commit 5e0a8fedd08ca58c591a06af56340056c053c8cd
Author: 20918 <2091823062@qq.com>
Date:   Tue May 20 11:29:13 2025 +0800

    Initial commit

diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..02d796f
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,11 @@
+.vscode
+ollama
+app
+macapp
+dist
+build
+.env
+.cache
+test_data
+.git
+
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..b127984
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,24 @@
+llama/**/*.cpp linguist-vendored
+llama/**/*.hpp linguist-vendored
+llama/**/*.h linguist-vendored
+llama/**/*.c linguist-vendored
+llama/**/*.cu linguist-vendored
+llama/**/*.cuh linguist-vendored
+llama/**/*.m linguist-vendored
+llama/**/*.metal linguist-vendored
+
+ml/backend/**/*.c linguist-vendored
+ml/backend/**/*.h linguist-vendored
+ml/backend/**/*.cpp linguist-vendored
+ml/backend/**/*.hpp linguist-vendored
+ml/backend/**/*.cu linguist-vendored
+ml/backend/**/*.cuh linguist-vendored
+ml/backend/**/*.m linguist-vendored
+ml/backend/**/*.metal linguist-vendored
+ml/backend/**/CMakeLists.txt linguist-vendored
+
+llama/build-info.cpp linguist-generated
+ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.s linguist-generated
+
+* text=auto
+*.go text eol=lf
diff --git a/.github/ISSUE_TEMPLATE/10_bug_report.yml b/.github/ISSUE_TEMPLATE/10_bug_report.yml
new file mode 100644
index 0000000..4ac6fee
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/10_bug_report.yml
@@ -0,0 +1,68 @@
+name: Bug report
+labels: [bug]
+description: Something isn't working right.
+body:
+  - type: textarea
+    id: description
+    attributes:
+      label: What is the issue?
+      description: What happened? What did you expect to happen?
+    validations:
+      required: true
+  - type: textarea
+    id: logs
+    attributes:
+      label: Relevant log output
+      description: Please copy and paste any relevant log output. See [Troubleshooting Guide](https://github.com/ollama/ollama/blob/main/docs/troubleshooting.md#how-to-troubleshoot-issues) for details.
+      render: shell
+    validations:
+      required: false
+  - type: dropdown
+    id: os
+    attributes:
+      label: OS
+      description: Which operating system are you using?
+      multiple: true
+      options:
+        - Linux
+        - macOS
+        - Windows
+        - Docker
+        - WSL2
+    validations:
+      required: false
+  - type: dropdown
+    id: gpu
+    attributes:
+      label: GPU
+      description: Which GPU are you using?
+      multiple: true
+      options:
+        - Nvidia
+        - AMD
+        - Intel
+        - Apple
+        - Other
+    validations:
+      required: false
+  - type: dropdown
+    id: cpu
+    attributes:
+      label: CPU
+      description: Which CPU are you using?
+      multiple: true
+      options:
+        - Intel
+        - AMD
+        - Apple
+        - Other
+    validations:
+      required: false
+  - type: input
+    id: version
+    attributes:
+      label: Ollama version
+      description: What version of Ollama are you using? (`ollama --version`)
+      placeholder: e.g., 0.1.32
+    validations:
+      required: false
diff --git a/.github/ISSUE_TEMPLATE/20_feature_request.md b/.github/ISSUE_TEMPLATE/20_feature_request.md
new file mode 100644
index 0000000..e899721
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/20_feature_request.md
@@ -0,0 +1,6 @@
+---
+name: Feature request
+about: Request a new feature
+labels: feature request
+---
+
diff --git a/.github/ISSUE_TEMPLATE/30_model_request.md b/.github/ISSUE_TEMPLATE/30_model_request.md
new file mode 100644
index 0000000..c705a5f
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/30_model_request.md
@@ -0,0 +1,5 @@
+---
+name: Model request
+about: Request support for a new model to be added to Ollama
+labels: model request
+---
\ No newline at end of file
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
new file mode 100644
index 0000000..70d9aa3
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -0,0 +1,8 @@
+blank_issues_enabled: true
+contact_links:
+  - name: Help
+    url: https://discord.com/invite/ollama
+    about: Please join our Discord server for help using Ollama
+  - name: Troubleshooting
+    url: https://github.com/ollama/ollama/blob/main/docs/faq.md#faq
+    about: See the FAQ for common issues and solutions
diff --git a/.github/workflows/latest.yaml b/.github/workflows/latest.yaml
new file mode 100644
index 0000000..4d47dd3
--- /dev/null
+++ b/.github/workflows/latest.yaml
@@ -0,0 +1,24 @@
+name: latest
+
+on:
+  release:
+    types: [released]
+
+jobs:
+  update-latest:
+    environment: release
+    runs-on: linux
+    steps:
+      - uses: actions/checkout@v4
+      - name: Login to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ vars.DOCKER_USER }}
+          password: ${{ secrets.DOCKER_ACCESS_TOKEN }}
+      - name: Tag images as latest
+        env:
+          PUSH: "1"
+        shell: bash
+        run: |
+          export "VERSION=${GITHUB_REF_NAME#v}"
+          ./scripts/tag_latest.sh
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
new file mode 100644
index 0000000..f423106
--- /dev/null
+++ b/.github/workflows/release.yaml
@@ -0,0 +1,495 @@
+name: release
+
+on:
+  push:
+    tags:
+      - 'v*'
+
+env:
+  CGO_CFLAGS: '-O3'
+  CGO_CXXFLAGS: '-O3'
+
+jobs:
+  setup-environment:
+    runs-on: ubuntu-latest
+    environment: release
+    outputs:
+      GOFLAGS: ${{ steps.goflags.outputs.GOFLAGS }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set environment
+        id: goflags
+        run: |
+          echo GOFLAGS="'-ldflags=-w -s \"-X=github.com/ollama/ollama/version.Version=${GITHUB_REF_NAME#v}\" \"-X=github.com/ollama/ollama/server.mode=release\"'" >>$GITHUB_OUTPUT
+
+  darwin-build:
+    runs-on: macos-13
+    environment: release
+    needs: setup-environment
+    strategy:
+      matrix:
+        os: [darwin]
+        arch: [amd64, arm64]
+    env:
+      GOFLAGS: ${{ needs.setup-environment.outputs.GOFLAGS }}
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-go@v5
+        with:
+          go-version-file: go.mod
+      - run: |
+          go build -o dist/ .
+        env:
+          GOOS: ${{ matrix.os }}
+          GOARCH: ${{ matrix.arch }}
+          CGO_ENABLED: 1
+          CGO_CPPFLAGS: '-mmacosx-version-min=11.3'
+      - if: matrix.arch == 'amd64'
+        run: |
+          cmake --preset CPU -DCMAKE_OSX_DEPLOYMENT_TARGET=11.3 -DCMAKE_SYSTEM_PROCESSOR=x86_64 -DCMAKE_OSX_ARCHITECTURES=x86_64
+          cmake --build --parallel --preset CPU
+          cmake --install build --component CPU --strip --parallel 8
+      - uses: actions/upload-artifact@v4
+        with:
+          name: build-${{ matrix.os }}-${{ matrix.arch }}
+          path: dist/*
+
+  darwin-sign:
+    runs-on: macos-13
+    environment: release
+    needs: darwin-build
+    steps:
+      - uses: actions/checkout@v4
+      - run: |
+          echo $MACOS_SIGNING_KEY | base64 --decode > certificate.p12
+          security create-keychain -p password build.keychain
+          security default-keychain -s build.keychain
+          security unlock-keychain -p password build.keychain
+          security import certificate.p12 -k build.keychain -P $MACOS_SIGNING_KEY_PASSWORD -T /usr/bin/codesign
+          security set-key-partition-list -S apple-tool:,apple:,codesign: -s -k password build.keychain
+          security set-keychain-settings -lut 3600 build.keychain
+        env:
+          MACOS_SIGNING_KEY: ${{ secrets.MACOS_SIGNING_KEY }}
+          MACOS_SIGNING_KEY_PASSWORD: ${{ secrets.MACOS_SIGNING_KEY_PASSWORD }}
+      - uses: actions/download-artifact@v4
+        with:
+          name: build-darwin-amd64
+          path: dist/darwin-amd64
+      - uses: actions/download-artifact@v4
+        with:
+          name: build-darwin-arm64
+          path: dist/darwin-arm64
+      - run: |
+          export VERSION=${GITHUB_REF_NAME#v}
+          ./scripts/build_darwin.sh sign macapp
+        env:
+          APPLE_IDENTITY: ${{ secrets.APPLE_IDENTITY }}
+          APPLE_PASSWORD: ${{ secrets.APPLE_PASSWORD }}
+          APPLE_TEAM_ID: ${{ vars.APPLE_TEAM_ID }}
+          APPLE_ID: ${{ vars.APPLE_ID }}
+          SDKROOT: /Applications/Xcode_14.1.0.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX.sdk
+          DEVELOPER_DIR: /Applications/Xcode_14.1.0.app/Contents/Developer
+      - uses: actions/upload-artifact@v4
+        with:
+          name: dist-darwin
+          path: |
+            dist/Ollama-darwin.zip
+            dist/ollama-darwin.tgz
+
+  windows-depends:
+    strategy:
+      matrix:
+        os: [windows]
+        arch: [amd64]
+        preset: ['CPU']
+        include:
+          - os: windows
+            arch: amd64
+            preset: 'CUDA 11'
+            install: https://developer.download.nvidia.com/compute/cuda/11.3.1/local_installers/cuda_11.3.1_465.89_win10.exe
+            cuda-version: '11.3'
+          - os: windows
+            arch: amd64
+            preset: 'CUDA 12'
+            install: https://developer.download.nvidia.com/compute/cuda/12.8.0/local_installers/cuda_12.8.0_571.96_windows.exe
+            cuda-version: '12.8'
+          - os: windows
+            arch: amd64
+            preset: 'ROCm 6'
+            install: https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-24.Q4-WinSvr2022-For-HIP.exe
+            rocm-version: '6.2'
+    runs-on: ${{ matrix.arch == 'arm64' && format('{0}-{1}', matrix.os, matrix.arch) || matrix.os }}
+    environment: release
+    env:
+      GOFLAGS: ${{ needs.setup-environment.outputs.GOFLAGS }}
+    steps:
+      - name: Install system dependencies
+        run: |
+          choco install -y --no-progress ccache ninja
+          ccache -o cache_dir=${{ github.workspace }}\.ccache
+      - if: startsWith(matrix.preset, 'CUDA ') || startsWith(matrix.preset, 'ROCm ')
+        id: cache-install
+        uses: actions/cache/restore@v4
+        with:
+          path: |
+            C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA
+            C:\Program Files\AMD\ROCm
+          key: ${{ matrix.install }}
+      - if: startsWith(matrix.preset, 'CUDA ')
+        name: Install CUDA ${{ matrix.cuda-version }}
+        run: |
+          $ErrorActionPreference = "Stop"
+          if ("${{ steps.cache-install.outputs.cache-hit }}" -ne 'true') {
+            Invoke-WebRequest -Uri "${{ matrix.install }}" -OutFile "install.exe"
+            $subpackages = @("cudart", "nvcc", "cublas", "cublas_dev") | Foreach-Object {"${_}_${{ matrix.cuda-version }}"}
+            Start-Process -FilePath .\install.exe -ArgumentList (@("-s") + $subpackages) -NoNewWindow -Wait
+          }
+
+          $cudaPath = (Resolve-Path "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\*").path
+          echo "$cudaPath\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+      - if: startsWith(matrix.preset, 'ROCm')
+        name: Install ROCm ${{ matrix.rocm-version }}
+        run: |
+          $ErrorActionPreference = "Stop"
+          if ("${{ steps.cache-install.outputs.cache-hit }}" -ne 'true') {
+            Invoke-WebRequest -Uri "${{ matrix.install }}" -OutFile "install.exe"
+            Start-Process -FilePath .\install.exe -ArgumentList '-install' -NoNewWindow -Wait
+          }
+
+          $hipPath = (Resolve-Path "C:\Program Files\AMD\ROCm\*").path
+          echo "$hipPath\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+          echo "CC=$hipPath\bin\clang.exe" | Out-File -FilePath $env:GITHUB_ENV -Append
+          echo "CXX=$hipPath\bin\clang++.exe" | Out-File -FilePath $env:GITHUB_ENV -Append
+      - if: matrix.preset == 'CPU'
+        run: |
+          echo "CC=clang.exe" | Out-File -FilePath $env:GITHUB_ENV -Append
+          echo "CXX=clang++.exe" | Out-File -FilePath $env:GITHUB_ENV -Append
+      - if: ${{ !cancelled() && steps.cache-install.outputs.cache-hit != 'true' }}
+        uses: actions/cache/save@v4
+        with:
+          path: |
+            C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA
+            C:\Program Files\AMD\ROCm
+          key: ${{ matrix.install }}
+      - uses: actions/checkout@v4
+      - uses: actions/cache@v4
+        with:
+          path: ${{ github.workspace }}\.ccache
+          key: ccache-${{ matrix.os }}-${{ matrix.arch }}-${{ matrix.preset }}
+      - name: Build target "${{ matrix.preset }}"
+        run: |
+          Import-Module 'C:\Program Files (x86)\Microsoft Visual Studio\2019\Enterprise\Common7\Tools\Microsoft.VisualStudio.DevShell.dll'
+          Enter-VsDevShell -VsInstallPath 'C:\Program Files (x86)\Microsoft Visual Studio\2019\Enterprise' -SkipAutomaticLocation  -DevCmdArguments '-arch=x64 -no_logo'
+          cmake --preset "${{ matrix.preset }}"
+          cmake --build --parallel --preset "${{ matrix.preset }}"
+          cmake --install build --component "${{ startsWith(matrix.preset, 'CUDA ') && 'CUDA' || startsWith(matrix.preset, 'ROCm ') && 'HIP' || 'CPU' }}" --strip --parallel 8
+        env:
+          CMAKE_GENERATOR: Ninja
+      - uses: actions/upload-artifact@v4
+        with:
+          name: depends-${{ matrix.os }}-${{ matrix.arch }}-${{ matrix.preset }}
+          path: dist\*
+
+  windows-build:
+    strategy:
+      matrix:
+        os: [windows]
+        arch: [amd64, arm64]
+    runs-on: ${{ matrix.arch == 'arm64' && format('{0}-{1}', matrix.os, matrix.arch) || matrix.os }}
+    environment: release
+    needs: [setup-environment]
+    env:
+      GOFLAGS: ${{ needs.setup-environment.outputs.GOFLAGS }}
+    steps:
+      - name: Install AMD64 system dependencies
+        if: matrix.arch == 'amd64'
+        run: |
+          $ErrorActionPreference = "Stop"
+          Start-Process "C:\msys64\usr\bin\pacman.exe" -ArgumentList @("-S", "--noconfirm", "mingw-w64-clang-x86_64-gcc-compat", "mingw-w64-clang-x86_64-clang") -NoNewWindow -Wait
+          echo "C:\msys64\usr\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+          echo "C:\msys64\clang64\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+      - name: Install ARM64 system dependencies
+        if: matrix.arch == 'arm64'
+        run: |
+          $ErrorActionPreference = "Stop"
+          Set-ExecutionPolicy Bypass -Scope Process -Force
+          [System.Net.ServicePointManager]::SecurityProtocol = [System.Net.ServicePointManager]::SecurityProtocol -bor 3072
+          iex ((New-Object System.Net.WebClient).DownloadString('https://community.chocolatey.org/install.ps1'))
+          echo "C:\ProgramData\chocolatey\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+
+          choco install -y --no-progress git gzip
+          echo "C:\Program Files\Git\cmd" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+
+          Invoke-WebRequest -Uri "https://github.com/mstorsjo/llvm-mingw/releases/download/20240619/llvm-mingw-20240619-ucrt-aarch64.zip" -OutFile "${{ runner.temp }}\llvm-mingw-ucrt-aarch64.zip"
+          Expand-Archive -Path ${{ runner.temp }}\llvm-mingw-ucrt-aarch64.zip -DestinationPath "C:\Program Files\"
+          $installPath=(Resolve-Path -Path "C:\Program Files\llvm-mingw-*-ucrt-aarch64").path
+          echo $installPath\bin | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+      - uses: actions/checkout@v4
+      - uses: actions/setup-go@v5
+        with:
+          go-version-file: go.mod
+      - run: |
+          go build -o dist/${{ matrix.os }}-${{ matrix.arch }}/ .
+      - if: matrix.arch == 'arm64'
+        run: |
+          Invoke-WebRequest -Uri "https://aka.ms/vs/17/release/vc_redist.arm64.exe" -OutFile "dist\windows-arm64\vc_redist.arm64.exe"
+      - run: |
+          $env:VERSION='${{ github.ref_name }}' -Replace "v(.*)", '$1'
+          & .\scripts\build_windows.ps1 buildApp
+        env:
+          VCToolsRedistDir: stub
+      - uses: actions/upload-artifact@v4
+        with:
+          name: build-${{ matrix.os }}-${{ matrix.arch }}
+          path: |
+            dist\${{ matrix.os }}-${{ matrix.arch }}\*.exe
+            dist\${{ matrix.os }}-${{ matrix.arch }}-app.exe
+
+  windows-sign:
+    runs-on: windows-2022
+    environment: release
+    needs: [windows-depends, windows-build]
+    steps:
+      - uses: actions/checkout@v4
+      - uses: google-github-actions/auth@v2
+        with:
+          project_id: ollama
+          credentials_json: ${{ secrets.GOOGLE_SIGNING_CREDENTIALS }}
+      - run: |
+          $ErrorActionPreference = "Stop"
+          Invoke-WebRequest -Uri "https://go.microsoft.com/fwlink/p/?LinkId=323507" -OutFile "${{ runner.temp }}\sdksetup.exe"
+          Start-Process "${{ runner.temp }}\sdksetup.exe" -ArgumentList @("/q") -NoNewWindow -Wait
+
+          Invoke-WebRequest -Uri "https://github.com/GoogleCloudPlatform/kms-integrations/releases/download/cng-v1.0/kmscng-1.0-windows-amd64.zip" -OutFile "${{ runner.temp }}\plugin.zip"
+          Expand-Archive -Path "${{ runner.temp }}\plugin.zip" -DestinationPath "${{ runner.temp }}\plugin\"
+          & "${{ runner.temp }}\plugin\*\kmscng.msi" /quiet
+
+          echo "${{ vars.OLLAMA_CERT }}" >ollama_inc.crt
+      - uses: actions/download-artifact@v4
+        with:
+          pattern: build-windows-*
+          path: dist\
+          merge-multiple: true
+      - uses: actions/download-artifact@v4
+        with:
+          pattern: depends-windows-amd64-*
+          path: dist\windows-amd64\
+          merge-multiple: true
+      - run: |
+          & .\scripts\build_windows.ps1 gatherDependencies sign buildInstaller distZip
+        env:
+          KEY_CONTAINER: ${{ vars.KEY_CONTAINER }}
+      - uses: actions/upload-artifact@v4
+        with:
+          name: dist-windows
+          path: |
+            dist\OllamaSetup.exe
+            dist\ollama-windows-*.zip
+
+  linux-build:
+    strategy:
+      matrix:
+        include:
+          - os: linux
+            arch: amd64
+            target: archive
+          - os: linux
+            arch: amd64
+            target: rocm
+          - os: linux
+            arch: arm64
+            target: archive
+    runs-on: ${{ matrix.arch == 'arm64' && format('{0}-{1}', matrix.os, matrix.arch) || matrix.os }}
+    environment: release
+    needs: setup-environment
+    env:
+      GOFLAGS: ${{ needs.setup-environment.outputs.GOFLAGS }}
+    steps:
+      - uses: actions/checkout@v4
+      - uses: docker/setup-buildx-action@v3
+      - uses: docker/build-push-action@v6
+        with:
+          context: .
+          platforms: ${{ matrix.os }}/${{ matrix.arch }}
+          target: ${{ matrix.target }}
+          build-args: |
+            GOFLAGS=${{ env.GOFLAGS }}
+            CGO_CFLAGS=${{ env.CGO_CFLAGS }}
+            CGO_CXXFLAGS=${{ env.CGO_CXXFLAGS }}
+          outputs: type=local,dest=dist/${{ matrix.os }}-${{ matrix.arch }}
+          cache-from: type=registry,ref=ollama/ollama:latest
+          cache-to: type=inline
+      - run: |
+          for COMPONENT in bin/* lib/ollama/*; do
+            case "$COMPONENT" in
+              bin/ollama)               echo $COMPONENT >>ollama-${{ matrix.os }}-${{ matrix.arch }}.tar.in ;;
+              lib/ollama/*.so)          echo $COMPONENT >>ollama-${{ matrix.os }}-${{ matrix.arch }}.tar.in ;;
+              lib/ollama/cuda_v11)      echo $COMPONENT >>ollama-${{ matrix.os }}-${{ matrix.arch }}.tar.in ;;
+              lib/ollama/cuda_v12)      echo $COMPONENT >>ollama-${{ matrix.os }}-${{ matrix.arch }}.tar.in ;;
+              lib/ollama/cuda_jetpack5) echo $COMPONENT >>ollama-${{ matrix.os }}-${{ matrix.arch }}-jetpack5.tar.in ;;
+              lib/ollama/cuda_jetpack6) echo $COMPONENT >>ollama-${{ matrix.os }}-${{ matrix.arch }}-jetpack6.tar.in ;;
+              lib/ollama/rocm)          echo $COMPONENT >>ollama-${{ matrix.os }}-${{ matrix.arch }}-rocm.tar.in ;;
+            esac
+          done
+        working-directory: dist/${{ matrix.os }}-${{ matrix.arch }}
+      - run: |
+          for ARCHIVE in dist/${{ matrix.os }}-${{ matrix.arch }}/*.tar.in; do
+            tar c -C dist/${{ matrix.os }}-${{ matrix.arch }} -T $ARCHIVE --owner 0 --group 0 | pigz -9vc >$(basename ${ARCHIVE//.*/}.tgz);
+          done
+      - uses: actions/upload-artifact@v4
+        with:
+          name: dist-${{ matrix.os }}-${{ matrix.arch }}-${{ matrix.target }}
+          path: |
+            *.tgz
+
+  # Build each Docker variant (OS, arch, and flavor) separately. Using QEMU is unreliable and slower.
+  docker-build-push:
+    strategy:
+      matrix:
+        include:
+          - os: linux
+            arch: arm64
+            build-args: |
+              CGO_CFLAGS
+              CGO_CXXFLAGS
+              GOFLAGS
+          - os: linux
+            arch: amd64
+            build-args: |
+              CGO_CFLAGS
+              CGO_CXXFLAGS
+              GOFLAGS
+          - os: linux
+            arch: amd64
+            suffix: '-rocm'
+            build-args: |
+              CGO_CFLAGS
+              CGO_CXXFLAGS
+              GOFLAGS
+              FLAVOR=rocm
+    runs-on: ${{ matrix.arch == 'arm64' && format('{0}-{1}', matrix.os, matrix.arch) || matrix.os }}
+    environment: release
+    needs: setup-environment
+    env:
+      GOFLAGS: ${{ needs.setup-environment.outputs.GOFLAGS }}
+    steps:
+      - uses: actions/checkout@v4
+      - uses: docker/setup-buildx-action@v3
+      - uses: docker/login-action@v3
+        with:
+          username: ${{ vars.DOCKER_USER }}
+          password: ${{ secrets.DOCKER_ACCESS_TOKEN }}
+      - id: build-push
+        uses: docker/build-push-action@v6
+        with:
+          context: .
+          platforms: ${{ matrix.os }}/${{ matrix.arch }}
+          build-args: ${{ matrix.build-args }}
+          outputs: type=image,name=ollama/ollama,push-by-digest=true,name-canonical=true,push=true
+          cache-from: type=registry,ref=ollama/ollama:latest
+          cache-to: type=inline
+      - run: |
+          mkdir -p ${{ matrix.os }}-${{ matrix.arch }}
+          echo "${{ steps.build-push.outputs.digest }}" >${{ matrix.os }}-${{ matrix.arch }}-${{ matrix.suffix }}.txt
+        working-directory: ${{ runner.temp }}
+      - uses: actions/upload-artifact@v4
+        with:
+          name: digest-${{ matrix.os }}-${{ matrix.arch }}-${{ matrix.suffix }}
+          path: |
+            ${{ runner.temp }}/${{ matrix.os }}-${{ matrix.arch }}-${{ matrix.suffix }}.txt
+
+  # Merge Docker images for the same flavor into a single multi-arch manifest
+  docker-merge-push:
+    strategy:
+      matrix:
+        suffix: ['', '-rocm']
+    runs-on: linux
+    environment: release
+    needs: [docker-build-push]
+    steps:
+      - uses: docker/login-action@v3
+        with:
+          username: ${{ vars.DOCKER_USER }}
+          password: ${{ secrets.DOCKER_ACCESS_TOKEN }}
+      - id: metadata
+        uses: docker/metadata-action@v4
+        with:
+          flavor: |
+            latest=false
+            suffix=${{ matrix.suffix }}
+          images: |
+            ollama/ollama
+          tags: |
+            type=ref,enable=true,priority=600,prefix=pr-,event=pr
+            type=semver,pattern={{version}}
+      - uses: actions/download-artifact@v4
+        with:
+          pattern: digest-*
+          path: ${{ runner.temp }}
+          merge-multiple: true
+      - run: |
+          docker buildx imagetools create $(echo '${{ steps.metadata.outputs.json }}' | jq -cr '.tags | map("-t", .) | join(" ")') $(cat *-${{ matrix.suffix }}.txt | xargs printf 'ollama/ollama@%s ')
+          docker buildx imagetools inspect ollama/ollama:${{ steps.metadata.outputs.version }}
+        working-directory: ${{ runner.temp }}
+
+  # Trigger downstream release process
+  trigger:
+    runs-on: ubuntu-latest
+    environment: release
+    needs: [darwin-build, windows-build, windows-depends]
+    steps:
+      - name: Trigger downstream release process
+        run: |
+          curl -L \
+            -X POST \
+            -H "Accept: application/vnd.github+json" \
+            -H "Authorization: Bearer ${{ secrets.RELEASE_TOKEN }}" \
+            -H "X-GitHub-Api-Version: 2022-11-28" \
+            https://api.github.com/repos/ollama/${{ vars.RELEASE_REPO }}/dispatches \
+            -d "{\"event_type\": \"trigger-workflow\", \"client_payload\": {\"run_id\": \"${GITHUB_RUN_ID}\", \"version\": \"${GITHUB_REF_NAME#v}\"}}"
+
+  # Aggregate all the assets and ship a release
+  release:
+    needs: [darwin-sign, windows-sign, linux-build]
+    runs-on: linux
+    environment: release
+    permissions:
+      contents: write
+    env:
+      GH_TOKEN: ${{ github.token }}
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/download-artifact@v4
+        with:
+          name: dist-darwin
+          path: dist
+      - uses: actions/download-artifact@v4
+        with:
+          name: dist-windows
+          path: dist
+      - uses: actions/download-artifact@v4
+        with:
+          pattern: dist-linux-*
+          path: dist
+          merge-multiple: true
+      - run: find . -type f -not -name 'sha256sum.txt' | xargs sha256sum | tee sha256sum.txt
+        working-directory: dist
+      - name: Create or update Release
+        run: |
+          RELEASE_VERSION="$(echo ${GITHUB_REF_NAME} | cut -f1 -d-)"
+
+          echo "Looking for existing release for ${RELEASE_VERSION}"
+          OLD_TAG=$(gh release ls --json name,tagName | jq -r ".[] | select(.name == \"${RELEASE_VERSION}\") | .tagName")
+          if [ -n "$OLD_TAG" ]; then
+            echo "Updating release ${RELEASE_VERSION} to point to new tag ${GITHUB_REF_NAME}"
+            gh release edit ${OLD_TAG} --tag ${GITHUB_REF_NAME}
+          else
+            echo "Creating new release ${RELEASE_VERSION} pointing to tag ${GITHUB_REF_NAME}"
+            gh release create ${GITHUB_REF_NAME} \
+              --title ${RELEASE_VERSION} \
+              --draft \
+              --generate-notes \
+              --prerelease
+          fi
+          echo "Uploading artifacts for tag ${GITHUB_REF_NAME}"
+          gh release upload ${GITHUB_REF_NAME} dist/* --clobber
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
new file mode 100644
index 0000000..27e229f
--- /dev/null
+++ b/.github/workflows/test.yaml
@@ -0,0 +1,241 @@
+name: test
+
+concurrency:
+  # For PRs, later CI runs preempt previous ones. e.g. a force push on a PR
+  # cancels running CI jobs and starts all new ones.
+  #
+  # For non-PR pushes, concurrency.group needs to be unique for every distinct
+  # CI run we want to have happen. Use run_id, which in practice means all
+  # non-PR CI runs will be allowed to run without preempting each other.
+  group: ${{ github.workflow }}-$${{ github.pull_request.number || github.run_id }}
+  cancel-in-progress: true
+
+on:
+  pull_request:
+    paths:
+      - '**/*'
+      - '!docs/**'
+      - '!README.md'
+
+jobs:
+  changes:
+    runs-on: ubuntu-latest
+    outputs:
+      changed: ${{ steps.changes.outputs.changed }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - id: changes
+        run: |
+          changed() {
+            local BASE=${{ github.event.pull_request.base.sha }}
+            local HEAD=${{ github.event.pull_request.head.sha }}
+            local MERGE_BASE=$(git merge-base $BASE $HEAD)
+            git diff-tree -r --no-commit-id --name-only "$MERGE_BASE" "$HEAD" \
+              | xargs python3 -c "import sys; from pathlib import Path; print(any(Path(x).match(glob) for x in sys.argv[1:] for glob in '$*'.split(' ')))"
+          }
+
+          echo changed=$(changed 'llama/llama.cpp/**' 'ml/backend/ggml/ggml/**') | tee -a $GITHUB_OUTPUT
+
+  linux:
+    needs: [changes]
+    if: needs.changes.outputs.changed == 'True'
+    strategy:
+      matrix:
+        include:
+          - preset: CPU
+          - preset: CUDA
+            container: nvidia/cuda:11.8.0-devel-ubuntu22.04
+            flags: '-DCMAKE_CUDA_ARCHITECTURES=87'
+          - preset: ROCm
+            container: rocm/dev-ubuntu-22.04:6.1.2
+            extra-packages: rocm-libs
+            flags: '-DAMDGPU_TARGETS=gfx1010 -DCMAKE_PREFIX_PATH=/opt/rocm'
+    runs-on: linux
+    container: ${{ matrix.container }}
+    steps:
+      - uses: actions/checkout@v4
+      - run: |
+          [ -n "${{ matrix.container }}" ] || sudo=sudo
+          $sudo apt-get update
+          $sudo apt-get install -y cmake ccache ${{ matrix.extra-packages }}
+        env:
+          DEBIAN_FRONTEND: noninteractive
+      - uses: actions/cache@v4
+        with:
+          path: /github/home/.cache/ccache
+          key: ccache-${{ runner.os }}-${{ runner.arch }}-${{ matrix.preset }}
+      - run: |
+          cmake --preset ${{ matrix.preset }} ${{ matrix.flags }}
+          cmake --build --preset ${{ matrix.preset }} --parallel
+
+  windows:
+    needs: [changes]
+    if: needs.changes.outputs.changed == 'True'
+    strategy:
+      matrix:
+        include:
+          - preset: CPU
+          - preset: CUDA
+            install: https://developer.download.nvidia.com/compute/cuda/11.3.1/local_installers/cuda_11.3.1_465.89_win10.exe
+            flags: '-DCMAKE_CUDA_ARCHITECTURES=80'
+          - preset: ROCm
+            install: https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-24.Q4-WinSvr2022-For-HIP.exe
+            flags: '-DAMDGPU_TARGETS=gfx1010'
+    runs-on: windows
+    steps:
+      - run: |
+          choco install -y --no-progress ccache ninja
+          ccache -o cache_dir=${{ github.workspace }}\.ccache
+      - if: matrix.preset == 'CUDA' || matrix.preset == 'ROCm'
+        id: cache-install
+        uses: actions/cache/restore@v4
+        with:
+          path: |
+            C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA
+            C:\Program Files\AMD\ROCm
+          key: ${{ matrix.install }}
+      - if: matrix.preset == 'CUDA'
+        name: Install CUDA ${{ matrix.cuda-version }}
+        run: |
+          $ErrorActionPreference = "Stop"
+          if ("${{ steps.cache-install.outputs.cache-hit }}" -ne 'true') {
+            Invoke-WebRequest -Uri "${{ matrix.install }}" -OutFile "install.exe"
+            Start-Process -FilePath .\install.exe -ArgumentList (@("-s", "cudart_11.3", "nvcc_11.3", "cublas_11.3", "cublas_dev_11.3")) -NoNewWindow -Wait
+          }
+
+          $cudaPath = (Resolve-Path "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\*").path
+          echo "$cudaPath\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+      - if: matrix.preset == 'ROCm'
+        name: Install ROCm ${{ matrix.rocm-version }}
+        run: |
+          $ErrorActionPreference = "Stop"
+          if ("${{ steps.cache-install.outputs.cache-hit }}" -ne 'true') {
+            Invoke-WebRequest -Uri "${{ matrix.install }}" -OutFile "install.exe"
+            Start-Process -FilePath .\install.exe -ArgumentList '-install' -NoNewWindow -Wait
+          }
+
+          $hipPath = (Resolve-Path "C:\Program Files\AMD\ROCm\*").path
+          echo "$hipPath\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+          echo "CC=$hipPath\bin\clang.exe" | Out-File -FilePath $env:GITHUB_ENV -Append
+          echo "CXX=$hipPath\bin\clang++.exe" | Out-File -FilePath $env:GITHUB_ENV -Append
+      - if: ${{ !cancelled() && steps.cache-install.outputs.cache-hit != 'true' }}
+        uses: actions/cache/save@v4
+        with:
+          path: |
+            C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA
+            C:\Program Files\AMD\ROCm
+          key: ${{ matrix.install }}
+      - uses: actions/checkout@v4
+      - uses: actions/cache@v4
+        with:
+          path: ${{ github.workspace }}\.ccache
+          key: ccache-${{ runner.os }}-${{ runner.arch }}-${{ matrix.preset }}
+      - run: |
+          Import-Module 'C:\Program Files (x86)\Microsoft Visual Studio\2019\Enterprise\Common7\Tools\Microsoft.VisualStudio.DevShell.dll'
+          Enter-VsDevShell -VsInstallPath 'C:\Program Files (x86)\Microsoft Visual Studio\2019\Enterprise' -SkipAutomaticLocation  -DevCmdArguments '-arch=x64 -no_logo'
+          cmake --preset "${{ matrix.preset }}" ${{ matrix.flags }}
+          cmake --build --parallel --preset "${{ matrix.preset }}"
+        env:
+          CMAKE_GENERATOR: Ninja
+
+  go_mod_tidy:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: check that 'go mod tidy' is clean
+        run: go mod tidy --diff || (echo "Please run 'go mod tidy'." && exit 1)
+
+  test:
+    strategy:
+      matrix:
+        os: [ubuntu-latest, macos-latest, windows-latest]
+    runs-on: ${{ matrix.os }}
+    env:
+      CGO_ENABLED: '1'
+      GOEXPERIMENT: 'synctest'
+    steps:
+      - name: checkout
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # 4.2.2
+
+      - name: cache restore
+        uses: actions/cache/restore@1bd1e32a3bdc45362d1e726936510720a7c30a57 # v4.2.0
+        with:
+          # Note: unlike the other setups, this is only grabbing the mod download
+          # cache, rather than the whole mod directory, as the download cache
+          # contains zips that can be unpacked in parallel faster than they can be
+          # fetched and extracted by tar
+          path: |
+            ~/.cache/go-build
+            ~/go/pkg/mod/cache
+            ~\AppData\Local\go-build
+          # NOTE: The -3- here should be incremented when the scheme of data to be
+          # cached changes (e.g. path above changes).
+          key: ${{ github.job }}-${{ runner.os }}-${{ matrix.goarch }}-${{ matrix.buildflags }}-go-3-${{ hashFiles('**/go.sum') }}-${{ github.run_id }}
+          restore-keys: |
+            ${{ github.job }}-${{ runner.os }}-${{ matrix.goarch }}-${{ matrix.buildflags }}-go-3-${{ hashFiles('**/go.sum') }}
+            ${{ github.job }}-${{ runner.os }}-${{ matrix.goarch }}-${{ matrix.buildflags }}-go-3-
+
+      - name: Setup Go
+        uses: actions/setup-go@v5
+        with:
+          # The caching strategy of setup-go is less than ideal, and wastes
+          # time by not saving artifacts due to small failures like the linter
+          # complaining, etc. This means subsequent have to rebuild their world
+          # again until all checks pass. For instance, if you mispell a word,
+          # you're punished until you fix it. This is more hostile than
+          # helpful.
+          cache: false
+
+          go-version-file: go.mod
+
+      # It is tempting to run this in a platform independent way, but the past
+      # shows this codebase will see introductions of platform specific code
+      # generation, and so we need to check this per platform to ensure we
+      # don't abuse go generate on specific platforms.
+      - name: check that 'go generate' is clean
+        if: always()
+        run: |
+          go generate ./...
+          git diff --name-only --exit-code || (echo "Please run 'go generate ./...'." && exit 1)
+
+      - name: go test
+        if: always()
+        run: go test -count=1 -benchtime=1x ./...
+
+      # TODO(bmizerany): replace this heavy tool with just the
+      # tools/checks/binaries we want and then make them all run in parallel
+      # across jobs, not on a single tiny vm on Github Actions.
+      - uses: golangci/golangci-lint-action@v6
+        with:
+          args: --timeout 10m0s -v
+
+      - name: cache save
+        # Always save the cache, even if the job fails. The artifacts produced
+        # during the building of test binaries are not all for naught. They can
+        # be used to speed up subsequent runs.
+        if: always()
+
+        uses: actions/cache/save@1bd1e32a3bdc45362d1e726936510720a7c30a57 # v4.2.0
+        with:
+          # Note: unlike the other setups, this is only grabbing the mod download
+          # cache, rather than the whole mod directory, as the download cache
+          # contains zips that can be unpacked in parallel faster than they can be
+          # fetched and extracted by tar
+          path: |
+            ~/.cache/go-build
+            ~/go/pkg/mod/cache
+            ~\AppData\Local\go-build
+          # NOTE: The -3- here should be incremented when the scheme of data to be
+          # cached changes (e.g. path above changes).
+          key: ${{ github.job }}-${{ runner.os }}-${{ matrix.goarch }}-${{ matrix.buildflags }}-go-3-${{ hashFiles('**/go.sum') }}-${{ github.run_id }}
+
+  patches:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Verify patches apply cleanly and do not change files
+        run: |
+          make -f Makefile.sync clean checkout apply-patches sync
+          git diff --compact-summary --exit-code
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..3a2af0b
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,16 @@
+.DS_Store
+.vscode
+.env
+.venv
+.swp
+dist
+build
+.cache
+*.exe
+.idea
+test_data
+*.crt
+__debug_bin*
+llama/build
+llama/vendor
+/ollama
diff --git a/.golangci.yaml b/.golangci.yaml
new file mode 100644
index 0000000..9d6705b
--- /dev/null
+++ b/.golangci.yaml
@@ -0,0 +1,41 @@
+run:
+  timeout: 5m
+linters:
+  enable:
+    - asasalint
+    - bidichk
+    - bodyclose
+    - containedctx
+    - gocheckcompilerdirectives
+    - gofmt
+    - gofumpt
+    - gosimple
+    - govet
+    - ineffassign
+    - intrange
+    - makezero
+    - misspell
+    - nilerr
+    - nolintlint
+    - nosprintfhostport
+    - staticcheck
+    - unconvert
+    - usetesting
+    - wastedassign
+    - whitespace
+  disable:
+    - usestdlibvars
+    - errcheck
+linters-settings:
+  staticcheck:
+    checks:
+      - all
+      - -SA1019 # omit Deprecated check
+severity:
+  default-severity: error
+  rules:
+    - linters:
+        - gofmt
+        - goimports
+        - intrange
+      severity: info
diff --git a/CMakeLists.txt b/CMakeLists.txt
new file mode 100644
index 0000000..5343d87
--- /dev/null
+++ b/CMakeLists.txt
@@ -0,0 +1,133 @@
+cmake_minimum_required(VERSION 3.21)
+
+project(Ollama C CXX)
+
+include(CheckLanguage)
+
+find_package(Threads REQUIRED)
+
+set(CMAKE_BUILD_TYPE Release)
+set(BUILD_SHARED_LIBS ON)
+
+set(CMAKE_CXX_STANDARD 17)
+set(CMAKE_CXX_STANDARD_REQUIRED ON)
+set(CMAKE_CXX_EXTENSIONS OFF)
+
+set(GGML_BUILD ON)
+set(GGML_SHARED ON)
+set(GGML_CCACHE ON)
+set(GGML_BACKEND_DL ON)
+set(GGML_BACKEND_SHARED ON)
+set(GGML_SCHED_MAX_COPIES 4)
+
+set(GGML_LLAMAFILE ON)
+set(GGML_CUDA_PEER_MAX_BATCH_SIZE 128)
+set(GGML_CUDA_GRAPHS ON)
+set(GGML_CUDA_FA ON)
+set(GGML_CUDA_COMPRESSION_MODE default)
+
+if((CMAKE_OSX_ARCHITECTURES AND NOT CMAKE_OSX_ARCHITECTURES MATCHES "arm64")
+    OR (NOT CMAKE_OSX_ARCHITECTURES AND NOT CMAKE_SYSTEM_PROCESSOR MATCHES "arm|aarch64|ARM64|ARMv[0-9]+"))
+    set(GGML_CPU_ALL_VARIANTS ON)
+endif()
+
+if (CMAKE_OSX_ARCHITECTURES MATCHES "x86_64")
+    set(CMAKE_BUILD_RPATH "@loader_path")
+    set(CMAKE_INSTALL_RPATH "@loader_path")
+endif()
+
+set(OLLAMA_BUILD_DIR ${CMAKE_BINARY_DIR}/lib/ollama)
+set(OLLAMA_INSTALL_DIR ${CMAKE_INSTALL_PREFIX}/lib/ollama)
+
+set(CMAKE_RUNTIME_OUTPUT_DIRECTORY         ${OLLAMA_BUILD_DIR})
+set(CMAKE_RUNTIME_OUTPUT_DIRECTORY_DEBUG   ${OLLAMA_BUILD_DIR})
+set(CMAKE_RUNTIME_OUTPUT_DIRECTORY_RELEASE ${OLLAMA_BUILD_DIR})
+set(CMAKE_LIBRARY_OUTPUT_DIRECTORY         ${OLLAMA_BUILD_DIR})
+set(CMAKE_LIBRARY_OUTPUT_DIRECTORY_DEBUG   ${OLLAMA_BUILD_DIR})
+set(CMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE ${OLLAMA_BUILD_DIR})
+
+include_directories(${CMAKE_CURRENT_SOURCE_DIR}/ml/backend/ggml/ggml/src)
+include_directories(${CMAKE_CURRENT_SOURCE_DIR}/ml/backend/ggml/ggml/src/include)
+include_directories(${CMAKE_CURRENT_SOURCE_DIR}/ml/backend/ggml/ggml/src/ggml-cpu)
+include_directories(${CMAKE_CURRENT_SOURCE_DIR}/ml/backend/ggml/ggml/src/ggml-cpu/amx)
+
+set(GGML_CPU ON)
+add_subdirectory(${CMAKE_CURRENT_SOURCE_DIR}/ml/backend/ggml/ggml/src)
+set_property(TARGET ggml PROPERTY EXCLUDE_FROM_ALL TRUE)
+
+get_target_property(CPU_VARIANTS ggml-cpu MANUALLY_ADDED_DEPENDENCIES)
+if(NOT CPU_VARIANTS)
+    set(CPU_VARIANTS "ggml-cpu")
+endif()
+
+install(TARGETS ggml-base ${CPU_VARIANTS}
+    RUNTIME_DEPENDENCIES
+        PRE_EXCLUDE_REGEXES ".*"
+    RUNTIME DESTINATION ${OLLAMA_INSTALL_DIR} COMPONENT CPU
+    LIBRARY DESTINATION ${OLLAMA_INSTALL_DIR} COMPONENT CPU
+    FRAMEWORK DESTINATION ${OLLAMA_INSTALL_DIR} COMPONENT CPU
+)
+
+check_language(CUDA)
+if(CMAKE_CUDA_COMPILER)
+    if(CMAKE_VERSION VERSION_GREATER_EQUAL "3.24" AND NOT CMAKE_CUDA_ARCHITECTURES)
+        set(CMAKE_CUDA_ARCHITECTURES "native")
+    endif()
+
+    find_package(CUDAToolkit)
+    add_subdirectory(${CMAKE_CURRENT_SOURCE_DIR}/ml/backend/ggml/ggml/src/ggml-cuda)
+    set(OLLAMA_CUDA_INSTALL_DIR ${OLLAMA_INSTALL_DIR}/cuda_v${CUDAToolkit_VERSION_MAJOR})
+    install(TARGETS ggml-cuda
+        RUNTIME_DEPENDENCIES
+            DIRECTORIES ${CUDAToolkit_BIN_DIR} ${CUDAToolkit_LIBRARY_DIR}
+            PRE_INCLUDE_REGEXES cublas cublasLt cudart
+            PRE_EXCLUDE_REGEXES ".*"
+        RUNTIME DESTINATION ${OLLAMA_CUDA_INSTALL_DIR} COMPONENT CUDA
+        LIBRARY DESTINATION ${OLLAMA_CUDA_INSTALL_DIR} COMPONENT CUDA
+    )
+endif()
+
+set(WINDOWS_AMDGPU_TARGETS_EXCLUDE_REGEX "^gfx(906|908|90a|1200|1201):xnack[+-]$"
+    CACHE STRING
+    "Regular expression describing AMDGPU_TARGETS not supported on Windows. Override to force building these targets. Default \"^gfx(906|908|90a|1200|1201):xnack[+-]$\"."
+)
+
+check_language(HIP)
+if(CMAKE_HIP_COMPILER)
+    set(HIP_PLATFORM "amd")
+
+    find_package(hip REQUIRED)
+    if(NOT AMDGPU_TARGETS)
+        list(FILTER AMDGPU_TARGETS INCLUDE REGEX "^gfx(900|94[012]|101[02]|1030|110[012]|120[01])$")
+    elseif(WIN32 AND WINDOWS_AMDGPU_TARGETS_EXCLUDE_REGEX)
+        list(FILTER AMDGPU_TARGETS EXCLUDE REGEX ${WINDOWS_AMDGPU_TARGETS_EXCLUDE_REGEX})
+    endif()
+
+    if(AMDGPU_TARGETS)
+        add_subdirectory(${CMAKE_CURRENT_SOURCE_DIR}/ml/backend/ggml/ggml/src/ggml-hip)
+
+        if (WIN32)
+            target_compile_definitions(ggml-hip PRIVATE GGML_CUDA_NO_PEER_COPY)
+        endif()
+
+        target_compile_definitions(ggml-hip PRIVATE GGML_HIP_NO_VMM)
+
+        set(OLLAMA_HIP_INSTALL_DIR ${OLLAMA_INSTALL_DIR}/rocm)
+        install(TARGETS ggml-hip
+            RUNTIME_DEPENDENCIES
+                DIRECTORIES ${HIP_BIN_INSTALL_DIR} ${HIP_LIB_INSTALL_DIR}
+                PRE_INCLUDE_REGEXES hipblas rocblas amdhip64 rocsolver amd_comgr hsa-runtime64 rocsparse tinfo rocprofiler-register drm drm_amdgpu numa elf
+                PRE_EXCLUDE_REGEXES ".*"
+                POST_EXCLUDE_REGEXES "system32"
+            RUNTIME DESTINATION ${OLLAMA_HIP_INSTALL_DIR} COMPONENT HIP
+            LIBRARY DESTINATION ${OLLAMA_HIP_INSTALL_DIR} COMPONENT HIP
+        )
+
+        foreach(HIP_LIB_BIN_INSTALL_DIR IN ITEMS ${HIP_BIN_INSTALL_DIR} ${HIP_LIB_INSTALL_DIR})
+            if(EXISTS ${HIP_LIB_BIN_INSTALL_DIR}/rocblas)
+                install(DIRECTORY ${HIP_LIB_BIN_INSTALL_DIR}/rocblas DESTINATION ${OLLAMA_HIP_INSTALL_DIR} COMPONENT HIP)
+                break()
+            endif()
+        endforeach()
+    endif()
+endif()
diff --git a/CMakePresets.json b/CMakePresets.json
new file mode 100644
index 0000000..0b70d8b
--- /dev/null
+++ b/CMakePresets.json
@@ -0,0 +1,112 @@
+{
+  "version": 3,
+  "configurePresets": [
+    {
+      "name": "Default",
+      "binaryDir": "${sourceDir}/build",
+      "installDir": "${sourceDir}/dist",
+      "cacheVariables": {
+        "CMAKE_BUILD_TYPE": "Release"
+      }
+    },
+    {
+      "name": "CPU",
+      "inherits": [ "Default" ]
+    },
+    {
+      "name": "CUDA",
+      "inherits": [ "Default" ]
+    },
+    {
+      "name": "CUDA 11",
+      "inherits": [ "CUDA" ],
+      "cacheVariables": {
+        "CMAKE_CUDA_ARCHITECTURES": "50;52;53;60;61;70;75;80;86",
+        "CMAKE_CUDA_FLAGS": "-Wno-deprecated-gpu-targets"
+      }
+    },
+    {
+      "name": "CUDA 12",
+      "inherits": [ "CUDA" ],
+      "cacheVariables": {
+        "CMAKE_CUDA_ARCHITECTURES": "50;60;61;70;75;80;86;87;89;90;90a;120",
+        "CMAKE_CUDA_FLAGS": "-Wno-deprecated-gpu-targets"
+      }
+    },
+    {
+      "name": "JetPack 5",
+      "inherits": [ "CUDA" ],
+      "cacheVariables": {
+        "CMAKE_CUDA_ARCHITECTURES": "72;87"
+      }
+    },
+    {
+      "name": "JetPack 6",
+      "inherits": [ "CUDA" ],
+      "cacheVariables": {
+        "CMAKE_CUDA_ARCHITECTURES": "87"
+      }
+    },
+    {
+      "name": "ROCm",
+      "inherits": [ "Default" ],
+      "cacheVariables": {
+        "CMAKE_HIP_PLATFORM": "amd"
+      }
+    },
+    {
+      "name": "ROCm 6",
+      "inherits": [ "ROCm" ],
+      "cacheVariables": {
+        "AMDGPU_TARGETS": "gfx900;gfx940;gfx941;gfx942;gfx1010;gfx1012;gfx1030;gfx1100;gfx1101;gfx1102;gfx1151;gfx1200;gfx1201;gfx906:xnack-;gfx908:xnack-;gfx90a:xnack+;gfx90a:xnack-"
+      }
+    }
+  ],
+  "buildPresets": [
+    {
+      "name": "Default",
+      "configurePreset": "Default",
+      "configuration": "Release"
+    },
+    {
+      "name": "CPU",
+      "configurePreset": "Default",
+      "targets": [ "ggml-cpu" ]
+    },
+    {
+      "name": "CUDA",
+      "configurePreset": "CUDA",
+      "targets": [ "ggml-cuda" ]
+    },
+    {
+      "name": "CUDA 11",
+      "inherits": [ "CUDA" ],
+      "configurePreset": "CUDA 11"
+    },
+    {
+      "name": "CUDA 12",
+      "inherits": [ "CUDA" ],
+      "configurePreset": "CUDA 12"
+    },
+    {
+      "name": "JetPack 5",
+      "inherits": [ "CUDA" ],
+      "configurePreset": "JetPack 5"
+    },
+    {
+      "name": "JetPack 6",
+      "inherits": [ "CUDA" ],
+      "configurePreset": "JetPack 6"
+    },
+    {
+      "name": "ROCm",
+      "configurePreset": "ROCm",
+      "targets": [ "ggml-hip" ]
+    },
+    {
+      "name": "ROCm 6",
+      "inherits": [ "ROCm" ],
+      "configurePreset": "ROCm 6"
+    }
+  ]
+}
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..c7028e0
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,88 @@
+# Contributing to Ollama
+
+Thank you for your interest in contributing to Ollama! Here are a few guidelines to help get you started.
+
+## Set up
+
+See the [development documentation](./docs/development.md) for instructions on how to build and run Ollama locally.
+
+### Ideal issues
+
+* [Bugs](https://github.com/ollama/ollama/issues?q=is%3Aissue+is%3Aopen+label%3Abug): issues where Ollama stops working or where it results in an unexpected error.
+* [Performance](https://github.com/ollama/ollama/issues?q=is%3Aissue+is%3Aopen+label%3Aperformance): issues to make Ollama faster at model inference, downloading or uploading.
+* [Security](https://github.com/ollama/ollama/blob/main/SECURITY.md): issues that could lead to a security vulnerability. As mentioned in [SECURITY.md](https://github.com/ollama/ollama/blob/main/SECURITY.md), please do not disclose security vulnerabilities publicly.
+
+### Issues that are harder to review
+
+* New features: new features (e.g. API fields, environment variables) add surface area to Ollama and make it harder to maintain in the long run as they cannot be removed without potentially breaking users in the future.
+* Refactoring: large code improvements are important, but can be harder or take longer to review and merge.
+* Documentation: small updates to fill in or correct missing documentation is helpful, however large documentation additions can be hard to maintain over time.
+
+### Issues that may not be accepted
+
+* Changes that break backwards compatibility in Ollama's API (including the OpenAI-compatible API)
+* Changes that add significant friction to the user experience
+* Changes that create a large future maintenance burden for maintainers and contributors
+
+## Proposing a (non-trivial) change
+
+> By "non-trivial", we mean a change that is not a bug fix or small
+> documentation update. If you are unsure, please ask us on our [Discord
+> server](https://discord.gg/ollama).
+
+Before opening a non-trivial Pull Request, please open an issue to discuss the change and
+get feedback from the maintainers. This helps us understand the context of the
+change and how it fits into Ollama's roadmap and prevents us from duplicating
+work or you from spending time on a change that we may not be able to accept.
+
+Tips for proposals:
+
+* Explain the problem you are trying to solve, not what you are trying to do.
+* Explain why the change is important.
+* Explain how the change will be used.
+* Explain how the change will be tested.
+
+Additionally, for bonus points: Provide draft documentation you would expect to
+see if the change were accepted.
+
+## Pull requests
+
+**Commit messages**
+
+The title should look like:
+
+    <package>: <short description>
+
+The package is the most affected Go package. If the change does not affect Go
+code, then use the directory name instead. Changes to a single well-known
+file in the root directory may use the file name.
+
+The short description should start with a lowercase letter and be a
+continuation of the sentence:
+
+      "This changes Ollama to..."
+
+Examples:
+
+      llm/backend/mlx: support the llama architecture
+      CONTRIBUTING: provide clairity on good commit messages, and bad
+
+Bad Examples:
+
+      feat: add more emoji
+      fix: was not using famous web framework
+      chore: generify code
+
+**Tests**
+
+Please include tests. Strive to test behavior, not implementation.
+
+**New dependencies**
+
+Dependencies should be added sparingly. If you are adding a new dependency,
+please explain why it is necessary and what other ways you attempted that
+did not work without it.
+
+## Need help?
+
+If you need help with anything, feel free to reach out to us on our [Discord server](https://discord.gg/ollama).
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..4c6619e
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,131 @@
+# vim: filetype=dockerfile
+
+ARG FLAVOR=${TARGETARCH}
+
+ARG ROCMVERSION=6.3.3
+ARG JETPACK5VERSION=r35.4.1
+ARG JETPACK6VERSION=r36.4.0
+ARG CMAKEVERSION=3.31.2
+
+# CUDA v11 requires gcc v10.  v10.3 has regressions, so the rockylinux 8.5 AppStream has the latest compatible version
+FROM --platform=linux/amd64 rocm/dev-almalinux-8:${ROCMVERSION}-complete AS base-amd64
+RUN yum install -y yum-utils \
+    && yum-config-manager --add-repo https://dl.rockylinux.org/vault/rocky/8.5/AppStream/\$basearch/os/ \
+    && rpm --import https://dl.rockylinux.org/pub/rocky/RPM-GPG-KEY-Rocky-8 \
+    && dnf install -y yum-utils ccache gcc-toolset-10-gcc-10.2.1-8.2.el8 gcc-toolset-10-gcc-c++-10.2.1-8.2.el8 gcc-toolset-10-binutils-2.35-11.el8 \
+    && yum-config-manager --add-repo https://developer.download.nvidia.com/compute/cuda/repos/rhel8/x86_64/cuda-rhel8.repo
+ENV PATH=/opt/rh/gcc-toolset-10/root/usr/bin:$PATH
+
+FROM --platform=linux/arm64 almalinux:8 AS base-arm64
+# install epel-release for ccache
+RUN yum install -y yum-utils epel-release \
+    && dnf install -y clang ccache \
+    && yum-config-manager --add-repo https://developer.download.nvidia.com/compute/cuda/repos/rhel8/sbsa/cuda-rhel8.repo
+ENV CC=clang CXX=clang++
+
+FROM base-${TARGETARCH} AS base
+ARG CMAKEVERSION
+RUN curl -fsSL https://github.com/Kitware/CMake/releases/download/v${CMAKEVERSION}/cmake-${CMAKEVERSION}-linux-$(uname -m).tar.gz | tar xz -C /usr/local --strip-components 1
+COPY CMakeLists.txt CMakePresets.json .
+COPY ml/backend/ggml/ggml ml/backend/ggml/ggml
+ENV LDFLAGS=-s
+
+FROM base AS cpu
+RUN dnf install -y gcc-toolset-11-gcc gcc-toolset-11-gcc-c++
+ENV PATH=/opt/rh/gcc-toolset-11/root/usr/bin:$PATH
+RUN --mount=type=cache,target=/root/.ccache \
+    cmake --preset 'CPU' \
+        && cmake --build --parallel --preset 'CPU' \
+        && cmake --install build --component CPU --strip --parallel 8
+
+FROM base AS cuda-11
+ARG CUDA11VERSION=11.3
+RUN dnf install -y cuda-toolkit-${CUDA11VERSION//./-}
+ENV PATH=/usr/local/cuda-11/bin:$PATH
+RUN --mount=type=cache,target=/root/.ccache \
+    cmake --preset 'CUDA 11' \
+        && cmake --build --parallel --preset 'CUDA 11' \
+        && cmake --install build --component CUDA --strip --parallel 8
+
+FROM base AS cuda-12
+ARG CUDA12VERSION=12.8
+RUN dnf install -y cuda-toolkit-${CUDA12VERSION//./-}
+ENV PATH=/usr/local/cuda-12/bin:$PATH
+RUN --mount=type=cache,target=/root/.ccache \
+    cmake --preset 'CUDA 12' \
+        && cmake --build --parallel --preset 'CUDA 12' \
+        && cmake --install build --component CUDA --strip --parallel 8
+
+FROM base AS rocm-6
+ENV PATH=/opt/rocm/hcc/bin:/opt/rocm/hip/bin:/opt/rocm/bin:/opt/rocm/hcc/bin:$PATH
+RUN --mount=type=cache,target=/root/.ccache \
+    cmake --preset 'ROCm 6' \
+        && cmake --build --parallel --preset 'ROCm 6' \
+        && cmake --install build --component HIP --strip --parallel 8
+
+FROM --platform=linux/arm64 nvcr.io/nvidia/l4t-jetpack:${JETPACK5VERSION} AS jetpack-5
+ARG CMAKEVERSION
+RUN apt-get update && apt-get install -y curl ccache \
+    && curl -fsSL https://github.com/Kitware/CMake/releases/download/v${CMAKEVERSION}/cmake-${CMAKEVERSION}-linux-$(uname -m).tar.gz | tar xz -C /usr/local --strip-components 1
+COPY CMakeLists.txt CMakePresets.json .
+COPY ml/backend/ggml/ggml ml/backend/ggml/ggml
+RUN --mount=type=cache,target=/root/.ccache \
+    cmake --preset 'JetPack 5' \
+        && cmake --build --parallel --preset 'JetPack 5' \
+        && cmake --install build --component CUDA --strip --parallel 8
+
+FROM --platform=linux/arm64 nvcr.io/nvidia/l4t-jetpack:${JETPACK6VERSION} AS jetpack-6
+ARG CMAKEVERSION
+RUN apt-get update && apt-get install -y curl ccache \
+    && curl -fsSL https://github.com/Kitware/CMake/releases/download/v${CMAKEVERSION}/cmake-${CMAKEVERSION}-linux-$(uname -m).tar.gz | tar xz -C /usr/local --strip-components 1
+COPY CMakeLists.txt CMakePresets.json .
+COPY ml/backend/ggml/ggml ml/backend/ggml/ggml
+RUN --mount=type=cache,target=/root/.ccache \
+    cmake --preset 'JetPack 6' \
+        && cmake --build --parallel --preset 'JetPack 6' \
+        && cmake --install build --component CUDA --strip --parallel 8
+
+FROM base AS build
+WORKDIR /go/src/github.com/ollama/ollama
+COPY go.mod go.sum .
+RUN curl -fsSL https://golang.org/dl/go$(awk '/^go/ { print $2 }' go.mod).linux-$(case $(uname -m) in x86_64) echo amd64 ;; aarch64) echo arm64 ;; esac).tar.gz | tar xz -C /usr/local
+ENV PATH=/usr/local/go/bin:$PATH
+RUN go mod download
+COPY . .
+ARG GOFLAGS="'-ldflags=-w -s'"
+ENV CGO_ENABLED=1
+RUN --mount=type=cache,target=/root/.cache/go-build \
+    go build -trimpath -buildmode=pie -o /bin/ollama .
+
+FROM --platform=linux/amd64 scratch AS amd64
+COPY --from=cuda-11 dist/lib/ollama/cuda_v11 /lib/ollama/cuda_v11
+COPY --from=cuda-12 dist/lib/ollama/cuda_v12 /lib/ollama/cuda_v12
+
+FROM --platform=linux/arm64 scratch AS arm64
+COPY --from=cuda-11 dist/lib/ollama/cuda_v11 /lib/ollama/cuda_v11
+COPY --from=cuda-12 dist/lib/ollama/cuda_v12 /lib/ollama/cuda_v12
+COPY --from=jetpack-5 dist/lib/ollama/cuda_v11 /lib/ollama/cuda_jetpack5
+COPY --from=jetpack-6 dist/lib/ollama/cuda_v12 /lib/ollama/cuda_jetpack6
+
+FROM scratch AS rocm
+COPY --from=rocm-6 dist/lib/ollama/rocm /lib/ollama/rocm
+
+FROM ${FLAVOR} AS archive
+COPY --from=cpu dist/lib/ollama /lib/ollama
+COPY --from=build /bin/ollama /bin/ollama
+
+FROM ubuntu:20.04
+RUN apt-get update \
+    && apt-get install -y ca-certificates \
+    && apt-get clean \
+    && rm -rf /var/lib/apt/lists/*
+COPY --from=archive /bin /usr/bin
+ENV PATH=/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin
+COPY --from=archive /lib/ollama /usr/lib/ollama
+ENV LD_LIBRARY_PATH=/usr/local/nvidia/lib:/usr/local/nvidia/lib64
+ENV NVIDIA_DRIVER_CAPABILITIES=compute,utility
+ENV NVIDIA_VISIBLE_DEVICES=all
+ENV OLLAMA_HOST=0.0.0.0:11434
+EXPOSE 11434
+ENTRYPOINT ["/bin/ollama"]
+CMD ["serve"]
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..8e3dc97
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) Ollama
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/Makefile.sync b/Makefile.sync
new file mode 100644
index 0000000..711667c
--- /dev/null
+++ b/Makefile.sync
@@ -0,0 +1,63 @@
+UPSTREAM=https://github.com/ggerganov/llama.cpp.git
+WORKDIR=llama/vendor
+FETCH_HEAD=de4c07f93783a1a96456a44dc16b9db538ee1618
+
+.PHONY: help
+help:
+	@echo "Available targets:"
+	@echo "    sync                 Sync with upstream repositories"
+	@echo "    checkout             Checkout upstream repository"
+	@echo "    apply-patches        Apply patches to local repository"
+	@echo "    format-patches       Format patches from local repository"
+	@echo "    clean                Clean local repository"
+	@echo
+	@echo "Example:"
+	@echo "    make -f $(lastword $(MAKEFILE_LIST)) clean sync"
+
+.PHONY: sync
+sync: llama/build-info.cpp ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.metal
+
+llama/build-info.cpp: llama/build-info.cpp.in llama/llama.cpp
+	sed -e 's|@FETCH_HEAD@|$(FETCH_HEAD)|' <$< >$@
+
+ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.metal: ml/backend/ggml/ggml
+	go generate ./$(@D)
+
+.PHONY: llama/llama.cpp
+llama/llama.cpp: llama/vendor/
+	rsync -arvzc -f "merge $@/.rsync-filter" $< $@
+
+.PHONY: ml/backend/ggml/ggml
+ml/backend/ggml/ggml: llama/vendor/ggml/
+	rsync -arvzc -f "merge $@/.rsync-filter" $< $@
+
+PATCHES=$(wildcard llama/patches/*.patch)
+PATCHED=$(join $(dir $(PATCHES)), $(addsuffix ed, $(addprefix ., $(notdir $(PATCHES)))))
+
+.PHONY: apply-patches
+.NOTPARALLEL:
+apply-patches: $(PATCHED)
+
+llama/patches/.%.patched: llama/patches/%.patch
+	@if git -c user.name=nobody -c 'user.email=<>' -C $(WORKDIR) am -3 $(realpath $<); then touch $@; else git -C $(WORKDIR) am --abort; exit 1; fi
+
+.PHONY: checkout
+checkout: $(WORKDIR)
+	git -C $(WORKDIR) fetch
+	git -C $(WORKDIR) checkout -f $(FETCH_HEAD)
+
+$(WORKDIR):
+	git clone $(UPSTREAM) $(WORKDIR)
+
+.PHONE: format-patches
+format-patches: llama/patches
+	git -C $(WORKDIR) format-patch \
+		--no-signature \
+		--no-numbered \
+		--zero-commit \
+		-o $(realpath $<) \
+		$(FETCH_HEAD)
+
+.PHONE: clean
+clean: checkout
+	$(RM) llama/patches/.*.patched
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..6a4815c
--- /dev/null
+++ b/README.md
@@ -0,0 +1,600 @@
+<div align="center">
+  <a href="https://ollama.com">
+    <img alt="ollama" height="200px" src="https://github.com/ollama/ollama/assets/3325447/0d0b44e2-8f4a-4e99-9b52-a5c1c741c8f7">
+  </a>
+</div>
+
+# Ollama
+
+Get up and running with large language models.
+
+### macOS
+
+[Download](https://ollama.com/download/Ollama-darwin.zip)
+
+### Windows
+
+[Download](https://ollama.com/download/OllamaSetup.exe)
+
+### Linux
+
+```shell
+curl -fsSL https://ollama.com/install.sh | sh
+```
+
+[Manual install instructions](https://github.com/ollama/ollama/blob/main/docs/linux.md)
+
+### Docker
+
+The official [Ollama Docker image](https://hub.docker.com/r/ollama/ollama) `ollama/ollama` is available on Docker Hub.
+
+### Libraries
+
+- [ollama-python](https://github.com/ollama/ollama-python)
+- [ollama-js](https://github.com/ollama/ollama-js)
+
+### Community
+
+- [Discord](https://discord.gg/ollama)
+- [Reddit](https://reddit.com/r/ollama)
+
+## Quickstart
+
+To run and chat with [Llama 3.2](https://ollama.com/library/llama3.2):
+
+```shell
+ollama run llama3.2
+```
+
+## Model library
+
+Ollama supports a list of models available on [ollama.com/library](https://ollama.com/library 'ollama model library')
+
+Here are some example models that can be downloaded:
+
+| Model              | Parameters | Size  | Download                         |
+| ------------------ | ---------- | ----- | -------------------------------- |
+| Gemma 3            | 1B         | 815MB | `ollama run gemma3:1b`           |
+| Gemma 3            | 4B         | 3.3GB | `ollama run gemma3`              |
+| Gemma 3            | 12B        | 8.1GB | `ollama run gemma3:12b`          |
+| Gemma 3            | 27B        | 17GB  | `ollama run gemma3:27b`          |
+| QwQ                | 32B        | 20GB  | `ollama run qwq`                 |
+| DeepSeek-R1        | 7B         | 4.7GB | `ollama run deepseek-r1`         |
+| DeepSeek-R1        | 671B       | 404GB | `ollama run deepseek-r1:671b`    |
+| Llama 4            | 109B       | 67GB  | `ollama run llama4:scout`        |
+| Llama 4            | 400B       | 245GB | `ollama run llama4:maverick`     |
+| Llama 3.3          | 70B        | 43GB  | `ollama run llama3.3`            |
+| Llama 3.2          | 3B         | 2.0GB | `ollama run llama3.2`            |
+| Llama 3.2          | 1B         | 1.3GB | `ollama run llama3.2:1b`         |
+| Llama 3.2 Vision   | 11B        | 7.9GB | `ollama run llama3.2-vision`     |
+| Llama 3.2 Vision   | 90B        | 55GB  | `ollama run llama3.2-vision:90b` |
+| Llama 3.1          | 8B         | 4.7GB | `ollama run llama3.1`            |
+| Llama 3.1          | 405B       | 231GB | `ollama run llama3.1:405b`       |
+| Phi 4              | 14B        | 9.1GB | `ollama run phi4`                |
+| Phi 4 Mini         | 3.8B       | 2.5GB | `ollama run phi4-mini`           |
+| Mistral            | 7B         | 4.1GB | `ollama run mistral`             |
+| Moondream 2        | 1.4B       | 829MB | `ollama run moondream`           |
+| Neural Chat        | 7B         | 4.1GB | `ollama run neural-chat`         |
+| Starling           | 7B         | 4.1GB | `ollama run starling-lm`         |
+| Code Llama         | 7B         | 3.8GB | `ollama run codellama`           |
+| Llama 2 Uncensored | 7B         | 3.8GB | `ollama run llama2-uncensored`   |
+| LLaVA              | 7B         | 4.5GB | `ollama run llava`               |
+| Granite-3.3         | 8B         | 4.9GB | `ollama run granite3.3`          |
+
+> [!NOTE]
+> You should have at least 8 GB of RAM available to run the 7B models, 16 GB to run the 13B models, and 32 GB to run the 33B models.
+
+## Customize a model
+
+### Import from GGUF
+
+Ollama supports importing GGUF models in the Modelfile:
+
+1. Create a file named `Modelfile`, with a `FROM` instruction with the local filepath to the model you want to import.
+
+   ```
+   FROM ./vicuna-33b.Q4_0.gguf
+   ```
+
+2. Create the model in Ollama
+
+   ```shell
+   ollama create example -f Modelfile
+   ```
+
+3. Run the model
+
+   ```shell
+   ollama run example
+   ```
+
+### Import from Safetensors
+
+See the [guide](docs/import.md) on importing models for more information.
+
+### Customize a prompt
+
+Models from the Ollama library can be customized with a prompt. For example, to customize the `llama3.2` model:
+
+```shell
+ollama pull llama3.2
+```
+
+Create a `Modelfile`:
+
+```
+FROM llama3.2
+
+# set the temperature to 1 [higher is more creative, lower is more coherent]
+PARAMETER temperature 1
+
+# set the system message
+SYSTEM """
+You are Mario from Super Mario Bros. Answer as Mario, the assistant, only.
+"""
+```
+
+Next, create and run the model:
+
+```
+ollama create mario -f ./Modelfile
+ollama run mario
+>>> hi
+Hello! It's your friend Mario.
+```
+
+For more information on working with a Modelfile, see the [Modelfile](docs/modelfile.md) documentation.
+
+## CLI Reference
+
+### Create a model
+
+`ollama create` is used to create a model from a Modelfile.
+
+```shell
+ollama create mymodel -f ./Modelfile
+```
+
+### Pull a model
+
+```shell
+ollama pull llama3.2
+```
+
+> This command can also be used to update a local model. Only the diff will be pulled.
+
+### Remove a model
+
+```shell
+ollama rm llama3.2
+```
+
+### Copy a model
+
+```shell
+ollama cp llama3.2 my-model
+```
+
+### Multiline input
+
+For multiline input, you can wrap text with `"""`:
+
+```
+>>> """Hello,
+... world!
+... """
+I'm a basic program that prints the famous "Hello, world!" message to the console.
+```
+
+### Multimodal models
+
+```
+ollama run llava "What's in this image? /Users/jmorgan/Desktop/smile.png"
+```
+
+> **Output**: The image features a yellow smiley face, which is likely the central focus of the picture.
+
+### Pass the prompt as an argument
+
+```shell
+ollama run llama3.2 "Summarize this file: $(cat README.md)"
+```
+
+> **Output**: Ollama is a lightweight, extensible framework for building and running language models on the local machine. It provides a simple API for creating, running, and managing models, as well as a library of pre-built models that can be easily used in a variety of applications.
+
+### Show model information
+
+```shell
+ollama show llama3.2
+```
+
+### List models on your computer
+
+```shell
+ollama list
+```
+
+### List which models are currently loaded
+
+```shell
+ollama ps
+```
+
+### Stop a model which is currently running
+
+```shell
+ollama stop llama3.2
+```
+
+### Start Ollama
+
+`ollama serve` is used when you want to start ollama without running the desktop application.
+
+## Building
+
+See the [developer guide](https://github.com/ollama/ollama/blob/main/docs/development.md)
+
+### Running local builds
+
+Next, start the server:
+
+```shell
+./ollama serve
+```
+
+Finally, in a separate shell, run a model:
+
+```shell
+./ollama run llama3.2
+```
+
+## REST API
+
+Ollama has a REST API for running and managing models.
+
+### Generate a response
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "llama3.2",
+  "prompt":"Why is the sky blue?"
+}'
+```
+
+### Chat with a model
+
+```shell
+curl http://localhost:11434/api/chat -d '{
+  "model": "llama3.2",
+  "messages": [
+    { "role": "user", "content": "why is the sky blue?" }
+  ]
+}'
+```
+
+See the [API documentation](./docs/api.md) for all endpoints.
+
+## Community Integrations
+
+### Web & Desktop
+
+- [Open WebUI](https://github.com/open-webui/open-webui)
+- [SwiftChat (macOS with ReactNative)](https://github.com/aws-samples/swift-chat)
+- [Enchanted (macOS native)](https://github.com/AugustDev/enchanted)
+- [Hollama](https://github.com/fmaclen/hollama)
+- [Lollms-Webui](https://github.com/ParisNeo/lollms-webui)
+- [LibreChat](https://github.com/danny-avila/LibreChat)
+- [Bionic GPT](https://github.com/bionic-gpt/bionic-gpt)
+- [HTML UI](https://github.com/rtcfirefly/ollama-ui)
+- [Saddle](https://github.com/jikkuatwork/saddle)
+- [TagSpaces](https://www.tagspaces.org) (A platform for file-based apps, [utilizing Ollama](https://docs.tagspaces.org/ai/) for the generation of tags and descriptions)
+- [Chatbot UI](https://github.com/ivanfioravanti/chatbot-ollama)
+- [Chatbot UI v2](https://github.com/mckaywrigley/chatbot-ui)
+- [Typescript UI](https://github.com/ollama-interface/Ollama-Gui?tab=readme-ov-file)
+- [Minimalistic React UI for Ollama Models](https://github.com/richawo/minimal-llm-ui)
+- [Ollamac](https://github.com/kevinhermawan/Ollamac)
+- [big-AGI](https://github.com/enricoros/big-AGI)
+- [Cheshire Cat assistant framework](https://github.com/cheshire-cat-ai/core)
+- [Amica](https://github.com/semperai/amica)
+- [chatd](https://github.com/BruceMacD/chatd)
+- [Ollama-SwiftUI](https://github.com/kghandour/Ollama-SwiftUI)
+- [Dify.AI](https://github.com/langgenius/dify)
+- [MindMac](https://mindmac.app)
+- [NextJS Web Interface for Ollama](https://github.com/jakobhoeg/nextjs-ollama-llm-ui)
+- [Msty](https://msty.app)
+- [Chatbox](https://github.com/Bin-Huang/Chatbox)
+- [WinForm Ollama Copilot](https://github.com/tgraupmann/WinForm_Ollama_Copilot)
+- [NextChat](https://github.com/ChatGPTNextWeb/ChatGPT-Next-Web) with [Get Started Doc](https://docs.nextchat.dev/models/ollama)
+- [Alpaca WebUI](https://github.com/mmo80/alpaca-webui)
+- [OllamaGUI](https://github.com/enoch1118/ollamaGUI)
+- [OpenAOE](https://github.com/InternLM/OpenAOE)
+- [Odin Runes](https://github.com/leonid20000/OdinRunes)
+- [LLM-X](https://github.com/mrdjohnson/llm-x) (Progressive Web App)
+- [AnythingLLM (Docker + MacOs/Windows/Linux native app)](https://github.com/Mintplex-Labs/anything-llm)
+- [Ollama Basic Chat: Uses HyperDiv Reactive UI](https://github.com/rapidarchitect/ollama_basic_chat)
+- [Ollama-chats RPG](https://github.com/drazdra/ollama-chats)
+- [IntelliBar](https://intellibar.app/) (AI-powered assistant for macOS)
+- [Jirapt](https://github.com/AliAhmedNada/jirapt) (Jira Integration to generate issues, tasks, epics)
+- [ojira](https://github.com/AliAhmedNada/ojira) (Jira chrome plugin to easily generate descriptions for tasks)
+- [QA-Pilot](https://github.com/reid41/QA-Pilot) (Interactive chat tool that can leverage Ollama models for rapid understanding and navigation of GitHub code repositories)
+- [ChatOllama](https://github.com/sugarforever/chat-ollama) (Open Source Chatbot based on Ollama with Knowledge Bases)
+- [CRAG Ollama Chat](https://github.com/Nagi-ovo/CRAG-Ollama-Chat) (Simple Web Search with Corrective RAG)
+- [RAGFlow](https://github.com/infiniflow/ragflow) (Open-source Retrieval-Augmented Generation engine based on deep document understanding)
+- [StreamDeploy](https://github.com/StreamDeploy-DevRel/streamdeploy-llm-app-scaffold) (LLM Application Scaffold)
+- [chat](https://github.com/swuecho/chat) (chat web app for teams)
+- [Lobe Chat](https://github.com/lobehub/lobe-chat) with [Integrating Doc](https://lobehub.com/docs/self-hosting/examples/ollama)
+- [Ollama RAG Chatbot](https://github.com/datvodinh/rag-chatbot.git) (Local Chat with multiple PDFs using Ollama and RAG)
+- [BrainSoup](https://www.nurgo-software.com/products/brainsoup) (Flexible native client with RAG & multi-agent automation)
+- [macai](https://github.com/Renset/macai) (macOS client for Ollama, ChatGPT, and other compatible API back-ends)
+- [RWKV-Runner](https://github.com/josStorer/RWKV-Runner) (RWKV offline LLM deployment tool, also usable as a client for ChatGPT and Ollama)
+- [Ollama Grid Search](https://github.com/dezoito/ollama-grid-search) (app to evaluate and compare models)
+- [Olpaka](https://github.com/Otacon/olpaka) (User-friendly Flutter Web App for Ollama)
+- [Casibase](https://casibase.org) (An open source AI knowledge base and dialogue system combining the latest RAG, SSO, ollama support, and multiple large language models.)
+- [OllamaSpring](https://github.com/CrazyNeil/OllamaSpring) (Ollama Client for macOS)
+- [LLocal.in](https://github.com/kartikm7/llocal) (Easy to use Electron Desktop Client for Ollama)
+- [Shinkai Desktop](https://github.com/dcSpark/shinkai-apps) (Two click install Local AI using Ollama + Files + RAG)
+- [AiLama](https://github.com/zeyoyt/ailama) (A Discord User App that allows you to interact with Ollama anywhere in Discord)
+- [Ollama with Google Mesop](https://github.com/rapidarchitect/ollama_mesop/) (Mesop Chat Client implementation with Ollama)
+- [R2R](https://github.com/SciPhi-AI/R2R) (Open-source RAG engine)
+- [Ollama-Kis](https://github.com/elearningshow/ollama-kis) (A simple easy-to-use GUI with sample custom LLM for Drivers Education)
+- [OpenGPA](https://opengpa.org) (Open-source offline-first Enterprise Agentic Application)
+- [Painting Droid](https://github.com/mateuszmigas/painting-droid) (Painting app with AI integrations)
+- [Kerlig AI](https://www.kerlig.com/) (AI writing assistant for macOS)
+- [AI Studio](https://github.com/MindWorkAI/AI-Studio)
+- [Sidellama](https://github.com/gyopak/sidellama) (browser-based LLM client)
+- [LLMStack](https://github.com/trypromptly/LLMStack) (No-code multi-agent framework to build LLM agents and workflows)
+- [BoltAI for Mac](https://boltai.com) (AI Chat Client for Mac)
+- [Harbor](https://github.com/av/harbor) (Containerized LLM Toolkit with Ollama as default backend)
+- [PyGPT](https://github.com/szczyglis-dev/py-gpt) (AI desktop assistant for Linux, Windows, and Mac)
+- [Alpaca](https://github.com/Jeffser/Alpaca) (An Ollama client application for Linux and macOS made with GTK4 and Adwaita)
+- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT/blob/master/docs/content/platform/ollama.md) (AutoGPT Ollama integration)
+- [Go-CREW](https://www.jonathanhecl.com/go-crew/) (Powerful Offline RAG in Golang)
+- [PartCAD](https://github.com/openvmp/partcad/) (CAD model generation with OpenSCAD and CadQuery)
+- [Ollama4j Web UI](https://github.com/ollama4j/ollama4j-web-ui) - Java-based Web UI for Ollama built with Vaadin, Spring Boot, and Ollama4j
+- [PyOllaMx](https://github.com/kspviswa/pyOllaMx) - macOS application capable of chatting with both Ollama and Apple MLX models.
+- [Cline](https://github.com/cline/cline) - Formerly known as Claude Dev is a VSCode extension for multi-file/whole-repo coding
+- [Cherry Studio](https://github.com/kangfenmao/cherry-studio) (Desktop client with Ollama support)
+- [ConfiChat](https://github.com/1runeberg/confichat) (Lightweight, standalone, multi-platform, and privacy-focused LLM chat interface with optional encryption)
+- [Archyve](https://github.com/nickthecook/archyve) (RAG-enabling document library)
+- [crewAI with Mesop](https://github.com/rapidarchitect/ollama-crew-mesop) (Mesop Web Interface to run crewAI with Ollama)
+- [Tkinter-based client](https://github.com/chyok/ollama-gui) (Python tkinter-based Client for Ollama)
+- [LLMChat](https://github.com/trendy-design/llmchat) (Privacy focused, 100% local, intuitive all-in-one chat interface)
+- [Local Multimodal AI Chat](https://github.com/Leon-Sander/Local-Multimodal-AI-Chat) (Ollama-based LLM Chat with support for multiple features, including PDF RAG, voice chat, image-based interactions, and integration with OpenAI.)
+- [ARGO](https://github.com/xark-argo/argo) (Locally download and run Ollama and Huggingface models with RAG on Mac/Windows/Linux)
+- [OrionChat](https://github.com/EliasPereirah/OrionChat) - OrionChat is a web interface for chatting with different AI providers
+- [G1](https://github.com/bklieger-groq/g1) (Prototype of using prompting strategies to improve the LLM's reasoning through o1-like reasoning chains.)
+- [Web management](https://github.com/lemonit-eric-mao/ollama-web-management) (Web management page)
+- [Promptery](https://github.com/promptery/promptery) (desktop client for Ollama.)
+- [Ollama App](https://github.com/JHubi1/ollama-app) (Modern and easy-to-use multi-platform client for Ollama)
+- [chat-ollama](https://github.com/annilq/chat-ollama) (a React Native client for Ollama)
+- [SpaceLlama](https://github.com/tcsenpai/spacellama) (Firefox and Chrome extension to quickly summarize web pages with ollama in a sidebar)
+- [YouLama](https://github.com/tcsenpai/youlama) (Webapp to quickly summarize any YouTube video, supporting Invidious as well)
+- [DualMind](https://github.com/tcsenpai/dualmind) (Experimental app allowing two models to talk to each other in the terminal or in a web interface)
+- [ollamarama-matrix](https://github.com/h1ddenpr0cess20/ollamarama-matrix) (Ollama chatbot for the Matrix chat protocol)
+- [ollama-chat-app](https://github.com/anan1213095357/ollama-chat-app) (Flutter-based chat app)
+- [Perfect Memory AI](https://www.perfectmemory.ai/) (Productivity AI assists personalized by what you have seen on your screen, heard, and said in the meetings)
+- [Hexabot](https://github.com/hexastack/hexabot) (A conversational AI builder)
+- [Reddit Rate](https://github.com/rapidarchitect/reddit_analyzer) (Search and Rate Reddit topics with a weighted summation)
+- [OpenTalkGpt](https://github.com/adarshM84/OpenTalkGpt) (Chrome Extension to manage open-source models supported by Ollama, create custom models, and chat with models from a user-friendly UI)
+- [VT](https://github.com/vinhnx/vt.ai) (A minimal multimodal AI chat app, with dynamic conversation routing. Supports local models via Ollama)
+- [Nosia](https://github.com/nosia-ai/nosia) (Easy to install and use RAG platform based on Ollama)
+- [Witsy](https://github.com/nbonamy/witsy) (An AI Desktop application available for Mac/Windows/Linux)
+- [Abbey](https://github.com/US-Artificial-Intelligence/abbey) (A configurable AI interface server with notebooks, document storage, and YouTube support)
+- [Minima](https://github.com/dmayboroda/minima) (RAG with on-premises or fully local workflow)
+- [aidful-ollama-model-delete](https://github.com/AidfulAI/aidful-ollama-model-delete) (User interface for simplified model cleanup)
+- [Perplexica](https://github.com/ItzCrazyKns/Perplexica) (An AI-powered search engine & an open-source alternative to Perplexity AI)
+- [Ollama Chat WebUI for Docker ](https://github.com/oslook/ollama-webui) (Support for local docker deployment, lightweight ollama webui)
+- [AI Toolkit for Visual Studio Code](https://aka.ms/ai-tooklit/ollama-docs) (Microsoft-official VSCode extension to chat, test, evaluate models with Ollama support, and use them in your AI applications.)
+- [MinimalNextOllamaChat](https://github.com/anilkay/MinimalNextOllamaChat) (Minimal Web UI for Chat and Model Control)
+- [Chipper](https://github.com/TilmanGriesel/chipper) AI interface for tinkerers (Ollama, Haystack RAG, Python)
+- [ChibiChat](https://github.com/CosmicEventHorizon/ChibiChat) (Kotlin-based Android app to chat with Ollama and Koboldcpp API endpoints)
+- [LocalLLM](https://github.com/qusaismael/localllm) (Minimal Web-App to run ollama models on it with a GUI)
+- [Ollamazing](https://github.com/buiducnhat/ollamazing) (Web extension to run Ollama models)
+- [OpenDeepResearcher-via-searxng](https://github.com/benhaotang/OpenDeepResearcher-via-searxng) (A Deep Research equivalent endpoint with Ollama support for running locally)
+- [AntSK](https://github.com/AIDotNet/AntSK) (Out-of-the-box & Adaptable RAG Chatbot)
+- [MaxKB](https://github.com/1Panel-dev/MaxKB/) (Ready-to-use & flexible RAG Chatbot)
+- [yla](https://github.com/danielekp/yla) (Web interface to freely interact with your customized models)
+- [LangBot](https://github.com/RockChinQ/LangBot) (LLM-based instant messaging bots platform, with Agents, RAG features, supports multiple platforms)
+- [1Panel](https://github.com/1Panel-dev/1Panel/) (Web-based Linux Server Management Tool)
+- [AstrBot](https://github.com/Soulter/AstrBot/) (User-friendly LLM-based multi-platform chatbot with a WebUI, supporting RAG, LLM agents, and plugins integration)
+- [Reins](https://github.com/ibrahimcetin/reins) (Easily tweak parameters, customize system prompts per chat, and enhance your AI experiments with reasoning model support.)
+- [Flufy](https://github.com/Aharon-Bensadoun/Flufy) (A beautiful chat interface for interacting with Ollama's API. Built with React, TypeScript, and Material-UI.)
+- [Ellama](https://github.com/zeozeozeo/ellama) (Friendly native app to chat with an Ollama instance)
+- [screenpipe](https://github.com/mediar-ai/screenpipe) Build agents powered by your screen history
+- [Ollamb](https://github.com/hengkysteen/ollamb) (Simple yet rich in features, cross-platform built with Flutter and designed for Ollama. Try the [web demo](https://hengkysteen.github.io/demo/ollamb/).)
+- [Writeopia](https://github.com/Writeopia/Writeopia) (Text editor with integration with Ollama)
+- [AppFlowy](https://github.com/AppFlowy-IO/AppFlowy) (AI collaborative workspace with Ollama, cross-platform and self-hostable)
+- [Lumina](https://github.com/cushydigit/lumina.git) (A lightweight, minimal React.js frontend for interacting with Ollama servers)
+- [Tiny Notepad](https://pypi.org/project/tiny-notepad) (A lightweight, notepad-like interface to chat with ollama available on PyPI)
+
+### Cloud
+
+- [Google Cloud](https://cloud.google.com/run/docs/tutorials/gpu-gemma2-with-ollama)
+- [Fly.io](https://fly.io/docs/python/do-more/add-ollama/)
+- [Koyeb](https://www.koyeb.com/deploy/ollama)
+
+### Terminal
+
+- [oterm](https://github.com/ggozad/oterm)
+- [Ellama Emacs client](https://github.com/s-kostyaev/ellama)
+- [Emacs client](https://github.com/zweifisch/ollama)
+- [neollama](https://github.com/paradoxical-dev/neollama) UI client for interacting with models from within Neovim
+- [gen.nvim](https://github.com/David-Kunz/gen.nvim)
+- [ollama.nvim](https://github.com/nomnivore/ollama.nvim)
+- [ollero.nvim](https://github.com/marco-souza/ollero.nvim)
+- [ollama-chat.nvim](https://github.com/gerazov/ollama-chat.nvim)
+- [ogpt.nvim](https://github.com/huynle/ogpt.nvim)
+- [gptel Emacs client](https://github.com/karthink/gptel)
+- [Oatmeal](https://github.com/dustinblackman/oatmeal)
+- [cmdh](https://github.com/pgibler/cmdh)
+- [ooo](https://github.com/npahlfer/ooo)
+- [shell-pilot](https://github.com/reid41/shell-pilot)(Interact with models via pure shell scripts on Linux or macOS)
+- [tenere](https://github.com/pythops/tenere)
+- [llm-ollama](https://github.com/taketwo/llm-ollama) for [Datasette's LLM CLI](https://llm.datasette.io/en/stable/).
+- [typechat-cli](https://github.com/anaisbetts/typechat-cli)
+- [ShellOracle](https://github.com/djcopley/ShellOracle)
+- [tlm](https://github.com/yusufcanb/tlm)
+- [podman-ollama](https://github.com/ericcurtin/podman-ollama)
+- [gollama](https://github.com/sammcj/gollama)
+- [ParLlama](https://github.com/paulrobello/parllama)
+- [Ollama eBook Summary](https://github.com/cognitivetech/ollama-ebook-summary/)
+- [Ollama Mixture of Experts (MOE) in 50 lines of code](https://github.com/rapidarchitect/ollama_moe)
+- [vim-intelligence-bridge](https://github.com/pepo-ec/vim-intelligence-bridge) Simple interaction of "Ollama" with the Vim editor
+- [x-cmd ollama](https://x-cmd.com/mod/ollama)
+- [bb7](https://github.com/drunkwcodes/bb7)
+- [SwollamaCLI](https://github.com/marcusziade/Swollama) bundled with the Swollama Swift package. [Demo](https://github.com/marcusziade/Swollama?tab=readme-ov-file#cli-usage)
+- [aichat](https://github.com/sigoden/aichat) All-in-one LLM CLI tool featuring Shell Assistant, Chat-REPL, RAG, AI tools & agents, with access to OpenAI, Claude, Gemini, Ollama, Groq, and more.
+- [PowershAI](https://github.com/rrg92/powershai) PowerShell module that brings AI to terminal on Windows, including support for Ollama
+- [DeepShell](https://github.com/Abyss-c0re/deepshell) Your self-hosted AI assistant. Interactive Shell, Files and Folders analysis.
+- [orbiton](https://github.com/xyproto/orbiton) Configuration-free text editor and IDE with support for tab completion with Ollama.
+- [orca-cli](https://github.com/molbal/orca-cli) Ollama Registry CLI Application - Browse, pull, and download models from Ollama Registry in your terminal.
+- [GGUF-to-Ollama](https://github.com/jonathanhecl/gguf-to-ollama) - Importing GGUF to Ollama made easy (multiplatform)
+
+### Apple Vision Pro
+
+- [SwiftChat](https://github.com/aws-samples/swift-chat) (Cross-platform AI chat app supporting Apple Vision Pro via "Designed for iPad")
+- [Enchanted](https://github.com/AugustDev/enchanted)
+
+### Database
+
+- [pgai](https://github.com/timescale/pgai) - PostgreSQL as a vector database (Create and search embeddings from Ollama models using pgvector)
+   - [Get started guide](https://github.com/timescale/pgai/blob/main/docs/vectorizer-quick-start.md)
+- [MindsDB](https://github.com/mindsdb/mindsdb/blob/staging/mindsdb/integrations/handlers/ollama_handler/README.md) (Connects Ollama models with nearly 200 data platforms and apps)
+- [chromem-go](https://github.com/philippgille/chromem-go/blob/v0.5.0/embed_ollama.go) with [example](https://github.com/philippgille/chromem-go/tree/v0.5.0/examples/rag-wikipedia-ollama)
+- [Kangaroo](https://github.com/dbkangaroo/kangaroo) (AI-powered SQL client and admin tool for popular databases)
+
+### Package managers
+
+- [Pacman](https://archlinux.org/packages/extra/x86_64/ollama/)
+- [Gentoo](https://github.com/gentoo/guru/tree/master/app-misc/ollama)
+- [Homebrew](https://formulae.brew.sh/formula/ollama)
+- [Helm Chart](https://artifacthub.io/packages/helm/ollama-helm/ollama)
+- [Guix channel](https://codeberg.org/tusharhero/ollama-guix)
+- [Nix package](https://search.nixos.org/packages?show=ollama&from=0&size=50&sort=relevance&type=packages&query=ollama)
+- [Flox](https://flox.dev/blog/ollama-part-one)
+
+### Libraries
+
+- [LangChain](https://python.langchain.com/docs/integrations/chat/ollama/) and [LangChain.js](https://js.langchain.com/docs/integrations/chat/ollama/) with [example](https://js.langchain.com/docs/tutorials/local_rag/)
+- [Firebase Genkit](https://firebase.google.com/docs/genkit/plugins/ollama)
+- [crewAI](https://github.com/crewAIInc/crewAI)
+- [Yacana](https://remembersoftwares.github.io/yacana/) (User-friendly multi-agent framework for brainstorming and executing predetermined flows with built-in tool integration)
+- [Spring AI](https://github.com/spring-projects/spring-ai) with [reference](https://docs.spring.io/spring-ai/reference/api/chat/ollama-chat.html) and [example](https://github.com/tzolov/ollama-tools)
+- [LangChainGo](https://github.com/tmc/langchaingo/) with [example](https://github.com/tmc/langchaingo/tree/main/examples/ollama-completion-example)
+- [LangChain4j](https://github.com/langchain4j/langchain4j) with [example](https://github.com/langchain4j/langchain4j-examples/tree/main/ollama-examples/src/main/java)
+- [LangChainRust](https://github.com/Abraxas-365/langchain-rust) with [example](https://github.com/Abraxas-365/langchain-rust/blob/main/examples/llm_ollama.rs)
+- [LangChain for .NET](https://github.com/tryAGI/LangChain) with [example](https://github.com/tryAGI/LangChain/blob/main/examples/LangChain.Samples.OpenAI/Program.cs)
+- [LLPhant](https://github.com/theodo-group/LLPhant?tab=readme-ov-file#ollama)
+- [LlamaIndex](https://docs.llamaindex.ai/en/stable/examples/llm/ollama/) and [LlamaIndexTS](https://ts.llamaindex.ai/modules/llms/available_llms/ollama)
+- [LiteLLM](https://github.com/BerriAI/litellm)
+- [OllamaFarm for Go](https://github.com/presbrey/ollamafarm)
+- [OllamaSharp for .NET](https://github.com/awaescher/OllamaSharp)
+- [Ollama for Ruby](https://github.com/gbaptista/ollama-ai)
+- [Ollama-rs for Rust](https://github.com/pepperoni21/ollama-rs)
+- [Ollama-hpp for C++](https://github.com/jmont-dev/ollama-hpp)
+- [Ollama4j for Java](https://github.com/ollama4j/ollama4j)
+- [ModelFusion Typescript Library](https://modelfusion.dev/integration/model-provider/ollama)
+- [OllamaKit for Swift](https://github.com/kevinhermawan/OllamaKit)
+- [Ollama for Dart](https://github.com/breitburg/dart-ollama)
+- [Ollama for Laravel](https://github.com/cloudstudio/ollama-laravel)
+- [LangChainDart](https://github.com/davidmigloz/langchain_dart)
+- [Semantic Kernel - Python](https://github.com/microsoft/semantic-kernel/tree/main/python/semantic_kernel/connectors/ai/ollama)
+- [Haystack](https://github.com/deepset-ai/haystack-integrations/blob/main/integrations/ollama.md)
+- [Elixir LangChain](https://github.com/brainlid/langchain)
+- [Ollama for R - rollama](https://github.com/JBGruber/rollama)
+- [Ollama for R - ollama-r](https://github.com/hauselin/ollama-r)
+- [Ollama-ex for Elixir](https://github.com/lebrunel/ollama-ex)
+- [Ollama Connector for SAP ABAP](https://github.com/b-tocs/abap_btocs_ollama)
+- [Testcontainers](https://testcontainers.com/modules/ollama/)
+- [Portkey](https://portkey.ai/docs/welcome/integration-guides/ollama)
+- [PromptingTools.jl](https://github.com/svilupp/PromptingTools.jl) with an [example](https://svilupp.github.io/PromptingTools.jl/dev/examples/working_with_ollama)
+- [LlamaScript](https://github.com/Project-Llama/llamascript)
+- [llm-axe](https://github.com/emirsahin1/llm-axe) (Python Toolkit for Building LLM Powered Apps)
+- [Gollm](https://docs.gollm.co/examples/ollama-example)
+- [Gollama for Golang](https://github.com/jonathanhecl/gollama)
+- [Ollamaclient for Golang](https://github.com/xyproto/ollamaclient)
+- [High-level function abstraction in Go](https://gitlab.com/tozd/go/fun)
+- [Ollama PHP](https://github.com/ArdaGnsrn/ollama-php)
+- [Agents-Flex for Java](https://github.com/agents-flex/agents-flex) with [example](https://github.com/agents-flex/agents-flex/tree/main/agents-flex-llm/agents-flex-llm-ollama/src/test/java/com/agentsflex/llm/ollama)
+- [Parakeet](https://github.com/parakeet-nest/parakeet) is a GoLang library, made to simplify the development of small generative AI applications with Ollama.
+- [Haverscript](https://github.com/andygill/haverscript) with [examples](https://github.com/andygill/haverscript/tree/main/examples)
+- [Ollama for Swift](https://github.com/mattt/ollama-swift)
+- [Swollama for Swift](https://github.com/marcusziade/Swollama) with [DocC](https://marcusziade.github.io/Swollama/documentation/swollama/)
+- [GoLamify](https://github.com/prasad89/golamify)
+- [Ollama for Haskell](https://github.com/tusharad/ollama-haskell)
+- [multi-llm-ts](https://github.com/nbonamy/multi-llm-ts) (A Typescript/JavaScript library allowing access to different LLM in a unified API)
+- [LlmTornado](https://github.com/lofcz/llmtornado) (C# library providing a unified interface for major FOSS & Commercial inference APIs)
+- [Ollama for Zig](https://github.com/dravenk/ollama-zig)
+- [Abso](https://github.com/lunary-ai/abso) (OpenAI-compatible TypeScript SDK for any LLM provider)
+- [Nichey](https://github.com/goodreasonai/nichey) is a Python package for generating custom wikis for your research topic
+- [Ollama for D](https://github.com/kassane/ollama-d)
+- [OllamaPlusPlus](https://github.com/HardCodeDev777/OllamaPlusPlus) (Very simple C++ library for Ollama)
+
+### Mobile
+
+- [SwiftChat](https://github.com/aws-samples/swift-chat) (Lightning-fast Cross-platform AI chat app with native UI for Android, iOS, and iPad)
+- [Enchanted](https://github.com/AugustDev/enchanted)
+- [Maid](https://github.com/Mobile-Artificial-Intelligence/maid)
+- [Ollama App](https://github.com/JHubi1/ollama-app) (Modern and easy-to-use multi-platform client for Ollama)
+- [ConfiChat](https://github.com/1runeberg/confichat) (Lightweight, standalone, multi-platform, and privacy-focused LLM chat interface with optional encryption)
+- [Ollama Android Chat](https://github.com/sunshine0523/OllamaServer) (No need for Termux, start the Ollama service with one click on an Android device)
+- [Reins](https://github.com/ibrahimcetin/reins) (Easily tweak parameters, customize system prompts per chat, and enhance your AI experiments with reasoning model support.)
+
+### Extensions & Plugins
+
+- [Raycast extension](https://github.com/MassimilianoPasquini97/raycast_ollama)
+- [Discollama](https://github.com/mxyng/discollama) (Discord bot inside the Ollama discord channel)
+- [Continue](https://github.com/continuedev/continue)
+- [Vibe](https://github.com/thewh1teagle/vibe) (Transcribe and analyze meetings with Ollama)
+- [Obsidian Ollama plugin](https://github.com/hinterdupfinger/obsidian-ollama)
+- [Logseq Ollama plugin](https://github.com/omagdy7/ollama-logseq)
+- [NotesOllama](https://github.com/andersrex/notesollama) (Apple Notes Ollama plugin)
+- [Dagger Chatbot](https://github.com/samalba/dagger-chatbot)
+- [Discord AI Bot](https://github.com/mekb-turtle/discord-ai-bot)
+- [Ollama Telegram Bot](https://github.com/ruecat/ollama-telegram)
+- [Hass Ollama Conversation](https://github.com/ej52/hass-ollama-conversation)
+- [Rivet plugin](https://github.com/abrenneke/rivet-plugin-ollama)
+- [Obsidian BMO Chatbot plugin](https://github.com/longy2k/obsidian-bmo-chatbot)
+- [Cliobot](https://github.com/herval/cliobot) (Telegram bot with Ollama support)
+- [Copilot for Obsidian plugin](https://github.com/logancyang/obsidian-copilot)
+- [Obsidian Local GPT plugin](https://github.com/pfrankov/obsidian-local-gpt)
+- [Open Interpreter](https://docs.openinterpreter.com/language-model-setup/local-models/ollama)
+- [Llama Coder](https://github.com/ex3ndr/llama-coder) (Copilot alternative using Ollama)
+- [Ollama Copilot](https://github.com/bernardo-bruning/ollama-copilot) (Proxy that allows you to use Ollama as a copilot like GitHub Copilot)
+- [twinny](https://github.com/rjmacarthy/twinny) (Copilot and Copilot chat alternative using Ollama)
+- [Wingman-AI](https://github.com/RussellCanfield/wingman-ai) (Copilot code and chat alternative using Ollama and Hugging Face)
+- [Page Assist](https://github.com/n4ze3m/page-assist) (Chrome Extension)
+- [Plasmoid Ollama Control](https://github.com/imoize/plasmoid-ollamacontrol) (KDE Plasma extension that allows you to quickly manage/control Ollama model)
+- [AI Telegram Bot](https://github.com/tusharhero/aitelegrambot) (Telegram bot using Ollama in backend)
+- [AI ST Completion](https://github.com/yaroslavyaroslav/OpenAI-sublime-text) (Sublime Text 4 AI assistant plugin with Ollama support)
+- [Discord-Ollama Chat Bot](https://github.com/kevinthedang/discord-ollama) (Generalized TypeScript Discord Bot w/ Tuning Documentation)
+- [ChatGPTBox: All in one browser extension](https://github.com/josStorer/chatGPTBox) with [Integrating Tutorial](https://github.com/josStorer/chatGPTBox/issues/616#issuecomment-1975186467)
+- [Discord AI chat/moderation bot](https://github.com/rapmd73/Companion) Chat/moderation bot written in python. Uses Ollama to create personalities.
+- [Headless Ollama](https://github.com/nischalj10/headless-ollama) (Scripts to automatically install ollama client & models on any OS for apps that depend on ollama server)
+- [Terraform AWS Ollama & Open WebUI](https://github.com/xuyangbocn/terraform-aws-self-host-llm) (A Terraform module to deploy on AWS a ready-to-use Ollama service, together with its front-end Open WebUI service.)
+- [node-red-contrib-ollama](https://github.com/jakubburkiewicz/node-red-contrib-ollama)
+- [Local AI Helper](https://github.com/ivostoykov/localAI) (Chrome and Firefox extensions that enable interactions with the active tab and customisable API endpoints. Includes secure storage for user prompts.)
+- [vnc-lm](https://github.com/jake83741/vnc-lm) (Discord bot for messaging with LLMs through Ollama and LiteLLM. Seamlessly move between local and flagship models.)
+- [LSP-AI](https://github.com/SilasMarvin/lsp-ai) (Open-source language server for AI-powered functionality)
+- [QodeAssist](https://github.com/Palm1r/QodeAssist) (AI-powered coding assistant plugin for Qt Creator)
+- [Obsidian Quiz Generator plugin](https://github.com/ECuiDev/obsidian-quiz-generator)
+- [AI Summmary Helper plugin](https://github.com/philffm/ai-summary-helper)
+- [TextCraft](https://github.com/suncloudsmoon/TextCraft) (Copilot in Word alternative using Ollama)
+- [Alfred Ollama](https://github.com/zeitlings/alfred-ollama) (Alfred Workflow)
+- [TextLLaMA](https://github.com/adarshM84/TextLLaMA) A Chrome Extension that helps you write emails, correct grammar, and translate into any language
+- [Simple-Discord-AI](https://github.com/zyphixor/simple-discord-ai)
+- [LLM Telegram Bot](https://github.com/innightwolfsleep/llm_telegram_bot) (telegram bot, primary for RP. Oobabooga-like buttons, [A1111](https://github.com/AUTOMATIC1111/stable-diffusion-webui) API integration e.t.c)
+- [mcp-llm](https://github.com/sammcj/mcp-llm) (MCP Server to allow LLMs to call other LLMs)
+- [UnityCodeLama](https://github.com/HardCodeDev777/UnityCodeLama) (Unity Edtior tool to analyze scripts via Ollama)
+
+### Supported backends
+
+- [llama.cpp](https://github.com/ggerganov/llama.cpp) project founded by Georgi Gerganov.
+
+### Observability
+- [Opik](https://www.comet.com/docs/opik/cookbook/ollama) is an open-source platform to debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards. Opik supports native intergration to Ollama.
+- [Lunary](https://lunary.ai/docs/integrations/ollama) is the leading open-source LLM observability platform. It provides a variety of enterprise-grade features such as real-time analytics, prompt templates management, PII masking, and comprehensive agent tracing.
+- [OpenLIT](https://github.com/openlit/openlit) is an OpenTelemetry-native tool for monitoring Ollama Applications & GPUs using traces and metrics.
+- [HoneyHive](https://docs.honeyhive.ai/integrations/ollama) is an AI observability and evaluation platform for AI agents. Use HoneyHive to evaluate agent performance, interrogate failures, and monitor quality in production.
+- [Langfuse](https://langfuse.com/docs/integrations/ollama) is an open source LLM observability platform that enables teams to collaboratively monitor, evaluate and debug AI applications.
+- [MLflow Tracing](https://mlflow.org/docs/latest/llms/tracing/index.html#automatic-tracing) is an open source LLM observability tool with a convenient API to log and visualize traces, making it easy to debug and evaluate GenAI applications.
diff --git a/SECURITY.md b/SECURITY.md
new file mode 100644
index 0000000..d38bb7c
--- /dev/null
+++ b/SECURITY.md
@@ -0,0 +1,25 @@
+# Security
+
+The Ollama maintainer team takes security seriously and will actively work to resolve security issues.
+
+## Reporting a vulnerability
+
+If you discover a security vulnerability, please do not open a public issue. Instead, please report it by emailing hello@ollama.com. We ask that you give us sufficient time to investigate and address the vulnerability before disclosing it publicly.
+
+Please include the following details in your report:
+- A description of the vulnerability
+- Steps to reproduce the issue
+- Your assessment of the potential impact
+- Any possible mitigations
+
+## Security best practices
+
+While the maintainer team does their best to secure Ollama, users are encouraged to implement their own security best practices, such as:
+
+- Regularly updating to the latest version of Ollama
+- Securing access to hosted instances of Ollama
+- Monitoring systems for unusual activity
+
+## Contact
+
+For any other questions or concerns related to security, please contact us at hello@ollama.com
diff --git a/api/client.go b/api/client.go
new file mode 100644
index 0000000..3dffce6
--- /dev/null
+++ b/api/client.go
@@ -0,0 +1,380 @@
+// Package api implements the client-side API for code wishing to interact
+// with the ollama service. The methods of the [Client] type correspond to
+// the ollama REST API as described in [the API documentation].
+// The ollama command-line client itself uses this package to interact with
+// the backend service.
+//
+// # Examples
+//
+// Several examples of using this package are available [in the GitHub
+// repository].
+//
+// [the API documentation]: https://github.com/ollama/ollama/blob/main/docs/api.md
+// [in the GitHub repository]: https://github.com/ollama/ollama/tree/main/api/examples
+package api
+
+import (
+	"bufio"
+	"bytes"
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"net/http"
+	"net/url"
+	"runtime"
+
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/format"
+	"github.com/ollama/ollama/version"
+)
+
+// Client encapsulates client state for interacting with the ollama
+// service. Use [ClientFromEnvironment] to create new Clients.
+type Client struct {
+	base *url.URL
+	http *http.Client
+}
+
+func checkError(resp *http.Response, body []byte) error {
+	if resp.StatusCode < http.StatusBadRequest {
+		return nil
+	}
+
+	apiError := StatusError{StatusCode: resp.StatusCode}
+
+	err := json.Unmarshal(body, &apiError)
+	if err != nil {
+		// Use the full body as the message if we fail to decode a response.
+		apiError.ErrorMessage = string(body)
+	}
+
+	return apiError
+}
+
+// ClientFromEnvironment creates a new [Client] using configuration from the
+// environment variable OLLAMA_HOST, which points to the network host and
+// port on which the ollama service is listening. The format of this variable
+// is:
+//
+//	<scheme>://<host>:<port>
+//
+// If the variable is not specified, a default ollama host and port will be
+// used.
+func ClientFromEnvironment() (*Client, error) {
+	return &Client{
+		base: envconfig.Host(),
+		http: http.DefaultClient,
+	}, nil
+}
+
+func NewClient(base *url.URL, http *http.Client) *Client {
+	return &Client{
+		base: base,
+		http: http,
+	}
+}
+
+func (c *Client) do(ctx context.Context, method, path string, reqData, respData any) error {
+	var reqBody io.Reader
+	var data []byte
+	var err error
+
+	switch reqData := reqData.(type) {
+	case io.Reader:
+		// reqData is already an io.Reader
+		reqBody = reqData
+	case nil:
+		// noop
+	default:
+		data, err = json.Marshal(reqData)
+		if err != nil {
+			return err
+		}
+
+		reqBody = bytes.NewReader(data)
+	}
+
+	requestURL := c.base.JoinPath(path)
+	request, err := http.NewRequestWithContext(ctx, method, requestURL.String(), reqBody)
+	if err != nil {
+		return err
+	}
+
+	request.Header.Set("Content-Type", "application/json")
+	request.Header.Set("Accept", "application/json")
+	request.Header.Set("User-Agent", fmt.Sprintf("ollama/%s (%s %s) Go/%s", version.Version, runtime.GOARCH, runtime.GOOS, runtime.Version()))
+
+	respObj, err := c.http.Do(request)
+	if err != nil {
+		return err
+	}
+	defer respObj.Body.Close()
+
+	respBody, err := io.ReadAll(respObj.Body)
+	if err != nil {
+		return err
+	}
+
+	if err := checkError(respObj, respBody); err != nil {
+		return err
+	}
+
+	if len(respBody) > 0 && respData != nil {
+		if err := json.Unmarshal(respBody, respData); err != nil {
+			return err
+		}
+	}
+	return nil
+}
+
+const maxBufferSize = 512 * format.KiloByte
+
+func (c *Client) stream(ctx context.Context, method, path string, data any, fn func([]byte) error) error {
+	var buf io.Reader
+	if data != nil {
+		bts, err := json.Marshal(data)
+		if err != nil {
+			return err
+		}
+
+		buf = bytes.NewBuffer(bts)
+	}
+
+	requestURL := c.base.JoinPath(path)
+	request, err := http.NewRequestWithContext(ctx, method, requestURL.String(), buf)
+	if err != nil {
+		return err
+	}
+
+	request.Header.Set("Content-Type", "application/json")
+	request.Header.Set("Accept", "application/x-ndjson")
+	request.Header.Set("User-Agent", fmt.Sprintf("ollama/%s (%s %s) Go/%s", version.Version, runtime.GOARCH, runtime.GOOS, runtime.Version()))
+
+	response, err := c.http.Do(request)
+	if err != nil {
+		return err
+	}
+	defer response.Body.Close()
+
+	scanner := bufio.NewScanner(response.Body)
+	// increase the buffer size to avoid running out of space
+	scanBuf := make([]byte, 0, maxBufferSize)
+	scanner.Buffer(scanBuf, maxBufferSize)
+	for scanner.Scan() {
+		var errorResponse struct {
+			Error string `json:"error,omitempty"`
+		}
+
+		bts := scanner.Bytes()
+		if err := json.Unmarshal(bts, &errorResponse); err != nil {
+			return fmt.Errorf("unmarshal: %w", err)
+		}
+
+		if errorResponse.Error != "" {
+			return errors.New(errorResponse.Error)
+		}
+
+		if response.StatusCode >= http.StatusBadRequest {
+			return StatusError{
+				StatusCode:   response.StatusCode,
+				Status:       response.Status,
+				ErrorMessage: errorResponse.Error,
+			}
+		}
+
+		if err := fn(bts); err != nil {
+			return err
+		}
+	}
+
+	return nil
+}
+
+// GenerateResponseFunc is a function that [Client.Generate] invokes every time
+// a response is received from the service. If this function returns an error,
+// [Client.Generate] will stop generating and return this error.
+type GenerateResponseFunc func(GenerateResponse) error
+
+// Generate generates a response for a given prompt. The req parameter should
+// be populated with prompt details. fn is called for each response (there may
+// be multiple responses, e.g. in case streaming is enabled).
+func (c *Client) Generate(ctx context.Context, req *GenerateRequest, fn GenerateResponseFunc) error {
+	return c.stream(ctx, http.MethodPost, "/api/generate", req, func(bts []byte) error {
+		var resp GenerateResponse
+		if err := json.Unmarshal(bts, &resp); err != nil {
+			return err
+		}
+
+		return fn(resp)
+	})
+}
+
+// ChatResponseFunc is a function that [Client.Chat] invokes every time
+// a response is received from the service. If this function returns an error,
+// [Client.Chat] will stop generating and return this error.
+type ChatResponseFunc func(ChatResponse) error
+
+// Chat generates the next message in a chat. [ChatRequest] may contain a
+// sequence of messages which can be used to maintain chat history with a model.
+// fn is called for each response (there may be multiple responses, e.g. if case
+// streaming is enabled).
+func (c *Client) Chat(ctx context.Context, req *ChatRequest, fn ChatResponseFunc) error {
+	return c.stream(ctx, http.MethodPost, "/api/chat", req, func(bts []byte) error {
+		var resp ChatResponse
+		if err := json.Unmarshal(bts, &resp); err != nil {
+			return err
+		}
+
+		return fn(resp)
+	})
+}
+
+// PullProgressFunc is a function that [Client.Pull] invokes every time there
+// is progress with a "pull" request sent to the service. If this function
+// returns an error, [Client.Pull] will stop the process and return this error.
+type PullProgressFunc func(ProgressResponse) error
+
+// Pull downloads a model from the ollama library. fn is called each time
+// progress is made on the request and can be used to display a progress bar,
+// etc.
+func (c *Client) Pull(ctx context.Context, req *PullRequest, fn PullProgressFunc) error {
+	return c.stream(ctx, http.MethodPost, "/api/pull", req, func(bts []byte) error {
+		var resp ProgressResponse
+		if err := json.Unmarshal(bts, &resp); err != nil {
+			return err
+		}
+
+		return fn(resp)
+	})
+}
+
+// PushProgressFunc is a function that [Client.Push] invokes when progress is
+// made.
+// It's similar to other progress function types like [PullProgressFunc].
+type PushProgressFunc func(ProgressResponse) error
+
+// Push uploads a model to the model library; requires registering for ollama.ai
+// and adding a public key first. fn is called each time progress is made on
+// the request and can be used to display a progress bar, etc.
+func (c *Client) Push(ctx context.Context, req *PushRequest, fn PushProgressFunc) error {
+	return c.stream(ctx, http.MethodPost, "/api/push", req, func(bts []byte) error {
+		var resp ProgressResponse
+		if err := json.Unmarshal(bts, &resp); err != nil {
+			return err
+		}
+
+		return fn(resp)
+	})
+}
+
+// CreateProgressFunc is a function that [Client.Create] invokes when progress
+// is made.
+// It's similar to other progress function types like [PullProgressFunc].
+type CreateProgressFunc func(ProgressResponse) error
+
+// Create creates a model from a [Modelfile]. fn is a progress function that
+// behaves similarly to other methods (see [Client.Pull]).
+//
+// [Modelfile]: https://github.com/ollama/ollama/blob/main/docs/modelfile.md
+func (c *Client) Create(ctx context.Context, req *CreateRequest, fn CreateProgressFunc) error {
+	return c.stream(ctx, http.MethodPost, "/api/create", req, func(bts []byte) error {
+		var resp ProgressResponse
+		if err := json.Unmarshal(bts, &resp); err != nil {
+			return err
+		}
+
+		return fn(resp)
+	})
+}
+
+// List lists models that are available locally.
+func (c *Client) List(ctx context.Context) (*ListResponse, error) {
+	var lr ListResponse
+	if err := c.do(ctx, http.MethodGet, "/api/tags", nil, &lr); err != nil {
+		return nil, err
+	}
+	return &lr, nil
+}
+
+// ListRunning lists running models.
+func (c *Client) ListRunning(ctx context.Context) (*ProcessResponse, error) {
+	var lr ProcessResponse
+	if err := c.do(ctx, http.MethodGet, "/api/ps", nil, &lr); err != nil {
+		return nil, err
+	}
+	return &lr, nil
+}
+
+// Copy copies a model - creating a model with another name from an existing
+// model.
+func (c *Client) Copy(ctx context.Context, req *CopyRequest) error {
+	if err := c.do(ctx, http.MethodPost, "/api/copy", req, nil); err != nil {
+		return err
+	}
+	return nil
+}
+
+// Delete deletes a model and its data.
+func (c *Client) Delete(ctx context.Context, req *DeleteRequest) error {
+	if err := c.do(ctx, http.MethodDelete, "/api/delete", req, nil); err != nil {
+		return err
+	}
+	return nil
+}
+
+// Show obtains model information, including details, modelfile, license etc.
+func (c *Client) Show(ctx context.Context, req *ShowRequest) (*ShowResponse, error) {
+	var resp ShowResponse
+	if err := c.do(ctx, http.MethodPost, "/api/show", req, &resp); err != nil {
+		return nil, err
+	}
+	return &resp, nil
+}
+
+// Heartbeat checks if the server has started and is responsive; if yes, it
+// returns nil, otherwise an error.
+func (c *Client) Heartbeat(ctx context.Context) error {
+	if err := c.do(ctx, http.MethodHead, "/", nil, nil); err != nil {
+		return err
+	}
+	return nil
+}
+
+// Embed generates embeddings from a model.
+func (c *Client) Embed(ctx context.Context, req *EmbedRequest) (*EmbedResponse, error) {
+	var resp EmbedResponse
+	if err := c.do(ctx, http.MethodPost, "/api/embed", req, &resp); err != nil {
+		return nil, err
+	}
+	return &resp, nil
+}
+
+// Embeddings generates an embedding from a model.
+func (c *Client) Embeddings(ctx context.Context, req *EmbeddingRequest) (*EmbeddingResponse, error) {
+	var resp EmbeddingResponse
+	if err := c.do(ctx, http.MethodPost, "/api/embeddings", req, &resp); err != nil {
+		return nil, err
+	}
+	return &resp, nil
+}
+
+// CreateBlob creates a blob from a file on the server. digest is the
+// expected SHA256 digest of the file, and r represents the file.
+func (c *Client) CreateBlob(ctx context.Context, digest string, r io.Reader) error {
+	return c.do(ctx, http.MethodPost, fmt.Sprintf("/api/blobs/%s", digest), r, nil)
+}
+
+// Version returns the Ollama server version as a string.
+func (c *Client) Version(ctx context.Context) (string, error) {
+	var version struct {
+		Version string `json:"version"`
+	}
+
+	if err := c.do(ctx, http.MethodGet, "/api/version", nil, &version); err != nil {
+		return "", err
+	}
+
+	return version.Version, nil
+}
diff --git a/api/client_test.go b/api/client_test.go
new file mode 100644
index 0000000..2ceeec9
--- /dev/null
+++ b/api/client_test.go
@@ -0,0 +1,254 @@
+package api
+
+import (
+	"encoding/json"
+	"fmt"
+	"net/http"
+	"net/http/httptest"
+	"net/url"
+	"strings"
+	"testing"
+)
+
+func TestClientFromEnvironment(t *testing.T) {
+	type testCase struct {
+		value  string
+		expect string
+		err    error
+	}
+
+	testCases := map[string]*testCase{
+		"empty":                      {value: "", expect: "http://127.0.0.1:11434"},
+		"only address":               {value: "1.2.3.4", expect: "http://1.2.3.4:11434"},
+		"only port":                  {value: ":1234", expect: "http://:1234"},
+		"address and port":           {value: "1.2.3.4:1234", expect: "http://1.2.3.4:1234"},
+		"scheme http and address":    {value: "http://1.2.3.4", expect: "http://1.2.3.4:80"},
+		"scheme https and address":   {value: "https://1.2.3.4", expect: "https://1.2.3.4:443"},
+		"scheme, address, and port":  {value: "https://1.2.3.4:1234", expect: "https://1.2.3.4:1234"},
+		"hostname":                   {value: "example.com", expect: "http://example.com:11434"},
+		"hostname and port":          {value: "example.com:1234", expect: "http://example.com:1234"},
+		"scheme http and hostname":   {value: "http://example.com", expect: "http://example.com:80"},
+		"scheme https and hostname":  {value: "https://example.com", expect: "https://example.com:443"},
+		"scheme, hostname, and port": {value: "https://example.com:1234", expect: "https://example.com:1234"},
+		"trailing slash":             {value: "example.com/", expect: "http://example.com:11434"},
+		"trailing slash port":        {value: "example.com:1234/", expect: "http://example.com:1234"},
+	}
+
+	for k, v := range testCases {
+		t.Run(k, func(t *testing.T) {
+			t.Setenv("OLLAMA_HOST", v.value)
+
+			client, err := ClientFromEnvironment()
+			if err != v.err {
+				t.Fatalf("expected %s, got %s", v.err, err)
+			}
+
+			if client.base.String() != v.expect {
+				t.Fatalf("expected %s, got %s", v.expect, client.base.String())
+			}
+		})
+	}
+}
+
+// testError represents an internal error type with status code and message
+// this is used since the error response from the server is not a standard error struct
+type testError struct {
+	message    string
+	statusCode int
+}
+
+func (e testError) Error() string {
+	return e.message
+}
+
+func TestClientStream(t *testing.T) {
+	testCases := []struct {
+		name      string
+		responses []any
+		wantErr   string
+	}{
+		{
+			name: "immediate error response",
+			responses: []any{
+				testError{
+					message:    "test error message",
+					statusCode: http.StatusBadRequest,
+				},
+			},
+			wantErr: "test error message",
+		},
+		{
+			name: "error after successful chunks, ok response",
+			responses: []any{
+				ChatResponse{Message: Message{Content: "partial response 1"}},
+				ChatResponse{Message: Message{Content: "partial response 2"}},
+				testError{
+					message:    "mid-stream error",
+					statusCode: http.StatusOK,
+				},
+			},
+			wantErr: "mid-stream error",
+		},
+		{
+			name: "successful stream completion",
+			responses: []any{
+				ChatResponse{Message: Message{Content: "chunk 1"}},
+				ChatResponse{Message: Message{Content: "chunk 2"}},
+				ChatResponse{
+					Message:    Message{Content: "final chunk"},
+					Done:       true,
+					DoneReason: "stop",
+				},
+			},
+		},
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+				flusher, ok := w.(http.Flusher)
+				if !ok {
+					t.Fatal("expected http.Flusher")
+				}
+
+				w.Header().Set("Content-Type", "application/x-ndjson")
+
+				for _, resp := range tc.responses {
+					if errResp, ok := resp.(testError); ok {
+						w.WriteHeader(errResp.statusCode)
+						err := json.NewEncoder(w).Encode(map[string]string{
+							"error": errResp.message,
+						})
+						if err != nil {
+							t.Fatal("failed to encode error response:", err)
+						}
+						return
+					}
+
+					if err := json.NewEncoder(w).Encode(resp); err != nil {
+						t.Fatalf("failed to encode response: %v", err)
+					}
+					flusher.Flush()
+				}
+			}))
+			defer ts.Close()
+
+			client := NewClient(&url.URL{Scheme: "http", Host: ts.Listener.Addr().String()}, http.DefaultClient)
+
+			var receivedChunks []ChatResponse
+			err := client.stream(t.Context(), http.MethodPost, "/v1/chat", nil, func(chunk []byte) error {
+				var resp ChatResponse
+				if err := json.Unmarshal(chunk, &resp); err != nil {
+					return fmt.Errorf("failed to unmarshal chunk: %w", err)
+				}
+				receivedChunks = append(receivedChunks, resp)
+				return nil
+			})
+
+			if tc.wantErr != "" {
+				if err == nil {
+					t.Fatal("expected error but got nil")
+				}
+				if !strings.Contains(err.Error(), tc.wantErr) {
+					t.Errorf("expected error containing %q, got %v", tc.wantErr, err)
+				}
+				return
+			}
+			if err != nil {
+				t.Errorf("unexpected error: %v", err)
+			}
+		})
+	}
+}
+
+func TestClientDo(t *testing.T) {
+	testCases := []struct {
+		name     string
+		response any
+		wantErr  string
+	}{
+		{
+			name: "immediate error response",
+			response: testError{
+				message:    "test error message",
+				statusCode: http.StatusBadRequest,
+			},
+			wantErr: "test error message",
+		},
+		{
+			name: "server error response",
+			response: testError{
+				message:    "internal error",
+				statusCode: http.StatusInternalServerError,
+			},
+			wantErr: "internal error",
+		},
+		{
+			name: "successful response",
+			response: struct {
+				ID      string `json:"id"`
+				Success bool   `json:"success"`
+			}{
+				ID:      "msg_123",
+				Success: true,
+			},
+		},
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+				if errResp, ok := tc.response.(testError); ok {
+					w.WriteHeader(errResp.statusCode)
+					err := json.NewEncoder(w).Encode(map[string]string{
+						"error": errResp.message,
+					})
+					if err != nil {
+						t.Fatal("failed to encode error response:", err)
+					}
+					return
+				}
+
+				w.Header().Set("Content-Type", "application/json")
+				if err := json.NewEncoder(w).Encode(tc.response); err != nil {
+					t.Fatalf("failed to encode response: %v", err)
+				}
+			}))
+			defer ts.Close()
+
+			client := NewClient(&url.URL{Scheme: "http", Host: ts.Listener.Addr().String()}, http.DefaultClient)
+
+			var resp struct {
+				ID      string `json:"id"`
+				Success bool   `json:"success"`
+			}
+			err := client.do(t.Context(), http.MethodPost, "/v1/messages", nil, &resp)
+
+			if tc.wantErr != "" {
+				if err == nil {
+					t.Fatalf("got nil, want error %q", tc.wantErr)
+				}
+				if err.Error() != tc.wantErr {
+					t.Errorf("error message mismatch: got %q, want %q", err.Error(), tc.wantErr)
+				}
+				return
+			}
+
+			if err != nil {
+				t.Fatalf("got error %q, want nil", err)
+			}
+
+			if expectedResp, ok := tc.response.(struct {
+				ID      string `json:"id"`
+				Success bool   `json:"success"`
+			}); ok {
+				if resp.ID != expectedResp.ID {
+					t.Errorf("response ID mismatch: got %q, want %q", resp.ID, expectedResp.ID)
+				}
+				if resp.Success != expectedResp.Success {
+					t.Errorf("response Success mismatch: got %v, want %v", resp.Success, expectedResp.Success)
+				}
+			}
+		})
+	}
+}
diff --git a/api/examples/README.md b/api/examples/README.md
new file mode 100644
index 0000000..e83b536
--- /dev/null
+++ b/api/examples/README.md
@@ -0,0 +1,18 @@
+# Ollama API Examples
+
+Run the examples in this directory with:
+
+```shell
+go run example_name/main.go
+```
+
+## Chat - Chat with a model
+- [chat/main.go](chat/main.go)
+
+## Generate - Generate text from a model
+- [generate/main.go](generate/main.go)
+- [generate-streaming/main.go](generate-streaming/main.go)
+
+## Pull - Pull a model
+- [pull-progress/main.go](pull-progress/main.go)
+
diff --git a/api/examples/chat/main.go b/api/examples/chat/main.go
new file mode 100644
index 0000000..0743030
--- /dev/null
+++ b/api/examples/chat/main.go
@@ -0,0 +1,51 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"github.com/ollama/ollama/api"
+)
+
+func main() {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	messages := []api.Message{
+		api.Message{
+			Role:    "system",
+			Content: "Provide very brief, concise responses",
+		},
+		api.Message{
+			Role:    "user",
+			Content: "Name some unusual animals",
+		},
+		api.Message{
+			Role:    "assistant",
+			Content: "Monotreme, platypus, echidna",
+		},
+		api.Message{
+			Role:    "user",
+			Content: "which of these is the most dangerous?",
+		},
+	}
+
+	ctx := context.Background()
+	req := &api.ChatRequest{
+		Model:    "llama3.2",
+		Messages: messages,
+	}
+
+	respFunc := func(resp api.ChatResponse) error {
+		fmt.Print(resp.Message.Content)
+		return nil
+	}
+
+	err = client.Chat(ctx, req, respFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+}
diff --git a/api/examples/generate-streaming/main.go b/api/examples/generate-streaming/main.go
new file mode 100644
index 0000000..3acfb22
--- /dev/null
+++ b/api/examples/generate-streaming/main.go
@@ -0,0 +1,40 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"github.com/ollama/ollama/api"
+)
+
+func main() {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	// By default, GenerateRequest is streaming.
+	req := &api.GenerateRequest{
+		Model:  "gemma2",
+		Prompt: "how many planets are there?",
+	}
+
+	ctx := context.Background()
+	respFunc := func(resp api.GenerateResponse) error {
+		// Only print the response here; GenerateResponse has a number of other
+		// interesting fields you want to examine.
+
+		// In streaming mode, responses are partial so we call fmt.Print (and not
+		// Println) in order to avoid spurious newlines being introduced. The
+		// model will insert its own newlines if it wants.
+		fmt.Print(resp.Response)
+		return nil
+	}
+
+	err = client.Generate(ctx, req, respFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+	fmt.Println()
+}
diff --git a/api/examples/generate/main.go b/api/examples/generate/main.go
new file mode 100644
index 0000000..2fe2874
--- /dev/null
+++ b/api/examples/generate/main.go
@@ -0,0 +1,37 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"github.com/ollama/ollama/api"
+)
+
+func main() {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	req := &api.GenerateRequest{
+		Model:  "gemma2",
+		Prompt: "how many planets are there?",
+
+		// set streaming to false
+		Stream: new(bool),
+	}
+
+	ctx := context.Background()
+	respFunc := func(resp api.GenerateResponse) error {
+		// Only print the response here; GenerateResponse has a number of other
+		// interesting fields you want to examine.
+		fmt.Println(resp.Response)
+		return nil
+	}
+
+	err = client.Generate(ctx, req, respFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+}
diff --git a/api/examples/multimodal/main.go b/api/examples/multimodal/main.go
new file mode 100644
index 0000000..0b0f19e
--- /dev/null
+++ b/api/examples/multimodal/main.go
@@ -0,0 +1,47 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+	"os"
+
+	"github.com/ollama/ollama/api"
+)
+
+func main() {
+	if len(os.Args) <= 1 {
+		log.Fatal("usage: <image name>")
+	}
+
+	imgData, err := os.ReadFile(os.Args[1])
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	req := &api.GenerateRequest{
+		Model:  "llava",
+		Prompt: "describe this image",
+		Images: []api.ImageData{imgData},
+	}
+
+	ctx := context.Background()
+	respFunc := func(resp api.GenerateResponse) error {
+		// In streaming mode, responses are partial so we call fmt.Print (and not
+		// Println) in order to avoid spurious newlines being introduced. The
+		// model will insert its own newlines if it wants.
+		fmt.Print(resp.Response)
+		return nil
+	}
+
+	err = client.Generate(ctx, req, respFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+	fmt.Println()
+}
diff --git a/api/examples/pull-progress/main.go b/api/examples/pull-progress/main.go
new file mode 100644
index 0000000..7486336
--- /dev/null
+++ b/api/examples/pull-progress/main.go
@@ -0,0 +1,31 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"github.com/ollama/ollama/api"
+)
+
+func main() {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	ctx := context.Background()
+
+	req := &api.PullRequest{
+		Model: "mistral",
+	}
+	progressFunc := func(resp api.ProgressResponse) error {
+		fmt.Printf("Progress: status=%v, total=%v, completed=%v\n", resp.Status, resp.Total, resp.Completed)
+		return nil
+	}
+
+	err = client.Pull(ctx, req, progressFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+}
diff --git a/api/types.go b/api/types.go
new file mode 100644
index 0000000..602f93d
--- /dev/null
+++ b/api/types.go
@@ -0,0 +1,771 @@
+package api
+
+import (
+	"encoding/json"
+	"fmt"
+	"log/slog"
+	"math"
+	"os"
+	"reflect"
+	"strconv"
+	"strings"
+	"time"
+
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/types/model"
+)
+
+// StatusError is an error with an HTTP status code and message.
+type StatusError struct {
+	StatusCode   int
+	Status       string
+	ErrorMessage string `json:"error"`
+}
+
+func (e StatusError) Error() string {
+	switch {
+	case e.Status != "" && e.ErrorMessage != "":
+		return fmt.Sprintf("%s: %s", e.Status, e.ErrorMessage)
+	case e.Status != "":
+		return e.Status
+	case e.ErrorMessage != "":
+		return e.ErrorMessage
+	default:
+		// this should not happen
+		return "something went wrong, please see the ollama server logs for details"
+	}
+}
+
+// ImageData represents the raw binary data of an image file.
+type ImageData []byte
+
+// GenerateRequest describes a request sent by [Client.Generate]. While you
+// have to specify the Model and Prompt fields, all the other fields have
+// reasonable defaults for basic uses.
+type GenerateRequest struct {
+	// Model is the model name; it should be a name familiar to Ollama from
+	// the library at https://ollama.com/library
+	Model string `json:"model"`
+
+	// Prompt is the textual prompt to send to the model.
+	Prompt string `json:"prompt"`
+
+	// Suffix is the text that comes after the inserted text.
+	Suffix string `json:"suffix"`
+
+	// System overrides the model's default system message/prompt.
+	System string `json:"system"`
+
+	// Template overrides the model's default prompt template.
+	Template string `json:"template"`
+
+	// Context is the context parameter returned from a previous call to
+	// [Client.Generate]. It can be used to keep a short conversational memory.
+	Context []int `json:"context,omitempty"`
+
+	// Stream specifies whether the response is streaming; it is true by default.
+	Stream *bool `json:"stream,omitempty"`
+
+	// Raw set to true means that no formatting will be applied to the prompt.
+	Raw bool `json:"raw,omitempty"`
+
+	// Format specifies the format to return a response in.
+	Format json.RawMessage `json:"format,omitempty"`
+
+	// KeepAlive controls how long the model will stay loaded in memory following
+	// this request.
+	KeepAlive *Duration `json:"keep_alive,omitempty"`
+
+	// Images is an optional list of raw image bytes accompanying this
+	// request, for multimodal models.
+	Images []ImageData `json:"images,omitempty"`
+
+	// Options lists model-specific options. For example, temperature can be
+	// set through this field, if the model supports it.
+	Options map[string]any `json:"options"`
+}
+
+// ChatRequest describes a request sent by [Client.Chat].
+type ChatRequest struct {
+	// Model is the model name, as in [GenerateRequest].
+	Model string `json:"model"`
+
+	// Messages is the messages of the chat - can be used to keep a chat memory.
+	Messages []Message `json:"messages"`
+
+	// Stream enables streaming of returned responses; true by default.
+	Stream *bool `json:"stream,omitempty"`
+
+	// Format is the format to return the response in (e.g. "json").
+	Format json.RawMessage `json:"format,omitempty"`
+
+	// KeepAlive controls how long the model will stay loaded into memory
+	// following the request.
+	KeepAlive *Duration `json:"keep_alive,omitempty"`
+
+	// Tools is an optional list of tools the model has access to.
+	Tools `json:"tools,omitempty"`
+
+	// Options lists model-specific options.
+	Options map[string]any `json:"options"`
+}
+
+type Tools []Tool
+
+func (t Tools) String() string {
+	bts, _ := json.Marshal(t)
+	return string(bts)
+}
+
+func (t Tool) String() string {
+	bts, _ := json.Marshal(t)
+	return string(bts)
+}
+
+// Message is a single message in a chat sequence. The message contains the
+// role ("system", "user", or "assistant"), the content and an optional list
+// of images.
+type Message struct {
+	Role      string      `json:"role"`
+	Content   string      `json:"content"`
+	Images    []ImageData `json:"images,omitempty"`
+	ToolCalls []ToolCall  `json:"tool_calls,omitempty"`
+}
+
+func (m *Message) UnmarshalJSON(b []byte) error {
+	type Alias Message
+	var a Alias
+	if err := json.Unmarshal(b, &a); err != nil {
+		return err
+	}
+
+	*m = Message(a)
+	m.Role = strings.ToLower(m.Role)
+	return nil
+}
+
+type ToolCall struct {
+	Function ToolCallFunction `json:"function"`
+}
+
+type ToolCallFunction struct {
+	Index     int                       `json:"index,omitempty"`
+	Name      string                    `json:"name"`
+	Arguments ToolCallFunctionArguments `json:"arguments"`
+}
+
+type ToolCallFunctionArguments map[string]any
+
+func (t *ToolCallFunctionArguments) String() string {
+	bts, _ := json.Marshal(t)
+	return string(bts)
+}
+
+type Tool struct {
+	Type     string       `json:"type"`
+	Items    any          `json:"items,omitempty"`
+	Function ToolFunction `json:"function"`
+}
+
+// PropertyType can be either a string or an array of strings
+type PropertyType []string
+
+// UnmarshalJSON implements the json.Unmarshaler interface
+func (pt *PropertyType) UnmarshalJSON(data []byte) error {
+	// Try to unmarshal as a string first
+	var s string
+	if err := json.Unmarshal(data, &s); err == nil {
+		*pt = []string{s}
+		return nil
+	}
+
+	// If that fails, try to unmarshal as an array of strings
+	var a []string
+	if err := json.Unmarshal(data, &a); err != nil {
+		return err
+	}
+	*pt = a
+	return nil
+}
+
+// MarshalJSON implements the json.Marshaler interface
+func (pt PropertyType) MarshalJSON() ([]byte, error) {
+	if len(pt) == 1 {
+		// If there's only one type, marshal as a string
+		return json.Marshal(pt[0])
+	}
+	// Otherwise marshal as an array
+	return json.Marshal([]string(pt))
+}
+
+// String returns a string representation of the PropertyType
+func (pt PropertyType) String() string {
+	if len(pt) == 0 {
+		return ""
+	}
+	if len(pt) == 1 {
+		return pt[0]
+	}
+	return fmt.Sprintf("%v", []string(pt))
+}
+
+type ToolFunction struct {
+	Name        string `json:"name"`
+	Description string `json:"description"`
+	Parameters  struct {
+		Type       string   `json:"type"`
+		Defs       any      `json:"$defs,omitempty"`
+		Items      any      `json:"items,omitempty"`
+		Required   []string `json:"required"`
+		Properties map[string]struct {
+			Type        PropertyType `json:"type"`
+			Items       any          `json:"items,omitempty"`
+			Description string       `json:"description"`
+			Enum        []any        `json:"enum,omitempty"`
+		} `json:"properties"`
+	} `json:"parameters"`
+}
+
+func (t *ToolFunction) String() string {
+	bts, _ := json.Marshal(t)
+	return string(bts)
+}
+
+// ChatResponse is the response returned by [Client.Chat]. Its fields are
+// similar to [GenerateResponse].
+type ChatResponse struct {
+	Model      string    `json:"model"`
+	CreatedAt  time.Time `json:"created_at"`
+	Message    Message   `json:"message"`
+	DoneReason string    `json:"done_reason,omitempty"`
+
+	Done bool `json:"done"`
+
+	Metrics
+}
+
+type Metrics struct {
+	TotalDuration      time.Duration `json:"total_duration,omitempty"`
+	LoadDuration       time.Duration `json:"load_duration,omitempty"`
+	PromptEvalCount    int           `json:"prompt_eval_count,omitempty"`
+	PromptEvalDuration time.Duration `json:"prompt_eval_duration,omitempty"`
+	EvalCount          int           `json:"eval_count,omitempty"`
+	EvalDuration       time.Duration `json:"eval_duration,omitempty"`
+}
+
+// Options specified in [GenerateRequest].  If you add a new option here, also
+// add it to the API docs.
+type Options struct {
+	Runner
+
+	// Predict options used at runtime
+	NumKeep          int      `json:"num_keep,omitempty"`
+	Seed             int      `json:"seed,omitempty"`
+	NumPredict       int      `json:"num_predict,omitempty"`
+	TopK             int      `json:"top_k,omitempty"`
+	TopP             float32  `json:"top_p,omitempty"`
+	MinP             float32  `json:"min_p,omitempty"`
+	TypicalP         float32  `json:"typical_p,omitempty"`
+	RepeatLastN      int      `json:"repeat_last_n,omitempty"`
+	Temperature      float32  `json:"temperature,omitempty"`
+	RepeatPenalty    float32  `json:"repeat_penalty,omitempty"`
+	PresencePenalty  float32  `json:"presence_penalty,omitempty"`
+	FrequencyPenalty float32  `json:"frequency_penalty,omitempty"`
+	Stop             []string `json:"stop,omitempty"`
+}
+
+// Runner options which must be set when the model is loaded into memory
+type Runner struct {
+	NumCtx    int   `json:"num_ctx,omitempty"`
+	NumBatch  int   `json:"num_batch,omitempty"`
+	NumGPU    int   `json:"num_gpu,omitempty"`
+	MainGPU   int   `json:"main_gpu,omitempty"`
+	UseMMap   *bool `json:"use_mmap,omitempty"`
+	NumThread int   `json:"num_thread,omitempty"`
+}
+
+// EmbedRequest is the request passed to [Client.Embed].
+type EmbedRequest struct {
+	// Model is the model name.
+	Model string `json:"model"`
+
+	// Input is the input to embed.
+	Input any `json:"input"`
+
+	// KeepAlive controls how long the model will stay loaded in memory following
+	// this request.
+	KeepAlive *Duration `json:"keep_alive,omitempty"`
+
+	Truncate *bool `json:"truncate,omitempty"`
+
+	// Options lists model-specific options.
+	Options map[string]any `json:"options"`
+}
+
+// EmbedResponse is the response from [Client.Embed].
+type EmbedResponse struct {
+	Model      string      `json:"model"`
+	Embeddings [][]float32 `json:"embeddings"`
+
+	TotalDuration   time.Duration `json:"total_duration,omitempty"`
+	LoadDuration    time.Duration `json:"load_duration,omitempty"`
+	PromptEvalCount int           `json:"prompt_eval_count,omitempty"`
+}
+
+// EmbeddingRequest is the request passed to [Client.Embeddings].
+type EmbeddingRequest struct {
+	// Model is the model name.
+	Model string `json:"model"`
+
+	// Prompt is the textual prompt to embed.
+	Prompt string `json:"prompt"`
+
+	// KeepAlive controls how long the model will stay loaded in memory following
+	// this request.
+	KeepAlive *Duration `json:"keep_alive,omitempty"`
+
+	// Options lists model-specific options.
+	Options map[string]any `json:"options"`
+}
+
+// EmbeddingResponse is the response from [Client.Embeddings].
+type EmbeddingResponse struct {
+	Embedding []float64 `json:"embedding"`
+}
+
+// CreateRequest is the request passed to [Client.Create].
+type CreateRequest struct {
+	Model    string `json:"model"`
+	Stream   *bool  `json:"stream,omitempty"`
+	Quantize string `json:"quantize,omitempty"`
+
+	From       string            `json:"from,omitempty"`
+	Files      map[string]string `json:"files,omitempty"`
+	Adapters   map[string]string `json:"adapters,omitempty"`
+	Template   string            `json:"template,omitempty"`
+	License    any               `json:"license,omitempty"`
+	System     string            `json:"system,omitempty"`
+	Parameters map[string]any    `json:"parameters,omitempty"`
+	Messages   []Message         `json:"messages,omitempty"`
+
+	// Deprecated: set the model name with Model instead
+	Name string `json:"name"`
+	// Deprecated: use Quantize instead
+	Quantization string `json:"quantization,omitempty"`
+}
+
+// DeleteRequest is the request passed to [Client.Delete].
+type DeleteRequest struct {
+	Model string `json:"model"`
+
+	// Deprecated: set the model name with Model instead
+	Name string `json:"name"`
+}
+
+// ShowRequest is the request passed to [Client.Show].
+type ShowRequest struct {
+	Model  string `json:"model"`
+	System string `json:"system"`
+
+	// Template is deprecated
+	Template string `json:"template"`
+	Verbose  bool   `json:"verbose"`
+
+	Options map[string]any `json:"options"`
+
+	// Deprecated: set the model name with Model instead
+	Name string `json:"name"`
+}
+
+// ShowResponse is the response returned from [Client.Show].
+type ShowResponse struct {
+	License       string             `json:"license,omitempty"`
+	Modelfile     string             `json:"modelfile,omitempty"`
+	Parameters    string             `json:"parameters,omitempty"`
+	Template      string             `json:"template,omitempty"`
+	System        string             `json:"system,omitempty"`
+	Details       ModelDetails       `json:"details,omitempty"`
+	Messages      []Message          `json:"messages,omitempty"`
+	ModelInfo     map[string]any     `json:"model_info,omitempty"`
+	ProjectorInfo map[string]any     `json:"projector_info,omitempty"`
+	Tensors       []Tensor           `json:"tensors,omitempty"`
+	Capabilities  []model.Capability `json:"capabilities,omitempty"`
+	ModifiedAt    time.Time          `json:"modified_at,omitempty"`
+}
+
+// CopyRequest is the request passed to [Client.Copy].
+type CopyRequest struct {
+	Source      string `json:"source"`
+	Destination string `json:"destination"`
+}
+
+// PullRequest is the request passed to [Client.Pull].
+type PullRequest struct {
+	Model    string `json:"model"`
+	Insecure bool   `json:"insecure,omitempty"` // Deprecated: ignored
+	Username string `json:"username"`           // Deprecated: ignored
+	Password string `json:"password"`           // Deprecated: ignored
+	Stream   *bool  `json:"stream,omitempty"`
+
+	// Deprecated: set the model name with Model instead
+	Name string `json:"name"`
+}
+
+// ProgressResponse is the response passed to progress functions like
+// [PullProgressFunc] and [PushProgressFunc].
+type ProgressResponse struct {
+	Status    string `json:"status"`
+	Digest    string `json:"digest,omitempty"`
+	Total     int64  `json:"total,omitempty"`
+	Completed int64  `json:"completed,omitempty"`
+}
+
+// PushRequest is the request passed to [Client.Push].
+type PushRequest struct {
+	Model    string `json:"model"`
+	Insecure bool   `json:"insecure,omitempty"`
+	Username string `json:"username"`
+	Password string `json:"password"`
+	Stream   *bool  `json:"stream,omitempty"`
+
+	// Deprecated: set the model name with Model instead
+	Name string `json:"name"`
+}
+
+// ListResponse is the response from [Client.List].
+type ListResponse struct {
+	Models []ListModelResponse `json:"models"`
+}
+
+// ProcessResponse is the response from [Client.Process].
+type ProcessResponse struct {
+	Models []ProcessModelResponse `json:"models"`
+}
+
+// ListModelResponse is a single model description in [ListResponse].
+type ListModelResponse struct {
+	Name       string       `json:"name"`
+	Model      string       `json:"model"`
+	ModifiedAt time.Time    `json:"modified_at"`
+	Size       int64        `json:"size"`
+	Digest     string       `json:"digest"`
+	Details    ModelDetails `json:"details,omitempty"`
+}
+
+// ProcessModelResponse is a single model description in [ProcessResponse].
+type ProcessModelResponse struct {
+	Name      string       `json:"name"`
+	Model     string       `json:"model"`
+	Size      int64        `json:"size"`
+	Digest    string       `json:"digest"`
+	Details   ModelDetails `json:"details,omitempty"`
+	ExpiresAt time.Time    `json:"expires_at"`
+	SizeVRAM  int64        `json:"size_vram"`
+}
+
+type TokenResponse struct {
+	Token string `json:"token"`
+}
+
+// GenerateResponse is the response passed into [GenerateResponseFunc].
+type GenerateResponse struct {
+	// Model is the model name that generated the response.
+	Model string `json:"model"`
+
+	// CreatedAt is the timestamp of the response.
+	CreatedAt time.Time `json:"created_at"`
+
+	// Response is the textual response itself.
+	Response string `json:"response"`
+
+	// Done specifies if the response is complete.
+	Done bool `json:"done"`
+
+	// DoneReason is the reason the model stopped generating text.
+	DoneReason string `json:"done_reason,omitempty"`
+
+	// Context is an encoding of the conversation used in this response; this
+	// can be sent in the next request to keep a conversational memory.
+	Context []int `json:"context,omitempty"`
+
+	Metrics
+}
+
+// ModelDetails provides details about a model.
+type ModelDetails struct {
+	ParentModel       string   `json:"parent_model"`
+	Format            string   `json:"format"`
+	Family            string   `json:"family"`
+	Families          []string `json:"families"`
+	ParameterSize     string   `json:"parameter_size"`
+	QuantizationLevel string   `json:"quantization_level"`
+}
+
+// Tensor describes the metadata for a given tensor.
+type Tensor struct {
+	Name  string   `json:"name"`
+	Type  string   `json:"type"`
+	Shape []uint64 `json:"shape"`
+}
+
+func (m *Metrics) Summary() {
+	if m.TotalDuration > 0 {
+		fmt.Fprintf(os.Stderr, "total duration:       %v\n", m.TotalDuration)
+	}
+
+	if m.LoadDuration > 0 {
+		fmt.Fprintf(os.Stderr, "load duration:        %v\n", m.LoadDuration)
+	}
+
+	if m.PromptEvalCount > 0 {
+		fmt.Fprintf(os.Stderr, "prompt eval count:    %d token(s)\n", m.PromptEvalCount)
+	}
+
+	if m.PromptEvalDuration > 0 {
+		fmt.Fprintf(os.Stderr, "prompt eval duration: %s\n", m.PromptEvalDuration)
+		fmt.Fprintf(os.Stderr, "prompt eval rate:     %.2f tokens/s\n", float64(m.PromptEvalCount)/m.PromptEvalDuration.Seconds())
+	}
+
+	if m.EvalCount > 0 {
+		fmt.Fprintf(os.Stderr, "eval count:           %d token(s)\n", m.EvalCount)
+	}
+
+	if m.EvalDuration > 0 {
+		fmt.Fprintf(os.Stderr, "eval duration:        %s\n", m.EvalDuration)
+		fmt.Fprintf(os.Stderr, "eval rate:            %.2f tokens/s\n", float64(m.EvalCount)/m.EvalDuration.Seconds())
+	}
+}
+
+func (opts *Options) FromMap(m map[string]any) error {
+	valueOpts := reflect.ValueOf(opts).Elem() // names of the fields in the options struct
+	typeOpts := reflect.TypeOf(opts).Elem()   // types of the fields in the options struct
+
+	// build map of json struct tags to their types
+	jsonOpts := make(map[string]reflect.StructField)
+	for _, field := range reflect.VisibleFields(typeOpts) {
+		jsonTag := strings.Split(field.Tag.Get("json"), ",")[0]
+		if jsonTag != "" {
+			jsonOpts[jsonTag] = field
+		}
+	}
+
+	for key, val := range m {
+		opt, ok := jsonOpts[key]
+		if !ok {
+			slog.Warn("invalid option provided", "option", key)
+			continue
+		}
+
+		field := valueOpts.FieldByName(opt.Name)
+		if field.IsValid() && field.CanSet() {
+			if val == nil {
+				continue
+			}
+
+			switch field.Kind() {
+			case reflect.Int:
+				switch t := val.(type) {
+				case int64:
+					field.SetInt(t)
+				case float64:
+					// when JSON unmarshals numbers, it uses float64, not int
+					field.SetInt(int64(t))
+				default:
+					return fmt.Errorf("option %q must be of type integer", key)
+				}
+			case reflect.Bool:
+				val, ok := val.(bool)
+				if !ok {
+					return fmt.Errorf("option %q must be of type boolean", key)
+				}
+				field.SetBool(val)
+			case reflect.Float32:
+				// JSON unmarshals to float64
+				val, ok := val.(float64)
+				if !ok {
+					return fmt.Errorf("option %q must be of type float32", key)
+				}
+				field.SetFloat(val)
+			case reflect.String:
+				val, ok := val.(string)
+				if !ok {
+					return fmt.Errorf("option %q must be of type string", key)
+				}
+				field.SetString(val)
+			case reflect.Slice:
+				// JSON unmarshals to []any, not []string
+				val, ok := val.([]any)
+				if !ok {
+					return fmt.Errorf("option %q must be of type array", key)
+				}
+				// convert []any to []string
+				slice := make([]string, len(val))
+				for i, item := range val {
+					str, ok := item.(string)
+					if !ok {
+						return fmt.Errorf("option %q must be of an array of strings", key)
+					}
+					slice[i] = str
+				}
+				field.Set(reflect.ValueOf(slice))
+			case reflect.Pointer:
+				var b bool
+				if field.Type() == reflect.TypeOf(&b) {
+					val, ok := val.(bool)
+					if !ok {
+						return fmt.Errorf("option %q must be of type boolean", key)
+					}
+					field.Set(reflect.ValueOf(&val))
+				} else {
+					return fmt.Errorf("unknown type loading config params: %v %v", field.Kind(), field.Type())
+				}
+			default:
+				return fmt.Errorf("unknown type loading config params: %v", field.Kind())
+			}
+		}
+	}
+
+	return nil
+}
+
+// DefaultOptions is the default set of options for [GenerateRequest]; these
+// values are used unless the user specifies other values explicitly.
+func DefaultOptions() Options {
+	return Options{
+		// options set on request to runner
+		NumPredict: -1,
+
+		// set a minimal num_keep to avoid issues on context shifts
+		NumKeep:          4,
+		Temperature:      0.8,
+		TopK:             40,
+		TopP:             0.9,
+		TypicalP:         1.0,
+		RepeatLastN:      64,
+		RepeatPenalty:    1.1,
+		PresencePenalty:  0.0,
+		FrequencyPenalty: 0.0,
+		Seed:             -1,
+
+		Runner: Runner{
+			// options set when the model is loaded
+			NumCtx:    int(envconfig.ContextLength()),
+			NumBatch:  512,
+			NumGPU:    -1, // -1 here indicates that NumGPU should be set dynamically
+			NumThread: 0,  // let the runtime decide
+			UseMMap:   nil,
+		},
+	}
+}
+
+type Duration struct {
+	time.Duration
+}
+
+func (d Duration) MarshalJSON() ([]byte, error) {
+	if d.Duration < 0 {
+		return []byte("-1"), nil
+	}
+	return []byte("\"" + d.Duration.String() + "\""), nil
+}
+
+func (d *Duration) UnmarshalJSON(b []byte) (err error) {
+	var v any
+	if err := json.Unmarshal(b, &v); err != nil {
+		return err
+	}
+
+	d.Duration = 5 * time.Minute
+
+	switch t := v.(type) {
+	case float64:
+		if t < 0 {
+			d.Duration = time.Duration(math.MaxInt64)
+		} else {
+			d.Duration = time.Duration(int(t) * int(time.Second))
+		}
+	case string:
+		d.Duration, err = time.ParseDuration(t)
+		if err != nil {
+			return err
+		}
+		if d.Duration < 0 {
+			d.Duration = time.Duration(math.MaxInt64)
+		}
+	default:
+		return fmt.Errorf("Unsupported type: '%s'", reflect.TypeOf(v))
+	}
+
+	return nil
+}
+
+// FormatParams converts specified parameter options to their correct types
+func FormatParams(params map[string][]string) (map[string]any, error) {
+	opts := Options{}
+	valueOpts := reflect.ValueOf(&opts).Elem() // names of the fields in the options struct
+	typeOpts := reflect.TypeOf(opts)           // types of the fields in the options struct
+
+	// build map of json struct tags to their types
+	jsonOpts := make(map[string]reflect.StructField)
+	for _, field := range reflect.VisibleFields(typeOpts) {
+		jsonTag := strings.Split(field.Tag.Get("json"), ",")[0]
+		if jsonTag != "" {
+			jsonOpts[jsonTag] = field
+		}
+	}
+
+	out := make(map[string]any)
+	// iterate params and set values based on json struct tags
+	for key, vals := range params {
+		if opt, ok := jsonOpts[key]; !ok {
+			return nil, fmt.Errorf("unknown parameter '%s'", key)
+		} else {
+			field := valueOpts.FieldByName(opt.Name)
+			if field.IsValid() && field.CanSet() {
+				switch field.Kind() {
+				case reflect.Float32:
+					floatVal, err := strconv.ParseFloat(vals[0], 32)
+					if err != nil {
+						return nil, fmt.Errorf("invalid float value %s", vals)
+					}
+
+					out[key] = float32(floatVal)
+				case reflect.Int:
+					intVal, err := strconv.ParseInt(vals[0], 10, 64)
+					if err != nil {
+						return nil, fmt.Errorf("invalid int value %s", vals)
+					}
+
+					out[key] = intVal
+				case reflect.Bool:
+					boolVal, err := strconv.ParseBool(vals[0])
+					if err != nil {
+						return nil, fmt.Errorf("invalid bool value %s", vals)
+					}
+
+					out[key] = boolVal
+				case reflect.String:
+					out[key] = vals[0]
+				case reflect.Slice:
+					// TODO: only string slices are supported right now
+					out[key] = vals
+				case reflect.Pointer:
+					var b bool
+					if field.Type() == reflect.TypeOf(&b) {
+						boolVal, err := strconv.ParseBool(vals[0])
+						if err != nil {
+							return nil, fmt.Errorf("invalid bool value %s", vals)
+						}
+						out[key] = &boolVal
+					} else {
+						return nil, fmt.Errorf("unknown type %s for %s", field.Kind(), key)
+					}
+				default:
+					return nil, fmt.Errorf("unknown type %s for %s", field.Kind(), key)
+				}
+			}
+		}
+	}
+
+	return out, nil
+}
diff --git a/api/types_test.go b/api/types_test.go
new file mode 100644
index 0000000..1a6fc81
--- /dev/null
+++ b/api/types_test.go
@@ -0,0 +1,374 @@
+package api
+
+import (
+	"encoding/json"
+	"errors"
+	"math"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestKeepAliveParsingFromJSON(t *testing.T) {
+	tests := []struct {
+		name string
+		req  string
+		exp  *Duration
+	}{
+		{
+			name: "Positive Integer",
+			req:  `{ "keep_alive": 42 }`,
+			exp:  &Duration{42 * time.Second},
+		},
+		{
+			name: "Positive Float",
+			req:  `{ "keep_alive": 42.5 }`,
+			exp:  &Duration{42 * time.Second},
+		},
+		{
+			name: "Positive Integer String",
+			req:  `{ "keep_alive": "42m" }`,
+			exp:  &Duration{42 * time.Minute},
+		},
+		{
+			name: "Negative Integer",
+			req:  `{ "keep_alive": -1 }`,
+			exp:  &Duration{math.MaxInt64},
+		},
+		{
+			name: "Negative Float",
+			req:  `{ "keep_alive": -3.14 }`,
+			exp:  &Duration{math.MaxInt64},
+		},
+		{
+			name: "Negative Integer String",
+			req:  `{ "keep_alive": "-1m" }`,
+			exp:  &Duration{math.MaxInt64},
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			var dec ChatRequest
+			err := json.Unmarshal([]byte(test.req), &dec)
+			require.NoError(t, err)
+
+			assert.Equal(t, test.exp, dec.KeepAlive)
+		})
+	}
+}
+
+func TestDurationMarshalUnmarshal(t *testing.T) {
+	tests := []struct {
+		name     string
+		input    time.Duration
+		expected time.Duration
+	}{
+		{
+			"negative duration",
+			time.Duration(-1),
+			time.Duration(math.MaxInt64),
+		},
+		{
+			"positive duration",
+			42 * time.Second,
+			42 * time.Second,
+		},
+		{
+			"another positive duration",
+			42 * time.Minute,
+			42 * time.Minute,
+		},
+		{
+			"zero duration",
+			time.Duration(0),
+			time.Duration(0),
+		},
+		{
+			"max duration",
+			time.Duration(math.MaxInt64),
+			time.Duration(math.MaxInt64),
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			b, err := json.Marshal(Duration{test.input})
+			require.NoError(t, err)
+
+			var d Duration
+			err = json.Unmarshal(b, &d)
+			require.NoError(t, err)
+
+			assert.Equal(t, test.expected, d.Duration, "input %v, marshalled %v, got %v", test.input, string(b), d.Duration)
+		})
+	}
+}
+
+func TestUseMmapParsingFromJSON(t *testing.T) {
+	tr := true
+	fa := false
+	tests := []struct {
+		name string
+		req  string
+		exp  *bool
+	}{
+		{
+			name: "Undefined",
+			req:  `{ }`,
+			exp:  nil,
+		},
+		{
+			name: "True",
+			req:  `{ "use_mmap": true }`,
+			exp:  &tr,
+		},
+		{
+			name: "False",
+			req:  `{ "use_mmap": false }`,
+			exp:  &fa,
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			var oMap map[string]any
+			err := json.Unmarshal([]byte(test.req), &oMap)
+			require.NoError(t, err)
+			opts := DefaultOptions()
+			err = opts.FromMap(oMap)
+			require.NoError(t, err)
+			assert.Equal(t, test.exp, opts.UseMMap)
+		})
+	}
+}
+
+func TestUseMmapFormatParams(t *testing.T) {
+	tr := true
+	fa := false
+	tests := []struct {
+		name string
+		req  map[string][]string
+		exp  *bool
+		err  error
+	}{
+		{
+			name: "True",
+			req: map[string][]string{
+				"use_mmap": {"true"},
+			},
+			exp: &tr,
+			err: nil,
+		},
+		{
+			name: "False",
+			req: map[string][]string{
+				"use_mmap": {"false"},
+			},
+			exp: &fa,
+			err: nil,
+		},
+		{
+			name: "Numeric True",
+			req: map[string][]string{
+				"use_mmap": {"1"},
+			},
+			exp: &tr,
+			err: nil,
+		},
+		{
+			name: "Numeric False",
+			req: map[string][]string{
+				"use_mmap": {"0"},
+			},
+			exp: &fa,
+			err: nil,
+		},
+		{
+			name: "invalid string",
+			req: map[string][]string{
+				"use_mmap": {"foo"},
+			},
+			exp: nil,
+			err: errors.New("invalid bool value [foo]"),
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			resp, err := FormatParams(test.req)
+			require.Equal(t, test.err, err)
+			respVal, ok := resp["use_mmap"]
+			if test.exp != nil {
+				assert.True(t, ok, "resp: %v", resp)
+				assert.Equal(t, *test.exp, *respVal.(*bool))
+			}
+		})
+	}
+}
+
+func TestMessage_UnmarshalJSON(t *testing.T) {
+	tests := []struct {
+		input    string
+		expected string
+	}{
+		{`{"role": "USER", "content": "Hello!"}`, "user"},
+		{`{"role": "System", "content": "Initialization complete."}`, "system"},
+		{`{"role": "assistant", "content": "How can I help you?"}`, "assistant"},
+		{`{"role": "TOOl", "content": "Access granted."}`, "tool"},
+	}
+
+	for _, test := range tests {
+		var msg Message
+		if err := json.Unmarshal([]byte(test.input), &msg); err != nil {
+			t.Errorf("Unexpected error: %v", err)
+		}
+
+		if msg.Role != test.expected {
+			t.Errorf("role not lowercased: got %v, expected %v", msg.Role, test.expected)
+		}
+	}
+}
+
+func TestToolFunction_UnmarshalJSON(t *testing.T) {
+	tests := []struct {
+		name    string
+		input   string
+		wantErr string
+	}{
+		{
+			name: "valid enum with same types",
+			input: `{
+				"name": "test",
+				"description": "test function",
+				"parameters": {
+					"type": "object",
+					"required": ["test"],
+					"properties": {
+						"test": {
+							"type": "string",
+							"description": "test prop",
+							"enum": ["a", "b", "c"]
+						}
+					}
+				}
+			}`,
+			wantErr: "",
+		},
+		{
+			name: "empty enum array",
+			input: `{
+				"name": "test",
+				"description": "test function",
+				"parameters": {
+					"type": "object",
+					"required": ["test"],
+					"properties": {
+						"test": {
+							"type": "string",
+							"description": "test prop",
+							"enum": []
+						}
+					}
+				}
+			}`,
+			wantErr: "",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			var tf ToolFunction
+			err := json.Unmarshal([]byte(tt.input), &tf)
+
+			if tt.wantErr != "" {
+				require.Error(t, err)
+				assert.Contains(t, err.Error(), tt.wantErr)
+			} else {
+				require.NoError(t, err)
+			}
+		})
+	}
+}
+
+func TestPropertyType_UnmarshalJSON(t *testing.T) {
+	tests := []struct {
+		name     string
+		input    string
+		expected PropertyType
+	}{
+		{
+			name:     "string type",
+			input:    `"string"`,
+			expected: PropertyType{"string"},
+		},
+		{
+			name:     "array of types",
+			input:    `["string", "number"]`,
+			expected: PropertyType{"string", "number"},
+		},
+		{
+			name:     "array with single type",
+			input:    `["string"]`,
+			expected: PropertyType{"string"},
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			var pt PropertyType
+			if err := json.Unmarshal([]byte(test.input), &pt); err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			}
+
+			if len(pt) != len(test.expected) {
+				t.Errorf("Length mismatch: got %v, expected %v", len(pt), len(test.expected))
+			}
+
+			for i, v := range pt {
+				if v != test.expected[i] {
+					t.Errorf("Value mismatch at index %d: got %v, expected %v", i, v, test.expected[i])
+				}
+			}
+		})
+	}
+}
+
+func TestPropertyType_MarshalJSON(t *testing.T) {
+	tests := []struct {
+		name     string
+		input    PropertyType
+		expected string
+	}{
+		{
+			name:     "single type",
+			input:    PropertyType{"string"},
+			expected: `"string"`,
+		},
+		{
+			name:     "multiple types",
+			input:    PropertyType{"string", "number"},
+			expected: `["string","number"]`,
+		},
+		{
+			name:     "empty type",
+			input:    PropertyType{},
+			expected: `[]`,
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			data, err := json.Marshal(test.input)
+			if err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			}
+
+			if string(data) != test.expected {
+				t.Errorf("Marshaled data mismatch: got %v, expected %v", string(data), test.expected)
+			}
+		})
+	}
+}
diff --git a/app/.gitignore b/app/.gitignore
new file mode 100644
index 0000000..0aa2479
--- /dev/null
+++ b/app/.gitignore
@@ -0,0 +1 @@
+ollama.syso
diff --git a/app/README.md b/app/README.md
new file mode 100644
index 0000000..433ee44
--- /dev/null
+++ b/app/README.md
@@ -0,0 +1,22 @@
+# Ollama App
+
+## Linux
+
+TODO
+
+## MacOS
+
+TODO
+
+## Windows
+
+If you want to build the installer, youll need to install
+- https://jrsoftware.org/isinfo.php
+
+
+In the top directory of this repo, run the following powershell script
+to build the ollama CLI, ollama app, and ollama installer.
+
+```powershell
+powershell -ExecutionPolicy Bypass -File .\scripts\build_windows.ps1
+```
diff --git a/app/assets/app.ico b/app/assets/app.ico
new file mode 100644
index 0000000..875924f
Binary files /dev/null and b/app/assets/app.ico differ
diff --git a/app/assets/assets.go b/app/assets/assets.go
new file mode 100644
index 0000000..6fed2d0
--- /dev/null
+++ b/app/assets/assets.go
@@ -0,0 +1,17 @@
+package assets
+
+import (
+	"embed"
+	"io/fs"
+)
+
+//go:embed *.ico
+var icons embed.FS
+
+func ListIcons() ([]string, error) {
+	return fs.Glob(icons, "*")
+}
+
+func GetIcon(filename string) ([]byte, error) {
+	return icons.ReadFile(filename)
+}
diff --git a/app/assets/setup.bmp b/app/assets/setup.bmp
new file mode 100644
index 0000000..ff58b90
Binary files /dev/null and b/app/assets/setup.bmp differ
diff --git a/app/assets/tray.ico b/app/assets/tray.ico
new file mode 100644
index 0000000..e63616c
Binary files /dev/null and b/app/assets/tray.ico differ
diff --git a/app/assets/tray_upgrade.ico b/app/assets/tray_upgrade.ico
new file mode 100644
index 0000000..d208305
Binary files /dev/null and b/app/assets/tray_upgrade.ico differ
diff --git a/app/lifecycle/getstarted_nonwindows.go b/app/lifecycle/getstarted_nonwindows.go
new file mode 100644
index 0000000..2af87ab
--- /dev/null
+++ b/app/lifecycle/getstarted_nonwindows.go
@@ -0,0 +1,9 @@
+//go:build !windows
+
+package lifecycle
+
+import "errors"
+
+func GetStarted() error {
+	return errors.New("not implemented")
+}
diff --git a/app/lifecycle/getstarted_windows.go b/app/lifecycle/getstarted_windows.go
new file mode 100644
index 0000000..f39dc31
--- /dev/null
+++ b/app/lifecycle/getstarted_windows.go
@@ -0,0 +1,43 @@
+package lifecycle
+
+import (
+	"fmt"
+	"log/slog"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"syscall"
+)
+
+func GetStarted() error {
+	const CREATE_NEW_CONSOLE = 0x00000010
+	var err error
+	bannerScript := filepath.Join(AppDir, "ollama_welcome.ps1")
+	args := []string{
+		// TODO once we're signed, the execution policy bypass should be removed
+		"powershell", "-noexit", "-ExecutionPolicy", "Bypass", "-nologo", "-file", bannerScript,
+	}
+	args[0], err = exec.LookPath(args[0])
+	if err != nil {
+		return err
+	}
+
+	// Make sure the script actually exists
+	_, err = os.Stat(bannerScript)
+	if err != nil {
+		return fmt.Errorf("getting started banner script error %s", err)
+	}
+
+	slog.Info(fmt.Sprintf("opening getting started terminal with %v", args))
+	attrs := &os.ProcAttr{
+		Files: []*os.File{os.Stdin, os.Stdout, os.Stderr},
+		Sys:   &syscall.SysProcAttr{CreationFlags: CREATE_NEW_CONSOLE, HideWindow: false},
+	}
+	proc, err := os.StartProcess(args[0], args, attrs)
+	if err != nil {
+		return fmt.Errorf("unable to start getting started shell %w", err)
+	}
+
+	slog.Debug(fmt.Sprintf("getting started terminal PID: %d", proc.Pid))
+	return proc.Release()
+}
diff --git a/app/lifecycle/lifecycle.go b/app/lifecycle/lifecycle.go
new file mode 100644
index 0000000..c24fe64
--- /dev/null
+++ b/app/lifecycle/lifecycle.go
@@ -0,0 +1,94 @@
+package lifecycle
+
+import (
+	"context"
+	"fmt"
+	"log"
+	"log/slog"
+	"os"
+	"os/signal"
+	"syscall"
+
+	"github.com/ollama/ollama/app/store"
+	"github.com/ollama/ollama/app/tray"
+	"github.com/ollama/ollama/envconfig"
+)
+
+func Run() {
+	InitLogging()
+	slog.Info("app config", "env", envconfig.Values())
+
+	ctx, cancel := context.WithCancel(context.Background())
+	var done chan int
+
+	t, err := tray.NewTray()
+	if err != nil {
+		log.Fatalf("Failed to start: %s", err)
+	}
+	callbacks := t.GetCallbacks()
+
+	signals := make(chan os.Signal, 1)
+	signal.Notify(signals, syscall.SIGINT, syscall.SIGTERM)
+
+	go func() {
+		slog.Debug("starting callback loop")
+		for {
+			select {
+			case <-callbacks.Quit:
+				slog.Debug("quit called")
+				t.Quit()
+			case <-signals:
+				slog.Debug("shutting down due to signal")
+				t.Quit()
+			case <-callbacks.Update:
+				err := DoUpgrade(cancel, done)
+				if err != nil {
+					slog.Warn(fmt.Sprintf("upgrade attempt failed: %s", err))
+				}
+			case <-callbacks.ShowLogs:
+				ShowLogs()
+			case <-callbacks.DoFirstUse:
+				err := GetStarted()
+				if err != nil {
+					slog.Warn(fmt.Sprintf("Failed to launch getting started shell: %s", err))
+				}
+			}
+		}
+	}()
+
+	// Are we first use?
+	if !store.GetFirstTimeRun() {
+		slog.Debug("First time run")
+		err = t.DisplayFirstUseNotification()
+		if err != nil {
+			slog.Debug(fmt.Sprintf("XXX failed to display first use notification %v", err))
+		}
+		store.SetFirstTimeRun(true)
+	} else {
+		slog.Debug("Not first time, skipping first run notification")
+	}
+
+	if IsServerRunning(ctx) {
+		slog.Info("Detected another instance of ollama running, exiting")
+		os.Exit(1)
+	} else {
+		done, err = SpawnServer(ctx, CLIName)
+		if err != nil {
+			// TODO - should we retry in a backoff loop?
+			// TODO - should we pop up a warning and maybe add a menu item to view application logs?
+			slog.Error(fmt.Sprintf("Failed to spawn ollama server %s", err))
+			done = make(chan int, 1)
+			done <- 1
+		}
+	}
+
+	StartBackgroundUpdaterChecker(ctx, t.UpdateAvailable)
+
+	t.Run()
+	cancel()
+	slog.Info("Waiting for ollama server to shutdown...")
+	if done != nil {
+		<-done
+	}
+	slog.Info("Ollama app exiting")
+}
diff --git a/app/lifecycle/logging.go b/app/lifecycle/logging.go
new file mode 100644
index 0000000..22e3de1
--- /dev/null
+++ b/app/lifecycle/logging.go
@@ -0,0 +1,62 @@
+package lifecycle
+
+import (
+	"fmt"
+	"log/slog"
+	"os"
+	"strconv"
+	"strings"
+
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/logutil"
+)
+
+func InitLogging() {
+	var logFile *os.File
+	var err error
+	// Detect if we're a GUI app on windows, and if not, send logs to console
+	if os.Stderr.Fd() != 0 {
+		// Console app detected
+		logFile = os.Stderr
+		// TODO - write one-line to the app.log file saying we're running in console mode to help avoid confusion
+	} else {
+		rotateLogs(AppLogFile)
+		logFile, err = os.OpenFile(AppLogFile, os.O_APPEND|os.O_WRONLY|os.O_CREATE, 0o755)
+		if err != nil {
+			slog.Error(fmt.Sprintf("failed to create server log %v", err))
+			return
+		}
+	}
+
+	slog.SetDefault(logutil.NewLogger(logFile, envconfig.LogLevel()))
+	slog.Info("ollama app started")
+}
+
+func rotateLogs(logFile string) {
+	if _, err := os.Stat(logFile); os.IsNotExist(err) {
+		return
+	}
+	index := strings.LastIndex(logFile, ".")
+	pre := logFile[:index]
+	post := "." + logFile[index+1:]
+	for i := LogRotationCount; i > 0; i-- {
+		older := pre + "-" + strconv.Itoa(i) + post
+		newer := pre + "-" + strconv.Itoa(i-1) + post
+		if i == 1 {
+			newer = pre + post
+		}
+		if _, err := os.Stat(newer); err == nil {
+			if _, err := os.Stat(older); err == nil {
+				err := os.Remove(older)
+				if err != nil {
+					slog.Warn("Failed to remove older log", "older", older, "error", err)
+					continue
+				}
+			}
+			err := os.Rename(newer, older)
+			if err != nil {
+				slog.Warn("Failed to rotate log", "older", older, "newer", newer, "error", err)
+			}
+		}
+	}
+}
diff --git a/app/lifecycle/logging_nonwindows.go b/app/lifecycle/logging_nonwindows.go
new file mode 100644
index 0000000..205e47d
--- /dev/null
+++ b/app/lifecycle/logging_nonwindows.go
@@ -0,0 +1,9 @@
+//go:build !windows
+
+package lifecycle
+
+import "log/slog"
+
+func ShowLogs() {
+	slog.Warn("not implemented")
+}
diff --git a/app/lifecycle/logging_test.go b/app/lifecycle/logging_test.go
new file mode 100644
index 0000000..8d5cdf6
--- /dev/null
+++ b/app/lifecycle/logging_test.go
@@ -0,0 +1,44 @@
+package lifecycle
+
+import (
+	"os"
+	"path/filepath"
+	"strconv"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestRotateLogs(t *testing.T) {
+	logDir := t.TempDir()
+	logFile := filepath.Join(logDir, "testlog.log")
+
+	// No log exists
+	rotateLogs(logFile)
+
+	require.NoError(t, os.WriteFile(logFile, []byte("1"), 0o644))
+	assert.FileExists(t, logFile)
+	// First rotation
+	rotateLogs(logFile)
+	assert.FileExists(t, filepath.Join(logDir, "testlog-1.log"))
+	assert.NoFileExists(t, filepath.Join(logDir, "testlog-2.log"))
+	assert.NoFileExists(t, logFile)
+
+	// Should be a no-op without a new log
+	rotateLogs(logFile)
+	assert.FileExists(t, filepath.Join(logDir, "testlog-1.log"))
+	assert.NoFileExists(t, filepath.Join(logDir, "testlog-2.log"))
+	assert.NoFileExists(t, logFile)
+
+	for i := 2; i <= LogRotationCount+1; i++ {
+		require.NoError(t, os.WriteFile(logFile, []byte(strconv.Itoa(i)), 0o644))
+		assert.FileExists(t, logFile)
+		rotateLogs(logFile)
+		assert.NoFileExists(t, logFile)
+		for j := 1; j < i; j++ {
+			assert.FileExists(t, filepath.Join(logDir, "testlog-"+strconv.Itoa(j)+".log"))
+		}
+		assert.NoFileExists(t, filepath.Join(logDir, "testlog-"+strconv.Itoa(i+1)+".log"))
+	}
+}
diff --git a/app/lifecycle/logging_windows.go b/app/lifecycle/logging_windows.go
new file mode 100644
index 0000000..8f20337
--- /dev/null
+++ b/app/lifecycle/logging_windows.go
@@ -0,0 +1,19 @@
+package lifecycle
+
+import (
+	"fmt"
+	"log/slog"
+	"os/exec"
+	"syscall"
+)
+
+func ShowLogs() {
+	cmd_path := "c:\\Windows\\system32\\cmd.exe"
+	slog.Debug(fmt.Sprintf("viewing logs with start %s", AppDataDir))
+	cmd := exec.Command(cmd_path, "/c", "start", AppDataDir)
+	cmd.SysProcAttr = &syscall.SysProcAttr{HideWindow: false, CreationFlags: 0x08000000}
+	err := cmd.Start()
+	if err != nil {
+		slog.Error(fmt.Sprintf("Failed to open log dir: %s", err))
+	}
+}
diff --git a/app/lifecycle/paths.go b/app/lifecycle/paths.go
new file mode 100644
index 0000000..42ae826
--- /dev/null
+++ b/app/lifecycle/paths.go
@@ -0,0 +1,84 @@
+package lifecycle
+
+import (
+	"errors"
+	"fmt"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strings"
+)
+
+var (
+	AppName    = "ollama app"
+	CLIName    = "ollama"
+	AppDir     = "/opt/Ollama"
+	AppDataDir = "/opt/Ollama"
+	// TODO - should there be a distinct log dir?
+	UpdateStageDir   = "/tmp"
+	AppLogFile       = "/tmp/ollama_app.log"
+	ServerLogFile    = "/tmp/ollama.log"
+	UpgradeLogFile   = "/tmp/ollama_update.log"
+	Installer        = "OllamaSetup.exe"
+	LogRotationCount = 5
+)
+
+func init() {
+	if runtime.GOOS == "windows" {
+		AppName += ".exe"
+		CLIName += ".exe"
+		// Logs, configs, downloads go to LOCALAPPDATA
+		localAppData := os.Getenv("LOCALAPPDATA")
+		AppDataDir = filepath.Join(localAppData, "Ollama")
+		UpdateStageDir = filepath.Join(AppDataDir, "updates")
+		AppLogFile = filepath.Join(AppDataDir, "app.log")
+		ServerLogFile = filepath.Join(AppDataDir, "server.log")
+		UpgradeLogFile = filepath.Join(AppDataDir, "upgrade.log")
+
+		exe, err := os.Executable()
+		if err != nil {
+			slog.Warn("error discovering executable directory", "error", err)
+			AppDir = filepath.Join(localAppData, "Programs", "Ollama")
+		} else {
+			AppDir = filepath.Dir(exe)
+		}
+
+		// Make sure we have PATH set correctly for any spawned children
+		paths := strings.Split(os.Getenv("PATH"), ";")
+		// Start with whatever we find in the PATH/LD_LIBRARY_PATH
+		found := false
+		for _, path := range paths {
+			d, err := filepath.Abs(path)
+			if err != nil {
+				continue
+			}
+			if strings.EqualFold(AppDir, d) {
+				found = true
+			}
+		}
+		if !found {
+			paths = append(paths, AppDir)
+
+			pathVal := strings.Join(paths, ";")
+			slog.Debug("setting PATH=" + pathVal)
+			err := os.Setenv("PATH", pathVal)
+			if err != nil {
+				slog.Error(fmt.Sprintf("failed to update PATH: %s", err))
+			}
+		}
+
+		// Make sure our logging dir exists
+		_, err = os.Stat(AppDataDir)
+		if errors.Is(err, os.ErrNotExist) {
+			if err := os.MkdirAll(AppDataDir, 0o755); err != nil {
+				slog.Error(fmt.Sprintf("create ollama dir %s: %v", AppDataDir, err))
+			}
+		}
+	} else if runtime.GOOS == "darwin" {
+		// TODO
+		AppName += ".app"
+		// } else if runtime.GOOS == "linux" {
+		// TODO
+	}
+}
diff --git a/app/lifecycle/server.go b/app/lifecycle/server.go
new file mode 100644
index 0000000..f7aa202
--- /dev/null
+++ b/app/lifecycle/server.go
@@ -0,0 +1,186 @@
+package lifecycle
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"time"
+
+	"github.com/ollama/ollama/api"
+)
+
+func getCLIFullPath(command string) string {
+	var cmdPath string
+	appExe, err := os.Executable()
+	if err == nil {
+		// Check both the same location as the tray app, as well as ./bin
+		cmdPath = filepath.Join(filepath.Dir(appExe), command)
+		_, err := os.Stat(cmdPath)
+		if err == nil {
+			return cmdPath
+		}
+		cmdPath = filepath.Join(filepath.Dir(appExe), "bin", command)
+		_, err = os.Stat(cmdPath)
+		if err == nil {
+			return cmdPath
+		}
+	}
+	cmdPath, err = exec.LookPath(command)
+	if err == nil {
+		_, err := os.Stat(cmdPath)
+		if err == nil {
+			return cmdPath
+		}
+	}
+	pwd, err := os.Getwd()
+	if err == nil {
+		cmdPath = filepath.Join(pwd, command)
+		_, err = os.Stat(cmdPath)
+		if err == nil {
+			return cmdPath
+		}
+	}
+
+	return command
+}
+
+func start(ctx context.Context, command string) (*exec.Cmd, error) {
+	cmd := getCmd(ctx, getCLIFullPath(command))
+	stdout, err := cmd.StdoutPipe()
+	if err != nil {
+		return nil, fmt.Errorf("failed to spawn server stdout pipe: %w", err)
+	}
+	stderr, err := cmd.StderrPipe()
+	if err != nil {
+		return nil, fmt.Errorf("failed to spawn server stderr pipe: %w", err)
+	}
+
+	rotateLogs(ServerLogFile)
+	logFile, err := os.OpenFile(ServerLogFile, os.O_APPEND|os.O_WRONLY|os.O_CREATE, 0o755)
+	if err != nil {
+		return nil, fmt.Errorf("failed to create server log: %w", err)
+	}
+
+	logDir := filepath.Dir(ServerLogFile)
+	_, err = os.Stat(logDir)
+	if err != nil {
+		if !errors.Is(err, os.ErrNotExist) {
+			return nil, fmt.Errorf("stat ollama server log dir %s: %v", logDir, err)
+		}
+
+		if err := os.MkdirAll(logDir, 0o755); err != nil {
+			return nil, fmt.Errorf("create ollama server log dir %s: %v", logDir, err)
+		}
+	}
+
+	go func() {
+		defer logFile.Close()
+		io.Copy(logFile, stdout) //nolint:errcheck
+	}()
+	go func() {
+		defer logFile.Close()
+		io.Copy(logFile, stderr) //nolint:errcheck
+	}()
+
+	// Re-wire context done behavior to attempt a graceful shutdown of the server
+	cmd.Cancel = func() error {
+		if cmd.Process != nil {
+			err := terminate(cmd)
+			if err != nil {
+				slog.Warn("error trying to gracefully terminate server", "err", err)
+				return cmd.Process.Kill()
+			}
+
+			tick := time.NewTicker(10 * time.Millisecond)
+			defer tick.Stop()
+
+			for {
+				select {
+				case <-tick.C:
+					exited, err := isProcessExited(cmd.Process.Pid)
+					if err != nil {
+						return err
+					}
+
+					if exited {
+						return nil
+					}
+				case <-time.After(5 * time.Second):
+					slog.Warn("graceful server shutdown timeout, killing", "pid", cmd.Process.Pid)
+					return cmd.Process.Kill()
+				}
+			}
+		}
+		return nil
+	}
+
+	// run the command and wait for it to finish
+	if err := cmd.Start(); err != nil {
+		return nil, fmt.Errorf("failed to start server %w", err)
+	}
+	if cmd.Process != nil {
+		slog.Info(fmt.Sprintf("started ollama server with pid %d", cmd.Process.Pid))
+	}
+	slog.Info(fmt.Sprintf("ollama server logs %s", ServerLogFile))
+
+	return cmd, nil
+}
+
+func SpawnServer(ctx context.Context, command string) (chan int, error) {
+	done := make(chan int)
+
+	go func() {
+		// Keep the server running unless we're shuttind down the app
+		crashCount := 0
+		for {
+			slog.Info("starting server...")
+			cmd, err := start(ctx, command)
+			if err != nil {
+				crashCount++
+				slog.Error(fmt.Sprintf("failed to start server %s", err))
+				time.Sleep(500 * time.Millisecond * time.Duration(crashCount))
+				continue
+			}
+
+			cmd.Wait() //nolint:errcheck
+			var code int
+			if cmd.ProcessState != nil {
+				code = cmd.ProcessState.ExitCode()
+			}
+
+			select {
+			case <-ctx.Done():
+				slog.Info(fmt.Sprintf("server shutdown with exit code %d", code))
+				done <- code
+				return
+			default:
+				crashCount++
+				slog.Warn(fmt.Sprintf("server crash %d - exit code %d - respawning", crashCount, code))
+				time.Sleep(500 * time.Millisecond * time.Duration(crashCount))
+				break
+			}
+		}
+	}()
+
+	return done, nil
+}
+
+func IsServerRunning(ctx context.Context) bool {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		slog.Info("unable to connect to server")
+		return false
+	}
+	err = client.Heartbeat(ctx)
+	if err != nil {
+		slog.Debug(fmt.Sprintf("heartbeat from server: %s", err))
+		slog.Info("unable to connect to server")
+		return false
+	}
+	return true
+}
diff --git a/app/lifecycle/server_unix.go b/app/lifecycle/server_unix.go
new file mode 100644
index 0000000..7057391
--- /dev/null
+++ b/app/lifecycle/server_unix.go
@@ -0,0 +1,38 @@
+//go:build !windows
+
+package lifecycle
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"os"
+	"os/exec"
+	"syscall"
+)
+
+func getCmd(ctx context.Context, cmd string) *exec.Cmd {
+	return exec.CommandContext(ctx, cmd, "serve")
+}
+
+func terminate(cmd *exec.Cmd) error {
+	return cmd.Process.Signal(os.Interrupt)
+}
+
+func isProcessExited(pid int) (bool, error) {
+	proc, err := os.FindProcess(pid)
+	if err != nil {
+		return false, fmt.Errorf("failed to find process: %v", err)
+	}
+
+	err = proc.Signal(syscall.Signal(0))
+	if err != nil {
+		if errors.Is(err, os.ErrProcessDone) || errors.Is(err, syscall.ESRCH) {
+			return true, nil
+		}
+
+		return false, fmt.Errorf("error signaling process: %v", err)
+	}
+
+	return false, nil
+}
diff --git a/app/lifecycle/server_windows.go b/app/lifecycle/server_windows.go
new file mode 100644
index 0000000..5f9fe12
--- /dev/null
+++ b/app/lifecycle/server_windows.go
@@ -0,0 +1,91 @@
+package lifecycle
+
+import (
+	"context"
+	"fmt"
+	"os/exec"
+	"syscall"
+
+	"golang.org/x/sys/windows"
+)
+
+func getCmd(ctx context.Context, exePath string) *exec.Cmd {
+	cmd := exec.CommandContext(ctx, exePath, "serve")
+	cmd.SysProcAttr = &syscall.SysProcAttr{
+		HideWindow:    true,
+		CreationFlags: windows.CREATE_NEW_PROCESS_GROUP,
+	}
+
+	return cmd
+}
+
+func terminate(cmd *exec.Cmd) error {
+	dll, err := windows.LoadDLL("kernel32.dll")
+	if err != nil {
+		return err
+	}
+	//nolint:errcheck
+	defer dll.Release()
+
+	pid := cmd.Process.Pid
+
+	f, err := dll.FindProc("AttachConsole")
+	if err != nil {
+		return err
+	}
+
+	r1, _, err := f.Call(uintptr(pid))
+	if r1 == 0 && err != syscall.ERROR_ACCESS_DENIED {
+		return err
+	}
+
+	f, err = dll.FindProc("SetConsoleCtrlHandler")
+	if err != nil {
+		return err
+	}
+
+	r1, _, err = f.Call(0, 1)
+	if r1 == 0 {
+		return err
+	}
+
+	f, err = dll.FindProc("GenerateConsoleCtrlEvent")
+	if err != nil {
+		return err
+	}
+
+	r1, _, err = f.Call(windows.CTRL_BREAK_EVENT, uintptr(pid))
+	if r1 == 0 {
+		return err
+	}
+
+	r1, _, err = f.Call(windows.CTRL_C_EVENT, uintptr(pid))
+	if r1 == 0 {
+		return err
+	}
+
+	return nil
+}
+
+const STILL_ACTIVE = 259
+
+func isProcessExited(pid int) (bool, error) {
+	hProcess, err := windows.OpenProcess(windows.PROCESS_QUERY_INFORMATION, false, uint32(pid))
+	if err != nil {
+		return false, fmt.Errorf("failed to open process: %v", err)
+	}
+	//nolint:errcheck
+	defer windows.CloseHandle(hProcess)
+
+	var exitCode uint32
+	err = windows.GetExitCodeProcess(hProcess, &exitCode)
+	if err != nil {
+		return false, fmt.Errorf("failed to get exit code: %v", err)
+	}
+
+	if exitCode == STILL_ACTIVE {
+		return false, nil
+	}
+
+	return true, nil
+}
diff --git a/app/lifecycle/updater.go b/app/lifecycle/updater.go
new file mode 100644
index 0000000..4d3c7d8
--- /dev/null
+++ b/app/lifecycle/updater.go
@@ -0,0 +1,229 @@
+package lifecycle
+
+import (
+	"context"
+	"crypto/rand"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"mime"
+	"net/http"
+	"net/url"
+	"os"
+	"path"
+	"path/filepath"
+	"runtime"
+	"strconv"
+	"strings"
+	"time"
+
+	"github.com/ollama/ollama/auth"
+	"github.com/ollama/ollama/version"
+)
+
+var (
+	UpdateCheckURLBase  = "https://ollama.com/api/update"
+	UpdateDownloaded    = false
+	UpdateCheckInterval = 60 * 60 * time.Second
+)
+
+// TODO - maybe move up to the API package?
+type UpdateResponse struct {
+	UpdateURL     string `json:"url"`
+	UpdateVersion string `json:"version"`
+}
+
+func IsNewReleaseAvailable(ctx context.Context) (bool, UpdateResponse) {
+	var updateResp UpdateResponse
+
+	requestURL, err := url.Parse(UpdateCheckURLBase)
+	if err != nil {
+		return false, updateResp
+	}
+
+	query := requestURL.Query()
+	query.Add("os", runtime.GOOS)
+	query.Add("arch", runtime.GOARCH)
+	query.Add("version", version.Version)
+	query.Add("ts", strconv.FormatInt(time.Now().Unix(), 10))
+
+	nonce, err := auth.NewNonce(rand.Reader, 16)
+	if err != nil {
+		return false, updateResp
+	}
+
+	query.Add("nonce", nonce)
+	requestURL.RawQuery = query.Encode()
+
+	data := []byte(fmt.Sprintf("%s,%s", http.MethodGet, requestURL.RequestURI()))
+	signature, err := auth.Sign(ctx, data)
+	if err != nil {
+		return false, updateResp
+	}
+
+	req, err := http.NewRequestWithContext(ctx, http.MethodGet, requestURL.String(), nil)
+	if err != nil {
+		slog.Warn(fmt.Sprintf("failed to check for update: %s", err))
+		return false, updateResp
+	}
+	req.Header.Set("Authorization", signature)
+	req.Header.Set("User-Agent", fmt.Sprintf("ollama/%s (%s %s) Go/%s", version.Version, runtime.GOARCH, runtime.GOOS, runtime.Version()))
+
+	slog.Debug("checking for available update", "requestURL", requestURL)
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		slog.Warn(fmt.Sprintf("failed to check for update: %s", err))
+		return false, updateResp
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode == http.StatusNoContent {
+		slog.Debug("check update response 204 (current version is up to date)")
+		return false, updateResp
+	}
+	body, err := io.ReadAll(resp.Body)
+	if err != nil {
+		slog.Warn(fmt.Sprintf("failed to read body response: %s", err))
+	}
+
+	if resp.StatusCode != http.StatusOK {
+		slog.Info(fmt.Sprintf("check update error %d - %.96s", resp.StatusCode, string(body)))
+		return false, updateResp
+	}
+	err = json.Unmarshal(body, &updateResp)
+	if err != nil {
+		slog.Warn(fmt.Sprintf("malformed response checking for update: %s", err))
+		return false, updateResp
+	}
+	// Extract the version string from the URL in the github release artifact path
+	updateResp.UpdateVersion = path.Base(path.Dir(updateResp.UpdateURL))
+
+	slog.Info("New update available at " + updateResp.UpdateURL)
+	return true, updateResp
+}
+
+func DownloadNewRelease(ctx context.Context, updateResp UpdateResponse) error {
+	// Do a head first to check etag info
+	req, err := http.NewRequestWithContext(ctx, http.MethodHead, updateResp.UpdateURL, nil)
+	if err != nil {
+		return err
+	}
+
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		return fmt.Errorf("error checking update: %w", err)
+	}
+	if resp.StatusCode != http.StatusOK {
+		return fmt.Errorf("unexpected status attempting to download update %d", resp.StatusCode)
+	}
+	resp.Body.Close()
+	etag := strings.Trim(resp.Header.Get("etag"), "\"")
+	if etag == "" {
+		slog.Debug("no etag detected, falling back to filename based dedup")
+		etag = "_"
+	}
+	filename := Installer
+	_, params, err := mime.ParseMediaType(resp.Header.Get("content-disposition"))
+	if err == nil {
+		filename = params["filename"]
+	}
+
+	stageFilename := filepath.Join(UpdateStageDir, etag, filename)
+
+	// Check to see if we already have it downloaded
+	_, err = os.Stat(stageFilename)
+	if err == nil {
+		slog.Info("update already downloaded")
+		return nil
+	}
+
+	cleanupOldDownloads()
+
+	req.Method = http.MethodGet
+	resp, err = http.DefaultClient.Do(req)
+	if err != nil {
+		return fmt.Errorf("error checking update: %w", err)
+	}
+	defer resp.Body.Close()
+	etag = strings.Trim(resp.Header.Get("etag"), "\"")
+	if etag == "" {
+		slog.Debug("no etag detected, falling back to filename based dedup") // TODO probably can get rid of this redundant log
+		etag = "_"
+	}
+
+	stageFilename = filepath.Join(UpdateStageDir, etag, filename)
+
+	_, err = os.Stat(filepath.Dir(stageFilename))
+	if errors.Is(err, os.ErrNotExist) {
+		if err := os.MkdirAll(filepath.Dir(stageFilename), 0o755); err != nil {
+			return fmt.Errorf("create ollama dir %s: %v", filepath.Dir(stageFilename), err)
+		}
+	}
+
+	payload, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return fmt.Errorf("failed to read body response: %w", err)
+	}
+	fp, err := os.OpenFile(stageFilename, os.O_WRONLY|os.O_CREATE|os.O_TRUNC, 0o755)
+	if err != nil {
+		return fmt.Errorf("write payload %s: %w", stageFilename, err)
+	}
+	defer fp.Close()
+	if n, err := fp.Write(payload); err != nil || n != len(payload) {
+		return fmt.Errorf("write payload %s: %d vs %d -- %w", stageFilename, n, len(payload), err)
+	}
+	slog.Info("new update downloaded " + stageFilename)
+
+	UpdateDownloaded = true
+	return nil
+}
+
+func cleanupOldDownloads() {
+	files, err := os.ReadDir(UpdateStageDir)
+	if err != nil && errors.Is(err, os.ErrNotExist) {
+		// Expected behavior on first run
+		return
+	} else if err != nil {
+		slog.Warn(fmt.Sprintf("failed to list stage dir: %s", err))
+		return
+	}
+	for _, file := range files {
+		fullname := filepath.Join(UpdateStageDir, file.Name())
+		slog.Debug("cleaning up old download: " + fullname)
+		err = os.RemoveAll(fullname)
+		if err != nil {
+			slog.Warn(fmt.Sprintf("failed to cleanup stale update download %s", err))
+		}
+	}
+}
+
+func StartBackgroundUpdaterChecker(ctx context.Context, cb func(string) error) {
+	go func() {
+		// Don't blast an update message immediately after startup
+		// time.Sleep(30 * time.Second)
+		time.Sleep(3 * time.Second)
+
+		for {
+			available, resp := IsNewReleaseAvailable(ctx)
+			if available {
+				err := DownloadNewRelease(ctx, resp)
+				if err != nil {
+					slog.Error(fmt.Sprintf("failed to download new release: %s", err))
+				}
+				err = cb(resp.UpdateVersion)
+				if err != nil {
+					slog.Warn(fmt.Sprintf("failed to register update available with tray: %s", err))
+				}
+			}
+			select {
+			case <-ctx.Done():
+				slog.Debug("stopping background update checker")
+				return
+			default:
+				time.Sleep(UpdateCheckInterval)
+			}
+		}
+	}()
+}
diff --git a/app/lifecycle/updater_nonwindows.go b/app/lifecycle/updater_nonwindows.go
new file mode 100644
index 0000000..1d2dda8
--- /dev/null
+++ b/app/lifecycle/updater_nonwindows.go
@@ -0,0 +1,12 @@
+//go:build !windows
+
+package lifecycle
+
+import (
+	"context"
+	"errors"
+)
+
+func DoUpgrade(cancel context.CancelFunc, done chan int) error {
+	return errors.New("not implemented")
+}
diff --git a/app/lifecycle/updater_windows.go b/app/lifecycle/updater_windows.go
new file mode 100644
index 0000000..293dd60
--- /dev/null
+++ b/app/lifecycle/updater_windows.go
@@ -0,0 +1,74 @@
+package lifecycle
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"log/slog"
+	"os"
+	"os/exec"
+	"path/filepath"
+)
+
+func DoUpgrade(cancel context.CancelFunc, done chan int) error {
+	files, err := filepath.Glob(filepath.Join(UpdateStageDir, "*", "*.exe")) // TODO generalize for multiplatform
+	if err != nil {
+		return fmt.Errorf("failed to lookup downloads: %s", err)
+	}
+	if len(files) == 0 {
+		return errors.New("no update downloads found")
+	} else if len(files) > 1 {
+		// Shouldn't happen
+		slog.Warn(fmt.Sprintf("multiple downloads found, using first one %v", files))
+	}
+	installerExe := files[0]
+
+	slog.Info("starting upgrade with " + installerExe)
+	slog.Info("upgrade log file " + UpgradeLogFile)
+
+	// make the upgrade show progress, but non interactive
+	installArgs := []string{
+		"/CLOSEAPPLICATIONS",                    // Quit the tray app if it's still running
+		"/LOG=" + filepath.Base(UpgradeLogFile), // Only relative seems reliable, so set pwd
+		"/FORCECLOSEAPPLICATIONS",               // Force close the tray app - might be needed
+		"/SP",                                   // Skip the "This will install... Do you wish to continue" prompt
+		"/NOCANCEL",                             // Disable the ability to cancel upgrade mid-flight to avoid partially installed upgrades
+		"/SILENT",
+	}
+
+	// Safeguard in case we have requests in flight that need to drain...
+	slog.Info("Waiting for server to shutdown")
+	cancel()
+	if done != nil {
+		<-done
+	} else {
+		// Shouldn't happen
+		slog.Warn("done chan was nil, not actually waiting")
+	}
+
+	slog.Debug(fmt.Sprintf("starting installer: %s %v", installerExe, installArgs))
+	os.Chdir(filepath.Dir(UpgradeLogFile)) //nolint:errcheck
+	cmd := exec.Command(installerExe, installArgs...)
+
+	if err := cmd.Start(); err != nil {
+		return fmt.Errorf("unable to start ollama app %w", err)
+	}
+
+	if cmd.Process != nil {
+		err = cmd.Process.Release()
+		if err != nil {
+			slog.Error(fmt.Sprintf("failed to release server process: %s", err))
+		}
+	} else {
+		// TODO - some details about why it didn't start, or is this a pedantic error case?
+		return errors.New("installer process did not start")
+	}
+
+	// TODO should we linger for a moment and check to make sure it's actually running by checking the pid?
+
+	slog.Info("Installer started in background, exiting")
+
+	os.Exit(0)
+	// Not reached
+	return nil
+}
diff --git a/app/main.go b/app/main.go
new file mode 100644
index 0000000..db82979
--- /dev/null
+++ b/app/main.go
@@ -0,0 +1,12 @@
+package main
+
+// Compile with the following to get rid of the cmd pop up on windows
+// go build -ldflags="-H windowsgui" .
+
+import (
+	"github.com/ollama/ollama/app/lifecycle"
+)
+
+func main() {
+	lifecycle.Run()
+}
diff --git a/app/ollama.iss b/app/ollama.iss
new file mode 100644
index 0000000..d575fc7
--- /dev/null
+++ b/app/ollama.iss
@@ -0,0 +1,204 @@
+; Inno Setup Installer for Ollama
+;
+; To build the installer use the build script invoked from the top of the source tree
+; 
+; powershell -ExecutionPolicy Bypass -File .\scripts\build_windows.ps
+
+
+#define MyAppName "Ollama"
+#if GetEnv("PKG_VERSION") != ""
+  #define MyAppVersion GetEnv("PKG_VERSION")
+#else
+  #define MyAppVersion "0.0.0"
+#endif
+#define MyAppPublisher "Ollama"
+#define MyAppURL "https://ollama.com/"
+#define MyAppExeName "ollama app.exe"
+#define MyIcon ".\assets\app.ico"
+
+[Setup]
+; NOTE: The value of AppId uniquely identifies this application. Do not use the same AppId value in installers for other applications.
+; (To generate a new GUID, click Tools | Generate GUID inside the IDE.)
+AppId={{44E83376-CE68-45EB-8FC1-393500EB558C}
+AppName={#MyAppName}
+AppVersion={#MyAppVersion}
+VersionInfoVersion={#MyAppVersion}
+;AppVerName={#MyAppName} {#MyAppVersion}
+AppPublisher={#MyAppPublisher}
+AppPublisherURL={#MyAppURL}
+AppSupportURL={#MyAppURL}
+AppUpdatesURL={#MyAppURL}
+ArchitecturesAllowed=x64compatible arm64
+ArchitecturesInstallIn64BitMode=x64compatible arm64
+DefaultDirName={localappdata}\Programs\{#MyAppName}
+DefaultGroupName={#MyAppName}
+DisableProgramGroupPage=yes
+PrivilegesRequired=lowest
+OutputBaseFilename="OllamaSetup"
+SetupIconFile={#MyIcon}
+UninstallDisplayIcon={uninstallexe}
+Compression=lzma2
+SolidCompression=no
+WizardStyle=modern
+ChangesEnvironment=yes
+OutputDir=..\dist\
+
+; Disable logging once everything's battle tested
+; Filename will be %TEMP%\Setup Log*.txt
+SetupLogging=yes
+CloseApplications=yes
+RestartApplications=no
+RestartIfNeededByRun=no
+
+; https://jrsoftware.org/ishelp/index.php?topic=setup_wizardimagefile
+WizardSmallImageFile=.\assets\setup.bmp
+
+; Ollama requires Windows 10 22H2 or newer for proper unicode rendering
+; TODO: consider setting this to 10.0.19045
+MinVersion=10.0.10240
+
+; First release that supports WinRT UI Composition for win32 apps
+; MinVersion=10.0.17134
+; First release with XAML Islands - possible UI path forward
+; MinVersion=10.0.18362
+
+; quiet...
+DisableDirPage=yes
+DisableFinishedPage=yes
+DisableReadyMemo=yes
+DisableReadyPage=yes
+DisableStartupPrompt=yes
+DisableWelcomePage=yes
+
+; TODO - percentage can't be set less than 100, so how to make it shorter?
+; WizardSizePercent=100,80
+
+#if GetEnv("KEY_CONTAINER")
+SignTool=MySignTool
+SignedUninstaller=yes
+#endif
+
+SetupMutex=OllamaSetupMutex
+
+[Languages]
+Name: "english"; MessagesFile: "compiler:Default.isl"
+
+[LangOptions]
+DialogFontSize=12
+
+[Files]
+#if DirExists("..\dist\windows-amd64")
+Source: "..\dist\windows-amd64-app.exe"; DestDir: "{app}"; DestName: "{#MyAppExeName}" ;Check: not IsArm64();  Flags: ignoreversion 64bit
+Source: "..\dist\windows-amd64\ollama.exe"; DestDir: "{app}"; Check: not IsArm64(); Flags: ignoreversion 64bit
+Source: "..\dist\windows-amd64\lib\ollama\*"; DestDir: "{app}\lib\ollama\"; Check: not IsArm64(); Flags: ignoreversion 64bit recursesubdirs
+#endif
+
+#if DirExists("..\dist\windows-arm64")
+Source: "..\dist\windows-arm64\vc_redist.arm64.exe"; DestDir: "{tmp}"; Check: IsArm64() and vc_redist_needed(); Flags: deleteafterinstall
+Source: "..\dist\windows-arm64-app.exe"; DestDir: "{app}"; DestName: "{#MyAppExeName}" ;Check: IsArm64();  Flags: ignoreversion 64bit
+Source: "..\dist\windows-arm64\ollama.exe"; DestDir: "{app}"; Check: IsArm64(); Flags: ignoreversion 64bit
+#endif
+
+Source: "..\dist\ollama_welcome.ps1"; DestDir: "{app}"; Flags: ignoreversion
+Source: ".\assets\app.ico"; DestDir: "{app}"; Flags: ignoreversion
+
+[Icons]
+Name: "{group}\{#MyAppName}"; Filename: "{app}\{#MyAppExeName}"; IconFilename: "{app}\app.ico"
+Name: "{userstartup}\{#MyAppName}"; Filename: "{app}\{#MyAppExeName}"; IconFilename: "{app}\app.ico"
+Name: "{userprograms}\{#MyAppName}"; Filename: "{app}\{#MyAppExeName}"; IconFilename: "{app}\app.ico"
+
+[Run]
+#if DirExists("..\dist\windows-arm64")
+Filename: "{tmp}\vc_redist.arm64.exe"; Parameters: "/install /passive /norestart"; Check: IsArm64() and vc_redist_needed(); StatusMsg: "Installing VC++ Redistributables..."; Flags: waituntilterminated
+#endif
+Filename: "{cmd}"; Parameters: "/C set PATH={app};%PATH% & ""{app}\{#MyAppExeName}"""; Flags: postinstall nowait runhidden
+
+[UninstallRun]
+; Filename: "{cmd}"; Parameters: "/C ""taskkill /im ''{#MyAppExeName}'' /f /t"; Flags: runhidden
+; Filename: "{cmd}"; Parameters: "/C ""taskkill /im ollama.exe /f /t"; Flags: runhidden
+Filename: "taskkill"; Parameters: "/im ""{#MyAppExeName}"" /f /t"; Flags: runhidden
+Filename: "taskkill"; Parameters: "/im ""ollama.exe"" /f /t"; Flags: runhidden
+; HACK!  need to give the server and app enough time to exit
+; TODO - convert this to a Pascal code script so it waits until they're no longer running, then completes
+Filename: "{cmd}"; Parameters: "/c timeout 5"; Flags: runhidden
+
+[UninstallDelete]
+Type: filesandordirs; Name: "{%TEMP}\ollama*"
+Type: filesandordirs; Name: "{%LOCALAPPDATA}\Ollama"
+Type: filesandordirs; Name: "{%LOCALAPPDATA}\Programs\Ollama"
+Type: filesandordirs; Name: "{%USERPROFILE}\.ollama\models"
+Type: filesandordirs; Name: "{%USERPROFILE}\.ollama\history"
+; NOTE: if the user has a custom OLLAMA_MODELS it will be preserved
+
+[InstallDelete]
+Type: filesandordirs; Name: "{%TEMP}\ollama*"
+Type: filesandordirs; Name: "{%LOCALAPPDATA}\Programs\Ollama"
+
+[Messages]
+WizardReady=Ollama
+ReadyLabel1=%nLet's get you up and running with your own large language models.
+SetupAppRunningError=Another Ollama installer is running.%n%nPlease cancel or finish the other installer, then click OK to continue with this install, or Cancel to exit.
+
+
+;FinishedHeadingLabel=Run your first model
+;FinishedLabel=%nRun this command in a PowerShell or cmd terminal.%n%n%n    ollama run llama3.2
+;ClickFinish=%n
+
+[Registry]
+Root: HKCU; Subkey: "Environment"; \
+    ValueType: expandsz; ValueName: "Path"; ValueData: "{olddata};{app}"; \
+    Check: NeedsAddPath('{app}')
+
+[Code]
+
+function NeedsAddPath(Param: string): boolean;
+var
+  OrigPath: string;
+begin
+  if not RegQueryStringValue(HKEY_CURRENT_USER,
+    'Environment',
+    'Path', OrigPath)
+  then begin
+    Result := True;
+    exit;
+  end;
+  { look for the path with leading and trailing semicolon }
+  { Pos() returns 0 if not found }
+  Result := Pos(';' + ExpandConstant(Param) + ';', ';' + OrigPath + ';') = 0;
+end;
+
+{ --- VC Runtime libraries discovery code - Only install vc_redist if it isn't already installed ----- }
+const VCRTL_MIN_V1 = 14;
+const VCRTL_MIN_V2 = 40;
+const VCRTL_MIN_V3 = 33807;
+const VCRTL_MIN_V4 = 0;
+
+ // check if the minimum required vc redist is installed (by looking the registry)
+function vc_redist_needed (): Boolean;
+var
+  sRegKey: string;
+  v1: Cardinal;
+  v2: Cardinal;
+  v3: Cardinal;
+  v4: Cardinal;
+begin
+  sRegKey := 'SOFTWARE\WOW6432Node\Microsoft\VisualStudio\14.0\VC\Runtimes\arm64';
+  if (RegQueryDWordValue (HKEY_LOCAL_MACHINE, sRegKey, 'Major', v1)  and
+      RegQueryDWordValue (HKEY_LOCAL_MACHINE, sRegKey, 'Minor', v2) and
+      RegQueryDWordValue (HKEY_LOCAL_MACHINE, sRegKey, 'Bld', v3) and
+      RegQueryDWordValue (HKEY_LOCAL_MACHINE, sRegKey, 'RBld', v4)) then
+  begin
+    Log ('VC Redist version: ' + IntToStr (v1) +
+        '.' + IntToStr (v2) + '.' + IntToStr (v3) +
+        '.' + IntToStr (v4));
+    { Version info was found. Return true if later or equal to our
+       minimal required version RTL_MIN_Vx }
+    Result := not (
+        (v1 > VCRTL_MIN_V1) or ((v1 = VCRTL_MIN_V1) and
+         ((v2 > VCRTL_MIN_V2) or ((v2 = VCRTL_MIN_V2) and
+          ((v3 > VCRTL_MIN_V3) or ((v3 = VCRTL_MIN_V3) and
+           (v4 >= VCRTL_MIN_V4)))))));
+  end
+  else
+    Result := TRUE;
+end;
diff --git a/app/ollama.rc b/app/ollama.rc
new file mode 100644
index 0000000..acd8449
--- /dev/null
+++ b/app/ollama.rc
@@ -0,0 +1,29 @@
+#include <winver.h>
+
+VS_VERSION_INFO VERSIONINFO
+ FILEFLAGSMASK 0x3fL
+#ifdef _DEBUG
+ FILEFLAGS 0x1L
+#else
+ FILEFLAGS 0x0L
+#endif
+ FILEOS 0x40004L
+ FILETYPE 0x1L
+ FILESUBTYPE 0x0L
+BEGIN
+    BLOCK "StringFileInfo"
+    BEGIN
+        BLOCK "040904b0"
+        BEGIN
+            VALUE "FileDescription", "Ollama"
+            VALUE "InternalName", "Ollama"
+            VALUE "OriginalFilename", "ollama app.exe"
+            VALUE "ProductName", "Ollama"
+        END
+    END
+
+    BLOCK "VarFileInfo"
+    BEGIN
+        VALUE "Translation", 0x409, 1200
+    END
+END
diff --git a/app/ollama_welcome.ps1 b/app/ollama_welcome.ps1
new file mode 100644
index 0000000..e969574
--- /dev/null
+++ b/app/ollama_welcome.ps1
@@ -0,0 +1,8 @@
+# TODO - consider ANSI colors and maybe ASCII art...
+write-host ""
+write-host "Welcome to Ollama!"
+write-host ""
+write-host "Run your first model:"
+write-host ""
+write-host "`tollama run llama3.2"
+write-host ""
\ No newline at end of file
diff --git a/app/store/store.go b/app/store/store.go
new file mode 100644
index 0000000..370436c
--- /dev/null
+++ b/app/store/store.go
@@ -0,0 +1,97 @@
+package store
+
+import (
+	"encoding/json"
+	"errors"
+	"fmt"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"sync"
+
+	"github.com/google/uuid"
+)
+
+type Store struct {
+	ID           string `json:"id"`
+	FirstTimeRun bool   `json:"first-time-run"`
+}
+
+var (
+	lock  sync.Mutex
+	store Store
+)
+
+func GetID() string {
+	lock.Lock()
+	defer lock.Unlock()
+	if store.ID == "" {
+		initStore()
+	}
+	return store.ID
+}
+
+func GetFirstTimeRun() bool {
+	lock.Lock()
+	defer lock.Unlock()
+	if store.ID == "" {
+		initStore()
+	}
+	return store.FirstTimeRun
+}
+
+func SetFirstTimeRun(val bool) {
+	lock.Lock()
+	defer lock.Unlock()
+	if store.FirstTimeRun == val {
+		return
+	}
+	store.FirstTimeRun = val
+	writeStore(getStorePath())
+}
+
+// lock must be held
+func initStore() {
+	storeFile, err := os.Open(getStorePath())
+	if err == nil {
+		defer storeFile.Close()
+		err = json.NewDecoder(storeFile).Decode(&store)
+		if err == nil {
+			slog.Debug(fmt.Sprintf("loaded existing store %s - ID: %s", getStorePath(), store.ID))
+			return
+		}
+	} else if !errors.Is(err, os.ErrNotExist) {
+		slog.Debug(fmt.Sprintf("unexpected error searching for store: %s", err))
+	}
+	slog.Debug("initializing new store")
+	store.ID = uuid.NewString()
+	writeStore(getStorePath())
+}
+
+func writeStore(storeFilename string) {
+	ollamaDir := filepath.Dir(storeFilename)
+	_, err := os.Stat(ollamaDir)
+	if errors.Is(err, os.ErrNotExist) {
+		if err := os.MkdirAll(ollamaDir, 0o755); err != nil {
+			slog.Error(fmt.Sprintf("create ollama dir %s: %v", ollamaDir, err))
+			return
+		}
+	}
+	payload, err := json.Marshal(store)
+	if err != nil {
+		slog.Error(fmt.Sprintf("failed to marshal store: %s", err))
+		return
+	}
+	fp, err := os.OpenFile(storeFilename, os.O_WRONLY|os.O_CREATE|os.O_TRUNC, 0o755)
+	if err != nil {
+		slog.Error(fmt.Sprintf("write store payload %s: %v", storeFilename, err))
+		return
+	}
+	defer fp.Close()
+	if n, err := fp.Write(payload); err != nil || n != len(payload) {
+		slog.Error(fmt.Sprintf("write store payload %s: %d vs %d -- %v", storeFilename, n, len(payload), err))
+		return
+	}
+	slog.Debug("Store contents: " + string(payload))
+	slog.Info(fmt.Sprintf("wrote store: %s", storeFilename))
+}
diff --git a/app/store/store_darwin.go b/app/store/store_darwin.go
new file mode 100644
index 0000000..e53d852
--- /dev/null
+++ b/app/store/store_darwin.go
@@ -0,0 +1,13 @@
+package store
+
+import (
+	"os"
+	"path/filepath"
+)
+
+func getStorePath() string {
+	// TODO - system wide location?
+
+	home := os.Getenv("HOME")
+	return filepath.Join(home, "Library", "Application Support", "Ollama", "config.json")
+}
diff --git a/app/store/store_linux.go b/app/store/store_linux.go
new file mode 100644
index 0000000..3aac9b0
--- /dev/null
+++ b/app/store/store_linux.go
@@ -0,0 +1,16 @@
+package store
+
+import (
+	"os"
+	"path/filepath"
+)
+
+func getStorePath() string {
+	if os.Geteuid() == 0 {
+		// TODO where should we store this on linux for system-wide operation?
+		return "/etc/ollama/config.json"
+	}
+
+	home := os.Getenv("HOME")
+	return filepath.Join(home, ".ollama", "config.json")
+}
diff --git a/app/store/store_windows.go b/app/store/store_windows.go
new file mode 100644
index 0000000..ba06b82
--- /dev/null
+++ b/app/store/store_windows.go
@@ -0,0 +1,11 @@
+package store
+
+import (
+	"os"
+	"path/filepath"
+)
+
+func getStorePath() string {
+	localAppData := os.Getenv("LOCALAPPDATA")
+	return filepath.Join(localAppData, "Ollama", "config.json")
+}
diff --git a/app/tray/commontray/types.go b/app/tray/commontray/types.go
new file mode 100644
index 0000000..ed633dc
--- /dev/null
+++ b/app/tray/commontray/types.go
@@ -0,0 +1,24 @@
+package commontray
+
+var (
+	Title   = "Ollama"
+	ToolTip = "Ollama"
+
+	UpdateIconName = "tray_upgrade"
+	IconName       = "tray"
+)
+
+type Callbacks struct {
+	Quit       chan struct{}
+	Update     chan struct{}
+	DoFirstUse chan struct{}
+	ShowLogs   chan struct{}
+}
+
+type OllamaTray interface {
+	GetCallbacks() Callbacks
+	Run()
+	UpdateAvailable(ver string) error
+	DisplayFirstUseNotification() error
+	Quit()
+}
diff --git a/app/tray/tray.go b/app/tray/tray.go
new file mode 100644
index 0000000..dfa6343
--- /dev/null
+++ b/app/tray/tray.go
@@ -0,0 +1,28 @@
+package tray
+
+import (
+	"fmt"
+	"runtime"
+
+	"github.com/ollama/ollama/app/assets"
+	"github.com/ollama/ollama/app/tray/commontray"
+)
+
+func NewTray() (commontray.OllamaTray, error) {
+	extension := ".png"
+	if runtime.GOOS == "windows" {
+		extension = ".ico"
+	}
+	iconName := commontray.UpdateIconName + extension
+	updateIcon, err := assets.GetIcon(iconName)
+	if err != nil {
+		return nil, fmt.Errorf("failed to load icon %s: %w", iconName, err)
+	}
+	iconName = commontray.IconName + extension
+	icon, err := assets.GetIcon(iconName)
+	if err != nil {
+		return nil, fmt.Errorf("failed to load icon %s: %w", iconName, err)
+	}
+
+	return InitPlatformTray(icon, updateIcon)
+}
diff --git a/app/tray/tray_nonwindows.go b/app/tray/tray_nonwindows.go
new file mode 100644
index 0000000..a03d233
--- /dev/null
+++ b/app/tray/tray_nonwindows.go
@@ -0,0 +1,13 @@
+//go:build !windows
+
+package tray
+
+import (
+	"errors"
+
+	"github.com/ollama/ollama/app/tray/commontray"
+)
+
+func InitPlatformTray(icon, updateIcon []byte) (commontray.OllamaTray, error) {
+	return nil, errors.New("not implemented")
+}
diff --git a/app/tray/tray_windows.go b/app/tray/tray_windows.go
new file mode 100644
index 0000000..086fc79
--- /dev/null
+++ b/app/tray/tray_windows.go
@@ -0,0 +1,10 @@
+package tray
+
+import (
+	"github.com/ollama/ollama/app/tray/commontray"
+	"github.com/ollama/ollama/app/tray/wintray"
+)
+
+func InitPlatformTray(icon, updateIcon []byte) (commontray.OllamaTray, error) {
+	return wintray.InitTray(icon, updateIcon)
+}
diff --git a/app/tray/wintray/eventloop.go b/app/tray/wintray/eventloop.go
new file mode 100644
index 0000000..35608a4
--- /dev/null
+++ b/app/tray/wintray/eventloop.go
@@ -0,0 +1,181 @@
+//go:build windows
+
+package wintray
+
+import (
+	"fmt"
+	"log/slog"
+	"sync"
+	"unsafe"
+
+	"golang.org/x/sys/windows"
+)
+
+var quitOnce sync.Once
+
+func (t *winTray) Run() {
+	nativeLoop()
+}
+
+func nativeLoop() {
+	// Main message pump.
+	slog.Debug("starting event handling loop")
+	m := &struct {
+		WindowHandle windows.Handle
+		Message      uint32
+		Wparam       uintptr
+		Lparam       uintptr
+		Time         uint32
+		Pt           point
+		LPrivate     uint32
+	}{}
+	for {
+		ret, _, err := pGetMessage.Call(uintptr(unsafe.Pointer(m)), 0, 0, 0)
+
+		// If the function retrieves a message other than WM_QUIT, the return value is nonzero.
+		// If the function retrieves the WM_QUIT message, the return value is zero.
+		// If there is an error, the return value is -1
+		// https://msdn.microsoft.com/en-us/library/windows/desktop/ms644936(v=vs.85).aspx
+		switch int32(ret) {
+		case -1:
+			slog.Error(fmt.Sprintf("get message failure: %v", err))
+			return
+		case 0:
+			return
+		default:
+			pTranslateMessage.Call(uintptr(unsafe.Pointer(m))) //nolint:errcheck
+			pDispatchMessage.Call(uintptr(unsafe.Pointer(m)))  //nolint:errcheck
+		}
+	}
+}
+
+// WindowProc callback function that processes messages sent to a window.
+// https://msdn.microsoft.com/en-us/library/windows/desktop/ms633573(v=vs.85).aspx
+func (t *winTray) wndProc(hWnd windows.Handle, message uint32, wParam, lParam uintptr) (lResult uintptr) {
+	const (
+		WM_RBUTTONUP   = 0x0205
+		WM_LBUTTONUP   = 0x0202
+		WM_COMMAND     = 0x0111
+		WM_ENDSESSION  = 0x0016
+		WM_CLOSE       = 0x0010
+		WM_DESTROY     = 0x0002
+		WM_MOUSEMOVE   = 0x0200
+		WM_LBUTTONDOWN = 0x0201
+	)
+	switch message {
+	case WM_COMMAND:
+		menuItemId := int32(wParam)
+		// https://docs.microsoft.com/en-us/windows/win32/menurc/wm-command#menus
+		switch menuItemId {
+		case quitMenuID:
+			select {
+			case t.callbacks.Quit <- struct{}{}:
+			// should not happen but in case not listening
+			default:
+				slog.Error("no listener on Quit")
+			}
+		case updateMenuID:
+			select {
+			case t.callbacks.Update <- struct{}{}:
+			// should not happen but in case not listening
+			default:
+				slog.Error("no listener on Update")
+			}
+		case diagLogsMenuID:
+			select {
+			case t.callbacks.ShowLogs <- struct{}{}:
+			// should not happen but in case not listening
+			default:
+				slog.Error("no listener on ShowLogs")
+			}
+		default:
+			slog.Debug(fmt.Sprintf("Unexpected menu item id: %d", menuItemId))
+		}
+	case WM_CLOSE:
+		boolRet, _, err := pDestroyWindow.Call(uintptr(t.window))
+		if boolRet == 0 {
+			slog.Error(fmt.Sprintf("failed to destroy window: %s", err))
+		}
+		err = t.wcex.unregister()
+		if err != nil {
+			slog.Error(fmt.Sprintf("failed to unregister window %s", err))
+		}
+	case WM_DESTROY:
+		// same as WM_ENDSESSION, but throws 0 exit code after all
+		defer pPostQuitMessage.Call(uintptr(int32(0))) //nolint:errcheck
+		fallthrough
+	case WM_ENDSESSION:
+		t.muNID.Lock()
+		if t.nid != nil {
+			err := t.nid.delete()
+			if err != nil {
+				slog.Error(fmt.Sprintf("failed to delete nid: %s", err))
+			}
+		}
+		t.muNID.Unlock()
+	case t.wmSystrayMessage:
+		switch lParam {
+		case WM_MOUSEMOVE, WM_LBUTTONDOWN:
+			// Ignore these...
+		case WM_RBUTTONUP, WM_LBUTTONUP:
+			err := t.showMenu()
+			if err != nil {
+				slog.Error(fmt.Sprintf("failed to show menu: %s", err))
+			}
+		case 0x405: // TODO - how is this magic value derived for the notification left click
+			if t.pendingUpdate {
+				select {
+				case t.callbacks.Update <- struct{}{}:
+				// should not happen but in case not listening
+				default:
+					slog.Error("no listener on Update")
+				}
+			} else {
+				select {
+				case t.callbacks.DoFirstUse <- struct{}{}:
+				// should not happen but in case not listening
+				default:
+					slog.Error("no listener on DoFirstUse")
+				}
+			}
+		case 0x404: // Middle click or close notification
+			// slog.Debug("doing nothing on close of first time notification")
+		default:
+			// 0x402 also seems common - what is it?
+			slog.Debug(fmt.Sprintf("unmanaged app message, lParm: 0x%x", lParam))
+		}
+	case t.wmTaskbarCreated: // on explorer.exe restarts
+		t.muNID.Lock()
+		err := t.nid.add()
+		if err != nil {
+			slog.Error(fmt.Sprintf("failed to refresh the taskbar on explorer restart: %s", err))
+		}
+		t.muNID.Unlock()
+	default:
+		// Calls the default window procedure to provide default processing for any window messages that an application does not process.
+		// https://msdn.microsoft.com/en-us/library/windows/desktop/ms633572(v=vs.85).aspx
+		lResult, _, _ = pDefWindowProc.Call(
+			uintptr(hWnd),
+			uintptr(message),
+			wParam,
+			lParam,
+		)
+	}
+	return
+}
+
+func (t *winTray) Quit() {
+	quitOnce.Do(quit)
+}
+
+func quit() {
+	boolRet, _, err := pPostMessage.Call(
+		uintptr(wt.window),
+		WM_CLOSE,
+		0,
+		0,
+	)
+	if boolRet == 0 {
+		slog.Error(fmt.Sprintf("failed to post close message on shutdown %s", err))
+	}
+}
diff --git a/app/tray/wintray/menus.go b/app/tray/wintray/menus.go
new file mode 100644
index 0000000..0b13d7c
--- /dev/null
+++ b/app/tray/wintray/menus.go
@@ -0,0 +1,72 @@
+//go:build windows
+
+package wintray
+
+import (
+	"fmt"
+	"log/slog"
+	"unsafe"
+
+	"golang.org/x/sys/windows"
+)
+
+const (
+	_ = iota
+	updateAvailableMenuID
+	updateMenuID
+	separatorMenuID
+	diagLogsMenuID
+	diagSeparatorMenuID
+	quitMenuID
+)
+
+func (t *winTray) initMenus() error {
+	if err := t.addOrUpdateMenuItem(diagLogsMenuID, 0, diagLogsMenuTitle, false); err != nil {
+		return fmt.Errorf("unable to create menu entries %w\n", err)
+	}
+	if err := t.addSeparatorMenuItem(diagSeparatorMenuID, 0); err != nil {
+		return fmt.Errorf("unable to create menu entries %w", err)
+	}
+	if err := t.addOrUpdateMenuItem(quitMenuID, 0, quitMenuTitle, false); err != nil {
+		return fmt.Errorf("unable to create menu entries %w\n", err)
+	}
+	return nil
+}
+
+func (t *winTray) UpdateAvailable(ver string) error {
+	if !t.updateNotified {
+		slog.Debug("updating menu and sending notification for new update")
+		if err := t.addOrUpdateMenuItem(updateAvailableMenuID, 0, updateAvailableMenuTitle, true); err != nil {
+			return fmt.Errorf("unable to create menu entries %w", err)
+		}
+		if err := t.addOrUpdateMenuItem(updateMenuID, 0, updateMenuTitle, false); err != nil {
+			return fmt.Errorf("unable to create menu entries %w", err)
+		}
+		if err := t.addSeparatorMenuItem(separatorMenuID, 0); err != nil {
+			return fmt.Errorf("unable to create menu entries %w", err)
+		}
+		iconFilePath, err := iconBytesToFilePath(wt.updateIcon)
+		if err != nil {
+			return fmt.Errorf("unable to write icon data to temp file: %w", err)
+		}
+		if err := wt.setIcon(iconFilePath); err != nil {
+			return fmt.Errorf("unable to set icon: %w", err)
+		}
+		t.updateNotified = true
+
+		t.pendingUpdate = true
+		// Now pop up the notification
+		t.muNID.Lock()
+		defer t.muNID.Unlock()
+		copy(t.nid.InfoTitle[:], windows.StringToUTF16(updateTitle))
+		copy(t.nid.Info[:], windows.StringToUTF16(fmt.Sprintf(updateMessage, ver)))
+		t.nid.Flags |= NIF_INFO
+		t.nid.Timeout = 10
+		t.nid.Size = uint32(unsafe.Sizeof(*wt.nid))
+		err = t.nid.modify()
+		if err != nil {
+			return err
+		}
+	}
+	return nil
+}
diff --git a/app/tray/wintray/messages.go b/app/tray/wintray/messages.go
new file mode 100644
index 0000000..64a4785
--- /dev/null
+++ b/app/tray/wintray/messages.go
@@ -0,0 +1,15 @@
+//go:build windows
+
+package wintray
+
+const (
+	firstTimeTitle   = "Ollama is running"
+	firstTimeMessage = "Click here to get started"
+	updateTitle      = "Update available"
+	updateMessage    = "Ollama version %s is ready to install"
+
+	quitMenuTitle            = "Quit Ollama"
+	updateAvailableMenuTitle = "An update is available"
+	updateMenuTitle          = "Restart to update"
+	diagLogsMenuTitle        = "View logs"
+)
diff --git a/app/tray/wintray/notifyicon.go b/app/tray/wintray/notifyicon.go
new file mode 100644
index 0000000..4707166
--- /dev/null
+++ b/app/tray/wintray/notifyicon.go
@@ -0,0 +1,66 @@
+//go:build windows
+
+package wintray
+
+import (
+	"unsafe"
+
+	"golang.org/x/sys/windows"
+)
+
+// Contains information that the system needs to display notifications in the notification area.
+// Used by Shell_NotifyIcon.
+// https://msdn.microsoft.com/en-us/library/windows/desktop/bb773352(v=vs.85).aspx
+// https://msdn.microsoft.com/en-us/library/windows/desktop/bb762159
+type notifyIconData struct {
+	Size                       uint32
+	Wnd                        windows.Handle
+	ID, Flags, CallbackMessage uint32
+	Icon                       windows.Handle
+	Tip                        [128]uint16
+	State, StateMask           uint32
+	Info                       [256]uint16
+	// Timeout, Version           uint32
+	Timeout uint32
+
+	InfoTitle   [64]uint16
+	InfoFlags   uint32
+	GuidItem    windows.GUID
+	BalloonIcon windows.Handle
+}
+
+func (nid *notifyIconData) add() error {
+	const NIM_ADD = 0x00000000
+	res, _, err := pShellNotifyIcon.Call(
+		uintptr(NIM_ADD),
+		uintptr(unsafe.Pointer(nid)),
+	)
+	if res == 0 {
+		return err
+	}
+	return nil
+}
+
+func (nid *notifyIconData) modify() error {
+	const NIM_MODIFY = 0x00000001
+	res, _, err := pShellNotifyIcon.Call(
+		uintptr(NIM_MODIFY),
+		uintptr(unsafe.Pointer(nid)),
+	)
+	if res == 0 {
+		return err
+	}
+	return nil
+}
+
+func (nid *notifyIconData) delete() error {
+	const NIM_DELETE = 0x00000002
+	res, _, err := pShellNotifyIcon.Call(
+		uintptr(NIM_DELETE),
+		uintptr(unsafe.Pointer(nid)),
+	)
+	if res == 0 {
+		return err
+	}
+	return nil
+}
diff --git a/app/tray/wintray/tray.go b/app/tray/wintray/tray.go
new file mode 100644
index 0000000..19fa98e
--- /dev/null
+++ b/app/tray/wintray/tray.go
@@ -0,0 +1,488 @@
+//go:build windows
+
+package wintray
+
+import (
+	"crypto/md5"
+	"encoding/hex"
+	"fmt"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"sort"
+	"sync"
+	"syscall"
+	"unsafe"
+
+	"golang.org/x/sys/windows"
+
+	"github.com/ollama/ollama/app/tray/commontray"
+)
+
+// Helpful sources: https://github.com/golang/exp/blob/master/shiny/driver/internal/win32
+
+// Contains information about loaded resources
+type winTray struct {
+	instance,
+	icon,
+	cursor,
+	window windows.Handle
+
+	loadedImages   map[string]windows.Handle
+	muLoadedImages sync.RWMutex
+
+	// menus keeps track of the submenus keyed by the menu item ID, plus 0
+	// which corresponds to the main popup menu.
+	menus    map[uint32]windows.Handle
+	muMenus  sync.RWMutex
+	menuOf   map[uint32]windows.Handle
+	muMenuOf sync.RWMutex
+	// menuItemIcons maintains the bitmap of each menu item (if applies). It's
+	// needed to show the icon correctly when showing a previously hidden menu
+	// item again.
+	// menuItemIcons   map[uint32]windows.Handle
+	// muMenuItemIcons sync.RWMutex
+	visibleItems   map[uint32][]uint32
+	muVisibleItems sync.RWMutex
+
+	nid   *notifyIconData
+	muNID sync.RWMutex
+	wcex  *wndClassEx
+
+	wmSystrayMessage,
+	wmTaskbarCreated uint32
+
+	pendingUpdate  bool
+	updateNotified bool // Only pop up the notification once - TODO consider daily nag?
+	// Callbacks
+	callbacks  commontray.Callbacks
+	normalIcon []byte
+	updateIcon []byte
+}
+
+var wt winTray
+
+func (t *winTray) GetCallbacks() commontray.Callbacks {
+	return t.callbacks
+}
+
+func InitTray(icon, updateIcon []byte) (*winTray, error) {
+	wt.callbacks.Quit = make(chan struct{})
+	wt.callbacks.Update = make(chan struct{})
+	wt.callbacks.ShowLogs = make(chan struct{})
+	wt.callbacks.DoFirstUse = make(chan struct{})
+	wt.normalIcon = icon
+	wt.updateIcon = updateIcon
+	if err := wt.initInstance(); err != nil {
+		return nil, fmt.Errorf("Unable to init instance: %w\n", err)
+	}
+
+	if err := wt.createMenu(); err != nil {
+		return nil, fmt.Errorf("Unable to create menu: %w\n", err)
+	}
+
+	iconFilePath, err := iconBytesToFilePath(wt.normalIcon)
+	if err != nil {
+		return nil, fmt.Errorf("Unable to write icon data to temp file: %w", err)
+	}
+	if err := wt.setIcon(iconFilePath); err != nil {
+		return nil, fmt.Errorf("Unable to set icon: %w", err)
+	}
+
+	return &wt, wt.initMenus()
+}
+
+func (t *winTray) initInstance() error {
+	const (
+		className  = "OllamaClass"
+		windowName = ""
+	)
+
+	t.wmSystrayMessage = WM_USER + 1
+	t.visibleItems = make(map[uint32][]uint32)
+	t.menus = make(map[uint32]windows.Handle)
+	t.menuOf = make(map[uint32]windows.Handle)
+
+	t.loadedImages = make(map[string]windows.Handle)
+
+	taskbarEventNamePtr, _ := windows.UTF16PtrFromString("TaskbarCreated")
+	// https://msdn.microsoft.com/en-us/library/windows/desktop/ms644947
+	res, _, err := pRegisterWindowMessage.Call(
+		uintptr(unsafe.Pointer(taskbarEventNamePtr)),
+	)
+	if res == 0 { // success 0xc000-0xfff
+		return fmt.Errorf("failed to register window: %w", err)
+	}
+	t.wmTaskbarCreated = uint32(res)
+
+	instanceHandle, _, err := pGetModuleHandle.Call(0)
+	if instanceHandle == 0 {
+		return err
+	}
+	t.instance = windows.Handle(instanceHandle)
+
+	// https://msdn.microsoft.com/en-us/library/windows/desktop/ms648072(v=vs.85).aspx
+	iconHandle, _, err := pLoadIcon.Call(0, uintptr(IDI_APPLICATION))
+	if iconHandle == 0 {
+		return err
+	}
+	t.icon = windows.Handle(iconHandle)
+
+	// https://msdn.microsoft.com/en-us/library/windows/desktop/ms648391(v=vs.85).aspx
+	cursorHandle, _, err := pLoadCursor.Call(0, uintptr(IDC_ARROW))
+	if cursorHandle == 0 {
+		return err
+	}
+	t.cursor = windows.Handle(cursorHandle)
+
+	classNamePtr, err := windows.UTF16PtrFromString(className)
+	if err != nil {
+		return err
+	}
+
+	windowNamePtr, err := windows.UTF16PtrFromString(windowName)
+	if err != nil {
+		return err
+	}
+
+	t.wcex = &wndClassEx{
+		Style:      CS_HREDRAW | CS_VREDRAW,
+		WndProc:    windows.NewCallback(t.wndProc),
+		Instance:   t.instance,
+		Icon:       t.icon,
+		Cursor:     t.cursor,
+		Background: windows.Handle(6), // (COLOR_WINDOW + 1)
+		ClassName:  classNamePtr,
+		IconSm:     t.icon,
+	}
+	if err := t.wcex.register(); err != nil {
+		return err
+	}
+
+	windowHandle, _, err := pCreateWindowEx.Call(
+		uintptr(0),
+		uintptr(unsafe.Pointer(classNamePtr)),
+		uintptr(unsafe.Pointer(windowNamePtr)),
+		uintptr(WS_OVERLAPPEDWINDOW),
+		uintptr(CW_USEDEFAULT),
+		uintptr(CW_USEDEFAULT),
+		uintptr(CW_USEDEFAULT),
+		uintptr(CW_USEDEFAULT),
+		uintptr(0),
+		uintptr(0),
+		uintptr(t.instance),
+		uintptr(0),
+	)
+	if windowHandle == 0 {
+		return err
+	}
+	t.window = windows.Handle(windowHandle)
+
+	pShowWindow.Call(uintptr(t.window), uintptr(SW_HIDE)) //nolint:errcheck
+
+	boolRet, _, err := pUpdateWindow.Call(uintptr(t.window))
+	if boolRet == 0 {
+		slog.Error(fmt.Sprintf("failed to update window: %s", err))
+	}
+
+	t.muNID.Lock()
+	defer t.muNID.Unlock()
+	t.nid = &notifyIconData{
+		Wnd:             t.window,
+		ID:              100,
+		Flags:           NIF_MESSAGE,
+		CallbackMessage: t.wmSystrayMessage,
+	}
+	t.nid.Size = uint32(unsafe.Sizeof(*t.nid))
+
+	return t.nid.add()
+}
+
+func (t *winTray) createMenu() error {
+	menuHandle, _, err := pCreatePopupMenu.Call()
+	if menuHandle == 0 {
+		return err
+	}
+	t.menus[0] = windows.Handle(menuHandle)
+
+	// https://msdn.microsoft.com/en-us/library/windows/desktop/ms647575(v=vs.85).aspx
+	mi := struct {
+		Size, Mask, Style, Max uint32
+		Background             windows.Handle
+		ContextHelpID          uint32
+		MenuData               uintptr
+	}{
+		Mask: MIM_APPLYTOSUBMENUS,
+	}
+	mi.Size = uint32(unsafe.Sizeof(mi))
+
+	res, _, err := pSetMenuInfo.Call(
+		uintptr(t.menus[0]),
+		uintptr(unsafe.Pointer(&mi)),
+	)
+	if res == 0 {
+		return err
+	}
+	return nil
+}
+
+// Contains information about a menu item.
+// https://msdn.microsoft.com/en-us/library/windows/desktop/ms647578(v=vs.85).aspx
+type menuItemInfo struct {
+	Size, Mask, Type, State     uint32
+	ID                          uint32
+	SubMenu, Checked, Unchecked windows.Handle
+	ItemData                    uintptr
+	TypeData                    *uint16
+	Cch                         uint32
+	BMPItem                     windows.Handle
+}
+
+func (t *winTray) addOrUpdateMenuItem(menuItemId uint32, parentId uint32, title string, disabled bool) error {
+	titlePtr, err := windows.UTF16PtrFromString(title)
+	if err != nil {
+		return err
+	}
+
+	mi := menuItemInfo{
+		Mask:     MIIM_FTYPE | MIIM_STRING | MIIM_ID | MIIM_STATE,
+		Type:     MFT_STRING,
+		ID:       menuItemId,
+		TypeData: titlePtr,
+		Cch:      uint32(len(title)),
+	}
+	mi.Size = uint32(unsafe.Sizeof(mi))
+	if disabled {
+		mi.State |= MFS_DISABLED
+	}
+
+	var res uintptr
+	t.muMenus.RLock()
+	menu := t.menus[parentId]
+	t.muMenus.RUnlock()
+	if t.getVisibleItemIndex(parentId, menuItemId) != -1 {
+		// We set the menu item info based on the menuID
+		boolRet, _, err := pSetMenuItemInfo.Call(
+			uintptr(menu),
+			uintptr(menuItemId),
+			0,
+			uintptr(unsafe.Pointer(&mi)),
+		)
+		if boolRet == 0 {
+			return fmt.Errorf("failed to set menu item: %w", err)
+		}
+	}
+
+	if res == 0 {
+		// Menu item does not already exist, create it
+		t.muMenus.RLock()
+		submenu, exists := t.menus[menuItemId]
+		t.muMenus.RUnlock()
+		if exists {
+			mi.Mask |= MIIM_SUBMENU
+			mi.SubMenu = submenu
+		}
+		t.addToVisibleItems(parentId, menuItemId)
+		position := t.getVisibleItemIndex(parentId, menuItemId)
+		res, _, err = pInsertMenuItem.Call(
+			uintptr(menu),
+			uintptr(position),
+			1,
+			uintptr(unsafe.Pointer(&mi)),
+		)
+		if res == 0 {
+			t.delFromVisibleItems(parentId, menuItemId)
+			return err
+		}
+		t.muMenuOf.Lock()
+		t.menuOf[menuItemId] = menu
+		t.muMenuOf.Unlock()
+	}
+
+	return nil
+}
+
+func (t *winTray) addSeparatorMenuItem(menuItemId, parentId uint32) error {
+	mi := menuItemInfo{
+		Mask: MIIM_FTYPE | MIIM_ID | MIIM_STATE,
+		Type: MFT_SEPARATOR,
+		ID:   menuItemId,
+	}
+
+	mi.Size = uint32(unsafe.Sizeof(mi))
+
+	t.addToVisibleItems(parentId, menuItemId)
+	position := t.getVisibleItemIndex(parentId, menuItemId)
+	t.muMenus.RLock()
+	menu := uintptr(t.menus[parentId])
+	t.muMenus.RUnlock()
+	res, _, err := pInsertMenuItem.Call(
+		menu,
+		uintptr(position),
+		1,
+		uintptr(unsafe.Pointer(&mi)),
+	)
+	if res == 0 {
+		return err
+	}
+
+	return nil
+}
+
+// func (t *winTray) hideMenuItem(menuItemId, parentId uint32) error {
+// 	const ERROR_SUCCESS syscall.Errno = 0
+
+// 	t.muMenus.RLock()
+// 	menu := uintptr(t.menus[parentId])
+// 	t.muMenus.RUnlock()
+// 	res, _, err := pRemoveMenu.Call(
+// 		menu,
+// 		uintptr(menuItemId),
+// 		MF_BYCOMMAND,
+// 	)
+// 	if res == 0 && err.(syscall.Errno) != ERROR_SUCCESS {
+// 		return err
+// 	}
+// 	t.delFromVisibleItems(parentId, menuItemId)
+
+// 	return nil
+// }
+
+func (t *winTray) showMenu() error {
+	p := point{}
+	boolRet, _, err := pGetCursorPos.Call(uintptr(unsafe.Pointer(&p)))
+	if boolRet == 0 {
+		return err
+	}
+	boolRet, _, err = pSetForegroundWindow.Call(uintptr(t.window))
+	if boolRet == 0 {
+		slog.Warn(fmt.Sprintf("failed to bring menu to foreground: %s", err))
+	}
+
+	boolRet, _, err = pTrackPopupMenu.Call(
+		uintptr(t.menus[0]),
+		TPM_BOTTOMALIGN|TPM_LEFTALIGN|TPM_RIGHTBUTTON,
+		uintptr(p.X),
+		uintptr(p.Y),
+		0,
+		uintptr(t.window),
+		0,
+	)
+	if boolRet == 0 {
+		return err
+	}
+
+	return nil
+}
+
+func (t *winTray) delFromVisibleItems(parent, val uint32) {
+	t.muVisibleItems.Lock()
+	defer t.muVisibleItems.Unlock()
+	visibleItems := t.visibleItems[parent]
+	for i, itemval := range visibleItems {
+		if val == itemval {
+			t.visibleItems[parent] = append(visibleItems[:i], visibleItems[i+1:]...)
+			break
+		}
+	}
+}
+
+func (t *winTray) addToVisibleItems(parent, val uint32) {
+	t.muVisibleItems.Lock()
+	defer t.muVisibleItems.Unlock()
+	if visibleItems, exists := t.visibleItems[parent]; !exists {
+		t.visibleItems[parent] = []uint32{val}
+	} else {
+		newvisible := append(visibleItems, val)
+		sort.Slice(newvisible, func(i, j int) bool { return newvisible[i] < newvisible[j] })
+		t.visibleItems[parent] = newvisible
+	}
+}
+
+func (t *winTray) getVisibleItemIndex(parent, val uint32) int {
+	t.muVisibleItems.RLock()
+	defer t.muVisibleItems.RUnlock()
+	for i, itemval := range t.visibleItems[parent] {
+		if val == itemval {
+			return i
+		}
+	}
+	return -1
+}
+
+func iconBytesToFilePath(iconBytes []byte) (string, error) {
+	bh := md5.Sum(iconBytes)
+	dataHash := hex.EncodeToString(bh[:])
+	iconFilePath := filepath.Join(os.TempDir(), "ollama_temp_icon_"+dataHash)
+
+	if _, err := os.Stat(iconFilePath); os.IsNotExist(err) {
+		if err := os.WriteFile(iconFilePath, iconBytes, 0o644); err != nil {
+			return "", err
+		}
+	}
+	return iconFilePath, nil
+}
+
+// Loads an image from file and shows it in tray.
+// Shell_NotifyIcon: https://msdn.microsoft.com/en-us/library/windows/desktop/bb762159(v=vs.85).aspx
+func (t *winTray) setIcon(src string) error {
+	h, err := t.loadIconFrom(src)
+	if err != nil {
+		return err
+	}
+
+	t.muNID.Lock()
+	defer t.muNID.Unlock()
+	t.nid.Icon = h
+	t.nid.Flags |= NIF_ICON | NIF_TIP
+	if toolTipUTF16, err := syscall.UTF16FromString(commontray.ToolTip); err == nil {
+		copy(t.nid.Tip[:], toolTipUTF16)
+	} else {
+		return err
+	}
+	t.nid.Size = uint32(unsafe.Sizeof(*t.nid))
+
+	return t.nid.modify()
+}
+
+// Loads an image from file to be shown in tray or menu item.
+// LoadImage: https://msdn.microsoft.com/en-us/library/windows/desktop/ms648045(v=vs.85).aspx
+func (t *winTray) loadIconFrom(src string) (windows.Handle, error) {
+	// Save and reuse handles of loaded images
+	t.muLoadedImages.RLock()
+	h, ok := t.loadedImages[src]
+	t.muLoadedImages.RUnlock()
+	if !ok {
+		srcPtr, err := windows.UTF16PtrFromString(src)
+		if err != nil {
+			return 0, err
+		}
+		res, _, err := pLoadImage.Call(
+			0,
+			uintptr(unsafe.Pointer(srcPtr)),
+			IMAGE_ICON,
+			0,
+			0,
+			LR_LOADFROMFILE|LR_DEFAULTSIZE,
+		)
+		if res == 0 {
+			return 0, err
+		}
+		h = windows.Handle(res)
+		t.muLoadedImages.Lock()
+		t.loadedImages[src] = h
+		t.muLoadedImages.Unlock()
+	}
+	return h, nil
+}
+
+func (t *winTray) DisplayFirstUseNotification() error {
+	t.muNID.Lock()
+	defer t.muNID.Unlock()
+	copy(t.nid.InfoTitle[:], windows.StringToUTF16(firstTimeTitle))
+	copy(t.nid.Info[:], windows.StringToUTF16(firstTimeMessage))
+	t.nid.Flags |= NIF_INFO
+	t.nid.Size = uint32(unsafe.Sizeof(*wt.nid))
+
+	return t.nid.modify()
+}
diff --git a/app/tray/wintray/w32api.go b/app/tray/wintray/w32api.go
new file mode 100644
index 0000000..d23bfd9
--- /dev/null
+++ b/app/tray/wintray/w32api.go
@@ -0,0 +1,91 @@
+//go:build windows
+
+package wintray
+
+import (
+	"runtime"
+
+	"golang.org/x/sys/windows"
+)
+
+var (
+	k32 = windows.NewLazySystemDLL("Kernel32.dll")
+	u32 = windows.NewLazySystemDLL("User32.dll")
+	s32 = windows.NewLazySystemDLL("Shell32.dll")
+
+	pCreatePopupMenu       = u32.NewProc("CreatePopupMenu")
+	pCreateWindowEx        = u32.NewProc("CreateWindowExW")
+	pDefWindowProc         = u32.NewProc("DefWindowProcW")
+	pDestroyWindow         = u32.NewProc("DestroyWindow")
+	pDispatchMessage       = u32.NewProc("DispatchMessageW")
+	pGetCursorPos          = u32.NewProc("GetCursorPos")
+	pGetMessage            = u32.NewProc("GetMessageW")
+	pGetModuleHandle       = k32.NewProc("GetModuleHandleW")
+	pInsertMenuItem        = u32.NewProc("InsertMenuItemW")
+	pLoadCursor            = u32.NewProc("LoadCursorW")
+	pLoadIcon              = u32.NewProc("LoadIconW")
+	pLoadImage             = u32.NewProc("LoadImageW")
+	pPostMessage           = u32.NewProc("PostMessageW")
+	pPostQuitMessage       = u32.NewProc("PostQuitMessage")
+	pRegisterClass         = u32.NewProc("RegisterClassExW")
+	pRegisterWindowMessage = u32.NewProc("RegisterWindowMessageW")
+	pSetForegroundWindow   = u32.NewProc("SetForegroundWindow")
+	pSetMenuInfo           = u32.NewProc("SetMenuInfo")
+	pSetMenuItemInfo       = u32.NewProc("SetMenuItemInfoW")
+	pShellNotifyIcon       = s32.NewProc("Shell_NotifyIconW")
+	pShowWindow            = u32.NewProc("ShowWindow")
+	pTrackPopupMenu        = u32.NewProc("TrackPopupMenu")
+	pTranslateMessage      = u32.NewProc("TranslateMessage")
+	pUnregisterClass       = u32.NewProc("UnregisterClassW")
+	pUpdateWindow          = u32.NewProc("UpdateWindow")
+)
+
+const (
+	CS_HREDRAW          = 0x0002
+	CS_VREDRAW          = 0x0001
+	CW_USEDEFAULT       = 0x80000000
+	IDC_ARROW           = 32512 // Standard arrow
+	IDI_APPLICATION     = 32512
+	IMAGE_ICON          = 1          // Loads an icon
+	LR_DEFAULTSIZE      = 0x00000040 // Loads default-size icon for windows(SM_CXICON x SM_CYICON) if cx, cy are set to zero
+	LR_LOADFROMFILE     = 0x00000010 // Loads the stand-alone image from the file
+	MF_BYCOMMAND        = 0x00000000
+	MFS_DISABLED        = 0x00000003
+	MFT_SEPARATOR       = 0x00000800
+	MFT_STRING          = 0x00000000
+	MIIM_BITMAP         = 0x00000080
+	MIIM_FTYPE          = 0x00000100
+	MIIM_ID             = 0x00000002
+	MIIM_STATE          = 0x00000001
+	MIIM_STRING         = 0x00000040
+	MIIM_SUBMENU        = 0x00000004
+	MIM_APPLYTOSUBMENUS = 0x80000000
+	NIF_ICON            = 0x00000002
+	NIF_TIP             = 0x00000004
+	NIF_INFO            = 0x00000010
+	NIF_MESSAGE         = 0x00000001
+	SW_HIDE             = 0
+	TPM_BOTTOMALIGN     = 0x0020
+	TPM_LEFTALIGN       = 0x0000
+	TPM_RIGHTBUTTON     = 0x0002
+	WM_CLOSE            = 0x0010
+	WM_USER             = 0x0400
+	WS_CAPTION          = 0x00C00000
+	WS_MAXIMIZEBOX      = 0x00010000
+	WS_MINIMIZEBOX      = 0x00020000
+	WS_OVERLAPPED       = 0x00000000
+	WS_OVERLAPPEDWINDOW = WS_OVERLAPPED | WS_CAPTION | WS_SYSMENU | WS_THICKFRAME | WS_MINIMIZEBOX | WS_MAXIMIZEBOX
+	WS_SYSMENU          = 0x00080000
+	WS_THICKFRAME       = 0x00040000
+)
+
+// Not sure if this is actually needed on windows
+func init() {
+	runtime.LockOSThread()
+}
+
+// The POINT structure defines the x- and y- coordinates of a point.
+// https://msdn.microsoft.com/en-us/library/windows/desktop/dd162805(v=vs.85).aspx
+type point struct {
+	X, Y int32
+}
diff --git a/app/tray/wintray/winclass.go b/app/tray/wintray/winclass.go
new file mode 100644
index 0000000..9ce71d0
--- /dev/null
+++ b/app/tray/wintray/winclass.go
@@ -0,0 +1,45 @@
+//go:build windows
+
+package wintray
+
+import (
+	"unsafe"
+
+	"golang.org/x/sys/windows"
+)
+
+// Contains window class information.
+// It is used with the RegisterClassEx and GetClassInfoEx functions.
+// https://msdn.microsoft.com/en-us/library/ms633577.aspx
+type wndClassEx struct {
+	Size, Style                        uint32
+	WndProc                            uintptr
+	ClsExtra, WndExtra                 int32
+	Instance, Icon, Cursor, Background windows.Handle
+	MenuName, ClassName                *uint16
+	IconSm                             windows.Handle
+}
+
+// Registers a window class for subsequent use in calls to the CreateWindow or CreateWindowEx function.
+// https://msdn.microsoft.com/en-us/library/ms633587.aspx
+func (w *wndClassEx) register() error {
+	w.Size = uint32(unsafe.Sizeof(*w))
+	res, _, err := pRegisterClass.Call(uintptr(unsafe.Pointer(w)))
+	if res == 0 {
+		return err
+	}
+	return nil
+}
+
+// Unregisters a window class, freeing the memory required for the class.
+// https://msdn.microsoft.com/en-us/library/ms644899.aspx
+func (w *wndClassEx) unregister() error {
+	res, _, err := pUnregisterClass.Call(
+		uintptr(unsafe.Pointer(w.ClassName)),
+		uintptr(w.Instance),
+	)
+	if res == 0 {
+		return err
+	}
+	return nil
+}
diff --git a/auth/auth.go b/auth/auth.go
new file mode 100644
index 0000000..e1d8541
--- /dev/null
+++ b/auth/auth.go
@@ -0,0 +1,92 @@
+package auth
+
+import (
+	"bytes"
+	"context"
+	"crypto/rand"
+	"encoding/base64"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"strings"
+
+	"golang.org/x/crypto/ssh"
+)
+
+const defaultPrivateKey = "id_ed25519"
+
+func keyPath() (string, error) {
+	home, err := os.UserHomeDir()
+	if err != nil {
+		return "", err
+	}
+
+	return filepath.Join(home, ".ollama", defaultPrivateKey), nil
+}
+
+func GetPublicKey() (string, error) {
+	keyPath, err := keyPath()
+	if err != nil {
+		return "", err
+	}
+
+	privateKeyFile, err := os.ReadFile(keyPath)
+	if err != nil {
+		slog.Info(fmt.Sprintf("Failed to load private key: %v", err))
+		return "", err
+	}
+
+	privateKey, err := ssh.ParsePrivateKey(privateKeyFile)
+	if err != nil {
+		return "", err
+	}
+
+	publicKey := ssh.MarshalAuthorizedKey(privateKey.PublicKey())
+
+	return strings.TrimSpace(string(publicKey)), nil
+}
+
+func NewNonce(r io.Reader, length int) (string, error) {
+	nonce := make([]byte, length)
+	if _, err := io.ReadFull(r, nonce); err != nil {
+		return "", err
+	}
+
+	return base64.RawURLEncoding.EncodeToString(nonce), nil
+}
+
+func Sign(ctx context.Context, bts []byte) (string, error) {
+	keyPath, err := keyPath()
+	if err != nil {
+		return "", err
+	}
+
+	privateKeyFile, err := os.ReadFile(keyPath)
+	if err != nil {
+		slog.Info(fmt.Sprintf("Failed to load private key: %v", err))
+		return "", err
+	}
+
+	privateKey, err := ssh.ParsePrivateKey(privateKeyFile)
+	if err != nil {
+		return "", err
+	}
+
+	// get the pubkey, but remove the type
+	publicKey := ssh.MarshalAuthorizedKey(privateKey.PublicKey())
+	parts := bytes.Split(publicKey, []byte(" "))
+	if len(parts) < 2 {
+		return "", errors.New("malformed public key")
+	}
+
+	signedData, err := privateKey.Sign(rand.Reader, bts)
+	if err != nil {
+		return "", err
+	}
+
+	// signature is <pubkey>:<signature>
+	return fmt.Sprintf("%s:%s", bytes.TrimSpace(parts[1]), base64.StdEncoding.EncodeToString(signedData.Blob)), nil
+}
diff --git a/benchmark/server_benchmark_test.go b/benchmark/server_benchmark_test.go
new file mode 100644
index 0000000..4a3c46c
--- /dev/null
+++ b/benchmark/server_benchmark_test.go
@@ -0,0 +1,178 @@
+package benchmark
+
+import (
+	"context"
+	"flag"
+	"fmt"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+)
+
+// Command line flags
+var modelFlag string
+
+func init() {
+	flag.StringVar(&modelFlag, "m", "", "Name of the model to benchmark")
+	flag.Lookup("m").DefValue = "model"
+}
+
+// modelName returns the model name from flags, failing the test if not set
+func modelName(b *testing.B) string {
+	if modelFlag == "" {
+		b.Fatal("Error: -m flag is required for benchmark tests")
+	}
+	return modelFlag
+}
+
+type TestCase struct {
+	name      string
+	prompt    string
+	maxTokens int
+}
+
+// runGenerateBenchmark contains the common generate and metrics logic
+func runGenerateBenchmark(b *testing.B, ctx context.Context, client *api.Client, req *api.GenerateRequest) {
+	start := time.Now()
+	var ttft time.Duration
+	var metrics api.Metrics
+
+	err := client.Generate(ctx, req, func(resp api.GenerateResponse) error {
+		if ttft == 0 && resp.Response != "" {
+			ttft = time.Since(start)
+		}
+		if resp.Done {
+			metrics = resp.Metrics
+		}
+		return nil
+	})
+
+	// Report custom metrics as part of the benchmark results
+	b.ReportMetric(float64(ttft.Milliseconds()), "ttft_ms")
+	b.ReportMetric(float64(metrics.LoadDuration.Milliseconds()), "load_ms")
+
+	// Token throughput metrics
+	promptThroughput := float64(metrics.PromptEvalCount) / metrics.PromptEvalDuration.Seconds()
+	genThroughput := float64(metrics.EvalCount) / metrics.EvalDuration.Seconds()
+	b.ReportMetric(promptThroughput, "prompt_tok/s")
+	b.ReportMetric(genThroughput, "gen_tok/s")
+
+	// Token counts
+	b.ReportMetric(float64(metrics.PromptEvalCount), "prompt_tokens")
+	b.ReportMetric(float64(metrics.EvalCount), "gen_tokens")
+	if err != nil {
+		b.Fatal(err)
+	}
+}
+
+// BenchmarkColdStart runs benchmarks with model loading from cold state
+func BenchmarkColdStart(b *testing.B) {
+	client := setup(b)
+	tests := []TestCase{
+		{"short_prompt", "Write a long story", 100},
+		{"medium_prompt", "Write a detailed economic analysis", 500},
+		{"long_prompt", "Write a comprehensive AI research paper", 1000},
+	}
+	m := modelName(b)
+
+	for _, tt := range tests {
+		b.Run(fmt.Sprintf("%s/cold/%s", m, tt.name), func(b *testing.B) {
+			ctx := b.Context()
+
+			// Set number of tokens as our throughput metric
+			b.SetBytes(int64(tt.maxTokens))
+
+			for b.Loop() {
+				b.StopTimer()
+				// Ensure model is unloaded before each iteration
+				unload(client, m, b)
+				b.StartTimer()
+
+				req := &api.GenerateRequest{
+					Model:   m,
+					Prompt:  tt.prompt,
+					Options: map[string]any{"num_predict": tt.maxTokens, "temperature": 0.1},
+				}
+
+				runGenerateBenchmark(b, ctx, client, req)
+			}
+		})
+	}
+}
+
+// BenchmarkWarmStart runs benchmarks with pre-loaded model
+func BenchmarkWarmStart(b *testing.B) {
+	client := setup(b)
+	tests := []TestCase{
+		{"short_prompt", "Write a long story", 100},
+		{"medium_prompt", "Write a detailed economic analysis", 500},
+		{"long_prompt", "Write a comprehensive AI research paper", 1000},
+	}
+	m := modelName(b)
+
+	for _, tt := range tests {
+		b.Run(fmt.Sprintf("%s/warm/%s", m, tt.name), func(b *testing.B) {
+			ctx := b.Context()
+
+			// Pre-warm the model
+			warmup(client, m, tt.prompt, b)
+
+			// Set number of tokens as our throughput metric
+			b.SetBytes(int64(tt.maxTokens))
+
+			for b.Loop() {
+				req := &api.GenerateRequest{
+					Model:   m,
+					Prompt:  tt.prompt,
+					Options: map[string]any{"num_predict": tt.maxTokens, "temperature": 0.1},
+				}
+
+				runGenerateBenchmark(b, ctx, client, req)
+			}
+		})
+	}
+}
+
+// setup verifies server and model availability
+func setup(b *testing.B) *api.Client {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		b.Fatal(err)
+	}
+	if _, err := client.Show(b.Context(), &api.ShowRequest{Model: modelName(b)}); err != nil {
+		b.Fatalf("Model unavailable: %v", err)
+	}
+
+	return client
+}
+
+// warmup ensures the model is loaded and warmed up
+func warmup(client *api.Client, model string, prompt string, b *testing.B) {
+	for range 3 {
+		err := client.Generate(
+			context.Background(),
+			&api.GenerateRequest{
+				Model:   model,
+				Prompt:  prompt,
+				Options: map[string]any{"num_predict": 50, "temperature": 0.1},
+			},
+			func(api.GenerateResponse) error { return nil },
+		)
+		if err != nil {
+			b.Logf("Error during model warm-up: %v", err)
+		}
+	}
+}
+
+// unload forces model unloading using KeepAlive: 0 parameter
+func unload(client *api.Client, model string, b *testing.B) {
+	req := &api.GenerateRequest{
+		Model:     model,
+		KeepAlive: &api.Duration{Duration: 0},
+	}
+	if err := client.Generate(context.Background(), req, func(api.GenerateResponse) error { return nil }); err != nil {
+		b.Logf("Unload error: %v", err)
+	}
+	time.Sleep(1 * time.Second)
+}
diff --git a/cmd/cmd.go b/cmd/cmd.go
new file mode 100644
index 0000000..ad4be7f
--- /dev/null
+++ b/cmd/cmd.go
@@ -0,0 +1,1490 @@
+package cmd
+
+import (
+	"bufio"
+	"context"
+	"crypto/ed25519"
+	"crypto/rand"
+	"encoding/json"
+	"encoding/pem"
+	"errors"
+	"fmt"
+	"io"
+	"log"
+	"math"
+	"net"
+	"net/http"
+	"os"
+	"os/signal"
+	"path/filepath"
+	"runtime"
+	"slices"
+	"sort"
+	"strconv"
+	"strings"
+	"sync/atomic"
+	"syscall"
+	"time"
+
+	"github.com/containerd/console"
+	"github.com/mattn/go-runewidth"
+	"github.com/olekukonko/tablewriter"
+	"github.com/spf13/cobra"
+	"golang.org/x/crypto/ssh"
+	"golang.org/x/sync/errgroup"
+	"golang.org/x/term"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/format"
+	"github.com/ollama/ollama/parser"
+	"github.com/ollama/ollama/progress"
+	"github.com/ollama/ollama/runner"
+	"github.com/ollama/ollama/server"
+	"github.com/ollama/ollama/types/model"
+	"github.com/ollama/ollama/types/syncmap"
+	"github.com/ollama/ollama/version"
+)
+
+var errModelfileNotFound = errors.New("specified Modelfile wasn't found")
+
+func getModelfileName(cmd *cobra.Command) (string, error) {
+	filename, _ := cmd.Flags().GetString("file")
+
+	if filename == "" {
+		filename = "Modelfile"
+	}
+
+	absName, err := filepath.Abs(filename)
+	if err != nil {
+		return "", err
+	}
+
+	_, err = os.Stat(absName)
+	if err != nil {
+		return "", err
+	}
+
+	return absName, nil
+}
+
+func CreateHandler(cmd *cobra.Command, args []string) error {
+	p := progress.NewProgress(os.Stderr)
+	defer p.Stop()
+
+	var reader io.Reader
+
+	filename, err := getModelfileName(cmd)
+	if os.IsNotExist(err) {
+		if filename == "" {
+			reader = strings.NewReader("FROM .\n")
+		} else {
+			return errModelfileNotFound
+		}
+	} else if err != nil {
+		return err
+	} else {
+		f, err := os.Open(filename)
+		if err != nil {
+			return err
+		}
+
+		reader = f
+		defer f.Close()
+	}
+
+	modelfile, err := parser.ParseFile(reader)
+	if err != nil {
+		return err
+	}
+
+	status := "gathering model components"
+	spinner := progress.NewSpinner(status)
+	p.Add(status, spinner)
+
+	req, err := modelfile.CreateRequest(filepath.Dir(filename))
+	if err != nil {
+		return err
+	}
+	spinner.Stop()
+
+	req.Model = args[0]
+	quantize, _ := cmd.Flags().GetString("quantize")
+	if quantize != "" {
+		req.Quantize = quantize
+	}
+
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	var g errgroup.Group
+	g.SetLimit(max(runtime.GOMAXPROCS(0)-1, 1))
+
+	files := syncmap.NewSyncMap[string, string]()
+	for f, digest := range req.Files {
+		g.Go(func() error {
+			if _, err := createBlob(cmd, client, f, digest, p); err != nil {
+				return err
+			}
+
+			// TODO: this is incorrect since the file might be in a subdirectory
+			//       instead this should take the path relative to the model directory
+			//       but the current implementation does not allow this
+			files.Store(filepath.Base(f), digest)
+			return nil
+		})
+	}
+
+	adapters := syncmap.NewSyncMap[string, string]()
+	for f, digest := range req.Adapters {
+		g.Go(func() error {
+			if _, err := createBlob(cmd, client, f, digest, p); err != nil {
+				return err
+			}
+
+			// TODO: same here
+			adapters.Store(filepath.Base(f), digest)
+			return nil
+		})
+	}
+
+	if err := g.Wait(); err != nil {
+		return err
+	}
+
+	req.Files = files.Items()
+	req.Adapters = adapters.Items()
+
+	bars := make(map[string]*progress.Bar)
+	fn := func(resp api.ProgressResponse) error {
+		if resp.Digest != "" {
+			bar, ok := bars[resp.Digest]
+			if !ok {
+				msg := resp.Status
+				if msg == "" {
+					msg = fmt.Sprintf("pulling %s...", resp.Digest[7:19])
+				}
+				bar = progress.NewBar(msg, resp.Total, resp.Completed)
+				bars[resp.Digest] = bar
+				p.Add(resp.Digest, bar)
+			}
+
+			bar.Set(resp.Completed)
+		} else if status != resp.Status {
+			spinner.Stop()
+
+			status = resp.Status
+			spinner = progress.NewSpinner(status)
+			p.Add(status, spinner)
+		}
+
+		return nil
+	}
+
+	if err := client.Create(cmd.Context(), req, fn); err != nil {
+		if strings.Contains(err.Error(), "path or Modelfile are required") {
+			return fmt.Errorf("the ollama server must be updated to use `ollama create` with this client")
+		}
+		return err
+	}
+
+	return nil
+}
+
+func createBlob(cmd *cobra.Command, client *api.Client, path string, digest string, p *progress.Progress) (string, error) {
+	realPath, err := filepath.EvalSymlinks(path)
+	if err != nil {
+		return "", err
+	}
+
+	bin, err := os.Open(realPath)
+	if err != nil {
+		return "", err
+	}
+	defer bin.Close()
+
+	// Get file info to retrieve the size
+	fileInfo, err := bin.Stat()
+	if err != nil {
+		return "", err
+	}
+	fileSize := fileInfo.Size()
+
+	var pw progressWriter
+	status := fmt.Sprintf("copying file %s 0%%", digest)
+	spinner := progress.NewSpinner(status)
+	p.Add(status, spinner)
+	defer spinner.Stop()
+
+	done := make(chan struct{})
+	defer close(done)
+
+	go func() {
+		ticker := time.NewTicker(60 * time.Millisecond)
+		defer ticker.Stop()
+		for {
+			select {
+			case <-ticker.C:
+				spinner.SetMessage(fmt.Sprintf("copying file %s %d%%", digest, int(100*pw.n.Load()/fileSize)))
+			case <-done:
+				spinner.SetMessage(fmt.Sprintf("copying file %s 100%%", digest))
+				return
+			}
+		}
+	}()
+
+	if err := client.CreateBlob(cmd.Context(), digest, io.TeeReader(bin, &pw)); err != nil {
+		return "", err
+	}
+	return digest, nil
+}
+
+type progressWriter struct {
+	n atomic.Int64
+}
+
+func (w *progressWriter) Write(p []byte) (n int, err error) {
+	w.n.Add(int64(len(p)))
+	return len(p), nil
+}
+
+func loadOrUnloadModel(cmd *cobra.Command, opts *runOptions) error {
+	p := progress.NewProgress(os.Stderr)
+	defer p.StopAndClear()
+
+	spinner := progress.NewSpinner("")
+	p.Add("", spinner)
+
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	req := &api.GenerateRequest{
+		Model:     opts.Model,
+		KeepAlive: opts.KeepAlive,
+	}
+
+	return client.Generate(cmd.Context(), req, func(api.GenerateResponse) error { return nil })
+}
+
+func StopHandler(cmd *cobra.Command, args []string) error {
+	opts := &runOptions{
+		Model:     args[0],
+		KeepAlive: &api.Duration{Duration: 0},
+	}
+	if err := loadOrUnloadModel(cmd, opts); err != nil {
+		if strings.Contains(err.Error(), "not found") {
+			return fmt.Errorf("couldn't find model \"%s\" to stop", args[0])
+		}
+		return err
+	}
+	return nil
+}
+
+func RunHandler(cmd *cobra.Command, args []string) error {
+	interactive := true
+
+	opts := runOptions{
+		Model:    args[0],
+		WordWrap: os.Getenv("TERM") == "xterm-256color",
+		Options:  map[string]any{},
+	}
+
+	format, err := cmd.Flags().GetString("format")
+	if err != nil {
+		return err
+	}
+	opts.Format = format
+
+	keepAlive, err := cmd.Flags().GetString("keepalive")
+	if err != nil {
+		return err
+	}
+	if keepAlive != "" {
+		d, err := time.ParseDuration(keepAlive)
+		if err != nil {
+			return err
+		}
+		opts.KeepAlive = &api.Duration{Duration: d}
+	}
+
+	prompts := args[1:]
+	// prepend stdin to the prompt if provided
+	if !term.IsTerminal(int(os.Stdin.Fd())) {
+		in, err := io.ReadAll(os.Stdin)
+		if err != nil {
+			return err
+		}
+
+		prompts = append([]string{string(in)}, prompts...)
+		opts.WordWrap = false
+		interactive = false
+	}
+	opts.Prompt = strings.Join(prompts, " ")
+	if len(prompts) > 0 {
+		interactive = false
+	}
+	// Be quiet if we're redirecting to a pipe or file
+	if !term.IsTerminal(int(os.Stdout.Fd())) {
+		interactive = false
+	}
+
+	nowrap, err := cmd.Flags().GetBool("nowordwrap")
+	if err != nil {
+		return err
+	}
+	opts.WordWrap = !nowrap
+
+	// Fill out the rest of the options based on information about the
+	// model.
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	name := args[0]
+	info, err := func() (*api.ShowResponse, error) {
+		showReq := &api.ShowRequest{Name: name}
+		info, err := client.Show(cmd.Context(), showReq)
+		var se api.StatusError
+		if errors.As(err, &se) && se.StatusCode == http.StatusNotFound {
+			if err := PullHandler(cmd, []string{name}); err != nil {
+				return nil, err
+			}
+			return client.Show(cmd.Context(), &api.ShowRequest{Name: name})
+		}
+		return info, err
+	}()
+	if err != nil {
+		return err
+	}
+
+	opts.MultiModal = slices.Contains(info.Capabilities, model.CapabilityVision)
+
+	// TODO: remove the projector info and vision info checks below,
+	// these are left in for backwards compatibility with older servers
+	// that don't have the capabilities field in the model info
+	if len(info.ProjectorInfo) != 0 {
+		opts.MultiModal = true
+	}
+	for k := range info.ModelInfo {
+		if strings.Contains(k, ".vision.") {
+			opts.MultiModal = true
+			break
+		}
+	}
+
+	opts.ParentModel = info.Details.ParentModel
+
+	if interactive {
+		if err := loadOrUnloadModel(cmd, &opts); err != nil {
+			return err
+		}
+
+		for _, msg := range info.Messages {
+			switch msg.Role {
+			case "user":
+				fmt.Printf(">>> %s\n", msg.Content)
+			case "assistant":
+				state := &displayResponseState{}
+				displayResponse(msg.Content, opts.WordWrap, state)
+				fmt.Println()
+				fmt.Println()
+			}
+		}
+
+		return generateInteractive(cmd, opts)
+	}
+	return generate(cmd, opts)
+}
+
+func PushHandler(cmd *cobra.Command, args []string) error {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	insecure, err := cmd.Flags().GetBool("insecure")
+	if err != nil {
+		return err
+	}
+
+	p := progress.NewProgress(os.Stderr)
+	defer p.Stop()
+
+	bars := make(map[string]*progress.Bar)
+	var status string
+	var spinner *progress.Spinner
+
+	fn := func(resp api.ProgressResponse) error {
+		if resp.Digest != "" {
+			if spinner != nil {
+				spinner.Stop()
+			}
+
+			bar, ok := bars[resp.Digest]
+			if !ok {
+				bar = progress.NewBar(fmt.Sprintf("pushing %s...", resp.Digest[7:19]), resp.Total, resp.Completed)
+				bars[resp.Digest] = bar
+				p.Add(resp.Digest, bar)
+			}
+
+			bar.Set(resp.Completed)
+		} else if status != resp.Status {
+			if spinner != nil {
+				spinner.Stop()
+			}
+
+			status = resp.Status
+			spinner = progress.NewSpinner(status)
+			p.Add(status, spinner)
+		}
+
+		return nil
+	}
+
+	request := api.PushRequest{Name: args[0], Insecure: insecure}
+
+	n := model.ParseName(args[0])
+	if err := client.Push(cmd.Context(), &request, fn); err != nil {
+		if spinner != nil {
+			spinner.Stop()
+		}
+		if strings.Contains(err.Error(), "access denied") {
+			return errors.New("you are not authorized to push to this namespace, create the model under a namespace you own")
+		}
+		return err
+	}
+
+	p.Stop()
+	spinner.Stop()
+
+	destination := n.String()
+	if strings.HasSuffix(n.Host, ".ollama.ai") || strings.HasSuffix(n.Host, ".ollama.com") {
+		destination = "https://ollama.com/" + strings.TrimSuffix(n.DisplayShortest(), ":latest")
+	}
+	fmt.Printf("\nYou can find your model at:\n\n")
+	fmt.Printf("\t%s\n", destination)
+
+	return nil
+}
+
+func ListHandler(cmd *cobra.Command, args []string) error {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	models, err := client.List(cmd.Context())
+	if err != nil {
+		return err
+	}
+
+	var data [][]string
+
+	for _, m := range models.Models {
+		if len(args) == 0 || strings.HasPrefix(strings.ToLower(m.Name), strings.ToLower(args[0])) {
+			data = append(data, []string{m.Name, m.Digest[:12], format.HumanBytes(m.Size), format.HumanTime(m.ModifiedAt, "Never")})
+		}
+	}
+
+	table := tablewriter.NewWriter(os.Stdout)
+	table.SetHeader([]string{"NAME", "ID", "SIZE", "MODIFIED"})
+	table.SetHeaderAlignment(tablewriter.ALIGN_LEFT)
+	table.SetAlignment(tablewriter.ALIGN_LEFT)
+	table.SetHeaderLine(false)
+	table.SetBorder(false)
+	table.SetNoWhiteSpace(true)
+	table.SetTablePadding("    ")
+	table.AppendBulk(data)
+	table.Render()
+
+	return nil
+}
+
+func ListRunningHandler(cmd *cobra.Command, args []string) error {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	models, err := client.ListRunning(cmd.Context())
+	if err != nil {
+		return err
+	}
+
+	var data [][]string
+
+	for _, m := range models.Models {
+		if len(args) == 0 || strings.HasPrefix(m.Name, args[0]) {
+			var procStr string
+			switch {
+			case m.SizeVRAM == 0:
+				procStr = "100% CPU"
+			case m.SizeVRAM == m.Size:
+				procStr = "100% GPU"
+			case m.SizeVRAM > m.Size || m.Size == 0:
+				procStr = "Unknown"
+			default:
+				sizeCPU := m.Size - m.SizeVRAM
+				cpuPercent := math.Round(float64(sizeCPU) / float64(m.Size) * 100)
+				procStr = fmt.Sprintf("%d%%/%d%% CPU/GPU", int(cpuPercent), int(100-cpuPercent))
+			}
+
+			var until string
+			delta := time.Since(m.ExpiresAt)
+			if delta > 0 {
+				until = "Stopping..."
+			} else {
+				until = format.HumanTime(m.ExpiresAt, "Never")
+			}
+			data = append(data, []string{m.Name, m.Digest[:12], format.HumanBytes(m.Size), procStr, until})
+		}
+	}
+
+	table := tablewriter.NewWriter(os.Stdout)
+	table.SetHeader([]string{"NAME", "ID", "SIZE", "PROCESSOR", "UNTIL"})
+	table.SetHeaderAlignment(tablewriter.ALIGN_LEFT)
+	table.SetAlignment(tablewriter.ALIGN_LEFT)
+	table.SetHeaderLine(false)
+	table.SetBorder(false)
+	table.SetNoWhiteSpace(true)
+	table.SetTablePadding("    ")
+	table.AppendBulk(data)
+	table.Render()
+
+	return nil
+}
+
+func DeleteHandler(cmd *cobra.Command, args []string) error {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	// Unload the model if it's running before deletion
+	opts := &runOptions{
+		Model:     args[0],
+		KeepAlive: &api.Duration{Duration: 0},
+	}
+	if err := loadOrUnloadModel(cmd, opts); err != nil {
+		if !strings.Contains(err.Error(), "not found") {
+			return fmt.Errorf("unable to stop existing running model \"%s\": %s", args[0], err)
+		}
+	}
+
+	for _, name := range args {
+		req := api.DeleteRequest{Name: name}
+		if err := client.Delete(cmd.Context(), &req); err != nil {
+			return err
+		}
+		fmt.Printf("deleted '%s'\n", name)
+	}
+	return nil
+}
+
+func ShowHandler(cmd *cobra.Command, args []string) error {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	license, errLicense := cmd.Flags().GetBool("license")
+	modelfile, errModelfile := cmd.Flags().GetBool("modelfile")
+	parameters, errParams := cmd.Flags().GetBool("parameters")
+	system, errSystem := cmd.Flags().GetBool("system")
+	template, errTemplate := cmd.Flags().GetBool("template")
+	verbose, errVerbose := cmd.Flags().GetBool("verbose")
+
+	for _, boolErr := range []error{errLicense, errModelfile, errParams, errSystem, errTemplate, errVerbose} {
+		if boolErr != nil {
+			return errors.New("error retrieving flags")
+		}
+	}
+
+	flagsSet := 0
+	showType := ""
+
+	if license {
+		flagsSet++
+		showType = "license"
+	}
+
+	if modelfile {
+		flagsSet++
+		showType = "modelfile"
+	}
+
+	if parameters {
+		flagsSet++
+		showType = "parameters"
+	}
+
+	if system {
+		flagsSet++
+		showType = "system"
+	}
+
+	if template {
+		flagsSet++
+		showType = "template"
+	}
+
+	if flagsSet > 1 {
+		return errors.New("only one of '--license', '--modelfile', '--parameters', '--system', or '--template' can be specified")
+	}
+
+	req := api.ShowRequest{Name: args[0], Verbose: verbose}
+	resp, err := client.Show(cmd.Context(), &req)
+	if err != nil {
+		return err
+	}
+
+	if flagsSet == 1 {
+		switch showType {
+		case "license":
+			fmt.Println(resp.License)
+		case "modelfile":
+			fmt.Println(resp.Modelfile)
+		case "parameters":
+			fmt.Println(resp.Parameters)
+		case "system":
+			fmt.Print(resp.System)
+		case "template":
+			fmt.Print(resp.Template)
+		}
+
+		return nil
+	}
+
+	return showInfo(resp, verbose, os.Stdout)
+}
+
+func showInfo(resp *api.ShowResponse, verbose bool, w io.Writer) error {
+	tableRender := func(header string, rows func() [][]string) {
+		fmt.Fprintln(w, " ", header)
+		table := tablewriter.NewWriter(w)
+		table.SetAlignment(tablewriter.ALIGN_LEFT)
+		table.SetBorder(false)
+		table.SetNoWhiteSpace(true)
+		table.SetTablePadding("    ")
+
+		switch header {
+		case "Template", "System", "License":
+			table.SetColWidth(100)
+		}
+
+		table.AppendBulk(rows())
+		table.Render()
+		fmt.Fprintln(w)
+	}
+
+	tableRender("Model", func() (rows [][]string) {
+		if resp.ModelInfo != nil {
+			arch := resp.ModelInfo["general.architecture"].(string)
+			rows = append(rows, []string{"", "architecture", arch})
+			rows = append(rows, []string{"", "parameters", format.HumanNumber(uint64(resp.ModelInfo["general.parameter_count"].(float64)))})
+			rows = append(rows, []string{"", "context length", strconv.FormatFloat(resp.ModelInfo[fmt.Sprintf("%s.context_length", arch)].(float64), 'f', -1, 64)})
+			rows = append(rows, []string{"", "embedding length", strconv.FormatFloat(resp.ModelInfo[fmt.Sprintf("%s.embedding_length", arch)].(float64), 'f', -1, 64)})
+		} else {
+			rows = append(rows, []string{"", "architecture", resp.Details.Family})
+			rows = append(rows, []string{"", "parameters", resp.Details.ParameterSize})
+		}
+		rows = append(rows, []string{"", "quantization", resp.Details.QuantizationLevel})
+		return
+	})
+
+	if len(resp.Capabilities) > 0 {
+		tableRender("Capabilities", func() (rows [][]string) {
+			for _, capability := range resp.Capabilities {
+				rows = append(rows, []string{"", capability.String()})
+			}
+			return
+		})
+	}
+
+	if resp.ProjectorInfo != nil {
+		tableRender("Projector", func() (rows [][]string) {
+			arch := resp.ProjectorInfo["general.architecture"].(string)
+			rows = append(rows, []string{"", "architecture", arch})
+			rows = append(rows, []string{"", "parameters", format.HumanNumber(uint64(resp.ProjectorInfo["general.parameter_count"].(float64)))})
+			rows = append(rows, []string{"", "embedding length", strconv.FormatFloat(resp.ProjectorInfo[fmt.Sprintf("%s.vision.embedding_length", arch)].(float64), 'f', -1, 64)})
+			rows = append(rows, []string{"", "dimensions", strconv.FormatFloat(resp.ProjectorInfo[fmt.Sprintf("%s.vision.projection_dim", arch)].(float64), 'f', -1, 64)})
+			return
+		})
+	}
+
+	if resp.Parameters != "" {
+		tableRender("Parameters", func() (rows [][]string) {
+			scanner := bufio.NewScanner(strings.NewReader(resp.Parameters))
+			for scanner.Scan() {
+				if text := scanner.Text(); text != "" {
+					rows = append(rows, append([]string{""}, strings.Fields(text)...))
+				}
+			}
+			return
+		})
+	}
+
+	if resp.ModelInfo != nil && verbose {
+		tableRender("Metadata", func() (rows [][]string) {
+			keys := make([]string, 0, len(resp.ModelInfo))
+			for k := range resp.ModelInfo {
+				keys = append(keys, k)
+			}
+			sort.Strings(keys)
+
+			for _, k := range keys {
+				var v string
+				switch vData := resp.ModelInfo[k].(type) {
+				case bool:
+					v = fmt.Sprintf("%t", vData)
+				case string:
+					v = vData
+				case float64:
+					v = fmt.Sprintf("%g", vData)
+				case []any:
+					targetWidth := 10 // Small width where we are displaying the data in a column
+
+					var itemsToShow int
+					totalWidth := 1 // Start with 1 for opening bracket
+
+					// Find how many we can fit
+					for i := range vData {
+						itemStr := fmt.Sprintf("%v", vData[i])
+						width := runewidth.StringWidth(itemStr)
+
+						// Add separator width (", ") for all items except the first
+						if i > 0 {
+							width += 2
+						}
+
+						// Check if adding this item would exceed our width limit
+						if totalWidth+width > targetWidth && i > 0 {
+							break
+						}
+
+						totalWidth += width
+						itemsToShow++
+					}
+
+					// Format the output
+					if itemsToShow < len(vData) {
+						v = fmt.Sprintf("%v", vData[:itemsToShow])
+						v = strings.TrimSuffix(v, "]")
+						v += fmt.Sprintf(" ...+%d more]", len(vData)-itemsToShow)
+					} else {
+						v = fmt.Sprintf("%v", vData)
+					}
+				default:
+					v = fmt.Sprintf("%T", vData)
+				}
+				rows = append(rows, []string{"", k, v})
+			}
+			return
+		})
+	}
+
+	if len(resp.Tensors) > 0 && verbose {
+		tableRender("Tensors", func() (rows [][]string) {
+			for _, t := range resp.Tensors {
+				rows = append(rows, []string{"", t.Name, t.Type, fmt.Sprint(t.Shape)})
+			}
+			return
+		})
+	}
+
+	head := func(s string, n int) (rows [][]string) {
+		scanner := bufio.NewScanner(strings.NewReader(s))
+		count := 0
+		for scanner.Scan() {
+			text := strings.TrimSpace(scanner.Text())
+			if text == "" {
+				continue
+			}
+			count++
+			if n < 0 || count <= n {
+				rows = append(rows, []string{"", text})
+			}
+		}
+		if n >= 0 && count > n {
+			rows = append(rows, []string{"", "..."})
+		}
+		return
+	}
+
+	if resp.System != "" {
+		tableRender("System", func() [][]string {
+			return head(resp.System, 2)
+		})
+	}
+
+	if resp.License != "" {
+		tableRender("License", func() [][]string {
+			return head(resp.License, 2)
+		})
+	}
+
+	return nil
+}
+
+func CopyHandler(cmd *cobra.Command, args []string) error {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	req := api.CopyRequest{Source: args[0], Destination: args[1]}
+	if err := client.Copy(cmd.Context(), &req); err != nil {
+		return err
+	}
+	fmt.Printf("copied '%s' to '%s'\n", args[0], args[1])
+	return nil
+}
+
+func PullHandler(cmd *cobra.Command, args []string) error {
+	insecure, err := cmd.Flags().GetBool("insecure")
+	if err != nil {
+		return err
+	}
+
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	p := progress.NewProgress(os.Stderr)
+	defer p.Stop()
+
+	bars := make(map[string]*progress.Bar)
+
+	var status string
+	var spinner *progress.Spinner
+
+	fn := func(resp api.ProgressResponse) error {
+		if resp.Digest != "" {
+			if resp.Completed == 0 {
+				// This is the initial status update for the
+				// layer, which the server sends before
+				// beginning the download, for clients to
+				// compute total size and prepare for
+				// downloads, if needed.
+				//
+				// Skipping this here to avoid showing a 0%
+				// progress bar, which *should* clue the user
+				// into the fact that many things are being
+				// downloaded and that the current active
+				// download is not that last. However, in rare
+				// cases it seems to be triggering to some, and
+				// it isn't worth explaining, so just ignore
+				// and regress to the old UI that keeps giving
+				// you the "But wait, there is more!" after
+				// each "100% done" bar, which is "better."
+				return nil
+			}
+
+			if spinner != nil {
+				spinner.Stop()
+			}
+
+			bar, ok := bars[resp.Digest]
+			if !ok {
+				name, isDigest := strings.CutPrefix(resp.Digest, "sha256:")
+				name = strings.TrimSpace(name)
+				if isDigest {
+					name = name[:min(12, len(name))]
+				}
+				bar = progress.NewBar(fmt.Sprintf("pulling %s:", name), resp.Total, resp.Completed)
+				bars[resp.Digest] = bar
+				p.Add(resp.Digest, bar)
+			}
+
+			bar.Set(resp.Completed)
+		} else if status != resp.Status {
+			if spinner != nil {
+				spinner.Stop()
+			}
+
+			status = resp.Status
+			spinner = progress.NewSpinner(status)
+			p.Add(status, spinner)
+		}
+
+		return nil
+	}
+
+	request := api.PullRequest{Name: args[0], Insecure: insecure}
+	return client.Pull(cmd.Context(), &request, fn)
+}
+
+type generateContextKey string
+
+type runOptions struct {
+	Model       string
+	ParentModel string
+	Prompt      string
+	Messages    []api.Message
+	WordWrap    bool
+	Format      string
+	System      string
+	Images      []api.ImageData
+	Options     map[string]any
+	MultiModal  bool
+	KeepAlive   *api.Duration
+}
+
+type displayResponseState struct {
+	lineLength int
+	wordBuffer string
+}
+
+func displayResponse(content string, wordWrap bool, state *displayResponseState) {
+	termWidth, _, _ := term.GetSize(int(os.Stdout.Fd()))
+	if wordWrap && termWidth >= 10 {
+		for _, ch := range content {
+			if state.lineLength+1 > termWidth-5 {
+				if runewidth.StringWidth(state.wordBuffer) > termWidth-10 {
+					fmt.Printf("%s%c", state.wordBuffer, ch)
+					state.wordBuffer = ""
+					state.lineLength = 0
+					continue
+				}
+
+				// backtrack the length of the last word and clear to the end of the line
+				a := runewidth.StringWidth(state.wordBuffer)
+				if a > 0 {
+					fmt.Printf("\x1b[%dD", a)
+				}
+				fmt.Printf("\x1b[K\n")
+				fmt.Printf("%s%c", state.wordBuffer, ch)
+				chWidth := runewidth.RuneWidth(ch)
+
+				state.lineLength = runewidth.StringWidth(state.wordBuffer) + chWidth
+			} else {
+				fmt.Print(string(ch))
+				state.lineLength += runewidth.RuneWidth(ch)
+				if runewidth.RuneWidth(ch) >= 2 {
+					state.wordBuffer = ""
+					continue
+				}
+
+				switch ch {
+				case ' ':
+					state.wordBuffer = ""
+				case '\n':
+					state.lineLength = 0
+				default:
+					state.wordBuffer += string(ch)
+				}
+			}
+		}
+	} else {
+		fmt.Printf("%s%s", state.wordBuffer, content)
+		if len(state.wordBuffer) > 0 {
+			state.wordBuffer = ""
+		}
+	}
+}
+
+func chat(cmd *cobra.Command, opts runOptions) (*api.Message, error) {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return nil, err
+	}
+
+	p := progress.NewProgress(os.Stderr)
+	defer p.StopAndClear()
+
+	spinner := progress.NewSpinner("")
+	p.Add("", spinner)
+
+	cancelCtx, cancel := context.WithCancel(cmd.Context())
+	defer cancel()
+
+	sigChan := make(chan os.Signal, 1)
+	signal.Notify(sigChan, syscall.SIGINT)
+
+	go func() {
+		<-sigChan
+		cancel()
+	}()
+
+	var state *displayResponseState = &displayResponseState{}
+	var latest api.ChatResponse
+	var fullResponse strings.Builder
+	var role string
+
+	fn := func(response api.ChatResponse) error {
+		p.StopAndClear()
+
+		latest = response
+
+		role = response.Message.Role
+		content := response.Message.Content
+		fullResponse.WriteString(content)
+
+		displayResponse(content, opts.WordWrap, state)
+
+		return nil
+	}
+
+	if opts.Format == "json" {
+		opts.Format = `"` + opts.Format + `"`
+	}
+
+	req := &api.ChatRequest{
+		Model:    opts.Model,
+		Messages: opts.Messages,
+		Format:   json.RawMessage(opts.Format),
+		Options:  opts.Options,
+	}
+
+	if opts.KeepAlive != nil {
+		req.KeepAlive = opts.KeepAlive
+	}
+
+	if err := client.Chat(cancelCtx, req, fn); err != nil {
+		if errors.Is(err, context.Canceled) {
+			return nil, nil
+		}
+		return nil, err
+	}
+
+	if len(opts.Messages) > 0 {
+		fmt.Println()
+		fmt.Println()
+	}
+
+	verbose, err := cmd.Flags().GetBool("verbose")
+	if err != nil {
+		return nil, err
+	}
+
+	if verbose {
+		latest.Summary()
+	}
+
+	return &api.Message{Role: role, Content: fullResponse.String()}, nil
+}
+
+func generate(cmd *cobra.Command, opts runOptions) error {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+
+	p := progress.NewProgress(os.Stderr)
+	defer p.StopAndClear()
+
+	spinner := progress.NewSpinner("")
+	p.Add("", spinner)
+
+	var latest api.GenerateResponse
+
+	generateContext, ok := cmd.Context().Value(generateContextKey("context")).([]int)
+	if !ok {
+		generateContext = []int{}
+	}
+
+	ctx, cancel := context.WithCancel(cmd.Context())
+	defer cancel()
+
+	sigChan := make(chan os.Signal, 1)
+	signal.Notify(sigChan, syscall.SIGINT)
+
+	go func() {
+		<-sigChan
+		cancel()
+	}()
+
+	var state *displayResponseState = &displayResponseState{}
+
+	fn := func(response api.GenerateResponse) error {
+		p.StopAndClear()
+
+		latest = response
+		content := response.Response
+
+		displayResponse(content, opts.WordWrap, state)
+
+		return nil
+	}
+
+	if opts.MultiModal {
+		opts.Prompt, opts.Images, err = extractFileData(opts.Prompt)
+		if err != nil {
+			return err
+		}
+	}
+
+	if opts.Format == "json" {
+		opts.Format = `"` + opts.Format + `"`
+	}
+
+	request := api.GenerateRequest{
+		Model:     opts.Model,
+		Prompt:    opts.Prompt,
+		Context:   generateContext,
+		Images:    opts.Images,
+		Format:    json.RawMessage(opts.Format),
+		System:    opts.System,
+		Options:   opts.Options,
+		KeepAlive: opts.KeepAlive,
+	}
+
+	if err := client.Generate(ctx, &request, fn); err != nil {
+		if errors.Is(err, context.Canceled) {
+			return nil
+		}
+		return err
+	}
+
+	if opts.Prompt != "" {
+		fmt.Println()
+		fmt.Println()
+	}
+
+	if !latest.Done {
+		return nil
+	}
+
+	verbose, err := cmd.Flags().GetBool("verbose")
+	if err != nil {
+		return err
+	}
+
+	if verbose {
+		latest.Summary()
+	}
+
+	ctx = context.WithValue(cmd.Context(), generateContextKey("context"), latest.Context)
+	cmd.SetContext(ctx)
+
+	return nil
+}
+
+func RunServer(_ *cobra.Command, _ []string) error {
+	if err := initializeKeypair(); err != nil {
+		return err
+	}
+
+	ln, err := net.Listen("tcp", envconfig.Host().Host)
+	if err != nil {
+		return err
+	}
+
+	err = server.Serve(ln)
+	if errors.Is(err, http.ErrServerClosed) {
+		return nil
+	}
+
+	return err
+}
+
+func initializeKeypair() error {
+	home, err := os.UserHomeDir()
+	if err != nil {
+		return err
+	}
+
+	privKeyPath := filepath.Join(home, ".ollama", "id_ed25519")
+	pubKeyPath := filepath.Join(home, ".ollama", "id_ed25519.pub")
+
+	_, err = os.Stat(privKeyPath)
+	if os.IsNotExist(err) {
+		fmt.Printf("Couldn't find '%s'. Generating new private key.\n", privKeyPath)
+		cryptoPublicKey, cryptoPrivateKey, err := ed25519.GenerateKey(rand.Reader)
+		if err != nil {
+			return err
+		}
+
+		privateKeyBytes, err := ssh.MarshalPrivateKey(cryptoPrivateKey, "")
+		if err != nil {
+			return err
+		}
+
+		if err := os.MkdirAll(filepath.Dir(privKeyPath), 0o755); err != nil {
+			return fmt.Errorf("could not create directory %w", err)
+		}
+
+		if err := os.WriteFile(privKeyPath, pem.EncodeToMemory(privateKeyBytes), 0o600); err != nil {
+			return err
+		}
+
+		sshPublicKey, err := ssh.NewPublicKey(cryptoPublicKey)
+		if err != nil {
+			return err
+		}
+
+		publicKeyBytes := ssh.MarshalAuthorizedKey(sshPublicKey)
+
+		if err := os.WriteFile(pubKeyPath, publicKeyBytes, 0o644); err != nil {
+			return err
+		}
+
+		fmt.Printf("Your new public key is: \n\n%s\n", publicKeyBytes)
+	}
+	return nil
+}
+
+func checkServerHeartbeat(cmd *cobra.Command, _ []string) error {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return err
+	}
+	if err := client.Heartbeat(cmd.Context()); err != nil {
+		if !strings.Contains(err.Error(), " refused") {
+			return err
+		}
+		if err := startApp(cmd.Context(), client); err != nil {
+			return errors.New("could not connect to ollama app, is it running?")
+		}
+	}
+	return nil
+}
+
+func versionHandler(cmd *cobra.Command, _ []string) {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		return
+	}
+
+	serverVersion, err := client.Version(cmd.Context())
+	if err != nil {
+		fmt.Println("Warning: could not connect to a running Ollama instance")
+	}
+
+	if serverVersion != "" {
+		fmt.Printf("ollama version is %s\n", serverVersion)
+	}
+
+	if serverVersion != version.Version {
+		fmt.Printf("Warning: client version is %s\n", version.Version)
+	}
+}
+
+func appendEnvDocs(cmd *cobra.Command, envs []envconfig.EnvVar) {
+	if len(envs) == 0 {
+		return
+	}
+
+	envUsage := `
+Environment Variables:
+`
+	for _, e := range envs {
+		envUsage += fmt.Sprintf("      %-24s   %s\n", e.Name, e.Description)
+	}
+
+	cmd.SetUsageTemplate(cmd.UsageTemplate() + envUsage)
+}
+
+func NewCLI() *cobra.Command {
+	log.SetFlags(log.LstdFlags | log.Lshortfile)
+	cobra.EnableCommandSorting = false
+
+	if runtime.GOOS == "windows" && term.IsTerminal(int(os.Stdout.Fd())) {
+		console.ConsoleFromFile(os.Stdin) //nolint:errcheck
+	}
+
+	rootCmd := &cobra.Command{
+		Use:           "ollama",
+		Short:         "Large language model runner",
+		SilenceUsage:  true,
+		SilenceErrors: true,
+		CompletionOptions: cobra.CompletionOptions{
+			DisableDefaultCmd: true,
+		},
+		Run: func(cmd *cobra.Command, args []string) {
+			if version, _ := cmd.Flags().GetBool("version"); version {
+				versionHandler(cmd, args)
+				return
+			}
+
+			cmd.Print(cmd.UsageString())
+		},
+	}
+
+	rootCmd.Flags().BoolP("version", "v", false, "Show version information")
+
+	createCmd := &cobra.Command{
+		Use:     "create MODEL",
+		Short:   "Create a model from a Modelfile",
+		Args:    cobra.ExactArgs(1),
+		PreRunE: checkServerHeartbeat,
+		RunE:    CreateHandler,
+	}
+
+	createCmd.Flags().StringP("file", "f", "", "Name of the Modelfile (default \"Modelfile\"")
+	createCmd.Flags().StringP("quantize", "q", "", "Quantize model to this level (e.g. q4_K_M)")
+
+	showCmd := &cobra.Command{
+		Use:     "show MODEL",
+		Short:   "Show information for a model",
+		Args:    cobra.ExactArgs(1),
+		PreRunE: checkServerHeartbeat,
+		RunE:    ShowHandler,
+	}
+
+	showCmd.Flags().Bool("license", false, "Show license of a model")
+	showCmd.Flags().Bool("modelfile", false, "Show Modelfile of a model")
+	showCmd.Flags().Bool("parameters", false, "Show parameters of a model")
+	showCmd.Flags().Bool("template", false, "Show template of a model")
+	showCmd.Flags().Bool("system", false, "Show system message of a model")
+	showCmd.Flags().BoolP("verbose", "v", false, "Show detailed model information")
+
+	runCmd := &cobra.Command{
+		Use:     "run MODEL [PROMPT]",
+		Short:   "Run a model",
+		Args:    cobra.MinimumNArgs(1),
+		PreRunE: checkServerHeartbeat,
+		RunE:    RunHandler,
+	}
+
+	runCmd.Flags().String("keepalive", "", "Duration to keep a model loaded (e.g. 5m)")
+	runCmd.Flags().Bool("verbose", false, "Show timings for response")
+	runCmd.Flags().Bool("insecure", false, "Use an insecure registry")
+	runCmd.Flags().Bool("nowordwrap", false, "Don't wrap words to the next line automatically")
+	runCmd.Flags().String("format", "", "Response format (e.g. json)")
+
+	stopCmd := &cobra.Command{
+		Use:     "stop MODEL",
+		Short:   "Stop a running model",
+		Args:    cobra.ExactArgs(1),
+		PreRunE: checkServerHeartbeat,
+		RunE:    StopHandler,
+	}
+
+	serveCmd := &cobra.Command{
+		Use:     "serve",
+		Aliases: []string{"start"},
+		Short:   "Start ollama",
+		Args:    cobra.ExactArgs(0),
+		RunE:    RunServer,
+	}
+
+	pullCmd := &cobra.Command{
+		Use:     "pull MODEL",
+		Short:   "Pull a model from a registry",
+		Args:    cobra.ExactArgs(1),
+		PreRunE: checkServerHeartbeat,
+		RunE:    PullHandler,
+	}
+
+	pullCmd.Flags().Bool("insecure", false, "Use an insecure registry")
+
+	pushCmd := &cobra.Command{
+		Use:     "push MODEL",
+		Short:   "Push a model to a registry",
+		Args:    cobra.ExactArgs(1),
+		PreRunE: checkServerHeartbeat,
+		RunE:    PushHandler,
+	}
+
+	pushCmd.Flags().Bool("insecure", false, "Use an insecure registry")
+
+	listCmd := &cobra.Command{
+		Use:     "list",
+		Aliases: []string{"ls"},
+		Short:   "List models",
+		PreRunE: checkServerHeartbeat,
+		RunE:    ListHandler,
+	}
+
+	psCmd := &cobra.Command{
+		Use:     "ps",
+		Short:   "List running models",
+		PreRunE: checkServerHeartbeat,
+		RunE:    ListRunningHandler,
+	}
+
+	copyCmd := &cobra.Command{
+		Use:     "cp SOURCE DESTINATION",
+		Short:   "Copy a model",
+		Args:    cobra.ExactArgs(2),
+		PreRunE: checkServerHeartbeat,
+		RunE:    CopyHandler,
+	}
+
+	deleteCmd := &cobra.Command{
+		Use:     "rm MODEL [MODEL...]",
+		Short:   "Remove a model",
+		Args:    cobra.MinimumNArgs(1),
+		PreRunE: checkServerHeartbeat,
+		RunE:    DeleteHandler,
+	}
+
+	runnerCmd := &cobra.Command{
+		Use:    "runner",
+		Hidden: true,
+		RunE: func(cmd *cobra.Command, args []string) error {
+			return runner.Execute(os.Args[1:])
+		},
+		FParseErrWhitelist: cobra.FParseErrWhitelist{UnknownFlags: true},
+	}
+	runnerCmd.SetHelpFunc(func(cmd *cobra.Command, args []string) {
+		_ = runner.Execute(args[1:])
+	})
+
+	envVars := envconfig.AsMap()
+
+	envs := []envconfig.EnvVar{envVars["OLLAMA_HOST"]}
+
+	for _, cmd := range []*cobra.Command{
+		createCmd,
+		showCmd,
+		runCmd,
+		stopCmd,
+		pullCmd,
+		pushCmd,
+		listCmd,
+		psCmd,
+		copyCmd,
+		deleteCmd,
+		serveCmd,
+	} {
+		switch cmd {
+		case runCmd:
+			appendEnvDocs(cmd, []envconfig.EnvVar{envVars["OLLAMA_HOST"], envVars["OLLAMA_NOHISTORY"]})
+		case serveCmd:
+			appendEnvDocs(cmd, []envconfig.EnvVar{
+				envVars["OLLAMA_DEBUG"],
+				envVars["OLLAMA_HOST"],
+				envVars["OLLAMA_KEEP_ALIVE"],
+				envVars["OLLAMA_MAX_LOADED_MODELS"],
+				envVars["OLLAMA_MAX_QUEUE"],
+				envVars["OLLAMA_MODELS"],
+				envVars["OLLAMA_NUM_PARALLEL"],
+				envVars["OLLAMA_NOPRUNE"],
+				envVars["OLLAMA_ORIGINS"],
+				envVars["OLLAMA_SCHED_SPREAD"],
+				envVars["OLLAMA_FLASH_ATTENTION"],
+				envVars["OLLAMA_KV_CACHE_TYPE"],
+				envVars["OLLAMA_LLM_LIBRARY"],
+				envVars["OLLAMA_GPU_OVERHEAD"],
+				envVars["OLLAMA_LOAD_TIMEOUT"],
+			})
+		default:
+			appendEnvDocs(cmd, envs)
+		}
+	}
+
+	rootCmd.AddCommand(
+		serveCmd,
+		createCmd,
+		showCmd,
+		runCmd,
+		stopCmd,
+		pullCmd,
+		pushCmd,
+		listCmd,
+		psCmd,
+		copyCmd,
+		deleteCmd,
+		runnerCmd,
+	)
+
+	return rootCmd
+}
diff --git a/cmd/cmd_test.go b/cmd/cmd_test.go
new file mode 100644
index 0000000..cf5fe7c
--- /dev/null
+++ b/cmd/cmd_test.go
@@ -0,0 +1,917 @@
+package cmd
+
+import (
+	"bytes"
+	"encoding/json"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/google/go-cmp/cmp"
+	"github.com/spf13/cobra"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/types/model"
+)
+
+func TestShowInfo(t *testing.T) {
+	t.Run("bare details", func(t *testing.T) {
+		var b bytes.Buffer
+		if err := showInfo(&api.ShowResponse{
+			Details: api.ModelDetails{
+				Family:            "test",
+				ParameterSize:     "7B",
+				QuantizationLevel: "FP16",
+			},
+		}, false, &b); err != nil {
+			t.Fatal(err)
+		}
+
+		expect := `  Model
+    architecture    test    
+    parameters      7B      
+    quantization    FP16    
+
+`
+
+		if diff := cmp.Diff(expect, b.String()); diff != "" {
+			t.Errorf("unexpected output (-want +got):\n%s", diff)
+		}
+	})
+
+	t.Run("bare model info", func(t *testing.T) {
+		var b bytes.Buffer
+		if err := showInfo(&api.ShowResponse{
+			ModelInfo: map[string]any{
+				"general.architecture":    "test",
+				"general.parameter_count": float64(7_000_000_000),
+				"test.context_length":     float64(0),
+				"test.embedding_length":   float64(0),
+			},
+			Details: api.ModelDetails{
+				Family:            "test",
+				ParameterSize:     "7B",
+				QuantizationLevel: "FP16",
+			},
+		}, false, &b); err != nil {
+			t.Fatal(err)
+		}
+
+		expect := `  Model
+    architecture        test    
+    parameters          7B      
+    context length      0       
+    embedding length    0       
+    quantization        FP16    
+
+`
+		if diff := cmp.Diff(expect, b.String()); diff != "" {
+			t.Errorf("unexpected output (-want +got):\n%s", diff)
+		}
+	})
+
+	t.Run("verbose model", func(t *testing.T) {
+		var b bytes.Buffer
+		if err := showInfo(&api.ShowResponse{
+			Details: api.ModelDetails{
+				Family:            "test",
+				ParameterSize:     "8B",
+				QuantizationLevel: "FP16",
+			},
+			Parameters: `
+			stop up`,
+			ModelInfo: map[string]any{
+				"general.architecture":    "test",
+				"general.parameter_count": float64(8_000_000_000),
+				"some.true_bool":          true,
+				"some.false_bool":         false,
+				"test.context_length":     float64(1000),
+				"test.embedding_length":   float64(11434),
+			},
+			Tensors: []api.Tensor{
+				{Name: "blk.0.attn_k.weight", Type: "BF16", Shape: []uint64{42, 3117}},
+				{Name: "blk.0.attn_q.weight", Type: "FP16", Shape: []uint64{3117, 42}},
+			},
+		}, true, &b); err != nil {
+			t.Fatal(err)
+		}
+
+		expect := `  Model
+    architecture        test     
+    parameters          8B       
+    context length      1000     
+    embedding length    11434    
+    quantization        FP16     
+
+  Parameters
+    stop    up    
+
+  Metadata
+    general.architecture       test     
+    general.parameter_count    8e+09    
+    some.false_bool            false    
+    some.true_bool             true     
+    test.context_length        1000     
+    test.embedding_length      11434    
+
+  Tensors
+    blk.0.attn_k.weight    BF16    [42 3117]    
+    blk.0.attn_q.weight    FP16    [3117 42]    
+
+`
+		if diff := cmp.Diff(expect, b.String()); diff != "" {
+			t.Errorf("unexpected output (-want +got):\n%s", diff)
+		}
+	})
+
+	t.Run("parameters", func(t *testing.T) {
+		var b bytes.Buffer
+		if err := showInfo(&api.ShowResponse{
+			Details: api.ModelDetails{
+				Family:            "test",
+				ParameterSize:     "7B",
+				QuantizationLevel: "FP16",
+			},
+			Parameters: `
+			stop never
+			stop gonna
+			stop give
+			stop you
+			stop up
+			temperature 99`,
+		}, false, &b); err != nil {
+			t.Fatal(err)
+		}
+
+		expect := `  Model
+    architecture    test    
+    parameters      7B      
+    quantization    FP16    
+
+  Parameters
+    stop           never    
+    stop           gonna    
+    stop           give     
+    stop           you      
+    stop           up       
+    temperature    99       
+
+`
+		if diff := cmp.Diff(expect, b.String()); diff != "" {
+			t.Errorf("unexpected output (-want +got):\n%s", diff)
+		}
+	})
+
+	t.Run("project info", func(t *testing.T) {
+		var b bytes.Buffer
+		if err := showInfo(&api.ShowResponse{
+			Details: api.ModelDetails{
+				Family:            "test",
+				ParameterSize:     "7B",
+				QuantizationLevel: "FP16",
+			},
+			ProjectorInfo: map[string]any{
+				"general.architecture":         "clip",
+				"general.parameter_count":      float64(133_700_000),
+				"clip.vision.embedding_length": float64(0),
+				"clip.vision.projection_dim":   float64(0),
+			},
+		}, false, &b); err != nil {
+			t.Fatal(err)
+		}
+
+		expect := `  Model
+    architecture    test    
+    parameters      7B      
+    quantization    FP16    
+
+  Projector
+    architecture        clip       
+    parameters          133.70M    
+    embedding length    0          
+    dimensions          0          
+
+`
+		if diff := cmp.Diff(expect, b.String()); diff != "" {
+			t.Errorf("unexpected output (-want +got):\n%s", diff)
+		}
+	})
+
+	t.Run("system", func(t *testing.T) {
+		var b bytes.Buffer
+		if err := showInfo(&api.ShowResponse{
+			Details: api.ModelDetails{
+				Family:            "test",
+				ParameterSize:     "7B",
+				QuantizationLevel: "FP16",
+			},
+			System: `You are a pirate!
+Ahoy, matey!
+Weigh anchor!
+			`,
+		}, false, &b); err != nil {
+			t.Fatal(err)
+		}
+
+		expect := `  Model
+    architecture    test    
+    parameters      7B      
+    quantization    FP16    
+
+  System
+    You are a pirate!    
+    Ahoy, matey!         
+    ...                  
+
+`
+		if diff := cmp.Diff(expect, b.String()); diff != "" {
+			t.Errorf("unexpected output (-want +got):\n%s", diff)
+		}
+	})
+
+	t.Run("license", func(t *testing.T) {
+		var b bytes.Buffer
+		license := "MIT License\nCopyright (c) Ollama\n"
+		if err := showInfo(&api.ShowResponse{
+			Details: api.ModelDetails{
+				Family:            "test",
+				ParameterSize:     "7B",
+				QuantizationLevel: "FP16",
+			},
+			License: license,
+		}, false, &b); err != nil {
+			t.Fatal(err)
+		}
+
+		expect := `  Model
+    architecture    test    
+    parameters      7B      
+    quantization    FP16    
+
+  License
+    MIT License             
+    Copyright (c) Ollama    
+
+`
+		if diff := cmp.Diff(expect, b.String()); diff != "" {
+			t.Errorf("unexpected output (-want +got):\n%s", diff)
+		}
+	})
+
+	t.Run("capabilities", func(t *testing.T) {
+		var b bytes.Buffer
+		if err := showInfo(&api.ShowResponse{
+			Details: api.ModelDetails{
+				Family:            "test",
+				ParameterSize:     "7B",
+				QuantizationLevel: "FP16",
+			},
+			Capabilities: []model.Capability{model.CapabilityVision, model.CapabilityTools},
+		}, false, &b); err != nil {
+			t.Fatal(err)
+		}
+
+		expect := "  Model\n" +
+			"    architecture    test    \n" +
+			"    parameters      7B      \n" +
+			"    quantization    FP16    \n" +
+			"\n" +
+			"  Capabilities\n" +
+			"    vision    \n" +
+			"    tools     \n" +
+			"\n"
+
+		if diff := cmp.Diff(expect, b.String()); diff != "" {
+			t.Errorf("unexpected output (-want +got):\n%s", diff)
+		}
+	})
+}
+
+func TestDeleteHandler(t *testing.T) {
+	stopped := false
+	mockServer := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.URL.Path == "/api/delete" && r.Method == http.MethodDelete {
+			var req api.DeleteRequest
+			if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+				http.Error(w, err.Error(), http.StatusBadRequest)
+				return
+			}
+			if req.Name == "test-model" {
+				w.WriteHeader(http.StatusOK)
+			} else {
+				w.WriteHeader(http.StatusNotFound)
+			}
+			return
+		}
+		if r.URL.Path == "/api/generate" && r.Method == http.MethodPost {
+			var req api.GenerateRequest
+			if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+				http.Error(w, err.Error(), http.StatusBadRequest)
+				return
+			}
+			if req.Model == "test-model" {
+				w.WriteHeader(http.StatusOK)
+				if err := json.NewEncoder(w).Encode(api.GenerateResponse{
+					Done: true,
+				}); err != nil {
+					http.Error(w, err.Error(), http.StatusInternalServerError)
+				}
+				stopped = true
+				return
+			} else {
+				w.WriteHeader(http.StatusNotFound)
+				if err := json.NewEncoder(w).Encode(api.GenerateResponse{
+					Done: false,
+				}); err != nil {
+					http.Error(w, err.Error(), http.StatusInternalServerError)
+				}
+			}
+		}
+	}))
+
+	t.Setenv("OLLAMA_HOST", mockServer.URL)
+	t.Cleanup(mockServer.Close)
+
+	cmd := &cobra.Command{}
+	cmd.SetContext(t.Context())
+	if err := DeleteHandler(cmd, []string{"test-model"}); err != nil {
+		t.Fatalf("DeleteHandler failed: %v", err)
+	}
+	if !stopped {
+		t.Fatal("Model was not stopped before deletion")
+	}
+
+	err := DeleteHandler(cmd, []string{"test-model-not-found"})
+	if err == nil || !strings.Contains(err.Error(), "unable to stop existing running model \"test-model-not-found\"") {
+		t.Fatalf("DeleteHandler failed: expected error about stopping non-existent model, got %v", err)
+	}
+}
+
+func TestGetModelfileName(t *testing.T) {
+	tests := []struct {
+		name          string
+		modelfileName string
+		fileExists    bool
+		expectedName  string
+		expectedErr   error
+	}{
+		{
+			name:          "no modelfile specified, no modelfile exists",
+			modelfileName: "",
+			fileExists:    false,
+			expectedName:  "",
+			expectedErr:   os.ErrNotExist,
+		},
+		{
+			name:          "no modelfile specified, modelfile exists",
+			modelfileName: "",
+			fileExists:    true,
+			expectedName:  "Modelfile",
+			expectedErr:   nil,
+		},
+		{
+			name:          "modelfile specified, no modelfile exists",
+			modelfileName: "crazyfile",
+			fileExists:    false,
+			expectedName:  "",
+			expectedErr:   os.ErrNotExist,
+		},
+		{
+			name:          "modelfile specified, modelfile exists",
+			modelfileName: "anotherfile",
+			fileExists:    true,
+			expectedName:  "anotherfile",
+			expectedErr:   nil,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			cmd := &cobra.Command{
+				Use: "fakecmd",
+			}
+			cmd.Flags().String("file", "", "path to modelfile")
+
+			var expectedFilename string
+
+			if tt.fileExists {
+				var fn string
+				if tt.modelfileName != "" {
+					fn = tt.modelfileName
+				} else {
+					fn = "Modelfile"
+				}
+
+				tempFile, err := os.CreateTemp(t.TempDir(), fn)
+				if err != nil {
+					t.Fatalf("temp modelfile creation failed: %v", err)
+				}
+				defer tempFile.Close()
+
+				expectedFilename = tempFile.Name()
+				err = cmd.Flags().Set("file", expectedFilename)
+				if err != nil {
+					t.Fatalf("couldn't set file flag: %v", err)
+				}
+			} else {
+				expectedFilename = tt.expectedName
+				if tt.modelfileName != "" {
+					err := cmd.Flags().Set("file", tt.modelfileName)
+					if err != nil {
+						t.Fatalf("couldn't set file flag: %v", err)
+					}
+				}
+			}
+
+			actualFilename, actualErr := getModelfileName(cmd)
+
+			if actualFilename != expectedFilename {
+				t.Errorf("expected filename: '%s' actual filename: '%s'", expectedFilename, actualFilename)
+			}
+
+			if tt.expectedErr != os.ErrNotExist {
+				if actualErr != tt.expectedErr {
+					t.Errorf("expected err: %v actual err: %v", tt.expectedErr, actualErr)
+				}
+			} else {
+				if !os.IsNotExist(actualErr) {
+					t.Errorf("expected err: %v actual err: %v", tt.expectedErr, actualErr)
+				}
+			}
+		})
+	}
+}
+
+func TestPushHandler(t *testing.T) {
+	tests := []struct {
+		name           string
+		modelName      string
+		serverResponse map[string]func(w http.ResponseWriter, r *http.Request)
+		expectedError  string
+		expectedOutput string
+	}{
+		{
+			name:      "successful push",
+			modelName: "test-model",
+			serverResponse: map[string]func(w http.ResponseWriter, r *http.Request){
+				"/api/push": func(w http.ResponseWriter, r *http.Request) {
+					if r.Method != http.MethodPost {
+						t.Errorf("expected POST request, got %s", r.Method)
+					}
+
+					var req api.PushRequest
+					if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+						http.Error(w, err.Error(), http.StatusBadRequest)
+						return
+					}
+
+					if req.Name != "test-model" {
+						t.Errorf("expected model name 'test-model', got %s", req.Name)
+					}
+
+					// Simulate progress updates
+					responses := []api.ProgressResponse{
+						{Status: "preparing manifest"},
+						{Digest: "sha256:abc123456789", Total: 100, Completed: 50},
+						{Digest: "sha256:abc123456789", Total: 100, Completed: 100},
+					}
+
+					for _, resp := range responses {
+						if err := json.NewEncoder(w).Encode(resp); err != nil {
+							http.Error(w, err.Error(), http.StatusInternalServerError)
+							return
+						}
+						w.(http.Flusher).Flush()
+					}
+				},
+			},
+			expectedOutput: "\nYou can find your model at:\n\n\thttps://ollama.com/test-model\n",
+		},
+		{
+			name:      "unauthorized push",
+			modelName: "unauthorized-model",
+			serverResponse: map[string]func(w http.ResponseWriter, r *http.Request){
+				"/api/push": func(w http.ResponseWriter, r *http.Request) {
+					w.Header().Set("Content-Type", "application/json")
+					w.WriteHeader(http.StatusUnauthorized)
+					err := json.NewEncoder(w).Encode(map[string]string{
+						"error": "access denied",
+					})
+					if err != nil {
+						t.Fatal(err)
+					}
+				},
+			},
+			expectedError: "you are not authorized to push to this namespace, create the model under a namespace you own",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			mockServer := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+				if handler, ok := tt.serverResponse[r.URL.Path]; ok {
+					handler(w, r)
+					return
+				}
+				http.Error(w, "not found", http.StatusNotFound)
+			}))
+			defer mockServer.Close()
+
+			t.Setenv("OLLAMA_HOST", mockServer.URL)
+
+			cmd := &cobra.Command{}
+			cmd.Flags().Bool("insecure", false, "")
+			cmd.SetContext(t.Context())
+
+			// Redirect stderr to capture progress output
+			oldStderr := os.Stderr
+			r, w, _ := os.Pipe()
+			os.Stderr = w
+
+			// Capture stdout for the "Model pushed" message
+			oldStdout := os.Stdout
+			outR, outW, _ := os.Pipe()
+			os.Stdout = outW
+
+			err := PushHandler(cmd, []string{tt.modelName})
+
+			// Restore stderr
+			w.Close()
+			os.Stderr = oldStderr
+			// drain the pipe
+			if _, err := io.ReadAll(r); err != nil {
+				t.Fatal(err)
+			}
+
+			// Restore stdout and get output
+			outW.Close()
+			os.Stdout = oldStdout
+			stdout, _ := io.ReadAll(outR)
+
+			if tt.expectedError == "" {
+				if err != nil {
+					t.Errorf("expected no error, got %v", err)
+				}
+				if tt.expectedOutput != "" {
+					if got := string(stdout); got != tt.expectedOutput {
+						t.Errorf("expected output %q, got %q", tt.expectedOutput, got)
+					}
+				}
+			} else {
+				if err == nil || !strings.Contains(err.Error(), tt.expectedError) {
+					t.Errorf("expected error containing %q, got %v", tt.expectedError, err)
+				}
+			}
+		})
+	}
+}
+
+func TestListHandler(t *testing.T) {
+	tests := []struct {
+		name           string
+		args           []string
+		serverResponse []api.ListModelResponse
+		expectedError  string
+		expectedOutput string
+	}{
+		{
+			name: "list all models",
+			args: []string{},
+			serverResponse: []api.ListModelResponse{
+				{Name: "model1", Digest: "sha256:abc123", Size: 1024, ModifiedAt: time.Now().Add(-24 * time.Hour)},
+				{Name: "model2", Digest: "sha256:def456", Size: 2048, ModifiedAt: time.Now().Add(-48 * time.Hour)},
+			},
+			expectedOutput: "NAME      ID              SIZE      MODIFIED     \n" +
+				"model1    sha256:abc12    1.0 KB    24 hours ago    \n" +
+				"model2    sha256:def45    2.0 KB    2 days ago      \n",
+		},
+		{
+			name: "filter models by prefix",
+			args: []string{"model1"},
+			serverResponse: []api.ListModelResponse{
+				{Name: "model1", Digest: "sha256:abc123", Size: 1024, ModifiedAt: time.Now().Add(-24 * time.Hour)},
+				{Name: "model2", Digest: "sha256:def456", Size: 2048, ModifiedAt: time.Now().Add(-24 * time.Hour)},
+			},
+			expectedOutput: "NAME      ID              SIZE      MODIFIED     \n" +
+				"model1    sha256:abc12    1.0 KB    24 hours ago    \n",
+		},
+		{
+			name:          "server error",
+			args:          []string{},
+			expectedError: "server error",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			mockServer := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+				if r.URL.Path != "/api/tags" || r.Method != http.MethodGet {
+					t.Errorf("unexpected request to %s %s", r.Method, r.URL.Path)
+					http.Error(w, "not found", http.StatusNotFound)
+					return
+				}
+
+				if tt.expectedError != "" {
+					http.Error(w, tt.expectedError, http.StatusInternalServerError)
+					return
+				}
+
+				response := api.ListResponse{Models: tt.serverResponse}
+				if err := json.NewEncoder(w).Encode(response); err != nil {
+					t.Fatal(err)
+				}
+			}))
+			defer mockServer.Close()
+
+			t.Setenv("OLLAMA_HOST", mockServer.URL)
+
+			cmd := &cobra.Command{}
+			cmd.SetContext(t.Context())
+
+			// Capture stdout
+			oldStdout := os.Stdout
+			r, w, _ := os.Pipe()
+			os.Stdout = w
+
+			err := ListHandler(cmd, tt.args)
+
+			// Restore stdout and get output
+			w.Close()
+			os.Stdout = oldStdout
+			output, _ := io.ReadAll(r)
+
+			if tt.expectedError == "" {
+				if err != nil {
+					t.Errorf("expected no error, got %v", err)
+				}
+				if got := string(output); got != tt.expectedOutput {
+					t.Errorf("expected output:\n%s\ngot:\n%s", tt.expectedOutput, got)
+				}
+			} else {
+				if err == nil || !strings.Contains(err.Error(), tt.expectedError) {
+					t.Errorf("expected error containing %q, got %v", tt.expectedError, err)
+				}
+			}
+		})
+	}
+}
+
+func TestCreateHandler(t *testing.T) {
+	tests := []struct {
+		name           string
+		modelName      string
+		modelFile      string
+		serverResponse map[string]func(w http.ResponseWriter, r *http.Request)
+		expectedError  string
+		expectedOutput string
+	}{
+		{
+			name:      "successful create",
+			modelName: "test-model",
+			modelFile: "FROM foo",
+			serverResponse: map[string]func(w http.ResponseWriter, r *http.Request){
+				"/api/create": func(w http.ResponseWriter, r *http.Request) {
+					if r.Method != http.MethodPost {
+						t.Errorf("expected POST request, got %s", r.Method)
+					}
+
+					req := api.CreateRequest{}
+					if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+						http.Error(w, err.Error(), http.StatusBadRequest)
+						return
+					}
+
+					if req.Model != "test-model" {
+						t.Errorf("expected model name 'test-model', got %s", req.Name)
+					}
+
+					if req.From != "foo" {
+						t.Errorf("expected from 'foo', got %s", req.From)
+					}
+
+					responses := []api.ProgressResponse{
+						{Status: "using existing layer sha256:56bb8bd477a519ffa694fc449c2413c6f0e1d3b1c88fa7e3c9d88d3ae49d4dcb"},
+						{Status: "writing manifest"},
+						{Status: "success"},
+					}
+
+					for _, resp := range responses {
+						if err := json.NewEncoder(w).Encode(resp); err != nil {
+							http.Error(w, err.Error(), http.StatusInternalServerError)
+							return
+						}
+						w.(http.Flusher).Flush()
+					}
+				},
+			},
+			expectedOutput: "",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			mockServer := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+				handler, ok := tt.serverResponse[r.URL.Path]
+				if !ok {
+					t.Errorf("unexpected request to %s", r.URL.Path)
+					http.Error(w, "not found", http.StatusNotFound)
+					return
+				}
+				handler(w, r)
+			}))
+			t.Setenv("OLLAMA_HOST", mockServer.URL)
+			t.Cleanup(mockServer.Close)
+			tempFile, err := os.CreateTemp(t.TempDir(), "modelfile")
+			if err != nil {
+				t.Fatal(err)
+			}
+			defer os.Remove(tempFile.Name())
+
+			if _, err := tempFile.WriteString(tt.modelFile); err != nil {
+				t.Fatal(err)
+			}
+			if err := tempFile.Close(); err != nil {
+				t.Fatal(err)
+			}
+
+			cmd := &cobra.Command{}
+			cmd.Flags().String("file", "", "")
+			if err := cmd.Flags().Set("file", tempFile.Name()); err != nil {
+				t.Fatal(err)
+			}
+
+			cmd.Flags().Bool("insecure", false, "")
+			cmd.SetContext(t.Context())
+
+			// Redirect stderr to capture progress output
+			oldStderr := os.Stderr
+			r, w, _ := os.Pipe()
+			os.Stderr = w
+
+			// Capture stdout for the "Model pushed" message
+			oldStdout := os.Stdout
+			outR, outW, _ := os.Pipe()
+			os.Stdout = outW
+
+			err = CreateHandler(cmd, []string{tt.modelName})
+
+			// Restore stderr
+			w.Close()
+			os.Stderr = oldStderr
+			// drain the pipe
+			if _, err := io.ReadAll(r); err != nil {
+				t.Fatal(err)
+			}
+
+			// Restore stdout and get output
+			outW.Close()
+			os.Stdout = oldStdout
+			stdout, _ := io.ReadAll(outR)
+
+			if tt.expectedError == "" {
+				if err != nil {
+					t.Errorf("expected no error, got %v", err)
+				}
+
+				if tt.expectedOutput != "" {
+					if got := string(stdout); got != tt.expectedOutput {
+						t.Errorf("expected output %q, got %q", tt.expectedOutput, got)
+					}
+				}
+			}
+		})
+	}
+}
+
+func TestNewCreateRequest(t *testing.T) {
+	tests := []struct {
+		name     string
+		from     string
+		opts     runOptions
+		expected *api.CreateRequest
+	}{
+		{
+			"basic test",
+			"newmodel",
+			runOptions{
+				Model:       "mymodel",
+				ParentModel: "",
+				Prompt:      "You are a fun AI agent",
+				Messages:    []api.Message{},
+				WordWrap:    true,
+			},
+			&api.CreateRequest{
+				From:  "mymodel",
+				Model: "newmodel",
+			},
+		},
+		{
+			"parent model test",
+			"newmodel",
+			runOptions{
+				Model:       "mymodel",
+				ParentModel: "parentmodel",
+				Messages:    []api.Message{},
+				WordWrap:    true,
+			},
+			&api.CreateRequest{
+				From:  "parentmodel",
+				Model: "newmodel",
+			},
+		},
+		{
+			"parent model as filepath test",
+			"newmodel",
+			runOptions{
+				Model:       "mymodel",
+				ParentModel: "/some/file/like/etc/passwd",
+				Messages:    []api.Message{},
+				WordWrap:    true,
+			},
+			&api.CreateRequest{
+				From:  "mymodel",
+				Model: "newmodel",
+			},
+		},
+		{
+			"parent model as windows filepath test",
+			"newmodel",
+			runOptions{
+				Model:       "mymodel",
+				ParentModel: "D:\\some\\file\\like\\etc\\passwd",
+				Messages:    []api.Message{},
+				WordWrap:    true,
+			},
+			&api.CreateRequest{
+				From:  "mymodel",
+				Model: "newmodel",
+			},
+		},
+		{
+			"options test",
+			"newmodel",
+			runOptions{
+				Model:       "mymodel",
+				ParentModel: "parentmodel",
+				Options: map[string]any{
+					"temperature": 1.0,
+				},
+			},
+			&api.CreateRequest{
+				From:  "parentmodel",
+				Model: "newmodel",
+				Parameters: map[string]any{
+					"temperature": 1.0,
+				},
+			},
+		},
+		{
+			"messages test",
+			"newmodel",
+			runOptions{
+				Model:       "mymodel",
+				ParentModel: "parentmodel",
+				System:      "You are a fun AI agent",
+				Messages: []api.Message{
+					{
+						Role:    "user",
+						Content: "hello there!",
+					},
+					{
+						Role:    "assistant",
+						Content: "hello to you!",
+					},
+				},
+				WordWrap: true,
+			},
+			&api.CreateRequest{
+				From:   "parentmodel",
+				Model:  "newmodel",
+				System: "You are a fun AI agent",
+				Messages: []api.Message{
+					{
+						Role:    "user",
+						Content: "hello there!",
+					},
+					{
+						Role:    "assistant",
+						Content: "hello to you!",
+					},
+				},
+			},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			actual := NewCreateRequest(tt.from, tt.opts)
+			if !cmp.Equal(actual, tt.expected) {
+				t.Errorf("expected output %#v, got %#v", tt.expected, actual)
+			}
+		})
+	}
+}
diff --git a/cmd/interactive.go b/cmd/interactive.go
new file mode 100644
index 0000000..d7e6fbc
--- /dev/null
+++ b/cmd/interactive.go
@@ -0,0 +1,584 @@
+package cmd
+
+import (
+	"cmp"
+	"errors"
+	"fmt"
+	"io"
+	"net/http"
+	"os"
+	"path/filepath"
+	"regexp"
+	"slices"
+	"strings"
+
+	"github.com/spf13/cobra"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/readline"
+	"github.com/ollama/ollama/types/errtypes"
+	"github.com/ollama/ollama/types/model"
+)
+
+type MultilineState int
+
+const (
+	MultilineNone MultilineState = iota
+	MultilinePrompt
+	MultilineSystem
+)
+
+func generateInteractive(cmd *cobra.Command, opts runOptions) error {
+	usage := func() {
+		fmt.Fprintln(os.Stderr, "Available Commands:")
+		fmt.Fprintln(os.Stderr, "  /set            Set session variables")
+		fmt.Fprintln(os.Stderr, "  /show           Show model information")
+		fmt.Fprintln(os.Stderr, "  /load <model>   Load a session or model")
+		fmt.Fprintln(os.Stderr, "  /save <model>   Save your current session")
+		fmt.Fprintln(os.Stderr, "  /clear          Clear session context")
+		fmt.Fprintln(os.Stderr, "  /bye            Exit")
+		fmt.Fprintln(os.Stderr, "  /?, /help       Help for a command")
+		fmt.Fprintln(os.Stderr, "  /? shortcuts    Help for keyboard shortcuts")
+		fmt.Fprintln(os.Stderr, "")
+		fmt.Fprintln(os.Stderr, "Use \"\"\" to begin a multi-line message.")
+
+		if opts.MultiModal {
+			fmt.Fprintf(os.Stderr, "Use %s to include .jpg, .png, or .webp images.\n", filepath.FromSlash("/path/to/file"))
+		}
+
+		fmt.Fprintln(os.Stderr, "")
+	}
+
+	usageSet := func() {
+		fmt.Fprintln(os.Stderr, "Available Commands:")
+		fmt.Fprintln(os.Stderr, "  /set parameter ...     Set a parameter")
+		fmt.Fprintln(os.Stderr, "  /set system <string>   Set system message")
+		fmt.Fprintln(os.Stderr, "  /set history           Enable history")
+		fmt.Fprintln(os.Stderr, "  /set nohistory         Disable history")
+		fmt.Fprintln(os.Stderr, "  /set wordwrap          Enable wordwrap")
+		fmt.Fprintln(os.Stderr, "  /set nowordwrap        Disable wordwrap")
+		fmt.Fprintln(os.Stderr, "  /set format json       Enable JSON mode")
+		fmt.Fprintln(os.Stderr, "  /set noformat          Disable formatting")
+		fmt.Fprintln(os.Stderr, "  /set verbose           Show LLM stats")
+		fmt.Fprintln(os.Stderr, "  /set quiet             Disable LLM stats")
+		fmt.Fprintln(os.Stderr, "")
+	}
+
+	usageShortcuts := func() {
+		fmt.Fprintln(os.Stderr, "Available keyboard shortcuts:")
+		fmt.Fprintln(os.Stderr, "  Ctrl + a            Move to the beginning of the line (Home)")
+		fmt.Fprintln(os.Stderr, "  Ctrl + e            Move to the end of the line (End)")
+		fmt.Fprintln(os.Stderr, "   Alt + b            Move back (left) one word")
+		fmt.Fprintln(os.Stderr, "   Alt + f            Move forward (right) one word")
+		fmt.Fprintln(os.Stderr, "  Ctrl + k            Delete the sentence after the cursor")
+		fmt.Fprintln(os.Stderr, "  Ctrl + u            Delete the sentence before the cursor")
+		fmt.Fprintln(os.Stderr, "  Ctrl + w            Delete the word before the cursor")
+		fmt.Fprintln(os.Stderr, "")
+		fmt.Fprintln(os.Stderr, "  Ctrl + l            Clear the screen")
+		fmt.Fprintln(os.Stderr, "  Ctrl + c            Stop the model from responding")
+		fmt.Fprintln(os.Stderr, "  Ctrl + d            Exit ollama (/bye)")
+		fmt.Fprintln(os.Stderr, "")
+	}
+
+	usageShow := func() {
+		fmt.Fprintln(os.Stderr, "Available Commands:")
+		fmt.Fprintln(os.Stderr, "  /show info         Show details for this model")
+		fmt.Fprintln(os.Stderr, "  /show license      Show model license")
+		fmt.Fprintln(os.Stderr, "  /show modelfile    Show Modelfile for this model")
+		fmt.Fprintln(os.Stderr, "  /show parameters   Show parameters for this model")
+		fmt.Fprintln(os.Stderr, "  /show system       Show system message")
+		fmt.Fprintln(os.Stderr, "  /show template     Show prompt template")
+		fmt.Fprintln(os.Stderr, "")
+	}
+
+	// only list out the most common parameters
+	usageParameters := func() {
+		fmt.Fprintln(os.Stderr, "Available Parameters:")
+		fmt.Fprintln(os.Stderr, "  /set parameter seed <int>             Random number seed")
+		fmt.Fprintln(os.Stderr, "  /set parameter num_predict <int>      Max number of tokens to predict")
+		fmt.Fprintln(os.Stderr, "  /set parameter top_k <int>            Pick from top k num of tokens")
+		fmt.Fprintln(os.Stderr, "  /set parameter top_p <float>          Pick token based on sum of probabilities")
+		fmt.Fprintln(os.Stderr, "  /set parameter min_p <float>          Pick token based on top token probability * min_p")
+		fmt.Fprintln(os.Stderr, "  /set parameter num_ctx <int>          Set the context size")
+		fmt.Fprintln(os.Stderr, "  /set parameter temperature <float>    Set creativity level")
+		fmt.Fprintln(os.Stderr, "  /set parameter repeat_penalty <float> How strongly to penalize repetitions")
+		fmt.Fprintln(os.Stderr, "  /set parameter repeat_last_n <int>    Set how far back to look for repetitions")
+		fmt.Fprintln(os.Stderr, "  /set parameter num_gpu <int>          The number of layers to send to the GPU")
+		fmt.Fprintln(os.Stderr, "  /set parameter stop <string> <string> ...   Set the stop parameters")
+		fmt.Fprintln(os.Stderr, "")
+	}
+
+	scanner, err := readline.New(readline.Prompt{
+		Prompt:         ">>> ",
+		AltPrompt:      "... ",
+		Placeholder:    "Send a message (/? for help)",
+		AltPlaceholder: `Use """ to end multi-line input`,
+	})
+	if err != nil {
+		return err
+	}
+
+	if envconfig.NoHistory() {
+		scanner.HistoryDisable()
+	}
+
+	fmt.Print(readline.StartBracketedPaste)
+	defer fmt.Printf(readline.EndBracketedPaste)
+
+	var sb strings.Builder
+	var multiline MultilineState
+
+	for {
+		line, err := scanner.Readline()
+		switch {
+		case errors.Is(err, io.EOF):
+			fmt.Println()
+			return nil
+		case errors.Is(err, readline.ErrInterrupt):
+			if line == "" {
+				fmt.Println("\nUse Ctrl + d or /bye to exit.")
+			}
+
+			scanner.Prompt.UseAlt = false
+			sb.Reset()
+
+			continue
+		case err != nil:
+			return err
+		}
+
+		switch {
+		case multiline != MultilineNone:
+			// check if there's a multiline terminating string
+			before, ok := strings.CutSuffix(line, `"""`)
+			sb.WriteString(before)
+			if !ok {
+				fmt.Fprintln(&sb)
+				continue
+			}
+
+			switch multiline {
+			case MultilineSystem:
+				opts.System = sb.String()
+				opts.Messages = append(opts.Messages, api.Message{Role: "system", Content: opts.System})
+				fmt.Println("Set system message.")
+				sb.Reset()
+			}
+
+			multiline = MultilineNone
+			scanner.Prompt.UseAlt = false
+		case strings.HasPrefix(line, `"""`):
+			line := strings.TrimPrefix(line, `"""`)
+			line, ok := strings.CutSuffix(line, `"""`)
+			sb.WriteString(line)
+			if !ok {
+				// no multiline terminating string; need more input
+				fmt.Fprintln(&sb)
+				multiline = MultilinePrompt
+				scanner.Prompt.UseAlt = true
+			}
+		case scanner.Pasting:
+			fmt.Fprintln(&sb, line)
+			continue
+		case strings.HasPrefix(line, "/list"):
+			args := strings.Fields(line)
+			if err := ListHandler(cmd, args[1:]); err != nil {
+				return err
+			}
+		case strings.HasPrefix(line, "/load"):
+			args := strings.Fields(line)
+			if len(args) != 2 {
+				fmt.Println("Usage:\n  /load <modelname>")
+				continue
+			}
+			opts.Model = args[1]
+			opts.Messages = []api.Message{}
+			fmt.Printf("Loading model '%s'\n", opts.Model)
+			if err := loadOrUnloadModel(cmd, &opts); err != nil {
+				if strings.Contains(err.Error(), "not found") {
+					fmt.Printf("error: %v\n", err)
+					continue
+				}
+				return err
+			}
+			continue
+		case strings.HasPrefix(line, "/save"):
+			args := strings.Fields(line)
+			if len(args) != 2 {
+				fmt.Println("Usage:\n  /save <modelname>")
+				continue
+			}
+
+			client, err := api.ClientFromEnvironment()
+			if err != nil {
+				fmt.Println("error: couldn't connect to ollama server")
+				return err
+			}
+
+			req := NewCreateRequest(args[1], opts)
+			fn := func(resp api.ProgressResponse) error { return nil }
+			err = client.Create(cmd.Context(), req, fn)
+			if err != nil {
+				if strings.Contains(err.Error(), errtypes.InvalidModelNameErrMsg) {
+					fmt.Printf("error: The model name '%s' is invalid\n", args[1])
+					continue
+				}
+				return err
+			}
+			fmt.Printf("Created new model '%s'\n", args[1])
+			continue
+		case strings.HasPrefix(line, "/clear"):
+			opts.Messages = []api.Message{}
+			if opts.System != "" {
+				newMessage := api.Message{Role: "system", Content: opts.System}
+				opts.Messages = append(opts.Messages, newMessage)
+			}
+			fmt.Println("Cleared session context")
+			continue
+		case strings.HasPrefix(line, "/set"):
+			args := strings.Fields(line)
+			if len(args) > 1 {
+				switch args[1] {
+				case "history":
+					scanner.HistoryEnable()
+				case "nohistory":
+					scanner.HistoryDisable()
+				case "wordwrap":
+					opts.WordWrap = true
+					fmt.Println("Set 'wordwrap' mode.")
+				case "nowordwrap":
+					opts.WordWrap = false
+					fmt.Println("Set 'nowordwrap' mode.")
+				case "verbose":
+					if err := cmd.Flags().Set("verbose", "true"); err != nil {
+						return err
+					}
+					fmt.Println("Set 'verbose' mode.")
+				case "quiet":
+					if err := cmd.Flags().Set("verbose", "false"); err != nil {
+						return err
+					}
+					fmt.Println("Set 'quiet' mode.")
+				case "format":
+					if len(args) < 3 || args[2] != "json" {
+						fmt.Println("Invalid or missing format. For 'json' mode use '/set format json'")
+					} else {
+						opts.Format = args[2]
+						fmt.Printf("Set format to '%s' mode.\n", args[2])
+					}
+				case "noformat":
+					opts.Format = ""
+					fmt.Println("Disabled format.")
+				case "parameter":
+					if len(args) < 4 {
+						usageParameters()
+						continue
+					}
+					params := args[3:]
+					fp, err := api.FormatParams(map[string][]string{args[2]: params})
+					if err != nil {
+						fmt.Printf("Couldn't set parameter: %q\n", err)
+						continue
+					}
+					fmt.Printf("Set parameter '%s' to '%s'\n", args[2], strings.Join(params, ", "))
+					opts.Options[args[2]] = fp[args[2]]
+				case "system":
+					if len(args) < 3 {
+						usageSet()
+						continue
+					}
+
+					multiline = MultilineSystem
+
+					line := strings.Join(args[2:], " ")
+					line, ok := strings.CutPrefix(line, `"""`)
+					if !ok {
+						multiline = MultilineNone
+					} else {
+						// only cut suffix if the line is multiline
+						line, ok = strings.CutSuffix(line, `"""`)
+						if ok {
+							multiline = MultilineNone
+						}
+					}
+
+					sb.WriteString(line)
+					if multiline != MultilineNone {
+						scanner.Prompt.UseAlt = true
+						continue
+					}
+
+					opts.System = sb.String() // for display in modelfile
+					newMessage := api.Message{Role: "system", Content: sb.String()}
+					// Check if the slice is not empty and the last message is from 'system'
+					if len(opts.Messages) > 0 && opts.Messages[len(opts.Messages)-1].Role == "system" {
+						// Replace the last message
+						opts.Messages[len(opts.Messages)-1] = newMessage
+					} else {
+						opts.Messages = append(opts.Messages, newMessage)
+					}
+					fmt.Println("Set system message.")
+					sb.Reset()
+					continue
+				default:
+					fmt.Printf("Unknown command '/set %s'. Type /? for help\n", args[1])
+				}
+			} else {
+				usageSet()
+			}
+		case strings.HasPrefix(line, "/show"):
+			args := strings.Fields(line)
+			if len(args) > 1 {
+				client, err := api.ClientFromEnvironment()
+				if err != nil {
+					fmt.Println("error: couldn't connect to ollama server")
+					return err
+				}
+				req := &api.ShowRequest{
+					Name:    opts.Model,
+					System:  opts.System,
+					Options: opts.Options,
+				}
+				resp, err := client.Show(cmd.Context(), req)
+				if err != nil {
+					fmt.Println("error: couldn't get model")
+					return err
+				}
+
+				switch args[1] {
+				case "info":
+					_ = showInfo(resp, false, os.Stderr)
+				case "license":
+					if resp.License == "" {
+						fmt.Println("No license was specified for this model.")
+					} else {
+						fmt.Println(resp.License)
+					}
+				case "modelfile":
+					fmt.Println(resp.Modelfile)
+				case "parameters":
+					if resp.Parameters == "" {
+						fmt.Println("No parameters were specified for this model.")
+					} else {
+						if len(opts.Options) > 0 {
+							fmt.Println("User defined parameters:")
+							for k, v := range opts.Options {
+								fmt.Printf("%-*s %v\n", 30, k, v)
+							}
+							fmt.Println()
+						}
+						fmt.Println("Model defined parameters:")
+						fmt.Println(resp.Parameters)
+					}
+				case "system":
+					switch {
+					case opts.System != "":
+						fmt.Println(opts.System + "\n")
+					case resp.System != "":
+						fmt.Println(resp.System + "\n")
+					default:
+						fmt.Println("No system message was specified for this model.")
+					}
+				case "template":
+					if resp.Template != "" {
+						fmt.Println(resp.Template)
+					} else {
+						fmt.Println("No prompt template was specified for this model.")
+					}
+				default:
+					fmt.Printf("Unknown command '/show %s'. Type /? for help\n", args[1])
+				}
+			} else {
+				usageShow()
+			}
+		case strings.HasPrefix(line, "/help"), strings.HasPrefix(line, "/?"):
+			args := strings.Fields(line)
+			if len(args) > 1 {
+				switch args[1] {
+				case "set", "/set":
+					usageSet()
+				case "show", "/show":
+					usageShow()
+				case "shortcut", "shortcuts":
+					usageShortcuts()
+				}
+			} else {
+				usage()
+			}
+		case strings.HasPrefix(line, "/exit"), strings.HasPrefix(line, "/bye"):
+			return nil
+		case strings.HasPrefix(line, "/"):
+			args := strings.Fields(line)
+			isFile := false
+
+			if opts.MultiModal {
+				for _, f := range extractFileNames(line) {
+					if strings.HasPrefix(f, args[0]) {
+						isFile = true
+						break
+					}
+				}
+			}
+
+			if !isFile {
+				fmt.Printf("Unknown command '%s'. Type /? for help\n", args[0])
+				continue
+			}
+
+			sb.WriteString(line)
+		default:
+			sb.WriteString(line)
+		}
+
+		if sb.Len() > 0 && multiline == MultilineNone {
+			newMessage := api.Message{Role: "user", Content: sb.String()}
+
+			if opts.MultiModal {
+				msg, images, err := extractFileData(sb.String())
+				if err != nil {
+					return err
+				}
+
+				newMessage.Content = msg
+				newMessage.Images = images
+			}
+
+			opts.Messages = append(opts.Messages, newMessage)
+
+			assistant, err := chat(cmd, opts)
+			if err != nil {
+				return err
+			}
+			if assistant != nil {
+				opts.Messages = append(opts.Messages, *assistant)
+			}
+
+			sb.Reset()
+		}
+	}
+}
+
+func NewCreateRequest(name string, opts runOptions) *api.CreateRequest {
+	parentModel := opts.ParentModel
+
+	modelName := model.ParseName(parentModel)
+	if !modelName.IsValid() {
+		parentModel = ""
+	}
+
+	req := &api.CreateRequest{
+		Model: name,
+		From:  cmp.Or(parentModel, opts.Model),
+	}
+
+	if opts.System != "" {
+		req.System = opts.System
+	}
+
+	if len(opts.Options) > 0 {
+		req.Parameters = opts.Options
+	}
+
+	if len(opts.Messages) > 0 {
+		req.Messages = opts.Messages
+	}
+
+	return req
+}
+
+func normalizeFilePath(fp string) string {
+	return strings.NewReplacer(
+		"\\ ", " ", // Escaped space
+		"\\(", "(", // Escaped left parenthesis
+		"\\)", ")", // Escaped right parenthesis
+		"\\[", "[", // Escaped left square bracket
+		"\\]", "]", // Escaped right square bracket
+		"\\{", "{", // Escaped left curly brace
+		"\\}", "}", // Escaped right curly brace
+		"\\$", "$", // Escaped dollar sign
+		"\\&", "&", // Escaped ampersand
+		"\\;", ";", // Escaped semicolon
+		"\\'", "'", // Escaped single quote
+		"\\\\", "\\", // Escaped backslash
+		"\\*", "*", // Escaped asterisk
+		"\\?", "?", // Escaped question mark
+		"\\~", "~", // Escaped tilde
+	).Replace(fp)
+}
+
+func extractFileNames(input string) []string {
+	// Regex to match file paths starting with optional drive letter, / ./ \ or .\ and include escaped or unescaped spaces (\ or %20)
+	// and followed by more characters and a file extension
+	// This will capture non filename strings, but we'll check for file existence to remove mismatches
+	regexPattern := `(?:[a-zA-Z]:)?(?:\./|/|\\)[\S\\ ]+?\.(?i:jpg|jpeg|png|webp)\b`
+	re := regexp.MustCompile(regexPattern)
+
+	return re.FindAllString(input, -1)
+}
+
+func extractFileData(input string) (string, []api.ImageData, error) {
+	filePaths := extractFileNames(input)
+	var imgs []api.ImageData
+
+	for _, fp := range filePaths {
+		nfp := normalizeFilePath(fp)
+		data, err := getImageData(nfp)
+		if errors.Is(err, os.ErrNotExist) {
+			continue
+		} else if err != nil {
+			fmt.Fprintf(os.Stderr, "Couldn't process image: %q\n", err)
+			return "", imgs, err
+		}
+		fmt.Fprintf(os.Stderr, "Added image '%s'\n", nfp)
+		input = strings.ReplaceAll(input, "'"+nfp+"'", "")
+		input = strings.ReplaceAll(input, "'"+fp+"'", "")
+		input = strings.ReplaceAll(input, fp, "")
+		imgs = append(imgs, data)
+	}
+	return strings.TrimSpace(input), imgs, nil
+}
+
+func getImageData(filePath string) ([]byte, error) {
+	file, err := os.Open(filePath)
+	if err != nil {
+		return nil, err
+	}
+	defer file.Close()
+
+	buf := make([]byte, 512)
+	_, err = file.Read(buf)
+	if err != nil {
+		return nil, err
+	}
+
+	contentType := http.DetectContentType(buf)
+	allowedTypes := []string{"image/jpeg", "image/jpg", "image/png", "image/webp"}
+	if !slices.Contains(allowedTypes, contentType) {
+		return nil, fmt.Errorf("invalid image type: %s", contentType)
+	}
+
+	info, err := file.Stat()
+	if err != nil {
+		return nil, err
+	}
+
+	// Check if the file size exceeds 100MB
+	var maxSize int64 = 100 * 1024 * 1024 // 100MB in bytes
+	if info.Size() > maxSize {
+		return nil, errors.New("file size exceeds maximum limit (100MB)")
+	}
+
+	buf = make([]byte, info.Size())
+	_, err = file.Seek(0, 0)
+	if err != nil {
+		return nil, err
+	}
+
+	_, err = io.ReadFull(file, buf)
+	if err != nil {
+		return nil, err
+	}
+
+	return buf, nil
+}
diff --git a/cmd/interactive_test.go b/cmd/interactive_test.go
new file mode 100644
index 0000000..809f53f
--- /dev/null
+++ b/cmd/interactive_test.go
@@ -0,0 +1,86 @@
+package cmd
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+)
+
+func TestExtractFilenames(t *testing.T) {
+	// Unix style paths
+	input := ` some preamble 
+ ./relative\ path/one.png inbetween1 ./not a valid two.jpg inbetween2 ./1.svg
+/unescaped space /three.jpeg inbetween3 /valid\ path/dir/four.png "./quoted with spaces/five.JPG
+/unescaped space /six.webp inbetween6 /valid\ path/dir/seven.WEBP`
+	res := extractFileNames(input)
+	assert.Len(t, res, 7)
+	assert.Contains(t, res[0], "one.png")
+	assert.Contains(t, res[1], "two.jpg")
+	assert.Contains(t, res[2], "three.jpeg")
+	assert.Contains(t, res[3], "four.png")
+	assert.Contains(t, res[4], "five.JPG")
+	assert.Contains(t, res[5], "six.webp")
+	assert.Contains(t, res[6], "seven.WEBP")
+	assert.NotContains(t, res[4], '"')
+	assert.NotContains(t, res, "inbetween1")
+	assert.NotContains(t, res, "./1.svg")
+
+	// Windows style paths
+	input = ` some preamble
+ c:/users/jdoe/one.png inbetween1 c:/program files/someplace/two.jpg inbetween2 
+ /absolute/nospace/three.jpeg inbetween3 /absolute/with space/four.png inbetween4
+./relative\ path/five.JPG inbetween5 "./relative with/spaces/six.png inbetween6
+d:\path with\spaces\seven.JPEG inbetween7 c:\users\jdoe\eight.png inbetween8 
+ d:\program files\someplace\nine.png inbetween9 "E:\program files\someplace\ten.PNG
+c:/users/jdoe/eleven.webp inbetween11 c:/program files/someplace/twelve.WebP inbetween12
+d:\path with\spaces\thirteen.WEBP some ending
+`
+	res = extractFileNames(input)
+	assert.Len(t, res, 13)
+	assert.NotContains(t, res, "inbetween2")
+	assert.Contains(t, res[0], "one.png")
+	assert.Contains(t, res[0], "c:")
+	assert.Contains(t, res[1], "two.jpg")
+	assert.Contains(t, res[1], "c:")
+	assert.Contains(t, res[2], "three.jpeg")
+	assert.Contains(t, res[3], "four.png")
+	assert.Contains(t, res[4], "five.JPG")
+	assert.Contains(t, res[5], "six.png")
+	assert.Contains(t, res[6], "seven.JPEG")
+	assert.Contains(t, res[6], "d:")
+	assert.Contains(t, res[7], "eight.png")
+	assert.Contains(t, res[7], "c:")
+	assert.Contains(t, res[8], "nine.png")
+	assert.Contains(t, res[8], "d:")
+	assert.Contains(t, res[9], "ten.PNG")
+	assert.Contains(t, res[9], "E:")
+	assert.Contains(t, res[10], "eleven.webp")
+	assert.Contains(t, res[10], "c:")
+	assert.Contains(t, res[11], "twelve.WebP")
+	assert.Contains(t, res[11], "c:")
+	assert.Contains(t, res[12], "thirteen.WEBP")
+	assert.Contains(t, res[12], "d:")
+}
+
+// Ensure that file paths wrapped in single quotes are removed with the quotes.
+func TestExtractFileDataRemovesQuotedFilepath(t *testing.T) {
+	dir := t.TempDir()
+	fp := filepath.Join(dir, "img.jpg")
+	data := make([]byte, 600)
+	copy(data, []byte{
+		0xff, 0xd8, 0xff, 0xe0, 0x00, 0x10, 'J', 'F', 'I', 'F',
+		0x00, 0x01, 0x01, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+		0xff, 0xd9,
+	})
+	if err := os.WriteFile(fp, data, 0o600); err != nil {
+		t.Fatalf("failed to write test image: %v", err)
+	}
+
+	input := "before '" + fp + "' after"
+	cleaned, imgs, err := extractFileData(input)
+	assert.NoError(t, err)
+	assert.Len(t, imgs, 1)
+	assert.Equal(t, cleaned, "before  after")
+}
diff --git a/cmd/runner/main.go b/cmd/runner/main.go
new file mode 100644
index 0000000..fbfafc7
--- /dev/null
+++ b/cmd/runner/main.go
@@ -0,0 +1,15 @@
+package main
+
+import (
+	"fmt"
+	"os"
+
+	"github.com/ollama/ollama/runner"
+)
+
+func main() {
+	if err := runner.Execute(os.Args[1:]); err != nil {
+		fmt.Fprintf(os.Stderr, "error: %s\n", err)
+		os.Exit(1)
+	}
+}
diff --git a/cmd/start.go b/cmd/start.go
new file mode 100644
index 0000000..0c4eed0
--- /dev/null
+++ b/cmd/start.go
@@ -0,0 +1,27 @@
+//go:build darwin || windows
+
+package cmd
+
+import (
+	"context"
+	"errors"
+	"time"
+
+	"github.com/ollama/ollama/api"
+)
+
+func waitForServer(ctx context.Context, client *api.Client) error {
+	// wait for the server to start
+	timeout := time.After(5 * time.Second)
+	tick := time.Tick(500 * time.Millisecond)
+	for {
+		select {
+		case <-timeout:
+			return errors.New("timed out waiting for server to start")
+		case <-tick:
+			if err := client.Heartbeat(ctx); err == nil {
+				return nil // server has started
+			}
+		}
+	}
+}
diff --git a/cmd/start_darwin.go b/cmd/start_darwin.go
new file mode 100644
index 0000000..1a9a1ae
--- /dev/null
+++ b/cmd/start_darwin.go
@@ -0,0 +1,30 @@
+package cmd
+
+import (
+	"context"
+	"errors"
+	"os"
+	"os/exec"
+	"strings"
+
+	"github.com/ollama/ollama/api"
+)
+
+func startApp(ctx context.Context, client *api.Client) error {
+	exe, err := os.Executable()
+	if err != nil {
+		return err
+	}
+	link, err := os.Readlink(exe)
+	if err != nil {
+		return err
+	}
+	if !strings.Contains(link, "Ollama.app") {
+		return errors.New("could not find ollama app")
+	}
+	path := strings.Split(link, "Ollama.app")
+	if err := exec.Command("/usr/bin/open", "-a", path[0]+"Ollama.app").Run(); err != nil {
+		return err
+	}
+	return waitForServer(ctx, client)
+}
diff --git a/cmd/start_default.go b/cmd/start_default.go
new file mode 100644
index 0000000..5eabb28
--- /dev/null
+++ b/cmd/start_default.go
@@ -0,0 +1,14 @@
+//go:build !windows && !darwin
+
+package cmd
+
+import (
+	"context"
+	"errors"
+
+	"github.com/ollama/ollama/api"
+)
+
+func startApp(ctx context.Context, client *api.Client) error {
+	return errors.New("could not connect to ollama server, run 'ollama serve' to start it")
+}
diff --git a/cmd/start_windows.go b/cmd/start_windows.go
new file mode 100644
index 0000000..5bca243
--- /dev/null
+++ b/cmd/start_windows.go
@@ -0,0 +1,58 @@
+package cmd
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"strings"
+	"syscall"
+
+	"github.com/ollama/ollama/api"
+)
+
+func startApp(ctx context.Context, client *api.Client) error {
+	// log.Printf("XXX Attempting to find and start ollama app")
+	AppName := "ollama app.exe"
+	exe, err := os.Executable()
+	if err != nil {
+		return err
+	}
+	appExe := filepath.Join(filepath.Dir(exe), AppName)
+	_, err = os.Stat(appExe)
+	if errors.Is(err, os.ErrNotExist) {
+		// Try the standard install location
+		localAppData := os.Getenv("LOCALAPPDATA")
+		appExe = filepath.Join(localAppData, "Ollama", AppName)
+		_, err := os.Stat(appExe)
+		if errors.Is(err, os.ErrNotExist) {
+			// Finally look in the path
+			appExe, err = exec.LookPath(AppName)
+			if err != nil {
+				return errors.New("could not locate ollama app")
+			}
+		}
+	}
+	// log.Printf("XXX attempting to start app %s", appExe)
+
+	cmd_path := "c:\\Windows\\system32\\cmd.exe"
+	cmd := exec.Command(cmd_path, "/c", appExe)
+	// TODO - these hide flags aren't working - still pops up a command window for some reason
+	cmd.SysProcAttr = &syscall.SysProcAttr{CreationFlags: 0x08000000, HideWindow: true}
+
+	// TODO this didn't help either...
+	cmd.Stdin = strings.NewReader("")
+	cmd.Stdout = os.Stdout
+	cmd.Stderr = os.Stderr
+
+	if err := cmd.Start(); err != nil {
+		return fmt.Errorf("unable to start ollama app %w", err)
+	}
+
+	if cmd.Process != nil {
+		defer cmd.Process.Release() //nolint:errcheck
+	}
+	return waitForServer(ctx, client)
+}
diff --git a/convert/convert.go b/convert/convert.go
new file mode 100644
index 0000000..4a6df66
--- /dev/null
+++ b/convert/convert.go
@@ -0,0 +1,256 @@
+package convert
+
+import (
+	"cmp"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io/fs"
+	"log/slog"
+	"os"
+	"slices"
+	"strings"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type ModelParameters struct {
+	Architectures []string `json:"architectures"`
+	VocabSize     uint32   `json:"vocab_size"`
+
+	TextModel struct {
+		VocabSize uint32 `json:"vocab_size"`
+	} `json:"text_config"`
+}
+
+type AdapterParameters struct {
+	Alpha          uint32 `json:"lora_alpha"`
+	LoraLayers     uint32 `json:"lora_layers"`
+	LoraParameters struct {
+		Rank  uint32  `json:"rank"`
+		Alpha float32 `json:"alpha"`
+		Scale float32 `json:"scale"`
+	} `json:"lora_parameters"`
+}
+
+func (ModelParameters) KV(t *Tokenizer) ggml.KV {
+	kv := ggml.KV{
+		"general.file_type":            uint32(1),
+		"general.quantization_version": uint32(2),
+		"tokenizer.ggml.pre":           t.Pre,
+		"tokenizer.ggml.model":         t.Vocabulary.Model,
+		"tokenizer.ggml.tokens":        t.Vocabulary.Tokens,
+		"tokenizer.ggml.scores":        t.Vocabulary.Scores,
+		"tokenizer.ggml.token_type":    t.Vocabulary.Types,
+	}
+
+	if len(t.Merges) > 0 {
+		kv["tokenizer.ggml.merges"] = t.Merges
+	}
+
+	if t.Template != "" {
+		kv["tokenizer.chat_template"] = t.Template
+	}
+
+	for _, sv := range t.SpecialVocabulary {
+		kv[fmt.Sprintf("tokenizer.ggml.add_%s_token", sv.Key())] = sv.AddToken
+		kv[fmt.Sprintf("tokenizer.ggml.%s_token_id", sv.Key())] = uint32(sv.ID)
+		if len(sv.IDs) > 0 {
+			kv[fmt.Sprintf("tokenizer.ggml.%s_token_ids", sv.Key())] = sv.IDs
+		}
+	}
+
+	return kv
+}
+
+func (p AdapterParameters) KV() ggml.KV {
+	var alpha float32
+	if p.LoraParameters.Alpha == 0 {
+		alpha = float32(p.Alpha)
+	} else {
+		alpha = p.LoraParameters.Alpha
+	}
+
+	kv := ggml.KV{
+		"adapter.lora.alpha": alpha,
+		"adapter.type":       "lora",
+		"general.file_type":  uint32(1),
+		"general.type":       "adapter",
+		"general.version":    "v0.2",
+	}
+
+	return kv
+}
+
+func (ModelParameters) specialTokenTypes() []string {
+	return []string{
+		"bos", "eos", "unk", "sep", "pad", "cls", "mask",
+	}
+}
+
+type ModelConverter interface {
+	// KV maps parameters to LLM key-values
+	KV(*Tokenizer) ggml.KV
+	// Tensors maps input tensors to LLM tensors. Model specific modifications can be done here.
+	Tensors([]Tensor) []*ggml.Tensor
+	// Replacements returns a list of string pairs to replace in tensor names.
+	// See [strings.Replacer](https://pkg.go.dev/strings#Replacer) for details
+	Replacements() []string
+
+	// specialTokenTypes returns any special token types the model uses
+	specialTokenTypes() []string
+}
+
+type moreParser interface {
+	parseMore(fs.FS) error
+}
+
+type AdapterConverter interface {
+	// KV maps parameters to LLM key-values
+	KV(ggml.KV) ggml.KV
+	// Tensors maps input tensors to LLM tensors. Adapter specific modifications can be done here.
+	Tensors([]Tensor) []*ggml.Tensor
+	// Replacements returns a list of string pairs to replace in tensor names.
+	// See [strings.Replacer](https://pkg.go.dev/strings#Replacer) for details
+	Replacements() []string
+}
+
+func ConvertAdapter(fsys fs.FS, f *os.File, baseKV ggml.KV) error {
+	bts, err := fs.ReadFile(fsys, "adapter_config.json")
+	if err != nil {
+		return err
+	}
+
+	var p AdapterParameters
+	if err := json.Unmarshal(bts, &p); err != nil {
+		return err
+	}
+
+	arch, ok := baseKV["general.architecture"]
+	if !ok {
+		return errors.New("architecture not set for the base model")
+	}
+
+	var conv AdapterConverter
+	switch arch {
+	case "llama":
+		conv = &llamaAdapter{}
+	case "gemma2":
+		conv = &gemma2Adapter{}
+	default:
+		return errors.New("unsupported architecture")
+	}
+
+	ts, err := parseTensors(fsys, strings.NewReplacer(conv.Replacements()...))
+	if err != nil {
+		return err
+	}
+
+	if err := json.Unmarshal(bts, conv); err != nil {
+		return err
+	}
+
+	return writeFile(f, conv.KV(baseKV), conv.Tensors(ts))
+}
+
+// Convert writes an Ollama compatible model to the provided io.WriteSeeker based on configurations
+// and files it finds in the input path.
+// Supported input model formats include safetensors.
+// Supported input tokenizers files include tokenizer.json (preferred) and tokenizer.model.
+func ConvertModel(fsys fs.FS, f *os.File) error {
+	bts, err := fs.ReadFile(fsys, "config.json")
+	if err != nil {
+		return err
+	}
+
+	var p ModelParameters
+	if err := json.Unmarshal(bts, &p); err != nil {
+		return err
+	}
+
+	if len(p.Architectures) < 1 {
+		return errors.New("unknown architecture")
+	}
+
+	var conv ModelConverter
+	switch p.Architectures[0] {
+	case "LlamaForCausalLM":
+		conv = &llamaModel{}
+	case "MllamaForConditionalGeneration":
+		conv = &mllamaModel{}
+	case "Llama4ForConditionalGeneration":
+		conv = &llama4Model{}
+	case "Mistral3ForConditionalGeneration":
+		conv = &mistral3Model{}
+	case "MixtralForCausalLM":
+		conv = &mixtralModel{}
+	case "GemmaForCausalLM":
+		conv = &gemmaModel{}
+	case "Gemma2ForCausalLM":
+		conv = &gemma2Model{}
+	case "Gemma3ForCausalLM", "Gemma3ForConditionalGeneration":
+		conv = &gemma3Model{Architecture: p.Architectures[0]}
+	case "Phi3ForCausalLM":
+		conv = &phi3Model{}
+	case "Qwen2ForCausalLM":
+		conv = &qwen2Model{}
+	case "Qwen2_5_VLForConditionalGeneration":
+		conv = &qwen25VLModel{}
+	case "BertModel":
+		conv = &bertModel{}
+	case "CohereForCausalLM":
+		conv = &commandrModel{}
+	default:
+		return fmt.Errorf("unsupported architecture %q", p.Architectures[0])
+	}
+
+	if err := json.Unmarshal(bts, conv); err != nil {
+		return err
+	}
+
+	if t, ok := conv.(moreParser); ok {
+		if err := t.parseMore(fsys); err != nil {
+			return err
+		}
+	}
+
+	t, err := parseTokenizer(fsys, conv.specialTokenTypes())
+	if err != nil {
+		return err
+	}
+
+	vocabSize := int(cmp.Or(p.VocabSize, p.TextModel.VocabSize))
+
+	switch {
+	case vocabSize == 0:
+		slog.Debug("vocabulary size was not explicitly set by the model", "default size", len(t.Vocabulary.Tokens))
+	case vocabSize > len(t.Vocabulary.Tokens):
+		slog.Debug("vocabulary is smaller than expected, padding with dummy tokens", "expect", vocabSize, "actual", len(t.Vocabulary.Tokens))
+		for i := range vocabSize - len(t.Vocabulary.Tokens) {
+			t.Vocabulary.Tokens = append(t.Vocabulary.Tokens, fmt.Sprintf("[PAD%d]", i))
+			t.Vocabulary.Scores = append(t.Vocabulary.Scores, -1)
+			t.Vocabulary.Types = append(t.Vocabulary.Types, tokenTypeUserDefined)
+		}
+	case vocabSize < len(t.Vocabulary.Tokens):
+		slog.Debug("vocabulary is larger than expected", "want", vocabSize, "got", len(t.Vocabulary.Tokens))
+		p.VocabSize = uint32(len(t.Vocabulary.Tokens))
+		p.TextModel.VocabSize = uint32(len(t.Vocabulary.Tokens))
+	default:
+		slog.Debug("vocabulary", "size", len(t.Vocabulary.Tokens))
+	}
+
+	ts, err := parseTensors(fsys, strings.NewReplacer(conv.Replacements()...))
+	if err != nil {
+		return err
+	}
+
+	return writeFile(f, conv.KV(t), conv.Tensors(ts))
+}
+
+func writeFile(f *os.File, kv ggml.KV, ts []*ggml.Tensor) error {
+	for i := range ts {
+		ts[i].Shape = slices.Clone(ts[i].Shape)
+		slices.Reverse(ts[i].Shape)
+	}
+	return ggml.WriteGGUF(f, kv, ts)
+}
diff --git a/convert/convert_bert.go b/convert/convert_bert.go
new file mode 100644
index 0000000..a9f4b8a
--- /dev/null
+++ b/convert/convert_bert.go
@@ -0,0 +1,174 @@
+package convert
+
+import (
+	"cmp"
+	"encoding/json"
+	"io/fs"
+	"path/filepath"
+	"slices"
+	"strings"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type bertModel struct {
+	ModelParameters
+	NLayers               uint32  `json:"n_layers"`
+	NumHiddenLayers       uint32  `json:"num_hidden_layers"`
+	NLayer                uint32  `json:"n_layer"`
+	MaxPositionEmbeddings uint32  `json:"max_position_embeddings"`
+	NCtx                  uint32  `json:"n_ctx"`
+	HiddenSize            uint32  `json:"hidden_size"`
+	NEmbd                 uint32  `json:"n_embd"`
+	IntermediateSize      uint32  `json:"intermediate_size"`
+	NInner                uint32  `json:"n_inner"`
+	NumAttentionHeads     uint32  `json:"num_attention_heads"`
+	NHead                 uint32  `json:"n_head"`
+	NumKeyValueHeads      uint32  `json:"num_key_value_heads"`
+	LayerNormEPS          float32 `json:"layer_norm_eps"`
+	LayerNormEpsilon      float32 `json:"layer_norm_epsilon"`
+	NormEpsilon           float32 `json:"norm_epsilon"`
+
+	PoolingType uint32
+}
+
+var (
+	_ ModelConverter = (*bertModel)(nil)
+	_ moreParser     = (*bertModel)(nil)
+)
+
+func (p *bertModel) parseMore(fsys fs.FS) error {
+	bts, err := fs.ReadFile(fsys, "modules.json")
+	if err != nil {
+		return err
+	}
+
+	var modules []struct {
+		Type string `json:"type"`
+		Path string `json:"path"`
+	}
+
+	if err := json.Unmarshal(bts, &modules); err != nil {
+		return err
+	}
+
+	var pooling string
+	for _, m := range modules {
+		if m.Type == "sentence_transformers.models.Pooling" {
+			pooling = m.Path
+			break
+		}
+	}
+
+	if pooling != "" {
+		bts, err := fs.ReadFile(fsys, filepath.Join(pooling, "config.json"))
+		if err != nil {
+			return err
+		}
+
+		var pc struct {
+			PoolingModeCLSToken   bool `json:"pooling_mode_cls_token"`
+			PoolingModeMeanTokens bool `json:"pooling_mode_mean_tokens"`
+		}
+
+		if err := json.Unmarshal(bts, &pc); err != nil {
+			return err
+		}
+
+		if pc.PoolingModeMeanTokens {
+			p.PoolingType = 1
+		} else if pc.PoolingModeCLSToken {
+			p.PoolingType = 2
+		}
+	}
+
+	return nil
+}
+
+func (p *bertModel) KV(t *Tokenizer) ggml.KV {
+	kv := p.ModelParameters.KV(t)
+	kv["general.architecture"] = "bert"
+	kv["bert.attention.causal"] = false
+	kv["bert.pooling_type"] = p.PoolingType
+
+	kv["bert.block_count"] = cmp.Or(p.NLayers, p.NumHiddenLayers, p.NLayer)
+
+	if contextLength := cmp.Or(p.MaxPositionEmbeddings, p.NCtx); contextLength > 0 {
+		kv["bert.context_length"] = contextLength
+	}
+
+	if embeddingLength := cmp.Or(p.HiddenSize, p.NEmbd); embeddingLength > 0 {
+		kv["bert.embedding_length"] = cmp.Or(p.HiddenSize, p.NEmbd)
+	}
+
+	if feedForwardLength := cmp.Or(p.IntermediateSize, p.NInner); feedForwardLength > 0 {
+		kv["bert.feed_forward_length"] = cmp.Or(p.IntermediateSize, p.NInner)
+	}
+
+	if headCount := cmp.Or(p.NumAttentionHeads, p.NHead); headCount > 0 {
+		kv["bert.attention.head_count"] = cmp.Or(p.NumAttentionHeads, p.NHead)
+	}
+
+	if layerNormEpsilon := cmp.Or(p.LayerNormEPS, p.LayerNormEpsilon, p.NormEpsilon); layerNormEpsilon > 0 {
+		kv["bert.attention.layer_norm_epsilon"] = layerNormEpsilon
+	}
+
+	kv["tokenizer.ggml.model"] = "bert"
+	kv["tokenizer.ggml.token_type_count"] = uint32(2)
+
+	// convert to phantom space tokens
+	for i, e := range t.Tokens {
+		if strings.HasPrefix(e, "[") && strings.HasSuffix(e, "]") {
+			// noop
+		} else if strings.HasPrefix(e, "##") {
+			t.Tokens[i] = e[2:]
+		} else {
+			t.Tokens[i] = "\u2581" + e
+		}
+	}
+
+	kv["tokenizer.ggml.tokens"] = t.Tokens
+
+	return kv
+}
+
+func (p *bertModel) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+	for _, t := range ts {
+		if slices.Contains([]string{
+			"embeddings.position_ids",
+			"pooler.dense.weight",
+			"pooler.dense.bias",
+		}, t.Name()) {
+			continue
+		}
+
+		out = append(out, &ggml.Tensor{
+			Name:     t.Name(),
+			Kind:     t.Kind(),
+			Shape:    t.Shape(),
+			WriterTo: t,
+		})
+	}
+
+	return out
+}
+
+func (bertModel) Replacements() []string {
+	return []string{
+		"encoder.layer", "blk",
+		"encoder.layers", "blk",
+		"embeddings.word_embeddings", "token_embd",
+		"embeddings.token_type_embeddings", "token_types",
+		"embeddings.LayerNorm", "token_embd_norm",
+		"embeddings.position_embeddings", "position_embd",
+		"attention.self.query", "attn_q",
+		"attention.self.key", "attn_k",
+		"attention.self.value", "attn_v",
+		"attention.output.dense", "attn_output",
+		"attention.output.LayerNorm", "attn_output_norm",
+		"intermediate.dense", "ffn_up",
+		"output.dense", "ffn_down",
+		"output.LayerNorm", "layer_output_norm",
+	}
+}
diff --git a/convert/convert_commandr.go b/convert/convert_commandr.go
new file mode 100644
index 0000000..a909515
--- /dev/null
+++ b/convert/convert_commandr.go
@@ -0,0 +1,76 @@
+package convert
+
+import (
+	"cmp"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type commandrModel struct {
+	ModelParameters
+	MaxPositionEmbeddings uint32  `json:"max_position_embeddings"`
+	HiddenSize            uint32  `json:"hidden_size"`
+	HiddenLayers          uint32  `json:"num_hidden_layers"`
+	IntermediateSize      uint32  `json:"intermediate_size"`
+	NumAttentionHeads     uint32  `json:"num_attention_heads"`
+	NumKeyValueHeads      uint32  `json:"num_key_value_heads"`
+	LayerNormEPS          float32 `json:"layer_norm_eps"`
+	RopeTheta             float32 `json:"rope_theta"`
+	UseQKNorm             bool    `json:"use_qk_norm"`
+	MaxLength             uint32  `json:"model_max_length"`
+	LogitScale            float32 `json:"logit_scale"`
+	NCtx                  uint32  `json:"n_ctx"`
+}
+
+var _ ModelConverter = (*commandrModel)(nil)
+
+func (p *commandrModel) KV(t *Tokenizer) ggml.KV {
+	kv := p.ModelParameters.KV(t)
+	kv["general.architecture"] = "command-r"
+	kv["general.name"] = "command-r"
+	kv["command-r.context_length"] = cmp.Or(p.MaxLength, p.MaxPositionEmbeddings, p.NCtx)
+	kv["command-r.embedding_length"] = p.HiddenSize
+	kv["command-r.block_count"] = p.HiddenLayers
+	kv["command-r.feed_forward_length"] = p.IntermediateSize
+	kv["command-r.attention.head_count"] = p.NumAttentionHeads
+	kv["command-r.attention.head_count_kv"] = p.NumKeyValueHeads
+	kv["command-r.attention.layer_norm_epsilon"] = p.LayerNormEPS
+	kv["command-r.rope.freq_base"] = p.RopeTheta
+	kv["command-r.max_position_embeddings"] = cmp.Or(p.MaxLength, p.MaxPositionEmbeddings)
+	kv["command-r.logit_scale"] = p.LogitScale
+	kv["command-r.rope.scaling.type"] = "none"
+
+	return kv
+}
+
+func (p *commandrModel) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+	for _, t := range ts {
+		out = append(out, &ggml.Tensor{
+			Name:     t.Name(),
+			Kind:     t.Kind(),
+			Shape:    t.Shape(),
+			WriterTo: t,
+		})
+	}
+
+	return out
+}
+
+func (p *commandrModel) Replacements() []string {
+	return []string{
+		"self_attn.q_norm", "attn_q_norm",
+		"self_attn.k_norm", "attn_k_norm",
+		"model.layers", "blk",
+		"input_layernorm", "attn_norm",
+		"mlp.down_proj", "ffn_down",
+		"mlp.gate_proj", "ffn_gate",
+		"mlp.up_proj", "ffn_up",
+		"self_attn.k_proj", "attn_k",
+		"self_attn.o_proj", "attn_output",
+		"self_attn.q_proj", "attn_q",
+		"self_attn.v_proj", "attn_v",
+		"model.norm", "output_norm",
+		"model.embed_tokens", "token_embd",
+	}
+}
diff --git a/convert/convert_gemma.go b/convert/convert_gemma.go
new file mode 100644
index 0000000..26698d6
--- /dev/null
+++ b/convert/convert_gemma.go
@@ -0,0 +1,100 @@
+package convert
+
+import (
+	"strings"
+
+	"github.com/pdevine/tensor"
+	"github.com/pdevine/tensor/native"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type gemmaModel struct {
+	ModelParameters
+	MaxPositionEmbeddings uint32  `json:"max_position_embeddings"`
+	HiddenSize            uint32  `json:"hidden_size"`
+	HiddenLayers          uint32  `json:"num_hidden_layers"`
+	IntermediateSize      uint32  `json:"intermediate_size"`
+	NumAttentionHeads     uint32  `json:"num_attention_heads"`
+	NumKeyValueHeads      uint32  `json:"num_key_value_heads"`
+	RMSNormEPS            float32 `json:"rms_norm_eps"`
+	HeadDim               uint32  `json:"head_dim"`
+}
+
+var _ ModelConverter = (*gemmaModel)(nil)
+
+func (p *gemmaModel) KV(t *Tokenizer) ggml.KV {
+	kv := p.ModelParameters.KV(t)
+	kv["general.architecture"] = "gemma"
+	kv["gemma.context_length"] = p.MaxPositionEmbeddings
+	kv["gemma.embedding_length"] = p.HiddenSize
+	kv["gemma.block_count"] = p.HiddenLayers
+	kv["gemma.feed_forward_length"] = p.IntermediateSize
+	kv["gemma.attention.head_count"] = p.NumAttentionHeads
+	kv["gemma.attention.head_count_kv"] = p.NumKeyValueHeads
+	kv["gemma.attention.layer_norm_rms_epsilon"] = p.RMSNormEPS
+	kv["gemma.attention.key_length"] = p.HeadDim
+	kv["gemma.attention.value_length"] = p.HeadDim
+	kv["tokenizer.ggml.eot_token_id"] = uint32(107)
+	kv["tokenizer.ggml.middle_token_id"] = uint32(68)
+	kv["tokenizer.ggml.prefix_token_id"] = uint32(67)
+	kv["tokenizer.ggml.suffix_token_id"] = uint32(69)
+	return kv
+}
+
+func (p *gemmaModel) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+	for _, t := range ts {
+		if !strings.HasPrefix(t.Name(), "v.") && strings.HasSuffix(t.Name(), "_norm.weight") {
+			t.SetRepacker(p.addOne)
+		}
+
+		out = append(out, &ggml.Tensor{
+			Name:     t.Name(),
+			Kind:     t.Kind(),
+			Shape:    t.Shape(),
+			WriterTo: t,
+		})
+	}
+
+	return out
+}
+
+func (p *gemmaModel) Replacements() []string {
+	return []string{
+		"model.embed_tokens", "token_embd",
+		"model.norm", "output_norm",
+		"model.layers", "blk",
+		"input_layernorm", "attn_norm",
+		"self_attn.q_proj", "attn_q",
+		"self_attn.k_proj", "attn_k",
+		"self_attn.v_proj", "attn_v",
+		"self_attn.o_proj", "attn_output",
+		"mlp.gate_proj", "ffn_gate",
+		"mlp.down_proj", "ffn_down",
+		"mlp.up_proj", "ffn_up",
+		"post_attention_layernorm", "ffn_norm",
+	}
+}
+
+func (*gemmaModel) addOne(_ string, data []float32, shape []uint64) ([]float32, error) {
+	n := tensor.New(tensor.WithShape(int(shape[0])), tensor.WithBacking(data))
+	ones := tensor.Ones(tensor.Float32, int(shape[0]))
+
+	n, err := n.Add(ones)
+	if err != nil {
+		return nil, err
+	}
+
+	ts, err := native.SelectF32(n, 0)
+	if err != nil {
+		return nil, err
+	}
+
+	var f32s []float32
+	for _, t := range ts {
+		f32s = append(f32s, t...)
+	}
+
+	return f32s, nil
+}
diff --git a/convert/convert_gemma2.go b/convert/convert_gemma2.go
new file mode 100644
index 0000000..4917e42
--- /dev/null
+++ b/convert/convert_gemma2.go
@@ -0,0 +1,51 @@
+package convert
+
+import "github.com/ollama/ollama/fs/ggml"
+
+type gemma2Model struct {
+	gemmaModel
+	SlidingWindow         uint32  `json:"sliding_window"`
+	AttentionLogitSoftcap float32 `json:"attn_logit_softcapping"`
+	FinalLogitSoftcap     float32 `json:"final_logit_softcapping"`
+}
+
+func (p *gemma2Model) KV(t *Tokenizer) ggml.KV {
+	kv := p.ModelParameters.KV(t)
+	kv["general.architecture"] = "gemma2"
+	kv["gemma2.context_length"] = p.MaxPositionEmbeddings
+	kv["gemma2.embedding_length"] = p.HiddenSize
+	kv["gemma2.block_count"] = p.HiddenLayers
+	kv["gemma2.feed_forward_length"] = p.IntermediateSize
+	kv["gemma2.attention.head_count"] = p.NumAttentionHeads
+	kv["gemma2.attention.head_count_kv"] = p.NumKeyValueHeads
+	kv["gemma2.attention.layer_norm_rms_epsilon"] = p.RMSNormEPS
+	kv["gemma2.attention.key_length"] = p.HeadDim
+	kv["gemma2.attention.value_length"] = p.HeadDim
+	kv["gemma2.attention.sliding_window"] = p.SlidingWindow
+	kv["gemma2.attn_logit_softcapping"] = p.AttentionLogitSoftcap
+	kv["gemma2.final_logit_softcapping"] = p.FinalLogitSoftcap
+	kv["tokenizer.ggml.eot_token_id"] = uint32(107)
+	kv["tokenizer.ggml.middle_token_id"] = uint32(68)
+	kv["tokenizer.ggml.prefix_token_id"] = uint32(67)
+	kv["tokenizer.ggml.suffix_token_id"] = uint32(69)
+	return kv
+}
+
+func (p *gemma2Model) Replacements() []string {
+	return []string{
+		"model.embed_tokens", "token_embd",
+		"model.norm", "output_norm",
+		"model.layers", "blk",
+		"input_layernorm", "attn_norm",
+		"self_attn.q_proj", "attn_q",
+		"self_attn.k_proj", "attn_k",
+		"self_attn.v_proj", "attn_v",
+		"self_attn.o_proj", "attn_output",
+		"mlp.gate_proj", "ffn_gate",
+		"mlp.down_proj", "ffn_down",
+		"mlp.up_proj", "ffn_up",
+		"post_attention_layernorm", "post_attention_norm",
+		"pre_feedforward_layernorm", "ffn_norm",
+		"post_feedforward_layernorm", "post_ffw_norm",
+	}
+}
diff --git a/convert/convert_gemma2_adapter.go b/convert/convert_gemma2_adapter.go
new file mode 100644
index 0000000..6299cd9
--- /dev/null
+++ b/convert/convert_gemma2_adapter.go
@@ -0,0 +1,91 @@
+package convert
+
+import (
+	"strings"
+
+	"github.com/pdevine/tensor"
+	"github.com/pdevine/tensor/native"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type gemma2Adapter struct {
+	AdapterParameters
+}
+
+var _ AdapterConverter = (*gemma2Adapter)(nil)
+
+func (p *gemma2Adapter) KV(baseKV ggml.KV) ggml.KV {
+	kv := p.AdapterParameters.KV()
+	kv["general.architecture"] = "gemma2"
+	return kv
+}
+
+func (p *gemma2Adapter) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+	for _, t := range ts {
+		shape := t.Shape()
+		if (strings.HasSuffix(t.Name(), "weight.lora_a") && shape[0] > shape[1]) ||
+			(strings.HasSuffix(t.Name(), "weight.lora_b") && shape[0] < shape[1]) {
+			shape[0], shape[1] = shape[1], shape[0]
+			t.SetRepacker(p.repack)
+		}
+
+		out = append(out, &ggml.Tensor{
+			Name:     t.Name(),
+			Kind:     t.Kind(),
+			Shape:    t.Shape(),
+			WriterTo: t,
+		})
+	}
+
+	return out
+}
+
+func (p *gemma2Adapter) Replacements() []string {
+	return []string{
+		"base_model.model.", "",
+		"model.layers", "blk",
+		"self_attn.q_proj", "attn_q",
+		"self_attn.k_proj", "attn_k",
+		"self_attn.v_proj", "attn_v",
+		"self_attn.o_proj", "attn_output",
+		"mlp.gate_proj", "ffn_gate",
+		"mlp.down_proj", "ffn_down",
+		"mlp.up_proj", "ffn_up",
+		"lora_A.weight", "weight.lora_a",
+		"lora_B.weight", "weight.lora_b",
+		"lora_a", "weight.lora_a",
+		"lora_b", "weight.lora_b",
+	}
+}
+
+func (p *gemma2Adapter) repack(name string, data []float32, shape []uint64) ([]float32, error) {
+	dims := []int{int(shape[1]), int(shape[0])}
+
+	n := tensor.New(tensor.WithShape(dims...), tensor.WithBacking(data))
+
+	if err := n.T(1, 0); err != nil {
+		return nil, err
+	}
+
+	if err := n.Reshape(dims...); err != nil {
+		return nil, err
+	}
+
+	if err := n.Transpose(); err != nil {
+		return nil, err
+	}
+
+	ts, err := native.SelectF32(n, 1)
+	if err != nil {
+		return nil, err
+	}
+
+	var f32s []float32
+	for _, t := range ts {
+		f32s = append(f32s, t...)
+	}
+
+	return f32s, nil
+}
diff --git a/convert/convert_gemma3.go b/convert/convert_gemma3.go
new file mode 100644
index 0000000..27b99f5
--- /dev/null
+++ b/convert/convert_gemma3.go
@@ -0,0 +1,142 @@
+package convert
+
+import (
+	"cmp"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type gemma3Model struct {
+	gemmaModel
+	Architecture string
+	TextModel    struct {
+		HeadDim          uint32 `json:"head_dim"`
+		HiddenSize       uint32 `json:"hidden_size"`
+		HiddenLayers     uint32 `json:"num_hidden_layers"`
+		IntermediateSize uint32 `json:"intermediate_size"`
+		SlidingWindow    uint32 `json:"sliding_window"`
+	} `json:"text_config"`
+	VisionModel struct {
+		NumAttentionHeads uint32  `json:"num_attention_heads"` // attention.head_count 16
+		LayerNormEpsilon  float32 `json:"layer_norm_eps"`      // attention.layer_norm_epsilon 1e-05
+		NumHiddenLayers   uint32  `json:"num_hidden_layers"`   // block_count 32
+		HiddenSize        uint32  `json:"hidden_size"`         // embedding_length 1280
+		IntermediateSize  uint32  `json:"intermediate_size"`   // feed_forward_length 5120
+		ImageSize         uint32  `json:"image_size"`          // image_size 560
+		NumChannels       uint32  `json:"num_channels"`        // num_channels 3
+		PatchSize         uint32  `json:"patch_size"`          // patch_size 14
+	} `json:"vision_config"`
+	MaxPositionEmbeddings    uint32  `json:"max_position_embeddings"`
+	NumAttentionHeads        uint32  `json:"num_attention_heads"`
+	NumKeyValueHeads         uint32  `json:"num_key_value_heads"`
+	RMSNormEPS               float32 `json:"rms_norm_eps"`
+	HeadDim                  uint32  `json:"head_dim"`
+	FinalLogitSoftcap        float32 `json:"final_logit_softcapping"`
+	RopeLocalTheta           float32 `json:"rope_local_base_freq"`
+	RopeGlobalTheta          float32 `json:"rope_global_base_freq"`
+	SlidingWindow            uint32  `json:"sliding_window"`
+	MultiModalTokensPerImage uint32  `json:"mm_tokens_per_image"`
+}
+
+const (
+	gemma4BLayerCount  = 34
+	gemma12BLayerCount = 48
+	gemma27BLayerCount = 62
+)
+
+func (p *gemma3Model) KV(t *Tokenizer) ggml.KV {
+	kv := p.ModelParameters.KV(t)
+	kv["general.architecture"] = "gemma3"
+
+	numBlocks := cmp.Or(p.HiddenLayers, p.TextModel.HiddenLayers)
+	kv["gemma3.block_count"] = numBlocks
+
+	var (
+		numHeads   uint32
+		numKVHeads uint32
+	)
+
+	switch numBlocks {
+	case gemma4BLayerCount:
+		numHeads = 8
+		numKVHeads = 4
+	case gemma12BLayerCount:
+		numHeads = 16
+		numKVHeads = 8
+	case gemma27BLayerCount:
+		numHeads = 32
+		numKVHeads = 16
+	default:
+		numHeads = p.NumAttentionHeads
+		numKVHeads = p.NumKeyValueHeads
+	}
+
+	kv["gemma3.attention.head_count"] = numHeads
+	kv["gemma3.attention.head_count_kv"] = numKVHeads
+
+	switch p.Architecture {
+	case "Gemma3ForCausalLM":
+		kv["gemma3.context_length"] = p.MaxPositionEmbeddings
+		kv["gemma3.attention.layer_norm_rms_epsilon"] = p.RMSNormEPS
+		kv["gemma3.attention.key_length"] = p.HeadDim
+		kv["gemma3.attention.value_length"] = p.HeadDim
+		kv["gemma3.attention.sliding_window"] = p.SlidingWindow
+		kv["gemma3.final_logit_softcapping"] = cmp.Or(p.FinalLogitSoftcap, 30)
+		kv["gemma3.rope.local.freq_base"] = cmp.Or(p.RopeLocalTheta, 10000.0)
+		kv["gemma3.rope.global.freq_base"] = cmp.Or(p.RopeGlobalTheta, 1000000.0)
+		kv["gemma3.embedding_length"] = p.HiddenSize
+		kv["gemma3.feed_forward_length"] = p.IntermediateSize
+	default:
+		kv["gemma3.context_length"] = cmp.Or(p.MaxPositionEmbeddings, 131072)
+		kv["gemma3.embedding_length"] = p.TextModel.HiddenSize
+		kv["gemma3.feed_forward_length"] = p.TextModel.IntermediateSize
+		kv["gemma3.attention.sliding_window"] = p.TextModel.SlidingWindow
+		kv["gemma3.vision.block_count"] = p.VisionModel.NumHiddenLayers
+		kv["gemma3.vision.embedding_length"] = p.VisionModel.HiddenSize
+		kv["gemma3.vision.feed_forward_length"] = p.VisionModel.IntermediateSize
+		kv["gemma3.vision.image_size"] = p.VisionModel.ImageSize
+		kv["gemma3.vision.patch_size"] = p.VisionModel.PatchSize
+		kv["gemma3.vision.num_channels"] = cmp.Or(p.VisionModel.NumChannels, 3)
+		kv["gemma3.vision.attention.head_count"] = p.VisionModel.NumAttentionHeads
+		kv["gemma3.vision.attention.layer_norm_epsilon"] = cmp.Or(p.VisionModel.LayerNormEpsilon, 1e-6)
+		kv["gemma3.attention.key_length"] = cmp.Or(p.TextModel.HeadDim, 256)
+		kv["gemma3.attention.value_length"] = cmp.Or(p.TextModel.HeadDim, 256)
+	}
+
+	if p.MultiModalTokensPerImage > 0 {
+		kv["gemma3.mm.tokens_per_image"] = p.MultiModalTokensPerImage
+	}
+
+	return kv
+}
+
+func (p *gemma3Model) Replacements() []string {
+	return []string{
+		"lm_head", "output",
+		"model.embed_tokens", "token_embd",
+		"model.norm", "output_norm",
+		"vision_tower.vision_model.embeddings", "v",
+		"vision_tower.vision_model", "v",
+		"vision_model.vision_model.embeddings", "v",
+		"vision_model.vision_model", "v",
+		"language_model.", "",
+		"model.layers", "blk",
+		"encoder.layers", "blk",
+		"input_layernorm", "attn_norm",
+		"self_attn.q_proj", "attn_q",
+		"self_attn.q_norm", "attn_q_norm",
+		"self_attn.k_proj", "attn_k",
+		"self_attn.k_norm", "attn_k_norm",
+		"self_attn.v_proj", "attn_v",
+		"self_attn.o_proj", "attn_output",
+		"self_attn.out_proj", "attn_output",
+		"mlp.gate_proj", "ffn_gate",
+		"mlp.down_proj", "ffn_down",
+		"mlp.up_proj", "ffn_up",
+		"post_attention_layernorm", "post_attention_norm",
+		"pre_feedforward_layernorm", "ffn_norm",
+		"post_feedforward_layernorm", "post_ffw_norm",
+		"input_projection_weight", "input_projection.weight",
+		"multi_modal_projector", "mm",
+	}
+}
diff --git a/convert/convert_llama.go b/convert/convert_llama.go
new file mode 100644
index 0000000..4396974
--- /dev/null
+++ b/convert/convert_llama.go
@@ -0,0 +1,221 @@
+package convert
+
+import (
+	"cmp"
+	"fmt"
+	"math"
+	"strings"
+
+	"github.com/pdevine/tensor"
+	"github.com/pdevine/tensor/native"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type llamaModel struct {
+	ModelParameters
+	NLayers               uint32  `json:"n_layers"`
+	NumHiddenLayers       uint32  `json:"num_hidden_layers"`
+	NLayer                uint32  `json:"n_layer"`
+	MaxPositionEmbeddings uint32  `json:"max_position_embeddings"`
+	NCtx                  uint32  `json:"n_ctx"`
+	HiddenSize            uint32  `json:"hidden_size"`
+	NEmbd                 uint32  `json:"n_embd"`
+	IntermediateSize      uint32  `json:"intermediate_size"`
+	NInner                uint32  `json:"n_inner"`
+	NumAttentionHeads     uint32  `json:"num_attention_heads"`
+	NHead                 uint32  `json:"n_head"`
+	NumKeyValueHeads      uint32  `json:"num_key_value_heads"`
+	RopeTheta             float32 `json:"rope_theta"`
+	RopeScaling           struct {
+		Type                          string  `json:"type"`
+		RopeType                      string  `json:"rope_type"`
+		Factor                        float32 `json:"factor"`
+		LowFrequencyFactor            float32 `json:"low_freq_factor"`
+		HighFrequencyFactor           float32 `json:"high_freq_factor"`
+		OriginalMaxPositionEmbeddings uint32  `json:"original_max_position_embeddings"`
+
+		factors ropeFactor
+	} `json:"rope_scaling"`
+	RMSNormEPS       float32 `json:"rms_norm_eps"`
+	LayerNormEPS     float32 `json:"layer_norm_eps"`
+	LayerNormEpsilon float32 `json:"layer_norm_epsilon"`
+	NormEpsilon      float32 `json:"norm_epsilon"`
+	HeadDim          uint32  `json:"head_dim"`
+
+	skipRepack bool
+}
+
+var _ ModelConverter = (*llamaModel)(nil)
+
+func (p *llamaModel) KV(t *Tokenizer) ggml.KV {
+	kv := p.ModelParameters.KV(t)
+	kv["general.architecture"] = "llama"
+	kv["llama.vocab_size"] = p.VocabSize
+
+	kv["llama.block_count"] = cmp.Or(p.NLayers, p.NumHiddenLayers, p.NLayer)
+
+	if contextLength := cmp.Or(p.MaxPositionEmbeddings, p.NCtx); contextLength > 0 {
+		kv["llama.context_length"] = contextLength
+	}
+
+	if embeddingLength := cmp.Or(p.HiddenSize, p.NEmbd); embeddingLength > 0 {
+		kv["llama.embedding_length"] = cmp.Or(p.HiddenSize, p.NEmbd)
+	}
+
+	if feedForwardLength := cmp.Or(p.IntermediateSize, p.NInner); feedForwardLength > 0 {
+		kv["llama.feed_forward_length"] = cmp.Or(p.IntermediateSize, p.NInner)
+	}
+
+	if headCount := cmp.Or(p.NumAttentionHeads, p.NHead); headCount > 0 {
+		kv["llama.attention.head_count"] = cmp.Or(p.NumAttentionHeads, p.NHead)
+		kv["llama.rope.dimension_count"] = p.HiddenSize / headCount
+	}
+
+	if p.HeadDim > 0 {
+		kv["llama.attention.head_dim"] = p.HeadDim
+	}
+
+	if p.RopeTheta > 0 {
+		kv["llama.rope.freq_base"] = p.RopeTheta
+	}
+
+	if p.RopeScaling.Type == "linear" {
+		kv["llama.rope.scaling.type"] = p.RopeScaling.Type
+		kv["llama.rope.scaling.factor"] = p.RopeScaling.Factor
+	} else if p.RopeScaling.RopeType == "llama3" {
+		dim := p.HiddenSize / p.NumAttentionHeads
+		for i := uint32(0); i < dim; i += 2 {
+			factor := cmp.Or(p.RopeScaling.Factor, 8.0)
+			factorLow := cmp.Or(p.RopeScaling.LowFrequencyFactor, 1.0)
+			factorHigh := cmp.Or(p.RopeScaling.HighFrequencyFactor, 4.0)
+
+			original := cmp.Or(p.RopeScaling.OriginalMaxPositionEmbeddings, 8192)
+			lambdaLow := float32(original) / factorLow
+			lambdaHigh := float32(original) / factorHigh
+
+			lambda := 2 * math.Pi * math.Pow(float64(p.RopeTheta), float64(i)/float64(dim))
+			if lambda < float64(lambdaHigh) {
+				p.RopeScaling.factors = append(p.RopeScaling.factors, 1.0)
+			} else if lambda > float64(lambdaLow) {
+				p.RopeScaling.factors = append(p.RopeScaling.factors, factor)
+			} else {
+				smooth := (float32(original)/float32(lambda) - factorLow) / (factorHigh - factorLow)
+				p.RopeScaling.factors = append(p.RopeScaling.factors, 1.0/((1-smooth)/factor+smooth))
+			}
+		}
+	}
+
+	if p.NumKeyValueHeads > 0 {
+		kv["llama.attention.head_count_kv"] = p.NumKeyValueHeads
+	}
+
+	if p.RMSNormEPS > 0 {
+		kv["llama.attention.layer_norm_rms_epsilon"] = p.RMSNormEPS
+	}
+
+	if layerNormEpsilon := cmp.Or(p.LayerNormEPS, p.LayerNormEpsilon, p.NormEpsilon); layerNormEpsilon > 0 {
+		kv["llama.attention.layer_norm_epsilon"] = layerNormEpsilon
+	}
+
+	if p.HeadDim > 0 {
+		kv["llama.attention.key_length"] = p.HeadDim
+		kv["llama.attention.value_length"] = p.HeadDim
+	}
+
+	return kv
+}
+
+func (p *llamaModel) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+
+	if p.RopeScaling.factors != nil {
+		out = append(out, &ggml.Tensor{
+			Name:     "rope_freqs.weight",
+			Kind:     0,
+			Shape:    []uint64{uint64(len(p.RopeScaling.factors))},
+			WriterTo: p.RopeScaling.factors,
+		})
+	}
+
+	for _, t := range ts {
+		if strings.HasSuffix(t.Name(), "attn_q.weight") || strings.HasSuffix(t.Name(), "attn_k.weight") ||
+			strings.HasSuffix(t.Name(), "attn_q_proj.weight") || strings.HasSuffix(t.Name(), "attn_k_proj.weight") {
+			if !p.skipRepack {
+				t.SetRepacker(p.repack)
+			}
+		}
+
+		out = append(out, &ggml.Tensor{
+			Name:     t.Name(),
+			Kind:     t.Kind(),
+			Shape:    t.Shape(),
+			WriterTo: t,
+		})
+	}
+
+	return out
+}
+
+func (p *llamaModel) Replacements() []string {
+	return []string{
+		"lm_head", "output",
+		"model.embed_tokens", "token_embd",
+		"model.norm", "output_norm",
+		"model.layers", "blk",
+		"input_layernorm", "attn_norm",
+		"self_attn.q_proj", "attn_q",
+		"self_attn.k_proj", "attn_k",
+		"self_attn.v_proj", "attn_v",
+		"self_attn.o_proj", "attn_output",
+		"mlp.gate_proj", "ffn_gate",
+		"mlp.down_proj", "ffn_down",
+		"mlp.up_proj", "ffn_up",
+		"post_attention_layernorm", "ffn_norm",
+	}
+}
+
+func (p *llamaModel) repack(name string, data []float32, shape []uint64) ([]float32, error) {
+	var dims []int
+	for _, dim := range shape {
+		dims = append(dims, int(dim))
+	}
+
+	var heads uint32
+	if strings.HasSuffix(name, "attn_q.weight") || strings.HasSuffix(name, "attn_q_proj.weight") {
+		heads = p.NumAttentionHeads
+	} else if strings.HasSuffix(name, "attn_k.weight") || strings.HasSuffix(name, "attn_k_proj.weight") {
+		heads = cmp.Or(p.NumKeyValueHeads, p.NumAttentionHeads)
+	} else {
+		return nil, fmt.Errorf("unknown tensor for repack: %s", name)
+	}
+
+	n := tensor.New(tensor.WithShape(dims...), tensor.WithBacking(data))
+	if err := n.Reshape(append([]int{int(heads), 2, dims[0] / int(heads) / 2}, dims[1:]...)...); err != nil {
+		return nil, err
+	}
+
+	if err := n.T(0, 2, 1, 3); err != nil {
+		return nil, err
+	}
+
+	if err := n.Reshape(dims...); err != nil {
+		return nil, err
+	}
+
+	if err := n.Transpose(); err != nil {
+		return nil, err
+	}
+
+	ts, err := native.SelectF32(n, 1)
+	if err != nil {
+		return nil, err
+	}
+
+	var f32s []float32
+	for _, t := range ts {
+		f32s = append(f32s, t...)
+	}
+
+	return f32s, nil
+}
diff --git a/convert/convert_llama4.go b/convert/convert_llama4.go
new file mode 100644
index 0000000..3e37923
--- /dev/null
+++ b/convert/convert_llama4.go
@@ -0,0 +1,169 @@
+package convert
+
+import (
+	"slices"
+	"strings"
+
+	"github.com/pdevine/tensor"
+	"github.com/pdevine/tensor/native"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type llama4Model struct {
+	ModelParameters
+	TextModel struct {
+		llamaModel
+		NumExpertsPerToken     uint32 `json:"num_experts_per_tok"`
+		NumLocalExperts        uint32 `json:"num_local_experts"`
+		InterleaveMOELayerStep uint32 `json:"interleave_moe_layer_step"`
+		UseQKNorm              bool   `json:"use_qk_norm"`
+		IntermediateSizeMLP    uint32 `json:"intermediate_size_mlp"`
+		AttentionChunkSize     uint32 `json:"attention_chunk_size"`
+	} `json:"text_config"`
+	VisionModel struct {
+		NumHiddenLayers   uint32  `json:"num_hidden_layers"`
+		HiddenSize        uint32  `json:"hidden_size"`
+		IntermediateSize  uint32  `json:"intermediate_size"`
+		NumAttentionHeads uint32  `json:"num_attention_heads"`
+		ImageSize         uint32  `json:"image_size"`
+		PatchSize         uint32  `json:"patch_size"`
+		RopeTheta         float32 `json:"rope_theta"`
+		NormEpsilon       float32 `json:"norm_eps"`
+		PixelShuffleRatio float32 `json:"pixel_shuffle_ratio"`
+	} `json:"vision_config"`
+}
+
+// KV implements ModelConverter.
+func (p *llama4Model) KV(t *Tokenizer) ggml.KV {
+	kv := p.ModelParameters.KV(t)
+	kv["general.architecture"] = "llama4"
+
+	for k, v := range p.TextModel.KV(t) {
+		if strings.HasPrefix(k, "llama.") {
+			kv[strings.ReplaceAll(k, "llama.", "llama4.")] = v
+		}
+	}
+
+	kv["llama4.feed_forward_length"] = p.TextModel.IntermediateSizeMLP
+	kv["llama4.expert_feed_forward_length"] = p.TextModel.IntermediateSize
+
+	kv["llama4.expert_count"] = p.TextModel.NumLocalExperts
+	kv["llama4.expert_used_count"] = p.TextModel.NumExpertsPerToken
+	kv["llama4.interleave_moe_layer_step"] = p.TextModel.InterleaveMOELayerStep
+	kv["llama4.use_qk_norm"] = p.TextModel.UseQKNorm
+	kv["llama4.attention.chunk_size"] = p.TextModel.AttentionChunkSize
+
+	kv["llama4.vision.block_count"] = p.VisionModel.NumHiddenLayers
+	kv["llama4.vision.embedding_length"] = p.VisionModel.HiddenSize
+	kv["llama4.vision.feed_forward_length"] = p.VisionModel.IntermediateSize
+	kv["llama4.vision.attention.head_count"] = p.VisionModel.NumAttentionHeads
+	kv["llama4.vision.image_size"] = p.VisionModel.ImageSize
+	kv["llama4.vision.patch_size"] = p.VisionModel.PatchSize
+	kv["llama4.vision.rope.freq_base"] = p.VisionModel.RopeTheta
+	kv["llama4.vision.layer_norm_epsilon"] = p.VisionModel.NormEpsilon
+	kv["llama4.vision.pixel_shuffle_ratio"] = p.VisionModel.PixelShuffleRatio
+	return kv
+}
+
+// Replacements implements ModelConverter.
+func (p *llama4Model) Replacements() []string {
+	return append(
+		p.TextModel.Replacements(),
+		"language_model.", "",
+		"vision_model", "v",
+		"multi_modal_projector", "mm",
+		"feed_forward.down_proj", "ffn_down",
+		"feed_forward.up_proj", "ffn_up",
+		"feed_forward.gate_proj", "ffn_gate",
+		"feed_forward.", "ffn_",
+		"shared_expert.down_proj", "down_shexp",
+		"shared_expert.gate_proj", "gate_shexp",
+		"shared_expert.up_proj", "up_shexp",
+		"experts.down_proj", "down_exps.weight",
+		"experts.gate_up_proj", "gate_up_exps.weight",
+		"router", "gate_inp",
+		"patch_embedding.linear", "patch_embedding",
+	)
+}
+
+// Tensors implements ModelConverter.
+func (p *llama4Model) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+
+	var textTensors []Tensor
+	for _, t := range ts {
+		if strings.HasPrefix(t.Name(), "v.") || strings.HasPrefix(t.Name(), "mm.") {
+			out = append(out, &ggml.Tensor{
+				Name:     t.Name(),
+				Kind:     t.Kind(),
+				Shape:    t.Shape(),
+				WriterTo: t,
+			})
+		} else if strings.Contains(t.Name(), "ffn_gate_up_exps") {
+			// gate and up projectors are fused
+			// dims[1], dims[2] must be swapped
+			// [experts, hidden_size, intermediate_size * 2] --> [experts, intermediate_size, hidden_size]
+			halfDim := int(t.Shape()[2]) / 2
+
+			newShape := slices.Clone(t.Shape())
+			newShape[1], newShape[2] = newShape[2]/2, newShape[1]
+			for i, name := range []string{"ffn_gate_exps", "ffn_up_exps"} {
+				// clone tensor since we need separate repackers
+				tt := t.Clone()
+				tt.SetRepacker(p.repack(nil, nil, tensor.S(i*halfDim, (i+1)*halfDim)))
+				out = append(out, &ggml.Tensor{
+					Name:     strings.ReplaceAll(tt.Name(), "ffn_gate_up_exps", name),
+					Kind:     tt.Kind(),
+					Shape:    newShape,
+					WriterTo: tt,
+				})
+			}
+		} else if strings.Contains(t.Name(), "ffn_down_exps") {
+			// dims[1], dims[2] must be swapped
+			// [experts, intermediate_size, hidden_size] --> [experts, hidden_size, intermediate_size]
+			t.SetRepacker(p.repack())
+			newShape := slices.Clone(t.Shape())
+			newShape[1], newShape[2] = newShape[2], newShape[1]
+			out = append(out, &ggml.Tensor{
+				Name:     t.Name(),
+				Kind:     t.Kind(),
+				Shape:    newShape,
+				WriterTo: t,
+			})
+		} else {
+			textTensors = append(textTensors, t)
+		}
+	}
+
+	p.TextModel.skipRepack = true
+	out = append(out, p.TextModel.Tensors(textTensors)...)
+	return out
+}
+
+func (p *llama4Model) repack(slice ...tensor.Slice) Repacker {
+	return func(name string, data []float32, shape []uint64) ([]float32, error) {
+		dims := make([]int, len(shape))
+		for i, dim := range shape {
+			dims[i] = int(dim)
+		}
+
+		var t tensor.Tensor = tensor.New(tensor.WithShape(dims...), tensor.WithBacking(data))
+		t, err := t.Slice(slice...)
+		if err != nil {
+			return nil, err
+		}
+
+		if err := t.T(0, 2, 1); err != nil {
+			return nil, err
+		}
+
+		t = tensor.Materialize(t)
+		// flatten tensor so it can be return as a vector
+		if err := t.Reshape(t.Shape().TotalSize()); err != nil {
+			return nil, err
+		}
+
+		return native.VectorF32(t.(*tensor.Dense))
+	}
+}
diff --git a/convert/convert_llama_adapter.go b/convert/convert_llama_adapter.go
new file mode 100644
index 0000000..4cc4511
--- /dev/null
+++ b/convert/convert_llama_adapter.go
@@ -0,0 +1,169 @@
+package convert
+
+import (
+	"cmp"
+	"strings"
+
+	"github.com/pdevine/tensor"
+	"github.com/pdevine/tensor/native"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type llamaAdapter struct {
+	AdapterParameters
+	NumAttentionHeads uint32 `json:"num_attention_heads"`
+	NumKeyValueHeads  uint32 `json:"num_key_value_heads"`
+}
+
+var _ AdapterConverter = (*llamaAdapter)(nil)
+
+func (p *llamaAdapter) KV(baseKV ggml.KV) ggml.KV {
+	kv := p.AdapterParameters.KV()
+	kv["general.architecture"] = "llama"
+	kv["llama.attention.head_count"] = baseKV["llama.attention.head_count"]
+	kv["llama.attention.head_count_kv"] = baseKV["llama.attention.head_count_kv"]
+
+	p.NumAttentionHeads = baseKV["llama.attention.head_count"].(uint32)
+
+	return kv
+}
+
+func (p *llamaAdapter) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+	for _, t := range ts {
+		shape := t.Shape()
+		if (strings.HasSuffix(t.Name(), "weight.lora_a") && shape[0] > shape[1]) ||
+			(strings.HasSuffix(t.Name(), "weight.lora_b") && shape[0] < shape[1]) {
+			shape[0], shape[1] = shape[1], shape[0]
+			t.SetRepacker(p.repackAndTranspose)
+		} else {
+			t.SetRepacker(p.repack)
+		}
+
+		out = append(out, &ggml.Tensor{
+			Name:     t.Name(),
+			Kind:     t.Kind(),
+			Shape:    shape,
+			WriterTo: t,
+		})
+	}
+
+	return out
+}
+
+func (p *llamaAdapter) Replacements() []string {
+	return []string{
+		"base_model.model.", "",
+		"model.layers", "blk",
+		"self_attn.q_proj", "attn_q",
+		"self_attn.k_proj", "attn_k",
+		"self_attn.v_proj", "attn_v",
+		"self_attn.o_proj", "attn_output",
+		"mlp.gate_proj", "ffn_gate",
+		"mlp.down_proj", "ffn_down",
+		"mlp.up_proj", "ffn_up",
+		"lora_A.weight", "weight.lora_a",
+		"lora_B.weight", "weight.lora_b",
+		"lora_a", "weight.lora_a",
+		"lora_b", "weight.lora_b",
+	}
+}
+
+func (p *llamaAdapter) repack(name string, data []float32, shape []uint64) ([]float32, error) {
+	dims := []int{int(shape[1]), int(shape[0])}
+
+	var heads uint32
+	if strings.HasSuffix(name, "attn_q.weight.lora_a") {
+		heads = p.NumAttentionHeads
+	} else if strings.HasSuffix(name, "attn_k.weight.lora_a") {
+		heads = cmp.Or(p.NumKeyValueHeads, p.NumAttentionHeads)
+	} else {
+		return data, nil
+	}
+
+	n := tensor.New(tensor.WithShape(dims...), tensor.WithBacking(data))
+
+	if err := n.Reshape(append([]int{int(heads), 2, dims[0] / int(heads) / 2}, dims[1:]...)...); err != nil {
+		return nil, err
+	}
+
+	if err := n.T(0, 2, 1, 3); err != nil {
+		return nil, err
+	}
+
+	if err := n.Reshape(dims...); err != nil {
+		return nil, err
+	}
+
+	if err := n.Transpose(); err != nil {
+		return nil, err
+	}
+
+	ts, err := native.SelectF32(n, 1)
+	if err != nil {
+		return nil, err
+	}
+
+	var f32s []float32
+	for _, t := range ts {
+		f32s = append(f32s, t...)
+	}
+
+	return f32s, nil
+}
+
+func (p *llamaAdapter) repackAndTranspose(name string, data []float32, shape []uint64) ([]float32, error) {
+	dims := []int{int(shape[1]), int(shape[0])}
+
+	n := tensor.New(tensor.WithShape(dims...), tensor.WithBacking(data))
+
+	var heads uint32
+	if strings.HasSuffix(name, "attn_q.weight.lora_a") {
+		heads = p.NumAttentionHeads
+	} else if strings.HasSuffix(name, "attn_k.weight.lora_a") {
+		heads = cmp.Or(p.NumKeyValueHeads, p.NumAttentionHeads)
+	}
+
+	if heads > 0 {
+		if err := n.Reshape(append([]int{int(heads), 2, dims[0] / int(heads) / 2}, dims[1:]...)...); err != nil {
+			return nil, err
+		}
+
+		if err := n.T(0, 2, 1, 3); err != nil {
+			return nil, err
+		}
+
+		if err := n.Reshape(dims...); err != nil {
+			return nil, err
+		}
+
+		if err := n.Transpose(); err != nil {
+			return nil, err
+		}
+	}
+
+	if err := n.T(1, 0); err != nil {
+		return nil, err
+	}
+
+	if err := n.Reshape(dims...); err != nil {
+		return nil, err
+	}
+
+	if err := n.Transpose(); err != nil {
+		return nil, err
+	}
+
+	ts, err := native.SelectF32(n, 1)
+	if err != nil {
+		return nil, err
+	}
+
+	var f32s []float32
+	for _, t := range ts {
+		f32s = append(f32s, t...)
+	}
+
+	return f32s, nil
+}
diff --git a/convert/convert_mistral.go b/convert/convert_mistral.go
new file mode 100644
index 0000000..a6fd4c4
--- /dev/null
+++ b/convert/convert_mistral.go
@@ -0,0 +1,190 @@
+package convert
+
+import (
+	"cmp"
+	"fmt"
+	"strings"
+
+	"github.com/pdevine/tensor"
+	"github.com/pdevine/tensor/native"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type mistral3Model struct {
+	ModelParameters
+	ImageTokenIndex    uint32 `json:"image_token_index"`
+	SpatialMergeSize   uint32 `json:"spatial_merge_size"`
+	VisionFeatureLayer int32  `json:"vision_feature_layer"`
+	TextModel          struct {
+		NumHiddenLayers       uint32  `json:"num_hidden_layers"`
+		MaxPositionEmbeddings uint32  `json:"max_position_embeddings"`
+		HiddenSize            uint32  `json:"hidden_size"`
+		IntermediateSize      uint32  `json:"intermediate_size"`
+		NumAttentionHeads     uint32  `json:"num_attention_heads"`
+		NumKeyValueHeads      uint32  `json:"num_key_value_heads"`
+		RopeTheta             float32 `json:"rope_theta"`
+		RMSNormEPS            float32 `json:"rms_norm_eps"`
+		HeadDim               uint32  `json:"head_dim"`
+		SlidingWindow         *uint32 `json:"sliding_window"`
+		HiddenAct             string  `json:"hidden_act"`
+		VocabSize             uint32  `json:"vocab_size"`
+	} `json:"text_config"`
+	VisionModel struct {
+		NumAttentionHeads uint32  `json:"num_attention_heads"`
+		NumHiddenLayers   uint32  `json:"num_hidden_layers"`
+		HiddenSize        uint32  `json:"hidden_size"`
+		IntermediateSize  uint32  `json:"intermediate_size"`
+		ImageSize         uint32  `json:"image_size"`
+		NumChannels       uint32  `json:"num_channels"`
+		PatchSize         uint32  `json:"patch_size"`
+		HeadDim           uint32  `json:"head_dim"`
+		HiddenAct         string  `json:"hidden_act"`
+		RopeTheta         float32 `json:"rope_theta"`
+	} `json:"vision_config"`
+	MultiModalProjectorBias bool   `json:"multimodal_projector_bias"`
+	ProjectorHiddenAct      string `json:"projector_hidden_act"`
+}
+
+func (p *mistral3Model) KV(t *Tokenizer) ggml.KV {
+	kv := p.ModelParameters.KV(t)
+	kv["general.architecture"] = "mistral3"
+	kv["mistral3.vocab_size"] = p.TextModel.VocabSize
+
+	// Text configuration
+	kv["mistral3.block_count"] = p.TextModel.NumHiddenLayers
+	kv["mistral3.context_length"] = p.TextModel.MaxPositionEmbeddings
+	kv["mistral3.embedding_length"] = p.TextModel.HiddenSize
+	kv["mistral3.feed_forward_length"] = p.TextModel.IntermediateSize
+	kv["mistral3.attention.head_count"] = p.TextModel.NumAttentionHeads
+	kv["mistral3.attention.head_count_kv"] = p.TextModel.NumKeyValueHeads
+	kv["mistral3.attention.layer_norm_rms_epsilon"] = p.TextModel.RMSNormEPS
+	kv["mistral3.attention.key_length"] = p.TextModel.HeadDim
+	kv["mistral3.attention.value_length"] = p.TextModel.HeadDim
+	kv["mistral3.rope.dimension_count"] = p.TextModel.HiddenSize / p.TextModel.NumHiddenLayers
+	kv["mistral3.rope.freq_base"] = p.TextModel.RopeTheta
+
+	// Vision configuration
+	kv["mistral3.vision.block_count"] = p.VisionModel.NumHiddenLayers
+	kv["mistral3.vision.embedding_length"] = p.VisionModel.HiddenSize
+	kv["mistral3.vision.feed_forward_length"] = p.VisionModel.IntermediateSize
+	kv["mistral3.vision.attention.head_count"] = p.VisionModel.NumAttentionHeads
+	kv["mistral3.vision.attention.key_length"] = p.VisionModel.HeadDim
+	kv["mistral3.vision.image_size"] = p.VisionModel.ImageSize
+	kv["mistral3.vision.patch_size"] = p.VisionModel.PatchSize
+	kv["mistral3.vision.num_channels"] = p.VisionModel.NumChannels
+	// kv["mistral3.vision.attention.layer_norm_epsilon"] = 1e-05 // Default value
+	kv["mistral3.vision.rope.freq_base"] = p.VisionModel.RopeTheta
+
+	// Multimodal configuration
+	kv["mistral3.image_token_index"] = p.ImageTokenIndex
+	kv["mistral3.spatial_merge_size"] = p.SpatialMergeSize
+
+	kv["mistral3.mm.projector_bias"] = p.MultiModalProjectorBias
+
+	if p.ProjectorHiddenAct != "" {
+		kv["mistral3.mm.projector_hidden_act"] = p.ProjectorHiddenAct
+	}
+
+	return kv
+}
+
+func (p *mistral3Model) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+
+	for _, t := range ts {
+		if !strings.HasPrefix(t.Name(), "v.") {
+			if strings.HasSuffix(t.Name(), ".attn_q.weight") ||
+				strings.HasSuffix(t.Name(), ".attn_k.weight") {
+				t.SetRepacker(p.repack)
+			}
+		}
+
+		out = append(out, &ggml.Tensor{
+			Name:     t.Name(),
+			Kind:     t.Kind(),
+			Shape:    t.Shape(),
+			WriterTo: t,
+		})
+	}
+
+	return out
+}
+
+func (p *mistral3Model) Replacements() []string {
+	return []string{
+		"language_model.model.norm", "output_norm",
+		"language_model.model.", "",
+		"language_model.", "",
+		"layers", "blk",
+		"transformer.layers", "blk",
+		"vision_tower", "v",
+		"ln_pre", "encoder_norm",
+		"input_layernorm", "attn_norm",
+		"post_attention_layernorm", "ffn_norm",
+		"embed_tokens", "token_embd",
+		"self_attn.q_proj", "attn_q",
+		"self_attn.k_proj", "attn_k",
+		"self_attn.v_proj", "attn_v",
+		"self_attn.o_proj", "attn_output",
+		"mlp.down_proj", "ffn_down",
+		"mlp.gate_proj", "ffn_gate",
+		"mlp.up_proj", "ffn_up",
+		"attention.q_proj", "attn_q",
+		"attention.k_proj", "attn_k",
+		"attention.v_proj", "attn_v",
+		"attention.o_proj", "attn_output",
+		"attention_norm", "attn_norm",
+		"feed_forward.gate_proj", "ffn_gate",
+		"feed_forward.down_proj", "ffn_down",
+		"feed_forward.up_proj", "ffn_up",
+		"multi_modal_projector", "mm",
+		"ffn_norm", "ffn_norm",
+		"lm_head", "output",
+	}
+}
+
+func (p *mistral3Model) repack(name string, data []float32, shape []uint64) ([]float32, error) {
+	var dims []int
+	for _, dim := range shape {
+		dims = append(dims, int(dim))
+	}
+
+	var heads uint32
+	if strings.HasSuffix(name, ".attn_q.weight") {
+		heads = p.TextModel.NumAttentionHeads
+	} else if strings.HasSuffix(name, ".attn_k.weight") {
+		heads = cmp.Or(p.TextModel.NumKeyValueHeads, p.TextModel.NumAttentionHeads)
+	} else {
+		return nil, fmt.Errorf("unknown tensor for repack: %s", name)
+	}
+
+	n := tensor.New(tensor.WithShape(dims...), tensor.WithBacking(data))
+	if err := n.Reshape(append([]int{int(heads), 2, dims[0] / int(heads) / 2}, dims[1:]...)...); err != nil {
+		return nil, err
+	}
+
+	if err := n.T(0, 2, 1, 3); err != nil {
+		return nil, err
+	}
+
+	if err := n.Reshape(dims...); err != nil {
+		return nil, err
+	}
+
+	if err := n.Transpose(); err != nil {
+		return nil, err
+	}
+
+	ts, err := native.SelectF32(n, 1)
+	if err != nil {
+		return nil, err
+	}
+
+	var f32s []float32
+	for _, t := range ts {
+		f32s = append(f32s, t...)
+	}
+
+	return f32s, nil
+}
diff --git a/convert/convert_mixtral.go b/convert/convert_mixtral.go
new file mode 100644
index 0000000..17580ff
--- /dev/null
+++ b/convert/convert_mixtral.go
@@ -0,0 +1,94 @@
+package convert
+
+import (
+	"fmt"
+	"io"
+	"slices"
+	"strings"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type mixtralModel struct {
+	llamaModel
+	NumLocalExperts    uint32 `json:"num_local_experts"`
+	NumExpertsPerToken uint32 `json:"num_experts_per_tok"`
+}
+
+func (p *mixtralModel) KV(t *Tokenizer) ggml.KV {
+	kv := p.llamaModel.KV(t)
+
+	if p.NumLocalExperts > 0 {
+		kv["llama.expert_count"] = p.NumLocalExperts
+	}
+
+	if p.NumExpertsPerToken > 0 {
+		kv["llama.expert_used_count"] = p.NumExpertsPerToken
+	}
+
+	return kv
+}
+
+func (p *mixtralModel) Tensors(ts []Tensor) []*ggml.Tensor {
+	oldnew := []string{
+		"model.layers", "blk",
+		"w1", "ffn_gate_exps",
+		"w2", "ffn_down_exps",
+		"w3", "ffn_up_exps",
+	}
+
+	for i := range p.NumLocalExperts {
+		oldnew = append(oldnew, fmt.Sprintf(".block_sparse_moe.experts.%d.", i), ".")
+	}
+
+	// group experts of the same layer (model.layers.%d) and type (w[123]) into a single tensor
+	namer := strings.NewReplacer(oldnew...)
+	experts := make(map[string]experts)
+
+	// merge experts into a single tensor while removing them from ts
+	ts = slices.DeleteFunc(ts, func(t Tensor) bool {
+		if !strings.Contains(t.Name(), ".block_sparse_moe.experts.") {
+			return false
+		}
+
+		name := namer.Replace(t.Name())
+		experts[name] = append(experts[name], t)
+		return true
+	})
+
+	var out []*ggml.Tensor
+	for n, e := range experts {
+		// TODO(mxyng): sanity check experts
+		out = append(out, &ggml.Tensor{
+			Name:     n,
+			Kind:     e[0].Kind(),
+			Shape:    append([]uint64{uint64(len(e))}, e[0].Shape()...),
+			WriterTo: e,
+		})
+	}
+
+	return append(out, p.llamaModel.Tensors(ts)...)
+}
+
+func (p *mixtralModel) Replacements() []string {
+	return append(
+		p.llamaModel.Replacements(),
+		"block_sparse_moe.gate", "ffn_gate_inp",
+	)
+}
+
+type experts []Tensor
+
+func (e experts) WriteTo(w io.Writer) (int64, error) {
+	// TODO(mxyng): experts _should_ be numerically sorted by expert but this should check
+	for _, t := range e {
+		// the canonical merged experts tensor stacks all experts along a new, 0 axis,
+		// e.g. `tensor.Stack(0, e[0], e[1:]...)`, which requires allocating temporary buffers
+		// this accomplishes the same thing by writing each expert tensor in sequence
+		if _, err := t.WriteTo(w); err != nil {
+			return 0, err
+		}
+	}
+
+	return 0, nil
+}
diff --git a/convert/convert_mllama.go b/convert/convert_mllama.go
new file mode 100644
index 0000000..12478be
--- /dev/null
+++ b/convert/convert_mllama.go
@@ -0,0 +1,160 @@
+package convert
+
+import (
+	"strings"
+
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/pdevine/tensor"
+	"github.com/pdevine/tensor/native"
+)
+
+type mllamaModel struct {
+	ModelParameters
+	TextModel struct {
+		llamaModel
+
+		CrossAttentionLayers []int32 `json:"cross_attention_layers"`
+	} `json:"text_config"`
+	VisionModel struct {
+		NumHiddenLayers           uint32  `json:"num_hidden_layers"`
+		NumGlobalLayers           uint32  `json:"num_global_layers"`
+		IntermediateLayersIndices []int32 `json:"intermediate_layers_indices"`
+
+		HiddenSize       uint32 `json:"hidden_size"`
+		IntermediateSize uint32 `json:"intermediate_size"`
+
+		AttentionHeads uint32 `json:"attention_heads"`
+
+		ImageSize   uint32  `json:"image_size"`
+		PatchSize   uint32  `json:"patch_size"`
+		NumChannels uint32  `json:"num_channels"`
+		MaxNumTiles uint32  `json:"max_num_tiles"`
+		NormEpsilon float32 `json:"norm_eps"`
+		RopeTheta   float32 `json:"rope.freq_base"`
+	} `json:"vision_config"`
+}
+
+func (m *mllamaModel) KV(t *Tokenizer) ggml.KV {
+	kv := m.ModelParameters.KV(t)
+	kv["general.architecture"] = "mllama"
+
+	for k, v := range m.TextModel.KV(t) {
+		if strings.HasPrefix(k, "llama.") {
+			kv[strings.ReplaceAll(k, "llama.", "mllama.")] = v
+		}
+	}
+
+	kv["mllama.attention.cross_attention_layers"] = m.TextModel.CrossAttentionLayers
+
+	kv["mllama.vision.block_count"] = m.VisionModel.NumHiddenLayers
+	kv["mllama.vision.global.block_count"] = m.VisionModel.NumGlobalLayers
+	kv["mllama.vision.intermediate_layers_indices"] = m.VisionModel.IntermediateLayersIndices
+
+	kv["mllama.vision.embedding_length"] = m.VisionModel.HiddenSize
+	kv["mllama.vision.feed_forward_length"] = m.VisionModel.IntermediateSize
+
+	kv["mllama.vision.attention.head_count"] = m.VisionModel.AttentionHeads
+	kv["mllama.vision.attention.layer_norm_epsilon"] = m.VisionModel.NormEpsilon
+
+	kv["mllama.vision.image_size"] = m.VisionModel.ImageSize
+	kv["mllama.vision.patch_size"] = m.VisionModel.PatchSize
+	kv["mllama.vision.max_num_tiles"] = m.VisionModel.MaxNumTiles
+	kv["mllama.vision.num_channels"] = m.VisionModel.NumChannels
+
+	return kv
+}
+
+func (m *mllamaModel) Replacements() []string {
+	return append(
+		m.TextModel.Replacements(),
+		"language_model.", "",
+		"gate_attn", "attn_gate",
+		"gate_ffn", "ffn_gate",
+		"cross_attn.", "cross_attn_",
+		"vision_model", "v",
+		"class_embedding", "class_embd",
+		"patch_embedding", "patch_embd",
+		"gated_positional_embedding.tile_embedding", "tile_position_embd",
+		"gated_positional_embedding.embedding", "position_embd.weight",
+		"gated_positional_embedding", "position_embd",
+		"embedding.weight", "weight",
+		"pre_tile_positional_embedding", "pre_tile_position_embd",
+		"post_tile_positional_embedding", "post_tile_position_embd",
+		"layernorm_pre", "pre_ln",
+		"layernorm_post", "post_ln",
+		"global_transformer.layers", "global.blk",
+		"transformer.layers", "blk",
+		"mlp.fc1", "ffn_up",
+		"mlp.fc2", "ffn_down",
+		"multi_modal_projector", "mm.0",
+	)
+}
+
+func (m *mllamaModel) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+	var text []Tensor
+	for _, t := range ts {
+		if t.Name() == "v.position_embd.gate" {
+			for _, name := range []string{"v.position_embd.gate", "v.tile_position_embd.gate"} {
+				tt := t.Clone()
+				tt.SetRepacker(m.repack(name))
+				out = append(out, &ggml.Tensor{
+					Name:     name,
+					Kind:     t.Kind(),
+					Shape:    t.Shape(),
+					WriterTo: tt,
+				})
+			}
+		} else if t.Name() == "v.pre_tile_position_embd.gate" || t.Name() == "v.post_tile_position_embd.gate" {
+			t.SetRepacker(m.repack(t.Name()))
+			out = append(out, &ggml.Tensor{
+				Name:     t.Name(),
+				Kind:     t.Kind(),
+				Shape:    t.Shape(),
+				WriterTo: t,
+			})
+		} else if strings.HasPrefix(t.Name(), "v.") || strings.HasPrefix(t.Name(), "mm.") {
+			out = append(out, &ggml.Tensor{
+				Name:     t.Name(),
+				Kind:     t.Kind(),
+				Shape:    t.Shape(),
+				WriterTo: t,
+			})
+		} else {
+			text = append(text, t)
+		}
+	}
+
+	return append(out, m.TextModel.Tensors(text)...)
+}
+
+func (m *mllamaModel) repack(name string) Repacker {
+	return func(_ string, data []float32, shape []uint64) (_ []float32, err error) {
+		dims := make([]int, len(shape))
+		for i, dim := range shape {
+			dims[i] = int(dim)
+		}
+
+		var t tensor.Tensor = tensor.New(tensor.WithShape(dims...), tensor.WithBacking(data))
+
+		t, err = tensor.Tanh(t)
+		if err != nil {
+			return nil, err
+		}
+
+		if name == "v.position_embd.gate" {
+			t, err = tensor.Sub(float32(1), t)
+			if err != nil {
+				return nil, err
+			}
+		}
+
+		t = tensor.Materialize(t)
+		// flatten tensor so it can be return as a vector
+		if err := t.Reshape(t.Shape().TotalSize()); err != nil {
+			return nil, err
+		}
+
+		return native.VectorF32(t.(*tensor.Dense))
+	}
+}
diff --git a/convert/convert_phi3.go b/convert/convert_phi3.go
new file mode 100644
index 0000000..5a67560
--- /dev/null
+++ b/convert/convert_phi3.go
@@ -0,0 +1,122 @@
+package convert
+
+import (
+	"cmp"
+	"encoding/binary"
+	"io"
+	"math"
+	"strings"
+	"sync"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type phi3Model struct {
+	ModelParameters
+	NumHiddenLayers   uint32  `json:"num_hidden_layers"`
+	NLayers           uint32  `json:"n_layers"`
+	HiddenSize        uint32  `json:"hidden_size"`
+	NEmbd             uint32  `json:"n_embd"`
+	IntermediateSize  uint32  `json:"intermediate_size"`
+	NumAttentionHeads uint32  `json:"num_attention_heads"`
+	NHead             uint32  `json:"n_head"`
+	NumKeyValueHeads  uint32  `json:"num_key_value_heads"`
+	NHeadKV           uint32  `json:"n_head_kv"`
+	RopeTheta         float32 `json:"rope_theta"`
+	RopeScaling       struct {
+		Type        string     `json:"type"`
+		LongFactor  ropeFactor `json:"long_factor"`
+		ShortFactor ropeFactor `json:"short_factor"`
+	} `json:"rope_scaling"`
+	RMSNormEPS                    float32 `json:"rms_norm_eps"`
+	NPositions                    uint32  `json:"n_positions"`
+	MaxPositionEmbeddings         uint32  `json:"max_position_embeddings"`
+	OriginalMaxPositionEmbeddings uint32  `json:"original_max_position_embeddings"`
+	SlidingWindow                 uint32  `json:"sliding_window"`
+}
+
+var _ ModelConverter = (*phi3Model)(nil)
+
+func (p *phi3Model) KV(t *Tokenizer) ggml.KV {
+	kv := p.ModelParameters.KV(t)
+	kv["general.architecture"] = "phi3"
+	kv["phi3.context_length"] = p.MaxPositionEmbeddings
+	kv["phi3.embedding_length"] = cmp.Or(p.HiddenSize, p.NEmbd)
+	kv["phi3.feed_forward_length"] = p.IntermediateSize
+	kv["phi3.block_count"] = cmp.Or(p.NumHiddenLayers, p.NLayers)
+	kv["phi3.attention.head_count"] = cmp.Or(p.NumAttentionHeads, p.NHead)
+	kv["phi3.attention.head_count_kv"] = cmp.Or(p.NumKeyValueHeads, p.NHeadKV)
+	kv["phi3.attention.layer_norm_rms_epsilon"] = p.RMSNormEPS
+	kv["phi3.rope.dimension_count"] = p.HiddenSize / cmp.Or(p.NumAttentionHeads, p.NHead)
+	kv["phi3.rope.freq_base"] = p.RopeTheta
+	kv["phi3.rope.scaling.original_context_length"] = p.OriginalMaxPositionEmbeddings
+	kv["phi3.attention.sliding_window"] = p.SlidingWindow
+
+	scale := float64(p.MaxPositionEmbeddings) / float64(p.OriginalMaxPositionEmbeddings)
+
+	switch p.RopeScaling.Type {
+	case "":
+		// no scaling
+	case "su", "longrope":
+		kv["phi3.rope.scaling.attn_factor"] = float32(max(math.Sqrt(1+math.Log(scale)/math.Log(float64(p.OriginalMaxPositionEmbeddings))), 1.0))
+	case "yarn":
+		kv["phi3.rope.scaling.attn_factor"] = float32(max(0.1*math.Log(scale)+1.0, 1.0))
+	default:
+		panic("unknown rope scaling type")
+	}
+
+	return kv
+}
+
+func (p *phi3Model) Tensors(ts []Tensor) []*ggml.Tensor {
+	var addRopeFactors sync.Once
+
+	out := make([]*ggml.Tensor, 0, len(ts)+2)
+	for _, t := range ts {
+		if strings.HasPrefix(t.Name(), "blk.0.") {
+			addRopeFactors.Do(func() {
+				out = append(out, &ggml.Tensor{
+					Name:     "rope_factors_long.weight",
+					Kind:     0,
+					Shape:    []uint64{uint64(len(p.RopeScaling.LongFactor))},
+					WriterTo: p.RopeScaling.LongFactor,
+				}, &ggml.Tensor{
+					Name:     "rope_factors_short.weight",
+					Kind:     0,
+					Shape:    []uint64{uint64(len(p.RopeScaling.ShortFactor))},
+					WriterTo: p.RopeScaling.ShortFactor,
+				})
+			})
+		}
+
+		out = append(out, &ggml.Tensor{
+			Name:     t.Name(),
+			Kind:     t.Kind(),
+			Shape:    t.Shape(),
+			WriterTo: t,
+		})
+	}
+
+	return out
+}
+
+func (p *phi3Model) Replacements() []string {
+	return []string{
+		"lm_head", "output",
+		"model.embed_tokens", "token_embd",
+		"model.norm", "output_norm",
+		"model.layers", "blk",
+		"input_layernorm", "attn_norm",
+		"self_attn.qkv_proj", "attn_qkv",
+		"self_attn.o_proj", "attn_output",
+		"mlp.down_proj", "ffn_down",
+		"mlp.gate_up_proj", "ffn_up",
+		"post_attention_layernorm", "ffn_norm",
+	}
+}
+
+type ropeFactor []float32
+
+func (r ropeFactor) WriteTo(w io.Writer) (int64, error) {
+	return 0, binary.Write(w, binary.LittleEndian, r)
+}
diff --git a/convert/convert_qwen2.go b/convert/convert_qwen2.go
new file mode 100644
index 0000000..3647c4e
--- /dev/null
+++ b/convert/convert_qwen2.go
@@ -0,0 +1,81 @@
+package convert
+
+import "github.com/ollama/ollama/fs/ggml"
+
+type qwen2Model struct {
+	ModelParameters
+	MaxPositionEmbeddings uint32  `json:"max_position_embeddings"`
+	HiddenSize            uint32  `json:"hidden_size"`
+	HiddenLayers          uint32  `json:"num_hidden_layers"`
+	IntermediateSize      uint32  `json:"intermediate_size"`
+	NumAttentionHeads     uint32  `json:"num_attention_heads"`
+	NumKeyValueHeads      uint32  `json:"num_key_value_heads"`
+	RopeTheta             float32 `json:"rope_theta"`
+	RopeScaling           struct {
+		Type                          string     `json:"type"`
+		Factor                        ropeFactor `json:"factor"`
+		OriginalMaxPositionEmbeddings uint32     `json:"original_max_position_embeddings"`
+		MropeSection                  []int32    `json:"mrope_section"`
+	} `json:"rope_scaling"`
+	RMSNormEPS float32 `json:"rms_norm_eps"`
+}
+
+var _ ModelConverter = (*qwen2Model)(nil)
+
+func (q *qwen2Model) KV(t *Tokenizer) ggml.KV {
+	kv := q.ModelParameters.KV(t)
+	kv["general.architecture"] = "qwen2"
+	kv["qwen2.block_count"] = q.HiddenLayers
+	kv["qwen2.context_length"] = q.MaxPositionEmbeddings
+	kv["qwen2.embedding_length"] = q.HiddenSize
+	kv["qwen2.feed_forward_length"] = q.IntermediateSize
+	kv["qwen2.attention.head_count"] = q.NumAttentionHeads
+	kv["qwen2.attention.head_count_kv"] = q.NumKeyValueHeads
+	kv["qwen2.rope.freq_base"] = q.RopeTheta
+	kv["qwen2.attention.layer_norm_rms_epsilon"] = q.RMSNormEPS
+
+	switch q.RopeScaling.Type {
+	case "":
+		// no scaling
+	case "yarn":
+		kv["qwen2.rope.scaling.type"] = q.RopeScaling.Type
+		kv["qwen2.rope.scaling.factor"] = q.RopeScaling.Factor
+	case "mrope", "default":
+		kv["qwen2.rope.mrope_section"] = q.RopeScaling.MropeSection
+	default:
+		panic("unknown rope scaling type")
+	}
+	return kv
+}
+
+func (q *qwen2Model) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+	for _, t := range ts {
+		out = append(out, &ggml.Tensor{
+			Name:     t.Name(),
+			Kind:     t.Kind(),
+			Shape:    t.Shape(),
+			WriterTo: t,
+		})
+	}
+
+	return out
+}
+
+func (p *qwen2Model) Replacements() []string {
+	return []string{
+		"lm_head", "output",
+		"model.embed_tokens", "token_embd",
+		"model.layers", "blk",
+		"input_layernorm", "attn_norm",
+		"self_attn.k_proj", "attn_k",
+		"self_attn.v_proj", "attn_v",
+		"self_attn.q_proj", "attn_q",
+		"self_attn.o_proj", "attn_output",
+		"mlp.down_proj", "ffn_down",
+		"mlp.gate_proj", "ffn_gate",
+		"mlp.up_proj", "ffn_up",
+		"post_attention_layernorm", "ffn_norm",
+		"model.norm", "output_norm",
+	}
+}
diff --git a/convert/convert_qwen25vl.go b/convert/convert_qwen25vl.go
new file mode 100644
index 0000000..c2d5a63
--- /dev/null
+++ b/convert/convert_qwen25vl.go
@@ -0,0 +1,102 @@
+package convert
+
+import (
+	"cmp"
+	"slices"
+	"strings"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type qwen25VLModel struct {
+	qwen2Model
+
+	VisionModel struct {
+		Depth               uint32  `json:"depth"`
+		HiddenSize          uint32  `json:"hidden_size"`
+		NumHeads            uint32  `json:"num_heads"`
+		InChannels          uint32  `json:"in_chans"`
+		PatchSize           uint32  `json:"patch_size"`
+		SpatialMergeSize    uint32  `json:"spatial_merge_size"`
+		SpatialPatchSize    uint32  `json:"spatial_patch_size"`
+		WindowSize          uint32  `json:"window_size"`
+		RMSNormEps          float32 `json:"layer_norm_epsilon"`
+		RopeTheta           float32 `json:"rope_theta"`
+		FullAttentionBlocks []int32 `json:"fullatt_block_indexes"`
+		TemporalPatchSize   uint32  `json:"temporal_patch_size"`
+	} `json:"vision_config"`
+}
+
+var _ ModelConverter = (*qwen25VLModel)(nil)
+
+func (q *qwen25VLModel) KV(t *Tokenizer) ggml.KV {
+	kv := q.ModelParameters.KV(t)
+	kv["general.architecture"] = "qwen25vl"
+
+	for k, v := range q.qwen2Model.KV(t) {
+		if strings.HasPrefix(k, "qwen2.") {
+			kv[strings.Replace(k, "qwen2.", "qwen25vl.", 1)] = v
+		}
+	}
+
+	if q.VisionModel.FullAttentionBlocks == nil {
+		kv["qwen25vl.vision.fullatt_block_indexes"] = []int32{7, 15, 23, 31}
+	}
+
+	kv["qwen25vl.vision.block_count"] = cmp.Or(q.VisionModel.Depth, 32)
+	kv["qwen25vl.vision.embedding_length"] = q.VisionModel.HiddenSize
+	kv["qwen25vl.vision.attention.head_count"] = cmp.Or(q.VisionModel.NumHeads, 16)
+	kv["qwen25vl.vision.num_channels"] = q.VisionModel.InChannels
+	kv["qwen25vl.vision.patch_size"] = cmp.Or(q.VisionModel.PatchSize, 14)
+	kv["qwen25vl.vision.spatial_merge_size"] = cmp.Or(q.VisionModel.SpatialMergeSize, 2)
+	kv["qwen25vl.vision.spatial_patch_size"] = q.VisionModel.SpatialPatchSize
+	kv["qwen25vl.vision.window_size"] = cmp.Or(q.VisionModel.WindowSize, 112)
+	kv["qwen25vl.vision.attention.layer_norm_epsilon"] = cmp.Or(q.VisionModel.RMSNormEps, 1e-6)
+	kv["qwen25vl.vision.rope.freq_base"] = cmp.Or(q.VisionModel.RopeTheta, 1e4)
+	kv["qwen25vl.vision.fullatt_block_indexes"] = q.VisionModel.FullAttentionBlocks
+	kv["qwen25vl.vision.temporal_patch_size"] = cmp.Or(q.VisionModel.TemporalPatchSize, 2)
+
+	return kv
+}
+
+func (q *qwen25VLModel) Tensors(ts []Tensor) []*ggml.Tensor {
+	var out []*ggml.Tensor
+
+	for _, t := range ts {
+		if strings.Contains(t.Name(), "patch_embed.proj") {
+			for t := range splitDim(t, 2,
+				strings.NewReplacer("patch_embed.proj", "patch_embd_0"),
+				strings.NewReplacer("patch_embed.proj", "patch_embd_1"),
+			) {
+				t.Shape = slices.DeleteFunc(t.Shape, func(i uint64) bool { return i == 1 })
+				out = append(out, t)
+			}
+		} else if strings.Contains(t.Name(), "attn.qkv") {
+			out = append(out, slices.Collect(splitDim(t, 0,
+				strings.NewReplacer("attn.qkv", "attn_q"),
+				strings.NewReplacer("attn.qkv", "attn_k"),
+				strings.NewReplacer("attn.qkv", "attn_v"),
+			))...)
+		} else {
+			out = append(out, &ggml.Tensor{
+				Name:     t.Name(),
+				Kind:     t.Kind(),
+				Shape:    t.Shape(),
+				WriterTo: t,
+			})
+		}
+	}
+
+	return out
+}
+
+func (p *qwen25VLModel) Replacements() []string {
+	return append(
+		p.qwen2Model.Replacements(),
+		"visual", "v",
+		"blocks", "blk",
+		"attn.proj", "attn_out",
+		"norm1", "ln1",
+		"norm2", "ln2",
+	)
+}
diff --git a/convert/convert_test.go b/convert/convert_test.go
new file mode 100644
index 0000000..105fbb3
--- /dev/null
+++ b/convert/convert_test.go
@@ -0,0 +1,478 @@
+package convert
+
+import (
+	"bytes"
+	"crypto/sha256"
+	"encoding/binary"
+	"encoding/hex"
+	"encoding/json"
+	"flag"
+	"fmt"
+	"io"
+	"io/fs"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"slices"
+	"strings"
+	"testing"
+
+	"golang.org/x/exp/maps"
+
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+type tensorData struct {
+	Offsets []int  `json:"data_offsets"`
+	Type    string `json:"dtype"`
+	Shape   []int  `json:"shape"`
+}
+
+func convertFull(t *testing.T, fsys fs.FS) (*os.File, ggml.KV, ggml.Tensors) {
+	t.Helper()
+
+	f, err := os.CreateTemp(t.TempDir(), "f16")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	if err := ConvertModel(fsys, f); err != nil {
+		t.Fatal(err)
+	}
+
+	r, err := os.Open(f.Name())
+	if err != nil {
+		t.Fatal(err)
+	}
+	t.Cleanup(func() { r.Close() })
+
+	m, err := ggml.Decode(r, -1)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	if _, err := r.Seek(0, io.SeekStart); err != nil {
+		t.Fatal(err)
+	}
+
+	return r, m.KV(), m.Tensors()
+}
+
+func generateResultsJSON(t *testing.T, f *os.File, kv ggml.KV, tensors ggml.Tensors) map[string]string {
+	actual := make(map[string]string)
+	for k, v := range kv {
+		if s, ok := v.(json.Marshaler); !ok {
+			actual[k] = fmt.Sprintf("%v", v)
+		} else {
+			bts, err := json.Marshal(s)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			actual[k] = fmt.Sprintf("%x", sha256.Sum256(bts))
+		}
+	}
+
+	for _, tensor := range tensors.Items() {
+		sha256sum := sha256.New()
+		sr := io.NewSectionReader(f, int64(tensors.Offset+tensor.Offset), int64(tensor.Size()))
+		if _, err := io.Copy(sha256sum, sr); err != nil {
+			t.Fatal(err)
+		}
+
+		actual[tensor.Name] = hex.EncodeToString(sha256sum.Sum(nil))
+	}
+
+	return actual
+}
+
+func TestMain(m *testing.M) {
+	var level slog.Level
+	flag.TextVar(&level, "level", slog.LevelInfo, "log level")
+	flag.Parse()
+	slog.SetLogLoggerLevel(level)
+	os.Exit(m.Run())
+}
+
+func TestConvertModel(t *testing.T) {
+	cases := []string{
+		"Meta-Llama-3-8B-Instruct",
+		"Meta-Llama-3.1-8B-Instruct",
+		"Mistral-7B-Instruct-v0.2",
+		"Mixtral-8x7B-Instruct-v0.1",
+		"gemma-2b-it",
+		"gemma-2-2b-it",
+		// microsoft/Phi-3-mini-128-instruct@d548c233192db00165d842bf8edff054bb3212f8
+		"Phi-3-mini-128k-instruct",
+		"all-MiniLM-L6-v2",
+		"gemma-2-9b-it",
+		"Qwen2.5-0.5B-Instruct",
+		"c4ai-command-r-v01",
+	}
+
+	for i := range cases {
+		tt := cases[i]
+		t.Run(tt, func(t *testing.T) {
+			t.Parallel()
+
+			p := filepath.Join("testdata", tt)
+			if testing.Short() {
+				t.Skip("skipping in short mode")
+			} else if _, err := os.Stat(p); err != nil {
+				t.Skipf("%s not found", p)
+			}
+
+			f, kv, tensors := convertFull(t, os.DirFS(p))
+			actual := generateResultsJSON(t, f, kv, tensors)
+
+			expectFile, err := os.Open(filepath.Join("testdata", fmt.Sprintf("%s.json", tt)))
+			if err != nil {
+				t.Fatal(err)
+			}
+			defer expectFile.Close()
+
+			var expect map[string]string
+			if err := json.NewDecoder(expectFile).Decode(&expect); err != nil {
+				t.Fatal(err)
+			}
+
+			keys := maps.Keys(expect)
+			slices.Sort(keys)
+			for _, k := range keys {
+				if v, ok := actual[k]; !ok {
+					t.Errorf("missing %s", k)
+				} else if v != expect[k] {
+					t.Errorf("unexpected %s: want %s, got %s", k, expect[k], v)
+				}
+			}
+		})
+	}
+}
+
+func TestConvertInvalidTensorNames(t *testing.T) {
+	f, err := os.CreateTemp(t.TempDir(), "testmodel")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	tempDir := t.TempDir()
+
+	td := map[string]*tensorData{}
+	offset := 4096
+
+	td["model.layers.0.self_attn.q_proj.weight"] = &tensorData{
+		Offsets: []int{0, offset},
+		Type:    "F32",
+		Shape:   []int{4096, 4096},
+	}
+	td["blk.0.attn_q.weight"] = &tensorData{
+		Offsets: []int{offset, offset * 2},
+		Type:    "F32",
+		Shape:   []int{4096, 4096},
+	}
+	generateSafetensorTestData(t, tempDir, td)
+
+	err = ConvertModel(os.DirFS(tempDir), f)
+	if err == nil || !strings.HasPrefix(err.Error(), "duplicate tensor name") {
+		t.Errorf("expected error but didn't get one")
+	}
+}
+
+func TestConvertInvalidDatatype(t *testing.T) {
+	f, err := os.CreateTemp(t.TempDir(), "testmodel")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	tempDir := t.TempDir()
+
+	td := map[string]*tensorData{}
+	offset := 4096 * 14336
+
+	td["model.layers.0.mlp.down_proj.weight"] = &tensorData{
+		Offsets: []int{0, offset},
+		Type:    "I8",
+		Shape:   []int{4096, 14336},
+	}
+	td["model.layers.0.mlp.down_proj.weight_format"] = &tensorData{
+		Offsets: []int{offset, offset},
+		Type:    "U8",
+		Shape:   []int{},
+	}
+	generateSafetensorTestData(t, tempDir, td)
+
+	err = ConvertModel(os.DirFS(tempDir), f)
+	if err == nil || err.Error() != "unsupported safetensors model" {
+		t.Errorf("expected error but didn't get one")
+	}
+}
+
+func generateSafetensorTestData(t *testing.T, tempDir string, tensorData map[string]*tensorData) {
+	data, err := json.Marshal(tensorData)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	var buf bytes.Buffer
+
+	l := int64(len(data))
+	err = binary.Write(&buf, binary.LittleEndian, l)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	_, err = buf.Write(data)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	fdata, err := os.Create(filepath.Join(tempDir, "model-00001-of-00001.safetensors"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer fdata.Close()
+
+	_, err = fdata.Write(buf.Bytes())
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	configData := `
+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ]
+}
+`
+
+	f, err := os.Create(filepath.Join(tempDir, "config.json"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	_, err = f.WriteString(configData)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	tokenizerData := `
+{
+}
+`
+
+	f, err = os.Create(filepath.Join(tempDir, "tokenizer.json"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	_, err = f.WriteString(tokenizerData)
+	if err != nil {
+		t.Fatal(err)
+	}
+}
+
+func TestConvertAdapter(t *testing.T) {
+	type AdapterCase struct {
+		Name     string
+		BaseKV   map[string]any
+		Expected map[string]string
+	}
+
+	cases := []AdapterCase{
+		{
+			Name: "discollama",
+			BaseKV: map[string]any{
+				"general.architecture":          "llama",
+				"llama.attention.head_count":    uint32(32),
+				"llama.attention.head_count_kv": uint32(8),
+			},
+			Expected: map[string]string{
+				"general.architecture":          "llama",
+				"general.file_type":             "1",
+				"general.parameter_count":       "106496",
+				"general.type":                  "adapter",
+				"general.version":               "v0.2",
+				"adapter.lora.alpha":            "16",
+				"adapter.type":                  "lora",
+				"llama.attention.head_count":    "32",
+				"llama.attention.head_count_kv": "8",
+				"blk.31.attn_q.weight.lora_a":   "0eb3318b02cd313429bcc7621b539fdbb10240fea190c56c9e5f93fcd37a4e50",
+				"blk.31.attn_q.weight.lora_b":   "0eb3318b02cd313429bcc7621b539fdbb10240fea190c56c9e5f93fcd37a4e50",
+				"blk.31.attn_v.weight.lora_a":   "0eb3318b02cd313429bcc7621b539fdbb10240fea190c56c9e5f93fcd37a4e50",
+				"blk.31.attn_v.weight.lora_b":   "071dcafe89df065d6e1c935ecb8fdf6479b3c202eb912e7da938597673ff5857",
+			},
+		},
+	}
+
+	for _, c := range cases {
+		t.Run(c.Name, func(t *testing.T) {
+			t.Parallel()
+
+			f, err := os.CreateTemp(t.TempDir(), "f16")
+			if err != nil {
+				t.Fatal(err)
+			}
+			defer f.Close()
+
+			tempDir := t.TempDir()
+			generateLoraTestData(t, tempDir)
+
+			if err = ConvertAdapter(os.DirFS(tempDir), f, c.BaseKV); err != nil {
+				t.Fatal(err)
+			}
+
+			r, err := os.Open(f.Name())
+			if err != nil {
+				t.Fatal(err)
+			}
+			defer r.Close()
+
+			m, err := ggml.Decode(r, -1)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			if _, err := r.Seek(0, io.SeekStart); err != nil {
+				t.Fatal(err)
+			}
+
+			actual := generateResultsJSON(t, r, m.KV(), m.Tensors())
+
+			keys := maps.Keys(c.Expected)
+			slices.Sort(keys)
+			for _, k := range keys {
+				if v, ok := actual[k]; !ok {
+					t.Errorf("missing %s", k)
+				} else if v != c.Expected[k] {
+					t.Errorf("unexpected %s: want %s, got %s", k, c.Expected[k], v)
+				}
+			}
+		})
+	}
+}
+
+func generateLoraTestData(t *testing.T, tempDir string) {
+	offset := 4096 * 8 * 4
+
+	td := map[string]*tensorData{"__metadata__": nil}
+	td["model.layers.31.self_attn.q_proj.lora_a"] = &tensorData{
+		Offsets: []int{0, offset},
+		Type:    "F32",
+		Shape:   []int{4096, 8},
+	}
+	td["model.layers.31.self_attn.q_proj.lora_b"] = &tensorData{
+		Offsets: []int{offset, offset * 2},
+		Type:    "F32",
+		Shape:   []int{8, 4096},
+	}
+	td["model.layers.31.self_attn.v_proj.lora_a"] = &tensorData{
+		Offsets: []int{offset * 2, offset * 3},
+		Type:    "F32",
+		Shape:   []int{4096, 8},
+	}
+	td["model.layers.31.self_attn.v_proj.lora_b"] = &tensorData{
+		Offsets: []int{offset * 3, offset*3 + 8*1024*4},
+		Type:    "F32",
+		Shape:   []int{8, 1024},
+	}
+
+	data, err := json.Marshal(td)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	var buf bytes.Buffer
+
+	l := int64(len(data))
+	err = binary.Write(&buf, binary.LittleEndian, l)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	_, err = buf.Write(data)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	// write some data for the tensors
+
+	ones := make([]float32, 4096*8)
+	for i := range ones {
+		ones[i] = float32(1)
+	}
+
+	for range 3 {
+		err = binary.Write(&buf, binary.LittleEndian, ones)
+		if err != nil {
+			t.Fatal(err)
+		}
+	}
+
+	ones = make([]float32, 1024*8)
+	for i := range ones {
+		ones[i] = float32(1)
+	}
+
+	err = binary.Write(&buf, binary.LittleEndian, ones)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	fdata, err := os.Create(filepath.Join(tempDir, "adapters.safetensors"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer fdata.Close()
+
+	_, err = fdata.Write(buf.Bytes())
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	configData := `
+{
+    "adapter_path": "adapters-test",
+    "batch_size": 8,
+    "config": "config-tiny.json",
+    "data": "../discollama-completion",
+    "grad_checkpoint": null,
+    "iters": 1000,
+    "learning_rate": 1e-05,
+    "lora_layers": 1,
+    "lora_parameters": {
+        "rank": 8,
+        "alpha": 16,
+        "dropout": 0.0,
+        "scale": 2.0
+    },
+    "lr_schedule": null,
+    "max_seq_length": 2048,
+    "model": "/Users/pdevine/git/Meta-Llama-3-8B-Instruct",
+    "resume_adapter_file": null,
+    "save_every": 100,
+    "seed": 0,
+    "steps_per_eval": 200,
+    "steps_per_report": 10,
+    "test": false,
+    "test_batches": 500,
+    "train": true,
+    "use_dora": false,
+    "val_batches": 25
+}
+`
+	f, err := os.Create(filepath.Join(tempDir, "adapter_config.json"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	_, err = f.WriteString(configData)
+	if err != nil {
+		t.Fatal(err)
+	}
+}
diff --git a/convert/reader.go b/convert/reader.go
new file mode 100644
index 0000000..07d12f0
--- /dev/null
+++ b/convert/reader.go
@@ -0,0 +1,88 @@
+package convert
+
+import (
+	"errors"
+	"io"
+	"io/fs"
+	"strings"
+)
+
+type Tensor interface {
+	Name() string
+	Shape() []uint64
+	Kind() uint32
+	SetRepacker(Repacker)
+	WriteTo(io.Writer) (int64, error)
+	Clone() Tensor
+}
+
+type tensorBase struct {
+	name     string
+	shape    []uint64
+	repacker Repacker
+}
+
+func (t tensorBase) Name() string {
+	return t.name
+}
+
+func (t tensorBase) Shape() []uint64 {
+	return t.shape
+}
+
+const (
+	tensorKindF32 uint32 = iota
+	tensorKindF16
+)
+
+func (t tensorBase) Kind() uint32 {
+	if strings.HasSuffix(t.name, ".ffn_gate_inp.weight") ||
+		t.name == "token_types.weight" ||
+		t.name == "v.positional_embedding_vlm" ||
+		t.name == "v.tile_position_embd.weight" ||
+		t.name == "v.pre_tile_position_embd.weight" ||
+		t.name == "v.post_tile_position_embd.weight" {
+		// these tensors are always F32
+		return 0
+	}
+
+	switch len(t.shape) {
+	case 0:
+		panic("invalid tensor shape")
+	case 1:
+		return tensorKindF32
+	default:
+		return tensorKindF16
+	}
+}
+
+func (t *tensorBase) SetRepacker(fn Repacker) {
+	t.repacker = fn
+}
+
+type Repacker func(string, []float32, []uint64) ([]float32, error)
+
+func parseTensors(fsys fs.FS, replacer *strings.Replacer) ([]Tensor, error) {
+	patterns := []struct {
+		Pattern string
+		Func    func(fs.FS, *strings.Replacer, ...string) ([]Tensor, error)
+	}{
+		{"*.safetensors", parseSafetensors},
+		{"pytorch_model-*-of-*.bin", parseTorch},
+		{"pytorch_model.bin", parseTorch},
+		{"consolidated.*.pth", parseTorch},
+	}
+
+	for _, pattern := range patterns {
+		matches, err := fs.Glob(fsys, pattern.Pattern)
+		if err != nil {
+			return nil, err
+		}
+
+		if len(matches) > 0 {
+			return pattern.Func(fsys, replacer, matches...)
+		}
+	}
+
+	return nil, errors.New("unknown tensor format")
+}
diff --git a/convert/reader_safetensors.go b/convert/reader_safetensors.go
new file mode 100644
index 0000000..f585853
--- /dev/null
+++ b/convert/reader_safetensors.go
@@ -0,0 +1,178 @@
+package convert
+
+import (
+	"bytes"
+	"encoding/binary"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"io/fs"
+	"slices"
+	"strings"
+
+	"github.com/d4l3k/go-bfloat16"
+	"github.com/x448/float16"
+	"golang.org/x/exp/maps"
+)
+
+type safetensorMetadata struct {
+	Type    string   `json:"dtype"`
+	Shape   []uint64 `json:"shape"`
+	Offsets []int64  `json:"data_offsets"`
+}
+
+func parseSafetensors(fsys fs.FS, replacer *strings.Replacer, ps ...string) ([]Tensor, error) {
+	var ts []Tensor
+	for _, p := range ps {
+		f, err := fsys.Open(p)
+		if err != nil {
+			return nil, err
+		}
+		defer f.Close()
+
+		var n int64
+		if err := binary.Read(f, binary.LittleEndian, &n); err != nil {
+			return nil, err
+		}
+
+		b := bytes.NewBuffer(make([]byte, 0, n))
+		if _, err = io.CopyN(b, f, n); err != nil {
+			return nil, err
+		}
+
+		var headers map[string]safetensorMetadata
+		if err := json.NewDecoder(b).Decode(&headers); err != nil {
+			return nil, err
+		}
+
+		keys := maps.Keys(headers)
+		slices.Sort(keys)
+
+		names := make(map[string]struct{}, len(keys))
+
+		for _, key := range keys {
+			if value := headers[key]; value.Type != "" {
+				// bitsandbytes quantized models are unsupported
+				if len(value.Shape) == 0 {
+					return nil, errors.New("unsupported safetensors model")
+				}
+				ggufName := replacer.Replace(key)
+				if _, ok := names[ggufName]; ok {
+					return nil, fmt.Errorf("duplicate tensor name '%s' was found for this model", ggufName)
+				}
+				names[ggufName] = struct{}{}
+				ts = append(ts, safetensor{
+					fs:     fsys,
+					path:   p,
+					dtype:  value.Type,
+					offset: safetensorsPad(n, value.Offsets[0]),
+					size:   safetensorsPad(n, value.Offsets[1]) - safetensorsPad(n, value.Offsets[0]),
+					tensorBase: &tensorBase{
+						name:  ggufName,
+						shape: value.Shape,
+					},
+				})
+			}
+		}
+	}
+
+	return ts, nil
+}
+
+// safetensorsPad returns the padded size of the safetensors file given a length n and offset s
+func safetensorsPad(n, offset int64) int64 {
+	return 8 + n + offset
+}
+
+type safetensor struct {
+	fs     fs.FS
+	path   string
+	dtype  string
+	offset int64
+	size   int64
+	*tensorBase
+}
+
+func (st safetensor) Clone() Tensor {
+	return &safetensor{
+		fs:     st.fs,
+		path:   st.path,
+		dtype:  st.dtype,
+		offset: st.offset,
+		size:   st.size,
+		tensorBase: &tensorBase{
+			name:     st.name,
+			repacker: st.repacker,
+			shape:    slices.Clone(st.shape),
+		},
+	}
+}
+
+func (st safetensor) WriteTo(w io.Writer) (int64, error) {
+	f, err := st.fs.Open(st.path)
+	if err != nil {
+		return 0, err
+	}
+	defer f.Close()
+
+	if seeker, ok := f.(io.Seeker); ok {
+		if _, err := seeker.Seek(st.offset, io.SeekStart); err != nil {
+			return 0, err
+		}
+	} else {
+		if _, err := io.CopyN(io.Discard, f, st.offset); err != nil {
+			return 0, err
+		}
+	}
+
+	var f32s []float32
+	switch st.dtype {
+	case "F32":
+		f32s = make([]float32, st.size/4)
+		if err = binary.Read(f, binary.LittleEndian, f32s); err != nil {
+			return 0, err
+		}
+	case "F16":
+		u16s := make([]uint16, st.size/2)
+		if err = binary.Read(f, binary.LittleEndian, u16s); err != nil {
+			return 0, err
+		}
+
+		f32s = make([]float32, len(u16s))
+		for i := range u16s {
+			f32s[i] = float16.Frombits(u16s[i]).Float32()
+		}
+
+	case "BF16":
+		u8s := make([]uint8, st.size)
+		if err = binary.Read(f, binary.LittleEndian, u8s); err != nil {
+			return 0, err
+		}
+
+		f32s = bfloat16.DecodeFloat32(u8s)
+	default:
+		return 0, fmt.Errorf("unknown data type: %s", st.dtype)
+	}
+
+	if st.repacker != nil {
+		f32s, err = st.repacker(st.Name(), f32s, st.Shape())
+		if err != nil {
+			return 0, err
+		}
+	}
+
+	switch st.Kind() {
+	case tensorKindF32:
+		return 0, binary.Write(w, binary.LittleEndian, f32s)
+	case tensorKindF16:
+		f16s := make([]uint16, len(f32s))
+		for i := range f32s {
+			f16s[i] = float16.Fromfloat32(f32s[i]).Bits()
+		}
+
+		return 0, binary.Write(w, binary.LittleEndian, f16s)
+	default:
+		return 0, fmt.Errorf("unknown storage type: %d", st.Kind())
+	}
+}
diff --git a/convert/reader_torch.go b/convert/reader_torch.go
new file mode 100644
index 0000000..7f6d6c8
--- /dev/null
+++ b/convert/reader_torch.go
@@ -0,0 +1,59 @@
+package convert
+
+import (
+	"io"
+	"io/fs"
+	"strings"
+
+	"github.com/nlpodyssey/gopickle/pytorch"
+	"github.com/nlpodyssey/gopickle/types"
+)
+
+func parseTorch(fsys fs.FS, replacer *strings.Replacer, ps ...string) ([]Tensor, error) {
+	var ts []Tensor
+	for _, p := range ps {
+		pt, err := pytorch.Load(p)
+		if err != nil {
+			return nil, err
+		}
+
+		for _, k := range pt.(*types.Dict).Keys() {
+			t := pt.(*types.Dict).MustGet(k)
+
+			var shape []uint64
+			for dim := range t.(*pytorch.Tensor).Size {
+				shape = append(shape, uint64(dim))
+			}
+
+			ts = append(ts, torch{
+				storage: t.(*pytorch.Tensor).Source,
+				tensorBase: &tensorBase{
+					name:  replacer.Replace(k.(string)),
+					shape: shape,
+				},
+			})
+		}
+	}
+
+	return ts, nil
+}
+
+type torch struct {
+	storage pytorch.StorageInterface
+	*tensorBase
+}
+
+func (t torch) Clone() Tensor {
+	return torch{
+		storage: t.storage,
+		tensorBase: &tensorBase{
+			name:     t.name,
+			shape:    t.shape,
+			repacker: t.repacker,
+		},
+	}
+}
+
+func (pt torch) WriteTo(w io.Writer) (int64, error) {
+	return 0, nil
+}
diff --git a/convert/sentencepiece/sentencepiece_model.pb.go b/convert/sentencepiece/sentencepiece_model.pb.go
new file mode 100644
index 0000000..76d136e
--- /dev/null
+++ b/convert/sentencepiece/sentencepiece_model.pb.go
@@ -0,0 +1,1497 @@
+// Copyright 2016 Google Inc.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.!
+
+// Code generated by protoc-gen-go. DO NOT EDIT.
+// versions:
+// 	protoc-gen-go v1.32.0
+// 	protoc        v4.25.2
+// source: sentencepiece_model.proto
+
+package sentencepiece
+
+import (
+	protoreflect "google.golang.org/protobuf/reflect/protoreflect"
+	protoimpl "google.golang.org/protobuf/runtime/protoimpl"
+	reflect "reflect"
+	sync "sync"
+)
+
+const (
+	// Verify that this generated code is sufficiently up-to-date.
+	_ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion)
+	// Verify that runtime/protoimpl is sufficiently up-to-date.
+	_ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20)
+)
+
+// Model type. only have UNIGRAM now.
+type TrainerSpec_ModelType int32
+
+const (
+	TrainerSpec_UNIGRAM TrainerSpec_ModelType = 1 // Unigram language model with dynamic algorithm
+	TrainerSpec_BPE     TrainerSpec_ModelType = 2 // Byte Pair Encoding
+	TrainerSpec_WORD    TrainerSpec_ModelType = 3 // Delimitered by whitespace.
+	TrainerSpec_CHAR    TrainerSpec_ModelType = 4 // tokenizes into character sequence
+)
+
+// Enum value maps for TrainerSpec_ModelType.
+var (
+	TrainerSpec_ModelType_name = map[int32]string{
+		1: "UNIGRAM",
+		2: "BPE",
+		3: "WORD",
+		4: "CHAR",
+	}
+	TrainerSpec_ModelType_value = map[string]int32{
+		"UNIGRAM": 1,
+		"BPE":     2,
+		"WORD":    3,
+		"CHAR":    4,
+	}
+)
+
+func (x TrainerSpec_ModelType) Enum() *TrainerSpec_ModelType {
+	p := new(TrainerSpec_ModelType)
+	*p = x
+	return p
+}
+
+func (x TrainerSpec_ModelType) String() string {
+	return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x))
+}
+
+func (TrainerSpec_ModelType) Descriptor() protoreflect.EnumDescriptor {
+	return file_sentencepiece_model_proto_enumTypes[0].Descriptor()
+}
+
+func (TrainerSpec_ModelType) Type() protoreflect.EnumType {
+	return &file_sentencepiece_model_proto_enumTypes[0]
+}
+
+func (x TrainerSpec_ModelType) Number() protoreflect.EnumNumber {
+	return protoreflect.EnumNumber(x)
+}
+
+// Deprecated: Do not use.
+func (x *TrainerSpec_ModelType) UnmarshalJSON(b []byte) error {
+	num, err := protoimpl.X.UnmarshalJSONEnum(x.Descriptor(), b)
+	if err != nil {
+		return err
+	}
+	*x = TrainerSpec_ModelType(num)
+	return nil
+}
+
+// Deprecated: Use TrainerSpec_ModelType.Descriptor instead.
+func (TrainerSpec_ModelType) EnumDescriptor() ([]byte, []int) {
+	return file_sentencepiece_model_proto_rawDescGZIP(), []int{0, 0}
+}
+
+type ModelProto_SentencePiece_Type int32
+
+const (
+	ModelProto_SentencePiece_NORMAL       ModelProto_SentencePiece_Type = 1 // normal symbol
+	ModelProto_SentencePiece_UNKNOWN      ModelProto_SentencePiece_Type = 2 // unknown symbol. only <unk> for now.
+	ModelProto_SentencePiece_CONTROL      ModelProto_SentencePiece_Type = 3 // control symbols. </s>, <s>, <2ja> etc.
+	ModelProto_SentencePiece_USER_DEFINED ModelProto_SentencePiece_Type = 4 // user defined symbols.
+	// Typical usage of USER_DEFINED symbol
+	// is placeholder.
+	ModelProto_SentencePiece_BYTE   ModelProto_SentencePiece_Type = 6 // byte symbols. Used when `byte_fallback` is true.
+	ModelProto_SentencePiece_UNUSED ModelProto_SentencePiece_Type = 5 // this piece is not used.
+)
+
+// Enum value maps for ModelProto_SentencePiece_Type.
+var (
+	ModelProto_SentencePiece_Type_name = map[int32]string{
+		1: "NORMAL",
+		2: "UNKNOWN",
+		3: "CONTROL",
+		4: "USER_DEFINED",
+		6: "BYTE",
+		5: "UNUSED",
+	}
+	ModelProto_SentencePiece_Type_value = map[string]int32{
+		"NORMAL":       1,
+		"UNKNOWN":      2,
+		"CONTROL":      3,
+		"USER_DEFINED": 4,
+		"BYTE":         6,
+		"UNUSED":       5,
+	}
+)
+
+func (x ModelProto_SentencePiece_Type) Enum() *ModelProto_SentencePiece_Type {
+	p := new(ModelProto_SentencePiece_Type)
+	*p = x
+	return p
+}
+
+func (x ModelProto_SentencePiece_Type) String() string {
+	return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x))
+}
+
+func (ModelProto_SentencePiece_Type) Descriptor() protoreflect.EnumDescriptor {
+	return file_sentencepiece_model_proto_enumTypes[1].Descriptor()
+}
+
+func (ModelProto_SentencePiece_Type) Type() protoreflect.EnumType {
+	return &file_sentencepiece_model_proto_enumTypes[1]
+}
+
+func (x ModelProto_SentencePiece_Type) Number() protoreflect.EnumNumber {
+	return protoreflect.EnumNumber(x)
+}
+
+// Deprecated: Do not use.
+func (x *ModelProto_SentencePiece_Type) UnmarshalJSON(b []byte) error {
+	num, err := protoimpl.X.UnmarshalJSONEnum(x.Descriptor(), b)
+	if err != nil {
+		return err
+	}
+	*x = ModelProto_SentencePiece_Type(num)
+	return nil
+}
+
+// Deprecated: Use ModelProto_SentencePiece_Type.Descriptor instead.
+func (ModelProto_SentencePiece_Type) EnumDescriptor() ([]byte, []int) {
+	return file_sentencepiece_model_proto_rawDescGZIP(), []int{3, 0, 0}
+}
+
+// TrainerSpec encodes a various parameters for SentencePiece training.
+// Next id: 55
+type TrainerSpec struct {
+	state           protoimpl.MessageState
+	sizeCache       protoimpl.SizeCache
+	unknownFields   protoimpl.UnknownFields
+	extensionFields protoimpl.ExtensionFields
+
+	// /////////////////////////////////////////////////////////////////
+	// General parameters
+	//
+	// Input corpus files.
+	//
+	//	Trainer accepts the following two formats:
+	//	A) Monolingual: plain text, one sentence per line.
+	//	B) Bilingual:   TSV, source sentence <tab> target sentence
+	//	When bilingual data is passed, shared vocabulary model is built.
+	//	Note that the input file must be raw corpus, not a preprocessed corpus.
+	//	Trainer only loads the first `input_sentence_size` sentences specified
+	//	with this parameter.
+	Input []string `protobuf:"bytes,1,rep,name=input" json:"input,omitempty"`
+	// Input corpus format:
+	// "text": one-sentence-per-line text format (default)
+	// "tsv":  sentence <tab> freq
+	InputFormat *string `protobuf:"bytes,7,opt,name=input_format,json=inputFormat" json:"input_format,omitempty"`
+	// Output model file prefix.
+	// <model_prefix>.model and <model_prefix>.vocab are generated.
+	ModelPrefix *string                `protobuf:"bytes,2,opt,name=model_prefix,json=modelPrefix" json:"model_prefix,omitempty"`
+	ModelType   *TrainerSpec_ModelType `protobuf:"varint,3,opt,name=model_type,json=modelType,enum=sentencepiece.TrainerSpec_ModelType,def=1" json:"model_type,omitempty"`
+	// Vocabulary size. 8k is the default size.
+	VocabSize *int32 `protobuf:"varint,4,opt,name=vocab_size,json=vocabSize,def=8000" json:"vocab_size,omitempty"`
+	// List of the languages this model can accept.
+	// Since the model is language-agnostic, this field is used as a reference.
+	AcceptLanguage []string `protobuf:"bytes,5,rep,name=accept_language,json=acceptLanguage" json:"accept_language,omitempty"`
+	// Size of self-test samples, which are encoded in the model file.
+	SelfTestSampleSize *int32 `protobuf:"varint,6,opt,name=self_test_sample_size,json=selfTestSampleSize,def=0" json:"self_test_sample_size,omitempty"`
+	// Whether to use DP version of sentencepiece. Use it with TSV input format
+	// (requires precomputed word tab counts to work).
+	EnableDifferentialPrivacy *bool `protobuf:"varint,50,opt,name=enable_differential_privacy,json=enableDifferentialPrivacy,def=0" json:"enable_differential_privacy,omitempty"`
+	// Set these parameters if you need DP version of sentencepiece.
+	// std of noise to add.
+	DifferentialPrivacyNoiseLevel *float32 `protobuf:"fixed32,51,opt,name=differential_privacy_noise_level,json=differentialPrivacyNoiseLevel,def=0" json:"differential_privacy_noise_level,omitempty"`
+	// Clipping threshold to apply after adding noise. All the words with
+	// frequency less than this value are dropped.
+	DifferentialPrivacyClippingThreshold *uint64 `protobuf:"varint,52,opt,name=differential_privacy_clipping_threshold,json=differentialPrivacyClippingThreshold,def=0" json:"differential_privacy_clipping_threshold,omitempty"`
+	// /////////////////////////////////////////////////////////////////
+	// Training parameters.
+	//
+	// Uses characters which cover the corpus with the ratio of `chars_coverage`.
+	// This parameter determines the set of basic Alphabet of sentence piece.
+	// 1.0 - `chars_coverage` characters are treated as UNK.
+	// See also required_chars field.
+	CharacterCoverage *float32 `protobuf:"fixed32,10,opt,name=character_coverage,json=characterCoverage,def=0.9995" json:"character_coverage,omitempty"`
+	// Maximum size of sentences the trainer loads from `input` parameter.
+	// Trainer simply loads the `input` files in sequence.
+	// It is better to shuffle the input corpus randomly.
+	InputSentenceSize    *uint64 `protobuf:"varint,11,opt,name=input_sentence_size,json=inputSentenceSize,def=0" json:"input_sentence_size,omitempty"`
+	ShuffleInputSentence *bool   `protobuf:"varint,19,opt,name=shuffle_input_sentence,json=shuffleInputSentence,def=1" json:"shuffle_input_sentence,omitempty"`
+	// Maximum size of sentences to make seed sentence pieces.
+	// Extended suffix array is constructed to extract frequent
+	// sub-strings from the corpus. This uses 20N working space,
+	// where N is the size of corpus.
+	//
+	// Deprecated: Marked as deprecated in sentencepiece_model.proto.
+	MiningSentenceSize *int32 `protobuf:"varint,12,opt,name=mining_sentence_size,json=miningSentenceSize" json:"mining_sentence_size,omitempty"`
+	// Maximum size of sentences to train sentence pieces.
+	//
+	// Deprecated: Marked as deprecated in sentencepiece_model.proto.
+	TrainingSentenceSize *int32 `protobuf:"varint,13,opt,name=training_sentence_size,json=trainingSentenceSize" json:"training_sentence_size,omitempty"`
+	// The size of seed sentencepieces.
+	// `seed_sentencepiece_size` must be larger than `vocab_size`.
+	SeedSentencepieceSize *int32 `protobuf:"varint,14,opt,name=seed_sentencepiece_size,json=seedSentencepieceSize,def=1000000" json:"seed_sentencepiece_size,omitempty"`
+	// In every EM sub-iterations, keeps top
+	// `shrinking_factor` * `current sentencepieces size` with respect to
+	// the loss of the sentence piece. This value should be smaller than 1.0.
+	ShrinkingFactor *float32 `protobuf:"fixed32,15,opt,name=shrinking_factor,json=shrinkingFactor,def=0.75" json:"shrinking_factor,omitempty"`
+	// The maximum sentence length in byte. The sentences with the length
+	// larger than `max_sentence_length` is simply ignored.
+	// Longer input tends to bring the following risks:
+	//   - Overflow during EM training (unigram language model only)
+	//   - Performance drop because of O(n log n) cost in BPE.
+	MaxSentenceLength *int32 `protobuf:"varint,18,opt,name=max_sentence_length,json=maxSentenceLength,def=4192" json:"max_sentence_length,omitempty"`
+	// Number of threads in the training.
+	NumThreads *int32 `protobuf:"varint,16,opt,name=num_threads,json=numThreads,def=16" json:"num_threads,omitempty"`
+	// Number of EM sub iterations.
+	NumSubIterations *int32 `protobuf:"varint,17,opt,name=num_sub_iterations,json=numSubIterations,def=2" json:"num_sub_iterations,omitempty"`
+	// /////////////////////////////////////////////////////////////////
+	// SentencePiece parameters which control the shapes of sentence piece.
+	//
+	// Maximum length of sentencepiece.
+	MaxSentencepieceLength *int32 `protobuf:"varint,20,opt,name=max_sentencepiece_length,json=maxSentencepieceLength,def=16" json:"max_sentencepiece_length,omitempty"`
+	// Uses Unicode script to split sentence pieces.
+	// When `split_by_unicode_script` is true, we do not allow sentence piece to
+	// include multiple Unicode scripts, e.g. "F1" is not a valid piece.
+	// Exception: CJ characters (Hiragana/Katakana/Han) are all handled
+	// as one script type, since Japanese word can consist of multiple scripts.
+	// This exception is always applied regardless of the accept-language
+	// parameter.
+	SplitByUnicodeScript *bool `protobuf:"varint,21,opt,name=split_by_unicode_script,json=splitByUnicodeScript,def=1" json:"split_by_unicode_script,omitempty"`
+	// When `split_by_number` is true, put a boundary between number and
+	// non-number transition. If we want to treat "F1" is one token, set this flag
+	// to be false.
+	SplitByNumber *bool `protobuf:"varint,23,opt,name=split_by_number,json=splitByNumber,def=1" json:"split_by_number,omitempty"`
+	// Use a white space to split sentence pieces.
+	// When `split_by_whitespace` is false, we may have the piece containing
+	// a white space in the middle. e.g., "in_the".
+	SplitByWhitespace *bool `protobuf:"varint,22,opt,name=split_by_whitespace,json=splitByWhitespace,def=1" json:"split_by_whitespace,omitempty"`
+	// Adds whitespace symbol (_) as a suffix instead of prefix. e.g., _hello =>
+	// hello_. When `treat_whitespace_as_suffix` is true,
+	// NormalizerSpec::add_dummy_prefix will add the dummy whitespace to the end
+	// of sentence.
+	TreatWhitespaceAsSuffix *bool `protobuf:"varint,24,opt,name=treat_whitespace_as_suffix,json=treatWhitespaceAsSuffix,def=0" json:"treat_whitespace_as_suffix,omitempty"`
+	// Allows pieces that only contain whitespaces instead of appearing only as
+	// prefix or suffix of other pieces.
+	AllowWhitespaceOnlyPieces *bool `protobuf:"varint,26,opt,name=allow_whitespace_only_pieces,json=allowWhitespaceOnlyPieces,def=0" json:"allow_whitespace_only_pieces,omitempty"`
+	// Split all digits (0-9) into separate pieces.
+	SplitDigits *bool `protobuf:"varint,25,opt,name=split_digits,json=splitDigits,def=0" json:"split_digits,omitempty"`
+	// Defines the pre-tokenization delimiter.
+	// When specified, no pieces crossing this delimiter is not included
+	// in the vocab. Then the delimiter string is virtually ignored
+	// during the training. This field can allows constraints on the vocabulary
+	// selection. Note that this field is available on unigram mode.
+	PretokenizationDelimiter *string `protobuf:"bytes,53,opt,name=pretokenization_delimiter,json=pretokenizationDelimiter,def=" json:"pretokenization_delimiter,omitempty"`
+	// /////////////////////////////////////////////////////////////////
+	// Vocabulary management
+	//
+	// Defines control symbols used as an indicator to
+	// change the behavior of the decoder. <s> and </s> are pre-defined.
+	// We can use this field to encode various meta information,
+	// including language indicator in multilingual model.
+	// These symbols are not visible to users, but visible to
+	// the decoder. Note that when the input sentence contains control symbols,
+	// they are not treated as one token, but segmented into normal pieces.
+	// Control symbols must be inserted independently from the segmentation.
+	ControlSymbols []string `protobuf:"bytes,30,rep,name=control_symbols,json=controlSymbols" json:"control_symbols,omitempty"`
+	// Defines user defined symbols.
+	// These symbols are added with extremely high score
+	// so they are always treated as one unique symbol in any context.
+	// Typical usage of user_defined_symbols is placeholder for named entities.
+	UserDefinedSymbols []string `protobuf:"bytes,31,rep,name=user_defined_symbols,json=userDefinedSymbols" json:"user_defined_symbols,omitempty"`
+	// Defines required characters. Each UTF8 character in this string is included
+	// in the character set regardless of character_coverage value. Unlike
+	// user_defined_symbols, these characters have scores based on the frequency
+	// on input sentences, and the model can form subwords using characters
+	// in this field.
+	RequiredChars *string `protobuf:"bytes,36,opt,name=required_chars,json=requiredChars" json:"required_chars,omitempty"`
+	// Decomposes unknown pieces into UTF-8 bytes.
+	ByteFallback *bool `protobuf:"varint,35,opt,name=byte_fallback,json=byteFallback,def=0" json:"byte_fallback,omitempty"`
+	// When creating the vocabulary file, defines whether or not to additionally
+	// output the score for each piece.
+	VocabularyOutputPieceScore *bool `protobuf:"varint,32,opt,name=vocabulary_output_piece_score,json=vocabularyOutputPieceScore,def=1" json:"vocabulary_output_piece_score,omitempty"`
+	// `vocab_size` is treated as hard limit. Crash if
+	// the model can not produce the vocab of size `vocab_size`,
+	// When `hard_vocab_limit` is false, vocab_size is treated
+	// as soft limit. Note that when model_type=char,
+	// always assumes hard_vocab_limit = false.
+	HardVocabLimit *bool `protobuf:"varint,33,opt,name=hard_vocab_limit,json=hardVocabLimit,def=1" json:"hard_vocab_limit,omitempty"`
+	// use all symbols for vocab extraction. This flag is valid
+	// if model type is either CHAR or WORD
+	UseAllVocab *bool `protobuf:"varint,34,opt,name=use_all_vocab,json=useAllVocab,def=0" json:"use_all_vocab,omitempty"`
+	// /////////////////////////////////////////////////////////////////
+	// Reserved special meta tokens.
+	// * -1 is not used.
+	// * unk_id must not be -1.
+	// Id must start with 0 and be contiguous.
+	UnkId    *int32  `protobuf:"varint,40,opt,name=unk_id,json=unkId,def=0" json:"unk_id,omitempty"`  // <unk>
+	BosId    *int32  `protobuf:"varint,41,opt,name=bos_id,json=bosId,def=1" json:"bos_id,omitempty"`  // <s>
+	EosId    *int32  `protobuf:"varint,42,opt,name=eos_id,json=eosId,def=2" json:"eos_id,omitempty"`  // </s>
+	PadId    *int32  `protobuf:"varint,43,opt,name=pad_id,json=padId,def=-1" json:"pad_id,omitempty"` // <pad> (padding)
+	UnkPiece *string `protobuf:"bytes,45,opt,name=unk_piece,json=unkPiece,def=<unk>" json:"unk_piece,omitempty"`
+	BosPiece *string `protobuf:"bytes,46,opt,name=bos_piece,json=bosPiece,def=<s>" json:"bos_piece,omitempty"`
+	EosPiece *string `protobuf:"bytes,47,opt,name=eos_piece,json=eosPiece,def=</s>" json:"eos_piece,omitempty"`
+	PadPiece *string `protobuf:"bytes,48,opt,name=pad_piece,json=padPiece,def=<pad>" json:"pad_piece,omitempty"`
+	// Encodes <unk> into U+2047 (DOUBLE QUESTION MARK),
+	// since this character can be useful both for user and
+	// developer. We can easily figure out that <unk> is emitted.
+	UnkSurface *string `protobuf:"bytes,44,opt,name=unk_surface,json=unkSurface,def= ⁇ " json:"unk_surface,omitempty"`
+	// Increase bit depth to allow unigram model training on large
+	// (>10M sentences) corpora. A Side-effect of enabling this flag
+	// is increased memory usage.
+	TrainExtremelyLargeCorpus *bool `protobuf:"varint,49,opt,name=train_extremely_large_corpus,json=trainExtremelyLargeCorpus,def=0" json:"train_extremely_large_corpus,omitempty"`
+	// Path to a seed sentencepieces file, with one tab-separated
+	// seed sentencepiece <tab> frequency per line.
+	SeedSentencepiecesFile *string `protobuf:"bytes,54,opt,name=seed_sentencepieces_file,json=seedSentencepiecesFile,def=" json:"seed_sentencepieces_file,omitempty"`
+}
+
+// Default values for TrainerSpec fields.
+const (
+	Default_TrainerSpec_ModelType                            = TrainerSpec_UNIGRAM
+	Default_TrainerSpec_VocabSize                            = int32(8000)
+	Default_TrainerSpec_SelfTestSampleSize                   = int32(0)
+	Default_TrainerSpec_EnableDifferentialPrivacy            = bool(false)
+	Default_TrainerSpec_DifferentialPrivacyNoiseLevel        = float32(0)
+	Default_TrainerSpec_DifferentialPrivacyClippingThreshold = uint64(0)
+	Default_TrainerSpec_CharacterCoverage                    = float32(0.9994999766349792)
+	Default_TrainerSpec_InputSentenceSize                    = uint64(0)
+	Default_TrainerSpec_ShuffleInputSentence                 = bool(true)
+	Default_TrainerSpec_SeedSentencepieceSize                = int32(1000000)
+	Default_TrainerSpec_ShrinkingFactor                      = float32(0.75)
+	Default_TrainerSpec_MaxSentenceLength                    = int32(4192)
+	Default_TrainerSpec_NumThreads                           = int32(16)
+	Default_TrainerSpec_NumSubIterations                     = int32(2)
+	Default_TrainerSpec_MaxSentencepieceLength               = int32(16)
+	Default_TrainerSpec_SplitByUnicodeScript                 = bool(true)
+	Default_TrainerSpec_SplitByNumber                        = bool(true)
+	Default_TrainerSpec_SplitByWhitespace                    = bool(true)
+	Default_TrainerSpec_TreatWhitespaceAsSuffix              = bool(false)
+	Default_TrainerSpec_AllowWhitespaceOnlyPieces            = bool(false)
+	Default_TrainerSpec_SplitDigits                          = bool(false)
+	Default_TrainerSpec_PretokenizationDelimiter             = string("")
+	Default_TrainerSpec_ByteFallback                         = bool(false)
+	Default_TrainerSpec_VocabularyOutputPieceScore           = bool(true)
+	Default_TrainerSpec_HardVocabLimit                       = bool(true)
+	Default_TrainerSpec_UseAllVocab                          = bool(false)
+	Default_TrainerSpec_UnkId                                = int32(0)
+	Default_TrainerSpec_BosId                                = int32(1)
+	Default_TrainerSpec_EosId                                = int32(2)
+	Default_TrainerSpec_PadId                                = int32(-1)
+	Default_TrainerSpec_UnkPiece                             = string("<unk>")
+	Default_TrainerSpec_BosPiece                             = string("<s>")
+	Default_TrainerSpec_EosPiece                             = string("</s>")
+	Default_TrainerSpec_PadPiece                             = string("<pad>")
+	Default_TrainerSpec_UnkSurface                           = string(" ⁇ ")
+	Default_TrainerSpec_TrainExtremelyLargeCorpus            = bool(false)
+	Default_TrainerSpec_SeedSentencepiecesFile               = string("")
+)
+
+func (x *TrainerSpec) Reset() {
+	*x = TrainerSpec{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_sentencepiece_model_proto_msgTypes[0]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *TrainerSpec) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*TrainerSpec) ProtoMessage() {}
+
+func (x *TrainerSpec) ProtoReflect() protoreflect.Message {
+	mi := &file_sentencepiece_model_proto_msgTypes[0]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use TrainerSpec.ProtoReflect.Descriptor instead.
+func (*TrainerSpec) Descriptor() ([]byte, []int) {
+	return file_sentencepiece_model_proto_rawDescGZIP(), []int{0}
+}
+
+func (x *TrainerSpec) GetInput() []string {
+	if x != nil {
+		return x.Input
+	}
+	return nil
+}
+
+func (x *TrainerSpec) GetInputFormat() string {
+	if x != nil && x.InputFormat != nil {
+		return *x.InputFormat
+	}
+	return ""
+}
+
+func (x *TrainerSpec) GetModelPrefix() string {
+	if x != nil && x.ModelPrefix != nil {
+		return *x.ModelPrefix
+	}
+	return ""
+}
+
+func (x *TrainerSpec) GetModelType() TrainerSpec_ModelType {
+	if x != nil && x.ModelType != nil {
+		return *x.ModelType
+	}
+	return Default_TrainerSpec_ModelType
+}
+
+func (x *TrainerSpec) GetVocabSize() int32 {
+	if x != nil && x.VocabSize != nil {
+		return *x.VocabSize
+	}
+	return Default_TrainerSpec_VocabSize
+}
+
+func (x *TrainerSpec) GetAcceptLanguage() []string {
+	if x != nil {
+		return x.AcceptLanguage
+	}
+	return nil
+}
+
+func (x *TrainerSpec) GetSelfTestSampleSize() int32 {
+	if x != nil && x.SelfTestSampleSize != nil {
+		return *x.SelfTestSampleSize
+	}
+	return Default_TrainerSpec_SelfTestSampleSize
+}
+
+func (x *TrainerSpec) GetEnableDifferentialPrivacy() bool {
+	if x != nil && x.EnableDifferentialPrivacy != nil {
+		return *x.EnableDifferentialPrivacy
+	}
+	return Default_TrainerSpec_EnableDifferentialPrivacy
+}
+
+func (x *TrainerSpec) GetDifferentialPrivacyNoiseLevel() float32 {
+	if x != nil && x.DifferentialPrivacyNoiseLevel != nil {
+		return *x.DifferentialPrivacyNoiseLevel
+	}
+	return Default_TrainerSpec_DifferentialPrivacyNoiseLevel
+}
+
+func (x *TrainerSpec) GetDifferentialPrivacyClippingThreshold() uint64 {
+	if x != nil && x.DifferentialPrivacyClippingThreshold != nil {
+		return *x.DifferentialPrivacyClippingThreshold
+	}
+	return Default_TrainerSpec_DifferentialPrivacyClippingThreshold
+}
+
+func (x *TrainerSpec) GetCharacterCoverage() float32 {
+	if x != nil && x.CharacterCoverage != nil {
+		return *x.CharacterCoverage
+	}
+	return Default_TrainerSpec_CharacterCoverage
+}
+
+func (x *TrainerSpec) GetInputSentenceSize() uint64 {
+	if x != nil && x.InputSentenceSize != nil {
+		return *x.InputSentenceSize
+	}
+	return Default_TrainerSpec_InputSentenceSize
+}
+
+func (x *TrainerSpec) GetShuffleInputSentence() bool {
+	if x != nil && x.ShuffleInputSentence != nil {
+		return *x.ShuffleInputSentence
+	}
+	return Default_TrainerSpec_ShuffleInputSentence
+}
+
+// Deprecated: Marked as deprecated in sentencepiece_model.proto.
+func (x *TrainerSpec) GetMiningSentenceSize() int32 {
+	if x != nil && x.MiningSentenceSize != nil {
+		return *x.MiningSentenceSize
+	}
+	return 0
+}
+
+// Deprecated: Marked as deprecated in sentencepiece_model.proto.
+func (x *TrainerSpec) GetTrainingSentenceSize() int32 {
+	if x != nil && x.TrainingSentenceSize != nil {
+		return *x.TrainingSentenceSize
+	}
+	return 0
+}
+
+func (x *TrainerSpec) GetSeedSentencepieceSize() int32 {
+	if x != nil && x.SeedSentencepieceSize != nil {
+		return *x.SeedSentencepieceSize
+	}
+	return Default_TrainerSpec_SeedSentencepieceSize
+}
+
+func (x *TrainerSpec) GetShrinkingFactor() float32 {
+	if x != nil && x.ShrinkingFactor != nil {
+		return *x.ShrinkingFactor
+	}
+	return Default_TrainerSpec_ShrinkingFactor
+}
+
+func (x *TrainerSpec) GetMaxSentenceLength() int32 {
+	if x != nil && x.MaxSentenceLength != nil {
+		return *x.MaxSentenceLength
+	}
+	return Default_TrainerSpec_MaxSentenceLength
+}
+
+func (x *TrainerSpec) GetNumThreads() int32 {
+	if x != nil && x.NumThreads != nil {
+		return *x.NumThreads
+	}
+	return Default_TrainerSpec_NumThreads
+}
+
+func (x *TrainerSpec) GetNumSubIterations() int32 {
+	if x != nil && x.NumSubIterations != nil {
+		return *x.NumSubIterations
+	}
+	return Default_TrainerSpec_NumSubIterations
+}
+
+func (x *TrainerSpec) GetMaxSentencepieceLength() int32 {
+	if x != nil && x.MaxSentencepieceLength != nil {
+		return *x.MaxSentencepieceLength
+	}
+	return Default_TrainerSpec_MaxSentencepieceLength
+}
+
+func (x *TrainerSpec) GetSplitByUnicodeScript() bool {
+	if x != nil && x.SplitByUnicodeScript != nil {
+		return *x.SplitByUnicodeScript
+	}
+	return Default_TrainerSpec_SplitByUnicodeScript
+}
+
+func (x *TrainerSpec) GetSplitByNumber() bool {
+	if x != nil && x.SplitByNumber != nil {
+		return *x.SplitByNumber
+	}
+	return Default_TrainerSpec_SplitByNumber
+}
+
+func (x *TrainerSpec) GetSplitByWhitespace() bool {
+	if x != nil && x.SplitByWhitespace != nil {
+		return *x.SplitByWhitespace
+	}
+	return Default_TrainerSpec_SplitByWhitespace
+}
+
+func (x *TrainerSpec) GetTreatWhitespaceAsSuffix() bool {
+	if x != nil && x.TreatWhitespaceAsSuffix != nil {
+		return *x.TreatWhitespaceAsSuffix
+	}
+	return Default_TrainerSpec_TreatWhitespaceAsSuffix
+}
+
+func (x *TrainerSpec) GetAllowWhitespaceOnlyPieces() bool {
+	if x != nil && x.AllowWhitespaceOnlyPieces != nil {
+		return *x.AllowWhitespaceOnlyPieces
+	}
+	return Default_TrainerSpec_AllowWhitespaceOnlyPieces
+}
+
+func (x *TrainerSpec) GetSplitDigits() bool {
+	if x != nil && x.SplitDigits != nil {
+		return *x.SplitDigits
+	}
+	return Default_TrainerSpec_SplitDigits
+}
+
+func (x *TrainerSpec) GetPretokenizationDelimiter() string {
+	if x != nil && x.PretokenizationDelimiter != nil {
+		return *x.PretokenizationDelimiter
+	}
+	return Default_TrainerSpec_PretokenizationDelimiter
+}
+
+func (x *TrainerSpec) GetControlSymbols() []string {
+	if x != nil {
+		return x.ControlSymbols
+	}
+	return nil
+}
+
+func (x *TrainerSpec) GetUserDefinedSymbols() []string {
+	if x != nil {
+		return x.UserDefinedSymbols
+	}
+	return nil
+}
+
+func (x *TrainerSpec) GetRequiredChars() string {
+	if x != nil && x.RequiredChars != nil {
+		return *x.RequiredChars
+	}
+	return ""
+}
+
+func (x *TrainerSpec) GetByteFallback() bool {
+	if x != nil && x.ByteFallback != nil {
+		return *x.ByteFallback
+	}
+	return Default_TrainerSpec_ByteFallback
+}
+
+func (x *TrainerSpec) GetVocabularyOutputPieceScore() bool {
+	if x != nil && x.VocabularyOutputPieceScore != nil {
+		return *x.VocabularyOutputPieceScore
+	}
+	return Default_TrainerSpec_VocabularyOutputPieceScore
+}
+
+func (x *TrainerSpec) GetHardVocabLimit() bool {
+	if x != nil && x.HardVocabLimit != nil {
+		return *x.HardVocabLimit
+	}
+	return Default_TrainerSpec_HardVocabLimit
+}
+
+func (x *TrainerSpec) GetUseAllVocab() bool {
+	if x != nil && x.UseAllVocab != nil {
+		return *x.UseAllVocab
+	}
+	return Default_TrainerSpec_UseAllVocab
+}
+
+func (x *TrainerSpec) GetUnkId() int32 {
+	if x != nil && x.UnkId != nil {
+		return *x.UnkId
+	}
+	return Default_TrainerSpec_UnkId
+}
+
+func (x *TrainerSpec) GetBosId() int32 {
+	if x != nil && x.BosId != nil {
+		return *x.BosId
+	}
+	return Default_TrainerSpec_BosId
+}
+
+func (x *TrainerSpec) GetEosId() int32 {
+	if x != nil && x.EosId != nil {
+		return *x.EosId
+	}
+	return Default_TrainerSpec_EosId
+}
+
+func (x *TrainerSpec) GetPadId() int32 {
+	if x != nil && x.PadId != nil {
+		return *x.PadId
+	}
+	return Default_TrainerSpec_PadId
+}
+
+func (x *TrainerSpec) GetUnkPiece() string {
+	if x != nil && x.UnkPiece != nil {
+		return *x.UnkPiece
+	}
+	return Default_TrainerSpec_UnkPiece
+}
+
+func (x *TrainerSpec) GetBosPiece() string {
+	if x != nil && x.BosPiece != nil {
+		return *x.BosPiece
+	}
+	return Default_TrainerSpec_BosPiece
+}
+
+func (x *TrainerSpec) GetEosPiece() string {
+	if x != nil && x.EosPiece != nil {
+		return *x.EosPiece
+	}
+	return Default_TrainerSpec_EosPiece
+}
+
+func (x *TrainerSpec) GetPadPiece() string {
+	if x != nil && x.PadPiece != nil {
+		return *x.PadPiece
+	}
+	return Default_TrainerSpec_PadPiece
+}
+
+func (x *TrainerSpec) GetUnkSurface() string {
+	if x != nil && x.UnkSurface != nil {
+		return *x.UnkSurface
+	}
+	return Default_TrainerSpec_UnkSurface
+}
+
+func (x *TrainerSpec) GetTrainExtremelyLargeCorpus() bool {
+	if x != nil && x.TrainExtremelyLargeCorpus != nil {
+		return *x.TrainExtremelyLargeCorpus
+	}
+	return Default_TrainerSpec_TrainExtremelyLargeCorpus
+}
+
+func (x *TrainerSpec) GetSeedSentencepiecesFile() string {
+	if x != nil && x.SeedSentencepiecesFile != nil {
+		return *x.SeedSentencepiecesFile
+	}
+	return Default_TrainerSpec_SeedSentencepiecesFile
+}
+
+// NormalizerSpec encodes a various parameters for string normalizaiton
+type NormalizerSpec struct {
+	state           protoimpl.MessageState
+	sizeCache       protoimpl.SizeCache
+	unknownFields   protoimpl.UnknownFields
+	extensionFields protoimpl.ExtensionFields
+
+	// name of normalization rule.
+	Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"`
+	// Pre-compiled normalization rule created by
+	// Builder::GetPrecompiledCharsMap() or Builder::CompileCharsMap() method.
+	// Usually this field is set by Builder::GetNormalizerSpec() method.
+	PrecompiledCharsmap []byte `protobuf:"bytes,2,opt,name=precompiled_charsmap,json=precompiledCharsmap" json:"precompiled_charsmap,omitempty"`
+	// Adds dummy whitespace at the beginning of text in order to
+	// treat "world" in "world" and "hello world" in the same way.
+	AddDummyPrefix *bool `protobuf:"varint,3,opt,name=add_dummy_prefix,json=addDummyPrefix,def=1" json:"add_dummy_prefix,omitempty"`
+	// Removes leading, trailing, and duplicate internal whitespace.
+	RemoveExtraWhitespaces *bool `protobuf:"varint,4,opt,name=remove_extra_whitespaces,json=removeExtraWhitespaces,def=1" json:"remove_extra_whitespaces,omitempty"`
+	// Replaces whitespace with meta symbol.
+	// This field must be true to train sentence piece model.
+	EscapeWhitespaces *bool `protobuf:"varint,5,opt,name=escape_whitespaces,json=escapeWhitespaces,def=1" json:"escape_whitespaces,omitempty"`
+	// Custom normalization rule file in TSV format.
+	// https://github.com/google/sentencepiece/blob/master/doc/normalization.md
+	// This field is only used in SentencePieceTrainer::Train() method, which
+	// compiles the rule into the binary rule stored in `precompiled_charsmap`.
+	NormalizationRuleTsv *string `protobuf:"bytes,6,opt,name=normalization_rule_tsv,json=normalizationRuleTsv" json:"normalization_rule_tsv,omitempty"`
+}
+
+// Default values for NormalizerSpec fields.
+const (
+	Default_NormalizerSpec_AddDummyPrefix         = bool(true)
+	Default_NormalizerSpec_RemoveExtraWhitespaces = bool(true)
+	Default_NormalizerSpec_EscapeWhitespaces      = bool(true)
+)
+
+func (x *NormalizerSpec) Reset() {
+	*x = NormalizerSpec{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_sentencepiece_model_proto_msgTypes[1]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *NormalizerSpec) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*NormalizerSpec) ProtoMessage() {}
+
+func (x *NormalizerSpec) ProtoReflect() protoreflect.Message {
+	mi := &file_sentencepiece_model_proto_msgTypes[1]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use NormalizerSpec.ProtoReflect.Descriptor instead.
+func (*NormalizerSpec) Descriptor() ([]byte, []int) {
+	return file_sentencepiece_model_proto_rawDescGZIP(), []int{1}
+}
+
+func (x *NormalizerSpec) GetName() string {
+	if x != nil && x.Name != nil {
+		return *x.Name
+	}
+	return ""
+}
+
+func (x *NormalizerSpec) GetPrecompiledCharsmap() []byte {
+	if x != nil {
+		return x.PrecompiledCharsmap
+	}
+	return nil
+}
+
+func (x *NormalizerSpec) GetAddDummyPrefix() bool {
+	if x != nil && x.AddDummyPrefix != nil {
+		return *x.AddDummyPrefix
+	}
+	return Default_NormalizerSpec_AddDummyPrefix
+}
+
+func (x *NormalizerSpec) GetRemoveExtraWhitespaces() bool {
+	if x != nil && x.RemoveExtraWhitespaces != nil {
+		return *x.RemoveExtraWhitespaces
+	}
+	return Default_NormalizerSpec_RemoveExtraWhitespaces
+}
+
+func (x *NormalizerSpec) GetEscapeWhitespaces() bool {
+	if x != nil && x.EscapeWhitespaces != nil {
+		return *x.EscapeWhitespaces
+	}
+	return Default_NormalizerSpec_EscapeWhitespaces
+}
+
+func (x *NormalizerSpec) GetNormalizationRuleTsv() string {
+	if x != nil && x.NormalizationRuleTsv != nil {
+		return *x.NormalizationRuleTsv
+	}
+	return ""
+}
+
+// Proto to store samples for self-testing.
+type SelfTestData struct {
+	state           protoimpl.MessageState
+	sizeCache       protoimpl.SizeCache
+	unknownFields   protoimpl.UnknownFields
+	extensionFields protoimpl.ExtensionFields
+
+	Samples []*SelfTestData_Sample `protobuf:"bytes,1,rep,name=samples" json:"samples,omitempty"`
+}
+
+func (x *SelfTestData) Reset() {
+	*x = SelfTestData{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_sentencepiece_model_proto_msgTypes[2]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *SelfTestData) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*SelfTestData) ProtoMessage() {}
+
+func (x *SelfTestData) ProtoReflect() protoreflect.Message {
+	mi := &file_sentencepiece_model_proto_msgTypes[2]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use SelfTestData.ProtoReflect.Descriptor instead.
+func (*SelfTestData) Descriptor() ([]byte, []int) {
+	return file_sentencepiece_model_proto_rawDescGZIP(), []int{2}
+}
+
+func (x *SelfTestData) GetSamples() []*SelfTestData_Sample {
+	if x != nil {
+		return x.Samples
+	}
+	return nil
+}
+
+// ModelProto stores model parameters.
+// SentencePieceProcessor is supposed to be self-contained.
+// All settings/parameters which may change the behavior must be encoded
+// in ModelProto.
+type ModelProto struct {
+	state           protoimpl.MessageState
+	sizeCache       protoimpl.SizeCache
+	unknownFields   protoimpl.UnknownFields
+	extensionFields protoimpl.ExtensionFields
+
+	// Sentence pieces with scores.
+	Pieces []*ModelProto_SentencePiece `protobuf:"bytes,1,rep,name=pieces" json:"pieces,omitempty"`
+	// Spec used to generate this model file.
+	TrainerSpec *TrainerSpec `protobuf:"bytes,2,opt,name=trainer_spec,json=trainerSpec" json:"trainer_spec,omitempty"`
+	// Spec for text normalization.
+	NormalizerSpec *NormalizerSpec `protobuf:"bytes,3,opt,name=normalizer_spec,json=normalizerSpec" json:"normalizer_spec,omitempty"`
+	// Stores sample input and its expected segmentation to verify the model.
+	SelfTestData *SelfTestData `protobuf:"bytes,4,opt,name=self_test_data,json=selfTestData" json:"self_test_data,omitempty"`
+	// Spec for text de-normalization.
+	DenormalizerSpec *NormalizerSpec `protobuf:"bytes,5,opt,name=denormalizer_spec,json=denormalizerSpec" json:"denormalizer_spec,omitempty"`
+}
+
+func (x *ModelProto) Reset() {
+	*x = ModelProto{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_sentencepiece_model_proto_msgTypes[3]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *ModelProto) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*ModelProto) ProtoMessage() {}
+
+func (x *ModelProto) ProtoReflect() protoreflect.Message {
+	mi := &file_sentencepiece_model_proto_msgTypes[3]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use ModelProto.ProtoReflect.Descriptor instead.
+func (*ModelProto) Descriptor() ([]byte, []int) {
+	return file_sentencepiece_model_proto_rawDescGZIP(), []int{3}
+}
+
+func (x *ModelProto) GetPieces() []*ModelProto_SentencePiece {
+	if x != nil {
+		return x.Pieces
+	}
+	return nil
+}
+
+func (x *ModelProto) GetTrainerSpec() *TrainerSpec {
+	if x != nil {
+		return x.TrainerSpec
+	}
+	return nil
+}
+
+func (x *ModelProto) GetNormalizerSpec() *NormalizerSpec {
+	if x != nil {
+		return x.NormalizerSpec
+	}
+	return nil
+}
+
+func (x *ModelProto) GetSelfTestData() *SelfTestData {
+	if x != nil {
+		return x.SelfTestData
+	}
+	return nil
+}
+
+func (x *ModelProto) GetDenormalizerSpec() *NormalizerSpec {
+	if x != nil {
+		return x.DenormalizerSpec
+	}
+	return nil
+}
+
+type SelfTestData_Sample struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Input    *string `protobuf:"bytes,1,opt,name=input" json:"input,omitempty"`
+	Expected *string `protobuf:"bytes,2,opt,name=expected" json:"expected,omitempty"`
+}
+
+func (x *SelfTestData_Sample) Reset() {
+	*x = SelfTestData_Sample{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_sentencepiece_model_proto_msgTypes[4]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *SelfTestData_Sample) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*SelfTestData_Sample) ProtoMessage() {}
+
+func (x *SelfTestData_Sample) ProtoReflect() protoreflect.Message {
+	mi := &file_sentencepiece_model_proto_msgTypes[4]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use SelfTestData_Sample.ProtoReflect.Descriptor instead.
+func (*SelfTestData_Sample) Descriptor() ([]byte, []int) {
+	return file_sentencepiece_model_proto_rawDescGZIP(), []int{2, 0}
+}
+
+func (x *SelfTestData_Sample) GetInput() string {
+	if x != nil && x.Input != nil {
+		return *x.Input
+	}
+	return ""
+}
+
+func (x *SelfTestData_Sample) GetExpected() string {
+	if x != nil && x.Expected != nil {
+		return *x.Expected
+	}
+	return ""
+}
+
+type ModelProto_SentencePiece struct {
+	state           protoimpl.MessageState
+	sizeCache       protoimpl.SizeCache
+	unknownFields   protoimpl.UnknownFields
+	extensionFields protoimpl.ExtensionFields
+
+	Piece *string                        `protobuf:"bytes,1,opt,name=piece" json:"piece,omitempty"` // piece must not be empty.
+	Score *float32                       `protobuf:"fixed32,2,opt,name=score" json:"score,omitempty"`
+	Type  *ModelProto_SentencePiece_Type `protobuf:"varint,3,opt,name=type,enum=sentencepiece.ModelProto_SentencePiece_Type,def=1" json:"type,omitempty"`
+}
+
+// Default values for ModelProto_SentencePiece fields.
+const (
+	Default_ModelProto_SentencePiece_Type = ModelProto_SentencePiece_NORMAL
+)
+
+func (x *ModelProto_SentencePiece) Reset() {
+	*x = ModelProto_SentencePiece{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_sentencepiece_model_proto_msgTypes[5]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *ModelProto_SentencePiece) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*ModelProto_SentencePiece) ProtoMessage() {}
+
+func (x *ModelProto_SentencePiece) ProtoReflect() protoreflect.Message {
+	mi := &file_sentencepiece_model_proto_msgTypes[5]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use ModelProto_SentencePiece.ProtoReflect.Descriptor instead.
+func (*ModelProto_SentencePiece) Descriptor() ([]byte, []int) {
+	return file_sentencepiece_model_proto_rawDescGZIP(), []int{3, 0}
+}
+
+func (x *ModelProto_SentencePiece) GetPiece() string {
+	if x != nil && x.Piece != nil {
+		return *x.Piece
+	}
+	return ""
+}
+
+func (x *ModelProto_SentencePiece) GetScore() float32 {
+	if x != nil && x.Score != nil {
+		return *x.Score
+	}
+	return 0
+}
+
+func (x *ModelProto_SentencePiece) GetType() ModelProto_SentencePiece_Type {
+	if x != nil && x.Type != nil {
+		return *x.Type
+	}
+	return Default_ModelProto_SentencePiece_Type
+}
+
+var File_sentencepiece_model_proto protoreflect.FileDescriptor
+
+var file_sentencepiece_model_proto_rawDesc = []byte{
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+	0x06, 0x12, 0x0a, 0x0a, 0x06, 0x55, 0x4e, 0x55, 0x53, 0x45, 0x44, 0x10, 0x05, 0x2a, 0x09, 0x08,
+	0xc8, 0x01, 0x10, 0x80, 0x80, 0x80, 0x80, 0x02, 0x2a, 0x09, 0x08, 0xc8, 0x01, 0x10, 0x80, 0x80,
+	0x80, 0x80, 0x02, 0x42, 0x13, 0x48, 0x03, 0x5a, 0x0f, 0x2e, 0x2f, 0x73, 0x65, 0x6e, 0x74, 0x65,
+	0x6e, 0x63, 0x65, 0x70, 0x69, 0x65, 0x63, 0x65,
+}
+
+var (
+	file_sentencepiece_model_proto_rawDescOnce sync.Once
+	file_sentencepiece_model_proto_rawDescData = file_sentencepiece_model_proto_rawDesc
+)
+
+func file_sentencepiece_model_proto_rawDescGZIP() []byte {
+	file_sentencepiece_model_proto_rawDescOnce.Do(func() {
+		file_sentencepiece_model_proto_rawDescData = protoimpl.X.CompressGZIP(file_sentencepiece_model_proto_rawDescData)
+	})
+	return file_sentencepiece_model_proto_rawDescData
+}
+
+var file_sentencepiece_model_proto_enumTypes = make([]protoimpl.EnumInfo, 2)
+var file_sentencepiece_model_proto_msgTypes = make([]protoimpl.MessageInfo, 6)
+var file_sentencepiece_model_proto_goTypes = []any{
+	(TrainerSpec_ModelType)(0),         // 0: sentencepiece.TrainerSpec.ModelType
+	(ModelProto_SentencePiece_Type)(0), // 1: sentencepiece.ModelProto.SentencePiece.Type
+	(*TrainerSpec)(nil),                // 2: sentencepiece.TrainerSpec
+	(*NormalizerSpec)(nil),             // 3: sentencepiece.NormalizerSpec
+	(*SelfTestData)(nil),               // 4: sentencepiece.SelfTestData
+	(*ModelProto)(nil),                 // 5: sentencepiece.ModelProto
+	(*SelfTestData_Sample)(nil),        // 6: sentencepiece.SelfTestData.Sample
+	(*ModelProto_SentencePiece)(nil),   // 7: sentencepiece.ModelProto.SentencePiece
+}
+var file_sentencepiece_model_proto_depIdxs = []int32{
+	0, // 0: sentencepiece.TrainerSpec.model_type:type_name -> sentencepiece.TrainerSpec.ModelType
+	6, // 1: sentencepiece.SelfTestData.samples:type_name -> sentencepiece.SelfTestData.Sample
+	7, // 2: sentencepiece.ModelProto.pieces:type_name -> sentencepiece.ModelProto.SentencePiece
+	2, // 3: sentencepiece.ModelProto.trainer_spec:type_name -> sentencepiece.TrainerSpec
+	3, // 4: sentencepiece.ModelProto.normalizer_spec:type_name -> sentencepiece.NormalizerSpec
+	4, // 5: sentencepiece.ModelProto.self_test_data:type_name -> sentencepiece.SelfTestData
+	3, // 6: sentencepiece.ModelProto.denormalizer_spec:type_name -> sentencepiece.NormalizerSpec
+	1, // 7: sentencepiece.ModelProto.SentencePiece.type:type_name -> sentencepiece.ModelProto.SentencePiece.Type
+	8, // [8:8] is the sub-list for method output_type
+	8, // [8:8] is the sub-list for method input_type
+	8, // [8:8] is the sub-list for extension type_name
+	8, // [8:8] is the sub-list for extension extendee
+	0, // [0:8] is the sub-list for field type_name
+}
+
+func init() { file_sentencepiece_model_proto_init() }
+func file_sentencepiece_model_proto_init() {
+	if File_sentencepiece_model_proto != nil {
+		return
+	}
+	if !protoimpl.UnsafeEnabled {
+		file_sentencepiece_model_proto_msgTypes[0].Exporter = func(v any, i int) any {
+			switch v := v.(*TrainerSpec); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			case 3:
+				return &v.extensionFields
+			default:
+				return nil
+			}
+		}
+		file_sentencepiece_model_proto_msgTypes[1].Exporter = func(v any, i int) any {
+			switch v := v.(*NormalizerSpec); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			case 3:
+				return &v.extensionFields
+			default:
+				return nil
+			}
+		}
+		file_sentencepiece_model_proto_msgTypes[2].Exporter = func(v any, i int) any {
+			switch v := v.(*SelfTestData); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			case 3:
+				return &v.extensionFields
+			default:
+				return nil
+			}
+		}
+		file_sentencepiece_model_proto_msgTypes[3].Exporter = func(v any, i int) any {
+			switch v := v.(*ModelProto); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			case 3:
+				return &v.extensionFields
+			default:
+				return nil
+			}
+		}
+		file_sentencepiece_model_proto_msgTypes[4].Exporter = func(v any, i int) any {
+			switch v := v.(*SelfTestData_Sample); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_sentencepiece_model_proto_msgTypes[5].Exporter = func(v any, i int) any {
+			switch v := v.(*ModelProto_SentencePiece); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			case 3:
+				return &v.extensionFields
+			default:
+				return nil
+			}
+		}
+	}
+	type x struct{}
+	out := protoimpl.TypeBuilder{
+		File: protoimpl.DescBuilder{
+			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
+			RawDescriptor: file_sentencepiece_model_proto_rawDesc,
+			NumEnums:      2,
+			NumMessages:   6,
+			NumExtensions: 0,
+			NumServices:   0,
+		},
+		GoTypes:           file_sentencepiece_model_proto_goTypes,
+		DependencyIndexes: file_sentencepiece_model_proto_depIdxs,
+		EnumInfos:         file_sentencepiece_model_proto_enumTypes,
+		MessageInfos:      file_sentencepiece_model_proto_msgTypes,
+	}.Build()
+	File_sentencepiece_model_proto = out.File
+	file_sentencepiece_model_proto_rawDesc = nil
+	file_sentencepiece_model_proto_goTypes = nil
+	file_sentencepiece_model_proto_depIdxs = nil
+}
diff --git a/convert/sentencepiece_model.proto b/convert/sentencepiece_model.proto
new file mode 100644
index 0000000..370887a
--- /dev/null
+++ b/convert/sentencepiece_model.proto
@@ -0,0 +1,333 @@
+// Copyright 2016 Google Inc.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.!
+
+syntax = "proto2";
+
+// TODO(taku): Needs to use LITE RUNTIME in OSS release.
+option optimize_for = LITE_RUNTIME;
+option go_package = "./sentencepiece";
+
+package sentencepiece;
+
+// TrainerSpec encodes a various parameters for SentencePiece training.
+// Next id: 55
+message TrainerSpec {
+  ///////////////////////////////////////////////////////////////////
+  // General parameters
+  //
+  // Input corpus files.
+  //  Trainer accepts the following two formats:
+  //  A) Monolingual: plain text, one sentence per line.
+  //  B) Bilingual:   TSV, source sentence <tab> target sentence
+  //  When bilingual data is passed, shared vocabulary model is built.
+  //  Note that the input file must be raw corpus, not a preprocessed corpus.
+  //  Trainer only loads the first `input_sentence_size` sentences specified
+  //  with this parameter.
+  repeated string input = 1;
+
+  // Input corpus format:
+  // "text": one-sentence-per-line text format (default)
+  // "tsv":  sentence <tab> freq
+  optional string input_format = 7;
+
+  // Output model file prefix.
+  // <model_prefix>.model and <model_prefix>.vocab are generated.
+  optional string model_prefix = 2;
+
+  // Model type. only have UNIGRAM now.
+  enum ModelType {
+    UNIGRAM = 1;  // Unigram language model with dynamic algorithm
+    BPE = 2;      // Byte Pair Encoding
+    WORD = 3;     // Delimitered by whitespace.
+    CHAR = 4;     // tokenizes into character sequence
+  }
+  optional ModelType model_type = 3 [default = UNIGRAM];
+
+  // Vocabulary size. 8k is the default size.
+  optional int32 vocab_size = 4 [default = 8000];
+
+  // List of the languages this model can accept.
+  // Since the model is language-agnostic, this field is used as a reference.
+  repeated string accept_language = 5;
+
+  // Size of self-test samples, which are encoded in the model file.
+  optional int32 self_test_sample_size = 6 [default = 0];
+
+  // Whether to use DP version of sentencepiece. Use it with TSV input format
+  // (requires precomputed word tab counts to work).
+  optional bool enable_differential_privacy = 50 [default = false];
+  // Set these parameters if you need DP version of sentencepiece.
+  // std of noise to add.
+  optional float differential_privacy_noise_level = 51 [default = 0.0];
+  // Clipping threshold to apply after adding noise. All the words with
+  // frequency less than this value are dropped.
+  optional uint64 differential_privacy_clipping_threshold = 52 [default = 0];
+
+  ///////////////////////////////////////////////////////////////////
+  // Training parameters.
+  //
+  // Uses characters which cover the corpus with the ratio of `chars_coverage`.
+  // This parameter determines the set of basic Alphabet of sentence piece.
+  // 1.0 - `chars_coverage` characters are treated as UNK.
+  // See also required_chars field.
+  optional float character_coverage = 10 [default = 0.9995];
+
+  // Maximum size of sentences the trainer loads from `input` parameter.
+  // Trainer simply loads the `input` files in sequence.
+  // It is better to shuffle the input corpus randomly.
+  optional uint64 input_sentence_size = 11 [default = 0];
+  optional bool shuffle_input_sentence = 19 [default = true];
+
+  // Maximum size of sentences to make seed sentence pieces.
+  // Extended suffix array is constructed to extract frequent
+  // sub-strings from the corpus. This uses 20N working space,
+  // where N is the size of corpus.
+  optional int32 mining_sentence_size = 12 [deprecated = true];
+
+  // Maximum size of sentences to train sentence pieces.
+  optional int32 training_sentence_size = 13 [deprecated = true];
+
+  // The size of seed sentencepieces.
+  // `seed_sentencepiece_size` must be larger than `vocab_size`.
+  optional int32 seed_sentencepiece_size = 14 [default = 1000000];
+
+  // In every EM sub-iterations, keeps top
+  // `shrinking_factor` * `current sentencepieces size` with respect to
+  // the loss of the sentence piece. This value should be smaller than 1.0.
+  optional float shrinking_factor = 15 [default = 0.75];
+
+  // The maximum sentence length in byte. The sentences with the length
+  // larger than `max_sentence_length` is simply ignored.
+  // Longer input tends to bring the following risks:
+  //  * Overflow during EM training (unigram language model only)
+  //  * Performance drop because of O(n log n) cost in BPE.
+  optional int32 max_sentence_length = 18 [default = 4192];
+
+  // Number of threads in the training.
+  optional int32 num_threads = 16 [default = 16];
+
+  // Number of EM sub iterations.
+  optional int32 num_sub_iterations = 17 [default = 2];
+
+  ///////////////////////////////////////////////////////////////////
+  // SentencePiece parameters which control the shapes of sentence piece.
+  //
+  // Maximum length of sentencepiece.
+  optional int32 max_sentencepiece_length = 20 [default = 16];
+
+  // Uses Unicode script to split sentence pieces.
+  // When `split_by_unicode_script` is true, we do not allow sentence piece to
+  // include multiple Unicode scripts, e.g. "F1" is not a valid piece.
+  // Exception: CJ characters (Hiragana/Katakana/Han) are all handled
+  // as one script type, since Japanese word can consist of multiple scripts.
+  // This exception is always applied regardless of the accept-language
+  // parameter.
+  optional bool split_by_unicode_script = 21 [default = true];
+
+  // When `split_by_number` is true, put a boundary between number and
+  // non-number transition. If we want to treat "F1" is one token, set this flag
+  // to be false.
+  optional bool split_by_number = 23 [default = true];
+
+  // Use a white space to split sentence pieces.
+  // When `split_by_whitespace` is false, we may have the piece containing
+  // a white space in the middle. e.g., "in_the".
+  optional bool split_by_whitespace = 22 [default = true];
+
+  // Adds whitespace symbol (_) as a suffix instead of prefix. e.g., _hello =>
+  // hello_. When `treat_whitespace_as_suffix` is true,
+  // NormalizerSpec::add_dummy_prefix will add the dummy whitespace to the end
+  // of sentence.
+  optional bool treat_whitespace_as_suffix = 24 [default = false];
+
+  // Allows pieces that only contain whitespaces instead of appearing only as
+  // prefix or suffix of other pieces.
+  optional bool allow_whitespace_only_pieces = 26 [default = false];
+
+  // Split all digits (0-9) into separate pieces.
+  optional bool split_digits = 25 [default = false];
+
+  // Defines the pre-tokenization delimiter.
+  // When specified, no pieces crossing this delimiter is not included
+  // in the vocab. Then the delimiter string is virtually ignored
+  // during the training. This field can allows constraints on the vocabulary
+  // selection. Note that this field is available on unigram mode.
+  optional string pretokenization_delimiter = 53 [ default = ""];
+
+  ///////////////////////////////////////////////////////////////////
+  // Vocabulary management
+  //
+  // Defines control symbols used as an indicator to
+  // change the behavior of the decoder. <s> and </s> are pre-defined.
+  // We can use this field to encode various meta information,
+  // including language indicator in multilingual model.
+  // These symbols are not visible to users, but visible to
+  // the decoder. Note that when the input sentence contains control symbols,
+  // they are not treated as one token, but segmented into normal pieces.
+  // Control symbols must be inserted independently from the segmentation.
+  repeated string control_symbols = 30;
+
+  // Defines user defined symbols.
+  // These symbols are added with extremely high score
+  // so they are always treated as one unique symbol in any context.
+  // Typical usage of user_defined_symbols is placeholder for named entities.
+  repeated string user_defined_symbols = 31;
+
+  // Defines required characters. Each UTF8 character in this string is included
+  // in the character set regardless of character_coverage value. Unlike
+  // user_defined_symbols, these characters have scores based on the frequency
+  // on input sentences, and the model can form subwords using characters
+  // in this field.
+  optional string required_chars = 36;
+
+  // Decomposes unknown pieces into UTF-8 bytes.
+  optional bool byte_fallback = 35 [default = false];
+
+  // When creating the vocabulary file, defines whether or not to additionally
+  // output the score for each piece.
+  optional bool vocabulary_output_piece_score = 32 [default = true];
+
+  // `vocab_size` is treated as hard limit. Crash if
+  // the model can not produce the vocab of size `vocab_size`,
+  // When `hard_vocab_limit` is false, vocab_size is treated
+  // as soft limit. Note that when model_type=char,
+  // always assumes hard_vocab_limit = false.
+  optional bool hard_vocab_limit = 33 [default = true];
+
+  // use all symbols for vocab extraction. This flag is valid
+  // if model type is either CHAR or WORD
+  optional bool use_all_vocab = 34 [default = false];
+
+  ///////////////////////////////////////////////////////////////////
+  // Reserved special meta tokens.
+  // * -1 is not used.
+  // * unk_id must not be -1.
+  // Id must start with 0 and be contiguous.
+  optional int32 unk_id = 40 [default = 0];   // <unk>
+  optional int32 bos_id = 41 [default = 1];   // <s>
+  optional int32 eos_id = 42 [default = 2];   // </s>
+  optional int32 pad_id = 43 [default = -1];  // <pad> (padding)
+  optional string unk_piece = 45 [default = "<unk>"];
+  optional string bos_piece = 46 [default = "<s>"];
+  optional string eos_piece = 47 [default = "</s>"];
+  optional string pad_piece = 48 [default = "<pad>"];
+
+  // Encodes <unk> into U+2047 (DOUBLE QUESTION MARK),
+  // since this character can be useful both for user and
+  // developer. We can easily figure out that <unk> is emitted.
+  optional string unk_surface = 44 [default = " \xE2\x81\x87 "];
+
+  // Increase bit depth to allow unigram model training on large
+  // (>10M sentences) corpora. A Side-effect of enabling this flag
+  // is increased memory usage.
+  optional bool train_extremely_large_corpus = 49 [default = false];
+
+ // Path to a seed sentencepieces file, with one tab-separated
+  // seed sentencepiece <tab> frequency per line.
+  optional string seed_sentencepieces_file = 54 [default = ""];
+
+  // Customized extensions: the range of field numbers
+  // are open to third-party extensions.
+  extensions 200 to max;
+}
+
+// NormalizerSpec encodes a various parameters for string normalizaiton
+message NormalizerSpec {
+  // name of normalization rule.
+  optional string name = 1;
+
+  // Pre-compiled normalization rule created by
+  // Builder::GetPrecompiledCharsMap() or Builder::CompileCharsMap() method.
+  // Usually this field is set by Builder::GetNormalizerSpec() method.
+  optional bytes precompiled_charsmap = 2;
+
+  // Adds dummy whitespace at the beginning of text in order to
+  // treat "world" in "world" and "hello world" in the same way.
+  optional bool add_dummy_prefix = 3 [default = true];
+
+  // Removes leading, trailing, and duplicate internal whitespace.
+  optional bool remove_extra_whitespaces = 4 [default = true];
+
+  // Replaces whitespace with meta symbol.
+  // This field must be true to train sentence piece model.
+  optional bool escape_whitespaces = 5 [default = true];
+
+  // Custom normalization rule file in TSV format.
+  // https://github.com/google/sentencepiece/blob/master/doc/normalization.md
+  // This field is only used in SentencePieceTrainer::Train() method, which
+  // compiles the rule into the binary rule stored in `precompiled_charsmap`.
+  optional string normalization_rule_tsv = 6;
+
+  // Customized extensions: the range of field numbers
+  // are open to third-party extensions.
+  extensions 200 to max;
+}
+
+// Proto to store samples for self-testing.
+message SelfTestData {
+  message Sample {
+    optional string input = 1;
+    optional string expected = 2;
+  }
+  repeated Sample samples = 1;
+
+  // Customized extensions: the range of field numbers
+  // are open to third-party extensions.
+  extensions 200 to max;
+}
+
+// ModelProto stores model parameters.
+// SentencePieceProcessor is supposed to be self-contained.
+// All settings/parameters which may change the behavior must be encoded
+// in ModelProto.
+message ModelProto {
+  message SentencePiece {
+    enum Type {
+      NORMAL = 1;        // normal symbol
+      UNKNOWN = 2;       // unknown symbol. only <unk> for now.
+      CONTROL = 3;       // control symbols. </s>, <s>, <2ja> etc.
+      USER_DEFINED = 4;  // user defined symbols.
+                         // Typical usage of USER_DEFINED symbol
+                         // is placeholder.
+      BYTE = 6;          // byte symbols. Used when `byte_fallback` is true.
+      UNUSED = 5;        // this piece is not used.
+    }
+    optional string piece = 1;  // piece must not be empty.
+    optional float score = 2;
+    optional Type type = 3 [default = NORMAL];
+
+    // Customized extensions: the range of field numbers
+    // are open to third-party extensions.
+    extensions 200 to max;
+  }
+
+  // Sentence pieces with scores.
+  repeated SentencePiece pieces = 1;
+
+  // Spec used to generate this model file.
+  optional TrainerSpec trainer_spec = 2;
+
+  // Spec for text normalization.
+  optional NormalizerSpec normalizer_spec = 3;
+
+  // Stores sample input and its expected segmentation to verify the model.
+  optional SelfTestData self_test_data = 4;
+
+  // Spec for text de-normalization.
+  optional NormalizerSpec denormalizer_spec = 5;
+
+  // Customized extensions: the range of field numbers
+  // are open to third-party extensions.
+  extensions 200 to max;
+}
diff --git a/convert/tensor.go b/convert/tensor.go
new file mode 100644
index 0000000..ffb22ea
--- /dev/null
+++ b/convert/tensor.go
@@ -0,0 +1,56 @@
+package convert
+
+import (
+	"iter"
+	"slices"
+	"strings"
+
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/pdevine/tensor"
+	"github.com/pdevine/tensor/native"
+)
+
+// splitDim splits a tensor along a specified dimension into multiple tensors. The dimension
+// is split evenly based on the number of replacers provided.
+func splitDim(t Tensor, dim int, replacers ...*strings.Replacer) iter.Seq[*ggml.Tensor] {
+	return func(yield func(*ggml.Tensor) bool) {
+		for i, replacer := range replacers {
+			shape := slices.Clone(t.Shape())
+			shape[dim] = shape[dim] / uint64(len(replacers))
+
+			slice := slices.Repeat([]tensor.Slice{nil}, len(shape))
+			slice[dim] = tensor.S(i*int(shape[dim]), (i+1)*int(shape[dim]))
+
+			tt := t.Clone()
+			tt.SetRepacker(func(_ string, data []float32, shape []uint64) ([]float32, error) {
+				dims := make([]int, len(shape))
+				for i := range shape {
+					dims[i] = int(shape[i])
+				}
+
+				var t tensor.Tensor = tensor.New(tensor.WithShape(dims...), tensor.WithBacking(data))
+				t, err := t.Slice(slice...)
+				if err != nil {
+					return nil, err
+				}
+
+				t = tensor.Materialize(t)
+				// flatten tensor so it can be written as a vector
+				if err := t.Reshape(t.Shape().TotalSize()); err != nil {
+					return nil, err
+				}
+
+				return native.VectorF32(t.(*tensor.Dense))
+			})
+
+			if !yield(&ggml.Tensor{
+				Name:     replacer.Replace(t.Name()),
+				Kind:     t.Kind(),
+				Shape:    shape,
+				WriterTo: tt,
+			}) {
+				break
+			}
+		}
+	}
+}
diff --git a/convert/testdata/Meta-Llama-3-8B-Instruct.json b/convert/testdata/Meta-Llama-3-8B-Instruct.json
new file mode 100644
index 0000000..808826b
--- /dev/null
+++ b/convert/testdata/Meta-Llama-3-8B-Instruct.json
@@ -0,0 +1,313 @@
+{
+  "general.architecture": "llama",
+  "general.file_type": "1",
+  "general.quantization_version": "2",
+  "llama.block_count": "32",
+  "llama.context_length": "8192",
+  "llama.embedding_length": "4096",
+  "llama.feed_forward_length": "14336",
+  "llama.rope.dimension_count": "128",
+  "llama.rope.freq_base": "500000",
+  "llama.vocab_size": "128256",
+  "llama.attention.head_count": "32",
+  "llama.attention.head_count_kv": "8",
+  "llama.attention.layer_norm_rms_epsilon": "1e-05",
+  "tokenizer.ggml.model": "gpt2",
+  "tokenizer.ggml.pre": "llama-bpe",
+  "tokenizer.ggml.bos_token_id": "128000",
+  "tokenizer.ggml.eos_token_id": "128009",
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diff --git a/convert/testdata/Meta-Llama-3.1-8B-Instruct.json b/convert/testdata/Meta-Llama-3.1-8B-Instruct.json
new file mode 100644
index 0000000..ad7cd20
--- /dev/null
+++ b/convert/testdata/Meta-Llama-3.1-8B-Instruct.json
@@ -0,0 +1,3 @@
+{
+  "rope_freqs.weight": "80fd5efb2f729381785b293a091a268cfeceb0079167f6ece9b07070e662b222"
+}
diff --git a/convert/testdata/Mistral-7B-Instruct-v0.2.json b/convert/testdata/Mistral-7B-Instruct-v0.2.json
new file mode 100644
index 0000000..88d447b
--- /dev/null
+++ b/convert/testdata/Mistral-7B-Instruct-v0.2.json
@@ -0,0 +1,313 @@
+{
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+}
diff --git a/convert/testdata/Mixtral-8x7B-Instruct-v0.1.json b/convert/testdata/Mixtral-8x7B-Instruct-v0.1.json
new file mode 100644
index 0000000..a159653
--- /dev/null
+++ b/convert/testdata/Mixtral-8x7B-Instruct-v0.1.json
@@ -0,0 +1,348 @@
+{
+  "general.architecture": "llama",
+  "general.file_type": "1",
+  "general.quantization_version": "2",
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+}
diff --git a/convert/testdata/Phi-3-mini-128k-instruct.json b/convert/testdata/Phi-3-mini-128k-instruct.json
new file mode 100644
index 0000000..19296f5
--- /dev/null
+++ b/convert/testdata/Phi-3-mini-128k-instruct.json
@@ -0,0 +1,225 @@
+{
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+  "general.file_type": "1",
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diff --git a/convert/testdata/Qwen2.5-0.5B-Instruct.json b/convert/testdata/Qwen2.5-0.5B-Instruct.json
new file mode 100644
index 0000000..74f1956
--- /dev/null
+++ b/convert/testdata/Qwen2.5-0.5B-Instruct.json
@@ -0,0 +1,314 @@
+{
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diff --git a/convert/testdata/all-MiniLM-L6-v2.json b/convert/testdata/all-MiniLM-L6-v2.json
new file mode 100644
index 0000000..15c8f03
--- /dev/null
+++ b/convert/testdata/all-MiniLM-L6-v2.json
@@ -0,0 +1,124 @@
+{
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+}
diff --git a/convert/testdata/c4ai-command-r-v01.json b/convert/testdata/c4ai-command-r-v01.json
new file mode 100644
index 0000000..935ec35
--- /dev/null
+++ b/convert/testdata/c4ai-command-r-v01.json
@@ -0,0 +1,344 @@
+{
+    "general.architecture": "command-r",
+    "general.name": "command-r",
+    "command-r.attention.head_count": "64",
+    "command-r.attention.head_count_kv": "64",
+    "command-r.attention.layer_norm_epsilon": "1e-05",
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+    "output_norm.weight": "2858cf0e39d32caf52b7861378ace076000241e147f10b9eb21d8a5cd149e3cb"
+}
\ No newline at end of file
diff --git a/convert/testdata/gemma-2-2b-it.json b/convert/testdata/gemma-2-2b-it.json
new file mode 100644
index 0000000..8f34e66
--- /dev/null
+++ b/convert/testdata/gemma-2-2b-it.json
@@ -0,0 +1,312 @@
+{
+  "general.architecture": "gemma2",
+  "general.file_type": "1",
+  "general.quantization_version": "2",
+  "gemma2.block_count": "26",
+  "gemma2.context_length": "8192",
+  "gemma2.embedding_length": "2304",
+  "gemma2.feed_forward_length": "9216",
+  "gemma2.attention.head_count": "8",
+  "gemma2.attention.head_count_kv": "4",
+  "gemma2.attention.key_length": "256",
+  "gemma2.attention.value_length": "256",
+  "gemma2.attention.layer_norm_rms_epsilon": "1e-06",
+  "tokenizer.ggml.model": "llama",
+  "tokenizer.ggml.add_bos_token": "true",
+  "tokenizer.ggml.add_eos_token": "false",
+  "tokenizer.ggml.bos_token_id": "2",
+  "tokenizer.ggml.eos_token_id": "1",
+  "tokenizer.ggml.padding_token_id": "0",
+  "tokenizer.ggml.unknown_token_id": "3",
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+  "tokenizer.ggml.tokens": "c6e66de1841f04de8b8d236d461ab720a4c9b9b5414dc293a09c6e10eab45fda",
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diff --git a/convert/testdata/gemma-2-9b-it.json b/convert/testdata/gemma-2-9b-it.json
new file mode 100644
index 0000000..90cdbee
--- /dev/null
+++ b/convert/testdata/gemma-2-9b-it.json
@@ -0,0 +1,6 @@
+{
+  "general.architecture": "gemma2",
+  "gemma2.attention.sliding_window": "4096",
+  "gemma2.attn_logit_softcapping": "50",
+  "gemma2.final_logit_softcapping": "30"
+}
diff --git a/convert/testdata/gemma-2b-it.json b/convert/testdata/gemma-2b-it.json
new file mode 100644
index 0000000..0482f1e
--- /dev/null
+++ b/convert/testdata/gemma-2b-it.json
@@ -0,0 +1,188 @@
+{
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+  "blk.8.ffn_gate.weight": "d04689c80553edd011d1cbaa5d570fffa7fa91e88b66cf1352d89ab60b72f908",
+  "blk.8.ffn_norm.weight": "e49984183b735b7f2c4e4730c289eed9394056d2e283a00fd83ea0915df31a73",
+  "blk.8.ffn_up.weight": "8fe62a1ce8e847e567add6c6f6bf2922bc467495b5eb4c116b3cb85b85b3b211",
+  "blk.9.attn_k.weight": "d90904959e5004cf0d6e729c6bff18cc33c094798b802473c1ec55ab8d276183",
+  "blk.9.attn_norm.weight": "79277f290cc07411115d8fa138045edf4a17b3416ab2145409cbe8ab829fd4ee",
+  "blk.9.attn_output.weight": "5a21bf2e1f09a81405025f96d4153ffb630158e17269cff8ffff935c38ceb1a7",
+  "blk.9.attn_q.weight": "51b1d0febc3b350945be4504f55afa4347517bde0f710e1a4b88e6b17e71e7c7",
+  "blk.9.attn_v.weight": "aab7e1db0a8b50a03036356791ffce736ab010d15674c96eaef8049d80076054",
+  "blk.9.ffn_down.weight": "cbf43ec84becb40c9359a181ab0e641fd7faae7d34b549501f7cfb7afdc3d764",
+  "blk.9.ffn_gate.weight": "dce0e8661c778327bed7f03b6790d26710764188aed9dc746e6e05863891fa57",
+  "blk.9.ffn_norm.weight": "6d41642104f995c77bf31122b13237caebda3e7fcccb1367ce91db36b015e923",
+  "blk.9.ffn_up.weight": "82fe4c67bf24e7b2d6f6e05f7b1234c2bf90c3932951091a9066211b8e15ecbb",
+  "blk.10.attn_k.weight": "f6a9ed8fd8d3229b5d03175c413ffc56a07f2ce7236271986361dd3d8993f9aa",
+  "blk.10.attn_norm.weight": "cebbef89f0326ca8e02df3867a571e4d61c20c2a12f295f98ae590d62bc86010",
+  "blk.10.attn_output.weight": "34f5efb86accb4f06347d83a32558ea8eab3039d128969161a741ebacbb656ff",
+  "blk.10.attn_q.weight": "1e0efe27df2d5d50f7157253ba2cfd436d6781c3dc78ca176d0c16a210b5b763",
+  "blk.10.attn_v.weight": "8f085bf50a2b0f83cd6cdda3c8ef5a9e204a36348ed95871aac725d1f68640cf",
+  "blk.10.ffn_down.weight": "bf3b3cb4cace435809ac7b4cc933f20853af12f1f272d3dcefe7f19c0f203b8b",
+  "blk.10.ffn_gate.weight": "d3df7a1413b1c5adf1a1dcda9e5225a15c89874bae53bb6137ad1ea42fca2d34",
+  "blk.10.ffn_norm.weight": "a1da603b0480471b5ed8e862148cecd5fed918f8304d6933ab0bdb25b8d2fb8f",
+  "blk.10.ffn_up.weight": "bffbba605922e972dc47dda88a0b4659aa52236c76e5fe861a949e6d9a367492",
+  "blk.11.attn_k.weight": "9f31c63d66cd32c29b1eb8bb829d0c8525ce2ae936e0eefdaab6335a2d12a3df",
+  "blk.11.attn_norm.weight": "0bde1a266d8b2e8f202bb7e2e88b19147ca83021901f6d3cae77a4df5548c754",
+  "blk.11.attn_output.weight": "e10725c7cf746ed4a7e472cf7aea6cb564e5db6a1d5197adc980d650a387ccea",
+  "blk.11.attn_q.weight": "05ee758a7d065802630f8c65dca424364c1c8825e389aa33f9405c45e8a50cce",
+  "blk.11.attn_v.weight": "0c3ae7090f11775d24c51120db6e305db6aff706493e7ee123dcab74485ba789",
+  "blk.11.ffn_down.weight": "7ba40b8e12c09c5fb2006b77a771cb01ce894e88a3b3e1877f927a5b89c91709",
+  "blk.11.ffn_gate.weight": "db76388a023b98097972d354ba1c6a5e26efdeb1c596b9c28bf2cd8f6596975e",
+  "blk.11.ffn_norm.weight": "a38c3ae1b89a68ddc7b72c99c5b28be7fe3787c4fad9904d0c43d64eaf00c474",
+  "blk.11.ffn_up.weight": "13c8142f9cf1eddc658babf978daf3515c4ccc45f849f3e7e3930aa18a8480a0",
+  "blk.12.attn_k.weight": "f03241c36ac87cb57429a2ef22186b8d7d0b590a8b173beb01fa13d93772f3b1",
+  "blk.12.attn_norm.weight": "4568f654e6d65104d586e7c16ba960c83428698ce103022b7e0be15e2884e13b",
+  "blk.12.attn_output.weight": "04867603f82f91e41306e09b33ecda0104b3ee4834061f2c0bbdc8da33c72509",
+  "blk.12.attn_q.weight": "70fe04b9a8e08b6100cc8d6b58bf4cbbad15ca1de82d63baca5d352ba6c4cbae",
+  "blk.12.attn_v.weight": "15cb28db61a86c98687991d7e611bc92a1fcc6007f3432149cfb5fe518a4f65e",
+  "blk.12.ffn_down.weight": "6d10c790a4e3dc44c2dc36d96251ae97cdf30a4fa04d4c43e31bfbd038e6a7b7",
+  "blk.12.ffn_gate.weight": "3462a2d8f6b4743b25e24da51b90018ac2858d05ac7e582bcb69063cfdac1104",
+  "blk.12.ffn_norm.weight": "1f96392c1faa34e34ae5dea55a6a86c5aa4c79758952075d53d28de89dd88456",
+  "blk.12.ffn_up.weight": "d22eacc612a7411953d948483c5fb201e11722955ee0754da866e7bec578ac6d",
+  "blk.13.attn_k.weight": "5864977e6b733ea942647d6feed5c76156c48c200649c22e4e11b9e5860e57f3",
+  "blk.13.attn_norm.weight": "87e053535144723db4145aa5402acc54331b7696752d852bb9fc542ff33f0fb5",
+  "blk.13.attn_output.weight": "078145f5ad83f8b14f97a869346f7fd1583b24d1e3edadaa95d3da4242973f8f",
+  "blk.13.attn_q.weight": "3b8caf35504cbc4d1a7dd6e011a95760703b7f71e2218b030b1254f811362dd7",
+  "blk.13.attn_v.weight": "4fdf8365a603e043e5b40c4a21c84ac167f9be62794178f9d8a608dfe5653bf9",
+  "blk.13.ffn_down.weight": "a07d3abbfcacf48ba028df2cab895be32cc15022d23389a745286e79c1b1d1fd",
+  "blk.13.ffn_gate.weight": "1d2ab39666aa2909acc96787432a3ed13b19d25170f74665fadff9b17bbaffb1",
+  "blk.13.ffn_norm.weight": "4f2e809fda5f3eadf52578ee50e0ba36e53be91e55dce418c12dfe595f5f18e7",
+  "blk.13.ffn_up.weight": "8783d2720c2c37ca176a5801e0b3ef1f9cc9cf3ef1cd37af423aaf6b2a27e2bd",
+  "blk.14.attn_k.weight": "ce9428e2b55d43ae0c6690dbd56182f99adc427694ba8236b405cc8ea5035e86",
+  "blk.14.attn_norm.weight": "6abb35f9db8251d6ae954bda147c6ada2371b0574d11702e828f3c6ac99b7cc0",
+  "blk.14.attn_output.weight": "fe3880916d0ceb5bff672c88bbefb7060a545be609bf049beb2024b38221836d",
+  "blk.14.attn_q.weight": "7c8ad81be6f4a350931fd108b5f7c9e366e8c26ef62d1d85ffef5dca8fd893f8",
+  "blk.14.attn_v.weight": "e4bdedffacbebe38567a0734dfd67db90e911d9a9669fcde9a7c4ad8a0066c52",
+  "blk.14.ffn_down.weight": "ef6694dff1e05820aac0cd2b22f39ac7788b4967afc9250775575554c66aab2c",
+  "blk.14.ffn_gate.weight": "db63c4179e2db704bc505e2b4696e055b593e295a1b7c4c586fc793bdd5aab19",
+  "blk.14.ffn_norm.weight": "2796a62d832a9710148f95d533320492a33e712b2e5218659c548705bd11684d",
+  "blk.14.ffn_up.weight": "3f78c78d8c2d54df45f799d4ff902316628af296834afe4ceed63d4a324ff03e",
+  "blk.15.attn_k.weight": "6e810ee3859e07695645ee0c9a5efc7962668984a5f0a9325f47e462743b447c",
+  "blk.15.attn_norm.weight": "0956b576ae96db0b28cb09f761f801cfd9281432284664f0fe181c8d9c55d1ec",
+  "blk.15.attn_output.weight": "03a17f7e94208177aace5cc41b7f54670ba57873b7274ff6e23caf58cce110ca",
+  "blk.15.attn_q.weight": "b8edafe7d2216a6f8b4ae4905a906475490e6ea418f6e1d3cec563dbdc6fab91",
+  "blk.15.attn_v.weight": "f8ae8cae0f4cfa34a459824eba57350c3c248104ba5607e7d9dc7d7c39aaf4a6",
+  "blk.15.ffn_down.weight": "8d02eb439da852246d2ca67e9b7b6de0b090b80744355e64728a23e41926505b",
+  "blk.15.ffn_gate.weight": "ed5bf361c67db8731f186b775826f21c33bdb521111fd2d922539719a770239f",
+  "blk.15.ffn_norm.weight": "5942ca3c73209ac9a0c8bfd9b4aab7f7be7aee9aa12d9c35833493b44af76767",
+  "blk.15.ffn_up.weight": "f4bebf4ad99ec5f911327dec347be6c595814885309c7bc5647ce28c7f4d1cf5",
+  "blk.16.attn_k.weight": "756a534c19364448e0958b8948fe33891c6ccda0fbb4dfa2024e1f532a87804b",
+  "blk.16.attn_norm.weight": "386b7b9e4e6509f6af9c022d942b6c6c6cc136aeed8751ecb037c74d7c4bfb93",
+  "blk.16.attn_output.weight": "3ba1a766a25830b84d7c22178203635f9c5624caad290bc5e5d73da5d5e7a2ec",
+  "blk.16.attn_q.weight": "d39b0c91e1fda7685d50a0f7cc8d18c44b5bdc90a142c7fda0bc329cca1afa74",
+  "blk.16.attn_v.weight": "98b33fcb0ee3483cff1b06ecb44d7b7ffb4d34c268248e4d73dfdf82b2065b2f",
+  "blk.16.ffn_down.weight": "14006f5e4acb2f9416271ae562e299359cd2585739c7fc77ccbca54495563948",
+  "blk.16.ffn_gate.weight": "12f8abae2d301d8f88bedb6af98b1daecc7b0b8d05148594f931f30958d77aca",
+  "blk.16.ffn_norm.weight": "129a15a046ee96d06de288bd43c80f77a6b0fb3a159c7367154c6e4aaf362672",
+  "blk.16.ffn_up.weight": "b4a5911a45f3871ef1d4efb7dc7108645a564b70f818eccf45beebef2e844ee9",
+  "blk.17.attn_k.weight": "5e1bfcff0146ebdde3817b656952892eb671e14e75afc92fa53f84f8eecbec4c",
+  "blk.17.attn_norm.weight": "60bc988fab7c4b29ee9de599df41a8de00caa94fcd74677da011fac82f60f465",
+  "blk.17.attn_output.weight": "ba49b40d6a0b5685f749c24b0edbed3adc44dbe13b5d5e5fa1e56169fc746555",
+  "blk.17.attn_q.weight": "82bb415d24efcd14d03ace03f907bb70db6a204c76a0bdd1892e0fba165db87d",
+  "blk.17.attn_v.weight": "73dbe54beb91a899884e275ea81ffc5187a20cb7d5b68d5c299b783096999d94",
+  "blk.17.ffn_down.weight": "7c086166241e0664f8963fd1ca4ed74c737abfb2525ec20f8435821ff50158f3",
+  "blk.17.ffn_gate.weight": "51a32f78244d42a539f619c5ce661db9e6cf41636280a826d439b5444edcd28c",
+  "blk.17.ffn_norm.weight": "c4bb247fccd1ecc84875028af63dd20aaf5cbd17eb94a9bc36679c09285dccab",
+  "blk.17.ffn_up.weight": "b5886182790bc6fbadd63de9bc4ffee416f3b69a66280d197ab8c18edf769abf",
+  "output_norm.weight": "481f3097d0a20412e35b3a739b1b958487bcd41ff67744baa3c9acbddd2ee4d4"
+}
diff --git a/convert/tokenizer.go b/convert/tokenizer.go
new file mode 100644
index 0000000..bedcd4f
--- /dev/null
+++ b/convert/tokenizer.go
@@ -0,0 +1,331 @@
+package convert
+
+import (
+	"crypto/sha256"
+	"encoding/hex"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io/fs"
+	"log/slog"
+	"os"
+	"slices"
+	"strings"
+
+	"golang.org/x/exp/maps"
+)
+
+const (
+	_ int32 = iota
+	tokenTypeNormal
+	tokenTypeUnknown
+	tokenTypeControl
+	tokenTypeUserDefined
+	tokenTypeUnused
+	tokenTypeByte
+)
+
+type Tokenizer struct {
+	*Vocabulary
+	SpecialVocabulary []*SpecialVocabulary
+	Merges            []string
+
+	Pre      string
+	Template string
+}
+
+func parseTokenizer(fsys fs.FS, specialTokenTypes []string) (*Tokenizer, error) {
+	v, err := parseVocabulary(fsys)
+	if err != nil {
+		return nil, err
+	}
+
+	t := &Tokenizer{
+		Vocabulary: v,
+		Pre:        "default",
+	}
+
+	addedTokens := make(map[string]token)
+	if f, err := fsys.Open("tokenizer.json"); errors.Is(err, os.ErrNotExist) {
+	} else if err != nil {
+		return nil, err
+	} else {
+		defer f.Close()
+
+		var tt tokenizer
+		if err := json.NewDecoder(f).Decode(&tt); err != nil {
+			return nil, err
+		}
+
+		for _, t := range tt.AddedTokens {
+			addedTokens[t.Content] = t
+		}
+
+		if len(tt.Model.Merges) == 0 {
+			// noop; merges is empty
+		} else if err := json.Unmarshal(tt.Model.Merges, &t.Merges); err == nil {
+			// noop; merges is []string
+		} else if merges, err := func() ([][]string, error) {
+			var merges [][]string
+			if err := json.Unmarshal(tt.Model.Merges, &merges); err != nil {
+				return nil, err
+			}
+
+			return merges, nil
+		}(); err == nil {
+			t.Merges = make([]string, len(merges))
+			for i := range merges {
+				t.Merges[i] = strings.Join(merges[i], " ")
+			}
+		} else {
+			return nil, fmt.Errorf("could not parse tokenizer merges. expected []string or [][]string: %w", err)
+		}
+
+		sha256sum := sha256.New()
+		for _, pt := range tt.PreTokenizer.PreTokenizers {
+			switch pt.Type {
+			case "Split":
+				if pt.Pattern.Regex != "" {
+					// create a checksum of all Split pretokenizers which should be sufficient
+					// to identify the pretokenizer
+					sha256sum.Write([]byte(pt.Pattern.Regex))
+				}
+			}
+		}
+
+		switch digest := hex.EncodeToString(sha256sum.Sum(nil)); digest {
+		case "d98f9631be1e9607a9848c26c1f9eac1aa9fc21ac6ba82a2fc0741af9780a48f":
+			t.Pre = "llama-bpe"
+		case "03df5c5863ad70781dcfdef491ead25140f895fe8010964be0daefe27be32b02":
+			t.Pre = "deepseek-llm"
+		case "21cde974d587f0d54dc8d56b183cc1e6239600172035c68fbd6d4b9f8da0576e":
+			t.Pre = "deepseek-coder"
+		case "1ff7f41064896984db5d1bb6ff64fa4bc29007d08c1b439e505b7392777a319e":
+			t.Pre = "qwen2"
+		case "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855":
+			// noop, empty pretokenizer
+		default:
+			slog.Warn("unknown pretokenizer, using default", "digest", digest)
+		}
+	}
+
+	if f, err := fsys.Open("tokenizer_config.json"); errors.Is(err, os.ErrNotExist) {
+		// noop
+	} else if err != nil {
+		return nil, err
+	} else {
+		defer f.Close()
+
+		var p map[string]json.RawMessage
+		if err := json.NewDecoder(f).Decode(&p); err != nil {
+			return nil, err
+		}
+
+		if template, ok := p["chat_template"]; ok {
+			var s []struct {
+				Name     string `json:"name"`
+				Template string `json:"template"`
+			}
+			if err := json.Unmarshal(template, &t.Template); err == nil {
+				// noop
+			} else if err := json.Unmarshal(template, &s); err == nil {
+				for _, e := range s {
+					if e.Name == "default" {
+						t.Template = e.Template
+						break
+					}
+				}
+			} else {
+				return nil, fmt.Errorf("invalid chat_template: %w", err)
+			}
+		}
+
+		for _, st := range specialTokenTypes {
+			sv := SpecialVocabulary{Type: st}
+			if bts, ok := p[fmt.Sprintf("add_%s_token", st)]; ok {
+				if err := json.Unmarshal(bts, &sv.AddToken); err != nil {
+					return nil, err
+				}
+			}
+
+			if bts, ok := p[fmt.Sprintf("%s_token", st)]; ok {
+				var content string
+				if err := json.Unmarshal(bts, &content); err != nil {
+					var mm map[string]any
+					if err := json.Unmarshal(bts, &mm); err != nil {
+						continue
+					}
+
+					content, ok = mm["content"].(string)
+					if !ok {
+						continue
+					}
+				}
+
+				sv.Content = content
+			}
+
+			if id, ok := addedTokens[sv.Content]; ok {
+				sv.ID = id.ID
+				t.SpecialVocabulary = append(t.SpecialVocabulary, &sv)
+			}
+		}
+	}
+
+	if f, err := fsys.Open("generation_config.json"); errors.Is(err, os.ErrNotExist) {
+	} else if err != nil {
+		return nil, err
+	} else {
+		defer f.Close()
+
+		var p map[string]json.RawMessage
+		if err := json.NewDecoder(f).Decode(&p); err != nil {
+			return nil, err
+		}
+
+		for _, st := range specialTokenTypes {
+			if bts, ok := p[fmt.Sprintf("%s_token_id", st)]; ok {
+				var ids []int32
+				if err := json.Unmarshal(bts, &ids); err != nil {
+					// value is not a list so the existing ID is used
+					continue
+				}
+
+				if i := slices.IndexFunc(t.SpecialVocabulary, func(sv *SpecialVocabulary) bool {
+					return sv.Type == st
+				}); i >= 0 {
+					t.SpecialVocabulary[i].IDs = ids
+				}
+			}
+		}
+	}
+
+	return t, nil
+}
+
+type tokenizer struct {
+	AddedTokens []token `json:"added_tokens"`
+	Model       struct {
+		Type   string          `json:"type"`
+		Vocab  map[string]int  `json:"vocab"`
+		Merges json.RawMessage `json:"merges"`
+	} `json:"model"`
+
+	PreTokenizer struct {
+		PreTokenizers []struct {
+			Type    string `json:"type"`
+			Pattern struct {
+				Regex string `json:"Regex"`
+			} `json:"pattern"`
+		} `json:"pretokenizers"`
+	} `json:"pre_tokenizer"`
+}
+
+type token struct {
+	ID          int    `json:"id"`
+	Content     string `json:"content"`
+	Special     bool   `json:"special"`
+	UserDefined bool
+}
+
+type Vocabulary struct {
+	Model  string
+	Tokens []string
+	Scores []float32
+	Types  []int32
+}
+
+func parseVocabularyFromTokenizer(fsys fs.FS) (*Vocabulary, error) {
+	f, err := fsys.Open("tokenizer.json")
+	if err != nil {
+		return nil, err
+	}
+	defer f.Close()
+
+	var t tokenizer
+	if err := json.NewDecoder(f).Decode(&t); err != nil {
+		return nil, err
+	}
+
+	tokens := make(map[int]token, len(t.Model.Vocab))
+	for k, v := range t.Model.Vocab {
+		tokens[v] = token{
+			ID:      v,
+			Content: k,
+		}
+	}
+
+	for _, token := range t.AddedTokens {
+		token.UserDefined = true
+		tokens[token.ID] = token
+	}
+
+	keys := maps.Keys(tokens)
+	slices.Sort(keys)
+
+	v := Vocabulary{Model: "gpt2"}
+	for _, k := range keys {
+		token := tokens[k]
+		v.Tokens = append(v.Tokens, token.Content)
+		v.Scores = append(v.Scores, float32(token.ID))
+
+		switch {
+		case token.Special:
+			v.Types = append(v.Types, tokenTypeControl)
+		case token.UserDefined:
+			v.Types = append(v.Types, tokenTypeUserDefined)
+		default:
+			v.Types = append(v.Types, tokenTypeNormal)
+		}
+	}
+
+	return &v, nil
+}
+
+func parseVocabulary(fsys fs.FS) (*Vocabulary, error) {
+	patterns := []struct {
+		Pattern string
+		Func    func(fs.FS) (*Vocabulary, error)
+	}{
+		{"tokenizer.model", parseSentencePiece},
+		{"tokenizer.json", parseVocabularyFromTokenizer},
+	}
+
+	for _, pattern := range patterns {
+		if _, err := fs.Stat(fsys, pattern.Pattern); errors.Is(err, os.ErrNotExist) {
+			continue
+		} else if err != nil {
+			return nil, err
+		}
+
+		return pattern.Func(fsys)
+	}
+
+	return nil, errors.New("unknown tokenizer format")
+}
+
+type SpecialVocabulary struct {
+	Type     string
+	ID       int
+	Content  string
+	AddToken bool
+
+	// IDs is populated by generation_config.json
+	IDs []int32
+}
+
+func (sv SpecialVocabulary) Key() string {
+	switch t := sv.Type; t {
+	case "bos", "eos", "cls", "mask":
+		return t
+	case "unk":
+		return "unknown"
+	case "sep":
+		//nolint:misspell // this is an upstream typo
+		return "seperator"
+	case "pad":
+		return "padding"
+	}
+
+	panic("unknown special vocabulary type")
+}
diff --git a/convert/tokenizer_spm.go b/convert/tokenizer_spm.go
new file mode 100644
index 0000000..340c3d5
--- /dev/null
+++ b/convert/tokenizer_spm.go
@@ -0,0 +1,171 @@
+package convert
+
+import (
+	"cmp"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io/fs"
+	"log/slog"
+	"os"
+	"reflect"
+	"slices"
+
+	"google.golang.org/protobuf/proto"
+
+	"github.com/ollama/ollama/convert/sentencepiece"
+)
+
+func parseSentencePiece(fsys fs.FS) (*Vocabulary, error) {
+	slog.Debug("using spm vocabulary")
+
+	ast, err := parseAdditionalSpecialTokens(fsys)
+	if err != nil {
+		return nil, err
+	}
+
+	bts, err := fs.ReadFile(fsys, "tokenizer.model")
+	if err != nil {
+		return nil, err
+	}
+
+	var spm sentencepiece.ModelProto
+	if err := proto.Unmarshal(bts, &spm); err != nil {
+		return nil, err
+	}
+
+	v := Vocabulary{Model: "llama"}
+	for _, piece := range spm.GetPieces() {
+		v.Tokens = append(v.Tokens, piece.GetPiece())
+		v.Scores = append(v.Scores, piece.GetScore())
+
+		switch t := piece.GetType(); t {
+		case sentencepiece.ModelProto_SentencePiece_UNKNOWN,
+			sentencepiece.ModelProto_SentencePiece_CONTROL,
+			sentencepiece.ModelProto_SentencePiece_UNUSED,
+			sentencepiece.ModelProto_SentencePiece_BYTE:
+			v.Types = append(v.Types, int32(t))
+		default:
+			tt := int32(sentencepiece.ModelProto_SentencePiece_NORMAL)
+
+			// temporary fix to handle gemma3 broken configs
+			if slices.Contains([]string{"<end_of_turn>", "<start_of_turn>"}, piece.GetPiece()) {
+				tt = int32(sentencepiece.ModelProto_SentencePiece_CONTROL)
+			}
+
+			for _, t := range ast {
+				if t.Content == piece.GetPiece() {
+					tt = int32(sentencepiece.ModelProto_SentencePiece_CONTROL)
+					break
+				}
+			}
+
+			v.Types = append(v.Types, tt)
+		}
+	}
+
+	f, err := fsys.Open("added_tokens.json")
+	if errors.Is(err, os.ErrNotExist) {
+		return &v, nil
+	} else if err != nil {
+		return nil, err
+	}
+	defer f.Close()
+
+	var atm map[string]int
+	if err := json.NewDecoder(f).Decode(&atm); err != nil {
+		return nil, err
+	}
+
+	type t struct {
+		id      int
+		content string
+	}
+
+	var ts []t
+	for content, id := range atm {
+		ts = append(ts, t{id, content})
+	}
+
+	slices.SortFunc(ts, func(i, j t) int {
+		return cmp.Compare(i.id, j.id)
+	})
+
+	for _, t := range ts {
+		if t.id < len(v.Tokens) {
+			if v.Tokens[t.id] == t.content {
+				slog.Warn("tokenizer", "duplicate token", t.content, "id", t.id)
+				continue
+			}
+			return nil, fmt.Errorf("token mismatch: %s != %s at pos [%d]", t.content, v.Tokens[t.id], t.id)
+		}
+		if t.id != len(v.Tokens) {
+			return nil, fmt.Errorf("invalid token id: [%d] as pos [%d]", t.id, len(v.Tokens))
+		}
+
+		v.Tokens = append(v.Tokens, t.content)
+		v.Scores = append(v.Scores, -1000.0)
+		v.Types = append(v.Types, tokenTypeUserDefined)
+	}
+
+	return &v, nil
+}
+
+type specialToken struct {
+	Content    string `json:"content"`
+	Lstrip     bool   `json:"lstrip"`
+	Normalized bool   `json:"normalized"`
+	Rstrip     bool   `json:"rstrip"`
+	SingleWord bool   `json:"single_word"`
+}
+
+func parseAdditionalSpecialTokens(fsys fs.FS) ([]specialToken, error) {
+	f, err := fsys.Open("special_tokens_map.json")
+	if errors.Is(err, os.ErrNotExist) {
+		return nil, nil
+	} else if err != nil {
+		return nil, err
+	}
+	defer f.Close()
+
+	var m struct {
+		AdditionalSpecialTokens any `json:"additional_special_tokens"`
+	}
+
+	if err := json.NewDecoder(f).Decode(&m); err != nil {
+		return nil, err
+	}
+
+	var ast []specialToken
+
+	switch st := m.AdditionalSpecialTokens.(type) {
+	case []string:
+		for _, s := range st {
+			ast = append(ast, specialToken{Content: s})
+		}
+	case []any:
+		for _, s := range st {
+			// marshal and unmarshal the object to get the special token
+			tMap := s.(map[string]any)
+			data, err := json.Marshal(tMap)
+			if err != nil {
+				return nil, err
+			}
+
+			var token specialToken
+			err = json.Unmarshal(data, &token)
+			if err != nil {
+				return nil, err
+			}
+
+			ast = append(ast, token)
+		}
+
+	default:
+		slog.Warn("special token", "unknown token", reflect.TypeOf(st))
+	}
+
+	slog.Debug("spm tokenizer", "additional tokens", ast)
+
+	return ast, nil
+}
diff --git a/convert/tokenizer_test.go b/convert/tokenizer_test.go
new file mode 100644
index 0000000..813096f
--- /dev/null
+++ b/convert/tokenizer_test.go
@@ -0,0 +1,325 @@
+package convert
+
+import (
+	"io"
+	"io/fs"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"github.com/google/go-cmp/cmp"
+)
+
+func createTokenizerFS(t *testing.T, dir string, files map[string]io.Reader) fs.FS {
+	t.Helper()
+
+	for k, v := range files {
+		if err := func() error {
+			f, err := os.Create(filepath.Join(dir, k))
+			if err != nil {
+				return err
+			}
+			defer f.Close()
+
+			if _, err := io.Copy(f, v); err != nil {
+				return err
+			}
+
+			return nil
+		}(); err != nil {
+			t.Fatalf("unexpected error: %v", err)
+		}
+	}
+
+	return os.DirFS(dir)
+}
+
+func TestParseTokenizer(t *testing.T) {
+	cases := []struct {
+		name              string
+		fsys              fs.FS
+		specialTokenTypes []string
+		want              *Tokenizer
+	}{
+		{
+			name: "string chat template",
+			fsys: createTokenizerFS(t, t.TempDir(), map[string]io.Reader{
+				"tokenizer.json": strings.NewReader(`{}`),
+				"tokenizer_config.json": strings.NewReader(`{
+					"chat_template": "<default template>"
+				}`),
+			}),
+			want: &Tokenizer{
+				Vocabulary: &Vocabulary{Model: "gpt2"},
+				Pre:        "default",
+				Template:   "<default template>",
+			},
+		},
+		{
+			name: "list chat template",
+			fsys: createTokenizerFS(t, t.TempDir(), map[string]io.Reader{
+				"tokenizer.json": strings.NewReader(`{}`),
+				"tokenizer_config.json": strings.NewReader(`{
+					"chat_template": [
+						{
+							"name": "default",
+							"template": "<default template>"
+						},
+						{
+							"name": "tools",
+							"template": "<tools template>"
+						}
+					]
+				}`),
+			}),
+			want: &Tokenizer{
+				Vocabulary: &Vocabulary{Model: "gpt2"},
+				Pre:        "default",
+				Template:   "<default template>",
+			},
+		},
+		{
+			name: "added tokens",
+			fsys: createTokenizerFS(t, t.TempDir(), map[string]io.Reader{
+				"tokenizer.json": strings.NewReader(`{
+					"added_tokens": [
+						{
+							"id": 999,
+							"content": "<unused999>",
+							"special": false
+						}
+					]
+				}`),
+			}),
+			want: &Tokenizer{
+				Vocabulary: &Vocabulary{
+					Model:  "gpt2",
+					Tokens: []string{"<unused999>"},
+					Scores: []float32{999},
+					Types:  []int32{4},
+				},
+				Pre: "default",
+			},
+		},
+		{
+			name: "added tokens overlap vocab",
+			fsys: createTokenizerFS(t, t.TempDir(), map[string]io.Reader{
+				"tokenizer.json": strings.NewReader(`{
+					"added_tokens": [
+						{
+							"id": 0,
+							"content": "<pad>",
+							"special": true
+						}
+					],
+					"model": {
+						"vocab": {
+							"<pad>": 0
+						}
+					}
+				}`),
+			}),
+			want: &Tokenizer{
+				Vocabulary: &Vocabulary{
+					Model:  "gpt2",
+					Tokens: []string{"<pad>"},
+					Scores: []float32{0},
+					Types:  []int32{3},
+				},
+				Pre: "default",
+			},
+		},
+		{
+			name: "special token types",
+			fsys: createTokenizerFS(t, t.TempDir(), map[string]io.Reader{
+				"tokenizer.json": strings.NewReader(`{
+					"added_tokens": [
+						{
+							"id": 0,
+							"content": "<pad>",
+							"special": true
+						},
+						{
+							"id": 1,
+							"content": "<eos>",
+							"special": true
+						},
+						{
+							"id": 2,
+							"content": "<bos>",
+							"special": true
+						},
+						{
+							"id": 3,
+							"content": "<unk>",
+							"special": true
+						}
+					],
+					"model": {
+						"vocab": {
+							"<pad>": 0,
+							"<eos>": 1,
+							"<bos>": 2,
+							"<unk>": 3
+						}
+					}
+				}`),
+				"tokenizer_config.json": strings.NewReader(`{
+					"add_bos_token": true,
+					"add_eos_token": false,
+					"bos_token": "<bos>",
+					"eos_token": "<eos>",
+					"pad_token": "<pad>",
+					"unk_token": "<unk>"
+				}`),
+			}),
+			specialTokenTypes: []string{"pad", "eos", "bos", "unk"},
+			want: &Tokenizer{
+				Vocabulary: &Vocabulary{
+					Model:  "gpt2",
+					Tokens: []string{"<pad>", "<eos>", "<bos>", "<unk>"},
+					Scores: []float32{0, 1, 2, 3},
+					Types:  []int32{3, 3, 3, 3},
+				},
+				SpecialVocabulary: []*SpecialVocabulary{
+					{Type: "pad", Content: "<pad>", ID: 0, AddToken: false},
+					{Type: "eos", Content: "<eos>", ID: 1, AddToken: false},
+					{Type: "bos", Content: "<bos>", ID: 2, AddToken: true},
+					{Type: "unk", Content: "<unk>", ID: 3, AddToken: false},
+				},
+				Pre: "default",
+			},
+		},
+		{
+			name: "list string merges",
+			fsys: createTokenizerFS(t, t.TempDir(), map[string]io.Reader{
+				"tokenizer.json": strings.NewReader(`{
+					"model": {
+						"merges": [
+							"a b",
+							"c d",
+							"e f"
+						]
+					}
+				}`),
+			}),
+			want: &Tokenizer{
+				Vocabulary: &Vocabulary{
+					Model: "gpt2",
+				},
+				Merges: []string{
+					"a b",
+					"c d",
+					"e f",
+				},
+				Pre: "default",
+			},
+		},
+		{
+			name: "list list string merges",
+			fsys: createTokenizerFS(t, t.TempDir(), map[string]io.Reader{
+				"tokenizer.json": strings.NewReader(`{
+					"model": {
+						"merges": [
+							[
+								"a", "b"
+							],
+							[
+								"c", "d"
+							],
+							[
+								"e", "f"
+							]
+						]
+					}
+				}`),
+			}),
+			want: &Tokenizer{
+				Vocabulary: &Vocabulary{
+					Model: "gpt2",
+				},
+				Merges: []string{
+					"a b",
+					"c d",
+					"e f",
+				},
+				Pre: "default",
+			},
+		},
+		{
+			name: "generation config eos token ids",
+			fsys: createTokenizerFS(t, t.TempDir(), map[string]io.Reader{
+				"tokenizer.json": strings.NewReader(`{
+					"added_tokens": [
+						{
+							"id": 0,
+							"content": "<bos>",
+							"special": true
+						},
+						{
+							"id": 1,
+							"content": "<eos>",
+							"special": true
+						},
+						{
+							"id": 2,
+							"content": "<eot>",
+							"special": true
+						},
+						{
+							"id": 3,
+							"content": "<eom>",
+							"special": true
+						}
+					],
+					"model": {
+						"vocab": {
+							"<bos>": 0,
+							"<eos>": 1,
+							"<eot>": 2,
+							"<eom>": 3
+						}
+					}
+				}`),
+				"tokenizer_config.json": strings.NewReader(`{
+					"add_bos_token": true,
+					"add_eos_token": false,
+					"bos_token": "<bos>",
+					"eos_token": "<eos>"
+				}`),
+				"generation_config.json": strings.NewReader(`{
+					"bos_token_id": 0,
+					"eos_token_id": [1, 2, 3]
+				}`),
+			}),
+			specialTokenTypes: []string{"pad", "eos", "bos", "unk"},
+			want: &Tokenizer{
+				Vocabulary: &Vocabulary{
+					Model:  "gpt2",
+					Tokens: []string{"<bos>", "<eos>", "<eot>", "<eom>"},
+					Scores: []float32{0, 1, 2, 3},
+					Types:  []int32{3, 3, 3, 3},
+				},
+				SpecialVocabulary: []*SpecialVocabulary{
+					{Type: "eos", Content: "<eos>", ID: 1, IDs: []int32{1, 2, 3}, AddToken: false},
+					{Type: "bos", Content: "<bos>", ID: 0, AddToken: true},
+				},
+				Pre: "default",
+			},
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			tokenizer, err := parseTokenizer(tt.fsys, tt.specialTokenTypes)
+			if err != nil {
+				t.Fatalf("unexpected error: %v", err)
+			}
+
+			if diff := cmp.Diff(tt.want, tokenizer); diff != "" {
+				t.Errorf("unexpected tokenizer (-want +got):\n%s", diff)
+			}
+		})
+	}
+}
diff --git a/discover/amd_common.go b/discover/amd_common.go
new file mode 100644
index 0000000..08834b2
--- /dev/null
+++ b/discover/amd_common.go
@@ -0,0 +1,83 @@
+//go:build linux || windows
+
+package discover
+
+import (
+	"errors"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strings"
+)
+
+// Determine if the given ROCm lib directory is usable by checking for existence of some glob patterns
+func rocmLibUsable(libDir string) bool {
+	slog.Debug("evaluating potential rocm lib dir " + libDir)
+	for _, g := range ROCmLibGlobs {
+		res, _ := filepath.Glob(filepath.Join(libDir, g))
+		if len(res) == 0 {
+			return false
+		}
+	}
+	return true
+}
+
+func GetSupportedGFX(libDir string) ([]string, error) {
+	var ret []string
+	files, err := filepath.Glob(filepath.Join(libDir, "rocblas", "library", "TensileLibrary_lazy_gfx*.dat"))
+	if err != nil {
+		return nil, err
+	}
+	for _, file := range files {
+		ret = append(ret, strings.TrimSuffix(strings.TrimPrefix(filepath.Base(file), "TensileLibrary_lazy_"), ".dat"))
+	}
+	return ret, nil
+}
+
+func commonAMDValidateLibDir() (string, error) {
+	// Favor our bundled version
+
+	// Installer payload location if we're running the installed binary
+	rocmTargetDir := filepath.Join(LibOllamaPath, "rocm")
+	if rocmLibUsable(rocmTargetDir) {
+		slog.Debug("detected ROCM next to ollama executable " + rocmTargetDir)
+		return rocmTargetDir, nil
+	}
+
+	// Prefer explicit HIP env var
+	hipPath := os.Getenv("HIP_PATH")
+	if hipPath != "" {
+		hipLibDir := filepath.Join(hipPath, "bin")
+		if rocmLibUsable(hipLibDir) {
+			slog.Debug("detected ROCM via HIP_PATH=" + hipPath)
+			return hipLibDir, nil
+		}
+	}
+
+	// Scan the LD_LIBRARY_PATH or PATH
+	pathEnv := "LD_LIBRARY_PATH"
+	if runtime.GOOS == "windows" {
+		pathEnv = "PATH"
+	}
+
+	paths := os.Getenv(pathEnv)
+	for _, path := range filepath.SplitList(paths) {
+		d, err := filepath.Abs(path)
+		if err != nil {
+			continue
+		}
+		if rocmLibUsable(d) {
+			return d, nil
+		}
+	}
+
+	// Well known location(s)
+	for _, path := range RocmStandardLocations {
+		if rocmLibUsable(path) {
+			return path, nil
+		}
+	}
+
+	return "", errors.New("no suitable rocm found, falling back to CPU")
+}
diff --git a/discover/amd_hip_windows.go b/discover/amd_hip_windows.go
new file mode 100644
index 0000000..bf19ef0
--- /dev/null
+++ b/discover/amd_hip_windows.go
@@ -0,0 +1,147 @@
+package discover
+
+import (
+	"errors"
+	"fmt"
+	"log/slog"
+	"syscall"
+	"unsafe"
+
+	"golang.org/x/sys/windows"
+)
+
+const (
+	hipSuccess       = 0
+	hipErrorNoDevice = 100
+)
+
+type hipDevicePropMinimal struct {
+	Name        [256]byte
+	unused1     [140]byte
+	GcnArchName [256]byte // gfx####
+	iGPU        int       // Doesn't seem to actually report correctly
+	unused2     [128]byte
+}
+
+// Wrap the amdhip64.dll library for GPU discovery
+type HipLib struct {
+	dll                    windows.Handle
+	hipGetDeviceCount      uintptr
+	hipGetDeviceProperties uintptr
+	hipMemGetInfo          uintptr
+	hipSetDevice           uintptr
+	hipDriverGetVersion    uintptr
+}
+
+func NewHipLib() (*HipLib, error) {
+	// At runtime we depend on v6, so discover GPUs with the same library for a consistent set of GPUs
+	h, err := windows.LoadLibrary("amdhip64_6.dll")
+	if err != nil {
+		return nil, fmt.Errorf("unable to load amdhip64_6.dll, please make sure to upgrade to the latest amd driver: %w", err)
+	}
+	hl := &HipLib{}
+	hl.dll = h
+	hl.hipGetDeviceCount, err = windows.GetProcAddress(hl.dll, "hipGetDeviceCount")
+	if err != nil {
+		return nil, err
+	}
+	hl.hipGetDeviceProperties, err = windows.GetProcAddress(hl.dll, "hipGetDeviceProperties")
+	if err != nil {
+		return nil, err
+	}
+	hl.hipMemGetInfo, err = windows.GetProcAddress(hl.dll, "hipMemGetInfo")
+	if err != nil {
+		return nil, err
+	}
+	hl.hipSetDevice, err = windows.GetProcAddress(hl.dll, "hipSetDevice")
+	if err != nil {
+		return nil, err
+	}
+	hl.hipDriverGetVersion, err = windows.GetProcAddress(hl.dll, "hipDriverGetVersion")
+	if err != nil {
+		return nil, err
+	}
+	return hl, nil
+}
+
+// The hip library only evaluates the ROCR_VISIBLE_DEVICES variable at startup
+// so we have to unload/reset the library after we do our initial discovery
+// to make sure our updates to that variable are processed by llama.cpp
+func (hl *HipLib) Release() {
+	err := windows.FreeLibrary(hl.dll)
+	if err != nil {
+		slog.Warn("failed to unload amdhip64.dll", "error", err)
+	}
+	hl.dll = 0
+}
+
+func (hl *HipLib) AMDDriverVersion() (driverMajor, driverMinor int, err error) {
+	if hl.dll == 0 {
+		return 0, 0, errors.New("dll has been unloaded")
+	}
+	var version int
+	status, _, err := syscall.SyscallN(hl.hipDriverGetVersion, uintptr(unsafe.Pointer(&version)))
+	if status != hipSuccess {
+		return 0, 0, fmt.Errorf("failed call to hipDriverGetVersion: %d %s", status, err)
+	}
+
+	slog.Debug("hipDriverGetVersion", "version", version)
+	driverMajor = version / 10000000
+	driverMinor = (version - (driverMajor * 10000000)) / 100000
+
+	return driverMajor, driverMinor, nil
+}
+
+func (hl *HipLib) HipGetDeviceCount() int {
+	if hl.dll == 0 {
+		slog.Error("dll has been unloaded")
+		return 0
+	}
+	var count int
+	status, _, err := syscall.SyscallN(hl.hipGetDeviceCount, uintptr(unsafe.Pointer(&count)))
+	if status == hipErrorNoDevice {
+		slog.Info("AMD ROCm reports no devices found")
+		return 0
+	}
+	if status != hipSuccess {
+		slog.Warn("failed call to hipGetDeviceCount", "status", status, "error", err)
+	}
+	return count
+}
+
+func (hl *HipLib) HipSetDevice(device int) error {
+	if hl.dll == 0 {
+		return errors.New("dll has been unloaded")
+	}
+	status, _, err := syscall.SyscallN(hl.hipSetDevice, uintptr(device))
+	if status != hipSuccess {
+		return fmt.Errorf("failed call to hipSetDevice: %d %s", status, err)
+	}
+	return nil
+}
+
+func (hl *HipLib) HipGetDeviceProperties(device int) (*hipDevicePropMinimal, error) {
+	if hl.dll == 0 {
+		return nil, errors.New("dll has been unloaded")
+	}
+	var props hipDevicePropMinimal
+	status, _, err := syscall.SyscallN(hl.hipGetDeviceProperties, uintptr(unsafe.Pointer(&props)), uintptr(device))
+	if status != hipSuccess {
+		return nil, fmt.Errorf("failed call to hipGetDeviceProperties: %d %s", status, err)
+	}
+	return &props, nil
+}
+
+// free, total, err
+func (hl *HipLib) HipMemGetInfo() (uint64, uint64, error) {
+	if hl.dll == 0 {
+		return 0, 0, errors.New("dll has been unloaded")
+	}
+	var totalMemory uint64
+	var freeMemory uint64
+	status, _, err := syscall.SyscallN(hl.hipMemGetInfo, uintptr(unsafe.Pointer(&freeMemory)), uintptr(unsafe.Pointer(&totalMemory)))
+	if status != hipSuccess {
+		return 0, 0, fmt.Errorf("failed call to hipMemGetInfo: %d %s", status, err)
+	}
+	return freeMemory, totalMemory, nil
+}
diff --git a/discover/amd_linux.go b/discover/amd_linux.go
new file mode 100644
index 0000000..830fa1d
--- /dev/null
+++ b/discover/amd_linux.go
@@ -0,0 +1,538 @@
+package discover
+
+import (
+	"bufio"
+	"errors"
+	"fmt"
+	"io"
+	"io/fs"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"regexp"
+	"slices"
+	"sort"
+	"strconv"
+	"strings"
+
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/format"
+)
+
+// Discovery logic for AMD/ROCm GPUs
+
+const (
+	DriverVersionFile     = "/sys/module/amdgpu/version"
+	AMDNodesSysfsDir      = "/sys/class/kfd/kfd/topology/nodes/"
+	GPUPropertiesFileGlob = AMDNodesSysfsDir + "*/properties"
+
+	// Prefix with the node dir
+	GPUTotalMemoryFileGlob = "mem_banks/*/properties" // size_in_bytes line
+
+	// Direct Rendering Manager sysfs location
+	DRMDeviceDirGlob   = "/sys/class/drm/card*/device"
+	DRMTotalMemoryFile = "mem_info_vram_total"
+	DRMUsedMemoryFile  = "mem_info_vram_used"
+
+	// In hex; properties file is in decimal
+	DRMUniqueIDFile = "unique_id"
+	DRMVendorFile   = "vendor"
+	DRMDeviceFile   = "device"
+)
+
+var (
+	// Used to validate if the given ROCm lib is usable
+	ROCmLibGlobs          = []string{"libhipblas.so.2*", "rocblas"} // TODO - probably include more coverage of files here...
+	RocmStandardLocations = []string{"/opt/rocm/lib", "/usr/lib64"}
+)
+
+// Gather GPU information from the amdgpu driver if any supported GPUs are detected
+// Only called once during bootstrap
+func AMDGetGPUInfo() ([]RocmGPUInfo, error) {
+	resp := []RocmGPUInfo{}
+	if !AMDDetected() {
+		return resp, fmt.Errorf("AMD GPUs not detected")
+	}
+
+	// Opportunistic logging of driver version to aid in troubleshooting
+	driverMajor, driverMinor, err := AMDDriverVersion()
+	if err != nil {
+		// TODO - if we see users crash and burn with the upstreamed kernel this can be adjusted to hard-fail rocm support and fallback to CPU
+		slog.Warn("ollama recommends running the https://www.amd.com/en/support/linux-drivers", "error", err)
+	}
+
+	// Determine if the user has already pre-selected which GPUs to look at, then ignore the others
+	var visibleDevices []string
+	hipVD := envconfig.HipVisibleDevices()   // zero based index only
+	rocrVD := envconfig.RocrVisibleDevices() // zero based index or UUID
+	gpuDO := envconfig.GpuDeviceOrdinal()    // zero based index
+	switch {
+	case rocrVD != "":
+		visibleDevices = strings.Split(rocrVD, ",")
+	case hipVD != "":
+		visibleDevices = strings.Split(hipVD, ",")
+	case gpuDO != "":
+		visibleDevices = strings.Split(gpuDO, ",")
+	}
+
+	gfxOverride := envconfig.HsaOverrideGfxVersion()
+	var supported []string
+	var libDir string
+
+	// The amdgpu driver always exposes the host CPU(s) first, but we have to skip them and subtract
+	// from the other IDs to get alignment with the HIP libraries expectations (zero is the first GPU, not the CPU)
+	matches, _ := filepath.Glob(GPUPropertiesFileGlob)
+	sort.Slice(matches, func(i, j int) bool {
+		// /sys/class/kfd/kfd/topology/nodes/<number>/properties
+		a, err := strconv.ParseInt(filepath.Base(filepath.Dir(matches[i])), 10, 64)
+		if err != nil {
+			slog.Debug("parse err", "error", err, "match", matches[i])
+			return false
+		}
+		b, err := strconv.ParseInt(filepath.Base(filepath.Dir(matches[j])), 10, 64)
+		if err != nil {
+			slog.Debug("parse err", "error", err, "match", matches[i])
+			return false
+		}
+		return a < b
+	})
+	gpuCount := 0
+	for _, match := range matches {
+		slog.Debug("evaluating amdgpu node " + match)
+		fp, err := os.Open(match)
+		if err != nil {
+			slog.Debug("failed to open sysfs node", "file", match, "error", err)
+			continue
+		}
+		defer fp.Close()
+
+		scanner := bufio.NewScanner(fp)
+		isCPU := false
+		var major, minor, patch uint64
+		var vendor, device, uniqueID uint64
+		for scanner.Scan() {
+			line := strings.TrimSpace(scanner.Text())
+			// Note: we could also use "cpu_cores_count X" where X is greater than zero to detect CPUs
+			if strings.HasPrefix(line, "gfx_target_version") {
+				ver := strings.Fields(line)
+
+				// Detect CPUs
+				if len(ver) == 2 && ver[1] == "0" {
+					slog.Debug("detected CPU " + match)
+					isCPU = true
+					break
+				}
+
+				if len(ver) != 2 || len(ver[1]) < 5 {
+					slog.Warn("malformed "+match, "gfx_target_version", line)
+					// If this winds up being a CPU, our offsets may be wrong
+					continue
+				}
+				l := len(ver[1])
+				var err1, err2, err3 error
+				patch, err1 = strconv.ParseUint(ver[1][l-2:l], 10, 32)
+				minor, err2 = strconv.ParseUint(ver[1][l-4:l-2], 10, 32)
+				major, err3 = strconv.ParseUint(ver[1][:l-4], 10, 32)
+				if err1 != nil || err2 != nil || err3 != nil {
+					slog.Debug("malformed int " + line)
+					continue
+				}
+			} else if strings.HasPrefix(line, "vendor_id") {
+				ver := strings.Fields(line)
+				if len(ver) != 2 {
+					slog.Debug("malformed", "vendor_id", line)
+					continue
+				}
+				vendor, err = strconv.ParseUint(ver[1], 10, 64)
+				if err != nil {
+					slog.Debug("malformed", "vendor_id", line, "error", err)
+				}
+			} else if strings.HasPrefix(line, "device_id") {
+				ver := strings.Fields(line)
+				if len(ver) != 2 {
+					slog.Debug("malformed", "device_id", line)
+					continue
+				}
+				device, err = strconv.ParseUint(ver[1], 10, 64)
+				if err != nil {
+					slog.Debug("malformed", "device_id", line, "error", err)
+				}
+			} else if strings.HasPrefix(line, "unique_id") {
+				ver := strings.Fields(line)
+				if len(ver) != 2 {
+					slog.Debug("malformed", "unique_id", line)
+					continue
+				}
+				uniqueID, err = strconv.ParseUint(ver[1], 10, 64)
+				if err != nil {
+					slog.Debug("malformed", "unique_id", line, "error", err)
+				}
+			}
+			// TODO - any other properties we want to extract and record?
+			// vendor_id + device_id -> pci lookup for "Name"
+			// Other metrics that may help us understand relative performance between multiple GPUs
+		}
+
+		// Note: while ./mem_banks/*/used_memory exists, it doesn't appear to take other VRAM consumers
+		// into consideration, so we instead map the device over to the DRM driver sysfs nodes which
+		// do reliably report VRAM usage.
+
+		if isCPU {
+			continue
+		}
+
+		// Skip over any GPUs that are masked
+		if major == 0 && minor == 0 && patch == 0 {
+			slog.Debug("skipping gpu with gfx000")
+			continue
+		}
+
+		// Keep track of numeric IDs based on valid GPUs
+		gpuID := gpuCount
+		gpuCount += 1
+
+		// Look up the memory for the current node
+		totalMemory := uint64(0)
+		usedMemory := uint64(0)
+		var usedFile string
+		mapping := []struct {
+			id       uint64
+			filename string
+		}{
+			{vendor, DRMVendorFile},
+			{device, DRMDeviceFile},
+			{uniqueID, DRMUniqueIDFile}, // Not all devices will report this
+		}
+		slog.Debug("mapping amdgpu to drm sysfs nodes", "amdgpu", match, "vendor", vendor, "device", device, "unique_id", uniqueID)
+		// Map over to DRM location to find the total/free memory
+		drmMatches, _ := filepath.Glob(DRMDeviceDirGlob)
+		for _, devDir := range drmMatches {
+			matched := true
+			for _, m := range mapping {
+				if m.id == 0 {
+					// Null ID means it didn't populate, so we can't use it to match
+					continue
+				}
+				filename := filepath.Join(devDir, m.filename)
+				buf, err := os.ReadFile(filename)
+				if err != nil {
+					slog.Debug("failed to read sysfs node", "file", filename, "error", err)
+					matched = false
+					break
+				}
+				// values here are in hex, strip off the lead 0x and parse so we can compare the numeric (decimal) values in amdgpu
+				cmp, err := strconv.ParseUint(strings.TrimPrefix(strings.TrimSpace(string(buf)), "0x"), 16, 64)
+				if err != nil {
+					slog.Debug("failed to parse sysfs node", "file", filename, "error", err)
+					matched = false
+					break
+				}
+				if cmp != m.id {
+					matched = false
+					break
+				}
+			}
+			if !matched {
+				continue
+			}
+
+			// Found the matching DRM directory
+			slog.Debug("matched", "amdgpu", match, "drm", devDir)
+			totalFile := filepath.Join(devDir, DRMTotalMemoryFile)
+			buf, err := os.ReadFile(totalFile)
+			if err != nil {
+				slog.Debug("failed to read sysfs node", "file", totalFile, "error", err)
+				break
+			}
+			totalMemory, err = strconv.ParseUint(strings.TrimSpace(string(buf)), 10, 64)
+			if err != nil {
+				slog.Debug("failed to parse sysfs node", "file", totalFile, "error", err)
+				break
+			}
+
+			usedFile = filepath.Join(devDir, DRMUsedMemoryFile)
+			usedMemory, err = getFreeMemory(usedFile)
+			if err != nil {
+				slog.Debug("failed to update used memory", "error", err)
+			}
+			break
+		}
+
+		var name string
+		// TODO - PCI ID lookup
+		if vendor > 0 && device > 0 {
+			name = fmt.Sprintf("%04x:%04x", vendor, device)
+		}
+
+		// Favor UUIDs if available to reduce possibility of getting the numeric IDs wrong
+		var ID string
+		if uniqueID != 0 {
+			ID = fmt.Sprintf("GPU-%016x", uniqueID)
+		} else {
+			ID = strconv.Itoa(gpuID)
+		}
+
+		gpuInfo := RocmGPUInfo{
+			GpuInfo: GpuInfo{
+				Library: "rocm",
+				memInfo: memInfo{
+					TotalMemory: totalMemory,
+					FreeMemory:  (totalMemory - usedMemory),
+				},
+				ID:            ID,
+				Name:          name,
+				Compute:       fmt.Sprintf("gfx%d%x%x", major, minor, patch),
+				MinimumMemory: rocmMinimumMemory,
+				DriverMajor:   driverMajor,
+				DriverMinor:   driverMinor,
+			},
+			usedFilepath: usedFile,
+			index:        gpuID,
+		}
+
+		// iGPU detection, remove this check once we can support an iGPU variant of the rocm library
+		if totalMemory < IGPUMemLimit {
+			reason := "unsupported Radeon iGPU detected skipping"
+			slog.Info(reason, "id", gpuID, "total", format.HumanBytes2(totalMemory))
+			unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
+				GpuInfo: gpuInfo.GpuInfo,
+				Reason:  reason,
+			})
+			continue
+		}
+		minVer, err := strconv.Atoi(RocmComputeMajorMin)
+		if err != nil {
+			slog.Error("invalid RocmComputeMajorMin setting", "value", RocmComputeMajorMin, "error", err)
+		}
+		if int(major) < minVer {
+			reason := fmt.Sprintf("amdgpu too old gfx%d%x%x", major, minor, patch)
+			slog.Warn(reason, "gpu", gpuID)
+			unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
+				GpuInfo: gpuInfo.GpuInfo,
+				Reason:  reason,
+			})
+
+			continue
+		}
+
+		slog.Debug("amdgpu memory", "gpu", gpuID, "total", format.HumanBytes2(totalMemory))
+		slog.Debug("amdgpu memory", "gpu", gpuID, "available", format.HumanBytes2(totalMemory-usedMemory))
+
+		// If the user wants to filter to a subset of devices, filter out if we aren't a match
+		if len(visibleDevices) > 0 {
+			include := false
+			for _, visible := range visibleDevices {
+				if visible == gpuInfo.ID || visible == strconv.Itoa(gpuInfo.index) {
+					include = true
+					break
+				}
+			}
+			if !include {
+				reason := "filtering out device per user request"
+				slog.Info(reason, "id", gpuInfo.ID, "visible_devices", visibleDevices)
+				unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
+					GpuInfo: gpuInfo.GpuInfo,
+					Reason:  reason,
+				})
+
+				continue
+			}
+		}
+
+		// Final validation is gfx compatibility - load the library if we haven't already loaded it
+		// even if the user overrides, we still need to validate the library
+		if libDir == "" {
+			libDir, err = AMDValidateLibDir()
+			if err != nil {
+				err = fmt.Errorf("unable to verify rocm library: %w", err)
+				slog.Warn(err.Error())
+				unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
+					GpuInfo: gpuInfo.GpuInfo,
+					Reason:  err.Error(),
+				})
+				return nil, err
+			}
+		}
+		gpuInfo.DependencyPath = []string{libDir}
+
+		if gfxOverride == "" {
+			// Only load supported list once
+			if len(supported) == 0 {
+				supported, err = GetSupportedGFX(libDir)
+				if err != nil {
+					err = fmt.Errorf("failed to lookup supported GFX types: %w", err)
+					slog.Warn(err.Error())
+					unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
+						GpuInfo: gpuInfo.GpuInfo,
+						Reason:  err.Error(),
+					})
+					return nil, err
+				}
+				slog.Debug("rocm supported GPUs", "types", supported)
+			}
+			gfx := gpuInfo.Compute
+			if !slices.Contains[[]string, string](supported, gfx) {
+				reason := fmt.Sprintf("amdgpu is not supported (supported types:%s)", supported)
+				slog.Warn(reason, "gpu_type", gfx, "gpu", gpuInfo.ID, "library", libDir)
+				unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
+					GpuInfo: gpuInfo.GpuInfo,
+					Reason:  reason,
+				})
+
+				// TODO - consider discrete markdown just for ROCM troubleshooting?
+				slog.Warn("See https://github.com/ollama/ollama/blob/main/docs/gpu.md#overrides for HSA_OVERRIDE_GFX_VERSION usage")
+				continue
+			} else {
+				slog.Info("amdgpu is supported", "gpu", gpuInfo.ID, "gpu_type", gfx)
+			}
+		} else {
+			slog.Info("skipping rocm gfx compatibility check", "HSA_OVERRIDE_GFX_VERSION", gfxOverride)
+		}
+
+		// Check for env var workarounds
+		if name == "1002:687f" { // Vega RX 56
+			gpuInfo.EnvWorkarounds = append(gpuInfo.EnvWorkarounds, [2]string{"HSA_ENABLE_SDMA", "0"})
+		}
+
+		// The GPU has passed all the verification steps and is supported
+		resp = append(resp, gpuInfo)
+	}
+	if len(resp) == 0 {
+		err := fmt.Errorf("no compatible amdgpu devices detected")
+		slog.Info(err.Error())
+		return nil, err
+	}
+	if err := verifyKFDDriverAccess(); err != nil {
+		err = fmt.Errorf("amdgpu devices detected but permission problems block access: %w", err)
+		slog.Error(err.Error())
+		return nil, err
+	}
+	return resp, nil
+}
+
+// Quick check for AMD driver so we can skip amdgpu discovery if not present
+func AMDDetected() bool {
+	// Some driver versions (older?) don't have a version file, so just lookup the parent dir
+	sysfsDir := filepath.Dir(DriverVersionFile)
+	_, err := os.Stat(sysfsDir)
+	if errors.Is(err, os.ErrNotExist) {
+		slog.Debug("amdgpu driver not detected " + sysfsDir)
+		return false
+	} else if err != nil {
+		slog.Debug("error looking up amd driver", "path", sysfsDir, "error", err)
+		return false
+	}
+	return true
+}
+
+// Prefer to use host installed ROCm, as long as it meets our minimum requirements
+// failing that, tell the user how to download it on their own
+func AMDValidateLibDir() (string, error) {
+	libDir, err := commonAMDValidateLibDir()
+	if err == nil {
+		return libDir, nil
+	}
+
+	// Well known ollama installer path
+	installedRocmDir := "/usr/share/ollama/lib/rocm"
+	if rocmLibUsable(installedRocmDir) {
+		return installedRocmDir, nil
+	}
+
+	// If we still haven't found a usable rocm, the user will have to install it on their own
+	slog.Warn("amdgpu detected, but no compatible rocm library found.  Either install rocm v6, or follow manual install instructions at https://github.com/ollama/ollama/blob/main/docs/linux.md#manual-install")
+	return "", errors.New("no suitable rocm found, falling back to CPU")
+}
+
+func AMDDriverVersion() (driverMajor, driverMinor int, err error) {
+	_, err = os.Stat(DriverVersionFile)
+	if err != nil {
+		return 0, 0, fmt.Errorf("amdgpu version file missing: %s %w", DriverVersionFile, err)
+	}
+	fp, err := os.Open(DriverVersionFile)
+	if err != nil {
+		return 0, 0, err
+	}
+	defer fp.Close()
+	verString, err := io.ReadAll(fp)
+	if err != nil {
+		return 0, 0, err
+	}
+
+	pattern := `\A(\d+)\.(\d+).*`
+	regex := regexp.MustCompile(pattern)
+	match := regex.FindStringSubmatch(string(verString))
+	if len(match) < 2 {
+		return 0, 0, fmt.Errorf("malformed version string %s", string(verString))
+	}
+	driverMajor, err = strconv.Atoi(match[1])
+	if err != nil {
+		return 0, 0, err
+	}
+	driverMinor, err = strconv.Atoi(match[2])
+	if err != nil {
+		return 0, 0, err
+	}
+	return driverMajor, driverMinor, nil
+}
+
+func (gpus RocmGPUInfoList) RefreshFreeMemory() error {
+	if len(gpus) == 0 {
+		return nil
+	}
+	for i := range gpus {
+		usedMemory, err := getFreeMemory(gpus[i].usedFilepath)
+		if err != nil {
+			return err
+		}
+		slog.Debug("updating rocm free memory", "gpu", gpus[i].ID, "name", gpus[i].Name, "before", format.HumanBytes2(gpus[i].FreeMemory), "now", format.HumanBytes2(gpus[i].TotalMemory-usedMemory))
+		gpus[i].FreeMemory = gpus[i].TotalMemory - usedMemory
+	}
+	return nil
+}
+
+func getFreeMemory(usedFile string) (uint64, error) {
+	buf, err := os.ReadFile(usedFile)
+	if err != nil {
+		return 0, fmt.Errorf("failed to read sysfs node %s %w", usedFile, err)
+	}
+	usedMemory, err := strconv.ParseUint(strings.TrimSpace(string(buf)), 10, 64)
+	if err != nil {
+		slog.Debug("failed to parse sysfs node", "file", usedFile, "error", err)
+		return 0, fmt.Errorf("failed to parse sysfs node %s %w", usedFile, err)
+	}
+	return usedMemory, nil
+}
+
+func verifyKFDDriverAccess() error {
+	// Verify we have permissions - either running as root, or we have group access to the driver
+	fd, err := os.OpenFile("/dev/kfd", os.O_RDWR, 0o666)
+	if err != nil {
+		if errors.Is(err, fs.ErrPermission) {
+			return fmt.Errorf("permissions not set up properly.  Either run ollama as root, or add you user account to the render group. %w", err)
+		} else if errors.Is(err, fs.ErrNotExist) {
+			// Container runtime failure?
+			return fmt.Errorf("kfd driver not loaded.  If running in a container, remember to include '--device /dev/kfd --device /dev/dri'")
+		}
+		return fmt.Errorf("failed to check permission on /dev/kfd: %w", err)
+	}
+	fd.Close()
+	return nil
+}
+
+func rocmGetVisibleDevicesEnv(gpuInfo []GpuInfo) (string, string) {
+	ids := []string{}
+	for _, info := range gpuInfo {
+		if info.Library != "rocm" {
+			// TODO shouldn't happen if things are wired correctly...
+			slog.Debug("rocmGetVisibleDevicesEnv skipping over non-rocm device", "library", info.Library)
+			continue
+		}
+		ids = append(ids, info.ID)
+	}
+	// There are 3 potential env vars to use to select GPUs.
+	// ROCR_VISIBLE_DEVICES supports UUID or numeric so is our preferred on linux
+	// GPU_DEVICE_ORDINAL supports numeric IDs only
+	// HIP_VISIBLE_DEVICES supports numeric IDs only
+	return "ROCR_VISIBLE_DEVICES", strings.Join(ids, ",")
+}
diff --git a/discover/amd_windows.go b/discover/amd_windows.go
new file mode 100644
index 0000000..0659d12
--- /dev/null
+++ b/discover/amd_windows.go
@@ -0,0 +1,218 @@
+package discover
+
+import (
+	"bytes"
+	"errors"
+	"fmt"
+	"log/slog"
+	"path/filepath"
+	"slices"
+	"strconv"
+	"strings"
+
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/format"
+)
+
+const (
+
+	// TODO  We're lookinng for this exact name to detect iGPUs since hipGetDeviceProperties never reports integrated==true
+	iGPUName = "AMD Radeon(TM) Graphics"
+)
+
+var (
+	// Used to validate if the given ROCm lib is usable
+	ROCmLibGlobs          = []string{"hipblas.dll", "rocblas"}                 // This is not sufficient to discern v5 vs v6
+	RocmStandardLocations = []string{"C:\\Program Files\\AMD\\ROCm\\6.1\\bin"} // TODO glob?
+)
+
+// Only called once during bootstrap
+func AMDGetGPUInfo() ([]RocmGPUInfo, error) {
+	resp := []RocmGPUInfo{}
+	hl, err := NewHipLib()
+	if err != nil {
+		slog.Debug(err.Error())
+		return nil, err
+	}
+	defer hl.Release()
+
+	driverMajor, driverMinor, err := hl.AMDDriverVersion()
+	if err != nil {
+		// For now this is benign, but we may eventually need to fail compatibility checks
+		slog.Debug("error looking up amd driver version", "error", err)
+	}
+
+	// Note: the HIP library automatically handles subsetting to any *_VISIBLE_DEVICES the user specified
+	count := hl.HipGetDeviceCount()
+	if count == 0 {
+		err := fmt.Errorf("no compatible amdgpu devices detected")
+		slog.Info(err.Error())
+		return nil, err
+	}
+
+	libDir, err := AMDValidateLibDir()
+	if err != nil {
+		err = fmt.Errorf("unable to verify rocm library: %w", err)
+		slog.Warn(err.Error())
+		return nil, err
+	}
+
+	var supported []string
+	gfxOverride := envconfig.HsaOverrideGfxVersion()
+	if gfxOverride == "" {
+		supported, err = GetSupportedGFX(libDir)
+		if err != nil {
+			err = fmt.Errorf("failed to lookup supported GFX types: %w", err)
+			slog.Warn(err.Error())
+			return nil, err
+		}
+	} else {
+		slog.Info("skipping rocm gfx compatibility check", "HSA_OVERRIDE_GFX_VERSION", gfxOverride)
+	}
+
+	slog.Debug("detected hip devices", "count", count)
+	// TODO how to determine the underlying device ID when visible devices is causing this to subset?
+	for i := range count {
+		err = hl.HipSetDevice(i)
+		if err != nil {
+			slog.Warn("set device", "id", i, "error", err)
+			continue
+		}
+
+		props, err := hl.HipGetDeviceProperties(i)
+		if err != nil {
+			slog.Warn("get properties", "id", i, "error", err)
+			continue
+		}
+		n := bytes.IndexByte(props.Name[:], 0)
+		name := string(props.Name[:n])
+		// TODO is UUID actually populated on windows?
+		// Can luid be used on windows for setting visible devices (and is it actually set?)
+		n = bytes.IndexByte(props.GcnArchName[:], 0)
+		gfx := string(props.GcnArchName[:n])
+		slog.Debug("hip device", "id", i, "name", name, "gfx", gfx)
+		// slog.Info(fmt.Sprintf("[%d] Integrated: %d", i, props.iGPU)) // DOESN'T REPORT CORRECTLY!  Always 0
+		// TODO  Why isn't props.iGPU accurate!?
+
+		freeMemory, totalMemory, err := hl.HipMemGetInfo()
+		if err != nil {
+			slog.Warn("get mem info", "id", i, "error", err)
+			continue
+		}
+
+		gpuInfo := RocmGPUInfo{
+			GpuInfo: GpuInfo{
+				Library: "rocm",
+				memInfo: memInfo{
+					TotalMemory: totalMemory,
+					FreeMemory:  freeMemory,
+				},
+				// Free memory reporting on Windows is not reliable until we bump to ROCm v6.2
+				UnreliableFreeMemory: true,
+
+				ID:             strconv.Itoa(i), // TODO this is probably wrong if we specify visible devices
+				DependencyPath: []string{libDir},
+				MinimumMemory:  rocmMinimumMemory,
+				Name:           name,
+				Compute:        gfx,
+				DriverMajor:    driverMajor,
+				DriverMinor:    driverMinor,
+			},
+			index: i,
+		}
+
+		// iGPU detection, remove this check once we can support an iGPU variant of the rocm library
+		if strings.EqualFold(name, iGPUName) || totalMemory < IGPUMemLimit {
+			reason := "unsupported Radeon iGPU detected skipping"
+			slog.Info(reason, "id", gpuInfo.ID, "total", format.HumanBytes2(totalMemory))
+			unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
+				GpuInfo: gpuInfo.GpuInfo,
+				Reason:  reason,
+			})
+			continue
+		}
+
+		// Strip off Target Features when comparing
+		if !slices.Contains[[]string, string](supported, strings.Split(gfx, ":")[0]) {
+			reason := fmt.Sprintf("amdgpu is not supported (supported types:%s)", supported)
+			slog.Warn(reason, "gpu_type", gfx, "gpu", gpuInfo.ID, "library", libDir)
+			unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
+				GpuInfo: gpuInfo.GpuInfo,
+				Reason:  reason,
+			})
+			// HSA_OVERRIDE_GFX_VERSION not supported on windows
+			continue
+		} else {
+			slog.Debug("amdgpu is supported", "gpu", i, "gpu_type", gfx)
+		}
+
+		slog.Debug("amdgpu memory", "gpu", i, "total", format.HumanBytes2(totalMemory))
+		slog.Debug("amdgpu memory", "gpu", i, "available", format.HumanBytes2(freeMemory))
+
+		resp = append(resp, gpuInfo)
+	}
+
+	return resp, nil
+}
+
+func AMDValidateLibDir() (string, error) {
+	libDir, err := commonAMDValidateLibDir()
+	if err == nil {
+		return libDir, nil
+	}
+
+	// Installer payload (if we're running from some other location)
+	rocmTargetDir := filepath.Join(LibOllamaPath, "rocm")
+	if rocmLibUsable(rocmTargetDir) {
+		slog.Debug("detected ollama installed ROCm at " + rocmTargetDir)
+		return rocmTargetDir, nil
+	}
+
+	// Should not happen on windows since we include it in the installer, but stand-alone binary might hit this
+	slog.Warn("amdgpu detected, but no compatible rocm library found.  Please install ROCm")
+	return "", errors.New("no suitable rocm found, falling back to CPU")
+}
+
+func (gpus RocmGPUInfoList) RefreshFreeMemory() error {
+	if len(gpus) == 0 {
+		return nil
+	}
+	hl, err := NewHipLib()
+	if err != nil {
+		slog.Debug(err.Error())
+		return err
+	}
+	defer hl.Release()
+
+	for i := range gpus {
+		err := hl.HipSetDevice(gpus[i].index)
+		if err != nil {
+			return err
+		}
+		freeMemory, _, err := hl.HipMemGetInfo()
+		if err != nil {
+			slog.Warn("get mem info", "id", i, "error", err)
+			continue
+		}
+		slog.Debug("updating rocm free memory", "gpu", gpus[i].ID, "name", gpus[i].Name, "before", format.HumanBytes2(gpus[i].FreeMemory), "now", format.HumanBytes2(freeMemory))
+		gpus[i].FreeMemory = freeMemory
+	}
+	return nil
+}
+
+func rocmGetVisibleDevicesEnv(gpuInfo []GpuInfo) (string, string) {
+	ids := []string{}
+	for _, info := range gpuInfo {
+		if info.Library != "rocm" {
+			// TODO shouldn't happen if things are wired correctly...
+			slog.Debug("rocmGetVisibleDevicesEnv skipping over non-rocm device", "library", info.Library)
+			continue
+		}
+		ids = append(ids, info.ID)
+	}
+	// There are 3 potential env vars to use to select GPUs.
+	// ROCR_VISIBLE_DEVICES supports UUID or numeric but does not work on Windows
+	// HIP_VISIBLE_DEVICES supports numeric IDs only
+	// GPU_DEVICE_ORDINAL supports numeric IDs only
+	return "HIP_VISIBLE_DEVICES", strings.Join(ids, ",")
+}
diff --git a/discover/cpu_common.go b/discover/cpu_common.go
new file mode 100644
index 0000000..2b9f729
--- /dev/null
+++ b/discover/cpu_common.go
@@ -0,0 +1,24 @@
+package discover
+
+import (
+	"os"
+	"path/filepath"
+	"runtime"
+	"strings"
+)
+
+func IsNUMA() bool {
+	if runtime.GOOS != "linux" {
+		// numa support in llama.cpp is linux only
+		return false
+	}
+	ids := map[string]any{}
+	packageIds, _ := filepath.Glob("/sys/devices/system/cpu/cpu*/topology/physical_package_id")
+	for _, packageId := range packageIds {
+		id, err := os.ReadFile(packageId)
+		if err == nil {
+			ids[strings.TrimSpace(string(id))] = struct{}{}
+		}
+	}
+	return len(ids) > 1
+}
diff --git a/discover/cuda_common.go b/discover/cuda_common.go
new file mode 100644
index 0000000..0482952
--- /dev/null
+++ b/discover/cuda_common.go
@@ -0,0 +1,65 @@
+//go:build linux || windows
+
+package discover
+
+import (
+	"log/slog"
+	"os"
+	"regexp"
+	"runtime"
+	"strconv"
+	"strings"
+)
+
+// Jetson devices have JETSON_JETPACK="x.y.z" factory set to the Jetpack version installed.
+// Included to drive logic for reducing Ollama-allocated overhead on L4T/Jetson devices.
+var CudaTegra string = os.Getenv("JETSON_JETPACK")
+
+func cudaGetVisibleDevicesEnv(gpuInfo []GpuInfo) (string, string) {
+	ids := []string{}
+	for _, info := range gpuInfo {
+		if info.Library != "cuda" {
+			// TODO shouldn't happen if things are wired correctly...
+			slog.Debug("cudaGetVisibleDevicesEnv skipping over non-cuda device", "library", info.Library)
+			continue
+		}
+		ids = append(ids, info.ID)
+	}
+	return "CUDA_VISIBLE_DEVICES", strings.Join(ids, ",")
+}
+
+func cudaVariant(gpuInfo CudaGPUInfo) string {
+	if runtime.GOARCH == "arm64" && runtime.GOOS == "linux" {
+		if CudaTegra != "" {
+			ver := strings.Split(CudaTegra, ".")
+			if len(ver) > 0 {
+				return "jetpack" + ver[0]
+			}
+		} else if data, err := os.ReadFile("/etc/nv_tegra_release"); err == nil {
+			r := regexp.MustCompile(` R(\d+) `)
+			m := r.FindSubmatch(data)
+			if len(m) != 2 {
+				slog.Info("Unexpected format for /etc/nv_tegra_release.  Set JETSON_JETPACK to select version")
+			} else {
+				if l4t, err := strconv.Atoi(string(m[1])); err == nil {
+					// Note: mapping from L4t -> JP is inconsistent (can't just subtract 30)
+					// https://developer.nvidia.com/embedded/jetpack-archive
+					switch l4t {
+					case 35:
+						return "jetpack5"
+					case 36:
+						return "jetpack6"
+					default:
+						slog.Info("unsupported L4T version", "nv_tegra_release", string(data))
+					}
+				}
+			}
+		}
+	}
+
+	// driver 12.0 has problems with the cuda v12 library, so run v11 on those older drivers
+	if gpuInfo.DriverMajor < 12 || (gpuInfo.DriverMajor == 12 && gpuInfo.DriverMinor == 0) {
+		return "v11"
+	}
+	return "v12"
+}
diff --git a/discover/gpu.go b/discover/gpu.go
new file mode 100644
index 0000000..15bad44
--- /dev/null
+++ b/discover/gpu.go
@@ -0,0 +1,718 @@
+//go:build linux || windows
+
+package discover
+
+/*
+#cgo linux LDFLAGS: -lrt -lpthread -ldl -lstdc++ -lm
+#cgo windows LDFLAGS: -lpthread
+
+#include "gpu_info.h"
+*/
+import "C"
+
+import (
+	"fmt"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strconv"
+	"strings"
+	"sync"
+	"unsafe"
+
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/format"
+)
+
+type cudaHandles struct {
+	deviceCount int
+	cudart      *C.cudart_handle_t
+	nvcuda      *C.nvcuda_handle_t
+	nvml        *C.nvml_handle_t
+}
+
+type oneapiHandles struct {
+	oneapi      *C.oneapi_handle_t
+	deviceCount int
+}
+
+const (
+	cudaMinimumMemory = 457 * format.MebiByte
+	rocmMinimumMemory = 457 * format.MebiByte
+	// TODO OneAPI minimum memory
+)
+
+var (
+	gpuMutex      sync.Mutex
+	bootstrapped  bool
+	cpus          []CPUInfo
+	cudaGPUs      []CudaGPUInfo
+	nvcudaLibPath string
+	cudartLibPath string
+	oneapiLibPath string
+	nvmlLibPath   string
+	rocmGPUs      []RocmGPUInfo
+	oneapiGPUs    []OneapiGPUInfo
+
+	// If any discovered GPUs are incompatible, report why
+	unsupportedGPUs []UnsupportedGPUInfo
+
+	// Keep track of errors during bootstrapping so that if GPUs are missing
+	// they expected to be present this may explain why
+	bootstrapErrors []error
+)
+
+// With our current CUDA compile flags, older than 5.0 will not work properly
+// (string values used to allow ldflags overrides at build time)
+var (
+	CudaComputeMajorMin = "5"
+	CudaComputeMinorMin = "0"
+)
+
+var RocmComputeMajorMin = "9"
+
+// TODO find a better way to detect iGPU instead of minimum memory
+const IGPUMemLimit = 1 * format.GibiByte // 512G is what they typically report, so anything less than 1G must be iGPU
+
+// Note: gpuMutex must already be held
+func initCudaHandles() *cudaHandles {
+	// TODO - if the ollama build is CPU only, don't do these checks as they're irrelevant and confusing
+
+	cHandles := &cudaHandles{}
+	// Short Circuit if we already know which library to use
+	// ignore bootstrap errors in this case since we already recorded them
+	if nvmlLibPath != "" {
+		cHandles.nvml, _, _ = loadNVMLMgmt([]string{nvmlLibPath})
+		return cHandles
+	}
+	if nvcudaLibPath != "" {
+		cHandles.deviceCount, cHandles.nvcuda, _, _ = loadNVCUDAMgmt([]string{nvcudaLibPath})
+		return cHandles
+	}
+	if cudartLibPath != "" {
+		cHandles.deviceCount, cHandles.cudart, _, _ = loadCUDARTMgmt([]string{cudartLibPath})
+		return cHandles
+	}
+
+	slog.Debug("searching for GPU discovery libraries for NVIDIA")
+	var cudartMgmtPatterns []string
+
+	// Aligned with driver, we can't carry as payloads
+	nvcudaMgmtPatterns := NvcudaGlobs
+	cudartMgmtPatterns = append(cudartMgmtPatterns, filepath.Join(LibOllamaPath, "cuda_v*", CudartMgmtName))
+	cudartMgmtPatterns = append(cudartMgmtPatterns, CudartGlobs...)
+
+	if len(NvmlGlobs) > 0 {
+		nvmlLibPaths := FindGPULibs(NvmlMgmtName, NvmlGlobs)
+		if len(nvmlLibPaths) > 0 {
+			nvml, libPath, err := loadNVMLMgmt(nvmlLibPaths)
+			if nvml != nil {
+				slog.Debug("nvidia-ml loaded", "library", libPath)
+				cHandles.nvml = nvml
+				nvmlLibPath = libPath
+			}
+			if err != nil {
+				bootstrapErrors = append(bootstrapErrors, err)
+			}
+		}
+	}
+
+	nvcudaLibPaths := FindGPULibs(NvcudaMgmtName, nvcudaMgmtPatterns)
+	if len(nvcudaLibPaths) > 0 {
+		deviceCount, nvcuda, libPath, err := loadNVCUDAMgmt(nvcudaLibPaths)
+		if nvcuda != nil {
+			slog.Debug("detected GPUs", "count", deviceCount, "library", libPath)
+			cHandles.nvcuda = nvcuda
+			cHandles.deviceCount = deviceCount
+			nvcudaLibPath = libPath
+			return cHandles
+		}
+		if err != nil {
+			bootstrapErrors = append(bootstrapErrors, err)
+		}
+	}
+
+	cudartLibPaths := FindGPULibs(CudartMgmtName, cudartMgmtPatterns)
+	if len(cudartLibPaths) > 0 {
+		deviceCount, cudart, libPath, err := loadCUDARTMgmt(cudartLibPaths)
+		if cudart != nil {
+			slog.Debug("detected GPUs", "library", libPath, "count", deviceCount)
+			cHandles.cudart = cudart
+			cHandles.deviceCount = deviceCount
+			cudartLibPath = libPath
+			return cHandles
+		}
+		if err != nil {
+			bootstrapErrors = append(bootstrapErrors, err)
+		}
+	}
+
+	return cHandles
+}
+
+// Note: gpuMutex must already be held
+func initOneAPIHandles() *oneapiHandles {
+	oHandles := &oneapiHandles{}
+
+	// Short Circuit if we already know which library to use
+	// ignore bootstrap errors in this case since we already recorded them
+	if oneapiLibPath != "" {
+		oHandles.deviceCount, oHandles.oneapi, _, _ = loadOneapiMgmt([]string{oneapiLibPath})
+		return oHandles
+	}
+
+	oneapiLibPaths := FindGPULibs(OneapiMgmtName, OneapiGlobs)
+	if len(oneapiLibPaths) > 0 {
+		var err error
+		oHandles.deviceCount, oHandles.oneapi, oneapiLibPath, err = loadOneapiMgmt(oneapiLibPaths)
+		if err != nil {
+			bootstrapErrors = append(bootstrapErrors, err)
+		}
+	}
+
+	return oHandles
+}
+
+func GetCPUInfo() GpuInfoList {
+	gpuMutex.Lock()
+	if !bootstrapped {
+		gpuMutex.Unlock()
+		GetGPUInfo()
+	} else {
+		gpuMutex.Unlock()
+	}
+	return GpuInfoList{cpus[0].GpuInfo}
+}
+
+func GetGPUInfo() GpuInfoList {
+	// TODO - consider exploring lspci (and equivalent on windows) to check for
+	// GPUs so we can report warnings if we see Nvidia/AMD but fail to load the libraries
+	gpuMutex.Lock()
+	defer gpuMutex.Unlock()
+	needRefresh := true
+	var cHandles *cudaHandles
+	var oHandles *oneapiHandles
+	defer func() {
+		if cHandles != nil {
+			if cHandles.cudart != nil {
+				C.cudart_release(*cHandles.cudart)
+			}
+			if cHandles.nvcuda != nil {
+				C.nvcuda_release(*cHandles.nvcuda)
+			}
+			if cHandles.nvml != nil {
+				C.nvml_release(*cHandles.nvml)
+			}
+		}
+		if oHandles != nil {
+			if oHandles.oneapi != nil {
+				// TODO - is this needed?
+				C.oneapi_release(*oHandles.oneapi)
+			}
+		}
+	}()
+
+	if !bootstrapped {
+		slog.Info("looking for compatible GPUs")
+		cudaComputeMajorMin, err := strconv.Atoi(CudaComputeMajorMin)
+		if err != nil {
+			slog.Error("invalid CudaComputeMajorMin setting", "value", CudaComputeMajorMin, "error", err)
+		}
+		cudaComputeMinorMin, err := strconv.Atoi(CudaComputeMinorMin)
+		if err != nil {
+			slog.Error("invalid CudaComputeMinorMin setting", "value", CudaComputeMinorMin, "error", err)
+		}
+		bootstrapErrors = []error{}
+		needRefresh = false
+		var memInfo C.mem_info_t
+
+		mem, err := GetCPUMem()
+		if err != nil {
+			slog.Warn("error looking up system memory", "error", err)
+		}
+
+		details, err := GetCPUDetails()
+		if err != nil {
+			slog.Warn("failed to lookup CPU details", "error", err)
+		}
+		cpus = []CPUInfo{
+			{
+				GpuInfo: GpuInfo{
+					memInfo: mem,
+					Library: "cpu",
+					ID:      "0",
+				},
+				CPUs: details,
+			},
+		}
+
+		// Load ALL libraries
+		cHandles = initCudaHandles()
+
+		// NVIDIA
+		for i := range cHandles.deviceCount {
+			if cHandles.cudart != nil || cHandles.nvcuda != nil {
+				gpuInfo := CudaGPUInfo{
+					GpuInfo: GpuInfo{
+						Library: "cuda",
+					},
+					index: i,
+				}
+				var driverMajor int
+				var driverMinor int
+				if cHandles.cudart != nil {
+					C.cudart_bootstrap(*cHandles.cudart, C.int(i), &memInfo)
+				} else {
+					C.nvcuda_bootstrap(*cHandles.nvcuda, C.int(i), &memInfo)
+					driverMajor = int(cHandles.nvcuda.driver_major)
+					driverMinor = int(cHandles.nvcuda.driver_minor)
+				}
+				if memInfo.err != nil {
+					slog.Info("error looking up nvidia GPU memory", "error", C.GoString(memInfo.err))
+					C.free(unsafe.Pointer(memInfo.err))
+					continue
+				}
+				gpuInfo.TotalMemory = uint64(memInfo.total)
+				gpuInfo.FreeMemory = uint64(memInfo.free)
+				gpuInfo.ID = C.GoString(&memInfo.gpu_id[0])
+				gpuInfo.Compute = fmt.Sprintf("%d.%d", memInfo.major, memInfo.minor)
+				gpuInfo.computeMajor = int(memInfo.major)
+				gpuInfo.computeMinor = int(memInfo.minor)
+				gpuInfo.MinimumMemory = cudaMinimumMemory
+				gpuInfo.DriverMajor = driverMajor
+				gpuInfo.DriverMinor = driverMinor
+				variant := cudaVariant(gpuInfo)
+
+				// Start with our bundled libraries
+				if variant != "" {
+					variantPath := filepath.Join(LibOllamaPath, "cuda_"+variant)
+					if _, err := os.Stat(variantPath); err == nil {
+						// Put the variant directory first in the search path to avoid runtime linking to the wrong library
+						gpuInfo.DependencyPath = append([]string{variantPath}, gpuInfo.DependencyPath...)
+					}
+				}
+				gpuInfo.Name = C.GoString(&memInfo.gpu_name[0])
+				gpuInfo.Variant = variant
+
+				if int(memInfo.major) < cudaComputeMajorMin || (int(memInfo.major) == cudaComputeMajorMin && int(memInfo.minor) < cudaComputeMinorMin) {
+					unsupportedGPUs = append(unsupportedGPUs,
+						UnsupportedGPUInfo{
+							GpuInfo: gpuInfo.GpuInfo,
+						})
+					slog.Info(fmt.Sprintf("[%d] CUDA GPU is too old. Compute Capability detected: %d.%d", i, memInfo.major, memInfo.minor))
+					continue
+				}
+
+				// query the management library as well so we can record any skew between the two
+				// which represents overhead on the GPU we must set aside on subsequent updates
+				if cHandles.nvml != nil {
+					uuid := C.CString(gpuInfo.ID)
+					defer C.free(unsafe.Pointer(uuid))
+					C.nvml_get_free(*cHandles.nvml, uuid, &memInfo.free, &memInfo.total, &memInfo.used)
+					if memInfo.err != nil {
+						slog.Warn("error looking up nvidia GPU memory", "error", C.GoString(memInfo.err))
+						C.free(unsafe.Pointer(memInfo.err))
+					} else {
+						if memInfo.free != 0 && uint64(memInfo.free) > gpuInfo.FreeMemory {
+							gpuInfo.OSOverhead = uint64(memInfo.free) - gpuInfo.FreeMemory
+							slog.Info("detected OS VRAM overhead",
+								"id", gpuInfo.ID,
+								"library", gpuInfo.Library,
+								"compute", gpuInfo.Compute,
+								"driver", fmt.Sprintf("%d.%d", gpuInfo.DriverMajor, gpuInfo.DriverMinor),
+								"name", gpuInfo.Name,
+								"overhead", format.HumanBytes2(gpuInfo.OSOverhead),
+							)
+						}
+					}
+				}
+
+				// TODO potentially sort on our own algorithm instead of what the underlying GPU library does...
+				cudaGPUs = append(cudaGPUs, gpuInfo)
+			}
+		}
+
+		// Intel
+		if envconfig.IntelGPU() {
+			oHandles = initOneAPIHandles()
+			if oHandles != nil && oHandles.oneapi != nil {
+				for d := range oHandles.oneapi.num_drivers {
+					if oHandles.oneapi == nil {
+						// shouldn't happen
+						slog.Warn("nil oneapi handle with driver count", "count", int(oHandles.oneapi.num_drivers))
+						continue
+					}
+					devCount := C.oneapi_get_device_count(*oHandles.oneapi, C.int(d))
+					for i := range devCount {
+						gpuInfo := OneapiGPUInfo{
+							GpuInfo: GpuInfo{
+								Library: "oneapi",
+							},
+							driverIndex: int(d),
+							gpuIndex:    int(i),
+						}
+						// TODO - split bootstrapping from updating free memory
+						C.oneapi_check_vram(*oHandles.oneapi, C.int(d), i, &memInfo)
+						// TODO - convert this to MinimumMemory based on testing...
+						var totalFreeMem float64 = float64(memInfo.free) * 0.95 // work-around: leave some reserve vram for mkl lib used in ggml-sycl backend.
+						memInfo.free = C.uint64_t(totalFreeMem)
+						gpuInfo.TotalMemory = uint64(memInfo.total)
+						gpuInfo.FreeMemory = uint64(memInfo.free)
+						gpuInfo.ID = C.GoString(&memInfo.gpu_id[0])
+						gpuInfo.Name = C.GoString(&memInfo.gpu_name[0])
+						gpuInfo.DependencyPath = []string{LibOllamaPath}
+						oneapiGPUs = append(oneapiGPUs, gpuInfo)
+					}
+				}
+			}
+		}
+
+		rocmGPUs, err = AMDGetGPUInfo()
+		if err != nil {
+			bootstrapErrors = append(bootstrapErrors, err)
+		}
+		bootstrapped = true
+		if len(cudaGPUs) == 0 && len(rocmGPUs) == 0 && len(oneapiGPUs) == 0 {
+			slog.Info("no compatible GPUs were discovered")
+		}
+
+		// TODO verify we have runners for the discovered GPUs, filter out any that aren't supported with good error messages
+	}
+
+	// For detected GPUs, load library if not loaded
+
+	// Refresh free memory usage
+	if needRefresh {
+		mem, err := GetCPUMem()
+		if err != nil {
+			slog.Warn("error looking up system memory", "error", err)
+		} else {
+			slog.Debug("updating system memory data",
+				slog.Group(
+					"before",
+					"total", format.HumanBytes2(cpus[0].TotalMemory),
+					"free", format.HumanBytes2(cpus[0].FreeMemory),
+					"free_swap", format.HumanBytes2(cpus[0].FreeSwap),
+				),
+				slog.Group(
+					"now",
+					"total", format.HumanBytes2(mem.TotalMemory),
+					"free", format.HumanBytes2(mem.FreeMemory),
+					"free_swap", format.HumanBytes2(mem.FreeSwap),
+				),
+			)
+			cpus[0].FreeMemory = mem.FreeMemory
+			cpus[0].FreeSwap = mem.FreeSwap
+		}
+
+		var memInfo C.mem_info_t
+		if cHandles == nil && len(cudaGPUs) > 0 {
+			cHandles = initCudaHandles()
+		}
+		for i, gpu := range cudaGPUs {
+			if cHandles.nvml != nil {
+				uuid := C.CString(gpu.ID)
+				defer C.free(unsafe.Pointer(uuid))
+				C.nvml_get_free(*cHandles.nvml, uuid, &memInfo.free, &memInfo.total, &memInfo.used)
+			} else if cHandles.cudart != nil {
+				C.cudart_bootstrap(*cHandles.cudart, C.int(gpu.index), &memInfo)
+			} else if cHandles.nvcuda != nil {
+				C.nvcuda_get_free(*cHandles.nvcuda, C.int(gpu.index), &memInfo.free, &memInfo.total)
+				memInfo.used = memInfo.total - memInfo.free
+			} else {
+				// shouldn't happen
+				slog.Warn("no valid cuda library loaded to refresh vram usage")
+				break
+			}
+			if memInfo.err != nil {
+				slog.Warn("error looking up nvidia GPU memory", "error", C.GoString(memInfo.err))
+				C.free(unsafe.Pointer(memInfo.err))
+				continue
+			}
+			if memInfo.free == 0 {
+				slog.Warn("error looking up nvidia GPU memory")
+				continue
+			}
+			if cHandles.nvml != nil && gpu.OSOverhead > 0 {
+				// When using the management library update based on recorded overhead
+				memInfo.free -= C.uint64_t(gpu.OSOverhead)
+			}
+			slog.Debug("updating cuda memory data",
+				"gpu", gpu.ID,
+				"name", gpu.Name,
+				"overhead", format.HumanBytes2(gpu.OSOverhead),
+				slog.Group(
+					"before",
+					"total", format.HumanBytes2(gpu.TotalMemory),
+					"free", format.HumanBytes2(gpu.FreeMemory),
+				),
+				slog.Group(
+					"now",
+					"total", format.HumanBytes2(uint64(memInfo.total)),
+					"free", format.HumanBytes2(uint64(memInfo.free)),
+					"used", format.HumanBytes2(uint64(memInfo.used)),
+				),
+			)
+			cudaGPUs[i].FreeMemory = uint64(memInfo.free)
+		}
+
+		if oHandles == nil && len(oneapiGPUs) > 0 {
+			oHandles = initOneAPIHandles()
+		}
+		for i, gpu := range oneapiGPUs {
+			if oHandles.oneapi == nil {
+				// shouldn't happen
+				slog.Warn("nil oneapi handle with device count", "count", oHandles.deviceCount)
+				continue
+			}
+			C.oneapi_check_vram(*oHandles.oneapi, C.int(gpu.driverIndex), C.int(gpu.gpuIndex), &memInfo)
+			// TODO - convert this to MinimumMemory based on testing...
+			var totalFreeMem float64 = float64(memInfo.free) * 0.95 // work-around: leave some reserve vram for mkl lib used in ggml-sycl backend.
+			memInfo.free = C.uint64_t(totalFreeMem)
+			oneapiGPUs[i].FreeMemory = uint64(memInfo.free)
+		}
+
+		err = RocmGPUInfoList(rocmGPUs).RefreshFreeMemory()
+		if err != nil {
+			slog.Debug("problem refreshing ROCm free memory", "error", err)
+		}
+	}
+
+	resp := []GpuInfo{}
+	for _, gpu := range cudaGPUs {
+		resp = append(resp, gpu.GpuInfo)
+	}
+	for _, gpu := range rocmGPUs {
+		resp = append(resp, gpu.GpuInfo)
+	}
+	for _, gpu := range oneapiGPUs {
+		resp = append(resp, gpu.GpuInfo)
+	}
+	if len(resp) == 0 {
+		resp = append(resp, cpus[0].GpuInfo)
+	}
+	return resp
+}
+
+func FindGPULibs(baseLibName string, defaultPatterns []string) []string {
+	// Multiple GPU libraries may exist, and some may not work, so keep trying until we exhaust them
+	gpuLibPaths := []string{}
+	slog.Debug("Searching for GPU library", "name", baseLibName)
+
+	// search our bundled libraries first
+	patterns := []string{filepath.Join(LibOllamaPath, baseLibName)}
+
+	var ldPaths []string
+	switch runtime.GOOS {
+	case "windows":
+		ldPaths = strings.Split(os.Getenv("PATH"), string(os.PathListSeparator))
+	case "linux":
+		ldPaths = strings.Split(os.Getenv("LD_LIBRARY_PATH"), string(os.PathListSeparator))
+	}
+
+	// then search the system's LD_LIBRARY_PATH
+	for _, p := range ldPaths {
+		p, err := filepath.Abs(p)
+		if err != nil {
+			continue
+		}
+		patterns = append(patterns, filepath.Join(p, baseLibName))
+	}
+
+	// finally, search the default patterns provided by the caller
+	patterns = append(patterns, defaultPatterns...)
+	slog.Debug("gpu library search", "globs", patterns)
+	for _, pattern := range patterns {
+		// Nvidia PhysX known to return bogus results
+		if strings.Contains(pattern, "PhysX") {
+			slog.Debug("skipping PhysX cuda library path", "path", pattern)
+			continue
+		}
+		// Ignore glob discovery errors
+		matches, _ := filepath.Glob(pattern)
+		for _, match := range matches {
+			// Resolve any links so we don't try the same lib multiple times
+			// and weed out any dups across globs
+			libPath := match
+			tmp := match
+			var err error
+			for ; err == nil; tmp, err = os.Readlink(libPath) {
+				if !filepath.IsAbs(tmp) {
+					tmp = filepath.Join(filepath.Dir(libPath), tmp)
+				}
+				libPath = tmp
+			}
+			new := true
+			for _, cmp := range gpuLibPaths {
+				if cmp == libPath {
+					new = false
+					break
+				}
+			}
+			if new {
+				gpuLibPaths = append(gpuLibPaths, libPath)
+			}
+		}
+	}
+	slog.Debug("discovered GPU libraries", "paths", gpuLibPaths)
+	return gpuLibPaths
+}
+
+// Bootstrap the runtime library
+// Returns: num devices, handle, libPath, error
+func loadCUDARTMgmt(cudartLibPaths []string) (int, *C.cudart_handle_t, string, error) {
+	var resp C.cudart_init_resp_t
+	resp.ch.verbose = getVerboseState()
+	var err error
+	for _, libPath := range cudartLibPaths {
+		lib := C.CString(libPath)
+		defer C.free(unsafe.Pointer(lib))
+		C.cudart_init(lib, &resp)
+		if resp.err != nil {
+			err = fmt.Errorf("Unable to load cudart library %s: %s", libPath, C.GoString(resp.err))
+			slog.Debug(err.Error())
+			C.free(unsafe.Pointer(resp.err))
+		} else {
+			err = nil
+			return int(resp.num_devices), &resp.ch, libPath, err
+		}
+	}
+	return 0, nil, "", err
+}
+
+// Bootstrap the driver library
+// Returns: num devices, handle, libPath, error
+func loadNVCUDAMgmt(nvcudaLibPaths []string) (int, *C.nvcuda_handle_t, string, error) {
+	var resp C.nvcuda_init_resp_t
+	resp.ch.verbose = getVerboseState()
+	var err error
+	for _, libPath := range nvcudaLibPaths {
+		lib := C.CString(libPath)
+		defer C.free(unsafe.Pointer(lib))
+		C.nvcuda_init(lib, &resp)
+		if resp.err != nil {
+			// Decide what log level based on the type of error message to help users understand why
+			switch resp.cudaErr {
+			case C.CUDA_ERROR_INSUFFICIENT_DRIVER, C.CUDA_ERROR_SYSTEM_DRIVER_MISMATCH:
+				err = fmt.Errorf("version mismatch between driver and cuda driver library - reboot or upgrade may be required: library %s", libPath)
+				slog.Warn(err.Error())
+			case C.CUDA_ERROR_NO_DEVICE:
+				err = fmt.Errorf("no nvidia devices detected by library %s", libPath)
+				slog.Info(err.Error())
+			case C.CUDA_ERROR_UNKNOWN:
+				err = fmt.Errorf("unknown error initializing cuda driver library %s: %s. see https://github.com/ollama/ollama/blob/main/docs/troubleshooting.md for more information", libPath, C.GoString(resp.err))
+				slog.Warn(err.Error())
+			default:
+				msg := C.GoString(resp.err)
+				if strings.Contains(msg, "wrong ELF class") {
+					slog.Debug("skipping 32bit library", "library", libPath)
+				} else {
+					err = fmt.Errorf("Unable to load cudart library %s: %s", libPath, C.GoString(resp.err))
+					slog.Info(err.Error())
+				}
+			}
+			C.free(unsafe.Pointer(resp.err))
+		} else {
+			err = nil
+			return int(resp.num_devices), &resp.ch, libPath, err
+		}
+	}
+	return 0, nil, "", err
+}
+
+// Bootstrap the management library
+// Returns: handle, libPath, error
+func loadNVMLMgmt(nvmlLibPaths []string) (*C.nvml_handle_t, string, error) {
+	var resp C.nvml_init_resp_t
+	resp.ch.verbose = getVerboseState()
+	var err error
+	for _, libPath := range nvmlLibPaths {
+		lib := C.CString(libPath)
+		defer C.free(unsafe.Pointer(lib))
+		C.nvml_init(lib, &resp)
+		if resp.err != nil {
+			err = fmt.Errorf("Unable to load NVML management library %s: %s", libPath, C.GoString(resp.err))
+			slog.Info(err.Error())
+			C.free(unsafe.Pointer(resp.err))
+		} else {
+			err = nil
+			return &resp.ch, libPath, err
+		}
+	}
+	return nil, "", err
+}
+
+// bootstrap the Intel GPU library
+// Returns: num devices, handle, libPath, error
+func loadOneapiMgmt(oneapiLibPaths []string) (int, *C.oneapi_handle_t, string, error) {
+	var resp C.oneapi_init_resp_t
+	num_devices := 0
+	resp.oh.verbose = getVerboseState()
+	var err error
+	for _, libPath := range oneapiLibPaths {
+		lib := C.CString(libPath)
+		defer C.free(unsafe.Pointer(lib))
+		C.oneapi_init(lib, &resp)
+		if resp.err != nil {
+			err = fmt.Errorf("Unable to load oneAPI management library %s: %s", libPath, C.GoString(resp.err))
+			slog.Debug(err.Error())
+			C.free(unsafe.Pointer(resp.err))
+		} else {
+			err = nil
+			for i := range resp.oh.num_drivers {
+				num_devices += int(C.oneapi_get_device_count(resp.oh, C.int(i)))
+			}
+			return num_devices, &resp.oh, libPath, err
+		}
+	}
+	return 0, nil, "", err
+}
+
+func getVerboseState() C.uint16_t {
+	if envconfig.LogLevel() < slog.LevelInfo {
+		return C.uint16_t(1)
+	}
+	return C.uint16_t(0)
+}
+
+// Given the list of GPUs this instantiation is targeted for,
+// figure out the visible devices environment variable
+//
+// If different libraries are detected, the first one is what we use
+func (l GpuInfoList) GetVisibleDevicesEnv() (string, string) {
+	if len(l) == 0 {
+		return "", ""
+	}
+	switch l[0].Library {
+	case "cuda":
+		return cudaGetVisibleDevicesEnv(l)
+	case "rocm":
+		return rocmGetVisibleDevicesEnv(l)
+	case "oneapi":
+		return oneapiGetVisibleDevicesEnv(l)
+	default:
+		slog.Debug("no filter required for library " + l[0].Library)
+		return "", ""
+	}
+}
+
+func GetSystemInfo() SystemInfo {
+	gpus := GetGPUInfo()
+	gpuMutex.Lock()
+	defer gpuMutex.Unlock()
+	discoveryErrors := []string{}
+	for _, err := range bootstrapErrors {
+		discoveryErrors = append(discoveryErrors, err.Error())
+	}
+	if len(gpus) == 1 && gpus[0].Library == "cpu" {
+		gpus = []GpuInfo{}
+	}
+
+	return SystemInfo{
+		System:          cpus[0],
+		GPUs:            gpus,
+		UnsupportedGPUs: unsupportedGPUs,
+		DiscoveryErrors: discoveryErrors,
+	}
+}
diff --git a/discover/gpu_darwin.go b/discover/gpu_darwin.go
new file mode 100644
index 0000000..dd5bf6e
--- /dev/null
+++ b/discover/gpu_darwin.go
@@ -0,0 +1,99 @@
+//go:build darwin
+
+package discover
+
+/*
+#cgo CFLAGS: -x objective-c
+#cgo LDFLAGS: -framework Foundation -framework CoreGraphics -framework Metal
+#include "gpu_info_darwin.h"
+*/
+import "C"
+
+import (
+	"log/slog"
+	"runtime"
+	"syscall"
+
+	"github.com/ollama/ollama/format"
+)
+
+const (
+	metalMinimumMemory = 512 * format.MebiByte
+)
+
+func GetGPUInfo() GpuInfoList {
+	mem, _ := GetCPUMem()
+	if runtime.GOARCH == "amd64" {
+		return []GpuInfo{
+			{
+				Library: "cpu",
+				memInfo: mem,
+			},
+		}
+	}
+	info := GpuInfo{
+		Library: "metal",
+		ID:      "0",
+	}
+	info.TotalMemory = uint64(C.getRecommendedMaxVRAM())
+
+	// TODO is there a way to gather actual allocated video memory? (currentAllocatedSize doesn't work)
+	info.FreeMemory = info.TotalMemory
+
+	info.MinimumMemory = metalMinimumMemory
+	return []GpuInfo{info}
+}
+
+func GetCPUInfo() GpuInfoList {
+	mem, _ := GetCPUMem()
+	return []GpuInfo{
+		{
+			Library: "cpu",
+			memInfo: mem,
+		},
+	}
+}
+
+func GetCPUMem() (memInfo, error) {
+	return memInfo{
+		TotalMemory: uint64(C.getPhysicalMemory()),
+		FreeMemory:  uint64(C.getFreeMemory()),
+		// FreeSwap omitted as Darwin uses dynamic paging
+	}, nil
+}
+
+func (l GpuInfoList) GetVisibleDevicesEnv() (string, string) {
+	// No-op on darwin
+	return "", ""
+}
+
+func GetSystemInfo() SystemInfo {
+	mem, _ := GetCPUMem()
+	query := "hw.perflevel0.physicalcpu"
+	perfCores, err := syscall.SysctlUint32(query)
+	if err != nil {
+		slog.Warn("failed to discover physical CPU details", "query", query, "error", err)
+	}
+	query = "hw.perflevel1.physicalcpu"
+	efficiencyCores, _ := syscall.SysctlUint32(query) // On x86 xeon this wont return data
+
+	// Determine thread count
+	query = "hw.logicalcpu"
+	logicalCores, _ := syscall.SysctlUint32(query)
+
+	return SystemInfo{
+		System: CPUInfo{
+			GpuInfo: GpuInfo{
+				memInfo: mem,
+			},
+			CPUs: []CPU{
+				{
+					CoreCount:           int(perfCores + efficiencyCores),
+					EfficiencyCoreCount: int(efficiencyCores),
+					ThreadCount:         int(logicalCores),
+				},
+			},
+		},
+		GPUs: GetGPUInfo(),
+	}
+}
diff --git a/discover/gpu_info.h b/discover/gpu_info.h
new file mode 100644
index 0000000..ee7ff4c
--- /dev/null
+++ b/discover/gpu_info.h
@@ -0,0 +1,72 @@
+#ifndef __APPLE__
+#ifndef __GPU_INFO_H__
+#define __GPU_INFO_H__
+#include <stdint.h>
+#include <stdio.h>
+#include <stdlib.h>
+
+#ifndef _WIN32
+#include <dlfcn.h>
+#define LOAD_LIBRARY(lib, flags) dlopen(lib, flags)
+#define LOAD_SYMBOL(handle, sym) dlsym(handle, sym)
+#define LOAD_ERR() strdup(dlerror())
+#define UNLOAD_LIBRARY(handle) dlclose(handle)
+#else
+#include <windows.h>
+#define LOAD_LIBRARY(lib, flags) LoadLibrary(lib)
+#define LOAD_SYMBOL(handle, sym) GetProcAddress(handle, sym)
+#define UNLOAD_LIBRARY(handle) FreeLibrary(handle)
+#define LOAD_ERR() ({\
+  LPSTR messageBuffer = NULL; \
+  size_t size = FormatMessageA(FORMAT_MESSAGE_ALLOCATE_BUFFER | FORMAT_MESSAGE_FROM_SYSTEM | FORMAT_MESSAGE_IGNORE_INSERTS, \
+                                 NULL, GetLastError(), MAKELANGID(LANG_NEUTRAL, SUBLANG_DEFAULT), (LPSTR)&messageBuffer, 0, NULL); \
+  char *resp = strdup(messageBuffer); \
+  LocalFree(messageBuffer); \
+  resp; \
+})
+
+#endif
+
+#ifndef LOG
+#define LOG(verbose, ...) \
+  do { \
+    if (verbose) { \
+      fprintf(stderr, __VA_ARGS__); \
+    } \
+  } while (0)
+#endif
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+#define GPU_ID_LEN 64
+#define GPU_NAME_LEN 96
+
+typedef struct mem_info {
+  char *err;  // If non-nill, caller responsible for freeing
+  char gpu_id[GPU_ID_LEN];
+  char gpu_name[GPU_NAME_LEN];
+  uint64_t total;
+  uint64_t free;
+  uint64_t used;
+
+  // Compute Capability
+  int major; 
+  int minor;
+  int patch;
+} mem_info_t;
+
+void cpu_check_ram(mem_info_t *resp);
+
+#ifdef __cplusplus
+}
+#endif
+
+#include "gpu_info_cudart.h"
+#include "gpu_info_nvcuda.h"
+#include "gpu_info_nvml.h"
+#include "gpu_info_oneapi.h"
+
+#endif  // __GPU_INFO_H__
+#endif  // __APPLE__
diff --git a/discover/gpu_info_cudart.c b/discover/gpu_info_cudart.c
new file mode 100644
index 0000000..bc5115b
--- /dev/null
+++ b/discover/gpu_info_cudart.c
@@ -0,0 +1,184 @@
+#ifndef __APPLE__  // TODO - maybe consider nvidia support on intel macs?
+
+#include <string.h>
+#include <inttypes.h>
+#include "gpu_info_cudart.h"
+
+void cudart_init(char *cudart_lib_path, cudart_init_resp_t *resp) {
+  cudartReturn_t ret;
+  resp->err = NULL;
+  resp->num_devices = 0;
+  const int buflen = 256;
+  char buf[buflen + 1];
+  int i;
+
+  struct lookup {
+    char *s;
+    void **p;
+  } l[] = {
+      {"cudaSetDevice", (void *)&resp->ch.cudaSetDevice},
+      {"cudaDeviceSynchronize", (void *)&resp->ch.cudaDeviceSynchronize},
+      {"cudaDeviceReset", (void *)&resp->ch.cudaDeviceReset},
+      {"cudaMemGetInfo", (void *)&resp->ch.cudaMemGetInfo},
+      {"cudaGetDeviceCount", (void *)&resp->ch.cudaGetDeviceCount},
+      {"cudaDeviceGetAttribute", (void *)&resp->ch.cudaDeviceGetAttribute},
+      {"cudaDriverGetVersion", (void *)&resp->ch.cudaDriverGetVersion},
+      {"cudaGetDeviceProperties", (void *)&resp->ch.cudaGetDeviceProperties},
+      {NULL, NULL},
+  };
+
+  resp->ch.handle = LOAD_LIBRARY(cudart_lib_path, RTLD_LAZY);
+  if (!resp->ch.handle) {
+    char *msg = LOAD_ERR();
+    LOG(resp->ch.verbose, "library %s load err: %s\n", cudart_lib_path, msg);
+    snprintf(buf, buflen,
+            "Unable to load %s library to query for Nvidia GPUs: %s",
+            cudart_lib_path, msg);
+    free(msg);
+    resp->err = strdup(buf);
+    return;
+  }
+
+  for (i = 0; l[i].s != NULL; i++) {
+    *l[i].p = LOAD_SYMBOL(resp->ch.handle, l[i].s);
+    if (!*(l[i].p)) {
+      char *msg = LOAD_ERR();
+      LOG(resp->ch.verbose, "dlerr: %s\n", msg);
+      UNLOAD_LIBRARY(resp->ch.handle);
+      resp->ch.handle = NULL;
+      snprintf(buf, buflen, "symbol lookup for %s failed: %s", l[i].s,
+              msg);
+      free(msg);
+      resp->err = strdup(buf);
+      return;
+    }
+  }
+
+  ret = (*resp->ch.cudaSetDevice)(0);
+  if (ret != CUDART_SUCCESS) {
+    LOG(resp->ch.verbose, "cudaSetDevice err: %d\n", ret);
+    UNLOAD_LIBRARY(resp->ch.handle);
+    resp->ch.handle = NULL;
+    if (ret == CUDART_ERROR_INSUFFICIENT_DRIVER) {
+      resp->err = strdup("your nvidia driver is too old or missing.  If you have a CUDA GPU please upgrade to run ollama");
+      return;
+    }
+    snprintf(buf, buflen, "cudart init failure: %d", ret);
+    resp->err = strdup(buf);
+    return;
+  }
+
+  int version = 0;
+  cudartDriverVersion_t driverVersion;
+  driverVersion.major = 0;
+  driverVersion.minor = 0;
+
+  // Report driver version if we're in verbose mode, ignore errors
+  ret = (*resp->ch.cudaDriverGetVersion)(&version);
+  if (ret != CUDART_SUCCESS) {
+    LOG(resp->ch.verbose, "cudaDriverGetVersion failed: %d\n", ret);
+  } else {
+    driverVersion.major = version / 1000;
+    driverVersion.minor = (version - (driverVersion.major * 1000)) / 10;
+    LOG(resp->ch.verbose, "CUDA driver version: %d-%d\n", driverVersion.major, driverVersion.minor);
+  }
+
+  ret = (*resp->ch.cudaGetDeviceCount)(&resp->num_devices);
+  if (ret != CUDART_SUCCESS) {
+    LOG(resp->ch.verbose, "cudaGetDeviceCount err: %d\n", ret);
+    UNLOAD_LIBRARY(resp->ch.handle);
+    resp->ch.handle = NULL;
+    snprintf(buf, buflen, "unable to get device count: %d", ret);
+    resp->err = strdup(buf);
+    return;
+  }
+}
+
+
+void cudart_bootstrap(cudart_handle_t h, int i, mem_info_t *resp) {
+  resp->err = NULL;
+  cudartMemory_t memInfo = {0,0,0};
+  cudartReturn_t ret;
+  const int buflen = 256;
+  char buf[buflen + 1];
+
+  if (h.handle == NULL) {
+    resp->err = strdup("cudart handle isn't initialized");
+    return;
+  }
+
+  ret = (*h.cudaSetDevice)(i);
+  if (ret != CUDART_SUCCESS) {
+    snprintf(buf, buflen, "cudart device failed to initialize");
+    resp->err = strdup(buf);
+    return;
+  }
+
+  cudaDeviceProp_t props;
+  ret = (*h.cudaGetDeviceProperties)(&props, i);
+  if (ret != CUDART_SUCCESS) {
+    LOG(h.verbose, "[%d] device properties lookup failure: %d\n", i, ret);
+    snprintf(&resp->gpu_id[0], GPU_ID_LEN, "%d", i);
+    resp->major = 0;
+    resp->minor = 0;
+  } else {
+    int allNull = 1;
+    for (int j = 0; j < 16; j++) {
+      if (props.uuid.bytes[j] != 0) {
+        allNull = 0;
+        break;
+      }
+    }
+    if (allNull != 0) {
+      snprintf(&resp->gpu_id[0], GPU_ID_LEN, "%d", i);
+    } else {
+      // GPU-d110a105-ac29-1d54-7b49-9c90440f215b
+      snprintf(&resp->gpu_id[0], GPU_ID_LEN,
+          "GPU-%02x%02x%02x%02x-%02x%02x-%02x%02x-%02x%02x-%02x%02x%02x%02x%02x%02x",
+          props.uuid.bytes[0],
+          props.uuid.bytes[1],
+          props.uuid.bytes[2],
+          props.uuid.bytes[3],
+          props.uuid.bytes[4],
+          props.uuid.bytes[5],
+          props.uuid.bytes[6],
+          props.uuid.bytes[7],
+          props.uuid.bytes[8],
+          props.uuid.bytes[9],
+          props.uuid.bytes[10],
+          props.uuid.bytes[11],
+          props.uuid.bytes[12],
+          props.uuid.bytes[13],
+          props.uuid.bytes[14],
+          props.uuid.bytes[15]
+        );
+    }
+    resp->major = props.major;
+    resp->minor = props.minor;
+
+    // TODO add other useful properties from props
+  }
+  ret = (*h.cudaMemGetInfo)(&memInfo.free, &memInfo.total);
+  if (ret != CUDART_SUCCESS) {
+    snprintf(buf, buflen, "cudart device memory info lookup failure %d", ret);
+    resp->err = strdup(buf);
+    return;
+  }
+
+  resp->total = memInfo.total;
+  resp->free = memInfo.free;
+  resp->used = memInfo.used;
+
+  LOG(h.verbose, "[%s] CUDA totalMem %" PRId64 "\n", resp->gpu_id, resp->total);
+  LOG(h.verbose, "[%s] CUDA freeMem %" PRId64 "\n", resp->gpu_id, resp->free);
+  LOG(h.verbose, "[%s] CUDA usedMem %" PRId64 "\n", resp->gpu_id, resp->used);
+  LOG(h.verbose, "[%s] Compute Capability %d.%d\n", resp->gpu_id, resp->major, resp->minor);
+}
+
+void cudart_release(cudart_handle_t h) {
+  LOG(h.verbose, "releasing cudart library\n");
+  UNLOAD_LIBRARY(h.handle);
+  h.handle = NULL;
+}
+
+#endif  // __APPLE__
diff --git a/discover/gpu_info_cudart.h b/discover/gpu_info_cudart.h
new file mode 100644
index 0000000..ff0c0af
--- /dev/null
+++ b/discover/gpu_info_cudart.h
@@ -0,0 +1,148 @@
+#ifndef __APPLE__
+#ifndef __GPU_INFO_CUDART_H__
+#define __GPU_INFO_CUDART_H__
+#include "gpu_info.h"
+
+// Just enough typedef's to dlopen/dlsym for memory information
+typedef enum cudartReturn_enum {
+  CUDART_SUCCESS = 0,
+  CUDART_ERROR_INVALID_VALUE = 1,
+  CUDART_ERROR_MEMORY_ALLOCATION = 2,
+  CUDART_ERROR_INSUFFICIENT_DRIVER = 35,
+  // Other values omitted for now...
+} cudartReturn_t;
+
+typedef enum cudartDeviceAttr_enum {
+  cudartDevAttrComputeCapabilityMajor = 75,
+  cudartDevAttrComputeCapabilityMinor = 76,
+
+  // TODO - not yet wired up but may be useful for Jetson or other
+  // integrated GPU scenarios with shared memory
+  cudaDevAttrIntegrated = 18
+
+} cudartDeviceAttr_t;
+
+typedef void *cudartDevice_t;  // Opaque is sufficient
+typedef struct cudartMemory_st {
+  size_t total;
+  size_t free;
+  size_t used;
+} cudartMemory_t;
+
+typedef struct cudartDriverVersion {
+  int major;
+  int minor;
+} cudartDriverVersion_t;
+
+typedef struct cudaUUID {
+    unsigned char bytes[16];
+} cudaUUID_t;
+typedef struct cudaDeviceProp {
+    char         name[256];                  /**< ASCII string identifying device */
+    cudaUUID_t   uuid;                       /**< 16-byte unique identifier */
+    char         luid[8];                    /**< 8-byte locally unique identifier. Value is undefined on TCC and non-Windows platforms */
+    unsigned int luidDeviceNodeMask;         /**< LUID device node mask. Value is undefined on TCC and non-Windows platforms */
+    size_t       totalGlobalMem;             /**< Global memory available on device in bytes */
+    size_t       sharedMemPerBlock;          /**< Shared memory available per block in bytes */
+    int          regsPerBlock;               /**< 32-bit registers available per block */
+    int          warpSize;                   /**< Warp size in threads */
+    size_t       memPitch;                   /**< Maximum pitch in bytes allowed by memory copies */
+    int          maxThreadsPerBlock;         /**< Maximum number of threads per block */
+    int          maxThreadsDim[3];           /**< Maximum size of each dimension of a block */
+    int          maxGridSize[3];             /**< Maximum size of each dimension of a grid */
+    int          clockRate;                  /**< Clock frequency in kilohertz */
+    size_t       totalConstMem;              /**< Constant memory available on device in bytes */
+    int          major;                      /**< Major compute capability */
+    int          minor;                      /**< Minor compute capability */
+    size_t       textureAlignment;           /**< Alignment requirement for textures */
+    size_t       texturePitchAlignment;      /**< Pitch alignment requirement for texture references bound to pitched memory */
+    int          deviceOverlap;              /**< Device can concurrently copy memory and execute a kernel. Deprecated. Use instead asyncEngineCount. */
+    int          multiProcessorCount;        /**< Number of multiprocessors on device */
+    int          kernelExecTimeoutEnabled;   /**< Specified whether there is a run time limit on kernels */
+    int          integrated;                 /**< Device is integrated as opposed to discrete */
+    int          canMapHostMemory;           /**< Device can map host memory with cudaHostAlloc/cudaHostGetDevicePointer */
+    int          computeMode;                /**< Compute mode (See ::cudaComputeMode) */
+    int          maxTexture1D;               /**< Maximum 1D texture size */
+    int          maxTexture1DMipmap;         /**< Maximum 1D mipmapped texture size */
+    int          maxTexture1DLinear;         /**< Deprecated, do not use. Use cudaDeviceGetTexture1DLinearMaxWidth() or cuDeviceGetTexture1DLinearMaxWidth() instead. */
+    int          maxTexture2D[2];            /**< Maximum 2D texture dimensions */
+    int          maxTexture2DMipmap[2];      /**< Maximum 2D mipmapped texture dimensions */
+    int          maxTexture2DLinear[3];      /**< Maximum dimensions (width, height, pitch) for 2D textures bound to pitched memory */
+    int          maxTexture2DGather[2];      /**< Maximum 2D texture dimensions if texture gather operations have to be performed */
+    int          maxTexture3D[3];            /**< Maximum 3D texture dimensions */
+    int          maxTexture3DAlt[3];         /**< Maximum alternate 3D texture dimensions */
+    int          maxTextureCubemap;          /**< Maximum Cubemap texture dimensions */
+    int          maxTexture1DLayered[2];     /**< Maximum 1D layered texture dimensions */
+    int          maxTexture2DLayered[3];     /**< Maximum 2D layered texture dimensions */
+    int          maxTextureCubemapLayered[2];/**< Maximum Cubemap layered texture dimensions */
+    int          maxSurface1D;               /**< Maximum 1D surface size */
+    int          maxSurface2D[2];            /**< Maximum 2D surface dimensions */
+    int          maxSurface3D[3];            /**< Maximum 3D surface dimensions */
+    int          maxSurface1DLayered[2];     /**< Maximum 1D layered surface dimensions */
+    int          maxSurface2DLayered[3];     /**< Maximum 2D layered surface dimensions */
+    int          maxSurfaceCubemap;          /**< Maximum Cubemap surface dimensions */
+    int          maxSurfaceCubemapLayered[2];/**< Maximum Cubemap layered surface dimensions */
+    size_t       surfaceAlignment;           /**< Alignment requirements for surfaces */
+    int          concurrentKernels;          /**< Device can possibly execute multiple kernels concurrently */
+    int          ECCEnabled;                 /**< Device has ECC support enabled */
+    int          pciBusID;                   /**< PCI bus ID of the device */
+    int          pciDeviceID;                /**< PCI device ID of the device */
+    int          pciDomainID;                /**< PCI domain ID of the device */
+    int          tccDriver;                  /**< 1 if device is a Tesla device using TCC driver, 0 otherwise */
+    int          asyncEngineCount;           /**< Number of asynchronous engines */
+    int          unifiedAddressing;          /**< Device shares a unified address space with the host */
+    int          memoryClockRate;            /**< Peak memory clock frequency in kilohertz */
+    int          memoryBusWidth;             /**< Global memory bus width in bits */
+    int          l2CacheSize;                /**< Size of L2 cache in bytes */
+    int          persistingL2CacheMaxSize;   /**< Device's maximum l2 persisting lines capacity setting in bytes */
+    int          maxThreadsPerMultiProcessor;/**< Maximum resident threads per multiprocessor */
+    int          streamPrioritiesSupported;  /**< Device supports stream priorities */
+    int          globalL1CacheSupported;     /**< Device supports caching globals in L1 */
+    int          localL1CacheSupported;      /**< Device supports caching locals in L1 */
+    size_t       sharedMemPerMultiprocessor; /**< Shared memory available per multiprocessor in bytes */
+    int          regsPerMultiprocessor;      /**< 32-bit registers available per multiprocessor */
+    int          managedMemory;              /**< Device supports allocating managed memory on this system */
+    int          isMultiGpuBoard;            /**< Device is on a multi-GPU board */
+    int          multiGpuBoardGroupID;       /**< Unique identifier for a group of devices on the same multi-GPU board */
+    int          hostNativeAtomicSupported;  /**< Link between the device and the host supports native atomic operations */
+    int          singleToDoublePrecisionPerfRatio; /**< Ratio of single precision performance (in floating-point operations per second) to double precision performance */
+    int          pageableMemoryAccess;       /**< Device supports coherently accessing pageable memory without calling cudaHostRegister on it */
+    int          concurrentManagedAccess;    /**< Device can coherently access managed memory concurrently with the CPU */
+    int          computePreemptionSupported; /**< Device supports Compute Preemption */
+    int          canUseHostPointerForRegisteredMem; /**< Device can access host registered memory at the same virtual address as the CPU */
+    int          cooperativeLaunch;          /**< Device supports launching cooperative kernels via ::cudaLaunchCooperativeKernel */
+    int          cooperativeMultiDeviceLaunch; /**< Deprecated, cudaLaunchCooperativeKernelMultiDevice is deprecated. */
+    size_t       sharedMemPerBlockOptin;     /**< Per device maximum shared memory per block usable by special opt in */
+    int          pageableMemoryAccessUsesHostPageTables; /**< Device accesses pageable memory via the host's page tables */
+    int          directManagedMemAccessFromHost; /**< Host can directly access managed memory on the device without migration. */
+    int          maxBlocksPerMultiProcessor; /**< Maximum number of resident blocks per multiprocessor */
+    int          accessPolicyMaxWindowSize;  /**< The maximum value of ::cudaAccessPolicyWindow::num_bytes. */
+    size_t       reservedSharedMemPerBlock;  /**< Shared memory reserved by CUDA driver per block in bytes */
+  } cudaDeviceProp_t;
+
+typedef struct cudart_handle {
+  void *handle;
+  uint16_t verbose;
+  cudartReturn_t (*cudaSetDevice)(int device);
+  cudartReturn_t (*cudaDeviceSynchronize)(void);
+  cudartReturn_t (*cudaDeviceReset)(void);
+  cudartReturn_t (*cudaMemGetInfo)(size_t *, size_t *);
+  cudartReturn_t (*cudaGetDeviceCount)(int *);
+  cudartReturn_t (*cudaDeviceGetAttribute)(int* value, cudartDeviceAttr_t attr, int device);
+  cudartReturn_t (*cudaDriverGetVersion) (int *driverVersion);
+  cudartReturn_t (*cudaGetDeviceProperties) (cudaDeviceProp_t* prop, int device);
+} cudart_handle_t;
+
+typedef struct cudart_init_resp {
+  char *err;  // If err is non-null handle is invalid
+  cudart_handle_t ch;
+  int num_devices;
+} cudart_init_resp_t;
+
+void cudart_init(char *cudart_lib_path, cudart_init_resp_t *resp);
+void cudart_bootstrap(cudart_handle_t ch, int device_id, mem_info_t *resp);
+// TODO - if we keep this library longer term, add cudart_get_free
+void cudart_release(cudart_handle_t ch);
+
+#endif  // __GPU_INFO_CUDART_H__
+#endif  // __APPLE__
diff --git a/discover/gpu_info_darwin.h b/discover/gpu_info_darwin.h
new file mode 100644
index 0000000..415e792
--- /dev/null
+++ b/discover/gpu_info_darwin.h
@@ -0,0 +1,5 @@
+#import <Metal/Metal.h>
+#include <stdint.h>
+uint64_t getRecommendedMaxVRAM();
+uint64_t getPhysicalMemory();
+uint64_t getFreeMemory();
diff --git a/discover/gpu_info_darwin.m b/discover/gpu_info_darwin.m
new file mode 100644
index 0000000..5ca139e
--- /dev/null
+++ b/discover/gpu_info_darwin.m
@@ -0,0 +1,35 @@
+#import <Foundation/Foundation.h>
+#import <mach/mach.h>
+#include "gpu_info_darwin.h"
+
+uint64_t getRecommendedMaxVRAM() {
+  id<MTLDevice> device = MTLCreateSystemDefaultDevice();
+  uint64_t result = device.recommendedMaxWorkingSetSize;
+  CFRelease(device);
+  return result;
+}
+
+// getPhysicalMemory returns the total physical memory in bytes
+uint64_t getPhysicalMemory() {
+  return [NSProcessInfo processInfo].physicalMemory;
+}
+
+// getFreeMemory returns the total free memory in bytes, including inactive
+// memory that can be reclaimed by the system.
+uint64_t getFreeMemory() {
+  mach_port_t host_port = mach_host_self();
+  mach_msg_type_number_t host_size = sizeof(vm_statistics64_data_t) / sizeof(integer_t);
+  vm_size_t pagesize;
+  vm_statistics64_data_t vm_stat;
+
+  host_page_size(host_port, &pagesize);
+  if (host_statistics64(host_port, HOST_VM_INFO64, (host_info64_t)&vm_stat, &host_size) != KERN_SUCCESS) {
+    return 0;
+  }
+
+  uint64_t free_memory = (uint64_t)vm_stat.free_count * pagesize;
+  free_memory += (uint64_t)vm_stat.speculative_count * pagesize;
+  free_memory += (uint64_t)vm_stat.inactive_count * pagesize;
+
+  return free_memory;
+}
diff --git a/discover/gpu_info_nvcuda.c b/discover/gpu_info_nvcuda.c
new file mode 100644
index 0000000..d2d0b68
--- /dev/null
+++ b/discover/gpu_info_nvcuda.c
@@ -0,0 +1,251 @@
+#ifndef __APPLE__  // TODO - maybe consider nvidia support on intel macs?
+
+#include <string.h>
+#include <inttypes.h>
+#include "gpu_info_nvcuda.h"
+
+void nvcuda_init(char *nvcuda_lib_path, nvcuda_init_resp_t *resp) {
+  LOG(resp->ch.verbose, "initializing %s\n", nvcuda_lib_path);
+  CUresult ret;
+  resp->err = NULL;
+  resp->num_devices = 0;
+  resp->cudaErr = CUDA_SUCCESS;
+  const int buflen = 256;
+  char buf[buflen + 1];
+  int i;
+
+  struct lookup {
+    char *s;
+    void **p;
+  } l[] = {
+   
+      {"cuInit", (void *)&resp->ch.cuInit},
+      {"cuDriverGetVersion", (void *)&resp->ch.cuDriverGetVersion},
+      {"cuDeviceGetCount", (void *)&resp->ch.cuDeviceGetCount},
+      {"cuDeviceGet", (void *)&resp->ch.cuDeviceGet},
+      {"cuDeviceGetAttribute", (void *)&resp->ch.cuDeviceGetAttribute},
+      {"cuDeviceGetUuid", (void *)&resp->ch.cuDeviceGetUuid},
+      {"cuDeviceGetName", (void *)&resp->ch.cuDeviceGetName},
+      {"cuCtxCreate_v3", (void *)&resp->ch.cuCtxCreate_v3},
+      {"cuMemGetInfo_v2", (void *)&resp->ch.cuMemGetInfo_v2},
+      {"cuCtxDestroy", (void *)&resp->ch.cuCtxDestroy},
+      {NULL, NULL},
+  };
+
+  resp->ch.handle = LOAD_LIBRARY(nvcuda_lib_path, RTLD_LAZY);
+  if (!resp->ch.handle) {
+    char *msg = LOAD_ERR();
+    LOG(resp->ch.verbose, "library %s load err: %s\n", nvcuda_lib_path, msg);
+    snprintf(buf, buflen,
+            "Unable to load %s library to query for Nvidia GPUs: %s",
+            nvcuda_lib_path, msg);
+    free(msg);
+    resp->err = strdup(buf);
+    resp->cudaErr = -1;
+    return;
+  }
+
+  for (i = 0; l[i].s != NULL; i++) {
+    *l[i].p = LOAD_SYMBOL(resp->ch.handle, l[i].s);
+    if (!*(l[i].p)) {
+      char *msg = LOAD_ERR();
+      LOG(resp->ch.verbose, "dlerr: %s\n", msg);
+      UNLOAD_LIBRARY(resp->ch.handle);
+      resp->ch.handle = NULL;
+      snprintf(buf, buflen, "symbol lookup for %s failed: %s", l[i].s,
+              msg);
+      free(msg);
+      resp->err = strdup(buf);
+      resp->cudaErr = -1;
+      return;
+    }
+    LOG(resp->ch.verbose, "dlsym: %s - %p\n", l[i].s, *l[i].p);
+  }
+
+  LOG(resp->ch.verbose, "calling cuInit\n");
+  ret = (*resp->ch.cuInit)(0);
+  if (ret != CUDA_SUCCESS) {
+    LOG(resp->ch.verbose, "cuInit err: %d\n", ret);
+    UNLOAD_LIBRARY(resp->ch.handle);
+    resp->ch.handle = NULL;
+    snprintf(buf, buflen, "cuda driver library init failure: %d", ret);
+    resp->err = strdup(buf);
+    resp->cudaErr = ret;
+    return;
+  }
+
+  int version = 0;
+  resp->ch.driver_major = 0;
+  resp->ch.driver_minor = 0;
+
+  // Report driver version if we're in verbose mode, ignore errors
+  LOG(resp->ch.verbose, "calling cuDriverGetVersion\n");
+  ret = (*resp->ch.cuDriverGetVersion)(&version);
+  if (ret != CUDA_SUCCESS) {
+    LOG(resp->ch.verbose, "cuDriverGetVersion failed: %d\n", ret);
+  } else {
+    LOG(resp->ch.verbose, "raw version 0x%x\n", version);
+    resp->ch.driver_major = version / 1000;
+    resp->ch.driver_minor = (version - (resp->ch.driver_major * 1000)) / 10;
+    LOG(resp->ch.verbose, "CUDA driver version: %d.%d\n", resp->ch.driver_major, resp->ch.driver_minor);
+  }
+
+  LOG(resp->ch.verbose, "calling cuDeviceGetCount\n");
+  ret = (*resp->ch.cuDeviceGetCount)(&resp->num_devices);
+  if (ret != CUDA_SUCCESS) {
+    LOG(resp->ch.verbose, "cuDeviceGetCount err: %d\n", ret);
+    UNLOAD_LIBRARY(resp->ch.handle);
+    resp->ch.handle = NULL;
+    snprintf(buf, buflen, "unable to get device count: %d", ret);
+    resp->err = strdup(buf);
+    resp->cudaErr = ret;
+    return;
+  }
+  LOG(resp->ch.verbose, "device count %d\n", resp->num_devices);
+}
+
+const int buflen = 256;
+void nvcuda_bootstrap(nvcuda_handle_t h, int i, mem_info_t *resp) {
+  resp->err = NULL;
+  nvcudaMemory_t memInfo = {0,0};
+  CUresult ret;
+  CUdevice device = -1;
+  CUcontext ctx = NULL;
+  char buf[buflen + 1];
+  CUuuid uuid = {0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0};
+
+  if (h.handle == NULL) {
+    resp->err = strdup("cuda driver library handle isn't initialized");
+    return;
+  }
+
+  ret = (*h.cuDeviceGet)(&device, i);
+  if (ret != CUDA_SUCCESS) {
+    snprintf(buf, buflen, "cuda driver library device failed to initialize");
+    resp->err = strdup(buf);
+    return;
+  }
+
+  int major = 0;
+  int minor = 0;
+  ret = (*h.cuDeviceGetAttribute)(&major, CU_DEVICE_ATTRIBUTE_COMPUTE_CAPABILITY_MAJOR, device);
+  if (ret != CUDA_SUCCESS) {
+    LOG(h.verbose, "[%d] device major lookup failure: %d\n", i, ret);
+  } else {
+    ret = (*h.cuDeviceGetAttribute)(&minor, CU_DEVICE_ATTRIBUTE_COMPUTE_CAPABILITY_MINOR, device);
+    if (ret != CUDA_SUCCESS) {
+      LOG(h.verbose, "[%d] device minor lookup failure: %d\n", i, ret);
+    } else {
+      resp->minor = minor;  
+      resp->major = major;  
+    }
+  }
+
+  ret = (*h.cuDeviceGetUuid)(&uuid, device);
+  if (ret != CUDA_SUCCESS) {
+    LOG(h.verbose, "[%d] device uuid lookup failure: %d\n", i, ret);
+    snprintf(&resp->gpu_id[0], GPU_ID_LEN, "%d", i);
+  } else {
+    // GPU-d110a105-ac29-1d54-7b49-9c90440f215b
+    snprintf(&resp->gpu_id[0], GPU_ID_LEN,
+        "GPU-%02x%02x%02x%02x-%02x%02x-%02x%02x-%02x%02x-%02x%02x%02x%02x%02x%02x",
+        uuid.bytes[0],
+        uuid.bytes[1],
+        uuid.bytes[2],
+        uuid.bytes[3],
+        uuid.bytes[4],
+        uuid.bytes[5],
+        uuid.bytes[6],
+        uuid.bytes[7],
+        uuid.bytes[8],
+        uuid.bytes[9],
+        uuid.bytes[10],
+        uuid.bytes[11],
+        uuid.bytes[12],
+        uuid.bytes[13],
+        uuid.bytes[14],
+        uuid.bytes[15]
+      );
+  }
+
+  ret = (*h.cuDeviceGetName)(&resp->gpu_name[0], GPU_NAME_LEN, device);
+  if (ret != CUDA_SUCCESS) {
+    LOG(h.verbose, "[%d] device name lookup failure: %d\n", i, ret);
+    resp->gpu_name[0] = '\0';
+  }
+
+  // To get memory we have to set (and release) a context
+  ret = (*h.cuCtxCreate_v3)(&ctx, NULL, 0, 0, device);
+  if (ret != CUDA_SUCCESS) {
+    snprintf(buf, buflen, "cuda driver library failed to get device context %d", ret);
+    resp->err = strdup(buf);
+    return;
+  }
+
+  ret = (*h.cuMemGetInfo_v2)(&memInfo.free, &memInfo.total);
+  if (ret != CUDA_SUCCESS) {
+    snprintf(buf, buflen, "cuda driver library device memory info lookup failure %d", ret);
+    resp->err = strdup(buf);
+    // Best effort on failure...
+    (*h.cuCtxDestroy)(ctx);
+    return;
+  }
+
+  resp->total = memInfo.total;
+  resp->free = memInfo.free;
+
+  LOG(h.verbose, "[%s] CUDA totalMem %" PRId64 "mb\n", resp->gpu_id, resp->total / 1024 / 1024);
+  LOG(h.verbose, "[%s] CUDA freeMem %" PRId64 "mb\n", resp->gpu_id, resp->free / 1024 / 1024);
+  LOG(h.verbose, "[%s] Compute Capability %d.%d\n", resp->gpu_id, resp->major, resp->minor);
+
+  
+
+  ret = (*h.cuCtxDestroy)(ctx);
+  if (ret != CUDA_SUCCESS) {
+    LOG(1, "cuda driver library failed to release device context %d", ret);
+  }
+}
+
+void nvcuda_get_free(nvcuda_handle_t h, int i, uint64_t *free, uint64_t *total) {
+  CUresult ret;
+  CUcontext ctx = NULL;
+  CUdevice device = -1;
+  *free = 0;
+  *total = 0;
+
+  ret = (*h.cuDeviceGet)(&device, i);
+  if (ret != CUDA_SUCCESS) {
+    LOG(1, "cuda driver library device failed to initialize");
+    return;
+  }
+
+
+  // To get memory we have to set (and release) a context
+  ret = (*h.cuCtxCreate_v3)(&ctx, NULL, 0, 0, device);
+  if (ret != CUDA_SUCCESS) {
+    LOG(1, "cuda driver library failed to get device context %d", ret);
+    return;
+  }
+
+  ret = (*h.cuMemGetInfo_v2)(free, total);
+  if (ret != CUDA_SUCCESS) {
+    LOG(1, "cuda driver library device memory info lookup failure %d", ret);
+    // Best effort on failure...
+    (*h.cuCtxDestroy)(ctx);
+    return;
+  }
+
+  ret = (*h.cuCtxDestroy)(ctx);
+  if (ret != CUDA_SUCCESS) {
+    LOG(1, "cuda driver library failed to release device context %d", ret);
+  }
+}
+
+void nvcuda_release(nvcuda_handle_t h) {
+  LOG(h.verbose, "releasing cuda driver library\n");
+  UNLOAD_LIBRARY(h.handle);
+  // TODO and other context release logic?
+  h.handle = NULL;
+}
+
+#endif  // __APPLE__
diff --git a/discover/gpu_info_nvcuda.h b/discover/gpu_info_nvcuda.h
new file mode 100644
index 0000000..ef2fe8a
--- /dev/null
+++ b/discover/gpu_info_nvcuda.h
@@ -0,0 +1,79 @@
+#ifndef __APPLE__
+#ifndef __GPU_INFO_NVCUDA_H__
+#define __GPU_INFO_NVCUDA_H__
+#include "gpu_info.h"
+
+// Just enough typedef's to dlopen/dlsym for memory information
+typedef enum cudaError_enum {
+  CUDA_SUCCESS = 0,
+  CUDA_ERROR_INVALID_VALUE = 1,
+  CUDA_ERROR_OUT_OF_MEMORY = 2,
+  CUDA_ERROR_NOT_INITIALIZED = 3,
+  CUDA_ERROR_INSUFFICIENT_DRIVER = 35,
+  CUDA_ERROR_NO_DEVICE = 100,
+  CUDA_ERROR_SYSTEM_DRIVER_MISMATCH = 803,
+  CUDA_ERROR_UNKNOWN = 999,
+  // Other values omitted for now...
+} CUresult;
+
+typedef enum CUdevice_attribute_enum {
+  CU_DEVICE_ATTRIBUTE_COMPUTE_CAPABILITY_MAJOR = 75,
+  CU_DEVICE_ATTRIBUTE_COMPUTE_CAPABILITY_MINOR = 76,
+
+  // TODO - not yet wired up but may be useful for Jetson or other
+  // integrated GPU scenarios with shared memory
+  CU_DEVICE_ATTRIBUTE_INTEGRATED = 18
+
+} CUdevice_attribute;
+
+typedef void *nvcudaDevice_t;  // Opaque is sufficient
+typedef struct nvcudaMemory_st {
+  uint64_t total;
+  uint64_t free;
+} nvcudaMemory_t;
+
+typedef struct nvcudaDriverVersion {
+  int major;
+  int minor;
+} nvcudaDriverVersion_t;
+
+typedef struct CUuuid_st {
+    unsigned char bytes[16];
+} CUuuid;
+
+typedef int CUdevice;
+typedef void* CUcontext;
+
+typedef struct nvcuda_handle {
+  void *handle;
+  uint16_t verbose;
+  int driver_major;
+  int driver_minor;
+  CUresult (*cuInit)(unsigned int Flags);
+  CUresult (*cuDriverGetVersion)(int *driverVersion);
+  CUresult (*cuDeviceGetCount)(int *);
+  CUresult (*cuDeviceGet)(CUdevice* device, int ordinal);
+  CUresult (*cuDeviceGetAttribute)(int* pi, CUdevice_attribute attrib, CUdevice dev);
+  CUresult (*cuDeviceGetUuid)(CUuuid* uuid, CUdevice dev); // signature compatible with cuDeviceGetUuid_v2
+  CUresult (*cuDeviceGetName)(char *name, int len, CUdevice dev);
+
+  // Context specific aspects
+  CUresult (*cuCtxCreate_v3)(CUcontext* pctx, void *params, int len, unsigned int flags, CUdevice dev);
+  CUresult (*cuMemGetInfo_v2)(uint64_t* free, uint64_t* total);
+  CUresult (*cuCtxDestroy)(CUcontext ctx);
+} nvcuda_handle_t;
+
+typedef struct nvcuda_init_resp {
+  char *err;  // If err is non-null handle is invalid
+  nvcuda_handle_t ch;
+  int num_devices;
+  CUresult cudaErr;
+} nvcuda_init_resp_t;
+
+void nvcuda_init(char *nvcuda_lib_path, nvcuda_init_resp_t *resp);
+void nvcuda_bootstrap(nvcuda_handle_t ch, int device_id, mem_info_t *resp);
+void nvcuda_get_free(nvcuda_handle_t ch,  int device_id, uint64_t *free, uint64_t *total);
+void nvcuda_release(nvcuda_handle_t ch);
+
+#endif  // __GPU_INFO_NVCUDA_H__
+#endif  // __APPLE__
diff --git a/discover/gpu_info_nvml.c b/discover/gpu_info_nvml.c
new file mode 100644
index 0000000..342a3aa
--- /dev/null
+++ b/discover/gpu_info_nvml.c
@@ -0,0 +1,104 @@
+#ifndef __APPLE__  // TODO - maybe consider nvidia support on intel macs?
+
+#include <string.h>
+
+#include "gpu_info_nvml.h"
+
+void nvml_init(char *nvml_lib_path, nvml_init_resp_t *resp) {
+  nvmlReturn_t ret;
+  resp->err = NULL;
+  const int buflen = 256;
+  char buf[buflen + 1];
+  int i;
+
+  struct lookup {
+    char *s;
+    void **p;
+  } l[] = {
+      {"nvmlInit_v2", (void *)&resp->ch.nvmlInit_v2},
+      {"nvmlShutdown", (void *)&resp->ch.nvmlShutdown},
+      {"nvmlDeviceGetHandleByUUID", (void *)&resp->ch.nvmlDeviceGetHandleByUUID},
+      {"nvmlDeviceGetMemoryInfo", (void *)&resp->ch.nvmlDeviceGetMemoryInfo},
+      {NULL, NULL},
+  };
+
+  resp->ch.handle = LOAD_LIBRARY(nvml_lib_path, RTLD_LAZY);
+  if (!resp->ch.handle) {
+    char *msg = LOAD_ERR();
+    LOG(resp->ch.verbose, "library %s load err: %s\n", nvml_lib_path, msg);
+    snprintf(buf, buflen,
+             "Unable to load %s library to query for Nvidia GPUs: %s",
+             nvml_lib_path, msg);
+    free(msg);
+    resp->err = strdup(buf);
+    return;
+  }
+
+  // TODO once we've squashed the remaining corner cases remove this log
+  // LOG(resp->ch.verbose, "wiring nvidia management library functions in %s\n", nvml_lib_path);
+  
+  for (i = 0; l[i].s != NULL; i++) {
+    // TODO once we've squashed the remaining corner cases remove this log
+    // LOG(resp->ch.verbose, "dlsym: %s\n", l[i].s);
+
+    *l[i].p = LOAD_SYMBOL(resp->ch.handle, l[i].s);
+    if (!*(l[i].p)) {
+      resp->ch.handle = NULL;
+      char *msg = LOAD_ERR();
+      LOG(resp->ch.verbose, "dlerr: %s\n", msg);
+      UNLOAD_LIBRARY(resp->ch.handle);
+      snprintf(buf, buflen, "symbol lookup for %s failed: %s", l[i].s,
+               msg);
+      free(msg);
+      resp->err = strdup(buf);
+      return;
+    }
+  }
+
+  ret = (*resp->ch.nvmlInit_v2)();
+  if (ret != NVML_SUCCESS) {
+    LOG(resp->ch.verbose, "nvmlInit_v2 err: %d\n", ret);
+    UNLOAD_LIBRARY(resp->ch.handle);
+    resp->ch.handle = NULL;
+    snprintf(buf, buflen, "nvml vram init failure: %d", ret);
+    resp->err = strdup(buf);
+    return;
+  }
+}
+
+
+void nvml_get_free(nvml_handle_t h, char *uuid, uint64_t *free, uint64_t *total, uint64_t *used) {
+    nvmlDevice_t device;
+    nvmlMemory_t memInfo = {0};
+    nvmlReturn_t ret;
+    ret = (*h.nvmlDeviceGetHandleByUUID)((const char *)(uuid), &device);
+    if (ret != NVML_SUCCESS) {
+        LOG(1, "unable to get device handle %s: %d", uuid, ret);
+        *free = 0;
+        return;
+    }
+
+    ret = (*h.nvmlDeviceGetMemoryInfo)(device, &memInfo);
+    if (ret != NVML_SUCCESS) {
+        LOG(1, "device memory info lookup failure %s: %d", uuid, ret);
+        *free = 0;
+        return;
+    }
+    *free = memInfo.free;
+    *total = memInfo.total;
+    *used = memInfo.used;
+}
+
+
+void nvml_release(nvml_handle_t h) {
+  LOG(h.verbose, "releasing nvml library\n");
+  nvmlReturn_t ret;
+  ret = (*h.nvmlShutdown)();
+  if (ret != NVML_SUCCESS) {
+    LOG(1, "error during nvmlShutdown %d", ret);
+  }
+  UNLOAD_LIBRARY(h.handle);
+  h.handle = NULL;
+}
+
+#endif  // __APPLE__
\ No newline at end of file
diff --git a/discover/gpu_info_nvml.h b/discover/gpu_info_nvml.h
new file mode 100644
index 0000000..9088023
--- /dev/null
+++ b/discover/gpu_info_nvml.h
@@ -0,0 +1,48 @@
+#ifndef __APPLE__
+#ifndef __GPU_INFO_NVML_H__
+#define __GPU_INFO_NVML_H__
+#include "gpu_info.h"
+
+// Just enough typedef's to dlopen/dlsym for memory information
+typedef enum nvmlReturn_enum {
+  NVML_SUCCESS = 0,
+  // Other values omitted for now...
+} nvmlReturn_t;
+typedef void *nvmlDevice_t;  // Opaque is sufficient
+typedef struct nvmlMemory_st {
+  unsigned long long total;
+  unsigned long long free;
+  unsigned long long used;
+} nvmlMemory_t;
+
+typedef enum nvmlBrandType_enum
+{
+    NVML_BRAND_UNKNOWN          = 0,
+} nvmlBrandType_t;
+
+typedef struct nvml_handle {
+  void *handle;
+  uint16_t verbose;
+  nvmlReturn_t (*nvmlInit_v2)(void);
+  nvmlReturn_t (*nvmlShutdown)(void);
+  nvmlReturn_t (*nvmlDeviceGetHandleByUUID)(const char *, nvmlDevice_t *);
+  nvmlReturn_t (*nvmlDeviceGetMemoryInfo)(nvmlDevice_t, nvmlMemory_t *);
+} nvml_handle_t;
+
+typedef struct nvml_init_resp {
+  char *err;  // If err is non-null handle is invalid
+  nvml_handle_t ch;
+} nvml_init_resp_t;
+
+typedef struct nvml_compute_capability {
+  char *err;
+  int major;
+  int minor;
+} nvml_compute_capability_t;
+
+void nvml_init(char *nvml_lib_path, nvml_init_resp_t *resp);
+void nvml_get_free(nvml_handle_t ch, char *uuid, uint64_t *free, uint64_t *total, uint64_t *used);
+void nvml_release(nvml_handle_t ch);
+
+#endif  // __GPU_INFO_NVML_H__
+#endif  // __APPLE__
\ No newline at end of file
diff --git a/discover/gpu_info_oneapi.c b/discover/gpu_info_oneapi.c
new file mode 100644
index 0000000..3ff708e
--- /dev/null
+++ b/discover/gpu_info_oneapi.c
@@ -0,0 +1,259 @@
+#ifndef __APPLE__
+
+#include "gpu_info_oneapi.h"
+
+#include <string.h>
+
+void oneapi_init(char *oneapi_lib_path, oneapi_init_resp_t *resp) {
+  ze_result_t ret;
+  resp->err = NULL;
+  resp->oh.devices = NULL;
+  resp->oh.num_devices = NULL;
+  resp->oh.drivers = NULL;
+  resp->oh.num_drivers = 0;
+  const int buflen = 256;
+  char buf[buflen + 1];
+  int i, d;
+  struct lookup {
+    char *s;
+    void **p;
+  } l[] = {
+      {"zesInit", (void *)&resp->oh.zesInit},
+      {"zesDriverGet", (void *)&resp->oh.zesDriverGet},
+      {"zesDeviceGet", (void *)&resp->oh.zesDeviceGet},
+      {"zesDeviceGetProperties", (void *)&resp->oh.zesDeviceGetProperties},
+      {"zesDeviceEnumMemoryModules",
+       (void *)&resp->oh.zesDeviceEnumMemoryModules},
+      {"zesMemoryGetProperties", (void *)&resp->oh.zesMemoryGetProperties},
+      {"zesMemoryGetState", (void *)&resp->oh.zesMemoryGetState},
+      {NULL, NULL},
+  };
+
+  resp->oh.handle = LOAD_LIBRARY(oneapi_lib_path, RTLD_LAZY);
+  if (!resp->oh.handle) {
+    char *msg = LOAD_ERR();
+    snprintf(buf, buflen,
+             "Unable to load %s library to query for Intel GPUs: %s\n",
+             oneapi_lib_path, msg);
+    free(msg);
+    resp->err = strdup(buf);
+    return;
+  }
+
+  // TODO once we've squashed the remaining corner cases remove this log
+  LOG(resp->oh.verbose,
+      "wiring Level-Zero management library functions in %s\n",
+      oneapi_lib_path);
+
+  for (i = 0; l[i].s != NULL; i++) {
+    // TODO once we've squashed the remaining corner cases remove this log
+    LOG(resp->oh.verbose, "dlsym: %s\n", l[i].s);
+
+    *l[i].p = LOAD_SYMBOL(resp->oh.handle, l[i].s);
+    if (!*(l[i].p)) {
+      resp->oh.handle = NULL;
+      char *msg = LOAD_ERR();
+      LOG(resp->oh.verbose, "dlerr: %s\n", msg);
+      UNLOAD_LIBRARY(resp->oh.handle);
+      snprintf(buf, buflen, "symbol lookup for %s failed: %s", l[i].s, msg);
+      free(msg);
+      resp->err = strdup(buf);
+      return;
+    }
+  }
+
+  LOG(resp->oh.verbose, "calling zesInit\n");
+
+  ret = (*resp->oh.zesInit)(0);
+  if (ret != ZE_RESULT_SUCCESS) {
+    LOG(resp->oh.verbose, "zesInit err: %x\n", ret);
+    snprintf(buf, buflen, "oneapi vram init failure: %x", ret);
+    resp->err = strdup(buf);
+    oneapi_release(resp->oh);
+    return;
+  }
+
+  LOG(resp->oh.verbose, "calling zesDriverGet\n");
+  ret = (*resp->oh.zesDriverGet)(&resp->oh.num_drivers, NULL);
+  if (ret != ZE_RESULT_SUCCESS) {
+    LOG(resp->oh.verbose, "zesDriverGet err: %x\n", ret);
+    snprintf(buf, buflen, "unable to get driver count: %x", ret);
+    resp->err = strdup(buf);
+    oneapi_release(resp->oh);
+    return;
+  }
+  LOG(resp->oh.verbose, "oneapi driver count: %d\n", resp->oh.num_drivers);
+  resp->oh.drivers = malloc(resp->oh.num_drivers * sizeof(zes_driver_handle_t));
+  resp->oh.num_devices = malloc(resp->oh.num_drivers * sizeof(uint32_t));
+  memset(&resp->oh.num_devices[0], 0, resp->oh.num_drivers * sizeof(uint32_t));
+  resp->oh.devices =
+      malloc(resp->oh.num_drivers * sizeof(zes_device_handle_t *));
+  ret = (*resp->oh.zesDriverGet)(&resp->oh.num_drivers, &resp->oh.drivers[0]);
+  if (ret != ZE_RESULT_SUCCESS) {
+    LOG(resp->oh.verbose, "zesDriverGet err: %x\n", ret);
+    snprintf(buf, buflen, "unable to get driver count: %x", ret);
+    resp->err = strdup(buf);
+    oneapi_release(resp->oh);
+    return;
+  }
+
+  for (d = 0; d < resp->oh.num_drivers; d++) {
+    LOG(resp->oh.verbose, "calling zesDeviceGet count %d: %p\n", d, resp->oh.drivers[d]);
+    ret = (*resp->oh.zesDeviceGet)(resp->oh.drivers[d],
+                                   &resp->oh.num_devices[d], NULL);
+    if (ret != ZE_RESULT_SUCCESS) {
+      LOG(resp->oh.verbose, "zesDeviceGet err: %x\n", ret);
+      snprintf(buf, buflen, "unable to get device count: %x", ret);
+      resp->err = strdup(buf);
+      oneapi_release(resp->oh);
+      return;
+    }
+    resp->oh.devices[d] =
+        malloc(resp->oh.num_devices[d] * sizeof(zes_device_handle_t));
+    ret = (*resp->oh.zesDeviceGet)(
+        resp->oh.drivers[d], &resp->oh.num_devices[d], resp->oh.devices[d]);
+    if (ret != ZE_RESULT_SUCCESS) {
+      LOG(resp->oh.verbose, "zesDeviceGet err: %x\n", ret);
+      snprintf(buf, buflen, "unable to get device count: %x", ret);
+      resp->err = strdup(buf);
+      oneapi_release(resp->oh);
+      return;
+    }
+  }
+
+  return;
+}
+
+void oneapi_check_vram(oneapi_handle_t h, int driver, int device,
+                       mem_info_t *resp) {
+  ze_result_t ret;
+  resp->err = NULL;
+  uint64_t totalMem = 0;
+  uint64_t usedMem = 0;
+  const int buflen = 256;
+  char buf[buflen + 1];
+  int i, d, m;
+
+  if (h.handle == NULL) {
+    resp->err = strdup("Level-Zero handle not initialized");
+    return;
+  }
+
+  if (driver > h.num_drivers || device > h.num_devices[driver]) {
+    resp->err = strdup("driver of device index out of bounds");
+    return;
+  }
+
+  resp->total = 0;
+  resp->free = 0;
+
+  zes_device_ext_properties_t ext_props;
+  ext_props.stype = ZES_STRUCTURE_TYPE_DEVICE_EXT_PROPERTIES;
+  ext_props.pNext = NULL;
+
+  zes_device_properties_t props;
+  props.stype = ZES_STRUCTURE_TYPE_DEVICE_PROPERTIES;
+  props.pNext = &ext_props;
+
+  ret = (*h.zesDeviceGetProperties)(h.devices[driver][device], &props);
+  if (ret != ZE_RESULT_SUCCESS) {
+    snprintf(buf, buflen, "unable to get device properties: %d", ret);
+    resp->err = strdup(buf);
+    return;
+  }
+
+  snprintf(&resp->gpu_name[0], GPU_NAME_LEN, "%s", props.modelName);
+
+  // TODO this needs to map to ONEAPI_DEVICE_SELECTOR syntax
+  // (this is probably wrong...)
+  // TODO - the driver isn't included - what if there are multiple drivers?
+  snprintf(&resp->gpu_id[0], GPU_ID_LEN, "%d", device);
+
+  if (h.verbose) {
+    // When in verbose mode, report more information about
+    // the card we discover.
+    LOG(h.verbose, "[%d:%d] oneAPI device name: %s\n", driver, device,
+        props.modelName);
+    LOG(h.verbose, "[%d:%d] oneAPI brand: %s\n", driver, device,
+        props.brandName);
+    LOG(h.verbose, "[%d:%d] oneAPI vendor: %s\n", driver, device,
+        props.vendorName);
+    LOG(h.verbose, "[%d:%d] oneAPI S/N: %s\n", driver, device,
+        props.serialNumber);
+    LOG(h.verbose, "[%d:%d] oneAPI board number: %s\n", driver, device,
+        props.boardNumber);
+  }
+
+  // TODO
+  // Compute Capability equivalent in resp->major, resp->minor, resp->patch
+
+  uint32_t memCount = 0;
+  ret = (*h.zesDeviceEnumMemoryModules)(h.devices[driver][device], &memCount,
+                                        NULL);
+  if (ret != ZE_RESULT_SUCCESS) {
+    snprintf(buf, buflen, "unable to enumerate Level-Zero memory modules: %x",
+             ret);
+    resp->err = strdup(buf);
+    return;
+  }
+
+  LOG(h.verbose, "discovered %d Level-Zero memory modules\n", memCount);
+
+  zes_mem_handle_t *mems = malloc(memCount * sizeof(zes_mem_handle_t));
+  (*h.zesDeviceEnumMemoryModules)(h.devices[driver][device], &memCount, mems);
+
+  for (m = 0; m < memCount; m++) {
+    zes_mem_state_t state;
+    state.stype = ZES_STRUCTURE_TYPE_MEM_STATE;
+    state.pNext = NULL;
+    ret = (*h.zesMemoryGetState)(mems[m], &state);
+    if (ret != ZE_RESULT_SUCCESS) {
+      snprintf(buf, buflen, "unable to get memory state: %x", ret);
+      resp->err = strdup(buf);
+      free(mems);
+      return;
+    }
+
+    resp->total += state.size;
+    resp->free += state.free;
+  }
+
+  free(mems);
+}
+
+void oneapi_release(oneapi_handle_t h) {
+  int d;
+  LOG(h.verbose, "releasing oneapi library\n");
+  for (d = 0; d < h.num_drivers; d++) {
+    if (h.devices != NULL && h.devices[d] != NULL) {
+      free(h.devices[d]);
+    }
+  }
+  if (h.devices != NULL) {
+    free(h.devices);
+    h.devices = NULL;
+  }
+  if (h.num_devices != NULL) {
+    free(h.num_devices);
+    h.num_devices = NULL;
+  }
+  if (h.drivers != NULL) {
+    free(h.drivers);
+    h.drivers = NULL;
+  }
+  h.num_drivers = 0;
+  UNLOAD_LIBRARY(h.handle);
+  h.handle = NULL;
+}
+
+int oneapi_get_device_count(oneapi_handle_t h, int driver) {
+  if (h.handle == NULL || h.num_devices == NULL) {
+    return 0;
+  }
+  if (driver > h.num_drivers) {
+    return 0;
+  }
+  return (int)h.num_devices[driver];
+}
+
+#endif // __APPLE__
diff --git a/discover/gpu_info_oneapi.h b/discover/gpu_info_oneapi.h
new file mode 100644
index 0000000..97fcecd
--- /dev/null
+++ b/discover/gpu_info_oneapi.h
@@ -0,0 +1,203 @@
+#ifndef __APPLE__
+#ifndef __GPU_INFO_ONEAPI_H__
+#define __GPU_INFO_ONEAPI_H__
+#include "gpu_info.h"
+
+#define ZE_MAX_DEVICE_NAME 256
+#define ZE_MAX_DEVICE_UUID_SIZE 16
+#define ZES_STRING_PROPERTY_SIZE 64
+#define ZE_BIT(_i) (1 << _i)
+
+// Just enough typedef's to dlopen/dlsym for memory information
+typedef enum ze_result_t {
+  ZE_RESULT_SUCCESS = 0,
+  // Other values omitted for now...
+} ze_result_t;
+
+typedef uint8_t ze_bool_t;
+typedef struct _zes_driver_handle_t *zes_driver_handle_t;
+typedef struct _zes_device_handle_t *zes_device_handle_t;
+typedef struct _zes_mem_handle_t *zes_mem_handle_t;
+
+typedef enum _ze_structure_type_t {
+  ZE_STRUCTURE_TYPE_FORCE_UINT32 = 0x7fffffff
+} ze_structure_type_t;
+
+typedef enum _zes_structure_type_t {
+  ZES_STRUCTURE_TYPE_DEVICE_PROPERTIES = 0x1,
+  ZES_STRUCTURE_TYPE_MEM_PROPERTIES = 0xb,
+  ZES_STRUCTURE_TYPE_MEM_STATE = 0x1e,
+  ZES_STRUCTURE_TYPE_DEVICE_EXT_PROPERTIES = 0x2d,
+  ZES_STRUCTURE_TYPE_FORCE_UINT32 = 0x7fffffff
+} zes_structure_type_t;
+
+typedef enum _zes_mem_type_t {
+  ZES_MEM_TYPE_FORCE_UINT32 = 0x7fffffff
+} zes_mem_type_t;
+
+typedef enum _zes_mem_loc_t {
+  ZES_MEM_LOC_SYSTEM = 0,
+  ZES_MEM_LOC_DEVICE = 1,
+  ZES_MEM_LOC_FORCE_UINT32 = 0x7fffffff
+} zes_mem_loc_t;
+
+typedef enum _zes_mem_health_t {
+  ZES_MEM_HEALTH_FORCE_UINT32 = 0x7fffffff
+} zes_mem_health_t;
+
+typedef struct _ze_device_uuid_t {
+  uint8_t id[ZE_MAX_DEVICE_UUID_SIZE];
+} ze_device_uuid_t;
+
+typedef struct _zes_uuid_t {
+  uint8_t id[ZE_MAX_DEVICE_UUID_SIZE];
+} zes_uuid_t;
+
+typedef enum _ze_device_type_t {
+  ZE_DEVICE_TYPE_GPU = 1,
+  ZE_DEVICE_TYPE_CPU = 2,
+  ZE_DEVICE_TYPE_FPGA = 3,
+  ZE_DEVICE_TYPE_MCA = 4,
+  ZE_DEVICE_TYPE_VPU = 5,
+  ZE_DEVICE_TYPE_FORCE_UINT32 = 0x7fffffff
+} ze_device_type_t;
+
+typedef enum _zes_device_type_t {
+  ZES_DEVICE_TYPE_GPU = 1,
+  ZES_DEVICE_TYPE_CPU = 2,
+  ZES_DEVICE_TYPE_FPGA = 3,
+  ZES_DEVICE_TYPE_MCA = 4,
+  ZES_DEVICE_TYPE_VPU = 5,
+  ZES_DEVICE_TYPE_FORCE_UINT32 = 0x7fffffff
+} zes_device_type_t;
+
+typedef uint32_t ze_device_property_flags_t;
+typedef enum _ze_device_property_flag_t {
+  ZE_DEVICE_PROPERTY_FLAG_INTEGRATED = ZE_BIT(0),
+  ZE_DEVICE_PROPERTY_FLAG_SUBDEVICE = ZE_BIT(1),
+  ZE_DEVICE_PROPERTY_FLAG_ECC = ZE_BIT(2),
+  ZE_DEVICE_PROPERTY_FLAG_ONDEMANDPAGING = ZE_BIT(3),
+  ZE_DEVICE_PROPERTY_FLAG_FORCE_UINT32 = 0x7fffffff
+} ze_device_property_flag_t;
+
+typedef uint32_t zes_device_property_flags_t;
+typedef enum _zes_device_property_flag_t {
+  ZES_DEVICE_PROPERTY_FLAG_INTEGRATED = ZE_BIT(0),
+  ZES_DEVICE_PROPERTY_FLAG_SUBDEVICE = ZE_BIT(1),
+  ZES_DEVICE_PROPERTY_FLAG_ECC = ZE_BIT(2),
+  ZES_DEVICE_PROPERTY_FLAG_ONDEMANDPAGING = ZE_BIT(3),
+  ZES_DEVICE_PROPERTY_FLAG_FORCE_UINT32 = 0x7fffffff
+} zes_device_property_flag_t;
+
+typedef struct _ze_device_properties_t {
+  ze_structure_type_t stype;
+  void *pNext;
+  ze_device_type_t type;
+  uint32_t vendorId;
+  uint32_t deviceId;
+  ze_device_property_flags_t flags;
+  uint32_t subdeviceId;
+  uint32_t coreClockRate;
+  uint64_t maxMemAllocSize;
+  uint32_t maxHardwareContexts;
+  uint32_t maxCommandQueuePriority;
+  uint32_t numThreadsPerEU;
+  uint32_t physicalEUSimdWidth;
+  uint32_t numEUsPerSubslice;
+  uint32_t numSubslicesPerSlice;
+  uint32_t numSlices;
+  uint64_t timerResolution;
+  uint32_t timestampValidBits;
+  uint32_t kernelTimestampValidBits;
+  ze_device_uuid_t uuid;
+  char name[ZE_MAX_DEVICE_NAME];
+} ze_device_properties_t;
+
+typedef struct _zes_device_properties_t {
+  zes_structure_type_t stype;
+  void *pNext;
+  ze_device_properties_t core;
+  uint32_t numSubdevices;
+  char serialNumber[ZES_STRING_PROPERTY_SIZE];
+  char boardNumber[ZES_STRING_PROPERTY_SIZE];
+  char brandName[ZES_STRING_PROPERTY_SIZE];
+  char modelName[ZES_STRING_PROPERTY_SIZE];
+  char vendorName[ZES_STRING_PROPERTY_SIZE];
+  char driverVersion[ZES_STRING_PROPERTY_SIZE];
+} zes_device_properties_t;
+
+typedef struct _zes_device_ext_properties_t {
+  zes_structure_type_t stype;
+  void *pNext;
+  zes_uuid_t uuid;
+  zes_device_type_t type;
+  zes_device_property_flags_t flags;
+} zes_device_ext_properties_t;
+
+typedef struct _zes_mem_properties_t {
+  zes_structure_type_t stype;
+  void *pNext;
+  zes_mem_type_t type;
+  ze_bool_t onSubdevice;
+  uint32_t subdeviceId;
+  zes_mem_loc_t location;
+  uint64_t physicalSize;
+  int32_t busWidth;
+  int32_t numChannels;
+} zes_mem_properties_t;
+
+typedef struct _zes_mem_state_t {
+  zes_structure_type_t stype;
+  const void *pNext;
+  zes_mem_health_t health;
+  uint64_t free;
+  uint64_t size;
+} zes_mem_state_t;
+
+typedef struct oneapi_handle {
+  void *handle;
+  uint16_t verbose;
+
+  uint32_t num_drivers;
+  zes_driver_handle_t *drivers;
+  uint32_t *num_devices;
+  zes_device_handle_t **devices;
+
+  // TODO Driver major, minor information
+  // int driver_major;
+  // int driver_minor;
+
+  ze_result_t (*zesInit)(int);
+  ze_result_t (*zesDriverGet)(uint32_t *pCount, zes_driver_handle_t *phDrivers);
+  ze_result_t (*zesDeviceGet)(zes_driver_handle_t hDriver, uint32_t *pCount,
+                              zes_device_handle_t *phDevices);
+  ze_result_t (*zesDeviceGetProperties)(zes_device_handle_t hDevice,
+                                        zes_device_properties_t *pProperties);
+  ze_result_t (*zesDeviceEnumMemoryModules)(zes_device_handle_t hDevice,
+                                            uint32_t *pCount,
+                                            zes_mem_handle_t *phMemory);
+  ze_result_t (*zesMemoryGetProperties)(zes_mem_handle_t hMemory,
+                                        zes_mem_properties_t *pProperties);
+  ze_result_t (*zesMemoryGetState)(zes_mem_handle_t hMemory,
+                                   zes_mem_state_t *pState);
+
+} oneapi_handle_t;
+
+typedef struct oneapi_init_resp {
+  char *err; // If err is non-null handle is invalid
+  oneapi_handle_t oh;
+} oneapi_init_resp_t;
+
+typedef struct oneapi_version_resp {
+  ze_result_t status;
+  char *str; // Contains version or error string if status != 0
+} oneapi_version_resp_t;
+
+void oneapi_init(char *oneapi_lib_path, oneapi_init_resp_t *resp);
+void oneapi_check_vram(oneapi_handle_t h, int driver, int device,
+                       mem_info_t *resp);
+void oneapi_release(oneapi_handle_t h);
+int oneapi_get_device_count(oneapi_handle_t h, int driver);
+
+#endif // __GPU_INFO_INTEL_H__
+#endif // __APPLE__
diff --git a/discover/gpu_linux.go b/discover/gpu_linux.go
new file mode 100644
index 0000000..44c53b4
--- /dev/null
+++ b/discover/gpu_linux.go
@@ -0,0 +1,198 @@
+package discover
+
+import (
+	"bufio"
+	"fmt"
+	"io"
+	"os"
+	"reflect"
+	"regexp"
+	"sort"
+	"strings"
+
+	"github.com/ollama/ollama/format"
+)
+
+var CudartGlobs = []string{
+	"/usr/local/cuda/lib64/libcudart.so*",
+	"/usr/lib/x86_64-linux-gnu/nvidia/current/libcudart.so*",
+	"/usr/lib/x86_64-linux-gnu/libcudart.so*",
+	"/usr/lib/wsl/lib/libcudart.so*",
+	"/usr/lib/wsl/drivers/*/libcudart.so*",
+	"/opt/cuda/lib64/libcudart.so*",
+	"/usr/local/cuda*/targets/aarch64-linux/lib/libcudart.so*",
+	"/usr/lib/aarch64-linux-gnu/nvidia/current/libcudart.so*",
+	"/usr/lib/aarch64-linux-gnu/libcudart.so*",
+	"/usr/local/cuda/lib*/libcudart.so*",
+	"/usr/lib*/libcudart.so*",
+	"/usr/local/lib*/libcudart.so*",
+}
+
+var NvmlGlobs = []string{}
+
+var NvcudaGlobs = []string{
+	"/usr/local/cuda*/targets/*/lib/libcuda.so*",
+	"/usr/lib/*-linux-gnu/nvidia/current/libcuda.so*",
+	"/usr/lib/*-linux-gnu/libcuda.so*",
+	"/usr/lib/wsl/lib/libcuda.so*",
+	"/usr/lib/wsl/drivers/*/libcuda.so*",
+	"/opt/cuda/lib*/libcuda.so*",
+	"/usr/local/cuda/lib*/libcuda.so*",
+	"/usr/lib*/libcuda.so*",
+	"/usr/local/lib*/libcuda.so*",
+}
+
+var OneapiGlobs = []string{
+	"/usr/lib/x86_64-linux-gnu/libze_intel_gpu.so*",
+	"/usr/lib*/libze_intel_gpu.so*",
+}
+
+var (
+	CudartMgmtName = "libcudart.so*"
+	NvcudaMgmtName = "libcuda.so*"
+	NvmlMgmtName   = "" // not currently wired on linux
+	OneapiMgmtName = "libze_intel_gpu.so*"
+)
+
+func GetCPUMem() (memInfo, error) {
+	var mem memInfo
+	var total, available, free, buffers, cached, freeSwap uint64
+	f, err := os.Open("/proc/meminfo")
+	if err != nil {
+		return mem, err
+	}
+	defer f.Close()
+	s := bufio.NewScanner(f)
+	for s.Scan() {
+		line := s.Text()
+		switch {
+		case strings.HasPrefix(line, "MemTotal:"):
+			_, err = fmt.Sscanf(line, "MemTotal:%d", &total)
+		case strings.HasPrefix(line, "MemAvailable:"):
+			_, err = fmt.Sscanf(line, "MemAvailable:%d", &available)
+		case strings.HasPrefix(line, "MemFree:"):
+			_, err = fmt.Sscanf(line, "MemFree:%d", &free)
+		case strings.HasPrefix(line, "Buffers:"):
+			_, err = fmt.Sscanf(line, "Buffers:%d", &buffers)
+		case strings.HasPrefix(line, "Cached:"):
+			_, err = fmt.Sscanf(line, "Cached:%d", &cached)
+		case strings.HasPrefix(line, "SwapFree:"):
+			_, err = fmt.Sscanf(line, "SwapFree:%d", &freeSwap)
+		default:
+			continue
+		}
+		if err != nil {
+			return mem, err
+		}
+	}
+	mem.TotalMemory = total * format.KibiByte
+	mem.FreeSwap = freeSwap * format.KibiByte
+	if available > 0 {
+		mem.FreeMemory = available * format.KibiByte
+	} else {
+		mem.FreeMemory = (free + buffers + cached) * format.KibiByte
+	}
+	return mem, nil
+}
+
+const CpuInfoFilename = "/proc/cpuinfo"
+
+type linuxCpuInfo struct {
+	ID         string `cpuinfo:"processor"`
+	VendorID   string `cpuinfo:"vendor_id"`
+	ModelName  string `cpuinfo:"model name"`
+	PhysicalID string `cpuinfo:"physical id"`
+	Siblings   string `cpuinfo:"siblings"`
+	CoreID     string `cpuinfo:"core id"`
+}
+
+func GetCPUDetails() ([]CPU, error) {
+	file, err := os.Open(CpuInfoFilename)
+	if err != nil {
+		return nil, err
+	}
+	defer file.Close()
+	return linuxCPUDetails(file)
+}
+
+func linuxCPUDetails(file io.Reader) ([]CPU, error) {
+	reColumns := regexp.MustCompile("\t+: ")
+	scanner := bufio.NewScanner(file)
+	cpuInfos := []linuxCpuInfo{}
+	cpu := &linuxCpuInfo{}
+	for scanner.Scan() {
+		line := scanner.Text()
+		if sl := reColumns.Split(line, 2); len(sl) > 1 {
+			t := reflect.TypeOf(cpu).Elem()
+			s := reflect.ValueOf(cpu).Elem()
+			for i := range t.NumField() {
+				field := t.Field(i)
+				tag := field.Tag.Get("cpuinfo")
+				if tag == sl[0] {
+					s.FieldByName(field.Name).SetString(sl[1])
+					break
+				}
+			}
+		} else if strings.TrimSpace(line) == "" && cpu.ID != "" {
+			cpuInfos = append(cpuInfos, *cpu)
+			cpu = &linuxCpuInfo{}
+		}
+	}
+	if cpu.ID != "" {
+		cpuInfos = append(cpuInfos, *cpu)
+	}
+
+	// Process the sockets/cores/threads
+	socketByID := map[string]*CPU{}
+	coreBySocket := map[string]map[string]struct{}{}
+	threadsByCoreBySocket := map[string]map[string]int{}
+	for _, c := range cpuInfos {
+		if _, found := socketByID[c.PhysicalID]; !found {
+			socketByID[c.PhysicalID] = &CPU{
+				ID:        c.PhysicalID,
+				VendorID:  c.VendorID,
+				ModelName: c.ModelName,
+			}
+			coreBySocket[c.PhysicalID] = map[string]struct{}{}
+			threadsByCoreBySocket[c.PhysicalID] = map[string]int{}
+		}
+		if c.CoreID != "" {
+			coreBySocket[c.PhysicalID][c.PhysicalID+":"+c.CoreID] = struct{}{}
+			threadsByCoreBySocket[c.PhysicalID][c.PhysicalID+":"+c.CoreID]++
+		} else {
+			coreBySocket[c.PhysicalID][c.PhysicalID+":"+c.ID] = struct{}{}
+			threadsByCoreBySocket[c.PhysicalID][c.PhysicalID+":"+c.ID]++
+		}
+	}
+
+	// Tally up the values from the tracking maps
+	for id, s := range socketByID {
+		s.CoreCount = len(coreBySocket[id])
+		s.ThreadCount = 0
+
+		// This only works if HT is enabled, consider a more reliable model, maybe cache size comparisons?
+		efficiencyCoreCount := 0
+		for _, threads := range threadsByCoreBySocket[id] {
+			s.ThreadCount += threads
+			if threads == 1 {
+				efficiencyCoreCount++
+			}
+		}
+		if efficiencyCoreCount == s.CoreCount {
+			// 1:1 mapping means they're not actually efficiency cores, but regular cores
+			s.EfficiencyCoreCount = 0
+		} else {
+			s.EfficiencyCoreCount = efficiencyCoreCount
+		}
+	}
+	keys := make([]string, 0, len(socketByID))
+	result := make([]CPU, 0, len(socketByID))
+	for k := range socketByID {
+		keys = append(keys, k)
+	}
+	sort.Strings(keys)
+	for _, k := range keys {
+		result = append(result, *socketByID[k])
+	}
+	return result, nil
+}
diff --git a/discover/gpu_linux_test.go b/discover/gpu_linux_test.go
new file mode 100644
index 0000000..c4d64e3
--- /dev/null
+++ b/discover/gpu_linux_test.go
@@ -0,0 +1,2097 @@
+package discover
+
+import (
+	"bytes"
+	"log/slog"
+	"testing"
+)
+
+func TestLinuxCPUDetails(t *testing.T) {
+	type results struct {
+		cores      int
+		efficiency int
+		threads    int
+	}
+	type testCase struct {
+		input          string
+		expCPUs        []results
+		expThreadCount int
+	}
+	testCases := map[string]*testCase{
+		"#5554 Docker Ollama container inside the LXC": {
+			input: `processor	: 0
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2246.624
+cache size	: 512 KB
+physical id	: 0
+siblings	: 4
+core id	: 0
+cpu cores	: 4
+apicid	: 0
+initial apicid	: 0
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm rep_good nopl cpuid extd_apicid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw perfctr_core invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves avx512_bf16 clzero xsaveerptr wbnoinvd arat npt lbrv nrip_save tsc_scale vmcb_clean flushbyasid pausefilter pfthreshold v_vmsave_vmload vgif avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid fsrm flush_l1d arch_capabilities
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4493.24
+TLB size	: 1024 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management:
+
+processor	: 1
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2246.624
+cache size	: 512 KB
+physical id	: 0
+siblings	: 4
+core id	: 1
+cpu cores	: 4
+apicid	: 1
+initial apicid	: 1
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm rep_good nopl cpuid extd_apicid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw perfctr_core invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves avx512_bf16 clzero xsaveerptr wbnoinvd arat npt lbrv nrip_save tsc_scale vmcb_clean flushbyasid pausefilter pfthreshold v_vmsave_vmload vgif avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid fsrm flush_l1d arch_capabilities
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4493.24
+TLB size	: 1024 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management:
+
+processor	: 2
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2246.624
+cache size	: 512 KB
+physical id	: 0
+siblings	: 4
+core id	: 2
+cpu cores	: 4
+apicid	: 2
+initial apicid	: 2
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm rep_good nopl cpuid extd_apicid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw perfctr_core invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves avx512_bf16 clzero xsaveerptr wbnoinvd arat npt lbrv nrip_save tsc_scale vmcb_clean flushbyasid pausefilter pfthreshold v_vmsave_vmload vgif avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid fsrm flush_l1d arch_capabilities
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4493.24
+TLB size	: 1024 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management:
+
+processor	: 3
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2246.624
+cache size	: 512 KB
+physical id	: 0
+siblings	: 4
+core id	: 3
+cpu cores	: 4
+apicid	: 3
+initial apicid	: 3
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm rep_good nopl cpuid extd_apicid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw perfctr_core invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves avx512_bf16 clzero xsaveerptr wbnoinvd arat npt lbrv nrip_save tsc_scale vmcb_clean flushbyasid pausefilter pfthreshold v_vmsave_vmload vgif avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid fsrm flush_l1d arch_capabilities
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4493.24
+TLB size	: 1024 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management:
+
+processor	: 4
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2246.624
+cache size	: 512 KB
+physical id	: 1
+siblings	: 4
+core id	: 0
+cpu cores	: 4
+apicid	: 4
+initial apicid	: 4
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm rep_good nopl cpuid extd_apicid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw perfctr_core invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves avx512_bf16 clzero xsaveerptr wbnoinvd arat npt lbrv nrip_save tsc_scale vmcb_clean flushbyasid pausefilter pfthreshold v_vmsave_vmload vgif avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid fsrm flush_l1d arch_capabilities
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4493.24
+TLB size	: 1024 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management:
+
+processor	: 5
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2246.624
+cache size	: 512 KB
+physical id	: 1
+siblings	: 4
+core id	: 1
+cpu cores	: 4
+apicid	: 5
+initial apicid	: 5
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm rep_good nopl cpuid extd_apicid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw perfctr_core invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves avx512_bf16 clzero xsaveerptr wbnoinvd arat npt lbrv nrip_save tsc_scale vmcb_clean flushbyasid pausefilter pfthreshold v_vmsave_vmload vgif avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid fsrm flush_l1d arch_capabilities
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4493.24
+TLB size	: 1024 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management:
+
+processor	: 6
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2246.624
+cache size	: 512 KB
+physical id	: 1
+siblings	: 4
+core id	: 2
+cpu cores	: 4
+apicid	: 6
+initial apicid	: 6
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm rep_good nopl cpuid extd_apicid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw perfctr_core invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves avx512_bf16 clzero xsaveerptr wbnoinvd arat npt lbrv nrip_save tsc_scale vmcb_clean flushbyasid pausefilter pfthreshold v_vmsave_vmload vgif avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid fsrm flush_l1d arch_capabilities
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4493.24
+TLB size	: 1024 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management:
+
+processor	: 7
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2246.624
+cache size	: 512 KB
+physical id	: 1
+siblings	: 4
+core id	: 3
+cpu cores	: 4
+apicid	: 7
+initial apicid	: 7
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm rep_good nopl cpuid extd_apicid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw perfctr_core invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves avx512_bf16 clzero xsaveerptr wbnoinvd arat npt lbrv nrip_save tsc_scale vmcb_clean flushbyasid pausefilter pfthreshold v_vmsave_vmload vgif avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid fsrm flush_l1d arch_capabilities
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4493.24
+TLB size	: 1024 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management:
+`,
+			expCPUs: []results{
+				{
+					cores:      4,
+					efficiency: 0,
+					threads:    4,
+				},
+				{
+					cores:      4,
+					efficiency: 0,
+					threads:    4,
+				},
+			},
+			expThreadCount: 8,
+		},
+
+		// Single Socket, 8 cores
+		"#5554 LXC direct output": {
+			input: `processor	: 0
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3094.910
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 0
+cpu cores	: 128
+apicid	: 0
+initial apicid	: 0
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 1
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3094.470
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 1
+cpu cores	: 128
+apicid	: 2
+initial apicid	: 2
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 2
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3094.918
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 2
+cpu cores	: 128
+apicid	: 4
+initial apicid	: 4
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 3
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 3
+cpu cores	: 128
+apicid	: 6
+initial apicid	: 6
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 4
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3090.662
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 4
+cpu cores	: 128
+apicid	: 8
+initial apicid	: 8
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 5
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3093.734
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 5
+cpu cores	: 128
+apicid	: 10
+initial apicid	: 10
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 6
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 6
+cpu cores	: 128
+apicid	: 12
+initial apicid	: 12
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 7
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 7
+cpu cores	: 128
+apicid	: 14
+initial apicid	: 14
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+`,
+			expCPUs: []results{
+				{
+					cores:      8,
+					efficiency: 0,
+					threads:    8,
+				},
+			},
+			expThreadCount: 8,
+		},
+
+		// Note: this was a partial cut-and-paste missing at least some initial logical processor definitions
+		// Single Socket, 29 cores
+		"#5554 LXC docker container output": {
+			input: `processor	: 483
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 19
+cpu cores	: 128
+apicid	: 295
+initial apicid	: 295
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 484
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 20
+cpu cores	: 128
+apicid	: 297
+initial apicid	: 297
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 485
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 21
+cpu cores	: 128
+apicid	: 299
+initial apicid	: 299
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 486
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 22
+cpu cores	: 128
+apicid	: 301
+initial apicid	: 301
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 487
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 23
+cpu cores	: 128
+apicid	: 303
+initial apicid	: 303
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 488
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3094.717
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 24
+cpu cores	: 128
+apicid	: 305
+initial apicid	: 305
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 489
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 25
+cpu cores	: 128
+apicid	: 307
+initial apicid	: 307
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
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+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
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+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
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+
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+
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+
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+
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+
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+
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+
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+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
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+
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+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
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+
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+
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+
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+
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+
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+
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+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 509
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 93
+cpu cores	: 128
+apicid	: 443
+initial apicid	: 443
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 510
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 94
+cpu cores	: 128
+apicid	: 445
+initial apicid	: 445
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 511
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 1
+siblings	: 256
+core id	: 95
+cpu cores	: 128
+apicid	: 447
+initial apicid	: 447
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+`,
+			expCPUs: []results{
+				{
+					cores:      29,
+					efficiency: 0,
+					threads:    29,
+				},
+			},
+			expThreadCount: 29,
+		},
+
+		"#5554 LXC docker output": {
+			input: `processor	: 0
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3094.910
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 0
+cpu cores	: 128
+apicid	: 0
+initial apicid	: 0
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 1
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3094.470
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 1
+cpu cores	: 128
+apicid	: 2
+initial apicid	: 2
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 2
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3094.918
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 2
+cpu cores	: 128
+apicid	: 4
+initial apicid	: 4
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 3
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 3
+cpu cores	: 128
+apicid	: 6
+initial apicid	: 6
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 4
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3090.662
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 4
+cpu cores	: 128
+apicid	: 8
+initial apicid	: 8
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 5
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 3093.734
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 5
+cpu cores	: 128
+apicid	: 10
+initial apicid	: 10
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 6
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 6
+cpu cores	: 128
+apicid	: 12
+initial apicid	: 12
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+processor	: 7
+vendor_id	: AuthenticAMD
+cpu family	: 25
+model	: 160
+model name	: AMD EPYC 9754 128-Core Processor
+stepping	: 2
+microcode	: 0xaa00212
+cpu MHz	: 2250.000
+cache size	: 1024 KB
+physical id	: 0
+siblings	: 256
+core id	: 7
+cpu cores	: 128
+apicid	: 14
+initial apicid	: 14
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 16
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local user_shstk avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid overflow_recov succor smca fsrm flush_l1d debug_swap
+bugs	: sysret_ss_attrs spectre_v1 spectre_v2 spec_store_bypass srso
+bogomips	: 4492.85
+TLB size	: 3584 4K pages
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 52 bits physical, 57 bits virtual
+power management: ts ttp tm hwpstate cpb eff_freq_ro [13] [14]
+
+`,
+			expCPUs: []results{
+				{
+					cores:      8,
+					efficiency: 0,
+					threads:    8,
+				},
+			},
+			expThreadCount: 8,
+		},
+
+		// exposed as 8 sockets, each with 1 core, no hyperthreading
+		"#7359 VMware multi-core core VM": {
+			input: `processor	: 0
+vendor_id	: GenuineIntel
+cpu family	: 6
+model	: 106
+model name	: Intel(R) Xeon(R) Gold 6326 CPU @ 2.90GHz
+stepping	: 6
+microcode	: 0xd0003d1
+cpu MHz	: 2893.202
+cache size	: 24576 KB
+physical id	: 0
+siblings	: 1
+core id	: 0
+cpu cores	: 1
+apicid	: 0
+initial apicid	: 0
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 27
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon rep_good nopl xtopology tsc_reliable nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd arat avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq rdpid fsrm md_clear flush_l1d arch_capabilities
+bugs	: spectre_v1 spectre_v2 spec_store_bypass swapgs itlb_multihit mmio_stale_data eibrs_pbrsb gds bhi
+bogomips	: 5786.40
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 45 bits physical, 48 bits virtual
+power management:
+
+processor	: 1
+vendor_id	: GenuineIntel
+cpu family	: 6
+model	: 106
+model name	: Intel(R) Xeon(R) Gold 6326 CPU @ 2.90GHz
+stepping	: 6
+microcode	: 0xd0003d1
+cpu MHz	: 2893.202
+cache size	: 24576 KB
+physical id	: 2
+siblings	: 1
+core id	: 0
+cpu cores	: 1
+apicid	: 2
+initial apicid	: 2
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 27
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon rep_good nopl xtopology tsc_reliable nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd arat avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq rdpid fsrm md_clear flush_l1d arch_capabilities
+bugs	: spectre_v1 spectre_v2 spec_store_bypass swapgs itlb_multihit mmio_stale_data eibrs_pbrsb gds bhi
+bogomips	: 5786.40
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 45 bits physical, 48 bits virtual
+power management:
+
+processor	: 2
+vendor_id	: GenuineIntel
+cpu family	: 6
+model	: 106
+model name	: Intel(R) Xeon(R) Gold 6326 CPU @ 2.90GHz
+stepping	: 6
+microcode	: 0xd0003d1
+cpu MHz	: 2893.202
+cache size	: 24576 KB
+physical id	: 4
+siblings	: 1
+core id	: 0
+cpu cores	: 1
+apicid	: 4
+initial apicid	: 4
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 27
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon rep_good nopl xtopology tsc_reliable nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd arat avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq rdpid fsrm md_clear flush_l1d arch_capabilities
+bugs	: spectre_v1 spectre_v2 spec_store_bypass swapgs itlb_multihit mmio_stale_data eibrs_pbrsb gds bhi
+bogomips	: 5786.40
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 45 bits physical, 48 bits virtual
+power management:
+
+processor	: 3
+vendor_id	: GenuineIntel
+cpu family	: 6
+model	: 106
+model name	: Intel(R) Xeon(R) Gold 6326 CPU @ 2.90GHz
+stepping	: 6
+microcode	: 0xd0003d1
+cpu MHz	: 2893.202
+cache size	: 24576 KB
+physical id	: 6
+siblings	: 1
+core id	: 0
+cpu cores	: 1
+apicid	: 6
+initial apicid	: 6
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 27
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon rep_good nopl xtopology tsc_reliable nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd arat avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq rdpid fsrm md_clear flush_l1d arch_capabilities
+bugs	: spectre_v1 spectre_v2 spec_store_bypass swapgs itlb_multihit mmio_stale_data eibrs_pbrsb gds bhi
+bogomips	: 5786.40
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 45 bits physical, 48 bits virtual
+power management:
+
+processor	: 4
+vendor_id	: GenuineIntel
+cpu family	: 6
+model	: 106
+model name	: Intel(R) Xeon(R) Gold 6326 CPU @ 2.90GHz
+stepping	: 6
+microcode	: 0xd0003d1
+cpu MHz	: 2893.202
+cache size	: 24576 KB
+physical id	: 8
+siblings	: 1
+core id	: 0
+cpu cores	: 1
+apicid	: 8
+initial apicid	: 8
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 27
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon rep_good nopl xtopology tsc_reliable nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd arat avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq rdpid fsrm md_clear flush_l1d arch_capabilities
+bugs	: spectre_v1 spectre_v2 spec_store_bypass swapgs itlb_multihit mmio_stale_data eibrs_pbrsb gds bhi
+bogomips	: 5786.40
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 45 bits physical, 48 bits virtual
+power management:
+
+processor	: 5
+vendor_id	: GenuineIntel
+cpu family	: 6
+model	: 106
+model name	: Intel(R) Xeon(R) Gold 6326 CPU @ 2.90GHz
+stepping	: 6
+microcode	: 0xd0003d1
+cpu MHz	: 2893.202
+cache size	: 24576 KB
+physical id	: 10
+siblings	: 1
+core id	: 0
+cpu cores	: 1
+apicid	: 10
+initial apicid	: 10
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 27
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon rep_good nopl xtopology tsc_reliable nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd arat avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq rdpid fsrm md_clear flush_l1d arch_capabilities
+bugs	: spectre_v1 spectre_v2 spec_store_bypass swapgs itlb_multihit mmio_stale_data eibrs_pbrsb gds bhi
+bogomips	: 5786.40
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 45 bits physical, 48 bits virtual
+power management:
+
+processor	: 6
+vendor_id	: GenuineIntel
+cpu family	: 6
+model	: 106
+model name	: Intel(R) Xeon(R) Gold 6326 CPU @ 2.90GHz
+stepping	: 6
+microcode	: 0xd0003d1
+cpu MHz	: 2893.202
+cache size	: 24576 KB
+physical id	: 12
+siblings	: 1
+core id	: 0
+cpu cores	: 1
+apicid	: 12
+initial apicid	: 12
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 27
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon rep_good nopl xtopology tsc_reliable nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd arat avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq rdpid fsrm md_clear flush_l1d arch_capabilities
+bugs	: spectre_v1 spectre_v2 spec_store_bypass swapgs itlb_multihit mmio_stale_data eibrs_pbrsb gds bhi
+bogomips	: 5786.40
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 45 bits physical, 48 bits virtual
+power management:
+
+processor	: 7
+vendor_id	: GenuineIntel
+cpu family	: 6
+model	: 106
+model name	: Intel(R) Xeon(R) Gold 6326 CPU @ 2.90GHz
+stepping	: 6
+microcode	: 0xd0003d1
+cpu MHz	: 2893.202
+cache size	: 24576 KB
+physical id	: 14
+siblings	: 1
+core id	: 0
+cpu cores	: 1
+apicid	: 14
+initial apicid	: 14
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 27
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon rep_good nopl xtopology tsc_reliable nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd arat avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq rdpid fsrm md_clear flush_l1d arch_capabilities
+bugs	: spectre_v1 spectre_v2 spec_store_bypass swapgs itlb_multihit mmio_stale_data eibrs_pbrsb gds bhi
+bogomips	: 5786.40
+clflush size	: 64
+cache_alignment	: 64
+address sizes	: 45 bits physical, 48 bits virtual
+power management:
+`,
+			expCPUs: []results{
+				{
+					cores:      1,
+					efficiency: 0,
+					threads:    1,
+				},
+				{
+					cores:      1,
+					efficiency: 0,
+					threads:    1,
+				},
+				{
+					cores:      1,
+					efficiency: 0,
+					threads:    1,
+				},
+				{
+					cores:      1,
+					efficiency: 0,
+					threads:    1,
+				},
+				{
+					cores:      1,
+					efficiency: 0,
+					threads:    1,
+				},
+				{
+					cores:      1,
+					efficiency: 0,
+					threads:    1,
+				},
+				{
+					cores:      1,
+					efficiency: 0,
+					threads:    1,
+				},
+				{
+					cores:      1,
+					efficiency: 0,
+					threads:    1,
+				},
+			},
+			expThreadCount: 8,
+		},
+
+		// Emulated dual socket setup, 2 sockets, 2 cores each, with hyperthreading
+		"#7287 HyperV 2 socket exposed to VM": {
+			input: `processor	: 0
+vendor_id	: AuthenticAMD
+cpu family	: 23
+model	: 96
+model name	: AMD Ryzen 3 4100 4-Core Processor
+stepping	: 1
+microcode	: 0xffffffff
+cpu MHz	: 3792.747
+cache size	: 512 KB
+physical id	: 0
+siblings	: 4
+core id	: 0
+cpu cores	: 2
+apicid	: 0
+initial apicid	: 0
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 13
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf pni pclmulqdq ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext ssbd ibrs ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 clzero xsaveerptr rdpru arat umip rdpid
+bugs	: sysret_ss_attrs null_seg spectre_v1 spectre_v2 spec_store_bypass retbleed smt_rsb srso
+bogomips	: 7585.49
+TLB size	: 3072 4K pages
+clflush size	: 64
+cache_alignment : 64
+address sizes	: 48 bits physical, 48 bits virtual
+power management:
+
+processor	: 1
+vendor_id	: AuthenticAMD
+cpu family	: 23
+model	: 96
+model name	: AMD Ryzen 3 4100 4-Core Processor
+stepping	: 1
+microcode	: 0xffffffff
+cpu MHz	: 3792.747
+cache size	: 512 KB
+physical id	: 0
+siblings	: 4
+core id	: 0
+cpu cores	: 2
+apicid	: 1
+initial apicid	: 1
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 13
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf pni pclmulqdq ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext ssbd ibrs ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 clzero xsaveerptr rdpru arat umip rdpid
+bugs	: sysret_ss_attrs null_seg spectre_v1 spectre_v2 spec_store_bypass retbleed smt_rsb srso
+bogomips	: 7585.49
+TLB size	: 3072 4K pages
+clflush size	: 64
+cache_alignment : 64
+address sizes	: 48 bits physical, 48 bits virtual
+power management:
+
+processor	: 2
+vendor_id	: AuthenticAMD
+cpu family	: 23
+model	: 96
+model name	: AMD Ryzen 3 4100 4-Core Processor
+stepping	: 1
+microcode	: 0xffffffff
+cpu MHz	: 3792.747
+cache size	: 512 KB
+physical id	: 0
+siblings	: 4
+core id	: 1
+cpu cores	: 2
+apicid	: 2
+initial apicid	: 2
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 13
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf pni pclmulqdq ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext ssbd ibrs ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 clzero xsaveerptr rdpru arat umip rdpid
+bugs	: sysret_ss_attrs null_seg spectre_v1 spectre_v2 spec_store_bypass retbleed smt_rsb srso
+bogomips	: 7585.49
+TLB size	: 3072 4K pages
+clflush size	: 64
+cache_alignment : 64
+address sizes	: 48 bits physical, 48 bits virtual
+power management:
+
+processor	: 3
+vendor_id	: AuthenticAMD
+cpu family	: 23
+model	: 96
+model name	: AMD Ryzen 3 4100 4-Core Processor
+stepping	: 1
+microcode	: 0xffffffff
+cpu MHz	: 3792.747
+cache size	: 512 KB
+physical id	: 0
+siblings	: 4
+core id	: 1
+cpu cores	: 2
+apicid	: 3
+initial apicid	: 3
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 13
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf pni pclmulqdq ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext ssbd ibrs ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 clzero xsaveerptr rdpru arat umip rdpid
+bugs	: sysret_ss_attrs null_seg spectre_v1 spectre_v2 spec_store_bypass retbleed smt_rsb srso
+bogomips	: 7585.49
+TLB size	: 3072 4K pages
+clflush size	: 64
+cache_alignment : 64
+address sizes	: 48 bits physical, 48 bits virtual
+power management:
+
+processor	: 4
+vendor_id	: AuthenticAMD
+cpu family	: 23
+model	: 96
+model name	: AMD Ryzen 3 4100 4-Core Processor
+stepping	: 1
+microcode	: 0xffffffff
+cpu MHz	: 3792.747
+cache size	: 512 KB
+physical id	: 1
+siblings	: 4
+core id	: 0
+cpu cores	: 2
+apicid	: 4
+initial apicid	: 4
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 13
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf pni pclmulqdq ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext ssbd ibrs ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 clzero xsaveerptr rdpru arat umip rdpid
+bugs	: sysret_ss_attrs null_seg spectre_v1 spectre_v2 spec_store_bypass retbleed smt_rsb srso
+bogomips	: 7634.51
+TLB size	: 3072 4K pages
+clflush size	: 64
+cache_alignment : 64
+address sizes	: 48 bits physical, 48 bits virtual
+power management:
+
+processor	: 5
+vendor_id	: AuthenticAMD
+cpu family	: 23
+model	: 96
+model name	: AMD Ryzen 3 4100 4-Core Processor
+stepping	: 1
+microcode	: 0xffffffff
+cpu MHz	: 3792.747
+cache size	: 512 KB
+physical id	: 1
+siblings	: 4
+core id	: 0
+cpu cores	: 2
+apicid	: 5
+initial apicid	: 5
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 13
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf pni pclmulqdq ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext ssbd ibrs ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 clzero xsaveerptr rdpru arat umip rdpid
+bugs	: sysret_ss_attrs null_seg spectre_v1 spectre_v2 spec_store_bypass retbleed smt_rsb srso
+bogomips	: 7634.51
+TLB size	: 3072 4K pages
+clflush size	: 64
+cache_alignment : 64
+address sizes	: 48 bits physical, 48 bits virtual
+power management:
+
+processor	: 6
+vendor_id	: AuthenticAMD
+cpu family	: 23
+model	: 96
+model name	: AMD Ryzen 3 4100 4-Core Processor
+stepping	: 1
+microcode	: 0xffffffff
+cpu MHz	: 3792.747
+cache size	: 512 KB
+physical id	: 1
+siblings	: 4
+core id	: 1
+cpu cores	: 2
+apicid	: 6
+initial apicid	: 6
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 13
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf pni pclmulqdq ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext ssbd ibrs ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 clzero xsaveerptr rdpru arat umip rdpid
+bugs	: sysret_ss_attrs null_seg spectre_v1 spectre_v2 spec_store_bypass retbleed smt_rsb srso
+bogomips	: 7634.51
+TLB size	: 3072 4K pages
+clflush size	: 64
+cache_alignment : 64
+address sizes	: 48 bits physical, 48 bits virtual
+power management:
+
+processor	: 7
+vendor_id	: AuthenticAMD
+cpu family	: 23
+model	: 96
+model name	: AMD Ryzen 3 4100 4-Core Processor
+stepping	: 1
+microcode	: 0xffffffff
+cpu MHz	: 3688.684
+cache size	: 512 KB
+physical id	: 1
+siblings	: 4
+core id	: 1
+cpu cores	: 2
+apicid	: 7
+initial apicid	: 7
+fpu	: yes
+fpu_exception	: yes
+cpuid level	: 13
+wp	: yes
+flags	: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf pni pclmulqdq ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext ssbd ibrs ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 clzero xsaveerptr rdpru arat umip rdpid
+bugs	: sysret_ss_attrs null_seg spectre_v1 spectre_v2 spec_store_bypass retbleed smt_rsb srso
+bogomips	: 7634.51
+TLB size	: 3072 4K pages
+clflush size	: 64
+cache_alignment : 64
+address sizes	: 48 bits physical, 48 bits virtual
+power management:
+`,
+			expCPUs: []results{
+				{
+					cores:      2,
+					efficiency: 0,
+					threads:    4,
+				},
+				{
+					cores:      2,
+					efficiency: 0,
+					threads:    4,
+				},
+			},
+			expThreadCount: 4,
+		},
+	}
+	for k, v := range testCases {
+		t.Run(k, func(t *testing.T) {
+			buf := bytes.NewBufferString(v.input)
+			cpus, err := linuxCPUDetails(buf)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			slog.Info("example", "scenario", k, "cpus", cpus)
+			si := SystemInfo{
+				System: CPUInfo{
+					CPUs: cpus,
+				},
+			}
+			threadCount := si.GetOptimalThreadCount()
+			if len(v.expCPUs) != len(cpus) {
+				t.Fatalf("incorrect number of sockets: expected:%v got:%v", v.expCPUs, cpus)
+			}
+			for i, c := range cpus {
+				if c.CoreCount != v.expCPUs[i].cores {
+					t.Fatalf("incorrect number of cores: expected:%v got:%v", v.expCPUs[i], c)
+				}
+				if c.EfficiencyCoreCount != v.expCPUs[i].efficiency {
+					t.Fatalf("incorrect number of efficiency cores: expected:%v got:%v", v.expCPUs[i], c)
+				}
+				if c.ThreadCount != v.expCPUs[i].threads {
+					t.Fatalf("incorrect number of threads: expected:%v got:%v", v.expCPUs[i], c)
+				}
+			}
+
+			if threadCount != v.expThreadCount {
+				t.Fatalf("incorrect thread count expected:%d got:%d", v.expThreadCount, threadCount)
+			}
+		})
+	}
+}
diff --git a/discover/gpu_oneapi.go b/discover/gpu_oneapi.go
new file mode 100644
index 0000000..77941f5
--- /dev/null
+++ b/discover/gpu_oneapi.go
@@ -0,0 +1,21 @@
+//go:build linux || windows
+
+package discover
+
+import (
+	"log/slog"
+	"strings"
+)
+
+func oneapiGetVisibleDevicesEnv(gpuInfo []GpuInfo) (string, string) {
+	ids := []string{}
+	for _, info := range gpuInfo {
+		if info.Library != "oneapi" {
+			// TODO shouldn't happen if things are wired correctly...
+			slog.Debug("oneapiGetVisibleDevicesEnv skipping over non-sycl device", "library", info.Library)
+			continue
+		}
+		ids = append(ids, info.ID)
+	}
+	return "ONEAPI_DEVICE_SELECTOR", "level_zero:" + strings.Join(ids, ",")
+}
diff --git a/discover/gpu_test.go b/discover/gpu_test.go
new file mode 100644
index 0000000..0c6ef7b
--- /dev/null
+++ b/discover/gpu_test.go
@@ -0,0 +1,60 @@
+package discover
+
+import (
+	"runtime"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestBasicGetGPUInfo(t *testing.T) {
+	info := GetGPUInfo()
+	assert.NotEmpty(t, len(info))
+	assert.Contains(t, "cuda rocm cpu metal", info[0].Library)
+	if info[0].Library != "cpu" {
+		assert.Greater(t, info[0].TotalMemory, uint64(0))
+		assert.Greater(t, info[0].FreeMemory, uint64(0))
+	}
+}
+
+func TestCPUMemInfo(t *testing.T) {
+	info, err := GetCPUMem()
+	require.NoError(t, err)
+	switch runtime.GOOS {
+	case "darwin":
+		t.Skip("CPU memory not populated on darwin")
+	case "linux", "windows":
+		assert.Greater(t, info.TotalMemory, uint64(0))
+		assert.Greater(t, info.FreeMemory, uint64(0))
+	default:
+		return
+	}
+}
+
+func TestByLibrary(t *testing.T) {
+	type testCase struct {
+		input  []GpuInfo
+		expect int
+	}
+
+	testCases := map[string]*testCase{
+		"empty":                    {input: []GpuInfo{}, expect: 0},
+		"cpu":                      {input: []GpuInfo{{Library: "cpu"}}, expect: 1},
+		"cpu + GPU":                {input: []GpuInfo{{Library: "cpu"}, {Library: "cuda"}}, expect: 2},
+		"cpu + 2 GPU no variant":   {input: []GpuInfo{{Library: "cpu"}, {Library: "cuda"}, {Library: "cuda"}}, expect: 2},
+		"cpu + 2 GPU same variant": {input: []GpuInfo{{Library: "cpu"}, {Library: "cuda", Variant: "v11"}, {Library: "cuda", Variant: "v11"}}, expect: 2},
+		"cpu + 2 GPU diff variant": {input: []GpuInfo{{Library: "cpu"}, {Library: "cuda", Variant: "v11"}, {Library: "cuda", Variant: "v12"}}, expect: 3},
+	}
+
+	for k, v := range testCases {
+		t.Run(k, func(t *testing.T) {
+			resp := (GpuInfoList)(v.input).ByLibrary()
+			if len(resp) != v.expect {
+				t.Fatalf("expected length %d, got %d => %+v", v.expect, len(resp), resp)
+			}
+		})
+	}
+}
+
+// TODO - add some logic to figure out card type through other means and actually verify we got back what we expected
diff --git a/discover/gpu_windows.go b/discover/gpu_windows.go
new file mode 100644
index 0000000..2dc2f07
--- /dev/null
+++ b/discover/gpu_windows.go
@@ -0,0 +1,234 @@
+package discover
+
+import (
+	"fmt"
+	"log/slog"
+	"syscall"
+	"unsafe"
+)
+
+type MEMORYSTATUSEX struct {
+	length               uint32
+	MemoryLoad           uint32
+	TotalPhys            uint64
+	AvailPhys            uint64
+	TotalPageFile        uint64
+	AvailPageFile        uint64
+	TotalVirtual         uint64
+	AvailVirtual         uint64
+	AvailExtendedVirtual uint64
+}
+
+var (
+	k32                              = syscall.NewLazyDLL("kernel32.dll")
+	globalMemoryStatusExProc         = k32.NewProc("GlobalMemoryStatusEx")
+	sizeofMemoryStatusEx             = uint32(unsafe.Sizeof(MEMORYSTATUSEX{}))
+	GetLogicalProcessorInformationEx = k32.NewProc("GetLogicalProcessorInformationEx")
+)
+
+var CudartGlobs = []string{
+	"c:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v*\\bin\\cudart64_*.dll",
+}
+
+var NvmlGlobs = []string{
+	"c:\\Windows\\System32\\nvml.dll",
+}
+
+var NvcudaGlobs = []string{
+	"c:\\windows\\system*\\nvcuda.dll",
+}
+
+var OneapiGlobs = []string{
+	"c:\\Windows\\System32\\DriverStore\\FileRepository\\*\\ze_intel_gpu64.dll",
+}
+
+var (
+	CudartMgmtName = "cudart64_*.dll"
+	NvcudaMgmtName = "nvcuda.dll"
+	NvmlMgmtName   = "nvml.dll"
+	OneapiMgmtName = "ze_intel_gpu64.dll"
+)
+
+func GetCPUMem() (memInfo, error) {
+	memStatus := MEMORYSTATUSEX{length: sizeofMemoryStatusEx}
+	r1, _, err := globalMemoryStatusExProc.Call(uintptr(unsafe.Pointer(&memStatus)))
+	if r1 == 0 {
+		return memInfo{}, fmt.Errorf("GlobalMemoryStatusEx failed: %w", err)
+	}
+	return memInfo{TotalMemory: memStatus.TotalPhys, FreeMemory: memStatus.AvailPhys, FreeSwap: memStatus.AvailPageFile}, nil
+}
+
+type LOGICAL_PROCESSOR_RELATIONSHIP uint32
+
+const (
+	RelationProcessorCore LOGICAL_PROCESSOR_RELATIONSHIP = iota
+	RelationNumaNode
+	RelationCache
+	RelationProcessorPackage
+	RelationGroup
+	RelationProcessorDie
+	RelationNumaNodeEx
+	RelationProcessorModule
+)
+const RelationAll LOGICAL_PROCESSOR_RELATIONSHIP = 0xffff
+
+type GROUP_AFFINITY struct {
+	Mask     uintptr // KAFFINITY
+	Group    uint16
+	Reserved [3]uint16
+}
+
+type PROCESSOR_RELATIONSHIP struct {
+	Flags           byte
+	EfficiencyClass byte
+	Reserved        [20]byte
+	GroupCount      uint16
+	GroupMask       [1]GROUP_AFFINITY // len GroupCount
+}
+
+// Omitted unused structs: NUMA_NODE_RELATIONSHIP CACHE_RELATIONSHIP GROUP_RELATIONSHIP
+
+type SYSTEM_LOGICAL_PROCESSOR_INFORMATION_EX struct {
+	Relationship LOGICAL_PROCESSOR_RELATIONSHIP
+	Size         uint32
+	U            [1]byte // Union len Size
+	// PROCESSOR_RELATIONSHIP
+	// NUMA_NODE_RELATIONSHIP
+	// CACHE_RELATIONSHIP
+	// GROUP_RELATIONSHIP
+}
+
+func (group *GROUP_AFFINITY) IsMember(target *GROUP_AFFINITY) bool {
+	if group == nil || target == nil {
+		return false
+	}
+	return group.Mask&target.Mask != 0
+}
+
+type winPackage struct {
+	groups              []*GROUP_AFFINITY
+	coreCount           int // performance cores = coreCount - efficiencyCoreCount
+	efficiencyCoreCount int
+	threadCount         int
+}
+
+func (pkg *winPackage) IsMember(target *GROUP_AFFINITY) bool {
+	for _, group := range pkg.groups {
+		if group.IsMember(target) {
+			return true
+		}
+	}
+	return false
+}
+
+func getLogicalProcessorInformationEx() ([]byte, error) {
+	buf := make([]byte, 1)
+	bufSize := len(buf)
+	ret, _, err := GetLogicalProcessorInformationEx.Call(
+		uintptr(RelationAll),
+		uintptr(unsafe.Pointer(&buf[0])),
+		uintptr(unsafe.Pointer(&bufSize)),
+	)
+	if ret != 0 {
+		return nil, fmt.Errorf("failed to determine size info ret:%d %w", ret, err)
+	}
+
+	buf = make([]byte, bufSize)
+	ret, _, err = GetLogicalProcessorInformationEx.Call(
+		uintptr(RelationAll),
+		uintptr(unsafe.Pointer(&buf[0])),
+		uintptr(unsafe.Pointer(&bufSize)),
+	)
+	if ret == 0 {
+		return nil, fmt.Errorf("failed to gather processor information ret:%d buflen:%d %w", ret, bufSize, err)
+	}
+	return buf, nil
+}
+
+func processSystemLogicalProcessorInforationList(buf []byte) []*winPackage {
+	var slpi *SYSTEM_LOGICAL_PROCESSOR_INFORMATION_EX
+	// Find all the packages first
+	packages := []*winPackage{}
+	for bufOffset := 0; bufOffset < len(buf); bufOffset += int(slpi.Size) {
+		slpi = (*SYSTEM_LOGICAL_PROCESSOR_INFORMATION_EX)(unsafe.Pointer(&buf[bufOffset]))
+		if slpi.Relationship != RelationProcessorPackage {
+			continue
+		}
+		pr := (*PROCESSOR_RELATIONSHIP)(unsafe.Pointer(&slpi.U[0]))
+		pkg := &winPackage{}
+		ga0 := unsafe.Pointer(&pr.GroupMask[0])
+		for j := range pr.GroupCount {
+			gm := (*GROUP_AFFINITY)(unsafe.Pointer(uintptr(ga0) + uintptr(j)*unsafe.Sizeof(GROUP_AFFINITY{})))
+			pkg.groups = append(pkg.groups, gm)
+		}
+		packages = append(packages, pkg)
+	}
+
+	slog.Info("packages", "count", len(packages))
+
+	// To identify efficiency cores we have to compare the relative values
+	// Larger values are "less efficient" (aka, more performant)
+	var maxEfficiencyClass byte
+	for bufOffset := 0; bufOffset < len(buf); bufOffset += int(slpi.Size) {
+		slpi = (*SYSTEM_LOGICAL_PROCESSOR_INFORMATION_EX)(unsafe.Pointer(&buf[bufOffset]))
+		if slpi.Relationship != RelationProcessorCore {
+			continue
+		}
+		pr := (*PROCESSOR_RELATIONSHIP)(unsafe.Pointer(&slpi.U[0]))
+		if pr.EfficiencyClass > maxEfficiencyClass {
+			maxEfficiencyClass = pr.EfficiencyClass
+		}
+	}
+	if maxEfficiencyClass > 0 {
+		slog.Info("efficiency cores detected", "maxEfficiencyClass", maxEfficiencyClass)
+	}
+
+	// then match up the Cores to the Packages, count up cores, threads and efficiency cores
+	for bufOffset := 0; bufOffset < len(buf); bufOffset += int(slpi.Size) {
+		slpi = (*SYSTEM_LOGICAL_PROCESSOR_INFORMATION_EX)(unsafe.Pointer(&buf[bufOffset]))
+		if slpi.Relationship != RelationProcessorCore {
+			continue
+		}
+		pr := (*PROCESSOR_RELATIONSHIP)(unsafe.Pointer(&slpi.U[0]))
+		ga0 := unsafe.Pointer(&pr.GroupMask[0])
+		for j := range pr.GroupCount {
+			gm := (*GROUP_AFFINITY)(unsafe.Pointer(uintptr(ga0) + uintptr(j)*unsafe.Sizeof(GROUP_AFFINITY{})))
+			for _, pkg := range packages {
+				if pkg.IsMember(gm) {
+					pkg.coreCount++
+					if pr.Flags == 0 {
+						pkg.threadCount++
+					} else {
+						pkg.threadCount += 2
+					}
+					if pr.EfficiencyClass < maxEfficiencyClass {
+						pkg.efficiencyCoreCount++
+					}
+				}
+			}
+		}
+	}
+
+	// Summarize the results
+	for i, pkg := range packages {
+		slog.Info("", "package", i, "cores", pkg.coreCount, "efficiency", pkg.efficiencyCoreCount, "threads", pkg.threadCount)
+	}
+
+	return packages
+}
+
+func GetCPUDetails() ([]CPU, error) {
+	buf, err := getLogicalProcessorInformationEx()
+	if err != nil {
+		return nil, err
+	}
+	packages := processSystemLogicalProcessorInforationList(buf)
+	cpus := make([]CPU, len(packages))
+
+	for i, pkg := range packages {
+		cpus[i].CoreCount = pkg.coreCount
+		cpus[i].EfficiencyCoreCount = pkg.efficiencyCoreCount
+		cpus[i].ThreadCount = pkg.threadCount
+	}
+	return cpus, nil
+}
diff --git a/discover/gpu_windows_test.go b/discover/gpu_windows_test.go
new file mode 100644
index 0000000..c4daa7b
--- /dev/null
+++ b/discover/gpu_windows_test.go
@@ -0,0 +1,77 @@
+package discover
+
+import "testing"
+
+func TestProcessSystemLogicalProcessorInforationList(t *testing.T) {
+	type pkgs struct {
+		cores      int
+		efficiency int
+		threads    int
+	}
+	type testCase struct {
+		input    []byte
+		expected []pkgs
+	}
+	testCases := map[string]*testCase{
+		"AMD64 Family 25 Model 97 Stepping 2 ": {
+			input: []byte{
+				0x3, 0x0, 0x0, 0x0, 0x30, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x1, 0x0, 0xff, 0xff, 0xff, 0xff, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x30, 0x0, 0x0, 0x0, 0x1, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x1, 0x0, 0x3, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x7, 0x0, 0x0, 0x0, 0x30, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x1, 0x0, 0x3, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x2, 0x0, 0x0, 0x0, 0x38, 0x0, 0x0, 0x0, 0x1, 0x8, 0x40, 0x0, 0x0, 0x80, 0x0, 0x0, 0x2, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x1, 0x0, 0x3, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 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+			},
+			expected: []pkgs{
+				{
+					cores:      16,
+					efficiency: 0,
+					threads:    32,
+				},
+			},
+		},
+		"Intel64 Family 6 Model 183 Stepping 1": {
+			input: []byte{
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+			},
+			expected: []pkgs{
+				{
+					cores:      16,
+					efficiency: 8,
+					threads:    24,
+				},
+			},
+		},
+		"dual Intel64 Family 6 Model 85 Stepping 4": {
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+			},
+			expected: []pkgs{
+				{
+					cores:      40,
+					efficiency: 0,
+					threads:    80,
+				}, {
+					cores:      40,
+					efficiency: 0,
+					threads:    80,
+				},
+			},
+		},
+	}
+
+	for k, v := range testCases {
+		t.Run(k, func(t *testing.T) {
+			resp := processSystemLogicalProcessorInforationList(v.input)
+			if len(resp) != len(v.expected) {
+				t.Fatalf("incorrect number of packages %d, got %d", v.expected, len(resp))
+			}
+			for i, pkg := range v.expected {
+				if resp[i].coreCount != pkg.cores {
+					t.Fatalf("[%d] expected core count %d, got %d", i, pkg.cores, resp[i].coreCount)
+				}
+				if resp[i].efficiencyCoreCount != pkg.efficiency {
+					t.Fatalf("[%d] expected efficiency count %d, got %d", i, pkg.efficiency, resp[i].efficiencyCoreCount)
+				}
+				if resp[i].threadCount != pkg.threads {
+					t.Fatalf("[%d] expected thread count %d, got %d", i, pkg.threads, resp[i].threadCount)
+				}
+			}
+		})
+	}
+}
diff --git a/discover/path.go b/discover/path.go
new file mode 100644
index 0000000..8a20d8c
--- /dev/null
+++ b/discover/path.go
@@ -0,0 +1,56 @@
+package discover
+
+import (
+	"os"
+	"path/filepath"
+	"runtime"
+)
+
+// LibPath is a path to lookup dynamic libraries
+// in development it's usually 'build/lib/ollama'
+// in distribution builds it's 'lib/ollama' on Windows
+// '../lib/ollama' on Linux and the executable's directory on macOS
+// note: distribution builds, additional GPU-specific libraries are
+// found in subdirectories of the returned path, such as
+// 'cuda_v11', 'cuda_v12', 'rocm', etc.
+var LibOllamaPath string = func() string {
+	exe, err := os.Executable()
+	if err != nil {
+		return ""
+	}
+
+	if eval, err := filepath.EvalSymlinks(exe); err == nil {
+		exe = eval
+	}
+
+	var libPath string
+	switch runtime.GOOS {
+	case "windows":
+		libPath = filepath.Join(filepath.Dir(exe), "lib", "ollama")
+	case "linux":
+		libPath = filepath.Join(filepath.Dir(exe), "..", "lib", "ollama")
+	case "darwin":
+		libPath = filepath.Dir(exe)
+	}
+
+	cwd, err := os.Getwd()
+	if err != nil {
+		return ""
+	}
+
+	paths := []string{
+		libPath,
+
+		// build paths for development
+		filepath.Join(filepath.Dir(exe), "build", "lib", "ollama"),
+		filepath.Join(cwd, "build", "lib", "ollama"),
+	}
+
+	for _, p := range paths {
+		if _, err := os.Stat(p); err == nil {
+			return p
+		}
+	}
+
+	return filepath.Dir(exe)
+}()
diff --git a/discover/types.go b/discover/types.go
new file mode 100644
index 0000000..c5212d9
--- /dev/null
+++ b/discover/types.go
@@ -0,0 +1,183 @@
+package discover
+
+import (
+	"fmt"
+	"log/slog"
+
+	"github.com/ollama/ollama/format"
+)
+
+type memInfo struct {
+	TotalMemory uint64 `json:"total_memory,omitempty"`
+	FreeMemory  uint64 `json:"free_memory,omitempty"`
+	FreeSwap    uint64 `json:"free_swap,omitempty"` // TODO split this out for system only
+}
+
+// Beginning of an `ollama info` command
+type GpuInfo struct { // TODO better name maybe "InferenceProcessor"?
+	memInfo
+	Library string `json:"library,omitempty"`
+
+	// Optional variant to select (e.g. versions, cpu feature flags)
+	Variant string `json:"variant"`
+
+	// MinimumMemory represents the minimum memory required to use the GPU
+	MinimumMemory uint64 `json:"-"`
+
+	// Any extra PATH/LD_LIBRARY_PATH dependencies required for the Library to operate properly
+	DependencyPath []string `json:"lib_path,omitempty"`
+
+	// Extra environment variables specific to the GPU as list of [key,value]
+	EnvWorkarounds [][2]string `json:"envs,omitempty"`
+
+	// Set to true if we can NOT reliably discover FreeMemory.  A value of true indicates
+	// the FreeMemory is best effort, and may over or under report actual memory usage
+	// False indicates FreeMemory can generally be trusted on this GPU
+	UnreliableFreeMemory bool
+
+	// GPU information
+	ID      string `json:"gpu_id"`  // string to use for selection of this specific GPU
+	Name    string `json:"name"`    // user friendly name if available
+	Compute string `json:"compute"` // Compute Capability or gfx
+
+	// Driver Information - TODO no need to put this on each GPU
+	DriverMajor int `json:"driver_major,omitempty"`
+	DriverMinor int `json:"driver_minor,omitempty"`
+
+	// TODO other performance capability info to help in scheduling decisions
+}
+
+func (gpu GpuInfo) RunnerName() string {
+	if gpu.Variant != "" {
+		return gpu.Library + "_" + gpu.Variant
+	}
+	return gpu.Library
+}
+
+type CPUInfo struct {
+	GpuInfo
+	CPUs []CPU
+}
+
+// CPU type represents a CPU Package occupying a socket
+type CPU struct {
+	ID                  string `cpuinfo:"processor"`
+	VendorID            string `cpuinfo:"vendor_id"`
+	ModelName           string `cpuinfo:"model name"`
+	CoreCount           int
+	EfficiencyCoreCount int // Performance = CoreCount - Efficiency
+	ThreadCount         int
+}
+
+type CudaGPUInfo struct {
+	GpuInfo
+	OSOverhead   uint64 // Memory overhead between the driver library and management library
+	index        int    //nolint:unused,nolintlint
+	computeMajor int    //nolint:unused,nolintlint
+	computeMinor int    //nolint:unused,nolintlint
+}
+type CudaGPUInfoList []CudaGPUInfo
+
+type RocmGPUInfo struct {
+	GpuInfo
+	usedFilepath string //nolint:unused,nolintlint
+	index        int    //nolint:unused,nolintlint
+}
+type RocmGPUInfoList []RocmGPUInfo
+
+type OneapiGPUInfo struct {
+	GpuInfo
+	driverIndex int //nolint:unused,nolintlint
+	gpuIndex    int //nolint:unused,nolintlint
+}
+type OneapiGPUInfoList []OneapiGPUInfo
+
+type GpuInfoList []GpuInfo
+
+type UnsupportedGPUInfo struct {
+	GpuInfo
+	Reason string `json:"reason"`
+}
+
+// Split up the set of gpu info's by Library and variant
+func (l GpuInfoList) ByLibrary() []GpuInfoList {
+	resp := []GpuInfoList{}
+	libs := []string{}
+	for _, info := range l {
+		found := false
+		requested := info.Library
+		if info.Variant != "" {
+			requested += "_" + info.Variant
+		}
+		for i, lib := range libs {
+			if lib == requested {
+				resp[i] = append(resp[i], info)
+				found = true
+				break
+			}
+		}
+		if !found {
+			libs = append(libs, requested)
+			resp = append(resp, []GpuInfo{info})
+		}
+	}
+	return resp
+}
+
+// Report the GPU information into the log an Info level
+func (l GpuInfoList) LogDetails() {
+	for _, g := range l {
+		slog.Info("inference compute",
+			"id", g.ID,
+			"library", g.Library,
+			"variant", g.Variant,
+			"compute", g.Compute,
+			"driver", fmt.Sprintf("%d.%d", g.DriverMajor, g.DriverMinor),
+			"name", g.Name,
+			"total", format.HumanBytes2(g.TotalMemory),
+			"available", format.HumanBytes2(g.FreeMemory),
+		)
+	}
+}
+
+// Sort by Free Space
+type ByFreeMemory []GpuInfo
+
+func (a ByFreeMemory) Len() int           { return len(a) }
+func (a ByFreeMemory) Swap(i, j int)      { a[i], a[j] = a[j], a[i] }
+func (a ByFreeMemory) Less(i, j int) bool { return a[i].FreeMemory < a[j].FreeMemory }
+
+type SystemInfo struct {
+	System          CPUInfo              `json:"system"`
+	GPUs            []GpuInfo            `json:"gpus"`
+	UnsupportedGPUs []UnsupportedGPUInfo `json:"unsupported_gpus"`
+	DiscoveryErrors []string             `json:"discovery_errors"`
+}
+
+// Return the optimal number of threads to use for inference
+func (si SystemInfo) GetOptimalThreadCount() int {
+	if len(si.System.CPUs) == 0 {
+		return 0
+	}
+
+	coreCount := 0
+	for _, c := range si.System.CPUs {
+		coreCount += c.CoreCount - c.EfficiencyCoreCount
+	}
+
+	return coreCount
+}
+
+// For each GPU, check if it does NOT support flash attention
+func (l GpuInfoList) FlashAttentionSupported() bool {
+	for _, gpu := range l {
+		supportsFA := gpu.Library == "metal" ||
+			(gpu.Library == "cuda" && gpu.DriverMajor >= 7) ||
+			gpu.Library == "rocm"
+
+		if !supportsFA {
+			return false
+		}
+	}
+	return true
+}
diff --git a/docs/README.md b/docs/README.md
new file mode 100644
index 0000000..4d3b714
--- /dev/null
+++ b/docs/README.md
@@ -0,0 +1,21 @@
+# Documentation
+
+### Getting Started
+* [Quickstart](../README.md#quickstart)
+* [Examples](./examples.md)
+* [Importing models](./import.md)
+* [Linux Documentation](./linux.md)
+* [Windows Documentation](./windows.md)
+* [Docker Documentation](./docker.md)
+
+### Reference
+
+* [API Reference](./api.md)
+* [Modelfile Reference](./modelfile.md)
+* [OpenAI Compatibility](./openai.md)
+
+### Resources
+
+* [Troubleshooting Guide](./troubleshooting.md)
+* [FAQ](./faq.md)
+* [Development guide](./development.md)
diff --git a/docs/api.md b/docs/api.md
new file mode 100644
index 0000000..abd2761
--- /dev/null
+++ b/docs/api.md
@@ -0,0 +1,1629 @@
+# API
+
+## Endpoints
+
+- [Generate a completion](#generate-a-completion)
+- [Generate a chat completion](#generate-a-chat-completion)
+- [Create a Model](#create-a-model)
+- [List Local Models](#list-local-models)
+- [Show Model Information](#show-model-information)
+- [Copy a Model](#copy-a-model)
+- [Delete a Model](#delete-a-model)
+- [Pull a Model](#pull-a-model)
+- [Push a Model](#push-a-model)
+- [Generate Embeddings](#generate-embeddings)
+- [List Running Models](#list-running-models)
+- [Version](#version)
+
+## Conventions
+
+### Model names
+
+Model names follow a `model:tag` format, where `model` can have an optional namespace such as `example/model`. Some examples are `orca-mini:3b-q8_0` and `llama3:70b`. The tag is optional and, if not provided, will default to `latest`. The tag is used to identify a specific version.
+
+### Durations
+
+All durations are returned in nanoseconds.
+
+### Streaming responses
+
+Certain endpoints stream responses as JSON objects. Streaming can be disabled by providing `{"stream": false}` for these endpoints.
+
+## Generate a completion
+
+```
+POST /api/generate
+```
+
+Generate a response for a given prompt with a provided model. This is a streaming endpoint, so there will be a series of responses. The final response object will include statistics and additional data from the request.
+
+### Parameters
+
+- `model`: (required) the [model name](#model-names)
+- `prompt`: the prompt to generate a response for
+- `suffix`: the text after the model response
+- `images`: (optional) a list of base64-encoded images (for multimodal models such as `llava`)
+
+Advanced parameters (optional):
+
+- `format`: the format to return a response in. Format can be `json` or a JSON schema
+- `options`: additional model parameters listed in the documentation for the [Modelfile](./modelfile.md#valid-parameters-and-values) such as `temperature`
+- `system`: system message to (overrides what is defined in the `Modelfile`)
+- `template`: the prompt template to use (overrides what is defined in the `Modelfile`)
+- `stream`: if `false` the response will be returned as a single response object, rather than a stream of objects
+- `raw`: if `true` no formatting will be applied to the prompt. You may choose to use the `raw` parameter if you are specifying a full templated prompt in your request to the API
+- `keep_alive`: controls how long the model will stay loaded into memory following the request (default: `5m`)
+- `context` (deprecated): the context parameter returned from a previous request to `/generate`, this can be used to keep a short conversational memory
+
+#### Structured outputs
+
+Structured outputs are supported by providing a JSON schema in the `format` parameter. The model will generate a response that matches the schema. See the [structured outputs](#request-structured-outputs) example below.
+
+#### JSON mode
+
+Enable JSON mode by setting the `format` parameter to `json`. This will structure the response as a valid JSON object. See the JSON mode [example](#request-json-mode) below.
+
+> [!IMPORTANT]
+> It's important to instruct the model to use JSON in the `prompt`. Otherwise, the model may generate large amounts whitespace.
+
+### Examples
+
+#### Generate request (Streaming)
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "llama3.2",
+  "prompt": "Why is the sky blue?"
+}'
+```
+
+##### Response
+
+A stream of JSON objects is returned:
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-08-04T08:52:19.385406455-07:00",
+  "response": "The",
+  "done": false
+}
+```
+
+The final response in the stream also includes additional data about the generation:
+
+- `total_duration`: time spent generating the response
+- `load_duration`: time spent in nanoseconds loading the model
+- `prompt_eval_count`: number of tokens in the prompt
+- `prompt_eval_duration`: time spent in nanoseconds evaluating the prompt
+- `eval_count`: number of tokens in the response
+- `eval_duration`: time in nanoseconds spent generating the response
+- `context`: an encoding of the conversation used in this response, this can be sent in the next request to keep a conversational memory
+- `response`: empty if the response was streamed, if not streamed, this will contain the full response
+
+To calculate how fast the response is generated in tokens per second (token/s), divide `eval_count` / `eval_duration` * `10^9`.
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-08-04T19:22:45.499127Z",
+  "response": "",
+  "done": true,
+  "context": [1, 2, 3],
+  "total_duration": 10706818083,
+  "load_duration": 6338219291,
+  "prompt_eval_count": 26,
+  "prompt_eval_duration": 130079000,
+  "eval_count": 259,
+  "eval_duration": 4232710000
+}
+```
+
+#### Request (No streaming)
+
+##### Request
+
+A response can be received in one reply when streaming is off.
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "llama3.2",
+  "prompt": "Why is the sky blue?",
+  "stream": false
+}'
+```
+
+##### Response
+
+If `stream` is set to `false`, the response will be a single JSON object:
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-08-04T19:22:45.499127Z",
+  "response": "The sky is blue because it is the color of the sky.",
+  "done": true,
+  "context": [1, 2, 3],
+  "total_duration": 5043500667,
+  "load_duration": 5025959,
+  "prompt_eval_count": 26,
+  "prompt_eval_duration": 325953000,
+  "eval_count": 290,
+  "eval_duration": 4709213000
+}
+```
+
+#### Request (with suffix)
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "codellama:code",
+  "prompt": "def compute_gcd(a, b):",
+  "suffix": "    return result",
+  "options": {
+    "temperature": 0
+  },
+  "stream": false
+}'
+```
+
+##### Response
+
+```json5
+{
+  "model": "codellama:code",
+  "created_at": "2024-07-22T20:47:51.147561Z",
+  "response": "\n  if a == 0:\n    return b\n  else:\n    return compute_gcd(b % a, a)\n\ndef compute_lcm(a, b):\n  result = (a * b) / compute_gcd(a, b)\n",
+  "done": true,
+  "done_reason": "stop",
+  "context": [...],
+  "total_duration": 1162761250,
+  "load_duration": 6683708,
+  "prompt_eval_count": 17,
+  "prompt_eval_duration": 201222000,
+  "eval_count": 63,
+  "eval_duration": 953997000
+}
+```
+
+#### Request (Structured outputs)
+
+##### Request
+
+```shell
+curl -X POST http://localhost:11434/api/generate -H "Content-Type: application/json" -d '{
+  "model": "llama3.1:8b",
+  "prompt": "Ollama is 22 years old and is busy saving the world. Respond using JSON",
+  "stream": false,
+  "format": {
+    "type": "object",
+    "properties": {
+      "age": {
+        "type": "integer"
+      },
+      "available": {
+        "type": "boolean"
+      }
+    },
+    "required": [
+      "age",
+      "available"
+    ]
+  }
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "llama3.1:8b",
+  "created_at": "2024-12-06T00:48:09.983619Z",
+  "response": "{\n  \"age\": 22,\n  \"available\": true\n}",
+  "done": true,
+  "done_reason": "stop",
+  "context": [1, 2, 3],
+  "total_duration": 1075509083,
+  "load_duration": 567678166,
+  "prompt_eval_count": 28,
+  "prompt_eval_duration": 236000000,
+  "eval_count": 16,
+  "eval_duration": 269000000
+}
+```
+
+#### Request (JSON mode)
+
+> [!IMPORTANT]
+> When `format` is set to `json`, the output will always be a well-formed JSON object. It's important to also instruct the model to respond in JSON.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "llama3.2",
+  "prompt": "What color is the sky at different times of the day? Respond using JSON",
+  "format": "json",
+  "stream": false
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-11-09T21:07:55.186497Z",
+  "response": "{\n\"morning\": {\n\"color\": \"blue\"\n},\n\"noon\": {\n\"color\": \"blue-gray\"\n},\n\"afternoon\": {\n\"color\": \"warm gray\"\n},\n\"evening\": {\n\"color\": \"orange\"\n}\n}\n",
+  "done": true,
+  "context": [1, 2, 3],
+  "total_duration": 4648158584,
+  "load_duration": 4071084,
+  "prompt_eval_count": 36,
+  "prompt_eval_duration": 439038000,
+  "eval_count": 180,
+  "eval_duration": 4196918000
+}
+```
+
+The value of `response` will be a string containing JSON similar to:
+
+```json
+{
+  "morning": {
+    "color": "blue"
+  },
+  "noon": {
+    "color": "blue-gray"
+  },
+  "afternoon": {
+    "color": "warm gray"
+  },
+  "evening": {
+    "color": "orange"
+  }
+}
+```
+
+#### Request (with images)
+
+To submit images to multimodal models such as `llava` or `bakllava`, provide a list of base64-encoded `images`:
+
+#### Request
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "llava",
+  "prompt":"What is in this picture?",
+  "stream": false,
+  "images": ["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"]
+}'
+```
+
+#### Response
+
+```json
+{
+  "model": "llava",
+  "created_at": "2023-11-03T15:36:02.583064Z",
+  "response": "A happy cartoon character, which is cute and cheerful.",
+  "done": true,
+  "context": [1, 2, 3],
+  "total_duration": 2938432250,
+  "load_duration": 2559292,
+  "prompt_eval_count": 1,
+  "prompt_eval_duration": 2195557000,
+  "eval_count": 44,
+  "eval_duration": 736432000
+}
+```
+
+#### Request (Raw Mode)
+
+In some cases, you may wish to bypass the templating system and provide a full prompt. In this case, you can use the `raw` parameter to disable templating. Also note that raw mode will not return a context.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "mistral",
+  "prompt": "[INST] why is the sky blue? [/INST]",
+  "raw": true,
+  "stream": false
+}'
+```
+
+#### Request (Reproducible outputs)
+
+For reproducible outputs, set `seed` to a number:
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "mistral",
+  "prompt": "Why is the sky blue?",
+  "options": {
+    "seed": 123
+  }
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "mistral",
+  "created_at": "2023-11-03T15:36:02.583064Z",
+  "response": " The sky appears blue because of a phenomenon called Rayleigh scattering.",
+  "done": true,
+  "total_duration": 8493852375,
+  "load_duration": 6589624375,
+  "prompt_eval_count": 14,
+  "prompt_eval_duration": 119039000,
+  "eval_count": 110,
+  "eval_duration": 1779061000
+}
+```
+
+#### Generate request (With options)
+
+If you want to set custom options for the model at runtime rather than in the Modelfile, you can do so with the `options` parameter. This example sets every available option, but you can set any of them individually and omit the ones you do not want to override.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "llama3.2",
+  "prompt": "Why is the sky blue?",
+  "stream": false,
+  "options": {
+    "num_keep": 5,
+    "seed": 42,
+    "num_predict": 100,
+    "top_k": 20,
+    "top_p": 0.9,
+    "min_p": 0.0,
+    "typical_p": 0.7,
+    "repeat_last_n": 33,
+    "temperature": 0.8,
+    "repeat_penalty": 1.2,
+    "presence_penalty": 1.5,
+    "frequency_penalty": 1.0,
+    "penalize_newline": true,
+    "stop": ["\n", "user:"],
+    "numa": false,
+    "num_ctx": 1024,
+    "num_batch": 2,
+    "num_gpu": 1,
+    "main_gpu": 0,
+    "use_mmap": true,
+    "num_thread": 8
+  }
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-08-04T19:22:45.499127Z",
+  "response": "The sky is blue because it is the color of the sky.",
+  "done": true,
+  "context": [1, 2, 3],
+  "total_duration": 4935886791,
+  "load_duration": 534986708,
+  "prompt_eval_count": 26,
+  "prompt_eval_duration": 107345000,
+  "eval_count": 237,
+  "eval_duration": 4289432000
+}
+```
+
+#### Load a model
+
+If an empty prompt is provided, the model will be loaded into memory.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "llama3.2"
+}'
+```
+
+##### Response
+
+A single JSON object is returned:
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-12-18T19:52:07.071755Z",
+  "response": "",
+  "done": true
+}
+```
+
+#### Unload a model
+
+If an empty prompt is provided and the `keep_alive` parameter is set to `0`, a model will be unloaded from memory.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "llama3.2",
+  "keep_alive": 0
+}'
+```
+
+##### Response
+
+A single JSON object is returned:
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2024-09-12T03:54:03.516566Z",
+  "response": "",
+  "done": true,
+  "done_reason": "unload"
+}
+```
+
+## Generate a chat completion
+
+```
+POST /api/chat
+```
+
+Generate the next message in a chat with a provided model. This is a streaming endpoint, so there will be a series of responses. Streaming can be disabled using `"stream": false`. The final response object will include statistics and additional data from the request.
+
+### Parameters
+
+- `model`: (required) the [model name](#model-names)
+- `messages`: the messages of the chat, this can be used to keep a chat memory
+- `tools`: list of tools in JSON for the model to use if supported
+
+The `message` object has the following fields:
+
+- `role`: the role of the message, either `system`, `user`, `assistant`, or `tool`
+- `content`: the content of the message
+- `images` (optional): a list of images to include in the message (for multimodal models such as `llava`)
+- `tool_calls` (optional): a list of tools in JSON that the model wants to use
+
+Advanced parameters (optional):
+
+- `format`: the format to return a response in. Format can be `json` or a JSON schema. 
+- `options`: additional model parameters listed in the documentation for the [Modelfile](./modelfile.md#valid-parameters-and-values) such as `temperature`
+- `stream`: if `false` the response will be returned as a single response object, rather than a stream of objects
+- `keep_alive`: controls how long the model will stay loaded into memory following the request (default: `5m`)
+
+### Structured outputs
+
+Structured outputs are supported by providing a JSON schema in the `format` parameter. The model will generate a response that matches the schema. See the [Chat request (Structured outputs)](#chat-request-structured-outputs) example below.
+
+### Examples
+
+#### Chat Request (Streaming)
+
+##### Request
+
+Send a chat message with a streaming response.
+
+```shell
+curl http://localhost:11434/api/chat -d '{
+  "model": "llama3.2",
+  "messages": [
+    {
+      "role": "user",
+      "content": "why is the sky blue?"
+    }
+  ]
+}'
+```
+
+##### Response
+
+A stream of JSON objects is returned:
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-08-04T08:52:19.385406455-07:00",
+  "message": {
+    "role": "assistant",
+    "content": "The",
+    "images": null
+  },
+  "done": false
+}
+```
+
+Final response:
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-08-04T19:22:45.499127Z",
+  "message": {
+    "role": "assistant",
+    "content": ""
+  },
+  "done": true,
+  "total_duration": 4883583458,
+  "load_duration": 1334875,
+  "prompt_eval_count": 26,
+  "prompt_eval_duration": 342546000,
+  "eval_count": 282,
+  "eval_duration": 4535599000
+}
+```
+
+#### Chat request (No streaming)
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/chat -d '{
+  "model": "llama3.2",
+  "messages": [
+    {
+      "role": "user",
+      "content": "why is the sky blue?"
+    }
+  ],
+  "stream": false
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-12-12T14:13:43.416799Z",
+  "message": {
+    "role": "assistant",
+    "content": "Hello! How are you today?"
+  },
+  "done": true,
+  "total_duration": 5191566416,
+  "load_duration": 2154458,
+  "prompt_eval_count": 26,
+  "prompt_eval_duration": 383809000,
+  "eval_count": 298,
+  "eval_duration": 4799921000
+}
+```
+
+#### Chat request (Structured outputs)
+
+##### Request
+
+```shell
+curl -X POST http://localhost:11434/api/chat -H "Content-Type: application/json" -d '{
+  "model": "llama3.1",
+  "messages": [{"role": "user", "content": "Ollama is 22 years old and busy saving the world. Return a JSON object with the age and availability."}],
+  "stream": false,
+  "format": {
+    "type": "object",
+    "properties": {
+      "age": {
+        "type": "integer"
+      },
+      "available": {
+        "type": "boolean"
+      }
+    },
+    "required": [
+      "age",
+      "available"
+    ]
+  },
+  "options": {
+    "temperature": 0
+  }
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "llama3.1",
+  "created_at": "2024-12-06T00:46:58.265747Z",
+  "message": { "role": "assistant", "content": "{\"age\": 22, \"available\": false}" },
+  "done_reason": "stop",
+  "done": true,
+  "total_duration": 2254970291,
+  "load_duration": 574751416,
+  "prompt_eval_count": 34,
+  "prompt_eval_duration": 1502000000,
+  "eval_count": 12,
+  "eval_duration": 175000000
+}
+```
+
+#### Chat request (With History)
+
+Send a chat message with a conversation history. You can use this same approach to start the conversation using multi-shot or chain-of-thought prompting.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/chat -d '{
+  "model": "llama3.2",
+  "messages": [
+    {
+      "role": "user",
+      "content": "why is the sky blue?"
+    },
+    {
+      "role": "assistant",
+      "content": "due to rayleigh scattering."
+    },
+    {
+      "role": "user",
+      "content": "how is that different than mie scattering?"
+    }
+  ]
+}'
+```
+
+##### Response
+
+A stream of JSON objects is returned:
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-08-04T08:52:19.385406455-07:00",
+  "message": {
+    "role": "assistant",
+    "content": "The"
+  },
+  "done": false
+}
+```
+
+Final response:
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-08-04T19:22:45.499127Z",
+  "done": true,
+  "total_duration": 8113331500,
+  "load_duration": 6396458,
+  "prompt_eval_count": 61,
+  "prompt_eval_duration": 398801000,
+  "eval_count": 468,
+  "eval_duration": 7701267000
+}
+```
+
+#### Chat request (with images)
+
+##### Request
+
+Send a chat message with images. The images should be provided as an array, with the individual images encoded in Base64.
+
+```shell
+curl http://localhost:11434/api/chat -d '{
+  "model": "llava",
+  "messages": [
+    {
+      "role": "user",
+      "content": "what is in this image?",
+      "images": ["iVBORw0KGgoAAAANSUhEUgAAAG0AAABmCAYAAADBPx+VAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAA3VSURBVHgB7Z27r0zdG8fX743i1bi1ikMoFMQloXRpKFFIqI7LH4BEQ+NWIkjQuSWCRIEoULk0gsK1kCBI0IhrQVT7tz/7zZo888yz1r7MnDl7z5xvsjkzs2fP3uu71nNfa7lkAsm7d++Sffv2JbNmzUqcc8m0adOSzZs3Z+/XES4ZckAWJEGWPiCxjsQNLWmQsWjRIpMseaxcuTKpG/7HP27I8P79e7dq1ars/yL4/v27S0ejqwv+cUOGEGGpKHR37tzJCEpHV9tnT58+dXXCJDdECBE2Ojrqjh071hpNECjx4cMHVycM1Uhbv359B2F79+51586daxN/+pyRkRFXKyRDAqxEp4yMlDDzXG1NPnnyJKkThoK0VFd1ELZu3TrzXKxKfW7dMBQ6bcuWLW2v0VlHjx41z717927ba22U9APcw7Nnz1oGEPeL3m3p2mTAYYnFmMOMXybPPXv2bNIPpFZr1NHn4HMw0KRBjg9NuRw95s8PEcz/6DZELQd/09C9QGq5RsmSRybqkwHGjh07OsJSsYYm3ijPpyHzoiacg35MLdDSIS/O1yM778jOTwYUkKNHWUzUWaOsylE00MyI0fcnOwIdjvtNdW/HZwNLGg+sR1kMepSNJXmIwxBZiG8tDTpEZzKg0GItNsosY8USkxDhD0Rinuiko2gfL/RbiD2LZAjU9zKQJj8RDR0vJBR1/Phx9+PHj9Z7REF4nTZkxzX4LCXHrV271qXkBAPGfP/atWvu/PnzHe4C97F48eIsRLZ9+3a3f/9+87dwP1JxaF7/3r17ba+5l4EcaVo0lj3SBq5kGTJSQmLWMjgYNei2GPT1MuMqGTDEFHzeQSP2wi/jGnkmPJ/nhccs44jvDAxpVcxnq0F6eT8h4ni/iIWpR5lPyA6ETkNXoSukvpJAD3AsXLiwpZs49+fPn5ke4j10TqYvegSfn0OnafC+Tv9ooA/JPkgQysqQNBzagXY55nO/oa1F7qvIPWkRL12WRpMWUvpVDYmxAPehxWSe8ZEXL20sadYIozfmNch4QJPAfeJgW3rNsnzphBKNJM2KKODo1rVOMRYik5ETy3ix4qWNI81qAAirizgMIc+yhTytx0JWZuNI03qsrgWlGtwjoS9XwgUhWGyhUaRZZQNNIEwCiXD16tXcAHUs79co0vSD8rrJCIW98pzvxpAWyyo3HYwqS0+H0BjStClcZJT5coMm6D2LOF8TolGJtK9fvyZpyiC5ePFi9nc/oJU4eiEP0jVoAnHa9wyJycITMP78+eMeP37sXrx44d6+fdt6f82aNdkx1pg9e3Zb5W+RSRE+n+VjksQWifvVaTKFhn5O8my63K8Qabdv33b379/PiAP//vuvW7BggZszZ072/+TJk91YgkafPn166zXB1rQHFvouAWHq9z3SEevSUerqCn2/dDCeta2jxYbr69evk4MHDyY7d+7MjhMnTiTPnz9Pfv/+nfQT2ggpO2dMF8cghuoM7Ygj5iWCqRlGFml0QC/ftGmTmzt3rmsaKDsgBSPh0/8yPeLLBihLkOKJc0jp8H8vUzcxIA1k6QJ/c78tWEyj5P3o4u9+jywNPdJi5rAH9x0KHcl4Hg570eQp3+vHXGyrmEeigzQsQsjavXt38ujRo44LQuDDhw+TW7duRS1HGgMxhNXHgflaNTOsHyKvHK5Ijo2jbFjJBQK9YwFd6RVMzfgRBmEfP37suBBm/p49e1qjEP2mwTViNRo0VJWH1deMXcNK08uUjVUu7s/zRaL+oLNxz1bpANco4npUgX4G2eFbpDFyQoQxojBCpEGSytmOH8qrH5Q9vuzD6ofQylkCUmh8DBAr+q8JCyVNtWQIidKQE9wNtLSQnS4jDSsxNHogzFuQBw4cyM61UKVsjfr3ooBkPSqqQHesUPWVtzi9/vQi1T+rJj7WiTz4Pt/l3LxUkr5P2VYZaZ4URpsE+st/dujQoaBBYokbrz/8TJNQYLSonrPS9kUaSkPeZyj1AWSj+d+VBoy1pIWVNed8P0Ll/ee5HdGRhrHhR5GGN0r4LGZBaj8oFDJitBTJzIZgFcmU0Y8ytWMZMzJOaXUSrUs5RxKnrxmbb5YXO9VGUhtpXldhEUogFr3IzIsvlpmdosVcGVGXFWp2oU9kLFL3dEkSz6NHEY1sjSRdIuDFWEhd8KxFqsRi1uM/nz9/zpxnwlESONdg6dKlbsaMGS4EHFHtjFIDHwKOo46l4TxSuxgDzi+rE2jg+BaFruOX4HXa0Nnf1lwAPufZeF8/r6zD97WK2qFnGjBxTw5qNGPxT+5T/r7/7RawFC3j4vTp09koCxkeHjqbHJqArmH5UrFKKksnxrK7FuRIs8STfBZv+luugXZ2pR/pP9Ois4z+TiMzUUkUjD0iEi1fzX8GmXyuxUBRcaUfykV0YZnlJGKQpOiGB76x5GeWkWWJc3mOrK6S7xdND+W5N6XyaRgtWJFe13GkaZnKOsYqGdOVVVbGupsyA/l7emTLHi7vwTdirNEt0qxnzAvBFcnQF16xh/TMpUuXHDowhlA9vQVraQhkudRdzOnK+04ZSP3DUhVSP61YsaLtd/ks7ZgtPcXqPqEafHkdqa84X6aCeL7YWlv6edGFHb+ZFICPlljHhg0bKuk0CSvVznWsotRu433alNdFrqG45ejoaPCaUkWERpLXjzFL2Rpllp7PJU2a/v7Ab8N05/9t27Z16KUqoFGsxnI9EosS2niSYg9SpU6B4JgTrvVW1flt1sT+0ADIJU2maXzcUTraGCRaL1Wp9rUMk16PMom8QhruxzvZIegJjFU7LLCePfS8uaQdPny4jTTL0dbee5mYokQsXTIWNY46kuMbnt8Kmec+LGWtOVIl9cT1rCB0V8WqkjAsRwta93TbwNYoGKsUSChN44lgBNCoHLHzquYKrU6qZ8lolCIN0Rh6cP0Q3U6I6IXILYOQI513hJaSKAorFpuHXJNfVlpRtmYBk1Su1obZr5dnKAO+L10Hrj3WZW+E3qh6IszE37F6EB+68mGpvKm4eb9bFrlzrok7fvr0Kfv727dvWRmdVTJHw0qiiCUSZ6wCK+7XL/AcsgNyL74DQQ730sv78Su7+t/A36MdY0sW5o40ahslXr58aZ5HtZB8GH64m9EmMZ7FpYw4T6QnrZfgenrhFxaSiSGXtPnz57e9TkNZLvTjeqhr734CNtrK41L40sUQckmj1lGKQ0rC37x544r8eNXRpnVE3ZZY7zXo8NomiO0ZUCj2uHz58rbXoZ6gc0uA+F6ZeKS/jhRDUq8MKrTho9fEkihMmhxtBI1DxKFY9XLpVcSkfoi8JGnToZO5sU5aiDQIW716ddt7ZLYtMQlhECdBGXZZMWldY5BHm5xgAroWj4C0hbYkSc/jBmggIrXJWlZM6pSETsEPGqZOndr2uuuR5rF169a2HoHPdurUKZM4CO1WTPqaDaAd+GFGKdIQkxAn9RuEWcTRyN2KSUgiSgF5aWzPTeA/lN5rZubMmR2bE4SIC4nJoltgAV/dVefZm72AtctUCJU2CMJ327hxY9t7EHbkyJFseq+EJSY16RPo3Dkq1kkr7+q0bNmyDuLQcZBEPYmHVdOBiJyIlrRDq41YPWfXOxUysi5fvtyaj+2BpcnsUV/oSoEMOk2CQGlr4ckhBwaetBhjCwH0ZHtJROPJkyc7UjcYLDjmrH7ADTEBXFfOYmB0k9oYBOjJ8b4aOYSe7QkKcYhFlq3QYLQhSidNmtS2RATwy8YOM3EQJsUjKiaWZ+vZToUQgzhkHXudb/PW5YMHD9yZM2faPsMwoc7RciYJXbGuBqJ1UIGKKLv915jsvgtJxCZDubdXr165mzdvtr1Hz5LONA8jrUwKPqsmVesKa49S3Q4WxmRPUEYdTjgiUcfUwLx589ySJUva3oMkP6IYddq6HMS4o55xBJBUeRjzfa4Zdeg56QZ43LhxoyPo7Lf1kNt7oO8wWAbNwaYjIv5lhyS7kRf96dvm5Jah8vfvX3flyhX35cuX6HfzFHOToS1H4BenCaHvO8pr8iDuwoUL7tevX+b5ZdbBair0xkFIlFDlW4ZknEClsp/TzXyAKVOmmHWFVSbDNw1l1+4f90U6IY/q4V27dpnE9bJ+v87QEydjqx/UamVVPRG+mwkNTYN+9tjkwzEx+atCm/X9WvWtDtAb68Wy9LXa1UmvCDDIpPkyOQ5ZwSzJ4jMrvFcr0rSjOUh+GcT4LSg5ugkW1Io0/SCDQBojh0hPlaJdah+tkVYrnTZowP8iq1F1TgMBBauufyB33x1v+NWFYmT5KmppgHC+NkAgbmRkpD3yn9QIseXymoTQFGQmIOKTxiZIWpvAatenVqRVXf2nTrAWMsPnKrMZHz6bJq5jvce6QK8J1cQNgKxlJapMPdZSR64/UivS9NztpkVEdKcrs5alhhWP9NeqlfWopzhZScI6QxseegZRGeg5a8C3Re1Mfl1ScP36ddcUaMuv24iOJtz7sbUjTS4qBvKmstYJoUauiuD3k5qhyr7QdUHMeCgLa1Ear9NquemdXgmum4fvJ6w1lqsuDhNrg1qSpleJK7K3TF0Q2jSd94uSZ60kK1e3qyVpQK6PVWXp2/FC3mp6jBhKKOiY2h3gtUV64TWM6wDETRPLDfSakXmH3w8g9Jlug8ZtTt4kVF0kLUYYmCCtD/DrQ5YhMGbA9L3ucdjh0y8kOHW5gU/VEEmJTcL4Pz/f7mgoAbYkAAAAAElFTkSuQmCC"]
+    }
+  ]
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "llava",
+  "created_at": "2023-12-13T22:42:50.203334Z",
+  "message": {
+    "role": "assistant",
+    "content": " The image features a cute, little pig with an angry facial expression. It's wearing a heart on its shirt and is waving in the air. This scene appears to be part of a drawing or sketching project.",
+    "images": null
+  },
+  "done": true,
+  "total_duration": 1668506709,
+  "load_duration": 1986209,
+  "prompt_eval_count": 26,
+  "prompt_eval_duration": 359682000,
+  "eval_count": 83,
+  "eval_duration": 1303285000
+}
+```
+
+#### Chat request (Reproducible outputs)
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/chat -d '{
+  "model": "llama3.2",
+  "messages": [
+    {
+      "role": "user",
+      "content": "Hello!"
+    }
+  ],
+  "options": {
+    "seed": 101,
+    "temperature": 0
+  }
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2023-12-12T14:13:43.416799Z",
+  "message": {
+    "role": "assistant",
+    "content": "Hello! How are you today?"
+  },
+  "done": true,
+  "total_duration": 5191566416,
+  "load_duration": 2154458,
+  "prompt_eval_count": 26,
+  "prompt_eval_duration": 383809000,
+  "eval_count": 298,
+  "eval_duration": 4799921000
+}
+```
+
+#### Chat request (with tools)
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/chat -d '{
+  "model": "llama3.2",
+  "messages": [
+    {
+      "role": "user",
+      "content": "What is the weather today in Paris?"
+    }
+  ],
+  "stream": false,
+  "tools": [
+    {
+      "type": "function",
+      "function": {
+        "name": "get_current_weather",
+        "description": "Get the current weather for a location",
+        "parameters": {
+          "type": "object",
+          "properties": {
+            "location": {
+              "type": "string",
+              "description": "The location to get the weather for, e.g. San Francisco, CA"
+            },
+            "format": {
+              "type": "string",
+              "description": "The format to return the weather in, e.g. 'celsius' or 'fahrenheit'",
+              "enum": ["celsius", "fahrenheit"]
+            }
+          },
+          "required": ["location", "format"]
+        }
+      }
+    }
+  ]
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "llama3.2",
+  "created_at": "2024-07-22T20:33:28.123648Z",
+  "message": {
+    "role": "assistant",
+    "content": "",
+    "tool_calls": [
+      {
+        "function": {
+          "name": "get_current_weather",
+          "arguments": {
+            "format": "celsius",
+            "location": "Paris, FR"
+          }
+        }
+      }
+    ]
+  },
+  "done_reason": "stop",
+  "done": true,
+  "total_duration": 885095291,
+  "load_duration": 3753500,
+  "prompt_eval_count": 122,
+  "prompt_eval_duration": 328493000,
+  "eval_count": 33,
+  "eval_duration": 552222000
+}
+```
+
+#### Load a model
+
+If the messages array is empty, the model will be loaded into memory.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/chat -d '{
+  "model": "llama3.2",
+  "messages": []
+}'
+```
+
+##### Response
+
+```json
+{
+  "model": "llama3.2",
+  "created_at":"2024-09-12T21:17:29.110811Z",
+  "message": {
+    "role": "assistant",
+    "content": ""
+  },
+  "done_reason": "load",
+  "done": true
+}
+```
+
+#### Unload a model
+
+If the messages array is empty and the `keep_alive` parameter is set to `0`, a model will be unloaded from memory.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/chat -d '{
+  "model": "llama3.2",
+  "messages": [],
+  "keep_alive": 0
+}'
+```
+
+##### Response
+
+A single JSON object is returned:
+
+```json
+{
+  "model": "llama3.2",
+  "created_at":"2024-09-12T21:33:17.547535Z",
+  "message": {
+    "role": "assistant",
+    "content": ""
+  },
+  "done_reason": "unload",
+  "done": true
+}
+```
+
+## Create a Model
+
+```
+POST /api/create
+```
+
+Create a model from:
+ * another model;
+ * a safetensors directory; or
+ * a GGUF file.
+
+If you are creating a model from a safetensors directory or from a GGUF file, you must [create a blob](#create-a-blob) for each of the files and then use the file name and SHA256 digest associated with each blob in the `files` field.
+
+### Parameters
+
+- `model`: name of the model to create
+- `from`: (optional) name of an existing model to create the new model from
+- `files`: (optional) a dictionary of file names to SHA256 digests of blobs to create the model from
+- `adapters`: (optional) a dictionary of file names to SHA256 digests of blobs for LORA adapters
+- `template`: (optional) the prompt template for the model
+- `license`: (optional) a string or list of strings containing the license or licenses for the model
+- `system`: (optional) a string containing the system prompt for the model
+- `parameters`: (optional) a dictionary of parameters for the model (see [Modelfile](./modelfile.md#valid-parameters-and-values) for a list of parameters)
+- `messages`: (optional) a list of message objects used to create a conversation
+- `stream`: (optional) if `false` the response will be returned as a single response object, rather than a stream of objects
+- `quantize` (optional): quantize a non-quantized (e.g. float16) model
+
+#### Quantization types
+
+| Type | Recommended |
+| --- | :-: |
+| q4_K_M | * |
+| q4_K_S | |
+| q8_0 | * |
+
+### Examples
+
+#### Create a new model
+
+Create a new model from an existing model.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/create -d '{
+  "model": "mario",
+  "from": "llama3.2",
+  "system": "You are Mario from Super Mario Bros."
+}'
+```
+
+##### Response
+
+A stream of JSON objects is returned:
+
+```json
+{"status":"reading model metadata"}
+{"status":"creating system layer"}
+{"status":"using already created layer sha256:22f7f8ef5f4c791c1b03d7eb414399294764d7cc82c7e94aa81a1feb80a983a2"}
+{"status":"using already created layer sha256:8c17c2ebb0ea011be9981cc3922db8ca8fa61e828c5d3f44cb6ae342bf80460b"}
+{"status":"using already created layer sha256:7c23fb36d80141c4ab8cdbb61ee4790102ebd2bf7aeff414453177d4f2110e5d"}
+{"status":"using already created layer sha256:2e0493f67d0c8c9c68a8aeacdf6a38a2151cb3c4c1d42accf296e19810527988"}
+{"status":"using already created layer sha256:2759286baa875dc22de5394b4a925701b1896a7e3f8e53275c36f75a877a82c9"}
+{"status":"writing layer sha256:df30045fe90f0d750db82a058109cecd6d4de9c90a3d75b19c09e5f64580bb42"}
+{"status":"writing layer sha256:f18a68eb09bf925bb1b669490407c1b1251c5db98dc4d3d81f3088498ea55690"}
+{"status":"writing manifest"}
+{"status":"success"}
+```
+
+#### Quantize a model
+
+Quantize a non-quantized model.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/create -d '{
+  "model": "llama3.2:quantized",
+  "from": "llama3.2:3b-instruct-fp16",
+  "quantize": "q4_K_M"
+}'
+```
+
+##### Response
+
+A stream of JSON objects is returned:
+
+```json
+{"status":"quantizing F16 model to Q4_K_M","digest":"0","total":6433687776,"completed":12302}
+{"status":"quantizing F16 model to Q4_K_M","digest":"0","total":6433687776,"completed":6433687552}
+{"status":"verifying conversion"}
+{"status":"creating new layer sha256:fb7f4f211b89c6c4928ff4ddb73db9f9c0cfca3e000c3e40d6cf27ddc6ca72eb"}
+{"status":"using existing layer sha256:966de95ca8a62200913e3f8bfbf84c8494536f1b94b49166851e76644e966396"}
+{"status":"using existing layer sha256:fcc5a6bec9daf9b561a68827b67ab6088e1dba9d1fa2a50d7bbcc8384e0a265d"}
+{"status":"using existing layer sha256:a70ff7e570d97baaf4e62ac6e6ad9975e04caa6d900d3742d37698494479e0cd"}
+{"status":"using existing layer sha256:56bb8bd477a519ffa694fc449c2413c6f0e1d3b1c88fa7e3c9d88d3ae49d4dcb"}
+{"status":"writing manifest"}
+{"status":"success"}
+```
+
+#### Create a model from GGUF
+
+Create a model from a GGUF file. The `files` parameter should be filled out with the file name and SHA256 digest of the GGUF file you wish to use. Use [/api/blobs/:digest](#push-a-blob) to push the GGUF file to the server before calling this API.
+
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/create -d '{
+  "model": "my-gguf-model",
+  "files": {
+    "test.gguf": "sha256:432f310a77f4650a88d0fd59ecdd7cebed8d684bafea53cbff0473542964f0c3"
+  }
+}'
+```
+
+##### Response
+
+A stream of JSON objects is returned:
+
+```json
+{"status":"parsing GGUF"}
+{"status":"using existing layer sha256:432f310a77f4650a88d0fd59ecdd7cebed8d684bafea53cbff0473542964f0c3"}
+{"status":"writing manifest"}
+{"status":"success"}
+```
+
+
+#### Create a model from a Safetensors directory
+
+The `files` parameter should include a dictionary of files for the safetensors model which includes the file names and SHA256 digest of each file. Use [/api/blobs/:digest](#push-a-blob) to first push each of the files to the server before calling this API. Files will remain in the cache until the Ollama server is restarted.
+
+##### Request
+
+```shell
+curl http://localhost:11434/api/create -d '{
+  "model": "fred",
+  "files": {
+    "config.json": "sha256:dd3443e529fb2290423a0c65c2d633e67b419d273f170259e27297219828e389",
+    "generation_config.json": "sha256:88effbb63300dbbc7390143fbbdd9d9fa50587b37e8bfd16c8c90d4970a74a36",
+    "special_tokens_map.json": "sha256:b7455f0e8f00539108837bfa586c4fbf424e31f8717819a6798be74bef813d05",
+    "tokenizer.json": "sha256:bbc1904d35169c542dffbe1f7589a5994ec7426d9e5b609d07bab876f32e97ab",
+    "tokenizer_config.json": "sha256:24e8a6dc2547164b7002e3125f10b415105644fcf02bf9ad8b674c87b1eaaed6",
+    "model.safetensors": "sha256:1ff795ff6a07e6a68085d206fb84417da2f083f68391c2843cd2b8ac6df8538f"
+  }
+}'
+```
+
+##### Response
+
+A stream of JSON objects is returned:
+
+```shell
+{"status":"converting model"}
+{"status":"creating new layer sha256:05ca5b813af4a53d2c2922933936e398958855c44ee534858fcfd830940618b6"}
+{"status":"using autodetected template llama3-instruct"}
+{"status":"using existing layer sha256:56bb8bd477a519ffa694fc449c2413c6f0e1d3b1c88fa7e3c9d88d3ae49d4dcb"}
+{"status":"writing manifest"}
+{"status":"success"}
+```
+
+## Check if a Blob Exists
+
+```shell
+HEAD /api/blobs/:digest
+```
+
+Ensures that the file blob (Binary Large Object) used with create a model exists on the server. This checks your Ollama server and not ollama.com.
+
+### Query Parameters
+
+- `digest`: the SHA256 digest of the blob
+
+### Examples
+
+#### Request
+
+```shell
+curl -I http://localhost:11434/api/blobs/sha256:29fdb92e57cf0827ded04ae6461b5931d01fa595843f55d36f5b275a52087dd2
+```
+
+#### Response
+
+Return 200 OK if the blob exists, 404 Not Found if it does not.
+
+## Push a Blob
+
+```
+POST /api/blobs/:digest
+```
+
+Push a file to the Ollama server to create a "blob" (Binary Large Object).
+
+### Query Parameters
+
+- `digest`: the expected SHA256 digest of the file
+
+### Examples
+
+#### Request
+
+```shell
+curl -T model.gguf -X POST http://localhost:11434/api/blobs/sha256:29fdb92e57cf0827ded04ae6461b5931d01fa595843f55d36f5b275a52087dd2
+```
+
+#### Response
+
+Return 201 Created if the blob was successfully created, 400 Bad Request if the digest used is not expected.
+
+## List Local Models
+
+```
+GET /api/tags
+```
+
+List models that are available locally.
+
+### Examples
+
+#### Request
+
+```shell
+curl http://localhost:11434/api/tags
+```
+
+#### Response
+
+A single JSON object will be returned.
+
+```json
+{
+  "models": [
+    {
+      "name": "deepseek-r1:latest",
+      "model": "deepseek-r1:latest",
+      "modified_at": "2025-05-10T08:06:48.639712648-07:00",
+      "size": 4683075271,
+      "digest": "0a8c266910232fd3291e71e5ba1e058cc5af9d411192cf88b6d30e92b6e73163",
+      "details": {
+        "parent_model": "",
+        "format": "gguf",
+        "family": "qwen2",
+        "families": [
+          "qwen2"
+        ],
+        "parameter_size": "7.6B",
+        "quantization_level": "Q4_K_M"
+      }
+    },
+    {
+      "name": "llama3.2:latest",
+      "model": "llama3.2:latest",
+      "modified_at": "2025-05-04T17:37:44.706015396-07:00",
+      "size": 2019393189,
+      "digest": "a80c4f17acd55265feec403c7aef86be0c25983ab279d83f3bcd3abbcb5b8b72",
+      "details": {
+        "parent_model": "",
+        "format": "gguf",
+        "family": "llama",
+        "families": [
+          "llama"
+        ],
+        "parameter_size": "3.2B",
+        "quantization_level": "Q4_K_M"
+      }
+    }
+  ]
+}
+```
+
+## Show Model Information
+
+```
+POST /api/show
+```
+
+Show information about a model including details, modelfile, template, parameters, license, system prompt.
+
+### Parameters
+
+- `model`: name of the model to show
+- `verbose`: (optional) if set to `true`, returns full data for verbose response fields
+
+### Examples
+
+#### Request
+
+```shell
+curl http://localhost:11434/api/show -d '{
+  "model": "llava"
+}'
+```
+
+#### Response
+
+```json5
+{
+  "modelfile": "# Modelfile generated by \"ollama show\"\n# To build a new Modelfile based on this one, replace the FROM line with:\n# FROM llava:latest\n\nFROM /Users/matt/.ollama/models/blobs/sha256:200765e1283640ffbd013184bf496e261032fa75b99498a9613be4e94d63ad52\nTEMPLATE \"\"\"{{ .System }}\nUSER: {{ .Prompt }}\nASSISTANT: \"\"\"\nPARAMETER num_ctx 4096\nPARAMETER stop \"\u003c/s\u003e\"\nPARAMETER stop \"USER:\"\nPARAMETER stop \"ASSISTANT:\"",
+  "parameters": "num_keep                       24\nstop                           \"<|start_header_id|>\"\nstop                           \"<|end_header_id|>\"\nstop                           \"<|eot_id|>\"",
+  "template": "{{ if .System }}<|start_header_id|>system<|end_header_id|>\n\n{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>\n\n{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>\n\n{{ .Response }}<|eot_id|>",
+  "details": {
+    "parent_model": "",
+    "format": "gguf",
+    "family": "llama",
+    "families": [
+      "llama"
+    ],
+    "parameter_size": "8.0B",
+    "quantization_level": "Q4_0"
+  },
+  "model_info": {
+    "general.architecture": "llama",
+    "general.file_type": 2,
+    "general.parameter_count": 8030261248,
+    "general.quantization_version": 2,
+    "llama.attention.head_count": 32,
+    "llama.attention.head_count_kv": 8,
+    "llama.attention.layer_norm_rms_epsilon": 0.00001,
+    "llama.block_count": 32,
+    "llama.context_length": 8192,
+    "llama.embedding_length": 4096,
+    "llama.feed_forward_length": 14336,
+    "llama.rope.dimension_count": 128,
+    "llama.rope.freq_base": 500000,
+    "llama.vocab_size": 128256,
+    "tokenizer.ggml.bos_token_id": 128000,
+    "tokenizer.ggml.eos_token_id": 128009,
+    "tokenizer.ggml.merges": [],            // populates if `verbose=true`
+    "tokenizer.ggml.model": "gpt2",
+    "tokenizer.ggml.pre": "llama-bpe",
+    "tokenizer.ggml.token_type": [],        // populates if `verbose=true`
+    "tokenizer.ggml.tokens": []             // populates if `verbose=true`
+  },
+  "capabilities": [
+    "completion",
+    "vision"
+  ],
+}
+```
+
+## Copy a Model
+
+```
+POST /api/copy
+```
+
+Copy a model. Creates a model with another name from an existing model.
+
+### Examples
+
+#### Request
+
+```shell
+curl http://localhost:11434/api/copy -d '{
+  "source": "llama3.2",
+  "destination": "llama3-backup"
+}'
+```
+
+#### Response
+
+Returns a 200 OK if successful, or a 404 Not Found if the source model doesn't exist.
+
+## Delete a Model
+
+```
+DELETE /api/delete
+```
+
+Delete a model and its data.
+
+### Parameters
+
+- `model`: model name to delete
+
+### Examples
+
+#### Request
+
+```shell
+curl -X DELETE http://localhost:11434/api/delete -d '{
+  "model": "llama3:13b"
+}'
+```
+
+#### Response
+
+Returns a 200 OK if successful, 404 Not Found if the model to be deleted doesn't exist.
+
+## Pull a Model
+
+```
+POST /api/pull
+```
+
+Download a model from the ollama library. Cancelled pulls are resumed from where they left off, and multiple calls will share the same download progress.
+
+### Parameters
+
+- `model`: name of the model to pull
+- `insecure`: (optional) allow insecure connections to the library. Only use this if you are pulling from your own library during development.
+- `stream`: (optional) if `false` the response will be returned as a single response object, rather than a stream of objects
+
+### Examples
+
+#### Request
+
+```shell
+curl http://localhost:11434/api/pull -d '{
+  "model": "llama3.2"
+}'
+```
+
+#### Response
+
+If `stream` is not specified, or set to `true`, a stream of JSON objects is returned:
+
+The first object is the manifest:
+
+```json
+{
+  "status": "pulling manifest"
+}
+```
+
+Then there is a series of downloading responses. Until any of the download is completed, the `completed` key may not be included. The number of files to be downloaded depends on the number of layers specified in the manifest.
+
+```json
+{
+  "status": "downloading digestname",
+  "digest": "digestname",
+  "total": 2142590208,
+  "completed": 241970
+}
+```
+
+After all the files are downloaded, the final responses are:
+
+```json
+{
+    "status": "verifying sha256 digest"
+}
+{
+    "status": "writing manifest"
+}
+{
+    "status": "removing any unused layers"
+}
+{
+    "status": "success"
+}
+```
+
+if `stream` is set to false, then the response is a single JSON object:
+
+```json
+{
+  "status": "success"
+}
+```
+
+## Push a Model
+
+```
+POST /api/push
+```
+
+Upload a model to a model library. Requires registering for ollama.ai and adding a public key first.
+
+### Parameters
+
+- `model`: name of the model to push in the form of `<namespace>/<model>:<tag>`
+- `insecure`: (optional) allow insecure connections to the library. Only use this if you are pushing to your library during development.
+- `stream`: (optional) if `false` the response will be returned as a single response object, rather than a stream of objects
+
+### Examples
+
+#### Request
+
+```shell
+curl http://localhost:11434/api/push -d '{
+  "model": "mattw/pygmalion:latest"
+}'
+```
+
+#### Response
+
+If `stream` is not specified, or set to `true`, a stream of JSON objects is returned:
+
+```json
+{ "status": "retrieving manifest" }
+```
+
+and then:
+
+```json
+{
+  "status": "starting upload",
+  "digest": "sha256:bc07c81de745696fdf5afca05e065818a8149fb0c77266fb584d9b2cba3711ab",
+  "total": 1928429856
+}
+```
+
+Then there is a series of uploading responses:
+
+```json
+{
+  "status": "starting upload",
+  "digest": "sha256:bc07c81de745696fdf5afca05e065818a8149fb0c77266fb584d9b2cba3711ab",
+  "total": 1928429856
+}
+```
+
+Finally, when the upload is complete:
+
+```json
+{"status":"pushing manifest"}
+{"status":"success"}
+```
+
+If `stream` is set to `false`, then the response is a single JSON object:
+
+```json
+{ "status": "success" }
+```
+
+## Generate Embeddings
+
+```
+POST /api/embed
+```
+
+Generate embeddings from a model
+
+### Parameters
+
+- `model`: name of model to generate embeddings from
+- `input`: text or list of text to generate embeddings for
+
+Advanced parameters:
+
+- `truncate`: truncates the end of each input to fit within context length. Returns error if `false` and context length is exceeded. Defaults to `true`
+- `options`: additional model parameters listed in the documentation for the [Modelfile](./modelfile.md#valid-parameters-and-values) such as `temperature`
+- `keep_alive`: controls how long the model will stay loaded into memory following the request (default: `5m`)
+
+### Examples
+
+#### Request
+
+```shell
+curl http://localhost:11434/api/embed -d '{
+  "model": "all-minilm",
+  "input": "Why is the sky blue?"
+}'
+```
+
+#### Response
+
+```json
+{
+  "model": "all-minilm",
+  "embeddings": [[
+    0.010071029, -0.0017594862, 0.05007221, 0.04692972, 0.054916814,
+    0.008599704, 0.105441414, -0.025878139, 0.12958129, 0.031952348
+  ]],
+  "total_duration": 14143917,
+  "load_duration": 1019500,
+  "prompt_eval_count": 8
+}
+```
+
+#### Request (Multiple input)
+
+```shell
+curl http://localhost:11434/api/embed -d '{
+  "model": "all-minilm",
+  "input": ["Why is the sky blue?", "Why is the grass green?"]
+}'
+```
+
+#### Response
+
+```json
+{
+  "model": "all-minilm",
+  "embeddings": [[
+    0.010071029, -0.0017594862, 0.05007221, 0.04692972, 0.054916814,
+    0.008599704, 0.105441414, -0.025878139, 0.12958129, 0.031952348
+  ],[
+    -0.0098027075, 0.06042469, 0.025257962, -0.006364387, 0.07272725,
+    0.017194884, 0.09032035, -0.051705178, 0.09951512, 0.09072481
+  ]]
+}
+```
+
+## List Running Models
+```
+GET /api/ps
+```
+
+List models that are currently loaded into memory.
+
+#### Examples
+
+### Request
+
+```shell
+curl http://localhost:11434/api/ps
+```
+
+#### Response
+
+A single JSON object will be returned.
+
+```json
+{
+  "models": [
+    {
+      "name": "mistral:latest",
+      "model": "mistral:latest",
+      "size": 5137025024,
+      "digest": "2ae6f6dd7a3dd734790bbbf58b8909a606e0e7e97e94b7604e0aa7ae4490e6d8",
+      "details": {
+        "parent_model": "",
+        "format": "gguf",
+        "family": "llama",
+        "families": [
+          "llama"
+        ],
+        "parameter_size": "7.2B",
+        "quantization_level": "Q4_0"
+      },
+      "expires_at": "2024-06-04T14:38:31.83753-07:00",
+      "size_vram": 5137025024
+    }
+  ]
+}
+```
+
+## Generate Embedding
+
+> Note: this endpoint has been superseded by `/api/embed`
+
+```
+POST /api/embeddings
+```
+
+Generate embeddings from a model
+
+### Parameters
+
+- `model`: name of model to generate embeddings from
+- `prompt`: text to generate embeddings for
+
+Advanced parameters:
+
+- `options`: additional model parameters listed in the documentation for the [Modelfile](./modelfile.md#valid-parameters-and-values) such as `temperature`
+- `keep_alive`: controls how long the model will stay loaded into memory following the request (default: `5m`)
+
+### Examples
+
+#### Request
+
+```shell
+curl http://localhost:11434/api/embeddings -d '{
+  "model": "all-minilm",
+  "prompt": "Here is an article about llamas..."
+}'
+```
+
+#### Response
+
+```json
+{
+  "embedding": [
+    0.5670403838157654, 0.009260174818336964, 0.23178744316101074, -0.2916173040866852, -0.8924556970596313,
+    0.8785552978515625, -0.34576427936553955, 0.5742510557174683, -0.04222835972905159, -0.137906014919281
+  ]
+}
+```
+
+## Version
+
+```
+GET /api/version
+```
+
+Retrieve the Ollama version
+
+### Examples
+
+#### Request
+
+```shell
+curl http://localhost:11434/api/version
+```
+
+#### Response
+
+```json
+{
+  "version": "0.5.1"
+}
+```
+
+
diff --git a/docs/benchmark.md b/docs/benchmark.md
new file mode 100644
index 0000000..a7bed80
--- /dev/null
+++ b/docs/benchmark.md
@@ -0,0 +1,59 @@
+# Benchmark
+
+Go benchmark tests that measure end-to-end performance of a running Ollama server. Run these tests to evaluate model inference performance on your hardware and measure the impact of code changes.
+
+## When to use
+
+Run these benchmarks when:
+- Making changes to the model inference engine
+- Modifying model loading/unloading logic
+- Changing prompt processing or token generation code
+- Implementing a new model architecture
+- Testing performance across different hardware setups
+
+## Prerequisites
+- Ollama server running locally with `ollama serve` on `127.0.0.1:11434`
+## Usage and Examples
+
+>[!NOTE]
+>All commands must be run from the root directory of the Ollama project.
+
+Basic syntax:
+```bash
+go test -bench=. ./benchmark/... -m $MODEL_NAME
+```
+
+Required flags:
+- `-bench=.`: Run all benchmarks
+- `-m`: Model name to benchmark
+
+Optional flags:
+- `-count N`: Number of times to run the benchmark (useful for statistical analysis)
+- `-timeout T`: Maximum time for the benchmark to run (e.g. "10m" for 10 minutes)
+
+Common usage patterns:
+
+Single benchmark run with a model specified:
+```bash
+go test -bench=. ./benchmark/... -m llama3.3
+```
+
+## Output metrics
+
+The benchmark reports several key metrics:
+
+- `gen_tok/s`: Generated tokens per second
+- `prompt_tok/s`: Prompt processing tokens per second
+- `ttft_ms`: Time to first token in milliseconds
+- `load_ms`: Model load time in milliseconds
+- `gen_tokens`: Total tokens generated
+- `prompt_tokens`: Total prompt tokens processed
+
+Each benchmark runs two scenarios:
+- Cold start: Model is loaded from disk for each test
+- Warm start: Model is pre-loaded in memory
+
+Three prompt lengths are tested for each scenario:
+- Short prompt (100 tokens)
+- Medium prompt (500 tokens)
+- Long prompt (1000 tokens)
diff --git a/docs/development.md b/docs/development.md
new file mode 100644
index 0000000..cf6d91e
--- /dev/null
+++ b/docs/development.md
@@ -0,0 +1,159 @@
+# Development
+
+Install prerequisites:
+
+- [Go](https://go.dev/doc/install)
+- C/C++ Compiler e.g. Clang on macOS, [TDM-GCC](https://github.com/jmeubank/tdm-gcc/releases/latest) (Windows amd64) or [llvm-mingw](https://github.com/mstorsjo/llvm-mingw) (Windows arm64), GCC/Clang on Linux.
+
+Then build and run Ollama from the root directory of the repository:
+
+```shell
+go run . serve
+```
+
+## macOS (Apple Silicon)
+
+macOS Apple Silicon supports Metal which is built-in to the Ollama binary. No additional steps are required.
+
+## macOS (Intel)
+
+Install prerequisites:
+
+- [CMake](https://cmake.org/download/) or `brew install cmake`
+
+Then, configure and build the project:
+
+```shell
+cmake -B build
+cmake --build build
+```
+
+Lastly, run Ollama:
+
+```shell
+go run . serve
+```
+
+## Windows
+
+Install prerequisites:
+
+- [CMake](https://cmake.org/download/)
+- [Visual Studio 2022](https://visualstudio.microsoft.com/downloads/) including the Native Desktop Workload
+- (Optional) AMD GPU support
+    - [ROCm](https://rocm.docs.amd.com/en/latest/)
+    - [Ninja](https://github.com/ninja-build/ninja/releases)
+- (Optional) NVIDIA GPU support
+    - [CUDA SDK](https://developer.nvidia.com/cuda-downloads?target_os=Windows&target_arch=x86_64&target_version=11&target_type=exe_network)
+
+Then, configure and build the project:
+
+```shell
+cmake -B build
+cmake --build build --config Release
+```
+
+> [!IMPORTANT]
+> Building for ROCm requires additional flags:
+> ```
+> cmake -B build -G Ninja -DCMAKE_C_COMPILER=clang -DCMAKE_CXX_COMPILER=clang++
+> cmake --build build --config Release
+> ```
+
+
+Lastly, run Ollama:
+
+```shell
+go run . serve
+```
+
+## Windows (ARM)
+
+Windows ARM does not support additional acceleration libraries at this time.  Do not use cmake, simply `go run` or `go build`.
+
+## Linux
+
+Install prerequisites:
+
+- [CMake](https://cmake.org/download/) or `sudo apt install cmake` or `sudo dnf install cmake`
+- (Optional) AMD GPU support
+    - [ROCm](https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/quick-start.html)
+- (Optional) NVIDIA GPU support
+    - [CUDA SDK](https://developer.nvidia.com/cuda-downloads)
+
+> [!IMPORTANT]
+> Ensure prerequisites are in `PATH` before running CMake.
+
+
+Then, configure and build the project:
+
+```shell
+cmake -B build
+cmake --build build
+```
+
+Lastly, run Ollama:
+
+```shell
+go run . serve
+```
+
+## Docker
+
+```shell
+docker build .
+```
+
+### ROCm
+
+```shell
+docker build --build-arg FLAVOR=rocm .
+```
+
+## Running tests
+
+To run tests, use `go test`:
+
+```shell
+go test ./...
+```
+
+> NOTE: In rare cirumstances, you may nedd to change a package using the new
+> "synctest" package in go1.24.
+>
+> If you do not have the "synctest" package enabled, you will not see build or
+> test failures resulting from your change(s), if any, locally, but CI will
+> break.
+>
+> If you see failures in CI, you can either keep pushing changes to see if the
+> CI build passes, or you can enable the "synctest" package locally to see the
+> failures before pushing.
+>
+> To enable the "synctest" package for testing, run the following command:
+>
+> ```shell
+> GOEXPERIMENT=synctest go test ./...
+> ```
+>
+> If you wish to enable synctest for all go commands, you can set the
+> `GOEXPERIMENT` environment variable in your shell profile or by using:
+>
+> ```shell
+> go env -w GOEXPERIMENT=synctest
+> ```
+>
+> Which will enable the "synctest" package for all go commands without needing
+> to set it for all shell sessions.
+>
+> The synctest package is not required for production builds.
+
+## Library detection
+
+Ollama looks for acceleration libraries in the following paths relative to the `ollama` executable:
+
+* `./lib/ollama` (Windows)
+* `../lib/ollama` (Linux)
+* `.` (macOS)
+* `build/lib/ollama` (for development)
+
+If the libraries are not found, Ollama will not run with any acceleration libraries.
diff --git a/docs/docker.md b/docs/docker.md
new file mode 100644
index 0000000..dce090a
--- /dev/null
+++ b/docs/docker.md
@@ -0,0 +1,78 @@
+# Ollama Docker image
+
+### CPU only
+
+```shell
+docker run -d -v ollama:/root/.ollama -p 11434:11434 --name ollama ollama/ollama
+```
+
+### Nvidia GPU
+Install the [NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#installation).
+
+#### Install with Apt
+1.  Configure the repository
+
+    ```shell
+    curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey \
+        | sudo gpg --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg
+    curl -s -L https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list \
+        | sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' \
+        | sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list
+    sudo apt-get update
+    ```
+
+2.  Install the NVIDIA Container Toolkit packages
+
+    ```shell
+    sudo apt-get install -y nvidia-container-toolkit
+    ```
+
+#### Install with Yum or Dnf
+1.  Configure the repository
+
+    ```shell
+    curl -s -L https://nvidia.github.io/libnvidia-container/stable/rpm/nvidia-container-toolkit.repo \
+        | sudo tee /etc/yum.repos.d/nvidia-container-toolkit.repo
+    ```
+
+2. Install the NVIDIA Container Toolkit packages
+
+    ```shell
+    sudo yum install -y nvidia-container-toolkit
+    ```
+
+#### Configure Docker to use Nvidia driver
+
+```shell
+sudo nvidia-ctk runtime configure --runtime=docker
+sudo systemctl restart docker
+```
+
+#### Start the container
+
+```shell
+docker run -d --gpus=all -v ollama:/root/.ollama -p 11434:11434 --name ollama ollama/ollama
+```
+
+> [!NOTE]  
+> If you're running on an NVIDIA JetPack system, Ollama can't automatically discover the correct JetPack version. Pass the environment variable JETSON_JETPACK=5 or JETSON_JETPACK=6 to the container to select version 5 or 6.
+
+### AMD GPU
+
+To run Ollama using Docker with AMD GPUs, use the `rocm` tag and the following command:
+
+```shell
+docker run -d --device /dev/kfd --device /dev/dri -v ollama:/root/.ollama -p 11434:11434 --name ollama ollama/ollama:rocm
+```
+
+### Run model locally
+
+Now you can run a model:
+
+```shell
+docker exec -it ollama ollama run llama3.2
+```
+
+### Try different models
+
+More models can be found on the [Ollama library](https://ollama.com/library).
diff --git a/docs/examples.md b/docs/examples.md
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+# Examples
+
+This directory contains different examples of using Ollama.
+
+## Python examples
+Ollama Python examples at [ollama-python/examples](https://github.com/ollama/ollama-python/tree/main/examples)
+
+
+## JavaScript examples
+Ollama JavaScript examples at [ollama-js/examples](https://github.com/ollama/ollama-js/tree/main/examples)
+
+
+## OpenAI compatibility examples
+Ollama OpenAI compatibility examples at [ollama/examples/openai](../docs/openai.md)
+
+
+## Community examples
+
+- [LangChain Ollama Python](https://python.langchain.com/docs/integrations/chat/ollama/)
+- [LangChain Ollama JS](https://js.langchain.com/docs/integrations/chat/ollama/)
diff --git a/docs/faq.md b/docs/faq.md
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+++ b/docs/faq.md
@@ -0,0 +1,335 @@
+# FAQ
+
+## How can I upgrade Ollama?
+
+Ollama on macOS and Windows will automatically download updates. Click on the taskbar or menubar item and then click "Restart to update" to apply the update. Updates can also be installed by downloading the latest version [manually](https://ollama.com/download/).
+
+On Linux, re-run the install script:
+
+```shell
+curl -fsSL https://ollama.com/install.sh | sh
+```
+
+## How can I view the logs?
+
+Review the [Troubleshooting](./troubleshooting.md) docs for more about using logs.
+
+## Is my GPU compatible with Ollama?
+
+Please refer to the [GPU docs](./gpu.md).
+
+## How can I specify the context window size?
+
+By default, Ollama uses a context window size of 4096 tokens. 
+
+This can be overridden with the `OLLAMA_CONTEXT_LENGTH` environment variable. For example, to set the default context window to 8K, use: 
+
+```shell
+OLLAMA_CONTEXT_LENGTH=8192 ollama serve
+```
+
+To change this when using `ollama run`, use `/set parameter`:
+
+```shell
+/set parameter num_ctx 4096
+```
+
+When using the API, specify the `num_ctx` parameter:
+
+```shell
+curl http://localhost:11434/api/generate -d '{
+  "model": "llama3.2",
+  "prompt": "Why is the sky blue?",
+  "options": {
+    "num_ctx": 4096
+  }
+}'
+```
+
+## How can I tell if my model was loaded onto the GPU?
+
+Use the `ollama ps` command to see what models are currently loaded into memory.
+
+```shell
+ollama ps
+```
+
+> **Output**:
+>
+> ```
+> NAME      	ID          	SIZE 	PROCESSOR	UNTIL
+> llama3:70b	bcfb190ca3a7	42 GB	100% GPU 	4 minutes from now
+> ```
+
+The `Processor` column will show which memory the model was loaded in to:
+* `100% GPU` means the model was loaded entirely into the GPU
+* `100% CPU` means the model was loaded entirely in system memory
+* `48%/52% CPU/GPU` means the model was loaded partially onto both the GPU and into system memory
+
+## How do I configure Ollama server?
+
+Ollama server can be configured with environment variables.
+
+### Setting environment variables on Mac
+
+If Ollama is run as a macOS application, environment variables should be set using `launchctl`:
+
+1. For each environment variable, call `launchctl setenv`.
+
+    ```bash
+    launchctl setenv OLLAMA_HOST "0.0.0.0:11434"
+    ```
+
+2. Restart Ollama application.
+
+### Setting environment variables on Linux
+
+If Ollama is run as a systemd service, environment variables should be set using `systemctl`:
+
+1. Edit the systemd service by calling `systemctl edit ollama.service`. This will open an editor.
+
+2. For each environment variable, add a line `Environment` under section `[Service]`:
+
+    ```ini
+    [Service]
+    Environment="OLLAMA_HOST=0.0.0.0:11434"
+    ```
+
+3. Save and exit.
+
+4. Reload `systemd` and restart Ollama:
+
+   ```shell
+   systemctl daemon-reload
+   systemctl restart ollama
+   ```
+
+### Setting environment variables on Windows
+
+On Windows, Ollama inherits your user and system environment variables.
+
+1. First Quit Ollama by clicking on it in the task bar.
+
+2. Start the Settings (Windows 11) or Control Panel (Windows 10) application and search for _environment variables_.
+
+3. Click on _Edit environment variables for your account_.
+
+4. Edit or create a new variable for your user account for `OLLAMA_HOST`, `OLLAMA_MODELS`, etc.
+
+5. Click OK/Apply to save.
+
+6. Start the Ollama application from the Windows Start menu.
+
+## How do I use Ollama behind a proxy?
+
+Ollama pulls models from the Internet and may require a proxy server to access the models. Use `HTTPS_PROXY` to redirect outbound requests through the proxy. Ensure the proxy certificate is installed as a system certificate. Refer to the section above for how to use environment variables on your platform.
+
+> [!NOTE]
+> Avoid setting `HTTP_PROXY`. Ollama does not use HTTP for model pulls, only HTTPS. Setting `HTTP_PROXY` may interrupt client connections to the server.
+
+### How do I use Ollama behind a proxy in Docker?
+
+The Ollama Docker container image can be configured to use a proxy by passing `-e HTTPS_PROXY=https://proxy.example.com` when starting the container.
+
+Alternatively, the Docker daemon can be configured to use a proxy. Instructions are available for Docker Desktop on [macOS](https://docs.docker.com/desktop/settings/mac/#proxies), [Windows](https://docs.docker.com/desktop/settings/windows/#proxies), and [Linux](https://docs.docker.com/desktop/settings/linux/#proxies), and Docker [daemon with systemd](https://docs.docker.com/config/daemon/systemd/#httphttps-proxy).
+
+Ensure the certificate is installed as a system certificate when using HTTPS. This may require a new Docker image when using a self-signed certificate.
+
+```dockerfile
+FROM ollama/ollama
+COPY my-ca.pem /usr/local/share/ca-certificates/my-ca.crt
+RUN update-ca-certificates
+```
+
+Build and run this image:
+
+```shell
+docker build -t ollama-with-ca .
+docker run -d -e HTTPS_PROXY=https://my.proxy.example.com -p 11434:11434 ollama-with-ca
+```
+
+## Does Ollama send my prompts and answers back to ollama.com?
+
+No. Ollama runs locally, and conversation data does not leave your machine.
+
+## How can I expose Ollama on my network?
+
+Ollama binds 127.0.0.1 port 11434 by default. Change the bind address with the `OLLAMA_HOST` environment variable.
+
+Refer to the section [above](#how-do-i-configure-ollama-server) for how to set environment variables on your platform.
+
+## How can I use Ollama with a proxy server?
+
+Ollama runs an HTTP server and can be exposed using a proxy server such as Nginx. To do so, configure the proxy to forward requests and optionally set required headers (if not exposing Ollama on the network). For example, with Nginx:
+
+```nginx
+server {
+    listen 80;
+    server_name example.com;  # Replace with your domain or IP
+    location / {
+        proxy_pass http://localhost:11434;
+        proxy_set_header Host localhost:11434;
+    }
+}
+```
+
+## How can I use Ollama with ngrok?
+
+Ollama can be accessed using a range of tools for tunneling tools. For example with Ngrok:
+
+```shell
+ngrok http 11434 --host-header="localhost:11434"
+```
+
+## How can I use Ollama with Cloudflare Tunnel?
+
+To use Ollama with Cloudflare Tunnel, use the `--url` and `--http-host-header` flags:
+
+```shell
+cloudflared tunnel --url http://localhost:11434 --http-host-header="localhost:11434"
+```
+
+## How can I allow additional web origins to access Ollama?
+
+Ollama allows cross-origin requests from `127.0.0.1` and `0.0.0.0` by default. Additional origins can be configured with `OLLAMA_ORIGINS`.
+
+For browser extensions, you'll need to explicitly allow the extension's origin pattern. Set `OLLAMA_ORIGINS` to include `chrome-extension://*`, `moz-extension://*`, and `safari-web-extension://*` if you wish to allow all browser extensions access, or specific extensions as needed:
+
+```
+# Allow all Chrome, Firefox, and Safari extensions
+OLLAMA_ORIGINS=chrome-extension://*,moz-extension://*,safari-web-extension://* ollama serve
+```
+
+Refer to the section [above](#how-do-i-configure-ollama-server) for how to set environment variables on your platform.
+
+## Where are models stored?
+
+- macOS: `~/.ollama/models`
+- Linux: `/usr/share/ollama/.ollama/models`
+- Windows: `C:\Users\%username%\.ollama\models`
+
+### How do I set them to a different location?
+
+If a different directory needs to be used, set the environment variable `OLLAMA_MODELS` to the chosen directory.
+
+> Note: on Linux using the standard installer, the `ollama` user needs read and write access to the specified directory. To assign the directory to the `ollama` user run `sudo chown -R ollama:ollama <directory>`.
+
+Refer to the section [above](#how-do-i-configure-ollama-server) for how to set environment variables on your platform.
+
+## How can I use Ollama in Visual Studio Code?
+
+There is already a large collection of plugins available for VSCode as well as other editors that leverage Ollama. See the list of [extensions & plugins](https://github.com/ollama/ollama#extensions--plugins) at the bottom of the main repository readme.
+
+## How do I use Ollama with GPU acceleration in Docker?
+
+The Ollama Docker container can be configured with GPU acceleration in Linux or Windows (with WSL2). This requires the [nvidia-container-toolkit](https://github.com/NVIDIA/nvidia-container-toolkit). See [ollama/ollama](https://hub.docker.com/r/ollama/ollama) for more details.
+
+GPU acceleration is not available for Docker Desktop in macOS due to the lack of GPU passthrough and emulation.
+
+## Why is networking slow in WSL2 on Windows 10?
+
+This can impact both installing Ollama, as well as downloading models.
+
+Open `Control Panel > Networking and Internet > View network status and tasks` and click on `Change adapter settings` on the left panel. Find the `vEthernel (WSL)` adapter, right click and select `Properties`.
+Click on `Configure` and open the `Advanced` tab. Search through each of the properties until you find `Large Send Offload Version 2 (IPv4)` and `Large Send Offload Version 2 (IPv6)`. *Disable* both of these
+properties.
+
+## How can I preload a model into Ollama to get faster response times?
+
+If you are using the API you can preload a model by sending the Ollama server an empty request. This works with both the `/api/generate` and `/api/chat` API endpoints.
+
+To preload the mistral model using the generate endpoint, use:
+
+```shell
+curl http://localhost:11434/api/generate -d '{"model": "mistral"}'
+```
+
+To use the chat completions endpoint, use:
+
+```shell
+curl http://localhost:11434/api/chat -d '{"model": "mistral"}'
+```
+
+To preload a model using the CLI, use the command:
+
+```shell
+ollama run llama3.2 ""
+```
+
+## How do I keep a model loaded in memory or make it unload immediately?
+
+By default models are kept in memory for 5 minutes before being unloaded. This allows for quicker response times if you're making numerous requests to the LLM. If you want to immediately unload a model from memory, use the `ollama stop` command:
+
+```shell
+ollama stop llama3.2
+```
+
+If you're using the API, use the `keep_alive` parameter with the `/api/generate` and `/api/chat` endpoints to set the amount of time that a model stays in memory. The `keep_alive` parameter can be set to:
+* a duration string (such as "10m" or "24h")
+* a number in seconds (such as 3600)
+* any negative number which will keep the model loaded in memory (e.g. -1 or "-1m")
+* '0' which will unload the model immediately after generating a response
+
+For example, to preload a model and leave it in memory use:
+
+```shell
+curl http://localhost:11434/api/generate -d '{"model": "llama3.2", "keep_alive": -1}'
+```
+
+To unload the model and free up memory use:
+
+```shell
+curl http://localhost:11434/api/generate -d '{"model": "llama3.2", "keep_alive": 0}'
+```
+
+Alternatively, you can change the amount of time all models are loaded into memory by setting the `OLLAMA_KEEP_ALIVE` environment variable when starting the Ollama server. The `OLLAMA_KEEP_ALIVE` variable uses the same parameter types as the `keep_alive` parameter types mentioned above. Refer to the section explaining [how to configure the Ollama server](#how-do-i-configure-ollama-server) to correctly set the environment variable.
+
+The `keep_alive` API parameter with the `/api/generate` and `/api/chat` API endpoints will override the `OLLAMA_KEEP_ALIVE` setting.
+
+## How do I manage the maximum number of requests the Ollama server can queue?
+
+If too many requests are sent to the server, it will respond with a 503 error indicating the server is overloaded.  You can adjust how many requests may be queue by setting `OLLAMA_MAX_QUEUE`.
+
+## How does Ollama handle concurrent requests?
+
+Ollama supports two levels of concurrent processing.  If your system has sufficient available memory (system memory when using CPU inference, or VRAM for GPU inference) then multiple models can be loaded at the same time.  For a given model, if there is sufficient available memory when the model is loaded, it is configured to allow parallel request processing.
+
+If there is insufficient available memory to load a new model request while one or more models are already loaded, all new requests will be queued until the new model can be loaded.  As prior models become idle, one or more will be unloaded to make room for the new model.  Queued requests will be processed in order.  When using GPU inference new models must be able to completely fit in VRAM to allow concurrent model loads.
+
+Parallel request processing for a given model results in increasing the context size by the number of parallel requests.  For example, a 2K context with 4 parallel requests will result in an 8K context and additional memory allocation.
+
+The following server settings may be used to adjust how Ollama handles concurrent requests on most platforms:
+
+- `OLLAMA_MAX_LOADED_MODELS` - The maximum number of models that can be loaded concurrently provided they fit in available memory.  The default is 3 * the number of GPUs or 3 for CPU inference.
+- `OLLAMA_NUM_PARALLEL` - The maximum number of parallel requests each model will process at the same time.  The default will auto-select either 4 or 1 based on available memory.
+- `OLLAMA_MAX_QUEUE` - The maximum number of requests Ollama will queue when busy before rejecting additional requests. The default is 512
+
+Note: Windows with Radeon GPUs currently default to 1 model maximum due to limitations in ROCm v5.7 for available VRAM reporting.  Once ROCm v6.2 is available, Windows Radeon will follow the defaults above.  You may enable concurrent model loads on Radeon on Windows, but ensure you don't load more models than will fit into your GPUs VRAM.
+
+## How does Ollama load models on multiple GPUs?
+
+When loading a new model, Ollama evaluates the required VRAM for the model against what is currently available.  If the model will entirely fit on any single GPU, Ollama will load the model on that GPU.  This typically provides the best performance as it reduces the amount of data transferring across the PCI bus during inference.  If the model does not fit entirely on one GPU, then it will be spread across all the available GPUs.
+
+## How can I enable Flash Attention?
+
+Flash Attention is a feature of most modern models that can significantly reduce memory usage as the context size grows.  To enable Flash Attention, set the `OLLAMA_FLASH_ATTENTION` environment variable to `1` when starting the Ollama server.
+
+## How can I set the quantization type for the K/V cache?
+
+The K/V context cache can be quantized to significantly reduce memory usage when Flash Attention is enabled.
+
+To use quantized K/V cache with Ollama you can set the following environment variable:
+
+- `OLLAMA_KV_CACHE_TYPE` - The quantization type for the K/V cache.  Default is `f16`.
+
+> Note: Currently this is a global option - meaning all models will run with the specified quantization type.
+
+The currently available K/V cache quantization types are:
+
+- `f16` - high precision and memory usage (default).
+- `q8_0` - 8-bit quantization, uses approximately 1/2 the memory of `f16` with a very small loss in precision, this usually has no noticeable impact on the model's quality (recommended if not using f16).
+- `q4_0` - 4-bit quantization, uses approximately 1/4 the memory of `f16` with a small-medium loss in precision that may be more noticeable at higher context sizes.
+
+How much the cache quantization impacts the model's response quality will depend on the model and the task.  Models that have a high GQA count (e.g. Qwen2) may see a larger impact on precision from quantization than models with a low GQA count.
+
+You may need to experiment with different quantization types to find the best balance between memory usage and quality.
diff --git a/docs/gpu.md b/docs/gpu.md
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+# GPU
+## Nvidia
+Ollama supports Nvidia GPUs with compute capability 5.0+.
+
+Check your compute compatibility to see if your card is supported:
+[https://developer.nvidia.com/cuda-gpus](https://developer.nvidia.com/cuda-gpus)
+
+| Compute Capability | Family              | Cards                                                                                                       |
+| ------------------ | ------------------- | ----------------------------------------------------------------------------------------------------------- |
+| 9.0                | NVIDIA              | `H200` `H100`                                                                                               |
+| 8.9                | GeForce RTX 40xx    | `RTX 4090` `RTX 4080 SUPER` `RTX 4080` `RTX 4070 Ti SUPER` `RTX 4070 Ti` `RTX 4070 SUPER` `RTX 4070` `RTX 4060 Ti` `RTX 4060`  |
+|                    | NVIDIA Professional | `L4` `L40` `RTX 6000`                                                                                       |
+| 8.6                | GeForce RTX 30xx    | `RTX 3090 Ti` `RTX 3090` `RTX 3080 Ti` `RTX 3080` `RTX 3070 Ti` `RTX 3070` `RTX 3060 Ti` `RTX 3060` `RTX 3050 Ti` `RTX 3050`   |
+|                    | NVIDIA Professional | `A40` `RTX A6000` `RTX A5000` `RTX A4000` `RTX A3000` `RTX A2000` `A10` `A16` `A2`                          |
+| 8.0                | NVIDIA              | `A100` `A30`                                                                                                |
+| 7.5                | GeForce GTX/RTX     | `GTX 1650 Ti` `TITAN RTX` `RTX 2080 Ti` `RTX 2080` `RTX 2070` `RTX 2060`                                    |
+|                    | NVIDIA Professional | `T4` `RTX 5000` `RTX 4000` `RTX 3000` `T2000` `T1200` `T1000` `T600` `T500`                                 |
+|                    | Quadro              | `RTX 8000` `RTX 6000` `RTX 5000` `RTX 4000`                                                                 |
+| 7.0                | NVIDIA              | `TITAN V` `V100` `Quadro GV100`                                                                             |
+| 6.1                | NVIDIA TITAN        | `TITAN Xp` `TITAN X`                                                                                        |
+|                    | GeForce GTX         | `GTX 1080 Ti` `GTX 1080` `GTX 1070 Ti` `GTX 1070` `GTX 1060` `GTX 1050 Ti` `GTX 1050`                       |
+|                    | Quadro              | `P6000` `P5200` `P4200` `P3200` `P5000` `P4000` `P3000` `P2200` `P2000` `P1000` `P620` `P600` `P500` `P520` |
+|                    | Tesla               | `P40` `P4`                                                                                                  |
+| 6.0                | NVIDIA              | `Tesla P100` `Quadro GP100`                                                                                 |
+| 5.2                | GeForce GTX         | `GTX TITAN X` `GTX 980 Ti` `GTX 980` `GTX 970` `GTX 960` `GTX 950`                                          |
+|                    | Quadro              | `M6000 24GB` `M6000` `M5000` `M5500M` `M4000` `M2200` `M2000` `M620`                                        |
+|                    | Tesla               | `M60` `M40`                                                                                                 |
+| 5.0                | GeForce GTX         | `GTX 750 Ti` `GTX 750` `NVS 810`                                                                            |
+|                    | Quadro              | `K2200` `K1200` `K620` `M1200` `M520` `M5000M` `M4000M` `M3000M` `M2000M` `M1000M` `K620M` `M600M` `M500M`  |
+
+For building locally to support older GPUs, see [developer.md](./development.md#linux-cuda-nvidia)
+
+### GPU Selection
+
+If you have multiple NVIDIA GPUs in your system and want to limit Ollama to use
+a subset, you can set `CUDA_VISIBLE_DEVICES` to a comma separated list of GPUs.
+Numeric IDs may be used, however ordering may vary, so UUIDs are more reliable.
+You can discover the UUID of your GPUs by running `nvidia-smi -L` If you want to
+ignore the GPUs and force CPU usage, use an invalid GPU ID (e.g., "-1")
+
+### Linux Suspend Resume
+
+On linux, after a suspend/resume cycle, sometimes Ollama will fail to discover
+your NVIDIA GPU, and fallback to running on the CPU.  You can workaround this
+driver bug by reloading the NVIDIA UVM driver with `sudo rmmod nvidia_uvm &&
+sudo modprobe nvidia_uvm`
+
+## AMD Radeon
+Ollama supports the following AMD GPUs:
+
+### Linux Support
+| Family         | Cards and accelerators                                                                                                               |
+| -------------- | ---------------------------------------------------------------------------------------------------------------------------------------------- |
+| AMD Radeon RX  | `7900 XTX` `7900 XT` `7900 GRE` `7800 XT` `7700 XT` `7600 XT` `7600` `6950 XT` `6900 XTX` `6900XT` `6800 XT` `6800` `Vega 64` `Vega 56`    |
+| AMD Radeon PRO | `W7900` `W7800` `W7700` `W7600` `W7500` `W6900X` `W6800X Duo` `W6800X` `W6800` `V620` `V420` `V340` `V320` `Vega II Duo` `Vega II` `VII` `SSG` |
+| AMD Instinct   | `MI300X` `MI300A` `MI300` `MI250X` `MI250` `MI210` `MI200` `MI100` `MI60` `MI50`                                                               |
+
+### Windows Support
+With ROCm v6.1, the following GPUs are supported on Windows.
+
+| Family         | Cards and accelerators                                                                                                               |
+| -------------- | ---------------------------------------------------------------------------------------------------------------------------------------------- |
+| AMD Radeon RX  | `7900 XTX` `7900 XT` `7900 GRE` `7800 XT` `7700 XT` `7600 XT` `7600` `6950 XT` `6900 XTX` `6900XT` `6800 XT` `6800`    |
+| AMD Radeon PRO | `W7900` `W7800` `W7700` `W7600` `W7500` `W6900X` `W6800X Duo` `W6800X` `W6800` `V620` |
+
+
+### Overrides on Linux
+Ollama leverages the AMD ROCm library, which does not support all AMD GPUs. In
+some cases you can force the system to try to use a similar LLVM target that is
+close.  For example The Radeon RX 5400 is `gfx1034` (also known as 10.3.4)
+however, ROCm does not currently support this target. The closest support is
+`gfx1030`.  You can use the environment variable `HSA_OVERRIDE_GFX_VERSION` with
+`x.y.z` syntax.  So for example, to force the system to run on the RX 5400, you
+would set `HSA_OVERRIDE_GFX_VERSION="10.3.0"` as an environment variable for the
+server.  If you have an unsupported AMD GPU you can experiment using the list of
+supported types below.
+
+If you have multiple GPUs with different GFX versions, append the numeric device
+number to the environment variable to set them individually.  For example,
+`HSA_OVERRIDE_GFX_VERSION_0=10.3.0` and  `HSA_OVERRIDE_GFX_VERSION_1=11.0.0`
+
+At this time, the known supported GPU types on linux are the following LLVM Targets.
+This table shows some example GPUs that map to these LLVM targets:
+| **LLVM Target** | **An Example GPU** |
+|-----------------|---------------------|
+| gfx900 | Radeon RX Vega 56 |
+| gfx906 | Radeon Instinct MI50 |
+| gfx908 | Radeon Instinct MI100 |
+| gfx90a | Radeon Instinct MI210 |
+| gfx940 | Radeon Instinct MI300 |
+| gfx941 | |
+| gfx942 | |
+| gfx1030 | Radeon PRO V620 |
+| gfx1100 | Radeon PRO W7900 |
+| gfx1101 | Radeon PRO W7700 |
+| gfx1102 | Radeon RX 7600 |
+
+AMD is working on enhancing ROCm v6 to broaden support for families of GPUs in a
+future release which should increase support for more GPUs.
+
+Reach out on [Discord](https://discord.gg/ollama) or file an
+[issue](https://github.com/ollama/ollama/issues) for additional help.
+
+### GPU Selection
+
+If you have multiple AMD GPUs in your system and want to limit Ollama to use a
+subset, you can set `ROCR_VISIBLE_DEVICES` to a comma separated list of GPUs.
+You can see the list of devices with `rocminfo`.  If you want to ignore the GPUs
+and force CPU usage, use an invalid GPU ID (e.g., "-1").  When available, use the
+`Uuid` to uniquely identify the device instead of numeric value.
+
+### Container Permission
+
+In some Linux distributions, SELinux can prevent containers from
+accessing the AMD GPU devices.  On the host system you can run 
+`sudo setsebool container_use_devices=1` to allow containers to use devices.
+
+### Metal (Apple GPUs)
+Ollama supports GPU acceleration on Apple devices via the Metal API.
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+# Importing a model
+
+## Table of Contents
+
+  * [Importing a Safetensors adapter](#Importing-a-fine-tuned-adapter-from-Safetensors-weights)
+  * [Importing a Safetensors model](#Importing-a-model-from-Safetensors-weights)
+  * [Importing a GGUF file](#Importing-a-GGUF-based-model-or-adapter)
+  * [Sharing models on ollama.com](#Sharing-your-model-on-ollamacom)
+
+## Importing a fine tuned adapter from Safetensors weights
+
+First, create a `Modelfile` with a `FROM` command pointing at the base model you used for fine tuning, and an `ADAPTER` command which points to the directory with your Safetensors adapter:
+
+```dockerfile
+FROM <base model name>
+ADAPTER /path/to/safetensors/adapter/directory
+```
+
+Make sure that you use the same base model in the `FROM` command as you used to create the adapter otherwise you will get erratic results. Most frameworks use different quantization methods, so it's best to use non-quantized (i.e. non-QLoRA) adapters. If your adapter is in the same directory as your `Modelfile`, use `ADAPTER .` to specify the adapter path.
+
+Now run `ollama create` from the directory where the `Modelfile` was created:
+
+```shell
+ollama create my-model
+```
+
+Lastly, test the model:
+
+```shell
+ollama run my-model
+```
+
+Ollama supports importing adapters based on several different model architectures including:
+
+  * Llama (including Llama 2, Llama 3, Llama 3.1, and Llama 3.2);
+  * Mistral (including Mistral 1, Mistral 2, and Mixtral); and
+  * Gemma (including Gemma 1 and Gemma 2)
+
+You can create the adapter using a fine tuning framework or tool which can output adapters in the Safetensors format, such as:
+
+  * Hugging Face [fine tuning framework](https://huggingface.co/docs/transformers/en/training)
+  * [Unsloth](https://github.com/unslothai/unsloth)
+  * [MLX](https://github.com/ml-explore/mlx)
+
+
+## Importing a model from Safetensors weights
+
+First, create a `Modelfile` with a `FROM` command which points to the directory containing your Safetensors weights:
+
+```dockerfile
+FROM /path/to/safetensors/directory
+```
+
+If you create the Modelfile in the same directory as the weights, you can use the command `FROM .`.
+
+Now run the `ollama create` command from the directory where you created the `Modelfile`:
+
+```shell
+ollama create my-model
+```
+
+Lastly, test the model:
+
+```shell
+ollama run my-model
+```
+
+Ollama supports importing models for several different architectures including:
+
+  * Llama (including Llama 2, Llama 3, Llama 3.1, and Llama 3.2);
+  * Mistral (including Mistral 1, Mistral 2, and Mixtral);
+  * Gemma (including Gemma 1 and Gemma 2); and
+  * Phi3
+
+This includes importing foundation models as well as any fine tuned models which have been _fused_ with a foundation model.
+## Importing a GGUF based model or adapter
+
+If you have a GGUF based model or adapter it is possible to import it into Ollama. You can obtain a GGUF model or adapter by:
+
+  * converting a Safetensors model with the `convert_hf_to_gguf.py` from Llama.cpp; 
+  * converting a Safetensors adapter with the `convert_lora_to_gguf.py` from Llama.cpp; or
+  * downloading a model or adapter from a place such as HuggingFace
+
+To import a GGUF model, create a `Modelfile` containing:
+
+```dockerfile
+FROM /path/to/file.gguf
+```
+
+For a GGUF adapter, create the `Modelfile` with:
+
+```dockerfile
+FROM <model name>
+ADAPTER /path/to/file.gguf
+```
+
+When importing a GGUF adapter, it's important to use the same base model as the base model that the adapter was created with. You can use:
+
+ * a model from Ollama
+ * a GGUF file
+ * a Safetensors based model 
+
+Once you have created your `Modelfile`, use the `ollama create` command to build the model.
+
+```shell
+ollama create my-model
+```
+
+## Quantizing a Model
+
+Quantizing a model allows you to run models faster and with less memory consumption but at reduced accuracy. This allows you to run a model on more modest hardware.
+
+Ollama can quantize FP16 and FP32 based models into different quantization levels using the `-q/--quantize` flag with the `ollama create` command.
+
+First, create a Modelfile with the FP16 or FP32 based model you wish to quantize.
+
+```dockerfile
+FROM /path/to/my/gemma/f16/model
+```
+
+Use `ollama create` to then create the quantized model.
+
+```shell
+$ ollama create --quantize q4_K_M mymodel
+transferring model data
+quantizing F16 model to Q4_K_M
+creating new layer sha256:735e246cc1abfd06e9cdcf95504d6789a6cd1ad7577108a70d9902fef503c1bd
+creating new layer sha256:0853f0ad24e5865173bbf9ffcc7b0f5d56b66fd690ab1009867e45e7d2c4db0f
+writing manifest
+success
+```
+
+### Supported Quantizations
+
+- `q4_0`
+- `q4_1`
+- `q5_0`
+- `q5_1`
+- `q8_0`
+
+#### K-means Quantizations
+
+- `q3_K_S`
+- `q3_K_M`
+- `q3_K_L`
+- `q4_K_S`
+- `q4_K_M`
+- `q5_K_S`
+- `q5_K_M`
+- `q6_K`
+
+
+## Sharing your model on ollama.com
+
+You can share any model you have created by pushing it to [ollama.com](https://ollama.com) so that other users can try it out.
+
+First, use your browser to go to the [Ollama Sign-Up](https://ollama.com/signup) page. If you already have an account, you can skip this step.
+
+<img src="images/signup.png" alt="Sign-Up" width="40%">
+
+The `Username` field will be used as part of your model's name (e.g. `jmorganca/mymodel`), so make sure you are comfortable with the username that you have selected.
+
+Now that you have created an account and are signed-in, go to the [Ollama Keys Settings](https://ollama.com/settings/keys) page.
+
+Follow the directions on the page to determine where your Ollama Public Key is located.
+
+<img src="images/ollama-keys.png" alt="Ollama Keys" width="80%">
+
+Click on the `Add Ollama Public Key` button, and copy and paste the contents of your Ollama Public Key into the text field.
+
+To push a model to [ollama.com](https://ollama.com), first make sure that it is named correctly with your username. You may have to use the `ollama cp` command to copy
+your model to give it the correct name. Once you're happy with your model's name, use the `ollama push` command to push it to [ollama.com](https://ollama.com).
+
+```shell
+ollama cp mymodel myuser/mymodel
+ollama push myuser/mymodel
+```
+
+Once your model has been pushed, other users can pull and run it by using the command:
+
+```shell
+ollama run myuser/mymodel
+```
+
diff --git a/docs/linux.md b/docs/linux.md
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+# Linux
+
+## Install
+
+To install Ollama, run the following command:
+
+```shell
+curl -fsSL https://ollama.com/install.sh | sh
+```
+
+## Manual install
+
+> [!NOTE]
+> If you are upgrading from a prior version, you should remove the old libraries with `sudo rm -rf /usr/lib/ollama` first.
+
+Download and extract the package:
+
+```shell
+curl -L https://ollama.com/download/ollama-linux-amd64.tgz -o ollama-linux-amd64.tgz
+sudo tar -C /usr -xzf ollama-linux-amd64.tgz
+```
+
+Start Ollama:
+
+```shell
+ollama serve
+```
+
+In another terminal, verify that Ollama is running:
+
+```shell
+ollama -v
+```
+
+### AMD GPU install
+
+If you have an AMD GPU, also download and extract the additional ROCm package:
+
+```shell
+curl -L https://ollama.com/download/ollama-linux-amd64-rocm.tgz -o ollama-linux-amd64-rocm.tgz
+sudo tar -C /usr -xzf ollama-linux-amd64-rocm.tgz
+```
+
+### ARM64 install
+
+Download and extract the ARM64-specific package:
+
+```shell
+curl -L https://ollama.com/download/ollama-linux-arm64.tgz -o ollama-linux-arm64.tgz
+sudo tar -C /usr -xzf ollama-linux-arm64.tgz
+```
+
+### Adding Ollama as a startup service (recommended)
+
+Create a user and group for Ollama:
+
+```shell
+sudo useradd -r -s /bin/false -U -m -d /usr/share/ollama ollama
+sudo usermod -a -G ollama $(whoami)
+```
+
+Create a service file in `/etc/systemd/system/ollama.service`:
+
+```ini
+[Unit]
+Description=Ollama Service
+After=network-online.target
+
+[Service]
+ExecStart=/usr/bin/ollama serve
+User=ollama
+Group=ollama
+Restart=always
+RestartSec=3
+Environment="PATH=$PATH"
+
+[Install]
+WantedBy=multi-user.target
+```
+
+Then start the service:
+
+```shell
+sudo systemctl daemon-reload
+sudo systemctl enable ollama
+```
+
+### Install CUDA drivers (optional)
+
+[Download and install](https://developer.nvidia.com/cuda-downloads) CUDA.
+
+Verify that the drivers are installed by running the following command, which should print details about your GPU:
+
+```shell
+nvidia-smi
+```
+
+### Install AMD ROCm drivers (optional)
+
+[Download and Install](https://rocm.docs.amd.com/projects/install-on-linux/en/latest/tutorial/quick-start.html) ROCm v6.
+
+### Start Ollama
+
+Start Ollama and verify it is running:
+
+```shell
+sudo systemctl start ollama
+sudo systemctl status ollama
+```
+
+> [!NOTE]
+> While AMD has contributed the `amdgpu` driver upstream to the official linux
+> kernel source, the version is older and may not support all ROCm features. We
+> recommend you install the latest driver from
+> https://www.amd.com/en/support/linux-drivers for best support of your Radeon
+> GPU.
+
+## Customizing
+
+To customize the installation of Ollama, you can edit the systemd service file or the environment variables by running:
+
+```shell
+sudo systemctl edit ollama
+```
+
+Alternatively, create an override file manually in `/etc/systemd/system/ollama.service.d/override.conf`:
+
+```ini
+[Service]
+Environment="OLLAMA_DEBUG=1"
+```
+
+## Updating
+
+Update Ollama by running the install script again:
+
+```shell
+curl -fsSL https://ollama.com/install.sh | sh
+```
+
+Or by re-downloading Ollama:
+
+```shell
+curl -L https://ollama.com/download/ollama-linux-amd64.tgz -o ollama-linux-amd64.tgz
+sudo tar -C /usr -xzf ollama-linux-amd64.tgz
+```
+
+## Installing specific versions
+
+Use `OLLAMA_VERSION` environment variable with the install script to install a specific version of Ollama, including pre-releases. You can find the version numbers in the [releases page](https://github.com/ollama/ollama/releases).
+
+For example:
+
+```shell
+curl -fsSL https://ollama.com/install.sh | OLLAMA_VERSION=0.5.7 sh
+```
+
+## Viewing logs
+
+To view logs of Ollama running as a startup service, run:
+
+```shell
+journalctl -e -u ollama
+```
+
+## Uninstall
+
+Remove the ollama service:
+
+```shell
+sudo systemctl stop ollama
+sudo systemctl disable ollama
+sudo rm /etc/systemd/system/ollama.service
+```
+
+Remove the ollama binary from your bin directory (either `/usr/local/bin`, `/usr/bin`, or `/bin`):
+
+```shell
+sudo rm $(which ollama)
+```
+
+Remove the downloaded models and Ollama service user and group:
+
+```shell
+sudo rm -r /usr/share/ollama
+sudo userdel ollama
+sudo groupdel ollama
+```
+
+Remove installed libraries:
+
+```shell
+sudo rm -rf /usr/local/lib/ollama
+```
diff --git a/docs/modelfile.md b/docs/modelfile.md
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+# Ollama Model File
+
+> [!NOTE]
+> `Modelfile` syntax is in development
+
+A model file is the blueprint to create and share models with Ollama.
+
+## Table of Contents
+
+- [Format](#format)
+- [Examples](#examples)
+- [Instructions](#instructions)
+  - [FROM (Required)](#from-required)
+    - [Build from existing model](#build-from-existing-model)
+    - [Build from a Safetensors model](#build-from-a-safetensors-model)
+    - [Build from a GGUF file](#build-from-a-gguf-file)
+  - [PARAMETER](#parameter)
+    - [Valid Parameters and Values](#valid-parameters-and-values)
+  - [TEMPLATE](#template)
+    - [Template Variables](#template-variables)
+  - [SYSTEM](#system)
+  - [ADAPTER](#adapter)
+  - [LICENSE](#license)
+  - [MESSAGE](#message)
+- [Notes](#notes)
+
+## Format
+
+The format of the `Modelfile`:
+
+```
+# comment
+INSTRUCTION arguments
+```
+
+| Instruction                         | Description                                                    |
+| ----------------------------------- | -------------------------------------------------------------- |
+| [`FROM`](#from-required) (required) | Defines the base model to use.                                 |
+| [`PARAMETER`](#parameter)           | Sets the parameters for how Ollama will run the model.         |
+| [`TEMPLATE`](#template)             | The full prompt template to be sent to the model.              |
+| [`SYSTEM`](#system)                 | Specifies the system message that will be set in the template. |
+| [`ADAPTER`](#adapter)               | Defines the (Q)LoRA adapters to apply to the model.            |
+| [`LICENSE`](#license)               | Specifies the legal license.                                   |
+| [`MESSAGE`](#message)               | Specify message history.                                       |
+
+## Examples
+
+### Basic `Modelfile`
+
+An example of a `Modelfile` creating a mario blueprint:
+
+```
+FROM llama3.2
+# sets the temperature to 1 [higher is more creative, lower is more coherent]
+PARAMETER temperature 1
+# sets the context window size to 4096, this controls how many tokens the LLM can use as context to generate the next token
+PARAMETER num_ctx 4096
+
+# sets a custom system message to specify the behavior of the chat assistant
+SYSTEM You are Mario from super mario bros, acting as an assistant.
+```
+
+To use this:
+
+1. Save it as a file (e.g. `Modelfile`)
+2. `ollama create choose-a-model-name -f <location of the file e.g. ./Modelfile>`
+3. `ollama run choose-a-model-name`
+4. Start using the model!
+
+To view the Modelfile of a given model, use the `ollama show --modelfile` command.
+
+```shell
+ollama show --modelfile llama3.2
+```
+
+> **Output**:
+>
+> ```
+> # Modelfile generated by "ollama show"
+> # To build a new Modelfile based on this one, replace the FROM line with:
+> # FROM llama3.2:latest
+> FROM /Users/pdevine/.ollama/models/blobs/sha256-00e1317cbf74d901080d7100f57580ba8dd8de57203072dc6f668324ba545f29
+> TEMPLATE """{{ if .System }}<|start_header_id|>system<|end_header_id|>
+>
+> {{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>
+>
+> {{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
+>
+> {{ .Response }}<|eot_id|>"""
+> PARAMETER stop "<|start_header_id|>"
+> PARAMETER stop "<|end_header_id|>"
+> PARAMETER stop "<|eot_id|>"
+> PARAMETER stop "<|reserved_special_token"
+> ```
+
+
+## Instructions
+
+### FROM (Required)
+
+The `FROM` instruction defines the base model to use when creating a model.
+
+```
+FROM <model name>:<tag>
+```
+
+#### Build from existing model
+
+```
+FROM llama3.2
+```
+
+A list of available base models:
+<https://github.com/ollama/ollama#model-library>
+Additional models can be found at:
+<https://ollama.com/library>
+
+#### Build from a Safetensors model
+
+```
+FROM <model directory>
+```
+
+The model directory should contain the Safetensors weights for a supported architecture.
+
+Currently supported model architectures:
+  * Llama (including Llama 2, Llama 3, Llama 3.1, and Llama 3.2)
+  * Mistral (including Mistral 1, Mistral 2, and Mixtral)
+  * Gemma (including Gemma 1 and Gemma 2)
+  * Phi3
+
+#### Build from a GGUF file
+
+```
+FROM ./ollama-model.gguf
+```
+
+The GGUF file location should be specified as an absolute path or relative to the `Modelfile` location.
+
+
+### PARAMETER
+
+The `PARAMETER` instruction defines a parameter that can be set when the model is run.
+
+```
+PARAMETER <parameter> <parametervalue>
+```
+
+#### Valid Parameters and Values
+
+| Parameter      | Description                                                                                                                                                                                                                                             | Value Type | Example Usage        |
+| -------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------- | -------------------- |
+| num_ctx        | Sets the size of the context window used to generate the next token. (Default: 2048)                                                                                                                                                                    | int        | num_ctx 4096         |
+| repeat_last_n  | Sets how far back for the model to look back to prevent repetition. (Default: 64, 0 = disabled, -1 = num_ctx)                                                                                                                                           | int        | repeat_last_n 64     |
+| repeat_penalty | Sets how strongly to penalize repetitions. A higher value (e.g., 1.5) will penalize repetitions more strongly, while a lower value (e.g., 0.9) will be more lenient. (Default: 1.1)                                                                     | float      | repeat_penalty 1.1   |
+| temperature    | The temperature of the model. Increasing the temperature will make the model answer more creatively. (Default: 0.8)                                                                                                                                     | float      | temperature 0.7      |
+| seed           | Sets the random number seed to use for generation. Setting this to a specific number will make the model generate the same text for the same prompt. (Default: 0)                                                                                       | int        | seed 42              |
+| stop           | Sets the stop sequences to use. When this pattern is encountered the LLM will stop generating text and return. Multiple stop patterns may be set by specifying multiple separate `stop` parameters in a modelfile.                                      | string     | stop "AI assistant:" |
+| num_predict    | Maximum number of tokens to predict when generating text. (Default: -1, infinite generation)                                                                                                                                   | int        | num_predict 42       |
+| top_k          | Reduces the probability of generating nonsense. A higher value (e.g. 100) will give more diverse answers, while a lower value (e.g. 10) will be more conservative. (Default: 40)                                                                        | int        | top_k 40             |
+| top_p          | Works together with top-k. A higher value (e.g., 0.95) will lead to more diverse text, while a lower value (e.g., 0.5) will generate more focused and conservative text. (Default: 0.9)                                                                 | float      | top_p 0.9            |
+| min_p          | Alternative to the top_p, and aims to ensure a balance of quality and variety. The parameter *p* represents the minimum probability for a token to be considered, relative to the probability of the most likely token. For example, with *p*=0.05 and the most likely token having a probability of 0.9, logits with a value less than 0.045 are filtered out. (Default: 0.0) | float      | min_p 0.05            |
+
+### TEMPLATE
+
+`TEMPLATE` of the full prompt template to be passed into the model. It may include (optionally) a system message, a user's message and the response from the model. Note: syntax may be model specific. Templates use Go [template syntax](https://pkg.go.dev/text/template).
+
+#### Template Variables
+
+| Variable          | Description                                                                                   |
+| ----------------- | --------------------------------------------------------------------------------------------- |
+| `{{ .System }}`   | The system message used to specify custom behavior.                                           |
+| `{{ .Prompt }}`   | The user prompt message.                                                                      |
+| `{{ .Response }}` | The response from the model. When generating a response, text after this variable is omitted. |
+
+```
+TEMPLATE """{{ if .System }}<|im_start|>system
+{{ .System }}<|im_end|>
+{{ end }}{{ if .Prompt }}<|im_start|>user
+{{ .Prompt }}<|im_end|>
+{{ end }}<|im_start|>assistant
+"""
+```
+
+### SYSTEM
+
+The `SYSTEM` instruction specifies the system message to be used in the template, if applicable.
+
+```
+SYSTEM """<system message>"""
+```
+
+### ADAPTER
+
+The `ADAPTER` instruction specifies a fine tuned LoRA adapter that should apply to the base model. The value of the adapter should be an absolute path or a path relative to the Modelfile. The base model should be specified with a `FROM` instruction. If the base model is not the same as the base model that the adapter was tuned from the behaviour will be erratic.
+
+#### Safetensor adapter
+
+```
+ADAPTER <path to safetensor adapter>
+```
+
+Currently supported Safetensor adapters:
+  * Llama (including Llama 2, Llama 3, and Llama 3.1)
+  * Mistral (including Mistral 1, Mistral 2, and Mixtral)
+  * Gemma (including Gemma 1 and Gemma 2)
+
+#### GGUF adapter
+
+```
+ADAPTER ./ollama-lora.gguf
+```
+
+### LICENSE
+
+The `LICENSE` instruction allows you to specify the legal license under which the model used with this Modelfile is shared or distributed.
+
+```
+LICENSE """
+<license text>
+"""
+```
+
+### MESSAGE
+
+The `MESSAGE` instruction allows you to specify a message history for the model to use when responding. Use multiple iterations of the MESSAGE command to build up a conversation which will guide the model to answer in a similar way.
+
+```
+MESSAGE <role> <message>
+```
+
+#### Valid roles
+
+| Role      | Description                                                  |
+| --------- | ------------------------------------------------------------ |
+| system    | Alternate way of providing the SYSTEM message for the model. |
+| user      | An example message of what the user could have asked.        |
+| assistant | An example message of how the model should respond.          |
+
+
+#### Example conversation
+
+```
+MESSAGE user Is Toronto in Canada?
+MESSAGE assistant yes
+MESSAGE user Is Sacramento in Canada?
+MESSAGE assistant no
+MESSAGE user Is Ontario in Canada?
+MESSAGE assistant yes
+```
+
+
+## Notes
+
+- the **`Modelfile` is not case sensitive**. In the examples, uppercase instructions are used to make it easier to distinguish it from arguments.
+- Instructions can be in any order. In the examples, the `FROM` instruction is first to keep it easily readable.
+
+[1]: https://ollama.com/library
diff --git a/docs/openai.md b/docs/openai.md
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+# OpenAI compatibility
+
+> [!NOTE]
+> OpenAI compatibility is experimental and is subject to major adjustments including breaking changes. For fully-featured access to the Ollama API, see the Ollama [Python library](https://github.com/ollama/ollama-python), [JavaScript library](https://github.com/ollama/ollama-js) and [REST API](https://github.com/ollama/ollama/blob/main/docs/api.md).
+
+Ollama provides experimental compatibility with parts of the [OpenAI API](https://platform.openai.com/docs/api-reference) to help connect existing applications to Ollama.
+
+## Usage
+
+### OpenAI Python library
+
+```python
+from openai import OpenAI
+
+client = OpenAI(
+    base_url='http://localhost:11434/v1/',
+
+    # required but ignored
+    api_key='ollama',
+)
+
+chat_completion = client.chat.completions.create(
+    messages=[
+        {
+            'role': 'user',
+            'content': 'Say this is a test',
+        }
+    ],
+    model='llama3.2',
+)
+
+response = client.chat.completions.create(
+    model="llava",
+    messages=[
+        {
+            "role": "user",
+            "content": [
+                {"type": "text", "text": "What's in this image?"},
+                {
+                    "type": "image_url",
+                    "image_url": "data:image/png;base64,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",
+                },
+            ],
+        }
+    ],
+    max_tokens=300,
+)
+
+completion = client.completions.create(
+    model="llama3.2",
+    prompt="Say this is a test",
+)
+
+list_completion = client.models.list()
+
+model = client.models.retrieve("llama3.2")
+
+embeddings = client.embeddings.create(
+    model="all-minilm",
+    input=["why is the sky blue?", "why is the grass green?"],
+)
+```
+
+#### Structured outputs
+
+```python
+from pydantic import BaseModel
+from openai import OpenAI
+
+client = OpenAI(base_url="http://localhost:11434/v1", api_key="ollama")
+
+# Define the schema for the response
+class FriendInfo(BaseModel):
+    name: str
+    age: int 
+    is_available: bool
+
+class FriendList(BaseModel):
+    friends: list[FriendInfo]
+
+try:
+    completion = client.beta.chat.completions.parse(
+        temperature=0,
+        model="llama3.1:8b",
+        messages=[
+            {"role": "user", "content": "I have two friends. The first is Ollama 22 years old busy saving the world, and the second is Alonso 23 years old and wants to hang out. Return a list of friends in JSON format"}
+        ],
+        response_format=FriendList,
+    )
+
+    friends_response = completion.choices[0].message
+    if friends_response.parsed:
+        print(friends_response.parsed)
+    elif friends_response.refusal:
+        print(friends_response.refusal)
+except Exception as e:
+    print(f"Error: {e}")
+```
+
+### OpenAI JavaScript library
+
+```javascript
+import OpenAI from 'openai'
+
+const openai = new OpenAI({
+  baseURL: 'http://localhost:11434/v1/',
+
+  // required but ignored
+  apiKey: 'ollama',
+})
+
+const chatCompletion = await openai.chat.completions.create({
+    messages: [{ role: 'user', content: 'Say this is a test' }],
+    model: 'llama3.2',
+})
+
+const response = await openai.chat.completions.create({
+    model: "llava",
+    messages: [
+        {
+        role: "user",
+        content: [
+            { type: "text", text: "What's in this image?" },
+            {
+            type: "image_url",
+            image_url: "data:image/png;base64,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",
+            },
+        ],
+        },
+    ],
+})
+
+const completion = await openai.completions.create({
+    model: "llama3.2",
+    prompt: "Say this is a test.",
+})
+
+const listCompletion = await openai.models.list()
+
+const model = await openai.models.retrieve("llama3.2")
+
+const embedding = await openai.embeddings.create({
+  model: "all-minilm",
+  input: ["why is the sky blue?", "why is the grass green?"],
+})
+```
+
+### `curl`
+
+```shell
+curl http://localhost:11434/v1/chat/completions \
+    -H "Content-Type: application/json" \
+    -d '{
+        "model": "llama3.2",
+        "messages": [
+            {
+                "role": "system",
+                "content": "You are a helpful assistant."
+            },
+            {
+                "role": "user",
+                "content": "Hello!"
+            }
+        ]
+    }'
+
+curl http://localhost:11434/v1/chat/completions \
+  -H "Content-Type: application/json" \
+  -d '{
+    "model": "llava",
+    "messages": [
+      {
+        "role": "user",
+        "content": [
+          {
+            "type": "text",
+            "text": "What'\''s in this image?"
+          },
+          {
+            "type": "image_url",
+            "image_url": {
+               "url": "data:image/png;base64,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"
+            }
+          }
+        ]
+      }
+    ],
+    "max_tokens": 300
+  }'
+
+curl http://localhost:11434/v1/completions \
+    -H "Content-Type: application/json" \
+    -d '{
+        "model": "llama3.2",
+        "prompt": "Say this is a test"
+    }'
+
+curl http://localhost:11434/v1/models
+
+curl http://localhost:11434/v1/models/llama3.2
+
+curl http://localhost:11434/v1/embeddings \
+    -H "Content-Type: application/json" \
+    -d '{
+        "model": "all-minilm",
+        "input": ["why is the sky blue?", "why is the grass green?"]
+    }'
+```
+
+## Endpoints
+
+### `/v1/chat/completions`
+
+#### Supported features
+
+- [x] Chat completions
+- [x] Streaming
+- [x] JSON mode
+- [x] Reproducible outputs
+- [x] Vision
+- [x] Tools
+- [ ] Logprobs
+
+#### Supported request fields
+
+- [x] `model`
+- [x] `messages`
+  - [x] Text `content`
+  - [x] Image `content`
+    - [x] Base64 encoded image
+    - [ ] Image URL
+  - [x] Array of `content` parts
+- [x] `frequency_penalty`
+- [x] `presence_penalty`
+- [x] `response_format`
+- [x] `seed`
+- [x] `stop`
+- [x] `stream`
+- [x] `stream_options`
+  - [x] `include_usage`
+- [x] `temperature`
+- [x] `top_p`
+- [x] `max_tokens`
+- [x] `tools`
+- [ ] `tool_choice`
+- [ ] `logit_bias`
+- [ ] `user`
+- [ ] `n`
+
+### `/v1/completions`
+
+#### Supported features
+
+- [x] Completions
+- [x] Streaming
+- [x] JSON mode
+- [x] Reproducible outputs
+- [ ] Logprobs
+
+#### Supported request fields
+
+- [x] `model`
+- [x] `prompt`
+- [x] `frequency_penalty`
+- [x] `presence_penalty`
+- [x] `seed`
+- [x] `stop`
+- [x] `stream`
+- [x] `stream_options`
+  - [x] `include_usage`
+- [x] `temperature`
+- [x] `top_p`
+- [x] `max_tokens`
+- [x] `suffix`
+- [ ] `best_of`
+- [ ] `echo`
+- [ ] `logit_bias`
+- [ ] `user`
+- [ ] `n`
+
+#### Notes
+
+- `prompt` currently only accepts a string
+
+### `/v1/models`
+
+#### Notes
+
+- `created` corresponds to when the model was last modified
+- `owned_by` corresponds to the ollama username, defaulting to `"library"`
+
+### `/v1/models/{model}`
+
+#### Notes
+
+- `created` corresponds to when the model was last modified
+- `owned_by` corresponds to the ollama username, defaulting to `"library"`
+
+### `/v1/embeddings`
+
+#### Supported request fields
+
+- [x] `model`
+- [x] `input`
+  - [x] string
+  - [x] array of strings
+  - [ ] array of tokens
+  - [ ] array of token arrays
+- [ ] `encoding format`
+- [ ] `dimensions`
+- [ ] `user`
+
+## Models
+
+Before using a model, pull it locally `ollama pull`:
+
+```shell
+ollama pull llama3.2
+```
+
+### Default model names
+
+For tooling that relies on default OpenAI model names such as `gpt-3.5-turbo`, use `ollama cp` to copy an existing model name to a temporary name:
+
+```shell
+ollama cp llama3.2 gpt-3.5-turbo
+```
+
+Afterwards, this new model name can be specified the `model` field:
+
+```shell
+curl http://localhost:11434/v1/chat/completions \
+    -H "Content-Type: application/json" \
+    -d '{
+        "model": "gpt-3.5-turbo",
+        "messages": [
+            {
+                "role": "user",
+                "content": "Hello!"
+            }
+        ]
+    }'
+```
+
+### Setting the context size
+
+The OpenAI API does not have a way of setting the context size for a model. If you need to change the context size, create a `Modelfile` which looks like:
+
+```
+FROM <some model>
+PARAMETER num_ctx <context size>
+```
+
+Use the `ollama create mymodel` command to create a new model with the updated context size. Call the API with the updated model name:
+
+```shell
+curl http://localhost:11434/v1/chat/completions \
+    -H "Content-Type: application/json" \
+    -d '{
+        "model": "mymodel",
+        "messages": [
+            {
+                "role": "user",
+                "content": "Hello!"
+            }
+        ]
+    }'
+```
diff --git a/docs/template.md b/docs/template.md
new file mode 100644
index 0000000..636d72f
--- /dev/null
+++ b/docs/template.md
@@ -0,0 +1,167 @@
+# Template
+
+Ollama provides a powerful templating engine backed by Go's built-in templating engine to construct prompts for your large language model. This feature is a valuable tool to get the most out of your models.
+
+## Basic Template Structure
+
+A basic Go template consists of three main parts:
+
+* **Layout**: The overall structure of the template.
+* **Variables**: Placeholders for dynamic data that will be replaced with actual values when the template is rendered.
+* **Functions**: Custom functions or logic that can be used to manipulate the template's content.
+
+Here's an example of a simple chat template:
+
+```go
+{{- range .Messages }}
+{{ .Role }}: {{ .Content }}
+{{- end }}
+```
+
+In this example, we have:
+
+* A basic messages structure (layout)
+* Three variables: `Messages`, `Role`, and `Content` (variables)
+* A custom function (action) that iterates over an array of items (`range .Messages`) and displays each item
+
+## Adding templates to your model
+
+By default, models imported into Ollama have a default template of `{{ .Prompt }}`, i.e. user inputs are sent verbatim to the LLM. This is appropriate for text or code completion models but lacks essential markers for chat or instruction models.
+
+Omitting a template in these models puts the responsibility of correctly templating input onto the user. Adding a template allows users to easily get the best results from the model.
+
+To add templates in your model, you'll need to add a `TEMPLATE` command to the Modelfile. Here's an example using Meta's Llama 3.
+
+```dockerfile
+FROM llama3.2
+
+TEMPLATE """{{- if .System }}<|start_header_id|>system<|end_header_id|>
+
+{{ .System }}<|eot_id|>
+{{- end }}
+{{- range .Messages }}<|start_header_id|>{{ .Role }}<|end_header_id|>
+
+{{ .Content }}<|eot_id|>
+{{- end }}<|start_header_id|>assistant<|end_header_id|>
+
+"""
+```
+
+## Variables
+
+`System` (string): system prompt
+
+`Prompt` (string): user prompt
+
+`Response` (string): assistant response
+
+`Suffix` (string): text inserted after the assistant's response
+
+`Messages` (list): list of messages
+
+`Messages[].Role` (string): role which can be one of `system`, `user`, `assistant`, or `tool`
+
+`Messages[].Content` (string):  message content
+
+`Messages[].ToolCalls` (list): list of tools the model wants to call
+
+`Messages[].ToolCalls[].Function` (object): function to call
+
+`Messages[].ToolCalls[].Function.Name` (string): function name
+
+`Messages[].ToolCalls[].Function.Arguments` (map): mapping of argument name to argument value
+
+`Tools` (list): list of tools the model can access
+
+`Tools[].Type` (string): schema type. `type` is always `function`
+
+`Tools[].Function` (object): function definition
+
+`Tools[].Function.Name` (string): function name
+
+`Tools[].Function.Description` (string): function description
+
+`Tools[].Function.Parameters` (object): function parameters
+
+`Tools[].Function.Parameters.Type` (string): schema type. `type` is always `object`
+
+`Tools[].Function.Parameters.Required` (list): list of required properties
+
+`Tools[].Function.Parameters.Properties` (map): mapping of property name to property definition
+
+`Tools[].Function.Parameters.Properties[].Type` (string): property type
+
+`Tools[].Function.Parameters.Properties[].Description` (string): property description
+
+`Tools[].Function.Parameters.Properties[].Enum` (list): list of valid values
+
+## Tips and Best Practices
+
+Keep the following tips and best practices in mind when working with Go templates:
+
+* **Be mindful of dot**: Control flow structures like `range` and `with` changes the value `.`
+* **Out-of-scope variables**: Use `$.` to reference variables not currently in scope, starting from the root
+* **Whitespace control**: Use `-` to trim leading (`{{-`) and trailing (`-}}`) whitespace
+
+## Examples
+
+### Example Messages
+
+#### ChatML
+
+ChatML is a popular template format. It can be used for models such as Databrick's DBRX, Intel's Neural Chat, and Microsoft's Orca 2.
+
+```go
+{{- range .Messages }}<|im_start|>{{ .Role }}
+{{ .Content }}<|im_end|>
+{{ end }}<|im_start|>assistant
+```
+
+### Example Tools
+
+Tools support can be added to a model by adding a `{{ .Tools }}` node to the template. This feature is useful for models trained to call external tools and can a powerful tool for retrieving real-time data or performing complex tasks.
+
+#### Mistral
+
+Mistral v0.3 and Mixtral 8x22B supports tool calling.
+
+```go
+{{- range $index, $_ := .Messages }}
+{{- if eq .Role "user" }}
+{{- if and (le (len (slice $.Messages $index)) 2) $.Tools }}[AVAILABLE_TOOLS] {{ json $.Tools }}[/AVAILABLE_TOOLS]
+{{- end }}[INST] {{ if and (eq (len (slice $.Messages $index)) 1) $.System }}{{ $.System }}
+
+{{ end }}{{ .Content }}[/INST]
+{{- else if eq .Role "assistant" }}
+{{- if .Content }} {{ .Content }}</s>
+{{- else if .ToolCalls }}[TOOL_CALLS] [
+{{- range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ json .Function.Arguments }}}
+{{- end }}]</s>
+{{- end }}
+{{- else if eq .Role "tool" }}[TOOL_RESULTS] {"content": {{ .Content }}}[/TOOL_RESULTS]
+{{- end }}
+{{- end }}
+```
+
+### Example Fill-in-Middle
+
+Fill-in-middle support can be added to a model by adding a `{{ .Suffix }}` node to the template. This feature is useful for models that are trained to generate text in the middle of user input, such as code completion models.
+
+#### CodeLlama
+
+CodeLlama [7B](https://ollama.com/library/codellama:7b-code) and [13B](https://ollama.com/library/codellama:13b-code) code completion models support fill-in-middle.
+
+```go
+<PRE> {{ .Prompt }} <SUF>{{ .Suffix }} <MID>
+```
+
+> [!NOTE]
+> CodeLlama 34B and 70B code completion and all instruct and Python fine-tuned models do not support fill-in-middle.
+
+#### Codestral
+
+Codestral [22B](https://ollama.com/library/codestral:22b) supports fill-in-middle.
+
+```go
+[SUFFIX]{{ .Suffix }}[PREFIX] {{ .Prompt }}
+```
diff --git a/docs/troubleshooting.md b/docs/troubleshooting.md
new file mode 100644
index 0000000..ba5487f
--- /dev/null
+++ b/docs/troubleshooting.md
@@ -0,0 +1,115 @@
+# How to troubleshoot issues
+
+Sometimes Ollama may not perform as expected. One of the best ways to figure out what happened is to take a look at the logs. Find the logs on **Mac** by running the command:
+
+```shell
+cat ~/.ollama/logs/server.log
+```
+
+On **Linux** systems with systemd, the logs can be found with this command:
+
+```shell
+journalctl -u ollama --no-pager --follow --pager-end 
+```
+
+When you run Ollama in a **container**, the logs go to stdout/stderr in the container:
+
+```shell
+docker logs <container-name>
+```
+
+(Use `docker ps` to find the container name)
+
+If manually running `ollama serve` in a terminal, the logs will be on that terminal.
+
+When you run Ollama on **Windows**, there are a few different locations. You can view them in the explorer window by hitting `<cmd>+R` and type in:
+- `explorer %LOCALAPPDATA%\Ollama` to view logs.  The most recent server logs will be in `server.log` and older logs will be in `server-#.log` 
+- `explorer %LOCALAPPDATA%\Programs\Ollama` to browse the binaries (The installer adds this to your user PATH)
+- `explorer %HOMEPATH%\.ollama` to browse where models and configuration is stored
+
+To enable additional debug logging to help troubleshoot problems, first **Quit the running app from the tray menu** then in a powershell terminal
+
+```powershell
+$env:OLLAMA_DEBUG="1"
+& "ollama app.exe"
+```
+
+Join the [Discord](https://discord.gg/ollama) for help interpreting the logs.
+
+## LLM libraries
+
+Ollama includes multiple LLM libraries compiled for different GPUs and CPU vector features. Ollama tries to pick the best one based on the capabilities of your system. If this autodetection has problems, or you run into other problems (e.g. crashes in your GPU) you can workaround this by forcing a specific LLM library. `cpu_avx2` will perform the best, followed by `cpu_avx` an the slowest but most compatible is `cpu`. Rosetta emulation under MacOS will work with the `cpu` library. 
+
+In the server log, you will see a message that looks something like this (varies from release to release):
+
+```
+Dynamic LLM libraries [rocm_v6 cpu cpu_avx cpu_avx2 cuda_v11 rocm_v5]
+```
+
+**Experimental LLM Library Override**
+
+You can set OLLAMA_LLM_LIBRARY to any of the available LLM libraries to bypass autodetection, so for example, if you have a CUDA card, but want to force the CPU LLM library with AVX2 vector support, use:
+
+```shell
+OLLAMA_LLM_LIBRARY="cpu_avx2" ollama serve
+```
+
+You can see what features your CPU has with the following.
+
+```shell
+cat /proc/cpuinfo| grep flags | head -1
+```
+
+## Installing older or pre-release versions on Linux
+
+If you run into problems on Linux and want to install an older version, or you'd like to try out a pre-release before it's officially released, you can tell the install script which version to install.
+
+```shell
+curl -fsSL https://ollama.com/install.sh | OLLAMA_VERSION=0.5.7 sh
+```
+
+## Linux docker
+
+If Ollama initially works on the GPU in a docker container, but then switches to running on CPU after some period of time with errors in the server log reporting GPU discovery failures, this can be resolved by disabling systemd cgroup management in Docker.  Edit `/etc/docker/daemon.json` on the host and add `"exec-opts": ["native.cgroupdriver=cgroupfs"]` to the docker configuration.
+
+## NVIDIA GPU Discovery
+
+When Ollama starts up, it takes inventory of the GPUs present in the system to determine compatibility and how much VRAM is available.  Sometimes this discovery can fail to find your GPUs.  In general, running the latest driver will yield the best results.
+
+### Linux NVIDIA Troubleshooting
+
+If you are using a container to run Ollama, make sure you've set up the container runtime first as described in [docker.md](./docker.md)
+
+Sometimes the Ollama can have difficulties initializing the GPU. When you check the server logs, this can show up as various error codes, such as "3" (not initialized), "46" (device unavailable), "100" (no device), "999" (unknown), or others. The following troubleshooting techniques may help resolve the problem
+
+- If you are using a container, is the container runtime working?  Try `docker run --gpus all ubuntu nvidia-smi` - if this doesn't work, Ollama won't be able to see your NVIDIA GPU.
+- Is the uvm driver loaded? `sudo nvidia-modprobe -u`
+- Try reloading the nvidia_uvm driver - `sudo rmmod nvidia_uvm` then `sudo modprobe nvidia_uvm`
+- Try rebooting
+- Make sure you're running the latest nvidia drivers
+
+If none of those resolve the problem, gather additional information and file an issue:
+- Set `CUDA_ERROR_LEVEL=50` and try again to get more diagnostic logs
+- Check dmesg for any errors `sudo dmesg | grep -i nvrm` and `sudo dmesg | grep -i nvidia`
+
+
+## AMD GPU Discovery
+
+On linux, AMD GPU access typically requires `video` and/or `render` group membership to access the `/dev/kfd` device.  If permissions are not set up correctly, Ollama will detect this and report an error in the server log.
+
+When running in a container, in some Linux distributions and container runtimes, the ollama process may be unable to access the GPU.  Use `ls -lnd /dev/kfd /dev/dri /dev/dri/*` on the host system to determine the **numeric** group IDs on your system, and pass additional `--group-add ...` arguments to the container so it can access the required devices.   For example, in the following output `crw-rw---- 1 0  44 226,   0 Sep 16 16:55 /dev/dri/card0` the group ID column is `44` 
+
+If you are experiencing problems getting Ollama to correctly discover or use your GPU for inference, the following may help isolate the failure.
+- `AMD_LOG_LEVEL=3` Enable info log levels in the AMD HIP/ROCm libraries.  This can help show more detailed error codes that can help troubleshoot problems
+- `OLLAMA_DEBUG=1` During GPU discovery additional information will be reported
+- Check dmesg for any errors from amdgpu or kfd drivers `sudo dmesg | grep -i amdgpu` and `sudo dmesg | grep -i kfd`
+
+## Multiple AMD GPUs
+
+If you experience gibberish responses when models load across multiple AMD GPUs on Linux, see the following guide.
+
+- https://rocm.docs.amd.com/projects/radeon/en/latest/docs/install/native_linux/mgpu.html#mgpu-known-issues-and-limitations
+
+## Windows Terminal Errors
+
+Older versions of Windows 10 (e.g., 21H1) are known to have a bug where the standard terminal program does not display control characters correctly.  This can result in a long string of strings like `←[?25h←[?25l` being displayed, sometimes erroring with `The parameter is incorrect`  To resolve this problem, please update to Win 10 22H1 or newer.
diff --git a/docs/windows.md b/docs/windows.md
new file mode 100644
index 0000000..0bffa4b
--- /dev/null
+++ b/docs/windows.md
@@ -0,0 +1,90 @@
+# Ollama Windows
+
+Welcome to Ollama for Windows.
+
+No more WSL required!
+
+Ollama now runs as a native Windows application, including NVIDIA and AMD Radeon GPU support.
+After installing Ollama for Windows, Ollama will run in the background and
+the `ollama` command line is available in `cmd`, `powershell` or your favorite
+terminal application. As usual the Ollama [api](./api.md) will be served on
+`http://localhost:11434`.
+
+## System Requirements
+
+* Windows 10 22H2 or newer, Home or Pro
+* NVIDIA 452.39 or newer Drivers if you have an NVIDIA card
+* AMD Radeon Driver https://www.amd.com/en/support if you have a Radeon card
+
+Ollama uses unicode characters for progress indication, which may render as unknown squares in some older terminal fonts in Windows 10. If you see this, try changing your terminal font settings.
+
+## Filesystem Requirements
+
+The Ollama install does not require Administrator, and installs in your home directory by default.  You'll need at least 4GB of space for the binary install.  Once you've installed Ollama, you'll need additional space for storing the Large Language models, which can be tens to hundreds of GB in size.  If your home directory doesn't have enough space, you can change where the binaries are installed, and where the models are stored.
+
+### Changing Install Location
+
+To install the Ollama application in a location different than your home directory, start the installer with the following flag
+
+```powershell
+OllamaSetup.exe /DIR="d:\some\location"
+```
+
+### Changing Model Location
+
+To change where Ollama stores the downloaded models instead of using your home directory, set the environment variable `OLLAMA_MODELS` in your user account.
+
+1. Start the Settings (Windows 11) or Control Panel (Windows 10) application and search for _environment variables_.
+
+2. Click on _Edit environment variables for your account_.
+
+3. Edit or create a new variable for your user account for `OLLAMA_MODELS` where you want the models stored
+
+4. Click OK/Apply to save.
+
+If Ollama is already running, Quit the tray application and relaunch it from the Start menu, or a new terminal started after you saved the environment variables.
+
+## API Access
+
+Here's a quick example showing API access from `powershell`
+
+```powershell
+(Invoke-WebRequest -method POST -Body '{"model":"llama3.2", "prompt":"Why is the sky blue?", "stream": false}' -uri http://localhost:11434/api/generate ).Content | ConvertFrom-json
+```
+
+## Troubleshooting
+
+Ollama on Windows stores files in a few different locations.  You can view them in
+the explorer window by hitting `<Ctrl>+R` and type in:
+- `explorer %LOCALAPPDATA%\Ollama` contains logs, and downloaded updates
+    - *app.log* contains most resent logs from the GUI application
+    - *server.log* contains the most recent server logs
+    - *upgrade.log* contains log output for upgrades
+- `explorer %LOCALAPPDATA%\Programs\Ollama` contains the binaries (The installer adds this to your user PATH)
+- `explorer %HOMEPATH%\.ollama` contains models and configuration
+
+## Uninstall
+
+The Ollama Windows installer registers an Uninstaller application.  Under `Add or remove programs` in Windows Settings, you can uninstall Ollama.
+
+> [!NOTE]
+> If you have [changed the OLLAMA_MODELS location](#changing-model-location), the installer will not remove your downloaded models
+
+
+## Standalone CLI
+
+The easiest way to install Ollama on Windows is to use the `OllamaSetup.exe`
+installer. It installs in your account without requiring Administrator rights.
+We update Ollama regularly to support the latest models, and this installer will
+help you keep up to date.
+
+If you'd like to install or integrate Ollama as a service, a standalone
+`ollama-windows-amd64.zip` zip file is available containing only the Ollama CLI
+and GPU library dependencies for Nvidia.  If you have an AMD GPU, also download
+and extract the additional ROCm package `ollama-windows-amd64-rocm.zip` into the
+same directory.  This allows for embedding Ollama in existing applications, or
+running it as a system service via `ollama serve` with tools such as
+[NSSM](https://nssm.cc/). 
+
+> [!NOTE]  
+> If you are upgrading from a prior version, you should remove the old directories first.
diff --git a/envconfig/config.go b/envconfig/config.go
new file mode 100644
index 0000000..9d7c2e2
--- /dev/null
+++ b/envconfig/config.go
@@ -0,0 +1,308 @@
+package envconfig
+
+import (
+	"fmt"
+	"log/slog"
+	"math"
+	"net"
+	"net/url"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strconv"
+	"strings"
+	"time"
+)
+
+// Host returns the scheme and host. Host can be configured via the OLLAMA_HOST environment variable.
+// Default is scheme "http" and host "127.0.0.1:11434"
+func Host() *url.URL {
+	defaultPort := "11434"
+
+	s := strings.TrimSpace(Var("OLLAMA_HOST"))
+	scheme, hostport, ok := strings.Cut(s, "://")
+	switch {
+	case !ok:
+		scheme, hostport = "http", s
+	case scheme == "http":
+		defaultPort = "80"
+	case scheme == "https":
+		defaultPort = "443"
+	}
+
+	hostport, path, _ := strings.Cut(hostport, "/")
+	host, port, err := net.SplitHostPort(hostport)
+	if err != nil {
+		host, port = "127.0.0.1", defaultPort
+		if ip := net.ParseIP(strings.Trim(hostport, "[]")); ip != nil {
+			host = ip.String()
+		} else if hostport != "" {
+			host = hostport
+		}
+	}
+
+	if n, err := strconv.ParseInt(port, 10, 32); err != nil || n > 65535 || n < 0 {
+		slog.Warn("invalid port, using default", "port", port, "default", defaultPort)
+		port = defaultPort
+	}
+
+	return &url.URL{
+		Scheme: scheme,
+		Host:   net.JoinHostPort(host, port),
+		Path:   path,
+	}
+}
+
+// AllowedOrigins returns a list of allowed origins. AllowedOrigins can be configured via the OLLAMA_ORIGINS environment variable.
+func AllowedOrigins() (origins []string) {
+	if s := Var("OLLAMA_ORIGINS"); s != "" {
+		origins = strings.Split(s, ",")
+	}
+
+	for _, origin := range []string{"localhost", "127.0.0.1", "0.0.0.0"} {
+		origins = append(origins,
+			fmt.Sprintf("http://%s", origin),
+			fmt.Sprintf("https://%s", origin),
+			fmt.Sprintf("http://%s", net.JoinHostPort(origin, "*")),
+			fmt.Sprintf("https://%s", net.JoinHostPort(origin, "*")),
+		)
+	}
+
+	origins = append(origins,
+		"app://*",
+		"file://*",
+		"tauri://*",
+		"vscode-webview://*",
+		"vscode-file://*",
+	)
+
+	return origins
+}
+
+// Models returns the path to the models directory. Models directory can be configured via the OLLAMA_MODELS environment variable.
+// Default is $HOME/.ollama/models
+func Models() string {
+	if s := Var("OLLAMA_MODELS"); s != "" {
+		return s
+	}
+
+	home, err := os.UserHomeDir()
+	if err != nil {
+		panic(err)
+	}
+
+	return filepath.Join(home, ".ollama", "models")
+}
+
+// KeepAlive returns the duration that models stay loaded in memory. KeepAlive can be configured via the OLLAMA_KEEP_ALIVE environment variable.
+// Negative values are treated as infinite. Zero is treated as no keep alive.
+// Default is 5 minutes.
+func KeepAlive() (keepAlive time.Duration) {
+	keepAlive = 5 * time.Minute
+	if s := Var("OLLAMA_KEEP_ALIVE"); s != "" {
+		if d, err := time.ParseDuration(s); err == nil {
+			keepAlive = d
+		} else if n, err := strconv.ParseInt(s, 10, 64); err == nil {
+			keepAlive = time.Duration(n) * time.Second
+		}
+	}
+
+	if keepAlive < 0 {
+		return time.Duration(math.MaxInt64)
+	}
+
+	return keepAlive
+}
+
+// LoadTimeout returns the duration for stall detection during model loads. LoadTimeout can be configured via the OLLAMA_LOAD_TIMEOUT environment variable.
+// Zero or Negative values are treated as infinite.
+// Default is 5 minutes.
+func LoadTimeout() (loadTimeout time.Duration) {
+	loadTimeout = 5 * time.Minute
+	if s := Var("OLLAMA_LOAD_TIMEOUT"); s != "" {
+		if d, err := time.ParseDuration(s); err == nil {
+			loadTimeout = d
+		} else if n, err := strconv.ParseInt(s, 10, 64); err == nil {
+			loadTimeout = time.Duration(n) * time.Second
+		}
+	}
+
+	if loadTimeout <= 0 {
+		return time.Duration(math.MaxInt64)
+	}
+
+	return loadTimeout
+}
+
+func Bool(k string) func() bool {
+	return func() bool {
+		if s := Var(k); s != "" {
+			b, err := strconv.ParseBool(s)
+			if err != nil {
+				return true
+			}
+
+			return b
+		}
+
+		return false
+	}
+}
+
+// LogLevel returns the log level for the application.
+// Values are 0 or false INFO (Default), 1 or true DEBUG, 2 TRACE
+func LogLevel() slog.Level {
+	level := slog.LevelInfo
+	if s := Var("OLLAMA_DEBUG"); s != "" {
+		if b, _ := strconv.ParseBool(s); b {
+			level = slog.LevelDebug
+		} else if i, _ := strconv.ParseInt(s, 10, 64); i != 0 {
+			level = slog.Level(i * -4)
+		}
+	}
+
+	return level
+}
+
+var (
+	// FlashAttention enables the experimental flash attention feature.
+	FlashAttention = Bool("OLLAMA_FLASH_ATTENTION")
+	// KvCacheType is the quantization type for the K/V cache.
+	KvCacheType = String("OLLAMA_KV_CACHE_TYPE")
+	// NoHistory disables readline history.
+	NoHistory = Bool("OLLAMA_NOHISTORY")
+	// NoPrune disables pruning of model blobs on startup.
+	NoPrune = Bool("OLLAMA_NOPRUNE")
+	// SchedSpread allows scheduling models across all GPUs.
+	SchedSpread = Bool("OLLAMA_SCHED_SPREAD")
+	// IntelGPU enables experimental Intel GPU detection.
+	IntelGPU = Bool("OLLAMA_INTEL_GPU")
+	// MultiUserCache optimizes prompt caching for multi-user scenarios
+	MultiUserCache = Bool("OLLAMA_MULTIUSER_CACHE")
+	// Enable the new Ollama engine
+	NewEngine = Bool("OLLAMA_NEW_ENGINE")
+	// ContextLength sets the default context length
+	ContextLength = Uint("OLLAMA_CONTEXT_LENGTH", 4096)
+)
+
+func String(s string) func() string {
+	return func() string {
+		return Var(s)
+	}
+}
+
+var (
+	LLMLibrary = String("OLLAMA_LLM_LIBRARY")
+
+	CudaVisibleDevices    = String("CUDA_VISIBLE_DEVICES")
+	HipVisibleDevices     = String("HIP_VISIBLE_DEVICES")
+	RocrVisibleDevices    = String("ROCR_VISIBLE_DEVICES")
+	GpuDeviceOrdinal      = String("GPU_DEVICE_ORDINAL")
+	HsaOverrideGfxVersion = String("HSA_OVERRIDE_GFX_VERSION")
+)
+
+func Uint(key string, defaultValue uint) func() uint {
+	return func() uint {
+		if s := Var(key); s != "" {
+			if n, err := strconv.ParseUint(s, 10, 64); err != nil {
+				slog.Warn("invalid environment variable, using default", "key", key, "value", s, "default", defaultValue)
+			} else {
+				return uint(n)
+			}
+		}
+
+		return defaultValue
+	}
+}
+
+var (
+	// NumParallel sets the number of parallel model requests. NumParallel can be configured via the OLLAMA_NUM_PARALLEL environment variable.
+	NumParallel = Uint("OLLAMA_NUM_PARALLEL", 0)
+	// MaxRunners sets the maximum number of loaded models. MaxRunners can be configured via the OLLAMA_MAX_LOADED_MODELS environment variable.
+	MaxRunners = Uint("OLLAMA_MAX_LOADED_MODELS", 0)
+	// MaxQueue sets the maximum number of queued requests. MaxQueue can be configured via the OLLAMA_MAX_QUEUE environment variable.
+	MaxQueue = Uint("OLLAMA_MAX_QUEUE", 512)
+)
+
+func Uint64(key string, defaultValue uint64) func() uint64 {
+	return func() uint64 {
+		if s := Var(key); s != "" {
+			if n, err := strconv.ParseUint(s, 10, 64); err != nil {
+				slog.Warn("invalid environment variable, using default", "key", key, "value", s, "default", defaultValue)
+			} else {
+				return n
+			}
+		}
+
+		return defaultValue
+	}
+}
+
+// Set aside VRAM per GPU
+var GpuOverhead = Uint64("OLLAMA_GPU_OVERHEAD", 0)
+
+type EnvVar struct {
+	Name        string
+	Value       any
+	Description string
+}
+
+func AsMap() map[string]EnvVar {
+	ret := map[string]EnvVar{
+		"OLLAMA_DEBUG":             {"OLLAMA_DEBUG", LogLevel(), "Show additional debug information (e.g. OLLAMA_DEBUG=1)"},
+		"OLLAMA_FLASH_ATTENTION":   {"OLLAMA_FLASH_ATTENTION", FlashAttention(), "Enabled flash attention"},
+		"OLLAMA_KV_CACHE_TYPE":     {"OLLAMA_KV_CACHE_TYPE", KvCacheType(), "Quantization type for the K/V cache (default: f16)"},
+		"OLLAMA_GPU_OVERHEAD":      {"OLLAMA_GPU_OVERHEAD", GpuOverhead(), "Reserve a portion of VRAM per GPU (bytes)"},
+		"OLLAMA_HOST":              {"OLLAMA_HOST", Host(), "IP Address for the ollama server (default 127.0.0.1:11434)"},
+		"OLLAMA_KEEP_ALIVE":        {"OLLAMA_KEEP_ALIVE", KeepAlive(), "The duration that models stay loaded in memory (default \"5m\")"},
+		"OLLAMA_LLM_LIBRARY":       {"OLLAMA_LLM_LIBRARY", LLMLibrary(), "Set LLM library to bypass autodetection"},
+		"OLLAMA_LOAD_TIMEOUT":      {"OLLAMA_LOAD_TIMEOUT", LoadTimeout(), "How long to allow model loads to stall before giving up (default \"5m\")"},
+		"OLLAMA_MAX_LOADED_MODELS": {"OLLAMA_MAX_LOADED_MODELS", MaxRunners(), "Maximum number of loaded models per GPU"},
+		"OLLAMA_MAX_QUEUE":         {"OLLAMA_MAX_QUEUE", MaxQueue(), "Maximum number of queued requests"},
+		"OLLAMA_MODELS":            {"OLLAMA_MODELS", Models(), "The path to the models directory"},
+		"OLLAMA_NOHISTORY":         {"OLLAMA_NOHISTORY", NoHistory(), "Do not preserve readline history"},
+		"OLLAMA_NOPRUNE":           {"OLLAMA_NOPRUNE", NoPrune(), "Do not prune model blobs on startup"},
+		"OLLAMA_NUM_PARALLEL":      {"OLLAMA_NUM_PARALLEL", NumParallel(), "Maximum number of parallel requests"},
+		"OLLAMA_ORIGINS":           {"OLLAMA_ORIGINS", AllowedOrigins(), "A comma separated list of allowed origins"},
+		"OLLAMA_SCHED_SPREAD":      {"OLLAMA_SCHED_SPREAD", SchedSpread(), "Always schedule model across all GPUs"},
+		"OLLAMA_MULTIUSER_CACHE":   {"OLLAMA_MULTIUSER_CACHE", MultiUserCache(), "Optimize prompt caching for multi-user scenarios"},
+		"OLLAMA_CONTEXT_LENGTH":    {"OLLAMA_CONTEXT_LENGTH", ContextLength(), "Context length to use unless otherwise specified (default: 4096)"},
+		"OLLAMA_NEW_ENGINE":        {"OLLAMA_NEW_ENGINE", NewEngine(), "Enable the new Ollama engine"},
+
+		// Informational
+		"HTTP_PROXY":  {"HTTP_PROXY", String("HTTP_PROXY")(), "HTTP proxy"},
+		"HTTPS_PROXY": {"HTTPS_PROXY", String("HTTPS_PROXY")(), "HTTPS proxy"},
+		"NO_PROXY":    {"NO_PROXY", String("NO_PROXY")(), "No proxy"},
+	}
+
+	if runtime.GOOS != "windows" {
+		// Windows environment variables are case-insensitive so there's no need to duplicate them
+		ret["http_proxy"] = EnvVar{"http_proxy", String("http_proxy")(), "HTTP proxy"}
+		ret["https_proxy"] = EnvVar{"https_proxy", String("https_proxy")(), "HTTPS proxy"}
+		ret["no_proxy"] = EnvVar{"no_proxy", String("no_proxy")(), "No proxy"}
+	}
+
+	if runtime.GOOS != "darwin" {
+		ret["CUDA_VISIBLE_DEVICES"] = EnvVar{"CUDA_VISIBLE_DEVICES", CudaVisibleDevices(), "Set which NVIDIA devices are visible"}
+		ret["HIP_VISIBLE_DEVICES"] = EnvVar{"HIP_VISIBLE_DEVICES", HipVisibleDevices(), "Set which AMD devices are visible by numeric ID"}
+		ret["ROCR_VISIBLE_DEVICES"] = EnvVar{"ROCR_VISIBLE_DEVICES", RocrVisibleDevices(), "Set which AMD devices are visible by UUID or numeric ID"}
+		ret["GPU_DEVICE_ORDINAL"] = EnvVar{"GPU_DEVICE_ORDINAL", GpuDeviceOrdinal(), "Set which AMD devices are visible by numeric ID"}
+		ret["HSA_OVERRIDE_GFX_VERSION"] = EnvVar{"HSA_OVERRIDE_GFX_VERSION", HsaOverrideGfxVersion(), "Override the gfx used for all detected AMD GPUs"}
+		ret["OLLAMA_INTEL_GPU"] = EnvVar{"OLLAMA_INTEL_GPU", IntelGPU(), "Enable experimental Intel GPU detection"}
+	}
+
+	return ret
+}
+
+func Values() map[string]string {
+	vals := make(map[string]string)
+	for k, v := range AsMap() {
+		vals[k] = fmt.Sprintf("%v", v.Value)
+	}
+	return vals
+}
+
+// Var returns an environment variable stripped of leading and trailing quotes or spaces
+func Var(key string) string {
+	return strings.Trim(strings.TrimSpace(os.Getenv(key)), "\"'")
+}
diff --git a/envconfig/config_test.go b/envconfig/config_test.go
new file mode 100644
index 0000000..f232f1c
--- /dev/null
+++ b/envconfig/config_test.go
@@ -0,0 +1,327 @@
+package envconfig
+
+import (
+	"log/slog"
+	"math"
+	"testing"
+	"time"
+
+	"github.com/google/go-cmp/cmp"
+	"github.com/ollama/ollama/logutil"
+)
+
+func TestHost(t *testing.T) {
+	cases := map[string]struct {
+		value  string
+		expect string
+	}{
+		"empty":               {"", "http://127.0.0.1:11434"},
+		"only address":        {"1.2.3.4", "http://1.2.3.4:11434"},
+		"only port":           {":1234", "http://:1234"},
+		"address and port":    {"1.2.3.4:1234", "http://1.2.3.4:1234"},
+		"hostname":            {"example.com", "http://example.com:11434"},
+		"hostname and port":   {"example.com:1234", "http://example.com:1234"},
+		"zero port":           {":0", "http://:0"},
+		"too large port":      {":66000", "http://:11434"},
+		"too small port":      {":-1", "http://:11434"},
+		"ipv6 localhost":      {"[::1]", "http://[::1]:11434"},
+		"ipv6 world open":     {"[::]", "http://[::]:11434"},
+		"ipv6 no brackets":    {"::1", "http://[::1]:11434"},
+		"ipv6 + port":         {"[::1]:1337", "http://[::1]:1337"},
+		"extra space":         {" 1.2.3.4 ", "http://1.2.3.4:11434"},
+		"extra quotes":        {"\"1.2.3.4\"", "http://1.2.3.4:11434"},
+		"extra space+quotes":  {" \" 1.2.3.4 \" ", "http://1.2.3.4:11434"},
+		"extra single quotes": {"'1.2.3.4'", "http://1.2.3.4:11434"},
+		"http":                {"http://1.2.3.4", "http://1.2.3.4:80"},
+		"http port":           {"http://1.2.3.4:4321", "http://1.2.3.4:4321"},
+		"https":               {"https://1.2.3.4", "https://1.2.3.4:443"},
+		"https port":          {"https://1.2.3.4:4321", "https://1.2.3.4:4321"},
+		"proxy path":          {"https://example.com/ollama", "https://example.com:443/ollama"},
+	}
+
+	for name, tt := range cases {
+		t.Run(name, func(t *testing.T) {
+			t.Setenv("OLLAMA_HOST", tt.value)
+			if host := Host(); host.String() != tt.expect {
+				t.Errorf("%s: expected %s, got %s", name, tt.expect, host.String())
+			}
+		})
+	}
+}
+
+func TestOrigins(t *testing.T) {
+	cases := []struct {
+		value  string
+		expect []string
+	}{
+		{"", []string{
+			"http://localhost",
+			"https://localhost",
+			"http://localhost:*",
+			"https://localhost:*",
+			"http://127.0.0.1",
+			"https://127.0.0.1",
+			"http://127.0.0.1:*",
+			"https://127.0.0.1:*",
+			"http://0.0.0.0",
+			"https://0.0.0.0",
+			"http://0.0.0.0:*",
+			"https://0.0.0.0:*",
+			"app://*",
+			"file://*",
+			"tauri://*",
+			"vscode-webview://*",
+			"vscode-file://*",
+		}},
+		{"http://10.0.0.1", []string{
+			"http://10.0.0.1",
+			"http://localhost",
+			"https://localhost",
+			"http://localhost:*",
+			"https://localhost:*",
+			"http://127.0.0.1",
+			"https://127.0.0.1",
+			"http://127.0.0.1:*",
+			"https://127.0.0.1:*",
+			"http://0.0.0.0",
+			"https://0.0.0.0",
+			"http://0.0.0.0:*",
+			"https://0.0.0.0:*",
+			"app://*",
+			"file://*",
+			"tauri://*",
+			"vscode-webview://*",
+			"vscode-file://*",
+		}},
+		{"http://172.16.0.1,https://192.168.0.1", []string{
+			"http://172.16.0.1",
+			"https://192.168.0.1",
+			"http://localhost",
+			"https://localhost",
+			"http://localhost:*",
+			"https://localhost:*",
+			"http://127.0.0.1",
+			"https://127.0.0.1",
+			"http://127.0.0.1:*",
+			"https://127.0.0.1:*",
+			"http://0.0.0.0",
+			"https://0.0.0.0",
+			"http://0.0.0.0:*",
+			"https://0.0.0.0:*",
+			"app://*",
+			"file://*",
+			"tauri://*",
+			"vscode-webview://*",
+			"vscode-file://*",
+		}},
+		{"http://totally.safe,http://definitely.legit", []string{
+			"http://totally.safe",
+			"http://definitely.legit",
+			"http://localhost",
+			"https://localhost",
+			"http://localhost:*",
+			"https://localhost:*",
+			"http://127.0.0.1",
+			"https://127.0.0.1",
+			"http://127.0.0.1:*",
+			"https://127.0.0.1:*",
+			"http://0.0.0.0",
+			"https://0.0.0.0",
+			"http://0.0.0.0:*",
+			"https://0.0.0.0:*",
+			"app://*",
+			"file://*",
+			"tauri://*",
+			"vscode-webview://*",
+			"vscode-file://*",
+		}},
+	}
+	for _, tt := range cases {
+		t.Run(tt.value, func(t *testing.T) {
+			t.Setenv("OLLAMA_ORIGINS", tt.value)
+
+			if diff := cmp.Diff(AllowedOrigins(), tt.expect); diff != "" {
+				t.Errorf("%s: mismatch (-want +got):\n%s", tt.value, diff)
+			}
+		})
+	}
+}
+
+func TestBool(t *testing.T) {
+	cases := map[string]bool{
+		"":      false,
+		"true":  true,
+		"false": false,
+		"1":     true,
+		"0":     false,
+		// invalid values
+		"random":    true,
+		"something": true,
+	}
+
+	for k, v := range cases {
+		t.Run(k, func(t *testing.T) {
+			t.Setenv("OLLAMA_BOOL", k)
+			if b := Bool("OLLAMA_BOOL")(); b != v {
+				t.Errorf("%s: expected %t, got %t", k, v, b)
+			}
+		})
+	}
+}
+
+func TestUint(t *testing.T) {
+	cases := map[string]uint{
+		"0":    0,
+		"1":    1,
+		"1337": 1337,
+		// default values
+		"":       11434,
+		"-1":     11434,
+		"0o10":   11434,
+		"0x10":   11434,
+		"string": 11434,
+	}
+
+	for k, v := range cases {
+		t.Run(k, func(t *testing.T) {
+			t.Setenv("OLLAMA_UINT", k)
+			if i := Uint("OLLAMA_UINT", 11434)(); i != v {
+				t.Errorf("%s: expected %d, got %d", k, v, i)
+			}
+		})
+	}
+}
+
+func TestKeepAlive(t *testing.T) {
+	cases := map[string]time.Duration{
+		"":       5 * time.Minute,
+		"1s":     time.Second,
+		"1m":     time.Minute,
+		"1h":     time.Hour,
+		"5m0s":   5 * time.Minute,
+		"1h2m3s": 1*time.Hour + 2*time.Minute + 3*time.Second,
+		"0":      time.Duration(0),
+		"60":     60 * time.Second,
+		"120":    2 * time.Minute,
+		"3600":   time.Hour,
+		"-0":     time.Duration(0),
+		"-1":     time.Duration(math.MaxInt64),
+		"-1m":    time.Duration(math.MaxInt64),
+		// invalid values
+		" ":   5 * time.Minute,
+		"???": 5 * time.Minute,
+		"1d":  5 * time.Minute,
+		"1y":  5 * time.Minute,
+		"1w":  5 * time.Minute,
+	}
+
+	for tt, expect := range cases {
+		t.Run(tt, func(t *testing.T) {
+			t.Setenv("OLLAMA_KEEP_ALIVE", tt)
+			if actual := KeepAlive(); actual != expect {
+				t.Errorf("%s: expected %s, got %s", tt, expect, actual)
+			}
+		})
+	}
+}
+
+func TestLoadTimeout(t *testing.T) {
+	defaultTimeout := 5 * time.Minute
+	cases := map[string]time.Duration{
+		"":       defaultTimeout,
+		"1s":     time.Second,
+		"1m":     time.Minute,
+		"1h":     time.Hour,
+		"5m0s":   defaultTimeout,
+		"1h2m3s": 1*time.Hour + 2*time.Minute + 3*time.Second,
+		"0":      time.Duration(math.MaxInt64),
+		"60":     60 * time.Second,
+		"120":    2 * time.Minute,
+		"3600":   time.Hour,
+		"-0":     time.Duration(math.MaxInt64),
+		"-1":     time.Duration(math.MaxInt64),
+		"-1m":    time.Duration(math.MaxInt64),
+		// invalid values
+		" ":   defaultTimeout,
+		"???": defaultTimeout,
+		"1d":  defaultTimeout,
+		"1y":  defaultTimeout,
+		"1w":  defaultTimeout,
+	}
+
+	for tt, expect := range cases {
+		t.Run(tt, func(t *testing.T) {
+			t.Setenv("OLLAMA_LOAD_TIMEOUT", tt)
+			if actual := LoadTimeout(); actual != expect {
+				t.Errorf("%s: expected %s, got %s", tt, expect, actual)
+			}
+		})
+	}
+}
+
+func TestVar(t *testing.T) {
+	cases := map[string]string{
+		"value":       "value",
+		" value ":     "value",
+		" 'value' ":   "value",
+		` "value" `:   "value",
+		" ' value ' ": " value ",
+		` " value " `: " value ",
+	}
+
+	for k, v := range cases {
+		t.Run(k, func(t *testing.T) {
+			t.Setenv("OLLAMA_VAR", k)
+			if s := Var("OLLAMA_VAR"); s != v {
+				t.Errorf("%s: expected %q, got %q", k, v, s)
+			}
+		})
+	}
+}
+
+func TestContextLength(t *testing.T) {
+	cases := map[string]uint{
+		"":     4096,
+		"2048": 2048,
+	}
+
+	for k, v := range cases {
+		t.Run(k, func(t *testing.T) {
+			t.Setenv("OLLAMA_CONTEXT_LENGTH", k)
+			if i := ContextLength(); i != v {
+				t.Errorf("%s: expected %d, got %d", k, v, i)
+			}
+		})
+	}
+}
+
+func TestLogLevel(t *testing.T) {
+	cases := map[string]slog.Level{
+		// Default to INFO
+		"":      slog.LevelInfo,
+		"false": slog.LevelInfo,
+		"f":     slog.LevelInfo,
+		"0":     slog.LevelInfo,
+
+		// True values enable Debug
+		"true": slog.LevelDebug,
+		"t":    slog.LevelDebug,
+
+		// Positive values increase verbosity
+		"1": slog.LevelDebug,
+		"2": logutil.LevelTrace,
+
+		// Negative values decrease verbosity
+		"-1": slog.LevelWarn,
+		"-2": slog.LevelError,
+	}
+
+	for k, v := range cases {
+		t.Run(k, func(t *testing.T) {
+			t.Setenv("OLLAMA_DEBUG", k)
+			if i := LogLevel(); i != v {
+				t.Errorf("%s: expected %d, got %d", k, v, i)
+			}
+		})
+	}
+}
diff --git a/format/bytes.go b/format/bytes.go
new file mode 100644
index 0000000..a24231d
--- /dev/null
+++ b/format/bytes.go
@@ -0,0 +1,63 @@
+package format
+
+import (
+	"fmt"
+	"math"
+)
+
+const (
+	Byte = 1
+
+	KiloByte = Byte * 1000
+	MegaByte = KiloByte * 1000
+	GigaByte = MegaByte * 1000
+	TeraByte = GigaByte * 1000
+
+	KibiByte = Byte * 1024
+	MebiByte = KibiByte * 1024
+	GibiByte = MebiByte * 1024
+)
+
+func HumanBytes(b int64) string {
+	var value float64
+	var unit string
+
+	switch {
+	case b >= TeraByte:
+		value = float64(b) / TeraByte
+		unit = "TB"
+	case b >= GigaByte:
+		value = float64(b) / GigaByte
+		unit = "GB"
+	case b >= MegaByte:
+		value = float64(b) / MegaByte
+		unit = "MB"
+	case b >= KiloByte:
+		value = float64(b) / KiloByte
+		unit = "KB"
+	default:
+		return fmt.Sprintf("%d B", b)
+	}
+
+	switch {
+	case value >= 10:
+		return fmt.Sprintf("%d %s", int(value), unit)
+	case value != math.Trunc(value):
+		return fmt.Sprintf("%.1f %s", value, unit)
+	default:
+		return fmt.Sprintf("%d %s", int(value), unit)
+	}
+}
+
+func HumanBytes2(b uint64) string {
+	switch {
+	case b >= GibiByte:
+		return fmt.Sprintf("%.1f GiB", float64(b)/GibiByte)
+	case b >= MebiByte:
+		return fmt.Sprintf("%.1f MiB", float64(b)/MebiByte)
+	case b >= KibiByte:
+		return fmt.Sprintf("%.1f KiB", float64(b)/KibiByte)
+	default:
+		return fmt.Sprintf("%d B", b)
+	}
+}
diff --git a/format/bytes_test.go b/format/bytes_test.go
new file mode 100644
index 0000000..5881af4
--- /dev/null
+++ b/format/bytes_test.go
@@ -0,0 +1,91 @@
+package format
+
+import (
+	"testing"
+)
+
+func TestHumanBytes(t *testing.T) {
+	type testCase struct {
+		input    int64
+		expected string
+	}
+
+	tests := []testCase{
+		// Test bytes (B)
+		{0, "0 B"},
+		{1, "1 B"},
+		{999, "999 B"},
+
+		// Test kilobytes (KB)
+		{1000, "1 KB"},
+		{1500, "1.5 KB"},
+		{999999, "999 KB"},
+
+		// Test megabytes (MB)
+		{1000000, "1 MB"},
+		{1500000, "1.5 MB"},
+		{999999999, "999 MB"},
+
+		// Test gigabytes (GB)
+		{1000000000, "1 GB"},
+		{1500000000, "1.5 GB"},
+		{999999999999, "999 GB"},
+
+		// Test terabytes (TB)
+		{1000000000000, "1 TB"},
+		{1500000000000, "1.5 TB"},
+		{1999999999999, "2.0 TB"},
+
+		// Test fractional values
+		{1234, "1.2 KB"},
+		{1234567, "1.2 MB"},
+		{1234567890, "1.2 GB"},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.expected, func(t *testing.T) {
+			result := HumanBytes(tc.input)
+			if result != tc.expected {
+				t.Errorf("Expected %s, got %s", tc.expected, result)
+			}
+		})
+	}
+}
+
+func TestHumanBytes2(t *testing.T) {
+	type testCase struct {
+		input    uint64
+		expected string
+	}
+
+	tests := []testCase{
+		// Test bytes (B)
+		{0, "0 B"},
+		{1, "1 B"},
+		{1023, "1023 B"},
+
+		// Test kibibytes (KiB)
+		{1024, "1.0 KiB"},
+		{1536, "1.5 KiB"},
+		{1048575, "1024.0 KiB"},
+
+		// Test mebibytes (MiB)
+		{1048576, "1.0 MiB"},
+		{1572864, "1.5 MiB"},
+		{1073741823, "1024.0 MiB"},
+
+		// Test gibibytes (GiB)
+		{1073741824, "1.0 GiB"},
+		{1610612736, "1.5 GiB"},
+		{2147483648, "2.0 GiB"},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.expected, func(t *testing.T) {
+			result := HumanBytes2(tc.input)
+			if result != tc.expected {
+				t.Errorf("Expected %s, got %s", tc.expected, result)
+			}
+		})
+	}
+}
diff --git a/format/format.go b/format/format.go
new file mode 100644
index 0000000..ac50570
--- /dev/null
+++ b/format/format.go
@@ -0,0 +1,34 @@
+package format
+
+import (
+	"fmt"
+	"math"
+	"strconv"
+)
+
+const (
+	Thousand = 1000
+	Million  = Thousand * 1000
+	Billion  = Million * 1000
+)
+
+func HumanNumber(b uint64) string {
+	switch {
+	case b >= Billion:
+		number := float64(b) / Billion
+		if number == math.Floor(number) {
+			return fmt.Sprintf("%.0fB", number) // no decimals if whole number
+		}
+		return fmt.Sprintf("%.1fB", number) // one decimal if not a whole number
+	case b >= Million:
+		number := float64(b) / Million
+		if number == math.Floor(number) {
+			return fmt.Sprintf("%.0fM", number) // no decimals if whole number
+		}
+		return fmt.Sprintf("%.2fM", number) // two decimals if not a whole number
+	case b >= Thousand:
+		return fmt.Sprintf("%.0fK", float64(b)/Thousand)
+	default:
+		return strconv.FormatUint(b, 10)
+	}
+}
diff --git a/format/format_test.go b/format/format_test.go
new file mode 100644
index 0000000..f6aff2d
--- /dev/null
+++ b/format/format_test.go
@@ -0,0 +1,36 @@
+package format
+
+import (
+	"testing"
+)
+
+func TestHumanNumber(t *testing.T) {
+	type testCase struct {
+		input    uint64
+		expected string
+	}
+
+	testCases := []testCase{
+		{0, "0"},
+		{999, "999"},
+		{1000, "1K"},
+		{1001, "1K"},
+		{1000000, "1M"},
+		{125000000, "125M"},
+		{500500000, "500.50M"},
+		{500550000, "500.55M"},
+		{1000000000, "1B"},
+		{2800000000, "2.8B"},
+		{2850000000, "2.9B"},
+		{1000000000000, "1000B"},
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.expected, func(t *testing.T) {
+			result := HumanNumber(tc.input)
+			if result != tc.expected {
+				t.Errorf("Expected %s, got %s", tc.expected, result)
+			}
+		})
+	}
+}
diff --git a/format/time.go b/format/time.go
new file mode 100644
index 0000000..7406284
--- /dev/null
+++ b/format/time.go
@@ -0,0 +1,70 @@
+package format
+
+import (
+	"fmt"
+	"math"
+	"strings"
+	"time"
+)
+
+// humanDuration returns a human-readable approximation of a
+// duration (eg. "About a minute", "4 hours ago", etc.).
+func humanDuration(d time.Duration) string {
+	seconds := int(d.Seconds())
+
+	switch {
+	case seconds < 1:
+		return "Less than a second"
+	case seconds == 1:
+		return "1 second"
+	case seconds < 60:
+		return fmt.Sprintf("%d seconds", seconds)
+	}
+
+	minutes := int(d.Minutes())
+	switch {
+	case minutes == 1:
+		return "About a minute"
+	case minutes < 60:
+		return fmt.Sprintf("%d minutes", minutes)
+	}
+
+	hours := int(math.Round(d.Hours()))
+	switch {
+	case hours == 1:
+		return "About an hour"
+	case hours < 48:
+		return fmt.Sprintf("%d hours", hours)
+	case hours < 24*7*2:
+		return fmt.Sprintf("%d days", hours/24)
+	case hours < 24*30*2:
+		return fmt.Sprintf("%d weeks", hours/24/7)
+	case hours < 24*365*2:
+		return fmt.Sprintf("%d months", hours/24/30)
+	}
+
+	return fmt.Sprintf("%d years", int(d.Hours())/24/365)
+}
+
+func HumanTime(t time.Time, zeroValue string) string {
+	return humanTime(t, zeroValue)
+}
+
+func HumanTimeLower(t time.Time, zeroValue string) string {
+	return strings.ToLower(humanTime(t, zeroValue))
+}
+
+func humanTime(t time.Time, zeroValue string) string {
+	if t.IsZero() {
+		return zeroValue
+	}
+
+	delta := time.Since(t)
+	if int(delta.Hours())/24/365 < -20 {
+		return "Forever"
+	} else if delta < 0 {
+		return humanDuration(-delta) + " from now"
+	}
+
+	return humanDuration(delta) + " ago"
+}
diff --git a/format/time_test.go b/format/time_test.go
new file mode 100644
index 0000000..d0f8934
--- /dev/null
+++ b/format/time_test.go
@@ -0,0 +1,45 @@
+package format
+
+import (
+	"testing"
+	"time"
+)
+
+func assertEqual(t *testing.T, a any, b any) {
+	if a != b {
+		t.Errorf("Assert failed, expected %v, got %v", b, a)
+	}
+}
+
+func TestHumanTime(t *testing.T) {
+	now := time.Now()
+
+	t.Run("zero value", func(t *testing.T) {
+		assertEqual(t, HumanTime(time.Time{}, "never"), "never")
+	})
+
+	t.Run("time in the future", func(t *testing.T) {
+		v := now.Add(48 * time.Hour)
+		assertEqual(t, HumanTime(v, ""), "2 days from now")
+	})
+
+	t.Run("time in the past", func(t *testing.T) {
+		v := now.Add(-48 * time.Hour)
+		assertEqual(t, HumanTime(v, ""), "2 days ago")
+	})
+
+	t.Run("soon", func(t *testing.T) {
+		v := now.Add(800 * time.Millisecond)
+		assertEqual(t, HumanTime(v, ""), "Less than a second from now")
+	})
+
+	t.Run("time way in the future", func(t *testing.T) {
+		v := now.Add(24 * time.Hour * 365 * 200)
+		assertEqual(t, HumanTime(v, ""), "Forever")
+	})
+
+	t.Run("time way in the future lowercase", func(t *testing.T) {
+		v := now.Add(24 * time.Hour * 365 * 200)
+		assertEqual(t, HumanTimeLower(v, ""), "forever")
+	})
+}
diff --git a/fs/config.go b/fs/config.go
new file mode 100644
index 0000000..89a1b13
--- /dev/null
+++ b/fs/config.go
@@ -0,0 +1,13 @@
+package fs
+
+type Config interface {
+	Architecture() string
+	String(string, ...string) string
+	Uint(string, ...uint32) uint32
+	Float(string, ...float32) float32
+	Bool(string, ...bool) bool
+
+	Strings(string, ...[]string) []string
+	Ints(string, ...[]int32) []int32
+	Floats(string, ...[]float32) []float32
+}
diff --git a/fs/ggml/ggml.go b/fs/ggml/ggml.go
new file mode 100644
index 0000000..aa85aec
--- /dev/null
+++ b/fs/ggml/ggml.go
@@ -0,0 +1,705 @@
+package ggml
+
+import (
+	"encoding/binary"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"slices"
+	"strings"
+
+	"github.com/ollama/ollama/fs/util/bufioutil"
+)
+
+type GGML struct {
+	container
+	model
+	Length int64
+}
+
+type model interface {
+	KV() KV
+	Tensors() Tensors
+}
+
+type KV map[string]any
+
+func (kv KV) Architecture() string {
+	return kv.String("general.architecture", "unknown")
+}
+
+func (kv KV) Kind() string {
+	return kv.String("general.type", "unknown")
+}
+
+func (kv KV) ParameterCount() uint64 {
+	return keyValue(kv, "general.parameter_count", uint64(0))
+}
+
+func (kv KV) FileType() FileType {
+	if t := kv.Uint("general.file_type"); t > 0 {
+		return FileType(t)
+	}
+
+	return FileTypeUnknown
+}
+
+func (kv KV) BlockCount() uint64 {
+	return uint64(kv.Uint("block_count"))
+}
+
+func (kv KV) EmbeddingLength() uint64 {
+	return uint64(kv.Uint("embedding_length"))
+}
+
+func (kv KV) HeadCount() uint64 {
+	return uint64(kv.Uint("attention.head_count"))
+}
+
+func (kv KV) HeadCountKV() uint64 {
+	return uint64(kv.Uint("attention.head_count_kv", 1))
+}
+
+func (kv KV) EmbeddingHeadCount() uint64 {
+	if heads := kv.HeadCount(); heads > 0 {
+		return kv.EmbeddingLength() / heads
+	}
+
+	return 0
+}
+
+func (kv KV) EmbeddingHeadCountK() uint64 {
+	return uint64(kv.Uint("attention.key_length", uint32(kv.EmbeddingHeadCount())))
+}
+
+func (kv KV) EmbeddingHeadCountV() uint64 {
+	return uint64(kv.Uint("attention.value_length", uint32(kv.EmbeddingHeadCount())))
+}
+
+func (kv KV) GQA() uint64 {
+	return kv.HeadCount() / kv.HeadCountKV()
+}
+
+func (kv KV) ContextLength() uint64 {
+	return uint64(kv.Uint("context_length"))
+}
+
+func (kv KV) ChatTemplate() string {
+	return kv.String("tokenizer.chat_template")
+}
+
+func (kv KV) String(key string, defaultValue ...string) string {
+	return keyValue(kv, key, append(defaultValue, "")...)
+}
+
+func (kv KV) Uint(key string, defaultValue ...uint32) uint32 {
+	return keyValue(kv, key, append(defaultValue, 0)...)
+}
+
+func (kv KV) Float(key string, defaultValue ...float32) float32 {
+	return keyValue(kv, key, append(defaultValue, 0)...)
+}
+
+func (kv KV) Bool(key string, defaultValue ...bool) bool {
+	return keyValue(kv, key, append(defaultValue, false)...)
+}
+
+func (kv KV) Strings(key string, defaultValue ...[]string) []string {
+	return keyValue(kv, key, &array[string]{values: append(defaultValue, []string(nil))[0]}).values
+}
+
+func (kv KV) Ints(key string, defaultValue ...[]int32) []int32 {
+	return keyValue(kv, key, &array[int32]{values: append(defaultValue, []int32(nil))[0]}).values
+}
+
+func (kv KV) Uints(key string, defaultValue ...[]uint32) []uint32 {
+	return keyValue(kv, key, &array[uint32]{values: append(defaultValue, []uint32(nil))[0]}).values
+}
+
+func (kv KV) Floats(key string, defaultValue ...[]float32) []float32 {
+	return keyValue(kv, key, &array[float32]{values: append(defaultValue, []float32(nil))[0]}).values
+}
+
+func (kv KV) OllamaEngineRequired() bool {
+	return slices.Contains([]string{
+		"gemma3",
+		"mistral3",
+		"llama4",
+		"mllama",
+		"qwen25vl",
+	}, kv.Architecture())
+}
+
+type valueTypes interface {
+	uint8 | int8 | uint16 | int16 |
+		uint32 | int32 | uint64 | int64 |
+		string | float32 | float64 | bool
+}
+
+type arrayValueTypes interface {
+	*array[uint8] | *array[int8] | *array[uint16] | *array[int16] |
+		*array[uint32] | *array[int32] | *array[uint64] | *array[int64] |
+		*array[string] | *array[float32] | *array[float64] | *array[bool]
+}
+
+func keyValue[T valueTypes | arrayValueTypes](kv KV, key string, defaultValue ...T) T {
+	if !strings.HasPrefix(key, "tokenizer.") && !strings.HasPrefix(key, "general.") {
+		key = kv.Architecture() + "." + key
+	}
+
+	if val, ok := kv[key]; ok {
+		return val.(T)
+	}
+
+	slog.Debug("key not found", "key", key, "default", defaultValue[0])
+	return defaultValue[0]
+}
+
+type Tensors struct {
+	items  []*Tensor
+	Offset uint64
+}
+
+func (s Tensors) Items(prefix ...string) []*Tensor {
+	if len(prefix) == 0 {
+		return s.items
+	}
+
+	var items []*Tensor
+	for _, t := range s.items {
+		if strings.HasPrefix(t.Name, prefix[0]) {
+			items = append(items, t)
+		}
+	}
+
+	return items
+}
+
+func (ts Tensors) GroupLayers() map[string]Layer {
+	layers := make(map[string]Layer)
+	for _, t := range ts.items {
+		parts := strings.Split(t.Name, ".")
+		if index := slices.IndexFunc(parts, func(s string) bool { return s == "blk" || s == "mm" }); index != -1 {
+			if len(parts) > index+2 {
+				// blk and mm should have a number after them, join it
+				parts = append(
+					[]string{strings.Join(parts[:index+2], ".")},
+					parts[index+2:]...)
+			}
+		}
+
+		if _, ok := layers[parts[0]]; !ok {
+			layers[parts[0]] = make(Layer)
+		}
+
+		layers[parts[0]][strings.Join(parts[1:], ".")] = t
+	}
+
+	return layers
+}
+
+type Layer map[string]*Tensor
+
+func (l Layer) Size() (size uint64) {
+	for _, t := range l {
+		size += t.Size()
+	}
+
+	return size
+}
+
+type Tensor struct {
+	Name   string `json:"name"`
+	Kind   uint32 `json:"kind"`
+	Offset uint64 `json:"-"`
+
+	// Shape is the number of elements in each dimension
+	Shape []uint64 `json:"shape"`
+
+	io.WriterTo `json:"-"`
+}
+
+func (t Tensor) block() (n int) {
+	if _, err := fmt.Sscanf(t.Name, "blk.%d.", &n); err != nil {
+		return -1
+	}
+
+	return
+}
+
+func (t Tensor) blockSize() uint64 {
+	return (TensorType)(t.Kind).BlockSize()
+}
+
+func (t TensorType) BlockSize() uint64 {
+	switch t {
+	case
+		0,  // F32
+		1,  // F16
+		24, // I8
+		25, // I16
+		26, // I32
+		27, // I64
+		28, // F64
+		30: // BF16
+		return 1
+	case
+		2,  // Q4_0
+		3,  // Q4_1
+		6,  // Q5_0
+		7,  // Q5_1
+		8,  // Q8_0
+		9,  // Q8_1
+		20: // IQ4_NL
+		return 32
+	default:
+		return 256
+	}
+}
+
+func (t Tensor) typeSize() uint64 {
+	return TensorType(t.Kind).TypeSize()
+}
+
+func (t TensorType) TypeSize() uint64 {
+	blockSize := t.BlockSize()
+
+	switch t {
+	case TensorTypeF32:
+		return 4
+	case TensorTypeF16:
+		return 2
+	case TensorTypeQ4_0:
+		return 2 + blockSize/2
+	case TensorTypeQ4_1:
+		return 2 + 2 + blockSize/2
+	case TensorTypeQ5_0:
+		return 2 + 4 + blockSize/2
+	case TensorTypeQ5_1:
+		return 2 + 2 + 4 + blockSize/2
+	case TensorTypeQ8_0:
+		return 2 + blockSize
+	case TensorTypeQ8_1:
+		return 2 + 2 + blockSize
+	case TensorTypeQ2_K:
+		return blockSize/16 + blockSize/4 + 2 + 2
+	case TensorTypeQ3_K:
+		return blockSize/8 + blockSize/4 + 12 + 2
+	case TensorTypeQ4_K:
+		return 2 + 2 + 12 + blockSize/2
+	case TensorTypeQ5_K:
+		return 2 + 2 + 12 + blockSize/8 + blockSize/2
+	case TensorTypeQ6_K:
+		return blockSize/2 + blockSize/4 + blockSize/16 + 2
+	case TensorTypeQ8_K:
+		return 4 + blockSize + 2*blockSize/16
+	case tensorTypeIQ2_XXS:
+		return 2 + 2*blockSize/8
+	case tensorTypeIQ2_XS:
+		return 2 + 2*blockSize/8 + blockSize/32
+	case tensorTypeIQ3_XXS:
+		return 2 + blockSize/4 + blockSize/8
+	case tensorTypeIQ1_S:
+		return 2 + blockSize/8 + blockSize/16
+	case tensorTypeIQ4_NL:
+		return 2 + blockSize/2
+	case tensorTypeIQ3_S:
+		return 2 + blockSize/4 + blockSize/8 + blockSize/32 + 4
+	case tensorTypeIQ2_S:
+		return 2 + blockSize/4 + blockSize/16
+	case tensorTypeIQ4_XS:
+		return 2 + 2 + blockSize/2 + blockSize/64
+	case TensorTypeI8:
+		return 1
+	case TensorTypeI16:
+		return 2
+	case TensorTypeI32:
+		return 4
+	case TensorTypeI64:
+		return 8
+	case TensorTypeF64:
+		return 8
+	case tensorTypeIQ1_M:
+		return blockSize/8 + blockSize/16 + blockSize/32
+	case TensorTypeBF16:
+		return 2
+	default:
+		return 0
+	}
+}
+
+func (t Tensor) Elements() uint64 {
+	var count uint64 = 1
+	for _, n := range t.Shape {
+		count *= n
+	}
+	return count
+}
+
+func (t Tensor) Size() uint64 {
+	return t.Elements() * t.typeSize() / t.blockSize()
+}
+
+func (t Tensor) Type() string {
+	return TensorType(t.Kind).String()
+}
+
+type container interface {
+	Name() string
+	Decode(io.ReadSeeker) (model, error)
+}
+
+const (
+	// Magic constant for `ggml` files (unversioned).
+	FILE_MAGIC_GGML = 0x67676d6c
+	// Magic constant for `ggml` files (versioned, ggmf).
+	FILE_MAGIC_GGMF = 0x67676d66
+	// Magic constant for `ggml` files (versioned, ggjt).
+	FILE_MAGIC_GGJT = 0x67676a74
+	// Magic constant for `ggla` files (LoRA adapter).
+	FILE_MAGIC_GGLA = 0x67676C61
+	// Magic constant for `gguf` files (versioned, gguf)
+	FILE_MAGIC_GGUF_LE = 0x46554747
+	FILE_MAGIC_GGUF_BE = 0x47475546
+)
+
+var ErrUnsupportedFormat = errors.New("unsupported model format")
+
+func DetectContentType(b []byte) string {
+	switch binary.LittleEndian.Uint32(b[:4]) {
+	case FILE_MAGIC_GGML:
+		return "ggml"
+	case FILE_MAGIC_GGMF:
+		return "ggmf"
+	case FILE_MAGIC_GGJT:
+		return "ggjt"
+	case FILE_MAGIC_GGLA:
+		return "ggla"
+	case FILE_MAGIC_GGUF_LE, FILE_MAGIC_GGUF_BE:
+		return "gguf"
+	default:
+		return ""
+	}
+}
+
+// Decode decodes a GGML model from the given reader.
+//
+// It collects array values for arrays with a size less than or equal to
+// maxArraySize. If the maxArraySize is negative, all arrays are collected.
+func Decode(rs io.ReadSeeker, maxArraySize int) (*GGML, error) {
+	rs = bufioutil.NewBufferedSeeker(rs, 32<<10)
+
+	var magic uint32
+	if err := binary.Read(rs, binary.LittleEndian, &magic); err != nil {
+		return nil, err
+	}
+
+	var c container
+	switch magic {
+	case FILE_MAGIC_GGUF_LE:
+		c = &containerGGUF{ByteOrder: binary.LittleEndian, maxArraySize: maxArraySize}
+	case FILE_MAGIC_GGUF_BE:
+		c = &containerGGUF{ByteOrder: binary.BigEndian, maxArraySize: maxArraySize}
+	default:
+		return nil, errors.New("invalid file magic")
+	}
+
+	model, err := c.Decode(rs)
+	if err != nil {
+		return nil, err
+	}
+
+	offset, err := rs.Seek(0, io.SeekCurrent)
+	if err != nil {
+		return nil, err
+	}
+
+	// final model type
+	return &GGML{
+		container: c,
+		model:     model,
+		Length:    offset,
+	}, nil
+}
+
+func (f GGML) GraphSize(context, batch uint64, numParallel int, kvCacheType string) (kv []uint64, partialOffload, fullOffload uint64) {
+	embedding := f.KV().EmbeddingLength()
+	heads := f.KV().HeadCount()
+	headsKV := f.KV().HeadCountKV()
+	vocab := uint64(f.KV()["tokenizer.ggml.tokens"].(*array[string]).size)
+
+	embeddingHeads := f.KV().EmbeddingHeadCount()
+	embeddingHeadsK := f.KV().EmbeddingHeadCountK()
+	embeddingHeadsV := f.KV().EmbeddingHeadCountV()
+
+	layers := f.Tensors().GroupLayers()
+
+	bytesPerElement := kvCacheBytesPerElement(kvCacheType)
+	kv = make([]uint64, f.KV().BlockCount())
+	for i := range kv {
+		kv[i] = uint64(float64(context*(embeddingHeadsK+embeddingHeadsV)*headsKV) * bytesPerElement)
+	}
+
+	switch f.KV().Architecture() {
+	case "llama", "llama4":
+		fullOffload = max(
+			4*batch*(1+4*embedding+context*(1+heads)),
+			4*batch*(embedding+vocab),
+		)
+
+		partialOffload = 4 * batch * embedding
+		partialOffload += max(
+			4*batch*(1+embedding+max(context, embedding))+embedding*embedding*9/16+4*context*(batch*heads+embeddingHeads*headsKV),
+			4*batch*(embedding+vocab)+embedding*vocab*105/128,
+		)
+
+		if ffnGateExpsWeight, ok := layers["blk.0"]["ffn_gate_exps.weight"]; ok {
+			// mixtral 8x22b
+			ff := uint64(f.KV().Uint("feed_forward_length"))
+			partialOffload = max(
+				3*ffnGateExpsWeight.Size()+4*batch*(2*ff+headsKV+embedding+context+embeddingHeads*headsKV),
+				4*(context*batch*heads+context*embeddingHeads*headsKV+batch*1024+embeddingHeads*headsKV*batch),
+			)
+		} else if ffnGateWeight, ok := layers["blk.0"]["ffn_gate.0.weight"]; ok {
+			// mixtral 8x7b
+			ffnGateWeight1 := ffnGateWeight.Shape[1]
+			fullOffload = 4 * batch * (2 + 3*embedding + context*(1+heads) + 2*headsKV + ffnGateWeight1)
+			partialOffload = max(
+				4*batch*(3+embeddingHeads*headsKV+embedding+context*(1+heads)+ffnGateWeight1)+(embedding*embedding+3*embedding*headsKV*ffnGateWeight1)*9/16,
+				4*batch*(1+2*embedding+context*(1+heads))+embedding*(6*context*headsKV/heads+embedding*9/16),
+			)
+		}
+	case "mllama":
+		var visionTokens, tiles uint64 = 1601, 4
+
+		crossAttentionLayers := f.KV().Ints("attention.cross_attention_layers")
+		for i := range kv {
+			if slices.Contains(crossAttentionLayers, int32(i)) {
+				kv[i] = headsKV * (embeddingHeadsK + embeddingHeadsV) *
+					4 * // sizeof(float32)
+					visionTokens *
+					tiles
+			}
+		}
+
+		fullOffload = max(
+			4*batch*(2+3*embedding+embeddingHeadsK*heads+context*(1+heads)),
+			// vocab graph
+			4*batch*(embedding+vocab),
+		)
+
+		var ropeFreqsCount uint64
+		if ropeFreqs, ok := f.Tensors().GroupLayers()["rope_freqs"]; ok {
+			if ropeFreqsWeights, ok := ropeFreqs["weights"]; ok {
+				ropeFreqsCount = ropeFreqsWeights.Elements()
+			}
+		}
+
+		partialOffload = max(
+			4*(batch*
+				(2*embedding+1+context*(1+heads)+embeddingHeadsK*heads)+
+				ropeFreqsCount+
+				embeddingHeadsK*context*headsKV),
+			// vocab graph
+			4*batch*(embedding+vocab)+embedding*vocab*105/128,
+		)
+	case "gemma", "gemma2", "gemma3":
+		fullOffload = max(
+			4*batch*(embedding+vocab),
+			4*batch*(2+context+context*heads+2*embedding+2*embeddingHeadsK*heads),
+		)
+
+		partialOffload = max(
+			4*embedding*batch+embedding*vocab*105/128+4*vocab*batch,
+			4*batch*(2*embedding+1+2*embeddingHeadsK*heads+context+context*heads)+
+				4*embeddingHeadsK*context*8+
+				embedding*embeddingHeadsK*heads*9/16,
+		)
+
+		// Gemma2 also has sliding window attention but we only have an optimized implementation in the Ollama
+		// engine. Gemma3 always uses the Ollama engine.
+		if f.KV().Architecture() == "gemma3" {
+			const gemma3GlobalCacheCount = 6
+			slidingWindow := (uint64(numParallel) * uint64(f.KV().Uint("attention.sliding_window"))) + batch
+			for i := range kv {
+				// Every 6th layer is a global layer, which is the full context size that has already been set. The other
+				// layers are the smaller local (sliding) layers.
+				if (i+1)%gemma3GlobalCacheCount != 0 {
+					kv[i] = uint64(float64(slidingWindow*(embeddingHeadsK+embeddingHeadsV)*headsKV) * bytesPerElement)
+				}
+			}
+		}
+	case "command-r":
+		fullOffload = max(
+			4*batch*(embedding+vocab),
+			4*batch*(2+4*embedding+context*(1+heads)),
+		)
+
+		partialOffload = max(
+			4*batch*(embedding+vocab)+embedding*vocab*105/128,
+			4*batch*(1+2*embedding+context*(1+heads))+4*embedding*context+embedding*embedding*9/16,
+		)
+	case "qwen2":
+		fullOffload = max(
+			4*batch*(embedding+vocab),
+			4*batch*(1+2*embedding+context+context*heads),
+		)
+
+		partialOffload = max(
+			4*batch*(embedding+vocab)+embedding*vocab*105/128,
+			4*(batch*(1+2*embedding+context*(1+heads))+embedding*(1+context)),
+		)
+	case "phi2":
+		fullOffload = max(
+			4*batch*(embedding+vocab),
+			4*batch*(1+4*embedding+context+context*heads),
+		)
+
+		partialOffload = max(
+			4*batch*(2*embedding+vocab)+embedding*vocab*105/128,
+			4*batch*(2+3*embedding+context+context*heads),
+		)
+	case "stablelm":
+		fullOffload = 4 * batch * (context*(1+heads) + 3*embedding + 2)
+		partialOffload = max(
+			4*batch*(vocab+2*embedding),
+			fullOffload,
+		)
+	case "deepseek2":
+		fullOffload = max(
+			4*batch*(3*embedding+vocab),
+			4*batch*(3*embedding+2+context*(1+headsKV)+2*embeddingHeadsK*headsKV),
+		)
+
+		partialOffload = max(
+			4*batch*(3*embedding+vocab)+embedding*vocab*105/128,
+			4*batch*(2*embedding+1+2*embeddingHeadsK*headsKV+context+context*headsKV)+4*embeddingHeadsK*context*headsKV+embedding*embeddingHeadsK*headsKV*9/16,
+		)
+	case "chatglm":
+		fullOffload = 4 * batch * (embedding + vocab)
+		partialOffload = 4*batch*(embedding+vocab) + embedding*vocab*105/128
+		if qkvBias, ok := layers["blk.0"]["attn_qkv.bias"]; ok {
+			fullOffload = max(
+				fullOffload,
+				4*batch*(2+
+					2*embedding+
+					context+
+					context*heads+
+					embeddingHeadsK*heads+
+					qkvBias.Shape[0]),
+			)
+
+			partialOffload = max(
+				partialOffload,
+				4*batch*(1+
+					2*embedding+
+					embeddingHeadsK*heads+
+					context+
+					context*heads)+
+					4*embeddingHeadsK*context+
+					4*context*embeddingHeadsK+
+					4*qkvBias.Shape[0],
+			)
+		}
+	}
+
+	return
+}
+
+func (llm GGML) VisionGraphSize() (weights, graphSize uint64) {
+	if llm.KV().Uint("vision.block_count") == 0 {
+		return
+	}
+
+	for name, layer := range llm.Tensors().GroupLayers() {
+		if name == "v" || strings.HasPrefix(name, "v.") {
+			for _, tensor := range layer {
+				weights += tensor.Size()
+			}
+		}
+	}
+
+	imageSize := uint64(llm.KV().Uint("vision.image_size"))
+	patchSize := uint64(llm.KV().Uint("vision.patch_size"))
+	if patchSize == 0 {
+		slog.Warn("unknown patch size for vision model")
+		return
+	}
+
+	numChannels := uint64(llm.KV().Uint("vision.num_channels"))
+
+	numPatches := (imageSize / patchSize) * (imageSize / patchSize)
+	if _, ok := llm.Tensors().GroupLayers()["v"]["class_embd"]; ok {
+		numPatches++
+	}
+
+	headCount := uint64(llm.KV().Uint("vision.attention.head_count"))
+	embeddingLength := uint64(llm.KV().Uint("vision.embedding_length"))
+
+	switch llm.KV().Architecture() {
+	case "mllama":
+		numPaddedPatches := numPatches + 8 - (numPatches%8)%8
+
+		maxNumTiles := uint64(llm.KV().Uint("vision.max_num_tiles"))
+
+		graphSize = 4 * (8 +
+			imageSize*imageSize*numChannels*maxNumTiles +
+			embeddingLength*numPatches*maxNumTiles +
+			9*embeddingLength*numPaddedPatches*maxNumTiles +
+			numPaddedPatches*maxNumTiles*numPaddedPatches*maxNumTiles*headCount)
+	case "gemma3", "mistral3":
+		graphSize = 4 * (imageSize*imageSize*numChannels +
+			embeddingLength*patchSize +
+			numPatches*numPatches*headCount)
+	case "qwen25vl":
+		maxPixels := uint64(llm.KV().Uint("vision.max_pixels", 28*28*1280))
+
+		numPatches := maxPixels / (patchSize * patchSize)
+
+		graphSize = 4 * (maxPixels*numChannels + // Original image storage
+			// Normalized pixels
+			maxPixels*numChannels +
+			// Patches storage (numPatches * channels * patchSize^2)
+			numPatches*numChannels*patchSize*patchSize +
+			// Self-attention calculations
+			numPatches*numPatches*headCount +
+			// Additional buffer for processing
+			embeddingLength*numPatches)
+	case "llama4":
+		// vision graph is computed independently in the same schedule
+		// and is negligible compared to the worst case text graph
+	}
+
+	return weights, graphSize
+}
+
+// SupportsKVCacheType checks if the requested cache type is supported
+func (f GGML) SupportsKVCacheType(cacheType string) bool {
+	return slices.Contains([]string{"f16", "q8_0", "q4_0"}, cacheType)
+}
+
+// SupportsFlashAttention checks if the model supports flash attention
+func (f GGML) SupportsFlashAttention() bool {
+	_, isEmbedding := f.KV()[fmt.Sprintf("%s.pooling_type", f.KV().Architecture())]
+	if isEmbedding {
+		return false
+	}
+
+	// Check head counts match and are non-zero
+	headCountK := f.KV().EmbeddingHeadCountK()
+	headCountV := f.KV().EmbeddingHeadCountV()
+	return headCountK != 0 && headCountV != 0 && headCountK == headCountV
+}
+
+// kvCacheBytesPerElement returns the number of bytes per element for a given KV cache type
+func kvCacheBytesPerElement(cacheType string) float64 {
+	switch cacheType {
+	case "q8_0":
+		return 1 // 1/2 of fp16
+	case "q4_0":
+		return 0.5 // 1/4 of fp16
+	default:
+		return 2 // f16 (default)
+	}
+}
diff --git a/fs/ggml/ggml_test.go b/fs/ggml/ggml_test.go
new file mode 100644
index 0000000..c1c1b43
--- /dev/null
+++ b/fs/ggml/ggml_test.go
@@ -0,0 +1,271 @@
+package ggml
+
+import (
+	"maps"
+	"math"
+	"slices"
+	"strconv"
+	"strings"
+	"testing"
+
+	"github.com/google/go-cmp/cmp"
+)
+
+func TestTensorLayers(t *testing.T) {
+	tensors := make(map[string]*Tensor)
+	for _, name := range []string{
+		"token_embd.weight",
+		"blk.0.attn_k.weight",
+		"blk.0.attn_output.weight",
+		"blk.0.attn_q.weight",
+		"blk.0.attn_v.weight",
+		"blk.0.attn_norm.weight",
+		"blk.0.ffn_down.weight",
+		"blk.0.ffn_gate.weight",
+		"blk.0.ffn_up.weight",
+		"blk.0.ffn_norm.weight",
+		"output_norm.weight",
+		"mm.0.bias",
+		"mm.0.weight",
+		"v.blk.0.attn_k.weight",
+		"v.blk.0.attn_output.weight",
+		"v.blk.0.attn_q.weight",
+		"v.blk.0.attn_v.weight",
+		"v.blk.0.attn_norm.weight",
+		"v.blk.0.ffn_down.weight",
+		"v.blk.0.ffn_gate.weight",
+		"v.blk.0.ffn_up.weight",
+		"v.blk.0.ffn_norm.weight",
+		"v.patch_embd.weight",
+		"v.position_embd.gate",
+		"v.position_embd.weight",
+	} {
+		tensors[name] = &Tensor{Name: name}
+	}
+
+	cases := []struct {
+		name  string
+		items []*Tensor
+		want  map[string]Layer
+	}{
+		{
+			name: "text",
+			items: slices.Collect(func(yield func(*Tensor) bool) {
+				for k, v := range tensors {
+					if !strings.HasPrefix(k, "mm.") && !strings.HasPrefix(k, "v.") {
+						if !yield(v) {
+							return
+						}
+					}
+				}
+			}),
+			want: map[string]Layer{
+				"blk.0": {
+					"attn_k.weight":      tensors["blk.0.attn_k.weight"],
+					"attn_q.weight":      tensors["blk.0.attn_q.weight"],
+					"attn_v.weight":      tensors["blk.0.attn_v.weight"],
+					"attn_output.weight": tensors["blk.0.attn_output.weight"],
+					"attn_norm.weight":   tensors["blk.0.attn_norm.weight"],
+					"ffn_down.weight":    tensors["blk.0.ffn_down.weight"],
+					"ffn_gate.weight":    tensors["blk.0.ffn_gate.weight"],
+					"ffn_up.weight":      tensors["blk.0.ffn_up.weight"],
+					"ffn_norm.weight":    tensors["blk.0.ffn_norm.weight"],
+				},
+				"token_embd":  {"weight": tensors["token_embd.weight"]},
+				"output_norm": {"weight": tensors["output_norm.weight"]},
+			},
+		},
+		{
+			name: "vision",
+			items: slices.Collect(func(yield func(*Tensor) bool) {
+				for k, v := range tensors {
+					if strings.HasPrefix(k, "mm.") || strings.HasPrefix(k, "v.") {
+						if !yield(v) {
+							return
+						}
+					}
+				}
+			}),
+			want: map[string]Layer{
+				"mm.0": {
+					"bias":   tensors["mm.0.bias"],
+					"weight": tensors["mm.0.weight"],
+				},
+				"v.blk.0": {
+					"attn_k.weight":      tensors["v.blk.0.attn_k.weight"],
+					"attn_q.weight":      tensors["v.blk.0.attn_q.weight"],
+					"attn_v.weight":      tensors["v.blk.0.attn_v.weight"],
+					"attn_output.weight": tensors["v.blk.0.attn_output.weight"],
+					"attn_norm.weight":   tensors["v.blk.0.attn_norm.weight"],
+					"ffn_down.weight":    tensors["v.blk.0.ffn_down.weight"],
+					"ffn_gate.weight":    tensors["v.blk.0.ffn_gate.weight"],
+					"ffn_up.weight":      tensors["v.blk.0.ffn_up.weight"],
+					"ffn_norm.weight":    tensors["v.blk.0.ffn_norm.weight"],
+				},
+				"v": {
+					"patch_embd.weight":    tensors["v.patch_embd.weight"],
+					"position_embd.gate":   tensors["v.position_embd.gate"],
+					"position_embd.weight": tensors["v.position_embd.weight"],
+				},
+			},
+		},
+		{
+			name:  "vision and text",
+			items: slices.Collect(maps.Values(tensors)),
+			want: map[string]Layer{
+				"blk.0": {
+					"attn_k.weight":      tensors["blk.0.attn_k.weight"],
+					"attn_q.weight":      tensors["blk.0.attn_q.weight"],
+					"attn_v.weight":      tensors["blk.0.attn_v.weight"],
+					"attn_output.weight": tensors["blk.0.attn_output.weight"],
+					"attn_norm.weight":   tensors["blk.0.attn_norm.weight"],
+					"ffn_down.weight":    tensors["blk.0.ffn_down.weight"],
+					"ffn_gate.weight":    tensors["blk.0.ffn_gate.weight"],
+					"ffn_up.weight":      tensors["blk.0.ffn_up.weight"],
+					"ffn_norm.weight":    tensors["blk.0.ffn_norm.weight"],
+				},
+				"token_embd":  {"weight": tensors["token_embd.weight"]},
+				"output_norm": {"weight": tensors["output_norm.weight"]},
+				"mm.0": {
+					"bias":   tensors["mm.0.bias"],
+					"weight": tensors["mm.0.weight"],
+				},
+				"v.blk.0": {
+					"attn_k.weight":      tensors["v.blk.0.attn_k.weight"],
+					"attn_q.weight":      tensors["v.blk.0.attn_q.weight"],
+					"attn_v.weight":      tensors["v.blk.0.attn_v.weight"],
+					"attn_output.weight": tensors["v.blk.0.attn_output.weight"],
+					"attn_norm.weight":   tensors["v.blk.0.attn_norm.weight"],
+					"ffn_down.weight":    tensors["v.blk.0.ffn_down.weight"],
+					"ffn_gate.weight":    tensors["v.blk.0.ffn_gate.weight"],
+					"ffn_up.weight":      tensors["v.blk.0.ffn_up.weight"],
+					"ffn_norm.weight":    tensors["v.blk.0.ffn_norm.weight"],
+				},
+				"v": {
+					"patch_embd.weight":    tensors["v.patch_embd.weight"],
+					"position_embd.gate":   tensors["v.position_embd.gate"],
+					"position_embd.weight": tensors["v.position_embd.weight"],
+				},
+			},
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			got := Tensors{items: tt.items}.GroupLayers()
+			if diff := cmp.Diff(got, tt.want); diff != "" {
+				t.Errorf("unexpected layers (-got +want):\n%s", diff)
+			}
+		})
+	}
+}
+
+// ref: https://github.com/ggml-org/llama.cpp/blob/a82c9e7c23ef6db48cebfa194dc9cebbc4ac3552/ggml/src/ggml.c#L572
+func TestTensorTypes(t *testing.T) {
+	cases := []struct {
+		kind      uint32
+		blockSize uint64
+		typeSize  uint64
+	}{
+		{0, 1, 4},
+		{1, 1, 2},
+		{2, 32, 18},
+		{3, 32, 20},
+		{6, 32, 22},
+		{7, 32, 24},
+		{8, 32, 34},
+		{9, 32, 36},
+		{10, 256, 84},
+		{11, 256, 110},
+		{12, 256, 144},
+		{13, 256, 176},
+		{14, 256, 210},
+		{15, 256, 292},
+		{16, 256, 66},
+		{17, 256, 74},
+		{18, 256, 98},
+		{19, 256, 50},
+		{20, 32, 18},
+		{21, 256, 110},
+		{22, 256, 82},
+		{23, 256, 136},
+		{24, 1, 1},
+		{25, 1, 2},
+		{26, 1, 4},
+		{27, 1, 8},
+		{28, 1, 8},
+		{29, 256, 56},
+		{30, 1, 2},
+	}
+
+	for _, tt := range cases {
+		t.Run(strconv.Itoa(int(tt.kind)), func(t *testing.T) {
+			tensor := Tensor{Kind: tt.kind}
+			if tensor.blockSize() != tt.blockSize {
+				t.Errorf("unexpected block size: got=%d want=%d", tensor.blockSize(), tt.blockSize)
+			}
+
+			if tensor.typeSize() != tt.typeSize {
+				t.Errorf("unexpected type size: got=%d want=%d", tensor.typeSize(), tt.typeSize)
+			}
+		})
+	}
+}
+
+func TestKeyValue(t *testing.T) {
+	kv := KV{
+		"general.architecture": "test",
+		"test.strings":         &array[string]{size: 3, values: []string{"a", "b", "c"}},
+		"test.float32s":        &array[float32]{size: 3, values: []float32{1.0, 2.0, 3.0}},
+		"test.int32s":          &array[int32]{size: 3, values: []int32{1, 2, 3}},
+		"test.uint32s":         &array[uint32]{size: 3, values: []uint32{1, 2, 3}},
+	}
+
+	if diff := cmp.Diff(kv.Strings("strings"), []string{"a", "b", "c"}); diff != "" {
+		t.Errorf("unexpected strings (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Strings("nonexistent.strings"), []string(nil)); diff != "" {
+		t.Errorf("unexpected strings (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Strings("default.strings", []string{"ollama"}), []string{"ollama"}); diff != "" {
+		t.Errorf("unexpected strings (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Floats("float32s"), []float32{1.0, 2.0, 3.0}); diff != "" {
+		t.Errorf("unexpected float32s (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Floats("nonexistent.float32s"), []float32(nil)); diff != "" {
+		t.Errorf("unexpected float32s (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Floats("default.float32s", []float32{math.MaxFloat32}), []float32{math.MaxFloat32}); diff != "" {
+		t.Errorf("unexpected float32s (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Ints("int32s"), []int32{1, 2, 3}); diff != "" {
+		t.Errorf("unexpected int8s (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Ints("nonexistent.int32s"), []int32(nil)); diff != "" {
+		t.Errorf("unexpected int8s (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Ints("default.int32s", []int32{math.MaxInt32}), []int32{math.MaxInt32}); diff != "" {
+		t.Errorf("unexpected int8s (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Uints("uint32s"), []uint32{1, 2, 3}); diff != "" {
+		t.Errorf("unexpected uint8s (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Uints("nonexistent.uint32s"), []uint32(nil)); diff != "" {
+		t.Errorf("unexpected uint8s (-got +want):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(kv.Uints("default.uint32s", []uint32{math.MaxUint32}), []uint32{math.MaxUint32}); diff != "" {
+		t.Errorf("unexpected uint8s (-got +want):\n%s", diff)
+	}
+}
diff --git a/fs/ggml/gguf.go b/fs/ggml/gguf.go
new file mode 100644
index 0000000..8e75625
--- /dev/null
+++ b/fs/ggml/gguf.go
@@ -0,0 +1,654 @@
+package ggml
+
+import (
+	"bytes"
+	"cmp"
+	"encoding/binary"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log/slog"
+	"maps"
+	"os"
+	"runtime"
+	"slices"
+	"strings"
+
+	"golang.org/x/sync/errgroup"
+)
+
+type containerGGUF struct {
+	ByteOrder binary.ByteOrder
+
+	Version uint32
+
+	V1 struct {
+		NumTensor uint32
+		NumKV     uint32
+	}
+
+	V2 struct {
+		NumTensor uint64
+		NumKV     uint64
+	}
+
+	V3 struct {
+		NumTensor uint64
+		NumKV     uint64
+	}
+
+	maxArraySize int
+}
+
+func (c *containerGGUF) Name() string {
+	return "gguf"
+}
+
+func (c *containerGGUF) Decode(rs io.ReadSeeker) (model, error) {
+	if err := binary.Read(rs, c.ByteOrder, &c.Version); err != nil {
+		return nil, err
+	}
+
+	var err error
+	switch c.Version {
+	case 1:
+		err = binary.Read(rs, c.ByteOrder, &c.V1)
+	case 2:
+		err = binary.Read(rs, c.ByteOrder, &c.V2)
+	default:
+		err = binary.Read(rs, c.ByteOrder, &c.V3)
+	}
+	if err != nil {
+		return nil, err
+	}
+
+	model := newGGUF(c)
+	if err := model.Decode(rs); err != nil {
+		return nil, err
+	}
+
+	return model, nil
+}
+
+const (
+	ggufTypeUint8 uint32 = iota
+	ggufTypeInt8
+	ggufTypeUint16
+	ggufTypeInt16
+	ggufTypeUint32
+	ggufTypeInt32
+	ggufTypeFloat32
+	ggufTypeBool
+	ggufTypeString
+	ggufTypeArray
+	ggufTypeUint64
+	ggufTypeInt64
+	ggufTypeFloat64
+)
+
+type gguf struct {
+	*containerGGUF
+
+	kv      KV
+	tensors []*Tensor
+
+	parameters   uint64
+	tensorOffset uint64
+
+	scratch [16 << 10]byte
+}
+
+func newGGUF(container *containerGGUF) *gguf {
+	return &gguf{
+		containerGGUF: container,
+		kv:            make(KV),
+	}
+}
+
+func (llm *gguf) KV() KV {
+	return llm.kv
+}
+
+func (llm *gguf) Tensors() Tensors {
+	return Tensors{
+		items:  llm.tensors,
+		Offset: llm.tensorOffset,
+	}
+}
+
+func (llm *gguf) numTensor() uint64 {
+	switch llm.Version {
+	case 1:
+		return uint64(llm.V1.NumTensor)
+	case 2:
+		return llm.V2.NumTensor
+	default:
+		return llm.V3.NumTensor
+	}
+}
+
+func (llm *gguf) numKV() uint64 {
+	switch llm.Version {
+	case 1:
+		return uint64(llm.V1.NumKV)
+	case 2:
+		return llm.V2.NumKV
+	default:
+		return llm.V3.NumKV
+	}
+}
+
+func (llm *gguf) Decode(rs io.ReadSeeker) error {
+	// decode key-values
+	for i := 0; uint64(i) < llm.numKV(); i++ {
+		k, err := readGGUFString(llm, rs)
+		if err != nil {
+			return err
+		}
+
+		t, err := readGGUF[uint32](llm, rs)
+		if err != nil {
+			return err
+		}
+
+		var v any
+		switch t {
+		case ggufTypeUint8:
+			v, err = readGGUF[uint8](llm, rs)
+		case ggufTypeInt8:
+			v, err = readGGUF[int8](llm, rs)
+		case ggufTypeUint16:
+			v, err = readGGUF[uint16](llm, rs)
+		case ggufTypeInt16:
+			v, err = readGGUF[int16](llm, rs)
+		case ggufTypeUint32:
+			v, err = readGGUF[uint32](llm, rs)
+		case ggufTypeInt32:
+			v, err = readGGUF[int32](llm, rs)
+		case ggufTypeUint64:
+			v, err = readGGUF[uint64](llm, rs)
+		case ggufTypeInt64:
+			v, err = readGGUF[int64](llm, rs)
+		case ggufTypeFloat32:
+			v, err = readGGUF[float32](llm, rs)
+		case ggufTypeFloat64:
+			v, err = readGGUF[float64](llm, rs)
+		case ggufTypeBool:
+			v, err = readGGUF[bool](llm, rs)
+		case ggufTypeString:
+			v, err = readGGUFString(llm, rs)
+		case ggufTypeArray:
+			v, err = readGGUFArray(llm, rs)
+		default:
+			return fmt.Errorf("invalid type: %d", t)
+		}
+
+		if err != nil {
+			return err
+		}
+
+		llm.kv[k] = v
+	}
+
+	// decode tensors
+	for range llm.numTensor() {
+		name, err := readGGUFString(llm, rs)
+		if err != nil {
+			return fmt.Errorf("failed to read tensor name: %w", err)
+		}
+
+		// dims is the number of dimensions in the tensor
+		dims, err := readGGUF[uint32](llm, rs)
+		if err != nil {
+			return fmt.Errorf("failed to read tensor dimensions: %w", err)
+		}
+
+		shape := make([]uint64, dims)
+		for i := 0; uint32(i) < dims; i++ {
+			shape[i], err = readGGUF[uint64](llm, rs)
+			if err != nil {
+				return fmt.Errorf("failed to read tensor shape: %w", err)
+			}
+		}
+
+		kind, err := readGGUF[uint32](llm, rs)
+		if err != nil {
+			return fmt.Errorf("failed to read tensor kind: %w", err)
+		}
+
+		offset, err := readGGUF[uint64](llm, rs)
+		if err != nil {
+			return fmt.Errorf("failed to read tensor offset: %w", err)
+		}
+
+		tensor := Tensor{
+			Name:   name,
+			Kind:   kind,
+			Offset: offset,
+			Shape:  shape[:],
+		}
+
+		llm.tensors = append(llm.tensors, &tensor)
+		llm.parameters += tensor.Elements()
+	}
+
+	// patch KV with parameter count
+	llm.kv["general.parameter_count"] = llm.parameters
+
+	alignment := llm.kv.Uint("general.alignment", 32)
+
+	offset, err := rs.Seek(0, io.SeekCurrent)
+	if err != nil {
+		return err
+	}
+
+	padding := ggufPadding(offset, int64(alignment))
+	llm.tensorOffset = uint64(offset + padding)
+
+	for _, tensor := range llm.tensors {
+		offset, err := rs.Seek(0, io.SeekCurrent)
+		if err != nil {
+			return fmt.Errorf("failed to get current offset: %w", err)
+		}
+
+		padding := ggufPadding(offset, int64(alignment))
+		if _, err := rs.Seek(padding, io.SeekCurrent); err != nil {
+			return fmt.Errorf("failed to seek to init padding: %w", err)
+		}
+
+		if _, err := rs.Seek(int64(tensor.Size()), io.SeekCurrent); err != nil {
+			return fmt.Errorf("failed to seek to tensor: %w", err)
+		}
+	}
+
+	return nil
+}
+
+func readGGUF[T any](llm *gguf, r io.Reader) (T, error) {
+	var t T
+	err := binary.Read(r, llm.ByteOrder, &t)
+	return t, err
+}
+
+func writeGGUF[V any](w io.Writer, t uint32, v V) error {
+	if err := binary.Write(w, binary.LittleEndian, t); err != nil {
+		return err
+	}
+
+	return binary.Write(w, binary.LittleEndian, v)
+}
+
+func readGGUFV1String(llm *gguf, r io.Reader) (string, error) {
+	var length uint64
+	if err := binary.Read(r, llm.ByteOrder, &length); err != nil {
+		return "", err
+	}
+
+	var b bytes.Buffer
+	if _, err := io.CopyN(&b, r, int64(length)); err != nil {
+		return "", err
+	}
+
+	// gguf v1 strings are null-terminated
+	b.Truncate(b.Len() - 1)
+
+	return b.String(), nil
+}
+
+func readGGUFV1StringsData(llm *gguf, r io.Reader, a *array[string]) (any, error) {
+	for i := range a.size {
+		if a.values != nil {
+			e, err := readGGUFV1String(llm, r)
+			if err != nil {
+				return nil, err
+			}
+
+			a.values[i] = e
+		} else {
+			discardGGUFString(llm, r)
+		}
+	}
+
+	return a, nil
+}
+
+func discardGGUFString(llm *gguf, r io.Reader) error {
+	buf := llm.scratch[:8]
+	_, err := io.ReadFull(r, buf)
+	if err != nil {
+		return err
+	}
+
+	size := int(llm.ByteOrder.Uint64(buf))
+	for size > 0 {
+		n, err := r.Read(llm.scratch[:min(size, cap(llm.scratch))])
+		if err != nil {
+			return err
+		}
+		size -= n
+	}
+	return nil
+}
+
+func readGGUFString(llm *gguf, r io.Reader) (string, error) {
+	if llm.Version == 1 {
+		return readGGUFV1String(llm, r)
+	}
+
+	buf := llm.scratch[:8]
+	_, err := io.ReadFull(r, buf)
+	if err != nil {
+		return "", err
+	}
+
+	length := int(llm.ByteOrder.Uint64(buf))
+	if length > len(llm.scratch) {
+		buf = make([]byte, length)
+	} else {
+		buf = llm.scratch[:length]
+	}
+	clear(buf)
+
+	_, err = io.ReadFull(r, buf)
+	if err != nil {
+		return "", err
+	}
+	return string(buf), nil
+}
+
+func writeGGUFString(w io.Writer, s string) error {
+	if err := binary.Write(w, binary.LittleEndian, ggufTypeString); err != nil {
+		return err
+	}
+
+	if err := binary.Write(w, binary.LittleEndian, uint64(len(s))); err != nil {
+		return err
+	}
+
+	_, err := io.Copy(w, strings.NewReader(s))
+	return err
+}
+
+func readGGUFStringsData(llm *gguf, r io.Reader, a *array[string]) (any, error) {
+	for i := range a.size {
+		if a.values != nil {
+			e, err := readGGUFString(llm, r)
+			if err != nil {
+				return nil, err
+			}
+
+			a.values[i] = e
+		} else {
+			discardGGUFString(llm, r)
+		}
+	}
+
+	return a, nil
+}
+
+type array[T any] struct {
+	// size is the actual size of the array
+	size int
+
+	// values is the array of values. this is nil if the array is larger than configured maxSize
+	values []T
+}
+
+func (a *array[T]) MarshalJSON() ([]byte, error) {
+	return json.Marshal(a.values)
+}
+
+func newArray[T any](size, maxSize int) *array[T] {
+	a := array[T]{size: size}
+	if maxSize < 0 || size <= maxSize {
+		a.values = make([]T, size)
+	}
+	return &a
+}
+
+func readGGUFArray(llm *gguf, r io.Reader) (any, error) {
+	t, err := readGGUF[uint32](llm, r)
+	if err != nil {
+		return nil, err
+	}
+
+	n, err := readGGUF[uint64](llm, r)
+	if err != nil {
+		return nil, err
+	}
+
+	switch t {
+	case ggufTypeUint8:
+		a := newArray[uint8](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeInt8:
+		a := newArray[int8](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeUint16:
+		a := newArray[uint16](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeInt16:
+		a := newArray[int16](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeUint32:
+		a := newArray[uint32](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeInt32:
+		a := newArray[int32](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeUint64:
+		a := newArray[uint64](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeInt64:
+		a := newArray[int64](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeFloat32:
+		a := newArray[float32](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeFloat64:
+		a := newArray[float64](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeBool:
+		a := newArray[bool](int(n), llm.maxArraySize)
+		return readGGUFArrayData(llm, r, a)
+	case ggufTypeString:
+		a := newArray[string](int(n), llm.maxArraySize)
+		if llm.Version == 1 {
+			return readGGUFV1StringsData(llm, r, a)
+		}
+
+		return readGGUFStringsData(llm, r, a)
+	default:
+		return nil, fmt.Errorf("invalid array type: %d", t)
+	}
+}
+
+func readGGUFArrayData[T any](llm *gguf, r io.Reader, a *array[T]) (any, error) {
+	for i := range a.size {
+		e, err := readGGUF[T](llm, r)
+		if err != nil {
+			return nil, err
+		}
+
+		if a.values != nil {
+			a.values[i] = e
+		}
+	}
+
+	return a, nil
+}
+
+// writeGGUFArray writes a slice s of type E to the write with a gguf type of t
+func writeGGUFArray[S ~[]E, E any](w io.Writer, t uint32, s S) error {
+	if err := binary.Write(w, binary.LittleEndian, ggufTypeArray); err != nil {
+		return err
+	}
+
+	if err := binary.Write(w, binary.LittleEndian, t); err != nil {
+		return err
+	}
+
+	if err := binary.Write(w, binary.LittleEndian, uint64(len(s))); err != nil {
+		return err
+	}
+
+	if t == ggufTypeString {
+		for _, e := range any(s).([]string) {
+			if err := binary.Write(w, binary.LittleEndian, uint64(len(e))); err != nil {
+				return err
+			}
+
+			if err := binary.Write(w, binary.LittleEndian, []byte(e)); err != nil {
+				return err
+			}
+		}
+		return nil
+	}
+
+	return binary.Write(w, binary.LittleEndian, s)
+}
+
+func WriteGGUF(f *os.File, kv KV, ts []*Tensor) error {
+	alignment := kv.Uint("general.alignment", 32)
+
+	if err := binary.Write(f, binary.LittleEndian, []byte("GGUF")); err != nil {
+		return err
+	}
+
+	if err := binary.Write(f, binary.LittleEndian, uint32(3)); err != nil {
+		return err
+	}
+
+	if err := binary.Write(f, binary.LittleEndian, uint64(len(ts))); err != nil {
+		return err
+	}
+
+	if err := binary.Write(f, binary.LittleEndian, uint64(len(kv))); err != nil {
+		return err
+	}
+
+	keys := slices.Collect(maps.Keys(kv))
+	slices.Sort(keys)
+
+	for _, key := range keys {
+		if err := ggufWriteKV(f, key, kv[key]); err != nil {
+			return err
+		}
+	}
+
+	slices.SortStableFunc(ts, func(a, b *Tensor) int {
+		if i, j := a.block(), b.block(); i < 0 && j > 0 {
+			return 1
+		} else if i > 0 && j < 0 {
+			return -1
+		} else {
+			return cmp.Compare(i, j)
+		}
+	})
+
+	var s uint64
+	for i := range ts {
+		ts[i].Offset = s
+		if err := ggufWriteTensorInfo(f, ts[i]); err != nil {
+			return err
+		}
+		s += ts[i].Size()
+		s += uint64(ggufPadding(int64(s), int64(alignment)))
+	}
+
+	offset, err := f.Seek(0, io.SeekCurrent)
+	if err != nil {
+		return err
+	}
+	offset += ggufPadding(offset, int64(alignment))
+
+	var g errgroup.Group
+	g.SetLimit(runtime.GOMAXPROCS(0))
+	// TODO consider reducing if tensors size * gomaxprocs is larger than free memory
+	for _, t := range ts {
+		t := t
+		w := io.NewOffsetWriter(f, offset+int64(t.Offset))
+		g.Go(func() error {
+			_, err := t.WriteTo(w)
+			return err
+		})
+	}
+
+	return g.Wait()
+}
+
+func ggufWriteKV(ws io.WriteSeeker, k string, v any) error {
+	slog.Debug(k, "type", fmt.Sprintf("%T", v))
+	if err := binary.Write(ws, binary.LittleEndian, uint64(len(k))); err != nil {
+		return err
+	}
+
+	if err := binary.Write(ws, binary.LittleEndian, []byte(k)); err != nil {
+		return err
+	}
+
+	var err error
+	switch v := v.(type) {
+	case uint32, FileType:
+		err = writeGGUF(ws, ggufTypeUint32, v)
+	case uint64:
+		err = writeGGUF(ws, ggufTypeUint64, v)
+	case float32:
+		err = writeGGUF(ws, ggufTypeFloat32, v)
+	case bool:
+		err = writeGGUF(ws, ggufTypeBool, v)
+	case string:
+		err = writeGGUFString(ws, v)
+	case []int32:
+		err = writeGGUFArray(ws, ggufTypeInt32, v)
+	case *array[int32]:
+		err = writeGGUFArray(ws, ggufTypeInt32, v.values)
+	case []uint32:
+		err = writeGGUFArray(ws, ggufTypeUint32, v)
+	case *array[uint32]:
+		err = writeGGUFArray(ws, ggufTypeUint32, v.values)
+	case []float32:
+		err = writeGGUFArray(ws, ggufTypeFloat32, v)
+	case *array[float32]:
+		err = writeGGUFArray(ws, ggufTypeFloat32, v.values)
+	case []string:
+		err = writeGGUFArray(ws, ggufTypeString, v)
+	case *array[string]:
+		err = writeGGUFArray(ws, ggufTypeString, v.values)
+	default:
+		return fmt.Errorf("improper type for '%s'", k)
+	}
+
+	return err
+}
+
+func ggufWriteTensorInfo(ws io.WriteSeeker, t *Tensor) error {
+	slog.Debug(t.Name, "kind", t.Kind, "shape", t.Shape, "offset", t.Offset)
+	if err := binary.Write(ws, binary.LittleEndian, uint64(len(t.Name))); err != nil {
+		return err
+	}
+
+	if err := binary.Write(ws, binary.LittleEndian, []byte(t.Name)); err != nil {
+		return err
+	}
+
+	if err := binary.Write(ws, binary.LittleEndian, uint32(len(t.Shape))); err != nil {
+		return err
+	}
+
+	for _, n := range t.Shape {
+		if err := binary.Write(ws, binary.LittleEndian, n); err != nil {
+			return err
+		}
+	}
+
+	if err := binary.Write(ws, binary.LittleEndian, t.Kind); err != nil {
+		return err
+	}
+
+	return binary.Write(ws, binary.LittleEndian, t.Offset)
+}
+
+func ggufPadding(offset, align int64) int64 {
+	return (align - offset%align) % align
+}
diff --git a/fs/ggml/gguf_test.go b/fs/ggml/gguf_test.go
new file mode 100644
index 0000000..0e07180
--- /dev/null
+++ b/fs/ggml/gguf_test.go
@@ -0,0 +1,63 @@
+package ggml
+
+import (
+	"bytes"
+	"os"
+	"slices"
+	"testing"
+
+	"github.com/google/go-cmp/cmp"
+)
+
+func TestWriteGGUF(t *testing.T) {
+	w, err := os.CreateTemp(t.TempDir(), "*.bin")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer w.Close()
+
+	if err := WriteGGUF(w, KV{
+		"general.alignment": uint32(16),
+	}, []*Tensor{
+		{Name: "test.0", Shape: []uint64{2, 3}, WriterTo: bytes.NewBuffer(slices.Repeat([]byte{0}, 2*3*4))},
+		{Name: "test.1", Shape: []uint64{2, 3}, WriterTo: bytes.NewBuffer(slices.Repeat([]byte{0}, 2*3*4))},
+		{Name: "test.2", Shape: []uint64{2, 3}, WriterTo: bytes.NewBuffer(slices.Repeat([]byte{0}, 2*3*4))},
+		{Name: "test.3", Shape: []uint64{2, 3}, WriterTo: bytes.NewBuffer(slices.Repeat([]byte{0}, 2*3*4))},
+		{Name: "test.4", Shape: []uint64{2, 3}, WriterTo: bytes.NewBuffer(slices.Repeat([]byte{0}, 2*3*4))},
+		{Name: "test.5", Shape: []uint64{2, 3}, WriterTo: bytes.NewBuffer(slices.Repeat([]byte{0}, 2*3*4))},
+	}); err != nil {
+		t.Fatal(err)
+	}
+
+	r, err := os.Open(w.Name())
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer r.Close()
+
+	ff, err := Decode(r, 0)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	if diff := cmp.Diff(ff.KV(), KV{
+		"general.alignment":       uint32(16),
+		"general.parameter_count": uint64(36),
+	}); diff != "" {
+		t.Errorf("Mismatch (-want +got):\n%s", diff)
+	}
+
+	if diff := cmp.Diff(ff.Tensors(), Tensors{
+		Offset: 336,
+		items: []*Tensor{
+			{Name: "test.0", Offset: 0, Shape: []uint64{2, 3}},
+			{Name: "test.1", Offset: 32, Shape: []uint64{2, 3}},
+			{Name: "test.2", Offset: 64, Shape: []uint64{2, 3}},
+			{Name: "test.3", Offset: 96, Shape: []uint64{2, 3}},
+			{Name: "test.4", Offset: 128, Shape: []uint64{2, 3}},
+			{Name: "test.5", Offset: 160, Shape: []uint64{2, 3}},
+		},
+	}, cmp.AllowUnexported(Tensors{})); diff != "" {
+		t.Errorf("Mismatch (-want +got):\n%s", diff)
+	}
+}
diff --git a/fs/ggml/type.go b/fs/ggml/type.go
new file mode 100644
index 0000000..4d3d5bc
--- /dev/null
+++ b/fs/ggml/type.go
@@ -0,0 +1,318 @@
+package ggml
+
+import (
+	"fmt"
+	"log/slog"
+	"strings"
+)
+
+// FileType is the Go equivalent to llama_ftype used for gguf file typing
+type FileType uint32
+
+const (
+	FileTypeF32 FileType = iota
+	FileTypeF16
+	fileTypeQ4_0
+	fileTypeQ4_1
+	fileTypeQ4_1_F16 // unused by GGML
+	fileTypeQ4_2     // unused by GGML
+	fileTypeQ4_3     // unused by GGML
+	FileTypeQ8_0
+	fileTypeQ5_0
+	fileTypeQ5_1
+	fileTypeQ2_K
+	fileTypeQ3_K_S
+	fileTypeQ3_K_M
+	fileTypeQ3_K_L
+	FileTypeQ4_K_S
+	FileTypeQ4_K_M
+	fileTypeQ5_K_S
+	fileTypeQ5_K_M
+	fileTypeQ6_K
+	fileTypeIQ2_XXS
+	fileTypeIQ2_XS
+	fileTypeQ2_K_S
+	fileTypeIQ3_XS
+	fileTypeIQ3_XXS
+	fileTypeIQ1_S
+	fileTypeIQ4_NL
+	fileTypeIQ3_S
+	fileTypeIQ3_M
+	fileTypeIQ2_S
+	fileTypeIQ2_M
+	fileTypeIQ4_XS
+	fileTypeIQ1_M
+	FileTypeBF16
+	fileTypeQ4_0_4_4 // unused by GGML
+	fileTypeQ4_0_4_8 // unused by GGML
+	fileTypeQ4_0_8_8 // unused by GGML
+	fileTypeTQ1_0
+	fileTypeTQ2_0
+
+	FileTypeUnknown = 1024
+)
+
+// ParseFileType parses the provided GGUF file type
+// Only Ollama supported types are considered valid
+func ParseFileType(s string) (FileType, error) {
+	switch s {
+	case "F32":
+		return FileTypeF32, nil
+	case "F16":
+		return FileTypeF16, nil
+	case "Q8_0":
+		return FileTypeQ8_0, nil
+	case "Q4_K_S":
+		return FileTypeQ4_K_S, nil
+	case "Q4_K_M", "Q4_K":
+		return FileTypeQ4_K_M, nil
+	case "BF16":
+		return FileTypeBF16, nil
+	default:
+		supportedFileTypes := []FileType{
+			FileTypeF32,
+			FileTypeF16,
+			FileTypeQ4_K_S,
+			FileTypeQ4_K_M,
+			FileTypeQ8_0,
+			// fsggml.FileTypeBF16, // TODO
+		}
+		strs := make([]string, len(supportedFileTypes))
+		for i := range supportedFileTypes {
+			strs[i] = supportedFileTypes[i].String()
+		}
+
+		return FileTypeUnknown, fmt.Errorf("unsupported quantization type %s - supported types are %s", s, strings.Join(strs, ", "))
+	}
+}
+
+func (t FileType) String() string {
+	// Note: this routine will return a broader set of file types for existing models
+	switch t {
+	case FileTypeF32:
+		return "F32"
+	case FileTypeF16:
+		return "F16"
+	case fileTypeQ4_0:
+		return "Q4_0"
+	case fileTypeQ4_1:
+		return "Q4_1"
+	case FileTypeQ8_0:
+		return "Q8_0"
+	case fileTypeQ5_0:
+		return "Q5_0"
+	case fileTypeQ5_1:
+		return "Q5_1"
+	case fileTypeQ2_K:
+		return "Q2_K"
+	case fileTypeQ3_K_S:
+		return "Q3_K_S"
+	case fileTypeQ3_K_M:
+		return "Q3_K_M"
+	case fileTypeQ3_K_L:
+		return "Q3_K_L"
+	case FileTypeQ4_K_S:
+		return "Q4_K_S"
+	case FileTypeQ4_K_M:
+		return "Q4_K_M"
+	case fileTypeQ5_K_S:
+		return "Q5_K_S"
+	case fileTypeQ5_K_M:
+		return "Q5_K_M"
+	case fileTypeQ6_K:
+		return "Q6_K"
+	case fileTypeQ2_K_S:
+		return "Q2_K_S"
+	case FileTypeBF16:
+		return "BF16"
+	default:
+		return "unknown"
+	}
+}
+
+func (t FileType) Value() uint32 {
+	return uint32(t)
+}
+
+func (ftype FileType) ToTensorType() TensorType {
+	switch ftype {
+	case FileTypeF32:
+		return TensorTypeF32
+	case FileTypeF16:
+		return TensorTypeF16
+	case fileTypeQ4_0:
+		return TensorTypeQ4_0
+	case fileTypeQ4_1:
+		return TensorTypeQ4_1
+	case FileTypeQ8_0:
+		return TensorTypeQ8_0
+	case fileTypeQ5_0:
+		return TensorTypeQ5_0
+	case fileTypeQ5_1:
+		return TensorTypeQ5_1
+	case fileTypeQ2_K:
+		return TensorTypeQ2_K
+	case fileTypeQ3_K_S:
+		return TensorTypeQ3_K
+	case fileTypeQ3_K_M:
+		return TensorTypeQ3_K
+	case fileTypeQ3_K_L:
+		return TensorTypeQ3_K
+	case FileTypeQ4_K_S:
+		return TensorTypeQ4_K
+	case FileTypeQ4_K_M:
+		return TensorTypeQ4_K
+	case fileTypeQ5_K_S:
+		return TensorTypeQ5_K
+	case fileTypeQ5_K_M:
+		return TensorTypeQ5_K
+	case fileTypeQ6_K:
+		return TensorTypeQ6_K
+	case fileTypeQ2_K_S:
+		return TensorTypeQ2_K
+	case FileTypeBF16:
+		return TensorTypeBF16
+	default:
+		slog.Warn("unsupported file type", "type", ftype)
+		return 0 // F32
+	}
+}
+
+// TensorType is equivalent to ggml_type for individual tensor types
+// Note: these are not the same as FileType
+type TensorType uint32
+
+const (
+	TensorTypeF32 TensorType = iota
+	TensorTypeF16
+	TensorTypeQ4_0
+	TensorTypeQ4_1
+	tensorTypeQ4_2 // unused by GGML
+	tensorTypeQ4_3 // unused by GGML
+	TensorTypeQ5_0
+	TensorTypeQ5_1
+	TensorTypeQ8_0
+	TensorTypeQ8_1
+	TensorTypeQ2_K
+	TensorTypeQ3_K
+	TensorTypeQ4_K
+	TensorTypeQ5_K
+	TensorTypeQ6_K
+	TensorTypeQ8_K
+	tensorTypeIQ2_XXS // not supported by ollama
+	tensorTypeIQ2_XS  // not supported by ollama
+	tensorTypeIQ3_XXS // not supported by ollama
+	tensorTypeIQ1_S   // not supported by ollama
+	tensorTypeIQ4_NL  // not supported by ollama
+	tensorTypeIQ3_S   // not supported by ollama
+	tensorTypeIQ2_S   // not supported by ollama
+	tensorTypeIQ4_XS  // not supported by ollama
+	TensorTypeI8
+	TensorTypeI16
+	TensorTypeI32
+	TensorTypeI64
+	TensorTypeF64
+	tensorTypeIQ1_M // not supported by ollama
+	TensorTypeBF16
+	tensorTypeQ4_0_4_4   // unused by GGML
+	tensorTypeQ4_0_4_8   // unused by GGML
+	tensorTypeQ4_0_8_8   // unused by GGML
+	tensorTypeTQ1_0      // not supported by ollama
+	tensorTypeTQ2_0      // not supported by ollama
+	tensorTypeIQ4_NL_4_4 // unused by GGML
+	tensorTypeIQ4_NL_4_8 // unused by GGML
+	tensorTypeIQ4_NL_8_8 // unused by GGML
+)
+
+// ParseFileType parses the provided GGUF file type
+// Only Ollama supported types are considered valid
+func ParseTensorType(s string) (TensorType, error) {
+	switch s {
+	case "F32":
+		return TensorTypeF32, nil
+	case "F16":
+		return TensorTypeF16, nil
+	case "Q4_0":
+		return TensorTypeQ4_0, nil
+	case "Q4_1":
+		return TensorTypeQ4_1, nil
+	case "Q5_0":
+		return TensorTypeQ5_0, nil
+	case "Q5_1":
+		return TensorTypeQ5_1, nil
+	case "Q8_0":
+		return TensorTypeQ8_0, nil
+	case "Q8_1":
+		return TensorTypeQ8_1, nil
+	case "Q2_K":
+		return TensorTypeQ2_K, nil
+	case "Q3_K":
+		return TensorTypeQ3_K, nil
+	case "Q4_K":
+		return TensorTypeQ4_K, nil
+	case "Q5_K":
+		return TensorTypeQ5_K, nil
+	case "Q6_K":
+		return TensorTypeQ6_K, nil
+	case "Q8_K":
+		return TensorTypeQ8_K, nil
+	case "F64":
+		return TensorTypeF64, nil
+	case "BF16":
+		return TensorTypeBF16, nil
+	default:
+		return 0, fmt.Errorf("unsupported quantization type %s", s)
+	}
+}
+
+func (t TensorType) IsQuantized() bool {
+	switch t {
+	case TensorTypeF32, TensorTypeF16, TensorTypeBF16:
+		return false
+	default:
+		return true
+	}
+}
+
+func (t TensorType) RowSize(ne uint64) uint64 {
+	return t.TypeSize() * ne / t.BlockSize()
+}
+
+func (t TensorType) String() string {
+	switch t {
+	case TensorTypeF32:
+		return "F32"
+	case TensorTypeF16:
+		return "F16"
+	case TensorTypeQ4_0:
+		return "Q4_0"
+	case TensorTypeQ4_1:
+		return "Q4_1"
+	case TensorTypeQ5_0:
+		return "Q5_0"
+	case TensorTypeQ5_1:
+		return "Q5_1"
+	case TensorTypeQ8_0:
+		return "Q8_0"
+	case TensorTypeQ8_1:
+		return "Q8_1"
+	case TensorTypeQ2_K:
+		return "Q2_K"
+	case TensorTypeQ3_K:
+		return "Q3_K"
+	case TensorTypeQ4_K:
+		return "Q4_K"
+	case TensorTypeQ5_K:
+		return "Q5_K"
+	case TensorTypeQ6_K:
+		return "Q6_K"
+	case TensorTypeQ8_K:
+		return "Q8_K"
+	case TensorTypeF64:
+		return "F64"
+	case TensorTypeBF16:
+		return "BF16"
+	default:
+		return "unknown"
+	}
+}
diff --git a/fs/util/bufioutil/buffer_seeker.go b/fs/util/bufioutil/buffer_seeker.go
new file mode 100644
index 0000000..8775fdb
--- /dev/null
+++ b/fs/util/bufioutil/buffer_seeker.go
@@ -0,0 +1,34 @@
+package bufioutil
+
+import (
+	"bufio"
+	"io"
+)
+
+type BufferedSeeker struct {
+	rs io.ReadSeeker
+	br *bufio.Reader
+}
+
+func NewBufferedSeeker(rs io.ReadSeeker, size int) *BufferedSeeker {
+	return &BufferedSeeker{
+		rs: rs,
+		br: bufio.NewReaderSize(rs, size),
+	}
+}
+
+func (b *BufferedSeeker) Read(p []byte) (int, error) {
+	return b.br.Read(p)
+}
+
+func (b *BufferedSeeker) Seek(offset int64, whence int) (int64, error) {
+	if whence == io.SeekCurrent {
+		offset -= int64(b.br.Buffered())
+	}
+	n, err := b.rs.Seek(offset, whence)
+	if err != nil {
+		return 0, err
+	}
+	b.br.Reset(b.rs)
+	return n, nil
+}
diff --git a/fs/util/bufioutil/buffer_seeker_test.go b/fs/util/bufioutil/buffer_seeker_test.go
new file mode 100644
index 0000000..87145f6
--- /dev/null
+++ b/fs/util/bufioutil/buffer_seeker_test.go
@@ -0,0 +1,64 @@
+package bufioutil
+
+import (
+	"bytes"
+	"io"
+	"strings"
+	"testing"
+)
+
+func TestBufferedSeeker(t *testing.T) {
+	const alphabet = "abcdefghijklmnopqrstuvwxyz"
+
+	bs := NewBufferedSeeker(strings.NewReader(alphabet), 0) // minReadBufferSize = 16
+
+	checkRead := func(buf []byte, expected string) {
+		t.Helper()
+		_, err := bs.Read(buf)
+		if err != nil {
+			t.Fatal(err)
+		}
+		if !bytes.Equal(buf, []byte(expected)) {
+			t.Fatalf("expected %s, got %s", expected, buf)
+		}
+	}
+
+	// Read the first 5 bytes
+	buf := make([]byte, 5)
+
+	checkRead(buf, "abcde")
+
+	// Seek back to the beginning
+	_, err := bs.Seek(0, io.SeekStart)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	// read 'a'
+	checkRead(buf[:1], "a")
+
+	if bs.br.Buffered() == 0 {
+		t.Fatalf("totally unexpected sanity check failed")
+	}
+
+	// Seek past 'b'
+	_, err = bs.Seek(1, io.SeekCurrent)
+	if err != nil {
+		t.Fatal(err)
+	}
+	checkRead(buf, "cdefg")
+
+	// Seek back to the beginning
+	_, err = bs.Seek(0, io.SeekStart)
+	if err != nil {
+		t.Fatal(err)
+	}
+	checkRead(buf, "abcde")
+
+	// Seek to the end
+	_, err = bs.Seek(-5, io.SeekEnd)
+	if err != nil {
+		t.Fatal(err)
+	}
+	checkRead(buf, "vwxyz")
+}
diff --git a/go.mod b/go.mod
new file mode 100644
index 0000000..283286b
--- /dev/null
+++ b/go.mod
@@ -0,0 +1,81 @@
+module github.com/ollama/ollama
+
+go 1.24.0
+
+require (
+	github.com/containerd/console v1.0.3
+	github.com/gin-gonic/gin v1.10.0
+	github.com/golang/protobuf v1.5.4 // indirect
+	github.com/google/uuid v1.6.0
+	github.com/olekukonko/tablewriter v0.0.5
+	github.com/spf13/cobra v1.7.0
+	github.com/stretchr/testify v1.9.0
+	github.com/x448/float16 v0.8.4
+	golang.org/x/sync v0.12.0
+)
+
+require (
+	github.com/agnivade/levenshtein v1.1.1
+	github.com/d4l3k/go-bfloat16 v0.0.0-20211005043715-690c3bdd05f1
+	github.com/dlclark/regexp2 v1.11.4
+	github.com/emirpasic/gods/v2 v2.0.0-alpha
+	github.com/google/go-cmp v0.6.0
+	github.com/mattn/go-runewidth v0.0.14
+	github.com/nlpodyssey/gopickle v0.3.0
+	github.com/pdevine/tensor v0.0.0-20240510204454-f88f4562727c
+	golang.org/x/image v0.22.0
+	golang.org/x/tools v0.30.0
+)
+
+require (
+	github.com/apache/arrow/go/arrow v0.0.0-20211112161151-bc219186db40 // indirect
+	github.com/bytedance/sonic/loader v0.1.1 // indirect
+	github.com/chewxy/hm v1.0.0 // indirect
+	github.com/chewxy/math32 v1.11.0 // indirect
+	github.com/cloudwego/base64x v0.1.4 // indirect
+	github.com/cloudwego/iasm v0.2.0 // indirect
+	github.com/davecgh/go-spew v1.1.1 // indirect
+	github.com/gogo/protobuf v1.3.2 // indirect
+	github.com/google/flatbuffers v24.3.25+incompatible // indirect
+	github.com/kr/text v0.2.0 // indirect
+	github.com/pkg/errors v0.9.1 // indirect
+	github.com/pmezard/go-difflib v1.0.0 // indirect
+	github.com/rivo/uniseg v0.2.0 // indirect
+	github.com/xtgo/set v1.0.0 // indirect
+	go4.org/unsafe/assume-no-moving-gc v0.0.0-20231121144256-b99613f794b6 // indirect
+	golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1 // indirect
+	gonum.org/v1/gonum v0.15.0 // indirect
+	gorgonia.org/vecf32 v0.9.0 // indirect
+	gorgonia.org/vecf64 v0.9.0 // indirect
+)
+
+require (
+	github.com/bytedance/sonic v1.11.6 // indirect
+	github.com/gabriel-vasile/mimetype v1.4.3 // indirect
+	github.com/gin-contrib/cors v1.7.2
+	github.com/gin-contrib/sse v0.1.0 // indirect
+	github.com/go-playground/locales v0.14.1 // indirect
+	github.com/go-playground/universal-translator v0.18.1 // indirect
+	github.com/go-playground/validator/v10 v10.20.0 // indirect
+	github.com/goccy/go-json v0.10.2 // indirect
+	github.com/inconshreveable/mousetrap v1.1.0 // indirect
+	github.com/json-iterator/go v1.1.12 // indirect
+	github.com/klauspost/cpuid/v2 v2.2.7 // indirect
+	github.com/leodido/go-urn v1.4.0 // indirect
+	github.com/mattn/go-isatty v0.0.20 // indirect
+	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
+	github.com/modern-go/reflect2 v1.0.2 // indirect
+	github.com/pelletier/go-toml/v2 v2.2.2 // indirect
+	github.com/spf13/pflag v1.0.5 // indirect
+	github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
+	github.com/ugorji/go/codec v1.2.12 // indirect
+	golang.org/x/arch v0.8.0 // indirect
+	golang.org/x/crypto v0.36.0
+	golang.org/x/exp v0.0.0-20250218142911-aa4b98e5adaa
+	golang.org/x/net v0.38.0 // indirect
+	golang.org/x/sys v0.31.0
+	golang.org/x/term v0.30.0
+	golang.org/x/text v0.23.0
+	google.golang.org/protobuf v1.34.1
+	gopkg.in/yaml.v3 v3.0.1 // indirect
+)
diff --git a/go.sum b/go.sum
new file mode 100644
index 0000000..5755616
--- /dev/null
+++ b/go.sum
@@ -0,0 +1,371 @@
+cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
+cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
+dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU=
+gioui.org v0.0.0-20210308172011-57750fc8a0a6/go.mod h1:RSH6KIUZ0p2xy5zHDxgAM4zumjgTw83q2ge/PI+yyw8=
+github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
+github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo=
+github.com/agnivade/levenshtein v1.1.1 h1:QY8M92nrzkmr798gCo3kmMyqXFzdQVpxLlGPRBij0P8=
+github.com/agnivade/levenshtein v1.1.1/go.mod h1:veldBMzWxcCG2ZvUTKD2kJNRdCk5hVbJomOvKkmgYbo=
+github.com/ajstarks/svgo v0.0.0-20180226025133-644b8db467af/go.mod h1:K08gAheRH3/J6wwsYMMT4xOr94bZjxIelGM0+d/wbFw=
+github.com/antihax/optional v1.0.0/go.mod h1:uupD/76wgC+ih3iEmQUL+0Ugr19nfwCT1kdvxnR2qWY=
+github.com/apache/arrow/go/arrow v0.0.0-20211112161151-bc219186db40 h1:q4dksr6ICHXqG5hm0ZW5IHyeEJXoIJSOZeBLmWPNeIQ=
+github.com/apache/arrow/go/arrow v0.0.0-20211112161151-bc219186db40/go.mod h1:Q7yQnSMnLvcXlZ8RV+jwz/6y1rQTqbX6C82SndT52Zs=
+github.com/arbovm/levenshtein v0.0.0-20160628152529-48b4e1c0c4d0 h1:jfIu9sQUG6Ig+0+Ap1h4unLjW6YQJpKZVmUzxsD4E/Q=
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+github.com/boombuler/barcode v1.0.0/go.mod h1:paBWMcWSl3LHKBqUq+rly7CNSldXjb2rDl3JlRe0mD8=
+github.com/bytedance/sonic v1.11.6 h1:oUp34TzMlL+OY1OUWxHqsdkgC/Zfc85zGqw9siXjrc0=
+github.com/bytedance/sonic v1.11.6/go.mod h1:LysEHSvpvDySVdC2f87zGWf6CIKJcAvqab1ZaiQtds4=
+github.com/bytedance/sonic/loader v0.1.1 h1:c+e5Pt1k/cy5wMveRDyk2X4B9hF4g7an8N3zCYjJFNM=
+github.com/bytedance/sonic/loader v0.1.1/go.mod h1:ncP89zfokxS5LZrJxl5z0UJcsk4M4yY2JpfqGeCtNLU=
+github.com/census-instrumentation/opencensus-proto v0.2.1/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU=
+github.com/chewxy/hm v1.0.0 h1:zy/TSv3LV2nD3dwUEQL2VhXeoXbb9QkpmdRAVUFiA6k=
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+github.com/chewxy/math32 v1.0.0/go.mod h1:Miac6hA1ohdDUTagnvJy/q+aNnEk16qWUdb8ZVhvCN0=
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+github.com/go-fonts/stix v0.1.0/go.mod h1:w/c1f0ldAUlJmLBvlbkvVXLAD+tAMqobIIQpmnUIzUY=
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diff --git a/integration/README.md b/integration/README.md
new file mode 100644
index 0000000..e2bdd6b
--- /dev/null
+++ b/integration/README.md
@@ -0,0 +1,11 @@
+# Integration Tests
+
+This directory contains integration tests to exercise Ollama end-to-end to verify behavior
+
+By default, these tests are disabled so `go test ./...` will exercise only unit tests.  To run integration tests you must pass the integration tag.  `go test -tags=integration ./...`
+
+
+The integration tests have 2 modes of operating.
+
+1. By default, they will start the server on a random port, run the tests, and then shutdown the server.
+2. If `OLLAMA_TEST_EXISTING` is set to a non-empty string, the tests will run against an existing running server, which can be remote
diff --git a/integration/api_test.go b/integration/api_test.go
new file mode 100644
index 0000000..d24f500
--- /dev/null
+++ b/integration/api_test.go
@@ -0,0 +1,412 @@
+//go:build integration
+
+package integration
+
+import (
+	"bytes"
+	"context"
+	"fmt"
+	"math/rand"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+)
+
+func TestAPIGenerate(t *testing.T) {
+	initialTimeout := 60 * time.Second
+	streamTimeout := 30 * time.Second
+	ctx, cancel := context.WithTimeout(context.Background(), 1*time.Minute)
+	defer cancel()
+	// Set up the test data
+	req := api.GenerateRequest{
+		Model:  smol,
+		Prompt: "why is the sky blue? be brief",
+		Options: map[string]interface{}{
+			"temperature": 0,
+			"seed":        123,
+		},
+	}
+	anyResp := []string{"rayleigh", "scattering"}
+
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+	if err := PullIfMissing(ctx, client, req.Model); err != nil {
+		t.Fatalf("pull failed %s", err)
+	}
+
+	tests := []struct {
+		name   string
+		stream bool
+	}{
+		{
+			name:   "stream",
+			stream: true,
+		},
+		{
+			name:   "no_stream",
+			stream: false,
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			stallTimer := time.NewTimer(initialTimeout)
+			var buf bytes.Buffer
+			fn := func(response api.GenerateResponse) error {
+				// Fields that must always be present
+				if response.Model == "" {
+					t.Errorf("response missing model: %#v", response)
+				}
+				if response.Done {
+					// Required fields for final updates:
+					if response.DoneReason == "" && *req.Stream {
+						// TODO - is the lack of done reason on non-stream a bug?
+						t.Errorf("final response missing done_reason: %#v", response)
+					}
+					if response.Metrics.TotalDuration == 0 {
+						t.Errorf("final response missing total_duration: %#v", response)
+					}
+					if response.Metrics.LoadDuration == 0 {
+						t.Errorf("final response missing load_duration: %#v", response)
+					}
+					if response.Metrics.PromptEvalDuration == 0 {
+						t.Errorf("final response missing prompt_eval_duration: %#v", response)
+					}
+					if response.Metrics.EvalCount == 0 {
+						t.Errorf("final response missing eval_count: %#v", response)
+					}
+					if response.Metrics.EvalDuration == 0 {
+						t.Errorf("final response missing eval_duration: %#v", response)
+					}
+					if len(response.Context) == 0 {
+						t.Errorf("final response missing context: %#v", response)
+					}
+
+					// Note: caching can result in no prompt eval count, so this can't be verified reliably
+					// if response.Metrics.PromptEvalCount == 0 {
+					// 	t.Errorf("final response missing prompt_eval_count: %#v", response)
+					// }
+
+				} // else incremental response, nothing to check right now...
+				buf.Write([]byte(response.Response))
+				if !stallTimer.Reset(streamTimeout) {
+					return fmt.Errorf("stall was detected while streaming response, aborting")
+				}
+				return nil
+			}
+
+			done := make(chan int)
+			var genErr error
+			go func() {
+				req.Stream = &test.stream
+				req.Options["seed"] = rand.Int() // bust cache for prompt eval results
+				genErr = client.Generate(ctx, &req, fn)
+				done <- 0
+			}()
+
+			select {
+			case <-stallTimer.C:
+				if buf.Len() == 0 {
+					t.Errorf("generate never started.  Timed out after :%s", initialTimeout.String())
+				} else {
+					t.Errorf("generate stalled.  Response so far:%s", buf.String())
+				}
+			case <-done:
+				if genErr != nil {
+					t.Fatalf("failed with %s request prompt %s ", req.Model, req.Prompt)
+				}
+				// Verify the response contains the expected data
+				response := buf.String()
+				atLeastOne := false
+				for _, resp := range anyResp {
+					if strings.Contains(strings.ToLower(response), resp) {
+						atLeastOne = true
+						break
+					}
+				}
+				if !atLeastOne {
+					t.Errorf("none of %v found in %s", anyResp, response)
+				}
+			case <-ctx.Done():
+				t.Error("outer test context done while waiting for generate")
+			}
+		})
+	}
+
+	// Validate PS while we're at it...
+	resp, err := client.ListRunning(ctx)
+	if err != nil {
+		t.Fatalf("list models API error: %s", err)
+	}
+	if resp == nil || len(resp.Models) == 0 {
+		t.Fatalf("list models API returned empty list while model should still be loaded")
+	}
+	// Find the model we just loaded and verify some attributes
+	found := false
+	for _, model := range resp.Models {
+		if strings.Contains(model.Name, req.Model) {
+			found = true
+			if model.Model == "" {
+				t.Errorf("model field omitted: %#v", model)
+			}
+			if model.Size == 0 {
+				t.Errorf("size omitted: %#v", model)
+			}
+			if model.Digest == "" {
+				t.Errorf("digest omitted: %#v", model)
+			}
+			verifyModelDetails(t, model.Details)
+			var nilTime time.Time
+			if model.ExpiresAt == nilTime {
+				t.Errorf("expires_at omitted: %#v", model)
+			}
+			// SizeVRAM could be zero.
+		}
+	}
+	if !found {
+		t.Errorf("unable to locate running model: %#v", resp)
+	}
+}
+
+func TestAPIChat(t *testing.T) {
+	initialTimeout := 60 * time.Second
+	streamTimeout := 30 * time.Second
+	ctx, cancel := context.WithTimeout(context.Background(), 1*time.Minute)
+	defer cancel()
+	// Set up the test data
+	req := api.ChatRequest{
+		Model: smol,
+		Messages: []api.Message{
+			{
+				Role:    "user",
+				Content: "why is the sky blue?  be brief",
+			},
+		},
+		Options: map[string]interface{}{
+			"temperature": 0,
+			"seed":        123,
+		},
+	}
+	anyResp := []string{"rayleigh", "scattering"}
+
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+	if err := PullIfMissing(ctx, client, req.Model); err != nil {
+		t.Fatalf("pull failed %s", err)
+	}
+
+	tests := []struct {
+		name   string
+		stream bool
+	}{
+		{
+			name:   "stream",
+			stream: true,
+		},
+		{
+			name:   "no_stream",
+			stream: false,
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			stallTimer := time.NewTimer(initialTimeout)
+			var buf bytes.Buffer
+			fn := func(response api.ChatResponse) error {
+				// Fields that must always be present
+				if response.Model == "" {
+					t.Errorf("response missing model: %#v", response)
+				}
+				if response.Done {
+					// Required fields for final updates:
+					var nilTime time.Time
+					if response.CreatedAt == nilTime {
+						t.Errorf("final response missing total_duration: %#v", response)
+					}
+					if response.DoneReason == "" {
+						t.Errorf("final response missing done_reason: %#v", response)
+					}
+					if response.Metrics.TotalDuration == 0 {
+						t.Errorf("final response missing total_duration: %#v", response)
+					}
+					if response.Metrics.LoadDuration == 0 {
+						t.Errorf("final response missing load_duration: %#v", response)
+					}
+					if response.Metrics.PromptEvalDuration == 0 {
+						t.Errorf("final response missing prompt_eval_duration: %#v", response)
+					}
+					if response.Metrics.EvalCount == 0 {
+						t.Errorf("final response missing eval_count: %#v", response)
+					}
+					if response.Metrics.EvalDuration == 0 {
+						t.Errorf("final response missing eval_duration: %#v", response)
+					}
+
+					if response.Metrics.PromptEvalCount == 0 {
+						t.Errorf("final response missing prompt_eval_count: %#v", response)
+					}
+				} // else incremental response, nothing to check right now...
+				buf.Write([]byte(response.Message.Content))
+				if !stallTimer.Reset(streamTimeout) {
+					return fmt.Errorf("stall was detected while streaming response, aborting")
+				}
+				return nil
+			}
+
+			done := make(chan int)
+			var genErr error
+			go func() {
+				req.Stream = &test.stream
+				req.Options["seed"] = rand.Int() // bust cache for prompt eval results
+				genErr = client.Chat(ctx, &req, fn)
+				done <- 0
+			}()
+
+			select {
+			case <-stallTimer.C:
+				if buf.Len() == 0 {
+					t.Errorf("chat never started.  Timed out after :%s", initialTimeout.String())
+				} else {
+					t.Errorf("chat stalled.  Response so far:%s", buf.String())
+				}
+			case <-done:
+				if genErr != nil {
+					t.Fatalf("failed with %s request prompt %v", req.Model, req.Messages)
+				}
+				// Verify the response contains the expected data
+				response := buf.String()
+				atLeastOne := false
+				for _, resp := range anyResp {
+					if strings.Contains(strings.ToLower(response), resp) {
+						atLeastOne = true
+						break
+					}
+				}
+				if !atLeastOne {
+					t.Errorf("none of %v found in %s", anyResp, response)
+				}
+			case <-ctx.Done():
+				t.Error("outer test context done while waiting for chat")
+			}
+		})
+	}
+}
+
+func TestAPIListModels(t *testing.T) {
+	ctx, cancel := context.WithTimeout(context.Background(), 10*time.Second)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	// Make sure we have at least one model so an empty list can be considered a failure
+	if err := PullIfMissing(ctx, client, smol); err != nil {
+		t.Fatalf("pull failed %s", err)
+	}
+
+	resp, err := client.List(ctx)
+	if err != nil {
+		t.Fatalf("unable to list models: %s", err)
+	}
+	if len(resp.Models) == 0 {
+		t.Fatalf("list should not be empty")
+	}
+	model := resp.Models[0]
+	if model.Name == "" {
+		t.Errorf("first model name empty: %#v", model)
+	}
+	var nilTime time.Time
+	if model.ModifiedAt == nilTime {
+		t.Errorf("first model modified_at empty: %#v", model)
+	}
+	if model.Size == 0 {
+		t.Errorf("first model size empty: %#v", model)
+	}
+	if model.Digest == "" {
+		t.Errorf("first model digest empty: %#v", model)
+	}
+	verifyModelDetails(t, model.Details)
+}
+
+func verifyModelDetails(t *testing.T, details api.ModelDetails) {
+	if details.Format == "" {
+		t.Errorf("first model details.format empty: %#v", details)
+	}
+	if details.Family == "" {
+		t.Errorf("first model details.family empty: %#v", details)
+	}
+	if details.ParameterSize == "" {
+		t.Errorf("first model details.parameter_size empty: %#v", details)
+	}
+	if details.QuantizationLevel == "" {
+		t.Errorf("first model details.quantization_level empty: %#v", details)
+	}
+}
+
+func TestAPIShowModel(t *testing.T) {
+	modelName := "llama3.2"
+	ctx, cancel := context.WithTimeout(context.Background(), 1*time.Minute)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	if err := PullIfMissing(ctx, client, modelName); err != nil {
+		t.Fatalf("pull failed %s", err)
+	}
+	resp, err := client.Show(ctx, &api.ShowRequest{Name: modelName})
+	if err != nil {
+		t.Fatalf("unable to show model: %s", err)
+	}
+	if resp.License == "" {
+		t.Errorf("%s missing license: %#v", modelName, resp)
+	}
+	if resp.Modelfile == "" {
+		t.Errorf("%s missing modelfile: %#v", modelName, resp)
+	}
+	if resp.Parameters == "" {
+		t.Errorf("%s missing parameters: %#v", modelName, resp)
+	}
+	if resp.Template == "" {
+		t.Errorf("%s missing template: %#v", modelName, resp)
+	}
+	// llama3 omits system
+	verifyModelDetails(t, resp.Details)
+	// llama3 ommits messages
+	if len(resp.ModelInfo) == 0 {
+		t.Errorf("%s missing model_info: %#v", modelName, resp)
+	}
+	// llama3 omits projectors
+	var nilTime time.Time
+	if resp.ModifiedAt == nilTime {
+		t.Errorf("%s missing modified_at: %#v", modelName, resp)
+	}
+}
+
+func TestAPIEmbeddings(t *testing.T) {
+	ctx, cancel := context.WithTimeout(context.Background(), 1*time.Minute)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+	req := api.EmbeddingRequest{
+		Model:  "orca-mini",
+		Prompt: "why is the sky blue?",
+		Options: map[string]interface{}{
+			"temperature": 0,
+			"seed":        123,
+		},
+	}
+
+	if err := PullIfMissing(ctx, client, req.Model); err != nil {
+		t.Fatalf("pull failed %s", err)
+	}
+
+	resp, err := client.Embeddings(ctx, &req)
+	if err != nil {
+		t.Fatalf("embeddings call failed %s", err)
+	}
+	if len(resp.Embedding) == 0 {
+		t.Errorf("zero length embedding response")
+	}
+}
diff --git a/integration/basic_test.go b/integration/basic_test.go
new file mode 100644
index 0000000..13c2f22
--- /dev/null
+++ b/integration/basic_test.go
@@ -0,0 +1,106 @@
+//go:build integration
+
+package integration
+
+import (
+	"context"
+	"log/slog"
+	"os"
+	"runtime"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+	"github.com/stretchr/testify/require"
+)
+
+func TestBlueSky(t *testing.T) {
+	ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute)
+	defer cancel()
+	// Set up the test data
+	req := api.GenerateRequest{
+		Model:  smol,
+		Prompt: "why is the sky blue?",
+		Stream: &stream,
+		Options: map[string]any{
+			"temperature": 0,
+			"seed":        123,
+		},
+	}
+	GenerateTestHelper(ctx, t, req, []string{"rayleigh", "scattering"})
+}
+
+func TestUnicode(t *testing.T) {
+	skipUnderMinVRAM(t, 6)
+	ctx, cancel := context.WithTimeout(context.Background(), 3*time.Minute)
+	defer cancel()
+	// Set up the test data
+	req := api.GenerateRequest{
+		// DeepSeek has a Unicode tokenizer regex, making it a unicode torture test
+		Model:  "deepseek-coder-v2:16b-lite-instruct-q2_K",
+		Prompt: "天空为什么是蓝色的?",
+		Stream: &stream,
+		Options: map[string]any{
+			"temperature": 0,
+			"seed":        123,
+			// Workaround deepseek context shifting bug
+			"num_ctx":     8192,
+			"num_predict": 2048,
+		},
+	}
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+	require.NoError(t, PullIfMissing(ctx, client, req.Model))
+	DoGenerate(ctx, t, client, req, []string{"散射", "频率"}, 120*time.Second, 120*time.Second)
+}
+
+func TestExtendedUnicodeOutput(t *testing.T) {
+	ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute)
+	defer cancel()
+	// Set up the test data
+	req := api.GenerateRequest{
+		Model:  "gemma2:2b",
+		Prompt: "Output some smily face emoji",
+		Stream: &stream,
+		Options: map[string]any{
+			"temperature": 0,
+			"seed":        123,
+		},
+	}
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+	require.NoError(t, PullIfMissing(ctx, client, req.Model))
+	DoGenerate(ctx, t, client, req, []string{"😀", "😊", "😁", "😂", "😄", "😃"}, 120*time.Second, 120*time.Second)
+}
+
+func TestUnicodeModelDir(t *testing.T) {
+	// This is only useful for Windows with utf-16 characters, so skip this test for other platforms
+	if runtime.GOOS != "windows" {
+		t.Skip("Unicode test only applicable to windows")
+	}
+	// Only works for local testing
+	if os.Getenv("OLLAMA_TEST_EXISTING") != "" {
+		t.Skip("TestUnicodeModelDir only works for local testing, skipping")
+	}
+
+	modelDir, err := os.MkdirTemp("", "ollama_埃")
+	require.NoError(t, err)
+	defer os.RemoveAll(modelDir)
+	slog.Info("unicode", "OLLAMA_MODELS", modelDir)
+
+	t.Setenv("OLLAMA_MODELS", modelDir)
+
+	ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute)
+	defer cancel()
+
+	req := api.GenerateRequest{
+		Model:  smol,
+		Prompt: "why is the sky blue?",
+		Stream: &stream,
+		Options: map[string]any{
+			"temperature": 0,
+			"seed":        123,
+		},
+	}
+	GenerateTestHelper(ctx, t, req, []string{"rayleigh", "scattering"})
+}
diff --git a/integration/concurrency_test.go b/integration/concurrency_test.go
new file mode 100644
index 0000000..dbf1e6f
--- /dev/null
+++ b/integration/concurrency_test.go
@@ -0,0 +1,274 @@
+//go:build integration
+
+package integration
+
+import (
+	"context"
+	"log/slog"
+	"os"
+	"strconv"
+	"sync"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/require"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/format"
+)
+
+func TestMultiModelConcurrency(t *testing.T) {
+	var (
+		req = [2]api.GenerateRequest{
+			{
+				Model:     "llama3.2:1b",
+				Prompt:    "why is the ocean blue?",
+				Stream:    &stream,
+				KeepAlive: &api.Duration{Duration: 10 * time.Second},
+				Options: map[string]any{
+					"seed":        42,
+					"temperature": 0.0,
+				},
+			}, {
+				Model:     "tinydolphin",
+				Prompt:    "what is the origin of the us thanksgiving holiday?",
+				Stream:    &stream,
+				KeepAlive: &api.Duration{Duration: 10 * time.Second},
+				Options: map[string]any{
+					"seed":        42,
+					"temperature": 0.0,
+				},
+			},
+		}
+		resp = [2][]string{
+			{"sunlight"},
+			{"england", "english", "massachusetts", "pilgrims", "british", "festival"},
+		}
+	)
+	var wg sync.WaitGroup
+	wg.Add(len(req))
+	ctx, cancel := context.WithTimeout(context.Background(), time.Second*240)
+	defer cancel()
+
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	for i := 0; i < len(req); i++ {
+		require.NoError(t, PullIfMissing(ctx, client, req[i].Model))
+	}
+
+	for i := 0; i < len(req); i++ {
+		go func(i int) {
+			defer wg.Done()
+			// Note: CPU based inference can crawl so don't give up too quickly
+			DoGenerate(ctx, t, client, req[i], resp[i], 90*time.Second, 30*time.Second)
+		}(i)
+	}
+	wg.Wait()
+}
+
+func TestIntegrationConcurrentPredict(t *testing.T) {
+	req, resp := GenerateRequests()
+	reqLimit := len(req)
+	iterLimit := 5
+
+	if s := os.Getenv("OLLAMA_MAX_VRAM"); s != "" {
+		maxVram, err := strconv.ParseUint(s, 10, 64)
+		require.NoError(t, err)
+		// Don't hammer on small VRAM cards...
+		if maxVram < 4*format.GibiByte {
+			reqLimit = min(reqLimit, 2)
+			iterLimit = 2
+		}
+	}
+
+	ctx, cancel := context.WithTimeout(context.Background(), 9*time.Minute)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	// Get the server running (if applicable) warm the model up with a single initial request
+	DoGenerate(ctx, t, client, req[0], resp[0], 60*time.Second, 10*time.Second)
+
+	var wg sync.WaitGroup
+	wg.Add(reqLimit)
+	for i := 0; i < reqLimit; i++ {
+		go func(i int) {
+			defer wg.Done()
+			for j := 0; j < iterLimit; j++ {
+				slog.Info("Starting", "req", i, "iter", j)
+				// On slower GPUs it can take a while to process the concurrent requests
+				// so we allow a much longer initial timeout
+				DoGenerate(ctx, t, client, req[i], resp[i], 120*time.Second, 20*time.Second)
+			}
+		}(i)
+	}
+	wg.Wait()
+}
+
+// Stress the system if we know how much VRAM it has, and attempt to load more models than will fit
+func TestMultiModelStress(t *testing.T) {
+	s := os.Getenv("OLLAMA_MAX_VRAM") // TODO - discover actual VRAM
+	if s == "" {
+		t.Skip("OLLAMA_MAX_VRAM not specified, can't pick the right models for the stress test")
+	}
+
+	maxVram, err := strconv.ParseUint(s, 10, 64)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if maxVram < 2*format.GibiByte {
+		t.Skip("VRAM less than 2G, skipping model stress tests")
+	}
+
+	type model struct {
+		name string
+		size uint64 // Approximate amount of VRAM they typically use when fully loaded in VRAM
+	}
+
+	smallModels := []model{
+		{
+			name: "llama3.2:1b",
+			size: 2876 * format.MebiByte,
+		},
+		{
+			name: "phi",
+			size: 2616 * format.MebiByte,
+		},
+		{
+			name: "gemma:2b",
+			size: 2364 * format.MebiByte,
+		},
+		{
+			name: "stable-code:3b",
+			size: 2608 * format.MebiByte,
+		},
+		{
+			name: "starcoder2:3b",
+			size: 2166 * format.MebiByte,
+		},
+	}
+	mediumModels := []model{
+		{
+			name: "llama2",
+			size: 5118 * format.MebiByte,
+		},
+		{
+			name: "mistral",
+			size: 4620 * format.MebiByte,
+		},
+		{
+			name: "orca-mini:7b",
+			size: 5118 * format.MebiByte,
+		},
+		{
+			name: "dolphin-mistral",
+			size: 4620 * format.MebiByte,
+		},
+		{
+			name: "gemma:7b",
+			size: 5000 * format.MebiByte,
+		},
+		{
+			name: "codellama:7b",
+			size: 5118 * format.MebiByte,
+		},
+	}
+
+	// These seem to be too slow to be useful...
+	// largeModels := []model{
+	// 	{
+	// 		name: "llama2:13b",
+	// 		size: 7400 * format.MebiByte,
+	// 	},
+	// 	{
+	// 		name: "codellama:13b",
+	// 		size: 7400 * format.MebiByte,
+	// 	},
+	// 	{
+	// 		name: "orca-mini:13b",
+	// 		size: 7400 * format.MebiByte,
+	// 	},
+	// 	{
+	// 		name: "gemma:7b",
+	// 		size: 5000 * format.MebiByte,
+	// 	},
+	// 	{
+	// 		name: "starcoder2:15b",
+	// 		size: 9100 * format.MebiByte,
+	// 	},
+	// }
+
+	var chosenModels []model
+	switch {
+	case maxVram < 10000*format.MebiByte:
+		slog.Info("selecting small models")
+		chosenModels = smallModels
+	// case maxVram < 30000*format.MebiByte:
+	default:
+		slog.Info("selecting medium models")
+		chosenModels = mediumModels
+		// default:
+		// 	slog.Info("selecting large models")
+		// 	chosenModels = largeModels
+	}
+
+	req, resp := GenerateRequests()
+
+	for i := range req {
+		if i > len(chosenModels) {
+			break
+		}
+		req[i].Model = chosenModels[i].name
+	}
+
+	ctx, cancel := context.WithTimeout(context.Background(), 15*time.Minute) // TODO baseline -- 10m too short
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	// Make sure all the models are pulled before we get started
+	for _, r := range req {
+		require.NoError(t, PullIfMissing(ctx, client, r.Model))
+	}
+
+	var wg sync.WaitGroup
+	consumed := uint64(256 * format.MebiByte) // Assume some baseline usage
+	for i := 0; i < len(req); i++ {
+		// Always get at least 2 models, but don't overshoot VRAM too much or we'll take too long
+		if i > 1 && consumed > maxVram {
+			slog.Info("achieved target vram exhaustion", "count", i, "vram", format.HumanBytes2(maxVram), "models", format.HumanBytes2(consumed))
+			break
+		}
+		consumed += chosenModels[i].size
+		slog.Info("target vram", "count", i, "vram", format.HumanBytes2(maxVram), "models", format.HumanBytes2(consumed))
+
+		wg.Add(1)
+		go func(i int) {
+			defer wg.Done()
+			for j := 0; j < 3; j++ {
+				slog.Info("Starting", "req", i, "iter", j, "model", req[i].Model)
+				DoGenerate(ctx, t, client, req[i], resp[i], 120*time.Second, 5*time.Second)
+			}
+		}(i)
+	}
+	go func() {
+		for {
+			time.Sleep(2 * time.Second)
+			select {
+			case <-ctx.Done():
+				return
+			default:
+				models, err := client.ListRunning(ctx)
+				if err != nil {
+					slog.Warn("failed to list running models", "error", err)
+					continue
+				}
+				for _, m := range models.Models {
+					slog.Info("loaded model snapshot", "model", m)
+				}
+			}
+		}
+	}()
+	wg.Wait()
+}
diff --git a/integration/context_test.go b/integration/context_test.go
new file mode 100644
index 0000000..409d913
--- /dev/null
+++ b/integration/context_test.go
@@ -0,0 +1,65 @@
+//go:build integration
+
+package integration
+
+import (
+	"context"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+)
+
+func TestLongInputContext(t *testing.T) {
+	// Setting NUM_PARALLEL to 1 ensures the allocated context is exactly what
+	// we asked for and there is nothing extra that we could spill over into
+	t.Setenv("OLLAMA_NUM_PARALLEL", "1")
+
+	// Longer needed for small footprint GPUs
+	ctx, cancel := context.WithTimeout(context.Background(), 5*time.Minute)
+	defer cancel()
+	// Set up the test data
+	req := api.GenerateRequest{
+		Model:  "llama2",
+		Prompt: "Oh, don’t speak to me of Austria. Perhaps I don’t understand things, but Austria never has wished, and does not wish, for war. She is betraying us! Russia alone must save Europe. Our gracious sovereign recognizes his high vocation and will be true to it. That is the one thing I have faith in! Our good and wonderful sovereign has to perform the noblest role on earth, and he is so virtuous and noble that God will not forsake him. He will fulfill his vocation and crush the hydra of revolution, which has become more terrible than ever in the person of this murderer and villain! We alone must avenge the blood of the just one.... Whom, I ask you, can we rely on?... England with her commercial spirit will not and cannot understand the Emperor Alexander’s loftiness of soul. She has refused to evacuate Malta. She wanted to find, and still seeks, some secret motive in our actions. What answer did Novosíltsev get? None. The English have not understood and cannot understand the self-abnegation of our Emperor who wants nothing for himself, but only desires the good of mankind. And what have they promised? Nothing! And what little they have promised they will not perform! Prussia has always declared that Buonaparte is invincible, and that all Europe is powerless before him.... And I don’t believe a word that Hardenburg says, or Haugwitz either. This famous Prussian neutrality is just a trap. I have faith only in God and the lofty destiny of our adored monarch. He will save Europe! What country is this referring to?",
+		Stream: &stream,
+		Options: map[string]any{
+			"temperature": 0,
+			"seed":        123,
+			"num_ctx":     128,
+		},
+	}
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+	if err := PullIfMissing(ctx, client, req.Model); err != nil {
+		t.Fatalf("PullIfMissing failed: %v", err)
+	}
+	DoGenerate(ctx, t, client, req, []string{"russia", "germany", "france", "england", "austria", "prussia"}, 120*time.Second, 10*time.Second)
+}
+
+func TestContextExhaustion(t *testing.T) {
+	// Setting NUM_PARALLEL to 1 ensures the allocated context is exactly what
+	// we asked for and there is nothing extra that we could spill over into
+	t.Setenv("OLLAMA_NUM_PARALLEL", "1")
+
+	// Longer needed for small footprint GPUs
+	ctx, cancel := context.WithTimeout(context.Background(), 5*time.Minute)
+	defer cancel()
+	// Set up the test data
+	req := api.GenerateRequest{
+		Model:  "llama2",
+		Prompt: "Write me a story with a ton of emojis?",
+		Stream: &stream,
+		Options: map[string]any{
+			"temperature": 0,
+			"seed":        123,
+			"num_ctx":     128,
+		},
+	}
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+	if err := PullIfMissing(ctx, client, req.Model); err != nil {
+		t.Fatalf("PullIfMissing failed: %v", err)
+	}
+	DoGenerate(ctx, t, client, req, []string{"once", "upon", "lived"}, 120*time.Second, 10*time.Second)
+}
diff --git a/integration/embed_test.go b/integration/embed_test.go
new file mode 100644
index 0000000..09369db
--- /dev/null
+++ b/integration/embed_test.go
@@ -0,0 +1,247 @@
+//go:build integration
+
+package integration
+
+import (
+	"context"
+	"math"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+)
+
+func dotProduct[V float32 | float64](v1, v2 []V) V {
+	var result V = 0
+	for i := 0; i < len(v1); i++ {
+		result += v1[i] * v2[i]
+	}
+	return result
+}
+
+func magnitude[V float32 | float64](v []V) V {
+	var result V = 0
+	for _, val := range v {
+		result += val * val
+	}
+	return V(math.Sqrt(float64(result)))
+}
+
+func cosineSimilarity[V float32 | float64](v1, v2 []V) V {
+	return dotProduct(v1, v2) / (magnitude(v1) * magnitude(v2))
+}
+
+func TestAllMiniLMEmbeddings(t *testing.T) {
+	ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	req := api.EmbeddingRequest{
+		Model:  "all-minilm",
+		Prompt: "why is the sky blue?",
+	}
+
+	res, err := embeddingTestHelper(ctx, client, t, req)
+
+	if err != nil {
+		t.Fatalf("error: %v", err)
+	}
+
+	if len(res.Embedding) != 384 {
+		t.Fatalf("expected 384 floats, got %d", len(res.Embedding))
+	}
+
+	expected := []float64{
+		0.06642947345972061, -0.01160573959350586, 0.3302811086177826, 0.309552937746048, 0.36223655939102173, 0.05672447010874748, 0.6955016851425171, -0.17069467902183533, 0.8547305464744568, 0.21076075732707977, -0.29339903593063354, -0.05926772207021713, -0.003363408148288727, -0.4204462468624115, -0.1061280220746994, 0.30754348635673523, -0.14551642537117004, -1.0430994033813477, -0.4805174171924591, -0.40448474884033203, -0.4345352053642273, 0.3573606014251709, -0.4098161458969116, 0.25664326548576355, -0.3021087646484375, 0.36236199736595154, -0.23262615501880646, 0.08319848775863647, 0.28042519092559814, -0.052289899438619614, -0.12552005052566528, 0.402255117893219, 0.24357250332832336, 0.08881516754627228, -0.17023836076259613, -0.2868475615978241, 0.4790303707122803, -0.3199635446071625, 0.02826809138059616, -0.19417747855186462, -0.19217649102210999, -0.21705707907676697, -0.1210065633058548, 0.10262420773506165, -0.07726037502288818, 0.10094445943832397, -0.06194962561130524, 0.1712605208158493, 0.628441333770752, -0.10222385078668594, -0.16214007139205933, 0.059920795261859894, -0.5053377151489258, 0.10545563697814941, 0.32686805725097656, 0.7650210857391357, 0.006465774029493332, -0.13403119146823883, 0.6090353727340698, 0.05603303387761116, -0.37635889649391174, 0.45424884557724, -0.5053073763847351, 0.4572359323501587, 0.6084011197090149, -0.3659921884536743, -0.3536888360977173, 0.05569244921207428, -0.4166066646575928, -0.43796032667160034, -0.16600576043128967, 0.12460685521364212, 0.40493422746658325, -0.18632565438747406, 0.2390710711479187, 0.007283639162778854, 0.4001992344856262, -0.4455743134021759, -0.05360018089413643, -0.08401738107204437, 0.2041706144809723, -0.42083415389060974, -0.491476833820343, 0.7860275506973267, 0.08280622214078903, 0.4309011697769165, 0.09778489172458649, 0.3392091989517212, -0.5618907809257507, 0.06766007840633392, -0.05127308890223503, -0.23472431302070618, -0.7611223459243774, -0.20227840542793274, -0.5491426587104797, 0.09030043333768845, 0.37326449155807495, -0.2696656584739685, 0.2814738154411316, 0.1461343765258789, 0.309052437543869, -0.3387487828731537, 0.1990429162979126, 0.0474909171462059, -0.02756538614630699, -0.20544570684432983, 0.5137258768081665, 0.22562497854232788, 0.40487033128738403, 0.04954294115304947, -0.23911823332309723, -0.5578761696815491, 0.14376327395439148, -0.12795016169548035, -0.26285219192504883, 0.3614377975463867, -0.22225692868232727, 0.11940789222717285, -0.6961514353752136, -0.3324243426322937, -0.07613810151815414, 0.24946099519729614, 0.1462409496307373, 0.5309336185455322, 0.051560595631599426, -0.11104149371385574, -0.39189594984054565, -4.767201176712463e-32, 0.892546534538269, -0.07396792620420456, 0.6088366508483887, 0.23729179799556732, 0.2614588737487793, -0.3626874089241028, -0.23131835460662842, -0.024579279124736786, -0.12901946902275085, -0.2306443750858307, -0.0376533679664135, -0.09649471938610077, -0.16013199090957642, -0.31914401054382324, 0.3151017129421234, -0.11264121532440186, -0.4020160734653473, 0.039211247116327286, -0.5478582978248596, 0.5563258528709412, -0.6903842091560364, 0.2746567130088806, -0.24196553230285645, -0.053318753838539124, -0.18611761927604675, -0.28490889072418213, 0.237456813454628, 0.4946249723434448, 0.37237465381622314, 0.07815749943256378, 0.6494859457015991, 0.6915512084960938, -0.14422327280044556, 0.30338582396507263, -0.17378094792366028, -0.33589833974838257, -0.09702004492282867, -0.04210608825087547, -0.566387414932251, 0.18866634368896484, -0.3533778488636017, 0.37286972999572754, -0.39420801401138306, 0.0818595215678215, 0.436712384223938, -0.08886678516864777, 0.2527940273284912, -0.5864061117172241, -0.37891554832458496, 0.21103361248970032, -0.2275354266166687, 0.1558678150177002, 0.09536703675985336, -0.27437490224838257, 0.4484926164150238, 0.20584626495838165, 0.45972558856010437, -0.231113001704216, -0.021833699196577072, 0.3253912925720215, -0.08802174031734467, -0.023067735135555267, 0.33492740988731384, 0.5189340114593506, 0.2481488585472107, -0.07638847082853317, 0.25147074460983276, 0.2771286964416504, -0.08443005383014679, -0.5207436084747314, 0.05951530486345291, 0.08816319704055786, 0.15935833752155304, 0.0644921213388443, -0.07194079458713531, -0.5383226871490479, 0.17800968885421753, -0.195652037858963, -0.028597159311175346, 0.08582349121570587, -0.23225288093090057, -0.12984338402748108, 0.3651025593280792, -0.4039592146873474, -0.3628298342227936, 0.08263863623142242, -0.12648534774780273, -0.08284908533096313, -0.1042669266462326, -0.4579034447669983, -0.2961195111274719, -0.32282471656799316, 0.3182551860809326, -0.6890494227409363, -0.7114676237106323, 2.3665072841905432e-32, -0.0030965525656938553, -0.5696439146995544, -0.5794872045516968, 0.04729880392551422, -0.048917483538389206, -0.10963250696659088, 0.298623263835907, 0.4452674388885498, -0.2828809320926666, 0.5696343183517456, 0.3004711866378784, 0.44842660427093506, 0.06550214439630508, -0.020054858177900314, 0.385932058095932, -0.23460465669631958, 0.23865005373954773, 0.4363722801208496, -0.24931970238685608, -0.41073542833328247, -0.2937365770339966, 0.5095447301864624, 0.2864843010902405, -0.14028388261795044, -0.14269764721393585, 0.4107881486415863, -0.2581801116466522, 0.18544888496398926, -0.08612997084856033, 0.33715111017227173, -0.24288496375083923, 0.3599962592124939, -0.43829354643821716, 0.15094976127147675, 0.03177203983068466, 0.5965112447738647, 0.03364168107509613, -0.5481097102165222, -0.363423228263855, 0.4825053811073303, -0.7288467288017273, -0.13361915946006775, 0.7423286437988281, -0.3515661358833313, -0.37989044189453125, -0.1576842963695526, 0.3734908998012543, 0.8393698930740356, 0.23719121515750885, -0.28990280628204346, 0.11215505003929138, -0.16382968425750732, 0.47951722145080566, 0.28471529483795166, 0.5308315753936768, -0.1286555975675583, -0.22689077258110046, 0.6377706527709961, 0.34224453568458557, 0.07091143727302551, 0.26538553833961487, 0.014475930482149124, -0.050034329295158386, 0.011025313287973404, 0.09357182681560516, 0.1345357596874237, -0.1523902863264084, 0.14176052808761597, -0.0609259307384491, -0.3332745134830475, -0.1072426363825798, -0.5933747291564941, -0.40028926730155945, 0.5343422293663025, 0.016202416270971298, 0.27436596155166626, 0.28844428062438965, -0.1660136878490448, -0.6286065578460693, 0.5850632190704346, -0.6491153836250305, -0.03207448124885559, 0.23312292993068695, 0.09339666366577148, -0.42595869302749634, -0.5011518001556396, 0.08187201619148254, -0.3312609791755676, -0.3677852153778076, -0.3758619427680969, -0.12195874005556107, -0.014479270204901695, -0.014539752155542374, 0.23270025849342346, -0.3609132170677185, -9.438503667524856e-8, -0.05230816453695297, 0.17612962424755096, 0.01489749364554882, 0.06601762771606445, -0.14300350844860077, -0.1422577053308487, 0.7347333431243896, 0.030603498220443726, 0.24959787726402283, 0.026135217398405075, -0.4412609338760376, -0.18663707375526428, -0.29235413670539856, 0.4696626365184784, 0.12353914976119995, -0.3236965537071228, -0.6856554746627808, -0.28768694400787354, 0.0671629011631012, 0.27566438913345337, -0.0893339067697525, -0.22328855097293854, -0.16536207497119904, -0.08968719840049744, 0.022607458755373955, 0.21818216145038605, -0.14408129453659058, 0.14458191394805908, 0.4712568521499634, 0.13527995347976685, 0.16118602454662323, 0.23675017058849335, -0.0062652211636304855, -0.4045848250389099, -0.5631943345069885, 0.04897312819957733, -0.2558498978614807, 0.5269845128059387, -0.16870160400867462, -0.39874112606048584, 0.3996037244796753, 0.5432316660881042, -0.3740345239639282, 0.031965695321559906, 0.29769593477249146, 0.1568443477153778, 0.287019282579422, 0.6005253791809082, -0.33905476331710815, -0.07407552748918533, -0.4541633129119873, 0.047827333211898804, 0.4803982973098755, -0.2860602140426636, 0.17097190022468567, -0.7525586485862732, -0.06290972977876663, 0.14645379781723022, 0.176426962018013, 0.024587953463196754, 0.105128213763237, 0.023733407258987427, -0.1363760083913803, 0.22127331793308258,
+	}
+	sim := cosineSimilarity(res.Embedding, expected)
+	if sim < 0.99 {
+		t.Fatalf("expected %v, got %v (similarity: %f)", expected[0:5], res.Embedding[0:5], sim)
+	}
+}
+
+func TestAllMiniLMEmbed(t *testing.T) {
+	ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	req := api.EmbedRequest{
+		Model: "all-minilm",
+		Input: "why is the sky blue?",
+	}
+
+	res, err := embedTestHelper(ctx, client, t, req)
+
+	if err != nil {
+		t.Fatalf("error: %v", err)
+	}
+
+	if len(res.Embeddings) != 1 {
+		t.Fatalf("expected 1 embedding, got %d", len(res.Embeddings))
+	}
+
+	if len(res.Embeddings[0]) != 384 {
+		t.Fatalf("expected 384 floats, got %d", len(res.Embeddings[0]))
+	}
+
+	expected := []float32{
+		0.010071031, -0.0017594865, 0.050072223, 0.046929732, 0.05491682, 0.008599705, 0.105441436, -0.025878143, 0.1295813, 0.031952355, -0.04448072, -0.0089852745, -0.000509909, -0.06374169, -0.016089523, 0.04662509, -0.022060998, -0.15813895, -0.072848774, -0.061321855, -0.065877646, 0.054177605, -0.06213012, 0.038908366, -0.04580116, 0.05493584, -0.035267256, 0.012613296, 0.04251382, -0.007927403, -0.01902945, 0.060983833, 0.036926776, 0.013464811, -0.025808964, -0.043487485, 0.072623335, -0.04850803, 0.00428558, -0.02943825, -0.02913489, -0.03290691, -0.018345183, 0.0155583285, -0.011713048, 0.01530367, -0.009391865, 0.025963927, 0.09527476, -0.015497632, -0.024581224, 0.009084283, -0.07661165, 0.015987588, 0.049554788, 0.115980916, 0.0009802427, -0.02031978, 0.09233272, 0.00849488, -0.05705784, 0.068866335, -0.076607056, 0.06931919, 0.09223656, -0.055486195, -0.053620946, 0.008443246, -0.06315959, -0.066396914, -0.02516728, 0.018891005, 0.061389998, -0.028247874, 0.036244337, 0.0011042351, 0.06067215, -0.06755123, -0.008126048, -0.012737444, 0.030953258, -0.06380051, -0.07451028, 0.1191656, 0.012553826, 0.06532671, 0.014824665, 0.051425762, -0.08518537, 0.010257597, -0.0077732494, -0.035585348, -0.115389846, -0.03066639, -0.0832527, 0.013689985, 0.056588713, -0.040882625, 0.042672798, 0.022154681, 0.04685385, -0.05135596, 0.030175874, 0.007199854, -0.0041790465, -0.031146567, 0.07788334, 0.034205843, 0.06138031, 0.007510951, -0.036251485, -0.08457674, 0.021795211, -0.019397866, -0.03984967, 0.054795727, -0.033695232, 0.018102817, -0.10553994, -0.050397146, -0.011542906, 0.0378195, 0.022170838, 0.08049212, 0.007816837, -0.01683443, -0.059413332, -7.227309e-33, 0.13531439, -0.011213897, 0.0923026, 0.03597459, 0.039638437, -0.054985173, -0.03506899, -0.0037263383, -0.01955998, -0.034966808, -0.0057084337, -0.014629069, -0.024276787, -0.048383784, 0.04777095, -0.017076956, -0.06094759, 0.0059446157, -0.083057985, 0.084341705, -0.1046656, 0.041639294, -0.03668315, -0.008083383, -0.028216336, -0.04319357, 0.035999607, 0.07498755, 0.05645381, 0.011849057, 0.09846523, 0.10484252, -0.021864949, 0.045994766, -0.026346037, -0.05092382, -0.014708711, -0.0063834875, -0.085867085, 0.028602734, -0.0535738, 0.056528863, -0.059763853, 0.012410302, 0.06620772, -0.013472636, 0.038324803, -0.08890202, -0.05744544, 0.03199372, -0.034495477, 0.02363032, 0.014458106, -0.04159657, 0.06799366, 0.031207295, 0.069696635, -0.035037853, -0.0033100948, 0.0493309, -0.0133445235, -0.0034971808, 0.050776623, 0.078672916, 0.037620574, -0.011580864, 0.03812419, 0.04201406, -0.012800006, -0.07894726, 0.00902281, 0.013365969, 0.024159499, 0.009777319, -0.010906574, -0.08161233, 0.026987134, -0.0296618, -0.004335468, 0.013011258, -0.035210665, -0.019684888, 0.055351324, -0.06124218, -0.055006765, 0.012528419, -0.019175794, -0.012560324, -0.015807373, -0.06942039, -0.044893157, -0.048941795, 0.048249032, -0.10446324, -0.10786195, 3.58774e-33, -0.0004694524, -0.08636079, -0.087853074, 0.0071707284, -0.007416128, -0.01662082, 0.045272738, 0.06750471, -0.042886123, 0.08635933, 0.04555289, 0.06798365, 0.009930444, -0.003040414, 0.058509175, -0.035567205, 0.036180507, 0.06615616, -0.03779808, -0.062269486, -0.044531893, 0.07724946, 0.04343241, -0.021267718, -0.021633657, 0.06227748, -0.03914136, 0.028114952, -0.013057723, 0.051113747, -0.036822543, 0.054577183, -0.06644743, 0.022884717, 0.0048167957, 0.09043401, 0.0051002423, -0.083096094, -0.055096727, 0.07315016, -0.11049671, -0.020257315, 0.11254063, -0.053299136, -0.057593238, -0.023905706, 0.056623034, 0.12725255, 0.03595934, -0.043950673, 0.017003251, -0.024837377, 0.07269714, 0.043164223, 0.08047665, -0.019504813, -0.034397744, 0.096689135, 0.051885936, 0.010750518, 0.04023374, 0.0021946214, -0.0075854477, 0.0016714911, 0.014185944, 0.020396275, -0.023103109, 0.021491585, -0.009236667, -0.050526038, -0.016258504, -0.0899585, -0.0606858, 0.08100888, 0.0024563652, 0.041595213, 0.043729555, -0.025168482, -0.09529981, 0.088698424, -0.09840905, -0.0048626475, 0.03534257, 0.014159388, -0.06457741, -0.07597705, 0.012412196, -0.050220776, -0.055758025, -0.0569825, -0.018489538, -0.0021951278, -0.002204297, 0.03527849, -0.0547162, -1.430923e-8, -0.007930172, 0.026702108, 0.0022585324, 0.010008593, -0.021680027, -0.02156696, 0.111389145, 0.004639639, 0.03784025, 0.003962226, -0.0668973, -0.028295087, -0.04432231, 0.07120314, 0.018729135, -0.04907397, -0.103948705, -0.043614738, 0.010182222, 0.04179206, -0.013543455, -0.03385163, -0.025069695, -0.013597015, 0.0034274007, 0.033077475, -0.021843424, 0.021919321, 0.07144483, 0.020509098, 0.024436586, 0.035892475, -0.00094983797, -0.061337028, -0.085383, 0.007424564, -0.038788088, 0.07989341, -0.025575982, -0.060451094, 0.060581867, 0.082356565, -0.056705453, 0.0048461547, 0.04513215, 0.023778366, 0.043513518, 0.09104256, -0.05140235, -0.01123021, -0.06885336, 0.007250856, 0.072830714, -0.04336812, 0.025920171, -0.11409155, -0.009537421, 0.022203108, 0.026747186, 0.0037276533, 0.015937949, 0.0035980998, -0.020675266, 0.03354611,
+	}
+	sim := cosineSimilarity(res.Embeddings[0], expected)
+	if sim < 0.99 {
+		t.Fatalf("expected %v, got %v (similarity: %f)", expected[0:5], res.Embeddings[0][0:5], sim)
+	}
+
+	if res.PromptEvalCount != 6 {
+		t.Fatalf("expected 6 prompt tokens, got %d", res.PromptEvalCount)
+	}
+}
+
+func TestAllMiniLMBatchEmbed(t *testing.T) {
+	ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	req := api.EmbedRequest{
+		Model: "all-minilm",
+		Input: []string{"why is the sky blue?", "why is the grass green?"},
+	}
+
+	res, err := embedTestHelper(ctx, client, t, req)
+
+	if err != nil {
+		t.Fatalf("error: %v", err)
+	}
+
+	if len(res.Embeddings) != 2 {
+		t.Fatalf("expected 2 embeddings, got %d", len(res.Embeddings))
+	}
+
+	if len(res.Embeddings[0]) != 384 {
+		t.Fatalf("expected 384 floats, got %d", len(res.Embeddings[0]))
+	}
+
+	expected := [][]float32{
+		{
+			0.010071031, -0.0017594865, 0.050072223, 0.046929732, 0.05491682, 0.008599705, 0.105441436, -0.025878143, 0.1295813, 0.031952355, -0.04448072, -0.0089852745, -0.000509909, -0.06374169, -0.016089523, 0.04662509, -0.022060998, -0.15813895, -0.072848774, -0.061321855, -0.065877646, 0.054177605, -0.06213012, 0.038908366, -0.04580116, 0.05493584, -0.035267256, 0.012613296, 0.04251382, -0.007927403, -0.01902945, 0.060983833, 0.036926776, 0.013464811, -0.025808964, -0.043487485, 0.072623335, -0.04850803, 0.00428558, -0.02943825, -0.02913489, -0.03290691, -0.018345183, 0.0155583285, -0.011713048, 0.01530367, -0.009391865, 0.025963927, 0.09527476, -0.015497632, -0.024581224, 0.009084283, -0.07661165, 0.015987588, 0.049554788, 0.115980916, 0.0009802427, -0.02031978, 0.09233272, 0.00849488, -0.05705784, 0.068866335, -0.076607056, 0.06931919, 0.09223656, -0.055486195, -0.053620946, 0.008443246, -0.06315959, -0.066396914, -0.02516728, 0.018891005, 0.061389998, -0.028247874, 0.036244337, 0.0011042351, 0.06067215, -0.06755123, -0.008126048, -0.012737444, 0.030953258, -0.06380051, -0.07451028, 0.1191656, 0.012553826, 0.06532671, 0.014824665, 0.051425762, -0.08518537, 0.010257597, -0.0077732494, -0.035585348, -0.115389846, -0.03066639, -0.0832527, 0.013689985, 0.056588713, -0.040882625, 0.042672798, 0.022154681, 0.04685385, -0.05135596, 0.030175874, 0.007199854, -0.0041790465, -0.031146567, 0.07788334, 0.034205843, 0.06138031, 0.007510951, -0.036251485, -0.08457674, 0.021795211, -0.019397866, -0.03984967, 0.054795727, -0.033695232, 0.018102817, -0.10553994, -0.050397146, -0.011542906, 0.0378195, 0.022170838, 0.08049212, 0.007816837, -0.01683443, -0.059413332, -7.227309e-33, 0.13531439, -0.011213897, 0.0923026, 0.03597459, 0.039638437, -0.054985173, -0.03506899, -0.0037263383, -0.01955998, -0.034966808, -0.0057084337, -0.014629069, -0.024276787, -0.048383784, 0.04777095, -0.017076956, -0.06094759, 0.0059446157, -0.083057985, 0.084341705, -0.1046656, 0.041639294, -0.03668315, -0.008083383, -0.028216336, -0.04319357, 0.035999607, 0.07498755, 0.05645381, 0.011849057, 0.09846523, 0.10484252, -0.021864949, 0.045994766, -0.026346037, -0.05092382, -0.014708711, -0.0063834875, -0.085867085, 0.028602734, -0.0535738, 0.056528863, -0.059763853, 0.012410302, 0.06620772, -0.013472636, 0.038324803, -0.08890202, -0.05744544, 0.03199372, -0.034495477, 0.02363032, 0.014458106, -0.04159657, 0.06799366, 0.031207295, 0.069696635, -0.035037853, -0.0033100948, 0.0493309, -0.0133445235, -0.0034971808, 0.050776623, 0.078672916, 0.037620574, -0.011580864, 0.03812419, 0.04201406, -0.012800006, -0.07894726, 0.00902281, 0.013365969, 0.024159499, 0.009777319, -0.010906574, -0.08161233, 0.026987134, -0.0296618, -0.004335468, 0.013011258, -0.035210665, -0.019684888, 0.055351324, -0.06124218, -0.055006765, 0.012528419, -0.019175794, -0.012560324, -0.015807373, -0.06942039, -0.044893157, -0.048941795, 0.048249032, -0.10446324, -0.10786195, 3.58774e-33, -0.0004694524, -0.08636079, -0.087853074, 0.0071707284, -0.007416128, -0.01662082, 0.045272738, 0.06750471, -0.042886123, 0.08635933, 0.04555289, 0.06798365, 0.009930444, -0.003040414, 0.058509175, -0.035567205, 0.036180507, 0.06615616, -0.03779808, -0.062269486, -0.044531893, 0.07724946, 0.04343241, -0.021267718, -0.021633657, 0.06227748, -0.03914136, 0.028114952, -0.013057723, 0.051113747, -0.036822543, 0.054577183, -0.06644743, 0.022884717, 0.0048167957, 0.09043401, 0.0051002423, -0.083096094, -0.055096727, 0.07315016, -0.11049671, -0.020257315, 0.11254063, -0.053299136, -0.057593238, -0.023905706, 0.056623034, 0.12725255, 0.03595934, -0.043950673, 0.017003251, -0.024837377, 0.07269714, 0.043164223, 0.08047665, -0.019504813, -0.034397744, 0.096689135, 0.051885936, 0.010750518, 0.04023374, 0.0021946214, -0.0075854477, 0.0016714911, 0.014185944, 0.020396275, -0.023103109, 0.021491585, -0.009236667, -0.050526038, -0.016258504, -0.0899585, -0.0606858, 0.08100888, 0.0024563652, 0.041595213, 0.043729555, -0.025168482, -0.09529981, 0.088698424, -0.09840905, -0.0048626475, 0.03534257, 0.014159388, -0.06457741, -0.07597705, 0.012412196, -0.050220776, -0.055758025, -0.0569825, -0.018489538, -0.0021951278, -0.002204297, 0.03527849, -0.0547162, -1.430923e-8, -0.007930172, 0.026702108, 0.0022585324, 0.010008593, -0.021680027, -0.02156696, 0.111389145, 0.004639639, 0.03784025, 0.003962226, -0.0668973, -0.028295087, -0.04432231, 0.07120314, 0.018729135, -0.04907397, -0.103948705, -0.043614738, 0.010182222, 0.04179206, -0.013543455, -0.03385163, -0.025069695, -0.013597015, 0.0034274007, 0.033077475, -0.021843424, 0.021919321, 0.07144483, 0.020509098, 0.024436586, 0.035892475, -0.00094983797, -0.061337028, -0.085383, 0.007424564, -0.038788088, 0.07989341, -0.025575982, -0.060451094, 0.060581867, 0.082356565, -0.056705453, 0.0048461547, 0.04513215, 0.023778366, 0.043513518, 0.09104256, -0.05140235, -0.01123021, -0.06885336, 0.007250856, 0.072830714, -0.04336812, 0.025920171, -0.11409155, -0.009537421, 0.022203108, 0.026747186, 0.0037276533, 0.015937949, 0.0035980998, -0.020675266, 0.03354611,
+		},
+		{
+			-0.009802706, 0.060424678, 0.025257956, -0.0063643856, 0.07272723, 0.01719488, 0.090320334, -0.051705167, 0.099515095, 0.09072479, 0.007301506, -0.01968127, -0.075095184, -0.017409375, 0.019365614, 0.040805466, -0.011079843, -0.05856395, -0.12545314, -0.048980292, -0.044052314, 0.03115607, 0.037880868, -0.03187379, -0.0909825, 0.06357952, -0.076541565, 0.085011445, 0.03554875, -0.071272224, 0.021114277, 0.11005397, 0.03312636, -0.025947863, -0.061563145, -0.026466936, 0.02054478, -0.05426622, 0.056569945, 0.03292456, -0.09005933, -0.05698778, 0.026827272, 0.0751872, -0.07142025, -0.0043633, 0.054151993, 0.026441583, 0.078053534, -0.048995998, 0.056577347, -0.048973206, -0.07581186, 0.006902122, 0.0062451144, 0.037024222, 0.025028007, 0.021724675, 0.010117283, -0.040492155, -0.012010403, -0.03334674, -0.07570402, 0.071321115, -0.02062346, -0.0631419, -0.001237942, -0.055173304, 0.009124682, -0.08703634, 0.020684991, 0.05294139, -0.009563882, -0.052647192, -0.06467313, 0.041968923, 0.04473555, 0.03270584, -0.019611169, 0.00013324046, 0.038228948, 0.0509972, 0.0047100335, 0.05736671, 0.046469305, 0.04269017, -0.017305125, 0.011859765, -0.05701112, -0.03498464, -0.018940303, -0.0074608736, -0.07385685, 0.043892473, -0.09890047, 0.041379265, -0.024019944, -0.12034819, 0.0001821356, -0.0038607453, 0.056144036, -0.0005059898, 0.07110965, -0.03616245, -0.06406574, -0.009435536, -0.042290587, 0.07791005, -0.02365763, 0.007864432, -0.023739463, -0.018536761, -0.033538047, 0.0776669, -0.06058719, 0.05363198, 0.033863083, 0.012545284, -0.03260245, 0.029770961, -0.016934512, 0.028213669, -0.018053731, 0.06651968, -0.06952628, -0.017853932, -0.037421644, -6.839719e-33, -0.0055490523, -0.031681225, 0.04819487, -0.09944883, 0.09372583, -0.051811725, -0.037059266, -0.026262678, -0.037466466, -0.030253021, 0.0060922937, -0.09831781, -0.017570594, -0.07247917, 0.03856134, 0.00888377, -0.13072893, 0.02145255, -0.075681135, -0.010470858, -0.017236665, 0.058358245, 0.022016024, 0.0015762328, 0.009419801, -0.031423207, 0.08002972, 0.030580623, 0.05696977, -0.012164853, 0.11575935, 0.0040441174, 0.01759827, 0.043209996, 0.02948431, -0.0069428794, -0.025078153, -0.026160793, 0.013364178, 0.121543564, -0.004469769, -0.04534167, 0.043418996, -0.01768049, 0.062162045, -0.039375506, 0.017406953, 0.008458191, -0.02603069, 0.010130821, 0.023227274, 0.05305319, 0.06899141, 0.053088874, -0.0003113895, 0.009642751, 0.08884011, -0.030399954, -0.090916164, -0.051467095, -0.07382789, 0.08624027, 0.003223033, 0.010827092, -0.008318035, -0.011421701, -0.02900046, 0.06548931, 0.005405483, 0.068780296, 0.0428464, -0.01878741, -0.016996592, -0.036818627, -0.0062817424, -0.08700542, -0.008640271, -0.013171244, -0.004574588, 0.04233393, -0.03579696, 0.017357353, -0.087162524, -0.050884914, -0.14957926, -0.002008126, -0.02634847, 0.018098367, 0.02162604, -0.01503002, 0.0037868456, -0.015445877, -0.013303974, -0.09810386, -0.011673153, 2.8261164e-33, -0.022961555, 0.0090464745, -0.0057421196, 0.06604244, 0.042683356, -0.039691485, 0.027226122, 0.03183442, -0.028517157, 0.045575514, -0.055865873, 0.0924774, -0.046869125, 0.08027759, 0.118624836, 0.04889292, -0.06734586, 0.10688813, 0.009396721, -0.051344905, -0.067946814, 0.01592692, -0.010147019, 0.044173665, -0.030018767, 0.022772646, -0.031494025, -0.02233876, -0.0023573847, -0.010024354, 0.0032828946, -0.036839407, -0.11200184, 0.028629173, 0.030212566, 0.03185506, -0.01746865, -0.018295743, -0.036361173, 0.083925165, 0.007943152, -0.023664381, 0.15850149, 0.032088134, -0.070371404, -0.034124147, -0.015502377, 0.07960292, -0.06218589, 0.046537183, 0.04505064, 0.1043822, 0.029607052, 0.047920443, 0.09711685, -0.015767856, -0.064267434, 0.01960162, -0.093837254, -0.0028061024, 0.019721054, -0.027095793, -0.078636706, 0.0689579, 0.107794516, -0.033122607, -0.064406104, 0.016571952, 0.019280795, -0.023045482, -0.018821374, -0.018646069, -0.06431513, -0.03231013, -0.0027636476, 0.059007723, 0.059882853, -0.044795096, -0.06667144, 0.043793377, -0.019855661, -0.006715758, 0.04733659, -0.046866804, 0.03461545, -0.015199261, -0.039511763, 0.047361404, 0.052113988, 0.0008203065, 0.05290727, 0.02459614, -0.029357709, 0.034541644, 0.013009169, -1.36748e-8, -0.033930536, 0.007378359, -0.010701883, 0.04323486, 0.014735074, -0.04162692, 0.10553509, -0.012822099, -0.002357336, 0.040418625, -0.08136588, 0.033679843, -0.019665385, 0.077529214, 0.060347307, -0.016181026, -0.11332622, -0.04306442, 0.023209568, 0.07448782, -0.06055759, -0.045812756, -0.087526724, 0.0534105, -0.044014834, 0.029827949, 0.038628686, 0.016933717, 0.027725562, 0.078133695, 0.055581007, 0.05306717, -0.010792625, -0.029803185, -0.08492531, -0.016416015, 0.030501937, 0.06944753, -0.061944496, -0.122021444, 0.011901371, 0.07258673, -0.017778289, 0.0030972173, 0.014411535, -0.03802866, -0.052976213, 0.060414705, -0.053164586, 0.01794129, -0.104411006, 0.010633235, 0.042881854, 0.042603284, -0.003009017, -0.08530093, -0.039561126, -0.004481811, 0.013104284, -0.008498699, -0.028943708, -0.03587923, 0.05940551, -0.000055299755,
+		},
+	}
+
+	sim := cosineSimilarity(res.Embeddings[0], expected[0])
+	if sim < 0.99 {
+		t.Fatalf("expected %v, got %v (similarity: %f)", expected[0][0:5], res.Embeddings[0][0:5], sim)
+	}
+	sim = cosineSimilarity(res.Embeddings[1], expected[1])
+	if sim < 0.99 {
+		t.Fatalf("expected %v, got %v (similarity: %f)", expected[1][0:5], res.Embeddings[1][0:5], sim)
+	}
+
+	if res.PromptEvalCount != 12 {
+		t.Fatalf("expected 12 prompt tokens, got %d", res.PromptEvalCount)
+	}
+}
+
+func TestAllMiniLMEmbedTruncate(t *testing.T) {
+	ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	truncTrue, truncFalse := true, false
+
+	type testReq struct {
+		Name    string
+		Request api.EmbedRequest
+	}
+
+	reqs := []testReq{
+		{
+			Name: "Target Truncation",
+			Request: api.EmbedRequest{
+				Model: "all-minilm",
+				Input: "why",
+			},
+		},
+		{
+			Name: "Default Truncate",
+			Request: api.EmbedRequest{
+				Model:   "all-minilm",
+				Input:   "why is the sky blue?",
+				Options: map[string]any{"num_ctx": 1},
+			},
+		},
+		{
+			Name: "Explicit Truncate",
+			Request: api.EmbedRequest{
+				Model:    "all-minilm",
+				Input:    "why is the sky blue?",
+				Truncate: &truncTrue,
+				Options:  map[string]any{"num_ctx": 1},
+			},
+		},
+	}
+
+	res := make(map[string]*api.EmbedResponse)
+
+	for _, req := range reqs {
+		response, err := embedTestHelper(ctx, client, t, req.Request)
+		if err != nil {
+			t.Fatalf("error: %v", err)
+		}
+		res[req.Name] = response
+	}
+
+	if res["Target Truncation"].Embeddings[0][0] != res["Default Truncate"].Embeddings[0][0] {
+		t.Fatal("expected default request to truncate correctly")
+	}
+
+	if res["Default Truncate"].Embeddings[0][0] != res["Explicit Truncate"].Embeddings[0][0] {
+		t.Fatal("expected default request and truncate true request to be the same")
+	}
+
+	// check that truncate set to false returns an error if context length is exceeded
+	_, err := embedTestHelper(ctx, client, t, api.EmbedRequest{
+		Model:    "all-minilm",
+		Input:    "why is the sky blue?",
+		Truncate: &truncFalse,
+		Options:  map[string]any{"num_ctx": 1},
+	})
+
+	if err == nil {
+		t.Fatal("expected error, got nil")
+	}
+}
+
+func embeddingTestHelper(ctx context.Context, client *api.Client, t *testing.T, req api.EmbeddingRequest) (*api.EmbeddingResponse, error) {
+	if err := PullIfMissing(ctx, client, req.Model); err != nil {
+		t.Fatalf("failed to pull model %s: %v", req.Model, err)
+	}
+
+	response, err := client.Embeddings(ctx, &req)
+
+	if err != nil {
+		return nil, err
+	}
+
+	return response, nil
+}
+
+func embedTestHelper(ctx context.Context, client *api.Client, t *testing.T, req api.EmbedRequest) (*api.EmbedResponse, error) {
+	if err := PullIfMissing(ctx, client, req.Model); err != nil {
+		t.Fatalf("failed to pull model %s: %v", req.Model, err)
+	}
+
+	response, err := client.Embed(ctx, &req)
+
+	if err != nil {
+		return nil, err
+	}
+
+	return response, nil
+}
diff --git a/integration/llm_image_test.go b/integration/llm_image_test.go
new file mode 100644
index 0000000..b9726c8
--- /dev/null
+++ b/integration/llm_image_test.go
@@ -0,0 +1,586 @@
+//go:build integration
+
+package integration
+
+import (
+	"context"
+	"encoding/base64"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+	"github.com/stretchr/testify/require"
+)
+
+func TestVisionModels(t *testing.T) {
+	skipUnderMinVRAM(t, 6)
+	type testCase struct {
+		model string
+	}
+	testCases := []testCase{
+		{
+			model: "llava:7b",
+		},
+		{
+			model: "llama3.2-vision",
+		},
+		{
+			model: "gemma3",
+		},
+	}
+
+	for _, v := range testCases {
+		t.Run(v.model, func(t *testing.T) {
+			image, err := base64.StdEncoding.DecodeString(imageEncoding)
+			require.NoError(t, err)
+			req := api.GenerateRequest{
+				Model:  v.model,
+				Prompt: "what does the text in this image say?",
+				Stream: &stream,
+				Options: map[string]any{
+					"seed":        42,
+					"temperature": 0.0,
+				},
+				Images: []api.ImageData{
+					image,
+				},
+			}
+			ctx, cancel := context.WithTimeout(context.Background(), 5*time.Minute)
+			defer cancel()
+			client, _, cleanup := InitServerConnection(ctx, t)
+
+			// Note: sometimes it returns "the ollamas" sometimes "the ollams"
+			resp := "the ollam"
+			defer cleanup()
+			require.NoError(t, PullIfMissing(ctx, client, req.Model))
+			// llava models on CPU can be quite slow to start
+			DoGenerate(ctx, t, client, req, []string{resp}, 240*time.Second, 30*time.Second)
+		})
+	}
+}
+
+func TestIntegrationSplitBatch(t *testing.T) {
+	image, err := base64.StdEncoding.DecodeString(imageEncoding)
+	require.NoError(t, err)
+	req := api.GenerateRequest{
+		Model: "gemma3:4b",
+		// Fill up a chunk of the batch so the image will partially spill over into the next one
+		System: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed aliquet, justo in malesuada lobortis, odio ligula volutpat quam, quis faucibus ipsum magna quis sapien. Aliquam in venenatis diam, eu viverra magna. Phasellus imperdiet hendrerit volutpat. Vivamus sem ex, facilisis placerat felis non, dictum elementum est. Phasellus aliquam imperdiet lacus, eget placerat ligula sodales vel. Pellentesque nec auctor mi. Curabitur arcu nisi, faucibus eget nunc id, viverra interdum mi. Curabitur ornare ipsum ex, ac euismod ex aliquam in. Vestibulum id magna at purus accumsan fermentum. Proin scelerisque posuere nunc quis interdum. Maecenas sed mollis nisl. Etiam vitae ipsum interdum, placerat est quis, tincidunt velit. Nullam tempor nibh non lorem volutpat efficitur. Cras laoreet diam imperdiet ipsum auctor bibendum. Suspendisse ultrices urna sed metus sagittis suscipit. Quisque ullamcorper aliquam nibh ut mollis. Aenean dapibus mauris pharetra, venenatis elit ac, hendrerit odio. Cras vestibulum erat tempor, lobortis justo eu, lobortis ipsum. Nam laoreet dapibus sem. Proin vel diam ultrices, elementum ante et, ornare lectus. Proin eu accumsan nisl. Praesent ac ex vitae ipsum vulputate tristique facilisis sit amet lacus. Nullam faucibus magna a pellentesque pretium. Nunc lacinia ullamcorper sollicitudin. Donec vitae accumsan turpis, sed porttitor est. Donec porttitor mi vitae augue faucibus, vel mollis diam tincidunt.",
+		Prompt: "what does the text in this image say?",
+		Stream: &stream,
+		Options: map[string]any{
+			"seed":        42,
+			"temperature": 0.0,
+		},
+		Images: []api.ImageData{
+			image,
+		},
+	}
+
+	// Note: sometimes it returns "the ollamas" sometimes "the ollams"
+	resp := "the ollam"
+	ctx, cancel := context.WithTimeout(context.Background(), 3*time.Minute)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+	require.NoError(t, PullIfMissing(ctx, client, req.Model))
+	// llava models on CPU can be quite slow to start,
+	DoGenerate(ctx, t, client, req, []string{resp}, 120*time.Second, 30*time.Second)
+}
+
+const imageEncoding = `iVBORw0KGgoAAAANSUhEUgAAANIAAAB4CAYAAACHHqzKAAAAAXNSR0IArs4c6QAAAIRlWElmTU0AKgAAAAgABQESAAMAAAABAAEAAAEaAAUAAAABAAAASgEb
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diff --git a/integration/llm_test.go b/integration/llm_test.go
new file mode 100644
index 0000000..50249bf
--- /dev/null
+++ b/integration/llm_test.go
@@ -0,0 +1,47 @@
+//go:build integration
+
+package integration
+
+import (
+	"context"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+)
+
+// TODO - this would ideally be in the llm package, but that would require some refactoring of interfaces in the server
+//        package to avoid circular dependencies
+
+var (
+	stream = false
+	req    = [2]api.GenerateRequest{
+		{
+			Model:  smol,
+			Prompt: "why is the ocean blue?",
+			Stream: &stream,
+			Options: map[string]any{
+				"seed":        42,
+				"temperature": 0.0,
+			},
+		}, {
+			Model:  smol,
+			Prompt: "what is the origin of the us thanksgiving holiday?",
+			Stream: &stream,
+			Options: map[string]any{
+				"seed":        42,
+				"temperature": 0.0,
+			},
+		},
+	}
+	resp = [2][]string{
+		{"sunlight", "scattering", "interact"},
+		{"england", "english", "massachusetts", "pilgrims"},
+	}
+)
+
+func TestIntegrationSimple(t *testing.T) {
+	ctx, cancel := context.WithTimeout(context.Background(), time.Second*120)
+	defer cancel()
+	GenerateTestHelper(ctx, t, req[0], resp[0])
+}
diff --git a/integration/max_queue_test.go b/integration/max_queue_test.go
new file mode 100644
index 0000000..7bb9336
--- /dev/null
+++ b/integration/max_queue_test.go
@@ -0,0 +1,115 @@
+//go:build integration
+
+package integration
+
+import (
+	"context"
+	"errors"
+	"log/slog"
+	"os"
+	"strconv"
+	"strings"
+	"sync"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/require"
+
+	"github.com/ollama/ollama/api"
+)
+
+func TestMaxQueue(t *testing.T) {
+	if os.Getenv("OLLAMA_TEST_EXISTING") != "" {
+		t.Skip("Max Queue test requires spawning a local server so we can adjust the queue size")
+		return
+	}
+
+	// Note: This test can be quite slow when running in CPU mode, so keep the threadCount low unless your on GPU
+	// Also note that by default Darwin can't sustain > ~128 connections without adjusting limits
+	threadCount := 16
+	t.Setenv("OLLAMA_MAX_QUEUE", strconv.Itoa(threadCount))
+
+	req := api.GenerateRequest{
+		Model:  smol,
+		Prompt: "write a long historical fiction story about christopher columbus.  use at least 10 facts from his actual journey",
+		Options: map[string]any{
+			"seed":        42,
+			"temperature": 0.0,
+		},
+	}
+	resp := []string{"explore", "discover", "ocean"}
+
+	// CPU mode takes much longer at the limit with a large queue setting
+	ctx, cancel := context.WithTimeout(context.Background(), 5*time.Minute)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	require.NoError(t, PullIfMissing(ctx, client, req.Model))
+
+	// Context for the worker threads so we can shut them down
+	// embedCtx, embedCancel := context.WithCancel(ctx)
+	embedCtx := ctx
+
+	var genwg sync.WaitGroup
+	genwg.Add(1)
+	go func() {
+		defer genwg.Done()
+		slog.Info("Starting generate request")
+		DoGenerate(ctx, t, client, req, resp, 45*time.Second, 5*time.Second)
+		slog.Info("generate completed")
+	}()
+
+	// Give the generate a chance to get started before we start hammering on embed requests
+	time.Sleep(10 * time.Millisecond)
+
+	threadCount += 10 // Add a few extra to ensure we push the queue past its limit
+	busyCount := 0
+	resetByPeerCount := 0
+	canceledCount := 0
+	successCount := 0
+	counterMu := sync.Mutex{}
+	var embedwg sync.WaitGroup
+	for i := 0; i < threadCount; i++ {
+		embedwg.Add(1)
+		go func(i int) {
+			defer embedwg.Done()
+			slog.Info("embed started", "id", i)
+			embedReq := api.EmbeddingRequest{
+				Model:   req.Model,
+				Prompt:  req.Prompt,
+				Options: req.Options,
+			}
+			// Fresh client for every request
+			client, _ = GetTestEndpoint()
+
+			resp, genErr := client.Embeddings(embedCtx, &embedReq)
+			counterMu.Lock()
+			defer counterMu.Unlock()
+			switch {
+			case genErr == nil:
+				successCount++
+				require.Greater(t, len(resp.Embedding), 5) // somewhat arbitrary, but sufficient to be reasonable
+			case errors.Is(genErr, context.Canceled):
+				canceledCount++
+			case strings.Contains(genErr.Error(), "busy"):
+				busyCount++
+			case strings.Contains(genErr.Error(), "connection reset by peer"):
+				resetByPeerCount++
+			default:
+				require.NoError(t, genErr, "%d request failed", i)
+			}
+
+			slog.Info("embed finished", "id", i)
+		}(i)
+	}
+	genwg.Wait()
+	slog.Info("generate done, waiting for embeds")
+	embedwg.Wait()
+
+	slog.Info("embeds completed", "success", successCount, "busy", busyCount, "reset", resetByPeerCount, "canceled", canceledCount)
+	require.Equal(t, resetByPeerCount, 0, "Connections reset by peer, have you updated your fd and socket limits?")
+	require.True(t, busyCount > 0, "no requests hit busy error but some should have")
+	require.True(t, canceledCount == 0, "no requests should have been canceled due to timeout")
+
+}
diff --git a/integration/model_arch_test.go b/integration/model_arch_test.go
new file mode 100644
index 0000000..6ce183d
--- /dev/null
+++ b/integration/model_arch_test.go
@@ -0,0 +1,184 @@
+//go:build integration && models
+
+package integration
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"io/ioutil"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"strconv"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/format"
+)
+
+var (
+	started    = time.Now()
+	chatModels = []string{
+		"granite3-moe:latest",
+		"granite-code:latest",
+		"nemotron-mini:latest",
+		"command-r:latest",
+		"gemma2:latest",
+		"gemma:latest",
+		"internlm2:latest",
+		"phi3.5:latest",
+		"phi3:latest",
+		// "phi:latest", // flaky, sometimes generates no response on first query
+		"stablelm2:latest", // Predictions are off, crashes on small VRAM GPUs
+		"falcon:latest",
+		"falcon2:latest",
+		"minicpm-v:latest",
+		"mistral:latest",
+		"orca-mini:latest",
+		"llama2:latest",
+		"llama3.1:latest",
+		"llama3.2:latest",
+		"llama3.2-vision:latest",
+		"qwen2.5-coder:latest",
+		"qwen:latest",
+		"solar-pro:latest",
+	}
+)
+
+func TestModelsGenerate(t *testing.T) {
+	softTimeout, hardTimeout := getTimeouts(t)
+	slog.Info("Setting timeouts", "soft", softTimeout, "hard", hardTimeout)
+	ctx, cancel := context.WithTimeout(context.Background(), hardTimeout)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	// TODO use info API eventually
+	var maxVram uint64
+	var err error
+	if s := os.Getenv("OLLAMA_MAX_VRAM"); s != "" {
+		maxVram, err = strconv.ParseUint(s, 10, 64)
+		if err != nil {
+			t.Fatalf("invalid  OLLAMA_MAX_VRAM %v", err)
+		}
+	} else {
+		slog.Warn("No VRAM info available, testing all models, so larger ones might timeout...")
+	}
+
+	for _, model := range chatModels {
+		t.Run(model, func(t *testing.T) {
+			if time.Now().Sub(started) > softTimeout {
+				t.Skip("skipping remaining tests to avoid excessive runtime")
+			}
+			if err := PullIfMissing(ctx, client, model); err != nil {
+				t.Fatalf("pull failed %s", err)
+			}
+			if maxVram > 0 {
+				resp, err := client.List(ctx)
+				if err != nil {
+					t.Fatalf("list models failed %v", err)
+				}
+				for _, m := range resp.Models {
+					if m.Name == model && float32(m.Size)*1.2 > float32(maxVram) {
+						t.Skipf("model %s is too large for available VRAM: %s > %s", model, format.HumanBytes(m.Size), format.HumanBytes(int64(maxVram)))
+					}
+				}
+			}
+			// TODO - fiddle with context size
+			req := api.GenerateRequest{
+				Model:  model,
+				Prompt: "why is the sky blue?",
+				Options: map[string]interface{}{
+					"temperature": 0,
+					"seed":        123,
+				},
+			}
+			anyResp := []string{"rayleigh", "scattering", "atmosphere", "nitrogen", "oxygen"}
+			DoGenerate(ctx, t, client, req, anyResp, 120*time.Second, 30*time.Second)
+		})
+	}
+}
+
+func TestModelsEmbed(t *testing.T) {
+	softTimeout, hardTimeout := getTimeouts(t)
+	ctx, cancel := context.WithTimeout(context.Background(), hardTimeout)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	// TODO use info API eventually
+	var maxVram uint64
+	var err error
+	if s := os.Getenv("OLLAMA_MAX_VRAM"); s != "" {
+		maxVram, err = strconv.ParseUint(s, 10, 64)
+		if err != nil {
+			t.Fatalf("invalid  OLLAMA_MAX_VRAM %v", err)
+		}
+	} else {
+		slog.Warn("No VRAM info available, testing all models, so larger ones might timeout...")
+	}
+
+	data, err := ioutil.ReadFile(filepath.Join("testdata", "embed.json"))
+	if err != nil {
+		t.Fatalf("failed to open test data file: %s", err)
+	}
+	testCase := map[string][]float64{}
+	err = json.Unmarshal(data, &testCase)
+	if err != nil {
+		t.Fatalf("failed to load test data: %s", err)
+	}
+	for model, expected := range testCase {
+
+		t.Run(model, func(t *testing.T) {
+			if time.Now().Sub(started) > softTimeout {
+				t.Skip("skipping remaining tests to avoid excessive runtime")
+			}
+			if err := PullIfMissing(ctx, client, model); err != nil {
+				t.Fatalf("pull failed %s", err)
+			}
+			if maxVram > 0 {
+				resp, err := client.List(ctx)
+				if err != nil {
+					t.Fatalf("list models failed %v", err)
+				}
+				for _, m := range resp.Models {
+					if m.Name == model && float32(m.Size)*1.2 > float32(maxVram) {
+						t.Skipf("model %s is too large for available VRAM: %s > %s", model, format.HumanBytes(m.Size), format.HumanBytes(int64(maxVram)))
+					}
+				}
+			}
+			req := api.EmbeddingRequest{
+				Model:  model,
+				Prompt: "why is the sky blue?",
+				Options: map[string]interface{}{
+					"temperature": 0,
+					"seed":        123,
+				},
+			}
+			resp, err := client.Embeddings(ctx, &req)
+			if err != nil {
+				t.Fatalf("embeddings call failed %s", err)
+			}
+			if len(resp.Embedding) == 0 {
+				t.Errorf("zero length embedding response")
+			}
+			if len(expected) != len(resp.Embedding) {
+				expStr := make([]string, len(resp.Embedding))
+				for i, v := range resp.Embedding {
+					expStr[i] = fmt.Sprintf("%0.6f", v)
+				}
+				// When adding new models, use this output to populate the testdata/embed.json
+				fmt.Printf("expected\n%s\n", strings.Join(expStr, ", "))
+				t.Fatalf("expected %d, got %d", len(expected), len(resp.Embedding))
+			}
+			sim := cosineSimilarity(resp.Embedding, expected)
+			if sim < 0.99 {
+				t.Fatalf("expected %v, got %v (similarity: %f)", expected[0:5], resp.Embedding[0:5], sim)
+			}
+		})
+	}
+
+}
diff --git a/integration/quantization_test.go b/integration/quantization_test.go
new file mode 100644
index 0000000..af9da0b
--- /dev/null
+++ b/integration/quantization_test.go
@@ -0,0 +1,130 @@
+//go:build integration && models
+
+package integration
+
+import (
+	"bytes"
+	"context"
+	"fmt"
+	"log/slog"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+)
+
+func TestQuantization(t *testing.T) {
+	sourceModels := []string{
+		"qwen2.5:0.5b-instruct-fp16",
+	}
+	quantizations := []string{
+		"Q8_0",
+		"Q4_K_S",
+		"Q4_K_M",
+		"Q4_K",
+	}
+	softTimeout, hardTimeout := getTimeouts(t)
+	started := time.Now()
+	slog.Info("Setting timeouts", "soft", softTimeout, "hard", hardTimeout)
+	ctx, cancel := context.WithTimeout(context.Background(), hardTimeout)
+	defer cancel()
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+
+	for _, base := range sourceModels {
+		if err := PullIfMissing(ctx, client, base); err != nil {
+			t.Fatalf("pull failed %s", err)
+		}
+		for _, quant := range quantizations {
+			newName := fmt.Sprintf("%s__%s", base, quant)
+			t.Run(newName, func(t *testing.T) {
+				if time.Now().Sub(started) > softTimeout {
+					t.Skip("skipping remaining tests to avoid excessive runtime")
+				}
+				req := &api.CreateRequest{
+					Model:        newName,
+					Quantization: quant,
+					From:         base,
+				}
+				fn := func(resp api.ProgressResponse) error {
+					// fmt.Print(".")
+					return nil
+				}
+				t.Logf("quantizing: %s -> %s", base, quant)
+				if err := client.Create(ctx, req, fn); err != nil {
+					t.Fatalf("create failed %s", err)
+				}
+				defer func() {
+					req := &api.DeleteRequest{
+						Model: newName,
+					}
+					t.Logf("deleting: %s -> %s", base, quant)
+					if err := client.Delete(ctx, req); err != nil {
+						t.Logf("failed to clean up %s: %s", req.Model, err)
+					}
+				}()
+				// Check metadata on the model
+				resp, err := client.Show(ctx, &api.ShowRequest{Name: newName})
+				if err != nil {
+					t.Fatalf("unable to show model: %s", err)
+				}
+				if !strings.Contains(resp.Details.QuantizationLevel, quant) {
+					t.Fatalf("unexpected quantization for %s:\ngot: %s", newName, resp.Details.QuantizationLevel)
+				}
+
+				stream := true
+				genReq := api.GenerateRequest{
+					Model:     newName,
+					Prompt:    "why is the sky blue?",
+					KeepAlive: &api.Duration{Duration: 3 * time.Second},
+					Options: map[string]any{
+						"seed":        42,
+						"temperature": 0.0,
+					},
+					Stream: &stream,
+				}
+				t.Logf("verifying: %s -> %s", base, quant)
+
+				// Some smaller quantizations can cause models to have poor quality
+				// or get stuck in repetition loops, so we stop as soon as we have any matches
+				anyResp := []string{"rayleigh", "scattering", "day", "sun", "moon", "color", "nitrogen", "oxygen"}
+				reqCtx, reqCancel := context.WithCancel(ctx)
+				atLeastOne := false
+				var buf bytes.Buffer
+				genfn := func(response api.GenerateResponse) error {
+					buf.Write([]byte(response.Response))
+					fullResp := strings.ToLower(buf.String())
+					for _, resp := range anyResp {
+						if strings.Contains(fullResp, resp) {
+							atLeastOne = true
+							t.Log(fullResp)
+							reqCancel()
+							break
+						}
+					}
+					return nil
+				}
+
+				done := make(chan int)
+				var genErr error
+				go func() {
+					genErr = client.Generate(reqCtx, &genReq, genfn)
+					done <- 0
+				}()
+
+				select {
+				case <-done:
+					if genErr != nil && !atLeastOne {
+						t.Fatalf("failed with %s request prompt %s ", genReq.Model, genReq.Prompt)
+					}
+				case <-ctx.Done():
+					t.Error("outer test context done while waiting for generate")
+				}
+
+				t.Logf("passed")
+
+			})
+		}
+	}
+}
diff --git a/integration/testdata/embed.json b/integration/testdata/embed.json
new file mode 100644
index 0000000..a6ef65a
--- /dev/null
+++ b/integration/testdata/embed.json
@@ -0,0 +1,21 @@
+{
+    "all-minilm:latest": [0.010071031, -0.0017594865, 0.050072223, 0.046929732, 0.05491682, 0.008599705, 0.105441436, -0.025878143, 0.1295813, 0.031952355, -0.04448072, -0.0089852745, -0.000509909, -0.06374169, -0.016089523, 0.04662509, -0.022060998, -0.15813895, -0.072848774, -0.061321855, -0.065877646, 0.054177605, -0.06213012, 0.038908366, -0.04580116, 0.05493584, -0.035267256, 0.012613296, 0.04251382, -0.007927403, -0.01902945, 0.060983833, 0.036926776, 0.013464811, -0.025808964, -0.043487485, 0.072623335, -0.04850803, 0.00428558, -0.02943825, -0.02913489, -0.03290691, -0.018345183, 0.0155583285, -0.011713048, 0.01530367, -0.009391865, 0.025963927, 0.09527476, -0.015497632, -0.024581224, 0.009084283, -0.07661165, 0.015987588, 0.049554788, 0.115980916, 0.0009802427, -0.02031978, 0.09233272, 0.00849488, -0.05705784, 0.068866335, -0.076607056, 0.06931919, 0.09223656, -0.055486195, -0.053620946, 0.008443246, -0.06315959, -0.066396914, -0.02516728, 0.018891005, 0.061389998, -0.028247874, 0.036244337, 0.0011042351, 0.06067215, -0.06755123, -0.008126048, -0.012737444, 0.030953258, -0.06380051, -0.07451028, 0.1191656, 0.012553826, 0.06532671, 0.014824665, 0.051425762, -0.08518537, 0.010257597, -0.0077732494, -0.035585348, -0.115389846, -0.03066639, -0.0832527, 0.013689985, 0.056588713, -0.040882625, 0.042672798, 0.022154681, 0.04685385, -0.05135596, 0.030175874, 0.007199854, -0.0041790465, -0.031146567, 0.07788334, 0.034205843, 0.06138031, 0.007510951, -0.036251485, -0.08457674, 0.021795211, -0.019397866, -0.03984967, 0.054795727, -0.033695232, 0.018102817, -0.10553994, -0.050397146, -0.011542906, 0.0378195, 0.022170838, 0.08049212, 0.007816837, -0.01683443, -0.059413332, -7.227309e-33, 0.13531439, -0.011213897, 0.0923026, 0.03597459, 0.039638437, -0.054985173, -0.03506899, -0.0037263383, -0.01955998, -0.034966808, -0.0057084337, -0.014629069, -0.024276787, -0.048383784, 0.04777095, -0.017076956, -0.06094759, 0.0059446157, -0.083057985, 0.084341705, -0.1046656, 0.041639294, -0.03668315, -0.008083383, -0.028216336, -0.04319357, 0.035999607, 0.07498755, 0.05645381, 0.011849057, 0.09846523, 0.10484252, -0.021864949, 0.045994766, -0.026346037, -0.05092382, -0.014708711, -0.0063834875, -0.085867085, 0.028602734, -0.0535738, 0.056528863, -0.059763853, 0.012410302, 0.06620772, -0.013472636, 0.038324803, -0.08890202, -0.05744544, 0.03199372, -0.034495477, 0.02363032, 0.014458106, -0.04159657, 0.06799366, 0.031207295, 0.069696635, -0.035037853, -0.0033100948, 0.0493309, -0.0133445235, -0.0034971808, 0.050776623, 0.078672916, 0.037620574, -0.011580864, 0.03812419, 0.04201406, -0.012800006, -0.07894726, 0.00902281, 0.013365969, 0.024159499, 0.009777319, -0.010906574, -0.08161233, 0.026987134, -0.0296618, -0.004335468, 0.013011258, -0.035210665, -0.019684888, 0.055351324, -0.06124218, -0.055006765, 0.012528419, -0.019175794, -0.012560324, -0.015807373, -0.06942039, -0.044893157, -0.048941795, 0.048249032, -0.10446324, -0.10786195, 3.58774e-33, -0.0004694524, -0.08636079, -0.087853074, 0.0071707284, -0.007416128, -0.01662082, 0.045272738, 0.06750471, -0.042886123, 0.08635933, 0.04555289, 0.06798365, 0.009930444, -0.003040414, 0.058509175, -0.035567205, 0.036180507, 0.06615616, -0.03779808, -0.062269486, -0.044531893, 0.07724946, 0.04343241, -0.021267718, -0.021633657, 0.06227748, -0.03914136, 0.028114952, -0.013057723, 0.051113747, -0.036822543, 0.054577183, -0.06644743, 0.022884717, 0.0048167957, 0.09043401, 0.0051002423, -0.083096094, -0.055096727, 0.07315016, -0.11049671, -0.020257315, 0.11254063, -0.053299136, -0.057593238, -0.023905706, 0.056623034, 0.12725255, 0.03595934, -0.043950673, 0.017003251, -0.024837377, 0.07269714, 0.043164223, 0.08047665, -0.019504813, -0.034397744, 0.096689135, 0.051885936, 0.010750518, 0.04023374, 0.0021946214, -0.0075854477, 0.0016714911, 0.014185944, 0.020396275, -0.023103109, 0.021491585, -0.009236667, -0.050526038, -0.016258504, -0.0899585, -0.0606858, 0.08100888, 0.0024563652, 0.041595213, 0.043729555, -0.025168482, -0.09529981, 0.088698424, -0.09840905, -0.0048626475, 0.03534257, 0.014159388, -0.06457741, -0.07597705, 0.012412196, -0.050220776, -0.055758025, -0.0569825, -0.018489538, -0.0021951278, -0.002204297, 0.03527849, -0.0547162, -1.430923e-8, -0.007930172, 0.026702108, 0.0022585324, 0.010008593, -0.021680027, -0.02156696, 0.111389145, 0.004639639, 0.03784025, 0.003962226, -0.0668973, -0.028295087, -0.04432231, 0.07120314, 0.018729135, -0.04907397, -0.103948705, -0.043614738, 0.010182222, 0.04179206, -0.013543455, -0.03385163, -0.025069695, -0.013597015, 0.0034274007, 0.033077475, -0.021843424, 0.021919321, 0.07144483, 0.020509098, 0.024436586, 0.035892475, -0.00094983797, -0.061337028, -0.085383, 0.007424564, -0.038788088, 0.07989341, -0.025575982, -0.060451094, 0.060581867, 0.082356565, -0.056705453, 0.0048461547, 0.04513215, 0.023778366, 0.043513518, 0.09104256, -0.05140235, -0.01123021, -0.06885336, 0.007250856, 0.072830714, -0.04336812, 0.025920171, -0.11409155, -0.009537421, 0.022203108, 0.026747186, 0.0037276533, 0.015937949, 0.0035980998, -0.020675266, 0.03354611],
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-0.168588, -3.608682, 0.540197, -3.224210, -2.160827, -2.483818, -1.395126, 2.122100, 0.045637, -5.244937, 1.460025, -1.313215, -1.831590, -3.608512, 2.137432, 1.063356, -4.977770, -4.077838, -0.227993, -2.521503, -2.196034, 2.424290, 3.695994, -0.664042, 3.369231, -0.868323, -1.362390, 2.049519, 1.623333, -3.785452, -0.366721, 0.929944, 1.189942, 2.357296, -2.012867, 4.039164, 5.018045, 1.173269, 1.037018, 1.239052, -1.506088, 1.858684, -8.143816, -8.377998, -4.266102, 2.238616, 0.990164, -5.564924, 4.017815, 0.013090, -2.655519, -2.138789, 0.309147, 0.815738, -3.671095, -1.768397, 0.642272, -4.239707, -1.738047, -3.186784, 0.928931, -3.288824, 2.778164, 2.127247, 1.010160, -0.380883, -1.794696, -0.380974, 2.568671, 2.952252, -0.378777, 3.388682, 1.112046, 3.843087, -4.014625, -2.586132, -1.373591, 0.875761, -2.153665, -4.098034, 4.174786, -3.971316, 3.831267, 2.632764, -2.082423, 2.323014, 0.126692, -1.658272, 3.813766, 0.731241, 5.020086, -1.314192, -0.455286, 2.529340, 1.737364, -2.307101, 3.249065, 3.359480, 2.342399, 2.964352, 0.450493, 6.821503, -0.876081, 0.104224, -4.359997, 6.337316, 1.961707, 1.584909, 5.782849, -7.702838, 0.486187, -2.076824, 0.556629, -0.377218, 1.867574, -2.546370, 3.420962, 3.743823, 0.830919, -3.154605, 2.442055, -0.077978, -2.174074, 7.835155, 0.042525, 5.061534, -1.297285, 0.468504, -0.896670, -2.810953, -2.835888, -4.904580, 1.410659, 6.832096, -1.246026, -2.643165, 2.461378, 1.465698, -2.603248, 3.614096, 0.604979, -0.203376, 0.620558, 2.010493, -3.164634, 2.355133, 0.910522, -9.153761, -6.733269, 0.191007, -2.222224, -3.317362, 1.621990, -3.271222, -3.361245, -2.236486, -3.204127, -0.102103, -6.418847, 0.475259, 0.960290, 0.809332, 2.043769, 0.233913, 1.443959, 3.518958, 0.381731, 3.579408, -1.736145, 0.935460, 0.490841, -1.445789, -2.606658, -0.390318, 1.241003, 1.852338, 3.745817, -3.404975, -2.927765, -1.375834, 4.025413, -2.450278, 0.526100, 0.871327, -8.299149, -3.752483, 8.046568, -3.801634, -2.328504, -2.873852, 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+}
diff --git a/integration/utils_test.go b/integration/utils_test.go
new file mode 100644
index 0000000..19f4d1b
--- /dev/null
+++ b/integration/utils_test.go
@@ -0,0 +1,372 @@
+//go:build integration
+
+package integration
+
+import (
+	"bytes"
+	"context"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"math/rand"
+	"net"
+	"net/http"
+	"net/url"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strconv"
+	"strings"
+	"sync"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/app/lifecycle"
+	"github.com/ollama/ollama/format"
+	"github.com/stretchr/testify/require"
+)
+
+const (
+	smol = "llama3.2:1b"
+)
+
+func Init() {
+	lifecycle.InitLogging()
+}
+
+func FindPort() string {
+	port := 0
+	if a, err := net.ResolveTCPAddr("tcp", "localhost:0"); err == nil {
+		var l *net.TCPListener
+		if l, err = net.ListenTCP("tcp", a); err == nil {
+			port = l.Addr().(*net.TCPAddr).Port
+			l.Close()
+		}
+	}
+	if port == 0 {
+		port = rand.Intn(65535-49152) + 49152 // get a random port in the ephemeral range
+	}
+	return strconv.Itoa(port)
+}
+
+func GetTestEndpoint() (*api.Client, string) {
+	defaultPort := "11434"
+	ollamaHost := os.Getenv("OLLAMA_HOST")
+
+	scheme, hostport, ok := strings.Cut(ollamaHost, "://")
+	if !ok {
+		scheme, hostport = "http", ollamaHost
+	}
+
+	// trim trailing slashes
+	hostport = strings.TrimRight(hostport, "/")
+
+	host, port, err := net.SplitHostPort(hostport)
+	if err != nil {
+		host, port = "127.0.0.1", defaultPort
+		if ip := net.ParseIP(strings.Trim(hostport, "[]")); ip != nil {
+			host = ip.String()
+		} else if hostport != "" {
+			host = hostport
+		}
+	}
+
+	if os.Getenv("OLLAMA_TEST_EXISTING") == "" && port == defaultPort {
+		port = FindPort()
+	}
+
+	slog.Info("server connection", "host", host, "port", port)
+
+	return api.NewClient(
+		&url.URL{
+			Scheme: scheme,
+			Host:   net.JoinHostPort(host, port),
+		},
+		http.DefaultClient), fmt.Sprintf("%s:%s", host, port)
+}
+
+var serverMutex sync.Mutex
+var serverReady bool
+
+func startServer(t *testing.T, ctx context.Context, ollamaHost string) error {
+	// Make sure the server has been built
+	CLIName, err := filepath.Abs("../ollama")
+	if err != nil {
+		return err
+	}
+
+	if runtime.GOOS == "windows" {
+		CLIName += ".exe"
+	}
+	_, err = os.Stat(CLIName)
+	if err != nil {
+		return fmt.Errorf("CLI missing, did you forget to build first?  %w", err)
+	}
+	serverMutex.Lock()
+	defer serverMutex.Unlock()
+	if serverReady {
+		return nil
+	}
+
+	if tmp := os.Getenv("OLLAMA_HOST"); tmp != ollamaHost {
+		slog.Info("setting env", "OLLAMA_HOST", ollamaHost)
+		t.Setenv("OLLAMA_HOST", ollamaHost)
+	}
+
+	slog.Info("starting server", "url", ollamaHost)
+	done, err := lifecycle.SpawnServer(ctx, "../ollama")
+	if err != nil {
+		return fmt.Errorf("failed to start server: %w", err)
+	}
+
+	go func() {
+		<-ctx.Done()
+		serverMutex.Lock()
+		defer serverMutex.Unlock()
+		exitCode := <-done
+		if exitCode > 0 {
+			slog.Warn("server failure", "exit", exitCode)
+		}
+		serverReady = false
+	}()
+
+	// TODO wait only long enough for the server to be responsive...
+	time.Sleep(500 * time.Millisecond)
+
+	serverReady = true
+	return nil
+}
+
+func PullIfMissing(ctx context.Context, client *api.Client, modelName string) error {
+	slog.Info("checking status of model", "model", modelName)
+	showReq := &api.ShowRequest{Name: modelName}
+
+	showCtx, cancel := context.WithDeadlineCause(
+		ctx,
+		time.Now().Add(20*time.Second),
+		fmt.Errorf("show for existing model %s took too long", modelName),
+	)
+	defer cancel()
+	_, err := client.Show(showCtx, showReq)
+	var statusError api.StatusError
+	switch {
+	case errors.As(err, &statusError) && statusError.StatusCode == http.StatusNotFound:
+		break
+	case err != nil:
+		return err
+	default:
+		slog.Info("model already present", "model", modelName)
+		return nil
+	}
+	slog.Info("model missing", "model", modelName)
+
+	stallDuration := 60 * time.Second // This includes checksum verification, which can take a while on larger models, and slower systems
+	stallTimer := time.NewTimer(stallDuration)
+	fn := func(resp api.ProgressResponse) error {
+		// fmt.Print(".")
+		if !stallTimer.Reset(stallDuration) {
+			return errors.New("stall was detected, aborting status reporting")
+		}
+		return nil
+	}
+
+	stream := true
+	pullReq := &api.PullRequest{Name: modelName, Stream: &stream}
+
+	var pullError error
+
+	done := make(chan int)
+	go func() {
+		pullError = client.Pull(ctx, pullReq, fn)
+		done <- 0
+	}()
+
+	select {
+	case <-stallTimer.C:
+		return errors.New("download stalled")
+	case <-done:
+		return pullError
+	}
+}
+
+var serverProcMutex sync.Mutex
+
+// Returns an Client, the testEndpoint, and a cleanup function, fails the test on errors
+// Starts the server if needed
+func InitServerConnection(ctx context.Context, t *testing.T) (*api.Client, string, func()) {
+	client, testEndpoint := GetTestEndpoint()
+	if os.Getenv("OLLAMA_TEST_EXISTING") == "" {
+		serverProcMutex.Lock()
+		fp, err := os.CreateTemp("", "ollama-server-*.log")
+		if err != nil {
+			t.Fatalf("failed to generate log file: %s", err)
+		}
+		lifecycle.ServerLogFile = fp.Name()
+		fp.Close()
+		require.NoError(t, startServer(t, ctx, testEndpoint))
+	}
+
+	return client, testEndpoint, func() {
+		if os.Getenv("OLLAMA_TEST_EXISTING") == "" {
+			defer serverProcMutex.Unlock()
+			if t.Failed() {
+				fp, err := os.Open(lifecycle.ServerLogFile)
+				if err != nil {
+					slog.Error("failed to open server log", "logfile", lifecycle.ServerLogFile, "error", err)
+					return
+				}
+				defer fp.Close()
+				data, err := io.ReadAll(fp)
+				if err != nil {
+					slog.Error("failed to read server log", "logfile", lifecycle.ServerLogFile, "error", err)
+					return
+				}
+				slog.Warn("SERVER LOG FOLLOWS")
+				os.Stderr.Write(data)
+				slog.Warn("END OF SERVER")
+			}
+			err := os.Remove(lifecycle.ServerLogFile)
+			if err != nil && !os.IsNotExist(err) {
+				slog.Warn("failed to cleanup", "logfile", lifecycle.ServerLogFile, "error", err)
+			}
+		}
+	}
+}
+
+func GenerateTestHelper(ctx context.Context, t *testing.T, genReq api.GenerateRequest, anyResp []string) {
+	client, _, cleanup := InitServerConnection(ctx, t)
+	defer cleanup()
+	require.NoError(t, PullIfMissing(ctx, client, genReq.Model))
+	DoGenerate(ctx, t, client, genReq, anyResp, 30*time.Second, 10*time.Second)
+}
+
+func DoGenerate(ctx context.Context, t *testing.T, client *api.Client, genReq api.GenerateRequest, anyResp []string, initialTimeout, streamTimeout time.Duration) {
+	stallTimer := time.NewTimer(initialTimeout)
+	var buf bytes.Buffer
+	fn := func(response api.GenerateResponse) error {
+		// fmt.Print(".")
+		buf.Write([]byte(response.Response))
+		if !stallTimer.Reset(streamTimeout) {
+			return errors.New("stall was detected while streaming response, aborting")
+		}
+		return nil
+	}
+
+	stream := true
+	genReq.Stream = &stream
+	done := make(chan int)
+	var genErr error
+	go func() {
+		genErr = client.Generate(ctx, &genReq, fn)
+		done <- 0
+	}()
+
+	select {
+	case <-stallTimer.C:
+		if buf.Len() == 0 {
+			t.Errorf("generate never started.  Timed out after :%s", initialTimeout.String())
+		} else {
+			t.Errorf("generate stalled.  Response so far:%s", buf.String())
+		}
+	case <-done:
+		require.NoError(t, genErr, "failed with %s request prompt %s ", genReq.Model, genReq.Prompt)
+		// Verify the response contains the expected data
+		response := buf.String()
+		atLeastOne := false
+		for _, resp := range anyResp {
+			if strings.Contains(strings.ToLower(response), resp) {
+				atLeastOne = true
+				break
+			}
+		}
+		require.True(t, atLeastOne, "%s: none of %v found in %s", genReq.Model, anyResp, response)
+		slog.Info("test pass", "model", genReq.Model, "prompt", genReq.Prompt, "contains", anyResp, "response", response)
+	case <-ctx.Done():
+		t.Error("outer test context done while waiting for generate")
+	}
+}
+
+// Generate a set of requests
+// By default each request uses llama3.2 as the model
+func GenerateRequests() ([]api.GenerateRequest, [][]string) {
+	return []api.GenerateRequest{
+			{
+				Model:     smol,
+				Prompt:    "why is the ocean blue?",
+				Stream:    &stream,
+				KeepAlive: &api.Duration{Duration: 10 * time.Second},
+				Options: map[string]any{
+					"seed":        42,
+					"temperature": 0.0,
+				},
+			}, {
+				Model:     smol,
+				Prompt:    "why is the color of dirt brown?",
+				Stream:    &stream,
+				KeepAlive: &api.Duration{Duration: 10 * time.Second},
+				Options: map[string]any{
+					"seed":        42,
+					"temperature": 0.0,
+				},
+			}, {
+				Model:     smol,
+				Prompt:    "what is the origin of the us thanksgiving holiday?",
+				Stream:    &stream,
+				KeepAlive: &api.Duration{Duration: 10 * time.Second},
+				Options: map[string]any{
+					"seed":        42,
+					"temperature": 0.0,
+				},
+			}, {
+				Model:     smol,
+				Prompt:    "what is the origin of independence day?",
+				Stream:    &stream,
+				KeepAlive: &api.Duration{Duration: 10 * time.Second},
+				Options: map[string]any{
+					"seed":        42,
+					"temperature": 0.0,
+				},
+			}, {
+				Model:     smol,
+				Prompt:    "what is the composition of air?",
+				Stream:    &stream,
+				KeepAlive: &api.Duration{Duration: 10 * time.Second},
+				Options: map[string]any{
+					"seed":        42,
+					"temperature": 0.0,
+				},
+			},
+		},
+		[][]string{
+			{"sunlight"},
+			{"soil", "organic", "earth", "black", "tan"},
+			{"england", "english", "massachusetts", "pilgrims", "british"},
+			{"fourth", "july", "declaration", "independence"},
+			{"nitrogen", "oxygen", "carbon", "dioxide"},
+		}
+}
+
+func skipUnderMinVRAM(t *testing.T, gb uint64) {
+	// TODO use info API in the future
+	if s := os.Getenv("OLLAMA_MAX_VRAM"); s != "" {
+		maxVram, err := strconv.ParseUint(s, 10, 64)
+		require.NoError(t, err)
+		// Don't hammer on small VRAM cards...
+		if maxVram < gb*format.GibiByte {
+			t.Skip("skipping with small VRAM to avoid timeouts")
+		}
+	}
+}
+
+func getTimeouts(t *testing.T) (soft time.Duration, hard time.Duration) {
+	deadline, hasDeadline := t.Deadline()
+	if !hasDeadline {
+		return 8 * time.Minute, 10 * time.Minute
+	} else if deadline.Compare(time.Now().Add(2*time.Minute)) <= 0 {
+		t.Skip("too little time")
+		return time.Duration(0), time.Duration(0)
+	}
+	return -time.Since(deadline.Add(-2 * time.Minute)), -time.Since(deadline.Add(-20 * time.Second))
+}
diff --git a/kvcache/cache.go b/kvcache/cache.go
new file mode 100644
index 0000000..405c797
--- /dev/null
+++ b/kvcache/cache.go
@@ -0,0 +1,77 @@
+package kvcache
+
+import (
+	"errors"
+
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model/input"
+)
+
+var (
+	ErrKvCacheFull  = errors.New("could not find a kv cache slot")
+	ErrNotSupported = errors.New("model does not support operation")
+)
+
+type Cache interface {
+	// ** used by model implementations **
+
+	// SetLayer sets the active layer of the cache
+	SetLayer(layer int)
+
+	// Get returns the history of key and value tensors plus a mask
+	//
+	// The shape of the tensors is documented in the specific
+	// cache implementation used.
+	Get(ctx ml.Context) (ml.Tensor, ml.Tensor, ml.Tensor)
+
+	// Put stores a batch of key and value in the cache
+	//
+	// The shape of the tensors is documented in the specific
+	// cache implementation used.
+	Put(ctx ml.Context, key, value ml.Tensor)
+
+	// SetConfig controls optimizations (mostly backend-specific) that may transform
+	// the output of the cache to work better with specific kernels. If not called,
+	// the backend settings will be used. This works well when calling Attention.
+	//
+	// The config can be overridden by models, especially if they require vanilla
+	// output when implementing their own version of attention. To do this, pass
+	// an empty ml.CacheConfig.
+	//
+	// Most models will not need to use this.
+	SetConfig(ml.CacheConfig)
+
+	// ** cache management **
+
+	// Init sets up runtime parameters.
+	// backend: Used to allocate cache data storage and execute management operations (such as defrag)
+	// dtype: The data type for storing cache entries
+	// maxSequences: The maximum number of sequences stored in the cache - across all batches
+	// capacity: The number of cache entries to store, per sequence
+	// maxBatch: The maximum number of tokens that can occur in a single batch
+	Init(backend ml.Backend, dtype ml.DType, maxSequences, capacity, maxBatch int)
+
+	// Close closes the cache and frees resources associated with it
+	Close()
+
+	// StartForward is called before the start of the model's forward pass.
+	// For each token in the coming batch, there must be a corresponding
+	// entry in positions and seqs. reserve is to preallocate memory
+	// without actually storing data in the cache.
+	StartForward(ctx ml.Context, batch input.Batch, reserve bool) error
+
+	// CopyPrefix copies tokens in the range [0, len) from srcSeq to dstSeq
+	CopyPrefix(srcSeq, dstSeq int, len int32)
+
+	// CanResume returns true if the cache can continue with the next token at
+	// the given position and sequence. Assumes that the caller has already
+	// verified the contents of the cache.
+	CanResume(seq int, pos int32) bool
+
+	// Remove deletes tokens in the range [beginIndex, endIndex) from seq. Set
+	// endIndex to math.MaxInt32 to remove everything starting at beginIndex.
+	//
+	// If an error occurs, the entire context for the sequence should be
+	// removed by calling Remove(seq, 0, math.MaxInt32)
+	Remove(seq int, beginIndex, endIndex int32) error
+}
diff --git a/kvcache/causal.go b/kvcache/causal.go
new file mode 100644
index 0000000..9bc1d5d
--- /dev/null
+++ b/kvcache/causal.go
@@ -0,0 +1,739 @@
+package kvcache
+
+import (
+	"errors"
+	"fmt"
+	"log/slog"
+	"math"
+	"slices"
+
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model/input"
+)
+
+type shiftFn func(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error)
+
+// Causal cache stores K and V tensors according to their position in the
+// sequence. Returns the history and a mask for attending to past tokens
+//
+// The tensors are of shape embed dim, kv heads, batch size
+// The mask is of shape history size, batch size
+type Causal struct {
+	DType      ml.DType
+	windowSize int32
+	chunkSize  int32
+
+	opts CausalOptions
+
+	// config controls mostly backend-specific optimizations
+	config *ml.CacheConfig
+
+	// ** current forward pass **
+
+	// the active layer for Get and Put
+	curLayer int
+
+	// starting location for data storage for this batch
+	curLoc int
+
+	// size of the current batch
+	curBatchSize int
+
+	// mask of the cache as used by this batch
+	curMask ml.Tensor
+
+	// locations in the cache that are needed for this batch
+	curCellRange cellRange
+
+	// curSequences is the sequences corresponding to this pass's entries in the cache
+	curSequences []int
+
+	// curPositions is the positions corresponding to this pass's entries in the cache
+	curPositions []int32
+
+	// ** cache metadata **
+
+	// for each possible location in the cache, stores the position and set of sequences
+	// that reference the data there
+	cells []cacheCell
+
+	// maps from sequence to the range of locations where it is stored in the cache
+	cellRanges map[int]cellRange
+
+	// ** cache data storage **
+
+	shiftFn      shiftFn
+	backend      ml.Backend
+	ctxs         map[int]ml.Context
+	keys, values map[int]ml.Tensor
+}
+
+type cacheCell struct {
+	pos       int32
+	sequences []int
+}
+
+type cellRange struct {
+	min int
+	max int
+}
+
+func NewCausalCache(shift shiftFn) *Causal {
+	return &Causal{
+		windowSize: math.MaxInt32,
+		shiftFn:    shift,
+		ctxs:       make(map[int]ml.Context),
+		keys:       make(map[int]ml.Tensor),
+		values:     make(map[int]ml.Tensor),
+	}
+}
+
+func NewSWACache(windowSize int32, shift shiftFn) *Causal {
+	return &Causal{
+		windowSize: windowSize,
+		shiftFn:    shift,
+		ctxs:       make(map[int]ml.Context),
+		keys:       make(map[int]ml.Tensor),
+		values:     make(map[int]ml.Tensor),
+	}
+}
+
+func NewChunkedAttentionCache(chunkSize int32, shift shiftFn) *Causal {
+	return &Causal{
+		windowSize: math.MaxInt32,
+		chunkSize:  chunkSize,
+		shiftFn:    shift,
+		ctxs:       make(map[int]ml.Context),
+		keys:       make(map[int]ml.Tensor),
+		values:     make(map[int]ml.Tensor),
+	}
+}
+
+func (c *Causal) Init(backend ml.Backend, dtype ml.DType, maxSequences, capacity, maxBatch int) {
+	if c.config == nil {
+		var config ml.CacheConfig
+		if cc, ok := backend.(ml.BackendCacheConfig); ok {
+			config = cc.CacheConfig()
+		}
+		c.config = &config
+	}
+
+	if c.config.CachePadding == 0 {
+		c.config.CachePadding = 1
+	}
+
+	if c.config.MaskBatchPadding == 0 {
+		c.config.MaskBatchPadding = 1
+	}
+
+	if c.config.MaskDType == ml.DTypeOther {
+		c.config.MaskDType = ml.DTypeF32
+	}
+
+	var cacheSize int
+	if c.windowSize == math.MaxInt32 || capacity < int(c.windowSize) {
+		cacheSize = maxSequences * capacity
+	} else {
+		cacheSize = (maxSequences * int(c.windowSize)) + maxBatch
+	}
+	cacheSize = roundUp(cacheSize, c.config.CachePadding)
+	c.cells = make([]cacheCell, cacheSize)
+
+	c.DType = dtype
+	c.cellRanges = make(map[int]cellRange)
+	c.backend = backend
+}
+
+func (c *Causal) SetConfig(config ml.CacheConfig) {
+	if c.config != nil {
+		panic("config cannot be changed after being previously set, either by the model or backend")
+	}
+
+	c.config = &config
+}
+
+func (c *Causal) Close() {
+	for _, ctx := range c.ctxs {
+		ctx.Close()
+	}
+}
+
+func (c *Causal) StartForward(ctx ml.Context, batch input.Batch, reserve bool) error {
+	c.curBatchSize = len(batch.Positions)
+	c.curSequences = batch.Sequences
+	c.curPositions = batch.Positions
+	c.opts.Except = nil
+
+	if !reserve {
+		c.updateSlidingWindow()
+
+		var err error
+		c.curLoc, err = c.findStartLoc()
+		if errors.Is(err, ErrKvCacheFull) {
+			c.defrag()
+			c.curLoc, err = c.findStartLoc()
+		}
+		if err != nil {
+			return err
+		}
+
+		c.curCellRange = newRange()
+		for i, pos := range batch.Positions {
+			seq := batch.Sequences[i]
+
+			c.cells[c.curLoc+i] = cacheCell{pos: pos, sequences: []int{seq}}
+
+			seqRange, ok := c.cellRanges[seq]
+			if !ok {
+				seqRange = newRange()
+			}
+
+			if c.curLoc+i > seqRange.max {
+				seqRange.max = c.curLoc + i
+			}
+			if seqRange.max > c.curCellRange.max {
+				c.curCellRange.max = seqRange.max
+			}
+
+			if c.curLoc+i < seqRange.min {
+				seqRange.min = c.curLoc + i
+			}
+			if seqRange.min < c.curCellRange.min {
+				c.curCellRange.min = seqRange.min
+			}
+			c.cellRanges[seq] = seqRange
+		}
+	} else {
+		// If we are reserving memory, don't update any of the cache metadata but set the size
+		// to the worst case.
+		c.curLoc = 0
+		c.curCellRange.min = 0
+		c.curCellRange.max = len(c.cells) - 1
+	}
+
+	var err error
+	c.curMask, err = c.buildMask(ctx)
+
+	return err
+}
+
+func newRange() cellRange {
+	return cellRange{
+		min: math.MaxInt,
+		max: 0,
+	}
+}
+
+// Find the first contiguous block of at least curBatchSize
+func (c *Causal) findStartLoc() (int, error) {
+	var start, count int
+	for i := range c.cells {
+		if len(c.cells[i].sequences) == 0 {
+			count++
+			if count >= c.curBatchSize {
+				return start, nil
+			}
+		} else {
+			start = i + 1
+			count = 0
+		}
+	}
+
+	return 0, fmt.Errorf("%w (cache: %v batch: %v)", ErrKvCacheFull, len(c.cells), c.curBatchSize)
+}
+
+func (c *Causal) updateSlidingWindow() {
+	if c.windowSize == math.MaxInt32 {
+		return
+	}
+
+	// create a map of unique sequences to the lowest position in that sequence
+	lowestPos := make(map[int]int32)
+	for i := range c.curPositions {
+		seq := c.curSequences[i]
+
+		pos, ok := lowestPos[seq]
+		if !ok {
+			pos = c.curPositions[i]
+		} else if c.curPositions[i] < pos {
+			pos = c.curPositions[i]
+		}
+
+		lowestPos[seq] = pos
+	}
+
+	// delete any entries that are beyond the window of the oldest position in the sequence
+	for seq, pos := range lowestPos {
+		oldRange, ok := c.cellRanges[seq]
+		if !ok {
+			continue
+		}
+
+		newRange := newRange()
+
+		for i := oldRange.min; i <= oldRange.max; i++ {
+			if slices.Contains(c.cells[i].sequences, seq) {
+				if c.cells[i].pos < pos-c.windowSize {
+					c.cells[i].sequences = slices.DeleteFunc(c.cells[i].sequences, func(s int) bool { return s == seq })
+				} else {
+					newRange.min = min(newRange.min, i)
+					newRange.max = max(newRange.max, i)
+				}
+			}
+		}
+
+		c.cellRanges[seq] = newRange
+	}
+}
+
+func roundDown(length, pad int) int {
+	return (length / pad) * pad
+}
+
+func roundUp(length, pad int) int {
+	return ((length + pad - 1) / pad) * pad
+}
+
+// Builds a mask of history x batch indicating whether for each token in the batch the
+// token in the history should apply. This is based on both the sequence and causality (the
+// position of the history is not ahead of the token in the batch).
+func (c *Causal) buildMask(ctx ml.Context) (ml.Tensor, error) {
+	// Align and pad the two dimensions as required by the backend
+	batchSize := roundUp(c.curBatchSize, c.config.MaskBatchPadding)
+
+	c.curCellRange.min = roundDown(c.curCellRange.min, c.config.CachePadding)
+	c.curCellRange.max = roundUp(c.curCellRange.max+1, c.config.CachePadding) - 1
+
+	length := c.curCellRange.max - c.curCellRange.min + 1
+	mask := make([]float32, batchSize*length)
+
+	for i := range c.curBatchSize {
+		enabled := !slices.Contains(c.opts.Except, i)
+		for j := c.curCellRange.min; j <= c.curCellRange.max; j++ {
+			if !slices.Contains(c.cells[j].sequences, c.curSequences[i]) ||
+				(enabled && c.cells[j].pos > c.curPositions[i]) ||
+				c.chunkSize > 0 && c.cells[j].pos < c.curPositions[i]-c.curPositions[i]%c.chunkSize ||
+				c.cells[j].pos < c.curPositions[i]-c.windowSize {
+				mask[i*length+(j-c.curCellRange.min)] = float32(math.Inf(-1))
+			}
+		}
+	}
+
+	// Mask out any padding tokens we added. For padding that we added to the cache history, this
+	// has already been masked out because the sequence doesn't match.
+	for i := c.curBatchSize * length; i < len(mask); i++ {
+		mask[i] = float32(math.Inf(-1))
+	}
+
+	maskTensor, err := ctx.Input().FromFloatSlice(mask, length, batchSize)
+	if err != nil {
+		return nil, err
+	}
+
+	if c.config.MaskDType != ml.DTypeF32 {
+		out := ctx.Input().Empty(c.config.MaskDType, maskTensor.Shape()...)
+		ctx.Forward(maskTensor.Copy(ctx, out))
+		maskTensor = out
+	}
+
+	return maskTensor, nil
+}
+
+func (c *Causal) moveCells(ctx ml.Context, src, dst, length int) {
+	for i, key := range c.keys {
+		if key == nil {
+			continue
+		}
+
+		kHeadDim := key.Dim(0)
+		numKVHeads := key.Dim(1)
+		rowSize := key.Stride(2)
+
+		kSrcView := key.View(ctx, rowSize*src, kHeadDim*numKVHeads*length)
+		kDstView := key.View(ctx, rowSize*dst, kHeadDim*numKVHeads*length)
+
+		value := c.values[i]
+		var vSrcView, vDstView ml.Tensor
+		if c.config.PermutedV {
+			vHeadDim := value.Dim(1)
+			elemSize := value.Stride(0)
+
+			vSrcView = value.View(ctx, elemSize*src, length, len(c.cells)*elemSize, vHeadDim*numKVHeads)
+			vDstView = value.View(ctx, elemSize*dst, length, len(c.cells)*elemSize, vHeadDim*numKVHeads)
+		} else {
+			vHeadDim := value.Dim(0)
+			rowSize := value.Stride(2)
+
+			vSrcView = value.View(ctx, rowSize*src, vHeadDim*numKVHeads*length)
+			vDstView = value.View(ctx, rowSize*dst, vHeadDim*numKVHeads*length)
+		}
+
+		ctx.Forward(
+			kSrcView.Copy(ctx, kDstView),
+			vSrcView.Copy(ctx, vDstView),
+		)
+	}
+}
+
+func (c *Causal) defrag() {
+	slog.Debug("defragmenting kv cache")
+
+	// Defrag strategy:
+	// - Search for empty holes at the beginning of the cache,
+	//   filling them with active data starting at the end
+	// - If there are contiguous elements that need to be moved,
+	//   combine them into a single operation by holding new moves
+	//   until we see that the next one is non-contiguous
+	// - Fill up the context with the maximum number of operations it
+	//   can hold then compute that and continue with a new context
+	//
+	// We could try to optimize placement by grouping blocks from
+	// the same sequences together but most likely the next forward
+	// pass will disrupt this anyways, so the real world benefit
+	// seems limited as this time.
+
+	ctx := c.backend.NewContext()
+
+	// For every move, 6 tensors are required per layer (2 views and a
+	// copy for each of k and v). We also need to refer to the original
+	// k and v cache tensors - once per layer, not per move.
+	layers := 0
+	for _, key := range c.keys {
+		if key == nil {
+			continue
+		}
+		layers++
+	}
+
+	maxMoves := (ctx.MaxGraphNodes() - 2*layers) / (6 * layers)
+	moves := 0
+
+	var pendingSrc, pendingDst, pendingLen int
+	src := len(c.cells) - 1
+
+	for dst := 0; dst < src; dst++ {
+		if len(c.cells[dst].sequences) == 0 {
+			for ; src > dst; src-- {
+				if len(c.cells[src].sequences) != 0 {
+					c.cells[dst] = c.cells[src]
+					c.cells[src] = cacheCell{}
+
+					if pendingLen > 0 {
+						if src == pendingSrc-pendingLen && dst == pendingDst+pendingLen {
+							pendingSrc = src
+							pendingLen++
+							break
+						} else {
+							c.moveCells(ctx, pendingSrc, pendingDst, pendingLen)
+							moves++
+						}
+					}
+
+					pendingSrc = src
+					pendingDst = dst
+					pendingLen = 1
+
+					break
+				}
+			}
+		}
+
+		if moves >= maxMoves {
+			ctx.Compute()
+			ctx.Close()
+			ctx = c.backend.NewContext()
+
+			moves = 0
+		}
+	}
+
+	if pendingLen > 0 {
+		c.moveCells(ctx, pendingSrc, pendingDst, pendingLen)
+		moves++
+	}
+
+	if moves > 0 {
+		ctx.Compute()
+	}
+	ctx.Close()
+
+	// Reset range metadata
+	for seq := range c.cellRanges {
+		seqRange := newRange()
+
+		for i, cell := range c.cells {
+			if slices.Contains(cell.sequences, seq) {
+				if i < seqRange.min {
+					seqRange.min = i
+				}
+				if i > seqRange.max {
+					seqRange.max = i
+				}
+			}
+		}
+
+		c.cellRanges[seq] = seqRange
+	}
+}
+
+func (c *Causal) SetLayer(layer int) {
+	c.curLayer = layer
+}
+
+type CausalOptions struct {
+	// Enabled controls whether the causal mask is generated for a particular index in a batch
+	Except []int
+}
+
+// SetCausal disables causal mask generation for a particular range of indicies in
+// the current batch for subsequent calls to Get. The state resets for the next forward pass.
+func (c *Causal) SetCausal(ctx ml.Context, opts CausalOptions) {
+	if !slices.Equal(c.opts.Except, opts.Except) {
+		c.opts = opts
+		if ctx != nil {
+			var err error
+			c.curMask, err = c.buildMask(ctx)
+			if err != nil {
+				// This error should never occur because we have previously built a mask with the same shape
+				panic(fmt.Errorf("SetCausal: %w", err))
+			}
+		}
+	}
+}
+
+func (c *Causal) Get(ctx ml.Context) (ml.Tensor, ml.Tensor, ml.Tensor) {
+	key := c.keys[c.curLayer]
+	value := c.values[c.curLayer]
+
+	kHeadDim := key.Dim(0)
+	numKVHeads := key.Dim(1)
+	rowSize := key.Stride(2)
+	cachedSize := c.curMask.Dim(0)
+
+	key = key.View(ctx, rowSize*c.curCellRange.min,
+		kHeadDim, key.Stride(1),
+		numKVHeads, key.Stride(2),
+		cachedSize,
+	)
+
+	if c.config.PermutedV {
+		vHeadDim := value.Dim(1)
+		elemSize := value.Stride(0)
+
+		value = value.View(ctx, elemSize*c.curCellRange.min,
+			cachedSize, value.Stride(1),
+			vHeadDim, value.Stride(2),
+			numKVHeads,
+		)
+	} else {
+		vHeadDim := value.Dim(0)
+		rowSize := value.Stride(2)
+
+		value = value.View(ctx, rowSize*c.curCellRange.min,
+			vHeadDim, value.Stride(1),
+			numKVHeads, value.Stride(2),
+			cachedSize,
+		)
+	}
+
+	return key, value, c.curMask
+}
+
+func (c *Causal) Put(ctx ml.Context, key, value ml.Tensor) {
+	kHeadDim := key.Dim(0)
+	vHeadDim := value.Dim(0)
+	numKVHeads := key.Dim(1)
+	batchSize := key.Dim(2)
+
+	if c.curBatchSize != batchSize {
+		panic(fmt.Errorf("inconsistent batch sizes (layer: %v, batch size: %v layer batch size: %v)", c.curLayer, c.curBatchSize, batchSize))
+	}
+
+	if _, ok := c.ctxs[c.curLayer]; !ok {
+		c.ctxs[c.curLayer] = c.backend.NewContextSize(2).Layer(c.curLayer)
+	}
+
+	if _, ok := c.keys[c.curLayer]; !ok {
+		c.keys[c.curLayer] = c.ctxs[c.curLayer].Zeros(c.DType, kHeadDim, numKVHeads, len(c.cells))
+	}
+
+	if _, ok := c.values[c.curLayer]; !ok {
+		if c.config.PermutedV {
+			c.values[c.curLayer] = c.ctxs[c.curLayer].Zeros(c.DType, len(c.cells), vHeadDim, numKVHeads)
+		} else {
+			c.values[c.curLayer] = c.ctxs[c.curLayer].Zeros(c.DType, vHeadDim, numKVHeads, len(c.cells))
+		}
+	}
+
+	rowSize := c.keys[c.curLayer].Stride(2)
+	ctx.Forward(key.Copy(ctx, c.keys[c.curLayer].View(ctx, rowSize*c.curLoc, kHeadDim*numKVHeads*batchSize)))
+
+	if c.config.PermutedV {
+		elemSize := c.values[c.curLayer].Stride(0)
+
+		value = value.Permute(ctx, 1, 2, 0, 3)
+		ctx.Forward(value.Copy(ctx, c.values[c.curLayer].View(ctx, elemSize*c.curLoc, batchSize, len(c.cells)*elemSize, vHeadDim*numKVHeads)))
+	} else {
+		rowSize := c.values[c.curLayer].Stride(2)
+
+		ctx.Forward(value.Copy(ctx, c.values[c.curLayer].View(ctx, rowSize*c.curLoc, vHeadDim*numKVHeads*batchSize)))
+	}
+}
+
+func (c *Causal) CopyPrefix(srcSeq, dstSeq int, len int32) {
+	seqRange := newRange()
+
+	for i := range c.cells {
+		// Remove the contents of dstSeq so that we only have the copied prefix, metadata will be reset at the end
+		if slices.Contains(c.cells[i].sequences, dstSeq) {
+			c.cells[i].sequences = slices.DeleteFunc(c.cells[i].sequences, func(s int) bool { return s == dstSeq })
+		}
+
+		if slices.Contains(c.cells[i].sequences, srcSeq) && c.cells[i].pos < len {
+			c.cells[i].sequences = append(c.cells[i].sequences, dstSeq)
+			if i < seqRange.min {
+				seqRange.min = i
+			}
+			if i > seqRange.max {
+				seqRange.max = i
+			}
+		}
+	}
+
+	c.cellRanges[dstSeq] = seqRange
+}
+
+func (c *Causal) CanResume(seq int, pos int32) bool {
+	if c.windowSize == math.MaxInt32 {
+		return true
+	}
+
+	seqRange, ok := c.cellRanges[seq]
+	if !ok {
+		return false
+	}
+
+	// for sliding window, check that the window of the new sequence is contained in
+	// the window of what we are storing
+	var last int32 = -1
+	for i := seqRange.min; i <= seqRange.max; i++ {
+		if slices.Contains(c.cells[i].sequences, seq) {
+			last = max(last, c.cells[i].pos)
+		}
+	}
+
+	if last == -1 {
+		return false
+	}
+
+	lastWindowStart := max(0, last-c.windowSize)
+	posWindowStart := max(0, pos-c.windowSize)
+
+	return posWindowStart >= lastWindowStart
+}
+
+func (c *Causal) shift(seq int, beginIndex, offset int32) error {
+	if c.shiftFn == nil {
+		return ErrNotSupported
+	}
+
+	ctx := c.backend.NewContext()
+	defer ctx.Close()
+
+	seqRange := c.cellRanges[seq]
+	size := seqRange.max - seqRange.min + 1
+
+	offsets := make([]int32, size)
+	for i := range offsets {
+		cell := c.cells[seqRange.min+i]
+
+		if slices.Contains(cell.sequences, seq) && cell.pos >= beginIndex {
+			offsets[i] = offset
+		}
+	}
+
+	kShift, err := ctx.Input().FromIntSlice(offsets, len(offsets))
+	if err != nil {
+		return err
+	}
+
+	for i, key := range c.keys {
+		if key == nil {
+			continue
+		}
+
+		kHeadDim := key.Dim(0)
+		numKVHeads := key.Dim(1)
+		rowSize := key.Stride(2)
+
+		key = key.View(ctx, rowSize*seqRange.min,
+			kHeadDim, key.Stride(1),
+			numKVHeads, key.Stride(2),
+			size,
+		)
+
+		roped, err := c.shiftFn(ctx, i, key, kShift)
+		if err != nil {
+			return err
+		}
+
+		ctx.Forward(roped.Copy(ctx, key))
+	}
+
+	ctx.Compute()
+
+	return nil
+}
+
+func (c *Causal) Remove(seq int, beginIndex, endIndex int32) error {
+	// TODO(jessegross): We should check to see if removing the middle of the sequence will
+	// cause the sliding window to encompass tokens that we no longer have. If so, then we
+	// should return an error, which will trigger the runner to evaluate the full history and
+	// rebuild the window. However, if we have multimodal inputs in our history, this reuse
+	// results in use after free, so we don't do it for now.
+
+	var offset int32
+	if endIndex != math.MaxInt32 {
+		offset = beginIndex - endIndex
+	}
+
+	seqRange := newRange()
+
+	for i := range c.cells {
+		if slices.Contains(c.cells[i].sequences, seq) {
+			if c.cells[i].pos >= beginIndex && c.cells[i].pos < endIndex {
+				c.cells[i].sequences = slices.DeleteFunc(c.cells[i].sequences, func(s int) bool { return s == seq })
+			} else {
+				if c.cells[i].pos >= endIndex {
+					if slices.ContainsFunc(c.cells[i].sequences, func(s int) bool { return s != seq }) {
+						return errors.New("shifting cells shared by multiple sequences not supported")
+					}
+
+					c.cells[i].pos += offset
+				}
+				if i < seqRange.min {
+					seqRange.min = i
+				}
+				if i > seqRange.max {
+					seqRange.max = i
+				}
+			}
+		}
+	}
+
+	if seqRange == newRange() {
+		delete(c.cellRanges, seq)
+		return nil
+	}
+
+	c.cellRanges[seq] = seqRange
+
+	if endIndex != math.MaxInt32 {
+		err := c.shift(seq, endIndex+offset, offset)
+		if err != nil {
+			return err
+		}
+	}
+
+	return nil
+}
diff --git a/kvcache/causal_test.go b/kvcache/causal_test.go
new file mode 100644
index 0000000..7969870
--- /dev/null
+++ b/kvcache/causal_test.go
@@ -0,0 +1,598 @@
+package kvcache
+
+import (
+	"math"
+	"slices"
+	"testing"
+
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model/input"
+)
+
+type testCase struct {
+	name          string
+	in            []float32
+	inShape       []int
+	seqs          []int
+	pos           []int32
+	expected      []float32
+	expectedShape []int
+	expectedMask  []float32
+}
+
+func TestStore(t *testing.T) {
+	backend := &testBackend{}
+	cache := NewCausalCache(nil)
+	defer cache.Close()
+
+	cache.Init(backend, ml.DTypeF16, 1, 16, 16)
+
+	tests := []testCase{
+		{
+			name:          "FirstBatch",
+			in:            []float32{111, 211, 121, 221, 131, 231, 112, 212, 122, 222, 132, 232, 113, 213, 123, 223, 133, 233, 114, 214, 124, 224, 134, 234},
+			inShape:       []int{2, 3, 4},
+			seqs:          []int{0, 0, 0, 0},
+			pos:           []int32{0, 1, 2, 3},
+			expected:      []float32{111, 211, 121, 221, 131, 231, 112, 212, 122, 222, 132, 232, 113, 213, 123, 223, 133, 233, 114, 214, 124, 224, 134, 234},
+			expectedShape: []int{2, 3, 4},
+			expectedMask:  []float32{0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, float32(math.Inf(-1)), 0, 0, 0, 0},
+		},
+		{
+			name:          "SecondBatch",
+			in:            []float32{115, 215, 125, 225, 135, 235},
+			inShape:       []int{2, 3, 1},
+			seqs:          []int{0},
+			pos:           []int32{4},
+			expected:      []float32{111, 211, 121, 221, 131, 231, 112, 212, 122, 222, 132, 232, 113, 213, 123, 223, 133, 233, 114, 214, 124, 224, 134, 234, 115, 215, 125, 225, 135, 235},
+			expectedShape: []int{2, 3, 5},
+			expectedMask:  []float32{0, 0, 0, 0, 0},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+}
+
+func TestSWA(t *testing.T) {
+	backend := &testBackend{}
+	cache := NewSWACache(1, nil)
+	defer cache.Close()
+
+	cache.Init(backend, ml.DTypeF16, 1, 16, 16)
+
+	tests := []testCase{
+		{
+			name:          "FirstBatch",
+			in:            []float32{1, 2, 3, 4},
+			inShape:       []int{1, 1, 4},
+			seqs:          []int{0, 0, 0, 0},
+			pos:           []int32{0, 1, 2, 3},
+			expected:      []float32{1, 2, 3, 4},
+			expectedShape: []int{1, 1, 4},
+			expectedMask:  []float32{0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0},
+		},
+		{
+			name:          "SecondBatch",
+			in:            []float32{5, 6},
+			inShape:       []int{1, 1, 2},
+			seqs:          []int{0, 0},
+			pos:           []int32{4, 5},
+			expected:      []float32{5, 6, 3, 4},
+			expectedShape: []int{1, 1, 4},
+			expectedMask:  []float32{0, float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1))},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+}
+
+func TestChunkedAttention(t *testing.T) {
+	cache := NewChunkedAttentionCache(2, nil)
+	defer cache.Close()
+
+	var b testBackend
+	cache.Init(&b, ml.DTypeF16, 1, 16, 16)
+
+	x := float32(math.Inf(-1))
+
+	testCache(
+		t, &b, cache,
+		[]testCase{
+			{
+				name:          "FirstBatch",
+				in:            []float32{1, 2, 3, 4},
+				inShape:       []int{1, 1, 4},
+				seqs:          []int{0, 0, 0, 0},
+				pos:           []int32{0, 1, 2, 3},
+				expected:      []float32{1, 2, 3, 4},
+				expectedShape: []int{1, 1, 4},
+				expectedMask: []float32{
+					0, x, x, x,
+					0, 0, x, x,
+					x, x, 0, x,
+					x, x, 0, 0,
+				},
+			},
+			{
+				name:          "SecondBatch",
+				in:            []float32{5, 6, 7},
+				inShape:       []int{1, 1, 3},
+				seqs:          []int{0, 0, 0},
+				pos:           []int32{4, 5, 6},
+				expected:      []float32{1, 2, 3, 4, 5, 6, 7},
+				expectedShape: []int{1, 1, 7},
+				expectedMask: []float32{
+					x, x, x, x, 0, x, x,
+					x, x, x, x, 0, 0, x,
+					x, x, x, x, x, x, 0,
+				},
+			},
+			{
+				name:          "ThirdBatch",
+				in:            []float32{8, 9},
+				inShape:       []int{1, 1, 2},
+				seqs:          []int{0, 0},
+				pos:           []int32{7, 8},
+				expected:      []float32{1, 2, 3, 4, 5, 6, 7, 8, 9},
+				expectedShape: []int{1, 1, 9},
+				expectedMask: []float32{
+					x, x, x, x, x, x, 0, 0, x,
+					x, x, x, x, x, x, x, x, 0,
+				},
+			},
+		},
+	)
+}
+
+func TestSequences(t *testing.T) {
+	backend := &testBackend{}
+	cache := NewCausalCache(nil)
+	defer cache.Close()
+
+	cache.Init(backend, ml.DTypeF16, 1, 16, 16)
+
+	tests := []testCase{
+		{
+			name:          "FirstBatch",
+			in:            []float32{1, 2, 3, 4},
+			inShape:       []int{1, 1, 4},
+			seqs:          []int{0, 0, 1, 1},
+			pos:           []int32{0, 1, 0, 1},
+			expected:      []float32{1, 2, 3, 4},
+			expectedShape: []int{1, 1, 4},
+			expectedMask:  []float32{0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0},
+		},
+		{
+			name:          "SecondBatch",
+			in:            []float32{5, 6},
+			inShape:       []int{1, 1, 2},
+			seqs:          []int{0, 1},
+			pos:           []int32{2, 2},
+			expected:      []float32{1, 2, 3, 4, 5, 6},
+			expectedShape: []int{1, 1, 6},
+			expectedMask:  []float32{0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), 0},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+}
+
+func TestRemove(t *testing.T) {
+	backend := &testBackend{}
+	cache := NewCausalCache(func(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
+		return key.Add(ctx, shift), nil
+	})
+	defer cache.Close()
+
+	cache.Init(backend, ml.DTypeF16, 1, 16, 16)
+
+	tests := []testCase{
+		{
+			name:          "FirstBatch",
+			in:            []float32{1, 2, 3, 4},
+			inShape:       []int{1, 1, 4},
+			seqs:          []int{0, 0, 1, 1},
+			pos:           []int32{0, 1, 0, 1},
+			expected:      []float32{1, 2, 3, 4},
+			expectedShape: []int{1, 1, 4},
+			expectedMask:  []float32{0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+
+	err := cache.Remove(0, 1, math.MaxInt32)
+	if err != nil {
+		panic(err)
+	}
+
+	tests = []testCase{
+		{
+			name:          "RemoveEnd",
+			in:            []float32{5, 6},
+			inShape:       []int{1, 1, 2},
+			seqs:          []int{0, 1},
+			pos:           []int32{1, 2},
+			expected:      []float32{1, 2, 3, 4, 5, 6},
+			expectedShape: []int{1, 1, 6},
+			expectedMask:  []float32{0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), 0},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+
+	err = cache.Remove(0, 0, 1)
+	if err != nil {
+		panic(err)
+	}
+
+	tests = []testCase{
+		{
+			name:          "RemoveMiddle",
+			in:            []float32{7, 8},
+			inShape:       []int{1, 1, 2},
+			seqs:          []int{0, 0},
+			pos:           []int32{1, 2},
+			expected:      []float32{7, 8, 3, 4, 4},
+			expectedShape: []int{1, 1, 5},
+			expectedMask:  []float32{0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), 0},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+}
+
+func TestDefrag(t *testing.T) {
+	backend := &testBackend{}
+	cache := NewCausalCache(func(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
+		return key.Add(ctx, shift), nil
+	})
+	defer cache.Close()
+
+	cache.Init(backend, ml.DTypeF16, 1, 16, 16)
+
+	tests := []testCase{
+		{
+			name:          "FirstBatch",
+			in:            []float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16},
+			inShape:       []int{1, 1, 16},
+			seqs:          []int{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
+			pos:           []int32{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15},
+			expected:      []float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16},
+			expectedShape: []int{1, 1, 16},
+			expectedMask:  []float32{0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+
+	err := cache.Remove(0, 2, 4)
+	if err != nil {
+		panic(err)
+	}
+
+	err = cache.Remove(0, 13, math.MaxInt32)
+	if err != nil {
+		panic(err)
+	}
+
+	tests = []testCase{
+		{
+			name:          "Defrag",
+			in:            []float32{17, 18, 19},
+			inShape:       []int{1, 1, 3},
+			seqs:          []int{0, 0, 0},
+			pos:           []int32{16, 17, 18},
+			expected:      []float32{1, 2, 12, 13, 3, 4, 5, 6, 7, 8, 9, 10, 11, 17, 18, 19},
+			expectedShape: []int{1, 1, 16},
+			expectedMask:  []float32{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, float32(math.Inf(-1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+}
+
+func TestCopy(t *testing.T) {
+	backend := &testBackend{}
+	cache := NewCausalCache(func(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) { return key, nil })
+	defer cache.Close()
+
+	cache.Init(backend, ml.DTypeF16, 1, 16, 16)
+
+	tests := []testCase{
+		{
+			name:          "FirstBatch",
+			in:            []float32{1, 2, 3, 4},
+			inShape:       []int{1, 1, 4},
+			seqs:          []int{0, 0, 0, 0},
+			pos:           []int32{0, 1, 2, 3},
+			expected:      []float32{1, 2, 3, 4},
+			expectedShape: []int{1, 1, 4},
+			expectedMask:  []float32{0, float32(math.Inf(-1)), float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0, 0, float32(math.Inf(-1)), 0, 0, 0, 0},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+
+	cache.CopyPrefix(0, 1, 2)
+
+	tests = []testCase{
+		{
+			name:          "Copy",
+			in:            []float32{5, 6},
+			inShape:       []int{1, 1, 2},
+			seqs:          []int{1, 1},
+			pos:           []int32{3, 4},
+			expected:      []float32{1, 2, 3, 4, 5, 6},
+			expectedShape: []int{1, 1, 6},
+			expectedMask:  []float32{0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), 0, float32(math.Inf(-1)), 0, 0, float32(math.Inf(-1)), float32(math.Inf(-1)), 0, 0},
+		},
+	}
+
+	testCache(t, backend, cache, tests)
+}
+
+func testCache(t *testing.T, backend ml.Backend, cache Cache, tests []testCase) {
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			context := backend.NewContext()
+			defer context.Close()
+
+			err := cache.StartForward(context, input.Batch{Positions: test.pos, Sequences: test.seqs}, false)
+			if err != nil {
+				panic(err)
+			}
+
+			cache.SetLayer(0)
+			tensor, _ := context.FromFloatSlice(test.in, test.inShape...)
+			cache.Put(context, tensor, tensor)
+
+			out, _, mask := cache.Get(context)
+
+			context.Forward(out, mask).Compute(out, mask)
+
+			if !slices.Equal(out.Floats(), test.expected) {
+				t.Errorf("TestCache: have %v; want %v", out.Floats(), test.expected)
+			}
+
+			if !slices.Equal(out.Shape(), test.expectedShape) {
+				t.Errorf("TestCache: has shape %v; want %v", out.Shape(), test.expectedShape)
+			}
+
+			if !slices.Equal(mask.Floats(), test.expectedMask) {
+				t.Errorf("TestCache: have mask: have %v want %v", mask.Floats(), test.expectedMask)
+			}
+		})
+	}
+}
+
+func TestCanResume(t *testing.T) {
+	backend := &testBackend{}
+	windowSize := int32(4)
+	cache := NewSWACache(windowSize, nil)
+	defer cache.Close()
+
+	cache.Init(backend, ml.DTypeF16, 1, 16, 16)
+
+	context := backend.NewContext()
+	defer context.Close()
+
+	err := cache.StartForward(context, input.Batch{
+		Positions: []int32{0, 1, 2, 3},
+		Sequences: []int{0, 0, 0, 0},
+	}, false)
+	if err != nil {
+		t.Fatalf("StartForward failed: %v", err)
+	}
+
+	cache.SetLayer(0)
+	tensor, _ := context.FromFloatSlice([]float32{1, 2, 3, 4}, 1, 1, 4)
+	cache.Put(context, tensor, tensor)
+
+	// with window size 4, nothing has slid out of the window yet
+	if !cache.CanResume(0, 0) {
+		t.Errorf("CanResume(0, 0) = false, want true (within window)")
+	}
+	if !cache.CanResume(0, 1) {
+		t.Errorf("CanResume(0, 1) = false, want true (within window)")
+	}
+	if !cache.CanResume(0, 2) {
+		t.Errorf("CanResume(0, 2) = false, want true (within window)")
+	}
+	if !cache.CanResume(0, 3) {
+		t.Errorf("CanResume(0, 3) = false, want true (latest position)")
+	}
+
+	// shift window by adding position 4
+	err = cache.StartForward(context, input.Batch{
+		Positions: []int32{4, 5},
+		Sequences: []int{0, 0},
+	}, false)
+	if err != nil {
+		t.Fatalf("StartForward failed: %v", err)
+	}
+
+	cache.SetLayer(0)
+	tensor, _ = context.FromFloatSlice([]float32{5, 6}, 1, 1, 2)
+	cache.Put(context, tensor, tensor)
+
+	// only the latest position has overlapping windows
+	if cache.CanResume(0, 0) {
+		t.Errorf("after shift: CanResume(0, 0) = true, want false (outside window)")
+	}
+	if cache.CanResume(0, 1) {
+		t.Errorf("after shift: CanResume(0, 1) = true, want false (outside window)")
+	}
+	if cache.CanResume(0, 2) {
+		t.Errorf("after shift: CanResume(0, 2) = true, want false (outside window)")
+	}
+	if cache.CanResume(0, 3) {
+		t.Errorf("after shift: CanResume(0, 3) = true, want false (outside window)")
+	}
+	if cache.CanResume(0, 4) {
+		t.Errorf("after shift: CanResume(0, 4) = true, want false (outside window)")
+	}
+	if !cache.CanResume(0, 5) {
+		t.Errorf("after shift: CanResume(0, 5) = false, want true (latest position)")
+	}
+}
+
+type testBackend struct {
+	ml.Backend
+}
+
+func (b *testBackend) NewContext() ml.Context {
+	return &testContext{}
+}
+
+func (b *testBackend) NewContextSize(int) ml.Context {
+	return &testContext{}
+}
+
+type testContext struct {
+	ml.Context
+}
+
+func (c *testContext) Empty(dtype ml.DType, shape ...int) ml.Tensor {
+	total := 0
+
+	if len(shape) > 0 {
+		total = 1
+		for _, s := range shape {
+			total *= s
+		}
+	}
+
+	return &testTensor{dtype: dtype, elementSize: 4, data: make([]float32, total), shape: shape}
+}
+
+func (c *testContext) Zeros(dtype ml.DType, shape ...int) ml.Tensor {
+	return c.Empty(dtype, shape...)
+}
+
+func (c *testContext) FromFloatSlice(s []float32, shape ...int) (ml.Tensor, error) {
+	t := c.Empty(ml.DTypeF32, shape...).(*testTensor)
+
+	copy(t.data, s)
+
+	return t, nil
+}
+
+func (c *testContext) FromIntSlice(s []int32, shape ...int) (ml.Tensor, error) {
+	f := make([]float32, len(s))
+	for i := range f {
+		f[i] = float32(s[i])
+	}
+
+	out, _ := c.FromFloatSlice(f, shape...)
+	out.(*testTensor).dtype = ml.DTypeI32
+
+	return out, nil
+}
+
+func (c *testContext) Arange(start, stop, step float32, dtype ml.DType) ml.Tensor {
+	s := make([]float32, 0, int((stop-start)/step))
+	for i := start; i < stop; i += step {
+		s = append(s, i)
+	}
+
+	out, _ := c.FromFloatSlice(s, len(s))
+	out.(*testTensor).dtype = dtype
+	return out
+}
+
+func (c *testContext) Input() ml.Context    { return c }
+func (c *testContext) Layer(int) ml.Context { return c }
+
+func (c *testContext) Forward(...ml.Tensor) ml.Context { return c }
+
+func (c *testContext) Compute(...ml.Tensor) {}
+
+func (c *testContext) Reserve() error { return nil }
+
+func (c *testContext) MaxGraphNodes() int {
+	return 10
+}
+
+func (c *testContext) Close() {}
+
+type testTensor struct {
+	ml.Tensor
+
+	dtype       ml.DType
+	elementSize int
+	data        []float32
+	shape       []int
+}
+
+func (t *testTensor) Dim(n int) int {
+	return t.shape[n]
+}
+
+func (t *testTensor) Stride(n int) int {
+	stride := t.elementSize
+	for i := range n {
+		stride *= t.shape[i]
+	}
+
+	return stride
+}
+
+func (t *testTensor) Shape() []int {
+	return t.shape
+}
+
+func (t *testTensor) DType() ml.DType {
+	return t.dtype
+}
+
+func (t *testTensor) Floats() []float32 {
+	out := make([]float32, len(t.data))
+	copy(out, t.data)
+	return out
+}
+
+func (t *testTensor) Neg(ctx ml.Context) ml.Tensor {
+	out := ctx.Empty(t.DType(), t.Shape()...).(*testTensor)
+	for i := range out.data {
+		out.data[i] = -t.data[i]
+	}
+	return out
+}
+
+func (t *testTensor) Add(ctx ml.Context, t2 ml.Tensor) ml.Tensor {
+	out := ctx.Empty(t.DType(), t.Shape()...).(*testTensor)
+
+	for i := range out.data {
+		out.data[i] = t.data[i] + t2.(*testTensor).data[i]
+	}
+
+	return out
+}
+
+func (t *testTensor) View(ctx ml.Context, offset int, shape ...int) ml.Tensor {
+	offset /= t.elementSize
+
+	var s []int
+
+	switch len(shape) {
+	case 1:
+		s = []int{shape[0]}
+	case 5:
+		s = []int{shape[0], shape[2], shape[4]}
+	default:
+		panic("unsupported number of dimensions")
+	}
+
+	context := &testContext{}
+
+	view := context.Empty(t.dtype, s...).(*testTensor)
+	view.data = t.data[offset : offset+len(view.data)]
+
+	return view
+}
+
+func (t *testTensor) Copy(ctx ml.Context, t2 ml.Tensor) ml.Tensor {
+	copy(t2.(*testTensor).data, t.data)
+	return nil
+}
diff --git a/kvcache/encoder.go b/kvcache/encoder.go
new file mode 100644
index 0000000..0f269c3
--- /dev/null
+++ b/kvcache/encoder.go
@@ -0,0 +1,156 @@
+package kvcache
+
+import (
+	"fmt"
+
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model/input"
+)
+
+// Encoder cache stores K and V tensors that are position independent
+//
+// The tensors can be of any shape and will be returned as they were stored
+// The mask is currently always nil
+//
+// Not currently safe for multiple sequences
+type EncoderCache struct {
+	// config controls mostly backend-specific optimizations
+	config *ml.CacheConfig
+
+	// ** current forward pass **
+
+	// the active layer for Get and Put
+	curLayer int
+
+	// if something is stored during this pass, this
+	// will be the position (but there is no guarantee
+	// anything will be stored)
+	curPos int32
+
+	// curReserve indicates that this forward pass is only for
+	// memory reservation and we should not update our metadata
+	// based on it.
+	curReserve bool
+
+	// ** cache metadata **
+
+	// was something stored in the cache?
+	encoderCached bool
+
+	// position of the cached data
+	encoderPos int32
+
+	// ** cache data storage **
+	backend      ml.Backend
+	ctxs         map[int]ml.Context
+	keys, values map[int]ml.Tensor
+}
+
+func NewEncoderCache() *EncoderCache {
+	return &EncoderCache{
+		ctxs:   make(map[int]ml.Context),
+		keys:   make(map[int]ml.Tensor),
+		values: make(map[int]ml.Tensor),
+	}
+}
+
+func (c *EncoderCache) Init(backend ml.Backend, dtype ml.DType, maxSequences, capacity, maxBatch int) {
+	if c.config == nil {
+		var config ml.CacheConfig
+		if cc, ok := backend.(ml.BackendCacheConfig); ok {
+			config = cc.CacheConfig()
+		}
+		c.config = &config
+	}
+
+	if maxSequences > 1 {
+		panic(fmt.Errorf("encoder cache does not support multiple sequences; requested: %v", maxSequences))
+	}
+
+	if c.config.CachePadding != 0 && c.config.CachePadding != 1 {
+		panic(fmt.Errorf("encoder cache is unable to enforce requested CachePadding (%v)", c.config.CachePadding))
+	}
+
+	c.backend = backend
+}
+
+func (c *EncoderCache) SetConfig(config ml.CacheConfig) {
+	if c.config != nil {
+		panic("config cannot be changed after being previously set, either by the model or backend")
+	}
+
+	c.config = &config
+}
+
+func (c *EncoderCache) Close() {
+	for _, ctx := range c.ctxs {
+		ctx.Close()
+	}
+}
+
+func (c *EncoderCache) StartForward(ctx ml.Context, batch input.Batch, reserve bool) error {
+	// We work with the most recent image
+	if len(batch.Multimodal) > 0 {
+		c.curPos = batch.Positions[batch.Multimodal[len(batch.Multimodal)-1].Index]
+	}
+
+	c.curReserve = reserve
+
+	return nil
+}
+
+func (c *EncoderCache) SetLayer(layer int) {
+	c.curLayer = layer
+}
+
+func (c *EncoderCache) EncoderCached() bool {
+	return c.encoderCached
+}
+
+func (c *EncoderCache) Get(ctx ml.Context) (ml.Tensor, ml.Tensor, ml.Tensor) {
+	return c.keys[c.curLayer], c.values[c.curLayer], nil
+}
+
+func (c *EncoderCache) Put(ctx ml.Context, key, value ml.Tensor) {
+	if !c.curReserve {
+		c.encoderPos = c.curPos
+		c.encoderCached = true
+	}
+
+	if c.config.PermutedV {
+		value = value.Permute(ctx, 1, 2, 0, 3)
+	}
+
+	if _, ok := c.ctxs[c.curLayer]; !ok {
+		c.ctxs[c.curLayer] = c.backend.NewContextSize(2).Layer(c.curLayer)
+	}
+
+	if _, ok := c.keys[c.curLayer]; !ok {
+		c.keys[c.curLayer] = c.ctxs[c.curLayer].Empty(key.DType(), key.Shape()...)
+	}
+
+	if _, ok := c.values[c.curLayer]; !ok {
+		c.values[c.curLayer] = c.ctxs[c.curLayer].Empty(value.DType(), value.Shape()...)
+	}
+
+	ctx.Forward(
+		key.Copy(ctx, c.keys[c.curLayer]),
+		value.Copy(ctx, c.values[c.curLayer]),
+	)
+}
+
+func (c *EncoderCache) CopyPrefix(srcSeq, dstSeq int, len int32) {
+	panic("encoder cache does not support multiple sequences")
+}
+
+func (c *EncoderCache) CanResume(seq int, pos int32) bool {
+	return true
+}
+
+func (c *EncoderCache) Remove(seq int, beginIndex, endIndex int32) error {
+	if c.encoderPos >= beginIndex && c.encoderPos < endIndex {
+		c.encoderCached = false
+	}
+
+	return nil
+}
diff --git a/kvcache/wrapper.go b/kvcache/wrapper.go
new file mode 100644
index 0000000..7533d95
--- /dev/null
+++ b/kvcache/wrapper.go
@@ -0,0 +1,110 @@
+package kvcache
+
+import (
+	"math"
+
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model/input"
+)
+
+// Wrapper cache is a container for multiple types of caches,
+// such as for the encoding and decoding portions of a model.
+type WrapperCache struct {
+	// caches we are wrapping
+	caches []Cache
+
+	// cache to be used for this layer
+	curType int
+}
+
+func NewWrapperCache(caches ...Cache) *WrapperCache {
+	return &WrapperCache{
+		caches: caches,
+	}
+}
+
+func (c *WrapperCache) Init(backend ml.Backend, dtype ml.DType, maxSequences, capacity, maxBatch int) {
+	for _, cache := range c.caches {
+		cache.Init(backend, dtype, maxSequences, capacity, maxBatch)
+	}
+}
+
+func (c *WrapperCache) SetConfig(config ml.CacheConfig) {
+	for _, cache := range c.caches {
+		cache.SetConfig(config)
+	}
+}
+
+func (c *WrapperCache) Close() {
+	for _, cache := range c.caches {
+		cache.Close()
+	}
+}
+
+func (c *WrapperCache) StartForward(ctx ml.Context, batch input.Batch, reserve bool) error {
+	for i, cache := range c.caches {
+		err := cache.StartForward(ctx, batch, reserve)
+		if err != nil {
+			// unwind on error - Remove with endIndex set to math.MaxInt32 does not fail
+			for j := i - 1; j >= 0; j-- {
+				for k := range batch.Positions {
+					_ = c.caches[j].Remove(batch.Sequences[k], batch.Positions[k], math.MaxInt32)
+				}
+			}
+			return err
+		}
+	}
+
+	c.curType = 0
+	return nil
+}
+
+func (c *WrapperCache) SetLayer(layer int) {
+	for _, cache := range c.caches {
+		cache.SetLayer(layer)
+	}
+}
+
+func (c *WrapperCache) SetLayerType(layerType int) {
+	c.curType = layerType
+}
+
+func (c *WrapperCache) UnderlyingCache() Cache {
+	return c.caches[c.curType]
+}
+
+func (c *WrapperCache) Get(ctx ml.Context) (ml.Tensor, ml.Tensor, ml.Tensor) {
+	return c.caches[c.curType].Get(ctx)
+}
+
+func (c *WrapperCache) Put(ctx ml.Context, key, value ml.Tensor) {
+	c.caches[c.curType].Put(ctx, key, value)
+}
+
+func (c *WrapperCache) CopyPrefix(srcSeq, dstSeq int, len int32) {
+	for _, cache := range c.caches {
+		cache.CopyPrefix(srcSeq, dstSeq, len)
+	}
+}
+
+func (c *WrapperCache) CanResume(seq int, pos int32) bool {
+	for _, cache := range c.caches {
+		if !cache.CanResume(seq, pos) {
+			return false
+		}
+	}
+
+	return true
+}
+
+func (c *WrapperCache) Remove(seq int, beginIndex, endIndex int32) error {
+	// If the one of these fails, the caller is supposed to retry with endIndex set to math.MaxInt32, which should not fail
+	for _, cache := range c.caches {
+		err := cache.Remove(seq, beginIndex, endIndex)
+		if err != nil {
+			return err
+		}
+	}
+
+	return nil
+}
diff --git a/llama/.gitignore b/llama/.gitignore
new file mode 100644
index 0000000..ee55204
--- /dev/null
+++ b/llama/.gitignore
@@ -0,0 +1,3 @@
+*.bin
+*.gguf
+build/
\ No newline at end of file
diff --git a/llama/README.md b/llama/README.md
new file mode 100644
index 0000000..bfe66a8
--- /dev/null
+++ b/llama/README.md
@@ -0,0 +1,55 @@
+# `llama`
+
+This package provides Go bindings to [llama.cpp](https://github.com/ggerganov/llama.cpp).
+
+## Vendoring
+
+Ollama vendors [llama.cpp](https://github.com/ggerganov/llama.cpp/) and [ggml](https://github.com/ggerganov/llama.cpp/tree/master/ggml/src). While we generally strive to contribute changes back upstream to avoid drift, we carry a small set of patches which are applied to the tracking commit.
+
+If you update the vendoring code, start by running the following command to establish the tracking llama.cpp repo in the `./vendor/` directory.
+
+```shell
+make -f Makefile.sync apply-patches
+```
+
+### Updating Base Commit
+
+**Pin to new base commit**
+
+To change the base commit, update `FETCH_HEAD` in Makefile.sync.
+
+When updating to a newer base commit, the existing patches may not apply cleanly and require manual merge resolution.
+
+Start by applying the patches. If any of the patches have conflicts, the `git am` will stop at the first failure.
+
+```shell
+make -f Makefile.sync apply-patches
+```
+
+If there are conflicts, you will see an error message. Resolve the conflicts in `./vendor/`, and continue the patch series with `git am --continue` and rerun `make -f Makefile.sync apply-patches`. Repeat until all patches are successfully applied.
+
+Once all patches are applied, commit the changes to the tracking repository.
+
+```shell
+make -f Makefile.sync format-patches sync
+```
+
+### Generating Patches
+
+When working on new fixes or features that impact vendored code, use the following model. First get a clean tracking repo with all current patches applied:
+
+```shell
+make -f Makefile.sync clean apply-patches
+```
+
+Iterate until you're ready to submit PRs. Once your code is ready, commit a change in the `./vendor/` directory, then generate the patches for ollama with
+
+```shell
+make -f Makefile.sync format-patches
+```
+
+In your `./vendor/` directory, create a branch, and cherry-pick the new commit to that branch, then submit a PR upstream to llama.cpp.
+
+Commit the changes in the ollama repo and submit a PR to Ollama, which will include the vendored code update with your change, along with the patches.
+
+After your PR upstream is merged, follow the **Updating Base Commit** instructions above, however first remove your patch before running `apply-patches` since the new base commit contains your change already.
diff --git a/llama/build-info.cpp b/llama/build-info.cpp
new file mode 100644
index 0000000..afef6b8
--- /dev/null
+++ b/llama/build-info.cpp
@@ -0,0 +1,4 @@
+int LLAMA_BUILD_NUMBER = 0;
+char const *LLAMA_COMMIT = "de4c07f93783a1a96456a44dc16b9db538ee1618";
+char const *LLAMA_COMPILER = "";
+char const *LLAMA_BUILD_TARGET = "";
diff --git a/llama/build-info.cpp.in b/llama/build-info.cpp.in
new file mode 100644
index 0000000..07cbd0e
--- /dev/null
+++ b/llama/build-info.cpp.in
@@ -0,0 +1,4 @@
+int LLAMA_BUILD_NUMBER = 0;
+char const *LLAMA_COMMIT = "@FETCH_HEAD@";
+char const *LLAMA_COMPILER = "";
+char const *LLAMA_BUILD_TARGET = "";
diff --git a/llama/llama.cpp/.rsync-filter b/llama/llama.cpp/.rsync-filter
new file mode 100644
index 0000000..1f81b00
--- /dev/null
+++ b/llama/llama.cpp/.rsync-filter
@@ -0,0 +1,23 @@
+protect **/*.go
+include common/
+include common/base64.*
+include common/common.*
+include common/json-schema-to-grammar.*
+include common/json.*
+include common/log.*
+include common/sampling.*
+include common/stb_image.*
+include include/
+include include/llama.*
+include include/llama-*.*
+include tools/
+include tools/mtmd/
+include tools/mtmd/clip.*
+include tools/mtmd/clip-impl.*
+include tools/mtmd/llava.*
+include src/
+include src/llama.*
+include src/llama-*.*
+include src/unicode-data.*
+include src/unicode.*
+exclude *
diff --git a/llama/llama.cpp/LICENSE b/llama/llama.cpp/LICENSE
new file mode 100644
index 0000000..acb96ce
--- /dev/null
+++ b/llama/llama.cpp/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023-2024 The ggml authors
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/llama/llama.cpp/common/base64.hpp b/llama/llama.cpp/common/base64.hpp
new file mode 100644
index 0000000..563247a
--- /dev/null
+++ b/llama/llama.cpp/common/base64.hpp
@@ -0,0 +1,392 @@
+/*
+This is free and unencumbered software released into the public domain.
+
+Anyone is free to copy, modify, publish, use, compile, sell, or
+distribute this software, either in source code form or as a compiled
+binary, for any purpose, commercial or non-commercial, and by any
+means.
+
+In jurisdictions that recognize copyright laws, the author or authors
+of this software dedicate any and all copyright interest in the
+software to the public domain. We make this dedication for the benefit
+of the public at large and to the detriment of our heirs and
+successors. We intend this dedication to be an overt act of
+relinquishment in perpetuity of all present and future rights to this
+software under copyright law.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
+IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR
+OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE,
+ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
+OTHER DEALINGS IN THE SOFTWARE.
+
+For more information, please refer to <http://unlicense.org>
+*/
+
+#ifndef PUBLIC_DOMAIN_BASE64_HPP_
+#define PUBLIC_DOMAIN_BASE64_HPP_
+
+#include <cstdint>
+#include <iterator>
+#include <stdexcept>
+#include <string>
+
+class base64_error : public std::runtime_error
+{
+public:
+    using std::runtime_error::runtime_error;
+};
+
+class base64
+{
+public:
+    enum class alphabet
+    {
+        /** the alphabet is detected automatically */
+        auto_,
+        /** the standard base64 alphabet is used */
+        standard,
+        /** like `standard` except that the characters `+` and `/` are replaced by `-` and `_` respectively*/
+        url_filename_safe
+    };
+
+    enum class decoding_behavior
+    {
+        /** if the input is not padded, the remaining bits are ignored */
+        moderate,
+        /** if a padding character is encounter decoding is finished */
+        loose
+    };
+
+    /**
+     Encodes all the elements from `in_begin` to `in_end` to `out`.
+
+     @warning The source and destination cannot overlap. The destination must be able to hold at least
+     `required_encode_size(std::distance(in_begin, in_end))`, otherwise the behavior depends on the output iterator.
+
+     @tparam Input_iterator the source; the returned elements are cast to `std::uint8_t` and should not be greater than
+     8 bits
+     @tparam Output_iterator the destination; the elements written to it are from the type `char`
+     @param in_begin the beginning of the source
+     @param in_end the ending of the source
+     @param out the destination iterator
+     @param alphabet which alphabet should be used
+     @returns the iterator to the next element past the last element copied
+     @throws see `Input_iterator` and `Output_iterator`
+    */
+    template<typename Input_iterator, typename Output_iterator>
+    static Output_iterator encode(Input_iterator in_begin, Input_iterator in_end, Output_iterator out,
+                                  alphabet alphabet = alphabet::standard)
+    {
+        constexpr auto pad = '=';
+        const char* alpha  = alphabet == alphabet::url_filename_safe
+                                ? "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789-_"
+                                : "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/";
+
+        while (in_begin != in_end) {
+            std::uint8_t i0 = 0, i1 = 0, i2 = 0;
+
+            // first character
+            i0 = static_cast<std::uint8_t>(*in_begin);
+            ++in_begin;
+
+            *out = alpha[i0 >> 2 & 0x3f];
+            ++out;
+
+            // part of first character and second
+            if (in_begin != in_end) {
+                i1 = static_cast<std::uint8_t>(*in_begin);
+                ++in_begin;
+
+                *out = alpha[((i0 & 0x3) << 4) | (i1 >> 4 & 0x0f)];
+                ++out;
+            } else {
+                *out = alpha[(i0 & 0x3) << 4];
+                ++out;
+
+                // last padding
+                *out = pad;
+                ++out;
+
+                // last padding
+                *out = pad;
+                ++out;
+
+                break;
+            }
+
+            // part of second character and third
+            if (in_begin != in_end) {
+                i2 = static_cast<std::uint8_t>(*in_begin);
+                ++in_begin;
+
+                *out = alpha[((i1 & 0xf) << 2) | (i2 >> 6 & 0x03)];
+                ++out;
+            } else {
+                *out = alpha[(i1 & 0xf) << 2];
+                ++out;
+
+                // last padding
+                *out = pad;
+                ++out;
+
+                break;
+            }
+
+            // rest of third
+            *out = alpha[i2 & 0x3f];
+            ++out;
+        }
+
+        return out;
+    }
+    /**
+     Encodes a string.
+
+     @param str the string that should be encoded
+     @param alphabet which alphabet should be used
+     @returns the encoded base64 string
+     @throws see base64::encode()
+    */
+    static std::string encode(const std::string& str, alphabet alphabet = alphabet::standard)
+    {
+        std::string result;
+
+        result.reserve(required_encode_size(str.length()) + 1);
+
+        encode(str.begin(), str.end(), std::back_inserter(result), alphabet);
+
+        return result;
+    }
+    /**
+     Encodes a char array.
+
+     @param buffer the char array
+     @param size the size of the array
+     @param alphabet which alphabet should be used
+     @returns the encoded string
+    */
+    static std::string encode(const char* buffer, std::size_t size, alphabet alphabet = alphabet::standard)
+    {
+        std::string result;
+
+        result.reserve(required_encode_size(size) + 1);
+
+        encode(buffer, buffer + size, std::back_inserter(result), alphabet);
+
+        return result;
+    }
+    /**
+     Decodes all the elements from `in_begin` to `in_end` to `out`. `in_begin` may point to the same location as `out`,
+     in other words: inplace decoding is possible.
+
+     @warning The destination must be able to hold at least `required_decode_size(std::distance(in_begin, in_end))`,
+     otherwise the behavior depends on the output iterator.
+
+     @tparam Input_iterator the source; the returned elements are cast to `char`
+     @tparam Output_iterator the destination; the elements written to it are from the type `std::uint8_t`
+     @param in_begin the beginning of the source
+     @param in_end the ending of the source
+     @param out the destination iterator
+     @param alphabet which alphabet should be used
+     @param behavior the behavior when an error was detected
+     @returns the iterator to the next element past the last element copied
+     @throws base64_error depending on the set behavior
+     @throws see `Input_iterator` and `Output_iterator`
+    */
+    template<typename Input_iterator, typename Output_iterator>
+    static Output_iterator decode(Input_iterator in_begin, Input_iterator in_end, Output_iterator out,
+                                  alphabet alphabet          = alphabet::auto_,
+                                  decoding_behavior behavior = decoding_behavior::moderate)
+    {
+        //constexpr auto pad = '=';
+        std::uint8_t last  = 0;
+        auto bits          = 0;
+
+        while (in_begin != in_end) {
+            auto c = *in_begin;
+            ++in_begin;
+
+            if (c == '=') {
+                break;
+            }
+
+            auto part = _base64_value(alphabet, c);
+
+            // enough bits for one byte
+            if (bits + 6 >= 8) {
+                *out = (last << (8 - bits)) | (part >> (bits - 2));
+                ++out;
+
+                bits -= 2;
+            } else {
+                bits += 6;
+            }
+
+            last = part;
+        }
+
+        // check padding
+        if (behavior != decoding_behavior::loose) {
+            while (in_begin != in_end) {
+                auto c = *in_begin;
+                ++in_begin;
+
+                if (c != '=') {
+                    throw base64_error("invalid base64 character.");
+                }
+            }
+        }
+
+        return out;
+    }
+    /**
+     Decodes a string.
+
+     @param str the base64 encoded string
+     @param alphabet which alphabet should be used
+     @param behavior the behavior when an error was detected
+     @returns the decoded string
+     @throws see base64::decode()
+    */
+    static std::string decode(const std::string& str, alphabet alphabet = alphabet::auto_,
+                              decoding_behavior behavior = decoding_behavior::moderate)
+    {
+        std::string result;
+
+        result.reserve(max_decode_size(str.length()));
+
+        decode(str.begin(), str.end(), std::back_inserter(result), alphabet, behavior);
+
+        return result;
+    }
+    /**
+     Decodes a string.
+
+     @param buffer the base64 encoded buffer
+     @param size the size of the buffer
+     @param alphabet which alphabet should be used
+     @param behavior the behavior when an error was detected
+     @returns the decoded string
+     @throws see base64::decode()
+    */
+    static std::string decode(const char* buffer, std::size_t size, alphabet alphabet = alphabet::auto_,
+                              decoding_behavior behavior = decoding_behavior::moderate)
+    {
+        std::string result;
+
+        result.reserve(max_decode_size(size));
+
+        decode(buffer, buffer + size, std::back_inserter(result), alphabet, behavior);
+
+        return result;
+    }
+    /**
+     Decodes a string inplace.
+
+     @param[in,out] str the base64 encoded string
+     @param alphabet which alphabet should be used
+     @param behavior the behavior when an error was detected
+     @throws base64::decode_inplace()
+    */
+    static void decode_inplace(std::string& str, alphabet alphabet = alphabet::auto_,
+                               decoding_behavior behavior = decoding_behavior::moderate)
+    {
+        str.resize(decode(str.begin(), str.end(), str.begin(), alphabet, behavior) - str.begin());
+    }
+    /**
+     Decodes a char array inplace.
+
+     @param[in,out] str the string array
+     @param size the length of the array
+     @param alphabet which alphabet should be used
+     @param behavior the behavior when an error was detected
+     @returns the pointer to the next element past the last element decoded
+     @throws base64::decode_inplace()
+    */
+    static char* decode_inplace(char* str, std::size_t size, alphabet alphabet = alphabet::auto_,
+                                decoding_behavior behavior = decoding_behavior::moderate)
+    {
+        return decode(str, str + size, str, alphabet, behavior);
+    }
+    /**
+     Returns the required decoding size for a given size. The value is calculated with the following formula:
+
+     $$
+     \lceil \frac{size}{4} \rceil \cdot 3
+     $$
+
+     @param size the size of the encoded input
+     @returns the size of the resulting decoded buffer; this the absolute maximum
+    */
+    static std::size_t max_decode_size(std::size_t size) noexcept
+    {
+        return (size / 4 + (size % 4 ? 1 : 0)) * 3;
+    }
+    /**
+     Returns the required encoding size for a given size. The value is calculated with the following formula:
+
+     $$
+     \lceil \frac{size}{3} \rceil \cdot 4
+     $$
+
+     @param size the size of the decoded input
+     @returns the size of the resulting encoded buffer
+    */
+    static std::size_t required_encode_size(std::size_t size) noexcept
+    {
+        return (size / 3 + (size % 3 ? 1 : 0)) * 4;
+    }
+
+private:
+    static std::uint8_t _base64_value(alphabet& alphabet, char c)
+    {
+        if (c >= 'A' && c <= 'Z') {
+            return c - 'A';
+        } else if (c >= 'a' && c <= 'z') {
+            return c - 'a' + 26;
+        } else if (c >= '0' && c <= '9') {
+            return c - '0' + 52;
+        }
+
+        // comes down to alphabet
+        if (alphabet == alphabet::standard) {
+            if (c == '+') {
+                return 62;
+            } else if (c == '/') {
+                return 63;
+            }
+        } else if (alphabet == alphabet::url_filename_safe) {
+            if (c == '-') {
+                return 62;
+            } else if (c == '_') {
+                return 63;
+            }
+        } // auto detect
+        else {
+            if (c == '+') {
+                alphabet = alphabet::standard;
+
+                return 62;
+            } else if (c == '/') {
+                alphabet = alphabet::standard;
+
+                return 63;
+            } else if (c == '-') {
+                alphabet = alphabet::url_filename_safe;
+
+                return 62;
+            } else if (c == '_') {
+                alphabet = alphabet::url_filename_safe;
+
+                return 63;
+            }
+        }
+
+        throw base64_error("invalid base64 character.");
+    }
+};
+
+#endif // !PUBLIC_DOMAIN_BASE64_HPP_
diff --git a/llama/llama.cpp/common/common.cpp b/llama/llama.cpp/common/common.cpp
new file mode 100644
index 0000000..2b1d8da
--- /dev/null
+++ b/llama/llama.cpp/common/common.cpp
@@ -0,0 +1,1584 @@
+#if defined(_MSC_VER)
+#define _SILENCE_CXX17_CODECVT_HEADER_DEPRECATION_WARNING
+#endif
+
+#include "ggml.h"
+#include "gguf.h"
+
+#include "common.h"
+#include "log.h"
+#include "llama.h"
+
+#include <algorithm>
+#include <cinttypes>
+#include <climits>
+#include <cmath>
+#include <codecvt>
+#include <cstdarg>
+#include <cstring>
+#include <ctime>
+#include <filesystem>
+#include <fstream>
+#include <iostream>
+#include <iterator>
+#include <regex>
+#include <sstream>
+#include <string>
+#include <thread>
+#include <unordered_map>
+#include <unordered_set>
+#include <vector>
+
+#if defined(__APPLE__) && defined(__MACH__)
+#include <sys/types.h>
+#include <sys/sysctl.h>
+#endif
+
+#if defined(_WIN32)
+#define WIN32_LEAN_AND_MEAN
+#ifndef NOMINMAX
+#   define NOMINMAX
+#endif
+#include <locale>
+#include <windows.h>
+#include <fcntl.h>
+#include <io.h>
+#else
+#include <sys/ioctl.h>
+#include <sys/stat.h>
+#include <unistd.h>
+#endif
+
+#if defined(_MSC_VER)
+#pragma warning(disable: 4244 4267) // possible loss of data
+#endif
+
+//
+// CPU utils
+//
+
+int32_t cpu_get_num_physical_cores() {
+#ifdef __linux__
+    // enumerate the set of thread siblings, num entries is num cores
+    std::unordered_set<std::string> siblings;
+    for (uint32_t cpu=0; cpu < UINT32_MAX; ++cpu) {
+        std::ifstream thread_siblings("/sys/devices/system/cpu/cpu"
+            + std::to_string(cpu) + "/topology/thread_siblings");
+        if (!thread_siblings.is_open()) {
+            break; // no more cpus
+        }
+        std::string line;
+        if (std::getline(thread_siblings, line)) {
+            siblings.insert(line);
+        }
+    }
+    if (!siblings.empty()) {
+        return static_cast<int32_t>(siblings.size());
+    }
+#elif defined(__APPLE__) && defined(__MACH__)
+    int32_t num_physical_cores;
+    size_t len = sizeof(num_physical_cores);
+    int result = sysctlbyname("hw.perflevel0.physicalcpu", &num_physical_cores, &len, NULL, 0);
+    if (result == 0) {
+        return num_physical_cores;
+    }
+    result = sysctlbyname("hw.physicalcpu", &num_physical_cores, &len, NULL, 0);
+    if (result == 0) {
+        return num_physical_cores;
+    }
+#elif defined(_WIN32) && (_WIN32_WINNT >= 0x0601) && !defined(__MINGW64__) // windows 7 and later
+    // TODO: windows + arm64 + mingw64
+    unsigned int n_threads_win = std::thread::hardware_concurrency();
+    unsigned int default_threads = n_threads_win > 0 ? (n_threads_win <= 4 ? n_threads_win : n_threads_win / 2) : 4;
+
+    DWORD buffer_size = 0;
+    if (!GetLogicalProcessorInformationEx(RelationProcessorCore, nullptr, &buffer_size)) {
+        if (GetLastError() != ERROR_INSUFFICIENT_BUFFER) {
+            return default_threads;
+        }
+    }
+
+    std::vector<char> buffer(buffer_size);
+    if (!GetLogicalProcessorInformationEx(RelationProcessorCore, reinterpret_cast<PSYSTEM_LOGICAL_PROCESSOR_INFORMATION_EX>(buffer.data()), &buffer_size)) {
+        return default_threads;
+    }
+
+    int32_t num_physical_cores = 0;
+    PSYSTEM_LOGICAL_PROCESSOR_INFORMATION_EX info = reinterpret_cast<PSYSTEM_LOGICAL_PROCESSOR_INFORMATION_EX>(buffer.data());
+    while (buffer_size > 0) {
+        if (info->Relationship == RelationProcessorCore) {
+            num_physical_cores += info->Processor.GroupCount;
+        }
+        buffer_size -= info->Size;
+        info = reinterpret_cast<PSYSTEM_LOGICAL_PROCESSOR_INFORMATION_EX>(reinterpret_cast<char*>(info) + info->Size);
+    }
+
+    return num_physical_cores > 0 ? num_physical_cores : default_threads;
+#endif
+    unsigned int n_threads = std::thread::hardware_concurrency();
+    return n_threads > 0 ? (n_threads <= 4 ? n_threads : n_threads / 2) : 4;
+}
+
+#if defined(__x86_64__) && defined(__linux__) && !defined(__ANDROID__)
+#include <pthread.h>
+
+static void cpuid(unsigned leaf, unsigned subleaf,
+                  unsigned *eax, unsigned *ebx, unsigned *ecx, unsigned *edx) {
+    __asm__("movq\t%%rbx,%%rsi\n\t"
+            "cpuid\n\t"
+            "xchgq\t%%rbx,%%rsi"
+            : "=a"(*eax), "=S"(*ebx), "=c"(*ecx), "=d"(*edx)
+            : "0"(leaf), "2"(subleaf));
+}
+
+static int pin_cpu(int cpu) {
+    cpu_set_t mask;
+    CPU_ZERO(&mask);
+    CPU_SET(cpu, &mask);
+    return pthread_setaffinity_np(pthread_self(), sizeof(mask), &mask);
+}
+
+static bool is_hybrid_cpu(void) {
+    unsigned eax, ebx, ecx, edx;
+    cpuid(7, 0, &eax, &ebx, &ecx, &edx);
+    return !!(edx & (1u << 15));
+}
+
+static bool is_running_on_efficiency_core(void) {
+    unsigned eax, ebx, ecx, edx;
+    cpuid(0x1a, 0, &eax, &ebx, &ecx, &edx);
+    int intel_atom = 0x20;
+    int core_type = (eax & 0xff000000u) >> 24;
+    return core_type == intel_atom;
+}
+
+static int cpu_count_math_cpus(int n_cpu) {
+    int result = 0;
+    for (int cpu = 0; cpu < n_cpu; ++cpu) {
+        if (pin_cpu(cpu)) {
+            return -1;
+        }
+        if (is_running_on_efficiency_core()) {
+            continue; // efficiency cores harm lockstep threading
+        }
+        ++cpu; // hyperthreading isn't useful for linear algebra
+        ++result;
+    }
+    return result;
+}
+
+#endif // __x86_64__ && __linux__
+
+/**
+ * Returns number of CPUs on system that are useful for math.
+ */
+int32_t cpu_get_num_math() {
+#if defined(__x86_64__) && defined(__linux__) && !defined(__ANDROID__)
+    int n_cpu = sysconf(_SC_NPROCESSORS_ONLN);
+    if (n_cpu < 1) {
+        return cpu_get_num_physical_cores();
+    }
+    if (is_hybrid_cpu()) {
+        cpu_set_t affinity;
+        if (!pthread_getaffinity_np(pthread_self(), sizeof(affinity), &affinity)) {
+            int result = cpu_count_math_cpus(n_cpu);
+            pthread_setaffinity_np(pthread_self(), sizeof(affinity), &affinity);
+            if (result > 0) {
+                return result;
+            }
+        }
+    }
+#endif
+    return cpu_get_num_physical_cores();
+}
+
+// Helper for setting process priority
+
+#if defined(_WIN32)
+
+bool set_process_priority(enum ggml_sched_priority prio) {
+    if (prio == GGML_SCHED_PRIO_NORMAL) {
+        return true;
+    }
+
+    DWORD p = NORMAL_PRIORITY_CLASS;
+    switch (prio) {
+        case GGML_SCHED_PRIO_NORMAL:   p = NORMAL_PRIORITY_CLASS;       break;
+        case GGML_SCHED_PRIO_MEDIUM:   p = ABOVE_NORMAL_PRIORITY_CLASS; break;
+        case GGML_SCHED_PRIO_HIGH:     p = HIGH_PRIORITY_CLASS;         break;
+        case GGML_SCHED_PRIO_REALTIME: p = REALTIME_PRIORITY_CLASS;     break;
+    }
+
+    if (!SetPriorityClass(GetCurrentProcess(), p)) {
+        LOG_WRN("failed to set process priority class %d : (%d)\n", prio, (int) GetLastError());
+        return false;
+    }
+
+    return true;
+}
+
+#else // MacOS and POSIX
+#include <sys/types.h>
+#include <sys/resource.h>
+
+bool set_process_priority(enum ggml_sched_priority prio) {
+    if (prio == GGML_SCHED_PRIO_NORMAL) {
+        return true;
+    }
+
+    int p = 0;
+    switch (prio) {
+        case GGML_SCHED_PRIO_NORMAL:   p =  0;  break;
+        case GGML_SCHED_PRIO_MEDIUM:   p = -5;  break;
+        case GGML_SCHED_PRIO_HIGH:     p = -10; break;
+        case GGML_SCHED_PRIO_REALTIME: p = -20; break;
+    }
+
+    if (!setpriority(PRIO_PROCESS, 0, p)) {
+        LOG_WRN("failed to set process priority %d : %s (%d)\n", prio, strerror(errno), errno);
+        return false;
+    }
+    return true;
+}
+
+#endif
+
+//
+// CLI argument parsing
+//
+
+
+void postprocess_cpu_params(cpu_params& cpuparams, const cpu_params* role_model) {
+    int32_t n_set = 0;
+
+    if (cpuparams.n_threads < 0) {
+        // Assuming everything about cpuparams is invalid
+        if (role_model != nullptr) {
+            cpuparams = *role_model;
+        } else {
+            cpuparams.n_threads = cpu_get_num_math();
+        }
+    }
+
+    for (int32_t i = 0; i < GGML_MAX_N_THREADS; i++) {
+        if (cpuparams.cpumask[i]) {
+            n_set++;
+        }
+    }
+
+    if (n_set && n_set < cpuparams.n_threads) {
+        // Not enough set bits, may experience performance issues.
+        LOG_WRN("Not enough set bits in CPU mask (%d) to satisfy requested thread count: %d\n", n_set, cpuparams.n_threads);
+    }
+}
+
+bool parse_cpu_range(const std::string & range, bool (&boolmask)[GGML_MAX_N_THREADS]) {
+    size_t dash_loc = range.find('-');
+    if (dash_loc == std::string::npos) {
+        LOG_ERR("Format of CPU range is invalid! Expected [<start>]-[<end>].\n");
+        return false;
+    }
+
+    size_t start_i;
+    size_t end_i;
+
+    if (dash_loc == 0) {
+        start_i = 0;
+    } else {
+        start_i = std::stoull(range.substr(0, dash_loc));
+        if (start_i >= GGML_MAX_N_THREADS) {
+            LOG_ERR("Start index out of bounds!\n");
+            return false;
+        }
+    }
+
+    if (dash_loc == range.length() - 1) {
+        end_i = GGML_MAX_N_THREADS - 1;
+    } else {
+        end_i = std::stoull(range.substr(dash_loc + 1));
+        if (end_i >= GGML_MAX_N_THREADS) {
+            LOG_ERR("End index out of bounds!\n");
+            return false;
+        }
+    }
+
+    for (size_t i = start_i; i <= end_i; i++) {
+        boolmask[i] = true;
+    }
+
+    return true;
+}
+
+bool parse_cpu_mask(const std::string & mask, bool (&boolmask)[GGML_MAX_N_THREADS]) {
+    // Discard potential 0x prefix
+    size_t start_i = 0;
+    if (mask.length() >= 2 && mask.substr(0, 2) == "0x") {
+        start_i = 2;
+    }
+
+    size_t num_digits = mask.length() - start_i;
+    if (num_digits > 128) num_digits = 128;
+
+    size_t end_i = num_digits + start_i;
+
+    for (size_t i = start_i, n = (num_digits*4 - 1); i < end_i; i++, n-=4) {
+        char c = mask.at(i);
+        int8_t id = c;
+
+        if ((c >= '0' && c <= '9')) {
+            id -= '0';
+        } else if (c >= 'a' && c <= 'f') {
+            id -= 'a' - 10;
+        } else if (c >= 'A' && c <= 'F') {
+            id -= 'A' - 10;
+        } else {
+            LOG_ERR("Invalid hex character '%c' at position %d\n", c, int32_t(i));
+            return false;
+        }
+
+        boolmask[  n  ] = boolmask[  n  ] || ((id & 8) != 0);
+        boolmask[n - 1] = boolmask[n - 1] || ((id & 4) != 0);
+        boolmask[n - 2] = boolmask[n - 2] || ((id & 2) != 0);
+        boolmask[n - 3] = boolmask[n - 3] || ((id & 1) != 0);
+    }
+
+    return true;
+}
+
+void common_init() {
+    llama_log_set([](ggml_log_level level, const char * text, void * /*user_data*/) {
+        if (LOG_DEFAULT_LLAMA <= common_log_verbosity_thold) {
+            common_log_add(common_log_main(), level, "%s", text);
+        }
+    }, NULL);
+
+#ifdef NDEBUG
+    const char * build_type = "";
+#else
+    const char * build_type = " (debug)";
+#endif
+
+    LOG_INF("build: %d (%s) with %s for %s%s\n", LLAMA_BUILD_NUMBER, LLAMA_COMMIT, LLAMA_COMPILER, LLAMA_BUILD_TARGET, build_type);
+}
+
+std::string common_params_get_system_info(const common_params & params) {
+    std::ostringstream os;
+
+    os << "system_info: n_threads = " << params.cpuparams.n_threads;
+    if (params.cpuparams_batch.n_threads != -1) {
+        os << " (n_threads_batch = " << params.cpuparams_batch.n_threads << ")";
+    }
+#if defined(_WIN32) && (_WIN32_WINNT >= 0x0601) && !defined(__MINGW64__) // windows 7 and later
+    // TODO: windows + arm64 + mingw64
+    DWORD logicalProcessorCount = GetActiveProcessorCount(ALL_PROCESSOR_GROUPS);
+    os << " / " << logicalProcessorCount << " | " << llama_print_system_info();
+#else
+    os << " / " << std::thread::hardware_concurrency() << " | " << llama_print_system_info();
+#endif
+
+    return os.str();
+}
+
+//
+// String utils
+//
+
+std::string string_format(const char * fmt, ...) {
+    va_list ap;
+    va_list ap2;
+    va_start(ap, fmt);
+    va_copy(ap2, ap);
+    int size = vsnprintf(NULL, 0, fmt, ap);
+    GGML_ASSERT(size >= 0 && size < INT_MAX); // NOLINT
+    std::vector<char> buf(size + 1);
+    int size2 = vsnprintf(buf.data(), size + 1, fmt, ap2);
+    GGML_ASSERT(size2 == size);
+    va_end(ap2);
+    va_end(ap);
+    return std::string(buf.data(), size);
+}
+
+std::string string_strip(const std::string & str) {
+    size_t start = 0;
+    size_t end = str.size();
+    while (start < end && std::isspace(str[start])) {
+        start++;
+    }
+    while (end > start && std::isspace(str[end - 1])) {
+        end--;
+    }
+    return str.substr(start, end - start);
+}
+
+std::string string_get_sortable_timestamp() {
+    using clock = std::chrono::system_clock;
+
+    const clock::time_point current_time = clock::now();
+    const time_t as_time_t = clock::to_time_t(current_time);
+    char timestamp_no_ns[100];
+    std::strftime(timestamp_no_ns, 100, "%Y_%m_%d-%H_%M_%S", std::localtime(&as_time_t));
+
+    const int64_t ns = std::chrono::duration_cast<std::chrono::nanoseconds>(
+        current_time.time_since_epoch() % 1000000000).count();
+    char timestamp_ns[11];
+    snprintf(timestamp_ns, 11, "%09" PRId64, ns);
+
+    return std::string(timestamp_no_ns) + "." + std::string(timestamp_ns);
+}
+
+void string_replace_all(std::string & s, const std::string & search, const std::string & replace) {
+    if (search.empty()) {
+        return;
+    }
+    std::string builder;
+    builder.reserve(s.length());
+    size_t pos = 0;
+    size_t last_pos = 0;
+    while ((pos = s.find(search, last_pos)) != std::string::npos) {
+        builder.append(s, last_pos, pos - last_pos);
+        builder.append(replace);
+        last_pos = pos + search.length();
+    }
+    builder.append(s, last_pos, std::string::npos);
+    s = std::move(builder);
+}
+
+std::string regex_escape(const std::string & s) {
+    static const std::regex special_chars("[.^$|()*+?\\[\\]{}\\\\]");
+    return std::regex_replace(s, special_chars, "\\$0");
+}
+
+std::string string_join(const std::vector<std::string> & values, const std::string & separator) {
+    std::ostringstream result;
+    for (size_t i = 0; i < values.size(); ++i) {
+        if (i > 0) {
+            result << separator;
+        }
+        result << values[i];
+    }
+    return result.str();
+}
+
+std::vector<std::string> string_split(const std::string & str, const std::string & delimiter) {
+    std::vector<std::string> parts;
+    size_t start = 0;
+    size_t end = str.find(delimiter);
+
+    while (end != std::string::npos) {
+        parts.push_back(str.substr(start, end - start));
+        start = end + delimiter.length();
+        end = str.find(delimiter, start);
+    }
+
+    parts.push_back(str.substr(start));
+
+    return parts;
+}
+
+std::string string_repeat(const std::string & str, size_t n) {
+    if (n == 0) {
+        return "";
+    }
+
+    std::string result;
+    result.reserve(str.length() * n);
+
+    for (size_t i = 0; i < n; ++i) {
+        result += str;
+    }
+
+    return result;
+}
+
+std::string string_from(bool value) {
+    return value ? "true" : "false";
+}
+
+std::string string_from(const std::vector<int> & values) {
+    std::stringstream buf;
+
+    buf << "[ ";
+    bool first = true;
+    for (auto e : values) {
+        if (first) {
+            first = false;
+        } else {
+            buf << ", ";
+        }
+        buf << std::to_string(e);
+    }
+    buf << " ]";
+
+    return buf.str();
+}
+
+std::string string_from(const struct llama_context * ctx, const std::vector<llama_token> & tokens) {
+    std::stringstream buf;
+
+    buf << "[ ";
+
+    bool first = true;
+    for (const auto & token : tokens) {
+        if (!first) {
+            buf << ", ";
+        } else {
+            first = false;
+        }
+
+        auto detokenized = common_token_to_piece(ctx, token);
+
+        detokenized.erase(
+            std::remove_if(
+                detokenized.begin(),
+                detokenized.end(),
+                [](const unsigned char c) { return !std::isprint(c); }),
+            detokenized.end());
+
+        buf << "'" << detokenized << "'"
+            << ":" << std::to_string(token);
+    }
+
+    buf << " ]";
+
+    return buf.str();
+}
+
+std::string string_from(const struct llama_context * ctx, const struct llama_batch & batch) {
+    std::stringstream buf;
+
+    buf << "[ ";
+
+    bool first = true;
+    for (int i = 0; i < batch.n_tokens; ++i) {
+        if (!first) {
+            buf << ", ";
+        } else {
+            first = false;
+        }
+
+        auto detokenized = common_token_to_piece(ctx, batch.token[i]);
+
+        detokenized.erase(
+                std::remove_if(
+                    detokenized.begin(),
+                    detokenized.end(),
+                    [](const unsigned char c) { return !std::isprint(c); }),
+                detokenized.end());
+
+        buf << "\n"          << std::to_string(i)
+            << ", token '"   << detokenized << "'"
+            << ", pos "      << std::to_string(batch.pos[i])
+            << ", n_seq_id " << std::to_string(batch.n_seq_id[i])
+            << ", seq_id "   << std::to_string(batch.seq_id[i][0])
+            << ", logits "   << std::to_string(batch.logits[i]);
+    }
+
+    buf << " ]";
+
+    return buf.str();
+}
+
+void string_process_escapes(std::string & input) {
+    std::size_t input_len = input.length();
+    std::size_t output_idx = 0;
+
+    for (std::size_t input_idx = 0; input_idx < input_len; ++input_idx) {
+        if (input[input_idx] == '\\' && input_idx + 1 < input_len) {
+            switch (input[++input_idx]) {
+                case 'n':  input[output_idx++] = '\n'; break;
+                case 'r':  input[output_idx++] = '\r'; break;
+                case 't':  input[output_idx++] = '\t'; break;
+                case '\'': input[output_idx++] = '\''; break;
+                case '\"': input[output_idx++] = '\"'; break;
+                case '\\': input[output_idx++] = '\\'; break;
+                case 'x':
+                    // Handle \x12, etc
+                    if (input_idx + 2 < input_len) {
+                        const char x[3] = { input[input_idx + 1], input[input_idx + 2], 0 };
+                        char *err_p = nullptr;
+                        const long val = std::strtol(x, &err_p, 16);
+                        if (err_p == x + 2) {
+                            input_idx += 2;
+                            input[output_idx++] = char(val);
+                            break;
+                        }
+                    }
+                    // fall through
+                default:   input[output_idx++] = '\\';
+                           input[output_idx++] = input[input_idx]; break;
+            }
+        } else {
+            input[output_idx++] = input[input_idx];
+        }
+    }
+
+    input.resize(output_idx);
+}
+
+bool string_parse_kv_override(const char * data, std::vector<llama_model_kv_override> & overrides) {
+    const char * sep = strchr(data, '=');
+    if (sep == nullptr || sep - data >= 128) {
+        LOG_ERR("%s: malformed KV override '%s'\n", __func__, data);
+        return false;
+    }
+    llama_model_kv_override kvo;
+    std::strncpy(kvo.key, data, sep - data);
+    kvo.key[sep - data] = 0;
+    sep++;
+    if (strncmp(sep, "int:", 4) == 0) {
+        sep += 4;
+        kvo.tag = LLAMA_KV_OVERRIDE_TYPE_INT;
+        kvo.val_i64 = std::atol(sep);
+    } else if (strncmp(sep, "float:", 6) == 0) {
+        sep += 6;
+        kvo.tag = LLAMA_KV_OVERRIDE_TYPE_FLOAT;
+        kvo.val_f64 = std::atof(sep);
+    } else if (strncmp(sep, "bool:", 5) == 0) {
+        sep += 5;
+        kvo.tag = LLAMA_KV_OVERRIDE_TYPE_BOOL;
+        if (std::strcmp(sep, "true") == 0) {
+            kvo.val_bool = true;
+        } else if (std::strcmp(sep, "false") == 0) {
+            kvo.val_bool = false;
+        } else {
+            LOG_ERR("%s: invalid boolean value for KV override '%s'\n", __func__, data);
+            return false;
+        }
+    } else if (strncmp(sep, "str:", 4) == 0) {
+        sep += 4;
+        kvo.tag = LLAMA_KV_OVERRIDE_TYPE_STR;
+        if (strlen(sep) > 127) {
+            LOG_ERR("%s: malformed KV override '%s', value cannot exceed 127 chars\n", __func__, data);
+            return false;
+        }
+        strncpy(kvo.val_str, sep, 127);
+        kvo.val_str[127] = '\0';
+    } else {
+        LOG_ERR("%s: invalid type for KV override '%s'\n", __func__, data);
+        return false;
+    }
+    overrides.emplace_back(std::move(kvo));
+    return true;
+}
+
+//
+// Filesystem utils
+//
+
+// Validate if a filename is safe to use
+// To validate a full path, split the path by the OS-specific path separator, and validate each part with this function
+bool fs_validate_filename(const std::string & filename) {
+    if (!filename.length()) {
+        // Empty filename invalid
+        return false;
+    }
+    if (filename.length() > 255) {
+        // Limit at common largest possible filename on Linux filesystems
+        // to avoid unnecessary further validation
+        // (On systems with smaller limits it will be caught by the OS)
+        return false;
+    }
+
+    std::u32string filename_utf32;
+    try {
+#if defined(__clang__)
+        // disable C++17 deprecation warning for std::codecvt_utf8
+#    pragma clang diagnostic push
+#    pragma clang diagnostic ignored "-Wdeprecated-declarations"
+#endif
+        std::wstring_convert<std::codecvt_utf8<char32_t>, char32_t> converter;
+
+#if defined(__clang__)
+#    pragma clang diagnostic pop
+#endif
+
+        filename_utf32 = converter.from_bytes(filename);
+
+        // If the reverse conversion mismatches, it means overlong UTF-8 sequences were used,
+        // or invalid encodings were encountered. Reject such attempts
+        std::string filename_reencoded = converter.to_bytes(filename_utf32);
+        if (filename_reencoded != filename) {
+            return false;
+        }
+    } catch (const std::exception &) {
+        return false;
+    }
+
+    // Check for forbidden codepoints:
+    // - Control characters
+    // - Unicode equivalents of illegal characters
+    // - UTF-16 surrogate pairs
+    // - UTF-8 replacement character
+    // - Byte order mark (BOM)
+    // - Illegal characters: / \ : * ? " < > |
+    for (char32_t c : filename_utf32) {
+        if (c <= 0x1F // Control characters (C0)
+            || c == 0x7F // Control characters (DEL)
+            || (c >= 0x80 && c <= 0x9F) // Control characters (C1)
+            || c == 0xFF0E // Fullwidth Full Stop (period equivalent)
+            || c == 0x2215 // Division Slash (forward slash equivalent)
+            || c == 0x2216 // Set Minus (backslash equivalent)
+            || (c >= 0xD800 && c <= 0xDFFF) // UTF-16 surrogate pairs
+            || c == 0xFFFD // Replacement Character (UTF-8)
+            || c == 0xFEFF // Byte Order Mark (BOM)
+            || c == '/' || c == '\\' || c == ':' || c == '*' // Illegal characters
+            || c == '?' || c == '"' || c == '<' || c == '>' || c == '|') {
+            return false;
+        }
+    }
+
+    // Reject any leading or trailing ' ', or any trailing '.', these are stripped on Windows and will cause a different filename
+    // Unicode and other whitespace is not affected, only 0x20 space
+    if (filename.front() == ' ' || filename.back() == ' ' || filename.back() == '.') {
+        return false;
+    }
+
+    // Reject any ".." (currently stricter than necessary, it should be fine to just check for == ".." instead)
+    if (filename.find("..") != std::string::npos) {
+        return false;
+    }
+
+    // Reject "."
+    if (filename == ".") {
+        return false;
+    }
+
+    return true;
+}
+
+// returns true if successful, false otherwise
+bool fs_create_directory_with_parents(const std::string & path) {
+#ifdef _WIN32
+    std::wstring_convert<std::codecvt_utf8<wchar_t>> converter;
+    std::wstring wpath = converter.from_bytes(path);
+
+    // if the path already exists, check whether it's a directory
+    const DWORD attributes = GetFileAttributesW(wpath.c_str());
+    if ((attributes != INVALID_FILE_ATTRIBUTES) && (attributes & FILE_ATTRIBUTE_DIRECTORY)) {
+        return true;
+    }
+
+    size_t pos_slash = 0;
+
+    // process path from front to back, procedurally creating directories
+    while ((pos_slash = path.find('\\', pos_slash)) != std::string::npos) {
+        const std::wstring subpath = wpath.substr(0, pos_slash);
+        const wchar_t * test = subpath.c_str();
+
+        const bool success = CreateDirectoryW(test, NULL);
+        if (!success) {
+            const DWORD error = GetLastError();
+
+            // if the path already exists, ensure that it's a directory
+            if (error == ERROR_ALREADY_EXISTS) {
+                const DWORD attributes = GetFileAttributesW(subpath.c_str());
+                if (attributes == INVALID_FILE_ATTRIBUTES || !(attributes & FILE_ATTRIBUTE_DIRECTORY)) {
+                    return false;
+                }
+            } else {
+                return false;
+            }
+        }
+
+        pos_slash += 1;
+    }
+
+    return true;
+#else
+    // if the path already exists, check whether it's a directory
+    struct stat info;
+    if (stat(path.c_str(), &info) == 0) {
+        return S_ISDIR(info.st_mode);
+    }
+
+    size_t pos_slash = 1; // skip leading slashes for directory creation
+
+    // process path from front to back, procedurally creating directories
+    while ((pos_slash = path.find('/', pos_slash)) != std::string::npos) {
+        const std::string subpath = path.substr(0, pos_slash);
+        struct stat info;
+
+        // if the path already exists, ensure that it's a directory
+        if (stat(subpath.c_str(), &info) == 0) {
+            if (!S_ISDIR(info.st_mode)) {
+                return false;
+            }
+        } else {
+            // create parent directories
+            const int ret = mkdir(subpath.c_str(), 0755);
+            if (ret != 0) {
+                return false;
+            }
+        }
+
+        pos_slash += 1;
+    }
+
+    return true;
+#endif // _WIN32
+}
+
+std::string fs_get_cache_directory() {
+    std::string cache_directory = "";
+    auto ensure_trailing_slash = [](std::string p) {
+        // Make sure to add trailing slash
+        if (p.back() != DIRECTORY_SEPARATOR) {
+            p += DIRECTORY_SEPARATOR;
+        }
+        return p;
+    };
+    if (getenv("LLAMA_CACHE")) {
+        cache_directory = std::getenv("LLAMA_CACHE");
+    } else {
+#if defined(__linux__) || defined(__FreeBSD__) || defined(_AIX)
+        if (std::getenv("XDG_CACHE_HOME")) {
+            cache_directory = std::getenv("XDG_CACHE_HOME");
+        } else {
+            cache_directory = std::getenv("HOME") + std::string("/.cache/");
+        }
+#elif defined(__APPLE__)
+        cache_directory = std::getenv("HOME") + std::string("/Library/Caches/");
+#elif defined(_WIN32)
+        cache_directory = std::getenv("LOCALAPPDATA");
+#else
+#  error Unknown architecture
+#endif
+        cache_directory = ensure_trailing_slash(cache_directory);
+        cache_directory += "llama.cpp";
+    }
+    return ensure_trailing_slash(cache_directory);
+}
+
+std::string fs_get_cache_file(const std::string & filename) {
+    GGML_ASSERT(filename.find(DIRECTORY_SEPARATOR) == std::string::npos);
+    std::string cache_directory = fs_get_cache_directory();
+    const bool success = fs_create_directory_with_parents(cache_directory);
+    if (!success) {
+        throw std::runtime_error("failed to create cache directory: " + cache_directory);
+    }
+    return cache_directory + filename;
+}
+
+
+//
+// Model utils
+//
+
+struct common_init_result common_init_from_params(common_params & params) {
+    common_init_result iparams;
+    auto mparams = common_model_params_to_llama(params);
+
+    llama_model * model = llama_model_load_from_file(params.model.path.c_str(), mparams);
+    if (model == NULL) {
+        LOG_ERR("%s: failed to load model '%s'\n", __func__, params.model.path.c_str());
+        return iparams;
+    }
+
+    const llama_vocab * vocab = llama_model_get_vocab(model);
+
+    if (params.reranking) {
+        bool ok = true;
+
+        if (llama_vocab_bos(vocab) == LLAMA_TOKEN_NULL) {
+            LOG_WRN("%s: warning: vocab does not have a  BOS token, reranking will not work\n", __func__);
+            ok = false;
+        }
+
+        if (llama_vocab_eos(vocab) == LLAMA_TOKEN_NULL) {
+            LOG_WRN("%s: warning: vocab does not have an EOS token, reranking will not work\n", __func__);
+            ok = false;
+        }
+
+        if (llama_vocab_sep(vocab) == LLAMA_TOKEN_NULL) {
+            LOG_WRN("%s: warning: vocab does not have a  SEP token, reranking will not work\n", __func__);
+            ok = false;
+        }
+
+        if (!ok) {
+            llama_model_free(model);
+
+            return iparams;
+        }
+    }
+
+    auto cparams = common_context_params_to_llama(params);
+
+    llama_context * lctx = llama_init_from_model(model, cparams);
+    if (lctx == NULL) {
+        LOG_ERR("%s: failed to create context with model '%s'\n", __func__, params.model.path.c_str());
+        llama_model_free(model);
+        return iparams;
+    }
+
+    if (params.ctx_shift && !llama_kv_self_can_shift(lctx)) {
+        LOG_WRN("%s: KV cache shifting is not supported for this context, disabling KV cache shifting\n", __func__);
+        params.ctx_shift = false;
+    }
+
+    if (!params.control_vectors.empty()) {
+        if (params.control_vector_layer_start <= 0) params.control_vector_layer_start = 1;
+        if (params.control_vector_layer_end   <= 0) params.control_vector_layer_end   = llama_model_n_layer(model);
+
+        const auto cvec = common_control_vector_load(params.control_vectors);
+        if (cvec.n_embd == -1) {
+            llama_free(lctx);
+            llama_model_free(model);
+
+            return iparams;
+        }
+
+        int err = llama_apply_adapter_cvec(
+                lctx,
+                cvec.data.data(),
+                cvec.data.size(),
+                cvec.n_embd,
+                params.control_vector_layer_start,
+                params.control_vector_layer_end);
+        if (err) {
+            llama_free(lctx);
+            llama_model_free(model);
+
+            return iparams;
+        }
+    }
+
+    // load and optionally apply lora adapters
+    for (auto & la : params.lora_adapters) {
+        llama_adapter_lora_ptr lora;
+        lora.reset(llama_adapter_lora_init(model, la.path.c_str()));
+        if (lora == nullptr) {
+            LOG_ERR("%s: failed to apply lora adapter '%s'\n", __func__, la.path.c_str());
+            llama_free(lctx);
+            llama_model_free(model);
+            return iparams;
+        }
+
+        la.ptr = lora.get();
+        iparams.lora.emplace_back(std::move(lora)); // copy to list of loaded adapters
+    }
+
+    if (!params.lora_init_without_apply) {
+        common_set_adapter_lora(lctx, params.lora_adapters);
+    }
+
+    if (params.sampling.ignore_eos && llama_vocab_eos(vocab) == LLAMA_TOKEN_NULL) {
+        LOG_WRN("%s: warning: vocab does not have an EOS token, ignoring --ignore-eos\n", __func__);
+        params.sampling.ignore_eos = false;
+    }
+
+    if (params.sampling.ignore_eos) {
+        for (llama_token i = 0; i < llama_vocab_n_tokens(vocab); i++) {
+            if (llama_vocab_is_eog(vocab, i)) {
+                LOG_INF("%s: added %s logit bias = %f\n", __func__, common_token_to_piece(lctx, i).c_str(), -INFINITY);
+                params.sampling.logit_bias.push_back({i, -INFINITY});
+            }
+        }
+    }
+
+    if (params.sampling.penalty_last_n == -1) {
+        LOG_INF("%s: setting penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx));
+        params.sampling.penalty_last_n = llama_n_ctx(lctx);
+    }
+
+    if (params.sampling.dry_penalty_last_n == -1) {
+        LOG_INF("%s: setting dry_penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx));
+        params.sampling.dry_penalty_last_n = llama_n_ctx(lctx);
+    }
+
+    if (params.warmup) {
+        LOG_WRN("%s: warming up the model with an empty run - please wait ... (--no-warmup to disable)\n", __func__);
+
+        llama_set_warmup(lctx, true);
+
+        std::vector<llama_token> tmp;
+        llama_token bos = llama_vocab_bos(vocab);
+        llama_token eos = llama_vocab_eos(vocab);
+
+        // some models (e.g. T5) don't have a BOS token
+        if (bos != LLAMA_TOKEN_NULL) {
+            tmp.push_back(bos);
+        }
+        if (eos != LLAMA_TOKEN_NULL) {
+            tmp.push_back(eos);
+        }
+        if (tmp.empty()) {
+            tmp.push_back(0);
+        }
+
+        if (llama_model_has_encoder(model)) {
+            llama_encode(lctx, llama_batch_get_one(tmp.data(), tmp.size()));
+            llama_token decoder_start_token_id = llama_model_decoder_start_token(model);
+            if (decoder_start_token_id == LLAMA_TOKEN_NULL) {
+                decoder_start_token_id = bos;
+            }
+            tmp.clear();
+            tmp.push_back(decoder_start_token_id);
+        }
+        if (llama_model_has_decoder(model)) {
+            llama_decode(lctx, llama_batch_get_one(tmp.data(), std::min(tmp.size(), (size_t) params.n_batch)));
+        }
+        llama_kv_self_clear(lctx);
+        llama_synchronize(lctx);
+        llama_perf_context_reset(lctx);
+        llama_set_warmup(lctx, false);
+    }
+
+    iparams.model.reset(model);
+    iparams.context.reset(lctx);
+
+    return iparams;
+}
+
+std::string get_model_endpoint() {
+    const char * model_endpoint_env = getenv("MODEL_ENDPOINT");
+    // We still respect the use of environment-variable "HF_ENDPOINT" for backward-compatibility.
+    const char * hf_endpoint_env = getenv("HF_ENDPOINT");
+    const char * endpoint_env = model_endpoint_env ? model_endpoint_env : hf_endpoint_env;
+    std::string model_endpoint = "https://huggingface.co/";
+    if (endpoint_env) {
+        model_endpoint = endpoint_env;
+        if (model_endpoint.back() != '/') model_endpoint += '/';
+    }
+    return model_endpoint;
+}
+
+void common_set_adapter_lora(struct llama_context * ctx, std::vector<common_adapter_lora_info> & lora) {
+    llama_clear_adapter_lora(ctx);
+    for (auto & la : lora) {
+        if (la.scale != 0.0f) {
+            llama_set_adapter_lora(ctx, la.ptr, la.scale);
+        }
+    }
+}
+
+struct llama_model_params common_model_params_to_llama(common_params & params) {
+    auto mparams = llama_model_default_params();
+
+    if (!params.devices.empty()) {
+        mparams.devices = params.devices.data();
+    }
+
+    if (params.n_gpu_layers != -1) {
+        mparams.n_gpu_layers = params.n_gpu_layers;
+    }
+
+    mparams.main_gpu        = params.main_gpu;
+    mparams.split_mode      = params.split_mode;
+    mparams.tensor_split    = params.tensor_split;
+    mparams.use_mmap        = params.use_mmap;
+    mparams.use_mlock       = params.use_mlock;
+    mparams.check_tensors   = params.check_tensors;
+
+    if (params.kv_overrides.empty()) {
+        mparams.kv_overrides = NULL;
+    } else {
+        GGML_ASSERT(params.kv_overrides.back().key[0] == 0 && "KV overrides not terminated with empty key");
+        mparams.kv_overrides = params.kv_overrides.data();
+    }
+
+    if (params.tensor_buft_overrides.empty()) {
+        mparams.tensor_buft_overrides = NULL;
+    } else {
+        GGML_ASSERT(params.tensor_buft_overrides.back().pattern == nullptr && "Tensor buffer overrides not terminated with empty pattern");
+        mparams.tensor_buft_overrides = params.tensor_buft_overrides.data();
+    }
+
+    return mparams;
+}
+
+struct llama_context_params common_context_params_to_llama(const common_params & params) {
+    auto cparams = llama_context_default_params();
+
+    cparams.n_ctx             = params.n_ctx;
+    cparams.n_seq_max         = params.n_parallel;
+    cparams.n_batch           = params.n_batch;
+    cparams.n_ubatch          = params.n_ubatch;
+    cparams.n_threads         = params.cpuparams.n_threads;
+    cparams.n_threads_batch   = params.cpuparams_batch.n_threads == -1 ?
+                                params.cpuparams.n_threads : params.cpuparams_batch.n_threads;
+    cparams.embeddings        = params.embedding;
+    cparams.rope_scaling_type = params.rope_scaling_type;
+    cparams.rope_freq_base    = params.rope_freq_base;
+    cparams.rope_freq_scale   = params.rope_freq_scale;
+    cparams.yarn_ext_factor   = params.yarn_ext_factor;
+    cparams.yarn_attn_factor  = params.yarn_attn_factor;
+    cparams.yarn_beta_fast    = params.yarn_beta_fast;
+    cparams.yarn_beta_slow    = params.yarn_beta_slow;
+    cparams.yarn_orig_ctx     = params.yarn_orig_ctx;
+    cparams.pooling_type      = params.pooling_type;
+    cparams.attention_type    = params.attention_type;
+    cparams.defrag_thold      = params.defrag_thold;
+    cparams.cb_eval           = params.cb_eval;
+    cparams.cb_eval_user_data = params.cb_eval_user_data;
+    cparams.offload_kqv       = !params.no_kv_offload;
+    cparams.flash_attn        = params.flash_attn;
+    cparams.no_perf           = params.no_perf;
+    cparams.op_offload        = !params.no_op_offload;
+
+    if (params.reranking) {
+        cparams.embeddings    = true;
+        cparams.pooling_type  = LLAMA_POOLING_TYPE_RANK;
+    }
+
+    cparams.type_k = params.cache_type_k;
+    cparams.type_v = params.cache_type_v;
+
+    return cparams;
+}
+
+struct ggml_threadpool_params ggml_threadpool_params_from_cpu_params(const cpu_params & params) {
+    struct ggml_threadpool_params tpp;
+
+    ggml_threadpool_params_init(&tpp, params.n_threads); // setup the defaults
+
+    if (params.mask_valid) {
+        std::memcpy(&tpp.cpumask, &params.cpumask, GGML_MAX_N_THREADS);
+    }
+
+    tpp.prio       = params.priority;
+    tpp.poll       = params.poll;
+    tpp.strict_cpu = params.strict_cpu;
+
+    return tpp;
+}
+
+//
+// Batch utils
+//
+
+void common_batch_clear(struct llama_batch & batch) {
+    batch.n_tokens = 0;
+}
+
+void common_batch_add(
+                 struct llama_batch & batch,
+                        llama_token   id,
+                          llama_pos   pos,
+    const std::vector<llama_seq_id> & seq_ids,
+                               bool   logits) {
+    GGML_ASSERT(batch.seq_id[batch.n_tokens] && "llama_batch size exceeded");
+
+    batch.token   [batch.n_tokens] = id;
+    batch.pos     [batch.n_tokens] = pos;
+    batch.n_seq_id[batch.n_tokens] = seq_ids.size();
+    for (size_t i = 0; i < seq_ids.size(); ++i) {
+        batch.seq_id[batch.n_tokens][i] = seq_ids[i];
+    }
+    batch.logits  [batch.n_tokens] = logits;
+
+    batch.n_tokens++;
+}
+
+//
+// Token utils
+//
+
+size_t common_lcp(const llama_tokens & a, const llama_tokens & b) {
+    size_t i;
+    for (i = 0; i < a.size() && i < b.size() && a[i] == b[i]; i++) {}
+
+    return i;
+}
+
+size_t common_lcs(const llama_tokens & a, const llama_tokens & b) {
+    // check for empty sequences
+    if (a.empty() || b.empty()) {
+        return 0;
+    }
+
+    // get the lengths of the input sequences
+    size_t a_len = a.size();
+    size_t b_len = b.size();
+
+    // initialize the maximum length of the longest common subsequence (LCS)
+    size_t max_length = 0;
+
+    // use two rows instead of a 2D matrix to optimize space
+    std::vector<size_t> prev_row(b_len + 1, 0);
+    std::vector<size_t> curr_row(b_len + 1, 0);
+
+    // iterate through the elements of a
+    for (size_t i = 1; i <= a_len; i++) {
+        // iterate through the elements of b
+        for (size_t j = 1; j <= b_len; j++) {
+            // if elements at the current positions match
+            if (a[i - 1] == b[j - 1]) {
+                // if it's the first element of either sequences, set LCS length to 1
+                if (i == 1 || j == 1) {
+                    curr_row[j] = 1;
+                } else {
+                    // increment LCS length by 1 compared to the previous element
+                    curr_row[j] = prev_row[j - 1] + 1;
+                }
+
+                // update max_length if necessary
+                if (curr_row[j] > max_length) {
+                    max_length = curr_row[j];
+                }
+            } else {
+                // reset LCS length if elements don't match
+                curr_row[j] = 0;
+            }
+        }
+
+        // update the previous row for the next iteration
+        prev_row = curr_row;
+    }
+
+    // return the maximum length of the LCS
+    return max_length;
+}
+
+//
+// Vocab utils
+//
+
+std::vector<llama_token> common_tokenize(
+  const struct llama_context * ctx,
+           const std::string & text,
+                        bool   add_special,
+                        bool   parse_special) {
+    const llama_model * model = llama_get_model(ctx);
+    const llama_vocab * vocab = llama_model_get_vocab(model);
+    return common_tokenize(vocab, text, add_special, parse_special);
+}
+
+std::vector<llama_token> common_tokenize(
+    const struct llama_vocab * vocab,
+           const std::string & text,
+                        bool   add_special,
+                        bool   parse_special) {
+    // upper limit for the number of tokens
+    int n_tokens = text.length() + 2 * add_special;
+    std::vector<llama_token> result(n_tokens);
+    n_tokens = llama_tokenize(vocab, text.data(), text.length(), result.data(), result.size(), add_special, parse_special);
+    if (n_tokens < 0) {
+        result.resize(-n_tokens);
+        int check = llama_tokenize(vocab, text.data(), text.length(), result.data(), result.size(), add_special, parse_special);
+        GGML_ASSERT(check == -n_tokens);
+    } else {
+        result.resize(n_tokens);
+    }
+    return result;
+}
+
+std::string common_token_to_piece(const struct llama_context * ctx, llama_token token, bool special) {
+    const llama_model * model = llama_get_model(ctx);
+    const llama_vocab * vocab = llama_model_get_vocab(model);
+    return common_token_to_piece(vocab, token, special);
+}
+
+std::string common_token_to_piece(const struct llama_vocab * vocab, llama_token token, bool special) {
+    std::string piece;
+    piece.resize(piece.capacity());  // using string internal cache, 15 bytes + '\n'
+    const int n_chars = llama_token_to_piece(vocab, token, &piece[0], piece.size(), 0, special);
+    if (n_chars < 0) {
+        piece.resize(-n_chars);
+        int check = llama_token_to_piece(vocab, token, &piece[0], piece.size(), 0, special);
+        GGML_ASSERT(check == -n_chars);
+    }
+    else {
+        piece.resize(n_chars);
+    }
+
+    return piece;
+}
+
+std::string common_detokenize(const struct llama_context * ctx, const std::vector<llama_token> & tokens, bool special) {
+    const llama_model * model = llama_get_model(ctx);
+    const llama_vocab * vocab = llama_model_get_vocab(model);
+    return common_detokenize(vocab, tokens, special);
+}
+
+std::string common_detokenize(const struct llama_vocab * vocab, const std::vector<llama_token> & tokens, bool special) {
+    std::string text;
+    text.resize(std::max(text.capacity(), tokens.size()));
+    int32_t n_chars = llama_detokenize(vocab, tokens.data(), (int32_t)tokens.size(), &text[0], (int32_t)text.size(), false, special);
+    if (n_chars < 0) {
+        text.resize(-n_chars);
+        n_chars = llama_detokenize(vocab, tokens.data(), (int32_t)tokens.size(), &text[0], (int32_t)text.size(), false, special);
+        GGML_ASSERT(n_chars <= (int32_t)text.size());  // whitespace trimming is performed after per-token detokenization
+    }
+
+    text.resize(n_chars);
+
+    // NOTE: the original tokenizer decodes bytes after collecting the pieces.
+    return text;
+}
+
+//
+// KV cache utils
+//
+
+void common_kv_cache_dump_view(const llama_kv_cache_view & view, int row_size) {
+    static const char slot_chars[] = ".123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz+";
+
+    printf("=== Dumping KV cache. total cells %d, max sequences per cell %d, populated cells %d, total tokens in cache %d, largest empty slot=%d @ %d",
+        view.n_cells, view.n_seq_max, view.used_cells, view.token_count, view.max_contiguous, view.max_contiguous_idx);
+
+    llama_kv_cache_view_cell * c_curr = view.cells;
+    llama_seq_id * cs_curr = view.cells_sequences;
+
+    for (int i = 0; i < view.n_cells; i++, c_curr++, cs_curr += view.n_seq_max) {
+        if (i % row_size == 0) {
+            printf("\n%5d: ", i);
+        }
+        int seq_count = 0;
+        for (int j = 0; j < view.n_seq_max; j++) {
+            if (cs_curr[j] >= 0) { seq_count++; }
+        }
+        putchar(slot_chars[std::min(sizeof(slot_chars) - 2, size_t(seq_count))]);
+    }
+
+    printf("\n=== Done dumping\n");
+}
+
+void common_kv_cache_dump_view_seqs(const llama_kv_cache_view & view, int row_size) {
+    static const char slot_chars[] = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz";
+
+    printf("=== Dumping KV cache. total cells %d, max sequences per cell %d, populated cells %d, total tokens in cache %d, largest empty slot=%d @ %d\n",
+        view.n_cells, view.n_seq_max, view.used_cells, view.token_count, view.max_contiguous, view.max_contiguous_idx);
+
+    std::unordered_map<llama_seq_id, size_t> seqs;
+    llama_kv_cache_view_cell * c_curr = view.cells;
+    llama_seq_id * cs_curr = view.cells_sequences;
+
+    for (int i = 0; i < view.n_cells; i++, c_curr++, cs_curr += view.n_seq_max) {
+        for (int j = 0; j < view.n_seq_max; j++) {
+            if (cs_curr[j] < 0) { continue; }
+            if (seqs.find(cs_curr[j]) == seqs.end()) {
+                if (seqs.size() + 1 >= sizeof(slot_chars)) { break; }
+                const size_t sz = seqs.size();
+                seqs[cs_curr[j]] = sz;
+            }
+        }
+        if (seqs.size() + 1 >= sizeof(slot_chars)) { break; }
+    }
+
+    printf("=== Sequence legend: ");
+    for (const auto & it : seqs) {
+        printf("%zu=%d, ", it.second, it.first);
+    }
+    printf("'+'=other sequence ids");
+
+    c_curr = view.cells;
+    cs_curr = view.cells_sequences;
+    for (int i = 0; i < view.n_cells; i++, c_curr++, cs_curr += view.n_seq_max) {
+        if (i % row_size == 0) {
+            printf("\n%5d: ", i);
+        }
+        for (int j = 0; j < view.n_seq_max; j++) {
+            if (cs_curr[j] >= 0) {
+                const auto & it = seqs.find(cs_curr[j]);
+                putchar(it != seqs.end() ? int(slot_chars[it->second]) : '+');
+            } else {
+                putchar('.');
+            }
+        }
+        putchar(' ');
+    }
+
+    printf("\n=== Done dumping\n");
+}
+
+//
+// Embedding utils
+//
+
+void common_embd_normalize(const float * inp, float * out, int n, int embd_norm) {
+    double sum = 0.0;
+
+    switch (embd_norm) {
+        case -1: // no normalisation
+            sum = 1.0;
+            break;
+        case 0: // max absolute
+            for (int i = 0; i < n; i++) {
+                if (sum < std::abs(inp[i])) {
+                    sum = std::abs(inp[i]);
+                }
+            }
+            sum /= 32760.0; // make an int16 range
+            break;
+        case 2: // euclidean
+            for (int i = 0; i < n; i++) {
+                sum += inp[i] * inp[i];
+            }
+            sum = std::sqrt(sum);
+            break;
+        default: // p-norm (euclidean is p-norm p=2)
+            for (int i = 0; i < n; i++) {
+                sum += std::pow(std::abs(inp[i]), embd_norm);
+            }
+            sum = std::pow(sum, 1.0 / embd_norm);
+            break;
+    }
+
+    const float norm = sum > 0.0 ? 1.0 / sum : 0.0f;
+
+    for (int i = 0; i < n; i++) {
+        out[i] = inp[i] * norm;
+    }
+}
+
+float common_embd_similarity_cos(const float * embd1, const float * embd2, int n){
+    double sum  = 0.0;
+    double sum1 = 0.0;
+    double sum2 = 0.0;
+
+    for (int i = 0; i < n; i++) {
+        sum  += embd1[i] * embd2[i];
+        sum1 += embd1[i] * embd1[i];
+        sum2 += embd2[i] * embd2[i];
+    }
+
+    // Handle the case where one or both vectors are zero vectors
+    if (sum1 == 0.0 || sum2 == 0.0) {
+        if (sum1 == 0.0 && sum2 == 0.0) {
+            return 1.0f; // two zero vectors are similar
+        }
+        return 0.0f;
+    }
+
+    return sum / (sqrt(sum1) * sqrt(sum2));
+}
+
+//
+// Control vector utils
+//
+
+static common_control_vector_data common_control_vector_load_one(const common_control_vector_load_info & load_info) {
+    common_control_vector_data result = { -1, {} };
+
+    ggml_context * ctx = nullptr;
+    struct gguf_init_params meta_gguf_params = {
+        /* .no_alloc = */ false,
+        /* .ctx      = */ &ctx,
+    };
+    struct gguf_context * ctx_gguf = gguf_init_from_file(load_info.fname.c_str(), meta_gguf_params);
+    if (!ctx_gguf) {
+        LOG_ERR("%s: failed to load control vector file from %s\n", __func__, load_info.fname.c_str());
+        return result;
+    }
+
+    int32_t n_tensors = gguf_get_n_tensors(ctx_gguf);
+    if (n_tensors == 0) {
+        LOG_WRN("%s: no direction tensors found in %s\n", __func__, load_info.fname.c_str());
+    }
+
+    for (int i = 0; i < n_tensors; i++) {
+        std::string name = gguf_get_tensor_name(ctx_gguf, i);
+
+        int layer_idx = -1;
+
+        // split on '.'
+        size_t dotpos = name.find('.');
+        if (dotpos != std::string::npos && name.substr(0, dotpos) == "direction") {
+            try {
+                layer_idx = std::stoi(name.substr(dotpos + 1));
+            } catch (...) {
+                layer_idx = -1;
+            }
+        }
+        if (layer_idx < 0) {
+            LOG_ERR("%s: invalid/unparsable direction tensor layer index in %s\n", __func__, load_info.fname.c_str());
+            result.n_embd = -1;
+            break;
+        } else if (layer_idx == 0) {
+            LOG_ERR("%s: invalid (zero) direction tensor layer index in %s\n", __func__, load_info.fname.c_str());
+            result.n_embd = -1;
+            break;
+        }
+
+        struct ggml_tensor * tensor = ggml_get_tensor(ctx, name.c_str());
+        if (tensor->type != GGML_TYPE_F32) {
+            LOG_ERR("%s: invalid (non-F32) direction tensor type in %s\n", __func__, load_info.fname.c_str());
+            result.n_embd = -1;
+            break;
+        }
+        if (ggml_n_dims(tensor) != 1) {
+            LOG_ERR("%s: invalid (non-1D) direction tensor shape in %s\n", __func__, load_info.fname.c_str());
+            result.n_embd = -1;
+            break;
+        }
+
+        if (result.n_embd == -1) {
+            result.n_embd = ggml_nelements(tensor);
+        } else if (ggml_nelements(tensor) != result.n_embd) {
+            LOG_ERR("%s: direction tensor in %s does not match previous dimensions\n", __func__, load_info.fname.c_str());
+            result.n_embd = -1;
+            break;
+        }
+
+        // extend if necessary - do not store data for layer 0 (it's not used)
+        result.data.resize(std::max(result.data.size(), static_cast<size_t>(result.n_embd * layer_idx)), 0.0f);
+
+        const float * src = (const float *) tensor->data;
+        float * dst = result.data.data() + result.n_embd * (layer_idx - 1);  // layer 1 at [0]
+        for (int j = 0; j < result.n_embd; j++) {
+            dst[j] += src[j] * load_info.strength;  // allows multiple directions for same layer in same file
+        }
+
+    }
+
+    if (result.n_embd == -1) {
+        LOG_WRN("%s: skipping %s due to invalid direction tensors\n", __func__, load_info.fname.c_str());
+        result.data.clear();
+    }
+
+    gguf_free(ctx_gguf);
+    ggml_free(ctx);
+
+    return result;
+}
+
+common_control_vector_data common_control_vector_load(const std::vector<common_control_vector_load_info> & load_infos) {
+    common_control_vector_data result = { -1, {} };
+
+    for (const auto & info : load_infos) {
+        auto cur = common_control_vector_load_one(info);
+
+        if (cur.n_embd == -1) {
+            result.n_embd = -1;
+            break;
+        }
+        if (result.n_embd != -1 && result.n_embd != cur.n_embd) {
+            LOG_ERR("%s: control vectors in %s does not match previous dimensions\n", __func__, info.fname.c_str());
+            result.n_embd = -1;
+            break;
+        }
+
+        if (result.n_embd == -1) {
+            result = std::move(cur);
+        } else {
+            result.data.resize(std::max(result.data.size(), cur.data.size()), 0.0f);  // extend if necessary
+            for (size_t i = 0; i < cur.data.size(); i++) {
+                result.data[i] += cur.data[i];
+            }
+        }
+    }
+
+    if (result.n_embd == -1) {
+        LOG_ERR("%s: no valid control vector files passed\n", __func__);
+        result.data.clear();
+    }
+
+    return result;
+}
+
+ggml_opt_dataset_t common_opt_dataset_init(struct llama_context * ctx, const std::vector<llama_token> & tokens, int64_t stride) {
+    const int64_t ne_datapoint = llama_n_ctx(ctx);
+    const int64_t ndata        = (tokens.size() - ne_datapoint - 1) / stride;
+    ggml_opt_dataset_t result = ggml_opt_dataset_init(
+        GGML_TYPE_I32, GGML_TYPE_I32, ne_datapoint, ne_datapoint, ndata, /*ndata_shard =*/ 1);
+
+    llama_token * data   = (llama_token *) ggml_opt_dataset_data(result)->data;
+    llama_token * labels = (llama_token *) ggml_opt_dataset_labels(result)->data;
+
+    for (int64_t idata = 0; idata < ndata; ++idata) {
+        memcpy(data   + idata*ne_datapoint, tokens.data() + idata*stride + 0, ne_datapoint*sizeof(llama_token));
+        memcpy(labels + idata*ne_datapoint, tokens.data() + idata*stride + 1, ne_datapoint*sizeof(llama_token));
+    }
+
+    return result;
+}
diff --git a/llama/llama.cpp/common/common.go b/llama/llama.cpp/common/common.go
new file mode 100644
index 0000000..ebbb738
--- /dev/null
+++ b/llama/llama.cpp/common/common.go
@@ -0,0 +1,6 @@
+package common
+
+// #cgo CXXFLAGS: -std=c++11
+// #cgo CPPFLAGS: -I${SRCDIR}/../include
+// #cgo CPPFLAGS: -I${SRCDIR}/../../../ml/backend/ggml/ggml/include
+import "C"
diff --git a/llama/llama.cpp/common/common.h b/llama/llama.cpp/common/common.h
new file mode 100644
index 0000000..dea3426
--- /dev/null
+++ b/llama/llama.cpp/common/common.h
@@ -0,0 +1,674 @@
+// Various helper functions and utilities
+
+#pragma once
+
+#include "llama-cpp.h"
+
+#include <set>
+#include <string>
+#include <vector>
+#include <sstream>
+
+#ifdef _WIN32
+#define DIRECTORY_SEPARATOR '\\'
+#else
+#define DIRECTORY_SEPARATOR '/'
+#endif // _WIN32
+
+#define die(msg)          do { fputs("error: " msg "\n", stderr);                exit(1); } while (0)
+#define die_fmt(fmt, ...) do { fprintf(stderr, "error: " fmt "\n", __VA_ARGS__); exit(1); } while (0)
+
+#define print_build_info() do {                                                                     \
+    fprintf(stderr, "%s: build = %d (%s)\n",      __func__, LLAMA_BUILD_NUMBER, LLAMA_COMMIT);      \
+    fprintf(stderr, "%s: built with %s for %s\n", __func__, LLAMA_COMPILER, LLAMA_BUILD_TARGET);    \
+} while(0)
+
+#define DEFAULT_MODEL_PATH "models/7B/ggml-model-f16.gguf"
+
+struct common_adapter_lora_info {
+    std::string path;
+    float scale;
+
+    struct llama_adapter_lora * ptr;
+};
+
+using llama_tokens = std::vector<llama_token>;
+
+// build info
+extern int LLAMA_BUILD_NUMBER;
+extern const char * LLAMA_COMMIT;
+extern const char * LLAMA_COMPILER;
+extern const char * LLAMA_BUILD_TARGET;
+
+struct common_control_vector_load_info;
+
+//
+// CPU utils
+//
+
+struct cpu_params {
+    int      n_threads                   = -1;
+    bool     cpumask[GGML_MAX_N_THREADS] = {false}; // CPU affinity mask.
+    bool     mask_valid                  = false;   // Default: any CPU
+    enum ggml_sched_priority  priority   = GGML_SCHED_PRIO_NORMAL;  // Scheduling prio : (0 - normal, 1 - medium, 2 - high, 3 - realtime)
+    bool     strict_cpu                  = false;   // Use strict CPU placement
+    uint32_t poll                        = 50;      // Polling (busywait) level (0 - no polling, 100 - mostly polling)
+};
+
+int32_t cpu_get_num_physical_cores();
+int32_t cpu_get_num_math();
+
+//
+// Common params
+//
+
+enum llama_example {
+    LLAMA_EXAMPLE_COMMON,
+    LLAMA_EXAMPLE_SPECULATIVE,
+    LLAMA_EXAMPLE_MAIN,
+    LLAMA_EXAMPLE_EMBEDDING,
+    LLAMA_EXAMPLE_PERPLEXITY,
+    LLAMA_EXAMPLE_RETRIEVAL,
+    LLAMA_EXAMPLE_PASSKEY,
+    LLAMA_EXAMPLE_IMATRIX,
+    LLAMA_EXAMPLE_BENCH,
+    LLAMA_EXAMPLE_SERVER,
+    LLAMA_EXAMPLE_CVECTOR_GENERATOR,
+    LLAMA_EXAMPLE_EXPORT_LORA,
+    LLAMA_EXAMPLE_LLAVA,
+    LLAMA_EXAMPLE_LOOKUP,
+    LLAMA_EXAMPLE_PARALLEL,
+    LLAMA_EXAMPLE_TTS,
+
+    LLAMA_EXAMPLE_COUNT,
+};
+
+enum common_sampler_type {
+    COMMON_SAMPLER_TYPE_NONE        = 0,
+    COMMON_SAMPLER_TYPE_DRY         = 1,
+    COMMON_SAMPLER_TYPE_TOP_K       = 2,
+    COMMON_SAMPLER_TYPE_TOP_P       = 3,
+    COMMON_SAMPLER_TYPE_MIN_P       = 4,
+  //COMMON_SAMPLER_TYPE_TFS_Z       = 5,
+    COMMON_SAMPLER_TYPE_TYPICAL_P   = 6,
+    COMMON_SAMPLER_TYPE_TEMPERATURE = 7,
+    COMMON_SAMPLER_TYPE_XTC         = 8,
+    COMMON_SAMPLER_TYPE_INFILL      = 9,
+    COMMON_SAMPLER_TYPE_PENALTIES   = 10,
+    COMMON_SAMPLER_TYPE_TOP_N_SIGMA = 11,
+};
+
+// dimensionality reduction methods, used by cvector-generator
+enum dimre_method {
+    DIMRE_METHOD_PCA,
+    DIMRE_METHOD_MEAN,
+};
+
+enum common_conversation_mode {
+    COMMON_CONVERSATION_MODE_DISABLED = 0,
+    COMMON_CONVERSATION_MODE_ENABLED  = 1,
+    COMMON_CONVERSATION_MODE_AUTO     = 2,
+};
+
+enum common_grammar_trigger_type {
+    COMMON_GRAMMAR_TRIGGER_TYPE_TOKEN,
+    COMMON_GRAMMAR_TRIGGER_TYPE_WORD,
+    COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN,
+    COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_START,
+};
+
+struct common_grammar_trigger {
+    common_grammar_trigger_type type;
+    std::string value;
+    llama_token token = LLAMA_TOKEN_NULL;
+};
+
+// sampling parameters
+struct common_params_sampling {
+    uint32_t seed = LLAMA_DEFAULT_SEED; // the seed used to initialize llama_sampler
+
+    int32_t n_prev             = 64;    // number of previous tokens to remember
+    int32_t n_probs            = 0;     // if greater than 0, output the probabilities of top n_probs tokens.
+    int32_t min_keep           = 0;     // 0 = disabled, otherwise samplers should return at least min_keep tokens
+    int32_t top_k              = 40;    // <= 0 to use vocab size
+    float   top_p              = 0.95f; // 1.0 = disabled
+    float   min_p              = 0.05f; // 0.0 = disabled
+    float   xtc_probability    = 0.00f; // 0.0 = disabled
+    float   xtc_threshold      = 0.10f; // > 0.5 disables XTC
+    float   typ_p              = 1.00f; // typical_p, 1.0 = disabled
+    float   temp               = 0.80f; // <= 0.0 to sample greedily, 0.0 to not output probabilities
+    float   dynatemp_range     = 0.00f; // 0.0 = disabled
+    float   dynatemp_exponent  = 1.00f; // controls how entropy maps to temperature in dynamic temperature sampler
+    int32_t penalty_last_n     = 64;    // last n tokens to penalize (0 = disable penalty, -1 = context size)
+    float   penalty_repeat     = 1.00f; // 1.0 = disabled
+    float   penalty_freq       = 0.00f; // 0.0 = disabled
+    float   penalty_present    = 0.00f; // 0.0 = disabled
+    float   dry_multiplier     = 0.0f;  // 0.0 = disabled;      DRY repetition penalty for tokens extending repetition:
+    float   dry_base           = 1.75f; // 0.0 = disabled;      multiplier * base ^ (length of sequence before token - allowed length)
+    int32_t dry_allowed_length = 2;     // tokens extending repetitions beyond this receive penalty
+    int32_t dry_penalty_last_n = -1;    // how many tokens to scan for repetitions (0 = disable penalty, -1 = context size)
+    int32_t mirostat           = 0;     // 0 = disabled, 1 = mirostat, 2 = mirostat 2.0
+    float   top_n_sigma        = -1.00f;// -1.0 = disabled
+    float   mirostat_tau       = 5.00f; // target entropy
+    float   mirostat_eta       = 0.10f; // learning rate
+    bool    ignore_eos         = false;
+    bool    no_perf            = false; // disable performance metrics
+    bool    timing_per_token   = false;
+
+    std::vector<std::string> dry_sequence_breakers = {"\n", ":", "\"", "*"};     // default sequence breakers for DRY
+
+
+    std::vector<enum common_sampler_type> samplers = {
+        COMMON_SAMPLER_TYPE_PENALTIES,
+        COMMON_SAMPLER_TYPE_DRY,
+        COMMON_SAMPLER_TYPE_TOP_N_SIGMA,
+        COMMON_SAMPLER_TYPE_TOP_K,
+        COMMON_SAMPLER_TYPE_TYPICAL_P,
+        COMMON_SAMPLER_TYPE_TOP_P,
+        COMMON_SAMPLER_TYPE_MIN_P,
+        COMMON_SAMPLER_TYPE_XTC,
+        COMMON_SAMPLER_TYPE_TEMPERATURE,
+    };
+
+    std::string                         grammar; // optional BNF-like grammar to constrain sampling
+    bool                                grammar_lazy = false;
+    std::vector<common_grammar_trigger> grammar_triggers; // optional triggers (for lazy grammars)
+    std::set<llama_token>               preserved_tokens;
+
+    std::vector<llama_logit_bias> logit_bias; // logit biases to apply
+
+    // print the parameters into a string
+    std::string print() const;
+};
+
+struct common_params_model {
+    std::string path    = ""; // model local path                                           // NOLINT
+    std::string url     = ""; // model url to download                                      // NOLINT
+    std::string hf_repo = ""; // HF repo                                                    // NOLINT
+    std::string hf_file = ""; // HF file                                                    // NOLINT
+};
+
+struct common_params_speculative {
+    std::vector<ggml_backend_dev_t> devices; // devices to use for offloading
+
+    int32_t n_ctx        =     0; // draft context size
+    int32_t n_max        =    16; // maximum number of tokens to draft during speculative decoding
+    int32_t n_min        =     0; // minimum number of draft tokens to use for speculative decoding
+    int32_t n_gpu_layers =    -1; // number of layers to store in VRAM for the draft model (-1 - use default)
+    float   p_split      =  0.1f; // speculative decoding split probability
+    float   p_min        = 0.75f; // minimum speculative decoding probability (greedy)
+
+    struct cpu_params cpuparams;
+    struct cpu_params cpuparams_batch;
+
+    struct common_params_model model;
+};
+
+struct common_params_vocoder {
+    struct common_params_model model;
+
+    std::string speaker_file = ""; // speaker file path                                      // NOLINT
+
+    bool use_guide_tokens = false; // enable guide tokens to improve TTS accuracy            // NOLINT
+};
+
+enum common_reasoning_format {
+    COMMON_REASONING_FORMAT_NONE,
+    COMMON_REASONING_FORMAT_DEEPSEEK, // Extract thinking tag contents and return as `message.reasoning_content`
+};
+
+struct common_params {
+    int32_t n_predict             =    -1; // new tokens to predict
+    int32_t n_ctx                 =  4096; // context size
+    int32_t n_batch               =  2048; // logical batch size for prompt processing (must be >=32 to use BLAS)
+    int32_t n_ubatch              =   512; // physical batch size for prompt processing (must be >=32 to use BLAS)
+    int32_t n_keep                =     0; // number of tokens to keep from initial prompt
+    int32_t n_chunks              =    -1; // max number of chunks to process (-1 = unlimited)
+    int32_t n_parallel            =     1; // number of parallel sequences to decode
+    int32_t n_sequences           =     1; // number of sequences to decode
+    int32_t grp_attn_n            =     1; // group-attention factor
+    int32_t grp_attn_w            =   512; // group-attention width
+    int32_t n_print               =    -1; // print token count every n tokens (-1 = disabled)
+    float   rope_freq_base        =  0.0f; // RoPE base frequency
+    float   rope_freq_scale       =  0.0f; // RoPE frequency scaling factor
+    float   yarn_ext_factor       = -1.0f; // YaRN extrapolation mix factor
+    float   yarn_attn_factor      =  1.0f; // YaRN magnitude scaling factor
+    float   yarn_beta_fast        = 32.0f; // YaRN low correction dim
+    float   yarn_beta_slow        =  1.0f; // YaRN high correction dim
+    int32_t yarn_orig_ctx         =     0; // YaRN original context length
+    float   defrag_thold          =  0.1f; // KV cache defragmentation threshold
+
+    // offload params
+    std::vector<ggml_backend_dev_t> devices; // devices to use for offloading
+
+    int32_t n_gpu_layers      = -1;  // number of layers to store in VRAM (-1 - use default)
+    int32_t main_gpu          = 0;   // the GPU that is used for scratch and small tensors
+    float   tensor_split[128] = {0}; // how split tensors should be distributed across GPUs
+
+    enum llama_split_mode split_mode = LLAMA_SPLIT_MODE_LAYER; // how to split the model across GPUs
+
+    struct cpu_params cpuparams;
+    struct cpu_params cpuparams_batch;
+
+    ggml_backend_sched_eval_callback cb_eval = nullptr;
+    void * cb_eval_user_data                 = nullptr;
+
+    ggml_numa_strategy numa = GGML_NUMA_STRATEGY_DISABLED;
+
+    enum llama_rope_scaling_type rope_scaling_type = LLAMA_ROPE_SCALING_TYPE_UNSPECIFIED;
+    enum llama_pooling_type      pooling_type      = LLAMA_POOLING_TYPE_UNSPECIFIED; // pooling type for embeddings
+    enum llama_attention_type    attention_type    = LLAMA_ATTENTION_TYPE_UNSPECIFIED; // attention type for embeddings
+
+    struct common_params_sampling    sampling;
+    struct common_params_speculative speculative;
+    struct common_params_vocoder     vocoder;
+
+    struct common_params_model model;
+
+    std::string model_alias          = ""; // model alias                                                   // NOLINT
+    std::string hf_token             = ""; // HF token                                                      // NOLINT
+    std::string prompt               = "";                                                                  // NOLINT
+    std::string system_prompt        = "";                                                                  // NOLINT
+    std::string prompt_file          = ""; // store the external prompt file name                           // NOLINT
+    std::string path_prompt_cache    = ""; // path to file for saving/loading prompt eval state             // NOLINT
+    std::string input_prefix         = ""; // string to prefix user inputs with                             // NOLINT
+    std::string input_suffix         = ""; // string to suffix user inputs with                             // NOLINT
+    std::string lookup_cache_static  = ""; // path of static ngram cache file for lookup decoding           // NOLINT
+    std::string lookup_cache_dynamic = ""; // path of dynamic ngram cache file for lookup decoding          // NOLINT
+    std::string logits_file          = ""; // file for saving *all* logits                                  // NOLINT
+
+    std::vector<std::string> in_files;   // all input files
+    std::vector<std::string> antiprompt; // strings upon which more user input is prompted (a.k.a. reverse prompts)
+    std::vector<llama_model_kv_override> kv_overrides;
+    std::vector<llama_model_tensor_buft_override> tensor_buft_overrides;
+
+    bool lora_init_without_apply = false; // only load lora to memory, but do not apply it to ctx (user can manually apply lora later using llama_adapter_lora_apply)
+    std::vector<common_adapter_lora_info> lora_adapters; // lora adapter path with user defined scale
+
+    std::vector<common_control_vector_load_info> control_vectors; // control vector with user defined scale
+
+    int32_t verbosity                  = 0;
+    int32_t control_vector_layer_start = -1; // layer range for control vector
+    int32_t control_vector_layer_end   = -1; // layer range for control vector
+
+    int32_t ppl_stride      = 0;     // stride for perplexity calculations. If left at 0, the pre-existing approach will be used.
+    int32_t ppl_output_type = 0;     // = 0 -> ppl output is as usual, = 1 -> ppl output is num_tokens, ppl, one per line
+                                     //                                       (which is more convenient to use for plotting)
+                                     //
+    bool   hellaswag        = false; // compute HellaSwag score over random tasks from datafile supplied in prompt
+    size_t hellaswag_tasks  = 400;   // number of tasks to use when computing the HellaSwag score
+
+    bool   winogrande       = false; // compute Winogrande score over random tasks from datafile supplied in prompt
+    size_t winogrande_tasks = 0;     // number of tasks to use when computing the Winogrande score. If 0, all tasks will be computed
+
+    bool   multiple_choice  = false;  // compute TruthfulQA score over random tasks from datafile supplied in prompt
+    size_t multiple_choice_tasks = 0; // number of tasks to use when computing the TruthfulQA score. If 0, all tasks will be computed
+
+    bool   kl_divergence    = false; // compute KL divergence
+
+    bool usage             = false; // print usage
+    bool completion        = false; // print source-able completion script
+    bool use_color         = false; // use color to distinguish generations and inputs
+    bool special           = false; // enable special token output
+    bool interactive       = false; // interactive mode
+    bool interactive_first = false; // wait for user input immediately
+    bool prompt_cache_all  = false; // save user input and generations to prompt cache
+    bool prompt_cache_ro   = false; // open the prompt cache read-only and do not update it
+
+    bool escape            = true;  // escape "\n", "\r", "\t", "\'", "\"", and "\\"
+    bool multiline_input   = false; // reverse the usage of `\`
+    bool simple_io         = false; // improves compatibility with subprocesses and limited consoles
+    bool cont_batching     = true;  // insert new sequences for decoding on-the-fly
+    bool flash_attn        = false; // flash attention
+    bool no_perf           = false; // disable performance metrics
+    bool ctx_shift         = true;  // context shift on inifinite text generation
+
+    bool input_prefix_bos  = false; // prefix BOS to user inputs, preceding input_prefix
+    bool use_mmap          = true;  // use mmap for faster loads
+    bool use_mlock         = false; // use mlock to keep model in memory
+    bool verbose_prompt    = false; // print prompt tokens before generation
+    bool display_prompt    = true;  // print prompt before generation
+    bool dump_kv_cache     = false; // dump the KV cache contents for debugging purposes
+    bool no_kv_offload     = false; // disable KV offloading
+    bool warmup            = true;  // warmup run
+    bool check_tensors     = false; // validate tensor data
+    bool no_op_offload     = false; // globally disable offload host tensor operations to device
+
+    bool single_turn       = false; // single turn chat conversation
+
+    ggml_type cache_type_k = GGML_TYPE_F16; // KV cache data type for the K
+    ggml_type cache_type_v = GGML_TYPE_F16; // KV cache data type for the V
+
+    common_conversation_mode conversation_mode = COMMON_CONVERSATION_MODE_AUTO;
+
+    // multimodal models (see tools/mtmd)
+    struct common_params_model mmproj;
+    bool mmproj_use_gpu = true;     // use GPU for multimodal model
+    bool no_mmproj = false;         // explicitly disable multimodal model
+    std::vector<std::string> image; // path to image file(s)
+
+    // embedding
+    bool embedding         = false; // get only sentence embedding
+    int32_t embd_normalize = 2;     // normalisation for embeddings (-1=none, 0=max absolute int16, 1=taxicab, 2=euclidean, >2=p-norm)
+    std::string embd_out   = "";    // empty = default, "array" = [[],[]...], "json" = openai style, "json+" = same "json" + cosine similarity matrix
+    std::string embd_sep   = "\n";  // separator of embeddings
+    bool reranking         = false; // enable reranking support on server
+
+    // server params
+    int32_t port           = 8080;         // server listens on this network port
+    int32_t timeout_read   = 600;          // http read timeout in seconds
+    int32_t timeout_write  = timeout_read; // http write timeout in seconds
+    int32_t n_threads_http = -1;           // number of threads to process HTTP requests (TODO: support threadpool)
+    int32_t n_cache_reuse  = 0;            // min chunk size to reuse from the cache via KV shifting
+
+    std::string hostname      = "127.0.0.1";
+    std::string public_path   = "";                                                                         // NOLINT
+    std::string chat_template = "";                                                                         // NOLINT
+    bool use_jinja = false;                                                                                 // NOLINT
+    bool enable_chat_template = true;
+    common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK;
+
+    std::vector<std::string> api_keys;
+
+    std::string ssl_file_key  = "";                                                                         // NOLINT
+    std::string ssl_file_cert = "";                                                                         // NOLINT
+
+    // "advanced" endpoints are disabled by default for better security
+    bool webui            = true;
+    bool endpoint_slots   = false;
+    bool endpoint_props   = false; // only control POST requests, not GET
+    bool endpoint_metrics = false;
+
+    bool log_json = false;
+
+    std::string slot_save_path;
+
+    float slot_prompt_similarity = 0.5f;
+
+    // batched-bench params
+    bool is_pp_shared = false;
+
+    std::vector<int32_t> n_pp;
+    std::vector<int32_t> n_tg;
+    std::vector<int32_t> n_pl;
+
+    // retrieval params
+    std::vector<std::string> context_files; // context files to embed
+
+    int32_t chunk_size = 64; // chunk size for context embedding
+
+    std::string chunk_separator = "\n"; // chunk separator for context embedding
+
+    // passkey params
+    int32_t n_junk = 250; // number of times to repeat the junk text
+    int32_t i_pos  = -1;  // position of the passkey in the junk text
+
+    // imatrix params
+    int32_t n_out_freq  = 10; // output the imatrix every n_out_freq iterations
+    int32_t n_save_freq =  0; // save the imatrix every n_save_freq iterations
+    int32_t i_chunk     =  0; // start processing from this chunk
+
+    bool process_output = false; // collect data for the output tensor
+    bool compute_ppl    = true;  // whether to compute perplexity
+    bool parse_special  = false; // whether to parse special tokens during imatrix tokenization
+
+    // cvector-generator params
+    int n_pca_batch = 100;
+    int n_pca_iterations = 1000;
+    dimre_method cvector_dimre_method = DIMRE_METHOD_PCA;
+    std::string cvector_positive_file = "tools/cvector-generator/positive.txt";
+    std::string cvector_negative_file = "tools/cvector-generator/negative.txt";
+
+    bool spm_infill = false; // suffix/prefix/middle pattern for infill
+
+    // batched-bench params
+    bool batched_bench_output_jsonl = false;
+
+    // common params
+    std::string out_file; // output filename for all example programs
+};
+
+// call once at the start of a program if it uses libcommon
+// initializes the logging system and prints info about the build
+void common_init();
+
+std::string common_params_get_system_info(const common_params & params);
+
+bool parse_cpu_range(const std::string & range, bool(&boolmask)[GGML_MAX_N_THREADS]);
+bool parse_cpu_mask(const std::string & mask, bool(&boolmask)[GGML_MAX_N_THREADS]);
+void postprocess_cpu_params(cpu_params & cpuparams, const cpu_params * role_model = nullptr);
+bool set_process_priority(enum ggml_sched_priority prio);
+
+//
+// String utils
+//
+
+#ifdef __GNUC__
+#    if defined(__MINGW32__) && !defined(__clang__)
+#        define LLAMA_COMMON_ATTRIBUTE_FORMAT(...) __attribute__((format(gnu_printf, __VA_ARGS__)))
+#    else
+#        define LLAMA_COMMON_ATTRIBUTE_FORMAT(...) __attribute__((format(printf, __VA_ARGS__)))
+#    endif
+#else
+#    define LLAMA_COMMON_ATTRIBUTE_FORMAT(...)
+#endif
+
+LLAMA_COMMON_ATTRIBUTE_FORMAT(1, 2)
+std::string string_format(const char * fmt, ...);
+
+std::string string_strip(const std::string & str);
+std::string string_get_sortable_timestamp();
+
+std::string string_join(const std::vector<std::string> & values, const std::string & separator);
+std::vector<std::string> string_split(const std::string & str, const std::string & delimiter);
+std::string string_repeat(const std::string & str, size_t n);
+
+void string_replace_all(std::string & s, const std::string & search, const std::string & replace);
+
+std::string regex_escape(const std::string & s);
+
+template<class T>
+static std::vector<T> string_split(const std::string & str, char delim) {
+    static_assert(!std::is_same<T, std::string>::value, "Please use the specialized version for std::string");
+    std::vector<T> values;
+    std::istringstream str_stream(str);
+    std::string token;
+    while (std::getline(str_stream, token, delim)) {
+        T value;
+        std::istringstream token_stream(token);
+        token_stream >> value;
+        values.push_back(value);
+    }
+    return values;
+}
+
+template<>
+std::vector<std::string> string_split<std::string>(const std::string & input, char separator)
+{
+    std::vector<std::string> parts;
+    size_t begin_pos = 0;
+    size_t separator_pos = input.find(separator);
+    while (separator_pos != std::string::npos) {
+        std::string part = input.substr(begin_pos, separator_pos - begin_pos);
+        parts.emplace_back(part);
+        begin_pos = separator_pos + 1;
+        separator_pos = input.find(separator, begin_pos);
+    }
+    parts.emplace_back(input.substr(begin_pos, separator_pos - begin_pos));
+    return parts;
+}
+
+static bool string_starts_with(const std::string & str,
+                               const std::string & prefix) {  // While we wait for C++20's std::string::starts_with...
+    return str.rfind(prefix, 0) == 0;
+}
+
+static bool string_ends_with(const std::string & str,
+                               const std::string & suffix) {  // While we wait for C++20's std::string::ends_with...
+    return str.size() >= suffix.size() && str.compare(str.size()-suffix.size(), suffix.size(), suffix) == 0;
+}
+
+bool string_parse_kv_override(const char * data, std::vector<llama_model_kv_override> & overrides);
+void string_process_escapes(std::string & input);
+
+std::string string_from(bool value);
+std::string string_from(const std::vector<int> & values);
+std::string string_from(const struct llama_context * ctx, const std::vector<llama_token> & tokens);
+std::string string_from(const struct llama_context * ctx, const struct llama_batch & batch);
+
+//
+// Filesystem utils
+//
+
+bool fs_validate_filename(const std::string & filename);
+bool fs_create_directory_with_parents(const std::string & path);
+
+std::string fs_get_cache_directory();
+std::string fs_get_cache_file(const std::string & filename);
+
+//
+// Model utils
+//
+
+// note: defines object's lifetime
+struct common_init_result {
+    llama_model_ptr   model;
+    llama_context_ptr context;
+
+    std::vector<llama_adapter_lora_ptr> lora;
+};
+
+struct common_init_result     common_init_from_params(common_params & params);
+
+struct llama_model_params     common_model_params_to_llama  (      common_params & params);
+struct llama_context_params   common_context_params_to_llama(const common_params & params);
+struct ggml_threadpool_params ggml_threadpool_params_from_cpu_params(const cpu_params & params);
+
+// clear LoRA adapters from context, then apply new list of adapters
+void common_set_adapter_lora(struct llama_context * ctx, std::vector<common_adapter_lora_info> & lora);
+
+std::string                   get_model_endpoint();
+
+//
+// Batch utils
+//
+
+void common_batch_clear(struct llama_batch & batch);
+
+void common_batch_add(
+                 struct llama_batch & batch,
+                        llama_token   id,
+                          llama_pos   pos,
+    const std::vector<llama_seq_id> & seq_ids,
+                               bool   logits);
+
+//
+// Token utils
+//
+
+// longest common prefix
+size_t common_lcp(const llama_tokens & a, const llama_tokens & b);
+
+// longet common subsequence
+size_t common_lcs(const llama_tokens & a, const llama_tokens & b);
+
+//
+// Vocab utils
+//
+
+// tokenizes a string into a vector of tokens
+// should work similar to Python's `tokenizer.encode`
+std::vector<llama_token> common_tokenize(
+  const struct llama_context * ctx,
+           const std::string & text,
+                        bool   add_special,
+                        bool   parse_special = false);
+
+std::vector<llama_token> common_tokenize(
+    const struct llama_vocab * vocab,
+           const std::string & text,
+                        bool   add_special,
+                        bool   parse_special = false);
+
+// tokenizes a token into a piece, optionally renders special/control tokens
+// should work similar to Python's `tokenizer.id_to_piece`
+std::string common_token_to_piece(
+        const struct llama_context * ctx,
+                       llama_token   token,
+                       bool          special = true);
+
+std::string common_token_to_piece(
+          const struct llama_vocab * vocab,
+                       llama_token   token,
+                       bool          special = true);
+
+// detokenizes a vector of tokens into a string
+// should work similar to Python's `tokenizer.decode`
+// optionally renders special/control tokens
+std::string common_detokenize(
+            const struct llama_context * ctx,
+        const std::vector<llama_token> & tokens,
+                                  bool   special = true);
+
+std::string common_detokenize(
+              const struct llama_vocab * vocab,
+        const std::vector<llama_token> & tokens,
+                                  bool   special = true);
+
+//
+// KV cache utils
+//
+
+// Dump the KV cache view with the number of sequences per cell.
+void common_kv_cache_dump_view(const llama_kv_cache_view & view, int row_size = 80);
+
+// Dump the KV cache view showing individual sequences in each cell (long output).
+void common_kv_cache_dump_view_seqs(const llama_kv_cache_view & view, int row_size = 40);
+
+//
+// Embedding utils
+//
+
+// TODO: repace embd_norm with an enum
+void common_embd_normalize(const float * inp, float * out, int n, int embd_norm);
+
+float common_embd_similarity_cos(const float * embd1, const float * embd2, int n);
+
+//
+// Control vector utils
+//
+
+struct common_control_vector_data {
+    int n_embd;
+
+    // stores data for layers [1, n_layer] where n_layer = data.size() / n_embd
+    std::vector<float> data;
+};
+
+struct common_control_vector_load_info {
+    float strength;
+
+    std::string fname;
+};
+
+// Load control vectors, scale each by strength, and add them together.
+// On error, returns {-1, empty}
+common_control_vector_data common_control_vector_load(const std::vector<common_control_vector_load_info> & load_infos);
+
+//
+// Split utils
+//
+
+namespace {
+
+const char * const LLM_KV_SPLIT_NO            = "split.no";
+const char * const LLM_KV_SPLIT_COUNT         = "split.count";
+const char * const LLM_KV_SPLIT_TENSORS_COUNT = "split.tensors.count";
+
+}
+
+//
+// training utils
+//
+
+ggml_opt_dataset_t common_opt_dataset_init(struct llama_context * ctx, const std::vector<llama_token> & tokens, int64_t stride);
diff --git a/llama/llama.cpp/common/json-schema-to-grammar.cpp b/llama/llama.cpp/common/json-schema-to-grammar.cpp
new file mode 100644
index 0000000..656b3ec
--- /dev/null
+++ b/llama/llama.cpp/common/json-schema-to-grammar.cpp
@@ -0,0 +1,1027 @@
+#include "json-schema-to-grammar.h"
+#include "common.h"
+
+#include <algorithm>
+#include <fstream>
+#include <map>
+#include <regex>
+#include <sstream>
+#include <string>
+#include <unordered_map>
+#include <unordered_set>
+#include <vector>
+
+using json = nlohmann::ordered_json;
+
+static std::string build_repetition(const std::string & item_rule, int min_items, int max_items, const std::string & separator_rule = "") {
+    auto has_max = max_items != std::numeric_limits<int>::max();
+
+    if (max_items == 0) {
+        return "";
+    }
+    if (min_items == 0 && max_items == 1) {
+        return item_rule + "?";
+    }
+
+    if (separator_rule.empty()) {
+        if (min_items == 1 && !has_max) {
+            return item_rule + "+";
+        } else if (min_items == 0 && !has_max) {
+            return item_rule + "*";
+        } else {
+            return item_rule + "{" + std::to_string(min_items) + "," + (has_max ? std::to_string(max_items) : "") + "}";
+        }
+    }
+
+    auto result = item_rule + " " + build_repetition("(" + separator_rule + " " + item_rule + ")", min_items == 0 ? 0 : min_items - 1, has_max ? max_items - 1 : max_items);
+    if (min_items == 0) {
+        result = "(" + result + ")?";
+    }
+    return result;
+}
+
+/* Minimalistic replacement for std::string_view, which is only available from C++17 onwards */
+class string_view {
+    const std::string & _str;
+    const size_t _start;
+    const size_t _end;
+public:
+    string_view(const std::string & str, size_t start = 0, size_t end  = std::string::npos) : _str(str), _start(start), _end(end == std::string::npos ? str.length() : end) {}
+
+    size_t size() const {
+        return _end - _start;
+    }
+
+    size_t length() const {
+        return size();
+    }
+
+    operator std::string() const {
+        return str();
+    }
+
+    std::string str() const {
+        return _str.substr(_start, _end - _start);
+    }
+
+    string_view substr(size_t pos, size_t len = std::string::npos) const {
+        return string_view(_str, _start + pos, len == std::string::npos ? _end : _start + pos + len);
+    }
+
+    char operator[](size_t pos) const {
+        auto index = _start + pos;
+        if (index >= _end) {
+            throw std::out_of_range("string_view index out of range");
+        }
+        return _str[_start + pos];
+    }
+
+    bool operator==(const string_view & other) const {
+        std::string this_str = *this;
+        std::string other_str = other;
+        return this_str == other_str;
+    }
+};
+
+static void _build_min_max_int(int min_value, int max_value, std::stringstream & out, int decimals_left = 16, bool top_level = true) {
+    auto has_min = min_value != std::numeric_limits<int>::min();
+    auto has_max = max_value != std::numeric_limits<int>::max();
+
+    auto digit_range = [&](char from, char to) {
+        out << "[";
+        if (from == to) {
+            out << from;
+        } else {
+            out << from << "-" << to;
+        }
+        out << "]";
+    };
+    auto more_digits = [&](int min_digits, int max_digits) {
+        out << "[0-9]";
+        if (min_digits == max_digits && min_digits == 1) {
+            return;
+        }
+        out << "{";
+        out << min_digits;
+        if (max_digits != min_digits) {
+            out << ",";
+            if (max_digits != std::numeric_limits<int>::max()) {
+                out << max_digits;
+            }
+        }
+        out << "}";
+    };
+    std::function<void(const string_view &, const string_view &)> uniform_range =
+        [&](const string_view & from, const string_view & to) {
+            size_t i = 0;
+            while (i < from.length() && i < to.length() && from[i] == to[i]) {
+                i++;
+            }
+            if (i > 0) {
+                out << "\"" << from.substr(0, i).str() << "\"";
+            }
+            if (i < from.length() && i < to.length()) {
+                if (i > 0) {
+                    out << " ";
+                }
+                auto sub_len = from.length() - i - 1;
+                if (sub_len > 0) {
+                    auto from_sub = from.substr(i + 1);
+                    auto to_sub = to.substr(i + 1);
+                    auto sub_zeros = string_repeat("0", sub_len);
+                    auto sub_nines = string_repeat("9", sub_len);
+
+                    auto to_reached = false;
+                    out << "(";
+                    if (from_sub == sub_zeros) {
+                        digit_range(from[i], to[i] - 1);
+                        out << " ";
+                        more_digits(sub_len, sub_len);
+                    } else {
+                        out << "[" << from[i] << "] ";
+                        out << "(";
+                        uniform_range(from_sub, sub_nines);
+                        out << ")";
+                        if (from[i] < to[i] - 1) {
+                            out << " | ";
+                            if (to_sub == sub_nines) {
+                                digit_range(from[i] + 1, to[i]);
+                                to_reached = true;
+                            } else {
+                                digit_range(from[i] + 1, to[i] - 1);
+                            }
+                            out << " ";
+                            more_digits(sub_len, sub_len);
+                        }
+                    }
+                    if (!to_reached) {
+                        out << " | ";
+                        digit_range(to[i], to[i]);
+                        out << " ";
+                        uniform_range(sub_zeros, to_sub);
+                    }
+                    out << ")";
+                } else {
+                    out << "[" << from[i] << "-" << to[i] << "]";
+                }
+            }
+        };
+
+    if (has_min && has_max) {
+        if (min_value < 0 && max_value < 0) {
+            out << "\"-\" (";
+            _build_min_max_int(-max_value, -min_value, out, decimals_left, /* top_level= */ true);
+            out << ")";
+            return;
+        }
+
+        if (min_value < 0) {
+            out << "\"-\" (";
+            _build_min_max_int(0, -min_value, out, decimals_left, /* top_level= */ true);
+            out << ") | ";
+            min_value = 0;
+        }
+
+        auto min_s = std::to_string(min_value);
+        auto max_s = std::to_string(max_value);
+        auto min_digits = min_s.length();
+        auto max_digits = max_s.length();
+
+        for (auto digits = min_digits; digits < max_digits; digits++) {
+            uniform_range(min_s, string_repeat("9", digits));
+            min_s = "1" + string_repeat("0", digits);
+            out << " | ";
+        }
+        uniform_range(min_s, max_s);
+        return;
+    }
+
+    auto less_decimals = std::max(decimals_left - 1, 1);
+
+    if (has_min) {
+        if (min_value < 0) {
+            out << "\"-\" (";
+            _build_min_max_int(std::numeric_limits<int>::min(), -min_value, out, decimals_left, /* top_level= */ false);
+            out << ") | [0] | [1-9] ";
+            more_digits(0, decimals_left - 1);
+        } else if (min_value == 0) {
+            if (top_level) {
+                out << "[0] | [1-9] ";
+                more_digits(0, less_decimals);
+            } else {
+                more_digits(1, decimals_left);
+            }
+        } else if (min_value <= 9) {
+            char c = '0' + min_value;
+            auto range_start = top_level ? '1' : '0';
+            if (c > range_start) {
+                digit_range(range_start, c - 1);
+                out << " ";
+                more_digits(1, less_decimals);
+                out << " | ";
+            }
+            digit_range(c, '9');
+            out << " ";
+            more_digits(0, less_decimals);
+        } else {
+            auto min_s = std::to_string(min_value);
+            auto len = min_s.length();
+            auto c = min_s[0];
+
+            if (c > '1') {
+                digit_range(top_level ? '1' : '0', c - 1);
+                out << " ";
+                more_digits(len, less_decimals);
+                out << " | ";
+            }
+            digit_range(c, c);
+            out << " (";
+            _build_min_max_int(std::stoi(min_s.substr(1)), std::numeric_limits<int>::max(), out, less_decimals, /* top_level= */ false);
+            out << ")";
+            if (c < '9') {
+                out << " | ";
+                digit_range(c + 1, '9');
+                out << " ";
+                more_digits(len - 1, less_decimals);
+            }
+        }
+        return;
+    }
+
+    if (has_max) {
+        if (max_value >= 0) {
+            if (top_level) {
+                out << "\"-\" [1-9] ";
+                more_digits(0, less_decimals);
+                out << " | ";
+            }
+            _build_min_max_int(0, max_value, out, decimals_left, /* top_level= */ true);
+        } else {
+            out << "\"-\" (";
+            _build_min_max_int(-max_value, std::numeric_limits<int>::max(), out, decimals_left, /* top_level= */ false);
+            out << ")";
+        }
+        return;
+    }
+
+    throw std::runtime_error("At least one of min_value or max_value must be set");
+}
+
+const std::string SPACE_RULE = "| \" \" | \"\\n\"{1,2} [ \\t]{0,20}";
+
+struct BuiltinRule {
+    std::string content;
+    std::vector<std::string> deps;
+};
+
+std::unordered_map<std::string, BuiltinRule> PRIMITIVE_RULES = {
+    {"boolean", {"(\"true\" | \"false\") space", {}}},
+    {"decimal-part", {"[0-9]{1,16}", {}}},
+    {"integral-part", {"[0] | [1-9] [0-9]{0,15}", {}}},
+    {"number", {"(\"-\"? integral-part) (\".\" decimal-part)? ([eE] [-+]? integral-part)? space", {"integral-part", "decimal-part"}}},
+    {"integer", {"(\"-\"? integral-part) space", {"integral-part"}}},
+    {"value", {"object | array | string | number | boolean | null", {"object", "array", "string", "number", "boolean", "null"}}},
+    {"object", {"\"{\" space ( string \":\" space value (\",\" space string \":\" space value)* )? \"}\" space", {"string", "value"}}},
+    {"array", {"\"[\" space ( value (\",\" space value)* )? \"]\" space", {"value"}}},
+    {"uuid", {"\"\\\"\" [0-9a-fA-F]{8} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{12} \"\\\"\" space", {}}},
+    {"char",   {"[^\"\\\\\\x7F\\x00-\\x1F] | [\\\\] ([\"\\\\bfnrt] | \"u\" [0-9a-fA-F]{4})", {}}},
+    {"string", {"\"\\\"\" char* \"\\\"\" space", {"char"}}},
+    {"null", {"\"null\" space", {}}},
+};
+
+std::unordered_map<std::string, BuiltinRule> STRING_FORMAT_RULES = {
+    {"date", {"[0-9]{4} \"-\" ( \"0\" [1-9] | \"1\" [0-2] ) \"-\" ( \"0\" [1-9] | [1-2] [0-9] | \"3\" [0-1] )", {}}},
+    {"time", {"([01] [0-9] | \"2\" [0-3]) \":\" [0-5] [0-9] \":\" [0-5] [0-9] ( \".\" [0-9]{3} )? ( \"Z\" | ( \"+\" | \"-\" ) ( [01] [0-9] | \"2\" [0-3] ) \":\" [0-5] [0-9] )", {}}},
+    {"date-time", {"date \"T\" time", {"date", "time"}}},
+    {"date-string", {"\"\\\"\" date \"\\\"\" space", {"date"}}},
+    {"time-string", {"\"\\\"\" time \"\\\"\" space", {"time"}}},
+    {"date-time-string", {"\"\\\"\" date-time \"\\\"\" space", {"date-time"}}}
+};
+
+static bool is_reserved_name(const std::string & name) {
+    static std::unordered_set<std::string> RESERVED_NAMES;
+    if (RESERVED_NAMES.empty()) {
+        RESERVED_NAMES.insert("root");
+        for (const auto &p : PRIMITIVE_RULES) RESERVED_NAMES.insert(p.first);
+        for (const auto &p : STRING_FORMAT_RULES) RESERVED_NAMES.insert(p.first);
+    }
+    return RESERVED_NAMES.find(name) != RESERVED_NAMES.end();
+}
+
+std::regex INVALID_RULE_CHARS_RE("[^a-zA-Z0-9-]+");
+std::regex GRAMMAR_LITERAL_ESCAPE_RE("[\r\n\"]");
+std::regex GRAMMAR_RANGE_LITERAL_ESCAPE_RE("[\r\n\"\\]\\-\\\\]");
+std::unordered_map<char, std::string> GRAMMAR_LITERAL_ESCAPES = {
+    {'\r', "\\r"}, {'\n', "\\n"}, {'"', "\\\""}, {'-', "\\-"}, {']', "\\]"}
+};
+
+std::unordered_set<char> NON_LITERAL_SET = {'|', '.', '(', ')', '[', ']', '{', '}', '*', '+', '?'};
+std::unordered_set<char> ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = {'^', '$', '.', '[', ']', '(', ')', '|', '{', '}', '*', '+', '?'};
+
+static std::string replacePattern(const std::string & input, const std::regex & regex, const std::function<std::string(const std::smatch  &)> & replacement) {
+    std::smatch match;
+    std::string result;
+
+    std::string::const_iterator searchStart(input.cbegin());
+    std::string::const_iterator searchEnd(input.cend());
+
+    while (std::regex_search(searchStart, searchEnd, match, regex)) {
+        result.append(searchStart, searchStart + match.position());
+        result.append(replacement(match));
+        searchStart = match.suffix().first;
+    }
+
+    result.append(searchStart, searchEnd);
+
+    return result;
+}
+
+static std::string format_literal(const std::string & literal) {
+    std::string escaped = replacePattern(literal, GRAMMAR_LITERAL_ESCAPE_RE, [&](const std::smatch & match) {
+        char c = match.str()[0];
+        return GRAMMAR_LITERAL_ESCAPES.at(c);
+    });
+    return "\"" + escaped + "\"";
+}
+
+class SchemaConverter {
+private:
+    friend std::string build_grammar(const std::function<void(const common_grammar_builder &)> & cb, const common_grammar_options & options);
+    std::function<json(const std::string &)> _fetch_json;
+    bool _dotall;
+    std::unordered_map<std::string, std::string> _rules;
+    std::unordered_map<std::string, json> _refs;
+    std::unordered_set<std::string> _refs_being_resolved;
+    std::vector<std::string> _errors;
+    std::vector<std::string> _warnings;
+
+    std::string _add_rule(const std::string & name, const std::string & rule) {
+        std::string esc_name = regex_replace(name, INVALID_RULE_CHARS_RE, "-");
+        if (_rules.find(esc_name) == _rules.end() || _rules[esc_name] == rule) {
+            _rules[esc_name] = rule;
+            return esc_name;
+        } else {
+            int i = 0;
+            while (_rules.find(esc_name + std::to_string(i)) != _rules.end() && _rules[esc_name + std::to_string(i)] != rule) {
+                i++;
+            }
+            std::string key = esc_name + std::to_string(i);
+            _rules[key] = rule;
+            return key;
+        }
+    }
+
+    std::string _generate_union_rule(const std::string & name, const std::vector<json> & alt_schemas) {
+        std::vector<std::string> rules;
+        for (size_t i = 0; i < alt_schemas.size(); i++) {
+            rules.push_back(visit(alt_schemas[i], name + (name.empty() ? "alternative-" : "-") + std::to_string(i)));
+        }
+        return string_join(rules, " | ");
+    }
+
+    std::string _visit_pattern(const std::string & pattern, const std::string & name) {
+        if (!(pattern.front() == '^' && pattern.back() == '$')) {
+            _errors.push_back("Pattern must start with '^' and end with '$'");
+            return "";
+        }
+        std::string sub_pattern = pattern.substr(1, pattern.length() - 2);
+        std::unordered_map<std::string, std::string> sub_rule_ids;
+
+        size_t i = 0;
+        size_t length = sub_pattern.length();
+
+        using literal_or_rule = std::pair<std::string, bool>;
+        auto to_rule = [&](const literal_or_rule & ls) {
+            auto is_literal = ls.second;
+            auto s = ls.first;
+            return is_literal ? "\"" + s + "\"" : s;
+        };
+        std::function<literal_or_rule()> transform = [&]() -> literal_or_rule {
+            size_t start = i;
+            std::vector<literal_or_rule> seq;
+
+            auto get_dot = [&]() {
+                std::string rule;
+                if (_dotall) {
+                    rule = "[\\U00000000-\\U0010FFFF]";
+                } else {
+                    rule = "[^\\x0A\\x0D]";
+                }
+                return _add_rule("dot", rule);
+            };
+
+            // Joins the sequence, merging consecutive literals together.
+            auto join_seq = [&]() {
+                std::vector<literal_or_rule> ret;
+
+                std::string literal;
+                auto flush_literal = [&]() {
+                    if (literal.empty()) {
+                        return false;
+                    }
+                    ret.emplace_back(literal, true);
+                    literal.clear();
+                    return true;
+                };
+
+                for (const auto & item : seq) {
+                    auto is_literal = item.second;
+                    if (is_literal) {
+                        literal += item.first;
+                    } else {
+                        flush_literal();
+                        ret.push_back(item);
+                    }
+                }
+                flush_literal();
+
+                std::vector<std::string> results;
+                for (const auto & item : ret) {
+                    results.push_back(to_rule(item));
+                }
+                return std::make_pair(string_join(results, " "), false);
+            };
+
+            while (i < length) {
+                char c = sub_pattern[i];
+                if (c == '.') {
+                    seq.emplace_back(get_dot(), false);
+                    i++;
+                } else if (c == '(') {
+                    i++;
+                    if (i < length) {
+                        if (sub_pattern[i] == '?') {
+                            _warnings.push_back("Unsupported pattern syntax");
+                        }
+                    }
+                    seq.emplace_back("(" + to_rule(transform()) + ")", false);
+                } else if (c == ')') {
+                    i++;
+                    if (start > 0 && sub_pattern[start - 1] != '(') {
+                        _errors.push_back("Unbalanced parentheses");
+                    }
+                    return join_seq();
+                } else if (c == '[') {
+                    std::string square_brackets = std::string(1, c);
+                    i++;
+                    while (i < length && sub_pattern[i] != ']') {
+                        if (sub_pattern[i] == '\\') {
+                            square_brackets += sub_pattern.substr(i, 2);
+                            i += 2;
+                        } else {
+                            square_brackets += sub_pattern[i];
+                            i++;
+                        }
+                    }
+                    if (i >= length) {
+                        _errors.push_back("Unbalanced square brackets");
+                    }
+                    square_brackets += ']';
+                    i++;
+                    seq.emplace_back(square_brackets, false);
+                } else if (c == '|') {
+                    seq.emplace_back("|", false);
+                    i++;
+                } else if (c == '*' || c == '+' || c == '?') {
+                    seq.back() = std::make_pair(to_rule(seq.back()) + c, false);
+                    i++;
+                } else if (c == '{') {
+                    std::string curly_brackets = std::string(1, c);
+                    i++;
+                    while (i < length && sub_pattern[i] != '}') {
+                        curly_brackets += sub_pattern[i];
+                        i++;
+                    }
+                    if (i >= length) {
+                        _errors.push_back("Unbalanced curly brackets");
+                    }
+                    curly_brackets += '}';
+                    i++;
+                    auto nums = string_split(curly_brackets.substr(1, curly_brackets.length() - 2), ",");
+                    int min_times = 0;
+                    int max_times = std::numeric_limits<int>::max();
+                    try {
+                        if (nums.size() == 1) {
+                            min_times = max_times = std::stoi(nums[0]);
+                        } else if (nums.size() != 2) {
+                            _errors.push_back("Wrong number of values in curly brackets");
+                        } else {
+                            if (!nums[0].empty()) {
+                                min_times = std::stoi(nums[0]);
+                            }
+                            if (!nums[1].empty()) {
+                                max_times = std::stoi(nums[1]);
+                            }
+                        }
+                    } catch (const std::invalid_argument & e) {
+                        _errors.push_back("Invalid number in curly brackets");
+                        return std::make_pair("", false);
+                    }
+                    auto &last = seq.back();
+                    auto &sub = last.first;
+                    auto sub_is_literal = last.second;
+
+                    if (!sub_is_literal) {
+                        std::string & sub_id = sub_rule_ids[sub];
+                        if (sub_id.empty()) {
+                            sub_id = _add_rule(name + "-" + std::to_string(sub_rule_ids.size()), sub);
+                        }
+                        sub = sub_id;
+                    }
+                    seq.back().first = build_repetition(
+                        sub_is_literal ? "\"" + sub + "\"" : sub,
+                        min_times,
+                        max_times,
+                        ""
+                    );
+                    seq.back().second = false;
+                } else {
+                    std::string literal;
+                    auto is_non_literal = [&](char c) {
+                        return NON_LITERAL_SET.find(c) != NON_LITERAL_SET.end();
+                    };
+                    while (i < length) {
+                        if (sub_pattern[i] == '\\' && i < length - 1) {
+                            char next = sub_pattern[i + 1];
+                            if (ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS.find(next) != ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS.end()) {
+                                i++;
+                                literal += sub_pattern[i];
+                                i++;
+                            } else {
+                                literal += sub_pattern.substr(i, 2);
+                                i += 2;
+                            }
+                        } else if (sub_pattern[i] == '"') {
+                            literal += "\\\"";
+                            i++;
+                        } else if (!is_non_literal(sub_pattern[i]) &&
+                                (i == length - 1 || literal.empty() || sub_pattern[i + 1] == '.' || !is_non_literal(sub_pattern[i + 1]))) {
+                            literal += sub_pattern[i];
+                            i++;
+                        } else {
+                            break;
+                        }
+                    }
+                    if (!literal.empty()) {
+                        seq.emplace_back(literal, true);
+                    }
+                }
+            }
+            return join_seq();
+        };
+        return _add_rule(name, "\"\\\"\" (" + to_rule(transform()) + ") \"\\\"\" space");
+    }
+
+    /*
+        Returns a rule that matches a JSON string that is none of the provided strings
+
+        not_strings({"a"})
+            -> ["] ( [a] char+ | [^"a] char* )? ["] space
+        not_strings({"and", "also"})
+            -> ["] ( [a] ([l] ([s] ([o] char+ | [^"o] char*) | [^"s] char*) | [n] ([d] char+ | [^"d] char*) | [^"ln] char*) | [^"a] char* )? ["] space
+    */
+    std::string _not_strings(const std::vector<std::string> & strings) {
+
+        struct TrieNode {
+            std::map<char, TrieNode> children;
+            bool is_end_of_string;
+
+            TrieNode() : is_end_of_string(false) {}
+
+            void insert(const std::string & string) {
+                auto node = this;
+                for (char c : string) {
+                    node = &node->children[c];
+                }
+                node->is_end_of_string = true;
+            }
+        };
+
+        TrieNode trie;
+        for (const auto & s : strings) {
+            trie.insert(s);
+        }
+
+        std::string char_rule = _add_primitive("char", PRIMITIVE_RULES.at("char"));
+        std::ostringstream out;
+        out << "[\"] ( ";
+        std::function<void(const TrieNode &)> visit = [&](const TrieNode & node) {
+            std::ostringstream rejects;
+            auto first = true;
+            for (const auto & kv : node.children) {
+                rejects << kv.first;
+                if (first) {
+                    first = false;
+                } else {
+                    out << " | ";
+                }
+                out << "[" << kv.first << "]";
+                if (!kv.second.children.empty()) {
+                    out << " (";
+                    visit(kv.second);
+                    out << ")";
+                } else if (kv.second.is_end_of_string) {
+                    out << " " << char_rule << "+";
+                }
+            }
+            if (!node.children.empty()) {
+                if (!first) {
+                    out << " | ";
+                }
+                out << "[^\"" << rejects.str() << "] " << char_rule << "*";
+            }
+        };
+        visit(trie);
+
+        out << " )";
+        if (!trie.is_end_of_string) {
+            out << "?";
+        }
+        out << " [\"] space";
+        return out.str();
+    }
+
+    std::string _resolve_ref(const std::string & ref) {
+        std::string ref_name = ref.substr(ref.find_last_of('/') + 1);
+        if (_rules.find(ref_name) == _rules.end() && _refs_being_resolved.find(ref) == _refs_being_resolved.end()) {
+            _refs_being_resolved.insert(ref);
+            json resolved = _refs[ref];
+            ref_name = visit(resolved, ref_name);
+            _refs_being_resolved.erase(ref);
+        }
+        return ref_name;
+    }
+
+    std::string _build_object_rule(
+        const std::vector<std::pair<std::string, json>> & properties,
+        const std::unordered_set<std::string> & required,
+        const std::string & name,
+        const json & additional_properties)
+    {
+        std::vector<std::string> required_props;
+        std::vector<std::string> optional_props;
+        std::unordered_map<std::string, std::string> prop_kv_rule_names;
+        std::vector<std::string> prop_names;
+        for (const auto & kv : properties) {
+            const auto &prop_name = kv.first;
+            const auto &prop_schema = kv.second;
+
+            std::string prop_rule_name = visit(prop_schema, name + (name.empty() ? "" : "-") + prop_name);
+            prop_kv_rule_names[prop_name] = _add_rule(
+                name + (name.empty() ? "" : "-") + prop_name + "-kv",
+                format_literal(json(prop_name).dump()) + " space \":\" space " + prop_rule_name
+            );
+            if (required.find(prop_name) != required.end()) {
+                required_props.push_back(prop_name);
+            } else {
+                optional_props.push_back(prop_name);
+            }
+            prop_names.push_back(prop_name);
+        }
+        if ((additional_properties.is_boolean() && additional_properties.get<bool>()) || additional_properties.is_object()) {
+            std::string sub_name = name + (name.empty() ? "" : "-") + "additional";
+            std::string value_rule =
+                additional_properties.is_object() ? visit(additional_properties, sub_name + "-value")
+                : _add_primitive("value", PRIMITIVE_RULES.at("value"));
+
+            auto key_rule =
+                prop_names.empty() ? _add_primitive("string", PRIMITIVE_RULES.at("string"))
+                : _add_rule(sub_name + "-k", _not_strings(prop_names));
+            std::string kv_rule = _add_rule(sub_name + "-kv", key_rule + " \":\" space " + value_rule);
+            prop_kv_rule_names["*"] = kv_rule;
+            optional_props.push_back("*");
+        }
+
+        std::string rule = "\"{\" space ";
+        for (size_t i = 0; i < required_props.size(); i++) {
+            if (i > 0) {
+                rule += " \",\" space ";
+            }
+            rule += prop_kv_rule_names[required_props[i]];
+        }
+
+        if (!optional_props.empty()) {
+            rule += " (";
+            if (!required_props.empty()) {
+                rule += " \",\" space ( ";
+            }
+
+            std::function<std::string(const std::vector<std::string> &, bool)> get_recursive_refs = [&](const std::vector<std::string> & ks, bool first_is_optional) {
+                std::string res;
+                if (ks.empty()) {
+                    return res;
+                }
+                std::string k = ks[0];
+                std::string kv_rule_name = prop_kv_rule_names[k];
+                std::string comma_ref = "( \",\" space " + kv_rule_name + " )";
+                if (first_is_optional) {
+                    res = comma_ref + (k == "*" ? "*" : "?");
+                } else {
+                    res = kv_rule_name + (k == "*" ? " " + comma_ref + "*" : "");
+                }
+                if (ks.size() > 1) {
+                    res += " " + _add_rule(
+                        name + (name.empty() ? "" : "-") + k + "-rest",
+                        get_recursive_refs(std::vector<std::string>(ks.begin() + 1, ks.end()), true)
+                    );
+                }
+                return res;
+            };
+
+            for (size_t i = 0; i < optional_props.size(); i++) {
+                if (i > 0) {
+                    rule += " | ";
+                }
+                rule += get_recursive_refs(std::vector<std::string>(optional_props.begin() + i, optional_props.end()), false);
+            }
+            if (!required_props.empty()) {
+                rule += " )";
+            }
+            rule += " )?";
+        }
+
+        rule += " \"}\" space";
+
+        return rule;
+    }
+
+    std::string _add_primitive(const std::string & name, const BuiltinRule & rule) {
+        auto n = _add_rule(name, rule.content);
+        for (const auto & dep : rule.deps) {
+            BuiltinRule dep_rule;
+            auto it = PRIMITIVE_RULES.find(dep);
+            if (it == PRIMITIVE_RULES.end()) {
+                it = STRING_FORMAT_RULES.find(dep);
+                if (it == STRING_FORMAT_RULES.end()) {
+                    _errors.push_back("Rule " + dep + " not known");
+                    continue;
+                }
+            }
+            if (_rules.find(dep) == _rules.end()) {
+                _add_primitive(dep, it->second);
+            }
+        }
+        return n;
+    }
+
+public:
+    SchemaConverter(
+        const std::function<json(const std::string &)> & fetch_json,
+        bool dotall)
+          : _fetch_json(fetch_json), _dotall(dotall)
+    {
+        _rules["space"] = SPACE_RULE;
+    }
+
+    void resolve_refs(json & schema, const std::string & url) {
+        /*
+        * Resolves all $ref fields in the given schema, fetching any remote schemas,
+        * replacing each $ref with absolute reference URL and populates _refs with the
+        * respective referenced (sub)schema dictionaries.
+        */
+        std::function<void(json &)> visit_refs = [&](json & n) {
+            if (n.is_array()) {
+                for (auto & x : n) {
+                    visit_refs(x);
+                }
+            } else if (n.is_object()) {
+                if (n.contains("$ref")) {
+                    std::string ref = n["$ref"];
+                    if (_refs.find(ref) == _refs.end()) {
+                        json target;
+                        if (ref.find("https://") == 0) {
+                            std::string base_url = ref.substr(0, ref.find('#'));
+                            auto it = _refs.find(base_url);
+                            if (it != _refs.end()) {
+                                target = it->second;
+                            } else {
+                                // Fetch the referenced schema and resolve its refs
+                                auto referenced = _fetch_json(ref);
+                                resolve_refs(referenced, base_url);
+                                _refs[base_url] = referenced;
+                            }
+                            if (ref.find('#') == std::string::npos || ref.substr(ref.find('#') + 1).empty()) {
+                                return;
+                            }
+                        } else if (ref.find("#/") == 0) {
+                            target = schema;
+                            n["$ref"] = url + ref;
+                            ref = url + ref;
+                        } else {
+                            _errors.push_back("Unsupported ref: " + ref);
+                            return;
+                        }
+                        std::string pointer = ref.substr(ref.find('#') + 1);
+                        std::vector<std::string> tokens = string_split(pointer, "/");
+                        for (size_t i = 1; i < tokens.size(); ++i) {
+                            std::string sel = tokens[i];
+                            if (target.is_null() || !target.contains(sel)) {
+                                _errors.push_back("Error resolving ref " + ref + ": " + sel + " not in " + target.dump());
+                                return;
+                            }
+                            target = target[sel];
+                        }
+                        _refs[ref] = target;
+                    }
+                } else {
+                    for (auto & kv : n.items()) {
+                        visit_refs(kv.value());
+                    }
+                }
+            }
+        };
+
+        visit_refs(schema);
+    }
+
+    std::string _generate_constant_rule(const json & value) {
+        return format_literal(value.dump());
+    }
+
+    std::string visit(const json & schema, const std::string & name) {
+        json schema_type = schema.contains("type") ? schema["type"] : json();
+        std::string schema_format = schema.contains("format") ? schema["format"].get<std::string>() : "";
+        std::string rule_name = is_reserved_name(name) ? name + "-" : name.empty() ? "root" : name;
+
+        if (schema.contains("$ref")) {
+            return _add_rule(rule_name, _resolve_ref(schema["$ref"]));
+        } else if (schema.contains("oneOf") || schema.contains("anyOf")) {
+            std::vector<json> alt_schemas = schema.contains("oneOf") ? schema["oneOf"].get<std::vector<json>>() : schema["anyOf"].get<std::vector<json>>();
+            return _add_rule(rule_name, _generate_union_rule(name, alt_schemas));
+        } else if (schema_type.is_array()) {
+            std::vector<json> schema_types;
+            for (const auto & t : schema_type) {
+                json schema_copy(schema);
+                schema_copy["type"] = t;
+                schema_types.push_back(schema_copy);
+            }
+            return _add_rule(rule_name, _generate_union_rule(name, schema_types));
+        } else if (schema.contains("const")) {
+            return _add_rule(rule_name, _generate_constant_rule(schema["const"]) + " space");
+        } else if (schema.contains("enum")) {
+            std::vector<std::string> enum_values;
+            for (const auto & v : schema["enum"]) {
+                enum_values.push_back(_generate_constant_rule(v));
+            }
+            return _add_rule(rule_name, "(" + string_join(enum_values, " | ") + ") space");
+        } else if ((schema_type.is_null() || schema_type == "object")
+                && (schema.contains("properties") ||
+                    (schema.contains("additionalProperties") && schema["additionalProperties"] != true))) {
+            std::unordered_set<std::string> required;
+            if (schema.contains("required") && schema["required"].is_array()) {
+                for (const auto & item : schema["required"]) {
+                    if (item.is_string()) {
+                        required.insert(item.get<std::string>());
+                    }
+                }
+            }
+            std::vector<std::pair<std::string, json>> properties;
+            if (schema.contains("properties")) {
+                for (const auto & prop : schema["properties"].items()) {
+                    properties.emplace_back(prop.key(), prop.value());
+                }
+            }
+            return _add_rule(rule_name,
+                _build_object_rule(
+                    properties, required, name,
+                    schema.contains("additionalProperties") ? schema["additionalProperties"] : json()));
+        } else if ((schema_type.is_null() || schema_type == "object") && schema.contains("allOf")) {
+            std::unordered_set<std::string> required;
+            std::vector<std::pair<std::string, json>> properties;
+            std::string hybrid_name = name;
+            std::function<void(const json &, bool)> add_component = [&](const json & comp_schema, bool is_required) {
+                if (comp_schema.contains("$ref")) {
+                    add_component(_refs[comp_schema["$ref"]], is_required);
+                } else if (comp_schema.contains("properties")) {
+                    for (const auto & prop : comp_schema["properties"].items()) {
+                        properties.emplace_back(prop.key(), prop.value());
+                        if (is_required) {
+                            required.insert(prop.key());
+                        }
+                    }
+                } else {
+                  // todo warning
+                }
+            };
+            for (auto & t : schema["allOf"]) {
+                if (t.contains("anyOf")) {
+                    for (auto & tt : t["anyOf"]) {
+                        add_component(tt, false);
+                    }
+                } else {
+                    add_component(t, true);
+                }
+            }
+            return _add_rule(rule_name, _build_object_rule(properties, required, hybrid_name, json()));
+        } else if ((schema_type.is_null() || schema_type == "array") && (schema.contains("items") || schema.contains("prefixItems"))) {
+            json items = schema.contains("items") ? schema["items"] : schema["prefixItems"];
+            if (items.is_array()) {
+                std::string rule = "\"[\" space ";
+                for (size_t i = 0; i < items.size(); i++) {
+                    if (i > 0) {
+                        rule += " \",\" space ";
+                    }
+                    rule += visit(items[i], name + (name.empty() ? "" : "-") + "tuple-" + std::to_string(i));
+                }
+                rule += " \"]\" space";
+                return _add_rule(rule_name, rule);
+            } else {
+                std::string item_rule_name = visit(items, name + (name.empty() ? "" : "-") + "item");
+                int min_items = schema.contains("minItems") ? schema["minItems"].get<int>() : 0;
+                json max_items_json = schema.contains("maxItems") ? schema["maxItems"] : json();
+                int max_items = max_items_json.is_number_integer() ? max_items_json.get<int>() : std::numeric_limits<int>::max();
+
+                return _add_rule(rule_name, "\"[\" space " + build_repetition(item_rule_name, min_items, max_items, "\",\" space") + " \"]\" space");
+            }
+        } else if ((schema_type.is_null() || schema_type == "string") && schema.contains("pattern")) {
+            return _visit_pattern(schema["pattern"], rule_name);
+        } else if ((schema_type.is_null() || schema_type == "string") && std::regex_match(schema_format, std::regex("^uuid[1-5]?$"))) {
+            return _add_primitive(rule_name == "root" ? "root" : schema_format, PRIMITIVE_RULES.at("uuid"));
+        } else if ((schema_type.is_null() || schema_type == "string") && STRING_FORMAT_RULES.find(schema_format + "-string") != STRING_FORMAT_RULES.end()) {
+            auto prim_name = schema_format + "-string";
+            return _add_rule(rule_name, _add_primitive(prim_name, STRING_FORMAT_RULES.at(prim_name)));
+        } else if (schema_type == "string" && (schema.contains("minLength") || schema.contains("maxLength"))) {
+            std::string char_rule = _add_primitive("char", PRIMITIVE_RULES.at("char"));
+            int min_len = schema.contains("minLength") ? schema["minLength"].get<int>() : 0;
+            int max_len = schema.contains("maxLength") ? schema["maxLength"].get<int>() : std::numeric_limits<int>::max();
+            return _add_rule(rule_name, "\"\\\"\" " + build_repetition(char_rule, min_len, max_len) + " \"\\\"\" space");
+        } else if (schema_type == "integer" && (schema.contains("minimum") || schema.contains("exclusiveMinimum") || schema.contains("maximum") || schema.contains("exclusiveMaximum"))) {
+            int min_value = std::numeric_limits<int>::min();
+            int max_value = std::numeric_limits<int>::max();
+            if (schema.contains("minimum")) {
+                min_value = schema["minimum"].get<int>();
+            } else if (schema.contains("exclusiveMinimum")) {
+                min_value = schema["exclusiveMinimum"].get<int>() + 1;
+            }
+            if (schema.contains("maximum")) {
+                max_value = schema["maximum"].get<int>();
+            } else if (schema.contains("exclusiveMaximum")) {
+                max_value = schema["exclusiveMaximum"].get<int>() - 1;
+            }
+            std::stringstream out;
+            out << "(";
+            _build_min_max_int(min_value, max_value, out);
+            out << ") space";
+            return _add_rule(rule_name, out.str());
+        } else if (schema.empty() || schema_type == "object") {
+            return _add_rule(rule_name, _add_primitive("object", PRIMITIVE_RULES.at("object")));
+        } else {
+            if (!schema_type.is_string() || PRIMITIVE_RULES.find(schema_type.get<std::string>()) == PRIMITIVE_RULES.end()) {
+                _errors.push_back("Unrecognized schema: " + schema.dump());
+                return "";
+            }
+            // TODO: support minimum, maximum, exclusiveMinimum, exclusiveMaximum at least for zero
+            return _add_primitive(rule_name == "root" ? "root" : schema_type.get<std::string>(), PRIMITIVE_RULES.at(schema_type.get<std::string>()));
+        }
+    }
+
+    void check_errors() {
+        if (!_errors.empty()) {
+            throw std::runtime_error("JSON schema conversion failed:\n" + string_join(_errors, "\n"));
+        }
+        if (!_warnings.empty()) {
+            fprintf(stderr, "WARNING: JSON schema conversion was incomplete: %s\n", string_join(_warnings, "; ").c_str());
+        }
+    }
+
+    std::string format_grammar() {
+        std::stringstream ss;
+        for (const auto & kv : _rules) {
+            ss << kv.first << " ::= " << kv.second << std::endl;
+        }
+        return ss.str();
+    }
+};
+
+std::string json_schema_to_grammar(const json & schema, bool force_gbnf) {
+#ifdef LLAMA_USE_LLGUIDANCE
+    if (!force_gbnf) {
+        return "%llguidance {}\nstart: %json " + schema.dump();
+    }
+#else
+    (void)force_gbnf;
+#endif // LLAMA_USE_LLGUIDANCE
+    return build_grammar([&](const common_grammar_builder & callbacks) {
+        auto copy = schema;
+        callbacks.resolve_refs(copy);
+        callbacks.add_schema("", copy);
+    });
+}
+
+std::string build_grammar(const std::function<void(const common_grammar_builder &)> & cb, const common_grammar_options & options) {
+    SchemaConverter converter([&](const std::string &) { return json(); }, options.dotall);
+    common_grammar_builder builder {
+        /* .add_rule = */ [&](const std::string & name, const std::string & rule) {
+            return converter._add_rule(name, rule);
+        },
+        /* .add_schema = */ [&](const std::string & name, const nlohmann::ordered_json & schema) {
+            return converter.visit(schema, name == "root" ? "" : name);
+        },
+        /* .resolve_refs = */ [&](nlohmann::ordered_json & schema) {
+            converter.resolve_refs(schema, "");
+        }
+    };
+    cb(builder);
+    converter.check_errors();
+    return converter.format_grammar();
+}
diff --git a/llama/llama.cpp/common/json-schema-to-grammar.h b/llama/llama.cpp/common/json-schema-to-grammar.h
new file mode 100644
index 0000000..4613f5d
--- /dev/null
+++ b/llama/llama.cpp/common/json-schema-to-grammar.h
@@ -0,0 +1,21 @@
+#pragma once
+
+#include "ggml.h"
+// Change JSON_ASSERT from assert() to GGML_ASSERT:
+#define JSON_ASSERT GGML_ASSERT
+#include "json.hpp"
+
+std::string json_schema_to_grammar(const nlohmann::ordered_json & schema,
+                                   bool force_gbnf = false);
+
+struct common_grammar_builder {
+    std::function<std::string(const std::string &, const std::string &)> add_rule;
+    std::function<std::string(const std::string &, const nlohmann::ordered_json &)> add_schema;
+    std::function<void(nlohmann::ordered_json &)> resolve_refs;
+};
+
+struct common_grammar_options {
+    bool dotall = false;
+};
+
+std::string build_grammar(const std::function<void(const common_grammar_builder &)> & cb, const common_grammar_options & options = {});
diff --git a/llama/llama.cpp/common/json.hpp b/llama/llama.cpp/common/json.hpp
new file mode 100644
index 0000000..a858728
--- /dev/null
+++ b/llama/llama.cpp/common/json.hpp
@@ -0,0 +1,24766 @@
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+/****************************************************************************\
+ * Note on documentation: The source files contain links to the online      *
+ * documentation of the public API at https://json.nlohmann.me. This URL    *
+ * contains the most recent documentation and should also be applicable to  *
+ * previous versions; documentation for deprecated functions is not         *
+ * removed, but marked deprecated. See "Generate documentation" section in  *
+ * file docs/README.md.                                                     *
+\****************************************************************************/
+
+#ifndef INCLUDE_NLOHMANN_JSON_HPP_
+#define INCLUDE_NLOHMANN_JSON_HPP_
+
+#include <algorithm> // all_of, find, for_each
+#include <cstddef> // nullptr_t, ptrdiff_t, size_t
+#include <functional> // hash, less
+#include <initializer_list> // initializer_list
+#ifndef JSON_NO_IO
+    #include <iosfwd> // istream, ostream
+#endif  // JSON_NO_IO
+#include <iterator> // random_access_iterator_tag
+#include <memory> // unique_ptr
+#include <string> // string, stoi, to_string
+#include <utility> // declval, forward, move, pair, swap
+#include <vector> // vector
+
+// #include <nlohmann/adl_serializer.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <utility>
+
+// #include <nlohmann/detail/abi_macros.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+// This file contains all macro definitions affecting or depending on the ABI
+
+#ifndef JSON_SKIP_LIBRARY_VERSION_CHECK
+    #if defined(NLOHMANN_JSON_VERSION_MAJOR) && defined(NLOHMANN_JSON_VERSION_MINOR) && defined(NLOHMANN_JSON_VERSION_PATCH)
+        #if NLOHMANN_JSON_VERSION_MAJOR != 3 || NLOHMANN_JSON_VERSION_MINOR != 11 || NLOHMANN_JSON_VERSION_PATCH != 3
+            #warning "Already included a different version of the library!"
+        #endif
+    #endif
+#endif
+
+#define NLOHMANN_JSON_VERSION_MAJOR 3   // NOLINT(modernize-macro-to-enum)
+#define NLOHMANN_JSON_VERSION_MINOR 11  // NOLINT(modernize-macro-to-enum)
+#define NLOHMANN_JSON_VERSION_PATCH 3   // NOLINT(modernize-macro-to-enum)
+
+#ifndef JSON_DIAGNOSTICS
+    #define JSON_DIAGNOSTICS 0
+#endif
+
+#ifndef JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON
+    #define JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON 0
+#endif
+
+#if JSON_DIAGNOSTICS
+    #define NLOHMANN_JSON_ABI_TAG_DIAGNOSTICS _diag
+#else
+    #define NLOHMANN_JSON_ABI_TAG_DIAGNOSTICS
+#endif
+
+#if JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON
+    #define NLOHMANN_JSON_ABI_TAG_LEGACY_DISCARDED_VALUE_COMPARISON _ldvcmp
+#else
+    #define NLOHMANN_JSON_ABI_TAG_LEGACY_DISCARDED_VALUE_COMPARISON
+#endif
+
+#ifndef NLOHMANN_JSON_NAMESPACE_NO_VERSION
+    #define NLOHMANN_JSON_NAMESPACE_NO_VERSION 0
+#endif
+
+// Construct the namespace ABI tags component
+#define NLOHMANN_JSON_ABI_TAGS_CONCAT_EX(a, b) json_abi ## a ## b
+#define NLOHMANN_JSON_ABI_TAGS_CONCAT(a, b) \
+    NLOHMANN_JSON_ABI_TAGS_CONCAT_EX(a, b)
+
+#define NLOHMANN_JSON_ABI_TAGS                                       \
+    NLOHMANN_JSON_ABI_TAGS_CONCAT(                                   \
+            NLOHMANN_JSON_ABI_TAG_DIAGNOSTICS,                       \
+            NLOHMANN_JSON_ABI_TAG_LEGACY_DISCARDED_VALUE_COMPARISON)
+
+// Construct the namespace version component
+#define NLOHMANN_JSON_NAMESPACE_VERSION_CONCAT_EX(major, minor, patch) \
+    _v ## major ## _ ## minor ## _ ## patch
+#define NLOHMANN_JSON_NAMESPACE_VERSION_CONCAT(major, minor, patch) \
+    NLOHMANN_JSON_NAMESPACE_VERSION_CONCAT_EX(major, minor, patch)
+
+#if NLOHMANN_JSON_NAMESPACE_NO_VERSION
+#define NLOHMANN_JSON_NAMESPACE_VERSION
+#else
+#define NLOHMANN_JSON_NAMESPACE_VERSION                                 \
+    NLOHMANN_JSON_NAMESPACE_VERSION_CONCAT(NLOHMANN_JSON_VERSION_MAJOR, \
+                                           NLOHMANN_JSON_VERSION_MINOR, \
+                                           NLOHMANN_JSON_VERSION_PATCH)
+#endif
+
+// Combine namespace components
+#define NLOHMANN_JSON_NAMESPACE_CONCAT_EX(a, b) a ## b
+#define NLOHMANN_JSON_NAMESPACE_CONCAT(a, b) \
+    NLOHMANN_JSON_NAMESPACE_CONCAT_EX(a, b)
+
+#ifndef NLOHMANN_JSON_NAMESPACE
+#define NLOHMANN_JSON_NAMESPACE               \
+    nlohmann::NLOHMANN_JSON_NAMESPACE_CONCAT( \
+            NLOHMANN_JSON_ABI_TAGS,           \
+            NLOHMANN_JSON_NAMESPACE_VERSION)
+#endif
+
+#ifndef NLOHMANN_JSON_NAMESPACE_BEGIN
+#define NLOHMANN_JSON_NAMESPACE_BEGIN                \
+    namespace nlohmann                               \
+    {                                                \
+    inline namespace NLOHMANN_JSON_NAMESPACE_CONCAT( \
+                NLOHMANN_JSON_ABI_TAGS,              \
+                NLOHMANN_JSON_NAMESPACE_VERSION)     \
+    {
+#endif
+
+#ifndef NLOHMANN_JSON_NAMESPACE_END
+#define NLOHMANN_JSON_NAMESPACE_END                                     \
+    }  /* namespace (inline namespace) NOLINT(readability/namespace) */ \
+    }  // namespace nlohmann
+#endif
+
+// #include <nlohmann/detail/conversions/from_json.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <algorithm> // transform
+#include <array> // array
+#include <forward_list> // forward_list
+#include <iterator> // inserter, front_inserter, end
+#include <map> // map
+#include <string> // string
+#include <tuple> // tuple, make_tuple
+#include <type_traits> // is_arithmetic, is_same, is_enum, underlying_type, is_convertible
+#include <unordered_map> // unordered_map
+#include <utility> // pair, declval
+#include <valarray> // valarray
+
+// #include <nlohmann/detail/exceptions.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstddef> // nullptr_t
+#include <exception> // exception
+#if JSON_DIAGNOSTICS
+    #include <numeric> // accumulate
+#endif
+#include <stdexcept> // runtime_error
+#include <string> // to_string
+#include <vector> // vector
+
+// #include <nlohmann/detail/value_t.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <array> // array
+#include <cstddef> // size_t
+#include <cstdint> // uint8_t
+#include <string> // string
+
+// #include <nlohmann/detail/macro_scope.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <utility> // declval, pair
+// #include <nlohmann/detail/meta/detected.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <type_traits>
+
+// #include <nlohmann/detail/meta/void_t.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+template<typename ...Ts> struct make_void
+{
+    using type = void;
+};
+template<typename ...Ts> using void_t = typename make_void<Ts...>::type;
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+// https://en.cppreference.com/w/cpp/experimental/is_detected
+struct nonesuch
+{
+    nonesuch() = delete;
+    ~nonesuch() = delete;
+    nonesuch(nonesuch const&) = delete;
+    nonesuch(nonesuch const&&) = delete;
+    void operator=(nonesuch const&) = delete;
+    void operator=(nonesuch&&) = delete;
+};
+
+template<class Default,
+         class AlwaysVoid,
+         template<class...> class Op,
+         class... Args>
+struct detector
+{
+    using value_t = std::false_type;
+    using type = Default;
+};
+
+template<class Default, template<class...> class Op, class... Args>
+struct detector<Default, void_t<Op<Args...>>, Op, Args...>
+{
+    using value_t = std::true_type;
+    using type = Op<Args...>;
+};
+
+template<template<class...> class Op, class... Args>
+using is_detected = typename detector<nonesuch, void, Op, Args...>::value_t;
+
+template<template<class...> class Op, class... Args>
+struct is_detected_lazy : is_detected<Op, Args...> { };
+
+template<template<class...> class Op, class... Args>
+using detected_t = typename detector<nonesuch, void, Op, Args...>::type;
+
+template<class Default, template<class...> class Op, class... Args>
+using detected_or = detector<Default, void, Op, Args...>;
+
+template<class Default, template<class...> class Op, class... Args>
+using detected_or_t = typename detected_or<Default, Op, Args...>::type;
+
+template<class Expected, template<class...> class Op, class... Args>
+using is_detected_exact = std::is_same<Expected, detected_t<Op, Args...>>;
+
+template<class To, template<class...> class Op, class... Args>
+using is_detected_convertible =
+    std::is_convertible<detected_t<Op, Args...>, To>;
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/thirdparty/hedley/hedley.hpp>
+
+
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-FileCopyrightText: 2016-2021 Evan Nemerson <evan@nemerson.com>
+// SPDX-License-Identifier: MIT
+
+/* Hedley - https://nemequ.github.io/hedley
+ * Created by Evan Nemerson <evan@nemerson.com>
+ */
+
+#if !defined(JSON_HEDLEY_VERSION) || (JSON_HEDLEY_VERSION < 15)
+#if defined(JSON_HEDLEY_VERSION)
+    #undef JSON_HEDLEY_VERSION
+#endif
+#define JSON_HEDLEY_VERSION 15
+
+#if defined(JSON_HEDLEY_STRINGIFY_EX)
+    #undef JSON_HEDLEY_STRINGIFY_EX
+#endif
+#define JSON_HEDLEY_STRINGIFY_EX(x) #x
+
+#if defined(JSON_HEDLEY_STRINGIFY)
+    #undef JSON_HEDLEY_STRINGIFY
+#endif
+#define JSON_HEDLEY_STRINGIFY(x) JSON_HEDLEY_STRINGIFY_EX(x)
+
+#if defined(JSON_HEDLEY_CONCAT_EX)
+    #undef JSON_HEDLEY_CONCAT_EX
+#endif
+#define JSON_HEDLEY_CONCAT_EX(a,b) a##b
+
+#if defined(JSON_HEDLEY_CONCAT)
+    #undef JSON_HEDLEY_CONCAT
+#endif
+#define JSON_HEDLEY_CONCAT(a,b) JSON_HEDLEY_CONCAT_EX(a,b)
+
+#if defined(JSON_HEDLEY_CONCAT3_EX)
+    #undef JSON_HEDLEY_CONCAT3_EX
+#endif
+#define JSON_HEDLEY_CONCAT3_EX(a,b,c) a##b##c
+
+#if defined(JSON_HEDLEY_CONCAT3)
+    #undef JSON_HEDLEY_CONCAT3
+#endif
+#define JSON_HEDLEY_CONCAT3(a,b,c) JSON_HEDLEY_CONCAT3_EX(a,b,c)
+
+#if defined(JSON_HEDLEY_VERSION_ENCODE)
+    #undef JSON_HEDLEY_VERSION_ENCODE
+#endif
+#define JSON_HEDLEY_VERSION_ENCODE(major,minor,revision) (((major) * 1000000) + ((minor) * 1000) + (revision))
+
+#if defined(JSON_HEDLEY_VERSION_DECODE_MAJOR)
+    #undef JSON_HEDLEY_VERSION_DECODE_MAJOR
+#endif
+#define JSON_HEDLEY_VERSION_DECODE_MAJOR(version) ((version) / 1000000)
+
+#if defined(JSON_HEDLEY_VERSION_DECODE_MINOR)
+    #undef JSON_HEDLEY_VERSION_DECODE_MINOR
+#endif
+#define JSON_HEDLEY_VERSION_DECODE_MINOR(version) (((version) % 1000000) / 1000)
+
+#if defined(JSON_HEDLEY_VERSION_DECODE_REVISION)
+    #undef JSON_HEDLEY_VERSION_DECODE_REVISION
+#endif
+#define JSON_HEDLEY_VERSION_DECODE_REVISION(version) ((version) % 1000)
+
+#if defined(JSON_HEDLEY_GNUC_VERSION)
+    #undef JSON_HEDLEY_GNUC_VERSION
+#endif
+#if defined(__GNUC__) && defined(__GNUC_PATCHLEVEL__)
+    #define JSON_HEDLEY_GNUC_VERSION JSON_HEDLEY_VERSION_ENCODE(__GNUC__, __GNUC_MINOR__, __GNUC_PATCHLEVEL__)
+#elif defined(__GNUC__)
+    #define JSON_HEDLEY_GNUC_VERSION JSON_HEDLEY_VERSION_ENCODE(__GNUC__, __GNUC_MINOR__, 0)
+#endif
+
+#if defined(JSON_HEDLEY_GNUC_VERSION_CHECK)
+    #undef JSON_HEDLEY_GNUC_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_GNUC_VERSION)
+    #define JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_GNUC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_MSVC_VERSION)
+    #undef JSON_HEDLEY_MSVC_VERSION
+#endif
+#if defined(_MSC_FULL_VER) && (_MSC_FULL_VER >= 140000000) && !defined(__ICL)
+    #define JSON_HEDLEY_MSVC_VERSION JSON_HEDLEY_VERSION_ENCODE(_MSC_FULL_VER / 10000000, (_MSC_FULL_VER % 10000000) / 100000, (_MSC_FULL_VER % 100000) / 100)
+#elif defined(_MSC_FULL_VER) && !defined(__ICL)
+    #define JSON_HEDLEY_MSVC_VERSION JSON_HEDLEY_VERSION_ENCODE(_MSC_FULL_VER / 1000000, (_MSC_FULL_VER % 1000000) / 10000, (_MSC_FULL_VER % 10000) / 10)
+#elif defined(_MSC_VER) && !defined(__ICL)
+    #define JSON_HEDLEY_MSVC_VERSION JSON_HEDLEY_VERSION_ENCODE(_MSC_VER / 100, _MSC_VER % 100, 0)
+#endif
+
+#if defined(JSON_HEDLEY_MSVC_VERSION_CHECK)
+    #undef JSON_HEDLEY_MSVC_VERSION_CHECK
+#endif
+#if !defined(JSON_HEDLEY_MSVC_VERSION)
+    #define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (0)
+#elif defined(_MSC_VER) && (_MSC_VER >= 1400)
+    #define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (_MSC_FULL_VER >= ((major * 10000000) + (minor * 100000) + (patch)))
+#elif defined(_MSC_VER) && (_MSC_VER >= 1200)
+    #define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (_MSC_FULL_VER >= ((major * 1000000) + (minor * 10000) + (patch)))
+#else
+    #define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (_MSC_VER >= ((major * 100) + (minor)))
+#endif
+
+#if defined(JSON_HEDLEY_INTEL_VERSION)
+    #undef JSON_HEDLEY_INTEL_VERSION
+#endif
+#if defined(__INTEL_COMPILER) && defined(__INTEL_COMPILER_UPDATE) && !defined(__ICL)
+    #define JSON_HEDLEY_INTEL_VERSION JSON_HEDLEY_VERSION_ENCODE(__INTEL_COMPILER / 100, __INTEL_COMPILER % 100, __INTEL_COMPILER_UPDATE)
+#elif defined(__INTEL_COMPILER) && !defined(__ICL)
+    #define JSON_HEDLEY_INTEL_VERSION JSON_HEDLEY_VERSION_ENCODE(__INTEL_COMPILER / 100, __INTEL_COMPILER % 100, 0)
+#endif
+
+#if defined(JSON_HEDLEY_INTEL_VERSION_CHECK)
+    #undef JSON_HEDLEY_INTEL_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_INTEL_VERSION)
+    #define JSON_HEDLEY_INTEL_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_INTEL_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_INTEL_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_INTEL_CL_VERSION)
+    #undef JSON_HEDLEY_INTEL_CL_VERSION
+#endif
+#if defined(__INTEL_COMPILER) && defined(__INTEL_COMPILER_UPDATE) && defined(__ICL)
+    #define JSON_HEDLEY_INTEL_CL_VERSION JSON_HEDLEY_VERSION_ENCODE(__INTEL_COMPILER, __INTEL_COMPILER_UPDATE, 0)
+#endif
+
+#if defined(JSON_HEDLEY_INTEL_CL_VERSION_CHECK)
+    #undef JSON_HEDLEY_INTEL_CL_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_INTEL_CL_VERSION)
+    #define JSON_HEDLEY_INTEL_CL_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_INTEL_CL_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_INTEL_CL_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_PGI_VERSION)
+    #undef JSON_HEDLEY_PGI_VERSION
+#endif
+#if defined(__PGI) && defined(__PGIC__) && defined(__PGIC_MINOR__) && defined(__PGIC_PATCHLEVEL__)
+    #define JSON_HEDLEY_PGI_VERSION JSON_HEDLEY_VERSION_ENCODE(__PGIC__, __PGIC_MINOR__, __PGIC_PATCHLEVEL__)
+#endif
+
+#if defined(JSON_HEDLEY_PGI_VERSION_CHECK)
+    #undef JSON_HEDLEY_PGI_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_PGI_VERSION)
+    #define JSON_HEDLEY_PGI_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_PGI_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_PGI_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_SUNPRO_VERSION)
+    #undef JSON_HEDLEY_SUNPRO_VERSION
+#endif
+#if defined(__SUNPRO_C) && (__SUNPRO_C > 0x1000)
+    #define JSON_HEDLEY_SUNPRO_VERSION JSON_HEDLEY_VERSION_ENCODE((((__SUNPRO_C >> 16) & 0xf) * 10) + ((__SUNPRO_C >> 12) & 0xf), (((__SUNPRO_C >> 8) & 0xf) * 10) + ((__SUNPRO_C >> 4) & 0xf), (__SUNPRO_C & 0xf) * 10)
+#elif defined(__SUNPRO_C)
+    #define JSON_HEDLEY_SUNPRO_VERSION JSON_HEDLEY_VERSION_ENCODE((__SUNPRO_C >> 8) & 0xf, (__SUNPRO_C >> 4) & 0xf, (__SUNPRO_C) & 0xf)
+#elif defined(__SUNPRO_CC) && (__SUNPRO_CC > 0x1000)
+    #define JSON_HEDLEY_SUNPRO_VERSION JSON_HEDLEY_VERSION_ENCODE((((__SUNPRO_CC >> 16) & 0xf) * 10) + ((__SUNPRO_CC >> 12) & 0xf), (((__SUNPRO_CC >> 8) & 0xf) * 10) + ((__SUNPRO_CC >> 4) & 0xf), (__SUNPRO_CC & 0xf) * 10)
+#elif defined(__SUNPRO_CC)
+    #define JSON_HEDLEY_SUNPRO_VERSION JSON_HEDLEY_VERSION_ENCODE((__SUNPRO_CC >> 8) & 0xf, (__SUNPRO_CC >> 4) & 0xf, (__SUNPRO_CC) & 0xf)
+#endif
+
+#if defined(JSON_HEDLEY_SUNPRO_VERSION_CHECK)
+    #undef JSON_HEDLEY_SUNPRO_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_SUNPRO_VERSION)
+    #define JSON_HEDLEY_SUNPRO_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_SUNPRO_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_SUNPRO_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_EMSCRIPTEN_VERSION)
+    #undef JSON_HEDLEY_EMSCRIPTEN_VERSION
+#endif
+#if defined(__EMSCRIPTEN__)
+    #define JSON_HEDLEY_EMSCRIPTEN_VERSION JSON_HEDLEY_VERSION_ENCODE(__EMSCRIPTEN_major__, __EMSCRIPTEN_minor__, __EMSCRIPTEN_tiny__)
+#endif
+
+#if defined(JSON_HEDLEY_EMSCRIPTEN_VERSION_CHECK)
+    #undef JSON_HEDLEY_EMSCRIPTEN_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_EMSCRIPTEN_VERSION)
+    #define JSON_HEDLEY_EMSCRIPTEN_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_EMSCRIPTEN_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_EMSCRIPTEN_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_ARM_VERSION)
+    #undef JSON_HEDLEY_ARM_VERSION
+#endif
+#if defined(__CC_ARM) && defined(__ARMCOMPILER_VERSION)
+    #define JSON_HEDLEY_ARM_VERSION JSON_HEDLEY_VERSION_ENCODE(__ARMCOMPILER_VERSION / 1000000, (__ARMCOMPILER_VERSION % 1000000) / 10000, (__ARMCOMPILER_VERSION % 10000) / 100)
+#elif defined(__CC_ARM) && defined(__ARMCC_VERSION)
+    #define JSON_HEDLEY_ARM_VERSION JSON_HEDLEY_VERSION_ENCODE(__ARMCC_VERSION / 1000000, (__ARMCC_VERSION % 1000000) / 10000, (__ARMCC_VERSION % 10000) / 100)
+#endif
+
+#if defined(JSON_HEDLEY_ARM_VERSION_CHECK)
+    #undef JSON_HEDLEY_ARM_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_ARM_VERSION)
+    #define JSON_HEDLEY_ARM_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_ARM_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_ARM_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_IBM_VERSION)
+    #undef JSON_HEDLEY_IBM_VERSION
+#endif
+#if defined(__ibmxl__)
+    #define JSON_HEDLEY_IBM_VERSION JSON_HEDLEY_VERSION_ENCODE(__ibmxl_version__, __ibmxl_release__, __ibmxl_modification__)
+#elif defined(__xlC__) && defined(__xlC_ver__)
+    #define JSON_HEDLEY_IBM_VERSION JSON_HEDLEY_VERSION_ENCODE(__xlC__ >> 8, __xlC__ & 0xff, (__xlC_ver__ >> 8) & 0xff)
+#elif defined(__xlC__)
+    #define JSON_HEDLEY_IBM_VERSION JSON_HEDLEY_VERSION_ENCODE(__xlC__ >> 8, __xlC__ & 0xff, 0)
+#endif
+
+#if defined(JSON_HEDLEY_IBM_VERSION_CHECK)
+    #undef JSON_HEDLEY_IBM_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_IBM_VERSION)
+    #define JSON_HEDLEY_IBM_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_IBM_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_IBM_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_TI_VERSION)
+    #undef JSON_HEDLEY_TI_VERSION
+#endif
+#if \
+    defined(__TI_COMPILER_VERSION__) && \
+    ( \
+      defined(__TMS470__) || defined(__TI_ARM__) || \
+      defined(__MSP430__) || \
+      defined(__TMS320C2000__) \
+    )
+#if (__TI_COMPILER_VERSION__ >= 16000000)
+    #define JSON_HEDLEY_TI_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION__ % 1000000) / 1000, (__TI_COMPILER_VERSION__ % 1000))
+#endif
+#endif
+
+#if defined(JSON_HEDLEY_TI_VERSION_CHECK)
+    #undef JSON_HEDLEY_TI_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_TI_VERSION)
+    #define JSON_HEDLEY_TI_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_TI_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_TI_CL2000_VERSION)
+    #undef JSON_HEDLEY_TI_CL2000_VERSION
+#endif
+#if defined(__TI_COMPILER_VERSION__) && defined(__TMS320C2000__)
+    #define JSON_HEDLEY_TI_CL2000_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION__ % 1000000) / 1000, (__TI_COMPILER_VERSION__ % 1000))
+#endif
+
+#if defined(JSON_HEDLEY_TI_CL2000_VERSION_CHECK)
+    #undef JSON_HEDLEY_TI_CL2000_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_TI_CL2000_VERSION)
+    #define JSON_HEDLEY_TI_CL2000_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL2000_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_TI_CL2000_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_TI_CL430_VERSION)
+    #undef JSON_HEDLEY_TI_CL430_VERSION
+#endif
+#if defined(__TI_COMPILER_VERSION__) && defined(__MSP430__)
+    #define JSON_HEDLEY_TI_CL430_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION__ % 1000000) / 1000, (__TI_COMPILER_VERSION__ % 1000))
+#endif
+
+#if defined(JSON_HEDLEY_TI_CL430_VERSION_CHECK)
+    #undef JSON_HEDLEY_TI_CL430_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_TI_CL430_VERSION)
+    #define JSON_HEDLEY_TI_CL430_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL430_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_TI_CL430_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_TI_ARMCL_VERSION)
+    #undef JSON_HEDLEY_TI_ARMCL_VERSION
+#endif
+#if defined(__TI_COMPILER_VERSION__) && (defined(__TMS470__) || defined(__TI_ARM__))
+    #define JSON_HEDLEY_TI_ARMCL_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION__ % 1000000) / 1000, (__TI_COMPILER_VERSION__ % 1000))
+#endif
+
+#if defined(JSON_HEDLEY_TI_ARMCL_VERSION_CHECK)
+    #undef JSON_HEDLEY_TI_ARMCL_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_TI_ARMCL_VERSION)
+    #define JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_ARMCL_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_TI_CL6X_VERSION)
+    #undef JSON_HEDLEY_TI_CL6X_VERSION
+#endif
+#if defined(__TI_COMPILER_VERSION__) && defined(__TMS320C6X__)
+    #define JSON_HEDLEY_TI_CL6X_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION__ % 1000000) / 1000, (__TI_COMPILER_VERSION__ % 1000))
+#endif
+
+#if defined(JSON_HEDLEY_TI_CL6X_VERSION_CHECK)
+    #undef JSON_HEDLEY_TI_CL6X_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_TI_CL6X_VERSION)
+    #define JSON_HEDLEY_TI_CL6X_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL6X_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_TI_CL6X_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_TI_CL7X_VERSION)
+    #undef JSON_HEDLEY_TI_CL7X_VERSION
+#endif
+#if defined(__TI_COMPILER_VERSION__) && defined(__C7000__)
+    #define JSON_HEDLEY_TI_CL7X_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION__ % 1000000) / 1000, (__TI_COMPILER_VERSION__ % 1000))
+#endif
+
+#if defined(JSON_HEDLEY_TI_CL7X_VERSION_CHECK)
+    #undef JSON_HEDLEY_TI_CL7X_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_TI_CL7X_VERSION)
+    #define JSON_HEDLEY_TI_CL7X_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL7X_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_TI_CL7X_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_TI_CLPRU_VERSION)
+    #undef JSON_HEDLEY_TI_CLPRU_VERSION
+#endif
+#if defined(__TI_COMPILER_VERSION__) && defined(__PRU__)
+    #define JSON_HEDLEY_TI_CLPRU_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION__ % 1000000) / 1000, (__TI_COMPILER_VERSION__ % 1000))
+#endif
+
+#if defined(JSON_HEDLEY_TI_CLPRU_VERSION_CHECK)
+    #undef JSON_HEDLEY_TI_CLPRU_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_TI_CLPRU_VERSION)
+    #define JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CLPRU_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_CRAY_VERSION)
+    #undef JSON_HEDLEY_CRAY_VERSION
+#endif
+#if defined(_CRAYC)
+    #if defined(_RELEASE_PATCHLEVEL)
+        #define JSON_HEDLEY_CRAY_VERSION JSON_HEDLEY_VERSION_ENCODE(_RELEASE_MAJOR, _RELEASE_MINOR, _RELEASE_PATCHLEVEL)
+    #else
+        #define JSON_HEDLEY_CRAY_VERSION JSON_HEDLEY_VERSION_ENCODE(_RELEASE_MAJOR, _RELEASE_MINOR, 0)
+    #endif
+#endif
+
+#if defined(JSON_HEDLEY_CRAY_VERSION_CHECK)
+    #undef JSON_HEDLEY_CRAY_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_CRAY_VERSION)
+    #define JSON_HEDLEY_CRAY_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_CRAY_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_CRAY_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_IAR_VERSION)
+    #undef JSON_HEDLEY_IAR_VERSION
+#endif
+#if defined(__IAR_SYSTEMS_ICC__)
+    #if __VER__ > 1000
+        #define JSON_HEDLEY_IAR_VERSION JSON_HEDLEY_VERSION_ENCODE((__VER__ / 1000000), ((__VER__ / 1000) % 1000), (__VER__ % 1000))
+    #else
+        #define JSON_HEDLEY_IAR_VERSION JSON_HEDLEY_VERSION_ENCODE(__VER__ / 100, __VER__ % 100, 0)
+    #endif
+#endif
+
+#if defined(JSON_HEDLEY_IAR_VERSION_CHECK)
+    #undef JSON_HEDLEY_IAR_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_IAR_VERSION)
+    #define JSON_HEDLEY_IAR_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_IAR_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_IAR_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_TINYC_VERSION)
+    #undef JSON_HEDLEY_TINYC_VERSION
+#endif
+#if defined(__TINYC__)
+    #define JSON_HEDLEY_TINYC_VERSION JSON_HEDLEY_VERSION_ENCODE(__TINYC__ / 1000, (__TINYC__ / 100) % 10, __TINYC__ % 100)
+#endif
+
+#if defined(JSON_HEDLEY_TINYC_VERSION_CHECK)
+    #undef JSON_HEDLEY_TINYC_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_TINYC_VERSION)
+    #define JSON_HEDLEY_TINYC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TINYC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_TINYC_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_DMC_VERSION)
+    #undef JSON_HEDLEY_DMC_VERSION
+#endif
+#if defined(__DMC__)
+    #define JSON_HEDLEY_DMC_VERSION JSON_HEDLEY_VERSION_ENCODE(__DMC__ >> 8, (__DMC__ >> 4) & 0xf, __DMC__ & 0xf)
+#endif
+
+#if defined(JSON_HEDLEY_DMC_VERSION_CHECK)
+    #undef JSON_HEDLEY_DMC_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_DMC_VERSION)
+    #define JSON_HEDLEY_DMC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_DMC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_DMC_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_COMPCERT_VERSION)
+    #undef JSON_HEDLEY_COMPCERT_VERSION
+#endif
+#if defined(__COMPCERT_VERSION__)
+    #define JSON_HEDLEY_COMPCERT_VERSION JSON_HEDLEY_VERSION_ENCODE(__COMPCERT_VERSION__ / 10000, (__COMPCERT_VERSION__ / 100) % 100, __COMPCERT_VERSION__ % 100)
+#endif
+
+#if defined(JSON_HEDLEY_COMPCERT_VERSION_CHECK)
+    #undef JSON_HEDLEY_COMPCERT_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_COMPCERT_VERSION)
+    #define JSON_HEDLEY_COMPCERT_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_COMPCERT_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_COMPCERT_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_PELLES_VERSION)
+    #undef JSON_HEDLEY_PELLES_VERSION
+#endif
+#if defined(__POCC__)
+    #define JSON_HEDLEY_PELLES_VERSION JSON_HEDLEY_VERSION_ENCODE(__POCC__ / 100, __POCC__ % 100, 0)
+#endif
+
+#if defined(JSON_HEDLEY_PELLES_VERSION_CHECK)
+    #undef JSON_HEDLEY_PELLES_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_PELLES_VERSION)
+    #define JSON_HEDLEY_PELLES_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_PELLES_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_PELLES_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_MCST_LCC_VERSION)
+    #undef JSON_HEDLEY_MCST_LCC_VERSION
+#endif
+#if defined(__LCC__) && defined(__LCC_MINOR__)
+    #define JSON_HEDLEY_MCST_LCC_VERSION JSON_HEDLEY_VERSION_ENCODE(__LCC__ / 100, __LCC__ % 100, __LCC_MINOR__)
+#endif
+
+#if defined(JSON_HEDLEY_MCST_LCC_VERSION_CHECK)
+    #undef JSON_HEDLEY_MCST_LCC_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_MCST_LCC_VERSION)
+    #define JSON_HEDLEY_MCST_LCC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_MCST_LCC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_MCST_LCC_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_GCC_VERSION)
+    #undef JSON_HEDLEY_GCC_VERSION
+#endif
+#if \
+    defined(JSON_HEDLEY_GNUC_VERSION) && \
+    !defined(__clang__) && \
+    !defined(JSON_HEDLEY_INTEL_VERSION) && \
+    !defined(JSON_HEDLEY_PGI_VERSION) && \
+    !defined(JSON_HEDLEY_ARM_VERSION) && \
+    !defined(JSON_HEDLEY_CRAY_VERSION) && \
+    !defined(JSON_HEDLEY_TI_VERSION) && \
+    !defined(JSON_HEDLEY_TI_ARMCL_VERSION) && \
+    !defined(JSON_HEDLEY_TI_CL430_VERSION) && \
+    !defined(JSON_HEDLEY_TI_CL2000_VERSION) && \
+    !defined(JSON_HEDLEY_TI_CL6X_VERSION) && \
+    !defined(JSON_HEDLEY_TI_CL7X_VERSION) && \
+    !defined(JSON_HEDLEY_TI_CLPRU_VERSION) && \
+    !defined(__COMPCERT__) && \
+    !defined(JSON_HEDLEY_MCST_LCC_VERSION)
+    #define JSON_HEDLEY_GCC_VERSION JSON_HEDLEY_GNUC_VERSION
+#endif
+
+#if defined(JSON_HEDLEY_GCC_VERSION_CHECK)
+    #undef JSON_HEDLEY_GCC_VERSION_CHECK
+#endif
+#if defined(JSON_HEDLEY_GCC_VERSION)
+    #define JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_GCC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(major, minor, patch))
+#else
+    #define JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch) (0)
+#endif
+
+#if defined(JSON_HEDLEY_HAS_ATTRIBUTE)
+    #undef JSON_HEDLEY_HAS_ATTRIBUTE
+#endif
+#if \
+  defined(__has_attribute) && \
+  ( \
+    (!defined(JSON_HEDLEY_IAR_VERSION) || JSON_HEDLEY_IAR_VERSION_CHECK(8,5,9)) \
+  )
+#  define JSON_HEDLEY_HAS_ATTRIBUTE(attribute) __has_attribute(attribute)
+#else
+#  define JSON_HEDLEY_HAS_ATTRIBUTE(attribute) (0)
+#endif
+
+#if defined(JSON_HEDLEY_GNUC_HAS_ATTRIBUTE)
+    #undef JSON_HEDLEY_GNUC_HAS_ATTRIBUTE
+#endif
+#if defined(__has_attribute)
+    #define JSON_HEDLEY_GNUC_HAS_ATTRIBUTE(attribute,major,minor,patch) JSON_HEDLEY_HAS_ATTRIBUTE(attribute)
+#else
+    #define JSON_HEDLEY_GNUC_HAS_ATTRIBUTE(attribute,major,minor,patch) JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_GCC_HAS_ATTRIBUTE)
+    #undef JSON_HEDLEY_GCC_HAS_ATTRIBUTE
+#endif
+#if defined(__has_attribute)
+    #define JSON_HEDLEY_GCC_HAS_ATTRIBUTE(attribute,major,minor,patch) JSON_HEDLEY_HAS_ATTRIBUTE(attribute)
+#else
+    #define JSON_HEDLEY_GCC_HAS_ATTRIBUTE(attribute,major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_HAS_CPP_ATTRIBUTE)
+    #undef JSON_HEDLEY_HAS_CPP_ATTRIBUTE
+#endif
+#if \
+    defined(__has_cpp_attribute) && \
+    defined(__cplusplus) && \
+    (!defined(JSON_HEDLEY_SUNPRO_VERSION) || JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,15,0))
+    #define JSON_HEDLEY_HAS_CPP_ATTRIBUTE(attribute) __has_cpp_attribute(attribute)
+#else
+    #define JSON_HEDLEY_HAS_CPP_ATTRIBUTE(attribute) (0)
+#endif
+
+#if defined(JSON_HEDLEY_HAS_CPP_ATTRIBUTE_NS)
+    #undef JSON_HEDLEY_HAS_CPP_ATTRIBUTE_NS
+#endif
+#if !defined(__cplusplus) || !defined(__has_cpp_attribute)
+    #define JSON_HEDLEY_HAS_CPP_ATTRIBUTE_NS(ns,attribute) (0)
+#elif \
+    !defined(JSON_HEDLEY_PGI_VERSION) && \
+    !defined(JSON_HEDLEY_IAR_VERSION) && \
+    (!defined(JSON_HEDLEY_SUNPRO_VERSION) || JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,15,0)) && \
+    (!defined(JSON_HEDLEY_MSVC_VERSION) || JSON_HEDLEY_MSVC_VERSION_CHECK(19,20,0))
+    #define JSON_HEDLEY_HAS_CPP_ATTRIBUTE_NS(ns,attribute) JSON_HEDLEY_HAS_CPP_ATTRIBUTE(ns::attribute)
+#else
+    #define JSON_HEDLEY_HAS_CPP_ATTRIBUTE_NS(ns,attribute) (0)
+#endif
+
+#if defined(JSON_HEDLEY_GNUC_HAS_CPP_ATTRIBUTE)
+    #undef JSON_HEDLEY_GNUC_HAS_CPP_ATTRIBUTE
+#endif
+#if defined(__has_cpp_attribute) && defined(__cplusplus)
+    #define JSON_HEDLEY_GNUC_HAS_CPP_ATTRIBUTE(attribute,major,minor,patch) __has_cpp_attribute(attribute)
+#else
+    #define JSON_HEDLEY_GNUC_HAS_CPP_ATTRIBUTE(attribute,major,minor,patch) JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_GCC_HAS_CPP_ATTRIBUTE)
+    #undef JSON_HEDLEY_GCC_HAS_CPP_ATTRIBUTE
+#endif
+#if defined(__has_cpp_attribute) && defined(__cplusplus)
+    #define JSON_HEDLEY_GCC_HAS_CPP_ATTRIBUTE(attribute,major,minor,patch) __has_cpp_attribute(attribute)
+#else
+    #define JSON_HEDLEY_GCC_HAS_CPP_ATTRIBUTE(attribute,major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_HAS_BUILTIN)
+    #undef JSON_HEDLEY_HAS_BUILTIN
+#endif
+#if defined(__has_builtin)
+    #define JSON_HEDLEY_HAS_BUILTIN(builtin) __has_builtin(builtin)
+#else
+    #define JSON_HEDLEY_HAS_BUILTIN(builtin) (0)
+#endif
+
+#if defined(JSON_HEDLEY_GNUC_HAS_BUILTIN)
+    #undef JSON_HEDLEY_GNUC_HAS_BUILTIN
+#endif
+#if defined(__has_builtin)
+    #define JSON_HEDLEY_GNUC_HAS_BUILTIN(builtin,major,minor,patch) __has_builtin(builtin)
+#else
+    #define JSON_HEDLEY_GNUC_HAS_BUILTIN(builtin,major,minor,patch) JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_GCC_HAS_BUILTIN)
+    #undef JSON_HEDLEY_GCC_HAS_BUILTIN
+#endif
+#if defined(__has_builtin)
+    #define JSON_HEDLEY_GCC_HAS_BUILTIN(builtin,major,minor,patch) __has_builtin(builtin)
+#else
+    #define JSON_HEDLEY_GCC_HAS_BUILTIN(builtin,major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_HAS_FEATURE)
+    #undef JSON_HEDLEY_HAS_FEATURE
+#endif
+#if defined(__has_feature)
+    #define JSON_HEDLEY_HAS_FEATURE(feature) __has_feature(feature)
+#else
+    #define JSON_HEDLEY_HAS_FEATURE(feature) (0)
+#endif
+
+#if defined(JSON_HEDLEY_GNUC_HAS_FEATURE)
+    #undef JSON_HEDLEY_GNUC_HAS_FEATURE
+#endif
+#if defined(__has_feature)
+    #define JSON_HEDLEY_GNUC_HAS_FEATURE(feature,major,minor,patch) __has_feature(feature)
+#else
+    #define JSON_HEDLEY_GNUC_HAS_FEATURE(feature,major,minor,patch) JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_GCC_HAS_FEATURE)
+    #undef JSON_HEDLEY_GCC_HAS_FEATURE
+#endif
+#if defined(__has_feature)
+    #define JSON_HEDLEY_GCC_HAS_FEATURE(feature,major,minor,patch) __has_feature(feature)
+#else
+    #define JSON_HEDLEY_GCC_HAS_FEATURE(feature,major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_HAS_EXTENSION)
+    #undef JSON_HEDLEY_HAS_EXTENSION
+#endif
+#if defined(__has_extension)
+    #define JSON_HEDLEY_HAS_EXTENSION(extension) __has_extension(extension)
+#else
+    #define JSON_HEDLEY_HAS_EXTENSION(extension) (0)
+#endif
+
+#if defined(JSON_HEDLEY_GNUC_HAS_EXTENSION)
+    #undef JSON_HEDLEY_GNUC_HAS_EXTENSION
+#endif
+#if defined(__has_extension)
+    #define JSON_HEDLEY_GNUC_HAS_EXTENSION(extension,major,minor,patch) __has_extension(extension)
+#else
+    #define JSON_HEDLEY_GNUC_HAS_EXTENSION(extension,major,minor,patch) JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_GCC_HAS_EXTENSION)
+    #undef JSON_HEDLEY_GCC_HAS_EXTENSION
+#endif
+#if defined(__has_extension)
+    #define JSON_HEDLEY_GCC_HAS_EXTENSION(extension,major,minor,patch) __has_extension(extension)
+#else
+    #define JSON_HEDLEY_GCC_HAS_EXTENSION(extension,major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_HAS_DECLSPEC_ATTRIBUTE)
+    #undef JSON_HEDLEY_HAS_DECLSPEC_ATTRIBUTE
+#endif
+#if defined(__has_declspec_attribute)
+    #define JSON_HEDLEY_HAS_DECLSPEC_ATTRIBUTE(attribute) __has_declspec_attribute(attribute)
+#else
+    #define JSON_HEDLEY_HAS_DECLSPEC_ATTRIBUTE(attribute) (0)
+#endif
+
+#if defined(JSON_HEDLEY_GNUC_HAS_DECLSPEC_ATTRIBUTE)
+    #undef JSON_HEDLEY_GNUC_HAS_DECLSPEC_ATTRIBUTE
+#endif
+#if defined(__has_declspec_attribute)
+    #define JSON_HEDLEY_GNUC_HAS_DECLSPEC_ATTRIBUTE(attribute,major,minor,patch) __has_declspec_attribute(attribute)
+#else
+    #define JSON_HEDLEY_GNUC_HAS_DECLSPEC_ATTRIBUTE(attribute,major,minor,patch) JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_GCC_HAS_DECLSPEC_ATTRIBUTE)
+    #undef JSON_HEDLEY_GCC_HAS_DECLSPEC_ATTRIBUTE
+#endif
+#if defined(__has_declspec_attribute)
+    #define JSON_HEDLEY_GCC_HAS_DECLSPEC_ATTRIBUTE(attribute,major,minor,patch) __has_declspec_attribute(attribute)
+#else
+    #define JSON_HEDLEY_GCC_HAS_DECLSPEC_ATTRIBUTE(attribute,major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_HAS_WARNING)
+    #undef JSON_HEDLEY_HAS_WARNING
+#endif
+#if defined(__has_warning)
+    #define JSON_HEDLEY_HAS_WARNING(warning) __has_warning(warning)
+#else
+    #define JSON_HEDLEY_HAS_WARNING(warning) (0)
+#endif
+
+#if defined(JSON_HEDLEY_GNUC_HAS_WARNING)
+    #undef JSON_HEDLEY_GNUC_HAS_WARNING
+#endif
+#if defined(__has_warning)
+    #define JSON_HEDLEY_GNUC_HAS_WARNING(warning,major,minor,patch) __has_warning(warning)
+#else
+    #define JSON_HEDLEY_GNUC_HAS_WARNING(warning,major,minor,patch) JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_GCC_HAS_WARNING)
+    #undef JSON_HEDLEY_GCC_HAS_WARNING
+#endif
+#if defined(__has_warning)
+    #define JSON_HEDLEY_GCC_HAS_WARNING(warning,major,minor,patch) __has_warning(warning)
+#else
+    #define JSON_HEDLEY_GCC_HAS_WARNING(warning,major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if \
+    (defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 199901L)) || \
+    defined(__clang__) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,0,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0) || \
+    JSON_HEDLEY_PGI_VERSION_CHECK(18,4,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,7,0) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(2,0,1) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,1,0) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,0,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+    JSON_HEDLEY_CRAY_VERSION_CHECK(5,0,0) || \
+    JSON_HEDLEY_TINYC_VERSION_CHECK(0,9,17) || \
+    JSON_HEDLEY_SUNPRO_VERSION_CHECK(8,0,0) || \
+    (JSON_HEDLEY_IBM_VERSION_CHECK(10,1,0) && defined(__C99_PRAGMA_OPERATOR))
+    #define JSON_HEDLEY_PRAGMA(value) _Pragma(#value)
+#elif JSON_HEDLEY_MSVC_VERSION_CHECK(15,0,0)
+    #define JSON_HEDLEY_PRAGMA(value) __pragma(value)
+#else
+    #define JSON_HEDLEY_PRAGMA(value)
+#endif
+
+#if defined(JSON_HEDLEY_DIAGNOSTIC_PUSH)
+    #undef JSON_HEDLEY_DIAGNOSTIC_PUSH
+#endif
+#if defined(JSON_HEDLEY_DIAGNOSTIC_POP)
+    #undef JSON_HEDLEY_DIAGNOSTIC_POP
+#endif
+#if defined(__clang__)
+    #define JSON_HEDLEY_DIAGNOSTIC_PUSH _Pragma("clang diagnostic push")
+    #define JSON_HEDLEY_DIAGNOSTIC_POP _Pragma("clang diagnostic pop")
+#elif JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_PUSH _Pragma("warning(push)")
+    #define JSON_HEDLEY_DIAGNOSTIC_POP _Pragma("warning(pop)")
+#elif JSON_HEDLEY_GCC_VERSION_CHECK(4,6,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_PUSH _Pragma("GCC diagnostic push")
+    #define JSON_HEDLEY_DIAGNOSTIC_POP _Pragma("GCC diagnostic pop")
+#elif \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(15,0,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_PUSH __pragma(warning(push))
+    #define JSON_HEDLEY_DIAGNOSTIC_POP __pragma(warning(pop))
+#elif JSON_HEDLEY_ARM_VERSION_CHECK(5,6,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_PUSH _Pragma("push")
+    #define JSON_HEDLEY_DIAGNOSTIC_POP _Pragma("pop")
+#elif \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,4,0) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(8,1,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_PUSH _Pragma("diag_push")
+    #define JSON_HEDLEY_DIAGNOSTIC_POP _Pragma("diag_pop")
+#elif JSON_HEDLEY_PELLES_VERSION_CHECK(2,90,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_PUSH _Pragma("warning(push)")
+    #define JSON_HEDLEY_DIAGNOSTIC_POP _Pragma("warning(pop)")
+#else
+    #define JSON_HEDLEY_DIAGNOSTIC_PUSH
+    #define JSON_HEDLEY_DIAGNOSTIC_POP
+#endif
+
+/* JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_ is for
+   HEDLEY INTERNAL USE ONLY.  API subject to change without notice. */
+#if defined(JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_)
+    #undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_
+#endif
+#if defined(__cplusplus)
+#  if JSON_HEDLEY_HAS_WARNING("-Wc++98-compat")
+#    if JSON_HEDLEY_HAS_WARNING("-Wc++17-extensions")
+#      if JSON_HEDLEY_HAS_WARNING("-Wc++1z-extensions")
+#        define JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_(xpr) \
+    JSON_HEDLEY_DIAGNOSTIC_PUSH \
+    _Pragma("clang diagnostic ignored \"-Wc++98-compat\"") \
+    _Pragma("clang diagnostic ignored \"-Wc++17-extensions\"") \
+    _Pragma("clang diagnostic ignored \"-Wc++1z-extensions\"") \
+    xpr \
+    JSON_HEDLEY_DIAGNOSTIC_POP
+#      else
+#        define JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_(xpr) \
+    JSON_HEDLEY_DIAGNOSTIC_PUSH \
+    _Pragma("clang diagnostic ignored \"-Wc++98-compat\"") \
+    _Pragma("clang diagnostic ignored \"-Wc++17-extensions\"") \
+    xpr \
+    JSON_HEDLEY_DIAGNOSTIC_POP
+#      endif
+#    else
+#      define JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_(xpr) \
+    JSON_HEDLEY_DIAGNOSTIC_PUSH \
+    _Pragma("clang diagnostic ignored \"-Wc++98-compat\"") \
+    xpr \
+    JSON_HEDLEY_DIAGNOSTIC_POP
+#    endif
+#  endif
+#endif
+#if !defined(JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_(x) x
+#endif
+
+#if defined(JSON_HEDLEY_CONST_CAST)
+    #undef JSON_HEDLEY_CONST_CAST
+#endif
+#if defined(__cplusplus)
+#  define JSON_HEDLEY_CONST_CAST(T, expr) (const_cast<T>(expr))
+#elif \
+  JSON_HEDLEY_HAS_WARNING("-Wcast-qual") || \
+  JSON_HEDLEY_GCC_VERSION_CHECK(4,6,0) || \
+  JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0)
+#  define JSON_HEDLEY_CONST_CAST(T, expr) (__extension__ ({ \
+        JSON_HEDLEY_DIAGNOSTIC_PUSH \
+        JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL \
+        ((T) (expr)); \
+        JSON_HEDLEY_DIAGNOSTIC_POP \
+    }))
+#else
+#  define JSON_HEDLEY_CONST_CAST(T, expr) ((T) (expr))
+#endif
+
+#if defined(JSON_HEDLEY_REINTERPRET_CAST)
+    #undef JSON_HEDLEY_REINTERPRET_CAST
+#endif
+#if defined(__cplusplus)
+    #define JSON_HEDLEY_REINTERPRET_CAST(T, expr) (reinterpret_cast<T>(expr))
+#else
+    #define JSON_HEDLEY_REINTERPRET_CAST(T, expr) ((T) (expr))
+#endif
+
+#if defined(JSON_HEDLEY_STATIC_CAST)
+    #undef JSON_HEDLEY_STATIC_CAST
+#endif
+#if defined(__cplusplus)
+    #define JSON_HEDLEY_STATIC_CAST(T, expr) (static_cast<T>(expr))
+#else
+    #define JSON_HEDLEY_STATIC_CAST(T, expr) ((T) (expr))
+#endif
+
+#if defined(JSON_HEDLEY_CPP_CAST)
+    #undef JSON_HEDLEY_CPP_CAST
+#endif
+#if defined(__cplusplus)
+#  if JSON_HEDLEY_HAS_WARNING("-Wold-style-cast")
+#    define JSON_HEDLEY_CPP_CAST(T, expr) \
+    JSON_HEDLEY_DIAGNOSTIC_PUSH \
+    _Pragma("clang diagnostic ignored \"-Wold-style-cast\"") \
+    ((T) (expr)) \
+    JSON_HEDLEY_DIAGNOSTIC_POP
+#  elif JSON_HEDLEY_IAR_VERSION_CHECK(8,3,0)
+#    define JSON_HEDLEY_CPP_CAST(T, expr) \
+    JSON_HEDLEY_DIAGNOSTIC_PUSH \
+    _Pragma("diag_suppress=Pe137") \
+    JSON_HEDLEY_DIAGNOSTIC_POP
+#  else
+#    define JSON_HEDLEY_CPP_CAST(T, expr) ((T) (expr))
+#  endif
+#else
+#  define JSON_HEDLEY_CPP_CAST(T, expr) (expr)
+#endif
+
+#if defined(JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED)
+    #undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED
+#endif
+#if JSON_HEDLEY_HAS_WARNING("-Wdeprecated-declarations")
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("clang diagnostic ignored \"-Wdeprecated-declarations\"")
+#elif JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("warning(disable:1478 1786)")
+#elif JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED __pragma(warning(disable:1478 1786))
+#elif JSON_HEDLEY_PGI_VERSION_CHECK(20,7,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("diag_suppress 1215,1216,1444,1445")
+#elif JSON_HEDLEY_PGI_VERSION_CHECK(17,10,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("diag_suppress 1215,1444")
+#elif JSON_HEDLEY_GCC_VERSION_CHECK(4,3,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("GCC diagnostic ignored \"-Wdeprecated-declarations\"")
+#elif JSON_HEDLEY_MSVC_VERSION_CHECK(15,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED __pragma(warning(disable:4996))
+#elif JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("diag_suppress 1215,1444")
+#elif \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+    (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+    (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+    (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("diag_suppress 1291,1718")
+#elif JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,13,0) && !defined(__cplusplus)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("error_messages(off,E_DEPRECATED_ATT,E_DEPRECATED_ATT_MESS)")
+#elif JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,13,0) && defined(__cplusplus)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("error_messages(off,symdeprecated,symdeprecated2)")
+#elif JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("diag_suppress=Pe1444,Pe1215")
+#elif JSON_HEDLEY_PELLES_VERSION_CHECK(2,90,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("warn(disable:2241)")
+#else
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED
+#endif
+
+#if defined(JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS)
+    #undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS
+#endif
+#if JSON_HEDLEY_HAS_WARNING("-Wunknown-pragmas")
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS _Pragma("clang diagnostic ignored \"-Wunknown-pragmas\"")
+#elif JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS _Pragma("warning(disable:161)")
+#elif JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS __pragma(warning(disable:161))
+#elif JSON_HEDLEY_PGI_VERSION_CHECK(17,10,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS _Pragma("diag_suppress 1675")
+#elif JSON_HEDLEY_GCC_VERSION_CHECK(4,3,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS _Pragma("GCC diagnostic ignored \"-Wunknown-pragmas\"")
+#elif JSON_HEDLEY_MSVC_VERSION_CHECK(15,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS __pragma(warning(disable:4068))
+#elif \
+    JSON_HEDLEY_TI_VERSION_CHECK(16,9,0) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(8,0,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,3,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS _Pragma("diag_suppress 163")
+#elif JSON_HEDLEY_TI_CL6X_VERSION_CHECK(8,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS _Pragma("diag_suppress 163")
+#elif JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS _Pragma("diag_suppress=Pe161")
+#elif JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS _Pragma("diag_suppress 161")
+#else
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS
+#endif
+
+#if defined(JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES)
+    #undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES
+#endif
+#if JSON_HEDLEY_HAS_WARNING("-Wunknown-attributes")
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES _Pragma("clang diagnostic ignored \"-Wunknown-attributes\"")
+#elif JSON_HEDLEY_GCC_VERSION_CHECK(4,6,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES _Pragma("GCC diagnostic ignored \"-Wdeprecated-declarations\"")
+#elif JSON_HEDLEY_INTEL_VERSION_CHECK(17,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES _Pragma("warning(disable:1292)")
+#elif JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES __pragma(warning(disable:1292))
+#elif JSON_HEDLEY_MSVC_VERSION_CHECK(19,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES __pragma(warning(disable:5030))
+#elif JSON_HEDLEY_PGI_VERSION_CHECK(20,7,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES _Pragma("diag_suppress 1097,1098")
+#elif JSON_HEDLEY_PGI_VERSION_CHECK(17,10,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES _Pragma("diag_suppress 1097")
+#elif JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,14,0) && defined(__cplusplus)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES _Pragma("error_messages(off,attrskipunsup)")
+#elif \
+    JSON_HEDLEY_TI_VERSION_CHECK(18,1,0) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(8,3,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES _Pragma("diag_suppress 1173")
+#elif JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES _Pragma("diag_suppress=Pe1097")
+#elif JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES _Pragma("diag_suppress 1097")
+#else
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES
+#endif
+
+#if defined(JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL)
+    #undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL
+#endif
+#if JSON_HEDLEY_HAS_WARNING("-Wcast-qual")
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL _Pragma("clang diagnostic ignored \"-Wcast-qual\"")
+#elif JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL _Pragma("warning(disable:2203 2331)")
+#elif JSON_HEDLEY_GCC_VERSION_CHECK(3,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL _Pragma("GCC diagnostic ignored \"-Wcast-qual\"")
+#else
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL
+#endif
+
+#if defined(JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNUSED_FUNCTION)
+    #undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNUSED_FUNCTION
+#endif
+#if JSON_HEDLEY_HAS_WARNING("-Wunused-function")
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNUSED_FUNCTION _Pragma("clang diagnostic ignored \"-Wunused-function\"")
+#elif JSON_HEDLEY_GCC_VERSION_CHECK(3,4,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNUSED_FUNCTION _Pragma("GCC diagnostic ignored \"-Wunused-function\"")
+#elif JSON_HEDLEY_MSVC_VERSION_CHECK(1,0,0)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNUSED_FUNCTION __pragma(warning(disable:4505))
+#elif JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNUSED_FUNCTION _Pragma("diag_suppress 3142")
+#else
+    #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNUSED_FUNCTION
+#endif
+
+#if defined(JSON_HEDLEY_DEPRECATED)
+    #undef JSON_HEDLEY_DEPRECATED
+#endif
+#if defined(JSON_HEDLEY_DEPRECATED_FOR)
+    #undef JSON_HEDLEY_DEPRECATED_FOR
+#endif
+#if \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(14,0,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_DEPRECATED(since) __declspec(deprecated("Since " # since))
+    #define JSON_HEDLEY_DEPRECATED_FOR(since, replacement) __declspec(deprecated("Since " #since "; use " #replacement))
+#elif \
+    (JSON_HEDLEY_HAS_EXTENSION(attribute_deprecated_with_message) && !defined(JSON_HEDLEY_IAR_VERSION)) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(4,5,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(5,6,0) || \
+    JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,13,0) || \
+    JSON_HEDLEY_PGI_VERSION_CHECK(17,10,0) || \
+    JSON_HEDLEY_TI_VERSION_CHECK(18,1,0) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(18,1,0) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(8,3,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,3,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_DEPRECATED(since) __attribute__((__deprecated__("Since " #since)))
+    #define JSON_HEDLEY_DEPRECATED_FOR(since, replacement) __attribute__((__deprecated__("Since " #since "; use " #replacement)))
+#elif defined(__cplusplus) && (__cplusplus >= 201402L)
+    #define JSON_HEDLEY_DEPRECATED(since) JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_([[deprecated("Since " #since)]])
+    #define JSON_HEDLEY_DEPRECATED_FOR(since, replacement) JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_([[deprecated("Since " #since "; use " #replacement)]])
+#elif \
+    JSON_HEDLEY_HAS_ATTRIBUTE(deprecated) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,1,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+    (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+    (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+    (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10) || \
+    JSON_HEDLEY_IAR_VERSION_CHECK(8,10,0)
+    #define JSON_HEDLEY_DEPRECATED(since) __attribute__((__deprecated__))
+    #define JSON_HEDLEY_DEPRECATED_FOR(since, replacement) __attribute__((__deprecated__))
+#elif \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(13,10,0) || \
+    JSON_HEDLEY_PELLES_VERSION_CHECK(6,50,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_DEPRECATED(since) __declspec(deprecated)
+    #define JSON_HEDLEY_DEPRECATED_FOR(since, replacement) __declspec(deprecated)
+#elif JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0)
+    #define JSON_HEDLEY_DEPRECATED(since) _Pragma("deprecated")
+    #define JSON_HEDLEY_DEPRECATED_FOR(since, replacement) _Pragma("deprecated")
+#else
+    #define JSON_HEDLEY_DEPRECATED(since)
+    #define JSON_HEDLEY_DEPRECATED_FOR(since, replacement)
+#endif
+
+#if defined(JSON_HEDLEY_UNAVAILABLE)
+    #undef JSON_HEDLEY_UNAVAILABLE
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(warning) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(4,3,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_UNAVAILABLE(available_since) __attribute__((__warning__("Not available until " #available_since)))
+#else
+    #define JSON_HEDLEY_UNAVAILABLE(available_since)
+#endif
+
+#if defined(JSON_HEDLEY_WARN_UNUSED_RESULT)
+    #undef JSON_HEDLEY_WARN_UNUSED_RESULT
+#endif
+#if defined(JSON_HEDLEY_WARN_UNUSED_RESULT_MSG)
+    #undef JSON_HEDLEY_WARN_UNUSED_RESULT_MSG
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(warn_unused_result) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,4,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+    (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+    (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+    (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+    (JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,15,0) && defined(__cplusplus)) || \
+    JSON_HEDLEY_PGI_VERSION_CHECK(17,10,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT __attribute__((__warn_unused_result__))
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT_MSG(msg) __attribute__((__warn_unused_result__))
+#elif (JSON_HEDLEY_HAS_CPP_ATTRIBUTE(nodiscard) >= 201907L)
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_([[nodiscard]])
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT_MSG(msg) JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_([[nodiscard(msg)]])
+#elif JSON_HEDLEY_HAS_CPP_ATTRIBUTE(nodiscard)
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_([[nodiscard]])
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT_MSG(msg) JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_([[nodiscard]])
+#elif defined(_Check_return_) /* SAL */
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT _Check_return_
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT_MSG(msg) _Check_return_
+#else
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT
+    #define JSON_HEDLEY_WARN_UNUSED_RESULT_MSG(msg)
+#endif
+
+#if defined(JSON_HEDLEY_SENTINEL)
+    #undef JSON_HEDLEY_SENTINEL
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(sentinel) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(4,0,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(5,4,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_SENTINEL(position) __attribute__((__sentinel__(position)))
+#else
+    #define JSON_HEDLEY_SENTINEL(position)
+#endif
+
+#if defined(JSON_HEDLEY_NO_RETURN)
+    #undef JSON_HEDLEY_NO_RETURN
+#endif
+#if JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0)
+    #define JSON_HEDLEY_NO_RETURN __noreturn
+#elif \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_NO_RETURN __attribute__((__noreturn__))
+#elif defined(__STDC_VERSION__) && __STDC_VERSION__ >= 201112L
+    #define JSON_HEDLEY_NO_RETURN _Noreturn
+#elif defined(__cplusplus) && (__cplusplus >= 201103L)
+    #define JSON_HEDLEY_NO_RETURN JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_([[noreturn]])
+#elif \
+    JSON_HEDLEY_HAS_ATTRIBUTE(noreturn) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,2,0) || \
+    JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,11,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_IBM_VERSION_CHECK(10,1,0) || \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+    (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+    (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+    (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+    JSON_HEDLEY_IAR_VERSION_CHECK(8,10,0)
+    #define JSON_HEDLEY_NO_RETURN __attribute__((__noreturn__))
+#elif JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,10,0)
+    #define JSON_HEDLEY_NO_RETURN _Pragma("does_not_return")
+#elif \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(13,10,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_NO_RETURN __declspec(noreturn)
+#elif JSON_HEDLEY_TI_CL6X_VERSION_CHECK(6,0,0) && defined(__cplusplus)
+    #define JSON_HEDLEY_NO_RETURN _Pragma("FUNC_NEVER_RETURNS;")
+#elif JSON_HEDLEY_COMPCERT_VERSION_CHECK(3,2,0)
+    #define JSON_HEDLEY_NO_RETURN __attribute((noreturn))
+#elif JSON_HEDLEY_PELLES_VERSION_CHECK(9,0,0)
+    #define JSON_HEDLEY_NO_RETURN __declspec(noreturn)
+#else
+    #define JSON_HEDLEY_NO_RETURN
+#endif
+
+#if defined(JSON_HEDLEY_NO_ESCAPE)
+    #undef JSON_HEDLEY_NO_ESCAPE
+#endif
+#if JSON_HEDLEY_HAS_ATTRIBUTE(noescape)
+    #define JSON_HEDLEY_NO_ESCAPE __attribute__((__noescape__))
+#else
+    #define JSON_HEDLEY_NO_ESCAPE
+#endif
+
+#if defined(JSON_HEDLEY_UNREACHABLE)
+    #undef JSON_HEDLEY_UNREACHABLE
+#endif
+#if defined(JSON_HEDLEY_UNREACHABLE_RETURN)
+    #undef JSON_HEDLEY_UNREACHABLE_RETURN
+#endif
+#if defined(JSON_HEDLEY_ASSUME)
+    #undef JSON_HEDLEY_ASSUME
+#endif
+#if \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(13,10,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_ASSUME(expr) __assume(expr)
+#elif JSON_HEDLEY_HAS_BUILTIN(__builtin_assume)
+    #define JSON_HEDLEY_ASSUME(expr) __builtin_assume(expr)
+#elif \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,2,0) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(4,0,0)
+    #if defined(__cplusplus)
+        #define JSON_HEDLEY_ASSUME(expr) std::_nassert(expr)
+    #else
+        #define JSON_HEDLEY_ASSUME(expr) _nassert(expr)
+    #endif
+#endif
+#if \
+    (JSON_HEDLEY_HAS_BUILTIN(__builtin_unreachable) && (!defined(JSON_HEDLEY_ARM_VERSION))) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(4,5,0) || \
+    JSON_HEDLEY_PGI_VERSION_CHECK(18,10,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_IBM_VERSION_CHECK(13,1,5) || \
+    JSON_HEDLEY_CRAY_VERSION_CHECK(10,0,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_UNREACHABLE() __builtin_unreachable()
+#elif defined(JSON_HEDLEY_ASSUME)
+    #define JSON_HEDLEY_UNREACHABLE() JSON_HEDLEY_ASSUME(0)
+#endif
+#if !defined(JSON_HEDLEY_ASSUME)
+    #if defined(JSON_HEDLEY_UNREACHABLE)
+        #define JSON_HEDLEY_ASSUME(expr) JSON_HEDLEY_STATIC_CAST(void, ((expr) ? 1 : (JSON_HEDLEY_UNREACHABLE(), 1)))
+    #else
+        #define JSON_HEDLEY_ASSUME(expr) JSON_HEDLEY_STATIC_CAST(void, expr)
+    #endif
+#endif
+#if defined(JSON_HEDLEY_UNREACHABLE)
+    #if  \
+        JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,2,0) || \
+        JSON_HEDLEY_TI_CL6X_VERSION_CHECK(4,0,0)
+        #define JSON_HEDLEY_UNREACHABLE_RETURN(value) return (JSON_HEDLEY_STATIC_CAST(void, JSON_HEDLEY_ASSUME(0)), (value))
+    #else
+        #define JSON_HEDLEY_UNREACHABLE_RETURN(value) JSON_HEDLEY_UNREACHABLE()
+    #endif
+#else
+    #define JSON_HEDLEY_UNREACHABLE_RETURN(value) return (value)
+#endif
+#if !defined(JSON_HEDLEY_UNREACHABLE)
+    #define JSON_HEDLEY_UNREACHABLE() JSON_HEDLEY_ASSUME(0)
+#endif
+
+JSON_HEDLEY_DIAGNOSTIC_PUSH
+#if JSON_HEDLEY_HAS_WARNING("-Wpedantic")
+    #pragma clang diagnostic ignored "-Wpedantic"
+#endif
+#if JSON_HEDLEY_HAS_WARNING("-Wc++98-compat-pedantic") && defined(__cplusplus)
+    #pragma clang diagnostic ignored "-Wc++98-compat-pedantic"
+#endif
+#if JSON_HEDLEY_GCC_HAS_WARNING("-Wvariadic-macros",4,0,0)
+    #if defined(__clang__)
+        #pragma clang diagnostic ignored "-Wvariadic-macros"
+    #elif defined(JSON_HEDLEY_GCC_VERSION)
+        #pragma GCC diagnostic ignored "-Wvariadic-macros"
+    #endif
+#endif
+#if defined(JSON_HEDLEY_NON_NULL)
+    #undef JSON_HEDLEY_NON_NULL
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(nonnull) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,3,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0)
+    #define JSON_HEDLEY_NON_NULL(...) __attribute__((__nonnull__(__VA_ARGS__)))
+#else
+    #define JSON_HEDLEY_NON_NULL(...)
+#endif
+JSON_HEDLEY_DIAGNOSTIC_POP
+
+#if defined(JSON_HEDLEY_PRINTF_FORMAT)
+    #undef JSON_HEDLEY_PRINTF_FORMAT
+#endif
+#if defined(__MINGW32__) && JSON_HEDLEY_GCC_HAS_ATTRIBUTE(format,4,4,0) && !defined(__USE_MINGW_ANSI_STDIO)
+    #define JSON_HEDLEY_PRINTF_FORMAT(string_idx,first_to_check) __attribute__((__format__(ms_printf, string_idx, first_to_check)))
+#elif defined(__MINGW32__) && JSON_HEDLEY_GCC_HAS_ATTRIBUTE(format,4,4,0) && defined(__USE_MINGW_ANSI_STDIO)
+    #define JSON_HEDLEY_PRINTF_FORMAT(string_idx,first_to_check) __attribute__((__format__(gnu_printf, string_idx, first_to_check)))
+#elif \
+    JSON_HEDLEY_HAS_ATTRIBUTE(format) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,1,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(5,6,0) || \
+    JSON_HEDLEY_IBM_VERSION_CHECK(10,1,0) || \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+    (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+    (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+    (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_PRINTF_FORMAT(string_idx,first_to_check) __attribute__((__format__(__printf__, string_idx, first_to_check)))
+#elif JSON_HEDLEY_PELLES_VERSION_CHECK(6,0,0)
+    #define JSON_HEDLEY_PRINTF_FORMAT(string_idx,first_to_check) __declspec(vaformat(printf,string_idx,first_to_check))
+#else
+    #define JSON_HEDLEY_PRINTF_FORMAT(string_idx,first_to_check)
+#endif
+
+#if defined(JSON_HEDLEY_CONSTEXPR)
+    #undef JSON_HEDLEY_CONSTEXPR
+#endif
+#if defined(__cplusplus)
+    #if __cplusplus >= 201103L
+        #define JSON_HEDLEY_CONSTEXPR JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_(constexpr)
+    #endif
+#endif
+#if !defined(JSON_HEDLEY_CONSTEXPR)
+    #define JSON_HEDLEY_CONSTEXPR
+#endif
+
+#if defined(JSON_HEDLEY_PREDICT)
+    #undef JSON_HEDLEY_PREDICT
+#endif
+#if defined(JSON_HEDLEY_LIKELY)
+    #undef JSON_HEDLEY_LIKELY
+#endif
+#if defined(JSON_HEDLEY_UNLIKELY)
+    #undef JSON_HEDLEY_UNLIKELY
+#endif
+#if defined(JSON_HEDLEY_UNPREDICTABLE)
+    #undef JSON_HEDLEY_UNPREDICTABLE
+#endif
+#if JSON_HEDLEY_HAS_BUILTIN(__builtin_unpredictable)
+    #define JSON_HEDLEY_UNPREDICTABLE(expr) __builtin_unpredictable((expr))
+#endif
+#if \
+  (JSON_HEDLEY_HAS_BUILTIN(__builtin_expect_with_probability) && !defined(JSON_HEDLEY_PGI_VERSION)) || \
+  JSON_HEDLEY_GCC_VERSION_CHECK(9,0,0) || \
+  JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+#  define JSON_HEDLEY_PREDICT(expr, value, probability) __builtin_expect_with_probability(  (expr), (value), (probability))
+#  define JSON_HEDLEY_PREDICT_TRUE(expr, probability)   __builtin_expect_with_probability(!!(expr),    1   , (probability))
+#  define JSON_HEDLEY_PREDICT_FALSE(expr, probability)  __builtin_expect_with_probability(!!(expr),    0   , (probability))
+#  define JSON_HEDLEY_LIKELY(expr)                      __builtin_expect                 (!!(expr),    1                  )
+#  define JSON_HEDLEY_UNLIKELY(expr)                    __builtin_expect                 (!!(expr),    0                  )
+#elif \
+  (JSON_HEDLEY_HAS_BUILTIN(__builtin_expect) && !defined(JSON_HEDLEY_INTEL_CL_VERSION)) || \
+  JSON_HEDLEY_GCC_VERSION_CHECK(3,0,0) || \
+  JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+  (JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,15,0) && defined(__cplusplus)) || \
+  JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+  JSON_HEDLEY_IBM_VERSION_CHECK(10,1,0) || \
+  JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+  JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,7,0) || \
+  JSON_HEDLEY_TI_CL430_VERSION_CHECK(3,1,0) || \
+  JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,1,0) || \
+  JSON_HEDLEY_TI_CL6X_VERSION_CHECK(6,1,0) || \
+  JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+  JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+  JSON_HEDLEY_TINYC_VERSION_CHECK(0,9,27) || \
+  JSON_HEDLEY_CRAY_VERSION_CHECK(8,1,0) || \
+  JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+#  define JSON_HEDLEY_PREDICT(expr, expected, probability) \
+    (((probability) >= 0.9) ? __builtin_expect((expr), (expected)) : (JSON_HEDLEY_STATIC_CAST(void, expected), (expr)))
+#  define JSON_HEDLEY_PREDICT_TRUE(expr, probability) \
+    (__extension__ ({ \
+        double hedley_probability_ = (probability); \
+        ((hedley_probability_ >= 0.9) ? __builtin_expect(!!(expr), 1) : ((hedley_probability_ <= 0.1) ? __builtin_expect(!!(expr), 0) : !!(expr))); \
+    }))
+#  define JSON_HEDLEY_PREDICT_FALSE(expr, probability) \
+    (__extension__ ({ \
+        double hedley_probability_ = (probability); \
+        ((hedley_probability_ >= 0.9) ? __builtin_expect(!!(expr), 0) : ((hedley_probability_ <= 0.1) ? __builtin_expect(!!(expr), 1) : !!(expr))); \
+    }))
+#  define JSON_HEDLEY_LIKELY(expr)   __builtin_expect(!!(expr), 1)
+#  define JSON_HEDLEY_UNLIKELY(expr) __builtin_expect(!!(expr), 0)
+#else
+#  define JSON_HEDLEY_PREDICT(expr, expected, probability) (JSON_HEDLEY_STATIC_CAST(void, expected), (expr))
+#  define JSON_HEDLEY_PREDICT_TRUE(expr, probability) (!!(expr))
+#  define JSON_HEDLEY_PREDICT_FALSE(expr, probability) (!!(expr))
+#  define JSON_HEDLEY_LIKELY(expr) (!!(expr))
+#  define JSON_HEDLEY_UNLIKELY(expr) (!!(expr))
+#endif
+#if !defined(JSON_HEDLEY_UNPREDICTABLE)
+    #define JSON_HEDLEY_UNPREDICTABLE(expr) JSON_HEDLEY_PREDICT(expr, 1, 0.5)
+#endif
+
+#if defined(JSON_HEDLEY_MALLOC)
+    #undef JSON_HEDLEY_MALLOC
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(malloc) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,1,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,11,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_IBM_VERSION_CHECK(12,1,0) || \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+    (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+    (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+    (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_MALLOC __attribute__((__malloc__))
+#elif JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,10,0)
+    #define JSON_HEDLEY_MALLOC _Pragma("returns_new_memory")
+#elif \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(14,0,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_MALLOC __declspec(restrict)
+#else
+    #define JSON_HEDLEY_MALLOC
+#endif
+
+#if defined(JSON_HEDLEY_PURE)
+    #undef JSON_HEDLEY_PURE
+#endif
+#if \
+  JSON_HEDLEY_HAS_ATTRIBUTE(pure) || \
+  JSON_HEDLEY_GCC_VERSION_CHECK(2,96,0) || \
+  JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+  JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,11,0) || \
+  JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+  JSON_HEDLEY_IBM_VERSION_CHECK(10,1,0) || \
+  JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+  (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+  JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+  (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+  JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+  (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+  JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+  (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+  JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+  JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+  JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+  JSON_HEDLEY_PGI_VERSION_CHECK(17,10,0) || \
+  JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+#  define JSON_HEDLEY_PURE __attribute__((__pure__))
+#elif JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,10,0)
+#  define JSON_HEDLEY_PURE _Pragma("does_not_write_global_data")
+#elif defined(__cplusplus) && \
+    ( \
+      JSON_HEDLEY_TI_CL430_VERSION_CHECK(2,0,1) || \
+      JSON_HEDLEY_TI_CL6X_VERSION_CHECK(4,0,0) || \
+      JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) \
+    )
+#  define JSON_HEDLEY_PURE _Pragma("FUNC_IS_PURE;")
+#else
+#  define JSON_HEDLEY_PURE
+#endif
+
+#if defined(JSON_HEDLEY_CONST)
+    #undef JSON_HEDLEY_CONST
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(const) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(2,5,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,11,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_IBM_VERSION_CHECK(10,1,0) || \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+    (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+    (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+    (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+    JSON_HEDLEY_PGI_VERSION_CHECK(17,10,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_CONST __attribute__((__const__))
+#elif \
+    JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,10,0)
+    #define JSON_HEDLEY_CONST _Pragma("no_side_effect")
+#else
+    #define JSON_HEDLEY_CONST JSON_HEDLEY_PURE
+#endif
+
+#if defined(JSON_HEDLEY_RESTRICT)
+    #undef JSON_HEDLEY_RESTRICT
+#endif
+#if defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 199901L) && !defined(__cplusplus)
+    #define JSON_HEDLEY_RESTRICT restrict
+#elif \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,1,0) || \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(14,0,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_IBM_VERSION_CHECK(10,1,0) || \
+    JSON_HEDLEY_PGI_VERSION_CHECK(17,10,0) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,2,4) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(8,1,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    (JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,14,0) && defined(__cplusplus)) || \
+    JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0) || \
+    defined(__clang__) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_RESTRICT __restrict
+#elif JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,3,0) && !defined(__cplusplus)
+    #define JSON_HEDLEY_RESTRICT _Restrict
+#else
+    #define JSON_HEDLEY_RESTRICT
+#endif
+
+#if defined(JSON_HEDLEY_INLINE)
+    #undef JSON_HEDLEY_INLINE
+#endif
+#if \
+    (defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 199901L)) || \
+    (defined(__cplusplus) && (__cplusplus >= 199711L))
+    #define JSON_HEDLEY_INLINE inline
+#elif \
+    defined(JSON_HEDLEY_GCC_VERSION) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(6,2,0)
+    #define JSON_HEDLEY_INLINE __inline__
+#elif \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(12,0,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,1,0) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(3,1,0) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,2,0) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(8,0,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_INLINE __inline
+#else
+    #define JSON_HEDLEY_INLINE
+#endif
+
+#if defined(JSON_HEDLEY_ALWAYS_INLINE)
+    #undef JSON_HEDLEY_ALWAYS_INLINE
+#endif
+#if \
+  JSON_HEDLEY_HAS_ATTRIBUTE(always_inline) || \
+  JSON_HEDLEY_GCC_VERSION_CHECK(4,0,0) || \
+  JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+  JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,11,0) || \
+  JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+  JSON_HEDLEY_IBM_VERSION_CHECK(10,1,0) || \
+  JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+  (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+  JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+  (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+  JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+  (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+  JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+  (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+  JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+  JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+  JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+  JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10) || \
+  JSON_HEDLEY_IAR_VERSION_CHECK(8,10,0)
+#  define JSON_HEDLEY_ALWAYS_INLINE __attribute__((__always_inline__)) JSON_HEDLEY_INLINE
+#elif \
+  JSON_HEDLEY_MSVC_VERSION_CHECK(12,0,0) || \
+  JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+#  define JSON_HEDLEY_ALWAYS_INLINE __forceinline
+#elif defined(__cplusplus) && \
+    ( \
+      JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+      JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+      JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+      JSON_HEDLEY_TI_CL6X_VERSION_CHECK(6,1,0) || \
+      JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+      JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) \
+    )
+#  define JSON_HEDLEY_ALWAYS_INLINE _Pragma("FUNC_ALWAYS_INLINE;")
+#elif JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0)
+#  define JSON_HEDLEY_ALWAYS_INLINE _Pragma("inline=forced")
+#else
+#  define JSON_HEDLEY_ALWAYS_INLINE JSON_HEDLEY_INLINE
+#endif
+
+#if defined(JSON_HEDLEY_NEVER_INLINE)
+    #undef JSON_HEDLEY_NEVER_INLINE
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(noinline) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(4,0,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,11,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_IBM_VERSION_CHECK(10,1,0) || \
+    JSON_HEDLEY_TI_VERSION_CHECK(15,12,0) || \
+    (JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(4,8,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(5,2,0) || \
+    (JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL2000_VERSION_CHECK(6,4,0) || \
+    (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,3,0) || \
+    (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) || \
+    JSON_HEDLEY_TI_CL7X_VERSION_CHECK(1,2,0) || \
+    JSON_HEDLEY_TI_CLPRU_VERSION_CHECK(2,1,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10) || \
+    JSON_HEDLEY_IAR_VERSION_CHECK(8,10,0)
+    #define JSON_HEDLEY_NEVER_INLINE __attribute__((__noinline__))
+#elif \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(13,10,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_NEVER_INLINE __declspec(noinline)
+#elif JSON_HEDLEY_PGI_VERSION_CHECK(10,2,0)
+    #define JSON_HEDLEY_NEVER_INLINE _Pragma("noinline")
+#elif JSON_HEDLEY_TI_CL6X_VERSION_CHECK(6,0,0) && defined(__cplusplus)
+    #define JSON_HEDLEY_NEVER_INLINE _Pragma("FUNC_CANNOT_INLINE;")
+#elif JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0)
+    #define JSON_HEDLEY_NEVER_INLINE _Pragma("inline=never")
+#elif JSON_HEDLEY_COMPCERT_VERSION_CHECK(3,2,0)
+    #define JSON_HEDLEY_NEVER_INLINE __attribute((noinline))
+#elif JSON_HEDLEY_PELLES_VERSION_CHECK(9,0,0)
+    #define JSON_HEDLEY_NEVER_INLINE __declspec(noinline)
+#else
+    #define JSON_HEDLEY_NEVER_INLINE
+#endif
+
+#if defined(JSON_HEDLEY_PRIVATE)
+    #undef JSON_HEDLEY_PRIVATE
+#endif
+#if defined(JSON_HEDLEY_PUBLIC)
+    #undef JSON_HEDLEY_PUBLIC
+#endif
+#if defined(JSON_HEDLEY_IMPORT)
+    #undef JSON_HEDLEY_IMPORT
+#endif
+#if defined(_WIN32) || defined(__CYGWIN__)
+#  define JSON_HEDLEY_PRIVATE
+#  define JSON_HEDLEY_PUBLIC   __declspec(dllexport)
+#  define JSON_HEDLEY_IMPORT   __declspec(dllimport)
+#else
+#  if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(visibility) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,3,0) || \
+    JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,11,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_IBM_VERSION_CHECK(13,1,0) || \
+    ( \
+      defined(__TI_EABI__) && \
+      ( \
+        (JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \
+        JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,5,0) \
+      ) \
+    ) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+#    define JSON_HEDLEY_PRIVATE __attribute__((__visibility__("hidden")))
+#    define JSON_HEDLEY_PUBLIC  __attribute__((__visibility__("default")))
+#  else
+#    define JSON_HEDLEY_PRIVATE
+#    define JSON_HEDLEY_PUBLIC
+#  endif
+#  define JSON_HEDLEY_IMPORT    extern
+#endif
+
+#if defined(JSON_HEDLEY_NO_THROW)
+    #undef JSON_HEDLEY_NO_THROW
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(nothrow) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,3,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_NO_THROW __attribute__((__nothrow__))
+#elif \
+    JSON_HEDLEY_MSVC_VERSION_CHECK(13,1,0) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0)
+    #define JSON_HEDLEY_NO_THROW __declspec(nothrow)
+#else
+    #define JSON_HEDLEY_NO_THROW
+#endif
+
+#if defined(JSON_HEDLEY_FALL_THROUGH)
+    #undef JSON_HEDLEY_FALL_THROUGH
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(fallthrough) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(7,0,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_FALL_THROUGH __attribute__((__fallthrough__))
+#elif JSON_HEDLEY_HAS_CPP_ATTRIBUTE_NS(clang,fallthrough)
+    #define JSON_HEDLEY_FALL_THROUGH JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_([[clang::fallthrough]])
+#elif JSON_HEDLEY_HAS_CPP_ATTRIBUTE(fallthrough)
+    #define JSON_HEDLEY_FALL_THROUGH JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_([[fallthrough]])
+#elif defined(__fallthrough) /* SAL */
+    #define JSON_HEDLEY_FALL_THROUGH __fallthrough
+#else
+    #define JSON_HEDLEY_FALL_THROUGH
+#endif
+
+#if defined(JSON_HEDLEY_RETURNS_NON_NULL)
+    #undef JSON_HEDLEY_RETURNS_NON_NULL
+#endif
+#if \
+    JSON_HEDLEY_HAS_ATTRIBUTE(returns_nonnull) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(4,9,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_RETURNS_NON_NULL __attribute__((__returns_nonnull__))
+#elif defined(_Ret_notnull_) /* SAL */
+    #define JSON_HEDLEY_RETURNS_NON_NULL _Ret_notnull_
+#else
+    #define JSON_HEDLEY_RETURNS_NON_NULL
+#endif
+
+#if defined(JSON_HEDLEY_ARRAY_PARAM)
+    #undef JSON_HEDLEY_ARRAY_PARAM
+#endif
+#if \
+    defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 199901L) && \
+    !defined(__STDC_NO_VLA__) && \
+    !defined(__cplusplus) && \
+    !defined(JSON_HEDLEY_PGI_VERSION) && \
+    !defined(JSON_HEDLEY_TINYC_VERSION)
+    #define JSON_HEDLEY_ARRAY_PARAM(name) (name)
+#else
+    #define JSON_HEDLEY_ARRAY_PARAM(name)
+#endif
+
+#if defined(JSON_HEDLEY_IS_CONSTANT)
+    #undef JSON_HEDLEY_IS_CONSTANT
+#endif
+#if defined(JSON_HEDLEY_REQUIRE_CONSTEXPR)
+    #undef JSON_HEDLEY_REQUIRE_CONSTEXPR
+#endif
+/* JSON_HEDLEY_IS_CONSTEXPR_ is for
+   HEDLEY INTERNAL USE ONLY.  API subject to change without notice. */
+#if defined(JSON_HEDLEY_IS_CONSTEXPR_)
+    #undef JSON_HEDLEY_IS_CONSTEXPR_
+#endif
+#if \
+    JSON_HEDLEY_HAS_BUILTIN(__builtin_constant_p) || \
+    JSON_HEDLEY_GCC_VERSION_CHECK(3,4,0) || \
+    JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+    JSON_HEDLEY_TINYC_VERSION_CHECK(0,9,19) || \
+    JSON_HEDLEY_ARM_VERSION_CHECK(4,1,0) || \
+    JSON_HEDLEY_IBM_VERSION_CHECK(13,1,0) || \
+    JSON_HEDLEY_TI_CL6X_VERSION_CHECK(6,1,0) || \
+    (JSON_HEDLEY_SUNPRO_VERSION_CHECK(5,10,0) && !defined(__cplusplus)) || \
+    JSON_HEDLEY_CRAY_VERSION_CHECK(8,1,0) || \
+    JSON_HEDLEY_MCST_LCC_VERSION_CHECK(1,25,10)
+    #define JSON_HEDLEY_IS_CONSTANT(expr) __builtin_constant_p(expr)
+#endif
+#if !defined(__cplusplus)
+#  if \
+       JSON_HEDLEY_HAS_BUILTIN(__builtin_types_compatible_p) || \
+       JSON_HEDLEY_GCC_VERSION_CHECK(3,4,0) || \
+       JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+       JSON_HEDLEY_IBM_VERSION_CHECK(13,1,0) || \
+       JSON_HEDLEY_CRAY_VERSION_CHECK(8,1,0) || \
+       JSON_HEDLEY_ARM_VERSION_CHECK(5,4,0) || \
+       JSON_HEDLEY_TINYC_VERSION_CHECK(0,9,24)
+#if defined(__INTPTR_TYPE__)
+    #define JSON_HEDLEY_IS_CONSTEXPR_(expr) __builtin_types_compatible_p(__typeof__((1 ? (void*) ((__INTPTR_TYPE__) ((expr) * 0)) : (int*) 0)), int*)
+#else
+    #include <stdint.h>
+    #define JSON_HEDLEY_IS_CONSTEXPR_(expr) __builtin_types_compatible_p(__typeof__((1 ? (void*) ((intptr_t) ((expr) * 0)) : (int*) 0)), int*)
+#endif
+#  elif \
+       ( \
+          defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 201112L) && \
+          !defined(JSON_HEDLEY_SUNPRO_VERSION) && \
+          !defined(JSON_HEDLEY_PGI_VERSION) && \
+          !defined(JSON_HEDLEY_IAR_VERSION)) || \
+       (JSON_HEDLEY_HAS_EXTENSION(c_generic_selections) && !defined(JSON_HEDLEY_IAR_VERSION)) || \
+       JSON_HEDLEY_GCC_VERSION_CHECK(4,9,0) || \
+       JSON_HEDLEY_INTEL_VERSION_CHECK(17,0,0) || \
+       JSON_HEDLEY_IBM_VERSION_CHECK(12,1,0) || \
+       JSON_HEDLEY_ARM_VERSION_CHECK(5,3,0)
+#if defined(__INTPTR_TYPE__)
+    #define JSON_HEDLEY_IS_CONSTEXPR_(expr) _Generic((1 ? (void*) ((__INTPTR_TYPE__) ((expr) * 0)) : (int*) 0), int*: 1, void*: 0)
+#else
+    #include <stdint.h>
+    #define JSON_HEDLEY_IS_CONSTEXPR_(expr) _Generic((1 ? (void*) ((intptr_t) * 0) : (int*) 0), int*: 1, void*: 0)
+#endif
+#  elif \
+       defined(JSON_HEDLEY_GCC_VERSION) || \
+       defined(JSON_HEDLEY_INTEL_VERSION) || \
+       defined(JSON_HEDLEY_TINYC_VERSION) || \
+       defined(JSON_HEDLEY_TI_ARMCL_VERSION) || \
+       JSON_HEDLEY_TI_CL430_VERSION_CHECK(18,12,0) || \
+       defined(JSON_HEDLEY_TI_CL2000_VERSION) || \
+       defined(JSON_HEDLEY_TI_CL6X_VERSION) || \
+       defined(JSON_HEDLEY_TI_CL7X_VERSION) || \
+       defined(JSON_HEDLEY_TI_CLPRU_VERSION) || \
+       defined(__clang__)
+#    define JSON_HEDLEY_IS_CONSTEXPR_(expr) ( \
+        sizeof(void) != \
+        sizeof(*( \
+                  1 ? \
+                  ((void*) ((expr) * 0L) ) : \
+((struct { char v[sizeof(void) * 2]; } *) 1) \
+                ) \
+              ) \
+                                            )
+#  endif
+#endif
+#if defined(JSON_HEDLEY_IS_CONSTEXPR_)
+    #if !defined(JSON_HEDLEY_IS_CONSTANT)
+        #define JSON_HEDLEY_IS_CONSTANT(expr) JSON_HEDLEY_IS_CONSTEXPR_(expr)
+    #endif
+    #define JSON_HEDLEY_REQUIRE_CONSTEXPR(expr) (JSON_HEDLEY_IS_CONSTEXPR_(expr) ? (expr) : (-1))
+#else
+    #if !defined(JSON_HEDLEY_IS_CONSTANT)
+        #define JSON_HEDLEY_IS_CONSTANT(expr) (0)
+    #endif
+    #define JSON_HEDLEY_REQUIRE_CONSTEXPR(expr) (expr)
+#endif
+
+#if defined(JSON_HEDLEY_BEGIN_C_DECLS)
+    #undef JSON_HEDLEY_BEGIN_C_DECLS
+#endif
+#if defined(JSON_HEDLEY_END_C_DECLS)
+    #undef JSON_HEDLEY_END_C_DECLS
+#endif
+#if defined(JSON_HEDLEY_C_DECL)
+    #undef JSON_HEDLEY_C_DECL
+#endif
+#if defined(__cplusplus)
+    #define JSON_HEDLEY_BEGIN_C_DECLS extern "C" {
+    #define JSON_HEDLEY_END_C_DECLS }
+    #define JSON_HEDLEY_C_DECL extern "C"
+#else
+    #define JSON_HEDLEY_BEGIN_C_DECLS
+    #define JSON_HEDLEY_END_C_DECLS
+    #define JSON_HEDLEY_C_DECL
+#endif
+
+#if defined(JSON_HEDLEY_STATIC_ASSERT)
+    #undef JSON_HEDLEY_STATIC_ASSERT
+#endif
+#if \
+  !defined(__cplusplus) && ( \
+      (defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 201112L)) || \
+      (JSON_HEDLEY_HAS_FEATURE(c_static_assert) && !defined(JSON_HEDLEY_INTEL_CL_VERSION)) || \
+      JSON_HEDLEY_GCC_VERSION_CHECK(6,0,0) || \
+      JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0) || \
+      defined(_Static_assert) \
+    )
+#  define JSON_HEDLEY_STATIC_ASSERT(expr, message) _Static_assert(expr, message)
+#elif \
+  (defined(__cplusplus) && (__cplusplus >= 201103L)) || \
+  JSON_HEDLEY_MSVC_VERSION_CHECK(16,0,0) || \
+  JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+#  define JSON_HEDLEY_STATIC_ASSERT(expr, message) JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_(static_assert(expr, message))
+#else
+#  define JSON_HEDLEY_STATIC_ASSERT(expr, message)
+#endif
+
+#if defined(JSON_HEDLEY_NULL)
+    #undef JSON_HEDLEY_NULL
+#endif
+#if defined(__cplusplus)
+    #if __cplusplus >= 201103L
+        #define JSON_HEDLEY_NULL JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_(nullptr)
+    #elif defined(NULL)
+        #define JSON_HEDLEY_NULL NULL
+    #else
+        #define JSON_HEDLEY_NULL JSON_HEDLEY_STATIC_CAST(void*, 0)
+    #endif
+#elif defined(NULL)
+    #define JSON_HEDLEY_NULL NULL
+#else
+    #define JSON_HEDLEY_NULL ((void*) 0)
+#endif
+
+#if defined(JSON_HEDLEY_MESSAGE)
+    #undef JSON_HEDLEY_MESSAGE
+#endif
+#if JSON_HEDLEY_HAS_WARNING("-Wunknown-pragmas")
+#  define JSON_HEDLEY_MESSAGE(msg) \
+    JSON_HEDLEY_DIAGNOSTIC_PUSH \
+    JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS \
+    JSON_HEDLEY_PRAGMA(message msg) \
+    JSON_HEDLEY_DIAGNOSTIC_POP
+#elif \
+  JSON_HEDLEY_GCC_VERSION_CHECK(4,4,0) || \
+  JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0)
+#  define JSON_HEDLEY_MESSAGE(msg) JSON_HEDLEY_PRAGMA(message msg)
+#elif JSON_HEDLEY_CRAY_VERSION_CHECK(5,0,0)
+#  define JSON_HEDLEY_MESSAGE(msg) JSON_HEDLEY_PRAGMA(_CRI message msg)
+#elif JSON_HEDLEY_IAR_VERSION_CHECK(8,0,0)
+#  define JSON_HEDLEY_MESSAGE(msg) JSON_HEDLEY_PRAGMA(message(msg))
+#elif JSON_HEDLEY_PELLES_VERSION_CHECK(2,0,0)
+#  define JSON_HEDLEY_MESSAGE(msg) JSON_HEDLEY_PRAGMA(message(msg))
+#else
+#  define JSON_HEDLEY_MESSAGE(msg)
+#endif
+
+#if defined(JSON_HEDLEY_WARNING)
+    #undef JSON_HEDLEY_WARNING
+#endif
+#if JSON_HEDLEY_HAS_WARNING("-Wunknown-pragmas")
+#  define JSON_HEDLEY_WARNING(msg) \
+    JSON_HEDLEY_DIAGNOSTIC_PUSH \
+    JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS \
+    JSON_HEDLEY_PRAGMA(clang warning msg) \
+    JSON_HEDLEY_DIAGNOSTIC_POP
+#elif \
+  JSON_HEDLEY_GCC_VERSION_CHECK(4,8,0) || \
+  JSON_HEDLEY_PGI_VERSION_CHECK(18,4,0) || \
+  JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0)
+#  define JSON_HEDLEY_WARNING(msg) JSON_HEDLEY_PRAGMA(GCC warning msg)
+#elif \
+  JSON_HEDLEY_MSVC_VERSION_CHECK(15,0,0) || \
+  JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+#  define JSON_HEDLEY_WARNING(msg) JSON_HEDLEY_PRAGMA(message(msg))
+#else
+#  define JSON_HEDLEY_WARNING(msg) JSON_HEDLEY_MESSAGE(msg)
+#endif
+
+#if defined(JSON_HEDLEY_REQUIRE)
+    #undef JSON_HEDLEY_REQUIRE
+#endif
+#if defined(JSON_HEDLEY_REQUIRE_MSG)
+    #undef JSON_HEDLEY_REQUIRE_MSG
+#endif
+#if JSON_HEDLEY_HAS_ATTRIBUTE(diagnose_if)
+#  if JSON_HEDLEY_HAS_WARNING("-Wgcc-compat")
+#    define JSON_HEDLEY_REQUIRE(expr) \
+    JSON_HEDLEY_DIAGNOSTIC_PUSH \
+    _Pragma("clang diagnostic ignored \"-Wgcc-compat\"") \
+    __attribute__((diagnose_if(!(expr), #expr, "error"))) \
+    JSON_HEDLEY_DIAGNOSTIC_POP
+#    define JSON_HEDLEY_REQUIRE_MSG(expr,msg) \
+    JSON_HEDLEY_DIAGNOSTIC_PUSH \
+    _Pragma("clang diagnostic ignored \"-Wgcc-compat\"") \
+    __attribute__((diagnose_if(!(expr), msg, "error"))) \
+    JSON_HEDLEY_DIAGNOSTIC_POP
+#  else
+#    define JSON_HEDLEY_REQUIRE(expr) __attribute__((diagnose_if(!(expr), #expr, "error")))
+#    define JSON_HEDLEY_REQUIRE_MSG(expr,msg) __attribute__((diagnose_if(!(expr), msg, "error")))
+#  endif
+#else
+#  define JSON_HEDLEY_REQUIRE(expr)
+#  define JSON_HEDLEY_REQUIRE_MSG(expr,msg)
+#endif
+
+#if defined(JSON_HEDLEY_FLAGS)
+    #undef JSON_HEDLEY_FLAGS
+#endif
+#if JSON_HEDLEY_HAS_ATTRIBUTE(flag_enum) && (!defined(__cplusplus) || JSON_HEDLEY_HAS_WARNING("-Wbitfield-enum-conversion"))
+    #define JSON_HEDLEY_FLAGS __attribute__((__flag_enum__))
+#else
+    #define JSON_HEDLEY_FLAGS
+#endif
+
+#if defined(JSON_HEDLEY_FLAGS_CAST)
+    #undef JSON_HEDLEY_FLAGS_CAST
+#endif
+#if JSON_HEDLEY_INTEL_VERSION_CHECK(19,0,0)
+#  define JSON_HEDLEY_FLAGS_CAST(T, expr) (__extension__ ({ \
+        JSON_HEDLEY_DIAGNOSTIC_PUSH \
+        _Pragma("warning(disable:188)") \
+        ((T) (expr)); \
+        JSON_HEDLEY_DIAGNOSTIC_POP \
+    }))
+#else
+#  define JSON_HEDLEY_FLAGS_CAST(T, expr) JSON_HEDLEY_STATIC_CAST(T, expr)
+#endif
+
+#if defined(JSON_HEDLEY_EMPTY_BASES)
+    #undef JSON_HEDLEY_EMPTY_BASES
+#endif
+#if \
+    (JSON_HEDLEY_MSVC_VERSION_CHECK(19,0,23918) && !JSON_HEDLEY_MSVC_VERSION_CHECK(20,0,0)) || \
+    JSON_HEDLEY_INTEL_CL_VERSION_CHECK(2021,1,0)
+    #define JSON_HEDLEY_EMPTY_BASES __declspec(empty_bases)
+#else
+    #define JSON_HEDLEY_EMPTY_BASES
+#endif
+
+/* Remaining macros are deprecated. */
+
+#if defined(JSON_HEDLEY_GCC_NOT_CLANG_VERSION_CHECK)
+    #undef JSON_HEDLEY_GCC_NOT_CLANG_VERSION_CHECK
+#endif
+#if defined(__clang__)
+    #define JSON_HEDLEY_GCC_NOT_CLANG_VERSION_CHECK(major,minor,patch) (0)
+#else
+    #define JSON_HEDLEY_GCC_NOT_CLANG_VERSION_CHECK(major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)
+#endif
+
+#if defined(JSON_HEDLEY_CLANG_HAS_ATTRIBUTE)
+    #undef JSON_HEDLEY_CLANG_HAS_ATTRIBUTE
+#endif
+#define JSON_HEDLEY_CLANG_HAS_ATTRIBUTE(attribute) JSON_HEDLEY_HAS_ATTRIBUTE(attribute)
+
+#if defined(JSON_HEDLEY_CLANG_HAS_CPP_ATTRIBUTE)
+    #undef JSON_HEDLEY_CLANG_HAS_CPP_ATTRIBUTE
+#endif
+#define JSON_HEDLEY_CLANG_HAS_CPP_ATTRIBUTE(attribute) JSON_HEDLEY_HAS_CPP_ATTRIBUTE(attribute)
+
+#if defined(JSON_HEDLEY_CLANG_HAS_BUILTIN)
+    #undef JSON_HEDLEY_CLANG_HAS_BUILTIN
+#endif
+#define JSON_HEDLEY_CLANG_HAS_BUILTIN(builtin) JSON_HEDLEY_HAS_BUILTIN(builtin)
+
+#if defined(JSON_HEDLEY_CLANG_HAS_FEATURE)
+    #undef JSON_HEDLEY_CLANG_HAS_FEATURE
+#endif
+#define JSON_HEDLEY_CLANG_HAS_FEATURE(feature) JSON_HEDLEY_HAS_FEATURE(feature)
+
+#if defined(JSON_HEDLEY_CLANG_HAS_EXTENSION)
+    #undef JSON_HEDLEY_CLANG_HAS_EXTENSION
+#endif
+#define JSON_HEDLEY_CLANG_HAS_EXTENSION(extension) JSON_HEDLEY_HAS_EXTENSION(extension)
+
+#if defined(JSON_HEDLEY_CLANG_HAS_DECLSPEC_DECLSPEC_ATTRIBUTE)
+    #undef JSON_HEDLEY_CLANG_HAS_DECLSPEC_DECLSPEC_ATTRIBUTE
+#endif
+#define JSON_HEDLEY_CLANG_HAS_DECLSPEC_ATTRIBUTE(attribute) JSON_HEDLEY_HAS_DECLSPEC_ATTRIBUTE(attribute)
+
+#if defined(JSON_HEDLEY_CLANG_HAS_WARNING)
+    #undef JSON_HEDLEY_CLANG_HAS_WARNING
+#endif
+#define JSON_HEDLEY_CLANG_HAS_WARNING(warning) JSON_HEDLEY_HAS_WARNING(warning)
+
+#endif /* !defined(JSON_HEDLEY_VERSION) || (JSON_HEDLEY_VERSION < X) */
+
+
+// This file contains all internal macro definitions (except those affecting ABI)
+// You MUST include macro_unscope.hpp at the end of json.hpp to undef all of them
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+
+// exclude unsupported compilers
+#if !defined(JSON_SKIP_UNSUPPORTED_COMPILER_CHECK)
+    #if defined(__clang__)
+        #if (__clang_major__ * 10000 + __clang_minor__ * 100 + __clang_patchlevel__) < 30400
+            #error "unsupported Clang version - see https://github.com/nlohmann/json#supported-compilers"
+        #endif
+    #elif defined(__GNUC__) && !(defined(__ICC) || defined(__INTEL_COMPILER))
+        #if (__GNUC__ * 10000 + __GNUC_MINOR__ * 100 + __GNUC_PATCHLEVEL__) < 40800
+            #error "unsupported GCC version - see https://github.com/nlohmann/json#supported-compilers"
+        #endif
+    #endif
+#endif
+
+// C++ language standard detection
+// if the user manually specified the used c++ version this is skipped
+#if !defined(JSON_HAS_CPP_20) && !defined(JSON_HAS_CPP_17) && !defined(JSON_HAS_CPP_14) && !defined(JSON_HAS_CPP_11)
+    #if (defined(__cplusplus) && __cplusplus >= 202002L) || (defined(_MSVC_LANG) && _MSVC_LANG >= 202002L)
+        #define JSON_HAS_CPP_20
+        #define JSON_HAS_CPP_17
+        #define JSON_HAS_CPP_14
+    #elif (defined(__cplusplus) && __cplusplus >= 201703L) || (defined(_HAS_CXX17) && _HAS_CXX17 == 1) // fix for issue #464
+        #define JSON_HAS_CPP_17
+        #define JSON_HAS_CPP_14
+    #elif (defined(__cplusplus) && __cplusplus >= 201402L) || (defined(_HAS_CXX14) && _HAS_CXX14 == 1)
+        #define JSON_HAS_CPP_14
+    #endif
+    // the cpp 11 flag is always specified because it is the minimal required version
+    #define JSON_HAS_CPP_11
+#endif
+
+#ifdef __has_include
+    #if __has_include(<version>)
+        #include <version>
+    #endif
+#endif
+
+#if !defined(JSON_HAS_FILESYSTEM) && !defined(JSON_HAS_EXPERIMENTAL_FILESYSTEM)
+    #ifdef JSON_HAS_CPP_17
+        #if defined(__cpp_lib_filesystem)
+            #define JSON_HAS_FILESYSTEM 1
+        #elif defined(__cpp_lib_experimental_filesystem)
+            #define JSON_HAS_EXPERIMENTAL_FILESYSTEM 1
+        #elif !defined(__has_include)
+            #define JSON_HAS_EXPERIMENTAL_FILESYSTEM 1
+        #elif __has_include(<filesystem>)
+            #define JSON_HAS_FILESYSTEM 1
+        #elif __has_include(<experimental/filesystem>)
+            #define JSON_HAS_EXPERIMENTAL_FILESYSTEM 1
+        #endif
+
+        // std::filesystem does not work on MinGW GCC 8: https://sourceforge.net/p/mingw-w64/bugs/737/
+        #if defined(__MINGW32__) && defined(__GNUC__) && __GNUC__ == 8
+            #undef JSON_HAS_FILESYSTEM
+            #undef JSON_HAS_EXPERIMENTAL_FILESYSTEM
+        #endif
+
+        // no filesystem support before GCC 8: https://en.cppreference.com/w/cpp/compiler_support
+        #if defined(__GNUC__) && !defined(__clang__) && __GNUC__ < 8
+            #undef JSON_HAS_FILESYSTEM
+            #undef JSON_HAS_EXPERIMENTAL_FILESYSTEM
+        #endif
+
+        // no filesystem support before Clang 7: https://en.cppreference.com/w/cpp/compiler_support
+        #if defined(__clang_major__) && __clang_major__ < 7
+            #undef JSON_HAS_FILESYSTEM
+            #undef JSON_HAS_EXPERIMENTAL_FILESYSTEM
+        #endif
+
+        // no filesystem support before MSVC 19.14: https://en.cppreference.com/w/cpp/compiler_support
+        #if defined(_MSC_VER) && _MSC_VER < 1914
+            #undef JSON_HAS_FILESYSTEM
+            #undef JSON_HAS_EXPERIMENTAL_FILESYSTEM
+        #endif
+
+        // no filesystem support before iOS 13
+        #if defined(__IPHONE_OS_VERSION_MIN_REQUIRED) && __IPHONE_OS_VERSION_MIN_REQUIRED < 130000
+            #undef JSON_HAS_FILESYSTEM
+            #undef JSON_HAS_EXPERIMENTAL_FILESYSTEM
+        #endif
+
+        // no filesystem support before macOS Catalina
+        #if defined(__MAC_OS_X_VERSION_MIN_REQUIRED) && __MAC_OS_X_VERSION_MIN_REQUIRED < 101500
+            #undef JSON_HAS_FILESYSTEM
+            #undef JSON_HAS_EXPERIMENTAL_FILESYSTEM
+        #endif
+    #endif
+#endif
+
+#ifndef JSON_HAS_EXPERIMENTAL_FILESYSTEM
+    #define JSON_HAS_EXPERIMENTAL_FILESYSTEM 0
+#endif
+
+#ifndef JSON_HAS_FILESYSTEM
+    #define JSON_HAS_FILESYSTEM 0
+#endif
+
+#ifndef JSON_HAS_THREE_WAY_COMPARISON
+    #if defined(__cpp_impl_three_way_comparison) && __cpp_impl_three_way_comparison >= 201907L \
+        && defined(__cpp_lib_three_way_comparison) && __cpp_lib_three_way_comparison >= 201907L
+        #define JSON_HAS_THREE_WAY_COMPARISON 1
+    #else
+        #define JSON_HAS_THREE_WAY_COMPARISON 0
+    #endif
+#endif
+
+#ifndef JSON_HAS_RANGES
+    // ranges header shipping in GCC 11.1.0 (released 2021-04-27) has syntax error
+    #if defined(__GLIBCXX__) && __GLIBCXX__ == 20210427
+        #define JSON_HAS_RANGES 0
+    #elif defined(__cpp_lib_ranges)
+        #define JSON_HAS_RANGES 1
+    #else
+        #define JSON_HAS_RANGES 0
+    #endif
+#endif
+
+#ifndef JSON_HAS_STATIC_RTTI
+    #if !defined(_HAS_STATIC_RTTI) || _HAS_STATIC_RTTI != 0
+        #define JSON_HAS_STATIC_RTTI 1
+    #else
+        #define JSON_HAS_STATIC_RTTI 0
+    #endif
+#endif
+
+#ifdef JSON_HAS_CPP_17
+    #define JSON_INLINE_VARIABLE inline
+#else
+    #define JSON_INLINE_VARIABLE
+#endif
+
+#if JSON_HEDLEY_HAS_ATTRIBUTE(no_unique_address)
+    #define JSON_NO_UNIQUE_ADDRESS [[no_unique_address]]
+#else
+    #define JSON_NO_UNIQUE_ADDRESS
+#endif
+
+// disable documentation warnings on clang
+#if defined(__clang__)
+    #pragma clang diagnostic push
+    #pragma clang diagnostic ignored "-Wdocumentation"
+    #pragma clang diagnostic ignored "-Wdocumentation-unknown-command"
+#endif
+
+// allow disabling exceptions
+#if (defined(__cpp_exceptions) || defined(__EXCEPTIONS) || defined(_CPPUNWIND)) && !defined(JSON_NOEXCEPTION)
+    #define JSON_THROW(exception) throw exception
+    #define JSON_TRY try
+    #define JSON_CATCH(exception) catch(exception)
+    #define JSON_INTERNAL_CATCH(exception) catch(exception)
+#else
+    #include <cstdlib>
+    #define JSON_THROW(exception) std::abort()
+    #define JSON_TRY if(true)
+    #define JSON_CATCH(exception) if(false)
+    #define JSON_INTERNAL_CATCH(exception) if(false)
+#endif
+
+// override exception macros
+#if defined(JSON_THROW_USER)
+    #undef JSON_THROW
+    #define JSON_THROW JSON_THROW_USER
+#endif
+#if defined(JSON_TRY_USER)
+    #undef JSON_TRY
+    #define JSON_TRY JSON_TRY_USER
+#endif
+#if defined(JSON_CATCH_USER)
+    #undef JSON_CATCH
+    #define JSON_CATCH JSON_CATCH_USER
+    #undef JSON_INTERNAL_CATCH
+    #define JSON_INTERNAL_CATCH JSON_CATCH_USER
+#endif
+#if defined(JSON_INTERNAL_CATCH_USER)
+    #undef JSON_INTERNAL_CATCH
+    #define JSON_INTERNAL_CATCH JSON_INTERNAL_CATCH_USER
+#endif
+
+// allow overriding assert
+#if !defined(JSON_ASSERT)
+    #include <cassert> // assert
+    #define JSON_ASSERT(x) assert(x)
+#endif
+
+// allow to access some private functions (needed by the test suite)
+#if defined(JSON_TESTS_PRIVATE)
+    #define JSON_PRIVATE_UNLESS_TESTED public
+#else
+    #define JSON_PRIVATE_UNLESS_TESTED private
+#endif
+
+/*!
+@brief macro to briefly define a mapping between an enum and JSON
+@def NLOHMANN_JSON_SERIALIZE_ENUM
+@since version 3.4.0
+*/
+#define NLOHMANN_JSON_SERIALIZE_ENUM(ENUM_TYPE, ...)                                            \
+    template<typename BasicJsonType>                                                            \
+    inline void to_json(BasicJsonType& j, const ENUM_TYPE& e)                                   \
+    {                                                                                           \
+        static_assert(std::is_enum<ENUM_TYPE>::value, #ENUM_TYPE " must be an enum!");          \
+        static const std::pair<ENUM_TYPE, BasicJsonType> m[] = __VA_ARGS__;                     \
+        auto it = std::find_if(std::begin(m), std::end(m),                                      \
+                               [e](const std::pair<ENUM_TYPE, BasicJsonType>& ej_pair) -> bool  \
+        {                                                                                       \
+            return ej_pair.first == e;                                                          \
+        });                                                                                     \
+        j = ((it != std::end(m)) ? it : std::begin(m))->second;                                 \
+    }                                                                                           \
+    template<typename BasicJsonType>                                                            \
+    inline void from_json(const BasicJsonType& j, ENUM_TYPE& e)                                 \
+    {                                                                                           \
+        static_assert(std::is_enum<ENUM_TYPE>::value, #ENUM_TYPE " must be an enum!");          \
+        static const std::pair<ENUM_TYPE, BasicJsonType> m[] = __VA_ARGS__;                     \
+        auto it = std::find_if(std::begin(m), std::end(m),                                      \
+                               [&j](const std::pair<ENUM_TYPE, BasicJsonType>& ej_pair) -> bool \
+        {                                                                                       \
+            return ej_pair.second == j;                                                         \
+        });                                                                                     \
+        e = ((it != std::end(m)) ? it : std::begin(m))->first;                                  \
+    }
+
+// Ugly macros to avoid uglier copy-paste when specializing basic_json. They
+// may be removed in the future once the class is split.
+
+#define NLOHMANN_BASIC_JSON_TPL_DECLARATION                                \
+    template<template<typename, typename, typename...> class ObjectType,   \
+             template<typename, typename...> class ArrayType,              \
+             class StringType, class BooleanType, class NumberIntegerType, \
+             class NumberUnsignedType, class NumberFloatType,              \
+             template<typename> class AllocatorType,                       \
+             template<typename, typename = void> class JSONSerializer,     \
+             class BinaryType,                                             \
+             class CustomBaseClass>
+
+#define NLOHMANN_BASIC_JSON_TPL                                            \
+    basic_json<ObjectType, ArrayType, StringType, BooleanType,             \
+    NumberIntegerType, NumberUnsignedType, NumberFloatType,                \
+    AllocatorType, JSONSerializer, BinaryType, CustomBaseClass>
+
+// Macros to simplify conversion from/to types
+
+#define NLOHMANN_JSON_EXPAND( x ) x
+#define NLOHMANN_JSON_GET_MACRO(_1, _2, _3, _4, _5, _6, _7, _8, _9, _10, _11, _12, _13, _14, _15, _16, _17, _18, _19, _20, _21, _22, _23, _24, _25, _26, _27, _28, _29, _30, _31, _32, _33, _34, _35, _36, _37, _38, _39, _40, _41, _42, _43, _44, _45, _46, _47, _48, _49, _50, _51, _52, _53, _54, _55, _56, _57, _58, _59, _60, _61, _62, _63, _64, NAME,...) NAME
+#define NLOHMANN_JSON_PASTE(...) NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_GET_MACRO(__VA_ARGS__, \
+        NLOHMANN_JSON_PASTE64, \
+        NLOHMANN_JSON_PASTE63, \
+        NLOHMANN_JSON_PASTE62, \
+        NLOHMANN_JSON_PASTE61, \
+        NLOHMANN_JSON_PASTE60, \
+        NLOHMANN_JSON_PASTE59, \
+        NLOHMANN_JSON_PASTE58, \
+        NLOHMANN_JSON_PASTE57, \
+        NLOHMANN_JSON_PASTE56, \
+        NLOHMANN_JSON_PASTE55, \
+        NLOHMANN_JSON_PASTE54, \
+        NLOHMANN_JSON_PASTE53, \
+        NLOHMANN_JSON_PASTE52, \
+        NLOHMANN_JSON_PASTE51, \
+        NLOHMANN_JSON_PASTE50, \
+        NLOHMANN_JSON_PASTE49, \
+        NLOHMANN_JSON_PASTE48, \
+        NLOHMANN_JSON_PASTE47, \
+        NLOHMANN_JSON_PASTE46, \
+        NLOHMANN_JSON_PASTE45, \
+        NLOHMANN_JSON_PASTE44, \
+        NLOHMANN_JSON_PASTE43, \
+        NLOHMANN_JSON_PASTE42, \
+        NLOHMANN_JSON_PASTE41, \
+        NLOHMANN_JSON_PASTE40, \
+        NLOHMANN_JSON_PASTE39, \
+        NLOHMANN_JSON_PASTE38, \
+        NLOHMANN_JSON_PASTE37, \
+        NLOHMANN_JSON_PASTE36, \
+        NLOHMANN_JSON_PASTE35, \
+        NLOHMANN_JSON_PASTE34, \
+        NLOHMANN_JSON_PASTE33, \
+        NLOHMANN_JSON_PASTE32, \
+        NLOHMANN_JSON_PASTE31, \
+        NLOHMANN_JSON_PASTE30, \
+        NLOHMANN_JSON_PASTE29, \
+        NLOHMANN_JSON_PASTE28, \
+        NLOHMANN_JSON_PASTE27, \
+        NLOHMANN_JSON_PASTE26, \
+        NLOHMANN_JSON_PASTE25, \
+        NLOHMANN_JSON_PASTE24, \
+        NLOHMANN_JSON_PASTE23, \
+        NLOHMANN_JSON_PASTE22, \
+        NLOHMANN_JSON_PASTE21, \
+        NLOHMANN_JSON_PASTE20, \
+        NLOHMANN_JSON_PASTE19, \
+        NLOHMANN_JSON_PASTE18, \
+        NLOHMANN_JSON_PASTE17, \
+        NLOHMANN_JSON_PASTE16, \
+        NLOHMANN_JSON_PASTE15, \
+        NLOHMANN_JSON_PASTE14, \
+        NLOHMANN_JSON_PASTE13, \
+        NLOHMANN_JSON_PASTE12, \
+        NLOHMANN_JSON_PASTE11, \
+        NLOHMANN_JSON_PASTE10, \
+        NLOHMANN_JSON_PASTE9, \
+        NLOHMANN_JSON_PASTE8, \
+        NLOHMANN_JSON_PASTE7, \
+        NLOHMANN_JSON_PASTE6, \
+        NLOHMANN_JSON_PASTE5, \
+        NLOHMANN_JSON_PASTE4, \
+        NLOHMANN_JSON_PASTE3, \
+        NLOHMANN_JSON_PASTE2, \
+        NLOHMANN_JSON_PASTE1)(__VA_ARGS__))
+#define NLOHMANN_JSON_PASTE2(func, v1) func(v1)
+#define NLOHMANN_JSON_PASTE3(func, v1, v2) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE2(func, v2)
+#define NLOHMANN_JSON_PASTE4(func, v1, v2, v3) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE3(func, v2, v3)
+#define NLOHMANN_JSON_PASTE5(func, v1, v2, v3, v4) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE4(func, v2, v3, v4)
+#define NLOHMANN_JSON_PASTE6(func, v1, v2, v3, v4, v5) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE5(func, v2, v3, v4, v5)
+#define NLOHMANN_JSON_PASTE7(func, v1, v2, v3, v4, v5, v6) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE6(func, v2, v3, v4, v5, v6)
+#define NLOHMANN_JSON_PASTE8(func, v1, v2, v3, v4, v5, v6, v7) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE7(func, v2, v3, v4, v5, v6, v7)
+#define NLOHMANN_JSON_PASTE9(func, v1, v2, v3, v4, v5, v6, v7, v8) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE8(func, v2, v3, v4, v5, v6, v7, v8)
+#define NLOHMANN_JSON_PASTE10(func, v1, v2, v3, v4, v5, v6, v7, v8, v9) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE9(func, v2, v3, v4, v5, v6, v7, v8, v9)
+#define NLOHMANN_JSON_PASTE11(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE10(func, v2, v3, v4, v5, v6, v7, v8, v9, v10)
+#define NLOHMANN_JSON_PASTE12(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE11(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11)
+#define NLOHMANN_JSON_PASTE13(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE12(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12)
+#define NLOHMANN_JSON_PASTE14(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE13(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13)
+#define NLOHMANN_JSON_PASTE15(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE14(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14)
+#define NLOHMANN_JSON_PASTE16(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE15(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15)
+#define NLOHMANN_JSON_PASTE17(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE16(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16)
+#define NLOHMANN_JSON_PASTE18(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE17(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17)
+#define NLOHMANN_JSON_PASTE19(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE18(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18)
+#define NLOHMANN_JSON_PASTE20(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE19(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19)
+#define NLOHMANN_JSON_PASTE21(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE20(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20)
+#define NLOHMANN_JSON_PASTE22(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE21(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21)
+#define NLOHMANN_JSON_PASTE23(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE22(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22)
+#define NLOHMANN_JSON_PASTE24(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE23(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23)
+#define NLOHMANN_JSON_PASTE25(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE24(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24)
+#define NLOHMANN_JSON_PASTE26(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE25(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25)
+#define NLOHMANN_JSON_PASTE27(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE26(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26)
+#define NLOHMANN_JSON_PASTE28(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE27(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27)
+#define NLOHMANN_JSON_PASTE29(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE28(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28)
+#define NLOHMANN_JSON_PASTE30(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE29(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29)
+#define NLOHMANN_JSON_PASTE31(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE30(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30)
+#define NLOHMANN_JSON_PASTE32(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE31(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31)
+#define NLOHMANN_JSON_PASTE33(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE32(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32)
+#define NLOHMANN_JSON_PASTE34(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE33(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33)
+#define NLOHMANN_JSON_PASTE35(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE34(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34)
+#define NLOHMANN_JSON_PASTE36(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE35(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35)
+#define NLOHMANN_JSON_PASTE37(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE36(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36)
+#define NLOHMANN_JSON_PASTE38(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE37(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37)
+#define NLOHMANN_JSON_PASTE39(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE38(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38)
+#define NLOHMANN_JSON_PASTE40(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE39(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39)
+#define NLOHMANN_JSON_PASTE41(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE40(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40)
+#define NLOHMANN_JSON_PASTE42(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE41(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41)
+#define NLOHMANN_JSON_PASTE43(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE42(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42)
+#define NLOHMANN_JSON_PASTE44(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE43(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43)
+#define NLOHMANN_JSON_PASTE45(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE44(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44)
+#define NLOHMANN_JSON_PASTE46(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE45(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45)
+#define NLOHMANN_JSON_PASTE47(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE46(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46)
+#define NLOHMANN_JSON_PASTE48(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE47(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47)
+#define NLOHMANN_JSON_PASTE49(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE48(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48)
+#define NLOHMANN_JSON_PASTE50(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE49(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49)
+#define NLOHMANN_JSON_PASTE51(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE50(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50)
+#define NLOHMANN_JSON_PASTE52(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE51(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51)
+#define NLOHMANN_JSON_PASTE53(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE52(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52)
+#define NLOHMANN_JSON_PASTE54(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE53(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53)
+#define NLOHMANN_JSON_PASTE55(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE54(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54)
+#define NLOHMANN_JSON_PASTE56(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE55(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55)
+#define NLOHMANN_JSON_PASTE57(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE56(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56)
+#define NLOHMANN_JSON_PASTE58(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE57(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57)
+#define NLOHMANN_JSON_PASTE59(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE58(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58)
+#define NLOHMANN_JSON_PASTE60(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE59(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59)
+#define NLOHMANN_JSON_PASTE61(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59, v60) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE60(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59, v60)
+#define NLOHMANN_JSON_PASTE62(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59, v60, v61) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE61(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59, v60, v61)
+#define NLOHMANN_JSON_PASTE63(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59, v60, v61, v62) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE62(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59, v60, v61, v62)
+#define NLOHMANN_JSON_PASTE64(func, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59, v60, v61, v62, v63) NLOHMANN_JSON_PASTE2(func, v1) NLOHMANN_JSON_PASTE63(func, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16, v17, v18, v19, v20, v21, v22, v23, v24, v25, v26, v27, v28, v29, v30, v31, v32, v33, v34, v35, v36, v37, v38, v39, v40, v41, v42, v43, v44, v45, v46, v47, v48, v49, v50, v51, v52, v53, v54, v55, v56, v57, v58, v59, v60, v61, v62, v63)
+
+#define NLOHMANN_JSON_TO(v1) nlohmann_json_j[#v1] = nlohmann_json_t.v1;
+#define NLOHMANN_JSON_FROM(v1) nlohmann_json_j.at(#v1).get_to(nlohmann_json_t.v1);
+#define NLOHMANN_JSON_FROM_WITH_DEFAULT(v1) nlohmann_json_t.v1 = nlohmann_json_j.value(#v1, nlohmann_json_default_obj.v1);
+
+/*!
+@brief macro
+@def NLOHMANN_DEFINE_TYPE_INTRUSIVE
+@since version 3.9.0
+*/
+#define NLOHMANN_DEFINE_TYPE_INTRUSIVE(Type, ...)  \
+    friend void to_json(nlohmann::json& nlohmann_json_j, const Type& nlohmann_json_t) { NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_TO, __VA_ARGS__)) } \
+    friend void from_json(const nlohmann::json& nlohmann_json_j, Type& nlohmann_json_t) { NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_FROM, __VA_ARGS__)) }
+
+#define NLOHMANN_DEFINE_TYPE_INTRUSIVE_WITH_DEFAULT(Type, ...)  \
+    friend void to_json(nlohmann::json& nlohmann_json_j, const Type& nlohmann_json_t) { NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_TO, __VA_ARGS__)) } \
+    friend void from_json(const nlohmann::json& nlohmann_json_j, Type& nlohmann_json_t) { const Type nlohmann_json_default_obj{}; NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_FROM_WITH_DEFAULT, __VA_ARGS__)) }
+
+#define NLOHMANN_DEFINE_TYPE_INTRUSIVE_ONLY_SERIALIZE(Type, ...)  \
+    friend void to_json(nlohmann::json& nlohmann_json_j, const Type& nlohmann_json_t) { NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_TO, __VA_ARGS__)) }
+
+/*!
+@brief macro
+@def NLOHMANN_DEFINE_TYPE_NON_INTRUSIVE
+@since version 3.9.0
+*/
+#define NLOHMANN_DEFINE_TYPE_NON_INTRUSIVE(Type, ...)  \
+    inline void to_json(nlohmann::json& nlohmann_json_j, const Type& nlohmann_json_t) { NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_TO, __VA_ARGS__)) } \
+    inline void from_json(const nlohmann::json& nlohmann_json_j, Type& nlohmann_json_t) { NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_FROM, __VA_ARGS__)) }
+
+#define NLOHMANN_DEFINE_TYPE_NON_INTRUSIVE_ONLY_SERIALIZE(Type, ...)  \
+    inline void to_json(nlohmann::json& nlohmann_json_j, const Type& nlohmann_json_t) { NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_TO, __VA_ARGS__)) }
+
+#define NLOHMANN_DEFINE_TYPE_NON_INTRUSIVE_WITH_DEFAULT(Type, ...)  \
+    inline void to_json(nlohmann::json& nlohmann_json_j, const Type& nlohmann_json_t) { NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_TO, __VA_ARGS__)) } \
+    inline void from_json(const nlohmann::json& nlohmann_json_j, Type& nlohmann_json_t) { const Type nlohmann_json_default_obj{}; NLOHMANN_JSON_EXPAND(NLOHMANN_JSON_PASTE(NLOHMANN_JSON_FROM_WITH_DEFAULT, __VA_ARGS__)) }
+
+// inspired from https://stackoverflow.com/a/26745591
+// allows to call any std function as if (e.g. with begin):
+// using std::begin; begin(x);
+//
+// it allows using the detected idiom to retrieve the return type
+// of such an expression
+#define NLOHMANN_CAN_CALL_STD_FUNC_IMPL(std_name)                                 \
+    namespace detail {                                                            \
+    using std::std_name;                                                          \
+    \
+    template<typename... T>                                                       \
+    using result_of_##std_name = decltype(std_name(std::declval<T>()...));        \
+    }                                                                             \
+    \
+    namespace detail2 {                                                           \
+    struct std_name##_tag                                                         \
+    {                                                                             \
+    };                                                                            \
+    \
+    template<typename... T>                                                       \
+    std_name##_tag std_name(T&&...);                                              \
+    \
+    template<typename... T>                                                       \
+    using result_of_##std_name = decltype(std_name(std::declval<T>()...));        \
+    \
+    template<typename... T>                                                       \
+    struct would_call_std_##std_name                                              \
+    {                                                                             \
+        static constexpr auto const value = ::nlohmann::detail::                  \
+                                            is_detected_exact<std_name##_tag, result_of_##std_name, T...>::value; \
+    };                                                                            \
+    } /* namespace detail2 */ \
+    \
+    template<typename... T>                                                       \
+    struct would_call_std_##std_name : detail2::would_call_std_##std_name<T...>   \
+    {                                                                             \
+    }
+
+#ifndef JSON_USE_IMPLICIT_CONVERSIONS
+    #define JSON_USE_IMPLICIT_CONVERSIONS 1
+#endif
+
+#if JSON_USE_IMPLICIT_CONVERSIONS
+    #define JSON_EXPLICIT
+#else
+    #define JSON_EXPLICIT explicit
+#endif
+
+#ifndef JSON_DISABLE_ENUM_SERIALIZATION
+    #define JSON_DISABLE_ENUM_SERIALIZATION 0
+#endif
+
+#ifndef JSON_USE_GLOBAL_UDLS
+    #define JSON_USE_GLOBAL_UDLS 1
+#endif
+
+#if JSON_HAS_THREE_WAY_COMPARISON
+    #include <compare> // partial_ordering
+#endif
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+///////////////////////////
+// JSON type enumeration //
+///////////////////////////
+
+/*!
+@brief the JSON type enumeration
+
+This enumeration collects the different JSON types. It is internally used to
+distinguish the stored values, and the functions @ref basic_json::is_null(),
+@ref basic_json::is_object(), @ref basic_json::is_array(),
+@ref basic_json::is_string(), @ref basic_json::is_boolean(),
+@ref basic_json::is_number() (with @ref basic_json::is_number_integer(),
+@ref basic_json::is_number_unsigned(), and @ref basic_json::is_number_float()),
+@ref basic_json::is_discarded(), @ref basic_json::is_primitive(), and
+@ref basic_json::is_structured() rely on it.
+
+@note There are three enumeration entries (number_integer, number_unsigned, and
+number_float), because the library distinguishes these three types for numbers:
+@ref basic_json::number_unsigned_t is used for unsigned integers,
+@ref basic_json::number_integer_t is used for signed integers, and
+@ref basic_json::number_float_t is used for floating-point numbers or to
+approximate integers which do not fit in the limits of their respective type.
+
+@sa see @ref basic_json::basic_json(const value_t value_type) -- create a JSON
+value with the default value for a given type
+
+@since version 1.0.0
+*/
+enum class value_t : std::uint8_t
+{
+    null,             ///< null value
+    object,           ///< object (unordered set of name/value pairs)
+    array,            ///< array (ordered collection of values)
+    string,           ///< string value
+    boolean,          ///< boolean value
+    number_integer,   ///< number value (signed integer)
+    number_unsigned,  ///< number value (unsigned integer)
+    number_float,     ///< number value (floating-point)
+    binary,           ///< binary array (ordered collection of bytes)
+    discarded         ///< discarded by the parser callback function
+};
+
+/*!
+@brief comparison operator for JSON types
+
+Returns an ordering that is similar to Python:
+- order: null < boolean < number < object < array < string < binary
+- furthermore, each type is not smaller than itself
+- discarded values are not comparable
+- binary is represented as a b"" string in python and directly comparable to a
+  string; however, making a binary array directly comparable with a string would
+  be surprising behavior in a JSON file.
+
+@since version 1.0.0
+*/
+#if JSON_HAS_THREE_WAY_COMPARISON
+    inline std::partial_ordering operator<=>(const value_t lhs, const value_t rhs) noexcept // *NOPAD*
+#else
+    inline bool operator<(const value_t lhs, const value_t rhs) noexcept
+#endif
+{
+    static constexpr std::array<std::uint8_t, 9> order = {{
+            0 /* null */, 3 /* object */, 4 /* array */, 5 /* string */,
+            1 /* boolean */, 2 /* integer */, 2 /* unsigned */, 2 /* float */,
+            6 /* binary */
+        }
+    };
+
+    const auto l_index = static_cast<std::size_t>(lhs);
+    const auto r_index = static_cast<std::size_t>(rhs);
+#if JSON_HAS_THREE_WAY_COMPARISON
+    if (l_index < order.size() && r_index < order.size())
+    {
+        return order[l_index] <=> order[r_index]; // *NOPAD*
+    }
+    return std::partial_ordering::unordered;
+#else
+    return l_index < order.size() && r_index < order.size() && order[l_index] < order[r_index];
+#endif
+}
+
+// GCC selects the built-in operator< over an operator rewritten from
+// a user-defined spaceship operator
+// Clang, MSVC, and ICC select the rewritten candidate
+// (see GCC bug https://gcc.gnu.org/bugzilla/show_bug.cgi?id=105200)
+#if JSON_HAS_THREE_WAY_COMPARISON && defined(__GNUC__)
+inline bool operator<(const value_t lhs, const value_t rhs) noexcept
+{
+    return std::is_lt(lhs <=> rhs); // *NOPAD*
+}
+#endif
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/string_escape.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+/*!
+@brief replace all occurrences of a substring by another string
+
+@param[in,out] s  the string to manipulate; changed so that all
+               occurrences of @a f are replaced with @a t
+@param[in]     f  the substring to replace with @a t
+@param[in]     t  the string to replace @a f
+
+@pre The search string @a f must not be empty. **This precondition is
+enforced with an assertion.**
+
+@since version 2.0.0
+*/
+template<typename StringType>
+inline void replace_substring(StringType& s, const StringType& f,
+                              const StringType& t)
+{
+    JSON_ASSERT(!f.empty());
+    for (auto pos = s.find(f);                // find first occurrence of f
+            pos != StringType::npos;          // make sure f was found
+            s.replace(pos, f.size(), t),      // replace with t, and
+            pos = s.find(f, pos + t.size()))  // find next occurrence of f
+    {}
+}
+
+/*!
+ * @brief string escaping as described in RFC 6901 (Sect. 4)
+ * @param[in] s string to escape
+ * @return    escaped string
+ *
+ * Note the order of escaping "~" to "~0" and "/" to "~1" is important.
+ */
+template<typename StringType>
+inline StringType escape(StringType s)
+{
+    replace_substring(s, StringType{"~"}, StringType{"~0"});
+    replace_substring(s, StringType{"/"}, StringType{"~1"});
+    return s;
+}
+
+/*!
+ * @brief string unescaping as described in RFC 6901 (Sect. 4)
+ * @param[in] s string to unescape
+ * @return    unescaped string
+ *
+ * Note the order of escaping "~1" to "/" and "~0" to "~" is important.
+ */
+template<typename StringType>
+static void unescape(StringType& s)
+{
+    replace_substring(s, StringType{"~1"}, StringType{"/"});
+    replace_substring(s, StringType{"~0"}, StringType{"~"});
+}
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/input/position_t.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstddef> // size_t
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+/// struct to capture the start position of the current token
+struct position_t
+{
+    /// the total number of characters read
+    std::size_t chars_read_total = 0;
+    /// the number of characters read in the current line
+    std::size_t chars_read_current_line = 0;
+    /// the number of lines read
+    std::size_t lines_read = 0;
+
+    /// conversion to size_t to preserve SAX interface
+    constexpr operator size_t() const
+    {
+        return chars_read_total;
+    }
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/cpp_future.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-FileCopyrightText: 2018 The Abseil Authors
+// SPDX-License-Identifier: MIT
+
+
+
+#include <array> // array
+#include <cstddef> // size_t
+#include <type_traits> // conditional, enable_if, false_type, integral_constant, is_constructible, is_integral, is_same, remove_cv, remove_reference, true_type
+#include <utility> // index_sequence, make_index_sequence, index_sequence_for
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+template<typename T>
+using uncvref_t = typename std::remove_cv<typename std::remove_reference<T>::type>::type;
+
+#ifdef JSON_HAS_CPP_14
+
+// the following utilities are natively available in C++14
+using std::enable_if_t;
+using std::index_sequence;
+using std::make_index_sequence;
+using std::index_sequence_for;
+
+#else
+
+// alias templates to reduce boilerplate
+template<bool B, typename T = void>
+using enable_if_t = typename std::enable_if<B, T>::type;
+
+// The following code is taken from https://github.com/abseil/abseil-cpp/blob/10cb35e459f5ecca5b2ff107635da0bfa41011b4/absl/utility/utility.h
+// which is part of Google Abseil (https://github.com/abseil/abseil-cpp), licensed under the Apache License 2.0.
+
+//// START OF CODE FROM GOOGLE ABSEIL
+
+// integer_sequence
+//
+// Class template representing a compile-time integer sequence. An instantiation
+// of `integer_sequence<T, Ints...>` has a sequence of integers encoded in its
+// type through its template arguments (which is a common need when
+// working with C++11 variadic templates). `absl::integer_sequence` is designed
+// to be a drop-in replacement for C++14's `std::integer_sequence`.
+//
+// Example:
+//
+//   template< class T, T... Ints >
+//   void user_function(integer_sequence<T, Ints...>);
+//
+//   int main()
+//   {
+//     // user_function's `T` will be deduced to `int` and `Ints...`
+//     // will be deduced to `0, 1, 2, 3, 4`.
+//     user_function(make_integer_sequence<int, 5>());
+//   }
+template <typename T, T... Ints>
+struct integer_sequence
+{
+    using value_type = T;
+    static constexpr std::size_t size() noexcept
+    {
+        return sizeof...(Ints);
+    }
+};
+
+// index_sequence
+//
+// A helper template for an `integer_sequence` of `size_t`,
+// `absl::index_sequence` is designed to be a drop-in replacement for C++14's
+// `std::index_sequence`.
+template <size_t... Ints>
+using index_sequence = integer_sequence<size_t, Ints...>;
+
+namespace utility_internal
+{
+
+template <typename Seq, size_t SeqSize, size_t Rem>
+struct Extend;
+
+// Note that SeqSize == sizeof...(Ints). It's passed explicitly for efficiency.
+template <typename T, T... Ints, size_t SeqSize>
+struct Extend<integer_sequence<T, Ints...>, SeqSize, 0>
+{
+    using type = integer_sequence < T, Ints..., (Ints + SeqSize)... >;
+};
+
+template <typename T, T... Ints, size_t SeqSize>
+struct Extend<integer_sequence<T, Ints...>, SeqSize, 1>
+{
+    using type = integer_sequence < T, Ints..., (Ints + SeqSize)..., 2 * SeqSize >;
+};
+
+// Recursion helper for 'make_integer_sequence<T, N>'.
+// 'Gen<T, N>::type' is an alias for 'integer_sequence<T, 0, 1, ... N-1>'.
+template <typename T, size_t N>
+struct Gen
+{
+    using type =
+        typename Extend < typename Gen < T, N / 2 >::type, N / 2, N % 2 >::type;
+};
+
+template <typename T>
+struct Gen<T, 0>
+{
+    using type = integer_sequence<T>;
+};
+
+}  // namespace utility_internal
+
+// Compile-time sequences of integers
+
+// make_integer_sequence
+//
+// This template alias is equivalent to
+// `integer_sequence<int, 0, 1, ..., N-1>`, and is designed to be a drop-in
+// replacement for C++14's `std::make_integer_sequence`.
+template <typename T, T N>
+using make_integer_sequence = typename utility_internal::Gen<T, N>::type;
+
+// make_index_sequence
+//
+// This template alias is equivalent to `index_sequence<0, 1, ..., N-1>`,
+// and is designed to be a drop-in replacement for C++14's
+// `std::make_index_sequence`.
+template <size_t N>
+using make_index_sequence = make_integer_sequence<size_t, N>;
+
+// index_sequence_for
+//
+// Converts a typename pack into an index sequence of the same length, and
+// is designed to be a drop-in replacement for C++14's
+// `std::index_sequence_for()`
+template <typename... Ts>
+using index_sequence_for = make_index_sequence<sizeof...(Ts)>;
+
+//// END OF CODE FROM GOOGLE ABSEIL
+
+#endif
+
+// dispatch utility (taken from ranges-v3)
+template<unsigned N> struct priority_tag : priority_tag < N - 1 > {};
+template<> struct priority_tag<0> {};
+
+// taken from ranges-v3
+template<typename T>
+struct static_const
+{
+    static JSON_INLINE_VARIABLE constexpr T value{};
+};
+
+#ifndef JSON_HAS_CPP_17
+    template<typename T>
+    constexpr T static_const<T>::value;
+#endif
+
+template<typename T, typename... Args>
+inline constexpr std::array<T, sizeof...(Args)> make_array(Args&& ... args)
+{
+    return std::array<T, sizeof...(Args)> {{static_cast<T>(std::forward<Args>(args))...}};
+}
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <limits> // numeric_limits
+#include <type_traits> // false_type, is_constructible, is_integral, is_same, true_type
+#include <utility> // declval
+#include <tuple> // tuple
+#include <string> // char_traits
+
+// #include <nlohmann/detail/iterators/iterator_traits.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <iterator> // random_access_iterator_tag
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+// #include <nlohmann/detail/meta/void_t.hpp>
+
+// #include <nlohmann/detail/meta/cpp_future.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+template<typename It, typename = void>
+struct iterator_types {};
+
+template<typename It>
+struct iterator_types <
+    It,
+    void_t<typename It::difference_type, typename It::value_type, typename It::pointer,
+    typename It::reference, typename It::iterator_category >>
+{
+    using difference_type = typename It::difference_type;
+    using value_type = typename It::value_type;
+    using pointer = typename It::pointer;
+    using reference = typename It::reference;
+    using iterator_category = typename It::iterator_category;
+};
+
+// This is required as some compilers implement std::iterator_traits in a way that
+// doesn't work with SFINAE. See https://github.com/nlohmann/json/issues/1341.
+template<typename T, typename = void>
+struct iterator_traits
+{
+};
+
+template<typename T>
+struct iterator_traits < T, enable_if_t < !std::is_pointer<T>::value >>
+            : iterator_types<T>
+{
+};
+
+template<typename T>
+struct iterator_traits<T*, enable_if_t<std::is_object<T>::value>>
+{
+    using iterator_category = std::random_access_iterator_tag;
+    using value_type = T;
+    using difference_type = ptrdiff_t;
+    using pointer = T*;
+    using reference = T&;
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/call_std/begin.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+
+NLOHMANN_CAN_CALL_STD_FUNC_IMPL(begin);
+
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/meta/call_std/end.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+
+NLOHMANN_CAN_CALL_STD_FUNC_IMPL(end);
+
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/meta/cpp_future.hpp>
+
+// #include <nlohmann/detail/meta/detected.hpp>
+
+// #include <nlohmann/json_fwd.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+#ifndef INCLUDE_NLOHMANN_JSON_FWD_HPP_
+    #define INCLUDE_NLOHMANN_JSON_FWD_HPP_
+
+    #include <cstdint> // int64_t, uint64_t
+    #include <map> // map
+    #include <memory> // allocator
+    #include <string> // string
+    #include <vector> // vector
+
+    // #include <nlohmann/detail/abi_macros.hpp>
+
+
+    /*!
+    @brief namespace for Niels Lohmann
+    @see https://github.com/nlohmann
+    @since version 1.0.0
+    */
+    NLOHMANN_JSON_NAMESPACE_BEGIN
+
+    /*!
+    @brief default JSONSerializer template argument
+
+    This serializer ignores the template arguments and uses ADL
+    ([argument-dependent lookup](https://en.cppreference.com/w/cpp/language/adl))
+    for serialization.
+    */
+    template<typename T = void, typename SFINAE = void>
+    struct adl_serializer;
+
+    /// a class to store JSON values
+    /// @sa https://json.nlohmann.me/api/basic_json/
+    template<template<typename U, typename V, typename... Args> class ObjectType =
+    std::map,
+    template<typename U, typename... Args> class ArrayType = std::vector,
+    class StringType = std::string, class BooleanType = bool,
+    class NumberIntegerType = std::int64_t,
+    class NumberUnsignedType = std::uint64_t,
+    class NumberFloatType = double,
+    template<typename U> class AllocatorType = std::allocator,
+    template<typename T, typename SFINAE = void> class JSONSerializer =
+    adl_serializer,
+    class BinaryType = std::vector<std::uint8_t>, // cppcheck-suppress syntaxError
+    class CustomBaseClass = void>
+    class basic_json;
+
+    /// @brief JSON Pointer defines a string syntax for identifying a specific value within a JSON document
+    /// @sa https://json.nlohmann.me/api/json_pointer/
+    template<typename RefStringType>
+    class json_pointer;
+
+    /*!
+    @brief default specialization
+    @sa https://json.nlohmann.me/api/json/
+    */
+    using json = basic_json<>;
+
+    /// @brief a minimal map-like container that preserves insertion order
+    /// @sa https://json.nlohmann.me/api/ordered_map/
+    template<class Key, class T, class IgnoredLess, class Allocator>
+    struct ordered_map;
+
+    /// @brief specialization that maintains the insertion order of object keys
+    /// @sa https://json.nlohmann.me/api/ordered_json/
+    using ordered_json = basic_json<nlohmann::ordered_map>;
+
+    NLOHMANN_JSON_NAMESPACE_END
+
+#endif  // INCLUDE_NLOHMANN_JSON_FWD_HPP_
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+/*!
+@brief detail namespace with internal helper functions
+
+This namespace collects functions that should not be exposed,
+implementations of some @ref basic_json methods, and meta-programming helpers.
+
+@since version 2.1.0
+*/
+namespace detail
+{
+
+/////////////
+// helpers //
+/////////////
+
+// Note to maintainers:
+//
+// Every trait in this file expects a non CV-qualified type.
+// The only exceptions are in the 'aliases for detected' section
+// (i.e. those of the form: decltype(T::member_function(std::declval<T>())))
+//
+// In this case, T has to be properly CV-qualified to constraint the function arguments
+// (e.g. to_json(BasicJsonType&, const T&))
+
+template<typename> struct is_basic_json : std::false_type {};
+
+NLOHMANN_BASIC_JSON_TPL_DECLARATION
+struct is_basic_json<NLOHMANN_BASIC_JSON_TPL> : std::true_type {};
+
+// used by exceptions create() member functions
+// true_type for pointer to possibly cv-qualified basic_json or std::nullptr_t
+// false_type otherwise
+template<typename BasicJsonContext>
+struct is_basic_json_context :
+    std::integral_constant < bool,
+    is_basic_json<typename std::remove_cv<typename std::remove_pointer<BasicJsonContext>::type>::type>::value
+    || std::is_same<BasicJsonContext, std::nullptr_t>::value >
+{};
+
+//////////////////////
+// json_ref helpers //
+//////////////////////
+
+template<typename>
+class json_ref;
+
+template<typename>
+struct is_json_ref : std::false_type {};
+
+template<typename T>
+struct is_json_ref<json_ref<T>> : std::true_type {};
+
+//////////////////////////
+// aliases for detected //
+//////////////////////////
+
+template<typename T>
+using mapped_type_t = typename T::mapped_type;
+
+template<typename T>
+using key_type_t = typename T::key_type;
+
+template<typename T>
+using value_type_t = typename T::value_type;
+
+template<typename T>
+using difference_type_t = typename T::difference_type;
+
+template<typename T>
+using pointer_t = typename T::pointer;
+
+template<typename T>
+using reference_t = typename T::reference;
+
+template<typename T>
+using iterator_category_t = typename T::iterator_category;
+
+template<typename T, typename... Args>
+using to_json_function = decltype(T::to_json(std::declval<Args>()...));
+
+template<typename T, typename... Args>
+using from_json_function = decltype(T::from_json(std::declval<Args>()...));
+
+template<typename T, typename U>
+using get_template_function = decltype(std::declval<T>().template get<U>());
+
+// trait checking if JSONSerializer<T>::from_json(json const&, udt&) exists
+template<typename BasicJsonType, typename T, typename = void>
+struct has_from_json : std::false_type {};
+
+// trait checking if j.get<T> is valid
+// use this trait instead of std::is_constructible or std::is_convertible,
+// both rely on, or make use of implicit conversions, and thus fail when T
+// has several constructors/operator= (see https://github.com/nlohmann/json/issues/958)
+template <typename BasicJsonType, typename T>
+struct is_getable
+{
+    static constexpr bool value = is_detected<get_template_function, const BasicJsonType&, T>::value;
+};
+
+template<typename BasicJsonType, typename T>
+struct has_from_json < BasicJsonType, T, enable_if_t < !is_basic_json<T>::value >>
+{
+    using serializer = typename BasicJsonType::template json_serializer<T, void>;
+
+    static constexpr bool value =
+        is_detected_exact<void, from_json_function, serializer,
+        const BasicJsonType&, T&>::value;
+};
+
+// This trait checks if JSONSerializer<T>::from_json(json const&) exists
+// this overload is used for non-default-constructible user-defined-types
+template<typename BasicJsonType, typename T, typename = void>
+struct has_non_default_from_json : std::false_type {};
+
+template<typename BasicJsonType, typename T>
+struct has_non_default_from_json < BasicJsonType, T, enable_if_t < !is_basic_json<T>::value >>
+{
+    using serializer = typename BasicJsonType::template json_serializer<T, void>;
+
+    static constexpr bool value =
+        is_detected_exact<T, from_json_function, serializer,
+        const BasicJsonType&>::value;
+};
+
+// This trait checks if BasicJsonType::json_serializer<T>::to_json exists
+// Do not evaluate the trait when T is a basic_json type, to avoid template instantiation infinite recursion.
+template<typename BasicJsonType, typename T, typename = void>
+struct has_to_json : std::false_type {};
+
+template<typename BasicJsonType, typename T>
+struct has_to_json < BasicJsonType, T, enable_if_t < !is_basic_json<T>::value >>
+{
+    using serializer = typename BasicJsonType::template json_serializer<T, void>;
+
+    static constexpr bool value =
+        is_detected_exact<void, to_json_function, serializer, BasicJsonType&,
+        T>::value;
+};
+
+template<typename T>
+using detect_key_compare = typename T::key_compare;
+
+template<typename T>
+struct has_key_compare : std::integral_constant<bool, is_detected<detect_key_compare, T>::value> {};
+
+// obtains the actual object key comparator
+template<typename BasicJsonType>
+struct actual_object_comparator
+{
+    using object_t = typename BasicJsonType::object_t;
+    using object_comparator_t = typename BasicJsonType::default_object_comparator_t;
+    using type = typename std::conditional < has_key_compare<object_t>::value,
+          typename object_t::key_compare, object_comparator_t>::type;
+};
+
+template<typename BasicJsonType>
+using actual_object_comparator_t = typename actual_object_comparator<BasicJsonType>::type;
+
+/////////////////
+// char_traits //
+/////////////////
+
+// Primary template of char_traits calls std char_traits
+template<typename T>
+struct char_traits : std::char_traits<T>
+{};
+
+// Explicitly define char traits for unsigned char since it is not standard
+template<>
+struct char_traits<unsigned char> : std::char_traits<char>
+{
+    using char_type = unsigned char;
+    using int_type = uint64_t;
+
+    // Redefine to_int_type function
+    static int_type to_int_type(char_type c) noexcept
+    {
+        return static_cast<int_type>(c);
+    }
+
+    static char_type to_char_type(int_type i) noexcept
+    {
+        return static_cast<char_type>(i);
+    }
+
+    static constexpr int_type eof() noexcept
+    {
+        return static_cast<int_type>(EOF);
+    }
+};
+
+// Explicitly define char traits for signed char since it is not standard
+template<>
+struct char_traits<signed char> : std::char_traits<char>
+{
+    using char_type = signed char;
+    using int_type = uint64_t;
+
+    // Redefine to_int_type function
+    static int_type to_int_type(char_type c) noexcept
+    {
+        return static_cast<int_type>(c);
+    }
+
+    static char_type to_char_type(int_type i) noexcept
+    {
+        return static_cast<char_type>(i);
+    }
+
+    static constexpr int_type eof() noexcept
+    {
+        return static_cast<int_type>(EOF);
+    }
+};
+
+///////////////////
+// is_ functions //
+///////////////////
+
+// https://en.cppreference.com/w/cpp/types/conjunction
+template<class...> struct conjunction : std::true_type { };
+template<class B> struct conjunction<B> : B { };
+template<class B, class... Bn>
+struct conjunction<B, Bn...>
+: std::conditional<static_cast<bool>(B::value), conjunction<Bn...>, B>::type {};
+
+// https://en.cppreference.com/w/cpp/types/negation
+template<class B> struct negation : std::integral_constant < bool, !B::value > { };
+
+// Reimplementation of is_constructible and is_default_constructible, due to them being broken for
+// std::pair and std::tuple until LWG 2367 fix (see https://cplusplus.github.io/LWG/lwg-defects.html#2367).
+// This causes compile errors in e.g. clang 3.5 or gcc 4.9.
+template <typename T>
+struct is_default_constructible : std::is_default_constructible<T> {};
+
+template <typename T1, typename T2>
+struct is_default_constructible<std::pair<T1, T2>>
+            : conjunction<is_default_constructible<T1>, is_default_constructible<T2>> {};
+
+template <typename T1, typename T2>
+struct is_default_constructible<const std::pair<T1, T2>>
+            : conjunction<is_default_constructible<T1>, is_default_constructible<T2>> {};
+
+template <typename... Ts>
+struct is_default_constructible<std::tuple<Ts...>>
+            : conjunction<is_default_constructible<Ts>...> {};
+
+template <typename... Ts>
+struct is_default_constructible<const std::tuple<Ts...>>
+            : conjunction<is_default_constructible<Ts>...> {};
+
+template <typename T, typename... Args>
+struct is_constructible : std::is_constructible<T, Args...> {};
+
+template <typename T1, typename T2>
+struct is_constructible<std::pair<T1, T2>> : is_default_constructible<std::pair<T1, T2>> {};
+
+template <typename T1, typename T2>
+struct is_constructible<const std::pair<T1, T2>> : is_default_constructible<const std::pair<T1, T2>> {};
+
+template <typename... Ts>
+struct is_constructible<std::tuple<Ts...>> : is_default_constructible<std::tuple<Ts...>> {};
+
+template <typename... Ts>
+struct is_constructible<const std::tuple<Ts...>> : is_default_constructible<const std::tuple<Ts...>> {};
+
+template<typename T, typename = void>
+struct is_iterator_traits : std::false_type {};
+
+template<typename T>
+struct is_iterator_traits<iterator_traits<T>>
+{
+  private:
+    using traits = iterator_traits<T>;
+
+  public:
+    static constexpr auto value =
+        is_detected<value_type_t, traits>::value &&
+        is_detected<difference_type_t, traits>::value &&
+        is_detected<pointer_t, traits>::value &&
+        is_detected<iterator_category_t, traits>::value &&
+        is_detected<reference_t, traits>::value;
+};
+
+template<typename T>
+struct is_range
+{
+  private:
+    using t_ref = typename std::add_lvalue_reference<T>::type;
+
+    using iterator = detected_t<result_of_begin, t_ref>;
+    using sentinel = detected_t<result_of_end, t_ref>;
+
+    // to be 100% correct, it should use https://en.cppreference.com/w/cpp/iterator/input_or_output_iterator
+    // and https://en.cppreference.com/w/cpp/iterator/sentinel_for
+    // but reimplementing these would be too much work, as a lot of other concepts are used underneath
+    static constexpr auto is_iterator_begin =
+        is_iterator_traits<iterator_traits<iterator>>::value;
+
+  public:
+    static constexpr bool value = !std::is_same<iterator, nonesuch>::value && !std::is_same<sentinel, nonesuch>::value && is_iterator_begin;
+};
+
+template<typename R>
+using iterator_t = enable_if_t<is_range<R>::value, result_of_begin<decltype(std::declval<R&>())>>;
+
+template<typename T>
+using range_value_t = value_type_t<iterator_traits<iterator_t<T>>>;
+
+// The following implementation of is_complete_type is taken from
+// https://blogs.msdn.microsoft.com/vcblog/2015/12/02/partial-support-for-expression-sfinae-in-vs-2015-update-1/
+// and is written by Xiang Fan who agreed to using it in this library.
+
+template<typename T, typename = void>
+struct is_complete_type : std::false_type {};
+
+template<typename T>
+struct is_complete_type<T, decltype(void(sizeof(T)))> : std::true_type {};
+
+template<typename BasicJsonType, typename CompatibleObjectType,
+         typename = void>
+struct is_compatible_object_type_impl : std::false_type {};
+
+template<typename BasicJsonType, typename CompatibleObjectType>
+struct is_compatible_object_type_impl <
+    BasicJsonType, CompatibleObjectType,
+    enable_if_t < is_detected<mapped_type_t, CompatibleObjectType>::value&&
+    is_detected<key_type_t, CompatibleObjectType>::value >>
+{
+    using object_t = typename BasicJsonType::object_t;
+
+    // macOS's is_constructible does not play well with nonesuch...
+    static constexpr bool value =
+        is_constructible<typename object_t::key_type,
+        typename CompatibleObjectType::key_type>::value &&
+        is_constructible<typename object_t::mapped_type,
+        typename CompatibleObjectType::mapped_type>::value;
+};
+
+template<typename BasicJsonType, typename CompatibleObjectType>
+struct is_compatible_object_type
+    : is_compatible_object_type_impl<BasicJsonType, CompatibleObjectType> {};
+
+template<typename BasicJsonType, typename ConstructibleObjectType,
+         typename = void>
+struct is_constructible_object_type_impl : std::false_type {};
+
+template<typename BasicJsonType, typename ConstructibleObjectType>
+struct is_constructible_object_type_impl <
+    BasicJsonType, ConstructibleObjectType,
+    enable_if_t < is_detected<mapped_type_t, ConstructibleObjectType>::value&&
+    is_detected<key_type_t, ConstructibleObjectType>::value >>
+{
+    using object_t = typename BasicJsonType::object_t;
+
+    static constexpr bool value =
+        (is_default_constructible<ConstructibleObjectType>::value &&
+         (std::is_move_assignable<ConstructibleObjectType>::value ||
+          std::is_copy_assignable<ConstructibleObjectType>::value) &&
+         (is_constructible<typename ConstructibleObjectType::key_type,
+          typename object_t::key_type>::value &&
+          std::is_same <
+          typename object_t::mapped_type,
+          typename ConstructibleObjectType::mapped_type >::value)) ||
+        (has_from_json<BasicJsonType,
+         typename ConstructibleObjectType::mapped_type>::value ||
+         has_non_default_from_json <
+         BasicJsonType,
+         typename ConstructibleObjectType::mapped_type >::value);
+};
+
+template<typename BasicJsonType, typename ConstructibleObjectType>
+struct is_constructible_object_type
+    : is_constructible_object_type_impl<BasicJsonType,
+      ConstructibleObjectType> {};
+
+template<typename BasicJsonType, typename CompatibleStringType>
+struct is_compatible_string_type
+{
+    static constexpr auto value =
+        is_constructible<typename BasicJsonType::string_t, CompatibleStringType>::value;
+};
+
+template<typename BasicJsonType, typename ConstructibleStringType>
+struct is_constructible_string_type
+{
+    // launder type through decltype() to fix compilation failure on ICPC
+#ifdef __INTEL_COMPILER
+    using laundered_type = decltype(std::declval<ConstructibleStringType>());
+#else
+    using laundered_type = ConstructibleStringType;
+#endif
+
+    static constexpr auto value =
+        conjunction <
+        is_constructible<laundered_type, typename BasicJsonType::string_t>,
+        is_detected_exact<typename BasicJsonType::string_t::value_type,
+        value_type_t, laundered_type >>::value;
+};
+
+template<typename BasicJsonType, typename CompatibleArrayType, typename = void>
+struct is_compatible_array_type_impl : std::false_type {};
+
+template<typename BasicJsonType, typename CompatibleArrayType>
+struct is_compatible_array_type_impl <
+    BasicJsonType, CompatibleArrayType,
+    enable_if_t <
+    is_detected<iterator_t, CompatibleArrayType>::value&&
+    is_iterator_traits<iterator_traits<detected_t<iterator_t, CompatibleArrayType>>>::value&&
+// special case for types like std::filesystem::path whose iterator's value_type are themselves
+// c.f. https://github.com/nlohmann/json/pull/3073
+    !std::is_same<CompatibleArrayType, detected_t<range_value_t, CompatibleArrayType>>::value >>
+{
+    static constexpr bool value =
+        is_constructible<BasicJsonType,
+        range_value_t<CompatibleArrayType>>::value;
+};
+
+template<typename BasicJsonType, typename CompatibleArrayType>
+struct is_compatible_array_type
+    : is_compatible_array_type_impl<BasicJsonType, CompatibleArrayType> {};
+
+template<typename BasicJsonType, typename ConstructibleArrayType, typename = void>
+struct is_constructible_array_type_impl : std::false_type {};
+
+template<typename BasicJsonType, typename ConstructibleArrayType>
+struct is_constructible_array_type_impl <
+    BasicJsonType, ConstructibleArrayType,
+    enable_if_t<std::is_same<ConstructibleArrayType,
+    typename BasicJsonType::value_type>::value >>
+            : std::true_type {};
+
+template<typename BasicJsonType, typename ConstructibleArrayType>
+struct is_constructible_array_type_impl <
+    BasicJsonType, ConstructibleArrayType,
+    enable_if_t < !std::is_same<ConstructibleArrayType,
+    typename BasicJsonType::value_type>::value&&
+    !is_compatible_string_type<BasicJsonType, ConstructibleArrayType>::value&&
+    is_default_constructible<ConstructibleArrayType>::value&&
+(std::is_move_assignable<ConstructibleArrayType>::value ||
+ std::is_copy_assignable<ConstructibleArrayType>::value)&&
+is_detected<iterator_t, ConstructibleArrayType>::value&&
+is_iterator_traits<iterator_traits<detected_t<iterator_t, ConstructibleArrayType>>>::value&&
+is_detected<range_value_t, ConstructibleArrayType>::value&&
+// special case for types like std::filesystem::path whose iterator's value_type are themselves
+// c.f. https://github.com/nlohmann/json/pull/3073
+!std::is_same<ConstructibleArrayType, detected_t<range_value_t, ConstructibleArrayType>>::value&&
+        is_complete_type <
+        detected_t<range_value_t, ConstructibleArrayType >>::value >>
+{
+    using value_type = range_value_t<ConstructibleArrayType>;
+
+    static constexpr bool value =
+        std::is_same<value_type,
+        typename BasicJsonType::array_t::value_type>::value ||
+        has_from_json<BasicJsonType,
+        value_type>::value ||
+        has_non_default_from_json <
+        BasicJsonType,
+        value_type >::value;
+};
+
+template<typename BasicJsonType, typename ConstructibleArrayType>
+struct is_constructible_array_type
+    : is_constructible_array_type_impl<BasicJsonType, ConstructibleArrayType> {};
+
+template<typename RealIntegerType, typename CompatibleNumberIntegerType,
+         typename = void>
+struct is_compatible_integer_type_impl : std::false_type {};
+
+template<typename RealIntegerType, typename CompatibleNumberIntegerType>
+struct is_compatible_integer_type_impl <
+    RealIntegerType, CompatibleNumberIntegerType,
+    enable_if_t < std::is_integral<RealIntegerType>::value&&
+    std::is_integral<CompatibleNumberIntegerType>::value&&
+    !std::is_same<bool, CompatibleNumberIntegerType>::value >>
+{
+    // is there an assert somewhere on overflows?
+    using RealLimits = std::numeric_limits<RealIntegerType>;
+    using CompatibleLimits = std::numeric_limits<CompatibleNumberIntegerType>;
+
+    static constexpr auto value =
+        is_constructible<RealIntegerType,
+        CompatibleNumberIntegerType>::value &&
+        CompatibleLimits::is_integer &&
+        RealLimits::is_signed == CompatibleLimits::is_signed;
+};
+
+template<typename RealIntegerType, typename CompatibleNumberIntegerType>
+struct is_compatible_integer_type
+    : is_compatible_integer_type_impl<RealIntegerType,
+      CompatibleNumberIntegerType> {};
+
+template<typename BasicJsonType, typename CompatibleType, typename = void>
+struct is_compatible_type_impl: std::false_type {};
+
+template<typename BasicJsonType, typename CompatibleType>
+struct is_compatible_type_impl <
+    BasicJsonType, CompatibleType,
+    enable_if_t<is_complete_type<CompatibleType>::value >>
+{
+    static constexpr bool value =
+        has_to_json<BasicJsonType, CompatibleType>::value;
+};
+
+template<typename BasicJsonType, typename CompatibleType>
+struct is_compatible_type
+    : is_compatible_type_impl<BasicJsonType, CompatibleType> {};
+
+template<typename T1, typename T2>
+struct is_constructible_tuple : std::false_type {};
+
+template<typename T1, typename... Args>
+struct is_constructible_tuple<T1, std::tuple<Args...>> : conjunction<is_constructible<T1, Args>...> {};
+
+template<typename BasicJsonType, typename T>
+struct is_json_iterator_of : std::false_type {};
+
+template<typename BasicJsonType>
+struct is_json_iterator_of<BasicJsonType, typename BasicJsonType::iterator> : std::true_type {};
+
+template<typename BasicJsonType>
+struct is_json_iterator_of<BasicJsonType, typename BasicJsonType::const_iterator> : std::true_type
+{};
+
+// checks if a given type T is a template specialization of Primary
+template<template <typename...> class Primary, typename T>
+struct is_specialization_of : std::false_type {};
+
+template<template <typename...> class Primary, typename... Args>
+struct is_specialization_of<Primary, Primary<Args...>> : std::true_type {};
+
+template<typename T>
+using is_json_pointer = is_specialization_of<::nlohmann::json_pointer, uncvref_t<T>>;
+
+// checks if A and B are comparable using Compare functor
+template<typename Compare, typename A, typename B, typename = void>
+struct is_comparable : std::false_type {};
+
+template<typename Compare, typename A, typename B>
+struct is_comparable<Compare, A, B, void_t<
+decltype(std::declval<Compare>()(std::declval<A>(), std::declval<B>())),
+decltype(std::declval<Compare>()(std::declval<B>(), std::declval<A>()))
+>> : std::true_type {};
+
+template<typename T>
+using detect_is_transparent = typename T::is_transparent;
+
+// type trait to check if KeyType can be used as object key (without a BasicJsonType)
+// see is_usable_as_basic_json_key_type below
+template<typename Comparator, typename ObjectKeyType, typename KeyTypeCVRef, bool RequireTransparentComparator = true,
+         bool ExcludeObjectKeyType = RequireTransparentComparator, typename KeyType = uncvref_t<KeyTypeCVRef>>
+using is_usable_as_key_type = typename std::conditional <
+                              is_comparable<Comparator, ObjectKeyType, KeyTypeCVRef>::value
+                              && !(ExcludeObjectKeyType && std::is_same<KeyType,
+                                   ObjectKeyType>::value)
+                              && (!RequireTransparentComparator
+                                  || is_detected <detect_is_transparent, Comparator>::value)
+                              && !is_json_pointer<KeyType>::value,
+                              std::true_type,
+                              std::false_type >::type;
+
+// type trait to check if KeyType can be used as object key
+// true if:
+//   - KeyType is comparable with BasicJsonType::object_t::key_type
+//   - if ExcludeObjectKeyType is true, KeyType is not BasicJsonType::object_t::key_type
+//   - the comparator is transparent or RequireTransparentComparator is false
+//   - KeyType is not a JSON iterator or json_pointer
+template<typename BasicJsonType, typename KeyTypeCVRef, bool RequireTransparentComparator = true,
+         bool ExcludeObjectKeyType = RequireTransparentComparator, typename KeyType = uncvref_t<KeyTypeCVRef>>
+using is_usable_as_basic_json_key_type = typename std::conditional <
+        is_usable_as_key_type<typename BasicJsonType::object_comparator_t,
+        typename BasicJsonType::object_t::key_type, KeyTypeCVRef,
+        RequireTransparentComparator, ExcludeObjectKeyType>::value
+        && !is_json_iterator_of<BasicJsonType, KeyType>::value,
+        std::true_type,
+        std::false_type >::type;
+
+template<typename ObjectType, typename KeyType>
+using detect_erase_with_key_type = decltype(std::declval<ObjectType&>().erase(std::declval<KeyType>()));
+
+// type trait to check if object_t has an erase() member functions accepting KeyType
+template<typename BasicJsonType, typename KeyType>
+using has_erase_with_key_type = typename std::conditional <
+                                is_detected <
+                                detect_erase_with_key_type,
+                                typename BasicJsonType::object_t, KeyType >::value,
+                                std::true_type,
+                                std::false_type >::type;
+
+// a naive helper to check if a type is an ordered_map (exploits the fact that
+// ordered_map inherits capacity() from std::vector)
+template <typename T>
+struct is_ordered_map
+{
+    using one = char;
+
+    struct two
+    {
+        char x[2]; // NOLINT(cppcoreguidelines-avoid-c-arrays,hicpp-avoid-c-arrays,modernize-avoid-c-arrays)
+    };
+
+    template <typename C> static one test( decltype(&C::capacity) ) ;
+    template <typename C> static two test(...);
+
+    enum { value = sizeof(test<T>(nullptr)) == sizeof(char) }; // NOLINT(cppcoreguidelines-pro-type-vararg,hicpp-vararg)
+};
+
+// to avoid useless casts (see https://github.com/nlohmann/json/issues/2893#issuecomment-889152324)
+template < typename T, typename U, enable_if_t < !std::is_same<T, U>::value, int > = 0 >
+T conditional_static_cast(U value)
+{
+    return static_cast<T>(value);
+}
+
+template<typename T, typename U, enable_if_t<std::is_same<T, U>::value, int> = 0>
+T conditional_static_cast(U value)
+{
+    return value;
+}
+
+template<typename... Types>
+using all_integral = conjunction<std::is_integral<Types>...>;
+
+template<typename... Types>
+using all_signed = conjunction<std::is_signed<Types>...>;
+
+template<typename... Types>
+using all_unsigned = conjunction<std::is_unsigned<Types>...>;
+
+// there's a disjunction trait in another PR; replace when merged
+template<typename... Types>
+using same_sign = std::integral_constant < bool,
+      all_signed<Types...>::value || all_unsigned<Types...>::value >;
+
+template<typename OfType, typename T>
+using never_out_of_range = std::integral_constant < bool,
+      (std::is_signed<OfType>::value && (sizeof(T) < sizeof(OfType)))
+      || (same_sign<OfType, T>::value && sizeof(OfType) == sizeof(T)) >;
+
+template<typename OfType, typename T,
+         bool OfTypeSigned = std::is_signed<OfType>::value,
+         bool TSigned = std::is_signed<T>::value>
+struct value_in_range_of_impl2;
+
+template<typename OfType, typename T>
+struct value_in_range_of_impl2<OfType, T, false, false>
+{
+    static constexpr bool test(T val)
+    {
+        using CommonType = typename std::common_type<OfType, T>::type;
+        return static_cast<CommonType>(val) <= static_cast<CommonType>((std::numeric_limits<OfType>::max)());
+    }
+};
+
+template<typename OfType, typename T>
+struct value_in_range_of_impl2<OfType, T, true, false>
+{
+    static constexpr bool test(T val)
+    {
+        using CommonType = typename std::common_type<OfType, T>::type;
+        return static_cast<CommonType>(val) <= static_cast<CommonType>((std::numeric_limits<OfType>::max)());
+    }
+};
+
+template<typename OfType, typename T>
+struct value_in_range_of_impl2<OfType, T, false, true>
+{
+    static constexpr bool test(T val)
+    {
+        using CommonType = typename std::common_type<OfType, T>::type;
+        return val >= 0 && static_cast<CommonType>(val) <= static_cast<CommonType>((std::numeric_limits<OfType>::max)());
+    }
+};
+
+template<typename OfType, typename T>
+struct value_in_range_of_impl2<OfType, T, true, true>
+{
+    static constexpr bool test(T val)
+    {
+        using CommonType = typename std::common_type<OfType, T>::type;
+        return static_cast<CommonType>(val) >= static_cast<CommonType>((std::numeric_limits<OfType>::min)())
+               && static_cast<CommonType>(val) <= static_cast<CommonType>((std::numeric_limits<OfType>::max)());
+    }
+};
+
+template<typename OfType, typename T,
+         bool NeverOutOfRange = never_out_of_range<OfType, T>::value,
+         typename = detail::enable_if_t<all_integral<OfType, T>::value>>
+struct value_in_range_of_impl1;
+
+template<typename OfType, typename T>
+struct value_in_range_of_impl1<OfType, T, false>
+{
+    static constexpr bool test(T val)
+    {
+        return value_in_range_of_impl2<OfType, T>::test(val);
+    }
+};
+
+template<typename OfType, typename T>
+struct value_in_range_of_impl1<OfType, T, true>
+{
+    static constexpr bool test(T /*val*/)
+    {
+        return true;
+    }
+};
+
+template<typename OfType, typename T>
+inline constexpr bool value_in_range_of(T val)
+{
+    return value_in_range_of_impl1<OfType, T>::test(val);
+}
+
+template<bool Value>
+using bool_constant = std::integral_constant<bool, Value>;
+
+///////////////////////////////////////////////////////////////////////////////
+// is_c_string
+///////////////////////////////////////////////////////////////////////////////
+
+namespace impl
+{
+
+template<typename T>
+inline constexpr bool is_c_string()
+{
+    using TUnExt = typename std::remove_extent<T>::type;
+    using TUnCVExt = typename std::remove_cv<TUnExt>::type;
+    using TUnPtr = typename std::remove_pointer<T>::type;
+    using TUnCVPtr = typename std::remove_cv<TUnPtr>::type;
+    return
+        (std::is_array<T>::value && std::is_same<TUnCVExt, char>::value)
+        || (std::is_pointer<T>::value && std::is_same<TUnCVPtr, char>::value);
+}
+
+}  // namespace impl
+
+// checks whether T is a [cv] char */[cv] char[] C string
+template<typename T>
+struct is_c_string : bool_constant<impl::is_c_string<T>()> {};
+
+template<typename T>
+using is_c_string_uncvref = is_c_string<uncvref_t<T>>;
+
+///////////////////////////////////////////////////////////////////////////////
+// is_transparent
+///////////////////////////////////////////////////////////////////////////////
+
+namespace impl
+{
+
+template<typename T>
+inline constexpr bool is_transparent()
+{
+    return is_detected<detect_is_transparent, T>::value;
+}
+
+}  // namespace impl
+
+// checks whether T has a member named is_transparent
+template<typename T>
+struct is_transparent : bool_constant<impl::is_transparent<T>()> {};
+
+///////////////////////////////////////////////////////////////////////////////
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/string_concat.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstring> // strlen
+#include <string> // string
+#include <utility> // forward
+
+// #include <nlohmann/detail/meta/cpp_future.hpp>
+
+// #include <nlohmann/detail/meta/detected.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+inline std::size_t concat_length()
+{
+    return 0;
+}
+
+template<typename... Args>
+inline std::size_t concat_length(const char* cstr, const Args& ... rest);
+
+template<typename StringType, typename... Args>
+inline std::size_t concat_length(const StringType& str, const Args& ... rest);
+
+template<typename... Args>
+inline std::size_t concat_length(const char /*c*/, const Args& ... rest)
+{
+    return 1 + concat_length(rest...);
+}
+
+template<typename... Args>
+inline std::size_t concat_length(const char* cstr, const Args& ... rest)
+{
+    // cppcheck-suppress ignoredReturnValue
+    return ::strlen(cstr) + concat_length(rest...);
+}
+
+template<typename StringType, typename... Args>
+inline std::size_t concat_length(const StringType& str, const Args& ... rest)
+{
+    return str.size() + concat_length(rest...);
+}
+
+template<typename OutStringType>
+inline void concat_into(OutStringType& /*out*/)
+{}
+
+template<typename StringType, typename Arg>
+using string_can_append = decltype(std::declval<StringType&>().append(std::declval < Arg && > ()));
+
+template<typename StringType, typename Arg>
+using detect_string_can_append = is_detected<string_can_append, StringType, Arg>;
+
+template<typename StringType, typename Arg>
+using string_can_append_op = decltype(std::declval<StringType&>() += std::declval < Arg && > ());
+
+template<typename StringType, typename Arg>
+using detect_string_can_append_op = is_detected<string_can_append_op, StringType, Arg>;
+
+template<typename StringType, typename Arg>
+using string_can_append_iter = decltype(std::declval<StringType&>().append(std::declval<const Arg&>().begin(), std::declval<const Arg&>().end()));
+
+template<typename StringType, typename Arg>
+using detect_string_can_append_iter = is_detected<string_can_append_iter, StringType, Arg>;
+
+template<typename StringType, typename Arg>
+using string_can_append_data = decltype(std::declval<StringType&>().append(std::declval<const Arg&>().data(), std::declval<const Arg&>().size()));
+
+template<typename StringType, typename Arg>
+using detect_string_can_append_data = is_detected<string_can_append_data, StringType, Arg>;
+
+template < typename OutStringType, typename Arg, typename... Args,
+           enable_if_t < !detect_string_can_append<OutStringType, Arg>::value
+                         && detect_string_can_append_op<OutStringType, Arg>::value, int > = 0 >
+inline void concat_into(OutStringType& out, Arg && arg, Args && ... rest);
+
+template < typename OutStringType, typename Arg, typename... Args,
+           enable_if_t < !detect_string_can_append<OutStringType, Arg>::value
+                         && !detect_string_can_append_op<OutStringType, Arg>::value
+                         && detect_string_can_append_iter<OutStringType, Arg>::value, int > = 0 >
+inline void concat_into(OutStringType& out, const Arg& arg, Args && ... rest);
+
+template < typename OutStringType, typename Arg, typename... Args,
+           enable_if_t < !detect_string_can_append<OutStringType, Arg>::value
+                         && !detect_string_can_append_op<OutStringType, Arg>::value
+                         && !detect_string_can_append_iter<OutStringType, Arg>::value
+                         && detect_string_can_append_data<OutStringType, Arg>::value, int > = 0 >
+inline void concat_into(OutStringType& out, const Arg& arg, Args && ... rest);
+
+template<typename OutStringType, typename Arg, typename... Args,
+         enable_if_t<detect_string_can_append<OutStringType, Arg>::value, int> = 0>
+inline void concat_into(OutStringType& out, Arg && arg, Args && ... rest)
+{
+    out.append(std::forward<Arg>(arg));
+    concat_into(out, std::forward<Args>(rest)...);
+}
+
+template < typename OutStringType, typename Arg, typename... Args,
+           enable_if_t < !detect_string_can_append<OutStringType, Arg>::value
+                         && detect_string_can_append_op<OutStringType, Arg>::value, int > >
+inline void concat_into(OutStringType& out, Arg&& arg, Args&& ... rest)
+{
+    out += std::forward<Arg>(arg);
+    concat_into(out, std::forward<Args>(rest)...);
+}
+
+template < typename OutStringType, typename Arg, typename... Args,
+           enable_if_t < !detect_string_can_append<OutStringType, Arg>::value
+                         && !detect_string_can_append_op<OutStringType, Arg>::value
+                         && detect_string_can_append_iter<OutStringType, Arg>::value, int > >
+inline void concat_into(OutStringType& out, const Arg& arg, Args&& ... rest)
+{
+    out.append(arg.begin(), arg.end());
+    concat_into(out, std::forward<Args>(rest)...);
+}
+
+template < typename OutStringType, typename Arg, typename... Args,
+           enable_if_t < !detect_string_can_append<OutStringType, Arg>::value
+                         && !detect_string_can_append_op<OutStringType, Arg>::value
+                         && !detect_string_can_append_iter<OutStringType, Arg>::value
+                         && detect_string_can_append_data<OutStringType, Arg>::value, int > >
+inline void concat_into(OutStringType& out, const Arg& arg, Args&& ... rest)
+{
+    out.append(arg.data(), arg.size());
+    concat_into(out, std::forward<Args>(rest)...);
+}
+
+template<typename OutStringType = std::string, typename... Args>
+inline OutStringType concat(Args && ... args)
+{
+    OutStringType str;
+    str.reserve(concat_length(args...));
+    concat_into(str, std::forward<Args>(args)...);
+    return str;
+}
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+////////////////
+// exceptions //
+////////////////
+
+/// @brief general exception of the @ref basic_json class
+/// @sa https://json.nlohmann.me/api/basic_json/exception/
+class exception : public std::exception
+{
+  public:
+    /// returns the explanatory string
+    const char* what() const noexcept override
+    {
+        return m.what();
+    }
+
+    /// the id of the exception
+    const int id; // NOLINT(cppcoreguidelines-non-private-member-variables-in-classes)
+
+  protected:
+    JSON_HEDLEY_NON_NULL(3)
+    exception(int id_, const char* what_arg) : id(id_), m(what_arg) {} // NOLINT(bugprone-throw-keyword-missing)
+
+    static std::string name(const std::string& ename, int id_)
+    {
+        return concat("[json.exception.", ename, '.', std::to_string(id_), "] ");
+    }
+
+    static std::string diagnostics(std::nullptr_t /*leaf_element*/)
+    {
+        return "";
+    }
+
+    template<typename BasicJsonType>
+    static std::string diagnostics(const BasicJsonType* leaf_element)
+    {
+#if JSON_DIAGNOSTICS
+        std::vector<std::string> tokens;
+        for (const auto* current = leaf_element; current != nullptr && current->m_parent != nullptr; current = current->m_parent)
+        {
+            switch (current->m_parent->type())
+            {
+                case value_t::array:
+                {
+                    for (std::size_t i = 0; i < current->m_parent->m_data.m_value.array->size(); ++i)
+                    {
+                        if (&current->m_parent->m_data.m_value.array->operator[](i) == current)
+                        {
+                            tokens.emplace_back(std::to_string(i));
+                            break;
+                        }
+                    }
+                    break;
+                }
+
+                case value_t::object:
+                {
+                    for (const auto& element : *current->m_parent->m_data.m_value.object)
+                    {
+                        if (&element.second == current)
+                        {
+                            tokens.emplace_back(element.first.c_str());
+                            break;
+                        }
+                    }
+                    break;
+                }
+
+                case value_t::null: // LCOV_EXCL_LINE
+                case value_t::string: // LCOV_EXCL_LINE
+                case value_t::boolean: // LCOV_EXCL_LINE
+                case value_t::number_integer: // LCOV_EXCL_LINE
+                case value_t::number_unsigned: // LCOV_EXCL_LINE
+                case value_t::number_float: // LCOV_EXCL_LINE
+                case value_t::binary: // LCOV_EXCL_LINE
+                case value_t::discarded: // LCOV_EXCL_LINE
+                default:   // LCOV_EXCL_LINE
+                    break; // LCOV_EXCL_LINE
+            }
+        }
+
+        if (tokens.empty())
+        {
+            return "";
+        }
+
+        auto str = std::accumulate(tokens.rbegin(), tokens.rend(), std::string{},
+                                   [](const std::string & a, const std::string & b)
+        {
+            return concat(a, '/', detail::escape(b));
+        });
+        return concat('(', str, ") ");
+#else
+        static_cast<void>(leaf_element);
+        return "";
+#endif
+    }
+
+  private:
+    /// an exception object as storage for error messages
+    std::runtime_error m;
+};
+
+/// @brief exception indicating a parse error
+/// @sa https://json.nlohmann.me/api/basic_json/parse_error/
+class parse_error : public exception
+{
+  public:
+    /*!
+    @brief create a parse error exception
+    @param[in] id_       the id of the exception
+    @param[in] pos       the position where the error occurred (or with
+                         chars_read_total=0 if the position cannot be
+                         determined)
+    @param[in] what_arg  the explanatory string
+    @return parse_error object
+    */
+    template<typename BasicJsonContext, enable_if_t<is_basic_json_context<BasicJsonContext>::value, int> = 0>
+    static parse_error create(int id_, const position_t& pos, const std::string& what_arg, BasicJsonContext context)
+    {
+        const std::string w = concat(exception::name("parse_error", id_), "parse error",
+                                     position_string(pos), ": ", exception::diagnostics(context), what_arg);
+        return {id_, pos.chars_read_total, w.c_str()};
+    }
+
+    template<typename BasicJsonContext, enable_if_t<is_basic_json_context<BasicJsonContext>::value, int> = 0>
+    static parse_error create(int id_, std::size_t byte_, const std::string& what_arg, BasicJsonContext context)
+    {
+        const std::string w = concat(exception::name("parse_error", id_), "parse error",
+                                     (byte_ != 0 ? (concat(" at byte ", std::to_string(byte_))) : ""),
+                                     ": ", exception::diagnostics(context), what_arg);
+        return {id_, byte_, w.c_str()};
+    }
+
+    /*!
+    @brief byte index of the parse error
+
+    The byte index of the last read character in the input file.
+
+    @note For an input with n bytes, 1 is the index of the first character and
+          n+1 is the index of the terminating null byte or the end of file.
+          This also holds true when reading a byte vector (CBOR or MessagePack).
+    */
+    const std::size_t byte;
+
+  private:
+    parse_error(int id_, std::size_t byte_, const char* what_arg)
+        : exception(id_, what_arg), byte(byte_) {}
+
+    static std::string position_string(const position_t& pos)
+    {
+        return concat(" at line ", std::to_string(pos.lines_read + 1),
+                      ", column ", std::to_string(pos.chars_read_current_line));
+    }
+};
+
+/// @brief exception indicating errors with iterators
+/// @sa https://json.nlohmann.me/api/basic_json/invalid_iterator/
+class invalid_iterator : public exception
+{
+  public:
+    template<typename BasicJsonContext, enable_if_t<is_basic_json_context<BasicJsonContext>::value, int> = 0>
+    static invalid_iterator create(int id_, const std::string& what_arg, BasicJsonContext context)
+    {
+        const std::string w = concat(exception::name("invalid_iterator", id_), exception::diagnostics(context), what_arg);
+        return {id_, w.c_str()};
+    }
+
+  private:
+    JSON_HEDLEY_NON_NULL(3)
+    invalid_iterator(int id_, const char* what_arg)
+        : exception(id_, what_arg) {}
+};
+
+/// @brief exception indicating executing a member function with a wrong type
+/// @sa https://json.nlohmann.me/api/basic_json/type_error/
+class type_error : public exception
+{
+  public:
+    template<typename BasicJsonContext, enable_if_t<is_basic_json_context<BasicJsonContext>::value, int> = 0>
+    static type_error create(int id_, const std::string& what_arg, BasicJsonContext context)
+    {
+        const std::string w = concat(exception::name("type_error", id_), exception::diagnostics(context), what_arg);
+        return {id_, w.c_str()};
+    }
+
+  private:
+    JSON_HEDLEY_NON_NULL(3)
+    type_error(int id_, const char* what_arg) : exception(id_, what_arg) {}
+};
+
+/// @brief exception indicating access out of the defined range
+/// @sa https://json.nlohmann.me/api/basic_json/out_of_range/
+class out_of_range : public exception
+{
+  public:
+    template<typename BasicJsonContext, enable_if_t<is_basic_json_context<BasicJsonContext>::value, int> = 0>
+    static out_of_range create(int id_, const std::string& what_arg, BasicJsonContext context)
+    {
+        const std::string w = concat(exception::name("out_of_range", id_), exception::diagnostics(context), what_arg);
+        return {id_, w.c_str()};
+    }
+
+  private:
+    JSON_HEDLEY_NON_NULL(3)
+    out_of_range(int id_, const char* what_arg) : exception(id_, what_arg) {}
+};
+
+/// @brief exception indicating other library errors
+/// @sa https://json.nlohmann.me/api/basic_json/other_error/
+class other_error : public exception
+{
+  public:
+    template<typename BasicJsonContext, enable_if_t<is_basic_json_context<BasicJsonContext>::value, int> = 0>
+    static other_error create(int id_, const std::string& what_arg, BasicJsonContext context)
+    {
+        const std::string w = concat(exception::name("other_error", id_), exception::diagnostics(context), what_arg);
+        return {id_, w.c_str()};
+    }
+
+  private:
+    JSON_HEDLEY_NON_NULL(3)
+    other_error(int id_, const char* what_arg) : exception(id_, what_arg) {}
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/cpp_future.hpp>
+
+// #include <nlohmann/detail/meta/identity_tag.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+// dispatching helper struct
+template <class T> struct identity_tag {};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/meta/std_fs.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+
+#if JSON_HAS_EXPERIMENTAL_FILESYSTEM
+#include <experimental/filesystem>
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+namespace std_fs = std::experimental::filesystem;
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+#elif JSON_HAS_FILESYSTEM
+#include <filesystem>
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+namespace std_fs = std::filesystem;
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+#endif
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+// #include <nlohmann/detail/string_concat.hpp>
+
+// #include <nlohmann/detail/value_t.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+template<typename BasicJsonType>
+inline void from_json(const BasicJsonType& j, typename std::nullptr_t& n)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_null()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be null, but is ", j.type_name()), &j));
+    }
+    n = nullptr;
+}
+
+// overloads for basic_json template parameters
+template < typename BasicJsonType, typename ArithmeticType,
+           enable_if_t < std::is_arithmetic<ArithmeticType>::value&&
+                         !std::is_same<ArithmeticType, typename BasicJsonType::boolean_t>::value,
+                         int > = 0 >
+void get_arithmetic_value(const BasicJsonType& j, ArithmeticType& val)
+{
+    switch (static_cast<value_t>(j))
+    {
+        case value_t::number_unsigned:
+        {
+            val = static_cast<ArithmeticType>(*j.template get_ptr<const typename BasicJsonType::number_unsigned_t*>());
+            break;
+        }
+        case value_t::number_integer:
+        {
+            val = static_cast<ArithmeticType>(*j.template get_ptr<const typename BasicJsonType::number_integer_t*>());
+            break;
+        }
+        case value_t::number_float:
+        {
+            val = static_cast<ArithmeticType>(*j.template get_ptr<const typename BasicJsonType::number_float_t*>());
+            break;
+        }
+
+        case value_t::null:
+        case value_t::object:
+        case value_t::array:
+        case value_t::string:
+        case value_t::boolean:
+        case value_t::binary:
+        case value_t::discarded:
+        default:
+            JSON_THROW(type_error::create(302, concat("type must be number, but is ", j.type_name()), &j));
+    }
+}
+
+template<typename BasicJsonType>
+inline void from_json(const BasicJsonType& j, typename BasicJsonType::boolean_t& b)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_boolean()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be boolean, but is ", j.type_name()), &j));
+    }
+    b = *j.template get_ptr<const typename BasicJsonType::boolean_t*>();
+}
+
+template<typename BasicJsonType>
+inline void from_json(const BasicJsonType& j, typename BasicJsonType::string_t& s)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_string()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be string, but is ", j.type_name()), &j));
+    }
+    s = *j.template get_ptr<const typename BasicJsonType::string_t*>();
+}
+
+template <
+    typename BasicJsonType, typename StringType,
+    enable_if_t <
+        std::is_assignable<StringType&, const typename BasicJsonType::string_t>::value
+        && is_detected_exact<typename BasicJsonType::string_t::value_type, value_type_t, StringType>::value
+        && !std::is_same<typename BasicJsonType::string_t, StringType>::value
+        && !is_json_ref<StringType>::value, int > = 0 >
+inline void from_json(const BasicJsonType& j, StringType& s)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_string()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be string, but is ", j.type_name()), &j));
+    }
+
+    s = *j.template get_ptr<const typename BasicJsonType::string_t*>();
+}
+
+template<typename BasicJsonType>
+inline void from_json(const BasicJsonType& j, typename BasicJsonType::number_float_t& val)
+{
+    get_arithmetic_value(j, val);
+}
+
+template<typename BasicJsonType>
+inline void from_json(const BasicJsonType& j, typename BasicJsonType::number_unsigned_t& val)
+{
+    get_arithmetic_value(j, val);
+}
+
+template<typename BasicJsonType>
+inline void from_json(const BasicJsonType& j, typename BasicJsonType::number_integer_t& val)
+{
+    get_arithmetic_value(j, val);
+}
+
+#if !JSON_DISABLE_ENUM_SERIALIZATION
+template<typename BasicJsonType, typename EnumType,
+         enable_if_t<std::is_enum<EnumType>::value, int> = 0>
+inline void from_json(const BasicJsonType& j, EnumType& e)
+{
+    typename std::underlying_type<EnumType>::type val;
+    get_arithmetic_value(j, val);
+    e = static_cast<EnumType>(val);
+}
+#endif  // JSON_DISABLE_ENUM_SERIALIZATION
+
+// forward_list doesn't have an insert method
+template<typename BasicJsonType, typename T, typename Allocator,
+         enable_if_t<is_getable<BasicJsonType, T>::value, int> = 0>
+inline void from_json(const BasicJsonType& j, std::forward_list<T, Allocator>& l)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_array()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be array, but is ", j.type_name()), &j));
+    }
+    l.clear();
+    std::transform(j.rbegin(), j.rend(),
+                   std::front_inserter(l), [](const BasicJsonType & i)
+    {
+        return i.template get<T>();
+    });
+}
+
+// valarray doesn't have an insert method
+template<typename BasicJsonType, typename T,
+         enable_if_t<is_getable<BasicJsonType, T>::value, int> = 0>
+inline void from_json(const BasicJsonType& j, std::valarray<T>& l)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_array()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be array, but is ", j.type_name()), &j));
+    }
+    l.resize(j.size());
+    std::transform(j.begin(), j.end(), std::begin(l),
+                   [](const BasicJsonType & elem)
+    {
+        return elem.template get<T>();
+    });
+}
+
+template<typename BasicJsonType, typename T, std::size_t N>
+auto from_json(const BasicJsonType& j, T (&arr)[N])  // NOLINT(cppcoreguidelines-avoid-c-arrays,hicpp-avoid-c-arrays,modernize-avoid-c-arrays)
+-> decltype(j.template get<T>(), void())
+{
+    for (std::size_t i = 0; i < N; ++i)
+    {
+        arr[i] = j.at(i).template get<T>();
+    }
+}
+
+template<typename BasicJsonType>
+inline void from_json_array_impl(const BasicJsonType& j, typename BasicJsonType::array_t& arr, priority_tag<3> /*unused*/)
+{
+    arr = *j.template get_ptr<const typename BasicJsonType::array_t*>();
+}
+
+template<typename BasicJsonType, typename T, std::size_t N>
+auto from_json_array_impl(const BasicJsonType& j, std::array<T, N>& arr,
+                          priority_tag<2> /*unused*/)
+-> decltype(j.template get<T>(), void())
+{
+    for (std::size_t i = 0; i < N; ++i)
+    {
+        arr[i] = j.at(i).template get<T>();
+    }
+}
+
+template<typename BasicJsonType, typename ConstructibleArrayType,
+         enable_if_t<
+             std::is_assignable<ConstructibleArrayType&, ConstructibleArrayType>::value,
+             int> = 0>
+auto from_json_array_impl(const BasicJsonType& j, ConstructibleArrayType& arr, priority_tag<1> /*unused*/)
+-> decltype(
+    arr.reserve(std::declval<typename ConstructibleArrayType::size_type>()),
+    j.template get<typename ConstructibleArrayType::value_type>(),
+    void())
+{
+    using std::end;
+
+    ConstructibleArrayType ret;
+    ret.reserve(j.size());
+    std::transform(j.begin(), j.end(),
+                   std::inserter(ret, end(ret)), [](const BasicJsonType & i)
+    {
+        // get<BasicJsonType>() returns *this, this won't call a from_json
+        // method when value_type is BasicJsonType
+        return i.template get<typename ConstructibleArrayType::value_type>();
+    });
+    arr = std::move(ret);
+}
+
+template<typename BasicJsonType, typename ConstructibleArrayType,
+         enable_if_t<
+             std::is_assignable<ConstructibleArrayType&, ConstructibleArrayType>::value,
+             int> = 0>
+inline void from_json_array_impl(const BasicJsonType& j, ConstructibleArrayType& arr,
+                                 priority_tag<0> /*unused*/)
+{
+    using std::end;
+
+    ConstructibleArrayType ret;
+    std::transform(
+        j.begin(), j.end(), std::inserter(ret, end(ret)),
+        [](const BasicJsonType & i)
+    {
+        // get<BasicJsonType>() returns *this, this won't call a from_json
+        // method when value_type is BasicJsonType
+        return i.template get<typename ConstructibleArrayType::value_type>();
+    });
+    arr = std::move(ret);
+}
+
+template < typename BasicJsonType, typename ConstructibleArrayType,
+           enable_if_t <
+               is_constructible_array_type<BasicJsonType, ConstructibleArrayType>::value&&
+               !is_constructible_object_type<BasicJsonType, ConstructibleArrayType>::value&&
+               !is_constructible_string_type<BasicJsonType, ConstructibleArrayType>::value&&
+               !std::is_same<ConstructibleArrayType, typename BasicJsonType::binary_t>::value&&
+               !is_basic_json<ConstructibleArrayType>::value,
+               int > = 0 >
+auto from_json(const BasicJsonType& j, ConstructibleArrayType& arr)
+-> decltype(from_json_array_impl(j, arr, priority_tag<3> {}),
+j.template get<typename ConstructibleArrayType::value_type>(),
+void())
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_array()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be array, but is ", j.type_name()), &j));
+    }
+
+    from_json_array_impl(j, arr, priority_tag<3> {});
+}
+
+template < typename BasicJsonType, typename T, std::size_t... Idx >
+std::array<T, sizeof...(Idx)> from_json_inplace_array_impl(BasicJsonType&& j,
+        identity_tag<std::array<T, sizeof...(Idx)>> /*unused*/, index_sequence<Idx...> /*unused*/)
+{
+    return { { std::forward<BasicJsonType>(j).at(Idx).template get<T>()... } };
+}
+
+template < typename BasicJsonType, typename T, std::size_t N >
+auto from_json(BasicJsonType&& j, identity_tag<std::array<T, N>> tag)
+-> decltype(from_json_inplace_array_impl(std::forward<BasicJsonType>(j), tag, make_index_sequence<N> {}))
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_array()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be array, but is ", j.type_name()), &j));
+    }
+
+    return from_json_inplace_array_impl(std::forward<BasicJsonType>(j), tag, make_index_sequence<N> {});
+}
+
+template<typename BasicJsonType>
+inline void from_json(const BasicJsonType& j, typename BasicJsonType::binary_t& bin)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_binary()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be binary, but is ", j.type_name()), &j));
+    }
+
+    bin = *j.template get_ptr<const typename BasicJsonType::binary_t*>();
+}
+
+template<typename BasicJsonType, typename ConstructibleObjectType,
+         enable_if_t<is_constructible_object_type<BasicJsonType, ConstructibleObjectType>::value, int> = 0>
+inline void from_json(const BasicJsonType& j, ConstructibleObjectType& obj)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_object()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be object, but is ", j.type_name()), &j));
+    }
+
+    ConstructibleObjectType ret;
+    const auto* inner_object = j.template get_ptr<const typename BasicJsonType::object_t*>();
+    using value_type = typename ConstructibleObjectType::value_type;
+    std::transform(
+        inner_object->begin(), inner_object->end(),
+        std::inserter(ret, ret.begin()),
+        [](typename BasicJsonType::object_t::value_type const & p)
+    {
+        return value_type(p.first, p.second.template get<typename ConstructibleObjectType::mapped_type>());
+    });
+    obj = std::move(ret);
+}
+
+// overload for arithmetic types, not chosen for basic_json template arguments
+// (BooleanType, etc..); note: Is it really necessary to provide explicit
+// overloads for boolean_t etc. in case of a custom BooleanType which is not
+// an arithmetic type?
+template < typename BasicJsonType, typename ArithmeticType,
+           enable_if_t <
+               std::is_arithmetic<ArithmeticType>::value&&
+               !std::is_same<ArithmeticType, typename BasicJsonType::number_unsigned_t>::value&&
+               !std::is_same<ArithmeticType, typename BasicJsonType::number_integer_t>::value&&
+               !std::is_same<ArithmeticType, typename BasicJsonType::number_float_t>::value&&
+               !std::is_same<ArithmeticType, typename BasicJsonType::boolean_t>::value,
+               int > = 0 >
+inline void from_json(const BasicJsonType& j, ArithmeticType& val)
+{
+    switch (static_cast<value_t>(j))
+    {
+        case value_t::number_unsigned:
+        {
+            val = static_cast<ArithmeticType>(*j.template get_ptr<const typename BasicJsonType::number_unsigned_t*>());
+            break;
+        }
+        case value_t::number_integer:
+        {
+            val = static_cast<ArithmeticType>(*j.template get_ptr<const typename BasicJsonType::number_integer_t*>());
+            break;
+        }
+        case value_t::number_float:
+        {
+            val = static_cast<ArithmeticType>(*j.template get_ptr<const typename BasicJsonType::number_float_t*>());
+            break;
+        }
+        case value_t::boolean:
+        {
+            val = static_cast<ArithmeticType>(*j.template get_ptr<const typename BasicJsonType::boolean_t*>());
+            break;
+        }
+
+        case value_t::null:
+        case value_t::object:
+        case value_t::array:
+        case value_t::string:
+        case value_t::binary:
+        case value_t::discarded:
+        default:
+            JSON_THROW(type_error::create(302, concat("type must be number, but is ", j.type_name()), &j));
+    }
+}
+
+template<typename BasicJsonType, typename... Args, std::size_t... Idx>
+std::tuple<Args...> from_json_tuple_impl_base(BasicJsonType&& j, index_sequence<Idx...> /*unused*/)
+{
+    return std::make_tuple(std::forward<BasicJsonType>(j).at(Idx).template get<Args>()...);
+}
+
+template < typename BasicJsonType, class A1, class A2 >
+std::pair<A1, A2> from_json_tuple_impl(BasicJsonType&& j, identity_tag<std::pair<A1, A2>> /*unused*/, priority_tag<0> /*unused*/)
+{
+    return {std::forward<BasicJsonType>(j).at(0).template get<A1>(),
+            std::forward<BasicJsonType>(j).at(1).template get<A2>()};
+}
+
+template<typename BasicJsonType, typename A1, typename A2>
+inline void from_json_tuple_impl(BasicJsonType&& j, std::pair<A1, A2>& p, priority_tag<1> /*unused*/)
+{
+    p = from_json_tuple_impl(std::forward<BasicJsonType>(j), identity_tag<std::pair<A1, A2>> {}, priority_tag<0> {});
+}
+
+template<typename BasicJsonType, typename... Args>
+std::tuple<Args...> from_json_tuple_impl(BasicJsonType&& j, identity_tag<std::tuple<Args...>> /*unused*/, priority_tag<2> /*unused*/)
+{
+    return from_json_tuple_impl_base<BasicJsonType, Args...>(std::forward<BasicJsonType>(j), index_sequence_for<Args...> {});
+}
+
+template<typename BasicJsonType, typename... Args>
+inline void from_json_tuple_impl(BasicJsonType&& j, std::tuple<Args...>& t, priority_tag<3> /*unused*/)
+{
+    t = from_json_tuple_impl_base<BasicJsonType, Args...>(std::forward<BasicJsonType>(j), index_sequence_for<Args...> {});
+}
+
+template<typename BasicJsonType, typename TupleRelated>
+auto from_json(BasicJsonType&& j, TupleRelated&& t)
+-> decltype(from_json_tuple_impl(std::forward<BasicJsonType>(j), std::forward<TupleRelated>(t), priority_tag<3> {}))
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_array()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be array, but is ", j.type_name()), &j));
+    }
+
+    return from_json_tuple_impl(std::forward<BasicJsonType>(j), std::forward<TupleRelated>(t), priority_tag<3> {});
+}
+
+template < typename BasicJsonType, typename Key, typename Value, typename Compare, typename Allocator,
+           typename = enable_if_t < !std::is_constructible <
+                                        typename BasicJsonType::string_t, Key >::value >>
+inline void from_json(const BasicJsonType& j, std::map<Key, Value, Compare, Allocator>& m)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_array()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be array, but is ", j.type_name()), &j));
+    }
+    m.clear();
+    for (const auto& p : j)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!p.is_array()))
+        {
+            JSON_THROW(type_error::create(302, concat("type must be array, but is ", p.type_name()), &j));
+        }
+        m.emplace(p.at(0).template get<Key>(), p.at(1).template get<Value>());
+    }
+}
+
+template < typename BasicJsonType, typename Key, typename Value, typename Hash, typename KeyEqual, typename Allocator,
+           typename = enable_if_t < !std::is_constructible <
+                                        typename BasicJsonType::string_t, Key >::value >>
+inline void from_json(const BasicJsonType& j, std::unordered_map<Key, Value, Hash, KeyEqual, Allocator>& m)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_array()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be array, but is ", j.type_name()), &j));
+    }
+    m.clear();
+    for (const auto& p : j)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!p.is_array()))
+        {
+            JSON_THROW(type_error::create(302, concat("type must be array, but is ", p.type_name()), &j));
+        }
+        m.emplace(p.at(0).template get<Key>(), p.at(1).template get<Value>());
+    }
+}
+
+#if JSON_HAS_FILESYSTEM || JSON_HAS_EXPERIMENTAL_FILESYSTEM
+template<typename BasicJsonType>
+inline void from_json(const BasicJsonType& j, std_fs::path& p)
+{
+    if (JSON_HEDLEY_UNLIKELY(!j.is_string()))
+    {
+        JSON_THROW(type_error::create(302, concat("type must be string, but is ", j.type_name()), &j));
+    }
+    p = *j.template get_ptr<const typename BasicJsonType::string_t*>();
+}
+#endif
+
+struct from_json_fn
+{
+    template<typename BasicJsonType, typename T>
+    auto operator()(const BasicJsonType& j, T&& val) const
+    noexcept(noexcept(from_json(j, std::forward<T>(val))))
+    -> decltype(from_json(j, std::forward<T>(val)))
+    {
+        return from_json(j, std::forward<T>(val));
+    }
+};
+
+}  // namespace detail
+
+#ifndef JSON_HAS_CPP_17
+/// namespace to hold default `from_json` function
+/// to see why this is required:
+/// http://www.open-std.org/jtc1/sc22/wg21/docs/papers/2015/n4381.html
+namespace // NOLINT(cert-dcl59-cpp,fuchsia-header-anon-namespaces,google-build-namespaces)
+{
+#endif
+JSON_INLINE_VARIABLE constexpr const auto& from_json = // NOLINT(misc-definitions-in-headers)
+    detail::static_const<detail::from_json_fn>::value;
+#ifndef JSON_HAS_CPP_17
+}  // namespace
+#endif
+
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/conversions/to_json.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <algorithm> // copy
+#include <iterator> // begin, end
+#include <string> // string
+#include <tuple> // tuple, get
+#include <type_traits> // is_same, is_constructible, is_floating_point, is_enum, underlying_type
+#include <utility> // move, forward, declval, pair
+#include <valarray> // valarray
+#include <vector> // vector
+
+// #include <nlohmann/detail/iterators/iteration_proxy.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstddef> // size_t
+#include <iterator> // input_iterator_tag
+#include <string> // string, to_string
+#include <tuple> // tuple_size, get, tuple_element
+#include <utility> // move
+
+#if JSON_HAS_RANGES
+    #include <ranges> // enable_borrowed_range
+#endif
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+// #include <nlohmann/detail/value_t.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+template<typename string_type>
+void int_to_string( string_type& target, std::size_t value )
+{
+    // For ADL
+    using std::to_string;
+    target = to_string(value);
+}
+template<typename IteratorType> class iteration_proxy_value
+{
+  public:
+    using difference_type = std::ptrdiff_t;
+    using value_type = iteration_proxy_value;
+    using pointer = value_type *;
+    using reference = value_type &;
+    using iterator_category = std::input_iterator_tag;
+    using string_type = typename std::remove_cv< typename std::remove_reference<decltype( std::declval<IteratorType>().key() ) >::type >::type;
+
+  private:
+    /// the iterator
+    IteratorType anchor{};
+    /// an index for arrays (used to create key names)
+    std::size_t array_index = 0;
+    /// last stringified array index
+    mutable std::size_t array_index_last = 0;
+    /// a string representation of the array index
+    mutable string_type array_index_str = "0";
+    /// an empty string (to return a reference for primitive values)
+    string_type empty_str{};
+
+  public:
+    explicit iteration_proxy_value() = default;
+    explicit iteration_proxy_value(IteratorType it, std::size_t array_index_ = 0)
+    noexcept(std::is_nothrow_move_constructible<IteratorType>::value
+             && std::is_nothrow_default_constructible<string_type>::value)
+        : anchor(std::move(it))
+        , array_index(array_index_)
+    {}
+
+    iteration_proxy_value(iteration_proxy_value const&) = default;
+    iteration_proxy_value& operator=(iteration_proxy_value const&) = default;
+    // older GCCs are a bit fussy and require explicit noexcept specifiers on defaulted functions
+    iteration_proxy_value(iteration_proxy_value&&)
+    noexcept(std::is_nothrow_move_constructible<IteratorType>::value
+             && std::is_nothrow_move_constructible<string_type>::value) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor,cppcoreguidelines-noexcept-move-operations)
+    iteration_proxy_value& operator=(iteration_proxy_value&&)
+    noexcept(std::is_nothrow_move_assignable<IteratorType>::value
+             && std::is_nothrow_move_assignable<string_type>::value) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor,cppcoreguidelines-noexcept-move-operations)
+    ~iteration_proxy_value() = default;
+
+    /// dereference operator (needed for range-based for)
+    const iteration_proxy_value& operator*() const
+    {
+        return *this;
+    }
+
+    /// increment operator (needed for range-based for)
+    iteration_proxy_value& operator++()
+    {
+        ++anchor;
+        ++array_index;
+
+        return *this;
+    }
+
+    iteration_proxy_value operator++(int)& // NOLINT(cert-dcl21-cpp)
+    {
+        auto tmp = iteration_proxy_value(anchor, array_index);
+        ++anchor;
+        ++array_index;
+        return tmp;
+    }
+
+    /// equality operator (needed for InputIterator)
+    bool operator==(const iteration_proxy_value& o) const
+    {
+        return anchor == o.anchor;
+    }
+
+    /// inequality operator (needed for range-based for)
+    bool operator!=(const iteration_proxy_value& o) const
+    {
+        return anchor != o.anchor;
+    }
+
+    /// return key of the iterator
+    const string_type& key() const
+    {
+        JSON_ASSERT(anchor.m_object != nullptr);
+
+        switch (anchor.m_object->type())
+        {
+            // use integer array index as key
+            case value_t::array:
+            {
+                if (array_index != array_index_last)
+                {
+                    int_to_string( array_index_str, array_index );
+                    array_index_last = array_index;
+                }
+                return array_index_str;
+            }
+
+            // use key from the object
+            case value_t::object:
+                return anchor.key();
+
+            // use an empty key for all primitive types
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+                return empty_str;
+        }
+    }
+
+    /// return value of the iterator
+    typename IteratorType::reference value() const
+    {
+        return anchor.value();
+    }
+};
+
+/// proxy class for the items() function
+template<typename IteratorType> class iteration_proxy
+{
+  private:
+    /// the container to iterate
+    typename IteratorType::pointer container = nullptr;
+
+  public:
+    explicit iteration_proxy() = default;
+
+    /// construct iteration proxy from a container
+    explicit iteration_proxy(typename IteratorType::reference cont) noexcept
+        : container(&cont) {}
+
+    iteration_proxy(iteration_proxy const&) = default;
+    iteration_proxy& operator=(iteration_proxy const&) = default;
+    iteration_proxy(iteration_proxy&&) noexcept = default;
+    iteration_proxy& operator=(iteration_proxy&&) noexcept = default;
+    ~iteration_proxy() = default;
+
+    /// return iterator begin (needed for range-based for)
+    iteration_proxy_value<IteratorType> begin() const noexcept
+    {
+        return iteration_proxy_value<IteratorType>(container->begin());
+    }
+
+    /// return iterator end (needed for range-based for)
+    iteration_proxy_value<IteratorType> end() const noexcept
+    {
+        return iteration_proxy_value<IteratorType>(container->end());
+    }
+};
+
+// Structured Bindings Support
+// For further reference see https://blog.tartanllama.xyz/structured-bindings/
+// And see https://github.com/nlohmann/json/pull/1391
+template<std::size_t N, typename IteratorType, enable_if_t<N == 0, int> = 0>
+auto get(const nlohmann::detail::iteration_proxy_value<IteratorType>& i) -> decltype(i.key())
+{
+    return i.key();
+}
+// Structured Bindings Support
+// For further reference see https://blog.tartanllama.xyz/structured-bindings/
+// And see https://github.com/nlohmann/json/pull/1391
+template<std::size_t N, typename IteratorType, enable_if_t<N == 1, int> = 0>
+auto get(const nlohmann::detail::iteration_proxy_value<IteratorType>& i) -> decltype(i.value())
+{
+    return i.value();
+}
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// The Addition to the STD Namespace is required to add
+// Structured Bindings Support to the iteration_proxy_value class
+// For further reference see https://blog.tartanllama.xyz/structured-bindings/
+// And see https://github.com/nlohmann/json/pull/1391
+namespace std
+{
+
+#if defined(__clang__)
+    // Fix: https://github.com/nlohmann/json/issues/1401
+    #pragma clang diagnostic push
+    #pragma clang diagnostic ignored "-Wmismatched-tags"
+#endif
+template<typename IteratorType>
+class tuple_size<::nlohmann::detail::iteration_proxy_value<IteratorType>> // NOLINT(cert-dcl58-cpp)
+            : public std::integral_constant<std::size_t, 2> {};
+
+template<std::size_t N, typename IteratorType>
+class tuple_element<N, ::nlohmann::detail::iteration_proxy_value<IteratorType >> // NOLINT(cert-dcl58-cpp)
+{
+  public:
+    using type = decltype(
+                     get<N>(std::declval <
+                            ::nlohmann::detail::iteration_proxy_value<IteratorType >> ()));
+};
+#if defined(__clang__)
+    #pragma clang diagnostic pop
+#endif
+
+}  // namespace std
+
+#if JSON_HAS_RANGES
+    template <typename IteratorType>
+    inline constexpr bool ::std::ranges::enable_borrowed_range<::nlohmann::detail::iteration_proxy<IteratorType>> = true;
+#endif
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/cpp_future.hpp>
+
+// #include <nlohmann/detail/meta/std_fs.hpp>
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+// #include <nlohmann/detail/value_t.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+//////////////////
+// constructors //
+//////////////////
+
+/*
+ * Note all external_constructor<>::construct functions need to call
+ * j.m_data.m_value.destroy(j.m_data.m_type) to avoid a memory leak in case j contains an
+ * allocated value (e.g., a string). See bug issue
+ * https://github.com/nlohmann/json/issues/2865 for more information.
+ */
+
+template<value_t> struct external_constructor;
+
+template<>
+struct external_constructor<value_t::boolean>
+{
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, typename BasicJsonType::boolean_t b) noexcept
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::boolean;
+        j.m_data.m_value = b;
+        j.assert_invariant();
+    }
+};
+
+template<>
+struct external_constructor<value_t::string>
+{
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, const typename BasicJsonType::string_t& s)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::string;
+        j.m_data.m_value = s;
+        j.assert_invariant();
+    }
+
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, typename BasicJsonType::string_t&& s)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::string;
+        j.m_data.m_value = std::move(s);
+        j.assert_invariant();
+    }
+
+    template < typename BasicJsonType, typename CompatibleStringType,
+               enable_if_t < !std::is_same<CompatibleStringType, typename BasicJsonType::string_t>::value,
+                             int > = 0 >
+    static void construct(BasicJsonType& j, const CompatibleStringType& str)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::string;
+        j.m_data.m_value.string = j.template create<typename BasicJsonType::string_t>(str);
+        j.assert_invariant();
+    }
+};
+
+template<>
+struct external_constructor<value_t::binary>
+{
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, const typename BasicJsonType::binary_t& b)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::binary;
+        j.m_data.m_value = typename BasicJsonType::binary_t(b);
+        j.assert_invariant();
+    }
+
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, typename BasicJsonType::binary_t&& b)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::binary;
+        j.m_data.m_value = typename BasicJsonType::binary_t(std::move(b));
+        j.assert_invariant();
+    }
+};
+
+template<>
+struct external_constructor<value_t::number_float>
+{
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, typename BasicJsonType::number_float_t val) noexcept
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::number_float;
+        j.m_data.m_value = val;
+        j.assert_invariant();
+    }
+};
+
+template<>
+struct external_constructor<value_t::number_unsigned>
+{
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, typename BasicJsonType::number_unsigned_t val) noexcept
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::number_unsigned;
+        j.m_data.m_value = val;
+        j.assert_invariant();
+    }
+};
+
+template<>
+struct external_constructor<value_t::number_integer>
+{
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, typename BasicJsonType::number_integer_t val) noexcept
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::number_integer;
+        j.m_data.m_value = val;
+        j.assert_invariant();
+    }
+};
+
+template<>
+struct external_constructor<value_t::array>
+{
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, const typename BasicJsonType::array_t& arr)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::array;
+        j.m_data.m_value = arr;
+        j.set_parents();
+        j.assert_invariant();
+    }
+
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, typename BasicJsonType::array_t&& arr)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::array;
+        j.m_data.m_value = std::move(arr);
+        j.set_parents();
+        j.assert_invariant();
+    }
+
+    template < typename BasicJsonType, typename CompatibleArrayType,
+               enable_if_t < !std::is_same<CompatibleArrayType, typename BasicJsonType::array_t>::value,
+                             int > = 0 >
+    static void construct(BasicJsonType& j, const CompatibleArrayType& arr)
+    {
+        using std::begin;
+        using std::end;
+
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::array;
+        j.m_data.m_value.array = j.template create<typename BasicJsonType::array_t>(begin(arr), end(arr));
+        j.set_parents();
+        j.assert_invariant();
+    }
+
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, const std::vector<bool>& arr)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::array;
+        j.m_data.m_value = value_t::array;
+        j.m_data.m_value.array->reserve(arr.size());
+        for (const bool x : arr)
+        {
+            j.m_data.m_value.array->push_back(x);
+            j.set_parent(j.m_data.m_value.array->back());
+        }
+        j.assert_invariant();
+    }
+
+    template<typename BasicJsonType, typename T,
+             enable_if_t<std::is_convertible<T, BasicJsonType>::value, int> = 0>
+    static void construct(BasicJsonType& j, const std::valarray<T>& arr)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::array;
+        j.m_data.m_value = value_t::array;
+        j.m_data.m_value.array->resize(arr.size());
+        if (arr.size() > 0)
+        {
+            std::copy(std::begin(arr), std::end(arr), j.m_data.m_value.array->begin());
+        }
+        j.set_parents();
+        j.assert_invariant();
+    }
+};
+
+template<>
+struct external_constructor<value_t::object>
+{
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, const typename BasicJsonType::object_t& obj)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::object;
+        j.m_data.m_value = obj;
+        j.set_parents();
+        j.assert_invariant();
+    }
+
+    template<typename BasicJsonType>
+    static void construct(BasicJsonType& j, typename BasicJsonType::object_t&& obj)
+    {
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::object;
+        j.m_data.m_value = std::move(obj);
+        j.set_parents();
+        j.assert_invariant();
+    }
+
+    template < typename BasicJsonType, typename CompatibleObjectType,
+               enable_if_t < !std::is_same<CompatibleObjectType, typename BasicJsonType::object_t>::value, int > = 0 >
+    static void construct(BasicJsonType& j, const CompatibleObjectType& obj)
+    {
+        using std::begin;
+        using std::end;
+
+        j.m_data.m_value.destroy(j.m_data.m_type);
+        j.m_data.m_type = value_t::object;
+        j.m_data.m_value.object = j.template create<typename BasicJsonType::object_t>(begin(obj), end(obj));
+        j.set_parents();
+        j.assert_invariant();
+    }
+};
+
+/////////////
+// to_json //
+/////////////
+
+template<typename BasicJsonType, typename T,
+         enable_if_t<std::is_same<T, typename BasicJsonType::boolean_t>::value, int> = 0>
+inline void to_json(BasicJsonType& j, T b) noexcept
+{
+    external_constructor<value_t::boolean>::construct(j, b);
+}
+
+template < typename BasicJsonType, typename BoolRef,
+           enable_if_t <
+               ((std::is_same<std::vector<bool>::reference, BoolRef>::value
+                 && !std::is_same <std::vector<bool>::reference, typename BasicJsonType::boolean_t&>::value)
+                || (std::is_same<std::vector<bool>::const_reference, BoolRef>::value
+                    && !std::is_same <detail::uncvref_t<std::vector<bool>::const_reference>,
+                                      typename BasicJsonType::boolean_t >::value))
+               && std::is_convertible<const BoolRef&, typename BasicJsonType::boolean_t>::value, int > = 0 >
+inline void to_json(BasicJsonType& j, const BoolRef& b) noexcept
+{
+    external_constructor<value_t::boolean>::construct(j, static_cast<typename BasicJsonType::boolean_t>(b));
+}
+
+template<typename BasicJsonType, typename CompatibleString,
+         enable_if_t<std::is_constructible<typename BasicJsonType::string_t, CompatibleString>::value, int> = 0>
+inline void to_json(BasicJsonType& j, const CompatibleString& s)
+{
+    external_constructor<value_t::string>::construct(j, s);
+}
+
+template<typename BasicJsonType>
+inline void to_json(BasicJsonType& j, typename BasicJsonType::string_t&& s)
+{
+    external_constructor<value_t::string>::construct(j, std::move(s));
+}
+
+template<typename BasicJsonType, typename FloatType,
+         enable_if_t<std::is_floating_point<FloatType>::value, int> = 0>
+inline void to_json(BasicJsonType& j, FloatType val) noexcept
+{
+    external_constructor<value_t::number_float>::construct(j, static_cast<typename BasicJsonType::number_float_t>(val));
+}
+
+template<typename BasicJsonType, typename CompatibleNumberUnsignedType,
+         enable_if_t<is_compatible_integer_type<typename BasicJsonType::number_unsigned_t, CompatibleNumberUnsignedType>::value, int> = 0>
+inline void to_json(BasicJsonType& j, CompatibleNumberUnsignedType val) noexcept
+{
+    external_constructor<value_t::number_unsigned>::construct(j, static_cast<typename BasicJsonType::number_unsigned_t>(val));
+}
+
+template<typename BasicJsonType, typename CompatibleNumberIntegerType,
+         enable_if_t<is_compatible_integer_type<typename BasicJsonType::number_integer_t, CompatibleNumberIntegerType>::value, int> = 0>
+inline void to_json(BasicJsonType& j, CompatibleNumberIntegerType val) noexcept
+{
+    external_constructor<value_t::number_integer>::construct(j, static_cast<typename BasicJsonType::number_integer_t>(val));
+}
+
+#if !JSON_DISABLE_ENUM_SERIALIZATION
+template<typename BasicJsonType, typename EnumType,
+         enable_if_t<std::is_enum<EnumType>::value, int> = 0>
+inline void to_json(BasicJsonType& j, EnumType e) noexcept
+{
+    using underlying_type = typename std::underlying_type<EnumType>::type;
+    static constexpr value_t integral_value_t = std::is_unsigned<underlying_type>::value ? value_t::number_unsigned : value_t::number_integer;
+    external_constructor<integral_value_t>::construct(j, static_cast<underlying_type>(e));
+}
+#endif  // JSON_DISABLE_ENUM_SERIALIZATION
+
+template<typename BasicJsonType>
+inline void to_json(BasicJsonType& j, const std::vector<bool>& e)
+{
+    external_constructor<value_t::array>::construct(j, e);
+}
+
+template < typename BasicJsonType, typename CompatibleArrayType,
+           enable_if_t < is_compatible_array_type<BasicJsonType,
+                         CompatibleArrayType>::value&&
+                         !is_compatible_object_type<BasicJsonType, CompatibleArrayType>::value&&
+                         !is_compatible_string_type<BasicJsonType, CompatibleArrayType>::value&&
+                         !std::is_same<typename BasicJsonType::binary_t, CompatibleArrayType>::value&&
+                         !is_basic_json<CompatibleArrayType>::value,
+                         int > = 0 >
+inline void to_json(BasicJsonType& j, const CompatibleArrayType& arr)
+{
+    external_constructor<value_t::array>::construct(j, arr);
+}
+
+template<typename BasicJsonType>
+inline void to_json(BasicJsonType& j, const typename BasicJsonType::binary_t& bin)
+{
+    external_constructor<value_t::binary>::construct(j, bin);
+}
+
+template<typename BasicJsonType, typename T,
+         enable_if_t<std::is_convertible<T, BasicJsonType>::value, int> = 0>
+inline void to_json(BasicJsonType& j, const std::valarray<T>& arr)
+{
+    external_constructor<value_t::array>::construct(j, std::move(arr));
+}
+
+template<typename BasicJsonType>
+inline void to_json(BasicJsonType& j, typename BasicJsonType::array_t&& arr)
+{
+    external_constructor<value_t::array>::construct(j, std::move(arr));
+}
+
+template < typename BasicJsonType, typename CompatibleObjectType,
+           enable_if_t < is_compatible_object_type<BasicJsonType, CompatibleObjectType>::value&& !is_basic_json<CompatibleObjectType>::value, int > = 0 >
+inline void to_json(BasicJsonType& j, const CompatibleObjectType& obj)
+{
+    external_constructor<value_t::object>::construct(j, obj);
+}
+
+template<typename BasicJsonType>
+inline void to_json(BasicJsonType& j, typename BasicJsonType::object_t&& obj)
+{
+    external_constructor<value_t::object>::construct(j, std::move(obj));
+}
+
+template <
+    typename BasicJsonType, typename T, std::size_t N,
+    enable_if_t < !std::is_constructible<typename BasicJsonType::string_t,
+                  const T(&)[N]>::value, // NOLINT(cppcoreguidelines-avoid-c-arrays,hicpp-avoid-c-arrays,modernize-avoid-c-arrays)
+                  int > = 0 >
+inline void to_json(BasicJsonType& j, const T(&arr)[N]) // NOLINT(cppcoreguidelines-avoid-c-arrays,hicpp-avoid-c-arrays,modernize-avoid-c-arrays)
+{
+    external_constructor<value_t::array>::construct(j, arr);
+}
+
+template < typename BasicJsonType, typename T1, typename T2, enable_if_t < std::is_constructible<BasicJsonType, T1>::value&& std::is_constructible<BasicJsonType, T2>::value, int > = 0 >
+inline void to_json(BasicJsonType& j, const std::pair<T1, T2>& p)
+{
+    j = { p.first, p.second };
+}
+
+// for https://github.com/nlohmann/json/pull/1134
+template<typename BasicJsonType, typename T,
+         enable_if_t<std::is_same<T, iteration_proxy_value<typename BasicJsonType::iterator>>::value, int> = 0>
+inline void to_json(BasicJsonType& j, const T& b)
+{
+    j = { {b.key(), b.value()} };
+}
+
+template<typename BasicJsonType, typename Tuple, std::size_t... Idx>
+inline void to_json_tuple_impl(BasicJsonType& j, const Tuple& t, index_sequence<Idx...> /*unused*/)
+{
+    j = { std::get<Idx>(t)... };
+}
+
+template<typename BasicJsonType, typename T, enable_if_t<is_constructible_tuple<BasicJsonType, T>::value, int > = 0>
+inline void to_json(BasicJsonType& j, const T& t)
+{
+    to_json_tuple_impl(j, t, make_index_sequence<std::tuple_size<T>::value> {});
+}
+
+#if JSON_HAS_FILESYSTEM || JSON_HAS_EXPERIMENTAL_FILESYSTEM
+template<typename BasicJsonType>
+inline void to_json(BasicJsonType& j, const std_fs::path& p)
+{
+    j = p.string();
+}
+#endif
+
+struct to_json_fn
+{
+    template<typename BasicJsonType, typename T>
+    auto operator()(BasicJsonType& j, T&& val) const noexcept(noexcept(to_json(j, std::forward<T>(val))))
+    -> decltype(to_json(j, std::forward<T>(val)), void())
+    {
+        return to_json(j, std::forward<T>(val));
+    }
+};
+}  // namespace detail
+
+#ifndef JSON_HAS_CPP_17
+/// namespace to hold default `to_json` function
+/// to see why this is required:
+/// http://www.open-std.org/jtc1/sc22/wg21/docs/papers/2015/n4381.html
+namespace // NOLINT(cert-dcl59-cpp,fuchsia-header-anon-namespaces,google-build-namespaces)
+{
+#endif
+JSON_INLINE_VARIABLE constexpr const auto& to_json = // NOLINT(misc-definitions-in-headers)
+    detail::static_const<detail::to_json_fn>::value;
+#ifndef JSON_HAS_CPP_17
+}  // namespace
+#endif
+
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/meta/identity_tag.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+
+/// @sa https://json.nlohmann.me/api/adl_serializer/
+template<typename ValueType, typename>
+struct adl_serializer
+{
+    /// @brief convert a JSON value to any value type
+    /// @sa https://json.nlohmann.me/api/adl_serializer/from_json/
+    template<typename BasicJsonType, typename TargetType = ValueType>
+    static auto from_json(BasicJsonType && j, TargetType& val) noexcept(
+        noexcept(::nlohmann::from_json(std::forward<BasicJsonType>(j), val)))
+    -> decltype(::nlohmann::from_json(std::forward<BasicJsonType>(j), val), void())
+    {
+        ::nlohmann::from_json(std::forward<BasicJsonType>(j), val);
+    }
+
+    /// @brief convert a JSON value to any value type
+    /// @sa https://json.nlohmann.me/api/adl_serializer/from_json/
+    template<typename BasicJsonType, typename TargetType = ValueType>
+    static auto from_json(BasicJsonType && j) noexcept(
+    noexcept(::nlohmann::from_json(std::forward<BasicJsonType>(j), detail::identity_tag<TargetType> {})))
+    -> decltype(::nlohmann::from_json(std::forward<BasicJsonType>(j), detail::identity_tag<TargetType> {}))
+    {
+        return ::nlohmann::from_json(std::forward<BasicJsonType>(j), detail::identity_tag<TargetType> {});
+    }
+
+    /// @brief convert any value type to a JSON value
+    /// @sa https://json.nlohmann.me/api/adl_serializer/to_json/
+    template<typename BasicJsonType, typename TargetType = ValueType>
+    static auto to_json(BasicJsonType& j, TargetType && val) noexcept(
+        noexcept(::nlohmann::to_json(j, std::forward<TargetType>(val))))
+    -> decltype(::nlohmann::to_json(j, std::forward<TargetType>(val)), void())
+    {
+        ::nlohmann::to_json(j, std::forward<TargetType>(val));
+    }
+};
+
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/byte_container_with_subtype.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstdint> // uint8_t, uint64_t
+#include <tuple> // tie
+#include <utility> // move
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+
+/// @brief an internal type for a backed binary type
+/// @sa https://json.nlohmann.me/api/byte_container_with_subtype/
+template<typename BinaryType>
+class byte_container_with_subtype : public BinaryType
+{
+  public:
+    using container_type = BinaryType;
+    using subtype_type = std::uint64_t;
+
+    /// @sa https://json.nlohmann.me/api/byte_container_with_subtype/byte_container_with_subtype/
+    byte_container_with_subtype() noexcept(noexcept(container_type()))
+        : container_type()
+    {}
+
+    /// @sa https://json.nlohmann.me/api/byte_container_with_subtype/byte_container_with_subtype/
+    byte_container_with_subtype(const container_type& b) noexcept(noexcept(container_type(b)))
+        : container_type(b)
+    {}
+
+    /// @sa https://json.nlohmann.me/api/byte_container_with_subtype/byte_container_with_subtype/
+    byte_container_with_subtype(container_type&& b) noexcept(noexcept(container_type(std::move(b))))
+        : container_type(std::move(b))
+    {}
+
+    /// @sa https://json.nlohmann.me/api/byte_container_with_subtype/byte_container_with_subtype/
+    byte_container_with_subtype(const container_type& b, subtype_type subtype_) noexcept(noexcept(container_type(b)))
+        : container_type(b)
+        , m_subtype(subtype_)
+        , m_has_subtype(true)
+    {}
+
+    /// @sa https://json.nlohmann.me/api/byte_container_with_subtype/byte_container_with_subtype/
+    byte_container_with_subtype(container_type&& b, subtype_type subtype_) noexcept(noexcept(container_type(std::move(b))))
+        : container_type(std::move(b))
+        , m_subtype(subtype_)
+        , m_has_subtype(true)
+    {}
+
+    bool operator==(const byte_container_with_subtype& rhs) const
+    {
+        return std::tie(static_cast<const BinaryType&>(*this), m_subtype, m_has_subtype) ==
+               std::tie(static_cast<const BinaryType&>(rhs), rhs.m_subtype, rhs.m_has_subtype);
+    }
+
+    bool operator!=(const byte_container_with_subtype& rhs) const
+    {
+        return !(rhs == *this);
+    }
+
+    /// @brief sets the binary subtype
+    /// @sa https://json.nlohmann.me/api/byte_container_with_subtype/set_subtype/
+    void set_subtype(subtype_type subtype_) noexcept
+    {
+        m_subtype = subtype_;
+        m_has_subtype = true;
+    }
+
+    /// @brief return the binary subtype
+    /// @sa https://json.nlohmann.me/api/byte_container_with_subtype/subtype/
+    constexpr subtype_type subtype() const noexcept
+    {
+        return m_has_subtype ? m_subtype : static_cast<subtype_type>(-1);
+    }
+
+    /// @brief return whether the value has a subtype
+    /// @sa https://json.nlohmann.me/api/byte_container_with_subtype/has_subtype/
+    constexpr bool has_subtype() const noexcept
+    {
+        return m_has_subtype;
+    }
+
+    /// @brief clears the binary subtype
+    /// @sa https://json.nlohmann.me/api/byte_container_with_subtype/clear_subtype/
+    void clear_subtype() noexcept
+    {
+        m_subtype = 0;
+        m_has_subtype = false;
+    }
+
+  private:
+    subtype_type m_subtype = 0;
+    bool m_has_subtype = false;
+};
+
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/conversions/from_json.hpp>
+
+// #include <nlohmann/detail/conversions/to_json.hpp>
+
+// #include <nlohmann/detail/exceptions.hpp>
+
+// #include <nlohmann/detail/hash.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstdint> // uint8_t
+#include <cstddef> // size_t
+#include <functional> // hash
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+// #include <nlohmann/detail/value_t.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+// boost::hash_combine
+inline std::size_t combine(std::size_t seed, std::size_t h) noexcept
+{
+    seed ^= h + 0x9e3779b9 + (seed << 6U) + (seed >> 2U);
+    return seed;
+}
+
+/*!
+@brief hash a JSON value
+
+The hash function tries to rely on std::hash where possible. Furthermore, the
+type of the JSON value is taken into account to have different hash values for
+null, 0, 0U, and false, etc.
+
+@tparam BasicJsonType basic_json specialization
+@param j JSON value to hash
+@return hash value of j
+*/
+template<typename BasicJsonType>
+std::size_t hash(const BasicJsonType& j)
+{
+    using string_t = typename BasicJsonType::string_t;
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+
+    const auto type = static_cast<std::size_t>(j.type());
+    switch (j.type())
+    {
+        case BasicJsonType::value_t::null:
+        case BasicJsonType::value_t::discarded:
+        {
+            return combine(type, 0);
+        }
+
+        case BasicJsonType::value_t::object:
+        {
+            auto seed = combine(type, j.size());
+            for (const auto& element : j.items())
+            {
+                const auto h = std::hash<string_t> {}(element.key());
+                seed = combine(seed, h);
+                seed = combine(seed, hash(element.value()));
+            }
+            return seed;
+        }
+
+        case BasicJsonType::value_t::array:
+        {
+            auto seed = combine(type, j.size());
+            for (const auto& element : j)
+            {
+                seed = combine(seed, hash(element));
+            }
+            return seed;
+        }
+
+        case BasicJsonType::value_t::string:
+        {
+            const auto h = std::hash<string_t> {}(j.template get_ref<const string_t&>());
+            return combine(type, h);
+        }
+
+        case BasicJsonType::value_t::boolean:
+        {
+            const auto h = std::hash<bool> {}(j.template get<bool>());
+            return combine(type, h);
+        }
+
+        case BasicJsonType::value_t::number_integer:
+        {
+            const auto h = std::hash<number_integer_t> {}(j.template get<number_integer_t>());
+            return combine(type, h);
+        }
+
+        case BasicJsonType::value_t::number_unsigned:
+        {
+            const auto h = std::hash<number_unsigned_t> {}(j.template get<number_unsigned_t>());
+            return combine(type, h);
+        }
+
+        case BasicJsonType::value_t::number_float:
+        {
+            const auto h = std::hash<number_float_t> {}(j.template get<number_float_t>());
+            return combine(type, h);
+        }
+
+        case BasicJsonType::value_t::binary:
+        {
+            auto seed = combine(type, j.get_binary().size());
+            const auto h = std::hash<bool> {}(j.get_binary().has_subtype());
+            seed = combine(seed, h);
+            seed = combine(seed, static_cast<std::size_t>(j.get_binary().subtype()));
+            for (const auto byte : j.get_binary())
+            {
+                seed = combine(seed, std::hash<std::uint8_t> {}(byte));
+            }
+            return seed;
+        }
+
+        default:                   // LCOV_EXCL_LINE
+            JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+            return 0;              // LCOV_EXCL_LINE
+    }
+}
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/input/binary_reader.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <algorithm> // generate_n
+#include <array> // array
+#include <cmath> // ldexp
+#include <cstddef> // size_t
+#include <cstdint> // uint8_t, uint16_t, uint32_t, uint64_t
+#include <cstdio> // snprintf
+#include <cstring> // memcpy
+#include <iterator> // back_inserter
+#include <limits> // numeric_limits
+#include <string> // char_traits, string
+#include <utility> // make_pair, move
+#include <vector> // vector
+
+// #include <nlohmann/detail/exceptions.hpp>
+
+// #include <nlohmann/detail/input/input_adapters.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <array> // array
+#include <cstddef> // size_t
+#include <cstring> // strlen
+#include <iterator> // begin, end, iterator_traits, random_access_iterator_tag, distance, next
+#include <memory> // shared_ptr, make_shared, addressof
+#include <numeric> // accumulate
+#include <string> // string, char_traits
+#include <type_traits> // enable_if, is_base_of, is_pointer, is_integral, remove_pointer
+#include <utility> // pair, declval
+
+#ifndef JSON_NO_IO
+    #include <cstdio>   // FILE *
+    #include <istream>  // istream
+#endif                  // JSON_NO_IO
+
+// #include <nlohmann/detail/iterators/iterator_traits.hpp>
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+/// the supported input formats
+enum class input_format_t { json, cbor, msgpack, ubjson, bson, bjdata };
+
+////////////////////
+// input adapters //
+////////////////////
+
+#ifndef JSON_NO_IO
+/*!
+Input adapter for stdio file access. This adapter read only 1 byte and do not use any
+ buffer. This adapter is a very low level adapter.
+*/
+class file_input_adapter
+{
+  public:
+    using char_type = char;
+
+    JSON_HEDLEY_NON_NULL(2)
+    explicit file_input_adapter(std::FILE* f) noexcept
+        : m_file(f)
+    {
+        JSON_ASSERT(m_file != nullptr);
+    }
+
+    // make class move-only
+    file_input_adapter(const file_input_adapter&) = delete;
+    file_input_adapter(file_input_adapter&&) noexcept = default;
+    file_input_adapter& operator=(const file_input_adapter&) = delete;
+    file_input_adapter& operator=(file_input_adapter&&) = delete;
+    ~file_input_adapter() = default;
+
+    std::char_traits<char>::int_type get_character() noexcept
+    {
+        return std::fgetc(m_file);
+    }
+
+  private:
+    /// the file pointer to read from
+    std::FILE* m_file;
+};
+
+/*!
+Input adapter for a (caching) istream. Ignores a UFT Byte Order Mark at
+beginning of input. Does not support changing the underlying std::streambuf
+in mid-input. Maintains underlying std::istream and std::streambuf to support
+subsequent use of standard std::istream operations to process any input
+characters following those used in parsing the JSON input.  Clears the
+std::istream flags; any input errors (e.g., EOF) will be detected by the first
+subsequent call for input from the std::istream.
+*/
+class input_stream_adapter
+{
+  public:
+    using char_type = char;
+
+    ~input_stream_adapter()
+    {
+        // clear stream flags; we use underlying streambuf I/O, do not
+        // maintain ifstream flags, except eof
+        if (is != nullptr)
+        {
+            is->clear(is->rdstate() & std::ios::eofbit);
+        }
+    }
+
+    explicit input_stream_adapter(std::istream& i)
+        : is(&i), sb(i.rdbuf())
+    {}
+
+    // delete because of pointer members
+    input_stream_adapter(const input_stream_adapter&) = delete;
+    input_stream_adapter& operator=(input_stream_adapter&) = delete;
+    input_stream_adapter& operator=(input_stream_adapter&&) = delete;
+
+    input_stream_adapter(input_stream_adapter&& rhs) noexcept
+        : is(rhs.is), sb(rhs.sb)
+    {
+        rhs.is = nullptr;
+        rhs.sb = nullptr;
+    }
+
+    // std::istream/std::streambuf use std::char_traits<char>::to_int_type, to
+    // ensure that std::char_traits<char>::eof() and the character 0xFF do not
+    // end up as the same value, e.g. 0xFFFFFFFF.
+    std::char_traits<char>::int_type get_character()
+    {
+        auto res = sb->sbumpc();
+        // set eof manually, as we don't use the istream interface.
+        if (JSON_HEDLEY_UNLIKELY(res == std::char_traits<char>::eof()))
+        {
+            is->clear(is->rdstate() | std::ios::eofbit);
+        }
+        return res;
+    }
+
+  private:
+    /// the associated input stream
+    std::istream* is = nullptr;
+    std::streambuf* sb = nullptr;
+};
+#endif  // JSON_NO_IO
+
+// General-purpose iterator-based adapter. It might not be as fast as
+// theoretically possible for some containers, but it is extremely versatile.
+template<typename IteratorType>
+class iterator_input_adapter
+{
+  public:
+    using char_type = typename std::iterator_traits<IteratorType>::value_type;
+
+    iterator_input_adapter(IteratorType first, IteratorType last)
+        : current(std::move(first)), end(std::move(last))
+    {}
+
+    typename char_traits<char_type>::int_type get_character()
+    {
+        if (JSON_HEDLEY_LIKELY(current != end))
+        {
+            auto result = char_traits<char_type>::to_int_type(*current);
+            std::advance(current, 1);
+            return result;
+        }
+
+        return char_traits<char_type>::eof();
+    }
+
+  private:
+    IteratorType current;
+    IteratorType end;
+
+    template<typename BaseInputAdapter, size_t T>
+    friend struct wide_string_input_helper;
+
+    bool empty() const
+    {
+        return current == end;
+    }
+};
+
+template<typename BaseInputAdapter, size_t T>
+struct wide_string_input_helper;
+
+template<typename BaseInputAdapter>
+struct wide_string_input_helper<BaseInputAdapter, 4>
+{
+    // UTF-32
+    static void fill_buffer(BaseInputAdapter& input,
+                            std::array<std::char_traits<char>::int_type, 4>& utf8_bytes,
+                            size_t& utf8_bytes_index,
+                            size_t& utf8_bytes_filled)
+    {
+        utf8_bytes_index = 0;
+
+        if (JSON_HEDLEY_UNLIKELY(input.empty()))
+        {
+            utf8_bytes[0] = std::char_traits<char>::eof();
+            utf8_bytes_filled = 1;
+        }
+        else
+        {
+            // get the current character
+            const auto wc = input.get_character();
+
+            // UTF-32 to UTF-8 encoding
+            if (wc < 0x80)
+            {
+                utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(wc);
+                utf8_bytes_filled = 1;
+            }
+            else if (wc <= 0x7FF)
+            {
+                utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(0xC0u | ((static_cast<unsigned int>(wc) >> 6u) & 0x1Fu));
+                utf8_bytes[1] = static_cast<std::char_traits<char>::int_type>(0x80u | (static_cast<unsigned int>(wc) & 0x3Fu));
+                utf8_bytes_filled = 2;
+            }
+            else if (wc <= 0xFFFF)
+            {
+                utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(0xE0u | ((static_cast<unsigned int>(wc) >> 12u) & 0x0Fu));
+                utf8_bytes[1] = static_cast<std::char_traits<char>::int_type>(0x80u | ((static_cast<unsigned int>(wc) >> 6u) & 0x3Fu));
+                utf8_bytes[2] = static_cast<std::char_traits<char>::int_type>(0x80u | (static_cast<unsigned int>(wc) & 0x3Fu));
+                utf8_bytes_filled = 3;
+            }
+            else if (wc <= 0x10FFFF)
+            {
+                utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(0xF0u | ((static_cast<unsigned int>(wc) >> 18u) & 0x07u));
+                utf8_bytes[1] = static_cast<std::char_traits<char>::int_type>(0x80u | ((static_cast<unsigned int>(wc) >> 12u) & 0x3Fu));
+                utf8_bytes[2] = static_cast<std::char_traits<char>::int_type>(0x80u | ((static_cast<unsigned int>(wc) >> 6u) & 0x3Fu));
+                utf8_bytes[3] = static_cast<std::char_traits<char>::int_type>(0x80u | (static_cast<unsigned int>(wc) & 0x3Fu));
+                utf8_bytes_filled = 4;
+            }
+            else
+            {
+                // unknown character
+                utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(wc);
+                utf8_bytes_filled = 1;
+            }
+        }
+    }
+};
+
+template<typename BaseInputAdapter>
+struct wide_string_input_helper<BaseInputAdapter, 2>
+{
+    // UTF-16
+    static void fill_buffer(BaseInputAdapter& input,
+                            std::array<std::char_traits<char>::int_type, 4>& utf8_bytes,
+                            size_t& utf8_bytes_index,
+                            size_t& utf8_bytes_filled)
+    {
+        utf8_bytes_index = 0;
+
+        if (JSON_HEDLEY_UNLIKELY(input.empty()))
+        {
+            utf8_bytes[0] = std::char_traits<char>::eof();
+            utf8_bytes_filled = 1;
+        }
+        else
+        {
+            // get the current character
+            const auto wc = input.get_character();
+
+            // UTF-16 to UTF-8 encoding
+            if (wc < 0x80)
+            {
+                utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(wc);
+                utf8_bytes_filled = 1;
+            }
+            else if (wc <= 0x7FF)
+            {
+                utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(0xC0u | ((static_cast<unsigned int>(wc) >> 6u)));
+                utf8_bytes[1] = static_cast<std::char_traits<char>::int_type>(0x80u | (static_cast<unsigned int>(wc) & 0x3Fu));
+                utf8_bytes_filled = 2;
+            }
+            else if (0xD800 > wc || wc >= 0xE000)
+            {
+                utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(0xE0u | ((static_cast<unsigned int>(wc) >> 12u)));
+                utf8_bytes[1] = static_cast<std::char_traits<char>::int_type>(0x80u | ((static_cast<unsigned int>(wc) >> 6u) & 0x3Fu));
+                utf8_bytes[2] = static_cast<std::char_traits<char>::int_type>(0x80u | (static_cast<unsigned int>(wc) & 0x3Fu));
+                utf8_bytes_filled = 3;
+            }
+            else
+            {
+                if (JSON_HEDLEY_UNLIKELY(!input.empty()))
+                {
+                    const auto wc2 = static_cast<unsigned int>(input.get_character());
+                    const auto charcode = 0x10000u + (((static_cast<unsigned int>(wc) & 0x3FFu) << 10u) | (wc2 & 0x3FFu));
+                    utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(0xF0u | (charcode >> 18u));
+                    utf8_bytes[1] = static_cast<std::char_traits<char>::int_type>(0x80u | ((charcode >> 12u) & 0x3Fu));
+                    utf8_bytes[2] = static_cast<std::char_traits<char>::int_type>(0x80u | ((charcode >> 6u) & 0x3Fu));
+                    utf8_bytes[3] = static_cast<std::char_traits<char>::int_type>(0x80u | (charcode & 0x3Fu));
+                    utf8_bytes_filled = 4;
+                }
+                else
+                {
+                    utf8_bytes[0] = static_cast<std::char_traits<char>::int_type>(wc);
+                    utf8_bytes_filled = 1;
+                }
+            }
+        }
+    }
+};
+
+// Wraps another input adapter to convert wide character types into individual bytes.
+template<typename BaseInputAdapter, typename WideCharType>
+class wide_string_input_adapter
+{
+  public:
+    using char_type = char;
+
+    wide_string_input_adapter(BaseInputAdapter base)
+        : base_adapter(base) {}
+
+    typename std::char_traits<char>::int_type get_character() noexcept
+    {
+        // check if buffer needs to be filled
+        if (utf8_bytes_index == utf8_bytes_filled)
+        {
+            fill_buffer<sizeof(WideCharType)>();
+
+            JSON_ASSERT(utf8_bytes_filled > 0);
+            JSON_ASSERT(utf8_bytes_index == 0);
+        }
+
+        // use buffer
+        JSON_ASSERT(utf8_bytes_filled > 0);
+        JSON_ASSERT(utf8_bytes_index < utf8_bytes_filled);
+        return utf8_bytes[utf8_bytes_index++];
+    }
+
+  private:
+    BaseInputAdapter base_adapter;
+
+    template<size_t T>
+    void fill_buffer()
+    {
+        wide_string_input_helper<BaseInputAdapter, T>::fill_buffer(base_adapter, utf8_bytes, utf8_bytes_index, utf8_bytes_filled);
+    }
+
+    /// a buffer for UTF-8 bytes
+    std::array<std::char_traits<char>::int_type, 4> utf8_bytes = {{0, 0, 0, 0}};
+
+    /// index to the utf8_codes array for the next valid byte
+    std::size_t utf8_bytes_index = 0;
+    /// number of valid bytes in the utf8_codes array
+    std::size_t utf8_bytes_filled = 0;
+};
+
+template<typename IteratorType, typename Enable = void>
+struct iterator_input_adapter_factory
+{
+    using iterator_type = IteratorType;
+    using char_type = typename std::iterator_traits<iterator_type>::value_type;
+    using adapter_type = iterator_input_adapter<iterator_type>;
+
+    static adapter_type create(IteratorType first, IteratorType last)
+    {
+        return adapter_type(std::move(first), std::move(last));
+    }
+};
+
+template<typename T>
+struct is_iterator_of_multibyte
+{
+    using value_type = typename std::iterator_traits<T>::value_type;
+    enum
+    {
+        value = sizeof(value_type) > 1
+    };
+};
+
+template<typename IteratorType>
+struct iterator_input_adapter_factory<IteratorType, enable_if_t<is_iterator_of_multibyte<IteratorType>::value>>
+{
+    using iterator_type = IteratorType;
+    using char_type = typename std::iterator_traits<iterator_type>::value_type;
+    using base_adapter_type = iterator_input_adapter<iterator_type>;
+    using adapter_type = wide_string_input_adapter<base_adapter_type, char_type>;
+
+    static adapter_type create(IteratorType first, IteratorType last)
+    {
+        return adapter_type(base_adapter_type(std::move(first), std::move(last)));
+    }
+};
+
+// General purpose iterator-based input
+template<typename IteratorType>
+typename iterator_input_adapter_factory<IteratorType>::adapter_type input_adapter(IteratorType first, IteratorType last)
+{
+    using factory_type = iterator_input_adapter_factory<IteratorType>;
+    return factory_type::create(first, last);
+}
+
+// Convenience shorthand from container to iterator
+// Enables ADL on begin(container) and end(container)
+// Encloses the using declarations in namespace for not to leak them to outside scope
+
+namespace container_input_adapter_factory_impl
+{
+
+using std::begin;
+using std::end;
+
+template<typename ContainerType, typename Enable = void>
+struct container_input_adapter_factory {};
+
+template<typename ContainerType>
+struct container_input_adapter_factory< ContainerType,
+       void_t<decltype(begin(std::declval<ContainerType>()), end(std::declval<ContainerType>()))>>
+       {
+           using adapter_type = decltype(input_adapter(begin(std::declval<ContainerType>()), end(std::declval<ContainerType>())));
+
+           static adapter_type create(const ContainerType& container)
+{
+    return input_adapter(begin(container), end(container));
+}
+       };
+
+}  // namespace container_input_adapter_factory_impl
+
+template<typename ContainerType>
+typename container_input_adapter_factory_impl::container_input_adapter_factory<ContainerType>::adapter_type input_adapter(const ContainerType& container)
+{
+    return container_input_adapter_factory_impl::container_input_adapter_factory<ContainerType>::create(container);
+}
+
+#ifndef JSON_NO_IO
+// Special cases with fast paths
+inline file_input_adapter input_adapter(std::FILE* file)
+{
+    return file_input_adapter(file);
+}
+
+inline input_stream_adapter input_adapter(std::istream& stream)
+{
+    return input_stream_adapter(stream);
+}
+
+inline input_stream_adapter input_adapter(std::istream&& stream)
+{
+    return input_stream_adapter(stream);
+}
+#endif  // JSON_NO_IO
+
+using contiguous_bytes_input_adapter = decltype(input_adapter(std::declval<const char*>(), std::declval<const char*>()));
+
+// Null-delimited strings, and the like.
+template < typename CharT,
+           typename std::enable_if <
+               std::is_pointer<CharT>::value&&
+               !std::is_array<CharT>::value&&
+               std::is_integral<typename std::remove_pointer<CharT>::type>::value&&
+               sizeof(typename std::remove_pointer<CharT>::type) == 1,
+               int >::type = 0 >
+contiguous_bytes_input_adapter input_adapter(CharT b)
+{
+    auto length = std::strlen(reinterpret_cast<const char*>(b));
+    const auto* ptr = reinterpret_cast<const char*>(b);
+    return input_adapter(ptr, ptr + length);
+}
+
+template<typename T, std::size_t N>
+auto input_adapter(T (&array)[N]) -> decltype(input_adapter(array, array + N)) // NOLINT(cppcoreguidelines-avoid-c-arrays,hicpp-avoid-c-arrays,modernize-avoid-c-arrays)
+{
+    return input_adapter(array, array + N);
+}
+
+// This class only handles inputs of input_buffer_adapter type.
+// It's required so that expressions like {ptr, len} can be implicitly cast
+// to the correct adapter.
+class span_input_adapter
+{
+  public:
+    template < typename CharT,
+               typename std::enable_if <
+                   std::is_pointer<CharT>::value&&
+                   std::is_integral<typename std::remove_pointer<CharT>::type>::value&&
+                   sizeof(typename std::remove_pointer<CharT>::type) == 1,
+                   int >::type = 0 >
+    span_input_adapter(CharT b, std::size_t l)
+        : ia(reinterpret_cast<const char*>(b), reinterpret_cast<const char*>(b) + l) {}
+
+    template<class IteratorType,
+             typename std::enable_if<
+                 std::is_same<typename iterator_traits<IteratorType>::iterator_category, std::random_access_iterator_tag>::value,
+                 int>::type = 0>
+    span_input_adapter(IteratorType first, IteratorType last)
+        : ia(input_adapter(first, last)) {}
+
+    contiguous_bytes_input_adapter&& get()
+    {
+        return std::move(ia); // NOLINT(hicpp-move-const-arg,performance-move-const-arg)
+    }
+
+  private:
+    contiguous_bytes_input_adapter ia;
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/input/json_sax.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstddef>
+#include <string> // string
+#include <utility> // move
+#include <vector> // vector
+
+// #include <nlohmann/detail/exceptions.hpp>
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/string_concat.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+
+/*!
+@brief SAX interface
+
+This class describes the SAX interface used by @ref nlohmann::json::sax_parse.
+Each function is called in different situations while the input is parsed. The
+boolean return value informs the parser whether to continue processing the
+input.
+*/
+template<typename BasicJsonType>
+struct json_sax
+{
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using string_t = typename BasicJsonType::string_t;
+    using binary_t = typename BasicJsonType::binary_t;
+
+    /*!
+    @brief a null value was read
+    @return whether parsing should proceed
+    */
+    virtual bool null() = 0;
+
+    /*!
+    @brief a boolean value was read
+    @param[in] val  boolean value
+    @return whether parsing should proceed
+    */
+    virtual bool boolean(bool val) = 0;
+
+    /*!
+    @brief an integer number was read
+    @param[in] val  integer value
+    @return whether parsing should proceed
+    */
+    virtual bool number_integer(number_integer_t val) = 0;
+
+    /*!
+    @brief an unsigned integer number was read
+    @param[in] val  unsigned integer value
+    @return whether parsing should proceed
+    */
+    virtual bool number_unsigned(number_unsigned_t val) = 0;
+
+    /*!
+    @brief a floating-point number was read
+    @param[in] val  floating-point value
+    @param[in] s    raw token value
+    @return whether parsing should proceed
+    */
+    virtual bool number_float(number_float_t val, const string_t& s) = 0;
+
+    /*!
+    @brief a string value was read
+    @param[in] val  string value
+    @return whether parsing should proceed
+    @note It is safe to move the passed string value.
+    */
+    virtual bool string(string_t& val) = 0;
+
+    /*!
+    @brief a binary value was read
+    @param[in] val  binary value
+    @return whether parsing should proceed
+    @note It is safe to move the passed binary value.
+    */
+    virtual bool binary(binary_t& val) = 0;
+
+    /*!
+    @brief the beginning of an object was read
+    @param[in] elements  number of object elements or -1 if unknown
+    @return whether parsing should proceed
+    @note binary formats may report the number of elements
+    */
+    virtual bool start_object(std::size_t elements) = 0;
+
+    /*!
+    @brief an object key was read
+    @param[in] val  object key
+    @return whether parsing should proceed
+    @note It is safe to move the passed string.
+    */
+    virtual bool key(string_t& val) = 0;
+
+    /*!
+    @brief the end of an object was read
+    @return whether parsing should proceed
+    */
+    virtual bool end_object() = 0;
+
+    /*!
+    @brief the beginning of an array was read
+    @param[in] elements  number of array elements or -1 if unknown
+    @return whether parsing should proceed
+    @note binary formats may report the number of elements
+    */
+    virtual bool start_array(std::size_t elements) = 0;
+
+    /*!
+    @brief the end of an array was read
+    @return whether parsing should proceed
+    */
+    virtual bool end_array() = 0;
+
+    /*!
+    @brief a parse error occurred
+    @param[in] position    the position in the input where the error occurs
+    @param[in] last_token  the last read token
+    @param[in] ex          an exception object describing the error
+    @return whether parsing should proceed (must return false)
+    */
+    virtual bool parse_error(std::size_t position,
+                             const std::string& last_token,
+                             const detail::exception& ex) = 0;
+
+    json_sax() = default;
+    json_sax(const json_sax&) = default;
+    json_sax(json_sax&&) noexcept = default;
+    json_sax& operator=(const json_sax&) = default;
+    json_sax& operator=(json_sax&&) noexcept = default;
+    virtual ~json_sax() = default;
+};
+
+namespace detail
+{
+/*!
+@brief SAX implementation to create a JSON value from SAX events
+
+This class implements the @ref json_sax interface and processes the SAX events
+to create a JSON value which makes it basically a DOM parser. The structure or
+hierarchy of the JSON value is managed by the stack `ref_stack` which contains
+a pointer to the respective array or object for each recursion depth.
+
+After successful parsing, the value that is passed by reference to the
+constructor contains the parsed value.
+
+@tparam BasicJsonType  the JSON type
+*/
+template<typename BasicJsonType>
+class json_sax_dom_parser
+{
+  public:
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using string_t = typename BasicJsonType::string_t;
+    using binary_t = typename BasicJsonType::binary_t;
+
+    /*!
+    @param[in,out] r  reference to a JSON value that is manipulated while
+                       parsing
+    @param[in] allow_exceptions_  whether parse errors yield exceptions
+    */
+    explicit json_sax_dom_parser(BasicJsonType& r, const bool allow_exceptions_ = true)
+        : root(r), allow_exceptions(allow_exceptions_)
+    {}
+
+    // make class move-only
+    json_sax_dom_parser(const json_sax_dom_parser&) = delete;
+    json_sax_dom_parser(json_sax_dom_parser&&) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor)
+    json_sax_dom_parser& operator=(const json_sax_dom_parser&) = delete;
+    json_sax_dom_parser& operator=(json_sax_dom_parser&&) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor)
+    ~json_sax_dom_parser() = default;
+
+    bool null()
+    {
+        handle_value(nullptr);
+        return true;
+    }
+
+    bool boolean(bool val)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool number_integer(number_integer_t val)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool number_unsigned(number_unsigned_t val)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool number_float(number_float_t val, const string_t& /*unused*/)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool string(string_t& val)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool binary(binary_t& val)
+    {
+        handle_value(std::move(val));
+        return true;
+    }
+
+    bool start_object(std::size_t len)
+    {
+        ref_stack.push_back(handle_value(BasicJsonType::value_t::object));
+
+        if (JSON_HEDLEY_UNLIKELY(len != static_cast<std::size_t>(-1) && len > ref_stack.back()->max_size()))
+        {
+            JSON_THROW(out_of_range::create(408, concat("excessive object size: ", std::to_string(len)), ref_stack.back()));
+        }
+
+        return true;
+    }
+
+    bool key(string_t& val)
+    {
+        JSON_ASSERT(!ref_stack.empty());
+        JSON_ASSERT(ref_stack.back()->is_object());
+
+        // add null at given key and store the reference for later
+        object_element = &(ref_stack.back()->m_data.m_value.object->operator[](val));
+        return true;
+    }
+
+    bool end_object()
+    {
+        JSON_ASSERT(!ref_stack.empty());
+        JSON_ASSERT(ref_stack.back()->is_object());
+
+        ref_stack.back()->set_parents();
+        ref_stack.pop_back();
+        return true;
+    }
+
+    bool start_array(std::size_t len)
+    {
+        ref_stack.push_back(handle_value(BasicJsonType::value_t::array));
+
+        if (JSON_HEDLEY_UNLIKELY(len != static_cast<std::size_t>(-1) && len > ref_stack.back()->max_size()))
+        {
+            JSON_THROW(out_of_range::create(408, concat("excessive array size: ", std::to_string(len)), ref_stack.back()));
+        }
+
+        return true;
+    }
+
+    bool end_array()
+    {
+        JSON_ASSERT(!ref_stack.empty());
+        JSON_ASSERT(ref_stack.back()->is_array());
+
+        ref_stack.back()->set_parents();
+        ref_stack.pop_back();
+        return true;
+    }
+
+    template<class Exception>
+    bool parse_error(std::size_t /*unused*/, const std::string& /*unused*/,
+                     const Exception& ex)
+    {
+        errored = true;
+        static_cast<void>(ex);
+        if (allow_exceptions)
+        {
+            JSON_THROW(ex);
+        }
+        return false;
+    }
+
+    constexpr bool is_errored() const
+    {
+        return errored;
+    }
+
+  private:
+    /*!
+    @invariant If the ref stack is empty, then the passed value will be the new
+               root.
+    @invariant If the ref stack contains a value, then it is an array or an
+               object to which we can add elements
+    */
+    template<typename Value>
+    JSON_HEDLEY_RETURNS_NON_NULL
+    BasicJsonType* handle_value(Value&& v)
+    {
+        if (ref_stack.empty())
+        {
+            root = BasicJsonType(std::forward<Value>(v));
+            return &root;
+        }
+
+        JSON_ASSERT(ref_stack.back()->is_array() || ref_stack.back()->is_object());
+
+        if (ref_stack.back()->is_array())
+        {
+            ref_stack.back()->m_data.m_value.array->emplace_back(std::forward<Value>(v));
+            return &(ref_stack.back()->m_data.m_value.array->back());
+        }
+
+        JSON_ASSERT(ref_stack.back()->is_object());
+        JSON_ASSERT(object_element);
+        *object_element = BasicJsonType(std::forward<Value>(v));
+        return object_element;
+    }
+
+    /// the parsed JSON value
+    BasicJsonType& root;
+    /// stack to model hierarchy of values
+    std::vector<BasicJsonType*> ref_stack {};
+    /// helper to hold the reference for the next object element
+    BasicJsonType* object_element = nullptr;
+    /// whether a syntax error occurred
+    bool errored = false;
+    /// whether to throw exceptions in case of errors
+    const bool allow_exceptions = true;
+};
+
+template<typename BasicJsonType>
+class json_sax_dom_callback_parser
+{
+  public:
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using string_t = typename BasicJsonType::string_t;
+    using binary_t = typename BasicJsonType::binary_t;
+    using parser_callback_t = typename BasicJsonType::parser_callback_t;
+    using parse_event_t = typename BasicJsonType::parse_event_t;
+
+    json_sax_dom_callback_parser(BasicJsonType& r,
+                                 const parser_callback_t cb,
+                                 const bool allow_exceptions_ = true)
+        : root(r), callback(cb), allow_exceptions(allow_exceptions_)
+    {
+        keep_stack.push_back(true);
+    }
+
+    // make class move-only
+    json_sax_dom_callback_parser(const json_sax_dom_callback_parser&) = delete;
+    json_sax_dom_callback_parser(json_sax_dom_callback_parser&&) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor)
+    json_sax_dom_callback_parser& operator=(const json_sax_dom_callback_parser&) = delete;
+    json_sax_dom_callback_parser& operator=(json_sax_dom_callback_parser&&) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor)
+    ~json_sax_dom_callback_parser() = default;
+
+    bool null()
+    {
+        handle_value(nullptr);
+        return true;
+    }
+
+    bool boolean(bool val)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool number_integer(number_integer_t val)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool number_unsigned(number_unsigned_t val)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool number_float(number_float_t val, const string_t& /*unused*/)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool string(string_t& val)
+    {
+        handle_value(val);
+        return true;
+    }
+
+    bool binary(binary_t& val)
+    {
+        handle_value(std::move(val));
+        return true;
+    }
+
+    bool start_object(std::size_t len)
+    {
+        // check callback for object start
+        const bool keep = callback(static_cast<int>(ref_stack.size()), parse_event_t::object_start, discarded);
+        keep_stack.push_back(keep);
+
+        auto val = handle_value(BasicJsonType::value_t::object, true);
+        ref_stack.push_back(val.second);
+
+        // check object limit
+        if (ref_stack.back() && JSON_HEDLEY_UNLIKELY(len != static_cast<std::size_t>(-1) && len > ref_stack.back()->max_size()))
+        {
+            JSON_THROW(out_of_range::create(408, concat("excessive object size: ", std::to_string(len)), ref_stack.back()));
+        }
+
+        return true;
+    }
+
+    bool key(string_t& val)
+    {
+        BasicJsonType k = BasicJsonType(val);
+
+        // check callback for key
+        const bool keep = callback(static_cast<int>(ref_stack.size()), parse_event_t::key, k);
+        key_keep_stack.push_back(keep);
+
+        // add discarded value at given key and store the reference for later
+        if (keep && ref_stack.back())
+        {
+            object_element = &(ref_stack.back()->m_data.m_value.object->operator[](val) = discarded);
+        }
+
+        return true;
+    }
+
+    bool end_object()
+    {
+        if (ref_stack.back())
+        {
+            if (!callback(static_cast<int>(ref_stack.size()) - 1, parse_event_t::object_end, *ref_stack.back()))
+            {
+                // discard object
+                *ref_stack.back() = discarded;
+            }
+            else
+            {
+                ref_stack.back()->set_parents();
+            }
+        }
+
+        JSON_ASSERT(!ref_stack.empty());
+        JSON_ASSERT(!keep_stack.empty());
+        ref_stack.pop_back();
+        keep_stack.pop_back();
+
+        if (!ref_stack.empty() && ref_stack.back() && ref_stack.back()->is_structured())
+        {
+            // remove discarded value
+            for (auto it = ref_stack.back()->begin(); it != ref_stack.back()->end(); ++it)
+            {
+                if (it->is_discarded())
+                {
+                    ref_stack.back()->erase(it);
+                    break;
+                }
+            }
+        }
+
+        return true;
+    }
+
+    bool start_array(std::size_t len)
+    {
+        const bool keep = callback(static_cast<int>(ref_stack.size()), parse_event_t::array_start, discarded);
+        keep_stack.push_back(keep);
+
+        auto val = handle_value(BasicJsonType::value_t::array, true);
+        ref_stack.push_back(val.second);
+
+        // check array limit
+        if (ref_stack.back() && JSON_HEDLEY_UNLIKELY(len != static_cast<std::size_t>(-1) && len > ref_stack.back()->max_size()))
+        {
+            JSON_THROW(out_of_range::create(408, concat("excessive array size: ", std::to_string(len)), ref_stack.back()));
+        }
+
+        return true;
+    }
+
+    bool end_array()
+    {
+        bool keep = true;
+
+        if (ref_stack.back())
+        {
+            keep = callback(static_cast<int>(ref_stack.size()) - 1, parse_event_t::array_end, *ref_stack.back());
+            if (keep)
+            {
+                ref_stack.back()->set_parents();
+            }
+            else
+            {
+                // discard array
+                *ref_stack.back() = discarded;
+            }
+        }
+
+        JSON_ASSERT(!ref_stack.empty());
+        JSON_ASSERT(!keep_stack.empty());
+        ref_stack.pop_back();
+        keep_stack.pop_back();
+
+        // remove discarded value
+        if (!keep && !ref_stack.empty() && ref_stack.back()->is_array())
+        {
+            ref_stack.back()->m_data.m_value.array->pop_back();
+        }
+
+        return true;
+    }
+
+    template<class Exception>
+    bool parse_error(std::size_t /*unused*/, const std::string& /*unused*/,
+                     const Exception& ex)
+    {
+        errored = true;
+        static_cast<void>(ex);
+        if (allow_exceptions)
+        {
+            JSON_THROW(ex);
+        }
+        return false;
+    }
+
+    constexpr bool is_errored() const
+    {
+        return errored;
+    }
+
+  private:
+    /*!
+    @param[in] v  value to add to the JSON value we build during parsing
+    @param[in] skip_callback  whether we should skip calling the callback
+               function; this is required after start_array() and
+               start_object() SAX events, because otherwise we would call the
+               callback function with an empty array or object, respectively.
+
+    @invariant If the ref stack is empty, then the passed value will be the new
+               root.
+    @invariant If the ref stack contains a value, then it is an array or an
+               object to which we can add elements
+
+    @return pair of boolean (whether value should be kept) and pointer (to the
+            passed value in the ref_stack hierarchy; nullptr if not kept)
+    */
+    template<typename Value>
+    std::pair<bool, BasicJsonType*> handle_value(Value&& v, const bool skip_callback = false)
+    {
+        JSON_ASSERT(!keep_stack.empty());
+
+        // do not handle this value if we know it would be added to a discarded
+        // container
+        if (!keep_stack.back())
+        {
+            return {false, nullptr};
+        }
+
+        // create value
+        auto value = BasicJsonType(std::forward<Value>(v));
+
+        // check callback
+        const bool keep = skip_callback || callback(static_cast<int>(ref_stack.size()), parse_event_t::value, value);
+
+        // do not handle this value if we just learnt it shall be discarded
+        if (!keep)
+        {
+            return {false, nullptr};
+        }
+
+        if (ref_stack.empty())
+        {
+            root = std::move(value);
+            return {true, & root};
+        }
+
+        // skip this value if we already decided to skip the parent
+        // (https://github.com/nlohmann/json/issues/971#issuecomment-413678360)
+        if (!ref_stack.back())
+        {
+            return {false, nullptr};
+        }
+
+        // we now only expect arrays and objects
+        JSON_ASSERT(ref_stack.back()->is_array() || ref_stack.back()->is_object());
+
+        // array
+        if (ref_stack.back()->is_array())
+        {
+            ref_stack.back()->m_data.m_value.array->emplace_back(std::move(value));
+            return {true, & (ref_stack.back()->m_data.m_value.array->back())};
+        }
+
+        // object
+        JSON_ASSERT(ref_stack.back()->is_object());
+        // check if we should store an element for the current key
+        JSON_ASSERT(!key_keep_stack.empty());
+        const bool store_element = key_keep_stack.back();
+        key_keep_stack.pop_back();
+
+        if (!store_element)
+        {
+            return {false, nullptr};
+        }
+
+        JSON_ASSERT(object_element);
+        *object_element = std::move(value);
+        return {true, object_element};
+    }
+
+    /// the parsed JSON value
+    BasicJsonType& root;
+    /// stack to model hierarchy of values
+    std::vector<BasicJsonType*> ref_stack {};
+    /// stack to manage which values to keep
+    std::vector<bool> keep_stack {}; // NOLINT(readability-redundant-member-init)
+    /// stack to manage which object keys to keep
+    std::vector<bool> key_keep_stack {}; // NOLINT(readability-redundant-member-init)
+    /// helper to hold the reference for the next object element
+    BasicJsonType* object_element = nullptr;
+    /// whether a syntax error occurred
+    bool errored = false;
+    /// callback function
+    const parser_callback_t callback = nullptr;
+    /// whether to throw exceptions in case of errors
+    const bool allow_exceptions = true;
+    /// a discarded value for the callback
+    BasicJsonType discarded = BasicJsonType::value_t::discarded;
+};
+
+template<typename BasicJsonType>
+class json_sax_acceptor
+{
+  public:
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using string_t = typename BasicJsonType::string_t;
+    using binary_t = typename BasicJsonType::binary_t;
+
+    bool null()
+    {
+        return true;
+    }
+
+    bool boolean(bool /*unused*/)
+    {
+        return true;
+    }
+
+    bool number_integer(number_integer_t /*unused*/)
+    {
+        return true;
+    }
+
+    bool number_unsigned(number_unsigned_t /*unused*/)
+    {
+        return true;
+    }
+
+    bool number_float(number_float_t /*unused*/, const string_t& /*unused*/)
+    {
+        return true;
+    }
+
+    bool string(string_t& /*unused*/)
+    {
+        return true;
+    }
+
+    bool binary(binary_t& /*unused*/)
+    {
+        return true;
+    }
+
+    bool start_object(std::size_t /*unused*/ = static_cast<std::size_t>(-1))
+    {
+        return true;
+    }
+
+    bool key(string_t& /*unused*/)
+    {
+        return true;
+    }
+
+    bool end_object()
+    {
+        return true;
+    }
+
+    bool start_array(std::size_t /*unused*/ = static_cast<std::size_t>(-1))
+    {
+        return true;
+    }
+
+    bool end_array()
+    {
+        return true;
+    }
+
+    bool parse_error(std::size_t /*unused*/, const std::string& /*unused*/, const detail::exception& /*unused*/)
+    {
+        return false;
+    }
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/input/lexer.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <array> // array
+#include <clocale> // localeconv
+#include <cstddef> // size_t
+#include <cstdio> // snprintf
+#include <cstdlib> // strtof, strtod, strtold, strtoll, strtoull
+#include <initializer_list> // initializer_list
+#include <string> // char_traits, string
+#include <utility> // move
+#include <vector> // vector
+
+// #include <nlohmann/detail/input/input_adapters.hpp>
+
+// #include <nlohmann/detail/input/position_t.hpp>
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+///////////
+// lexer //
+///////////
+
+template<typename BasicJsonType>
+class lexer_base
+{
+  public:
+    /// token types for the parser
+    enum class token_type
+    {
+        uninitialized,    ///< indicating the scanner is uninitialized
+        literal_true,     ///< the `true` literal
+        literal_false,    ///< the `false` literal
+        literal_null,     ///< the `null` literal
+        value_string,     ///< a string -- use get_string() for actual value
+        value_unsigned,   ///< an unsigned integer -- use get_number_unsigned() for actual value
+        value_integer,    ///< a signed integer -- use get_number_integer() for actual value
+        value_float,      ///< an floating point number -- use get_number_float() for actual value
+        begin_array,      ///< the character for array begin `[`
+        begin_object,     ///< the character for object begin `{`
+        end_array,        ///< the character for array end `]`
+        end_object,       ///< the character for object end `}`
+        name_separator,   ///< the name separator `:`
+        value_separator,  ///< the value separator `,`
+        parse_error,      ///< indicating a parse error
+        end_of_input,     ///< indicating the end of the input buffer
+        literal_or_value  ///< a literal or the begin of a value (only for diagnostics)
+    };
+
+    /// return name of values of type token_type (only used for errors)
+    JSON_HEDLEY_RETURNS_NON_NULL
+    JSON_HEDLEY_CONST
+    static const char* token_type_name(const token_type t) noexcept
+    {
+        switch (t)
+        {
+            case token_type::uninitialized:
+                return "<uninitialized>";
+            case token_type::literal_true:
+                return "true literal";
+            case token_type::literal_false:
+                return "false literal";
+            case token_type::literal_null:
+                return "null literal";
+            case token_type::value_string:
+                return "string literal";
+            case token_type::value_unsigned:
+            case token_type::value_integer:
+            case token_type::value_float:
+                return "number literal";
+            case token_type::begin_array:
+                return "'['";
+            case token_type::begin_object:
+                return "'{'";
+            case token_type::end_array:
+                return "']'";
+            case token_type::end_object:
+                return "'}'";
+            case token_type::name_separator:
+                return "':'";
+            case token_type::value_separator:
+                return "','";
+            case token_type::parse_error:
+                return "<parse error>";
+            case token_type::end_of_input:
+                return "end of input";
+            case token_type::literal_or_value:
+                return "'[', '{', or a literal";
+            // LCOV_EXCL_START
+            default: // catch non-enum values
+                return "unknown token";
+                // LCOV_EXCL_STOP
+        }
+    }
+};
+/*!
+@brief lexical analysis
+
+This class organizes the lexical analysis during JSON deserialization.
+*/
+template<typename BasicJsonType, typename InputAdapterType>
+class lexer : public lexer_base<BasicJsonType>
+{
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using string_t = typename BasicJsonType::string_t;
+    using char_type = typename InputAdapterType::char_type;
+    using char_int_type = typename char_traits<char_type>::int_type;
+
+  public:
+    using token_type = typename lexer_base<BasicJsonType>::token_type;
+
+    explicit lexer(InputAdapterType&& adapter, bool ignore_comments_ = false) noexcept
+        : ia(std::move(adapter))
+        , ignore_comments(ignore_comments_)
+        , decimal_point_char(static_cast<char_int_type>(get_decimal_point()))
+    {}
+
+    // delete because of pointer members
+    lexer(const lexer&) = delete;
+    lexer(lexer&&) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor)
+    lexer& operator=(lexer&) = delete;
+    lexer& operator=(lexer&&) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor)
+    ~lexer() = default;
+
+  private:
+    /////////////////////
+    // locales
+    /////////////////////
+
+    /// return the locale-dependent decimal point
+    JSON_HEDLEY_PURE
+    static char get_decimal_point() noexcept
+    {
+        const auto* loc = localeconv();
+        JSON_ASSERT(loc != nullptr);
+        return (loc->decimal_point == nullptr) ? '.' : *(loc->decimal_point);
+    }
+
+    /////////////////////
+    // scan functions
+    /////////////////////
+
+    /*!
+    @brief get codepoint from 4 hex characters following `\u`
+
+    For input "\u c1 c2 c3 c4" the codepoint is:
+      (c1 * 0x1000) + (c2 * 0x0100) + (c3 * 0x0010) + c4
+    = (c1 << 12) + (c2 << 8) + (c3 << 4) + (c4 << 0)
+
+    Furthermore, the possible characters '0'..'9', 'A'..'F', and 'a'..'f'
+    must be converted to the integers 0x0..0x9, 0xA..0xF, 0xA..0xF, resp. The
+    conversion is done by subtracting the offset (0x30, 0x37, and 0x57)
+    between the ASCII value of the character and the desired integer value.
+
+    @return codepoint (0x0000..0xFFFF) or -1 in case of an error (e.g. EOF or
+            non-hex character)
+    */
+    int get_codepoint()
+    {
+        // this function only makes sense after reading `\u`
+        JSON_ASSERT(current == 'u');
+        int codepoint = 0;
+
+        const auto factors = { 12u, 8u, 4u, 0u };
+        for (const auto factor : factors)
+        {
+            get();
+
+            if (current >= '0' && current <= '9')
+            {
+                codepoint += static_cast<int>((static_cast<unsigned int>(current) - 0x30u) << factor);
+            }
+            else if (current >= 'A' && current <= 'F')
+            {
+                codepoint += static_cast<int>((static_cast<unsigned int>(current) - 0x37u) << factor);
+            }
+            else if (current >= 'a' && current <= 'f')
+            {
+                codepoint += static_cast<int>((static_cast<unsigned int>(current) - 0x57u) << factor);
+            }
+            else
+            {
+                return -1;
+            }
+        }
+
+        JSON_ASSERT(0x0000 <= codepoint && codepoint <= 0xFFFF);
+        return codepoint;
+    }
+
+    /*!
+    @brief check if the next byte(s) are inside a given range
+
+    Adds the current byte and, for each passed range, reads a new byte and
+    checks if it is inside the range. If a violation was detected, set up an
+    error message and return false. Otherwise, return true.
+
+    @param[in] ranges  list of integers; interpreted as list of pairs of
+                       inclusive lower and upper bound, respectively
+
+    @pre The passed list @a ranges must have 2, 4, or 6 elements; that is,
+         1, 2, or 3 pairs. This precondition is enforced by an assertion.
+
+    @return true if and only if no range violation was detected
+    */
+    bool next_byte_in_range(std::initializer_list<char_int_type> ranges)
+    {
+        JSON_ASSERT(ranges.size() == 2 || ranges.size() == 4 || ranges.size() == 6);
+        add(current);
+
+        for (auto range = ranges.begin(); range != ranges.end(); ++range)
+        {
+            get();
+            if (JSON_HEDLEY_LIKELY(*range <= current && current <= *(++range))) // NOLINT(bugprone-inc-dec-in-conditions)
+            {
+                add(current);
+            }
+            else
+            {
+                error_message = "invalid string: ill-formed UTF-8 byte";
+                return false;
+            }
+        }
+
+        return true;
+    }
+
+    /*!
+    @brief scan a string literal
+
+    This function scans a string according to Sect. 7 of RFC 8259. While
+    scanning, bytes are escaped and copied into buffer token_buffer. Then the
+    function returns successfully, token_buffer is *not* null-terminated (as it
+    may contain \0 bytes), and token_buffer.size() is the number of bytes in the
+    string.
+
+    @return token_type::value_string if string could be successfully scanned,
+            token_type::parse_error otherwise
+
+    @note In case of errors, variable error_message contains a textual
+          description.
+    */
+    token_type scan_string()
+    {
+        // reset token_buffer (ignore opening quote)
+        reset();
+
+        // we entered the function by reading an open quote
+        JSON_ASSERT(current == '\"');
+
+        while (true)
+        {
+            // get next character
+            switch (get())
+            {
+                // end of file while parsing string
+                case char_traits<char_type>::eof():
+                {
+                    error_message = "invalid string: missing closing quote";
+                    return token_type::parse_error;
+                }
+
+                // closing quote
+                case '\"':
+                {
+                    return token_type::value_string;
+                }
+
+                // escapes
+                case '\\':
+                {
+                    switch (get())
+                    {
+                        // quotation mark
+                        case '\"':
+                            add('\"');
+                            break;
+                        // reverse solidus
+                        case '\\':
+                            add('\\');
+                            break;
+                        // solidus
+                        case '/':
+                            add('/');
+                            break;
+                        // backspace
+                        case 'b':
+                            add('\b');
+                            break;
+                        // form feed
+                        case 'f':
+                            add('\f');
+                            break;
+                        // line feed
+                        case 'n':
+                            add('\n');
+                            break;
+                        // carriage return
+                        case 'r':
+                            add('\r');
+                            break;
+                        // tab
+                        case 't':
+                            add('\t');
+                            break;
+
+                        // unicode escapes
+                        case 'u':
+                        {
+                            const int codepoint1 = get_codepoint();
+                            int codepoint = codepoint1; // start with codepoint1
+
+                            if (JSON_HEDLEY_UNLIKELY(codepoint1 == -1))
+                            {
+                                error_message = "invalid string: '\\u' must be followed by 4 hex digits";
+                                return token_type::parse_error;
+                            }
+
+                            // check if code point is a high surrogate
+                            if (0xD800 <= codepoint1 && codepoint1 <= 0xDBFF)
+                            {
+                                // expect next \uxxxx entry
+                                if (JSON_HEDLEY_LIKELY(get() == '\\' && get() == 'u'))
+                                {
+                                    const int codepoint2 = get_codepoint();
+
+                                    if (JSON_HEDLEY_UNLIKELY(codepoint2 == -1))
+                                    {
+                                        error_message = "invalid string: '\\u' must be followed by 4 hex digits";
+                                        return token_type::parse_error;
+                                    }
+
+                                    // check if codepoint2 is a low surrogate
+                                    if (JSON_HEDLEY_LIKELY(0xDC00 <= codepoint2 && codepoint2 <= 0xDFFF))
+                                    {
+                                        // overwrite codepoint
+                                        codepoint = static_cast<int>(
+                                                        // high surrogate occupies the most significant 22 bits
+                                                        (static_cast<unsigned int>(codepoint1) << 10u)
+                                                        // low surrogate occupies the least significant 15 bits
+                                                        + static_cast<unsigned int>(codepoint2)
+                                                        // there is still the 0xD800, 0xDC00 and 0x10000 noise
+                                                        // in the result, so we have to subtract with:
+                                                        // (0xD800 << 10) + DC00 - 0x10000 = 0x35FDC00
+                                                        - 0x35FDC00u);
+                                    }
+                                    else
+                                    {
+                                        error_message = "invalid string: surrogate U+D800..U+DBFF must be followed by U+DC00..U+DFFF";
+                                        return token_type::parse_error;
+                                    }
+                                }
+                                else
+                                {
+                                    error_message = "invalid string: surrogate U+D800..U+DBFF must be followed by U+DC00..U+DFFF";
+                                    return token_type::parse_error;
+                                }
+                            }
+                            else
+                            {
+                                if (JSON_HEDLEY_UNLIKELY(0xDC00 <= codepoint1 && codepoint1 <= 0xDFFF))
+                                {
+                                    error_message = "invalid string: surrogate U+DC00..U+DFFF must follow U+D800..U+DBFF";
+                                    return token_type::parse_error;
+                                }
+                            }
+
+                            // result of the above calculation yields a proper codepoint
+                            JSON_ASSERT(0x00 <= codepoint && codepoint <= 0x10FFFF);
+
+                            // translate codepoint into bytes
+                            if (codepoint < 0x80)
+                            {
+                                // 1-byte characters: 0xxxxxxx (ASCII)
+                                add(static_cast<char_int_type>(codepoint));
+                            }
+                            else if (codepoint <= 0x7FF)
+                            {
+                                // 2-byte characters: 110xxxxx 10xxxxxx
+                                add(static_cast<char_int_type>(0xC0u | (static_cast<unsigned int>(codepoint) >> 6u)));
+                                add(static_cast<char_int_type>(0x80u | (static_cast<unsigned int>(codepoint) & 0x3Fu)));
+                            }
+                            else if (codepoint <= 0xFFFF)
+                            {
+                                // 3-byte characters: 1110xxxx 10xxxxxx 10xxxxxx
+                                add(static_cast<char_int_type>(0xE0u | (static_cast<unsigned int>(codepoint) >> 12u)));
+                                add(static_cast<char_int_type>(0x80u | ((static_cast<unsigned int>(codepoint) >> 6u) & 0x3Fu)));
+                                add(static_cast<char_int_type>(0x80u | (static_cast<unsigned int>(codepoint) & 0x3Fu)));
+                            }
+                            else
+                            {
+                                // 4-byte characters: 11110xxx 10xxxxxx 10xxxxxx 10xxxxxx
+                                add(static_cast<char_int_type>(0xF0u | (static_cast<unsigned int>(codepoint) >> 18u)));
+                                add(static_cast<char_int_type>(0x80u | ((static_cast<unsigned int>(codepoint) >> 12u) & 0x3Fu)));
+                                add(static_cast<char_int_type>(0x80u | ((static_cast<unsigned int>(codepoint) >> 6u) & 0x3Fu)));
+                                add(static_cast<char_int_type>(0x80u | (static_cast<unsigned int>(codepoint) & 0x3Fu)));
+                            }
+
+                            break;
+                        }
+
+                        // other characters after escape
+                        default:
+                            error_message = "invalid string: forbidden character after backslash";
+                            return token_type::parse_error;
+                    }
+
+                    break;
+                }
+
+                // invalid control characters
+                case 0x00:
+                {
+                    error_message = "invalid string: control character U+0000 (NUL) must be escaped to \\u0000";
+                    return token_type::parse_error;
+                }
+
+                case 0x01:
+                {
+                    error_message = "invalid string: control character U+0001 (SOH) must be escaped to \\u0001";
+                    return token_type::parse_error;
+                }
+
+                case 0x02:
+                {
+                    error_message = "invalid string: control character U+0002 (STX) must be escaped to \\u0002";
+                    return token_type::parse_error;
+                }
+
+                case 0x03:
+                {
+                    error_message = "invalid string: control character U+0003 (ETX) must be escaped to \\u0003";
+                    return token_type::parse_error;
+                }
+
+                case 0x04:
+                {
+                    error_message = "invalid string: control character U+0004 (EOT) must be escaped to \\u0004";
+                    return token_type::parse_error;
+                }
+
+                case 0x05:
+                {
+                    error_message = "invalid string: control character U+0005 (ENQ) must be escaped to \\u0005";
+                    return token_type::parse_error;
+                }
+
+                case 0x06:
+                {
+                    error_message = "invalid string: control character U+0006 (ACK) must be escaped to \\u0006";
+                    return token_type::parse_error;
+                }
+
+                case 0x07:
+                {
+                    error_message = "invalid string: control character U+0007 (BEL) must be escaped to \\u0007";
+                    return token_type::parse_error;
+                }
+
+                case 0x08:
+                {
+                    error_message = "invalid string: control character U+0008 (BS) must be escaped to \\u0008 or \\b";
+                    return token_type::parse_error;
+                }
+
+                case 0x09:
+                {
+                    error_message = "invalid string: control character U+0009 (HT) must be escaped to \\u0009 or \\t";
+                    return token_type::parse_error;
+                }
+
+                case 0x0A:
+                {
+                    error_message = "invalid string: control character U+000A (LF) must be escaped to \\u000A or \\n";
+                    return token_type::parse_error;
+                }
+
+                case 0x0B:
+                {
+                    error_message = "invalid string: control character U+000B (VT) must be escaped to \\u000B";
+                    return token_type::parse_error;
+                }
+
+                case 0x0C:
+                {
+                    error_message = "invalid string: control character U+000C (FF) must be escaped to \\u000C or \\f";
+                    return token_type::parse_error;
+                }
+
+                case 0x0D:
+                {
+                    error_message = "invalid string: control character U+000D (CR) must be escaped to \\u000D or \\r";
+                    return token_type::parse_error;
+                }
+
+                case 0x0E:
+                {
+                    error_message = "invalid string: control character U+000E (SO) must be escaped to \\u000E";
+                    return token_type::parse_error;
+                }
+
+                case 0x0F:
+                {
+                    error_message = "invalid string: control character U+000F (SI) must be escaped to \\u000F";
+                    return token_type::parse_error;
+                }
+
+                case 0x10:
+                {
+                    error_message = "invalid string: control character U+0010 (DLE) must be escaped to \\u0010";
+                    return token_type::parse_error;
+                }
+
+                case 0x11:
+                {
+                    error_message = "invalid string: control character U+0011 (DC1) must be escaped to \\u0011";
+                    return token_type::parse_error;
+                }
+
+                case 0x12:
+                {
+                    error_message = "invalid string: control character U+0012 (DC2) must be escaped to \\u0012";
+                    return token_type::parse_error;
+                }
+
+                case 0x13:
+                {
+                    error_message = "invalid string: control character U+0013 (DC3) must be escaped to \\u0013";
+                    return token_type::parse_error;
+                }
+
+                case 0x14:
+                {
+                    error_message = "invalid string: control character U+0014 (DC4) must be escaped to \\u0014";
+                    return token_type::parse_error;
+                }
+
+                case 0x15:
+                {
+                    error_message = "invalid string: control character U+0015 (NAK) must be escaped to \\u0015";
+                    return token_type::parse_error;
+                }
+
+                case 0x16:
+                {
+                    error_message = "invalid string: control character U+0016 (SYN) must be escaped to \\u0016";
+                    return token_type::parse_error;
+                }
+
+                case 0x17:
+                {
+                    error_message = "invalid string: control character U+0017 (ETB) must be escaped to \\u0017";
+                    return token_type::parse_error;
+                }
+
+                case 0x18:
+                {
+                    error_message = "invalid string: control character U+0018 (CAN) must be escaped to \\u0018";
+                    return token_type::parse_error;
+                }
+
+                case 0x19:
+                {
+                    error_message = "invalid string: control character U+0019 (EM) must be escaped to \\u0019";
+                    return token_type::parse_error;
+                }
+
+                case 0x1A:
+                {
+                    error_message = "invalid string: control character U+001A (SUB) must be escaped to \\u001A";
+                    return token_type::parse_error;
+                }
+
+                case 0x1B:
+                {
+                    error_message = "invalid string: control character U+001B (ESC) must be escaped to \\u001B";
+                    return token_type::parse_error;
+                }
+
+                case 0x1C:
+                {
+                    error_message = "invalid string: control character U+001C (FS) must be escaped to \\u001C";
+                    return token_type::parse_error;
+                }
+
+                case 0x1D:
+                {
+                    error_message = "invalid string: control character U+001D (GS) must be escaped to \\u001D";
+                    return token_type::parse_error;
+                }
+
+                case 0x1E:
+                {
+                    error_message = "invalid string: control character U+001E (RS) must be escaped to \\u001E";
+                    return token_type::parse_error;
+                }
+
+                case 0x1F:
+                {
+                    error_message = "invalid string: control character U+001F (US) must be escaped to \\u001F";
+                    return token_type::parse_error;
+                }
+
+                // U+0020..U+007F (except U+0022 (quote) and U+005C (backspace))
+                case 0x20:
+                case 0x21:
+                case 0x23:
+                case 0x24:
+                case 0x25:
+                case 0x26:
+                case 0x27:
+                case 0x28:
+                case 0x29:
+                case 0x2A:
+                case 0x2B:
+                case 0x2C:
+                case 0x2D:
+                case 0x2E:
+                case 0x2F:
+                case 0x30:
+                case 0x31:
+                case 0x32:
+                case 0x33:
+                case 0x34:
+                case 0x35:
+                case 0x36:
+                case 0x37:
+                case 0x38:
+                case 0x39:
+                case 0x3A:
+                case 0x3B:
+                case 0x3C:
+                case 0x3D:
+                case 0x3E:
+                case 0x3F:
+                case 0x40:
+                case 0x41:
+                case 0x42:
+                case 0x43:
+                case 0x44:
+                case 0x45:
+                case 0x46:
+                case 0x47:
+                case 0x48:
+                case 0x49:
+                case 0x4A:
+                case 0x4B:
+                case 0x4C:
+                case 0x4D:
+                case 0x4E:
+                case 0x4F:
+                case 0x50:
+                case 0x51:
+                case 0x52:
+                case 0x53:
+                case 0x54:
+                case 0x55:
+                case 0x56:
+                case 0x57:
+                case 0x58:
+                case 0x59:
+                case 0x5A:
+                case 0x5B:
+                case 0x5D:
+                case 0x5E:
+                case 0x5F:
+                case 0x60:
+                case 0x61:
+                case 0x62:
+                case 0x63:
+                case 0x64:
+                case 0x65:
+                case 0x66:
+                case 0x67:
+                case 0x68:
+                case 0x69:
+                case 0x6A:
+                case 0x6B:
+                case 0x6C:
+                case 0x6D:
+                case 0x6E:
+                case 0x6F:
+                case 0x70:
+                case 0x71:
+                case 0x72:
+                case 0x73:
+                case 0x74:
+                case 0x75:
+                case 0x76:
+                case 0x77:
+                case 0x78:
+                case 0x79:
+                case 0x7A:
+                case 0x7B:
+                case 0x7C:
+                case 0x7D:
+                case 0x7E:
+                case 0x7F:
+                {
+                    add(current);
+                    break;
+                }
+
+                // U+0080..U+07FF: bytes C2..DF 80..BF
+                case 0xC2:
+                case 0xC3:
+                case 0xC4:
+                case 0xC5:
+                case 0xC6:
+                case 0xC7:
+                case 0xC8:
+                case 0xC9:
+                case 0xCA:
+                case 0xCB:
+                case 0xCC:
+                case 0xCD:
+                case 0xCE:
+                case 0xCF:
+                case 0xD0:
+                case 0xD1:
+                case 0xD2:
+                case 0xD3:
+                case 0xD4:
+                case 0xD5:
+                case 0xD6:
+                case 0xD7:
+                case 0xD8:
+                case 0xD9:
+                case 0xDA:
+                case 0xDB:
+                case 0xDC:
+                case 0xDD:
+                case 0xDE:
+                case 0xDF:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!next_byte_in_range({0x80, 0xBF})))
+                    {
+                        return token_type::parse_error;
+                    }
+                    break;
+                }
+
+                // U+0800..U+0FFF: bytes E0 A0..BF 80..BF
+                case 0xE0:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!(next_byte_in_range({0xA0, 0xBF, 0x80, 0xBF}))))
+                    {
+                        return token_type::parse_error;
+                    }
+                    break;
+                }
+
+                // U+1000..U+CFFF: bytes E1..EC 80..BF 80..BF
+                // U+E000..U+FFFF: bytes EE..EF 80..BF 80..BF
+                case 0xE1:
+                case 0xE2:
+                case 0xE3:
+                case 0xE4:
+                case 0xE5:
+                case 0xE6:
+                case 0xE7:
+                case 0xE8:
+                case 0xE9:
+                case 0xEA:
+                case 0xEB:
+                case 0xEC:
+                case 0xEE:
+                case 0xEF:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!(next_byte_in_range({0x80, 0xBF, 0x80, 0xBF}))))
+                    {
+                        return token_type::parse_error;
+                    }
+                    break;
+                }
+
+                // U+D000..U+D7FF: bytes ED 80..9F 80..BF
+                case 0xED:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!(next_byte_in_range({0x80, 0x9F, 0x80, 0xBF}))))
+                    {
+                        return token_type::parse_error;
+                    }
+                    break;
+                }
+
+                // U+10000..U+3FFFF F0 90..BF 80..BF 80..BF
+                case 0xF0:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!(next_byte_in_range({0x90, 0xBF, 0x80, 0xBF, 0x80, 0xBF}))))
+                    {
+                        return token_type::parse_error;
+                    }
+                    break;
+                }
+
+                // U+40000..U+FFFFF F1..F3 80..BF 80..BF 80..BF
+                case 0xF1:
+                case 0xF2:
+                case 0xF3:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!(next_byte_in_range({0x80, 0xBF, 0x80, 0xBF, 0x80, 0xBF}))))
+                    {
+                        return token_type::parse_error;
+                    }
+                    break;
+                }
+
+                // U+100000..U+10FFFF F4 80..8F 80..BF 80..BF
+                case 0xF4:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!(next_byte_in_range({0x80, 0x8F, 0x80, 0xBF, 0x80, 0xBF}))))
+                    {
+                        return token_type::parse_error;
+                    }
+                    break;
+                }
+
+                // remaining bytes (80..C1 and F5..FF) are ill-formed
+                default:
+                {
+                    error_message = "invalid string: ill-formed UTF-8 byte";
+                    return token_type::parse_error;
+                }
+            }
+        }
+    }
+
+    /*!
+     * @brief scan a comment
+     * @return whether comment could be scanned successfully
+     */
+    bool scan_comment()
+    {
+        switch (get())
+        {
+            // single-line comments skip input until a newline or EOF is read
+            case '/':
+            {
+                while (true)
+                {
+                    switch (get())
+                    {
+                        case '\n':
+                        case '\r':
+                        case char_traits<char_type>::eof():
+                        case '\0':
+                            return true;
+
+                        default:
+                            break;
+                    }
+                }
+            }
+
+            // multi-line comments skip input until */ is read
+            case '*':
+            {
+                while (true)
+                {
+                    switch (get())
+                    {
+                        case char_traits<char_type>::eof():
+                        case '\0':
+                        {
+                            error_message = "invalid comment; missing closing '*/'";
+                            return false;
+                        }
+
+                        case '*':
+                        {
+                            switch (get())
+                            {
+                                case '/':
+                                    return true;
+
+                                default:
+                                {
+                                    unget();
+                                    continue;
+                                }
+                            }
+                        }
+
+                        default:
+                            continue;
+                    }
+                }
+            }
+
+            // unexpected character after reading '/'
+            default:
+            {
+                error_message = "invalid comment; expecting '/' or '*' after '/'";
+                return false;
+            }
+        }
+    }
+
+    JSON_HEDLEY_NON_NULL(2)
+    static void strtof(float& f, const char* str, char** endptr) noexcept
+    {
+        f = std::strtof(str, endptr);
+    }
+
+    JSON_HEDLEY_NON_NULL(2)
+    static void strtof(double& f, const char* str, char** endptr) noexcept
+    {
+        f = std::strtod(str, endptr);
+    }
+
+    JSON_HEDLEY_NON_NULL(2)
+    static void strtof(long double& f, const char* str, char** endptr) noexcept
+    {
+        f = std::strtold(str, endptr);
+    }
+
+    /*!
+    @brief scan a number literal
+
+    This function scans a string according to Sect. 6 of RFC 8259.
+
+    The function is realized with a deterministic finite state machine derived
+    from the grammar described in RFC 8259. Starting in state "init", the
+    input is read and used to determined the next state. Only state "done"
+    accepts the number. State "error" is a trap state to model errors. In the
+    table below, "anything" means any character but the ones listed before.
+
+    state    | 0        | 1-9      | e E      | +       | -       | .        | anything
+    ---------|----------|----------|----------|---------|---------|----------|-----------
+    init     | zero     | any1     | [error]  | [error] | minus   | [error]  | [error]
+    minus    | zero     | any1     | [error]  | [error] | [error] | [error]  | [error]
+    zero     | done     | done     | exponent | done    | done    | decimal1 | done
+    any1     | any1     | any1     | exponent | done    | done    | decimal1 | done
+    decimal1 | decimal2 | decimal2 | [error]  | [error] | [error] | [error]  | [error]
+    decimal2 | decimal2 | decimal2 | exponent | done    | done    | done     | done
+    exponent | any2     | any2     | [error]  | sign    | sign    | [error]  | [error]
+    sign     | any2     | any2     | [error]  | [error] | [error] | [error]  | [error]
+    any2     | any2     | any2     | done     | done    | done    | done     | done
+
+    The state machine is realized with one label per state (prefixed with
+    "scan_number_") and `goto` statements between them. The state machine
+    contains cycles, but any cycle can be left when EOF is read. Therefore,
+    the function is guaranteed to terminate.
+
+    During scanning, the read bytes are stored in token_buffer. This string is
+    then converted to a signed integer, an unsigned integer, or a
+    floating-point number.
+
+    @return token_type::value_unsigned, token_type::value_integer, or
+            token_type::value_float if number could be successfully scanned,
+            token_type::parse_error otherwise
+
+    @note The scanner is independent of the current locale. Internally, the
+          locale's decimal point is used instead of `.` to work with the
+          locale-dependent converters.
+    */
+    token_type scan_number()  // lgtm [cpp/use-of-goto]
+    {
+        // reset token_buffer to store the number's bytes
+        reset();
+
+        // the type of the parsed number; initially set to unsigned; will be
+        // changed if minus sign, decimal point or exponent is read
+        token_type number_type = token_type::value_unsigned;
+
+        // state (init): we just found out we need to scan a number
+        switch (current)
+        {
+            case '-':
+            {
+                add(current);
+                goto scan_number_minus;
+            }
+
+            case '0':
+            {
+                add(current);
+                goto scan_number_zero;
+            }
+
+            case '1':
+            case '2':
+            case '3':
+            case '4':
+            case '5':
+            case '6':
+            case '7':
+            case '8':
+            case '9':
+            {
+                add(current);
+                goto scan_number_any1;
+            }
+
+            // all other characters are rejected outside scan_number()
+            default:            // LCOV_EXCL_LINE
+                JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+        }
+
+scan_number_minus:
+        // state: we just parsed a leading minus sign
+        number_type = token_type::value_integer;
+        switch (get())
+        {
+            case '0':
+            {
+                add(current);
+                goto scan_number_zero;
+            }
+
+            case '1':
+            case '2':
+            case '3':
+            case '4':
+            case '5':
+            case '6':
+            case '7':
+            case '8':
+            case '9':
+            {
+                add(current);
+                goto scan_number_any1;
+            }
+
+            default:
+            {
+                error_message = "invalid number; expected digit after '-'";
+                return token_type::parse_error;
+            }
+        }
+
+scan_number_zero:
+        // state: we just parse a zero (maybe with a leading minus sign)
+        switch (get())
+        {
+            case '.':
+            {
+                add(decimal_point_char);
+                goto scan_number_decimal1;
+            }
+
+            case 'e':
+            case 'E':
+            {
+                add(current);
+                goto scan_number_exponent;
+            }
+
+            default:
+                goto scan_number_done;
+        }
+
+scan_number_any1:
+        // state: we just parsed a number 0-9 (maybe with a leading minus sign)
+        switch (get())
+        {
+            case '0':
+            case '1':
+            case '2':
+            case '3':
+            case '4':
+            case '5':
+            case '6':
+            case '7':
+            case '8':
+            case '9':
+            {
+                add(current);
+                goto scan_number_any1;
+            }
+
+            case '.':
+            {
+                add(decimal_point_char);
+                goto scan_number_decimal1;
+            }
+
+            case 'e':
+            case 'E':
+            {
+                add(current);
+                goto scan_number_exponent;
+            }
+
+            default:
+                goto scan_number_done;
+        }
+
+scan_number_decimal1:
+        // state: we just parsed a decimal point
+        number_type = token_type::value_float;
+        switch (get())
+        {
+            case '0':
+            case '1':
+            case '2':
+            case '3':
+            case '4':
+            case '5':
+            case '6':
+            case '7':
+            case '8':
+            case '9':
+            {
+                add(current);
+                goto scan_number_decimal2;
+            }
+
+            default:
+            {
+                error_message = "invalid number; expected digit after '.'";
+                return token_type::parse_error;
+            }
+        }
+
+scan_number_decimal2:
+        // we just parsed at least one number after a decimal point
+        switch (get())
+        {
+            case '0':
+            case '1':
+            case '2':
+            case '3':
+            case '4':
+            case '5':
+            case '6':
+            case '7':
+            case '8':
+            case '9':
+            {
+                add(current);
+                goto scan_number_decimal2;
+            }
+
+            case 'e':
+            case 'E':
+            {
+                add(current);
+                goto scan_number_exponent;
+            }
+
+            default:
+                goto scan_number_done;
+        }
+
+scan_number_exponent:
+        // we just parsed an exponent
+        number_type = token_type::value_float;
+        switch (get())
+        {
+            case '+':
+            case '-':
+            {
+                add(current);
+                goto scan_number_sign;
+            }
+
+            case '0':
+            case '1':
+            case '2':
+            case '3':
+            case '4':
+            case '5':
+            case '6':
+            case '7':
+            case '8':
+            case '9':
+            {
+                add(current);
+                goto scan_number_any2;
+            }
+
+            default:
+            {
+                error_message =
+                    "invalid number; expected '+', '-', or digit after exponent";
+                return token_type::parse_error;
+            }
+        }
+
+scan_number_sign:
+        // we just parsed an exponent sign
+        switch (get())
+        {
+            case '0':
+            case '1':
+            case '2':
+            case '3':
+            case '4':
+            case '5':
+            case '6':
+            case '7':
+            case '8':
+            case '9':
+            {
+                add(current);
+                goto scan_number_any2;
+            }
+
+            default:
+            {
+                error_message = "invalid number; expected digit after exponent sign";
+                return token_type::parse_error;
+            }
+        }
+
+scan_number_any2:
+        // we just parsed a number after the exponent or exponent sign
+        switch (get())
+        {
+            case '0':
+            case '1':
+            case '2':
+            case '3':
+            case '4':
+            case '5':
+            case '6':
+            case '7':
+            case '8':
+            case '9':
+            {
+                add(current);
+                goto scan_number_any2;
+            }
+
+            default:
+                goto scan_number_done;
+        }
+
+scan_number_done:
+        // unget the character after the number (we only read it to know that
+        // we are done scanning a number)
+        unget();
+
+        char* endptr = nullptr; // NOLINT(cppcoreguidelines-pro-type-vararg,hicpp-vararg)
+        errno = 0;
+
+        // try to parse integers first and fall back to floats
+        if (number_type == token_type::value_unsigned)
+        {
+            const auto x = std::strtoull(token_buffer.data(), &endptr, 10);
+
+            // we checked the number format before
+            JSON_ASSERT(endptr == token_buffer.data() + token_buffer.size());
+
+            if (errno == 0)
+            {
+                value_unsigned = static_cast<number_unsigned_t>(x);
+                if (value_unsigned == x)
+                {
+                    return token_type::value_unsigned;
+                }
+            }
+        }
+        else if (number_type == token_type::value_integer)
+        {
+            const auto x = std::strtoll(token_buffer.data(), &endptr, 10);
+
+            // we checked the number format before
+            JSON_ASSERT(endptr == token_buffer.data() + token_buffer.size());
+
+            if (errno == 0)
+            {
+                value_integer = static_cast<number_integer_t>(x);
+                if (value_integer == x)
+                {
+                    return token_type::value_integer;
+                }
+            }
+        }
+
+        // this code is reached if we parse a floating-point number or if an
+        // integer conversion above failed
+        strtof(value_float, token_buffer.data(), &endptr);
+
+        // we checked the number format before
+        JSON_ASSERT(endptr == token_buffer.data() + token_buffer.size());
+
+        return token_type::value_float;
+    }
+
+    /*!
+    @param[in] literal_text  the literal text to expect
+    @param[in] length        the length of the passed literal text
+    @param[in] return_type   the token type to return on success
+    */
+    JSON_HEDLEY_NON_NULL(2)
+    token_type scan_literal(const char_type* literal_text, const std::size_t length,
+                            token_type return_type)
+    {
+        JSON_ASSERT(char_traits<char_type>::to_char_type(current) == literal_text[0]);
+        for (std::size_t i = 1; i < length; ++i)
+        {
+            if (JSON_HEDLEY_UNLIKELY(char_traits<char_type>::to_char_type(get()) != literal_text[i]))
+            {
+                error_message = "invalid literal";
+                return token_type::parse_error;
+            }
+        }
+        return return_type;
+    }
+
+    /////////////////////
+    // input management
+    /////////////////////
+
+    /// reset token_buffer; current character is beginning of token
+    void reset() noexcept
+    {
+        token_buffer.clear();
+        token_string.clear();
+        token_string.push_back(char_traits<char_type>::to_char_type(current));
+    }
+
+    /*
+    @brief get next character from the input
+
+    This function provides the interface to the used input adapter. It does
+    not throw in case the input reached EOF, but returns a
+    `char_traits<char>::eof()` in that case.  Stores the scanned characters
+    for use in error messages.
+
+    @return character read from the input
+    */
+    char_int_type get()
+    {
+        ++position.chars_read_total;
+        ++position.chars_read_current_line;
+
+        if (next_unget)
+        {
+            // just reset the next_unget variable and work with current
+            next_unget = false;
+        }
+        else
+        {
+            current = ia.get_character();
+        }
+
+        if (JSON_HEDLEY_LIKELY(current != char_traits<char_type>::eof()))
+        {
+            token_string.push_back(char_traits<char_type>::to_char_type(current));
+        }
+
+        if (current == '\n')
+        {
+            ++position.lines_read;
+            position.chars_read_current_line = 0;
+        }
+
+        return current;
+    }
+
+    /*!
+    @brief unget current character (read it again on next get)
+
+    We implement unget by setting variable next_unget to true. The input is not
+    changed - we just simulate ungetting by modifying chars_read_total,
+    chars_read_current_line, and token_string. The next call to get() will
+    behave as if the unget character is read again.
+    */
+    void unget()
+    {
+        next_unget = true;
+
+        --position.chars_read_total;
+
+        // in case we "unget" a newline, we have to also decrement the lines_read
+        if (position.chars_read_current_line == 0)
+        {
+            if (position.lines_read > 0)
+            {
+                --position.lines_read;
+            }
+        }
+        else
+        {
+            --position.chars_read_current_line;
+        }
+
+        if (JSON_HEDLEY_LIKELY(current != char_traits<char_type>::eof()))
+        {
+            JSON_ASSERT(!token_string.empty());
+            token_string.pop_back();
+        }
+    }
+
+    /// add a character to token_buffer
+    void add(char_int_type c)
+    {
+        token_buffer.push_back(static_cast<typename string_t::value_type>(c));
+    }
+
+  public:
+    /////////////////////
+    // value getters
+    /////////////////////
+
+    /// return integer value
+    constexpr number_integer_t get_number_integer() const noexcept
+    {
+        return value_integer;
+    }
+
+    /// return unsigned integer value
+    constexpr number_unsigned_t get_number_unsigned() const noexcept
+    {
+        return value_unsigned;
+    }
+
+    /// return floating-point value
+    constexpr number_float_t get_number_float() const noexcept
+    {
+        return value_float;
+    }
+
+    /// return current string value (implicitly resets the token; useful only once)
+    string_t& get_string()
+    {
+        return token_buffer;
+    }
+
+    /////////////////////
+    // diagnostics
+    /////////////////////
+
+    /// return position of last read token
+    constexpr position_t get_position() const noexcept
+    {
+        return position;
+    }
+
+    /// return the last read token (for errors only).  Will never contain EOF
+    /// (an arbitrary value that is not a valid char value, often -1), because
+    /// 255 may legitimately occur.  May contain NUL, which should be escaped.
+    std::string get_token_string() const
+    {
+        // escape control characters
+        std::string result;
+        for (const auto c : token_string)
+        {
+            if (static_cast<unsigned char>(c) <= '\x1F')
+            {
+                // escape control characters
+                std::array<char, 9> cs{{}};
+                static_cast<void>((std::snprintf)(cs.data(), cs.size(), "<U+%.4X>", static_cast<unsigned char>(c))); // NOLINT(cppcoreguidelines-pro-type-vararg,hicpp-vararg)
+                result += cs.data();
+            }
+            else
+            {
+                // add character as is
+                result.push_back(static_cast<std::string::value_type>(c));
+            }
+        }
+
+        return result;
+    }
+
+    /// return syntax error message
+    JSON_HEDLEY_RETURNS_NON_NULL
+    constexpr const char* get_error_message() const noexcept
+    {
+        return error_message;
+    }
+
+    /////////////////////
+    // actual scanner
+    /////////////////////
+
+    /*!
+    @brief skip the UTF-8 byte order mark
+    @return true iff there is no BOM or the correct BOM has been skipped
+    */
+    bool skip_bom()
+    {
+        if (get() == 0xEF)
+        {
+            // check if we completely parse the BOM
+            return get() == 0xBB && get() == 0xBF;
+        }
+
+        // the first character is not the beginning of the BOM; unget it to
+        // process is later
+        unget();
+        return true;
+    }
+
+    void skip_whitespace()
+    {
+        do
+        {
+            get();
+        }
+        while (current == ' ' || current == '\t' || current == '\n' || current == '\r');
+    }
+
+    token_type scan()
+    {
+        // initially, skip the BOM
+        if (position.chars_read_total == 0 && !skip_bom())
+        {
+            error_message = "invalid BOM; must be 0xEF 0xBB 0xBF if given";
+            return token_type::parse_error;
+        }
+
+        // read next character and ignore whitespace
+        skip_whitespace();
+
+        // ignore comments
+        while (ignore_comments && current == '/')
+        {
+            if (!scan_comment())
+            {
+                return token_type::parse_error;
+            }
+
+            // skip following whitespace
+            skip_whitespace();
+        }
+
+        switch (current)
+        {
+            // structural characters
+            case '[':
+                return token_type::begin_array;
+            case ']':
+                return token_type::end_array;
+            case '{':
+                return token_type::begin_object;
+            case '}':
+                return token_type::end_object;
+            case ':':
+                return token_type::name_separator;
+            case ',':
+                return token_type::value_separator;
+
+            // literals
+            case 't':
+            {
+                std::array<char_type, 4> true_literal = {{static_cast<char_type>('t'), static_cast<char_type>('r'), static_cast<char_type>('u'), static_cast<char_type>('e')}};
+                return scan_literal(true_literal.data(), true_literal.size(), token_type::literal_true);
+            }
+            case 'f':
+            {
+                std::array<char_type, 5> false_literal = {{static_cast<char_type>('f'), static_cast<char_type>('a'), static_cast<char_type>('l'), static_cast<char_type>('s'), static_cast<char_type>('e')}};
+                return scan_literal(false_literal.data(), false_literal.size(), token_type::literal_false);
+            }
+            case 'n':
+            {
+                std::array<char_type, 4> null_literal = {{static_cast<char_type>('n'), static_cast<char_type>('u'), static_cast<char_type>('l'), static_cast<char_type>('l')}};
+                return scan_literal(null_literal.data(), null_literal.size(), token_type::literal_null);
+            }
+
+            // string
+            case '\"':
+                return scan_string();
+
+            // number
+            case '-':
+            case '0':
+            case '1':
+            case '2':
+            case '3':
+            case '4':
+            case '5':
+            case '6':
+            case '7':
+            case '8':
+            case '9':
+                return scan_number();
+
+            // end of input (the null byte is needed when parsing from
+            // string literals)
+            case '\0':
+            case char_traits<char_type>::eof():
+                return token_type::end_of_input;
+
+            // error
+            default:
+                error_message = "invalid literal";
+                return token_type::parse_error;
+        }
+    }
+
+  private:
+    /// input adapter
+    InputAdapterType ia;
+
+    /// whether comments should be ignored (true) or signaled as errors (false)
+    const bool ignore_comments = false;
+
+    /// the current character
+    char_int_type current = char_traits<char_type>::eof();
+
+    /// whether the next get() call should just return current
+    bool next_unget = false;
+
+    /// the start position of the current token
+    position_t position {};
+
+    /// raw input token string (for error messages)
+    std::vector<char_type> token_string {};
+
+    /// buffer for variable-length tokens (numbers, strings)
+    string_t token_buffer {};
+
+    /// a description of occurred lexer errors
+    const char* error_message = "";
+
+    // number values
+    number_integer_t value_integer = 0;
+    number_unsigned_t value_unsigned = 0;
+    number_float_t value_float = 0;
+
+    /// the decimal point
+    const char_int_type decimal_point_char = '.';
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/is_sax.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstdint> // size_t
+#include <utility> // declval
+#include <string> // string
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+// #include <nlohmann/detail/meta/detected.hpp>
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+template<typename T>
+using null_function_t = decltype(std::declval<T&>().null());
+
+template<typename T>
+using boolean_function_t =
+    decltype(std::declval<T&>().boolean(std::declval<bool>()));
+
+template<typename T, typename Integer>
+using number_integer_function_t =
+    decltype(std::declval<T&>().number_integer(std::declval<Integer>()));
+
+template<typename T, typename Unsigned>
+using number_unsigned_function_t =
+    decltype(std::declval<T&>().number_unsigned(std::declval<Unsigned>()));
+
+template<typename T, typename Float, typename String>
+using number_float_function_t = decltype(std::declval<T&>().number_float(
+                                    std::declval<Float>(), std::declval<const String&>()));
+
+template<typename T, typename String>
+using string_function_t =
+    decltype(std::declval<T&>().string(std::declval<String&>()));
+
+template<typename T, typename Binary>
+using binary_function_t =
+    decltype(std::declval<T&>().binary(std::declval<Binary&>()));
+
+template<typename T>
+using start_object_function_t =
+    decltype(std::declval<T&>().start_object(std::declval<std::size_t>()));
+
+template<typename T, typename String>
+using key_function_t =
+    decltype(std::declval<T&>().key(std::declval<String&>()));
+
+template<typename T>
+using end_object_function_t = decltype(std::declval<T&>().end_object());
+
+template<typename T>
+using start_array_function_t =
+    decltype(std::declval<T&>().start_array(std::declval<std::size_t>()));
+
+template<typename T>
+using end_array_function_t = decltype(std::declval<T&>().end_array());
+
+template<typename T, typename Exception>
+using parse_error_function_t = decltype(std::declval<T&>().parse_error(
+        std::declval<std::size_t>(), std::declval<const std::string&>(),
+        std::declval<const Exception&>()));
+
+template<typename SAX, typename BasicJsonType>
+struct is_sax
+{
+  private:
+    static_assert(is_basic_json<BasicJsonType>::value,
+                  "BasicJsonType must be of type basic_json<...>");
+
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using string_t = typename BasicJsonType::string_t;
+    using binary_t = typename BasicJsonType::binary_t;
+    using exception_t = typename BasicJsonType::exception;
+
+  public:
+    static constexpr bool value =
+        is_detected_exact<bool, null_function_t, SAX>::value &&
+        is_detected_exact<bool, boolean_function_t, SAX>::value &&
+        is_detected_exact<bool, number_integer_function_t, SAX, number_integer_t>::value &&
+        is_detected_exact<bool, number_unsigned_function_t, SAX, number_unsigned_t>::value &&
+        is_detected_exact<bool, number_float_function_t, SAX, number_float_t, string_t>::value &&
+        is_detected_exact<bool, string_function_t, SAX, string_t>::value &&
+        is_detected_exact<bool, binary_function_t, SAX, binary_t>::value &&
+        is_detected_exact<bool, start_object_function_t, SAX>::value &&
+        is_detected_exact<bool, key_function_t, SAX, string_t>::value &&
+        is_detected_exact<bool, end_object_function_t, SAX>::value &&
+        is_detected_exact<bool, start_array_function_t, SAX>::value &&
+        is_detected_exact<bool, end_array_function_t, SAX>::value &&
+        is_detected_exact<bool, parse_error_function_t, SAX, exception_t>::value;
+};
+
+template<typename SAX, typename BasicJsonType>
+struct is_sax_static_asserts
+{
+  private:
+    static_assert(is_basic_json<BasicJsonType>::value,
+                  "BasicJsonType must be of type basic_json<...>");
+
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using string_t = typename BasicJsonType::string_t;
+    using binary_t = typename BasicJsonType::binary_t;
+    using exception_t = typename BasicJsonType::exception;
+
+  public:
+    static_assert(is_detected_exact<bool, null_function_t, SAX>::value,
+                  "Missing/invalid function: bool null()");
+    static_assert(is_detected_exact<bool, boolean_function_t, SAX>::value,
+                  "Missing/invalid function: bool boolean(bool)");
+    static_assert(is_detected_exact<bool, boolean_function_t, SAX>::value,
+                  "Missing/invalid function: bool boolean(bool)");
+    static_assert(
+        is_detected_exact<bool, number_integer_function_t, SAX,
+        number_integer_t>::value,
+        "Missing/invalid function: bool number_integer(number_integer_t)");
+    static_assert(
+        is_detected_exact<bool, number_unsigned_function_t, SAX,
+        number_unsigned_t>::value,
+        "Missing/invalid function: bool number_unsigned(number_unsigned_t)");
+    static_assert(is_detected_exact<bool, number_float_function_t, SAX,
+                  number_float_t, string_t>::value,
+                  "Missing/invalid function: bool number_float(number_float_t, const string_t&)");
+    static_assert(
+        is_detected_exact<bool, string_function_t, SAX, string_t>::value,
+        "Missing/invalid function: bool string(string_t&)");
+    static_assert(
+        is_detected_exact<bool, binary_function_t, SAX, binary_t>::value,
+        "Missing/invalid function: bool binary(binary_t&)");
+    static_assert(is_detected_exact<bool, start_object_function_t, SAX>::value,
+                  "Missing/invalid function: bool start_object(std::size_t)");
+    static_assert(is_detected_exact<bool, key_function_t, SAX, string_t>::value,
+                  "Missing/invalid function: bool key(string_t&)");
+    static_assert(is_detected_exact<bool, end_object_function_t, SAX>::value,
+                  "Missing/invalid function: bool end_object()");
+    static_assert(is_detected_exact<bool, start_array_function_t, SAX>::value,
+                  "Missing/invalid function: bool start_array(std::size_t)");
+    static_assert(is_detected_exact<bool, end_array_function_t, SAX>::value,
+                  "Missing/invalid function: bool end_array()");
+    static_assert(
+        is_detected_exact<bool, parse_error_function_t, SAX, exception_t>::value,
+        "Missing/invalid function: bool parse_error(std::size_t, const "
+        "std::string&, const exception&)");
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+// #include <nlohmann/detail/string_concat.hpp>
+
+// #include <nlohmann/detail/value_t.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+/// how to treat CBOR tags
+enum class cbor_tag_handler_t
+{
+    error,   ///< throw a parse_error exception in case of a tag
+    ignore,  ///< ignore tags
+    store    ///< store tags as binary type
+};
+
+/*!
+@brief determine system byte order
+
+@return true if and only if system's byte order is little endian
+
+@note from https://stackoverflow.com/a/1001328/266378
+*/
+static inline bool little_endianness(int num = 1) noexcept
+{
+    return *reinterpret_cast<char*>(&num) == 1;
+}
+
+///////////////////
+// binary reader //
+///////////////////
+
+/*!
+@brief deserialization of CBOR, MessagePack, and UBJSON values
+*/
+template<typename BasicJsonType, typename InputAdapterType, typename SAX = json_sax_dom_parser<BasicJsonType>>
+class binary_reader
+{
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using string_t = typename BasicJsonType::string_t;
+    using binary_t = typename BasicJsonType::binary_t;
+    using json_sax_t = SAX;
+    using char_type = typename InputAdapterType::char_type;
+    using char_int_type = typename char_traits<char_type>::int_type;
+
+  public:
+    /*!
+    @brief create a binary reader
+
+    @param[in] adapter  input adapter to read from
+    */
+    explicit binary_reader(InputAdapterType&& adapter, const input_format_t format = input_format_t::json) noexcept : ia(std::move(adapter)), input_format(format)
+    {
+        (void)detail::is_sax_static_asserts<SAX, BasicJsonType> {};
+    }
+
+    // make class move-only
+    binary_reader(const binary_reader&) = delete;
+    binary_reader(binary_reader&&) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor)
+    binary_reader& operator=(const binary_reader&) = delete;
+    binary_reader& operator=(binary_reader&&) = default; // NOLINT(hicpp-noexcept-move,performance-noexcept-move-constructor)
+    ~binary_reader() = default;
+
+    /*!
+    @param[in] format  the binary format to parse
+    @param[in] sax_    a SAX event processor
+    @param[in] strict  whether to expect the input to be consumed completed
+    @param[in] tag_handler  how to treat CBOR tags
+
+    @return whether parsing was successful
+    */
+    JSON_HEDLEY_NON_NULL(3)
+    bool sax_parse(const input_format_t format,
+                   json_sax_t* sax_,
+                   const bool strict = true,
+                   const cbor_tag_handler_t tag_handler = cbor_tag_handler_t::error)
+    {
+        sax = sax_;
+        bool result = false;
+
+        switch (format)
+        {
+            case input_format_t::bson:
+                result = parse_bson_internal();
+                break;
+
+            case input_format_t::cbor:
+                result = parse_cbor_internal(true, tag_handler);
+                break;
+
+            case input_format_t::msgpack:
+                result = parse_msgpack_internal();
+                break;
+
+            case input_format_t::ubjson:
+            case input_format_t::bjdata:
+                result = parse_ubjson_internal();
+                break;
+
+            case input_format_t::json: // LCOV_EXCL_LINE
+            default:            // LCOV_EXCL_LINE
+                JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+        }
+
+        // strict mode: next byte must be EOF
+        if (result && strict)
+        {
+            if (input_format == input_format_t::ubjson || input_format == input_format_t::bjdata)
+            {
+                get_ignore_noop();
+            }
+            else
+            {
+                get();
+            }
+
+            if (JSON_HEDLEY_UNLIKELY(current != char_traits<char_type>::eof()))
+            {
+                return sax->parse_error(chars_read, get_token_string(), parse_error::create(110, chars_read,
+                                        exception_message(input_format, concat("expected end of input; last byte: 0x", get_token_string()), "value"), nullptr));
+            }
+        }
+
+        return result;
+    }
+
+  private:
+    //////////
+    // BSON //
+    //////////
+
+    /*!
+    @brief Reads in a BSON-object and passes it to the SAX-parser.
+    @return whether a valid BSON-value was passed to the SAX parser
+    */
+    bool parse_bson_internal()
+    {
+        std::int32_t document_size{};
+        get_number<std::int32_t, true>(input_format_t::bson, document_size);
+
+        if (JSON_HEDLEY_UNLIKELY(!sax->start_object(static_cast<std::size_t>(-1))))
+        {
+            return false;
+        }
+
+        if (JSON_HEDLEY_UNLIKELY(!parse_bson_element_list(/*is_array*/false)))
+        {
+            return false;
+        }
+
+        return sax->end_object();
+    }
+
+    /*!
+    @brief Parses a C-style string from the BSON input.
+    @param[in,out] result  A reference to the string variable where the read
+                            string is to be stored.
+    @return `true` if the \x00-byte indicating the end of the string was
+             encountered before the EOF; false` indicates an unexpected EOF.
+    */
+    bool get_bson_cstr(string_t& result)
+    {
+        auto out = std::back_inserter(result);
+        while (true)
+        {
+            get();
+            if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format_t::bson, "cstring")))
+            {
+                return false;
+            }
+            if (current == 0x00)
+            {
+                return true;
+            }
+            *out++ = static_cast<typename string_t::value_type>(current);
+        }
+    }
+
+    /*!
+    @brief Parses a zero-terminated string of length @a len from the BSON
+           input.
+    @param[in] len  The length (including the zero-byte at the end) of the
+                    string to be read.
+    @param[in,out] result  A reference to the string variable where the read
+                            string is to be stored.
+    @tparam NumberType The type of the length @a len
+    @pre len >= 1
+    @return `true` if the string was successfully parsed
+    */
+    template<typename NumberType>
+    bool get_bson_string(const NumberType len, string_t& result)
+    {
+        if (JSON_HEDLEY_UNLIKELY(len < 1))
+        {
+            auto last_token = get_token_string();
+            return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read,
+                                    exception_message(input_format_t::bson, concat("string length must be at least 1, is ", std::to_string(len)), "string"), nullptr));
+        }
+
+        return get_string(input_format_t::bson, len - static_cast<NumberType>(1), result) && get() != char_traits<char_type>::eof();
+    }
+
+    /*!
+    @brief Parses a byte array input of length @a len from the BSON input.
+    @param[in] len  The length of the byte array to be read.
+    @param[in,out] result  A reference to the binary variable where the read
+                            array is to be stored.
+    @tparam NumberType The type of the length @a len
+    @pre len >= 0
+    @return `true` if the byte array was successfully parsed
+    */
+    template<typename NumberType>
+    bool get_bson_binary(const NumberType len, binary_t& result)
+    {
+        if (JSON_HEDLEY_UNLIKELY(len < 0))
+        {
+            auto last_token = get_token_string();
+            return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read,
+                                    exception_message(input_format_t::bson, concat("byte array length cannot be negative, is ", std::to_string(len)), "binary"), nullptr));
+        }
+
+        // All BSON binary values have a subtype
+        std::uint8_t subtype{};
+        get_number<std::uint8_t>(input_format_t::bson, subtype);
+        result.set_subtype(subtype);
+
+        return get_binary(input_format_t::bson, len, result);
+    }
+
+    /*!
+    @brief Read a BSON document element of the given @a element_type.
+    @param[in] element_type The BSON element type, c.f. http://bsonspec.org/spec.html
+    @param[in] element_type_parse_position The position in the input stream,
+               where the `element_type` was read.
+    @warning Not all BSON element types are supported yet. An unsupported
+             @a element_type will give rise to a parse_error.114:
+             Unsupported BSON record type 0x...
+    @return whether a valid BSON-object/array was passed to the SAX parser
+    */
+    bool parse_bson_element_internal(const char_int_type element_type,
+                                     const std::size_t element_type_parse_position)
+    {
+        switch (element_type)
+        {
+            case 0x01: // double
+            {
+                double number{};
+                return get_number<double, true>(input_format_t::bson, number) && sax->number_float(static_cast<number_float_t>(number), "");
+            }
+
+            case 0x02: // string
+            {
+                std::int32_t len{};
+                string_t value;
+                return get_number<std::int32_t, true>(input_format_t::bson, len) && get_bson_string(len, value) && sax->string(value);
+            }
+
+            case 0x03: // object
+            {
+                return parse_bson_internal();
+            }
+
+            case 0x04: // array
+            {
+                return parse_bson_array();
+            }
+
+            case 0x05: // binary
+            {
+                std::int32_t len{};
+                binary_t value;
+                return get_number<std::int32_t, true>(input_format_t::bson, len) && get_bson_binary(len, value) && sax->binary(value);
+            }
+
+            case 0x08: // boolean
+            {
+                return sax->boolean(get() != 0);
+            }
+
+            case 0x0A: // null
+            {
+                return sax->null();
+            }
+
+            case 0x10: // int32
+            {
+                std::int32_t value{};
+                return get_number<std::int32_t, true>(input_format_t::bson, value) && sax->number_integer(value);
+            }
+
+            case 0x12: // int64
+            {
+                std::int64_t value{};
+                return get_number<std::int64_t, true>(input_format_t::bson, value) && sax->number_integer(value);
+            }
+
+            default: // anything else not supported (yet)
+            {
+                std::array<char, 3> cr{{}};
+                static_cast<void>((std::snprintf)(cr.data(), cr.size(), "%.2hhX", static_cast<unsigned char>(element_type))); // NOLINT(cppcoreguidelines-pro-type-vararg,hicpp-vararg)
+                const std::string cr_str{cr.data()};
+                return sax->parse_error(element_type_parse_position, cr_str,
+                                        parse_error::create(114, element_type_parse_position, concat("Unsupported BSON record type 0x", cr_str), nullptr));
+            }
+        }
+    }
+
+    /*!
+    @brief Read a BSON element list (as specified in the BSON-spec)
+
+    The same binary layout is used for objects and arrays, hence it must be
+    indicated with the argument @a is_array which one is expected
+    (true --> array, false --> object).
+
+    @param[in] is_array Determines if the element list being read is to be
+                        treated as an object (@a is_array == false), or as an
+                        array (@a is_array == true).
+    @return whether a valid BSON-object/array was passed to the SAX parser
+    */
+    bool parse_bson_element_list(const bool is_array)
+    {
+        string_t key;
+
+        while (auto element_type = get())
+        {
+            if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format_t::bson, "element list")))
+            {
+                return false;
+            }
+
+            const std::size_t element_type_parse_position = chars_read;
+            if (JSON_HEDLEY_UNLIKELY(!get_bson_cstr(key)))
+            {
+                return false;
+            }
+
+            if (!is_array && !sax->key(key))
+            {
+                return false;
+            }
+
+            if (JSON_HEDLEY_UNLIKELY(!parse_bson_element_internal(element_type, element_type_parse_position)))
+            {
+                return false;
+            }
+
+            // get_bson_cstr only appends
+            key.clear();
+        }
+
+        return true;
+    }
+
+    /*!
+    @brief Reads an array from the BSON input and passes it to the SAX-parser.
+    @return whether a valid BSON-array was passed to the SAX parser
+    */
+    bool parse_bson_array()
+    {
+        std::int32_t document_size{};
+        get_number<std::int32_t, true>(input_format_t::bson, document_size);
+
+        if (JSON_HEDLEY_UNLIKELY(!sax->start_array(static_cast<std::size_t>(-1))))
+        {
+            return false;
+        }
+
+        if (JSON_HEDLEY_UNLIKELY(!parse_bson_element_list(/*is_array*/true)))
+        {
+            return false;
+        }
+
+        return sax->end_array();
+    }
+
+    //////////
+    // CBOR //
+    //////////
+
+    /*!
+    @param[in] get_char  whether a new character should be retrieved from the
+                         input (true) or whether the last read character should
+                         be considered instead (false)
+    @param[in] tag_handler how CBOR tags should be treated
+
+    @return whether a valid CBOR value was passed to the SAX parser
+    */
+    bool parse_cbor_internal(const bool get_char,
+                             const cbor_tag_handler_t tag_handler)
+    {
+        switch (get_char ? get() : current)
+        {
+            // EOF
+            case char_traits<char_type>::eof():
+                return unexpect_eof(input_format_t::cbor, "value");
+
+            // Integer 0x00..0x17 (0..23)
+            case 0x00:
+            case 0x01:
+            case 0x02:
+            case 0x03:
+            case 0x04:
+            case 0x05:
+            case 0x06:
+            case 0x07:
+            case 0x08:
+            case 0x09:
+            case 0x0A:
+            case 0x0B:
+            case 0x0C:
+            case 0x0D:
+            case 0x0E:
+            case 0x0F:
+            case 0x10:
+            case 0x11:
+            case 0x12:
+            case 0x13:
+            case 0x14:
+            case 0x15:
+            case 0x16:
+            case 0x17:
+                return sax->number_unsigned(static_cast<number_unsigned_t>(current));
+
+            case 0x18: // Unsigned integer (one-byte uint8_t follows)
+            {
+                std::uint8_t number{};
+                return get_number(input_format_t::cbor, number) && sax->number_unsigned(number);
+            }
+
+            case 0x19: // Unsigned integer (two-byte uint16_t follows)
+            {
+                std::uint16_t number{};
+                return get_number(input_format_t::cbor, number) && sax->number_unsigned(number);
+            }
+
+            case 0x1A: // Unsigned integer (four-byte uint32_t follows)
+            {
+                std::uint32_t number{};
+                return get_number(input_format_t::cbor, number) && sax->number_unsigned(number);
+            }
+
+            case 0x1B: // Unsigned integer (eight-byte uint64_t follows)
+            {
+                std::uint64_t number{};
+                return get_number(input_format_t::cbor, number) && sax->number_unsigned(number);
+            }
+
+            // Negative integer -1-0x00..-1-0x17 (-1..-24)
+            case 0x20:
+            case 0x21:
+            case 0x22:
+            case 0x23:
+            case 0x24:
+            case 0x25:
+            case 0x26:
+            case 0x27:
+            case 0x28:
+            case 0x29:
+            case 0x2A:
+            case 0x2B:
+            case 0x2C:
+            case 0x2D:
+            case 0x2E:
+            case 0x2F:
+            case 0x30:
+            case 0x31:
+            case 0x32:
+            case 0x33:
+            case 0x34:
+            case 0x35:
+            case 0x36:
+            case 0x37:
+                return sax->number_integer(static_cast<std::int8_t>(0x20 - 1 - current));
+
+            case 0x38: // Negative integer (one-byte uint8_t follows)
+            {
+                std::uint8_t number{};
+                return get_number(input_format_t::cbor, number) && sax->number_integer(static_cast<number_integer_t>(-1) - number);
+            }
+
+            case 0x39: // Negative integer -1-n (two-byte uint16_t follows)
+            {
+                std::uint16_t number{};
+                return get_number(input_format_t::cbor, number) && sax->number_integer(static_cast<number_integer_t>(-1) - number);
+            }
+
+            case 0x3A: // Negative integer -1-n (four-byte uint32_t follows)
+            {
+                std::uint32_t number{};
+                return get_number(input_format_t::cbor, number) && sax->number_integer(static_cast<number_integer_t>(-1) - number);
+            }
+
+            case 0x3B: // Negative integer -1-n (eight-byte uint64_t follows)
+            {
+                std::uint64_t number{};
+                return get_number(input_format_t::cbor, number) && sax->number_integer(static_cast<number_integer_t>(-1)
+                        - static_cast<number_integer_t>(number));
+            }
+
+            // Binary data (0x00..0x17 bytes follow)
+            case 0x40:
+            case 0x41:
+            case 0x42:
+            case 0x43:
+            case 0x44:
+            case 0x45:
+            case 0x46:
+            case 0x47:
+            case 0x48:
+            case 0x49:
+            case 0x4A:
+            case 0x4B:
+            case 0x4C:
+            case 0x4D:
+            case 0x4E:
+            case 0x4F:
+            case 0x50:
+            case 0x51:
+            case 0x52:
+            case 0x53:
+            case 0x54:
+            case 0x55:
+            case 0x56:
+            case 0x57:
+            case 0x58: // Binary data (one-byte uint8_t for n follows)
+            case 0x59: // Binary data (two-byte uint16_t for n follow)
+            case 0x5A: // Binary data (four-byte uint32_t for n follow)
+            case 0x5B: // Binary data (eight-byte uint64_t for n follow)
+            case 0x5F: // Binary data (indefinite length)
+            {
+                binary_t b;
+                return get_cbor_binary(b) && sax->binary(b);
+            }
+
+            // UTF-8 string (0x00..0x17 bytes follow)
+            case 0x60:
+            case 0x61:
+            case 0x62:
+            case 0x63:
+            case 0x64:
+            case 0x65:
+            case 0x66:
+            case 0x67:
+            case 0x68:
+            case 0x69:
+            case 0x6A:
+            case 0x6B:
+            case 0x6C:
+            case 0x6D:
+            case 0x6E:
+            case 0x6F:
+            case 0x70:
+            case 0x71:
+            case 0x72:
+            case 0x73:
+            case 0x74:
+            case 0x75:
+            case 0x76:
+            case 0x77:
+            case 0x78: // UTF-8 string (one-byte uint8_t for n follows)
+            case 0x79: // UTF-8 string (two-byte uint16_t for n follow)
+            case 0x7A: // UTF-8 string (four-byte uint32_t for n follow)
+            case 0x7B: // UTF-8 string (eight-byte uint64_t for n follow)
+            case 0x7F: // UTF-8 string (indefinite length)
+            {
+                string_t s;
+                return get_cbor_string(s) && sax->string(s);
+            }
+
+            // array (0x00..0x17 data items follow)
+            case 0x80:
+            case 0x81:
+            case 0x82:
+            case 0x83:
+            case 0x84:
+            case 0x85:
+            case 0x86:
+            case 0x87:
+            case 0x88:
+            case 0x89:
+            case 0x8A:
+            case 0x8B:
+            case 0x8C:
+            case 0x8D:
+            case 0x8E:
+            case 0x8F:
+            case 0x90:
+            case 0x91:
+            case 0x92:
+            case 0x93:
+            case 0x94:
+            case 0x95:
+            case 0x96:
+            case 0x97:
+                return get_cbor_array(
+                           conditional_static_cast<std::size_t>(static_cast<unsigned int>(current) & 0x1Fu), tag_handler);
+
+            case 0x98: // array (one-byte uint8_t for n follows)
+            {
+                std::uint8_t len{};
+                return get_number(input_format_t::cbor, len) && get_cbor_array(static_cast<std::size_t>(len), tag_handler);
+            }
+
+            case 0x99: // array (two-byte uint16_t for n follow)
+            {
+                std::uint16_t len{};
+                return get_number(input_format_t::cbor, len) && get_cbor_array(static_cast<std::size_t>(len), tag_handler);
+            }
+
+            case 0x9A: // array (four-byte uint32_t for n follow)
+            {
+                std::uint32_t len{};
+                return get_number(input_format_t::cbor, len) && get_cbor_array(conditional_static_cast<std::size_t>(len), tag_handler);
+            }
+
+            case 0x9B: // array (eight-byte uint64_t for n follow)
+            {
+                std::uint64_t len{};
+                return get_number(input_format_t::cbor, len) && get_cbor_array(conditional_static_cast<std::size_t>(len), tag_handler);
+            }
+
+            case 0x9F: // array (indefinite length)
+                return get_cbor_array(static_cast<std::size_t>(-1), tag_handler);
+
+            // map (0x00..0x17 pairs of data items follow)
+            case 0xA0:
+            case 0xA1:
+            case 0xA2:
+            case 0xA3:
+            case 0xA4:
+            case 0xA5:
+            case 0xA6:
+            case 0xA7:
+            case 0xA8:
+            case 0xA9:
+            case 0xAA:
+            case 0xAB:
+            case 0xAC:
+            case 0xAD:
+            case 0xAE:
+            case 0xAF:
+            case 0xB0:
+            case 0xB1:
+            case 0xB2:
+            case 0xB3:
+            case 0xB4:
+            case 0xB5:
+            case 0xB6:
+            case 0xB7:
+                return get_cbor_object(conditional_static_cast<std::size_t>(static_cast<unsigned int>(current) & 0x1Fu), tag_handler);
+
+            case 0xB8: // map (one-byte uint8_t for n follows)
+            {
+                std::uint8_t len{};
+                return get_number(input_format_t::cbor, len) && get_cbor_object(static_cast<std::size_t>(len), tag_handler);
+            }
+
+            case 0xB9: // map (two-byte uint16_t for n follow)
+            {
+                std::uint16_t len{};
+                return get_number(input_format_t::cbor, len) && get_cbor_object(static_cast<std::size_t>(len), tag_handler);
+            }
+
+            case 0xBA: // map (four-byte uint32_t for n follow)
+            {
+                std::uint32_t len{};
+                return get_number(input_format_t::cbor, len) && get_cbor_object(conditional_static_cast<std::size_t>(len), tag_handler);
+            }
+
+            case 0xBB: // map (eight-byte uint64_t for n follow)
+            {
+                std::uint64_t len{};
+                return get_number(input_format_t::cbor, len) && get_cbor_object(conditional_static_cast<std::size_t>(len), tag_handler);
+            }
+
+            case 0xBF: // map (indefinite length)
+                return get_cbor_object(static_cast<std::size_t>(-1), tag_handler);
+
+            case 0xC6: // tagged item
+            case 0xC7:
+            case 0xC8:
+            case 0xC9:
+            case 0xCA:
+            case 0xCB:
+            case 0xCC:
+            case 0xCD:
+            case 0xCE:
+            case 0xCF:
+            case 0xD0:
+            case 0xD1:
+            case 0xD2:
+            case 0xD3:
+            case 0xD4:
+            case 0xD8: // tagged item (1 bytes follow)
+            case 0xD9: // tagged item (2 bytes follow)
+            case 0xDA: // tagged item (4 bytes follow)
+            case 0xDB: // tagged item (8 bytes follow)
+            {
+                switch (tag_handler)
+                {
+                    case cbor_tag_handler_t::error:
+                    {
+                        auto last_token = get_token_string();
+                        return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read,
+                                                exception_message(input_format_t::cbor, concat("invalid byte: 0x", last_token), "value"), nullptr));
+                    }
+
+                    case cbor_tag_handler_t::ignore:
+                    {
+                        // ignore binary subtype
+                        switch (current)
+                        {
+                            case 0xD8:
+                            {
+                                std::uint8_t subtype_to_ignore{};
+                                get_number(input_format_t::cbor, subtype_to_ignore);
+                                break;
+                            }
+                            case 0xD9:
+                            {
+                                std::uint16_t subtype_to_ignore{};
+                                get_number(input_format_t::cbor, subtype_to_ignore);
+                                break;
+                            }
+                            case 0xDA:
+                            {
+                                std::uint32_t subtype_to_ignore{};
+                                get_number(input_format_t::cbor, subtype_to_ignore);
+                                break;
+                            }
+                            case 0xDB:
+                            {
+                                std::uint64_t subtype_to_ignore{};
+                                get_number(input_format_t::cbor, subtype_to_ignore);
+                                break;
+                            }
+                            default:
+                                break;
+                        }
+                        return parse_cbor_internal(true, tag_handler);
+                    }
+
+                    case cbor_tag_handler_t::store:
+                    {
+                        binary_t b;
+                        // use binary subtype and store in binary container
+                        switch (current)
+                        {
+                            case 0xD8:
+                            {
+                                std::uint8_t subtype{};
+                                get_number(input_format_t::cbor, subtype);
+                                b.set_subtype(detail::conditional_static_cast<typename binary_t::subtype_type>(subtype));
+                                break;
+                            }
+                            case 0xD9:
+                            {
+                                std::uint16_t subtype{};
+                                get_number(input_format_t::cbor, subtype);
+                                b.set_subtype(detail::conditional_static_cast<typename binary_t::subtype_type>(subtype));
+                                break;
+                            }
+                            case 0xDA:
+                            {
+                                std::uint32_t subtype{};
+                                get_number(input_format_t::cbor, subtype);
+                                b.set_subtype(detail::conditional_static_cast<typename binary_t::subtype_type>(subtype));
+                                break;
+                            }
+                            case 0xDB:
+                            {
+                                std::uint64_t subtype{};
+                                get_number(input_format_t::cbor, subtype);
+                                b.set_subtype(detail::conditional_static_cast<typename binary_t::subtype_type>(subtype));
+                                break;
+                            }
+                            default:
+                                return parse_cbor_internal(true, tag_handler);
+                        }
+                        get();
+                        return get_cbor_binary(b) && sax->binary(b);
+                    }
+
+                    default:                 // LCOV_EXCL_LINE
+                        JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+                        return false;        // LCOV_EXCL_LINE
+                }
+            }
+
+            case 0xF4: // false
+                return sax->boolean(false);
+
+            case 0xF5: // true
+                return sax->boolean(true);
+
+            case 0xF6: // null
+                return sax->null();
+
+            case 0xF9: // Half-Precision Float (two-byte IEEE 754)
+            {
+                const auto byte1_raw = get();
+                if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format_t::cbor, "number")))
+                {
+                    return false;
+                }
+                const auto byte2_raw = get();
+                if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format_t::cbor, "number")))
+                {
+                    return false;
+                }
+
+                const auto byte1 = static_cast<unsigned char>(byte1_raw);
+                const auto byte2 = static_cast<unsigned char>(byte2_raw);
+
+                // code from RFC 7049, Appendix D, Figure 3:
+                // As half-precision floating-point numbers were only added
+                // to IEEE 754 in 2008, today's programming platforms often
+                // still only have limited support for them. It is very
+                // easy to include at least decoding support for them even
+                // without such support. An example of a small decoder for
+                // half-precision floating-point numbers in the C language
+                // is shown in Fig. 3.
+                const auto half = static_cast<unsigned int>((byte1 << 8u) + byte2);
+                const double val = [&half]
+                {
+                    const int exp = (half >> 10u) & 0x1Fu;
+                    const unsigned int mant = half & 0x3FFu;
+                    JSON_ASSERT(0 <= exp&& exp <= 32);
+                    JSON_ASSERT(mant <= 1024);
+                    switch (exp)
+                    {
+                        case 0:
+                            return std::ldexp(mant, -24);
+                        case 31:
+                            return (mant == 0)
+                            ? std::numeric_limits<double>::infinity()
+                            : std::numeric_limits<double>::quiet_NaN();
+                        default:
+                            return std::ldexp(mant + 1024, exp - 25);
+                    }
+                }();
+                return sax->number_float((half & 0x8000u) != 0
+                                         ? static_cast<number_float_t>(-val)
+                                         : static_cast<number_float_t>(val), "");
+            }
+
+            case 0xFA: // Single-Precision Float (four-byte IEEE 754)
+            {
+                float number{};
+                return get_number(input_format_t::cbor, number) && sax->number_float(static_cast<number_float_t>(number), "");
+            }
+
+            case 0xFB: // Double-Precision Float (eight-byte IEEE 754)
+            {
+                double number{};
+                return get_number(input_format_t::cbor, number) && sax->number_float(static_cast<number_float_t>(number), "");
+            }
+
+            default: // anything else (0xFF is handled inside the other types)
+            {
+                auto last_token = get_token_string();
+                return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read,
+                                        exception_message(input_format_t::cbor, concat("invalid byte: 0x", last_token), "value"), nullptr));
+            }
+        }
+    }
+
+    /*!
+    @brief reads a CBOR string
+
+    This function first reads starting bytes to determine the expected
+    string length and then copies this number of bytes into a string.
+    Additionally, CBOR's strings with indefinite lengths are supported.
+
+    @param[out] result  created string
+
+    @return whether string creation completed
+    */
+    bool get_cbor_string(string_t& result)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format_t::cbor, "string")))
+        {
+            return false;
+        }
+
+        switch (current)
+        {
+            // UTF-8 string (0x00..0x17 bytes follow)
+            case 0x60:
+            case 0x61:
+            case 0x62:
+            case 0x63:
+            case 0x64:
+            case 0x65:
+            case 0x66:
+            case 0x67:
+            case 0x68:
+            case 0x69:
+            case 0x6A:
+            case 0x6B:
+            case 0x6C:
+            case 0x6D:
+            case 0x6E:
+            case 0x6F:
+            case 0x70:
+            case 0x71:
+            case 0x72:
+            case 0x73:
+            case 0x74:
+            case 0x75:
+            case 0x76:
+            case 0x77:
+            {
+                return get_string(input_format_t::cbor, static_cast<unsigned int>(current) & 0x1Fu, result);
+            }
+
+            case 0x78: // UTF-8 string (one-byte uint8_t for n follows)
+            {
+                std::uint8_t len{};
+                return get_number(input_format_t::cbor, len) && get_string(input_format_t::cbor, len, result);
+            }
+
+            case 0x79: // UTF-8 string (two-byte uint16_t for n follow)
+            {
+                std::uint16_t len{};
+                return get_number(input_format_t::cbor, len) && get_string(input_format_t::cbor, len, result);
+            }
+
+            case 0x7A: // UTF-8 string (four-byte uint32_t for n follow)
+            {
+                std::uint32_t len{};
+                return get_number(input_format_t::cbor, len) && get_string(input_format_t::cbor, len, result);
+            }
+
+            case 0x7B: // UTF-8 string (eight-byte uint64_t for n follow)
+            {
+                std::uint64_t len{};
+                return get_number(input_format_t::cbor, len) && get_string(input_format_t::cbor, len, result);
+            }
+
+            case 0x7F: // UTF-8 string (indefinite length)
+            {
+                while (get() != 0xFF)
+                {
+                    string_t chunk;
+                    if (!get_cbor_string(chunk))
+                    {
+                        return false;
+                    }
+                    result.append(chunk);
+                }
+                return true;
+            }
+
+            default:
+            {
+                auto last_token = get_token_string();
+                return sax->parse_error(chars_read, last_token, parse_error::create(113, chars_read,
+                                        exception_message(input_format_t::cbor, concat("expected length specification (0x60-0x7B) or indefinite string type (0x7F); last byte: 0x", last_token), "string"), nullptr));
+            }
+        }
+    }
+
+    /*!
+    @brief reads a CBOR byte array
+
+    This function first reads starting bytes to determine the expected
+    byte array length and then copies this number of bytes into the byte array.
+    Additionally, CBOR's byte arrays with indefinite lengths are supported.
+
+    @param[out] result  created byte array
+
+    @return whether byte array creation completed
+    */
+    bool get_cbor_binary(binary_t& result)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format_t::cbor, "binary")))
+        {
+            return false;
+        }
+
+        switch (current)
+        {
+            // Binary data (0x00..0x17 bytes follow)
+            case 0x40:
+            case 0x41:
+            case 0x42:
+            case 0x43:
+            case 0x44:
+            case 0x45:
+            case 0x46:
+            case 0x47:
+            case 0x48:
+            case 0x49:
+            case 0x4A:
+            case 0x4B:
+            case 0x4C:
+            case 0x4D:
+            case 0x4E:
+            case 0x4F:
+            case 0x50:
+            case 0x51:
+            case 0x52:
+            case 0x53:
+            case 0x54:
+            case 0x55:
+            case 0x56:
+            case 0x57:
+            {
+                return get_binary(input_format_t::cbor, static_cast<unsigned int>(current) & 0x1Fu, result);
+            }
+
+            case 0x58: // Binary data (one-byte uint8_t for n follows)
+            {
+                std::uint8_t len{};
+                return get_number(input_format_t::cbor, len) &&
+                       get_binary(input_format_t::cbor, len, result);
+            }
+
+            case 0x59: // Binary data (two-byte uint16_t for n follow)
+            {
+                std::uint16_t len{};
+                return get_number(input_format_t::cbor, len) &&
+                       get_binary(input_format_t::cbor, len, result);
+            }
+
+            case 0x5A: // Binary data (four-byte uint32_t for n follow)
+            {
+                std::uint32_t len{};
+                return get_number(input_format_t::cbor, len) &&
+                       get_binary(input_format_t::cbor, len, result);
+            }
+
+            case 0x5B: // Binary data (eight-byte uint64_t for n follow)
+            {
+                std::uint64_t len{};
+                return get_number(input_format_t::cbor, len) &&
+                       get_binary(input_format_t::cbor, len, result);
+            }
+
+            case 0x5F: // Binary data (indefinite length)
+            {
+                while (get() != 0xFF)
+                {
+                    binary_t chunk;
+                    if (!get_cbor_binary(chunk))
+                    {
+                        return false;
+                    }
+                    result.insert(result.end(), chunk.begin(), chunk.end());
+                }
+                return true;
+            }
+
+            default:
+            {
+                auto last_token = get_token_string();
+                return sax->parse_error(chars_read, last_token, parse_error::create(113, chars_read,
+                                        exception_message(input_format_t::cbor, concat("expected length specification (0x40-0x5B) or indefinite binary array type (0x5F); last byte: 0x", last_token), "binary"), nullptr));
+            }
+        }
+    }
+
+    /*!
+    @param[in] len  the length of the array or static_cast<std::size_t>(-1) for an
+                    array of indefinite size
+    @param[in] tag_handler how CBOR tags should be treated
+    @return whether array creation completed
+    */
+    bool get_cbor_array(const std::size_t len,
+                        const cbor_tag_handler_t tag_handler)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!sax->start_array(len)))
+        {
+            return false;
+        }
+
+        if (len != static_cast<std::size_t>(-1))
+        {
+            for (std::size_t i = 0; i < len; ++i)
+            {
+                if (JSON_HEDLEY_UNLIKELY(!parse_cbor_internal(true, tag_handler)))
+                {
+                    return false;
+                }
+            }
+        }
+        else
+        {
+            while (get() != 0xFF)
+            {
+                if (JSON_HEDLEY_UNLIKELY(!parse_cbor_internal(false, tag_handler)))
+                {
+                    return false;
+                }
+            }
+        }
+
+        return sax->end_array();
+    }
+
+    /*!
+    @param[in] len  the length of the object or static_cast<std::size_t>(-1) for an
+                    object of indefinite size
+    @param[in] tag_handler how CBOR tags should be treated
+    @return whether object creation completed
+    */
+    bool get_cbor_object(const std::size_t len,
+                         const cbor_tag_handler_t tag_handler)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!sax->start_object(len)))
+        {
+            return false;
+        }
+
+        if (len != 0)
+        {
+            string_t key;
+            if (len != static_cast<std::size_t>(-1))
+            {
+                for (std::size_t i = 0; i < len; ++i)
+                {
+                    get();
+                    if (JSON_HEDLEY_UNLIKELY(!get_cbor_string(key) || !sax->key(key)))
+                    {
+                        return false;
+                    }
+
+                    if (JSON_HEDLEY_UNLIKELY(!parse_cbor_internal(true, tag_handler)))
+                    {
+                        return false;
+                    }
+                    key.clear();
+                }
+            }
+            else
+            {
+                while (get() != 0xFF)
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!get_cbor_string(key) || !sax->key(key)))
+                    {
+                        return false;
+                    }
+
+                    if (JSON_HEDLEY_UNLIKELY(!parse_cbor_internal(true, tag_handler)))
+                    {
+                        return false;
+                    }
+                    key.clear();
+                }
+            }
+        }
+
+        return sax->end_object();
+    }
+
+    /////////////
+    // MsgPack //
+    /////////////
+
+    /*!
+    @return whether a valid MessagePack value was passed to the SAX parser
+    */
+    bool parse_msgpack_internal()
+    {
+        switch (get())
+        {
+            // EOF
+            case char_traits<char_type>::eof():
+                return unexpect_eof(input_format_t::msgpack, "value");
+
+            // positive fixint
+            case 0x00:
+            case 0x01:
+            case 0x02:
+            case 0x03:
+            case 0x04:
+            case 0x05:
+            case 0x06:
+            case 0x07:
+            case 0x08:
+            case 0x09:
+            case 0x0A:
+            case 0x0B:
+            case 0x0C:
+            case 0x0D:
+            case 0x0E:
+            case 0x0F:
+            case 0x10:
+            case 0x11:
+            case 0x12:
+            case 0x13:
+            case 0x14:
+            case 0x15:
+            case 0x16:
+            case 0x17:
+            case 0x18:
+            case 0x19:
+            case 0x1A:
+            case 0x1B:
+            case 0x1C:
+            case 0x1D:
+            case 0x1E:
+            case 0x1F:
+            case 0x20:
+            case 0x21:
+            case 0x22:
+            case 0x23:
+            case 0x24:
+            case 0x25:
+            case 0x26:
+            case 0x27:
+            case 0x28:
+            case 0x29:
+            case 0x2A:
+            case 0x2B:
+            case 0x2C:
+            case 0x2D:
+            case 0x2E:
+            case 0x2F:
+            case 0x30:
+            case 0x31:
+            case 0x32:
+            case 0x33:
+            case 0x34:
+            case 0x35:
+            case 0x36:
+            case 0x37:
+            case 0x38:
+            case 0x39:
+            case 0x3A:
+            case 0x3B:
+            case 0x3C:
+            case 0x3D:
+            case 0x3E:
+            case 0x3F:
+            case 0x40:
+            case 0x41:
+            case 0x42:
+            case 0x43:
+            case 0x44:
+            case 0x45:
+            case 0x46:
+            case 0x47:
+            case 0x48:
+            case 0x49:
+            case 0x4A:
+            case 0x4B:
+            case 0x4C:
+            case 0x4D:
+            case 0x4E:
+            case 0x4F:
+            case 0x50:
+            case 0x51:
+            case 0x52:
+            case 0x53:
+            case 0x54:
+            case 0x55:
+            case 0x56:
+            case 0x57:
+            case 0x58:
+            case 0x59:
+            case 0x5A:
+            case 0x5B:
+            case 0x5C:
+            case 0x5D:
+            case 0x5E:
+            case 0x5F:
+            case 0x60:
+            case 0x61:
+            case 0x62:
+            case 0x63:
+            case 0x64:
+            case 0x65:
+            case 0x66:
+            case 0x67:
+            case 0x68:
+            case 0x69:
+            case 0x6A:
+            case 0x6B:
+            case 0x6C:
+            case 0x6D:
+            case 0x6E:
+            case 0x6F:
+            case 0x70:
+            case 0x71:
+            case 0x72:
+            case 0x73:
+            case 0x74:
+            case 0x75:
+            case 0x76:
+            case 0x77:
+            case 0x78:
+            case 0x79:
+            case 0x7A:
+            case 0x7B:
+            case 0x7C:
+            case 0x7D:
+            case 0x7E:
+            case 0x7F:
+                return sax->number_unsigned(static_cast<number_unsigned_t>(current));
+
+            // fixmap
+            case 0x80:
+            case 0x81:
+            case 0x82:
+            case 0x83:
+            case 0x84:
+            case 0x85:
+            case 0x86:
+            case 0x87:
+            case 0x88:
+            case 0x89:
+            case 0x8A:
+            case 0x8B:
+            case 0x8C:
+            case 0x8D:
+            case 0x8E:
+            case 0x8F:
+                return get_msgpack_object(conditional_static_cast<std::size_t>(static_cast<unsigned int>(current) & 0x0Fu));
+
+            // fixarray
+            case 0x90:
+            case 0x91:
+            case 0x92:
+            case 0x93:
+            case 0x94:
+            case 0x95:
+            case 0x96:
+            case 0x97:
+            case 0x98:
+            case 0x99:
+            case 0x9A:
+            case 0x9B:
+            case 0x9C:
+            case 0x9D:
+            case 0x9E:
+            case 0x9F:
+                return get_msgpack_array(conditional_static_cast<std::size_t>(static_cast<unsigned int>(current) & 0x0Fu));
+
+            // fixstr
+            case 0xA0:
+            case 0xA1:
+            case 0xA2:
+            case 0xA3:
+            case 0xA4:
+            case 0xA5:
+            case 0xA6:
+            case 0xA7:
+            case 0xA8:
+            case 0xA9:
+            case 0xAA:
+            case 0xAB:
+            case 0xAC:
+            case 0xAD:
+            case 0xAE:
+            case 0xAF:
+            case 0xB0:
+            case 0xB1:
+            case 0xB2:
+            case 0xB3:
+            case 0xB4:
+            case 0xB5:
+            case 0xB6:
+            case 0xB7:
+            case 0xB8:
+            case 0xB9:
+            case 0xBA:
+            case 0xBB:
+            case 0xBC:
+            case 0xBD:
+            case 0xBE:
+            case 0xBF:
+            case 0xD9: // str 8
+            case 0xDA: // str 16
+            case 0xDB: // str 32
+            {
+                string_t s;
+                return get_msgpack_string(s) && sax->string(s);
+            }
+
+            case 0xC0: // nil
+                return sax->null();
+
+            case 0xC2: // false
+                return sax->boolean(false);
+
+            case 0xC3: // true
+                return sax->boolean(true);
+
+            case 0xC4: // bin 8
+            case 0xC5: // bin 16
+            case 0xC6: // bin 32
+            case 0xC7: // ext 8
+            case 0xC8: // ext 16
+            case 0xC9: // ext 32
+            case 0xD4: // fixext 1
+            case 0xD5: // fixext 2
+            case 0xD6: // fixext 4
+            case 0xD7: // fixext 8
+            case 0xD8: // fixext 16
+            {
+                binary_t b;
+                return get_msgpack_binary(b) && sax->binary(b);
+            }
+
+            case 0xCA: // float 32
+            {
+                float number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_float(static_cast<number_float_t>(number), "");
+            }
+
+            case 0xCB: // float 64
+            {
+                double number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_float(static_cast<number_float_t>(number), "");
+            }
+
+            case 0xCC: // uint 8
+            {
+                std::uint8_t number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_unsigned(number);
+            }
+
+            case 0xCD: // uint 16
+            {
+                std::uint16_t number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_unsigned(number);
+            }
+
+            case 0xCE: // uint 32
+            {
+                std::uint32_t number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_unsigned(number);
+            }
+
+            case 0xCF: // uint 64
+            {
+                std::uint64_t number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_unsigned(number);
+            }
+
+            case 0xD0: // int 8
+            {
+                std::int8_t number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_integer(number);
+            }
+
+            case 0xD1: // int 16
+            {
+                std::int16_t number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_integer(number);
+            }
+
+            case 0xD2: // int 32
+            {
+                std::int32_t number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_integer(number);
+            }
+
+            case 0xD3: // int 64
+            {
+                std::int64_t number{};
+                return get_number(input_format_t::msgpack, number) && sax->number_integer(number);
+            }
+
+            case 0xDC: // array 16
+            {
+                std::uint16_t len{};
+                return get_number(input_format_t::msgpack, len) && get_msgpack_array(static_cast<std::size_t>(len));
+            }
+
+            case 0xDD: // array 32
+            {
+                std::uint32_t len{};
+                return get_number(input_format_t::msgpack, len) && get_msgpack_array(conditional_static_cast<std::size_t>(len));
+            }
+
+            case 0xDE: // map 16
+            {
+                std::uint16_t len{};
+                return get_number(input_format_t::msgpack, len) && get_msgpack_object(static_cast<std::size_t>(len));
+            }
+
+            case 0xDF: // map 32
+            {
+                std::uint32_t len{};
+                return get_number(input_format_t::msgpack, len) && get_msgpack_object(conditional_static_cast<std::size_t>(len));
+            }
+
+            // negative fixint
+            case 0xE0:
+            case 0xE1:
+            case 0xE2:
+            case 0xE3:
+            case 0xE4:
+            case 0xE5:
+            case 0xE6:
+            case 0xE7:
+            case 0xE8:
+            case 0xE9:
+            case 0xEA:
+            case 0xEB:
+            case 0xEC:
+            case 0xED:
+            case 0xEE:
+            case 0xEF:
+            case 0xF0:
+            case 0xF1:
+            case 0xF2:
+            case 0xF3:
+            case 0xF4:
+            case 0xF5:
+            case 0xF6:
+            case 0xF7:
+            case 0xF8:
+            case 0xF9:
+            case 0xFA:
+            case 0xFB:
+            case 0xFC:
+            case 0xFD:
+            case 0xFE:
+            case 0xFF:
+                return sax->number_integer(static_cast<std::int8_t>(current));
+
+            default: // anything else
+            {
+                auto last_token = get_token_string();
+                return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read,
+                                        exception_message(input_format_t::msgpack, concat("invalid byte: 0x", last_token), "value"), nullptr));
+            }
+        }
+    }
+
+    /*!
+    @brief reads a MessagePack string
+
+    This function first reads starting bytes to determine the expected
+    string length and then copies this number of bytes into a string.
+
+    @param[out] result  created string
+
+    @return whether string creation completed
+    */
+    bool get_msgpack_string(string_t& result)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format_t::msgpack, "string")))
+        {
+            return false;
+        }
+
+        switch (current)
+        {
+            // fixstr
+            case 0xA0:
+            case 0xA1:
+            case 0xA2:
+            case 0xA3:
+            case 0xA4:
+            case 0xA5:
+            case 0xA6:
+            case 0xA7:
+            case 0xA8:
+            case 0xA9:
+            case 0xAA:
+            case 0xAB:
+            case 0xAC:
+            case 0xAD:
+            case 0xAE:
+            case 0xAF:
+            case 0xB0:
+            case 0xB1:
+            case 0xB2:
+            case 0xB3:
+            case 0xB4:
+            case 0xB5:
+            case 0xB6:
+            case 0xB7:
+            case 0xB8:
+            case 0xB9:
+            case 0xBA:
+            case 0xBB:
+            case 0xBC:
+            case 0xBD:
+            case 0xBE:
+            case 0xBF:
+            {
+                return get_string(input_format_t::msgpack, static_cast<unsigned int>(current) & 0x1Fu, result);
+            }
+
+            case 0xD9: // str 8
+            {
+                std::uint8_t len{};
+                return get_number(input_format_t::msgpack, len) && get_string(input_format_t::msgpack, len, result);
+            }
+
+            case 0xDA: // str 16
+            {
+                std::uint16_t len{};
+                return get_number(input_format_t::msgpack, len) && get_string(input_format_t::msgpack, len, result);
+            }
+
+            case 0xDB: // str 32
+            {
+                std::uint32_t len{};
+                return get_number(input_format_t::msgpack, len) && get_string(input_format_t::msgpack, len, result);
+            }
+
+            default:
+            {
+                auto last_token = get_token_string();
+                return sax->parse_error(chars_read, last_token, parse_error::create(113, chars_read,
+                                        exception_message(input_format_t::msgpack, concat("expected length specification (0xA0-0xBF, 0xD9-0xDB); last byte: 0x", last_token), "string"), nullptr));
+            }
+        }
+    }
+
+    /*!
+    @brief reads a MessagePack byte array
+
+    This function first reads starting bytes to determine the expected
+    byte array length and then copies this number of bytes into a byte array.
+
+    @param[out] result  created byte array
+
+    @return whether byte array creation completed
+    */
+    bool get_msgpack_binary(binary_t& result)
+    {
+        // helper function to set the subtype
+        auto assign_and_return_true = [&result](std::int8_t subtype)
+        {
+            result.set_subtype(static_cast<std::uint8_t>(subtype));
+            return true;
+        };
+
+        switch (current)
+        {
+            case 0xC4: // bin 8
+            {
+                std::uint8_t len{};
+                return get_number(input_format_t::msgpack, len) &&
+                       get_binary(input_format_t::msgpack, len, result);
+            }
+
+            case 0xC5: // bin 16
+            {
+                std::uint16_t len{};
+                return get_number(input_format_t::msgpack, len) &&
+                       get_binary(input_format_t::msgpack, len, result);
+            }
+
+            case 0xC6: // bin 32
+            {
+                std::uint32_t len{};
+                return get_number(input_format_t::msgpack, len) &&
+                       get_binary(input_format_t::msgpack, len, result);
+            }
+
+            case 0xC7: // ext 8
+            {
+                std::uint8_t len{};
+                std::int8_t subtype{};
+                return get_number(input_format_t::msgpack, len) &&
+                       get_number(input_format_t::msgpack, subtype) &&
+                       get_binary(input_format_t::msgpack, len, result) &&
+                       assign_and_return_true(subtype);
+            }
+
+            case 0xC8: // ext 16
+            {
+                std::uint16_t len{};
+                std::int8_t subtype{};
+                return get_number(input_format_t::msgpack, len) &&
+                       get_number(input_format_t::msgpack, subtype) &&
+                       get_binary(input_format_t::msgpack, len, result) &&
+                       assign_and_return_true(subtype);
+            }
+
+            case 0xC9: // ext 32
+            {
+                std::uint32_t len{};
+                std::int8_t subtype{};
+                return get_number(input_format_t::msgpack, len) &&
+                       get_number(input_format_t::msgpack, subtype) &&
+                       get_binary(input_format_t::msgpack, len, result) &&
+                       assign_and_return_true(subtype);
+            }
+
+            case 0xD4: // fixext 1
+            {
+                std::int8_t subtype{};
+                return get_number(input_format_t::msgpack, subtype) &&
+                       get_binary(input_format_t::msgpack, 1, result) &&
+                       assign_and_return_true(subtype);
+            }
+
+            case 0xD5: // fixext 2
+            {
+                std::int8_t subtype{};
+                return get_number(input_format_t::msgpack, subtype) &&
+                       get_binary(input_format_t::msgpack, 2, result) &&
+                       assign_and_return_true(subtype);
+            }
+
+            case 0xD6: // fixext 4
+            {
+                std::int8_t subtype{};
+                return get_number(input_format_t::msgpack, subtype) &&
+                       get_binary(input_format_t::msgpack, 4, result) &&
+                       assign_and_return_true(subtype);
+            }
+
+            case 0xD7: // fixext 8
+            {
+                std::int8_t subtype{};
+                return get_number(input_format_t::msgpack, subtype) &&
+                       get_binary(input_format_t::msgpack, 8, result) &&
+                       assign_and_return_true(subtype);
+            }
+
+            case 0xD8: // fixext 16
+            {
+                std::int8_t subtype{};
+                return get_number(input_format_t::msgpack, subtype) &&
+                       get_binary(input_format_t::msgpack, 16, result) &&
+                       assign_and_return_true(subtype);
+            }
+
+            default:           // LCOV_EXCL_LINE
+                return false;  // LCOV_EXCL_LINE
+        }
+    }
+
+    /*!
+    @param[in] len  the length of the array
+    @return whether array creation completed
+    */
+    bool get_msgpack_array(const std::size_t len)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!sax->start_array(len)))
+        {
+            return false;
+        }
+
+        for (std::size_t i = 0; i < len; ++i)
+        {
+            if (JSON_HEDLEY_UNLIKELY(!parse_msgpack_internal()))
+            {
+                return false;
+            }
+        }
+
+        return sax->end_array();
+    }
+
+    /*!
+    @param[in] len  the length of the object
+    @return whether object creation completed
+    */
+    bool get_msgpack_object(const std::size_t len)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!sax->start_object(len)))
+        {
+            return false;
+        }
+
+        string_t key;
+        for (std::size_t i = 0; i < len; ++i)
+        {
+            get();
+            if (JSON_HEDLEY_UNLIKELY(!get_msgpack_string(key) || !sax->key(key)))
+            {
+                return false;
+            }
+
+            if (JSON_HEDLEY_UNLIKELY(!parse_msgpack_internal()))
+            {
+                return false;
+            }
+            key.clear();
+        }
+
+        return sax->end_object();
+    }
+
+    ////////////
+    // UBJSON //
+    ////////////
+
+    /*!
+    @param[in] get_char  whether a new character should be retrieved from the
+                         input (true, default) or whether the last read
+                         character should be considered instead
+
+    @return whether a valid UBJSON value was passed to the SAX parser
+    */
+    bool parse_ubjson_internal(const bool get_char = true)
+    {
+        return get_ubjson_value(get_char ? get_ignore_noop() : current);
+    }
+
+    /*!
+    @brief reads a UBJSON string
+
+    This function is either called after reading the 'S' byte explicitly
+    indicating a string, or in case of an object key where the 'S' byte can be
+    left out.
+
+    @param[out] result   created string
+    @param[in] get_char  whether a new character should be retrieved from the
+                         input (true, default) or whether the last read
+                         character should be considered instead
+
+    @return whether string creation completed
+    */
+    bool get_ubjson_string(string_t& result, const bool get_char = true)
+    {
+        if (get_char)
+        {
+            get();  // TODO(niels): may we ignore N here?
+        }
+
+        if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format, "value")))
+        {
+            return false;
+        }
+
+        switch (current)
+        {
+            case 'U':
+            {
+                std::uint8_t len{};
+                return get_number(input_format, len) && get_string(input_format, len, result);
+            }
+
+            case 'i':
+            {
+                std::int8_t len{};
+                return get_number(input_format, len) && get_string(input_format, len, result);
+            }
+
+            case 'I':
+            {
+                std::int16_t len{};
+                return get_number(input_format, len) && get_string(input_format, len, result);
+            }
+
+            case 'l':
+            {
+                std::int32_t len{};
+                return get_number(input_format, len) && get_string(input_format, len, result);
+            }
+
+            case 'L':
+            {
+                std::int64_t len{};
+                return get_number(input_format, len) && get_string(input_format, len, result);
+            }
+
+            case 'u':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                std::uint16_t len{};
+                return get_number(input_format, len) && get_string(input_format, len, result);
+            }
+
+            case 'm':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                std::uint32_t len{};
+                return get_number(input_format, len) && get_string(input_format, len, result);
+            }
+
+            case 'M':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                std::uint64_t len{};
+                return get_number(input_format, len) && get_string(input_format, len, result);
+            }
+
+            default:
+                break;
+        }
+        auto last_token = get_token_string();
+        std::string message;
+
+        if (input_format != input_format_t::bjdata)
+        {
+            message = "expected length type specification (U, i, I, l, L); last byte: 0x" + last_token;
+        }
+        else
+        {
+            message = "expected length type specification (U, i, u, I, m, l, M, L); last byte: 0x" + last_token;
+        }
+        return sax->parse_error(chars_read, last_token, parse_error::create(113, chars_read, exception_message(input_format, message, "string"), nullptr));
+    }
+
+    /*!
+    @param[out] dim  an integer vector storing the ND array dimensions
+    @return whether reading ND array size vector is successful
+    */
+    bool get_ubjson_ndarray_size(std::vector<size_t>& dim)
+    {
+        std::pair<std::size_t, char_int_type> size_and_type;
+        size_t dimlen = 0;
+        bool no_ndarray = true;
+
+        if (JSON_HEDLEY_UNLIKELY(!get_ubjson_size_type(size_and_type, no_ndarray)))
+        {
+            return false;
+        }
+
+        if (size_and_type.first != npos)
+        {
+            if (size_and_type.second != 0)
+            {
+                if (size_and_type.second != 'N')
+                {
+                    for (std::size_t i = 0; i < size_and_type.first; ++i)
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!get_ubjson_size_value(dimlen, no_ndarray, size_and_type.second)))
+                        {
+                            return false;
+                        }
+                        dim.push_back(dimlen);
+                    }
+                }
+            }
+            else
+            {
+                for (std::size_t i = 0; i < size_and_type.first; ++i)
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!get_ubjson_size_value(dimlen, no_ndarray)))
+                    {
+                        return false;
+                    }
+                    dim.push_back(dimlen);
+                }
+            }
+        }
+        else
+        {
+            while (current != ']')
+            {
+                if (JSON_HEDLEY_UNLIKELY(!get_ubjson_size_value(dimlen, no_ndarray, current)))
+                {
+                    return false;
+                }
+                dim.push_back(dimlen);
+                get_ignore_noop();
+            }
+        }
+        return true;
+    }
+
+    /*!
+    @param[out] result  determined size
+    @param[in,out] is_ndarray  for input, `true` means already inside an ndarray vector
+                               or ndarray dimension is not allowed; `false` means ndarray
+                               is allowed; for output, `true` means an ndarray is found;
+                               is_ndarray can only return `true` when its initial value
+                               is `false`
+    @param[in] prefix  type marker if already read, otherwise set to 0
+
+    @return whether size determination completed
+    */
+    bool get_ubjson_size_value(std::size_t& result, bool& is_ndarray, char_int_type prefix = 0)
+    {
+        if (prefix == 0)
+        {
+            prefix = get_ignore_noop();
+        }
+
+        switch (prefix)
+        {
+            case 'U':
+            {
+                std::uint8_t number{};
+                if (JSON_HEDLEY_UNLIKELY(!get_number(input_format, number)))
+                {
+                    return false;
+                }
+                result = static_cast<std::size_t>(number);
+                return true;
+            }
+
+            case 'i':
+            {
+                std::int8_t number{};
+                if (JSON_HEDLEY_UNLIKELY(!get_number(input_format, number)))
+                {
+                    return false;
+                }
+                if (number < 0)
+                {
+                    return sax->parse_error(chars_read, get_token_string(), parse_error::create(113, chars_read,
+                                            exception_message(input_format, "count in an optimized container must be positive", "size"), nullptr));
+                }
+                result = static_cast<std::size_t>(number); // NOLINT(bugprone-signed-char-misuse,cert-str34-c): number is not a char
+                return true;
+            }
+
+            case 'I':
+            {
+                std::int16_t number{};
+                if (JSON_HEDLEY_UNLIKELY(!get_number(input_format, number)))
+                {
+                    return false;
+                }
+                if (number < 0)
+                {
+                    return sax->parse_error(chars_read, get_token_string(), parse_error::create(113, chars_read,
+                                            exception_message(input_format, "count in an optimized container must be positive", "size"), nullptr));
+                }
+                result = static_cast<std::size_t>(number);
+                return true;
+            }
+
+            case 'l':
+            {
+                std::int32_t number{};
+                if (JSON_HEDLEY_UNLIKELY(!get_number(input_format, number)))
+                {
+                    return false;
+                }
+                if (number < 0)
+                {
+                    return sax->parse_error(chars_read, get_token_string(), parse_error::create(113, chars_read,
+                                            exception_message(input_format, "count in an optimized container must be positive", "size"), nullptr));
+                }
+                result = static_cast<std::size_t>(number);
+                return true;
+            }
+
+            case 'L':
+            {
+                std::int64_t number{};
+                if (JSON_HEDLEY_UNLIKELY(!get_number(input_format, number)))
+                {
+                    return false;
+                }
+                if (number < 0)
+                {
+                    return sax->parse_error(chars_read, get_token_string(), parse_error::create(113, chars_read,
+                                            exception_message(input_format, "count in an optimized container must be positive", "size"), nullptr));
+                }
+                if (!value_in_range_of<std::size_t>(number))
+                {
+                    return sax->parse_error(chars_read, get_token_string(), out_of_range::create(408,
+                                            exception_message(input_format, "integer value overflow", "size"), nullptr));
+                }
+                result = static_cast<std::size_t>(number);
+                return true;
+            }
+
+            case 'u':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                std::uint16_t number{};
+                if (JSON_HEDLEY_UNLIKELY(!get_number(input_format, number)))
+                {
+                    return false;
+                }
+                result = static_cast<std::size_t>(number);
+                return true;
+            }
+
+            case 'm':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                std::uint32_t number{};
+                if (JSON_HEDLEY_UNLIKELY(!get_number(input_format, number)))
+                {
+                    return false;
+                }
+                result = conditional_static_cast<std::size_t>(number);
+                return true;
+            }
+
+            case 'M':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                std::uint64_t number{};
+                if (JSON_HEDLEY_UNLIKELY(!get_number(input_format, number)))
+                {
+                    return false;
+                }
+                if (!value_in_range_of<std::size_t>(number))
+                {
+                    return sax->parse_error(chars_read, get_token_string(), out_of_range::create(408,
+                                            exception_message(input_format, "integer value overflow", "size"), nullptr));
+                }
+                result = detail::conditional_static_cast<std::size_t>(number);
+                return true;
+            }
+
+            case '[':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                if (is_ndarray) // ndarray dimensional vector can only contain integers, and can not embed another array
+                {
+                    return sax->parse_error(chars_read, get_token_string(), parse_error::create(113, chars_read, exception_message(input_format, "ndarray dimensional vector is not allowed", "size"), nullptr));
+                }
+                std::vector<size_t> dim;
+                if (JSON_HEDLEY_UNLIKELY(!get_ubjson_ndarray_size(dim)))
+                {
+                    return false;
+                }
+                if (dim.size() == 1 || (dim.size() == 2 && dim.at(0) == 1)) // return normal array size if 1D row vector
+                {
+                    result = dim.at(dim.size() - 1);
+                    return true;
+                }
+                if (!dim.empty())  // if ndarray, convert to an object in JData annotated array format
+                {
+                    for (auto i : dim) // test if any dimension in an ndarray is 0, if so, return a 1D empty container
+                    {
+                        if ( i == 0 )
+                        {
+                            result = 0;
+                            return true;
+                        }
+                    }
+
+                    string_t key = "_ArraySize_";
+                    if (JSON_HEDLEY_UNLIKELY(!sax->start_object(3) || !sax->key(key) || !sax->start_array(dim.size())))
+                    {
+                        return false;
+                    }
+                    result = 1;
+                    for (auto i : dim)
+                    {
+                        result *= i;
+                        if (result == 0 || result == npos) // because dim elements shall not have zeros, result = 0 means overflow happened; it also can't be npos as it is used to initialize size in get_ubjson_size_type()
+                        {
+                            return sax->parse_error(chars_read, get_token_string(), out_of_range::create(408, exception_message(input_format, "excessive ndarray size caused overflow", "size"), nullptr));
+                        }
+                        if (JSON_HEDLEY_UNLIKELY(!sax->number_unsigned(static_cast<number_unsigned_t>(i))))
+                        {
+                            return false;
+                        }
+                    }
+                    is_ndarray = true;
+                    return sax->end_array();
+                }
+                result = 0;
+                return true;
+            }
+
+            default:
+                break;
+        }
+        auto last_token = get_token_string();
+        std::string message;
+
+        if (input_format != input_format_t::bjdata)
+        {
+            message = "expected length type specification (U, i, I, l, L) after '#'; last byte: 0x" + last_token;
+        }
+        else
+        {
+            message = "expected length type specification (U, i, u, I, m, l, M, L) after '#'; last byte: 0x" + last_token;
+        }
+        return sax->parse_error(chars_read, last_token, parse_error::create(113, chars_read, exception_message(input_format, message, "size"), nullptr));
+    }
+
+    /*!
+    @brief determine the type and size for a container
+
+    In the optimized UBJSON format, a type and a size can be provided to allow
+    for a more compact representation.
+
+    @param[out] result  pair of the size and the type
+    @param[in] inside_ndarray  whether the parser is parsing an ND array dimensional vector
+
+    @return whether pair creation completed
+    */
+    bool get_ubjson_size_type(std::pair<std::size_t, char_int_type>& result, bool inside_ndarray = false)
+    {
+        result.first = npos; // size
+        result.second = 0; // type
+        bool is_ndarray = false;
+
+        get_ignore_noop();
+
+        if (current == '$')
+        {
+            result.second = get();  // must not ignore 'N', because 'N' maybe the type
+            if (input_format == input_format_t::bjdata
+                    && JSON_HEDLEY_UNLIKELY(std::binary_search(bjd_optimized_type_markers.begin(), bjd_optimized_type_markers.end(), result.second)))
+            {
+                auto last_token = get_token_string();
+                return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read,
+                                        exception_message(input_format, concat("marker 0x", last_token, " is not a permitted optimized array type"), "type"), nullptr));
+            }
+
+            if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format, "type")))
+            {
+                return false;
+            }
+
+            get_ignore_noop();
+            if (JSON_HEDLEY_UNLIKELY(current != '#'))
+            {
+                if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format, "value")))
+                {
+                    return false;
+                }
+                auto last_token = get_token_string();
+                return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read,
+                                        exception_message(input_format, concat("expected '#' after type information; last byte: 0x", last_token), "size"), nullptr));
+            }
+
+            const bool is_error = get_ubjson_size_value(result.first, is_ndarray);
+            if (input_format == input_format_t::bjdata && is_ndarray)
+            {
+                if (inside_ndarray)
+                {
+                    return sax->parse_error(chars_read, get_token_string(), parse_error::create(112, chars_read,
+                                            exception_message(input_format, "ndarray can not be recursive", "size"), nullptr));
+                }
+                result.second |= (1 << 8); // use bit 8 to indicate ndarray, all UBJSON and BJData markers should be ASCII letters
+            }
+            return is_error;
+        }
+
+        if (current == '#')
+        {
+            const bool is_error = get_ubjson_size_value(result.first, is_ndarray);
+            if (input_format == input_format_t::bjdata && is_ndarray)
+            {
+                return sax->parse_error(chars_read, get_token_string(), parse_error::create(112, chars_read,
+                                        exception_message(input_format, "ndarray requires both type and size", "size"), nullptr));
+            }
+            return is_error;
+        }
+
+        return true;
+    }
+
+    /*!
+    @param prefix  the previously read or set type prefix
+    @return whether value creation completed
+    */
+    bool get_ubjson_value(const char_int_type prefix)
+    {
+        switch (prefix)
+        {
+            case char_traits<char_type>::eof():  // EOF
+                return unexpect_eof(input_format, "value");
+
+            case 'T':  // true
+                return sax->boolean(true);
+            case 'F':  // false
+                return sax->boolean(false);
+
+            case 'Z':  // null
+                return sax->null();
+
+            case 'U':
+            {
+                std::uint8_t number{};
+                return get_number(input_format, number) && sax->number_unsigned(number);
+            }
+
+            case 'i':
+            {
+                std::int8_t number{};
+                return get_number(input_format, number) && sax->number_integer(number);
+            }
+
+            case 'I':
+            {
+                std::int16_t number{};
+                return get_number(input_format, number) && sax->number_integer(number);
+            }
+
+            case 'l':
+            {
+                std::int32_t number{};
+                return get_number(input_format, number) && sax->number_integer(number);
+            }
+
+            case 'L':
+            {
+                std::int64_t number{};
+                return get_number(input_format, number) && sax->number_integer(number);
+            }
+
+            case 'u':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                std::uint16_t number{};
+                return get_number(input_format, number) && sax->number_unsigned(number);
+            }
+
+            case 'm':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                std::uint32_t number{};
+                return get_number(input_format, number) && sax->number_unsigned(number);
+            }
+
+            case 'M':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                std::uint64_t number{};
+                return get_number(input_format, number) && sax->number_unsigned(number);
+            }
+
+            case 'h':
+            {
+                if (input_format != input_format_t::bjdata)
+                {
+                    break;
+                }
+                const auto byte1_raw = get();
+                if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format, "number")))
+                {
+                    return false;
+                }
+                const auto byte2_raw = get();
+                if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format, "number")))
+                {
+                    return false;
+                }
+
+                const auto byte1 = static_cast<unsigned char>(byte1_raw);
+                const auto byte2 = static_cast<unsigned char>(byte2_raw);
+
+                // code from RFC 7049, Appendix D, Figure 3:
+                // As half-precision floating-point numbers were only added
+                // to IEEE 754 in 2008, today's programming platforms often
+                // still only have limited support for them. It is very
+                // easy to include at least decoding support for them even
+                // without such support. An example of a small decoder for
+                // half-precision floating-point numbers in the C language
+                // is shown in Fig. 3.
+                const auto half = static_cast<unsigned int>((byte2 << 8u) + byte1);
+                const double val = [&half]
+                {
+                    const int exp = (half >> 10u) & 0x1Fu;
+                    const unsigned int mant = half & 0x3FFu;
+                    JSON_ASSERT(0 <= exp&& exp <= 32);
+                    JSON_ASSERT(mant <= 1024);
+                    switch (exp)
+                    {
+                        case 0:
+                            return std::ldexp(mant, -24);
+                        case 31:
+                            return (mant == 0)
+                            ? std::numeric_limits<double>::infinity()
+                            : std::numeric_limits<double>::quiet_NaN();
+                        default:
+                            return std::ldexp(mant + 1024, exp - 25);
+                    }
+                }();
+                return sax->number_float((half & 0x8000u) != 0
+                                         ? static_cast<number_float_t>(-val)
+                                         : static_cast<number_float_t>(val), "");
+            }
+
+            case 'd':
+            {
+                float number{};
+                return get_number(input_format, number) && sax->number_float(static_cast<number_float_t>(number), "");
+            }
+
+            case 'D':
+            {
+                double number{};
+                return get_number(input_format, number) && sax->number_float(static_cast<number_float_t>(number), "");
+            }
+
+            case 'H':
+            {
+                return get_ubjson_high_precision_number();
+            }
+
+            case 'C':  // char
+            {
+                get();
+                if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format, "char")))
+                {
+                    return false;
+                }
+                if (JSON_HEDLEY_UNLIKELY(current > 127))
+                {
+                    auto last_token = get_token_string();
+                    return sax->parse_error(chars_read, last_token, parse_error::create(113, chars_read,
+                                            exception_message(input_format, concat("byte after 'C' must be in range 0x00..0x7F; last byte: 0x", last_token), "char"), nullptr));
+                }
+                string_t s(1, static_cast<typename string_t::value_type>(current));
+                return sax->string(s);
+            }
+
+            case 'S':  // string
+            {
+                string_t s;
+                return get_ubjson_string(s) && sax->string(s);
+            }
+
+            case '[':  // array
+                return get_ubjson_array();
+
+            case '{':  // object
+                return get_ubjson_object();
+
+            default: // anything else
+                break;
+        }
+        auto last_token = get_token_string();
+        return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read, exception_message(input_format, "invalid byte: 0x" + last_token, "value"), nullptr));
+    }
+
+    /*!
+    @return whether array creation completed
+    */
+    bool get_ubjson_array()
+    {
+        std::pair<std::size_t, char_int_type> size_and_type;
+        if (JSON_HEDLEY_UNLIKELY(!get_ubjson_size_type(size_and_type)))
+        {
+            return false;
+        }
+
+        // if bit-8 of size_and_type.second is set to 1, encode bjdata ndarray as an object in JData annotated array format (https://github.com/NeuroJSON/jdata):
+        // {"_ArrayType_" : "typeid", "_ArraySize_" : [n1, n2, ...], "_ArrayData_" : [v1, v2, ...]}
+
+        if (input_format == input_format_t::bjdata && size_and_type.first != npos && (size_and_type.second & (1 << 8)) != 0)
+        {
+            size_and_type.second &= ~(static_cast<char_int_type>(1) << 8);  // use bit 8 to indicate ndarray, here we remove the bit to restore the type marker
+            auto it = std::lower_bound(bjd_types_map.begin(), bjd_types_map.end(), size_and_type.second, [](const bjd_type & p, char_int_type t)
+            {
+                return p.first < t;
+            });
+            string_t key = "_ArrayType_";
+            if (JSON_HEDLEY_UNLIKELY(it == bjd_types_map.end() || it->first != size_and_type.second))
+            {
+                auto last_token = get_token_string();
+                return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read,
+                                        exception_message(input_format, "invalid byte: 0x" + last_token, "type"), nullptr));
+            }
+
+            string_t type = it->second; // sax->string() takes a reference
+            if (JSON_HEDLEY_UNLIKELY(!sax->key(key) || !sax->string(type)))
+            {
+                return false;
+            }
+
+            if (size_and_type.second == 'C')
+            {
+                size_and_type.second = 'U';
+            }
+
+            key = "_ArrayData_";
+            if (JSON_HEDLEY_UNLIKELY(!sax->key(key) || !sax->start_array(size_and_type.first) ))
+            {
+                return false;
+            }
+
+            for (std::size_t i = 0; i < size_and_type.first; ++i)
+            {
+                if (JSON_HEDLEY_UNLIKELY(!get_ubjson_value(size_and_type.second)))
+                {
+                    return false;
+                }
+            }
+
+            return (sax->end_array() && sax->end_object());
+        }
+
+        if (size_and_type.first != npos)
+        {
+            if (JSON_HEDLEY_UNLIKELY(!sax->start_array(size_and_type.first)))
+            {
+                return false;
+            }
+
+            if (size_and_type.second != 0)
+            {
+                if (size_and_type.second != 'N')
+                {
+                    for (std::size_t i = 0; i < size_and_type.first; ++i)
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!get_ubjson_value(size_and_type.second)))
+                        {
+                            return false;
+                        }
+                    }
+                }
+            }
+            else
+            {
+                for (std::size_t i = 0; i < size_and_type.first; ++i)
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!parse_ubjson_internal()))
+                    {
+                        return false;
+                    }
+                }
+            }
+        }
+        else
+        {
+            if (JSON_HEDLEY_UNLIKELY(!sax->start_array(static_cast<std::size_t>(-1))))
+            {
+                return false;
+            }
+
+            while (current != ']')
+            {
+                if (JSON_HEDLEY_UNLIKELY(!parse_ubjson_internal(false)))
+                {
+                    return false;
+                }
+                get_ignore_noop();
+            }
+        }
+
+        return sax->end_array();
+    }
+
+    /*!
+    @return whether object creation completed
+    */
+    bool get_ubjson_object()
+    {
+        std::pair<std::size_t, char_int_type> size_and_type;
+        if (JSON_HEDLEY_UNLIKELY(!get_ubjson_size_type(size_and_type)))
+        {
+            return false;
+        }
+
+        // do not accept ND-array size in objects in BJData
+        if (input_format == input_format_t::bjdata && size_and_type.first != npos && (size_and_type.second & (1 << 8)) != 0)
+        {
+            auto last_token = get_token_string();
+            return sax->parse_error(chars_read, last_token, parse_error::create(112, chars_read,
+                                    exception_message(input_format, "BJData object does not support ND-array size in optimized format", "object"), nullptr));
+        }
+
+        string_t key;
+        if (size_and_type.first != npos)
+        {
+            if (JSON_HEDLEY_UNLIKELY(!sax->start_object(size_and_type.first)))
+            {
+                return false;
+            }
+
+            if (size_and_type.second != 0)
+            {
+                for (std::size_t i = 0; i < size_and_type.first; ++i)
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!get_ubjson_string(key) || !sax->key(key)))
+                    {
+                        return false;
+                    }
+                    if (JSON_HEDLEY_UNLIKELY(!get_ubjson_value(size_and_type.second)))
+                    {
+                        return false;
+                    }
+                    key.clear();
+                }
+            }
+            else
+            {
+                for (std::size_t i = 0; i < size_and_type.first; ++i)
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!get_ubjson_string(key) || !sax->key(key)))
+                    {
+                        return false;
+                    }
+                    if (JSON_HEDLEY_UNLIKELY(!parse_ubjson_internal()))
+                    {
+                        return false;
+                    }
+                    key.clear();
+                }
+            }
+        }
+        else
+        {
+            if (JSON_HEDLEY_UNLIKELY(!sax->start_object(static_cast<std::size_t>(-1))))
+            {
+                return false;
+            }
+
+            while (current != '}')
+            {
+                if (JSON_HEDLEY_UNLIKELY(!get_ubjson_string(key, false) || !sax->key(key)))
+                {
+                    return false;
+                }
+                if (JSON_HEDLEY_UNLIKELY(!parse_ubjson_internal()))
+                {
+                    return false;
+                }
+                get_ignore_noop();
+                key.clear();
+            }
+        }
+
+        return sax->end_object();
+    }
+
+    // Note, no reader for UBJSON binary types is implemented because they do
+    // not exist
+
+    bool get_ubjson_high_precision_number()
+    {
+        // get size of following number string
+        std::size_t size{};
+        bool no_ndarray = true;
+        auto res = get_ubjson_size_value(size, no_ndarray);
+        if (JSON_HEDLEY_UNLIKELY(!res))
+        {
+            return res;
+        }
+
+        // get number string
+        std::vector<char> number_vector;
+        for (std::size_t i = 0; i < size; ++i)
+        {
+            get();
+            if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(input_format, "number")))
+            {
+                return false;
+            }
+            number_vector.push_back(static_cast<char>(current));
+        }
+
+        // parse number string
+        using ia_type = decltype(detail::input_adapter(number_vector));
+        auto number_lexer = detail::lexer<BasicJsonType, ia_type>(detail::input_adapter(number_vector), false);
+        const auto result_number = number_lexer.scan();
+        const auto number_string = number_lexer.get_token_string();
+        const auto result_remainder = number_lexer.scan();
+
+        using token_type = typename detail::lexer_base<BasicJsonType>::token_type;
+
+        if (JSON_HEDLEY_UNLIKELY(result_remainder != token_type::end_of_input))
+        {
+            return sax->parse_error(chars_read, number_string, parse_error::create(115, chars_read,
+                                    exception_message(input_format, concat("invalid number text: ", number_lexer.get_token_string()), "high-precision number"), nullptr));
+        }
+
+        switch (result_number)
+        {
+            case token_type::value_integer:
+                return sax->number_integer(number_lexer.get_number_integer());
+            case token_type::value_unsigned:
+                return sax->number_unsigned(number_lexer.get_number_unsigned());
+            case token_type::value_float:
+                return sax->number_float(number_lexer.get_number_float(), std::move(number_string));
+            case token_type::uninitialized:
+            case token_type::literal_true:
+            case token_type::literal_false:
+            case token_type::literal_null:
+            case token_type::value_string:
+            case token_type::begin_array:
+            case token_type::begin_object:
+            case token_type::end_array:
+            case token_type::end_object:
+            case token_type::name_separator:
+            case token_type::value_separator:
+            case token_type::parse_error:
+            case token_type::end_of_input:
+            case token_type::literal_or_value:
+            default:
+                return sax->parse_error(chars_read, number_string, parse_error::create(115, chars_read,
+                                        exception_message(input_format, concat("invalid number text: ", number_lexer.get_token_string()), "high-precision number"), nullptr));
+        }
+    }
+
+    ///////////////////////
+    // Utility functions //
+    ///////////////////////
+
+    /*!
+    @brief get next character from the input
+
+    This function provides the interface to the used input adapter. It does
+    not throw in case the input reached EOF, but returns a -'ve valued
+    `char_traits<char_type>::eof()` in that case.
+
+    @return character read from the input
+    */
+    char_int_type get()
+    {
+        ++chars_read;
+        return current = ia.get_character();
+    }
+
+    /*!
+    @return character read from the input after ignoring all 'N' entries
+    */
+    char_int_type get_ignore_noop()
+    {
+        do
+        {
+            get();
+        }
+        while (current == 'N');
+
+        return current;
+    }
+
+    /*
+    @brief read a number from the input
+
+    @tparam NumberType the type of the number
+    @param[in] format   the current format (for diagnostics)
+    @param[out] result  number of type @a NumberType
+
+    @return whether conversion completed
+
+    @note This function needs to respect the system's endianness, because
+          bytes in CBOR, MessagePack, and UBJSON are stored in network order
+          (big endian) and therefore need reordering on little endian systems.
+          On the other hand, BSON and BJData use little endian and should reorder
+          on big endian systems.
+    */
+    template<typename NumberType, bool InputIsLittleEndian = false>
+    bool get_number(const input_format_t format, NumberType& result)
+    {
+        // step 1: read input into array with system's byte order
+        std::array<std::uint8_t, sizeof(NumberType)> vec{};
+        for (std::size_t i = 0; i < sizeof(NumberType); ++i)
+        {
+            get();
+            if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(format, "number")))
+            {
+                return false;
+            }
+
+            // reverse byte order prior to conversion if necessary
+            if (is_little_endian != (InputIsLittleEndian || format == input_format_t::bjdata))
+            {
+                vec[sizeof(NumberType) - i - 1] = static_cast<std::uint8_t>(current);
+            }
+            else
+            {
+                vec[i] = static_cast<std::uint8_t>(current); // LCOV_EXCL_LINE
+            }
+        }
+
+        // step 2: convert array into number of type T and return
+        std::memcpy(&result, vec.data(), sizeof(NumberType));
+        return true;
+    }
+
+    /*!
+    @brief create a string by reading characters from the input
+
+    @tparam NumberType the type of the number
+    @param[in] format the current format (for diagnostics)
+    @param[in] len number of characters to read
+    @param[out] result string created by reading @a len bytes
+
+    @return whether string creation completed
+
+    @note We can not reserve @a len bytes for the result, because @a len
+          may be too large. Usually, @ref unexpect_eof() detects the end of
+          the input before we run out of string memory.
+    */
+    template<typename NumberType>
+    bool get_string(const input_format_t format,
+                    const NumberType len,
+                    string_t& result)
+    {
+        bool success = true;
+        for (NumberType i = 0; i < len; i++)
+        {
+            get();
+            if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(format, "string")))
+            {
+                success = false;
+                break;
+            }
+            result.push_back(static_cast<typename string_t::value_type>(current));
+        }
+        return success;
+    }
+
+    /*!
+    @brief create a byte array by reading bytes from the input
+
+    @tparam NumberType the type of the number
+    @param[in] format the current format (for diagnostics)
+    @param[in] len number of bytes to read
+    @param[out] result byte array created by reading @a len bytes
+
+    @return whether byte array creation completed
+
+    @note We can not reserve @a len bytes for the result, because @a len
+          may be too large. Usually, @ref unexpect_eof() detects the end of
+          the input before we run out of memory.
+    */
+    template<typename NumberType>
+    bool get_binary(const input_format_t format,
+                    const NumberType len,
+                    binary_t& result)
+    {
+        bool success = true;
+        for (NumberType i = 0; i < len; i++)
+        {
+            get();
+            if (JSON_HEDLEY_UNLIKELY(!unexpect_eof(format, "binary")))
+            {
+                success = false;
+                break;
+            }
+            result.push_back(static_cast<std::uint8_t>(current));
+        }
+        return success;
+    }
+
+    /*!
+    @param[in] format   the current format (for diagnostics)
+    @param[in] context  further context information (for diagnostics)
+    @return whether the last read character is not EOF
+    */
+    JSON_HEDLEY_NON_NULL(3)
+    bool unexpect_eof(const input_format_t format, const char* context) const
+    {
+        if (JSON_HEDLEY_UNLIKELY(current == char_traits<char_type>::eof()))
+        {
+            return sax->parse_error(chars_read, "<end of file>",
+                                    parse_error::create(110, chars_read, exception_message(format, "unexpected end of input", context), nullptr));
+        }
+        return true;
+    }
+
+    /*!
+    @return a string representation of the last read byte
+    */
+    std::string get_token_string() const
+    {
+        std::array<char, 3> cr{{}};
+        static_cast<void>((std::snprintf)(cr.data(), cr.size(), "%.2hhX", static_cast<unsigned char>(current))); // NOLINT(cppcoreguidelines-pro-type-vararg,hicpp-vararg)
+        return std::string{cr.data()};
+    }
+
+    /*!
+    @param[in] format   the current format
+    @param[in] detail   a detailed error message
+    @param[in] context  further context information
+    @return a message string to use in the parse_error exceptions
+    */
+    std::string exception_message(const input_format_t format,
+                                  const std::string& detail,
+                                  const std::string& context) const
+    {
+        std::string error_msg = "syntax error while parsing ";
+
+        switch (format)
+        {
+            case input_format_t::cbor:
+                error_msg += "CBOR";
+                break;
+
+            case input_format_t::msgpack:
+                error_msg += "MessagePack";
+                break;
+
+            case input_format_t::ubjson:
+                error_msg += "UBJSON";
+                break;
+
+            case input_format_t::bson:
+                error_msg += "BSON";
+                break;
+
+            case input_format_t::bjdata:
+                error_msg += "BJData";
+                break;
+
+            case input_format_t::json: // LCOV_EXCL_LINE
+            default:            // LCOV_EXCL_LINE
+                JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+        }
+
+        return concat(error_msg, ' ', context, ": ", detail);
+    }
+
+  private:
+    static JSON_INLINE_VARIABLE constexpr std::size_t npos = static_cast<std::size_t>(-1);
+
+    /// input adapter
+    InputAdapterType ia;
+
+    /// the current character
+    char_int_type current = char_traits<char_type>::eof();
+
+    /// the number of characters read
+    std::size_t chars_read = 0;
+
+    /// whether we can assume little endianness
+    const bool is_little_endian = little_endianness();
+
+    /// input format
+    const input_format_t input_format = input_format_t::json;
+
+    /// the SAX parser
+    json_sax_t* sax = nullptr;
+
+    // excluded markers in bjdata optimized type
+#define JSON_BINARY_READER_MAKE_BJD_OPTIMIZED_TYPE_MARKERS_ \
+    make_array<char_int_type>('F', 'H', 'N', 'S', 'T', 'Z', '[', '{')
+
+#define JSON_BINARY_READER_MAKE_BJD_TYPES_MAP_ \
+    make_array<bjd_type>(                      \
+    bjd_type{'C', "char"},                     \
+    bjd_type{'D', "double"},                   \
+    bjd_type{'I', "int16"},                    \
+    bjd_type{'L', "int64"},                    \
+    bjd_type{'M', "uint64"},                   \
+    bjd_type{'U', "uint8"},                    \
+    bjd_type{'d', "single"},                   \
+    bjd_type{'i', "int8"},                     \
+    bjd_type{'l', "int32"},                    \
+    bjd_type{'m', "uint32"},                   \
+    bjd_type{'u', "uint16"})
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    // lookup tables
+    // NOLINTNEXTLINE(cppcoreguidelines-non-private-member-variables-in-classes)
+    const decltype(JSON_BINARY_READER_MAKE_BJD_OPTIMIZED_TYPE_MARKERS_) bjd_optimized_type_markers =
+        JSON_BINARY_READER_MAKE_BJD_OPTIMIZED_TYPE_MARKERS_;
+
+    using bjd_type = std::pair<char_int_type, string_t>;
+    // NOLINTNEXTLINE(cppcoreguidelines-non-private-member-variables-in-classes)
+    const decltype(JSON_BINARY_READER_MAKE_BJD_TYPES_MAP_) bjd_types_map =
+        JSON_BINARY_READER_MAKE_BJD_TYPES_MAP_;
+
+#undef JSON_BINARY_READER_MAKE_BJD_OPTIMIZED_TYPE_MARKERS_
+#undef JSON_BINARY_READER_MAKE_BJD_TYPES_MAP_
+};
+
+#ifndef JSON_HAS_CPP_17
+    template<typename BasicJsonType, typename InputAdapterType, typename SAX>
+    constexpr std::size_t binary_reader<BasicJsonType, InputAdapterType, SAX>::npos;
+#endif
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/input/input_adapters.hpp>
+
+// #include <nlohmann/detail/input/lexer.hpp>
+
+// #include <nlohmann/detail/input/parser.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cmath> // isfinite
+#include <cstdint> // uint8_t
+#include <functional> // function
+#include <string> // string
+#include <utility> // move
+#include <vector> // vector
+
+// #include <nlohmann/detail/exceptions.hpp>
+
+// #include <nlohmann/detail/input/input_adapters.hpp>
+
+// #include <nlohmann/detail/input/json_sax.hpp>
+
+// #include <nlohmann/detail/input/lexer.hpp>
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/is_sax.hpp>
+
+// #include <nlohmann/detail/string_concat.hpp>
+
+// #include <nlohmann/detail/value_t.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+////////////
+// parser //
+////////////
+
+enum class parse_event_t : std::uint8_t
+{
+    /// the parser read `{` and started to process a JSON object
+    object_start,
+    /// the parser read `}` and finished processing a JSON object
+    object_end,
+    /// the parser read `[` and started to process a JSON array
+    array_start,
+    /// the parser read `]` and finished processing a JSON array
+    array_end,
+    /// the parser read a key of a value in an object
+    key,
+    /// the parser finished reading a JSON value
+    value
+};
+
+template<typename BasicJsonType>
+using parser_callback_t =
+    std::function<bool(int /*depth*/, parse_event_t /*event*/, BasicJsonType& /*parsed*/)>;
+
+/*!
+@brief syntax analysis
+
+This class implements a recursive descent parser.
+*/
+template<typename BasicJsonType, typename InputAdapterType>
+class parser
+{
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using string_t = typename BasicJsonType::string_t;
+    using lexer_t = lexer<BasicJsonType, InputAdapterType>;
+    using token_type = typename lexer_t::token_type;
+
+  public:
+    /// a parser reading from an input adapter
+    explicit parser(InputAdapterType&& adapter,
+                    const parser_callback_t<BasicJsonType> cb = nullptr,
+                    const bool allow_exceptions_ = true,
+                    const bool skip_comments = false)
+        : callback(cb)
+        , m_lexer(std::move(adapter), skip_comments)
+        , allow_exceptions(allow_exceptions_)
+    {
+        // read first token
+        get_token();
+    }
+
+    /*!
+    @brief public parser interface
+
+    @param[in] strict      whether to expect the last token to be EOF
+    @param[in,out] result  parsed JSON value
+
+    @throw parse_error.101 in case of an unexpected token
+    @throw parse_error.102 if to_unicode fails or surrogate error
+    @throw parse_error.103 if to_unicode fails
+    */
+    void parse(const bool strict, BasicJsonType& result)
+    {
+        if (callback)
+        {
+            json_sax_dom_callback_parser<BasicJsonType> sdp(result, callback, allow_exceptions);
+            sax_parse_internal(&sdp);
+
+            // in strict mode, input must be completely read
+            if (strict && (get_token() != token_type::end_of_input))
+            {
+                sdp.parse_error(m_lexer.get_position(),
+                                m_lexer.get_token_string(),
+                                parse_error::create(101, m_lexer.get_position(),
+                                                    exception_message(token_type::end_of_input, "value"), nullptr));
+            }
+
+            // in case of an error, return discarded value
+            if (sdp.is_errored())
+            {
+                result = value_t::discarded;
+                return;
+            }
+
+            // set top-level value to null if it was discarded by the callback
+            // function
+            if (result.is_discarded())
+            {
+                result = nullptr;
+            }
+        }
+        else
+        {
+            json_sax_dom_parser<BasicJsonType> sdp(result, allow_exceptions);
+            sax_parse_internal(&sdp);
+
+            // in strict mode, input must be completely read
+            if (strict && (get_token() != token_type::end_of_input))
+            {
+                sdp.parse_error(m_lexer.get_position(),
+                                m_lexer.get_token_string(),
+                                parse_error::create(101, m_lexer.get_position(), exception_message(token_type::end_of_input, "value"), nullptr));
+            }
+
+            // in case of an error, return discarded value
+            if (sdp.is_errored())
+            {
+                result = value_t::discarded;
+                return;
+            }
+        }
+
+        result.assert_invariant();
+    }
+
+    /*!
+    @brief public accept interface
+
+    @param[in] strict  whether to expect the last token to be EOF
+    @return whether the input is a proper JSON text
+    */
+    bool accept(const bool strict = true)
+    {
+        json_sax_acceptor<BasicJsonType> sax_acceptor;
+        return sax_parse(&sax_acceptor, strict);
+    }
+
+    template<typename SAX>
+    JSON_HEDLEY_NON_NULL(2)
+    bool sax_parse(SAX* sax, const bool strict = true)
+    {
+        (void)detail::is_sax_static_asserts<SAX, BasicJsonType> {};
+        const bool result = sax_parse_internal(sax);
+
+        // strict mode: next byte must be EOF
+        if (result && strict && (get_token() != token_type::end_of_input))
+        {
+            return sax->parse_error(m_lexer.get_position(),
+                                    m_lexer.get_token_string(),
+                                    parse_error::create(101, m_lexer.get_position(), exception_message(token_type::end_of_input, "value"), nullptr));
+        }
+
+        return result;
+    }
+
+  private:
+    template<typename SAX>
+    JSON_HEDLEY_NON_NULL(2)
+    bool sax_parse_internal(SAX* sax)
+    {
+        // stack to remember the hierarchy of structured values we are parsing
+        // true = array; false = object
+        std::vector<bool> states;
+        // value to avoid a goto (see comment where set to true)
+        bool skip_to_state_evaluation = false;
+
+        while (true)
+        {
+            if (!skip_to_state_evaluation)
+            {
+                // invariant: get_token() was called before each iteration
+                switch (last_token)
+                {
+                    case token_type::begin_object:
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!sax->start_object(static_cast<std::size_t>(-1))))
+                        {
+                            return false;
+                        }
+
+                        // closing } -> we are done
+                        if (get_token() == token_type::end_object)
+                        {
+                            if (JSON_HEDLEY_UNLIKELY(!sax->end_object()))
+                            {
+                                return false;
+                            }
+                            break;
+                        }
+
+                        // parse key
+                        if (JSON_HEDLEY_UNLIKELY(last_token != token_type::value_string))
+                        {
+                            return sax->parse_error(m_lexer.get_position(),
+                                                    m_lexer.get_token_string(),
+                                                    parse_error::create(101, m_lexer.get_position(), exception_message(token_type::value_string, "object key"), nullptr));
+                        }
+                        if (JSON_HEDLEY_UNLIKELY(!sax->key(m_lexer.get_string())))
+                        {
+                            return false;
+                        }
+
+                        // parse separator (:)
+                        if (JSON_HEDLEY_UNLIKELY(get_token() != token_type::name_separator))
+                        {
+                            return sax->parse_error(m_lexer.get_position(),
+                                                    m_lexer.get_token_string(),
+                                                    parse_error::create(101, m_lexer.get_position(), exception_message(token_type::name_separator, "object separator"), nullptr));
+                        }
+
+                        // remember we are now inside an object
+                        states.push_back(false);
+
+                        // parse values
+                        get_token();
+                        continue;
+                    }
+
+                    case token_type::begin_array:
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!sax->start_array(static_cast<std::size_t>(-1))))
+                        {
+                            return false;
+                        }
+
+                        // closing ] -> we are done
+                        if (get_token() == token_type::end_array)
+                        {
+                            if (JSON_HEDLEY_UNLIKELY(!sax->end_array()))
+                            {
+                                return false;
+                            }
+                            break;
+                        }
+
+                        // remember we are now inside an array
+                        states.push_back(true);
+
+                        // parse values (no need to call get_token)
+                        continue;
+                    }
+
+                    case token_type::value_float:
+                    {
+                        const auto res = m_lexer.get_number_float();
+
+                        if (JSON_HEDLEY_UNLIKELY(!std::isfinite(res)))
+                        {
+                            return sax->parse_error(m_lexer.get_position(),
+                                                    m_lexer.get_token_string(),
+                                                    out_of_range::create(406, concat("number overflow parsing '", m_lexer.get_token_string(), '\''), nullptr));
+                        }
+
+                        if (JSON_HEDLEY_UNLIKELY(!sax->number_float(res, m_lexer.get_string())))
+                        {
+                            return false;
+                        }
+
+                        break;
+                    }
+
+                    case token_type::literal_false:
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!sax->boolean(false)))
+                        {
+                            return false;
+                        }
+                        break;
+                    }
+
+                    case token_type::literal_null:
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!sax->null()))
+                        {
+                            return false;
+                        }
+                        break;
+                    }
+
+                    case token_type::literal_true:
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!sax->boolean(true)))
+                        {
+                            return false;
+                        }
+                        break;
+                    }
+
+                    case token_type::value_integer:
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!sax->number_integer(m_lexer.get_number_integer())))
+                        {
+                            return false;
+                        }
+                        break;
+                    }
+
+                    case token_type::value_string:
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!sax->string(m_lexer.get_string())))
+                        {
+                            return false;
+                        }
+                        break;
+                    }
+
+                    case token_type::value_unsigned:
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!sax->number_unsigned(m_lexer.get_number_unsigned())))
+                        {
+                            return false;
+                        }
+                        break;
+                    }
+
+                    case token_type::parse_error:
+                    {
+                        // using "uninitialized" to avoid "expected" message
+                        return sax->parse_error(m_lexer.get_position(),
+                                                m_lexer.get_token_string(),
+                                                parse_error::create(101, m_lexer.get_position(), exception_message(token_type::uninitialized, "value"), nullptr));
+                    }
+                    case token_type::end_of_input:
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(m_lexer.get_position().chars_read_total == 1))
+                        {
+                            return sax->parse_error(m_lexer.get_position(),
+                                                    m_lexer.get_token_string(),
+                                                    parse_error::create(101, m_lexer.get_position(),
+                                                            "attempting to parse an empty input; check that your input string or stream contains the expected JSON", nullptr));
+                        }
+
+                        return sax->parse_error(m_lexer.get_position(),
+                                                m_lexer.get_token_string(),
+                                                parse_error::create(101, m_lexer.get_position(), exception_message(token_type::literal_or_value, "value"), nullptr));
+                    }
+                    case token_type::uninitialized:
+                    case token_type::end_array:
+                    case token_type::end_object:
+                    case token_type::name_separator:
+                    case token_type::value_separator:
+                    case token_type::literal_or_value:
+                    default: // the last token was unexpected
+                    {
+                        return sax->parse_error(m_lexer.get_position(),
+                                                m_lexer.get_token_string(),
+                                                parse_error::create(101, m_lexer.get_position(), exception_message(token_type::literal_or_value, "value"), nullptr));
+                    }
+                }
+            }
+            else
+            {
+                skip_to_state_evaluation = false;
+            }
+
+            // we reached this line after we successfully parsed a value
+            if (states.empty())
+            {
+                // empty stack: we reached the end of the hierarchy: done
+                return true;
+            }
+
+            if (states.back())  // array
+            {
+                // comma -> next value
+                if (get_token() == token_type::value_separator)
+                {
+                    // parse a new value
+                    get_token();
+                    continue;
+                }
+
+                // closing ]
+                if (JSON_HEDLEY_LIKELY(last_token == token_type::end_array))
+                {
+                    if (JSON_HEDLEY_UNLIKELY(!sax->end_array()))
+                    {
+                        return false;
+                    }
+
+                    // We are done with this array. Before we can parse a
+                    // new value, we need to evaluate the new state first.
+                    // By setting skip_to_state_evaluation to false, we
+                    // are effectively jumping to the beginning of this if.
+                    JSON_ASSERT(!states.empty());
+                    states.pop_back();
+                    skip_to_state_evaluation = true;
+                    continue;
+                }
+
+                return sax->parse_error(m_lexer.get_position(),
+                                        m_lexer.get_token_string(),
+                                        parse_error::create(101, m_lexer.get_position(), exception_message(token_type::end_array, "array"), nullptr));
+            }
+
+            // states.back() is false -> object
+
+            // comma -> next value
+            if (get_token() == token_type::value_separator)
+            {
+                // parse key
+                if (JSON_HEDLEY_UNLIKELY(get_token() != token_type::value_string))
+                {
+                    return sax->parse_error(m_lexer.get_position(),
+                                            m_lexer.get_token_string(),
+                                            parse_error::create(101, m_lexer.get_position(), exception_message(token_type::value_string, "object key"), nullptr));
+                }
+
+                if (JSON_HEDLEY_UNLIKELY(!sax->key(m_lexer.get_string())))
+                {
+                    return false;
+                }
+
+                // parse separator (:)
+                if (JSON_HEDLEY_UNLIKELY(get_token() != token_type::name_separator))
+                {
+                    return sax->parse_error(m_lexer.get_position(),
+                                            m_lexer.get_token_string(),
+                                            parse_error::create(101, m_lexer.get_position(), exception_message(token_type::name_separator, "object separator"), nullptr));
+                }
+
+                // parse values
+                get_token();
+                continue;
+            }
+
+            // closing }
+            if (JSON_HEDLEY_LIKELY(last_token == token_type::end_object))
+            {
+                if (JSON_HEDLEY_UNLIKELY(!sax->end_object()))
+                {
+                    return false;
+                }
+
+                // We are done with this object. Before we can parse a
+                // new value, we need to evaluate the new state first.
+                // By setting skip_to_state_evaluation to false, we
+                // are effectively jumping to the beginning of this if.
+                JSON_ASSERT(!states.empty());
+                states.pop_back();
+                skip_to_state_evaluation = true;
+                continue;
+            }
+
+            return sax->parse_error(m_lexer.get_position(),
+                                    m_lexer.get_token_string(),
+                                    parse_error::create(101, m_lexer.get_position(), exception_message(token_type::end_object, "object"), nullptr));
+        }
+    }
+
+    /// get next token from lexer
+    token_type get_token()
+    {
+        return last_token = m_lexer.scan();
+    }
+
+    std::string exception_message(const token_type expected, const std::string& context)
+    {
+        std::string error_msg = "syntax error ";
+
+        if (!context.empty())
+        {
+            error_msg += concat("while parsing ", context, ' ');
+        }
+
+        error_msg += "- ";
+
+        if (last_token == token_type::parse_error)
+        {
+            error_msg += concat(m_lexer.get_error_message(), "; last read: '",
+                                m_lexer.get_token_string(), '\'');
+        }
+        else
+        {
+            error_msg += concat("unexpected ", lexer_t::token_type_name(last_token));
+        }
+
+        if (expected != token_type::uninitialized)
+        {
+            error_msg += concat("; expected ", lexer_t::token_type_name(expected));
+        }
+
+        return error_msg;
+    }
+
+  private:
+    /// callback function
+    const parser_callback_t<BasicJsonType> callback = nullptr;
+    /// the type of the last read token
+    token_type last_token = token_type::uninitialized;
+    /// the lexer
+    lexer_t m_lexer;
+    /// whether to throw exceptions in case of errors
+    const bool allow_exceptions = true;
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/iterators/internal_iterator.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+// #include <nlohmann/detail/iterators/primitive_iterator.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstddef> // ptrdiff_t
+#include <limits>  // numeric_limits
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+/*
+@brief an iterator for primitive JSON types
+
+This class models an iterator for primitive JSON types (boolean, number,
+string). It's only purpose is to allow the iterator/const_iterator classes
+to "iterate" over primitive values. Internally, the iterator is modeled by
+a `difference_type` variable. Value begin_value (`0`) models the begin,
+end_value (`1`) models past the end.
+*/
+class primitive_iterator_t
+{
+  private:
+    using difference_type = std::ptrdiff_t;
+    static constexpr difference_type begin_value = 0;
+    static constexpr difference_type end_value = begin_value + 1;
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    /// iterator as signed integer type
+    difference_type m_it = (std::numeric_limits<std::ptrdiff_t>::min)();
+
+  public:
+    constexpr difference_type get_value() const noexcept
+    {
+        return m_it;
+    }
+
+    /// set iterator to a defined beginning
+    void set_begin() noexcept
+    {
+        m_it = begin_value;
+    }
+
+    /// set iterator to a defined past the end
+    void set_end() noexcept
+    {
+        m_it = end_value;
+    }
+
+    /// return whether the iterator can be dereferenced
+    constexpr bool is_begin() const noexcept
+    {
+        return m_it == begin_value;
+    }
+
+    /// return whether the iterator is at end
+    constexpr bool is_end() const noexcept
+    {
+        return m_it == end_value;
+    }
+
+    friend constexpr bool operator==(primitive_iterator_t lhs, primitive_iterator_t rhs) noexcept
+    {
+        return lhs.m_it == rhs.m_it;
+    }
+
+    friend constexpr bool operator<(primitive_iterator_t lhs, primitive_iterator_t rhs) noexcept
+    {
+        return lhs.m_it < rhs.m_it;
+    }
+
+    primitive_iterator_t operator+(difference_type n) noexcept
+    {
+        auto result = *this;
+        result += n;
+        return result;
+    }
+
+    friend constexpr difference_type operator-(primitive_iterator_t lhs, primitive_iterator_t rhs) noexcept
+    {
+        return lhs.m_it - rhs.m_it;
+    }
+
+    primitive_iterator_t& operator++() noexcept
+    {
+        ++m_it;
+        return *this;
+    }
+
+    primitive_iterator_t operator++(int)& noexcept // NOLINT(cert-dcl21-cpp)
+    {
+        auto result = *this;
+        ++m_it;
+        return result;
+    }
+
+    primitive_iterator_t& operator--() noexcept
+    {
+        --m_it;
+        return *this;
+    }
+
+    primitive_iterator_t operator--(int)& noexcept // NOLINT(cert-dcl21-cpp)
+    {
+        auto result = *this;
+        --m_it;
+        return result;
+    }
+
+    primitive_iterator_t& operator+=(difference_type n) noexcept
+    {
+        m_it += n;
+        return *this;
+    }
+
+    primitive_iterator_t& operator-=(difference_type n) noexcept
+    {
+        m_it -= n;
+        return *this;
+    }
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+/*!
+@brief an iterator value
+
+@note This structure could easily be a union, but MSVC currently does not allow
+unions members with complex constructors, see https://github.com/nlohmann/json/pull/105.
+*/
+template<typename BasicJsonType> struct internal_iterator
+{
+    /// iterator for JSON objects
+    typename BasicJsonType::object_t::iterator object_iterator {};
+    /// iterator for JSON arrays
+    typename BasicJsonType::array_t::iterator array_iterator {};
+    /// generic iterator for all other types
+    primitive_iterator_t primitive_iterator {};
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/iterators/iter_impl.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <iterator> // iterator, random_access_iterator_tag, bidirectional_iterator_tag, advance, next
+#include <type_traits> // conditional, is_const, remove_const
+
+// #include <nlohmann/detail/exceptions.hpp>
+
+// #include <nlohmann/detail/iterators/internal_iterator.hpp>
+
+// #include <nlohmann/detail/iterators/primitive_iterator.hpp>
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/cpp_future.hpp>
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+// #include <nlohmann/detail/value_t.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+// forward declare, to be able to friend it later on
+template<typename IteratorType> class iteration_proxy;
+template<typename IteratorType> class iteration_proxy_value;
+
+/*!
+@brief a template for a bidirectional iterator for the @ref basic_json class
+This class implements a both iterators (iterator and const_iterator) for the
+@ref basic_json class.
+@note An iterator is called *initialized* when a pointer to a JSON value has
+      been set (e.g., by a constructor or a copy assignment). If the iterator is
+      default-constructed, it is *uninitialized* and most methods are undefined.
+      **The library uses assertions to detect calls on uninitialized iterators.**
+@requirement The class satisfies the following concept requirements:
+-
+[BidirectionalIterator](https://en.cppreference.com/w/cpp/named_req/BidirectionalIterator):
+  The iterator that can be moved can be moved in both directions (i.e.
+  incremented and decremented).
+@since version 1.0.0, simplified in version 2.0.9, change to bidirectional
+       iterators in version 3.0.0 (see https://github.com/nlohmann/json/issues/593)
+*/
+template<typename BasicJsonType>
+class iter_impl // NOLINT(cppcoreguidelines-special-member-functions,hicpp-special-member-functions)
+{
+    /// the iterator with BasicJsonType of different const-ness
+    using other_iter_impl = iter_impl<typename std::conditional<std::is_const<BasicJsonType>::value, typename std::remove_const<BasicJsonType>::type, const BasicJsonType>::type>;
+    /// allow basic_json to access private members
+    friend other_iter_impl;
+    friend BasicJsonType;
+    friend iteration_proxy<iter_impl>;
+    friend iteration_proxy_value<iter_impl>;
+
+    using object_t = typename BasicJsonType::object_t;
+    using array_t = typename BasicJsonType::array_t;
+    // make sure BasicJsonType is basic_json or const basic_json
+    static_assert(is_basic_json<typename std::remove_const<BasicJsonType>::type>::value,
+                  "iter_impl only accepts (const) basic_json");
+    // superficial check for the LegacyBidirectionalIterator named requirement
+    static_assert(std::is_base_of<std::bidirectional_iterator_tag, std::bidirectional_iterator_tag>::value
+                  &&  std::is_base_of<std::bidirectional_iterator_tag, typename std::iterator_traits<typename array_t::iterator>::iterator_category>::value,
+                  "basic_json iterator assumes array and object type iterators satisfy the LegacyBidirectionalIterator named requirement.");
+
+  public:
+    /// The std::iterator class template (used as a base class to provide typedefs) is deprecated in C++17.
+    /// The C++ Standard has never required user-defined iterators to derive from std::iterator.
+    /// A user-defined iterator should provide publicly accessible typedefs named
+    /// iterator_category, value_type, difference_type, pointer, and reference.
+    /// Note that value_type is required to be non-const, even for constant iterators.
+    using iterator_category = std::bidirectional_iterator_tag;
+
+    /// the type of the values when the iterator is dereferenced
+    using value_type = typename BasicJsonType::value_type;
+    /// a type to represent differences between iterators
+    using difference_type = typename BasicJsonType::difference_type;
+    /// defines a pointer to the type iterated over (value_type)
+    using pointer = typename std::conditional<std::is_const<BasicJsonType>::value,
+          typename BasicJsonType::const_pointer,
+          typename BasicJsonType::pointer>::type;
+    /// defines a reference to the type iterated over (value_type)
+    using reference =
+        typename std::conditional<std::is_const<BasicJsonType>::value,
+        typename BasicJsonType::const_reference,
+        typename BasicJsonType::reference>::type;
+
+    iter_impl() = default;
+    ~iter_impl() = default;
+    iter_impl(iter_impl&&) noexcept = default;
+    iter_impl& operator=(iter_impl&&) noexcept = default;
+
+    /*!
+    @brief constructor for a given JSON instance
+    @param[in] object  pointer to a JSON object for this iterator
+    @pre object != nullptr
+    @post The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    explicit iter_impl(pointer object) noexcept : m_object(object)
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+            {
+                m_it.object_iterator = typename object_t::iterator();
+                break;
+            }
+
+            case value_t::array:
+            {
+                m_it.array_iterator = typename array_t::iterator();
+                break;
+            }
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                m_it.primitive_iterator = primitive_iterator_t();
+                break;
+            }
+        }
+    }
+
+    /*!
+    @note The conventional copy constructor and copy assignment are implicitly
+          defined. Combined with the following converting constructor and
+          assignment, they support: (1) copy from iterator to iterator, (2)
+          copy from const iterator to const iterator, and (3) conversion from
+          iterator to const iterator. However conversion from const iterator
+          to iterator is not defined.
+    */
+
+    /*!
+    @brief const copy constructor
+    @param[in] other const iterator to copy from
+    @note This copy constructor had to be defined explicitly to circumvent a bug
+          occurring on msvc v19.0 compiler (VS 2015) debug build. For more
+          information refer to: https://github.com/nlohmann/json/issues/1608
+    */
+    iter_impl(const iter_impl<const BasicJsonType>& other) noexcept
+        : m_object(other.m_object), m_it(other.m_it)
+    {}
+
+    /*!
+    @brief converting assignment
+    @param[in] other const iterator to copy from
+    @return const/non-const iterator
+    @note It is not checked whether @a other is initialized.
+    */
+    iter_impl& operator=(const iter_impl<const BasicJsonType>& other) noexcept
+    {
+        if (&other != this)
+        {
+            m_object = other.m_object;
+            m_it = other.m_it;
+        }
+        return *this;
+    }
+
+    /*!
+    @brief converting constructor
+    @param[in] other  non-const iterator to copy from
+    @note It is not checked whether @a other is initialized.
+    */
+    iter_impl(const iter_impl<typename std::remove_const<BasicJsonType>::type>& other) noexcept
+        : m_object(other.m_object), m_it(other.m_it)
+    {}
+
+    /*!
+    @brief converting assignment
+    @param[in] other  non-const iterator to copy from
+    @return const/non-const iterator
+    @note It is not checked whether @a other is initialized.
+    */
+    iter_impl& operator=(const iter_impl<typename std::remove_const<BasicJsonType>::type>& other) noexcept // NOLINT(cert-oop54-cpp)
+    {
+        m_object = other.m_object;
+        m_it = other.m_it;
+        return *this;
+    }
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    /*!
+    @brief set the iterator to the first value
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    void set_begin() noexcept
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+            {
+                m_it.object_iterator = m_object->m_data.m_value.object->begin();
+                break;
+            }
+
+            case value_t::array:
+            {
+                m_it.array_iterator = m_object->m_data.m_value.array->begin();
+                break;
+            }
+
+            case value_t::null:
+            {
+                // set to end so begin()==end() is true: null is empty
+                m_it.primitive_iterator.set_end();
+                break;
+            }
+
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                m_it.primitive_iterator.set_begin();
+                break;
+            }
+        }
+    }
+
+    /*!
+    @brief set the iterator past the last value
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    void set_end() noexcept
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+            {
+                m_it.object_iterator = m_object->m_data.m_value.object->end();
+                break;
+            }
+
+            case value_t::array:
+            {
+                m_it.array_iterator = m_object->m_data.m_value.array->end();
+                break;
+            }
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                m_it.primitive_iterator.set_end();
+                break;
+            }
+        }
+    }
+
+  public:
+    /*!
+    @brief return a reference to the value pointed to by the iterator
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    reference operator*() const
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+            {
+                JSON_ASSERT(m_it.object_iterator != m_object->m_data.m_value.object->end());
+                return m_it.object_iterator->second;
+            }
+
+            case value_t::array:
+            {
+                JSON_ASSERT(m_it.array_iterator != m_object->m_data.m_value.array->end());
+                return *m_it.array_iterator;
+            }
+
+            case value_t::null:
+                JSON_THROW(invalid_iterator::create(214, "cannot get value", m_object));
+
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                if (JSON_HEDLEY_LIKELY(m_it.primitive_iterator.is_begin()))
+                {
+                    return *m_object;
+                }
+
+                JSON_THROW(invalid_iterator::create(214, "cannot get value", m_object));
+            }
+        }
+    }
+
+    /*!
+    @brief dereference the iterator
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    pointer operator->() const
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+            {
+                JSON_ASSERT(m_it.object_iterator != m_object->m_data.m_value.object->end());
+                return &(m_it.object_iterator->second);
+            }
+
+            case value_t::array:
+            {
+                JSON_ASSERT(m_it.array_iterator != m_object->m_data.m_value.array->end());
+                return &*m_it.array_iterator;
+            }
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                if (JSON_HEDLEY_LIKELY(m_it.primitive_iterator.is_begin()))
+                {
+                    return m_object;
+                }
+
+                JSON_THROW(invalid_iterator::create(214, "cannot get value", m_object));
+            }
+        }
+    }
+
+    /*!
+    @brief post-increment (it++)
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    iter_impl operator++(int)& // NOLINT(cert-dcl21-cpp)
+    {
+        auto result = *this;
+        ++(*this);
+        return result;
+    }
+
+    /*!
+    @brief pre-increment (++it)
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    iter_impl& operator++()
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+            {
+                std::advance(m_it.object_iterator, 1);
+                break;
+            }
+
+            case value_t::array:
+            {
+                std::advance(m_it.array_iterator, 1);
+                break;
+            }
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                ++m_it.primitive_iterator;
+                break;
+            }
+        }
+
+        return *this;
+    }
+
+    /*!
+    @brief post-decrement (it--)
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    iter_impl operator--(int)& // NOLINT(cert-dcl21-cpp)
+    {
+        auto result = *this;
+        --(*this);
+        return result;
+    }
+
+    /*!
+    @brief pre-decrement (--it)
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    iter_impl& operator--()
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+            {
+                std::advance(m_it.object_iterator, -1);
+                break;
+            }
+
+            case value_t::array:
+            {
+                std::advance(m_it.array_iterator, -1);
+                break;
+            }
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                --m_it.primitive_iterator;
+                break;
+            }
+        }
+
+        return *this;
+    }
+
+    /*!
+    @brief comparison: equal
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    template < typename IterImpl, detail::enable_if_t < (std::is_same<IterImpl, iter_impl>::value || std::is_same<IterImpl, other_iter_impl>::value), std::nullptr_t > = nullptr >
+    bool operator==(const IterImpl& other) const
+    {
+        // if objects are not the same, the comparison is undefined
+        if (JSON_HEDLEY_UNLIKELY(m_object != other.m_object))
+        {
+            JSON_THROW(invalid_iterator::create(212, "cannot compare iterators of different containers", m_object));
+        }
+
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+                return (m_it.object_iterator == other.m_it.object_iterator);
+
+            case value_t::array:
+                return (m_it.array_iterator == other.m_it.array_iterator);
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+                return (m_it.primitive_iterator == other.m_it.primitive_iterator);
+        }
+    }
+
+    /*!
+    @brief comparison: not equal
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    template < typename IterImpl, detail::enable_if_t < (std::is_same<IterImpl, iter_impl>::value || std::is_same<IterImpl, other_iter_impl>::value), std::nullptr_t > = nullptr >
+    bool operator!=(const IterImpl& other) const
+    {
+        return !operator==(other);
+    }
+
+    /*!
+    @brief comparison: smaller
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    bool operator<(const iter_impl& other) const
+    {
+        // if objects are not the same, the comparison is undefined
+        if (JSON_HEDLEY_UNLIKELY(m_object != other.m_object))
+        {
+            JSON_THROW(invalid_iterator::create(212, "cannot compare iterators of different containers", m_object));
+        }
+
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+                JSON_THROW(invalid_iterator::create(213, "cannot compare order of object iterators", m_object));
+
+            case value_t::array:
+                return (m_it.array_iterator < other.m_it.array_iterator);
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+                return (m_it.primitive_iterator < other.m_it.primitive_iterator);
+        }
+    }
+
+    /*!
+    @brief comparison: less than or equal
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    bool operator<=(const iter_impl& other) const
+    {
+        return !other.operator < (*this);
+    }
+
+    /*!
+    @brief comparison: greater than
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    bool operator>(const iter_impl& other) const
+    {
+        return !operator<=(other);
+    }
+
+    /*!
+    @brief comparison: greater than or equal
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    bool operator>=(const iter_impl& other) const
+    {
+        return !operator<(other);
+    }
+
+    /*!
+    @brief add to iterator
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    iter_impl& operator+=(difference_type i)
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+                JSON_THROW(invalid_iterator::create(209, "cannot use offsets with object iterators", m_object));
+
+            case value_t::array:
+            {
+                std::advance(m_it.array_iterator, i);
+                break;
+            }
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                m_it.primitive_iterator += i;
+                break;
+            }
+        }
+
+        return *this;
+    }
+
+    /*!
+    @brief subtract from iterator
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    iter_impl& operator-=(difference_type i)
+    {
+        return operator+=(-i);
+    }
+
+    /*!
+    @brief add to iterator
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    iter_impl operator+(difference_type i) const
+    {
+        auto result = *this;
+        result += i;
+        return result;
+    }
+
+    /*!
+    @brief addition of distance and iterator
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    friend iter_impl operator+(difference_type i, const iter_impl& it)
+    {
+        auto result = it;
+        result += i;
+        return result;
+    }
+
+    /*!
+    @brief subtract from iterator
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    iter_impl operator-(difference_type i) const
+    {
+        auto result = *this;
+        result -= i;
+        return result;
+    }
+
+    /*!
+    @brief return difference
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    difference_type operator-(const iter_impl& other) const
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+                JSON_THROW(invalid_iterator::create(209, "cannot use offsets with object iterators", m_object));
+
+            case value_t::array:
+                return m_it.array_iterator - other.m_it.array_iterator;
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+                return m_it.primitive_iterator - other.m_it.primitive_iterator;
+        }
+    }
+
+    /*!
+    @brief access to successor
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    reference operator[](difference_type n) const
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        switch (m_object->m_data.m_type)
+        {
+            case value_t::object:
+                JSON_THROW(invalid_iterator::create(208, "cannot use operator[] for object iterators", m_object));
+
+            case value_t::array:
+                return *std::next(m_it.array_iterator, n);
+
+            case value_t::null:
+                JSON_THROW(invalid_iterator::create(214, "cannot get value", m_object));
+
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                if (JSON_HEDLEY_LIKELY(m_it.primitive_iterator.get_value() == -n))
+                {
+                    return *m_object;
+                }
+
+                JSON_THROW(invalid_iterator::create(214, "cannot get value", m_object));
+            }
+        }
+    }
+
+    /*!
+    @brief return the key of an object iterator
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    const typename object_t::key_type& key() const
+    {
+        JSON_ASSERT(m_object != nullptr);
+
+        if (JSON_HEDLEY_LIKELY(m_object->is_object()))
+        {
+            return m_it.object_iterator->first;
+        }
+
+        JSON_THROW(invalid_iterator::create(207, "cannot use key() for non-object iterators", m_object));
+    }
+
+    /*!
+    @brief return the value of an iterator
+    @pre The iterator is initialized; i.e. `m_object != nullptr`.
+    */
+    reference value() const
+    {
+        return operator*();
+    }
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    /// associated JSON instance
+    pointer m_object = nullptr;
+    /// the actual iterator of the associated instance
+    internal_iterator<typename std::remove_const<BasicJsonType>::type> m_it {};
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/iterators/iteration_proxy.hpp>
+
+// #include <nlohmann/detail/iterators/json_reverse_iterator.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <cstddef> // ptrdiff_t
+#include <iterator> // reverse_iterator
+#include <utility> // declval
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+//////////////////////
+// reverse_iterator //
+//////////////////////
+
+/*!
+@brief a template for a reverse iterator class
+
+@tparam Base the base iterator type to reverse. Valid types are @ref
+iterator (to create @ref reverse_iterator) and @ref const_iterator (to
+create @ref const_reverse_iterator).
+
+@requirement The class satisfies the following concept requirements:
+-
+[BidirectionalIterator](https://en.cppreference.com/w/cpp/named_req/BidirectionalIterator):
+  The iterator that can be moved can be moved in both directions (i.e.
+  incremented and decremented).
+- [OutputIterator](https://en.cppreference.com/w/cpp/named_req/OutputIterator):
+  It is possible to write to the pointed-to element (only if @a Base is
+  @ref iterator).
+
+@since version 1.0.0
+*/
+template<typename Base>
+class json_reverse_iterator : public std::reverse_iterator<Base>
+{
+  public:
+    using difference_type = std::ptrdiff_t;
+    /// shortcut to the reverse iterator adapter
+    using base_iterator = std::reverse_iterator<Base>;
+    /// the reference type for the pointed-to element
+    using reference = typename Base::reference;
+
+    /// create reverse iterator from iterator
+    explicit json_reverse_iterator(const typename base_iterator::iterator_type& it) noexcept
+        : base_iterator(it) {}
+
+    /// create reverse iterator from base class
+    explicit json_reverse_iterator(const base_iterator& it) noexcept : base_iterator(it) {}
+
+    /// post-increment (it++)
+    json_reverse_iterator operator++(int)& // NOLINT(cert-dcl21-cpp)
+    {
+        return static_cast<json_reverse_iterator>(base_iterator::operator++(1));
+    }
+
+    /// pre-increment (++it)
+    json_reverse_iterator& operator++()
+    {
+        return static_cast<json_reverse_iterator&>(base_iterator::operator++());
+    }
+
+    /// post-decrement (it--)
+    json_reverse_iterator operator--(int)& // NOLINT(cert-dcl21-cpp)
+    {
+        return static_cast<json_reverse_iterator>(base_iterator::operator--(1));
+    }
+
+    /// pre-decrement (--it)
+    json_reverse_iterator& operator--()
+    {
+        return static_cast<json_reverse_iterator&>(base_iterator::operator--());
+    }
+
+    /// add to iterator
+    json_reverse_iterator& operator+=(difference_type i)
+    {
+        return static_cast<json_reverse_iterator&>(base_iterator::operator+=(i));
+    }
+
+    /// add to iterator
+    json_reverse_iterator operator+(difference_type i) const
+    {
+        return static_cast<json_reverse_iterator>(base_iterator::operator+(i));
+    }
+
+    /// subtract from iterator
+    json_reverse_iterator operator-(difference_type i) const
+    {
+        return static_cast<json_reverse_iterator>(base_iterator::operator-(i));
+    }
+
+    /// return difference
+    difference_type operator-(const json_reverse_iterator& other) const
+    {
+        return base_iterator(*this) - base_iterator(other);
+    }
+
+    /// access to successor
+    reference operator[](difference_type n) const
+    {
+        return *(this->operator+(n));
+    }
+
+    /// return the key of an object iterator
+    auto key() const -> decltype(std::declval<Base>().key())
+    {
+        auto it = --this->base();
+        return it.key();
+    }
+
+    /// return the value of an iterator
+    reference value() const
+    {
+        auto it = --this->base();
+        return it.operator * ();
+    }
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/iterators/primitive_iterator.hpp>
+
+// #include <nlohmann/detail/json_custom_base_class.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <type_traits> // conditional, is_same
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+/*!
+@brief Default base class of the @ref basic_json class.
+
+So that the correct implementations of the copy / move ctors / assign operators
+of @ref basic_json do not require complex case distinctions
+(no base class / custom base class used as customization point),
+@ref basic_json always has a base class.
+By default, this class is used because it is empty and thus has no effect
+on the behavior of @ref basic_json.
+*/
+struct json_default_base {};
+
+template<class T>
+using json_base_class = typename std::conditional <
+                        std::is_same<T, void>::value,
+                        json_default_base,
+                        T
+                        >::type;
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/json_pointer.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <algorithm> // all_of
+#include <cctype> // isdigit
+#include <cerrno> // errno, ERANGE
+#include <cstdlib> // strtoull
+#ifndef JSON_NO_IO
+    #include <iosfwd> // ostream
+#endif  // JSON_NO_IO
+#include <limits> // max
+#include <numeric> // accumulate
+#include <string> // string
+#include <utility> // move
+#include <vector> // vector
+
+// #include <nlohmann/detail/exceptions.hpp>
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/string_concat.hpp>
+
+// #include <nlohmann/detail/string_escape.hpp>
+
+// #include <nlohmann/detail/value_t.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+
+/// @brief JSON Pointer defines a string syntax for identifying a specific value within a JSON document
+/// @sa https://json.nlohmann.me/api/json_pointer/
+template<typename RefStringType>
+class json_pointer
+{
+    // allow basic_json to access private members
+    NLOHMANN_BASIC_JSON_TPL_DECLARATION
+    friend class basic_json;
+
+    template<typename>
+    friend class json_pointer;
+
+    template<typename T>
+    struct string_t_helper
+    {
+        using type = T;
+    };
+
+    NLOHMANN_BASIC_JSON_TPL_DECLARATION
+    struct string_t_helper<NLOHMANN_BASIC_JSON_TPL>
+    {
+        using type = StringType;
+    };
+
+  public:
+    // for backwards compatibility accept BasicJsonType
+    using string_t = typename string_t_helper<RefStringType>::type;
+
+    /// @brief create JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/json_pointer/
+    explicit json_pointer(const string_t& s = "")
+        : reference_tokens(split(s))
+    {}
+
+    /// @brief return a string representation of the JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/to_string/
+    string_t to_string() const
+    {
+        return std::accumulate(reference_tokens.begin(), reference_tokens.end(),
+                               string_t{},
+                               [](const string_t& a, const string_t& b)
+        {
+            return detail::concat(a, '/', detail::escape(b));
+        });
+    }
+
+    /// @brief return a string representation of the JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_string/
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, to_string())
+    operator string_t() const
+    {
+        return to_string();
+    }
+
+#ifndef JSON_NO_IO
+    /// @brief write string representation of the JSON pointer to stream
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ltlt/
+    friend std::ostream& operator<<(std::ostream& o, const json_pointer& ptr)
+    {
+        o << ptr.to_string();
+        return o;
+    }
+#endif
+
+    /// @brief append another JSON pointer at the end of this JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_slasheq/
+    json_pointer& operator/=(const json_pointer& ptr)
+    {
+        reference_tokens.insert(reference_tokens.end(),
+                                ptr.reference_tokens.begin(),
+                                ptr.reference_tokens.end());
+        return *this;
+    }
+
+    /// @brief append an unescaped reference token at the end of this JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_slasheq/
+    json_pointer& operator/=(string_t token)
+    {
+        push_back(std::move(token));
+        return *this;
+    }
+
+    /// @brief append an array index at the end of this JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_slasheq/
+    json_pointer& operator/=(std::size_t array_idx)
+    {
+        return *this /= std::to_string(array_idx);
+    }
+
+    /// @brief create a new JSON pointer by appending the right JSON pointer at the end of the left JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_slash/
+    friend json_pointer operator/(const json_pointer& lhs,
+                                  const json_pointer& rhs)
+    {
+        return json_pointer(lhs) /= rhs;
+    }
+
+    /// @brief create a new JSON pointer by appending the unescaped token at the end of the JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_slash/
+    friend json_pointer operator/(const json_pointer& lhs, string_t token) // NOLINT(performance-unnecessary-value-param)
+    {
+        return json_pointer(lhs) /= std::move(token);
+    }
+
+    /// @brief create a new JSON pointer by appending the array-index-token at the end of the JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_slash/
+    friend json_pointer operator/(const json_pointer& lhs, std::size_t array_idx)
+    {
+        return json_pointer(lhs) /= array_idx;
+    }
+
+    /// @brief returns the parent of this JSON pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/parent_pointer/
+    json_pointer parent_pointer() const
+    {
+        if (empty())
+        {
+            return *this;
+        }
+
+        json_pointer res = *this;
+        res.pop_back();
+        return res;
+    }
+
+    /// @brief remove last reference token
+    /// @sa https://json.nlohmann.me/api/json_pointer/pop_back/
+    void pop_back()
+    {
+        if (JSON_HEDLEY_UNLIKELY(empty()))
+        {
+            JSON_THROW(detail::out_of_range::create(405, "JSON pointer has no parent", nullptr));
+        }
+
+        reference_tokens.pop_back();
+    }
+
+    /// @brief return last reference token
+    /// @sa https://json.nlohmann.me/api/json_pointer/back/
+    const string_t& back() const
+    {
+        if (JSON_HEDLEY_UNLIKELY(empty()))
+        {
+            JSON_THROW(detail::out_of_range::create(405, "JSON pointer has no parent", nullptr));
+        }
+
+        return reference_tokens.back();
+    }
+
+    /// @brief append an unescaped token at the end of the reference pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/push_back/
+    void push_back(const string_t& token)
+    {
+        reference_tokens.push_back(token);
+    }
+
+    /// @brief append an unescaped token at the end of the reference pointer
+    /// @sa https://json.nlohmann.me/api/json_pointer/push_back/
+    void push_back(string_t&& token)
+    {
+        reference_tokens.push_back(std::move(token));
+    }
+
+    /// @brief return whether pointer points to the root document
+    /// @sa https://json.nlohmann.me/api/json_pointer/empty/
+    bool empty() const noexcept
+    {
+        return reference_tokens.empty();
+    }
+
+  private:
+    /*!
+    @param[in] s  reference token to be converted into an array index
+
+    @return integer representation of @a s
+
+    @throw parse_error.106  if an array index begins with '0'
+    @throw parse_error.109  if an array index begins not with a digit
+    @throw out_of_range.404 if string @a s could not be converted to an integer
+    @throw out_of_range.410 if an array index exceeds size_type
+    */
+    template<typename BasicJsonType>
+    static typename BasicJsonType::size_type array_index(const string_t& s)
+    {
+        using size_type = typename BasicJsonType::size_type;
+
+        // error condition (cf. RFC 6901, Sect. 4)
+        if (JSON_HEDLEY_UNLIKELY(s.size() > 1 && s[0] == '0'))
+        {
+            JSON_THROW(detail::parse_error::create(106, 0, detail::concat("array index '", s, "' must not begin with '0'"), nullptr));
+        }
+
+        // error condition (cf. RFC 6901, Sect. 4)
+        if (JSON_HEDLEY_UNLIKELY(s.size() > 1 && !(s[0] >= '1' && s[0] <= '9')))
+        {
+            JSON_THROW(detail::parse_error::create(109, 0, detail::concat("array index '", s, "' is not a number"), nullptr));
+        }
+
+        const char* p = s.c_str();
+        char* p_end = nullptr;
+        errno = 0; // strtoull doesn't reset errno
+        const unsigned long long res = std::strtoull(p, &p_end, 10); // NOLINT(runtime/int)
+        if (p == p_end // invalid input or empty string
+                || errno == ERANGE // out of range
+                || JSON_HEDLEY_UNLIKELY(static_cast<std::size_t>(p_end - p) != s.size())) // incomplete read
+        {
+            JSON_THROW(detail::out_of_range::create(404, detail::concat("unresolved reference token '", s, "'"), nullptr));
+        }
+
+        // only triggered on special platforms (like 32bit), see also
+        // https://github.com/nlohmann/json/pull/2203
+        if (res >= static_cast<unsigned long long>((std::numeric_limits<size_type>::max)()))  // NOLINT(runtime/int)
+        {
+            JSON_THROW(detail::out_of_range::create(410, detail::concat("array index ", s, " exceeds size_type"), nullptr));   // LCOV_EXCL_LINE
+        }
+
+        return static_cast<size_type>(res);
+    }
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    json_pointer top() const
+    {
+        if (JSON_HEDLEY_UNLIKELY(empty()))
+        {
+            JSON_THROW(detail::out_of_range::create(405, "JSON pointer has no parent", nullptr));
+        }
+
+        json_pointer result = *this;
+        result.reference_tokens = {reference_tokens[0]};
+        return result;
+    }
+
+  private:
+    /*!
+    @brief create and return a reference to the pointed to value
+
+    @complexity Linear in the number of reference tokens.
+
+    @throw parse_error.109 if array index is not a number
+    @throw type_error.313 if value cannot be unflattened
+    */
+    template<typename BasicJsonType>
+    BasicJsonType& get_and_create(BasicJsonType& j) const
+    {
+        auto* result = &j;
+
+        // in case no reference tokens exist, return a reference to the JSON value
+        // j which will be overwritten by a primitive value
+        for (const auto& reference_token : reference_tokens)
+        {
+            switch (result->type())
+            {
+                case detail::value_t::null:
+                {
+                    if (reference_token == "0")
+                    {
+                        // start a new array if reference token is 0
+                        result = &result->operator[](0);
+                    }
+                    else
+                    {
+                        // start a new object otherwise
+                        result = &result->operator[](reference_token);
+                    }
+                    break;
+                }
+
+                case detail::value_t::object:
+                {
+                    // create an entry in the object
+                    result = &result->operator[](reference_token);
+                    break;
+                }
+
+                case detail::value_t::array:
+                {
+                    // create an entry in the array
+                    result = &result->operator[](array_index<BasicJsonType>(reference_token));
+                    break;
+                }
+
+                /*
+                The following code is only reached if there exists a reference
+                token _and_ the current value is primitive. In this case, we have
+                an error situation, because primitive values may only occur as
+                single value; that is, with an empty list of reference tokens.
+                */
+                case detail::value_t::string:
+                case detail::value_t::boolean:
+                case detail::value_t::number_integer:
+                case detail::value_t::number_unsigned:
+                case detail::value_t::number_float:
+                case detail::value_t::binary:
+                case detail::value_t::discarded:
+                default:
+                    JSON_THROW(detail::type_error::create(313, "invalid value to unflatten", &j));
+            }
+        }
+
+        return *result;
+    }
+
+    /*!
+    @brief return a reference to the pointed to value
+
+    @note This version does not throw if a value is not present, but tries to
+          create nested values instead. For instance, calling this function
+          with pointer `"/this/that"` on a null value is equivalent to calling
+          `operator[]("this").operator[]("that")` on that value, effectively
+          changing the null value to an object.
+
+    @param[in] ptr  a JSON value
+
+    @return reference to the JSON value pointed to by the JSON pointer
+
+    @complexity Linear in the length of the JSON pointer.
+
+    @throw parse_error.106   if an array index begins with '0'
+    @throw parse_error.109   if an array index was not a number
+    @throw out_of_range.404  if the JSON pointer can not be resolved
+    */
+    template<typename BasicJsonType>
+    BasicJsonType& get_unchecked(BasicJsonType* ptr) const
+    {
+        for (const auto& reference_token : reference_tokens)
+        {
+            // convert null values to arrays or objects before continuing
+            if (ptr->is_null())
+            {
+                // check if reference token is a number
+                const bool nums =
+                    std::all_of(reference_token.begin(), reference_token.end(),
+                                [](const unsigned char x)
+                {
+                    return std::isdigit(x);
+                });
+
+                // change value to array for numbers or "-" or to object otherwise
+                *ptr = (nums || reference_token == "-")
+                       ? detail::value_t::array
+                       : detail::value_t::object;
+            }
+
+            switch (ptr->type())
+            {
+                case detail::value_t::object:
+                {
+                    // use unchecked object access
+                    ptr = &ptr->operator[](reference_token);
+                    break;
+                }
+
+                case detail::value_t::array:
+                {
+                    if (reference_token == "-")
+                    {
+                        // explicitly treat "-" as index beyond the end
+                        ptr = &ptr->operator[](ptr->m_data.m_value.array->size());
+                    }
+                    else
+                    {
+                        // convert array index to number; unchecked access
+                        ptr = &ptr->operator[](array_index<BasicJsonType>(reference_token));
+                    }
+                    break;
+                }
+
+                case detail::value_t::null:
+                case detail::value_t::string:
+                case detail::value_t::boolean:
+                case detail::value_t::number_integer:
+                case detail::value_t::number_unsigned:
+                case detail::value_t::number_float:
+                case detail::value_t::binary:
+                case detail::value_t::discarded:
+                default:
+                    JSON_THROW(detail::out_of_range::create(404, detail::concat("unresolved reference token '", reference_token, "'"), ptr));
+            }
+        }
+
+        return *ptr;
+    }
+
+    /*!
+    @throw parse_error.106   if an array index begins with '0'
+    @throw parse_error.109   if an array index was not a number
+    @throw out_of_range.402  if the array index '-' is used
+    @throw out_of_range.404  if the JSON pointer can not be resolved
+    */
+    template<typename BasicJsonType>
+    BasicJsonType& get_checked(BasicJsonType* ptr) const
+    {
+        for (const auto& reference_token : reference_tokens)
+        {
+            switch (ptr->type())
+            {
+                case detail::value_t::object:
+                {
+                    // note: at performs range check
+                    ptr = &ptr->at(reference_token);
+                    break;
+                }
+
+                case detail::value_t::array:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(reference_token == "-"))
+                    {
+                        // "-" always fails the range check
+                        JSON_THROW(detail::out_of_range::create(402, detail::concat(
+                                "array index '-' (", std::to_string(ptr->m_data.m_value.array->size()),
+                                ") is out of range"), ptr));
+                    }
+
+                    // note: at performs range check
+                    ptr = &ptr->at(array_index<BasicJsonType>(reference_token));
+                    break;
+                }
+
+                case detail::value_t::null:
+                case detail::value_t::string:
+                case detail::value_t::boolean:
+                case detail::value_t::number_integer:
+                case detail::value_t::number_unsigned:
+                case detail::value_t::number_float:
+                case detail::value_t::binary:
+                case detail::value_t::discarded:
+                default:
+                    JSON_THROW(detail::out_of_range::create(404, detail::concat("unresolved reference token '", reference_token, "'"), ptr));
+            }
+        }
+
+        return *ptr;
+    }
+
+    /*!
+    @brief return a const reference to the pointed to value
+
+    @param[in] ptr  a JSON value
+
+    @return const reference to the JSON value pointed to by the JSON
+    pointer
+
+    @throw parse_error.106   if an array index begins with '0'
+    @throw parse_error.109   if an array index was not a number
+    @throw out_of_range.402  if the array index '-' is used
+    @throw out_of_range.404  if the JSON pointer can not be resolved
+    */
+    template<typename BasicJsonType>
+    const BasicJsonType& get_unchecked(const BasicJsonType* ptr) const
+    {
+        for (const auto& reference_token : reference_tokens)
+        {
+            switch (ptr->type())
+            {
+                case detail::value_t::object:
+                {
+                    // use unchecked object access
+                    ptr = &ptr->operator[](reference_token);
+                    break;
+                }
+
+                case detail::value_t::array:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(reference_token == "-"))
+                    {
+                        // "-" cannot be used for const access
+                        JSON_THROW(detail::out_of_range::create(402, detail::concat("array index '-' (", std::to_string(ptr->m_data.m_value.array->size()), ") is out of range"), ptr));
+                    }
+
+                    // use unchecked array access
+                    ptr = &ptr->operator[](array_index<BasicJsonType>(reference_token));
+                    break;
+                }
+
+                case detail::value_t::null:
+                case detail::value_t::string:
+                case detail::value_t::boolean:
+                case detail::value_t::number_integer:
+                case detail::value_t::number_unsigned:
+                case detail::value_t::number_float:
+                case detail::value_t::binary:
+                case detail::value_t::discarded:
+                default:
+                    JSON_THROW(detail::out_of_range::create(404, detail::concat("unresolved reference token '", reference_token, "'"), ptr));
+            }
+        }
+
+        return *ptr;
+    }
+
+    /*!
+    @throw parse_error.106   if an array index begins with '0'
+    @throw parse_error.109   if an array index was not a number
+    @throw out_of_range.402  if the array index '-' is used
+    @throw out_of_range.404  if the JSON pointer can not be resolved
+    */
+    template<typename BasicJsonType>
+    const BasicJsonType& get_checked(const BasicJsonType* ptr) const
+    {
+        for (const auto& reference_token : reference_tokens)
+        {
+            switch (ptr->type())
+            {
+                case detail::value_t::object:
+                {
+                    // note: at performs range check
+                    ptr = &ptr->at(reference_token);
+                    break;
+                }
+
+                case detail::value_t::array:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(reference_token == "-"))
+                    {
+                        // "-" always fails the range check
+                        JSON_THROW(detail::out_of_range::create(402, detail::concat(
+                                "array index '-' (", std::to_string(ptr->m_data.m_value.array->size()),
+                                ") is out of range"), ptr));
+                    }
+
+                    // note: at performs range check
+                    ptr = &ptr->at(array_index<BasicJsonType>(reference_token));
+                    break;
+                }
+
+                case detail::value_t::null:
+                case detail::value_t::string:
+                case detail::value_t::boolean:
+                case detail::value_t::number_integer:
+                case detail::value_t::number_unsigned:
+                case detail::value_t::number_float:
+                case detail::value_t::binary:
+                case detail::value_t::discarded:
+                default:
+                    JSON_THROW(detail::out_of_range::create(404, detail::concat("unresolved reference token '", reference_token, "'"), ptr));
+            }
+        }
+
+        return *ptr;
+    }
+
+    /*!
+    @throw parse_error.106   if an array index begins with '0'
+    @throw parse_error.109   if an array index was not a number
+    */
+    template<typename BasicJsonType>
+    bool contains(const BasicJsonType* ptr) const
+    {
+        for (const auto& reference_token : reference_tokens)
+        {
+            switch (ptr->type())
+            {
+                case detail::value_t::object:
+                {
+                    if (!ptr->contains(reference_token))
+                    {
+                        // we did not find the key in the object
+                        return false;
+                    }
+
+                    ptr = &ptr->operator[](reference_token);
+                    break;
+                }
+
+                case detail::value_t::array:
+                {
+                    if (JSON_HEDLEY_UNLIKELY(reference_token == "-"))
+                    {
+                        // "-" always fails the range check
+                        return false;
+                    }
+                    if (JSON_HEDLEY_UNLIKELY(reference_token.size() == 1 && !("0" <= reference_token && reference_token <= "9")))
+                    {
+                        // invalid char
+                        return false;
+                    }
+                    if (JSON_HEDLEY_UNLIKELY(reference_token.size() > 1))
+                    {
+                        if (JSON_HEDLEY_UNLIKELY(!('1' <= reference_token[0] && reference_token[0] <= '9')))
+                        {
+                            // first char should be between '1' and '9'
+                            return false;
+                        }
+                        for (std::size_t i = 1; i < reference_token.size(); i++)
+                        {
+                            if (JSON_HEDLEY_UNLIKELY(!('0' <= reference_token[i] && reference_token[i] <= '9')))
+                            {
+                                // other char should be between '0' and '9'
+                                return false;
+                            }
+                        }
+                    }
+
+                    const auto idx = array_index<BasicJsonType>(reference_token);
+                    if (idx >= ptr->size())
+                    {
+                        // index out of range
+                        return false;
+                    }
+
+                    ptr = &ptr->operator[](idx);
+                    break;
+                }
+
+                case detail::value_t::null:
+                case detail::value_t::string:
+                case detail::value_t::boolean:
+                case detail::value_t::number_integer:
+                case detail::value_t::number_unsigned:
+                case detail::value_t::number_float:
+                case detail::value_t::binary:
+                case detail::value_t::discarded:
+                default:
+                {
+                    // we do not expect primitive values if there is still a
+                    // reference token to process
+                    return false;
+                }
+            }
+        }
+
+        // no reference token left means we found a primitive value
+        return true;
+    }
+
+    /*!
+    @brief split the string input to reference tokens
+
+    @note This function is only called by the json_pointer constructor.
+          All exceptions below are documented there.
+
+    @throw parse_error.107  if the pointer is not empty or begins with '/'
+    @throw parse_error.108  if character '~' is not followed by '0' or '1'
+    */
+    static std::vector<string_t> split(const string_t& reference_string)
+    {
+        std::vector<string_t> result;
+
+        // special case: empty reference string -> no reference tokens
+        if (reference_string.empty())
+        {
+            return result;
+        }
+
+        // check if nonempty reference string begins with slash
+        if (JSON_HEDLEY_UNLIKELY(reference_string[0] != '/'))
+        {
+            JSON_THROW(detail::parse_error::create(107, 1, detail::concat("JSON pointer must be empty or begin with '/' - was: '", reference_string, "'"), nullptr));
+        }
+
+        // extract the reference tokens:
+        // - slash: position of the last read slash (or end of string)
+        // - start: position after the previous slash
+        for (
+            // search for the first slash after the first character
+            std::size_t slash = reference_string.find_first_of('/', 1),
+            // set the beginning of the first reference token
+            start = 1;
+            // we can stop if start == 0 (if slash == string_t::npos)
+            start != 0;
+            // set the beginning of the next reference token
+            // (will eventually be 0 if slash == string_t::npos)
+            start = (slash == string_t::npos) ? 0 : slash + 1,
+            // find next slash
+            slash = reference_string.find_first_of('/', start))
+        {
+            // use the text between the beginning of the reference token
+            // (start) and the last slash (slash).
+            auto reference_token = reference_string.substr(start, slash - start);
+
+            // check reference tokens are properly escaped
+            for (std::size_t pos = reference_token.find_first_of('~');
+                    pos != string_t::npos;
+                    pos = reference_token.find_first_of('~', pos + 1))
+            {
+                JSON_ASSERT(reference_token[pos] == '~');
+
+                // ~ must be followed by 0 or 1
+                if (JSON_HEDLEY_UNLIKELY(pos == reference_token.size() - 1 ||
+                                         (reference_token[pos + 1] != '0' &&
+                                          reference_token[pos + 1] != '1')))
+                {
+                    JSON_THROW(detail::parse_error::create(108, 0, "escape character '~' must be followed with '0' or '1'", nullptr));
+                }
+            }
+
+            // finally, store the reference token
+            detail::unescape(reference_token);
+            result.push_back(reference_token);
+        }
+
+        return result;
+    }
+
+  private:
+    /*!
+    @param[in] reference_string  the reference string to the current value
+    @param[in] value             the value to consider
+    @param[in,out] result        the result object to insert values to
+
+    @note Empty objects or arrays are flattened to `null`.
+    */
+    template<typename BasicJsonType>
+    static void flatten(const string_t& reference_string,
+                        const BasicJsonType& value,
+                        BasicJsonType& result)
+    {
+        switch (value.type())
+        {
+            case detail::value_t::array:
+            {
+                if (value.m_data.m_value.array->empty())
+                {
+                    // flatten empty array as null
+                    result[reference_string] = nullptr;
+                }
+                else
+                {
+                    // iterate array and use index as reference string
+                    for (std::size_t i = 0; i < value.m_data.m_value.array->size(); ++i)
+                    {
+                        flatten(detail::concat(reference_string, '/', std::to_string(i)),
+                                value.m_data.m_value.array->operator[](i), result);
+                    }
+                }
+                break;
+            }
+
+            case detail::value_t::object:
+            {
+                if (value.m_data.m_value.object->empty())
+                {
+                    // flatten empty object as null
+                    result[reference_string] = nullptr;
+                }
+                else
+                {
+                    // iterate object and use keys as reference string
+                    for (const auto& element : *value.m_data.m_value.object)
+                    {
+                        flatten(detail::concat(reference_string, '/', detail::escape(element.first)), element.second, result);
+                    }
+                }
+                break;
+            }
+
+            case detail::value_t::null:
+            case detail::value_t::string:
+            case detail::value_t::boolean:
+            case detail::value_t::number_integer:
+            case detail::value_t::number_unsigned:
+            case detail::value_t::number_float:
+            case detail::value_t::binary:
+            case detail::value_t::discarded:
+            default:
+            {
+                // add primitive value with its reference string
+                result[reference_string] = value;
+                break;
+            }
+        }
+    }
+
+    /*!
+    @param[in] value  flattened JSON
+
+    @return unflattened JSON
+
+    @throw parse_error.109 if array index is not a number
+    @throw type_error.314  if value is not an object
+    @throw type_error.315  if object values are not primitive
+    @throw type_error.313  if value cannot be unflattened
+    */
+    template<typename BasicJsonType>
+    static BasicJsonType
+    unflatten(const BasicJsonType& value)
+    {
+        if (JSON_HEDLEY_UNLIKELY(!value.is_object()))
+        {
+            JSON_THROW(detail::type_error::create(314, "only objects can be unflattened", &value));
+        }
+
+        BasicJsonType result;
+
+        // iterate the JSON object values
+        for (const auto& element : *value.m_data.m_value.object)
+        {
+            if (JSON_HEDLEY_UNLIKELY(!element.second.is_primitive()))
+            {
+                JSON_THROW(detail::type_error::create(315, "values in object must be primitive", &element.second));
+            }
+
+            // assign value to reference pointed to by JSON pointer; Note that if
+            // the JSON pointer is "" (i.e., points to the whole value), function
+            // get_and_create returns a reference to result itself. An assignment
+            // will then create a primitive value.
+            json_pointer(element.first).get_and_create(result) = element.second;
+        }
+
+        return result;
+    }
+
+    // can't use conversion operator because of ambiguity
+    json_pointer<string_t> convert() const&
+    {
+        json_pointer<string_t> result;
+        result.reference_tokens = reference_tokens;
+        return result;
+    }
+
+    json_pointer<string_t> convert()&&
+    {
+        json_pointer<string_t> result;
+        result.reference_tokens = std::move(reference_tokens);
+        return result;
+    }
+
+  public:
+#if JSON_HAS_THREE_WAY_COMPARISON
+    /// @brief compares two JSON pointers for equality
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_eq/
+    template<typename RefStringTypeRhs>
+    bool operator==(const json_pointer<RefStringTypeRhs>& rhs) const noexcept
+    {
+        return reference_tokens == rhs.reference_tokens;
+    }
+
+    /// @brief compares JSON pointer and string for equality
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_eq/
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.2, operator==(json_pointer))
+    bool operator==(const string_t& rhs) const
+    {
+        return *this == json_pointer(rhs);
+    }
+
+    /// @brief 3-way compares two JSON pointers
+    template<typename RefStringTypeRhs>
+    std::strong_ordering operator<=>(const json_pointer<RefStringTypeRhs>& rhs) const noexcept // *NOPAD*
+    {
+        return  reference_tokens <=> rhs.reference_tokens; // *NOPAD*
+    }
+#else
+    /// @brief compares two JSON pointers for equality
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_eq/
+    template<typename RefStringTypeLhs, typename RefStringTypeRhs>
+    // NOLINTNEXTLINE(readability-redundant-declaration)
+    friend bool operator==(const json_pointer<RefStringTypeLhs>& lhs,
+                           const json_pointer<RefStringTypeRhs>& rhs) noexcept;
+
+    /// @brief compares JSON pointer and string for equality
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_eq/
+    template<typename RefStringTypeLhs, typename StringType>
+    // NOLINTNEXTLINE(readability-redundant-declaration)
+    friend bool operator==(const json_pointer<RefStringTypeLhs>& lhs,
+                           const StringType& rhs);
+
+    /// @brief compares string and JSON pointer for equality
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_eq/
+    template<typename RefStringTypeRhs, typename StringType>
+    // NOLINTNEXTLINE(readability-redundant-declaration)
+    friend bool operator==(const StringType& lhs,
+                           const json_pointer<RefStringTypeRhs>& rhs);
+
+    /// @brief compares two JSON pointers for inequality
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_ne/
+    template<typename RefStringTypeLhs, typename RefStringTypeRhs>
+    // NOLINTNEXTLINE(readability-redundant-declaration)
+    friend bool operator!=(const json_pointer<RefStringTypeLhs>& lhs,
+                           const json_pointer<RefStringTypeRhs>& rhs) noexcept;
+
+    /// @brief compares JSON pointer and string for inequality
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_ne/
+    template<typename RefStringTypeLhs, typename StringType>
+    // NOLINTNEXTLINE(readability-redundant-declaration)
+    friend bool operator!=(const json_pointer<RefStringTypeLhs>& lhs,
+                           const StringType& rhs);
+
+    /// @brief compares string and JSON pointer for inequality
+    /// @sa https://json.nlohmann.me/api/json_pointer/operator_ne/
+    template<typename RefStringTypeRhs, typename StringType>
+    // NOLINTNEXTLINE(readability-redundant-declaration)
+    friend bool operator!=(const StringType& lhs,
+                           const json_pointer<RefStringTypeRhs>& rhs);
+
+    /// @brief compares two JSON pointer for less-than
+    template<typename RefStringTypeLhs, typename RefStringTypeRhs>
+    // NOLINTNEXTLINE(readability-redundant-declaration)
+    friend bool operator<(const json_pointer<RefStringTypeLhs>& lhs,
+                          const json_pointer<RefStringTypeRhs>& rhs) noexcept;
+#endif
+
+  private:
+    /// the reference tokens
+    std::vector<string_t> reference_tokens;
+};
+
+#if !JSON_HAS_THREE_WAY_COMPARISON
+// functions cannot be defined inside class due to ODR violations
+template<typename RefStringTypeLhs, typename RefStringTypeRhs>
+inline bool operator==(const json_pointer<RefStringTypeLhs>& lhs,
+                       const json_pointer<RefStringTypeRhs>& rhs) noexcept
+{
+    return lhs.reference_tokens == rhs.reference_tokens;
+}
+
+template<typename RefStringTypeLhs,
+         typename StringType = typename json_pointer<RefStringTypeLhs>::string_t>
+JSON_HEDLEY_DEPRECATED_FOR(3.11.2, operator==(json_pointer, json_pointer))
+inline bool operator==(const json_pointer<RefStringTypeLhs>& lhs,
+                       const StringType& rhs)
+{
+    return lhs == json_pointer<RefStringTypeLhs>(rhs);
+}
+
+template<typename RefStringTypeRhs,
+         typename StringType = typename json_pointer<RefStringTypeRhs>::string_t>
+JSON_HEDLEY_DEPRECATED_FOR(3.11.2, operator==(json_pointer, json_pointer))
+inline bool operator==(const StringType& lhs,
+                       const json_pointer<RefStringTypeRhs>& rhs)
+{
+    return json_pointer<RefStringTypeRhs>(lhs) == rhs;
+}
+
+template<typename RefStringTypeLhs, typename RefStringTypeRhs>
+inline bool operator!=(const json_pointer<RefStringTypeLhs>& lhs,
+                       const json_pointer<RefStringTypeRhs>& rhs) noexcept
+{
+    return !(lhs == rhs);
+}
+
+template<typename RefStringTypeLhs,
+         typename StringType = typename json_pointer<RefStringTypeLhs>::string_t>
+JSON_HEDLEY_DEPRECATED_FOR(3.11.2, operator!=(json_pointer, json_pointer))
+inline bool operator!=(const json_pointer<RefStringTypeLhs>& lhs,
+                       const StringType& rhs)
+{
+    return !(lhs == rhs);
+}
+
+template<typename RefStringTypeRhs,
+         typename StringType = typename json_pointer<RefStringTypeRhs>::string_t>
+JSON_HEDLEY_DEPRECATED_FOR(3.11.2, operator!=(json_pointer, json_pointer))
+inline bool operator!=(const StringType& lhs,
+                       const json_pointer<RefStringTypeRhs>& rhs)
+{
+    return !(lhs == rhs);
+}
+
+template<typename RefStringTypeLhs, typename RefStringTypeRhs>
+inline bool operator<(const json_pointer<RefStringTypeLhs>& lhs,
+                      const json_pointer<RefStringTypeRhs>& rhs) noexcept
+{
+    return lhs.reference_tokens < rhs.reference_tokens;
+}
+#endif
+
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/json_ref.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <initializer_list>
+#include <utility>
+
+// #include <nlohmann/detail/abi_macros.hpp>
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+template<typename BasicJsonType>
+class json_ref
+{
+  public:
+    using value_type = BasicJsonType;
+
+    json_ref(value_type&& value)
+        : owned_value(std::move(value))
+    {}
+
+    json_ref(const value_type& value)
+        : value_ref(&value)
+    {}
+
+    json_ref(std::initializer_list<json_ref> init)
+        : owned_value(init)
+    {}
+
+    template <
+        class... Args,
+        enable_if_t<std::is_constructible<value_type, Args...>::value, int> = 0 >
+    json_ref(Args && ... args)
+        : owned_value(std::forward<Args>(args)...)
+    {}
+
+    // class should be movable only
+    json_ref(json_ref&&) noexcept = default;
+    json_ref(const json_ref&) = delete;
+    json_ref& operator=(const json_ref&) = delete;
+    json_ref& operator=(json_ref&&) = delete;
+    ~json_ref() = default;
+
+    value_type moved_or_copied() const
+    {
+        if (value_ref == nullptr)
+        {
+            return std::move(owned_value);
+        }
+        return *value_ref;
+    }
+
+    value_type const& operator*() const
+    {
+        return value_ref ? *value_ref : owned_value;
+    }
+
+    value_type const* operator->() const
+    {
+        return &** this;
+    }
+
+  private:
+    mutable value_type owned_value = nullptr;
+    value_type const* value_ref = nullptr;
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/string_concat.hpp>
+
+// #include <nlohmann/detail/string_escape.hpp>
+
+// #include <nlohmann/detail/meta/cpp_future.hpp>
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+// #include <nlohmann/detail/output/binary_writer.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <algorithm> // reverse
+#include <array> // array
+#include <map> // map
+#include <cmath> // isnan, isinf
+#include <cstdint> // uint8_t, uint16_t, uint32_t, uint64_t
+#include <cstring> // memcpy
+#include <limits> // numeric_limits
+#include <string> // string
+#include <utility> // move
+#include <vector> // vector
+
+// #include <nlohmann/detail/input/binary_reader.hpp>
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/output/output_adapters.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <algorithm> // copy
+#include <cstddef> // size_t
+#include <iterator> // back_inserter
+#include <memory> // shared_ptr, make_shared
+#include <string> // basic_string
+#include <vector> // vector
+
+#ifndef JSON_NO_IO
+    #include <ios>      // streamsize
+    #include <ostream>  // basic_ostream
+#endif  // JSON_NO_IO
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+/// abstract output adapter interface
+template<typename CharType> struct output_adapter_protocol
+{
+    virtual void write_character(CharType c) = 0;
+    virtual void write_characters(const CharType* s, std::size_t length) = 0;
+    virtual ~output_adapter_protocol() = default;
+
+    output_adapter_protocol() = default;
+    output_adapter_protocol(const output_adapter_protocol&) = default;
+    output_adapter_protocol(output_adapter_protocol&&) noexcept = default;
+    output_adapter_protocol& operator=(const output_adapter_protocol&) = default;
+    output_adapter_protocol& operator=(output_adapter_protocol&&) noexcept = default;
+};
+
+/// a type to simplify interfaces
+template<typename CharType>
+using output_adapter_t = std::shared_ptr<output_adapter_protocol<CharType>>;
+
+/// output adapter for byte vectors
+template<typename CharType, typename AllocatorType = std::allocator<CharType>>
+class output_vector_adapter : public output_adapter_protocol<CharType>
+{
+  public:
+    explicit output_vector_adapter(std::vector<CharType, AllocatorType>& vec) noexcept
+        : v(vec)
+    {}
+
+    void write_character(CharType c) override
+    {
+        v.push_back(c);
+    }
+
+    JSON_HEDLEY_NON_NULL(2)
+    void write_characters(const CharType* s, std::size_t length) override
+    {
+        v.insert(v.end(), s, s + length);
+    }
+
+  private:
+    std::vector<CharType, AllocatorType>& v;
+};
+
+#ifndef JSON_NO_IO
+/// output adapter for output streams
+template<typename CharType>
+class output_stream_adapter : public output_adapter_protocol<CharType>
+{
+  public:
+    explicit output_stream_adapter(std::basic_ostream<CharType>& s) noexcept
+        : stream(s)
+    {}
+
+    void write_character(CharType c) override
+    {
+        stream.put(c);
+    }
+
+    JSON_HEDLEY_NON_NULL(2)
+    void write_characters(const CharType* s, std::size_t length) override
+    {
+        stream.write(s, static_cast<std::streamsize>(length));
+    }
+
+  private:
+    std::basic_ostream<CharType>& stream;
+};
+#endif  // JSON_NO_IO
+
+/// output adapter for basic_string
+template<typename CharType, typename StringType = std::basic_string<CharType>>
+class output_string_adapter : public output_adapter_protocol<CharType>
+{
+  public:
+    explicit output_string_adapter(StringType& s) noexcept
+        : str(s)
+    {}
+
+    void write_character(CharType c) override
+    {
+        str.push_back(c);
+    }
+
+    JSON_HEDLEY_NON_NULL(2)
+    void write_characters(const CharType* s, std::size_t length) override
+    {
+        str.append(s, length);
+    }
+
+  private:
+    StringType& str;
+};
+
+template<typename CharType, typename StringType = std::basic_string<CharType>>
+class output_adapter
+{
+  public:
+    template<typename AllocatorType = std::allocator<CharType>>
+    output_adapter(std::vector<CharType, AllocatorType>& vec)
+        : oa(std::make_shared<output_vector_adapter<CharType, AllocatorType>>(vec)) {}
+
+#ifndef JSON_NO_IO
+    output_adapter(std::basic_ostream<CharType>& s)
+        : oa(std::make_shared<output_stream_adapter<CharType>>(s)) {}
+#endif  // JSON_NO_IO
+
+    output_adapter(StringType& s)
+        : oa(std::make_shared<output_string_adapter<CharType, StringType>>(s)) {}
+
+    operator output_adapter_t<CharType>()
+    {
+        return oa;
+    }
+
+  private:
+    output_adapter_t<CharType> oa = nullptr;
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/string_concat.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+///////////////////
+// binary writer //
+///////////////////
+
+/*!
+@brief serialization to CBOR and MessagePack values
+*/
+template<typename BasicJsonType, typename CharType>
+class binary_writer
+{
+    using string_t = typename BasicJsonType::string_t;
+    using binary_t = typename BasicJsonType::binary_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+
+  public:
+    /*!
+    @brief create a binary writer
+
+    @param[in] adapter  output adapter to write to
+    */
+    explicit binary_writer(output_adapter_t<CharType> adapter) : oa(std::move(adapter))
+    {
+        JSON_ASSERT(oa);
+    }
+
+    /*!
+    @param[in] j  JSON value to serialize
+    @pre       j.type() == value_t::object
+    */
+    void write_bson(const BasicJsonType& j)
+    {
+        switch (j.type())
+        {
+            case value_t::object:
+            {
+                write_bson_object(*j.m_data.m_value.object);
+                break;
+            }
+
+            case value_t::null:
+            case value_t::array:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                JSON_THROW(type_error::create(317, concat("to serialize to BSON, top-level type must be object, but is ", j.type_name()), &j));
+            }
+        }
+    }
+
+    /*!
+    @param[in] j  JSON value to serialize
+    */
+    void write_cbor(const BasicJsonType& j)
+    {
+        switch (j.type())
+        {
+            case value_t::null:
+            {
+                oa->write_character(to_char_type(0xF6));
+                break;
+            }
+
+            case value_t::boolean:
+            {
+                oa->write_character(j.m_data.m_value.boolean
+                                    ? to_char_type(0xF5)
+                                    : to_char_type(0xF4));
+                break;
+            }
+
+            case value_t::number_integer:
+            {
+                if (j.m_data.m_value.number_integer >= 0)
+                {
+                    // CBOR does not differentiate between positive signed
+                    // integers and unsigned integers. Therefore, we used the
+                    // code from the value_t::number_unsigned case here.
+                    if (j.m_data.m_value.number_integer <= 0x17)
+                    {
+                        write_number(static_cast<std::uint8_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_integer <= (std::numeric_limits<std::uint8_t>::max)())
+                    {
+                        oa->write_character(to_char_type(0x18));
+                        write_number(static_cast<std::uint8_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_integer <= (std::numeric_limits<std::uint16_t>::max)())
+                    {
+                        oa->write_character(to_char_type(0x19));
+                        write_number(static_cast<std::uint16_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_integer <= (std::numeric_limits<std::uint32_t>::max)())
+                    {
+                        oa->write_character(to_char_type(0x1A));
+                        write_number(static_cast<std::uint32_t>(j.m_data.m_value.number_integer));
+                    }
+                    else
+                    {
+                        oa->write_character(to_char_type(0x1B));
+                        write_number(static_cast<std::uint64_t>(j.m_data.m_value.number_integer));
+                    }
+                }
+                else
+                {
+                    // The conversions below encode the sign in the first
+                    // byte, and the value is converted to a positive number.
+                    const auto positive_number = -1 - j.m_data.m_value.number_integer;
+                    if (j.m_data.m_value.number_integer >= -24)
+                    {
+                        write_number(static_cast<std::uint8_t>(0x20 + positive_number));
+                    }
+                    else if (positive_number <= (std::numeric_limits<std::uint8_t>::max)())
+                    {
+                        oa->write_character(to_char_type(0x38));
+                        write_number(static_cast<std::uint8_t>(positive_number));
+                    }
+                    else if (positive_number <= (std::numeric_limits<std::uint16_t>::max)())
+                    {
+                        oa->write_character(to_char_type(0x39));
+                        write_number(static_cast<std::uint16_t>(positive_number));
+                    }
+                    else if (positive_number <= (std::numeric_limits<std::uint32_t>::max)())
+                    {
+                        oa->write_character(to_char_type(0x3A));
+                        write_number(static_cast<std::uint32_t>(positive_number));
+                    }
+                    else
+                    {
+                        oa->write_character(to_char_type(0x3B));
+                        write_number(static_cast<std::uint64_t>(positive_number));
+                    }
+                }
+                break;
+            }
+
+            case value_t::number_unsigned:
+            {
+                if (j.m_data.m_value.number_unsigned <= 0x17)
+                {
+                    write_number(static_cast<std::uint8_t>(j.m_data.m_value.number_unsigned));
+                }
+                else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint8_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x18));
+                    write_number(static_cast<std::uint8_t>(j.m_data.m_value.number_unsigned));
+                }
+                else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x19));
+                    write_number(static_cast<std::uint16_t>(j.m_data.m_value.number_unsigned));
+                }
+                else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x1A));
+                    write_number(static_cast<std::uint32_t>(j.m_data.m_value.number_unsigned));
+                }
+                else
+                {
+                    oa->write_character(to_char_type(0x1B));
+                    write_number(static_cast<std::uint64_t>(j.m_data.m_value.number_unsigned));
+                }
+                break;
+            }
+
+            case value_t::number_float:
+            {
+                if (std::isnan(j.m_data.m_value.number_float))
+                {
+                    // NaN is 0xf97e00 in CBOR
+                    oa->write_character(to_char_type(0xF9));
+                    oa->write_character(to_char_type(0x7E));
+                    oa->write_character(to_char_type(0x00));
+                }
+                else if (std::isinf(j.m_data.m_value.number_float))
+                {
+                    // Infinity is 0xf97c00, -Infinity is 0xf9fc00
+                    oa->write_character(to_char_type(0xf9));
+                    oa->write_character(j.m_data.m_value.number_float > 0 ? to_char_type(0x7C) : to_char_type(0xFC));
+                    oa->write_character(to_char_type(0x00));
+                }
+                else
+                {
+                    write_compact_float(j.m_data.m_value.number_float, detail::input_format_t::cbor);
+                }
+                break;
+            }
+
+            case value_t::string:
+            {
+                // step 1: write control byte and the string length
+                const auto N = j.m_data.m_value.string->size();
+                if (N <= 0x17)
+                {
+                    write_number(static_cast<std::uint8_t>(0x60 + N));
+                }
+                else if (N <= (std::numeric_limits<std::uint8_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x78));
+                    write_number(static_cast<std::uint8_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x79));
+                    write_number(static_cast<std::uint16_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x7A));
+                    write_number(static_cast<std::uint32_t>(N));
+                }
+                // LCOV_EXCL_START
+                else if (N <= (std::numeric_limits<std::uint64_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x7B));
+                    write_number(static_cast<std::uint64_t>(N));
+                }
+                // LCOV_EXCL_STOP
+
+                // step 2: write the string
+                oa->write_characters(
+                    reinterpret_cast<const CharType*>(j.m_data.m_value.string->c_str()),
+                    j.m_data.m_value.string->size());
+                break;
+            }
+
+            case value_t::array:
+            {
+                // step 1: write control byte and the array size
+                const auto N = j.m_data.m_value.array->size();
+                if (N <= 0x17)
+                {
+                    write_number(static_cast<std::uint8_t>(0x80 + N));
+                }
+                else if (N <= (std::numeric_limits<std::uint8_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x98));
+                    write_number(static_cast<std::uint8_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x99));
+                    write_number(static_cast<std::uint16_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x9A));
+                    write_number(static_cast<std::uint32_t>(N));
+                }
+                // LCOV_EXCL_START
+                else if (N <= (std::numeric_limits<std::uint64_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x9B));
+                    write_number(static_cast<std::uint64_t>(N));
+                }
+                // LCOV_EXCL_STOP
+
+                // step 2: write each element
+                for (const auto& el : *j.m_data.m_value.array)
+                {
+                    write_cbor(el);
+                }
+                break;
+            }
+
+            case value_t::binary:
+            {
+                if (j.m_data.m_value.binary->has_subtype())
+                {
+                    if (j.m_data.m_value.binary->subtype() <= (std::numeric_limits<std::uint8_t>::max)())
+                    {
+                        write_number(static_cast<std::uint8_t>(0xd8));
+                        write_number(static_cast<std::uint8_t>(j.m_data.m_value.binary->subtype()));
+                    }
+                    else if (j.m_data.m_value.binary->subtype() <= (std::numeric_limits<std::uint16_t>::max)())
+                    {
+                        write_number(static_cast<std::uint8_t>(0xd9));
+                        write_number(static_cast<std::uint16_t>(j.m_data.m_value.binary->subtype()));
+                    }
+                    else if (j.m_data.m_value.binary->subtype() <= (std::numeric_limits<std::uint32_t>::max)())
+                    {
+                        write_number(static_cast<std::uint8_t>(0xda));
+                        write_number(static_cast<std::uint32_t>(j.m_data.m_value.binary->subtype()));
+                    }
+                    else if (j.m_data.m_value.binary->subtype() <= (std::numeric_limits<std::uint64_t>::max)())
+                    {
+                        write_number(static_cast<std::uint8_t>(0xdb));
+                        write_number(static_cast<std::uint64_t>(j.m_data.m_value.binary->subtype()));
+                    }
+                }
+
+                // step 1: write control byte and the binary array size
+                const auto N = j.m_data.m_value.binary->size();
+                if (N <= 0x17)
+                {
+                    write_number(static_cast<std::uint8_t>(0x40 + N));
+                }
+                else if (N <= (std::numeric_limits<std::uint8_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x58));
+                    write_number(static_cast<std::uint8_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x59));
+                    write_number(static_cast<std::uint16_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x5A));
+                    write_number(static_cast<std::uint32_t>(N));
+                }
+                // LCOV_EXCL_START
+                else if (N <= (std::numeric_limits<std::uint64_t>::max)())
+                {
+                    oa->write_character(to_char_type(0x5B));
+                    write_number(static_cast<std::uint64_t>(N));
+                }
+                // LCOV_EXCL_STOP
+
+                // step 2: write each element
+                oa->write_characters(
+                    reinterpret_cast<const CharType*>(j.m_data.m_value.binary->data()),
+                    N);
+
+                break;
+            }
+
+            case value_t::object:
+            {
+                // step 1: write control byte and the object size
+                const auto N = j.m_data.m_value.object->size();
+                if (N <= 0x17)
+                {
+                    write_number(static_cast<std::uint8_t>(0xA0 + N));
+                }
+                else if (N <= (std::numeric_limits<std::uint8_t>::max)())
+                {
+                    oa->write_character(to_char_type(0xB8));
+                    write_number(static_cast<std::uint8_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    oa->write_character(to_char_type(0xB9));
+                    write_number(static_cast<std::uint16_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    oa->write_character(to_char_type(0xBA));
+                    write_number(static_cast<std::uint32_t>(N));
+                }
+                // LCOV_EXCL_START
+                else if (N <= (std::numeric_limits<std::uint64_t>::max)())
+                {
+                    oa->write_character(to_char_type(0xBB));
+                    write_number(static_cast<std::uint64_t>(N));
+                }
+                // LCOV_EXCL_STOP
+
+                // step 2: write each element
+                for (const auto& el : *j.m_data.m_value.object)
+                {
+                    write_cbor(el.first);
+                    write_cbor(el.second);
+                }
+                break;
+            }
+
+            case value_t::discarded:
+            default:
+                break;
+        }
+    }
+
+    /*!
+    @param[in] j  JSON value to serialize
+    */
+    void write_msgpack(const BasicJsonType& j)
+    {
+        switch (j.type())
+        {
+            case value_t::null: // nil
+            {
+                oa->write_character(to_char_type(0xC0));
+                break;
+            }
+
+            case value_t::boolean: // true and false
+            {
+                oa->write_character(j.m_data.m_value.boolean
+                                    ? to_char_type(0xC3)
+                                    : to_char_type(0xC2));
+                break;
+            }
+
+            case value_t::number_integer:
+            {
+                if (j.m_data.m_value.number_integer >= 0)
+                {
+                    // MessagePack does not differentiate between positive
+                    // signed integers and unsigned integers. Therefore, we used
+                    // the code from the value_t::number_unsigned case here.
+                    if (j.m_data.m_value.number_unsigned < 128)
+                    {
+                        // positive fixnum
+                        write_number(static_cast<std::uint8_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint8_t>::max)())
+                    {
+                        // uint 8
+                        oa->write_character(to_char_type(0xCC));
+                        write_number(static_cast<std::uint8_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint16_t>::max)())
+                    {
+                        // uint 16
+                        oa->write_character(to_char_type(0xCD));
+                        write_number(static_cast<std::uint16_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint32_t>::max)())
+                    {
+                        // uint 32
+                        oa->write_character(to_char_type(0xCE));
+                        write_number(static_cast<std::uint32_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint64_t>::max)())
+                    {
+                        // uint 64
+                        oa->write_character(to_char_type(0xCF));
+                        write_number(static_cast<std::uint64_t>(j.m_data.m_value.number_integer));
+                    }
+                }
+                else
+                {
+                    if (j.m_data.m_value.number_integer >= -32)
+                    {
+                        // negative fixnum
+                        write_number(static_cast<std::int8_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_integer >= (std::numeric_limits<std::int8_t>::min)() &&
+                             j.m_data.m_value.number_integer <= (std::numeric_limits<std::int8_t>::max)())
+                    {
+                        // int 8
+                        oa->write_character(to_char_type(0xD0));
+                        write_number(static_cast<std::int8_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_integer >= (std::numeric_limits<std::int16_t>::min)() &&
+                             j.m_data.m_value.number_integer <= (std::numeric_limits<std::int16_t>::max)())
+                    {
+                        // int 16
+                        oa->write_character(to_char_type(0xD1));
+                        write_number(static_cast<std::int16_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_integer >= (std::numeric_limits<std::int32_t>::min)() &&
+                             j.m_data.m_value.number_integer <= (std::numeric_limits<std::int32_t>::max)())
+                    {
+                        // int 32
+                        oa->write_character(to_char_type(0xD2));
+                        write_number(static_cast<std::int32_t>(j.m_data.m_value.number_integer));
+                    }
+                    else if (j.m_data.m_value.number_integer >= (std::numeric_limits<std::int64_t>::min)() &&
+                             j.m_data.m_value.number_integer <= (std::numeric_limits<std::int64_t>::max)())
+                    {
+                        // int 64
+                        oa->write_character(to_char_type(0xD3));
+                        write_number(static_cast<std::int64_t>(j.m_data.m_value.number_integer));
+                    }
+                }
+                break;
+            }
+
+            case value_t::number_unsigned:
+            {
+                if (j.m_data.m_value.number_unsigned < 128)
+                {
+                    // positive fixnum
+                    write_number(static_cast<std::uint8_t>(j.m_data.m_value.number_integer));
+                }
+                else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint8_t>::max)())
+                {
+                    // uint 8
+                    oa->write_character(to_char_type(0xCC));
+                    write_number(static_cast<std::uint8_t>(j.m_data.m_value.number_integer));
+                }
+                else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    // uint 16
+                    oa->write_character(to_char_type(0xCD));
+                    write_number(static_cast<std::uint16_t>(j.m_data.m_value.number_integer));
+                }
+                else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    // uint 32
+                    oa->write_character(to_char_type(0xCE));
+                    write_number(static_cast<std::uint32_t>(j.m_data.m_value.number_integer));
+                }
+                else if (j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint64_t>::max)())
+                {
+                    // uint 64
+                    oa->write_character(to_char_type(0xCF));
+                    write_number(static_cast<std::uint64_t>(j.m_data.m_value.number_integer));
+                }
+                break;
+            }
+
+            case value_t::number_float:
+            {
+                write_compact_float(j.m_data.m_value.number_float, detail::input_format_t::msgpack);
+                break;
+            }
+
+            case value_t::string:
+            {
+                // step 1: write control byte and the string length
+                const auto N = j.m_data.m_value.string->size();
+                if (N <= 31)
+                {
+                    // fixstr
+                    write_number(static_cast<std::uint8_t>(0xA0 | N));
+                }
+                else if (N <= (std::numeric_limits<std::uint8_t>::max)())
+                {
+                    // str 8
+                    oa->write_character(to_char_type(0xD9));
+                    write_number(static_cast<std::uint8_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    // str 16
+                    oa->write_character(to_char_type(0xDA));
+                    write_number(static_cast<std::uint16_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    // str 32
+                    oa->write_character(to_char_type(0xDB));
+                    write_number(static_cast<std::uint32_t>(N));
+                }
+
+                // step 2: write the string
+                oa->write_characters(
+                    reinterpret_cast<const CharType*>(j.m_data.m_value.string->c_str()),
+                    j.m_data.m_value.string->size());
+                break;
+            }
+
+            case value_t::array:
+            {
+                // step 1: write control byte and the array size
+                const auto N = j.m_data.m_value.array->size();
+                if (N <= 15)
+                {
+                    // fixarray
+                    write_number(static_cast<std::uint8_t>(0x90 | N));
+                }
+                else if (N <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    // array 16
+                    oa->write_character(to_char_type(0xDC));
+                    write_number(static_cast<std::uint16_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    // array 32
+                    oa->write_character(to_char_type(0xDD));
+                    write_number(static_cast<std::uint32_t>(N));
+                }
+
+                // step 2: write each element
+                for (const auto& el : *j.m_data.m_value.array)
+                {
+                    write_msgpack(el);
+                }
+                break;
+            }
+
+            case value_t::binary:
+            {
+                // step 0: determine if the binary type has a set subtype to
+                // determine whether or not to use the ext or fixext types
+                const bool use_ext = j.m_data.m_value.binary->has_subtype();
+
+                // step 1: write control byte and the byte string length
+                const auto N = j.m_data.m_value.binary->size();
+                if (N <= (std::numeric_limits<std::uint8_t>::max)())
+                {
+                    std::uint8_t output_type{};
+                    bool fixed = true;
+                    if (use_ext)
+                    {
+                        switch (N)
+                        {
+                            case 1:
+                                output_type = 0xD4; // fixext 1
+                                break;
+                            case 2:
+                                output_type = 0xD5; // fixext 2
+                                break;
+                            case 4:
+                                output_type = 0xD6; // fixext 4
+                                break;
+                            case 8:
+                                output_type = 0xD7; // fixext 8
+                                break;
+                            case 16:
+                                output_type = 0xD8; // fixext 16
+                                break;
+                            default:
+                                output_type = 0xC7; // ext 8
+                                fixed = false;
+                                break;
+                        }
+
+                    }
+                    else
+                    {
+                        output_type = 0xC4; // bin 8
+                        fixed = false;
+                    }
+
+                    oa->write_character(to_char_type(output_type));
+                    if (!fixed)
+                    {
+                        write_number(static_cast<std::uint8_t>(N));
+                    }
+                }
+                else if (N <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    const std::uint8_t output_type = use_ext
+                                                     ? 0xC8 // ext 16
+                                                     : 0xC5; // bin 16
+
+                    oa->write_character(to_char_type(output_type));
+                    write_number(static_cast<std::uint16_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    const std::uint8_t output_type = use_ext
+                                                     ? 0xC9 // ext 32
+                                                     : 0xC6; // bin 32
+
+                    oa->write_character(to_char_type(output_type));
+                    write_number(static_cast<std::uint32_t>(N));
+                }
+
+                // step 1.5: if this is an ext type, write the subtype
+                if (use_ext)
+                {
+                    write_number(static_cast<std::int8_t>(j.m_data.m_value.binary->subtype()));
+                }
+
+                // step 2: write the byte string
+                oa->write_characters(
+                    reinterpret_cast<const CharType*>(j.m_data.m_value.binary->data()),
+                    N);
+
+                break;
+            }
+
+            case value_t::object:
+            {
+                // step 1: write control byte and the object size
+                const auto N = j.m_data.m_value.object->size();
+                if (N <= 15)
+                {
+                    // fixmap
+                    write_number(static_cast<std::uint8_t>(0x80 | (N & 0xF)));
+                }
+                else if (N <= (std::numeric_limits<std::uint16_t>::max)())
+                {
+                    // map 16
+                    oa->write_character(to_char_type(0xDE));
+                    write_number(static_cast<std::uint16_t>(N));
+                }
+                else if (N <= (std::numeric_limits<std::uint32_t>::max)())
+                {
+                    // map 32
+                    oa->write_character(to_char_type(0xDF));
+                    write_number(static_cast<std::uint32_t>(N));
+                }
+
+                // step 2: write each element
+                for (const auto& el : *j.m_data.m_value.object)
+                {
+                    write_msgpack(el.first);
+                    write_msgpack(el.second);
+                }
+                break;
+            }
+
+            case value_t::discarded:
+            default:
+                break;
+        }
+    }
+
+    /*!
+    @param[in] j  JSON value to serialize
+    @param[in] use_count   whether to use '#' prefixes (optimized format)
+    @param[in] use_type    whether to use '$' prefixes (optimized format)
+    @param[in] add_prefix  whether prefixes need to be used for this value
+    @param[in] use_bjdata  whether write in BJData format, default is false
+    */
+    void write_ubjson(const BasicJsonType& j, const bool use_count,
+                      const bool use_type, const bool add_prefix = true,
+                      const bool use_bjdata = false)
+    {
+        switch (j.type())
+        {
+            case value_t::null:
+            {
+                if (add_prefix)
+                {
+                    oa->write_character(to_char_type('Z'));
+                }
+                break;
+            }
+
+            case value_t::boolean:
+            {
+                if (add_prefix)
+                {
+                    oa->write_character(j.m_data.m_value.boolean
+                                        ? to_char_type('T')
+                                        : to_char_type('F'));
+                }
+                break;
+            }
+
+            case value_t::number_integer:
+            {
+                write_number_with_ubjson_prefix(j.m_data.m_value.number_integer, add_prefix, use_bjdata);
+                break;
+            }
+
+            case value_t::number_unsigned:
+            {
+                write_number_with_ubjson_prefix(j.m_data.m_value.number_unsigned, add_prefix, use_bjdata);
+                break;
+            }
+
+            case value_t::number_float:
+            {
+                write_number_with_ubjson_prefix(j.m_data.m_value.number_float, add_prefix, use_bjdata);
+                break;
+            }
+
+            case value_t::string:
+            {
+                if (add_prefix)
+                {
+                    oa->write_character(to_char_type('S'));
+                }
+                write_number_with_ubjson_prefix(j.m_data.m_value.string->size(), true, use_bjdata);
+                oa->write_characters(
+                    reinterpret_cast<const CharType*>(j.m_data.m_value.string->c_str()),
+                    j.m_data.m_value.string->size());
+                break;
+            }
+
+            case value_t::array:
+            {
+                if (add_prefix)
+                {
+                    oa->write_character(to_char_type('['));
+                }
+
+                bool prefix_required = true;
+                if (use_type && !j.m_data.m_value.array->empty())
+                {
+                    JSON_ASSERT(use_count);
+                    const CharType first_prefix = ubjson_prefix(j.front(), use_bjdata);
+                    const bool same_prefix = std::all_of(j.begin() + 1, j.end(),
+                                                         [this, first_prefix, use_bjdata](const BasicJsonType & v)
+                    {
+                        return ubjson_prefix(v, use_bjdata) == first_prefix;
+                    });
+
+                    std::vector<CharType> bjdx = {'[', '{', 'S', 'H', 'T', 'F', 'N', 'Z'}; // excluded markers in bjdata optimized type
+
+                    if (same_prefix && !(use_bjdata && std::find(bjdx.begin(), bjdx.end(), first_prefix) != bjdx.end()))
+                    {
+                        prefix_required = false;
+                        oa->write_character(to_char_type('$'));
+                        oa->write_character(first_prefix);
+                    }
+                }
+
+                if (use_count)
+                {
+                    oa->write_character(to_char_type('#'));
+                    write_number_with_ubjson_prefix(j.m_data.m_value.array->size(), true, use_bjdata);
+                }
+
+                for (const auto& el : *j.m_data.m_value.array)
+                {
+                    write_ubjson(el, use_count, use_type, prefix_required, use_bjdata);
+                }
+
+                if (!use_count)
+                {
+                    oa->write_character(to_char_type(']'));
+                }
+
+                break;
+            }
+
+            case value_t::binary:
+            {
+                if (add_prefix)
+                {
+                    oa->write_character(to_char_type('['));
+                }
+
+                if (use_type && !j.m_data.m_value.binary->empty())
+                {
+                    JSON_ASSERT(use_count);
+                    oa->write_character(to_char_type('$'));
+                    oa->write_character('U');
+                }
+
+                if (use_count)
+                {
+                    oa->write_character(to_char_type('#'));
+                    write_number_with_ubjson_prefix(j.m_data.m_value.binary->size(), true, use_bjdata);
+                }
+
+                if (use_type)
+                {
+                    oa->write_characters(
+                        reinterpret_cast<const CharType*>(j.m_data.m_value.binary->data()),
+                        j.m_data.m_value.binary->size());
+                }
+                else
+                {
+                    for (size_t i = 0; i < j.m_data.m_value.binary->size(); ++i)
+                    {
+                        oa->write_character(to_char_type('U'));
+                        oa->write_character(j.m_data.m_value.binary->data()[i]);
+                    }
+                }
+
+                if (!use_count)
+                {
+                    oa->write_character(to_char_type(']'));
+                }
+
+                break;
+            }
+
+            case value_t::object:
+            {
+                if (use_bjdata && j.m_data.m_value.object->size() == 3 && j.m_data.m_value.object->find("_ArrayType_") != j.m_data.m_value.object->end() && j.m_data.m_value.object->find("_ArraySize_") != j.m_data.m_value.object->end() && j.m_data.m_value.object->find("_ArrayData_") != j.m_data.m_value.object->end())
+                {
+                    if (!write_bjdata_ndarray(*j.m_data.m_value.object, use_count, use_type))  // decode bjdata ndarray in the JData format (https://github.com/NeuroJSON/jdata)
+                    {
+                        break;
+                    }
+                }
+
+                if (add_prefix)
+                {
+                    oa->write_character(to_char_type('{'));
+                }
+
+                bool prefix_required = true;
+                if (use_type && !j.m_data.m_value.object->empty())
+                {
+                    JSON_ASSERT(use_count);
+                    const CharType first_prefix = ubjson_prefix(j.front(), use_bjdata);
+                    const bool same_prefix = std::all_of(j.begin(), j.end(),
+                                                         [this, first_prefix, use_bjdata](const BasicJsonType & v)
+                    {
+                        return ubjson_prefix(v, use_bjdata) == first_prefix;
+                    });
+
+                    std::vector<CharType> bjdx = {'[', '{', 'S', 'H', 'T', 'F', 'N', 'Z'}; // excluded markers in bjdata optimized type
+
+                    if (same_prefix && !(use_bjdata && std::find(bjdx.begin(), bjdx.end(), first_prefix) != bjdx.end()))
+                    {
+                        prefix_required = false;
+                        oa->write_character(to_char_type('$'));
+                        oa->write_character(first_prefix);
+                    }
+                }
+
+                if (use_count)
+                {
+                    oa->write_character(to_char_type('#'));
+                    write_number_with_ubjson_prefix(j.m_data.m_value.object->size(), true, use_bjdata);
+                }
+
+                for (const auto& el : *j.m_data.m_value.object)
+                {
+                    write_number_with_ubjson_prefix(el.first.size(), true, use_bjdata);
+                    oa->write_characters(
+                        reinterpret_cast<const CharType*>(el.first.c_str()),
+                        el.first.size());
+                    write_ubjson(el.second, use_count, use_type, prefix_required, use_bjdata);
+                }
+
+                if (!use_count)
+                {
+                    oa->write_character(to_char_type('}'));
+                }
+
+                break;
+            }
+
+            case value_t::discarded:
+            default:
+                break;
+        }
+    }
+
+  private:
+    //////////
+    // BSON //
+    //////////
+
+    /*!
+    @return The size of a BSON document entry header, including the id marker
+            and the entry name size (and its null-terminator).
+    */
+    static std::size_t calc_bson_entry_header_size(const string_t& name, const BasicJsonType& j)
+    {
+        const auto it = name.find(static_cast<typename string_t::value_type>(0));
+        if (JSON_HEDLEY_UNLIKELY(it != BasicJsonType::string_t::npos))
+        {
+            JSON_THROW(out_of_range::create(409, concat("BSON key cannot contain code point U+0000 (at byte ", std::to_string(it), ")"), &j));
+            static_cast<void>(j);
+        }
+
+        return /*id*/ 1ul + name.size() + /*zero-terminator*/1u;
+    }
+
+    /*!
+    @brief Writes the given @a element_type and @a name to the output adapter
+    */
+    void write_bson_entry_header(const string_t& name,
+                                 const std::uint8_t element_type)
+    {
+        oa->write_character(to_char_type(element_type)); // boolean
+        oa->write_characters(
+            reinterpret_cast<const CharType*>(name.c_str()),
+            name.size() + 1u);
+    }
+
+    /*!
+    @brief Writes a BSON element with key @a name and boolean value @a value
+    */
+    void write_bson_boolean(const string_t& name,
+                            const bool value)
+    {
+        write_bson_entry_header(name, 0x08);
+        oa->write_character(value ? to_char_type(0x01) : to_char_type(0x00));
+    }
+
+    /*!
+    @brief Writes a BSON element with key @a name and double value @a value
+    */
+    void write_bson_double(const string_t& name,
+                           const double value)
+    {
+        write_bson_entry_header(name, 0x01);
+        write_number<double>(value, true);
+    }
+
+    /*!
+    @return The size of the BSON-encoded string in @a value
+    */
+    static std::size_t calc_bson_string_size(const string_t& value)
+    {
+        return sizeof(std::int32_t) + value.size() + 1ul;
+    }
+
+    /*!
+    @brief Writes a BSON element with key @a name and string value @a value
+    */
+    void write_bson_string(const string_t& name,
+                           const string_t& value)
+    {
+        write_bson_entry_header(name, 0x02);
+
+        write_number<std::int32_t>(static_cast<std::int32_t>(value.size() + 1ul), true);
+        oa->write_characters(
+            reinterpret_cast<const CharType*>(value.c_str()),
+            value.size() + 1);
+    }
+
+    /*!
+    @brief Writes a BSON element with key @a name and null value
+    */
+    void write_bson_null(const string_t& name)
+    {
+        write_bson_entry_header(name, 0x0A);
+    }
+
+    /*!
+    @return The size of the BSON-encoded integer @a value
+    */
+    static std::size_t calc_bson_integer_size(const std::int64_t value)
+    {
+        return (std::numeric_limits<std::int32_t>::min)() <= value && value <= (std::numeric_limits<std::int32_t>::max)()
+               ? sizeof(std::int32_t)
+               : sizeof(std::int64_t);
+    }
+
+    /*!
+    @brief Writes a BSON element with key @a name and integer @a value
+    */
+    void write_bson_integer(const string_t& name,
+                            const std::int64_t value)
+    {
+        if ((std::numeric_limits<std::int32_t>::min)() <= value && value <= (std::numeric_limits<std::int32_t>::max)())
+        {
+            write_bson_entry_header(name, 0x10); // int32
+            write_number<std::int32_t>(static_cast<std::int32_t>(value), true);
+        }
+        else
+        {
+            write_bson_entry_header(name, 0x12); // int64
+            write_number<std::int64_t>(static_cast<std::int64_t>(value), true);
+        }
+    }
+
+    /*!
+    @return The size of the BSON-encoded unsigned integer in @a j
+    */
+    static constexpr std::size_t calc_bson_unsigned_size(const std::uint64_t value) noexcept
+    {
+        return (value <= static_cast<std::uint64_t>((std::numeric_limits<std::int32_t>::max)()))
+               ? sizeof(std::int32_t)
+               : sizeof(std::int64_t);
+    }
+
+    /*!
+    @brief Writes a BSON element with key @a name and unsigned @a value
+    */
+    void write_bson_unsigned(const string_t& name,
+                             const BasicJsonType& j)
+    {
+        if (j.m_data.m_value.number_unsigned <= static_cast<std::uint64_t>((std::numeric_limits<std::int32_t>::max)()))
+        {
+            write_bson_entry_header(name, 0x10 /* int32 */);
+            write_number<std::int32_t>(static_cast<std::int32_t>(j.m_data.m_value.number_unsigned), true);
+        }
+        else if (j.m_data.m_value.number_unsigned <= static_cast<std::uint64_t>((std::numeric_limits<std::int64_t>::max)()))
+        {
+            write_bson_entry_header(name, 0x12 /* int64 */);
+            write_number<std::int64_t>(static_cast<std::int64_t>(j.m_data.m_value.number_unsigned), true);
+        }
+        else
+        {
+            JSON_THROW(out_of_range::create(407, concat("integer number ", std::to_string(j.m_data.m_value.number_unsigned), " cannot be represented by BSON as it does not fit int64"), &j));
+        }
+    }
+
+    /*!
+    @brief Writes a BSON element with key @a name and object @a value
+    */
+    void write_bson_object_entry(const string_t& name,
+                                 const typename BasicJsonType::object_t& value)
+    {
+        write_bson_entry_header(name, 0x03); // object
+        write_bson_object(value);
+    }
+
+    /*!
+    @return The size of the BSON-encoded array @a value
+    */
+    static std::size_t calc_bson_array_size(const typename BasicJsonType::array_t& value)
+    {
+        std::size_t array_index = 0ul;
+
+        const std::size_t embedded_document_size = std::accumulate(std::begin(value), std::end(value), static_cast<std::size_t>(0), [&array_index](std::size_t result, const typename BasicJsonType::array_t::value_type & el)
+        {
+            return result + calc_bson_element_size(std::to_string(array_index++), el);
+        });
+
+        return sizeof(std::int32_t) + embedded_document_size + 1ul;
+    }
+
+    /*!
+    @return The size of the BSON-encoded binary array @a value
+    */
+    static std::size_t calc_bson_binary_size(const typename BasicJsonType::binary_t& value)
+    {
+        return sizeof(std::int32_t) + value.size() + 1ul;
+    }
+
+    /*!
+    @brief Writes a BSON element with key @a name and array @a value
+    */
+    void write_bson_array(const string_t& name,
+                          const typename BasicJsonType::array_t& value)
+    {
+        write_bson_entry_header(name, 0x04); // array
+        write_number<std::int32_t>(static_cast<std::int32_t>(calc_bson_array_size(value)), true);
+
+        std::size_t array_index = 0ul;
+
+        for (const auto& el : value)
+        {
+            write_bson_element(std::to_string(array_index++), el);
+        }
+
+        oa->write_character(to_char_type(0x00));
+    }
+
+    /*!
+    @brief Writes a BSON element with key @a name and binary value @a value
+    */
+    void write_bson_binary(const string_t& name,
+                           const binary_t& value)
+    {
+        write_bson_entry_header(name, 0x05);
+
+        write_number<std::int32_t>(static_cast<std::int32_t>(value.size()), true);
+        write_number(value.has_subtype() ? static_cast<std::uint8_t>(value.subtype()) : static_cast<std::uint8_t>(0x00));
+
+        oa->write_characters(reinterpret_cast<const CharType*>(value.data()), value.size());
+    }
+
+    /*!
+    @brief Calculates the size necessary to serialize the JSON value @a j with its @a name
+    @return The calculated size for the BSON document entry for @a j with the given @a name.
+    */
+    static std::size_t calc_bson_element_size(const string_t& name,
+            const BasicJsonType& j)
+    {
+        const auto header_size = calc_bson_entry_header_size(name, j);
+        switch (j.type())
+        {
+            case value_t::object:
+                return header_size + calc_bson_object_size(*j.m_data.m_value.object);
+
+            case value_t::array:
+                return header_size + calc_bson_array_size(*j.m_data.m_value.array);
+
+            case value_t::binary:
+                return header_size + calc_bson_binary_size(*j.m_data.m_value.binary);
+
+            case value_t::boolean:
+                return header_size + 1ul;
+
+            case value_t::number_float:
+                return header_size + 8ul;
+
+            case value_t::number_integer:
+                return header_size + calc_bson_integer_size(j.m_data.m_value.number_integer);
+
+            case value_t::number_unsigned:
+                return header_size + calc_bson_unsigned_size(j.m_data.m_value.number_unsigned);
+
+            case value_t::string:
+                return header_size + calc_bson_string_size(*j.m_data.m_value.string);
+
+            case value_t::null:
+                return header_size + 0ul;
+
+            // LCOV_EXCL_START
+            case value_t::discarded:
+            default:
+                JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert)
+                return 0ul;
+                // LCOV_EXCL_STOP
+        }
+    }
+
+    /*!
+    @brief Serializes the JSON value @a j to BSON and associates it with the
+           key @a name.
+    @param name The name to associate with the JSON entity @a j within the
+                current BSON document
+    */
+    void write_bson_element(const string_t& name,
+                            const BasicJsonType& j)
+    {
+        switch (j.type())
+        {
+            case value_t::object:
+                return write_bson_object_entry(name, *j.m_data.m_value.object);
+
+            case value_t::array:
+                return write_bson_array(name, *j.m_data.m_value.array);
+
+            case value_t::binary:
+                return write_bson_binary(name, *j.m_data.m_value.binary);
+
+            case value_t::boolean:
+                return write_bson_boolean(name, j.m_data.m_value.boolean);
+
+            case value_t::number_float:
+                return write_bson_double(name, j.m_data.m_value.number_float);
+
+            case value_t::number_integer:
+                return write_bson_integer(name, j.m_data.m_value.number_integer);
+
+            case value_t::number_unsigned:
+                return write_bson_unsigned(name, j);
+
+            case value_t::string:
+                return write_bson_string(name, *j.m_data.m_value.string);
+
+            case value_t::null:
+                return write_bson_null(name);
+
+            // LCOV_EXCL_START
+            case value_t::discarded:
+            default:
+                JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert)
+                return;
+                // LCOV_EXCL_STOP
+        }
+    }
+
+    /*!
+    @brief Calculates the size of the BSON serialization of the given
+           JSON-object @a j.
+    @param[in] value  JSON value to serialize
+    @pre       value.type() == value_t::object
+    */
+    static std::size_t calc_bson_object_size(const typename BasicJsonType::object_t& value)
+    {
+        const std::size_t document_size = std::accumulate(value.begin(), value.end(), static_cast<std::size_t>(0),
+                                          [](size_t result, const typename BasicJsonType::object_t::value_type & el)
+        {
+            return result += calc_bson_element_size(el.first, el.second);
+        });
+
+        return sizeof(std::int32_t) + document_size + 1ul;
+    }
+
+    /*!
+    @param[in] value  JSON value to serialize
+    @pre       value.type() == value_t::object
+    */
+    void write_bson_object(const typename BasicJsonType::object_t& value)
+    {
+        write_number<std::int32_t>(static_cast<std::int32_t>(calc_bson_object_size(value)), true);
+
+        for (const auto& el : value)
+        {
+            write_bson_element(el.first, el.second);
+        }
+
+        oa->write_character(to_char_type(0x00));
+    }
+
+    //////////
+    // CBOR //
+    //////////
+
+    static constexpr CharType get_cbor_float_prefix(float /*unused*/)
+    {
+        return to_char_type(0xFA);  // Single-Precision Float
+    }
+
+    static constexpr CharType get_cbor_float_prefix(double /*unused*/)
+    {
+        return to_char_type(0xFB);  // Double-Precision Float
+    }
+
+    /////////////
+    // MsgPack //
+    /////////////
+
+    static constexpr CharType get_msgpack_float_prefix(float /*unused*/)
+    {
+        return to_char_type(0xCA);  // float 32
+    }
+
+    static constexpr CharType get_msgpack_float_prefix(double /*unused*/)
+    {
+        return to_char_type(0xCB);  // float 64
+    }
+
+    ////////////
+    // UBJSON //
+    ////////////
+
+    // UBJSON: write number (floating point)
+    template<typename NumberType, typename std::enable_if<
+                 std::is_floating_point<NumberType>::value, int>::type = 0>
+    void write_number_with_ubjson_prefix(const NumberType n,
+                                         const bool add_prefix,
+                                         const bool use_bjdata)
+    {
+        if (add_prefix)
+        {
+            oa->write_character(get_ubjson_float_prefix(n));
+        }
+        write_number(n, use_bjdata);
+    }
+
+    // UBJSON: write number (unsigned integer)
+    template<typename NumberType, typename std::enable_if<
+                 std::is_unsigned<NumberType>::value, int>::type = 0>
+    void write_number_with_ubjson_prefix(const NumberType n,
+                                         const bool add_prefix,
+                                         const bool use_bjdata)
+    {
+        if (n <= static_cast<std::uint64_t>((std::numeric_limits<std::int8_t>::max)()))
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('i'));  // int8
+            }
+            write_number(static_cast<std::uint8_t>(n), use_bjdata);
+        }
+        else if (n <= (std::numeric_limits<std::uint8_t>::max)())
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('U'));  // uint8
+            }
+            write_number(static_cast<std::uint8_t>(n), use_bjdata);
+        }
+        else if (n <= static_cast<std::uint64_t>((std::numeric_limits<std::int16_t>::max)()))
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('I'));  // int16
+            }
+            write_number(static_cast<std::int16_t>(n), use_bjdata);
+        }
+        else if (use_bjdata && n <= static_cast<uint64_t>((std::numeric_limits<uint16_t>::max)()))
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('u'));  // uint16 - bjdata only
+            }
+            write_number(static_cast<std::uint16_t>(n), use_bjdata);
+        }
+        else if (n <= static_cast<std::uint64_t>((std::numeric_limits<std::int32_t>::max)()))
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('l'));  // int32
+            }
+            write_number(static_cast<std::int32_t>(n), use_bjdata);
+        }
+        else if (use_bjdata && n <= static_cast<uint64_t>((std::numeric_limits<uint32_t>::max)()))
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('m'));  // uint32 - bjdata only
+            }
+            write_number(static_cast<std::uint32_t>(n), use_bjdata);
+        }
+        else if (n <= static_cast<std::uint64_t>((std::numeric_limits<std::int64_t>::max)()))
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('L'));  // int64
+            }
+            write_number(static_cast<std::int64_t>(n), use_bjdata);
+        }
+        else if (use_bjdata && n <= (std::numeric_limits<uint64_t>::max)())
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('M'));  // uint64 - bjdata only
+            }
+            write_number(static_cast<std::uint64_t>(n), use_bjdata);
+        }
+        else
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('H'));  // high-precision number
+            }
+
+            const auto number = BasicJsonType(n).dump();
+            write_number_with_ubjson_prefix(number.size(), true, use_bjdata);
+            for (std::size_t i = 0; i < number.size(); ++i)
+            {
+                oa->write_character(to_char_type(static_cast<std::uint8_t>(number[i])));
+            }
+        }
+    }
+
+    // UBJSON: write number (signed integer)
+    template < typename NumberType, typename std::enable_if <
+                   std::is_signed<NumberType>::value&&
+                   !std::is_floating_point<NumberType>::value, int >::type = 0 >
+    void write_number_with_ubjson_prefix(const NumberType n,
+                                         const bool add_prefix,
+                                         const bool use_bjdata)
+    {
+        if ((std::numeric_limits<std::int8_t>::min)() <= n && n <= (std::numeric_limits<std::int8_t>::max)())
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('i'));  // int8
+            }
+            write_number(static_cast<std::int8_t>(n), use_bjdata);
+        }
+        else if (static_cast<std::int64_t>((std::numeric_limits<std::uint8_t>::min)()) <= n && n <= static_cast<std::int64_t>((std::numeric_limits<std::uint8_t>::max)()))
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('U'));  // uint8
+            }
+            write_number(static_cast<std::uint8_t>(n), use_bjdata);
+        }
+        else if ((std::numeric_limits<std::int16_t>::min)() <= n && n <= (std::numeric_limits<std::int16_t>::max)())
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('I'));  // int16
+            }
+            write_number(static_cast<std::int16_t>(n), use_bjdata);
+        }
+        else if (use_bjdata && (static_cast<std::int64_t>((std::numeric_limits<std::uint16_t>::min)()) <= n && n <= static_cast<std::int64_t>((std::numeric_limits<std::uint16_t>::max)())))
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('u'));  // uint16 - bjdata only
+            }
+            write_number(static_cast<uint16_t>(n), use_bjdata);
+        }
+        else if ((std::numeric_limits<std::int32_t>::min)() <= n && n <= (std::numeric_limits<std::int32_t>::max)())
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('l'));  // int32
+            }
+            write_number(static_cast<std::int32_t>(n), use_bjdata);
+        }
+        else if (use_bjdata && (static_cast<std::int64_t>((std::numeric_limits<std::uint32_t>::min)()) <= n && n <= static_cast<std::int64_t>((std::numeric_limits<std::uint32_t>::max)())))
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('m'));  // uint32 - bjdata only
+            }
+            write_number(static_cast<uint32_t>(n), use_bjdata);
+        }
+        else if ((std::numeric_limits<std::int64_t>::min)() <= n && n <= (std::numeric_limits<std::int64_t>::max)())
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('L'));  // int64
+            }
+            write_number(static_cast<std::int64_t>(n), use_bjdata);
+        }
+        // LCOV_EXCL_START
+        else
+        {
+            if (add_prefix)
+            {
+                oa->write_character(to_char_type('H'));  // high-precision number
+            }
+
+            const auto number = BasicJsonType(n).dump();
+            write_number_with_ubjson_prefix(number.size(), true, use_bjdata);
+            for (std::size_t i = 0; i < number.size(); ++i)
+            {
+                oa->write_character(to_char_type(static_cast<std::uint8_t>(number[i])));
+            }
+        }
+        // LCOV_EXCL_STOP
+    }
+
+    /*!
+    @brief determine the type prefix of container values
+    */
+    CharType ubjson_prefix(const BasicJsonType& j, const bool use_bjdata) const noexcept
+    {
+        switch (j.type())
+        {
+            case value_t::null:
+                return 'Z';
+
+            case value_t::boolean:
+                return j.m_data.m_value.boolean ? 'T' : 'F';
+
+            case value_t::number_integer:
+            {
+                if ((std::numeric_limits<std::int8_t>::min)() <= j.m_data.m_value.number_integer && j.m_data.m_value.number_integer <= (std::numeric_limits<std::int8_t>::max)())
+                {
+                    return 'i';
+                }
+                if ((std::numeric_limits<std::uint8_t>::min)() <= j.m_data.m_value.number_integer && j.m_data.m_value.number_integer <= (std::numeric_limits<std::uint8_t>::max)())
+                {
+                    return 'U';
+                }
+                if ((std::numeric_limits<std::int16_t>::min)() <= j.m_data.m_value.number_integer && j.m_data.m_value.number_integer <= (std::numeric_limits<std::int16_t>::max)())
+                {
+                    return 'I';
+                }
+                if (use_bjdata && ((std::numeric_limits<std::uint16_t>::min)() <= j.m_data.m_value.number_integer && j.m_data.m_value.number_integer <= (std::numeric_limits<std::uint16_t>::max)()))
+                {
+                    return 'u';
+                }
+                if ((std::numeric_limits<std::int32_t>::min)() <= j.m_data.m_value.number_integer && j.m_data.m_value.number_integer <= (std::numeric_limits<std::int32_t>::max)())
+                {
+                    return 'l';
+                }
+                if (use_bjdata && ((std::numeric_limits<std::uint32_t>::min)() <= j.m_data.m_value.number_integer && j.m_data.m_value.number_integer <= (std::numeric_limits<std::uint32_t>::max)()))
+                {
+                    return 'm';
+                }
+                if ((std::numeric_limits<std::int64_t>::min)() <= j.m_data.m_value.number_integer && j.m_data.m_value.number_integer <= (std::numeric_limits<std::int64_t>::max)())
+                {
+                    return 'L';
+                }
+                // anything else is treated as high-precision number
+                return 'H'; // LCOV_EXCL_LINE
+            }
+
+            case value_t::number_unsigned:
+            {
+                if (j.m_data.m_value.number_unsigned <= static_cast<std::uint64_t>((std::numeric_limits<std::int8_t>::max)()))
+                {
+                    return 'i';
+                }
+                if (j.m_data.m_value.number_unsigned <= static_cast<std::uint64_t>((std::numeric_limits<std::uint8_t>::max)()))
+                {
+                    return 'U';
+                }
+                if (j.m_data.m_value.number_unsigned <= static_cast<std::uint64_t>((std::numeric_limits<std::int16_t>::max)()))
+                {
+                    return 'I';
+                }
+                if (use_bjdata && j.m_data.m_value.number_unsigned <= static_cast<std::uint64_t>((std::numeric_limits<std::uint16_t>::max)()))
+                {
+                    return 'u';
+                }
+                if (j.m_data.m_value.number_unsigned <= static_cast<std::uint64_t>((std::numeric_limits<std::int32_t>::max)()))
+                {
+                    return 'l';
+                }
+                if (use_bjdata && j.m_data.m_value.number_unsigned <= static_cast<std::uint64_t>((std::numeric_limits<std::uint32_t>::max)()))
+                {
+                    return 'm';
+                }
+                if (j.m_data.m_value.number_unsigned <= static_cast<std::uint64_t>((std::numeric_limits<std::int64_t>::max)()))
+                {
+                    return 'L';
+                }
+                if (use_bjdata && j.m_data.m_value.number_unsigned <= (std::numeric_limits<std::uint64_t>::max)())
+                {
+                    return 'M';
+                }
+                // anything else is treated as high-precision number
+                return 'H'; // LCOV_EXCL_LINE
+            }
+
+            case value_t::number_float:
+                return get_ubjson_float_prefix(j.m_data.m_value.number_float);
+
+            case value_t::string:
+                return 'S';
+
+            case value_t::array: // fallthrough
+            case value_t::binary:
+                return '[';
+
+            case value_t::object:
+                return '{';
+
+            case value_t::discarded:
+            default:  // discarded values
+                return 'N';
+        }
+    }
+
+    static constexpr CharType get_ubjson_float_prefix(float /*unused*/)
+    {
+        return 'd';  // float 32
+    }
+
+    static constexpr CharType get_ubjson_float_prefix(double /*unused*/)
+    {
+        return 'D';  // float 64
+    }
+
+    /*!
+    @return false if the object is successfully converted to a bjdata ndarray, true if the type or size is invalid
+    */
+    bool write_bjdata_ndarray(const typename BasicJsonType::object_t& value, const bool use_count, const bool use_type)
+    {
+        std::map<string_t, CharType> bjdtype = {{"uint8", 'U'},  {"int8", 'i'},  {"uint16", 'u'}, {"int16", 'I'},
+            {"uint32", 'm'}, {"int32", 'l'}, {"uint64", 'M'}, {"int64", 'L'}, {"single", 'd'}, {"double", 'D'}, {"char", 'C'}
+        };
+
+        string_t key = "_ArrayType_";
+        auto it = bjdtype.find(static_cast<string_t>(value.at(key)));
+        if (it == bjdtype.end())
+        {
+            return true;
+        }
+        CharType dtype = it->second;
+
+        key = "_ArraySize_";
+        std::size_t len = (value.at(key).empty() ? 0 : 1);
+        for (const auto& el : value.at(key))
+        {
+            len *= static_cast<std::size_t>(el.m_data.m_value.number_unsigned);
+        }
+
+        key = "_ArrayData_";
+        if (value.at(key).size() != len)
+        {
+            return true;
+        }
+
+        oa->write_character('[');
+        oa->write_character('$');
+        oa->write_character(dtype);
+        oa->write_character('#');
+
+        key = "_ArraySize_";
+        write_ubjson(value.at(key), use_count, use_type, true,  true);
+
+        key = "_ArrayData_";
+        if (dtype == 'U' || dtype == 'C')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<std::uint8_t>(el.m_data.m_value.number_unsigned), true);
+            }
+        }
+        else if (dtype == 'i')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<std::int8_t>(el.m_data.m_value.number_integer), true);
+            }
+        }
+        else if (dtype == 'u')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<std::uint16_t>(el.m_data.m_value.number_unsigned), true);
+            }
+        }
+        else if (dtype == 'I')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<std::int16_t>(el.m_data.m_value.number_integer), true);
+            }
+        }
+        else if (dtype == 'm')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<std::uint32_t>(el.m_data.m_value.number_unsigned), true);
+            }
+        }
+        else if (dtype == 'l')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<std::int32_t>(el.m_data.m_value.number_integer), true);
+            }
+        }
+        else if (dtype == 'M')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<std::uint64_t>(el.m_data.m_value.number_unsigned), true);
+            }
+        }
+        else if (dtype == 'L')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<std::int64_t>(el.m_data.m_value.number_integer), true);
+            }
+        }
+        else if (dtype == 'd')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<float>(el.m_data.m_value.number_float), true);
+            }
+        }
+        else if (dtype == 'D')
+        {
+            for (const auto& el : value.at(key))
+            {
+                write_number(static_cast<double>(el.m_data.m_value.number_float), true);
+            }
+        }
+        return false;
+    }
+
+    ///////////////////////
+    // Utility functions //
+    ///////////////////////
+
+    /*
+    @brief write a number to output input
+    @param[in] n number of type @a NumberType
+    @param[in] OutputIsLittleEndian Set to true if output data is
+                                 required to be little endian
+    @tparam NumberType the type of the number
+
+    @note This function needs to respect the system's endianness, because bytes
+          in CBOR, MessagePack, and UBJSON are stored in network order (big
+          endian) and therefore need reordering on little endian systems.
+          On the other hand, BSON and BJData use little endian and should reorder
+          on big endian systems.
+    */
+    template<typename NumberType>
+    void write_number(const NumberType n, const bool OutputIsLittleEndian = false)
+    {
+        // step 1: write number to array of length NumberType
+        std::array<CharType, sizeof(NumberType)> vec{};
+        std::memcpy(vec.data(), &n, sizeof(NumberType));
+
+        // step 2: write array to output (with possible reordering)
+        if (is_little_endian != OutputIsLittleEndian)
+        {
+            // reverse byte order prior to conversion if necessary
+            std::reverse(vec.begin(), vec.end());
+        }
+
+        oa->write_characters(vec.data(), sizeof(NumberType));
+    }
+
+    void write_compact_float(const number_float_t n, detail::input_format_t format)
+    {
+#ifdef __GNUC__
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wfloat-equal"
+#endif
+        if (static_cast<double>(n) >= static_cast<double>(std::numeric_limits<float>::lowest()) &&
+                static_cast<double>(n) <= static_cast<double>((std::numeric_limits<float>::max)()) &&
+                static_cast<double>(static_cast<float>(n)) == static_cast<double>(n))
+        {
+            oa->write_character(format == detail::input_format_t::cbor
+                                ? get_cbor_float_prefix(static_cast<float>(n))
+                                : get_msgpack_float_prefix(static_cast<float>(n)));
+            write_number(static_cast<float>(n));
+        }
+        else
+        {
+            oa->write_character(format == detail::input_format_t::cbor
+                                ? get_cbor_float_prefix(n)
+                                : get_msgpack_float_prefix(n));
+            write_number(n);
+        }
+#ifdef __GNUC__
+#pragma GCC diagnostic pop
+#endif
+    }
+
+  public:
+    // The following to_char_type functions are implement the conversion
+    // between uint8_t and CharType. In case CharType is not unsigned,
+    // such a conversion is required to allow values greater than 128.
+    // See <https://github.com/nlohmann/json/issues/1286> for a discussion.
+    template < typename C = CharType,
+               enable_if_t < std::is_signed<C>::value && std::is_signed<char>::value > * = nullptr >
+    static constexpr CharType to_char_type(std::uint8_t x) noexcept
+    {
+        return *reinterpret_cast<char*>(&x);
+    }
+
+    template < typename C = CharType,
+               enable_if_t < std::is_signed<C>::value && std::is_unsigned<char>::value > * = nullptr >
+    static CharType to_char_type(std::uint8_t x) noexcept
+    {
+        static_assert(sizeof(std::uint8_t) == sizeof(CharType), "size of CharType must be equal to std::uint8_t");
+        static_assert(std::is_trivial<CharType>::value, "CharType must be trivial");
+        CharType result;
+        std::memcpy(&result, &x, sizeof(x));
+        return result;
+    }
+
+    template<typename C = CharType,
+             enable_if_t<std::is_unsigned<C>::value>* = nullptr>
+    static constexpr CharType to_char_type(std::uint8_t x) noexcept
+    {
+        return x;
+    }
+
+    template < typename InputCharType, typename C = CharType,
+               enable_if_t <
+                   std::is_signed<C>::value &&
+                   std::is_signed<char>::value &&
+                   std::is_same<char, typename std::remove_cv<InputCharType>::type>::value
+                   > * = nullptr >
+    static constexpr CharType to_char_type(InputCharType x) noexcept
+    {
+        return x;
+    }
+
+  private:
+    /// whether we can assume little endianness
+    const bool is_little_endian = little_endianness();
+
+    /// the output
+    output_adapter_t<CharType> oa = nullptr;
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/output/output_adapters.hpp>
+
+// #include <nlohmann/detail/output/serializer.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2008-2009 Björn Hoehrmann <bjoern@hoehrmann.de>
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <algorithm> // reverse, remove, fill, find, none_of
+#include <array> // array
+#include <clocale> // localeconv, lconv
+#include <cmath> // labs, isfinite, isnan, signbit
+#include <cstddef> // size_t, ptrdiff_t
+#include <cstdint> // uint8_t
+#include <cstdio> // snprintf
+#include <limits> // numeric_limits
+#include <string> // string, char_traits
+#include <iomanip> // setfill, setw
+#include <type_traits> // is_same
+#include <utility> // move
+
+// #include <nlohmann/detail/conversions/to_chars.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2009 Florian Loitsch <https://florian.loitsch.com/>
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <array> // array
+#include <cmath>   // signbit, isfinite
+#include <cstdint> // intN_t, uintN_t
+#include <cstring> // memcpy, memmove
+#include <limits> // numeric_limits
+#include <type_traits> // conditional
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+/*!
+@brief implements the Grisu2 algorithm for binary to decimal floating-point
+conversion.
+
+This implementation is a slightly modified version of the reference
+implementation which may be obtained from
+http://florian.loitsch.com/publications (bench.tar.gz).
+
+The code is distributed under the MIT license, Copyright (c) 2009 Florian Loitsch.
+
+For a detailed description of the algorithm see:
+
+[1] Loitsch, "Printing Floating-Point Numbers Quickly and Accurately with
+    Integers", Proceedings of the ACM SIGPLAN 2010 Conference on Programming
+    Language Design and Implementation, PLDI 2010
+[2] Burger, Dybvig, "Printing Floating-Point Numbers Quickly and Accurately",
+    Proceedings of the ACM SIGPLAN 1996 Conference on Programming Language
+    Design and Implementation, PLDI 1996
+*/
+namespace dtoa_impl
+{
+
+template<typename Target, typename Source>
+Target reinterpret_bits(const Source source)
+{
+    static_assert(sizeof(Target) == sizeof(Source), "size mismatch");
+
+    Target target;
+    std::memcpy(&target, &source, sizeof(Source));
+    return target;
+}
+
+struct diyfp // f * 2^e
+{
+    static constexpr int kPrecision = 64; // = q
+
+    std::uint64_t f = 0;
+    int e = 0;
+
+    constexpr diyfp(std::uint64_t f_, int e_) noexcept : f(f_), e(e_) {}
+
+    /*!
+    @brief returns x - y
+    @pre x.e == y.e and x.f >= y.f
+    */
+    static diyfp sub(const diyfp& x, const diyfp& y) noexcept
+    {
+        JSON_ASSERT(x.e == y.e);
+        JSON_ASSERT(x.f >= y.f);
+
+        return {x.f - y.f, x.e};
+    }
+
+    /*!
+    @brief returns x * y
+    @note The result is rounded. (Only the upper q bits are returned.)
+    */
+    static diyfp mul(const diyfp& x, const diyfp& y) noexcept
+    {
+        static_assert(kPrecision == 64, "internal error");
+
+        // Computes:
+        //  f = round((x.f * y.f) / 2^q)
+        //  e = x.e + y.e + q
+
+        // Emulate the 64-bit * 64-bit multiplication:
+        //
+        // p = u * v
+        //   = (u_lo + 2^32 u_hi) (v_lo + 2^32 v_hi)
+        //   = (u_lo v_lo         ) + 2^32 ((u_lo v_hi         ) + (u_hi v_lo         )) + 2^64 (u_hi v_hi         )
+        //   = (p0                ) + 2^32 ((p1                ) + (p2                )) + 2^64 (p3                )
+        //   = (p0_lo + 2^32 p0_hi) + 2^32 ((p1_lo + 2^32 p1_hi) + (p2_lo + 2^32 p2_hi)) + 2^64 (p3                )
+        //   = (p0_lo             ) + 2^32 (p0_hi + p1_lo + p2_lo                      ) + 2^64 (p1_hi + p2_hi + p3)
+        //   = (p0_lo             ) + 2^32 (Q                                          ) + 2^64 (H                 )
+        //   = (p0_lo             ) + 2^32 (Q_lo + 2^32 Q_hi                           ) + 2^64 (H                 )
+        //
+        // (Since Q might be larger than 2^32 - 1)
+        //
+        //   = (p0_lo + 2^32 Q_lo) + 2^64 (Q_hi + H)
+        //
+        // (Q_hi + H does not overflow a 64-bit int)
+        //
+        //   = p_lo + 2^64 p_hi
+
+        const std::uint64_t u_lo = x.f & 0xFFFFFFFFu;
+        const std::uint64_t u_hi = x.f >> 32u;
+        const std::uint64_t v_lo = y.f & 0xFFFFFFFFu;
+        const std::uint64_t v_hi = y.f >> 32u;
+
+        const std::uint64_t p0 = u_lo * v_lo;
+        const std::uint64_t p1 = u_lo * v_hi;
+        const std::uint64_t p2 = u_hi * v_lo;
+        const std::uint64_t p3 = u_hi * v_hi;
+
+        const std::uint64_t p0_hi = p0 >> 32u;
+        const std::uint64_t p1_lo = p1 & 0xFFFFFFFFu;
+        const std::uint64_t p1_hi = p1 >> 32u;
+        const std::uint64_t p2_lo = p2 & 0xFFFFFFFFu;
+        const std::uint64_t p2_hi = p2 >> 32u;
+
+        std::uint64_t Q = p0_hi + p1_lo + p2_lo;
+
+        // The full product might now be computed as
+        //
+        // p_hi = p3 + p2_hi + p1_hi + (Q >> 32)
+        // p_lo = p0_lo + (Q << 32)
+        //
+        // But in this particular case here, the full p_lo is not required.
+        // Effectively we only need to add the highest bit in p_lo to p_hi (and
+        // Q_hi + 1 does not overflow).
+
+        Q += std::uint64_t{1} << (64u - 32u - 1u); // round, ties up
+
+        const std::uint64_t h = p3 + p2_hi + p1_hi + (Q >> 32u);
+
+        return {h, x.e + y.e + 64};
+    }
+
+    /*!
+    @brief normalize x such that the significand is >= 2^(q-1)
+    @pre x.f != 0
+    */
+    static diyfp normalize(diyfp x) noexcept
+    {
+        JSON_ASSERT(x.f != 0);
+
+        while ((x.f >> 63u) == 0)
+        {
+            x.f <<= 1u;
+            x.e--;
+        }
+
+        return x;
+    }
+
+    /*!
+    @brief normalize x such that the result has the exponent E
+    @pre e >= x.e and the upper e - x.e bits of x.f must be zero.
+    */
+    static diyfp normalize_to(const diyfp& x, const int target_exponent) noexcept
+    {
+        const int delta = x.e - target_exponent;
+
+        JSON_ASSERT(delta >= 0);
+        JSON_ASSERT(((x.f << delta) >> delta) == x.f);
+
+        return {x.f << delta, target_exponent};
+    }
+};
+
+struct boundaries
+{
+    diyfp w;
+    diyfp minus;
+    diyfp plus;
+};
+
+/*!
+Compute the (normalized) diyfp representing the input number 'value' and its
+boundaries.
+
+@pre value must be finite and positive
+*/
+template<typename FloatType>
+boundaries compute_boundaries(FloatType value)
+{
+    JSON_ASSERT(std::isfinite(value));
+    JSON_ASSERT(value > 0);
+
+    // Convert the IEEE representation into a diyfp.
+    //
+    // If v is denormal:
+    //      value = 0.F * 2^(1 - bias) = (          F) * 2^(1 - bias - (p-1))
+    // If v is normalized:
+    //      value = 1.F * 2^(E - bias) = (2^(p-1) + F) * 2^(E - bias - (p-1))
+
+    static_assert(std::numeric_limits<FloatType>::is_iec559,
+                  "internal error: dtoa_short requires an IEEE-754 floating-point implementation");
+
+    constexpr int      kPrecision = std::numeric_limits<FloatType>::digits; // = p (includes the hidden bit)
+    constexpr int      kBias      = std::numeric_limits<FloatType>::max_exponent - 1 + (kPrecision - 1);
+    constexpr int      kMinExp    = 1 - kBias;
+    constexpr std::uint64_t kHiddenBit = std::uint64_t{1} << (kPrecision - 1); // = 2^(p-1)
+
+    using bits_type = typename std::conditional<kPrecision == 24, std::uint32_t, std::uint64_t >::type;
+
+    const auto bits = static_cast<std::uint64_t>(reinterpret_bits<bits_type>(value));
+    const std::uint64_t E = bits >> (kPrecision - 1);
+    const std::uint64_t F = bits & (kHiddenBit - 1);
+
+    const bool is_denormal = E == 0;
+    const diyfp v = is_denormal
+                    ? diyfp(F, kMinExp)
+                    : diyfp(F + kHiddenBit, static_cast<int>(E) - kBias);
+
+    // Compute the boundaries m- and m+ of the floating-point value
+    // v = f * 2^e.
+    //
+    // Determine v- and v+, the floating-point predecessor and successor if v,
+    // respectively.
+    //
+    //      v- = v - 2^e        if f != 2^(p-1) or e == e_min                (A)
+    //         = v - 2^(e-1)    if f == 2^(p-1) and e > e_min                (B)
+    //
+    //      v+ = v + 2^e
+    //
+    // Let m- = (v- + v) / 2 and m+ = (v + v+) / 2. All real numbers _strictly_
+    // between m- and m+ round to v, regardless of how the input rounding
+    // algorithm breaks ties.
+    //
+    //      ---+-------------+-------------+-------------+-------------+---  (A)
+    //         v-            m-            v             m+            v+
+    //
+    //      -----------------+------+------+-------------+-------------+---  (B)
+    //                       v-     m-     v             m+            v+
+
+    const bool lower_boundary_is_closer = F == 0 && E > 1;
+    const diyfp m_plus = diyfp(2 * v.f + 1, v.e - 1);
+    const diyfp m_minus = lower_boundary_is_closer
+                          ? diyfp(4 * v.f - 1, v.e - 2)  // (B)
+                          : diyfp(2 * v.f - 1, v.e - 1); // (A)
+
+    // Determine the normalized w+ = m+.
+    const diyfp w_plus = diyfp::normalize(m_plus);
+
+    // Determine w- = m- such that e_(w-) = e_(w+).
+    const diyfp w_minus = diyfp::normalize_to(m_minus, w_plus.e);
+
+    return {diyfp::normalize(v), w_minus, w_plus};
+}
+
+// Given normalized diyfp w, Grisu needs to find a (normalized) cached
+// power-of-ten c, such that the exponent of the product c * w = f * 2^e lies
+// within a certain range [alpha, gamma] (Definition 3.2 from [1])
+//
+//      alpha <= e = e_c + e_w + q <= gamma
+//
+// or
+//
+//      f_c * f_w * 2^alpha <= f_c 2^(e_c) * f_w 2^(e_w) * 2^q
+//                          <= f_c * f_w * 2^gamma
+//
+// Since c and w are normalized, i.e. 2^(q-1) <= f < 2^q, this implies
+//
+//      2^(q-1) * 2^(q-1) * 2^alpha <= c * w * 2^q < 2^q * 2^q * 2^gamma
+//
+// or
+//
+//      2^(q - 2 + alpha) <= c * w < 2^(q + gamma)
+//
+// The choice of (alpha,gamma) determines the size of the table and the form of
+// the digit generation procedure. Using (alpha,gamma)=(-60,-32) works out well
+// in practice:
+//
+// The idea is to cut the number c * w = f * 2^e into two parts, which can be
+// processed independently: An integral part p1, and a fractional part p2:
+//
+//      f * 2^e = ( (f div 2^-e) * 2^-e + (f mod 2^-e) ) * 2^e
+//              = (f div 2^-e) + (f mod 2^-e) * 2^e
+//              = p1 + p2 * 2^e
+//
+// The conversion of p1 into decimal form requires a series of divisions and
+// modulos by (a power of) 10. These operations are faster for 32-bit than for
+// 64-bit integers, so p1 should ideally fit into a 32-bit integer. This can be
+// achieved by choosing
+//
+//      -e >= 32   or   e <= -32 := gamma
+//
+// In order to convert the fractional part
+//
+//      p2 * 2^e = p2 / 2^-e = d[-1] / 10^1 + d[-2] / 10^2 + ...
+//
+// into decimal form, the fraction is repeatedly multiplied by 10 and the digits
+// d[-i] are extracted in order:
+//
+//      (10 * p2) div 2^-e = d[-1]
+//      (10 * p2) mod 2^-e = d[-2] / 10^1 + ...
+//
+// The multiplication by 10 must not overflow. It is sufficient to choose
+//
+//      10 * p2 < 16 * p2 = 2^4 * p2 <= 2^64.
+//
+// Since p2 = f mod 2^-e < 2^-e,
+//
+//      -e <= 60   or   e >= -60 := alpha
+
+constexpr int kAlpha = -60;
+constexpr int kGamma = -32;
+
+struct cached_power // c = f * 2^e ~= 10^k
+{
+    std::uint64_t f;
+    int e;
+    int k;
+};
+
+/*!
+For a normalized diyfp w = f * 2^e, this function returns a (normalized) cached
+power-of-ten c = f_c * 2^e_c, such that the exponent of the product w * c
+satisfies (Definition 3.2 from [1])
+
+     alpha <= e_c + e + q <= gamma.
+*/
+inline cached_power get_cached_power_for_binary_exponent(int e)
+{
+    // Now
+    //
+    //      alpha <= e_c + e + q <= gamma                                    (1)
+    //      ==> f_c * 2^alpha <= c * 2^e * 2^q
+    //
+    // and since the c's are normalized, 2^(q-1) <= f_c,
+    //
+    //      ==> 2^(q - 1 + alpha) <= c * 2^(e + q)
+    //      ==> 2^(alpha - e - 1) <= c
+    //
+    // If c were an exact power of ten, i.e. c = 10^k, one may determine k as
+    //
+    //      k = ceil( log_10( 2^(alpha - e - 1) ) )
+    //        = ceil( (alpha - e - 1) * log_10(2) )
+    //
+    // From the paper:
+    // "In theory the result of the procedure could be wrong since c is rounded,
+    //  and the computation itself is approximated [...]. In practice, however,
+    //  this simple function is sufficient."
+    //
+    // For IEEE double precision floating-point numbers converted into
+    // normalized diyfp's w = f * 2^e, with q = 64,
+    //
+    //      e >= -1022      (min IEEE exponent)
+    //           -52        (p - 1)
+    //           -52        (p - 1, possibly normalize denormal IEEE numbers)
+    //           -11        (normalize the diyfp)
+    //         = -1137
+    //
+    // and
+    //
+    //      e <= +1023      (max IEEE exponent)
+    //           -52        (p - 1)
+    //           -11        (normalize the diyfp)
+    //         = 960
+    //
+    // This binary exponent range [-1137,960] results in a decimal exponent
+    // range [-307,324]. One does not need to store a cached power for each
+    // k in this range. For each such k it suffices to find a cached power
+    // such that the exponent of the product lies in [alpha,gamma].
+    // This implies that the difference of the decimal exponents of adjacent
+    // table entries must be less than or equal to
+    //
+    //      floor( (gamma - alpha) * log_10(2) ) = 8.
+    //
+    // (A smaller distance gamma-alpha would require a larger table.)
+
+    // NB:
+    // Actually this function returns c, such that -60 <= e_c + e + 64 <= -34.
+
+    constexpr int kCachedPowersMinDecExp = -300;
+    constexpr int kCachedPowersDecStep = 8;
+
+    static constexpr std::array<cached_power, 79> kCachedPowers =
+    {
+        {
+            { 0xAB70FE17C79AC6CA, -1060, -300 },
+            { 0xFF77B1FCBEBCDC4F, -1034, -292 },
+            { 0xBE5691EF416BD60C, -1007, -284 },
+            { 0x8DD01FAD907FFC3C,  -980, -276 },
+            { 0xD3515C2831559A83,  -954, -268 },
+            { 0x9D71AC8FADA6C9B5,  -927, -260 },
+            { 0xEA9C227723EE8BCB,  -901, -252 },
+            { 0xAECC49914078536D,  -874, -244 },
+            { 0x823C12795DB6CE57,  -847, -236 },
+            { 0xC21094364DFB5637,  -821, -228 },
+            { 0x9096EA6F3848984F,  -794, -220 },
+            { 0xD77485CB25823AC7,  -768, -212 },
+            { 0xA086CFCD97BF97F4,  -741, -204 },
+            { 0xEF340A98172AACE5,  -715, -196 },
+            { 0xB23867FB2A35B28E,  -688, -188 },
+            { 0x84C8D4DFD2C63F3B,  -661, -180 },
+            { 0xC5DD44271AD3CDBA,  -635, -172 },
+            { 0x936B9FCEBB25C996,  -608, -164 },
+            { 0xDBAC6C247D62A584,  -582, -156 },
+            { 0xA3AB66580D5FDAF6,  -555, -148 },
+            { 0xF3E2F893DEC3F126,  -529, -140 },
+            { 0xB5B5ADA8AAFF80B8,  -502, -132 },
+            { 0x87625F056C7C4A8B,  -475, -124 },
+            { 0xC9BCFF6034C13053,  -449, -116 },
+            { 0x964E858C91BA2655,  -422, -108 },
+            { 0xDFF9772470297EBD,  -396, -100 },
+            { 0xA6DFBD9FB8E5B88F,  -369,  -92 },
+            { 0xF8A95FCF88747D94,  -343,  -84 },
+            { 0xB94470938FA89BCF,  -316,  -76 },
+            { 0x8A08F0F8BF0F156B,  -289,  -68 },
+            { 0xCDB02555653131B6,  -263,  -60 },
+            { 0x993FE2C6D07B7FAC,  -236,  -52 },
+            { 0xE45C10C42A2B3B06,  -210,  -44 },
+            { 0xAA242499697392D3,  -183,  -36 },
+            { 0xFD87B5F28300CA0E,  -157,  -28 },
+            { 0xBCE5086492111AEB,  -130,  -20 },
+            { 0x8CBCCC096F5088CC,  -103,  -12 },
+            { 0xD1B71758E219652C,   -77,   -4 },
+            { 0x9C40000000000000,   -50,    4 },
+            { 0xE8D4A51000000000,   -24,   12 },
+            { 0xAD78EBC5AC620000,     3,   20 },
+            { 0x813F3978F8940984,    30,   28 },
+            { 0xC097CE7BC90715B3,    56,   36 },
+            { 0x8F7E32CE7BEA5C70,    83,   44 },
+            { 0xD5D238A4ABE98068,   109,   52 },
+            { 0x9F4F2726179A2245,   136,   60 },
+            { 0xED63A231D4C4FB27,   162,   68 },
+            { 0xB0DE65388CC8ADA8,   189,   76 },
+            { 0x83C7088E1AAB65DB,   216,   84 },
+            { 0xC45D1DF942711D9A,   242,   92 },
+            { 0x924D692CA61BE758,   269,  100 },
+            { 0xDA01EE641A708DEA,   295,  108 },
+            { 0xA26DA3999AEF774A,   322,  116 },
+            { 0xF209787BB47D6B85,   348,  124 },
+            { 0xB454E4A179DD1877,   375,  132 },
+            { 0x865B86925B9BC5C2,   402,  140 },
+            { 0xC83553C5C8965D3D,   428,  148 },
+            { 0x952AB45CFA97A0B3,   455,  156 },
+            { 0xDE469FBD99A05FE3,   481,  164 },
+            { 0xA59BC234DB398C25,   508,  172 },
+            { 0xF6C69A72A3989F5C,   534,  180 },
+            { 0xB7DCBF5354E9BECE,   561,  188 },
+            { 0x88FCF317F22241E2,   588,  196 },
+            { 0xCC20CE9BD35C78A5,   614,  204 },
+            { 0x98165AF37B2153DF,   641,  212 },
+            { 0xE2A0B5DC971F303A,   667,  220 },
+            { 0xA8D9D1535CE3B396,   694,  228 },
+            { 0xFB9B7CD9A4A7443C,   720,  236 },
+            { 0xBB764C4CA7A44410,   747,  244 },
+            { 0x8BAB8EEFB6409C1A,   774,  252 },
+            { 0xD01FEF10A657842C,   800,  260 },
+            { 0x9B10A4E5E9913129,   827,  268 },
+            { 0xE7109BFBA19C0C9D,   853,  276 },
+            { 0xAC2820D9623BF429,   880,  284 },
+            { 0x80444B5E7AA7CF85,   907,  292 },
+            { 0xBF21E44003ACDD2D,   933,  300 },
+            { 0x8E679C2F5E44FF8F,   960,  308 },
+            { 0xD433179D9C8CB841,   986,  316 },
+            { 0x9E19DB92B4E31BA9,  1013,  324 },
+        }
+    };
+
+    // This computation gives exactly the same results for k as
+    //      k = ceil((kAlpha - e - 1) * 0.30102999566398114)
+    // for |e| <= 1500, but doesn't require floating-point operations.
+    // NB: log_10(2) ~= 78913 / 2^18
+    JSON_ASSERT(e >= -1500);
+    JSON_ASSERT(e <=  1500);
+    const int f = kAlpha - e - 1;
+    const int k = (f * 78913) / (1 << 18) + static_cast<int>(f > 0);
+
+    const int index = (-kCachedPowersMinDecExp + k + (kCachedPowersDecStep - 1)) / kCachedPowersDecStep;
+    JSON_ASSERT(index >= 0);
+    JSON_ASSERT(static_cast<std::size_t>(index) < kCachedPowers.size());
+
+    const cached_power cached = kCachedPowers[static_cast<std::size_t>(index)];
+    JSON_ASSERT(kAlpha <= cached.e + e + 64);
+    JSON_ASSERT(kGamma >= cached.e + e + 64);
+
+    return cached;
+}
+
+/*!
+For n != 0, returns k, such that pow10 := 10^(k-1) <= n < 10^k.
+For n == 0, returns 1 and sets pow10 := 1.
+*/
+inline int find_largest_pow10(const std::uint32_t n, std::uint32_t& pow10)
+{
+    // LCOV_EXCL_START
+    if (n >= 1000000000)
+    {
+        pow10 = 1000000000;
+        return 10;
+    }
+    // LCOV_EXCL_STOP
+    if (n >= 100000000)
+    {
+        pow10 = 100000000;
+        return  9;
+    }
+    if (n >= 10000000)
+    {
+        pow10 = 10000000;
+        return  8;
+    }
+    if (n >= 1000000)
+    {
+        pow10 = 1000000;
+        return  7;
+    }
+    if (n >= 100000)
+    {
+        pow10 = 100000;
+        return  6;
+    }
+    if (n >= 10000)
+    {
+        pow10 = 10000;
+        return  5;
+    }
+    if (n >= 1000)
+    {
+        pow10 = 1000;
+        return  4;
+    }
+    if (n >= 100)
+    {
+        pow10 = 100;
+        return  3;
+    }
+    if (n >= 10)
+    {
+        pow10 = 10;
+        return  2;
+    }
+
+    pow10 = 1;
+    return 1;
+}
+
+inline void grisu2_round(char* buf, int len, std::uint64_t dist, std::uint64_t delta,
+                         std::uint64_t rest, std::uint64_t ten_k)
+{
+    JSON_ASSERT(len >= 1);
+    JSON_ASSERT(dist <= delta);
+    JSON_ASSERT(rest <= delta);
+    JSON_ASSERT(ten_k > 0);
+
+    //               <--------------------------- delta ---->
+    //                                  <---- dist --------->
+    // --------------[------------------+-------------------]--------------
+    //               M-                 w                   M+
+    //
+    //                                  ten_k
+    //                                <------>
+    //                                       <---- rest ---->
+    // --------------[------------------+----+--------------]--------------
+    //                                  w    V
+    //                                       = buf * 10^k
+    //
+    // ten_k represents a unit-in-the-last-place in the decimal representation
+    // stored in buf.
+    // Decrement buf by ten_k while this takes buf closer to w.
+
+    // The tests are written in this order to avoid overflow in unsigned
+    // integer arithmetic.
+
+    while (rest < dist
+            && delta - rest >= ten_k
+            && (rest + ten_k < dist || dist - rest > rest + ten_k - dist))
+    {
+        JSON_ASSERT(buf[len - 1] != '0');
+        buf[len - 1]--;
+        rest += ten_k;
+    }
+}
+
+/*!
+Generates V = buffer * 10^decimal_exponent, such that M- <= V <= M+.
+M- and M+ must be normalized and share the same exponent -60 <= e <= -32.
+*/
+inline void grisu2_digit_gen(char* buffer, int& length, int& decimal_exponent,
+                             diyfp M_minus, diyfp w, diyfp M_plus)
+{
+    static_assert(kAlpha >= -60, "internal error");
+    static_assert(kGamma <= -32, "internal error");
+
+    // Generates the digits (and the exponent) of a decimal floating-point
+    // number V = buffer * 10^decimal_exponent in the range [M-, M+]. The diyfp's
+    // w, M- and M+ share the same exponent e, which satisfies alpha <= e <= gamma.
+    //
+    //               <--------------------------- delta ---->
+    //                                  <---- dist --------->
+    // --------------[------------------+-------------------]--------------
+    //               M-                 w                   M+
+    //
+    // Grisu2 generates the digits of M+ from left to right and stops as soon as
+    // V is in [M-,M+].
+
+    JSON_ASSERT(M_plus.e >= kAlpha);
+    JSON_ASSERT(M_plus.e <= kGamma);
+
+    std::uint64_t delta = diyfp::sub(M_plus, M_minus).f; // (significand of (M+ - M-), implicit exponent is e)
+    std::uint64_t dist  = diyfp::sub(M_plus, w      ).f; // (significand of (M+ - w ), implicit exponent is e)
+
+    // Split M+ = f * 2^e into two parts p1 and p2 (note: e < 0):
+    //
+    //      M+ = f * 2^e
+    //         = ((f div 2^-e) * 2^-e + (f mod 2^-e)) * 2^e
+    //         = ((p1        ) * 2^-e + (p2        )) * 2^e
+    //         = p1 + p2 * 2^e
+
+    const diyfp one(std::uint64_t{1} << -M_plus.e, M_plus.e);
+
+    auto p1 = static_cast<std::uint32_t>(M_plus.f >> -one.e); // p1 = f div 2^-e (Since -e >= 32, p1 fits into a 32-bit int.)
+    std::uint64_t p2 = M_plus.f & (one.f - 1);                    // p2 = f mod 2^-e
+
+    // 1)
+    //
+    // Generate the digits of the integral part p1 = d[n-1]...d[1]d[0]
+
+    JSON_ASSERT(p1 > 0);
+
+    std::uint32_t pow10{};
+    const int k = find_largest_pow10(p1, pow10);
+
+    //      10^(k-1) <= p1 < 10^k, pow10 = 10^(k-1)
+    //
+    //      p1 = (p1 div 10^(k-1)) * 10^(k-1) + (p1 mod 10^(k-1))
+    //         = (d[k-1]         ) * 10^(k-1) + (p1 mod 10^(k-1))
+    //
+    //      M+ = p1                                             + p2 * 2^e
+    //         = d[k-1] * 10^(k-1) + (p1 mod 10^(k-1))          + p2 * 2^e
+    //         = d[k-1] * 10^(k-1) + ((p1 mod 10^(k-1)) * 2^-e + p2) * 2^e
+    //         = d[k-1] * 10^(k-1) + (                         rest) * 2^e
+    //
+    // Now generate the digits d[n] of p1 from left to right (n = k-1,...,0)
+    //
+    //      p1 = d[k-1]...d[n] * 10^n + d[n-1]...d[0]
+    //
+    // but stop as soon as
+    //
+    //      rest * 2^e = (d[n-1]...d[0] * 2^-e + p2) * 2^e <= delta * 2^e
+
+    int n = k;
+    while (n > 0)
+    {
+        // Invariants:
+        //      M+ = buffer * 10^n + (p1 + p2 * 2^e)    (buffer = 0 for n = k)
+        //      pow10 = 10^(n-1) <= p1 < 10^n
+        //
+        const std::uint32_t d = p1 / pow10;  // d = p1 div 10^(n-1)
+        const std::uint32_t r = p1 % pow10;  // r = p1 mod 10^(n-1)
+        //
+        //      M+ = buffer * 10^n + (d * 10^(n-1) + r) + p2 * 2^e
+        //         = (buffer * 10 + d) * 10^(n-1) + (r + p2 * 2^e)
+        //
+        JSON_ASSERT(d <= 9);
+        buffer[length++] = static_cast<char>('0' + d); // buffer := buffer * 10 + d
+        //
+        //      M+ = buffer * 10^(n-1) + (r + p2 * 2^e)
+        //
+        p1 = r;
+        n--;
+        //
+        //      M+ = buffer * 10^n + (p1 + p2 * 2^e)
+        //      pow10 = 10^n
+        //
+
+        // Now check if enough digits have been generated.
+        // Compute
+        //
+        //      p1 + p2 * 2^e = (p1 * 2^-e + p2) * 2^e = rest * 2^e
+        //
+        // Note:
+        // Since rest and delta share the same exponent e, it suffices to
+        // compare the significands.
+        const std::uint64_t rest = (std::uint64_t{p1} << -one.e) + p2;
+        if (rest <= delta)
+        {
+            // V = buffer * 10^n, with M- <= V <= M+.
+
+            decimal_exponent += n;
+
+            // We may now just stop. But instead look if the buffer could be
+            // decremented to bring V closer to w.
+            //
+            // pow10 = 10^n is now 1 ulp in the decimal representation V.
+            // The rounding procedure works with diyfp's with an implicit
+            // exponent of e.
+            //
+            //      10^n = (10^n * 2^-e) * 2^e = ulp * 2^e
+            //
+            const std::uint64_t ten_n = std::uint64_t{pow10} << -one.e;
+            grisu2_round(buffer, length, dist, delta, rest, ten_n);
+
+            return;
+        }
+
+        pow10 /= 10;
+        //
+        //      pow10 = 10^(n-1) <= p1 < 10^n
+        // Invariants restored.
+    }
+
+    // 2)
+    //
+    // The digits of the integral part have been generated:
+    //
+    //      M+ = d[k-1]...d[1]d[0] + p2 * 2^e
+    //         = buffer            + p2 * 2^e
+    //
+    // Now generate the digits of the fractional part p2 * 2^e.
+    //
+    // Note:
+    // No decimal point is generated: the exponent is adjusted instead.
+    //
+    // p2 actually represents the fraction
+    //
+    //      p2 * 2^e
+    //          = p2 / 2^-e
+    //          = d[-1] / 10^1 + d[-2] / 10^2 + ...
+    //
+    // Now generate the digits d[-m] of p1 from left to right (m = 1,2,...)
+    //
+    //      p2 * 2^e = d[-1]d[-2]...d[-m] * 10^-m
+    //                      + 10^-m * (d[-m-1] / 10^1 + d[-m-2] / 10^2 + ...)
+    //
+    // using
+    //
+    //      10^m * p2 = ((10^m * p2) div 2^-e) * 2^-e + ((10^m * p2) mod 2^-e)
+    //                = (                   d) * 2^-e + (                   r)
+    //
+    // or
+    //      10^m * p2 * 2^e = d + r * 2^e
+    //
+    // i.e.
+    //
+    //      M+ = buffer + p2 * 2^e
+    //         = buffer + 10^-m * (d + r * 2^e)
+    //         = (buffer * 10^m + d) * 10^-m + 10^-m * r * 2^e
+    //
+    // and stop as soon as 10^-m * r * 2^e <= delta * 2^e
+
+    JSON_ASSERT(p2 > delta);
+
+    int m = 0;
+    for (;;)
+    {
+        // Invariant:
+        //      M+ = buffer * 10^-m + 10^-m * (d[-m-1] / 10 + d[-m-2] / 10^2 + ...) * 2^e
+        //         = buffer * 10^-m + 10^-m * (p2                                 ) * 2^e
+        //         = buffer * 10^-m + 10^-m * (1/10 * (10 * p2)                   ) * 2^e
+        //         = buffer * 10^-m + 10^-m * (1/10 * ((10*p2 div 2^-e) * 2^-e + (10*p2 mod 2^-e)) * 2^e
+        //
+        JSON_ASSERT(p2 <= (std::numeric_limits<std::uint64_t>::max)() / 10);
+        p2 *= 10;
+        const std::uint64_t d = p2 >> -one.e;     // d = (10 * p2) div 2^-e
+        const std::uint64_t r = p2 & (one.f - 1); // r = (10 * p2) mod 2^-e
+        //
+        //      M+ = buffer * 10^-m + 10^-m * (1/10 * (d * 2^-e + r) * 2^e
+        //         = buffer * 10^-m + 10^-m * (1/10 * (d + r * 2^e))
+        //         = (buffer * 10 + d) * 10^(-m-1) + 10^(-m-1) * r * 2^e
+        //
+        JSON_ASSERT(d <= 9);
+        buffer[length++] = static_cast<char>('0' + d); // buffer := buffer * 10 + d
+        //
+        //      M+ = buffer * 10^(-m-1) + 10^(-m-1) * r * 2^e
+        //
+        p2 = r;
+        m++;
+        //
+        //      M+ = buffer * 10^-m + 10^-m * p2 * 2^e
+        // Invariant restored.
+
+        // Check if enough digits have been generated.
+        //
+        //      10^-m * p2 * 2^e <= delta * 2^e
+        //              p2 * 2^e <= 10^m * delta * 2^e
+        //                    p2 <= 10^m * delta
+        delta *= 10;
+        dist  *= 10;
+        if (p2 <= delta)
+        {
+            break;
+        }
+    }
+
+    // V = buffer * 10^-m, with M- <= V <= M+.
+
+    decimal_exponent -= m;
+
+    // 1 ulp in the decimal representation is now 10^-m.
+    // Since delta and dist are now scaled by 10^m, we need to do the
+    // same with ulp in order to keep the units in sync.
+    //
+    //      10^m * 10^-m = 1 = 2^-e * 2^e = ten_m * 2^e
+    //
+    const std::uint64_t ten_m = one.f;
+    grisu2_round(buffer, length, dist, delta, p2, ten_m);
+
+    // By construction this algorithm generates the shortest possible decimal
+    // number (Loitsch, Theorem 6.2) which rounds back to w.
+    // For an input number of precision p, at least
+    //
+    //      N = 1 + ceil(p * log_10(2))
+    //
+    // decimal digits are sufficient to identify all binary floating-point
+    // numbers (Matula, "In-and-Out conversions").
+    // This implies that the algorithm does not produce more than N decimal
+    // digits.
+    //
+    //      N = 17 for p = 53 (IEEE double precision)
+    //      N = 9  for p = 24 (IEEE single precision)
+}
+
+/*!
+v = buf * 10^decimal_exponent
+len is the length of the buffer (number of decimal digits)
+The buffer must be large enough, i.e. >= max_digits10.
+*/
+JSON_HEDLEY_NON_NULL(1)
+inline void grisu2(char* buf, int& len, int& decimal_exponent,
+                   diyfp m_minus, diyfp v, diyfp m_plus)
+{
+    JSON_ASSERT(m_plus.e == m_minus.e);
+    JSON_ASSERT(m_plus.e == v.e);
+
+    //  --------(-----------------------+-----------------------)--------    (A)
+    //          m-                      v                       m+
+    //
+    //  --------------------(-----------+-----------------------)--------    (B)
+    //                      m-          v                       m+
+    //
+    // First scale v (and m- and m+) such that the exponent is in the range
+    // [alpha, gamma].
+
+    const cached_power cached = get_cached_power_for_binary_exponent(m_plus.e);
+
+    const diyfp c_minus_k(cached.f, cached.e); // = c ~= 10^-k
+
+    // The exponent of the products is = v.e + c_minus_k.e + q and is in the range [alpha,gamma]
+    const diyfp w       = diyfp::mul(v,       c_minus_k);
+    const diyfp w_minus = diyfp::mul(m_minus, c_minus_k);
+    const diyfp w_plus  = diyfp::mul(m_plus,  c_minus_k);
+
+    //  ----(---+---)---------------(---+---)---------------(---+---)----
+    //          w-                      w                       w+
+    //          = c*m-                  = c*v                   = c*m+
+    //
+    // diyfp::mul rounds its result and c_minus_k is approximated too. w, w- and
+    // w+ are now off by a small amount.
+    // In fact:
+    //
+    //      w - v * 10^k < 1 ulp
+    //
+    // To account for this inaccuracy, add resp. subtract 1 ulp.
+    //
+    //  --------+---[---------------(---+---)---------------]---+--------
+    //          w-  M-                  w                   M+  w+
+    //
+    // Now any number in [M-, M+] (bounds included) will round to w when input,
+    // regardless of how the input rounding algorithm breaks ties.
+    //
+    // And digit_gen generates the shortest possible such number in [M-, M+].
+    // Note that this does not mean that Grisu2 always generates the shortest
+    // possible number in the interval (m-, m+).
+    const diyfp M_minus(w_minus.f + 1, w_minus.e);
+    const diyfp M_plus (w_plus.f  - 1, w_plus.e );
+
+    decimal_exponent = -cached.k; // = -(-k) = k
+
+    grisu2_digit_gen(buf, len, decimal_exponent, M_minus, w, M_plus);
+}
+
+/*!
+v = buf * 10^decimal_exponent
+len is the length of the buffer (number of decimal digits)
+The buffer must be large enough, i.e. >= max_digits10.
+*/
+template<typename FloatType>
+JSON_HEDLEY_NON_NULL(1)
+void grisu2(char* buf, int& len, int& decimal_exponent, FloatType value)
+{
+    static_assert(diyfp::kPrecision >= std::numeric_limits<FloatType>::digits + 3,
+                  "internal error: not enough precision");
+
+    JSON_ASSERT(std::isfinite(value));
+    JSON_ASSERT(value > 0);
+
+    // If the neighbors (and boundaries) of 'value' are always computed for double-precision
+    // numbers, all float's can be recovered using strtod (and strtof). However, the resulting
+    // decimal representations are not exactly "short".
+    //
+    // The documentation for 'std::to_chars' (https://en.cppreference.com/w/cpp/utility/to_chars)
+    // says "value is converted to a string as if by std::sprintf in the default ("C") locale"
+    // and since sprintf promotes floats to doubles, I think this is exactly what 'std::to_chars'
+    // does.
+    // On the other hand, the documentation for 'std::to_chars' requires that "parsing the
+    // representation using the corresponding std::from_chars function recovers value exactly". That
+    // indicates that single precision floating-point numbers should be recovered using
+    // 'std::strtof'.
+    //
+    // NB: If the neighbors are computed for single-precision numbers, there is a single float
+    //     (7.0385307e-26f) which can't be recovered using strtod. The resulting double precision
+    //     value is off by 1 ulp.
+#if 0 // NOLINT(readability-avoid-unconditional-preprocessor-if)
+    const boundaries w = compute_boundaries(static_cast<double>(value));
+#else
+    const boundaries w = compute_boundaries(value);
+#endif
+
+    grisu2(buf, len, decimal_exponent, w.minus, w.w, w.plus);
+}
+
+/*!
+@brief appends a decimal representation of e to buf
+@return a pointer to the element following the exponent.
+@pre -1000 < e < 1000
+*/
+JSON_HEDLEY_NON_NULL(1)
+JSON_HEDLEY_RETURNS_NON_NULL
+inline char* append_exponent(char* buf, int e)
+{
+    JSON_ASSERT(e > -1000);
+    JSON_ASSERT(e <  1000);
+
+    if (e < 0)
+    {
+        e = -e;
+        *buf++ = '-';
+    }
+    else
+    {
+        *buf++ = '+';
+    }
+
+    auto k = static_cast<std::uint32_t>(e);
+    if (k < 10)
+    {
+        // Always print at least two digits in the exponent.
+        // This is for compatibility with printf("%g").
+        *buf++ = '0';
+        *buf++ = static_cast<char>('0' + k);
+    }
+    else if (k < 100)
+    {
+        *buf++ = static_cast<char>('0' + k / 10);
+        k %= 10;
+        *buf++ = static_cast<char>('0' + k);
+    }
+    else
+    {
+        *buf++ = static_cast<char>('0' + k / 100);
+        k %= 100;
+        *buf++ = static_cast<char>('0' + k / 10);
+        k %= 10;
+        *buf++ = static_cast<char>('0' + k);
+    }
+
+    return buf;
+}
+
+/*!
+@brief prettify v = buf * 10^decimal_exponent
+
+If v is in the range [10^min_exp, 10^max_exp) it will be printed in fixed-point
+notation. Otherwise it will be printed in exponential notation.
+
+@pre min_exp < 0
+@pre max_exp > 0
+*/
+JSON_HEDLEY_NON_NULL(1)
+JSON_HEDLEY_RETURNS_NON_NULL
+inline char* format_buffer(char* buf, int len, int decimal_exponent,
+                           int min_exp, int max_exp)
+{
+    JSON_ASSERT(min_exp < 0);
+    JSON_ASSERT(max_exp > 0);
+
+    const int k = len;
+    const int n = len + decimal_exponent;
+
+    // v = buf * 10^(n-k)
+    // k is the length of the buffer (number of decimal digits)
+    // n is the position of the decimal point relative to the start of the buffer.
+
+    if (k <= n && n <= max_exp)
+    {
+        // digits[000]
+        // len <= max_exp + 2
+
+        std::memset(buf + k, '0', static_cast<size_t>(n) - static_cast<size_t>(k));
+        // Make it look like a floating-point number (#362, #378)
+        buf[n + 0] = '.';
+        buf[n + 1] = '0';
+        return buf + (static_cast<size_t>(n) + 2);
+    }
+
+    if (0 < n && n <= max_exp)
+    {
+        // dig.its
+        // len <= max_digits10 + 1
+
+        JSON_ASSERT(k > n);
+
+        std::memmove(buf + (static_cast<size_t>(n) + 1), buf + n, static_cast<size_t>(k) - static_cast<size_t>(n));
+        buf[n] = '.';
+        return buf + (static_cast<size_t>(k) + 1U);
+    }
+
+    if (min_exp < n && n <= 0)
+    {
+        // 0.[000]digits
+        // len <= 2 + (-min_exp - 1) + max_digits10
+
+        std::memmove(buf + (2 + static_cast<size_t>(-n)), buf, static_cast<size_t>(k));
+        buf[0] = '0';
+        buf[1] = '.';
+        std::memset(buf + 2, '0', static_cast<size_t>(-n));
+        return buf + (2U + static_cast<size_t>(-n) + static_cast<size_t>(k));
+    }
+
+    if (k == 1)
+    {
+        // dE+123
+        // len <= 1 + 5
+
+        buf += 1;
+    }
+    else
+    {
+        // d.igitsE+123
+        // len <= max_digits10 + 1 + 5
+
+        std::memmove(buf + 2, buf + 1, static_cast<size_t>(k) - 1);
+        buf[1] = '.';
+        buf += 1 + static_cast<size_t>(k);
+    }
+
+    *buf++ = 'e';
+    return append_exponent(buf, n - 1);
+}
+
+}  // namespace dtoa_impl
+
+/*!
+@brief generates a decimal representation of the floating-point number value in [first, last).
+
+The format of the resulting decimal representation is similar to printf's %g
+format. Returns an iterator pointing past-the-end of the decimal representation.
+
+@note The input number must be finite, i.e. NaN's and Inf's are not supported.
+@note The buffer must be large enough.
+@note The result is NOT null-terminated.
+*/
+template<typename FloatType>
+JSON_HEDLEY_NON_NULL(1, 2)
+JSON_HEDLEY_RETURNS_NON_NULL
+char* to_chars(char* first, const char* last, FloatType value)
+{
+    static_cast<void>(last); // maybe unused - fix warning
+    JSON_ASSERT(std::isfinite(value));
+
+    // Use signbit(value) instead of (value < 0) since signbit works for -0.
+    if (std::signbit(value))
+    {
+        value = -value;
+        *first++ = '-';
+    }
+
+#ifdef __GNUC__
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wfloat-equal"
+#endif
+    if (value == 0) // +-0
+    {
+        *first++ = '0';
+        // Make it look like a floating-point number (#362, #378)
+        *first++ = '.';
+        *first++ = '0';
+        return first;
+    }
+#ifdef __GNUC__
+#pragma GCC diagnostic pop
+#endif
+
+    JSON_ASSERT(last - first >= std::numeric_limits<FloatType>::max_digits10);
+
+    // Compute v = buffer * 10^decimal_exponent.
+    // The decimal digits are stored in the buffer, which needs to be interpreted
+    // as an unsigned decimal integer.
+    // len is the length of the buffer, i.e. the number of decimal digits.
+    int len = 0;
+    int decimal_exponent = 0;
+    dtoa_impl::grisu2(first, len, decimal_exponent, value);
+
+    JSON_ASSERT(len <= std::numeric_limits<FloatType>::max_digits10);
+
+    // Format the buffer like printf("%.*g", prec, value)
+    constexpr int kMinExp = -4;
+    // Use digits10 here to increase compatibility with version 2.
+    constexpr int kMaxExp = std::numeric_limits<FloatType>::digits10;
+
+    JSON_ASSERT(last - first >= kMaxExp + 2);
+    JSON_ASSERT(last - first >= 2 + (-kMinExp - 1) + std::numeric_limits<FloatType>::max_digits10);
+    JSON_ASSERT(last - first >= std::numeric_limits<FloatType>::max_digits10 + 6);
+
+    return dtoa_impl::format_buffer(first, len, decimal_exponent, kMinExp, kMaxExp);
+}
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/exceptions.hpp>
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/cpp_future.hpp>
+
+// #include <nlohmann/detail/output/binary_writer.hpp>
+
+// #include <nlohmann/detail/output/output_adapters.hpp>
+
+// #include <nlohmann/detail/string_concat.hpp>
+
+// #include <nlohmann/detail/value_t.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+namespace detail
+{
+
+///////////////////
+// serialization //
+///////////////////
+
+/// how to treat decoding errors
+enum class error_handler_t
+{
+    strict,  ///< throw a type_error exception in case of invalid UTF-8
+    replace, ///< replace invalid UTF-8 sequences with U+FFFD
+    ignore   ///< ignore invalid UTF-8 sequences
+};
+
+template<typename BasicJsonType>
+class serializer
+{
+    using string_t = typename BasicJsonType::string_t;
+    using number_float_t = typename BasicJsonType::number_float_t;
+    using number_integer_t = typename BasicJsonType::number_integer_t;
+    using number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+    using binary_char_t = typename BasicJsonType::binary_t::value_type;
+    static constexpr std::uint8_t UTF8_ACCEPT = 0;
+    static constexpr std::uint8_t UTF8_REJECT = 1;
+
+  public:
+    /*!
+    @param[in] s  output stream to serialize to
+    @param[in] ichar  indentation character to use
+    @param[in] error_handler_  how to react on decoding errors
+    */
+    serializer(output_adapter_t<char> s, const char ichar,
+               error_handler_t error_handler_ = error_handler_t::strict)
+        : o(std::move(s))
+        , loc(std::localeconv())
+        , thousands_sep(loc->thousands_sep == nullptr ? '\0' : std::char_traits<char>::to_char_type(* (loc->thousands_sep)))
+        , decimal_point(loc->decimal_point == nullptr ? '\0' : std::char_traits<char>::to_char_type(* (loc->decimal_point)))
+        , indent_char(ichar)
+        , indent_string(512, indent_char)
+        , error_handler(error_handler_)
+    {}
+
+    // delete because of pointer members
+    serializer(const serializer&) = delete;
+    serializer& operator=(const serializer&) = delete;
+    serializer(serializer&&) = delete;
+    serializer& operator=(serializer&&) = delete;
+    ~serializer() = default;
+
+    /*!
+    @brief internal implementation of the serialization function
+
+    This function is called by the public member function dump and organizes
+    the serialization internally. The indentation level is propagated as
+    additional parameter. In case of arrays and objects, the function is
+    called recursively.
+
+    - strings and object keys are escaped using `escape_string()`
+    - integer numbers are converted implicitly via `operator<<`
+    - floating-point numbers are converted to a string using `"%g"` format
+    - binary values are serialized as objects containing the subtype and the
+      byte array
+
+    @param[in] val               value to serialize
+    @param[in] pretty_print      whether the output shall be pretty-printed
+    @param[in] ensure_ascii If @a ensure_ascii is true, all non-ASCII characters
+    in the output are escaped with `\uXXXX` sequences, and the result consists
+    of ASCII characters only.
+    @param[in] indent_step       the indent level
+    @param[in] current_indent    the current indent level (only used internally)
+    */
+    void dump(const BasicJsonType& val,
+              const bool pretty_print,
+              const bool ensure_ascii,
+              const unsigned int indent_step,
+              const unsigned int current_indent = 0)
+    {
+        switch (val.m_data.m_type)
+        {
+            case value_t::object:
+            {
+                if (val.m_data.m_value.object->empty())
+                {
+                    o->write_characters("{}", 2);
+                    return;
+                }
+
+                if (pretty_print)
+                {
+                    o->write_characters("{\n", 2);
+
+                    // variable to hold indentation for recursive calls
+                    const auto new_indent = current_indent + indent_step;
+                    if (JSON_HEDLEY_UNLIKELY(indent_string.size() < new_indent))
+                    {
+                        indent_string.resize(indent_string.size() * 2, ' ');
+                    }
+
+                    // first n-1 elements
+                    auto i = val.m_data.m_value.object->cbegin();
+                    for (std::size_t cnt = 0; cnt < val.m_data.m_value.object->size() - 1; ++cnt, ++i)
+                    {
+                        o->write_characters(indent_string.c_str(), new_indent);
+                        o->write_character('\"');
+                        dump_escaped(i->first, ensure_ascii);
+                        o->write_characters("\": ", 3);
+                        dump(i->second, true, ensure_ascii, indent_step, new_indent);
+                        o->write_characters(",\n", 2);
+                    }
+
+                    // last element
+                    JSON_ASSERT(i != val.m_data.m_value.object->cend());
+                    JSON_ASSERT(std::next(i) == val.m_data.m_value.object->cend());
+                    o->write_characters(indent_string.c_str(), new_indent);
+                    o->write_character('\"');
+                    dump_escaped(i->first, ensure_ascii);
+                    o->write_characters("\": ", 3);
+                    dump(i->second, true, ensure_ascii, indent_step, new_indent);
+
+                    o->write_character('\n');
+                    o->write_characters(indent_string.c_str(), current_indent);
+                    o->write_character('}');
+                }
+                else
+                {
+                    o->write_character('{');
+
+                    // first n-1 elements
+                    auto i = val.m_data.m_value.object->cbegin();
+                    for (std::size_t cnt = 0; cnt < val.m_data.m_value.object->size() - 1; ++cnt, ++i)
+                    {
+                        o->write_character('\"');
+                        dump_escaped(i->first, ensure_ascii);
+                        o->write_characters("\":", 2);
+                        dump(i->second, false, ensure_ascii, indent_step, current_indent);
+                        o->write_character(',');
+                    }
+
+                    // last element
+                    JSON_ASSERT(i != val.m_data.m_value.object->cend());
+                    JSON_ASSERT(std::next(i) == val.m_data.m_value.object->cend());
+                    o->write_character('\"');
+                    dump_escaped(i->first, ensure_ascii);
+                    o->write_characters("\":", 2);
+                    dump(i->second, false, ensure_ascii, indent_step, current_indent);
+
+                    o->write_character('}');
+                }
+
+                return;
+            }
+
+            case value_t::array:
+            {
+                if (val.m_data.m_value.array->empty())
+                {
+                    o->write_characters("[]", 2);
+                    return;
+                }
+
+                if (pretty_print)
+                {
+                    o->write_characters("[\n", 2);
+
+                    // variable to hold indentation for recursive calls
+                    const auto new_indent = current_indent + indent_step;
+                    if (JSON_HEDLEY_UNLIKELY(indent_string.size() < new_indent))
+                    {
+                        indent_string.resize(indent_string.size() * 2, ' ');
+                    }
+
+                    // first n-1 elements
+                    for (auto i = val.m_data.m_value.array->cbegin();
+                            i != val.m_data.m_value.array->cend() - 1; ++i)
+                    {
+                        o->write_characters(indent_string.c_str(), new_indent);
+                        dump(*i, true, ensure_ascii, indent_step, new_indent);
+                        o->write_characters(",\n", 2);
+                    }
+
+                    // last element
+                    JSON_ASSERT(!val.m_data.m_value.array->empty());
+                    o->write_characters(indent_string.c_str(), new_indent);
+                    dump(val.m_data.m_value.array->back(), true, ensure_ascii, indent_step, new_indent);
+
+                    o->write_character('\n');
+                    o->write_characters(indent_string.c_str(), current_indent);
+                    o->write_character(']');
+                }
+                else
+                {
+                    o->write_character('[');
+
+                    // first n-1 elements
+                    for (auto i = val.m_data.m_value.array->cbegin();
+                            i != val.m_data.m_value.array->cend() - 1; ++i)
+                    {
+                        dump(*i, false, ensure_ascii, indent_step, current_indent);
+                        o->write_character(',');
+                    }
+
+                    // last element
+                    JSON_ASSERT(!val.m_data.m_value.array->empty());
+                    dump(val.m_data.m_value.array->back(), false, ensure_ascii, indent_step, current_indent);
+
+                    o->write_character(']');
+                }
+
+                return;
+            }
+
+            case value_t::string:
+            {
+                o->write_character('\"');
+                dump_escaped(*val.m_data.m_value.string, ensure_ascii);
+                o->write_character('\"');
+                return;
+            }
+
+            case value_t::binary:
+            {
+                if (pretty_print)
+                {
+                    o->write_characters("{\n", 2);
+
+                    // variable to hold indentation for recursive calls
+                    const auto new_indent = current_indent + indent_step;
+                    if (JSON_HEDLEY_UNLIKELY(indent_string.size() < new_indent))
+                    {
+                        indent_string.resize(indent_string.size() * 2, ' ');
+                    }
+
+                    o->write_characters(indent_string.c_str(), new_indent);
+
+                    o->write_characters("\"bytes\": [", 10);
+
+                    if (!val.m_data.m_value.binary->empty())
+                    {
+                        for (auto i = val.m_data.m_value.binary->cbegin();
+                                i != val.m_data.m_value.binary->cend() - 1; ++i)
+                        {
+                            dump_integer(*i);
+                            o->write_characters(", ", 2);
+                        }
+                        dump_integer(val.m_data.m_value.binary->back());
+                    }
+
+                    o->write_characters("],\n", 3);
+                    o->write_characters(indent_string.c_str(), new_indent);
+
+                    o->write_characters("\"subtype\": ", 11);
+                    if (val.m_data.m_value.binary->has_subtype())
+                    {
+                        dump_integer(val.m_data.m_value.binary->subtype());
+                    }
+                    else
+                    {
+                        o->write_characters("null", 4);
+                    }
+                    o->write_character('\n');
+                    o->write_characters(indent_string.c_str(), current_indent);
+                    o->write_character('}');
+                }
+                else
+                {
+                    o->write_characters("{\"bytes\":[", 10);
+
+                    if (!val.m_data.m_value.binary->empty())
+                    {
+                        for (auto i = val.m_data.m_value.binary->cbegin();
+                                i != val.m_data.m_value.binary->cend() - 1; ++i)
+                        {
+                            dump_integer(*i);
+                            o->write_character(',');
+                        }
+                        dump_integer(val.m_data.m_value.binary->back());
+                    }
+
+                    o->write_characters("],\"subtype\":", 12);
+                    if (val.m_data.m_value.binary->has_subtype())
+                    {
+                        dump_integer(val.m_data.m_value.binary->subtype());
+                        o->write_character('}');
+                    }
+                    else
+                    {
+                        o->write_characters("null}", 5);
+                    }
+                }
+                return;
+            }
+
+            case value_t::boolean:
+            {
+                if (val.m_data.m_value.boolean)
+                {
+                    o->write_characters("true", 4);
+                }
+                else
+                {
+                    o->write_characters("false", 5);
+                }
+                return;
+            }
+
+            case value_t::number_integer:
+            {
+                dump_integer(val.m_data.m_value.number_integer);
+                return;
+            }
+
+            case value_t::number_unsigned:
+            {
+                dump_integer(val.m_data.m_value.number_unsigned);
+                return;
+            }
+
+            case value_t::number_float:
+            {
+                dump_float(val.m_data.m_value.number_float);
+                return;
+            }
+
+            case value_t::discarded:
+            {
+                o->write_characters("<discarded>", 11);
+                return;
+            }
+
+            case value_t::null:
+            {
+                o->write_characters("null", 4);
+                return;
+            }
+
+            default:            // LCOV_EXCL_LINE
+                JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+        }
+    }
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    /*!
+    @brief dump escaped string
+
+    Escape a string by replacing certain special characters by a sequence of an
+    escape character (backslash) and another character and other control
+    characters by a sequence of "\u" followed by a four-digit hex
+    representation. The escaped string is written to output stream @a o.
+
+    @param[in] s  the string to escape
+    @param[in] ensure_ascii  whether to escape non-ASCII characters with
+                             \uXXXX sequences
+
+    @complexity Linear in the length of string @a s.
+    */
+    void dump_escaped(const string_t& s, const bool ensure_ascii)
+    {
+        std::uint32_t codepoint{};
+        std::uint8_t state = UTF8_ACCEPT;
+        std::size_t bytes = 0;  // number of bytes written to string_buffer
+
+        // number of bytes written at the point of the last valid byte
+        std::size_t bytes_after_last_accept = 0;
+        std::size_t undumped_chars = 0;
+
+        for (std::size_t i = 0; i < s.size(); ++i)
+        {
+            const auto byte = static_cast<std::uint8_t>(s[i]);
+
+            switch (decode(state, codepoint, byte))
+            {
+                case UTF8_ACCEPT:  // decode found a new code point
+                {
+                    switch (codepoint)
+                    {
+                        case 0x08: // backspace
+                        {
+                            string_buffer[bytes++] = '\\';
+                            string_buffer[bytes++] = 'b';
+                            break;
+                        }
+
+                        case 0x09: // horizontal tab
+                        {
+                            string_buffer[bytes++] = '\\';
+                            string_buffer[bytes++] = 't';
+                            break;
+                        }
+
+                        case 0x0A: // newline
+                        {
+                            string_buffer[bytes++] = '\\';
+                            string_buffer[bytes++] = 'n';
+                            break;
+                        }
+
+                        case 0x0C: // formfeed
+                        {
+                            string_buffer[bytes++] = '\\';
+                            string_buffer[bytes++] = 'f';
+                            break;
+                        }
+
+                        case 0x0D: // carriage return
+                        {
+                            string_buffer[bytes++] = '\\';
+                            string_buffer[bytes++] = 'r';
+                            break;
+                        }
+
+                        case 0x22: // quotation mark
+                        {
+                            string_buffer[bytes++] = '\\';
+                            string_buffer[bytes++] = '\"';
+                            break;
+                        }
+
+                        case 0x5C: // reverse solidus
+                        {
+                            string_buffer[bytes++] = '\\';
+                            string_buffer[bytes++] = '\\';
+                            break;
+                        }
+
+                        default:
+                        {
+                            // escape control characters (0x00..0x1F) or, if
+                            // ensure_ascii parameter is used, non-ASCII characters
+                            if ((codepoint <= 0x1F) || (ensure_ascii && (codepoint >= 0x7F)))
+                            {
+                                if (codepoint <= 0xFFFF)
+                                {
+                                    // NOLINTNEXTLINE(cppcoreguidelines-pro-type-vararg,hicpp-vararg)
+                                    static_cast<void>((std::snprintf)(string_buffer.data() + bytes, 7, "\\u%04x",
+                                                                      static_cast<std::uint16_t>(codepoint)));
+                                    bytes += 6;
+                                }
+                                else
+                                {
+                                    // NOLINTNEXTLINE(cppcoreguidelines-pro-type-vararg,hicpp-vararg)
+                                    static_cast<void>((std::snprintf)(string_buffer.data() + bytes, 13, "\\u%04x\\u%04x",
+                                                                      static_cast<std::uint16_t>(0xD7C0u + (codepoint >> 10u)),
+                                                                      static_cast<std::uint16_t>(0xDC00u + (codepoint & 0x3FFu))));
+                                    bytes += 12;
+                                }
+                            }
+                            else
+                            {
+                                // copy byte to buffer (all previous bytes
+                                // been copied have in default case above)
+                                string_buffer[bytes++] = s[i];
+                            }
+                            break;
+                        }
+                    }
+
+                    // write buffer and reset index; there must be 13 bytes
+                    // left, as this is the maximal number of bytes to be
+                    // written ("\uxxxx\uxxxx\0") for one code point
+                    if (string_buffer.size() - bytes < 13)
+                    {
+                        o->write_characters(string_buffer.data(), bytes);
+                        bytes = 0;
+                    }
+
+                    // remember the byte position of this accept
+                    bytes_after_last_accept = bytes;
+                    undumped_chars = 0;
+                    break;
+                }
+
+                case UTF8_REJECT:  // decode found invalid UTF-8 byte
+                {
+                    switch (error_handler)
+                    {
+                        case error_handler_t::strict:
+                        {
+                            JSON_THROW(type_error::create(316, concat("invalid UTF-8 byte at index ", std::to_string(i), ": 0x", hex_bytes(byte | 0)), nullptr));
+                        }
+
+                        case error_handler_t::ignore:
+                        case error_handler_t::replace:
+                        {
+                            // in case we saw this character the first time, we
+                            // would like to read it again, because the byte
+                            // may be OK for itself, but just not OK for the
+                            // previous sequence
+                            if (undumped_chars > 0)
+                            {
+                                --i;
+                            }
+
+                            // reset length buffer to the last accepted index;
+                            // thus removing/ignoring the invalid characters
+                            bytes = bytes_after_last_accept;
+
+                            if (error_handler == error_handler_t::replace)
+                            {
+                                // add a replacement character
+                                if (ensure_ascii)
+                                {
+                                    string_buffer[bytes++] = '\\';
+                                    string_buffer[bytes++] = 'u';
+                                    string_buffer[bytes++] = 'f';
+                                    string_buffer[bytes++] = 'f';
+                                    string_buffer[bytes++] = 'f';
+                                    string_buffer[bytes++] = 'd';
+                                }
+                                else
+                                {
+                                    string_buffer[bytes++] = detail::binary_writer<BasicJsonType, char>::to_char_type('\xEF');
+                                    string_buffer[bytes++] = detail::binary_writer<BasicJsonType, char>::to_char_type('\xBF');
+                                    string_buffer[bytes++] = detail::binary_writer<BasicJsonType, char>::to_char_type('\xBD');
+                                }
+
+                                // write buffer and reset index; there must be 13 bytes
+                                // left, as this is the maximal number of bytes to be
+                                // written ("\uxxxx\uxxxx\0") for one code point
+                                if (string_buffer.size() - bytes < 13)
+                                {
+                                    o->write_characters(string_buffer.data(), bytes);
+                                    bytes = 0;
+                                }
+
+                                bytes_after_last_accept = bytes;
+                            }
+
+                            undumped_chars = 0;
+
+                            // continue processing the string
+                            state = UTF8_ACCEPT;
+                            break;
+                        }
+
+                        default:            // LCOV_EXCL_LINE
+                            JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+                    }
+                    break;
+                }
+
+                default:  // decode found yet incomplete multi-byte code point
+                {
+                    if (!ensure_ascii)
+                    {
+                        // code point will not be escaped - copy byte to buffer
+                        string_buffer[bytes++] = s[i];
+                    }
+                    ++undumped_chars;
+                    break;
+                }
+            }
+        }
+
+        // we finished processing the string
+        if (JSON_HEDLEY_LIKELY(state == UTF8_ACCEPT))
+        {
+            // write buffer
+            if (bytes > 0)
+            {
+                o->write_characters(string_buffer.data(), bytes);
+            }
+        }
+        else
+        {
+            // we finish reading, but do not accept: string was incomplete
+            switch (error_handler)
+            {
+                case error_handler_t::strict:
+                {
+                    JSON_THROW(type_error::create(316, concat("incomplete UTF-8 string; last byte: 0x", hex_bytes(static_cast<std::uint8_t>(s.back() | 0))), nullptr));
+                }
+
+                case error_handler_t::ignore:
+                {
+                    // write all accepted bytes
+                    o->write_characters(string_buffer.data(), bytes_after_last_accept);
+                    break;
+                }
+
+                case error_handler_t::replace:
+                {
+                    // write all accepted bytes
+                    o->write_characters(string_buffer.data(), bytes_after_last_accept);
+                    // add a replacement character
+                    if (ensure_ascii)
+                    {
+                        o->write_characters("\\ufffd", 6);
+                    }
+                    else
+                    {
+                        o->write_characters("\xEF\xBF\xBD", 3);
+                    }
+                    break;
+                }
+
+                default:            // LCOV_EXCL_LINE
+                    JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+            }
+        }
+    }
+
+  private:
+    /*!
+    @brief count digits
+
+    Count the number of decimal (base 10) digits for an input unsigned integer.
+
+    @param[in] x  unsigned integer number to count its digits
+    @return    number of decimal digits
+    */
+    inline unsigned int count_digits(number_unsigned_t x) noexcept
+    {
+        unsigned int n_digits = 1;
+        for (;;)
+        {
+            if (x < 10)
+            {
+                return n_digits;
+            }
+            if (x < 100)
+            {
+                return n_digits + 1;
+            }
+            if (x < 1000)
+            {
+                return n_digits + 2;
+            }
+            if (x < 10000)
+            {
+                return n_digits + 3;
+            }
+            x = x / 10000u;
+            n_digits += 4;
+        }
+    }
+
+    /*!
+     * @brief convert a byte to a uppercase hex representation
+     * @param[in] byte byte to represent
+     * @return representation ("00".."FF")
+     */
+    static std::string hex_bytes(std::uint8_t byte)
+    {
+        std::string result = "FF";
+        constexpr const char* nibble_to_hex = "0123456789ABCDEF";
+        result[0] = nibble_to_hex[byte / 16];
+        result[1] = nibble_to_hex[byte % 16];
+        return result;
+    }
+
+    // templates to avoid warnings about useless casts
+    template <typename NumberType, enable_if_t<std::is_signed<NumberType>::value, int> = 0>
+    bool is_negative_number(NumberType x)
+    {
+        return x < 0;
+    }
+
+    template < typename NumberType, enable_if_t <std::is_unsigned<NumberType>::value, int > = 0 >
+    bool is_negative_number(NumberType /*unused*/)
+    {
+        return false;
+    }
+
+    /*!
+    @brief dump an integer
+
+    Dump a given integer to output stream @a o. Works internally with
+    @a number_buffer.
+
+    @param[in] x  integer number (signed or unsigned) to dump
+    @tparam NumberType either @a number_integer_t or @a number_unsigned_t
+    */
+    template < typename NumberType, detail::enable_if_t <
+                   std::is_integral<NumberType>::value ||
+                   std::is_same<NumberType, number_unsigned_t>::value ||
+                   std::is_same<NumberType, number_integer_t>::value ||
+                   std::is_same<NumberType, binary_char_t>::value,
+                   int > = 0 >
+    void dump_integer(NumberType x)
+    {
+        static constexpr std::array<std::array<char, 2>, 100> digits_to_99
+        {
+            {
+                {{'0', '0'}}, {{'0', '1'}}, {{'0', '2'}}, {{'0', '3'}}, {{'0', '4'}}, {{'0', '5'}}, {{'0', '6'}}, {{'0', '7'}}, {{'0', '8'}}, {{'0', '9'}},
+                {{'1', '0'}}, {{'1', '1'}}, {{'1', '2'}}, {{'1', '3'}}, {{'1', '4'}}, {{'1', '5'}}, {{'1', '6'}}, {{'1', '7'}}, {{'1', '8'}}, {{'1', '9'}},
+                {{'2', '0'}}, {{'2', '1'}}, {{'2', '2'}}, {{'2', '3'}}, {{'2', '4'}}, {{'2', '5'}}, {{'2', '6'}}, {{'2', '7'}}, {{'2', '8'}}, {{'2', '9'}},
+                {{'3', '0'}}, {{'3', '1'}}, {{'3', '2'}}, {{'3', '3'}}, {{'3', '4'}}, {{'3', '5'}}, {{'3', '6'}}, {{'3', '7'}}, {{'3', '8'}}, {{'3', '9'}},
+                {{'4', '0'}}, {{'4', '1'}}, {{'4', '2'}}, {{'4', '3'}}, {{'4', '4'}}, {{'4', '5'}}, {{'4', '6'}}, {{'4', '7'}}, {{'4', '8'}}, {{'4', '9'}},
+                {{'5', '0'}}, {{'5', '1'}}, {{'5', '2'}}, {{'5', '3'}}, {{'5', '4'}}, {{'5', '5'}}, {{'5', '6'}}, {{'5', '7'}}, {{'5', '8'}}, {{'5', '9'}},
+                {{'6', '0'}}, {{'6', '1'}}, {{'6', '2'}}, {{'6', '3'}}, {{'6', '4'}}, {{'6', '5'}}, {{'6', '6'}}, {{'6', '7'}}, {{'6', '8'}}, {{'6', '9'}},
+                {{'7', '0'}}, {{'7', '1'}}, {{'7', '2'}}, {{'7', '3'}}, {{'7', '4'}}, {{'7', '5'}}, {{'7', '6'}}, {{'7', '7'}}, {{'7', '8'}}, {{'7', '9'}},
+                {{'8', '0'}}, {{'8', '1'}}, {{'8', '2'}}, {{'8', '3'}}, {{'8', '4'}}, {{'8', '5'}}, {{'8', '6'}}, {{'8', '7'}}, {{'8', '8'}}, {{'8', '9'}},
+                {{'9', '0'}}, {{'9', '1'}}, {{'9', '2'}}, {{'9', '3'}}, {{'9', '4'}}, {{'9', '5'}}, {{'9', '6'}}, {{'9', '7'}}, {{'9', '8'}}, {{'9', '9'}},
+            }
+        };
+
+        // special case for "0"
+        if (x == 0)
+        {
+            o->write_character('0');
+            return;
+        }
+
+        // use a pointer to fill the buffer
+        auto buffer_ptr = number_buffer.begin(); // NOLINT(llvm-qualified-auto,readability-qualified-auto,cppcoreguidelines-pro-type-vararg,hicpp-vararg)
+
+        number_unsigned_t abs_value;
+
+        unsigned int n_chars{};
+
+        if (is_negative_number(x))
+        {
+            *buffer_ptr = '-';
+            abs_value = remove_sign(static_cast<number_integer_t>(x));
+
+            // account one more byte for the minus sign
+            n_chars = 1 + count_digits(abs_value);
+        }
+        else
+        {
+            abs_value = static_cast<number_unsigned_t>(x);
+            n_chars = count_digits(abs_value);
+        }
+
+        // spare 1 byte for '\0'
+        JSON_ASSERT(n_chars < number_buffer.size() - 1);
+
+        // jump to the end to generate the string from backward,
+        // so we later avoid reversing the result
+        buffer_ptr += n_chars;
+
+        // Fast int2ascii implementation inspired by "Fastware" talk by Andrei Alexandrescu
+        // See: https://www.youtube.com/watch?v=o4-CwDo2zpg
+        while (abs_value >= 100)
+        {
+            const auto digits_index = static_cast<unsigned>((abs_value % 100));
+            abs_value /= 100;
+            *(--buffer_ptr) = digits_to_99[digits_index][1];
+            *(--buffer_ptr) = digits_to_99[digits_index][0];
+        }
+
+        if (abs_value >= 10)
+        {
+            const auto digits_index = static_cast<unsigned>(abs_value);
+            *(--buffer_ptr) = digits_to_99[digits_index][1];
+            *(--buffer_ptr) = digits_to_99[digits_index][0];
+        }
+        else
+        {
+            *(--buffer_ptr) = static_cast<char>('0' + abs_value);
+        }
+
+        o->write_characters(number_buffer.data(), n_chars);
+    }
+
+    /*!
+    @brief dump a floating-point number
+
+    Dump a given floating-point number to output stream @a o. Works internally
+    with @a number_buffer.
+
+    @param[in] x  floating-point number to dump
+    */
+    void dump_float(number_float_t x)
+    {
+        // NaN / inf
+        if (!std::isfinite(x))
+        {
+            o->write_characters("null", 4);
+            return;
+        }
+
+        // If number_float_t is an IEEE-754 single or double precision number,
+        // use the Grisu2 algorithm to produce short numbers which are
+        // guaranteed to round-trip, using strtof and strtod, resp.
+        //
+        // NB: The test below works if <long double> == <double>.
+        static constexpr bool is_ieee_single_or_double
+            = (std::numeric_limits<number_float_t>::is_iec559 && std::numeric_limits<number_float_t>::digits == 24 && std::numeric_limits<number_float_t>::max_exponent == 128) ||
+              (std::numeric_limits<number_float_t>::is_iec559 && std::numeric_limits<number_float_t>::digits == 53 && std::numeric_limits<number_float_t>::max_exponent == 1024);
+
+        dump_float(x, std::integral_constant<bool, is_ieee_single_or_double>());
+    }
+
+    void dump_float(number_float_t x, std::true_type /*is_ieee_single_or_double*/)
+    {
+        auto* begin = number_buffer.data();
+        auto* end = ::nlohmann::detail::to_chars(begin, begin + number_buffer.size(), x);
+
+        o->write_characters(begin, static_cast<size_t>(end - begin));
+    }
+
+    void dump_float(number_float_t x, std::false_type /*is_ieee_single_or_double*/)
+    {
+        // get number of digits for a float -> text -> float round-trip
+        static constexpr auto d = std::numeric_limits<number_float_t>::max_digits10;
+
+        // the actual conversion
+        // NOLINTNEXTLINE(cppcoreguidelines-pro-type-vararg,hicpp-vararg)
+        std::ptrdiff_t len = (std::snprintf)(number_buffer.data(), number_buffer.size(), "%.*g", d, x);
+
+        // negative value indicates an error
+        JSON_ASSERT(len > 0);
+        // check if buffer was large enough
+        JSON_ASSERT(static_cast<std::size_t>(len) < number_buffer.size());
+
+        // erase thousands separator
+        if (thousands_sep != '\0')
+        {
+            // NOLINTNEXTLINE(readability-qualified-auto,llvm-qualified-auto): std::remove returns an iterator, see https://github.com/nlohmann/json/issues/3081
+            const auto end = std::remove(number_buffer.begin(), number_buffer.begin() + len, thousands_sep);
+            std::fill(end, number_buffer.end(), '\0');
+            JSON_ASSERT((end - number_buffer.begin()) <= len);
+            len = (end - number_buffer.begin());
+        }
+
+        // convert decimal point to '.'
+        if (decimal_point != '\0' && decimal_point != '.')
+        {
+            // NOLINTNEXTLINE(readability-qualified-auto,llvm-qualified-auto): std::find returns an iterator, see https://github.com/nlohmann/json/issues/3081
+            const auto dec_pos = std::find(number_buffer.begin(), number_buffer.end(), decimal_point);
+            if (dec_pos != number_buffer.end())
+            {
+                *dec_pos = '.';
+            }
+        }
+
+        o->write_characters(number_buffer.data(), static_cast<std::size_t>(len));
+
+        // determine if we need to append ".0"
+        const bool value_is_int_like =
+            std::none_of(number_buffer.begin(), number_buffer.begin() + len + 1,
+                         [](char c)
+        {
+            return c == '.' || c == 'e';
+        });
+
+        if (value_is_int_like)
+        {
+            o->write_characters(".0", 2);
+        }
+    }
+
+    /*!
+    @brief check whether a string is UTF-8 encoded
+
+    The function checks each byte of a string whether it is UTF-8 encoded. The
+    result of the check is stored in the @a state parameter. The function must
+    be called initially with state 0 (accept). State 1 means the string must
+    be rejected, because the current byte is not allowed. If the string is
+    completely processed, but the state is non-zero, the string ended
+    prematurely; that is, the last byte indicated more bytes should have
+    followed.
+
+    @param[in,out] state  the state of the decoding
+    @param[in,out] codep  codepoint (valid only if resulting state is UTF8_ACCEPT)
+    @param[in] byte       next byte to decode
+    @return               new state
+
+    @note The function has been edited: a std::array is used.
+
+    @copyright Copyright (c) 2008-2009 Bjoern Hoehrmann <bjoern@hoehrmann.de>
+    @sa http://bjoern.hoehrmann.de/utf-8/decoder/dfa/
+    */
+    static std::uint8_t decode(std::uint8_t& state, std::uint32_t& codep, const std::uint8_t byte) noexcept
+    {
+        static const std::array<std::uint8_t, 400> utf8d =
+        {
+            {
+                0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, // 00..1F
+                0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, // 20..3F
+                0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, // 40..5F
+                0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, // 60..7F
+                1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, // 80..9F
+                7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, // A0..BF
+                8, 8, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, // C0..DF
+                0xA, 0x3, 0x3, 0x3, 0x3, 0x3, 0x3, 0x3, 0x3, 0x3, 0x3, 0x3, 0x3, 0x4, 0x3, 0x3, // E0..EF
+                0xB, 0x6, 0x6, 0x6, 0x5, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, // F0..FF
+                0x0, 0x1, 0x2, 0x3, 0x5, 0x8, 0x7, 0x1, 0x1, 0x1, 0x4, 0x6, 0x1, 0x1, 0x1, 0x1, // s0..s0
+                1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, // s1..s2
+                1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, // s3..s4
+                1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 3, 1, 1, 1, 1, 1, 1, // s5..s6
+                1, 3, 1, 1, 1, 1, 1, 3, 1, 3, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 // s7..s8
+            }
+        };
+
+        JSON_ASSERT(byte < utf8d.size());
+        const std::uint8_t type = utf8d[byte];
+
+        codep = (state != UTF8_ACCEPT)
+                ? (byte & 0x3fu) | (codep << 6u)
+                : (0xFFu >> type) & (byte);
+
+        const std::size_t index = 256u + static_cast<size_t>(state) * 16u + static_cast<size_t>(type);
+        JSON_ASSERT(index < utf8d.size());
+        state = utf8d[index];
+        return state;
+    }
+
+    /*
+     * Overload to make the compiler happy while it is instantiating
+     * dump_integer for number_unsigned_t.
+     * Must never be called.
+     */
+    number_unsigned_t remove_sign(number_unsigned_t x)
+    {
+        JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+        return x; // LCOV_EXCL_LINE
+    }
+
+    /*
+     * Helper function for dump_integer
+     *
+     * This function takes a negative signed integer and returns its absolute
+     * value as unsigned integer. The plus/minus shuffling is necessary as we can
+     * not directly remove the sign of an arbitrary signed integer as the
+     * absolute values of INT_MIN and INT_MAX are usually not the same. See
+     * #1708 for details.
+     */
+    inline number_unsigned_t remove_sign(number_integer_t x) noexcept
+    {
+        JSON_ASSERT(x < 0 && x < (std::numeric_limits<number_integer_t>::max)()); // NOLINT(misc-redundant-expression)
+        return static_cast<number_unsigned_t>(-(x + 1)) + 1;
+    }
+
+  private:
+    /// the output of the serializer
+    output_adapter_t<char> o = nullptr;
+
+    /// a (hopefully) large enough character buffer
+    std::array<char, 64> number_buffer{{}};
+
+    /// the locale
+    const std::lconv* loc = nullptr;
+    /// the locale's thousand separator character
+    const char thousands_sep = '\0';
+    /// the locale's decimal point character
+    const char decimal_point = '\0';
+
+    /// string buffer
+    std::array<char, 512> string_buffer{{}};
+
+    /// the indentation character
+    const char indent_char;
+    /// the indentation string
+    string_t indent_string;
+
+    /// error_handler how to react on decoding errors
+    const error_handler_t error_handler;
+};
+
+}  // namespace detail
+NLOHMANN_JSON_NAMESPACE_END
+
+// #include <nlohmann/detail/value_t.hpp>
+
+// #include <nlohmann/json_fwd.hpp>
+
+// #include <nlohmann/ordered_map.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#include <functional> // equal_to, less
+#include <initializer_list> // initializer_list
+#include <iterator> // input_iterator_tag, iterator_traits
+#include <memory> // allocator
+#include <stdexcept> // for out_of_range
+#include <type_traits> // enable_if, is_convertible
+#include <utility> // pair
+#include <vector> // vector
+
+// #include <nlohmann/detail/macro_scope.hpp>
+
+// #include <nlohmann/detail/meta/type_traits.hpp>
+
+
+NLOHMANN_JSON_NAMESPACE_BEGIN
+
+/// ordered_map: a minimal map-like container that preserves insertion order
+/// for use within nlohmann::basic_json<ordered_map>
+template <class Key, class T, class IgnoredLess = std::less<Key>,
+          class Allocator = std::allocator<std::pair<const Key, T>>>
+                  struct ordered_map : std::vector<std::pair<const Key, T>, Allocator>
+{
+    using key_type = Key;
+    using mapped_type = T;
+    using Container = std::vector<std::pair<const Key, T>, Allocator>;
+    using iterator = typename Container::iterator;
+    using const_iterator = typename Container::const_iterator;
+    using size_type = typename Container::size_type;
+    using value_type = typename Container::value_type;
+#ifdef JSON_HAS_CPP_14
+    using key_compare = std::equal_to<>;
+#else
+    using key_compare = std::equal_to<Key>;
+#endif
+
+    // Explicit constructors instead of `using Container::Container`
+    // otherwise older compilers choke on it (GCC <= 5.5, xcode <= 9.4)
+    ordered_map() noexcept(noexcept(Container())) : Container{} {}
+    explicit ordered_map(const Allocator& alloc) noexcept(noexcept(Container(alloc))) : Container{alloc} {}
+    template <class It>
+    ordered_map(It first, It last, const Allocator& alloc = Allocator())
+        : Container{first, last, alloc} {}
+    ordered_map(std::initializer_list<value_type> init, const Allocator& alloc = Allocator() )
+        : Container{init, alloc} {}
+
+    std::pair<iterator, bool> emplace(const key_type& key, T&& t)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return {it, false};
+            }
+        }
+        Container::emplace_back(key, std::forward<T>(t));
+        return {std::prev(this->end()), true};
+    }
+
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_key_type<key_compare, key_type, KeyType>::value, int> = 0>
+    std::pair<iterator, bool> emplace(KeyType && key, T && t)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return {it, false};
+            }
+        }
+        Container::emplace_back(std::forward<KeyType>(key), std::forward<T>(t));
+        return {std::prev(this->end()), true};
+    }
+
+    T& operator[](const key_type& key)
+    {
+        return emplace(key, T{}).first->second;
+    }
+
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_key_type<key_compare, key_type, KeyType>::value, int> = 0>
+    T & operator[](KeyType && key)
+    {
+        return emplace(std::forward<KeyType>(key), T{}).first->second;
+    }
+
+    const T& operator[](const key_type& key) const
+    {
+        return at(key);
+    }
+
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_key_type<key_compare, key_type, KeyType>::value, int> = 0>
+    const T & operator[](KeyType && key) const
+    {
+        return at(std::forward<KeyType>(key));
+    }
+
+    T& at(const key_type& key)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return it->second;
+            }
+        }
+
+        JSON_THROW(std::out_of_range("key not found"));
+    }
+
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_key_type<key_compare, key_type, KeyType>::value, int> = 0>
+    T & at(KeyType && key) // NOLINT(cppcoreguidelines-missing-std-forward)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return it->second;
+            }
+        }
+
+        JSON_THROW(std::out_of_range("key not found"));
+    }
+
+    const T& at(const key_type& key) const
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return it->second;
+            }
+        }
+
+        JSON_THROW(std::out_of_range("key not found"));
+    }
+
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_key_type<key_compare, key_type, KeyType>::value, int> = 0>
+    const T & at(KeyType && key) const // NOLINT(cppcoreguidelines-missing-std-forward)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return it->second;
+            }
+        }
+
+        JSON_THROW(std::out_of_range("key not found"));
+    }
+
+    size_type erase(const key_type& key)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                // Since we cannot move const Keys, re-construct them in place
+                for (auto next = it; ++next != this->end(); ++it)
+                {
+                    it->~value_type(); // Destroy but keep allocation
+                    new (&*it) value_type{std::move(*next)};
+                }
+                Container::pop_back();
+                return 1;
+            }
+        }
+        return 0;
+    }
+
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_key_type<key_compare, key_type, KeyType>::value, int> = 0>
+    size_type erase(KeyType && key) // NOLINT(cppcoreguidelines-missing-std-forward)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                // Since we cannot move const Keys, re-construct them in place
+                for (auto next = it; ++next != this->end(); ++it)
+                {
+                    it->~value_type(); // Destroy but keep allocation
+                    new (&*it) value_type{std::move(*next)};
+                }
+                Container::pop_back();
+                return 1;
+            }
+        }
+        return 0;
+    }
+
+    iterator erase(iterator pos)
+    {
+        return erase(pos, std::next(pos));
+    }
+
+    iterator erase(iterator first, iterator last)
+    {
+        if (first == last)
+        {
+            return first;
+        }
+
+        const auto elements_affected = std::distance(first, last);
+        const auto offset = std::distance(Container::begin(), first);
+
+        // This is the start situation. We need to delete elements_affected
+        // elements (3 in this example: e, f, g), and need to return an
+        // iterator past the last deleted element (h in this example).
+        // Note that offset is the distance from the start of the vector
+        // to first. We will need this later.
+
+        // [ a, b, c, d, e, f, g, h, i, j ]
+        //               ^        ^
+        //             first    last
+
+        // Since we cannot move const Keys, we re-construct them in place.
+        // We start at first and re-construct (viz. copy) the elements from
+        // the back of the vector. Example for first iteration:
+
+        //               ,--------.
+        //               v        |   destroy e and re-construct with h
+        // [ a, b, c, d, e, f, g, h, i, j ]
+        //               ^        ^
+        //               it       it + elements_affected
+
+        for (auto it = first; std::next(it, elements_affected) != Container::end(); ++it)
+        {
+            it->~value_type(); // destroy but keep allocation
+            new (&*it) value_type{std::move(*std::next(it, elements_affected))}; // "move" next element to it
+        }
+
+        // [ a, b, c, d, h, i, j, h, i, j ]
+        //               ^        ^
+        //             first    last
+
+        // remove the unneeded elements at the end of the vector
+        Container::resize(this->size() - static_cast<size_type>(elements_affected));
+
+        // [ a, b, c, d, h, i, j ]
+        //               ^        ^
+        //             first    last
+
+        // first is now pointing past the last deleted element, but we cannot
+        // use this iterator, because it may have been invalidated by the
+        // resize call. Instead, we can return begin() + offset.
+        return Container::begin() + offset;
+    }
+
+    size_type count(const key_type& key) const
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return 1;
+            }
+        }
+        return 0;
+    }
+
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_key_type<key_compare, key_type, KeyType>::value, int> = 0>
+    size_type count(KeyType && key) const // NOLINT(cppcoreguidelines-missing-std-forward)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return 1;
+            }
+        }
+        return 0;
+    }
+
+    iterator find(const key_type& key)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return it;
+            }
+        }
+        return Container::end();
+    }
+
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_key_type<key_compare, key_type, KeyType>::value, int> = 0>
+    iterator find(KeyType && key) // NOLINT(cppcoreguidelines-missing-std-forward)
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return it;
+            }
+        }
+        return Container::end();
+    }
+
+    const_iterator find(const key_type& key) const
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, key))
+            {
+                return it;
+            }
+        }
+        return Container::end();
+    }
+
+    std::pair<iterator, bool> insert( value_type&& value )
+    {
+        return emplace(value.first, std::move(value.second));
+    }
+
+    std::pair<iterator, bool> insert( const value_type& value )
+    {
+        for (auto it = this->begin(); it != this->end(); ++it)
+        {
+            if (m_compare(it->first, value.first))
+            {
+                return {it, false};
+            }
+        }
+        Container::push_back(value);
+        return {--this->end(), true};
+    }
+
+    template<typename InputIt>
+    using require_input_iter = typename std::enable_if<std::is_convertible<typename std::iterator_traits<InputIt>::iterator_category,
+            std::input_iterator_tag>::value>::type;
+
+    template<typename InputIt, typename = require_input_iter<InputIt>>
+    void insert(InputIt first, InputIt last)
+    {
+        for (auto it = first; it != last; ++it)
+        {
+            insert(*it);
+        }
+    }
+
+private:
+    JSON_NO_UNIQUE_ADDRESS key_compare m_compare = key_compare();
+};
+
+NLOHMANN_JSON_NAMESPACE_END
+
+
+#if defined(JSON_HAS_CPP_17)
+    #if JSON_HAS_STATIC_RTTI
+        #include <any>
+    #endif
+    #include <string_view>
+#endif
+
+/*!
+@brief namespace for Niels Lohmann
+@see https://github.com/nlohmann
+@since version 1.0.0
+*/
+NLOHMANN_JSON_NAMESPACE_BEGIN
+
+/*!
+@brief a class to store JSON values
+
+@internal
+@invariant The member variables @a m_value and @a m_type have the following
+relationship:
+- If `m_type == value_t::object`, then `m_value.object != nullptr`.
+- If `m_type == value_t::array`, then `m_value.array != nullptr`.
+- If `m_type == value_t::string`, then `m_value.string != nullptr`.
+The invariants are checked by member function assert_invariant().
+
+@note ObjectType trick from https://stackoverflow.com/a/9860911
+@endinternal
+
+@since version 1.0.0
+
+@nosubgrouping
+*/
+NLOHMANN_BASIC_JSON_TPL_DECLARATION
+class basic_json // NOLINT(cppcoreguidelines-special-member-functions,hicpp-special-member-functions)
+    : public ::nlohmann::detail::json_base_class<CustomBaseClass>
+{
+  private:
+    template<detail::value_t> friend struct detail::external_constructor;
+
+    template<typename>
+    friend class ::nlohmann::json_pointer;
+    // can be restored when json_pointer backwards compatibility is removed
+    // friend ::nlohmann::json_pointer<StringType>;
+
+    template<typename BasicJsonType, typename InputType>
+    friend class ::nlohmann::detail::parser;
+    friend ::nlohmann::detail::serializer<basic_json>;
+    template<typename BasicJsonType>
+    friend class ::nlohmann::detail::iter_impl;
+    template<typename BasicJsonType, typename CharType>
+    friend class ::nlohmann::detail::binary_writer;
+    template<typename BasicJsonType, typename InputType, typename SAX>
+    friend class ::nlohmann::detail::binary_reader;
+    template<typename BasicJsonType>
+    friend class ::nlohmann::detail::json_sax_dom_parser;
+    template<typename BasicJsonType>
+    friend class ::nlohmann::detail::json_sax_dom_callback_parser;
+    friend class ::nlohmann::detail::exception;
+
+    /// workaround type for MSVC
+    using basic_json_t = NLOHMANN_BASIC_JSON_TPL;
+    using json_base_class_t = ::nlohmann::detail::json_base_class<CustomBaseClass>;
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    // convenience aliases for types residing in namespace detail;
+    using lexer = ::nlohmann::detail::lexer_base<basic_json>;
+
+    template<typename InputAdapterType>
+    static ::nlohmann::detail::parser<basic_json, InputAdapterType> parser(
+        InputAdapterType adapter,
+        detail::parser_callback_t<basic_json>cb = nullptr,
+        const bool allow_exceptions = true,
+        const bool ignore_comments = false
+                                 )
+    {
+        return ::nlohmann::detail::parser<basic_json, InputAdapterType>(std::move(adapter),
+                std::move(cb), allow_exceptions, ignore_comments);
+    }
+
+  private:
+    using primitive_iterator_t = ::nlohmann::detail::primitive_iterator_t;
+    template<typename BasicJsonType>
+    using internal_iterator = ::nlohmann::detail::internal_iterator<BasicJsonType>;
+    template<typename BasicJsonType>
+    using iter_impl = ::nlohmann::detail::iter_impl<BasicJsonType>;
+    template<typename Iterator>
+    using iteration_proxy = ::nlohmann::detail::iteration_proxy<Iterator>;
+    template<typename Base> using json_reverse_iterator = ::nlohmann::detail::json_reverse_iterator<Base>;
+
+    template<typename CharType>
+    using output_adapter_t = ::nlohmann::detail::output_adapter_t<CharType>;
+
+    template<typename InputType>
+    using binary_reader = ::nlohmann::detail::binary_reader<basic_json, InputType>;
+    template<typename CharType> using binary_writer = ::nlohmann::detail::binary_writer<basic_json, CharType>;
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    using serializer = ::nlohmann::detail::serializer<basic_json>;
+
+  public:
+    using value_t = detail::value_t;
+    /// JSON Pointer, see @ref nlohmann::json_pointer
+    using json_pointer = ::nlohmann::json_pointer<StringType>;
+    template<typename T, typename SFINAE>
+    using json_serializer = JSONSerializer<T, SFINAE>;
+    /// how to treat decoding errors
+    using error_handler_t = detail::error_handler_t;
+    /// how to treat CBOR tags
+    using cbor_tag_handler_t = detail::cbor_tag_handler_t;
+    /// helper type for initializer lists of basic_json values
+    using initializer_list_t = std::initializer_list<detail::json_ref<basic_json>>;
+
+    using input_format_t = detail::input_format_t;
+    /// SAX interface type, see @ref nlohmann::json_sax
+    using json_sax_t = json_sax<basic_json>;
+
+    ////////////////
+    // exceptions //
+    ////////////////
+
+    /// @name exceptions
+    /// Classes to implement user-defined exceptions.
+    /// @{
+
+    using exception = detail::exception;
+    using parse_error = detail::parse_error;
+    using invalid_iterator = detail::invalid_iterator;
+    using type_error = detail::type_error;
+    using out_of_range = detail::out_of_range;
+    using other_error = detail::other_error;
+
+    /// @}
+
+    /////////////////////
+    // container types //
+    /////////////////////
+
+    /// @name container types
+    /// The canonic container types to use @ref basic_json like any other STL
+    /// container.
+    /// @{
+
+    /// the type of elements in a basic_json container
+    using value_type = basic_json;
+
+    /// the type of an element reference
+    using reference = value_type&;
+    /// the type of an element const reference
+    using const_reference = const value_type&;
+
+    /// a type to represent differences between iterators
+    using difference_type = std::ptrdiff_t;
+    /// a type to represent container sizes
+    using size_type = std::size_t;
+
+    /// the allocator type
+    using allocator_type = AllocatorType<basic_json>;
+
+    /// the type of an element pointer
+    using pointer = typename std::allocator_traits<allocator_type>::pointer;
+    /// the type of an element const pointer
+    using const_pointer = typename std::allocator_traits<allocator_type>::const_pointer;
+
+    /// an iterator for a basic_json container
+    using iterator = iter_impl<basic_json>;
+    /// a const iterator for a basic_json container
+    using const_iterator = iter_impl<const basic_json>;
+    /// a reverse iterator for a basic_json container
+    using reverse_iterator = json_reverse_iterator<typename basic_json::iterator>;
+    /// a const reverse iterator for a basic_json container
+    using const_reverse_iterator = json_reverse_iterator<typename basic_json::const_iterator>;
+
+    /// @}
+
+    /// @brief returns the allocator associated with the container
+    /// @sa https://json.nlohmann.me/api/basic_json/get_allocator/
+    static allocator_type get_allocator()
+    {
+        return allocator_type();
+    }
+
+    /// @brief returns version information on the library
+    /// @sa https://json.nlohmann.me/api/basic_json/meta/
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json meta()
+    {
+        basic_json result;
+
+        result["copyright"] = "(C) 2013-2023 Niels Lohmann";
+        result["name"] = "JSON for Modern C++";
+        result["url"] = "https://github.com/nlohmann/json";
+        result["version"]["string"] =
+            detail::concat(std::to_string(NLOHMANN_JSON_VERSION_MAJOR), '.',
+                           std::to_string(NLOHMANN_JSON_VERSION_MINOR), '.',
+                           std::to_string(NLOHMANN_JSON_VERSION_PATCH));
+        result["version"]["major"] = NLOHMANN_JSON_VERSION_MAJOR;
+        result["version"]["minor"] = NLOHMANN_JSON_VERSION_MINOR;
+        result["version"]["patch"] = NLOHMANN_JSON_VERSION_PATCH;
+
+#ifdef _WIN32
+        result["platform"] = "win32";
+#elif defined __linux__
+        result["platform"] = "linux";
+#elif defined __APPLE__
+        result["platform"] = "apple";
+#elif defined __unix__
+        result["platform"] = "unix";
+#else
+        result["platform"] = "unknown";
+#endif
+
+#if defined(__ICC) || defined(__INTEL_COMPILER)
+        result["compiler"] = {{"family", "icc"}, {"version", __INTEL_COMPILER}};
+#elif defined(__clang__)
+        result["compiler"] = {{"family", "clang"}, {"version", __clang_version__}};
+#elif defined(__GNUC__) || defined(__GNUG__)
+        result["compiler"] = {{"family", "gcc"}, {"version", detail::concat(
+                    std::to_string(__GNUC__), '.',
+                    std::to_string(__GNUC_MINOR__), '.',
+                    std::to_string(__GNUC_PATCHLEVEL__))
+            }
+        };
+#elif defined(__HP_cc) || defined(__HP_aCC)
+        result["compiler"] = "hp"
+#elif defined(__IBMCPP__)
+        result["compiler"] = {{"family", "ilecpp"}, {"version", __IBMCPP__}};
+#elif defined(_MSC_VER)
+        result["compiler"] = {{"family", "msvc"}, {"version", _MSC_VER}};
+#elif defined(__PGI)
+        result["compiler"] = {{"family", "pgcpp"}, {"version", __PGI}};
+#elif defined(__SUNPRO_CC)
+        result["compiler"] = {{"family", "sunpro"}, {"version", __SUNPRO_CC}};
+#else
+        result["compiler"] = {{"family", "unknown"}, {"version", "unknown"}};
+#endif
+
+#if defined(_MSVC_LANG)
+        result["compiler"]["c++"] = std::to_string(_MSVC_LANG);
+#elif defined(__cplusplus)
+        result["compiler"]["c++"] = std::to_string(__cplusplus);
+#else
+        result["compiler"]["c++"] = "unknown";
+#endif
+        return result;
+    }
+
+    ///////////////////////////
+    // JSON value data types //
+    ///////////////////////////
+
+    /// @name JSON value data types
+    /// The data types to store a JSON value. These types are derived from
+    /// the template arguments passed to class @ref basic_json.
+    /// @{
+
+    /// @brief default object key comparator type
+    /// The actual object key comparator type (@ref object_comparator_t) may be
+    /// different.
+    /// @sa https://json.nlohmann.me/api/basic_json/default_object_comparator_t/
+#if defined(JSON_HAS_CPP_14)
+    // use of transparent comparator avoids unnecessary repeated construction of temporaries
+    // in functions involving lookup by key with types other than object_t::key_type (aka. StringType)
+    using default_object_comparator_t = std::less<>;
+#else
+    using default_object_comparator_t = std::less<StringType>;
+#endif
+
+    /// @brief a type for an object
+    /// @sa https://json.nlohmann.me/api/basic_json/object_t/
+    using object_t = ObjectType<StringType,
+          basic_json,
+          default_object_comparator_t,
+          AllocatorType<std::pair<const StringType,
+          basic_json>>>;
+
+    /// @brief a type for an array
+    /// @sa https://json.nlohmann.me/api/basic_json/array_t/
+    using array_t = ArrayType<basic_json, AllocatorType<basic_json>>;
+
+    /// @brief a type for a string
+    /// @sa https://json.nlohmann.me/api/basic_json/string_t/
+    using string_t = StringType;
+
+    /// @brief a type for a boolean
+    /// @sa https://json.nlohmann.me/api/basic_json/boolean_t/
+    using boolean_t = BooleanType;
+
+    /// @brief a type for a number (integer)
+    /// @sa https://json.nlohmann.me/api/basic_json/number_integer_t/
+    using number_integer_t = NumberIntegerType;
+
+    /// @brief a type for a number (unsigned)
+    /// @sa https://json.nlohmann.me/api/basic_json/number_unsigned_t/
+    using number_unsigned_t = NumberUnsignedType;
+
+    /// @brief a type for a number (floating-point)
+    /// @sa https://json.nlohmann.me/api/basic_json/number_float_t/
+    using number_float_t = NumberFloatType;
+
+    /// @brief a type for a packed binary type
+    /// @sa https://json.nlohmann.me/api/basic_json/binary_t/
+    using binary_t = nlohmann::byte_container_with_subtype<BinaryType>;
+
+    /// @brief object key comparator type
+    /// @sa https://json.nlohmann.me/api/basic_json/object_comparator_t/
+    using object_comparator_t = detail::actual_object_comparator_t<basic_json>;
+
+    /// @}
+
+  private:
+
+    /// helper for exception-safe object creation
+    template<typename T, typename... Args>
+    JSON_HEDLEY_RETURNS_NON_NULL
+    static T* create(Args&& ... args)
+    {
+        AllocatorType<T> alloc;
+        using AllocatorTraits = std::allocator_traits<AllocatorType<T>>;
+
+        auto deleter = [&](T * obj)
+        {
+            AllocatorTraits::deallocate(alloc, obj, 1);
+        };
+        std::unique_ptr<T, decltype(deleter)> obj(AllocatorTraits::allocate(alloc, 1), deleter);
+        AllocatorTraits::construct(alloc, obj.get(), std::forward<Args>(args)...);
+        JSON_ASSERT(obj != nullptr);
+        return obj.release();
+    }
+
+    ////////////////////////
+    // JSON value storage //
+    ////////////////////////
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    /*!
+    @brief a JSON value
+
+    The actual storage for a JSON value of the @ref basic_json class. This
+    union combines the different storage types for the JSON value types
+    defined in @ref value_t.
+
+    JSON type | value_t type    | used type
+    --------- | --------------- | ------------------------
+    object    | object          | pointer to @ref object_t
+    array     | array           | pointer to @ref array_t
+    string    | string          | pointer to @ref string_t
+    boolean   | boolean         | @ref boolean_t
+    number    | number_integer  | @ref number_integer_t
+    number    | number_unsigned | @ref number_unsigned_t
+    number    | number_float    | @ref number_float_t
+    binary    | binary          | pointer to @ref binary_t
+    null      | null            | *no value is stored*
+
+    @note Variable-length types (objects, arrays, and strings) are stored as
+    pointers. The size of the union should not exceed 64 bits if the default
+    value types are used.
+
+    @since version 1.0.0
+    */
+    union json_value
+    {
+        /// object (stored with pointer to save storage)
+        object_t* object;
+        /// array (stored with pointer to save storage)
+        array_t* array;
+        /// string (stored with pointer to save storage)
+        string_t* string;
+        /// binary (stored with pointer to save storage)
+        binary_t* binary;
+        /// boolean
+        boolean_t boolean;
+        /// number (integer)
+        number_integer_t number_integer;
+        /// number (unsigned integer)
+        number_unsigned_t number_unsigned;
+        /// number (floating-point)
+        number_float_t number_float;
+
+        /// default constructor (for null values)
+        json_value() = default;
+        /// constructor for booleans
+        json_value(boolean_t v) noexcept : boolean(v) {}
+        /// constructor for numbers (integer)
+        json_value(number_integer_t v) noexcept : number_integer(v) {}
+        /// constructor for numbers (unsigned)
+        json_value(number_unsigned_t v) noexcept : number_unsigned(v) {}
+        /// constructor for numbers (floating-point)
+        json_value(number_float_t v) noexcept : number_float(v) {}
+        /// constructor for empty values of a given type
+        json_value(value_t t)
+        {
+            switch (t)
+            {
+                case value_t::object:
+                {
+                    object = create<object_t>();
+                    break;
+                }
+
+                case value_t::array:
+                {
+                    array = create<array_t>();
+                    break;
+                }
+
+                case value_t::string:
+                {
+                    string = create<string_t>("");
+                    break;
+                }
+
+                case value_t::binary:
+                {
+                    binary = create<binary_t>();
+                    break;
+                }
+
+                case value_t::boolean:
+                {
+                    boolean = static_cast<boolean_t>(false);
+                    break;
+                }
+
+                case value_t::number_integer:
+                {
+                    number_integer = static_cast<number_integer_t>(0);
+                    break;
+                }
+
+                case value_t::number_unsigned:
+                {
+                    number_unsigned = static_cast<number_unsigned_t>(0);
+                    break;
+                }
+
+                case value_t::number_float:
+                {
+                    number_float = static_cast<number_float_t>(0.0);
+                    break;
+                }
+
+                case value_t::null:
+                {
+                    object = nullptr;  // silence warning, see #821
+                    break;
+                }
+
+                case value_t::discarded:
+                default:
+                {
+                    object = nullptr;  // silence warning, see #821
+                    if (JSON_HEDLEY_UNLIKELY(t == value_t::null))
+                    {
+                        JSON_THROW(other_error::create(500, "961c151d2e87f2686a955a9be24d316f1362bf21 3.11.3", nullptr)); // LCOV_EXCL_LINE
+                    }
+                    break;
+                }
+            }
+        }
+
+        /// constructor for strings
+        json_value(const string_t& value) : string(create<string_t>(value)) {}
+
+        /// constructor for rvalue strings
+        json_value(string_t&& value) : string(create<string_t>(std::move(value))) {}
+
+        /// constructor for objects
+        json_value(const object_t& value) : object(create<object_t>(value)) {}
+
+        /// constructor for rvalue objects
+        json_value(object_t&& value) : object(create<object_t>(std::move(value))) {}
+
+        /// constructor for arrays
+        json_value(const array_t& value) : array(create<array_t>(value)) {}
+
+        /// constructor for rvalue arrays
+        json_value(array_t&& value) : array(create<array_t>(std::move(value))) {}
+
+        /// constructor for binary arrays
+        json_value(const typename binary_t::container_type& value) : binary(create<binary_t>(value)) {}
+
+        /// constructor for rvalue binary arrays
+        json_value(typename binary_t::container_type&& value) : binary(create<binary_t>(std::move(value))) {}
+
+        /// constructor for binary arrays (internal type)
+        json_value(const binary_t& value) : binary(create<binary_t>(value)) {}
+
+        /// constructor for rvalue binary arrays (internal type)
+        json_value(binary_t&& value) : binary(create<binary_t>(std::move(value))) {}
+
+        void destroy(value_t t)
+        {
+            if (
+                (t == value_t::object && object == nullptr) ||
+                (t == value_t::array && array == nullptr) ||
+                (t == value_t::string && string == nullptr) ||
+                (t == value_t::binary && binary == nullptr)
+            )
+            {
+                //not initialized (e.g. due to exception in the ctor)
+                return;
+            }
+            if (t == value_t::array || t == value_t::object)
+            {
+                // flatten the current json_value to a heap-allocated stack
+                std::vector<basic_json> stack;
+
+                // move the top-level items to stack
+                if (t == value_t::array)
+                {
+                    stack.reserve(array->size());
+                    std::move(array->begin(), array->end(), std::back_inserter(stack));
+                }
+                else
+                {
+                    stack.reserve(object->size());
+                    for (auto&& it : *object)
+                    {
+                        stack.push_back(std::move(it.second));
+                    }
+                }
+
+                while (!stack.empty())
+                {
+                    // move the last item to local variable to be processed
+                    basic_json current_item(std::move(stack.back()));
+                    stack.pop_back();
+
+                    // if current_item is array/object, move
+                    // its children to the stack to be processed later
+                    if (current_item.is_array())
+                    {
+                        std::move(current_item.m_data.m_value.array->begin(), current_item.m_data.m_value.array->end(), std::back_inserter(stack));
+
+                        current_item.m_data.m_value.array->clear();
+                    }
+                    else if (current_item.is_object())
+                    {
+                        for (auto&& it : *current_item.m_data.m_value.object)
+                        {
+                            stack.push_back(std::move(it.second));
+                        }
+
+                        current_item.m_data.m_value.object->clear();
+                    }
+
+                    // it's now safe that current_item get destructed
+                    // since it doesn't have any children
+                }
+            }
+
+            switch (t)
+            {
+                case value_t::object:
+                {
+                    AllocatorType<object_t> alloc;
+                    std::allocator_traits<decltype(alloc)>::destroy(alloc, object);
+                    std::allocator_traits<decltype(alloc)>::deallocate(alloc, object, 1);
+                    break;
+                }
+
+                case value_t::array:
+                {
+                    AllocatorType<array_t> alloc;
+                    std::allocator_traits<decltype(alloc)>::destroy(alloc, array);
+                    std::allocator_traits<decltype(alloc)>::deallocate(alloc, array, 1);
+                    break;
+                }
+
+                case value_t::string:
+                {
+                    AllocatorType<string_t> alloc;
+                    std::allocator_traits<decltype(alloc)>::destroy(alloc, string);
+                    std::allocator_traits<decltype(alloc)>::deallocate(alloc, string, 1);
+                    break;
+                }
+
+                case value_t::binary:
+                {
+                    AllocatorType<binary_t> alloc;
+                    std::allocator_traits<decltype(alloc)>::destroy(alloc, binary);
+                    std::allocator_traits<decltype(alloc)>::deallocate(alloc, binary, 1);
+                    break;
+                }
+
+                case value_t::null:
+                case value_t::boolean:
+                case value_t::number_integer:
+                case value_t::number_unsigned:
+                case value_t::number_float:
+                case value_t::discarded:
+                default:
+                {
+                    break;
+                }
+            }
+        }
+    };
+
+  private:
+    /*!
+    @brief checks the class invariants
+
+    This function asserts the class invariants. It needs to be called at the
+    end of every constructor to make sure that created objects respect the
+    invariant. Furthermore, it has to be called each time the type of a JSON
+    value is changed, because the invariant expresses a relationship between
+    @a m_type and @a m_value.
+
+    Furthermore, the parent relation is checked for arrays and objects: If
+    @a check_parents true and the value is an array or object, then the
+    container's elements must have the current value as parent.
+
+    @param[in] check_parents  whether the parent relation should be checked.
+               The value is true by default and should only be set to false
+               during destruction of objects when the invariant does not
+               need to hold.
+    */
+    void assert_invariant(bool check_parents = true) const noexcept
+    {
+        JSON_ASSERT(m_data.m_type != value_t::object || m_data.m_value.object != nullptr);
+        JSON_ASSERT(m_data.m_type != value_t::array || m_data.m_value.array != nullptr);
+        JSON_ASSERT(m_data.m_type != value_t::string || m_data.m_value.string != nullptr);
+        JSON_ASSERT(m_data.m_type != value_t::binary || m_data.m_value.binary != nullptr);
+
+#if JSON_DIAGNOSTICS
+        JSON_TRY
+        {
+            // cppcheck-suppress assertWithSideEffect
+            JSON_ASSERT(!check_parents || !is_structured() || std::all_of(begin(), end(), [this](const basic_json & j)
+            {
+                return j.m_parent == this;
+            }));
+        }
+        JSON_CATCH(...) {} // LCOV_EXCL_LINE
+#endif
+        static_cast<void>(check_parents);
+    }
+
+    void set_parents()
+    {
+#if JSON_DIAGNOSTICS
+        switch (m_data.m_type)
+        {
+            case value_t::array:
+            {
+                for (auto& element : *m_data.m_value.array)
+                {
+                    element.m_parent = this;
+                }
+                break;
+            }
+
+            case value_t::object:
+            {
+                for (auto& element : *m_data.m_value.object)
+                {
+                    element.second.m_parent = this;
+                }
+                break;
+            }
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+                break;
+        }
+#endif
+    }
+
+    iterator set_parents(iterator it, typename iterator::difference_type count_set_parents)
+    {
+#if JSON_DIAGNOSTICS
+        for (typename iterator::difference_type i = 0; i < count_set_parents; ++i)
+        {
+            (it + i)->m_parent = this;
+        }
+#else
+        static_cast<void>(count_set_parents);
+#endif
+        return it;
+    }
+
+    reference set_parent(reference j, std::size_t old_capacity = static_cast<std::size_t>(-1))
+    {
+#if JSON_DIAGNOSTICS
+        if (old_capacity != static_cast<std::size_t>(-1))
+        {
+            // see https://github.com/nlohmann/json/issues/2838
+            JSON_ASSERT(type() == value_t::array);
+            if (JSON_HEDLEY_UNLIKELY(m_data.m_value.array->capacity() != old_capacity))
+            {
+                // capacity has changed: update all parents
+                set_parents();
+                return j;
+            }
+        }
+
+        // ordered_json uses a vector internally, so pointers could have
+        // been invalidated; see https://github.com/nlohmann/json/issues/2962
+#ifdef JSON_HEDLEY_MSVC_VERSION
+#pragma warning(push )
+#pragma warning(disable : 4127) // ignore warning to replace if with if constexpr
+#endif
+        if (detail::is_ordered_map<object_t>::value)
+        {
+            set_parents();
+            return j;
+        }
+#ifdef JSON_HEDLEY_MSVC_VERSION
+#pragma warning( pop )
+#endif
+
+        j.m_parent = this;
+#else
+        static_cast<void>(j);
+        static_cast<void>(old_capacity);
+#endif
+        return j;
+    }
+
+  public:
+    //////////////////////////
+    // JSON parser callback //
+    //////////////////////////
+
+    /// @brief parser event types
+    /// @sa https://json.nlohmann.me/api/basic_json/parse_event_t/
+    using parse_event_t = detail::parse_event_t;
+
+    /// @brief per-element parser callback type
+    /// @sa https://json.nlohmann.me/api/basic_json/parser_callback_t/
+    using parser_callback_t = detail::parser_callback_t<basic_json>;
+
+    //////////////////
+    // constructors //
+    //////////////////
+
+    /// @name constructors and destructors
+    /// Constructors of class @ref basic_json, copy/move constructor, copy
+    /// assignment, static functions creating objects, and the destructor.
+    /// @{
+
+    /// @brief create an empty value with a given type
+    /// @sa https://json.nlohmann.me/api/basic_json/basic_json/
+    basic_json(const value_t v)
+        : m_data(v)
+    {
+        assert_invariant();
+    }
+
+    /// @brief create a null object
+    /// @sa https://json.nlohmann.me/api/basic_json/basic_json/
+    basic_json(std::nullptr_t = nullptr) noexcept // NOLINT(bugprone-exception-escape)
+        : basic_json(value_t::null)
+    {
+        assert_invariant();
+    }
+
+    /// @brief create a JSON value from compatible types
+    /// @sa https://json.nlohmann.me/api/basic_json/basic_json/
+    template < typename CompatibleType,
+               typename U = detail::uncvref_t<CompatibleType>,
+               detail::enable_if_t <
+                   !detail::is_basic_json<U>::value && detail::is_compatible_type<basic_json_t, U>::value, int > = 0 >
+    basic_json(CompatibleType && val) noexcept(noexcept( // NOLINT(bugprone-forwarding-reference-overload,bugprone-exception-escape)
+                JSONSerializer<U>::to_json(std::declval<basic_json_t&>(),
+                                           std::forward<CompatibleType>(val))))
+    {
+        JSONSerializer<U>::to_json(*this, std::forward<CompatibleType>(val));
+        set_parents();
+        assert_invariant();
+    }
+
+    /// @brief create a JSON value from an existing one
+    /// @sa https://json.nlohmann.me/api/basic_json/basic_json/
+    template < typename BasicJsonType,
+               detail::enable_if_t <
+                   detail::is_basic_json<BasicJsonType>::value&& !std::is_same<basic_json, BasicJsonType>::value, int > = 0 >
+    basic_json(const BasicJsonType& val)
+    {
+        using other_boolean_t = typename BasicJsonType::boolean_t;
+        using other_number_float_t = typename BasicJsonType::number_float_t;
+        using other_number_integer_t = typename BasicJsonType::number_integer_t;
+        using other_number_unsigned_t = typename BasicJsonType::number_unsigned_t;
+        using other_string_t = typename BasicJsonType::string_t;
+        using other_object_t = typename BasicJsonType::object_t;
+        using other_array_t = typename BasicJsonType::array_t;
+        using other_binary_t = typename BasicJsonType::binary_t;
+
+        switch (val.type())
+        {
+            case value_t::boolean:
+                JSONSerializer<other_boolean_t>::to_json(*this, val.template get<other_boolean_t>());
+                break;
+            case value_t::number_float:
+                JSONSerializer<other_number_float_t>::to_json(*this, val.template get<other_number_float_t>());
+                break;
+            case value_t::number_integer:
+                JSONSerializer<other_number_integer_t>::to_json(*this, val.template get<other_number_integer_t>());
+                break;
+            case value_t::number_unsigned:
+                JSONSerializer<other_number_unsigned_t>::to_json(*this, val.template get<other_number_unsigned_t>());
+                break;
+            case value_t::string:
+                JSONSerializer<other_string_t>::to_json(*this, val.template get_ref<const other_string_t&>());
+                break;
+            case value_t::object:
+                JSONSerializer<other_object_t>::to_json(*this, val.template get_ref<const other_object_t&>());
+                break;
+            case value_t::array:
+                JSONSerializer<other_array_t>::to_json(*this, val.template get_ref<const other_array_t&>());
+                break;
+            case value_t::binary:
+                JSONSerializer<other_binary_t>::to_json(*this, val.template get_ref<const other_binary_t&>());
+                break;
+            case value_t::null:
+                *this = nullptr;
+                break;
+            case value_t::discarded:
+                m_data.m_type = value_t::discarded;
+                break;
+            default:            // LCOV_EXCL_LINE
+                JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+        }
+        JSON_ASSERT(m_data.m_type == val.type());
+        set_parents();
+        assert_invariant();
+    }
+
+    /// @brief create a container (array or object) from an initializer list
+    /// @sa https://json.nlohmann.me/api/basic_json/basic_json/
+    basic_json(initializer_list_t init,
+               bool type_deduction = true,
+               value_t manual_type = value_t::array)
+    {
+        // check if each element is an array with two elements whose first
+        // element is a string
+        bool is_an_object = std::all_of(init.begin(), init.end(),
+                                        [](const detail::json_ref<basic_json>& element_ref)
+        {
+            // The cast is to ensure op[size_type] is called, bearing in mind size_type may not be int;
+            // (many string types can be constructed from 0 via its null-pointer guise, so we get a
+            // broken call to op[key_type], the wrong semantics and a 4804 warning on Windows)
+            return element_ref->is_array() && element_ref->size() == 2 && (*element_ref)[static_cast<size_type>(0)].is_string();
+        });
+
+        // adjust type if type deduction is not wanted
+        if (!type_deduction)
+        {
+            // if array is wanted, do not create an object though possible
+            if (manual_type == value_t::array)
+            {
+                is_an_object = false;
+            }
+
+            // if object is wanted but impossible, throw an exception
+            if (JSON_HEDLEY_UNLIKELY(manual_type == value_t::object && !is_an_object))
+            {
+                JSON_THROW(type_error::create(301, "cannot create object from initializer list", nullptr));
+            }
+        }
+
+        if (is_an_object)
+        {
+            // the initializer list is a list of pairs -> create object
+            m_data.m_type = value_t::object;
+            m_data.m_value = value_t::object;
+
+            for (auto& element_ref : init)
+            {
+                auto element = element_ref.moved_or_copied();
+                m_data.m_value.object->emplace(
+                    std::move(*((*element.m_data.m_value.array)[0].m_data.m_value.string)),
+                    std::move((*element.m_data.m_value.array)[1]));
+            }
+        }
+        else
+        {
+            // the initializer list describes an array -> create array
+            m_data.m_type = value_t::array;
+            m_data.m_value.array = create<array_t>(init.begin(), init.end());
+        }
+
+        set_parents();
+        assert_invariant();
+    }
+
+    /// @brief explicitly create a binary array (without subtype)
+    /// @sa https://json.nlohmann.me/api/basic_json/binary/
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json binary(const typename binary_t::container_type& init)
+    {
+        auto res = basic_json();
+        res.m_data.m_type = value_t::binary;
+        res.m_data.m_value = init;
+        return res;
+    }
+
+    /// @brief explicitly create a binary array (with subtype)
+    /// @sa https://json.nlohmann.me/api/basic_json/binary/
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json binary(const typename binary_t::container_type& init, typename binary_t::subtype_type subtype)
+    {
+        auto res = basic_json();
+        res.m_data.m_type = value_t::binary;
+        res.m_data.m_value = binary_t(init, subtype);
+        return res;
+    }
+
+    /// @brief explicitly create a binary array
+    /// @sa https://json.nlohmann.me/api/basic_json/binary/
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json binary(typename binary_t::container_type&& init)
+    {
+        auto res = basic_json();
+        res.m_data.m_type = value_t::binary;
+        res.m_data.m_value = std::move(init);
+        return res;
+    }
+
+    /// @brief explicitly create a binary array (with subtype)
+    /// @sa https://json.nlohmann.me/api/basic_json/binary/
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json binary(typename binary_t::container_type&& init, typename binary_t::subtype_type subtype)
+    {
+        auto res = basic_json();
+        res.m_data.m_type = value_t::binary;
+        res.m_data.m_value = binary_t(std::move(init), subtype);
+        return res;
+    }
+
+    /// @brief explicitly create an array from an initializer list
+    /// @sa https://json.nlohmann.me/api/basic_json/array/
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json array(initializer_list_t init = {})
+    {
+        return basic_json(init, false, value_t::array);
+    }
+
+    /// @brief explicitly create an object from an initializer list
+    /// @sa https://json.nlohmann.me/api/basic_json/object/
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json object(initializer_list_t init = {})
+    {
+        return basic_json(init, false, value_t::object);
+    }
+
+    /// @brief construct an array with count copies of given value
+    /// @sa https://json.nlohmann.me/api/basic_json/basic_json/
+    basic_json(size_type cnt, const basic_json& val):
+        m_data{cnt, val}
+    {
+        set_parents();
+        assert_invariant();
+    }
+
+    /// @brief construct a JSON container given an iterator range
+    /// @sa https://json.nlohmann.me/api/basic_json/basic_json/
+    template < class InputIT, typename std::enable_if <
+                   std::is_same<InputIT, typename basic_json_t::iterator>::value ||
+                   std::is_same<InputIT, typename basic_json_t::const_iterator>::value, int >::type = 0 >
+    basic_json(InputIT first, InputIT last)
+    {
+        JSON_ASSERT(first.m_object != nullptr);
+        JSON_ASSERT(last.m_object != nullptr);
+
+        // make sure iterator fits the current value
+        if (JSON_HEDLEY_UNLIKELY(first.m_object != last.m_object))
+        {
+            JSON_THROW(invalid_iterator::create(201, "iterators are not compatible", nullptr));
+        }
+
+        // copy type from first iterator
+        m_data.m_type = first.m_object->m_data.m_type;
+
+        // check if iterator range is complete for primitive values
+        switch (m_data.m_type)
+        {
+            case value_t::boolean:
+            case value_t::number_float:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::string:
+            {
+                if (JSON_HEDLEY_UNLIKELY(!first.m_it.primitive_iterator.is_begin()
+                                         || !last.m_it.primitive_iterator.is_end()))
+                {
+                    JSON_THROW(invalid_iterator::create(204, "iterators out of range", first.m_object));
+                }
+                break;
+            }
+
+            case value_t::null:
+            case value_t::object:
+            case value_t::array:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+                break;
+        }
+
+        switch (m_data.m_type)
+        {
+            case value_t::number_integer:
+            {
+                m_data.m_value.number_integer = first.m_object->m_data.m_value.number_integer;
+                break;
+            }
+
+            case value_t::number_unsigned:
+            {
+                m_data.m_value.number_unsigned = first.m_object->m_data.m_value.number_unsigned;
+                break;
+            }
+
+            case value_t::number_float:
+            {
+                m_data.m_value.number_float = first.m_object->m_data.m_value.number_float;
+                break;
+            }
+
+            case value_t::boolean:
+            {
+                m_data.m_value.boolean = first.m_object->m_data.m_value.boolean;
+                break;
+            }
+
+            case value_t::string:
+            {
+                m_data.m_value = *first.m_object->m_data.m_value.string;
+                break;
+            }
+
+            case value_t::object:
+            {
+                m_data.m_value.object = create<object_t>(first.m_it.object_iterator,
+                                        last.m_it.object_iterator);
+                break;
+            }
+
+            case value_t::array:
+            {
+                m_data.m_value.array = create<array_t>(first.m_it.array_iterator,
+                                                       last.m_it.array_iterator);
+                break;
+            }
+
+            case value_t::binary:
+            {
+                m_data.m_value = *first.m_object->m_data.m_value.binary;
+                break;
+            }
+
+            case value_t::null:
+            case value_t::discarded:
+            default:
+                JSON_THROW(invalid_iterator::create(206, detail::concat("cannot construct with iterators from ", first.m_object->type_name()), first.m_object));
+        }
+
+        set_parents();
+        assert_invariant();
+    }
+
+    ///////////////////////////////////////
+    // other constructors and destructor //
+    ///////////////////////////////////////
+
+    template<typename JsonRef,
+             detail::enable_if_t<detail::conjunction<detail::is_json_ref<JsonRef>,
+                                 std::is_same<typename JsonRef::value_type, basic_json>>::value, int> = 0 >
+    basic_json(const JsonRef& ref) : basic_json(ref.moved_or_copied()) {}
+
+    /// @brief copy constructor
+    /// @sa https://json.nlohmann.me/api/basic_json/basic_json/
+    basic_json(const basic_json& other)
+        : json_base_class_t(other)
+    {
+        m_data.m_type = other.m_data.m_type;
+        // check of passed value is valid
+        other.assert_invariant();
+
+        switch (m_data.m_type)
+        {
+            case value_t::object:
+            {
+                m_data.m_value = *other.m_data.m_value.object;
+                break;
+            }
+
+            case value_t::array:
+            {
+                m_data.m_value = *other.m_data.m_value.array;
+                break;
+            }
+
+            case value_t::string:
+            {
+                m_data.m_value = *other.m_data.m_value.string;
+                break;
+            }
+
+            case value_t::boolean:
+            {
+                m_data.m_value = other.m_data.m_value.boolean;
+                break;
+            }
+
+            case value_t::number_integer:
+            {
+                m_data.m_value = other.m_data.m_value.number_integer;
+                break;
+            }
+
+            case value_t::number_unsigned:
+            {
+                m_data.m_value = other.m_data.m_value.number_unsigned;
+                break;
+            }
+
+            case value_t::number_float:
+            {
+                m_data.m_value = other.m_data.m_value.number_float;
+                break;
+            }
+
+            case value_t::binary:
+            {
+                m_data.m_value = *other.m_data.m_value.binary;
+                break;
+            }
+
+            case value_t::null:
+            case value_t::discarded:
+            default:
+                break;
+        }
+
+        set_parents();
+        assert_invariant();
+    }
+
+    /// @brief move constructor
+    /// @sa https://json.nlohmann.me/api/basic_json/basic_json/
+    basic_json(basic_json&& other) noexcept
+        : json_base_class_t(std::forward<json_base_class_t>(other)),
+          m_data(std::move(other.m_data))
+    {
+        // check that passed value is valid
+        other.assert_invariant(false);
+
+        // invalidate payload
+        other.m_data.m_type = value_t::null;
+        other.m_data.m_value = {};
+
+        set_parents();
+        assert_invariant();
+    }
+
+    /// @brief copy assignment
+    /// @sa https://json.nlohmann.me/api/basic_json/operator=/
+    basic_json& operator=(basic_json other) noexcept (
+        std::is_nothrow_move_constructible<value_t>::value&&
+        std::is_nothrow_move_assignable<value_t>::value&&
+        std::is_nothrow_move_constructible<json_value>::value&&
+        std::is_nothrow_move_assignable<json_value>::value&&
+        std::is_nothrow_move_assignable<json_base_class_t>::value
+    )
+    {
+        // check that passed value is valid
+        other.assert_invariant();
+
+        using std::swap;
+        swap(m_data.m_type, other.m_data.m_type);
+        swap(m_data.m_value, other.m_data.m_value);
+        json_base_class_t::operator=(std::move(other));
+
+        set_parents();
+        assert_invariant();
+        return *this;
+    }
+
+    /// @brief destructor
+    /// @sa https://json.nlohmann.me/api/basic_json/~basic_json/
+    ~basic_json() noexcept
+    {
+        assert_invariant(false);
+    }
+
+    /// @}
+
+  public:
+    ///////////////////////
+    // object inspection //
+    ///////////////////////
+
+    /// @name object inspection
+    /// Functions to inspect the type of a JSON value.
+    /// @{
+
+    /// @brief serialization
+    /// @sa https://json.nlohmann.me/api/basic_json/dump/
+    string_t dump(const int indent = -1,
+                  const char indent_char = ' ',
+                  const bool ensure_ascii = false,
+                  const error_handler_t error_handler = error_handler_t::strict) const
+    {
+        string_t result;
+        serializer s(detail::output_adapter<char, string_t>(result), indent_char, error_handler);
+
+        if (indent >= 0)
+        {
+            s.dump(*this, true, ensure_ascii, static_cast<unsigned int>(indent));
+        }
+        else
+        {
+            s.dump(*this, false, ensure_ascii, 0);
+        }
+
+        return result;
+    }
+
+    /// @brief return the type of the JSON value (explicit)
+    /// @sa https://json.nlohmann.me/api/basic_json/type/
+    constexpr value_t type() const noexcept
+    {
+        return m_data.m_type;
+    }
+
+    /// @brief return whether type is primitive
+    /// @sa https://json.nlohmann.me/api/basic_json/is_primitive/
+    constexpr bool is_primitive() const noexcept
+    {
+        return is_null() || is_string() || is_boolean() || is_number() || is_binary();
+    }
+
+    /// @brief return whether type is structured
+    /// @sa https://json.nlohmann.me/api/basic_json/is_structured/
+    constexpr bool is_structured() const noexcept
+    {
+        return is_array() || is_object();
+    }
+
+    /// @brief return whether value is null
+    /// @sa https://json.nlohmann.me/api/basic_json/is_null/
+    constexpr bool is_null() const noexcept
+    {
+        return m_data.m_type == value_t::null;
+    }
+
+    /// @brief return whether value is a boolean
+    /// @sa https://json.nlohmann.me/api/basic_json/is_boolean/
+    constexpr bool is_boolean() const noexcept
+    {
+        return m_data.m_type == value_t::boolean;
+    }
+
+    /// @brief return whether value is a number
+    /// @sa https://json.nlohmann.me/api/basic_json/is_number/
+    constexpr bool is_number() const noexcept
+    {
+        return is_number_integer() || is_number_float();
+    }
+
+    /// @brief return whether value is an integer number
+    /// @sa https://json.nlohmann.me/api/basic_json/is_number_integer/
+    constexpr bool is_number_integer() const noexcept
+    {
+        return m_data.m_type == value_t::number_integer || m_data.m_type == value_t::number_unsigned;
+    }
+
+    /// @brief return whether value is an unsigned integer number
+    /// @sa https://json.nlohmann.me/api/basic_json/is_number_unsigned/
+    constexpr bool is_number_unsigned() const noexcept
+    {
+        return m_data.m_type == value_t::number_unsigned;
+    }
+
+    /// @brief return whether value is a floating-point number
+    /// @sa https://json.nlohmann.me/api/basic_json/is_number_float/
+    constexpr bool is_number_float() const noexcept
+    {
+        return m_data.m_type == value_t::number_float;
+    }
+
+    /// @brief return whether value is an object
+    /// @sa https://json.nlohmann.me/api/basic_json/is_object/
+    constexpr bool is_object() const noexcept
+    {
+        return m_data.m_type == value_t::object;
+    }
+
+    /// @brief return whether value is an array
+    /// @sa https://json.nlohmann.me/api/basic_json/is_array/
+    constexpr bool is_array() const noexcept
+    {
+        return m_data.m_type == value_t::array;
+    }
+
+    /// @brief return whether value is a string
+    /// @sa https://json.nlohmann.me/api/basic_json/is_string/
+    constexpr bool is_string() const noexcept
+    {
+        return m_data.m_type == value_t::string;
+    }
+
+    /// @brief return whether value is a binary array
+    /// @sa https://json.nlohmann.me/api/basic_json/is_binary/
+    constexpr bool is_binary() const noexcept
+    {
+        return m_data.m_type == value_t::binary;
+    }
+
+    /// @brief return whether value is discarded
+    /// @sa https://json.nlohmann.me/api/basic_json/is_discarded/
+    constexpr bool is_discarded() const noexcept
+    {
+        return m_data.m_type == value_t::discarded;
+    }
+
+    /// @brief return the type of the JSON value (implicit)
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_value_t/
+    constexpr operator value_t() const noexcept
+    {
+        return m_data.m_type;
+    }
+
+    /// @}
+
+  private:
+    //////////////////
+    // value access //
+    //////////////////
+
+    /// get a boolean (explicit)
+    boolean_t get_impl(boolean_t* /*unused*/) const
+    {
+        if (JSON_HEDLEY_LIKELY(is_boolean()))
+        {
+            return m_data.m_value.boolean;
+        }
+
+        JSON_THROW(type_error::create(302, detail::concat("type must be boolean, but is ", type_name()), this));
+    }
+
+    /// get a pointer to the value (object)
+    object_t* get_impl_ptr(object_t* /*unused*/) noexcept
+    {
+        return is_object() ? m_data.m_value.object : nullptr;
+    }
+
+    /// get a pointer to the value (object)
+    constexpr const object_t* get_impl_ptr(const object_t* /*unused*/) const noexcept
+    {
+        return is_object() ? m_data.m_value.object : nullptr;
+    }
+
+    /// get a pointer to the value (array)
+    array_t* get_impl_ptr(array_t* /*unused*/) noexcept
+    {
+        return is_array() ? m_data.m_value.array : nullptr;
+    }
+
+    /// get a pointer to the value (array)
+    constexpr const array_t* get_impl_ptr(const array_t* /*unused*/) const noexcept
+    {
+        return is_array() ? m_data.m_value.array : nullptr;
+    }
+
+    /// get a pointer to the value (string)
+    string_t* get_impl_ptr(string_t* /*unused*/) noexcept
+    {
+        return is_string() ? m_data.m_value.string : nullptr;
+    }
+
+    /// get a pointer to the value (string)
+    constexpr const string_t* get_impl_ptr(const string_t* /*unused*/) const noexcept
+    {
+        return is_string() ? m_data.m_value.string : nullptr;
+    }
+
+    /// get a pointer to the value (boolean)
+    boolean_t* get_impl_ptr(boolean_t* /*unused*/) noexcept
+    {
+        return is_boolean() ? &m_data.m_value.boolean : nullptr;
+    }
+
+    /// get a pointer to the value (boolean)
+    constexpr const boolean_t* get_impl_ptr(const boolean_t* /*unused*/) const noexcept
+    {
+        return is_boolean() ? &m_data.m_value.boolean : nullptr;
+    }
+
+    /// get a pointer to the value (integer number)
+    number_integer_t* get_impl_ptr(number_integer_t* /*unused*/) noexcept
+    {
+        return is_number_integer() ? &m_data.m_value.number_integer : nullptr;
+    }
+
+    /// get a pointer to the value (integer number)
+    constexpr const number_integer_t* get_impl_ptr(const number_integer_t* /*unused*/) const noexcept
+    {
+        return is_number_integer() ? &m_data.m_value.number_integer : nullptr;
+    }
+
+    /// get a pointer to the value (unsigned number)
+    number_unsigned_t* get_impl_ptr(number_unsigned_t* /*unused*/) noexcept
+    {
+        return is_number_unsigned() ? &m_data.m_value.number_unsigned : nullptr;
+    }
+
+    /// get a pointer to the value (unsigned number)
+    constexpr const number_unsigned_t* get_impl_ptr(const number_unsigned_t* /*unused*/) const noexcept
+    {
+        return is_number_unsigned() ? &m_data.m_value.number_unsigned : nullptr;
+    }
+
+    /// get a pointer to the value (floating-point number)
+    number_float_t* get_impl_ptr(number_float_t* /*unused*/) noexcept
+    {
+        return is_number_float() ? &m_data.m_value.number_float : nullptr;
+    }
+
+    /// get a pointer to the value (floating-point number)
+    constexpr const number_float_t* get_impl_ptr(const number_float_t* /*unused*/) const noexcept
+    {
+        return is_number_float() ? &m_data.m_value.number_float : nullptr;
+    }
+
+    /// get a pointer to the value (binary)
+    binary_t* get_impl_ptr(binary_t* /*unused*/) noexcept
+    {
+        return is_binary() ? m_data.m_value.binary : nullptr;
+    }
+
+    /// get a pointer to the value (binary)
+    constexpr const binary_t* get_impl_ptr(const binary_t* /*unused*/) const noexcept
+    {
+        return is_binary() ? m_data.m_value.binary : nullptr;
+    }
+
+    /*!
+    @brief helper function to implement get_ref()
+
+    This function helps to implement get_ref() without code duplication for
+    const and non-const overloads
+
+    @tparam ThisType will be deduced as `basic_json` or `const basic_json`
+
+    @throw type_error.303 if ReferenceType does not match underlying value
+    type of the current JSON
+    */
+    template<typename ReferenceType, typename ThisType>
+    static ReferenceType get_ref_impl(ThisType& obj)
+    {
+        // delegate the call to get_ptr<>()
+        auto* ptr = obj.template get_ptr<typename std::add_pointer<ReferenceType>::type>();
+
+        if (JSON_HEDLEY_LIKELY(ptr != nullptr))
+        {
+            return *ptr;
+        }
+
+        JSON_THROW(type_error::create(303, detail::concat("incompatible ReferenceType for get_ref, actual type is ", obj.type_name()), &obj));
+    }
+
+  public:
+    /// @name value access
+    /// Direct access to the stored value of a JSON value.
+    /// @{
+
+    /// @brief get a pointer value (implicit)
+    /// @sa https://json.nlohmann.me/api/basic_json/get_ptr/
+    template<typename PointerType, typename std::enable_if<
+                 std::is_pointer<PointerType>::value, int>::type = 0>
+    auto get_ptr() noexcept -> decltype(std::declval<basic_json_t&>().get_impl_ptr(std::declval<PointerType>()))
+    {
+        // delegate the call to get_impl_ptr<>()
+        return get_impl_ptr(static_cast<PointerType>(nullptr));
+    }
+
+    /// @brief get a pointer value (implicit)
+    /// @sa https://json.nlohmann.me/api/basic_json/get_ptr/
+    template < typename PointerType, typename std::enable_if <
+                   std::is_pointer<PointerType>::value&&
+                   std::is_const<typename std::remove_pointer<PointerType>::type>::value, int >::type = 0 >
+    constexpr auto get_ptr() const noexcept -> decltype(std::declval<const basic_json_t&>().get_impl_ptr(std::declval<PointerType>()))
+    {
+        // delegate the call to get_impl_ptr<>() const
+        return get_impl_ptr(static_cast<PointerType>(nullptr));
+    }
+
+  private:
+    /*!
+    @brief get a value (explicit)
+
+    Explicit type conversion between the JSON value and a compatible value
+    which is [CopyConstructible](https://en.cppreference.com/w/cpp/named_req/CopyConstructible)
+    and [DefaultConstructible](https://en.cppreference.com/w/cpp/named_req/DefaultConstructible).
+    The value is converted by calling the @ref json_serializer<ValueType>
+    `from_json()` method.
+
+    The function is equivalent to executing
+    @code {.cpp}
+    ValueType ret;
+    JSONSerializer<ValueType>::from_json(*this, ret);
+    return ret;
+    @endcode
+
+    This overloads is chosen if:
+    - @a ValueType is not @ref basic_json,
+    - @ref json_serializer<ValueType> has a `from_json()` method of the form
+      `void from_json(const basic_json&, ValueType&)`, and
+    - @ref json_serializer<ValueType> does not have a `from_json()` method of
+      the form `ValueType from_json(const basic_json&)`
+
+    @tparam ValueType the returned value type
+
+    @return copy of the JSON value, converted to @a ValueType
+
+    @throw what @ref json_serializer<ValueType> `from_json()` method throws
+
+    @liveexample{The example below shows several conversions from JSON values
+    to other types. There a few things to note: (1) Floating-point numbers can
+    be converted to integers\, (2) A JSON array can be converted to a standard
+    `std::vector<short>`\, (3) A JSON object can be converted to C++
+    associative containers such as `std::unordered_map<std::string\,
+    json>`.,get__ValueType_const}
+
+    @since version 2.1.0
+    */
+    template < typename ValueType,
+               detail::enable_if_t <
+                   detail::is_default_constructible<ValueType>::value&&
+                   detail::has_from_json<basic_json_t, ValueType>::value,
+                   int > = 0 >
+    ValueType get_impl(detail::priority_tag<0> /*unused*/) const noexcept(noexcept(
+                JSONSerializer<ValueType>::from_json(std::declval<const basic_json_t&>(), std::declval<ValueType&>())))
+    {
+        auto ret = ValueType();
+        JSONSerializer<ValueType>::from_json(*this, ret);
+        return ret;
+    }
+
+    /*!
+    @brief get a value (explicit); special case
+
+    Explicit type conversion between the JSON value and a compatible value
+    which is **not** [CopyConstructible](https://en.cppreference.com/w/cpp/named_req/CopyConstructible)
+    and **not** [DefaultConstructible](https://en.cppreference.com/w/cpp/named_req/DefaultConstructible).
+    The value is converted by calling the @ref json_serializer<ValueType>
+    `from_json()` method.
+
+    The function is equivalent to executing
+    @code {.cpp}
+    return JSONSerializer<ValueType>::from_json(*this);
+    @endcode
+
+    This overloads is chosen if:
+    - @a ValueType is not @ref basic_json and
+    - @ref json_serializer<ValueType> has a `from_json()` method of the form
+      `ValueType from_json(const basic_json&)`
+
+    @note If @ref json_serializer<ValueType> has both overloads of
+    `from_json()`, this one is chosen.
+
+    @tparam ValueType the returned value type
+
+    @return copy of the JSON value, converted to @a ValueType
+
+    @throw what @ref json_serializer<ValueType> `from_json()` method throws
+
+    @since version 2.1.0
+    */
+    template < typename ValueType,
+               detail::enable_if_t <
+                   detail::has_non_default_from_json<basic_json_t, ValueType>::value,
+                   int > = 0 >
+    ValueType get_impl(detail::priority_tag<1> /*unused*/) const noexcept(noexcept(
+                JSONSerializer<ValueType>::from_json(std::declval<const basic_json_t&>())))
+    {
+        return JSONSerializer<ValueType>::from_json(*this);
+    }
+
+    /*!
+    @brief get special-case overload
+
+    This overloads converts the current @ref basic_json in a different
+    @ref basic_json type
+
+    @tparam BasicJsonType == @ref basic_json
+
+    @return a copy of *this, converted into @a BasicJsonType
+
+    @complexity Depending on the implementation of the called `from_json()`
+                method.
+
+    @since version 3.2.0
+    */
+    template < typename BasicJsonType,
+               detail::enable_if_t <
+                   detail::is_basic_json<BasicJsonType>::value,
+                   int > = 0 >
+    BasicJsonType get_impl(detail::priority_tag<2> /*unused*/) const
+    {
+        return *this;
+    }
+
+    /*!
+    @brief get special-case overload
+
+    This overloads avoids a lot of template boilerplate, it can be seen as the
+    identity method
+
+    @tparam BasicJsonType == @ref basic_json
+
+    @return a copy of *this
+
+    @complexity Constant.
+
+    @since version 2.1.0
+    */
+    template<typename BasicJsonType,
+             detail::enable_if_t<
+                 std::is_same<BasicJsonType, basic_json_t>::value,
+                 int> = 0>
+    basic_json get_impl(detail::priority_tag<3> /*unused*/) const
+    {
+        return *this;
+    }
+
+    /*!
+    @brief get a pointer value (explicit)
+    @copydoc get()
+    */
+    template<typename PointerType,
+             detail::enable_if_t<
+                 std::is_pointer<PointerType>::value,
+                 int> = 0>
+    constexpr auto get_impl(detail::priority_tag<4> /*unused*/) const noexcept
+    -> decltype(std::declval<const basic_json_t&>().template get_ptr<PointerType>())
+    {
+        // delegate the call to get_ptr
+        return get_ptr<PointerType>();
+    }
+
+  public:
+    /*!
+    @brief get a (pointer) value (explicit)
+
+    Performs explicit type conversion between the JSON value and a compatible value if required.
+
+    - If the requested type is a pointer to the internally stored JSON value that pointer is returned.
+    No copies are made.
+
+    - If the requested type is the current @ref basic_json, or a different @ref basic_json convertible
+    from the current @ref basic_json.
+
+    - Otherwise the value is converted by calling the @ref json_serializer<ValueType> `from_json()`
+    method.
+
+    @tparam ValueTypeCV the provided value type
+    @tparam ValueType the returned value type
+
+    @return copy of the JSON value, converted to @tparam ValueType if necessary
+
+    @throw what @ref json_serializer<ValueType> `from_json()` method throws if conversion is required
+
+    @since version 2.1.0
+    */
+    template < typename ValueTypeCV, typename ValueType = detail::uncvref_t<ValueTypeCV>>
+#if defined(JSON_HAS_CPP_14)
+    constexpr
+#endif
+    auto get() const noexcept(
+    noexcept(std::declval<const basic_json_t&>().template get_impl<ValueType>(detail::priority_tag<4> {})))
+    -> decltype(std::declval<const basic_json_t&>().template get_impl<ValueType>(detail::priority_tag<4> {}))
+    {
+        // we cannot static_assert on ValueTypeCV being non-const, because
+        // there is support for get<const basic_json_t>(), which is why we
+        // still need the uncvref
+        static_assert(!std::is_reference<ValueTypeCV>::value,
+                      "get() cannot be used with reference types, you might want to use get_ref()");
+        return get_impl<ValueType>(detail::priority_tag<4> {});
+    }
+
+    /*!
+    @brief get a pointer value (explicit)
+
+    Explicit pointer access to the internally stored JSON value. No copies are
+    made.
+
+    @warning The pointer becomes invalid if the underlying JSON object
+    changes.
+
+    @tparam PointerType pointer type; must be a pointer to @ref array_t, @ref
+    object_t, @ref string_t, @ref boolean_t, @ref number_integer_t,
+    @ref number_unsigned_t, or @ref number_float_t.
+
+    @return pointer to the internally stored JSON value if the requested
+    pointer type @a PointerType fits to the JSON value; `nullptr` otherwise
+
+    @complexity Constant.
+
+    @liveexample{The example below shows how pointers to internal values of a
+    JSON value can be requested. Note that no type conversions are made and a
+    `nullptr` is returned if the value and the requested pointer type does not
+    match.,get__PointerType}
+
+    @sa see @ref get_ptr() for explicit pointer-member access
+
+    @since version 1.0.0
+    */
+    template<typename PointerType, typename std::enable_if<
+                 std::is_pointer<PointerType>::value, int>::type = 0>
+    auto get() noexcept -> decltype(std::declval<basic_json_t&>().template get_ptr<PointerType>())
+    {
+        // delegate the call to get_ptr
+        return get_ptr<PointerType>();
+    }
+
+    /// @brief get a value (explicit)
+    /// @sa https://json.nlohmann.me/api/basic_json/get_to/
+    template < typename ValueType,
+               detail::enable_if_t <
+                   !detail::is_basic_json<ValueType>::value&&
+                   detail::has_from_json<basic_json_t, ValueType>::value,
+                   int > = 0 >
+    ValueType & get_to(ValueType& v) const noexcept(noexcept(
+                JSONSerializer<ValueType>::from_json(std::declval<const basic_json_t&>(), v)))
+    {
+        JSONSerializer<ValueType>::from_json(*this, v);
+        return v;
+    }
+
+    // specialization to allow calling get_to with a basic_json value
+    // see https://github.com/nlohmann/json/issues/2175
+    template<typename ValueType,
+             detail::enable_if_t <
+                 detail::is_basic_json<ValueType>::value,
+                 int> = 0>
+    ValueType & get_to(ValueType& v) const
+    {
+        v = *this;
+        return v;
+    }
+
+    template <
+        typename T, std::size_t N,
+        typename Array = T (&)[N], // NOLINT(cppcoreguidelines-avoid-c-arrays,hicpp-avoid-c-arrays,modernize-avoid-c-arrays)
+        detail::enable_if_t <
+            detail::has_from_json<basic_json_t, Array>::value, int > = 0 >
+    Array get_to(T (&v)[N]) const // NOLINT(cppcoreguidelines-avoid-c-arrays,hicpp-avoid-c-arrays,modernize-avoid-c-arrays)
+    noexcept(noexcept(JSONSerializer<Array>::from_json(
+                          std::declval<const basic_json_t&>(), v)))
+    {
+        JSONSerializer<Array>::from_json(*this, v);
+        return v;
+    }
+
+    /// @brief get a reference value (implicit)
+    /// @sa https://json.nlohmann.me/api/basic_json/get_ref/
+    template<typename ReferenceType, typename std::enable_if<
+                 std::is_reference<ReferenceType>::value, int>::type = 0>
+    ReferenceType get_ref()
+    {
+        // delegate call to get_ref_impl
+        return get_ref_impl<ReferenceType>(*this);
+    }
+
+    /// @brief get a reference value (implicit)
+    /// @sa https://json.nlohmann.me/api/basic_json/get_ref/
+    template < typename ReferenceType, typename std::enable_if <
+                   std::is_reference<ReferenceType>::value&&
+                   std::is_const<typename std::remove_reference<ReferenceType>::type>::value, int >::type = 0 >
+    ReferenceType get_ref() const
+    {
+        // delegate call to get_ref_impl
+        return get_ref_impl<ReferenceType>(*this);
+    }
+
+    /*!
+    @brief get a value (implicit)
+
+    Implicit type conversion between the JSON value and a compatible value.
+    The call is realized by calling @ref get() const.
+
+    @tparam ValueType non-pointer type compatible to the JSON value, for
+    instance `int` for JSON integer numbers, `bool` for JSON booleans, or
+    `std::vector` types for JSON arrays. The character type of @ref string_t
+    as well as an initializer list of this type is excluded to avoid
+    ambiguities as these types implicitly convert to `std::string`.
+
+    @return copy of the JSON value, converted to type @a ValueType
+
+    @throw type_error.302 in case passed type @a ValueType is incompatible
+    to the JSON value type (e.g., the JSON value is of type boolean, but a
+    string is requested); see example below
+
+    @complexity Linear in the size of the JSON value.
+
+    @liveexample{The example below shows several conversions from JSON values
+    to other types. There a few things to note: (1) Floating-point numbers can
+    be converted to integers\, (2) A JSON array can be converted to a standard
+    `std::vector<short>`\, (3) A JSON object can be converted to C++
+    associative containers such as `std::unordered_map<std::string\,
+    json>`.,operator__ValueType}
+
+    @since version 1.0.0
+    */
+    template < typename ValueType, typename std::enable_if <
+                   detail::conjunction <
+                       detail::negation<std::is_pointer<ValueType>>,
+                       detail::negation<std::is_same<ValueType, std::nullptr_t>>,
+                       detail::negation<std::is_same<ValueType, detail::json_ref<basic_json>>>,
+                                        detail::negation<std::is_same<ValueType, typename string_t::value_type>>,
+                                        detail::negation<detail::is_basic_json<ValueType>>,
+                                        detail::negation<std::is_same<ValueType, std::initializer_list<typename string_t::value_type>>>,
+#if defined(JSON_HAS_CPP_17) && (defined(__GNUC__) || (defined(_MSC_VER) && _MSC_VER >= 1910 && _MSC_VER <= 1914))
+                                                detail::negation<std::is_same<ValueType, std::string_view>>,
+#endif
+#if defined(JSON_HAS_CPP_17) && JSON_HAS_STATIC_RTTI
+                                                detail::negation<std::is_same<ValueType, std::any>>,
+#endif
+                                                detail::is_detected_lazy<detail::get_template_function, const basic_json_t&, ValueType>
+                                                >::value, int >::type = 0 >
+                                        JSON_EXPLICIT operator ValueType() const
+    {
+        // delegate the call to get<>() const
+        return get<ValueType>();
+    }
+
+    /// @brief get a binary value
+    /// @sa https://json.nlohmann.me/api/basic_json/get_binary/
+    binary_t& get_binary()
+    {
+        if (!is_binary())
+        {
+            JSON_THROW(type_error::create(302, detail::concat("type must be binary, but is ", type_name()), this));
+        }
+
+        return *get_ptr<binary_t*>();
+    }
+
+    /// @brief get a binary value
+    /// @sa https://json.nlohmann.me/api/basic_json/get_binary/
+    const binary_t& get_binary() const
+    {
+        if (!is_binary())
+        {
+            JSON_THROW(type_error::create(302, detail::concat("type must be binary, but is ", type_name()), this));
+        }
+
+        return *get_ptr<const binary_t*>();
+    }
+
+    /// @}
+
+    ////////////////////
+    // element access //
+    ////////////////////
+
+    /// @name element access
+    /// Access to the JSON value.
+    /// @{
+
+    /// @brief access specified array element with bounds checking
+    /// @sa https://json.nlohmann.me/api/basic_json/at/
+    reference at(size_type idx)
+    {
+        // at only works for arrays
+        if (JSON_HEDLEY_LIKELY(is_array()))
+        {
+            JSON_TRY
+            {
+                return set_parent(m_data.m_value.array->at(idx));
+            }
+            JSON_CATCH (std::out_of_range&)
+            {
+                // create better exception explanation
+                JSON_THROW(out_of_range::create(401, detail::concat("array index ", std::to_string(idx), " is out of range"), this));
+            }
+        }
+        else
+        {
+            JSON_THROW(type_error::create(304, detail::concat("cannot use at() with ", type_name()), this));
+        }
+    }
+
+    /// @brief access specified array element with bounds checking
+    /// @sa https://json.nlohmann.me/api/basic_json/at/
+    const_reference at(size_type idx) const
+    {
+        // at only works for arrays
+        if (JSON_HEDLEY_LIKELY(is_array()))
+        {
+            JSON_TRY
+            {
+                return m_data.m_value.array->at(idx);
+            }
+            JSON_CATCH (std::out_of_range&)
+            {
+                // create better exception explanation
+                JSON_THROW(out_of_range::create(401, detail::concat("array index ", std::to_string(idx), " is out of range"), this));
+            }
+        }
+        else
+        {
+            JSON_THROW(type_error::create(304, detail::concat("cannot use at() with ", type_name()), this));
+        }
+    }
+
+    /// @brief access specified object element with bounds checking
+    /// @sa https://json.nlohmann.me/api/basic_json/at/
+    reference at(const typename object_t::key_type& key)
+    {
+        // at only works for objects
+        if (JSON_HEDLEY_UNLIKELY(!is_object()))
+        {
+            JSON_THROW(type_error::create(304, detail::concat("cannot use at() with ", type_name()), this));
+        }
+
+        auto it = m_data.m_value.object->find(key);
+        if (it == m_data.m_value.object->end())
+        {
+            JSON_THROW(out_of_range::create(403, detail::concat("key '", key, "' not found"), this));
+        }
+        return set_parent(it->second);
+    }
+
+    /// @brief access specified object element with bounds checking
+    /// @sa https://json.nlohmann.me/api/basic_json/at/
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_basic_json_key_type<basic_json_t, KeyType>::value, int> = 0>
+    reference at(KeyType && key)
+    {
+        // at only works for objects
+        if (JSON_HEDLEY_UNLIKELY(!is_object()))
+        {
+            JSON_THROW(type_error::create(304, detail::concat("cannot use at() with ", type_name()), this));
+        }
+
+        auto it = m_data.m_value.object->find(std::forward<KeyType>(key));
+        if (it == m_data.m_value.object->end())
+        {
+            JSON_THROW(out_of_range::create(403, detail::concat("key '", string_t(std::forward<KeyType>(key)), "' not found"), this));
+        }
+        return set_parent(it->second);
+    }
+
+    /// @brief access specified object element with bounds checking
+    /// @sa https://json.nlohmann.me/api/basic_json/at/
+    const_reference at(const typename object_t::key_type& key) const
+    {
+        // at only works for objects
+        if (JSON_HEDLEY_UNLIKELY(!is_object()))
+        {
+            JSON_THROW(type_error::create(304, detail::concat("cannot use at() with ", type_name()), this));
+        }
+
+        auto it = m_data.m_value.object->find(key);
+        if (it == m_data.m_value.object->end())
+        {
+            JSON_THROW(out_of_range::create(403, detail::concat("key '", key, "' not found"), this));
+        }
+        return it->second;
+    }
+
+    /// @brief access specified object element with bounds checking
+    /// @sa https://json.nlohmann.me/api/basic_json/at/
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_basic_json_key_type<basic_json_t, KeyType>::value, int> = 0>
+    const_reference at(KeyType && key) const
+    {
+        // at only works for objects
+        if (JSON_HEDLEY_UNLIKELY(!is_object()))
+        {
+            JSON_THROW(type_error::create(304, detail::concat("cannot use at() with ", type_name()), this));
+        }
+
+        auto it = m_data.m_value.object->find(std::forward<KeyType>(key));
+        if (it == m_data.m_value.object->end())
+        {
+            JSON_THROW(out_of_range::create(403, detail::concat("key '", string_t(std::forward<KeyType>(key)), "' not found"), this));
+        }
+        return it->second;
+    }
+
+    /// @brief access specified array element
+    /// @sa https://json.nlohmann.me/api/basic_json/operator%5B%5D/
+    reference operator[](size_type idx)
+    {
+        // implicitly convert null value to an empty array
+        if (is_null())
+        {
+            m_data.m_type = value_t::array;
+            m_data.m_value.array = create<array_t>();
+            assert_invariant();
+        }
+
+        // operator[] only works for arrays
+        if (JSON_HEDLEY_LIKELY(is_array()))
+        {
+            // fill up array with null values if given idx is outside range
+            if (idx >= m_data.m_value.array->size())
+            {
+#if JSON_DIAGNOSTICS
+                // remember array size & capacity before resizing
+                const auto old_size = m_data.m_value.array->size();
+                const auto old_capacity = m_data.m_value.array->capacity();
+#endif
+                m_data.m_value.array->resize(idx + 1);
+
+#if JSON_DIAGNOSTICS
+                if (JSON_HEDLEY_UNLIKELY(m_data.m_value.array->capacity() != old_capacity))
+                {
+                    // capacity has changed: update all parents
+                    set_parents();
+                }
+                else
+                {
+                    // set parent for values added above
+                    set_parents(begin() + static_cast<typename iterator::difference_type>(old_size), static_cast<typename iterator::difference_type>(idx + 1 - old_size));
+                }
+#endif
+                assert_invariant();
+            }
+
+            return m_data.m_value.array->operator[](idx);
+        }
+
+        JSON_THROW(type_error::create(305, detail::concat("cannot use operator[] with a numeric argument with ", type_name()), this));
+    }
+
+    /// @brief access specified array element
+    /// @sa https://json.nlohmann.me/api/basic_json/operator%5B%5D/
+    const_reference operator[](size_type idx) const
+    {
+        // const operator[] only works for arrays
+        if (JSON_HEDLEY_LIKELY(is_array()))
+        {
+            return m_data.m_value.array->operator[](idx);
+        }
+
+        JSON_THROW(type_error::create(305, detail::concat("cannot use operator[] with a numeric argument with ", type_name()), this));
+    }
+
+    /// @brief access specified object element
+    /// @sa https://json.nlohmann.me/api/basic_json/operator%5B%5D/
+    reference operator[](typename object_t::key_type key)
+    {
+        // implicitly convert null value to an empty object
+        if (is_null())
+        {
+            m_data.m_type = value_t::object;
+            m_data.m_value.object = create<object_t>();
+            assert_invariant();
+        }
+
+        // operator[] only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            auto result = m_data.m_value.object->emplace(std::move(key), nullptr);
+            return set_parent(result.first->second);
+        }
+
+        JSON_THROW(type_error::create(305, detail::concat("cannot use operator[] with a string argument with ", type_name()), this));
+    }
+
+    /// @brief access specified object element
+    /// @sa https://json.nlohmann.me/api/basic_json/operator%5B%5D/
+    const_reference operator[](const typename object_t::key_type& key) const
+    {
+        // const operator[] only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            auto it = m_data.m_value.object->find(key);
+            JSON_ASSERT(it != m_data.m_value.object->end());
+            return it->second;
+        }
+
+        JSON_THROW(type_error::create(305, detail::concat("cannot use operator[] with a string argument with ", type_name()), this));
+    }
+
+    // these two functions resolve a (const) char * ambiguity affecting Clang and MSVC
+    // (they seemingly cannot be constrained to resolve the ambiguity)
+    template<typename T>
+    reference operator[](T* key)
+    {
+        return operator[](typename object_t::key_type(key));
+    }
+
+    template<typename T>
+    const_reference operator[](T* key) const
+    {
+        return operator[](typename object_t::key_type(key));
+    }
+
+    /// @brief access specified object element
+    /// @sa https://json.nlohmann.me/api/basic_json/operator%5B%5D/
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_basic_json_key_type<basic_json_t, KeyType>::value, int > = 0 >
+    reference operator[](KeyType && key)
+    {
+        // implicitly convert null value to an empty object
+        if (is_null())
+        {
+            m_data.m_type = value_t::object;
+            m_data.m_value.object = create<object_t>();
+            assert_invariant();
+        }
+
+        // operator[] only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            auto result = m_data.m_value.object->emplace(std::forward<KeyType>(key), nullptr);
+            return set_parent(result.first->second);
+        }
+
+        JSON_THROW(type_error::create(305, detail::concat("cannot use operator[] with a string argument with ", type_name()), this));
+    }
+
+    /// @brief access specified object element
+    /// @sa https://json.nlohmann.me/api/basic_json/operator%5B%5D/
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_basic_json_key_type<basic_json_t, KeyType>::value, int > = 0 >
+    const_reference operator[](KeyType && key) const
+    {
+        // const operator[] only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            auto it = m_data.m_value.object->find(std::forward<KeyType>(key));
+            JSON_ASSERT(it != m_data.m_value.object->end());
+            return it->second;
+        }
+
+        JSON_THROW(type_error::create(305, detail::concat("cannot use operator[] with a string argument with ", type_name()), this));
+    }
+
+  private:
+    template<typename KeyType>
+    using is_comparable_with_object_key = detail::is_comparable <
+        object_comparator_t, const typename object_t::key_type&, KeyType >;
+
+    template<typename ValueType>
+    using value_return_type = std::conditional <
+        detail::is_c_string_uncvref<ValueType>::value,
+        string_t, typename std::decay<ValueType>::type >;
+
+  public:
+    /// @brief access specified object element with default value
+    /// @sa https://json.nlohmann.me/api/basic_json/value/
+    template < class ValueType, detail::enable_if_t <
+                   !detail::is_transparent<object_comparator_t>::value
+                   && detail::is_getable<basic_json_t, ValueType>::value
+                   && !std::is_same<value_t, detail::uncvref_t<ValueType>>::value, int > = 0 >
+    ValueType value(const typename object_t::key_type& key, const ValueType& default_value) const
+    {
+        // value only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            // if key is found, return value and given default value otherwise
+            const auto it = find(key);
+            if (it != end())
+            {
+                return it->template get<ValueType>();
+            }
+
+            return default_value;
+        }
+
+        JSON_THROW(type_error::create(306, detail::concat("cannot use value() with ", type_name()), this));
+    }
+
+    /// @brief access specified object element with default value
+    /// @sa https://json.nlohmann.me/api/basic_json/value/
+    template < class ValueType, class ReturnType = typename value_return_type<ValueType>::type,
+               detail::enable_if_t <
+                   !detail::is_transparent<object_comparator_t>::value
+                   && detail::is_getable<basic_json_t, ReturnType>::value
+                   && !std::is_same<value_t, detail::uncvref_t<ValueType>>::value, int > = 0 >
+    ReturnType value(const typename object_t::key_type& key, ValueType && default_value) const
+    {
+        // value only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            // if key is found, return value and given default value otherwise
+            const auto it = find(key);
+            if (it != end())
+            {
+                return it->template get<ReturnType>();
+            }
+
+            return std::forward<ValueType>(default_value);
+        }
+
+        JSON_THROW(type_error::create(306, detail::concat("cannot use value() with ", type_name()), this));
+    }
+
+    /// @brief access specified object element with default value
+    /// @sa https://json.nlohmann.me/api/basic_json/value/
+    template < class ValueType, class KeyType, detail::enable_if_t <
+                   detail::is_transparent<object_comparator_t>::value
+                   && !detail::is_json_pointer<KeyType>::value
+                   && is_comparable_with_object_key<KeyType>::value
+                   && detail::is_getable<basic_json_t, ValueType>::value
+                   && !std::is_same<value_t, detail::uncvref_t<ValueType>>::value, int > = 0 >
+    ValueType value(KeyType && key, const ValueType& default_value) const
+    {
+        // value only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            // if key is found, return value and given default value otherwise
+            const auto it = find(std::forward<KeyType>(key));
+            if (it != end())
+            {
+                return it->template get<ValueType>();
+            }
+
+            return default_value;
+        }
+
+        JSON_THROW(type_error::create(306, detail::concat("cannot use value() with ", type_name()), this));
+    }
+
+    /// @brief access specified object element via JSON Pointer with default value
+    /// @sa https://json.nlohmann.me/api/basic_json/value/
+    template < class ValueType, class KeyType, class ReturnType = typename value_return_type<ValueType>::type,
+               detail::enable_if_t <
+                   detail::is_transparent<object_comparator_t>::value
+                   && !detail::is_json_pointer<KeyType>::value
+                   && is_comparable_with_object_key<KeyType>::value
+                   && detail::is_getable<basic_json_t, ReturnType>::value
+                   && !std::is_same<value_t, detail::uncvref_t<ValueType>>::value, int > = 0 >
+    ReturnType value(KeyType && key, ValueType && default_value) const
+    {
+        // value only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            // if key is found, return value and given default value otherwise
+            const auto it = find(std::forward<KeyType>(key));
+            if (it != end())
+            {
+                return it->template get<ReturnType>();
+            }
+
+            return std::forward<ValueType>(default_value);
+        }
+
+        JSON_THROW(type_error::create(306, detail::concat("cannot use value() with ", type_name()), this));
+    }
+
+    /// @brief access specified object element via JSON Pointer with default value
+    /// @sa https://json.nlohmann.me/api/basic_json/value/
+    template < class ValueType, detail::enable_if_t <
+                   detail::is_getable<basic_json_t, ValueType>::value
+                   && !std::is_same<value_t, detail::uncvref_t<ValueType>>::value, int > = 0 >
+    ValueType value(const json_pointer& ptr, const ValueType& default_value) const
+    {
+        // value only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            // if pointer resolves a value, return it or use default value
+            JSON_TRY
+            {
+                return ptr.get_checked(this).template get<ValueType>();
+            }
+            JSON_INTERNAL_CATCH (out_of_range&)
+            {
+                return default_value;
+            }
+        }
+
+        JSON_THROW(type_error::create(306, detail::concat("cannot use value() with ", type_name()), this));
+    }
+
+    /// @brief access specified object element via JSON Pointer with default value
+    /// @sa https://json.nlohmann.me/api/basic_json/value/
+    template < class ValueType, class ReturnType = typename value_return_type<ValueType>::type,
+               detail::enable_if_t <
+                   detail::is_getable<basic_json_t, ReturnType>::value
+                   && !std::is_same<value_t, detail::uncvref_t<ValueType>>::value, int > = 0 >
+    ReturnType value(const json_pointer& ptr, ValueType && default_value) const
+    {
+        // value only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            // if pointer resolves a value, return it or use default value
+            JSON_TRY
+            {
+                return ptr.get_checked(this).template get<ReturnType>();
+            }
+            JSON_INTERNAL_CATCH (out_of_range&)
+            {
+                return std::forward<ValueType>(default_value);
+            }
+        }
+
+        JSON_THROW(type_error::create(306, detail::concat("cannot use value() with ", type_name()), this));
+    }
+
+    template < class ValueType, class BasicJsonType, detail::enable_if_t <
+                   detail::is_basic_json<BasicJsonType>::value
+                   && detail::is_getable<basic_json_t, ValueType>::value
+                   && !std::is_same<value_t, detail::uncvref_t<ValueType>>::value, int > = 0 >
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, basic_json::json_pointer or nlohmann::json_pointer<basic_json::string_t>) // NOLINT(readability/alt_tokens)
+    ValueType value(const ::nlohmann::json_pointer<BasicJsonType>& ptr, const ValueType& default_value) const
+    {
+        return value(ptr.convert(), default_value);
+    }
+
+    template < class ValueType, class BasicJsonType, class ReturnType = typename value_return_type<ValueType>::type,
+               detail::enable_if_t <
+                   detail::is_basic_json<BasicJsonType>::value
+                   && detail::is_getable<basic_json_t, ReturnType>::value
+                   && !std::is_same<value_t, detail::uncvref_t<ValueType>>::value, int > = 0 >
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, basic_json::json_pointer or nlohmann::json_pointer<basic_json::string_t>) // NOLINT(readability/alt_tokens)
+    ReturnType value(const ::nlohmann::json_pointer<BasicJsonType>& ptr, ValueType && default_value) const
+    {
+        return value(ptr.convert(), std::forward<ValueType>(default_value));
+    }
+
+    /// @brief access the first element
+    /// @sa https://json.nlohmann.me/api/basic_json/front/
+    reference front()
+    {
+        return *begin();
+    }
+
+    /// @brief access the first element
+    /// @sa https://json.nlohmann.me/api/basic_json/front/
+    const_reference front() const
+    {
+        return *cbegin();
+    }
+
+    /// @brief access the last element
+    /// @sa https://json.nlohmann.me/api/basic_json/back/
+    reference back()
+    {
+        auto tmp = end();
+        --tmp;
+        return *tmp;
+    }
+
+    /// @brief access the last element
+    /// @sa https://json.nlohmann.me/api/basic_json/back/
+    const_reference back() const
+    {
+        auto tmp = cend();
+        --tmp;
+        return *tmp;
+    }
+
+    /// @brief remove element given an iterator
+    /// @sa https://json.nlohmann.me/api/basic_json/erase/
+    template < class IteratorType, detail::enable_if_t <
+                   std::is_same<IteratorType, typename basic_json_t::iterator>::value ||
+                   std::is_same<IteratorType, typename basic_json_t::const_iterator>::value, int > = 0 >
+    IteratorType erase(IteratorType pos)
+    {
+        // make sure iterator fits the current value
+        if (JSON_HEDLEY_UNLIKELY(this != pos.m_object))
+        {
+            JSON_THROW(invalid_iterator::create(202, "iterator does not fit current value", this));
+        }
+
+        IteratorType result = end();
+
+        switch (m_data.m_type)
+        {
+            case value_t::boolean:
+            case value_t::number_float:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::string:
+            case value_t::binary:
+            {
+                if (JSON_HEDLEY_UNLIKELY(!pos.m_it.primitive_iterator.is_begin()))
+                {
+                    JSON_THROW(invalid_iterator::create(205, "iterator out of range", this));
+                }
+
+                if (is_string())
+                {
+                    AllocatorType<string_t> alloc;
+                    std::allocator_traits<decltype(alloc)>::destroy(alloc, m_data.m_value.string);
+                    std::allocator_traits<decltype(alloc)>::deallocate(alloc, m_data.m_value.string, 1);
+                    m_data.m_value.string = nullptr;
+                }
+                else if (is_binary())
+                {
+                    AllocatorType<binary_t> alloc;
+                    std::allocator_traits<decltype(alloc)>::destroy(alloc, m_data.m_value.binary);
+                    std::allocator_traits<decltype(alloc)>::deallocate(alloc, m_data.m_value.binary, 1);
+                    m_data.m_value.binary = nullptr;
+                }
+
+                m_data.m_type = value_t::null;
+                assert_invariant();
+                break;
+            }
+
+            case value_t::object:
+            {
+                result.m_it.object_iterator = m_data.m_value.object->erase(pos.m_it.object_iterator);
+                break;
+            }
+
+            case value_t::array:
+            {
+                result.m_it.array_iterator = m_data.m_value.array->erase(pos.m_it.array_iterator);
+                break;
+            }
+
+            case value_t::null:
+            case value_t::discarded:
+            default:
+                JSON_THROW(type_error::create(307, detail::concat("cannot use erase() with ", type_name()), this));
+        }
+
+        return result;
+    }
+
+    /// @brief remove elements given an iterator range
+    /// @sa https://json.nlohmann.me/api/basic_json/erase/
+    template < class IteratorType, detail::enable_if_t <
+                   std::is_same<IteratorType, typename basic_json_t::iterator>::value ||
+                   std::is_same<IteratorType, typename basic_json_t::const_iterator>::value, int > = 0 >
+    IteratorType erase(IteratorType first, IteratorType last)
+    {
+        // make sure iterator fits the current value
+        if (JSON_HEDLEY_UNLIKELY(this != first.m_object || this != last.m_object))
+        {
+            JSON_THROW(invalid_iterator::create(203, "iterators do not fit current value", this));
+        }
+
+        IteratorType result = end();
+
+        switch (m_data.m_type)
+        {
+            case value_t::boolean:
+            case value_t::number_float:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::string:
+            case value_t::binary:
+            {
+                if (JSON_HEDLEY_LIKELY(!first.m_it.primitive_iterator.is_begin()
+                                       || !last.m_it.primitive_iterator.is_end()))
+                {
+                    JSON_THROW(invalid_iterator::create(204, "iterators out of range", this));
+                }
+
+                if (is_string())
+                {
+                    AllocatorType<string_t> alloc;
+                    std::allocator_traits<decltype(alloc)>::destroy(alloc, m_data.m_value.string);
+                    std::allocator_traits<decltype(alloc)>::deallocate(alloc, m_data.m_value.string, 1);
+                    m_data.m_value.string = nullptr;
+                }
+                else if (is_binary())
+                {
+                    AllocatorType<binary_t> alloc;
+                    std::allocator_traits<decltype(alloc)>::destroy(alloc, m_data.m_value.binary);
+                    std::allocator_traits<decltype(alloc)>::deallocate(alloc, m_data.m_value.binary, 1);
+                    m_data.m_value.binary = nullptr;
+                }
+
+                m_data.m_type = value_t::null;
+                assert_invariant();
+                break;
+            }
+
+            case value_t::object:
+            {
+                result.m_it.object_iterator = m_data.m_value.object->erase(first.m_it.object_iterator,
+                                              last.m_it.object_iterator);
+                break;
+            }
+
+            case value_t::array:
+            {
+                result.m_it.array_iterator = m_data.m_value.array->erase(first.m_it.array_iterator,
+                                             last.m_it.array_iterator);
+                break;
+            }
+
+            case value_t::null:
+            case value_t::discarded:
+            default:
+                JSON_THROW(type_error::create(307, detail::concat("cannot use erase() with ", type_name()), this));
+        }
+
+        return result;
+    }
+
+  private:
+    template < typename KeyType, detail::enable_if_t <
+                   detail::has_erase_with_key_type<basic_json_t, KeyType>::value, int > = 0 >
+    size_type erase_internal(KeyType && key)
+    {
+        // this erase only works for objects
+        if (JSON_HEDLEY_UNLIKELY(!is_object()))
+        {
+            JSON_THROW(type_error::create(307, detail::concat("cannot use erase() with ", type_name()), this));
+        }
+
+        return m_data.m_value.object->erase(std::forward<KeyType>(key));
+    }
+
+    template < typename KeyType, detail::enable_if_t <
+                   !detail::has_erase_with_key_type<basic_json_t, KeyType>::value, int > = 0 >
+    size_type erase_internal(KeyType && key)
+    {
+        // this erase only works for objects
+        if (JSON_HEDLEY_UNLIKELY(!is_object()))
+        {
+            JSON_THROW(type_error::create(307, detail::concat("cannot use erase() with ", type_name()), this));
+        }
+
+        const auto it = m_data.m_value.object->find(std::forward<KeyType>(key));
+        if (it != m_data.m_value.object->end())
+        {
+            m_data.m_value.object->erase(it);
+            return 1;
+        }
+        return 0;
+    }
+
+  public:
+
+    /// @brief remove element from a JSON object given a key
+    /// @sa https://json.nlohmann.me/api/basic_json/erase/
+    size_type erase(const typename object_t::key_type& key)
+    {
+        // the indirection via erase_internal() is added to avoid making this
+        // function a template and thus de-rank it during overload resolution
+        return erase_internal(key);
+    }
+
+    /// @brief remove element from a JSON object given a key
+    /// @sa https://json.nlohmann.me/api/basic_json/erase/
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_basic_json_key_type<basic_json_t, KeyType>::value, int> = 0>
+    size_type erase(KeyType && key)
+    {
+        return erase_internal(std::forward<KeyType>(key));
+    }
+
+    /// @brief remove element from a JSON array given an index
+    /// @sa https://json.nlohmann.me/api/basic_json/erase/
+    void erase(const size_type idx)
+    {
+        // this erase only works for arrays
+        if (JSON_HEDLEY_LIKELY(is_array()))
+        {
+            if (JSON_HEDLEY_UNLIKELY(idx >= size()))
+            {
+                JSON_THROW(out_of_range::create(401, detail::concat("array index ", std::to_string(idx), " is out of range"), this));
+            }
+
+            m_data.m_value.array->erase(m_data.m_value.array->begin() + static_cast<difference_type>(idx));
+        }
+        else
+        {
+            JSON_THROW(type_error::create(307, detail::concat("cannot use erase() with ", type_name()), this));
+        }
+    }
+
+    /// @}
+
+    ////////////
+    // lookup //
+    ////////////
+
+    /// @name lookup
+    /// @{
+
+    /// @brief find an element in a JSON object
+    /// @sa https://json.nlohmann.me/api/basic_json/find/
+    iterator find(const typename object_t::key_type& key)
+    {
+        auto result = end();
+
+        if (is_object())
+        {
+            result.m_it.object_iterator = m_data.m_value.object->find(key);
+        }
+
+        return result;
+    }
+
+    /// @brief find an element in a JSON object
+    /// @sa https://json.nlohmann.me/api/basic_json/find/
+    const_iterator find(const typename object_t::key_type& key) const
+    {
+        auto result = cend();
+
+        if (is_object())
+        {
+            result.m_it.object_iterator = m_data.m_value.object->find(key);
+        }
+
+        return result;
+    }
+
+    /// @brief find an element in a JSON object
+    /// @sa https://json.nlohmann.me/api/basic_json/find/
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_basic_json_key_type<basic_json_t, KeyType>::value, int> = 0>
+    iterator find(KeyType && key)
+    {
+        auto result = end();
+
+        if (is_object())
+        {
+            result.m_it.object_iterator = m_data.m_value.object->find(std::forward<KeyType>(key));
+        }
+
+        return result;
+    }
+
+    /// @brief find an element in a JSON object
+    /// @sa https://json.nlohmann.me/api/basic_json/find/
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_basic_json_key_type<basic_json_t, KeyType>::value, int> = 0>
+    const_iterator find(KeyType && key) const
+    {
+        auto result = cend();
+
+        if (is_object())
+        {
+            result.m_it.object_iterator = m_data.m_value.object->find(std::forward<KeyType>(key));
+        }
+
+        return result;
+    }
+
+    /// @brief returns the number of occurrences of a key in a JSON object
+    /// @sa https://json.nlohmann.me/api/basic_json/count/
+    size_type count(const typename object_t::key_type& key) const
+    {
+        // return 0 for all nonobject types
+        return is_object() ? m_data.m_value.object->count(key) : 0;
+    }
+
+    /// @brief returns the number of occurrences of a key in a JSON object
+    /// @sa https://json.nlohmann.me/api/basic_json/count/
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_basic_json_key_type<basic_json_t, KeyType>::value, int> = 0>
+    size_type count(KeyType && key) const
+    {
+        // return 0 for all nonobject types
+        return is_object() ? m_data.m_value.object->count(std::forward<KeyType>(key)) : 0;
+    }
+
+    /// @brief check the existence of an element in a JSON object
+    /// @sa https://json.nlohmann.me/api/basic_json/contains/
+    bool contains(const typename object_t::key_type& key) const
+    {
+        return is_object() && m_data.m_value.object->find(key) != m_data.m_value.object->end();
+    }
+
+    /// @brief check the existence of an element in a JSON object
+    /// @sa https://json.nlohmann.me/api/basic_json/contains/
+    template<class KeyType, detail::enable_if_t<
+                 detail::is_usable_as_basic_json_key_type<basic_json_t, KeyType>::value, int> = 0>
+    bool contains(KeyType && key) const
+    {
+        return is_object() && m_data.m_value.object->find(std::forward<KeyType>(key)) != m_data.m_value.object->end();
+    }
+
+    /// @brief check the existence of an element in a JSON object given a JSON pointer
+    /// @sa https://json.nlohmann.me/api/basic_json/contains/
+    bool contains(const json_pointer& ptr) const
+    {
+        return ptr.contains(this);
+    }
+
+    template<typename BasicJsonType, detail::enable_if_t<detail::is_basic_json<BasicJsonType>::value, int> = 0>
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, basic_json::json_pointer or nlohmann::json_pointer<basic_json::string_t>) // NOLINT(readability/alt_tokens)
+    bool contains(const typename ::nlohmann::json_pointer<BasicJsonType>& ptr) const
+    {
+        return ptr.contains(this);
+    }
+
+    /// @}
+
+    ///////////////
+    // iterators //
+    ///////////////
+
+    /// @name iterators
+    /// @{
+
+    /// @brief returns an iterator to the first element
+    /// @sa https://json.nlohmann.me/api/basic_json/begin/
+    iterator begin() noexcept
+    {
+        iterator result(this);
+        result.set_begin();
+        return result;
+    }
+
+    /// @brief returns an iterator to the first element
+    /// @sa https://json.nlohmann.me/api/basic_json/begin/
+    const_iterator begin() const noexcept
+    {
+        return cbegin();
+    }
+
+    /// @brief returns a const iterator to the first element
+    /// @sa https://json.nlohmann.me/api/basic_json/cbegin/
+    const_iterator cbegin() const noexcept
+    {
+        const_iterator result(this);
+        result.set_begin();
+        return result;
+    }
+
+    /// @brief returns an iterator to one past the last element
+    /// @sa https://json.nlohmann.me/api/basic_json/end/
+    iterator end() noexcept
+    {
+        iterator result(this);
+        result.set_end();
+        return result;
+    }
+
+    /// @brief returns an iterator to one past the last element
+    /// @sa https://json.nlohmann.me/api/basic_json/end/
+    const_iterator end() const noexcept
+    {
+        return cend();
+    }
+
+    /// @brief returns an iterator to one past the last element
+    /// @sa https://json.nlohmann.me/api/basic_json/cend/
+    const_iterator cend() const noexcept
+    {
+        const_iterator result(this);
+        result.set_end();
+        return result;
+    }
+
+    /// @brief returns an iterator to the reverse-beginning
+    /// @sa https://json.nlohmann.me/api/basic_json/rbegin/
+    reverse_iterator rbegin() noexcept
+    {
+        return reverse_iterator(end());
+    }
+
+    /// @brief returns an iterator to the reverse-beginning
+    /// @sa https://json.nlohmann.me/api/basic_json/rbegin/
+    const_reverse_iterator rbegin() const noexcept
+    {
+        return crbegin();
+    }
+
+    /// @brief returns an iterator to the reverse-end
+    /// @sa https://json.nlohmann.me/api/basic_json/rend/
+    reverse_iterator rend() noexcept
+    {
+        return reverse_iterator(begin());
+    }
+
+    /// @brief returns an iterator to the reverse-end
+    /// @sa https://json.nlohmann.me/api/basic_json/rend/
+    const_reverse_iterator rend() const noexcept
+    {
+        return crend();
+    }
+
+    /// @brief returns a const reverse iterator to the last element
+    /// @sa https://json.nlohmann.me/api/basic_json/crbegin/
+    const_reverse_iterator crbegin() const noexcept
+    {
+        return const_reverse_iterator(cend());
+    }
+
+    /// @brief returns a const reverse iterator to one before the first
+    /// @sa https://json.nlohmann.me/api/basic_json/crend/
+    const_reverse_iterator crend() const noexcept
+    {
+        return const_reverse_iterator(cbegin());
+    }
+
+  public:
+    /// @brief wrapper to access iterator member functions in range-based for
+    /// @sa https://json.nlohmann.me/api/basic_json/items/
+    /// @deprecated This function is deprecated since 3.1.0 and will be removed in
+    ///             version 4.0.0 of the library. Please use @ref items() instead;
+    ///             that is, replace `json::iterator_wrapper(j)` with `j.items()`.
+    JSON_HEDLEY_DEPRECATED_FOR(3.1.0, items())
+    static iteration_proxy<iterator> iterator_wrapper(reference ref) noexcept
+    {
+        return ref.items();
+    }
+
+    /// @brief wrapper to access iterator member functions in range-based for
+    /// @sa https://json.nlohmann.me/api/basic_json/items/
+    /// @deprecated This function is deprecated since 3.1.0 and will be removed in
+    ///         version 4.0.0 of the library. Please use @ref items() instead;
+    ///         that is, replace `json::iterator_wrapper(j)` with `j.items()`.
+    JSON_HEDLEY_DEPRECATED_FOR(3.1.0, items())
+    static iteration_proxy<const_iterator> iterator_wrapper(const_reference ref) noexcept
+    {
+        return ref.items();
+    }
+
+    /// @brief helper to access iterator member functions in range-based for
+    /// @sa https://json.nlohmann.me/api/basic_json/items/
+    iteration_proxy<iterator> items() noexcept
+    {
+        return iteration_proxy<iterator>(*this);
+    }
+
+    /// @brief helper to access iterator member functions in range-based for
+    /// @sa https://json.nlohmann.me/api/basic_json/items/
+    iteration_proxy<const_iterator> items() const noexcept
+    {
+        return iteration_proxy<const_iterator>(*this);
+    }
+
+    /// @}
+
+    //////////////
+    // capacity //
+    //////////////
+
+    /// @name capacity
+    /// @{
+
+    /// @brief checks whether the container is empty.
+    /// @sa https://json.nlohmann.me/api/basic_json/empty/
+    bool empty() const noexcept
+    {
+        switch (m_data.m_type)
+        {
+            case value_t::null:
+            {
+                // null values are empty
+                return true;
+            }
+
+            case value_t::array:
+            {
+                // delegate call to array_t::empty()
+                return m_data.m_value.array->empty();
+            }
+
+            case value_t::object:
+            {
+                // delegate call to object_t::empty()
+                return m_data.m_value.object->empty();
+            }
+
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                // all other types are nonempty
+                return false;
+            }
+        }
+    }
+
+    /// @brief returns the number of elements
+    /// @sa https://json.nlohmann.me/api/basic_json/size/
+    size_type size() const noexcept
+    {
+        switch (m_data.m_type)
+        {
+            case value_t::null:
+            {
+                // null values are empty
+                return 0;
+            }
+
+            case value_t::array:
+            {
+                // delegate call to array_t::size()
+                return m_data.m_value.array->size();
+            }
+
+            case value_t::object:
+            {
+                // delegate call to object_t::size()
+                return m_data.m_value.object->size();
+            }
+
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                // all other types have size 1
+                return 1;
+            }
+        }
+    }
+
+    /// @brief returns the maximum possible number of elements
+    /// @sa https://json.nlohmann.me/api/basic_json/max_size/
+    size_type max_size() const noexcept
+    {
+        switch (m_data.m_type)
+        {
+            case value_t::array:
+            {
+                // delegate call to array_t::max_size()
+                return m_data.m_value.array->max_size();
+            }
+
+            case value_t::object:
+            {
+                // delegate call to object_t::max_size()
+                return m_data.m_value.object->max_size();
+            }
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                // all other types have max_size() == size()
+                return size();
+            }
+        }
+    }
+
+    /// @}
+
+    ///////////////
+    // modifiers //
+    ///////////////
+
+    /// @name modifiers
+    /// @{
+
+    /// @brief clears the contents
+    /// @sa https://json.nlohmann.me/api/basic_json/clear/
+    void clear() noexcept
+    {
+        switch (m_data.m_type)
+        {
+            case value_t::number_integer:
+            {
+                m_data.m_value.number_integer = 0;
+                break;
+            }
+
+            case value_t::number_unsigned:
+            {
+                m_data.m_value.number_unsigned = 0;
+                break;
+            }
+
+            case value_t::number_float:
+            {
+                m_data.m_value.number_float = 0.0;
+                break;
+            }
+
+            case value_t::boolean:
+            {
+                m_data.m_value.boolean = false;
+                break;
+            }
+
+            case value_t::string:
+            {
+                m_data.m_value.string->clear();
+                break;
+            }
+
+            case value_t::binary:
+            {
+                m_data.m_value.binary->clear();
+                break;
+            }
+
+            case value_t::array:
+            {
+                m_data.m_value.array->clear();
+                break;
+            }
+
+            case value_t::object:
+            {
+                m_data.m_value.object->clear();
+                break;
+            }
+
+            case value_t::null:
+            case value_t::discarded:
+            default:
+                break;
+        }
+    }
+
+    /// @brief add an object to an array
+    /// @sa https://json.nlohmann.me/api/basic_json/push_back/
+    void push_back(basic_json&& val)
+    {
+        // push_back only works for null objects or arrays
+        if (JSON_HEDLEY_UNLIKELY(!(is_null() || is_array())))
+        {
+            JSON_THROW(type_error::create(308, detail::concat("cannot use push_back() with ", type_name()), this));
+        }
+
+        // transform null object into an array
+        if (is_null())
+        {
+            m_data.m_type = value_t::array;
+            m_data.m_value = value_t::array;
+            assert_invariant();
+        }
+
+        // add element to array (move semantics)
+        const auto old_capacity = m_data.m_value.array->capacity();
+        m_data.m_value.array->push_back(std::move(val));
+        set_parent(m_data.m_value.array->back(), old_capacity);
+        // if val is moved from, basic_json move constructor marks it null, so we do not call the destructor
+    }
+
+    /// @brief add an object to an array
+    /// @sa https://json.nlohmann.me/api/basic_json/operator+=/
+    reference operator+=(basic_json&& val)
+    {
+        push_back(std::move(val));
+        return *this;
+    }
+
+    /// @brief add an object to an array
+    /// @sa https://json.nlohmann.me/api/basic_json/push_back/
+    void push_back(const basic_json& val)
+    {
+        // push_back only works for null objects or arrays
+        if (JSON_HEDLEY_UNLIKELY(!(is_null() || is_array())))
+        {
+            JSON_THROW(type_error::create(308, detail::concat("cannot use push_back() with ", type_name()), this));
+        }
+
+        // transform null object into an array
+        if (is_null())
+        {
+            m_data.m_type = value_t::array;
+            m_data.m_value = value_t::array;
+            assert_invariant();
+        }
+
+        // add element to array
+        const auto old_capacity = m_data.m_value.array->capacity();
+        m_data.m_value.array->push_back(val);
+        set_parent(m_data.m_value.array->back(), old_capacity);
+    }
+
+    /// @brief add an object to an array
+    /// @sa https://json.nlohmann.me/api/basic_json/operator+=/
+    reference operator+=(const basic_json& val)
+    {
+        push_back(val);
+        return *this;
+    }
+
+    /// @brief add an object to an object
+    /// @sa https://json.nlohmann.me/api/basic_json/push_back/
+    void push_back(const typename object_t::value_type& val)
+    {
+        // push_back only works for null objects or objects
+        if (JSON_HEDLEY_UNLIKELY(!(is_null() || is_object())))
+        {
+            JSON_THROW(type_error::create(308, detail::concat("cannot use push_back() with ", type_name()), this));
+        }
+
+        // transform null object into an object
+        if (is_null())
+        {
+            m_data.m_type = value_t::object;
+            m_data.m_value = value_t::object;
+            assert_invariant();
+        }
+
+        // add element to object
+        auto res = m_data.m_value.object->insert(val);
+        set_parent(res.first->second);
+    }
+
+    /// @brief add an object to an object
+    /// @sa https://json.nlohmann.me/api/basic_json/operator+=/
+    reference operator+=(const typename object_t::value_type& val)
+    {
+        push_back(val);
+        return *this;
+    }
+
+    /// @brief add an object to an object
+    /// @sa https://json.nlohmann.me/api/basic_json/push_back/
+    void push_back(initializer_list_t init)
+    {
+        if (is_object() && init.size() == 2 && (*init.begin())->is_string())
+        {
+            basic_json&& key = init.begin()->moved_or_copied();
+            push_back(typename object_t::value_type(
+                          std::move(key.get_ref<string_t&>()), (init.begin() + 1)->moved_or_copied()));
+        }
+        else
+        {
+            push_back(basic_json(init));
+        }
+    }
+
+    /// @brief add an object to an object
+    /// @sa https://json.nlohmann.me/api/basic_json/operator+=/
+    reference operator+=(initializer_list_t init)
+    {
+        push_back(init);
+        return *this;
+    }
+
+    /// @brief add an object to an array
+    /// @sa https://json.nlohmann.me/api/basic_json/emplace_back/
+    template<class... Args>
+    reference emplace_back(Args&& ... args)
+    {
+        // emplace_back only works for null objects or arrays
+        if (JSON_HEDLEY_UNLIKELY(!(is_null() || is_array())))
+        {
+            JSON_THROW(type_error::create(311, detail::concat("cannot use emplace_back() with ", type_name()), this));
+        }
+
+        // transform null object into an array
+        if (is_null())
+        {
+            m_data.m_type = value_t::array;
+            m_data.m_value = value_t::array;
+            assert_invariant();
+        }
+
+        // add element to array (perfect forwarding)
+        const auto old_capacity = m_data.m_value.array->capacity();
+        m_data.m_value.array->emplace_back(std::forward<Args>(args)...);
+        return set_parent(m_data.m_value.array->back(), old_capacity);
+    }
+
+    /// @brief add an object to an object if key does not exist
+    /// @sa https://json.nlohmann.me/api/basic_json/emplace/
+    template<class... Args>
+    std::pair<iterator, bool> emplace(Args&& ... args)
+    {
+        // emplace only works for null objects or arrays
+        if (JSON_HEDLEY_UNLIKELY(!(is_null() || is_object())))
+        {
+            JSON_THROW(type_error::create(311, detail::concat("cannot use emplace() with ", type_name()), this));
+        }
+
+        // transform null object into an object
+        if (is_null())
+        {
+            m_data.m_type = value_t::object;
+            m_data.m_value = value_t::object;
+            assert_invariant();
+        }
+
+        // add element to array (perfect forwarding)
+        auto res = m_data.m_value.object->emplace(std::forward<Args>(args)...);
+        set_parent(res.first->second);
+
+        // create result iterator and set iterator to the result of emplace
+        auto it = begin();
+        it.m_it.object_iterator = res.first;
+
+        // return pair of iterator and boolean
+        return {it, res.second};
+    }
+
+    /// Helper for insertion of an iterator
+    /// @note: This uses std::distance to support GCC 4.8,
+    ///        see https://github.com/nlohmann/json/pull/1257
+    template<typename... Args>
+    iterator insert_iterator(const_iterator pos, Args&& ... args)
+    {
+        iterator result(this);
+        JSON_ASSERT(m_data.m_value.array != nullptr);
+
+        auto insert_pos = std::distance(m_data.m_value.array->begin(), pos.m_it.array_iterator);
+        m_data.m_value.array->insert(pos.m_it.array_iterator, std::forward<Args>(args)...);
+        result.m_it.array_iterator = m_data.m_value.array->begin() + insert_pos;
+
+        // This could have been written as:
+        // result.m_it.array_iterator = m_data.m_value.array->insert(pos.m_it.array_iterator, cnt, val);
+        // but the return value of insert is missing in GCC 4.8, so it is written this way instead.
+
+        set_parents();
+        return result;
+    }
+
+    /// @brief inserts element into array
+    /// @sa https://json.nlohmann.me/api/basic_json/insert/
+    iterator insert(const_iterator pos, const basic_json& val)
+    {
+        // insert only works for arrays
+        if (JSON_HEDLEY_LIKELY(is_array()))
+        {
+            // check if iterator pos fits to this JSON value
+            if (JSON_HEDLEY_UNLIKELY(pos.m_object != this))
+            {
+                JSON_THROW(invalid_iterator::create(202, "iterator does not fit current value", this));
+            }
+
+            // insert to array and return iterator
+            return insert_iterator(pos, val);
+        }
+
+        JSON_THROW(type_error::create(309, detail::concat("cannot use insert() with ", type_name()), this));
+    }
+
+    /// @brief inserts element into array
+    /// @sa https://json.nlohmann.me/api/basic_json/insert/
+    iterator insert(const_iterator pos, basic_json&& val)
+    {
+        return insert(pos, val);
+    }
+
+    /// @brief inserts copies of element into array
+    /// @sa https://json.nlohmann.me/api/basic_json/insert/
+    iterator insert(const_iterator pos, size_type cnt, const basic_json& val)
+    {
+        // insert only works for arrays
+        if (JSON_HEDLEY_LIKELY(is_array()))
+        {
+            // check if iterator pos fits to this JSON value
+            if (JSON_HEDLEY_UNLIKELY(pos.m_object != this))
+            {
+                JSON_THROW(invalid_iterator::create(202, "iterator does not fit current value", this));
+            }
+
+            // insert to array and return iterator
+            return insert_iterator(pos, cnt, val);
+        }
+
+        JSON_THROW(type_error::create(309, detail::concat("cannot use insert() with ", type_name()), this));
+    }
+
+    /// @brief inserts range of elements into array
+    /// @sa https://json.nlohmann.me/api/basic_json/insert/
+    iterator insert(const_iterator pos, const_iterator first, const_iterator last)
+    {
+        // insert only works for arrays
+        if (JSON_HEDLEY_UNLIKELY(!is_array()))
+        {
+            JSON_THROW(type_error::create(309, detail::concat("cannot use insert() with ", type_name()), this));
+        }
+
+        // check if iterator pos fits to this JSON value
+        if (JSON_HEDLEY_UNLIKELY(pos.m_object != this))
+        {
+            JSON_THROW(invalid_iterator::create(202, "iterator does not fit current value", this));
+        }
+
+        // check if range iterators belong to the same JSON object
+        if (JSON_HEDLEY_UNLIKELY(first.m_object != last.m_object))
+        {
+            JSON_THROW(invalid_iterator::create(210, "iterators do not fit", this));
+        }
+
+        if (JSON_HEDLEY_UNLIKELY(first.m_object == this))
+        {
+            JSON_THROW(invalid_iterator::create(211, "passed iterators may not belong to container", this));
+        }
+
+        // insert to array and return iterator
+        return insert_iterator(pos, first.m_it.array_iterator, last.m_it.array_iterator);
+    }
+
+    /// @brief inserts elements from initializer list into array
+    /// @sa https://json.nlohmann.me/api/basic_json/insert/
+    iterator insert(const_iterator pos, initializer_list_t ilist)
+    {
+        // insert only works for arrays
+        if (JSON_HEDLEY_UNLIKELY(!is_array()))
+        {
+            JSON_THROW(type_error::create(309, detail::concat("cannot use insert() with ", type_name()), this));
+        }
+
+        // check if iterator pos fits to this JSON value
+        if (JSON_HEDLEY_UNLIKELY(pos.m_object != this))
+        {
+            JSON_THROW(invalid_iterator::create(202, "iterator does not fit current value", this));
+        }
+
+        // insert to array and return iterator
+        return insert_iterator(pos, ilist.begin(), ilist.end());
+    }
+
+    /// @brief inserts range of elements into object
+    /// @sa https://json.nlohmann.me/api/basic_json/insert/
+    void insert(const_iterator first, const_iterator last)
+    {
+        // insert only works for objects
+        if (JSON_HEDLEY_UNLIKELY(!is_object()))
+        {
+            JSON_THROW(type_error::create(309, detail::concat("cannot use insert() with ", type_name()), this));
+        }
+
+        // check if range iterators belong to the same JSON object
+        if (JSON_HEDLEY_UNLIKELY(first.m_object != last.m_object))
+        {
+            JSON_THROW(invalid_iterator::create(210, "iterators do not fit", this));
+        }
+
+        // passed iterators must belong to objects
+        if (JSON_HEDLEY_UNLIKELY(!first.m_object->is_object()))
+        {
+            JSON_THROW(invalid_iterator::create(202, "iterators first and last must point to objects", this));
+        }
+
+        m_data.m_value.object->insert(first.m_it.object_iterator, last.m_it.object_iterator);
+    }
+
+    /// @brief updates a JSON object from another object, overwriting existing keys
+    /// @sa https://json.nlohmann.me/api/basic_json/update/
+    void update(const_reference j, bool merge_objects = false)
+    {
+        update(j.begin(), j.end(), merge_objects);
+    }
+
+    /// @brief updates a JSON object from another object, overwriting existing keys
+    /// @sa https://json.nlohmann.me/api/basic_json/update/
+    void update(const_iterator first, const_iterator last, bool merge_objects = false)
+    {
+        // implicitly convert null value to an empty object
+        if (is_null())
+        {
+            m_data.m_type = value_t::object;
+            m_data.m_value.object = create<object_t>();
+            assert_invariant();
+        }
+
+        if (JSON_HEDLEY_UNLIKELY(!is_object()))
+        {
+            JSON_THROW(type_error::create(312, detail::concat("cannot use update() with ", type_name()), this));
+        }
+
+        // check if range iterators belong to the same JSON object
+        if (JSON_HEDLEY_UNLIKELY(first.m_object != last.m_object))
+        {
+            JSON_THROW(invalid_iterator::create(210, "iterators do not fit", this));
+        }
+
+        // passed iterators must belong to objects
+        if (JSON_HEDLEY_UNLIKELY(!first.m_object->is_object()))
+        {
+            JSON_THROW(type_error::create(312, detail::concat("cannot use update() with ", first.m_object->type_name()), first.m_object));
+        }
+
+        for (auto it = first; it != last; ++it)
+        {
+            if (merge_objects && it.value().is_object())
+            {
+                auto it2 = m_data.m_value.object->find(it.key());
+                if (it2 != m_data.m_value.object->end())
+                {
+                    it2->second.update(it.value(), true);
+                    continue;
+                }
+            }
+            m_data.m_value.object->operator[](it.key()) = it.value();
+#if JSON_DIAGNOSTICS
+            m_data.m_value.object->operator[](it.key()).m_parent = this;
+#endif
+        }
+    }
+
+    /// @brief exchanges the values
+    /// @sa https://json.nlohmann.me/api/basic_json/swap/
+    void swap(reference other) noexcept (
+        std::is_nothrow_move_constructible<value_t>::value&&
+        std::is_nothrow_move_assignable<value_t>::value&&
+        std::is_nothrow_move_constructible<json_value>::value&& // NOLINT(cppcoreguidelines-noexcept-swap,performance-noexcept-swap)
+        std::is_nothrow_move_assignable<json_value>::value
+    )
+    {
+        std::swap(m_data.m_type, other.m_data.m_type);
+        std::swap(m_data.m_value, other.m_data.m_value);
+
+        set_parents();
+        other.set_parents();
+        assert_invariant();
+    }
+
+    /// @brief exchanges the values
+    /// @sa https://json.nlohmann.me/api/basic_json/swap/
+    friend void swap(reference left, reference right) noexcept (
+        std::is_nothrow_move_constructible<value_t>::value&&
+        std::is_nothrow_move_assignable<value_t>::value&&
+        std::is_nothrow_move_constructible<json_value>::value&& // NOLINT(cppcoreguidelines-noexcept-swap,performance-noexcept-swap)
+        std::is_nothrow_move_assignable<json_value>::value
+    )
+    {
+        left.swap(right);
+    }
+
+    /// @brief exchanges the values
+    /// @sa https://json.nlohmann.me/api/basic_json/swap/
+    void swap(array_t& other) // NOLINT(bugprone-exception-escape,cppcoreguidelines-noexcept-swap,performance-noexcept-swap)
+    {
+        // swap only works for arrays
+        if (JSON_HEDLEY_LIKELY(is_array()))
+        {
+            using std::swap;
+            swap(*(m_data.m_value.array), other);
+        }
+        else
+        {
+            JSON_THROW(type_error::create(310, detail::concat("cannot use swap(array_t&) with ", type_name()), this));
+        }
+    }
+
+    /// @brief exchanges the values
+    /// @sa https://json.nlohmann.me/api/basic_json/swap/
+    void swap(object_t& other) // NOLINT(bugprone-exception-escape,cppcoreguidelines-noexcept-swap,performance-noexcept-swap)
+    {
+        // swap only works for objects
+        if (JSON_HEDLEY_LIKELY(is_object()))
+        {
+            using std::swap;
+            swap(*(m_data.m_value.object), other);
+        }
+        else
+        {
+            JSON_THROW(type_error::create(310, detail::concat("cannot use swap(object_t&) with ", type_name()), this));
+        }
+    }
+
+    /// @brief exchanges the values
+    /// @sa https://json.nlohmann.me/api/basic_json/swap/
+    void swap(string_t& other) // NOLINT(bugprone-exception-escape,cppcoreguidelines-noexcept-swap,performance-noexcept-swap)
+    {
+        // swap only works for strings
+        if (JSON_HEDLEY_LIKELY(is_string()))
+        {
+            using std::swap;
+            swap(*(m_data.m_value.string), other);
+        }
+        else
+        {
+            JSON_THROW(type_error::create(310, detail::concat("cannot use swap(string_t&) with ", type_name()), this));
+        }
+    }
+
+    /// @brief exchanges the values
+    /// @sa https://json.nlohmann.me/api/basic_json/swap/
+    void swap(binary_t& other) // NOLINT(bugprone-exception-escape,cppcoreguidelines-noexcept-swap,performance-noexcept-swap)
+    {
+        // swap only works for strings
+        if (JSON_HEDLEY_LIKELY(is_binary()))
+        {
+            using std::swap;
+            swap(*(m_data.m_value.binary), other);
+        }
+        else
+        {
+            JSON_THROW(type_error::create(310, detail::concat("cannot use swap(binary_t&) with ", type_name()), this));
+        }
+    }
+
+    /// @brief exchanges the values
+    /// @sa https://json.nlohmann.me/api/basic_json/swap/
+    void swap(typename binary_t::container_type& other) // NOLINT(bugprone-exception-escape)
+    {
+        // swap only works for strings
+        if (JSON_HEDLEY_LIKELY(is_binary()))
+        {
+            using std::swap;
+            swap(*(m_data.m_value.binary), other);
+        }
+        else
+        {
+            JSON_THROW(type_error::create(310, detail::concat("cannot use swap(binary_t::container_type&) with ", type_name()), this));
+        }
+    }
+
+    /// @}
+
+    //////////////////////////////////////////
+    // lexicographical comparison operators //
+    //////////////////////////////////////////
+
+    /// @name lexicographical comparison operators
+    /// @{
+
+    // note parentheses around operands are necessary; see
+    // https://github.com/nlohmann/json/issues/1530
+#define JSON_IMPLEMENT_OPERATOR(op, null_result, unordered_result, default_result)                       \
+    const auto lhs_type = lhs.type();                                                                    \
+    const auto rhs_type = rhs.type();                                                                    \
+    \
+    if (lhs_type == rhs_type) /* NOLINT(readability/braces) */                                           \
+    {                                                                                                    \
+        switch (lhs_type)                                                                                \
+        {                                                                                                \
+            case value_t::array:                                                                         \
+                return (*lhs.m_data.m_value.array) op (*rhs.m_data.m_value.array);                                     \
+                \
+            case value_t::object:                                                                        \
+                return (*lhs.m_data.m_value.object) op (*rhs.m_data.m_value.object);                                   \
+                \
+            case value_t::null:                                                                          \
+                return (null_result);                                                                    \
+                \
+            case value_t::string:                                                                        \
+                return (*lhs.m_data.m_value.string) op (*rhs.m_data.m_value.string);                                   \
+                \
+            case value_t::boolean:                                                                       \
+                return (lhs.m_data.m_value.boolean) op (rhs.m_data.m_value.boolean);                                   \
+                \
+            case value_t::number_integer:                                                                \
+                return (lhs.m_data.m_value.number_integer) op (rhs.m_data.m_value.number_integer);                     \
+                \
+            case value_t::number_unsigned:                                                               \
+                return (lhs.m_data.m_value.number_unsigned) op (rhs.m_data.m_value.number_unsigned);                   \
+                \
+            case value_t::number_float:                                                                  \
+                return (lhs.m_data.m_value.number_float) op (rhs.m_data.m_value.number_float);                         \
+                \
+            case value_t::binary:                                                                        \
+                return (*lhs.m_data.m_value.binary) op (*rhs.m_data.m_value.binary);                                   \
+                \
+            case value_t::discarded:                                                                     \
+            default:                                                                                     \
+                return (unordered_result);                                                               \
+        }                                                                                                \
+    }                                                                                                    \
+    else if (lhs_type == value_t::number_integer && rhs_type == value_t::number_float)                   \
+    {                                                                                                    \
+        return static_cast<number_float_t>(lhs.m_data.m_value.number_integer) op rhs.m_data.m_value.number_float;      \
+    }                                                                                                    \
+    else if (lhs_type == value_t::number_float && rhs_type == value_t::number_integer)                   \
+    {                                                                                                    \
+        return lhs.m_data.m_value.number_float op static_cast<number_float_t>(rhs.m_data.m_value.number_integer);      \
+    }                                                                                                    \
+    else if (lhs_type == value_t::number_unsigned && rhs_type == value_t::number_float)                  \
+    {                                                                                                    \
+        return static_cast<number_float_t>(lhs.m_data.m_value.number_unsigned) op rhs.m_data.m_value.number_float;     \
+    }                                                                                                    \
+    else if (lhs_type == value_t::number_float && rhs_type == value_t::number_unsigned)                  \
+    {                                                                                                    \
+        return lhs.m_data.m_value.number_float op static_cast<number_float_t>(rhs.m_data.m_value.number_unsigned);     \
+    }                                                                                                    \
+    else if (lhs_type == value_t::number_unsigned && rhs_type == value_t::number_integer)                \
+    {                                                                                                    \
+        return static_cast<number_integer_t>(lhs.m_data.m_value.number_unsigned) op rhs.m_data.m_value.number_integer; \
+    }                                                                                                    \
+    else if (lhs_type == value_t::number_integer && rhs_type == value_t::number_unsigned)                \
+    {                                                                                                    \
+        return lhs.m_data.m_value.number_integer op static_cast<number_integer_t>(rhs.m_data.m_value.number_unsigned); \
+    }                                                                                                    \
+    else if(compares_unordered(lhs, rhs))\
+    {\
+        return (unordered_result);\
+    }\
+    \
+    return (default_result);
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    // returns true if:
+    // - any operand is NaN and the other operand is of number type
+    // - any operand is discarded
+    // in legacy mode, discarded values are considered ordered if
+    // an operation is computed as an odd number of inverses of others
+    static bool compares_unordered(const_reference lhs, const_reference rhs, bool inverse = false) noexcept
+    {
+        if ((lhs.is_number_float() && std::isnan(lhs.m_data.m_value.number_float) && rhs.is_number())
+                || (rhs.is_number_float() && std::isnan(rhs.m_data.m_value.number_float) && lhs.is_number()))
+        {
+            return true;
+        }
+#if JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON
+        return (lhs.is_discarded() || rhs.is_discarded()) && !inverse;
+#else
+        static_cast<void>(inverse);
+        return lhs.is_discarded() || rhs.is_discarded();
+#endif
+    }
+
+  private:
+    bool compares_unordered(const_reference rhs, bool inverse = false) const noexcept
+    {
+        return compares_unordered(*this, rhs, inverse);
+    }
+
+  public:
+#if JSON_HAS_THREE_WAY_COMPARISON
+    /// @brief comparison: equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_eq/
+    bool operator==(const_reference rhs) const noexcept
+    {
+#ifdef __GNUC__
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wfloat-equal"
+#endif
+        const_reference lhs = *this;
+        JSON_IMPLEMENT_OPERATOR( ==, true, false, false)
+#ifdef __GNUC__
+#pragma GCC diagnostic pop
+#endif
+    }
+
+    /// @brief comparison: equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_eq/
+    template<typename ScalarType>
+    requires std::is_scalar_v<ScalarType>
+    bool operator==(ScalarType rhs) const noexcept
+    {
+        return *this == basic_json(rhs);
+    }
+
+    /// @brief comparison: not equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ne/
+    bool operator!=(const_reference rhs) const noexcept
+    {
+        if (compares_unordered(rhs, true))
+        {
+            return false;
+        }
+        return !operator==(rhs);
+    }
+
+    /// @brief comparison: 3-way
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_spaceship/
+    std::partial_ordering operator<=>(const_reference rhs) const noexcept // *NOPAD*
+    {
+        const_reference lhs = *this;
+        // default_result is used if we cannot compare values. In that case,
+        // we compare types.
+        JSON_IMPLEMENT_OPERATOR(<=>, // *NOPAD*
+                                std::partial_ordering::equivalent,
+                                std::partial_ordering::unordered,
+                                lhs_type <=> rhs_type) // *NOPAD*
+    }
+
+    /// @brief comparison: 3-way
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_spaceship/
+    template<typename ScalarType>
+    requires std::is_scalar_v<ScalarType>
+    std::partial_ordering operator<=>(ScalarType rhs) const noexcept // *NOPAD*
+    {
+        return *this <=> basic_json(rhs); // *NOPAD*
+    }
+
+#if JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON
+    // all operators that are computed as an odd number of inverses of others
+    // need to be overloaded to emulate the legacy comparison behavior
+
+    /// @brief comparison: less than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_le/
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, undef JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON)
+    bool operator<=(const_reference rhs) const noexcept
+    {
+        if (compares_unordered(rhs, true))
+        {
+            return false;
+        }
+        return !(rhs < *this);
+    }
+
+    /// @brief comparison: less than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_le/
+    template<typename ScalarType>
+    requires std::is_scalar_v<ScalarType>
+    bool operator<=(ScalarType rhs) const noexcept
+    {
+        return *this <= basic_json(rhs);
+    }
+
+    /// @brief comparison: greater than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ge/
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, undef JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON)
+    bool operator>=(const_reference rhs) const noexcept
+    {
+        if (compares_unordered(rhs, true))
+        {
+            return false;
+        }
+        return !(*this < rhs);
+    }
+
+    /// @brief comparison: greater than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ge/
+    template<typename ScalarType>
+    requires std::is_scalar_v<ScalarType>
+    bool operator>=(ScalarType rhs) const noexcept
+    {
+        return *this >= basic_json(rhs);
+    }
+#endif
+#else
+    /// @brief comparison: equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_eq/
+    friend bool operator==(const_reference lhs, const_reference rhs) noexcept
+    {
+#ifdef __GNUC__
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wfloat-equal"
+#endif
+        JSON_IMPLEMENT_OPERATOR( ==, true, false, false)
+#ifdef __GNUC__
+#pragma GCC diagnostic pop
+#endif
+    }
+
+    /// @brief comparison: equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_eq/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator==(const_reference lhs, ScalarType rhs) noexcept
+    {
+        return lhs == basic_json(rhs);
+    }
+
+    /// @brief comparison: equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_eq/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator==(ScalarType lhs, const_reference rhs) noexcept
+    {
+        return basic_json(lhs) == rhs;
+    }
+
+    /// @brief comparison: not equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ne/
+    friend bool operator!=(const_reference lhs, const_reference rhs) noexcept
+    {
+        if (compares_unordered(lhs, rhs, true))
+        {
+            return false;
+        }
+        return !(lhs == rhs);
+    }
+
+    /// @brief comparison: not equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ne/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator!=(const_reference lhs, ScalarType rhs) noexcept
+    {
+        return lhs != basic_json(rhs);
+    }
+
+    /// @brief comparison: not equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ne/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator!=(ScalarType lhs, const_reference rhs) noexcept
+    {
+        return basic_json(lhs) != rhs;
+    }
+
+    /// @brief comparison: less than
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_lt/
+    friend bool operator<(const_reference lhs, const_reference rhs) noexcept
+    {
+        // default_result is used if we cannot compare values. In that case,
+        // we compare types. Note we have to call the operator explicitly,
+        // because MSVC has problems otherwise.
+        JSON_IMPLEMENT_OPERATOR( <, false, false, operator<(lhs_type, rhs_type))
+    }
+
+    /// @brief comparison: less than
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_lt/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator<(const_reference lhs, ScalarType rhs) noexcept
+    {
+        return lhs < basic_json(rhs);
+    }
+
+    /// @brief comparison: less than
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_lt/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator<(ScalarType lhs, const_reference rhs) noexcept
+    {
+        return basic_json(lhs) < rhs;
+    }
+
+    /// @brief comparison: less than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_le/
+    friend bool operator<=(const_reference lhs, const_reference rhs) noexcept
+    {
+        if (compares_unordered(lhs, rhs, true))
+        {
+            return false;
+        }
+        return !(rhs < lhs);
+    }
+
+    /// @brief comparison: less than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_le/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator<=(const_reference lhs, ScalarType rhs) noexcept
+    {
+        return lhs <= basic_json(rhs);
+    }
+
+    /// @brief comparison: less than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_le/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator<=(ScalarType lhs, const_reference rhs) noexcept
+    {
+        return basic_json(lhs) <= rhs;
+    }
+
+    /// @brief comparison: greater than
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_gt/
+    friend bool operator>(const_reference lhs, const_reference rhs) noexcept
+    {
+        // double inverse
+        if (compares_unordered(lhs, rhs))
+        {
+            return false;
+        }
+        return !(lhs <= rhs);
+    }
+
+    /// @brief comparison: greater than
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_gt/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator>(const_reference lhs, ScalarType rhs) noexcept
+    {
+        return lhs > basic_json(rhs);
+    }
+
+    /// @brief comparison: greater than
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_gt/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator>(ScalarType lhs, const_reference rhs) noexcept
+    {
+        return basic_json(lhs) > rhs;
+    }
+
+    /// @brief comparison: greater than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ge/
+    friend bool operator>=(const_reference lhs, const_reference rhs) noexcept
+    {
+        if (compares_unordered(lhs, rhs, true))
+        {
+            return false;
+        }
+        return !(lhs < rhs);
+    }
+
+    /// @brief comparison: greater than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ge/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator>=(const_reference lhs, ScalarType rhs) noexcept
+    {
+        return lhs >= basic_json(rhs);
+    }
+
+    /// @brief comparison: greater than or equal
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ge/
+    template<typename ScalarType, typename std::enable_if<
+                 std::is_scalar<ScalarType>::value, int>::type = 0>
+    friend bool operator>=(ScalarType lhs, const_reference rhs) noexcept
+    {
+        return basic_json(lhs) >= rhs;
+    }
+#endif
+
+#undef JSON_IMPLEMENT_OPERATOR
+
+    /// @}
+
+    ///////////////////
+    // serialization //
+    ///////////////////
+
+    /// @name serialization
+    /// @{
+#ifndef JSON_NO_IO
+    /// @brief serialize to stream
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ltlt/
+    friend std::ostream& operator<<(std::ostream& o, const basic_json& j)
+    {
+        // read width member and use it as indentation parameter if nonzero
+        const bool pretty_print = o.width() > 0;
+        const auto indentation = pretty_print ? o.width() : 0;
+
+        // reset width to 0 for subsequent calls to this stream
+        o.width(0);
+
+        // do the actual serialization
+        serializer s(detail::output_adapter<char>(o), o.fill());
+        s.dump(j, pretty_print, false, static_cast<unsigned int>(indentation));
+        return o;
+    }
+
+    /// @brief serialize to stream
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_ltlt/
+    /// @deprecated This function is deprecated since 3.0.0 and will be removed in
+    ///             version 4.0.0 of the library. Please use
+    ///             operator<<(std::ostream&, const basic_json&) instead; that is,
+    ///             replace calls like `j >> o;` with `o << j;`.
+    JSON_HEDLEY_DEPRECATED_FOR(3.0.0, operator<<(std::ostream&, const basic_json&))
+    friend std::ostream& operator>>(const basic_json& j, std::ostream& o)
+    {
+        return o << j;
+    }
+#endif  // JSON_NO_IO
+    /// @}
+
+    /////////////////////
+    // deserialization //
+    /////////////////////
+
+    /// @name deserialization
+    /// @{
+
+    /// @brief deserialize from a compatible input
+    /// @sa https://json.nlohmann.me/api/basic_json/parse/
+    template<typename InputType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json parse(InputType&& i,
+                            const parser_callback_t cb = nullptr,
+                            const bool allow_exceptions = true,
+                            const bool ignore_comments = false)
+    {
+        basic_json result;
+        parser(detail::input_adapter(std::forward<InputType>(i)), cb, allow_exceptions, ignore_comments).parse(true, result);
+        return result;
+    }
+
+    /// @brief deserialize from a pair of character iterators
+    /// @sa https://json.nlohmann.me/api/basic_json/parse/
+    template<typename IteratorType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json parse(IteratorType first,
+                            IteratorType last,
+                            const parser_callback_t cb = nullptr,
+                            const bool allow_exceptions = true,
+                            const bool ignore_comments = false)
+    {
+        basic_json result;
+        parser(detail::input_adapter(std::move(first), std::move(last)), cb, allow_exceptions, ignore_comments).parse(true, result);
+        return result;
+    }
+
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, parse(ptr, ptr + len))
+    static basic_json parse(detail::span_input_adapter&& i,
+                            const parser_callback_t cb = nullptr,
+                            const bool allow_exceptions = true,
+                            const bool ignore_comments = false)
+    {
+        basic_json result;
+        parser(i.get(), cb, allow_exceptions, ignore_comments).parse(true, result);
+        return result;
+    }
+
+    /// @brief check if the input is valid JSON
+    /// @sa https://json.nlohmann.me/api/basic_json/accept/
+    template<typename InputType>
+    static bool accept(InputType&& i,
+                       const bool ignore_comments = false)
+    {
+        return parser(detail::input_adapter(std::forward<InputType>(i)), nullptr, false, ignore_comments).accept(true);
+    }
+
+    /// @brief check if the input is valid JSON
+    /// @sa https://json.nlohmann.me/api/basic_json/accept/
+    template<typename IteratorType>
+    static bool accept(IteratorType first, IteratorType last,
+                       const bool ignore_comments = false)
+    {
+        return parser(detail::input_adapter(std::move(first), std::move(last)), nullptr, false, ignore_comments).accept(true);
+    }
+
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, accept(ptr, ptr + len))
+    static bool accept(detail::span_input_adapter&& i,
+                       const bool ignore_comments = false)
+    {
+        return parser(i.get(), nullptr, false, ignore_comments).accept(true);
+    }
+
+    /// @brief generate SAX events
+    /// @sa https://json.nlohmann.me/api/basic_json/sax_parse/
+    template <typename InputType, typename SAX>
+    JSON_HEDLEY_NON_NULL(2)
+    static bool sax_parse(InputType&& i, SAX* sax,
+                          input_format_t format = input_format_t::json,
+                          const bool strict = true,
+                          const bool ignore_comments = false)
+    {
+        auto ia = detail::input_adapter(std::forward<InputType>(i));
+        return format == input_format_t::json
+               ? parser(std::move(ia), nullptr, true, ignore_comments).sax_parse(sax, strict)
+               : detail::binary_reader<basic_json, decltype(ia), SAX>(std::move(ia), format).sax_parse(format, sax, strict);
+    }
+
+    /// @brief generate SAX events
+    /// @sa https://json.nlohmann.me/api/basic_json/sax_parse/
+    template<class IteratorType, class SAX>
+    JSON_HEDLEY_NON_NULL(3)
+    static bool sax_parse(IteratorType first, IteratorType last, SAX* sax,
+                          input_format_t format = input_format_t::json,
+                          const bool strict = true,
+                          const bool ignore_comments = false)
+    {
+        auto ia = detail::input_adapter(std::move(first), std::move(last));
+        return format == input_format_t::json
+               ? parser(std::move(ia), nullptr, true, ignore_comments).sax_parse(sax, strict)
+               : detail::binary_reader<basic_json, decltype(ia), SAX>(std::move(ia), format).sax_parse(format, sax, strict);
+    }
+
+    /// @brief generate SAX events
+    /// @sa https://json.nlohmann.me/api/basic_json/sax_parse/
+    /// @deprecated This function is deprecated since 3.8.0 and will be removed in
+    ///             version 4.0.0 of the library. Please use
+    ///             sax_parse(ptr, ptr + len) instead.
+    template <typename SAX>
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, sax_parse(ptr, ptr + len, ...))
+    JSON_HEDLEY_NON_NULL(2)
+    static bool sax_parse(detail::span_input_adapter&& i, SAX* sax,
+                          input_format_t format = input_format_t::json,
+                          const bool strict = true,
+                          const bool ignore_comments = false)
+    {
+        auto ia = i.get();
+        return format == input_format_t::json
+               // NOLINTNEXTLINE(hicpp-move-const-arg,performance-move-const-arg)
+               ? parser(std::move(ia), nullptr, true, ignore_comments).sax_parse(sax, strict)
+               // NOLINTNEXTLINE(hicpp-move-const-arg,performance-move-const-arg)
+               : detail::binary_reader<basic_json, decltype(ia), SAX>(std::move(ia), format).sax_parse(format, sax, strict);
+    }
+#ifndef JSON_NO_IO
+    /// @brief deserialize from stream
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_gtgt/
+    /// @deprecated This stream operator is deprecated since 3.0.0 and will be removed in
+    ///             version 4.0.0 of the library. Please use
+    ///             operator>>(std::istream&, basic_json&) instead; that is,
+    ///             replace calls like `j << i;` with `i >> j;`.
+    JSON_HEDLEY_DEPRECATED_FOR(3.0.0, operator>>(std::istream&, basic_json&))
+    friend std::istream& operator<<(basic_json& j, std::istream& i)
+    {
+        return operator>>(i, j);
+    }
+
+    /// @brief deserialize from stream
+    /// @sa https://json.nlohmann.me/api/basic_json/operator_gtgt/
+    friend std::istream& operator>>(std::istream& i, basic_json& j)
+    {
+        parser(detail::input_adapter(i)).parse(false, j);
+        return i;
+    }
+#endif  // JSON_NO_IO
+    /// @}
+
+    ///////////////////////////
+    // convenience functions //
+    ///////////////////////////
+
+    /// @brief return the type as string
+    /// @sa https://json.nlohmann.me/api/basic_json/type_name/
+    JSON_HEDLEY_RETURNS_NON_NULL
+    const char* type_name() const noexcept
+    {
+        switch (m_data.m_type)
+        {
+            case value_t::null:
+                return "null";
+            case value_t::object:
+                return "object";
+            case value_t::array:
+                return "array";
+            case value_t::string:
+                return "string";
+            case value_t::boolean:
+                return "boolean";
+            case value_t::binary:
+                return "binary";
+            case value_t::discarded:
+                return "discarded";
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            default:
+                return "number";
+        }
+    }
+
+  JSON_PRIVATE_UNLESS_TESTED:
+    //////////////////////
+    // member variables //
+    //////////////////////
+
+    struct data
+    {
+        /// the type of the current element
+        value_t m_type = value_t::null;
+
+        /// the value of the current element
+        json_value m_value = {};
+
+        data(const value_t v)
+            : m_type(v), m_value(v)
+        {
+        }
+
+        data(size_type cnt, const basic_json& val)
+            : m_type(value_t::array)
+        {
+            m_value.array = create<array_t>(cnt, val);
+        }
+
+        data() noexcept = default;
+        data(data&&) noexcept = default;
+        data(const data&) noexcept = delete;
+        data& operator=(data&&) noexcept = delete;
+        data& operator=(const data&) noexcept = delete;
+
+        ~data() noexcept
+        {
+            m_value.destroy(m_type);
+        }
+    };
+
+    data m_data = {};
+
+#if JSON_DIAGNOSTICS
+    /// a pointer to a parent value (for debugging purposes)
+    basic_json* m_parent = nullptr;
+#endif
+
+    //////////////////////////////////////////
+    // binary serialization/deserialization //
+    //////////////////////////////////////////
+
+    /// @name binary serialization/deserialization support
+    /// @{
+
+  public:
+    /// @brief create a CBOR serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_cbor/
+    static std::vector<std::uint8_t> to_cbor(const basic_json& j)
+    {
+        std::vector<std::uint8_t> result;
+        to_cbor(j, result);
+        return result;
+    }
+
+    /// @brief create a CBOR serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_cbor/
+    static void to_cbor(const basic_json& j, detail::output_adapter<std::uint8_t> o)
+    {
+        binary_writer<std::uint8_t>(o).write_cbor(j);
+    }
+
+    /// @brief create a CBOR serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_cbor/
+    static void to_cbor(const basic_json& j, detail::output_adapter<char> o)
+    {
+        binary_writer<char>(o).write_cbor(j);
+    }
+
+    /// @brief create a MessagePack serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_msgpack/
+    static std::vector<std::uint8_t> to_msgpack(const basic_json& j)
+    {
+        std::vector<std::uint8_t> result;
+        to_msgpack(j, result);
+        return result;
+    }
+
+    /// @brief create a MessagePack serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_msgpack/
+    static void to_msgpack(const basic_json& j, detail::output_adapter<std::uint8_t> o)
+    {
+        binary_writer<std::uint8_t>(o).write_msgpack(j);
+    }
+
+    /// @brief create a MessagePack serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_msgpack/
+    static void to_msgpack(const basic_json& j, detail::output_adapter<char> o)
+    {
+        binary_writer<char>(o).write_msgpack(j);
+    }
+
+    /// @brief create a UBJSON serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_ubjson/
+    static std::vector<std::uint8_t> to_ubjson(const basic_json& j,
+            const bool use_size = false,
+            const bool use_type = false)
+    {
+        std::vector<std::uint8_t> result;
+        to_ubjson(j, result, use_size, use_type);
+        return result;
+    }
+
+    /// @brief create a UBJSON serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_ubjson/
+    static void to_ubjson(const basic_json& j, detail::output_adapter<std::uint8_t> o,
+                          const bool use_size = false, const bool use_type = false)
+    {
+        binary_writer<std::uint8_t>(o).write_ubjson(j, use_size, use_type);
+    }
+
+    /// @brief create a UBJSON serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_ubjson/
+    static void to_ubjson(const basic_json& j, detail::output_adapter<char> o,
+                          const bool use_size = false, const bool use_type = false)
+    {
+        binary_writer<char>(o).write_ubjson(j, use_size, use_type);
+    }
+
+    /// @brief create a BJData serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_bjdata/
+    static std::vector<std::uint8_t> to_bjdata(const basic_json& j,
+            const bool use_size = false,
+            const bool use_type = false)
+    {
+        std::vector<std::uint8_t> result;
+        to_bjdata(j, result, use_size, use_type);
+        return result;
+    }
+
+    /// @brief create a BJData serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_bjdata/
+    static void to_bjdata(const basic_json& j, detail::output_adapter<std::uint8_t> o,
+                          const bool use_size = false, const bool use_type = false)
+    {
+        binary_writer<std::uint8_t>(o).write_ubjson(j, use_size, use_type, true, true);
+    }
+
+    /// @brief create a BJData serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_bjdata/
+    static void to_bjdata(const basic_json& j, detail::output_adapter<char> o,
+                          const bool use_size = false, const bool use_type = false)
+    {
+        binary_writer<char>(o).write_ubjson(j, use_size, use_type, true, true);
+    }
+
+    /// @brief create a BSON serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_bson/
+    static std::vector<std::uint8_t> to_bson(const basic_json& j)
+    {
+        std::vector<std::uint8_t> result;
+        to_bson(j, result);
+        return result;
+    }
+
+    /// @brief create a BSON serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_bson/
+    static void to_bson(const basic_json& j, detail::output_adapter<std::uint8_t> o)
+    {
+        binary_writer<std::uint8_t>(o).write_bson(j);
+    }
+
+    /// @brief create a BSON serialization of a given JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/to_bson/
+    static void to_bson(const basic_json& j, detail::output_adapter<char> o)
+    {
+        binary_writer<char>(o).write_bson(j);
+    }
+
+    /// @brief create a JSON value from an input in CBOR format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_cbor/
+    template<typename InputType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_cbor(InputType&& i,
+                                const bool strict = true,
+                                const bool allow_exceptions = true,
+                                const cbor_tag_handler_t tag_handler = cbor_tag_handler_t::error)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::forward<InputType>(i));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::cbor).sax_parse(input_format_t::cbor, &sdp, strict, tag_handler);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    /// @brief create a JSON value from an input in CBOR format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_cbor/
+    template<typename IteratorType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_cbor(IteratorType first, IteratorType last,
+                                const bool strict = true,
+                                const bool allow_exceptions = true,
+                                const cbor_tag_handler_t tag_handler = cbor_tag_handler_t::error)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::move(first), std::move(last));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::cbor).sax_parse(input_format_t::cbor, &sdp, strict, tag_handler);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    template<typename T>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, from_cbor(ptr, ptr + len))
+    static basic_json from_cbor(const T* ptr, std::size_t len,
+                                const bool strict = true,
+                                const bool allow_exceptions = true,
+                                const cbor_tag_handler_t tag_handler = cbor_tag_handler_t::error)
+    {
+        return from_cbor(ptr, ptr + len, strict, allow_exceptions, tag_handler);
+    }
+
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, from_cbor(ptr, ptr + len))
+    static basic_json from_cbor(detail::span_input_adapter&& i,
+                                const bool strict = true,
+                                const bool allow_exceptions = true,
+                                const cbor_tag_handler_t tag_handler = cbor_tag_handler_t::error)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = i.get();
+        // NOLINTNEXTLINE(hicpp-move-const-arg,performance-move-const-arg)
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::cbor).sax_parse(input_format_t::cbor, &sdp, strict, tag_handler);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    /// @brief create a JSON value from an input in MessagePack format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_msgpack/
+    template<typename InputType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_msgpack(InputType&& i,
+                                   const bool strict = true,
+                                   const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::forward<InputType>(i));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::msgpack).sax_parse(input_format_t::msgpack, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    /// @brief create a JSON value from an input in MessagePack format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_msgpack/
+    template<typename IteratorType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_msgpack(IteratorType first, IteratorType last,
+                                   const bool strict = true,
+                                   const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::move(first), std::move(last));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::msgpack).sax_parse(input_format_t::msgpack, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    template<typename T>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, from_msgpack(ptr, ptr + len))
+    static basic_json from_msgpack(const T* ptr, std::size_t len,
+                                   const bool strict = true,
+                                   const bool allow_exceptions = true)
+    {
+        return from_msgpack(ptr, ptr + len, strict, allow_exceptions);
+    }
+
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, from_msgpack(ptr, ptr + len))
+    static basic_json from_msgpack(detail::span_input_adapter&& i,
+                                   const bool strict = true,
+                                   const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = i.get();
+        // NOLINTNEXTLINE(hicpp-move-const-arg,performance-move-const-arg)
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::msgpack).sax_parse(input_format_t::msgpack, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    /// @brief create a JSON value from an input in UBJSON format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_ubjson/
+    template<typename InputType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_ubjson(InputType&& i,
+                                  const bool strict = true,
+                                  const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::forward<InputType>(i));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::ubjson).sax_parse(input_format_t::ubjson, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    /// @brief create a JSON value from an input in UBJSON format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_ubjson/
+    template<typename IteratorType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_ubjson(IteratorType first, IteratorType last,
+                                  const bool strict = true,
+                                  const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::move(first), std::move(last));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::ubjson).sax_parse(input_format_t::ubjson, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    template<typename T>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, from_ubjson(ptr, ptr + len))
+    static basic_json from_ubjson(const T* ptr, std::size_t len,
+                                  const bool strict = true,
+                                  const bool allow_exceptions = true)
+    {
+        return from_ubjson(ptr, ptr + len, strict, allow_exceptions);
+    }
+
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, from_ubjson(ptr, ptr + len))
+    static basic_json from_ubjson(detail::span_input_adapter&& i,
+                                  const bool strict = true,
+                                  const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = i.get();
+        // NOLINTNEXTLINE(hicpp-move-const-arg,performance-move-const-arg)
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::ubjson).sax_parse(input_format_t::ubjson, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    /// @brief create a JSON value from an input in BJData format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_bjdata/
+    template<typename InputType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_bjdata(InputType&& i,
+                                  const bool strict = true,
+                                  const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::forward<InputType>(i));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::bjdata).sax_parse(input_format_t::bjdata, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    /// @brief create a JSON value from an input in BJData format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_bjdata/
+    template<typename IteratorType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_bjdata(IteratorType first, IteratorType last,
+                                  const bool strict = true,
+                                  const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::move(first), std::move(last));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::bjdata).sax_parse(input_format_t::bjdata, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    /// @brief create a JSON value from an input in BSON format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_bson/
+    template<typename InputType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_bson(InputType&& i,
+                                const bool strict = true,
+                                const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::forward<InputType>(i));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::bson).sax_parse(input_format_t::bson, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    /// @brief create a JSON value from an input in BSON format
+    /// @sa https://json.nlohmann.me/api/basic_json/from_bson/
+    template<typename IteratorType>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json from_bson(IteratorType first, IteratorType last,
+                                const bool strict = true,
+                                const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = detail::input_adapter(std::move(first), std::move(last));
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::bson).sax_parse(input_format_t::bson, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+
+    template<typename T>
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, from_bson(ptr, ptr + len))
+    static basic_json from_bson(const T* ptr, std::size_t len,
+                                const bool strict = true,
+                                const bool allow_exceptions = true)
+    {
+        return from_bson(ptr, ptr + len, strict, allow_exceptions);
+    }
+
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    JSON_HEDLEY_DEPRECATED_FOR(3.8.0, from_bson(ptr, ptr + len))
+    static basic_json from_bson(detail::span_input_adapter&& i,
+                                const bool strict = true,
+                                const bool allow_exceptions = true)
+    {
+        basic_json result;
+        detail::json_sax_dom_parser<basic_json> sdp(result, allow_exceptions);
+        auto ia = i.get();
+        // NOLINTNEXTLINE(hicpp-move-const-arg,performance-move-const-arg)
+        const bool res = binary_reader<decltype(ia)>(std::move(ia), input_format_t::bson).sax_parse(input_format_t::bson, &sdp, strict);
+        return res ? result : basic_json(value_t::discarded);
+    }
+    /// @}
+
+    //////////////////////////
+    // JSON Pointer support //
+    //////////////////////////
+
+    /// @name JSON Pointer functions
+    /// @{
+
+    /// @brief access specified element via JSON Pointer
+    /// @sa https://json.nlohmann.me/api/basic_json/operator%5B%5D/
+    reference operator[](const json_pointer& ptr)
+    {
+        return ptr.get_unchecked(this);
+    }
+
+    template<typename BasicJsonType, detail::enable_if_t<detail::is_basic_json<BasicJsonType>::value, int> = 0>
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, basic_json::json_pointer or nlohmann::json_pointer<basic_json::string_t>) // NOLINT(readability/alt_tokens)
+    reference operator[](const ::nlohmann::json_pointer<BasicJsonType>& ptr)
+    {
+        return ptr.get_unchecked(this);
+    }
+
+    /// @brief access specified element via JSON Pointer
+    /// @sa https://json.nlohmann.me/api/basic_json/operator%5B%5D/
+    const_reference operator[](const json_pointer& ptr) const
+    {
+        return ptr.get_unchecked(this);
+    }
+
+    template<typename BasicJsonType, detail::enable_if_t<detail::is_basic_json<BasicJsonType>::value, int> = 0>
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, basic_json::json_pointer or nlohmann::json_pointer<basic_json::string_t>) // NOLINT(readability/alt_tokens)
+    const_reference operator[](const ::nlohmann::json_pointer<BasicJsonType>& ptr) const
+    {
+        return ptr.get_unchecked(this);
+    }
+
+    /// @brief access specified element via JSON Pointer
+    /// @sa https://json.nlohmann.me/api/basic_json/at/
+    reference at(const json_pointer& ptr)
+    {
+        return ptr.get_checked(this);
+    }
+
+    template<typename BasicJsonType, detail::enable_if_t<detail::is_basic_json<BasicJsonType>::value, int> = 0>
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, basic_json::json_pointer or nlohmann::json_pointer<basic_json::string_t>) // NOLINT(readability/alt_tokens)
+    reference at(const ::nlohmann::json_pointer<BasicJsonType>& ptr)
+    {
+        return ptr.get_checked(this);
+    }
+
+    /// @brief access specified element via JSON Pointer
+    /// @sa https://json.nlohmann.me/api/basic_json/at/
+    const_reference at(const json_pointer& ptr) const
+    {
+        return ptr.get_checked(this);
+    }
+
+    template<typename BasicJsonType, detail::enable_if_t<detail::is_basic_json<BasicJsonType>::value, int> = 0>
+    JSON_HEDLEY_DEPRECATED_FOR(3.11.0, basic_json::json_pointer or nlohmann::json_pointer<basic_json::string_t>) // NOLINT(readability/alt_tokens)
+    const_reference at(const ::nlohmann::json_pointer<BasicJsonType>& ptr) const
+    {
+        return ptr.get_checked(this);
+    }
+
+    /// @brief return flattened JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/flatten/
+    basic_json flatten() const
+    {
+        basic_json result(value_t::object);
+        json_pointer::flatten("", *this, result);
+        return result;
+    }
+
+    /// @brief unflatten a previously flattened JSON value
+    /// @sa https://json.nlohmann.me/api/basic_json/unflatten/
+    basic_json unflatten() const
+    {
+        return json_pointer::unflatten(*this);
+    }
+
+    /// @}
+
+    //////////////////////////
+    // JSON Patch functions //
+    //////////////////////////
+
+    /// @name JSON Patch functions
+    /// @{
+
+    /// @brief applies a JSON patch in-place without copying the object
+    /// @sa https://json.nlohmann.me/api/basic_json/patch/
+    void patch_inplace(const basic_json& json_patch)
+    {
+        basic_json& result = *this;
+        // the valid JSON Patch operations
+        enum class patch_operations {add, remove, replace, move, copy, test, invalid};
+
+        const auto get_op = [](const std::string & op)
+        {
+            if (op == "add")
+            {
+                return patch_operations::add;
+            }
+            if (op == "remove")
+            {
+                return patch_operations::remove;
+            }
+            if (op == "replace")
+            {
+                return patch_operations::replace;
+            }
+            if (op == "move")
+            {
+                return patch_operations::move;
+            }
+            if (op == "copy")
+            {
+                return patch_operations::copy;
+            }
+            if (op == "test")
+            {
+                return patch_operations::test;
+            }
+
+            return patch_operations::invalid;
+        };
+
+        // wrapper for "add" operation; add value at ptr
+        const auto operation_add = [&result](json_pointer & ptr, basic_json val)
+        {
+            // adding to the root of the target document means replacing it
+            if (ptr.empty())
+            {
+                result = val;
+                return;
+            }
+
+            // make sure the top element of the pointer exists
+            json_pointer const top_pointer = ptr.top();
+            if (top_pointer != ptr)
+            {
+                result.at(top_pointer);
+            }
+
+            // get reference to parent of JSON pointer ptr
+            const auto last_path = ptr.back();
+            ptr.pop_back();
+            // parent must exist when performing patch add per RFC6902 specs
+            basic_json& parent = result.at(ptr);
+
+            switch (parent.m_data.m_type)
+            {
+                case value_t::null:
+                case value_t::object:
+                {
+                    // use operator[] to add value
+                    parent[last_path] = val;
+                    break;
+                }
+
+                case value_t::array:
+                {
+                    if (last_path == "-")
+                    {
+                        // special case: append to back
+                        parent.push_back(val);
+                    }
+                    else
+                    {
+                        const auto idx = json_pointer::template array_index<basic_json_t>(last_path);
+                        if (JSON_HEDLEY_UNLIKELY(idx > parent.size()))
+                        {
+                            // avoid undefined behavior
+                            JSON_THROW(out_of_range::create(401, detail::concat("array index ", std::to_string(idx), " is out of range"), &parent));
+                        }
+
+                        // default case: insert add offset
+                        parent.insert(parent.begin() + static_cast<difference_type>(idx), val);
+                    }
+                    break;
+                }
+
+                // if there exists a parent it cannot be primitive
+                case value_t::string: // LCOV_EXCL_LINE
+                case value_t::boolean: // LCOV_EXCL_LINE
+                case value_t::number_integer: // LCOV_EXCL_LINE
+                case value_t::number_unsigned: // LCOV_EXCL_LINE
+                case value_t::number_float: // LCOV_EXCL_LINE
+                case value_t::binary: // LCOV_EXCL_LINE
+                case value_t::discarded: // LCOV_EXCL_LINE
+                default:            // LCOV_EXCL_LINE
+                    JSON_ASSERT(false); // NOLINT(cert-dcl03-c,hicpp-static-assert,misc-static-assert) LCOV_EXCL_LINE
+            }
+        };
+
+        // wrapper for "remove" operation; remove value at ptr
+        const auto operation_remove = [this, & result](json_pointer & ptr)
+        {
+            // get reference to parent of JSON pointer ptr
+            const auto last_path = ptr.back();
+            ptr.pop_back();
+            basic_json& parent = result.at(ptr);
+
+            // remove child
+            if (parent.is_object())
+            {
+                // perform range check
+                auto it = parent.find(last_path);
+                if (JSON_HEDLEY_LIKELY(it != parent.end()))
+                {
+                    parent.erase(it);
+                }
+                else
+                {
+                    JSON_THROW(out_of_range::create(403, detail::concat("key '", last_path, "' not found"), this));
+                }
+            }
+            else if (parent.is_array())
+            {
+                // note erase performs range check
+                parent.erase(json_pointer::template array_index<basic_json_t>(last_path));
+            }
+        };
+
+        // type check: top level value must be an array
+        if (JSON_HEDLEY_UNLIKELY(!json_patch.is_array()))
+        {
+            JSON_THROW(parse_error::create(104, 0, "JSON patch must be an array of objects", &json_patch));
+        }
+
+        // iterate and apply the operations
+        for (const auto& val : json_patch)
+        {
+            // wrapper to get a value for an operation
+            const auto get_value = [&val](const std::string & op,
+                                          const std::string & member,
+                                          bool string_type) -> basic_json &
+            {
+                // find value
+                auto it = val.m_data.m_value.object->find(member);
+
+                // context-sensitive error message
+                const auto error_msg = (op == "op") ? "operation" : detail::concat("operation '", op, '\''); // NOLINT(bugprone-unused-local-non-trivial-variable)
+
+                // check if desired value is present
+                if (JSON_HEDLEY_UNLIKELY(it == val.m_data.m_value.object->end()))
+                {
+                    // NOLINTNEXTLINE(performance-inefficient-string-concatenation)
+                    JSON_THROW(parse_error::create(105, 0, detail::concat(error_msg, " must have member '", member, "'"), &val));
+                }
+
+                // check if result is of type string
+                if (JSON_HEDLEY_UNLIKELY(string_type && !it->second.is_string()))
+                {
+                    // NOLINTNEXTLINE(performance-inefficient-string-concatenation)
+                    JSON_THROW(parse_error::create(105, 0, detail::concat(error_msg, " must have string member '", member, "'"), &val));
+                }
+
+                // no error: return value
+                return it->second;
+            };
+
+            // type check: every element of the array must be an object
+            if (JSON_HEDLEY_UNLIKELY(!val.is_object()))
+            {
+                JSON_THROW(parse_error::create(104, 0, "JSON patch must be an array of objects", &val));
+            }
+
+            // collect mandatory members
+            const auto op = get_value("op", "op", true).template get<std::string>();
+            const auto path = get_value(op, "path", true).template get<std::string>();
+            json_pointer ptr(path);
+
+            switch (get_op(op))
+            {
+                case patch_operations::add:
+                {
+                    operation_add(ptr, get_value("add", "value", false));
+                    break;
+                }
+
+                case patch_operations::remove:
+                {
+                    operation_remove(ptr);
+                    break;
+                }
+
+                case patch_operations::replace:
+                {
+                    // the "path" location must exist - use at()
+                    result.at(ptr) = get_value("replace", "value", false);
+                    break;
+                }
+
+                case patch_operations::move:
+                {
+                    const auto from_path = get_value("move", "from", true).template get<std::string>();
+                    json_pointer from_ptr(from_path);
+
+                    // the "from" location must exist - use at()
+                    basic_json const v = result.at(from_ptr);
+
+                    // The move operation is functionally identical to a
+                    // "remove" operation on the "from" location, followed
+                    // immediately by an "add" operation at the target
+                    // location with the value that was just removed.
+                    operation_remove(from_ptr);
+                    operation_add(ptr, v);
+                    break;
+                }
+
+                case patch_operations::copy:
+                {
+                    const auto from_path = get_value("copy", "from", true).template get<std::string>();
+                    const json_pointer from_ptr(from_path);
+
+                    // the "from" location must exist - use at()
+                    basic_json const v = result.at(from_ptr);
+
+                    // The copy is functionally identical to an "add"
+                    // operation at the target location using the value
+                    // specified in the "from" member.
+                    operation_add(ptr, v);
+                    break;
+                }
+
+                case patch_operations::test:
+                {
+                    bool success = false;
+                    JSON_TRY
+                    {
+                        // check if "value" matches the one at "path"
+                        // the "path" location must exist - use at()
+                        success = (result.at(ptr) == get_value("test", "value", false));
+                    }
+                    JSON_INTERNAL_CATCH (out_of_range&)
+                    {
+                        // ignore out of range errors: success remains false
+                    }
+
+                    // throw an exception if test fails
+                    if (JSON_HEDLEY_UNLIKELY(!success))
+                    {
+                        JSON_THROW(other_error::create(501, detail::concat("unsuccessful: ", val.dump()), &val));
+                    }
+
+                    break;
+                }
+
+                case patch_operations::invalid:
+                default:
+                {
+                    // op must be "add", "remove", "replace", "move", "copy", or
+                    // "test"
+                    JSON_THROW(parse_error::create(105, 0, detail::concat("operation value '", op, "' is invalid"), &val));
+                }
+            }
+        }
+    }
+
+    /// @brief applies a JSON patch to a copy of the current object
+    /// @sa https://json.nlohmann.me/api/basic_json/patch/
+    basic_json patch(const basic_json& json_patch) const
+    {
+        basic_json result = *this;
+        result.patch_inplace(json_patch);
+        return result;
+    }
+
+    /// @brief creates a diff as a JSON patch
+    /// @sa https://json.nlohmann.me/api/basic_json/diff/
+    JSON_HEDLEY_WARN_UNUSED_RESULT
+    static basic_json diff(const basic_json& source, const basic_json& target,
+                           const std::string& path = "")
+    {
+        // the patch
+        basic_json result(value_t::array);
+
+        // if the values are the same, return empty patch
+        if (source == target)
+        {
+            return result;
+        }
+
+        if (source.type() != target.type())
+        {
+            // different types: replace value
+            result.push_back(
+            {
+                {"op", "replace"}, {"path", path}, {"value", target}
+            });
+            return result;
+        }
+
+        switch (source.type())
+        {
+            case value_t::array:
+            {
+                // first pass: traverse common elements
+                std::size_t i = 0;
+                while (i < source.size() && i < target.size())
+                {
+                    // recursive call to compare array values at index i
+                    auto temp_diff = diff(source[i], target[i], detail::concat(path, '/', std::to_string(i)));
+                    result.insert(result.end(), temp_diff.begin(), temp_diff.end());
+                    ++i;
+                }
+
+                // We now reached the end of at least one array
+                // in a second pass, traverse the remaining elements
+
+                // remove my remaining elements
+                const auto end_index = static_cast<difference_type>(result.size());
+                while (i < source.size())
+                {
+                    // add operations in reverse order to avoid invalid
+                    // indices
+                    result.insert(result.begin() + end_index, object(
+                    {
+                        {"op", "remove"},
+                        {"path", detail::concat(path, '/', std::to_string(i))}
+                    }));
+                    ++i;
+                }
+
+                // add other remaining elements
+                while (i < target.size())
+                {
+                    result.push_back(
+                    {
+                        {"op", "add"},
+                        {"path", detail::concat(path, "/-")},
+                        {"value", target[i]}
+                    });
+                    ++i;
+                }
+
+                break;
+            }
+
+            case value_t::object:
+            {
+                // first pass: traverse this object's elements
+                for (auto it = source.cbegin(); it != source.cend(); ++it)
+                {
+                    // escape the key name to be used in a JSON patch
+                    const auto path_key = detail::concat(path, '/', detail::escape(it.key()));
+
+                    if (target.find(it.key()) != target.end())
+                    {
+                        // recursive call to compare object values at key it
+                        auto temp_diff = diff(it.value(), target[it.key()], path_key);
+                        result.insert(result.end(), temp_diff.begin(), temp_diff.end());
+                    }
+                    else
+                    {
+                        // found a key that is not in o -> remove it
+                        result.push_back(object(
+                        {
+                            {"op", "remove"}, {"path", path_key}
+                        }));
+                    }
+                }
+
+                // second pass: traverse other object's elements
+                for (auto it = target.cbegin(); it != target.cend(); ++it)
+                {
+                    if (source.find(it.key()) == source.end())
+                    {
+                        // found a key that is not in this -> add it
+                        const auto path_key = detail::concat(path, '/', detail::escape(it.key()));
+                        result.push_back(
+                        {
+                            {"op", "add"}, {"path", path_key},
+                            {"value", it.value()}
+                        });
+                    }
+                }
+
+                break;
+            }
+
+            case value_t::null:
+            case value_t::string:
+            case value_t::boolean:
+            case value_t::number_integer:
+            case value_t::number_unsigned:
+            case value_t::number_float:
+            case value_t::binary:
+            case value_t::discarded:
+            default:
+            {
+                // both primitive type: replace value
+                result.push_back(
+                {
+                    {"op", "replace"}, {"path", path}, {"value", target}
+                });
+                break;
+            }
+        }
+
+        return result;
+    }
+    /// @}
+
+    ////////////////////////////////
+    // JSON Merge Patch functions //
+    ////////////////////////////////
+
+    /// @name JSON Merge Patch functions
+    /// @{
+
+    /// @brief applies a JSON Merge Patch
+    /// @sa https://json.nlohmann.me/api/basic_json/merge_patch/
+    void merge_patch(const basic_json& apply_patch)
+    {
+        if (apply_patch.is_object())
+        {
+            if (!is_object())
+            {
+                *this = object();
+            }
+            for (auto it = apply_patch.begin(); it != apply_patch.end(); ++it)
+            {
+                if (it.value().is_null())
+                {
+                    erase(it.key());
+                }
+                else
+                {
+                    operator[](it.key()).merge_patch(it.value());
+                }
+            }
+        }
+        else
+        {
+            *this = apply_patch;
+        }
+    }
+
+    /// @}
+};
+
+/// @brief user-defined to_string function for JSON values
+/// @sa https://json.nlohmann.me/api/basic_json/to_string/
+NLOHMANN_BASIC_JSON_TPL_DECLARATION
+std::string to_string(const NLOHMANN_BASIC_JSON_TPL& j)
+{
+    return j.dump();
+}
+
+inline namespace literals
+{
+inline namespace json_literals
+{
+
+/// @brief user-defined string literal for JSON values
+/// @sa https://json.nlohmann.me/api/basic_json/operator_literal_json/
+JSON_HEDLEY_NON_NULL(1)
+#if !defined(JSON_HEDLEY_GCC_VERSION) || JSON_HEDLEY_GCC_VERSION_CHECK(4,9,0)
+    inline nlohmann::json operator ""_json(const char* s, std::size_t n)
+#else
+    inline nlohmann::json operator "" _json(const char* s, std::size_t n)
+#endif
+{
+    return nlohmann::json::parse(s, s + n);
+}
+
+/// @brief user-defined string literal for JSON pointer
+/// @sa https://json.nlohmann.me/api/basic_json/operator_literal_json_pointer/
+JSON_HEDLEY_NON_NULL(1)
+#if !defined(JSON_HEDLEY_GCC_VERSION) || JSON_HEDLEY_GCC_VERSION_CHECK(4,9,0)
+    inline nlohmann::json::json_pointer operator ""_json_pointer(const char* s, std::size_t n)
+#else
+    inline nlohmann::json::json_pointer operator "" _json_pointer(const char* s, std::size_t n)
+#endif
+{
+    return nlohmann::json::json_pointer(std::string(s, n));
+}
+
+}  // namespace json_literals
+}  // namespace literals
+NLOHMANN_JSON_NAMESPACE_END
+
+///////////////////////
+// nonmember support //
+///////////////////////
+
+namespace std // NOLINT(cert-dcl58-cpp)
+{
+
+/// @brief hash value for JSON objects
+/// @sa https://json.nlohmann.me/api/basic_json/std_hash/
+NLOHMANN_BASIC_JSON_TPL_DECLARATION
+struct hash<nlohmann::NLOHMANN_BASIC_JSON_TPL> // NOLINT(cert-dcl58-cpp)
+{
+    std::size_t operator()(const nlohmann::NLOHMANN_BASIC_JSON_TPL& j) const
+    {
+        return nlohmann::detail::hash(j);
+    }
+};
+
+// specialization for std::less<value_t>
+template<>
+struct less< ::nlohmann::detail::value_t> // do not remove the space after '<', see https://github.com/nlohmann/json/pull/679
+{
+    /*!
+    @brief compare two value_t enum values
+    @since version 3.0.0
+    */
+    bool operator()(::nlohmann::detail::value_t lhs,
+                    ::nlohmann::detail::value_t rhs) const noexcept
+    {
+#if JSON_HAS_THREE_WAY_COMPARISON
+        return std::is_lt(lhs <=> rhs); // *NOPAD*
+#else
+        return ::nlohmann::detail::operator<(lhs, rhs);
+#endif
+    }
+};
+
+// C++20 prohibit function specialization in the std namespace.
+#ifndef JSON_HAS_CPP_20
+
+/// @brief exchanges the values of two JSON objects
+/// @sa https://json.nlohmann.me/api/basic_json/std_swap/
+NLOHMANN_BASIC_JSON_TPL_DECLARATION
+inline void swap(nlohmann::NLOHMANN_BASIC_JSON_TPL& j1, nlohmann::NLOHMANN_BASIC_JSON_TPL& j2) noexcept(  // NOLINT(readability-inconsistent-declaration-parameter-name, cert-dcl58-cpp)
+    is_nothrow_move_constructible<nlohmann::NLOHMANN_BASIC_JSON_TPL>::value&&                          // NOLINT(misc-redundant-expression,cppcoreguidelines-noexcept-swap,performance-noexcept-swap)
+    is_nothrow_move_assignable<nlohmann::NLOHMANN_BASIC_JSON_TPL>::value)
+{
+    j1.swap(j2);
+}
+
+#endif
+
+}  // namespace std
+
+#if JSON_USE_GLOBAL_UDLS
+    #if !defined(JSON_HEDLEY_GCC_VERSION) || JSON_HEDLEY_GCC_VERSION_CHECK(4,9,0)
+        using nlohmann::literals::json_literals::operator ""_json; // NOLINT(misc-unused-using-decls,google-global-names-in-headers)
+        using nlohmann::literals::json_literals::operator ""_json_pointer; //NOLINT(misc-unused-using-decls,google-global-names-in-headers)
+    #else
+        using nlohmann::literals::json_literals::operator "" _json; // NOLINT(misc-unused-using-decls,google-global-names-in-headers)
+        using nlohmann::literals::json_literals::operator "" _json_pointer; //NOLINT(misc-unused-using-decls,google-global-names-in-headers)
+    #endif
+#endif
+
+// #include <nlohmann/detail/macro_unscope.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+// restore clang diagnostic settings
+#if defined(__clang__)
+    #pragma clang diagnostic pop
+#endif
+
+// clean up
+#undef JSON_ASSERT
+#undef JSON_INTERNAL_CATCH
+#undef JSON_THROW
+#undef JSON_PRIVATE_UNLESS_TESTED
+#undef NLOHMANN_BASIC_JSON_TPL_DECLARATION
+#undef NLOHMANN_BASIC_JSON_TPL
+#undef JSON_EXPLICIT
+#undef NLOHMANN_CAN_CALL_STD_FUNC_IMPL
+#undef JSON_INLINE_VARIABLE
+#undef JSON_NO_UNIQUE_ADDRESS
+#undef JSON_DISABLE_ENUM_SERIALIZATION
+#undef JSON_USE_GLOBAL_UDLS
+
+#ifndef JSON_TEST_KEEP_MACROS
+    #undef JSON_CATCH
+    #undef JSON_TRY
+    #undef JSON_HAS_CPP_11
+    #undef JSON_HAS_CPP_14
+    #undef JSON_HAS_CPP_17
+    #undef JSON_HAS_CPP_20
+    #undef JSON_HAS_FILESYSTEM
+    #undef JSON_HAS_EXPERIMENTAL_FILESYSTEM
+    #undef JSON_HAS_THREE_WAY_COMPARISON
+    #undef JSON_HAS_RANGES
+    #undef JSON_HAS_STATIC_RTTI
+    #undef JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON
+#endif
+
+// #include <nlohmann/thirdparty/hedley/hedley_undef.hpp>
+//     __ _____ _____ _____
+//  __|  |   __|     |   | |  JSON for Modern C++
+// |  |  |__   |  |  | | | |  version 3.11.3
+// |_____|_____|_____|_|___|  https://github.com/nlohmann/json
+//
+// SPDX-FileCopyrightText: 2013-2023 Niels Lohmann <https://nlohmann.me>
+// SPDX-License-Identifier: MIT
+
+
+
+#undef JSON_HEDLEY_ALWAYS_INLINE
+#undef JSON_HEDLEY_ARM_VERSION
+#undef JSON_HEDLEY_ARM_VERSION_CHECK
+#undef JSON_HEDLEY_ARRAY_PARAM
+#undef JSON_HEDLEY_ASSUME
+#undef JSON_HEDLEY_BEGIN_C_DECLS
+#undef JSON_HEDLEY_CLANG_HAS_ATTRIBUTE
+#undef JSON_HEDLEY_CLANG_HAS_BUILTIN
+#undef JSON_HEDLEY_CLANG_HAS_CPP_ATTRIBUTE
+#undef JSON_HEDLEY_CLANG_HAS_DECLSPEC_DECLSPEC_ATTRIBUTE
+#undef JSON_HEDLEY_CLANG_HAS_EXTENSION
+#undef JSON_HEDLEY_CLANG_HAS_FEATURE
+#undef JSON_HEDLEY_CLANG_HAS_WARNING
+#undef JSON_HEDLEY_COMPCERT_VERSION
+#undef JSON_HEDLEY_COMPCERT_VERSION_CHECK
+#undef JSON_HEDLEY_CONCAT
+#undef JSON_HEDLEY_CONCAT3
+#undef JSON_HEDLEY_CONCAT3_EX
+#undef JSON_HEDLEY_CONCAT_EX
+#undef JSON_HEDLEY_CONST
+#undef JSON_HEDLEY_CONSTEXPR
+#undef JSON_HEDLEY_CONST_CAST
+#undef JSON_HEDLEY_CPP_CAST
+#undef JSON_HEDLEY_CRAY_VERSION
+#undef JSON_HEDLEY_CRAY_VERSION_CHECK
+#undef JSON_HEDLEY_C_DECL
+#undef JSON_HEDLEY_DEPRECATED
+#undef JSON_HEDLEY_DEPRECATED_FOR
+#undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL
+#undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_CPP98_COMPAT_WRAP_
+#undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED
+#undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES
+#undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMAS
+#undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNUSED_FUNCTION
+#undef JSON_HEDLEY_DIAGNOSTIC_POP
+#undef JSON_HEDLEY_DIAGNOSTIC_PUSH
+#undef JSON_HEDLEY_DMC_VERSION
+#undef JSON_HEDLEY_DMC_VERSION_CHECK
+#undef JSON_HEDLEY_EMPTY_BASES
+#undef JSON_HEDLEY_EMSCRIPTEN_VERSION
+#undef JSON_HEDLEY_EMSCRIPTEN_VERSION_CHECK
+#undef JSON_HEDLEY_END_C_DECLS
+#undef JSON_HEDLEY_FLAGS
+#undef JSON_HEDLEY_FLAGS_CAST
+#undef JSON_HEDLEY_GCC_HAS_ATTRIBUTE
+#undef JSON_HEDLEY_GCC_HAS_BUILTIN
+#undef JSON_HEDLEY_GCC_HAS_CPP_ATTRIBUTE
+#undef JSON_HEDLEY_GCC_HAS_DECLSPEC_ATTRIBUTE
+#undef JSON_HEDLEY_GCC_HAS_EXTENSION
+#undef JSON_HEDLEY_GCC_HAS_FEATURE
+#undef JSON_HEDLEY_GCC_HAS_WARNING
+#undef JSON_HEDLEY_GCC_NOT_CLANG_VERSION_CHECK
+#undef JSON_HEDLEY_GCC_VERSION
+#undef JSON_HEDLEY_GCC_VERSION_CHECK
+#undef JSON_HEDLEY_GNUC_HAS_ATTRIBUTE
+#undef JSON_HEDLEY_GNUC_HAS_BUILTIN
+#undef JSON_HEDLEY_GNUC_HAS_CPP_ATTRIBUTE
+#undef JSON_HEDLEY_GNUC_HAS_DECLSPEC_ATTRIBUTE
+#undef JSON_HEDLEY_GNUC_HAS_EXTENSION
+#undef JSON_HEDLEY_GNUC_HAS_FEATURE
+#undef JSON_HEDLEY_GNUC_HAS_WARNING
+#undef JSON_HEDLEY_GNUC_VERSION
+#undef JSON_HEDLEY_GNUC_VERSION_CHECK
+#undef JSON_HEDLEY_HAS_ATTRIBUTE
+#undef JSON_HEDLEY_HAS_BUILTIN
+#undef JSON_HEDLEY_HAS_CPP_ATTRIBUTE
+#undef JSON_HEDLEY_HAS_CPP_ATTRIBUTE_NS
+#undef JSON_HEDLEY_HAS_DECLSPEC_ATTRIBUTE
+#undef JSON_HEDLEY_HAS_EXTENSION
+#undef JSON_HEDLEY_HAS_FEATURE
+#undef JSON_HEDLEY_HAS_WARNING
+#undef JSON_HEDLEY_IAR_VERSION
+#undef JSON_HEDLEY_IAR_VERSION_CHECK
+#undef JSON_HEDLEY_IBM_VERSION
+#undef JSON_HEDLEY_IBM_VERSION_CHECK
+#undef JSON_HEDLEY_IMPORT
+#undef JSON_HEDLEY_INLINE
+#undef JSON_HEDLEY_INTEL_CL_VERSION
+#undef JSON_HEDLEY_INTEL_CL_VERSION_CHECK
+#undef JSON_HEDLEY_INTEL_VERSION
+#undef JSON_HEDLEY_INTEL_VERSION_CHECK
+#undef JSON_HEDLEY_IS_CONSTANT
+#undef JSON_HEDLEY_IS_CONSTEXPR_
+#undef JSON_HEDLEY_LIKELY
+#undef JSON_HEDLEY_MALLOC
+#undef JSON_HEDLEY_MCST_LCC_VERSION
+#undef JSON_HEDLEY_MCST_LCC_VERSION_CHECK
+#undef JSON_HEDLEY_MESSAGE
+#undef JSON_HEDLEY_MSVC_VERSION
+#undef JSON_HEDLEY_MSVC_VERSION_CHECK
+#undef JSON_HEDLEY_NEVER_INLINE
+#undef JSON_HEDLEY_NON_NULL
+#undef JSON_HEDLEY_NO_ESCAPE
+#undef JSON_HEDLEY_NO_RETURN
+#undef JSON_HEDLEY_NO_THROW
+#undef JSON_HEDLEY_NULL
+#undef JSON_HEDLEY_PELLES_VERSION
+#undef JSON_HEDLEY_PELLES_VERSION_CHECK
+#undef JSON_HEDLEY_PGI_VERSION
+#undef JSON_HEDLEY_PGI_VERSION_CHECK
+#undef JSON_HEDLEY_PREDICT
+#undef JSON_HEDLEY_PRINTF_FORMAT
+#undef JSON_HEDLEY_PRIVATE
+#undef JSON_HEDLEY_PUBLIC
+#undef JSON_HEDLEY_PURE
+#undef JSON_HEDLEY_REINTERPRET_CAST
+#undef JSON_HEDLEY_REQUIRE
+#undef JSON_HEDLEY_REQUIRE_CONSTEXPR
+#undef JSON_HEDLEY_REQUIRE_MSG
+#undef JSON_HEDLEY_RESTRICT
+#undef JSON_HEDLEY_RETURNS_NON_NULL
+#undef JSON_HEDLEY_SENTINEL
+#undef JSON_HEDLEY_STATIC_ASSERT
+#undef JSON_HEDLEY_STATIC_CAST
+#undef JSON_HEDLEY_STRINGIFY
+#undef JSON_HEDLEY_STRINGIFY_EX
+#undef JSON_HEDLEY_SUNPRO_VERSION
+#undef JSON_HEDLEY_SUNPRO_VERSION_CHECK
+#undef JSON_HEDLEY_TINYC_VERSION
+#undef JSON_HEDLEY_TINYC_VERSION_CHECK
+#undef JSON_HEDLEY_TI_ARMCL_VERSION
+#undef JSON_HEDLEY_TI_ARMCL_VERSION_CHECK
+#undef JSON_HEDLEY_TI_CL2000_VERSION
+#undef JSON_HEDLEY_TI_CL2000_VERSION_CHECK
+#undef JSON_HEDLEY_TI_CL430_VERSION
+#undef JSON_HEDLEY_TI_CL430_VERSION_CHECK
+#undef JSON_HEDLEY_TI_CL6X_VERSION
+#undef JSON_HEDLEY_TI_CL6X_VERSION_CHECK
+#undef JSON_HEDLEY_TI_CL7X_VERSION
+#undef JSON_HEDLEY_TI_CL7X_VERSION_CHECK
+#undef JSON_HEDLEY_TI_CLPRU_VERSION
+#undef JSON_HEDLEY_TI_CLPRU_VERSION_CHECK
+#undef JSON_HEDLEY_TI_VERSION
+#undef JSON_HEDLEY_TI_VERSION_CHECK
+#undef JSON_HEDLEY_UNAVAILABLE
+#undef JSON_HEDLEY_UNLIKELY
+#undef JSON_HEDLEY_UNPREDICTABLE
+#undef JSON_HEDLEY_UNREACHABLE
+#undef JSON_HEDLEY_UNREACHABLE_RETURN
+#undef JSON_HEDLEY_VERSION
+#undef JSON_HEDLEY_VERSION_DECODE_MAJOR
+#undef JSON_HEDLEY_VERSION_DECODE_MINOR
+#undef JSON_HEDLEY_VERSION_DECODE_REVISION
+#undef JSON_HEDLEY_VERSION_ENCODE
+#undef JSON_HEDLEY_WARNING
+#undef JSON_HEDLEY_WARN_UNUSED_RESULT
+#undef JSON_HEDLEY_WARN_UNUSED_RESULT_MSG
+#undef JSON_HEDLEY_FALL_THROUGH
+
+
+
+#endif  // INCLUDE_NLOHMANN_JSON_HPP_
diff --git a/llama/llama.cpp/common/log.cpp b/llama/llama.cpp/common/log.cpp
new file mode 100644
index 0000000..52b3147
--- /dev/null
+++ b/llama/llama.cpp/common/log.cpp
@@ -0,0 +1,393 @@
+#include "log.h"
+
+#include <chrono>
+#include <condition_variable>
+#include <cstdarg>
+#include <cstdio>
+#include <mutex>
+#include <sstream>
+#include <thread>
+#include <vector>
+
+int common_log_verbosity_thold = LOG_DEFAULT_LLAMA;
+
+void common_log_set_verbosity_thold(int verbosity) {
+    common_log_verbosity_thold = verbosity;
+}
+
+static int64_t t_us() {
+    return std::chrono::duration_cast<std::chrono::microseconds>(std::chrono::system_clock::now().time_since_epoch()).count();
+}
+
+// colors
+enum common_log_col : int {
+    COMMON_LOG_COL_DEFAULT = 0,
+    COMMON_LOG_COL_BOLD,
+    COMMON_LOG_COL_RED,
+    COMMON_LOG_COL_GREEN,
+    COMMON_LOG_COL_YELLOW,
+    COMMON_LOG_COL_BLUE,
+    COMMON_LOG_COL_MAGENTA,
+    COMMON_LOG_COL_CYAN,
+    COMMON_LOG_COL_WHITE,
+};
+
+// disable colors by default
+static std::vector<const char *> g_col = {
+    "",
+    "",
+    "",
+    "",
+    "",
+    "",
+    "",
+    "",
+    "",
+};
+
+struct common_log_entry {
+    enum ggml_log_level level;
+
+    bool prefix;
+
+    int64_t timestamp;
+
+    std::vector<char> msg;
+
+    // signals the worker thread to stop
+    bool is_end;
+
+    void print(FILE * file = nullptr) const {
+        FILE * fcur = file;
+        if (!fcur) {
+            // stderr displays DBG messages only when their verbosity level is not higher than the threshold
+            // these messages will still be logged to a file
+            if (level == GGML_LOG_LEVEL_DEBUG && common_log_verbosity_thold < LOG_DEFAULT_DEBUG) {
+                return;
+            }
+
+            fcur = stdout;
+
+            if (level != GGML_LOG_LEVEL_NONE) {
+                fcur = stderr;
+            }
+        }
+
+        if (level != GGML_LOG_LEVEL_NONE && level != GGML_LOG_LEVEL_CONT && prefix) {
+            if (timestamp) {
+                // [M.s.ms.us]
+                fprintf(fcur, "%s%d.%02d.%03d.%03d%s ",
+                        g_col[COMMON_LOG_COL_BLUE],
+                        (int) (timestamp / 1000000 / 60),
+                        (int) (timestamp / 1000000 % 60),
+                        (int) (timestamp / 1000 % 1000),
+                        (int) (timestamp % 1000),
+                        g_col[COMMON_LOG_COL_DEFAULT]);
+            }
+
+            switch (level) {
+                case GGML_LOG_LEVEL_INFO:  fprintf(fcur, "%sI %s", g_col[COMMON_LOG_COL_GREEN],   g_col[COMMON_LOG_COL_DEFAULT]); break;
+                case GGML_LOG_LEVEL_WARN:  fprintf(fcur, "%sW %s", g_col[COMMON_LOG_COL_MAGENTA], ""                        ); break;
+                case GGML_LOG_LEVEL_ERROR: fprintf(fcur, "%sE %s", g_col[COMMON_LOG_COL_RED],     ""                        ); break;
+                case GGML_LOG_LEVEL_DEBUG: fprintf(fcur, "%sD %s", g_col[COMMON_LOG_COL_YELLOW],  ""                        ); break;
+                default:
+                    break;
+            }
+        }
+
+        fprintf(fcur, "%s", msg.data());
+
+        if (level == GGML_LOG_LEVEL_WARN || level == GGML_LOG_LEVEL_ERROR || level == GGML_LOG_LEVEL_DEBUG) {
+            fprintf(fcur, "%s", g_col[COMMON_LOG_COL_DEFAULT]);
+        }
+
+        fflush(fcur);
+    }
+};
+
+struct common_log {
+    // default capacity - will be expanded if needed
+    common_log() : common_log(256) {}
+
+    common_log(size_t capacity) {
+        file = nullptr;
+        prefix = false;
+        timestamps = false;
+        running = false;
+        t_start = t_us();
+
+        // initial message size - will be expanded if longer messages arrive
+        entries.resize(capacity);
+        for (auto & entry : entries) {
+            entry.msg.resize(256);
+        }
+
+        head = 0;
+        tail = 0;
+
+        resume();
+    }
+
+    ~common_log() {
+        pause();
+        if (file) {
+            fclose(file);
+        }
+    }
+
+private:
+    std::mutex mtx;
+    std::thread thrd;
+    std::condition_variable cv;
+
+    FILE * file;
+
+    bool prefix;
+    bool timestamps;
+    bool running;
+
+    int64_t t_start;
+
+    // ring buffer of entries
+    std::vector<common_log_entry> entries;
+    size_t head;
+    size_t tail;
+
+    // worker thread copies into this
+    common_log_entry cur;
+
+public:
+    void add(enum ggml_log_level level, const char * fmt, va_list args) {
+        std::lock_guard<std::mutex> lock(mtx);
+
+        if (!running) {
+            // discard messages while the worker thread is paused
+            return;
+        }
+
+        auto & entry = entries[tail];
+
+        {
+            // cannot use args twice, so make a copy in case we need to expand the buffer
+            va_list args_copy;
+            va_copy(args_copy, args);
+
+#if 1
+            const size_t n = vsnprintf(entry.msg.data(), entry.msg.size(), fmt, args);
+            if (n >= entry.msg.size()) {
+                entry.msg.resize(n + 1);
+                vsnprintf(entry.msg.data(), entry.msg.size(), fmt, args_copy);
+            }
+#else
+            // hack for bolding arguments
+
+            std::stringstream ss;
+            for (int i = 0; fmt[i] != 0; i++) {
+                if (fmt[i] == '%') {
+                    ss << LOG_COL_BOLD;
+                    while (fmt[i] != ' ' && fmt[i] != ')' && fmt[i] != ']' && fmt[i] != 0) ss << fmt[i++];
+                    ss << LOG_COL_DEFAULT;
+                    if (fmt[i] == 0) break;
+                }
+                ss << fmt[i];
+            }
+            const size_t n = vsnprintf(entry.msg.data(), entry.msg.size(), ss.str().c_str(), args);
+            if (n >= entry.msg.size()) {
+                entry.msg.resize(n + 1);
+                vsnprintf(entry.msg.data(), entry.msg.size(), ss.str().c_str(), args_copy);
+            }
+#endif
+            va_end(args_copy);
+        }
+
+        entry.level = level;
+        entry.prefix = prefix;
+        entry.timestamp = 0;
+        if (timestamps) {
+            entry.timestamp = t_us() - t_start;
+        }
+        entry.is_end = false;
+
+        tail = (tail + 1) % entries.size();
+        if (tail == head) {
+            // expand the buffer
+            std::vector<common_log_entry> new_entries(2*entries.size());
+
+            size_t new_tail = 0;
+
+            do {
+                new_entries[new_tail] = std::move(entries[head]);
+
+                head     = (head     + 1) % entries.size();
+                new_tail = (new_tail + 1);
+            } while (head != tail);
+
+            head = 0;
+            tail = new_tail;
+
+            for (size_t i = tail; i < new_entries.size(); i++) {
+                new_entries[i].msg.resize(256);
+            }
+
+            entries = std::move(new_entries);
+        }
+
+        cv.notify_one();
+    }
+
+    void resume() {
+        std::lock_guard<std::mutex> lock(mtx);
+
+        if (running) {
+            return;
+        }
+
+        running = true;
+
+        thrd = std::thread([this]() {
+            while (true) {
+                {
+                    std::unique_lock<std::mutex> lock(mtx);
+                    cv.wait(lock, [this]() { return head != tail; });
+
+                    cur = entries[head];
+
+                    head = (head + 1) % entries.size();
+                }
+
+                if (cur.is_end) {
+                    break;
+                }
+
+                cur.print(); // stdout and stderr
+
+                if (file) {
+                    cur.print(file);
+                }
+            }
+        });
+    }
+
+    void pause() {
+        {
+            std::lock_guard<std::mutex> lock(mtx);
+
+            if (!running) {
+                return;
+            }
+
+            running = false;
+
+            // push an entry to signal the worker thread to stop
+            {
+                auto & entry = entries[tail];
+                entry.is_end = true;
+
+                tail = (tail + 1) % entries.size();
+            }
+
+            cv.notify_one();
+        }
+
+        thrd.join();
+    }
+
+    void set_file(const char * path) {
+        pause();
+
+        if (file) {
+            fclose(file);
+        }
+
+        if (path) {
+            file = fopen(path, "w");
+        } else {
+            file = nullptr;
+        }
+
+        resume();
+    }
+
+    void set_colors(bool colors) {
+        pause();
+
+        if (colors) {
+            g_col[COMMON_LOG_COL_DEFAULT] = LOG_COL_DEFAULT;
+            g_col[COMMON_LOG_COL_BOLD]    = LOG_COL_BOLD;
+            g_col[COMMON_LOG_COL_RED]     = LOG_COL_RED;
+            g_col[COMMON_LOG_COL_GREEN]   = LOG_COL_GREEN;
+            g_col[COMMON_LOG_COL_YELLOW]  = LOG_COL_YELLOW;
+            g_col[COMMON_LOG_COL_BLUE]    = LOG_COL_BLUE;
+            g_col[COMMON_LOG_COL_MAGENTA] = LOG_COL_MAGENTA;
+            g_col[COMMON_LOG_COL_CYAN]    = LOG_COL_CYAN;
+            g_col[COMMON_LOG_COL_WHITE]   = LOG_COL_WHITE;
+        } else {
+            for (size_t i = 0; i < g_col.size(); i++) {
+                g_col[i] = "";
+            }
+        }
+
+        resume();
+    }
+
+    void set_prefix(bool prefix) {
+        std::lock_guard<std::mutex> lock(mtx);
+
+        this->prefix = prefix;
+    }
+
+    void set_timestamps(bool timestamps) {
+        std::lock_guard<std::mutex> lock(mtx);
+
+        this->timestamps = timestamps;
+    }
+};
+
+//
+// public API
+//
+
+struct common_log * common_log_init() {
+    return new common_log;
+}
+
+struct common_log * common_log_main() {
+    static struct common_log log;
+
+    return &log;
+}
+
+void common_log_pause(struct common_log * log) {
+    log->pause();
+}
+
+void common_log_resume(struct common_log * log) {
+    log->resume();
+}
+
+void common_log_free(struct common_log * log) {
+    delete log;
+}
+
+void common_log_add(struct common_log * log, enum ggml_log_level level, const char * fmt, ...) {
+    va_list args;
+    va_start(args, fmt);
+    log->add(level, fmt, args);
+    va_end(args);
+}
+
+void common_log_set_file(struct common_log * log, const char * file) {
+    log->set_file(file);
+}
+
+void common_log_set_colors(struct common_log * log, bool colors) {
+    log->set_colors(colors);
+}
+
+void common_log_set_prefix(struct common_log * log, bool prefix) {
+    log->set_prefix(prefix);
+}
+
+void common_log_set_timestamps(struct common_log * log, bool timestamps) {
+    log->set_timestamps(timestamps);
+}
diff --git a/llama/llama.cpp/common/log.h b/llama/llama.cpp/common/log.h
new file mode 100644
index 0000000..c56bb50
--- /dev/null
+++ b/llama/llama.cpp/common/log.h
@@ -0,0 +1,103 @@
+#pragma once
+
+#include "ggml.h" // for ggml_log_level
+
+#define LOG_CLR_TO_EOL  "\033[K\r"
+#define LOG_COL_DEFAULT "\033[0m"
+#define LOG_COL_BOLD    "\033[1m"
+#define LOG_COL_RED     "\033[31m"
+#define LOG_COL_GREEN   "\033[32m"
+#define LOG_COL_YELLOW  "\033[33m"
+#define LOG_COL_BLUE    "\033[34m"
+#define LOG_COL_MAGENTA "\033[35m"
+#define LOG_COL_CYAN    "\033[36m"
+#define LOG_COL_WHITE   "\033[37m"
+
+#ifndef __GNUC__
+#    define LOG_ATTRIBUTE_FORMAT(...)
+#elif defined(__MINGW32__) && !defined(__clang__)
+#    define LOG_ATTRIBUTE_FORMAT(...) __attribute__((format(gnu_printf, __VA_ARGS__)))
+#else
+#    define LOG_ATTRIBUTE_FORMAT(...) __attribute__((format(printf, __VA_ARGS__)))
+#endif
+
+#define LOG_DEFAULT_DEBUG 1
+#define LOG_DEFAULT_LLAMA 0
+
+// needed by the LOG_TMPL macro to avoid computing log arguments if the verbosity lower
+// set via common_log_set_verbosity()
+extern int common_log_verbosity_thold;
+
+void common_log_set_verbosity_thold(int verbosity); // not thread-safe
+
+// the common_log uses an internal worker thread to print/write log messages
+// when the worker thread is paused, incoming log messages are discarded
+struct common_log;
+
+struct common_log * common_log_init();
+struct common_log * common_log_main(); // singleton, automatically destroys itself on exit
+void                common_log_pause (struct common_log * log); // pause  the worker thread, not thread-safe
+void                common_log_resume(struct common_log * log); // resume the worker thread, not thread-safe
+void                common_log_free  (struct common_log * log);
+
+LOG_ATTRIBUTE_FORMAT(3, 4)
+void common_log_add(struct common_log * log, enum ggml_log_level level, const char * fmt, ...);
+
+// defaults: file = NULL, colors = false, prefix = false, timestamps = false
+//
+// regular log output:
+//
+//   ggml_backend_metal_log_allocated_size: allocated buffer, size =  6695.84 MiB, ( 6695.91 / 21845.34)
+//   llm_load_tensors: ggml ctx size =    0.27 MiB
+//   llm_load_tensors: offloading 32 repeating layers to GPU
+//   llm_load_tensors: offloading non-repeating layers to GPU
+//
+// with prefix = true, timestamps = true, the log output will look like this:
+//
+//   0.00.035.060 D ggml_backend_metal_log_allocated_size: allocated buffer, size =  6695.84 MiB, ( 6695.91 / 21845.34)
+//   0.00.035.064 I llm_load_tensors: ggml ctx size =    0.27 MiB
+//   0.00.090.578 I llm_load_tensors: offloading 32 repeating layers to GPU
+//   0.00.090.579 I llm_load_tensors: offloading non-repeating layers to GPU
+//
+// I - info    (stdout, V = 0)
+// W - warning (stderr, V = 0)
+// E - error   (stderr, V = 0)
+// D - debug   (stderr, V = LOG_DEFAULT_DEBUG)
+//
+
+void common_log_set_file      (struct common_log * log, const char * file);       // not thread-safe
+void common_log_set_colors    (struct common_log * log,       bool   colors);     // not thread-safe
+void common_log_set_prefix    (struct common_log * log,       bool   prefix);     // whether to output prefix to each log
+void common_log_set_timestamps(struct common_log * log,       bool   timestamps); // whether to output timestamps in the prefix
+
+// helper macros for logging
+// use these to avoid computing log arguments if the verbosity of the log is higher than the threshold
+//
+// for example:
+//
+//   LOG_DBG("this is a debug message: %d\n", expensive_function());
+//
+// this will avoid calling expensive_function() if LOG_DEFAULT_DEBUG > common_log_verbosity_thold
+//
+
+#define LOG_TMPL(level, verbosity, ...) \
+    do { \
+        if ((verbosity) <= common_log_verbosity_thold) { \
+            common_log_add(common_log_main(), (level), __VA_ARGS__); \
+        } \
+    } while (0)
+
+#define LOG(...)             LOG_TMPL(GGML_LOG_LEVEL_NONE, 0,         __VA_ARGS__)
+#define LOGV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_NONE, verbosity, __VA_ARGS__)
+
+#define LOG_INF(...) LOG_TMPL(GGML_LOG_LEVEL_INFO,  0,                 __VA_ARGS__)
+#define LOG_WRN(...) LOG_TMPL(GGML_LOG_LEVEL_WARN,  0,                 __VA_ARGS__)
+#define LOG_ERR(...) LOG_TMPL(GGML_LOG_LEVEL_ERROR, 0,                 __VA_ARGS__)
+#define LOG_DBG(...) LOG_TMPL(GGML_LOG_LEVEL_DEBUG, LOG_DEFAULT_DEBUG, __VA_ARGS__)
+#define LOG_CNT(...) LOG_TMPL(GGML_LOG_LEVEL_CONT,  0,                 __VA_ARGS__)
+
+#define LOG_INFV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_INFO,  verbosity, __VA_ARGS__)
+#define LOG_WRNV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_WARN,  verbosity, __VA_ARGS__)
+#define LOG_ERRV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_ERROR, verbosity, __VA_ARGS__)
+#define LOG_DBGV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_DEBUG, verbosity, __VA_ARGS__)
+#define LOG_CNTV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_CONT,  verbosity, __VA_ARGS__)
diff --git a/llama/llama.cpp/common/sampling.cpp b/llama/llama.cpp/common/sampling.cpp
new file mode 100644
index 0000000..28705e2
--- /dev/null
+++ b/llama/llama.cpp/common/sampling.cpp
@@ -0,0 +1,580 @@
+#include "sampling.h"
+
+#include "common.h"
+#include "log.h"
+
+#include <cmath>
+#include <unordered_map>
+#include <algorithm>
+
+// the ring buffer works similarly to std::deque, but with a fixed capacity
+// TODO: deduplicate with llama-impl.h
+template<typename T>
+struct ring_buffer {
+    ring_buffer(size_t cap) : capacity(cap), data(cap) {}
+
+    T & front() {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        return data[first];
+    }
+
+    const T & front() const {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        return data[first];
+    }
+
+    T & back() {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        return data[pos];
+    }
+
+    const T & back() const {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        return data[pos];
+    }
+
+    void push_back(const T & value) {
+        if (sz == capacity) {
+            // advance the start when buffer is full
+            first = (first + 1) % capacity;
+        } else {
+            sz++;
+        }
+        data[pos] = value;
+        pos = (pos + 1) % capacity;
+    }
+
+    T pop_front() {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        T value = data[first];
+        first = (first + 1) % capacity;
+        sz--;
+        return value;
+    }
+
+    const T & rat(size_t i) const {
+        if (i >= sz) {
+            throw std::runtime_error("ring buffer: index out of bounds");
+        }
+        return data[(first + sz - i - 1) % capacity];
+    }
+
+    std::vector<T> to_vector() const {
+        std::vector<T> result;
+        result.reserve(sz);
+        for (size_t i = 0; i < sz; i++) {
+            result.push_back(data[(first + i) % capacity]);
+        }
+        return result;
+    }
+
+    void clear() {
+        // here only reset the status of the buffer
+        sz = 0;
+        first = 0;
+        pos = 0;
+    }
+
+    bool empty() const {
+        return sz == 0;
+    }
+
+    size_t size() const {
+        return sz;
+    }
+
+    size_t capacity = 0;
+    size_t sz = 0;
+    size_t first = 0;
+    size_t pos = 0;
+    std::vector<T> data;
+};
+
+struct common_sampler {
+    common_params_sampling params;
+
+    struct llama_sampler * grmr;
+    struct llama_sampler * chain;
+
+    ring_buffer<llama_token> prev;
+
+    std::vector<llama_token_data> cur;
+
+    llama_token_data_array cur_p;
+
+    void set_logits(struct llama_context * ctx, int idx) {
+        const auto * logits = llama_get_logits_ith(ctx, idx);
+
+        const llama_model * model = llama_get_model(ctx);
+        const llama_vocab * vocab = llama_model_get_vocab(model);
+
+        const int n_vocab = llama_vocab_n_tokens(vocab);
+
+        cur.resize(n_vocab);
+
+        for (llama_token token_id = 0; token_id < n_vocab; token_id++) {
+            cur[token_id] = llama_token_data{token_id, logits[token_id], 0.0f};
+        }
+
+        cur_p = { cur.data(), cur.size(), -1, false };
+    }
+};
+
+std::string common_params_sampling::print() const {
+    char result[1024];
+
+    snprintf(result, sizeof(result),
+            "\trepeat_last_n = %d, repeat_penalty = %.3f, frequency_penalty = %.3f, presence_penalty = %.3f\n"
+            "\tdry_multiplier = %.3f, dry_base = %.3f, dry_allowed_length = %d, dry_penalty_last_n = %d\n"
+            "\ttop_k = %d, top_p = %.3f, min_p = %.3f, xtc_probability = %.3f, xtc_threshold = %.3f, typical_p = %.3f, top_n_sigma = %.3f, temp = %.3f\n"
+            "\tmirostat = %d, mirostat_lr = %.3f, mirostat_ent = %.3f",
+            penalty_last_n, penalty_repeat, penalty_freq, penalty_present,
+            dry_multiplier, dry_base, dry_allowed_length, dry_penalty_last_n,
+            top_k, top_p, min_p, xtc_probability, xtc_threshold, typ_p, top_n_sigma, temp,
+            mirostat, mirostat_eta, mirostat_tau);
+
+    return std::string(result);
+}
+
+struct common_sampler * common_sampler_init(const struct llama_model * model, const struct common_params_sampling & params) {
+    const llama_vocab * vocab = llama_model_get_vocab(model);
+
+    llama_sampler_chain_params lparams = llama_sampler_chain_default_params();
+
+    lparams.no_perf = params.no_perf;
+
+    struct llama_sampler * grmr;
+    if (params.grammar.compare(0, 11, "%llguidance") == 0) {
+#ifdef LLAMA_USE_LLGUIDANCE
+        grmr = llama_sampler_init_llg(vocab, "lark", params.grammar.c_str());
+#else
+        GGML_ABORT("llguidance (cmake -DLLAMA_LLGUIDANCE=ON) is not enabled");
+#endif // LLAMA_USE_LLGUIDANCE
+    } else {
+        std::vector<std::string> patterns_at_start;
+        std::vector<std::string> patterns_anywhere;
+        std::vector<llama_token> trigger_tokens;
+        for (const auto & trigger : params.grammar_triggers) {
+            switch (trigger.type) {
+                case COMMON_GRAMMAR_TRIGGER_TYPE_WORD:
+                {
+                    const auto & word = trigger.value;
+                    patterns_anywhere.push_back(regex_escape(word));
+                    break;
+                }
+                case COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN:
+                case COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_START:
+                {
+                    const auto & pattern = trigger.value;
+                    (trigger.type == COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_START ? patterns_at_start : patterns_anywhere).push_back(pattern);
+                    break;
+                }
+                case COMMON_GRAMMAR_TRIGGER_TYPE_TOKEN:
+                {
+                    const auto token = trigger.token;
+                    trigger_tokens.push_back(token);
+                    break;
+                }
+                default:
+                    GGML_ASSERT(false && "unknown trigger type");
+            }
+        }
+
+        std::vector<std::string> trigger_patterns;
+        if (!patterns_at_start.empty()) {
+            trigger_patterns.push_back("^(" + string_join(patterns_at_start, "|") + ")[\\s\\S]*");
+        }
+        if (!patterns_anywhere.empty()) {
+            trigger_patterns.push_back("^[\\s\\S]*?(" + string_join(patterns_anywhere, "|") + ")[\\s\\S]*");
+        }
+
+        std::vector<const char *> trigger_patterns_c;
+        trigger_patterns_c.reserve(trigger_patterns.size());
+        for (const auto & regex : trigger_patterns) {
+            trigger_patterns_c.push_back(regex.c_str());
+        }
+
+        grmr = params.grammar_lazy
+             ? llama_sampler_init_grammar_lazy_patterns(vocab, params.grammar.c_str(), "root",
+                                                        trigger_patterns_c.data(), trigger_patterns_c.size(),
+                                                        trigger_tokens.data(), trigger_tokens.size())
+             :      llama_sampler_init_grammar(vocab, params.grammar.c_str(), "root");
+        if (!grmr) {
+            return nullptr;
+        }
+    }
+
+    auto * result = new common_sampler {
+        /* .params = */ params,
+        /* .grmr   = */ grmr,
+        /* .chain  = */ llama_sampler_chain_init(lparams),
+        /* .prev   = */ ring_buffer<llama_token>(std::max(32, params.n_prev)),
+        /* .cur    = */ {},
+        /* .cur_p  = */ {},
+    };
+
+    llama_sampler_chain_add(result->chain,
+            llama_sampler_init_logit_bias(
+                llama_vocab_n_tokens(vocab),
+                params.logit_bias.size(),
+                params.logit_bias.data()));
+
+    if (params.mirostat == 0) {
+        for (const auto & cnstr : params.samplers) {
+            switch (cnstr) {
+                case COMMON_SAMPLER_TYPE_DRY:
+                    {
+                        std::vector<const char *> c_breakers;
+                        c_breakers.reserve(params.dry_sequence_breakers.size());
+                        for (const auto & str : params.dry_sequence_breakers) {
+                            c_breakers.push_back(str.c_str());
+                        }
+
+                        llama_sampler_chain_add(result->chain, llama_sampler_init_dry      (vocab, llama_model_n_ctx_train(model), params.dry_multiplier, params.dry_base, params.dry_allowed_length, params.dry_penalty_last_n, c_breakers.data(), c_breakers.size()));
+                    }
+                    break;
+                case COMMON_SAMPLER_TYPE_TOP_K:
+                    llama_sampler_chain_add(result->chain, llama_sampler_init_top_k       (params.top_k));
+                    break;
+                case COMMON_SAMPLER_TYPE_TOP_P:
+                    llama_sampler_chain_add(result->chain, llama_sampler_init_top_p       (params.top_p, params.min_keep));
+                    break;
+                case COMMON_SAMPLER_TYPE_TOP_N_SIGMA:
+                    llama_sampler_chain_add(result->chain, llama_sampler_init_top_n_sigma (params.top_n_sigma));
+                    break;
+                case COMMON_SAMPLER_TYPE_MIN_P:
+                    llama_sampler_chain_add(result->chain, llama_sampler_init_min_p       (params.min_p, params.min_keep));
+                    break;
+                case COMMON_SAMPLER_TYPE_XTC:
+                    llama_sampler_chain_add(result->chain, llama_sampler_init_xtc         (params.xtc_probability, params.xtc_threshold, params.min_keep, params.seed));
+                    break;
+                case COMMON_SAMPLER_TYPE_TYPICAL_P:
+                    llama_sampler_chain_add(result->chain, llama_sampler_init_typical     (params.typ_p, params.min_keep));
+                    break;
+                case COMMON_SAMPLER_TYPE_TEMPERATURE:
+                    llama_sampler_chain_add(result->chain, llama_sampler_init_temp_ext    (params.temp, params.dynatemp_range, params.dynatemp_exponent));
+                    break;
+                case COMMON_SAMPLER_TYPE_INFILL:
+                    llama_sampler_chain_add(result->chain, llama_sampler_init_infill      (vocab));
+                    break;
+                case COMMON_SAMPLER_TYPE_PENALTIES:
+                    llama_sampler_chain_add(result->chain, llama_sampler_init_penalties   (params.penalty_last_n, params.penalty_repeat, params.penalty_freq, params.penalty_present));
+                    break;
+                default:
+                    GGML_ASSERT(false && "unknown sampler type");
+            }
+        }
+        llama_sampler_chain_add(result->chain, llama_sampler_init_dist(params.seed));
+    } else if (params.mirostat == 1) {
+        llama_sampler_chain_add(result->chain, llama_sampler_init_temp(params.temp));
+        llama_sampler_chain_add(result->chain, llama_sampler_init_mirostat(llama_vocab_n_tokens(vocab), params.seed, params.mirostat_tau, params.mirostat_eta, 100));
+    } else if (params.mirostat == 2) {
+        llama_sampler_chain_add(result->chain, llama_sampler_init_temp(params.temp));
+        llama_sampler_chain_add(result->chain, llama_sampler_init_mirostat_v2(params.seed, params.mirostat_tau, params.mirostat_eta));
+    } else {
+        GGML_ASSERT(false && "unknown mirostat version");
+    }
+
+    return result;
+}
+
+void common_sampler_free(struct common_sampler * gsmpl) {
+    if (gsmpl) {
+        llama_sampler_free(gsmpl->grmr);
+
+        llama_sampler_free(gsmpl->chain);
+
+        delete gsmpl;
+    }
+}
+
+void common_sampler_accept(struct common_sampler * gsmpl, llama_token token, bool accept_grammar) {
+    if (accept_grammar) {
+        llama_sampler_accept(gsmpl->grmr, token);
+    }
+
+    llama_sampler_accept(gsmpl->chain, token);
+
+    gsmpl->prev.push_back(token);
+}
+
+void common_sampler_reset(struct common_sampler * gsmpl) {
+    llama_sampler_reset(gsmpl->grmr);
+
+    llama_sampler_reset(gsmpl->chain);
+}
+
+struct common_sampler * common_sampler_clone(common_sampler * gsmpl) {
+    return new common_sampler {
+        /* .params = */ gsmpl->params,
+        /* .grmr   = */ llama_sampler_clone(gsmpl->grmr),
+        /* .chain  = */ llama_sampler_clone(gsmpl->chain),
+        /* .prev   = */ gsmpl->prev,
+        /* .cur    = */ gsmpl->cur,
+        /* .cur_p  = */ gsmpl->cur_p,
+    };
+}
+
+void common_perf_print(const struct llama_context * ctx, const struct common_sampler * gsmpl) {
+    // TODO: measure grammar performance
+
+    if (gsmpl) {
+        llama_perf_sampler_print(gsmpl->chain);
+    }
+    if (ctx) {
+        llama_perf_context_print(ctx);
+    }
+}
+
+llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_context * ctx, int idx, bool grammar_first) {
+    gsmpl->set_logits(ctx, idx);
+
+    auto & grmr  = gsmpl->grmr;
+    auto & chain = gsmpl->chain;
+    auto & cur_p = gsmpl->cur_p; // initialized by set_logits
+
+    if (grammar_first) {
+        llama_sampler_apply(grmr, &cur_p);
+    }
+
+    llama_sampler_apply(chain, &cur_p);
+
+    GGML_ASSERT(cur_p.selected != -1 && "no selected token during sampling - check your sampling configuration");
+
+    const llama_token id = cur_p.data[cur_p.selected].id;
+
+    if (grammar_first) {
+        return id;
+    }
+
+    // check if it the sampled token fits the grammar
+    {
+        llama_token_data       single_token_data       = { id, 1.0f, 0.0f };
+        llama_token_data_array single_token_data_array = { &single_token_data, 1, -1, false };
+
+        llama_sampler_apply(grmr, &single_token_data_array);
+
+        const bool is_valid = single_token_data_array.data[0].logit != -INFINITY;
+        if (is_valid) {
+            return id;
+        }
+    }
+
+    // resampling:
+    // if the token is not valid, sample again, but first apply the grammar sampler and then the sampling chain
+    gsmpl->set_logits(ctx, idx);
+
+    llama_sampler_apply(grmr,  &cur_p);
+    llama_sampler_apply(chain, &cur_p);
+
+    GGML_ASSERT(cur_p.selected != -1 && "no selected token during re-sampling - check your sampling configuration");
+
+    return cur_p.data[cur_p.selected].id;
+}
+
+std::vector<llama_token> common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const std::vector<int> & idxs, const llama_tokens & draft, bool grammar_first) {
+    GGML_ASSERT(idxs.size() == draft.size() + 1 && "idxs.size() must be draft.size() + 1");
+
+    std::vector<llama_token> result;
+    result.reserve(idxs.size());
+
+    size_t i = 0;
+    for (; i < draft.size(); i++) {
+        const llama_token id = common_sampler_sample(gsmpl, ctx, idxs[i], grammar_first);
+
+        common_sampler_accept(gsmpl, id, true);
+
+        result.push_back(id);
+
+        if (draft[i] != id) {
+            break;
+        }
+    }
+
+    if (i == draft.size()) {
+        const llama_token id = common_sampler_sample(gsmpl, ctx, idxs[i], grammar_first);
+
+        common_sampler_accept(gsmpl, id, true);
+
+        result.push_back(id);
+    }
+
+    return result;
+}
+
+std::vector<llama_token> common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const llama_tokens & draft, bool grammar_first) {
+    std::vector<int> idxs(draft.size() + 1);
+    for (size_t i = 0; i < idxs.size(); ++i) {
+        idxs[i] = i;
+    }
+
+    return common_sampler_sample_and_accept_n(gsmpl, ctx, idxs, draft, grammar_first);
+}
+
+uint32_t common_sampler_get_seed(const struct common_sampler * gsmpl) {
+    return llama_sampler_get_seed(gsmpl->chain);
+}
+
+// helpers
+
+llama_token_data_array * common_sampler_get_candidates(struct common_sampler * gsmpl) {
+    return &gsmpl->cur_p;
+}
+
+llama_token common_sampler_last(const struct common_sampler * gsmpl) {
+    return gsmpl->prev.rat(0);
+}
+
+std::string common_sampler_print(const struct common_sampler * gsmpl) {
+    std::string result = "logits ";
+
+    for (int i = 0; i < llama_sampler_chain_n(gsmpl->chain); i++) {
+        const auto * smpl = llama_sampler_chain_get(gsmpl->chain, i);
+        result += std::string("-> ") + llama_sampler_name(smpl) + " ";
+    }
+
+    return result;
+}
+
+std::string common_sampler_prev_str(common_sampler * gsmpl, llama_context * ctx_main, int n) {
+    n = std::min(n, (int) gsmpl->prev.size());
+
+    if (n <= 0) {
+        return "";
+    }
+
+    std::string result;
+    result.reserve(8*n); // 8 is the average length of a token [citation needed], TODO: compute this from the vocab
+
+    for (int i = n - 1; i >= 0; i--) {
+        const llama_token id = gsmpl->prev.rat(i);
+
+        GGML_ASSERT(id != LLAMA_TOKEN_NULL && "null token in the sampling history - should not happen");
+
+        result += common_token_to_piece(ctx_main, id);
+    }
+
+    return result;
+}
+
+char common_sampler_type_to_chr(enum common_sampler_type cnstr) {
+    switch (cnstr) {
+        case COMMON_SAMPLER_TYPE_DRY:         return 'd';
+        case COMMON_SAMPLER_TYPE_TOP_K:       return 'k';
+        case COMMON_SAMPLER_TYPE_TYPICAL_P:   return 'y';
+        case COMMON_SAMPLER_TYPE_TOP_P:       return 'p';
+        case COMMON_SAMPLER_TYPE_TOP_N_SIGMA: return 's';
+        case COMMON_SAMPLER_TYPE_MIN_P:       return 'm';
+        case COMMON_SAMPLER_TYPE_TEMPERATURE: return 't';
+        case COMMON_SAMPLER_TYPE_XTC:         return 'x';
+        case COMMON_SAMPLER_TYPE_INFILL:      return 'i';
+        case COMMON_SAMPLER_TYPE_PENALTIES:   return 'e';
+        default : return '?';
+    }
+}
+
+std::string common_sampler_type_to_str(enum common_sampler_type cnstr) {
+    switch (cnstr) {
+        case COMMON_SAMPLER_TYPE_DRY:         return "dry";
+        case COMMON_SAMPLER_TYPE_TOP_K:       return "top_k";
+        case COMMON_SAMPLER_TYPE_TYPICAL_P:   return "typ_p";
+        case COMMON_SAMPLER_TYPE_TOP_P:       return "top_p";
+        case COMMON_SAMPLER_TYPE_TOP_N_SIGMA: return "top_n_sigma";
+        case COMMON_SAMPLER_TYPE_MIN_P:       return "min_p";
+        case COMMON_SAMPLER_TYPE_TEMPERATURE: return "temperature";
+        case COMMON_SAMPLER_TYPE_XTC:         return "xtc";
+        case COMMON_SAMPLER_TYPE_INFILL:      return "infill";
+        case COMMON_SAMPLER_TYPE_PENALTIES:   return "penalties";
+        default : return "";
+    }
+}
+
+std::vector<common_sampler_type> common_sampler_types_from_names(const std::vector<std::string> & names, bool allow_alt_names) {
+    std::unordered_map<std::string, common_sampler_type> sampler_canonical_name_map {
+        { "dry",         COMMON_SAMPLER_TYPE_DRY },
+        { "top_k",       COMMON_SAMPLER_TYPE_TOP_K },
+        { "top_p",       COMMON_SAMPLER_TYPE_TOP_P },
+        { "top_n_sigma", COMMON_SAMPLER_TYPE_TOP_N_SIGMA },
+        { "typ_p",       COMMON_SAMPLER_TYPE_TYPICAL_P },
+        { "min_p",       COMMON_SAMPLER_TYPE_MIN_P },
+        { "temperature", COMMON_SAMPLER_TYPE_TEMPERATURE },
+        { "xtc",         COMMON_SAMPLER_TYPE_XTC },
+        { "infill",      COMMON_SAMPLER_TYPE_INFILL },
+        { "penalties",   COMMON_SAMPLER_TYPE_PENALTIES },
+    };
+
+    // since samplers names are written multiple ways
+    // make it ready for both system names and input names
+    std::unordered_map<std::string, common_sampler_type> sampler_alt_name_map {
+        { "top-k",       COMMON_SAMPLER_TYPE_TOP_K },
+        { "top-p",       COMMON_SAMPLER_TYPE_TOP_P },
+        { "top-n-sigma", COMMON_SAMPLER_TYPE_TOP_N_SIGMA },
+        { "nucleus",     COMMON_SAMPLER_TYPE_TOP_P },
+        { "typical-p",   COMMON_SAMPLER_TYPE_TYPICAL_P },
+        { "typical",     COMMON_SAMPLER_TYPE_TYPICAL_P },
+        { "typ-p",       COMMON_SAMPLER_TYPE_TYPICAL_P },
+        { "typ",         COMMON_SAMPLER_TYPE_TYPICAL_P },
+        { "min-p",       COMMON_SAMPLER_TYPE_MIN_P },
+        { "temp",        COMMON_SAMPLER_TYPE_TEMPERATURE },
+    };
+
+    std::vector<common_sampler_type> samplers;
+    samplers.reserve(names.size());
+
+    for (const auto & name : names) {
+        auto sampler = sampler_canonical_name_map.find(name);
+        if (sampler != sampler_canonical_name_map.end()) {
+            samplers.push_back(sampler->second);
+            continue;
+        }
+        if (allow_alt_names) {
+            sampler = sampler_alt_name_map.find(name);
+            if (sampler != sampler_alt_name_map.end()) {
+                samplers.push_back(sampler->second);
+                continue;
+            }
+        }
+        LOG_WRN("%s: unable to match sampler by name '%s'\n", __func__, name.c_str());
+    }
+
+    return samplers;
+}
+
+std::vector<common_sampler_type> common_sampler_types_from_chars(const std::string & chars) {
+    std::unordered_map<char, common_sampler_type> sampler_name_map = {
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_DRY),         COMMON_SAMPLER_TYPE_DRY },
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_TOP_K),       COMMON_SAMPLER_TYPE_TOP_K },
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_TYPICAL_P),   COMMON_SAMPLER_TYPE_TYPICAL_P },
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_TOP_P),       COMMON_SAMPLER_TYPE_TOP_P },
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_TOP_N_SIGMA), COMMON_SAMPLER_TYPE_TOP_N_SIGMA },
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_MIN_P),       COMMON_SAMPLER_TYPE_MIN_P },
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_TEMPERATURE), COMMON_SAMPLER_TYPE_TEMPERATURE },
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_XTC),         COMMON_SAMPLER_TYPE_XTC },
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_INFILL),      COMMON_SAMPLER_TYPE_INFILL },
+        { common_sampler_type_to_chr(COMMON_SAMPLER_TYPE_PENALTIES),   COMMON_SAMPLER_TYPE_PENALTIES },
+    };
+
+    std::vector<common_sampler_type> samplers;
+    samplers.reserve(chars.size());
+
+    for (const auto & c : chars) {
+        const auto sampler = sampler_name_map.find(c);
+        if (sampler != sampler_name_map.end()) {
+            samplers.push_back(sampler->second);
+        } else {
+            LOG_WRN("%s: unable to match sampler by char '%c'\n", __func__, c);
+        }
+    }
+
+    return samplers;
+}
diff --git a/llama/llama.cpp/common/sampling.h b/llama/llama.cpp/common/sampling.h
new file mode 100644
index 0000000..2064421
--- /dev/null
+++ b/llama/llama.cpp/common/sampling.h
@@ -0,0 +1,107 @@
+#pragma once
+
+#include "llama.h"
+
+#include "common.h"
+
+#include <string>
+#include <vector>
+
+// common_sampler extends llama_sampler with additional functionality:
+//
+//  - grammar support
+//  - custom sampler logic based on the parameters
+//  - history of the last accepted tokens
+//  - performance metrics
+//
+// This goal is to have a common implementation of the sampling logic shared across the examples.
+// For example, depending on the temperature, the sampling chain can be very simple (greedy) or more
+// complex (top-k, top-p, etc).
+//
+// Another example is related to the grammar. In general, the grammar constraints applied on the full
+// vocabulary can be very taxing. To improve performance, the grammar can be applied only to the sampled
+// token in order to verify if it fits the grammar. And only if the token doesn't fit the grammar, the
+// grammar constraints are applied to the full vocabulary and the token is resampled.
+//
+// The common_sampler also maintains a container with the last accepted tokens. In the future, this can
+// be moved into the core llama library.
+//
+// For convenience, the common_sampler also maintains a container with the current candidate tokens.
+// This can be used to access the probabilities of the rest of the non-sampled tokens.
+//
+// TODO: measure grammar performance
+//
+
+struct common_sampler;
+
+// llama_sampler API overloads
+
+struct common_sampler * common_sampler_init(const struct llama_model * model, const struct common_params_sampling & params);
+
+void common_sampler_free(struct common_sampler * gsmpl);
+
+// if accept_grammar is true, the token is accepted both by the sampling chain and the grammar
+void                    common_sampler_accept(struct common_sampler * gsmpl, llama_token token, bool accept_grammar);
+void                    common_sampler_reset (struct common_sampler * gsmpl);
+struct common_sampler * common_sampler_clone (struct common_sampler * gsmpl);
+
+// arguments can be nullptr to skip printing
+void common_perf_print(const struct llama_context * ctx, const struct common_sampler * gsmpl);
+
+// extended sampling implementation:
+//
+// - set logits
+// - apply the configured sampler chain
+// - check if the token fits the grammar (if any)
+// - if not: resample by first applying the grammar constraints and then sampling again (slower path)
+//
+// if grammar_first is true, the grammar is applied before the samplers (slower)
+// useful in cases where all the resulting candidates (not just the sampled one) must fit the grammar
+//
+llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_context * ctx, int idx, bool grammar_first = false);
+
+// generalized version of common_sampler_sample
+//
+// will cross-reference the sampled tokens with a batch of draft tokens and accept those that match
+// if the sampler disagrees at some point, we stop and return the accepted tokens up to now
+//
+//      common_sampler_sample_n(gsmpl, ctx, { idx }, {});
+//
+// is equivalent to
+//
+//      common_sampler_sample(gsmpl, ctx, idx);
+//      common_sampler_accept(gsmpl, token, true);
+//
+// requires: idxs.size() == draft.size() + 1
+//
+// returns at least 1 token, up to idxs.size()
+//
+std::vector<llama_token> common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const std::vector<int> & idxs, const llama_tokens & draft, bool grammar_first = false);
+
+// assume idxs == [ 0, 1, 2, ..., draft.size() ]
+std::vector<llama_token> common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const llama_tokens & draft, bool grammar_first = false);
+
+uint32_t common_sampler_get_seed(const struct common_sampler * gsmpl);
+
+// helpers
+
+// access the internal list of current candidate tokens
+llama_token_data_array * common_sampler_get_candidates(struct common_sampler * gsmpl);
+
+// get the last accepted token
+llama_token common_sampler_last(const struct common_sampler * gsmpl);
+
+// print the sampler chain into a string
+std::string common_sampler_print(const struct common_sampler * gsmpl);
+
+// get a string representation of the last accepted tokens
+std::string common_sampler_prev_str(common_sampler * gsmpl, llama_context * ctx, int n);
+
+char        common_sampler_type_to_chr(enum common_sampler_type cnstr);
+std::string common_sampler_type_to_str(enum common_sampler_type cnstr);
+
+std::vector<enum common_sampler_type> common_sampler_types_from_names(const std::vector<std::string> & names, bool allow_alt_names);
+std::vector<enum common_sampler_type> common_sampler_types_from_chars(const std::string & chars);
+
+llama_sampler * llama_sampler_init_llg(const llama_vocab * vocab,
+                const char * grammar_kind, const char * grammar_data);
diff --git a/llama/llama.cpp/common/stb_image.h b/llama/llama.cpp/common/stb_image.h
new file mode 100644
index 0000000..9eedabe
--- /dev/null
+++ b/llama/llama.cpp/common/stb_image.h
@@ -0,0 +1,7988 @@
+/* stb_image - v2.30 - public domain image loader - http://nothings.org/stb
+                                  no warranty implied; use at your own risk
+
+   Do this:
+      #define STB_IMAGE_IMPLEMENTATION
+   before you include this file in *one* C or C++ file to create the implementation.
+
+   // i.e. it should look like this:
+   #include ...
+   #include ...
+   #include ...
+   #define STB_IMAGE_IMPLEMENTATION
+   #include "stb_image.h"
+
+   You can #define STBI_ASSERT(x) before the #include to avoid using assert.h.
+   And #define STBI_MALLOC, STBI_REALLOC, and STBI_FREE to avoid using malloc,realloc,free
+
+
+   QUICK NOTES:
+      Primarily of interest to game developers and other people who can
+          avoid problematic images and only need the trivial interface
+
+      JPEG baseline & progressive (12 bpc/arithmetic not supported, same as stock IJG lib)
+      PNG 1/2/4/8/16-bit-per-channel
+
+      TGA (not sure what subset, if a subset)
+      BMP non-1bpp, non-RLE
+      PSD (composited view only, no extra channels, 8/16 bit-per-channel)
+
+      GIF (*comp always reports as 4-channel)
+      HDR (radiance rgbE format)
+      PIC (Softimage PIC)
+      PNM (PPM and PGM binary only)
+
+      Animated GIF still needs a proper API, but here's one way to do it:
+          http://gist.github.com/urraka/685d9a6340b26b830d49
+
+      - decode from memory or through FILE (define STBI_NO_STDIO to remove code)
+      - decode from arbitrary I/O callbacks
+      - SIMD acceleration on x86/x64 (SSE2) and ARM (NEON)
+
+   Full documentation under "DOCUMENTATION" below.
+
+
+LICENSE
+
+  See end of file for license information.
+
+RECENT REVISION HISTORY:
+
+      2.30  (2024-05-31) avoid erroneous gcc warning
+      2.29  (2023-05-xx) optimizations
+      2.28  (2023-01-29) many error fixes, security errors, just tons of stuff
+      2.27  (2021-07-11) document stbi_info better, 16-bit PNM support, bug fixes
+      2.26  (2020-07-13) many minor fixes
+      2.25  (2020-02-02) fix warnings
+      2.24  (2020-02-02) fix warnings; thread-local failure_reason and flip_vertically
+      2.23  (2019-08-11) fix clang static analysis warning
+      2.22  (2019-03-04) gif fixes, fix warnings
+      2.21  (2019-02-25) fix typo in comment
+      2.20  (2019-02-07) support utf8 filenames in Windows; fix warnings and platform ifdefs
+      2.19  (2018-02-11) fix warning
+      2.18  (2018-01-30) fix warnings
+      2.17  (2018-01-29) bugfix, 1-bit BMP, 16-bitness query, fix warnings
+      2.16  (2017-07-23) all functions have 16-bit variants; optimizations; bugfixes
+      2.15  (2017-03-18) fix png-1,2,4; all Imagenet JPGs; no runtime SSE detection on GCC
+      2.14  (2017-03-03) remove deprecated STBI_JPEG_OLD; fixes for Imagenet JPGs
+      2.13  (2016-12-04) experimental 16-bit API, only for PNG so far; fixes
+      2.12  (2016-04-02) fix typo in 2.11 PSD fix that caused crashes
+      2.11  (2016-04-02) 16-bit PNGS; enable SSE2 in non-gcc x64
+                         RGB-format JPEG; remove white matting in PSD;
+                         allocate large structures on the stack;
+                         correct channel count for PNG & BMP
+      2.10  (2016-01-22) avoid warning introduced in 2.09
+      2.09  (2016-01-16) 16-bit TGA; comments in PNM files; STBI_REALLOC_SIZED
+
+   See end of file for full revision history.
+
+
+ ============================    Contributors    =========================
+
+ Image formats                          Extensions, features
+    Sean Barrett (jpeg, png, bmp)          Jetro Lauha (stbi_info)
+    Nicolas Schulz (hdr, psd)              Martin "SpartanJ" Golini (stbi_info)
+    Jonathan Dummer (tga)                  James "moose2000" Brown (iPhone PNG)
+    Jean-Marc Lienher (gif)                Ben "Disch" Wenger (io callbacks)
+    Tom Seddon (pic)                       Omar Cornut (1/2/4-bit PNG)
+    Thatcher Ulrich (psd)                  Nicolas Guillemot (vertical flip)
+    Ken Miller (pgm, ppm)                  Richard Mitton (16-bit PSD)
+    github:urraka (animated gif)           Junggon Kim (PNM comments)
+    Christopher Forseth (animated gif)     Daniel Gibson (16-bit TGA)
+                                           socks-the-fox (16-bit PNG)
+                                           Jeremy Sawicki (handle all ImageNet JPGs)
+ Optimizations & bugfixes                  Mikhail Morozov (1-bit BMP)
+    Fabian "ryg" Giesen                    Anael Seghezzi (is-16-bit query)
+    Arseny Kapoulkine                      Simon Breuss (16-bit PNM)
+    John-Mark Allen
+    Carmelo J Fdez-Aguera
+
+ Bug & warning fixes
+    Marc LeBlanc            David Woo          Guillaume George     Martins Mozeiko
+    Christpher Lloyd        Jerry Jansson      Joseph Thomson       Blazej Dariusz Roszkowski
+    Phil Jordan                                Dave Moore           Roy Eltham
+    Hayaki Saito            Nathan Reed        Won Chun
+    Luke Graham             Johan Duparc       Nick Verigakis       the Horde3D community
+    Thomas Ruf              Ronny Chevalier                         github:rlyeh
+    Janez Zemva             John Bartholomew   Michal Cichon        github:romigrou
+    Jonathan Blow           Ken Hamada         Tero Hanninen        github:svdijk
+    Eugene Golushkov        Laurent Gomila     Cort Stratton        github:snagar
+    Aruelien Pocheville     Sergio Gonzalez    Thibault Reuille     github:Zelex
+    Cass Everitt            Ryamond Barbiero                        github:grim210
+    Paul Du Bois            Engin Manap        Aldo Culquicondor    github:sammyhw
+    Philipp Wiesemann       Dale Weiler        Oriol Ferrer Mesia   github:phprus
+    Josh Tobin              Neil Bickford      Matthew Gregan       github:poppolopoppo
+    Julian Raschke          Gregory Mullen     Christian Floisand   github:darealshinji
+    Baldur Karlsson         Kevin Schmidt      JR Smith             github:Michaelangel007
+                            Brad Weinberger    Matvey Cherevko      github:mosra
+    Luca Sas                Alexander Veselov  Zack Middleton       [reserved]
+    Ryan C. Gordon          [reserved]                              [reserved]
+                     DO NOT ADD YOUR NAME HERE
+
+                     Jacko Dirks
+
+  To add your name to the credits, pick a random blank space in the middle and fill it.
+  80% of merge conflicts on stb PRs are due to people adding their name at the end
+  of the credits.
+*/
+
+#ifndef STBI_INCLUDE_STB_IMAGE_H
+#define STBI_INCLUDE_STB_IMAGE_H
+
+// DOCUMENTATION
+//
+// Limitations:
+//    - no 12-bit-per-channel JPEG
+//    - no JPEGs with arithmetic coding
+//    - GIF always returns *comp=4
+//
+// Basic usage (see HDR discussion below for HDR usage):
+//    int x,y,n;
+//    unsigned char *data = stbi_load(filename, &x, &y, &n, 0);
+//    // ... process data if not NULL ...
+//    // ... x = width, y = height, n = # 8-bit components per pixel ...
+//    // ... replace '0' with '1'..'4' to force that many components per pixel
+//    // ... but 'n' will always be the number that it would have been if you said 0
+//    stbi_image_free(data);
+//
+// Standard parameters:
+//    int *x                 -- outputs image width in pixels
+//    int *y                 -- outputs image height in pixels
+//    int *channels_in_file  -- outputs # of image components in image file
+//    int desired_channels   -- if non-zero, # of image components requested in result
+//
+// The return value from an image loader is an 'unsigned char *' which points
+// to the pixel data, or NULL on an allocation failure or if the image is
+// corrupt or invalid. The pixel data consists of *y scanlines of *x pixels,
+// with each pixel consisting of N interleaved 8-bit components; the first
+// pixel pointed to is top-left-most in the image. There is no padding between
+// image scanlines or between pixels, regardless of format. The number of
+// components N is 'desired_channels' if desired_channels is non-zero, or
+// *channels_in_file otherwise. If desired_channels is non-zero,
+// *channels_in_file has the number of components that _would_ have been
+// output otherwise. E.g. if you set desired_channels to 4, you will always
+// get RGBA output, but you can check *channels_in_file to see if it's trivially
+// opaque because e.g. there were only 3 channels in the source image.
+//
+// An output image with N components has the following components interleaved
+// in this order in each pixel:
+//
+//     N=#comp     components
+//       1           grey
+//       2           grey, alpha
+//       3           red, green, blue
+//       4           red, green, blue, alpha
+//
+// If image loading fails for any reason, the return value will be NULL,
+// and *x, *y, *channels_in_file will be unchanged. The function
+// stbi_failure_reason() can be queried for an extremely brief, end-user
+// unfriendly explanation of why the load failed. Define STBI_NO_FAILURE_STRINGS
+// to avoid compiling these strings at all, and STBI_FAILURE_USERMSG to get slightly
+// more user-friendly ones.
+//
+// Paletted PNG, BMP, GIF, and PIC images are automatically depalettized.
+//
+// To query the width, height and component count of an image without having to
+// decode the full file, you can use the stbi_info family of functions:
+//
+//   int x,y,n,ok;
+//   ok = stbi_info(filename, &x, &y, &n);
+//   // returns ok=1 and sets x, y, n if image is a supported format,
+//   // 0 otherwise.
+//
+// Note that stb_image pervasively uses ints in its public API for sizes,
+// including sizes of memory buffers. This is now part of the API and thus
+// hard to change without causing breakage. As a result, the various image
+// loaders all have certain limits on image size; these differ somewhat
+// by format but generally boil down to either just under 2GB or just under
+// 1GB. When the decoded image would be larger than this, stb_image decoding
+// will fail.
+//
+// Additionally, stb_image will reject image files that have any of their
+// dimensions set to a larger value than the configurable STBI_MAX_DIMENSIONS,
+// which defaults to 2**24 = 16777216 pixels. Due to the above memory limit,
+// the only way to have an image with such dimensions load correctly
+// is for it to have a rather extreme aspect ratio. Either way, the
+// assumption here is that such larger images are likely to be malformed
+// or malicious. If you do need to load an image with individual dimensions
+// larger than that, and it still fits in the overall size limit, you can
+// #define STBI_MAX_DIMENSIONS on your own to be something larger.
+//
+// ===========================================================================
+//
+// UNICODE:
+//
+//   If compiling for Windows and you wish to use Unicode filenames, compile
+//   with
+//       #define STBI_WINDOWS_UTF8
+//   and pass utf8-encoded filenames. Call stbi_convert_wchar_to_utf8 to convert
+//   Windows wchar_t filenames to utf8.
+//
+// ===========================================================================
+//
+// Philosophy
+//
+// stb libraries are designed with the following priorities:
+//
+//    1. easy to use
+//    2. easy to maintain
+//    3. good performance
+//
+// Sometimes I let "good performance" creep up in priority over "easy to maintain",
+// and for best performance I may provide less-easy-to-use APIs that give higher
+// performance, in addition to the easy-to-use ones. Nevertheless, it's important
+// to keep in mind that from the standpoint of you, a client of this library,
+// all you care about is #1 and #3, and stb libraries DO NOT emphasize #3 above all.
+//
+// Some secondary priorities arise directly from the first two, some of which
+// provide more explicit reasons why performance can't be emphasized.
+//
+//    - Portable ("ease of use")
+//    - Small source code footprint ("easy to maintain")
+//    - No dependencies ("ease of use")
+//
+// ===========================================================================
+//
+// I/O callbacks
+//
+// I/O callbacks allow you to read from arbitrary sources, like packaged
+// files or some other source. Data read from callbacks are processed
+// through a small internal buffer (currently 128 bytes) to try to reduce
+// overhead.
+//
+// The three functions you must define are "read" (reads some bytes of data),
+// "skip" (skips some bytes of data), "eof" (reports if the stream is at the end).
+//
+// ===========================================================================
+//
+// SIMD support
+//
+// The JPEG decoder will try to automatically use SIMD kernels on x86 when
+// supported by the compiler. For ARM Neon support, you must explicitly
+// request it.
+//
+// (The old do-it-yourself SIMD API is no longer supported in the current
+// code.)
+//
+// On x86, SSE2 will automatically be used when available based on a run-time
+// test; if not, the generic C versions are used as a fall-back. On ARM targets,
+// the typical path is to have separate builds for NEON and non-NEON devices
+// (at least this is true for iOS and Android). Therefore, the NEON support is
+// toggled by a build flag: define STBI_NEON to get NEON loops.
+//
+// If for some reason you do not want to use any of SIMD code, or if
+// you have issues compiling it, you can disable it entirely by
+// defining STBI_NO_SIMD.
+//
+// ===========================================================================
+//
+// HDR image support   (disable by defining STBI_NO_HDR)
+//
+// stb_image supports loading HDR images in general, and currently the Radiance
+// .HDR file format specifically. You can still load any file through the existing
+// interface; if you attempt to load an HDR file, it will be automatically remapped
+// to LDR, assuming gamma 2.2 and an arbitrary scale factor defaulting to 1;
+// both of these constants can be reconfigured through this interface:
+//
+//     stbi_hdr_to_ldr_gamma(2.2f);
+//     stbi_hdr_to_ldr_scale(1.0f);
+//
+// (note, do not use _inverse_ constants; stbi_image will invert them
+// appropriately).
+//
+// Additionally, there is a new, parallel interface for loading files as
+// (linear) floats to preserve the full dynamic range:
+//
+//    float *data = stbi_loadf(filename, &x, &y, &n, 0);
+//
+// If you load LDR images through this interface, those images will
+// be promoted to floating point values, run through the inverse of
+// constants corresponding to the above:
+//
+//     stbi_ldr_to_hdr_scale(1.0f);
+//     stbi_ldr_to_hdr_gamma(2.2f);
+//
+// Finally, given a filename (or an open file or memory block--see header
+// file for details) containing image data, you can query for the "most
+// appropriate" interface to use (that is, whether the image is HDR or
+// not), using:
+//
+//     stbi_is_hdr(char *filename);
+//
+// ===========================================================================
+//
+// iPhone PNG support:
+//
+// We optionally support converting iPhone-formatted PNGs (which store
+// premultiplied BGRA) back to RGB, even though they're internally encoded
+// differently. To enable this conversion, call
+// stbi_convert_iphone_png_to_rgb(1).
+//
+// Call stbi_set_unpremultiply_on_load(1) as well to force a divide per
+// pixel to remove any premultiplied alpha *only* if the image file explicitly
+// says there's premultiplied data (currently only happens in iPhone images,
+// and only if iPhone convert-to-rgb processing is on).
+//
+// ===========================================================================
+//
+// ADDITIONAL CONFIGURATION
+//
+//  - You can suppress implementation of any of the decoders to reduce
+//    your code footprint by #defining one or more of the following
+//    symbols before creating the implementation.
+//
+//        STBI_NO_JPEG
+//        STBI_NO_PNG
+//        STBI_NO_BMP
+//        STBI_NO_PSD
+//        STBI_NO_TGA
+//        STBI_NO_GIF
+//        STBI_NO_HDR
+//        STBI_NO_PIC
+//        STBI_NO_PNM   (.ppm and .pgm)
+//
+//  - You can request *only* certain decoders and suppress all other ones
+//    (this will be more forward-compatible, as addition of new decoders
+//    doesn't require you to disable them explicitly):
+//
+//        STBI_ONLY_JPEG
+//        STBI_ONLY_PNG
+//        STBI_ONLY_BMP
+//        STBI_ONLY_PSD
+//        STBI_ONLY_TGA
+//        STBI_ONLY_GIF
+//        STBI_ONLY_HDR
+//        STBI_ONLY_PIC
+//        STBI_ONLY_PNM   (.ppm and .pgm)
+//
+//   - If you use STBI_NO_PNG (or _ONLY_ without PNG), and you still
+//     want the zlib decoder to be available, #define STBI_SUPPORT_ZLIB
+//
+//  - If you define STBI_MAX_DIMENSIONS, stb_image will reject images greater
+//    than that size (in either width or height) without further processing.
+//    This is to let programs in the wild set an upper bound to prevent
+//    denial-of-service attacks on untrusted data, as one could generate a
+//    valid image of gigantic dimensions and force stb_image to allocate a
+//    huge block of memory and spend disproportionate time decoding it. By
+//    default this is set to (1 << 24), which is 16777216, but that's still
+//    very big.
+
+#ifndef STBI_NO_STDIO
+#include <stdio.h>
+#endif // STBI_NO_STDIO
+
+#define STBI_VERSION 1
+
+enum
+{
+   STBI_default = 0, // only used for desired_channels
+
+   STBI_grey       = 1,
+   STBI_grey_alpha = 2,
+   STBI_rgb        = 3,
+   STBI_rgb_alpha  = 4
+};
+
+#include <stdlib.h>
+typedef unsigned char stbi_uc;
+typedef unsigned short stbi_us;
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+#ifndef STBIDEF
+#ifdef STB_IMAGE_STATIC
+#define STBIDEF static
+#else
+#define STBIDEF extern
+#endif
+#endif
+
+//////////////////////////////////////////////////////////////////////////////
+//
+// PRIMARY API - works on images of any type
+//
+
+//
+// load image by filename, open file, or memory buffer
+//
+
+typedef struct
+{
+   int      (*read)  (void *user,char *data,int size);   // fill 'data' with 'size' bytes.  return number of bytes actually read
+   void     (*skip)  (void *user,int n);                 // skip the next 'n' bytes, or 'unget' the last -n bytes if negative
+   int      (*eof)   (void *user);                       // returns nonzero if we are at end of file/data
+} stbi_io_callbacks;
+
+////////////////////////////////////
+//
+// 8-bits-per-channel interface
+//
+
+STBIDEF stbi_uc *stbi_load_from_memory   (stbi_uc           const *buffer, int len   , int *x, int *y, int *channels_in_file, int desired_channels);
+STBIDEF stbi_uc *stbi_load_from_callbacks(stbi_io_callbacks const *clbk  , void *user, int *x, int *y, int *channels_in_file, int desired_channels);
+
+#ifndef STBI_NO_STDIO
+STBIDEF stbi_uc *stbi_load            (char const *filename, int *x, int *y, int *channels_in_file, int desired_channels);
+STBIDEF stbi_uc *stbi_load_from_file  (FILE *f, int *x, int *y, int *channels_in_file, int desired_channels);
+// for stbi_load_from_file, file pointer is left pointing immediately after image
+#endif
+
+#ifndef STBI_NO_GIF
+STBIDEF stbi_uc *stbi_load_gif_from_memory(stbi_uc const *buffer, int len, int **delays, int *x, int *y, int *z, int *comp, int req_comp);
+#endif
+
+#ifdef STBI_WINDOWS_UTF8
+STBIDEF int stbi_convert_wchar_to_utf8(char *buffer, size_t bufferlen, const wchar_t* input);
+#endif
+
+////////////////////////////////////
+//
+// 16-bits-per-channel interface
+//
+
+STBIDEF stbi_us *stbi_load_16_from_memory   (stbi_uc const *buffer, int len, int *x, int *y, int *channels_in_file, int desired_channels);
+STBIDEF stbi_us *stbi_load_16_from_callbacks(stbi_io_callbacks const *clbk, void *user, int *x, int *y, int *channels_in_file, int desired_channels);
+
+#ifndef STBI_NO_STDIO
+STBIDEF stbi_us *stbi_load_16          (char const *filename, int *x, int *y, int *channels_in_file, int desired_channels);
+STBIDEF stbi_us *stbi_load_from_file_16(FILE *f, int *x, int *y, int *channels_in_file, int desired_channels);
+#endif
+
+////////////////////////////////////
+//
+// float-per-channel interface
+//
+#ifndef STBI_NO_LINEAR
+   STBIDEF float *stbi_loadf_from_memory     (stbi_uc const *buffer, int len, int *x, int *y, int *channels_in_file, int desired_channels);
+   STBIDEF float *stbi_loadf_from_callbacks  (stbi_io_callbacks const *clbk, void *user, int *x, int *y,  int *channels_in_file, int desired_channels);
+
+   #ifndef STBI_NO_STDIO
+   STBIDEF float *stbi_loadf            (char const *filename, int *x, int *y, int *channels_in_file, int desired_channels);
+   STBIDEF float *stbi_loadf_from_file  (FILE *f, int *x, int *y, int *channels_in_file, int desired_channels);
+   #endif
+#endif
+
+#ifndef STBI_NO_HDR
+   STBIDEF void   stbi_hdr_to_ldr_gamma(float gamma);
+   STBIDEF void   stbi_hdr_to_ldr_scale(float scale);
+#endif // STBI_NO_HDR
+
+#ifndef STBI_NO_LINEAR
+   STBIDEF void   stbi_ldr_to_hdr_gamma(float gamma);
+   STBIDEF void   stbi_ldr_to_hdr_scale(float scale);
+#endif // STBI_NO_LINEAR
+
+// stbi_is_hdr is always defined, but always returns false if STBI_NO_HDR
+STBIDEF int    stbi_is_hdr_from_callbacks(stbi_io_callbacks const *clbk, void *user);
+STBIDEF int    stbi_is_hdr_from_memory(stbi_uc const *buffer, int len);
+#ifndef STBI_NO_STDIO
+STBIDEF int      stbi_is_hdr          (char const *filename);
+STBIDEF int      stbi_is_hdr_from_file(FILE *f);
+#endif // STBI_NO_STDIO
+
+
+// get a VERY brief reason for failure
+// on most compilers (and ALL modern mainstream compilers) this is threadsafe
+STBIDEF const char *stbi_failure_reason  (void);
+
+// free the loaded image -- this is just free()
+STBIDEF void     stbi_image_free      (void *retval_from_stbi_load);
+
+// get image dimensions & components without fully decoding
+STBIDEF int      stbi_info_from_memory(stbi_uc const *buffer, int len, int *x, int *y, int *comp);
+STBIDEF int      stbi_info_from_callbacks(stbi_io_callbacks const *clbk, void *user, int *x, int *y, int *comp);
+STBIDEF int      stbi_is_16_bit_from_memory(stbi_uc const *buffer, int len);
+STBIDEF int      stbi_is_16_bit_from_callbacks(stbi_io_callbacks const *clbk, void *user);
+
+#ifndef STBI_NO_STDIO
+STBIDEF int      stbi_info               (char const *filename,     int *x, int *y, int *comp);
+STBIDEF int      stbi_info_from_file     (FILE *f,                  int *x, int *y, int *comp);
+STBIDEF int      stbi_is_16_bit          (char const *filename);
+STBIDEF int      stbi_is_16_bit_from_file(FILE *f);
+#endif
+
+
+
+// for image formats that explicitly notate that they have premultiplied alpha,
+// we just return the colors as stored in the file. set this flag to force
+// unpremultiplication. results are undefined if the unpremultiply overflow.
+STBIDEF void stbi_set_unpremultiply_on_load(int flag_true_if_should_unpremultiply);
+
+// indicate whether we should process iphone images back to canonical format,
+// or just pass them through "as-is"
+STBIDEF void stbi_convert_iphone_png_to_rgb(int flag_true_if_should_convert);
+
+// flip the image vertically, so the first pixel in the output array is the bottom left
+STBIDEF void stbi_set_flip_vertically_on_load(int flag_true_if_should_flip);
+
+// as above, but only applies to images loaded on the thread that calls the function
+// this function is only available if your compiler supports thread-local variables;
+// calling it will fail to link if your compiler doesn't
+STBIDEF void stbi_set_unpremultiply_on_load_thread(int flag_true_if_should_unpremultiply);
+STBIDEF void stbi_convert_iphone_png_to_rgb_thread(int flag_true_if_should_convert);
+STBIDEF void stbi_set_flip_vertically_on_load_thread(int flag_true_if_should_flip);
+
+// ZLIB client - used by PNG, available for other purposes
+
+STBIDEF char *stbi_zlib_decode_malloc_guesssize(const char *buffer, int len, int initial_size, int *outlen);
+STBIDEF char *stbi_zlib_decode_malloc_guesssize_headerflag(const char *buffer, int len, int initial_size, int *outlen, int parse_header);
+STBIDEF char *stbi_zlib_decode_malloc(const char *buffer, int len, int *outlen);
+STBIDEF int   stbi_zlib_decode_buffer(char *obuffer, int olen, const char *ibuffer, int ilen);
+
+STBIDEF char *stbi_zlib_decode_noheader_malloc(const char *buffer, int len, int *outlen);
+STBIDEF int   stbi_zlib_decode_noheader_buffer(char *obuffer, int olen, const char *ibuffer, int ilen);
+
+
+#ifdef __cplusplus
+}
+#endif
+
+//
+//
+////   end header file   /////////////////////////////////////////////////////
+#endif // STBI_INCLUDE_STB_IMAGE_H
+
+#ifdef STB_IMAGE_IMPLEMENTATION
+
+#if defined(STBI_ONLY_JPEG) || defined(STBI_ONLY_PNG) || defined(STBI_ONLY_BMP) \
+  || defined(STBI_ONLY_TGA) || defined(STBI_ONLY_GIF) || defined(STBI_ONLY_PSD) \
+  || defined(STBI_ONLY_HDR) || defined(STBI_ONLY_PIC) || defined(STBI_ONLY_PNM) \
+  || defined(STBI_ONLY_ZLIB)
+   #ifndef STBI_ONLY_JPEG
+   #define STBI_NO_JPEG
+   #endif
+   #ifndef STBI_ONLY_PNG
+   #define STBI_NO_PNG
+   #endif
+   #ifndef STBI_ONLY_BMP
+   #define STBI_NO_BMP
+   #endif
+   #ifndef STBI_ONLY_PSD
+   #define STBI_NO_PSD
+   #endif
+   #ifndef STBI_ONLY_TGA
+   #define STBI_NO_TGA
+   #endif
+   #ifndef STBI_ONLY_GIF
+   #define STBI_NO_GIF
+   #endif
+   #ifndef STBI_ONLY_HDR
+   #define STBI_NO_HDR
+   #endif
+   #ifndef STBI_ONLY_PIC
+   #define STBI_NO_PIC
+   #endif
+   #ifndef STBI_ONLY_PNM
+   #define STBI_NO_PNM
+   #endif
+#endif
+
+#if defined(STBI_NO_PNG) && !defined(STBI_SUPPORT_ZLIB) && !defined(STBI_NO_ZLIB)
+#define STBI_NO_ZLIB
+#endif
+
+
+#include <stdarg.h>
+#include <stddef.h> // ptrdiff_t on osx
+#include <stdlib.h>
+#include <string.h>
+#include <limits.h>
+
+#if !defined(STBI_NO_LINEAR) || !defined(STBI_NO_HDR)
+#include <math.h>  // ldexp, pow
+#endif
+
+#ifndef STBI_NO_STDIO
+#include <stdio.h>
+#endif
+
+#ifndef STBI_ASSERT
+#include <assert.h>
+#define STBI_ASSERT(x) assert(x)
+#endif
+
+#ifdef __cplusplus
+#define STBI_EXTERN extern "C"
+#else
+#define STBI_EXTERN extern
+#endif
+
+
+#ifndef _MSC_VER
+   #ifdef __cplusplus
+   #define stbi_inline inline
+   #else
+   #define stbi_inline
+   #endif
+#else
+   #define stbi_inline __forceinline
+#endif
+
+#ifndef STBI_NO_THREAD_LOCALS
+   #if defined(__cplusplus) &&  __cplusplus >= 201103L
+      #define STBI_THREAD_LOCAL       thread_local
+   #elif defined(__GNUC__) && __GNUC__ < 5
+      #define STBI_THREAD_LOCAL       __thread
+   #elif defined(_MSC_VER)
+      #define STBI_THREAD_LOCAL       __declspec(thread)
+   #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 201112L && !defined(__STDC_NO_THREADS__)
+      #define STBI_THREAD_LOCAL       _Thread_local
+   #endif
+
+   #ifndef STBI_THREAD_LOCAL
+      #if defined(__GNUC__)
+        #define STBI_THREAD_LOCAL       __thread
+      #endif
+   #endif
+#endif
+
+#if defined(_MSC_VER) || defined(__SYMBIAN32__)
+typedef unsigned short stbi__uint16;
+typedef   signed short stbi__int16;
+typedef unsigned int   stbi__uint32;
+typedef   signed int   stbi__int32;
+#else
+#include <stdint.h>
+typedef uint16_t stbi__uint16;
+typedef int16_t  stbi__int16;
+typedef uint32_t stbi__uint32;
+typedef int32_t  stbi__int32;
+#endif
+
+// should produce compiler error if size is wrong
+typedef unsigned char validate_uint32[sizeof(stbi__uint32)==4 ? 1 : -1];
+
+#ifdef _MSC_VER
+#define STBI_NOTUSED(v)  (void)(v)
+#else
+#define STBI_NOTUSED(v)  (void)sizeof(v)
+#endif
+
+#ifdef _MSC_VER
+#define STBI_HAS_LROTL
+#endif
+
+#ifdef STBI_HAS_LROTL
+   #define stbi_lrot(x,y)  _lrotl(x,y)
+#else
+   #define stbi_lrot(x,y)  (((x) << (y)) | ((x) >> (-(y) & 31)))
+#endif
+
+#if defined(STBI_MALLOC) && defined(STBI_FREE) && (defined(STBI_REALLOC) || defined(STBI_REALLOC_SIZED))
+// ok
+#elif !defined(STBI_MALLOC) && !defined(STBI_FREE) && !defined(STBI_REALLOC) && !defined(STBI_REALLOC_SIZED)
+// ok
+#else
+#error "Must define all or none of STBI_MALLOC, STBI_FREE, and STBI_REALLOC (or STBI_REALLOC_SIZED)."
+#endif
+
+#ifndef STBI_MALLOC
+#define STBI_MALLOC(sz)           malloc(sz)
+#define STBI_REALLOC(p,newsz)     realloc(p,newsz)
+#define STBI_FREE(p)              free(p)
+#endif
+
+#ifndef STBI_REALLOC_SIZED
+#define STBI_REALLOC_SIZED(p,oldsz,newsz) STBI_REALLOC(p,newsz)
+#endif
+
+// x86/x64 detection
+#if defined(__x86_64__) || defined(_M_X64)
+#define STBI__X64_TARGET
+#elif defined(__i386) || defined(_M_IX86)
+#define STBI__X86_TARGET
+#endif
+
+#if defined(__GNUC__) && defined(STBI__X86_TARGET) && !defined(__SSE2__) && !defined(STBI_NO_SIMD)
+// gcc doesn't support sse2 intrinsics unless you compile with -msse2,
+// which in turn means it gets to use SSE2 everywhere. This is unfortunate,
+// but previous attempts to provide the SSE2 functions with runtime
+// detection caused numerous issues. The way architecture extensions are
+// exposed in GCC/Clang is, sadly, not really suited for one-file libs.
+// New behavior: if compiled with -msse2, we use SSE2 without any
+// detection; if not, we don't use it at all.
+#define STBI_NO_SIMD
+#endif
+
+#if defined(__MINGW32__) && defined(STBI__X86_TARGET) && !defined(STBI_MINGW_ENABLE_SSE2) && !defined(STBI_NO_SIMD)
+// Note that __MINGW32__ doesn't actually mean 32-bit, so we have to avoid STBI__X64_TARGET
+//
+// 32-bit MinGW wants ESP to be 16-byte aligned, but this is not in the
+// Windows ABI and VC++ as well as Windows DLLs don't maintain that invariant.
+// As a result, enabling SSE2 on 32-bit MinGW is dangerous when not
+// simultaneously enabling "-mstackrealign".
+//
+// See https://github.com/nothings/stb/issues/81 for more information.
+//
+// So default to no SSE2 on 32-bit MinGW. If you've read this far and added
+// -mstackrealign to your build settings, feel free to #define STBI_MINGW_ENABLE_SSE2.
+#define STBI_NO_SIMD
+#endif
+
+#if !defined(STBI_NO_SIMD) && (defined(STBI__X86_TARGET) || defined(STBI__X64_TARGET))
+#define STBI_SSE2
+#include <emmintrin.h>
+
+#ifdef _MSC_VER
+
+#if _MSC_VER >= 1400  // not VC6
+#include <intrin.h> // __cpuid
+static int stbi__cpuid3(void)
+{
+   int info[4];
+   __cpuid(info,1);
+   return info[3];
+}
+#else
+static int stbi__cpuid3(void)
+{
+   int res;
+   __asm {
+      mov  eax,1
+      cpuid
+      mov  res,edx
+   }
+   return res;
+}
+#endif
+
+#define STBI_SIMD_ALIGN(type, name) __declspec(align(16)) type name
+
+#if !defined(STBI_NO_JPEG) && defined(STBI_SSE2)
+static int stbi__sse2_available(void)
+{
+   int info3 = stbi__cpuid3();
+   return ((info3 >> 26) & 1) != 0;
+}
+#endif
+
+#else // assume GCC-style if not VC++
+#define STBI_SIMD_ALIGN(type, name) type name __attribute__((aligned(16)))
+
+#if !defined(STBI_NO_JPEG) && defined(STBI_SSE2)
+static int stbi__sse2_available(void)
+{
+   // If we're even attempting to compile this on GCC/Clang, that means
+   // -msse2 is on, which means the compiler is allowed to use SSE2
+   // instructions at will, and so are we.
+   return 1;
+}
+#endif
+
+#endif
+#endif
+
+// ARM NEON
+#if defined(STBI_NO_SIMD) && defined(STBI_NEON)
+#undef STBI_NEON
+#endif
+
+#ifdef STBI_NEON
+#include <arm_neon.h>
+#ifdef _MSC_VER
+#define STBI_SIMD_ALIGN(type, name) __declspec(align(16)) type name
+#else
+#define STBI_SIMD_ALIGN(type, name) type name __attribute__((aligned(16)))
+#endif
+#endif
+
+#ifndef STBI_SIMD_ALIGN
+#define STBI_SIMD_ALIGN(type, name) type name
+#endif
+
+#ifndef STBI_MAX_DIMENSIONS
+#define STBI_MAX_DIMENSIONS (1 << 24)
+#endif
+
+///////////////////////////////////////////////
+//
+//  stbi__context struct and start_xxx functions
+
+// stbi__context structure is our basic context used by all images, so it
+// contains all the IO context, plus some basic image information
+typedef struct
+{
+   stbi__uint32 img_x, img_y;
+   int img_n, img_out_n;
+
+   stbi_io_callbacks io;
+   void *io_user_data;
+
+   int read_from_callbacks;
+   int buflen;
+   stbi_uc buffer_start[128];
+   int callback_already_read;
+
+   stbi_uc *img_buffer, *img_buffer_end;
+   stbi_uc *img_buffer_original, *img_buffer_original_end;
+} stbi__context;
+
+
+static void stbi__refill_buffer(stbi__context *s);
+
+// initialize a memory-decode context
+static void stbi__start_mem(stbi__context *s, stbi_uc const *buffer, int len)
+{
+   s->io.read = NULL;
+   s->read_from_callbacks = 0;
+   s->callback_already_read = 0;
+   s->img_buffer = s->img_buffer_original = (stbi_uc *) buffer;
+   s->img_buffer_end = s->img_buffer_original_end = (stbi_uc *) buffer+len;
+}
+
+// initialize a callback-based context
+static void stbi__start_callbacks(stbi__context *s, stbi_io_callbacks *c, void *user)
+{
+   s->io = *c;
+   s->io_user_data = user;
+   s->buflen = sizeof(s->buffer_start);
+   s->read_from_callbacks = 1;
+   s->callback_already_read = 0;
+   s->img_buffer = s->img_buffer_original = s->buffer_start;
+   stbi__refill_buffer(s);
+   s->img_buffer_original_end = s->img_buffer_end;
+}
+
+#ifndef STBI_NO_STDIO
+
+static int stbi__stdio_read(void *user, char *data, int size)
+{
+   return (int) fread(data,1,size,(FILE*) user);
+}
+
+static void stbi__stdio_skip(void *user, int n)
+{
+   int ch;
+   fseek((FILE*) user, n, SEEK_CUR);
+   ch = fgetc((FILE*) user);  /* have to read a byte to reset feof()'s flag */
+   if (ch != EOF) {
+      ungetc(ch, (FILE *) user);  /* push byte back onto stream if valid. */
+   }
+}
+
+static int stbi__stdio_eof(void *user)
+{
+   return feof((FILE*) user) || ferror((FILE *) user);
+}
+
+static stbi_io_callbacks stbi__stdio_callbacks =
+{
+   stbi__stdio_read,
+   stbi__stdio_skip,
+   stbi__stdio_eof,
+};
+
+static void stbi__start_file(stbi__context *s, FILE *f)
+{
+   stbi__start_callbacks(s, &stbi__stdio_callbacks, (void *) f);
+}
+
+//static void stop_file(stbi__context *s) { }
+
+#endif // !STBI_NO_STDIO
+
+static void stbi__rewind(stbi__context *s)
+{
+   // conceptually rewind SHOULD rewind to the beginning of the stream,
+   // but we just rewind to the beginning of the initial buffer, because
+   // we only use it after doing 'test', which only ever looks at at most 92 bytes
+   s->img_buffer = s->img_buffer_original;
+   s->img_buffer_end = s->img_buffer_original_end;
+}
+
+enum
+{
+   STBI_ORDER_RGB,
+   STBI_ORDER_BGR
+};
+
+typedef struct
+{
+   int bits_per_channel;
+   int num_channels;
+   int channel_order;
+} stbi__result_info;
+
+#ifndef STBI_NO_JPEG
+static int      stbi__jpeg_test(stbi__context *s);
+static void    *stbi__jpeg_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri);
+static int      stbi__jpeg_info(stbi__context *s, int *x, int *y, int *comp);
+#endif
+
+#ifndef STBI_NO_PNG
+static int      stbi__png_test(stbi__context *s);
+static void    *stbi__png_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri);
+static int      stbi__png_info(stbi__context *s, int *x, int *y, int *comp);
+static int      stbi__png_is16(stbi__context *s);
+#endif
+
+#ifndef STBI_NO_BMP
+static int      stbi__bmp_test(stbi__context *s);
+static void    *stbi__bmp_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri);
+static int      stbi__bmp_info(stbi__context *s, int *x, int *y, int *comp);
+#endif
+
+#ifndef STBI_NO_TGA
+static int      stbi__tga_test(stbi__context *s);
+static void    *stbi__tga_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri);
+static int      stbi__tga_info(stbi__context *s, int *x, int *y, int *comp);
+#endif
+
+#ifndef STBI_NO_PSD
+static int      stbi__psd_test(stbi__context *s);
+static void    *stbi__psd_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri, int bpc);
+static int      stbi__psd_info(stbi__context *s, int *x, int *y, int *comp);
+static int      stbi__psd_is16(stbi__context *s);
+#endif
+
+#ifndef STBI_NO_HDR
+static int      stbi__hdr_test(stbi__context *s);
+static float   *stbi__hdr_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri);
+static int      stbi__hdr_info(stbi__context *s, int *x, int *y, int *comp);
+#endif
+
+#ifndef STBI_NO_PIC
+static int      stbi__pic_test(stbi__context *s);
+static void    *stbi__pic_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri);
+static int      stbi__pic_info(stbi__context *s, int *x, int *y, int *comp);
+#endif
+
+#ifndef STBI_NO_GIF
+static int      stbi__gif_test(stbi__context *s);
+static void    *stbi__gif_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri);
+static void    *stbi__load_gif_main(stbi__context *s, int **delays, int *x, int *y, int *z, int *comp, int req_comp);
+static int      stbi__gif_info(stbi__context *s, int *x, int *y, int *comp);
+#endif
+
+#ifndef STBI_NO_PNM
+static int      stbi__pnm_test(stbi__context *s);
+static void    *stbi__pnm_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri);
+static int      stbi__pnm_info(stbi__context *s, int *x, int *y, int *comp);
+static int      stbi__pnm_is16(stbi__context *s);
+#endif
+
+static
+#ifdef STBI_THREAD_LOCAL
+STBI_THREAD_LOCAL
+#endif
+const char *stbi__g_failure_reason;
+
+STBIDEF const char *stbi_failure_reason(void)
+{
+   return stbi__g_failure_reason;
+}
+
+#ifndef STBI_NO_FAILURE_STRINGS
+static int stbi__err(const char *str)
+{
+   stbi__g_failure_reason = str;
+   return 0;
+}
+#endif
+
+static void *stbi__malloc(size_t size)
+{
+    return STBI_MALLOC(size);
+}
+
+// stb_image uses ints pervasively, including for offset calculations.
+// therefore the largest decoded image size we can support with the
+// current code, even on 64-bit targets, is INT_MAX. this is not a
+// significant limitation for the intended use case.
+//
+// we do, however, need to make sure our size calculations don't
+// overflow. hence a few helper functions for size calculations that
+// multiply integers together, making sure that they're non-negative
+// and no overflow occurs.
+
+// return 1 if the sum is valid, 0 on overflow.
+// negative terms are considered invalid.
+static int stbi__addsizes_valid(int a, int b)
+{
+   if (b < 0) return 0;
+   // now 0 <= b <= INT_MAX, hence also
+   // 0 <= INT_MAX - b <= INTMAX.
+   // And "a + b <= INT_MAX" (which might overflow) is the
+   // same as a <= INT_MAX - b (no overflow)
+   return a <= INT_MAX - b;
+}
+
+// returns 1 if the product is valid, 0 on overflow.
+// negative factors are considered invalid.
+static int stbi__mul2sizes_valid(int a, int b)
+{
+   if (a < 0 || b < 0) return 0;
+   if (b == 0) return 1; // mul-by-0 is always safe
+   // portable way to check for no overflows in a*b
+   return a <= INT_MAX/b;
+}
+
+#if !defined(STBI_NO_JPEG) || !defined(STBI_NO_PNG) || !defined(STBI_NO_TGA) || !defined(STBI_NO_HDR)
+// returns 1 if "a*b + add" has no negative terms/factors and doesn't overflow
+static int stbi__mad2sizes_valid(int a, int b, int add)
+{
+   return stbi__mul2sizes_valid(a, b) && stbi__addsizes_valid(a*b, add);
+}
+#endif
+
+// returns 1 if "a*b*c + add" has no negative terms/factors and doesn't overflow
+static int stbi__mad3sizes_valid(int a, int b, int c, int add)
+{
+   return stbi__mul2sizes_valid(a, b) && stbi__mul2sizes_valid(a*b, c) &&
+      stbi__addsizes_valid(a*b*c, add);
+}
+
+// returns 1 if "a*b*c*d + add" has no negative terms/factors and doesn't overflow
+#if !defined(STBI_NO_LINEAR) || !defined(STBI_NO_HDR) || !defined(STBI_NO_PNM)
+static int stbi__mad4sizes_valid(int a, int b, int c, int d, int add)
+{
+   return stbi__mul2sizes_valid(a, b) && stbi__mul2sizes_valid(a*b, c) &&
+      stbi__mul2sizes_valid(a*b*c, d) && stbi__addsizes_valid(a*b*c*d, add);
+}
+#endif
+
+#if !defined(STBI_NO_JPEG) || !defined(STBI_NO_PNG) || !defined(STBI_NO_TGA) || !defined(STBI_NO_HDR)
+// mallocs with size overflow checking
+static void *stbi__malloc_mad2(int a, int b, int add)
+{
+   if (!stbi__mad2sizes_valid(a, b, add)) return NULL;
+   return stbi__malloc(a*b + add);
+}
+#endif
+
+static void *stbi__malloc_mad3(int a, int b, int c, int add)
+{
+   if (!stbi__mad3sizes_valid(a, b, c, add)) return NULL;
+   return stbi__malloc(a*b*c + add);
+}
+
+#if !defined(STBI_NO_LINEAR) || !defined(STBI_NO_HDR) || !defined(STBI_NO_PNM)
+static void *stbi__malloc_mad4(int a, int b, int c, int d, int add)
+{
+   if (!stbi__mad4sizes_valid(a, b, c, d, add)) return NULL;
+   return stbi__malloc(a*b*c*d + add);
+}
+#endif
+
+// returns 1 if the sum of two signed ints is valid (between -2^31 and 2^31-1 inclusive), 0 on overflow.
+static int stbi__addints_valid(int a, int b)
+{
+   if ((a >= 0) != (b >= 0)) return 1; // a and b have different signs, so no overflow
+   if (a < 0 && b < 0) return a >= INT_MIN - b; // same as a + b >= INT_MIN; INT_MIN - b cannot overflow since b < 0.
+   return a <= INT_MAX - b;
+}
+
+// returns 1 if the product of two ints fits in a signed short, 0 on overflow.
+static int stbi__mul2shorts_valid(int a, int b)
+{
+   if (b == 0 || b == -1) return 1; // multiplication by 0 is always 0; check for -1 so SHRT_MIN/b doesn't overflow
+   if ((a >= 0) == (b >= 0)) return a <= SHRT_MAX/b; // product is positive, so similar to mul2sizes_valid
+   if (b < 0) return a <= SHRT_MIN / b; // same as a * b >= SHRT_MIN
+   return a >= SHRT_MIN / b;
+}
+
+// stbi__err - error
+// stbi__errpf - error returning pointer to float
+// stbi__errpuc - error returning pointer to unsigned char
+
+#ifdef STBI_NO_FAILURE_STRINGS
+   #define stbi__err(x,y)  0
+#elif defined(STBI_FAILURE_USERMSG)
+   #define stbi__err(x,y)  stbi__err(y)
+#else
+   #define stbi__err(x,y)  stbi__err(x)
+#endif
+
+#define stbi__errpf(x,y)   ((float *)(size_t) (stbi__err(x,y)?NULL:NULL))
+#define stbi__errpuc(x,y)  ((unsigned char *)(size_t) (stbi__err(x,y)?NULL:NULL))
+
+STBIDEF void stbi_image_free(void *retval_from_stbi_load)
+{
+   STBI_FREE(retval_from_stbi_load);
+}
+
+#ifndef STBI_NO_LINEAR
+static float   *stbi__ldr_to_hdr(stbi_uc *data, int x, int y, int comp);
+#endif
+
+#ifndef STBI_NO_HDR
+static stbi_uc *stbi__hdr_to_ldr(float   *data, int x, int y, int comp);
+#endif
+
+static int stbi__vertically_flip_on_load_global = 0;
+
+STBIDEF void stbi_set_flip_vertically_on_load(int flag_true_if_should_flip)
+{
+   stbi__vertically_flip_on_load_global = flag_true_if_should_flip;
+}
+
+#ifndef STBI_THREAD_LOCAL
+#define stbi__vertically_flip_on_load  stbi__vertically_flip_on_load_global
+#else
+static STBI_THREAD_LOCAL int stbi__vertically_flip_on_load_local, stbi__vertically_flip_on_load_set;
+
+STBIDEF void stbi_set_flip_vertically_on_load_thread(int flag_true_if_should_flip)
+{
+   stbi__vertically_flip_on_load_local = flag_true_if_should_flip;
+   stbi__vertically_flip_on_load_set = 1;
+}
+
+#define stbi__vertically_flip_on_load  (stbi__vertically_flip_on_load_set       \
+                                         ? stbi__vertically_flip_on_load_local  \
+                                         : stbi__vertically_flip_on_load_global)
+#endif // STBI_THREAD_LOCAL
+
+static void *stbi__load_main(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri, int bpc)
+{
+   memset(ri, 0, sizeof(*ri)); // make sure it's initialized if we add new fields
+   ri->bits_per_channel = 8; // default is 8 so most paths don't have to be changed
+   ri->channel_order = STBI_ORDER_RGB; // all current input & output are this, but this is here so we can add BGR order
+   ri->num_channels = 0;
+
+   // test the formats with a very explicit header first (at least a FOURCC
+   // or distinctive magic number first)
+   #ifndef STBI_NO_PNG
+   if (stbi__png_test(s))  return stbi__png_load(s,x,y,comp,req_comp, ri);
+   #endif
+   #ifndef STBI_NO_BMP
+   if (stbi__bmp_test(s))  return stbi__bmp_load(s,x,y,comp,req_comp, ri);
+   #endif
+   #ifndef STBI_NO_GIF
+   if (stbi__gif_test(s))  return stbi__gif_load(s,x,y,comp,req_comp, ri);
+   #endif
+   #ifndef STBI_NO_PSD
+   if (stbi__psd_test(s))  return stbi__psd_load(s,x,y,comp,req_comp, ri, bpc);
+   #else
+   STBI_NOTUSED(bpc);
+   #endif
+   #ifndef STBI_NO_PIC
+   if (stbi__pic_test(s))  return stbi__pic_load(s,x,y,comp,req_comp, ri);
+   #endif
+
+   // then the formats that can end up attempting to load with just 1 or 2
+   // bytes matching expectations; these are prone to false positives, so
+   // try them later
+   #ifndef STBI_NO_JPEG
+   if (stbi__jpeg_test(s)) return stbi__jpeg_load(s,x,y,comp,req_comp, ri);
+   #endif
+   #ifndef STBI_NO_PNM
+   if (stbi__pnm_test(s))  return stbi__pnm_load(s,x,y,comp,req_comp, ri);
+   #endif
+
+   #ifndef STBI_NO_HDR
+   if (stbi__hdr_test(s)) {
+      float *hdr = stbi__hdr_load(s, x,y,comp,req_comp, ri);
+      return stbi__hdr_to_ldr(hdr, *x, *y, req_comp ? req_comp : *comp);
+   }
+   #endif
+
+   #ifndef STBI_NO_TGA
+   // test tga last because it's a crappy test!
+   if (stbi__tga_test(s))
+      return stbi__tga_load(s,x,y,comp,req_comp, ri);
+   #endif
+
+   return stbi__errpuc("unknown image type", "Image not of any known type, or corrupt");
+}
+
+static stbi_uc *stbi__convert_16_to_8(stbi__uint16 *orig, int w, int h, int channels)
+{
+   int i;
+   int img_len = w * h * channels;
+   stbi_uc *reduced;
+
+   reduced = (stbi_uc *) stbi__malloc(img_len);
+   if (reduced == NULL) return stbi__errpuc("outofmem", "Out of memory");
+
+   for (i = 0; i < img_len; ++i)
+      reduced[i] = (stbi_uc)((orig[i] >> 8) & 0xFF); // top half of each byte is sufficient approx of 16->8 bit scaling
+
+   STBI_FREE(orig);
+   return reduced;
+}
+
+static stbi__uint16 *stbi__convert_8_to_16(stbi_uc *orig, int w, int h, int channels)
+{
+   int i;
+   int img_len = w * h * channels;
+   stbi__uint16 *enlarged;
+
+   enlarged = (stbi__uint16 *) stbi__malloc(img_len*2);
+   if (enlarged == NULL) return (stbi__uint16 *) stbi__errpuc("outofmem", "Out of memory");
+
+   for (i = 0; i < img_len; ++i)
+      enlarged[i] = (stbi__uint16)((orig[i] << 8) + orig[i]); // replicate to high and low byte, maps 0->0, 255->0xffff
+
+   STBI_FREE(orig);
+   return enlarged;
+}
+
+static void stbi__vertical_flip(void *image, int w, int h, int bytes_per_pixel)
+{
+   int row;
+   size_t bytes_per_row = (size_t)w * bytes_per_pixel;
+   stbi_uc temp[2048];
+   stbi_uc *bytes = (stbi_uc *)image;
+
+   for (row = 0; row < (h>>1); row++) {
+      stbi_uc *row0 = bytes + row*bytes_per_row;
+      stbi_uc *row1 = bytes + (h - row - 1)*bytes_per_row;
+      // swap row0 with row1
+      size_t bytes_left = bytes_per_row;
+      while (bytes_left) {
+         size_t bytes_copy = (bytes_left < sizeof(temp)) ? bytes_left : sizeof(temp);
+         memcpy(temp, row0, bytes_copy);
+         memcpy(row0, row1, bytes_copy);
+         memcpy(row1, temp, bytes_copy);
+         row0 += bytes_copy;
+         row1 += bytes_copy;
+         bytes_left -= bytes_copy;
+      }
+   }
+}
+
+#ifndef STBI_NO_GIF
+static void stbi__vertical_flip_slices(void *image, int w, int h, int z, int bytes_per_pixel)
+{
+   int slice;
+   int slice_size = w * h * bytes_per_pixel;
+
+   stbi_uc *bytes = (stbi_uc *)image;
+   for (slice = 0; slice < z; ++slice) {
+      stbi__vertical_flip(bytes, w, h, bytes_per_pixel);
+      bytes += slice_size;
+   }
+}
+#endif
+
+static unsigned char *stbi__load_and_postprocess_8bit(stbi__context *s, int *x, int *y, int *comp, int req_comp)
+{
+   stbi__result_info ri;
+   void *result = stbi__load_main(s, x, y, comp, req_comp, &ri, 8);
+
+   if (result == NULL)
+      return NULL;
+
+   // it is the responsibility of the loaders to make sure we get either 8 or 16 bit.
+   STBI_ASSERT(ri.bits_per_channel == 8 || ri.bits_per_channel == 16);
+
+   if (ri.bits_per_channel != 8) {
+      result = stbi__convert_16_to_8((stbi__uint16 *) result, *x, *y, req_comp == 0 ? *comp : req_comp);
+      ri.bits_per_channel = 8;
+   }
+
+   // @TODO: move stbi__convert_format to here
+
+   if (stbi__vertically_flip_on_load) {
+      int channels = req_comp ? req_comp : *comp;
+      stbi__vertical_flip(result, *x, *y, channels * sizeof(stbi_uc));
+   }
+
+   return (unsigned char *) result;
+}
+
+static stbi__uint16 *stbi__load_and_postprocess_16bit(stbi__context *s, int *x, int *y, int *comp, int req_comp)
+{
+   stbi__result_info ri;
+   void *result = stbi__load_main(s, x, y, comp, req_comp, &ri, 16);
+
+   if (result == NULL)
+      return NULL;
+
+   // it is the responsibility of the loaders to make sure we get either 8 or 16 bit.
+   STBI_ASSERT(ri.bits_per_channel == 8 || ri.bits_per_channel == 16);
+
+   if (ri.bits_per_channel != 16) {
+      result = stbi__convert_8_to_16((stbi_uc *) result, *x, *y, req_comp == 0 ? *comp : req_comp);
+      ri.bits_per_channel = 16;
+   }
+
+   // @TODO: move stbi__convert_format16 to here
+   // @TODO: special case RGB-to-Y (and RGBA-to-YA) for 8-bit-to-16-bit case to keep more precision
+
+   if (stbi__vertically_flip_on_load) {
+      int channels = req_comp ? req_comp : *comp;
+      stbi__vertical_flip(result, *x, *y, channels * sizeof(stbi__uint16));
+   }
+
+   return (stbi__uint16 *) result;
+}
+
+#if !defined(STBI_NO_HDR) && !defined(STBI_NO_LINEAR)
+static void stbi__float_postprocess(float *result, int *x, int *y, int *comp, int req_comp)
+{
+   if (stbi__vertically_flip_on_load && result != NULL) {
+      int channels = req_comp ? req_comp : *comp;
+      stbi__vertical_flip(result, *x, *y, channels * sizeof(float));
+   }
+}
+#endif
+
+#ifndef STBI_NO_STDIO
+
+#if defined(_WIN32) && defined(STBI_WINDOWS_UTF8)
+STBI_EXTERN __declspec(dllimport) int __stdcall MultiByteToWideChar(unsigned int cp, unsigned long flags, const char *str, int cbmb, wchar_t *widestr, int cchwide);
+STBI_EXTERN __declspec(dllimport) int __stdcall WideCharToMultiByte(unsigned int cp, unsigned long flags, const wchar_t *widestr, int cchwide, char *str, int cbmb, const char *defchar, int *used_default);
+#endif
+
+#if defined(_WIN32) && defined(STBI_WINDOWS_UTF8)
+STBIDEF int stbi_convert_wchar_to_utf8(char *buffer, size_t bufferlen, const wchar_t* input)
+{
+	return WideCharToMultiByte(65001 /* UTF8 */, 0, input, -1, buffer, (int) bufferlen, NULL, NULL);
+}
+#endif
+
+static FILE *stbi__fopen(char const *filename, char const *mode)
+{
+   FILE *f;
+#if defined(_WIN32) && defined(STBI_WINDOWS_UTF8)
+   wchar_t wMode[64];
+   wchar_t wFilename[1024];
+	if (0 == MultiByteToWideChar(65001 /* UTF8 */, 0, filename, -1, wFilename, sizeof(wFilename)/sizeof(*wFilename)))
+      return 0;
+
+	if (0 == MultiByteToWideChar(65001 /* UTF8 */, 0, mode, -1, wMode, sizeof(wMode)/sizeof(*wMode)))
+      return 0;
+
+#if defined(_MSC_VER) && _MSC_VER >= 1400
+	if (0 != _wfopen_s(&f, wFilename, wMode))
+		f = 0;
+#else
+   f = _wfopen(wFilename, wMode);
+#endif
+
+#elif defined(_MSC_VER) && _MSC_VER >= 1400
+   if (0 != fopen_s(&f, filename, mode))
+      f=0;
+#else
+   f = fopen(filename, mode);
+#endif
+   return f;
+}
+
+
+STBIDEF stbi_uc *stbi_load(char const *filename, int *x, int *y, int *comp, int req_comp)
+{
+   FILE *f = stbi__fopen(filename, "rb");
+   unsigned char *result;
+   if (!f) return stbi__errpuc("can't fopen", "Unable to open file");
+   result = stbi_load_from_file(f,x,y,comp,req_comp);
+   fclose(f);
+   return result;
+}
+
+STBIDEF stbi_uc *stbi_load_from_file(FILE *f, int *x, int *y, int *comp, int req_comp)
+{
+   unsigned char *result;
+   stbi__context s;
+   stbi__start_file(&s,f);
+   result = stbi__load_and_postprocess_8bit(&s,x,y,comp,req_comp);
+   if (result) {
+      // need to 'unget' all the characters in the IO buffer
+      fseek(f, - (int) (s.img_buffer_end - s.img_buffer), SEEK_CUR);
+   }
+   return result;
+}
+
+STBIDEF stbi__uint16 *stbi_load_from_file_16(FILE *f, int *x, int *y, int *comp, int req_comp)
+{
+   stbi__uint16 *result;
+   stbi__context s;
+   stbi__start_file(&s,f);
+   result = stbi__load_and_postprocess_16bit(&s,x,y,comp,req_comp);
+   if (result) {
+      // need to 'unget' all the characters in the IO buffer
+      fseek(f, - (int) (s.img_buffer_end - s.img_buffer), SEEK_CUR);
+   }
+   return result;
+}
+
+STBIDEF stbi_us *stbi_load_16(char const *filename, int *x, int *y, int *comp, int req_comp)
+{
+   FILE *f = stbi__fopen(filename, "rb");
+   stbi__uint16 *result;
+   if (!f) return (stbi_us *) stbi__errpuc("can't fopen", "Unable to open file");
+   result = stbi_load_from_file_16(f,x,y,comp,req_comp);
+   fclose(f);
+   return result;
+}
+
+
+#endif //!STBI_NO_STDIO
+
+STBIDEF stbi_us *stbi_load_16_from_memory(stbi_uc const *buffer, int len, int *x, int *y, int *channels_in_file, int desired_channels)
+{
+   stbi__context s;
+   stbi__start_mem(&s,buffer,len);
+   return stbi__load_and_postprocess_16bit(&s,x,y,channels_in_file,desired_channels);
+}
+
+STBIDEF stbi_us *stbi_load_16_from_callbacks(stbi_io_callbacks const *clbk, void *user, int *x, int *y, int *channels_in_file, int desired_channels)
+{
+   stbi__context s;
+   stbi__start_callbacks(&s, (stbi_io_callbacks *)clbk, user);
+   return stbi__load_and_postprocess_16bit(&s,x,y,channels_in_file,desired_channels);
+}
+
+STBIDEF stbi_uc *stbi_load_from_memory(stbi_uc const *buffer, int len, int *x, int *y, int *comp, int req_comp)
+{
+   stbi__context s;
+   stbi__start_mem(&s,buffer,len);
+   return stbi__load_and_postprocess_8bit(&s,x,y,comp,req_comp);
+}
+
+STBIDEF stbi_uc *stbi_load_from_callbacks(stbi_io_callbacks const *clbk, void *user, int *x, int *y, int *comp, int req_comp)
+{
+   stbi__context s;
+   stbi__start_callbacks(&s, (stbi_io_callbacks *) clbk, user);
+   return stbi__load_and_postprocess_8bit(&s,x,y,comp,req_comp);
+}
+
+#ifndef STBI_NO_GIF
+STBIDEF stbi_uc *stbi_load_gif_from_memory(stbi_uc const *buffer, int len, int **delays, int *x, int *y, int *z, int *comp, int req_comp)
+{
+   unsigned char *result;
+   stbi__context s;
+   stbi__start_mem(&s,buffer,len);
+
+   result = (unsigned char*) stbi__load_gif_main(&s, delays, x, y, z, comp, req_comp);
+   if (stbi__vertically_flip_on_load) {
+      stbi__vertical_flip_slices( result, *x, *y, *z, *comp );
+   }
+
+   return result;
+}
+#endif
+
+#ifndef STBI_NO_LINEAR
+static float *stbi__loadf_main(stbi__context *s, int *x, int *y, int *comp, int req_comp)
+{
+   unsigned char *data;
+   #ifndef STBI_NO_HDR
+   if (stbi__hdr_test(s)) {
+      stbi__result_info ri;
+      float *hdr_data = stbi__hdr_load(s,x,y,comp,req_comp, &ri);
+      if (hdr_data)
+         stbi__float_postprocess(hdr_data,x,y,comp,req_comp);
+      return hdr_data;
+   }
+   #endif
+   data = stbi__load_and_postprocess_8bit(s, x, y, comp, req_comp);
+   if (data)
+      return stbi__ldr_to_hdr(data, *x, *y, req_comp ? req_comp : *comp);
+   return stbi__errpf("unknown image type", "Image not of any known type, or corrupt");
+}
+
+STBIDEF float *stbi_loadf_from_memory(stbi_uc const *buffer, int len, int *x, int *y, int *comp, int req_comp)
+{
+   stbi__context s;
+   stbi__start_mem(&s,buffer,len);
+   return stbi__loadf_main(&s,x,y,comp,req_comp);
+}
+
+STBIDEF float *stbi_loadf_from_callbacks(stbi_io_callbacks const *clbk, void *user, int *x, int *y, int *comp, int req_comp)
+{
+   stbi__context s;
+   stbi__start_callbacks(&s, (stbi_io_callbacks *) clbk, user);
+   return stbi__loadf_main(&s,x,y,comp,req_comp);
+}
+
+#ifndef STBI_NO_STDIO
+STBIDEF float *stbi_loadf(char const *filename, int *x, int *y, int *comp, int req_comp)
+{
+   float *result;
+   FILE *f = stbi__fopen(filename, "rb");
+   if (!f) return stbi__errpf("can't fopen", "Unable to open file");
+   result = stbi_loadf_from_file(f,x,y,comp,req_comp);
+   fclose(f);
+   return result;
+}
+
+STBIDEF float *stbi_loadf_from_file(FILE *f, int *x, int *y, int *comp, int req_comp)
+{
+   stbi__context s;
+   stbi__start_file(&s,f);
+   return stbi__loadf_main(&s,x,y,comp,req_comp);
+}
+#endif // !STBI_NO_STDIO
+
+#endif // !STBI_NO_LINEAR
+
+// these is-hdr-or-not is defined independent of whether STBI_NO_LINEAR is
+// defined, for API simplicity; if STBI_NO_LINEAR is defined, it always
+// reports false!
+
+STBIDEF int stbi_is_hdr_from_memory(stbi_uc const *buffer, int len)
+{
+   #ifndef STBI_NO_HDR
+   stbi__context s;
+   stbi__start_mem(&s,buffer,len);
+   return stbi__hdr_test(&s);
+   #else
+   STBI_NOTUSED(buffer);
+   STBI_NOTUSED(len);
+   return 0;
+   #endif
+}
+
+#ifndef STBI_NO_STDIO
+STBIDEF int      stbi_is_hdr          (char const *filename)
+{
+   FILE *f = stbi__fopen(filename, "rb");
+   int result=0;
+   if (f) {
+      result = stbi_is_hdr_from_file(f);
+      fclose(f);
+   }
+   return result;
+}
+
+STBIDEF int stbi_is_hdr_from_file(FILE *f)
+{
+   #ifndef STBI_NO_HDR
+   long pos = ftell(f);
+   int res;
+   stbi__context s;
+   stbi__start_file(&s,f);
+   res = stbi__hdr_test(&s);
+   fseek(f, pos, SEEK_SET);
+   return res;
+   #else
+   STBI_NOTUSED(f);
+   return 0;
+   #endif
+}
+#endif // !STBI_NO_STDIO
+
+STBIDEF int      stbi_is_hdr_from_callbacks(stbi_io_callbacks const *clbk, void *user)
+{
+   #ifndef STBI_NO_HDR
+   stbi__context s;
+   stbi__start_callbacks(&s, (stbi_io_callbacks *) clbk, user);
+   return stbi__hdr_test(&s);
+   #else
+   STBI_NOTUSED(clbk);
+   STBI_NOTUSED(user);
+   return 0;
+   #endif
+}
+
+#ifndef STBI_NO_LINEAR
+static float stbi__l2h_gamma=2.2f, stbi__l2h_scale=1.0f;
+
+STBIDEF void   stbi_ldr_to_hdr_gamma(float gamma) { stbi__l2h_gamma = gamma; }
+STBIDEF void   stbi_ldr_to_hdr_scale(float scale) { stbi__l2h_scale = scale; }
+#endif
+
+static float stbi__h2l_gamma_i=1.0f/2.2f, stbi__h2l_scale_i=1.0f;
+
+STBIDEF void   stbi_hdr_to_ldr_gamma(float gamma) { stbi__h2l_gamma_i = 1/gamma; }
+STBIDEF void   stbi_hdr_to_ldr_scale(float scale) { stbi__h2l_scale_i = 1/scale; }
+
+
+//////////////////////////////////////////////////////////////////////////////
+//
+// Common code used by all image loaders
+//
+
+enum
+{
+   STBI__SCAN_load=0,
+   STBI__SCAN_type,
+   STBI__SCAN_header
+};
+
+static void stbi__refill_buffer(stbi__context *s)
+{
+   int n = (s->io.read)(s->io_user_data,(char*)s->buffer_start,s->buflen);
+   s->callback_already_read += (int) (s->img_buffer - s->img_buffer_original);
+   if (n == 0) {
+      // at end of file, treat same as if from memory, but need to handle case
+      // where s->img_buffer isn't pointing to safe memory, e.g. 0-byte file
+      s->read_from_callbacks = 0;
+      s->img_buffer = s->buffer_start;
+      s->img_buffer_end = s->buffer_start+1;
+      *s->img_buffer = 0;
+   } else {
+      s->img_buffer = s->buffer_start;
+      s->img_buffer_end = s->buffer_start + n;
+   }
+}
+
+stbi_inline static stbi_uc stbi__get8(stbi__context *s)
+{
+   if (s->img_buffer < s->img_buffer_end)
+      return *s->img_buffer++;
+   if (s->read_from_callbacks) {
+      stbi__refill_buffer(s);
+      return *s->img_buffer++;
+   }
+   return 0;
+}
+
+#if defined(STBI_NO_JPEG) && defined(STBI_NO_HDR) && defined(STBI_NO_PIC) && defined(STBI_NO_PNM)
+// nothing
+#else
+stbi_inline static int stbi__at_eof(stbi__context *s)
+{
+   if (s->io.read) {
+      if (!(s->io.eof)(s->io_user_data)) return 0;
+      // if feof() is true, check if buffer = end
+      // special case: we've only got the special 0 character at the end
+      if (s->read_from_callbacks == 0) return 1;
+   }
+
+   return s->img_buffer >= s->img_buffer_end;
+}
+#endif
+
+#if defined(STBI_NO_JPEG) && defined(STBI_NO_PNG) && defined(STBI_NO_BMP) && defined(STBI_NO_PSD) && defined(STBI_NO_TGA) && defined(STBI_NO_GIF) && defined(STBI_NO_PIC)
+// nothing
+#else
+static void stbi__skip(stbi__context *s, int n)
+{
+   if (n == 0) return;  // already there!
+   if (n < 0) {
+      s->img_buffer = s->img_buffer_end;
+      return;
+   }
+   if (s->io.read) {
+      int blen = (int) (s->img_buffer_end - s->img_buffer);
+      if (blen < n) {
+         s->img_buffer = s->img_buffer_end;
+         (s->io.skip)(s->io_user_data, n - blen);
+         return;
+      }
+   }
+   s->img_buffer += n;
+}
+#endif
+
+#if defined(STBI_NO_PNG) && defined(STBI_NO_TGA) && defined(STBI_NO_HDR) && defined(STBI_NO_PNM)
+// nothing
+#else
+static int stbi__getn(stbi__context *s, stbi_uc *buffer, int n)
+{
+   if (s->io.read) {
+      int blen = (int) (s->img_buffer_end - s->img_buffer);
+      if (blen < n) {
+         int res, count;
+
+         memcpy(buffer, s->img_buffer, blen);
+
+         count = (s->io.read)(s->io_user_data, (char*) buffer + blen, n - blen);
+         res = (count == (n-blen));
+         s->img_buffer = s->img_buffer_end;
+         return res;
+      }
+   }
+
+   if (s->img_buffer+n <= s->img_buffer_end) {
+      memcpy(buffer, s->img_buffer, n);
+      s->img_buffer += n;
+      return 1;
+   } else
+      return 0;
+}
+#endif
+
+#if defined(STBI_NO_JPEG) && defined(STBI_NO_PNG) && defined(STBI_NO_PSD) && defined(STBI_NO_PIC)
+// nothing
+#else
+static int stbi__get16be(stbi__context *s)
+{
+   int z = stbi__get8(s);
+   return (z << 8) + stbi__get8(s);
+}
+#endif
+
+#if defined(STBI_NO_PNG) && defined(STBI_NO_PSD) && defined(STBI_NO_PIC)
+// nothing
+#else
+static stbi__uint32 stbi__get32be(stbi__context *s)
+{
+   stbi__uint32 z = stbi__get16be(s);
+   return (z << 16) + stbi__get16be(s);
+}
+#endif
+
+#if defined(STBI_NO_BMP) && defined(STBI_NO_TGA) && defined(STBI_NO_GIF)
+// nothing
+#else
+static int stbi__get16le(stbi__context *s)
+{
+   int z = stbi__get8(s);
+   return z + (stbi__get8(s) << 8);
+}
+#endif
+
+#ifndef STBI_NO_BMP
+static stbi__uint32 stbi__get32le(stbi__context *s)
+{
+   stbi__uint32 z = stbi__get16le(s);
+   z += (stbi__uint32)stbi__get16le(s) << 16;
+   return z;
+}
+#endif
+
+#define STBI__BYTECAST(x)  ((stbi_uc) ((x) & 255))  // truncate int to byte without warnings
+
+#if defined(STBI_NO_JPEG) && defined(STBI_NO_PNG) && defined(STBI_NO_BMP) && defined(STBI_NO_PSD) && defined(STBI_NO_TGA) && defined(STBI_NO_GIF) && defined(STBI_NO_PIC) && defined(STBI_NO_PNM)
+// nothing
+#else
+//////////////////////////////////////////////////////////////////////////////
+//
+//  generic converter from built-in img_n to req_comp
+//    individual types do this automatically as much as possible (e.g. jpeg
+//    does all cases internally since it needs to colorspace convert anyway,
+//    and it never has alpha, so very few cases ). png can automatically
+//    interleave an alpha=255 channel, but falls back to this for other cases
+//
+//  assume data buffer is malloced, so malloc a new one and free that one
+//  only failure mode is malloc failing
+
+static stbi_uc stbi__compute_y(int r, int g, int b)
+{
+   return (stbi_uc) (((r*77) + (g*150) +  (29*b)) >> 8);
+}
+#endif
+
+#if defined(STBI_NO_PNG) && defined(STBI_NO_BMP) && defined(STBI_NO_PSD) && defined(STBI_NO_TGA) && defined(STBI_NO_GIF) && defined(STBI_NO_PIC) && defined(STBI_NO_PNM)
+// nothing
+#else
+static unsigned char *stbi__convert_format(unsigned char *data, int img_n, int req_comp, unsigned int x, unsigned int y)
+{
+   int i,j;
+   unsigned char *good;
+
+   if (req_comp == img_n) return data;
+   STBI_ASSERT(req_comp >= 1 && req_comp <= 4);
+
+   good = (unsigned char *) stbi__malloc_mad3(req_comp, x, y, 0);
+   if (good == NULL) {
+      STBI_FREE(data);
+      return stbi__errpuc("outofmem", "Out of memory");
+   }
+
+   for (j=0; j < (int) y; ++j) {
+      unsigned char *src  = data + j * x * img_n   ;
+      unsigned char *dest = good + j * x * req_comp;
+
+      #define STBI__COMBO(a,b)  ((a)*8+(b))
+      #define STBI__CASE(a,b)   case STBI__COMBO(a,b): for(i=x-1; i >= 0; --i, src += a, dest += b)
+      // convert source image with img_n components to one with req_comp components;
+      // avoid switch per pixel, so use switch per scanline and massive macros
+      switch (STBI__COMBO(img_n, req_comp)) {
+         STBI__CASE(1,2) { dest[0]=src[0]; dest[1]=255;                                     } break;
+         STBI__CASE(1,3) { dest[0]=dest[1]=dest[2]=src[0];                                  } break;
+         STBI__CASE(1,4) { dest[0]=dest[1]=dest[2]=src[0]; dest[3]=255;                     } break;
+         STBI__CASE(2,1) { dest[0]=src[0];                                                  } break;
+         STBI__CASE(2,3) { dest[0]=dest[1]=dest[2]=src[0];                                  } break;
+         STBI__CASE(2,4) { dest[0]=dest[1]=dest[2]=src[0]; dest[3]=src[1];                  } break;
+         STBI__CASE(3,4) { dest[0]=src[0];dest[1]=src[1];dest[2]=src[2];dest[3]=255;        } break;
+         STBI__CASE(3,1) { dest[0]=stbi__compute_y(src[0],src[1],src[2]);                   } break;
+         STBI__CASE(3,2) { dest[0]=stbi__compute_y(src[0],src[1],src[2]); dest[1] = 255;    } break;
+         STBI__CASE(4,1) { dest[0]=stbi__compute_y(src[0],src[1],src[2]);                   } break;
+         STBI__CASE(4,2) { dest[0]=stbi__compute_y(src[0],src[1],src[2]); dest[1] = src[3]; } break;
+         STBI__CASE(4,3) { dest[0]=src[0];dest[1]=src[1];dest[2]=src[2];                    } break;
+         default: STBI_ASSERT(0); STBI_FREE(data); STBI_FREE(good); return stbi__errpuc("unsupported", "Unsupported format conversion");
+      }
+      #undef STBI__CASE
+   }
+
+   STBI_FREE(data);
+   return good;
+}
+#endif
+
+#if defined(STBI_NO_PNG) && defined(STBI_NO_PSD)
+// nothing
+#else
+static stbi__uint16 stbi__compute_y_16(int r, int g, int b)
+{
+   return (stbi__uint16) (((r*77) + (g*150) +  (29*b)) >> 8);
+}
+#endif
+
+#if defined(STBI_NO_PNG) && defined(STBI_NO_PSD)
+// nothing
+#else
+static stbi__uint16 *stbi__convert_format16(stbi__uint16 *data, int img_n, int req_comp, unsigned int x, unsigned int y)
+{
+   int i,j;
+   stbi__uint16 *good;
+
+   if (req_comp == img_n) return data;
+   STBI_ASSERT(req_comp >= 1 && req_comp <= 4);
+
+   good = (stbi__uint16 *) stbi__malloc(req_comp * x * y * 2);
+   if (good == NULL) {
+      STBI_FREE(data);
+      return (stbi__uint16 *) stbi__errpuc("outofmem", "Out of memory");
+   }
+
+   for (j=0; j < (int) y; ++j) {
+      stbi__uint16 *src  = data + j * x * img_n   ;
+      stbi__uint16 *dest = good + j * x * req_comp;
+
+      #define STBI__COMBO(a,b)  ((a)*8+(b))
+      #define STBI__CASE(a,b)   case STBI__COMBO(a,b): for(i=x-1; i >= 0; --i, src += a, dest += b)
+      // convert source image with img_n components to one with req_comp components;
+      // avoid switch per pixel, so use switch per scanline and massive macros
+      switch (STBI__COMBO(img_n, req_comp)) {
+         STBI__CASE(1,2) { dest[0]=src[0]; dest[1]=0xffff;                                     } break;
+         STBI__CASE(1,3) { dest[0]=dest[1]=dest[2]=src[0];                                     } break;
+         STBI__CASE(1,4) { dest[0]=dest[1]=dest[2]=src[0]; dest[3]=0xffff;                     } break;
+         STBI__CASE(2,1) { dest[0]=src[0];                                                     } break;
+         STBI__CASE(2,3) { dest[0]=dest[1]=dest[2]=src[0];                                     } break;
+         STBI__CASE(2,4) { dest[0]=dest[1]=dest[2]=src[0]; dest[3]=src[1];                     } break;
+         STBI__CASE(3,4) { dest[0]=src[0];dest[1]=src[1];dest[2]=src[2];dest[3]=0xffff;        } break;
+         STBI__CASE(3,1) { dest[0]=stbi__compute_y_16(src[0],src[1],src[2]);                   } break;
+         STBI__CASE(3,2) { dest[0]=stbi__compute_y_16(src[0],src[1],src[2]); dest[1] = 0xffff; } break;
+         STBI__CASE(4,1) { dest[0]=stbi__compute_y_16(src[0],src[1],src[2]);                   } break;
+         STBI__CASE(4,2) { dest[0]=stbi__compute_y_16(src[0],src[1],src[2]); dest[1] = src[3]; } break;
+         STBI__CASE(4,3) { dest[0]=src[0];dest[1]=src[1];dest[2]=src[2];                       } break;
+         default: STBI_ASSERT(0); STBI_FREE(data); STBI_FREE(good); return (stbi__uint16*) stbi__errpuc("unsupported", "Unsupported format conversion");
+      }
+      #undef STBI__CASE
+   }
+
+   STBI_FREE(data);
+   return good;
+}
+#endif
+
+#ifndef STBI_NO_LINEAR
+static float   *stbi__ldr_to_hdr(stbi_uc *data, int x, int y, int comp)
+{
+   int i,k,n;
+   float *output;
+   if (!data) return NULL;
+   output = (float *) stbi__malloc_mad4(x, y, comp, sizeof(float), 0);
+   if (output == NULL) { STBI_FREE(data); return stbi__errpf("outofmem", "Out of memory"); }
+   // compute number of non-alpha components
+   if (comp & 1) n = comp; else n = comp-1;
+   for (i=0; i < x*y; ++i) {
+      for (k=0; k < n; ++k) {
+         output[i*comp + k] = (float) (pow(data[i*comp+k]/255.0f, stbi__l2h_gamma) * stbi__l2h_scale);
+      }
+   }
+   if (n < comp) {
+      for (i=0; i < x*y; ++i) {
+         output[i*comp + n] = data[i*comp + n]/255.0f;
+      }
+   }
+   STBI_FREE(data);
+   return output;
+}
+#endif
+
+#ifndef STBI_NO_HDR
+#define stbi__float2int(x)   ((int) (x))
+static stbi_uc *stbi__hdr_to_ldr(float   *data, int x, int y, int comp)
+{
+   int i,k,n;
+   stbi_uc *output;
+   if (!data) return NULL;
+   output = (stbi_uc *) stbi__malloc_mad3(x, y, comp, 0);
+   if (output == NULL) { STBI_FREE(data); return stbi__errpuc("outofmem", "Out of memory"); }
+   // compute number of non-alpha components
+   if (comp & 1) n = comp; else n = comp-1;
+   for (i=0; i < x*y; ++i) {
+      for (k=0; k < n; ++k) {
+         float z = (float) pow(data[i*comp+k]*stbi__h2l_scale_i, stbi__h2l_gamma_i) * 255 + 0.5f;
+         if (z < 0) z = 0;
+         if (z > 255) z = 255;
+         output[i*comp + k] = (stbi_uc) stbi__float2int(z);
+      }
+      if (k < comp) {
+         float z = data[i*comp+k] * 255 + 0.5f;
+         if (z < 0) z = 0;
+         if (z > 255) z = 255;
+         output[i*comp + k] = (stbi_uc) stbi__float2int(z);
+      }
+   }
+   STBI_FREE(data);
+   return output;
+}
+#endif
+
+//////////////////////////////////////////////////////////////////////////////
+//
+//  "baseline" JPEG/JFIF decoder
+//
+//    simple implementation
+//      - doesn't support delayed output of y-dimension
+//      - simple interface (only one output format: 8-bit interleaved RGB)
+//      - doesn't try to recover corrupt jpegs
+//      - doesn't allow partial loading, loading multiple at once
+//      - still fast on x86 (copying globals into locals doesn't help x86)
+//      - allocates lots of intermediate memory (full size of all components)
+//        - non-interleaved case requires this anyway
+//        - allows good upsampling (see next)
+//    high-quality
+//      - upsampled channels are bilinearly interpolated, even across blocks
+//      - quality integer IDCT derived from IJG's 'slow'
+//    performance
+//      - fast huffman; reasonable integer IDCT
+//      - some SIMD kernels for common paths on targets with SSE2/NEON
+//      - uses a lot of intermediate memory, could cache poorly
+
+#ifndef STBI_NO_JPEG
+
+// huffman decoding acceleration
+#define FAST_BITS   9  // larger handles more cases; smaller stomps less cache
+
+typedef struct
+{
+   stbi_uc  fast[1 << FAST_BITS];
+   // weirdly, repacking this into AoS is a 10% speed loss, instead of a win
+   stbi__uint16 code[256];
+   stbi_uc  values[256];
+   stbi_uc  size[257];
+   unsigned int maxcode[18];
+   int    delta[17];   // old 'firstsymbol' - old 'firstcode'
+} stbi__huffman;
+
+typedef struct
+{
+   stbi__context *s;
+   stbi__huffman huff_dc[4];
+   stbi__huffman huff_ac[4];
+   stbi__uint16 dequant[4][64];
+   stbi__int16 fast_ac[4][1 << FAST_BITS];
+
+// sizes for components, interleaved MCUs
+   int img_h_max, img_v_max;
+   int img_mcu_x, img_mcu_y;
+   int img_mcu_w, img_mcu_h;
+
+// definition of jpeg image component
+   struct
+   {
+      int id;
+      int h,v;
+      int tq;
+      int hd,ha;
+      int dc_pred;
+
+      int x,y,w2,h2;
+      stbi_uc *data;
+      void *raw_data, *raw_coeff;
+      stbi_uc *linebuf;
+      short   *coeff;   // progressive only
+      int      coeff_w, coeff_h; // number of 8x8 coefficient blocks
+   } img_comp[4];
+
+   stbi__uint32   code_buffer; // jpeg entropy-coded buffer
+   int            code_bits;   // number of valid bits
+   unsigned char  marker;      // marker seen while filling entropy buffer
+   int            nomore;      // flag if we saw a marker so must stop
+
+   int            progressive;
+   int            spec_start;
+   int            spec_end;
+   int            succ_high;
+   int            succ_low;
+   int            eob_run;
+   int            jfif;
+   int            app14_color_transform; // Adobe APP14 tag
+   int            rgb;
+
+   int scan_n, order[4];
+   int restart_interval, todo;
+
+// kernels
+   void (*idct_block_kernel)(stbi_uc *out, int out_stride, short data[64]);
+   void (*YCbCr_to_RGB_kernel)(stbi_uc *out, const stbi_uc *y, const stbi_uc *pcb, const stbi_uc *pcr, int count, int step);
+   stbi_uc *(*resample_row_hv_2_kernel)(stbi_uc *out, stbi_uc *in_near, stbi_uc *in_far, int w, int hs);
+} stbi__jpeg;
+
+static int stbi__build_huffman(stbi__huffman *h, int *count)
+{
+   int i,j,k=0;
+   unsigned int code;
+   // build size list for each symbol (from JPEG spec)
+   for (i=0; i < 16; ++i) {
+      for (j=0; j < count[i]; ++j) {
+         h->size[k++] = (stbi_uc) (i+1);
+         if(k >= 257) return stbi__err("bad size list","Corrupt JPEG");
+      }
+   }
+   h->size[k] = 0;
+
+   // compute actual symbols (from jpeg spec)
+   code = 0;
+   k = 0;
+   for(j=1; j <= 16; ++j) {
+      // compute delta to add to code to compute symbol id
+      h->delta[j] = k - code;
+      if (h->size[k] == j) {
+         while (h->size[k] == j)
+            h->code[k++] = (stbi__uint16) (code++);
+         if (code-1 >= (1u << j)) return stbi__err("bad code lengths","Corrupt JPEG");
+      }
+      // compute largest code + 1 for this size, preshifted as needed later
+      h->maxcode[j] = code << (16-j);
+      code <<= 1;
+   }
+   h->maxcode[j] = 0xffffffff;
+
+   // build non-spec acceleration table; 255 is flag for not-accelerated
+   memset(h->fast, 255, 1 << FAST_BITS);
+   for (i=0; i < k; ++i) {
+      int s = h->size[i];
+      if (s <= FAST_BITS) {
+         int c = h->code[i] << (FAST_BITS-s);
+         int m = 1 << (FAST_BITS-s);
+         for (j=0; j < m; ++j) {
+            h->fast[c+j] = (stbi_uc) i;
+         }
+      }
+   }
+   return 1;
+}
+
+// build a table that decodes both magnitude and value of small ACs in
+// one go.
+static void stbi__build_fast_ac(stbi__int16 *fast_ac, stbi__huffman *h)
+{
+   int i;
+   for (i=0; i < (1 << FAST_BITS); ++i) {
+      stbi_uc fast = h->fast[i];
+      fast_ac[i] = 0;
+      if (fast < 255) {
+         int rs = h->values[fast];
+         int run = (rs >> 4) & 15;
+         int magbits = rs & 15;
+         int len = h->size[fast];
+
+         if (magbits && len + magbits <= FAST_BITS) {
+            // magnitude code followed by receive_extend code
+            int k = ((i << len) & ((1 << FAST_BITS) - 1)) >> (FAST_BITS - magbits);
+            int m = 1 << (magbits - 1);
+            if (k < m) k += (~0U << magbits) + 1;
+            // if the result is small enough, we can fit it in fast_ac table
+            if (k >= -128 && k <= 127)
+               fast_ac[i] = (stbi__int16) ((k * 256) + (run * 16) + (len + magbits));
+         }
+      }
+   }
+}
+
+static void stbi__grow_buffer_unsafe(stbi__jpeg *j)
+{
+   do {
+      unsigned int b = j->nomore ? 0 : stbi__get8(j->s);
+      if (b == 0xff) {
+         int c = stbi__get8(j->s);
+         while (c == 0xff) c = stbi__get8(j->s); // consume fill bytes
+         if (c != 0) {
+            j->marker = (unsigned char) c;
+            j->nomore = 1;
+            return;
+         }
+      }
+      j->code_buffer |= b << (24 - j->code_bits);
+      j->code_bits += 8;
+   } while (j->code_bits <= 24);
+}
+
+// (1 << n) - 1
+static const stbi__uint32 stbi__bmask[17]={0,1,3,7,15,31,63,127,255,511,1023,2047,4095,8191,16383,32767,65535};
+
+// decode a jpeg huffman value from the bitstream
+stbi_inline static int stbi__jpeg_huff_decode(stbi__jpeg *j, stbi__huffman *h)
+{
+   unsigned int temp;
+   int c,k;
+
+   if (j->code_bits < 16) stbi__grow_buffer_unsafe(j);
+
+   // look at the top FAST_BITS and determine what symbol ID it is,
+   // if the code is <= FAST_BITS
+   c = (j->code_buffer >> (32 - FAST_BITS)) & ((1 << FAST_BITS)-1);
+   k = h->fast[c];
+   if (k < 255) {
+      int s = h->size[k];
+      if (s > j->code_bits)
+         return -1;
+      j->code_buffer <<= s;
+      j->code_bits -= s;
+      return h->values[k];
+   }
+
+   // naive test is to shift the code_buffer down so k bits are
+   // valid, then test against maxcode. To speed this up, we've
+   // preshifted maxcode left so that it has (16-k) 0s at the
+   // end; in other words, regardless of the number of bits, it
+   // wants to be compared against something shifted to have 16;
+   // that way we don't need to shift inside the loop.
+   temp = j->code_buffer >> 16;
+   for (k=FAST_BITS+1 ; ; ++k)
+      if (temp < h->maxcode[k])
+         break;
+   if (k == 17) {
+      // error! code not found
+      j->code_bits -= 16;
+      return -1;
+   }
+
+   if (k > j->code_bits)
+      return -1;
+
+   // convert the huffman code to the symbol id
+   c = ((j->code_buffer >> (32 - k)) & stbi__bmask[k]) + h->delta[k];
+   if(c < 0 || c >= 256) // symbol id out of bounds!
+       return -1;
+   STBI_ASSERT((((j->code_buffer) >> (32 - h->size[c])) & stbi__bmask[h->size[c]]) == h->code[c]);
+
+   // convert the id to a symbol
+   j->code_bits -= k;
+   j->code_buffer <<= k;
+   return h->values[c];
+}
+
+// bias[n] = (-1<<n) + 1
+static const int stbi__jbias[16] = {0,-1,-3,-7,-15,-31,-63,-127,-255,-511,-1023,-2047,-4095,-8191,-16383,-32767};
+
+// combined JPEG 'receive' and JPEG 'extend', since baseline
+// always extends everything it receives.
+stbi_inline static int stbi__extend_receive(stbi__jpeg *j, int n)
+{
+   unsigned int k;
+   int sgn;
+   if (j->code_bits < n) stbi__grow_buffer_unsafe(j);
+   if (j->code_bits < n) return 0; // ran out of bits from stream, return 0s intead of continuing
+
+   sgn = j->code_buffer >> 31; // sign bit always in MSB; 0 if MSB clear (positive), 1 if MSB set (negative)
+   k = stbi_lrot(j->code_buffer, n);
+   j->code_buffer = k & ~stbi__bmask[n];
+   k &= stbi__bmask[n];
+   j->code_bits -= n;
+   return k + (stbi__jbias[n] & (sgn - 1));
+}
+
+// get some unsigned bits
+stbi_inline static int stbi__jpeg_get_bits(stbi__jpeg *j, int n)
+{
+   unsigned int k;
+   if (j->code_bits < n) stbi__grow_buffer_unsafe(j);
+   if (j->code_bits < n) return 0; // ran out of bits from stream, return 0s intead of continuing
+   k = stbi_lrot(j->code_buffer, n);
+   j->code_buffer = k & ~stbi__bmask[n];
+   k &= stbi__bmask[n];
+   j->code_bits -= n;
+   return k;
+}
+
+stbi_inline static int stbi__jpeg_get_bit(stbi__jpeg *j)
+{
+   unsigned int k;
+   if (j->code_bits < 1) stbi__grow_buffer_unsafe(j);
+   if (j->code_bits < 1) return 0; // ran out of bits from stream, return 0s intead of continuing
+   k = j->code_buffer;
+   j->code_buffer <<= 1;
+   --j->code_bits;
+   return k & 0x80000000;
+}
+
+// given a value that's at position X in the zigzag stream,
+// where does it appear in the 8x8 matrix coded as row-major?
+static const stbi_uc stbi__jpeg_dezigzag[64+15] =
+{
+    0,  1,  8, 16,  9,  2,  3, 10,
+   17, 24, 32, 25, 18, 11,  4,  5,
+   12, 19, 26, 33, 40, 48, 41, 34,
+   27, 20, 13,  6,  7, 14, 21, 28,
+   35, 42, 49, 56, 57, 50, 43, 36,
+   29, 22, 15, 23, 30, 37, 44, 51,
+   58, 59, 52, 45, 38, 31, 39, 46,
+   53, 60, 61, 54, 47, 55, 62, 63,
+   // let corrupt input sample past end
+   63, 63, 63, 63, 63, 63, 63, 63,
+   63, 63, 63, 63, 63, 63, 63
+};
+
+// decode one 64-entry block--
+static int stbi__jpeg_decode_block(stbi__jpeg *j, short data[64], stbi__huffman *hdc, stbi__huffman *hac, stbi__int16 *fac, int b, stbi__uint16 *dequant)
+{
+   int diff,dc,k;
+   int t;
+
+   if (j->code_bits < 16) stbi__grow_buffer_unsafe(j);
+   t = stbi__jpeg_huff_decode(j, hdc);
+   if (t < 0 || t > 15) return stbi__err("bad huffman code","Corrupt JPEG");
+
+   // 0 all the ac values now so we can do it 32-bits at a time
+   memset(data,0,64*sizeof(data[0]));
+
+   diff = t ? stbi__extend_receive(j, t) : 0;
+   if (!stbi__addints_valid(j->img_comp[b].dc_pred, diff)) return stbi__err("bad delta","Corrupt JPEG");
+   dc = j->img_comp[b].dc_pred + diff;
+   j->img_comp[b].dc_pred = dc;
+   if (!stbi__mul2shorts_valid(dc, dequant[0])) return stbi__err("can't merge dc and ac", "Corrupt JPEG");
+   data[0] = (short) (dc * dequant[0]);
+
+   // decode AC components, see JPEG spec
+   k = 1;
+   do {
+      unsigned int zig;
+      int c,r,s;
+      if (j->code_bits < 16) stbi__grow_buffer_unsafe(j);
+      c = (j->code_buffer >> (32 - FAST_BITS)) & ((1 << FAST_BITS)-1);
+      r = fac[c];
+      if (r) { // fast-AC path
+         k += (r >> 4) & 15; // run
+         s = r & 15; // combined length
+         if (s > j->code_bits) return stbi__err("bad huffman code", "Combined length longer than code bits available");
+         j->code_buffer <<= s;
+         j->code_bits -= s;
+         // decode into unzigzag'd location
+         zig = stbi__jpeg_dezigzag[k++];
+         data[zig] = (short) ((r >> 8) * dequant[zig]);
+      } else {
+         int rs = stbi__jpeg_huff_decode(j, hac);
+         if (rs < 0) return stbi__err("bad huffman code","Corrupt JPEG");
+         s = rs & 15;
+         r = rs >> 4;
+         if (s == 0) {
+            if (rs != 0xf0) break; // end block
+            k += 16;
+         } else {
+            k += r;
+            // decode into unzigzag'd location
+            zig = stbi__jpeg_dezigzag[k++];
+            data[zig] = (short) (stbi__extend_receive(j,s) * dequant[zig]);
+         }
+      }
+   } while (k < 64);
+   return 1;
+}
+
+static int stbi__jpeg_decode_block_prog_dc(stbi__jpeg *j, short data[64], stbi__huffman *hdc, int b)
+{
+   int diff,dc;
+   int t;
+   if (j->spec_end != 0) return stbi__err("can't merge dc and ac", "Corrupt JPEG");
+
+   if (j->code_bits < 16) stbi__grow_buffer_unsafe(j);
+
+   if (j->succ_high == 0) {
+      // first scan for DC coefficient, must be first
+      memset(data,0,64*sizeof(data[0])); // 0 all the ac values now
+      t = stbi__jpeg_huff_decode(j, hdc);
+      if (t < 0 || t > 15) return stbi__err("can't merge dc and ac", "Corrupt JPEG");
+      diff = t ? stbi__extend_receive(j, t) : 0;
+
+      if (!stbi__addints_valid(j->img_comp[b].dc_pred, diff)) return stbi__err("bad delta", "Corrupt JPEG");
+      dc = j->img_comp[b].dc_pred + diff;
+      j->img_comp[b].dc_pred = dc;
+      if (!stbi__mul2shorts_valid(dc, 1 << j->succ_low)) return stbi__err("can't merge dc and ac", "Corrupt JPEG");
+      data[0] = (short) (dc * (1 << j->succ_low));
+   } else {
+      // refinement scan for DC coefficient
+      if (stbi__jpeg_get_bit(j))
+         data[0] += (short) (1 << j->succ_low);
+   }
+   return 1;
+}
+
+// @OPTIMIZE: store non-zigzagged during the decode passes,
+// and only de-zigzag when dequantizing
+static int stbi__jpeg_decode_block_prog_ac(stbi__jpeg *j, short data[64], stbi__huffman *hac, stbi__int16 *fac)
+{
+   int k;
+   if (j->spec_start == 0) return stbi__err("can't merge dc and ac", "Corrupt JPEG");
+
+   if (j->succ_high == 0) {
+      int shift = j->succ_low;
+
+      if (j->eob_run) {
+         --j->eob_run;
+         return 1;
+      }
+
+      k = j->spec_start;
+      do {
+         unsigned int zig;
+         int c,r,s;
+         if (j->code_bits < 16) stbi__grow_buffer_unsafe(j);
+         c = (j->code_buffer >> (32 - FAST_BITS)) & ((1 << FAST_BITS)-1);
+         r = fac[c];
+         if (r) { // fast-AC path
+            k += (r >> 4) & 15; // run
+            s = r & 15; // combined length
+            if (s > j->code_bits) return stbi__err("bad huffman code", "Combined length longer than code bits available");
+            j->code_buffer <<= s;
+            j->code_bits -= s;
+            zig = stbi__jpeg_dezigzag[k++];
+            data[zig] = (short) ((r >> 8) * (1 << shift));
+         } else {
+            int rs = stbi__jpeg_huff_decode(j, hac);
+            if (rs < 0) return stbi__err("bad huffman code","Corrupt JPEG");
+            s = rs & 15;
+            r = rs >> 4;
+            if (s == 0) {
+               if (r < 15) {
+                  j->eob_run = (1 << r);
+                  if (r)
+                     j->eob_run += stbi__jpeg_get_bits(j, r);
+                  --j->eob_run;
+                  break;
+               }
+               k += 16;
+            } else {
+               k += r;
+               zig = stbi__jpeg_dezigzag[k++];
+               data[zig] = (short) (stbi__extend_receive(j,s) * (1 << shift));
+            }
+         }
+      } while (k <= j->spec_end);
+   } else {
+      // refinement scan for these AC coefficients
+
+      short bit = (short) (1 << j->succ_low);
+
+      if (j->eob_run) {
+         --j->eob_run;
+         for (k = j->spec_start; k <= j->spec_end; ++k) {
+            short *p = &data[stbi__jpeg_dezigzag[k]];
+            if (*p != 0)
+               if (stbi__jpeg_get_bit(j))
+                  if ((*p & bit)==0) {
+                     if (*p > 0)
+                        *p += bit;
+                     else
+                        *p -= bit;
+                  }
+         }
+      } else {
+         k = j->spec_start;
+         do {
+            int r,s;
+            int rs = stbi__jpeg_huff_decode(j, hac); // @OPTIMIZE see if we can use the fast path here, advance-by-r is so slow, eh
+            if (rs < 0) return stbi__err("bad huffman code","Corrupt JPEG");
+            s = rs & 15;
+            r = rs >> 4;
+            if (s == 0) {
+               if (r < 15) {
+                  j->eob_run = (1 << r) - 1;
+                  if (r)
+                     j->eob_run += stbi__jpeg_get_bits(j, r);
+                  r = 64; // force end of block
+               } else {
+                  // r=15 s=0 should write 16 0s, so we just do
+                  // a run of 15 0s and then write s (which is 0),
+                  // so we don't have to do anything special here
+               }
+            } else {
+               if (s != 1) return stbi__err("bad huffman code", "Corrupt JPEG");
+               // sign bit
+               if (stbi__jpeg_get_bit(j))
+                  s = bit;
+               else
+                  s = -bit;
+            }
+
+            // advance by r
+            while (k <= j->spec_end) {
+               short *p = &data[stbi__jpeg_dezigzag[k++]];
+               if (*p != 0) {
+                  if (stbi__jpeg_get_bit(j))
+                     if ((*p & bit)==0) {
+                        if (*p > 0)
+                           *p += bit;
+                        else
+                           *p -= bit;
+                     }
+               } else {
+                  if (r == 0) {
+                     *p = (short) s;
+                     break;
+                  }
+                  --r;
+               }
+            }
+         } while (k <= j->spec_end);
+      }
+   }
+   return 1;
+}
+
+// take a -128..127 value and stbi__clamp it and convert to 0..255
+stbi_inline static stbi_uc stbi__clamp(int x)
+{
+   // trick to use a single test to catch both cases
+   if ((unsigned int) x > 255) {
+      if (x < 0) return 0;
+      if (x > 255) return 255;
+   }
+   return (stbi_uc) x;
+}
+
+#define stbi__f2f(x)  ((int) (((x) * 4096 + 0.5)))
+#define stbi__fsh(x)  ((x) * 4096)
+
+// derived from jidctint -- DCT_ISLOW
+#define STBI__IDCT_1D(s0,s1,s2,s3,s4,s5,s6,s7) \
+   int t0,t1,t2,t3,p1,p2,p3,p4,p5,x0,x1,x2,x3; \
+   p2 = s2;                                    \
+   p3 = s6;                                    \
+   p1 = (p2+p3) * stbi__f2f(0.5411961f);       \
+   t2 = p1 + p3*stbi__f2f(-1.847759065f);      \
+   t3 = p1 + p2*stbi__f2f( 0.765366865f);      \
+   p2 = s0;                                    \
+   p3 = s4;                                    \
+   t0 = stbi__fsh(p2+p3);                      \
+   t1 = stbi__fsh(p2-p3);                      \
+   x0 = t0+t3;                                 \
+   x3 = t0-t3;                                 \
+   x1 = t1+t2;                                 \
+   x2 = t1-t2;                                 \
+   t0 = s7;                                    \
+   t1 = s5;                                    \
+   t2 = s3;                                    \
+   t3 = s1;                                    \
+   p3 = t0+t2;                                 \
+   p4 = t1+t3;                                 \
+   p1 = t0+t3;                                 \
+   p2 = t1+t2;                                 \
+   p5 = (p3+p4)*stbi__f2f( 1.175875602f);      \
+   t0 = t0*stbi__f2f( 0.298631336f);           \
+   t1 = t1*stbi__f2f( 2.053119869f);           \
+   t2 = t2*stbi__f2f( 3.072711026f);           \
+   t3 = t3*stbi__f2f( 1.501321110f);           \
+   p1 = p5 + p1*stbi__f2f(-0.899976223f);      \
+   p2 = p5 + p2*stbi__f2f(-2.562915447f);      \
+   p3 = p3*stbi__f2f(-1.961570560f);           \
+   p4 = p4*stbi__f2f(-0.390180644f);           \
+   t3 += p1+p4;                                \
+   t2 += p2+p3;                                \
+   t1 += p2+p4;                                \
+   t0 += p1+p3;
+
+static void stbi__idct_block(stbi_uc *out, int out_stride, short data[64])
+{
+   int i,val[64],*v=val;
+   stbi_uc *o;
+   short *d = data;
+
+   // columns
+   for (i=0; i < 8; ++i,++d, ++v) {
+      // if all zeroes, shortcut -- this avoids dequantizing 0s and IDCTing
+      if (d[ 8]==0 && d[16]==0 && d[24]==0 && d[32]==0
+           && d[40]==0 && d[48]==0 && d[56]==0) {
+         //    no shortcut                 0     seconds
+         //    (1|2|3|4|5|6|7)==0          0     seconds
+         //    all separate               -0.047 seconds
+         //    1 && 2|3 && 4|5 && 6|7:    -0.047 seconds
+         int dcterm = d[0]*4;
+         v[0] = v[8] = v[16] = v[24] = v[32] = v[40] = v[48] = v[56] = dcterm;
+      } else {
+         STBI__IDCT_1D(d[ 0],d[ 8],d[16],d[24],d[32],d[40],d[48],d[56])
+         // constants scaled things up by 1<<12; let's bring them back
+         // down, but keep 2 extra bits of precision
+         x0 += 512; x1 += 512; x2 += 512; x3 += 512;
+         v[ 0] = (x0+t3) >> 10;
+         v[56] = (x0-t3) >> 10;
+         v[ 8] = (x1+t2) >> 10;
+         v[48] = (x1-t2) >> 10;
+         v[16] = (x2+t1) >> 10;
+         v[40] = (x2-t1) >> 10;
+         v[24] = (x3+t0) >> 10;
+         v[32] = (x3-t0) >> 10;
+      }
+   }
+
+   for (i=0, v=val, o=out; i < 8; ++i,v+=8,o+=out_stride) {
+      // no fast case since the first 1D IDCT spread components out
+      STBI__IDCT_1D(v[0],v[1],v[2],v[3],v[4],v[5],v[6],v[7])
+      // constants scaled things up by 1<<12, plus we had 1<<2 from first
+      // loop, plus horizontal and vertical each scale by sqrt(8) so together
+      // we've got an extra 1<<3, so 1<<17 total we need to remove.
+      // so we want to round that, which means adding 0.5 * 1<<17,
+      // aka 65536. Also, we'll end up with -128 to 127 that we want
+      // to encode as 0..255 by adding 128, so we'll add that before the shift
+      x0 += 65536 + (128<<17);
+      x1 += 65536 + (128<<17);
+      x2 += 65536 + (128<<17);
+      x3 += 65536 + (128<<17);
+      // tried computing the shifts into temps, or'ing the temps to see
+      // if any were out of range, but that was slower
+      o[0] = stbi__clamp((x0+t3) >> 17);
+      o[7] = stbi__clamp((x0-t3) >> 17);
+      o[1] = stbi__clamp((x1+t2) >> 17);
+      o[6] = stbi__clamp((x1-t2) >> 17);
+      o[2] = stbi__clamp((x2+t1) >> 17);
+      o[5] = stbi__clamp((x2-t1) >> 17);
+      o[3] = stbi__clamp((x3+t0) >> 17);
+      o[4] = stbi__clamp((x3-t0) >> 17);
+   }
+}
+
+#ifdef STBI_SSE2
+// sse2 integer IDCT. not the fastest possible implementation but it
+// produces bit-identical results to the generic C version so it's
+// fully "transparent".
+static void stbi__idct_simd(stbi_uc *out, int out_stride, short data[64])
+{
+   // This is constructed to match our regular (generic) integer IDCT exactly.
+   __m128i row0, row1, row2, row3, row4, row5, row6, row7;
+   __m128i tmp;
+
+   // dot product constant: even elems=x, odd elems=y
+   #define dct_const(x,y)  _mm_setr_epi16((x),(y),(x),(y),(x),(y),(x),(y))
+
+   // out(0) = c0[even]*x + c0[odd]*y   (c0, x, y 16-bit, out 32-bit)
+   // out(1) = c1[even]*x + c1[odd]*y
+   #define dct_rot(out0,out1, x,y,c0,c1) \
+      __m128i c0##lo = _mm_unpacklo_epi16((x),(y)); \
+      __m128i c0##hi = _mm_unpackhi_epi16((x),(y)); \
+      __m128i out0##_l = _mm_madd_epi16(c0##lo, c0); \
+      __m128i out0##_h = _mm_madd_epi16(c0##hi, c0); \
+      __m128i out1##_l = _mm_madd_epi16(c0##lo, c1); \
+      __m128i out1##_h = _mm_madd_epi16(c0##hi, c1)
+
+   // out = in << 12  (in 16-bit, out 32-bit)
+   #define dct_widen(out, in) \
+      __m128i out##_l = _mm_srai_epi32(_mm_unpacklo_epi16(_mm_setzero_si128(), (in)), 4); \
+      __m128i out##_h = _mm_srai_epi32(_mm_unpackhi_epi16(_mm_setzero_si128(), (in)), 4)
+
+   // wide add
+   #define dct_wadd(out, a, b) \
+      __m128i out##_l = _mm_add_epi32(a##_l, b##_l); \
+      __m128i out##_h = _mm_add_epi32(a##_h, b##_h)
+
+   // wide sub
+   #define dct_wsub(out, a, b) \
+      __m128i out##_l = _mm_sub_epi32(a##_l, b##_l); \
+      __m128i out##_h = _mm_sub_epi32(a##_h, b##_h)
+
+   // butterfly a/b, add bias, then shift by "s" and pack
+   #define dct_bfly32o(out0, out1, a,b,bias,s) \
+      { \
+         __m128i abiased_l = _mm_add_epi32(a##_l, bias); \
+         __m128i abiased_h = _mm_add_epi32(a##_h, bias); \
+         dct_wadd(sum, abiased, b); \
+         dct_wsub(dif, abiased, b); \
+         out0 = _mm_packs_epi32(_mm_srai_epi32(sum_l, s), _mm_srai_epi32(sum_h, s)); \
+         out1 = _mm_packs_epi32(_mm_srai_epi32(dif_l, s), _mm_srai_epi32(dif_h, s)); \
+      }
+
+   // 8-bit interleave step (for transposes)
+   #define dct_interleave8(a, b) \
+      tmp = a; \
+      a = _mm_unpacklo_epi8(a, b); \
+      b = _mm_unpackhi_epi8(tmp, b)
+
+   // 16-bit interleave step (for transposes)
+   #define dct_interleave16(a, b) \
+      tmp = a; \
+      a = _mm_unpacklo_epi16(a, b); \
+      b = _mm_unpackhi_epi16(tmp, b)
+
+   #define dct_pass(bias,shift) \
+      { \
+         /* even part */ \
+         dct_rot(t2e,t3e, row2,row6, rot0_0,rot0_1); \
+         __m128i sum04 = _mm_add_epi16(row0, row4); \
+         __m128i dif04 = _mm_sub_epi16(row0, row4); \
+         dct_widen(t0e, sum04); \
+         dct_widen(t1e, dif04); \
+         dct_wadd(x0, t0e, t3e); \
+         dct_wsub(x3, t0e, t3e); \
+         dct_wadd(x1, t1e, t2e); \
+         dct_wsub(x2, t1e, t2e); \
+         /* odd part */ \
+         dct_rot(y0o,y2o, row7,row3, rot2_0,rot2_1); \
+         dct_rot(y1o,y3o, row5,row1, rot3_0,rot3_1); \
+         __m128i sum17 = _mm_add_epi16(row1, row7); \
+         __m128i sum35 = _mm_add_epi16(row3, row5); \
+         dct_rot(y4o,y5o, sum17,sum35, rot1_0,rot1_1); \
+         dct_wadd(x4, y0o, y4o); \
+         dct_wadd(x5, y1o, y5o); \
+         dct_wadd(x6, y2o, y5o); \
+         dct_wadd(x7, y3o, y4o); \
+         dct_bfly32o(row0,row7, x0,x7,bias,shift); \
+         dct_bfly32o(row1,row6, x1,x6,bias,shift); \
+         dct_bfly32o(row2,row5, x2,x5,bias,shift); \
+         dct_bfly32o(row3,row4, x3,x4,bias,shift); \
+      }
+
+   __m128i rot0_0 = dct_const(stbi__f2f(0.5411961f), stbi__f2f(0.5411961f) + stbi__f2f(-1.847759065f));
+   __m128i rot0_1 = dct_const(stbi__f2f(0.5411961f) + stbi__f2f( 0.765366865f), stbi__f2f(0.5411961f));
+   __m128i rot1_0 = dct_const(stbi__f2f(1.175875602f) + stbi__f2f(-0.899976223f), stbi__f2f(1.175875602f));
+   __m128i rot1_1 = dct_const(stbi__f2f(1.175875602f), stbi__f2f(1.175875602f) + stbi__f2f(-2.562915447f));
+   __m128i rot2_0 = dct_const(stbi__f2f(-1.961570560f) + stbi__f2f( 0.298631336f), stbi__f2f(-1.961570560f));
+   __m128i rot2_1 = dct_const(stbi__f2f(-1.961570560f), stbi__f2f(-1.961570560f) + stbi__f2f( 3.072711026f));
+   __m128i rot3_0 = dct_const(stbi__f2f(-0.390180644f) + stbi__f2f( 2.053119869f), stbi__f2f(-0.390180644f));
+   __m128i rot3_1 = dct_const(stbi__f2f(-0.390180644f), stbi__f2f(-0.390180644f) + stbi__f2f( 1.501321110f));
+
+   // rounding biases in column/row passes, see stbi__idct_block for explanation.
+   __m128i bias_0 = _mm_set1_epi32(512);
+   __m128i bias_1 = _mm_set1_epi32(65536 + (128<<17));
+
+   // load
+   row0 = _mm_load_si128((const __m128i *) (data + 0*8));
+   row1 = _mm_load_si128((const __m128i *) (data + 1*8));
+   row2 = _mm_load_si128((const __m128i *) (data + 2*8));
+   row3 = _mm_load_si128((const __m128i *) (data + 3*8));
+   row4 = _mm_load_si128((const __m128i *) (data + 4*8));
+   row5 = _mm_load_si128((const __m128i *) (data + 5*8));
+   row6 = _mm_load_si128((const __m128i *) (data + 6*8));
+   row7 = _mm_load_si128((const __m128i *) (data + 7*8));
+
+   // column pass
+   dct_pass(bias_0, 10);
+
+   {
+      // 16bit 8x8 transpose pass 1
+      dct_interleave16(row0, row4);
+      dct_interleave16(row1, row5);
+      dct_interleave16(row2, row6);
+      dct_interleave16(row3, row7);
+
+      // transpose pass 2
+      dct_interleave16(row0, row2);
+      dct_interleave16(row1, row3);
+      dct_interleave16(row4, row6);
+      dct_interleave16(row5, row7);
+
+      // transpose pass 3
+      dct_interleave16(row0, row1);
+      dct_interleave16(row2, row3);
+      dct_interleave16(row4, row5);
+      dct_interleave16(row6, row7);
+   }
+
+   // row pass
+   dct_pass(bias_1, 17);
+
+   {
+      // pack
+      __m128i p0 = _mm_packus_epi16(row0, row1); // a0a1a2a3...a7b0b1b2b3...b7
+      __m128i p1 = _mm_packus_epi16(row2, row3);
+      __m128i p2 = _mm_packus_epi16(row4, row5);
+      __m128i p3 = _mm_packus_epi16(row6, row7);
+
+      // 8bit 8x8 transpose pass 1
+      dct_interleave8(p0, p2); // a0e0a1e1...
+      dct_interleave8(p1, p3); // c0g0c1g1...
+
+      // transpose pass 2
+      dct_interleave8(p0, p1); // a0c0e0g0...
+      dct_interleave8(p2, p3); // b0d0f0h0...
+
+      // transpose pass 3
+      dct_interleave8(p0, p2); // a0b0c0d0...
+      dct_interleave8(p1, p3); // a4b4c4d4...
+
+      // store
+      _mm_storel_epi64((__m128i *) out, p0); out += out_stride;
+      _mm_storel_epi64((__m128i *) out, _mm_shuffle_epi32(p0, 0x4e)); out += out_stride;
+      _mm_storel_epi64((__m128i *) out, p2); out += out_stride;
+      _mm_storel_epi64((__m128i *) out, _mm_shuffle_epi32(p2, 0x4e)); out += out_stride;
+      _mm_storel_epi64((__m128i *) out, p1); out += out_stride;
+      _mm_storel_epi64((__m128i *) out, _mm_shuffle_epi32(p1, 0x4e)); out += out_stride;
+      _mm_storel_epi64((__m128i *) out, p3); out += out_stride;
+      _mm_storel_epi64((__m128i *) out, _mm_shuffle_epi32(p3, 0x4e));
+   }
+
+#undef dct_const
+#undef dct_rot
+#undef dct_widen
+#undef dct_wadd
+#undef dct_wsub
+#undef dct_bfly32o
+#undef dct_interleave8
+#undef dct_interleave16
+#undef dct_pass
+}
+
+#endif // STBI_SSE2
+
+#ifdef STBI_NEON
+
+// NEON integer IDCT. should produce bit-identical
+// results to the generic C version.
+static void stbi__idct_simd(stbi_uc *out, int out_stride, short data[64])
+{
+   int16x8_t row0, row1, row2, row3, row4, row5, row6, row7;
+
+   int16x4_t rot0_0 = vdup_n_s16(stbi__f2f(0.5411961f));
+   int16x4_t rot0_1 = vdup_n_s16(stbi__f2f(-1.847759065f));
+   int16x4_t rot0_2 = vdup_n_s16(stbi__f2f( 0.765366865f));
+   int16x4_t rot1_0 = vdup_n_s16(stbi__f2f( 1.175875602f));
+   int16x4_t rot1_1 = vdup_n_s16(stbi__f2f(-0.899976223f));
+   int16x4_t rot1_2 = vdup_n_s16(stbi__f2f(-2.562915447f));
+   int16x4_t rot2_0 = vdup_n_s16(stbi__f2f(-1.961570560f));
+   int16x4_t rot2_1 = vdup_n_s16(stbi__f2f(-0.390180644f));
+   int16x4_t rot3_0 = vdup_n_s16(stbi__f2f( 0.298631336f));
+   int16x4_t rot3_1 = vdup_n_s16(stbi__f2f( 2.053119869f));
+   int16x4_t rot3_2 = vdup_n_s16(stbi__f2f( 3.072711026f));
+   int16x4_t rot3_3 = vdup_n_s16(stbi__f2f( 1.501321110f));
+
+#define dct_long_mul(out, inq, coeff) \
+   int32x4_t out##_l = vmull_s16(vget_low_s16(inq), coeff); \
+   int32x4_t out##_h = vmull_s16(vget_high_s16(inq), coeff)
+
+#define dct_long_mac(out, acc, inq, coeff) \
+   int32x4_t out##_l = vmlal_s16(acc##_l, vget_low_s16(inq), coeff); \
+   int32x4_t out##_h = vmlal_s16(acc##_h, vget_high_s16(inq), coeff)
+
+#define dct_widen(out, inq) \
+   int32x4_t out##_l = vshll_n_s16(vget_low_s16(inq), 12); \
+   int32x4_t out##_h = vshll_n_s16(vget_high_s16(inq), 12)
+
+// wide add
+#define dct_wadd(out, a, b) \
+   int32x4_t out##_l = vaddq_s32(a##_l, b##_l); \
+   int32x4_t out##_h = vaddq_s32(a##_h, b##_h)
+
+// wide sub
+#define dct_wsub(out, a, b) \
+   int32x4_t out##_l = vsubq_s32(a##_l, b##_l); \
+   int32x4_t out##_h = vsubq_s32(a##_h, b##_h)
+
+// butterfly a/b, then shift using "shiftop" by "s" and pack
+#define dct_bfly32o(out0,out1, a,b,shiftop,s) \
+   { \
+      dct_wadd(sum, a, b); \
+      dct_wsub(dif, a, b); \
+      out0 = vcombine_s16(shiftop(sum_l, s), shiftop(sum_h, s)); \
+      out1 = vcombine_s16(shiftop(dif_l, s), shiftop(dif_h, s)); \
+   }
+
+#define dct_pass(shiftop, shift) \
+   { \
+      /* even part */ \
+      int16x8_t sum26 = vaddq_s16(row2, row6); \
+      dct_long_mul(p1e, sum26, rot0_0); \
+      dct_long_mac(t2e, p1e, row6, rot0_1); \
+      dct_long_mac(t3e, p1e, row2, rot0_2); \
+      int16x8_t sum04 = vaddq_s16(row0, row4); \
+      int16x8_t dif04 = vsubq_s16(row0, row4); \
+      dct_widen(t0e, sum04); \
+      dct_widen(t1e, dif04); \
+      dct_wadd(x0, t0e, t3e); \
+      dct_wsub(x3, t0e, t3e); \
+      dct_wadd(x1, t1e, t2e); \
+      dct_wsub(x2, t1e, t2e); \
+      /* odd part */ \
+      int16x8_t sum15 = vaddq_s16(row1, row5); \
+      int16x8_t sum17 = vaddq_s16(row1, row7); \
+      int16x8_t sum35 = vaddq_s16(row3, row5); \
+      int16x8_t sum37 = vaddq_s16(row3, row7); \
+      int16x8_t sumodd = vaddq_s16(sum17, sum35); \
+      dct_long_mul(p5o, sumodd, rot1_0); \
+      dct_long_mac(p1o, p5o, sum17, rot1_1); \
+      dct_long_mac(p2o, p5o, sum35, rot1_2); \
+      dct_long_mul(p3o, sum37, rot2_0); \
+      dct_long_mul(p4o, sum15, rot2_1); \
+      dct_wadd(sump13o, p1o, p3o); \
+      dct_wadd(sump24o, p2o, p4o); \
+      dct_wadd(sump23o, p2o, p3o); \
+      dct_wadd(sump14o, p1o, p4o); \
+      dct_long_mac(x4, sump13o, row7, rot3_0); \
+      dct_long_mac(x5, sump24o, row5, rot3_1); \
+      dct_long_mac(x6, sump23o, row3, rot3_2); \
+      dct_long_mac(x7, sump14o, row1, rot3_3); \
+      dct_bfly32o(row0,row7, x0,x7,shiftop,shift); \
+      dct_bfly32o(row1,row6, x1,x6,shiftop,shift); \
+      dct_bfly32o(row2,row5, x2,x5,shiftop,shift); \
+      dct_bfly32o(row3,row4, x3,x4,shiftop,shift); \
+   }
+
+   // load
+   row0 = vld1q_s16(data + 0*8);
+   row1 = vld1q_s16(data + 1*8);
+   row2 = vld1q_s16(data + 2*8);
+   row3 = vld1q_s16(data + 3*8);
+   row4 = vld1q_s16(data + 4*8);
+   row5 = vld1q_s16(data + 5*8);
+   row6 = vld1q_s16(data + 6*8);
+   row7 = vld1q_s16(data + 7*8);
+
+   // add DC bias
+   row0 = vaddq_s16(row0, vsetq_lane_s16(1024, vdupq_n_s16(0), 0));
+
+   // column pass
+   dct_pass(vrshrn_n_s32, 10);
+
+   // 16bit 8x8 transpose
+   {
+// these three map to a single VTRN.16, VTRN.32, and VSWP, respectively.
+// whether compilers actually get this is another story, sadly.
+#define dct_trn16(x, y) { int16x8x2_t t = vtrnq_s16(x, y); x = t.val[0]; y = t.val[1]; }
+#define dct_trn32(x, y) { int32x4x2_t t = vtrnq_s32(vreinterpretq_s32_s16(x), vreinterpretq_s32_s16(y)); x = vreinterpretq_s16_s32(t.val[0]); y = vreinterpretq_s16_s32(t.val[1]); }
+#define dct_trn64(x, y) { int16x8_t x0 = x; int16x8_t y0 = y; x = vcombine_s16(vget_low_s16(x0), vget_low_s16(y0)); y = vcombine_s16(vget_high_s16(x0), vget_high_s16(y0)); }
+
+      // pass 1
+      dct_trn16(row0, row1); // a0b0a2b2a4b4a6b6
+      dct_trn16(row2, row3);
+      dct_trn16(row4, row5);
+      dct_trn16(row6, row7);
+
+      // pass 2
+      dct_trn32(row0, row2); // a0b0c0d0a4b4c4d4
+      dct_trn32(row1, row3);
+      dct_trn32(row4, row6);
+      dct_trn32(row5, row7);
+
+      // pass 3
+      dct_trn64(row0, row4); // a0b0c0d0e0f0g0h0
+      dct_trn64(row1, row5);
+      dct_trn64(row2, row6);
+      dct_trn64(row3, row7);
+
+#undef dct_trn16
+#undef dct_trn32
+#undef dct_trn64
+   }
+
+   // row pass
+   // vrshrn_n_s32 only supports shifts up to 16, we need
+   // 17. so do a non-rounding shift of 16 first then follow
+   // up with a rounding shift by 1.
+   dct_pass(vshrn_n_s32, 16);
+
+   {
+      // pack and round
+      uint8x8_t p0 = vqrshrun_n_s16(row0, 1);
+      uint8x8_t p1 = vqrshrun_n_s16(row1, 1);
+      uint8x8_t p2 = vqrshrun_n_s16(row2, 1);
+      uint8x8_t p3 = vqrshrun_n_s16(row3, 1);
+      uint8x8_t p4 = vqrshrun_n_s16(row4, 1);
+      uint8x8_t p5 = vqrshrun_n_s16(row5, 1);
+      uint8x8_t p6 = vqrshrun_n_s16(row6, 1);
+      uint8x8_t p7 = vqrshrun_n_s16(row7, 1);
+
+      // again, these can translate into one instruction, but often don't.
+#define dct_trn8_8(x, y) { uint8x8x2_t t = vtrn_u8(x, y); x = t.val[0]; y = t.val[1]; }
+#define dct_trn8_16(x, y) { uint16x4x2_t t = vtrn_u16(vreinterpret_u16_u8(x), vreinterpret_u16_u8(y)); x = vreinterpret_u8_u16(t.val[0]); y = vreinterpret_u8_u16(t.val[1]); }
+#define dct_trn8_32(x, y) { uint32x2x2_t t = vtrn_u32(vreinterpret_u32_u8(x), vreinterpret_u32_u8(y)); x = vreinterpret_u8_u32(t.val[0]); y = vreinterpret_u8_u32(t.val[1]); }
+
+      // sadly can't use interleaved stores here since we only write
+      // 8 bytes to each scan line!
+
+      // 8x8 8-bit transpose pass 1
+      dct_trn8_8(p0, p1);
+      dct_trn8_8(p2, p3);
+      dct_trn8_8(p4, p5);
+      dct_trn8_8(p6, p7);
+
+      // pass 2
+      dct_trn8_16(p0, p2);
+      dct_trn8_16(p1, p3);
+      dct_trn8_16(p4, p6);
+      dct_trn8_16(p5, p7);
+
+      // pass 3
+      dct_trn8_32(p0, p4);
+      dct_trn8_32(p1, p5);
+      dct_trn8_32(p2, p6);
+      dct_trn8_32(p3, p7);
+
+      // store
+      vst1_u8(out, p0); out += out_stride;
+      vst1_u8(out, p1); out += out_stride;
+      vst1_u8(out, p2); out += out_stride;
+      vst1_u8(out, p3); out += out_stride;
+      vst1_u8(out, p4); out += out_stride;
+      vst1_u8(out, p5); out += out_stride;
+      vst1_u8(out, p6); out += out_stride;
+      vst1_u8(out, p7);
+
+#undef dct_trn8_8
+#undef dct_trn8_16
+#undef dct_trn8_32
+   }
+
+#undef dct_long_mul
+#undef dct_long_mac
+#undef dct_widen
+#undef dct_wadd
+#undef dct_wsub
+#undef dct_bfly32o
+#undef dct_pass
+}
+
+#endif // STBI_NEON
+
+#define STBI__MARKER_none  0xff
+// if there's a pending marker from the entropy stream, return that
+// otherwise, fetch from the stream and get a marker. if there's no
+// marker, return 0xff, which is never a valid marker value
+static stbi_uc stbi__get_marker(stbi__jpeg *j)
+{
+   stbi_uc x;
+   if (j->marker != STBI__MARKER_none) { x = j->marker; j->marker = STBI__MARKER_none; return x; }
+   x = stbi__get8(j->s);
+   if (x != 0xff) return STBI__MARKER_none;
+   while (x == 0xff)
+      x = stbi__get8(j->s); // consume repeated 0xff fill bytes
+   return x;
+}
+
+// in each scan, we'll have scan_n components, and the order
+// of the components is specified by order[]
+#define STBI__RESTART(x)     ((x) >= 0xd0 && (x) <= 0xd7)
+
+// after a restart interval, stbi__jpeg_reset the entropy decoder and
+// the dc prediction
+static void stbi__jpeg_reset(stbi__jpeg *j)
+{
+   j->code_bits = 0;
+   j->code_buffer = 0;
+   j->nomore = 0;
+   j->img_comp[0].dc_pred = j->img_comp[1].dc_pred = j->img_comp[2].dc_pred = j->img_comp[3].dc_pred = 0;
+   j->marker = STBI__MARKER_none;
+   j->todo = j->restart_interval ? j->restart_interval : 0x7fffffff;
+   j->eob_run = 0;
+   // no more than 1<<31 MCUs if no restart_interal? that's plenty safe,
+   // since we don't even allow 1<<30 pixels
+}
+
+static int stbi__parse_entropy_coded_data(stbi__jpeg *z)
+{
+   stbi__jpeg_reset(z);
+   if (!z->progressive) {
+      if (z->scan_n == 1) {
+         int i,j;
+         STBI_SIMD_ALIGN(short, data[64]);
+         int n = z->order[0];
+         // non-interleaved data, we just need to process one block at a time,
+         // in trivial scanline order
+         // number of blocks to do just depends on how many actual "pixels" this
+         // component has, independent of interleaved MCU blocking and such
+         int w = (z->img_comp[n].x+7) >> 3;
+         int h = (z->img_comp[n].y+7) >> 3;
+         for (j=0; j < h; ++j) {
+            for (i=0; i < w; ++i) {
+               int ha = z->img_comp[n].ha;
+               if (!stbi__jpeg_decode_block(z, data, z->huff_dc+z->img_comp[n].hd, z->huff_ac+ha, z->fast_ac[ha], n, z->dequant[z->img_comp[n].tq])) return 0;
+               z->idct_block_kernel(z->img_comp[n].data+z->img_comp[n].w2*j*8+i*8, z->img_comp[n].w2, data);
+               // every data block is an MCU, so countdown the restart interval
+               if (--z->todo <= 0) {
+                  if (z->code_bits < 24) stbi__grow_buffer_unsafe(z);
+                  // if it's NOT a restart, then just bail, so we get corrupt data
+                  // rather than no data
+                  if (!STBI__RESTART(z->marker)) return 1;
+                  stbi__jpeg_reset(z);
+               }
+            }
+         }
+         return 1;
+      } else { // interleaved
+         int i,j,k,x,y;
+         STBI_SIMD_ALIGN(short, data[64]);
+         for (j=0; j < z->img_mcu_y; ++j) {
+            for (i=0; i < z->img_mcu_x; ++i) {
+               // scan an interleaved mcu... process scan_n components in order
+               for (k=0; k < z->scan_n; ++k) {
+                  int n = z->order[k];
+                  // scan out an mcu's worth of this component; that's just determined
+                  // by the basic H and V specified for the component
+                  for (y=0; y < z->img_comp[n].v; ++y) {
+                     for (x=0; x < z->img_comp[n].h; ++x) {
+                        int x2 = (i*z->img_comp[n].h + x)*8;
+                        int y2 = (j*z->img_comp[n].v + y)*8;
+                        int ha = z->img_comp[n].ha;
+                        if (!stbi__jpeg_decode_block(z, data, z->huff_dc+z->img_comp[n].hd, z->huff_ac+ha, z->fast_ac[ha], n, z->dequant[z->img_comp[n].tq])) return 0;
+                        z->idct_block_kernel(z->img_comp[n].data+z->img_comp[n].w2*y2+x2, z->img_comp[n].w2, data);
+                     }
+                  }
+               }
+               // after all interleaved components, that's an interleaved MCU,
+               // so now count down the restart interval
+               if (--z->todo <= 0) {
+                  if (z->code_bits < 24) stbi__grow_buffer_unsafe(z);
+                  if (!STBI__RESTART(z->marker)) return 1;
+                  stbi__jpeg_reset(z);
+               }
+            }
+         }
+         return 1;
+      }
+   } else {
+      if (z->scan_n == 1) {
+         int i,j;
+         int n = z->order[0];
+         // non-interleaved data, we just need to process one block at a time,
+         // in trivial scanline order
+         // number of blocks to do just depends on how many actual "pixels" this
+         // component has, independent of interleaved MCU blocking and such
+         int w = (z->img_comp[n].x+7) >> 3;
+         int h = (z->img_comp[n].y+7) >> 3;
+         for (j=0; j < h; ++j) {
+            for (i=0; i < w; ++i) {
+               short *data = z->img_comp[n].coeff + 64 * (i + j * z->img_comp[n].coeff_w);
+               if (z->spec_start == 0) {
+                  if (!stbi__jpeg_decode_block_prog_dc(z, data, &z->huff_dc[z->img_comp[n].hd], n))
+                     return 0;
+               } else {
+                  int ha = z->img_comp[n].ha;
+                  if (!stbi__jpeg_decode_block_prog_ac(z, data, &z->huff_ac[ha], z->fast_ac[ha]))
+                     return 0;
+               }
+               // every data block is an MCU, so countdown the restart interval
+               if (--z->todo <= 0) {
+                  if (z->code_bits < 24) stbi__grow_buffer_unsafe(z);
+                  if (!STBI__RESTART(z->marker)) return 1;
+                  stbi__jpeg_reset(z);
+               }
+            }
+         }
+         return 1;
+      } else { // interleaved
+         int i,j,k,x,y;
+         for (j=0; j < z->img_mcu_y; ++j) {
+            for (i=0; i < z->img_mcu_x; ++i) {
+               // scan an interleaved mcu... process scan_n components in order
+               for (k=0; k < z->scan_n; ++k) {
+                  int n = z->order[k];
+                  // scan out an mcu's worth of this component; that's just determined
+                  // by the basic H and V specified for the component
+                  for (y=0; y < z->img_comp[n].v; ++y) {
+                     for (x=0; x < z->img_comp[n].h; ++x) {
+                        int x2 = (i*z->img_comp[n].h + x);
+                        int y2 = (j*z->img_comp[n].v + y);
+                        short *data = z->img_comp[n].coeff + 64 * (x2 + y2 * z->img_comp[n].coeff_w);
+                        if (!stbi__jpeg_decode_block_prog_dc(z, data, &z->huff_dc[z->img_comp[n].hd], n))
+                           return 0;
+                     }
+                  }
+               }
+               // after all interleaved components, that's an interleaved MCU,
+               // so now count down the restart interval
+               if (--z->todo <= 0) {
+                  if (z->code_bits < 24) stbi__grow_buffer_unsafe(z);
+                  if (!STBI__RESTART(z->marker)) return 1;
+                  stbi__jpeg_reset(z);
+               }
+            }
+         }
+         return 1;
+      }
+   }
+}
+
+static void stbi__jpeg_dequantize(short *data, stbi__uint16 *dequant)
+{
+   int i;
+   for (i=0; i < 64; ++i)
+      data[i] *= dequant[i];
+}
+
+static void stbi__jpeg_finish(stbi__jpeg *z)
+{
+   if (z->progressive) {
+      // dequantize and idct the data
+      int i,j,n;
+      for (n=0; n < z->s->img_n; ++n) {
+         int w = (z->img_comp[n].x+7) >> 3;
+         int h = (z->img_comp[n].y+7) >> 3;
+         for (j=0; j < h; ++j) {
+            for (i=0; i < w; ++i) {
+               short *data = z->img_comp[n].coeff + 64 * (i + j * z->img_comp[n].coeff_w);
+               stbi__jpeg_dequantize(data, z->dequant[z->img_comp[n].tq]);
+               z->idct_block_kernel(z->img_comp[n].data+z->img_comp[n].w2*j*8+i*8, z->img_comp[n].w2, data);
+            }
+         }
+      }
+   }
+}
+
+static int stbi__process_marker(stbi__jpeg *z, int m)
+{
+   int L;
+   switch (m) {
+      case STBI__MARKER_none: // no marker found
+         return stbi__err("expected marker","Corrupt JPEG");
+
+      case 0xDD: // DRI - specify restart interval
+         if (stbi__get16be(z->s) != 4) return stbi__err("bad DRI len","Corrupt JPEG");
+         z->restart_interval = stbi__get16be(z->s);
+         return 1;
+
+      case 0xDB: // DQT - define quantization table
+         L = stbi__get16be(z->s)-2;
+         while (L > 0) {
+            int q = stbi__get8(z->s);
+            int p = q >> 4, sixteen = (p != 0);
+            int t = q & 15,i;
+            if (p != 0 && p != 1) return stbi__err("bad DQT type","Corrupt JPEG");
+            if (t > 3) return stbi__err("bad DQT table","Corrupt JPEG");
+
+            for (i=0; i < 64; ++i)
+               z->dequant[t][stbi__jpeg_dezigzag[i]] = (stbi__uint16)(sixteen ? stbi__get16be(z->s) : stbi__get8(z->s));
+            L -= (sixteen ? 129 : 65);
+         }
+         return L==0;
+
+      case 0xC4: // DHT - define huffman table
+         L = stbi__get16be(z->s)-2;
+         while (L > 0) {
+            stbi_uc *v;
+            int sizes[16],i,n=0;
+            int q = stbi__get8(z->s);
+            int tc = q >> 4;
+            int th = q & 15;
+            if (tc > 1 || th > 3) return stbi__err("bad DHT header","Corrupt JPEG");
+            for (i=0; i < 16; ++i) {
+               sizes[i] = stbi__get8(z->s);
+               n += sizes[i];
+            }
+            if(n > 256) return stbi__err("bad DHT header","Corrupt JPEG"); // Loop over i < n would write past end of values!
+            L -= 17;
+            if (tc == 0) {
+               if (!stbi__build_huffman(z->huff_dc+th, sizes)) return 0;
+               v = z->huff_dc[th].values;
+            } else {
+               if (!stbi__build_huffman(z->huff_ac+th, sizes)) return 0;
+               v = z->huff_ac[th].values;
+            }
+            for (i=0; i < n; ++i)
+               v[i] = stbi__get8(z->s);
+            if (tc != 0)
+               stbi__build_fast_ac(z->fast_ac[th], z->huff_ac + th);
+            L -= n;
+         }
+         return L==0;
+   }
+
+   // check for comment block or APP blocks
+   if ((m >= 0xE0 && m <= 0xEF) || m == 0xFE) {
+      L = stbi__get16be(z->s);
+      if (L < 2) {
+         if (m == 0xFE)
+            return stbi__err("bad COM len","Corrupt JPEG");
+         else
+            return stbi__err("bad APP len","Corrupt JPEG");
+      }
+      L -= 2;
+
+      if (m == 0xE0 && L >= 5) { // JFIF APP0 segment
+         static const unsigned char tag[5] = {'J','F','I','F','\0'};
+         int ok = 1;
+         int i;
+         for (i=0; i < 5; ++i)
+            if (stbi__get8(z->s) != tag[i])
+               ok = 0;
+         L -= 5;
+         if (ok)
+            z->jfif = 1;
+      } else if (m == 0xEE && L >= 12) { // Adobe APP14 segment
+         static const unsigned char tag[6] = {'A','d','o','b','e','\0'};
+         int ok = 1;
+         int i;
+         for (i=0; i < 6; ++i)
+            if (stbi__get8(z->s) != tag[i])
+               ok = 0;
+         L -= 6;
+         if (ok) {
+            stbi__get8(z->s); // version
+            stbi__get16be(z->s); // flags0
+            stbi__get16be(z->s); // flags1
+            z->app14_color_transform = stbi__get8(z->s); // color transform
+            L -= 6;
+         }
+      }
+
+      stbi__skip(z->s, L);
+      return 1;
+   }
+
+   return stbi__err("unknown marker","Corrupt JPEG");
+}
+
+// after we see SOS
+static int stbi__process_scan_header(stbi__jpeg *z)
+{
+   int i;
+   int Ls = stbi__get16be(z->s);
+   z->scan_n = stbi__get8(z->s);
+   if (z->scan_n < 1 || z->scan_n > 4 || z->scan_n > (int) z->s->img_n) return stbi__err("bad SOS component count","Corrupt JPEG");
+   if (Ls != 6+2*z->scan_n) return stbi__err("bad SOS len","Corrupt JPEG");
+   for (i=0; i < z->scan_n; ++i) {
+      int id = stbi__get8(z->s), which;
+      int q = stbi__get8(z->s);
+      for (which = 0; which < z->s->img_n; ++which)
+         if (z->img_comp[which].id == id)
+            break;
+      if (which == z->s->img_n) return 0; // no match
+      z->img_comp[which].hd = q >> 4;   if (z->img_comp[which].hd > 3) return stbi__err("bad DC huff","Corrupt JPEG");
+      z->img_comp[which].ha = q & 15;   if (z->img_comp[which].ha > 3) return stbi__err("bad AC huff","Corrupt JPEG");
+      z->order[i] = which;
+   }
+
+   {
+      int aa;
+      z->spec_start = stbi__get8(z->s);
+      z->spec_end   = stbi__get8(z->s); // should be 63, but might be 0
+      aa = stbi__get8(z->s);
+      z->succ_high = (aa >> 4);
+      z->succ_low  = (aa & 15);
+      if (z->progressive) {
+         if (z->spec_start > 63 || z->spec_end > 63  || z->spec_start > z->spec_end || z->succ_high > 13 || z->succ_low > 13)
+            return stbi__err("bad SOS", "Corrupt JPEG");
+      } else {
+         if (z->spec_start != 0) return stbi__err("bad SOS","Corrupt JPEG");
+         if (z->succ_high != 0 || z->succ_low != 0) return stbi__err("bad SOS","Corrupt JPEG");
+         z->spec_end = 63;
+      }
+   }
+
+   return 1;
+}
+
+static int stbi__free_jpeg_components(stbi__jpeg *z, int ncomp, int why)
+{
+   int i;
+   for (i=0; i < ncomp; ++i) {
+      if (z->img_comp[i].raw_data) {
+         STBI_FREE(z->img_comp[i].raw_data);
+         z->img_comp[i].raw_data = NULL;
+         z->img_comp[i].data = NULL;
+      }
+      if (z->img_comp[i].raw_coeff) {
+         STBI_FREE(z->img_comp[i].raw_coeff);
+         z->img_comp[i].raw_coeff = 0;
+         z->img_comp[i].coeff = 0;
+      }
+      if (z->img_comp[i].linebuf) {
+         STBI_FREE(z->img_comp[i].linebuf);
+         z->img_comp[i].linebuf = NULL;
+      }
+   }
+   return why;
+}
+
+static int stbi__process_frame_header(stbi__jpeg *z, int scan)
+{
+   stbi__context *s = z->s;
+   int Lf,p,i,q, h_max=1,v_max=1,c;
+   Lf = stbi__get16be(s);         if (Lf < 11) return stbi__err("bad SOF len","Corrupt JPEG"); // JPEG
+   p  = stbi__get8(s);            if (p != 8) return stbi__err("only 8-bit","JPEG format not supported: 8-bit only"); // JPEG baseline
+   s->img_y = stbi__get16be(s);   if (s->img_y == 0) return stbi__err("no header height", "JPEG format not supported: delayed height"); // Legal, but we don't handle it--but neither does IJG
+   s->img_x = stbi__get16be(s);   if (s->img_x == 0) return stbi__err("0 width","Corrupt JPEG"); // JPEG requires
+   if (s->img_y > STBI_MAX_DIMENSIONS) return stbi__err("too large","Very large image (corrupt?)");
+   if (s->img_x > STBI_MAX_DIMENSIONS) return stbi__err("too large","Very large image (corrupt?)");
+   c = stbi__get8(s);
+   if (c != 3 && c != 1 && c != 4) return stbi__err("bad component count","Corrupt JPEG");
+   s->img_n = c;
+   for (i=0; i < c; ++i) {
+      z->img_comp[i].data = NULL;
+      z->img_comp[i].linebuf = NULL;
+   }
+
+   if (Lf != 8+3*s->img_n) return stbi__err("bad SOF len","Corrupt JPEG");
+
+   z->rgb = 0;
+   for (i=0; i < s->img_n; ++i) {
+      static const unsigned char rgb[3] = { 'R', 'G', 'B' };
+      z->img_comp[i].id = stbi__get8(s);
+      if (s->img_n == 3 && z->img_comp[i].id == rgb[i])
+         ++z->rgb;
+      q = stbi__get8(s);
+      z->img_comp[i].h = (q >> 4);  if (!z->img_comp[i].h || z->img_comp[i].h > 4) return stbi__err("bad H","Corrupt JPEG");
+      z->img_comp[i].v = q & 15;    if (!z->img_comp[i].v || z->img_comp[i].v > 4) return stbi__err("bad V","Corrupt JPEG");
+      z->img_comp[i].tq = stbi__get8(s);  if (z->img_comp[i].tq > 3) return stbi__err("bad TQ","Corrupt JPEG");
+   }
+
+   if (scan != STBI__SCAN_load) return 1;
+
+   if (!stbi__mad3sizes_valid(s->img_x, s->img_y, s->img_n, 0)) return stbi__err("too large", "Image too large to decode");
+
+   for (i=0; i < s->img_n; ++i) {
+      if (z->img_comp[i].h > h_max) h_max = z->img_comp[i].h;
+      if (z->img_comp[i].v > v_max) v_max = z->img_comp[i].v;
+   }
+
+   // check that plane subsampling factors are integer ratios; our resamplers can't deal with fractional ratios
+   // and I've never seen a non-corrupted JPEG file actually use them
+   for (i=0; i < s->img_n; ++i) {
+      if (h_max % z->img_comp[i].h != 0) return stbi__err("bad H","Corrupt JPEG");
+      if (v_max % z->img_comp[i].v != 0) return stbi__err("bad V","Corrupt JPEG");
+   }
+
+   // compute interleaved mcu info
+   z->img_h_max = h_max;
+   z->img_v_max = v_max;
+   z->img_mcu_w = h_max * 8;
+   z->img_mcu_h = v_max * 8;
+   // these sizes can't be more than 17 bits
+   z->img_mcu_x = (s->img_x + z->img_mcu_w-1) / z->img_mcu_w;
+   z->img_mcu_y = (s->img_y + z->img_mcu_h-1) / z->img_mcu_h;
+
+   for (i=0; i < s->img_n; ++i) {
+      // number of effective pixels (e.g. for non-interleaved MCU)
+      z->img_comp[i].x = (s->img_x * z->img_comp[i].h + h_max-1) / h_max;
+      z->img_comp[i].y = (s->img_y * z->img_comp[i].v + v_max-1) / v_max;
+      // to simplify generation, we'll allocate enough memory to decode
+      // the bogus oversized data from using interleaved MCUs and their
+      // big blocks (e.g. a 16x16 iMCU on an image of width 33); we won't
+      // discard the extra data until colorspace conversion
+      //
+      // img_mcu_x, img_mcu_y: <=17 bits; comp[i].h and .v are <=4 (checked earlier)
+      // so these muls can't overflow with 32-bit ints (which we require)
+      z->img_comp[i].w2 = z->img_mcu_x * z->img_comp[i].h * 8;
+      z->img_comp[i].h2 = z->img_mcu_y * z->img_comp[i].v * 8;
+      z->img_comp[i].coeff = 0;
+      z->img_comp[i].raw_coeff = 0;
+      z->img_comp[i].linebuf = NULL;
+      z->img_comp[i].raw_data = stbi__malloc_mad2(z->img_comp[i].w2, z->img_comp[i].h2, 15);
+      if (z->img_comp[i].raw_data == NULL)
+         return stbi__free_jpeg_components(z, i+1, stbi__err("outofmem", "Out of memory"));
+      // align blocks for idct using mmx/sse
+      z->img_comp[i].data = (stbi_uc*) (((size_t) z->img_comp[i].raw_data + 15) & ~15);
+      if (z->progressive) {
+         // w2, h2 are multiples of 8 (see above)
+         z->img_comp[i].coeff_w = z->img_comp[i].w2 / 8;
+         z->img_comp[i].coeff_h = z->img_comp[i].h2 / 8;
+         z->img_comp[i].raw_coeff = stbi__malloc_mad3(z->img_comp[i].w2, z->img_comp[i].h2, sizeof(short), 15);
+         if (z->img_comp[i].raw_coeff == NULL)
+            return stbi__free_jpeg_components(z, i+1, stbi__err("outofmem", "Out of memory"));
+         z->img_comp[i].coeff = (short*) (((size_t) z->img_comp[i].raw_coeff + 15) & ~15);
+      }
+   }
+
+   return 1;
+}
+
+// use comparisons since in some cases we handle more than one case (e.g. SOF)
+#define stbi__DNL(x)         ((x) == 0xdc)
+#define stbi__SOI(x)         ((x) == 0xd8)
+#define stbi__EOI(x)         ((x) == 0xd9)
+#define stbi__SOF(x)         ((x) == 0xc0 || (x) == 0xc1 || (x) == 0xc2)
+#define stbi__SOS(x)         ((x) == 0xda)
+
+#define stbi__SOF_progressive(x)   ((x) == 0xc2)
+
+static int stbi__decode_jpeg_header(stbi__jpeg *z, int scan)
+{
+   int m;
+   z->jfif = 0;
+   z->app14_color_transform = -1; // valid values are 0,1,2
+   z->marker = STBI__MARKER_none; // initialize cached marker to empty
+   m = stbi__get_marker(z);
+   if (!stbi__SOI(m)) return stbi__err("no SOI","Corrupt JPEG");
+   if (scan == STBI__SCAN_type) return 1;
+   m = stbi__get_marker(z);
+   while (!stbi__SOF(m)) {
+      if (!stbi__process_marker(z,m)) return 0;
+      m = stbi__get_marker(z);
+      while (m == STBI__MARKER_none) {
+         // some files have extra padding after their blocks, so ok, we'll scan
+         if (stbi__at_eof(z->s)) return stbi__err("no SOF", "Corrupt JPEG");
+         m = stbi__get_marker(z);
+      }
+   }
+   z->progressive = stbi__SOF_progressive(m);
+   if (!stbi__process_frame_header(z, scan)) return 0;
+   return 1;
+}
+
+static stbi_uc stbi__skip_jpeg_junk_at_end(stbi__jpeg *j)
+{
+   // some JPEGs have junk at end, skip over it but if we find what looks
+   // like a valid marker, resume there
+   while (!stbi__at_eof(j->s)) {
+      stbi_uc x = stbi__get8(j->s);
+      while (x == 0xff) { // might be a marker
+         if (stbi__at_eof(j->s)) return STBI__MARKER_none;
+         x = stbi__get8(j->s);
+         if (x != 0x00 && x != 0xff) {
+            // not a stuffed zero or lead-in to another marker, looks
+            // like an actual marker, return it
+            return x;
+         }
+         // stuffed zero has x=0 now which ends the loop, meaning we go
+         // back to regular scan loop.
+         // repeated 0xff keeps trying to read the next byte of the marker.
+      }
+   }
+   return STBI__MARKER_none;
+}
+
+// decode image to YCbCr format
+static int stbi__decode_jpeg_image(stbi__jpeg *j)
+{
+   int m;
+   for (m = 0; m < 4; m++) {
+      j->img_comp[m].raw_data = NULL;
+      j->img_comp[m].raw_coeff = NULL;
+   }
+   j->restart_interval = 0;
+   if (!stbi__decode_jpeg_header(j, STBI__SCAN_load)) return 0;
+   m = stbi__get_marker(j);
+   while (!stbi__EOI(m)) {
+      if (stbi__SOS(m)) {
+         if (!stbi__process_scan_header(j)) return 0;
+         if (!stbi__parse_entropy_coded_data(j)) return 0;
+         if (j->marker == STBI__MARKER_none ) {
+         j->marker = stbi__skip_jpeg_junk_at_end(j);
+            // if we reach eof without hitting a marker, stbi__get_marker() below will fail and we'll eventually return 0
+         }
+         m = stbi__get_marker(j);
+         if (STBI__RESTART(m))
+            m = stbi__get_marker(j);
+      } else if (stbi__DNL(m)) {
+         int Ld = stbi__get16be(j->s);
+         stbi__uint32 NL = stbi__get16be(j->s);
+         if (Ld != 4) return stbi__err("bad DNL len", "Corrupt JPEG");
+         if (NL != j->s->img_y) return stbi__err("bad DNL height", "Corrupt JPEG");
+         m = stbi__get_marker(j);
+      } else {
+         if (!stbi__process_marker(j, m)) return 1;
+         m = stbi__get_marker(j);
+      }
+   }
+   if (j->progressive)
+      stbi__jpeg_finish(j);
+   return 1;
+}
+
+// static jfif-centered resampling (across block boundaries)
+
+typedef stbi_uc *(*resample_row_func)(stbi_uc *out, stbi_uc *in0, stbi_uc *in1,
+                                    int w, int hs);
+
+#define stbi__div4(x) ((stbi_uc) ((x) >> 2))
+
+static stbi_uc *resample_row_1(stbi_uc *out, stbi_uc *in_near, stbi_uc *in_far, int w, int hs)
+{
+   STBI_NOTUSED(out);
+   STBI_NOTUSED(in_far);
+   STBI_NOTUSED(w);
+   STBI_NOTUSED(hs);
+   return in_near;
+}
+
+static stbi_uc* stbi__resample_row_v_2(stbi_uc *out, stbi_uc *in_near, stbi_uc *in_far, int w, int hs)
+{
+   // need to generate two samples vertically for every one in input
+   int i;
+   STBI_NOTUSED(hs);
+   for (i=0; i < w; ++i)
+      out[i] = stbi__div4(3*in_near[i] + in_far[i] + 2);
+   return out;
+}
+
+static stbi_uc*  stbi__resample_row_h_2(stbi_uc *out, stbi_uc *in_near, stbi_uc *in_far, int w, int hs)
+{
+   // need to generate two samples horizontally for every one in input
+   int i;
+   stbi_uc *input = in_near;
+
+   if (w == 1) {
+      // if only one sample, can't do any interpolation
+      out[0] = out[1] = input[0];
+      return out;
+   }
+
+   out[0] = input[0];
+   out[1] = stbi__div4(input[0]*3 + input[1] + 2);
+   for (i=1; i < w-1; ++i) {
+      int n = 3*input[i]+2;
+      out[i*2+0] = stbi__div4(n+input[i-1]);
+      out[i*2+1] = stbi__div4(n+input[i+1]);
+   }
+   out[i*2+0] = stbi__div4(input[w-2]*3 + input[w-1] + 2);
+   out[i*2+1] = input[w-1];
+
+   STBI_NOTUSED(in_far);
+   STBI_NOTUSED(hs);
+
+   return out;
+}
+
+#define stbi__div16(x) ((stbi_uc) ((x) >> 4))
+
+static stbi_uc *stbi__resample_row_hv_2(stbi_uc *out, stbi_uc *in_near, stbi_uc *in_far, int w, int hs)
+{
+   // need to generate 2x2 samples for every one in input
+   int i,t0,t1;
+   if (w == 1) {
+      out[0] = out[1] = stbi__div4(3*in_near[0] + in_far[0] + 2);
+      return out;
+   }
+
+   t1 = 3*in_near[0] + in_far[0];
+   out[0] = stbi__div4(t1+2);
+   for (i=1; i < w; ++i) {
+      t0 = t1;
+      t1 = 3*in_near[i]+in_far[i];
+      out[i*2-1] = stbi__div16(3*t0 + t1 + 8);
+      out[i*2  ] = stbi__div16(3*t1 + t0 + 8);
+   }
+   out[w*2-1] = stbi__div4(t1+2);
+
+   STBI_NOTUSED(hs);
+
+   return out;
+}
+
+#if defined(STBI_SSE2) || defined(STBI_NEON)
+static stbi_uc *stbi__resample_row_hv_2_simd(stbi_uc *out, stbi_uc *in_near, stbi_uc *in_far, int w, int hs)
+{
+   // need to generate 2x2 samples for every one in input
+   int i=0,t0,t1;
+
+   if (w == 1) {
+      out[0] = out[1] = stbi__div4(3*in_near[0] + in_far[0] + 2);
+      return out;
+   }
+
+   t1 = 3*in_near[0] + in_far[0];
+   // process groups of 8 pixels for as long as we can.
+   // note we can't handle the last pixel in a row in this loop
+   // because we need to handle the filter boundary conditions.
+   for (; i < ((w-1) & ~7); i += 8) {
+#if defined(STBI_SSE2)
+      // load and perform the vertical filtering pass
+      // this uses 3*x + y = 4*x + (y - x)
+      __m128i zero  = _mm_setzero_si128();
+      __m128i farb  = _mm_loadl_epi64((__m128i *) (in_far + i));
+      __m128i nearb = _mm_loadl_epi64((__m128i *) (in_near + i));
+      __m128i farw  = _mm_unpacklo_epi8(farb, zero);
+      __m128i nearw = _mm_unpacklo_epi8(nearb, zero);
+      __m128i diff  = _mm_sub_epi16(farw, nearw);
+      __m128i nears = _mm_slli_epi16(nearw, 2);
+      __m128i curr  = _mm_add_epi16(nears, diff); // current row
+
+      // horizontal filter works the same based on shifted vers of current
+      // row. "prev" is current row shifted right by 1 pixel; we need to
+      // insert the previous pixel value (from t1).
+      // "next" is current row shifted left by 1 pixel, with first pixel
+      // of next block of 8 pixels added in.
+      __m128i prv0 = _mm_slli_si128(curr, 2);
+      __m128i nxt0 = _mm_srli_si128(curr, 2);
+      __m128i prev = _mm_insert_epi16(prv0, t1, 0);
+      __m128i next = _mm_insert_epi16(nxt0, 3*in_near[i+8] + in_far[i+8], 7);
+
+      // horizontal filter, polyphase implementation since it's convenient:
+      // even pixels = 3*cur + prev = cur*4 + (prev - cur)
+      // odd  pixels = 3*cur + next = cur*4 + (next - cur)
+      // note the shared term.
+      __m128i bias  = _mm_set1_epi16(8);
+      __m128i curs = _mm_slli_epi16(curr, 2);
+      __m128i prvd = _mm_sub_epi16(prev, curr);
+      __m128i nxtd = _mm_sub_epi16(next, curr);
+      __m128i curb = _mm_add_epi16(curs, bias);
+      __m128i even = _mm_add_epi16(prvd, curb);
+      __m128i odd  = _mm_add_epi16(nxtd, curb);
+
+      // interleave even and odd pixels, then undo scaling.
+      __m128i int0 = _mm_unpacklo_epi16(even, odd);
+      __m128i int1 = _mm_unpackhi_epi16(even, odd);
+      __m128i de0  = _mm_srli_epi16(int0, 4);
+      __m128i de1  = _mm_srli_epi16(int1, 4);
+
+      // pack and write output
+      __m128i outv = _mm_packus_epi16(de0, de1);
+      _mm_storeu_si128((__m128i *) (out + i*2), outv);
+#elif defined(STBI_NEON)
+      // load and perform the vertical filtering pass
+      // this uses 3*x + y = 4*x + (y - x)
+      uint8x8_t farb  = vld1_u8(in_far + i);
+      uint8x8_t nearb = vld1_u8(in_near + i);
+      int16x8_t diff  = vreinterpretq_s16_u16(vsubl_u8(farb, nearb));
+      int16x8_t nears = vreinterpretq_s16_u16(vshll_n_u8(nearb, 2));
+      int16x8_t curr  = vaddq_s16(nears, diff); // current row
+
+      // horizontal filter works the same based on shifted vers of current
+      // row. "prev" is current row shifted right by 1 pixel; we need to
+      // insert the previous pixel value (from t1).
+      // "next" is current row shifted left by 1 pixel, with first pixel
+      // of next block of 8 pixels added in.
+      int16x8_t prv0 = vextq_s16(curr, curr, 7);
+      int16x8_t nxt0 = vextq_s16(curr, curr, 1);
+      int16x8_t prev = vsetq_lane_s16(t1, prv0, 0);
+      int16x8_t next = vsetq_lane_s16(3*in_near[i+8] + in_far[i+8], nxt0, 7);
+
+      // horizontal filter, polyphase implementation since it's convenient:
+      // even pixels = 3*cur + prev = cur*4 + (prev - cur)
+      // odd  pixels = 3*cur + next = cur*4 + (next - cur)
+      // note the shared term.
+      int16x8_t curs = vshlq_n_s16(curr, 2);
+      int16x8_t prvd = vsubq_s16(prev, curr);
+      int16x8_t nxtd = vsubq_s16(next, curr);
+      int16x8_t even = vaddq_s16(curs, prvd);
+      int16x8_t odd  = vaddq_s16(curs, nxtd);
+
+      // undo scaling and round, then store with even/odd phases interleaved
+      uint8x8x2_t o;
+      o.val[0] = vqrshrun_n_s16(even, 4);
+      o.val[1] = vqrshrun_n_s16(odd,  4);
+      vst2_u8(out + i*2, o);
+#endif
+
+      // "previous" value for next iter
+      t1 = 3*in_near[i+7] + in_far[i+7];
+   }
+
+   t0 = t1;
+   t1 = 3*in_near[i] + in_far[i];
+   out[i*2] = stbi__div16(3*t1 + t0 + 8);
+
+   for (++i; i < w; ++i) {
+      t0 = t1;
+      t1 = 3*in_near[i]+in_far[i];
+      out[i*2-1] = stbi__div16(3*t0 + t1 + 8);
+      out[i*2  ] = stbi__div16(3*t1 + t0 + 8);
+   }
+   out[w*2-1] = stbi__div4(t1+2);
+
+   STBI_NOTUSED(hs);
+
+   return out;
+}
+#endif
+
+static stbi_uc *stbi__resample_row_generic(stbi_uc *out, stbi_uc *in_near, stbi_uc *in_far, int w, int hs)
+{
+   // resample with nearest-neighbor
+   int i,j;
+   STBI_NOTUSED(in_far);
+   for (i=0; i < w; ++i)
+      for (j=0; j < hs; ++j)
+         out[i*hs+j] = in_near[i];
+   return out;
+}
+
+// this is a reduced-precision calculation of YCbCr-to-RGB introduced
+// to make sure the code produces the same results in both SIMD and scalar
+#define stbi__float2fixed(x)  (((int) ((x) * 4096.0f + 0.5f)) << 8)
+static void stbi__YCbCr_to_RGB_row(stbi_uc *out, const stbi_uc *y, const stbi_uc *pcb, const stbi_uc *pcr, int count, int step)
+{
+   int i;
+   for (i=0; i < count; ++i) {
+      int y_fixed = (y[i] << 20) + (1<<19); // rounding
+      int r,g,b;
+      int cr = pcr[i] - 128;
+      int cb = pcb[i] - 128;
+      r = y_fixed +  cr* stbi__float2fixed(1.40200f);
+      g = y_fixed + (cr*-stbi__float2fixed(0.71414f)) + ((cb*-stbi__float2fixed(0.34414f)) & 0xffff0000);
+      b = y_fixed                                     +   cb* stbi__float2fixed(1.77200f);
+      r >>= 20;
+      g >>= 20;
+      b >>= 20;
+      if ((unsigned) r > 255) { if (r < 0) r = 0; else r = 255; }
+      if ((unsigned) g > 255) { if (g < 0) g = 0; else g = 255; }
+      if ((unsigned) b > 255) { if (b < 0) b = 0; else b = 255; }
+      out[0] = (stbi_uc)r;
+      out[1] = (stbi_uc)g;
+      out[2] = (stbi_uc)b;
+      out[3] = 255;
+      out += step;
+   }
+}
+
+#if defined(STBI_SSE2) || defined(STBI_NEON)
+static void stbi__YCbCr_to_RGB_simd(stbi_uc *out, stbi_uc const *y, stbi_uc const *pcb, stbi_uc const *pcr, int count, int step)
+{
+   int i = 0;
+
+#ifdef STBI_SSE2
+   // step == 3 is pretty ugly on the final interleave, and i'm not convinced
+   // it's useful in practice (you wouldn't use it for textures, for example).
+   // so just accelerate step == 4 case.
+   if (step == 4) {
+      // this is a fairly straightforward implementation and not super-optimized.
+      __m128i signflip  = _mm_set1_epi8(-0x80);
+      __m128i cr_const0 = _mm_set1_epi16(   (short) ( 1.40200f*4096.0f+0.5f));
+      __m128i cr_const1 = _mm_set1_epi16( - (short) ( 0.71414f*4096.0f+0.5f));
+      __m128i cb_const0 = _mm_set1_epi16( - (short) ( 0.34414f*4096.0f+0.5f));
+      __m128i cb_const1 = _mm_set1_epi16(   (short) ( 1.77200f*4096.0f+0.5f));
+      __m128i y_bias = _mm_set1_epi8((char) (unsigned char) 128);
+      __m128i xw = _mm_set1_epi16(255); // alpha channel
+
+      for (; i+7 < count; i += 8) {
+         // load
+         __m128i y_bytes = _mm_loadl_epi64((__m128i *) (y+i));
+         __m128i cr_bytes = _mm_loadl_epi64((__m128i *) (pcr+i));
+         __m128i cb_bytes = _mm_loadl_epi64((__m128i *) (pcb+i));
+         __m128i cr_biased = _mm_xor_si128(cr_bytes, signflip); // -128
+         __m128i cb_biased = _mm_xor_si128(cb_bytes, signflip); // -128
+
+         // unpack to short (and left-shift cr, cb by 8)
+         __m128i yw  = _mm_unpacklo_epi8(y_bias, y_bytes);
+         __m128i crw = _mm_unpacklo_epi8(_mm_setzero_si128(), cr_biased);
+         __m128i cbw = _mm_unpacklo_epi8(_mm_setzero_si128(), cb_biased);
+
+         // color transform
+         __m128i yws = _mm_srli_epi16(yw, 4);
+         __m128i cr0 = _mm_mulhi_epi16(cr_const0, crw);
+         __m128i cb0 = _mm_mulhi_epi16(cb_const0, cbw);
+         __m128i cb1 = _mm_mulhi_epi16(cbw, cb_const1);
+         __m128i cr1 = _mm_mulhi_epi16(crw, cr_const1);
+         __m128i rws = _mm_add_epi16(cr0, yws);
+         __m128i gwt = _mm_add_epi16(cb0, yws);
+         __m128i bws = _mm_add_epi16(yws, cb1);
+         __m128i gws = _mm_add_epi16(gwt, cr1);
+
+         // descale
+         __m128i rw = _mm_srai_epi16(rws, 4);
+         __m128i bw = _mm_srai_epi16(bws, 4);
+         __m128i gw = _mm_srai_epi16(gws, 4);
+
+         // back to byte, set up for transpose
+         __m128i brb = _mm_packus_epi16(rw, bw);
+         __m128i gxb = _mm_packus_epi16(gw, xw);
+
+         // transpose to interleave channels
+         __m128i t0 = _mm_unpacklo_epi8(brb, gxb);
+         __m128i t1 = _mm_unpackhi_epi8(brb, gxb);
+         __m128i o0 = _mm_unpacklo_epi16(t0, t1);
+         __m128i o1 = _mm_unpackhi_epi16(t0, t1);
+
+         // store
+         _mm_storeu_si128((__m128i *) (out + 0), o0);
+         _mm_storeu_si128((__m128i *) (out + 16), o1);
+         out += 32;
+      }
+   }
+#endif
+
+#ifdef STBI_NEON
+   // in this version, step=3 support would be easy to add. but is there demand?
+   if (step == 4) {
+      // this is a fairly straightforward implementation and not super-optimized.
+      uint8x8_t signflip = vdup_n_u8(0x80);
+      int16x8_t cr_const0 = vdupq_n_s16(   (short) ( 1.40200f*4096.0f+0.5f));
+      int16x8_t cr_const1 = vdupq_n_s16( - (short) ( 0.71414f*4096.0f+0.5f));
+      int16x8_t cb_const0 = vdupq_n_s16( - (short) ( 0.34414f*4096.0f+0.5f));
+      int16x8_t cb_const1 = vdupq_n_s16(   (short) ( 1.77200f*4096.0f+0.5f));
+
+      for (; i+7 < count; i += 8) {
+         // load
+         uint8x8_t y_bytes  = vld1_u8(y + i);
+         uint8x8_t cr_bytes = vld1_u8(pcr + i);
+         uint8x8_t cb_bytes = vld1_u8(pcb + i);
+         int8x8_t cr_biased = vreinterpret_s8_u8(vsub_u8(cr_bytes, signflip));
+         int8x8_t cb_biased = vreinterpret_s8_u8(vsub_u8(cb_bytes, signflip));
+
+         // expand to s16
+         int16x8_t yws = vreinterpretq_s16_u16(vshll_n_u8(y_bytes, 4));
+         int16x8_t crw = vshll_n_s8(cr_biased, 7);
+         int16x8_t cbw = vshll_n_s8(cb_biased, 7);
+
+         // color transform
+         int16x8_t cr0 = vqdmulhq_s16(crw, cr_const0);
+         int16x8_t cb0 = vqdmulhq_s16(cbw, cb_const0);
+         int16x8_t cr1 = vqdmulhq_s16(crw, cr_const1);
+         int16x8_t cb1 = vqdmulhq_s16(cbw, cb_const1);
+         int16x8_t rws = vaddq_s16(yws, cr0);
+         int16x8_t gws = vaddq_s16(vaddq_s16(yws, cb0), cr1);
+         int16x8_t bws = vaddq_s16(yws, cb1);
+
+         // undo scaling, round, convert to byte
+         uint8x8x4_t o;
+         o.val[0] = vqrshrun_n_s16(rws, 4);
+         o.val[1] = vqrshrun_n_s16(gws, 4);
+         o.val[2] = vqrshrun_n_s16(bws, 4);
+         o.val[3] = vdup_n_u8(255);
+
+         // store, interleaving r/g/b/a
+         vst4_u8(out, o);
+         out += 8*4;
+      }
+   }
+#endif
+
+   for (; i < count; ++i) {
+      int y_fixed = (y[i] << 20) + (1<<19); // rounding
+      int r,g,b;
+      int cr = pcr[i] - 128;
+      int cb = pcb[i] - 128;
+      r = y_fixed + cr* stbi__float2fixed(1.40200f);
+      g = y_fixed + cr*-stbi__float2fixed(0.71414f) + ((cb*-stbi__float2fixed(0.34414f)) & 0xffff0000);
+      b = y_fixed                                   +   cb* stbi__float2fixed(1.77200f);
+      r >>= 20;
+      g >>= 20;
+      b >>= 20;
+      if ((unsigned) r > 255) { if (r < 0) r = 0; else r = 255; }
+      if ((unsigned) g > 255) { if (g < 0) g = 0; else g = 255; }
+      if ((unsigned) b > 255) { if (b < 0) b = 0; else b = 255; }
+      out[0] = (stbi_uc)r;
+      out[1] = (stbi_uc)g;
+      out[2] = (stbi_uc)b;
+      out[3] = 255;
+      out += step;
+   }
+}
+#endif
+
+// set up the kernels
+static void stbi__setup_jpeg(stbi__jpeg *j)
+{
+   j->idct_block_kernel = stbi__idct_block;
+   j->YCbCr_to_RGB_kernel = stbi__YCbCr_to_RGB_row;
+   j->resample_row_hv_2_kernel = stbi__resample_row_hv_2;
+
+#ifdef STBI_SSE2
+   if (stbi__sse2_available()) {
+      j->idct_block_kernel = stbi__idct_simd;
+      j->YCbCr_to_RGB_kernel = stbi__YCbCr_to_RGB_simd;
+      j->resample_row_hv_2_kernel = stbi__resample_row_hv_2_simd;
+   }
+#endif
+
+#ifdef STBI_NEON
+   j->idct_block_kernel = stbi__idct_simd;
+   j->YCbCr_to_RGB_kernel = stbi__YCbCr_to_RGB_simd;
+   j->resample_row_hv_2_kernel = stbi__resample_row_hv_2_simd;
+#endif
+}
+
+// clean up the temporary component buffers
+static void stbi__cleanup_jpeg(stbi__jpeg *j)
+{
+   stbi__free_jpeg_components(j, j->s->img_n, 0);
+}
+
+typedef struct
+{
+   resample_row_func resample;
+   stbi_uc *line0,*line1;
+   int hs,vs;   // expansion factor in each axis
+   int w_lores; // horizontal pixels pre-expansion
+   int ystep;   // how far through vertical expansion we are
+   int ypos;    // which pre-expansion row we're on
+} stbi__resample;
+
+// fast 0..255 * 0..255 => 0..255 rounded multiplication
+static stbi_uc stbi__blinn_8x8(stbi_uc x, stbi_uc y)
+{
+   unsigned int t = x*y + 128;
+   return (stbi_uc) ((t + (t >>8)) >> 8);
+}
+
+static stbi_uc *load_jpeg_image(stbi__jpeg *z, int *out_x, int *out_y, int *comp, int req_comp)
+{
+   int n, decode_n, is_rgb;
+   z->s->img_n = 0; // make stbi__cleanup_jpeg safe
+
+   // validate req_comp
+   if (req_comp < 0 || req_comp > 4) return stbi__errpuc("bad req_comp", "Internal error");
+
+   // load a jpeg image from whichever source, but leave in YCbCr format
+   if (!stbi__decode_jpeg_image(z)) { stbi__cleanup_jpeg(z); return NULL; }
+
+   // determine actual number of components to generate
+   n = req_comp ? req_comp : z->s->img_n >= 3 ? 3 : 1;
+
+   is_rgb = z->s->img_n == 3 && (z->rgb == 3 || (z->app14_color_transform == 0 && !z->jfif));
+
+   if (z->s->img_n == 3 && n < 3 && !is_rgb)
+      decode_n = 1;
+   else
+      decode_n = z->s->img_n;
+
+   // nothing to do if no components requested; check this now to avoid
+   // accessing uninitialized coutput[0] later
+   if (decode_n <= 0) { stbi__cleanup_jpeg(z); return NULL; }
+
+   // resample and color-convert
+   {
+      int k;
+      unsigned int i,j;
+      stbi_uc *output;
+      stbi_uc *coutput[4] = { NULL, NULL, NULL, NULL };
+
+      stbi__resample res_comp[4];
+
+      for (k=0; k < decode_n; ++k) {
+         stbi__resample *r = &res_comp[k];
+
+         // allocate line buffer big enough for upsampling off the edges
+         // with upsample factor of 4
+         z->img_comp[k].linebuf = (stbi_uc *) stbi__malloc(z->s->img_x + 3);
+         if (!z->img_comp[k].linebuf) { stbi__cleanup_jpeg(z); return stbi__errpuc("outofmem", "Out of memory"); }
+
+         r->hs      = z->img_h_max / z->img_comp[k].h;
+         r->vs      = z->img_v_max / z->img_comp[k].v;
+         r->ystep   = r->vs >> 1;
+         r->w_lores = (z->s->img_x + r->hs-1) / r->hs;
+         r->ypos    = 0;
+         r->line0   = r->line1 = z->img_comp[k].data;
+
+         if      (r->hs == 1 && r->vs == 1) r->resample = resample_row_1;
+         else if (r->hs == 1 && r->vs == 2) r->resample = stbi__resample_row_v_2;
+         else if (r->hs == 2 && r->vs == 1) r->resample = stbi__resample_row_h_2;
+         else if (r->hs == 2 && r->vs == 2) r->resample = z->resample_row_hv_2_kernel;
+         else                               r->resample = stbi__resample_row_generic;
+      }
+
+      // can't error after this so, this is safe
+      output = (stbi_uc *) stbi__malloc_mad3(n, z->s->img_x, z->s->img_y, 1);
+      if (!output) { stbi__cleanup_jpeg(z); return stbi__errpuc("outofmem", "Out of memory"); }
+
+      // now go ahead and resample
+      for (j=0; j < z->s->img_y; ++j) {
+         stbi_uc *out = output + n * z->s->img_x * j;
+         for (k=0; k < decode_n; ++k) {
+            stbi__resample *r = &res_comp[k];
+            int y_bot = r->ystep >= (r->vs >> 1);
+            coutput[k] = r->resample(z->img_comp[k].linebuf,
+                                     y_bot ? r->line1 : r->line0,
+                                     y_bot ? r->line0 : r->line1,
+                                     r->w_lores, r->hs);
+            if (++r->ystep >= r->vs) {
+               r->ystep = 0;
+               r->line0 = r->line1;
+               if (++r->ypos < z->img_comp[k].y)
+                  r->line1 += z->img_comp[k].w2;
+            }
+         }
+         if (n >= 3) {
+            stbi_uc *y = coutput[0];
+            if (z->s->img_n == 3) {
+               if (is_rgb) {
+                  for (i=0; i < z->s->img_x; ++i) {
+                     out[0] = y[i];
+                     out[1] = coutput[1][i];
+                     out[2] = coutput[2][i];
+                     out[3] = 255;
+                     out += n;
+                  }
+               } else {
+                  z->YCbCr_to_RGB_kernel(out, y, coutput[1], coutput[2], z->s->img_x, n);
+               }
+            } else if (z->s->img_n == 4) {
+               if (z->app14_color_transform == 0) { // CMYK
+                  for (i=0; i < z->s->img_x; ++i) {
+                     stbi_uc m = coutput[3][i];
+                     out[0] = stbi__blinn_8x8(coutput[0][i], m);
+                     out[1] = stbi__blinn_8x8(coutput[1][i], m);
+                     out[2] = stbi__blinn_8x8(coutput[2][i], m);
+                     out[3] = 255;
+                     out += n;
+                  }
+               } else if (z->app14_color_transform == 2) { // YCCK
+                  z->YCbCr_to_RGB_kernel(out, y, coutput[1], coutput[2], z->s->img_x, n);
+                  for (i=0; i < z->s->img_x; ++i) {
+                     stbi_uc m = coutput[3][i];
+                     out[0] = stbi__blinn_8x8(255 - out[0], m);
+                     out[1] = stbi__blinn_8x8(255 - out[1], m);
+                     out[2] = stbi__blinn_8x8(255 - out[2], m);
+                     out += n;
+                  }
+               } else { // YCbCr + alpha?  Ignore the fourth channel for now
+                  z->YCbCr_to_RGB_kernel(out, y, coutput[1], coutput[2], z->s->img_x, n);
+               }
+            } else
+               for (i=0; i < z->s->img_x; ++i) {
+                  out[0] = out[1] = out[2] = y[i];
+                  out[3] = 255; // not used if n==3
+                  out += n;
+               }
+         } else {
+            if (is_rgb) {
+               if (n == 1)
+                  for (i=0; i < z->s->img_x; ++i)
+                     *out++ = stbi__compute_y(coutput[0][i], coutput[1][i], coutput[2][i]);
+               else {
+                  for (i=0; i < z->s->img_x; ++i, out += 2) {
+                     out[0] = stbi__compute_y(coutput[0][i], coutput[1][i], coutput[2][i]);
+                     out[1] = 255;
+                  }
+               }
+            } else if (z->s->img_n == 4 && z->app14_color_transform == 0) {
+               for (i=0; i < z->s->img_x; ++i) {
+                  stbi_uc m = coutput[3][i];
+                  stbi_uc r = stbi__blinn_8x8(coutput[0][i], m);
+                  stbi_uc g = stbi__blinn_8x8(coutput[1][i], m);
+                  stbi_uc b = stbi__blinn_8x8(coutput[2][i], m);
+                  out[0] = stbi__compute_y(r, g, b);
+                  out[1] = 255;
+                  out += n;
+               }
+            } else if (z->s->img_n == 4 && z->app14_color_transform == 2) {
+               for (i=0; i < z->s->img_x; ++i) {
+                  out[0] = stbi__blinn_8x8(255 - coutput[0][i], coutput[3][i]);
+                  out[1] = 255;
+                  out += n;
+               }
+            } else {
+               stbi_uc *y = coutput[0];
+               if (n == 1)
+                  for (i=0; i < z->s->img_x; ++i) out[i] = y[i];
+               else
+                  for (i=0; i < z->s->img_x; ++i) { *out++ = y[i]; *out++ = 255; }
+            }
+         }
+      }
+      stbi__cleanup_jpeg(z);
+      *out_x = z->s->img_x;
+      *out_y = z->s->img_y;
+      if (comp) *comp = z->s->img_n >= 3 ? 3 : 1; // report original components, not output
+      return output;
+   }
+}
+
+static void *stbi__jpeg_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri)
+{
+   unsigned char* result;
+   stbi__jpeg* j = (stbi__jpeg*) stbi__malloc(sizeof(stbi__jpeg));
+   if (!j) return stbi__errpuc("outofmem", "Out of memory");
+   memset(j, 0, sizeof(stbi__jpeg));
+   STBI_NOTUSED(ri);
+   j->s = s;
+   stbi__setup_jpeg(j);
+   result = load_jpeg_image(j, x,y,comp,req_comp);
+   STBI_FREE(j);
+   return result;
+}
+
+static int stbi__jpeg_test(stbi__context *s)
+{
+   int r;
+   stbi__jpeg* j = (stbi__jpeg*)stbi__malloc(sizeof(stbi__jpeg));
+   if (!j) return stbi__err("outofmem", "Out of memory");
+   memset(j, 0, sizeof(stbi__jpeg));
+   j->s = s;
+   stbi__setup_jpeg(j);
+   r = stbi__decode_jpeg_header(j, STBI__SCAN_type);
+   stbi__rewind(s);
+   STBI_FREE(j);
+   return r;
+}
+
+static int stbi__jpeg_info_raw(stbi__jpeg *j, int *x, int *y, int *comp)
+{
+   if (!stbi__decode_jpeg_header(j, STBI__SCAN_header)) {
+      stbi__rewind( j->s );
+      return 0;
+   }
+   if (x) *x = j->s->img_x;
+   if (y) *y = j->s->img_y;
+   if (comp) *comp = j->s->img_n >= 3 ? 3 : 1;
+   return 1;
+}
+
+static int stbi__jpeg_info(stbi__context *s, int *x, int *y, int *comp)
+{
+   int result;
+   stbi__jpeg* j = (stbi__jpeg*) (stbi__malloc(sizeof(stbi__jpeg)));
+   if (!j) return stbi__err("outofmem", "Out of memory");
+   memset(j, 0, sizeof(stbi__jpeg));
+   j->s = s;
+   result = stbi__jpeg_info_raw(j, x, y, comp);
+   STBI_FREE(j);
+   return result;
+}
+#endif
+
+// public domain zlib decode    v0.2  Sean Barrett 2006-11-18
+//    simple implementation
+//      - all input must be provided in an upfront buffer
+//      - all output is written to a single output buffer (can malloc/realloc)
+//    performance
+//      - fast huffman
+
+#ifndef STBI_NO_ZLIB
+
+// fast-way is faster to check than jpeg huffman, but slow way is slower
+#define STBI__ZFAST_BITS  9 // accelerate all cases in default tables
+#define STBI__ZFAST_MASK  ((1 << STBI__ZFAST_BITS) - 1)
+#define STBI__ZNSYMS 288 // number of symbols in literal/length alphabet
+
+// zlib-style huffman encoding
+// (jpegs packs from left, zlib from right, so can't share code)
+typedef struct
+{
+   stbi__uint16 fast[1 << STBI__ZFAST_BITS];
+   stbi__uint16 firstcode[16];
+   int maxcode[17];
+   stbi__uint16 firstsymbol[16];
+   stbi_uc  size[STBI__ZNSYMS];
+   stbi__uint16 value[STBI__ZNSYMS];
+} stbi__zhuffman;
+
+stbi_inline static int stbi__bitreverse16(int n)
+{
+  n = ((n & 0xAAAA) >>  1) | ((n & 0x5555) << 1);
+  n = ((n & 0xCCCC) >>  2) | ((n & 0x3333) << 2);
+  n = ((n & 0xF0F0) >>  4) | ((n & 0x0F0F) << 4);
+  n = ((n & 0xFF00) >>  8) | ((n & 0x00FF) << 8);
+  return n;
+}
+
+stbi_inline static int stbi__bit_reverse(int v, int bits)
+{
+   STBI_ASSERT(bits <= 16);
+   // to bit reverse n bits, reverse 16 and shift
+   // e.g. 11 bits, bit reverse and shift away 5
+   return stbi__bitreverse16(v) >> (16-bits);
+}
+
+static int stbi__zbuild_huffman(stbi__zhuffman *z, const stbi_uc *sizelist, int num)
+{
+   int i,k=0;
+   int code, next_code[16], sizes[17];
+
+   // DEFLATE spec for generating codes
+   memset(sizes, 0, sizeof(sizes));
+   memset(z->fast, 0, sizeof(z->fast));
+   for (i=0; i < num; ++i)
+      ++sizes[sizelist[i]];
+   sizes[0] = 0;
+   for (i=1; i < 16; ++i)
+      if (sizes[i] > (1 << i))
+         return stbi__err("bad sizes", "Corrupt PNG");
+   code = 0;
+   for (i=1; i < 16; ++i) {
+      next_code[i] = code;
+      z->firstcode[i] = (stbi__uint16) code;
+      z->firstsymbol[i] = (stbi__uint16) k;
+      code = (code + sizes[i]);
+      if (sizes[i])
+         if (code-1 >= (1 << i)) return stbi__err("bad codelengths","Corrupt PNG");
+      z->maxcode[i] = code << (16-i); // preshift for inner loop
+      code <<= 1;
+      k += sizes[i];
+   }
+   z->maxcode[16] = 0x10000; // sentinel
+   for (i=0; i < num; ++i) {
+      int s = sizelist[i];
+      if (s) {
+         int c = next_code[s] - z->firstcode[s] + z->firstsymbol[s];
+         stbi__uint16 fastv = (stbi__uint16) ((s << 9) | i);
+         z->size [c] = (stbi_uc     ) s;
+         z->value[c] = (stbi__uint16) i;
+         if (s <= STBI__ZFAST_BITS) {
+            int j = stbi__bit_reverse(next_code[s],s);
+            while (j < (1 << STBI__ZFAST_BITS)) {
+               z->fast[j] = fastv;
+               j += (1 << s);
+            }
+         }
+         ++next_code[s];
+      }
+   }
+   return 1;
+}
+
+// zlib-from-memory implementation for PNG reading
+//    because PNG allows splitting the zlib stream arbitrarily,
+//    and it's annoying structurally to have PNG call ZLIB call PNG,
+//    we require PNG read all the IDATs and combine them into a single
+//    memory buffer
+
+typedef struct
+{
+   stbi_uc *zbuffer, *zbuffer_end;
+   int num_bits;
+   int hit_zeof_once;
+   stbi__uint32 code_buffer;
+
+   char *zout;
+   char *zout_start;
+   char *zout_end;
+   int   z_expandable;
+
+   stbi__zhuffman z_length, z_distance;
+} stbi__zbuf;
+
+stbi_inline static int stbi__zeof(stbi__zbuf *z)
+{
+   return (z->zbuffer >= z->zbuffer_end);
+}
+
+stbi_inline static stbi_uc stbi__zget8(stbi__zbuf *z)
+{
+   return stbi__zeof(z) ? 0 : *z->zbuffer++;
+}
+
+static void stbi__fill_bits(stbi__zbuf *z)
+{
+   do {
+      if (z->code_buffer >= (1U << z->num_bits)) {
+        z->zbuffer = z->zbuffer_end;  /* treat this as EOF so we fail. */
+        return;
+      }
+      z->code_buffer |= (unsigned int) stbi__zget8(z) << z->num_bits;
+      z->num_bits += 8;
+   } while (z->num_bits <= 24);
+}
+
+stbi_inline static unsigned int stbi__zreceive(stbi__zbuf *z, int n)
+{
+   unsigned int k;
+   if (z->num_bits < n) stbi__fill_bits(z);
+   k = z->code_buffer & ((1 << n) - 1);
+   z->code_buffer >>= n;
+   z->num_bits -= n;
+   return k;
+}
+
+static int stbi__zhuffman_decode_slowpath(stbi__zbuf *a, stbi__zhuffman *z)
+{
+   int b,s,k;
+   // not resolved by fast table, so compute it the slow way
+   // use jpeg approach, which requires MSbits at top
+   k = stbi__bit_reverse(a->code_buffer, 16);
+   for (s=STBI__ZFAST_BITS+1; ; ++s)
+      if (k < z->maxcode[s])
+         break;
+   if (s >= 16) return -1; // invalid code!
+   // code size is s, so:
+   b = (k >> (16-s)) - z->firstcode[s] + z->firstsymbol[s];
+   if (b >= STBI__ZNSYMS) return -1; // some data was corrupt somewhere!
+   if (z->size[b] != s) return -1;  // was originally an assert, but report failure instead.
+   a->code_buffer >>= s;
+   a->num_bits -= s;
+   return z->value[b];
+}
+
+stbi_inline static int stbi__zhuffman_decode(stbi__zbuf *a, stbi__zhuffman *z)
+{
+   int b,s;
+   if (a->num_bits < 16) {
+      if (stbi__zeof(a)) {
+         if (!a->hit_zeof_once) {
+            // This is the first time we hit eof, insert 16 extra padding btis
+            // to allow us to keep going; if we actually consume any of them
+            // though, that is invalid data. This is caught later.
+            a->hit_zeof_once = 1;
+            a->num_bits += 16; // add 16 implicit zero bits
+         } else {
+            // We already inserted our extra 16 padding bits and are again
+            // out, this stream is actually prematurely terminated.
+            return -1;
+         }
+      } else {
+         stbi__fill_bits(a);
+      }
+   }
+   b = z->fast[a->code_buffer & STBI__ZFAST_MASK];
+   if (b) {
+      s = b >> 9;
+      a->code_buffer >>= s;
+      a->num_bits -= s;
+      return b & 511;
+   }
+   return stbi__zhuffman_decode_slowpath(a, z);
+}
+
+static int stbi__zexpand(stbi__zbuf *z, char *zout, int n)  // need to make room for n bytes
+{
+   char *q;
+   unsigned int cur, limit, old_limit;
+   z->zout = zout;
+   if (!z->z_expandable) return stbi__err("output buffer limit","Corrupt PNG");
+   cur   = (unsigned int) (z->zout - z->zout_start);
+   limit = old_limit = (unsigned) (z->zout_end - z->zout_start);
+   if (UINT_MAX - cur < (unsigned) n) return stbi__err("outofmem", "Out of memory");
+   while (cur + n > limit) {
+      if(limit > UINT_MAX / 2) return stbi__err("outofmem", "Out of memory");
+      limit *= 2;
+   }
+   q = (char *) STBI_REALLOC_SIZED(z->zout_start, old_limit, limit);
+   STBI_NOTUSED(old_limit);
+   if (q == NULL) return stbi__err("outofmem", "Out of memory");
+   z->zout_start = q;
+   z->zout       = q + cur;
+   z->zout_end   = q + limit;
+   return 1;
+}
+
+static const int stbi__zlength_base[31] = {
+   3,4,5,6,7,8,9,10,11,13,
+   15,17,19,23,27,31,35,43,51,59,
+   67,83,99,115,131,163,195,227,258,0,0 };
+
+static const int stbi__zlength_extra[31]=
+{ 0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,3,3,3,3,4,4,4,4,5,5,5,5,0,0,0 };
+
+static const int stbi__zdist_base[32] = { 1,2,3,4,5,7,9,13,17,25,33,49,65,97,129,193,
+257,385,513,769,1025,1537,2049,3073,4097,6145,8193,12289,16385,24577,0,0};
+
+static const int stbi__zdist_extra[32] =
+{ 0,0,0,0,1,1,2,2,3,3,4,4,5,5,6,6,7,7,8,8,9,9,10,10,11,11,12,12,13,13};
+
+static int stbi__parse_huffman_block(stbi__zbuf *a)
+{
+   char *zout = a->zout;
+   for(;;) {
+      int z = stbi__zhuffman_decode(a, &a->z_length);
+      if (z < 256) {
+         if (z < 0) return stbi__err("bad huffman code","Corrupt PNG"); // error in huffman codes
+         if (zout >= a->zout_end) {
+            if (!stbi__zexpand(a, zout, 1)) return 0;
+            zout = a->zout;
+         }
+         *zout++ = (char) z;
+      } else {
+         stbi_uc *p;
+         int len,dist;
+         if (z == 256) {
+            a->zout = zout;
+            if (a->hit_zeof_once && a->num_bits < 16) {
+               // The first time we hit zeof, we inserted 16 extra zero bits into our bit
+               // buffer so the decoder can just do its speculative decoding. But if we
+               // actually consumed any of those bits (which is the case when num_bits < 16),
+               // the stream actually read past the end so it is malformed.
+               return stbi__err("unexpected end","Corrupt PNG");
+            }
+            return 1;
+         }
+         if (z >= 286) return stbi__err("bad huffman code","Corrupt PNG"); // per DEFLATE, length codes 286 and 287 must not appear in compressed data
+         z -= 257;
+         len = stbi__zlength_base[z];
+         if (stbi__zlength_extra[z]) len += stbi__zreceive(a, stbi__zlength_extra[z]);
+         z = stbi__zhuffman_decode(a, &a->z_distance);
+         if (z < 0 || z >= 30) return stbi__err("bad huffman code","Corrupt PNG"); // per DEFLATE, distance codes 30 and 31 must not appear in compressed data
+         dist = stbi__zdist_base[z];
+         if (stbi__zdist_extra[z]) dist += stbi__zreceive(a, stbi__zdist_extra[z]);
+         if (zout - a->zout_start < dist) return stbi__err("bad dist","Corrupt PNG");
+         if (len > a->zout_end - zout) {
+            if (!stbi__zexpand(a, zout, len)) return 0;
+            zout = a->zout;
+         }
+         p = (stbi_uc *) (zout - dist);
+         if (dist == 1) { // run of one byte; common in images.
+            stbi_uc v = *p;
+            if (len) { do *zout++ = v; while (--len); }
+         } else {
+            if (len) { do *zout++ = *p++; while (--len); }
+         }
+      }
+   }
+}
+
+static int stbi__compute_huffman_codes(stbi__zbuf *a)
+{
+   static const stbi_uc length_dezigzag[19] = { 16,17,18,0,8,7,9,6,10,5,11,4,12,3,13,2,14,1,15 };
+   stbi__zhuffman z_codelength;
+   stbi_uc lencodes[286+32+137];//padding for maximum single op
+   stbi_uc codelength_sizes[19];
+   int i,n;
+
+   int hlit  = stbi__zreceive(a,5) + 257;
+   int hdist = stbi__zreceive(a,5) + 1;
+   int hclen = stbi__zreceive(a,4) + 4;
+   int ntot  = hlit + hdist;
+
+   memset(codelength_sizes, 0, sizeof(codelength_sizes));
+   for (i=0; i < hclen; ++i) {
+      int s = stbi__zreceive(a,3);
+      codelength_sizes[length_dezigzag[i]] = (stbi_uc) s;
+   }
+   if (!stbi__zbuild_huffman(&z_codelength, codelength_sizes, 19)) return 0;
+
+   n = 0;
+   while (n < ntot) {
+      int c = stbi__zhuffman_decode(a, &z_codelength);
+      if (c < 0 || c >= 19) return stbi__err("bad codelengths", "Corrupt PNG");
+      if (c < 16)
+         lencodes[n++] = (stbi_uc) c;
+      else {
+         stbi_uc fill = 0;
+         if (c == 16) {
+            c = stbi__zreceive(a,2)+3;
+            if (n == 0) return stbi__err("bad codelengths", "Corrupt PNG");
+            fill = lencodes[n-1];
+         } else if (c == 17) {
+            c = stbi__zreceive(a,3)+3;
+         } else if (c == 18) {
+            c = stbi__zreceive(a,7)+11;
+         } else {
+            return stbi__err("bad codelengths", "Corrupt PNG");
+         }
+         if (ntot - n < c) return stbi__err("bad codelengths", "Corrupt PNG");
+         memset(lencodes+n, fill, c);
+         n += c;
+      }
+   }
+   if (n != ntot) return stbi__err("bad codelengths","Corrupt PNG");
+   if (!stbi__zbuild_huffman(&a->z_length, lencodes, hlit)) return 0;
+   if (!stbi__zbuild_huffman(&a->z_distance, lencodes+hlit, hdist)) return 0;
+   return 1;
+}
+
+static int stbi__parse_uncompressed_block(stbi__zbuf *a)
+{
+   stbi_uc header[4];
+   int len,nlen,k;
+   if (a->num_bits & 7)
+      stbi__zreceive(a, a->num_bits & 7); // discard
+   // drain the bit-packed data into header
+   k = 0;
+   while (a->num_bits > 0) {
+      header[k++] = (stbi_uc) (a->code_buffer & 255); // suppress MSVC run-time check
+      a->code_buffer >>= 8;
+      a->num_bits -= 8;
+   }
+   if (a->num_bits < 0) return stbi__err("zlib corrupt","Corrupt PNG");
+   // now fill header the normal way
+   while (k < 4)
+      header[k++] = stbi__zget8(a);
+   len  = header[1] * 256 + header[0];
+   nlen = header[3] * 256 + header[2];
+   if (nlen != (len ^ 0xffff)) return stbi__err("zlib corrupt","Corrupt PNG");
+   if (a->zbuffer + len > a->zbuffer_end) return stbi__err("read past buffer","Corrupt PNG");
+   if (a->zout + len > a->zout_end)
+      if (!stbi__zexpand(a, a->zout, len)) return 0;
+   memcpy(a->zout, a->zbuffer, len);
+   a->zbuffer += len;
+   a->zout += len;
+   return 1;
+}
+
+static int stbi__parse_zlib_header(stbi__zbuf *a)
+{
+   int cmf   = stbi__zget8(a);
+   int cm    = cmf & 15;
+   /* int cinfo = cmf >> 4; */
+   int flg   = stbi__zget8(a);
+   if (stbi__zeof(a)) return stbi__err("bad zlib header","Corrupt PNG"); // zlib spec
+   if ((cmf*256+flg) % 31 != 0) return stbi__err("bad zlib header","Corrupt PNG"); // zlib spec
+   if (flg & 32) return stbi__err("no preset dict","Corrupt PNG"); // preset dictionary not allowed in png
+   if (cm != 8) return stbi__err("bad compression","Corrupt PNG"); // DEFLATE required for png
+   // window = 1 << (8 + cinfo)... but who cares, we fully buffer output
+   return 1;
+}
+
+static const stbi_uc stbi__zdefault_length[STBI__ZNSYMS] =
+{
+   8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8, 8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,
+   8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8, 8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,
+   8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8, 8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,
+   8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8, 8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,
+   8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8, 9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,
+   9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9, 9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,
+   9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9, 9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,
+   9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9, 9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,
+   7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7, 7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8
+};
+static const stbi_uc stbi__zdefault_distance[32] =
+{
+   5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5
+};
+/*
+Init algorithm:
+{
+   int i;   // use <= to match clearly with spec
+   for (i=0; i <= 143; ++i)     stbi__zdefault_length[i]   = 8;
+   for (   ; i <= 255; ++i)     stbi__zdefault_length[i]   = 9;
+   for (   ; i <= 279; ++i)     stbi__zdefault_length[i]   = 7;
+   for (   ; i <= 287; ++i)     stbi__zdefault_length[i]   = 8;
+
+   for (i=0; i <=  31; ++i)     stbi__zdefault_distance[i] = 5;
+}
+*/
+
+static int stbi__parse_zlib(stbi__zbuf *a, int parse_header)
+{
+   int final, type;
+   if (parse_header)
+      if (!stbi__parse_zlib_header(a)) return 0;
+   a->num_bits = 0;
+   a->code_buffer = 0;
+   a->hit_zeof_once = 0;
+   do {
+      final = stbi__zreceive(a,1);
+      type = stbi__zreceive(a,2);
+      if (type == 0) {
+         if (!stbi__parse_uncompressed_block(a)) return 0;
+      } else if (type == 3) {
+         return 0;
+      } else {
+         if (type == 1) {
+            // use fixed code lengths
+            if (!stbi__zbuild_huffman(&a->z_length  , stbi__zdefault_length  , STBI__ZNSYMS)) return 0;
+            if (!stbi__zbuild_huffman(&a->z_distance, stbi__zdefault_distance,  32)) return 0;
+         } else {
+            if (!stbi__compute_huffman_codes(a)) return 0;
+         }
+         if (!stbi__parse_huffman_block(a)) return 0;
+      }
+   } while (!final);
+   return 1;
+}
+
+static int stbi__do_zlib(stbi__zbuf *a, char *obuf, int olen, int exp, int parse_header)
+{
+   a->zout_start = obuf;
+   a->zout       = obuf;
+   a->zout_end   = obuf + olen;
+   a->z_expandable = exp;
+
+   return stbi__parse_zlib(a, parse_header);
+}
+
+STBIDEF char *stbi_zlib_decode_malloc_guesssize(const char *buffer, int len, int initial_size, int *outlen)
+{
+   stbi__zbuf a;
+   char *p = (char *) stbi__malloc(initial_size);
+   if (p == NULL) return NULL;
+   a.zbuffer = (stbi_uc *) buffer;
+   a.zbuffer_end = (stbi_uc *) buffer + len;
+   if (stbi__do_zlib(&a, p, initial_size, 1, 1)) {
+      if (outlen) *outlen = (int) (a.zout - a.zout_start);
+      return a.zout_start;
+   } else {
+      STBI_FREE(a.zout_start);
+      return NULL;
+   }
+}
+
+STBIDEF char *stbi_zlib_decode_malloc(char const *buffer, int len, int *outlen)
+{
+   return stbi_zlib_decode_malloc_guesssize(buffer, len, 16384, outlen);
+}
+
+STBIDEF char *stbi_zlib_decode_malloc_guesssize_headerflag(const char *buffer, int len, int initial_size, int *outlen, int parse_header)
+{
+   stbi__zbuf a;
+   char *p = (char *) stbi__malloc(initial_size);
+   if (p == NULL) return NULL;
+   a.zbuffer = (stbi_uc *) buffer;
+   a.zbuffer_end = (stbi_uc *) buffer + len;
+   if (stbi__do_zlib(&a, p, initial_size, 1, parse_header)) {
+      if (outlen) *outlen = (int) (a.zout - a.zout_start);
+      return a.zout_start;
+   } else {
+      STBI_FREE(a.zout_start);
+      return NULL;
+   }
+}
+
+STBIDEF int stbi_zlib_decode_buffer(char *obuffer, int olen, char const *ibuffer, int ilen)
+{
+   stbi__zbuf a;
+   a.zbuffer = (stbi_uc *) ibuffer;
+   a.zbuffer_end = (stbi_uc *) ibuffer + ilen;
+   if (stbi__do_zlib(&a, obuffer, olen, 0, 1))
+      return (int) (a.zout - a.zout_start);
+   else
+      return -1;
+}
+
+STBIDEF char *stbi_zlib_decode_noheader_malloc(char const *buffer, int len, int *outlen)
+{
+   stbi__zbuf a;
+   char *p = (char *) stbi__malloc(16384);
+   if (p == NULL) return NULL;
+   a.zbuffer = (stbi_uc *) buffer;
+   a.zbuffer_end = (stbi_uc *) buffer+len;
+   if (stbi__do_zlib(&a, p, 16384, 1, 0)) {
+      if (outlen) *outlen = (int) (a.zout - a.zout_start);
+      return a.zout_start;
+   } else {
+      STBI_FREE(a.zout_start);
+      return NULL;
+   }
+}
+
+STBIDEF int stbi_zlib_decode_noheader_buffer(char *obuffer, int olen, const char *ibuffer, int ilen)
+{
+   stbi__zbuf a;
+   a.zbuffer = (stbi_uc *) ibuffer;
+   a.zbuffer_end = (stbi_uc *) ibuffer + ilen;
+   if (stbi__do_zlib(&a, obuffer, olen, 0, 0))
+      return (int) (a.zout - a.zout_start);
+   else
+      return -1;
+}
+#endif
+
+// public domain "baseline" PNG decoder   v0.10  Sean Barrett 2006-11-18
+//    simple implementation
+//      - only 8-bit samples
+//      - no CRC checking
+//      - allocates lots of intermediate memory
+//        - avoids problem of streaming data between subsystems
+//        - avoids explicit window management
+//    performance
+//      - uses stb_zlib, a PD zlib implementation with fast huffman decoding
+
+#ifndef STBI_NO_PNG
+typedef struct
+{
+   stbi__uint32 length;
+   stbi__uint32 type;
+} stbi__pngchunk;
+
+static stbi__pngchunk stbi__get_chunk_header(stbi__context *s)
+{
+   stbi__pngchunk c;
+   c.length = stbi__get32be(s);
+   c.type   = stbi__get32be(s);
+   return c;
+}
+
+static int stbi__check_png_header(stbi__context *s)
+{
+   static const stbi_uc png_sig[8] = { 137,80,78,71,13,10,26,10 };
+   int i;
+   for (i=0; i < 8; ++i)
+      if (stbi__get8(s) != png_sig[i]) return stbi__err("bad png sig","Not a PNG");
+   return 1;
+}
+
+typedef struct
+{
+   stbi__context *s;
+   stbi_uc *idata, *expanded, *out;
+   int depth;
+} stbi__png;
+
+
+enum {
+   STBI__F_none=0,
+   STBI__F_sub=1,
+   STBI__F_up=2,
+   STBI__F_avg=3,
+   STBI__F_paeth=4,
+   // synthetic filter used for first scanline to avoid needing a dummy row of 0s
+   STBI__F_avg_first
+};
+
+static stbi_uc first_row_filter[5] =
+{
+   STBI__F_none,
+   STBI__F_sub,
+   STBI__F_none,
+   STBI__F_avg_first,
+   STBI__F_sub // Paeth with b=c=0 turns out to be equivalent to sub
+};
+
+static int stbi__paeth(int a, int b, int c)
+{
+   // This formulation looks very different from the reference in the PNG spec, but is
+   // actually equivalent and has favorable data dependencies and admits straightforward
+   // generation of branch-free code, which helps performance significantly.
+   int thresh = c*3 - (a + b);
+   int lo = a < b ? a : b;
+   int hi = a < b ? b : a;
+   int t0 = (hi <= thresh) ? lo : c;
+   int t1 = (thresh <= lo) ? hi : t0;
+   return t1;
+}
+
+static const stbi_uc stbi__depth_scale_table[9] = { 0, 0xff, 0x55, 0, 0x11, 0,0,0, 0x01 };
+
+// adds an extra all-255 alpha channel
+// dest == src is legal
+// img_n must be 1 or 3
+static void stbi__create_png_alpha_expand8(stbi_uc *dest, stbi_uc *src, stbi__uint32 x, int img_n)
+{
+   int i;
+   // must process data backwards since we allow dest==src
+   if (img_n == 1) {
+      for (i=x-1; i >= 0; --i) {
+         dest[i*2+1] = 255;
+         dest[i*2+0] = src[i];
+      }
+   } else {
+      STBI_ASSERT(img_n == 3);
+      for (i=x-1; i >= 0; --i) {
+         dest[i*4+3] = 255;
+         dest[i*4+2] = src[i*3+2];
+         dest[i*4+1] = src[i*3+1];
+         dest[i*4+0] = src[i*3+0];
+      }
+   }
+}
+
+// create the png data from post-deflated data
+static int stbi__create_png_image_raw(stbi__png *a, stbi_uc *raw, stbi__uint32 raw_len, int out_n, stbi__uint32 x, stbi__uint32 y, int depth, int color)
+{
+   int bytes = (depth == 16 ? 2 : 1);
+   stbi__context *s = a->s;
+   stbi__uint32 i,j,stride = x*out_n*bytes;
+   stbi__uint32 img_len, img_width_bytes;
+   stbi_uc *filter_buf;
+   int all_ok = 1;
+   int k;
+   int img_n = s->img_n; // copy it into a local for later
+
+   int output_bytes = out_n*bytes;
+   int filter_bytes = img_n*bytes;
+   int width = x;
+
+   STBI_ASSERT(out_n == s->img_n || out_n == s->img_n+1);
+   a->out = (stbi_uc *) stbi__malloc_mad3(x, y, output_bytes, 0); // extra bytes to write off the end into
+   if (!a->out) return stbi__err("outofmem", "Out of memory");
+
+   // note: error exits here don't need to clean up a->out individually,
+   // stbi__do_png always does on error.
+   if (!stbi__mad3sizes_valid(img_n, x, depth, 7)) return stbi__err("too large", "Corrupt PNG");
+   img_width_bytes = (((img_n * x * depth) + 7) >> 3);
+   if (!stbi__mad2sizes_valid(img_width_bytes, y, img_width_bytes)) return stbi__err("too large", "Corrupt PNG");
+   img_len = (img_width_bytes + 1) * y;
+
+   // we used to check for exact match between raw_len and img_len on non-interlaced PNGs,
+   // but issue #276 reported a PNG in the wild that had extra data at the end (all zeros),
+   // so just check for raw_len < img_len always.
+   if (raw_len < img_len) return stbi__err("not enough pixels","Corrupt PNG");
+
+   // Allocate two scan lines worth of filter workspace buffer.
+   filter_buf = (stbi_uc *) stbi__malloc_mad2(img_width_bytes, 2, 0);
+   if (!filter_buf) return stbi__err("outofmem", "Out of memory");
+
+   // Filtering for low-bit-depth images
+   if (depth < 8) {
+      filter_bytes = 1;
+      width = img_width_bytes;
+   }
+
+   for (j=0; j < y; ++j) {
+      // cur/prior filter buffers alternate
+      stbi_uc *cur = filter_buf + (j & 1)*img_width_bytes;
+      stbi_uc *prior = filter_buf + (~j & 1)*img_width_bytes;
+      stbi_uc *dest = a->out + stride*j;
+      int nk = width * filter_bytes;
+      int filter = *raw++;
+
+      // check filter type
+      if (filter > 4) {
+         all_ok = stbi__err("invalid filter","Corrupt PNG");
+         break;
+      }
+
+      // if first row, use special filter that doesn't sample previous row
+      if (j == 0) filter = first_row_filter[filter];
+
+      // perform actual filtering
+      switch (filter) {
+      case STBI__F_none:
+         memcpy(cur, raw, nk);
+         break;
+      case STBI__F_sub:
+         memcpy(cur, raw, filter_bytes);
+         for (k = filter_bytes; k < nk; ++k)
+            cur[k] = STBI__BYTECAST(raw[k] + cur[k-filter_bytes]);
+         break;
+      case STBI__F_up:
+         for (k = 0; k < nk; ++k)
+            cur[k] = STBI__BYTECAST(raw[k] + prior[k]);
+         break;
+      case STBI__F_avg:
+         for (k = 0; k < filter_bytes; ++k)
+            cur[k] = STBI__BYTECAST(raw[k] + (prior[k]>>1));
+         for (k = filter_bytes; k < nk; ++k)
+            cur[k] = STBI__BYTECAST(raw[k] + ((prior[k] + cur[k-filter_bytes])>>1));
+         break;
+      case STBI__F_paeth:
+         for (k = 0; k < filter_bytes; ++k)
+            cur[k] = STBI__BYTECAST(raw[k] + prior[k]); // prior[k] == stbi__paeth(0,prior[k],0)
+         for (k = filter_bytes; k < nk; ++k)
+            cur[k] = STBI__BYTECAST(raw[k] + stbi__paeth(cur[k-filter_bytes], prior[k], prior[k-filter_bytes]));
+         break;
+      case STBI__F_avg_first:
+         memcpy(cur, raw, filter_bytes);
+         for (k = filter_bytes; k < nk; ++k)
+            cur[k] = STBI__BYTECAST(raw[k] + (cur[k-filter_bytes] >> 1));
+         break;
+      }
+
+      raw += nk;
+
+      // expand decoded bits in cur to dest, also adding an extra alpha channel if desired
+      if (depth < 8) {
+         stbi_uc scale = (color == 0) ? stbi__depth_scale_table[depth] : 1; // scale grayscale values to 0..255 range
+         stbi_uc *in = cur;
+         stbi_uc *out = dest;
+         stbi_uc inb = 0;
+         stbi__uint32 nsmp = x*img_n;
+
+         // expand bits to bytes first
+         if (depth == 4) {
+            for (i=0; i < nsmp; ++i) {
+               if ((i & 1) == 0) inb = *in++;
+               *out++ = scale * (inb >> 4);
+               inb <<= 4;
+            }
+         } else if (depth == 2) {
+            for (i=0; i < nsmp; ++i) {
+               if ((i & 3) == 0) inb = *in++;
+               *out++ = scale * (inb >> 6);
+               inb <<= 2;
+            }
+         } else {
+            STBI_ASSERT(depth == 1);
+            for (i=0; i < nsmp; ++i) {
+               if ((i & 7) == 0) inb = *in++;
+               *out++ = scale * (inb >> 7);
+               inb <<= 1;
+            }
+         }
+
+         // insert alpha=255 values if desired
+         if (img_n != out_n)
+            stbi__create_png_alpha_expand8(dest, dest, x, img_n);
+      } else if (depth == 8) {
+         if (img_n == out_n)
+            memcpy(dest, cur, x*img_n);
+         else
+            stbi__create_png_alpha_expand8(dest, cur, x, img_n);
+      } else if (depth == 16) {
+         // convert the image data from big-endian to platform-native
+         stbi__uint16 *dest16 = (stbi__uint16*)dest;
+         stbi__uint32 nsmp = x*img_n;
+
+         if (img_n == out_n) {
+            for (i = 0; i < nsmp; ++i, ++dest16, cur += 2)
+               *dest16 = (cur[0] << 8) | cur[1];
+         } else {
+            STBI_ASSERT(img_n+1 == out_n);
+            if (img_n == 1) {
+               for (i = 0; i < x; ++i, dest16 += 2, cur += 2) {
+                  dest16[0] = (cur[0] << 8) | cur[1];
+                  dest16[1] = 0xffff;
+               }
+            } else {
+               STBI_ASSERT(img_n == 3);
+               for (i = 0; i < x; ++i, dest16 += 4, cur += 6) {
+                  dest16[0] = (cur[0] << 8) | cur[1];
+                  dest16[1] = (cur[2] << 8) | cur[3];
+                  dest16[2] = (cur[4] << 8) | cur[5];
+                  dest16[3] = 0xffff;
+               }
+            }
+         }
+      }
+   }
+
+   STBI_FREE(filter_buf);
+   if (!all_ok) return 0;
+
+   return 1;
+}
+
+static int stbi__create_png_image(stbi__png *a, stbi_uc *image_data, stbi__uint32 image_data_len, int out_n, int depth, int color, int interlaced)
+{
+   int bytes = (depth == 16 ? 2 : 1);
+   int out_bytes = out_n * bytes;
+   stbi_uc *final;
+   int p;
+   if (!interlaced)
+      return stbi__create_png_image_raw(a, image_data, image_data_len, out_n, a->s->img_x, a->s->img_y, depth, color);
+
+   // de-interlacing
+   final = (stbi_uc *) stbi__malloc_mad3(a->s->img_x, a->s->img_y, out_bytes, 0);
+   if (!final) return stbi__err("outofmem", "Out of memory");
+   for (p=0; p < 7; ++p) {
+      int xorig[] = { 0,4,0,2,0,1,0 };
+      int yorig[] = { 0,0,4,0,2,0,1 };
+      int xspc[]  = { 8,8,4,4,2,2,1 };
+      int yspc[]  = { 8,8,8,4,4,2,2 };
+      int i,j,x,y;
+      // pass1_x[4] = 0, pass1_x[5] = 1, pass1_x[12] = 1
+      x = (a->s->img_x - xorig[p] + xspc[p]-1) / xspc[p];
+      y = (a->s->img_y - yorig[p] + yspc[p]-1) / yspc[p];
+      if (x && y) {
+         stbi__uint32 img_len = ((((a->s->img_n * x * depth) + 7) >> 3) + 1) * y;
+         if (!stbi__create_png_image_raw(a, image_data, image_data_len, out_n, x, y, depth, color)) {
+            STBI_FREE(final);
+            return 0;
+         }
+         for (j=0; j < y; ++j) {
+            for (i=0; i < x; ++i) {
+               int out_y = j*yspc[p]+yorig[p];
+               int out_x = i*xspc[p]+xorig[p];
+               memcpy(final + out_y*a->s->img_x*out_bytes + out_x*out_bytes,
+                      a->out + (j*x+i)*out_bytes, out_bytes);
+            }
+         }
+         STBI_FREE(a->out);
+         image_data += img_len;
+         image_data_len -= img_len;
+      }
+   }
+   a->out = final;
+
+   return 1;
+}
+
+static int stbi__compute_transparency(stbi__png *z, stbi_uc tc[3], int out_n)
+{
+   stbi__context *s = z->s;
+   stbi__uint32 i, pixel_count = s->img_x * s->img_y;
+   stbi_uc *p = z->out;
+
+   // compute color-based transparency, assuming we've
+   // already got 255 as the alpha value in the output
+   STBI_ASSERT(out_n == 2 || out_n == 4);
+
+   if (out_n == 2) {
+      for (i=0; i < pixel_count; ++i) {
+         p[1] = (p[0] == tc[0] ? 0 : 255);
+         p += 2;
+      }
+   } else {
+      for (i=0; i < pixel_count; ++i) {
+         if (p[0] == tc[0] && p[1] == tc[1] && p[2] == tc[2])
+            p[3] = 0;
+         p += 4;
+      }
+   }
+   return 1;
+}
+
+static int stbi__compute_transparency16(stbi__png *z, stbi__uint16 tc[3], int out_n)
+{
+   stbi__context *s = z->s;
+   stbi__uint32 i, pixel_count = s->img_x * s->img_y;
+   stbi__uint16 *p = (stbi__uint16*) z->out;
+
+   // compute color-based transparency, assuming we've
+   // already got 65535 as the alpha value in the output
+   STBI_ASSERT(out_n == 2 || out_n == 4);
+
+   if (out_n == 2) {
+      for (i = 0; i < pixel_count; ++i) {
+         p[1] = (p[0] == tc[0] ? 0 : 65535);
+         p += 2;
+      }
+   } else {
+      for (i = 0; i < pixel_count; ++i) {
+         if (p[0] == tc[0] && p[1] == tc[1] && p[2] == tc[2])
+            p[3] = 0;
+         p += 4;
+      }
+   }
+   return 1;
+}
+
+static int stbi__expand_png_palette(stbi__png *a, stbi_uc *palette, int len, int pal_img_n)
+{
+   stbi__uint32 i, pixel_count = a->s->img_x * a->s->img_y;
+   stbi_uc *p, *temp_out, *orig = a->out;
+
+   p = (stbi_uc *) stbi__malloc_mad2(pixel_count, pal_img_n, 0);
+   if (p == NULL) return stbi__err("outofmem", "Out of memory");
+
+   // between here and free(out) below, exitting would leak
+   temp_out = p;
+
+   if (pal_img_n == 3) {
+      for (i=0; i < pixel_count; ++i) {
+         int n = orig[i]*4;
+         p[0] = palette[n  ];
+         p[1] = palette[n+1];
+         p[2] = palette[n+2];
+         p += 3;
+      }
+   } else {
+      for (i=0; i < pixel_count; ++i) {
+         int n = orig[i]*4;
+         p[0] = palette[n  ];
+         p[1] = palette[n+1];
+         p[2] = palette[n+2];
+         p[3] = palette[n+3];
+         p += 4;
+      }
+   }
+   STBI_FREE(a->out);
+   a->out = temp_out;
+
+   STBI_NOTUSED(len);
+
+   return 1;
+}
+
+static int stbi__unpremultiply_on_load_global = 0;
+static int stbi__de_iphone_flag_global = 0;
+
+STBIDEF void stbi_set_unpremultiply_on_load(int flag_true_if_should_unpremultiply)
+{
+   stbi__unpremultiply_on_load_global = flag_true_if_should_unpremultiply;
+}
+
+STBIDEF void stbi_convert_iphone_png_to_rgb(int flag_true_if_should_convert)
+{
+   stbi__de_iphone_flag_global = flag_true_if_should_convert;
+}
+
+#ifndef STBI_THREAD_LOCAL
+#define stbi__unpremultiply_on_load  stbi__unpremultiply_on_load_global
+#define stbi__de_iphone_flag  stbi__de_iphone_flag_global
+#else
+static STBI_THREAD_LOCAL int stbi__unpremultiply_on_load_local, stbi__unpremultiply_on_load_set;
+static STBI_THREAD_LOCAL int stbi__de_iphone_flag_local, stbi__de_iphone_flag_set;
+
+STBIDEF void stbi_set_unpremultiply_on_load_thread(int flag_true_if_should_unpremultiply)
+{
+   stbi__unpremultiply_on_load_local = flag_true_if_should_unpremultiply;
+   stbi__unpremultiply_on_load_set = 1;
+}
+
+STBIDEF void stbi_convert_iphone_png_to_rgb_thread(int flag_true_if_should_convert)
+{
+   stbi__de_iphone_flag_local = flag_true_if_should_convert;
+   stbi__de_iphone_flag_set = 1;
+}
+
+#define stbi__unpremultiply_on_load  (stbi__unpremultiply_on_load_set           \
+                                       ? stbi__unpremultiply_on_load_local      \
+                                       : stbi__unpremultiply_on_load_global)
+#define stbi__de_iphone_flag  (stbi__de_iphone_flag_set                         \
+                                ? stbi__de_iphone_flag_local                    \
+                                : stbi__de_iphone_flag_global)
+#endif // STBI_THREAD_LOCAL
+
+static void stbi__de_iphone(stbi__png *z)
+{
+   stbi__context *s = z->s;
+   stbi__uint32 i, pixel_count = s->img_x * s->img_y;
+   stbi_uc *p = z->out;
+
+   if (s->img_out_n == 3) {  // convert bgr to rgb
+      for (i=0; i < pixel_count; ++i) {
+         stbi_uc t = p[0];
+         p[0] = p[2];
+         p[2] = t;
+         p += 3;
+      }
+   } else {
+      STBI_ASSERT(s->img_out_n == 4);
+      if (stbi__unpremultiply_on_load) {
+         // convert bgr to rgb and unpremultiply
+         for (i=0; i < pixel_count; ++i) {
+            stbi_uc a = p[3];
+            stbi_uc t = p[0];
+            if (a) {
+               stbi_uc half = a / 2;
+               p[0] = (p[2] * 255 + half) / a;
+               p[1] = (p[1] * 255 + half) / a;
+               p[2] = ( t   * 255 + half) / a;
+            } else {
+               p[0] = p[2];
+               p[2] = t;
+            }
+            p += 4;
+         }
+      } else {
+         // convert bgr to rgb
+         for (i=0; i < pixel_count; ++i) {
+            stbi_uc t = p[0];
+            p[0] = p[2];
+            p[2] = t;
+            p += 4;
+         }
+      }
+   }
+}
+
+#define STBI__PNG_TYPE(a,b,c,d)  (((unsigned) (a) << 24) + ((unsigned) (b) << 16) + ((unsigned) (c) << 8) + (unsigned) (d))
+
+static int stbi__parse_png_file(stbi__png *z, int scan, int req_comp)
+{
+   stbi_uc palette[1024], pal_img_n=0;
+   stbi_uc has_trans=0, tc[3]={0};
+   stbi__uint16 tc16[3];
+   stbi__uint32 ioff=0, idata_limit=0, i, pal_len=0;
+   int first=1,k,interlace=0, color=0, is_iphone=0;
+   stbi__context *s = z->s;
+
+   z->expanded = NULL;
+   z->idata = NULL;
+   z->out = NULL;
+
+   if (!stbi__check_png_header(s)) return 0;
+
+   if (scan == STBI__SCAN_type) return 1;
+
+   for (;;) {
+      stbi__pngchunk c = stbi__get_chunk_header(s);
+      switch (c.type) {
+         case STBI__PNG_TYPE('C','g','B','I'):
+            is_iphone = 1;
+            stbi__skip(s, c.length);
+            break;
+         case STBI__PNG_TYPE('I','H','D','R'): {
+            int comp,filter;
+            if (!first) return stbi__err("multiple IHDR","Corrupt PNG");
+            first = 0;
+            if (c.length != 13) return stbi__err("bad IHDR len","Corrupt PNG");
+            s->img_x = stbi__get32be(s);
+            s->img_y = stbi__get32be(s);
+            if (s->img_y > STBI_MAX_DIMENSIONS) return stbi__err("too large","Very large image (corrupt?)");
+            if (s->img_x > STBI_MAX_DIMENSIONS) return stbi__err("too large","Very large image (corrupt?)");
+            z->depth = stbi__get8(s);  if (z->depth != 1 && z->depth != 2 && z->depth != 4 && z->depth != 8 && z->depth != 16)  return stbi__err("1/2/4/8/16-bit only","PNG not supported: 1/2/4/8/16-bit only");
+            color = stbi__get8(s);  if (color > 6)         return stbi__err("bad ctype","Corrupt PNG");
+            if (color == 3 && z->depth == 16)                  return stbi__err("bad ctype","Corrupt PNG");
+            if (color == 3) pal_img_n = 3; else if (color & 1) return stbi__err("bad ctype","Corrupt PNG");
+            comp  = stbi__get8(s);  if (comp) return stbi__err("bad comp method","Corrupt PNG");
+            filter= stbi__get8(s);  if (filter) return stbi__err("bad filter method","Corrupt PNG");
+            interlace = stbi__get8(s); if (interlace>1) return stbi__err("bad interlace method","Corrupt PNG");
+            if (!s->img_x || !s->img_y) return stbi__err("0-pixel image","Corrupt PNG");
+            if (!pal_img_n) {
+               s->img_n = (color & 2 ? 3 : 1) + (color & 4 ? 1 : 0);
+               if ((1 << 30) / s->img_x / s->img_n < s->img_y) return stbi__err("too large", "Image too large to decode");
+            } else {
+               // if paletted, then pal_n is our final components, and
+               // img_n is # components to decompress/filter.
+               s->img_n = 1;
+               if ((1 << 30) / s->img_x / 4 < s->img_y) return stbi__err("too large","Corrupt PNG");
+            }
+            // even with SCAN_header, have to scan to see if we have a tRNS
+            break;
+         }
+
+         case STBI__PNG_TYPE('P','L','T','E'):  {
+            if (first) return stbi__err("first not IHDR", "Corrupt PNG");
+            if (c.length > 256*3) return stbi__err("invalid PLTE","Corrupt PNG");
+            pal_len = c.length / 3;
+            if (pal_len * 3 != c.length) return stbi__err("invalid PLTE","Corrupt PNG");
+            for (i=0; i < pal_len; ++i) {
+               palette[i*4+0] = stbi__get8(s);
+               palette[i*4+1] = stbi__get8(s);
+               palette[i*4+2] = stbi__get8(s);
+               palette[i*4+3] = 255;
+            }
+            break;
+         }
+
+         case STBI__PNG_TYPE('t','R','N','S'): {
+            if (first) return stbi__err("first not IHDR", "Corrupt PNG");
+            if (z->idata) return stbi__err("tRNS after IDAT","Corrupt PNG");
+            if (pal_img_n) {
+               if (scan == STBI__SCAN_header) { s->img_n = 4; return 1; }
+               if (pal_len == 0) return stbi__err("tRNS before PLTE","Corrupt PNG");
+               if (c.length > pal_len) return stbi__err("bad tRNS len","Corrupt PNG");
+               pal_img_n = 4;
+               for (i=0; i < c.length; ++i)
+                  palette[i*4+3] = stbi__get8(s);
+            } else {
+               if (!(s->img_n & 1)) return stbi__err("tRNS with alpha","Corrupt PNG");
+               if (c.length != (stbi__uint32) s->img_n*2) return stbi__err("bad tRNS len","Corrupt PNG");
+               has_trans = 1;
+               // non-paletted with tRNS = constant alpha. if header-scanning, we can stop now.
+               if (scan == STBI__SCAN_header) { ++s->img_n; return 1; }
+               if (z->depth == 16) {
+                  for (k = 0; k < s->img_n && k < 3; ++k) // extra loop test to suppress false GCC warning
+                     tc16[k] = (stbi__uint16)stbi__get16be(s); // copy the values as-is
+               } else {
+                  for (k = 0; k < s->img_n && k < 3; ++k)
+                     tc[k] = (stbi_uc)(stbi__get16be(s) & 255) * stbi__depth_scale_table[z->depth]; // non 8-bit images will be larger
+               }
+            }
+            break;
+         }
+
+         case STBI__PNG_TYPE('I','D','A','T'): {
+            if (first) return stbi__err("first not IHDR", "Corrupt PNG");
+            if (pal_img_n && !pal_len) return stbi__err("no PLTE","Corrupt PNG");
+            if (scan == STBI__SCAN_header) {
+               // header scan definitely stops at first IDAT
+               if (pal_img_n)
+                  s->img_n = pal_img_n;
+               return 1;
+            }
+            if (c.length > (1u << 30)) return stbi__err("IDAT size limit", "IDAT section larger than 2^30 bytes");
+            if ((int)(ioff + c.length) < (int)ioff) return 0;
+            if (ioff + c.length > idata_limit) {
+               stbi__uint32 idata_limit_old = idata_limit;
+               stbi_uc *p;
+               if (idata_limit == 0) idata_limit = c.length > 4096 ? c.length : 4096;
+               while (ioff + c.length > idata_limit)
+                  idata_limit *= 2;
+               STBI_NOTUSED(idata_limit_old);
+               p = (stbi_uc *) STBI_REALLOC_SIZED(z->idata, idata_limit_old, idata_limit); if (p == NULL) return stbi__err("outofmem", "Out of memory");
+               z->idata = p;
+            }
+            if (!stbi__getn(s, z->idata+ioff,c.length)) return stbi__err("outofdata","Corrupt PNG");
+            ioff += c.length;
+            break;
+         }
+
+         case STBI__PNG_TYPE('I','E','N','D'): {
+            stbi__uint32 raw_len, bpl;
+            if (first) return stbi__err("first not IHDR", "Corrupt PNG");
+            if (scan != STBI__SCAN_load) return 1;
+            if (z->idata == NULL) return stbi__err("no IDAT","Corrupt PNG");
+            // initial guess for decoded data size to avoid unnecessary reallocs
+            bpl = (s->img_x * z->depth + 7) / 8; // bytes per line, per component
+            raw_len = bpl * s->img_y * s->img_n /* pixels */ + s->img_y /* filter mode per row */;
+            z->expanded = (stbi_uc *) stbi_zlib_decode_malloc_guesssize_headerflag((char *) z->idata, ioff, raw_len, (int *) &raw_len, !is_iphone);
+            if (z->expanded == NULL) return 0; // zlib should set error
+            STBI_FREE(z->idata); z->idata = NULL;
+            if ((req_comp == s->img_n+1 && req_comp != 3 && !pal_img_n) || has_trans)
+               s->img_out_n = s->img_n+1;
+            else
+               s->img_out_n = s->img_n;
+            if (!stbi__create_png_image(z, z->expanded, raw_len, s->img_out_n, z->depth, color, interlace)) return 0;
+            if (has_trans) {
+               if (z->depth == 16) {
+                  if (!stbi__compute_transparency16(z, tc16, s->img_out_n)) return 0;
+               } else {
+                  if (!stbi__compute_transparency(z, tc, s->img_out_n)) return 0;
+               }
+            }
+            if (is_iphone && stbi__de_iphone_flag && s->img_out_n > 2)
+               stbi__de_iphone(z);
+            if (pal_img_n) {
+               // pal_img_n == 3 or 4
+               s->img_n = pal_img_n; // record the actual colors we had
+               s->img_out_n = pal_img_n;
+               if (req_comp >= 3) s->img_out_n = req_comp;
+               if (!stbi__expand_png_palette(z, palette, pal_len, s->img_out_n))
+                  return 0;
+            } else if (has_trans) {
+               // non-paletted image with tRNS -> source image has (constant) alpha
+               ++s->img_n;
+            }
+            STBI_FREE(z->expanded); z->expanded = NULL;
+            // end of PNG chunk, read and skip CRC
+            stbi__get32be(s);
+            return 1;
+         }
+
+         default:
+            // if critical, fail
+            if (first) return stbi__err("first not IHDR", "Corrupt PNG");
+            if ((c.type & (1 << 29)) == 0) {
+               #ifndef STBI_NO_FAILURE_STRINGS
+               // not threadsafe
+               static char invalid_chunk[] = "XXXX PNG chunk not known";
+               invalid_chunk[0] = STBI__BYTECAST(c.type >> 24);
+               invalid_chunk[1] = STBI__BYTECAST(c.type >> 16);
+               invalid_chunk[2] = STBI__BYTECAST(c.type >>  8);
+               invalid_chunk[3] = STBI__BYTECAST(c.type >>  0);
+               #endif
+               return stbi__err(invalid_chunk, "PNG not supported: unknown PNG chunk type");
+            }
+            stbi__skip(s, c.length);
+            break;
+      }
+      // end of PNG chunk, read and skip CRC
+      stbi__get32be(s);
+   }
+}
+
+static void *stbi__do_png(stbi__png *p, int *x, int *y, int *n, int req_comp, stbi__result_info *ri)
+{
+   void *result=NULL;
+   if (req_comp < 0 || req_comp > 4) return stbi__errpuc("bad req_comp", "Internal error");
+   if (stbi__parse_png_file(p, STBI__SCAN_load, req_comp)) {
+      if (p->depth <= 8)
+         ri->bits_per_channel = 8;
+      else if (p->depth == 16)
+         ri->bits_per_channel = 16;
+      else
+         return stbi__errpuc("bad bits_per_channel", "PNG not supported: unsupported color depth");
+      result = p->out;
+      p->out = NULL;
+      if (req_comp && req_comp != p->s->img_out_n) {
+         if (ri->bits_per_channel == 8)
+            result = stbi__convert_format((unsigned char *) result, p->s->img_out_n, req_comp, p->s->img_x, p->s->img_y);
+         else
+            result = stbi__convert_format16((stbi__uint16 *) result, p->s->img_out_n, req_comp, p->s->img_x, p->s->img_y);
+         p->s->img_out_n = req_comp;
+         if (result == NULL) return result;
+      }
+      *x = p->s->img_x;
+      *y = p->s->img_y;
+      if (n) *n = p->s->img_n;
+   }
+   STBI_FREE(p->out);      p->out      = NULL;
+   STBI_FREE(p->expanded); p->expanded = NULL;
+   STBI_FREE(p->idata);    p->idata    = NULL;
+
+   return result;
+}
+
+static void *stbi__png_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri)
+{
+   stbi__png p;
+   p.s = s;
+   return stbi__do_png(&p, x,y,comp,req_comp, ri);
+}
+
+static int stbi__png_test(stbi__context *s)
+{
+   int r;
+   r = stbi__check_png_header(s);
+   stbi__rewind(s);
+   return r;
+}
+
+static int stbi__png_info_raw(stbi__png *p, int *x, int *y, int *comp)
+{
+   if (!stbi__parse_png_file(p, STBI__SCAN_header, 0)) {
+      stbi__rewind( p->s );
+      return 0;
+   }
+   if (x) *x = p->s->img_x;
+   if (y) *y = p->s->img_y;
+   if (comp) *comp = p->s->img_n;
+   return 1;
+}
+
+static int stbi__png_info(stbi__context *s, int *x, int *y, int *comp)
+{
+   stbi__png p;
+   p.s = s;
+   return stbi__png_info_raw(&p, x, y, comp);
+}
+
+static int stbi__png_is16(stbi__context *s)
+{
+   stbi__png p;
+   p.s = s;
+   if (!stbi__png_info_raw(&p, NULL, NULL, NULL))
+	   return 0;
+   if (p.depth != 16) {
+      stbi__rewind(p.s);
+      return 0;
+   }
+   return 1;
+}
+#endif
+
+// Microsoft/Windows BMP image
+
+#ifndef STBI_NO_BMP
+static int stbi__bmp_test_raw(stbi__context *s)
+{
+   int r;
+   int sz;
+   if (stbi__get8(s) != 'B') return 0;
+   if (stbi__get8(s) != 'M') return 0;
+   stbi__get32le(s); // discard filesize
+   stbi__get16le(s); // discard reserved
+   stbi__get16le(s); // discard reserved
+   stbi__get32le(s); // discard data offset
+   sz = stbi__get32le(s);
+   r = (sz == 12 || sz == 40 || sz == 56 || sz == 108 || sz == 124);
+   return r;
+}
+
+static int stbi__bmp_test(stbi__context *s)
+{
+   int r = stbi__bmp_test_raw(s);
+   stbi__rewind(s);
+   return r;
+}
+
+
+// returns 0..31 for the highest set bit
+static int stbi__high_bit(unsigned int z)
+{
+   int n=0;
+   if (z == 0) return -1;
+   if (z >= 0x10000) { n += 16; z >>= 16; }
+   if (z >= 0x00100) { n +=  8; z >>=  8; }
+   if (z >= 0x00010) { n +=  4; z >>=  4; }
+   if (z >= 0x00004) { n +=  2; z >>=  2; }
+   if (z >= 0x00002) { n +=  1;/* >>=  1;*/ }
+   return n;
+}
+
+static int stbi__bitcount(unsigned int a)
+{
+   a = (a & 0x55555555) + ((a >>  1) & 0x55555555); // max 2
+   a = (a & 0x33333333) + ((a >>  2) & 0x33333333); // max 4
+   a = (a + (a >> 4)) & 0x0f0f0f0f; // max 8 per 4, now 8 bits
+   a = (a + (a >> 8)); // max 16 per 8 bits
+   a = (a + (a >> 16)); // max 32 per 8 bits
+   return a & 0xff;
+}
+
+// extract an arbitrarily-aligned N-bit value (N=bits)
+// from v, and then make it 8-bits long and fractionally
+// extend it to full full range.
+static int stbi__shiftsigned(unsigned int v, int shift, int bits)
+{
+   static unsigned int mul_table[9] = {
+      0,
+      0xff/*0b11111111*/, 0x55/*0b01010101*/, 0x49/*0b01001001*/, 0x11/*0b00010001*/,
+      0x21/*0b00100001*/, 0x41/*0b01000001*/, 0x81/*0b10000001*/, 0x01/*0b00000001*/,
+   };
+   static unsigned int shift_table[9] = {
+      0, 0,0,1,0,2,4,6,0,
+   };
+   if (shift < 0)
+      v <<= -shift;
+   else
+      v >>= shift;
+   STBI_ASSERT(v < 256);
+   v >>= (8-bits);
+   STBI_ASSERT(bits >= 0 && bits <= 8);
+   return (int) ((unsigned) v * mul_table[bits]) >> shift_table[bits];
+}
+
+typedef struct
+{
+   int bpp, offset, hsz;
+   unsigned int mr,mg,mb,ma, all_a;
+   int extra_read;
+} stbi__bmp_data;
+
+static int stbi__bmp_set_mask_defaults(stbi__bmp_data *info, int compress)
+{
+   // BI_BITFIELDS specifies masks explicitly, don't override
+   if (compress == 3)
+      return 1;
+
+   if (compress == 0) {
+      if (info->bpp == 16) {
+         info->mr = 31u << 10;
+         info->mg = 31u <<  5;
+         info->mb = 31u <<  0;
+      } else if (info->bpp == 32) {
+         info->mr = 0xffu << 16;
+         info->mg = 0xffu <<  8;
+         info->mb = 0xffu <<  0;
+         info->ma = 0xffu << 24;
+         info->all_a = 0; // if all_a is 0 at end, then we loaded alpha channel but it was all 0
+      } else {
+         // otherwise, use defaults, which is all-0
+         info->mr = info->mg = info->mb = info->ma = 0;
+      }
+      return 1;
+   }
+   return 0; // error
+}
+
+static void *stbi__bmp_parse_header(stbi__context *s, stbi__bmp_data *info)
+{
+   int hsz;
+   if (stbi__get8(s) != 'B' || stbi__get8(s) != 'M') return stbi__errpuc("not BMP", "Corrupt BMP");
+   stbi__get32le(s); // discard filesize
+   stbi__get16le(s); // discard reserved
+   stbi__get16le(s); // discard reserved
+   info->offset = stbi__get32le(s);
+   info->hsz = hsz = stbi__get32le(s);
+   info->mr = info->mg = info->mb = info->ma = 0;
+   info->extra_read = 14;
+
+   if (info->offset < 0) return stbi__errpuc("bad BMP", "bad BMP");
+
+   if (hsz != 12 && hsz != 40 && hsz != 56 && hsz != 108 && hsz != 124) return stbi__errpuc("unknown BMP", "BMP type not supported: unknown");
+   if (hsz == 12) {
+      s->img_x = stbi__get16le(s);
+      s->img_y = stbi__get16le(s);
+   } else {
+      s->img_x = stbi__get32le(s);
+      s->img_y = stbi__get32le(s);
+   }
+   if (stbi__get16le(s) != 1) return stbi__errpuc("bad BMP", "bad BMP");
+   info->bpp = stbi__get16le(s);
+   if (hsz != 12) {
+      int compress = stbi__get32le(s);
+      if (compress == 1 || compress == 2) return stbi__errpuc("BMP RLE", "BMP type not supported: RLE");
+      if (compress >= 4) return stbi__errpuc("BMP JPEG/PNG", "BMP type not supported: unsupported compression"); // this includes PNG/JPEG modes
+      if (compress == 3 && info->bpp != 16 && info->bpp != 32) return stbi__errpuc("bad BMP", "bad BMP"); // bitfields requires 16 or 32 bits/pixel
+      stbi__get32le(s); // discard sizeof
+      stbi__get32le(s); // discard hres
+      stbi__get32le(s); // discard vres
+      stbi__get32le(s); // discard colorsused
+      stbi__get32le(s); // discard max important
+      if (hsz == 40 || hsz == 56) {
+         if (hsz == 56) {
+            stbi__get32le(s);
+            stbi__get32le(s);
+            stbi__get32le(s);
+            stbi__get32le(s);
+         }
+         if (info->bpp == 16 || info->bpp == 32) {
+            if (compress == 0) {
+               stbi__bmp_set_mask_defaults(info, compress);
+            } else if (compress == 3) {
+               info->mr = stbi__get32le(s);
+               info->mg = stbi__get32le(s);
+               info->mb = stbi__get32le(s);
+               info->extra_read += 12;
+               // not documented, but generated by photoshop and handled by mspaint
+               if (info->mr == info->mg && info->mg == info->mb) {
+                  // ?!?!?
+                  return stbi__errpuc("bad BMP", "bad BMP");
+               }
+            } else
+               return stbi__errpuc("bad BMP", "bad BMP");
+         }
+      } else {
+         // V4/V5 header
+         int i;
+         if (hsz != 108 && hsz != 124)
+            return stbi__errpuc("bad BMP", "bad BMP");
+         info->mr = stbi__get32le(s);
+         info->mg = stbi__get32le(s);
+         info->mb = stbi__get32le(s);
+         info->ma = stbi__get32le(s);
+         if (compress != 3) // override mr/mg/mb unless in BI_BITFIELDS mode, as per docs
+            stbi__bmp_set_mask_defaults(info, compress);
+         stbi__get32le(s); // discard color space
+         for (i=0; i < 12; ++i)
+            stbi__get32le(s); // discard color space parameters
+         if (hsz == 124) {
+            stbi__get32le(s); // discard rendering intent
+            stbi__get32le(s); // discard offset of profile data
+            stbi__get32le(s); // discard size of profile data
+            stbi__get32le(s); // discard reserved
+         }
+      }
+   }
+   return (void *) 1;
+}
+
+
+static void *stbi__bmp_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri)
+{
+   stbi_uc *out;
+   unsigned int mr=0,mg=0,mb=0,ma=0, all_a;
+   stbi_uc pal[256][4];
+   int psize=0,i,j,width;
+   int flip_vertically, pad, target;
+   stbi__bmp_data info;
+   STBI_NOTUSED(ri);
+
+   info.all_a = 255;
+   if (stbi__bmp_parse_header(s, &info) == NULL)
+      return NULL; // error code already set
+
+   flip_vertically = ((int) s->img_y) > 0;
+   s->img_y = abs((int) s->img_y);
+
+   if (s->img_y > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+   if (s->img_x > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+
+   mr = info.mr;
+   mg = info.mg;
+   mb = info.mb;
+   ma = info.ma;
+   all_a = info.all_a;
+
+   if (info.hsz == 12) {
+      if (info.bpp < 24)
+         psize = (info.offset - info.extra_read - 24) / 3;
+   } else {
+      if (info.bpp < 16)
+         psize = (info.offset - info.extra_read - info.hsz) >> 2;
+   }
+   if (psize == 0) {
+      // accept some number of extra bytes after the header, but if the offset points either to before
+      // the header ends or implies a large amount of extra data, reject the file as malformed
+      int bytes_read_so_far = s->callback_already_read + (int)(s->img_buffer - s->img_buffer_original);
+      int header_limit = 1024; // max we actually read is below 256 bytes currently.
+      int extra_data_limit = 256*4; // what ordinarily goes here is a palette; 256 entries*4 bytes is its max size.
+      if (bytes_read_so_far <= 0 || bytes_read_so_far > header_limit) {
+         return stbi__errpuc("bad header", "Corrupt BMP");
+      }
+      // we established that bytes_read_so_far is positive and sensible.
+      // the first half of this test rejects offsets that are either too small positives, or
+      // negative, and guarantees that info.offset >= bytes_read_so_far > 0. this in turn
+      // ensures the number computed in the second half of the test can't overflow.
+      if (info.offset < bytes_read_so_far || info.offset - bytes_read_so_far > extra_data_limit) {
+         return stbi__errpuc("bad offset", "Corrupt BMP");
+      } else {
+         stbi__skip(s, info.offset - bytes_read_so_far);
+      }
+   }
+
+   if (info.bpp == 24 && ma == 0xff000000)
+      s->img_n = 3;
+   else
+      s->img_n = ma ? 4 : 3;
+   if (req_comp && req_comp >= 3) // we can directly decode 3 or 4
+      target = req_comp;
+   else
+      target = s->img_n; // if they want monochrome, we'll post-convert
+
+   // sanity-check size
+   if (!stbi__mad3sizes_valid(target, s->img_x, s->img_y, 0))
+      return stbi__errpuc("too large", "Corrupt BMP");
+
+   out = (stbi_uc *) stbi__malloc_mad3(target, s->img_x, s->img_y, 0);
+   if (!out) return stbi__errpuc("outofmem", "Out of memory");
+   if (info.bpp < 16) {
+      int z=0;
+      if (psize == 0 || psize > 256) { STBI_FREE(out); return stbi__errpuc("invalid", "Corrupt BMP"); }
+      for (i=0; i < psize; ++i) {
+         pal[i][2] = stbi__get8(s);
+         pal[i][1] = stbi__get8(s);
+         pal[i][0] = stbi__get8(s);
+         if (info.hsz != 12) stbi__get8(s);
+         pal[i][3] = 255;
+      }
+      stbi__skip(s, info.offset - info.extra_read - info.hsz - psize * (info.hsz == 12 ? 3 : 4));
+      if (info.bpp == 1) width = (s->img_x + 7) >> 3;
+      else if (info.bpp == 4) width = (s->img_x + 1) >> 1;
+      else if (info.bpp == 8) width = s->img_x;
+      else { STBI_FREE(out); return stbi__errpuc("bad bpp", "Corrupt BMP"); }
+      pad = (-width)&3;
+      if (info.bpp == 1) {
+         for (j=0; j < (int) s->img_y; ++j) {
+            int bit_offset = 7, v = stbi__get8(s);
+            for (i=0; i < (int) s->img_x; ++i) {
+               int color = (v>>bit_offset)&0x1;
+               out[z++] = pal[color][0];
+               out[z++] = pal[color][1];
+               out[z++] = pal[color][2];
+               if (target == 4) out[z++] = 255;
+               if (i+1 == (int) s->img_x) break;
+               if((--bit_offset) < 0) {
+                  bit_offset = 7;
+                  v = stbi__get8(s);
+               }
+            }
+            stbi__skip(s, pad);
+         }
+      } else {
+         for (j=0; j < (int) s->img_y; ++j) {
+            for (i=0; i < (int) s->img_x; i += 2) {
+               int v=stbi__get8(s),v2=0;
+               if (info.bpp == 4) {
+                  v2 = v & 15;
+                  v >>= 4;
+               }
+               out[z++] = pal[v][0];
+               out[z++] = pal[v][1];
+               out[z++] = pal[v][2];
+               if (target == 4) out[z++] = 255;
+               if (i+1 == (int) s->img_x) break;
+               v = (info.bpp == 8) ? stbi__get8(s) : v2;
+               out[z++] = pal[v][0];
+               out[z++] = pal[v][1];
+               out[z++] = pal[v][2];
+               if (target == 4) out[z++] = 255;
+            }
+            stbi__skip(s, pad);
+         }
+      }
+   } else {
+      int rshift=0,gshift=0,bshift=0,ashift=0,rcount=0,gcount=0,bcount=0,acount=0;
+      int z = 0;
+      int easy=0;
+      stbi__skip(s, info.offset - info.extra_read - info.hsz);
+      if (info.bpp == 24) width = 3 * s->img_x;
+      else if (info.bpp == 16) width = 2*s->img_x;
+      else /* bpp = 32 and pad = 0 */ width=0;
+      pad = (-width) & 3;
+      if (info.bpp == 24) {
+         easy = 1;
+      } else if (info.bpp == 32) {
+         if (mb == 0xff && mg == 0xff00 && mr == 0x00ff0000 && ma == 0xff000000)
+            easy = 2;
+      }
+      if (!easy) {
+         if (!mr || !mg || !mb) { STBI_FREE(out); return stbi__errpuc("bad masks", "Corrupt BMP"); }
+         // right shift amt to put high bit in position #7
+         rshift = stbi__high_bit(mr)-7; rcount = stbi__bitcount(mr);
+         gshift = stbi__high_bit(mg)-7; gcount = stbi__bitcount(mg);
+         bshift = stbi__high_bit(mb)-7; bcount = stbi__bitcount(mb);
+         ashift = stbi__high_bit(ma)-7; acount = stbi__bitcount(ma);
+         if (rcount > 8 || gcount > 8 || bcount > 8 || acount > 8) { STBI_FREE(out); return stbi__errpuc("bad masks", "Corrupt BMP"); }
+      }
+      for (j=0; j < (int) s->img_y; ++j) {
+         if (easy) {
+            for (i=0; i < (int) s->img_x; ++i) {
+               unsigned char a;
+               out[z+2] = stbi__get8(s);
+               out[z+1] = stbi__get8(s);
+               out[z+0] = stbi__get8(s);
+               z += 3;
+               a = (easy == 2 ? stbi__get8(s) : 255);
+               all_a |= a;
+               if (target == 4) out[z++] = a;
+            }
+         } else {
+            int bpp = info.bpp;
+            for (i=0; i < (int) s->img_x; ++i) {
+               stbi__uint32 v = (bpp == 16 ? (stbi__uint32) stbi__get16le(s) : stbi__get32le(s));
+               unsigned int a;
+               out[z++] = STBI__BYTECAST(stbi__shiftsigned(v & mr, rshift, rcount));
+               out[z++] = STBI__BYTECAST(stbi__shiftsigned(v & mg, gshift, gcount));
+               out[z++] = STBI__BYTECAST(stbi__shiftsigned(v & mb, bshift, bcount));
+               a = (ma ? stbi__shiftsigned(v & ma, ashift, acount) : 255);
+               all_a |= a;
+               if (target == 4) out[z++] = STBI__BYTECAST(a);
+            }
+         }
+         stbi__skip(s, pad);
+      }
+   }
+
+   // if alpha channel is all 0s, replace with all 255s
+   if (target == 4 && all_a == 0)
+      for (i=4*s->img_x*s->img_y-1; i >= 0; i -= 4)
+         out[i] = 255;
+
+   if (flip_vertically) {
+      stbi_uc t;
+      for (j=0; j < (int) s->img_y>>1; ++j) {
+         stbi_uc *p1 = out +      j     *s->img_x*target;
+         stbi_uc *p2 = out + (s->img_y-1-j)*s->img_x*target;
+         for (i=0; i < (int) s->img_x*target; ++i) {
+            t = p1[i]; p1[i] = p2[i]; p2[i] = t;
+         }
+      }
+   }
+
+   if (req_comp && req_comp != target) {
+      out = stbi__convert_format(out, target, req_comp, s->img_x, s->img_y);
+      if (out == NULL) return out; // stbi__convert_format frees input on failure
+   }
+
+   *x = s->img_x;
+   *y = s->img_y;
+   if (comp) *comp = s->img_n;
+   return out;
+}
+#endif
+
+// Targa Truevision - TGA
+// by Jonathan Dummer
+#ifndef STBI_NO_TGA
+// returns STBI_rgb or whatever, 0 on error
+static int stbi__tga_get_comp(int bits_per_pixel, int is_grey, int* is_rgb16)
+{
+   // only RGB or RGBA (incl. 16bit) or grey allowed
+   if (is_rgb16) *is_rgb16 = 0;
+   switch(bits_per_pixel) {
+      case 8:  return STBI_grey;
+      case 16: if(is_grey) return STBI_grey_alpha;
+               // fallthrough
+      case 15: if(is_rgb16) *is_rgb16 = 1;
+               return STBI_rgb;
+      case 24: // fallthrough
+      case 32: return bits_per_pixel/8;
+      default: return 0;
+   }
+}
+
+static int stbi__tga_info(stbi__context *s, int *x, int *y, int *comp)
+{
+    int tga_w, tga_h, tga_comp, tga_image_type, tga_bits_per_pixel, tga_colormap_bpp;
+    int sz, tga_colormap_type;
+    stbi__get8(s);                   // discard Offset
+    tga_colormap_type = stbi__get8(s); // colormap type
+    if( tga_colormap_type > 1 ) {
+        stbi__rewind(s);
+        return 0;      // only RGB or indexed allowed
+    }
+    tga_image_type = stbi__get8(s); // image type
+    if ( tga_colormap_type == 1 ) { // colormapped (paletted) image
+        if (tga_image_type != 1 && tga_image_type != 9) {
+            stbi__rewind(s);
+            return 0;
+        }
+        stbi__skip(s,4);       // skip index of first colormap entry and number of entries
+        sz = stbi__get8(s);    //   check bits per palette color entry
+        if ( (sz != 8) && (sz != 15) && (sz != 16) && (sz != 24) && (sz != 32) ) {
+            stbi__rewind(s);
+            return 0;
+        }
+        stbi__skip(s,4);       // skip image x and y origin
+        tga_colormap_bpp = sz;
+    } else { // "normal" image w/o colormap - only RGB or grey allowed, +/- RLE
+        if ( (tga_image_type != 2) && (tga_image_type != 3) && (tga_image_type != 10) && (tga_image_type != 11) ) {
+            stbi__rewind(s);
+            return 0; // only RGB or grey allowed, +/- RLE
+        }
+        stbi__skip(s,9); // skip colormap specification and image x/y origin
+        tga_colormap_bpp = 0;
+    }
+    tga_w = stbi__get16le(s);
+    if( tga_w < 1 ) {
+        stbi__rewind(s);
+        return 0;   // test width
+    }
+    tga_h = stbi__get16le(s);
+    if( tga_h < 1 ) {
+        stbi__rewind(s);
+        return 0;   // test height
+    }
+    tga_bits_per_pixel = stbi__get8(s); // bits per pixel
+    stbi__get8(s); // ignore alpha bits
+    if (tga_colormap_bpp != 0) {
+        if((tga_bits_per_pixel != 8) && (tga_bits_per_pixel != 16)) {
+            // when using a colormap, tga_bits_per_pixel is the size of the indexes
+            // I don't think anything but 8 or 16bit indexes makes sense
+            stbi__rewind(s);
+            return 0;
+        }
+        tga_comp = stbi__tga_get_comp(tga_colormap_bpp, 0, NULL);
+    } else {
+        tga_comp = stbi__tga_get_comp(tga_bits_per_pixel, (tga_image_type == 3) || (tga_image_type == 11), NULL);
+    }
+    if(!tga_comp) {
+      stbi__rewind(s);
+      return 0;
+    }
+    if (x) *x = tga_w;
+    if (y) *y = tga_h;
+    if (comp) *comp = tga_comp;
+    return 1;                   // seems to have passed everything
+}
+
+static int stbi__tga_test(stbi__context *s)
+{
+   int res = 0;
+   int sz, tga_color_type;
+   stbi__get8(s);      //   discard Offset
+   tga_color_type = stbi__get8(s);   //   color type
+   if ( tga_color_type > 1 ) goto errorEnd;   //   only RGB or indexed allowed
+   sz = stbi__get8(s);   //   image type
+   if ( tga_color_type == 1 ) { // colormapped (paletted) image
+      if (sz != 1 && sz != 9) goto errorEnd; // colortype 1 demands image type 1 or 9
+      stbi__skip(s,4);       // skip index of first colormap entry and number of entries
+      sz = stbi__get8(s);    //   check bits per palette color entry
+      if ( (sz != 8) && (sz != 15) && (sz != 16) && (sz != 24) && (sz != 32) ) goto errorEnd;
+      stbi__skip(s,4);       // skip image x and y origin
+   } else { // "normal" image w/o colormap
+      if ( (sz != 2) && (sz != 3) && (sz != 10) && (sz != 11) ) goto errorEnd; // only RGB or grey allowed, +/- RLE
+      stbi__skip(s,9); // skip colormap specification and image x/y origin
+   }
+   if ( stbi__get16le(s) < 1 ) goto errorEnd;      //   test width
+   if ( stbi__get16le(s) < 1 ) goto errorEnd;      //   test height
+   sz = stbi__get8(s);   //   bits per pixel
+   if ( (tga_color_type == 1) && (sz != 8) && (sz != 16) ) goto errorEnd; // for colormapped images, bpp is size of an index
+   if ( (sz != 8) && (sz != 15) && (sz != 16) && (sz != 24) && (sz != 32) ) goto errorEnd;
+
+   res = 1; // if we got this far, everything's good and we can return 1 instead of 0
+
+errorEnd:
+   stbi__rewind(s);
+   return res;
+}
+
+// read 16bit value and convert to 24bit RGB
+static void stbi__tga_read_rgb16(stbi__context *s, stbi_uc* out)
+{
+   stbi__uint16 px = (stbi__uint16)stbi__get16le(s);
+   stbi__uint16 fiveBitMask = 31;
+   // we have 3 channels with 5bits each
+   int r = (px >> 10) & fiveBitMask;
+   int g = (px >> 5) & fiveBitMask;
+   int b = px & fiveBitMask;
+   // Note that this saves the data in RGB(A) order, so it doesn't need to be swapped later
+   out[0] = (stbi_uc)((r * 255)/31);
+   out[1] = (stbi_uc)((g * 255)/31);
+   out[2] = (stbi_uc)((b * 255)/31);
+
+   // some people claim that the most significant bit might be used for alpha
+   // (possibly if an alpha-bit is set in the "image descriptor byte")
+   // but that only made 16bit test images completely translucent..
+   // so let's treat all 15 and 16bit TGAs as RGB with no alpha.
+}
+
+static void *stbi__tga_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri)
+{
+   //   read in the TGA header stuff
+   int tga_offset = stbi__get8(s);
+   int tga_indexed = stbi__get8(s);
+   int tga_image_type = stbi__get8(s);
+   int tga_is_RLE = 0;
+   int tga_palette_start = stbi__get16le(s);
+   int tga_palette_len = stbi__get16le(s);
+   int tga_palette_bits = stbi__get8(s);
+   int tga_x_origin = stbi__get16le(s);
+   int tga_y_origin = stbi__get16le(s);
+   int tga_width = stbi__get16le(s);
+   int tga_height = stbi__get16le(s);
+   int tga_bits_per_pixel = stbi__get8(s);
+   int tga_comp, tga_rgb16=0;
+   int tga_inverted = stbi__get8(s);
+   // int tga_alpha_bits = tga_inverted & 15; // the 4 lowest bits - unused (useless?)
+   //   image data
+   unsigned char *tga_data;
+   unsigned char *tga_palette = NULL;
+   int i, j;
+   unsigned char raw_data[4] = {0};
+   int RLE_count = 0;
+   int RLE_repeating = 0;
+   int read_next_pixel = 1;
+   STBI_NOTUSED(ri);
+   STBI_NOTUSED(tga_x_origin); // @TODO
+   STBI_NOTUSED(tga_y_origin); // @TODO
+
+   if (tga_height > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+   if (tga_width > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+
+   //   do a tiny bit of precessing
+   if ( tga_image_type >= 8 )
+   {
+      tga_image_type -= 8;
+      tga_is_RLE = 1;
+   }
+   tga_inverted = 1 - ((tga_inverted >> 5) & 1);
+
+   //   If I'm paletted, then I'll use the number of bits from the palette
+   if ( tga_indexed ) tga_comp = stbi__tga_get_comp(tga_palette_bits, 0, &tga_rgb16);
+   else tga_comp = stbi__tga_get_comp(tga_bits_per_pixel, (tga_image_type == 3), &tga_rgb16);
+
+   if(!tga_comp) // shouldn't really happen, stbi__tga_test() should have ensured basic consistency
+      return stbi__errpuc("bad format", "Can't find out TGA pixelformat");
+
+   //   tga info
+   *x = tga_width;
+   *y = tga_height;
+   if (comp) *comp = tga_comp;
+
+   if (!stbi__mad3sizes_valid(tga_width, tga_height, tga_comp, 0))
+      return stbi__errpuc("too large", "Corrupt TGA");
+
+   tga_data = (unsigned char*)stbi__malloc_mad3(tga_width, tga_height, tga_comp, 0);
+   if (!tga_data) return stbi__errpuc("outofmem", "Out of memory");
+
+   // skip to the data's starting position (offset usually = 0)
+   stbi__skip(s, tga_offset );
+
+   if ( !tga_indexed && !tga_is_RLE && !tga_rgb16 ) {
+      for (i=0; i < tga_height; ++i) {
+         int row = tga_inverted ? tga_height -i - 1 : i;
+         stbi_uc *tga_row = tga_data + row*tga_width*tga_comp;
+         stbi__getn(s, tga_row, tga_width * tga_comp);
+      }
+   } else  {
+      //   do I need to load a palette?
+      if ( tga_indexed)
+      {
+         if (tga_palette_len == 0) {  /* you have to have at least one entry! */
+            STBI_FREE(tga_data);
+            return stbi__errpuc("bad palette", "Corrupt TGA");
+         }
+
+         //   any data to skip? (offset usually = 0)
+         stbi__skip(s, tga_palette_start );
+         //   load the palette
+         tga_palette = (unsigned char*)stbi__malloc_mad2(tga_palette_len, tga_comp, 0);
+         if (!tga_palette) {
+            STBI_FREE(tga_data);
+            return stbi__errpuc("outofmem", "Out of memory");
+         }
+         if (tga_rgb16) {
+            stbi_uc *pal_entry = tga_palette;
+            STBI_ASSERT(tga_comp == STBI_rgb);
+            for (i=0; i < tga_palette_len; ++i) {
+               stbi__tga_read_rgb16(s, pal_entry);
+               pal_entry += tga_comp;
+            }
+         } else if (!stbi__getn(s, tga_palette, tga_palette_len * tga_comp)) {
+               STBI_FREE(tga_data);
+               STBI_FREE(tga_palette);
+               return stbi__errpuc("bad palette", "Corrupt TGA");
+         }
+      }
+      //   load the data
+      for (i=0; i < tga_width * tga_height; ++i)
+      {
+         //   if I'm in RLE mode, do I need to get a RLE stbi__pngchunk?
+         if ( tga_is_RLE )
+         {
+            if ( RLE_count == 0 )
+            {
+               //   yep, get the next byte as a RLE command
+               int RLE_cmd = stbi__get8(s);
+               RLE_count = 1 + (RLE_cmd & 127);
+               RLE_repeating = RLE_cmd >> 7;
+               read_next_pixel = 1;
+            } else if ( !RLE_repeating )
+            {
+               read_next_pixel = 1;
+            }
+         } else
+         {
+            read_next_pixel = 1;
+         }
+         //   OK, if I need to read a pixel, do it now
+         if ( read_next_pixel )
+         {
+            //   load however much data we did have
+            if ( tga_indexed )
+            {
+               // read in index, then perform the lookup
+               int pal_idx = (tga_bits_per_pixel == 8) ? stbi__get8(s) : stbi__get16le(s);
+               if ( pal_idx >= tga_palette_len ) {
+                  // invalid index
+                  pal_idx = 0;
+               }
+               pal_idx *= tga_comp;
+               for (j = 0; j < tga_comp; ++j) {
+                  raw_data[j] = tga_palette[pal_idx+j];
+               }
+            } else if(tga_rgb16) {
+               STBI_ASSERT(tga_comp == STBI_rgb);
+               stbi__tga_read_rgb16(s, raw_data);
+            } else {
+               //   read in the data raw
+               for (j = 0; j < tga_comp; ++j) {
+                  raw_data[j] = stbi__get8(s);
+               }
+            }
+            //   clear the reading flag for the next pixel
+            read_next_pixel = 0;
+         } // end of reading a pixel
+
+         // copy data
+         for (j = 0; j < tga_comp; ++j)
+           tga_data[i*tga_comp+j] = raw_data[j];
+
+         //   in case we're in RLE mode, keep counting down
+         --RLE_count;
+      }
+      //   do I need to invert the image?
+      if ( tga_inverted )
+      {
+         for (j = 0; j*2 < tga_height; ++j)
+         {
+            int index1 = j * tga_width * tga_comp;
+            int index2 = (tga_height - 1 - j) * tga_width * tga_comp;
+            for (i = tga_width * tga_comp; i > 0; --i)
+            {
+               unsigned char temp = tga_data[index1];
+               tga_data[index1] = tga_data[index2];
+               tga_data[index2] = temp;
+               ++index1;
+               ++index2;
+            }
+         }
+      }
+      //   clear my palette, if I had one
+      if ( tga_palette != NULL )
+      {
+         STBI_FREE( tga_palette );
+      }
+   }
+
+   // swap RGB - if the source data was RGB16, it already is in the right order
+   if (tga_comp >= 3 && !tga_rgb16)
+   {
+      unsigned char* tga_pixel = tga_data;
+      for (i=0; i < tga_width * tga_height; ++i)
+      {
+         unsigned char temp = tga_pixel[0];
+         tga_pixel[0] = tga_pixel[2];
+         tga_pixel[2] = temp;
+         tga_pixel += tga_comp;
+      }
+   }
+
+   // convert to target component count
+   if (req_comp && req_comp != tga_comp)
+      tga_data = stbi__convert_format(tga_data, tga_comp, req_comp, tga_width, tga_height);
+
+   //   the things I do to get rid of an error message, and yet keep
+   //   Microsoft's C compilers happy... [8^(
+   tga_palette_start = tga_palette_len = tga_palette_bits =
+         tga_x_origin = tga_y_origin = 0;
+   STBI_NOTUSED(tga_palette_start);
+   //   OK, done
+   return tga_data;
+}
+#endif
+
+// *************************************************************************************************
+// Photoshop PSD loader -- PD by Thatcher Ulrich, integration by Nicolas Schulz, tweaked by STB
+
+#ifndef STBI_NO_PSD
+static int stbi__psd_test(stbi__context *s)
+{
+   int r = (stbi__get32be(s) == 0x38425053);
+   stbi__rewind(s);
+   return r;
+}
+
+static int stbi__psd_decode_rle(stbi__context *s, stbi_uc *p, int pixelCount)
+{
+   int count, nleft, len;
+
+   count = 0;
+   while ((nleft = pixelCount - count) > 0) {
+      len = stbi__get8(s);
+      if (len == 128) {
+         // No-op.
+      } else if (len < 128) {
+         // Copy next len+1 bytes literally.
+         len++;
+         if (len > nleft) return 0; // corrupt data
+         count += len;
+         while (len) {
+            *p = stbi__get8(s);
+            p += 4;
+            len--;
+         }
+      } else if (len > 128) {
+         stbi_uc   val;
+         // Next -len+1 bytes in the dest are replicated from next source byte.
+         // (Interpret len as a negative 8-bit int.)
+         len = 257 - len;
+         if (len > nleft) return 0; // corrupt data
+         val = stbi__get8(s);
+         count += len;
+         while (len) {
+            *p = val;
+            p += 4;
+            len--;
+         }
+      }
+   }
+
+   return 1;
+}
+
+static void *stbi__psd_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri, int bpc)
+{
+   int pixelCount;
+   int channelCount, compression;
+   int channel, i;
+   int bitdepth;
+   int w,h;
+   stbi_uc *out;
+   STBI_NOTUSED(ri);
+
+   // Check identifier
+   if (stbi__get32be(s) != 0x38425053)   // "8BPS"
+      return stbi__errpuc("not PSD", "Corrupt PSD image");
+
+   // Check file type version.
+   if (stbi__get16be(s) != 1)
+      return stbi__errpuc("wrong version", "Unsupported version of PSD image");
+
+   // Skip 6 reserved bytes.
+   stbi__skip(s, 6 );
+
+   // Read the number of channels (R, G, B, A, etc).
+   channelCount = stbi__get16be(s);
+   if (channelCount < 0 || channelCount > 16)
+      return stbi__errpuc("wrong channel count", "Unsupported number of channels in PSD image");
+
+   // Read the rows and columns of the image.
+   h = stbi__get32be(s);
+   w = stbi__get32be(s);
+
+   if (h > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+   if (w > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+
+   // Make sure the depth is 8 bits.
+   bitdepth = stbi__get16be(s);
+   if (bitdepth != 8 && bitdepth != 16)
+      return stbi__errpuc("unsupported bit depth", "PSD bit depth is not 8 or 16 bit");
+
+   // Make sure the color mode is RGB.
+   // Valid options are:
+   //   0: Bitmap
+   //   1: Grayscale
+   //   2: Indexed color
+   //   3: RGB color
+   //   4: CMYK color
+   //   7: Multichannel
+   //   8: Duotone
+   //   9: Lab color
+   if (stbi__get16be(s) != 3)
+      return stbi__errpuc("wrong color format", "PSD is not in RGB color format");
+
+   // Skip the Mode Data.  (It's the palette for indexed color; other info for other modes.)
+   stbi__skip(s,stbi__get32be(s) );
+
+   // Skip the image resources.  (resolution, pen tool paths, etc)
+   stbi__skip(s, stbi__get32be(s) );
+
+   // Skip the reserved data.
+   stbi__skip(s, stbi__get32be(s) );
+
+   // Find out if the data is compressed.
+   // Known values:
+   //   0: no compression
+   //   1: RLE compressed
+   compression = stbi__get16be(s);
+   if (compression > 1)
+      return stbi__errpuc("bad compression", "PSD has an unknown compression format");
+
+   // Check size
+   if (!stbi__mad3sizes_valid(4, w, h, 0))
+      return stbi__errpuc("too large", "Corrupt PSD");
+
+   // Create the destination image.
+
+   if (!compression && bitdepth == 16 && bpc == 16) {
+      out = (stbi_uc *) stbi__malloc_mad3(8, w, h, 0);
+      ri->bits_per_channel = 16;
+   } else
+      out = (stbi_uc *) stbi__malloc(4 * w*h);
+
+   if (!out) return stbi__errpuc("outofmem", "Out of memory");
+   pixelCount = w*h;
+
+   // Initialize the data to zero.
+   //memset( out, 0, pixelCount * 4 );
+
+   // Finally, the image data.
+   if (compression) {
+      // RLE as used by .PSD and .TIFF
+      // Loop until you get the number of unpacked bytes you are expecting:
+      //     Read the next source byte into n.
+      //     If n is between 0 and 127 inclusive, copy the next n+1 bytes literally.
+      //     Else if n is between -127 and -1 inclusive, copy the next byte -n+1 times.
+      //     Else if n is 128, noop.
+      // Endloop
+
+      // The RLE-compressed data is preceded by a 2-byte data count for each row in the data,
+      // which we're going to just skip.
+      stbi__skip(s, h * channelCount * 2 );
+
+      // Read the RLE data by channel.
+      for (channel = 0; channel < 4; channel++) {
+         stbi_uc *p;
+
+         p = out+channel;
+         if (channel >= channelCount) {
+            // Fill this channel with default data.
+            for (i = 0; i < pixelCount; i++, p += 4)
+               *p = (channel == 3 ? 255 : 0);
+         } else {
+            // Read the RLE data.
+            if (!stbi__psd_decode_rle(s, p, pixelCount)) {
+               STBI_FREE(out);
+               return stbi__errpuc("corrupt", "bad RLE data");
+            }
+         }
+      }
+
+   } else {
+      // We're at the raw image data.  It's each channel in order (Red, Green, Blue, Alpha, ...)
+      // where each channel consists of an 8-bit (or 16-bit) value for each pixel in the image.
+
+      // Read the data by channel.
+      for (channel = 0; channel < 4; channel++) {
+         if (channel >= channelCount) {
+            // Fill this channel with default data.
+            if (bitdepth == 16 && bpc == 16) {
+               stbi__uint16 *q = ((stbi__uint16 *) out) + channel;
+               stbi__uint16 val = channel == 3 ? 65535 : 0;
+               for (i = 0; i < pixelCount; i++, q += 4)
+                  *q = val;
+            } else {
+               stbi_uc *p = out+channel;
+               stbi_uc val = channel == 3 ? 255 : 0;
+               for (i = 0; i < pixelCount; i++, p += 4)
+                  *p = val;
+            }
+         } else {
+            if (ri->bits_per_channel == 16) {    // output bpc
+               stbi__uint16 *q = ((stbi__uint16 *) out) + channel;
+               for (i = 0; i < pixelCount; i++, q += 4)
+                  *q = (stbi__uint16) stbi__get16be(s);
+            } else {
+               stbi_uc *p = out+channel;
+               if (bitdepth == 16) {  // input bpc
+                  for (i = 0; i < pixelCount; i++, p += 4)
+                     *p = (stbi_uc) (stbi__get16be(s) >> 8);
+               } else {
+                  for (i = 0; i < pixelCount; i++, p += 4)
+                     *p = stbi__get8(s);
+               }
+            }
+         }
+      }
+   }
+
+   // remove weird white matte from PSD
+   if (channelCount >= 4) {
+      if (ri->bits_per_channel == 16) {
+         for (i=0; i < w*h; ++i) {
+            stbi__uint16 *pixel = (stbi__uint16 *) out + 4*i;
+            if (pixel[3] != 0 && pixel[3] != 65535) {
+               float a = pixel[3] / 65535.0f;
+               float ra = 1.0f / a;
+               float inv_a = 65535.0f * (1 - ra);
+               pixel[0] = (stbi__uint16) (pixel[0]*ra + inv_a);
+               pixel[1] = (stbi__uint16) (pixel[1]*ra + inv_a);
+               pixel[2] = (stbi__uint16) (pixel[2]*ra + inv_a);
+            }
+         }
+      } else {
+         for (i=0; i < w*h; ++i) {
+            unsigned char *pixel = out + 4*i;
+            if (pixel[3] != 0 && pixel[3] != 255) {
+               float a = pixel[3] / 255.0f;
+               float ra = 1.0f / a;
+               float inv_a = 255.0f * (1 - ra);
+               pixel[0] = (unsigned char) (pixel[0]*ra + inv_a);
+               pixel[1] = (unsigned char) (pixel[1]*ra + inv_a);
+               pixel[2] = (unsigned char) (pixel[2]*ra + inv_a);
+            }
+         }
+      }
+   }
+
+   // convert to desired output format
+   if (req_comp && req_comp != 4) {
+      if (ri->bits_per_channel == 16)
+         out = (stbi_uc *) stbi__convert_format16((stbi__uint16 *) out, 4, req_comp, w, h);
+      else
+         out = stbi__convert_format(out, 4, req_comp, w, h);
+      if (out == NULL) return out; // stbi__convert_format frees input on failure
+   }
+
+   if (comp) *comp = 4;
+   *y = h;
+   *x = w;
+
+   return out;
+}
+#endif
+
+// *************************************************************************************************
+// Softimage PIC loader
+// by Tom Seddon
+//
+// See http://softimage.wiki.softimage.com/index.php/INFO:_PIC_file_format
+// See http://ozviz.wasp.uwa.edu.au/~pbourke/dataformats/softimagepic/
+
+#ifndef STBI_NO_PIC
+static int stbi__pic_is4(stbi__context *s,const char *str)
+{
+   int i;
+   for (i=0; i<4; ++i)
+      if (stbi__get8(s) != (stbi_uc)str[i])
+         return 0;
+
+   return 1;
+}
+
+static int stbi__pic_test_core(stbi__context *s)
+{
+   int i;
+
+   if (!stbi__pic_is4(s,"\x53\x80\xF6\x34"))
+      return 0;
+
+   for(i=0;i<84;++i)
+      stbi__get8(s);
+
+   if (!stbi__pic_is4(s,"PICT"))
+      return 0;
+
+   return 1;
+}
+
+typedef struct
+{
+   stbi_uc size,type,channel;
+} stbi__pic_packet;
+
+static stbi_uc *stbi__readval(stbi__context *s, int channel, stbi_uc *dest)
+{
+   int mask=0x80, i;
+
+   for (i=0; i<4; ++i, mask>>=1) {
+      if (channel & mask) {
+         if (stbi__at_eof(s)) return stbi__errpuc("bad file","PIC file too short");
+         dest[i]=stbi__get8(s);
+      }
+   }
+
+   return dest;
+}
+
+static void stbi__copyval(int channel,stbi_uc *dest,const stbi_uc *src)
+{
+   int mask=0x80,i;
+
+   for (i=0;i<4; ++i, mask>>=1)
+      if (channel&mask)
+         dest[i]=src[i];
+}
+
+static stbi_uc *stbi__pic_load_core(stbi__context *s,int width,int height,int *comp, stbi_uc *result)
+{
+   int act_comp=0,num_packets=0,y,chained;
+   stbi__pic_packet packets[10];
+
+   // this will (should...) cater for even some bizarre stuff like having data
+    // for the same channel in multiple packets.
+   do {
+      stbi__pic_packet *packet;
+
+      if (num_packets==sizeof(packets)/sizeof(packets[0]))
+         return stbi__errpuc("bad format","too many packets");
+
+      packet = &packets[num_packets++];
+
+      chained = stbi__get8(s);
+      packet->size    = stbi__get8(s);
+      packet->type    = stbi__get8(s);
+      packet->channel = stbi__get8(s);
+
+      act_comp |= packet->channel;
+
+      if (stbi__at_eof(s))          return stbi__errpuc("bad file","file too short (reading packets)");
+      if (packet->size != 8)  return stbi__errpuc("bad format","packet isn't 8bpp");
+   } while (chained);
+
+   *comp = (act_comp & 0x10 ? 4 : 3); // has alpha channel?
+
+   for(y=0; y<height; ++y) {
+      int packet_idx;
+
+      for(packet_idx=0; packet_idx < num_packets; ++packet_idx) {
+         stbi__pic_packet *packet = &packets[packet_idx];
+         stbi_uc *dest = result+y*width*4;
+
+         switch (packet->type) {
+            default:
+               return stbi__errpuc("bad format","packet has bad compression type");
+
+            case 0: {//uncompressed
+               int x;
+
+               for(x=0;x<width;++x, dest+=4)
+                  if (!stbi__readval(s,packet->channel,dest))
+                     return 0;
+               break;
+            }
+
+            case 1://Pure RLE
+               {
+                  int left=width, i;
+
+                  while (left>0) {
+                     stbi_uc count,value[4];
+
+                     count=stbi__get8(s);
+                     if (stbi__at_eof(s))   return stbi__errpuc("bad file","file too short (pure read count)");
+
+                     if (count > left)
+                        count = (stbi_uc) left;
+
+                     if (!stbi__readval(s,packet->channel,value))  return 0;
+
+                     for(i=0; i<count; ++i,dest+=4)
+                        stbi__copyval(packet->channel,dest,value);
+                     left -= count;
+                  }
+               }
+               break;
+
+            case 2: {//Mixed RLE
+               int left=width;
+               while (left>0) {
+                  int count = stbi__get8(s), i;
+                  if (stbi__at_eof(s))  return stbi__errpuc("bad file","file too short (mixed read count)");
+
+                  if (count >= 128) { // Repeated
+                     stbi_uc value[4];
+
+                     if (count==128)
+                        count = stbi__get16be(s);
+                     else
+                        count -= 127;
+                     if (count > left)
+                        return stbi__errpuc("bad file","scanline overrun");
+
+                     if (!stbi__readval(s,packet->channel,value))
+                        return 0;
+
+                     for(i=0;i<count;++i, dest += 4)
+                        stbi__copyval(packet->channel,dest,value);
+                  } else { // Raw
+                     ++count;
+                     if (count>left) return stbi__errpuc("bad file","scanline overrun");
+
+                     for(i=0;i<count;++i, dest+=4)
+                        if (!stbi__readval(s,packet->channel,dest))
+                           return 0;
+                  }
+                  left-=count;
+               }
+               break;
+            }
+         }
+      }
+   }
+
+   return result;
+}
+
+static void *stbi__pic_load(stbi__context *s,int *px,int *py,int *comp,int req_comp, stbi__result_info *ri)
+{
+   stbi_uc *result;
+   int i, x,y, internal_comp;
+   STBI_NOTUSED(ri);
+
+   if (!comp) comp = &internal_comp;
+
+   for (i=0; i<92; ++i)
+      stbi__get8(s);
+
+   x = stbi__get16be(s);
+   y = stbi__get16be(s);
+
+   if (y > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+   if (x > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+
+   if (stbi__at_eof(s))  return stbi__errpuc("bad file","file too short (pic header)");
+   if (!stbi__mad3sizes_valid(x, y, 4, 0)) return stbi__errpuc("too large", "PIC image too large to decode");
+
+   stbi__get32be(s); //skip `ratio'
+   stbi__get16be(s); //skip `fields'
+   stbi__get16be(s); //skip `pad'
+
+   // intermediate buffer is RGBA
+   result = (stbi_uc *) stbi__malloc_mad3(x, y, 4, 0);
+   if (!result) return stbi__errpuc("outofmem", "Out of memory");
+   memset(result, 0xff, x*y*4);
+
+   if (!stbi__pic_load_core(s,x,y,comp, result)) {
+      STBI_FREE(result);
+      result=0;
+   }
+   *px = x;
+   *py = y;
+   if (req_comp == 0) req_comp = *comp;
+   result=stbi__convert_format(result,4,req_comp,x,y);
+
+   return result;
+}
+
+static int stbi__pic_test(stbi__context *s)
+{
+   int r = stbi__pic_test_core(s);
+   stbi__rewind(s);
+   return r;
+}
+#endif
+
+// *************************************************************************************************
+// GIF loader -- public domain by Jean-Marc Lienher -- simplified/shrunk by stb
+
+#ifndef STBI_NO_GIF
+typedef struct
+{
+   stbi__int16 prefix;
+   stbi_uc first;
+   stbi_uc suffix;
+} stbi__gif_lzw;
+
+typedef struct
+{
+   int w,h;
+   stbi_uc *out;                 // output buffer (always 4 components)
+   stbi_uc *background;          // The current "background" as far as a gif is concerned
+   stbi_uc *history;
+   int flags, bgindex, ratio, transparent, eflags;
+   stbi_uc  pal[256][4];
+   stbi_uc lpal[256][4];
+   stbi__gif_lzw codes[8192];
+   stbi_uc *color_table;
+   int parse, step;
+   int lflags;
+   int start_x, start_y;
+   int max_x, max_y;
+   int cur_x, cur_y;
+   int line_size;
+   int delay;
+} stbi__gif;
+
+static int stbi__gif_test_raw(stbi__context *s)
+{
+   int sz;
+   if (stbi__get8(s) != 'G' || stbi__get8(s) != 'I' || stbi__get8(s) != 'F' || stbi__get8(s) != '8') return 0;
+   sz = stbi__get8(s);
+   if (sz != '9' && sz != '7') return 0;
+   if (stbi__get8(s) != 'a') return 0;
+   return 1;
+}
+
+static int stbi__gif_test(stbi__context *s)
+{
+   int r = stbi__gif_test_raw(s);
+   stbi__rewind(s);
+   return r;
+}
+
+static void stbi__gif_parse_colortable(stbi__context *s, stbi_uc pal[256][4], int num_entries, int transp)
+{
+   int i;
+   for (i=0; i < num_entries; ++i) {
+      pal[i][2] = stbi__get8(s);
+      pal[i][1] = stbi__get8(s);
+      pal[i][0] = stbi__get8(s);
+      pal[i][3] = transp == i ? 0 : 255;
+   }
+}
+
+static int stbi__gif_header(stbi__context *s, stbi__gif *g, int *comp, int is_info)
+{
+   stbi_uc version;
+   if (stbi__get8(s) != 'G' || stbi__get8(s) != 'I' || stbi__get8(s) != 'F' || stbi__get8(s) != '8')
+      return stbi__err("not GIF", "Corrupt GIF");
+
+   version = stbi__get8(s);
+   if (version != '7' && version != '9')    return stbi__err("not GIF", "Corrupt GIF");
+   if (stbi__get8(s) != 'a')                return stbi__err("not GIF", "Corrupt GIF");
+
+   stbi__g_failure_reason = "";
+   g->w = stbi__get16le(s);
+   g->h = stbi__get16le(s);
+   g->flags = stbi__get8(s);
+   g->bgindex = stbi__get8(s);
+   g->ratio = stbi__get8(s);
+   g->transparent = -1;
+
+   if (g->w > STBI_MAX_DIMENSIONS) return stbi__err("too large","Very large image (corrupt?)");
+   if (g->h > STBI_MAX_DIMENSIONS) return stbi__err("too large","Very large image (corrupt?)");
+
+   if (comp != 0) *comp = 4;  // can't actually tell whether it's 3 or 4 until we parse the comments
+
+   if (is_info) return 1;
+
+   if (g->flags & 0x80)
+      stbi__gif_parse_colortable(s,g->pal, 2 << (g->flags & 7), -1);
+
+   return 1;
+}
+
+static int stbi__gif_info_raw(stbi__context *s, int *x, int *y, int *comp)
+{
+   stbi__gif* g = (stbi__gif*) stbi__malloc(sizeof(stbi__gif));
+   if (!g) return stbi__err("outofmem", "Out of memory");
+   if (!stbi__gif_header(s, g, comp, 1)) {
+      STBI_FREE(g);
+      stbi__rewind( s );
+      return 0;
+   }
+   if (x) *x = g->w;
+   if (y) *y = g->h;
+   STBI_FREE(g);
+   return 1;
+}
+
+static void stbi__out_gif_code(stbi__gif *g, stbi__uint16 code)
+{
+   stbi_uc *p, *c;
+   int idx;
+
+   // recurse to decode the prefixes, since the linked-list is backwards,
+   // and working backwards through an interleaved image would be nasty
+   if (g->codes[code].prefix >= 0)
+      stbi__out_gif_code(g, g->codes[code].prefix);
+
+   if (g->cur_y >= g->max_y) return;
+
+   idx = g->cur_x + g->cur_y;
+   p = &g->out[idx];
+   g->history[idx / 4] = 1;
+
+   c = &g->color_table[g->codes[code].suffix * 4];
+   if (c[3] > 128) { // don't render transparent pixels;
+      p[0] = c[2];
+      p[1] = c[1];
+      p[2] = c[0];
+      p[3] = c[3];
+   }
+   g->cur_x += 4;
+
+   if (g->cur_x >= g->max_x) {
+      g->cur_x = g->start_x;
+      g->cur_y += g->step;
+
+      while (g->cur_y >= g->max_y && g->parse > 0) {
+         g->step = (1 << g->parse) * g->line_size;
+         g->cur_y = g->start_y + (g->step >> 1);
+         --g->parse;
+      }
+   }
+}
+
+static stbi_uc *stbi__process_gif_raster(stbi__context *s, stbi__gif *g)
+{
+   stbi_uc lzw_cs;
+   stbi__int32 len, init_code;
+   stbi__uint32 first;
+   stbi__int32 codesize, codemask, avail, oldcode, bits, valid_bits, clear;
+   stbi__gif_lzw *p;
+
+   lzw_cs = stbi__get8(s);
+   if (lzw_cs > 12) return NULL;
+   clear = 1 << lzw_cs;
+   first = 1;
+   codesize = lzw_cs + 1;
+   codemask = (1 << codesize) - 1;
+   bits = 0;
+   valid_bits = 0;
+   for (init_code = 0; init_code < clear; init_code++) {
+      g->codes[init_code].prefix = -1;
+      g->codes[init_code].first = (stbi_uc) init_code;
+      g->codes[init_code].suffix = (stbi_uc) init_code;
+   }
+
+   // support no starting clear code
+   avail = clear+2;
+   oldcode = -1;
+
+   len = 0;
+   for(;;) {
+      if (valid_bits < codesize) {
+         if (len == 0) {
+            len = stbi__get8(s); // start new block
+            if (len == 0)
+               return g->out;
+         }
+         --len;
+         bits |= (stbi__int32) stbi__get8(s) << valid_bits;
+         valid_bits += 8;
+      } else {
+         stbi__int32 code = bits & codemask;
+         bits >>= codesize;
+         valid_bits -= codesize;
+         // @OPTIMIZE: is there some way we can accelerate the non-clear path?
+         if (code == clear) {  // clear code
+            codesize = lzw_cs + 1;
+            codemask = (1 << codesize) - 1;
+            avail = clear + 2;
+            oldcode = -1;
+            first = 0;
+         } else if (code == clear + 1) { // end of stream code
+            stbi__skip(s, len);
+            while ((len = stbi__get8(s)) > 0)
+               stbi__skip(s,len);
+            return g->out;
+         } else if (code <= avail) {
+            if (first) {
+               return stbi__errpuc("no clear code", "Corrupt GIF");
+            }
+
+            if (oldcode >= 0) {
+               p = &g->codes[avail++];
+               if (avail > 8192) {
+                  return stbi__errpuc("too many codes", "Corrupt GIF");
+               }
+
+               p->prefix = (stbi__int16) oldcode;
+               p->first = g->codes[oldcode].first;
+               p->suffix = (code == avail) ? p->first : g->codes[code].first;
+            } else if (code == avail)
+               return stbi__errpuc("illegal code in raster", "Corrupt GIF");
+
+            stbi__out_gif_code(g, (stbi__uint16) code);
+
+            if ((avail & codemask) == 0 && avail <= 0x0FFF) {
+               codesize++;
+               codemask = (1 << codesize) - 1;
+            }
+
+            oldcode = code;
+         } else {
+            return stbi__errpuc("illegal code in raster", "Corrupt GIF");
+         }
+      }
+   }
+}
+
+// this function is designed to support animated gifs, although stb_image doesn't support it
+// two back is the image from two frames ago, used for a very specific disposal format
+static stbi_uc *stbi__gif_load_next(stbi__context *s, stbi__gif *g, int *comp, int req_comp, stbi_uc *two_back)
+{
+   int dispose;
+   int first_frame;
+   int pi;
+   int pcount;
+   STBI_NOTUSED(req_comp);
+
+   // on first frame, any non-written pixels get the background colour (non-transparent)
+   first_frame = 0;
+   if (g->out == 0) {
+      if (!stbi__gif_header(s, g, comp,0)) return 0; // stbi__g_failure_reason set by stbi__gif_header
+      if (!stbi__mad3sizes_valid(4, g->w, g->h, 0))
+         return stbi__errpuc("too large", "GIF image is too large");
+      pcount = g->w * g->h;
+      g->out = (stbi_uc *) stbi__malloc(4 * pcount);
+      g->background = (stbi_uc *) stbi__malloc(4 * pcount);
+      g->history = (stbi_uc *) stbi__malloc(pcount);
+      if (!g->out || !g->background || !g->history)
+         return stbi__errpuc("outofmem", "Out of memory");
+
+      // image is treated as "transparent" at the start - ie, nothing overwrites the current background;
+      // background colour is only used for pixels that are not rendered first frame, after that "background"
+      // color refers to the color that was there the previous frame.
+      memset(g->out, 0x00, 4 * pcount);
+      memset(g->background, 0x00, 4 * pcount); // state of the background (starts transparent)
+      memset(g->history, 0x00, pcount);        // pixels that were affected previous frame
+      first_frame = 1;
+   } else {
+      // second frame - how do we dispose of the previous one?
+      dispose = (g->eflags & 0x1C) >> 2;
+      pcount = g->w * g->h;
+
+      if ((dispose == 3) && (two_back == 0)) {
+         dispose = 2; // if I don't have an image to revert back to, default to the old background
+      }
+
+      if (dispose == 3) { // use previous graphic
+         for (pi = 0; pi < pcount; ++pi) {
+            if (g->history[pi]) {
+               memcpy( &g->out[pi * 4], &two_back[pi * 4], 4 );
+            }
+         }
+      } else if (dispose == 2) {
+         // restore what was changed last frame to background before that frame;
+         for (pi = 0; pi < pcount; ++pi) {
+            if (g->history[pi]) {
+               memcpy( &g->out[pi * 4], &g->background[pi * 4], 4 );
+            }
+         }
+      } else {
+         // This is a non-disposal case eithe way, so just
+         // leave the pixels as is, and they will become the new background
+         // 1: do not dispose
+         // 0:  not specified.
+      }
+
+      // background is what out is after the undoing of the previou frame;
+      memcpy( g->background, g->out, 4 * g->w * g->h );
+   }
+
+   // clear my history;
+   memset( g->history, 0x00, g->w * g->h );        // pixels that were affected previous frame
+
+   for (;;) {
+      int tag = stbi__get8(s);
+      switch (tag) {
+         case 0x2C: /* Image Descriptor */
+         {
+            stbi__int32 x, y, w, h;
+            stbi_uc *o;
+
+            x = stbi__get16le(s);
+            y = stbi__get16le(s);
+            w = stbi__get16le(s);
+            h = stbi__get16le(s);
+            if (((x + w) > (g->w)) || ((y + h) > (g->h)))
+               return stbi__errpuc("bad Image Descriptor", "Corrupt GIF");
+
+            g->line_size = g->w * 4;
+            g->start_x = x * 4;
+            g->start_y = y * g->line_size;
+            g->max_x   = g->start_x + w * 4;
+            g->max_y   = g->start_y + h * g->line_size;
+            g->cur_x   = g->start_x;
+            g->cur_y   = g->start_y;
+
+            // if the width of the specified rectangle is 0, that means
+            // we may not see *any* pixels or the image is malformed;
+            // to make sure this is caught, move the current y down to
+            // max_y (which is what out_gif_code checks).
+            if (w == 0)
+               g->cur_y = g->max_y;
+
+            g->lflags = stbi__get8(s);
+
+            if (g->lflags & 0x40) {
+               g->step = 8 * g->line_size; // first interlaced spacing
+               g->parse = 3;
+            } else {
+               g->step = g->line_size;
+               g->parse = 0;
+            }
+
+            if (g->lflags & 0x80) {
+               stbi__gif_parse_colortable(s,g->lpal, 2 << (g->lflags & 7), g->eflags & 0x01 ? g->transparent : -1);
+               g->color_table = (stbi_uc *) g->lpal;
+            } else if (g->flags & 0x80) {
+               g->color_table = (stbi_uc *) g->pal;
+            } else
+               return stbi__errpuc("missing color table", "Corrupt GIF");
+
+            o = stbi__process_gif_raster(s, g);
+            if (!o) return NULL;
+
+            // if this was the first frame,
+            pcount = g->w * g->h;
+            if (first_frame && (g->bgindex > 0)) {
+               // if first frame, any pixel not drawn to gets the background color
+               for (pi = 0; pi < pcount; ++pi) {
+                  if (g->history[pi] == 0) {
+                     g->pal[g->bgindex][3] = 255; // just in case it was made transparent, undo that; It will be reset next frame if need be;
+                     memcpy( &g->out[pi * 4], &g->pal[g->bgindex], 4 );
+                  }
+               }
+            }
+
+            return o;
+         }
+
+         case 0x21: // Comment Extension.
+         {
+            int len;
+            int ext = stbi__get8(s);
+            if (ext == 0xF9) { // Graphic Control Extension.
+               len = stbi__get8(s);
+               if (len == 4) {
+                  g->eflags = stbi__get8(s);
+                  g->delay = 10 * stbi__get16le(s); // delay - 1/100th of a second, saving as 1/1000ths.
+
+                  // unset old transparent
+                  if (g->transparent >= 0) {
+                     g->pal[g->transparent][3] = 255;
+                  }
+                  if (g->eflags & 0x01) {
+                     g->transparent = stbi__get8(s);
+                     if (g->transparent >= 0) {
+                        g->pal[g->transparent][3] = 0;
+                     }
+                  } else {
+                     // don't need transparent
+                     stbi__skip(s, 1);
+                     g->transparent = -1;
+                  }
+               } else {
+                  stbi__skip(s, len);
+                  break;
+               }
+            }
+            while ((len = stbi__get8(s)) != 0) {
+               stbi__skip(s, len);
+            }
+            break;
+         }
+
+         case 0x3B: // gif stream termination code
+            return (stbi_uc *) s; // using '1' causes warning on some compilers
+
+         default:
+            return stbi__errpuc("unknown code", "Corrupt GIF");
+      }
+   }
+}
+
+static void *stbi__load_gif_main_outofmem(stbi__gif *g, stbi_uc *out, int **delays)
+{
+   STBI_FREE(g->out);
+   STBI_FREE(g->history);
+   STBI_FREE(g->background);
+
+   if (out) STBI_FREE(out);
+   if (delays && *delays) STBI_FREE(*delays);
+   return stbi__errpuc("outofmem", "Out of memory");
+}
+
+static void *stbi__load_gif_main(stbi__context *s, int **delays, int *x, int *y, int *z, int *comp, int req_comp)
+{
+   if (stbi__gif_test(s)) {
+      int layers = 0;
+      stbi_uc *u = 0;
+      stbi_uc *out = 0;
+      stbi_uc *two_back = 0;
+      stbi__gif g;
+      int stride;
+      int out_size = 0;
+      int delays_size = 0;
+
+      STBI_NOTUSED(out_size);
+      STBI_NOTUSED(delays_size);
+
+      memset(&g, 0, sizeof(g));
+      if (delays) {
+         *delays = 0;
+      }
+
+      do {
+         u = stbi__gif_load_next(s, &g, comp, req_comp, two_back);
+         if (u == (stbi_uc *) s) u = 0;  // end of animated gif marker
+
+         if (u) {
+            *x = g.w;
+            *y = g.h;
+            ++layers;
+            stride = g.w * g.h * 4;
+
+            if (out) {
+               void *tmp = (stbi_uc*) STBI_REALLOC_SIZED( out, out_size, layers * stride );
+               if (!tmp)
+                  return stbi__load_gif_main_outofmem(&g, out, delays);
+               else {
+                   out = (stbi_uc*) tmp;
+                   out_size = layers * stride;
+               }
+
+               if (delays) {
+                  int *new_delays = (int*) STBI_REALLOC_SIZED( *delays, delays_size, sizeof(int) * layers );
+                  if (!new_delays)
+                     return stbi__load_gif_main_outofmem(&g, out, delays);
+                  *delays = new_delays;
+                  delays_size = layers * sizeof(int);
+               }
+            } else {
+               out = (stbi_uc*)stbi__malloc( layers * stride );
+               if (!out)
+                  return stbi__load_gif_main_outofmem(&g, out, delays);
+               out_size = layers * stride;
+               if (delays) {
+                  *delays = (int*) stbi__malloc( layers * sizeof(int) );
+                  if (!*delays)
+                     return stbi__load_gif_main_outofmem(&g, out, delays);
+                  delays_size = layers * sizeof(int);
+               }
+            }
+            memcpy( out + ((layers - 1) * stride), u, stride );
+            if (layers >= 2) {
+               two_back = out - 2 * stride;
+            }
+
+            if (delays) {
+               (*delays)[layers - 1U] = g.delay;
+            }
+         }
+      } while (u != 0);
+
+      // free temp buffer;
+      STBI_FREE(g.out);
+      STBI_FREE(g.history);
+      STBI_FREE(g.background);
+
+      // do the final conversion after loading everything;
+      if (req_comp && req_comp != 4)
+         out = stbi__convert_format(out, 4, req_comp, layers * g.w, g.h);
+
+      *z = layers;
+      return out;
+   } else {
+      return stbi__errpuc("not GIF", "Image was not as a gif type.");
+   }
+}
+
+static void *stbi__gif_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri)
+{
+   stbi_uc *u = 0;
+   stbi__gif g;
+   memset(&g, 0, sizeof(g));
+   STBI_NOTUSED(ri);
+
+   u = stbi__gif_load_next(s, &g, comp, req_comp, 0);
+   if (u == (stbi_uc *) s) u = 0;  // end of animated gif marker
+   if (u) {
+      *x = g.w;
+      *y = g.h;
+
+      // moved conversion to after successful load so that the same
+      // can be done for multiple frames.
+      if (req_comp && req_comp != 4)
+         u = stbi__convert_format(u, 4, req_comp, g.w, g.h);
+   } else if (g.out) {
+      // if there was an error and we allocated an image buffer, free it!
+      STBI_FREE(g.out);
+   }
+
+   // free buffers needed for multiple frame loading;
+   STBI_FREE(g.history);
+   STBI_FREE(g.background);
+
+   return u;
+}
+
+static int stbi__gif_info(stbi__context *s, int *x, int *y, int *comp)
+{
+   return stbi__gif_info_raw(s,x,y,comp);
+}
+#endif
+
+// *************************************************************************************************
+// Radiance RGBE HDR loader
+// originally by Nicolas Schulz
+#ifndef STBI_NO_HDR
+static int stbi__hdr_test_core(stbi__context *s, const char *signature)
+{
+   int i;
+   for (i=0; signature[i]; ++i)
+      if (stbi__get8(s) != signature[i])
+          return 0;
+   stbi__rewind(s);
+   return 1;
+}
+
+static int stbi__hdr_test(stbi__context* s)
+{
+   int r = stbi__hdr_test_core(s, "#?RADIANCE\n");
+   stbi__rewind(s);
+   if(!r) {
+       r = stbi__hdr_test_core(s, "#?RGBE\n");
+       stbi__rewind(s);
+   }
+   return r;
+}
+
+#define STBI__HDR_BUFLEN  1024
+static char *stbi__hdr_gettoken(stbi__context *z, char *buffer)
+{
+   int len=0;
+   char c = '\0';
+
+   c = (char) stbi__get8(z);
+
+   while (!stbi__at_eof(z) && c != '\n') {
+      buffer[len++] = c;
+      if (len == STBI__HDR_BUFLEN-1) {
+         // flush to end of line
+         while (!stbi__at_eof(z) && stbi__get8(z) != '\n')
+            ;
+         break;
+      }
+      c = (char) stbi__get8(z);
+   }
+
+   buffer[len] = 0;
+   return buffer;
+}
+
+static void stbi__hdr_convert(float *output, stbi_uc *input, int req_comp)
+{
+   if ( input[3] != 0 ) {
+      float f1;
+      // Exponent
+      f1 = (float) ldexp(1.0f, input[3] - (int)(128 + 8));
+      if (req_comp <= 2)
+         output[0] = (input[0] + input[1] + input[2]) * f1 / 3;
+      else {
+         output[0] = input[0] * f1;
+         output[1] = input[1] * f1;
+         output[2] = input[2] * f1;
+      }
+      if (req_comp == 2) output[1] = 1;
+      if (req_comp == 4) output[3] = 1;
+   } else {
+      switch (req_comp) {
+         case 4: output[3] = 1; /* fallthrough */
+         case 3: output[0] = output[1] = output[2] = 0;
+                 break;
+         case 2: output[1] = 1; /* fallthrough */
+         case 1: output[0] = 0;
+                 break;
+      }
+   }
+}
+
+static float *stbi__hdr_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri)
+{
+   char buffer[STBI__HDR_BUFLEN];
+   char *token;
+   int valid = 0;
+   int width, height;
+   stbi_uc *scanline;
+   float *hdr_data;
+   int len;
+   unsigned char count, value;
+   int i, j, k, c1,c2, z;
+   const char *headerToken;
+   STBI_NOTUSED(ri);
+
+   // Check identifier
+   headerToken = stbi__hdr_gettoken(s,buffer);
+   if (strcmp(headerToken, "#?RADIANCE") != 0 && strcmp(headerToken, "#?RGBE") != 0)
+      return stbi__errpf("not HDR", "Corrupt HDR image");
+
+   // Parse header
+   for(;;) {
+      token = stbi__hdr_gettoken(s,buffer);
+      if (token[0] == 0) break;
+      if (strcmp(token, "FORMAT=32-bit_rle_rgbe") == 0) valid = 1;
+   }
+
+   if (!valid)    return stbi__errpf("unsupported format", "Unsupported HDR format");
+
+   // Parse width and height
+   // can't use sscanf() if we're not using stdio!
+   token = stbi__hdr_gettoken(s,buffer);
+   if (strncmp(token, "-Y ", 3))  return stbi__errpf("unsupported data layout", "Unsupported HDR format");
+   token += 3;
+   height = (int) strtol(token, &token, 10);
+   while (*token == ' ') ++token;
+   if (strncmp(token, "+X ", 3))  return stbi__errpf("unsupported data layout", "Unsupported HDR format");
+   token += 3;
+   width = (int) strtol(token, NULL, 10);
+
+   if (height > STBI_MAX_DIMENSIONS) return stbi__errpf("too large","Very large image (corrupt?)");
+   if (width > STBI_MAX_DIMENSIONS) return stbi__errpf("too large","Very large image (corrupt?)");
+
+   *x = width;
+   *y = height;
+
+   if (comp) *comp = 3;
+   if (req_comp == 0) req_comp = 3;
+
+   if (!stbi__mad4sizes_valid(width, height, req_comp, sizeof(float), 0))
+      return stbi__errpf("too large", "HDR image is too large");
+
+   // Read data
+   hdr_data = (float *) stbi__malloc_mad4(width, height, req_comp, sizeof(float), 0);
+   if (!hdr_data)
+      return stbi__errpf("outofmem", "Out of memory");
+
+   // Load image data
+   // image data is stored as some number of sca
+   if ( width < 8 || width >= 32768) {
+      // Read flat data
+      for (j=0; j < height; ++j) {
+         for (i=0; i < width; ++i) {
+            stbi_uc rgbe[4];
+           main_decode_loop:
+            stbi__getn(s, rgbe, 4);
+            stbi__hdr_convert(hdr_data + j * width * req_comp + i * req_comp, rgbe, req_comp);
+         }
+      }
+   } else {
+      // Read RLE-encoded data
+      scanline = NULL;
+
+      for (j = 0; j < height; ++j) {
+         c1 = stbi__get8(s);
+         c2 = stbi__get8(s);
+         len = stbi__get8(s);
+         if (c1 != 2 || c2 != 2 || (len & 0x80)) {
+            // not run-length encoded, so we have to actually use THIS data as a decoded
+            // pixel (note this can't be a valid pixel--one of RGB must be >= 128)
+            stbi_uc rgbe[4];
+            rgbe[0] = (stbi_uc) c1;
+            rgbe[1] = (stbi_uc) c2;
+            rgbe[2] = (stbi_uc) len;
+            rgbe[3] = (stbi_uc) stbi__get8(s);
+            stbi__hdr_convert(hdr_data, rgbe, req_comp);
+            i = 1;
+            j = 0;
+            STBI_FREE(scanline);
+            goto main_decode_loop; // yes, this makes no sense
+         }
+         len <<= 8;
+         len |= stbi__get8(s);
+         if (len != width) { STBI_FREE(hdr_data); STBI_FREE(scanline); return stbi__errpf("invalid decoded scanline length", "corrupt HDR"); }
+         if (scanline == NULL) {
+            scanline = (stbi_uc *) stbi__malloc_mad2(width, 4, 0);
+            if (!scanline) {
+               STBI_FREE(hdr_data);
+               return stbi__errpf("outofmem", "Out of memory");
+            }
+         }
+
+         for (k = 0; k < 4; ++k) {
+            int nleft;
+            i = 0;
+            while ((nleft = width - i) > 0) {
+               count = stbi__get8(s);
+               if (count > 128) {
+                  // Run
+                  value = stbi__get8(s);
+                  count -= 128;
+                  if ((count == 0) || (count > nleft)) { STBI_FREE(hdr_data); STBI_FREE(scanline); return stbi__errpf("corrupt", "bad RLE data in HDR"); }
+                  for (z = 0; z < count; ++z)
+                     scanline[i++ * 4 + k] = value;
+               } else {
+                  // Dump
+                  if ((count == 0) || (count > nleft)) { STBI_FREE(hdr_data); STBI_FREE(scanline); return stbi__errpf("corrupt", "bad RLE data in HDR"); }
+                  for (z = 0; z < count; ++z)
+                     scanline[i++ * 4 + k] = stbi__get8(s);
+               }
+            }
+         }
+         for (i=0; i < width; ++i)
+            stbi__hdr_convert(hdr_data+(j*width + i)*req_comp, scanline + i*4, req_comp);
+      }
+      if (scanline)
+         STBI_FREE(scanline);
+   }
+
+   return hdr_data;
+}
+
+static int stbi__hdr_info(stbi__context *s, int *x, int *y, int *comp)
+{
+   char buffer[STBI__HDR_BUFLEN];
+   char *token;
+   int valid = 0;
+   int dummy;
+
+   if (!x) x = &dummy;
+   if (!y) y = &dummy;
+   if (!comp) comp = &dummy;
+
+   if (stbi__hdr_test(s) == 0) {
+       stbi__rewind( s );
+       return 0;
+   }
+
+   for(;;) {
+      token = stbi__hdr_gettoken(s,buffer);
+      if (token[0] == 0) break;
+      if (strcmp(token, "FORMAT=32-bit_rle_rgbe") == 0) valid = 1;
+   }
+
+   if (!valid) {
+       stbi__rewind( s );
+       return 0;
+   }
+   token = stbi__hdr_gettoken(s,buffer);
+   if (strncmp(token, "-Y ", 3)) {
+       stbi__rewind( s );
+       return 0;
+   }
+   token += 3;
+   *y = (int) strtol(token, &token, 10);
+   while (*token == ' ') ++token;
+   if (strncmp(token, "+X ", 3)) {
+       stbi__rewind( s );
+       return 0;
+   }
+   token += 3;
+   *x = (int) strtol(token, NULL, 10);
+   *comp = 3;
+   return 1;
+}
+#endif // STBI_NO_HDR
+
+#ifndef STBI_NO_BMP
+static int stbi__bmp_info(stbi__context *s, int *x, int *y, int *comp)
+{
+   void *p;
+   stbi__bmp_data info;
+
+   info.all_a = 255;
+   p = stbi__bmp_parse_header(s, &info);
+   if (p == NULL) {
+      stbi__rewind( s );
+      return 0;
+   }
+   if (x) *x = s->img_x;
+   if (y) *y = s->img_y;
+   if (comp) {
+      if (info.bpp == 24 && info.ma == 0xff000000)
+         *comp = 3;
+      else
+         *comp = info.ma ? 4 : 3;
+   }
+   return 1;
+}
+#endif
+
+#ifndef STBI_NO_PSD
+static int stbi__psd_info(stbi__context *s, int *x, int *y, int *comp)
+{
+   int channelCount, dummy, depth;
+   if (!x) x = &dummy;
+   if (!y) y = &dummy;
+   if (!comp) comp = &dummy;
+   if (stbi__get32be(s) != 0x38425053) {
+       stbi__rewind( s );
+       return 0;
+   }
+   if (stbi__get16be(s) != 1) {
+       stbi__rewind( s );
+       return 0;
+   }
+   stbi__skip(s, 6);
+   channelCount = stbi__get16be(s);
+   if (channelCount < 0 || channelCount > 16) {
+       stbi__rewind( s );
+       return 0;
+   }
+   *y = stbi__get32be(s);
+   *x = stbi__get32be(s);
+   depth = stbi__get16be(s);
+   if (depth != 8 && depth != 16) {
+       stbi__rewind( s );
+       return 0;
+   }
+   if (stbi__get16be(s) != 3) {
+       stbi__rewind( s );
+       return 0;
+   }
+   *comp = 4;
+   return 1;
+}
+
+static int stbi__psd_is16(stbi__context *s)
+{
+   int channelCount, depth;
+   if (stbi__get32be(s) != 0x38425053) {
+       stbi__rewind( s );
+       return 0;
+   }
+   if (stbi__get16be(s) != 1) {
+       stbi__rewind( s );
+       return 0;
+   }
+   stbi__skip(s, 6);
+   channelCount = stbi__get16be(s);
+   if (channelCount < 0 || channelCount > 16) {
+       stbi__rewind( s );
+       return 0;
+   }
+   STBI_NOTUSED(stbi__get32be(s));
+   STBI_NOTUSED(stbi__get32be(s));
+   depth = stbi__get16be(s);
+   if (depth != 16) {
+       stbi__rewind( s );
+       return 0;
+   }
+   return 1;
+}
+#endif
+
+#ifndef STBI_NO_PIC
+static int stbi__pic_info(stbi__context *s, int *x, int *y, int *comp)
+{
+   int act_comp=0,num_packets=0,chained,dummy;
+   stbi__pic_packet packets[10];
+
+   if (!x) x = &dummy;
+   if (!y) y = &dummy;
+   if (!comp) comp = &dummy;
+
+   if (!stbi__pic_is4(s,"\x53\x80\xF6\x34")) {
+      stbi__rewind(s);
+      return 0;
+   }
+
+   stbi__skip(s, 88);
+
+   *x = stbi__get16be(s);
+   *y = stbi__get16be(s);
+   if (stbi__at_eof(s)) {
+      stbi__rewind( s);
+      return 0;
+   }
+   if ( (*x) != 0 && (1 << 28) / (*x) < (*y)) {
+      stbi__rewind( s );
+      return 0;
+   }
+
+   stbi__skip(s, 8);
+
+   do {
+      stbi__pic_packet *packet;
+
+      if (num_packets==sizeof(packets)/sizeof(packets[0]))
+         return 0;
+
+      packet = &packets[num_packets++];
+      chained = stbi__get8(s);
+      packet->size    = stbi__get8(s);
+      packet->type    = stbi__get8(s);
+      packet->channel = stbi__get8(s);
+      act_comp |= packet->channel;
+
+      if (stbi__at_eof(s)) {
+          stbi__rewind( s );
+          return 0;
+      }
+      if (packet->size != 8) {
+          stbi__rewind( s );
+          return 0;
+      }
+   } while (chained);
+
+   *comp = (act_comp & 0x10 ? 4 : 3);
+
+   return 1;
+}
+#endif
+
+// *************************************************************************************************
+// Portable Gray Map and Portable Pixel Map loader
+// by Ken Miller
+//
+// PGM: http://netpbm.sourceforge.net/doc/pgm.html
+// PPM: http://netpbm.sourceforge.net/doc/ppm.html
+//
+// Known limitations:
+//    Does not support comments in the header section
+//    Does not support ASCII image data (formats P2 and P3)
+
+#ifndef STBI_NO_PNM
+
+static int      stbi__pnm_test(stbi__context *s)
+{
+   char p, t;
+   p = (char) stbi__get8(s);
+   t = (char) stbi__get8(s);
+   if (p != 'P' || (t != '5' && t != '6')) {
+       stbi__rewind( s );
+       return 0;
+   }
+   return 1;
+}
+
+static void *stbi__pnm_load(stbi__context *s, int *x, int *y, int *comp, int req_comp, stbi__result_info *ri)
+{
+   stbi_uc *out;
+   STBI_NOTUSED(ri);
+
+   ri->bits_per_channel = stbi__pnm_info(s, (int *)&s->img_x, (int *)&s->img_y, (int *)&s->img_n);
+   if (ri->bits_per_channel == 0)
+      return 0;
+
+   if (s->img_y > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+   if (s->img_x > STBI_MAX_DIMENSIONS) return stbi__errpuc("too large","Very large image (corrupt?)");
+
+   *x = s->img_x;
+   *y = s->img_y;
+   if (comp) *comp = s->img_n;
+
+   if (!stbi__mad4sizes_valid(s->img_n, s->img_x, s->img_y, ri->bits_per_channel / 8, 0))
+      return stbi__errpuc("too large", "PNM too large");
+
+   out = (stbi_uc *) stbi__malloc_mad4(s->img_n, s->img_x, s->img_y, ri->bits_per_channel / 8, 0);
+   if (!out) return stbi__errpuc("outofmem", "Out of memory");
+   if (!stbi__getn(s, out, s->img_n * s->img_x * s->img_y * (ri->bits_per_channel / 8))) {
+      STBI_FREE(out);
+      return stbi__errpuc("bad PNM", "PNM file truncated");
+   }
+
+   if (req_comp && req_comp != s->img_n) {
+      if (ri->bits_per_channel == 16) {
+         out = (stbi_uc *) stbi__convert_format16((stbi__uint16 *) out, s->img_n, req_comp, s->img_x, s->img_y);
+      } else {
+         out = stbi__convert_format(out, s->img_n, req_comp, s->img_x, s->img_y);
+      }
+      if (out == NULL) return out; // stbi__convert_format frees input on failure
+   }
+   return out;
+}
+
+static int      stbi__pnm_isspace(char c)
+{
+   return c == ' ' || c == '\t' || c == '\n' || c == '\v' || c == '\f' || c == '\r';
+}
+
+static void     stbi__pnm_skip_whitespace(stbi__context *s, char *c)
+{
+   for (;;) {
+      while (!stbi__at_eof(s) && stbi__pnm_isspace(*c))
+         *c = (char) stbi__get8(s);
+
+      if (stbi__at_eof(s) || *c != '#')
+         break;
+
+      while (!stbi__at_eof(s) && *c != '\n' && *c != '\r' )
+         *c = (char) stbi__get8(s);
+   }
+}
+
+static int      stbi__pnm_isdigit(char c)
+{
+   return c >= '0' && c <= '9';
+}
+
+static int      stbi__pnm_getinteger(stbi__context *s, char *c)
+{
+   int value = 0;
+
+   while (!stbi__at_eof(s) && stbi__pnm_isdigit(*c)) {
+      value = value*10 + (*c - '0');
+      *c = (char) stbi__get8(s);
+      if((value > 214748364) || (value == 214748364 && *c > '7'))
+          return stbi__err("integer parse overflow", "Parsing an integer in the PPM header overflowed a 32-bit int");
+   }
+
+   return value;
+}
+
+static int      stbi__pnm_info(stbi__context *s, int *x, int *y, int *comp)
+{
+   int maxv, dummy;
+   char c, p, t;
+
+   if (!x) x = &dummy;
+   if (!y) y = &dummy;
+   if (!comp) comp = &dummy;
+
+   stbi__rewind(s);
+
+   // Get identifier
+   p = (char) stbi__get8(s);
+   t = (char) stbi__get8(s);
+   if (p != 'P' || (t != '5' && t != '6')) {
+       stbi__rewind(s);
+       return 0;
+   }
+
+   *comp = (t == '6') ? 3 : 1;  // '5' is 1-component .pgm; '6' is 3-component .ppm
+
+   c = (char) stbi__get8(s);
+   stbi__pnm_skip_whitespace(s, &c);
+
+   *x = stbi__pnm_getinteger(s, &c); // read width
+   if(*x == 0)
+       return stbi__err("invalid width", "PPM image header had zero or overflowing width");
+   stbi__pnm_skip_whitespace(s, &c);
+
+   *y = stbi__pnm_getinteger(s, &c); // read height
+   if (*y == 0)
+       return stbi__err("invalid width", "PPM image header had zero or overflowing width");
+   stbi__pnm_skip_whitespace(s, &c);
+
+   maxv = stbi__pnm_getinteger(s, &c);  // read max value
+   if (maxv > 65535)
+      return stbi__err("max value > 65535", "PPM image supports only 8-bit and 16-bit images");
+   else if (maxv > 255)
+      return 16;
+   else
+      return 8;
+}
+
+static int stbi__pnm_is16(stbi__context *s)
+{
+   if (stbi__pnm_info(s, NULL, NULL, NULL) == 16)
+	   return 1;
+   return 0;
+}
+#endif
+
+static int stbi__info_main(stbi__context *s, int *x, int *y, int *comp)
+{
+   #ifndef STBI_NO_JPEG
+   if (stbi__jpeg_info(s, x, y, comp)) return 1;
+   #endif
+
+   #ifndef STBI_NO_PNG
+   if (stbi__png_info(s, x, y, comp))  return 1;
+   #endif
+
+   #ifndef STBI_NO_GIF
+   if (stbi__gif_info(s, x, y, comp))  return 1;
+   #endif
+
+   #ifndef STBI_NO_BMP
+   if (stbi__bmp_info(s, x, y, comp))  return 1;
+   #endif
+
+   #ifndef STBI_NO_PSD
+   if (stbi__psd_info(s, x, y, comp))  return 1;
+   #endif
+
+   #ifndef STBI_NO_PIC
+   if (stbi__pic_info(s, x, y, comp))  return 1;
+   #endif
+
+   #ifndef STBI_NO_PNM
+   if (stbi__pnm_info(s, x, y, comp))  return 1;
+   #endif
+
+   #ifndef STBI_NO_HDR
+   if (stbi__hdr_info(s, x, y, comp))  return 1;
+   #endif
+
+   // test tga last because it's a crappy test!
+   #ifndef STBI_NO_TGA
+   if (stbi__tga_info(s, x, y, comp))
+       return 1;
+   #endif
+   return stbi__err("unknown image type", "Image not of any known type, or corrupt");
+}
+
+static int stbi__is_16_main(stbi__context *s)
+{
+   #ifndef STBI_NO_PNG
+   if (stbi__png_is16(s))  return 1;
+   #endif
+
+   #ifndef STBI_NO_PSD
+   if (stbi__psd_is16(s))  return 1;
+   #endif
+
+   #ifndef STBI_NO_PNM
+   if (stbi__pnm_is16(s))  return 1;
+   #endif
+   return 0;
+}
+
+#ifndef STBI_NO_STDIO
+STBIDEF int stbi_info(char const *filename, int *x, int *y, int *comp)
+{
+    FILE *f = stbi__fopen(filename, "rb");
+    int result;
+    if (!f) return stbi__err("can't fopen", "Unable to open file");
+    result = stbi_info_from_file(f, x, y, comp);
+    fclose(f);
+    return result;
+}
+
+STBIDEF int stbi_info_from_file(FILE *f, int *x, int *y, int *comp)
+{
+   int r;
+   stbi__context s;
+   long pos = ftell(f);
+   stbi__start_file(&s, f);
+   r = stbi__info_main(&s,x,y,comp);
+   fseek(f,pos,SEEK_SET);
+   return r;
+}
+
+STBIDEF int stbi_is_16_bit(char const *filename)
+{
+    FILE *f = stbi__fopen(filename, "rb");
+    int result;
+    if (!f) return stbi__err("can't fopen", "Unable to open file");
+    result = stbi_is_16_bit_from_file(f);
+    fclose(f);
+    return result;
+}
+
+STBIDEF int stbi_is_16_bit_from_file(FILE *f)
+{
+   int r;
+   stbi__context s;
+   long pos = ftell(f);
+   stbi__start_file(&s, f);
+   r = stbi__is_16_main(&s);
+   fseek(f,pos,SEEK_SET);
+   return r;
+}
+#endif // !STBI_NO_STDIO
+
+STBIDEF int stbi_info_from_memory(stbi_uc const *buffer, int len, int *x, int *y, int *comp)
+{
+   stbi__context s;
+   stbi__start_mem(&s,buffer,len);
+   return stbi__info_main(&s,x,y,comp);
+}
+
+STBIDEF int stbi_info_from_callbacks(stbi_io_callbacks const *c, void *user, int *x, int *y, int *comp)
+{
+   stbi__context s;
+   stbi__start_callbacks(&s, (stbi_io_callbacks *) c, user);
+   return stbi__info_main(&s,x,y,comp);
+}
+
+STBIDEF int stbi_is_16_bit_from_memory(stbi_uc const *buffer, int len)
+{
+   stbi__context s;
+   stbi__start_mem(&s,buffer,len);
+   return stbi__is_16_main(&s);
+}
+
+STBIDEF int stbi_is_16_bit_from_callbacks(stbi_io_callbacks const *c, void *user)
+{
+   stbi__context s;
+   stbi__start_callbacks(&s, (stbi_io_callbacks *) c, user);
+   return stbi__is_16_main(&s);
+}
+
+#endif // STB_IMAGE_IMPLEMENTATION
+
+/*
+   revision history:
+      2.20  (2019-02-07) support utf8 filenames in Windows; fix warnings and platform ifdefs
+      2.19  (2018-02-11) fix warning
+      2.18  (2018-01-30) fix warnings
+      2.17  (2018-01-29) change sbti__shiftsigned to avoid clang -O2 bug
+                         1-bit BMP
+                         *_is_16_bit api
+                         avoid warnings
+      2.16  (2017-07-23) all functions have 16-bit variants;
+                         STBI_NO_STDIO works again;
+                         compilation fixes;
+                         fix rounding in unpremultiply;
+                         optimize vertical flip;
+                         disable raw_len validation;
+                         documentation fixes
+      2.15  (2017-03-18) fix png-1,2,4 bug; now all Imagenet JPGs decode;
+                         warning fixes; disable run-time SSE detection on gcc;
+                         uniform handling of optional "return" values;
+                         thread-safe initialization of zlib tables
+      2.14  (2017-03-03) remove deprecated STBI_JPEG_OLD; fixes for Imagenet JPGs
+      2.13  (2016-11-29) add 16-bit API, only supported for PNG right now
+      2.12  (2016-04-02) fix typo in 2.11 PSD fix that caused crashes
+      2.11  (2016-04-02) allocate large structures on the stack
+                         remove white matting for transparent PSD
+                         fix reported channel count for PNG & BMP
+                         re-enable SSE2 in non-gcc 64-bit
+                         support RGB-formatted JPEG
+                         read 16-bit PNGs (only as 8-bit)
+      2.10  (2016-01-22) avoid warning introduced in 2.09 by STBI_REALLOC_SIZED
+      2.09  (2016-01-16) allow comments in PNM files
+                         16-bit-per-pixel TGA (not bit-per-component)
+                         info() for TGA could break due to .hdr handling
+                         info() for BMP to shares code instead of sloppy parse
+                         can use STBI_REALLOC_SIZED if allocator doesn't support realloc
+                         code cleanup
+      2.08  (2015-09-13) fix to 2.07 cleanup, reading RGB PSD as RGBA
+      2.07  (2015-09-13) fix compiler warnings
+                         partial animated GIF support
+                         limited 16-bpc PSD support
+                         #ifdef unused functions
+                         bug with < 92 byte PIC,PNM,HDR,TGA
+      2.06  (2015-04-19) fix bug where PSD returns wrong '*comp' value
+      2.05  (2015-04-19) fix bug in progressive JPEG handling, fix warning
+      2.04  (2015-04-15) try to re-enable SIMD on MinGW 64-bit
+      2.03  (2015-04-12) extra corruption checking (mmozeiko)
+                         stbi_set_flip_vertically_on_load (nguillemot)
+                         fix NEON support; fix mingw support
+      2.02  (2015-01-19) fix incorrect assert, fix warning
+      2.01  (2015-01-17) fix various warnings; suppress SIMD on gcc 32-bit without -msse2
+      2.00b (2014-12-25) fix STBI_MALLOC in progressive JPEG
+      2.00  (2014-12-25) optimize JPG, including x86 SSE2 & NEON SIMD (ryg)
+                         progressive JPEG (stb)
+                         PGM/PPM support (Ken Miller)
+                         STBI_MALLOC,STBI_REALLOC,STBI_FREE
+                         GIF bugfix -- seemingly never worked
+                         STBI_NO_*, STBI_ONLY_*
+      1.48  (2014-12-14) fix incorrectly-named assert()
+      1.47  (2014-12-14) 1/2/4-bit PNG support, both direct and paletted (Omar Cornut & stb)
+                         optimize PNG (ryg)
+                         fix bug in interlaced PNG with user-specified channel count (stb)
+      1.46  (2014-08-26)
+              fix broken tRNS chunk (colorkey-style transparency) in non-paletted PNG
+      1.45  (2014-08-16)
+              fix MSVC-ARM internal compiler error by wrapping malloc
+      1.44  (2014-08-07)
+              various warning fixes from Ronny Chevalier
+      1.43  (2014-07-15)
+              fix MSVC-only compiler problem in code changed in 1.42
+      1.42  (2014-07-09)
+              don't define _CRT_SECURE_NO_WARNINGS (affects user code)
+              fixes to stbi__cleanup_jpeg path
+              added STBI_ASSERT to avoid requiring assert.h
+      1.41  (2014-06-25)
+              fix search&replace from 1.36 that messed up comments/error messages
+      1.40  (2014-06-22)
+              fix gcc struct-initialization warning
+      1.39  (2014-06-15)
+              fix to TGA optimization when req_comp != number of components in TGA;
+              fix to GIF loading because BMP wasn't rewinding (whoops, no GIFs in my test suite)
+              add support for BMP version 5 (more ignored fields)
+      1.38  (2014-06-06)
+              suppress MSVC warnings on integer casts truncating values
+              fix accidental rename of 'skip' field of I/O
+      1.37  (2014-06-04)
+              remove duplicate typedef
+      1.36  (2014-06-03)
+              convert to header file single-file library
+              if de-iphone isn't set, load iphone images color-swapped instead of returning NULL
+      1.35  (2014-05-27)
+              various warnings
+              fix broken STBI_SIMD path
+              fix bug where stbi_load_from_file no longer left file pointer in correct place
+              fix broken non-easy path for 32-bit BMP (possibly never used)
+              TGA optimization by Arseny Kapoulkine
+      1.34  (unknown)
+              use STBI_NOTUSED in stbi__resample_row_generic(), fix one more leak in tga failure case
+      1.33  (2011-07-14)
+              make stbi_is_hdr work in STBI_NO_HDR (as specified), minor compiler-friendly improvements
+      1.32  (2011-07-13)
+              support for "info" function for all supported filetypes (SpartanJ)
+      1.31  (2011-06-20)
+              a few more leak fixes, bug in PNG handling (SpartanJ)
+      1.30  (2011-06-11)
+              added ability to load files via callbacks to accomidate custom input streams (Ben Wenger)
+              removed deprecated format-specific test/load functions
+              removed support for installable file formats (stbi_loader) -- would have been broken for IO callbacks anyway
+              error cases in bmp and tga give messages and don't leak (Raymond Barbiero, grisha)
+              fix inefficiency in decoding 32-bit BMP (David Woo)
+      1.29  (2010-08-16)
+              various warning fixes from Aurelien Pocheville
+      1.28  (2010-08-01)
+              fix bug in GIF palette transparency (SpartanJ)
+      1.27  (2010-08-01)
+              cast-to-stbi_uc to fix warnings
+      1.26  (2010-07-24)
+              fix bug in file buffering for PNG reported by SpartanJ
+      1.25  (2010-07-17)
+              refix trans_data warning (Won Chun)
+      1.24  (2010-07-12)
+              perf improvements reading from files on platforms with lock-heavy fgetc()
+              minor perf improvements for jpeg
+              deprecated type-specific functions so we'll get feedback if they're needed
+              attempt to fix trans_data warning (Won Chun)
+      1.23    fixed bug in iPhone support
+      1.22  (2010-07-10)
+              removed image *writing* support
+              stbi_info support from Jetro Lauha
+              GIF support from Jean-Marc Lienher
+              iPhone PNG-extensions from James Brown
+              warning-fixes from Nicolas Schulz and Janez Zemva (i.stbi__err. Janez (U+017D)emva)
+      1.21    fix use of 'stbi_uc' in header (reported by jon blow)
+      1.20    added support for Softimage PIC, by Tom Seddon
+      1.19    bug in interlaced PNG corruption check (found by ryg)
+      1.18  (2008-08-02)
+              fix a threading bug (local mutable static)
+      1.17    support interlaced PNG
+      1.16    major bugfix - stbi__convert_format converted one too many pixels
+      1.15    initialize some fields for thread safety
+      1.14    fix threadsafe conversion bug
+              header-file-only version (#define STBI_HEADER_FILE_ONLY before including)
+      1.13    threadsafe
+      1.12    const qualifiers in the API
+      1.11    Support installable IDCT, colorspace conversion routines
+      1.10    Fixes for 64-bit (don't use "unsigned long")
+              optimized upsampling by Fabian "ryg" Giesen
+      1.09    Fix format-conversion for PSD code (bad global variables!)
+      1.08    Thatcher Ulrich's PSD code integrated by Nicolas Schulz
+      1.07    attempt to fix C++ warning/errors again
+      1.06    attempt to fix C++ warning/errors again
+      1.05    fix TGA loading to return correct *comp and use good luminance calc
+      1.04    default float alpha is 1, not 255; use 'void *' for stbi_image_free
+      1.03    bugfixes to STBI_NO_STDIO, STBI_NO_HDR
+      1.02    support for (subset of) HDR files, float interface for preferred access to them
+      1.01    fix bug: possible bug in handling right-side up bmps... not sure
+              fix bug: the stbi__bmp_load() and stbi__tga_load() functions didn't work at all
+      1.00    interface to zlib that skips zlib header
+      0.99    correct handling of alpha in palette
+      0.98    TGA loader by lonesock; dynamically add loaders (untested)
+      0.97    jpeg errors on too large a file; also catch another malloc failure
+      0.96    fix detection of invalid v value - particleman@mollyrocket forum
+      0.95    during header scan, seek to markers in case of padding
+      0.94    STBI_NO_STDIO to disable stdio usage; rename all #defines the same
+      0.93    handle jpegtran output; verbose errors
+      0.92    read 4,8,16,24,32-bit BMP files of several formats
+      0.91    output 24-bit Windows 3.0 BMP files
+      0.90    fix a few more warnings; bump version number to approach 1.0
+      0.61    bugfixes due to Marc LeBlanc, Christopher Lloyd
+      0.60    fix compiling as c++
+      0.59    fix warnings: merge Dave Moore's -Wall fixes
+      0.58    fix bug: zlib uncompressed mode len/nlen was wrong endian
+      0.57    fix bug: jpg last huffman symbol before marker was >9 bits but less than 16 available
+      0.56    fix bug: zlib uncompressed mode len vs. nlen
+      0.55    fix bug: restart_interval not initialized to 0
+      0.54    allow NULL for 'int *comp'
+      0.53    fix bug in png 3->4; speedup png decoding
+      0.52    png handles req_comp=3,4 directly; minor cleanup; jpeg comments
+      0.51    obey req_comp requests, 1-component jpegs return as 1-component,
+              on 'test' only check type, not whether we support this variant
+      0.50  (2006-11-19)
+              first released version
+*/
+
+
+/*
+------------------------------------------------------------------------------
+This software is available under 2 licenses -- choose whichever you prefer.
+------------------------------------------------------------------------------
+ALTERNATIVE A - MIT License
+Copyright (c) 2017 Sean Barrett
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the "Software"), to deal in
+the Software without restriction, including without limitation the rights to
+use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
+of the Software, and to permit persons to whom the Software is furnished to do
+so, subject to the following conditions:
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
+------------------------------------------------------------------------------
+ALTERNATIVE B - Public Domain (www.unlicense.org)
+This is free and unencumbered software released into the public domain.
+Anyone is free to copy, modify, publish, use, compile, sell, or distribute this
+software, either in source code form or as a compiled binary, for any purpose,
+commercial or non-commercial, and by any means.
+In jurisdictions that recognize copyright laws, the author or authors of this
+software dedicate any and all copyright interest in the software to the public
+domain. We make this dedication for the benefit of the public at large and to
+the detriment of our heirs and successors. We intend this dedication to be an
+overt act of relinquishment in perpetuity of all present and future rights to
+this software under copyright law.
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN
+ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
+WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+------------------------------------------------------------------------------
+*/
diff --git a/llama/llama.cpp/include/llama-cpp.h b/llama/llama.cpp/include/llama-cpp.h
new file mode 100644
index 0000000..8f63681
--- /dev/null
+++ b/llama/llama.cpp/include/llama-cpp.h
@@ -0,0 +1,30 @@
+#pragma once
+
+#ifndef __cplusplus
+#error "This header is for C++ only"
+#endif
+
+#include <memory>
+
+#include "llama.h"
+
+struct llama_model_deleter {
+    void operator()(llama_model * model) { llama_model_free(model); }
+};
+
+struct llama_context_deleter {
+    void operator()(llama_context * context) { llama_free(context); }
+};
+
+struct llama_sampler_deleter {
+    void operator()(llama_sampler * sampler) { llama_sampler_free(sampler); }
+};
+
+struct llama_adapter_lora_deleter {
+    void operator()(llama_adapter_lora * adapter) { llama_adapter_lora_free(adapter); }
+};
+
+typedef std::unique_ptr<llama_model, llama_model_deleter> llama_model_ptr;
+typedef std::unique_ptr<llama_context, llama_context_deleter> llama_context_ptr;
+typedef std::unique_ptr<llama_sampler, llama_sampler_deleter> llama_sampler_ptr;
+typedef std::unique_ptr<llama_adapter_lora, llama_adapter_lora_deleter> llama_adapter_lora_ptr;
diff --git a/llama/llama.cpp/include/llama.h b/llama/llama.cpp/include/llama.h
new file mode 100644
index 0000000..abedebd
--- /dev/null
+++ b/llama/llama.cpp/include/llama.h
@@ -0,0 +1,1476 @@
+#ifndef LLAMA_H
+#define LLAMA_H
+
+#include "ggml.h"
+#include "ggml-cpu.h"
+#include "ggml-backend.h"
+#include "ggml-opt.h"
+
+#include <stddef.h>
+#include <stdint.h>
+#include <stdio.h>
+#include <stdbool.h>
+
+#ifdef LLAMA_SHARED
+#    if defined(_WIN32) && !defined(__MINGW32__)
+#        ifdef LLAMA_BUILD
+#            define LLAMA_API __declspec(dllexport)
+#        else
+#            define LLAMA_API __declspec(dllimport)
+#        endif
+#    else
+#        define LLAMA_API __attribute__ ((visibility ("default")))
+#    endif
+#else
+#    define LLAMA_API
+#endif
+
+#ifdef __GNUC__
+#    define DEPRECATED(func, hint) func __attribute__((deprecated(hint)))
+#elif defined(_MSC_VER)
+#    define DEPRECATED(func, hint) __declspec(deprecated(hint)) func
+#else
+#    define DEPRECATED(func, hint) func
+#endif
+
+#define LLAMA_DEFAULT_SEED 0xFFFFFFFF
+
+#define LLAMA_TOKEN_NULL -1
+
+#define LLAMA_FILE_MAGIC_GGLA 0x67676c61u // 'ggla'
+#define LLAMA_FILE_MAGIC_GGSN 0x6767736eu // 'ggsn'
+#define LLAMA_FILE_MAGIC_GGSQ 0x67677371u // 'ggsq'
+
+#define LLAMA_SESSION_MAGIC   LLAMA_FILE_MAGIC_GGSN
+#define LLAMA_SESSION_VERSION 9
+
+#define LLAMA_STATE_SEQ_MAGIC   LLAMA_FILE_MAGIC_GGSQ
+#define LLAMA_STATE_SEQ_VERSION 2
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+    //
+    // C interface
+    //
+    // TODO: show sample usage
+    //
+
+    struct llama_vocab;
+    struct llama_model;
+    struct llama_context;
+    struct llama_sampler;
+    struct llama_kv_cache;
+
+    typedef int32_t llama_pos;
+    typedef int32_t llama_token;
+    typedef int32_t llama_seq_id;
+
+    enum llama_vocab_type {
+        LLAMA_VOCAB_TYPE_NONE = 0, // For models without vocab
+        LLAMA_VOCAB_TYPE_SPM  = 1, // LLaMA tokenizer based on byte-level BPE with byte fallback
+        LLAMA_VOCAB_TYPE_BPE  = 2, // GPT-2 tokenizer based on byte-level BPE
+        LLAMA_VOCAB_TYPE_WPM  = 3, // BERT tokenizer based on WordPiece
+        LLAMA_VOCAB_TYPE_UGM  = 4, // T5 tokenizer based on Unigram
+        LLAMA_VOCAB_TYPE_RWKV = 5, // RWKV tokenizer based on greedy tokenization
+    };
+
+    // pre-tokenization types
+    enum llama_vocab_pre_type {
+        LLAMA_VOCAB_PRE_TYPE_DEFAULT        = 0,
+        LLAMA_VOCAB_PRE_TYPE_LLAMA3         = 1,
+        LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_LLM   = 2,
+        LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_CODER = 3,
+        LLAMA_VOCAB_PRE_TYPE_FALCON         = 4,
+        LLAMA_VOCAB_PRE_TYPE_MPT            = 5,
+        LLAMA_VOCAB_PRE_TYPE_STARCODER      = 6,
+        LLAMA_VOCAB_PRE_TYPE_GPT2           = 7,
+        LLAMA_VOCAB_PRE_TYPE_REFACT         = 8,
+        LLAMA_VOCAB_PRE_TYPE_COMMAND_R      = 9,
+        LLAMA_VOCAB_PRE_TYPE_STABLELM2      = 10,
+        LLAMA_VOCAB_PRE_TYPE_QWEN2          = 11,
+        LLAMA_VOCAB_PRE_TYPE_OLMO           = 12,
+        LLAMA_VOCAB_PRE_TYPE_DBRX           = 13,
+        LLAMA_VOCAB_PRE_TYPE_SMAUG          = 14,
+        LLAMA_VOCAB_PRE_TYPE_PORO           = 15,
+        LLAMA_VOCAB_PRE_TYPE_CHATGLM3       = 16,
+        LLAMA_VOCAB_PRE_TYPE_CHATGLM4       = 17,
+        LLAMA_VOCAB_PRE_TYPE_VIKING         = 18,
+        LLAMA_VOCAB_PRE_TYPE_JAIS           = 19,
+        LLAMA_VOCAB_PRE_TYPE_TEKKEN         = 20,
+        LLAMA_VOCAB_PRE_TYPE_SMOLLM         = 21,
+        LLAMA_VOCAB_PRE_TYPE_CODESHELL      = 22,
+        LLAMA_VOCAB_PRE_TYPE_BLOOM          = 23,
+        LLAMA_VOCAB_PRE_TYPE_GPT3_FINNISH   = 24,
+        LLAMA_VOCAB_PRE_TYPE_EXAONE         = 25,
+        LLAMA_VOCAB_PRE_TYPE_CHAMELEON      = 26,
+        LLAMA_VOCAB_PRE_TYPE_MINERVA        = 27,
+        LLAMA_VOCAB_PRE_TYPE_DEEPSEEK3_LLM  = 28,
+        LLAMA_VOCAB_PRE_TYPE_GPT4O          = 29,
+        LLAMA_VOCAB_PRE_TYPE_SUPERBPE       = 30,
+        LLAMA_VOCAB_PRE_TYPE_TRILLION       = 31,
+        LLAMA_VOCAB_PRE_TYPE_BAILINGMOE     = 32,
+        LLAMA_VOCAB_PRE_TYPE_LLAMA4         = 33,
+        LLAMA_VOCAB_PRE_TYPE_PIXTRAL        = 34,
+        LLAMA_VOCAB_PRE_TYPE_SEED_CODER     = 35,
+    };
+
+    enum llama_rope_type {
+        LLAMA_ROPE_TYPE_NONE   = -1,
+        LLAMA_ROPE_TYPE_NORM   = 0,
+        LLAMA_ROPE_TYPE_NEOX   = GGML_ROPE_TYPE_NEOX,
+        LLAMA_ROPE_TYPE_MROPE  = GGML_ROPE_TYPE_MROPE,
+        LLAMA_ROPE_TYPE_VISION = GGML_ROPE_TYPE_VISION,
+    };
+
+    enum llama_token_type { //TODO: remove, required until per token attributes are available from GGUF file
+        LLAMA_TOKEN_TYPE_UNDEFINED    = 0,
+        LLAMA_TOKEN_TYPE_NORMAL       = 1,
+        LLAMA_TOKEN_TYPE_UNKNOWN      = 2,
+        LLAMA_TOKEN_TYPE_CONTROL      = 3,
+        LLAMA_TOKEN_TYPE_USER_DEFINED = 4,
+        LLAMA_TOKEN_TYPE_UNUSED       = 5,
+        LLAMA_TOKEN_TYPE_BYTE         = 6,
+    };
+
+    enum llama_token_attr {
+        LLAMA_TOKEN_ATTR_UNDEFINED    = 0,
+        LLAMA_TOKEN_ATTR_UNKNOWN      = 1 << 0,
+        LLAMA_TOKEN_ATTR_UNUSED       = 1 << 1,
+        LLAMA_TOKEN_ATTR_NORMAL       = 1 << 2,
+        LLAMA_TOKEN_ATTR_CONTROL      = 1 << 3,  // SPECIAL?
+        LLAMA_TOKEN_ATTR_USER_DEFINED = 1 << 4,
+        LLAMA_TOKEN_ATTR_BYTE         = 1 << 5,
+        LLAMA_TOKEN_ATTR_NORMALIZED   = 1 << 6,
+        LLAMA_TOKEN_ATTR_LSTRIP       = 1 << 7,
+        LLAMA_TOKEN_ATTR_RSTRIP       = 1 << 8,
+        LLAMA_TOKEN_ATTR_SINGLE_WORD  = 1 << 9,
+    };
+
+    // model file types
+    enum llama_ftype {
+        LLAMA_FTYPE_ALL_F32              = 0,
+        LLAMA_FTYPE_MOSTLY_F16           = 1,  // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q4_0          = 2,  // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q4_1          = 3,  // except 1d tensors
+        // LLAMA_FTYPE_MOSTLY_Q4_1_SOME_F16 = 4,  // tok_embeddings.weight and output.weight are F16
+        // LLAMA_FTYPE_MOSTLY_Q4_2       = 5,  // support has been removed
+        // LLAMA_FTYPE_MOSTLY_Q4_3       = 6,  // support has been removed
+        LLAMA_FTYPE_MOSTLY_Q8_0          = 7,  // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q5_0          = 8,  // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q5_1          = 9,  // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q2_K          = 10, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q3_K_S        = 11, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q3_K_M        = 12, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q3_K_L        = 13, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q4_K_S        = 14, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q4_K_M        = 15, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q5_K_S        = 16, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q5_K_M        = 17, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q6_K          = 18, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ2_XXS       = 19, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ2_XS        = 20, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_Q2_K_S        = 21, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ3_XS        = 22, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ3_XXS       = 23, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ1_S         = 24, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ4_NL        = 25, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ3_S         = 26, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ3_M         = 27, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ2_S         = 28, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ2_M         = 29, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ4_XS        = 30, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_IQ1_M         = 31, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_BF16          = 32, // except 1d tensors
+        //LLAMA_FTYPE_MOSTLY_Q4_0_4_4      = 33, // removed from gguf files, use Q4_0 and runtime repack
+        //LLAMA_FTYPE_MOSTLY_Q4_0_4_8      = 34, // removed from gguf files, use Q4_0 and runtime repack
+        //LLAMA_FTYPE_MOSTLY_Q4_0_8_8      = 35, // removed from gguf files, use Q4_0 and runtime repack
+        LLAMA_FTYPE_MOSTLY_TQ1_0         = 36, // except 1d tensors
+        LLAMA_FTYPE_MOSTLY_TQ2_0         = 37, // except 1d tensors
+
+        LLAMA_FTYPE_GUESSED = 1024, // not specified in the model file
+    };
+
+    enum llama_rope_scaling_type {
+        LLAMA_ROPE_SCALING_TYPE_UNSPECIFIED = -1,
+        LLAMA_ROPE_SCALING_TYPE_NONE        = 0,
+        LLAMA_ROPE_SCALING_TYPE_LINEAR      = 1,
+        LLAMA_ROPE_SCALING_TYPE_YARN        = 2,
+        LLAMA_ROPE_SCALING_TYPE_LONGROPE    = 3,
+        LLAMA_ROPE_SCALING_TYPE_MAX_VALUE   = LLAMA_ROPE_SCALING_TYPE_LONGROPE,
+    };
+
+    enum llama_pooling_type {
+        LLAMA_POOLING_TYPE_UNSPECIFIED = -1,
+        LLAMA_POOLING_TYPE_NONE = 0,
+        LLAMA_POOLING_TYPE_MEAN = 1,
+        LLAMA_POOLING_TYPE_CLS  = 2,
+        LLAMA_POOLING_TYPE_LAST = 3,
+        LLAMA_POOLING_TYPE_RANK = 4, // used by reranking models to attach the classification head to the graph
+    };
+
+    enum llama_attention_type {
+        LLAMA_ATTENTION_TYPE_UNSPECIFIED = -1,
+        LLAMA_ATTENTION_TYPE_CAUSAL      = 0,
+        LLAMA_ATTENTION_TYPE_NON_CAUSAL  = 1,
+    };
+
+    enum llama_split_mode {
+        LLAMA_SPLIT_MODE_NONE  = 0, // single GPU
+        LLAMA_SPLIT_MODE_LAYER = 1, // split layers and KV across GPUs
+        LLAMA_SPLIT_MODE_ROW   = 2, // split layers and KV across GPUs, use tensor parallelism if supported
+    };
+
+    // TODO: simplify (https://github.com/ggml-org/llama.cpp/pull/9294#pullrequestreview-2286561979)
+    typedef struct llama_token_data {
+        llama_token id; // token id
+        float logit;    // log-odds of the token
+        float p;        // probability of the token
+    } llama_token_data;
+
+    typedef struct llama_token_data_array {
+        // TODO: consider SoA
+        // NOTE: this pointer can be modified by the samplers
+        llama_token_data * data;
+        size_t size;
+        int64_t selected; // this is the index in the data array (i.e. not the token id)
+        bool sorted;
+    } llama_token_data_array;
+
+    typedef bool (*llama_progress_callback)(float progress, void * user_data);
+
+    // Input data for llama_decode
+    // A llama_batch object can contain input about one or many sequences
+    // The provided arrays (i.e. token, embd, pos, etc.) must have size of n_tokens
+    //
+    // - token  : the token ids of the input (used when embd is NULL)
+    // - embd   : token embeddings (i.e. float vector of size n_embd) (used when token is NULL)
+    // - pos    : the positions of the respective token in the sequence
+    //            (if set to NULL, the token position will be tracked automatically by llama_decode)
+    // - seq_id : the sequence to which the respective token belongs
+    //            (if set to NULL, the sequence ID will be assumed to be 0)
+    // - logits : if zero, the logits (and/or the embeddings) for the respective token will not be output
+    //            (if set to NULL, only the logits for last token will be returned)
+    //
+    typedef struct llama_batch {
+        int32_t n_tokens;
+
+        llama_token  *  token;
+        float        *  embd;
+        llama_pos    *  pos;
+        int32_t      *  n_seq_id;
+        llama_seq_id ** seq_id;
+        int8_t       *  logits; // TODO: rename this to "output"
+    } llama_batch;
+
+    enum llama_model_kv_override_type {
+        LLAMA_KV_OVERRIDE_TYPE_INT,
+        LLAMA_KV_OVERRIDE_TYPE_FLOAT,
+        LLAMA_KV_OVERRIDE_TYPE_BOOL,
+        LLAMA_KV_OVERRIDE_TYPE_STR,
+    };
+
+    struct llama_model_kv_override {
+        enum llama_model_kv_override_type tag;
+
+        char key[128];
+
+        union {
+            int64_t val_i64;
+            double  val_f64;
+            bool    val_bool;
+            char    val_str[128];
+        };
+    };
+
+    struct llama_model_tensor_buft_override {
+        const char * pattern;
+        ggml_backend_buffer_type_t buft;
+    };
+
+    struct llama_model_params {
+        // NULL-terminated list of devices to use for offloading (if NULL, all available devices are used)
+        ggml_backend_dev_t * devices;
+
+        // NULL-terminated list of buffer types to use for tensors that match a pattern
+        const struct llama_model_tensor_buft_override * tensor_buft_overrides;
+
+        int32_t n_gpu_layers; // number of layers to store in VRAM
+        enum llama_split_mode split_mode; // how to split the model across multiple GPUs
+
+        // the GPU that is used for the entire model when split_mode is LLAMA_SPLIT_MODE_NONE
+        int32_t main_gpu;
+
+        // proportion of the model (layers or rows) to offload to each GPU, size: llama_max_devices()
+        const float * tensor_split;
+
+        // Called with a progress value between 0.0 and 1.0. Pass NULL to disable.
+        // If the provided progress_callback returns true, model loading continues.
+        // If it returns false, model loading is immediately aborted.
+        llama_progress_callback progress_callback;
+
+        // context pointer passed to the progress callback
+        void * progress_callback_user_data;
+
+        // override key-value pairs of the model meta data
+        const struct llama_model_kv_override * kv_overrides;
+
+        // Keep the booleans together to avoid misalignment during copy-by-value.
+        bool vocab_only;    // only load the vocabulary, no weights
+        bool use_mmap;      // use mmap if possible
+        bool use_mlock;     // force system to keep model in RAM
+        bool check_tensors; // validate model tensor data
+    };
+
+    // NOTE: changing the default values of parameters marked as [EXPERIMENTAL] may cause crashes or incorrect results in certain configurations
+    //       https://github.com/ggml-org/llama.cpp/pull/7544
+    struct llama_context_params {
+        uint32_t n_ctx;             // text context, 0 = from model
+        uint32_t n_batch;           // logical maximum batch size that can be submitted to llama_decode
+        uint32_t n_ubatch;          // physical maximum batch size
+        uint32_t n_seq_max;         // max number of sequences (i.e. distinct states for recurrent models)
+        int32_t  n_threads;         // number of threads to use for generation
+        int32_t  n_threads_batch;   // number of threads to use for batch processing
+
+        enum llama_rope_scaling_type rope_scaling_type; // RoPE scaling type, from `enum llama_rope_scaling_type`
+        enum llama_pooling_type      pooling_type;      // whether to pool (sum) embedding results by sequence id
+        enum llama_attention_type    attention_type;    // attention type to use for embeddings
+
+        // ref: https://github.com/ggml-org/llama.cpp/pull/2054
+        float    rope_freq_base;   // RoPE base frequency, 0 = from model
+        float    rope_freq_scale;  // RoPE frequency scaling factor, 0 = from model
+        float    yarn_ext_factor;  // YaRN extrapolation mix factor, negative = from model
+        float    yarn_attn_factor; // YaRN magnitude scaling factor
+        float    yarn_beta_fast;   // YaRN low correction dim
+        float    yarn_beta_slow;   // YaRN high correction dim
+        uint32_t yarn_orig_ctx;    // YaRN original context size
+        float    defrag_thold;     // defragment the KV cache if holes/size > thold, < 0 disabled (default)
+
+        ggml_backend_sched_eval_callback cb_eval;
+        void * cb_eval_user_data;
+
+        enum ggml_type type_k; // data type for K cache [EXPERIMENTAL]
+        enum ggml_type type_v; // data type for V cache [EXPERIMENTAL]
+
+        // Abort callback
+        // if it returns true, execution of llama_decode() will be aborted
+        // currently works only with CPU execution
+        ggml_abort_callback abort_callback;
+        void *              abort_callback_data;
+
+        // Keep the booleans together and at the end of the struct to avoid misalignment during copy-by-value.
+        bool embeddings;  // if true, extract embeddings (together with logits)
+        bool offload_kqv; // whether to offload the KQV ops (including the KV cache) to GPU
+        bool flash_attn;  // whether to use flash attention [EXPERIMENTAL]
+        bool no_perf;     // whether to measure performance timings
+        bool op_offload;  // whether to offload host tensor operations to device
+    };
+
+    // model quantization parameters
+    typedef struct llama_model_quantize_params {
+        int32_t nthread;                      // number of threads to use for quantizing, if <=0 will use std::thread::hardware_concurrency()
+        enum llama_ftype ftype;               // quantize to this llama_ftype
+        enum ggml_type output_tensor_type;    // output tensor type
+        enum ggml_type token_embedding_type;  // token embeddings tensor type
+        bool allow_requantize;                // allow quantizing non-f32/f16 tensors
+        bool quantize_output_tensor;          // quantize output.weight
+        bool only_copy;                       // only copy tensors - ftype, allow_requantize and quantize_output_tensor are ignored
+        bool pure;                            // quantize all tensors to the default type
+        bool keep_split;                      // quantize to the same number of shards
+        void * imatrix;                       // pointer to importance matrix data
+        void * kv_overrides;                  // pointer to vector containing overrides
+        void * tensor_types;                  // pointer to vector containing tensor types
+    } llama_model_quantize_params;
+
+    typedef struct llama_logit_bias {
+        llama_token token;
+        float bias;
+    } llama_logit_bias;
+
+    typedef struct llama_sampler_chain_params {
+        bool no_perf; // whether to measure performance timings
+    } llama_sampler_chain_params;
+
+    // used in chat template
+    typedef struct llama_chat_message {
+        const char * role;
+        const char * content;
+    } llama_chat_message;
+
+    // lora adapter
+    struct llama_adapter_lora;
+
+    // Helpers for getting default parameters
+    // TODO: update API to start accepting pointers to params structs (https://github.com/ggml-org/llama.cpp/discussions/9172)
+    LLAMA_API struct llama_model_params          llama_model_default_params(void);
+    LLAMA_API struct llama_context_params        llama_context_default_params(void);
+    LLAMA_API struct llama_sampler_chain_params  llama_sampler_chain_default_params(void);
+    LLAMA_API struct llama_model_quantize_params llama_model_quantize_default_params(void);
+
+    // Initialize the llama + ggml backend
+    // If numa is true, use NUMA optimizations
+    // Call once at the start of the program
+    LLAMA_API void llama_backend_init(void);
+
+    // Call once at the end of the program - currently only used for MPI
+    LLAMA_API void llama_backend_free(void);
+
+    //optional:
+    LLAMA_API void llama_numa_init(enum ggml_numa_strategy numa);
+
+    // Optional: an auto threadpool gets created in ggml if not passed explicitly
+    LLAMA_API void llama_attach_threadpool(
+            struct llama_context * ctx,
+               ggml_threadpool_t   threadpool,
+               ggml_threadpool_t   threadpool_batch);
+
+    LLAMA_API void llama_detach_threadpool(struct llama_context * ctx);
+
+    DEPRECATED(LLAMA_API struct llama_model * llama_load_model_from_file(
+                             const char * path_model,
+              struct llama_model_params   params),
+            "use llama_model_load_from_file instead");
+
+    // Load the model from a file
+    // If the file is split into multiple parts, the file name must follow this pattern: <name>-%05d-of-%05d.gguf
+    // If the split file name does not follow this pattern, use llama_model_load_from_splits
+    LLAMA_API struct llama_model * llama_model_load_from_file(
+                             const char * path_model,
+              struct llama_model_params   params);
+
+    // Load the model from multiple splits (support custom naming scheme)
+    // The paths must be in the correct order
+    LLAMA_API struct llama_model * llama_model_load_from_splits(
+                             const char ** paths,
+                                 size_t    n_paths,
+              struct llama_model_params    params);
+
+    LLAMA_API void llama_model_save_to_file(
+            const struct llama_model * model,
+                        const char * path_model);
+
+    DEPRECATED(LLAMA_API void llama_free_model(struct llama_model * model),
+            "use llama_model_free instead");
+
+    LLAMA_API void llama_model_free(struct llama_model * model);
+
+    LLAMA_API struct llama_context * llama_init_from_model(
+                     struct llama_model * model,
+            struct llama_context_params   params);
+
+    DEPRECATED(LLAMA_API struct llama_context * llama_new_context_with_model(
+                     struct llama_model * model,
+            struct llama_context_params   params),
+            "use llama_init_from_model instead");
+
+    // Frees all allocated memory
+    LLAMA_API void llama_free(struct llama_context * ctx);
+
+    LLAMA_API int64_t llama_time_us(void);
+
+    LLAMA_API size_t llama_max_devices(void);
+
+    LLAMA_API bool llama_supports_mmap       (void);
+    LLAMA_API bool llama_supports_mlock      (void);
+    LLAMA_API bool llama_supports_gpu_offload(void);
+    LLAMA_API bool llama_supports_rpc        (void);
+
+    LLAMA_API uint32_t llama_n_ctx      (const struct llama_context * ctx);
+    LLAMA_API uint32_t llama_n_batch    (const struct llama_context * ctx);
+    LLAMA_API uint32_t llama_n_ubatch   (const struct llama_context * ctx);
+    LLAMA_API uint32_t llama_n_seq_max  (const struct llama_context * ctx);
+
+    DEPRECATED(LLAMA_API int32_t llama_n_ctx_train(const struct llama_model * model), "use llama_model_n_ctx_train instead");
+    DEPRECATED(LLAMA_API int32_t llama_n_embd     (const struct llama_model * model), "use llama_model_n_embd instead");
+    DEPRECATED(LLAMA_API int32_t llama_n_layer    (const struct llama_model * model), "use llama_model_n_layer instead");
+    DEPRECATED(LLAMA_API int32_t llama_n_head     (const struct llama_model * model), "use llama_model_n_head instead");
+
+    DEPRECATED(LLAMA_API int32_t llama_n_vocab    (const struct llama_vocab * vocab), "use llama_vocab_n_tokens instead");
+
+    LLAMA_API const struct llama_model * llama_get_model   (const struct llama_context * ctx);
+    LLAMA_API    struct llama_kv_cache * llama_get_kv_self (      struct llama_context * ctx);
+    LLAMA_API  enum llama_pooling_type   llama_pooling_type(const struct llama_context * ctx); // TODO: rename to llama_get_pooling_type
+
+    LLAMA_API const struct llama_vocab * llama_model_get_vocab(const struct llama_model * model);
+    LLAMA_API enum llama_rope_type       llama_model_rope_type(const struct llama_model * model);
+
+    LLAMA_API int32_t llama_model_n_ctx_train(const struct llama_model * model);
+    LLAMA_API int32_t llama_model_n_embd     (const struct llama_model * model);
+    LLAMA_API int32_t llama_model_n_layer    (const struct llama_model * model);
+    LLAMA_API int32_t llama_model_n_head     (const struct llama_model * model);
+    LLAMA_API int32_t llama_model_n_head_kv  (const struct llama_model * model);
+
+    // Get the model's RoPE frequency scaling factor
+    LLAMA_API float llama_model_rope_freq_scale_train(const struct llama_model * model);
+
+    LLAMA_API enum llama_vocab_type llama_vocab_type(const struct llama_vocab * vocab);
+
+    LLAMA_API int32_t llama_vocab_n_tokens(const struct llama_vocab * vocab);
+
+    // Functions to access the model's GGUF metadata scalar values
+    // - The functions return the length of the string on success, or -1 on failure
+    // - The output string is always null-terminated and cleared on failure
+    // - When retrieving a string, an extra byte must be allocated to account for the null terminator
+    // - GGUF array values are not supported by these functions
+
+    // Get metadata value as a string by key name
+    LLAMA_API int32_t llama_model_meta_val_str(const struct llama_model * model, const char * key, char * buf, size_t buf_size);
+
+    // Get the number of metadata key/value pairs
+    LLAMA_API int32_t llama_model_meta_count(const struct llama_model * model);
+
+    // Get metadata key name by index
+    LLAMA_API int32_t llama_model_meta_key_by_index(const struct llama_model * model, int32_t i, char * buf, size_t buf_size);
+
+    // Get metadata value as a string by index
+    LLAMA_API int32_t llama_model_meta_val_str_by_index(const struct llama_model * model, int32_t i, char * buf, size_t buf_size);
+
+    // Get a string describing the model type
+    LLAMA_API int32_t llama_model_desc(const struct llama_model * model, char * buf, size_t buf_size);
+
+    // Returns the total size of all the tensors in the model in bytes
+    LLAMA_API uint64_t llama_model_size(const struct llama_model * model);
+
+    // Get the default chat template. Returns nullptr if not available
+    // If name is NULL, returns the default chat template
+    LLAMA_API const char * llama_model_chat_template(const struct llama_model * model, const char * name);
+
+    // Returns the total number of parameters in the model
+    LLAMA_API uint64_t llama_model_n_params(const struct llama_model * model);
+
+    // Returns true if the model contains an encoder that requires llama_encode() call
+    LLAMA_API bool llama_model_has_encoder(const struct llama_model * model);
+
+    // Returns true if the model contains a decoder that requires llama_decode() call
+    LLAMA_API bool llama_model_has_decoder(const struct llama_model * model);
+
+    // For encoder-decoder models, this function returns id of the token that must be provided
+    // to the decoder to start generating output sequence. For other models, it returns -1.
+    LLAMA_API llama_token llama_model_decoder_start_token(const struct llama_model * model);
+
+    // Returns true if the model is recurrent (like Mamba, RWKV, etc.)
+    LLAMA_API bool llama_model_is_recurrent(const struct llama_model * model);
+
+    // Returns 0 on success
+    LLAMA_API uint32_t llama_model_quantize(
+            const char * fname_inp,
+            const char * fname_out,
+            const llama_model_quantize_params * params);
+
+    //
+    // Adapters
+    //
+
+    // Load a LoRA adapter from file
+    LLAMA_API struct llama_adapter_lora * llama_adapter_lora_init(
+            struct llama_model * model,
+            const char * path_lora);
+
+    // Manually free a LoRA adapter
+    // Note: loaded adapters will be free when the associated model is deleted
+    LLAMA_API void llama_adapter_lora_free(struct llama_adapter_lora * adapter);
+
+    // The following functions operate on a llama_context, hence the naming: llama_verb_...
+
+    // Add a loaded LoRA adapter to given context
+    // This will not modify model's weight
+    LLAMA_API int32_t llama_set_adapter_lora(
+            struct llama_context * ctx,
+            struct llama_adapter_lora * adapter,
+            float scale);
+
+    // Remove a specific LoRA adapter from given context
+    // Return -1 if the adapter is not present in the context
+    LLAMA_API int32_t llama_rm_adapter_lora(
+            struct llama_context * ctx,
+            struct llama_adapter_lora * adapter);
+
+    // Remove all LoRA adapters from given context
+    LLAMA_API void llama_clear_adapter_lora(struct llama_context * ctx);
+
+    // Apply a loaded control vector to a llama_context, or if data is NULL, clear
+    // the currently loaded vector.
+    // n_embd should be the size of a single layer's control, and data should point
+    // to an n_embd x n_layers buffer starting from layer 1.
+    // il_start and il_end are the layer range the vector should apply to (both inclusive)
+    // See llama_control_vector_load in common to load a control vector.
+    LLAMA_API int32_t llama_apply_adapter_cvec(
+            struct llama_context * ctx,
+                     const float * data,
+                          size_t   len,
+                         int32_t   n_embd,
+                         int32_t   il_start,
+                         int32_t   il_end);
+
+    //
+    // KV cache
+    //
+
+    // TODO: start using struct llama_kv_cache
+
+    // Information associated with an individual cell in the KV cache view.
+    struct llama_kv_cache_view_cell {
+        // The position for this cell. Takes KV cache shifts into account.
+        // May be negative if the cell is not populated.
+        llama_pos pos;
+    };
+
+    // An updateable view of the KV cache.
+    struct llama_kv_cache_view {
+        // Number of KV cache cells. This will be the same as the context size.
+        int32_t n_cells;
+
+        // Maximum number of sequences that can exist in a cell. It's not an error
+        // if there are more sequences in a cell than this value, however they will
+        // not be visible in the view cells_sequences.
+        int32_t n_seq_max;
+
+        // Number of tokens in the cache. For example, if there are two populated
+        // cells, the first with 1 sequence id in it and the second with 2 sequence
+        // ids then you'll have 3 tokens.
+        int32_t token_count;
+
+        // Number of populated cache cells.
+        int32_t used_cells;
+
+        // Maximum contiguous empty slots in the cache.
+        int32_t max_contiguous;
+
+        // Index to the start of the max_contiguous slot range. Can be negative
+        // when cache is full.
+        int32_t max_contiguous_idx;
+
+        // Information for an individual cell.
+        struct llama_kv_cache_view_cell * cells;
+
+        // The sequences for each cell. There will be n_seq_max items per cell.
+        llama_seq_id * cells_sequences;
+    };
+
+    // Create an empty KV cache view. (use only for debugging purposes)
+    LLAMA_API struct llama_kv_cache_view llama_kv_cache_view_init(const struct llama_context * ctx, int32_t n_seq_max);
+
+    // Free a KV cache view. (use only for debugging purposes)
+    LLAMA_API void llama_kv_cache_view_free(struct llama_kv_cache_view * view);
+
+    // Update the KV cache view structure with the current state of the KV cache. (use only for debugging purposes)
+    // TODO: change signature to llama_kv_cache_view_update(struct llama_kv_cache_view * view, const struct llama_context * ctx)
+    LLAMA_API void llama_kv_cache_view_update(const struct llama_context * ctx, struct llama_kv_cache_view * view);
+
+    ///
+
+    // Returns the number of tokens in the KV cache (slow, use only for debug)
+    // If a KV cell has multiple sequences assigned to it, it will be counted multiple times
+    LLAMA_API int32_t llama_kv_self_n_tokens(const struct llama_context * ctx);
+
+    DEPRECATED(LLAMA_API int32_t llama_get_kv_cache_token_count(const struct llama_context * ctx),
+            "use llama_kv_self_n_tokens instead");
+
+    // Returns the number of used KV cells (i.e. have at least one sequence assigned to them)
+    LLAMA_API int32_t llama_kv_self_used_cells(const struct llama_context * ctx);
+
+    DEPRECATED(LLAMA_API int32_t llama_get_kv_cache_used_cells(const struct llama_context * ctx),
+            "use llama_kv_self_used_cells instead");
+
+    // Clear the KV cache - both cell info is erased and KV data is zeroed
+    LLAMA_API void llama_kv_self_clear(
+            struct llama_context * ctx);
+
+    // Removes all tokens that belong to the specified sequence and have positions in [p0, p1)
+    // Returns false if a partial sequence cannot be removed. Removing a whole sequence never fails
+    // seq_id < 0 : match any sequence
+    // p0 < 0     : [0,  p1]
+    // p1 < 0     : [p0, inf)
+    LLAMA_API bool llama_kv_self_seq_rm(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id,
+                       llama_pos   p0,
+                       llama_pos   p1);
+
+    // Copy all tokens that belong to the specified sequence to another sequence
+    // Note that this does not allocate extra KV cache memory - it simply assigns the tokens to the new sequence
+    // p0 < 0 : [0,  p1]
+    // p1 < 0 : [p0, inf)
+    LLAMA_API void llama_kv_self_seq_cp(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id_src,
+                    llama_seq_id   seq_id_dst,
+                       llama_pos   p0,
+                       llama_pos   p1);
+
+    // Removes all tokens that do not belong to the specified sequence
+    LLAMA_API void llama_kv_self_seq_keep(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id);
+
+    // Adds relative position "delta" to all tokens that belong to the specified sequence and have positions in [p0, p1)
+    // If the KV cache is RoPEd, the KV data is updated accordingly:
+    //   - lazily on next llama_decode()
+    //   - explicitly with llama_kv_self_update()
+    // p0 < 0 : [0,  p1]
+    // p1 < 0 : [p0, inf)
+    LLAMA_API void llama_kv_self_seq_add(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id,
+                       llama_pos   p0,
+                       llama_pos   p1,
+                       llama_pos   delta);
+
+    // Integer division of the positions by factor of `d > 1`
+    // If the KV cache is RoPEd, the KV data is updated accordingly:
+    //   - lazily on next llama_decode()
+    //   - explicitly with llama_kv_self_update()
+    // p0 < 0 : [0,  p1]
+    // p1 < 0 : [p0, inf)
+    LLAMA_API void llama_kv_self_seq_div(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id,
+                       llama_pos   p0,
+                       llama_pos   p1,
+                             int   d);
+
+    // Returns the largest position present in the KV cache for the specified sequence
+    LLAMA_API llama_pos llama_kv_self_seq_pos_max(
+            struct llama_context * ctx,
+                     llama_seq_id   seq_id);
+
+    // Defragment the KV cache
+    // This will be applied:
+    //   - lazily on next llama_decode()
+    //   - explicitly with llama_kv_self_update()
+    LLAMA_API void llama_kv_self_defrag(struct llama_context * ctx);
+
+    // Check if the context supports KV cache shifting
+    LLAMA_API bool llama_kv_self_can_shift(const struct llama_context * ctx);
+
+    // Apply the KV cache updates (such as K-shifts, defragmentation, etc.)
+    LLAMA_API void llama_kv_self_update(struct llama_context * ctx);
+
+    DEPRECATED(LLAMA_API void llama_kv_cache_clear(
+            struct llama_context * ctx),
+            "use llama_kv_self_clear instead");
+
+    DEPRECATED(LLAMA_API bool llama_kv_cache_seq_rm(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id,
+                       llama_pos   p0,
+                       llama_pos   p1),
+            "use llama_kv_self_seq_rm instead");
+
+    DEPRECATED(LLAMA_API void llama_kv_cache_seq_cp(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id_src,
+                    llama_seq_id   seq_id_dst,
+                       llama_pos   p0,
+                       llama_pos   p1),
+            "use llama_kv_self_seq_cp instead");
+
+    DEPRECATED(LLAMA_API void llama_kv_cache_seq_keep(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id),
+            "use llama_kv_self_seq_keep instead");
+
+    DEPRECATED(LLAMA_API void llama_kv_cache_seq_add(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id,
+                       llama_pos   p0,
+                       llama_pos   p1,
+                       llama_pos   delta),
+            "use llama_kv_self_seq_add instead");
+
+    DEPRECATED(LLAMA_API void llama_kv_cache_seq_div(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id,
+                       llama_pos   p0,
+                       llama_pos   p1,
+                             int   d),
+            "use llama_kv_self_seq_div instead");
+
+    DEPRECATED(LLAMA_API llama_pos llama_kv_cache_seq_pos_max(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id),
+            "use llama_kv_self_seq_pos_max instead");
+
+    DEPRECATED(LLAMA_API void llama_kv_cache_defrag(struct llama_context * ctx),
+            "use llama_kv_self_defrag instead");
+
+    DEPRECATED(LLAMA_API bool llama_kv_cache_can_shift(const struct llama_context * ctx),
+            "use llama_kv_self_can_shift instead");
+
+    DEPRECATED(LLAMA_API void llama_kv_cache_update(struct llama_context * ctx),
+            "use llama_kv_self_update instead");
+
+
+    //
+    // State / sessions
+    //
+
+    // Returns the *actual* size in bytes of the state
+    // (logits, embedding and kv_cache)
+    // Only use when saving the state, not when restoring it, otherwise the size may be too small.
+    LLAMA_API size_t llama_state_get_size(struct llama_context * ctx);
+    LLAMA_API DEPRECATED(size_t llama_get_state_size(struct llama_context * ctx),
+        "use llama_state_get_size instead");
+
+    // Copies the state to the specified destination address.
+    // Destination needs to have allocated enough memory.
+    // Returns the number of bytes copied
+    LLAMA_API size_t llama_state_get_data(
+            struct llama_context * ctx,
+                         uint8_t * dst,
+                          size_t   size);
+    LLAMA_API DEPRECATED(size_t llama_copy_state_data(
+            struct llama_context * ctx,
+                         uint8_t * dst),
+        "use llama_state_get_data instead");
+
+    // Set the state reading from the specified address
+    // Returns the number of bytes read
+    LLAMA_API size_t llama_state_set_data(
+            struct llama_context * ctx,
+                   const uint8_t * src,
+                          size_t   size);
+    LLAMA_API DEPRECATED(size_t llama_set_state_data(
+            struct llama_context * ctx,
+                   const uint8_t * src),
+        "use llama_state_set_data instead");
+
+    // Save/load session file
+    LLAMA_API bool llama_state_load_file(
+            struct llama_context * ctx,
+                      const char * path_session,
+                     llama_token * tokens_out,
+                          size_t   n_token_capacity,
+                          size_t * n_token_count_out);
+    LLAMA_API DEPRECATED(bool llama_load_session_file(
+            struct llama_context * ctx,
+                      const char * path_session,
+                     llama_token * tokens_out,
+                          size_t   n_token_capacity,
+                          size_t * n_token_count_out),
+        "use llama_state_load_file instead");
+
+    LLAMA_API bool llama_state_save_file(
+            struct llama_context * ctx,
+                      const char * path_session,
+               const llama_token * tokens,
+                          size_t   n_token_count);
+    LLAMA_API DEPRECATED(bool llama_save_session_file(
+            struct llama_context * ctx,
+                      const char * path_session,
+               const llama_token * tokens,
+                          size_t   n_token_count),
+        "use llama_state_save_file instead");
+
+    // Get the exact size needed to copy the KV cache of a single sequence
+    LLAMA_API size_t llama_state_seq_get_size(
+            struct llama_context * ctx,
+                    llama_seq_id   seq_id);
+
+    // Copy the KV cache of a single sequence into the specified buffer
+    LLAMA_API size_t llama_state_seq_get_data(
+            struct llama_context * ctx,
+                         uint8_t * dst,
+                          size_t   size,
+                    llama_seq_id   seq_id);
+
+    // Copy the sequence data (originally copied with `llama_state_seq_get_data`) into the specified sequence
+    // Returns:
+    //  - Positive: Ok
+    //  - Zero: Failed to load
+    LLAMA_API size_t llama_state_seq_set_data(
+            struct llama_context * ctx,
+                   const uint8_t * src,
+                          size_t   size,
+                    llama_seq_id   dest_seq_id);
+
+    LLAMA_API size_t llama_state_seq_save_file(
+            struct llama_context * ctx,
+                      const char * filepath,
+                    llama_seq_id   seq_id,
+               const llama_token * tokens,
+                          size_t   n_token_count);
+
+    LLAMA_API size_t llama_state_seq_load_file(
+            struct llama_context * ctx,
+                      const char * filepath,
+                    llama_seq_id   dest_seq_id,
+                     llama_token * tokens_out,
+                          size_t   n_token_capacity,
+                          size_t * n_token_count_out);
+
+    //
+    // Decoding
+    //
+
+    // Return batch for single sequence of tokens
+    // The sequence ID will be fixed to 0
+    // The position of the tokens will be tracked automatically by llama_decode
+    //
+    // NOTE: this is a helper function to facilitate transition to the new batch API - avoid using it
+    //
+    LLAMA_API struct llama_batch llama_batch_get_one(
+                  llama_token * tokens,
+                      int32_t   n_tokens);
+
+    // Allocates a batch of tokens on the heap that can hold a maximum of n_tokens
+    // Each token can be assigned up to n_seq_max sequence ids
+    // The batch has to be freed with llama_batch_free()
+    // If embd != 0, llama_batch.embd will be allocated with size of n_tokens * embd * sizeof(float)
+    // Otherwise, llama_batch.token will be allocated to store n_tokens llama_token
+    // The rest of the llama_batch members are allocated with size n_tokens
+    // All members are left uninitialized
+    LLAMA_API struct llama_batch llama_batch_init(
+            int32_t n_tokens,
+            int32_t embd,
+            int32_t n_seq_max);
+
+    // Frees a batch of tokens allocated with llama_batch_init()
+    LLAMA_API void llama_batch_free(struct llama_batch batch);
+
+    // Process a batch of tokens.
+    // In contrast to llama_decode() - this call does not use KV cache.
+    // For encode-decoder contexts, processes the batch using the encoder.
+    // Can store the encoder output internally for later use by the decoder's cross-attention layers.
+    //   0 - success
+    // < 0 - error. the KV cache state is restored to the state before this call
+    LLAMA_API int32_t llama_encode(
+            struct llama_context * ctx,
+              struct llama_batch   batch);
+
+    // Process a batch of tokens.
+    // Requires KV cache.
+    // For encode-decoder contexts, processes the batch using the decoder.
+    // Positive return values does not mean a fatal error, but rather a warning.
+    //   0 - success
+    //   1 - could not find a KV slot for the batch (try reducing the size of the batch or increase the context)
+    // < 0 - error. the KV cache state is restored to the state before this call
+    LLAMA_API int32_t llama_decode(
+            struct llama_context * ctx,
+              struct llama_batch   batch);
+
+    // Set the number of threads used for decoding
+    // n_threads is the number of threads used for generation (single token)
+    // n_threads_batch is the number of threads used for prompt and batch processing (multiple tokens)
+    LLAMA_API void llama_set_n_threads(struct llama_context * ctx, int32_t n_threads, int32_t n_threads_batch);
+
+    // Get the number of threads used for generation of a single token.
+    LLAMA_API int32_t llama_n_threads(struct llama_context * ctx);
+
+    // Get the number of threads used for prompt and batch processing (multiple token).
+    LLAMA_API int32_t llama_n_threads_batch(struct llama_context * ctx);
+
+    // Set whether the model is in embeddings mode or not
+    // If true, embeddings will be returned but logits will not
+    LLAMA_API void llama_set_embeddings(struct llama_context * ctx, bool embeddings);
+
+    // Set whether to use causal attention or not
+    // If set to true, the model will only attend to the past tokens
+    LLAMA_API void llama_set_causal_attn(struct llama_context * ctx, bool causal_attn);
+
+    // Set whether the model is in warmup mode or not
+    // If true, all model tensors are activated during llama_decode() to load and cache their weights.
+    LLAMA_API void llama_set_warmup(struct llama_context * ctx, bool warmup);
+
+    // Set abort callback
+    LLAMA_API void llama_set_abort_callback(struct llama_context * ctx, ggml_abort_callback abort_callback, void * abort_callback_data);
+
+    // Wait until all computations are finished
+    // This is automatically done when using one of the functions below to obtain the computation results
+    // and is not necessary to call it explicitly in most cases
+    LLAMA_API void llama_synchronize(struct llama_context * ctx);
+
+    // Token logits obtained from the last call to llama_decode()
+    // The logits for which llama_batch.logits[i] != 0 are stored contiguously
+    // in the order they have appeared in the batch.
+    // Rows: number of tokens for which llama_batch.logits[i] != 0
+    // Cols: n_vocab
+    LLAMA_API float * llama_get_logits(struct llama_context * ctx);
+
+    // Logits for the ith token. For positive indices, Equivalent to:
+    // llama_get_logits(ctx) + ctx->output_ids[i]*n_vocab
+    // Negative indicies can be used to access logits in reverse order, -1 is the last logit.
+    // returns NULL for invalid ids.
+    LLAMA_API float * llama_get_logits_ith(struct llama_context * ctx, int32_t i);
+
+    // Get all output token embeddings.
+    // when pooling_type == LLAMA_POOLING_TYPE_NONE or when using a generative model,
+    // the embeddings for which llama_batch.logits[i] != 0 are stored contiguously
+    // in the order they have appeared in the batch.
+    // shape: [n_outputs*n_embd]
+    // Otherwise, returns NULL.
+    LLAMA_API float * llama_get_embeddings(struct llama_context * ctx);
+
+    // Get the embeddings for the ith token. For positive indices, Equivalent to:
+    // llama_get_embeddings(ctx) + ctx->output_ids[i]*n_embd
+    // Negative indicies can be used to access embeddings in reverse order, -1 is the last embedding.
+    // shape: [n_embd] (1-dimensional)
+    // returns NULL for invalid ids.
+    LLAMA_API float * llama_get_embeddings_ith(struct llama_context * ctx, int32_t i);
+
+    // Get the embeddings for a sequence id
+    // Returns NULL if pooling_type is LLAMA_POOLING_TYPE_NONE
+    // when pooling_type == LLAMA_POOLING_TYPE_RANK, returns float[1] with the rank of the sequence
+    // otherwise: float[n_embd] (1-dimensional)
+    LLAMA_API float * llama_get_embeddings_seq(struct llama_context * ctx, llama_seq_id seq_id);
+
+    //
+    // Vocab
+    //
+
+    LLAMA_API const char * llama_vocab_get_text(const struct llama_vocab * vocab, llama_token token);
+
+    LLAMA_API float llama_vocab_get_score(const struct llama_vocab * vocab, llama_token token);
+
+    LLAMA_API enum llama_token_attr llama_vocab_get_attr(const struct llama_vocab * vocab, llama_token token);
+
+    // Check if the token is supposed to end generation (end-of-generation, eg. EOS, EOT, etc.)
+    LLAMA_API bool llama_vocab_is_eog(const struct llama_vocab * vocab, llama_token token);
+
+    // Identify if Token Id is a control token or a render-able token
+    LLAMA_API bool llama_vocab_is_control(const struct llama_vocab * vocab, llama_token token);
+
+    // Special tokens
+    LLAMA_API llama_token llama_vocab_bos(const struct llama_vocab * vocab); // beginning-of-sentence
+    LLAMA_API llama_token llama_vocab_eos(const struct llama_vocab * vocab); // end-of-sentence
+    LLAMA_API llama_token llama_vocab_eot(const struct llama_vocab * vocab); // end-of-turn
+    LLAMA_API llama_token llama_vocab_sep(const struct llama_vocab * vocab); // sentence separator
+    LLAMA_API llama_token llama_vocab_nl (const struct llama_vocab * vocab); // next-line
+    LLAMA_API llama_token llama_vocab_pad(const struct llama_vocab * vocab); // padding
+
+    LLAMA_API bool llama_vocab_get_add_bos(const struct llama_vocab * vocab);
+    LLAMA_API bool llama_vocab_get_add_eos(const struct llama_vocab * vocab);
+
+    LLAMA_API llama_token llama_vocab_fim_pre(const struct llama_vocab * vocab);
+    LLAMA_API llama_token llama_vocab_fim_suf(const struct llama_vocab * vocab);
+    LLAMA_API llama_token llama_vocab_fim_mid(const struct llama_vocab * vocab);
+    LLAMA_API llama_token llama_vocab_fim_pad(const struct llama_vocab * vocab);
+    LLAMA_API llama_token llama_vocab_fim_rep(const struct llama_vocab * vocab);
+    LLAMA_API llama_token llama_vocab_fim_sep(const struct llama_vocab * vocab);
+
+    DEPRECATED(LLAMA_API const char * llama_token_get_text(const struct llama_vocab * vocab, llama_token token), "use llama_vocab_get_text instead");
+    DEPRECATED(LLAMA_API float llama_token_get_score(const struct llama_vocab * vocab, llama_token token), "use llama_vocab_get_score instead");
+    DEPRECATED(LLAMA_API enum llama_token_attr llama_token_get_attr(const struct llama_vocab * vocab, llama_token token), "use llama_vocab_get_attr instead");
+    DEPRECATED(LLAMA_API bool llama_token_is_eog(const struct llama_vocab * vocab, llama_token token), "use llama_vocab_is_eog instead");
+    DEPRECATED(LLAMA_API bool llama_token_is_control(const struct llama_vocab * vocab, llama_token token), "use llama_vocab_is_control instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_bos(const struct llama_vocab * vocab), "use llama_vocab_bos instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_eos(const struct llama_vocab * vocab), "use llama_vocab_eos instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_eot(const struct llama_vocab * vocab), "use llama_vocab_eot instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_cls(const struct llama_vocab * vocab), "use llama_vocab_cls instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_sep(const struct llama_vocab * vocab), "use llama_vocab_sep instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_nl (const struct llama_vocab * vocab), "use llama_vocab_nl instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_pad(const struct llama_vocab * vocab), "use llama_vocab_pad instead");
+    DEPRECATED(LLAMA_API bool llama_add_bos_token(const struct llama_vocab * vocab), "use llama_vocab_get_add_bos instead");
+    DEPRECATED(LLAMA_API bool llama_add_eos_token(const struct llama_vocab * vocab), "use llama_vocab_get_add_eos instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_fim_pre(const struct llama_vocab * vocab), "use llama_vocab_fim_pre instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_fim_suf(const struct llama_vocab * vocab), "use llama_vocab_fim_suf instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_fim_mid(const struct llama_vocab * vocab), "use llama_vocab_fim_mid instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_fim_pad(const struct llama_vocab * vocab), "use llama_vocab_fim_pad instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_fim_rep(const struct llama_vocab * vocab), "use llama_vocab_fim_rep instead");
+    DEPRECATED(LLAMA_API llama_token llama_token_fim_sep(const struct llama_vocab * vocab), "use llama_vocab_fim_sep instead");
+
+    // CLS is equivalent to BOS
+    DEPRECATED(LLAMA_API llama_token llama_vocab_cls(const struct llama_vocab * vocab), // classification
+            "use llama_vocab_bos instead");
+
+    //
+    // Tokenization
+    //
+    // The API is thread-safe.
+    //
+
+    /// @details Convert the provided text into tokens.
+    /// @param tokens The tokens pointer must be large enough to hold the resulting tokens.
+    /// @return Returns the number of tokens on success, no more than n_tokens_max
+    /// @return Returns a negative number on failure - the number of tokens that would have been returned
+    /// @param add_special Allow to add BOS and EOS tokens if model is configured to do so.
+    /// @param parse_special Allow tokenizing special and/or control tokens which otherwise are not exposed and treated
+    ///                      as plaintext. Does not insert a leading space.
+    LLAMA_API int32_t llama_tokenize(
+        const struct llama_vocab * vocab,
+                      const char * text,
+                         int32_t   text_len,
+                     llama_token * tokens,
+                         int32_t   n_tokens_max,
+                            bool   add_special,
+                            bool   parse_special);
+
+    // Token Id -> Piece.
+    // Uses the vocabulary in the provided context.
+    // Does not write null terminator to the buffer.
+    // User can skip up to 'lstrip' leading spaces before copying (useful when encoding/decoding multiple tokens with 'add_space_prefix')
+    // @param special If true, special tokens are rendered in the output.
+    LLAMA_API int32_t llama_token_to_piece(
+              const struct llama_vocab * vocab,
+                           llama_token   token,
+                                  char * buf,
+                               int32_t   length,
+                               int32_t   lstrip,
+                                  bool   special);
+
+    /// @details Convert the provided tokens into text (inverse of llama_tokenize()).
+    /// @param text The char pointer must be large enough to hold the resulting text.
+    /// @return Returns the number of chars/bytes on success, no more than text_len_max.
+    /// @return Returns a negative number on failure - the number of chars/bytes that would have been returned.
+    /// @param remove_special Allow to remove BOS and EOS tokens if model is configured to do so.
+    /// @param unparse_special If true, special tokens are rendered in the output.
+    LLAMA_API int32_t llama_detokenize(
+        const struct llama_vocab * vocab,
+               const llama_token * tokens,
+                         int32_t   n_tokens,
+                            char * text,
+                         int32_t   text_len_max,
+                            bool   remove_special,
+                            bool   unparse_special);
+
+    //
+    // Chat templates
+    //
+
+    /// Apply chat template. Inspired by hf apply_chat_template() on python.
+    /// Both "model" and "custom_template" are optional, but at least one is required. "custom_template" has higher precedence than "model"
+    /// NOTE: This function does not use a jinja parser. It only support a pre-defined list of template. See more: https://github.com/ggml-org/llama.cpp/wiki/Templates-supported-by-llama_chat_apply_template
+    /// @param tmpl A Jinja template to use for this chat. If this is nullptr, the model’s default chat template will be used instead.
+    /// @param chat Pointer to a list of multiple llama_chat_message
+    /// @param n_msg Number of llama_chat_message in this chat
+    /// @param add_ass Whether to end the prompt with the token(s) that indicate the start of an assistant message.
+    /// @param buf A buffer to hold the output formatted prompt. The recommended alloc size is 2 * (total number of characters of all messages)
+    /// @param length The size of the allocated buffer
+    /// @return The total number of bytes of the formatted prompt. If is it larger than the size of buffer, you may need to re-alloc it and then re-apply the template.
+    LLAMA_API int32_t llama_chat_apply_template(
+                            const char * tmpl,
+       const struct llama_chat_message * chat,
+                                size_t   n_msg,
+                                  bool   add_ass,
+                                  char * buf,
+                               int32_t   length);
+
+    // Get list of built-in chat templates
+    LLAMA_API int32_t llama_chat_builtin_templates(const char ** output, size_t len);
+
+    //
+    // Sampling API
+    //
+    // Sample usage:
+    //
+    //    // prepare the sampling chain at the start
+    //    auto sparams = llama_sampler_chain_default_params();
+    //
+    //    llama_sampler * smpl = llama_sampler_chain_init(sparams);
+    //
+    //    llama_sampler_chain_add(smpl, llama_sampler_init_top_k(50));
+    //    llama_sampler_chain_add(smpl, llama_sampler_init_top_p(0.9, 1));
+    //    llama_sampler_chain_add(smpl, llama_sampler_init_temp (0.8));
+    //
+    //    // typically, the chain should end with a sampler such as "greedy", "dist" or "mirostat"
+    //    // this sampler will be responsible to select the actual token
+    //    llama_sampler_chain_add(smpl, llama_sampler_init_dist(seed));
+    //
+    //    ...
+    //
+    //    // decoding loop:
+    //    while (...) {
+    //        ...
+    //
+    //        llama_decode(ctx, batch);
+    //
+    //        // sample from the logits of the last token in the batch
+    //        const llama_token id = llama_sampler_sample(smpl, ctx, -1);
+    //
+    //        // accepting the token updates the internal state of certain samplers (e.g. grammar, repetition, etc.)
+    //        llama_sampler_accept(smpl, id);
+    //        ...
+    //    }
+    //
+    //    llama_sampler_free(smpl);
+    //
+    // TODO: In the future, llama_sampler will be utilized to offload the sampling to the backends (e.g. GPU).
+    //
+
+    typedef void * llama_sampler_context_t;
+
+    // user code can implement the interface below in order to create custom llama_sampler
+    struct llama_sampler_i {
+        const char *           (*name)  (const struct llama_sampler * smpl);                                 // can be NULL
+        void                   (*accept)(      struct llama_sampler * smpl, llama_token token);              // can be NULL
+        void                   (*apply) (      struct llama_sampler * smpl, llama_token_data_array * cur_p); // required
+        void                   (*reset) (      struct llama_sampler * smpl);                                 // can be NULL
+        struct llama_sampler * (*clone) (const struct llama_sampler * smpl);                                 // can be NULL if ctx is NULL
+        void                   (*free)  (      struct llama_sampler * smpl);                                 // can be NULL if ctx is NULL
+
+        // TODO: API for internal libllama usage for appending the sampling to an existing ggml_cgraph
+        //void (*apply_ggml) (struct llama_sampler * smpl, ...);
+    };
+
+    struct llama_sampler {
+        const struct llama_sampler_i * iface;
+        llama_sampler_context_t        ctx;
+    };
+
+    // mirror of llama_sampler_i:
+    LLAMA_API struct llama_sampler * llama_sampler_init  (const struct llama_sampler_i * iface, llama_sampler_context_t ctx);
+    LLAMA_API const char *           llama_sampler_name  (const struct llama_sampler * smpl);
+    LLAMA_API void                   llama_sampler_accept(      struct llama_sampler * smpl, llama_token token);
+    LLAMA_API void                   llama_sampler_apply (      struct llama_sampler * smpl, llama_token_data_array * cur_p);
+    LLAMA_API void                   llama_sampler_reset (      struct llama_sampler * smpl);
+    LLAMA_API struct llama_sampler * llama_sampler_clone (const struct llama_sampler * smpl);
+    // important: do not free if the sampler has been added to a llama_sampler_chain (via llama_sampler_chain_add)
+    LLAMA_API void                   llama_sampler_free  (      struct llama_sampler * smpl);
+
+    // llama_sampler_chain
+    // a type of llama_sampler that can chain multiple samplers one after another
+
+    LLAMA_API struct llama_sampler * llama_sampler_chain_init(struct llama_sampler_chain_params params);
+
+    // important: takes ownership of the sampler object and will free it when llama_sampler_free is called
+    LLAMA_API void                   llama_sampler_chain_add(      struct llama_sampler * chain, struct llama_sampler * smpl);
+    LLAMA_API struct llama_sampler * llama_sampler_chain_get(const struct llama_sampler * chain, int32_t i);
+    LLAMA_API int                    llama_sampler_chain_n  (const struct llama_sampler * chain);
+
+    // after removing a sampler, the chain will no longer own it, and it will not be freed when the chain is freed
+    LLAMA_API struct llama_sampler * llama_sampler_chain_remove(   struct llama_sampler * chain, int32_t i);
+
+    // available samplers:
+
+    LLAMA_API struct llama_sampler * llama_sampler_init_greedy(void);
+    LLAMA_API struct llama_sampler * llama_sampler_init_dist  (uint32_t seed);
+
+    /// @details Sorts candidate tokens by their logits in descending order and calculate probabilities based on logits.
+    /// NOTE: Avoid using on the full vocabulary as the sorting can become slow. For example, apply top-k or top-p sampling first.
+    DEPRECATED(LLAMA_API struct llama_sampler * llama_sampler_init_softmax    (void),
+        "will be removed in the future (see https://github.com/ggml-org/llama.cpp/pull/9896#discussion_r1800920915)");
+
+    /// @details Top-K sampling described in academic paper "The Curious Case of Neural Text Degeneration" https://arxiv.org/abs/1904.09751
+    /// Setting k <= 0 makes this a noop
+    LLAMA_API struct llama_sampler * llama_sampler_init_top_k      (int32_t k);
+
+    /// @details Nucleus sampling described in academic paper "The Curious Case of Neural Text Degeneration" https://arxiv.org/abs/1904.09751
+    LLAMA_API struct llama_sampler * llama_sampler_init_top_p      (float   p, size_t min_keep);
+
+    /// @details Minimum P sampling as described in https://github.com/ggml-org/llama.cpp/pull/3841
+    LLAMA_API struct llama_sampler * llama_sampler_init_min_p      (float   p, size_t min_keep);
+
+    /// @details Locally Typical Sampling implementation described in the paper https://arxiv.org/abs/2202.00666.
+    LLAMA_API struct llama_sampler * llama_sampler_init_typical    (float   p, size_t min_keep);
+
+    /// #details Updates the logits l_i` = l_i/t. When t <= 0.0f, the maximum logit is kept at it's original value, the rest are set to -inf
+    LLAMA_API struct llama_sampler * llama_sampler_init_temp       (float   t);
+
+    /// @details Dynamic temperature implementation (a.k.a. entropy) described in the paper https://arxiv.org/abs/2309.02772.
+    LLAMA_API struct llama_sampler * llama_sampler_init_temp_ext   (float   t, float   delta, float exponent);
+
+    /// @details XTC sampler as described in https://github.com/oobabooga/text-generation-webui/pull/6335
+    LLAMA_API struct llama_sampler * llama_sampler_init_xtc        (float   p, float   t,     size_t min_keep, uint32_t seed);
+
+    /// @details Top n sigma sampling as described in academic paper "Top-nσ: Not All Logits Are You Need" https://arxiv.org/pdf/2411.07641
+    LLAMA_API struct llama_sampler * llama_sampler_init_top_n_sigma(float   n);
+
+    /// @details Mirostat 1.0 algorithm described in the paper https://arxiv.org/abs/2007.14966. Uses tokens instead of words.
+    /// @param candidates A vector of `llama_token_data` containing the candidate tokens, their probabilities (p), and log-odds (logit) for the current position in the generated text.
+    /// @param tau  The target cross-entropy (or surprise) value you want to achieve for the generated text. A higher value corresponds to more surprising or less predictable text, while a lower value corresponds to less surprising or more predictable text.
+    /// @param eta The learning rate used to update `mu` based on the error between the target and observed surprisal of the sampled word. A larger learning rate will cause `mu` to be updated more quickly, while a smaller learning rate will result in slower updates.
+    /// @param m The number of tokens considered in the estimation of `s_hat`. This is an arbitrary value that is used to calculate `s_hat`, which in turn helps to calculate the value of `k`. In the paper, they use `m = 100`, but you can experiment with different values to see how it affects the performance of the algorithm.
+    /// @param mu Maximum cross-entropy. This value is initialized to be twice the target cross-entropy (`2 * tau`) and is updated in the algorithm based on the error between the target and observed surprisal.
+    LLAMA_API struct llama_sampler * llama_sampler_init_mirostat(
+                             int32_t   n_vocab,
+                            uint32_t   seed,
+                               float   tau,
+                               float   eta,
+                             int32_t   m);
+
+    /// @details Mirostat 2.0 algorithm described in the paper https://arxiv.org/abs/2007.14966. Uses tokens instead of words.
+    /// @param candidates A vector of `llama_token_data` containing the candidate tokens, their probabilities (p), and log-odds (logit) for the current position in the generated text.
+    /// @param tau  The target cross-entropy (or surprise) value you want to achieve for the generated text. A higher value corresponds to more surprising or less predictable text, while a lower value corresponds to less surprising or more predictable text.
+    /// @param eta The learning rate used to update `mu` based on the error between the target and observed surprisal of the sampled word. A larger learning rate will cause `mu` to be updated more quickly, while a smaller learning rate will result in slower updates.
+    /// @param mu Maximum cross-entropy. This value is initialized to be twice the target cross-entropy (`2 * tau`) and is updated in the algorithm based on the error between the target and observed surprisal.
+    LLAMA_API struct llama_sampler * llama_sampler_init_mirostat_v2(
+                            uint32_t   seed,
+                               float   tau,
+                               float   eta);
+
+    /// @details Intializes a GBNF grammar, see grammars/README.md for details.
+    /// @param vocab The vocabulary that this grammar will be used with.
+    /// @param grammar_str The production rules for the grammar, encoded as a string. Returns an empty grammar if empty. Returns NULL if parsing of grammar_str fails.
+    /// @param grammar_root The name of the start symbol for the grammar.
+    LLAMA_API struct llama_sampler * llama_sampler_init_grammar(
+            const struct llama_vocab * vocab,
+                          const char * grammar_str,
+                          const char * grammar_root);
+
+    DEPRECATED(LLAMA_API struct llama_sampler * llama_sampler_init_grammar_lazy(
+            const struct llama_vocab * vocab,
+                          const char * grammar_str,
+                          const char * grammar_root,
+                         const char ** trigger_words,
+                                size_t num_trigger_words,
+                   const llama_token * trigger_tokens,
+                                size_t num_trigger_tokens),
+        "use llama_sampler_init_grammar_lazy_patterns instead");
+
+
+    /// @details Lazy grammar sampler, introduced in https://github.com/ggml-org/llama.cpp/pull/9639
+    /// @param trigger_patterns A list of patterns that will trigger the grammar sampler. Pattern will be matched from the start of the generation output, and grammar sampler will be fed content starting from its first match group.
+    /// @param trigger_tokens A list of tokens that will trigger the grammar sampler. Grammar sampler will be fed content starting from the trigger token included.
+    LLAMA_API struct llama_sampler * llama_sampler_init_grammar_lazy_patterns(
+        const struct llama_vocab * vocab,
+                      const char * grammar_str,
+                      const char * grammar_root,
+                     const char ** trigger_patterns,
+                            size_t num_trigger_patterns,
+               const llama_token * trigger_tokens,
+                            size_t num_trigger_tokens);
+
+
+    /// NOTE: Avoid using on the full vocabulary as searching for repeated tokens can become slow. For example, apply top-k or top-p sampling first.
+    LLAMA_API struct llama_sampler * llama_sampler_init_penalties(
+                             int32_t   penalty_last_n,   // last n tokens to penalize (0 = disable penalty, -1 = context size)
+                               float   penalty_repeat,   // 1.0 = disabled
+                               float   penalty_freq,     // 0.0 = disabled
+                               float   penalty_present); // 0.0 = disabled
+
+    ///  @details DRY sampler, designed by p-e-w, as described in: https://github.com/oobabooga/text-generation-webui/pull/5677, porting Koboldcpp implementation authored by pi6am: https://github.com/LostRuins/koboldcpp/pull/982
+    LLAMA_API struct llama_sampler * llama_sampler_init_dry(
+            const struct llama_vocab *  vocab,
+                             int32_t    n_ctx_train,
+                               float    dry_multiplier,
+                               float    dry_base,
+                             int32_t    dry_allowed_length,
+                             int32_t    dry_penalty_last_n,
+                          const char ** seq_breakers,
+                              size_t    num_breakers);
+
+    LLAMA_API struct llama_sampler * llama_sampler_init_logit_bias(
+                             int32_t   n_vocab,
+                             int32_t   n_logit_bias,
+              const llama_logit_bias * logit_bias);
+
+    // this sampler is meant to be used for fill-in-the-middle infilling
+    // it's supposed to be used after top_k + top_p sampling
+    //
+    // 1. if the sum of the EOG probs times the number of candidates is higher than the sum of the other probs -> pick EOG
+    // 2. combine probs of tokens that have the same prefix
+    //
+    // example:
+    //
+    // - before:
+    //   "hel":   0.5
+    //   "hell":  0.2
+    //   "hello": 0.1
+    //   "dummy": 0.1
+    //
+    // - after:
+    //   "hel":   0.8
+    //   "dummy": 0.1
+    //
+    // 3. discard non-EOG tokens with low prob
+    // 4. if no tokens are left -> pick EOT
+    //
+    LLAMA_API struct llama_sampler * llama_sampler_init_infill(const struct llama_vocab * vocab);
+
+    // Returns the seed used by the sampler if applicable, LLAMA_DEFAULT_SEED otherwise
+    LLAMA_API uint32_t llama_sampler_get_seed(const struct llama_sampler * smpl);
+
+    /// @details Sample and accept a token from the idx-th output of the last evaluation
+    //
+    // Shorthand for:
+    //    const auto * logits = llama_get_logits_ith(ctx, idx);
+    //    llama_token_data_array cur_p = { ... init from logits ... };
+    //    llama_sampler_apply(smpl, &cur_p);
+    //    auto token = cur_p.data[cur_p.selected].id;
+    //    llama_sampler_accept(smpl, token);
+    //    return token;
+    // Returns the sampled token
+    LLAMA_API llama_token llama_sampler_sample(struct llama_sampler * smpl, struct llama_context * ctx, int32_t idx);
+
+    // TODO: extend in the future
+    //LLAMA_API void llama_decode_with_sampler(struct llama_context * ctx, struct llama_sampler * smpl, struct llama_batch batch, ...);
+
+    //
+    // Model split
+    //
+
+    /// @details Build a split GGUF final path for this chunk.
+    ///          llama_split_path(split_path, sizeof(split_path), "/models/ggml-model-q4_0", 2, 4) => split_path = "/models/ggml-model-q4_0-00002-of-00004.gguf"
+    //  Returns the split_path length.
+    LLAMA_API int llama_split_path(char * split_path, size_t maxlen, const char * path_prefix, int split_no, int split_count);
+
+    /// @details Extract the path prefix from the split_path if and only if the split_no and split_count match.
+    ///          llama_split_prefix(split_prefix, 64, "/models/ggml-model-q4_0-00002-of-00004.gguf", 2, 4) => split_prefix = "/models/ggml-model-q4_0"
+    //  Returns the split_prefix length.
+    LLAMA_API int llama_split_prefix(char * split_prefix, size_t maxlen, const char * split_path, int split_no, int split_count);
+
+    // Print system information
+    LLAMA_API const char * llama_print_system_info(void);
+
+    // Set callback for all future logging events.
+    // If this is not called, or NULL is supplied, everything is output on stderr.
+    LLAMA_API void llama_log_set(ggml_log_callback log_callback, void * user_data);
+
+    //
+    // Performance utils
+    //
+    // NOTE: Used by llama.cpp examples, avoid using in third-party apps. Instead, do your own performance measurements.
+    //
+
+    struct llama_perf_context_data {
+        double t_start_ms;
+        double t_load_ms;
+        double t_p_eval_ms;
+        double t_eval_ms;
+
+        int32_t n_p_eval;
+        int32_t n_eval;
+    };
+
+    struct llama_perf_sampler_data {
+        double t_sample_ms;
+
+        int32_t n_sample;
+    };
+
+    LLAMA_API struct llama_perf_context_data llama_perf_context      (const struct llama_context * ctx);
+    LLAMA_API void                           llama_perf_context_print(const struct llama_context * ctx);
+    LLAMA_API void                           llama_perf_context_reset(      struct llama_context * ctx);
+
+    // NOTE: the following work only with samplers constructed via llama_sampler_chain_init
+    LLAMA_API struct llama_perf_sampler_data llama_perf_sampler      (const struct llama_sampler * chain);
+    LLAMA_API void                           llama_perf_sampler_print(const struct llama_sampler * chain);
+    LLAMA_API void                           llama_perf_sampler_reset(      struct llama_sampler * chain);
+
+    //
+    // training
+    //
+
+    // function that returns whether or not a given tensor contains trainable parameters
+    typedef bool (*llama_opt_param_filter)(const struct ggml_tensor * tensor, void * userdata);
+
+    // always returns true
+    LLAMA_API bool llama_opt_param_filter_all(const struct ggml_tensor * tensor, void * userdata);
+
+    struct llama_opt_params {
+        uint32_t n_ctx_train; // assumed context size post training, use context size specified in llama_context if 0
+
+        llama_opt_param_filter param_filter; // callback for determining which tensors contain trainable parameters
+        void * param_filter_ud;              // userdata for determining which tensors contain trainable parameters
+
+        ggml_opt_get_optimizer_params get_opt_pars; // callback for calculating optimizer parameters
+        void * get_opt_pars_ud;                     // userdata for calculating optimizer parameters
+    };
+
+    LLAMA_API void llama_opt_init(struct llama_context * lctx, struct llama_model * model, struct llama_opt_params lopt_params);
+
+    LLAMA_API void llama_opt_epoch(
+            struct llama_context    * lctx,
+            ggml_opt_dataset_t        dataset,
+            ggml_opt_result_t         result_train,
+            ggml_opt_result_t         result_eval,
+            int64_t                   idata_split,
+            ggml_opt_epoch_callback   callback_train,
+            ggml_opt_epoch_callback   callback_eval);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif // LLAMA_H
diff --git a/llama/llama.cpp/src/llama-adapter.cpp b/llama/llama.cpp/src/llama-adapter.cpp
new file mode 100644
index 0000000..8d94034
--- /dev/null
+++ b/llama/llama.cpp/src/llama-adapter.cpp
@@ -0,0 +1,388 @@
+#include "llama-adapter.h"
+
+#include "llama-impl.h"
+#include "llama-mmap.h"
+#include "llama-model.h"
+
+#include <map>
+#include <cassert>
+#include <stdexcept>
+
+// vec
+
+ggml_tensor * llama_adapter_cvec::tensor_for(int il) const {
+    if (il < 0 || il < layer_start || il > layer_end || (size_t) il >= tensors.size()) {
+        return nullptr;
+    }
+
+    return tensors[il];
+}
+
+ggml_tensor * llama_adapter_cvec::apply_to(ggml_context * ctx, ggml_tensor * cur, int  il) const {
+    ggml_tensor * layer_dir = tensor_for(il);
+    if (layer_dir != nullptr) {
+        cur = ggml_add(ctx, cur, layer_dir);
+    }
+
+    return cur;
+}
+
+bool llama_adapter_cvec::init(const llama_model & model) {
+    const auto & hparams = model.hparams;
+
+    GGML_ASSERT(tensors.empty());
+    GGML_ASSERT(ctxs.empty());
+    GGML_ASSERT(bufs.empty());
+
+    // create a context for each buffer type
+    std::map<ggml_backend_buffer_type_t, ggml_context *> ctx_map;
+    auto ctx_for_buft = [&](ggml_backend_buffer_type_t buft) -> ggml_context * {
+        auto it = ctx_map.find(buft);
+        if (it == ctx_map.end()) {
+            ggml_init_params params = {
+                /*.mem_size   =*/ hparams.n_layer*ggml_tensor_overhead(),
+                /*.mem_buffer =*/ NULL,
+                /*.no_alloc   =*/ true,
+            };
+
+            ggml_context * ctx = ggml_init(params);
+            if (!ctx) {
+                return nullptr;
+            }
+
+            ctx_map[buft] = ctx;
+            ctxs.emplace_back(ctx);
+
+            return ctx;
+        }
+
+        return it->second;
+    };
+
+    // make tensors
+    tensors.reserve(hparams.n_layer);
+    tensors.push_back(nullptr); // there's never a tensor for layer 0
+    for (size_t il = 1; il < hparams.n_layer; il++) {
+        ggml_backend_buffer_type_t buft = model.select_buft(il);
+        ggml_context * ctx = ctx_for_buft(buft);
+        if (!ctx) {
+            LLAMA_LOG_ERROR("%s: failed to allocate context for control vector\n", __func__);
+            return false;
+        }
+        ggml_tensor * tensor = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, hparams.n_embd);
+        tensors.push_back(tensor);
+    }
+
+    // allocate tensors / buffers and zero
+    bufs.reserve(ctx_map.size());
+    for (auto it : ctx_map) {
+        ggml_backend_buffer_type_t buft = it.first;
+        ggml_context * ctx = it.second;
+        ggml_backend_buffer_t buf = ggml_backend_alloc_ctx_tensors_from_buft(ctx, buft);
+        if (!buf) {
+            LLAMA_LOG_ERROR("%s: failed to allocate buffer for control vector\n", __func__);
+            return false;
+        }
+        ggml_backend_buffer_clear(buf, 0);
+        bufs.emplace_back(buf);
+    }
+
+    return true;
+}
+
+bool llama_adapter_cvec::apply(
+        const llama_model & model,
+        const float * data,
+        size_t len,
+        int32_t n_embd,
+        int32_t il_start,
+        int32_t il_end) {
+    const auto & hparams = model.hparams;
+
+    if (data == nullptr) {
+        // disable the current control vector (but leave allocated for later)
+        layer_start = -1;
+        layer_end   = -1;
+        return true;
+    }
+
+    if (n_embd != (int) hparams.n_embd) {
+        LLAMA_LOG_ERROR("%s: control vector n_embd does not match model\n", __func__);
+        return false;
+    }
+
+    if (tensors.empty()) {
+        if (!init(model)) {
+            return false;
+        }
+    }
+
+    layer_start = il_start;
+    layer_end   = il_end;
+
+    for (size_t il = 1; il < hparams.n_layer; il++) {
+        assert(tensors[il] != nullptr);
+
+        const size_t off = n_embd * (il - 1); // buffer doesn't have data for layer 0, since it's never present
+        if (off + n_embd <= len) {
+            ggml_backend_tensor_set(tensors[il], data + off, 0, n_embd * ggml_element_size(tensors[il]));
+        }
+    }
+
+    return true;
+}
+
+// lora
+
+llama_adapter_lora_weight * llama_adapter_lora::get_weight(ggml_tensor * w) {
+    const std::string name(w->name);
+
+    const auto pos = ab_map.find(name);
+    if (pos != ab_map.end()) {
+        return &pos->second;
+    }
+
+    return nullptr;
+}
+
+static void llama_adapter_lora_init_impl(llama_model & model, const char * path_lora, llama_adapter_lora & adapter) {
+    LLAMA_LOG_INFO("%s: loading lora adapter from '%s' ...\n", __func__, path_lora);
+
+    ggml_context * ctx_init;
+    gguf_init_params meta_gguf_params = {
+        /* .no_alloc = */ true,
+        /* .ctx      = */ &ctx_init,
+    };
+
+    gguf_context_ptr ctx_gguf { gguf_init_from_file(path_lora, meta_gguf_params) };
+    if (!ctx_gguf) {
+        throw std::runtime_error("failed to load lora adapter file from " + std::string(path_lora));
+    }
+
+    ggml_context_ptr ctx { ctx_init };
+
+    // check metadata
+    {
+        auto get_kv_str = [&](const std::string & key) -> std::string {
+            int id = gguf_find_key(ctx_gguf.get(), key.c_str());
+            return id < 0 ? "" : std::string(gguf_get_val_str(ctx_gguf.get(), id));
+        };
+        auto get_kv_f32 = [&](const std::string & key) -> float {
+            int id = gguf_find_key(ctx_gguf.get(), key.c_str());
+            return id < 0 ? 0.0f : gguf_get_val_f32(ctx_gguf.get(), id);
+        };
+        LLM_KV llm_kv = LLM_KV(LLM_ARCH_UNKNOWN);
+
+        auto general_type = get_kv_str(llm_kv(LLM_KV_GENERAL_TYPE));
+        if (general_type != "adapter") {
+            throw std::runtime_error("expect general.type to be 'adapter', but got: " + general_type);
+        }
+
+        auto general_arch_str = get_kv_str(llm_kv(LLM_KV_GENERAL_ARCHITECTURE));
+        auto general_arch = llm_arch_from_string(general_arch_str);
+        if (general_arch != model.arch) {
+            throw std::runtime_error("model arch and LoRA arch mismatch");
+        }
+
+        auto adapter_type = get_kv_str(llm_kv(LLM_KV_ADAPTER_TYPE));
+        if (adapter_type != "lora") {
+            throw std::runtime_error("expect adapter.type to be 'lora', but got: " + adapter_type);
+        }
+
+        adapter.alpha = get_kv_f32(llm_kv(LLM_KV_ADAPTER_LORA_ALPHA));
+    }
+
+    int n_tensors = gguf_get_n_tensors(ctx_gguf.get());
+
+    // contexts for each buffer type
+    std::map<ggml_backend_buffer_type_t, ggml_context *> ctx_map;
+    auto ctx_for_buft = [&](ggml_backend_buffer_type_t buft) -> ggml_context * {
+        auto it = ctx_map.find(buft);
+        if (it == ctx_map.end()) {
+            // add a new context
+            ggml_init_params params = {
+                /*.mem_size   =*/ n_tensors*ggml_tensor_overhead(),
+                /*.mem_buffer =*/ NULL,
+                /*.no_alloc   =*/ true,
+            };
+            ggml_context * buft_ctx = ggml_init(params);
+            if (!buft_ctx) {
+                return nullptr;
+            }
+            ctx_map[buft] = buft_ctx;
+            adapter.ctxs.emplace_back(buft_ctx);
+            return buft_ctx;
+        };
+        return it->second;
+    };
+
+    // bundle lora_a and lora_b into pairs
+    std::map<std::string, llama_adapter_lora_weight> ab_map;
+    auto str_endswith = [](const std::string & str, const std::string & suffix) {
+        return str.size() >= suffix.size() && str.compare(str.size()-suffix.size(), suffix.size(), suffix) == 0;
+    };
+
+    for (ggml_tensor * cur = ggml_get_first_tensor(ctx.get()); cur; cur = ggml_get_next_tensor(ctx.get(), cur)) {
+        std::string name(cur->name);
+        if (str_endswith(name, ".lora_a")) {
+            replace_all(name, ".lora_a", "");
+            if (ab_map.find(name) == ab_map.end()) {
+                ab_map[name] = llama_adapter_lora_weight(cur, nullptr);
+            } else {
+                ab_map[name].a = cur;
+            }
+        } else if (str_endswith(name, ".lora_b")) {
+            replace_all(name, ".lora_b", "");
+            if (ab_map.find(name) == ab_map.end()) {
+                ab_map[name] = llama_adapter_lora_weight(nullptr, cur);
+            } else {
+                ab_map[name].b = cur;
+            }
+        } else if (str_endswith(name, "_norm.weight")) {
+            // TODO: add support for norm vector
+            // for now, we don't really care because most adapters still work fine without it
+            continue;
+        } else {
+            throw std::runtime_error("LoRA tensor '" + name + "' has unexpected suffix");
+        }
+    }
+
+    // get extra buffer types of the CPU
+    // TODO: a more general solution for non-CPU extra buft should be imlpemented in the future
+    //       ref: https://github.com/ggml-org/llama.cpp/pull/12593#pullrequestreview-2718659948
+    std::vector<ggml_backend_buffer_type_t> buft_extra;
+    {
+        auto * cpu_dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
+        if (!cpu_dev) {
+            throw std::runtime_error(format("%s: no CPU backend found", __func__));
+        }
+        auto * cpu_reg = ggml_backend_dev_backend_reg(cpu_dev);
+
+        auto ggml_backend_dev_get_extra_bufts_fn = (ggml_backend_dev_get_extra_bufts_t)
+            ggml_backend_reg_get_proc_address(cpu_reg, "ggml_backend_dev_get_extra_bufts");
+
+        if (ggml_backend_dev_get_extra_bufts_fn) {
+            ggml_backend_buffer_type_t * extra_bufts = ggml_backend_dev_get_extra_bufts_fn(cpu_dev);
+            while (extra_bufts && *extra_bufts) {
+                buft_extra.emplace_back(*extra_bufts);
+                ++extra_bufts;
+            }
+        }
+    }
+
+    // add tensors
+    for (auto & it : ab_map) {
+        const std::string & name = it.first;
+        llama_adapter_lora_weight & w = it.second;
+        bool is_token_embd = str_endswith(name, "token_embd.weight");
+
+        if (!w.a || !w.b) {
+            throw std::runtime_error("LoRA tensor pair for '" + name + "' is missing one component");
+        }
+
+        // device buft and device ctx
+        const auto * model_tensor = model.get_tensor(name.c_str());
+        if (!model_tensor) {
+            throw std::runtime_error("LoRA tensor '" + name + "' does not exist in base model (hint: maybe wrong base model?)");
+        }
+
+        auto * buft = ggml_backend_buffer_get_type(model_tensor->buffer);
+
+        // do not load loras to extra buffer types (i.e. bufts for repacking) -> use the CPU in that case
+        for (auto & ex : buft_extra) {
+            if (ex == buft) {
+                LLAMA_LOG_WARN("%s: lora for '%s' cannot use buft '%s', fallback to CPU\n", __func__, model_tensor->name, ggml_backend_buft_name(buft));
+
+                auto * cpu_dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
+                if (!cpu_dev) {
+                    throw std::runtime_error(format("%s: no CPU backend found", __func__));
+                }
+                buft = ggml_backend_dev_buffer_type(cpu_dev);
+
+                break;
+            }
+        }
+
+        LLAMA_LOG_DEBUG("%s: lora for '%s' -> '%s'\n", __func__, model_tensor->name, ggml_backend_buft_name(buft));
+
+        ggml_context * dev_ctx = ctx_for_buft(buft);
+        // validate tensor shape
+        if (is_token_embd) {
+            // expect B to be non-transposed, A and B are flipped; see llm_build_inp_embd()
+            if (model_tensor->ne[0] != w.b->ne[1] || model_tensor->ne[1] != w.a->ne[1]) {
+                throw std::runtime_error("tensor '" + name + "' has incorrect shape (hint: maybe wrong base model?)");
+            }
+        } else {
+            if (model_tensor->ne[0] != w.a->ne[0] || model_tensor->ne[1] != w.b->ne[1]) {
+                throw std::runtime_error("tensor '" + name + "' has incorrect shape (hint: maybe wrong base model?)");
+            }
+            if (w.a->ne[1] != w.b->ne[0]) {
+                throw std::runtime_error("lora_a tensor is not transposed (hint: adapter from \"finetune\" example is no longer supported)");
+            }
+        }
+
+        // save tensor to adapter
+        ggml_tensor * tensor_a = ggml_dup_tensor(dev_ctx, w.a);
+        ggml_tensor * tensor_b = ggml_dup_tensor(dev_ctx, w.b);
+        ggml_set_name(tensor_a, w.a->name);
+        ggml_set_name(tensor_b, w.b->name);
+        adapter.ab_map[name] = llama_adapter_lora_weight(tensor_a, tensor_b);
+    }
+
+    // allocate tensors / buffers and zero
+    {
+        adapter.ctxs.reserve(ctx_map.size());
+        adapter.bufs.reserve(ctx_map.size());
+        for (auto & it : ctx_map) {
+            ggml_backend_buffer_type_t buft = it.first;
+            ggml_context * ctx_dev = it.second;
+            ggml_backend_buffer_ptr buf { ggml_backend_alloc_ctx_tensors_from_buft(ctx_dev, buft) };
+            if (!buf) {
+                throw std::runtime_error("failed to allocate buffer for lora adapter\n");
+            }
+            LLAMA_LOG_INFO("%s: %10s LoRA buffer size = %8.2f MiB\n", __func__, ggml_backend_buffer_name(buf.get()), ggml_backend_buffer_get_size(buf.get())/1024.0/1024.0);
+            adapter.bufs.emplace_back(std::move(buf));
+        }
+    }
+
+    // set tensor data
+    {
+        llama_file gguf_file(path_lora, "rb");
+        std::vector<uint8_t> read_buf;
+        auto set_tensor = [&](ggml_tensor * orig, ggml_tensor * dev) {
+            size_t offs = gguf_get_data_offset(ctx_gguf.get()) + gguf_get_tensor_offset(ctx_gguf.get(), gguf_find_tensor(ctx_gguf.get(), orig->name));
+            size_t size = ggml_nbytes(orig);
+            read_buf.resize(size);
+            gguf_file.seek(offs, SEEK_SET);
+            gguf_file.read_raw(read_buf.data(), size);
+            ggml_backend_tensor_set(dev, read_buf.data(), 0, size);
+        };
+        for (auto & it : adapter.ab_map) {
+            auto orig = ab_map[it.first];
+            auto dev  = it.second;
+            set_tensor(orig.a, dev.a);
+            set_tensor(orig.b, dev.b);
+        }
+    }
+
+    LLAMA_LOG_INFO("%s: loaded %zu tensors from lora file\n", __func__, adapter.ab_map.size()*2);
+}
+
+llama_adapter_lora * llama_adapter_lora_init(llama_model * model, const char * path_lora) {
+    llama_adapter_lora * adapter = new llama_adapter_lora();
+
+    try {
+        llama_adapter_lora_init_impl(*model, path_lora, *adapter);
+        return adapter;
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: failed to apply lora adapter: %s\n", __func__, err.what());
+
+        delete adapter;
+    }
+
+    return nullptr;
+}
+
+void llama_adapter_lora_free(llama_adapter_lora * adapter) {
+    delete adapter;
+}
diff --git a/llama/llama.cpp/src/llama-adapter.h b/llama/llama.cpp/src/llama-adapter.h
new file mode 100644
index 0000000..65824e9
--- /dev/null
+++ b/llama/llama.cpp/src/llama-adapter.h
@@ -0,0 +1,76 @@
+#pragma once
+
+#include "llama.h"
+
+#include "ggml-cpp.h"
+
+#include <string>
+#include <unordered_map>
+#include <vector>
+
+// TODO: pimpl
+
+//
+// llama_adapter_cvec
+//
+
+struct llama_adapter_cvec {
+    ggml_tensor * tensor_for(int il) const;
+
+    ggml_tensor * apply_to(ggml_context * ctx, ggml_tensor * cur, int  il) const;
+
+    bool apply(
+            const llama_model & model,
+            const float * data,
+            size_t len,
+            int32_t n_embd,
+            int32_t il_start,
+            int32_t il_end);
+
+private:
+    bool init(const llama_model & model);
+
+    int32_t layer_start = -1;
+    int32_t layer_end   = -1;
+
+    std::vector<ggml_context_ptr> ctxs;
+    std::vector<ggml_backend_buffer_ptr> bufs;
+
+    std::vector<ggml_tensor *> tensors; // per layer
+};
+
+//
+// llama_adapter_lora
+//
+
+struct llama_adapter_lora_weight {
+    ggml_tensor * a = nullptr;
+    ggml_tensor * b = nullptr;
+
+    // get actual scale based on rank and alpha
+    float get_scale(float alpha, float adapter_scale) const {
+        const float rank  = (float) b->ne[0];
+        const float scale = alpha ? adapter_scale * alpha / rank : adapter_scale;
+        return scale;
+    }
+
+    llama_adapter_lora_weight() = default;
+    llama_adapter_lora_weight(ggml_tensor * a, ggml_tensor * b) : a(a), b(b) {}
+};
+
+struct llama_adapter_lora {
+    // map tensor name to lora_a_b
+    std::unordered_map<std::string, llama_adapter_lora_weight> ab_map;
+
+    std::vector<ggml_context_ptr> ctxs;
+    std::vector<ggml_backend_buffer_ptr> bufs;
+
+    float alpha;
+
+    llama_adapter_lora() = default;
+    ~llama_adapter_lora() = default;
+
+    llama_adapter_lora_weight * get_weight(ggml_tensor * w);
+};
+
+using llama_adapter_loras = std::unordered_map<llama_adapter_lora *, float>;
diff --git a/llama/llama.cpp/src/llama-arch.cpp b/llama/llama.cpp/src/llama-arch.cpp
new file mode 100644
index 0000000..5ab3f57
--- /dev/null
+++ b/llama/llama.cpp/src/llama-arch.cpp
@@ -0,0 +1,1764 @@
+#include "llama-arch.h"
+
+#include "llama-impl.h"
+
+#include <map>
+
+static const std::map<llm_arch, const char *> LLM_ARCH_NAMES = {
+    { LLM_ARCH_LLAMA,            "llama"            },
+    { LLM_ARCH_LLAMA4,           "llama4"           },
+    { LLM_ARCH_DECI,             "deci"             },
+    { LLM_ARCH_FALCON,           "falcon"           },
+    { LLM_ARCH_GROK,             "grok"             },
+    { LLM_ARCH_GPT2,             "gpt2"             },
+    { LLM_ARCH_GPTJ,             "gptj"             },
+    { LLM_ARCH_GPTNEOX,          "gptneox"          },
+    { LLM_ARCH_MPT,              "mpt"              },
+    { LLM_ARCH_BAICHUAN,         "baichuan"         },
+    { LLM_ARCH_STARCODER,        "starcoder"        },
+    { LLM_ARCH_REFACT,           "refact"           },
+    { LLM_ARCH_BERT,             "bert"             },
+    { LLM_ARCH_NOMIC_BERT,       "nomic-bert"       },
+    { LLM_ARCH_NOMIC_BERT_MOE,   "nomic-bert-moe"   },
+    { LLM_ARCH_JINA_BERT_V2,     "jina-bert-v2"     },
+    { LLM_ARCH_BLOOM,            "bloom"            },
+    { LLM_ARCH_STABLELM,         "stablelm"         },
+    { LLM_ARCH_QWEN,             "qwen"             },
+    { LLM_ARCH_QWEN2,            "qwen2"            },
+    { LLM_ARCH_QWEN2MOE,         "qwen2moe"         },
+    { LLM_ARCH_QWEN2VL,          "qwen2vl"          },
+    { LLM_ARCH_QWEN3,            "qwen3"            },
+    { LLM_ARCH_QWEN3MOE,         "qwen3moe"         },
+    { LLM_ARCH_PHI2,             "phi2"             },
+    { LLM_ARCH_PHI3,             "phi3"             },
+    { LLM_ARCH_PHIMOE,           "phimoe"           },
+    { LLM_ARCH_PLAMO,            "plamo"            },
+    { LLM_ARCH_CODESHELL,        "codeshell"        },
+    { LLM_ARCH_ORION,            "orion"            },
+    { LLM_ARCH_INTERNLM2,        "internlm2"        },
+    { LLM_ARCH_MINICPM,          "minicpm"          },
+    { LLM_ARCH_MINICPM3,         "minicpm3"         },
+    { LLM_ARCH_GEMMA,            "gemma"            },
+    { LLM_ARCH_GEMMA2,           "gemma2"           },
+    { LLM_ARCH_GEMMA3,           "gemma3"           },
+    { LLM_ARCH_STARCODER2,       "starcoder2"       },
+    { LLM_ARCH_MAMBA,            "mamba"            },
+    { LLM_ARCH_XVERSE,           "xverse"           },
+    { LLM_ARCH_COMMAND_R,        "command-r"        },
+    { LLM_ARCH_COHERE2,          "cohere2"          },
+    { LLM_ARCH_DBRX,             "dbrx"             },
+    { LLM_ARCH_OLMO,             "olmo"             },
+    { LLM_ARCH_OLMO2,            "olmo2"            },
+    { LLM_ARCH_OLMOE,            "olmoe"            },
+    { LLM_ARCH_OPENELM,          "openelm"          },
+    { LLM_ARCH_ARCTIC,           "arctic"           },
+    { LLM_ARCH_DEEPSEEK,         "deepseek"         },
+    { LLM_ARCH_DEEPSEEK2,        "deepseek2"        },
+    { LLM_ARCH_CHATGLM,          "chatglm"          },
+    { LLM_ARCH_GLM4,             "glm4"             },
+    { LLM_ARCH_BITNET,           "bitnet"           },
+    { LLM_ARCH_T5,               "t5"               },
+    { LLM_ARCH_T5ENCODER,        "t5encoder"        },
+    { LLM_ARCH_JAIS,             "jais"             },
+    { LLM_ARCH_NEMOTRON,         "nemotron"         },
+    { LLM_ARCH_EXAONE,           "exaone"           },
+    { LLM_ARCH_RWKV6,            "rwkv6"            },
+    { LLM_ARCH_RWKV6QWEN2,       "rwkv6qwen2"       },
+    { LLM_ARCH_RWKV7,            "rwkv7"            },
+    { LLM_ARCH_ARWKV7,           "arwkv7"           },
+    { LLM_ARCH_GRANITE,          "granite"          },
+    { LLM_ARCH_GRANITE_MOE,      "granitemoe"       },
+    { LLM_ARCH_CHAMELEON,        "chameleon"        },
+    { LLM_ARCH_SOLAR,            "solar"            },
+    { LLM_ARCH_WAVTOKENIZER_DEC, "wavtokenizer-dec" },
+    { LLM_ARCH_PLM,              "plm"              },
+    { LLM_ARCH_BAILINGMOE,       "bailingmoe"       },
+    { LLM_ARCH_UNKNOWN,          "(unknown)"        },
+};
+
+static const std::map<llm_kv, const char *> LLM_KV_NAMES = {
+    { LLM_KV_GENERAL_TYPE,                 "general.type"                          },
+    { LLM_KV_GENERAL_ARCHITECTURE,         "general.architecture"                  },
+    { LLM_KV_GENERAL_QUANTIZATION_VERSION, "general.quantization_version"          },
+    { LLM_KV_GENERAL_ALIGNMENT,            "general.alignment"                     },
+    { LLM_KV_GENERAL_FILE_TYPE,            "general.file_type"                     },
+    { LLM_KV_GENERAL_NAME,                 "general.name"                          },
+    { LLM_KV_GENERAL_AUTHOR,               "general.author"                        },
+    { LLM_KV_GENERAL_VERSION,              "general.version"                       },
+    { LLM_KV_GENERAL_URL,                  "general.url"                           },
+    { LLM_KV_GENERAL_DESCRIPTION,          "general.description"                   },
+    { LLM_KV_GENERAL_LICENSE,              "general.license"                       },
+    { LLM_KV_GENERAL_SOURCE_URL,           "general.source.url"                    },
+    { LLM_KV_GENERAL_SOURCE_HF_REPO,       "general.source.huggingface.repository" },
+
+    { LLM_KV_VOCAB_SIZE,                        "%s.vocab_size"                        },
+    { LLM_KV_CONTEXT_LENGTH,                    "%s.context_length"                    },
+    { LLM_KV_EMBEDDING_LENGTH,                  "%s.embedding_length"                  },
+    { LLM_KV_FEATURES_LENGTH,                   "%s.features_length"                   },
+    { LLM_KV_BLOCK_COUNT,                       "%s.block_count"                       },
+    { LLM_KV_LEADING_DENSE_BLOCK_COUNT,         "%s.leading_dense_block_count"         },
+    { LLM_KV_FEED_FORWARD_LENGTH,               "%s.feed_forward_length"               },
+    { LLM_KV_EXPERT_FEED_FORWARD_LENGTH,        "%s.expert_feed_forward_length"        },
+    { LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, "%s.expert_shared_feed_forward_length" },
+    { LLM_KV_USE_PARALLEL_RESIDUAL,             "%s.use_parallel_residual"             },
+    { LLM_KV_TENSOR_DATA_LAYOUT,                "%s.tensor_data_layout"                },
+    { LLM_KV_EXPERT_COUNT,                      "%s.expert_count"                      },
+    { LLM_KV_EXPERT_USED_COUNT,                 "%s.expert_used_count"                 },
+    { LLM_KV_EXPERT_SHARED_COUNT,               "%s.expert_shared_count"               },
+    { LLM_KV_EXPERT_WEIGHTS_SCALE,              "%s.expert_weights_scale"              },
+    { LLM_KV_EXPERT_WEIGHTS_NORM,               "%s.expert_weights_norm"               },
+    { LLM_KV_EXPERT_GATING_FUNC,                "%s.expert_gating_func"                },
+    { LLM_KV_MOE_EVERY_N_LAYERS,                "%s.moe_every_n_layers"                },
+    { LLM_KV_POOLING_TYPE,                      "%s.pooling_type"                      },
+    { LLM_KV_LOGIT_SCALE,                       "%s.logit_scale"                       },
+    { LLM_KV_DECODER_START_TOKEN_ID,            "%s.decoder_start_token_id"            },
+    { LLM_KV_ATTN_LOGIT_SOFTCAPPING,            "%s.attn_logit_softcapping"            },
+    { LLM_KV_FINAL_LOGIT_SOFTCAPPING,           "%s.final_logit_softcapping"           },
+    { LLM_KV_SWIN_NORM,                         "%s.swin_norm"                         },
+    { LLM_KV_RESCALE_EVERY_N_LAYERS,            "%s.rescale_every_n_layers"            },
+    { LLM_KV_TIME_MIX_EXTRA_DIM,                "%s.time_mix_extra_dim"                },
+    { LLM_KV_TIME_DECAY_EXTRA_DIM,              "%s.time_decay_extra_dim"              },
+    { LLM_KV_RESIDUAL_SCALE,                    "%s.residual_scale"                    },
+    { LLM_KV_EMBEDDING_SCALE,                   "%s.embedding_scale"                   },
+    { LLM_KV_TOKEN_SHIFT_COUNT,                 "%s.token_shift_count"                 },
+    { LLM_KV_INTERLEAVE_MOE_LAYER_STEP,         "%s.interleave_moe_layer_step"         },
+
+    { LLM_KV_ATTENTION_HEAD_COUNT,                   "%s.attention.head_count"                   },
+    { LLM_KV_ATTENTION_HEAD_COUNT_KV,                "%s.attention.head_count_kv"                },
+    { LLM_KV_ATTENTION_MAX_ALIBI_BIAS,               "%s.attention.max_alibi_bias"               },
+    { LLM_KV_ATTENTION_CLAMP_KQV,                    "%s.attention.clamp_kqv"                    },
+    { LLM_KV_ATTENTION_KEY_LENGTH,                   "%s.attention.key_length"                   },
+    { LLM_KV_ATTENTION_VALUE_LENGTH,                 "%s.attention.value_length"                 },
+    { LLM_KV_ATTENTION_LAYERNORM_EPS,                "%s.attention.layer_norm_epsilon"           },
+    { LLM_KV_ATTENTION_LAYERNORM_RMS_EPS,            "%s.attention.layer_norm_rms_epsilon"       },
+    { LLM_KV_ATTENTION_GROUPNORM_EPS,                "%s.attention.group_norm_epsilon"           },
+    { LLM_KV_ATTENTION_GROUPNORM_GROUPS,             "%s.attention.group_norm_groups"            },
+    { LLM_KV_ATTENTION_CAUSAL,                       "%s.attention.causal"                       },
+    { LLM_KV_ATTENTION_Q_LORA_RANK,                  "%s.attention.q_lora_rank"                  },
+    { LLM_KV_ATTENTION_KV_LORA_RANK,                 "%s.attention.kv_lora_rank"                 },
+    { LLM_KV_ATTENTION_DECAY_LORA_RANK,              "%s.attention.decay_lora_rank"              },
+    { LLM_KV_ATTENTION_ICLR_LORA_RANK,               "%s.attention.iclr_lora_rank"               },
+    { LLM_KV_ATTENTION_VALUE_RESIDUAL_MIX_LORA_RANK, "%s.attention.value_residual_mix_lora_rank" },
+    { LLM_KV_ATTENTION_GATE_LORA_RANK,               "%s.attention.gate_lora_rank"               },
+    { LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT,       "%s.attention.relative_buckets_count"       },
+    { LLM_KV_ATTENTION_SLIDING_WINDOW,               "%s.attention.sliding_window"               },
+    { LLM_KV_ATTENTION_SCALE,                        "%s.attention.scale"                        },
+    { LLM_KV_ATTENTION_BLOCK_SKIP_CONNECTION,        "%s.attention.block_skip_connection"        },
+    { LLM_KV_ATTENTION_KEY_LENGTH_MLA,               "%s.attention.key_length_mla"               },
+    { LLM_KV_ATTENTION_VALUE_LENGTH_MLA,             "%s.attention.value_length_mla"             },
+
+    { LLM_KV_ROPE_DIMENSION_COUNT,      "%s.rope.dimension_count"                 },
+    { LLM_KV_ROPE_DIMENSION_SECTIONS,   "%s.rope.dimension_sections"              },
+    { LLM_KV_ROPE_FREQ_BASE,            "%s.rope.freq_base"                       },
+    { LLM_KV_ROPE_SCALE_LINEAR,         "%s.rope.scale_linear"                    },
+    { LLM_KV_ROPE_SCALING_TYPE,         "%s.rope.scaling.type"                    },
+    { LLM_KV_ROPE_SCALING_FACTOR,       "%s.rope.scaling.factor"                  },
+    { LLM_KV_ROPE_SCALING_ATTN_FACTOR,  "%s.rope.scaling.attn_factor"             },
+    { LLM_KV_ROPE_SCALING_ORIG_CTX_LEN, "%s.rope.scaling.original_context_length" },
+    { LLM_KV_ROPE_SCALING_FINETUNED,    "%s.rope.scaling.finetuned"               },
+    { LLM_KV_ROPE_SCALING_YARN_LOG_MUL, "%s.rope.scaling.yarn_log_multiplier"     },
+
+    { LLM_KV_SPLIT_NO,            "split.no"            },
+    { LLM_KV_SPLIT_COUNT,         "split.count"         },
+    { LLM_KV_SPLIT_TENSORS_COUNT, "split.tensors.count" },
+
+    { LLM_KV_SSM_CONV_KERNEL,    "%s.ssm.conv_kernel"    },
+    { LLM_KV_SSM_INNER_SIZE,     "%s.ssm.inner_size"     },
+    { LLM_KV_SSM_STATE_SIZE,     "%s.ssm.state_size"     },
+    { LLM_KV_SSM_TIME_STEP_RANK, "%s.ssm.time_step_rank" },
+    { LLM_KV_SSM_DT_B_C_RMS,     "%s.ssm.dt_b_c_rms"     },
+
+    { LLM_KV_WKV_HEAD_SIZE, "%s.wkv.head_size" },
+
+    { LLM_KV_POSNET_EMBEDDING_LENGTH, "%s.posnet.embedding_length" },
+    { LLM_KV_POSNET_BLOCK_COUNT,      "%s.posnet.block_count"      },
+
+    { LLM_KV_CONVNEXT_EMBEDDING_LENGTH, "%s.convnext.embedding_length" },
+    { LLM_KV_CONVNEXT_BLOCK_COUNT,      "%s.convnext.block_count"      },
+
+    { LLM_KV_TOKENIZER_MODEL,                "tokenizer.ggml.model"                    },
+    { LLM_KV_TOKENIZER_PRE,                  "tokenizer.ggml.pre"                      },
+    { LLM_KV_TOKENIZER_LIST,                 "tokenizer.ggml.tokens"                   },
+    { LLM_KV_TOKENIZER_TOKEN_TYPE,           "tokenizer.ggml.token_type"               },
+    { LLM_KV_TOKENIZER_TOKEN_TYPE_COUNT,     "tokenizer.ggml.token_type_count"         },
+    { LLM_KV_TOKENIZER_SCORES,               "tokenizer.ggml.scores"                   },
+    { LLM_KV_TOKENIZER_MERGES,               "tokenizer.ggml.merges"                   },
+    { LLM_KV_TOKENIZER_BOS_ID,               "tokenizer.ggml.bos_token_id"             },
+    { LLM_KV_TOKENIZER_EOS_ID,               "tokenizer.ggml.eos_token_id"             },
+    { LLM_KV_TOKENIZER_EOT_ID,               "tokenizer.ggml.eot_token_id"             },
+    { LLM_KV_TOKENIZER_EOM_ID,               "tokenizer.ggml.eom_token_id"             },
+    { LLM_KV_TOKENIZER_UNK_ID,               "tokenizer.ggml.unknown_token_id"         },
+    { LLM_KV_TOKENIZER_SEP_ID,               "tokenizer.ggml.seperator_token_id"       },
+    { LLM_KV_TOKENIZER_PAD_ID,               "tokenizer.ggml.padding_token_id"         },
+    { LLM_KV_TOKENIZER_CLS_ID,               "tokenizer.ggml.cls_token_id"             },
+    { LLM_KV_TOKENIZER_MASK_ID,              "tokenizer.ggml.mask_token_id"            },
+    { LLM_KV_TOKENIZER_ADD_BOS,              "tokenizer.ggml.add_bos_token"            },
+    { LLM_KV_TOKENIZER_ADD_EOS,              "tokenizer.ggml.add_eos_token"            },
+    { LLM_KV_TOKENIZER_ADD_PREFIX,           "tokenizer.ggml.add_space_prefix"         },
+    { LLM_KV_TOKENIZER_REMOVE_EXTRA_WS,      "tokenizer.ggml.remove_extra_whitespaces" },
+    { LLM_KV_TOKENIZER_PRECOMPILED_CHARSMAP, "tokenizer.ggml.precompiled_charsmap"     },
+    { LLM_KV_TOKENIZER_HF_JSON,              "tokenizer.huggingface.json"              },
+    { LLM_KV_TOKENIZER_RWKV,                 "tokenizer.rwkv.world"                    },
+    { LLM_KV_TOKENIZER_CHAT_TEMPLATE,        "tokenizer.chat_template"                 },
+    { LLM_KV_TOKENIZER_CHAT_TEMPLATE_N,      "tokenizer.chat_template.%s"              },
+    { LLM_KV_TOKENIZER_FIM_PRE_ID,           "tokenizer.ggml.fim_pre_token_id"         },
+    { LLM_KV_TOKENIZER_FIM_SUF_ID,           "tokenizer.ggml.fim_suf_token_id"         },
+    { LLM_KV_TOKENIZER_FIM_MID_ID,           "tokenizer.ggml.fim_mid_token_id"         },
+    { LLM_KV_TOKENIZER_FIM_PAD_ID,           "tokenizer.ggml.fim_pad_token_id"         },
+    { LLM_KV_TOKENIZER_FIM_REP_ID,           "tokenizer.ggml.fim_rep_token_id"         },
+    { LLM_KV_TOKENIZER_FIM_SEP_ID,           "tokenizer.ggml.fim_sep_token_id"         },
+
+    { LLM_KV_ADAPTER_TYPE,       "adapter.type"       },
+    { LLM_KV_ADAPTER_LORA_ALPHA, "adapter.lora.alpha" },
+
+    // deprecated
+    { LLM_KV_TOKENIZER_PREFIX_ID, "tokenizer.ggml.prefix_token_id" },
+    { LLM_KV_TOKENIZER_SUFFIX_ID, "tokenizer.ggml.suffix_token_id" },
+    { LLM_KV_TOKENIZER_MIDDLE_ID, "tokenizer.ggml.middle_token_id" },
+};
+
+static const std::map<llm_arch, std::map<llm_tensor, const char *>> LLM_TENSOR_NAMES = {
+    {
+        LLM_ARCH_LLAMA,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_GATE_INP,    "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_GATE_EXP,    "blk.%d.ffn_gate.%d" },
+            { LLM_TENSOR_FFN_DOWN_EXP,    "blk.%d.ffn_down.%d" },
+            { LLM_TENSOR_FFN_UP_EXP,      "blk.%d.ffn_up.%d" },
+            { LLM_TENSOR_FFN_GATE_EXPS,   "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,   "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,     "blk.%d.ffn_up_exps" },
+        },
+    },
+    {
+        LLM_ARCH_LLAMA4,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_GATE_INP,    "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_GATE_EXP,    "blk.%d.ffn_gate.%d" },
+            { LLM_TENSOR_FFN_DOWN_EXP,    "blk.%d.ffn_down.%d" },
+            { LLM_TENSOR_FFN_UP_EXP,      "blk.%d.ffn_up.%d" },
+            { LLM_TENSOR_FFN_GATE_EXPS,   "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,   "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,     "blk.%d.ffn_up_exps" },
+            { LLM_TENSOR_FFN_GATE_SHEXP,  "blk.%d.ffn_gate_shexp" },
+            { LLM_TENSOR_FFN_DOWN_SHEXP,  "blk.%d.ffn_down_shexp" },
+            { LLM_TENSOR_FFN_UP_SHEXP,    "blk.%d.ffn_up_shexp" },
+        },
+    },
+    {
+        LLM_ARCH_DECI,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_GATE_INP,    "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_GATE_EXP,    "blk.%d.ffn_gate.%d" },
+            { LLM_TENSOR_FFN_DOWN_EXP,    "blk.%d.ffn_down.%d" },
+            { LLM_TENSOR_FFN_UP_EXP,      "blk.%d.ffn_up.%d" },
+            { LLM_TENSOR_FFN_GATE_EXPS,   "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,   "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,     "blk.%d.ffn_up_exps" },
+        },
+    },
+    {
+        LLM_ARCH_BAICHUAN,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_FALCON,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_NORM_2,     "blk.%d.attn_norm_2" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_GROK,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_GATE_INP,    "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE_EXP,    "blk.%d.ffn_gate.%d" },
+            { LLM_TENSOR_FFN_DOWN_EXP,    "blk.%d.ffn_down.%d" },
+            { LLM_TENSOR_FFN_UP_EXP,      "blk.%d.ffn_up.%d" },
+            { LLM_TENSOR_FFN_GATE_EXPS,   "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,   "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,     "blk.%d.ffn_up_exps" },
+            { LLM_TENSOR_LAYER_OUT_NORM,  "blk.%d.layer_output_norm" },
+            { LLM_TENSOR_ATTN_OUT_NORM,   "blk.%d.attn_output_norm" },
+        },
+    },
+    {
+        LLM_ARCH_GPT2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_POS_EMBD,        "position_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+        },
+    },
+    {
+        LLM_ARCH_GPTJ,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+        },
+    },
+    {
+        LLM_ARCH_GPTNEOX,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_MPT,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output"},
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_ACT,         "blk.%d.ffn.act" },
+            { LLM_TENSOR_POS_EMBD,        "position_embd" },
+            { LLM_TENSOR_ATTN_Q_NORM,     "blk.%d.attn_q_norm"},
+            { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm"},
+        },
+    },
+    {
+        LLM_ARCH_STARCODER,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_POS_EMBD,        "position_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+        },
+    },
+    {
+        LLM_ARCH_REFACT,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_BERT,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
+            { LLM_TENSOR_TOKEN_TYPES,     "token_types" },
+            { LLM_TENSOR_POS_EMBD,        "position_embd" },
+            { LLM_TENSOR_ATTN_OUT_NORM,   "blk.%d.attn_output_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_LAYER_OUT_NORM,  "blk.%d.layer_output_norm" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_CLS,             "cls" },
+            { LLM_TENSOR_CLS_OUT,         "cls.output" },
+        },
+    },
+    {
+        LLM_ARCH_NOMIC_BERT,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
+            { LLM_TENSOR_TOKEN_TYPES,     "token_types" },
+            { LLM_TENSOR_ATTN_OUT_NORM,   "blk.%d.attn_output_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_LAYER_OUT_NORM,  "blk.%d.layer_output_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_NOMIC_BERT_MOE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
+            { LLM_TENSOR_TOKEN_TYPES,     "token_types" },
+            { LLM_TENSOR_ATTN_OUT_NORM,   "blk.%d.attn_output_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_LAYER_OUT_NORM,  "blk.%d.layer_output_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_GATE_INP,    "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,   "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,     "blk.%d.ffn_up_exps" },
+        },
+    },
+    {
+        LLM_ARCH_JINA_BERT_V2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
+            { LLM_TENSOR_TOKEN_TYPES,     "token_types" },
+            { LLM_TENSOR_ATTN_NORM_2,     "blk.%d.attn_norm_2" },
+            { LLM_TENSOR_ATTN_OUT_NORM,   "blk.%d.attn_output_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_Q_NORM,     "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_LAYER_OUT_NORM,  "blk.%d.layer_output_norm" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_CLS,             "cls" },
+        },
+    },
+    {
+        LLM_ARCH_BLOOM,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+        },
+    },
+    {
+        LLM_ARCH_STABLELM,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_ATTN_Q_NORM,     "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm" },
+        },
+    },
+    {
+        LLM_ARCH_QWEN,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_QWEN2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_QWEN2VL,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_QWEN2MOE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_OUTPUT,             "output" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,             "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,             "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE_INP,       "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_GATE_EXPS,      "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,      "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,        "blk.%d.ffn_up_exps" },
+            { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
+            { LLM_TENSOR_FFN_GATE_SHEXP,     "blk.%d.ffn_gate_shexp" },
+            { LLM_TENSOR_FFN_DOWN_SHEXP,     "blk.%d.ffn_down_shexp" },
+            { LLM_TENSOR_FFN_UP_SHEXP,       "blk.%d.ffn_up_shexp" },
+        },
+    },
+    {
+        LLM_ARCH_QWEN3,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_Q_NORM,     "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_QWEN3MOE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_OUTPUT,             "output" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_Q_NORM,        "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K,             "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_K_NORM,        "blk.%d.attn_k_norm" },
+            { LLM_TENSOR_ATTN_V,             "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE_INP,       "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_GATE_EXPS,      "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,      "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,        "blk.%d.ffn_up_exps" },
+        },
+    },
+    {
+        LLM_ARCH_PHI2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_PHI3,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_OUTPUT,             "output" },
+            { LLM_TENSOR_ROPE_FACTORS_LONG,  "rope_factors_long" },
+            { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,           "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,             "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,             "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_DOWN,           "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,             "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_PHIMOE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_OUTPUT,             "output" },
+            { LLM_TENSOR_ROPE_FACTORS_LONG,  "rope_factors_long" },
+            { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,           "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,             "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,             "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE_INP,       "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_GATE_EXPS,      "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,      "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,        "blk.%d.ffn_up_exps" },
+        },
+    },
+    {
+        LLM_ARCH_PLAMO,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_CODESHELL,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_ORION,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_INTERNLM2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_MINICPM,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ROPE_FACTORS_LONG,  "rope_factors_long" },
+            { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_GATE_INP,    "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_GATE_EXP,    "blk.%d.ffn_gate.%d" },
+            { LLM_TENSOR_FFN_DOWN_EXP,    "blk.%d.ffn_down.%d" },
+            { LLM_TENSOR_FFN_UP_EXP,      "blk.%d.ffn_up.%d" },
+        },
+    },
+    {
+        LLM_ARCH_MINICPM3,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_OUTPUT,             "output" },
+            { LLM_TENSOR_ROPE_FACTORS_LONG,  "rope_factors_long" },
+            { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q_A_NORM,      "blk.%d.attn_q_a_norm" },
+            { LLM_TENSOR_ATTN_KV_A_NORM,     "blk.%d.attn_kv_a_norm" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_Q_A,           "blk.%d.attn_q_a" },
+            { LLM_TENSOR_ATTN_Q_B,           "blk.%d.attn_q_b" },
+            { LLM_TENSOR_ATTN_KV_A_MQA,      "blk.%d.attn_kv_a_mqa" },
+            { LLM_TENSOR_ATTN_KV_B,          "blk.%d.attn_kv_b" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,           "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_UP,             "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_DOWN,           "blk.%d.ffn_down" },
+        },
+    },
+    {
+        LLM_ARCH_GEMMA,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_GEMMA2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_POST_NORM,  "blk.%d.post_attention_norm" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_POST_NORM,   "blk.%d.post_ffw_norm" },
+        },
+    },
+    {
+        LLM_ARCH_GEMMA3,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_Q_NORM,     "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_POST_NORM,  "blk.%d.post_attention_norm" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_POST_NORM,   "blk.%d.post_ffw_norm" },
+        },
+    },
+    {
+        LLM_ARCH_STARCODER2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_MAMBA,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_SSM_IN,          "blk.%d.ssm_in" },
+            { LLM_TENSOR_SSM_CONV1D,      "blk.%d.ssm_conv1d" },
+            { LLM_TENSOR_SSM_X,           "blk.%d.ssm_x" },
+            { LLM_TENSOR_SSM_DT,          "blk.%d.ssm_dt" },
+            { LLM_TENSOR_SSM_A,           "blk.%d.ssm_a" },
+            { LLM_TENSOR_SSM_D,           "blk.%d.ssm_d" },
+            { LLM_TENSOR_SSM_OUT,         "blk.%d.ssm_out" },
+        },
+    },
+    {
+        LLM_ARCH_XVERSE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_COMMAND_R,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_ATTN_Q_NORM,     "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm" },
+        },
+    },
+    {
+        LLM_ARCH_COHERE2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_DBRX,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_OUT_NORM,   "blk.%d.attn_output_norm" },
+            { LLM_TENSOR_FFN_GATE_INP,    "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_GATE_EXPS,   "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,   "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,     "blk.%d.ffn_up_exps" },
+        },
+    },
+    {
+        LLM_ARCH_OLMO,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_OLMO2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_POST_NORM,  "blk.%d.post_attention_norm" },
+            { LLM_TENSOR_ATTN_Q_NORM,     "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm" },
+            { LLM_TENSOR_FFN_POST_NORM,   "blk.%d.post_ffw_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_OLMOE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_OUTPUT,             "output" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,             "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,             "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_Q_NORM,        "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K_NORM,        "blk.%d.attn_k_norm" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE_INP,       "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_GATE_EXPS,      "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,      "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,        "blk.%d.ffn_up_exps" },
+        },
+    },
+    {
+        LLM_ARCH_OPENELM,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_Q_NORM,     "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_ARCTIC,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_GATE_INP,    "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_NORM_EXPS,   "blk.%d.ffn_norm_exps" },
+            { LLM_TENSOR_FFN_GATE_EXPS,   "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,   "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,     "blk.%d.ffn_up_exps" },
+        },
+    },
+    {
+        LLM_ARCH_DEEPSEEK,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_OUTPUT,             "output" },
+            { LLM_TENSOR_ROPE_FREQS,         "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,             "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,             "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,      "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_GATE_INP,       "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,           "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,           "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,             "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_GATE_EXPS,      "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,      "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,        "blk.%d.ffn_up_exps" },
+            { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
+            { LLM_TENSOR_FFN_GATE_SHEXP,     "blk.%d.ffn_gate_shexp" },
+            { LLM_TENSOR_FFN_DOWN_SHEXP,     "blk.%d.ffn_down_shexp" },
+            { LLM_TENSOR_FFN_UP_SHEXP,       "blk.%d.ffn_up_shexp" },
+        },
+    },
+    {
+        LLM_ARCH_DEEPSEEK2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_OUTPUT,             "output" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q_A_NORM,      "blk.%d.attn_q_a_norm" },
+            { LLM_TENSOR_ATTN_KV_A_NORM,     "blk.%d.attn_kv_a_norm" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_Q_A,           "blk.%d.attn_q_a" },
+            { LLM_TENSOR_ATTN_Q_B,           "blk.%d.attn_q_b" },
+            { LLM_TENSOR_ATTN_KV_A_MQA,      "blk.%d.attn_kv_a_mqa" },
+            { LLM_TENSOR_ATTN_KV_B,          "blk.%d.attn_kv_b" },
+            { LLM_TENSOR_ATTN_K_B,           "blk.%d.attn_k_b" },
+            { LLM_TENSOR_ATTN_V_B,           "blk.%d.attn_v_b" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,           "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_UP,             "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_DOWN,           "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_GATE_INP,       "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_GATE_EXPS,      "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,      "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,        "blk.%d.ffn_up_exps" },
+            { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
+            { LLM_TENSOR_FFN_GATE_SHEXP,     "blk.%d.ffn_gate_shexp" },
+            { LLM_TENSOR_FFN_DOWN_SHEXP,     "blk.%d.ffn_down_shexp" },
+            { LLM_TENSOR_FFN_UP_SHEXP,       "blk.%d.ffn_up_shexp" },
+            { LLM_TENSOR_FFN_EXP_PROBS_B,    "blk.%d.exp_probs_b" },
+        },
+    },
+    {
+        LLM_ARCH_PLM,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_KV_A_MQA,      "blk.%d.attn_kv_a_mqa" },
+            { LLM_TENSOR_ATTN_KV_A_NORM,     "blk.%d.attn_kv_a_norm" },
+            { LLM_TENSOR_ATTN_KV_B,          "blk.%d.attn_kv_b" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_DOWN,           "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,             "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_CHATGLM,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+        },
+    },
+    {
+        LLM_ARCH_GLM4,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_ATTN_POST_NORM,  "blk.%d.post_attention_norm" },
+            { LLM_TENSOR_FFN_POST_NORM,   "blk.%d.post_ffw_norm" },
+        },
+    },
+    {
+        LLM_ARCH_BITNET,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,             "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,             "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_SUB_NORM,      "blk.%d.attn_sub_norm" },
+            { LLM_TENSOR_FFN_GATE,           "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,           "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,             "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_SUB_NORM,       "blk.%d.ffn_sub_norm" },
+        },
+    },
+    {
+        LLM_ARCH_T5,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,           "token_embd" },
+            { LLM_TENSOR_OUTPUT,               "output" },
+            { LLM_TENSOR_DEC_OUTPUT_NORM,      "dec.output_norm" },
+            { LLM_TENSOR_DEC_ATTN_NORM,        "dec.blk.%d.attn_norm" },
+            { LLM_TENSOR_DEC_ATTN_Q,           "dec.blk.%d.attn_q" },
+            { LLM_TENSOR_DEC_ATTN_K,           "dec.blk.%d.attn_k" },
+            { LLM_TENSOR_DEC_ATTN_V,           "dec.blk.%d.attn_v" },
+            { LLM_TENSOR_DEC_ATTN_OUT,         "dec.blk.%d.attn_o" },
+            { LLM_TENSOR_DEC_ATTN_REL_B,       "dec.blk.%d.attn_rel_b" },
+            { LLM_TENSOR_DEC_CROSS_ATTN_NORM,  "dec.blk.%d.cross_attn_norm" },
+            { LLM_TENSOR_DEC_CROSS_ATTN_Q,     "dec.blk.%d.cross_attn_q" },
+            { LLM_TENSOR_DEC_CROSS_ATTN_K,     "dec.blk.%d.cross_attn_k" },
+            { LLM_TENSOR_DEC_CROSS_ATTN_V,     "dec.blk.%d.cross_attn_v" },
+            { LLM_TENSOR_DEC_CROSS_ATTN_OUT,   "dec.blk.%d.cross_attn_o" },
+            { LLM_TENSOR_DEC_CROSS_ATTN_REL_B, "dec.blk.%d.cross_attn_rel_b" },
+            { LLM_TENSOR_DEC_FFN_NORM,         "dec.blk.%d.ffn_norm" },
+            { LLM_TENSOR_DEC_FFN_GATE,         "dec.blk.%d.ffn_gate" },
+            { LLM_TENSOR_DEC_FFN_DOWN,         "dec.blk.%d.ffn_down" },
+            { LLM_TENSOR_DEC_FFN_UP,           "dec.blk.%d.ffn_up" },
+            { LLM_TENSOR_ENC_OUTPUT_NORM,      "enc.output_norm" },
+            { LLM_TENSOR_ENC_ATTN_NORM,        "enc.blk.%d.attn_norm" },
+            { LLM_TENSOR_ENC_ATTN_Q,           "enc.blk.%d.attn_q" },
+            { LLM_TENSOR_ENC_ATTN_K,           "enc.blk.%d.attn_k" },
+            { LLM_TENSOR_ENC_ATTN_V,           "enc.blk.%d.attn_v" },
+            { LLM_TENSOR_ENC_ATTN_OUT,         "enc.blk.%d.attn_o" },
+            { LLM_TENSOR_ENC_ATTN_REL_B,       "enc.blk.%d.attn_rel_b" },
+            { LLM_TENSOR_ENC_FFN_NORM,         "enc.blk.%d.ffn_norm" },
+            { LLM_TENSOR_ENC_FFN_GATE,         "enc.blk.%d.ffn_gate" },
+            { LLM_TENSOR_ENC_FFN_DOWN,         "enc.blk.%d.ffn_down" },
+            { LLM_TENSOR_ENC_FFN_UP,           "enc.blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_T5ENCODER,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,           "token_embd" },
+            { LLM_TENSOR_OUTPUT,               "output" },
+            { LLM_TENSOR_ENC_OUTPUT_NORM,      "enc.output_norm" },
+            { LLM_TENSOR_ENC_ATTN_NORM,        "enc.blk.%d.attn_norm" },
+            { LLM_TENSOR_ENC_ATTN_Q,           "enc.blk.%d.attn_q" },
+            { LLM_TENSOR_ENC_ATTN_K,           "enc.blk.%d.attn_k" },
+            { LLM_TENSOR_ENC_ATTN_V,           "enc.blk.%d.attn_v" },
+            { LLM_TENSOR_ENC_ATTN_OUT,         "enc.blk.%d.attn_o" },
+            { LLM_TENSOR_ENC_ATTN_REL_B,       "enc.blk.%d.attn_rel_b" },
+            { LLM_TENSOR_ENC_FFN_NORM,         "enc.blk.%d.ffn_norm" },
+            { LLM_TENSOR_ENC_FFN_GATE,         "enc.blk.%d.ffn_gate" },
+            { LLM_TENSOR_ENC_FFN_DOWN,         "enc.blk.%d.ffn_down" },
+            { LLM_TENSOR_ENC_FFN_UP,           "enc.blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_JAIS,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_QKV,        "blk.%d.attn_qkv" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+        },
+    },
+    {
+        LLM_ARCH_NEMOTRON,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_EXAONE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ROPE_FREQS,      "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_ATTN_ROT_EMBD,   "blk.%d.attn_rot_embd" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_RWKV6,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,                "token_embd" },
+            { LLM_TENSOR_TOKEN_EMBD_NORM,           "token_embd_norm" },
+            { LLM_TENSOR_OUTPUT_NORM,               "output_norm" },
+            { LLM_TENSOR_OUTPUT,                    "output" },
+            { LLM_TENSOR_ATTN_NORM,                 "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_NORM_2,               "blk.%d.attn_norm_2" },
+            { LLM_TENSOR_TIME_MIX_W1,               "blk.%d.time_mix_w1" },
+            { LLM_TENSOR_TIME_MIX_W2,               "blk.%d.time_mix_w2" },
+            { LLM_TENSOR_TIME_MIX_LERP_X,           "blk.%d.time_mix_lerp_x" },
+            { LLM_TENSOR_TIME_MIX_LERP_W,           "blk.%d.time_mix_lerp_w" },
+            { LLM_TENSOR_TIME_MIX_LERP_K,           "blk.%d.time_mix_lerp_k" },
+            { LLM_TENSOR_TIME_MIX_LERP_V,           "blk.%d.time_mix_lerp_v" },
+            { LLM_TENSOR_TIME_MIX_LERP_R,           "blk.%d.time_mix_lerp_r" },
+            { LLM_TENSOR_TIME_MIX_LERP_G,           "blk.%d.time_mix_lerp_g" },
+            { LLM_TENSOR_TIME_MIX_LERP_FUSED,       "blk.%d.time_mix_lerp_fused" },
+            { LLM_TENSOR_TIME_MIX_FIRST,            "blk.%d.time_mix_first" },
+            { LLM_TENSOR_TIME_MIX_DECAY,            "blk.%d.time_mix_decay" },
+            { LLM_TENSOR_TIME_MIX_DECAY_W1,         "blk.%d.time_mix_decay_w1" },
+            { LLM_TENSOR_TIME_MIX_DECAY_W2,         "blk.%d.time_mix_decay_w2" },
+            { LLM_TENSOR_TIME_MIX_KEY,              "blk.%d.time_mix_key" },
+            { LLM_TENSOR_TIME_MIX_VALUE,            "blk.%d.time_mix_value" },
+            { LLM_TENSOR_TIME_MIX_RECEPTANCE,       "blk.%d.time_mix_receptance" },
+            { LLM_TENSOR_TIME_MIX_GATE,             "blk.%d.time_mix_gate" },
+            { LLM_TENSOR_TIME_MIX_LN,               "blk.%d.time_mix_ln" },
+            { LLM_TENSOR_TIME_MIX_OUTPUT,           "blk.%d.time_mix_output" },
+            { LLM_TENSOR_CHANNEL_MIX_LERP_K,        "blk.%d.channel_mix_lerp_k" },
+            { LLM_TENSOR_CHANNEL_MIX_LERP_R,        "blk.%d.channel_mix_lerp_r" },
+            { LLM_TENSOR_CHANNEL_MIX_KEY,           "blk.%d.channel_mix_key" },
+            { LLM_TENSOR_CHANNEL_MIX_VALUE,         "blk.%d.channel_mix_value" },
+            { LLM_TENSOR_CHANNEL_MIX_RECEPTANCE,    "blk.%d.channel_mix_receptance" },
+        },
+    },
+    {
+        LLM_ARCH_RWKV6QWEN2,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,                "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,               "output_norm" },
+            { LLM_TENSOR_OUTPUT,                    "output" },
+            { LLM_TENSOR_ATTN_NORM,                 "blk.%d.attn_norm" },
+            { LLM_TENSOR_TIME_MIX_W1,               "blk.%d.time_mix_w1" },
+            { LLM_TENSOR_TIME_MIX_W2,               "blk.%d.time_mix_w2" },
+            { LLM_TENSOR_TIME_MIX_LERP_X,           "blk.%d.time_mix_lerp_x" },
+            { LLM_TENSOR_TIME_MIX_LERP_FUSED,       "blk.%d.time_mix_lerp_fused" },
+            { LLM_TENSOR_TIME_MIX_FIRST,            "blk.%d.time_mix_first" },
+            { LLM_TENSOR_TIME_MIX_DECAY,            "blk.%d.time_mix_decay" },
+            { LLM_TENSOR_TIME_MIX_DECAY_W1,         "blk.%d.time_mix_decay_w1" },
+            { LLM_TENSOR_TIME_MIX_DECAY_W2,         "blk.%d.time_mix_decay_w2" },
+            { LLM_TENSOR_TIME_MIX_KEY,              "blk.%d.time_mix_key" },
+            { LLM_TENSOR_TIME_MIX_VALUE,            "blk.%d.time_mix_value" },
+            { LLM_TENSOR_TIME_MIX_RECEPTANCE,       "blk.%d.time_mix_receptance" },
+            { LLM_TENSOR_TIME_MIX_GATE,             "blk.%d.time_mix_gate" },
+            { LLM_TENSOR_TIME_MIX_OUTPUT,           "blk.%d.time_mix_output" },
+            { LLM_TENSOR_FFN_NORM,                  "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,                  "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,                  "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,                    "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_RWKV7,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,                "token_embd" },
+            { LLM_TENSOR_TOKEN_EMBD_NORM,           "token_embd_norm" },
+            { LLM_TENSOR_OUTPUT_NORM,               "output_norm" },
+            { LLM_TENSOR_OUTPUT,                    "output" },
+            { LLM_TENSOR_ATTN_NORM,                 "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_NORM_2,               "blk.%d.attn_norm_2" },
+            { LLM_TENSOR_TIME_MIX_W0,               "blk.%d.time_mix_w0" },
+            { LLM_TENSOR_TIME_MIX_W1,               "blk.%d.time_mix_w1" },
+            { LLM_TENSOR_TIME_MIX_W2,               "blk.%d.time_mix_w2" },
+            { LLM_TENSOR_TIME_MIX_A0,               "blk.%d.time_mix_a0" },
+            { LLM_TENSOR_TIME_MIX_A1,               "blk.%d.time_mix_a1" },
+            { LLM_TENSOR_TIME_MIX_A2,               "blk.%d.time_mix_a2" },
+            { LLM_TENSOR_TIME_MIX_V0,               "blk.%d.time_mix_v0" },
+            { LLM_TENSOR_TIME_MIX_V1,               "blk.%d.time_mix_v1" },
+            { LLM_TENSOR_TIME_MIX_V2,               "blk.%d.time_mix_v2" },
+            { LLM_TENSOR_TIME_MIX_G1,               "blk.%d.time_mix_g1" },
+            { LLM_TENSOR_TIME_MIX_G2,               "blk.%d.time_mix_g2" },
+            { LLM_TENSOR_TIME_MIX_K_K,              "blk.%d.time_mix_k_k" },
+            { LLM_TENSOR_TIME_MIX_K_A,              "blk.%d.time_mix_k_a" },
+            { LLM_TENSOR_TIME_MIX_R_K,              "blk.%d.time_mix_r_k" },
+            { LLM_TENSOR_TIME_MIX_LERP_FUSED,       "blk.%d.time_mix_lerp_fused" },
+            { LLM_TENSOR_TIME_MIX_KEY,              "blk.%d.time_mix_key" },
+            { LLM_TENSOR_TIME_MIX_VALUE,            "blk.%d.time_mix_value" },
+            { LLM_TENSOR_TIME_MIX_RECEPTANCE,       "blk.%d.time_mix_receptance" },
+            { LLM_TENSOR_TIME_MIX_LN,               "blk.%d.time_mix_ln" },
+            { LLM_TENSOR_TIME_MIX_OUTPUT,           "blk.%d.time_mix_output" },
+            { LLM_TENSOR_CHANNEL_MIX_LERP_K,        "blk.%d.channel_mix_lerp_k" },
+            { LLM_TENSOR_CHANNEL_MIX_KEY,           "blk.%d.channel_mix_key" },
+            { LLM_TENSOR_CHANNEL_MIX_VALUE,         "blk.%d.channel_mix_value" },
+        },
+    },
+    {
+        LLM_ARCH_ARWKV7,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,                "token_embd" },
+            { LLM_TENSOR_TOKEN_EMBD_NORM,           "token_embd_norm" },
+            { LLM_TENSOR_OUTPUT_NORM,               "output_norm" },
+            { LLM_TENSOR_OUTPUT,                    "output" },
+            { LLM_TENSOR_ATTN_NORM,                 "blk.%d.attn_norm" },
+            { LLM_TENSOR_TIME_MIX_W0,               "blk.%d.time_mix_w0" },
+            { LLM_TENSOR_TIME_MIX_W1,               "blk.%d.time_mix_w1" },
+            { LLM_TENSOR_TIME_MIX_W2,               "blk.%d.time_mix_w2" },
+            { LLM_TENSOR_TIME_MIX_A0,               "blk.%d.time_mix_a0" },
+            { LLM_TENSOR_TIME_MIX_A1,               "blk.%d.time_mix_a1" },
+            { LLM_TENSOR_TIME_MIX_A2,               "blk.%d.time_mix_a2" },
+            { LLM_TENSOR_TIME_MIX_V0,               "blk.%d.time_mix_v0" },
+            { LLM_TENSOR_TIME_MIX_V1,               "blk.%d.time_mix_v1" },
+            { LLM_TENSOR_TIME_MIX_V2,               "blk.%d.time_mix_v2" },
+            { LLM_TENSOR_TIME_MIX_G1,               "blk.%d.time_mix_g1" },
+            { LLM_TENSOR_TIME_MIX_G2,               "blk.%d.time_mix_g2" },
+            { LLM_TENSOR_TIME_MIX_K_K,              "blk.%d.time_mix_k_k" },
+            { LLM_TENSOR_TIME_MIX_K_A,              "blk.%d.time_mix_k_a" },
+            { LLM_TENSOR_TIME_MIX_R_K,              "blk.%d.time_mix_r_k" },
+            { LLM_TENSOR_TIME_MIX_LERP_FUSED,       "blk.%d.time_mix_lerp_fused" },
+            { LLM_TENSOR_TIME_MIX_KEY,              "blk.%d.time_mix_key" },
+            { LLM_TENSOR_TIME_MIX_VALUE,            "blk.%d.time_mix_value" },
+            { LLM_TENSOR_TIME_MIX_RECEPTANCE,       "blk.%d.time_mix_receptance" },
+            { LLM_TENSOR_TIME_MIX_LN,               "blk.%d.time_mix_ln" },
+            { LLM_TENSOR_TIME_MIX_OUTPUT,           "blk.%d.time_mix_output" },
+            { LLM_TENSOR_FFN_NORM,                  "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,                  "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,                  "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,                    "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_GRANITE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+        },
+    },
+    {
+        LLM_ARCH_GRANITE_MOE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE_INP,    "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_GATE_EXPS,   "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,   "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,     "blk.%d.ffn_up_exps" },
+        },
+    },
+    {
+        LLM_ARCH_CHAMELEON,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_ATTN_Q_NORM,     "blk.%d.attn_q_norm" },
+            { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm" },
+        },
+    },
+    {
+        LLM_ARCH_SOLAR,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
+            { LLM_TENSOR_OUTPUT,          "output" },
+            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
+            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
+            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
+            { LLM_TENSOR_BSKCN_TV,        "bskcn_tv" },
+        },
+    },
+    {
+        LLM_ARCH_WAVTOKENIZER_DEC,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,        "token_embd" },
+            { LLM_TENSOR_TOKEN_EMBD_NORM,   "token_embd_norm" },
+            { LLM_TENSOR_CONV1D,            "conv1d" },
+            { LLM_TENSOR_CONVNEXT_DW,       "convnext.%d.dw" },
+            { LLM_TENSOR_CONVNEXT_NORM,     "convnext.%d.norm" },
+            { LLM_TENSOR_CONVNEXT_PW1,      "convnext.%d.pw1" },
+            { LLM_TENSOR_CONVNEXT_PW2,      "convnext.%d.pw2" },
+            { LLM_TENSOR_CONVNEXT_GAMMA,    "convnext.%d.gamma" },
+            { LLM_TENSOR_OUTPUT_NORM,       "output_norm" },
+            { LLM_TENSOR_OUTPUT,            "output" },
+            { LLM_TENSOR_POS_NET_CONV1,     "posnet.%d.conv1" },
+            { LLM_TENSOR_POS_NET_CONV2,     "posnet.%d.conv2" },
+            { LLM_TENSOR_POS_NET_NORM,      "posnet.%d.norm" },
+            { LLM_TENSOR_POS_NET_NORM1,     "posnet.%d.norm1" },
+            { LLM_TENSOR_POS_NET_NORM2,     "posnet.%d.norm2" },
+            { LLM_TENSOR_POS_NET_ATTN_NORM, "posnet.%d.attn_norm" },
+            { LLM_TENSOR_POS_NET_ATTN_Q,    "posnet.%d.attn_q" },
+            { LLM_TENSOR_POS_NET_ATTN_K,    "posnet.%d.attn_k" },
+            { LLM_TENSOR_POS_NET_ATTN_V,    "posnet.%d.attn_v" },
+            { LLM_TENSOR_POS_NET_ATTN_OUT,  "posnet.%d.attn_output" },
+        },
+    },
+    {
+        LLM_ARCH_BAILINGMOE,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,         "token_embd" },
+            { LLM_TENSOR_OUTPUT_NORM,        "output_norm" },
+            { LLM_TENSOR_OUTPUT,             "output" },
+            { LLM_TENSOR_ROPE_FREQS,         "rope_freqs" },
+            { LLM_TENSOR_ATTN_NORM,          "blk.%d.attn_norm" },
+            { LLM_TENSOR_ATTN_Q,             "blk.%d.attn_q" },
+            { LLM_TENSOR_ATTN_K,             "blk.%d.attn_k" },
+            { LLM_TENSOR_ATTN_V,             "blk.%d.attn_v" },
+            { LLM_TENSOR_ATTN_OUT,           "blk.%d.attn_output" },
+            { LLM_TENSOR_FFN_GATE_INP,       "blk.%d.ffn_gate_inp" },
+            { LLM_TENSOR_FFN_NORM,           "blk.%d.ffn_norm" },
+            { LLM_TENSOR_FFN_GATE_EXPS,      "blk.%d.ffn_gate_exps" },
+            { LLM_TENSOR_FFN_DOWN_EXPS,      "blk.%d.ffn_down_exps" },
+            { LLM_TENSOR_FFN_UP_EXPS,        "blk.%d.ffn_up_exps" },
+            { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
+            { LLM_TENSOR_FFN_GATE_SHEXP,     "blk.%d.ffn_gate_shexp" },
+            { LLM_TENSOR_FFN_DOWN_SHEXP,     "blk.%d.ffn_down_shexp" },
+            { LLM_TENSOR_FFN_UP_SHEXP,       "blk.%d.ffn_up_shexp" },
+        },
+    },
+    {
+        LLM_ARCH_UNKNOWN,
+        {
+            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
+        },
+    },
+};
+
+static const std::map<llm_tensor, llm_tensor_info> LLM_TENSOR_INFOS = {
+    {LLM_TENSOR_TOKEN_EMBD,                 {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
+    {LLM_TENSOR_POS_EMBD,                   {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
+    {LLM_TENSOR_TOKEN_EMBD_NORM,            {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
+    {LLM_TENSOR_TOKEN_TYPES,                {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
+    {LLM_TENSOR_OUTPUT,                     {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_CLS,                        {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_CLS_OUT,                    {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_OUTPUT_NORM,                {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
+    {LLM_TENSOR_DEC_OUTPUT_NORM,            {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
+    {LLM_TENSOR_ENC_OUTPUT_NORM,            {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
+    {LLM_TENSOR_ROPE_FREQS,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
+    {LLM_TENSOR_ROPE_FACTORS_LONG,          {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
+    {LLM_TENSOR_ROPE_FACTORS_SHORT,         {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
+    {LLM_TENSOR_ATTN_Q,                     {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_K,                     {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_V,                     {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_QKV,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_OUT,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_FFN_GATE,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_FFN_DOWN,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_FFN_UP,                     {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_FFN_DOWN_SHEXP,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_FFN_GATE_SHEXP,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_FFN_UP_SHEXP,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_Q_A,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_Q_B,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_KV_A_MQA,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_KV_B,                  {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_K_B,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ATTN_V_B,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_ATTN_Q,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_ATTN_K,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_ATTN_V,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_ATTN_OUT,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_CROSS_ATTN_Q,           {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_CROSS_ATTN_K,           {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_CROSS_ATTN_V,           {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_CROSS_ATTN_OUT,         {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_FFN_GATE,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_FFN_DOWN,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_DEC_FFN_UP,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ENC_ATTN_Q,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ENC_ATTN_K,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ENC_ATTN_V,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ENC_ATTN_OUT,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ENC_FFN_GATE,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ENC_FFN_DOWN,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_ENC_FFN_UP,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_FFN_GATE_INP_SHEXP,         {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_FFN_GATE_INP,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_SSM_IN,                     {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_SSM_X,                      {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_SSM_DT,                     {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_SSM_OUT,                    {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_W1,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_W2,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_A1,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_A2,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_V1,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_V2,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_G1,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_G2,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_DECAY_W1,          {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_DECAY_W2,          {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_KEY,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_VALUE,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_RECEPTANCE,        {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_GATE,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_TIME_MIX_OUTPUT,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_CHANNEL_MIX_KEY,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_CHANNEL_MIX_RECEPTANCE,     {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_CHANNEL_MIX_VALUE,          {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_FFN_ACT,                    {LLM_TENSOR_LAYER_REPEATING, GGML_OP_DIV}},
+    {LLM_TENSOR_SSM_CONV1D,                 {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_CONV}},
+    {LLM_TENSOR_SSM_A,                      {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_SCAN}},
+    {LLM_TENSOR_SSM_D,                      {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_TIME_MIX_LERP_X,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_TIME_MIX_LN,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_CHANNEL_MIX_LERP_K,         {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_CHANNEL_MIX_LERP_R,         {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_TIME_MIX_K_K,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_TIME_MIX_K_A,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_TIME_MIX_R_K,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_TIME_MIX_LERP_W,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_LERP_K,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_LERP_V,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_LERP_R,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_LERP_G,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_LERP_FUSED,        {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_DECAY,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_W0,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_A0,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_V0,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    {LLM_TENSOR_TIME_MIX_FIRST,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_RWKV_WKV6}},
+    {LLM_TENSOR_ATTN_NORM,                  {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ATTN_NORM_2,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ATTN_OUT_NORM,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ATTN_POST_NORM,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_FFN_NORM,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_FFN_POST_NORM,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_FFN_NORM_EXPS,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ATTN_Q_NORM,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ATTN_K_NORM,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_LAYER_OUT_NORM,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ATTN_Q_A_NORM,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ATTN_KV_A_NORM,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ATTN_SUB_NORM,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_FFN_SUB_NORM,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_DEC_ATTN_NORM,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_DEC_CROSS_ATTN_NORM,        {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_DEC_FFN_NORM,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ENC_ATTN_NORM,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_ENC_FFN_NORM,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_DEC_ATTN_REL_B,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}},
+    {LLM_TENSOR_ENC_ATTN_REL_B,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}},
+    {LLM_TENSOR_FFN_DOWN_EXPS,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
+    {LLM_TENSOR_FFN_GATE_EXPS,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
+    {LLM_TENSOR_FFN_UP_EXPS,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
+    {LLM_TENSOR_FFN_EXP_PROBS_B,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+    // this tensor is loaded for T5, but never used
+    {LLM_TENSOR_DEC_CROSS_ATTN_REL_B,       {LLM_TENSOR_LAYER_REPEATING, GGML_OP_NONE}},
+    {LLM_TENSOR_BSKCN_TV,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_CONV1D,                     {LLM_TENSOR_LAYER_INPUT,     GGML_OP_IM2COL}},
+    {LLM_TENSOR_POS_NET_NORM,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_POS_NET_NORM1,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_POS_NET_NORM2,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_POS_NET_CONV1,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
+    {LLM_TENSOR_POS_NET_CONV2,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
+    {LLM_TENSOR_POS_NET_ATTN_NORM,          {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_POS_NET_ATTN_Q,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_POS_NET_ATTN_K,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_POS_NET_ATTN_V,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_POS_NET_ATTN_OUT,           {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_CONVNEXT_DW,                {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
+    {LLM_TENSOR_CONVNEXT_NORM,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+    {LLM_TENSOR_CONVNEXT_PW1,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_CONVNEXT_PW2,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
+    {LLM_TENSOR_CONVNEXT_GAMMA,             {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+};
+
+LLM_KV::LLM_KV(llm_arch arch, const char * suffix) : arch(arch), suffix(suffix) {}
+
+std::string LLM_KV::operator()(llm_kv kv) const {
+    return suffix ? ::format(LLM_KV_NAMES.at(kv), LLM_ARCH_NAMES.at(arch), suffix)
+        : ::format(LLM_KV_NAMES.at(kv), LLM_ARCH_NAMES.at(arch));
+}
+
+std::string LLM_TN_IMPL::str() const {
+    if (LLM_TENSOR_NAMES.at(arch).find(tensor) == LLM_TENSOR_NAMES.at(arch).end()) {
+        return "__missing__";
+    }
+
+    std::string name = ::format(LLM_TENSOR_NAMES.at(arch).at(tensor), bid, xid);
+
+    if (suffix != nullptr) {
+        name += ".";
+        name += suffix;
+    }
+
+    return name;
+}
+
+const char * llm_arch_name(llm_arch arch) {
+    auto it = LLM_ARCH_NAMES.find(arch);
+    if (it == LLM_ARCH_NAMES.end()) {
+        return "unknown";
+    }
+    return it->second;
+}
+
+llm_arch llm_arch_from_string(const std::string & name) {
+    for (const auto & kv : LLM_ARCH_NAMES) { // NOLINT
+        if (kv.second == name) {
+            return kv.first;
+        }
+    }
+
+    return LLM_ARCH_UNKNOWN;
+}
+
+const llm_tensor_info & llm_tensor_info_for(llm_tensor tensor) {
+    return LLM_TENSOR_INFOS.at(tensor);
+}
diff --git a/llama/llama.cpp/src/llama-arch.h b/llama/llama.cpp/src/llama-arch.h
new file mode 100644
index 0000000..525c1b7
--- /dev/null
+++ b/llama/llama.cpp/src/llama-arch.h
@@ -0,0 +1,440 @@
+#pragma once
+
+#include "ggml.h" // ggml_op
+
+#include <string>
+
+//
+// gguf constants (sync with gguf.py)
+//
+
+enum llm_arch {
+    LLM_ARCH_LLAMA,
+    LLM_ARCH_LLAMA4,
+    LLM_ARCH_DECI,
+    LLM_ARCH_FALCON,
+    LLM_ARCH_BAICHUAN,
+    LLM_ARCH_GROK,
+    LLM_ARCH_GPT2,
+    LLM_ARCH_GPTJ,
+    LLM_ARCH_GPTNEOX,
+    LLM_ARCH_MPT,
+    LLM_ARCH_STARCODER,
+    LLM_ARCH_REFACT,
+    LLM_ARCH_BERT,
+    LLM_ARCH_NOMIC_BERT,
+    LLM_ARCH_NOMIC_BERT_MOE,
+    LLM_ARCH_JINA_BERT_V2,
+    LLM_ARCH_BLOOM,
+    LLM_ARCH_STABLELM,
+    LLM_ARCH_QWEN,
+    LLM_ARCH_QWEN2,
+    LLM_ARCH_QWEN2MOE,
+    LLM_ARCH_QWEN2VL,
+    LLM_ARCH_QWEN3,
+    LLM_ARCH_QWEN3MOE,
+    LLM_ARCH_PHI2,
+    LLM_ARCH_PHI3,
+    LLM_ARCH_PHIMOE,
+    LLM_ARCH_PLAMO,
+    LLM_ARCH_CODESHELL,
+    LLM_ARCH_ORION,
+    LLM_ARCH_INTERNLM2,
+    LLM_ARCH_MINICPM,
+    LLM_ARCH_MINICPM3,
+    LLM_ARCH_GEMMA,
+    LLM_ARCH_GEMMA2,
+    LLM_ARCH_GEMMA3,
+    LLM_ARCH_STARCODER2,
+    LLM_ARCH_MAMBA,
+    LLM_ARCH_XVERSE,
+    LLM_ARCH_COMMAND_R,
+    LLM_ARCH_COHERE2,
+    LLM_ARCH_DBRX,
+    LLM_ARCH_OLMO,
+    LLM_ARCH_OLMO2,
+    LLM_ARCH_OLMOE,
+    LLM_ARCH_OPENELM,
+    LLM_ARCH_ARCTIC,
+    LLM_ARCH_DEEPSEEK,
+    LLM_ARCH_DEEPSEEK2,
+    LLM_ARCH_CHATGLM,
+    LLM_ARCH_GLM4,
+    LLM_ARCH_BITNET,
+    LLM_ARCH_T5,
+    LLM_ARCH_T5ENCODER,
+    LLM_ARCH_JAIS,
+    LLM_ARCH_NEMOTRON,
+    LLM_ARCH_EXAONE,
+    LLM_ARCH_RWKV6,
+    LLM_ARCH_RWKV6QWEN2,
+    LLM_ARCH_RWKV7,
+    LLM_ARCH_ARWKV7,
+    LLM_ARCH_GRANITE,
+    LLM_ARCH_GRANITE_MOE,
+    LLM_ARCH_CHAMELEON,
+    LLM_ARCH_SOLAR,
+    LLM_ARCH_WAVTOKENIZER_DEC,
+    LLM_ARCH_PLM,
+    LLM_ARCH_BAILINGMOE,
+    LLM_ARCH_UNKNOWN,
+};
+
+enum llm_kv {
+    LLM_KV_GENERAL_TYPE,
+    LLM_KV_GENERAL_ARCHITECTURE,
+    LLM_KV_GENERAL_QUANTIZATION_VERSION,
+    LLM_KV_GENERAL_ALIGNMENT,
+    LLM_KV_GENERAL_FILE_TYPE,
+    LLM_KV_GENERAL_NAME,
+    LLM_KV_GENERAL_AUTHOR,
+    LLM_KV_GENERAL_VERSION,
+    LLM_KV_GENERAL_URL,
+    LLM_KV_GENERAL_DESCRIPTION,
+    LLM_KV_GENERAL_LICENSE,
+    LLM_KV_GENERAL_SOURCE_URL,
+    LLM_KV_GENERAL_SOURCE_HF_REPO,
+
+    LLM_KV_VOCAB_SIZE,
+    LLM_KV_CONTEXT_LENGTH,
+    LLM_KV_EMBEDDING_LENGTH,
+    LLM_KV_FEATURES_LENGTH,
+    LLM_KV_BLOCK_COUNT,
+    LLM_KV_LEADING_DENSE_BLOCK_COUNT,
+    LLM_KV_FEED_FORWARD_LENGTH,
+    LLM_KV_EXPERT_FEED_FORWARD_LENGTH,
+    LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH,
+    LLM_KV_USE_PARALLEL_RESIDUAL,
+    LLM_KV_TENSOR_DATA_LAYOUT,
+    LLM_KV_EXPERT_COUNT,
+    LLM_KV_EXPERT_USED_COUNT,
+    LLM_KV_EXPERT_SHARED_COUNT,
+    LLM_KV_EXPERT_WEIGHTS_SCALE,
+    LLM_KV_EXPERT_WEIGHTS_NORM,
+    LLM_KV_EXPERT_GATING_FUNC,
+    LLM_KV_MOE_EVERY_N_LAYERS,
+    LLM_KV_POOLING_TYPE,
+    LLM_KV_LOGIT_SCALE,
+    LLM_KV_DECODER_START_TOKEN_ID,
+    LLM_KV_ATTN_LOGIT_SOFTCAPPING,
+    LLM_KV_FINAL_LOGIT_SOFTCAPPING,
+    LLM_KV_SWIN_NORM,
+    LLM_KV_RESCALE_EVERY_N_LAYERS,
+    LLM_KV_TIME_MIX_EXTRA_DIM,
+    LLM_KV_TIME_DECAY_EXTRA_DIM,
+    LLM_KV_RESIDUAL_SCALE,
+    LLM_KV_EMBEDDING_SCALE,
+    LLM_KV_TOKEN_SHIFT_COUNT,
+    LLM_KV_INTERLEAVE_MOE_LAYER_STEP,
+
+    LLM_KV_ATTENTION_HEAD_COUNT,
+    LLM_KV_ATTENTION_HEAD_COUNT_KV,
+    LLM_KV_ATTENTION_MAX_ALIBI_BIAS,
+    LLM_KV_ATTENTION_CLAMP_KQV,
+    LLM_KV_ATTENTION_KEY_LENGTH,
+    LLM_KV_ATTENTION_VALUE_LENGTH,
+    LLM_KV_ATTENTION_LAYERNORM_EPS,
+    LLM_KV_ATTENTION_LAYERNORM_RMS_EPS,
+    LLM_KV_ATTENTION_GROUPNORM_EPS,
+    LLM_KV_ATTENTION_GROUPNORM_GROUPS,
+    LLM_KV_ATTENTION_CAUSAL,
+    LLM_KV_ATTENTION_Q_LORA_RANK,
+    LLM_KV_ATTENTION_KV_LORA_RANK,
+    LLM_KV_ATTENTION_DECAY_LORA_RANK,
+    LLM_KV_ATTENTION_ICLR_LORA_RANK,
+    LLM_KV_ATTENTION_VALUE_RESIDUAL_MIX_LORA_RANK,
+    LLM_KV_ATTENTION_GATE_LORA_RANK,
+    LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT,
+    LLM_KV_ATTENTION_SLIDING_WINDOW,
+    LLM_KV_ATTENTION_SCALE,
+    LLM_KV_ATTENTION_BLOCK_SKIP_CONNECTION,
+    LLM_KV_ATTENTION_KEY_LENGTH_MLA,
+    LLM_KV_ATTENTION_VALUE_LENGTH_MLA,
+
+    LLM_KV_ROPE_DIMENSION_COUNT,
+    LLM_KV_ROPE_DIMENSION_SECTIONS,
+    LLM_KV_ROPE_FREQ_BASE,
+    LLM_KV_ROPE_SCALE_LINEAR,
+    LLM_KV_ROPE_SCALING_TYPE,
+    LLM_KV_ROPE_SCALING_FACTOR,
+    LLM_KV_ROPE_SCALING_ATTN_FACTOR,
+    LLM_KV_ROPE_SCALING_ORIG_CTX_LEN,
+    LLM_KV_ROPE_SCALING_FINETUNED,
+    LLM_KV_ROPE_SCALING_YARN_LOG_MUL,
+
+    LLM_KV_SPLIT_NO,
+    LLM_KV_SPLIT_COUNT,
+    LLM_KV_SPLIT_TENSORS_COUNT,
+
+    LLM_KV_SSM_INNER_SIZE,
+    LLM_KV_SSM_CONV_KERNEL,
+    LLM_KV_SSM_STATE_SIZE,
+    LLM_KV_SSM_TIME_STEP_RANK,
+    LLM_KV_SSM_DT_B_C_RMS,
+
+    LLM_KV_WKV_HEAD_SIZE,
+
+    LLM_KV_TOKENIZER_MODEL,
+    LLM_KV_TOKENIZER_PRE,
+    LLM_KV_TOKENIZER_LIST,
+    LLM_KV_TOKENIZER_TOKEN_TYPE,
+    LLM_KV_TOKENIZER_TOKEN_TYPE_COUNT,
+    LLM_KV_TOKENIZER_SCORES,
+    LLM_KV_TOKENIZER_MERGES,
+    LLM_KV_TOKENIZER_BOS_ID,
+    LLM_KV_TOKENIZER_EOS_ID,
+    LLM_KV_TOKENIZER_EOT_ID,
+    LLM_KV_TOKENIZER_EOM_ID,
+    LLM_KV_TOKENIZER_UNK_ID,
+    LLM_KV_TOKENIZER_SEP_ID,
+    LLM_KV_TOKENIZER_PAD_ID,
+    LLM_KV_TOKENIZER_CLS_ID,
+    LLM_KV_TOKENIZER_MASK_ID,
+    LLM_KV_TOKENIZER_ADD_BOS,
+    LLM_KV_TOKENIZER_ADD_EOS,
+    LLM_KV_TOKENIZER_ADD_PREFIX,
+    LLM_KV_TOKENIZER_REMOVE_EXTRA_WS,
+    LLM_KV_TOKENIZER_PRECOMPILED_CHARSMAP,
+    LLM_KV_TOKENIZER_HF_JSON,
+    LLM_KV_TOKENIZER_RWKV,
+    LLM_KV_TOKENIZER_CHAT_TEMPLATE,
+    LLM_KV_TOKENIZER_CHAT_TEMPLATE_N,
+    LLM_KV_TOKENIZER_FIM_PRE_ID,
+    LLM_KV_TOKENIZER_FIM_SUF_ID,
+    LLM_KV_TOKENIZER_FIM_MID_ID,
+    LLM_KV_TOKENIZER_FIM_PAD_ID,
+    LLM_KV_TOKENIZER_FIM_REP_ID,
+    LLM_KV_TOKENIZER_FIM_SEP_ID,
+
+    LLM_KV_ADAPTER_TYPE,
+    LLM_KV_ADAPTER_LORA_ALPHA,
+
+    LLM_KV_POSNET_EMBEDDING_LENGTH,
+    LLM_KV_POSNET_BLOCK_COUNT,
+
+    LLM_KV_CONVNEXT_EMBEDDING_LENGTH,
+    LLM_KV_CONVNEXT_BLOCK_COUNT,
+
+    // deprecated:
+    LLM_KV_TOKENIZER_PREFIX_ID,
+    LLM_KV_TOKENIZER_SUFFIX_ID,
+    LLM_KV_TOKENIZER_MIDDLE_ID,
+};
+
+enum llm_tensor {
+    LLM_TENSOR_TOKEN_EMBD,
+    LLM_TENSOR_TOKEN_EMBD_NORM,
+    LLM_TENSOR_TOKEN_TYPES,
+    LLM_TENSOR_POS_EMBD,
+    LLM_TENSOR_OUTPUT,
+    LLM_TENSOR_OUTPUT_NORM,
+    LLM_TENSOR_ROPE_FREQS,
+    LLM_TENSOR_ROPE_FACTORS_LONG,
+    LLM_TENSOR_ROPE_FACTORS_SHORT,
+    LLM_TENSOR_ATTN_Q,
+    LLM_TENSOR_ATTN_K,
+    LLM_TENSOR_ATTN_V,
+    LLM_TENSOR_ATTN_QKV,
+    LLM_TENSOR_ATTN_OUT,
+    LLM_TENSOR_ATTN_NORM,
+    LLM_TENSOR_ATTN_NORM_2,
+    LLM_TENSOR_ATTN_OUT_NORM,
+    LLM_TENSOR_ATTN_POST_NORM,
+    LLM_TENSOR_ATTN_ROT_EMBD,
+    LLM_TENSOR_FFN_GATE_INP,
+    LLM_TENSOR_FFN_GATE_INP_SHEXP,
+    LLM_TENSOR_FFN_NORM,
+    LLM_TENSOR_FFN_POST_NORM,
+    LLM_TENSOR_FFN_GATE,
+    LLM_TENSOR_FFN_DOWN,
+    LLM_TENSOR_FFN_UP,
+    LLM_TENSOR_FFN_ACT,
+    LLM_TENSOR_FFN_DOWN_EXP,  // split experts for backward compatibility
+    LLM_TENSOR_FFN_GATE_EXP,
+    LLM_TENSOR_FFN_UP_EXP,
+    LLM_TENSOR_FFN_NORM_EXPS,
+    LLM_TENSOR_FFN_DOWN_EXPS, // merged experts
+    LLM_TENSOR_FFN_GATE_EXPS,
+    LLM_TENSOR_FFN_UP_EXPS,
+    LLM_TENSOR_FFN_DOWN_SHEXP,
+    LLM_TENSOR_FFN_GATE_SHEXP,
+    LLM_TENSOR_FFN_UP_SHEXP,
+    LLM_TENSOR_FFN_EXP_PROBS_B,
+    LLM_TENSOR_ATTN_Q_NORM,
+    LLM_TENSOR_ATTN_K_NORM,
+    LLM_TENSOR_LAYER_OUT_NORM,
+    LLM_TENSOR_POST_ATTN_NORM,
+    LLM_TENSOR_POST_MLP_NORM,
+    LLM_TENSOR_SSM_IN,
+    LLM_TENSOR_SSM_CONV1D,
+    LLM_TENSOR_SSM_X,
+    LLM_TENSOR_SSM_DT,
+    LLM_TENSOR_SSM_A,
+    LLM_TENSOR_SSM_D,
+    LLM_TENSOR_SSM_OUT,
+    LLM_TENSOR_TIME_MIX_W0,
+    LLM_TENSOR_TIME_MIX_W1,
+    LLM_TENSOR_TIME_MIX_W2,
+    LLM_TENSOR_TIME_MIX_A0,
+    LLM_TENSOR_TIME_MIX_A1,
+    LLM_TENSOR_TIME_MIX_A2,
+    LLM_TENSOR_TIME_MIX_V0,
+    LLM_TENSOR_TIME_MIX_V1,
+    LLM_TENSOR_TIME_MIX_V2,
+    LLM_TENSOR_TIME_MIX_G1,
+    LLM_TENSOR_TIME_MIX_G2,
+    LLM_TENSOR_TIME_MIX_K_K,
+    LLM_TENSOR_TIME_MIX_K_A,
+    LLM_TENSOR_TIME_MIX_R_K,
+    LLM_TENSOR_TIME_MIX_LERP_X,
+    LLM_TENSOR_TIME_MIX_LERP_W,
+    LLM_TENSOR_TIME_MIX_LERP_K,
+    LLM_TENSOR_TIME_MIX_LERP_V,
+    LLM_TENSOR_TIME_MIX_LERP_R,
+    LLM_TENSOR_TIME_MIX_LERP_G,
+    LLM_TENSOR_TIME_MIX_LERP_FUSED,
+    LLM_TENSOR_TIME_MIX_FIRST,
+    LLM_TENSOR_TIME_MIX_DECAY,
+    LLM_TENSOR_TIME_MIX_DECAY_W1,
+    LLM_TENSOR_TIME_MIX_DECAY_W2,
+    LLM_TENSOR_TIME_MIX_KEY,
+    LLM_TENSOR_TIME_MIX_VALUE,
+    LLM_TENSOR_TIME_MIX_RECEPTANCE,
+    LLM_TENSOR_TIME_MIX_GATE,
+    LLM_TENSOR_TIME_MIX_LN,
+    LLM_TENSOR_TIME_MIX_OUTPUT,
+    LLM_TENSOR_CHANNEL_MIX_LERP_K,
+    LLM_TENSOR_CHANNEL_MIX_LERP_R,
+    LLM_TENSOR_CHANNEL_MIX_KEY,
+    LLM_TENSOR_CHANNEL_MIX_RECEPTANCE,
+    LLM_TENSOR_CHANNEL_MIX_VALUE,
+    LLM_TENSOR_ATTN_Q_A,
+    LLM_TENSOR_ATTN_Q_B,
+    LLM_TENSOR_ATTN_KV_A_MQA,
+    LLM_TENSOR_ATTN_KV_B,
+    LLM_TENSOR_ATTN_K_B,
+    LLM_TENSOR_ATTN_V_B,
+    LLM_TENSOR_ATTN_Q_A_NORM,
+    LLM_TENSOR_ATTN_KV_A_NORM,
+    LLM_TENSOR_ATTN_SUB_NORM,
+    LLM_TENSOR_FFN_SUB_NORM,
+    LLM_TENSOR_DEC_ATTN_NORM,
+    LLM_TENSOR_DEC_ATTN_Q,
+    LLM_TENSOR_DEC_ATTN_K,
+    LLM_TENSOR_DEC_ATTN_V,
+    LLM_TENSOR_DEC_ATTN_OUT,
+    LLM_TENSOR_DEC_ATTN_REL_B,
+    LLM_TENSOR_DEC_CROSS_ATTN_NORM,
+    LLM_TENSOR_DEC_CROSS_ATTN_Q,
+    LLM_TENSOR_DEC_CROSS_ATTN_K,
+    LLM_TENSOR_DEC_CROSS_ATTN_V,
+    LLM_TENSOR_DEC_CROSS_ATTN_OUT,
+    LLM_TENSOR_DEC_CROSS_ATTN_REL_B,
+    LLM_TENSOR_DEC_FFN_NORM,
+    LLM_TENSOR_DEC_FFN_GATE,
+    LLM_TENSOR_DEC_FFN_DOWN,
+    LLM_TENSOR_DEC_FFN_UP,
+    LLM_TENSOR_DEC_OUTPUT_NORM,
+    LLM_TENSOR_ENC_ATTN_NORM,
+    LLM_TENSOR_ENC_ATTN_Q,
+    LLM_TENSOR_ENC_ATTN_K,
+    LLM_TENSOR_ENC_ATTN_V,
+    LLM_TENSOR_ENC_ATTN_OUT,
+    LLM_TENSOR_ENC_ATTN_REL_B,
+    LLM_TENSOR_ENC_FFN_NORM,
+    LLM_TENSOR_ENC_FFN_GATE,
+    LLM_TENSOR_ENC_FFN_DOWN,
+    LLM_TENSOR_ENC_FFN_UP,
+    LLM_TENSOR_ENC_OUTPUT_NORM,
+    LLM_TENSOR_CLS,
+    LLM_TENSOR_CLS_OUT,
+    LLM_TENSOR_BSKCN_TV,
+    LLM_TENSOR_CONV1D,
+    LLM_TENSOR_CONVNEXT_DW,
+    LLM_TENSOR_CONVNEXT_NORM,
+    LLM_TENSOR_CONVNEXT_PW1,
+    LLM_TENSOR_CONVNEXT_PW2,
+    LLM_TENSOR_CONVNEXT_GAMMA,
+    LLM_TENSOR_POS_NET_CONV1,
+    LLM_TENSOR_POS_NET_CONV2,
+    LLM_TENSOR_POS_NET_NORM,
+    LLM_TENSOR_POS_NET_NORM1,
+    LLM_TENSOR_POS_NET_NORM2,
+    LLM_TENSOR_POS_NET_ATTN_NORM,
+    LLM_TENSOR_POS_NET_ATTN_Q,
+    LLM_TENSOR_POS_NET_ATTN_K,
+    LLM_TENSOR_POS_NET_ATTN_V,
+    LLM_TENSOR_POS_NET_ATTN_OUT,
+};
+
+enum llm_tensor_layer {
+    LLM_TENSOR_LAYER_INPUT,
+    LLM_TENSOR_LAYER_REPEATING,
+    LLM_TENSOR_LAYER_OUTPUT,
+};
+
+struct LLM_KV {
+    LLM_KV(llm_arch arch, const char * suffix = nullptr);
+
+    llm_arch arch;
+    const char * suffix;
+
+    std::string operator()(llm_kv kv) const;
+};
+
+// helper to handle gguf constants
+// usage:
+//
+//   const auto tn = LLM_TN(LLM_ARCH_LLAMA);
+//
+//   std::string name = tn(LLM_TENSOR_OUTPUT);                     -> "output"
+//   std::string name = tn(LLM_TENSOR_TOKEN_EMBD, "bias");         -> "token_embd.bias"
+//   std::string name = tn(LLM_TENSOR_ATTN_NORM, "weight", 3);     -> "blk.3.attn_norm.weight"
+//
+struct LLM_TN_IMPL {
+    const llm_arch arch;
+    const llm_tensor tensor;
+    const char * const suffix;
+    const int bid;
+    const int xid;
+
+    std::string str() const;
+
+    operator std::string() const {
+        return str();
+    }
+
+    friend bool operator==(const std::string & str, const LLM_TN_IMPL & tn) {
+        return str == tn.str();
+    }
+
+    friend bool operator!=(const std::string & str, const LLM_TN_IMPL & tn) {
+        return str != tn.str();
+    }
+};
+
+struct LLM_TN {
+    LLM_TN(llm_arch arch) : arch(arch) {}
+
+    llm_arch arch;
+
+    LLM_TN_IMPL operator()(llm_tensor tensor, const char * suffix, int bid = -1, int xid = -1) const {
+        return { arch, tensor, suffix, bid, xid };
+    }
+
+    LLM_TN_IMPL operator()(llm_tensor tensor, int bid = -1, int xid = -1) const {
+        return { arch, tensor, nullptr, bid, xid };
+    }
+};
+
+
+struct llm_tensor_info {
+    llm_tensor_layer layer;
+    ggml_op op;
+};
+
+const char * llm_arch_name(llm_arch arch);
+
+llm_arch llm_arch_from_string(const std::string & name);
+
+const llm_tensor_info & llm_tensor_info_for(llm_tensor tensor);
diff --git a/llama/llama.cpp/src/llama-batch.cpp b/llama/llama.cpp/src/llama-batch.cpp
new file mode 100644
index 0000000..a88b2fe
--- /dev/null
+++ b/llama/llama.cpp/src/llama-batch.cpp
@@ -0,0 +1,372 @@
+#include "llama-batch.h"
+
+#include <cstring>
+#include <algorithm>
+
+llama_ubatch llama_sbatch::reserve_ubatch(size_t n_ubatch, bool has_embd) {
+    // clear empty sequences
+    // the previous ubatch is assumed to be gone,
+    // so nothing should refer to values in these sequences anymore.
+    for (size_t i = seq.size(); i-- > 0;) {
+        if (seq[i].length == 0) {
+            seq.pop_back();
+        } else {
+            break;
+        }
+    }
+    ubatch_token.resize(!has_embd ? n_ubatch : 0);
+    ubatch_embd.resize(has_embd ? n_embd * n_ubatch : 0);
+    ubatch_pos.resize(n_ubatch);
+    ubatch_n_seq_id.resize(n_ubatch);
+    ubatch_seq_id.resize(n_ubatch);
+    ubatch_output.resize(n_ubatch);
+    llama_ubatch ubatch = {
+        /*equal_seqs   =*/ true,
+        /*n_tokens     =*/ 0,
+        /*n_seq_tokens =*/ 0,
+        /*n_seqs       =*/ 0,
+        /*token        =*/ !has_embd ? ubatch_token.data() : nullptr,
+        /*embd         =*/ has_embd  ? ubatch_embd.data()  : nullptr,
+        /*pos          =*/ ubatch_pos.data(),
+        /*n_seq_id     =*/ ubatch_n_seq_id.data(),
+        /*seq_id       =*/ ubatch_seq_id.data(),
+        /*output       =*/ ubatch_output.data(),
+    };
+    return ubatch;
+}
+
+void llama_sbatch::add_seq_to_ubatch(llama_ubatch & ubatch, llama_sbatch_seq & seq, size_t length) {
+    GGML_ASSERT(batch != nullptr);
+    GGML_ASSERT(length <= seq.length);
+    // Can only add sequences of equal lengths to a batch,
+    // otherwise it isn't clear to which sequence a token belongs
+    GGML_ASSERT(seq.n_seq_id == 0 || ubatch.n_seqs == 0 || length == (size_t) ubatch.n_tokens / ubatch.n_seqs);
+    GGML_ASSERT((seq.n_seq_id != 0) == ubatch.equal_seqs);
+    // NOTE: loops are separated for cache-friendliness
+    if (batch->token) {
+        if (ubatch.equal_seqs) {
+            for (size_t i = 0; i < length; ++i) {
+                ubatch.token[ubatch.n_tokens + i] = batch->token[ids[seq.offset + i]];
+            }
+        } else {
+            // simple split
+            ubatch.token = batch->token + seq.offset;
+        }
+    } else {
+        ubatch.token = nullptr;
+    }
+    if (batch->embd) {
+        if (ubatch.equal_seqs) {
+            for (size_t i = 0; i < length; ++i) {
+                memcpy(
+                        ubatch.embd + (n_embd * (ubatch.n_tokens + i)),
+                        batch->embd + (n_embd * ids[seq.offset + i]),
+                        n_embd * sizeof(float)
+                      );
+            }
+        } else {
+            // simple split
+            ubatch.embd = batch->embd + (n_embd * seq.offset);
+        }
+    } else {
+        ubatch.embd = nullptr;
+    }
+    if (ubatch.equal_seqs) {
+        for (size_t i = 0; i < length; ++i) {
+            ubatch.pos[ubatch.n_tokens + i] = batch->pos[ids[seq.offset + i]];
+        }
+    } else {
+        // simple split
+        ubatch.pos = batch->pos + seq.offset;
+    }
+    if (ubatch.equal_seqs) {
+        ubatch.n_seq_id[ubatch.n_seqs] = seq.n_seq_id;
+        if (seq.seq_id) {
+            ubatch.seq_id[ubatch.n_seqs] = seq.seq_id;
+        }
+    } else {
+        // simple split
+        if (batch->n_seq_id) {
+            ubatch.n_seq_id = batch->n_seq_id + seq.offset;
+        } else {
+            for (size_t i = 0; i < length; ++i) {
+                ubatch.n_seq_id[ubatch.n_seqs + i] = 1;
+            }
+        }
+        if (batch->seq_id) {
+            ubatch.seq_id = batch->seq_id + seq.offset;
+        }
+    }
+    if (logits_all) {
+        for (size_t i = 0; i < length; ++i) {
+            ubatch.output[ubatch.n_tokens + i] = 1;
+            out_ids.push_back(ids[seq.offset + i]);
+        }
+    } else if (batch->logits) {
+        if (ubatch.equal_seqs) {
+            for (size_t i = 0; i < length; ++i) {
+                size_t id = ids[seq.offset + i];
+                int8_t is_output = batch->logits[id];
+                ubatch.output[ubatch.n_tokens + i] = is_output;
+                if (is_output) { out_ids.push_back(id); }
+            }
+        } else {
+            // simple split
+            ubatch.output = batch->logits + seq.offset;
+            for (size_t i = 0; i < length; ++i) {
+                if (ubatch.output[i] != 0) { out_ids.push_back(seq.offset + i); }
+            }
+        }
+    } else {
+        // only get last output
+        for (size_t i = 0; i < length; ++i) {
+            size_t id = ids[seq.offset + i];
+            int8_t is_last = id == ids.size() - 1;
+            ubatch.output[ubatch.n_tokens + i] = is_last;
+            if (is_last) { out_ids.push_back(id); }
+        }
+    }
+    if (ubatch.n_tokens == 0 && ubatch.n_seqs == 0) {
+        ubatch.n_seq_tokens = ubatch.equal_seqs ? length : 1;
+    }
+    ubatch.n_tokens += length;
+    ubatch.n_seqs += ubatch.equal_seqs ? 1 : length; // virtual sequences for simple splits
+    seq.offset += length;
+    seq.length -= length;
+    n_tokens -= length;
+    GGML_ASSERT(ubatch.n_tokens == ubatch.n_seq_tokens * ubatch.n_seqs);
+}
+
+llama_ubatch llama_sbatch::split_simple(size_t n_ubatch) {
+    n_ubatch = n_tokens < n_ubatch ? n_tokens : n_ubatch;
+    llama_ubatch ubatch = reserve_ubatch(n_ubatch, /* has_embd */ batch->embd != nullptr);
+    ubatch.equal_seqs = false;
+    if (!seq.empty()) {
+        llama_sbatch_seq & s = seq[0];
+        size_t length = s.length < n_ubatch ? s.length : n_ubatch;
+        GGML_ASSERT(seq.size() == 1 && s.n_seq_id == 0); // don't mix with other splits
+        add_seq_to_ubatch(ubatch, s, length);
+    }
+    return ubatch;
+}
+
+llama_ubatch llama_sbatch::split_equal(size_t n_ubatch) {
+    n_ubatch = n_tokens < n_ubatch ? n_tokens : n_ubatch;
+    llama_ubatch ubatch = reserve_ubatch(n_ubatch, /* has_embd */ batch->embd != nullptr);
+    if (!seq.empty()) {
+        size_t length = 0;
+        size_t n_tokens_in_ubatch = 0;
+        GGML_ASSERT(seq[0].n_seq_id > 0); // should not be mixed with simple splits
+                                          // smallest first, because it's easier to split this way;
+                                          // starting from the end to pop in constant time.
+        for (size_t i = seq.size(); i-- > 0;) {
+            llama_sbatch_seq & s = seq[i];
+            GGML_ASSERT(s.length > 0);
+            if (length == 0) {
+                length = s.length < n_ubatch ? s.length : n_ubatch;
+            }
+            add_seq_to_ubatch(ubatch, s, length);
+            n_tokens_in_ubatch += length;
+            // shared prompts can't be mixed with any of their sequences,
+            // so it's safer to compute them in their own ubatch
+            if (s.n_seq_id > 1) { break; }
+            // stop when there isn't enough space for another sequence
+            if (length + n_tokens_in_ubatch > n_ubatch) { break; }
+        }
+    }
+    return ubatch;
+}
+
+llama_ubatch llama_sbatch::split_seq(size_t n_ubatch) {
+    n_ubatch = n_tokens < n_ubatch ? n_tokens : n_ubatch;
+    llama_ubatch ubatch = reserve_ubatch(n_ubatch, /* has_embd */ batch->embd != nullptr);
+    if (!seq.empty()) {
+        llama_sbatch_seq & s = seq[seq.size() - 1];
+        size_t length = s.length < n_ubatch ? s.length : n_ubatch;
+        GGML_ASSERT(s.n_seq_id > 0); // should not be mixed with simple splits
+        add_seq_to_ubatch(ubatch, s, length);
+    }
+    return ubatch;
+}
+
+llama_sbatch::llama_sbatch(const llama_batch & batch, size_t n_embd, bool simple_split, bool logits_all) {
+    GGML_ASSERT(batch.n_tokens >= 0);
+    this->batch = &batch;
+    this->n_embd = n_embd;
+    this->logits_all = logits_all;
+
+    n_tokens = batch.n_tokens;
+    ids.resize(n_tokens);
+    out_ids.clear();
+    // TODO: reserve out_ids and seq
+
+    for (size_t i = 0; i < n_tokens; ++i) {
+        ids[i] = i;
+    }
+
+    if (simple_split) {
+        seq.resize(1);
+        llama_sbatch_seq & s = seq[0];
+        s.n_seq_id = 0;
+        s.seq_id = nullptr;
+        s.offset = 0;
+        s.length = n_tokens;
+        return;
+    }
+
+    std::sort(ids.begin(), ids.end(),
+            [&batch](size_t a, size_t b) {
+                int32_t n_seq_a = batch.n_seq_id ? batch.n_seq_id[a] : 1;
+                int32_t n_seq_b = batch.n_seq_id ? batch.n_seq_id[b] : 1;
+                // sort by seq_id, then by pos
+                if (n_seq_a == n_seq_b) {
+                    if (batch.seq_id) {
+                        for (int32_t i = 0; i < n_seq_a; ++i) {
+                            llama_seq_id seq_id_a = batch.seq_id[a][i];
+                            llama_seq_id seq_id_b = batch.seq_id[b][i];
+                            // smaller seq_ids go first
+                            if (seq_id_a != seq_id_b) {
+                                return seq_id_a < seq_id_b;
+                            }
+                        }
+                    }
+                    // when all else is equal, sort by pos
+                    if (batch.pos) {
+                        return batch.pos[a] < batch.pos[b];
+                    }
+                    // no pos, sort by id
+                    return a < b;
+                }
+                // shared prompts go first
+                return n_seq_a > n_seq_b;
+            }
+    );
+
+    // init seq
+    llama_sbatch_seq * last_seq = nullptr;
+
+    for (size_t i = 0; i < n_tokens; ++i) {
+        const size_t bi = ids[i];
+        const int32_t n_seqs = batch.n_seq_id[bi];
+        llama_seq_id * seq_ids = batch.seq_id[bi];
+        if (last_seq != nullptr) {
+            bool same = n_seqs == last_seq->n_seq_id;
+            for (int32_t j = 0; same && j < n_seqs; ++j) {
+                if (seq_ids[j] != last_seq->seq_id[j]) {
+                    same = false;
+                }
+            }
+            if (same) {
+                last_seq->length += 1;
+                continue;
+            }
+        }
+        llama_sbatch_seq new_seq = {n_seqs, seq_ids, i, 1};
+        seq.push_back(new_seq);
+        last_seq = &seq.back();
+    }
+
+    // keep shared prompts first at the end, then sort by length descending.
+    std::sort(seq.begin(), seq.end(),
+            [](llama_sbatch_seq & a, llama_sbatch_seq & b) {
+                if (a.n_seq_id == b.n_seq_id) {
+                    return a.length > b.length;
+                }
+                return a.n_seq_id < b.n_seq_id;
+            }
+            );
+}
+
+llama_batch_allocr::llama_batch_allocr(struct llama_batch in_batch, llama_pos p0) {
+    batch = in_batch;
+    GGML_ASSERT(batch.n_tokens > 0);
+    if (!batch.pos) {
+        pos.resize(batch.n_tokens);
+        for (int32_t i = 0; i < batch.n_tokens; i++) {
+            pos[i] = i + p0;
+        }
+        batch.pos = pos.data();
+    }
+    if (!batch.n_seq_id) {
+        n_seq_id.resize(batch.n_tokens);
+        for (int32_t i = 0; i < batch.n_tokens; i++) {
+            n_seq_id[i] = seq_id_0.size();
+        }
+        batch.n_seq_id = n_seq_id.data();
+    }
+    if (!batch.seq_id) {
+        seq_id.resize(batch.n_tokens + 1);
+        seq_id[batch.n_tokens] = NULL;
+        for (int32_t i = 0; i < batch.n_tokens; i++) {
+            seq_id[i] = seq_id_0.data();
+        }
+        batch.seq_id = seq_id.data();
+    }
+    if (!batch.logits) {
+        logits.resize(batch.n_tokens);
+        logits[logits.size() - 1] = true;
+        batch.logits = logits.data();
+    }
+}
+
+//
+// interface implementation
+//
+
+struct llama_batch llama_batch_get_one(
+             llama_token * tokens,
+                 int32_t   n_tokens) {
+    return {
+        /*n_tokens       =*/ n_tokens,
+        /*tokens         =*/ tokens,
+        /*embd           =*/ nullptr,
+        /*pos            =*/ nullptr,
+        /*n_seq_id       =*/ nullptr,
+        /*seq_id         =*/ nullptr,
+        /*logits         =*/ nullptr,
+    };
+}
+
+struct llama_batch llama_batch_init(int32_t n_tokens_alloc, int32_t embd, int32_t n_seq_max) {
+    llama_batch batch = {
+        /*n_tokens       =*/ 0,
+        /*tokens         =*/ nullptr,
+        /*embd           =*/ nullptr,
+        /*pos            =*/ nullptr,
+        /*n_seq_id       =*/ nullptr,
+        /*seq_id         =*/ nullptr,
+        /*logits         =*/ nullptr,
+    };
+
+    if (embd) {
+        batch.embd = (float *) malloc(sizeof(float) * n_tokens_alloc * embd);
+    } else {
+        batch.token = (llama_token *) malloc(sizeof(llama_token) * n_tokens_alloc);
+    }
+
+    batch.pos      = (llama_pos *)     malloc(sizeof(llama_pos)      * n_tokens_alloc);
+    batch.n_seq_id = (int32_t *)       malloc(sizeof(int32_t)        * n_tokens_alloc);
+    batch.seq_id   = (llama_seq_id **) malloc(sizeof(llama_seq_id *) * (n_tokens_alloc + 1));
+    for (int i = 0; i < n_tokens_alloc; ++i) {
+        batch.seq_id[i] = (llama_seq_id *) malloc(sizeof(llama_seq_id) * n_seq_max);
+    }
+    batch.seq_id[n_tokens_alloc] = nullptr;
+
+    batch.logits   = (int8_t *)        malloc(sizeof(int8_t)         * n_tokens_alloc);
+
+    return batch;
+}
+
+void llama_batch_free(struct llama_batch batch) {
+    if (batch.token)    free(batch.token);
+    if (batch.embd)     free(batch.embd);
+    if (batch.pos)      free(batch.pos);
+    if (batch.n_seq_id) free(batch.n_seq_id);
+    if (batch.seq_id) {
+        for (int i = 0; batch.seq_id[i] != nullptr; ++i) {
+            free(batch.seq_id[i]);
+        }
+        free(batch.seq_id);
+    }
+    if (batch.logits)   free(batch.logits);
+}
diff --git a/llama/llama.cpp/src/llama-batch.h b/llama/llama.cpp/src/llama-batch.h
new file mode 100644
index 0000000..6305051
--- /dev/null
+++ b/llama/llama.cpp/src/llama-batch.h
@@ -0,0 +1,89 @@
+#pragma once
+
+#include "llama.h"
+
+#include <array>
+#include <vector>
+
+// very similar to llama_batch,
+// but has more metadata about sequences
+struct llama_ubatch {
+    bool equal_seqs;
+    // TODO: whole_seqs for embeddings?
+
+    uint32_t n_tokens; // total tokens (n_seq_tokens * n_seqs)
+    uint32_t n_seq_tokens; // tokens per sequence
+    uint32_t n_seqs;
+
+    llama_token  *  token;    // [n_tokens]
+    float        *  embd;     // [n_embd, n_tokens]
+    llama_pos    *  pos;      // [n_tokens]
+    int32_t      *  n_seq_id; // [n_seqs]
+    llama_seq_id ** seq_id;   // [n_seqs]
+    int8_t       *  output;   // [n_tokens]
+};
+
+struct llama_sbatch_seq {
+    int32_t n_seq_id;
+
+    llama_seq_id * seq_id;
+
+    size_t offset;
+    size_t length;
+};
+
+// sequence-length-aware batch splitting
+struct llama_sbatch {
+    // tokens left in this batch
+    size_t n_tokens;
+
+    size_t n_embd;
+
+    bool logits_all; // TODO: remove once lctx.logits_all is removed too
+
+    // sorted indices into the batch
+    std::vector<int64_t> ids;
+    // batch indices of the output
+    std::vector<int64_t> out_ids;
+    std::vector<llama_sbatch_seq> seq;
+
+    const llama_batch * batch = nullptr;
+
+    // buffers for the ubatch
+    std::vector<llama_token>    ubatch_token;
+    std::vector<float>          ubatch_embd;
+    std::vector<llama_pos>      ubatch_pos;
+    std::vector<int32_t>        ubatch_n_seq_id;
+    std::vector<llama_seq_id *> ubatch_seq_id;
+    std::vector<int8_t>         ubatch_output;
+
+    llama_ubatch reserve_ubatch(size_t n_ubatch, bool has_embd = false);
+
+    void add_seq_to_ubatch(llama_ubatch & ubatch, llama_sbatch_seq & seq, size_t length);
+
+    // simple split, unknown number of sequences of unequal lengths
+    llama_ubatch split_simple(size_t n_ubatch);
+
+    // make batches of equal-length sequences
+    llama_ubatch split_equal(size_t n_ubatch);
+
+    // sequence-wise split
+    llama_ubatch split_seq(size_t n_ubatch);
+
+    llama_sbatch() = default;
+    llama_sbatch(const llama_batch & batch, size_t n_embd, bool simple_split = false, bool logits_all = false);
+};
+
+// temporary allocate memory for the input batch if needed
+struct llama_batch_allocr {
+    struct llama_batch batch;
+
+    std::array<llama_seq_id, 1> seq_id_0 = { 0 }; // default sequence id
+    std::vector<llama_pos>      pos;
+    std::vector<int32_t>        n_seq_id;
+    std::vector<llama_seq_id *> seq_id;
+    std::vector<int8_t>         logits;
+
+    // optionally fulfill the batch returned by llama_batch_get_one
+    llama_batch_allocr(struct llama_batch in_batch, llama_pos p0);
+};
diff --git a/llama/llama.cpp/src/llama-chat.cpp b/llama/llama.cpp/src/llama-chat.cpp
new file mode 100644
index 0000000..d12743e
--- /dev/null
+++ b/llama/llama.cpp/src/llama-chat.cpp
@@ -0,0 +1,663 @@
+#include "llama-chat.h"
+
+#include "llama.h"
+
+#include <map>
+#include <sstream>
+#include <algorithm>
+
+#if __cplusplus >= 202000L
+    #define LU8(x) (const char*)(u8##x)
+#else
+    #define LU8(x) u8##x
+#endif
+
+// trim whitespace from the beginning and end of a string
+static std::string trim(const std::string & str) {
+    size_t start = 0;
+    size_t end = str.size();
+    while (start < end && isspace(str[start])) {
+        start += 1;
+    }
+    while (end > start && isspace(str[end - 1])) {
+        end -= 1;
+    }
+    return str.substr(start, end - start);
+}
+
+static const std::map<std::string, llm_chat_template> LLM_CHAT_TEMPLATES = {
+    { "chatml",            LLM_CHAT_TEMPLATE_CHATML            },
+    { "llama2",            LLM_CHAT_TEMPLATE_LLAMA_2           },
+    { "llama2-sys",        LLM_CHAT_TEMPLATE_LLAMA_2_SYS       },
+    { "llama2-sys-bos",    LLM_CHAT_TEMPLATE_LLAMA_2_SYS_BOS   },
+    { "llama2-sys-strip",  LLM_CHAT_TEMPLATE_LLAMA_2_SYS_STRIP },
+    { "mistral-v1",        LLM_CHAT_TEMPLATE_MISTRAL_V1        },
+    { "mistral-v3",        LLM_CHAT_TEMPLATE_MISTRAL_V3        },
+    { "mistral-v3-tekken", LLM_CHAT_TEMPLATE_MISTRAL_V3_TEKKEN },
+    { "mistral-v7",        LLM_CHAT_TEMPLATE_MISTRAL_V7        },
+    { "mistral-v7-tekken", LLM_CHAT_TEMPLATE_MISTRAL_V7_TEKKEN },
+    { "phi3",              LLM_CHAT_TEMPLATE_PHI_3             },
+    { "phi4",              LLM_CHAT_TEMPLATE_PHI_4             },
+    { "falcon3",           LLM_CHAT_TEMPLATE_FALCON_3          },
+    { "zephyr",            LLM_CHAT_TEMPLATE_ZEPHYR            },
+    { "monarch",           LLM_CHAT_TEMPLATE_MONARCH           },
+    { "gemma",             LLM_CHAT_TEMPLATE_GEMMA             },
+    { "orion",             LLM_CHAT_TEMPLATE_ORION             },
+    { "openchat",          LLM_CHAT_TEMPLATE_OPENCHAT          },
+    { "vicuna",            LLM_CHAT_TEMPLATE_VICUNA            },
+    { "vicuna-orca",       LLM_CHAT_TEMPLATE_VICUNA_ORCA       },
+    { "deepseek",          LLM_CHAT_TEMPLATE_DEEPSEEK          },
+    { "deepseek2",         LLM_CHAT_TEMPLATE_DEEPSEEK_2        },
+    { "deepseek3",         LLM_CHAT_TEMPLATE_DEEPSEEK_3        },
+    { "command-r",         LLM_CHAT_TEMPLATE_COMMAND_R         },
+    { "llama3",            LLM_CHAT_TEMPLATE_LLAMA_3           },
+    { "chatglm3",          LLM_CHAT_TEMPLATE_CHATGLM_3         },
+    { "chatglm4",          LLM_CHAT_TEMPLATE_CHATGLM_4         },
+    { "glmedge",           LLM_CHAT_TEMPLATE_GLMEDGE           },
+    { "minicpm",           LLM_CHAT_TEMPLATE_MINICPM           },
+    { "exaone3",           LLM_CHAT_TEMPLATE_EXAONE_3          },
+    { "rwkv-world",        LLM_CHAT_TEMPLATE_RWKV_WORLD        },
+    { "granite",           LLM_CHAT_TEMPLATE_GRANITE           },
+    { "gigachat",          LLM_CHAT_TEMPLATE_GIGACHAT          },
+    { "megrez",            LLM_CHAT_TEMPLATE_MEGREZ            },
+    { "yandex",            LLM_CHAT_TEMPLATE_YANDEX            },
+    { "bailing",           LLM_CHAT_TEMPLATE_BAILING           },
+    { "llama4",            LLM_CHAT_TEMPLATE_LLAMA4            },
+    { "smolvlm",           LLM_CHAT_TEMPLATE_SMOLVLM           },
+};
+
+llm_chat_template llm_chat_template_from_str(const std::string & name) {
+    return LLM_CHAT_TEMPLATES.at(name);
+}
+
+llm_chat_template llm_chat_detect_template(const std::string & tmpl) {
+    try {
+        return llm_chat_template_from_str(tmpl);
+    } catch (const std::out_of_range &) {
+        // ignore
+    }
+
+    auto tmpl_contains = [&tmpl](const char * haystack) -> bool {
+        return tmpl.find(haystack) != std::string::npos;
+    };
+    if (tmpl_contains("<|im_start|>")) {
+        return tmpl_contains("<|im_sep|>")
+            ? LLM_CHAT_TEMPLATE_PHI_4
+            : tmpl_contains("<end_of_utterance>")
+                ? LLM_CHAT_TEMPLATE_SMOLVLM // SmolVLM uses <|im_start|> as BOS, but it is NOT chatml
+                : LLM_CHAT_TEMPLATE_CHATML;
+    } else if (tmpl.find("mistral") == 0 || tmpl_contains("[INST]")) {
+        if (tmpl_contains("[SYSTEM_PROMPT]")) {
+            return LLM_CHAT_TEMPLATE_MISTRAL_V7;
+        } else if (
+            // catches official 'v1' template
+            tmpl_contains("' [INST] ' + system_message")
+            // catches official 'v3' and 'v3-tekken' templates
+            || tmpl_contains("[AVAILABLE_TOOLS]")
+        ) {
+            // Official mistral 'v1', 'v3' and 'v3-tekken' templates
+            // See: https://github.com/mistralai/cookbook/blob/main/concept-deep-dive/tokenization/chat_templates.md
+            // See: https://github.com/mistralai/cookbook/blob/main/concept-deep-dive/tokenization/templates.md
+            if (tmpl_contains(" [INST]")) {
+                return LLM_CHAT_TEMPLATE_MISTRAL_V1;
+            } else if (tmpl_contains("\"[INST]\"")) {
+                return LLM_CHAT_TEMPLATE_MISTRAL_V3_TEKKEN;
+            }
+            return LLM_CHAT_TEMPLATE_MISTRAL_V3;
+        } else {
+            // llama2 template and its variants
+            // [variant] support system message
+            // See: https://huggingface.co/blog/llama2#how-to-prompt-llama-2
+            bool support_system_message = tmpl_contains("<<SYS>>");
+            bool add_bos_inside_history = tmpl_contains("bos_token + '[INST]");
+            bool strip_message = tmpl_contains("content.strip()");
+            if (strip_message) {
+                return LLM_CHAT_TEMPLATE_LLAMA_2_SYS_STRIP;
+            } else if (add_bos_inside_history) {
+                return LLM_CHAT_TEMPLATE_LLAMA_2_SYS_BOS;
+            } else if (support_system_message) {
+                return LLM_CHAT_TEMPLATE_LLAMA_2_SYS;
+            } else {
+                return LLM_CHAT_TEMPLATE_LLAMA_2;
+            }
+        }
+    } else if (tmpl_contains("<|assistant|>") && tmpl_contains("<|end|>")) {
+        return LLM_CHAT_TEMPLATE_PHI_3;
+    } else if (tmpl_contains("[gMASK]<sop>")) {
+        return LLM_CHAT_TEMPLATE_CHATGLM_4;
+    } else if (tmpl_contains("<|assistant|>") && tmpl_contains("<|user|>")) {
+        return tmpl_contains("</s>") ? LLM_CHAT_TEMPLATE_FALCON_3 : LLM_CHAT_TEMPLATE_GLMEDGE;
+    } else if (tmpl_contains("<|{{ item['role'] }}|>") && tmpl_contains("<|begin_of_image|>")) {
+        return LLM_CHAT_TEMPLATE_GLMEDGE;
+    } else if (tmpl_contains("<|user|>") && tmpl_contains("<|endoftext|>")) {
+        return LLM_CHAT_TEMPLATE_ZEPHYR;
+    } else if (tmpl_contains("bos_token + message['role']")) {
+        return LLM_CHAT_TEMPLATE_MONARCH;
+    } else if (tmpl_contains("<start_of_turn>")) {
+        return LLM_CHAT_TEMPLATE_GEMMA;
+    } else if (tmpl_contains("'\\n\\nAssistant: ' + eos_token")) {
+        // OrionStarAI/Orion-14B-Chat
+        return LLM_CHAT_TEMPLATE_ORION;
+    } else if (tmpl_contains("GPT4 Correct ")) {
+        // openchat/openchat-3.5-0106
+        return LLM_CHAT_TEMPLATE_OPENCHAT;
+    } else if (tmpl_contains("USER: ") && tmpl_contains("ASSISTANT: ")) {
+        // eachadea/vicuna-13b-1.1 (and Orca variant)
+        if (tmpl_contains("SYSTEM: ")) {
+            return LLM_CHAT_TEMPLATE_VICUNA_ORCA;
+        }
+        return LLM_CHAT_TEMPLATE_VICUNA;
+    } else if (tmpl_contains("### Instruction:") && tmpl_contains("<|EOT|>")) {
+        // deepseek-ai/deepseek-coder-33b-instruct
+        return LLM_CHAT_TEMPLATE_DEEPSEEK;
+    } else if (tmpl_contains("<|START_OF_TURN_TOKEN|>") && tmpl_contains("<|USER_TOKEN|>")) {
+        // CohereForAI/c4ai-command-r-plus
+        return LLM_CHAT_TEMPLATE_COMMAND_R;
+    } else if (tmpl_contains("<|start_header_id|>") && tmpl_contains("<|end_header_id|>")) {
+        return LLM_CHAT_TEMPLATE_LLAMA_3;
+    } else if (tmpl_contains("[gMASK]sop")) {
+        // chatglm3-6b
+        return LLM_CHAT_TEMPLATE_CHATGLM_3;
+    } else if (tmpl_contains(LU8("<用户>"))) {
+        // MiniCPM-3B-OpenHermes-2.5-v2-GGUF
+        return LLM_CHAT_TEMPLATE_MINICPM;
+    } else if (tmpl_contains("'Assistant: ' + message['content'] + eos_token")) {
+        return LLM_CHAT_TEMPLATE_DEEPSEEK_2;
+    } else if (tmpl_contains(LU8("<｜Assistant｜>")) && tmpl_contains(LU8("<｜User｜>")) && tmpl_contains(LU8("<｜end▁of▁sentence｜>"))) {
+        return LLM_CHAT_TEMPLATE_DEEPSEEK_3;
+    } else if (tmpl_contains("[|system|]") && tmpl_contains("[|assistant|]") && tmpl_contains("[|endofturn|]")) {
+        // ref: https://huggingface.co/LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct/discussions/8#66bae61b1893d14ee8ed85bb
+        // EXAONE-3.0-7.8B-Instruct
+        return LLM_CHAT_TEMPLATE_EXAONE_3;
+    } else if (tmpl_contains("rwkv-world")) {
+        return LLM_CHAT_TEMPLATE_RWKV_WORLD;
+    } else if (tmpl_contains("<|start_of_role|>")) {
+        return LLM_CHAT_TEMPLATE_GRANITE;
+    } else if (tmpl_contains("message['role'] + additional_special_tokens[0] + message['content'] + additional_special_tokens[1]")) {
+        return LLM_CHAT_TEMPLATE_GIGACHAT;
+    } else if (tmpl_contains("<|role_start|>")) {
+        return LLM_CHAT_TEMPLATE_MEGREZ;
+    } else if (tmpl_contains(" Ассистент:")) {
+        return LLM_CHAT_TEMPLATE_YANDEX;
+    } else if (tmpl_contains("<role>ASSISTANT</role>") && tmpl_contains("'HUMAN'")) {
+        return LLM_CHAT_TEMPLATE_BAILING;
+    } else if (tmpl_contains("<|header_start|>") && tmpl_contains("<|header_end|>")) {
+        return LLM_CHAT_TEMPLATE_LLAMA4;
+    }
+    return LLM_CHAT_TEMPLATE_UNKNOWN;
+}
+
+// Simple version of "llama_apply_chat_template" that only works with strings
+// This function uses heuristic checks to determine commonly used template. It is not a jinja parser.
+int32_t llm_chat_apply_template(
+    llm_chat_template tmpl,
+    const std::vector<const llama_chat_message *> & chat,
+    std::string & dest, bool add_ass) {
+    // Taken from the research: https://github.com/ggerganov/llama.cpp/issues/5527
+    std::stringstream ss;
+    if (tmpl == LLM_CHAT_TEMPLATE_CHATML) {
+        // chatml template
+        for (auto message : chat) {
+            ss << "<|im_start|>" << message->role << "\n" << message->content << "<|im_end|>\n";
+        }
+        if (add_ass) {
+            ss << "<|im_start|>assistant\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_MISTRAL_V7 || tmpl == LLM_CHAT_TEMPLATE_MISTRAL_V7_TEKKEN) {
+        // Official mistral 'v7' template
+        // See: https://huggingface.co/mistralai/Mistral-Large-Instruct-2411#basic-instruct-template-v7
+        //      https://huggingface.co/mistralai/Mistral-Small-3.1-24B-Instruct-2503#basic-instruct-template-v7-tekken
+        const char * trailing_space = tmpl == LLM_CHAT_TEMPLATE_MISTRAL_V7 ? " " : "";
+        for (auto message : chat) {
+            std::string role(message->role);
+            std::string content(message->content);
+            if (role == "system") {
+                ss << "[SYSTEM_PROMPT]" << trailing_space << content << "[/SYSTEM_PROMPT]";
+            } else if (role == "user") {
+                ss << "[INST]" << trailing_space << content << "[/INST]";
+            } else {
+                ss << trailing_space << content << "</s>";
+            }
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_MISTRAL_V1
+            || tmpl == LLM_CHAT_TEMPLATE_MISTRAL_V3
+            || tmpl == LLM_CHAT_TEMPLATE_MISTRAL_V3_TEKKEN) {
+        // See: https://github.com/mistralai/cookbook/blob/main/concept-deep-dive/tokenization/chat_templates.md
+        // See: https://github.com/mistralai/cookbook/blob/main/concept-deep-dive/tokenization/templates.md
+        std::string leading_space = tmpl == LLM_CHAT_TEMPLATE_MISTRAL_V1 ? " " : "";
+        std::string trailing_space = tmpl == LLM_CHAT_TEMPLATE_MISTRAL_V3_TEKKEN ? "" : " ";
+        bool trim_assistant_message = tmpl == LLM_CHAT_TEMPLATE_MISTRAL_V3;
+        bool is_inside_turn = false;
+        for (auto message : chat) {
+            if (!is_inside_turn) {
+                ss << leading_space << "[INST]" << trailing_space;
+                is_inside_turn = true;
+            }
+            std::string role(message->role);
+            std::string content(message->content);
+            if (role == "system") {
+                ss << content << "\n\n";
+            } else if (role == "user") {
+                ss << content << leading_space << "[/INST]";
+            } else {
+                ss << trailing_space << (trim_assistant_message ? trim(content) : content) << "</s>";
+                is_inside_turn = false;
+            }
+        }
+    } else if (
+            tmpl == LLM_CHAT_TEMPLATE_LLAMA_2
+            || tmpl == LLM_CHAT_TEMPLATE_LLAMA_2_SYS
+            || tmpl == LLM_CHAT_TEMPLATE_LLAMA_2_SYS_BOS
+            || tmpl == LLM_CHAT_TEMPLATE_LLAMA_2_SYS_STRIP) {
+        // llama2 template and its variants
+        // [variant] support system message
+        // See: https://huggingface.co/blog/llama2#how-to-prompt-llama-2
+        bool support_system_message = tmpl != LLM_CHAT_TEMPLATE_LLAMA_2;
+        // [variant] add BOS inside history
+        bool add_bos_inside_history = tmpl == LLM_CHAT_TEMPLATE_LLAMA_2_SYS_BOS;
+        // [variant] trim spaces from the input message
+        bool strip_message = tmpl == LLM_CHAT_TEMPLATE_LLAMA_2_SYS_STRIP;
+        // construct the prompt
+        bool is_inside_turn = true; // skip BOS at the beginning
+        ss << "[INST] ";
+        for (auto message : chat) {
+            std::string content = strip_message ? trim(message->content) : message->content;
+            std::string role(message->role);
+            if (!is_inside_turn) {
+                is_inside_turn = true;
+                ss << (add_bos_inside_history ? "<s>[INST] " : "[INST] ");
+            }
+            if (role == "system") {
+                if (support_system_message) {
+                    ss << "<<SYS>>\n" << content << "\n<</SYS>>\n\n";
+                } else {
+                    // if the model does not support system message, we still include it in the first message, but without <<SYS>>
+                    ss << content << "\n";
+                }
+            } else if (role == "user") {
+                ss << content << " [/INST]";
+            } else {
+                ss << content << "</s>";
+                is_inside_turn = false;
+            }
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_PHI_3) {
+        // Phi 3
+        for (auto message : chat) {
+            std::string role(message->role);
+            ss << "<|" << role << "|>\n" << message->content << "<|end|>\n";
+        }
+        if (add_ass) {
+            ss << "<|assistant|>\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_PHI_4) {
+        // chatml template
+        for (auto message : chat) {
+            ss << "<|im_start|>" << message->role << "<|im_sep|>" << message->content << "<|im_end|>";
+        }
+        if (add_ass) {
+            ss << "<|im_start|>assistant<|im_sep|>";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_FALCON_3) {
+        // Falcon 3
+        for (auto message : chat) {
+            std::string role(message->role);
+            ss << "<|" << role << "|>\n" << message->content << "\n";
+        }
+        if (add_ass) {
+            ss << "<|assistant|>\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_ZEPHYR) {
+        // zephyr template
+        for (auto message : chat) {
+            ss << "<|" << message->role << "|>" << "\n" << message->content << "<|endoftext|>\n";
+        }
+        if (add_ass) {
+            ss << "<|assistant|>\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_MONARCH) {
+        // mlabonne/AlphaMonarch-7B template (the <s> is included inside history)
+        for (auto message : chat) {
+            std::string bos = (message == chat.front()) ? "" : "<s>"; // skip BOS for first message
+            ss << bos << message->role << "\n" << message->content << "</s>\n";
+        }
+        if (add_ass) {
+            ss << "<s>assistant\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_GEMMA) {
+        // google/gemma-7b-it
+        std::string system_prompt = "";
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                // there is no system message for gemma, but we will merge it with user prompt, so nothing is broken
+                system_prompt = trim(message->content);
+                continue;
+            }
+            // in gemma, "assistant" is "model"
+            role = role == "assistant" ? "model" : message->role;
+            ss << "<start_of_turn>" << role << "\n";
+            if (!system_prompt.empty() && role != "model") {
+                ss << system_prompt << "\n\n";
+                system_prompt = "";
+            }
+            ss << trim(message->content) << "<end_of_turn>\n";
+        }
+        if (add_ass) {
+            ss << "<start_of_turn>model\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_ORION) {
+        // OrionStarAI/Orion-14B-Chat
+        std::string system_prompt = "";
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                // there is no system message support, we will merge it with user prompt
+                system_prompt = message->content;
+                continue;
+            } else if (role == "user") {
+                ss << "Human: ";
+                if (!system_prompt.empty()) {
+                    ss << system_prompt << "\n\n";
+                    system_prompt = "";
+                }
+                ss << message->content << "\n\nAssistant: </s>";
+            } else {
+                ss << message->content << "</s>";
+            }
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_OPENCHAT) {
+        // openchat/openchat-3.5-0106,
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                ss << message->content << "<|end_of_turn|>";
+            } else {
+                role[0] = toupper(role[0]);
+                ss << "GPT4 Correct " << role << ": " << message->content << "<|end_of_turn|>";
+            }
+        }
+        if (add_ass) {
+            ss << "GPT4 Correct Assistant:";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_VICUNA || tmpl == LLM_CHAT_TEMPLATE_VICUNA_ORCA) {
+        // eachadea/vicuna-13b-1.1 (and Orca variant)
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                // Orca-Vicuna variant uses a system prefix
+                if (tmpl == LLM_CHAT_TEMPLATE_VICUNA_ORCA) {
+                    ss << "SYSTEM: " << message->content << "\n";
+                } else {
+                    ss << message->content << "\n\n";
+                }
+            } else if (role == "user") {
+                ss << "USER: " << message->content << "\n";
+            } else if (role == "assistant") {
+                ss << "ASSISTANT: " << message->content << "</s>\n";
+            }
+        }
+        if (add_ass) {
+            ss << "ASSISTANT:";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_DEEPSEEK) {
+        // deepseek-ai/deepseek-coder-33b-instruct
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                ss << message->content;
+            } else if (role == "user") {
+                ss << "### Instruction:\n" << message->content << "\n";
+            } else if (role == "assistant") {
+                ss << "### Response:\n" << message->content << "\n<|EOT|>\n";
+            }
+        }
+        if (add_ass) {
+            ss << "### Response:\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_COMMAND_R) {
+        // CohereForAI/c4ai-command-r-plus
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                ss << "<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>" << trim(message->content) << "<|END_OF_TURN_TOKEN|>";
+            } else if (role == "user") {
+                ss << "<|START_OF_TURN_TOKEN|><|USER_TOKEN|>" << trim(message->content) << "<|END_OF_TURN_TOKEN|>";
+            } else if (role == "assistant") {
+                ss << "<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>" << trim(message->content) << "<|END_OF_TURN_TOKEN|>";
+            }
+        }
+        if (add_ass) {
+            ss << "<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_LLAMA_3) {
+        // Llama 3
+        for (auto message : chat) {
+            std::string role(message->role);
+            ss << "<|start_header_id|>" << role << "<|end_header_id|>\n\n" << trim(message->content) << "<|eot_id|>";
+        }
+        if (add_ass) {
+            ss << "<|start_header_id|>assistant<|end_header_id|>\n\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_CHATGLM_3) {
+        // chatglm3-6b
+        ss << "[gMASK]" << "sop";
+        for (auto message : chat) {
+            std::string role(message->role);
+            ss << "<|" << role << "|>" << "\n " << message->content;
+        }
+        if (add_ass) {
+            ss << "<|assistant|>";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_CHATGLM_4) {
+        ss << "[gMASK]" << "<sop>";
+        for (auto message : chat) {
+            std::string role(message->role);
+            ss << "<|" << role << "|>" << "\n" << message->content;
+        }
+        if (add_ass) {
+            ss << "<|assistant|>\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_GLMEDGE) {
+        for (auto message : chat) {
+            std::string role(message->role);
+            ss << "<|" << role << "|>" << "\n" << message->content;
+        }
+        if (add_ass) {
+            ss << "<|assistant|>";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_MINICPM) {
+        // MiniCPM-3B-OpenHermes-2.5-v2-GGUF
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "user") {
+                ss << LU8("<用户>");
+                ss << trim(message->content);
+                ss << "<AI>";
+            } else {
+                ss << trim(message->content);
+            }
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_DEEPSEEK_2) {
+        // DeepSeek-V2
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                ss << message->content << "\n\n";
+            } else if (role == "user") {
+                ss << "User: " << message->content << "\n\n";
+            } else if (role == "assistant") {
+                ss << "Assistant: " << message->content << LU8("<｜end▁of▁sentence｜>");
+            }
+        }
+        if (add_ass) {
+            ss << "Assistant:";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_DEEPSEEK_3) {
+        // DeepSeek-V3
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                ss << message->content << "\n\n";
+            } else if (role == "user") {
+                ss << LU8("<｜User｜>") << message->content;
+            } else if (role == "assistant") {
+                ss << LU8("<｜Assistant｜>") << message->content << LU8("<｜end▁of▁sentence｜>");
+            }
+        }
+        if (add_ass) {
+            ss << LU8("<｜Assistant｜>");
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_EXAONE_3) {
+        // ref: https://huggingface.co/LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct/discussions/8#66bae61b1893d14ee8ed85bb
+        // EXAONE-3.0-7.8B-Instruct
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                ss << "[|system|]" << trim(message->content) << "[|endofturn|]\n";
+            } else if (role == "user") {
+                ss << "[|user|]" << trim(message->content) << "\n";
+            } else if (role == "assistant") {
+                ss << "[|assistant|]" << trim(message->content) << "[|endofturn|]\n";
+            }
+        }
+        if (add_ass) {
+            ss << "[|assistant|]";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_RWKV_WORLD) {
+        // this template requires the model to have "\n\n" as EOT token
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "user") {
+                ss << "User: " << message->content << "\n\nAssistant:";
+            } else {
+                ss << message->content << "\n\n";
+            }
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_GRANITE) {
+        // IBM Granite template
+        for (const auto & message : chat) {
+            std::string role(message->role);
+            ss << "<|start_of_role|>" << role << "<|end_of_role|>";
+            if (role == "assistant_tool_call") {
+                ss << "<|tool_call|>";
+            }
+            ss << message->content << "<|end_of_text|>\n";
+        }
+        if (add_ass) {
+            ss << "<|start_of_role|>assistant<|end_of_role|>\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_GIGACHAT) {
+        // GigaChat template
+        bool has_system = !chat.empty() && std::string(chat[0]->role) == "system";
+
+        // Handle system message if present
+        if (has_system) {
+            ss << "<s>" << chat[0]->content << "<|message_sep|>";
+        } else {
+            ss << "<s>";
+        }
+
+        // Process remaining messages
+        for (size_t i = has_system ? 1 : 0; i < chat.size(); i++) {
+            std::string role(chat[i]->role);
+            if (role == "user") {
+                ss << "user<|role_sep|>" << chat[i]->content << "<|message_sep|>"
+                << "available functions<|role_sep|>[]<|message_sep|>";
+            } else if (role == "assistant") {
+                ss << "assistant<|role_sep|>" << chat[i]->content << "<|message_sep|>";
+            }
+        }
+
+        // Add generation prompt if needed
+        if (add_ass) {
+            ss << "assistant<|role_sep|>";
+        }
+    }  else if (tmpl == LLM_CHAT_TEMPLATE_MEGREZ) {
+        // Megrez template
+        for (auto message : chat) {
+            std::string role(message->role);
+            ss << "<|role_start|>" << role << "<|role_end|>" << message->content << "<|turn_end|>";
+        }
+
+        if (add_ass) {
+            ss << "<|role_start|>assistant<|role_end|>";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_YANDEX) {
+        // Yandex template ("\n\n" is defined as EOT token)
+
+        ss << "<s>";
+
+        for (size_t i = 0; i < chat.size(); i++) {
+            std::string role(chat[i]->role);
+            if (role == "user") {
+                ss << " Пользователь: " << chat[i]->content << "\n\n";
+            } else if (role == "assistant") {
+                ss << " Ассистент: " << chat[i]->content << "\n\n";
+            }
+        }
+
+        // Add generation prompt if needed
+        if (add_ass) {
+            ss << " Ассистент:[SEP]";
+        }
+    }  else if (tmpl == LLM_CHAT_TEMPLATE_BAILING) {
+        // Bailing (Ling) template
+        for (auto message : chat) {
+            std::string role(message->role);
+
+            if (role == "user") {
+                role = "HUMAN";
+            } else {
+                std::transform(role.begin(), role.end(), role.begin(), ::toupper);
+            }
+
+            ss << "<role>" << role << "</role>" << message->content;
+        }
+
+        if (add_ass) {
+            ss << "<role>ASSISTANT</role>";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_LLAMA4) {
+        // Llama 4
+        for (auto message : chat) {
+            std::string role(message->role);
+            ss << "<|header_start|>" << role << "<|header_end|>\n\n" << trim(message->content) << "<|eot|>";
+        }
+        if (add_ass) {
+            ss << "<|header_start|>assistant<|header_end|>\n\n";
+        }
+    } else if (tmpl == LLM_CHAT_TEMPLATE_SMOLVLM) {
+        // SmolVLM
+        ss << "<|im_start|>"; // uses <|im_start|> as BOS, but the actual content is NOT chatml
+        for (auto message : chat) {
+            std::string role(message->role);
+            if (role == "system") {
+                ss << message->content << "\n\n";
+            } else if (role == "user") {
+                ss << "User: " << message->content << "<end_of_utterance>\n";
+            } else {
+                ss << "Assistant: " << message->content << "<end_of_utterance>\n";
+            }
+        }
+        if (add_ass) {
+            ss << "Assistant:";
+        }
+    } else {
+        // template not supported
+        return -1;
+    }
+    dest = ss.str();
+    return dest.size();
+}
+
+// public interface
+
+int32_t llama_chat_builtin_templates(const char ** output, size_t len) {
+    auto it = LLM_CHAT_TEMPLATES.begin();
+    for (size_t i = 0; i < std::min(len, LLM_CHAT_TEMPLATES.size()); i++) {
+        output[i] = it->first.c_str();
+        std::advance(it, 1);
+    }
+    return (int32_t) LLM_CHAT_TEMPLATES.size();
+}
diff --git a/llama/llama.cpp/src/llama-chat.h b/llama/llama.cpp/src/llama-chat.h
new file mode 100644
index 0000000..db24ade
--- /dev/null
+++ b/llama/llama.cpp/src/llama-chat.h
@@ -0,0 +1,58 @@
+#pragma once
+
+#include <string>
+#include <vector>
+#include <cstdint>
+
+enum llm_chat_template {
+    LLM_CHAT_TEMPLATE_CHATML,
+    LLM_CHAT_TEMPLATE_LLAMA_2,
+    LLM_CHAT_TEMPLATE_LLAMA_2_SYS,
+    LLM_CHAT_TEMPLATE_LLAMA_2_SYS_BOS,
+    LLM_CHAT_TEMPLATE_LLAMA_2_SYS_STRIP,
+    LLM_CHAT_TEMPLATE_MISTRAL_V1,
+    LLM_CHAT_TEMPLATE_MISTRAL_V3,
+    LLM_CHAT_TEMPLATE_MISTRAL_V3_TEKKEN,
+    LLM_CHAT_TEMPLATE_MISTRAL_V7,
+    LLM_CHAT_TEMPLATE_MISTRAL_V7_TEKKEN,
+    LLM_CHAT_TEMPLATE_PHI_3,
+    LLM_CHAT_TEMPLATE_PHI_4,
+    LLM_CHAT_TEMPLATE_FALCON_3,
+    LLM_CHAT_TEMPLATE_ZEPHYR,
+    LLM_CHAT_TEMPLATE_MONARCH,
+    LLM_CHAT_TEMPLATE_GEMMA,
+    LLM_CHAT_TEMPLATE_ORION,
+    LLM_CHAT_TEMPLATE_OPENCHAT,
+    LLM_CHAT_TEMPLATE_VICUNA,
+    LLM_CHAT_TEMPLATE_VICUNA_ORCA,
+    LLM_CHAT_TEMPLATE_DEEPSEEK,
+    LLM_CHAT_TEMPLATE_DEEPSEEK_2,
+    LLM_CHAT_TEMPLATE_DEEPSEEK_3,
+    LLM_CHAT_TEMPLATE_COMMAND_R,
+    LLM_CHAT_TEMPLATE_LLAMA_3,
+    LLM_CHAT_TEMPLATE_CHATGLM_3,
+    LLM_CHAT_TEMPLATE_CHATGLM_4,
+    LLM_CHAT_TEMPLATE_GLMEDGE,
+    LLM_CHAT_TEMPLATE_MINICPM,
+    LLM_CHAT_TEMPLATE_EXAONE_3,
+    LLM_CHAT_TEMPLATE_RWKV_WORLD,
+    LLM_CHAT_TEMPLATE_GRANITE,
+    LLM_CHAT_TEMPLATE_GIGACHAT,
+    LLM_CHAT_TEMPLATE_MEGREZ,
+    LLM_CHAT_TEMPLATE_YANDEX,
+    LLM_CHAT_TEMPLATE_BAILING,
+    LLM_CHAT_TEMPLATE_LLAMA4,
+    LLM_CHAT_TEMPLATE_SMOLVLM,
+    LLM_CHAT_TEMPLATE_UNKNOWN,
+};
+
+struct llama_chat_message;
+
+llm_chat_template llm_chat_template_from_str(const std::string & name);
+
+llm_chat_template llm_chat_detect_template(const std::string & tmpl);
+
+int32_t llm_chat_apply_template(
+    llm_chat_template tmpl,
+    const std::vector<const llama_chat_message *> & chat,
+    std::string & dest, bool add_ass);
diff --git a/llama/llama.cpp/src/llama-context.cpp b/llama/llama.cpp/src/llama-context.cpp
new file mode 100644
index 0000000..1f3a395
--- /dev/null
+++ b/llama/llama.cpp/src/llama-context.cpp
@@ -0,0 +1,2714 @@
+#include "llama-context.h"
+
+#include "llama-impl.h"
+#include "llama-io.h"
+#include "llama-mmap.h"
+#include "llama-model.h"
+#include "llama-kv-cache.h"
+
+#include <cstring>
+#include <stdexcept>
+#include <cinttypes>
+
+//
+// llama_context
+//
+
+llama_context::llama_context(
+        const llama_model & model,
+              llama_context_params params) :
+    model(model) {
+    LLAMA_LOG_INFO("%s: constructing llama_context\n", __func__);
+
+    t_start_us = model.t_start_us;
+    t_load_us  = model.t_load_us;
+
+    const auto & hparams = model.hparams;
+
+    cparams.n_seq_max        = std::max(1u, params.n_seq_max);
+    cparams.n_threads        = params.n_threads;
+    cparams.n_threads_batch  = params.n_threads_batch;
+    cparams.yarn_ext_factor  = params.yarn_ext_factor;
+    cparams.yarn_attn_factor = params.yarn_attn_factor;
+    cparams.yarn_beta_fast   = params.yarn_beta_fast;
+    cparams.yarn_beta_slow   = params.yarn_beta_slow;
+    cparams.defrag_thold     = params.defrag_thold;
+    cparams.embeddings       = params.embeddings;
+    cparams.offload_kqv      = params.offload_kqv;
+    cparams.flash_attn       = params.flash_attn;
+    cparams.no_perf          = params.no_perf;
+    cparams.pooling_type     = params.pooling_type;
+    cparams.warmup           = false;
+
+    cparams.n_ctx            = params.n_ctx           == 0    ? hparams.n_ctx_train           : params.n_ctx;
+    cparams.rope_freq_base   = params.rope_freq_base  == 0.0f ? hparams.rope_freq_base_train  : params.rope_freq_base;
+    cparams.rope_freq_scale  = params.rope_freq_scale == 0.0f ? hparams.rope_freq_scale_train : params.rope_freq_scale;
+
+    cparams.n_ctx_orig_yarn  = params.yarn_orig_ctx    != 0 ? params.yarn_orig_ctx    :
+                               hparams.n_ctx_orig_yarn != 0 ? hparams.n_ctx_orig_yarn :
+                                                              hparams.n_ctx_train;
+
+    cparams.cb_eval           = params.cb_eval;
+    cparams.cb_eval_user_data = params.cb_eval_user_data;
+
+    auto rope_scaling_type = params.rope_scaling_type;
+    if (rope_scaling_type == LLAMA_ROPE_SCALING_TYPE_UNSPECIFIED) {
+        rope_scaling_type = hparams.rope_scaling_type_train;
+    }
+
+    if (rope_scaling_type == LLAMA_ROPE_SCALING_TYPE_NONE) {
+        cparams.rope_freq_scale = 1.0f; // never scale if scaling type is none
+    }
+
+    if (cparams.yarn_ext_factor < 0.0f) { // negative indicates 'not set'
+        cparams.yarn_ext_factor = rope_scaling_type == LLAMA_ROPE_SCALING_TYPE_YARN ? 1.0f : 0.0f;
+    }
+
+    cparams.yarn_attn_factor *= hparams.rope_attn_factor;
+
+    if (cparams.pooling_type == LLAMA_POOLING_TYPE_UNSPECIFIED) {
+        if (hparams.pooling_type == LLAMA_POOLING_TYPE_UNSPECIFIED) {
+            cparams.pooling_type = LLAMA_POOLING_TYPE_NONE;
+        } else {
+            cparams.pooling_type = hparams.pooling_type;
+        }
+    }
+
+    if (params.attention_type == LLAMA_ATTENTION_TYPE_UNSPECIFIED) {
+        cparams.causal_attn = hparams.causal_attn;
+    } else {
+        cparams.causal_attn = params.attention_type == LLAMA_ATTENTION_TYPE_CAUSAL;
+    }
+
+    // with causal attention, the batch size is limited by the context size
+    cparams.n_batch = cparams.causal_attn ? std::min(cparams.n_ctx, params.n_batch) : params.n_batch;
+
+    // the batch has to be at least GGML_KQ_MASK_PAD because we will be padding the KQ_mask
+    // this is required by GPU kernels in order to avoid out-of-bounds accesses (e.g. ggml_flash_attn_ext)
+    // ref: https://github.com/ggerganov/llama.cpp/pull/5021
+    // TODO: this padding is not needed for the cache-less context so we should probably move it to llama_context_kv_self
+    if (cparams.n_batch < GGML_KQ_MASK_PAD) {
+        LLAMA_LOG_WARN("%s: n_batch is less than GGML_KQ_MASK_PAD - increasing to %d\n", __func__, GGML_KQ_MASK_PAD);
+        cparams.n_batch = GGML_KQ_MASK_PAD;
+    }
+
+    cparams.n_ubatch = std::min(cparams.n_batch, params.n_ubatch == 0 ? params.n_batch : params.n_ubatch);
+    cparams.op_offload = params.op_offload;
+
+    const uint32_t n_ctx_per_seq = cparams.n_ctx / cparams.n_seq_max;
+
+    LLAMA_LOG_INFO("%s: n_seq_max     = %u\n",   __func__, cparams.n_seq_max);
+    LLAMA_LOG_INFO("%s: n_ctx         = %u\n",   __func__, cparams.n_ctx);
+    LLAMA_LOG_INFO("%s: n_ctx_per_seq = %u\n",   __func__, n_ctx_per_seq);
+    LLAMA_LOG_INFO("%s: n_batch       = %u\n",   __func__, cparams.n_batch);
+    LLAMA_LOG_INFO("%s: n_ubatch      = %u\n",   __func__, cparams.n_ubatch);
+    LLAMA_LOG_INFO("%s: causal_attn   = %d\n",   __func__, cparams.causal_attn);
+    LLAMA_LOG_INFO("%s: flash_attn    = %d\n",   __func__, cparams.flash_attn);
+    LLAMA_LOG_INFO("%s: freq_base     = %.1f\n", __func__, cparams.rope_freq_base);
+    LLAMA_LOG_INFO("%s: freq_scale    = %g\n",   __func__, cparams.rope_freq_scale);
+
+    if (n_ctx_per_seq < hparams.n_ctx_train) {
+        LLAMA_LOG_WARN("%s: n_ctx_per_seq (%u) < n_ctx_train (%u) -- the full capacity of the model will not be utilized\n",
+                __func__, n_ctx_per_seq, hparams.n_ctx_train);
+    }
+
+    if (n_ctx_per_seq > hparams.n_ctx_train) {
+        LLAMA_LOG_WARN("%s: n_ctx_per_seq (%u) > n_ctx_train (%u) -- possible training context overflow\n",
+                __func__, n_ctx_per_seq, hparams.n_ctx_train);
+    }
+
+    if (!hparams.vocab_only) {
+        // GPU backends
+        for (auto * dev : model.devices) {
+            ggml_backend_t backend = ggml_backend_dev_init(dev, nullptr);
+            if (backend == nullptr) {
+                throw std::runtime_error(format("failed to initialize %s backend", ggml_backend_dev_name(dev)));
+            }
+            backends.emplace_back(backend);
+        }
+
+        // add ACCEL backends (such as BLAS)
+        for (size_t i = 0; i < ggml_backend_dev_count(); ++i) {
+            ggml_backend_dev_t dev = ggml_backend_dev_get(i);
+            if (ggml_backend_dev_type(dev) == GGML_BACKEND_DEVICE_TYPE_ACCEL) {
+                ggml_backend_t backend = ggml_backend_dev_init(dev, nullptr);
+                if (backend == nullptr) {
+                    throw std::runtime_error(format("failed to initialize %s backend", ggml_backend_dev_name(dev)));
+                }
+                backends.emplace_back(backend);
+            }
+        }
+
+        // add CPU backend
+        backend_cpu = ggml_backend_init_by_type(GGML_BACKEND_DEVICE_TYPE_CPU, nullptr);
+        if (backend_cpu == nullptr) {
+            throw std::runtime_error("failed to initialize CPU backend");
+        }
+        backends.emplace_back(backend_cpu);
+
+        // create a list of the set_n_threads functions in the backends
+        for (auto & backend : backends) {
+            ggml_backend_dev_t dev = ggml_backend_get_device(backend.get());
+            ggml_backend_reg_t reg = dev ? ggml_backend_dev_backend_reg(dev) : nullptr;
+            if (reg) {
+                auto ggml_backend_set_n_threads_fn = (ggml_backend_set_n_threads_t) ggml_backend_reg_get_proc_address(reg, "ggml_backend_set_n_threads");
+                if (ggml_backend_set_n_threads_fn) {
+                    set_n_threads_fns.emplace_back(backend.get(), ggml_backend_set_n_threads_fn);
+                }
+            }
+        }
+
+        llama_set_abort_callback(this, params.abort_callback, params.abort_callback_data);
+
+        // graph outputs buffer
+        {
+            // resized during inference when a batch uses more outputs
+            if ((uint32_t) output_reserve(params.n_seq_max) < params.n_seq_max) {
+                throw std::runtime_error("failed to reserve initial output buffer");
+            }
+
+            LLAMA_LOG_INFO("%s: %10s  output buffer size = %8.2f MiB\n", __func__,
+                    ggml_backend_buffer_name    (buf_output.get()),
+                    ggml_backend_buffer_get_size(buf_output.get()) / 1024.0 / 1024.0);
+        }
+    }
+
+    // init the memory module
+    if (!hparams.vocab_only) {
+        llama_memory_params params_mem = {
+            /*.type_k =*/ params.type_k,
+            /*.type_v =*/ params.type_v,
+        };
+
+        memory.reset(model.create_memory(params_mem, cparams));
+    }
+
+    // init backends
+    if (!hparams.vocab_only) {
+        LLAMA_LOG_DEBUG("%s: enumerating backends\n", __func__);
+
+        backend_buft.clear();
+        backend_ptrs.clear();
+
+        for (auto & backend : backends) {
+            auto * buft = ggml_backend_get_default_buffer_type(backend.get());
+            auto backend_type = ggml_backend_dev_type(ggml_backend_get_device(backend.get()));
+
+            if (backend_type == GGML_BACKEND_DEVICE_TYPE_CPU && !model.devices.empty()) {
+                // use the host buffer of the first device CPU for faster transfer of the intermediate state
+                auto * dev = model.devices[0];
+                auto * host_buft = ggml_backend_dev_host_buffer_type(dev);
+                if (host_buft) {
+                    buft = host_buft;
+                }
+            }
+
+            backend_buft.push_back(buft);
+            backend_ptrs.push_back(backend.get());
+        }
+
+        LLAMA_LOG_DEBUG("%s: backend_ptrs.size() = %zu\n", __func__, backend_ptrs.size());
+
+        const size_t max_nodes = this->graph_max_nodes();
+
+        LLAMA_LOG_DEBUG("%s: max_nodes = %zu\n", __func__, max_nodes);
+
+        // buffer used to store the computation graph and the tensor meta data
+        buf_compute_meta.resize(ggml_tensor_overhead()*max_nodes + ggml_graph_overhead_custom(max_nodes, false));
+
+        // TODO: move these checks to ggml_backend_sched
+        // enabling pipeline parallelism in the scheduler increases memory usage, so it is only done when necessary
+        bool pipeline_parallel =
+            model.n_devices() > 1 &&
+            model.params.n_gpu_layers > (int) model.hparams.n_layer &&
+            model.params.split_mode == LLAMA_SPLIT_MODE_LAYER &&
+            cparams.offload_kqv &&
+            !model.has_tensor_overrides();
+
+        // pipeline parallelism requires support for async compute and events in all devices
+        if (pipeline_parallel) {
+            for (auto & backend : backends) {
+                auto dev_type = ggml_backend_dev_type(ggml_backend_get_device(backend.get()));
+                if (dev_type == GGML_BACKEND_DEVICE_TYPE_CPU) {
+                    // ignore CPU backend
+                    continue;
+                }
+                auto * dev = ggml_backend_get_device(backend.get());
+                ggml_backend_dev_props props;
+                ggml_backend_dev_get_props(dev, &props);
+                if (!props.caps.async || !props.caps.events) {
+                    // device does not support async compute or events
+                    pipeline_parallel = false;
+                    break;
+                }
+            }
+        }
+
+        sched.reset(ggml_backend_sched_new(backend_ptrs.data(), backend_buft.data(), backend_ptrs.size(), max_nodes, pipeline_parallel, cparams.op_offload));
+
+        if (pipeline_parallel) {
+            LLAMA_LOG_INFO("%s: pipeline parallelism enabled (n_copies=%d)\n", __func__, ggml_backend_sched_get_n_copies(sched.get()));
+        }
+    }
+
+    // reserve worst-case graph
+    if (!hparams.vocab_only && memory) {
+        const uint32_t n_seqs = 1; // TODO: worst-case number of sequences
+        const uint32_t n_tokens = std::min(cparams.n_ctx, cparams.n_ubatch);
+
+        llama_token token = model.vocab.token_bos(); // not actually used by llama_build_graph, but required to choose between token and embedding inputs graph
+
+        // restore later
+        // TODO: something cleaner
+        const auto n_outputs_save = n_outputs;
+
+        LLAMA_LOG_DEBUG("%s: worst-case: n_tokens = %d, n_seqs = %d, n_outputs = %d\n", __func__, n_tokens, n_seqs, n_outputs);
+
+        int n_splits_pp = -1;
+        int n_nodes_pp  = -1;
+
+        int n_splits_tg = -1;
+        int n_nodes_tg  = -1;
+
+        // simulate full KV cache
+        llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+
+        kv_self->set_full();
+
+        cross.v_embd.clear();
+
+        // reserve pp graph first so that buffers are only allocated once
+        {
+            llama_ubatch ubatch_pp = { true, n_tokens, n_tokens / n_seqs, n_seqs, &token, nullptr, nullptr, nullptr, nullptr, nullptr};
+
+            // max number of outputs
+            n_outputs = ubatch_pp.n_tokens;
+
+            LLAMA_LOG_DEBUG("%s: reserving graph for n_tokens = %d, n_seqs = %d\n", __func__, ubatch_pp.n_tokens, ubatch_pp.n_seqs);
+
+            auto * gf = graph_init();
+            graph_build(ctx_compute.get(), gf, ubatch_pp, LLM_GRAPH_TYPE_DEFAULT);
+
+            if (!ggml_backend_sched_reserve(sched.get(), gf)) {
+                throw std::runtime_error("failed to allocate compute pp buffers");
+            }
+
+            n_splits_pp = ggml_backend_sched_get_n_splits(sched.get());
+            n_nodes_pp  = ggml_graph_n_nodes(gf);
+        }
+
+        // reserve with tg graph to get the number of splits and nodes
+        {
+            llama_ubatch ubatch_tg = { true, 1, 1, n_seqs, &token, nullptr, nullptr, nullptr, nullptr, nullptr};
+
+            n_outputs = ubatch_tg.n_tokens;
+
+            LLAMA_LOG_DEBUG("%s: reserving graph for n_tokens = %d, n_seqs = %d\n", __func__, ubatch_tg.n_tokens, ubatch_tg.n_seqs);
+
+            auto * gf = graph_init();
+            graph_build(ctx_compute.get(), gf, ubatch_tg, LLM_GRAPH_TYPE_DEFAULT);
+
+            if (!ggml_backend_sched_reserve(sched.get(), gf)) {
+                throw std::runtime_error("failed to allocate compute tg buffers");
+            }
+
+            n_splits_tg = ggml_backend_sched_get_n_splits(sched.get());
+            n_nodes_tg  = ggml_graph_n_nodes(gf);
+        }
+
+        // reserve again with pp graph to avoid ggml-alloc reallocations during inference
+        {
+            llama_ubatch ubatch_pp = { true, n_tokens, n_tokens / n_seqs, n_seqs, &token, nullptr, nullptr, nullptr, nullptr, nullptr};
+
+            n_outputs = ubatch_pp.n_tokens;
+
+            LLAMA_LOG_DEBUG("%s: reserving graph for n_tokens = %d, n_seqs = %d\n", __func__, ubatch_pp.n_tokens, ubatch_pp.n_seqs);
+
+            auto * gf = graph_init();
+            graph_build(ctx_compute.get(), gf, ubatch_pp, LLM_GRAPH_TYPE_DEFAULT);
+
+            if (!ggml_backend_sched_reserve(sched.get(), gf)) {
+                throw std::runtime_error("failed to allocate compute pp buffers");
+            }
+        }
+
+        n_outputs = n_outputs_save;
+
+        for (size_t i = 0; i < backend_ptrs.size(); ++i) {
+            ggml_backend_t             backend = backend_ptrs[i];
+            ggml_backend_buffer_type_t buft    = backend_buft[i];
+            size_t size = ggml_backend_sched_get_buffer_size(sched.get(), backend);
+            if (size > 1) {
+                LLAMA_LOG_INFO("%s: %10s compute buffer size = %8.2f MiB\n", __func__,
+                        ggml_backend_buft_name(buft),
+                        size / 1024.0 / 1024.0);
+            }
+        }
+
+        if (n_nodes_pp == n_nodes_tg) {
+            LLAMA_LOG_INFO("%s: graph nodes  = %d\n", __func__, n_nodes_pp);
+        } else {
+            LLAMA_LOG_INFO("%s: graph nodes  = %d (with bs=%d), %d (with bs=1)\n", __func__, n_nodes_pp, n_tokens, n_nodes_tg);
+        }
+
+        if (n_splits_pp == n_splits_tg) {
+            LLAMA_LOG_INFO("%s: graph splits = %d\n", __func__, n_splits_pp);
+        } else {
+            LLAMA_LOG_INFO("%s: graph splits = %d (with bs=%d), %d (with bs=1)\n", __func__, n_splits_pp, n_tokens, n_splits_tg);
+        }
+    }
+}
+
+llama_context::~llama_context() {
+    ggml_opt_free(opt_ctx);
+}
+
+void llama_context::synchronize() {
+    ggml_backend_sched_synchronize(sched.get());
+
+    // FIXME: if multiple single tokens are evaluated without a synchronization,
+    // the stats will be added to the prompt evaluation stats
+    // this should only happen when using batch size 1 to evaluate a batch
+
+    // add the evaluation to the stats
+    if (n_queued_tokens == 1) {
+        if (!cparams.no_perf) {
+            t_eval_us += ggml_time_us() - t_compute_start_us;
+        }
+        n_eval++;
+    } else if (n_queued_tokens > 1) {
+        if (!cparams.no_perf) {
+            t_p_eval_us += ggml_time_us() - t_compute_start_us;
+        }
+        n_p_eval += n_queued_tokens;
+    }
+
+    // get a more accurate load time, upon first eval
+    if (n_queued_tokens > 0 && !has_evaluated_once) {
+        t_load_us = ggml_time_us() - t_start_us;
+        has_evaluated_once = true;
+    }
+
+    n_queued_tokens = 0;
+    t_compute_start_us = 0;
+}
+
+const llama_model & llama_context::get_model() const {
+    return model;
+}
+
+const llama_cparams & llama_context::get_cparams() const {
+    return cparams;
+}
+
+ggml_backend_sched_t llama_context::get_sched() const {
+    return sched.get();
+}
+
+ggml_context * llama_context::get_ctx_compute() const {
+    return ctx_compute.get();
+}
+
+uint32_t llama_context::n_ctx() const {
+    return cparams.n_ctx;
+}
+
+uint32_t llama_context::n_ctx_per_seq() const {
+    return cparams.n_ctx / cparams.n_seq_max;
+}
+
+uint32_t llama_context::n_batch() const {
+    return cparams.n_batch;
+}
+
+uint32_t llama_context::n_ubatch() const {
+    return cparams.n_ubatch;
+}
+
+uint32_t llama_context::n_seq_max() const {
+    return cparams.n_seq_max;
+}
+
+uint32_t llama_context::n_threads() const {
+    return cparams.n_threads;
+}
+
+uint32_t llama_context::n_threads_batch() const {
+    return cparams.n_threads_batch;
+}
+
+llama_kv_cache * llama_context::get_kv_self() {
+    llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+    return kv_self;
+}
+
+const llama_kv_cache * llama_context::get_kv_self() const {
+    llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+    return kv_self;
+}
+
+void llama_context::kv_self_update() {
+    bool need_reserve = false;
+
+    llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+
+    need_reserve = kv_self->update(*this);
+
+    // reserve a worst case graph if needed
+    if (need_reserve) {
+        LLAMA_LOG_DEBUG("%s: reserving a worst case graph\n", __func__);
+
+        // build worst-case graph
+        uint32_t n_seqs = 1; // TODO: worst-case number of sequences
+        uint32_t n_tokens = std::min(cparams.n_ctx, cparams.n_ubatch);
+
+        // simulate full KV cache
+        kv_self->set_full();
+
+        llama_token token = model.vocab.token_bos(); // not actually used by llama_build_graph, but required to choose between token and embedding inputs graph
+        llama_ubatch ubatch = { true, n_tokens, n_tokens / n_seqs, n_seqs, &token, nullptr, nullptr, nullptr, nullptr, nullptr};
+
+        auto * gf = graph_init();
+        graph_build(ctx_compute.get(), gf, ubatch, LLM_GRAPH_TYPE_DEFAULT);
+
+        // initialize scheduler with the worst-case graph
+        ggml_backend_sched_reset(sched.get());
+        if (!ggml_backend_sched_reserve(sched.get(), gf)) {
+            LLAMA_LOG_ERROR("%s: failed to allocate compute buffers\n", __func__);
+        }
+    }
+}
+
+enum llama_pooling_type llama_context::pooling_type() const {
+    return cparams.pooling_type;
+}
+
+float * llama_context::get_logits() {
+    return logits;
+}
+
+float * llama_context::get_logits_ith(int32_t i) {
+    int32_t j = -1;
+
+    try {
+        if (logits == nullptr) {
+            throw std::runtime_error("no logits");
+        }
+
+        if (i < 0) {
+            j = n_outputs + i;
+            if (j < 0) {
+                throw std::runtime_error(format("negative index out of range [0, %d)", n_outputs));
+            }
+        } else if ((size_t) i >= output_ids.size()) {
+            throw std::runtime_error(format("out of range [0, %zu)", output_ids.size()));
+        } else {
+            j = output_ids[i];
+        }
+
+        if (j < 0) {
+            throw std::runtime_error(format("batch.logits[%d] != true", i));
+        }
+        if (j >= n_outputs) {
+            // This should not happen
+            throw std::runtime_error(format("corrupt output buffer (j=%d, n_outputs=%d)", j, n_outputs));
+        }
+
+        return logits + j*model.vocab.n_tokens();
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: invalid logits id %d, reason: %s\n", __func__, i, err.what());
+#ifndef NDEBUG
+        GGML_ABORT("fatal error");
+#else
+        return nullptr;
+#endif
+    }
+}
+
+float * llama_context::get_embeddings() {
+    return embd;
+}
+
+float * llama_context::get_embeddings_ith(int32_t i) {
+    int32_t j = -1;
+
+    try {
+        if (embd == nullptr) {
+            throw std::runtime_error("no embeddings");
+        }
+
+        if (i < 0) {
+            j = n_outputs + i;
+            if (j < 0) {
+                throw std::runtime_error(format("negative index out of range [0, %d)", n_outputs));
+            }
+        } else if ((size_t) i >= output_ids.size()) {
+            throw std::runtime_error(format("out of range [0, %zu)", output_ids.size()));
+        } else {
+            j = output_ids[i];
+        }
+
+        if (j < 0) {
+            throw std::runtime_error(format("batch.logits[%d] != true", i));
+        }
+        if (j >= n_outputs) {
+            // This should not happen
+            throw std::runtime_error(format("corrupt output buffer (j=%d, n_outputs=%d)", j, n_outputs));
+        }
+
+        return embd + j*model.hparams.n_embd;
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: invalid embeddings id %d, reason: %s\n", __func__, i, err.what());
+#ifndef NDEBUG
+        GGML_ABORT("fatal error");
+#else
+        return nullptr;
+#endif
+    }
+}
+
+float * llama_context::get_embeddings_seq(llama_seq_id seq_id) {
+    auto it = embd_seq.find(seq_id);
+    if (it == embd_seq.end()) {
+        return nullptr;
+    }
+
+    return it->second.data();
+}
+
+void llama_context::attach_threadpool(
+           ggml_threadpool_t threadpool,
+           ggml_threadpool_t threadpool_batch) {
+    LLAMA_LOG_DEBUG("%s: call\n", __func__);
+
+    this->threadpool       = threadpool;
+    this->threadpool_batch = threadpool_batch ? threadpool_batch : threadpool;
+}
+
+void llama_context::detach_threadpool() {
+    LLAMA_LOG_DEBUG("%s: call\n", __func__);
+
+    this->threadpool       = nullptr;
+    this->threadpool_batch = nullptr;
+}
+
+void llama_context::set_n_threads(int32_t n_threads, int32_t n_threads_batch) {
+    LLAMA_LOG_DEBUG("%s: n_threads = %d, n_threads_batch = %d\n", __func__, n_threads, n_threads_batch);
+
+    cparams.n_threads       = n_threads;
+    cparams.n_threads_batch = n_threads_batch;
+}
+
+void llama_context::set_abort_callback(bool (*abort_callback)(void * data), void * abort_callback_data) {
+    LLAMA_LOG_DEBUG("%s: call\n", __func__);
+
+    this->abort_callback      = abort_callback;
+    this->abort_callback_data = abort_callback_data;
+
+    for (auto & backend : backends) {
+        auto * reg = ggml_backend_dev_backend_reg(ggml_backend_get_device(backend.get()));
+        auto * set_abort_callback_fn = (ggml_backend_set_abort_callback_t) ggml_backend_reg_get_proc_address(reg, "ggml_backend_set_abort_callback");
+        if (set_abort_callback_fn) {
+            set_abort_callback_fn(backend.get(), this->abort_callback, this->abort_callback_data);
+        }
+    }
+}
+
+void llama_context::set_embeddings(bool value) {
+    LLAMA_LOG_DEBUG("%s: value = %d\n", __func__, value);
+
+    cparams.embeddings = value;
+}
+
+void llama_context::set_causal_attn(bool value) {
+    LLAMA_LOG_DEBUG("%s: value = %d\n", __func__, value);
+
+    cparams.causal_attn = value;
+}
+
+void llama_context::set_warmup(bool value) {
+    LLAMA_LOG_DEBUG("%s: value = %d\n", __func__, value);
+
+    cparams.warmup = value;
+}
+
+void llama_context::set_adapter_lora(
+            llama_adapter_lora * adapter,
+            float scale) {
+    LLAMA_LOG_DEBUG("%s: adapter = %p, scale = %f\n", __func__, (void *) adapter, scale);
+
+    loras[adapter] = scale;
+}
+
+bool llama_context::rm_adapter_lora(
+            llama_adapter_lora * adapter) {
+    LLAMA_LOG_DEBUG("%s: adapter = %p\n", __func__, (void *) adapter);
+
+    auto pos = loras.find(adapter);
+    if (pos != loras.end()) {
+        loras.erase(pos);
+        return true;
+    }
+
+    return false;
+}
+
+void llama_context::clear_adapter_lora() {
+    LLAMA_LOG_DEBUG("%s: call\n", __func__);
+
+    loras.clear();
+}
+
+bool llama_context::apply_adapter_cvec(
+            const float * data,
+                 size_t   len,
+                int32_t   n_embd,
+                int32_t   il_start,
+                int32_t   il_end) {
+    LLAMA_LOG_DEBUG("%s: il_start = %d, il_end = %d\n", __func__, il_start, il_end);
+
+    return cvec.apply(model, data, len, n_embd, il_start, il_end);
+}
+
+int llama_context::encode(llama_batch & inp_batch) {
+    if (inp_batch.n_tokens == 0) {
+        LLAMA_LOG_ERROR("%s: n_tokens == 0\n", __func__);
+        return -1;
+    }
+
+    // temporary allocate memory for the input batch if needed
+    // note: during encode, we always pass the full sequence starting from pos = 0
+    llama_batch_allocr batch_allocr(inp_batch, inp_batch.pos ? -1 : 0);
+
+    const llama_batch & batch = batch_allocr.batch;
+    const int32_t n_tokens = batch.n_tokens;
+
+    const auto & hparams = model.hparams;
+
+    GGML_ASSERT((!batch.token && batch.embd) || (batch.token && !batch.embd)); // NOLINT
+
+    if (batch.token) {
+        for (int32_t i = 0; i < n_tokens; ++i) {
+            if (batch.token[i] < 0 || (uint32_t) batch.token[i] >= model.vocab.n_tokens()) {
+                LLAMA_LOG_ERROR("%s: invalid token[%d] = %d\n", __func__, i, batch.token[i]);
+                return -1;
+            }
+        }
+    }
+
+    // micro-batching is not possible for non-causal encoding, so we process the batch in a single shot
+    GGML_ASSERT(cparams.n_ubatch >= (uint32_t) n_tokens && "encoder requires n_ubatch >= n_tokens");
+
+    if (t_compute_start_us == 0) {
+        t_compute_start_us = ggml_time_us();
+    }
+
+    embd_seq.clear();
+
+    n_queued_tokens += n_tokens;
+
+    const int64_t n_embd = hparams.n_embd;
+
+    llama_sbatch sbatch = llama_sbatch(batch, n_embd, /* simple_split */ true, /* logits_all */ true);
+
+    const llama_ubatch ubatch = sbatch.split_simple(n_tokens);
+
+    // reserve output buffer
+    if (output_reserve(n_tokens) < n_tokens) {
+        LLAMA_LOG_ERROR("%s: could not reserve space for batch with %u outputs\n", __func__, n_tokens);
+        return -2;
+    };
+
+    for (int32_t i = 0; i < n_tokens; ++i) {
+        output_ids[i] = i;
+    }
+
+    n_outputs = n_tokens;
+
+    //batch_manager->prepare(ubatch);
+
+    ggml_backend_sched_reset(sched.get());
+    ggml_backend_sched_set_eval_callback(sched.get(), cparams.cb_eval, cparams.cb_eval_user_data);
+
+    const auto causal_attn_org = cparams.causal_attn;
+
+    // always use non-causal attention for encoder graphs
+    // TODO: this is a tmp solution until we have a proper way to support enc-dec models
+    //       ref: https://github.com/ggml-org/llama.cpp/pull/12181#issuecomment-2730451223
+    cparams.causal_attn = false;
+
+    auto * gf = graph_init();
+    auto res = graph_build(ctx_compute.get(), gf, ubatch, LLM_GRAPH_TYPE_ENCODER);
+
+    ggml_backend_sched_alloc_graph(sched.get(), gf);
+
+    res->set_inputs(&ubatch);
+
+    cparams.causal_attn = causal_attn_org;
+
+    const auto compute_status = graph_compute(gf, n_tokens > 1);
+    switch (compute_status) {
+        case GGML_STATUS_SUCCESS:
+            break;
+        case GGML_STATUS_ABORTED:
+            return 2;
+        case GGML_STATUS_ALLOC_FAILED:
+            return -2;
+        case GGML_STATUS_FAILED:
+        default:
+            return -3;
+    }
+
+    auto * t_embd = res->get_embd_pooled() ? res->get_embd_pooled() : res->get_embd();
+
+    // extract embeddings
+    if (t_embd) {
+        ggml_backend_t backend_embd = ggml_backend_sched_get_tensor_backend(sched.get(), t_embd);
+        GGML_ASSERT(backend_embd != nullptr);
+
+        switch (cparams.pooling_type) {
+            case LLAMA_POOLING_TYPE_NONE:
+                {
+                    // extract token embeddings
+                    GGML_ASSERT(embd != nullptr);
+
+                    GGML_ASSERT(n_tokens*n_embd <= (int64_t) embd_size);
+                    ggml_backend_tensor_get_async(backend_embd, t_embd, embd, 0, n_tokens*n_embd*sizeof(float));
+                } break;
+            case LLAMA_POOLING_TYPE_MEAN:
+            case LLAMA_POOLING_TYPE_CLS:
+            case LLAMA_POOLING_TYPE_LAST:
+                {
+                    // extract sequence embeddings
+                    auto & embd_seq_out = embd_seq;
+                    embd_seq_out.clear();
+
+                    GGML_ASSERT(!ubatch.equal_seqs); // TODO: handle equal splits
+
+                    for (int32_t i = 0; i < n_tokens; i++) {
+                        const llama_seq_id seq_id = ubatch.seq_id[i][0];
+                        if (embd_seq_out.find(seq_id) != embd_seq_out.end()) {
+                            continue;
+                        }
+                        embd_seq_out[seq_id].resize(n_embd);
+                        ggml_backend_tensor_get_async(backend_embd, t_embd, embd_seq_out[seq_id].data(), (n_embd*seq_id)*sizeof(float), n_embd*sizeof(float));
+                    }
+                } break;
+            case LLAMA_POOLING_TYPE_RANK:
+                {
+                    // extract the rerank score - a single float per sequence
+                    auto & embd_seq_out = embd_seq;
+
+                    for (uint32_t s = 0; s < ubatch.n_seqs; ++s) {
+                        const llama_seq_id seq_id = ubatch.seq_id[s][0];
+                        if (embd_seq_out.find(seq_id) != embd_seq_out.end()) {
+                            continue;
+                        }
+                        embd_seq_out[seq_id].resize(1);
+                        ggml_backend_tensor_get_async(backend_embd, t_embd, embd_seq_out[seq_id].data(), (seq_id)*sizeof(float), sizeof(float));
+                    }
+                } break;
+            case LLAMA_POOLING_TYPE_UNSPECIFIED:
+                {
+                    GGML_ABORT("unknown pooling type");
+                }
+        }
+    }
+
+    // Reset state for the next token before backend sync, to allow the CPU activities in the reset to
+    // overlap with device computation.
+    ggml_backend_sched_reset(sched.get());
+
+    // TODO: hacky solution
+    if (model.arch == LLM_ARCH_T5 && t_embd) {
+        //cross.t_embd = t_embd;
+
+        synchronize();
+
+        cross.n_embd = t_embd->ne[0];
+        cross.n_enc  = t_embd->ne[1];
+        cross.v_embd.resize(cross.n_embd*cross.n_enc);
+        memcpy(cross.v_embd.data(), embd, ggml_nbytes(t_embd));
+
+        // remember the sequence ids used during the encoding - needed for cross attention later
+        cross.seq_ids_enc.resize(n_tokens);
+        for (int32_t i = 0; i < n_tokens; i++) {
+            cross.seq_ids_enc[i].clear();
+            for (int s = 0; s < ubatch.n_seq_id[i]; s++) {
+                llama_seq_id seq_id = ubatch.seq_id[i][s];
+                cross.seq_ids_enc[i].insert(seq_id);
+            }
+        }
+    }
+
+    return 0;
+}
+
+int llama_context::decode(llama_batch & inp_batch) {
+    if (!memory) {
+        LLAMA_LOG_WARN("%s: cannot decode batches with this context (use llama_encode() instead)\n", __func__);
+        return encode(inp_batch);
+    }
+
+    if (inp_batch.n_tokens == 0) {
+        LLAMA_LOG_ERROR("%s: n_tokens == 0\n", __func__);
+        return -1;
+    }
+
+    llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+
+    // temporary allocate memory for the input batch if needed
+    // TODO: this is incorrect for multiple sequences because get_pos_max() is the maximum across all sequences
+    llama_batch_allocr batch_allocr(inp_batch, inp_batch.pos ? -1 : kv_self->get_pos_max() + 1);
+
+    const llama_batch & batch = batch_allocr.batch;
+
+    const auto & vocab   = model.vocab;
+    const auto & hparams = model.hparams;
+
+    const int32_t n_vocab = vocab.n_tokens();
+
+    const int64_t n_tokens_all = batch.n_tokens;
+    const int64_t n_embd       = hparams.n_embd;
+
+    llama_kv_cache_guard kv_guard(kv_self);
+
+    GGML_ASSERT((!batch.token && batch.embd) || (batch.token && !batch.embd)); // NOLINT
+
+    if (batch.token) {
+        for (int64_t i = 0; i < n_tokens_all; ++i) {
+            if (batch.token[i] < 0 || (uint32_t) batch.token[i] >= model.vocab.n_tokens()) {
+                LLAMA_LOG_ERROR("%s: invalid token[%" PRId64 "] = %d\n", __func__, i, batch.token[i]);
+                throw std::runtime_error("invalid token");
+            }
+        }
+    }
+
+    GGML_ASSERT(n_tokens_all <= cparams.n_batch);
+
+    GGML_ASSERT((cparams.causal_attn || cparams.n_ubatch >= n_tokens_all) && "non-causal attention requires n_ubatch >= n_tokens");
+
+    if (t_compute_start_us == 0) {
+        t_compute_start_us = ggml_time_us();
+    }
+    n_queued_tokens += n_tokens_all;
+
+    // this indicates we are doing pooled embedding, so we ignore batch.logits and output all tokens
+    const bool embd_pooled = cparams.embeddings && cparams.pooling_type != LLAMA_POOLING_TYPE_NONE;
+
+    embd_seq.clear();
+
+    int64_t n_outputs_all = 0;
+
+    // count outputs
+    if (batch.logits) {
+        for (uint32_t i = 0; i < n_tokens_all; ++i) {
+            n_outputs_all += batch.logits[i] != 0;
+        }
+    } else if (embd_pooled) {
+        n_outputs_all = n_tokens_all;
+    } else {
+        // keep last output only
+        n_outputs_all = 1;
+    }
+
+    llama_sbatch sbatch = kv_self->sbatch_init(batch, /* logits_all */ n_outputs_all == n_tokens_all);
+
+    // reserve output buffer
+    if (output_reserve(n_outputs_all) < n_outputs_all) {
+        LLAMA_LOG_ERROR("%s: could not reserve space for batch with %" PRId64 " outputs\n", __func__, n_outputs_all);
+        return -2;
+    };
+
+    // handle any pending defrags/shifts
+    kv_self_update();
+
+    int64_t n_outputs_prev = 0;
+
+    while (sbatch.n_tokens > 0) {
+        llama_ubatch ubatch = kv_self->ubatch_next(sbatch, cparams.n_ubatch, embd_pooled);
+
+        // count the outputs in this u_batch
+        {
+            int32_t n_outputs_new = 0;
+
+            if (n_outputs_all == n_tokens_all) {
+                n_outputs_new = ubatch.n_tokens;
+            } else {
+                GGML_ASSERT(ubatch.output);
+                for (uint32_t i = 0; i < ubatch.n_tokens; i++) {
+                    n_outputs_new += (int32_t) (ubatch.output[i] != 0);
+                }
+            }
+
+            // needs to happen before the graph is built
+            n_outputs = n_outputs_new;
+        }
+
+        // find KV slot
+        if (!kv_self->find_slot(ubatch)) {
+            kv_self->defrag_sched(-1.0f);
+            kv_self->update(*this);
+            if (!kv_self->find_slot(ubatch)) {
+                LLAMA_LOG_WARN("%s: failed to find KV cache slot for ubatch of size %d\n", __func__, ubatch.n_tokens);
+                return 1;
+            }
+        }
+
+        ggml_backend_sched_reset(sched.get());
+        ggml_backend_sched_set_eval_callback(sched.get(), cparams.cb_eval, cparams.cb_eval_user_data);
+
+        auto * gf = graph_init();
+        auto res = graph_build(ctx_compute.get(), gf, ubatch, LLM_GRAPH_TYPE_DECODER);
+
+        // LLAMA_LOG_INFO("graph build time: %.3f ms (%d nodes, %d leafs)\n", (ggml_time_us() - t_start_us)/1000.0, gf->n_nodes, gf->n_leafs);
+
+        ggml_backend_sched_alloc_graph(sched.get(), gf);
+
+        res->set_inputs(&ubatch);
+
+        const auto compute_status = graph_compute(gf, ubatch.n_tokens > 1);
+        if (compute_status != GGML_STATUS_SUCCESS) {
+            switch (compute_status) {
+                case GGML_STATUS_ABORTED:
+                    return 2;
+                case GGML_STATUS_ALLOC_FAILED:
+                    return -2;
+                case GGML_STATUS_FAILED:
+                default:
+                    return -3;
+            }
+        }
+
+        // plot the computation graph in dot format (for debugging purposes)
+        //if (n_past%100 == 0) {
+        //    ggml_graph_dump_dot(gf, NULL, "llama.dot");
+        //}
+
+        auto * t_logits = cparams.causal_attn ? res->get_logits() : nullptr;
+        auto * t_embd   = cparams.embeddings ? res->get_embd() : nullptr;
+
+        if (t_embd && res->get_embd_pooled()) {
+            t_embd = res->get_embd_pooled();
+        }
+
+        // extract logits
+        if (t_logits && n_outputs > 0) {
+            ggml_backend_t backend_res = ggml_backend_sched_get_tensor_backend(sched.get(), t_logits);
+            GGML_ASSERT(backend_res != nullptr);
+            GGML_ASSERT(logits != nullptr);
+
+            float * logits_out = logits + n_outputs_prev*n_vocab;
+
+            if (n_outputs) {
+                GGML_ASSERT( n_outputs_prev + n_outputs <= n_outputs_all);
+                GGML_ASSERT((n_outputs_prev + n_outputs)*n_vocab <= (int64_t) logits_size);
+                ggml_backend_tensor_get_async(backend_res, t_logits, logits_out, 0, n_outputs*n_vocab*sizeof(float));
+            }
+        }
+
+        // extract embeddings
+        if (t_embd && n_outputs > 0) {
+            ggml_backend_t backend_embd = ggml_backend_sched_get_tensor_backend(sched.get(), t_embd);
+            GGML_ASSERT(backend_embd != nullptr);
+
+            switch (cparams.pooling_type) {
+                case LLAMA_POOLING_TYPE_NONE:
+                    {
+                        // extract token embeddings
+                        GGML_ASSERT(embd != nullptr);
+                        float * embd_out = embd + n_outputs_prev*n_embd;
+
+                        if (n_outputs) {
+                            GGML_ASSERT( n_outputs_prev + n_outputs <= n_outputs_all);
+                            GGML_ASSERT((n_outputs_prev + n_outputs)*n_embd <= (int64_t) embd_size);
+                            ggml_backend_tensor_get_async(backend_embd, t_embd, embd_out, 0, n_outputs*n_embd*sizeof(float));
+                        }
+                    } break;
+                case LLAMA_POOLING_TYPE_MEAN:
+                case LLAMA_POOLING_TYPE_CLS:
+                case LLAMA_POOLING_TYPE_LAST:
+                    {
+                        // extract sequence embeddings (cleared before processing each batch)
+                        auto & embd_seq_out = embd_seq;
+
+                        for (uint32_t s = 0; s < ubatch.n_seqs; ++s) {
+                            const llama_seq_id seq_id = ubatch.seq_id[s][0];
+                            if (embd_seq_out.find(seq_id) != embd_seq_out.end()) {
+                                continue;
+                            }
+                            embd_seq_out[seq_id].resize(n_embd);
+                            ggml_backend_tensor_get_async(backend_embd, t_embd, embd_seq_out[seq_id].data(), (n_embd*seq_id)*sizeof(float), n_embd*sizeof(float));
+                        }
+                    } break;
+                case LLAMA_POOLING_TYPE_RANK:
+                    {
+                        // extract the rerank score - a single float per sequence
+                        auto & embd_seq_out = embd_seq;
+
+                        for (uint32_t s = 0; s < ubatch.n_seqs; ++s) {
+                            const llama_seq_id seq_id = ubatch.seq_id[s][0];
+                            if (embd_seq_out.find(seq_id) != embd_seq_out.end()) {
+                                continue;
+                            }
+                            embd_seq_out[seq_id].resize(1);
+                            ggml_backend_tensor_get_async(backend_embd, t_embd, embd_seq_out[seq_id].data(), (seq_id)*sizeof(float), sizeof(float));
+                        }
+                    } break;
+                case LLAMA_POOLING_TYPE_UNSPECIFIED:
+                    {
+                        GGML_ABORT("unknown pooling type");
+                    }
+            }
+        }
+
+        n_outputs_prev += n_outputs;
+    }
+
+    // finalize the batch processing
+    kv_guard.commit();
+
+    // set to total number of outputs in the batch, for use in llama_get_logits_ith
+    n_outputs = n_outputs_all;
+
+    // set output mappings
+    {
+        bool sorted_output = true;
+
+        auto & out_ids = sbatch.out_ids;
+
+        GGML_ASSERT(out_ids.size() == (size_t) n_outputs_all);
+
+        for (int64_t i = 0; i < n_outputs_all; ++i) {
+            int64_t out_id = out_ids[i];
+            output_ids[out_id] = i;
+            if (out_id != i) {
+                sorted_output = false;
+            }
+        }
+
+        // make the outputs have the same order they had in the user-provided batch
+        // note: this is mostly relevant for recurrent models atm
+        if (!sorted_output) {
+            const uint32_t n_vocab = model.vocab.n_tokens();
+            const uint32_t n_embd  = model.hparams.n_embd;
+
+            GGML_ASSERT((size_t) n_outputs == out_ids.size());
+
+            // TODO: is there something more efficient which also minimizes swaps?
+            // selection sort, to minimize swaps (from https://en.wikipedia.org/wiki/Selection_sort)
+            for (int32_t i = 0; i < n_outputs - 1; ++i) {
+                int32_t j_min = i;
+                for (int32_t j = i + 1; j < n_outputs; ++j) {
+                    if (out_ids[j] < out_ids[j_min]) {
+                        j_min = j;
+                    }
+                }
+                if (j_min == i) { continue; }
+                std::swap(out_ids[i], out_ids[j_min]);
+                if (logits_size > 0) {
+                    for (uint32_t k = 0; k < n_vocab; k++) {
+                        std::swap(logits[i*n_vocab + k], logits[j_min*n_vocab + k]);
+                    }
+                }
+                if (embd_size > 0) {
+                    for (uint32_t k = 0; k < n_embd; k++) {
+                        std::swap(embd[i*n_embd + k], embd[j_min*n_embd + k]);
+                    }
+                }
+            }
+            std::fill(output_ids.begin(), output_ids.end(), -1);
+            for (int32_t i = 0; i < n_outputs; ++i) {
+                output_ids[out_ids[i]] = i;
+            }
+        }
+    }
+
+    // wait for the computation to finish (automatically done when obtaining the model output)
+    //synchronize();
+
+    // decide if we need to defrag the kv cache
+    if (cparams.defrag_thold > 0.0f) {
+        kv_self->defrag_sched(cparams.defrag_thold);
+    }
+
+    // Reset state for the next token before backend sync, to allow the CPU activities in the reset to
+    // overlap with device computation.
+    ggml_backend_sched_reset(sched.get());
+
+    return 0;
+}
+
+//
+// output
+//
+
+int32_t llama_context::output_reserve(int32_t n_outputs) {
+    const auto & hparams = model.hparams;
+    const auto & vocab   = model.vocab;
+
+    const int64_t n_outputs_max = std::max<int64_t>(n_outputs, n_seq_max());
+
+    const auto n_batch = cparams.n_batch;
+    const auto n_vocab = vocab.n_tokens();
+    const auto n_embd  = hparams.n_embd;
+
+    // TODO: use a per-batch flag for logits presence instead
+    bool has_logits =  cparams.causal_attn;
+    bool has_embd   =  cparams.embeddings && (cparams.pooling_type == LLAMA_POOLING_TYPE_NONE);
+
+    // TODO: hacky enc-dec support
+    if (model.arch == LLM_ARCH_T5) {
+        has_logits = true;
+        has_embd   = true;
+    }
+
+    logits_size = has_logits ? n_vocab*n_outputs_max : 0;
+    embd_size   = has_embd   ?  n_embd*n_outputs_max : 0;
+
+    if (output_ids.empty()) {
+        // init, never resized afterwards
+        output_ids.resize(n_batch);
+    }
+
+    const size_t prev_size = buf_output ? ggml_backend_buffer_get_size(buf_output.get()) : 0;
+    const size_t new_size  = (logits_size + embd_size) * sizeof(float);
+
+    // alloc only when more than the current capacity is required
+    // TODO: also consider shrinking the buffer
+    if (!buf_output || prev_size < new_size) {
+        if (buf_output) {
+#ifndef NDEBUG
+            // This doesn't happen often, but may be annoying in some cases (like the HellaSwag benchmark)
+            LLAMA_LOG_INFO("%s: reallocating output buffer from size %.02f MiB to %.02f MiB\n", __func__, prev_size / 1024.0 / 1024.0, new_size / 1024.0 / 1024.0);
+#endif
+            buf_output = nullptr;
+            logits = nullptr;
+            embd = nullptr;
+        }
+
+        auto * buft = ggml_backend_cpu_buffer_type();
+        // try to use the host buffer of the device where the output tensor is allocated for faster transfer to system memory
+        auto * output_dev = model.dev_output();
+        auto * output_dev_host_buft = output_dev ? ggml_backend_dev_host_buffer_type(output_dev) : nullptr;
+        if (output_dev_host_buft) {
+            buft = output_dev_host_buft;
+        }
+        buf_output.reset(ggml_backend_buft_alloc_buffer(buft, new_size));
+        if (buf_output == nullptr) {
+            LLAMA_LOG_ERROR("%s: failed to allocate output buffer of size %.2f MiB\n", __func__, new_size / (1024.0 * 1024.0));
+            return 0;
+        }
+    }
+
+    float * output_base = (float *) ggml_backend_buffer_get_base(buf_output.get());
+
+    logits = has_logits ? output_base               : nullptr;
+    embd   = has_embd   ? output_base + logits_size : nullptr;
+
+    // set all ids as invalid (negative)
+    std::fill(output_ids.begin(), output_ids.end(), -1);
+
+    this->n_outputs     = 0;
+    this->n_outputs_max = n_outputs_max;
+
+    return n_outputs_max;
+}
+
+//
+// graph
+//
+
+int32_t llama_context::graph_max_nodes() const {
+    return std::max<int32_t>(65536, 5*model.n_tensors());
+}
+
+ggml_cgraph * llama_context::graph_init() {
+    ggml_init_params params = {
+        /*.mem_size   =*/ buf_compute_meta.size(),
+        /*.mem_buffer =*/ buf_compute_meta.data(),
+        /*.no_alloc   =*/ true,
+    };
+
+    ctx_compute.reset(ggml_init(params));
+
+    return ggml_new_graph_custom(ctx_compute.get(), graph_max_nodes(), false);
+}
+
+llm_graph_result_ptr llama_context::graph_build(
+            ggml_context * ctx,
+             ggml_cgraph * gf,
+      const llama_ubatch & ubatch,
+            llm_graph_type gtype) {
+    return model.build_graph(
+            {
+                /*.ctx         =*/ ctx,
+                /*.arch        =*/ model.arch,
+                /*.hparams     =*/ model.hparams,
+                /*.cparams     =*/ cparams,
+                /*.ubatch      =*/ ubatch,
+                /*.sched       =*/ sched.get(),
+                /*.backend_cpu =*/ backend_cpu,
+                /*.cvec        =*/ &cvec,
+                /*.loras       =*/ &loras,
+                /*.memory      =*/ memory.get(),
+                /*.cross       =*/ &cross,
+                /*.n_outputs   =*/ n_outputs,
+                /*.cb          =*/ graph_get_cb(),
+            }, gf, gtype);
+}
+
+ggml_status llama_context::graph_compute(
+            ggml_cgraph * gf,
+                   bool   batched) {
+    int n_threads        = batched ? cparams.n_threads_batch : cparams.n_threads;
+    ggml_threadpool_t tp = batched ? threadpool_batch        : threadpool;
+
+    if (backend_cpu != nullptr) {
+        auto * reg = ggml_backend_dev_backend_reg(ggml_backend_get_device(backend_cpu));
+        auto * set_threadpool_fn = (decltype(ggml_backend_cpu_set_threadpool) *) ggml_backend_reg_get_proc_address(reg, "ggml_backend_cpu_set_threadpool");
+        set_threadpool_fn(backend_cpu, tp);
+    }
+
+    // set the number of threads for all the backends
+    for (const auto & set_n_threads_fn : set_n_threads_fns) {
+        set_n_threads_fn.second(set_n_threads_fn.first, n_threads);
+    }
+
+    auto status = ggml_backend_sched_graph_compute_async(sched.get(), gf);
+    if (status != GGML_STATUS_SUCCESS) {
+        LLAMA_LOG_ERROR("%s: ggml_backend_sched_graph_compute_async failed with error %d\n", __func__, status);
+    }
+
+    // fprintf(stderr, "splits: %d\n", ggml_backend_sched_get_n_splits(sched));
+
+    return status;
+}
+
+llm_graph_cb llama_context::graph_get_cb() const {
+    return [&](const llama_ubatch & ubatch, ggml_tensor * cur, const char * name, int il) {
+        if (il >= 0) {
+            ggml_format_name(cur, "%s-%d", name, il);
+        } else {
+            ggml_set_name(cur, name);
+        }
+
+        if (!cparams.offload_kqv) {
+            if (strcmp(name, "kqv_merged_cont") == 0) {
+                // all nodes between the KV store and the attention output are run on the CPU
+                ggml_backend_sched_set_tensor_backend(sched.get(), cur, backend_cpu);
+            }
+        }
+
+        // norm may be automatically assigned to the backend of the previous layer, increasing data transfer between backends
+        // FIXME: fix in ggml_backend_sched
+        const bool full_offload = model.params.n_gpu_layers > (int) model.hparams.n_layer;
+        if (ubatch.n_tokens < 32 || full_offload) {
+            if (il != -1 && strcmp(name, "norm") == 0) {
+                const auto & dev_layer = model.dev_layer(il);
+                for (const auto & backend : backends) {
+                    if (ggml_backend_get_device(backend.get()) == dev_layer) {
+                        if (ggml_backend_supports_op(backend.get(), cur)) {
+                            ggml_backend_sched_set_tensor_backend(sched.get(), cur, backend.get());
+                        }
+                    }
+                }
+            }
+        }
+    };
+}
+
+//
+// state save/load
+//
+
+class llama_io_write_dummy : public llama_io_write_i {
+public:
+    llama_io_write_dummy() = default;
+
+    void write(const void * /* src */, size_t size) override {
+        size_written += size;
+    }
+
+    void write_tensor(const ggml_tensor * /* tensor */, size_t /* offset */, size_t size) override {
+        size_written += size;
+    }
+
+    size_t n_bytes() override {
+        return size_written;
+    }
+
+private:
+    size_t size_written = 0;
+};
+
+class llama_io_write_buffer : public llama_io_write_i {
+public:
+    llama_io_write_buffer(
+            uint8_t * p, size_t len) : ptr(p), buf_size(len) {}
+
+    void write(const void * src, size_t size) override {
+        if (size > buf_size) {
+            throw std::runtime_error("unexpectedly reached end of buffer");
+        }
+        memcpy(ptr, src, size);
+        ptr += size;
+        size_written += size;
+        buf_size -= size;
+    }
+
+    void write_tensor(const ggml_tensor * tensor, size_t offset, size_t size) override {
+        if (size > buf_size) {
+            throw std::runtime_error("unexpectedly reached end of buffer");
+        }
+        ggml_backend_tensor_get(tensor, ptr, offset, size);
+        ptr += size;
+        size_written += size;
+        buf_size -= size;
+    }
+
+    size_t n_bytes() override {
+        return size_written;
+    }
+
+private:
+    uint8_t * ptr;
+    size_t buf_size = 0;
+    size_t size_written = 0;
+};
+
+class llama_io_read_buffer : public llama_io_read_i {
+public:
+    llama_io_read_buffer(const uint8_t * p, size_t len) : ptr(p), buf_size(len) {}
+
+    const uint8_t * read(size_t size) override {
+        const uint8_t * base_ptr = ptr;
+        if (size > buf_size) {
+            throw std::runtime_error("unexpectedly reached end of buffer");
+        }
+        ptr += size;
+        size_read += size;
+        buf_size -= size;
+        return base_ptr;
+    }
+
+    void read_to(void * dst, size_t size) override {
+        memcpy(dst, read(size), size);
+    }
+
+    size_t n_bytes() override {
+        return size_read;
+    }
+
+private:
+    const uint8_t * ptr;
+    size_t buf_size = 0;
+    size_t size_read = 0;
+};
+
+class llama_io_write_file : public llama_io_write_i {
+public:
+    llama_io_write_file(llama_file * f) : file(f) {}
+
+    void write(const void * src, size_t size) override {
+        file->write_raw(src, size);
+        size_written += size;
+    }
+
+    void write_tensor(const ggml_tensor * tensor, size_t offset, size_t size) override {
+        temp_buffer.resize(size);
+        ggml_backend_tensor_get(tensor, temp_buffer.data(), offset, size);
+        write(temp_buffer.data(), temp_buffer.size());
+    }
+
+    size_t n_bytes() override {
+        return size_written;
+    }
+
+private:
+    llama_file * file;
+    size_t size_written = 0;
+    std::vector<uint8_t> temp_buffer;
+};
+
+class llama_io_read_file : public llama_io_read_i {
+public:
+    llama_io_read_file(llama_file * f) : file(f) {}
+
+    void read_to(void * dst, size_t size) override {
+        file->read_raw(dst, size);
+        size_read += size;
+    }
+
+    const uint8_t * read(size_t size) override {
+        temp_buffer.resize(size);
+        read_to(temp_buffer.data(), size);
+        return temp_buffer.data();
+    }
+
+    size_t n_bytes() override {
+        return size_read;
+    }
+
+private:
+    llama_file * file;
+    size_t size_read = 0;
+    std::vector<uint8_t> temp_buffer;
+};
+
+size_t llama_context::state_get_size() {
+    llama_io_write_dummy io;
+    try {
+        return state_write_data(io);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error getting state size: %s\n", __func__, err.what());
+        return 0;
+    }
+}
+
+size_t llama_context::state_get_data(uint8_t * dst, size_t size) {
+    llama_io_write_buffer io(dst, size);
+    try {
+        return state_write_data(io);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error saving state: %s\n", __func__, err.what());
+        return 0;
+    }
+}
+
+size_t llama_context::state_set_data(const uint8_t * src, size_t size) {
+    llama_io_read_buffer io(src, size);
+    try {
+        return state_read_data(io);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error loading state: %s\n", __func__, err.what());
+        return 0;
+    }
+}
+
+size_t llama_context::state_seq_get_size(llama_seq_id seq_id) {
+    llama_io_write_dummy io;
+    try {
+        return state_seq_write_data(io, seq_id);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error getting state size: %s\n", __func__, err.what());
+        return 0;
+    }
+}
+
+size_t llama_context::state_seq_get_data(llama_seq_id seq_id, uint8_t * dst, size_t size) {
+    llama_io_write_buffer io(dst, size);
+    try {
+        return state_seq_write_data(io, seq_id);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error saving state: %s\n", __func__, err.what());
+        return 0;
+    }
+}
+
+size_t llama_context::state_seq_set_data(llama_seq_id seq_id, const uint8_t * src, size_t size) {
+    llama_io_read_buffer io(src, size);
+    try {
+        return state_seq_read_data(io, seq_id);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error loading state: %s\n", __func__, err.what());
+        return 0;
+    }
+}
+
+bool llama_context::state_load_file(const char * filepath, llama_token * tokens_out, size_t n_token_capacity, size_t * n_token_count_out) {
+    llama_file file(filepath, "rb");
+
+    // sanity checks
+    {
+        const uint32_t magic   = file.read_u32();
+        const uint32_t version = file.read_u32();
+
+        if (magic != LLAMA_SESSION_MAGIC || version != LLAMA_SESSION_VERSION) {
+            LLAMA_LOG_ERROR("%s: unknown (magic, version) for session file: %08x, %08x\n", __func__, magic, version);
+            return false;
+        }
+    }
+
+    // load the prompt
+    {
+        const uint32_t n_token_count = file.read_u32();
+
+        if (n_token_count > n_token_capacity) {
+            LLAMA_LOG_ERROR("%s: token count in session file exceeded capacity! %u > %zu\n", __func__, n_token_count, n_token_capacity);
+            return false;
+        }
+
+        file.read_raw(tokens_out, sizeof(llama_token) * n_token_count);
+        *n_token_count_out = n_token_count;
+    }
+
+    // restore the context state
+    {
+        const size_t n_state_size_cur = file.size() - file.tell();
+
+        llama_io_read_file io( &file);
+        const size_t n_read = state_read_data(io);
+
+        if (n_read != n_state_size_cur) {
+            LLAMA_LOG_ERROR("%s: did not read all of the session file data! size %zu, got %zu\n", __func__, n_state_size_cur, n_read);
+            return false;
+        }
+    }
+
+    return true;
+}
+
+bool llama_context::state_save_file(const char * filepath, const llama_token * tokens, size_t n_token_count) {
+    llama_file file(filepath, "wb");
+
+    file.write_u32(LLAMA_SESSION_MAGIC);
+    file.write_u32(LLAMA_SESSION_VERSION);
+
+    // save the prompt
+    file.write_u32((uint32_t) n_token_count);
+    file.write_raw(tokens, sizeof(llama_token) * n_token_count);
+
+    // save the context state using stream saving
+    llama_io_write_file io(&file);
+    state_write_data(io);
+
+    return true;
+}
+
+size_t llama_context::state_seq_load_file(llama_seq_id seq_id, const char * filepath, llama_token * tokens_out, size_t n_token_capacity, size_t * n_token_count_out) {
+    llama_file file(filepath, "rb");
+
+    // version checks
+    {
+        const uint32_t magic   = file.read_u32();
+        const uint32_t version = file.read_u32();
+
+        if (magic != LLAMA_STATE_SEQ_MAGIC || version != LLAMA_STATE_SEQ_VERSION) {
+            LLAMA_LOG_ERROR("%s: unknown (magic, version) for sequence state file: %08x, %08x\n", __func__, magic, version);
+            return 0;
+        }
+    }
+
+    // load the prompt
+    {
+        const uint32_t n_token_count = file.read_u32();
+
+        if (n_token_count > n_token_capacity) {
+            LLAMA_LOG_ERROR("%s: token count in sequence state file exceeded capacity! %u > %zu\n", __func__, n_token_count, n_token_capacity);
+            return 0;
+        }
+
+        file.read_raw(tokens_out, sizeof(llama_token) * n_token_count);
+        *n_token_count_out = n_token_count;
+    }
+
+    // restore the context state
+    {
+        const size_t state_size = file.size() - file.tell();
+        llama_io_read_file io(&file);
+        const size_t nread = state_seq_read_data(io, seq_id);
+        if (!nread) {
+            LLAMA_LOG_ERROR("%s: failed to restore sequence state\n", __func__);
+            return 0;
+        }
+        GGML_ASSERT(nread <= state_size);
+        GGML_ASSERT(nread + sizeof(uint32_t) * 3 + sizeof(llama_token) * *n_token_count_out == file.tell());
+    }
+
+    return file.tell();
+}
+
+size_t llama_context::state_seq_save_file(llama_seq_id seq_id, const char * filepath, const llama_token * tokens, size_t n_token_count) {
+    llama_file file(filepath, "wb");
+
+    file.write_u32(LLAMA_STATE_SEQ_MAGIC);
+    file.write_u32(LLAMA_STATE_SEQ_VERSION);
+
+    // save the prompt
+    file.write_u32((uint32_t) n_token_count);
+    file.write_raw(tokens, sizeof(llama_token) * n_token_count);
+
+    // save the context state using stream saving
+    llama_io_write_file io(&file);
+    state_seq_write_data(io, seq_id);
+
+    const size_t res = file.tell();
+    GGML_ASSERT(res == sizeof(uint32_t) * 3 + sizeof(llama_token) * n_token_count + io.n_bytes());
+
+    return res;
+}
+
+size_t llama_context::state_write_data(llama_io_write_i & io) {
+    LLAMA_LOG_DEBUG("%s: writing state\n", __func__);
+
+    // write model info
+    {
+        LLAMA_LOG_DEBUG("%s: - writing model info\n", __func__);
+
+        const std::string arch_str = llm_arch_name(model.arch);
+        io.write_string(arch_str);
+        // TODO: add more model-specific info which should prevent loading the session file if not identical
+    }
+
+    // write output ids
+    {
+        LLAMA_LOG_DEBUG("%s: - writing output ids\n", __func__);
+
+        const auto n_outputs    = this->n_outputs;
+        const auto & output_ids = this->output_ids;
+
+        std::vector<int32_t> w_output_pos;
+
+        GGML_ASSERT(n_outputs <= n_outputs_max);
+
+        w_output_pos.resize(n_outputs);
+
+        // build a more compact representation of the output ids
+        for (size_t i = 0; i < n_batch(); ++i) {
+            // map an output id to a position in the batch
+            int32_t pos = output_ids[i];
+            if (pos >= 0) {
+                GGML_ASSERT(pos < n_outputs);
+                w_output_pos[pos] = i;
+            }
+        }
+
+        io.write(&n_outputs, sizeof(n_outputs));
+
+        if (n_outputs) {
+            io.write(w_output_pos.data(), n_outputs * sizeof(int32_t));
+        }
+    }
+
+    // write logits
+    {
+        LLAMA_LOG_DEBUG("%s: - writing logits\n", __func__);
+
+        const uint64_t logits_size = std::min((uint64_t) this->logits_size, (uint64_t) n_outputs * model.vocab.n_tokens());
+
+        io.write(&logits_size, sizeof(logits_size));
+
+        if (logits_size) {
+            io.write(logits, logits_size * sizeof(float));
+        }
+    }
+
+    // write embeddings
+    {
+        LLAMA_LOG_DEBUG("%s: - writing embeddings\n", __func__);
+
+        const uint64_t embd_size = std::min((uint64_t) this->embd_size, (uint64_t) n_outputs * model.hparams.n_embd);
+
+        io.write(&embd_size, sizeof(embd_size));
+
+        if (embd_size) {
+            io.write(embd, embd_size * sizeof(float));
+        }
+    }
+
+    LLAMA_LOG_DEBUG("%s: - writing KV self\n", __func__);
+    llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+
+    kv_self->state_write(io);
+
+    return io.n_bytes();
+}
+
+size_t llama_context::state_read_data(llama_io_read_i & io) {
+    LLAMA_LOG_DEBUG("%s: reading state\n", __func__);
+
+    // read model info
+    {
+        LLAMA_LOG_DEBUG("%s: - reading model info\n", __func__);
+
+        const std::string cur_arch_str = llm_arch_name(model.arch);
+
+        std::string arch_str;
+        io.read_string(arch_str);
+        if (cur_arch_str != arch_str) {
+            throw std::runtime_error(format("wrong model arch: '%s' instead of '%s'", arch_str.c_str(), cur_arch_str.c_str()));
+        }
+        // TODO: add more info which needs to be identical but which is not verified otherwise
+    }
+
+    // read output ids
+    {
+        LLAMA_LOG_DEBUG("%s: - reading output ids\n", __func__);
+
+        auto n_outputs = this->n_outputs;
+        io.read_to(&n_outputs, sizeof(n_outputs));
+
+        if (n_outputs > output_reserve(n_outputs)) {
+            throw std::runtime_error("could not reserve outputs");
+        }
+
+        std::vector<int32_t> output_pos;
+
+        if (n_outputs) {
+            output_pos.resize(n_outputs);
+            io.read_to(output_pos.data(), n_outputs * sizeof(int32_t));
+
+            for (int32_t i = 0; i < (int32_t) output_pos.size(); ++i) {
+                int32_t id = output_pos[i];
+                if ((uint32_t) id >= n_batch()) {
+                    throw std::runtime_error(format("invalid output id, %d does not fit in batch size of %u", id, n_batch()));
+                }
+                this->output_ids[id] = i;
+            }
+
+            this->n_outputs = n_outputs;
+        }
+    }
+
+    // read logits
+    {
+        LLAMA_LOG_DEBUG("%s: - reading logits\n", __func__);
+
+        uint64_t logits_size;
+        io.read_to(&logits_size, sizeof(logits_size));
+
+        if (this->logits_size < logits_size) {
+            throw std::runtime_error("logits buffer too small");
+        }
+
+        if (logits_size) {
+            io.read_to(this->logits, logits_size * sizeof(float));
+        }
+    }
+
+    // read embeddings
+    {
+        LLAMA_LOG_DEBUG("%s: - reading embeddings\n", __func__);
+
+        uint64_t embd_size;
+        io.read_to(&embd_size, sizeof(embd_size));
+
+        if (this->embd_size < embd_size) {
+            throw std::runtime_error("embeddings buffer too small");
+        }
+
+        if (embd_size) {
+            io.read_to(this->embd, embd_size * sizeof(float));
+        }
+    }
+
+    if (memory) {
+        LLAMA_LOG_DEBUG("%s: - reading KV self\n", __func__);
+
+        llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+
+        kv_self->state_read(io);
+    }
+
+    return io.n_bytes();
+}
+
+size_t llama_context::state_seq_write_data(llama_io_write_i & io, llama_seq_id seq_id) {
+    GGML_UNUSED(seq_id);
+
+    if (memory) {
+        llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+
+        kv_self->state_write(io, seq_id);
+    }
+
+    return io.n_bytes();
+}
+
+size_t llama_context::state_seq_read_data(llama_io_read_i & io, llama_seq_id seq_id) {
+    GGML_UNUSED(seq_id);
+
+    if (memory) {
+        llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+
+        kv_self->state_read(io, seq_id);
+    }
+
+    return io.n_bytes();
+}
+
+//
+// perf
+//
+
+llama_perf_context_data llama_context::perf_get_data() const {
+    llama_perf_context_data data = {};
+
+    data.t_start_ms  = 1e-3 * t_start_us;
+    data.t_load_ms   = 1e-3 * t_load_us;
+    data.t_p_eval_ms = 1e-3 * t_p_eval_us;
+    data.t_eval_ms   = 1e-3 * t_eval_us;
+    data.n_p_eval    = std::max(1, n_p_eval);
+    data.n_eval      = std::max(1, n_eval);
+
+    return data;
+}
+
+void llama_context::perf_reset() {
+    t_start_us  = ggml_time_us();
+    t_eval_us   = n_eval = 0;
+    t_p_eval_us = n_p_eval = 0;
+}
+
+//
+// training
+//
+
+static void llama_set_param(struct ggml_tensor * tensor, llama_opt_param_filter param_filter, void * userdata) {
+    if (!tensor || tensor->type != GGML_TYPE_F32) {
+        return;
+    }
+    if (!param_filter(tensor, userdata)) {
+        return;
+    }
+    if (strcmp(tensor->name, "token_embd.weight") == 0) {
+        return; // FIXME
+    }
+    if (strcmp(tensor->name, "rope_freqs.weight") == 0) {
+        return; // FIXME
+    }
+    ggml_set_param(tensor);
+}
+
+void llama_context::opt_init(struct llama_model * model, struct llama_opt_params lopt_params) {
+    GGML_ASSERT(!opt_ctx);
+    model->hparams.n_ctx_train = lopt_params.n_ctx_train > 0 ? lopt_params.n_ctx_train : n_ctx();
+    const uint32_t n_batch     = std::min(this->n_batch(),  model->hparams.n_ctx_train);
+    const uint32_t n_ubatch    = std::min(this->n_ubatch(), n_batch);
+    GGML_ASSERT(model->hparams.n_ctx_train % n_batch  == 0);
+    GGML_ASSERT(n_batch                    % n_ubatch == 0);
+
+    ggml_opt_params opt_params = ggml_opt_default_params(sched.get(), GGML_OPT_LOSS_TYPE_CROSS_ENTROPY);
+    opt_params.opt_period      = n_batch / n_ubatch;
+    opt_params.get_opt_pars    = lopt_params.get_opt_pars;
+    opt_params.get_opt_pars_ud = lopt_params.get_opt_pars_ud;
+
+    opt_ctx = ggml_opt_init(opt_params);
+
+    llama_opt_param_filter param_filter = lopt_params.param_filter;
+    void * param_filter_ud              = lopt_params.param_filter_ud;
+
+  //llama_set_param(model->tok_embd,        param_filter, param_filter_ud); // FIXME
+    llama_set_param(model->type_embd,       param_filter, param_filter_ud);
+    llama_set_param(model->pos_embd,        param_filter, param_filter_ud);
+    llama_set_param(model->tok_norm,        param_filter, param_filter_ud);
+    llama_set_param(model->tok_norm_b,      param_filter, param_filter_ud);
+    llama_set_param(model->output_norm,     param_filter, param_filter_ud);
+    llama_set_param(model->output_norm_b,   param_filter, param_filter_ud);
+    llama_set_param(model->output,          param_filter, param_filter_ud);
+    llama_set_param(model->output_b,        param_filter, param_filter_ud);
+    llama_set_param(model->output_norm_enc, param_filter, param_filter_ud);
+    llama_set_param(model->cls,             param_filter, param_filter_ud);
+    llama_set_param(model->cls_b,           param_filter, param_filter_ud);
+    llama_set_param(model->cls_out,         param_filter, param_filter_ud);
+    llama_set_param(model->cls_out_b,       param_filter, param_filter_ud);
+
+    for (struct llama_layer & layer : model->layers) {
+        for (size_t i = 0; i < sizeof(layer)/sizeof(struct ggml_tensor *); ++i) {
+            llama_set_param(reinterpret_cast<struct ggml_tensor **>(&layer)[i], param_filter, param_filter_ud);
+        }
+    }
+}
+
+void llama_context::opt_epoch_iter(
+        ggml_opt_dataset_t               dataset,
+        ggml_opt_result_t                result,
+        const std::vector<llama_token> & tokens,
+        const std::vector<llama_token> & labels_sparse,
+        llama_batch                    & batch,
+        ggml_opt_epoch_callback          callback,
+        bool                             train,
+        int64_t                          idata_in_loop,
+        int64_t                          ndata_in_loop,
+        int64_t                          t_loop_start) {
+    GGML_ASSERT(opt_ctx);
+    const uint32_t n_ctx    = llama_model_n_ctx_train(&model);
+    const uint32_t n_batch  = std::min(this->n_batch(),  n_ctx);
+    const uint32_t n_ubatch = std::min(this->n_ubatch(), n_batch);
+
+    llama_kv_cache * kv_self = static_cast<llama_kv_cache *>(memory.get());
+
+    kv_self->clear();
+    llama_kv_cache_guard kv_guard(kv_self);
+
+    for (uint32_t pos_ctx = 0; pos_ctx < n_ctx; pos_ctx += n_batch) {
+        batch.n_tokens = n_batch;
+        for (uint32_t pos_batch = 0; pos_batch < n_batch; ++pos_batch) {
+            batch.token   [pos_batch]    = tokens[pos_ctx + pos_batch];
+            batch.pos     [pos_batch]    = pos_ctx + pos_batch;
+            batch.n_seq_id[pos_batch]    = 1;
+            batch.seq_id  [pos_batch][0] = 0;
+            batch.logits  [pos_batch]    = true;
+        }
+
+        const auto n_tokens_all = batch.n_tokens;
+
+        n_queued_tokens += n_tokens_all;
+
+        // this indicates we are doing pooled embedding, so we ignore batch.logits and output all tokens
+        const bool embd_pooled = cparams.embeddings && cparams.pooling_type != LLAMA_POOLING_TYPE_NONE;
+
+        embd_seq.clear();
+
+        int64_t n_outputs_all = n_tokens_all;
+
+        llama_sbatch sbatch = kv_self->sbatch_init(batch, /*logits_all =*/ true);
+
+        // reserve output buffer
+        if (output_reserve(n_outputs_all) < n_outputs_all) {
+            LLAMA_LOG_ERROR("%s: could not reserve space for batch with %" PRId64 " outputs\n", __func__, n_outputs_all);
+            GGML_ABORT("TODO: handle this error");
+        };
+
+        for (uint32_t pos_batch = 0; pos_batch < n_batch; pos_batch += n_ubatch) {
+            llama_ubatch ubatch = kv_self->ubatch_next(sbatch, cparams.n_ubatch, embd_pooled);
+
+            n_outputs = ubatch.n_tokens;
+
+            // TODO: not sure if this is needed
+            if (!kv_self->find_slot(ubatch)) {
+                kv_self->defrag_sched(-1.0f);
+                kv_self->update(*this);
+                if (!kv_self->find_slot(ubatch)) {
+                    LLAMA_LOG_WARN("%s: failed to find KV cache slot for ubatch of size %d\n", __func__, ubatch.n_tokens);
+                    GGML_ABORT("TODO: handle this error");
+                }
+            }
+
+            auto * gf = graph_init();
+            auto res = graph_build(ctx_compute.get(), gf, ubatch, LLM_GRAPH_TYPE_DEFAULT);
+
+            struct ggml_context * ctx_compute_opt;
+            {
+                const size_t size_gf = ggml_graph_size(gf);
+                const size_t size_meta = 4*size_gf*ggml_tensor_overhead() + 2*ggml_graph_overhead_custom(size_gf, /*grads = */ true);
+                struct ggml_init_params params = {
+                    /*.mem_size   =*/ size_meta,
+                    /*.mem_buffer =*/ nullptr,
+                    /*.no_alloc   =*/ true,
+                };
+                ctx_compute_opt = ggml_init(params);
+            }
+            ggml_opt_prepare_alloc(opt_ctx, ctx_compute_opt, gf, res->get_tokens(), res->get_logits());
+            ggml_opt_alloc(opt_ctx, train);
+            res->set_inputs(&ubatch);
+            {
+                struct ggml_tensor * labels = ggml_opt_labels(opt_ctx);
+                GGML_ASSERT(labels->ne[1] == n_ubatch);
+                ggml_set_zero(labels);
+                const float onef = 1.0f;
+                for (uint32_t pos_ubatch = 0; pos_ubatch < n_ubatch; ++pos_ubatch) {
+                    const uint32_t ilabel = pos_ctx + pos_batch + pos_ubatch;
+                    GGML_ASSERT(labels_sparse[ilabel] < labels->ne[0]);
+                    ggml_backend_tensor_set(labels, &onef, (pos_ubatch*labels->ne[0] + labels_sparse[ilabel])*sizeof(float), sizeof(float));
+                }
+            }
+            ggml_opt_eval(opt_ctx, result);
+            if (callback) {
+                callback(train, opt_ctx, dataset, result, idata_in_loop + (pos_ctx + pos_batch)/n_ubatch + 1, ndata_in_loop, t_loop_start);
+            }
+            ggml_free(ctx_compute_opt);
+        }
+    }
+
+    kv_guard.commit();
+}
+
+void llama_context::opt_epoch(
+        ggml_opt_dataset_t        dataset,
+        ggml_opt_result_t         result_train,
+        ggml_opt_result_t         result_eval,
+        int64_t                   idata_split,
+        ggml_opt_epoch_callback   callback_train,
+        ggml_opt_epoch_callback   callback_eval) {
+    const uint32_t n_ctx    = this->n_ctx();
+    const uint32_t n_batch  = std::min(cparams.n_batch,  n_ctx);
+    const uint32_t n_ubatch = std::min(cparams.n_ubatch, n_batch);
+    const  int64_t ndata    = ggml_opt_dataset_ndata(dataset);
+
+    GGML_ASSERT(idata_split >= 0);
+    GGML_ASSERT(idata_split <= ndata);
+
+    const uint32_t ubatch_per_ctx = n_ctx / n_ubatch;
+
+    struct llama_batch batch = llama_batch_init(n_batch, 0, 1);
+    std::vector<llama_token>        tokens(n_ctx);
+    std::vector<llama_token> labels_sparse(n_ctx);
+
+    int64_t idata = 0;
+
+    int64_t t_loop_start = ggml_time_us();
+    int64_t ndata_in_loop = idata_split*ubatch_per_ctx;
+    for (; idata < idata_split; ++idata) {
+        constexpr bool train = true;
+        const int64_t idata_in_loop = idata*ubatch_per_ctx;
+
+        ggml_opt_dataset_get_batch_host(dataset, tokens.data(), n_ctx*sizeof(llama_token), labels_sparse.data(), idata);
+        opt_epoch_iter(dataset, result_train, tokens, labels_sparse, batch,
+            callback_train, train, idata_in_loop, ndata_in_loop, t_loop_start);
+    }
+
+    t_loop_start = ggml_time_us();
+    ndata_in_loop = (ndata - idata_split)*ubatch_per_ctx;
+    for (; idata < ndata; ++idata) {
+        constexpr bool train = false;
+        const int64_t idata_in_loop = (idata - idata_split)*ubatch_per_ctx;
+
+        ggml_opt_dataset_get_batch_host(dataset, tokens.data(), n_ctx*sizeof(llama_token), labels_sparse.data(), idata);
+        opt_epoch_iter(dataset, result_eval, tokens, labels_sparse, batch,
+            callback_eval, train, idata_in_loop, ndata_in_loop, t_loop_start);
+    }
+
+    llama_batch_free(batch);
+}
+
+//
+// interface implementation
+//
+
+llama_context_params llama_context_default_params() {
+    llama_context_params result = {
+        /*.n_ctx                       =*/ 512,
+        /*.n_batch                     =*/ 2048,
+        /*.n_ubatch                    =*/ 512,
+        /*.n_seq_max                   =*/ 1,
+        /*.n_threads                   =*/ GGML_DEFAULT_N_THREADS, // TODO: better default
+        /*.n_threads_batch             =*/ GGML_DEFAULT_N_THREADS,
+        /*.rope_scaling_type           =*/ LLAMA_ROPE_SCALING_TYPE_UNSPECIFIED,
+        /*.pooling_type                =*/ LLAMA_POOLING_TYPE_UNSPECIFIED,
+        /*.attention_type              =*/ LLAMA_ATTENTION_TYPE_UNSPECIFIED,
+        /*.rope_freq_base              =*/ 0.0f,
+        /*.rope_freq_scale             =*/ 0.0f,
+        /*.yarn_ext_factor             =*/ -1.0f,
+        /*.yarn_attn_factor            =*/ 1.0f,
+        /*.yarn_beta_fast              =*/ 32.0f,
+        /*.yarn_beta_slow              =*/ 1.0f,
+        /*.yarn_orig_ctx               =*/ 0,
+        /*.defrag_thold                =*/ -1.0f,
+        /*.cb_eval                     =*/ nullptr,
+        /*.cb_eval_user_data           =*/ nullptr,
+        /*.type_k                      =*/ GGML_TYPE_F16,
+        /*.type_v                      =*/ GGML_TYPE_F16,
+        /*.abort_callback              =*/ nullptr,
+        /*.abort_callback_data         =*/ nullptr,
+        /*.embeddings                  =*/ false,
+        /*.offload_kqv                 =*/ true,
+        /*.flash_attn                  =*/ false,
+        /*.no_perf                     =*/ true,
+        /*.op_offload                  =*/ true,
+    };
+
+    return result;
+}
+
+llama_context * llama_init_from_model(
+                 llama_model * model,
+        llama_context_params   params) {
+    if (!model) {
+        LLAMA_LOG_ERROR("%s: model cannot be NULL\n", __func__);
+        return nullptr;
+    }
+
+    if (params.n_batch == 0 && params.n_ubatch == 0) {
+        LLAMA_LOG_ERROR("%s: n_batch and n_ubatch cannot both be zero\n", __func__);
+        return nullptr;
+    }
+
+    if (params.n_ctx == 0 && model->hparams.n_ctx_train == 0) {
+        LLAMA_LOG_ERROR("%s: n_ctx and model->hparams.n_ctx_train cannot both be zero\n", __func__);
+        return nullptr;
+    }
+
+    if (params.flash_attn && model->arch == LLM_ARCH_GROK) {
+        LLAMA_LOG_WARN("%s: flash_attn is not compatible with Grok - forcing off\n", __func__);
+        params.flash_attn = false;
+    }
+
+    if (ggml_is_quantized(params.type_v) && !params.flash_attn) {
+        LLAMA_LOG_ERROR("%s: V cache quantization requires flash_attn\n", __func__);
+        return nullptr;
+    }
+
+    try {
+        auto * ctx = new llama_context(*model, params);
+        return ctx;
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: failed to initialize the context: %s\n", __func__, err.what());
+    }
+
+    return nullptr;
+}
+
+// deprecated
+llama_context * llama_new_context_with_model(
+                 llama_model * model,
+        llama_context_params   params) {
+    return llama_init_from_model(model, params);
+}
+
+void llama_free(llama_context * ctx) {
+    delete ctx;
+}
+
+uint32_t llama_n_ctx(const llama_context * ctx) {
+    return ctx->n_ctx();
+}
+
+uint32_t llama_n_batch(const llama_context * ctx) {
+    return ctx->n_batch();
+}
+
+uint32_t llama_n_ubatch(const llama_context * ctx) {
+    return ctx->n_ubatch();
+}
+
+uint32_t llama_n_seq_max(const llama_context * ctx) {
+    return ctx->n_seq_max();
+}
+
+const llama_model * llama_get_model(const llama_context * ctx) {
+    return &ctx->get_model();
+}
+
+llama_kv_cache * llama_get_kv_self(llama_context * ctx) {
+    return ctx->get_kv_self();
+}
+
+void llama_kv_self_update(llama_context * ctx) {
+    ctx->kv_self_update();
+}
+
+enum llama_pooling_type llama_pooling_type(const llama_context * ctx) {
+    return ctx->pooling_type();
+}
+
+void llama_attach_threadpool(
+            llama_context * ctx,
+        ggml_threadpool_t   threadpool,
+        ggml_threadpool_t   threadpool_batch) {
+    ctx->attach_threadpool(threadpool, threadpool_batch);
+}
+
+void llama_detach_threadpool(llama_context * ctx) {
+    ctx->detach_threadpool();
+}
+
+void llama_set_n_threads(llama_context * ctx, int32_t n_threads, int32_t n_threads_batch) {
+    ctx->set_n_threads(n_threads, n_threads_batch);
+}
+
+int32_t llama_n_threads(llama_context * ctx) {
+    return ctx->n_threads();
+}
+
+int32_t llama_n_threads_batch(llama_context * ctx) {
+    return ctx->n_threads_batch();
+}
+
+void llama_set_abort_callback(llama_context * ctx, bool (*abort_callback)(void * data), void * abort_callback_data) {
+    ctx->set_abort_callback(abort_callback, abort_callback_data);
+}
+
+void llama_set_embeddings(llama_context * ctx, bool embeddings) {
+    ctx->set_embeddings(embeddings);
+}
+
+void llama_set_causal_attn(llama_context * ctx, bool causal_attn) {
+    ctx->set_causal_attn(causal_attn);
+}
+
+void llama_set_warmup(llama_context * ctx, bool warmup) {
+    ctx->set_warmup(warmup);
+}
+
+void llama_synchronize(llama_context * ctx) {
+    ctx->synchronize();
+}
+
+float * llama_get_logits(llama_context * ctx) {
+    ctx->synchronize();
+
+    return ctx->get_logits();
+}
+
+float * llama_get_logits_ith(llama_context * ctx, int32_t i) {
+    ctx->synchronize();
+
+    return ctx->get_logits_ith(i);
+}
+
+float * llama_get_embeddings(llama_context * ctx) {
+    ctx->synchronize();
+
+    return ctx->get_embeddings();
+}
+
+float * llama_get_embeddings_ith(llama_context * ctx, int32_t i) {
+    ctx->synchronize();
+
+    return ctx->get_embeddings_ith(i);
+}
+
+float * llama_get_embeddings_seq(llama_context * ctx, llama_seq_id seq_id) {
+    ctx->synchronize();
+
+    return ctx->get_embeddings_seq(seq_id);
+}
+
+// llama adapter API
+
+int32_t llama_set_adapter_lora(
+            llama_context * ctx,
+            llama_adapter_lora * adapter,
+            float scale) {
+    ctx->set_adapter_lora(adapter, scale);
+
+    return 0;
+}
+
+int32_t llama_rm_adapter_lora(
+            llama_context * ctx,
+            llama_adapter_lora * adapter) {
+    bool res = ctx->rm_adapter_lora(adapter);
+
+    return res ? 0 : -1;
+}
+
+void llama_clear_adapter_lora(llama_context * ctx) {
+    ctx->clear_adapter_lora();
+}
+
+int32_t llama_apply_adapter_cvec(
+        llama_context * ctx,
+                 const float * data,
+                      size_t   len,
+                     int32_t   n_embd,
+                     int32_t   il_start,
+                     int32_t   il_end) {
+    bool res = ctx->apply_adapter_cvec(data, len, n_embd, il_start, il_end);
+
+    return res ? 0 : -1;
+}
+
+//
+// kv cache view
+//
+
+llama_kv_cache_view llama_kv_cache_view_init(const llama_context * ctx, int32_t n_seq_max) {
+    const auto * kv = ctx->get_kv_self();
+    if (kv == nullptr) {
+        LLAMA_LOG_WARN("%s: the context does not have a KV cache\n", __func__);
+        return {};
+    }
+
+    return llama_kv_cache_view_init(*kv, n_seq_max);
+}
+
+void llama_kv_cache_view_update(const llama_context * ctx, llama_kv_cache_view * view) {
+    const auto * kv = ctx->get_kv_self();
+    if (kv == nullptr) {
+        LLAMA_LOG_WARN("%s: the context does not have a KV cache\n", __func__);
+        return;
+    }
+
+    llama_kv_cache_view_update(view, kv);
+}
+
+//
+// kv cache
+//
+
+// deprecated
+int32_t llama_get_kv_cache_token_count(const llama_context * ctx) {
+    return llama_kv_self_n_tokens(ctx);
+}
+
+int32_t llama_kv_self_n_tokens(const llama_context * ctx) {
+    const auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return 0;
+    }
+
+    return kv->get_n_tokens();
+}
+
+// deprecated
+int32_t llama_get_kv_cache_used_cells(const llama_context * ctx) {
+    return llama_kv_self_used_cells(ctx);
+}
+
+int32_t llama_kv_self_used_cells(const llama_context * ctx) {
+    const auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return 0;
+    }
+
+    return kv->get_used_cells();
+}
+
+// deprecated
+void llama_kv_cache_clear(llama_context * ctx) {
+    llama_kv_self_clear(ctx);
+}
+
+void llama_kv_self_clear(llama_context * ctx) {
+    auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return;
+    }
+
+    kv->clear();
+}
+
+// deprecated
+bool llama_kv_cache_seq_rm(
+        llama_context * ctx,
+         llama_seq_id   seq_id,
+            llama_pos   p0,
+            llama_pos   p1) {
+    return llama_kv_self_seq_rm(ctx, seq_id, p0, p1);
+}
+
+bool llama_kv_self_seq_rm(
+        llama_context * ctx,
+         llama_seq_id   seq_id,
+            llama_pos   p0,
+            llama_pos   p1) {
+    auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return true;
+    }
+
+    return kv->seq_rm(seq_id, p0, p1);
+}
+
+// deprecated
+void llama_kv_cache_seq_cp(
+        llama_context * ctx,
+         llama_seq_id   seq_id_src,
+         llama_seq_id   seq_id_dst,
+            llama_pos   p0,
+            llama_pos   p1) {
+    llama_kv_self_seq_cp(ctx, seq_id_src, seq_id_dst, p0, p1);
+}
+
+void llama_kv_self_seq_cp(
+        llama_context * ctx,
+         llama_seq_id   seq_id_src,
+         llama_seq_id   seq_id_dst,
+            llama_pos   p0,
+            llama_pos   p1) {
+    auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return;
+    }
+
+    kv->seq_cp(seq_id_src, seq_id_dst, p0, p1);
+}
+
+// deprecated
+void llama_kv_cache_seq_keep(
+        llama_context * ctx,
+         llama_seq_id   seq_id) {
+    llama_kv_self_seq_keep(ctx, seq_id);
+}
+
+void llama_kv_self_seq_keep(llama_context * ctx, llama_seq_id seq_id) {
+    auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return;
+    }
+
+    kv->seq_keep(seq_id);
+}
+
+// deprecated
+void llama_kv_cache_seq_add(
+        llama_context * ctx,
+         llama_seq_id   seq_id,
+            llama_pos   p0,
+            llama_pos   p1,
+            llama_pos   delta) {
+    llama_kv_self_seq_add(ctx, seq_id, p0, p1, delta);
+}
+
+void llama_kv_self_seq_add(
+        llama_context * ctx,
+         llama_seq_id   seq_id,
+            llama_pos   p0,
+            llama_pos   p1,
+            llama_pos   delta) {
+    auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return;
+    }
+
+    kv->seq_add(seq_id, p0, p1, delta);
+}
+
+// deprecated
+void llama_kv_cache_seq_div(
+        llama_context * ctx,
+         llama_seq_id   seq_id,
+            llama_pos   p0,
+            llama_pos   p1,
+                  int   d) {
+    llama_kv_self_seq_div(ctx, seq_id, p0, p1, d);
+}
+
+void llama_kv_self_seq_div(
+        llama_context * ctx,
+         llama_seq_id   seq_id,
+            llama_pos   p0,
+            llama_pos   p1,
+                  int   d) {
+    auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return;
+    }
+
+    kv->seq_div(seq_id, p0, p1, d);
+}
+
+// deprecated
+llama_pos llama_kv_cache_seq_pos_max(llama_context * ctx, llama_seq_id seq_id) {
+    return llama_kv_self_seq_pos_max(ctx, seq_id);
+}
+
+llama_pos llama_kv_self_seq_pos_max(llama_context * ctx, llama_seq_id seq_id) {
+    const auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return 0;
+    }
+
+    return kv->seq_pos_max(seq_id);
+}
+
+// deprecated
+void llama_kv_cache_defrag(llama_context * ctx) {
+    llama_kv_self_defrag(ctx);
+}
+
+void llama_kv_self_defrag(llama_context * ctx) {
+    auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return;
+    }
+
+    // force defrag
+    kv->defrag_sched(-1.0f);
+}
+
+// deprecated
+bool llama_kv_cache_can_shift(const llama_context * ctx) {
+    return llama_kv_self_can_shift(ctx);
+}
+
+bool llama_kv_self_can_shift(const llama_context * ctx) {
+    const auto * kv = ctx->get_kv_self();
+    if (!kv) {
+        return false;
+    }
+
+    return kv->get_can_shift();
+}
+
+// deprecated
+void llama_kv_cache_update(llama_context * ctx) {
+    llama_kv_self_update(ctx);
+}
+
+// llama state API
+
+// deprecated
+size_t llama_get_state_size(llama_context * ctx) {
+    return llama_state_get_size(ctx);
+}
+
+// deprecated
+size_t llama_copy_state_data(llama_context * ctx, uint8_t * dst) {
+    return llama_state_get_data(ctx, dst, -1);
+}
+
+// deprecated
+size_t llama_set_state_data(llama_context * ctx, const uint8_t * src) {
+    return llama_state_set_data(ctx, src, -1);
+}
+
+// deprecated
+bool llama_load_session_file(llama_context * ctx, const char * path_session, llama_token * tokens_out, size_t n_token_capacity, size_t * n_token_count_out) {
+    return llama_state_load_file(ctx, path_session, tokens_out, n_token_capacity, n_token_count_out);
+}
+
+// deprecated
+bool llama_save_session_file(llama_context * ctx, const char * path_session, const llama_token * tokens, size_t n_token_count) {
+    return llama_state_save_file(ctx, path_session, tokens, n_token_count);
+}
+
+// Returns the *actual* size of the state.
+// Intended to be used when saving to state to a buffer.
+size_t llama_state_get_size(llama_context * ctx) {
+    return ctx->state_get_size();
+}
+
+size_t llama_state_get_data(llama_context * ctx, uint8_t * dst, size_t size) {
+    ctx->synchronize();
+
+    return ctx->state_get_data(dst, size);
+}
+
+// Sets the state reading from the specified source address
+size_t llama_state_set_data(llama_context * ctx, const uint8_t * src, size_t size) {
+    ctx->synchronize();
+
+    return ctx->state_set_data(src, size);
+}
+
+bool llama_state_load_file(llama_context * ctx, const char * path_session, llama_token * tokens_out, size_t n_token_capacity, size_t * n_token_count_out) {
+    ctx->synchronize();
+
+    try {
+        return ctx->state_load_file(path_session, tokens_out, n_token_capacity, n_token_count_out);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error loading session file: %s\n", __func__, err.what());
+        return false;
+    }
+}
+
+bool llama_state_save_file(llama_context * ctx, const char * path_session, const llama_token * tokens, size_t n_token_count) {
+    ctx->synchronize();
+
+    try {
+        return ctx->state_save_file(path_session, tokens, n_token_count);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error saving session file: %s\n", __func__, err.what());
+        return false;
+    }
+}
+
+size_t llama_state_seq_get_size(llama_context * ctx, llama_seq_id seq_id) {
+    return ctx->state_seq_get_size(seq_id);
+}
+
+size_t llama_state_seq_get_data(llama_context * ctx, uint8_t * dst, size_t size, llama_seq_id seq_id) {
+    ctx->synchronize();
+
+    return ctx->state_seq_get_data(seq_id, dst, size);
+}
+
+size_t llama_state_seq_set_data(llama_context * ctx, const uint8_t * src, size_t size, llama_seq_id seq_id) {
+    ctx->synchronize();
+
+    return ctx->state_seq_set_data(seq_id, src, size);
+}
+
+size_t llama_state_seq_save_file(llama_context * ctx, const char * filepath, llama_seq_id seq_id, const llama_token * tokens, size_t n_token_count) {
+    ctx->synchronize();
+
+    try {
+        return ctx->state_seq_save_file(seq_id, filepath, tokens, n_token_count);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error saving sequence state file: %s\n", __func__, err.what());
+        return 0;
+    }
+}
+
+size_t llama_state_seq_load_file(llama_context * ctx, const char * filepath, llama_seq_id dest_seq_id, llama_token * tokens_out, size_t n_token_capacity, size_t * n_token_count_out) {
+    ctx->synchronize();
+
+    try {
+        return ctx->state_seq_load_file(dest_seq_id, filepath, tokens_out, n_token_capacity, n_token_count_out);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error loading sequence state file: %s\n", __func__, err.what());
+        return 0;
+    }
+}
+
+///
+
+int32_t llama_encode(
+        llama_context * ctx,
+          llama_batch   batch) {
+    const int ret = ctx->encode(batch);
+    if (ret != 0) {
+        LLAMA_LOG_ERROR("%s: failed to encode, ret = %d\n", __func__, ret);
+    }
+
+    return ret;
+}
+
+int32_t llama_decode(
+        llama_context * ctx,
+          llama_batch   batch) {
+    const int ret = ctx->decode(batch);
+    if (ret != 0) {
+        LLAMA_LOG_ERROR("%s: failed to decode, ret = %d\n", __func__, ret);
+    }
+
+    return ret;
+}
+
+//
+// perf
+//
+
+llama_perf_context_data llama_perf_context(const llama_context * ctx) {
+    llama_perf_context_data data = {};
+
+    if (ctx == nullptr) {
+        return data;
+    }
+
+    data = ctx->perf_get_data();
+
+    return data;
+}
+
+void llama_perf_context_print(const llama_context * ctx) {
+    const auto data = llama_perf_context(ctx);
+
+    const double t_end_ms = 1e-3 * ggml_time_us();
+
+    LLAMA_LOG_INFO("%s:        load time = %10.2f ms\n", __func__, data.t_load_ms);
+    LLAMA_LOG_INFO("%s: prompt eval time = %10.2f ms / %5d tokens (%8.2f ms per token, %8.2f tokens per second)\n",
+            __func__, data.t_p_eval_ms, data.n_p_eval, data.t_p_eval_ms / data.n_p_eval, 1e3 / data.t_p_eval_ms * data.n_p_eval);
+    LLAMA_LOG_INFO("%s:        eval time = %10.2f ms / %5d runs   (%8.2f ms per token, %8.2f tokens per second)\n",
+            __func__, data.t_eval_ms, data.n_eval, data.t_eval_ms / data.n_eval, 1e3 / data.t_eval_ms * data.n_eval);
+    LLAMA_LOG_INFO("%s:       total time = %10.2f ms / %5d tokens\n", __func__, (t_end_ms - data.t_start_ms), (data.n_p_eval + data.n_eval));
+}
+
+void llama_perf_context_reset(llama_context * ctx) {
+    ctx->perf_reset();
+}
+
+//
+// training
+//
+
+bool llama_opt_param_filter_all(const struct ggml_tensor * tensor, void * userdata) {
+    GGML_UNUSED(tensor);
+    GGML_UNUSED(userdata);
+    return true;
+}
+
+void llama_opt_init(struct llama_context * ctx, struct llama_model * model, struct llama_opt_params lopt_params) {
+    ctx->opt_init(model, lopt_params);
+}
+
+void llama_opt_epoch(
+        struct llama_context    * ctx,
+        ggml_opt_dataset_t        dataset,
+        ggml_opt_result_t         result_train,
+        ggml_opt_result_t         result_eval,
+        int64_t                   idata_split,
+        ggml_opt_epoch_callback   callback_train,
+        ggml_opt_epoch_callback   callback_eval) {
+    ctx->opt_epoch(
+        dataset,
+        result_train,
+        result_eval,
+        idata_split,
+        callback_train,
+        callback_eval);
+}
diff --git a/llama/llama.cpp/src/llama-context.h b/llama/llama.cpp/src/llama-context.h
new file mode 100644
index 0000000..0264e93
--- /dev/null
+++ b/llama/llama.cpp/src/llama-context.h
@@ -0,0 +1,277 @@
+#pragma once
+
+#include "llama.h"
+#include "llama-batch.h"
+#include "llama-cparams.h"
+#include "llama-graph.h"
+#include "llama-adapter.h"
+#include "llama-kv-cache.h"
+
+#include "ggml-cpp.h"
+#include "ggml-opt.h"
+
+#include <map>
+#include <vector>
+
+struct llama_model;
+struct llama_kv_cache;
+
+class llama_io_read_i;
+class llama_io_write_i;
+
+struct llama_context {
+    // init scheduler and compute buffers, reserve worst-case graphs
+    llama_context(
+            const llama_model & model,
+                  llama_context_params params);
+
+    ~llama_context();
+
+    void synchronize();
+
+    const llama_model   & get_model()   const;
+    const llama_cparams & get_cparams() const;
+
+    ggml_backend_sched_t get_sched() const;
+
+    ggml_context * get_ctx_compute() const;
+
+    uint32_t n_ctx()         const;
+    uint32_t n_ctx_per_seq() const;
+    uint32_t n_batch()       const;
+    uint32_t n_ubatch()      const;
+    uint32_t n_seq_max()     const;
+
+    uint32_t n_threads()       const;
+    uint32_t n_threads_batch() const;
+
+          llama_kv_cache * get_kv_self();
+    const llama_kv_cache * get_kv_self() const;
+
+    void kv_self_update();
+
+    enum llama_pooling_type pooling_type() const;
+
+    float * get_logits();
+    float * get_logits_ith(int32_t i);
+
+    float * get_embeddings();
+    float * get_embeddings_ith(int32_t i);
+    float * get_embeddings_seq(llama_seq_id seq_id);
+
+    void attach_threadpool(
+            ggml_threadpool_t threadpool,
+            ggml_threadpool_t threadpool_batch);
+
+    void detach_threadpool();
+
+    void set_n_threads(int32_t n_threads, int32_t n_threads_batch);
+
+    void set_abort_callback(bool (*abort_callback)(void * data), void * abort_callback_data);
+
+    void set_embeddings (bool value);
+    void set_causal_attn(bool value);
+    void set_warmup(bool value);
+
+    void set_adapter_lora(
+            llama_adapter_lora * adapter,
+            float scale);
+
+    bool rm_adapter_lora(
+            llama_adapter_lora * adapter);
+
+    void clear_adapter_lora();
+
+    bool apply_adapter_cvec(
+            const float * data,
+                 size_t   len,
+                int32_t   n_embd,
+                int32_t   il_start,
+                int32_t   il_end);
+
+    int encode(llama_batch & inp_batch);
+    int decode(llama_batch & inp_batch);
+
+    //
+    // state save/load
+    //
+
+    size_t state_get_size();
+    size_t state_get_data(      uint8_t * dst, size_t size);
+    size_t state_set_data(const uint8_t * src, size_t size);
+
+    size_t state_seq_get_size(llama_seq_id seq_id);
+    size_t state_seq_get_data(llama_seq_id seq_id,       uint8_t * dst, size_t size);
+    size_t state_seq_set_data(llama_seq_id seq_id, const uint8_t * src, size_t size);
+
+    bool state_load_file(
+            const char * filepath,
+           llama_token * tokens_out,
+                size_t   n_token_capacity,
+                size_t * n_token_count_out);
+
+    bool state_save_file(
+            const char * filepath,
+     const llama_token * tokens,
+                size_t   n_token_count);
+
+    size_t state_seq_load_file(
+          llama_seq_id   seq_id,
+            const char * filepath,
+           llama_token * tokens_out,
+                size_t   n_token_capacity,
+                size_t * n_token_count_out);
+
+    size_t state_seq_save_file(
+          llama_seq_id   seq_id,
+            const char * filepath,
+     const llama_token * tokens,
+                size_t   n_token_count);
+
+    //
+    // perf
+    //
+
+    llama_perf_context_data perf_get_data() const;
+    void perf_reset();
+
+    //
+    // training
+    //
+
+    void opt_init(struct llama_model * model, struct llama_opt_params lopt_params);
+
+    void opt_epoch(
+            ggml_opt_dataset_t      dataset,
+            ggml_opt_result_t       result_train,
+            ggml_opt_result_t       result_eval,
+            int64_t                 idata_split,
+            ggml_opt_epoch_callback callback_train,
+            ggml_opt_epoch_callback callback_eval);
+
+    void opt_epoch_iter(
+            ggml_opt_dataset_t               dataset,
+            ggml_opt_result_t                result,
+            const std::vector<llama_token> & tokens,
+            const std::vector<llama_token> & labels_sparse,
+            llama_batch                    & batch,
+            ggml_opt_epoch_callback          callback,
+            bool                             train,
+            int64_t                          idata_in_loop,
+            int64_t                          ndata_in_loop,
+            int64_t                          t_loop_start);
+
+private:
+    //
+    // output
+    //
+
+    // Make sure enough space is available for outputs.
+    // Returns max number of outputs for which space was reserved.
+    int32_t output_reserve(int32_t n_outputs);
+
+    //
+    // graph
+    //
+
+public:
+    int32_t graph_max_nodes() const;
+
+    // zero-out inputs and create the ctx_compute for the compute graph
+    ggml_cgraph * graph_init();
+
+    // returns the result of ggml_backend_sched_graph_compute_async execution
+    ggml_status graph_compute(
+            ggml_cgraph * gf,
+                   bool   batched);
+
+private:
+    llm_graph_result_ptr graph_build(
+            ggml_context * ctx,
+             ggml_cgraph * gf,
+      const llama_ubatch & ubatch,
+          llm_graph_type   gtype);
+
+    llm_graph_cb graph_get_cb() const;
+
+    // TODO: read/write lora adapters and cvec
+    size_t state_write_data(llama_io_write_i & io);
+    size_t state_read_data (llama_io_read_i  & io);
+
+    size_t state_seq_write_data(llama_io_write_i & io, llama_seq_id seq_id);
+    size_t state_seq_read_data (llama_io_read_i  & io, llama_seq_id seq_id);
+
+    //
+    // members
+    //
+
+    const llama_model & model;
+
+    llama_cparams       cparams;
+    llama_adapter_cvec  cvec;
+    llama_adapter_loras loras;
+
+    llama_cross cross; // TODO: tmp for handling cross-attention - need something better probably
+
+    std::unique_ptr<llama_memory_i> memory;
+
+    // decode output (2-dimensional array: [n_outputs][n_vocab])
+    size_t  logits_size = 0; // capacity (of floats) for logits
+    float * logits      = nullptr;
+
+    // embeddings output (2-dimensional array: [n_outputs][n_embd])
+    // populated only when pooling_type == LLAMA_POOLING_TYPE_NONE
+    size_t  embd_size = 0; // capacity (of floats) for embeddings
+    float * embd      = nullptr;
+
+    // sequence embeddings output (map of [n_embd] vectors)
+    // populated only when pooling_type != LLAMA_POOLING_TYPE_NONE
+    std::map<llama_seq_id, std::vector<float>> embd_seq;
+
+    int32_t n_outputs     = 0; // number of actually-used outputs in the current ubatch or last logical batch
+    int32_t n_outputs_max = 0; // capacity (of tokens positions) for the output buffers
+
+    std::vector<int32_t> output_ids; // map batch token positions to ids of the logits and embd buffers
+
+    ggml_backend_sched_ptr sched;
+
+    ggml_backend_t backend_cpu = nullptr;
+    std::vector<ggml_backend_ptr> backends;
+
+    ggml_context_ptr ctx_compute;
+
+    // training
+    ggml_opt_context_t opt_ctx = nullptr;
+
+    ggml_threadpool_t threadpool       = nullptr;
+    ggml_threadpool_t threadpool_batch = nullptr;
+
+    ggml_abort_callback abort_callback      = nullptr;
+    void *              abort_callback_data = nullptr;
+
+    std::vector<std::pair<ggml_backend_t, ggml_backend_set_n_threads_t>> set_n_threads_fns;
+
+    // buffer types used for the compute buffer of each backend
+    std::vector<ggml_backend_t>             backend_ptrs;
+    std::vector<ggml_backend_buffer_type_t> backend_buft;
+
+    // memory buffers used to evaluate the model
+    std::vector<uint8_t> buf_compute_meta;
+
+    // host buffer for the model output (logits and embeddings)
+    ggml_backend_buffer_ptr buf_output;
+
+    bool has_evaluated_once = false;
+
+    // perf
+    mutable int64_t t_start_us  = 0;
+    mutable int64_t t_load_us   = 0;
+    mutable int64_t t_p_eval_us = 0;
+    mutable int64_t t_eval_us   = 0;
+
+    mutable int64_t t_compute_start_us = 0;
+    mutable int64_t n_queued_tokens    = 0;
+
+    mutable int32_t n_p_eval = 0; // number of tokens in eval calls for the prompt (with batch size > 1)
+    mutable int32_t n_eval   = 0; // number of eval calls
+};
diff --git a/llama/llama.cpp/src/llama-cparams.cpp b/llama/llama.cpp/src/llama-cparams.cpp
new file mode 100644
index 0000000..28369be
--- /dev/null
+++ b/llama/llama.cpp/src/llama-cparams.cpp
@@ -0,0 +1 @@
+#include "llama-cparams.h"
diff --git a/llama/llama.cpp/src/llama-cparams.h b/llama/llama.cpp/src/llama-cparams.h
new file mode 100644
index 0000000..246fa57
--- /dev/null
+++ b/llama/llama.cpp/src/llama-cparams.h
@@ -0,0 +1,39 @@
+#pragma once
+
+#include "llama.h"
+
+#include <cstdint>
+
+struct llama_cparams {
+    uint32_t n_ctx;           // context size used during inference
+    uint32_t n_batch;
+    uint32_t n_ubatch;
+    uint32_t n_seq_max;
+    int      n_threads;       // number of threads to use for generation
+    int      n_threads_batch; // number of threads to use for batch processing
+
+    float rope_freq_base;
+    float rope_freq_scale;
+
+    uint32_t n_ctx_orig_yarn;
+    // These hyperparameters are not exposed in GGUF, because all
+    // existing YaRN models use the same values for them.
+    float yarn_ext_factor;
+    float yarn_attn_factor;
+    float yarn_beta_fast;
+    float yarn_beta_slow;
+    float defrag_thold;
+
+    bool embeddings;
+    bool causal_attn;
+    bool offload_kqv;
+    bool flash_attn;
+    bool no_perf;
+    bool warmup;
+    bool op_offload;
+
+    enum llama_pooling_type pooling_type;
+
+    ggml_backend_sched_eval_callback cb_eval;
+    void * cb_eval_user_data;
+};
diff --git a/llama/llama.cpp/src/llama-grammar.cpp b/llama/llama.cpp/src/llama-grammar.cpp
new file mode 100644
index 0000000..60d5823
--- /dev/null
+++ b/llama/llama.cpp/src/llama-grammar.cpp
@@ -0,0 +1,1254 @@
+#include "llama-grammar.h"
+
+#include "llama-impl.h"
+#include "llama-vocab.h"
+#include "llama-sampling.h"
+
+#include <cmath>
+#include <algorithm>
+#include <stdexcept>
+
+//
+// helpers
+//
+
+// NOTE: assumes valid utf8 (but checks for overrun)
+static std::pair<uint32_t, const char *> decode_utf8(const char * src) {
+    static const int lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 4 };
+    uint8_t  first_byte = static_cast<uint8_t>(*src);
+    uint8_t  highbits   = first_byte >> 4;
+    int      len        = lookup[highbits];
+    uint8_t  mask       = (1 << (8 - len)) - 1;
+    uint32_t value      = first_byte & mask;
+    const char * end    = src + len; // may overrun!
+    const char * pos    = src + 1;
+    for ( ; pos < end && *pos; pos++) {
+        value = (value << 6) + (static_cast<uint8_t>(*pos) & 0x3F);
+    }
+    return std::make_pair(value, pos);
+}
+
+static std::pair<std::vector<uint32_t>, llama_partial_utf8> decode_utf8(
+        const std::string & src,
+        llama_partial_utf8 partial_start) {
+    static const int      lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 2, 2, 3, 4 };
+    const char          * pos      = src.c_str();
+    std::vector<uint32_t> code_points;
+
+    // common english strings have the same number of codepoints and bytes. `+ 1` for the terminating 0.
+    code_points.reserve(src.size() + 1);
+    uint32_t value    = partial_start.value;
+    int      n_remain = partial_start.n_remain;
+
+    // continue previous decode, if applicable
+    while (*pos != 0 && n_remain > 0) {
+        uint8_t next_byte = static_cast<uint8_t>(*pos);
+        if ((next_byte >> 6) != 2) {
+            // invalid sequence, abort
+            code_points.push_back(0);
+            return std::make_pair(std::move(code_points), llama_partial_utf8{ 0, -1 });
+        }
+        value = (value << 6) + (next_byte & 0x3F);
+        ++pos;
+        --n_remain;
+    }
+
+    if (partial_start.n_remain > 0 && n_remain == 0) {
+        code_points.push_back(value);
+    }
+
+    // decode any subsequent utf-8 sequences, which may end in an incomplete one
+    while (*pos != 0) {
+        uint8_t first_byte = static_cast<uint8_t>(*pos);
+        uint8_t highbits   = first_byte >> 4;
+        n_remain   = lookup[highbits] - 1;
+
+        if (n_remain < 0) {
+            // invalid sequence, abort
+            code_points.clear();
+            code_points.push_back(0);
+            return std::make_pair(std::move(code_points), llama_partial_utf8{ 0, n_remain });
+        }
+
+        uint8_t mask  = (1 << (7 - n_remain)) - 1;
+        value = first_byte & mask;
+
+        ++pos;
+        while (*pos != 0 && n_remain > 0) {
+            value = (value << 6) + (static_cast<uint8_t>(*pos) & 0x3F);
+            ++pos;
+            --n_remain;
+        }
+        if (n_remain == 0) {
+            code_points.push_back(value);
+        }
+    }
+    code_points.push_back(0);
+
+    return std::make_pair(std::move(code_points), llama_partial_utf8{ value, n_remain });
+}
+
+static bool is_digit_char(char c) {
+    return '0' <= c && c <= '9';
+}
+
+static bool is_word_char(char c) {
+    return ('a' <= c && c <= 'z') || ('A' <= c && c <= 'Z') || c == '-' || is_digit_char(c);
+}
+
+static std::pair<uint32_t, const char *> parse_hex(const char * src, int size) {
+    const char * pos   = src;
+    const char * end   = src + size;
+    uint32_t     value = 0;
+    for ( ; pos < end && *pos; pos++) {
+        value <<= 4;
+        char c = *pos;
+        if ('a' <= c && c <= 'f') {
+            value += c - 'a' + 10;
+        } else if ('A' <= c && c <= 'F') {
+            value += c - 'A' + 10;
+        } else if ('0' <= c && c <= '9') {
+            value += c - '0';
+        } else {
+            break;
+        }
+    }
+    if (pos != end) {
+        throw std::runtime_error("expecting " + std::to_string(size) + " hex chars at " + src);
+    }
+    return std::make_pair(value, pos);
+}
+
+static const char * parse_space(const char * src, bool newline_ok) {
+    const char * pos = src;
+    while (*pos == ' ' || *pos == '\t' || *pos == '#' ||
+            (newline_ok && (*pos == '\r' || *pos == '\n'))) {
+        if (*pos == '#') {
+            while (*pos && *pos != '\r' && *pos != '\n') {
+                pos++;
+            }
+        } else {
+            pos++;
+        }
+    }
+    return pos;
+}
+
+static const char * parse_name(const char * src) {
+    const char * pos = src;
+    while (is_word_char(*pos)) {
+        pos++;
+    }
+    if (pos == src) {
+        throw std::runtime_error(std::string("expecting name at ") + src);
+    }
+    return pos;
+}
+
+static const char * parse_int(const char * src) {
+    const char * pos = src;
+    while (is_digit_char(*pos)) {
+        pos++;
+    }
+    if (pos == src) {
+        throw std::runtime_error(std::string("expecting integer at ") + src);
+    }
+    return pos;
+}
+
+static std::pair<uint32_t, const char *> parse_char(const char * src) {
+    if (*src == '\\') {
+        switch (src[1]) {
+            case 'x': return parse_hex(src + 2, 2);
+            case 'u': return parse_hex(src + 2, 4);
+            case 'U': return parse_hex(src + 2, 8);
+            case 't': return std::make_pair('\t', src + 2);
+            case 'r': return std::make_pair('\r', src + 2);
+            case 'n': return std::make_pair('\n', src + 2);
+            case '\\':
+            case '"':
+            case '[':
+            case ']':
+                      return std::make_pair(src[1], src + 2);
+            default:
+                      throw std::runtime_error(std::string("unknown escape at ") + src);
+        }
+    } else if (*src) {
+        return decode_utf8(src);
+    }
+    throw std::runtime_error("unexpected end of input");
+}
+
+static void print_grammar_char(FILE * file, uint32_t c) {
+    if (0x20 <= c && c <= 0x7f) {
+        fprintf(file, "%c", static_cast<char>(c));
+    } else {
+        // cop out of encoding UTF-8
+        fprintf(file, "<U+%04X>", c);
+    }
+}
+
+static bool is_char_element(llama_grammar_element elem) {
+    switch (elem.type) {
+        case LLAMA_GRETYPE_CHAR:           return true;
+        case LLAMA_GRETYPE_CHAR_NOT:       return true;
+        case LLAMA_GRETYPE_CHAR_ALT:       return true;
+        case LLAMA_GRETYPE_CHAR_RNG_UPPER: return true;
+        case LLAMA_GRETYPE_CHAR_ANY:       return true;
+        default:                           return false;
+    }
+}
+
+static void print_rule_binary(FILE * file, const llama_grammar_rule & rule) {
+    for (auto elem : rule) {
+        switch (elem.type) {
+            case LLAMA_GRETYPE_END:            fprintf(file, "END");            break;
+            case LLAMA_GRETYPE_ALT:            fprintf(file, "ALT");            break;
+            case LLAMA_GRETYPE_RULE_REF:       fprintf(file, "RULE_REF");       break;
+            case LLAMA_GRETYPE_CHAR:           fprintf(file, "CHAR");           break;
+            case LLAMA_GRETYPE_CHAR_NOT:       fprintf(file, "CHAR_NOT");       break;
+            case LLAMA_GRETYPE_CHAR_RNG_UPPER: fprintf(file, "CHAR_RNG_UPPER"); break;
+            case LLAMA_GRETYPE_CHAR_ALT:       fprintf(file, "CHAR_ALT");       break;
+            case LLAMA_GRETYPE_CHAR_ANY:       fprintf(file, "CHAR_ANY");       break;
+        }
+        switch (elem.type) {
+            case LLAMA_GRETYPE_END:
+            case LLAMA_GRETYPE_ALT:
+            case LLAMA_GRETYPE_RULE_REF:
+                fprintf(file, "(%u) ", elem.value);
+                break;
+            case LLAMA_GRETYPE_CHAR:
+            case LLAMA_GRETYPE_CHAR_NOT:
+            case LLAMA_GRETYPE_CHAR_RNG_UPPER:
+            case LLAMA_GRETYPE_CHAR_ALT:
+            case LLAMA_GRETYPE_CHAR_ANY:
+                fprintf(file, "(\"");
+                print_grammar_char(file, elem.value);
+                fprintf(file, "\") ");
+                break;
+        }
+    }
+    fprintf(file, "\n");
+}
+
+static void print_rule(
+        FILE     * file,
+        uint32_t   rule_id,
+        const llama_grammar_rule & rule,
+        const std::map<uint32_t, std::string> & symbol_id_names) {
+    if (rule.empty() || rule.back().type != LLAMA_GRETYPE_END) {
+        throw std::runtime_error(
+            "malformed rule, does not end with LLAMA_GRETYPE_END: " + std::to_string(rule_id));
+    }
+    fprintf(file, "%s ::= ", symbol_id_names.at(rule_id).c_str());
+    for (size_t i = 0, end = rule.size() - 1; i < end; i++) {
+        llama_grammar_element elem = rule[i];
+        switch (elem.type) {
+            case LLAMA_GRETYPE_END:
+                throw std::runtime_error(
+                    "unexpected end of rule: " + std::to_string(rule_id) + "," +
+                    std::to_string(i));
+            case LLAMA_GRETYPE_ALT:
+                fprintf(file, "| ");
+                break;
+            case LLAMA_GRETYPE_RULE_REF:
+                fprintf(file, "%s ", symbol_id_names.at(elem.value).c_str());
+                break;
+            case LLAMA_GRETYPE_CHAR:
+                fprintf(file, "[");
+                print_grammar_char(file, elem.value);
+                break;
+            case LLAMA_GRETYPE_CHAR_NOT:
+                fprintf(file, "[^");
+                print_grammar_char(file, elem.value);
+                break;
+            case LLAMA_GRETYPE_CHAR_RNG_UPPER:
+                if (i == 0 || !is_char_element(rule[i - 1])) {
+                    throw std::runtime_error(
+                        "LLAMA_GRETYPE_CHAR_RNG_UPPER without preceding char: " +
+                        std::to_string(rule_id) + "," + std::to_string(i));
+                }
+                fprintf(file, "-");
+                print_grammar_char(file, elem.value);
+                break;
+            case LLAMA_GRETYPE_CHAR_ALT:
+                if (i == 0 || !is_char_element(rule[i - 1])) {
+                    throw std::runtime_error(
+                        "LLAMA_GRETYPE_CHAR_ALT without preceding char: " +
+                        std::to_string(rule_id) + "," + std::to_string(i));
+                }
+                print_grammar_char(file, elem.value);
+                break;
+            case LLAMA_GRETYPE_CHAR_ANY:
+                fprintf(file, ".");
+                break;
+        }
+        if (is_char_element(elem)) {
+            switch (rule[i + 1].type) {
+                case LLAMA_GRETYPE_CHAR_ALT:
+                case LLAMA_GRETYPE_CHAR_RNG_UPPER:
+                case LLAMA_GRETYPE_CHAR_ANY:
+                    break;
+                default:
+                    fprintf(file, "] ");
+            }
+        }
+    }
+    fprintf(file, "\n");
+}
+
+//
+// implementation
+//
+
+uint32_t llama_grammar_parser::get_symbol_id(const char * src, size_t len) {
+    uint32_t next_id = static_cast<uint32_t>(symbol_ids.size());
+    auto result = symbol_ids.emplace(std::string(src, len), next_id);
+    return result.first->second;
+}
+
+uint32_t llama_grammar_parser::generate_symbol_id(const std::string & base_name) {
+    uint32_t next_id = static_cast<uint32_t>(symbol_ids.size());
+    symbol_ids[base_name + '_' + std::to_string(next_id)] = next_id;
+    return next_id;
+}
+
+void llama_grammar_parser::add_rule(uint32_t rule_id, const llama_grammar_rule & rule) {
+    if (rules.size() <= rule_id) {
+        rules.resize(rule_id + 1);
+    }
+    rules[rule_id] = rule;
+}
+
+const char * llama_grammar_parser::parse_alternates(
+        const char        * src,
+        const std::string & rule_name,
+        uint32_t            rule_id,
+        bool                is_nested) {
+    llama_grammar_rule rule;
+    const char * pos = parse_sequence(src, rule_name, rule, is_nested);
+    while (*pos == '|') {
+        rule.push_back({LLAMA_GRETYPE_ALT, 0});
+        pos = parse_space(pos + 1, true);
+        pos = parse_sequence(pos, rule_name, rule, is_nested);
+    }
+    rule.push_back({LLAMA_GRETYPE_END, 0});
+    add_rule(rule_id, rule);
+    return pos;
+}
+
+const char * llama_grammar_parser::parse_sequence(
+        const char         * src,
+        const std::string  & rule_name,
+        llama_grammar_rule & rule,
+        bool               is_nested) {
+    size_t last_sym_start = rule.size();
+    const char * pos = src;
+
+    auto handle_repetitions = [&](int min_times, int max_times) {
+
+        if (last_sym_start == rule.size()) {
+            throw std::runtime_error(std::string("expecting preceding item to */+/?/{ at ") + pos);
+        }
+
+        // apply transformation to previous symbol (last_sym_start to end) according to
+        // the following rewrite rules:
+        // S{m,n} --> S S S (m times) S'(n-m)
+        //            S'(x)   ::= S S'(x-1) |
+        //            (... n-m definitions of these S' rules ...)
+        //            S'(1)   ::= S |
+        // S{m,} -->  S S S (m times) S'
+        //            S'     ::= S S' |
+        // S*     --> S{0,}
+        //        --> S'     ::= S S' |
+        // S+     --> S{1,}
+        //        --> S S'
+        //            S'     ::= S S' |
+        // S?     --> S{0,1}
+        //        --> S'
+        //            S'     ::= S |
+
+        llama_grammar_rule prev_rule(rule.begin() + last_sym_start, rule.end());
+        if (min_times == 0) {
+            rule.resize(last_sym_start);
+        } else {
+            // Repeat the previous elements (min_times - 1) times
+            for (int i = 1; i < min_times; i++) {
+                rule.insert(rule.end(), prev_rule.begin(), prev_rule.end());
+            }
+        }
+
+        uint32_t last_rec_rule_id = 0;
+        auto n_opt = max_times < 0 ? 1 : max_times - min_times;
+
+        llama_grammar_rule rec_rule(prev_rule);
+        for (int i = 0; i < n_opt; i++) {
+            rec_rule.resize(prev_rule.size());
+            uint32_t rec_rule_id = generate_symbol_id( rule_name);
+            if (i > 0 || max_times < 0) {
+                rec_rule.push_back({LLAMA_GRETYPE_RULE_REF, max_times < 0 ? rec_rule_id : last_rec_rule_id});
+            }
+            rec_rule.push_back({LLAMA_GRETYPE_ALT, 0});
+            rec_rule.push_back({LLAMA_GRETYPE_END, 0});
+            add_rule( rec_rule_id, rec_rule);
+            last_rec_rule_id = rec_rule_id;
+        }
+        if (n_opt > 0) {
+            rule.push_back({LLAMA_GRETYPE_RULE_REF, last_rec_rule_id});
+        }
+    };
+
+    while (*pos) {
+        if (*pos == '"') { // literal string
+            pos++;
+            last_sym_start = rule.size();
+            while (*pos != '"') {
+                if (!*pos) {
+                    throw std::runtime_error("unexpected end of input");
+                }
+                auto char_pair = parse_char(pos);
+                     pos       = char_pair.second;
+                rule.push_back({LLAMA_GRETYPE_CHAR, char_pair.first});
+            }
+            pos = parse_space(pos + 1, is_nested);
+        } else if (*pos == '[') { // char range(s)
+            pos++;
+            enum llama_gretype start_type = LLAMA_GRETYPE_CHAR;
+            if (*pos == '^') {
+                pos++;
+                start_type = LLAMA_GRETYPE_CHAR_NOT;
+            }
+            last_sym_start = rule.size();
+            while (*pos != ']') {
+                if (!*pos) {
+                    throw std::runtime_error("unexpected end of input");
+                }
+                auto char_pair = parse_char(pos);
+                     pos       = char_pair.second;
+                enum llama_gretype type = last_sym_start < rule.size()
+                    ? LLAMA_GRETYPE_CHAR_ALT
+                    : start_type;
+
+                rule.push_back({type, char_pair.first});
+                if (pos[0] == '-' && pos[1] != ']') {
+                    if (!pos[1]) {
+                        throw std::runtime_error("unexpected end of input");
+                    }
+                    auto endchar_pair = parse_char(pos + 1);
+                         pos          = endchar_pair.second;
+                    rule.push_back({LLAMA_GRETYPE_CHAR_RNG_UPPER, endchar_pair.first});
+                }
+            }
+            pos = parse_space(pos + 1, is_nested);
+        } else if (is_word_char(*pos)) { // rule reference
+            const char * name_end    = parse_name(pos);
+            uint32_t ref_rule_id = get_symbol_id(pos, name_end - pos);
+            pos = parse_space(name_end, is_nested);
+            last_sym_start = rule.size();
+            rule.push_back({LLAMA_GRETYPE_RULE_REF, ref_rule_id});
+        } else if (*pos == '(') { // grouping
+            // parse nested alternates into synthesized rule
+            pos = parse_space(pos + 1, true);
+            uint32_t sub_rule_id = generate_symbol_id(rule_name);
+            pos = parse_alternates(pos, rule_name, sub_rule_id, true);
+            last_sym_start = rule.size();
+            // output reference to synthesized rule
+            rule.push_back({LLAMA_GRETYPE_RULE_REF, sub_rule_id});
+            if (*pos != ')') {
+                throw std::runtime_error(std::string("expecting ')' at ") + pos);
+            }
+            pos = parse_space(pos + 1, is_nested);
+        } else if (*pos == '.') { // any char
+            last_sym_start = rule.size();
+            rule.push_back({LLAMA_GRETYPE_CHAR_ANY, 0});
+            pos = parse_space(pos + 1, is_nested);
+        } else if (*pos == '*') {
+            pos = parse_space(pos + 1, is_nested);
+            handle_repetitions(0, -1);
+        } else if (*pos == '+') {
+            pos = parse_space(pos + 1, is_nested);
+            handle_repetitions(1, -1);
+        } else if (*pos == '?') {
+            pos = parse_space(pos + 1, is_nested);
+            handle_repetitions(0, 1);
+        } else if (*pos == '{') {
+            pos = parse_space(pos + 1, is_nested);
+
+            if (!is_digit_char(*pos)) {
+                throw std::runtime_error(std::string("expecting an int at ") + pos);
+            }
+            const char * int_end = parse_int(pos);
+            int min_times = std::stoul(std::string(pos, int_end - pos));
+            pos = parse_space(int_end, is_nested);
+
+            int max_times = -1;
+
+            if (*pos == '}') {
+                max_times = min_times;
+                pos = parse_space(pos + 1, is_nested);
+            } else if (*pos == ',') {
+                pos = parse_space(pos + 1, is_nested);
+
+                if (is_digit_char(*pos)) {
+                    const char * int_end = parse_int(pos);
+                    max_times = std::stoul(std::string(pos, int_end - pos));
+                    pos = parse_space(int_end, is_nested);
+                }
+
+                if (*pos != '}') {
+                    throw std::runtime_error(std::string("expecting '}' at ") + pos);
+                }
+                pos = parse_space(pos + 1, is_nested);
+            } else {
+                throw std::runtime_error(std::string("expecting ',' at ") + pos);
+            }
+            handle_repetitions(min_times, max_times);
+        } else {
+            break;
+        }
+    }
+    return pos;
+}
+
+const char * llama_grammar_parser::parse_rule(const char * src) {
+    const char * name_end = parse_name(src);
+    const char * pos      = parse_space(name_end, false);
+    size_t       name_len = name_end - src;
+    uint32_t     rule_id  = get_symbol_id(src, name_len);
+    const std::string name(src, name_len);
+
+    if (!(pos[0] == ':' && pos[1] == ':' && pos[2] == '=')) {
+        throw std::runtime_error(std::string("expecting ::= at ") + pos);
+    }
+    pos = parse_space(pos + 3, true);
+
+    pos = parse_alternates(pos, name, rule_id, false);
+
+    if (*pos == '\r') {
+        pos += pos[1] == '\n' ? 2 : 1;
+    } else if (*pos == '\n') {
+        pos++;
+    } else if (*pos) {
+        throw std::runtime_error(std::string("expecting newline or end at ") + pos);
+    }
+    return parse_space(pos, true);
+}
+
+bool llama_grammar_parser::parse(const char * src) {
+    try {
+        const char * pos = parse_space(src, true);
+        while (*pos) {
+            pos = parse_rule(pos);
+        }
+        // Validate the state to ensure that all rules are defined
+        for (const auto & rule : rules) {
+            if (rule.empty()) {
+                throw std::runtime_error("Undefined rule");
+            }
+            for (const auto & elem : rule) {
+                if (elem.type == LLAMA_GRETYPE_RULE_REF) {
+                    // Ensure that the rule at that location exists
+                    if (elem.value >= rules.size() || rules[elem.value].empty()) {
+                        // Get the name of the rule that is missing
+                        for (const auto & kv : symbol_ids) {
+                            if (kv.second == elem.value) {
+                                throw std::runtime_error("Undefined rule identifier '" + kv.first + "'");
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    } catch (const std::exception & err) {
+        fprintf(stderr, "%s: error parsing grammar: %s\n\n%s\n", __func__, err.what(), src);
+        rules.clear();
+        return false;
+    }
+
+    return true;
+}
+
+void llama_grammar_parser::print(FILE * file) {
+    try {
+        std::map<uint32_t, std::string> symbol_id_names;
+        for (const auto & kv : symbol_ids) {
+            symbol_id_names[kv.second] = kv.first;
+        }
+        for (size_t i = 0, end = rules.size(); i < end; i++) {
+            // fprintf(file, "%zu: ", i);
+            // print_rule_binary(file, rules[i]);
+            print_rule(file, uint32_t(i), rules[i], symbol_id_names);
+            // fprintf(file, "\n");
+        }
+    } catch (const std::exception & err) {
+        fprintf(stderr, "\n%s: error printing grammar: %s\n", __func__, err.what());
+    }
+}
+
+llama_grammar_stack llama_grammar_parser::c_rules() const {
+    llama_grammar_stack ret;
+    ret.reserve(rules.size());
+    for (const auto & rule : rules) {
+        ret.push_back(rule.data());
+    }
+    return ret;
+}
+
+// returns true iff pos points to the end of one of the definitions of a rule
+static bool llama_grammar_is_end_of_sequence(const llama_grammar_element * pos) {
+    switch (pos->type) {
+        case LLAMA_GRETYPE_END: return true;  // NOLINT
+        case LLAMA_GRETYPE_ALT: return true;  // NOLINT
+        default:                return false;
+    }
+}
+
+// returns true iff chr satisfies the char range at pos (regular or inverse range)
+// asserts that pos is pointing to a char range element
+static std::pair<bool, const llama_grammar_element *> llama_grammar_match_char(
+        const llama_grammar_element * pos,
+        const uint32_t                chr) {
+    bool found            = false;
+    bool is_positive_char = pos->type == LLAMA_GRETYPE_CHAR || pos->type == LLAMA_GRETYPE_CHAR_ANY;
+
+    GGML_ASSERT(is_positive_char || pos->type == LLAMA_GRETYPE_CHAR_NOT); // NOLINT
+
+    do {
+        if (pos[1].type == LLAMA_GRETYPE_CHAR_RNG_UPPER) {
+            // inclusive range, e.g. [a-z]
+            found = found || (pos->value <= chr && chr <= pos[1].value);
+            pos += 2;
+        } else if (pos->type == LLAMA_GRETYPE_CHAR_ANY) {
+            // Any character matches "."
+            found = true;
+            pos += 1;
+        } else {
+            // exact char match, e.g. [a] or "a"
+            found = found || pos->value == chr;
+            pos += 1;
+        }
+    } while (pos->type == LLAMA_GRETYPE_CHAR_ALT);
+
+    return std::make_pair(found == is_positive_char, pos);
+}
+
+// returns true iff some continuation of the given partial UTF-8 sequence could satisfy the char
+// range at pos (regular or inverse range)
+// asserts that pos is pointing to a char range element
+static bool llama_grammar_match_partial_char(
+        const llama_grammar_element * pos,
+        const llama_partial_utf8      partial_utf8) {
+    bool is_positive_char = pos->type == LLAMA_GRETYPE_CHAR || pos->type == LLAMA_GRETYPE_CHAR_ANY;
+    GGML_ASSERT(is_positive_char || pos->type == LLAMA_GRETYPE_CHAR_NOT);
+
+    uint32_t partial_value = partial_utf8.value;
+    int      n_remain      = partial_utf8.n_remain;
+
+    // invalid sequence or 7-bit char split across 2 bytes (overlong)
+    if (n_remain < 0 || (n_remain == 1 && partial_value < 2)) {
+        return false;
+    }
+
+    // range of possible code points this partial UTF-8 sequence could complete to
+    uint32_t low  = partial_value << (n_remain * 6);
+    uint32_t high = low | ((1 << (n_remain * 6)) - 1);
+
+    if (low == 0) {
+        if (n_remain == 2) {
+            low = 1 << 11;
+        } else if (n_remain == 3) {
+            low = 1 << 16;
+        }
+    }
+
+    do {
+        if (pos[1].type == LLAMA_GRETYPE_CHAR_RNG_UPPER) {
+            // inclusive range, e.g. [a-z]
+            if (pos->value <= high && low <= pos[1].value) {
+                return is_positive_char;
+            }
+            pos += 2;
+        } else if (pos->type == LLAMA_GRETYPE_CHAR_ANY) {
+            // Any character matches "."
+            return true;
+        } else {
+            // exact char match, e.g. [a] or "a"
+            if (low <= pos->value && pos->value <= high) {
+                return is_positive_char;
+            }
+            pos += 1;
+        }
+    } while (pos->type == LLAMA_GRETYPE_CHAR_ALT);
+
+    return !is_positive_char;
+}
+
+// transforms a grammar pushdown stack into N possible stacks, all ending
+// at a character range (terminal element)
+static void llama_grammar_advance_stack(
+        const llama_grammar_rules  & rules,
+        const llama_grammar_stack  & stack,
+              llama_grammar_stacks & new_stacks) {
+    if (stack.empty()) {
+        if (std::find(new_stacks.begin(), new_stacks.end(), stack) == new_stacks.end()) {
+            new_stacks.emplace_back(stack);
+        }
+        return;
+    }
+
+    const llama_grammar_element * pos = stack.back();
+
+    switch (pos->type) {
+        case LLAMA_GRETYPE_RULE_REF: {
+            const size_t                  rule_id = static_cast<size_t>(pos->value);
+            const llama_grammar_element * subpos  = rules[rule_id].data();
+            do {
+                // init new stack without the top (pos)
+                llama_grammar_stack new_stack(stack.begin(), stack.end() - 1);
+                if (!llama_grammar_is_end_of_sequence(pos + 1)) {
+                    // if this rule ref is followed by another element, add that to stack
+                    new_stack.push_back(pos + 1);
+                }
+                if (!llama_grammar_is_end_of_sequence(subpos)) {
+                    // if alternate is nonempty, add to stack
+                    new_stack.push_back(subpos);
+                }
+                llama_grammar_advance_stack(rules, new_stack, new_stacks);
+                while (!llama_grammar_is_end_of_sequence(subpos)) {
+                    // scan to end of alternate def
+                    subpos++;
+                }
+                if (subpos->type == LLAMA_GRETYPE_ALT) {
+                    // there's another alternate def of this rule to process
+                    subpos++;
+                } else {
+                    break;
+                }
+            } while (true);
+            break;
+        }
+        case LLAMA_GRETYPE_CHAR:
+        case LLAMA_GRETYPE_CHAR_NOT:
+        case LLAMA_GRETYPE_CHAR_ANY:
+            if (std::find(new_stacks.begin(), new_stacks.end(), stack) == new_stacks.end()) {
+                // only add the stack if it's not a duplicate of one we already have
+                new_stacks.emplace_back(stack);
+            }
+            break;
+        default:
+            // end of alternate (LLAMA_GRETYPE_END, LLAMA_GRETYPE_ALT) or middle of char range
+            // (LLAMA_GRETYPE_CHAR_ALT, LLAMA_GRETYPE_CHAR_RNG_UPPER); stack should never be left on
+            // those
+            GGML_ABORT("fatal error");
+    }
+}
+
+static llama_grammar_candidates llama_grammar_reject_candidates(
+        const llama_grammar_rules      & rules,
+        const llama_grammar_stacks     & stacks,
+        const llama_grammar_candidates & candidates) {
+    GGML_ASSERT(!stacks.empty()); // REVIEW
+
+    if (candidates.empty()) {
+        return {};
+    }
+
+    auto rejects = llama_grammar_reject_candidates_for_stack(rules, stacks.front(), candidates);
+
+    for (size_t i = 1, size = stacks.size(); i < size; ++i) {
+        rejects = llama_grammar_reject_candidates_for_stack(rules, stacks[i], rejects);
+    }
+
+    return rejects;
+}
+
+static bool llama_grammar_detect_left_recursion(
+        const llama_grammar_rules & rules,
+        size_t rule_index,
+        std::vector<bool> * rules_visited,
+        std::vector<bool> * rules_in_progress,
+        std::vector<bool> * rules_may_be_empty) {
+    if ((*rules_in_progress)[rule_index]) {
+        return true;
+    }
+
+    (*rules_in_progress)[rule_index] = true;
+
+    const llama_grammar_rule & rule = rules[rule_index];
+
+    // First check if the rule might produce the empty string. This could be done combined with the second
+    // step but it's more readable as two steps.
+    bool at_rule_start = true;
+    for (size_t i = 0; i < rule.size(); i++) {
+        if (llama_grammar_is_end_of_sequence(&rule[i])) {
+            if (at_rule_start) {
+                (*rules_may_be_empty)[rule_index] = true;
+                break;
+            }
+            at_rule_start = true;
+        } else {
+            at_rule_start = false;
+        }
+    }
+
+    // Second, recurse into leftmost nonterminals (or next-leftmost as long as the previous nonterminal may
+    // be empty)
+    bool recurse_into_nonterminal = true;
+    for (size_t i = 0; i < rule.size(); i++) {
+        if (rule[i].type == LLAMA_GRETYPE_RULE_REF && recurse_into_nonterminal) {
+            if (llama_grammar_detect_left_recursion(rules, (size_t)rule[i].value, rules_visited, rules_in_progress, rules_may_be_empty)) {
+                return true;
+            }
+            if (!((*rules_may_be_empty)[(size_t)rule[i].value])) {
+                recurse_into_nonterminal = false;
+            }
+        } else if (llama_grammar_is_end_of_sequence(&rule[i])) {
+            recurse_into_nonterminal = true;
+        } else {
+            recurse_into_nonterminal = false;
+        }
+    }
+
+    (*rules_in_progress)[rule_index] = false;
+    (*rules_visited)[rule_index] = true;
+
+    return false;
+}
+
+const llama_grammar_rules & llama_grammar_get_rules(const struct llama_grammar * grammar) {
+    return grammar->rules;
+}
+
+llama_grammar_stacks & llama_grammar_get_stacks(struct llama_grammar * grammar) {
+    return grammar->stacks;
+}
+
+void llama_grammar_accept(struct llama_grammar * grammar, uint32_t chr) {
+    llama_grammar_stacks stacks_new;
+    stacks_new.reserve(grammar->stacks.size());
+
+    for (const auto & stack : grammar->stacks) {
+        if (stack.empty()) {
+            continue;
+        }
+
+        auto match = llama_grammar_match_char(stack.back(), chr);
+        if (match.first) {
+            const llama_grammar_element * pos = match.second;
+
+            // update top of stack to next element, if any
+            llama_grammar_stack new_stack(stack.begin(), stack.end() - 1);
+            if (!llama_grammar_is_end_of_sequence(pos)) {
+                new_stack.push_back(pos);
+            }
+            llama_grammar_advance_stack(grammar->rules, new_stack, stacks_new);
+        }
+    }
+
+    grammar->stacks = std::move(stacks_new);
+}
+
+llama_grammar_candidates llama_grammar_reject_candidates_for_stack(
+        const llama_grammar_rules      & rules,
+        const llama_grammar_stack      & stack,
+        const llama_grammar_candidates & candidates) {
+
+    llama_grammar_candidates rejects;
+    rejects.reserve(candidates.size());
+
+    if (stack.empty()) {
+        for (const auto & tok : candidates) {
+            if (*tok.code_points != 0 || tok.partial_utf8.n_remain != 0) {
+                rejects.push_back(tok);
+            }
+        }
+        return rejects;
+    }
+
+    const llama_grammar_element * stack_pos = stack.back();
+
+    llama_grammar_candidates next_candidates;
+    next_candidates.reserve(candidates.size());
+
+    for (const auto & tok : candidates) {
+        if (*tok.code_points == 0) {
+            // reached end of full codepoints in token, reject iff it ended in a partial sequence
+            // that cannot satisfy this position in grammar
+            if (tok.partial_utf8.n_remain != 0 &&
+                    !llama_grammar_match_partial_char(stack_pos, tok.partial_utf8)) {
+                rejects.push_back(tok);
+            }
+        } else if (llama_grammar_match_char(stack_pos, *tok.code_points).first) {
+            next_candidates.push_back({ tok.index, tok.code_points + 1, tok.partial_utf8 });
+        } else {
+            rejects.push_back(tok);
+        }
+    }
+
+    const auto * stack_pos_after = llama_grammar_match_char(stack_pos, 0).second;
+
+    // update top of stack to next element, if any
+    llama_grammar_stack stack_after(stack.begin(), stack.end() - 1);
+    if (!llama_grammar_is_end_of_sequence(stack_pos_after)) {
+        stack_after.push_back(stack_pos_after);
+    }
+    llama_grammar_stacks next_stacks;
+    llama_grammar_advance_stack(rules, stack_after, next_stacks);
+
+    auto next_rejects = llama_grammar_reject_candidates(rules, next_stacks, next_candidates);
+    for (const auto & tok : next_rejects) {
+        rejects.push_back({ tok.index, tok.code_points - 1, tok.partial_utf8 });
+    }
+
+    return rejects;
+}
+
+////////////////////
+
+struct llama_grammar * llama_grammar_init_impl(
+        const struct llama_vocab * vocab,
+        const struct ollama_vocab * ollama_vocab,
+        const llama_grammar_element ** rules,
+        size_t n_rules,
+        size_t start_rule_index) {
+    const llama_grammar_element * pos;
+
+    // copy rule definitions into vectors
+    llama_grammar_rules vec_rules(n_rules);
+    for (size_t i = 0; i < n_rules; i++) {
+        for (pos = rules[i]; pos->type != LLAMA_GRETYPE_END; pos++) {
+            vec_rules[i].push_back(*pos);
+        }
+        vec_rules[i].push_back({LLAMA_GRETYPE_END, 0});
+    }
+
+    // Check for left recursion
+    std::vector<bool> rules_visited(n_rules);
+    std::vector<bool> rules_in_progress(n_rules);
+    std::vector<bool> rules_may_be_empty(n_rules);
+    for (size_t i = 0; i < n_rules; i++) {
+        if (rules_visited[i]) {
+            continue;
+        }
+        if (llama_grammar_detect_left_recursion(vec_rules, i, &rules_visited, &rules_in_progress, &rules_may_be_empty)) {
+            LLAMA_LOG_ERROR("unsupported grammar, left recursion detected for nonterminal at index %zu", i);
+            return nullptr;
+        }
+    }
+
+    // loop over alternates of start rule to build initial stacks
+    llama_grammar_stacks stacks;
+    pos = vec_rules[start_rule_index].data();
+    do {
+        llama_grammar_stack stack;
+        if (!llama_grammar_is_end_of_sequence(pos)) {
+            // if alternate is nonempty, add to stack
+            stack.push_back(pos);
+        }
+        llama_grammar_advance_stack(vec_rules, stack, stacks);
+        while (!llama_grammar_is_end_of_sequence(pos)) {
+            // scan to end of alternate def
+            pos++;
+        }
+        if (pos->type == LLAMA_GRETYPE_ALT) {
+            // there's another alternate def of this rule to process
+            pos++;
+        } else {
+            break;
+        }
+    } while (true);
+
+    // Important: vec_rules has to be moved here, not copied, because stacks contains
+    // pointers to elements of vec_rules. If vec_rules were copied into llama_grammar
+    // then the pointers would be invalidated when the local vec_rules goes out of scope.
+    return new llama_grammar {
+        vocab,
+        ollama_vocab,
+        std::move(vec_rules),
+        std::move(stacks),
+        /* .partial_utf8 = */     {},
+        /* .lazy =*/              false,
+        /* .awaiting_trigger = */ false,
+        /* .trigger_buffer = */   "",
+        /* .trigger_tokens   = */ {},
+        /* .trigger_patterns    = */ {},
+    };
+}
+
+struct llama_grammar * llama_grammar_init_impl(
+        const struct llama_vocab * vocab,
+        const struct ollama_vocab * ollama_vocab,
+                      const char * grammar_str,
+                      const char * grammar_root,
+                              bool lazy,
+                     const char ** trigger_patterns,
+                            size_t num_trigger_patterns,
+               const llama_token * trigger_tokens,
+                            size_t num_trigger_tokens) {
+    llama_grammar_parser parser;
+
+    // if there is a grammar, parse it
+    // rules will be empty (default) if there are parse errors
+    if (!parser.parse(grammar_str) || parser.rules.empty()) {
+        fprintf(stderr, "%s: failed to parse grammar\n", __func__);
+        return nullptr;
+    }
+
+    // Ensure that there is a "root" node.
+    if (parser.symbol_ids.find("root") == parser.symbol_ids.end()) {
+        fprintf(stderr, "%s: grammar does not contain a 'root' symbol\n", __func__);
+        return nullptr;
+    }
+
+    std::vector<const llama_grammar_element *> grammar_rules(parser.c_rules());
+
+    const size_t n_rules = grammar_rules.size();
+    const size_t start_rule_index = parser.symbol_ids.at(grammar_root);
+
+    const llama_grammar_element * pos;
+
+    // copy rule definitions into vectors
+    llama_grammar_rules vec_rules(n_rules);
+    for (size_t i = 0; i < n_rules; i++) {
+        for (pos = grammar_rules[i]; pos->type != LLAMA_GRETYPE_END; pos++) {
+            vec_rules[i].push_back(*pos);
+        }
+        vec_rules[i].push_back({LLAMA_GRETYPE_END, 0});
+    }
+
+    // Check for left recursion
+    std::vector<bool> rules_visited(n_rules);
+    std::vector<bool> rules_in_progress(n_rules);
+    std::vector<bool> rules_may_be_empty(n_rules);
+    for (size_t i = 0; i < n_rules; i++) {
+        if (rules_visited[i]) {
+            continue;
+        }
+        if (llama_grammar_detect_left_recursion(vec_rules, i, &rules_visited, &rules_in_progress, &rules_may_be_empty)) {
+            LLAMA_LOG_ERROR("unsupported grammar, left recursion detected for nonterminal at index %zu", i);
+            return nullptr;
+        }
+    }
+
+    // loop over alternates of start rule to build initial stacks
+    llama_grammar_stacks stacks;
+    pos = vec_rules[start_rule_index].data();
+    do {
+        llama_grammar_stack stack;
+        if (!llama_grammar_is_end_of_sequence(pos)) {
+            // if alternate is nonempty, add to stack
+            stack.push_back(pos);
+        }
+        llama_grammar_advance_stack(vec_rules, stack, stacks);
+        while (!llama_grammar_is_end_of_sequence(pos)) {
+            // scan to end of alternate def
+            pos++;
+        }
+        if (pos->type == LLAMA_GRETYPE_ALT) {
+            // there's another alternate def of this rule to process
+            pos++;
+        } else {
+            break;
+        }
+    } while (true);
+
+    std::vector<llama_token>    vec_trigger_tokens;
+    std::vector<llama_grammar_trigger_pattern> vec_trigger_patterns;
+    for (size_t i = 0; i < num_trigger_tokens; i++) {
+        GGML_ASSERT(trigger_tokens != nullptr);
+        vec_trigger_tokens.push_back(trigger_tokens[i]);
+    }
+    for (size_t i = 0; i < num_trigger_patterns; i++) {
+        GGML_ASSERT(trigger_patterns != nullptr);
+        auto & trigger = vec_trigger_patterns.emplace_back();
+        trigger.pattern = trigger_patterns[i];
+        trigger.regex = std::regex(trigger.pattern);
+    }
+
+    // Important: vec_rules has to be moved here, not copied, because stacks contains
+    // pointers to elements of vec_rules. If vec_rules were copied into llama_grammar
+    // then the pointers would be invalidated when the local vec_rules goes out of scope.
+    return new llama_grammar {
+        vocab,
+        ollama_vocab,
+        std::move(vec_rules),
+        std::move(stacks),
+        /* .partial_utf8 = */     {},
+        /* .lazy = */             lazy,
+        /* .awaiting_trigger = */ lazy,
+        /* .trigger_buffer = */   "",
+        std::move(vec_trigger_tokens),
+        std::move(vec_trigger_patterns),
+    };
+}
+
+void llama_grammar_free_impl(struct llama_grammar * grammar) {
+    if (grammar == nullptr) {
+        return;
+    }
+
+    delete grammar;
+}
+
+struct llama_grammar * llama_grammar_clone_impl(const struct llama_grammar & grammar) {
+    auto * result = new llama_grammar {
+        grammar.vocab,
+        grammar.o_vocab,
+        grammar.rules,
+        grammar.stacks,
+        grammar.partial_utf8,
+        grammar.lazy,
+        grammar.awaiting_trigger,
+        grammar.trigger_buffer,
+        grammar.trigger_tokens,
+        grammar.trigger_patterns,
+    };
+
+    // redirect elements in stacks to point to new rules
+    for (size_t is = 0; is < result->stacks.size(); is++) {
+        for (size_t ie = 0; ie < result->stacks[is].size(); ie++) {
+            for (size_t ir0 = 0; ir0 < grammar.rules.size(); ir0++) {
+                for (size_t ir1 = 0; ir1 < grammar.rules[ir0].size(); ir1++) {
+                    if (grammar.stacks[is][ie] == &grammar.rules[ir0][ir1]) {
+                        result->stacks[is][ie] =  &result->rules[ir0][ir1];
+                    }
+                }
+            }
+        }
+    }
+
+    return result;
+}
+
+void llama_grammar_apply_impl(const struct llama_grammar & grammar, llama_token_data_array * cur_p) {
+
+    if (grammar.awaiting_trigger) {
+        return;
+    }
+
+    bool allow_eog = false;
+    for (const auto & stack : grammar.stacks) {
+        if (stack.empty()) {
+            allow_eog = true;
+            break;
+        }
+    }
+
+    std::vector<std::pair<std::vector<uint32_t>, llama_partial_utf8>> candidates_decoded;
+    candidates_decoded.reserve(cur_p->size);
+
+    llama_grammar_candidates candidates_grammar;
+    candidates_grammar.reserve(cur_p->size);
+
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        const llama_token id      = cur_p->data[i].id;
+        const std::string piece = grammar.o_vocab ?
+            grammar.o_vocab->token_to_piece(id) :
+            grammar.vocab->token_to_piece(id);
+
+        const bool is_eog = grammar.o_vocab ? grammar.o_vocab->is_eog(id) : grammar.vocab->is_eog(id);
+
+        if (is_eog) {
+            if (!allow_eog) {
+                cur_p->data[i].logit = -INFINITY;
+            }
+        } else if (piece.empty() || piece[0] == 0) {
+            cur_p->data[i].logit = -INFINITY;
+        } else {
+            candidates_decoded.push_back(decode_utf8(piece, grammar.partial_utf8));
+            candidates_grammar.push_back({ i, candidates_decoded.back().first.data(), candidates_decoded.back().second });
+        }
+    }
+
+    const auto rejects = llama_grammar_reject_candidates(grammar.rules, grammar.stacks, candidates_grammar);
+    for (const auto & reject : rejects) {
+        cur_p->data[reject.index].logit = -INFINITY;
+    }
+}
+
+void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token) {
+
+    const std::string piece = grammar.o_vocab ?
+        grammar.o_vocab->token_to_piece(token) :
+        grammar.vocab->token_to_piece(token);
+
+    if (grammar.awaiting_trigger) {
+        if (std::find(grammar.trigger_tokens.begin(), grammar.trigger_tokens.end(), token) != grammar.trigger_tokens.end()) {
+            grammar.awaiting_trigger = false;
+            grammar.trigger_buffer.clear();
+            llama_grammar_accept_str(grammar, piece);
+            LLAMA_LOG_DEBUG("Grammar triggered on token %u (`%s`)", token, piece.c_str());
+            return;
+        } else {
+            grammar.trigger_buffer += piece;
+
+            std::smatch match;
+            for (const auto & trigger_pattern : grammar.trigger_patterns) {
+                if (std::regex_match(grammar.trigger_buffer, match, trigger_pattern.regex)) {
+                    grammar.awaiting_trigger = false;
+                    // get from the first match to the end of the string
+                    auto constrained_str = grammar.trigger_buffer.substr(match.position(1));
+                    // std::string constrained_str(match[1].first, grammar.trigger_buffer.end());
+                    grammar.trigger_buffer.clear();
+                    llama_grammar_accept_str(grammar, constrained_str);
+                    LLAMA_LOG_DEBUG("Grammar triggered on regex: '%s'\n", constrained_str.c_str());
+                    return;
+                }
+            }
+            LLAMA_LOG_DEBUG("Grammar still awaiting trigger after token %d (`%s`)\n", token, piece.c_str());
+            return;
+        }
+    }
+
+    const bool is_eog = grammar.o_vocab ? grammar.o_vocab->is_eog(token) : grammar.vocab->is_eog(token);
+    if (is_eog) {
+        for (const auto & stack : grammar.stacks) {
+            if (stack.empty()) {
+                return;
+            }
+        }
+        GGML_ABORT("grammar error: end of grammar token received but grammar stack is not empty");
+    }
+
+    llama_grammar_accept_str(grammar, piece);
+}
+
+void llama_grammar_accept_str(struct llama_grammar & grammar, const std::string & piece) {
+    // Note terminating 0 in decoded string
+    const auto   decoded     = decode_utf8(piece, grammar.partial_utf8);
+    const auto & code_points = decoded.first;
+
+    for (auto it = code_points.begin(), end = code_points.end() - 1; it != end; ++it) {
+        llama_grammar_accept(&grammar, *it);
+    }
+
+    grammar.partial_utf8 = decoded.second;
+    if (grammar.stacks.empty()) {
+        throw std::runtime_error("Unexpected empty grammar stack after accepting piece: " + piece);
+    }
+}
+
+
+const std::string & ollama_vocab::token_to_piece(const uint32_t token) const {
+    try {
+        return token_to_piece_map.at(token);
+    } catch (const std::out_of_range&) {
+        throw std::runtime_error("Token not found in vocabulary: " + std::to_string(token));
+    }
+}
+
+void ollama_vocab::add_token_pieces(const uint32_t* tokens, size_t n_tokens, const char** pieces) {
+    for (size_t i = 0; i < n_tokens; i++) {
+        token_to_piece_map[tokens[i]] = pieces[i];
+    }
+}
+
+bool ollama_vocab::is_eog(const uint32_t token) const {
+    return special_eog_ids.count(token) > 0;
+}
+
+void ollama_vocab::set_eog_tokens(const uint32_t* tokens, size_t n_tokens) {
+    for (size_t i = 0; i < n_tokens; i++) {
+        special_eog_ids.insert(tokens[i]);
+    }
+}
diff --git a/llama/llama.cpp/src/llama-grammar.h b/llama/llama.cpp/src/llama-grammar.h
new file mode 100644
index 0000000..2a3a62d
--- /dev/null
+++ b/llama/llama.cpp/src/llama-grammar.h
@@ -0,0 +1,187 @@
+#pragma once
+
+#include "llama.h"
+
+#include <map>
+#include <regex>
+#include <string>
+#include <vector>
+#include <set>
+
+struct llama_vocab;
+struct ollama_vocab {
+    std::map<uint32_t, std::string> token_to_piece_map;
+    std::set<uint32_t> special_eog_ids;
+
+    const std::string & token_to_piece(const uint32_t token) const;
+    void add_token_pieces(const uint32_t* tokens, size_t n_tokens, const char** pieces);
+    void set_eog_tokens(const uint32_t* tokens, size_t n_tokens);
+    bool is_eog(const uint32_t token) const;
+
+};
+
+// grammar element type
+enum llama_gretype {
+    // end of rule definition
+    LLAMA_GRETYPE_END            = 0,
+
+    // start of alternate definition for rule
+    LLAMA_GRETYPE_ALT            = 1,
+
+    // non-terminal element: reference to rule
+    LLAMA_GRETYPE_RULE_REF       = 2,
+
+    // terminal element: character (code point)
+    LLAMA_GRETYPE_CHAR           = 3,
+
+    // inverse char(s) ([^a], [^a-b] [^abc])
+    LLAMA_GRETYPE_CHAR_NOT       = 4,
+
+    // modifies a preceding LLAMA_GRETYPE_CHAR or LLAMA_GRETYPE_CHAR_ALT to
+    // be an inclusive range ([a-z])
+    LLAMA_GRETYPE_CHAR_RNG_UPPER = 5,
+
+    // modifies a preceding LLAMA_GRETYPE_CHAR or
+    // LLAMA_GRETYPE_CHAR_RNG_UPPER to add an alternate char to match ([ab], [a-zA])
+    LLAMA_GRETYPE_CHAR_ALT       = 6,
+
+    // any character (.)
+    LLAMA_GRETYPE_CHAR_ANY       = 7,
+};
+
+typedef struct llama_grammar_element {
+    enum llama_gretype type;
+    uint32_t           value; // Unicode code point or rule ID
+} llama_grammar_element;
+
+struct llama_partial_utf8 {
+    uint32_t value;    // bit value so far (unshifted)
+    int      n_remain; // num bytes remaining; -1 indicates invalid sequence
+};
+
+struct llama_grammar_candidate {
+    size_t               index;
+    const uint32_t     * code_points;
+    llama_partial_utf8   partial_utf8;
+};
+
+using llama_grammar_rule  = std::vector<      llama_grammar_element>;
+using llama_grammar_stack = std::vector<const llama_grammar_element *>;
+
+using llama_grammar_rules      = std::vector<llama_grammar_rule>;
+using llama_grammar_stacks     = std::vector<llama_grammar_stack>;
+using llama_grammar_candidates = std::vector<llama_grammar_candidate>;
+
+// TODO: remove, needed for tests atm
+const llama_grammar_rules  & llama_grammar_get_rules (const struct llama_grammar * grammar);
+      llama_grammar_stacks & llama_grammar_get_stacks(      struct llama_grammar * grammar);
+
+// takes a set of possible pushdown stacks on a grammar, which are required to
+// be positioned at a character range (see `llama_grammar_advance_stack`), and
+// produces the N possible stacks if the given char is accepted at those
+// positions
+void llama_grammar_accept(struct llama_grammar * grammar, uint32_t chr);
+
+std::vector<llama_grammar_candidate> llama_grammar_reject_candidates_for_stack(
+        const llama_grammar_rules      & rules,
+        const llama_grammar_stack      & stack,
+        const llama_grammar_candidates & candidates);
+
+struct llama_grammar_parser {
+    std::map<std::string, uint32_t> symbol_ids;
+
+    llama_grammar_rules rules;
+
+    llama_grammar_stack c_rules() const;
+
+    uint32_t get_symbol_id(const char * src, size_t len);
+    uint32_t generate_symbol_id(const std::string & base_name);
+
+    void add_rule(uint32_t rule_id, const llama_grammar_rule & rule);
+
+    const char * parse_alternates(
+            const char        * src,
+            const std::string & rule_name,
+            uint32_t            rule_id,
+            bool                is_nested);
+
+    const char * parse_sequence(
+            const char         * src,
+            const std::string  & rule_name,
+            llama_grammar_rule & rule,
+            bool               is_nested);
+
+    const char * parse_rule(const char * src);
+
+    bool parse(const char * src);
+    void print(FILE * file);
+};
+
+struct llama_grammar_trigger_pattern {
+    std::string pattern;
+    std::regex  regex;
+};
+
+struct llama_grammar {
+    // note: allow null vocab for testing (not great)
+    const llama_vocab * vocab;
+    const ollama_vocab * o_vocab;
+
+    const llama_grammar_rules  rules;  // TODO: shared ptr
+          llama_grammar_stacks stacks;
+
+    // buffer for partially generated UTF-8 sequence from accepted tokens
+    llama_partial_utf8 partial_utf8;
+
+    // lazy grammars wait for trigger words or tokens before constraining the sampling.
+    // we still have trigger_tokens for non-lazy grammars to force printing of special trigger tokens.
+    // (useful e.g. for tool_choice=required)
+    bool                     lazy             = false;
+    bool                     awaiting_trigger = false; // Initialized to true for lazy grammars only
+    std::string              trigger_buffer;           // Output buffered by lazy grammar. Will be cleared once trigger is found.
+    std::vector<llama_token> trigger_tokens;           // Tokens that trigger a lazy grammar, or tokens to force printing of (even if special).
+    std::vector<llama_grammar_trigger_pattern>
+                             trigger_patterns;         // Regular expressions that trigger a lazy grammar. Must be a full match of the entire generated
+                                                       // string, and the grammar will be given the string from the first match group onwards.
+
+};
+
+//
+// internal API
+//
+
+// note: needed for tests (not great)
+struct llama_grammar * llama_grammar_init_impl(
+        const struct llama_vocab * vocab,
+        const struct ollama_vocab * ollama_vocab,
+        const llama_grammar_element ** rules,
+        size_t n_rules,
+        size_t start_rule_index);
+
+struct llama_grammar * llama_grammar_init_impl(
+        const struct llama_vocab * vocab,
+        const struct ollama_vocab * ollama_vocab,
+                      const char * grammar_str,
+                      const char * grammar_root,
+                              bool lazy,
+                     const char ** trigger_patterns,
+                            size_t num_trigger_patterns,
+               const llama_token * trigger_tokens,
+                            size_t num_trigger_tokens);
+
+void llama_grammar_free_impl(struct llama_grammar * grammar);
+
+struct llama_grammar * llama_grammar_clone_impl(const struct llama_grammar & grammar);
+
+// TODO: move the API below as member functions of llama_grammar
+void llama_grammar_apply_impl(
+        const struct llama_grammar & grammar,
+            llama_token_data_array * cur_p);
+
+void llama_grammar_accept_impl(
+              struct llama_grammar & grammar,
+                       llama_token   token);
+
+void llama_grammar_accept_str(
+              struct llama_grammar & grammar,
+                 const std::string & piece);
diff --git a/llama/llama.cpp/src/llama-graph.cpp b/llama/llama.cpp/src/llama-graph.cpp
new file mode 100644
index 0000000..b0e3f63
--- /dev/null
+++ b/llama/llama.cpp/src/llama-graph.cpp
@@ -0,0 +1,1714 @@
+#include "llama-graph.h"
+
+#include "llama-impl.h"
+#include "llama-batch.h"
+#include "llama-cparams.h"
+#include "llama-kv-cache.h"
+
+#include <cassert>
+#include <cmath>
+#include <cstring>
+
+static int32_t llama_relative_position_bucket(llama_pos x, llama_pos y, uint64_t n_buckets, bool bidirectional) {
+    // TODO move to hparams if a T5 variant appears that uses a different value
+    const int64_t max_distance = 128;
+
+    if (bidirectional) {
+        n_buckets >>= 1;
+    }
+
+    const int64_t max_exact = n_buckets >> 1;
+
+    int32_t relative_position = x - y;
+    int32_t relative_bucket = 0;
+
+    if (bidirectional) {
+        relative_bucket += (relative_position > 0) * n_buckets;
+        relative_position = abs(relative_position);
+    } else {
+        relative_position = -std::min<int32_t>(relative_position, 0);
+    }
+
+    int32_t relative_position_if_large = floorf(max_exact + logf(1.0 * relative_position / max_exact) * (n_buckets - max_exact) / log(1.0 * max_distance / max_exact));
+    relative_position_if_large = std::min<int32_t>(relative_position_if_large, n_buckets - 1);
+    relative_bucket += (relative_position < max_exact ? relative_position : relative_position_if_large);
+
+    return relative_bucket;
+}
+
+void llm_graph_input_embd::set_input(const llama_ubatch * ubatch) {
+    if (ubatch->token) {
+        const int64_t n_tokens = ubatch->n_tokens;
+
+        ggml_backend_tensor_set(tokens, ubatch->token, 0, n_tokens*ggml_element_size(tokens));
+    }
+
+    if (ubatch->embd) {
+        const int64_t n_embd   = embd->ne[0];
+        const int64_t n_tokens = ubatch->n_tokens;
+
+        ggml_backend_tensor_set(embd, ubatch->embd, 0, n_tokens*n_embd*ggml_element_size(embd));
+    }
+}
+
+void llm_graph_input_pos::set_input(const llama_ubatch * ubatch) {
+    if (ubatch->pos && pos) {
+        const int64_t n_tokens = ubatch->n_tokens;
+
+        if (ubatch->token && n_pos_per_embd == 4) {
+            // in case we're using M-RoPE with text tokens, convert the 1D positions to 4D
+            // the 3 first dims are the same, and 4th dim is all 0
+            std::vector<llama_pos> pos_data(n_tokens*n_pos_per_embd);
+            // copy the first dimension
+            for (int i = 0; i < n_tokens; ++i) {
+                pos_data[               i] = ubatch->pos[i];
+                pos_data[    n_tokens + i] = ubatch->pos[i];
+                pos_data[2 * n_tokens + i] = ubatch->pos[i];
+                pos_data[3 * n_tokens + i] = 0; // 4th dim is 0
+            }
+            ggml_backend_tensor_set(pos, pos_data.data(), 0, pos_data.size()*ggml_element_size(pos));
+        } else {
+            ggml_backend_tensor_set(pos, ubatch->pos, 0, n_tokens*n_pos_per_embd*ggml_element_size(pos));
+        }
+    }
+}
+
+void llm_graph_input_attn_temp::set_input(const llama_ubatch * ubatch) {
+    if (ubatch->pos && attn_scale) {
+        const int64_t n_tokens = ubatch->n_tokens;
+
+        std::vector<float> attn_scale_data(n_tokens, 0.0f);
+        for (int i = 0; i < n_tokens; ++i) {
+            const float pos = ubatch->pos[i];
+            attn_scale_data[i] = std::log(
+                std::floor((pos + 1.0f) / n_attn_temp_floor_scale) + 1.0
+            ) * f_attn_temp_scale + 1.0;
+        }
+
+        ggml_backend_tensor_set(attn_scale, attn_scale_data.data(), 0, n_tokens*ggml_element_size(attn_scale));
+    }
+}
+
+void llm_graph_input_pos_bucket::set_input(const llama_ubatch * ubatch) {
+    if (pos_bucket) {
+        const int64_t n_tokens = ubatch->n_tokens;
+
+        GGML_ASSERT(ggml_backend_buffer_is_host(pos_bucket->buffer));
+        GGML_ASSERT(!ubatch->equal_seqs); // TODO: use ubatch->n_seqs instead of failing
+
+        int32_t * data = (int32_t *) pos_bucket->data;
+
+        for (int h = 0; h < 1; ++h) {
+            for (int j = 0; j < n_tokens; ++j) {
+                for (int i = 0; i < n_tokens; ++i) {
+                    data[h*(n_tokens*n_tokens) + j*n_tokens + i] = llama_relative_position_bucket(ubatch->pos[i], ubatch->pos[j], hparams.n_rel_attn_bkts, true);
+                }
+            }
+        }
+    }
+}
+
+void llm_graph_input_pos_bucket_kv::set_input(const llama_ubatch * ubatch) {
+    if (pos_bucket) {
+        const int64_t n_tokens = ubatch->n_tokens;
+
+        GGML_ASSERT(ggml_backend_buffer_is_host(pos_bucket->buffer));
+        GGML_ASSERT(!ubatch->equal_seqs); // TODO: use ubatch->n_seqs instead of failing
+
+        int32_t * data = (int32_t *) pos_bucket->data;
+
+        const int64_t n_kv = kv_self->n;
+
+        for (int h = 0; h < 1; ++h) {
+            for (int j = 0; j < n_tokens; ++j) {
+                for (int i = 0; i < n_kv; ++i) {
+                    data[h*(n_kv*n_tokens) + j*n_kv + i] = llama_relative_position_bucket(kv_self->cells[i].pos, ubatch->pos[j], hparams.n_rel_attn_bkts, false);
+                }
+            }
+        }
+    }
+}
+
+void llm_graph_input_out_ids::set_input(const llama_ubatch * ubatch) {
+    if (hparams.causal_attn || cparams.pooling_type == LLAMA_POOLING_TYPE_NONE) {
+        //GGML_ASSERT(out_ids && "every model that can must skip unused outputs");
+
+        if (!out_ids) {
+            LLAMA_LOG_WARN("%s: 'out_ids' is not created\n", __func__);
+        } else {
+            const int64_t n_tokens = ubatch->n_tokens;
+
+            GGML_ASSERT(ggml_backend_buffer_is_host(out_ids->buffer));
+            int32_t * data = (int32_t *) out_ids->data;
+
+            if (n_outputs == n_tokens) {
+                for (int i = 0; i < n_tokens; ++i) {
+                    data[i] = i;
+                }
+            } else if (ubatch->output) {
+                int32_t n_outputs = 0;
+                for (int i = 0; i < n_tokens; ++i) {
+                    if (ubatch->output[i]) {
+                        data[n_outputs++] = i;
+                    }
+                }
+                // the graph needs to have been passed the correct number of outputs
+                GGML_ASSERT(n_outputs == n_outputs);
+            } else if (n_outputs == 1) {
+                // only keep last output
+                data[0] = n_tokens - 1;
+            } else {
+                GGML_ASSERT(n_outputs == 0);
+            }
+        }
+    }
+}
+
+void llm_graph_input_mean::set_input(const llama_ubatch * ubatch) {
+    if (cparams.embeddings && cparams.pooling_type == LLAMA_POOLING_TYPE_MEAN) {
+        const int64_t n_tokens     = ubatch->n_tokens;
+        const int64_t n_seq_tokens = ubatch->n_seq_tokens;
+        const int64_t n_seqs       = ubatch->n_seqs;
+
+        GGML_ASSERT(mean);
+        GGML_ASSERT(ggml_backend_buffer_is_host(mean->buffer));
+
+        float * data = (float *) mean->data;
+        memset(mean->data, 0, n_tokens * n_tokens * ggml_element_size(mean));
+
+        std::vector<uint64_t> sum(n_tokens, 0);
+
+        for (int s = 0; s < n_seqs; ++s) {
+            const llama_seq_id seq_id = ubatch->seq_id[s][0];
+
+            // TODO: adapt limits to n_seqs when ubatch->equal_seqs is true
+            GGML_ASSERT(seq_id < n_tokens && "seq_id cannot be larger than n_tokens with pooling_type == MEAN");
+
+            sum[seq_id] += ubatch->n_seq_tokens;
+        }
+
+        std::vector<float> div(n_tokens, 0.0f);
+        for (int i = 0; i < n_tokens; ++i) {
+            const uint64_t s = sum[i];
+            if (s > 0) {
+                div[i] = 1.0f/float(s);
+            }
+        }
+
+        for (int s = 0; s < n_seqs; ++s) {
+            const llama_seq_id seq_id = ubatch->seq_id[s][0];
+
+            for (int i = 0; i < n_seq_tokens; ++i) {
+                data[seq_id*n_tokens + s*n_seq_tokens + i] = div[seq_id];
+            }
+        }
+    }
+}
+
+void llm_graph_input_cls::set_input(const llama_ubatch * ubatch) {
+    if (cparams.embeddings && (
+                cparams.pooling_type == LLAMA_POOLING_TYPE_CLS ||
+                cparams.pooling_type == LLAMA_POOLING_TYPE_RANK)) {
+        const int64_t n_tokens     = ubatch->n_tokens;
+        const int64_t n_seq_tokens = ubatch->n_seq_tokens;
+        const int64_t n_seqs       = ubatch->n_seqs;
+
+        GGML_ASSERT(cls);
+        GGML_ASSERT(ggml_backend_buffer_is_host(cls->buffer));
+
+        uint32_t * data = (uint32_t *) cls->data;
+        memset(cls->data, 0, n_tokens * ggml_element_size(cls));
+
+        for (int s = 0; s < n_seqs; ++s) {
+            const llama_seq_id seq_id = ubatch->seq_id[s][0];
+
+            // TODO: adapt limits to n_seqs when ubatch->equal_seqs is true
+            GGML_ASSERT(seq_id < n_tokens && "seq_id cannot be larger than n_tokens with pooling_type == CLS or RANK");
+
+            for (int i = 0; i < n_seq_tokens; ++i) {
+                const llama_pos pos = ubatch->pos[s*n_seq_tokens + i];
+
+                if (pos == 0) {
+                    data[seq_id] = s*n_seq_tokens + i;
+                }
+            }
+        }
+    }
+
+    if (cparams.embeddings && cparams.pooling_type == LLAMA_POOLING_TYPE_LAST) {
+        const int64_t n_tokens     = ubatch->n_tokens;
+        const int64_t n_seq_tokens = ubatch->n_seq_tokens;
+        const int64_t n_seqs       = ubatch->n_seqs;
+
+        GGML_ASSERT(cls);
+        GGML_ASSERT(ggml_backend_buffer_is_host(cls->buffer));
+
+        uint32_t * data = (uint32_t *) cls->data;
+        memset(cls->data, 0, n_tokens * ggml_element_size(cls));
+
+        std::vector<int> last_pos(n_tokens, -1);
+        std::vector<int> last_row(n_tokens, -1);
+
+        for (int s = 0; s < n_seqs; ++s) {
+            const llama_seq_id seq_id = ubatch->seq_id[s][0];
+
+            // TODO: adapt limits to n_seqs when ubatch->equal_seqs is true
+            GGML_ASSERT(seq_id < n_tokens && "seq_id cannot be larger than n_tokens with pooling_type == LAST");
+
+            for (int i = 0; i < n_seq_tokens; ++i) {
+                const llama_pos pos = ubatch->pos[s*n_seq_tokens + i];
+
+                if (pos >= last_pos[seq_id]) {
+                    last_pos[seq_id] = pos;
+                    last_row[seq_id] = s*n_seq_tokens + i;
+                }
+            }
+        }
+
+        for (int i = 0; i < n_tokens; ++i) {
+            if (last_row[i] >= 0) {
+                data[i] = last_row[i];
+            }
+        }
+    }
+}
+
+void llm_graph_input_s_copy::set_input(const llama_ubatch * ubatch) {
+    GGML_UNUSED(ubatch);
+
+    const int64_t n_kv = kv_self->n;
+
+    if (s_copy) {
+        GGML_ASSERT(ggml_backend_buffer_is_host(s_copy->buffer));
+        int32_t * data = (int32_t *) s_copy->data;
+
+        // assuming copy destinations ALWAYS happen ONLY on the cells between head and head+n
+        for (uint32_t i = 0; i < n_kv; ++i) {
+            data[i] = kv_self->s_copy(i);
+        }
+    }
+}
+
+void llm_graph_input_s_mask::set_input(const llama_ubatch * ubatch) {
+    GGML_UNUSED(ubatch);
+
+    const int64_t n_kv = kv_self->n;
+
+    if (s_mask) {
+        GGML_ASSERT(ggml_backend_buffer_is_host(s_mask->buffer));
+        float * data = (float *) s_mask->data;
+
+        // clear unused states
+        for (int i = 0; i < n_kv; ++i) {
+            data[i] = kv_self->s_mask(i);
+        }
+    }
+}
+
+void llm_graph_input_cross_embd::set_input(const llama_ubatch * ubatch) {
+    GGML_UNUSED(ubatch);
+
+    if (cross_embd && !cross->v_embd.empty()) {
+        assert(cross_embd->type == GGML_TYPE_F32);
+
+        ggml_backend_tensor_set(cross_embd, cross->v_embd.data(), 0, ggml_nbytes(cross_embd));
+    }
+}
+
+void llm_graph_input_attn_no_cache::set_input(const llama_ubatch * ubatch) {
+    if (kq_mask) {
+        if (cparams.causal_attn) {
+            const int64_t n_kv         = ubatch->n_tokens;
+            const int64_t n_tokens     = ubatch->n_tokens;
+            const int64_t n_seq_tokens = ubatch->n_seq_tokens;
+            const int64_t n_seqs       = ubatch->n_seqs;
+
+            GGML_ASSERT(ggml_backend_buffer_is_host(kq_mask->buffer));
+            float * data = (float *) kq_mask->data;
+
+            for (int h = 0; h < 1; ++h) {
+                for (int s1 = 0; s1 < n_seqs; ++s1) {
+                    const llama_seq_id seq_id = ubatch->seq_id[s1][0];
+
+                    for (int j = 0; j < n_seq_tokens; ++j) {
+                        const int32_t tj = s1*n_seq_tokens + j;
+
+                        for (int s0 = 0; s0 < n_seqs; ++s0) {
+                            for (int i = 0; i < n_seq_tokens; ++i) {
+                                const int32_t ti = s0*n_seq_tokens + i;
+                                float f = -INFINITY;
+
+                                for (int s = 0; s < ubatch->n_seq_id[s0]; ++s) {
+                                    if (ubatch->seq_id[s0][s] == seq_id && ubatch->pos[ti] <= ubatch->pos[tj]) {
+                                        if (hparams.use_alibi) {
+                                            f = -std::abs(ubatch->pos[ti] - ubatch->pos[tj]);
+                                        } else {
+                                            f = 0.0f;
+                                        }
+                                        break;
+                                    }
+                                }
+
+                                data[h*(n_kv*n_tokens) + tj*n_kv + ti] = f;
+                            }
+                        }
+                    }
+                }
+            }
+        } else {
+            const int64_t n_tokens     = ubatch->n_tokens;
+            const int64_t n_seq_tokens = ubatch->n_seq_tokens;
+            const int64_t n_seqs       = ubatch->n_seqs;
+            const int64_t n_stride     = ubatch->n_tokens;
+
+            GGML_ASSERT(ggml_backend_buffer_is_host(kq_mask->buffer));
+
+            float * data = (float *) kq_mask->data;
+
+            for (int h = 0; h < 1; ++h) {
+                for (int s1 = 0; s1 < n_seqs; ++s1) {
+                    const llama_seq_id seq_id = ubatch->seq_id[s1][0];
+
+                    for (int j = 0; j < n_seq_tokens; ++j) {
+                        const int32_t tj = s1*n_seq_tokens + j;
+
+                        for (int s0 = 0; s0 < n_seqs; ++s0) {
+                            for (int i = 0; i < n_seq_tokens; ++i) {
+                                const int32_t ti = s0*n_seq_tokens + i;
+                                float f = -INFINITY;
+
+                                for (int s = 0; s < ubatch->n_seq_id[s0]; ++s) {
+                                    if (ubatch->seq_id[s0][s] == seq_id) {
+                                        if (hparams.use_alibi) {
+                                            f = -std::abs(ubatch->pos[ti] - ubatch->pos[tj]);
+                                        } else {
+                                            f = 0.0f;
+                                        }
+                                        break;
+                                    }
+                                }
+
+                                data[h*(n_tokens*n_tokens) + tj*n_stride + ti] = f;
+                            }
+                        }
+
+                        for (int i = n_tokens; i < n_stride; ++i) {
+                            data[h*(n_tokens*n_tokens) + tj*n_stride + i] = -INFINITY;
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
+
+void llm_graph_input_attn_kv_unified::set_input(const llama_ubatch * ubatch) {
+    if (self_kq_mask || self_kq_mask_swa) {
+        const int64_t n_kv         = kv_self->n;
+        const int64_t n_tokens     = ubatch->n_tokens;
+        const int64_t n_seq_tokens = ubatch->n_seq_tokens;
+        const int64_t n_seqs       = ubatch->n_seqs;
+
+        float * data     = nullptr;
+        float * data_swa = nullptr;
+
+        if (self_kq_mask) {
+            GGML_ASSERT(ggml_backend_buffer_is_host(self_kq_mask->buffer));
+            data = (float *) self_kq_mask->data;
+        }
+
+        if (self_kq_mask_swa) {
+            GGML_ASSERT(ggml_backend_buffer_is_host(self_kq_mask_swa->buffer));
+            data_swa = (float *) self_kq_mask_swa->data;
+        }
+
+        // Use only the previous KV cells of the correct sequence for each token of the ubatch.
+        // It's assumed that if a token in the batch has multiple sequences, they are equivalent.
+        // Example with a cache of 10 tokens, 2 tokens populated in cache and 3 tokens in batch:
+        //   Causal mask:
+        //      xxx-------
+        //      xxxx------
+        //      xxxxx-----
+        //   Non-causal mask:
+        //      xxxxx-----
+        //      xxxxx-----
+        //      xxxxx-----
+        // To visualize the mask, see https://github.com/ggml-org/llama.cpp/pull/12615
+        for (int h = 0; h < 1; ++h) {
+            for (int s = 0; s < n_seqs; ++s) {
+                const llama_seq_id seq_id = ubatch->seq_id[s][0];
+
+                for (int j = 0; j < n_seq_tokens; ++j) {
+                    const llama_pos pos = ubatch->pos[s*n_seq_tokens + j];
+                    for (int i = 0; i < n_kv; ++i) {
+                        float f;
+                        // mask the token if:
+                        if (!kv_self->cells[i].has_seq_id(seq_id) // not the correct sequence
+                            || (cparams.causal_attn && kv_self->cells[i].pos > pos) // for causal, mask future tokens
+                        ) {
+                            f = -INFINITY;
+                        } else {
+                            if (hparams.use_alibi) {
+                                f = -std::abs(kv_self->cells[i].pos - pos);
+                            } else {
+                                f = 0.0f;
+                            }
+                        }
+
+                        if (data) {
+                            data[h*(n_kv*n_tokens) + s*(n_kv*n_seq_tokens) + j*n_kv + i] = f;
+                        }
+
+                        // may need to cut off old tokens for sliding window
+                        // TODO @ngxson : we are currently re-using the swa logic to store the chunked mask, we should rename SWA to something more generic like "aux mask"
+                        if (data_swa) {
+                            if (hparams.n_attn_chunk) {
+                                llama_pos pos_chunk_start = (pos / hparams.n_attn_chunk) * hparams.n_attn_chunk;
+                                if (kv_self->cells[i].pos < pos_chunk_start || pos < pos_chunk_start) {
+                                    f = -INFINITY;
+                                }
+                            } else {
+                                if (pos - kv_self->cells[i].pos >= (int32_t)hparams.n_swa) {
+                                    f = -INFINITY;
+                                }
+                            }
+                            data_swa[h*(n_kv*n_tokens) + s*(n_kv*n_seq_tokens) + j*n_kv + i] = f;
+                        }
+                    }
+                }
+            }
+
+            // mask padded tokens
+            if (data) {
+                for (int i = n_tokens; i < GGML_PAD(n_tokens, GGML_KQ_MASK_PAD); ++i) {
+                    for (int j = 0; j < n_kv; ++j) {
+                        data[h*(n_kv*n_tokens) + i*n_kv + j] = -INFINITY;
+                    }
+                }
+            }
+
+            // mask padded tokens
+            if (data_swa) {
+                for (int i = n_tokens; i < GGML_PAD(n_tokens, GGML_KQ_MASK_PAD); ++i) {
+                    for (int j = 0; j < n_kv; ++j) {
+                        data_swa[h*(n_kv*n_tokens) + i*n_kv + j] = -INFINITY;
+                    }
+                }
+            }
+        }
+    }
+}
+
+void llm_graph_input_attn_cross::set_input(const llama_ubatch * ubatch) {
+    if (cross_kq_mask) {
+        const int64_t n_enc    = cross_kq_mask->ne[0];
+        const int64_t n_tokens = ubatch->n_tokens;
+
+        GGML_ASSERT(ggml_backend_buffer_is_host(cross_kq_mask->buffer));
+        GGML_ASSERT(!ubatch->equal_seqs); // TODO: use ubatch->n_seqs instead of failing
+
+        float * data = (float *) cross_kq_mask->data;
+
+        for (int h = 0; h < 1; ++h) {
+            for (int j = 0; j < n_tokens; ++j) {
+                for (int i = 0; i < n_enc; ++i) {
+                    float f = -INFINITY;
+                    for (int s = 0; s < ubatch->n_seq_id[j]; ++s) {
+                        const llama_seq_id seq_id = ubatch->seq_id[j][s];
+                        if (cross->seq_ids_enc[i].find(seq_id) != cross->seq_ids_enc[i].end()) {
+                            f = 0.0f;
+                        }
+                    }
+                    data[h*(n_enc*n_tokens) + j*n_enc + i] = f;
+                }
+            }
+
+            for (int i = n_tokens; i < GGML_PAD(n_tokens, GGML_KQ_MASK_PAD); ++i) {
+                for (int j = 0; j < n_enc; ++j) {
+                    data[h*(n_enc*n_tokens) + i*n_enc + j] = -INFINITY;
+                }
+            }
+        }
+    }
+}
+
+//
+// llm_graph_context
+//
+
+llm_graph_context::llm_graph_context(const llm_graph_params & params) :
+    arch             (params.arch),
+    hparams          (params.hparams),
+    cparams          (params.cparams),
+    ubatch           (params.ubatch),
+    n_embd           (hparams.n_embd),
+    n_layer          (hparams.n_layer),
+    n_rot            (hparams.n_rot),
+    n_ctx            (cparams.n_ctx),
+    n_ctx_per_seq    (cparams.n_ctx / cparams.n_seq_max),
+    n_head           (hparams.n_head()),
+    n_head_kv        (hparams.n_head_kv()),
+    n_embd_head_k    (hparams.n_embd_head_k),
+    n_embd_k_gqa     (hparams.n_embd_k_gqa()),
+    n_embd_head_v    (hparams.n_embd_head_v),
+    n_embd_v_gqa     (hparams.n_embd_v_gqa()),
+    n_expert         (hparams.n_expert),
+    n_expert_used    (cparams.warmup ? hparams.n_expert : hparams.n_expert_used),
+    freq_base        (cparams.rope_freq_base),
+    freq_scale       (cparams.rope_freq_scale),
+    ext_factor       (cparams.yarn_ext_factor),
+    attn_factor      (cparams.yarn_attn_factor),
+    beta_fast        (cparams.yarn_beta_fast),
+    beta_slow        (cparams.yarn_beta_slow),
+    norm_eps         (hparams.f_norm_eps),
+    norm_rms_eps     (hparams.f_norm_rms_eps),
+    n_tokens         (ubatch.n_tokens),
+    n_outputs        (params.n_outputs),
+    n_ctx_orig       (cparams.n_ctx_orig_yarn),
+    pooling_type     (cparams.pooling_type),
+    rope_type        (hparams.rope_type),
+    ctx0             (params.ctx),
+    sched            (params.sched),
+    backend_cpu      (params.backend_cpu),
+    cvec             (params.cvec),
+    loras            (params.loras),
+    memory           (params.memory),
+    cross            (params.cross),
+    cb_func          (params.cb),
+    res              (std::make_unique<llm_graph_result>()) {
+    }
+
+int64_t llm_graph_context::n_pos_per_embd() const {
+    return arch == LLM_ARCH_QWEN2VL ? 4 : 1;
+}
+
+void llm_graph_context::cb(ggml_tensor * cur, const char * name, int il) const {
+    if (cb_func) {
+        cb_func(ubatch, cur, name, il);
+    }
+}
+
+ggml_tensor * llm_graph_context::build_cvec(
+         ggml_tensor * cur,
+                 int   il) const {
+    return cvec->apply_to(ctx0, cur, il);
+}
+
+ggml_tensor * llm_graph_context::build_lora_mm(
+          ggml_tensor * w,
+          ggml_tensor * cur) const {
+    ggml_tensor * res = ggml_mul_mat(ctx0, w, cur);
+
+    for (const auto & lora : *loras) {
+        llama_adapter_lora_weight * lw = lora.first->get_weight(w);
+        if (lw == nullptr) {
+            continue;
+        }
+
+        const float adapter_scale = lora.second;
+        const float scale = lw->get_scale(lora.first->alpha, adapter_scale);
+
+        ggml_tensor * ab_cur = ggml_mul_mat(
+                ctx0, lw->b,
+                ggml_mul_mat(ctx0, lw->a, cur)
+                );
+
+        ab_cur = ggml_scale(ctx0, ab_cur, scale);
+        res = ggml_add(ctx0, res, ab_cur);
+    }
+
+    return res;
+}
+
+ggml_tensor * llm_graph_context::build_lora_mm_id(
+          ggml_tensor * w,   // ggml_tensor * as
+          ggml_tensor * cur, // ggml_tensor * b
+          ggml_tensor * ids) const {
+    ggml_tensor * res = ggml_mul_mat_id(ctx0, w, cur, ids);
+    for (const auto & lora : *loras) {
+        llama_adapter_lora_weight * lw = lora.first->get_weight(w);
+        if (lw == nullptr) {
+            continue;
+        }
+
+        const float alpha = lora.first->alpha;
+        const float rank  = (float) lw->b->ne[0];
+        const float scale = alpha ? lora.second * alpha / rank : lora.second;
+
+        ggml_tensor * ab_cur = ggml_mul_mat_id(
+                ctx0, lw->b,
+                ggml_mul_mat_id(ctx0, lw->a, cur, ids),
+                ids
+                );
+
+        ab_cur = ggml_scale(ctx0, ab_cur, scale);
+        res = ggml_add(ctx0, res, ab_cur);
+    }
+
+    return res;
+}
+
+ggml_tensor * llm_graph_context::build_norm(
+         ggml_tensor * cur,
+         ggml_tensor * mw,
+         ggml_tensor * mb,
+       llm_norm_type   type,
+                 int   il) const {
+    switch (type) {
+        case LLM_NORM:       cur = ggml_norm    (ctx0, cur, hparams.f_norm_eps);     break;
+        case LLM_NORM_RMS:   cur = ggml_rms_norm(ctx0, cur, hparams.f_norm_rms_eps); break;
+        case LLM_NORM_GROUP:
+            {
+                cur = ggml_reshape_3d(ctx0, cur, cur->ne[0], 1, cur->ne[1]);
+                cur = ggml_group_norm(ctx0, cur, hparams.n_norm_groups, hparams.f_norm_group_eps);
+                cur = ggml_reshape_2d(ctx0, cur, cur->ne[0],    cur->ne[2]);
+            } break;
+    }
+
+    if (mw || mb) {
+        cb(cur, "norm", il);
+    }
+
+    if (mw) {
+        cur = ggml_mul(ctx0, cur, mw);
+        if (mb) {
+            cb(cur, "norm_w", il);
+        }
+    }
+
+    if (mb) {
+        cur = ggml_add(ctx0, cur, mb);
+    }
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_ffn(
+         ggml_tensor * cur,
+         ggml_tensor * up,
+         ggml_tensor * up_b,
+         ggml_tensor * up_s,
+         ggml_tensor * gate,
+         ggml_tensor * gate_b,
+         ggml_tensor * gate_s,
+         ggml_tensor * down,
+         ggml_tensor * down_b,
+         ggml_tensor * down_s,
+         ggml_tensor * act_scales,
+     llm_ffn_op_type   type_op,
+   llm_ffn_gate_type   type_gate,
+                 int   il) const {
+    ggml_tensor * tmp = up ? build_lora_mm(up, cur) : cur;
+    cb(tmp, "ffn_up", il);
+
+    if (up_b) {
+        tmp = ggml_add(ctx0, tmp, up_b);
+        cb(tmp, "ffn_up_b", il);
+    }
+
+    if (up_s) {
+        tmp = ggml_mul(ctx0, tmp, up_s);
+        cb(tmp, "ffn_up_s", il);
+    }
+
+    if (gate) {
+        switch (type_gate) {
+            case LLM_FFN_SEQ:
+                {
+                    cur = build_lora_mm(gate, tmp);
+                    cb(cur, "ffn_gate", il);
+                } break;
+            case LLM_FFN_PAR:
+                {
+                    cur = build_lora_mm(gate, cur);
+                    cb(cur, "ffn_gate", il);
+                } break;
+        }
+
+        if (gate_b) {
+            cur = ggml_add(ctx0, cur, gate_b);
+            cb(cur, "ffn_gate_b", il);
+        }
+
+        if (gate_s) {
+            cur = ggml_mul(ctx0, cur, gate_s);
+            cb(cur, "ffn_gate_s", il);
+        }
+
+    } else {
+        cur = tmp;
+    }
+
+    switch (type_op) {
+        case LLM_FFN_SILU:
+            {
+                cur = ggml_silu(ctx0, cur);
+                cb(cur, "ffn_silu", il);
+            } break;
+        case LLM_FFN_GELU:
+            {
+                cur = ggml_gelu(ctx0, cur);
+                cb(cur, "ffn_gelu", il);
+                if (act_scales != NULL) {
+                    cur = ggml_div(ctx0, cur, act_scales);
+                    cb(cur, "ffn_act", il);
+                }
+            } break;
+        case LLM_FFN_RELU:
+            {
+                cur = ggml_relu(ctx0, cur);
+                cb(cur, "ffn_relu", il);
+            } break;
+        case LLM_FFN_RELU_SQR:
+            {
+                cur = ggml_relu(ctx0, cur);
+                cb(cur, "ffn_relu", il);
+
+                cur = ggml_sqr(ctx0, cur);
+                cb(cur, "ffn_sqr(relu)", il);
+            } break;
+        case LLM_FFN_SWIGLU:
+            {
+                // Project to 4h. If using swiglu double the output width, see https://arxiv.org/pdf/2002.05202.pdf
+                int64_t split_point = cur->ne[0] / 2;
+                ggml_tensor * x0 = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, split_point, cur->ne[1], cur->nb[1], 0));
+                ggml_tensor * x1 = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, split_point, cur->ne[1], cur->nb[1], split_point * ggml_element_size(cur)));
+
+                x0 = ggml_silu(ctx0, x0);
+                cb(cur, "ffn_silu", il);
+
+                cur = ggml_mul(ctx0, x0, x1);
+                cb(cur, "ffn_mul", il);
+            } break;
+    }
+
+    if (gate && type_gate == LLM_FFN_PAR) {
+        cur = ggml_mul(ctx0, cur, tmp);
+        cb(cur, "ffn_gate_par", il);
+    }
+
+    if (down) {
+        cur = build_lora_mm(down, cur);
+        if (arch == LLM_ARCH_GLM4) {
+            // GLM4 seems to have numerical issues with half-precision accumulators
+            ggml_mul_mat_set_prec(cur, GGML_PREC_F32);
+        }
+    }
+
+    if (down_b) {
+        cb(cur, "ffn_down", il);
+    }
+
+    if (down_b) {
+        cur = ggml_add(ctx0, cur, down_b);
+    }
+
+    if (down_s) {
+        cur = ggml_mul(ctx0, cur, down_s);
+        cb(cur, "ffn_down_s", il);
+    }
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_moe_ffn(
+         ggml_tensor * cur,
+         ggml_tensor * gate_inp,
+         ggml_tensor * up_exps,
+         ggml_tensor * gate_exps,
+         ggml_tensor * down_exps,
+         ggml_tensor * exp_probs_b,
+             int64_t   n_expert,
+             int64_t   n_expert_used,
+     llm_ffn_op_type   type_op,
+                bool   norm_w,
+                bool   scale_w,
+               float   w_scale,
+         llama_expert_gating_func_type gating_op,
+                 int   il) const {
+    const int64_t n_embd   = cur->ne[0];
+    const int64_t n_tokens = cur->ne[1];
+    const bool weight_before_ffn = arch == LLM_ARCH_LLAMA4; // for llama4, we apply the sigmoid-ed weights before the FFN
+
+    ggml_tensor * logits = build_lora_mm(gate_inp, cur); // [n_expert, n_tokens]
+    cb(logits, "ffn_moe_logits", il);
+
+    ggml_tensor * probs = nullptr;
+    switch (gating_op) {
+        case LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX:
+            {
+                probs = ggml_soft_max(ctx0, logits); // [n_expert, n_tokens]
+            } break;
+        case LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID:
+            {
+                probs = ggml_sigmoid(ctx0, logits); // [n_expert, n_tokens]
+            } break;
+        default:
+            GGML_ABORT("fatal error");
+    }
+    cb(probs, "ffn_moe_probs", il);
+
+    // add experts selection bias - introduced in DeepSeek V3
+    // leave probs unbiased as it's later used to get expert weights
+    ggml_tensor * selection_probs = probs;
+    if (exp_probs_b != nullptr) {
+        selection_probs = ggml_add(ctx0, probs, exp_probs_b);
+        cb(selection_probs, "ffn_moe_probs_biased", il);
+    }
+
+    // llama4 doesn't have exp_probs_b, and sigmoid is only used after top_k
+    // see: https://github.com/meta-llama/llama-models/blob/699a02993512fb36936b1b0741e13c06790bcf98/models/llama4/moe.py#L183-L198
+    if (arch == LLM_ARCH_LLAMA4) {
+        selection_probs = logits;
+    }
+
+    // select experts
+    ggml_tensor * selected_experts = ggml_top_k(ctx0, selection_probs, n_expert_used); // [n_expert_used, n_tokens]
+    cb(selected_experts->src[0], "ffn_moe_argsort", il);
+    cb(selected_experts, "ffn_moe_topk", il);
+
+    ggml_tensor * weights = ggml_get_rows(ctx0,
+            ggml_reshape_3d(ctx0, probs, 1, n_expert, n_tokens), selected_experts); // [1, n_expert_used, n_tokens]
+    cb(weights, "ffn_moe_weights", il);
+
+    if (norm_w) {
+        weights = ggml_reshape_2d(ctx0, weights, n_expert_used, n_tokens);
+
+        ggml_tensor * weights_sum = ggml_sum_rows(ctx0, weights); // [1, n_tokens]
+        cb(weights_sum, "ffn_moe_weights_sum", il);
+
+        weights = ggml_div(ctx0, weights, weights_sum); // [n_expert_used, n_tokens]
+        cb(weights, "ffn_moe_weights_norm", il);
+
+        weights = ggml_reshape_3d(ctx0, weights, 1, n_expert_used, n_tokens);
+    }
+    if (scale_w) {
+        weights = ggml_scale(ctx0, weights, w_scale);
+        cb(weights, "ffn_moe_weights_scaled", il);
+    }
+
+    cur = ggml_reshape_3d(ctx0, cur, n_embd, 1, n_tokens);
+
+    if (weight_before_ffn) {
+        // TODO: this is a workaround as we don't yet have a repeat op that takes custom dim (ggml_repeat_4d)
+        ggml_tensor * repeated = ggml_new_tensor_3d(ctx0, cur->type, n_embd, n_expert_used, n_tokens);
+        repeated = ggml_repeat(ctx0, cur, repeated); // [n_embd, n_expert_used, n_tokens]
+        cur = ggml_mul(ctx0, repeated, weights);
+        cb(cur, "ffn_moe_weighted", il);
+    }
+
+    ggml_tensor * up = build_lora_mm_id(up_exps, cur, selected_experts); // [n_ff, n_expert_used, n_tokens]
+    cb(up, "ffn_moe_up", il);
+
+    ggml_tensor * experts = nullptr;
+    if (gate_exps) {
+        cur = build_lora_mm_id(gate_exps, cur, selected_experts); // [n_ff, n_expert_used, n_tokens]
+        cb(cur, "ffn_moe_gate", il);
+    } else {
+        cur = up;
+    }
+
+    switch (type_op) {
+        case LLM_FFN_SILU:
+            {
+                cur = ggml_silu(ctx0, cur);
+                cb(cur, "ffn_moe_silu", il);
+            } break;
+        case LLM_FFN_GELU:
+            {
+                cur = ggml_gelu(ctx0, cur);
+                cb(cur, "ffn_moe_gelu", il);
+            } break;
+        default:
+            GGML_ABORT("fatal error");
+    }
+
+    if (gate_exps) {
+        cur = ggml_mul(ctx0, cur, up); // [n_ff, n_expert_used, n_tokens]
+        cb(cur, "ffn_moe_gate_par", il);
+    }
+
+    experts = build_lora_mm_id(down_exps, cur, selected_experts); // [n_embd, n_expert_used, n_tokens]
+    cb(experts, "ffn_moe_down", il);
+
+    if (!weight_before_ffn) {
+        experts = ggml_mul(ctx0, experts, weights);
+        cb(cur, "ffn_moe_weighted", il);
+    }
+
+    // aggregate experts
+    ggml_tensor * moe_out = nullptr;
+    for (int i = 0; i < n_expert_used; ++i) {
+        ggml_tensor * cur_expert = ggml_view_2d(ctx0, experts, n_embd, n_tokens,
+                experts->nb[2], i*experts->nb[1]);
+
+        if (i == 0) {
+            moe_out = cur_expert;
+        } else {
+            moe_out = ggml_add(ctx0, moe_out, cur_expert);
+        }
+    }
+
+    if (n_expert_used == 1) {
+        // avoid returning a non-contiguous tensor
+        moe_out = ggml_cont(ctx0, moe_out);
+    }
+
+    cb(moe_out, "ffn_moe_out", il);
+
+    return moe_out;
+}
+
+// input embeddings with optional lora
+ggml_tensor * llm_graph_context::build_inp_embd(ggml_tensor * tok_embd) const {
+    const int64_t n_embd = hparams.n_embd;
+
+    auto inp = std::make_unique<llm_graph_input_embd>();
+
+    ggml_tensor * cur = nullptr;
+
+    if (ubatch.token) {
+        inp->tokens = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, ubatch.n_tokens);
+        //cb(inp->tokens, "inp_tokens", -1);
+        ggml_set_input(inp->tokens);
+        res->t_tokens = inp->tokens;
+
+        cur = ggml_get_rows(ctx0, tok_embd, inp->tokens);
+
+        // apply lora for embedding tokens if needed
+        for (const auto & lora : *loras) {
+            llama_adapter_lora_weight * lw = lora.first->get_weight(tok_embd);
+            if (lw == nullptr) {
+                continue;
+            }
+
+            const float adapter_scale = lora.second;
+            const float scale = lw->get_scale(lora.first->alpha, adapter_scale);
+
+            ggml_tensor * inpL_delta = ggml_scale(ctx0, ggml_mul_mat(
+                        ctx0, lw->b, // non-transposed lora_b
+                        ggml_get_rows(ctx0, lw->a, inp->tokens)
+                        ), scale);
+
+            cur = ggml_add(ctx0, cur, inpL_delta);
+        }
+    } else {
+        inp->embd = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_embd, ubatch.n_tokens);
+        ggml_set_input(inp->embd);
+
+        cur = inp->embd;
+    }
+
+    // For Granite architecture
+    if (hparams.f_embedding_scale != 0.0f) {
+        cur = ggml_scale(ctx0, cur, hparams.f_embedding_scale);
+    }
+
+    cb(cur, "inp_embd", -1);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_pos() const {
+    auto inp = std::make_unique<llm_graph_input_pos>(n_pos_per_embd());
+
+    auto & cur = inp->pos;
+
+    cur = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_tokens*n_pos_per_embd());
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_attn_scale() const {
+    auto inp = std::make_unique<llm_graph_input_attn_temp>(hparams.n_attn_temp_floor_scale, hparams.f_attn_temp_scale);
+
+    auto & cur = inp->attn_scale;
+
+    // this need to be 1x1xN for broadcasting
+    cur = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, 1, 1, n_tokens);
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_out_ids() const {
+    auto inp = std::make_unique<llm_graph_input_out_ids>(hparams, cparams, n_outputs);
+
+    auto & cur = inp->out_ids;
+
+    cur = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_outputs);
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_mean() const {
+    auto inp = std::make_unique<llm_graph_input_mean>(cparams);
+
+    auto & cur = inp->mean;
+
+    cur = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_tokens, n_tokens);
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_cls() const {
+    auto inp = std::make_unique<llm_graph_input_cls>(cparams);
+
+    auto & cur = inp->cls;
+
+    cur = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_tokens);
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_s_copy() const {
+    const llama_kv_cache_recurrent * kv_self = static_cast<const llama_kv_cache_recurrent *>(memory);
+
+    auto inp = std::make_unique<llm_graph_input_s_copy>(kv_self);
+
+    const auto n_kv = kv_self->n;
+
+    auto & cur = inp->s_copy;
+
+    cur = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_kv);
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_s_mask() const {
+    const llama_kv_cache_recurrent * kv_self = static_cast<const llama_kv_cache_recurrent *>(memory);
+
+    auto inp = std::make_unique<llm_graph_input_s_mask>(kv_self);
+
+    const auto n_kv = kv_self->n;
+
+    auto & cur = inp->s_mask;
+
+    cur = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, 1, n_kv);
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_cross_embd() const {
+    auto inp = std::make_unique<llm_graph_input_cross_embd>(cross);
+
+    auto & cur = inp->cross_embd;
+
+    // if we have the output embeddings from the encoder, use them directly
+    // TODO: needs more work to be correct, for now just use the tensor shape
+    //if (cross->t_embd) {
+    //    cur = ggml_view_tensor(ctx0, cross->t_embd);
+
+    //    return cur;
+    //}
+
+    const auto n_embd = !cross->v_embd.empty() ? cross->n_embd : hparams.n_embd;
+    const auto n_enc  = !cross->v_embd.empty() ? cross->n_enc : hparams.n_ctx_train;
+
+    cur = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_embd, n_enc);
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_pos_bucket_enc() const {
+    auto inp = std::make_unique<llm_graph_input_pos_bucket>(hparams);
+
+    auto & cur = inp->pos_bucket;
+
+    cur = ggml_new_tensor_2d(ctx0, GGML_TYPE_I32, n_tokens, n_tokens);
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_inp_pos_bucket_dec() const {
+    const llama_kv_cache_unified * kv_self = static_cast<const llama_kv_cache_unified *>(memory);
+
+    auto inp = std::make_unique<llm_graph_input_pos_bucket_kv>(hparams, kv_self);
+
+    const auto n_kv = kv_self->n;
+
+    auto & cur = inp->pos_bucket;
+
+    cur = ggml_new_tensor_2d(ctx0, GGML_TYPE_I32, n_kv, n_tokens);
+    ggml_set_input(cur);
+
+    res->add_input(std::move(inp));
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_pos_bias(ggml_tensor * pos_bucket, ggml_tensor * attn_rel_b) const {
+    ggml_tensor * pos_bucket_1d = ggml_reshape_1d(ctx0, pos_bucket, pos_bucket->ne[0] * pos_bucket->ne[1]);
+    cb(pos_bucket_1d, "pos_bucket_1d", -1);
+
+    ggml_tensor * pos_bias = ggml_get_rows(ctx0, attn_rel_b, pos_bucket_1d);
+
+    pos_bias = ggml_reshape_3d(ctx0, pos_bias, pos_bias->ne[0], pos_bucket->ne[0], pos_bucket->ne[1]);
+    pos_bias = ggml_permute   (ctx0, pos_bias, 2, 0, 1, 3);
+    pos_bias = ggml_cont      (ctx0, pos_bias);
+
+    cb(pos_bias, "pos_bias", -1);
+
+    return pos_bias;
+}
+
+ggml_tensor * llm_graph_context::build_attn_mha(
+         ggml_cgraph * gf,
+         ggml_tensor * q,
+         ggml_tensor * k,
+         ggml_tensor * v,
+         ggml_tensor * kq_b,
+         ggml_tensor * kq_mask,
+         ggml_tensor * v_mla,
+             bool      v_trans,
+             float     kq_scale) const {
+  //const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa(il);
+  //const int64_t n_embd_v_gqa = hparams.n_embd_v_gqa(il);
+
+  //const int64_t n_head    = hparams.n_head(il);
+  //const int64_t n_head_kv = hparams.n_head_kv(il);
+
+  //const auto & n_embd_head_k = hparams.n_embd_head_k;
+  //const auto & n_embd_head_v = hparams.n_embd_head_v;
+
+    const auto n_tokens = q->ne[1];
+    const auto n_head   = q->ne[2];
+    const auto n_kv     = k->ne[1];
+
+    ggml_tensor * cur;
+
+    // TODO: replace hardcoded padding with ggml-provided padding
+    if (cparams.flash_attn && (n_kv % 256 == 0) && kq_b == nullptr) {
+        GGML_ASSERT(kq_b == nullptr && "Flash attention does not support KQ bias yet");
+
+        if (v_trans) {
+            v = ggml_transpose(ctx0, v);
+        }
+
+        // this can happen when KV cache is not used (e.g. an embedding model with non-causal attn)
+        if (k->type == GGML_TYPE_F32) {
+            k = ggml_cast(ctx0, k, GGML_TYPE_F16);
+        }
+
+        if (v->type == GGML_TYPE_F32) {
+            v = ggml_cast(ctx0, v, GGML_TYPE_F16);
+        }
+
+        cur = ggml_flash_attn_ext(ctx0, q, k, v, kq_mask, kq_scale, hparams.f_max_alibi_bias,
+                                  hparams.attn_soft_cap ? hparams.f_attn_logit_softcapping : 0.0f);
+
+        ggml_flash_attn_ext_set_prec(cur, GGML_PREC_F32);
+
+        if (v_mla) {
+#if 0
+            // v_mla can be applied as a matrix-vector multiplication with broadcasting across dimension 3 == n_tokens.
+            // However, the code is optimized for dimensions 0 and 1 being large, so this is ineffient.
+            cur = ggml_reshape_4d(ctx0, cur, v_mla->ne[0], 1, n_head, n_tokens);
+            cur = ggml_mul_mat(ctx0, v_mla, cur);
+#else
+            // It's preferable to do the calculation as a matrix-matrix multiplication with n_tokens in dimension 1.
+            // The permutations are noops and only change how the tensor data is interpreted.
+            cur = ggml_permute(ctx0, cur, 0, 2, 1, 3);
+            cur = ggml_mul_mat(ctx0, v_mla, cur);
+            cur = ggml_permute(ctx0, cur, 0, 2, 1, 3);
+            cur = ggml_cont(ctx0, cur); // Needed because ggml_reshape_2d expects contiguous inputs.
+#endif
+        }
+
+        cur = ggml_reshape_2d(ctx0, cur, cur->ne[0]*n_head, n_tokens);
+    } else {
+        ggml_tensor * kq = ggml_mul_mat(ctx0, k, q);
+
+        // note: this op tends to require high floating point range
+        //       while for some models F16 is enough, for others it is not, so we default to F32 here
+        ggml_mul_mat_set_prec(kq, GGML_PREC_F32);
+
+        if (arch == LLM_ARCH_GROK) {
+            // need to do the following:
+            // multiply by attn_output_multiplyer of 0.08838834764831845
+            // and then :
+            // kq = 30 * tanh(kq / 30)
+            // before the softmax below
+
+            kq = ggml_tanh(ctx0, ggml_scale(ctx0, kq, 0.08838834764831845f/30.0f));
+            kq = ggml_scale(ctx0, kq, 30);
+        }
+
+        if (hparams.attn_soft_cap) {
+            kq = ggml_scale(ctx0, kq, 1.0f / hparams.f_attn_logit_softcapping);
+            kq = ggml_tanh (ctx0, kq);
+            kq = ggml_scale(ctx0, kq, hparams.f_attn_logit_softcapping);
+        }
+
+        if (kq_b) {
+            kq = ggml_add(ctx0, kq, kq_b);
+        }
+
+        kq = ggml_soft_max_ext(ctx0, kq, kq_mask, kq_scale, hparams.f_max_alibi_bias);
+
+        if (!v_trans) {
+            // note: avoid this branch
+            v = ggml_cont(ctx0, ggml_transpose(ctx0, v));
+        }
+
+        ggml_tensor * kqv = ggml_mul_mat(ctx0, v, kq);
+
+        // for MLA with the absorption optimization, we need to "decompress" from MQA back to MHA
+        if (v_mla) {
+            kqv = ggml_mul_mat(ctx0, v_mla, kqv);
+        }
+
+        cur = ggml_permute(ctx0, kqv, 0, 2, 1, 3);
+
+        cur = ggml_cont_2d(ctx0, cur, cur->ne[0]*n_head, n_tokens);
+
+        if (!cparams.offload_kqv) {
+            // all nodes between the KV store and the attention output are run on the CPU
+            ggml_backend_sched_set_tensor_backend(sched, cur, backend_cpu);
+        }
+    }
+
+    ggml_build_forward_expand(gf, cur);
+
+    return cur;
+}
+
+llm_graph_input_attn_no_cache * llm_graph_context::build_attn_inp_no_cache() const {
+    auto inp = std::make_unique<llm_graph_input_attn_no_cache>(hparams, cparams);
+
+    // note: there is no KV cache, so the number of KV values is equal to the number of tokens in the batch
+    inp->kq_mask = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_tokens, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD));
+    //cb(inp_kq_mask, "KQ_mask", -1);
+    ggml_set_input(inp->kq_mask);
+
+    inp->kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->kq_mask, GGML_TYPE_F16) : inp->kq_mask;
+
+    return (llm_graph_input_attn_no_cache *) res->add_input(std::move(inp));
+}
+
+ggml_tensor * llm_graph_context::build_attn(
+        llm_graph_input_attn_no_cache * inp,
+        ggml_cgraph * gf,
+        ggml_tensor * wo,
+        ggml_tensor * wo_b,
+        ggml_tensor * q_cur,
+        ggml_tensor * k_cur,
+        ggml_tensor * v_cur,
+        ggml_tensor * kq_b,
+        ggml_tensor * v_mla,
+            float     kq_scale,
+            int       il) const {
+    GGML_UNUSED(n_tokens);
+
+    // these nodes are added to the graph together so that they are not reordered
+    // by doing so, the number of splits in the graph is reduced
+    ggml_build_forward_expand(gf, q_cur);
+    ggml_build_forward_expand(gf, k_cur);
+    ggml_build_forward_expand(gf, v_cur);
+
+    const auto & kq_mask = inp->get_kq_mask();
+
+    ggml_tensor * q = ggml_permute(ctx0, q_cur, 0, 2, 1, 3);
+    //cb(q, "q", il);
+
+    ggml_tensor * k = ggml_permute(ctx0, k_cur, 0, 2, 1, 3);
+    //cb(k, "k", il);
+
+    ggml_tensor * v = ggml_permute(ctx0, v_cur, 0, 2, 1, 3);
+    //cb(k, "v", il);
+
+    ggml_tensor * cur = build_attn_mha(gf, q, k, v, kq_b, kq_mask, v_mla, false, kq_scale);
+
+    cb(cur, "kqv_out", il);
+
+    if (wo) {
+        cur = build_lora_mm(wo, cur);
+    }
+
+    if (wo_b) {
+        //cb(cur, "kqv_wo", il);
+    }
+
+    if (wo_b) {
+        cur = ggml_add(ctx0, cur, wo_b);
+    }
+
+    return cur;
+}
+
+llm_graph_input_attn_kv_unified * llm_graph_context::build_attn_inp_kv_unified() const {
+    const llama_kv_cache_unified * kv_self = static_cast<const llama_kv_cache_unified *>(memory);
+
+    auto inp = std::make_unique<llm_graph_input_attn_kv_unified>(hparams, cparams, kv_self);
+
+    const auto n_kv = kv_self->n;
+
+    inp->self_kq_mask = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_kv, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD));
+    //cb(inp->self_kq_mask, "KQ_mask", -1);
+    ggml_set_input(inp->self_kq_mask);
+
+    inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask;
+
+    if (hparams.n_swa_pattern > 1) {
+        GGML_ASSERT(hparams.n_swa > 0);
+
+        inp->self_kq_mask_swa = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_kv, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD));
+        //cb(inp->self_kq_mask_swa, "KQ_mask_swa", -1);
+        ggml_set_input(inp->self_kq_mask_swa);
+
+        inp->self_kq_mask_swa_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask_swa, GGML_TYPE_F16) : inp->self_kq_mask_swa;
+    }
+
+    return (llm_graph_input_attn_kv_unified *) res->add_input(std::move(inp));
+}
+
+ggml_tensor * llm_graph_context::build_attn(
+        llm_graph_input_attn_kv_unified * inp,
+        ggml_cgraph * gf,
+        ggml_tensor * wo,
+        ggml_tensor * wo_b,
+        ggml_tensor * q_cur,
+        ggml_tensor * k_cur,
+        ggml_tensor * v_cur,
+        ggml_tensor * kq_b,
+        ggml_tensor * v_mla,
+            float     kq_scale,
+            int       il) const {
+    // these nodes are added to the graph together so that they are not reordered
+    // by doing so, the number of splits in the graph is reduced
+    ggml_build_forward_expand(gf, q_cur);
+    ggml_build_forward_expand(gf, k_cur);
+    ggml_build_forward_expand(gf, v_cur);
+
+    const llama_kv_cache_unified * kv_self = static_cast<const llama_kv_cache_unified *>(memory);
+    const auto & n_ctx = cparams.n_ctx;
+
+    const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa(il);
+    const int64_t n_embd_v_gqa = hparams.n_embd_v_gqa(il);
+
+    const auto n_tokens = q_cur->ne[2];
+
+    const bool v_trans = !cparams.flash_attn;
+
+    // store to KV cache
+    {
+        const auto kv_head = kv_self->head;
+
+        GGML_ASSERT(kv_self->size == n_ctx);
+
+        ggml_tensor * k_cache_view = ggml_view_1d(ctx0, kv_self->k_l[il], n_tokens*n_embd_k_gqa, ggml_row_size(kv_self->k_l[il]->type, n_embd_k_gqa)*kv_head);
+        //cb(k_cache_view, "k_cache_view", il);
+
+        // note: storing RoPE-ed version of K in the KV cache
+        ggml_build_forward_expand(gf, ggml_cpy(ctx0, k_cur, k_cache_view));
+
+        v_cur = ggml_reshape_2d(ctx0, v_cur, n_embd_v_gqa, n_tokens);
+
+        ggml_tensor * v_cache_view = nullptr;
+
+        if (!v_trans) {
+            v_cache_view = ggml_view_1d(ctx0, kv_self->v_l[il], n_tokens*n_embd_v_gqa, ggml_row_size(kv_self->v_l[il]->type, n_embd_v_gqa)*kv_head);
+        } else {
+            // note: the V cache is transposed when not using flash attention
+            v_cache_view = ggml_view_2d(ctx0, kv_self->v_l[il], n_tokens, n_embd_v_gqa,
+                    (  n_ctx)*ggml_element_size(kv_self->v_l[il]),
+                    (kv_head)*ggml_element_size(kv_self->v_l[il]));
+
+            v_cur = ggml_transpose(ctx0, v_cur);
+        }
+        //cb(v_cache_view, "v_cache_view", il);
+
+        ggml_build_forward_expand(gf, ggml_cpy(ctx0, v_cur, v_cache_view));
+    }
+
+    const bool is_swa = hparams.is_swa(il);
+
+    const auto & kq_mask = is_swa ? inp->get_kq_mask_swa() : inp->get_kq_mask();
+
+    const auto n_kv = kv_self->n;
+
+    const int64_t n_head_kv = hparams.n_head_kv(il);
+
+    const auto & n_embd_head_k = hparams.n_embd_head_k;
+    const auto & n_embd_head_v = hparams.n_embd_head_v;
+
+    ggml_tensor * q = ggml_permute(ctx0, q_cur, 0, 2, 1, 3);
+    //cb(q, "q", il);
+
+    ggml_tensor * k =
+        ggml_view_3d(ctx0, kv_self->k_l[il],
+                n_embd_head_k, n_kv, n_head_kv,
+                ggml_row_size(kv_self->k_l[il]->type, n_embd_k_gqa),
+                ggml_row_size(kv_self->k_l[il]->type, n_embd_head_k),
+                0);
+    //cb(k, "k", il);
+
+    ggml_tensor * v = !v_trans ?
+        ggml_view_3d(ctx0, kv_self->v_l[il],
+                n_embd_head_v, n_kv, n_head_kv,
+                ggml_row_size(kv_self->v_l[il]->type, n_embd_v_gqa),
+                ggml_row_size(kv_self->v_l[il]->type, n_embd_head_v),
+                0) :
+        ggml_view_3d(ctx0, kv_self->v_l[il],
+                n_kv, n_embd_head_v, n_head_kv,
+                ggml_element_size(kv_self->v_l[il])*n_ctx,
+                ggml_element_size(kv_self->v_l[il])*n_ctx*n_embd_head_v,
+                0);
+
+    ggml_tensor * cur = build_attn_mha(gf, q, k, v, kq_b, kq_mask, v_mla, v_trans, kq_scale);
+    cb(cur, "kqv_out", il);
+
+    if (wo) {
+        cur = build_lora_mm(wo, cur);
+    }
+
+    if (wo_b) {
+        //cb(cur, "kqv_wo", il);
+    }
+
+    if (wo_b) {
+        cur = ggml_add(ctx0, cur, wo_b);
+    }
+
+    return cur;
+}
+
+llm_graph_input_attn_cross * llm_graph_context::build_attn_inp_cross() const {
+    auto inp = std::make_unique<llm_graph_input_attn_cross>(cross);
+
+    const int32_t n_enc = !cross->v_embd.empty() ? cross->n_enc : hparams.n_ctx_train;
+
+    inp->cross_kq_mask = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_enc, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD));
+    ggml_set_input(inp->cross_kq_mask);
+
+    inp->cross_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->cross_kq_mask, GGML_TYPE_F16) : inp->cross_kq_mask;
+
+    return (llm_graph_input_attn_cross *) res->add_input(std::move(inp));
+}
+
+ggml_tensor * llm_graph_context::build_attn(
+        llm_graph_input_attn_cross * inp,
+        ggml_cgraph * gf,
+        ggml_tensor * wo,
+        ggml_tensor * wo_b,
+        ggml_tensor * q_cur,
+        ggml_tensor * k_cur,
+        ggml_tensor * v_cur,
+        ggml_tensor * kq_b,
+        ggml_tensor * v_mla,
+            float     kq_scale,
+            int       il) const {
+    // these nodes are added to the graph together so that they are not reordered
+    // by doing so, the number of splits in the graph is reduced
+    ggml_build_forward_expand(gf, q_cur);
+    ggml_build_forward_expand(gf, k_cur);
+    ggml_build_forward_expand(gf, v_cur);
+
+    const auto & kq_mask = inp->get_kq_mask_cross();
+
+    ggml_tensor * q = ggml_permute(ctx0, q_cur, 0, 2, 1, 3);
+    //cb(q, "q", il);
+
+    ggml_tensor * k = ggml_permute(ctx0, k_cur, 0, 2, 1, 3);
+    //cb(k, "k", il);
+
+    ggml_tensor * v = ggml_permute(ctx0, v_cur, 0, 2, 1, 3);
+    //cb(k, "v", il);
+
+    ggml_tensor * cur = build_attn_mha(gf, q, k, v, kq_b, kq_mask, v_mla, false, kq_scale);
+
+    cb(cur, "kqv_out", il);
+
+    if (wo) {
+        cur = build_lora_mm(wo, cur);
+    }
+
+    if (wo_b) {
+        //cb(cur, "kqv_wo", il);
+    }
+
+    if (wo_b) {
+        cur = ggml_add(ctx0, cur, wo_b);
+    }
+
+    return cur;
+}
+
+ggml_tensor * llm_graph_context::build_copy_mask_state(
+         ggml_cgraph * gf,
+         ggml_tensor * s,
+         ggml_tensor * state_copy,
+         ggml_tensor * state_mask,
+             int32_t   n_state,
+             int32_t   n_seqs) const {
+    const llama_kv_cache_recurrent * kv_self = static_cast<const llama_kv_cache_recurrent *>(memory);
+
+    const auto n_kv    = kv_self->n;
+    const auto kv_head = kv_self->head;
+
+    ggml_tensor * states = ggml_reshape_2d(ctx0, s, n_state, kv_self->size);
+
+    // copy states
+    // NOTE: assuming the copy destinations are ALL contained between kv_head and kv_head + n_kv
+    // this shrinks the tensors's ne[1] to n_kv
+    states = ggml_get_rows(ctx0, states, state_copy);
+
+    // clear states of sequences which are starting at the beginning of this batch
+    // FIXME: zero-out NANs?
+    states = ggml_mul(ctx0, states, state_mask);
+
+    // copy states which won't be changed further (between n_seqs and n_kv)
+    ggml_build_forward_expand(gf,
+        ggml_cpy(ctx0,
+            ggml_view_1d(ctx0, states, n_state*(n_kv - n_seqs), (n_seqs          )*n_state*ggml_element_size(states)),
+            ggml_view_1d(ctx0, s,      n_state*(n_kv - n_seqs), (kv_head + n_seqs)*n_state*ggml_element_size(s))));
+
+    // the part of the states that will be used and modified
+    return ggml_view_2d(ctx0, states, n_state, n_seqs, states->nb[1], 0);
+}
+
+ggml_tensor * llm_graph_context::build_rwkv_token_shift_load(
+         ggml_cgraph * gf,
+         ggml_tensor * state_copy,
+         ggml_tensor * state_mask,
+  const llama_ubatch & ubatch,
+                 int   il) const {
+    const llama_kv_cache_recurrent * kv_self = static_cast<const llama_kv_cache_recurrent *>(memory);
+
+    const auto token_shift_count = hparams.token_shift_count;
+
+    const int64_t n_seqs  = ubatch.n_seqs;
+
+    ggml_tensor * token_shift_all = kv_self->k_l[il];
+
+    ggml_tensor * token_shift = build_copy_mask_state(
+            gf, token_shift_all, state_copy, state_mask,
+            hparams.n_embd_k_s(), n_seqs);
+
+    token_shift = ggml_reshape_3d(ctx0, token_shift, hparams.n_embd, token_shift_count, n_seqs);
+
+    return token_shift;
+}
+
+ggml_tensor * llm_graph_context::build_rwkv_token_shift_store(
+         ggml_tensor * token_shift,
+  const llama_ubatch & ubatch,
+                 int   il) const {
+    const llama_kv_cache_recurrent * kv_self = static_cast<const llama_kv_cache_recurrent *>(memory);
+
+    const auto token_shift_count = hparams.token_shift_count;
+    const auto n_embd = hparams.n_embd;
+
+    const int64_t n_seqs = ubatch.n_seqs;
+
+    const auto kv_head = kv_self->head;
+
+    return ggml_cpy(
+        ctx0,
+        ggml_view_1d(ctx0, token_shift, n_embd * n_seqs * token_shift_count, 0),
+        ggml_view_1d(ctx0, kv_self->k_l[il], hparams.n_embd_k_s() * n_seqs, hparams.n_embd_k_s() * kv_head * ggml_element_size(kv_self->k_l[il]))
+    );
+}
+
+void llm_graph_context::build_pooling(
+        ggml_cgraph * gf,
+        ggml_tensor * cls,
+        ggml_tensor * cls_b,
+        ggml_tensor * cls_out,
+        ggml_tensor * cls_out_b) const {
+    if (!cparams.embeddings) {
+        return;
+    }
+
+    ggml_tensor * inp = res->t_embd;
+
+    //// find result_norm tensor for input
+    //for (int i = ggml_graph_n_nodes(gf) - 1; i >= 0; --i) {
+    //    inp = ggml_graph_node(gf, i);
+    //    if (strcmp(inp->name, "result_norm") == 0 || strcmp(inp->name, "result_embd") == 0) {
+    //        break;
+    //    }
+
+    //    inp = nullptr;
+    //}
+
+    GGML_ASSERT(inp != nullptr && "missing result_norm/result_embd tensor");
+
+    ggml_tensor * cur;
+
+    switch (pooling_type) {
+        case LLAMA_POOLING_TYPE_NONE:
+            {
+                cur = inp;
+            } break;
+        case LLAMA_POOLING_TYPE_MEAN:
+            {
+                ggml_tensor * inp_mean = build_inp_mean();
+                cur = ggml_mul_mat(ctx0, ggml_cont(ctx0, ggml_transpose(ctx0, inp)), inp_mean);
+            } break;
+        case LLAMA_POOLING_TYPE_CLS:
+        case LLAMA_POOLING_TYPE_LAST:
+            {
+                ggml_tensor * inp_cls = build_inp_cls();
+                cur = ggml_get_rows(ctx0, inp, inp_cls);
+            } break;
+        case LLAMA_POOLING_TYPE_RANK:
+            {
+                ggml_tensor * inp_cls = build_inp_cls();
+                inp = ggml_get_rows(ctx0, inp, inp_cls);
+
+                // classification head
+                // https://github.com/huggingface/transformers/blob/5af7d41e49bbfc8319f462eb45253dcb3863dfb7/src/transformers/models/roberta/modeling_roberta.py#L1566
+                GGML_ASSERT(cls   != nullptr);
+                GGML_ASSERT(cls_b != nullptr);
+
+                cur = ggml_add (ctx0, ggml_mul_mat(ctx0, cls, inp), cls_b);
+                cur = ggml_tanh(ctx0, cur);
+
+                // some models don't have `cls_out`, for example: https://huggingface.co/jinaai/jina-reranker-v1-tiny-en
+                // https://huggingface.co/jinaai/jina-reranker-v1-tiny-en/blob/cb5347e43979c3084a890e3f99491952603ae1b7/modeling_bert.py#L884-L896
+                if (cls_out) {
+                    GGML_ASSERT(cls_out_b != nullptr);
+
+                    cur = ggml_add (ctx0, ggml_mul_mat(ctx0, cls_out, cur), cls_out_b);
+                }
+            } break;
+        default:
+            {
+                GGML_ABORT("unknown pooling type");
+            }
+    }
+
+    cb(cur, "result_embd_pooled", -1);
+    res->t_embd_pooled = cur;
+
+    ggml_build_forward_expand(gf, cur);
+}
diff --git a/llama/llama.cpp/src/llama-graph.h b/llama/llama.cpp/src/llama-graph.h
new file mode 100644
index 0000000..832a8c0
--- /dev/null
+++ b/llama/llama.cpp/src/llama-graph.h
@@ -0,0 +1,598 @@
+#pragma once
+
+#include "llama-arch.h"
+#include "llama-hparams.h"
+#include "llama-adapter.h"
+
+#include <cstdint>
+#include <vector>
+#include <memory>
+#include <set>
+#include <functional>
+
+struct ggml_cgraph;
+struct ggml_context;
+struct ggml_tensor;
+
+struct llama_ubatch;
+struct llama_cparams;
+
+class llama_memory_i;
+class llama_kv_cache_unified;
+class llama_kv_cache_recurrent;
+
+// certain models (typically multi-modal) can produce different types of graphs
+enum llm_graph_type {
+    LLM_GRAPH_TYPE_DEFAULT,
+    LLM_GRAPH_TYPE_ENCODER,
+    LLM_GRAPH_TYPE_DECODER,
+};
+
+enum llm_ffn_op_type {
+    LLM_FFN_SILU,
+    LLM_FFN_GELU,
+    LLM_FFN_RELU,
+    LLM_FFN_RELU_SQR,
+    LLM_FFN_SWIGLU,
+};
+
+enum llm_ffn_gate_type {
+    LLM_FFN_SEQ,
+    LLM_FFN_PAR, // ffn_gate is parallel to ffn_up
+};
+
+enum llm_norm_type {
+    LLM_NORM,
+    LLM_NORM_RMS,
+    LLM_NORM_GROUP,
+};
+
+// TODO: tmp - need something better to pass the data from the encoder to the decoder
+struct llama_cross {
+    // the output embeddings from the encoder as a ggml tensor
+    // TODO: this needs more work to be correct, for now copy the embeddings data to host memory
+    //       ref: https://github.com/ggml-org/llama.cpp/pull/11213#discussion_r1969892524
+    //ggml_tensor * t_embd = nullptr;
+
+    int64_t n_embd = 0;
+    int64_t n_enc  = 0;
+
+    // embeddings data copied to host memory (tmp)
+    std::vector<float> v_embd;
+
+    // needed to construct the cross-attention mask in the decoder
+    std::vector<std::set<llama_seq_id>> seq_ids_enc;
+};
+
+//
+// llm_graph_input
+//
+
+class llm_graph_input_i {
+public:
+    virtual ~llm_graph_input_i() = default;
+
+    virtual void set_input(const llama_ubatch * ubatch) = 0;
+};
+
+using llm_graph_input_ptr = std::unique_ptr<llm_graph_input_i>;
+
+
+class llm_graph_input_embd : public llm_graph_input_i {
+public:
+    llm_graph_input_embd()          = default;
+    virtual ~llm_graph_input_embd() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * tokens = nullptr; // I32 [n_batch]
+    ggml_tensor * embd   = nullptr; // F32 [n_embd, n_batch]
+};
+
+class llm_graph_input_pos : public llm_graph_input_i {
+public:
+    llm_graph_input_pos(int64_t n_pos_per_embd) : n_pos_per_embd(n_pos_per_embd) {}
+    virtual ~llm_graph_input_pos() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * pos = nullptr; // I32 [n_batch]
+
+    const int64_t n_pos_per_embd = 1;
+};
+
+// temperature tuning, used by llama4
+class llm_graph_input_attn_temp : public llm_graph_input_i {
+public:
+    llm_graph_input_attn_temp(uint32_t n_attn_temp_floor_scale, float f_attn_temp_scale)
+        : n_attn_temp_floor_scale(n_attn_temp_floor_scale), f_attn_temp_scale(f_attn_temp_scale) {}
+    virtual ~llm_graph_input_attn_temp() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * attn_scale = nullptr; // F32 [n_batch]
+
+    const uint32_t n_attn_temp_floor_scale;
+    const float    f_attn_temp_scale;
+};
+
+class llm_graph_input_pos_bucket : public llm_graph_input_i {
+public:
+    llm_graph_input_pos_bucket(const llama_hparams & hparams) : hparams(hparams) {}
+    virtual ~llm_graph_input_pos_bucket() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * pos_bucket = nullptr; // I32 [n_batch, n_batch]
+
+    const llama_hparams & hparams;
+};
+
+class llm_graph_input_pos_bucket_kv : public llm_graph_input_i {
+public:
+    llm_graph_input_pos_bucket_kv(
+            const llama_hparams & hparams,
+            const llama_kv_cache_unified * kv_self) : hparams(hparams), kv_self(kv_self) {}
+    virtual ~llm_graph_input_pos_bucket_kv() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * pos_bucket = nullptr; // I32 [n_kv, n_batch]
+
+    const llama_hparams & hparams;
+    const llama_kv_cache_unified * kv_self;
+};
+
+class llm_graph_input_out_ids : public llm_graph_input_i {
+public:
+    llm_graph_input_out_ids(
+            const llama_hparams & hparams,
+            const llama_cparams & cparams,
+            int32_t n_outputs) : hparams(hparams), cparams(cparams), n_outputs(n_outputs) {}
+    virtual ~llm_graph_input_out_ids() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * out_ids; // I32 [n_outputs]
+
+    const llama_hparams & hparams;
+    const llama_cparams & cparams;
+
+    const int32_t n_outputs;
+};
+
+class llm_graph_input_mean : public llm_graph_input_i {
+public:
+    llm_graph_input_mean(const llama_cparams & cparams) : cparams(cparams) {}
+    virtual ~llm_graph_input_mean() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * mean; // F32 [n_batch, n_batch]
+
+    const llama_cparams & cparams;
+};
+
+class llm_graph_input_cls : public llm_graph_input_i {
+public:
+    llm_graph_input_cls(const llama_cparams & cparams) : cparams(cparams) {}
+    virtual ~llm_graph_input_cls() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * cls; // I32 [n_batch]
+
+    const llama_cparams & cparams;
+};
+
+class llm_graph_input_s_copy : public llm_graph_input_i {
+public:
+    llm_graph_input_s_copy(const llama_kv_cache_recurrent * kv_self) : kv_self(kv_self) {}
+    virtual ~llm_graph_input_s_copy() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * s_copy; // I32 [kv_size]
+
+    const llama_kv_cache_recurrent * kv_self;
+};
+
+class llm_graph_input_s_mask : public llm_graph_input_i {
+public:
+    llm_graph_input_s_mask(const llama_kv_cache_recurrent * kv_self) : kv_self(kv_self) {}
+    virtual ~llm_graph_input_s_mask() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * s_mask; // F32 [1, n_kv]
+
+    const llama_kv_cache_recurrent * kv_self;
+};
+
+class llm_graph_input_cross_embd : public llm_graph_input_i {
+public:
+    llm_graph_input_cross_embd(
+            const llama_cross * cross) : cross(cross) {}
+    virtual ~llm_graph_input_cross_embd() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * cross_embd; // F32 [n_embd, n_outputs_enc]
+
+    const llama_cross * cross;
+};
+
+class llm_graph_input_attn_no_cache : public llm_graph_input_i {
+public:
+    llm_graph_input_attn_no_cache(const llama_hparams & hparams, const llama_cparams & cparams) :
+        hparams(hparams),
+        cparams(cparams) {
+    }
+    ~llm_graph_input_attn_no_cache() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * get_kq_mask() const { return kq_mask_cnv; }
+
+    ggml_tensor * kq_mask     = nullptr; // F32 [n_tokens, n_batch]
+    ggml_tensor * kq_mask_cnv = nullptr; //     [n_tokens, n_batch]
+
+    const llama_hparams & hparams;
+    const llama_cparams & cparams;
+};
+
+class llm_graph_input_attn_kv_unified : public llm_graph_input_i {
+public:
+    llm_graph_input_attn_kv_unified(
+            const llama_hparams & hparams,
+            const llama_cparams & cparams,
+            const llama_kv_cache_unified * kv_self) :
+        hparams(hparams),
+        cparams(cparams),
+        kv_self(kv_self) {
+    }
+    ~llm_graph_input_attn_kv_unified() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * get_kq_mask()     const { return self_kq_mask_cnv; }
+    ggml_tensor * get_kq_mask_swa() const { return self_kq_mask_swa_cnv; }
+
+    ggml_tensor * self_kq_mask         = nullptr; // F32 [n_kv, n_batch]
+    ggml_tensor * self_kq_mask_cnv     = nullptr; //     [n_kv, n_batch]
+    ggml_tensor * self_kq_mask_swa     = nullptr; // F32 [n_kv, n_batch]
+    ggml_tensor * self_kq_mask_swa_cnv = nullptr; //     [n_kv, n_batch]
+
+    const llama_hparams & hparams;
+    const llama_cparams & cparams;
+
+    const llama_kv_cache_unified * kv_self;
+};
+
+class llm_graph_input_attn_cross : public llm_graph_input_i {
+public:
+    llm_graph_input_attn_cross(const llama_cross * cross) : cross(cross) {}
+    ~llm_graph_input_attn_cross() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * get_kq_mask_cross() const { return cross_kq_mask_cnv; }
+
+    ggml_tensor * cross_kq_mask     = nullptr; // F32 [n_outputs_enc, n_batch]
+    ggml_tensor * cross_kq_mask_cnv = nullptr; // F32 [n_outputs_enc, n_batch]
+
+    const llama_cross * cross = nullptr;
+};
+
+//
+// llm_graph_result
+//
+
+// these objects deliver the result from the graph build process back to the llama_context
+// note that the input tensors created for the graph are referenced here - the goal is to be able to populate their
+//   specific data, by calling the set_inputs() method
+// along with the input tensors, the object also provides commonly used outputs tensors, such as logits, embeddings, etc.
+//   these are used by the llama_context to extact the relevant data, based on the compute parameters
+
+class llm_graph_result_i {
+public:
+    virtual ~llm_graph_result_i() = default;
+
+    virtual ggml_tensor * get_tokens()      = 0;
+    virtual ggml_tensor * get_logits()      = 0;
+    virtual ggml_tensor * get_embd()        = 0;
+    virtual ggml_tensor * get_embd_pooled() = 0;
+
+    virtual void set_inputs(const llama_ubatch * ubatch) = 0;
+};
+
+using llm_graph_result_ptr = std::unique_ptr<llm_graph_result_i>;
+
+
+class llm_graph_result : public llm_graph_result_i {
+public:
+    virtual ~llm_graph_result() = default;
+
+    ggml_tensor * get_tokens()      override { return t_tokens; }
+    ggml_tensor * get_logits()      override { return t_logits; }
+    ggml_tensor * get_embd()        override { return t_embd; }
+    ggml_tensor * get_embd_pooled() override { return t_embd_pooled; }
+
+    void set_inputs(const llama_ubatch * ubatch) override {
+        for (auto & input : inputs) {
+            input->set_input(ubatch);
+        }
+    }
+
+    llm_graph_input_i * add_input(llm_graph_input_ptr input) {
+        inputs.emplace_back(std::move(input));
+        return inputs.back().get();
+    }
+
+    // important graph nodes
+    ggml_tensor * t_tokens      = nullptr;
+    ggml_tensor * t_logits      = nullptr;
+    ggml_tensor * t_embd        = nullptr;
+    ggml_tensor * t_embd_pooled = nullptr;
+
+    std::vector<llm_graph_input_ptr> inputs;
+};
+
+//
+// llm_graph_context
+//
+
+// callback that allows us to apply custom logic to each tensor (e.g. ggml-alloc, offloading, etc.)
+using llm_graph_cb = std::function<void(const llama_ubatch & ubatch, ggml_tensor * cur, const char * name, int il)>;
+
+struct llm_graph_params {
+    ggml_context * ctx;
+
+    const llm_arch arch;
+
+    const llama_hparams & hparams;
+    const llama_cparams & cparams;
+    const llama_ubatch  & ubatch;
+
+    ggml_backend_sched_t sched;
+    ggml_backend_t backend_cpu;
+
+    const llama_adapter_cvec  * cvec;
+    const llama_adapter_loras * loras;
+    const llama_memory_i      * memory;
+    const llama_cross         * cross;
+
+    int32_t n_outputs;
+
+    const llm_graph_cb & cb;
+};
+
+struct llm_graph_context {
+    const llm_arch arch;
+
+    const llama_hparams & hparams;
+    const llama_cparams & cparams;
+    const llama_ubatch  & ubatch;
+
+    const int64_t n_embd;
+    const int64_t n_layer;
+    const int64_t n_rot;
+    const int64_t n_ctx;       // user-specified context size (can be different from n_ctx_train)
+    const int64_t n_ctx_per_seq;
+    const int64_t n_head;
+    const int64_t n_head_kv;
+    const int64_t n_embd_head_k;
+    const int64_t n_embd_k_gqa;
+    const int64_t n_embd_head_v;
+    const int64_t n_embd_v_gqa;
+    const int64_t n_expert;
+    const int64_t n_expert_used;
+
+    const float freq_base;
+    const float freq_scale;
+    const float ext_factor;
+    const float attn_factor;
+    const float beta_fast;
+    const float beta_slow;
+    const float norm_eps;
+    const float norm_rms_eps;
+
+    const int32_t n_tokens;
+    const int32_t n_outputs;
+    const int32_t n_ctx_orig; // yarn
+
+    const enum llama_pooling_type pooling_type;
+    const enum llama_rope_type    rope_type;
+
+    ggml_context * ctx0 = nullptr;
+
+    ggml_backend_sched_t sched;
+
+    ggml_backend_t backend_cpu; // TODO: needed by build_attn_mha, figure out a way to remove?
+
+    const llama_adapter_cvec  * cvec;
+    const llama_adapter_loras * loras;
+    const llama_memory_i      * memory;
+    const llama_cross         * cross;
+
+    const llm_graph_cb & cb_func;
+
+    std::unique_ptr<llm_graph_result> res;
+
+    llm_graph_context(const llm_graph_params & params);
+
+    int64_t n_pos_per_embd() const;
+
+    void cb(ggml_tensor * cur, const char * name, int il) const;
+
+    //
+    // common
+    //
+
+    ggml_tensor * build_cvec(
+             ggml_tensor * cur,
+                     int   il) const;
+
+    // do mat_mul, while optionally apply lora
+    ggml_tensor * build_lora_mm(
+              ggml_tensor * w,
+              ggml_tensor * cur) const;
+
+    // do mat_mul_id, while optionally apply lora
+    ggml_tensor * build_lora_mm_id(
+              ggml_tensor * w,   // ggml_tensor * as
+              ggml_tensor * cur, // ggml_tensor * b
+              ggml_tensor * ids) const;
+
+    ggml_tensor * build_norm(
+             ggml_tensor * cur,
+             ggml_tensor * mw,
+             ggml_tensor * mb,
+           llm_norm_type   type,
+                     int   il) const;
+
+    ggml_tensor * build_ffn(
+             ggml_tensor * cur,
+             ggml_tensor * up,
+             ggml_tensor * up_b,
+             ggml_tensor * up_s,
+             ggml_tensor * gate,
+             ggml_tensor * gate_b,
+             ggml_tensor * gate_s,
+             ggml_tensor * down,
+             ggml_tensor * down_b,
+             ggml_tensor * down_s,
+             ggml_tensor * act_scales,
+         llm_ffn_op_type   type_op,
+       llm_ffn_gate_type   type_gate,
+                     int   il) const;
+
+    ggml_tensor * build_moe_ffn(
+             ggml_tensor * cur,
+             ggml_tensor * gate_inp,
+             ggml_tensor * up_exps,
+             ggml_tensor * gate_exps,
+             ggml_tensor * down_exps,
+             ggml_tensor * exp_probs_b,
+                 int64_t   n_expert,
+                 int64_t   n_expert_used,
+         llm_ffn_op_type   type_op,
+                    bool   norm_w,
+                    bool   scale_w,
+                   float   w_scale,
+            llama_expert_gating_func_type gating_op,
+                     int   il) const;
+
+    //
+    // inputs
+    //
+
+    ggml_tensor * build_inp_embd(ggml_tensor * tok_embd) const;
+    ggml_tensor * build_inp_pos() const;
+    ggml_tensor * build_inp_attn_scale() const;
+    ggml_tensor * build_inp_out_ids() const;
+    ggml_tensor * build_inp_mean() const;
+    ggml_tensor * build_inp_cls() const;
+    ggml_tensor * build_inp_s_copy() const;
+    ggml_tensor * build_inp_s_mask() const;
+
+    ggml_tensor * build_inp_cross_embd() const;
+    ggml_tensor * build_inp_pos_bucket_enc() const;
+    ggml_tensor * build_inp_pos_bucket_dec() const;
+    ggml_tensor * build_pos_bias(ggml_tensor * pos_bucket, ggml_tensor * attn_rel_b) const;
+
+    //
+    // attention
+    //
+
+    ggml_tensor * build_attn_mha(
+             ggml_cgraph * gf,
+             ggml_tensor * q,     // [n_embd_head_q, n_tokens, n_head_q]
+             ggml_tensor * k,     // [n_embd_head_k, n_tokens, n_head_k]
+             ggml_tensor * v,     // [n_embd_head_v, n_tokens, n_head_v] (v_trans == false)
+             ggml_tensor * kq_b,
+             ggml_tensor * kq_mask,
+             ggml_tensor * v_mla, // [n_embd_head_v_mla, n_embd_head_v, n_head_v]
+                    bool   v_trans,
+                   float   kq_scale) const;
+
+    llm_graph_input_attn_no_cache * build_attn_inp_no_cache() const;
+
+    ggml_tensor * build_attn(
+            llm_graph_input_attn_no_cache * inp,
+            ggml_cgraph * gf,
+            ggml_tensor * wo,
+            ggml_tensor * wo_b,
+            ggml_tensor * q_cur, // [n_embd_head_q, n_head_q, n_tokens]
+            ggml_tensor * k_cur, // [n_embd_head_k, n_head_k, n_tokens]
+            ggml_tensor * v_cur, // [n_embd_head_v, n_head_v, n_tokens]
+            ggml_tensor * kq_b,
+            ggml_tensor * v_mla, // [n_embd_head_v_mla, n_embd_head_v, n_head_v]
+                  float   kq_scale,
+                    int   il) const;
+
+    llm_graph_input_attn_kv_unified * build_attn_inp_kv_unified() const;
+
+    ggml_tensor * build_attn(
+            llm_graph_input_attn_kv_unified * inp,
+            ggml_cgraph * gf,
+            ggml_tensor * wo,
+            ggml_tensor * wo_b,
+            ggml_tensor * q_cur, // [n_embd_head_q, n_head_q, n_tokens]
+            ggml_tensor * k_cur, // [n_embd_head_k, n_head_k, n_tokens]
+            ggml_tensor * v_cur, // [n_embd_head_v, n_head_v, n_tokens]
+            ggml_tensor * kq_b,
+            ggml_tensor * v_mla, // [n_embd_head_v_mla, n_embd_head_v, n_head_v]
+                  float   kq_scale,
+                    int   il) const;
+
+    llm_graph_input_attn_cross * build_attn_inp_cross() const;
+
+    ggml_tensor * build_attn(
+            llm_graph_input_attn_cross * inp,
+            ggml_cgraph * gf,
+            ggml_tensor * wo,
+            ggml_tensor * wo_b,
+            ggml_tensor * q_cur, // [n_embd_head_q, n_head_q, n_tokens]
+            ggml_tensor * k_cur, // [n_embd_head_k, n_head_k, n_tokens]
+            ggml_tensor * v_cur, // [n_embd_head_v, n_head_v, n_tokens]
+            ggml_tensor * kq_b,
+            ggml_tensor * v_mla, // [n_embd_head_v_mla, n_embd_head_v, n_head_v]
+                  float   kq_scale,
+                    int   il) const;
+
+    //
+    // recurrent
+    //
+
+    ggml_tensor * build_copy_mask_state(
+             ggml_cgraph * gf,
+             ggml_tensor * s,
+             ggml_tensor * state_copy,
+             ggml_tensor * state_mask,
+                 int32_t   n_state,
+                 int32_t   n_seqs) const;
+
+    ggml_tensor * build_rwkv_token_shift_load(
+             ggml_cgraph * gf,
+             ggml_tensor * state_copy,
+             ggml_tensor * state_mask,
+      const llama_ubatch & ubatch,
+                     int   il) const;
+
+    ggml_tensor * build_rwkv_token_shift_store(
+             ggml_tensor * token_shift,
+      const llama_ubatch & ubatch,
+                     int   il) const;
+
+    //
+    // pooling
+    //
+
+    void build_pooling(
+            ggml_cgraph * gf,
+            ggml_tensor * cls,
+            ggml_tensor * cls_b,
+            ggml_tensor * cls_out,
+            ggml_tensor * cls_out_b) const;
+};
diff --git a/llama/llama.cpp/src/llama-hparams.cpp b/llama/llama.cpp/src/llama-hparams.cpp
new file mode 100644
index 0000000..8a66796
--- /dev/null
+++ b/llama/llama.cpp/src/llama-hparams.cpp
@@ -0,0 +1,87 @@
+#include "llama-hparams.h"
+
+#include "ggml.h"
+
+uint32_t llama_hparams::n_head(uint32_t il) const {
+    if (il < n_layer) {
+        return n_head_arr[il];
+    }
+
+    GGML_ABORT("fatal error");
+}
+
+uint32_t llama_hparams::n_head_kv(uint32_t il) const {
+    if (il < n_layer) {
+        return n_head_kv_arr[il];
+    }
+
+    GGML_ABORT("fatal error");
+}
+
+uint32_t llama_hparams::n_ff(uint32_t il) const {
+    if (il < n_layer) {
+        return n_ff_arr[il];
+    }
+
+    GGML_ABORT("fatal error");
+}
+
+uint32_t llama_hparams::n_gqa(uint32_t il) const {
+    const uint32_t n_head    = this->n_head(il);
+    const uint32_t n_head_kv = this->n_head_kv(il);
+
+    if (n_head_kv == 0) {
+        return 0;
+    }
+
+    return n_head/n_head_kv;
+}
+
+uint32_t llama_hparams::n_embd_k_gqa(uint32_t il) const {
+    const uint32_t n_head_kv = this->n_head_kv(il);
+
+    return n_embd_head_k * n_head_kv;
+}
+
+uint32_t llama_hparams::n_embd_v_gqa(uint32_t il) const {
+    const uint32_t n_head_kv = this->n_head_kv(il);
+
+    return n_embd_head_v * n_head_kv;
+}
+
+uint32_t llama_hparams::n_embd_k_s() const {
+    if (wkv_head_size != 0) {
+        // for RWKV models
+        return token_shift_count * n_embd;
+    }
+
+    // TODO: maybe support other convolution strides than 1
+    // NOTE: since the first column of the conv_state is shifted out each time, it's not actually needed
+    return (ssm_d_conv > 0 ? ssm_d_conv - 1 : 0) * ssm_d_inner;
+}
+
+uint32_t llama_hparams::n_embd_v_s() const {
+    if (wkv_head_size != 0) {
+        // corresponds to RWKV's wkv_states size
+        return n_embd * wkv_head_size;
+    }
+
+    // corresponds to Mamba's ssm_states size
+    return ssm_d_state * ssm_d_inner;
+}
+
+bool llama_hparams::n_bskcn(uint32_t n, uint32_t il) const {
+    if (il < n_layer) {
+        return n_bskcn_arr[n][il] > 0;
+    }
+
+    GGML_ABORT("fatal error");
+}
+
+bool llama_hparams::is_swa(uint32_t il) const {
+    if (il < n_layer) {
+        return n_swa > 0 && n_swa_pattern > 0 && il % n_swa_pattern < (n_swa_pattern - 1);
+    }
+
+    GGML_ABORT("fatal error");
+}
diff --git a/llama/llama.cpp/src/llama-hparams.h b/llama/llama.cpp/src/llama-hparams.h
new file mode 100644
index 0000000..48dce40
--- /dev/null
+++ b/llama/llama.cpp/src/llama-hparams.h
@@ -0,0 +1,166 @@
+#pragma once
+
+#include "llama.h"
+
+#include <array>
+
+// bump if necessary
+#define LLAMA_MAX_LAYERS  512
+#define LLAMA_MAX_EXPERTS 256  // DeepSeekV3
+
+enum llama_expert_gating_func_type {
+    LLAMA_EXPERT_GATING_FUNC_TYPE_NONE    = 0,
+    LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX = 1,
+    LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID = 2,
+};
+
+struct llama_hparams_posnet {
+    uint32_t n_embd;
+    uint32_t n_layer;
+};
+
+struct llama_hparams_convnext {
+    uint32_t n_embd;
+    uint32_t n_layer;
+};
+
+struct llama_hparams {
+    bool vocab_only;
+    bool rope_finetuned;
+    bool use_par_res;
+    bool swin_norm;
+
+    uint32_t n_ctx_train; // context size the model was trained on
+    uint32_t n_embd;
+    uint32_t n_embd_features = 0;
+    uint32_t n_layer;
+    uint32_t n_rot;
+    uint32_t n_swa = 0; // sliding window attention (SWA)
+    uint32_t n_swa_pattern = 1; // by default, all layers use non-sliding-window attention
+    uint32_t n_embd_head_k; // dimension of keys (d_k). d_q is assumed to be the same, but there are n_head q heads, and only n_head_kv k-v heads
+    uint32_t n_embd_head_v; // dimension of values (d_v) aka n_embd_head
+    uint32_t n_expert = 0;
+    uint32_t n_expert_used = 0;
+    uint32_t n_rel_attn_bkts = 0;
+
+    // note: deepseek2 using MLA converts into MQA with larger heads, then decompresses to MHA
+    uint32_t n_embd_head_k_mla = 0;
+    uint32_t n_embd_head_v_mla = 0;
+
+    // for WavTokenizer
+    struct llama_hparams_posnet   posnet;
+    struct llama_hparams_convnext convnext;
+
+    std::array<uint32_t, LLAMA_MAX_LAYERS> n_head_arr;
+    std::array<uint32_t, LLAMA_MAX_LAYERS> n_head_kv_arr;
+    std::array<uint32_t, LLAMA_MAX_LAYERS> n_ff_arr;
+
+    std::array<std::array<uint32_t, LLAMA_MAX_LAYERS>, 4> n_bskcn_arr = {};
+
+    uint32_t n_layer_dense_lead = 0;
+    uint32_t n_lora_q           = 0;
+    uint32_t n_lora_kv          = 0;
+    uint32_t n_ff_exp           = 0;
+    uint32_t n_ff_shexp         = 0;
+    uint32_t n_expert_shared    = 0;
+    uint32_t n_norm_groups      = 0;
+
+    float    expert_weights_scale = 0.0;
+    bool     expert_weights_norm  = false;
+    uint32_t expert_gating_func   = LLAMA_EXPERT_GATING_FUNC_TYPE_NONE;
+    uint32_t moe_every_n_layers   = 0;
+
+    float f_norm_eps;
+    float f_norm_rms_eps;
+    float f_norm_group_eps;
+
+    float f_attn_logit_softcapping  = 50.0f;
+    float f_final_logit_softcapping = 30.0f;
+
+    // for RWKV
+    uint32_t rescale_every_n_layers = 0;
+    uint32_t time_mix_extra_dim     = 0;
+    uint32_t time_decay_extra_dim   = 0;
+    uint32_t wkv_head_size          = 0;
+    uint32_t token_shift_count      = 2;
+    uint32_t n_lora_decay           = 0;
+    uint32_t n_lora_iclr            = 0;
+    uint32_t n_lora_value_res_mix   = 0;
+    uint32_t n_lora_gate            = 0;
+
+    float    rope_attn_factor = 1.0f;
+    float    rope_freq_base_train;
+    float    rope_freq_base_train_swa;
+    float    rope_freq_scale_train;
+    float    rope_freq_scale_train_swa;
+    uint32_t n_ctx_orig_yarn;
+    float    rope_yarn_log_mul;
+
+    std::array<int, 4> rope_sections;
+
+    // for State Space Models
+    uint32_t ssm_d_conv  = 0;
+    uint32_t ssm_d_inner = 0;
+    uint32_t ssm_d_state = 0;
+    uint32_t ssm_dt_rank = 0;
+
+    bool ssm_dt_b_c_rms = false;
+
+    float f_clamp_kqv      = 0.0f;
+    float f_max_alibi_bias = 0.0f;
+    float f_logit_scale    = 0.0f;
+
+    // Additional scale factors (Granite/Granite MoE)
+    float f_residual_scale  = 0.0f;
+    float f_embedding_scale = 0.0f;
+    float f_attention_scale = 0.0f;
+
+    bool causal_attn   = true;
+    bool use_alibi     = false;
+    bool attn_soft_cap = false;
+
+    uint32_t n_moe_layer_step        = 0;
+    bool     use_kq_norm             = true;
+    uint32_t n_attn_chunk            = 0;
+    // values below seems to be fixed on llama4
+    uint32_t n_no_rope_layer_step    = 4;
+    uint32_t n_attn_temp_floor_scale = 8192;
+    float    f_attn_temp_scale       = 0.1;
+
+    // needed by encoder-decoder models (e.g. T5, FLAN-T5)
+    // ref: https://github.com/ggerganov/llama.cpp/pull/8141
+    llama_token dec_start_token_id = LLAMA_TOKEN_NULL;
+
+    enum llama_pooling_type      pooling_type            = LLAMA_POOLING_TYPE_NONE;
+    enum llama_rope_type         rope_type               = LLAMA_ROPE_TYPE_NONE;
+    enum llama_rope_scaling_type rope_scaling_type_train = LLAMA_ROPE_SCALING_TYPE_NONE;
+
+    uint32_t n_head(uint32_t il = 0) const;
+
+    uint32_t n_head_kv(uint32_t il = 0) const;
+
+    uint32_t n_ff(uint32_t il = 0) const;
+
+    uint32_t n_gqa(uint32_t il = 0) const;
+
+    // dimension of key embeddings across all k-v heads
+    uint32_t n_embd_k_gqa(uint32_t il = 0) const;
+
+    // dimension of value embeddings across all k-v heads
+    uint32_t n_embd_v_gqa(uint32_t il = 0) const;
+
+    // dimension of the rolling state embeddings
+    // corresponds to Mamba's conv_states size or RWKV's token_shift states size
+    uint32_t n_embd_k_s() const;
+
+    // dimension of the recurrent state embeddings
+    uint32_t n_embd_v_s() const;
+
+    // Block skip connection
+    bool n_bskcn(uint32_t n, uint32_t il) const;
+
+    bool is_swa(uint32_t il) const;
+};
+
+static_assert(std::is_trivially_copyable<llama_hparams>::value, "llama_hparams must be trivially copyable");
+
diff --git a/llama/llama.cpp/src/llama-impl.cpp b/llama/llama.cpp/src/llama-impl.cpp
new file mode 100644
index 0000000..6ec709d
--- /dev/null
+++ b/llama/llama.cpp/src/llama-impl.cpp
@@ -0,0 +1,167 @@
+#include "llama-impl.h"
+
+#include "gguf.h"
+#include "llama.h"
+
+#include <cinttypes>
+#include <climits>
+#include <cstdarg>
+#include <cstring>
+#include <vector>
+#include <sstream>
+
+struct llama_logger_state {
+    ggml_log_callback log_callback = llama_log_callback_default;
+    void * log_callback_user_data = nullptr;
+};
+
+static llama_logger_state g_logger_state;
+
+time_meas::time_meas(int64_t & t_acc, bool disable) : t_start_us(disable ? -1 : ggml_time_us()), t_acc(t_acc) {}
+
+time_meas::~time_meas() {
+        if (t_start_us >= 0) {
+            t_acc += ggml_time_us() - t_start_us;
+        }
+    }
+
+void llama_log_set(ggml_log_callback log_callback, void * user_data) {
+    ggml_log_set(log_callback, user_data);
+    g_logger_state.log_callback = log_callback ? log_callback : llama_log_callback_default;
+    g_logger_state.log_callback_user_data = user_data;
+}
+
+static void llama_log_internal_v(ggml_log_level level, const char * format, va_list args) {
+    va_list args_copy;
+    va_copy(args_copy, args);
+    char buffer[128];
+    int len = vsnprintf(buffer, 128, format, args);
+    if (len < 128) {
+        g_logger_state.log_callback(level, buffer, g_logger_state.log_callback_user_data);
+    } else {
+        char * buffer2 = new char[len + 1];
+        vsnprintf(buffer2, len + 1, format, args_copy);
+        buffer2[len] = 0;
+        g_logger_state.log_callback(level, buffer2, g_logger_state.log_callback_user_data);
+        delete[] buffer2;
+    }
+    va_end(args_copy);
+}
+
+void llama_log_internal(ggml_log_level level, const char * format, ...) {
+    va_list args;
+    va_start(args, format);
+    llama_log_internal_v(level, format, args);
+    va_end(args);
+}
+
+void llama_log_callback_default(ggml_log_level level, const char * text, void * user_data) {
+    (void) level;
+    (void) user_data;
+    fputs(text, stderr);
+    fflush(stderr);
+}
+
+void replace_all(std::string & s, const std::string & search, const std::string & replace) {
+    if (search.empty()) {
+        return;
+    }
+    std::string builder;
+    builder.reserve(s.length());
+    size_t pos = 0;
+    size_t last_pos = 0;
+    while ((pos = s.find(search, last_pos)) != std::string::npos) {
+        builder.append(s, last_pos, pos - last_pos);
+        builder.append(replace);
+        last_pos = pos + search.length();
+    }
+    builder.append(s, last_pos, std::string::npos);
+    s = std::move(builder);
+}
+
+std::string format(const char * fmt, ...) {
+    va_list ap;
+    va_list ap2;
+    va_start(ap, fmt);
+    va_copy(ap2, ap);
+    int size = vsnprintf(NULL, 0, fmt, ap);
+    GGML_ASSERT(size >= 0 && size < INT_MAX); // NOLINT
+    std::vector<char> buf(size + 1);
+    int size2 = vsnprintf(buf.data(), size + 1, fmt, ap2);
+    GGML_ASSERT(size2 == size);
+    va_end(ap2);
+    va_end(ap);
+    return std::string(buf.data(), size);
+}
+
+std::string llama_format_tensor_shape(const std::vector<int64_t> & ne) {
+    char buf[256];
+    snprintf(buf, sizeof(buf), "%5" PRId64, ne.at(0));
+    for (size_t i = 1; i < ne.size(); i++) {
+        snprintf(buf + strlen(buf), sizeof(buf) - strlen(buf), ", %5" PRId64, ne.at(i));
+    }
+    return buf;
+}
+
+std::string llama_format_tensor_shape(const struct ggml_tensor * t) {
+    char buf[256];
+    snprintf(buf, sizeof(buf), "%5" PRId64, t->ne[0]);
+    for (int i = 1; i < GGML_MAX_DIMS; i++) {
+        snprintf(buf + strlen(buf), sizeof(buf) - strlen(buf), ", %5" PRId64, t->ne[i]);
+    }
+    return buf;
+}
+
+static std::string gguf_data_to_str(enum gguf_type type, const void * data, int i) {
+    switch (type) {
+        case GGUF_TYPE_UINT8:   return std::to_string(((const uint8_t  *)data)[i]);
+        case GGUF_TYPE_INT8:    return std::to_string(((const int8_t   *)data)[i]);
+        case GGUF_TYPE_UINT16:  return std::to_string(((const uint16_t *)data)[i]);
+        case GGUF_TYPE_INT16:   return std::to_string(((const int16_t  *)data)[i]);
+        case GGUF_TYPE_UINT32:  return std::to_string(((const uint32_t *)data)[i]);
+        case GGUF_TYPE_INT32:   return std::to_string(((const int32_t  *)data)[i]);
+        case GGUF_TYPE_UINT64:  return std::to_string(((const uint64_t *)data)[i]);
+        case GGUF_TYPE_INT64:   return std::to_string(((const int64_t  *)data)[i]);
+        case GGUF_TYPE_FLOAT32: return std::to_string(((const float    *)data)[i]);
+        case GGUF_TYPE_FLOAT64: return std::to_string(((const double   *)data)[i]);
+        case GGUF_TYPE_BOOL:    return ((const bool *)data)[i] ? "true" : "false";
+        default:                return format("unknown type %d", type);
+    }
+}
+
+std::string gguf_kv_to_str(const struct gguf_context * ctx_gguf, int i) {
+    const enum gguf_type type = gguf_get_kv_type(ctx_gguf, i);
+
+    switch (type) {
+        case GGUF_TYPE_STRING:
+            return gguf_get_val_str(ctx_gguf, i);
+        case GGUF_TYPE_ARRAY:
+            {
+                const enum gguf_type arr_type = gguf_get_arr_type(ctx_gguf, i);
+                int arr_n = gguf_get_arr_n(ctx_gguf, i);
+                const void * data = arr_type == GGUF_TYPE_STRING ? nullptr : gguf_get_arr_data(ctx_gguf, i);
+                std::stringstream ss;
+                ss << "[";
+                for (int j = 0; j < arr_n; j++) {
+                    if (arr_type == GGUF_TYPE_STRING) {
+                        std::string val = gguf_get_arr_str(ctx_gguf, i, j);
+                        // escape quotes
+                        replace_all(val, "\\", "\\\\");
+                        replace_all(val, "\"", "\\\"");
+                        ss << '"' << val << '"';
+                    } else if (arr_type == GGUF_TYPE_ARRAY) {
+                        ss << "???";
+                    } else {
+                        ss << gguf_data_to_str(arr_type, data, j);
+                    }
+                    if (j < arr_n - 1) {
+                        ss << ", ";
+                    }
+                }
+                ss << "]";
+                return ss.str();
+            }
+        default:
+            return gguf_data_to_str(type, gguf_get_val_data(ctx_gguf, i), 0);
+    }
+}
diff --git a/llama/llama.cpp/src/llama-impl.h b/llama/llama.cpp/src/llama-impl.h
new file mode 100644
index 0000000..02b1d07
--- /dev/null
+++ b/llama/llama.cpp/src/llama-impl.h
@@ -0,0 +1,61 @@
+#pragma once
+
+#include "ggml.h" // for ggml_log_level
+
+#include <string>
+#include <vector>
+
+#ifdef __GNUC__
+#    if defined(__MINGW32__) && !defined(__clang__)
+#        define LLAMA_ATTRIBUTE_FORMAT(...) __attribute__((format(gnu_printf, __VA_ARGS__)))
+#    else
+#        define LLAMA_ATTRIBUTE_FORMAT(...) __attribute__((format(printf, __VA_ARGS__)))
+#    endif
+#else
+#    define LLAMA_ATTRIBUTE_FORMAT(...)
+#endif
+
+//
+// logging
+//
+
+LLAMA_ATTRIBUTE_FORMAT(2, 3)
+void llama_log_internal        (ggml_log_level level, const char * format, ...);
+void llama_log_callback_default(ggml_log_level level, const char * text, void * user_data);
+
+#define LLAMA_LOG(...)       llama_log_internal(GGML_LOG_LEVEL_NONE , __VA_ARGS__)
+#define LLAMA_LOG_INFO(...)  llama_log_internal(GGML_LOG_LEVEL_INFO , __VA_ARGS__)
+#define LLAMA_LOG_WARN(...)  llama_log_internal(GGML_LOG_LEVEL_WARN , __VA_ARGS__)
+#define LLAMA_LOG_ERROR(...) llama_log_internal(GGML_LOG_LEVEL_ERROR, __VA_ARGS__)
+#define LLAMA_LOG_DEBUG(...) llama_log_internal(GGML_LOG_LEVEL_DEBUG, __VA_ARGS__)
+#define LLAMA_LOG_CONT(...)  llama_log_internal(GGML_LOG_LEVEL_CONT , __VA_ARGS__)
+
+//
+// helpers
+//
+
+template <typename T>
+struct no_init {
+    T value;
+    no_init() { /* do nothing */ }
+};
+
+struct time_meas {
+    time_meas(int64_t & t_acc, bool disable = false);
+    ~time_meas();
+
+    const int64_t t_start_us;
+
+    int64_t & t_acc;
+};
+
+void replace_all(std::string & s, const std::string & search, const std::string & replace);
+
+// TODO: rename to llama_format ?
+LLAMA_ATTRIBUTE_FORMAT(1, 2)
+std::string format(const char * fmt, ...);
+
+std::string llama_format_tensor_shape(const std::vector<int64_t> & ne);
+std::string llama_format_tensor_shape(const struct ggml_tensor * t);
+
+std::string gguf_kv_to_str(const struct gguf_context * ctx_gguf, int i);
diff --git a/llama/llama.cpp/src/llama-io.cpp b/llama/llama.cpp/src/llama-io.cpp
new file mode 100644
index 0000000..7ad70d1
--- /dev/null
+++ b/llama/llama.cpp/src/llama-io.cpp
@@ -0,0 +1,15 @@
+#include "llama-io.h"
+
+void llama_io_write_i::write_string(const std::string & str) {
+    uint32_t str_size = str.size();
+
+    write(&str_size,  sizeof(str_size));
+    write(str.data(), str_size);
+}
+
+void llama_io_read_i::read_string(std::string & str) {
+    uint32_t str_size;
+    read_to(&str_size, sizeof(str_size));
+
+    str.assign((const char *) read(str_size), str_size);
+}
diff --git a/llama/llama.cpp/src/llama-io.h b/llama/llama.cpp/src/llama-io.h
new file mode 100644
index 0000000..ce9216b
--- /dev/null
+++ b/llama/llama.cpp/src/llama-io.h
@@ -0,0 +1,35 @@
+#pragma once
+
+#include <cstddef>
+#include <cstdint>
+#include <string>
+
+struct ggml_tensor;
+
+class llama_io_write_i {
+public:
+    llama_io_write_i() = default;
+    virtual ~llama_io_write_i() = default;
+
+    virtual void write(const void * src, size_t size) = 0;
+    virtual void write_tensor(const ggml_tensor * tensor, size_t offset, size_t size) = 0;
+
+    // bytes written so far
+    virtual size_t n_bytes() = 0;
+
+    void write_string(const std::string & str);
+};
+
+class llama_io_read_i {
+public:
+    llama_io_read_i() = default;
+    virtual ~llama_io_read_i() = default;
+
+    virtual const uint8_t * read(size_t size) = 0;
+    virtual void read_to(void * dst, size_t size) = 0;
+
+    // bytes read so far
+    virtual size_t n_bytes() = 0;
+
+    void read_string(std::string & str);
+};
diff --git a/llama/llama.cpp/src/llama-kv-cache.cpp b/llama/llama.cpp/src/llama-kv-cache.cpp
new file mode 100644
index 0000000..60e67b0
--- /dev/null
+++ b/llama/llama.cpp/src/llama-kv-cache.cpp
@@ -0,0 +1,2451 @@
+#include "llama-kv-cache.h"
+
+#include "llama-impl.h"
+#include "llama-batch.h"
+#include "llama-cparams.h"
+#include "llama-model.h"
+#include "llama-context.h"
+
+#include <algorithm>
+#include <cassert>
+#include <cmath>
+#include <limits>
+#include <map>
+#include <stdexcept>
+
+//
+// llama_kv_cache_unified
+//
+
+uint32_t llama_kv_cache_unified::get_padding(const llama_cparams & cparams) {
+    // the FA kernels require padding to avoid extra runtime boundary checks
+    return cparams.flash_attn ? 256u : 32u;
+}
+
+llama_kv_cache_unified::llama_kv_cache_unified(
+        const llama_model & model,
+                ggml_type   type_k,
+                ggml_type   type_v,
+                     bool   v_trans,
+                     bool   offload,
+                 uint32_t   kv_size,
+                 uint32_t   padding) : model(model), hparams(model.hparams), v_trans(v_trans), padding(padding) {
+    const int32_t n_layer = hparams.n_layer;
+
+    has_shift = false;
+    can_shift = true;
+
+    LLAMA_LOG_INFO("%s: kv_size = %d, type_k = '%s', type_v = '%s', n_layer = %d, can_shift = %d, padding = %d\n",
+            __func__, kv_size, ggml_type_name(type_k), ggml_type_name(type_v), n_layer, can_shift, padding);
+
+    GGML_ASSERT(kv_size % padding == 0 && "kv_size must be a multiple of padding");
+
+    head = 0;
+    size = kv_size;
+    used = 0;
+
+    this->type_k = type_k;
+    this->type_v = type_v;
+
+    cells.clear();
+    cells.resize(kv_size);
+
+    // create a context for each buffer type
+    std::map<ggml_backend_buffer_type_t, ggml_context *> ctx_map;
+    auto ctx_for_buft = [&](ggml_backend_buffer_type_t buft) -> ggml_context * {
+        auto it = ctx_map.find(buft);
+        if (it == ctx_map.end()) {
+            ggml_init_params params = {
+                /*.mem_size   =*/ size_t(2u*n_layer*ggml_tensor_overhead()),
+                /*.mem_buffer =*/ NULL,
+                /*.no_alloc   =*/ true,
+            };
+
+            ggml_context * ctx = ggml_init(params);
+            if (!ctx) {
+                return nullptr;
+            }
+
+            ctx_map[buft] = ctx;
+            ctxs.emplace_back(ctx);
+
+            return ctx;
+        }
+
+        return it->second;
+    };
+
+    k_l.reserve(n_layer);
+    v_l.reserve(n_layer);
+
+    for (int i = 0; i < n_layer; i++) {
+        const uint32_t n_embd_k_gqa = hparams.n_embd_k_gqa(i) + hparams.n_embd_k_s();
+        const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(i) + hparams.n_embd_v_s();
+
+        const char * dev_name = "CPU";
+
+        ggml_backend_buffer_type_t buft = ggml_backend_cpu_buffer_type();
+
+        if (offload) {
+            auto * dev = model.dev_layer(i);
+            buft = ggml_backend_dev_buffer_type(dev);
+
+            dev_name = ggml_backend_dev_name(dev);
+        }
+
+        LLAMA_LOG_DEBUG("%s: layer %3d: dev = %s\n", __func__, i, dev_name);
+
+        ggml_context * ctx = ctx_for_buft(buft);
+        if (!ctx) {
+            throw std::runtime_error("failed to create ggml context for kv cache");
+        }
+
+        ggml_tensor * k = ggml_new_tensor_1d(ctx, type_k, n_embd_k_gqa*kv_size);
+        ggml_tensor * v = ggml_new_tensor_1d(ctx, type_v, n_embd_v_gqa*kv_size);
+        ggml_format_name(k, "cache_k_l%d", i);
+        ggml_format_name(v, "cache_v_l%d", i);
+        k_l.push_back(k);
+        v_l.push_back(v);
+    }
+
+    // allocate tensors and initialize the buffers to avoid NaNs in the padding
+    for (auto it : ctx_map) {
+        auto * buft = it.first;
+        auto * ctx  = it.second;
+
+        ggml_backend_buffer_t buf = ggml_backend_alloc_ctx_tensors_from_buft(ctx, buft);
+        if (!buf) {
+            throw std::runtime_error("failed to allocate buffer for kv cache");
+        }
+        ggml_backend_buffer_clear(buf, 0);
+        LLAMA_LOG_INFO("%s: %10s KV buffer size = %8.2f MiB\n", __func__, ggml_backend_buffer_name(buf), ggml_backend_buffer_get_size(buf)/1024.0/1024.0);
+        bufs.emplace_back(buf);
+    }
+
+    {
+        const size_t memory_size_k = size_k_bytes();
+        const size_t memory_size_v = size_v_bytes();
+
+        LLAMA_LOG_INFO("%s: KV self size  = %7.2f MiB, K (%s): %7.2f MiB, V (%s): %7.2f MiB\n", __func__,
+                (float)(memory_size_k + memory_size_v) / (1024.0f * 1024.0f),
+                ggml_type_name(type_k), (float)memory_size_k / (1024.0f * 1024.0f),
+                ggml_type_name(type_v), (float)memory_size_v / (1024.0f * 1024.0f));
+    }
+}
+
+void llama_kv_cache_unified::clear() {
+    for (int32_t i = 0; i < (int32_t) size; ++i) {
+        cells[i].pos = -1;
+        cells[i].seq_id.clear();
+    }
+    head = 0;
+    used = 0;
+
+    for (auto & buf : bufs) {
+        ggml_backend_buffer_clear(buf.get(), 0);
+    }
+}
+
+bool llama_kv_cache_unified::seq_rm(llama_seq_id seq_id, llama_pos p0, llama_pos p1) {
+    uint32_t new_head = size;
+
+    if (p0 < 0) {
+        p0 = 0;
+    }
+
+    if (p1 < 0) {
+        p1 = std::numeric_limits<llama_pos>::max();
+    }
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if (cells[i].pos >= p0 && cells[i].pos < p1) {
+            if (seq_id < 0) {
+                cells[i].seq_id.clear();
+            } else if (cells[i].has_seq_id(seq_id)) {
+                cells[i].seq_id.erase(seq_id);
+            } else {
+                continue;
+            }
+            if (cells[i].is_empty()) {
+                // keep count of the number of used cells
+                if (cells[i].pos >= 0) {
+                    used--;
+                }
+
+                cells[i].pos = -1;
+
+                if (new_head == size) {
+                    new_head = i;
+                }
+            }
+        }
+    }
+
+    // If we freed up a slot, set head to it so searching can start there.
+    if (new_head != size && new_head < head) {
+        head = new_head;
+    }
+
+    return true;
+}
+
+void llama_kv_cache_unified::seq_cp(llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) {
+    if (seq_id_src == seq_id_dst) {
+        return;
+    }
+
+    if (p0 < 0) {
+        p0 = 0;
+    }
+
+    if (p1 < 0) {
+        p1 = std::numeric_limits<llama_pos>::max();
+    }
+
+    // otherwise, this is the KV of a Transformer-like model
+    head = 0;
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if (cells[i].has_seq_id(seq_id_src) && cells[i].pos >= p0 && cells[i].pos < p1) {
+            cells[i].seq_id.insert(seq_id_dst);
+        }
+    }
+}
+
+void llama_kv_cache_unified::seq_keep(llama_seq_id seq_id) {
+    uint32_t new_head = size;
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if (!cells[i].has_seq_id(seq_id)) {
+            if (cells[i].pos >= 0) {
+                used--;
+            }
+
+            cells[i].pos = -1;
+            cells[i].seq_id.clear();
+
+            if (new_head == size){
+                new_head = i;
+            }
+        } else {
+            cells[i].seq_id.clear();
+            cells[i].seq_id.insert(seq_id);
+        }
+    }
+
+    // If we freed up a slot, set head to it so searching can start there.
+    if (new_head != size && new_head < head) {
+        head = new_head;
+    }
+}
+
+void llama_kv_cache_unified::seq_add(llama_seq_id seq_id, llama_pos p0, llama_pos p1, llama_pos delta) {
+    if (delta == 0) {
+        return;
+    }
+
+    uint32_t new_head = size;
+
+    if (p0 < 0) {
+        p0 = 0;
+    }
+
+    if (p1 < 0) {
+        p1 = std::numeric_limits<llama_pos>::max();
+    }
+
+    // If there is no range then return early to avoid looping over the
+    if (p0 == p1) {
+        return;
+    }
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if (cells[i].has_seq_id(seq_id) && cells[i].pos >= p0 && cells[i].pos < p1) {
+            has_shift = true;
+            cells[i].pos   += delta;
+            cells[i].delta += delta;
+
+            if (cells[i].pos < 0) {
+                if (!cells[i].is_empty()) {
+                    used--;
+                }
+                cells[i].pos = -1;
+                cells[i].seq_id.clear();
+                if (new_head == size) {
+                    new_head = i;
+                }
+            }
+        }
+    }
+
+    // If we freed up a slot, set head to it so searching can start there.
+    // Otherwise we just start the next search from the beginning.
+    head = new_head != size ? new_head : 0;
+}
+
+void llama_kv_cache_unified::seq_div(llama_seq_id seq_id, llama_pos p0, llama_pos p1, int d) {
+    if (d == 1) {
+        return;
+    }
+
+    if (p0 < 0) {
+        p0 = 0;
+    }
+
+    if (p1 < 0) {
+        p1 = std::numeric_limits<llama_pos>::max();
+    }
+
+    // If there is no range then return early to avoid looping over the cache.
+    if (p0 == p1) {
+        return;
+    }
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if (cells[i].has_seq_id(seq_id) && cells[i].pos >= p0 && cells[i].pos < p1) {
+            has_shift = true;
+
+            {
+                llama_pos p_old = cells[i].pos;
+                cells[i].pos   /= d;
+                cells[i].delta += cells[i].pos - p_old;
+            }
+        }
+    }
+}
+
+llama_pos llama_kv_cache_unified::seq_pos_max(llama_seq_id seq_id) const {
+    llama_pos result = 0;
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if (cells[i].has_seq_id(seq_id)) {
+            result = std::max(result, cells[i].pos);
+        }
+    }
+
+    return result;
+}
+
+void llama_kv_cache_unified::restore() {
+    if (pending.ranges.empty()) {
+        return;
+    }
+
+    uint32_t new_head = size;
+
+    for (auto & range : pending.ranges) {
+        for (uint32_t i = range.c0; i < range.c1; ++i) {
+            cells[i].seq_id.clear();
+
+            // keep count of the number of used cells
+            if (cells[i].pos >= 0) {
+                used--;
+            }
+
+            cells[i].pos = -1;
+        }
+
+        new_head = std::min(new_head, range.c0);
+    }
+
+    if (new_head != size && new_head < head) {
+        head = new_head;
+    }
+}
+
+void llama_kv_cache_unified::commit() {
+    if (pending.ranges.empty()) {
+        LLAMA_LOG_WARN("%s: no pending KV cache updates to commit - might indicate a bug (ref: %s)\n",
+                __func__, "https://github.com/ggml-org/llama.cpp/pull/12695");
+        return;
+    }
+
+    pending.ranges.clear();
+}
+
+bool llama_kv_cache_unified::update(llama_context & lctx) {
+    auto * sched = lctx.get_sched();
+
+    if (has_shift) {
+        if (!get_can_shift()) {
+            GGML_ABORT("The current KV cache / model configuration does not support K-shift");
+        }
+
+        LLAMA_LOG_DEBUG("%s: applying K-shift\n", __func__);
+
+        // apply K-shift if needed
+        if (hparams.rope_type != LLAMA_ROPE_TYPE_NONE) {
+            ggml_backend_sched_reset(sched);
+
+            auto * gf = lctx.graph_init();
+
+            auto res = build_graph_shift(lctx.get_cparams(), lctx.get_ctx_compute(), gf);
+
+            ggml_backend_sched_alloc_graph(sched, gf);
+
+            res->set_inputs(nullptr);
+
+            lctx.graph_compute(gf, false);
+        }
+
+        {
+            has_shift = false;
+
+            for (uint32_t i = 0; i < size; ++i) {
+                cells[i].delta = 0;
+            }
+        }
+    }
+
+    if (do_defrag) {
+        LLAMA_LOG_DEBUG("%s: defragmenting KV cache\n", __func__);
+        const uint32_t n_max_nodes = lctx.graph_max_nodes();
+        const uint32_t max_moves = (n_max_nodes - 2*model.hparams.n_layer)/(6*model.hparams.n_layer);
+        if (!defrag_prepare(n_max_nodes)) {
+            LLAMA_LOG_ERROR("%s: failed to prepare defragmentation\n", __func__);
+            return false;
+        }
+
+        for (std::size_t i = 0; i < defrag_info.moves.size(); i += max_moves) {
+            std::vector<struct llama_kv_defrag_move> chunk;
+            auto end = std::min(i + max_moves, defrag_info.moves.size());
+            chunk.assign(defrag_info.moves.begin() + i, defrag_info.moves.begin() + end);
+
+            ggml_backend_sched_reset(sched);
+
+            auto * gf = lctx.graph_init();
+
+            auto res = build_graph_defrag(lctx.get_cparams(), lctx.get_ctx_compute(), gf, chunk);
+
+            ggml_backend_sched_alloc_graph(sched, gf);
+
+            res->set_inputs(nullptr);
+
+            lctx.graph_compute(gf, false);
+        }
+
+        do_defrag = false;
+    }
+
+    // we never need to reserve a worst case graph
+    return false;
+}
+
+void llama_kv_cache_unified::defrag_sched(float thold) {
+    // - do not defrag small contexts (i.e. < 2048 tokens)
+    // - count the padding towards the number of used tokens
+    const float fragmentation = n >= 2048 ? std::max(0.0f, 1.0f - (float(used + padding)/n)) : 0.0f;
+
+    // queue defragmentation for next llama_kv_cache_update
+    if (fragmentation > thold) {
+        LLAMA_LOG_DEBUG("%s: fragmentation: %.2f - requesting defrag\n", __func__, fragmentation);
+
+        do_defrag = true;
+    }
+}
+
+void llama_kv_cache_unified::set_full() {
+    n = size;
+}
+
+llama_sbatch llama_kv_cache_unified::sbatch_init(
+        const llama_batch & batch,
+        bool logits_all) {
+    return llama_sbatch(batch, hparams.n_embd, true, logits_all);
+}
+
+llama_ubatch llama_kv_cache_unified::ubatch_next(
+        llama_sbatch & sbatch,
+        uint32_t n_ubatch,
+        bool embd_pooled) const {
+    GGML_UNUSED(embd_pooled);
+    return sbatch.split_simple(n_ubatch);
+}
+
+bool llama_kv_cache_unified::find_slot(
+       const llama_ubatch & ubatch) {
+    const uint32_t n_tokens = ubatch.n_tokens;
+    const uint32_t n_seqs   = ubatch.n_seqs;
+    const uint32_t n_seq_tokens = ubatch.n_seq_tokens;
+
+    // if we have enough unused cells before the current head ->
+    //   better to start searching from the beginning of the cache, hoping to fill it
+    if (head > used + 2*ubatch.n_tokens) {
+        head = 0;
+    }
+
+    // otherwise, one cell per token.
+
+    if (n_tokens > size) {
+        LLAMA_LOG_ERROR("%s: n_tokens = %d > size = %d\n", __func__, n_tokens, size);
+        return false;
+    }
+
+    uint32_t n_tested = 0;
+
+    while (true) {
+        if (head + n_tokens > size) {
+            n_tested += size - head;
+            head = 0;
+            continue;
+        }
+
+        bool found = true;
+        for (uint32_t i = 0; i < n_tokens; i++) {
+            if (cells[head + i].pos >= 0) {
+                found = false;
+                head     += i + 1;
+                n_tested += i + 1;
+                break;
+            }
+        }
+
+        if (found) {
+            break;
+        }
+
+        if (n_tested >= size) {
+            //LLAMA_LOG_ERROR("%s: failed to find a slot for %d tokens\n", __func__, n_tokens);
+            return false;
+        }
+    }
+
+    for (uint32_t s = 0; s < n_seqs; s++) {
+        for (uint32_t i = 0; i < n_seq_tokens; ++i) {
+            uint32_t k = s*n_seq_tokens + i;
+            cells[head + k].pos = ubatch.pos[k];
+
+            for (int32_t j = 0; j < ubatch.n_seq_id[s]; j++) {
+                cells[head + k].seq_id.insert(ubatch.seq_id[s][j]);
+            }
+        }
+    }
+
+    used += n_tokens;
+
+    pending.ranges.push_back({head, head + n_tokens});
+
+    // a heuristic, to avoid attending the full cache if it is not yet utilized
+    // after enough generations, the benefit from this heuristic disappears
+    // if we start defragmenting the cache, the benefit from this will be more important
+    n = std::min(size, std::max(padding, GGML_PAD(cell_max(), padding)));
+
+    //printf("n = %5d, used = %5d, head = %5d\n", n, used, head);
+
+    return true;
+}
+
+int32_t llama_kv_cache_unified::get_n_tokens() const {
+    int32_t result = 0;
+
+    for (uint32_t i = 0; i < size; i++) {
+        result += cells[i].seq_id.size();
+    }
+
+    return result;
+}
+
+int32_t llama_kv_cache_unified::get_used_cells() const {
+    return used;
+}
+
+bool llama_kv_cache_unified::get_can_shift() const {
+    return can_shift;
+}
+
+llama_pos llama_kv_cache_unified::get_pos_max() const {
+    llama_pos pos_max = -1;
+    for (const auto & cell : cells) {
+        pos_max = std::max(pos_max, cell.pos);
+    }
+
+    return pos_max;
+}
+
+size_t llama_kv_cache_unified::total_size() const {
+    size_t size = 0;
+    for (const auto & buf : bufs) {
+        size += ggml_backend_buffer_get_size(buf.get());
+    }
+
+    return size;
+}
+
+size_t llama_kv_cache_unified::size_k_bytes() const {
+    size_t size_k_bytes = 0;
+
+    for (const auto & k : k_l) {
+        size_k_bytes += ggml_nbytes(k);
+    }
+
+    return size_k_bytes;
+}
+
+size_t llama_kv_cache_unified::size_v_bytes() const {
+    size_t size_v_bytes = 0;
+
+    for (const auto & v : v_l) {
+        size_v_bytes += ggml_nbytes(v);
+    }
+
+    return size_v_bytes;
+}
+
+ggml_tensor * llama_kv_cache_unified::build_rope_shift(
+        const llama_cparams & cparams,
+               ggml_context * ctx,
+                ggml_tensor * cur,
+                ggml_tensor * shift,
+                ggml_tensor * factors,
+                      float   freq_base,
+                      float   freq_scale) const {
+    const auto & n_ctx_orig = cparams.n_ctx_orig_yarn;
+
+    const auto & yarn_ext_factor = cparams.yarn_ext_factor;
+    const auto & yarn_beta_fast  = cparams.yarn_beta_fast;
+    const auto & yarn_beta_slow  = cparams.yarn_beta_slow;
+
+    const auto & n_rot     = hparams.n_rot;
+    const auto & rope_type = hparams.rope_type;
+
+    // See llm_build_deepseek2() for why attn_factor has to be scaled for YaRN RoPE to work correctly.
+    // See https://github.com/ggerganov/llama.cpp/discussions/7416 for detailed explanation.
+    const float yarn_attn_factor = model.arch == LLM_ARCH_DEEPSEEK2 ? 1.0f / (1.0f + 0.1f * logf(1.0f / freq_scale)) : cparams.yarn_attn_factor;
+
+    ggml_tensor * tmp;
+
+    if (ggml_is_quantized(cur->type)) {
+        // dequantize to f32 -> RoPE -> quantize back
+        tmp = ggml_cast(ctx, cur, GGML_TYPE_F32);
+
+        tmp = ggml_rope_ext(ctx, tmp,
+                shift, factors, n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                yarn_ext_factor, yarn_attn_factor, yarn_beta_fast, yarn_beta_slow);
+
+        tmp = ggml_cpy(ctx, tmp, cur);
+    } else {
+        // we rotate only the first n_rot dimensions
+        tmp = ggml_rope_ext_inplace(ctx, cur,
+                shift, factors, n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                yarn_ext_factor, yarn_attn_factor, yarn_beta_fast, yarn_beta_slow);
+    }
+
+    return tmp;
+}
+
+class llm_graph_input_k_shift : public llm_graph_input_i {
+public:
+    llm_graph_input_k_shift(const llama_kv_cache_unified * kv_self) : kv_self(kv_self) {}
+    virtual ~llm_graph_input_k_shift() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * k_shift; // I32 [kv_size]
+
+    const llama_kv_cache_unified * kv_self;
+};
+
+void llm_graph_input_k_shift::set_input(const llama_ubatch * ubatch) {
+    GGML_UNUSED(ubatch);
+
+    if (k_shift) {
+        assert(ggml_backend_buffer_is_host(k_shift->buffer));
+
+        int32_t * data = (int32_t *) k_shift->data;
+
+        for (uint32_t i = 0; i < kv_self->size; ++i) {
+            data[i] = kv_self->cells[i].delta;
+        }
+    }
+}
+
+llm_graph_result_ptr llama_kv_cache_unified::build_graph_shift(
+        const llama_cparams & cparams,
+               ggml_context * ctx,
+                ggml_cgraph * gf) const {
+    auto res = std::make_unique<llm_graph_result>();
+
+    const auto & n_layer = hparams.n_layer;
+
+    const auto & n_embd_head_k = hparams.n_embd_head_k;
+  //const auto & n_embd_head_v = hparams.n_embd_head_v;
+
+    const uint32_t n_ctx_per_seq = cparams.n_ctx / cparams.n_seq_max;
+
+    //GGML_ASSERT(kv_self->size == n_ctx);
+
+    auto inp = std::make_unique<llm_graph_input_k_shift>(this);
+
+    inp->k_shift = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, cparams.n_ctx);
+    ggml_set_input(inp->k_shift);
+
+    for (uint32_t il = 0; il < n_layer; ++il) {
+        const int64_t n_head_kv    = hparams.n_head_kv(il);
+        const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa(il);
+
+        const bool is_swa = hparams.is_swa(il);
+
+        // note: the swa rope params could become part of the cparams in the future
+        //       if we decide to make them configurable, like the non-sliding ones
+        const float freq_base_l  = is_swa ? hparams.rope_freq_base_train_swa  : cparams.rope_freq_base;
+        const float freq_scale_l = is_swa ? hparams.rope_freq_scale_train_swa : cparams.rope_freq_scale;
+
+        ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+        ggml_tensor * k =
+            ggml_view_3d(ctx, k_l[il],
+                n_embd_head_k, n_head_kv, size,
+                ggml_row_size(k_l[il]->type, n_embd_head_k),
+                ggml_row_size(k_l[il]->type, n_embd_k_gqa),
+                0);
+
+        ggml_tensor * cur = build_rope_shift(cparams, ctx, k, inp->k_shift, rope_factors, freq_base_l, freq_scale_l);
+
+        ggml_build_forward_expand(gf, cur);
+    }
+
+    res->add_input(std::move(inp));
+
+    return res;
+}
+
+llm_graph_result_ptr llama_kv_cache_unified::build_graph_defrag(
+        const llama_cparams & cparams,
+               ggml_context * ctx,
+                ggml_cgraph * gf,
+                const std::vector<struct llama_kv_defrag_move> & moves) const {
+    auto res = std::make_unique<llm_graph_result>();
+
+#if 0
+    // CPU defrag
+    //
+    // TODO: optimizations are possible:
+    //       - multiple threads
+    //       - avoid copying to the host memory when already there
+    //
+    // likely not worth the effort, as we have ggml_graph based defrag
+    //
+
+    const uint32_t n_embd_k_gqa = hparams.n_embd_k_gqa();
+    const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa();
+
+    const uint32_t kv_size = size;
+
+    std::vector<uint8_t> buf_k;
+    std::vector<uint8_t> buf_v;
+
+    for (uint32_t il = 0; il < n_layer; ++il) {
+        const size_t k_size_row = ggml_row_size(k_l[il]->type, n_embd_k_gqa);
+        const size_t k_size     = ggml_row_size(k_l[il]->type, n_embd_k_gqa*kv_size);
+
+        const size_t v_size_el = ggml_type_size(v_l[il]->type);
+        const size_t v_size    = ggml_row_size (v_l[il]->type, n_embd_v_gqa*kv_size);
+
+        buf_k.resize(k_size);
+        buf_v.resize(v_size);
+
+        ggml_backend_tensor_get(k_l[il], buf_k.data(), 0, buf_k.size());
+        ggml_backend_tensor_get(v_l[il], buf_v.data(), 0, buf_v.size());
+
+        // batch move [i, i+nm) to [id, id+nm)
+        // note: cells can move only to a lower index
+        for (uint32_t i = 0; i < n_kv; ++i) {
+            const uint32_t id = ids[i];
+
+            if (i == id || id == n_kv) {
+                continue;
+            }
+
+            uint32_t nm = 1;
+
+            while (i + nm < n_kv && ids[i + nm] == id + nm) {
+                nm++;
+            }
+
+            // move keys
+            {
+                const int64_t os =  i*k_size_row;
+                const int64_t od = id*k_size_row;
+
+                memcpy(buf_k.data() + od, buf_k.data() + os, nm*k_size_row);
+            }
+
+            // move values (note: they are transposed)
+            {
+                const int64_t os =  i;
+                const int64_t od = id;
+
+                for (uint32_t j = 0; j < n_embd_v_gqa; ++j) {
+                    memcpy(buf_v.data() + (od + j*kv_size)*v_size_el, buf_v.data() + (os + j*kv_size)*v_size_el, nm*v_size_el);
+                }
+            }
+
+            i += nm - 1;
+        }
+
+        ggml_backend_tensor_set(k_l[il], buf_k.data(), 0, buf_k.size());
+        ggml_backend_tensor_set(v_l[il], buf_v.data(), 0, buf_v.size());
+    }
+#else
+    for (const auto & move : moves) {
+        for (uint32_t il = 0; il < hparams.n_layer; ++il) { // NOLINT
+            const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa(il);
+            const int64_t n_embd_v_gqa = hparams.n_embd_v_gqa(il);
+
+            ggml_tensor * view_k_src = ggml_view_2d(ctx, k_l[il],
+                    n_embd_k_gqa, move.len,
+                    ggml_row_size(k_l[il]->type, n_embd_k_gqa),
+                    ggml_row_size(k_l[il]->type, n_embd_k_gqa*move.src));
+
+            ggml_tensor * view_k_dst = ggml_view_2d(ctx, k_l[il],
+                    n_embd_k_gqa, move.len,
+                    ggml_row_size(k_l[il]->type, n_embd_k_gqa),
+                    ggml_row_size(k_l[il]->type, n_embd_k_gqa*move.dst));
+
+            ggml_tensor * view_v_src;
+            ggml_tensor * view_v_dst;
+
+            if (cparams.flash_attn) {
+                // NOTE: the V cache is not transposed when using flash attention
+                view_v_src = ggml_view_2d(ctx, v_l[il],
+                        n_embd_v_gqa, move.len,
+                        ggml_row_size(v_l[il]->type, n_embd_v_gqa),
+                        ggml_row_size(v_l[il]->type, n_embd_v_gqa*move.dst));
+
+                view_v_dst = ggml_view_2d(ctx, v_l[il],
+                        move.len, n_embd_v_gqa,
+                        ggml_row_size(v_l[il]->type, n_embd_v_gqa),
+                        ggml_row_size(v_l[il]->type, move.src));
+            } else {
+                view_v_src = ggml_view_2d(ctx, v_l[il],
+                        move.len, n_embd_v_gqa,
+                        ggml_row_size(v_l[il]->type, size),
+                        ggml_row_size(v_l[il]->type, move.src));
+
+                view_v_dst = ggml_view_2d(ctx, v_l[il],
+                        move.len, n_embd_v_gqa,
+                        ggml_row_size(v_l[il]->type, size),
+                        ggml_row_size(v_l[il]->type, move.dst));
+            }
+
+            ggml_build_forward_expand(gf, ggml_cpy(ctx, view_k_src, view_k_dst));
+            ggml_build_forward_expand(gf, ggml_cpy(ctx, view_v_src, view_v_dst));
+        }
+    }
+
+    //LLAMA_LOG_INFO("gf->n_nodes = %d\n", gf->n_nodes);
+#endif
+
+    return res;
+}
+
+bool llama_kv_cache_unified::defrag_prepare(int32_t n_max_nodes) {
+    const uint32_t n_layer = hparams.n_layer;
+
+    const uint32_t n_kv   = cell_max();
+    const uint32_t n_used = used;
+
+    assert(n_used <= n_kv);
+
+    defrag_info.moves.clear();
+
+    // determine which KV cells to move where
+    //
+    //  cell i moves to ids[i]
+    //
+    //  if ids[i] == i || ids[i] == n_kv, then cell i is not moved
+    //
+    std::vector<uint32_t> ids(n_kv, n_kv);
+
+    for (uint32_t i0 = 0; i0 < n_used; ++i0) {
+        const auto & cell0 = cells[i0];
+
+        if (!cell0.is_empty()) {
+            ids[i0] = i0;
+
+            continue;
+        }
+
+        // found a hole - fill it with data from the end of the cache
+
+        uint32_t nh = 1;
+
+        // determine the size of the hole
+        while (i0 + nh < n_used && cells[i0 + nh].is_empty()) {
+            nh++;
+        }
+
+        uint32_t nf = 0;
+        uint32_t is = n_kv - 1;
+
+        // starting from the end, find nh non-empty cells
+        for (; is > i0; --is) {
+            const auto & cell1 = cells[is];
+
+            if (cell1.is_empty() || ids[is] != n_kv) {
+                continue;
+            }
+
+            // non-empty cell which is not yet moved
+            nf++;
+
+            if (nf == nh) {
+                break;
+            }
+        }
+
+        // this can only happen if `n_used` is not accurate, which would be a bug
+        GGML_ASSERT(nf == nh && "KV defrag bug: nf != nh");
+
+        nf = 0;
+
+        uint32_t i1 = is;
+
+        // are we moving a continuous block of memory?
+        bool cont = false;
+
+        // go back and move the nf cells to the hole
+        for (; i1 < n_kv; ++i1) {
+            auto & cell1 = cells[i1];
+
+            if (cell1.is_empty() || ids[i1] != n_kv) {
+                cont = false;
+                continue;
+            }
+
+            // this cell goes to (i0 + nf)
+            ids[i1] = i0 + nf;
+
+            // move the cell meta data
+            cells[i0 + nf] = cell1;
+
+            // clear the old cell and move the head there
+            cell1 = kv_cell();
+            head = n_used;
+
+            if (!cont) {
+                defrag_info.moves.push_back({i1, i0 + nf, 1});
+                cont = true;
+            } else {
+                defrag_info.moves.back().len++;
+            }
+
+            nf++;
+
+            if (nf == nh) {
+                break;
+            }
+        }
+
+        //LLAMA_LOG_INFO("(tmp log) KV defrag: move [%u, %u) to [%u, %u)\n", is, i1 + 1, i0, i0 + nh);
+
+        i0 += nh - 1;
+    }
+
+    if (defrag_info.moves.size() == 0) {
+        return false;
+    }
+
+    // LLAMA_LOG_DEBUG("(tmp log) KV defrag cell moves: %u\n", n_moves);
+
+    return true;
+}
+
+uint32_t llama_kv_cache_unified::cell_max() const {
+    for (uint32_t i = size; i > 0; --i) {
+        const kv_cell & cell = cells[i - 1];
+
+        if (cell.pos >= 0 && !cell.is_empty()) {
+            return i;
+        }
+    }
+
+    return 0;
+}
+
+void llama_kv_cache_unified::state_write(llama_io_write_i & io, llama_seq_id seq_id) const {
+    std::vector<std::pair<uint32_t, uint32_t>> cell_ranges; // ranges, from inclusive, to exclusive
+    uint32_t cell_count = 0;
+
+    // Count the number of cells with the specified seq_id
+    // Find all the ranges of cells with this seq id (or all, when -1)
+    uint32_t cell_range_begin = size;
+    for (uint32_t i = 0; i < size; ++i) {
+        const auto & cell = cells[i];
+        if ((seq_id == -1 && !cell.is_empty()) || cell.has_seq_id(seq_id)) {
+            ++cell_count;
+            if (cell_range_begin == size) {
+                cell_range_begin = i;
+            }
+        } else {
+            if (cell_range_begin != size) {
+                cell_ranges.emplace_back(cell_range_begin, i);
+                cell_range_begin = size;
+            }
+        }
+    }
+    if (cell_range_begin != size) {
+        cell_ranges.emplace_back(cell_range_begin, size);
+    }
+
+    // DEBUG CHECK: Sum of cell counts in ranges should equal the total cell count
+    uint32_t cell_count_check = 0;
+    for (const auto & range : cell_ranges) {
+        cell_count_check += range.second - range.first;
+    }
+    GGML_ASSERT(cell_count == cell_count_check);
+
+    io.write(&cell_count, sizeof(cell_count));
+
+    state_write_meta(io, cell_ranges, seq_id);
+    state_write_data(io, cell_ranges);
+}
+
+void llama_kv_cache_unified::state_read(llama_io_read_i & io, llama_seq_id seq_id) {
+    uint32_t cell_count;
+    io.read_to(&cell_count, sizeof(cell_count));
+
+    bool res = true;
+    res = res && state_read_meta(io, cell_count, seq_id);
+    res = res && state_read_data(io, cell_count);
+
+    if (!res) {
+        if (seq_id == -1) {
+            clear();
+        } else {
+            seq_rm(seq_id, -1, -1);
+        }
+        throw std::runtime_error("failed to restore kv cache");
+    }
+}
+
+void llama_kv_cache_unified::state_write_meta(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges, llama_seq_id seq_id) const {
+    for (const auto & range : cell_ranges) {
+        for (uint32_t i = range.first; i < range.second; ++i) {
+            const auto & cell = cells[i];
+            const llama_pos pos      = cell.pos;
+            const uint32_t  n_seq_id = seq_id == -1 ? cell.seq_id.size() : 0;
+
+            io.write(&pos,      sizeof(pos));
+            io.write(&n_seq_id, sizeof(n_seq_id));
+
+            if (n_seq_id) {
+                for (auto seq_id : cell.seq_id) {
+                    io.write(&seq_id, sizeof(seq_id));
+                }
+            }
+        }
+    }
+}
+
+void llama_kv_cache_unified::state_write_data(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges) const {
+    const uint32_t v_trans = this->v_trans ? 1 : 0;
+    const uint32_t n_layer = hparams.n_layer;
+
+    io.write(&v_trans, sizeof(v_trans));
+    io.write(&n_layer, sizeof(n_layer));
+
+    std::vector<uint8_t> tmp_buf;
+
+    // Iterate and write all the keys first, each row is a cell
+    // Get whole range at a time
+    for (uint32_t il = 0; il < n_layer; ++il) {
+        const uint32_t n_embd_k_gqa = hparams.n_embd_k_gqa(il) + hparams.n_embd_k_s();
+
+        // Write key type
+        const int32_t k_type_i = (int32_t)k_l[il]->type;
+        io.write(&k_type_i, sizeof(k_type_i));
+
+        // Write row size of key
+        const uint64_t k_size_row = ggml_row_size(k_l[il]->type, n_embd_k_gqa);
+        io.write(&k_size_row, sizeof(k_size_row));
+
+        // Read each range of cells of k_size length each into tmp_buf and write out
+        for (const auto & range : cell_ranges) {
+            const size_t range_size = range.second - range.first;
+            const size_t buf_size = range_size * k_size_row;
+            io.write_tensor(k_l[il], range.first * k_size_row, buf_size);
+        }
+    }
+
+    if (!v_trans) {
+        for (uint32_t il = 0; il < n_layer; ++il) {
+            const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(il) + hparams.n_embd_v_s();
+
+            // Write value type
+            const int32_t v_type_i = (int32_t)v_l[il]->type;
+            io.write(&v_type_i, sizeof(v_type_i));
+
+            // Write row size of value
+            const uint64_t v_size_row = ggml_row_size(v_l[il]->type, n_embd_v_gqa);
+            io.write(&v_size_row, sizeof(v_size_row));
+
+            // Read each range of cells of v_size length each into tmp_buf and write out
+            for (const auto & range : cell_ranges) {
+                const size_t range_size = range.second - range.first;
+                const size_t buf_size = range_size * v_size_row;
+                io.write_tensor(v_l[il], range.first * v_size_row, buf_size);
+            }
+        }
+    } else {
+        // When v is transposed, we also need the element size and get the element ranges from each row
+        const uint32_t kv_size = size;
+        for (uint32_t il = 0; il < n_layer; ++il) {
+            const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(il) + hparams.n_embd_v_s();
+
+            // Write value type
+            const int32_t v_type_i = (int32_t)v_l[il]->type;
+            io.write(&v_type_i, sizeof(v_type_i));
+
+            // Write element size
+            const uint32_t v_size_el = ggml_type_size(v_l[il]->type);
+            io.write(&v_size_el, sizeof(v_size_el));
+
+            // Write GQA embedding size
+            io.write(&n_embd_v_gqa, sizeof(n_embd_v_gqa));
+
+            // For each row, we get the element values of each cell
+            for (uint32_t j = 0; j < n_embd_v_gqa; ++j) {
+                // Read each range of cells of v_size_el length each into tmp_buf and write out
+                for (const auto & range : cell_ranges) {
+                    const size_t range_size = range.second - range.first;
+                    const size_t src_offset = (range.first + j * kv_size) * v_size_el;
+                    const size_t buf_size = range_size * v_size_el;
+                    io.write_tensor(v_l[il], src_offset, buf_size);
+                }
+            }
+        }
+    }
+}
+
+bool llama_kv_cache_unified::state_read_meta(llama_io_read_i & io, uint32_t cell_count, llama_seq_id dest_seq_id) {
+    if (dest_seq_id != -1) {
+        // single sequence
+
+        seq_rm(dest_seq_id, -1, -1);
+
+        llama_sbatch sbatch;
+        llama_ubatch batch = sbatch.reserve_ubatch(cell_count, /* has_embd */ false);
+
+        batch.n_tokens = cell_count;
+        batch.n_seq_tokens = cell_count;
+        batch.n_seqs = 1;
+
+        for (uint32_t i = 0; i < cell_count; ++i) {
+            llama_pos pos;
+            uint32_t n_seq_id;
+
+            io.read_to(&pos,      sizeof(pos));
+            io.read_to(&n_seq_id, sizeof(n_seq_id));
+
+            if (n_seq_id != 0) {
+                LLAMA_LOG_ERROR("%s: invalid seq_id-agnostic kv cell\n", __func__);
+                return false;
+            }
+
+            batch.pos[i] = pos;
+        }
+        batch.n_seq_id[0] = 1;
+        batch.seq_id[0] = &dest_seq_id;
+        if (!find_slot(batch)) {
+            LLAMA_LOG_ERROR("%s: failed to find available cells in kv cache\n", __func__);
+            return false;
+        }
+        commit();
+
+        // DEBUG CHECK: kv.head should be our first cell, kv.head + cell_count - 1 should be our last cell (verify seq_id and pos values)
+        // Assume that this is one contiguous block of cells
+        GGML_ASSERT(head + cell_count <= size);
+        GGML_ASSERT(cells[head].pos == batch.pos[0]);
+        GGML_ASSERT(cells[head + cell_count - 1].pos == batch.pos[cell_count - 1]);
+        GGML_ASSERT(cells[head].has_seq_id(dest_seq_id));
+        GGML_ASSERT(cells[head + cell_count - 1].has_seq_id(dest_seq_id));
+    } else {
+        // whole KV cache restore
+
+        if (cell_count > size) {
+            LLAMA_LOG_ERROR("%s: not enough cells in kv cache\n", __func__);
+            return false;
+        }
+
+        clear();
+
+        for (uint32_t i = 0; i < cell_count; ++i) {
+            kv_cell & cell = cells[i];
+
+            llama_pos pos;
+            uint32_t  n_seq_id;
+
+            io.read_to(&pos,      sizeof(pos));
+            io.read_to(&n_seq_id, sizeof(n_seq_id));
+
+            cell.pos = pos;
+
+            for (uint32_t j = 0; j < n_seq_id; ++j) {
+                llama_seq_id seq_id;
+                io.read_to(&seq_id, sizeof(seq_id));
+
+                // TODO: llama_kv_cache_unified should have a notion of max sequences
+                //if (seq_id < 0 || (uint32_t) seq_id >= llama_n_seq_max(ctx)) {
+                if (seq_id < 0) {
+                    //LLAMA_LOG_ERROR("%s: invalid seq_id, %d is out of range [0, %u)\n", __func__, seq_id, llama_n_seq_max(ctx));
+                    LLAMA_LOG_ERROR("%s: invalid seq_id, %d is out of range [0, inf)\n", __func__, seq_id);
+                    return false;
+                }
+
+                cell.seq_id.insert(seq_id);
+            }
+        }
+
+        head = 0;
+        used = cell_count;
+    }
+
+    return true;
+}
+
+bool llama_kv_cache_unified::state_read_data(llama_io_read_i & io, uint32_t cell_count) {
+    uint32_t v_trans;
+    uint32_t n_layer;
+    io.read_to(&v_trans, sizeof(v_trans));
+    io.read_to(&n_layer, sizeof(n_layer));
+
+    if (n_layer != hparams.n_layer) {
+        LLAMA_LOG_ERROR("%s: mismatched layer count (%u instead of %u)\n", __func__, n_layer, hparams.n_layer);
+        return false;
+    }
+    if (cell_count > size) {
+        LLAMA_LOG_ERROR("%s: not enough cells in kv cache to restore state (%u > %u)\n", __func__, cell_count, size);
+        return false;
+    }
+    if (this->v_trans != (bool) v_trans) {
+        LLAMA_LOG_ERROR("%s: incompatible V transposition\n", __func__);
+        return false;
+    }
+
+    // For each layer, read the keys for each cell, one row is one cell, read as one contiguous block
+    for (uint32_t il = 0; il < n_layer; ++il) {
+        const uint32_t n_embd_k_gqa = hparams.n_embd_k_gqa(il) + hparams.n_embd_k_s();
+
+        // Read type of key
+        int32_t k_type_i_ref;
+        io.read_to(&k_type_i_ref, sizeof(k_type_i_ref));
+        const int32_t k_type_i = (int32_t) k_l[il]->type;
+        if (k_type_i != k_type_i_ref) {
+            LLAMA_LOG_ERROR("%s: mismatched key type (%d != %d, layer %d)\n", __func__, k_type_i, k_type_i_ref, il);
+            return false;
+        }
+
+        // Read row size of key
+        uint64_t k_size_row_ref;
+        io.read_to(&k_size_row_ref, sizeof(k_size_row_ref));
+        const size_t k_size_row = ggml_row_size(k_l[il]->type, n_embd_k_gqa);
+        if (k_size_row != k_size_row_ref) {
+            LLAMA_LOG_ERROR("%s: mismatched key row size (%zu != %zu, layer %d)\n", __func__, k_size_row, (size_t) k_size_row_ref, il);
+            return false;
+        }
+
+        if (cell_count) {
+            // Read and set the keys for the whole cell range
+            ggml_backend_tensor_set(k_l[il], io.read(cell_count * k_size_row), head * k_size_row, cell_count * k_size_row);
+        }
+    }
+
+    if (!this->v_trans) {
+        for (uint32_t il = 0; il < n_layer; ++il) {
+            const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(il) + hparams.n_embd_v_s();
+
+            // Read type of value
+            int32_t v_type_i_ref;
+            io.read_to(&v_type_i_ref, sizeof(v_type_i_ref));
+            const int32_t v_type_i = (int32_t)v_l[il]->type;
+            if (v_type_i != v_type_i_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched value type (%d != %d, layer %d)\n", __func__, v_type_i, v_type_i_ref, il);
+                return false;
+            }
+
+            // Read row size of value
+            uint64_t v_size_row_ref;
+            io.read_to(&v_size_row_ref, sizeof(v_size_row_ref));
+            const size_t v_size_row = ggml_row_size(v_l[il]->type, n_embd_v_gqa);
+            if (v_size_row != v_size_row_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched value row size (%zu != %zu, layer %d)\n", __func__, v_size_row, (size_t) v_size_row_ref, il);
+                return false;
+            }
+
+            if (cell_count) {
+                // Read and set the values for the whole cell range
+                ggml_backend_tensor_set(v_l[il], io.read(cell_count * v_size_row), head * v_size_row, cell_count * v_size_row);
+            }
+        }
+    } else {
+        // For each layer, read the values for each cell (transposed)
+        for (uint32_t il = 0; il < n_layer; ++il) {
+            const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(il) + hparams.n_embd_v_s();
+
+            // Read type of value
+            int32_t v_type_i_ref;
+            io.read_to(&v_type_i_ref, sizeof(v_type_i_ref));
+            const int32_t v_type_i = (int32_t)v_l[il]->type;
+            if (v_type_i != v_type_i_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched value type (%d != %d, layer %d)\n", __func__, v_type_i, v_type_i_ref, il);
+                return false;
+            }
+
+            // Read element size of value
+            uint32_t v_size_el_ref;
+            io.read_to(&v_size_el_ref, sizeof(v_size_el_ref));
+            const size_t v_size_el = ggml_type_size(v_l[il]->type);
+            if (v_size_el != v_size_el_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched value element size (%zu != %zu, layer %d)\n", __func__, v_size_el, (size_t) v_size_el_ref, il);
+                return false;
+            }
+
+            // Read GQA embedding size
+            uint32_t n_embd_v_gqa_ref;
+            io.read_to(&n_embd_v_gqa_ref, sizeof(n_embd_v_gqa_ref));
+            if (n_embd_v_gqa != n_embd_v_gqa_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched GQA embedding size (%u != %u, layer %d)\n", __func__, n_embd_v_gqa, n_embd_v_gqa_ref, il);
+                return false;
+            }
+
+            if (cell_count) {
+                // For each row in the transposed matrix, read the values for the whole cell range
+                for (uint32_t j = 0; j < n_embd_v_gqa; ++j) {
+                    const size_t dst_offset = (head + j * size) * v_size_el;
+                    ggml_backend_tensor_set(v_l[il], io.read(cell_count * v_size_el), dst_offset, cell_count * v_size_el);
+                }
+            }
+        }
+    }
+
+    return true;
+}
+
+//
+// llama_kv_cache_recurrent
+//
+
+llama_kv_cache_recurrent::llama_kv_cache_recurrent(
+        const llama_model & model,
+                ggml_type   type_k,
+                ggml_type   type_v,
+                     bool   offload,
+                 uint32_t   kv_size) : hparams(model.hparams) {
+    const int32_t n_layer = hparams.n_layer;
+
+    LLAMA_LOG_INFO("%s: kv_size = %d, type_k = '%s', type_v = '%s', n_layer = %d\n",
+            __func__, kv_size, ggml_type_name(type_k), ggml_type_name(type_v), n_layer);
+
+    head = 0;
+    size = kv_size;
+    used = 0;
+
+    this->type_k = type_k;
+    this->type_v = type_v;
+
+    cells.clear();
+    cells.resize(kv_size);
+
+    // create a context for each buffer type
+    std::map<ggml_backend_buffer_type_t, ggml_context *> ctx_map;
+    auto ctx_for_buft = [&](ggml_backend_buffer_type_t buft) -> ggml_context * {
+        auto it = ctx_map.find(buft);
+        if (it == ctx_map.end()) {
+            ggml_init_params params = {
+                /*.mem_size   =*/ size_t(2u*n_layer*ggml_tensor_overhead()),
+                /*.mem_buffer =*/ NULL,
+                /*.no_alloc   =*/ true,
+            };
+
+            ggml_context * ctx = ggml_init(params);
+            if (!ctx) {
+                return nullptr;
+            }
+
+            ctx_map[buft] = ctx;
+            ctxs.emplace_back(ctx);
+
+            return ctx;
+        }
+
+        return it->second;
+    };
+
+    k_l.reserve(n_layer);
+    v_l.reserve(n_layer);
+
+    for (int i = 0; i < n_layer; i++) {
+        const uint32_t n_embd_k_gqa = hparams.n_embd_k_gqa(i) + hparams.n_embd_k_s();
+        const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(i) + hparams.n_embd_v_s();
+
+        const char * dev_name = "CPU";
+
+        ggml_backend_buffer_type_t buft = ggml_backend_cpu_buffer_type();
+
+        if (offload) {
+            auto * dev = model.dev_layer(i);
+            buft = ggml_backend_dev_buffer_type(dev);
+
+            dev_name = ggml_backend_dev_name(dev);
+        }
+
+        LLAMA_LOG_DEBUG("%s, layer %3d: dev = %s\n", __func__, i, dev_name);
+
+        ggml_context * ctx = ctx_for_buft(buft);
+        if (!ctx) {
+            throw std::runtime_error("failed to create ggml context for kv cache");
+        }
+
+        ggml_tensor * k = ggml_new_tensor_1d(ctx, type_k, n_embd_k_gqa*kv_size);
+        ggml_tensor * v = ggml_new_tensor_1d(ctx, type_v, n_embd_v_gqa*kv_size);
+        ggml_format_name(k, "cache_k_l%d", i);
+        ggml_format_name(v, "cache_v_l%d", i);
+        k_l.push_back(k);
+        v_l.push_back(v);
+    }
+
+    // allocate tensors and initialize the buffers to avoid NaNs in the padding
+    for (auto it : ctx_map) {
+        auto * buft = it.first;
+        auto * ctx  = it.second;
+
+        ggml_backend_buffer_t buf = ggml_backend_alloc_ctx_tensors_from_buft(ctx, buft);
+        if (!buf) {
+            throw std::runtime_error("failed to allocate buffer for kv cache");
+        }
+        ggml_backend_buffer_clear(buf, 0);
+        LLAMA_LOG_INFO("%s: %10s KV buffer size = %8.2f MiB\n", __func__, ggml_backend_buffer_name(buf), ggml_backend_buffer_get_size(buf)/1024.0/1024.0);
+        bufs.emplace_back(buf);
+    }
+
+    {
+        const size_t memory_size_k = size_k_bytes();
+        const size_t memory_size_v = size_v_bytes();
+
+        LLAMA_LOG_INFO("%s: KV self size  = %7.2f MiB, K (%s): %7.2f MiB, V (%s): %7.2f MiB\n", __func__,
+                (float)(memory_size_k + memory_size_v) / (1024.0f * 1024.0f),
+                ggml_type_name(type_k), (float)memory_size_k / (1024.0f * 1024.0f),
+                ggml_type_name(type_v), (float)memory_size_v / (1024.0f * 1024.0f));
+    }
+}
+
+void llama_kv_cache_recurrent::clear() {
+    for (int32_t i = 0; i < (int32_t) size; ++i) {
+        cells[i].pos = -1;
+        cells[i].seq_id.clear();
+        cells[i].src = -1;
+        cells[i].tail = -1;
+    }
+    head = 0;
+    used = 0;
+
+    for (auto & buf : bufs) {
+        ggml_backend_buffer_clear(buf.get(), 0);
+    }
+}
+
+bool llama_kv_cache_recurrent::seq_rm(llama_seq_id seq_id, llama_pos p0, llama_pos p1) {
+    uint32_t new_head = size;
+
+    if (p0 < 0) {
+        p0 = 0;
+    }
+
+    if (p1 < 0) {
+        p1 = std::numeric_limits<llama_pos>::max();
+    }
+
+    // models like Mamba or RWKV can't have a state partially erased
+    if (seq_id >= (int64_t) size) {
+        // could be fatal
+        return false;
+    }
+    if (0 <= seq_id) {
+        int32_t & tail_id = cells[seq_id].tail;
+        if (tail_id >= 0) {
+            const kv_cell & cell = cells[tail_id];
+            // partial intersection is invalid
+            if ((0 < p0 && p0 <= cell.pos) || (0 < p1 && p1 <= cell.pos)) {
+                return false;
+            }
+            // invalidate tails which will be cleared
+            if (p0 <= cell.pos && cell.pos < p1) {
+                tail_id = -1;
+            }
+        }
+    } else {
+        // seq_id is negative, then the range should include everything or nothing
+        if (p0 != p1 && (p0 != 0 || p1 != std::numeric_limits<llama_pos>::max())) {
+            return false;
+        }
+    }
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if (cells[i].pos >= p0 && cells[i].pos < p1) {
+            if (seq_id < 0) {
+                cells[i].seq_id.clear();
+            } else if (cells[i].has_seq_id(seq_id)) {
+                cells[i].seq_id.erase(seq_id);
+            } else {
+                continue;
+            }
+            if (cells[i].is_empty()) {
+                // keep count of the number of used cells
+                if (cells[i].pos >= 0) {
+                    used--;
+                }
+                cells[i].pos = -1;
+                cells[i].src = -1;
+                if (new_head == size) {
+                    new_head = i;
+                }
+            }
+        }
+    }
+
+    // If we freed up a slot, set head to it so searching can start there.
+    if (new_head != size && new_head < head) {
+        head = new_head;
+    }
+
+    return true;
+}
+
+void llama_kv_cache_recurrent::seq_cp(llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) {
+    if (seq_id_src == seq_id_dst) {
+        return;
+    }
+
+    if (p0 < 0) {
+        p0 = 0;
+    }
+
+    if (p1 < 0) {
+        p1 = std::numeric_limits<llama_pos>::max();
+    }
+
+    if ((uint32_t) seq_id_dst < size && (uint32_t) seq_id_src < size) {
+        kv_cell & tail_src = cells[seq_id_src];
+        kv_cell & tail_dst = cells[seq_id_dst];
+        if (tail_dst.tail >= 0) {
+            // clear destination seq_id if it wasn't empty
+            kv_cell & cell_dst = cells[tail_dst.tail];
+
+            cell_dst.seq_id.erase(seq_id_dst);
+            tail_dst.tail = -1;
+            if (cell_dst.seq_id.empty()) {
+                cell_dst.pos = -1;
+                cell_dst.src = -1;
+                used -= 1;
+            }
+        }
+        if (tail_src.tail >= 0) {
+            kv_cell & cell_src = cells[tail_src.tail];
+
+            cell_src.seq_id.insert(seq_id_dst);
+            tail_dst.tail = tail_src.tail;
+        }
+    }
+}
+
+void llama_kv_cache_recurrent::seq_keep(llama_seq_id seq_id) {
+    uint32_t new_head = size;
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if ((llama_seq_id) i != seq_id) {
+            cells[i].tail = -1;
+        }
+
+        if (!cells[i].has_seq_id(seq_id)) {
+            if (cells[i].pos >= 0) {
+                used--;
+            }
+
+            cells[i].pos = -1;
+            cells[i].src = -1;
+            cells[i].seq_id.clear();
+
+            if (new_head == size){
+                new_head = i;
+            }
+        } else {
+            cells[i].seq_id.clear();
+            cells[i].seq_id.insert(seq_id);
+        }
+    }
+
+    // If we freed up a slot, set head to it so searching can start there.
+    if (new_head != size && new_head < head) {
+        head = new_head;
+    }
+}
+
+void llama_kv_cache_recurrent::seq_add(llama_seq_id seq_id, llama_pos p0, llama_pos p1, llama_pos delta) {
+    if (delta == 0) {
+        return;
+    }
+
+    if (p0 < 0) {
+        p0 = 0;
+    }
+
+    if (p1 < 0) {
+        p1 = std::numeric_limits<llama_pos>::max();
+    }
+
+    // If there is no range then return early to avoid looping over the
+    if (p0 == p1) {
+        return;
+    }
+
+    // for Mamba-like or RWKV models, only the pos needs to be shifted
+    if (0 <= seq_id && seq_id < (int64_t) size) {
+        const int32_t tail_id = cells[seq_id].tail;
+        if (tail_id >= 0) {
+            kv_cell & cell = cells[tail_id];
+            if (cell.has_seq_id(seq_id) && p0 <= cell.pos && cell.pos < p1) {
+                cell.pos += delta;
+            }
+        }
+    }
+}
+
+void llama_kv_cache_recurrent::seq_div(llama_seq_id seq_id, llama_pos p0, llama_pos p1, int d) {
+    if (d == 1) {
+        return;
+    }
+
+    if (p0 < 0) {
+        p0 = 0;
+    }
+
+    if (p1 < 0) {
+        p1 = std::numeric_limits<llama_pos>::max();
+    }
+
+    // If there is no range then return early to avoid looping over the cache.
+    if (p0 == p1) {
+        return;
+    }
+
+    // for Mamba-like or RWKV models, only the pos needs to be changed
+    if (0 <= seq_id && seq_id < (int64_t) size) {
+        const int32_t tail_id = cells[seq_id].tail;
+        if (tail_id >= 0) {
+            kv_cell & cell = cells[tail_id];
+            if (cell.has_seq_id(seq_id) && p0 <= cell.pos && cell.pos < p1) {
+                cell.pos /= d;
+            }
+        }
+    }
+}
+
+llama_pos llama_kv_cache_recurrent::seq_pos_max(llama_seq_id seq_id) const {
+    llama_pos result = 0;
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if (cells[i].has_seq_id(seq_id)) {
+            result = std::max(result, cells[i].pos);
+        }
+    }
+
+    return result;
+}
+
+void llama_kv_cache_recurrent::restore() {
+    if (pending.ranges.empty()) {
+        return;
+    }
+
+    seq_rm(-1, -1, -1);
+}
+
+void llama_kv_cache_recurrent::commit() {
+    pending.ranges.clear();
+}
+
+bool llama_kv_cache_recurrent::update(llama_context & lctx) {
+    GGML_UNUSED(lctx);
+    return false;
+}
+
+void llama_kv_cache_recurrent::defrag_sched(float thold) {
+    GGML_UNUSED(thold);
+    // noop
+}
+
+void llama_kv_cache_recurrent::set_full() {
+    n = size;
+}
+
+llama_sbatch llama_kv_cache_recurrent::sbatch_init(
+        const llama_batch & batch,
+        bool logits_all) {
+    return llama_sbatch(batch, hparams.n_embd, false, logits_all);
+}
+
+llama_ubatch llama_kv_cache_recurrent::ubatch_next(llama_sbatch & sbatch, uint32_t n_ubatch, bool embd_pooled) const {
+    if (embd_pooled) {
+        // Pooled embeddings cannot be split across ubatches (yet)
+        return sbatch.split_seq(n_ubatch);
+    }
+
+    return sbatch.split_equal(n_ubatch);
+}
+
+bool llama_kv_cache_recurrent::find_slot(
+       const llama_ubatch & ubatch) {
+    const uint32_t n_tokens = ubatch.n_tokens;
+    const uint32_t n_seqs   = ubatch.n_seqs;
+
+    const uint32_t n_seq_tokens = ubatch.n_seq_tokens;
+
+    // if we have enough unused cells before the current head ->
+    //   better to start searching from the beginning of the cache, hoping to fill it
+    if (head > used + 2*n_tokens) {
+        head = 0;
+    }
+
+    // For recurrent state architectures (like Mamba or RWKV),
+    // each cache cell can store the state for a whole sequence.
+    // A slot should be always be contiguous.
+
+    // can only process batches with an equal number of new tokens in each sequence
+    GGML_ASSERT(ubatch.equal_seqs);
+
+    int32_t min = size - 1;
+    int32_t max = 0;
+
+    // everything should fit if all seq_ids are smaller than the max
+    for (uint32_t s = 0; s < n_seqs; ++s) {
+        const uint32_t n_seq_id = ubatch.n_seq_id[s];
+        for (uint32_t j = 0; j < n_seq_id; ++j) {
+            const llama_seq_id seq_id = ubatch.seq_id[s][j];
+
+            if (seq_id < 0 || (uint32_t) seq_id >= size) {
+                // too big seq_id
+                // TODO: would it be possible to resize the cache instead?
+                LLAMA_LOG_ERROR("%s: seq_id=%d >= n_seq_max=%d Try using a bigger --parallel value\n", __func__, seq_id, size);
+                return false;
+            }
+            if (j > 0) {
+                kv_cell & seq = cells[seq_id];
+                if (seq.tail >= 0) {
+                    kv_cell & cell = cells[seq.tail];
+                    // clear cells from seq_ids that become shared
+                    // (should not normally happen, but let's handle it anyway)
+                    cell.seq_id.erase(seq_id);
+                    seq.tail = -1;
+                    if (cell.seq_id.empty()) {
+                        cell.pos = -1;
+                        cell.src = -1;
+                        used -= 1;
+                    }
+                }
+            }
+        }
+    }
+
+#ifndef NDEBUG
+    {
+        std::vector<int32_t> tails_verif;
+        tails_verif.assign(size, -1);
+        for (uint32_t i = 0; i < size; ++i) {
+            kv_cell & cell = cells[i];
+            for (llama_seq_id seq_id : cell.seq_id) {
+                if (tails_verif[seq_id] != -1) {
+                    LLAMA_LOG_ERROR("%s: duplicate tail for seq_id %d in cell %d and %d\n", __func__, seq_id, i, tails_verif[seq_id]);
+                }
+                tails_verif[seq_id] = i;
+            }
+        }
+        for (uint32_t i = 0; i < size; ++i) {
+            if (tails_verif[i] != cells[i].tail) {
+                LLAMA_LOG_ERROR("%s: wrong tail for seq_id %d, (%d instead of %d)\n", __func__, i, cells[i].tail, tails_verif[i]);
+            }
+        }
+    }
+#endif
+
+    // find next empty cell
+    uint32_t next_empty_cell = head;
+
+    for (uint32_t i = 0; i < size; ++i) {
+        if (next_empty_cell >= size) { next_empty_cell -= size; }
+        kv_cell & cell = cells[next_empty_cell];
+        if (cell.is_empty()) { break; }
+        next_empty_cell += 1;
+    }
+
+    // find usable cell range
+    for (uint32_t s = 0; s < n_seqs; ++s) {
+        const llama_seq_id seq_id = ubatch.seq_id[s][0];
+        kv_cell & seq_meta = cells[seq_id];
+        bool has_cell = false;
+        if (seq_meta.tail >= 0) {
+            kv_cell & cell = cells[seq_meta.tail];
+            GGML_ASSERT(cell.has_seq_id(seq_id));
+            // does this seq_id "own" the cell?
+            if (cell.seq_id.size() == 1) { has_cell = true; }
+        }
+        if (!has_cell) {
+            kv_cell & empty_cell = cells[next_empty_cell];
+            GGML_ASSERT(empty_cell.is_empty());
+            // copy old tail into the empty cell
+            if (seq_meta.tail >= 0) {
+                kv_cell & orig_cell = cells[seq_meta.tail];
+                empty_cell.pos = orig_cell.pos;
+                empty_cell.src = orig_cell.src;
+                orig_cell.seq_id.erase(seq_id);
+                empty_cell.seq_id.insert(seq_id); // will be overwritten
+            }
+            seq_meta.tail = next_empty_cell;
+            // find next empty cell
+            if (s + 1 < n_seqs) {
+                next_empty_cell += 1;
+                for (uint32_t i = 0; i < size; ++i) {
+                    if (next_empty_cell >= size) { next_empty_cell -= size; }
+                    kv_cell & cell = cells[next_empty_cell];
+                    if (cell.is_empty()) { break; }
+                    next_empty_cell += 1;
+                }
+            }
+        }
+        if (min > seq_meta.tail) { min = seq_meta.tail; }
+        if (max < seq_meta.tail) { max = seq_meta.tail; }
+    }
+
+    // gather and re-order
+    for (uint32_t s = 0; s < n_seqs; ++s) {
+        int32_t dst_id = s + min;
+        int32_t src_id = cells[ubatch.seq_id[s][0]].tail;
+        if (dst_id != src_id) {
+            kv_cell & dst_cell = cells[dst_id];
+            kv_cell & src_cell = cells[src_id];
+
+            std::swap(dst_cell.pos, src_cell.pos);
+            std::swap(dst_cell.src, src_cell.src);
+            std::swap(dst_cell.seq_id, src_cell.seq_id);
+
+            // swap tails (assuming they NEVER overlap)
+            for (const llama_seq_id seq_id : src_cell.seq_id) {
+                cells[seq_id].tail = src_id;
+            }
+            for (const llama_seq_id seq_id : dst_cell.seq_id) {
+                cells[seq_id].tail = dst_id;
+            }
+        }
+    }
+
+    // update the pos of the used seqs
+    for (uint32_t s = 0; s < n_seqs; ++s) {
+        const llama_pos last_pos = ubatch.pos[n_seq_tokens * s + n_seq_tokens - 1];
+        int32_t cell_id = s + min;
+        kv_cell & cell = cells[cell_id];
+
+        if (cell.pos >= 0 && last_pos != cell.pos + (llama_pos) n_seq_tokens) {
+            // What should happen when the pos backtracks or skips a value?
+            // Clearing the state mid-batch would require special-casing which isn't done.
+            LLAMA_LOG_WARN("%s: non-consecutive token position %d after %d for sequence %d with %u new tokens\n",
+                __func__, last_pos, cell.pos, ubatch.seq_id[s][0], n_seq_tokens);
+        }
+        cell.pos = last_pos;
+        cell.seq_id.clear();
+        for (int32_t j = 0; j < ubatch.n_seq_id[s]; ++j) {
+            const llama_seq_id seq_id = ubatch.seq_id[s][j];
+            cell.seq_id.insert(seq_id);
+            cells[seq_id].tail = cell_id;
+        }
+    }
+
+    // allow getting the range of used cells, from head to head + n
+    head = min;
+    n    = max - min + 1;
+    used = std::count_if(cells.begin(), cells.end(),
+        [](const kv_cell & cell){ return !cell.is_empty(); });
+
+    // sanity check
+    return n >= n_seqs;
+}
+
+int32_t llama_kv_cache_recurrent::get_n_tokens() const {
+    int32_t result = 0;
+
+    for (uint32_t i = 0; i < size; i++) {
+        result += cells[i].seq_id.size();
+    }
+
+    return result;
+}
+
+int32_t llama_kv_cache_recurrent::get_used_cells() const {
+    return used;
+}
+
+llama_pos llama_kv_cache_recurrent::get_pos_max() const {
+    llama_pos pos_max = -1;
+    for (const auto & cell : cells) {
+        pos_max = std::max(pos_max, cell.pos);
+    }
+
+    return pos_max;
+}
+
+bool llama_kv_cache_recurrent::get_can_shift() const {
+    return false;
+}
+
+int32_t llama_kv_cache_recurrent::s_copy(int i) const {
+    const uint32_t cell_id = i + head;
+
+    //////////////////////////////////////////////
+    // TODO: this should not mutate the KV cache !
+    kv_cell & cell = const_cast<kv_cell &>(cells[cell_id]);
+
+    // prevent out-of-bound sources
+    if (cell.src < 0 || (uint32_t) cell.src >= size) {
+        cell.src = cell_id;
+    }
+
+    int32_t res = cell.src;
+
+    // TODO: do not mutate the KV cache
+    // ensure copy only happens once
+    if (cell.src != (int32_t) cell_id) {
+        cell.src = cell_id;
+    }
+
+    return res;
+}
+
+float llama_kv_cache_recurrent::s_mask(int i) const {
+    const uint32_t cell_id = i + head;
+
+    //////////////////////////////////////////////
+    // TODO: this should not mutate the KV cache !
+    kv_cell & cell = const_cast<kv_cell &>(cells[cell_id]);
+
+    float res = (float) (cell.src >= 0);
+
+    // only clear once
+    if (cell.src < 0) {
+        cell.src = cell_id;
+    }
+
+    return res;
+}
+
+uint32_t llama_kv_cache_recurrent::cell_max() const {
+    for (uint32_t i = size; i > 0; --i) {
+        const kv_cell & cell = cells[i - 1];
+
+        if (cell.pos >= 0 && !cell.is_empty()) {
+            return i;
+        }
+    }
+
+    return 0;
+}
+
+size_t llama_kv_cache_recurrent::total_size() const {
+    size_t size = 0;
+    for (const auto & buf : bufs) {
+        size += ggml_backend_buffer_get_size(buf.get());
+    }
+
+    return size;
+}
+
+size_t llama_kv_cache_recurrent::size_k_bytes() const {
+    size_t size_k_bytes = 0;
+
+    for (const auto & k : k_l) {
+        size_k_bytes += ggml_nbytes(k);
+    }
+
+    return size_k_bytes;
+}
+
+size_t llama_kv_cache_recurrent::size_v_bytes() const {
+    size_t size_v_bytes = 0;
+
+    for (const auto & v : v_l) {
+        size_v_bytes += ggml_nbytes(v);
+    }
+
+    return size_v_bytes;
+}
+
+void llama_kv_cache_recurrent::state_write(llama_io_write_i & io, llama_seq_id seq_id) const {
+    std::vector<std::pair<uint32_t, uint32_t>> cell_ranges; // ranges, from inclusive, to exclusive
+    uint32_t cell_count = 0;
+
+    // Count the number of cells with the specified seq_id
+    // Find all the ranges of cells with this seq id (or all, when -1)
+    uint32_t cell_range_begin = size;
+    for (uint32_t i = 0; i < size; ++i) {
+        const auto & cell = cells[i];
+        if ((seq_id == -1 && !cell.is_empty()) || cell.has_seq_id(seq_id)) {
+            ++cell_count;
+            if (cell_range_begin == size) {
+                cell_range_begin = i;
+            }
+        } else {
+            if (cell_range_begin != size) {
+                cell_ranges.emplace_back(cell_range_begin, i);
+                cell_range_begin = size;
+            }
+        }
+    }
+    if (cell_range_begin != size) {
+        cell_ranges.emplace_back(cell_range_begin, size);
+    }
+
+    // DEBUG CHECK: Sum of cell counts in ranges should equal the total cell count
+    uint32_t cell_count_check = 0;
+    for (const auto & range : cell_ranges) {
+        cell_count_check += range.second - range.first;
+    }
+    GGML_ASSERT(cell_count == cell_count_check);
+
+    io.write(&cell_count, sizeof(cell_count));
+
+    state_write_meta(io, cell_ranges, seq_id);
+    state_write_data(io, cell_ranges);
+}
+
+void llama_kv_cache_recurrent::state_read(llama_io_read_i & io, llama_seq_id seq_id) {
+    uint32_t cell_count;
+    io.read_to(&cell_count, sizeof(cell_count));
+
+    bool res = true;
+    res = res && state_read_meta(io, cell_count, seq_id);
+    res = res && state_read_data(io, cell_count);
+
+    if (!res) {
+        if (seq_id == -1) {
+            clear();
+        } else {
+            seq_rm(seq_id, -1, -1);
+        }
+        throw std::runtime_error("failed to restore kv cache");
+    }
+}
+
+void llama_kv_cache_recurrent::state_write_meta(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges, llama_seq_id seq_id) const {
+    for (const auto & range : cell_ranges) {
+        for (uint32_t i = range.first; i < range.second; ++i) {
+            const auto & cell = cells[i];
+            const llama_pos pos      = cell.pos;
+            const uint32_t  n_seq_id = seq_id == -1 ? cell.seq_id.size() : 0;
+
+            io.write(&pos,      sizeof(pos));
+            io.write(&n_seq_id, sizeof(n_seq_id));
+
+            if (n_seq_id) {
+                for (auto seq_id : cell.seq_id) {
+                    io.write(&seq_id, sizeof(seq_id));
+                }
+            }
+        }
+    }
+}
+
+void llama_kv_cache_recurrent::state_write_data(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges) const {
+    const uint32_t v_trans = 0;
+    const uint32_t n_layer = hparams.n_layer;
+
+    io.write(&v_trans, sizeof(v_trans));
+    io.write(&n_layer, sizeof(n_layer));
+
+    std::vector<uint8_t> tmp_buf;
+
+    // Iterate and write all the keys first, each row is a cell
+    // Get whole range at a time
+    for (uint32_t il = 0; il < n_layer; ++il) {
+        const uint32_t n_embd_k_gqa = hparams.n_embd_k_gqa(il) + hparams.n_embd_k_s();
+
+        // Write key type
+        const int32_t k_type_i = (int32_t)k_l[il]->type;
+        io.write(&k_type_i, sizeof(k_type_i));
+
+        // Write row size of key
+        const uint64_t k_size_row = ggml_row_size(k_l[il]->type, n_embd_k_gqa);
+        io.write(&k_size_row, sizeof(k_size_row));
+
+        // Read each range of cells of k_size length each into tmp_buf and write out
+        for (const auto & range : cell_ranges) {
+            const size_t range_size = range.second - range.first;
+            const size_t buf_size = range_size * k_size_row;
+            io.write_tensor(k_l[il], range.first * k_size_row, buf_size);
+        }
+    }
+
+    if (!v_trans) {
+        for (uint32_t il = 0; il < n_layer; ++il) {
+            const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(il) + hparams.n_embd_v_s();
+
+            // Write value type
+            const int32_t v_type_i = (int32_t)v_l[il]->type;
+            io.write(&v_type_i, sizeof(v_type_i));
+
+            // Write row size of value
+            const uint64_t v_size_row = ggml_row_size(v_l[il]->type, n_embd_v_gqa);
+            io.write(&v_size_row, sizeof(v_size_row));
+
+            // Read each range of cells of v_size length each into tmp_buf and write out
+            for (const auto & range : cell_ranges) {
+                const size_t range_size = range.second - range.first;
+                const size_t buf_size = range_size * v_size_row;
+                io.write_tensor(v_l[il], range.first * v_size_row, buf_size);
+            }
+        }
+    } else {
+        // When v is transposed, we also need the element size and get the element ranges from each row
+        const uint32_t kv_size = size;
+        for (uint32_t il = 0; il < n_layer; ++il) {
+            const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(il) + hparams.n_embd_v_s();
+
+            // Write value type
+            const int32_t v_type_i = (int32_t)v_l[il]->type;
+            io.write(&v_type_i, sizeof(v_type_i));
+
+            // Write element size
+            const uint32_t v_size_el = ggml_type_size(v_l[il]->type);
+            io.write(&v_size_el, sizeof(v_size_el));
+
+            // Write GQA embedding size
+            io.write(&n_embd_v_gqa, sizeof(n_embd_v_gqa));
+
+            // For each row, we get the element values of each cell
+            for (uint32_t j = 0; j < n_embd_v_gqa; ++j) {
+                // Read each range of cells of v_size_el length each into tmp_buf and write out
+                for (const auto & range : cell_ranges) {
+                    const size_t range_size = range.second - range.first;
+                    const size_t src_offset = (range.first + j * kv_size) * v_size_el;
+                    const size_t buf_size = range_size * v_size_el;
+                    io.write_tensor(v_l[il], src_offset, buf_size);
+                }
+            }
+        }
+    }
+}
+
+bool llama_kv_cache_recurrent::state_read_meta(llama_io_read_i & io, uint32_t cell_count, llama_seq_id dest_seq_id) {
+    if (dest_seq_id != -1) {
+        // single sequence
+
+        seq_rm(dest_seq_id, -1, -1);
+
+        llama_sbatch sbatch;
+        llama_ubatch batch = sbatch.reserve_ubatch(cell_count, /* has_embd */ false);
+
+        batch.n_tokens = cell_count;
+        batch.n_seq_tokens = cell_count;
+        batch.n_seqs = 1;
+
+        for (uint32_t i = 0; i < cell_count; ++i) {
+            llama_pos pos;
+            uint32_t n_seq_id;
+
+            io.read_to(&pos,      sizeof(pos));
+            io.read_to(&n_seq_id, sizeof(n_seq_id));
+
+            if (n_seq_id != 0) {
+                LLAMA_LOG_ERROR("%s: invalid seq_id-agnostic kv cell\n", __func__);
+                return false;
+            }
+
+            batch.pos[i] = pos;
+        }
+        batch.n_seq_id[0] = 1;
+        batch.seq_id[0] = &dest_seq_id;
+        if (!find_slot(batch)) {
+            LLAMA_LOG_ERROR("%s: failed to find available cells in kv cache\n", __func__);
+            return false;
+        }
+        commit();
+
+        // DEBUG CHECK: kv.head should be our first cell, kv.head + cell_count - 1 should be our last cell (verify seq_id and pos values)
+        // Assume that this is one contiguous block of cells
+        GGML_ASSERT(head + cell_count <= size);
+        GGML_ASSERT(cells[head].pos == batch.pos[0]);
+        GGML_ASSERT(cells[head + cell_count - 1].pos == batch.pos[cell_count - 1]);
+        GGML_ASSERT(cells[head].has_seq_id(dest_seq_id));
+        GGML_ASSERT(cells[head + cell_count - 1].has_seq_id(dest_seq_id));
+    } else {
+        // whole KV cache restore
+
+        if (cell_count > size) {
+            LLAMA_LOG_ERROR("%s: not enough cells in kv cache\n", __func__);
+            return false;
+        }
+
+        clear();
+
+        for (uint32_t i = 0; i < cell_count; ++i) {
+            kv_cell & cell = cells[i];
+
+            llama_pos pos;
+            uint32_t  n_seq_id;
+
+            io.read_to(&pos,      sizeof(pos));
+            io.read_to(&n_seq_id, sizeof(n_seq_id));
+
+            cell.pos = pos;
+
+            for (uint32_t j = 0; j < n_seq_id; ++j) {
+                llama_seq_id seq_id;
+                io.read_to(&seq_id, sizeof(seq_id));
+
+                // TODO: llama_kv_cache_recurrent should have a notion of max sequences
+                //if (seq_id < 0 || (uint32_t) seq_id >= llama_n_seq_max(ctx)) {
+                if (seq_id < 0) {
+                    //LLAMA_LOG_ERROR("%s: invalid seq_id, %d is out of range [0, %u)\n", __func__, seq_id, llama_n_seq_max(ctx));
+                    LLAMA_LOG_ERROR("%s: invalid seq_id, %d is out of range [0, inf)\n", __func__, seq_id);
+                    return false;
+                }
+
+                cell.seq_id.insert(seq_id);
+
+                int32_t & tail = cells[seq_id].tail;
+                if (tail != -1) {
+                    LLAMA_LOG_ERROR("%s: duplicate tail for seq_id %d in cell %d and %d\n", __func__, seq_id, i, tail);
+                    return false;
+                }
+                tail = i;
+            }
+        }
+
+        head = 0;
+        used = cell_count;
+    }
+
+    for (uint32_t i = 0; i < cell_count; ++i) {
+        uint32_t cell_id = head + i;
+        // make sure the recurrent states will keep their restored state
+        cells[cell_id].src = cell_id;
+    }
+
+    return true;
+}
+
+bool llama_kv_cache_recurrent::state_read_data(llama_io_read_i & io, uint32_t cell_count) {
+    uint32_t v_trans;
+    uint32_t n_layer;
+    io.read_to(&v_trans, sizeof(v_trans));
+    io.read_to(&n_layer, sizeof(n_layer));
+
+    if (n_layer != hparams.n_layer) {
+        LLAMA_LOG_ERROR("%s: mismatched layer count (%u instead of %u)\n", __func__, n_layer, hparams.n_layer);
+        return false;
+    }
+    if (cell_count > size) {
+        LLAMA_LOG_ERROR("%s: not enough cells in kv cache to restore state (%u > %u)\n", __func__, cell_count, size);
+        return false;
+    }
+    if (false != (bool) v_trans) {
+        LLAMA_LOG_ERROR("%s: incompatible V transposition\n", __func__);
+        return false;
+    }
+
+    // For each layer, read the keys for each cell, one row is one cell, read as one contiguous block
+    for (uint32_t il = 0; il < n_layer; ++il) {
+        const uint32_t n_embd_k_gqa = hparams.n_embd_k_gqa(il) + hparams.n_embd_k_s();
+
+        // Read type of key
+        int32_t k_type_i_ref;
+        io.read_to(&k_type_i_ref, sizeof(k_type_i_ref));
+        const int32_t k_type_i = (int32_t) k_l[il]->type;
+        if (k_type_i != k_type_i_ref) {
+            LLAMA_LOG_ERROR("%s: mismatched key type (%d != %d, layer %d)\n", __func__, k_type_i, k_type_i_ref, il);
+            return false;
+        }
+
+        // Read row size of key
+        uint64_t k_size_row_ref;
+        io.read_to(&k_size_row_ref, sizeof(k_size_row_ref));
+        const size_t k_size_row = ggml_row_size(k_l[il]->type, n_embd_k_gqa);
+        if (k_size_row != k_size_row_ref) {
+            LLAMA_LOG_ERROR("%s: mismatched key row size (%zu != %zu, layer %d)\n", __func__, k_size_row, (size_t) k_size_row_ref, il);
+            return false;
+        }
+
+        if (cell_count) {
+            // Read and set the keys for the whole cell range
+            ggml_backend_tensor_set(k_l[il], io.read(cell_count * k_size_row), head * k_size_row, cell_count * k_size_row);
+        }
+    }
+
+    if (!v_trans) {
+        for (uint32_t il = 0; il < n_layer; ++il) {
+            const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(il) + hparams.n_embd_v_s();
+
+            // Read type of value
+            int32_t v_type_i_ref;
+            io.read_to(&v_type_i_ref, sizeof(v_type_i_ref));
+            const int32_t v_type_i = (int32_t)v_l[il]->type;
+            if (v_type_i != v_type_i_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched value type (%d != %d, layer %d)\n", __func__, v_type_i, v_type_i_ref, il);
+                return false;
+            }
+
+            // Read row size of value
+            uint64_t v_size_row_ref;
+            io.read_to(&v_size_row_ref, sizeof(v_size_row_ref));
+            const size_t v_size_row = ggml_row_size(v_l[il]->type, n_embd_v_gqa);
+            if (v_size_row != v_size_row_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched value row size (%zu != %zu, layer %d)\n", __func__, v_size_row, (size_t) v_size_row_ref, il);
+                return false;
+            }
+
+            if (cell_count) {
+                // Read and set the values for the whole cell range
+                ggml_backend_tensor_set(v_l[il], io.read(cell_count * v_size_row), head * v_size_row, cell_count * v_size_row);
+            }
+        }
+    } else {
+        // For each layer, read the values for each cell (transposed)
+        for (uint32_t il = 0; il < n_layer; ++il) {
+            const uint32_t n_embd_v_gqa = hparams.n_embd_v_gqa(il) + hparams.n_embd_v_s();
+
+            // Read type of value
+            int32_t v_type_i_ref;
+            io.read_to(&v_type_i_ref, sizeof(v_type_i_ref));
+            const int32_t v_type_i = (int32_t)v_l[il]->type;
+            if (v_type_i != v_type_i_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched value type (%d != %d, layer %d)\n", __func__, v_type_i, v_type_i_ref, il);
+                return false;
+            }
+
+            // Read element size of value
+            uint32_t v_size_el_ref;
+            io.read_to(&v_size_el_ref, sizeof(v_size_el_ref));
+            const size_t v_size_el = ggml_type_size(v_l[il]->type);
+            if (v_size_el != v_size_el_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched value element size (%zu != %zu, layer %d)\n", __func__, v_size_el, (size_t) v_size_el_ref, il);
+                return false;
+            }
+
+            // Read GQA embedding size
+            uint32_t n_embd_v_gqa_ref;
+            io.read_to(&n_embd_v_gqa_ref, sizeof(n_embd_v_gqa_ref));
+            if (n_embd_v_gqa != n_embd_v_gqa_ref) {
+                LLAMA_LOG_ERROR("%s: mismatched GQA embedding size (%u != %u, layer %d)\n", __func__, n_embd_v_gqa, n_embd_v_gqa_ref, il);
+                return false;
+            }
+
+            if (cell_count) {
+                // For each row in the transposed matrix, read the values for the whole cell range
+                for (uint32_t j = 0; j < n_embd_v_gqa; ++j) {
+                    const size_t dst_offset = (head + j * size) * v_size_el;
+                    ggml_backend_tensor_set(v_l[il], io.read(cell_count * v_size_el), dst_offset, cell_count * v_size_el);
+                }
+            }
+        }
+    }
+
+    return true;
+}
+
+//
+// kv cache view
+//
+
+llama_kv_cache_view llama_kv_cache_view_init(const llama_kv_cache & kv, int32_t n_seq_max) {
+    llama_kv_cache_view result = {
+        /*.n_cells            = */ 0,
+        /*.n_seq_max          = */ n_seq_max,
+        /*.token_count        = */ 0,
+        /*.used_cells         = */ kv.get_used_cells(),
+        /*.max_contiguous     = */ 0,
+        /*.max_contiguous_idx = */ -1,
+        /*.cells              = */ nullptr,
+        /*.cells_sequences    = */ nullptr,
+    };
+
+    return result;
+}
+
+void llama_kv_cache_view_free(llama_kv_cache_view * view) {
+    if (view->cells != nullptr) {
+        free(view->cells);
+        view->cells = nullptr;
+    }
+    if (view->cells_sequences != nullptr) {
+        free(view->cells_sequences);
+        view->cells_sequences = nullptr;
+    }
+}
+
+void llama_kv_cache_view_update(llama_kv_cache_view * view, const llama_kv_cache * kv) {
+    // TODO: rework this in the future, for now quick hack
+    const llama_kv_cache_unified * kvu = dynamic_cast<const llama_kv_cache_unified *>(kv);
+    if (kvu == nullptr) {
+        LLAMA_LOG_ERROR("%s: the kv_cache_view currently works only with llama_kv_cache_unified\n", __func__);
+        return;
+    }
+
+    if (uint32_t(view->n_cells) < kvu->size || view->cells == nullptr) {
+        view->n_cells = int32_t(kvu->size);
+        void * p = realloc(view->cells, sizeof(llama_kv_cache_view_cell) * view->n_cells);
+        GGML_ASSERT(p != nullptr && "Failed to alloc kv_cache_view cells");
+        view->cells = (llama_kv_cache_view_cell *)p;
+        p = realloc(view->cells_sequences, sizeof(llama_seq_id) * view->n_seq_max * view->n_cells);
+        GGML_ASSERT(p != nullptr && "Failed to alloc kv_cache_view cells sequences");
+        view->cells_sequences = (llama_seq_id *)p;
+    }
+
+    const std::vector<llama_kv_cache_unified::kv_cell> & kv_cells = kvu->cells;
+    llama_kv_cache_view_cell * c_curr = view->cells;
+    llama_seq_id * cs_curr = view->cells_sequences;
+    int32_t used_cells = 0;
+    int32_t token_count = 0;
+    int32_t curr_contig_idx = -1;
+    uint32_t max_contig = 0;
+    int32_t max_contig_idx = -1;
+
+    for (int32_t i = 0; i < int32_t(kvu->size); i++, c_curr++, cs_curr += view->n_seq_max) {
+        const size_t curr_size = kv_cells[i].seq_id.size();
+        token_count += curr_size;
+        c_curr->pos = kv_cells[i].pos + kv_cells[i].delta;
+
+        if (curr_size > 0) {
+            if (curr_contig_idx >= 0 && uint32_t(i - curr_contig_idx) > max_contig) {
+                max_contig = i - curr_contig_idx;
+                max_contig_idx = curr_contig_idx;
+            }
+            curr_contig_idx = -1;
+        } else if (curr_contig_idx < 0) {
+            curr_contig_idx = i;
+        }
+
+        int seq_idx = 0;
+        for (const llama_seq_id it : kv_cells[i].seq_id) {
+            if (seq_idx >= view->n_seq_max) {
+                break;
+            }
+            cs_curr[seq_idx] = it;
+            seq_idx++;
+        }
+        if (seq_idx != 0) {
+            used_cells++;
+        }
+        for (; seq_idx < view->n_seq_max; seq_idx++) {
+            cs_curr[seq_idx] = -1;
+        }
+    }
+    if (curr_contig_idx >= 0 && kv_cells.size() - curr_contig_idx > max_contig) {
+        max_contig_idx = curr_contig_idx;
+        max_contig = kv_cells.size() - curr_contig_idx;
+    }
+    view->max_contiguous = max_contig;
+    view->max_contiguous_idx = max_contig_idx;
+    view->token_count = token_count;
+    view->used_cells = used_cells;
+    if (uint32_t(used_cells) != kvu->used) {
+        LLAMA_LOG_ERROR("%s: used cells mismatch. kv_cache says %d but we calculated %d\n",
+            __func__, kvu->used, used_cells);
+    }
+}
diff --git a/llama/llama.cpp/src/llama-kv-cache.h b/llama/llama.cpp/src/llama-kv-cache.h
new file mode 100644
index 0000000..928b971
--- /dev/null
+++ b/llama/llama.cpp/src/llama-kv-cache.h
@@ -0,0 +1,413 @@
+#pragma once
+
+#include "llama.h"
+#include "llama-io.h"
+#include "llama-graph.h"
+#include "llama-memory.h"
+
+#include "ggml-cpp.h"
+
+#include <set>
+#include <vector>
+
+struct llama_cparams;
+struct llama_hparams;
+struct llama_ubatch;
+struct llama_sbatch;
+struct llama_model;
+struct llama_context;
+
+struct llama_kv_cache : public llama_memory_i {
+    virtual ~llama_kv_cache() = default;
+
+    // call if batch processing fails - restores the cache state
+    virtual void restore() = 0;
+
+    // call after successful batch processing - clears any pending state
+    virtual void commit()  = 0;
+
+    // process any pending defrag/shift/etc. operations
+    // optionally call once before processing a new batch
+    virtual bool update(llama_context & lctx) = 0;
+
+    // schedule a defrag if the fragmentation threshold is exceeded. otherwise, do nothing
+    virtual void defrag_sched(float thold) = 0;
+
+    // simulate full cache, used for allocating worst-case compute buffers
+    virtual void set_full() = 0;
+
+    //
+    // batch processing
+    //
+
+    virtual llama_sbatch sbatch_init(const llama_batch & batch, bool logits_all) = 0;
+
+    // different KV caches require different batch splitting strategies
+    virtual llama_ubatch ubatch_next(llama_sbatch & sbatch, uint32_t n_ubatch, bool embd_pooled) const = 0;
+
+    // find an empty slot of size "n_tokens" in the cache
+    virtual bool find_slot(const llama_ubatch & batch) = 0;
+
+    // getters
+    virtual int32_t   get_n_tokens()   const = 0;
+    virtual int32_t   get_used_cells() const = 0; // TODO: remove, this is too-specific to the unified cache
+    virtual llama_pos get_pos_max()    const = 0;
+    virtual bool      get_can_shift()  const = 0;
+
+    bool get_can_edit() const override { return get_can_shift(); }
+
+    //
+    // state write/read
+    //
+
+    virtual void state_write(llama_io_write_i & io, llama_seq_id seq_id = -1) const = 0;
+    virtual void state_read (llama_io_read_i  & io, llama_seq_id seq_id = -1) = 0;
+};
+
+//
+// llama_kv_cache_guard
+//
+
+struct llama_kv_cache_guard {
+    llama_kv_cache_guard(llama_kv_cache * kv) : kv(kv) {}
+
+    ~llama_kv_cache_guard() {
+        kv->restore();
+    }
+
+    void commit() {
+        kv->commit();
+    }
+
+private:
+    llama_kv_cache * kv;
+};
+ 
+// block of KV slots to move when defragging
+struct llama_kv_defrag_move {
+    uint32_t src;
+    uint32_t dst;
+    uint32_t len;
+};
+
+//
+// llama_kv_cache_unified
+//
+
+// TODO: add notion of max sequences
+class llama_kv_cache_unified : public llama_kv_cache {
+public:
+    struct kv_cell {
+        llama_pos pos   = -1;
+        llama_pos delta =  0;
+
+        std::set<llama_seq_id> seq_id;
+
+        bool has_seq_id(const llama_seq_id & id) const {
+            return seq_id.find(id) != seq_id.end();
+        }
+
+        bool is_empty() const {
+            return seq_id.empty();
+        }
+
+        bool is_same_seq(const kv_cell & other) const {
+            return seq_id == other.seq_id;
+        }
+    };
+
+    static uint32_t get_padding(const llama_cparams & cparams);
+
+    llama_kv_cache_unified(
+            const llama_model & model,
+                    ggml_type   type_k,
+                    ggml_type   type_v,
+                         bool   v_trans,
+                         bool   offload,
+                     uint32_t   kv_size,
+                     uint32_t   padding);
+
+    ~llama_kv_cache_unified() = default;
+
+    //
+    // llama_memory_i
+    //
+
+    void clear() override;
+
+    bool seq_rm  (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1) override;
+    void seq_cp  (llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) override;
+    void seq_keep(llama_seq_id seq_id) override;
+    void seq_add (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1, llama_pos delta) override;
+    void seq_div (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1, int d) override;
+
+    llama_pos seq_pos_max(llama_seq_id seq_id) const override;
+
+    //
+    // llama_kv_cache
+    //
+
+    void restore() override;
+    void commit()  override;
+
+    bool update(llama_context & ctx) override;
+
+    void defrag_sched(float thold) override;
+
+    void set_full() override;
+
+    llama_sbatch sbatch_init(const llama_batch & batch, bool logits_all) override;
+
+    llama_ubatch ubatch_next(llama_sbatch & sbatch, uint32_t n_ubatch, bool embd_pooled) const override;
+
+    // updates the cache head
+    // Note: On success, it's important that cache.head points
+    // to the first cell of the slot.
+    bool find_slot(const llama_ubatch & batch) override;
+
+    int32_t get_n_tokens()   const override;
+    int32_t get_used_cells() const override;
+
+    // TODO: better data structures to reduce the cost of this operation
+    llama_pos get_pos_max() const override;
+
+    bool get_can_shift() const override;
+
+    // state write/load
+
+    void state_write(llama_io_write_i & io, llama_seq_id seq_id = -1) const override;
+    void state_read (llama_io_read_i  & io, llama_seq_id seq_id = -1) override;
+
+    // Note: The value of head isn't only used to optimize searching
+    // for a free KV slot. llama_decode_impl also uses it, so it
+    // cannot be freely changed after a slot has been allocated.
+    uint32_t head = 0;
+    uint32_t size = 0;
+    uint32_t used = 0; // used cells (i.e. at least one seq_id)
+
+    // computed before each graph build
+    uint32_t n = 0;
+
+    std::vector<kv_cell> cells;
+
+    std::vector<ggml_tensor *> k_l; // per layer
+    std::vector<ggml_tensor *> v_l;
+
+private:
+    const llama_model & model;
+    const llama_hparams & hparams;
+
+    bool has_shift = false;
+    bool do_defrag = false;
+
+    bool v_trans   = true;  // the value tensor is transposed
+    bool can_shift = false;
+
+    // required padding
+    uint32_t padding = 1;
+
+    ggml_type type_k = GGML_TYPE_F16;
+    ggml_type type_v = GGML_TYPE_F16;
+
+    std::vector<ggml_context_ptr>        ctxs;
+    std::vector<ggml_backend_buffer_ptr> bufs;
+
+    // defrag
+    struct {
+        std::vector<llama_kv_defrag_move> moves;
+    } defrag_info;
+
+    // return true if cells have been moved
+    bool defrag_prepare(int32_t n_max_nodes);
+
+    // commit/restore cache
+    struct slot_range {
+        uint32_t c0 = 0; // note: these are cell indices, not sequence positions
+        uint32_t c1 = 0;
+    };
+
+    // pending cell updates that are not yet committed
+    struct {
+        std::vector<slot_range> ranges;
+    } pending;
+
+    // find how many cells are currently in use
+    uint32_t cell_max() const;
+
+    size_t total_size() const;
+
+    size_t size_k_bytes() const;
+    size_t size_v_bytes() const;
+
+    ggml_tensor * build_rope_shift(
+            const llama_cparams & cparams,
+                   ggml_context * ctx,
+                    ggml_tensor * cur,
+                    ggml_tensor * shift,
+                    ggml_tensor * factors,
+                          float   freq_base,
+                          float   freq_scale) const;
+
+    llm_graph_result_ptr build_graph_shift(
+            const llama_cparams & cparams,
+                   ggml_context * ctx,
+                    ggml_cgraph * gf) const;
+
+    llm_graph_result_ptr build_graph_defrag(
+            const llama_cparams & cparams,
+                   ggml_context * ctx,
+                    ggml_cgraph * gf,
+                    const std::vector<llama_kv_defrag_move> & moves) const;
+
+    void state_write_meta(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges, llama_seq_id seq_id = -1) const;
+    void state_write_data(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges) const;
+
+    bool state_read_meta(llama_io_read_i & io, uint32_t cell_count, llama_seq_id dest_seq_id = -1);
+    bool state_read_data(llama_io_read_i & io, uint32_t cell_count);
+};
+
+//
+// llama_kv_cache_recurrent
+//
+
+class llama_kv_cache_recurrent : public llama_kv_cache {
+public:
+    struct kv_cell {
+        llama_pos pos  = -1;
+        int32_t   src  = -1; // used to copy states
+        int32_t   tail = -1;
+
+        std::set<llama_seq_id> seq_id;
+
+        bool has_seq_id(const llama_seq_id & id) const {
+            return seq_id.find(id) != seq_id.end();
+        }
+
+        bool is_empty() const {
+            return seq_id.empty();
+        }
+
+        bool is_same_seq(const kv_cell & other) const {
+            return seq_id == other.seq_id;
+        }
+    };
+
+    llama_kv_cache_recurrent(
+            const llama_model & model,
+                    ggml_type   type_k,
+                    ggml_type   type_v,
+                         bool   offload,
+                     uint32_t   kv_size);
+
+    ~llama_kv_cache_recurrent() = default;
+
+    //
+    // llama_memory_i
+    //
+
+    void clear() override;
+
+    bool seq_rm  (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1) override;
+    void seq_cp  (llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) override;
+    void seq_keep(llama_seq_id seq_id) override;
+    void seq_add (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1, llama_pos delta) override;
+    void seq_div (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1, int d) override;
+
+    llama_pos seq_pos_max(llama_seq_id seq_id) const override;
+
+    //
+    // llama_kv_cache
+    //
+
+    void restore() override;
+    void commit()  override;
+
+    bool update(llama_context & lctx) override;
+
+    void defrag_sched(float thold) override;
+
+    void set_full() override;
+
+    llama_sbatch sbatch_init(const llama_batch & batch, bool logits_all) override;
+
+    llama_ubatch ubatch_next(llama_sbatch & sbatch, uint32_t n_ubatch, bool embd_pooled) const override;
+
+    bool find_slot(const llama_ubatch & batch) override;
+
+    int32_t get_n_tokens()   const override;
+    int32_t get_used_cells() const override;
+
+    // TODO: better data structures to reduce the cost of this operation
+    llama_pos get_pos_max() const override;
+
+    bool get_can_shift() const override;
+
+    // TODO: temporary methods - they are not really const as they do const_cast<>, fix this
+    int32_t s_copy(int i) const;
+    float   s_mask(int i) const;
+
+    // state write/load
+
+    void state_write(llama_io_write_i & io, llama_seq_id seq_id = -1) const override;
+    void state_read (llama_io_read_i  & io, llama_seq_id seq_id = -1) override;
+
+    // Note: The value of head isn't only used to optimize searching
+    // for a free KV slot. llama_decode_impl also uses it, so it
+    // cannot be freely changed after a slot has been allocated.
+    uint32_t head = 0;
+    uint32_t size = 0;
+    uint32_t used = 0; // used cells (i.e. at least one seq_id)
+
+    // computed before each graph build
+    uint32_t n = 0;
+
+    std::vector<kv_cell> cells;
+
+    std::vector<ggml_tensor *> k_l; // per layer
+    std::vector<ggml_tensor *> v_l;
+
+private:
+    //const llama_model & model;
+    const llama_hparams & hparams;
+
+    // commit/restore cache
+    // TODO: rework for recurrent cache
+    struct slot_range {
+        uint32_t c0 = 0; // note: these are cell indices, not sequence positions
+        uint32_t c1 = 0;
+    };
+
+    // pending cell updates that are not yet committed
+    struct {
+        std::vector<slot_range> ranges;
+    } pending;
+
+    ggml_type type_k = GGML_TYPE_F16;
+    ggml_type type_v = GGML_TYPE_F16;
+
+    std::vector<ggml_context_ptr>        ctxs;
+    std::vector<ggml_backend_buffer_ptr> bufs;
+
+    // find how many cells are currently in use
+    uint32_t cell_max() const;
+
+    size_t total_size() const;
+
+    size_t size_k_bytes() const;
+    size_t size_v_bytes() const;
+
+    void state_write_meta(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges, llama_seq_id seq_id = -1) const;
+    void state_write_data(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges) const;
+
+    bool state_read_meta(llama_io_read_i & io, uint32_t cell_count, llama_seq_id dest_seq_id = -1);
+    bool state_read_data(llama_io_read_i & io, uint32_t cell_count);
+};
+
+
+//
+// kv cache view
+//
+
+llama_kv_cache_view llama_kv_cache_view_init(const llama_kv_cache & kv, int32_t n_seq_max);
+
+void llama_kv_cache_view_update(llama_kv_cache_view * view, const llama_kv_cache * kv);
diff --git a/llama/llama.cpp/src/llama-memory.cpp b/llama/llama.cpp/src/llama-memory.cpp
new file mode 100644
index 0000000..1017325
--- /dev/null
+++ b/llama/llama.cpp/src/llama-memory.cpp
@@ -0,0 +1 @@
+#include "llama-memory.h"
diff --git a/llama/llama.cpp/src/llama-memory.h b/llama/llama.cpp/src/llama-memory.h
new file mode 100644
index 0000000..c7412d5
--- /dev/null
+++ b/llama/llama.cpp/src/llama-memory.h
@@ -0,0 +1,31 @@
+#pragma once
+
+#include "llama.h"
+
+struct llama_memory_params {
+    // kv cache
+    ggml_type type_k;
+    ggml_type type_v;
+
+    // parameters for other types of memory
+    // ...
+};
+
+// general concept of LLM memory
+// the KV cache is a type of LLM memory, but there can be other types
+class llama_memory_i {
+public:
+    virtual ~llama_memory_i() = default;
+
+    virtual void clear() = 0;
+
+    virtual bool seq_rm  (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1) = 0;
+    virtual void seq_cp  (llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) = 0;
+    virtual void seq_keep(llama_seq_id seq_id) = 0;
+    virtual void seq_add (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1, llama_pos delta) = 0;
+    virtual void seq_div (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1, int d) = 0;
+
+    virtual llama_pos seq_pos_max(llama_seq_id seq_id) const = 0;
+
+    virtual bool get_can_edit() const = 0;
+};
diff --git a/llama/llama.cpp/src/llama-mmap.cpp b/llama/llama.cpp/src/llama-mmap.cpp
new file mode 100644
index 0000000..9da97f1
--- /dev/null
+++ b/llama/llama.cpp/src/llama-mmap.cpp
@@ -0,0 +1,600 @@
+#include "llama-mmap.h"
+
+#include "llama-impl.h"
+
+#include "ggml.h"
+
+#include <cstring>
+#include <climits>
+#include <stdexcept>
+#include <cerrno>
+#include <algorithm>
+
+#ifdef __has_include
+    #if __has_include(<unistd.h>)
+        #include <unistd.h>
+        #if defined(_POSIX_MAPPED_FILES)
+            #include <sys/mman.h>
+            #include <fcntl.h>
+        #endif
+        #if defined(_POSIX_MEMLOCK_RANGE)
+            #include <sys/resource.h>
+        #endif
+    #endif
+#endif
+
+#if defined(_WIN32)
+    #define WIN32_LEAN_AND_MEAN
+    #ifndef NOMINMAX
+        #define NOMINMAX
+    #endif
+    #include <windows.h>
+    #ifndef PATH_MAX
+        #define PATH_MAX MAX_PATH
+    #endif
+    #include <io.h>
+#endif
+
+#if defined(__APPLE__)
+#include <TargetConditionals.h>
+#endif
+
+// TODO: consider moving to llama-impl.h if needed in more places
+#if defined(_WIN32)
+static std::string llama_format_win_err(DWORD err) {
+    LPSTR buf;
+    size_t size = FormatMessageA(FORMAT_MESSAGE_ALLOCATE_BUFFER | FORMAT_MESSAGE_FROM_SYSTEM | FORMAT_MESSAGE_IGNORE_INSERTS,
+                                 NULL, err, MAKELANGID(LANG_NEUTRAL, SUBLANG_DEFAULT), (LPSTR)&buf, 0, NULL);
+    if (!size) {
+        return "FormatMessageA failed";
+    }
+    std::string ret(buf, size);
+    LocalFree(buf);
+    return ret;
+}
+#endif
+
+// llama_file
+
+struct llama_file::impl {
+#if defined(_WIN32)
+    HANDLE fp_win32;
+    std::string GetErrorMessageWin32(DWORD error_code) const {
+        std::string ret;
+        LPSTR lpMsgBuf = NULL;
+        DWORD bufLen = FormatMessageA(FORMAT_MESSAGE_ALLOCATE_BUFFER | FORMAT_MESSAGE_FROM_SYSTEM | FORMAT_MESSAGE_IGNORE_INSERTS,
+                                    NULL, error_code, MAKELANGID(LANG_NEUTRAL, SUBLANG_DEFAULT), (LPSTR)&lpMsgBuf, 0, NULL);
+        if (!bufLen) {
+            ret = format("Win32 error code: %lx", error_code);
+        } else {
+            ret = lpMsgBuf;
+            LocalFree(lpMsgBuf);
+        }
+
+        return ret;
+    }
+
+    impl(const char * fname, const char * mode) {
+        fp = ggml_fopen(fname, mode);
+        if (fp == NULL) {
+            throw std::runtime_error(format("failed to open %s: %s", fname, strerror(errno)));
+        }
+        fp_win32 = (HANDLE) _get_osfhandle(_fileno(fp));
+        seek(0, SEEK_END);
+        size = tell();
+        seek(0, SEEK_SET);
+    }
+
+    size_t tell() const {
+        LARGE_INTEGER li;
+        li.QuadPart = 0;
+        BOOL ret = SetFilePointerEx(fp_win32, li, &li, FILE_CURRENT);
+        if (!ret) {
+            throw std::runtime_error(format("read error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
+        }
+
+        return li.QuadPart;
+    }
+
+    void seek(size_t offset, int whence) const {
+        static_assert(SEEK_SET == FILE_BEGIN, "SEEK_SET != FILE_BEGIN");
+        static_assert(SEEK_CUR == FILE_CURRENT, "SEEK_CUR != FILE_CURRENT");
+        static_assert(SEEK_END == FILE_END, "SEEK_END != FILE_END");
+
+        LARGE_INTEGER li;
+        li.QuadPart = offset;
+        BOOL ret = SetFilePointerEx(fp_win32, li, NULL, whence);
+        if (!ret) {
+            throw std::runtime_error(format("read error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
+        }
+    }
+
+    void read_raw(void * ptr, size_t len) const {
+        size_t bytes_read = 0;
+        while (bytes_read < len) {
+            size_t chunk_size = std::min<size_t>(len - bytes_read, 64*1024*1024);
+            DWORD chunk_read = 0;
+            BOOL result = ReadFile(fp_win32, reinterpret_cast<char*>(ptr) + bytes_read, chunk_size, &chunk_read, NULL);
+            if (!result) {
+                throw std::runtime_error(format("read error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
+            }
+            if (chunk_read < chunk_size || chunk_read == 0) {
+                throw std::runtime_error("unexpectedly reached end of file");
+            }
+
+            bytes_read += chunk_read;
+        }
+    }
+
+    uint32_t read_u32() const {
+        uint32_t val;
+        read_raw(&val, sizeof(val));
+        return val;
+    }
+
+    void write_raw(const void * ptr, size_t len) const {
+        size_t bytes_written = 0;
+        while (bytes_written < len) {
+            size_t chunk_size = std::min<size_t>(len - bytes_written, 64*1024*1024);
+            DWORD chunk_written = 0;
+            BOOL result = WriteFile(fp_win32, reinterpret_cast<char const*>(ptr) + bytes_written, chunk_size, &chunk_written, NULL);
+            if (!result) {
+                throw std::runtime_error(format("write error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
+            }
+            if (chunk_written < chunk_size || chunk_written == 0) {
+                throw std::runtime_error("unexpectedly failed to write bytes");
+            }
+
+            bytes_written += chunk_written;
+        }
+    }
+
+    void write_u32(uint32_t val) const {
+        write_raw(&val, sizeof(val));
+    }
+
+    ~impl() {
+        if (fp) {
+            std::fclose(fp);
+        }
+    }
+#else
+    impl(const char * fname, const char * mode) {
+        fp = ggml_fopen(fname, mode);
+        if (fp == NULL) {
+            throw std::runtime_error(format("failed to open %s: %s", fname, strerror(errno)));
+        }
+        seek(0, SEEK_END);
+        size = tell();
+        seek(0, SEEK_SET);
+    }
+
+    size_t tell() const {
+// TODO: this ifdef is never true?
+#ifdef _WIN32
+        __int64 ret = _ftelli64(fp);
+#else
+        long ret = std::ftell(fp);
+#endif
+        if (ret == -1) {
+            throw std::runtime_error(format("ftell error: %s", strerror(errno)));
+        }
+
+        return (size_t) ret;
+    }
+
+    void seek(size_t offset, int whence) const {
+// TODO: this ifdef is never true?
+#ifdef _WIN32
+        int ret = _fseeki64(fp, (__int64) offset, whence);
+#else
+        int ret = std::fseek(fp, (long) offset, whence);
+#endif
+        if (ret != 0) {
+            throw std::runtime_error(format("seek error: %s", strerror(errno)));
+        }
+    }
+
+    void read_raw(void * ptr, size_t len) const {
+        if (len == 0) {
+            return;
+        }
+        errno = 0;
+        std::size_t ret = std::fread(ptr, len, 1, fp);
+        if (ferror(fp)) {
+            throw std::runtime_error(format("read error: %s", strerror(errno)));
+        }
+        if (ret != 1) {
+            throw std::runtime_error("unexpectedly reached end of file");
+        }
+    }
+
+    uint32_t read_u32() const {
+        uint32_t ret;
+        read_raw(&ret, sizeof(ret));
+        return ret;
+    }
+
+    void write_raw(const void * ptr, size_t len) const {
+        if (len == 0) {
+            return;
+        }
+        errno = 0;
+        size_t ret = std::fwrite(ptr, len, 1, fp);
+        if (ret != 1) {
+            throw std::runtime_error(format("write error: %s", strerror(errno)));
+        }
+    }
+
+    void write_u32(uint32_t val) const {
+        write_raw(&val, sizeof(val));
+    }
+
+    ~impl() {
+        if (fp) {
+            std::fclose(fp);
+        }
+    }
+#endif
+
+    FILE * fp;
+    size_t size;
+};
+
+llama_file::llama_file(const char * fname, const char * mode) : pimpl(std::make_unique<impl>(fname, mode)) {}
+llama_file::~llama_file() = default;
+
+size_t llama_file::tell() const { return pimpl->tell(); }
+size_t llama_file::size() const { return pimpl->size; }
+
+int llama_file::file_id() const {
+#ifdef _WIN32
+    return _fileno(pimpl->fp);
+#else
+#if defined(fileno)
+    return fileno(pimpl->fp);
+#else
+    return ::fileno(pimpl->fp);
+#endif
+#endif
+}
+
+void llama_file::seek(size_t offset, int whence) const { pimpl->seek(offset, whence); }
+void llama_file::read_raw(void * ptr, size_t len) const { pimpl->read_raw(ptr, len); }
+
+uint32_t llama_file::read_u32() const { return pimpl->read_u32(); }
+
+void llama_file::write_raw(const void * ptr, size_t len) const { pimpl->write_raw(ptr, len); }
+void llama_file::write_u32(uint32_t val) const { pimpl->write_u32(val); }
+
+// llama_mmap
+
+struct llama_mmap::impl {
+#ifdef _POSIX_MAPPED_FILES
+    std::vector<std::pair<size_t, size_t>> mapped_fragments;
+
+    impl(struct llama_file * file, size_t prefetch, bool numa) {
+        size = file->size();
+        int fd = file->file_id();
+        int flags = MAP_SHARED;
+        if (numa) { prefetch = 0; }
+#ifdef __linux__
+        if (posix_fadvise(fd, 0, 0, POSIX_FADV_SEQUENTIAL)) {
+            LLAMA_LOG_WARN("warning: posix_fadvise(.., POSIX_FADV_SEQUENTIAL) failed: %s\n",
+                    strerror(errno));
+        }
+        if (prefetch) { flags |= MAP_POPULATE; }
+#endif
+        addr = mmap(NULL, file->size(), PROT_READ, flags, fd, 0);
+        if (addr == MAP_FAILED) {
+            throw std::runtime_error(format("mmap failed: %s", strerror(errno)));
+        }
+
+        if (prefetch > 0) {
+            if (posix_madvise(addr, std::min(file->size(), prefetch), POSIX_MADV_WILLNEED)) {
+                LLAMA_LOG_WARN("warning: posix_madvise(.., POSIX_MADV_WILLNEED) failed: %s\n",
+                        strerror(errno));
+            }
+        }
+        if (numa) {
+            if (posix_madvise(addr, file->size(), POSIX_MADV_RANDOM)) {
+                LLAMA_LOG_WARN("warning: posix_madvise(.., POSIX_MADV_RANDOM) failed: %s\n",
+                        strerror(errno));
+            }
+        }
+
+        mapped_fragments.emplace_back(0, file->size());
+    }
+
+    static void align_range(size_t * first, size_t * last, size_t page_size) {
+        size_t offset_in_page = *first & (page_size - 1);
+        size_t offset_to_page = offset_in_page == 0 ? 0 : page_size - offset_in_page;
+        *first += offset_to_page;
+
+        *last = *last & ~(page_size - 1);
+
+        if (*last <= *first) {
+            *last = *first;
+        }
+    }
+
+    void unmap_fragment(size_t first, size_t last) {
+        int page_size = sysconf(_SC_PAGESIZE);
+        align_range(&first, &last, page_size);
+        size_t len = last - first;
+
+        if (len == 0) {
+            return;
+        }
+
+        GGML_ASSERT(first % page_size == 0);
+        GGML_ASSERT(last % page_size == 0);
+        GGML_ASSERT(last > first);
+
+        void * next_page_start = (uint8_t *) addr + first;
+
+        if (munmap(next_page_start, len)) {
+            LLAMA_LOG_WARN("warning: munmap failed: %s\n", strerror(errno));
+        }
+
+        std::vector<std::pair<size_t, size_t>> new_mapped_fragments;
+        for (const auto & frag : mapped_fragments) {
+            if (frag.first < first && frag.second > last) {
+                new_mapped_fragments.emplace_back(frag.first, first);
+                new_mapped_fragments.emplace_back(last, frag.second);
+            } else if (frag.first < first && frag.second > first) {
+                new_mapped_fragments.emplace_back(frag.first, first);
+            } else if (frag.first < last && frag.second > last) {
+                new_mapped_fragments.emplace_back(last, frag.second);
+            } else if (frag.first >= first && frag.second <= last) {
+            } else {
+                new_mapped_fragments.push_back(frag);
+            }
+        }
+        mapped_fragments = std::move(new_mapped_fragments);
+    }
+
+    ~impl() {
+        for (const auto & frag : mapped_fragments) {
+            if (munmap((char *) addr + frag.first, frag.second - frag.first)) {
+                LLAMA_LOG_WARN("warning: munmap failed: %s\n", strerror(errno));
+            }
+        }
+    }
+#elif defined(_WIN32)
+    impl(struct llama_file * file, size_t prefetch, bool numa) {
+        GGML_UNUSED(numa);
+
+        size = file->size();
+
+        HANDLE hFile = (HANDLE) _get_osfhandle(file->file_id());
+
+        HANDLE hMapping = CreateFileMappingA(hFile, NULL, PAGE_READONLY, 0, 0, NULL);
+
+        if (hMapping == NULL) {
+            DWORD error = GetLastError();
+            throw std::runtime_error(format("CreateFileMappingA failed: %s", llama_format_win_err(error).c_str()));
+        }
+
+        addr = MapViewOfFile(hMapping, FILE_MAP_READ, 0, 0, 0);
+        DWORD error = GetLastError();
+        CloseHandle(hMapping);
+
+        if (addr == NULL) {
+            throw std::runtime_error(format("MapViewOfFile failed: %s", llama_format_win_err(error).c_str()));
+        }
+
+        if (prefetch > 0) {
+#if _WIN32_WINNT >= 0x602
+            BOOL (WINAPI *pPrefetchVirtualMemory) (HANDLE, ULONG_PTR, PWIN32_MEMORY_RANGE_ENTRY, ULONG);
+            HMODULE hKernel32 = GetModuleHandleW(L"kernel32.dll");
+
+            pPrefetchVirtualMemory = (decltype(pPrefetchVirtualMemory))(void *) GetProcAddress(hKernel32, "PrefetchVirtualMemory");
+
+            if (pPrefetchVirtualMemory) {
+                WIN32_MEMORY_RANGE_ENTRY range;
+                range.VirtualAddress = addr;
+                range.NumberOfBytes = (SIZE_T) std::min(size, prefetch);
+                if (!pPrefetchVirtualMemory(GetCurrentProcess(), 1, &range, 0)) {
+                    LLAMA_LOG_WARN("warning: PrefetchVirtualMemory failed: %s\n",
+                            llama_format_win_err(GetLastError()).c_str());
+                }
+            }
+#else
+            throw std::runtime_error("PrefetchVirtualMemory unavailable");
+#endif
+        }
+    }
+
+    void unmap_fragment(size_t first, size_t last) {
+        GGML_UNUSED(first);
+        GGML_UNUSED(last);
+    }
+
+    ~impl() {
+        if (!UnmapViewOfFile(addr)) {
+            LLAMA_LOG_WARN("warning: UnmapViewOfFile failed: %s\n",
+                    llama_format_win_err(GetLastError()).c_str());
+        }
+    }
+#else
+    impl(struct llama_file * file, size_t prefetch, bool numa) {
+        GGML_UNUSED(file);
+        GGML_UNUSED(prefetch);
+        GGML_UNUSED(numa);
+
+        throw std::runtime_error("mmap not supported");
+    }
+
+    void unmap_fragment(size_t first, size_t last) {
+        GGML_UNUSED(first);
+        GGML_UNUSED(last);
+
+        throw std::runtime_error("mmap not supported");
+    }
+#endif
+
+    void * addr;
+    size_t size;
+};
+
+llama_mmap::llama_mmap(struct llama_file * file, size_t prefetch, bool numa) : pimpl(std::make_unique<impl>(file, prefetch, numa)) {}
+llama_mmap::~llama_mmap() = default;
+
+size_t llama_mmap::size() const { return pimpl->size; }
+void * llama_mmap::addr() const { return pimpl->addr; }
+
+void llama_mmap::unmap_fragment(size_t first, size_t last) { pimpl->unmap_fragment(first, last); }
+
+#if defined(_POSIX_MEMLOCK_RANGE) || defined(_WIN32)
+const bool llama_mmap::SUPPORTED  = true;
+#else
+const bool llama_mmap::SUPPORTED  = false;
+#endif
+
+// llama_mlock
+
+struct llama_mlock::impl {
+#ifdef _POSIX_MEMLOCK_RANGE
+    static size_t lock_granularity() {
+        return (size_t) sysconf(_SC_PAGESIZE);
+    }
+
+    bool raw_lock(const void * addr, size_t size) const {
+        if (!mlock(addr, size)) {
+            return true;
+        }
+
+#ifdef __APPLE__
+#define MLOCK_SUGGESTION \
+        "Try increasing the sysctl values 'vm.user_wire_limit' and 'vm.global_user_wire_limit' and/or " \
+        "decreasing 'vm.global_no_user_wire_amount'.  Also try increasing RLIMIT_MEMLOCK (ulimit -l).\n"
+#else
+#define MLOCK_SUGGESTION \
+        "Try increasing RLIMIT_MEMLOCK ('ulimit -l' as root).\n"
+#endif
+
+        char* errmsg = std::strerror(errno);
+        bool suggest = (errno == ENOMEM);
+#if defined(TARGET_OS_VISION) || defined(TARGET_OS_TV) || defined(_AIX)
+        // visionOS/tvOS dont't support RLIMIT_MEMLOCK
+        // Skip resource limit checks on visionOS/tvOS
+        suggest = false;
+#else
+        struct rlimit lock_limit;
+        if (suggest && getrlimit(RLIMIT_MEMLOCK, &lock_limit)) {
+            suggest = false;
+        }
+        if (suggest && (lock_limit.rlim_max > lock_limit.rlim_cur + size)) {
+            suggest = false;
+        }
+#endif
+
+        LLAMA_LOG_WARN("warning: failed to mlock %zu-byte buffer (after previously locking %zu bytes): %s\n%s",
+                size, this->size, errmsg, suggest ? MLOCK_SUGGESTION : "");
+        return false;
+    }
+
+    static void raw_unlock(void * addr, size_t size) {
+        if (munlock(addr, size)) {
+            LLAMA_LOG_WARN("warning: failed to munlock buffer: %s\n", std::strerror(errno));
+        }
+    }
+#elif defined(_WIN32)
+    static size_t lock_granularity() {
+        SYSTEM_INFO si;
+        GetSystemInfo(&si);
+        return (size_t) si.dwPageSize;
+    }
+
+    bool raw_lock(void * ptr, size_t len) const {
+        for (int tries = 1; ; tries++) {
+            if (VirtualLock(ptr, len)) {
+                return true;
+            }
+            if (tries == 2) {
+                LLAMA_LOG_WARN("warning: failed to VirtualLock %zu-byte buffer (after previously locking %zu bytes): %s\n",
+                    len, size, llama_format_win_err(GetLastError()).c_str());
+                return false;
+            }
+
+            SIZE_T min_ws_size, max_ws_size;
+            if (!GetProcessWorkingSetSize(GetCurrentProcess(), &min_ws_size, &max_ws_size)) {
+                LLAMA_LOG_WARN("warning: GetProcessWorkingSetSize failed: %s\n",
+                        llama_format_win_err(GetLastError()).c_str());
+                return false;
+            }
+            size_t increment = len + 1048576;
+            min_ws_size += increment;
+            max_ws_size += increment;
+            if (!SetProcessWorkingSetSize(GetCurrentProcess(), min_ws_size, max_ws_size)) {
+                LLAMA_LOG_WARN("warning: SetProcessWorkingSetSize failed: %s\n",
+                        llama_format_win_err(GetLastError()).c_str());
+                return false;
+            }
+        }
+    }
+
+    static void raw_unlock(void * ptr, size_t len) {
+        if (!VirtualUnlock(ptr, len)) {
+            LLAMA_LOG_WARN("warning: failed to VirtualUnlock buffer: %s\n",
+                    llama_format_win_err(GetLastError()).c_str());
+        }
+    }
+#else
+    static size_t lock_granularity() {
+        return (size_t) 65536;
+    }
+
+    bool raw_lock(const void * addr, size_t len) const {
+        LLAMA_LOG_WARN("warning: mlock not supported on this system\n");
+        return false;
+    }
+
+    static void raw_unlock(const void * addr, size_t len) {}
+#endif
+
+    impl() : addr(NULL), size(0), failed_already(false) {}
+
+    void init(void * ptr) {
+        GGML_ASSERT(addr == NULL && size == 0);
+        addr = ptr;
+    }
+
+    void grow_to(size_t target_size) {
+        GGML_ASSERT(addr);
+        if (failed_already) {
+            return;
+        }
+        size_t granularity = lock_granularity();
+        target_size = (target_size + granularity - 1) & ~(granularity - 1);
+        if (target_size > size) {
+            if (raw_lock((uint8_t *) addr + size, target_size - size)) {
+                size = target_size;
+            } else {
+                failed_already = true;
+            }
+        }
+    }
+
+    void * addr;
+    size_t size;
+
+    bool failed_already;
+};
+
+llama_mlock::llama_mlock() : pimpl(std::make_unique<impl>()) {}
+llama_mlock::~llama_mlock() = default;
+
+void llama_mlock::init(void * ptr) { pimpl->init(ptr); }
+void llama_mlock::grow_to(size_t target_size) { pimpl->grow_to(target_size); }
+
+#if defined(_POSIX_MEMLOCK_RANGE) || defined(_WIN32)
+const bool llama_mlock::SUPPORTED = true;
+#else
+const bool llama_mlock::SUPPORTED = false;
+#endif
+
+size_t llama_path_max() {
+    return PATH_MAX;
+}
diff --git a/llama/llama.cpp/src/llama-mmap.h b/llama/llama.cpp/src/llama-mmap.h
new file mode 100644
index 0000000..4e5aec3
--- /dev/null
+++ b/llama/llama.cpp/src/llama-mmap.h
@@ -0,0 +1,68 @@
+#pragma once
+
+#include <cstdint>
+#include <memory>
+#include <vector>
+
+struct llama_file;
+struct llama_mmap;
+struct llama_mlock;
+
+using llama_files  = std::vector<std::unique_ptr<llama_file>>;
+using llama_mmaps  = std::vector<std::unique_ptr<llama_mmap>>;
+using llama_mlocks = std::vector<std::unique_ptr<llama_mlock>>;
+
+struct llama_file {
+    llama_file(const char * fname, const char * mode);
+    ~llama_file();
+
+    size_t tell() const;
+    size_t size() const;
+
+    int file_id() const; // fileno overload
+
+    void seek(size_t offset, int whence) const;
+
+    void read_raw(void * ptr, size_t len) const;
+    uint32_t read_u32() const;
+
+    void write_raw(const void * ptr, size_t len) const;
+    void write_u32(uint32_t val) const;
+
+private:
+    struct impl;
+    std::unique_ptr<impl> pimpl;
+};
+
+struct llama_mmap {
+    llama_mmap(const llama_mmap &) = delete;
+    llama_mmap(struct llama_file * file, size_t prefetch = (size_t) -1, bool numa = false);
+    ~llama_mmap();
+
+    size_t size() const;
+    void * addr() const;
+
+    void unmap_fragment(size_t first, size_t last);
+
+    static const bool SUPPORTED;
+
+private:
+    struct impl;
+    std::unique_ptr<impl> pimpl;
+};
+
+struct llama_mlock {
+    llama_mlock();
+    ~llama_mlock();
+
+    void init(void * ptr);
+    void grow_to(size_t target_size);
+
+    static const bool SUPPORTED;
+
+private:
+    struct impl;
+    std::unique_ptr<impl> pimpl;
+};
+
+size_t llama_path_max();
diff --git a/llama/llama.cpp/src/llama-model-loader.cpp b/llama/llama.cpp/src/llama-model-loader.cpp
new file mode 100644
index 0000000..7f6617f
--- /dev/null
+++ b/llama/llama.cpp/src/llama-model-loader.cpp
@@ -0,0 +1,1134 @@
+#include "llama-model-loader.h"
+
+#include "ggml.h"
+
+#include <array>
+#include <cinttypes>
+#include <cstring>
+#include <future>
+
+static const size_t kiB = 1024;
+static const size_t MiB = 1024*kiB;
+static const size_t GiB = 1024*MiB;
+
+const char * llama_file_version_name(llama_fver version) {
+    switch (version) {
+        case GGUF_FILE_VERSION_V1: return "GGUF V1 (support until nov 2023)";
+        case GGUF_FILE_VERSION_V2: return "GGUF V2";
+        case GGUF_FILE_VERSION_V3: return "GGUF V3 (latest)";
+    }
+
+    return "unknown";
+}
+
+static std::string llama_model_ftype_name(llama_ftype ftype) {
+    if (ftype & LLAMA_FTYPE_GUESSED) {
+        return llama_model_ftype_name((enum llama_ftype) (ftype & ~LLAMA_FTYPE_GUESSED)) + " (guessed)";
+    }
+
+    switch (ftype) {
+        case LLAMA_FTYPE_ALL_F32:         return "all F32";
+        case LLAMA_FTYPE_MOSTLY_F16:      return "F16";
+        case LLAMA_FTYPE_MOSTLY_BF16:     return "BF16";
+        case LLAMA_FTYPE_MOSTLY_Q4_0:     return "Q4_0";
+        case LLAMA_FTYPE_MOSTLY_Q4_1:     return "Q4_1";
+        case LLAMA_FTYPE_MOSTLY_Q5_0:     return "Q5_0";
+        case LLAMA_FTYPE_MOSTLY_Q5_1:     return "Q5_1";
+        case LLAMA_FTYPE_MOSTLY_Q8_0:     return "Q8_0";
+        case LLAMA_FTYPE_MOSTLY_Q2_K:     return "Q2_K - Medium";
+        case LLAMA_FTYPE_MOSTLY_Q2_K_S:   return "Q2_K - Small";
+        case LLAMA_FTYPE_MOSTLY_Q3_K_S:   return "Q3_K - Small";
+        case LLAMA_FTYPE_MOSTLY_Q3_K_M:   return "Q3_K - Medium";
+        case LLAMA_FTYPE_MOSTLY_Q3_K_L:   return "Q3_K - Large";
+        case LLAMA_FTYPE_MOSTLY_Q4_K_S:   return "Q4_K - Small";
+        case LLAMA_FTYPE_MOSTLY_Q4_K_M:   return "Q4_K - Medium";
+        case LLAMA_FTYPE_MOSTLY_Q5_K_S:   return "Q5_K - Small";
+        case LLAMA_FTYPE_MOSTLY_Q5_K_M:   return "Q5_K - Medium";
+        case LLAMA_FTYPE_MOSTLY_Q6_K:     return "Q6_K";
+        case LLAMA_FTYPE_MOSTLY_TQ1_0:    return "TQ1_0 - 1.69 bpw ternary";
+        case LLAMA_FTYPE_MOSTLY_TQ2_0:    return "TQ2_0 - 2.06 bpw ternary";
+        case LLAMA_FTYPE_MOSTLY_IQ2_XXS:  return "IQ2_XXS - 2.0625 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ2_XS:   return "IQ2_XS - 2.3125 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ2_S:    return "IQ2_S - 2.5 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ2_M:    return "IQ2_M - 2.7 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ3_XS:   return "IQ3_XS - 3.3 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ3_XXS:  return "IQ3_XXS - 3.0625 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ1_S:    return "IQ1_S - 1.5625 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ1_M:    return "IQ1_M - 1.75 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ4_NL:   return "IQ4_NL - 4.5 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ4_XS:   return "IQ4_XS - 4.25 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ3_S:    return "IQ3_S - 3.4375 bpw";
+        case LLAMA_FTYPE_MOSTLY_IQ3_M:    return "IQ3_S mix - 3.66 bpw";
+
+        default: return "unknown, may not work";
+    }
+}
+
+// return a list of splits for a given path
+// for example, given "<name>-00002-of-00004.gguf", returns list of all 4 splits
+static std::vector<std::string> llama_get_list_splits(const std::string & path, const int idx, const int n_split) {
+    std::vector<std::string> paths;
+    std::string split_prefix;
+    std::vector<char> buf(llama_path_max(), 0);
+
+    {
+        int ret = llama_split_prefix(buf.data(), buf.size(), path.c_str(), idx, n_split);
+        if (!ret) {
+            throw std::runtime_error(format("invalid split file name: %s", path.c_str()));
+        }
+        split_prefix = std::string(buf.data(), ret);
+    }
+
+    if (split_prefix.empty()) {
+        throw std::runtime_error(format("invalid split file: %s", path.c_str()));
+    }
+
+    for (int idx = 0; idx < n_split; ++idx) {
+        int ret = llama_split_path(buf.data(), buf.size(), split_prefix.c_str(), idx, n_split);
+        paths.push_back(std::string(buf.data(), ret));
+    }
+
+    return paths;
+}
+
+namespace GGUFMeta {
+    template <typename T, gguf_type gt_, T (*gfun)(const gguf_context *, const int64_t)>
+    struct GKV_Base_Type {
+        static constexpr gguf_type gt = gt_;
+
+        static T getter(const gguf_context * ctx, const int kid) {
+            return gfun(ctx, kid);
+        }
+    };
+
+    template<typename T> struct GKV_Base;
+
+    template<> struct GKV_Base<bool        >: GKV_Base_Type<bool,         GGUF_TYPE_BOOL,    gguf_get_val_bool> {};
+    template<> struct GKV_Base<uint8_t     >: GKV_Base_Type<uint8_t,      GGUF_TYPE_UINT8,   gguf_get_val_u8  > {};
+    template<> struct GKV_Base<uint16_t    >: GKV_Base_Type<uint16_t,     GGUF_TYPE_UINT16,  gguf_get_val_u16 > {};
+    template<> struct GKV_Base<uint32_t    >: GKV_Base_Type<uint32_t,     GGUF_TYPE_UINT32,  gguf_get_val_u32 > {};
+    template<> struct GKV_Base<uint64_t    >: GKV_Base_Type<uint64_t,     GGUF_TYPE_UINT64,  gguf_get_val_u64 > {};
+    template<> struct GKV_Base<int8_t      >: GKV_Base_Type<int8_t,       GGUF_TYPE_INT8,    gguf_get_val_i8  > {};
+    template<> struct GKV_Base<int16_t     >: GKV_Base_Type<int16_t,      GGUF_TYPE_INT16,   gguf_get_val_i16 > {};
+    template<> struct GKV_Base<int32_t     >: GKV_Base_Type<int32_t,      GGUF_TYPE_INT32,   gguf_get_val_i32 > {};
+    template<> struct GKV_Base<int64_t     >: GKV_Base_Type<int64_t,      GGUF_TYPE_INT64,   gguf_get_val_i64 > {};
+    template<> struct GKV_Base<float       >: GKV_Base_Type<float,        GGUF_TYPE_FLOAT32, gguf_get_val_f32 > {};
+    template<> struct GKV_Base<double      >: GKV_Base_Type<double,       GGUF_TYPE_FLOAT64, gguf_get_val_f64 > {};
+    template<> struct GKV_Base<const char *>: GKV_Base_Type<const char *, GGUF_TYPE_STRING,  gguf_get_val_str > {};
+
+    template<> struct GKV_Base<std::string> {
+        static constexpr gguf_type gt = GGUF_TYPE_STRING;
+
+        static std::string getter(const gguf_context * ctx, const int kid) {
+            return gguf_get_val_str(ctx, kid);
+        }
+    };
+
+    struct ArrayInfo {
+        const gguf_type gt;
+        const size_t length;
+        const void * data;
+    };
+
+    template<> struct GKV_Base<ArrayInfo> {
+        public:
+        static constexpr gguf_type gt = GGUF_TYPE_ARRAY;
+        static ArrayInfo getter(const gguf_context *ctx, const int k) {
+            const enum gguf_type arr_type = gguf_get_arr_type(ctx, k);
+            return ArrayInfo {
+                arr_type,
+                size_t(gguf_get_arr_n(ctx, k)),
+                arr_type == GGUF_TYPE_STRING ? nullptr : gguf_get_arr_data(ctx, k),
+            };
+        }
+    };
+
+    template<typename T>
+    class GKV : public GKV_Base<T> {
+        GKV() = delete;
+
+        public:
+        static T get_kv(const gguf_context * ctx, const int k) {
+            const enum gguf_type kt = gguf_get_kv_type(ctx, k);
+
+            if (kt != GKV::gt) {
+                throw std::runtime_error(format("key %s has wrong type %s but expected type %s",
+                    gguf_get_key(ctx, k), gguf_type_name(kt), gguf_type_name(GKV::gt)));
+            }
+            return GKV::getter(ctx, k);
+        }
+
+        static const char * override_type_to_str(const llama_model_kv_override_type ty) {
+            switch (ty) {
+                case LLAMA_KV_OVERRIDE_TYPE_BOOL:  return "bool";
+                case LLAMA_KV_OVERRIDE_TYPE_INT:   return "int";
+                case LLAMA_KV_OVERRIDE_TYPE_FLOAT: return "float";
+                case LLAMA_KV_OVERRIDE_TYPE_STR:   return "str";
+            }
+            return "unknown";
+        }
+
+        static bool validate_override(const llama_model_kv_override_type expected_type, const struct llama_model_kv_override * ovrd) {
+            if (!ovrd) { return false; }
+            if (ovrd->tag == expected_type) {
+                LLAMA_LOG_INFO("%s: Using metadata override (%5s) '%s' = ",
+                    __func__, override_type_to_str(ovrd->tag), ovrd->key);
+                switch (ovrd->tag) {
+                    case LLAMA_KV_OVERRIDE_TYPE_BOOL:  {
+                        LLAMA_LOG_INFO("%s\n", ovrd->val_bool ? "true" : "false");
+                    } break;
+                    case LLAMA_KV_OVERRIDE_TYPE_INT:   {
+                        LLAMA_LOG_INFO("%" PRId64 "\n", ovrd->val_i64);
+                    } break;
+                    case LLAMA_KV_OVERRIDE_TYPE_FLOAT: {
+                        LLAMA_LOG_INFO("%.6f\n", ovrd->val_f64);
+                    } break;
+                    case LLAMA_KV_OVERRIDE_TYPE_STR: {
+                        LLAMA_LOG_INFO("%s\n", ovrd->val_str);
+                    } break;
+                    default:
+                        // Shouldn't be possible to end up here, but just in case...
+                        throw std::runtime_error(
+                            format("Unsupported attempt to override %s type for metadata key %s\n",
+                                override_type_to_str(ovrd->tag), ovrd->key));
+                }
+                return true;
+            }
+            LLAMA_LOG_WARN("%s: Warning: Bad metadata override type for key '%s', expected %s but got %s\n",
+                __func__, ovrd->key, override_type_to_str(expected_type), override_type_to_str(ovrd->tag));
+            return false;
+        }
+
+        template<typename OT>
+        static typename std::enable_if<std::is_same<OT, bool>::value, bool>::type
+        try_override(OT & target, const struct llama_model_kv_override * ovrd) {
+            if (validate_override(LLAMA_KV_OVERRIDE_TYPE_BOOL, ovrd)) {
+                target = ovrd->val_bool;
+                return true;
+            }
+            return false;
+        }
+
+        template<typename OT>
+        static typename std::enable_if<!std::is_same<OT, bool>::value && std::is_integral<OT>::value, bool>::type
+        try_override(OT & target, const struct llama_model_kv_override * ovrd) {
+            if (validate_override(LLAMA_KV_OVERRIDE_TYPE_INT, ovrd)) {
+                target = ovrd->val_i64;
+                return true;
+            }
+            return false;
+        }
+
+        template<typename OT>
+        static typename std::enable_if<std::is_floating_point<OT>::value, bool>::type
+        try_override(T & target, const struct llama_model_kv_override * ovrd) {
+            if (validate_override(LLAMA_KV_OVERRIDE_TYPE_FLOAT, ovrd)) {
+                target = ovrd->val_f64;
+                return true;
+            }
+            return false;
+        }
+
+        template<typename OT>
+        static typename std::enable_if<std::is_same<OT, std::string>::value, bool>::type
+        try_override(T & target, const struct llama_model_kv_override * ovrd) {
+            if (validate_override(LLAMA_KV_OVERRIDE_TYPE_STR, ovrd)) {
+                target = ovrd->val_str;
+                return true;
+            }
+            return false;
+        }
+
+        static bool set(const gguf_context * ctx, const int k, T & target, const struct llama_model_kv_override * ovrd = nullptr) {
+            if (try_override<T>(target, ovrd)) {
+                return true;
+            }
+            if (k < 0) { return false; }
+            target = get_kv(ctx, k);
+            return true;
+        }
+
+        static bool set(const gguf_context * ctx, const char * key, T & target, const struct llama_model_kv_override * ovrd = nullptr) {
+            return set(ctx, gguf_find_key(ctx, key), target, ovrd);
+        }
+
+        static bool set(const gguf_context * ctx, const std::string & key, T & target, const struct llama_model_kv_override * ovrd = nullptr) {
+            return set(ctx, key.c_str(), target, ovrd);
+        }
+    };
+}
+
+    template<typename T>
+    typename std::enable_if<std::is_integral<T>::value, bool>::type
+    llama_model_loader::get_arr_n(const std::string & key, T & result, bool required) {
+        const int kid = gguf_find_key(meta.get(), key.c_str());
+
+        if (kid < 0) {
+            if (required) {
+                throw std::runtime_error(format("key not found in model: %s", key.c_str()));
+            }
+            return false;
+        }
+
+        struct GGUFMeta::ArrayInfo arr_info =
+            GGUFMeta::GKV<GGUFMeta::ArrayInfo>::get_kv(meta.get(), kid);
+
+
+        result = arr_info.length;
+        return true;
+    }
+
+    template<typename T>
+    typename std::enable_if<std::is_integral<T>::value, bool>::type
+    llama_model_loader::get_arr_n(enum llm_kv kid, T & result, bool required) {
+        return get_arr_n(llm_kv(kid), result, required);
+    }
+
+    template bool llama_model_loader::get_arr_n(enum llm_kv kid, uint32_t & result, bool required);
+
+    template<typename T>
+    bool llama_model_loader::get_arr(const std::string & key, std::vector<T> & result, bool required) {
+        const int kid = gguf_find_key(meta.get(), key.c_str());
+
+        if (kid < 0 || gguf_get_kv_type(meta.get(), kid) != GGUF_TYPE_ARRAY) {
+            if (required) {
+                throw std::runtime_error(format("array key not found in model: %s", key.c_str()));
+            }
+            return false;
+        }
+
+        struct GGUFMeta::ArrayInfo arr_info =
+            GGUFMeta::GKV<GGUFMeta::ArrayInfo>::get_kv(meta.get(), kid);
+
+        switch (arr_info.gt) {
+            case GGUF_TYPE_UINT32:
+            case GGUF_TYPE_INT32:   GGML_ASSERT((std::is_same<T,  int32_t>::value) ||
+                                                (std::is_same<T, uint32_t>::value)); break;
+            case GGUF_TYPE_FLOAT32: GGML_ASSERT((std::is_same<T,    float>::value)); break;
+            default:
+                throw std::runtime_error(format("%s is not a float32/uint32/int32 array", key.c_str()));
+        }
+
+        result.resize(arr_info.length);
+        result.assign((const T*)arr_info.data, (const T *)arr_info.data + arr_info.length);
+
+        return true;
+    }
+
+    template<typename T, size_t N_MAX>
+    bool llama_model_loader::get_arr(const std::string & key, std::array<T, N_MAX> & result, bool required) {
+        const int kid = gguf_find_key(meta.get(), key.c_str());
+
+        if (kid < 0 || gguf_get_kv_type(meta.get(), kid) != GGUF_TYPE_ARRAY) {
+            if (required) {
+                throw std::runtime_error(format("array key not found in model: %s", key.c_str()));
+            }
+            return false;
+        }
+
+        struct GGUFMeta::ArrayInfo arr_info =
+            GGUFMeta::GKV<GGUFMeta::ArrayInfo>::get_kv(meta.get(), kid);
+
+        switch (arr_info.gt) {
+            case GGUF_TYPE_UINT32:
+            case GGUF_TYPE_INT32:   GGML_ASSERT((std::is_same<T,  int32_t>::value) ||
+                                                (std::is_same<T, uint32_t>::value)); break;
+            case GGUF_TYPE_FLOAT32: GGML_ASSERT((std::is_same<T,    float>::value)); break;
+            default:
+                throw std::runtime_error(format("%s is not a float32/uint32/int32 array", key.c_str()));
+        }
+
+        if (arr_info.length > N_MAX) {
+            throw std::runtime_error(format("array length %u for key %s exceeds max %u", (uint32_t) arr_info.length, key.c_str(), (uint32_t) N_MAX));
+        }
+
+        std::copy((const T*)arr_info.data, (const T *)arr_info.data + arr_info.length, result.begin());
+
+        return true;
+    }
+
+    template<typename T>
+    bool llama_model_loader::get_arr(enum llm_kv kid, T & result, bool required) {
+        return get_arr(llm_kv(kid), result, required);
+    }
+
+    template<typename T>
+    bool llama_model_loader::get_key(const std::string & key, T & result, bool required) {
+        auto it = kv_overrides.find(key);
+
+        const struct llama_model_kv_override * override =
+            it != kv_overrides.end() ? &it->second : nullptr;
+
+        const bool found = GGUFMeta::GKV<T>::set(meta.get(), key, result, override);
+
+        if (required && !found) {
+            throw std::runtime_error(format("key not found in model: %s", key.c_str()));
+        }
+
+        return found;
+    }
+
+    template<typename T>
+    bool llama_model_loader::get_key(enum llm_kv kid, T & result, bool required) {
+        return get_key(llm_kv(kid), result, required);
+    }
+
+    template bool llama_model_loader::get_key<bool>       (enum llm_kv kid, bool & result,        bool required);
+    template bool llama_model_loader::get_key<float>      (enum llm_kv kid, float & result,       bool required);
+    template bool llama_model_loader::get_key<uint32_t>   (enum llm_kv kid, uint32_t & result,    bool required);
+    template bool llama_model_loader::get_key<std::string>(enum llm_kv kid, std::string & result, bool required);
+
+    template<>
+    bool llama_model_loader::get_key(enum llm_kv kid, enum llama_pooling_type & result, bool required) {
+        uint32_t tmp;
+        const bool found = get_key(kid, tmp, required);
+        if (found) {
+            result = (enum llama_pooling_type) tmp;
+        } else {
+            result = LLAMA_POOLING_TYPE_UNSPECIFIED;
+        }
+        return found;
+    }
+
+    // get array of n <= N_MAX elements, or a single element repeated n times
+    template<typename T, size_t N_MAX>
+    bool llama_model_loader::get_key_or_arr(const std::string & key, std::array<T, N_MAX> & result, uint32_t n, bool required) {
+        const int kid = gguf_find_key(meta.get(), key.c_str());
+
+        if (kid < 0) {
+            if (required) {
+                throw std::runtime_error(format("key not found in model: %s", key.c_str()));
+            }
+            return false;
+        }
+
+        if (n > N_MAX) {
+            throw std::runtime_error(format("n > N_MAX: %u > %u for key %s", (uint32_t) n, (uint32_t) N_MAX, key.c_str()));
+        }
+
+        if (gguf_get_kv_type(meta.get(), kid) == GGUF_TYPE_ARRAY) {
+            struct GGUFMeta::ArrayInfo arr_info =
+                GGUFMeta::GKV<GGUFMeta::ArrayInfo>::get_kv(meta.get(), kid);
+
+            if (n != arr_info.length) {
+                throw std::runtime_error(format("key %s has wrong array length; expected %u, got %u", key.c_str(), n, (uint32_t) arr_info.length));
+            }
+
+            return get_arr(key, result, required);
+        }
+
+        T value;
+
+        bool ok = get_key(key, value, required);
+        if (!ok) {
+            return false;
+        }
+
+        for (uint32_t i = 0; i < n; i++) {
+            result[i] = value;
+        }
+
+        return true;
+    }
+
+    template<typename T>
+    bool llama_model_loader::get_key_or_arr(enum llm_kv kid, T & result, uint32_t n, bool required) {
+        return get_key_or_arr(llm_kv(kid), result, n, required);
+    }
+
+    // TODO: this is not very clever - figure out something better
+    template bool llama_model_loader::get_key_or_arr<std::array<int, 4>>(enum llm_kv kid, std::array<int, 4> & result, uint32_t n, bool required);
+    template bool llama_model_loader::get_key_or_arr<std::array<uint32_t, 512>>(enum llm_kv kid, std::array<uint32_t, 512> & result, uint32_t n, bool required);
+    template bool llama_model_loader::get_key_or_arr<uint32_t>(const std::string & key, std::array<uint32_t, 512> & result, uint32_t n, bool required);
+
+llama_model_loader::llama_model_loader(
+        const std::string & fname,
+        std::vector<std::string> & splits,
+        bool use_mmap,
+        bool check_tensors,
+        const llama_model_kv_override * param_overrides_p,
+        const llama_model_tensor_buft_override * param_tensor_buft_overrides_p) {
+    int trace = 0;
+    if (getenv("LLAMA_TRACE")) {
+        trace = atoi(getenv("LLAMA_TRACE"));
+    }
+
+    if (param_overrides_p != nullptr) {
+        for (const struct llama_model_kv_override * p = param_overrides_p; p->key[0] != 0; p++) {
+            kv_overrides.insert({std::string(p->key), *p});
+        }
+    }
+
+    tensor_buft_overrides = param_tensor_buft_overrides_p;
+
+    // Load the main GGUF
+    struct ggml_context * ctx = NULL;
+    struct gguf_init_params params = {
+        /*.no_alloc = */ true,
+        /*.ctx      = */ &ctx,
+    };
+
+    meta.reset(gguf_init_from_file(fname.c_str(), params));
+    if (!meta) {
+        throw std::runtime_error(format("%s: failed to load model from %s\n", __func__, fname.c_str()));
+    }
+
+    get_key(llm_kv(LLM_KV_GENERAL_ARCHITECTURE), arch_name, false);
+    llm_kv = LLM_KV(llm_arch_from_string(arch_name));
+
+    files.emplace_back(new llama_file(fname.c_str(), "rb"));
+    contexts.emplace_back(ctx);
+
+    // Save tensors data offset of the main file.
+    // For subsidiary files, `meta` tensor data offset must not be used,
+    // so we build a unified tensors index for weights.
+    for (ggml_tensor * cur = ggml_get_first_tensor(ctx); cur; cur = ggml_get_next_tensor(ctx, cur)) {
+        std::string tensor_name = std::string(cur->name);
+        // make sure there is no duplicated tensor names
+        if (weights_map.find(tensor_name) != weights_map.end()) {
+            throw std::runtime_error(format("invalid model: tensor '%s' is duplicated", ggml_get_name(cur)));
+        }
+        n_elements += ggml_nelements(cur);
+        n_bytes    += ggml_nbytes(cur);
+        weights_map.emplace(tensor_name, llama_tensor_weight(files.back().get(), 0, meta.get(), cur));
+    }
+    uint16_t n_split = 0;
+    get_key(llm_kv(LLM_KV_SPLIT_COUNT), n_split, false);
+
+    // Load additional GGML contexts
+    if (n_split > 1) {
+        // make sure the main file is loaded first
+        uint16_t idx = 0;
+        const std::string kv_split_no = llm_kv(LLM_KV_SPLIT_NO);
+        get_key(kv_split_no, idx);
+        if (idx != 0) {
+            throw std::runtime_error(format("illegal split file idx: %d (file: %s), model must be loaded with the first split", idx, fname.c_str()));
+        }
+
+        // generate list of splits if needed
+        if (splits.empty()) {
+            splits = llama_get_list_splits(fname, idx, n_split);
+        }
+
+        // in case user give a custom list of splits, check if it matches the expected number
+        if (n_split != (uint16_t)splits.size()) {
+            throw std::runtime_error(format("invalid split count, given: %zu splits, but expected %d", splits.size(), n_split));
+        }
+
+        if (trace > 0) {
+            LLAMA_LOG_INFO("%s: loading additional %d GGUFs\n", __func__, n_split);
+        }
+
+        // load other splits
+        for (idx = 1; idx < n_split; idx++) {
+            const char * fname_split = splits[idx].c_str();
+
+            struct gguf_init_params split_params = {
+                /*.no_alloc = */ true,
+                /*.ctx      = */ &ctx,
+            };
+            gguf_context_ptr ctx_gguf { gguf_init_from_file(fname_split, split_params) };
+            if (!ctx_gguf) {
+                throw std::runtime_error(format("%s: failed to load GGUF split from %s\n", __func__, fname_split));
+            }
+
+            // check idx
+            {
+                const int kid = gguf_find_key(ctx_gguf.get(), kv_split_no.c_str());
+                if (kid < 0) {
+                    throw std::runtime_error(format("missing key %s in GGUF split %s", kv_split_no.c_str(), fname_split));
+                }
+                int idx_gguf = gguf_get_val_u16(ctx_gguf.get(), kid);
+                if (idx_gguf != idx) {
+                    throw std::runtime_error(format("invalid split file idx: %d (file: %s), expected %d", idx_gguf, fname_split, idx));
+                }
+            }
+
+            files.emplace_back(new llama_file(fname_split, "rb"));
+            contexts.emplace_back(ctx);
+
+            // Save tensors data offset info of the shard.
+            for (ggml_tensor * cur = ggml_get_first_tensor(ctx); cur; cur = ggml_get_next_tensor(ctx, cur)) {
+                std::string tensor_name = std::string(cur->name);
+                // make sure there is no duplicated tensor names
+                if (weights_map.find(tensor_name) != weights_map.end()) {
+                    throw std::runtime_error(format("invalid model: tensor '%s' is duplicated", ggml_get_name(cur)));
+                }
+                n_elements += ggml_nelements(cur);
+                n_bytes    += ggml_nbytes(cur);
+                weights_map.emplace(tensor_name, llama_tensor_weight(files.back().get(), idx, ctx_gguf.get(), cur));
+            }
+        }
+
+        get_key(llm_kv(LLM_KV_SPLIT_TENSORS_COUNT), n_tensors);
+
+        // sanity check
+        {
+            const int n_tensors_loaded = (int) weights_map.size();
+            if (n_tensors != n_tensors_loaded) {
+                throw std::runtime_error(format("corrupted model: %d tensors expected but %d found", n_tensors, n_tensors_loaded));
+            }
+        }
+
+        LLAMA_LOG_INFO("%s: additional %d GGUFs metadata loaded.\n",  __func__, n_split - 1);
+    }
+
+    n_kv      = gguf_get_n_kv(meta.get());
+    n_tensors = weights_map.size();
+
+    fver = (enum llama_fver) gguf_get_version(meta.get());
+
+    LLAMA_LOG_INFO("%s: loaded meta data with %d key-value pairs and %d tensors from %s (version %s)\n",
+            __func__, n_kv, n_tensors, fname.c_str(), llama_file_version_name(fver));
+
+    // determine file type based on the number of tensors for each quantization and print meta data
+    // TODO: make optional
+    {
+        std::map<enum ggml_type, uint32_t> n_type;
+
+        uint32_t n_type_max = 0;
+        enum ggml_type type_max = GGML_TYPE_F32;
+
+        for (const auto & it : weights_map) {
+            const llama_tensor_weight & w = it.second;
+            const ggml_tensor * tensor = w.tensor;
+
+            enum ggml_type type = tensor->type;
+
+            n_type[type]++;
+
+            if (n_type_max < n_type[type]) {
+                n_type_max = n_type[type];
+                type_max   = type;
+            }
+
+            if (trace > 0) {
+                const uint16_t sid = w.idx;
+                LLAMA_LOG_INFO("%s: - tensor split %2d: %32s %-8s [ %s ] %8.2f MiB\n", __func__,
+                        sid, ggml_get_name(tensor), ggml_type_name(type), llama_format_tensor_shape(tensor).c_str(),
+                        ggml_nbytes(tensor)/1024.0f/1024.0f);
+            }
+        }
+
+        switch (type_max) {
+            case GGML_TYPE_F32:     ftype = LLAMA_FTYPE_ALL_F32;        break;
+            case GGML_TYPE_F16:     ftype = LLAMA_FTYPE_MOSTLY_F16;     break;
+            case GGML_TYPE_BF16:    ftype = LLAMA_FTYPE_MOSTLY_BF16;    break;
+            case GGML_TYPE_Q4_0:    ftype = LLAMA_FTYPE_MOSTLY_Q4_0;    break;
+            case GGML_TYPE_Q4_1:    ftype = LLAMA_FTYPE_MOSTLY_Q4_1;    break;
+            case GGML_TYPE_Q5_0:    ftype = LLAMA_FTYPE_MOSTLY_Q5_0;    break;
+            case GGML_TYPE_Q5_1:    ftype = LLAMA_FTYPE_MOSTLY_Q5_1;    break;
+            case GGML_TYPE_Q8_0:    ftype = LLAMA_FTYPE_MOSTLY_Q8_0;    break;
+            case GGML_TYPE_Q2_K:    ftype = LLAMA_FTYPE_MOSTLY_Q2_K;    break;
+            case GGML_TYPE_Q3_K:    ftype = LLAMA_FTYPE_MOSTLY_Q3_K_M;  break;
+            case GGML_TYPE_Q4_K:    ftype = LLAMA_FTYPE_MOSTLY_Q4_K_M;  break;
+            case GGML_TYPE_Q5_K:    ftype = LLAMA_FTYPE_MOSTLY_Q5_K_M;  break;
+            case GGML_TYPE_Q6_K:    ftype = LLAMA_FTYPE_MOSTLY_Q6_K;    break;
+            case GGML_TYPE_TQ1_0:   ftype = LLAMA_FTYPE_MOSTLY_TQ1_0;   break;
+            case GGML_TYPE_TQ2_0:   ftype = LLAMA_FTYPE_MOSTLY_TQ2_0;   break;
+            case GGML_TYPE_IQ2_XXS: ftype = LLAMA_FTYPE_MOSTLY_IQ2_XXS; break;
+            case GGML_TYPE_IQ2_XS:  ftype = LLAMA_FTYPE_MOSTLY_IQ2_XS;  break;
+            case GGML_TYPE_IQ2_S:   ftype = LLAMA_FTYPE_MOSTLY_IQ2_S;   break;
+            case GGML_TYPE_IQ3_XXS: ftype = LLAMA_FTYPE_MOSTLY_IQ3_XXS; break;
+            case GGML_TYPE_IQ1_S:   ftype = LLAMA_FTYPE_MOSTLY_IQ1_S;   break;
+            case GGML_TYPE_IQ1_M:   ftype = LLAMA_FTYPE_MOSTLY_IQ1_M;   break;
+            case GGML_TYPE_IQ4_NL:  ftype = LLAMA_FTYPE_MOSTLY_IQ4_NL;  break;
+            case GGML_TYPE_IQ4_XS:  ftype = LLAMA_FTYPE_MOSTLY_IQ4_XS;  break;
+            case GGML_TYPE_IQ3_S:   ftype = LLAMA_FTYPE_MOSTLY_IQ3_S;   break;
+            default:
+                {
+                    LLAMA_LOG_WARN("%s: unknown type %s\n", __func__, ggml_type_name(type_max));
+                    ftype = LLAMA_FTYPE_ALL_F32;
+                } break;
+        }
+
+        // this is a way to mark that we have "guessed" the file type
+        ftype = (llama_ftype) (ftype | LLAMA_FTYPE_GUESSED);
+
+        {
+            uint32_t ftype_val = 0;
+            if (get_key(LLM_KV_GENERAL_FILE_TYPE, ftype_val, false)) {
+                ftype = (llama_ftype) ftype_val;
+            }
+        }
+
+        LLAMA_LOG_INFO("%s: Dumping metadata keys/values. Note: KV overrides do not apply in this output.\n", __func__);
+
+        for (int i = 0; i < n_kv; i++) {
+            const char * name           = gguf_get_key(meta.get(), i);
+            const enum gguf_type type   = gguf_get_kv_type(meta.get(), i);
+            const std::string type_name =
+                type == GGUF_TYPE_ARRAY
+                ? format("%s[%s,%zu]", gguf_type_name(type), gguf_type_name(gguf_get_arr_type(meta.get(), i)), gguf_get_arr_n(meta.get(), i))
+                : gguf_type_name(type);
+
+            std::string value          = gguf_kv_to_str(meta.get(), i);
+            const size_t MAX_VALUE_LEN = 40;
+            if (value.size() > MAX_VALUE_LEN) {
+                value = format("%s...", value.substr(0, MAX_VALUE_LEN - 3).c_str());
+            }
+            replace_all(value, "\n", "\\n");
+
+            LLAMA_LOG_INFO("%s: - kv %3d: %42s %-16s = %s\n", __func__, i, name, type_name.c_str(), value.c_str());
+        }
+
+        // print type counts
+        for (auto & kv : n_type) {
+            if (kv.second == 0) {
+                continue;
+            }
+
+            LLAMA_LOG_INFO("%s: - type %4s: %4d tensors\n", __func__, ggml_type_name(kv.first), kv.second);
+        }
+    }
+
+    if (!llama_mmap::SUPPORTED) {
+        LLAMA_LOG_WARN("%s: mmap is not supported on this platform\n", __func__);
+        use_mmap = false;
+    }
+
+    this->use_mmap = use_mmap;
+    this->check_tensors = check_tensors;
+}
+
+std::string llama_model_loader::get_arch_name() const {
+    return arch_name;
+}
+
+enum llm_arch llama_model_loader::get_arch() const {
+    return llm_kv.arch;
+}
+
+const llama_model_loader::llama_tensor_weight * llama_model_loader::get_weight(const char * name) const {
+    auto pos = weights_map.find(name);
+    if (pos != weights_map.end()) {
+        return &pos->second;
+    }
+
+    return nullptr;
+}
+
+const llama_model_loader::llama_tensor_weight & llama_model_loader::require_weight(const char * name) const {
+    const llama_tensor_weight * weight = get_weight(name);
+    if (!weight) {
+        throw std::runtime_error(format("%s: tensor '%s' not found", __func__, name));
+    }
+    return *weight;
+}
+
+struct ggml_tensor * llama_model_loader::get_tensor_meta(const char * name) const {
+    const auto * weight = get_weight(name);
+    if (!weight) {
+        return nullptr;
+    }
+    return weight->tensor;
+}
+
+struct ggml_tensor * llama_model_loader::require_tensor_meta(const std::string & name) const {
+    struct ggml_tensor * tensor = get_tensor_meta(name.c_str());
+    if (!tensor) {
+        throw std::runtime_error(format("%s: tensor '%s' not found", __func__, name.c_str()));
+    }
+    return tensor;
+}
+
+const struct ggml_tensor * llama_model_loader::check_tensor_dims(const std::string & name, const std::vector<int64_t> & ne, bool required) const {
+    const struct ggml_tensor * cur = get_tensor_meta(name.c_str());
+
+    if (cur == NULL) {
+        if (!required) {
+            return NULL;
+        }
+        throw std::runtime_error(format("%s: tensor '%s' not found", __func__, name.c_str()));
+    }
+
+    {
+        bool is_ok = true;
+        for (size_t i = 0; i < GGML_MAX_DIMS; ++i) {
+            if ((i < ne.size() && ne[i] != cur->ne[i]) || (i >= ne.size() && cur->ne[i] != 1)) {
+                is_ok = false;
+                break;
+            }
+        }
+        if (!is_ok) {
+            throw std::runtime_error(
+                    format("%s: tensor '%s' has wrong shape; expected %s, got %s",
+                        __func__, name.c_str(),
+                        llama_format_tensor_shape(ne).c_str(),
+                        llama_format_tensor_shape(cur).c_str()));
+        }
+    }
+
+    return cur;
+}
+
+struct ggml_tensor * llama_model_loader::create_tensor(struct ggml_context * ctx, const std::string & name, const std::initializer_list<int64_t> & ne, int flags) {
+    const struct ggml_tensor * cur = check_tensor_dims(name, ne, !(flags & TENSOR_NOT_REQUIRED));
+
+    if (cur == NULL) {
+        return NULL;
+    }
+
+    bool duplicated = flags & TENSOR_DUPLICATED;
+
+    struct ggml_tensor * tensor = ggml_dup_tensor(ctx, cur);
+    ggml_set_name(tensor, ggml_get_name(cur));
+
+    if (duplicated) {
+        size_data += ggml_nbytes(cur);
+    } else {
+        n_created++;
+    }
+
+    return tensor;
+
+}
+
+struct ggml_tensor * llama_model_loader::create_tensor_as_view(struct ggml_context * ctx, struct ggml_tensor * base, const std::string & name, const std::initializer_list<int64_t> & ne, size_t offset, bool required) {
+    const struct ggml_tensor * cur = check_tensor_dims(name, ne, required);
+
+    if (cur == NULL) {
+        return NULL;
+    }
+
+    if (cur->type != base->type) {
+        throw std::runtime_error(format("%s: tensor '%s' has wrong type; expected %s, got %s", __func__, name.c_str(), ggml_type_name(base->type), ggml_type_name(cur->type)));
+    }
+
+    std::array<int64_t, GGML_MAX_DIMS> dims;
+    for (size_t i = 0; i < GGML_MAX_DIMS; ++i) {
+        dims[i] = i < ne.size() ? ne.begin()[i] : 1;
+    }
+
+    struct ggml_tensor * tensor = ggml_view_4d(ctx, base,
+                                    dims[0], dims[1], dims[2], dims[3],
+                                    cur->nb[1], cur->nb[2], cur->nb[3],
+                                    offset);
+
+    ggml_set_name(tensor, name.c_str());
+
+    n_created++;
+
+    return tensor;
+}
+
+void llama_model_loader::done_getting_tensors() const {
+    if (n_created != n_tensors) {
+        throw std::runtime_error(format("%s: wrong number of tensors; expected %d, got %d", __func__, n_tensors, n_created));
+    }
+}
+
+void llama_model_loader::init_mappings(bool prefetch, llama_mlocks * mlock_mmaps) {
+    if (use_mmap) {
+        mappings.reserve(files.size());
+        mmaps_used.reserve(files.size());
+        for (const auto & file : files) {
+            auto * reg = ggml_backend_dev_backend_reg(ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU));
+            if (!reg) {
+                throw std::runtime_error(format("%s: no CPU backend found", __func__));
+            }
+
+            auto * is_numa_fn = (decltype(ggml_is_numa) *) ggml_backend_reg_get_proc_address(reg, "ggml_backend_cpu_is_numa");
+            std::unique_ptr<llama_mmap> mapping = std::make_unique<llama_mmap>(file.get(), prefetch ? -1 : 0, is_numa_fn());
+            mmaps_used.emplace_back(mapping->size(), 0);
+            if (mlock_mmaps) {
+                std::unique_ptr<llama_mlock> mlock_mmap(new llama_mlock());
+                mlock_mmap->init(mapping->addr());
+                mlock_mmaps->emplace_back(std::move(mlock_mmap));
+            }
+            mappings.emplace_back(std::move(mapping));
+        }
+    }
+
+    // compute the total size of all tensors for progress reporting
+    for (const auto & it : weights_map) {
+        size_data += ggml_nbytes(it.second.tensor);
+    }
+}
+
+void llama_model_loader::get_mapping_range(size_t * first, size_t * last, void ** addr, int idx, ggml_context * ctx) const {
+    GGML_ASSERT(!mappings.empty());
+    const auto & mapping = mappings.at(idx);
+
+    *first = mapping->size();
+    *last  = 0;
+    *addr = mapping->addr();
+    for (ggml_tensor * tensor = ggml_get_first_tensor(ctx); tensor; tensor = ggml_get_next_tensor(ctx, tensor)) {
+        const auto * weight = get_weight(ggml_get_name(tensor));
+        if (!weight || weight->idx != idx) {
+            continue;
+        }
+        *first = std::min(*first, weight->offs);
+        *last  = std::max(*last,  weight->offs + ggml_nbytes(tensor));
+    }
+}
+
+void llama_model_loader::load_data_for(struct ggml_tensor * cur) const {
+    const auto & w = require_weight(ggml_get_name(cur));
+
+    if (use_mmap) {
+        const auto & mapping = mappings.at(w.idx);
+        if (cur->data == nullptr) {
+            cur->data = (uint8_t *)mapping->addr() + w.offs;
+        } else {
+            memcpy(cur->data, (uint8_t *)mapping->addr() + w.offs, ggml_nbytes(cur));
+        }
+    } else {
+        GGML_ASSERT(cur->data != nullptr);
+        GGML_ASSERT(w.idx < files.size());
+        const auto & file = files.at(w.idx);
+        file->seek(w.offs, SEEK_SET);
+        file->read_raw(cur->data, ggml_nbytes(cur));
+    }
+
+    if (check_tensors && !ggml_validate_row_data(cur->type, cur->data, ggml_nbytes(cur))) {
+        throw std::runtime_error(format("tensor '%s' has invalid data", ggml_get_name(cur)));
+    }
+}
+
+bool llama_model_loader::load_all_data(
+        struct ggml_context * ctx,
+        llama_buf_map & bufs,
+        llama_mlocks * lmlocks,
+        llama_progress_callback progress_callback,
+        void * progress_callback_user_data) {
+    GGML_ASSERT(size_data != 0 && "call init_mappings() first");
+
+    std::vector<no_init<uint8_t>> read_buf;
+    std::vector<std::future<std::pair<ggml_tensor *, bool>>> validation_result;
+
+    // 4 staging buffers for async uploads, each sized 1MB seems to be a good default for single NVMe drives.
+    // NVMe raid configurations might require more / larger buffers.
+    constexpr size_t n_buffers = 4;
+    constexpr size_t buffer_size = 1 * 1024 * 1024; // 1MB
+
+    std::vector<ggml_backend_buffer_t> host_buffers;
+    std::vector<ggml_backend_event_t> events;
+    std::vector<void *> host_ptrs;
+    size_t buffer_idx = 0; // buffer to use for async loads
+    ggml_backend_t upload_backend = [&](const char * func) -> ggml_backend_t {
+        if (use_mmap || check_tensors) {
+            return nullptr;
+        }
+        // When not using mmaped io use async uploads from pinned memory to GPU memory.
+        // First determine if the backend supports the necessary features for async uploads.
+        auto * buf = bufs.count(0) ? bufs.at(0) : nullptr;
+        if (!buf) {
+            LLAMA_LOG_DEBUG("%s: no buffer found for async uploads\n", func);
+            return nullptr;
+        }
+
+        auto * buft = ggml_backend_buffer_get_type(buf);
+        auto * dev = ggml_backend_buft_get_device(buft);
+        if (!dev) {
+            LLAMA_LOG_DEBUG("%s: no device found for buffer type %s for async uploads\n", func,
+                ggml_backend_buft_name(buft));
+            return nullptr;
+        }
+
+        if (buft != ggml_backend_dev_buffer_type(dev)) {
+            LLAMA_LOG_DEBUG("%s: buffer type %s is not the default buffer type for device %s for async uploads\n", func,
+                ggml_backend_buft_name(buft), ggml_backend_dev_name(dev));
+            return nullptr;
+        }
+
+        ggml_backend_dev_props props;
+        ggml_backend_dev_get_props(dev, &props);
+        if (!props.caps.async || !props.caps.host_buffer || !props.caps.events) {
+            LLAMA_LOG_DEBUG("%s: device %s does not support async, host buffers or events\n", func,
+                ggml_backend_dev_name(dev));
+            return nullptr;
+        }
+
+        auto * host_buft = ggml_backend_dev_host_buffer_type(dev);
+        if (!host_buft) {
+            LLAMA_LOG_DEBUG("%s: no host buffer type found for device %s\n", func,
+                ggml_backend_dev_name(dev));
+            return nullptr;
+        }
+
+        // If the backend is supported, create pinned memory buffers and events for synchronisation.
+        for (size_t idx = 0; idx < n_buffers; ++idx) {
+            auto * buf = ggml_backend_buft_alloc_buffer(host_buft, buffer_size);
+            if (!buf) {
+                LLAMA_LOG_DEBUG("%s: failed to allocate host buffer for async uploads for device %s\n", func,
+                    ggml_backend_dev_name(dev));
+                return nullptr;
+            }
+
+            host_buffers.emplace_back(buf);
+            host_ptrs.emplace_back(ggml_backend_buffer_get_base(buf));
+
+            auto * event = ggml_backend_event_new(dev);
+            if (!event) {
+                LLAMA_LOG_DEBUG("%s: failed to create event for async uploads for device %s\n", func,
+                    ggml_backend_dev_name(dev));
+                return nullptr;
+            }
+
+            events.emplace_back(event);
+        }
+
+        ggml_backend_t backend = ggml_backend_dev_init(dev, nullptr);
+        if (!backend) {
+            LLAMA_LOG_DEBUG("%s: failed to initialize backend for device %s for async uploads\n", func,
+                ggml_backend_dev_name(dev));
+            return nullptr;
+        }
+
+        return backend;
+    }(__func__);
+
+    if (upload_backend) {
+        LLAMA_LOG_DEBUG("%s: using async uploads for device %s, buffer type %s, backend %s\n", __func__,
+            ggml_backend_dev_name(ggml_backend_get_device(upload_backend)),
+            ggml_backend_buft_name(ggml_backend_buffer_get_type(bufs.at(0))),
+            ggml_backend_name(upload_backend));
+    }
+
+    for (struct ggml_tensor * cur = ggml_get_first_tensor(ctx); cur != NULL; cur = ggml_get_next_tensor(ctx, cur)) {
+        const auto * weight = get_weight(ggml_get_name(cur));
+        if (weight == nullptr) {
+            // this can happen with split experts models
+            continue;
+        }
+
+        if (progress_callback) {
+            if (!progress_callback((float) size_done / size_data, progress_callback_user_data)) {
+                return false;
+            }
+        }
+
+        size_t n_size = ggml_nbytes(cur);
+
+        if (use_mmap) {
+            const auto & mapping = mappings.at(weight->idx);
+            ggml_backend_buffer_t buf_mmap = nullptr;
+            if (bufs.count(weight->idx)) {
+                buf_mmap = bufs.at(weight->idx);
+            }
+            uint8_t * data = (uint8_t *) mapping->addr() + weight->offs;
+
+            if (check_tensors) {
+                validation_result.emplace_back(std::async(std::launch::async, [cur, data, n_size] {
+                    return std::make_pair(cur, ggml_validate_row_data(cur->type, data, n_size));
+                }));
+            }
+
+            GGML_ASSERT(buf_mmap || cur->data); // either we have a buffer to allocate the tensor in, or it is already allocated
+            if (buf_mmap && cur->data == nullptr) {
+                ggml_backend_tensor_alloc(buf_mmap, cur, data);
+                if (lmlocks) {
+                    const auto & lmlock = lmlocks->at(weight->idx);
+                    lmlock->grow_to(weight->offs + n_size);
+                }
+
+                auto & mmap_used = mmaps_used[weight->idx];
+                mmap_used.first  = std::min(mmap_used.first,  weight->offs);
+                mmap_used.second = std::max(mmap_used.second, weight->offs + n_size);
+            } else {
+                ggml_backend_tensor_set(cur, data, 0, n_size);
+            }
+        } else {
+            const auto & file = files.at(weight->idx);
+            if (ggml_backend_buffer_is_host(cur->buffer)) {
+                file->seek(weight->offs, SEEK_SET);
+                file->read_raw(cur->data, n_size);
+                if (check_tensors) {
+                    validation_result.emplace_back(std::async(std::launch::async, [cur, n_size] {
+                        return std::make_pair(cur, ggml_validate_row_data(cur->type, cur->data, n_size));
+                    }));
+                }
+            } else {
+                // If upload_backend is valid load the tensor in chunks to pinned memory and upload the buffers asynchronously to the GPU.
+                if (upload_backend) {
+                    file->seek(weight->offs, SEEK_SET);
+
+                    size_t bytes_read = 0;
+
+                    while (bytes_read < n_size) {
+                        size_t read_iteration = std::min<size_t>(buffer_size, n_size - bytes_read);
+
+                        ggml_backend_event_synchronize(events[buffer_idx]);
+                        file->read_raw(host_ptrs[buffer_idx], read_iteration);
+                        ggml_backend_tensor_set_async(upload_backend, cur, host_ptrs[buffer_idx], bytes_read, read_iteration);
+                        ggml_backend_event_record(events[buffer_idx], upload_backend);
+
+                        bytes_read += read_iteration;
+                        ++buffer_idx;
+                        buffer_idx %= n_buffers;
+                    }
+                } else {
+                    read_buf.resize(n_size);
+                    file->seek(weight->offs, SEEK_SET);
+                    file->read_raw(read_buf.data(), n_size);
+                    ggml_backend_tensor_set(cur, read_buf.data(), 0, n_size);
+                    if (check_tensors && !ggml_validate_row_data(cur->type, read_buf.data(), n_size)) {
+                        throw std::runtime_error(format("tensor '%s' has invalid data", ggml_get_name(cur)));
+                    }
+                }
+            }
+        }
+
+        size_done += n_size;
+    }
+
+    // free temporary resources used for async uploads
+    for (auto * event : events) {
+        ggml_backend_event_synchronize(event);
+        ggml_backend_event_free(event);
+    }
+    for (auto * buf : host_buffers) {
+        ggml_backend_buffer_free(buf);
+    }
+    ggml_backend_free(upload_backend);
+
+    // check validation results
+    bool validation_failed = false;
+    for (auto & future : validation_result) {
+        auto result = future.get();
+        if (!result.second) {
+            LLAMA_LOG_ERROR("%s: tensor '%s' has invalid data\n", __func__, ggml_get_name(result.first));
+            validation_failed = true;
+        }
+    }
+    if (validation_failed) {
+        throw std::runtime_error("found tensors with invalid data");
+    }
+
+    // check if this is the last call and do final cleanup
+    if (size_done >= size_data) {
+        // unmap offloaded tensors and metadata
+        if (use_mmap) {
+            for (uint32_t idx = 0; idx < mappings.size(); idx++) {
+                const auto & mmap_used = mmaps_used.at(idx);
+                auto & mapping = mappings.at(idx);
+                mapping->unmap_fragment(0, mmap_used.first);
+                if (mmap_used.second != 0) {
+                    mapping->unmap_fragment(mmap_used.second, mapping->size());
+                }
+            }
+        }
+        if (progress_callback) {
+            // Even though the model is done loading, we still honor
+            // cancellation since we need to free allocations.
+            return progress_callback(1.0f, progress_callback_user_data);
+        }
+    }
+
+    return true;
+}
+
+std::string llama_model_loader::ftype_name() const {
+    return llama_model_ftype_name(ftype);
+}
+
+void llama_model_loader::print_info() const {
+    LLAMA_LOG_INFO("%s: file format = %s\n", __func__, llama_file_version_name(fver));
+    LLAMA_LOG_INFO("%s: file type   = %s\n", __func__, llama_model_ftype_name(ftype).c_str());
+    if (n_bytes < GiB) {
+        LLAMA_LOG_INFO("%s: file size   = %.2f MiB (%.2f BPW) \n", __func__, n_bytes/1024.0/1024.0,        n_bytes*8.0/n_elements);
+    } else {
+        LLAMA_LOG_INFO("%s: file size   = %.2f GiB (%.2f BPW) \n", __func__, n_bytes/1024.0/1024.0/1024.0, n_bytes*8.0/n_elements);
+    }
+}
diff --git a/llama/llama.cpp/src/llama-model-loader.h b/llama/llama.cpp/src/llama-model-loader.h
new file mode 100644
index 0000000..0f52b01
--- /dev/null
+++ b/llama/llama.cpp/src/llama-model-loader.h
@@ -0,0 +1,169 @@
+#pragma once
+
+#include "llama.h"
+
+#include "llama-impl.h"
+#include "llama-arch.h"
+#include "llama-mmap.h"
+
+#include "ggml-cpp.h"
+
+#include <cstddef>
+#include <map>
+#include <stdexcept>
+#include <unordered_map>
+
+using llama_buf_map = std::unordered_map<uint32_t, ggml_backend_buffer_t>;
+
+enum llama_fver {
+    GGUF_FILE_VERSION_V1 = 1,
+    GGUF_FILE_VERSION_V2 = 2,
+    GGUF_FILE_VERSION_V3 = 3,
+};
+
+const char * llama_file_version_name(llama_fver version);
+
+struct llama_model_loader {
+    // Holds information on a model weight
+    struct llama_tensor_weight {
+        uint16_t  idx; // source file index
+        size_t   offs; // tensor data offset in the original file
+
+        ggml_tensor * tensor;
+
+        llama_tensor_weight(const llama_file * file, uint16_t idx, const struct gguf_context * gguf_ctx, ggml_tensor * tensor) : idx(idx), tensor(tensor) {
+            const int tensor_idx = gguf_find_tensor(gguf_ctx,  ggml_get_name(tensor));
+            if (tensor_idx < 0) {
+                throw std::runtime_error(format("tensor '%s' not found in the model", ggml_get_name(tensor)));
+            }
+
+            offs = gguf_get_data_offset(gguf_ctx) + gguf_get_tensor_offset(gguf_ctx, tensor_idx);
+            if (offs + ggml_nbytes(tensor) < offs || offs + ggml_nbytes(tensor) > file->size()) {
+                throw std::runtime_error(format("tensor '%s' data is not within the file bounds, model is corrupted or incomplete", ggml_get_name(tensor)));
+            }
+        }
+    };
+
+    // custom comparator to sort weights more nicely by layer
+    struct weight_name_comparer {
+        bool operator()(const std::string & a, const std::string & b) const {
+            int a_layer = -1;
+            int b_layer = -1;
+            sscanf(a.c_str(), "blk.%d.", &a_layer);
+            sscanf(b.c_str(), "blk.%d.", &b_layer);
+            if (a_layer != b_layer) {
+                return a_layer < b_layer;
+            }
+            return a < b;
+        }
+    };
+
+    static const int TENSOR_NOT_REQUIRED = 1;
+    static const int TENSOR_DUPLICATED   = 2;
+
+    int n_kv      = 0;
+    int n_tensors = 0;
+    int n_created = 0;
+
+    uint64_t n_elements = 0;
+    size_t   n_bytes    = 0;
+
+    bool use_mmap = false;
+    bool check_tensors;
+
+    llama_files files;
+    llama_ftype ftype;
+    llama_fver  fver;
+
+    llama_mmaps mappings;
+
+    std::map<std::string, llama_tensor_weight, weight_name_comparer> weights_map;
+    std::unordered_map<std::string, llama_model_kv_override> kv_overrides;
+    const llama_model_tensor_buft_override * tensor_buft_overrides;
+
+    gguf_context_ptr meta;
+    std::vector<ggml_context_ptr> contexts;
+
+    std::string arch_name;
+    LLM_KV      llm_kv    = LLM_KV(LLM_ARCH_UNKNOWN);
+
+    size_t size_done = 0;
+    size_t size_data = 0;
+    std::vector<std::pair<size_t, size_t>> mmaps_used;
+
+    llama_model_loader(
+        const std::string & fname,
+        std::vector<std::string> & splits, // optional, only need if the split does not follow naming scheme
+        bool use_mmap,
+        bool check_tensors,
+        const llama_model_kv_override * param_overrides_p,
+        const llama_model_tensor_buft_override * param_tensor_buft_overrides_p);
+
+    template<typename T>
+    typename std::enable_if<std::is_integral<T>::value, bool>::type
+    get_arr_n(const std::string & key, T & result, bool required = true);
+
+    template<typename T>
+    typename std::enable_if<std::is_integral<T>::value, bool>::type
+    get_arr_n(enum llm_kv kid, T & result, bool required = true);
+
+    template<typename T>
+    bool get_arr(const std::string & key, std::vector<T> & result, bool required = true);
+
+    template<typename T, size_t N_MAX>
+    bool get_arr(const std::string & key, std::array<T, N_MAX> & result, bool required = true);
+
+    template<typename T>
+    bool get_arr(enum llm_kv kid, T & result, bool required = true);
+
+    template<typename T>
+    bool get_key(const std::string & key, T & result, bool required = true);
+
+    template<typename T>
+    bool get_key(enum llm_kv kid, T & result, bool required = true);
+
+    template<typename T, size_t N_MAX>
+    bool get_key_or_arr(const std::string & key, std::array<T, N_MAX> & result, uint32_t n, bool required = true);
+
+    template<typename T>
+    bool get_key_or_arr(enum llm_kv kid, T & result, uint32_t n, bool required = true);
+
+    std::string get_arch_name() const;
+
+    enum llm_arch get_arch() const;
+
+    const llama_tensor_weight * get_weight(const char * name) const;
+
+    const llama_tensor_weight & require_weight(const char * name) const;
+
+    struct ggml_tensor * get_tensor_meta(const char * name) const;
+
+    struct ggml_tensor * require_tensor_meta(const std::string & name) const;
+
+    const struct ggml_tensor * check_tensor_dims(const std::string & name, const std::vector<int64_t> & ne, bool required) const;
+
+    struct ggml_tensor * create_tensor(struct ggml_context * ctx, const std::string & name, const std::initializer_list<int64_t> & ne, int flags = 0);
+
+    struct ggml_tensor * create_tensor_as_view(struct ggml_context * ctx, struct ggml_tensor * base, const std::string & name, const std::initializer_list<int64_t> & ne, size_t offset, bool required = true);
+
+    void done_getting_tensors() const;
+
+    void init_mappings(bool prefetch = true, llama_mlocks * mlock_mmaps = nullptr);
+
+    void get_mapping_range(size_t * first, size_t * last, void ** addr, int idx, ggml_context * ctx) const;
+
+    // for backwards compatibility, does not support ggml-backend
+    void load_data_for(struct ggml_tensor * cur) const;
+
+    // Returns false if cancelled by progress_callback
+    bool load_all_data(
+            struct ggml_context * ctx,
+            llama_buf_map & bufs,
+            llama_mlocks * lmlocks,
+            llama_progress_callback progress_callback,
+            void * progress_callback_user_data);
+
+    std::string ftype_name() const;
+
+    void print_info() const;
+};
diff --git a/llama/llama.cpp/src/llama-model-saver.cpp b/llama/llama.cpp/src/llama-model-saver.cpp
new file mode 100644
index 0000000..a70b989
--- /dev/null
+++ b/llama/llama.cpp/src/llama-model-saver.cpp
@@ -0,0 +1,281 @@
+#include "llama-model-saver.h"
+
+#include "gguf.h"
+
+#include "llama.h"
+#include "llama-hparams.h"
+#include "llama-model.h"
+#include "llama-vocab.h"
+
+#include <string>
+
+llama_model_saver::llama_model_saver(const struct llama_model & model) : model(model), llm_kv(model.arch) {
+    gguf_ctx = gguf_init_empty();
+}
+
+llama_model_saver::~llama_model_saver() {
+    gguf_free(gguf_ctx);
+}
+
+void llama_model_saver::add_kv(const enum llm_kv key, const uint32_t value) {
+    gguf_set_val_u32(gguf_ctx, llm_kv(key).c_str(), value);
+}
+
+void llama_model_saver::add_kv(const enum llm_kv key, const int32_t value) {
+    gguf_set_val_i32(gguf_ctx, llm_kv(key).c_str(), value);
+}
+
+void llama_model_saver::add_kv(const enum llm_kv key, const float value) {
+    gguf_set_val_f32(gguf_ctx, llm_kv(key).c_str(), value);
+}
+
+void llama_model_saver::add_kv(const enum llm_kv key, const bool value) {
+    gguf_set_val_bool(gguf_ctx, llm_kv(key).c_str(), value);
+}
+
+void llama_model_saver::add_kv(const enum llm_kv key, const char * value) {
+    gguf_set_val_str(gguf_ctx, llm_kv(key).c_str(), value);
+}
+
+[[noreturn]]
+void llama_model_saver::add_kv(const enum llm_kv key, const char value) {
+    GGML_UNUSED(key);
+    GGML_UNUSED(value);
+    GGML_ABORT("fatal error"); // this should never be called, only needed to make the template below compile
+}
+
+template <typename Container>
+void llama_model_saver::add_kv(const enum llm_kv key, const Container & value, const bool per_layer) {
+    const size_t n_values = per_layer ? size_t(model.hparams.n_layer) : value.size();
+    GGML_ASSERT(n_values <= value.size());
+
+    if (n_values == 0) {
+        return;
+    }
+
+    if (per_layer) {
+        bool all_values_the_same = true;
+        for (size_t i = 1; i < n_values; ++i) {
+            if (value[i] != value[0]) {
+                all_values_the_same = false;
+                break;
+            }
+        }
+        if (all_values_the_same) {
+            add_kv(key, value[0]);
+            return;
+        }
+    }
+
+    if (std::is_same<typename Container::value_type, uint8_t>::value) {
+        gguf_set_arr_data(gguf_ctx, llm_kv(key).c_str(), GGUF_TYPE_UINT8, value.data(), n_values);
+    } else if (std::is_same<typename Container::value_type, int8_t>::value) {
+        gguf_set_arr_data(gguf_ctx, llm_kv(key).c_str(), GGUF_TYPE_INT8, value.data(), n_values);
+    } else if (std::is_same<typename Container::value_type, uint32_t>::value) {
+        gguf_set_arr_data(gguf_ctx, llm_kv(key).c_str(), GGUF_TYPE_UINT32, value.data(), n_values);
+    } else if (std::is_same<typename Container::value_type, int32_t>::value) {
+        gguf_set_arr_data(gguf_ctx, llm_kv(key).c_str(), GGUF_TYPE_INT32, value.data(), n_values);
+    } else if (std::is_same<typename Container::value_type, float>::value) {
+        gguf_set_arr_data(gguf_ctx, llm_kv(key).c_str(), GGUF_TYPE_FLOAT32, value.data(), n_values);
+    } else if (std::is_same<Container, std::string>::value) {
+        gguf_set_val_str(gguf_ctx, llm_kv(key).c_str(), reinterpret_cast<const char *>(value.data()));
+    } else {
+        GGML_ABORT("fatal error");
+    }
+}
+
+void llama_model_saver::add_kv(const enum llm_kv key, const std::vector<std::string> & value) {
+    std::vector<const char *> tmp(value.size());
+    for (size_t i = 0; i < value.size(); ++i) {
+        tmp[i] = value[i].c_str();
+    }
+    gguf_set_arr_str(gguf_ctx, llm_kv(key).c_str(), tmp.data(), tmp.size());
+}
+
+void llama_model_saver::add_tensor(const struct ggml_tensor * tensor) {
+    if (!tensor) {
+        return;
+    }
+    if (gguf_find_tensor(gguf_ctx, tensor->name) >= 0) {
+        GGML_ASSERT(std::string(tensor->name) == "rope_freqs.weight"); // FIXME
+        return;
+    }
+    gguf_add_tensor(gguf_ctx, tensor);
+}
+
+void llama_model_saver::add_kv_from_model() {
+    const llama_hparams & hparams = model.hparams;
+    const llama_vocab   & vocab   = model.vocab;
+
+    const int32_t n_vocab = vocab.n_tokens();
+    std::vector<std::string> tokens(n_vocab);
+    std::vector<float>       scores(n_vocab);
+    std::vector<int32_t>     token_types(n_vocab);
+
+    for (int32_t id = 0; id < n_vocab; ++id) {
+        const llama_vocab::token_data & token_data = vocab.get_token_data(id);
+
+        tokens[id] = token_data.text;
+        scores[id] = token_data.score;
+
+        switch(token_data.attr) {
+            case LLAMA_TOKEN_ATTR_UNKNOWN:      token_types[id] = LLAMA_TOKEN_TYPE_UNKNOWN;      break;
+            case LLAMA_TOKEN_ATTR_UNUSED:       token_types[id] = LLAMA_TOKEN_TYPE_UNUSED;       break;
+            case LLAMA_TOKEN_ATTR_NORMAL:       token_types[id] = LLAMA_TOKEN_TYPE_NORMAL;       break;
+            case LLAMA_TOKEN_ATTR_CONTROL:      token_types[id] = LLAMA_TOKEN_TYPE_CONTROL;      break;
+            case LLAMA_TOKEN_ATTR_USER_DEFINED: token_types[id] = LLAMA_TOKEN_TYPE_USER_DEFINED; break;
+            case LLAMA_TOKEN_ATTR_BYTE:         token_types[id] = LLAMA_TOKEN_TYPE_BYTE;         break;
+            case LLAMA_TOKEN_ATTR_UNDEFINED:
+            default:                            token_types[id] = LLAMA_TOKEN_TYPE_UNDEFINED;    break;
+        }
+    }
+
+    // add_kv(LLM_KV_GENERAL_TYPE,                      ???);
+    add_kv(LLM_KV_GENERAL_ARCHITECTURE,              model.arch_name());
+    // add_kv(LLM_KV_GENERAL_QUANTIZATION_VERSION,      ???);
+    // add_kv(LLM_KV_GENERAL_ALIGNMENT,                 ???);
+    add_kv(LLM_KV_GENERAL_NAME,                      model.name);
+    // add_kv(LLM_KV_GENERAL_AUTHOR,                    ???);
+    // add_kv(LLM_KV_GENERAL_VERSION,                   ???);
+    // add_kv(LLM_KV_GENERAL_URL,                       ???);
+    // add_kv(LLM_KV_GENERAL_DESCRIPTION,               ???);
+    // add_kv(LLM_KV_GENERAL_LICENSE,                   ???);
+    // add_kv(LLM_KV_GENERAL_SOURCE_URL,                ???);
+    // add_kv(LLM_KV_GENERAL_SOURCE_HF_REPO,            ???);
+
+    add_kv(LLM_KV_VOCAB_SIZE,                        vocab.n_tokens());
+    add_kv(LLM_KV_CONTEXT_LENGTH,                    hparams.n_ctx_train);
+    add_kv(LLM_KV_EMBEDDING_LENGTH,                  hparams.n_embd);
+    add_kv(LLM_KV_BLOCK_COUNT,                       hparams.n_layer);
+    add_kv(LLM_KV_LEADING_DENSE_BLOCK_COUNT,         hparams.n_layer_dense_lead);
+    add_kv(LLM_KV_FEED_FORWARD_LENGTH,               hparams.n_ff_arr, true);
+    add_kv(LLM_KV_EXPERT_FEED_FORWARD_LENGTH,        hparams.n_ff_exp);
+    add_kv(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_exp);
+    add_kv(LLM_KV_USE_PARALLEL_RESIDUAL,             hparams.use_par_res);
+    // add_kv(LLM_KV_TENSOR_DATA_LAYOUT,                ???);
+    add_kv(LLM_KV_EXPERT_COUNT,                      hparams.n_expert);
+    add_kv(LLM_KV_EXPERT_USED_COUNT,                 hparams.n_expert_used);
+    add_kv(LLM_KV_EXPERT_SHARED_COUNT,               hparams.n_expert_shared);
+    add_kv(LLM_KV_EXPERT_WEIGHTS_SCALE,              hparams.expert_weights_scale);
+    add_kv(LLM_KV_POOLING_TYPE,                      uint32_t(hparams.pooling_type));
+    add_kv(LLM_KV_LOGIT_SCALE,                       hparams.f_logit_scale);
+    add_kv(LLM_KV_DECODER_START_TOKEN_ID,            hparams.dec_start_token_id);
+    add_kv(LLM_KV_ATTN_LOGIT_SOFTCAPPING,            hparams.f_attn_logit_softcapping);
+    add_kv(LLM_KV_FINAL_LOGIT_SOFTCAPPING,           hparams.f_final_logit_softcapping);
+    add_kv(LLM_KV_SWIN_NORM,                         hparams.swin_norm);
+    add_kv(LLM_KV_RESCALE_EVERY_N_LAYERS,            hparams.rescale_every_n_layers);
+    add_kv(LLM_KV_TIME_MIX_EXTRA_DIM,                hparams.time_mix_extra_dim);
+    add_kv(LLM_KV_TIME_DECAY_EXTRA_DIM,              hparams.time_decay_extra_dim);
+    add_kv(LLM_KV_RESIDUAL_SCALE,                    hparams.f_residual_scale);
+    add_kv(LLM_KV_EMBEDDING_SCALE,                   hparams.f_embedding_scale);
+
+    add_kv(LLM_KV_ATTENTION_HEAD_COUNT,              hparams.n_head_arr, true);
+    add_kv(LLM_KV_ATTENTION_HEAD_COUNT_KV,           hparams.n_head_kv_arr, true);
+    add_kv(LLM_KV_ATTENTION_MAX_ALIBI_BIAS,          hparams.f_max_alibi_bias);
+    add_kv(LLM_KV_ATTENTION_CLAMP_KQV,               hparams.f_clamp_kqv);
+    add_kv(LLM_KV_ATTENTION_KEY_LENGTH,              hparams.n_embd_head_k);
+    add_kv(LLM_KV_ATTENTION_VALUE_LENGTH,            hparams.n_embd_head_v);
+    add_kv(LLM_KV_ATTENTION_LAYERNORM_EPS,           hparams.f_norm_eps);
+    add_kv(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS,       hparams.f_norm_rms_eps);
+    add_kv(LLM_KV_ATTENTION_CAUSAL,                  hparams.causal_attn);
+    add_kv(LLM_KV_ATTENTION_Q_LORA_RANK,             hparams.n_lora_q);
+    add_kv(LLM_KV_ATTENTION_KV_LORA_RANK,            hparams.n_lora_kv);
+    add_kv(LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT,  hparams.n_rel_attn_bkts);
+    add_kv(LLM_KV_ATTENTION_SLIDING_WINDOW,          hparams.n_swa);
+    add_kv(LLM_KV_ATTENTION_SCALE,                   hparams.f_attention_scale);
+
+    const float rope_scaling_factor = hparams.rope_freq_scale_train == 1.0f ? 0.0f : 1.0f/hparams.rope_freq_scale_train;
+
+    add_kv(LLM_KV_ROPE_DIMENSION_COUNT,              hparams.n_rot);
+    add_kv(LLM_KV_ROPE_FREQ_BASE,                    hparams.rope_freq_base_train);
+    // add_kv(LLM_KV_ROPE_SCALE_LINEAR,                 rope_scaling_factor); // old name
+    add_kv(LLM_KV_ROPE_SCALING_TYPE,                 llama_rope_scaling_type_name(hparams.rope_scaling_type_train));
+    add_kv(LLM_KV_ROPE_SCALING_FACTOR,               rope_scaling_factor);
+    add_kv(LLM_KV_ROPE_SCALING_ATTN_FACTOR,          hparams.rope_attn_factor);
+    add_kv(LLM_KV_ROPE_SCALING_ORIG_CTX_LEN,         hparams.n_ctx_orig_yarn);
+    add_kv(LLM_KV_ROPE_SCALING_FINETUNED,            hparams.rope_finetuned);
+    add_kv(LLM_KV_ROPE_SCALING_YARN_LOG_MUL,         hparams.rope_yarn_log_mul);
+
+    // TODO: implement split file support
+    // add_kv(LLM_KV_SPLIT_NO,                          ???);
+    // add_kv(LLM_KV_SPLIT_COUNT,                       ???);
+    // add_kv(LLM_KV_SPLIT_TENSORS_COUNT,               ???);
+
+    add_kv(LLM_KV_SSM_INNER_SIZE,                    hparams.ssm_d_inner);
+    add_kv(LLM_KV_SSM_CONV_KERNEL,                   hparams.ssm_d_conv);
+    add_kv(LLM_KV_SSM_STATE_SIZE,                    hparams.ssm_d_state);
+    add_kv(LLM_KV_SSM_TIME_STEP_RANK,                hparams.ssm_dt_rank);
+    add_kv(LLM_KV_SSM_DT_B_C_RMS,                    hparams.ssm_dt_b_c_rms);
+
+    add_kv(LLM_KV_WKV_HEAD_SIZE,                     hparams.wkv_head_size);
+
+    add_kv(LLM_KV_TOKENIZER_MODEL,                   vocab.get_tokenizer_model());
+    add_kv(LLM_KV_TOKENIZER_PRE,                     vocab.get_tokenizer_pre());
+    add_kv(LLM_KV_TOKENIZER_LIST,                    tokens);
+    add_kv(LLM_KV_TOKENIZER_TOKEN_TYPE,              token_types);
+    add_kv(LLM_KV_TOKENIZER_TOKEN_TYPE_COUNT,        vocab.n_token_types());
+    add_kv(LLM_KV_TOKENIZER_SCORES,                  scores);
+    add_kv(LLM_KV_TOKENIZER_MERGES,                  vocab.get_bpe_merges());
+    // FIXME llama_token is type i32 but when reading in a GGUF file u32 is expected, not an issue for writing though
+    add_kv(LLM_KV_TOKENIZER_BOS_ID,                  uint32_t(vocab.token_bos()));
+    add_kv(LLM_KV_TOKENIZER_EOS_ID,                  uint32_t(vocab.token_eos()));
+    add_kv(LLM_KV_TOKENIZER_EOT_ID,                  uint32_t(vocab.token_eot()));
+    add_kv(LLM_KV_TOKENIZER_EOM_ID,                  uint32_t(vocab.token_eom()));
+    add_kv(LLM_KV_TOKENIZER_UNK_ID,                  uint32_t(vocab.token_unk()));
+    add_kv(LLM_KV_TOKENIZER_SEP_ID,                  uint32_t(vocab.token_sep()));
+    add_kv(LLM_KV_TOKENIZER_PAD_ID,                  uint32_t(vocab.token_pad()));
+    // add_kv(LLM_KV_TOKENIZER_CLS_ID,                  uint32_t(vocab.token_bos())); // deprecated
+    // add_kv(LLM_KV_TOKENIZER_MASK_ID,                 ???);
+    add_kv(LLM_KV_TOKENIZER_ADD_BOS,                 vocab.get_add_bos());
+    add_kv(LLM_KV_TOKENIZER_ADD_EOS,                 vocab.get_add_eos());
+    add_kv(LLM_KV_TOKENIZER_ADD_PREFIX,              vocab.get_add_space_prefix());
+    add_kv(LLM_KV_TOKENIZER_REMOVE_EXTRA_WS,         vocab.get_remove_extra_whitespaces());
+    add_kv(LLM_KV_TOKENIZER_PRECOMPILED_CHARSMAP,    vocab.get_precompiled_charsmap());
+    // add_kv(LLM_KV_TOKENIZER_HF_JSON,                 ???);
+    // add_kv(LLM_KV_TOKENIZER_RWKV,                    ???);
+    add_kv(LLM_KV_TOKENIZER_FIM_PRE_ID,              uint32_t(vocab.token_fim_pre()));
+    add_kv(LLM_KV_TOKENIZER_FIM_SUF_ID,              uint32_t(vocab.token_fim_suf()));
+    add_kv(LLM_KV_TOKENIZER_FIM_MID_ID,              uint32_t(vocab.token_fim_mid()));
+    add_kv(LLM_KV_TOKENIZER_FIM_PAD_ID,              uint32_t(vocab.token_fim_pad()));
+    add_kv(LLM_KV_TOKENIZER_FIM_REP_ID,              uint32_t(vocab.token_fim_rep()));
+    add_kv(LLM_KV_TOKENIZER_FIM_SEP_ID,              uint32_t(vocab.token_fim_sep()));
+
+    // TODO: implement LoRA support
+    // add_kv(LLM_KV_ADAPTER_TYPE,                      ???);
+    // add_kv(LLM_KV_ADAPTER_LORA_ALPHA,                ???);
+
+    // deprecated
+    // add_kv(LLM_KV_TOKENIZER_PREFIX_ID,               ???);
+    // add_kv(LLM_KV_TOKENIZER_SUFFIX_ID,               ???);
+    // add_kv(LLM_KV_TOKENIZER_MIDDLE_ID,               ???);
+}
+
+void llama_model_saver::add_tensors_from_model() {
+    if (std::string(model.output->name) != std::string(model.tok_embd->name)) {
+        add_tensor(model.tok_embd); // some models use the same tensor for tok_embd and output
+    }
+    add_tensor(model.type_embd);
+    add_tensor(model.pos_embd);
+    add_tensor(model.tok_norm);
+    add_tensor(model.tok_norm_b);
+    add_tensor(model.output_norm);
+    add_tensor(model.output_norm_b);
+    add_tensor(model.output);
+    add_tensor(model.output_b);
+    add_tensor(model.output_norm_enc);
+    add_tensor(model.cls);
+    add_tensor(model.cls_b);
+    add_tensor(model.cls_out);
+    add_tensor(model.cls_out_b);
+
+    for (const struct llama_layer & layer : model.layers) {
+        for (size_t i = 0; i < sizeof(layer)/sizeof(struct ggml_tensor *); ++i) {
+            add_tensor(reinterpret_cast<const struct ggml_tensor * const *>(&layer)[i]);
+        }
+    }
+}
+
+void llama_model_saver::save(const std::string & path_model) {
+    gguf_write_to_file(gguf_ctx, path_model.c_str(), false);
+}
+
diff --git a/llama/llama.cpp/src/llama-model-saver.h b/llama/llama.cpp/src/llama-model-saver.h
new file mode 100644
index 0000000..a5a434c
--- /dev/null
+++ b/llama/llama.cpp/src/llama-model-saver.h
@@ -0,0 +1,37 @@
+#pragma once
+
+#include "llama.h"
+#include "llama-arch.h"
+
+#include <vector>
+
+struct llama_model_saver {
+    struct gguf_context * gguf_ctx = nullptr;
+    const struct llama_model & model;
+    const struct LLM_KV llm_kv;
+
+    llama_model_saver(const struct llama_model & model);
+    ~llama_model_saver();
+
+    void add_kv(enum llm_kv key, uint32_t     value);
+    void add_kv(enum llm_kv key, int32_t      value);
+    void add_kv(enum llm_kv key, float        value);
+    void add_kv(enum llm_kv key, bool         value);
+    void add_kv(enum llm_kv key, const char * value);
+
+    [[noreturn]]
+    void add_kv(enum llm_kv key, char value); // needed to make the template below compile
+
+    template <typename Container>
+    void add_kv(enum llm_kv key, const Container & value, bool per_layer = false);
+
+    void add_kv(enum llm_kv key, const std::vector<std::string> & value);
+
+    void add_tensor(const struct ggml_tensor * tensor);
+
+    void add_kv_from_model();
+
+    void add_tensors_from_model();
+
+    void save(const std::string & path_model);
+};
diff --git a/llama/llama.cpp/src/llama-model.cpp b/llama/llama.cpp/src/llama-model.cpp
new file mode 100644
index 0000000..db62973
--- /dev/null
+++ b/llama/llama.cpp/src/llama-model.cpp
@@ -0,0 +1,13664 @@
+#include "llama-model.h"
+
+#include "llama-impl.h"
+#include "llama-mmap.h"
+#include "llama-batch.h"
+#include "llama-cparams.h"
+#include "llama-model-loader.h"
+#include "llama-kv-cache.h"
+
+#include "ggml-cpp.h"
+
+#include <algorithm>
+#include <cassert>
+#include <cmath>
+#include <cfloat>
+#include <cstring>
+#include <cmath>
+#include <functional>
+#include <map>
+#include <regex>
+#include <sstream>
+#include <stdexcept>
+
+const char * llm_type_name(llm_type type) {
+    switch (type) {
+        case LLM_TYPE_14M:           return "14M";
+        case LLM_TYPE_17M:           return "17M";
+        case LLM_TYPE_22M:           return "22M";
+        case LLM_TYPE_33M:           return "33M";
+        case LLM_TYPE_60M:           return "60M";
+        case LLM_TYPE_70M:           return "70M";
+        case LLM_TYPE_80M:           return "80M";
+        case LLM_TYPE_109M:          return "109M";
+        case LLM_TYPE_137M:          return "137M";
+        case LLM_TYPE_160M:          return "160M";
+        case LLM_TYPE_190M:          return "190M";
+        case LLM_TYPE_220M:          return "220M";
+        case LLM_TYPE_250M:          return "250M";
+        case LLM_TYPE_270M:          return "270M";
+        case LLM_TYPE_335M:          return "335M";
+        case LLM_TYPE_410M:          return "410M";
+        case LLM_TYPE_450M:          return "450M";
+        case LLM_TYPE_475M:          return "475M";
+        case LLM_TYPE_770M:          return "770M";
+        case LLM_TYPE_780M:          return "780M";
+        case LLM_TYPE_0_5B:          return "0.5B";
+        case LLM_TYPE_0_6B:          return "0.6B";
+        case LLM_TYPE_1B:            return "1B";
+        case LLM_TYPE_1_3B:          return "1.3B";
+        case LLM_TYPE_1_4B:          return "1.4B";
+        case LLM_TYPE_1_5B:          return "1.5B";
+        case LLM_TYPE_1_6B:          return "1.6B";
+        case LLM_TYPE_1_7B:          return "1.7B";
+        case LLM_TYPE_1_8B:          return "1.8B";
+        case LLM_TYPE_2B:            return "2B";
+        case LLM_TYPE_2_8B:          return "2.8B";
+        case LLM_TYPE_2_9B:          return "2.9B";
+        case LLM_TYPE_3B:            return "3B";
+        case LLM_TYPE_4B:            return "4B";
+        case LLM_TYPE_6B:            return "6B";
+        case LLM_TYPE_6_9B:          return "6.9B";
+        case LLM_TYPE_7B:            return "7B";
+        case LLM_TYPE_8B:            return "8B";
+        case LLM_TYPE_9B:            return "9B";
+        case LLM_TYPE_11B:           return "11B";
+        case LLM_TYPE_12B:           return "12B";
+        case LLM_TYPE_13B:           return "13B";
+        case LLM_TYPE_14B:           return "14B";
+        case LLM_TYPE_15B:           return "15B";
+        case LLM_TYPE_16B:           return "16B";
+        case LLM_TYPE_20B:           return "20B";
+        case LLM_TYPE_27B:           return "27B";
+        case LLM_TYPE_30B:           return "30B";
+        case LLM_TYPE_32B:           return "32B";
+        case LLM_TYPE_34B:           return "34B";
+        case LLM_TYPE_35B:           return "35B";
+        case LLM_TYPE_40B:           return "40B";
+        case LLM_TYPE_65B:           return "65B";
+        case LLM_TYPE_70B:           return "70B";
+        case LLM_TYPE_236B:          return "236B";
+        case LLM_TYPE_290B:          return "290B";
+        case LLM_TYPE_314B:          return "314B";
+        case LLM_TYPE_405B:          return "405B";
+        case LLM_TYPE_671B:          return "671B";
+        case LLM_TYPE_SMALL:         return "0.1B";
+        case LLM_TYPE_MEDIUM:        return "0.4B";
+        case LLM_TYPE_LARGE:         return "0.8B";
+        case LLM_TYPE_XL:            return "1.5B";
+        case LLM_TYPE_A1_7B:         return "A1.7B";
+        case LLM_TYPE_A2_7B:         return "A2.7B";
+        case LLM_TYPE_8x7B:          return "8x7B";
+        case LLM_TYPE_8x22B:         return "8x22B";
+        case LLM_TYPE_16x12B:        return "16x12B";
+        case LLM_TYPE_16x3_8B:       return "16x3.8B";
+        case LLM_TYPE_10B_128x3_66B: return "10B+128x3.66B";
+        case LLM_TYPE_57B_A14B:      return "57B.A14B";
+        case LLM_TYPE_17B_16E:       return "17Bx16E (Scout)";
+        case LLM_TYPE_17B_128E:      return "17Bx128E (Maverick)";
+        case LLM_TYPE_30B_A3B:       return "30B.A3B";
+        case LLM_TYPE_235B_A22B:     return "235B.A22B";
+        default:                     return "?B";
+    }
+}
+
+static const char * llama_expert_gating_func_name(llama_expert_gating_func_type type) {
+    switch (type) {
+        case LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX: return "softmax";
+        case LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID: return "sigmoid";
+        default:                                    return "unknown";
+    }
+}
+
+static const std::map<llama_rope_scaling_type, const char *> LLAMA_ROPE_SCALING_TYPES = {
+    { LLAMA_ROPE_SCALING_TYPE_NONE,       "none"       },
+    { LLAMA_ROPE_SCALING_TYPE_LINEAR,     "linear"     },
+    { LLAMA_ROPE_SCALING_TYPE_YARN,       "yarn"       },
+    { LLAMA_ROPE_SCALING_TYPE_LONGROPE,   "longrope"   },
+};
+
+std::string llama_rope_scaling_type_name(llama_rope_scaling_type rope_scaling_type) {
+    return LLAMA_ROPE_SCALING_TYPES.at(rope_scaling_type);
+}
+
+static llama_rope_scaling_type llama_rope_scaling_type_from_string(const std::string & name) {
+    for (const auto & kv : LLAMA_ROPE_SCALING_TYPES) {
+        if (kv.second == name) {
+            return (llama_rope_scaling_type) kv.first;
+        }
+    }
+
+    return LLAMA_ROPE_SCALING_TYPE_UNSPECIFIED;
+}
+
+// checks if the weight tensor can be used with the specified buffer type and device
+static bool weight_buft_supported(const llama_hparams & hparams, ggml_tensor * w, ggml_op op, ggml_backend_buffer_type_t buft, ggml_backend_dev_t dev) {
+    GGML_ASSERT(w != nullptr);
+
+    if (op == GGML_OP_NONE) {
+        return true;
+    }
+
+    ggml_init_params params = {
+        /*.mem_size   =*/ ggml_tensor_overhead()*8,
+        /*.mem_buffer =*/ NULL,
+        /*.no_alloc   =*/ true,
+    };
+    ggml_context_ptr ctx_ptr { ggml_init(params) };
+    if (!ctx_ptr) {
+        throw std::runtime_error(format("failed to create ggml context"));
+    }
+    ggml_context * ctx = ctx_ptr.get();
+
+    ggml_tensor * op_tensor = nullptr;
+
+    switch (op) {
+        case GGML_OP_GET_ROWS:
+            {
+                ggml_tensor * b = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, 512);
+                op_tensor = ggml_get_rows(ctx, w, b);
+            } break;
+        case GGML_OP_MUL_MAT:
+            {
+                ggml_tensor * b = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, w->ne[0], 512, w->ne[2], w->ne[3]);
+                op_tensor = ggml_mul_mat(ctx, w, b);
+            } break;
+        case GGML_OP_MUL_MAT_ID:
+            {
+                int n_expert_used = hparams.n_expert_used;
+                ggml_tensor * b = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, w->ne[0], n_expert_used, 512);
+                ggml_tensor * ids = ggml_new_tensor_2d(ctx, GGML_TYPE_I32, n_expert_used, 512);
+                op_tensor = ggml_mul_mat_id(ctx, w, b, ids);
+            } break;
+        case GGML_OP_ADD:
+            {
+                ggml_tensor * a = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, w->ne[0], w->ne[1], w->ne[2], w->ne[3]);
+                op_tensor = ggml_add(ctx, a, w);
+            } break;
+        case GGML_OP_MUL:
+            {
+                ggml_tensor * a = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, w->ne[0], w->ne[1], w->ne[2], w->ne[3]);
+                op_tensor = ggml_mul(ctx, a, w);
+            } break;
+        case GGML_OP_DIV:
+            {
+                ggml_tensor * a = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, w->ne[0]);
+                op_tensor = ggml_div(ctx, a, w);
+            } break;
+        case GGML_OP_ROPE:
+            {
+                int n_embd_head = hparams.n_embd_head_v;
+                int n_head = hparams.n_head();
+                ggml_tensor * a = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, n_embd_head, n_head, 512);
+                ggml_tensor * b = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, 512);
+                op_tensor = ggml_rope_ext(
+                    ctx, a, b, w,
+                    0, 0, 0, 0, 0,
+                    0, 0, 0, 0
+                );
+
+            } break;
+        case GGML_OP_SSM_CONV:
+            {
+                // FIXME
+                ggml_tensor * conv_x = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, 12345, w->ne[1], 6789);
+                op_tensor = ggml_ssm_conv(ctx, conv_x, w);
+            } break;
+        case GGML_OP_SSM_SCAN:
+            {
+                // FIXME
+                const int64_t d_state      = w->ne[0];
+                const int64_t d_inner      = w->ne[1];
+                const int64_t n_seq_tokens = 512;
+                const int64_t n_seqs       = 1;
+                ggml_tensor * s  = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, d_state, d_inner, n_seqs);
+                ggml_tensor * x = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, d_inner, n_seq_tokens, n_seqs);
+                ggml_tensor * dt = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, d_inner, n_seq_tokens, n_seqs);
+                ggml_tensor * B = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, d_state, n_seq_tokens, n_seqs);
+                ggml_tensor * C = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, d_state, n_seq_tokens, n_seqs);
+                op_tensor = ggml_ssm_scan(ctx, s, x, dt, w, B, C);
+            } break;
+        case GGML_OP_RWKV_WKV6:
+            {
+                // FIXME
+                const int64_t S = 123;
+                const int64_t H = 123;
+                const int64_t n_tokens = 123;
+                const int64_t n_seqs = 123;
+                ggml_tensor  * k = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens);
+                ggml_tensor  * v = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens);
+                ggml_tensor  * r = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens);
+                ggml_tensor  * tf = w;
+                ggml_tensor  * td = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens);
+                ggml_tensor  * state = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, S, n_seqs, S, H);
+                op_tensor = ggml_rwkv_wkv6(ctx, k, v, r, tf, td, state);
+            } break;
+        case GGML_OP_IM2COL:
+            {
+                const int n_embd = hparams.n_embd;
+                ggml_tensor * b = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, n_embd, w->ne[1], 1, 1);
+                op_tensor = ggml_im2col(ctx, w, b, 1, 0, 0, 0, 1, 0, false, GGML_TYPE_F16);
+            } break;
+        default:
+            GGML_ABORT("%s: missing test for op %s for tensor %s", __func__, ggml_op_name(op), w->name);
+    }
+
+    // create a temporary dummy buffer for the weight so that supports_op can check the buffer type
+    GGML_ASSERT(w->buffer == nullptr);
+    w->buffer = ggml_backend_buft_alloc_buffer(buft, 0);
+    bool op_supported = ggml_backend_dev_supports_op(dev, op_tensor);
+    ggml_backend_buffer_free(w->buffer);
+    w->buffer = nullptr;
+
+    return op_supported;
+}
+
+// lists of buffer types used for each layer
+using buft_list_t = std::vector<std::pair<ggml_backend_dev_t, ggml_backend_buffer_type_t>>;
+
+// find the first buffer type in the list that can use the tensor
+static ggml_backend_buffer_type_t select_weight_buft(const llama_hparams & hparams, ggml_tensor * tensor, ggml_op op, const buft_list_t & buft_list) {
+    GGML_ASSERT(!buft_list.empty());
+    for (const auto & cur : buft_list) {
+        ggml_backend_dev_t cur_dev = cur.first;
+        ggml_backend_buffer_type_t cur_buft = cur.second;
+        if (weight_buft_supported(hparams, tensor, op, cur_buft, cur_dev)) {
+            return cur_buft;
+        }
+    }
+
+    return nullptr;
+}
+
+// CPU: ACCEL -> GPU host -> CPU extra -> CPU
+static buft_list_t make_cpu_buft_list(const std::vector<ggml_backend_dev_t> & devices) {
+    buft_list_t buft_list;
+
+    // add ACCEL buffer types
+    for (size_t i = 0; i < ggml_backend_dev_count(); ++i) {
+        ggml_backend_dev_t dev = ggml_backend_dev_get(i);
+        if (ggml_backend_dev_type(dev) == GGML_BACKEND_DEVICE_TYPE_ACCEL) {
+            auto * buft = ggml_backend_dev_buffer_type(dev);
+            // skip
+            if (buft != ggml_backend_cpu_buffer_type()) {
+                buft_list.emplace_back(dev, buft);
+            }
+        }
+    }
+
+    // add a host buffer type
+    // storing the tensors in a host buffer is useful when the processing of large batches
+    // is offloaded to a GPU device, since it reduces the time spent on data transfers
+    // generally, this will be done using the first device in the list
+    // a better approach would be to handle this on a weight-by-weight basis using the offload_op
+    // function of the device to determine if it would benefit from being stored in a host buffer
+    for (auto * dev : devices) {
+        ggml_backend_buffer_type_t buft = ggml_backend_dev_host_buffer_type(dev);
+        if (buft) {
+            buft_list.emplace_back(dev, buft);
+            break;
+        }
+    }
+
+    // add extra buffer types, only if no GPU device is present
+    // ref: https://github.com/ggml-org/llama.cpp/issues/12481#issuecomment-2743136094
+    auto * cpu_dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
+    if (cpu_dev == nullptr) {
+        throw std::runtime_error(format("%s: no CPU backend found", __func__));
+    }
+
+    auto * cpu_reg = ggml_backend_dev_backend_reg(cpu_dev);
+    auto ggml_backend_dev_get_extra_bufts_fn = (ggml_backend_dev_get_extra_bufts_t)
+        ggml_backend_reg_get_proc_address(cpu_reg, "ggml_backend_dev_get_extra_bufts");
+    if (ggml_backend_dev_get_extra_bufts_fn) {
+        ggml_backend_buffer_type_t * extra_bufts = ggml_backend_dev_get_extra_bufts_fn(cpu_dev);
+        while (extra_bufts && *extra_bufts) {
+            buft_list.emplace_back(cpu_dev, *extra_bufts);
+            ++extra_bufts;
+        }
+    }
+
+    // add the CPU buffer type
+    for (size_t i = 0; i < ggml_backend_dev_count(); ++i) {
+        ggml_backend_dev_t dev = ggml_backend_dev_get(i);
+        if (ggml_backend_dev_type(dev) == GGML_BACKEND_DEVICE_TYPE_CPU) {
+            buft_list.emplace_back(dev, ggml_backend_dev_buffer_type(dev));
+        }
+    }
+
+    return buft_list;
+}
+
+// GPU: split if LLAMA_SPLIT_MODE_ROW -> GPU
+static buft_list_t make_gpu_buft_list(ggml_backend_dev_t dev, llama_split_mode split_mode, const float * tensor_split) {
+    buft_list_t buft_list;
+
+    // add the device split buffer type if requested and available
+    if (split_mode == LLAMA_SPLIT_MODE_ROW) {
+        ggml_backend_reg_t reg = ggml_backend_dev_backend_reg(dev);
+        auto ggml_backend_split_buffer_type_fn = (ggml_backend_split_buffer_type_t)
+            ggml_backend_reg_get_proc_address(reg, "ggml_backend_split_buffer_type");
+        if (ggml_backend_split_buffer_type_fn) {
+            size_t dev_index = [&]() {
+                auto * reg = ggml_backend_dev_backend_reg(dev);
+                for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); ++i) {
+                    if (ggml_backend_reg_dev_get(reg, i) == dev) {
+                        return i;
+                    }
+                }
+                throw std::runtime_error(format("device %s not found in its backend reg", ggml_backend_dev_name(dev)));
+            }();
+            auto * buft = ggml_backend_split_buffer_type_fn(dev_index, tensor_split);
+            if (buft != nullptr) {
+                buft_list.emplace_back(dev, buft);
+            }
+        }
+    }
+
+    // add the device default buffer type
+    buft_list.emplace_back(dev, ggml_backend_dev_buffer_type(dev));
+
+    return buft_list;
+}
+
+struct llama_model::impl {
+    impl() {}
+    ~impl() {}
+
+    uint64_t n_elements = 0;
+
+    size_t n_bytes = 0;
+
+    std::string desc_str;
+
+    // model memory mapped files
+    llama_mmaps mappings;
+
+    // objects representing data potentially being locked in memory
+    llama_mlocks mlock_bufs;
+    llama_mlocks mlock_mmaps;
+
+    // contexts where the model tensors metadata is stored
+    std::vector<ggml_context_ptr> ctxs;
+
+    // the model memory buffers for the tensor data
+    std::vector<ggml_backend_buffer_ptr> bufs;
+
+    buft_list_t cpu_buft_list;
+    std::map<ggml_backend_dev_t, buft_list_t> gpu_buft_list;
+
+    struct layer_dev {
+        ggml_backend_dev_t dev;
+        buft_list_t * buft_list;
+    };
+
+    layer_dev dev_input = {};
+    layer_dev dev_output = {};
+    std::vector<layer_dev> dev_layer;
+
+    bool has_tensor_overrides;
+};
+
+llama_model::llama_model(const llama_model_params & params) : params(params), pimpl(std::make_unique<impl>()) {
+    pimpl->has_tensor_overrides = params.tensor_buft_overrides && params.tensor_buft_overrides[0].pattern;
+}
+
+llama_model::~llama_model() {}
+
+void llama_model::load_stats(llama_model_loader & ml) {
+    pimpl->n_elements = ml.n_elements;
+    pimpl->n_bytes = ml.n_bytes;
+}
+
+void llama_model::load_arch(llama_model_loader & ml) {
+    arch = ml.get_arch();
+    if (arch == LLM_ARCH_UNKNOWN) {
+        throw std::runtime_error("unknown model architecture: '" + ml.get_arch_name() + "'");
+    }
+}
+
+void llama_model::load_hparams(llama_model_loader & ml) {
+    const gguf_context * ctx = ml.meta.get();
+
+    // get metadata as string
+    for (int i = 0; i < gguf_get_n_kv(ctx); i++) {
+        gguf_type type = gguf_get_kv_type(ctx, i);
+        if (type == GGUF_TYPE_ARRAY) {
+            continue;
+        }
+        const char * name = gguf_get_key(ctx, i);
+        const std::string value = gguf_kv_to_str(ctx, i);
+        gguf_kv.emplace(name, value);
+    }
+
+    // get general kv
+    ml.get_key(LLM_KV_GENERAL_NAME, name, false);
+
+    // everything past this point is not vocab-related
+    if (hparams.vocab_only) {
+        return;
+    }
+
+    ml.get_key(LLM_KV_CONTEXT_LENGTH,    hparams.n_ctx_train);
+    ml.get_key(LLM_KV_EMBEDDING_LENGTH,  hparams.n_embd);
+    ml.get_key(LLM_KV_BLOCK_COUNT,       hparams.n_layer);
+    ml.get_key(LLM_KV_EXPERT_COUNT,      hparams.n_expert,      false);
+    ml.get_key(LLM_KV_EXPERT_USED_COUNT, hparams.n_expert_used, false);
+
+    if (arch == LLM_ARCH_WAVTOKENIZER_DEC) {
+        ml.get_key(LLM_KV_FEATURES_LENGTH, hparams.n_embd_features);
+
+        ml.get_key(LLM_KV_POSNET_EMBEDDING_LENGTH, hparams.posnet.n_embd);
+        ml.get_key(LLM_KV_POSNET_BLOCK_COUNT,      hparams.posnet.n_layer);
+
+        ml.get_key(LLM_KV_CONVNEXT_EMBEDDING_LENGTH, hparams.convnext.n_embd);
+        ml.get_key(LLM_KV_CONVNEXT_BLOCK_COUNT,      hparams.convnext.n_layer);
+    }
+
+    GGML_ASSERT(hparams.n_expert <= LLAMA_MAX_EXPERTS);
+    GGML_ASSERT(hparams.n_expert_used <= hparams.n_expert);
+    if (hparams.n_expert > 0) {
+        GGML_ASSERT(hparams.n_expert_used > 0);
+    } else {
+        GGML_ASSERT(hparams.n_expert_used == 0);
+    }
+
+    // zero-out the array hparams
+    std::fill(hparams.n_head_arr.begin(),    hparams.n_head_arr.end(),    0);
+    std::fill(hparams.n_head_kv_arr.begin(), hparams.n_head_kv_arr.end(), 0);
+    std::fill(hparams.n_ff_arr.begin(),      hparams.n_ff_arr.end(),      0);
+
+    ml.get_key_or_arr(LLM_KV_FEED_FORWARD_LENGTH,  hparams.n_ff_arr,   hparams.n_layer, false);
+    ml.get_key_or_arr(LLM_KV_ATTENTION_HEAD_COUNT, hparams.n_head_arr, hparams.n_layer, false);
+
+    // n_head_kv is optional, default to n_head
+    hparams.n_head_kv_arr = hparams.n_head_arr;
+
+    ml.get_key_or_arr(LLM_KV_ATTENTION_HEAD_COUNT_KV, hparams.n_head_kv_arr, hparams.n_layer, false);
+
+    bool rope_finetuned = false;
+    ml.get_key(LLM_KV_ROPE_SCALING_FINETUNED, rope_finetuned, false);
+    hparams.rope_finetuned = rope_finetuned;
+
+    hparams.n_ctx_orig_yarn = hparams.n_ctx_train;
+    ml.get_key(LLM_KV_ROPE_SCALING_ORIG_CTX_LEN, hparams.n_ctx_orig_yarn, false);
+
+    // rope_freq_base (optional)
+    hparams.rope_freq_base_train = 10000.0f;
+    ml.get_key(LLM_KV_ROPE_FREQ_BASE, hparams.rope_freq_base_train, false);
+
+    std::string rope_scaling("linear");
+    ml.get_key(LLM_KV_ROPE_SCALING_TYPE, rope_scaling, false);
+    hparams.rope_scaling_type_train = llama_rope_scaling_type_from_string(rope_scaling);
+    GGML_ASSERT(hparams.rope_scaling_type_train != LLAMA_ROPE_SCALING_TYPE_UNSPECIFIED);
+
+    // rope_freq_scale (inverse of the kv) is optional
+    float ropescale = 0.0f;
+    if (!ml.get_key(LLM_KV_ROPE_SCALING_FACTOR, ropescale, false)) {
+        // try the old key name
+        ml.get_key(LLM_KV_ROPE_SCALE_LINEAR, ropescale, false);
+    }
+    hparams.rope_freq_scale_train = ropescale == 0.0f ? 1.0f : 1.0f/ropescale;
+
+    // by default assume that the sliding-window layers use the same scaling type as the non-sliding-window layers
+    hparams.rope_freq_base_train_swa  = hparams.rope_freq_base_train;
+    hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train;
+
+    ml.get_key(LLM_KV_ROPE_SCALING_ATTN_FACTOR, hparams.rope_attn_factor, false);
+
+    // non-transformer models do not have attention heads
+    if (hparams.n_head() > 0) {
+        // gpt-neox n_rot = rotary_pct * (n_embd / n_head)
+        // gpt-j n_rot = rotary_dim
+
+        hparams.n_embd_head_k = hparams.n_embd / hparams.n_head();
+        ml.get_key(LLM_KV_ATTENTION_KEY_LENGTH, hparams.n_embd_head_k, false);
+
+        hparams.n_embd_head_v = hparams.n_embd / hparams.n_head();
+        ml.get_key(LLM_KV_ATTENTION_VALUE_LENGTH, hparams.n_embd_head_v, false);
+
+        // sanity check for n_rot (optional)
+        hparams.n_rot = hparams.n_embd_head_k;
+
+        ml.get_key(LLM_KV_ROPE_DIMENSION_COUNT, hparams.n_rot, false);
+
+        if (arch == LLM_ARCH_LLAMA || arch == LLM_ARCH_DECI || arch == LLM_ARCH_FALCON) {
+            if (hparams.n_rot != hparams.n_embd_head_k) {
+                throw std::runtime_error(format("invalid n_rot: %u, expected %u", hparams.n_rot, hparams.n_embd_head_k));
+            }
+        }
+    } else {
+        hparams.n_rot = 0;
+        hparams.n_embd_head_k = 0;
+        hparams.n_embd_head_v = 0;
+    }
+
+    // for differentiating model types
+    uint32_t n_vocab = 0;
+    ml.get_key(LLM_KV_VOCAB_SIZE, n_vocab, false) || ml.get_arr_n(LLM_KV_TOKENIZER_LIST, n_vocab, false);
+
+    // arch-specific KVs
+    switch (arch) {
+        case LLM_ARCH_LLAMA:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                if (hparams.n_expert == 8) {
+                    switch (hparams.n_layer) {
+                        case 32: type = LLM_TYPE_8x7B; break;
+                        case 56: type = LLM_TYPE_8x22B; break;
+                        default: type = LLM_TYPE_UNKNOWN;
+                    }
+                } else {
+                    switch (hparams.n_layer) {
+                        case 16: type = LLM_TYPE_1B; break; // Llama 3.2 1B
+                        case 22: type = LLM_TYPE_1B; break;
+                        case 26: type = LLM_TYPE_3B; break;
+                        case 28: type = LLM_TYPE_3B; break; // Llama 3.2 3B
+                        // granite uses a vocab with len 49152
+                        case 32: type = n_vocab == 49152 ? LLM_TYPE_3B : (n_vocab < 40000 ? LLM_TYPE_7B : LLM_TYPE_8B); break;
+                        case 36: type = LLM_TYPE_8B; break; // granite
+                        case 40: type = LLM_TYPE_13B; break;
+                        case 48: type = LLM_TYPE_34B; break;
+                        case 60: type = LLM_TYPE_30B; break;
+                        case 80: type = hparams.n_head() == hparams.n_head_kv() ? LLM_TYPE_65B : LLM_TYPE_70B; break;
+                        default: type = LLM_TYPE_UNKNOWN;
+                    }
+                }
+            } break;
+        case LLM_ARCH_LLAMA4:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH,  hparams.n_ff_exp);
+                ml.get_key(LLM_KV_INTERLEAVE_MOE_LAYER_STEP,   hparams.n_moe_layer_step);
+                hparams.n_swa_pattern = 4;    // pattern: 3 chunked - 1 full
+                hparams.n_attn_chunk  = 8192; // should this be a gguf kv? currently it's the same for Scout and Maverick
+                hparams.n_swa = 1; // TODO @ngxson : this is added to trigger the SWA branch (we store the chunked attn mask in the SWA tensor), will need to clean this up later
+
+                switch (hparams.n_expert) {
+                    case 16:  type = LLM_TYPE_17B_16E; break;
+                    case 128: type = LLM_TYPE_17B_128E; break;
+                    default:  type = LLM_TYPE_UNKNOWN;
+                }
+
+                if (type == LLM_TYPE_17B_128E) {
+                    hparams.use_kq_norm = false;
+                }
+            } break;
+        case LLM_ARCH_DECI:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 80: type = LLM_TYPE_70B; break;
+                    case 162: type = LLM_TYPE_405B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_MINICPM:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_EMBEDDING_SCALE,             hparams.f_embedding_scale);
+                ml.get_key(LLM_KV_RESIDUAL_SCALE,              hparams.f_residual_scale);
+                ml.get_key(LLM_KV_LOGIT_SCALE,                 hparams.f_logit_scale);
+
+                switch (hparams.n_layer) {
+                    case 52: type = LLM_TYPE_1B; break;
+                    case 40: type = LLM_TYPE_2B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_MINICPM3:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_ATTENTION_Q_LORA_RANK,       hparams.n_lora_q);
+                ml.get_key(LLM_KV_ATTENTION_KV_LORA_RANK,      hparams.n_lora_kv);
+
+                switch (hparams.n_layer) {
+                    case 62: type = LLM_TYPE_4B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_GROK:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 64: type = LLM_TYPE_314B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_FALCON:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 60: type = LLM_TYPE_40B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_BAICHUAN:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 40: type = LLM_TYPE_13B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+
+                if (type == LLM_TYPE_13B) {
+                    // TODO: become GGUF KV parameter
+                    hparams.f_max_alibi_bias = 8.0f;
+                }
+            } break;
+        case LLM_ARCH_STARCODER:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+                switch (hparams.n_layer) {
+                    case 24: type = LLM_TYPE_1B; break;
+                    case 36: type = LLM_TYPE_3B; break;
+                    case 42: type = LLM_TYPE_7B; break;
+                    case 40: type = LLM_TYPE_15B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_REFACT:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_1B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+
+                // TODO: become GGUF KV parameter
+                hparams.f_max_alibi_bias = 8.0f;
+            } break;
+        case LLM_ARCH_BERT:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,    hparams.f_norm_eps);
+                ml.get_key(LLM_KV_ATTENTION_CAUSAL,           hparams.causal_attn);
+                ml.get_key(LLM_KV_POOLING_TYPE,               hparams.pooling_type, false);
+
+                switch (hparams.n_layer) {
+                    case 3:
+                        type = LLM_TYPE_17M; break; // bge-micro
+                    case 6:
+                        type = LLM_TYPE_22M; break; // MiniLM-L6
+                    case 12:
+                        switch (hparams.n_embd) {
+                            case 384: type = LLM_TYPE_33M; break; // MiniLM-L12, bge-small
+                            case 768: type = LLM_TYPE_109M; break; // bge-base
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 24:
+                        type = LLM_TYPE_335M; break; // bge-large
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_JINA_BERT_V2:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,    hparams.f_norm_eps);
+                ml.get_key(LLM_KV_ATTENTION_CAUSAL,           hparams.causal_attn);
+                ml.get_key(LLM_KV_POOLING_TYPE,               hparams.pooling_type, false);
+                hparams.f_max_alibi_bias = 8.0f;
+
+                switch (hparams.n_layer) {
+                    case 4:  type = LLM_TYPE_33M;  break; // jina-embeddings-small
+                    case 12: type = LLM_TYPE_137M; break; // jina-embeddings-base
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_NOMIC_BERT:
+        case LLM_ARCH_NOMIC_BERT_MOE:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,    hparams.f_norm_eps);
+                ml.get_key(LLM_KV_ATTENTION_CAUSAL,           hparams.causal_attn);
+                ml.get_key(LLM_KV_POOLING_TYPE,               hparams.pooling_type);
+                ml.get_key(LLM_KV_MOE_EVERY_N_LAYERS,         hparams.moe_every_n_layers, 0);
+
+                if (hparams.n_layer == 12 && hparams.n_embd == 768) {
+                    if (arch == LLM_ARCH_NOMIC_BERT) {
+                        type = LLM_TYPE_137M;
+                    } else if (arch == LLM_ARCH_NOMIC_BERT_MOE && hparams.moe_every_n_layers == 2) {
+                        type = LLM_TYPE_475M;
+                    }
+                }
+            } break;
+        case LLM_ARCH_BLOOM:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+
+                switch (hparams.n_layer) {
+                    case 24: type = LLM_TYPE_1B; break;
+                    case 30:
+                        switch (hparams.n_embd) {
+                            case 2560: type = LLM_TYPE_3B; break;
+                            case 4096: type = LLM_TYPE_7B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+
+                // TODO: become GGUF KV parameter
+                hparams.f_max_alibi_bias = 8.0f;
+            } break;
+        case LLM_ARCH_MPT:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,  hparams.f_norm_eps);
+                ml.get_key(LLM_KV_ATTENTION_CLAMP_KQV,      hparams.f_clamp_kqv, false);
+                ml.get_key(LLM_KV_ATTENTION_MAX_ALIBI_BIAS, hparams.f_max_alibi_bias);
+
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 48: type = LLM_TYPE_30B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_STABLELM:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+
+                switch (hparams.n_layer) {
+                    case 24: type = LLM_TYPE_1B; break;
+                    case 32: type = LLM_TYPE_3B; break;
+                    case 40: type = LLM_TYPE_12B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+               }
+            } break;
+        case LLM_ARCH_QWEN:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 40: type = LLM_TYPE_13B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_QWEN2VL:
+            {
+                ml.get_key_or_arr(LLM_KV_ROPE_DIMENSION_SECTIONS, hparams.rope_sections, 4, true);
+            }
+            // fall through
+        case LLM_ARCH_QWEN2:
+            {
+                ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type, false);
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 24: type = hparams.n_embd == 1024 ? LLM_TYPE_0_5B : LLM_TYPE_1B; break;
+                    case 28: type = hparams.n_embd == 1536 ? LLM_TYPE_1_5B : LLM_TYPE_7B; break;
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 36: type = LLM_TYPE_3B; break;
+                    case 40: type = hparams.n_head() == 20 ? LLM_TYPE_4B : LLM_TYPE_13B; break;
+                    case 48: type = LLM_TYPE_14B; break;
+                    case 64: type = LLM_TYPE_32B; break;
+                    case 80: type = LLM_TYPE_70B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_QWEN2MOE:
+            {
+                ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH,        hparams.n_ff_exp, false);
+                ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, false);
+
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 24: type = LLM_TYPE_A2_7B; break;
+                    case 28: type = LLM_TYPE_57B_A14B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_QWEN3:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 28: type = hparams.n_embd == 1024 ? LLM_TYPE_0_6B : LLM_TYPE_1_7B; break;
+                    case 36: type = hparams.n_embd == 2560 ? LLM_TYPE_4B : LLM_TYPE_8B; break;
+                    case 40: type = LLM_TYPE_14B; break;
+                    case 64: type = LLM_TYPE_32B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_QWEN3MOE:
+            {
+                ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH,        hparams.n_ff_exp, false);
+
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 48: type = LLM_TYPE_30B_A3B; break;
+                    case 94: type = LLM_TYPE_235B_A22B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_PHI2:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+
+                switch (hparams.n_layer) {
+                    case 24: type = LLM_TYPE_1B; break;
+                    case 32: type = LLM_TYPE_3B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_PHI3:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 24: type = LLM_TYPE_1B; break;
+                    case 32: type = LLM_TYPE_3B; break;
+                    case 40: type = LLM_TYPE_14B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+
+                // for backward compatibility ; see: https://github.com/ggerganov/llama.cpp/pull/8931
+                if ((hparams.n_layer == 32 || hparams.n_layer == 40) && hparams.n_ctx_train == 4096) {
+                    // default value for Phi-3-mini-4k-instruct and Phi-3-medium-4k-instruct
+                    hparams.n_swa = 2047;
+                } else if (hparams.n_layer == 32 && hparams.n_head_kv(0) == 32 && hparams.n_ctx_train == 131072) {
+                    // default value for Phi-3-mini-128k-instruct
+                    // note: this seems incorrect because the window is bigger than the train context?
+                    hparams.n_swa = 262144;
+                } else if (hparams.n_layer == 40 && hparams.n_ctx_train == 131072) {
+                    // default value for Phi-3-medium-128k-instruct
+                    // note: this seems incorrect because the window is equal to the train context?
+                    hparams.n_swa = 131072;
+                }
+                bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false);
+                if (!found_swa && hparams.n_swa == 0) {
+                    throw std::runtime_error("invalid value for sliding_window");
+                }
+            } break;
+        case LLM_ARCH_PHIMOE:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_16x3_8B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_PLAMO:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 40: type = LLM_TYPE_13B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+               }
+            } break;
+        case LLM_ARCH_GPT2:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+                switch (hparams.n_layer) {
+                    case 12: type = LLM_TYPE_SMALL; break;
+                    case 24: type = LLM_TYPE_MEDIUM; break;
+                    case 36: type = LLM_TYPE_LARGE; break;
+                    case 48: type = LLM_TYPE_XL; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_CODESHELL:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+                switch (hparams.n_layer) {
+                    case 42: type = LLM_TYPE_7B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_ORION:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+
+                switch (hparams.n_layer) {
+                    case 40: type = LLM_TYPE_14B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_INTERNLM2:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 48: type = LLM_TYPE_20B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_GEMMA:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 18: type = LLM_TYPE_2B; break;
+                    case 28: type = LLM_TYPE_7B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+               }
+            } break;
+        case LLM_ARCH_GEMMA2:
+            {
+                hparams.n_swa = 4096; // default value of gemma 2
+                hparams.n_swa_pattern = 2;
+                hparams.attn_soft_cap = true;
+
+                ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW,    hparams.n_swa, false);
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_ATTN_LOGIT_SOFTCAPPING,      hparams.f_attn_logit_softcapping, false);
+                ml.get_key(LLM_KV_FINAL_LOGIT_SOFTCAPPING,     hparams.f_final_logit_softcapping, false);
+
+                switch (hparams.n_layer) {
+                    case 26: type = LLM_TYPE_2B; break;
+                    case 42: type = LLM_TYPE_9B; break;
+                    case 46: type = LLM_TYPE_27B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+               }
+            } break;
+        case LLM_ARCH_GEMMA3:
+            {
+                hparams.n_swa_pattern = 6;
+
+                hparams.rope_freq_base_train_swa  = 10000.0f;
+                hparams.rope_freq_scale_train_swa = 1.0f;
+
+                ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW,    hparams.n_swa);
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 26: type = LLM_TYPE_1B; break;
+                    case 34: type = LLM_TYPE_4B; break;
+                    case 48: type = LLM_TYPE_12B; break;
+                    case 62: type = LLM_TYPE_27B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+
+                hparams.f_attention_scale = type == LLM_TYPE_27B
+                    ? 1.0f / std::sqrt(float(hparams.n_embd / hparams.n_head(0)))
+                    : 1.0f / std::sqrt(float(hparams.n_embd_head_k));
+            } break;
+        case LLM_ARCH_STARCODER2:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+                switch (hparams.n_layer) {
+                    case 30: type = LLM_TYPE_3B; break;
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 40: type = LLM_TYPE_15B; break;
+                    case 52: type = LLM_TYPE_20B; break; // granite
+                    case 88: type = LLM_TYPE_34B; break; // granite
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_MAMBA:
+            {
+                ml.get_key(LLM_KV_SSM_CONV_KERNEL,    hparams.ssm_d_conv);
+                ml.get_key(LLM_KV_SSM_INNER_SIZE,     hparams.ssm_d_inner);
+                ml.get_key(LLM_KV_SSM_STATE_SIZE,     hparams.ssm_d_state);
+                ml.get_key(LLM_KV_SSM_TIME_STEP_RANK, hparams.ssm_dt_rank);
+                ml.get_key(LLM_KV_SSM_DT_B_C_RMS,     hparams.ssm_dt_b_c_rms, false);
+
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 24:
+                        switch (hparams.n_embd) {
+                            case 768: type = LLM_TYPE_SMALL; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 48:
+                        switch (hparams.n_embd) {
+                            case 1024: type = LLM_TYPE_MEDIUM; break;
+                            case 1536: type = LLM_TYPE_LARGE; break;
+                            case 2048: type = LLM_TYPE_XL; break;
+                            default:   type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 64:
+                        switch (hparams.n_embd) {
+                            case 2560: type = LLM_TYPE_3B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_XVERSE:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 40: type = LLM_TYPE_13B; break;
+                    case 80: type = LLM_TYPE_65B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_COMMAND_R:
+            {
+                ml.get_key(LLM_KV_LOGIT_SCALE,             hparams.f_logit_scale);
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+                switch (hparams.n_layer) {
+                    case 40: type = LLM_TYPE_35B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_COHERE2:
+            {
+                hparams.n_swa_pattern = 4;
+
+                ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa);
+                ml.get_key(LLM_KV_LOGIT_SCALE,              hparams.f_logit_scale);
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,  hparams.f_norm_eps);
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_8B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_DBRX:
+        {
+            ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+            ml.get_key(LLM_KV_ATTENTION_CLAMP_KQV,     hparams.f_clamp_kqv);
+
+            switch (hparams.n_layer) {
+                case 40: type = LLM_TYPE_16x12B; break;
+                default: type = LLM_TYPE_UNKNOWN;
+            }
+        } break;
+        case LLM_ARCH_OLMO:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+                ml.get_key(LLM_KV_ATTENTION_CLAMP_KQV,     hparams.f_clamp_kqv, false);
+
+                switch (hparams.n_layer) {
+                    case 22: type = LLM_TYPE_1B; break;
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 80: type = LLM_TYPE_70B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_OLMO2:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 16: type = LLM_TYPE_1B; break;
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 40: type = LLM_TYPE_13B; break;
+                    case 64: type = LLM_TYPE_32B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_OLMOE:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 16: type = LLM_TYPE_A1_7B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_OPENELM:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                case 16: type = LLM_TYPE_270M; break;
+                case 20: type = LLM_TYPE_450M; break;
+                case 28: type = LLM_TYPE_1B; break;
+                case 36: type = LLM_TYPE_3B; break;
+                default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_GPTNEOX:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+                ml.get_key(LLM_KV_USE_PARALLEL_RESIDUAL,   hparams.use_par_res);
+                switch (hparams.n_layer) {
+                    case 6:
+                        switch (hparams.n_ff()) {
+                            case 512:  type = LLM_TYPE_14M; break;
+                            case 2048: type = LLM_TYPE_70M; break;
+                            default:   type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 12:
+                        switch (hparams.n_ff()) {
+                            case 3072: type = LLM_TYPE_160M; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 16:
+                        switch (hparams.n_ff()) {
+                            case 8192: type = LLM_TYPE_1B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 24:
+                        switch (hparams.n_ff()) {
+                            case 4096: type = LLM_TYPE_410M; break;
+                            case 8192: type = LLM_TYPE_1_4B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 32:
+                        switch (hparams.n_ff()) {
+                            case 10240: type = LLM_TYPE_2_8B; break;
+                            case 16384: type = LLM_TYPE_6_9B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 36:
+                        switch (hparams.n_ff()) {
+                            case 20480: type = LLM_TYPE_12B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 44:
+                        switch (hparams.n_ff()) {
+                            case 24576: type = LLM_TYPE_20B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_ARCTIC:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                if (hparams.n_expert == 128) {
+                    switch (hparams.n_layer) {
+                        case 35: type = LLM_TYPE_10B_128x3_66B; break;
+                        default: type = LLM_TYPE_UNKNOWN;
+                    }
+                } else {
+                    type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_DEEPSEEK:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT,   hparams.n_layer_dense_lead);
+                ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH,  hparams.n_ff_exp);
+                ml.get_key(LLM_KV_EXPERT_SHARED_COUNT,         hparams.n_expert_shared);
+                ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE,        hparams.expert_weights_scale);
+
+                switch (hparams.n_layer) {
+                    case 28: type = LLM_TYPE_20B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_DEEPSEEK2:
+            {
+                bool is_lite = (hparams.n_layer == 27);
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT,   hparams.n_layer_dense_lead);
+                if (!is_lite) {
+                    ml.get_key(LLM_KV_ATTENTION_Q_LORA_RANK, hparams.n_lora_q);
+                }
+                ml.get_key(LLM_KV_ATTENTION_KV_LORA_RANK,     hparams.n_lora_kv);
+                ml.get_key(LLM_KV_ATTENTION_KEY_LENGTH_MLA,   hparams.n_embd_head_k_mla, false);
+                ml.get_key(LLM_KV_ATTENTION_VALUE_LENGTH_MLA, hparams.n_embd_head_v_mla, false);
+                ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp);
+                ml.get_key(LLM_KV_EXPERT_SHARED_COUNT,        hparams.n_expert_shared);
+                ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE,       hparams.expert_weights_scale);
+                ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM,        hparams.expert_weights_norm, false);
+                ml.get_key(LLM_KV_EXPERT_GATING_FUNC,         hparams.expert_gating_func, false);
+                if (hparams.expert_gating_func == LLAMA_EXPERT_GATING_FUNC_TYPE_NONE) {
+                    // for compatibility with existing DeepSeek V2 and V2.5 GGUFs
+                    // that have no expert_gating_func model parameter set
+                    hparams.expert_gating_func = LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX;
+                }
+                ml.get_key(LLM_KV_ROPE_SCALING_YARN_LOG_MUL, hparams.rope_yarn_log_mul);
+
+                switch (hparams.n_layer) {
+                    case 27: type = LLM_TYPE_16B; break;
+                    case 60: type = LLM_TYPE_236B; break;
+                    case 61: type = LLM_TYPE_671B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_PLM:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_ATTENTION_KV_LORA_RANK, hparams.n_lora_kv);
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_1_8B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_CHATGLM:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 28: {
+                        if (hparams.n_head(0) == 16) {
+                            type = LLM_TYPE_1_5B;
+                        } else {
+                            type = LLM_TYPE_6B;
+                        }
+                    } break;
+                    case 40: {
+                        if (hparams.n_head(0) == 24) {
+                            type = LLM_TYPE_4B;
+                        } else {
+                            type = LLM_TYPE_9B;
+                        }
+                    } break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_GLM4:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                switch (hparams.n_layer) {
+                    case 40: type = LLM_TYPE_9B; break;
+                    case 61: type = LLM_TYPE_32B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_BITNET:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 26: type = LLM_TYPE_3B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_T5:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS,      hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, hparams.n_rel_attn_bkts);
+
+                uint32_t dec_start_token_id;
+                if (ml.get_key(LLM_KV_DECODER_START_TOKEN_ID, dec_start_token_id, false)) {
+                    hparams.dec_start_token_id = dec_start_token_id;
+                }
+
+                switch (hparams.n_layer) {
+                    case 6:  type = LLM_TYPE_60M;  break; // t5-small
+                    case 8:  type = LLM_TYPE_80M;  break; // flan-t5-small
+                    case 12:
+                        switch (hparams.n_ff()) {
+                            case 3072: type = LLM_TYPE_220M; break; // t5-base
+                            case 2048: type = LLM_TYPE_250M; break; // flan-t5-base
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 24:
+                        switch (hparams.n_ff()) {
+                            case 4096:  type = LLM_TYPE_770M; break; // t5-large
+                            case 2816:  type = LLM_TYPE_780M; break; // flan-t5-large
+                            case 16384: type = LLM_TYPE_3B;   break; // t5-3b
+                            case 5120:  type = LLM_TYPE_3B;   break; // flan-t5-xl
+                            case 65536: type = LLM_TYPE_11B;  break; // t5-11b
+                            case 10240: type = LLM_TYPE_11B;  break; // flan-t5-xxl
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    default: type = LLM_TYPE_UNKNOWN;
+               }
+            } break;
+        case LLM_ARCH_T5ENCODER:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, hparams.n_rel_attn_bkts);
+                type = LLM_TYPE_UNKNOWN;
+            } break;
+        case LLM_ARCH_JAIS:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+                ml.get_key(LLM_KV_ATTENTION_MAX_ALIBI_BIAS, hparams.f_max_alibi_bias);
+
+                switch (hparams.n_layer) {
+                    case 24: type = LLM_TYPE_1_3B; break;
+                    case 40: type = LLM_TYPE_13B; break;
+                    /* TODO: add variants */
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_NEMOTRON:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_4B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_EXAONE:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_8B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_RWKV6:
+        case LLM_ARCH_RWKV6QWEN2:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,     hparams.f_norm_eps, false);
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps, false);
+                ml.get_key(LLM_KV_WKV_HEAD_SIZE,               hparams.wkv_head_size);
+                ml.get_key(LLM_KV_TIME_MIX_EXTRA_DIM,          hparams.time_mix_extra_dim);
+                ml.get_key(LLM_KV_TIME_DECAY_EXTRA_DIM,        hparams.time_decay_extra_dim);
+                ml.get_key(LLM_KV_RESCALE_EVERY_N_LAYERS,      hparams.rescale_every_n_layers, false);
+                ml.get_key(LLM_KV_TOKEN_SHIFT_COUNT,           hparams.token_shift_count, false);
+
+                switch (hparams.n_layer) {
+                    case 24: type = LLM_TYPE_1_6B; break;
+                    case 32:
+                        switch (hparams.n_embd) {
+                            case 2560: type = LLM_TYPE_3B; break;
+                            case 4096: type = LLM_TYPE_7B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 61: type = LLM_TYPE_14B; break;
+                    case 64: type = LLM_TYPE_32B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_RWKV7:
+        case LLM_ARCH_ARWKV7:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,                hparams.f_norm_eps, false);
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS,            hparams.f_norm_rms_eps, false);
+                ml.get_key(LLM_KV_WKV_HEAD_SIZE,                          hparams.wkv_head_size);
+                ml.get_key(LLM_KV_ATTENTION_DECAY_LORA_RANK,              hparams.n_lora_decay);
+                ml.get_key(LLM_KV_ATTENTION_ICLR_LORA_RANK,               hparams.n_lora_iclr);
+                ml.get_key(LLM_KV_ATTENTION_VALUE_RESIDUAL_MIX_LORA_RANK, hparams.n_lora_value_res_mix);
+                ml.get_key(LLM_KV_ATTENTION_GATE_LORA_RANK,               hparams.n_lora_gate, false);
+                ml.get_key(LLM_KV_TOKEN_SHIFT_COUNT,                      hparams.token_shift_count, false);
+
+                switch (hparams.n_layer) {
+                    case 12: type = LLM_TYPE_190M; break;
+                    case 24:
+                        switch (hparams.n_embd) {
+                            case 1024: type = LLM_TYPE_450M; break;
+                            case 2048: type = LLM_TYPE_1_5B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 28:
+                        switch (hparams.n_embd) {
+                            case 1536: type = LLM_TYPE_1_5B; break;
+                            case 3584: type = LLM_TYPE_7B; break;
+                            default: type = LLM_TYPE_UNKNOWN;
+                        } break;
+                    case 32: type = LLM_TYPE_2_9B; break; // RWKV-7-World
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_GRANITE:
+        case LLM_ARCH_GRANITE_MOE:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_LOGIT_SCALE,                 hparams.f_logit_scale);
+                ml.get_key(LLM_KV_RESIDUAL_SCALE,              hparams.f_residual_scale);
+                ml.get_key(LLM_KV_EMBEDDING_SCALE,             hparams.f_embedding_scale);
+                ml.get_key(LLM_KV_ATTENTION_SCALE,             hparams.f_attention_scale);
+
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_3B; break;
+                    case 40: type = LLM_TYPE_3B; break;
+                    // Add additional layer/vocab/etc checks here for other model sizes
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_CHAMELEON:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                hparams.f_norm_eps = 1e-5;  // eps for qk-norm, torch default
+                ml.get_key(LLM_KV_SWIN_NORM, hparams.swin_norm);
+
+                switch (hparams.n_layer) {
+                    case 32: type = LLM_TYPE_7B; break;
+                    case 48: type = LLM_TYPE_34B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+               }
+            } break;
+        case LLM_ARCH_SOLAR:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                for (size_t i = 0; i < hparams.n_bskcn_arr.max_size(); ++i) {
+                    auto & bskcn = hparams.n_bskcn_arr[i];
+                    bskcn.fill(0);
+                    auto kv = LLM_KV(arch);
+                    ml.get_key_or_arr(format((kv(LLM_KV_ATTENTION_BLOCK_SKIP_CONNECTION) + ".%d").c_str(), i), bskcn, hparams.n_layer, false);
+                }
+
+                switch (hparams.n_layer) {
+                    case 64: type = LLM_TYPE_22B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        case LLM_ARCH_WAVTOKENIZER_DEC:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,    hparams.f_norm_eps);
+                ml.get_key(LLM_KV_ATTENTION_GROUPNORM_EPS,    hparams.f_norm_group_eps);
+                ml.get_key(LLM_KV_ATTENTION_GROUPNORM_GROUPS, hparams.n_norm_groups);
+                ml.get_key(LLM_KV_ATTENTION_CAUSAL,           hparams.causal_attn);
+            } break;
+        case LLM_ARCH_BAILINGMOE:
+            {
+                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+                ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT,   hparams.n_layer_dense_lead);
+                ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH,  hparams.n_ff_exp);
+                ml.get_key(LLM_KV_EXPERT_SHARED_COUNT,         hparams.n_expert_shared);
+                ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE,        hparams.expert_weights_scale);
+                ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM,         hparams.expert_weights_norm, false);
+
+                switch (hparams.n_layer) {
+                    case 28: type = LLM_TYPE_16B; break;
+                    case 88: type = LLM_TYPE_290B; break;
+                    default: type = LLM_TYPE_UNKNOWN;
+                }
+            } break;
+        default: throw std::runtime_error("unsupported model architecture");
+    }
+
+    pimpl->n_bytes = ml.n_bytes;
+
+    pimpl->desc_str = arch_name() + " " + type_name() + " " + ml.ftype_name();
+
+    if (hparams.f_max_alibi_bias > 0.0f) {
+        hparams.use_alibi = true;
+    }
+
+    hparams.rope_type = llama_model_rope_type(this);
+}
+
+void llama_model::load_vocab(llama_model_loader & ml) {
+    const auto kv = LLM_KV(arch);
+
+    vocab.load(ml, kv);
+}
+
+bool llama_model::load_tensors(llama_model_loader & ml) {
+    const auto & split_mode   = params.split_mode;
+    const auto & n_gpu_layers = params.n_gpu_layers;
+    const auto & use_mlock    = params.use_mlock;
+    const auto & tensor_split = params.tensor_split;
+
+    const int n_layer = hparams.n_layer;
+
+    const bool use_mmap_buffer = true;
+
+    LLAMA_LOG_INFO("%s: loading model tensors, this can take a while... (mmap = %s)\n", __func__, ml.use_mmap ? "true" : "false");
+
+    // build a list of buffer types for the CPU and GPU devices
+    pimpl->cpu_buft_list = make_cpu_buft_list(devices);
+    for (auto * dev : devices) {
+        buft_list_t buft_list = make_gpu_buft_list(dev, split_mode, tensor_split);
+        // add CPU buffer types as a fallback
+        buft_list.insert(buft_list.end(), pimpl->cpu_buft_list.begin(), pimpl->cpu_buft_list.end());
+        pimpl->gpu_buft_list.emplace(dev, std::move(buft_list));
+    }
+
+    // calculate the split points
+    bool all_zero = tensor_split == nullptr || std::all_of(tensor_split, tensor_split + n_devices(), [](float x) { return x == 0.0f; });
+    std::vector<float> splits(n_devices());
+    if (all_zero) {
+        // default split, by free memory
+        for (size_t i = 0; i < n_devices(); ++i) {
+            ggml_backend_dev_t dev = devices[i];
+            size_t total;
+            size_t free;
+            ggml_backend_dev_memory(dev, &free, &total);
+            splits[i] = free;
+        }
+    } else {
+        std::copy(tensor_split, tensor_split + n_devices(), splits.begin());
+    }
+
+    // sum and normalize the splits to get the split points
+    float split_sum = 0.0f;
+    for (size_t i = 0; i < n_devices(); ++i) {
+        split_sum += splits[i];
+        splits[i] = split_sum;
+    }
+    for (size_t i = 0; i < n_devices(); ++i) {
+        splits[i] /= split_sum;
+    }
+
+    ggml_backend_dev_t cpu_dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
+    if (cpu_dev == nullptr) {
+        throw std::runtime_error(format("%s: no CPU backend found", __func__));
+    }
+    const int i_gpu_start = std::max((int) hparams.n_layer - n_gpu_layers, (int) 0);
+    const int act_gpu_layers = devices.empty() ? 0 : std::min(n_gpu_layers, (int)n_layer + 1);
+    auto get_layer_buft_list = [&](int il) -> llama_model::impl::layer_dev {
+        const bool is_swa = il < (int) hparams.n_layer && hparams.is_swa(il);
+        if (il < i_gpu_start || (il - i_gpu_start) >= act_gpu_layers) {
+            LLAMA_LOG_DEBUG("load_tensors: layer %3d assigned to device %s, is_swa = %d\n", il, ggml_backend_dev_name(cpu_dev), is_swa);
+            return {cpu_dev, &pimpl->cpu_buft_list};
+        }
+        const int layer_gpu = std::upper_bound(splits.begin(), splits.begin() + n_devices(), float(il - i_gpu_start)/act_gpu_layers) - splits.begin();
+        auto * dev = devices.at(layer_gpu);
+        LLAMA_LOG_DEBUG("load_tensors: layer %3d assigned to device %s, is_swa = %d\n", il, ggml_backend_dev_name(dev), is_swa);
+        return {dev, &pimpl->gpu_buft_list.at(dev)};
+    };
+
+    // assign the input layer
+    // there is very little benefit to offloading the input layer, so always keep it on the CPU
+    pimpl->dev_input = { cpu_dev, &pimpl->cpu_buft_list };
+
+    // assign the repeating layers to the devices according to the splits
+    pimpl->dev_layer.resize(n_layer);
+    for (int il = 0; il < n_layer; ++il) {
+        pimpl->dev_layer[il] = get_layer_buft_list(il);
+    }
+
+    // assign the output layer
+    pimpl->dev_output = get_layer_buft_list(n_layer);
+
+    // one ggml context per buffer type
+    int max_n_tensors = ml.n_tensors;
+    max_n_tensors += 1;         // duplicated output tensor
+    max_n_tensors += n_layer*2; // duplicated rope freq tensors
+    const size_t ctx_size = ggml_tensor_overhead()*max_n_tensors;
+
+    std::map<ggml_backend_buffer_type_t, ggml_context *> ctx_map;
+    auto ctx_for_buft = [&](ggml_backend_buffer_type_t buft) -> ggml_context * {
+        auto it = ctx_map.find(buft);
+        if (it == ctx_map.end()) {
+            ggml_init_params params = {
+                /*.mem_size   =*/ ctx_size,
+                /*.mem_buffer =*/ NULL,
+                /*.no_alloc   =*/ true,
+            };
+
+            ggml_context * ctx = ggml_init(params);
+            if (!ctx) {
+                throw std::runtime_error(format("failed to create ggml context"));
+            }
+
+            ctx_map[buft] = ctx;
+            pimpl->ctxs.emplace_back(ctx);
+
+            return ctx;
+        }
+        return it->second;
+    };
+
+    const auto TENSOR_DUPLICATED   = llama_model_loader::TENSOR_DUPLICATED;
+    const auto TENSOR_NOT_REQUIRED = llama_model_loader::TENSOR_NOT_REQUIRED;
+
+    // create tensors for the weights
+    {
+        // note: cast to int64_t since we will use these for the tensor dimensions
+        const int64_t n_head        = hparams.n_head();
+        const int64_t n_head_kv     = hparams.n_head_kv();
+        const int64_t n_embd        = hparams.n_embd;
+        const int64_t n_embd_k_gqa  = hparams.n_embd_k_gqa();
+        const int64_t n_embd_v_gqa  = hparams.n_embd_v_gqa();
+        const int64_t n_embd_head_k = hparams.n_embd_head_k;
+        const int64_t n_embd_head_v = hparams.n_embd_head_v;
+        const int64_t n_ff          = hparams.n_ff();
+        const int64_t n_embd_gqa    = n_embd_v_gqa;
+        const int64_t n_vocab       = vocab.n_tokens();
+        const int64_t n_token_types = vocab.n_token_types();
+        const int64_t n_rot         = hparams.n_rot;
+        const int64_t n_expert      = hparams.n_expert;
+        const int64_t n_expert_used = hparams.n_expert_used;
+        const int64_t n_ctx_train   = hparams.n_ctx_train;
+
+        if (n_expert > 0 && hparams.n_expert_used == 0) {
+            throw std::runtime_error("model has expert layers but no expert layers are used");
+        }
+
+        int n_moved_tensors = 0;
+        ggml_tensor * first_moved_tensor = nullptr;
+        ggml_backend_buffer_type_t first_moved_from_buft = nullptr;
+        ggml_backend_buffer_type_t first_moved_to_buft = nullptr;
+
+        auto create_tensor = [&](const LLM_TN_IMPL & tn, const std::initializer_list<int64_t> & ne, int flags) -> ggml_tensor * {
+            ggml_tensor * t_meta = ml.get_tensor_meta(tn.str().c_str());
+
+            if (!t_meta) {
+                if (flags & TENSOR_NOT_REQUIRED) {
+                    return nullptr;
+                }
+                throw std::runtime_error(format("missing tensor '%s'", tn.str().c_str()));
+            }
+
+            // some models use the token embedding tensor as the output, but since these are used in different layers and with different ops
+            // the tensor is duplicated
+            // to handle this, we check if the tensor is duplicated, and if so, we assume that it is being loaded as the output tensor
+            llm_tensor tn_tensor = tn.tensor;
+            if (tn.tensor == LLM_TENSOR_TOKEN_EMBD && flags & TENSOR_DUPLICATED) {
+                tn_tensor = LLM_TENSOR_OUTPUT;
+            }
+
+            llm_tensor_info info;
+            try {
+                info = llm_tensor_info_for(tn_tensor);
+            } catch (const std::out_of_range & e) {
+                throw std::runtime_error(format("missing tensor info mapping for %s", tn.str().c_str()));
+            }
+
+            // skip unused tensors
+            if (info.op == GGML_OP_NONE) {
+                const size_t nbytes = ggml_nbytes(t_meta);
+                LLAMA_LOG_WARN("model has unused tensor %s (size = %zu bytes) -- ignoring\n", tn.str().c_str(), nbytes);
+
+                ml.size_data -= nbytes;
+                ml.n_created++;
+
+                return nullptr;
+            }
+
+            // tensors with "bias" suffix are always used with GGML_OP_ADD
+            ggml_op op;
+            bool bias = tn.suffix != nullptr && strcmp(tn.suffix, "bias") == 0;
+            if (bias) {
+                op = GGML_OP_ADD;
+            } else {
+                op = info.op;
+            }
+
+            // sanity checks
+            if (info.layer == LLM_TENSOR_LAYER_INPUT || info.layer == LLM_TENSOR_LAYER_OUTPUT) {
+                if (tn.bid != -1) {
+                    GGML_ABORT("input/output layer tensor %s used with a layer number", tn.str().c_str());
+                }
+            } else {
+                if (tn.bid == -1) {
+                    GGML_ABORT("repeating layer tensor %s used without a layer number", tn.str().c_str());
+                }
+            }
+
+            // select the buffer type for this tensor
+            buft_list_t * buft_list;
+            switch (info.layer) {
+                case LLM_TENSOR_LAYER_INPUT:
+                    buft_list = pimpl->dev_input.buft_list;
+                    break;
+                case LLM_TENSOR_LAYER_OUTPUT:
+                    buft_list = pimpl->dev_output.buft_list;
+                    break;
+                case LLM_TENSOR_LAYER_REPEATING:
+                    buft_list = pimpl->dev_layer.at(tn.bid).buft_list;
+                    break;
+                default:
+                    GGML_ABORT("invalid layer %d for tensor %s", info.layer, tn.str().c_str());
+            }
+
+            ggml_backend_buffer_type_t buft = nullptr;
+
+            // check overrides
+            if (ml.tensor_buft_overrides) {
+                std::string tensor_name = tn.str();
+                for (const auto * overrides = ml.tensor_buft_overrides; overrides->pattern != nullptr; ++overrides) {
+                    std::regex pattern(overrides->pattern);
+                    if (std::regex_search(tensor_name, pattern)) {
+                        buft = overrides->buft;
+                        LLAMA_LOG_DEBUG("tensor %s (%zu MiB %s) buffer type overridden to %s\n",
+                                tensor_name.c_str(),
+                                ggml_nbytes(t_meta) / 1024 / 1024, ggml_type_name(t_meta->type),
+                                ggml_backend_buft_name(buft));
+                        break;
+                    }
+                }
+            }
+
+            if (!buft) {
+                buft = select_weight_buft(hparams, t_meta, op, *buft_list);
+                if (!buft) {
+                    throw std::runtime_error(format("failed to find a compatible buffer type for tensor %s", tn.str().c_str()));
+                }
+            }
+
+            // avoid using a host buffer when using mmap
+            auto * buft_dev = ggml_backend_buft_get_device(buft);
+            if (ml.use_mmap && buft_dev && buft == ggml_backend_dev_host_buffer_type(buft_dev)) {
+                auto * cpu_dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
+                if (!cpu_dev) {
+                    throw std::runtime_error("no CPU backend found");
+                }
+                buft = ggml_backend_dev_buffer_type(cpu_dev);
+            }
+
+            if (buft != buft_list->front().second) {
+                n_moved_tensors++;
+                if (!first_moved_tensor) {
+                    first_moved_tensor = t_meta;
+                    first_moved_from_buft = buft_list->front().second;
+                    first_moved_to_buft   = buft;
+                }
+            }
+
+            ggml_context * ctx = ctx_for_buft(buft);
+
+            // if duplicated, check if the original tensor was allocated in the same buffer type context and avoid creating a new one
+            if (flags & TENSOR_DUPLICATED) {
+                ggml_tensor * t = ggml_get_tensor(ctx, tn.str().c_str());
+                if (t) {
+                    return t;
+                }
+            }
+            return ml.create_tensor(ctx, tn, ne, flags);
+        };
+
+        layers.resize(n_layer);
+
+        // TODO: move to a separate function
+        const auto tn = LLM_TN(arch);
+        switch (arch) {
+            case LLM_ARCH_LLAMA:
+            case LLM_ARCH_REFACT:
+            case LLM_ARCH_MINICPM:
+            case LLM_ARCH_GRANITE:
+            case LLM_ARCH_GRANITE_MOE:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+
+                        // optional bias tensors
+                        layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i), {n_embd},     TENSOR_NOT_REQUIRED);
+                        layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i), {n_embd},     TENSOR_NOT_REQUIRED);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        if (hparams.rope_scaling_type_train == LLAMA_ROPE_SCALING_TYPE_LONGROPE) {
+                            layer.rope_long  = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_LONG,  "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                            layer.rope_short = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_SHORT, "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                        }
+                        else {
+                            layer.rope_freqs = create_tensor(tn(LLM_TENSOR_ROPE_FREQS, "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                        }
+
+                        if (n_expert == 0) {
+                            layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                            layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                            layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+
+                            // optional MLP bias
+                            layer.ffn_gate_b = create_tensor(tn(LLM_TENSOR_FFN_GATE, "bias", i), {n_ff}, TENSOR_NOT_REQUIRED);
+                            layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                            layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias", i), {n_ff}, TENSOR_NOT_REQUIRED);
+                        } else {
+                            layer.ffn_gate_inp  = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,  "weight", i), {n_embd, n_expert}, 0);
+                            layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd,   n_ff, n_expert}, TENSOR_NOT_REQUIRED);
+                            layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {  n_ff, n_embd, n_expert}, 0);
+                            layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {n_embd,   n_ff, n_expert}, 0);
+                        }
+                    }
+                } break;
+            case LLM_ARCH_LLAMA4:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    GGML_ASSERT(hparams.n_moe_layer_step > 0 && "Llama 4 requires n_moe_layer_step > 0");
+                    for (int i = 0; i < n_layer; ++i) {
+                        bool is_moe_layer = (i + 1) % hparams.n_moe_layer_step == 0;
+
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.rope_freqs = create_tensor(tn(LLM_TENSOR_ROPE_FREQS, "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+
+                        if (is_moe_layer) {
+                            int n_ff_exp = hparams.n_ff_exp;
+
+                            layer.ffn_gate_inp  = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,  "weight", i), {n_embd, n_expert}, 0);
+                            layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd,   n_ff_exp, n_expert}, 0);
+                            layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {  n_ff_exp, n_embd, n_expert}, 0);
+                            layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {n_embd,   n_ff_exp, n_expert}, 0);
+
+                            // Shared expert
+                            const int64_t n_ff_shexp = n_ff_exp;
+                            layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {    n_embd, n_ff_shexp}, 0);
+                            layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {n_ff_shexp, n_embd    }, 0);
+                            layer.ffn_up_shexp   = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {    n_embd, n_ff_shexp}, 0);
+                        } else {
+                            layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                            layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                            layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                        }
+                    }
+                } break;
+            case LLM_ARCH_DECI:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+                        const int64_t n_embd_k_gqa  = hparams.n_embd_k_gqa(i);
+                        const int64_t n_embd_v_gqa  = hparams.n_embd_v_gqa(i);
+                        const int64_t n_embd_gqa    = hparams.n_embd_v_gqa(i);
+                        const int64_t n_ff          = hparams.n_ff(i);
+                        const int64_t n_head        = hparams.n_head(i);
+                        const int64_t n_head_kv     = hparams.n_head_kv(i);
+
+                        if (n_head_kv == 0 && n_head > 0) {
+                            // linear attention for DeciLMCausalModel
+                            layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                            layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        }
+                        else if (n_head_kv > 0) {
+                            layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                            layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                            layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                            layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                            layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+                        }
+
+                        // optional bias tensors
+                        layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i), {n_embd},     TENSOR_NOT_REQUIRED);
+                        layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i), {n_embd},     TENSOR_NOT_REQUIRED);
+
+                        if (n_ff > 0) {
+                            layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        }
+
+                        if (hparams.rope_scaling_type_train == LLAMA_ROPE_SCALING_TYPE_LONGROPE) {
+                            layer.rope_long  = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_LONG,  "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                            layer.rope_short = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_SHORT, "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                        }
+                        else {
+                            layer.rope_freqs = create_tensor(tn(LLM_TENSOR_ROPE_FREQS, "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                        }
+
+                        if (n_ff > 0) {
+                            layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                            layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                            layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                        }
+
+                        // optional MLP bias
+                        layer.ffn_gate_b = create_tensor(tn(LLM_TENSOR_FFN_GATE, "bias", i), {n_ff}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias", i), {n_ff}, TENSOR_NOT_REQUIRED);
+                    }
+                } break;
+            case LLM_ARCH_MINICPM3:
+                {
+                    const int64_t n_embd_head_qk_rope = hparams.n_rot;
+                    const int64_t n_embd_head_qk_nope = hparams.n_embd_head_k - hparams.n_rot;
+
+                    const int64_t q_lora_rank  = hparams.n_lora_q;
+                    const int64_t kv_lora_rank = hparams.n_lora_kv;
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_q_a_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_A_NORM, "weight", i), {q_lora_rank}, 0);
+
+                        layer.attn_kv_a_norm = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_NORM, "weight", i), {kv_lora_rank}, 0);
+
+                        layer.wq_a = create_tensor(tn(LLM_TENSOR_ATTN_Q_A, "weight", i), {n_embd, q_lora_rank}, 0);
+                        layer.wq_b = create_tensor(tn(LLM_TENSOR_ATTN_Q_B, "weight", i), {q_lora_rank, n_head * n_embd_head_k}, 0);
+
+                        layer.wkv_a_mqa = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_MQA, "weight", i), {n_embd, kv_lora_rank + (n_embd_head_qk_rope)}, 0);
+                        layer.wkv_b     = create_tensor(tn(LLM_TENSOR_ATTN_KV_B,     "weight", i), {kv_lora_rank, n_head * (n_embd_head_qk_nope + n_embd_head_v)}, 0);
+                        layer.wo        = create_tensor(tn(LLM_TENSOR_ATTN_OUT,      "weight", i), {              n_head * (                      n_embd_head_v), n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+
+                        layer.rope_long  = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_LONG,  "weight", i), { n_embd_head_qk_rope/2 }, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                        layer.rope_short = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_SHORT, "weight", i), { n_embd_head_qk_rope/2 }, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                    }
+                } break;
+            case LLM_ARCH_GROK:
+                {
+                    if (n_expert == 0) {
+                        throw std::runtime_error("Grok model cannot have zero experts");
+                    }
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.attn_out_norm   = create_tensor(tn(LLM_TENSOR_ATTN_OUT_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate_inp  = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,  "weight", i), {n_embd, n_expert}, 0);
+                        layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd, n_ff, n_expert}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {  n_ff, n_embd, n_expert}, 0);
+                        layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {n_embd,   n_ff, n_expert}, 0);
+
+                        layer.layer_out_norm   = create_tensor(tn(LLM_TENSOR_LAYER_OUT_NORM, "weight", i), {n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_DBRX:
+                {
+                    if (n_expert == 0) {
+                        throw std::runtime_error("DBRX model cannot have zero experts");
+                    }
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.attn_out_norm = create_tensor(tn(LLM_TENSOR_ATTN_OUT_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate_inp  = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,  "weight", i), {n_embd, n_expert}, 0);
+                        layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd, n_ff,   n_expert}, 0);
+                        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff,   n_embd, n_expert}, 0);
+                        layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {n_embd, n_ff,   n_expert}, 0);
+                    }
+                } break;
+            case LLM_ARCH_BAICHUAN:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+                    {
+                        output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                        output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_FALCON:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    {
+                        output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                        output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+
+                        output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                        if (!output) {
+                            output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED); // needs to be on GPU
+                        }
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.attn_norm_2   = create_tensor(tn(LLM_TENSOR_ATTN_NORM_2, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.attn_norm_2_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM_2, "bias", i),   {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_STARCODER:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+                    pos_embd = create_tensor(tn(LLM_TENSOR_POS_EMBD,   "weight"), {n_embd, n_ctx_train}, 0);
+
+                    // output
+                    {
+                        output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                        output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                        output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                        if (!output) {
+                            // needs to be on GPU
+                            output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                        }
+
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd + 2*n_embd_gqa}, 0);
+
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.bo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i),   {n_embd, n_ff}, 0);
+                        layer.ffn_up_b = create_tensor(tn(LLM_TENSOR_FFN_UP, "bias", i),     {n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_BERT:
+            case LLM_ARCH_NOMIC_BERT:
+            case LLM_ARCH_NOMIC_BERT_MOE:
+                {
+                    tok_embd     = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD,  "weight"), {n_embd, n_vocab}, 0);
+                    type_embd    = create_tensor(tn(LLM_TENSOR_TOKEN_TYPES, "weight"), {n_embd, n_token_types}, 0);
+
+                    if (arch == LLM_ARCH_BERT) {
+                        pos_embd = create_tensor(tn(LLM_TENSOR_POS_EMBD,    "weight"), {n_embd, n_ctx_train}, 0);
+
+                        cls   = create_tensor(tn(LLM_TENSOR_CLS, "weight"), {n_embd, n_embd}, TENSOR_NOT_REQUIRED);
+                        cls_b = create_tensor(tn(LLM_TENSOR_CLS, "bias"),   {n_embd},         TENSOR_NOT_REQUIRED);
+
+                        cls_out   = create_tensor(tn(LLM_TENSOR_CLS_OUT, "weight"), {n_embd, 1}, TENSOR_NOT_REQUIRED);
+                        cls_out_b = create_tensor(tn(LLM_TENSOR_CLS_OUT, "bias"),   {1},         TENSOR_NOT_REQUIRED);
+                    }
+
+                    tok_norm   = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0);
+                    tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"),   {n_embd}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        if (arch == LLM_ARCH_BERT) {
+                            layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                            layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i),   {n_embd}, 0);
+
+                            layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                            layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i),   {n_embd_gqa}, 0);
+
+                            layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                            layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i),   {n_embd_gqa}, 0);
+                        } else {
+                            layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        }
+
+                        if (arch == LLM_ARCH_NOMIC_BERT_MOE) {
+                            layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i), {n_embd + 2*n_embd_gqa}, 0);
+                        }
+
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT,      "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.attn_out_norm   = create_tensor(tn(LLM_TENSOR_ATTN_OUT_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_out_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_OUT_NORM, "bias", i),   {n_embd}, 0);
+
+                        if (hparams.moe_every_n_layers > 0 && i % hparams.moe_every_n_layers == 1) {
+                            layer.bo         = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i), {n_embd}, 0);
+                            layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {  n_embd, n_ff,   n_expert}, 0);
+                            layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {  n_ff,   n_embd, n_expert}, 0);
+                            layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,   "weight", i), {n_embd, n_expert}, 0);
+                        } else {
+                            layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,        "weight", i), {n_embd, n_ff}, 0);
+                            layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN,      "weight", i), {n_ff, n_embd}, 0);
+
+                            if (arch == LLM_ARCH_BERT || arch == LLM_ARCH_NOMIC_BERT_MOE) {
+                                layer.bo         = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i), {n_embd}, 0);
+                                layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias", i), {n_ff}, 0);
+                                layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i), {n_embd}, 0);
+                            } else {
+                                layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0);
+                            }
+                        }
+
+                        layer.layer_out_norm   = create_tensor(tn(LLM_TENSOR_LAYER_OUT_NORM, "weight", i), {n_embd}, 0);
+                        layer.layer_out_norm_b = create_tensor(tn(LLM_TENSOR_LAYER_OUT_NORM, "bias", i),   {n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_JINA_BERT_V2:
+                {
+                    tok_embd  = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD,  "weight"), {n_embd, n_vocab}, 0); // word_embeddings
+                    type_embd = create_tensor(tn(LLM_TENSOR_TOKEN_TYPES, "weight"), {n_embd, n_token_types}, 0); // token_type_embeddings
+
+                    tok_norm   = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0); // LayerNorm
+                    tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"),   {n_embd}, 0); //LayerNorm bias
+
+                    cls   = create_tensor(tn(LLM_TENSOR_CLS, "weight"), {n_embd, 1}, TENSOR_NOT_REQUIRED);
+                    cls_b = create_tensor(tn(LLM_TENSOR_CLS, "bias"),   {1},         TENSOR_NOT_REQUIRED);
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i]; // JinaBertLayer
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd}, 0);
+                        layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "bias", i),   {n_embd}, 0);
+
+                        layer.attn_q_norm   = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.attn_q_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "bias",   i), {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K, "bias",   i), {n_embd_gqa}, 0);
+
+                        layer.attn_k_norm   = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.attn_k_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "bias",   i), {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V, "bias",   i), {n_embd_gqa}, 0);
+
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0); //output_dens
+                        layer.bo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias",   i), {n_embd}, 0); //output_dens
+
+                        layer.attn_out_norm   = create_tensor(tn(LLM_TENSOR_ATTN_OUT_NORM, "weight", i), {n_embd}, 0); //output_norm
+                        layer.attn_out_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_OUT_NORM, "bias",   i), {n_embd}, 0);
+
+                        layer.attn_norm_2   = create_tensor(tn(LLM_TENSOR_ATTN_NORM_2, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.attn_norm_2_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM_2, "bias",   i), {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias",   i), {n_embd}, 0);
+
+                        layer.layer_out_norm   = create_tensor(tn(LLM_TENSOR_LAYER_OUT_NORM, "weight", i), {n_embd}, 0);
+                        layer.layer_out_norm_b = create_tensor(tn(LLM_TENSOR_LAYER_OUT_NORM, "bias",   i), {n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_BLOOM:
+                {
+                    tok_embd   = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD,      "weight"), {n_embd, n_vocab}, 0);
+                    tok_norm   = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0);
+                    tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"),   {n_embd}, 0);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias",   i), {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias",   i), {n_embd + 2*n_embd_gqa}, 0);
+
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.bo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias",   i), {n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias",   i), {n_embd}, 0);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias",   i), {n_embd}, 0);
+
+                        layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP, "bias",   i), {n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_MPT:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+                    pos_embd = create_tensor(tn(LLM_TENSOR_POS_EMBD,   "weight"), {n_embd, n_ctx_train}, TENSOR_NOT_REQUIRED);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, TENSOR_NOT_REQUIRED);
+
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    if (!output) {
+                        output    = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED); // needs to be on GPU
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd + 2*n_embd_gqa}, TENSOR_NOT_REQUIRED);
+
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.bo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i),   {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i),   {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias", i),   {n_ff}, TENSOR_NOT_REQUIRED);
+
+                        layer.attn_q_norm   = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.attn_q_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "bias",   i), {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.attn_k_norm   = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.attn_k_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "bias",   i), {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        // AWQ ScaleActivation layer
+                        layer.ffn_act = create_tensor(tn(LLM_TENSOR_FFN_ACT, "scales", i), {n_ff}, TENSOR_NOT_REQUIRED);
+                    }
+                } break;
+            case LLM_ARCH_STABLELM:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm =   create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        // optional bias tensors, present in Stable LM 2 1.6B
+                        layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i), {n_embd},     TENSOR_NOT_REQUIRED);
+                        layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+
+                        // optional q and k layernorms, present in StableLM 2 12B
+                        layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head_k, n_head},    TENSOR_NOT_REQUIRED);
+                        layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head_k, n_head_kv}, TENSOR_NOT_REQUIRED);
+
+                        // optional FFN norm, not present in StableLM 2 12B which uses parallel residual
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, TENSOR_NOT_REQUIRED);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_QWEN:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd*3}, 0);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd*3}, 0);
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff/2}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff/2, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff/2}, 0);
+                    }
+                } break;
+            case LLM_ARCH_QWEN2:
+            case LLM_ARCH_QWEN2VL:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        // optional bias tensors
+                        layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i), {n_embd}, 0);
+                        layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i), {n_embd_gqa}, 0);
+                        layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i), {n_embd_gqa}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_QWEN2MOE:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        // optional bias tensors
+                        layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0);
+
+                        if (n_expert == 0) {
+                            throw std::runtime_error("n_expert must be > 0 for QWEN2MOE");
+                        }
+                        if (n_expert_used == 0) {
+                            throw std::runtime_error("n_expert_used must be > 0 for QWEN2MOE");
+                        }
+
+                        // MoE branch
+                        const int64_t n_ff_exp = hparams.n_ff_exp ? hparams.n_ff_exp : n_ff / n_expert_used;
+
+                        layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+                        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp,   n_embd, n_expert}, 0);
+                        layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+
+                        // Shared expert branch
+                        const int64_t n_ff_shexp = hparams.n_ff_shexp ? hparams.n_ff_shexp : n_ff;
+
+                        layer.ffn_gate_inp_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP_SHEXP, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {    n_embd, n_ff_shexp}, 0);
+                        layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {n_ff_shexp,     n_embd}, 0);
+                        layer.ffn_up_shexp   = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {    n_embd, n_ff_shexp}, 0);
+                    }
+                } break;
+            case LLM_ARCH_QWEN3:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+
+                        layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head_k}, 0);
+                        layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head_k}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_QWEN3MOE:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+
+                        layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head_k}, 0);
+                        layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head_k}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0);
+
+                        if (n_expert == 0) {
+                            throw std::runtime_error("n_expert must be > 0 for QWEN3MOE");
+                        }
+                        if (n_expert_used == 0) {
+                            throw std::runtime_error("n_expert_used must be > 0 for QWEN3MOE");
+                        }
+
+                        // MoE branch
+                        const int64_t n_ff_exp = hparams.n_ff_exp ? hparams.n_ff_exp : n_ff / n_expert_used;
+
+                        layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+                        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp,   n_embd, n_expert}, 0);
+                        layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+                    }
+                } break;
+            case LLM_ARCH_PHI2:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+                    output_b      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "bias"),   {n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd + 2*n_embd_gqa}, TENSOR_NOT_REQUIRED);
+
+                        if (layer.wqkv == nullptr) {
+                            layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd}, 0);
+                            layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "bias", i),   {n_embd}, 0);
+
+                            layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_gqa}, 0);
+                            layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K, "bias", i),   {n_embd_gqa}, 0);
+
+                            layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_gqa}, 0);
+                            layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V, "bias", i),   {n_embd_gqa}, 0);
+                        }
+
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.bo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias", i),   {n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_PHI3:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), { n_embd, n_vocab }, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), { n_embd }, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), { n_embd }, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), { n_embd, n_embd + 2 * n_embd_gqa }, TENSOR_NOT_REQUIRED);
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), { n_embd, n_embd }, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), { n_embd }, 0);
+
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd }, 0);
+                        layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), { n_embd, 2 * n_ff }, 0);
+
+                        layer.rope_long  = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_LONG,  "weight", i), { n_rot/2 }, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                        layer.rope_short = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_SHORT, "weight", i), { n_rot/2 }, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                    }
+                } break;
+            case LLM_ARCH_PHIMOE:
+                {
+                    const int64_t n_embd_head = n_embd / n_head;
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), { n_embd, n_vocab }, 0);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), { n_embd }, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), { n_embd, n_vocab }, 0);
+                    output_b      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "bias"),   { n_vocab }, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), { n_embd }, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias",   i), { n_embd }, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), { n_embd, n_embd + 2 * n_embd_gqa }, TENSOR_NOT_REQUIRED);
+                        if (layer.wqkv == nullptr) {
+                            layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd}, 0);
+                            layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "bias",   i), {n_embd}, 0);
+
+                            layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_gqa}, 0);
+                            layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K, "bias",   i), {n_embd_gqa}, 0);
+
+                            layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_gqa}, 0);
+                            layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V, "bias",   i), {n_embd_gqa}, 0);
+                        }
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), { n_embd, n_embd }, 0);
+                        layer.bo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias",   i), { n_embd }, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), { n_embd }, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias",   i), { n_embd }, 0);
+
+                        layer.ffn_gate_inp  = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,  "weight", i), {n_embd, n_expert},         0);
+                        layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd, n_ff,   n_expert}, 0);
+                        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff,   n_embd, n_expert}, 0);
+                        layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {n_embd, n_ff,   n_expert}, 0);
+
+                        layer.rope_long  = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_LONG,  "weight", i), { n_embd_head/2 }, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                        layer.rope_short = create_tensor(tn(LLM_TENSOR_ROPE_FACTORS_SHORT, "weight", i), { n_embd_head/2 }, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                     }
+                } break;
+            case LLM_ARCH_PLAMO:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_GPT2:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+                    pos_embd = create_tensor(tn(LLM_TENSOR_POS_EMBD,   "weight"), {n_embd, n_ctx_train}, 0);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM,   "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM,   "bias", i),   {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd + 2*n_embd_gqa}, 0);
+
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.bo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias", i),   {n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_CODESHELL:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if tok embd is NULL, init from output
+                    if (tok_embd == NULL) {
+                        tok_embd = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd + 2*n_embd_gqa}, 0);
+
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.bo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i),   {n_embd, n_ff}, 0);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP, "bias", i),     {n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_ORION:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_INTERNLM2:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        // layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_GEMMA:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD,  "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED); // same as tok_embd, duplicated to allow offloading
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_GEMMA2:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD,  "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED); // same as tok_embd, duplicated to allow offloading
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+                        layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_post_norm = create_tensor(tn(LLM_TENSOR_FFN_POST_NORM, "weight", i), {n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_GEMMA3:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD,   "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+
+                        layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_k_norm    = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM,    "weight", i), {n_embd_head_k}, 0);
+                        layer.attn_q_norm    = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM,    "weight", i), {n_embd_head_k}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_post_norm = create_tensor(tn(LLM_TENSOR_FFN_POST_NORM, "weight", i), {n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_STARCODER2:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+
+                    output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        // optional bias tensors
+                        layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i), {n_embd}, 0);
+                        layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i), {n_embd_gqa}, 0);
+                        layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i), {n_embd_gqa}, 0);
+                        layer.bo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i), {n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+
+                        // optional bias tensors
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i), {n_embd}, 0);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP ,  "bias", i), {  n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_MAMBA:
+                {
+                    const int64_t d_conv  = hparams.ssm_d_conv;
+                    const int64_t d_inner = hparams.ssm_d_inner;
+                    const int64_t d_state = hparams.ssm_d_state;
+                    const int64_t dt_rank = hparams.ssm_dt_rank;
+
+                    // only an expansion factor of 2 is supported for now
+                    if (2 * n_embd != d_inner) {
+                        throw std::runtime_error("only an expansion factor of 2 is supported for now");
+                    }
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+
+                    output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed, duplicated to allow offloading
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        // norm
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ssm_in = create_tensor(tn(LLM_TENSOR_SSM_IN, "weight", i), {n_embd, 2*d_inner}, 0);
+
+                        layer.ssm_conv1d = create_tensor(tn(LLM_TENSOR_SSM_CONV1D, "weight", i), {d_conv, d_inner}, 0);
+                        layer.ssm_conv1d_b = create_tensor(tn(LLM_TENSOR_SSM_CONV1D, "bias", i), {d_inner}, 0);
+
+                        layer.ssm_x = create_tensor(tn(LLM_TENSOR_SSM_X, "weight", i), {d_inner, dt_rank + 2*d_state}, 0);
+
+                        layer.ssm_dt = create_tensor(tn(LLM_TENSOR_SSM_DT, "weight", i), {dt_rank, d_inner}, 0);
+                        layer.ssm_dt_b = create_tensor(tn(LLM_TENSOR_SSM_DT, "bias", i), {d_inner}, 0);
+
+                        // no "weight" suffix for these
+                        layer.ssm_a = create_tensor(tn(LLM_TENSOR_SSM_A, i), {d_state, d_inner}, 0);
+                        layer.ssm_d = create_tensor(tn(LLM_TENSOR_SSM_D, i), {d_inner}, 0);
+
+                        // out_proj
+                        layer.ssm_out = create_tensor(tn(LLM_TENSOR_SSM_OUT, "weight", i), {d_inner, n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_XVERSE:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_COMMAND_R:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    // init output from the input tok embed
+                    output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        if (n_layer >= 64){
+                            layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head_k, n_head}, 0);
+                            layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head_k, n_head_kv}, 0);
+                        }
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_COHERE2:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), { n_embd, n_vocab }, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), { n_embd }, 0);
+                    // init output from the input tok embed
+                    output      = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), { n_embd, n_vocab },
+                                                      TENSOR_DUPLICATED);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), { n_embd }, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), { n_embd, n_embd }, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), { n_embd, n_embd_gqa }, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), { n_embd, n_embd_gqa }, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), { n_embd, n_embd }, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), { n_embd, n_ff }, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd }, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), { n_embd, n_ff }, 0);
+                    }
+                }
+                break;
+            case LLM_ARCH_OLMO:  // adapted from LLM_ARCH_LLAMA with norm params removed
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_OLMO2:
+                {
+                    const int64_t n_embd_head = n_embd / n_head;
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_head_kv * n_embd_head}, 0);
+                        layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_post_norm = create_tensor(tn(LLM_TENSOR_FFN_POST_NORM, "weight", i), {n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_OLMOE:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0);
+
+                        if (n_expert == 0) {
+                            throw std::runtime_error("n_expert must be > 0");
+                        }
+                        if (n_expert_used == 0) {
+                            throw std::runtime_error("n_expert_used must be > 0");
+                        }
+
+                        // MoE branch
+                        layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd, n_ff,   n_expert}, 0);
+                        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff,   n_embd, n_expert}, 0);
+                        layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {n_embd, n_ff,   n_expert}, 0);
+                    }
+                } break;
+            case LLM_ARCH_OPENELM:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    // init output from the input tok embed
+                    output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        const int64_t n_head      =   hparams.n_head(i);
+                        const int64_t n_head_qkv  = 2*hparams.n_head_kv(i) + n_head;
+                        const int64_t n_ff        =   hparams.n_ff(i);
+
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_head_qkv*n_embd_head_k}, 0);
+                        layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head_k}, 0);
+                        layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head_k}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_head*n_embd_head_k, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_GPTNEOX:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd + 2*n_embd_gqa}, 0);
+
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.bo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias", i),   {n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_ARCTIC:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_embd}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_embd, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0);
+                        layer.ffn_norm_exps = create_tensor(tn(LLM_TENSOR_FFN_NORM_EXPS, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd,   n_ff, n_expert}, false);
+                        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {  n_ff, n_embd, n_expert}, 0);
+                        layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {n_embd,   n_ff, n_expert}, 0);
+                    }
+                } break;
+            case LLM_ARCH_DEEPSEEK:
+                {
+
+                    const int64_t n_ff_exp        = hparams.n_ff_exp;
+                    const int64_t n_expert_shared = hparams.n_expert_shared;
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        if (i < (int) hparams.n_layer_dense_lead) {
+                            layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                            layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                            layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                        } else {
+                            layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0);
+
+                            if (n_expert == 0) {
+                                throw std::runtime_error("n_expert must be > 0");
+                            }
+                            if (n_expert_used == 0) {
+                                throw std::runtime_error("n_expert_used must be > 0");
+                            }
+
+                            // MoE branch
+                            layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+                            layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp,   n_embd, n_expert}, 0);
+                            layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+
+                            // Shared expert branch
+                            layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0);
+                            layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {        n_ff_exp * n_expert_shared, n_embd}, 0);
+                            layer.ffn_up_shexp   = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0);
+                        }
+                    }
+                } break;
+            case LLM_ARCH_DEEPSEEK2:
+                {
+                    const bool is_lite = (hparams.n_layer == 27);
+
+                    const bool is_mla = (hparams.n_embd_head_k_mla != 0 && hparams.n_embd_head_v_mla != 0);
+
+                    // note: these are the actual head sizes you get when treating as MHA or after "decompression" using wv_b for MLA
+                    const int64_t n_embd_head_k_mla = is_mla ? hparams.n_embd_head_k_mla : hparams.n_embd_head_k;
+                    const int64_t n_embd_head_v_mla = is_mla ? hparams.n_embd_head_v_mla : hparams.n_embd_head_v;
+
+                    const int64_t n_embd_head_qk_rope = hparams.n_rot;
+                    const int64_t n_embd_head_qk_nope = n_embd_head_k_mla - n_embd_head_qk_rope;
+
+                    const int64_t q_lora_rank  = hparams.n_lora_q;
+                    const int64_t kv_lora_rank = hparams.n_lora_kv;
+
+                    const int64_t n_ff_exp        = hparams.n_ff_exp;
+                    const int64_t n_expert_shared = hparams.n_expert_shared;
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        if (!is_lite) {
+                            layer.attn_q_a_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_A_NORM, "weight", i), {q_lora_rank}, 0);
+                        }
+
+                        layer.attn_kv_a_norm = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_NORM, "weight", i), {kv_lora_rank}, 0);
+
+                        if (!is_lite) {
+                            layer.wq_a = create_tensor(tn(LLM_TENSOR_ATTN_Q_A, "weight", i), {n_embd, q_lora_rank}, 0);
+                            layer.wq_b = create_tensor(tn(LLM_TENSOR_ATTN_Q_B, "weight", i), {q_lora_rank, n_head * n_embd_head_k_mla}, 0);
+                        } else {
+                            layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_head * n_embd_head_k_mla}, 0);
+                        }
+
+                        layer.wkv_a_mqa = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_MQA, "weight", i), {n_embd, kv_lora_rank + n_embd_head_qk_rope}, 0);
+
+                        // note: only old legacy GGUF files will have the unsplit wkv_b tensor in
+                        if (is_mla) {
+                            layer.wk_b = create_tensor(tn(LLM_TENSOR_ATTN_K_B, "weight", i), {n_embd_head_qk_nope, kv_lora_rank, n_head}, 0);
+                            layer.wv_b = create_tensor(tn(LLM_TENSOR_ATTN_V_B, "weight", i), {kv_lora_rank, n_embd_head_v_mla, n_head}, 0);
+                        } else {
+                            layer.wkv_b = create_tensor(tn(LLM_TENSOR_ATTN_KV_B, "weight", i), {kv_lora_rank, n_head * (n_embd_head_qk_nope + n_embd_head_v_mla)}, 0);
+                        }
+
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_head * n_embd_head_v_mla, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        if (i < (int) hparams.n_layer_dense_lead) {
+                            layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                            layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                            layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                        } else {
+                            layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0);
+                            layer.ffn_exp_probs_b = create_tensor(tn(LLM_TENSOR_FFN_EXP_PROBS_B, "bias", i), {n_expert}, TENSOR_NOT_REQUIRED);
+
+                            if (n_expert == 0) {
+                                throw std::runtime_error("n_expert must be > 0");
+                            }
+                            if (n_expert_used == 0) {
+                                throw std::runtime_error("n_expert_used must be > 0");
+                            }
+
+                            // MoE branch
+                            layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+                            layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp,   n_embd, n_expert}, 0);
+                            layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+
+                            // Shared expert branch
+                            layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0);
+                            layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {        n_ff_exp * n_expert_shared, n_embd}, 0);
+                            layer.ffn_up_shexp   = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0);
+                        }
+                    }
+                } break;
+            case LLM_ARCH_PLM:
+                {
+                    const int64_t n_embd_head_qk_rope = hparams.n_rot;
+                    const int64_t n_embd_head_qk_nope = hparams.n_embd_head_k - hparams.n_rot;
+                    const int64_t kv_lora_rank = hparams.n_lora_kv;
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    // output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+                    output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq        = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wkv_a_mqa = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_MQA, "weight", i), {n_embd, kv_lora_rank + (n_embd_head_qk_rope)}, 0);
+                        layer.attn_kv_a_norm = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_NORM, "weight", i), {kv_lora_rank}, 0);
+                        layer.wkv_b     = create_tensor(tn(LLM_TENSOR_ATTN_KV_B,     "weight", i), {kv_lora_rank, n_head * (n_embd_head_qk_nope + n_embd_head_v)}, 0);
+                        layer.wo        = create_tensor(tn(LLM_TENSOR_ATTN_OUT,      "weight", i), {              n_head * (                      n_embd_head_v), n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_BITNET:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm     = create_tensor(tn(LLM_TENSOR_ATTN_NORM,     "weight", i), {n_embd}, 0);
+                        layer.attn_sub_norm = create_tensor(tn(LLM_TENSOR_ATTN_SUB_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq       = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wq_scale = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "scale",  i), {1}, TENSOR_NOT_REQUIRED);
+                        layer.wk       = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wk_scale = create_tensor(tn(LLM_TENSOR_ATTN_K,   "scale",  i), {1}, TENSOR_NOT_REQUIRED);
+                        layer.wv       = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv_scale = create_tensor(tn(LLM_TENSOR_ATTN_V,   "scale",  i), {1}, TENSOR_NOT_REQUIRED);
+                        layer.wo       = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.wo_scale = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "scale",  i), {1}, TENSOR_NOT_REQUIRED);
+
+                        layer.ffn_norm     = create_tensor(tn(LLM_TENSOR_FFN_NORM,     "weight", i), {n_embd}, 0);
+                        layer.ffn_sub_norm = create_tensor(tn(LLM_TENSOR_FFN_SUB_NORM, "weight", i), {n_ff}, 0);
+
+                        layer.ffn_gate       = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_gate_scale = create_tensor(tn(LLM_TENSOR_FFN_GATE, "scale",  i), {1}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_down       = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_scale = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "scale",  i), {1}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_up         = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_up_scale   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "scale",  i), {1}, TENSOR_NOT_REQUIRED);
+                    }
+                } break;
+            case LLM_ARCH_T5:
+                {
+                    const auto n_rel_attn_bkts = hparams.n_rel_attn_bkts;
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm_enc = create_tensor(tn(LLM_TENSOR_ENC_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm     = create_tensor(tn(LLM_TENSOR_DEC_OUTPUT_NORM, "weight"), {n_embd}, 0);
+
+                    output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm_enc  = create_tensor(tn(LLM_TENSOR_ENC_ATTN_NORM,  "weight", i), {n_embd}, 0);
+                        layer.attn_rel_b_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_REL_B, "weight", i), {n_head, n_rel_attn_bkts}, TENSOR_NOT_REQUIRED);
+
+                        layer.wq_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_Q,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wk_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_OUT, "weight", i), {n_embd_v_gqa, n_embd}, 0);
+
+                        layer.ffn_norm_enc = create_tensor(tn(LLM_TENSOR_ENC_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate_enc = create_tensor(tn(LLM_TENSOR_ENC_FFN_GATE, "weight", i), {n_embd,   n_ff}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_down_enc = create_tensor(tn(LLM_TENSOR_ENC_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up_enc   = create_tensor(tn(LLM_TENSOR_ENC_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+
+                        layer.attn_norm  = create_tensor(tn(LLM_TENSOR_DEC_ATTN_NORM,  "weight", i), {n_embd}, 0);
+                        layer.attn_rel_b = create_tensor(tn(LLM_TENSOR_DEC_ATTN_REL_B, "weight", i), {n_head, n_rel_attn_bkts}, TENSOR_NOT_REQUIRED);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_DEC_ATTN_Q,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_DEC_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_DEC_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_DEC_ATTN_OUT, "weight", i), {n_embd_v_gqa, n_embd}, 0);
+
+                        layer.attn_norm_cross  = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_NORM,  "weight", i), {n_embd}, 0);
+                        // this tensor seems to be unused in HF transformers implementation
+                        layer.attn_rel_b_cross = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_REL_B, "weight", i), {n_head, n_rel_attn_bkts}, TENSOR_NOT_REQUIRED);
+
+                        layer.wq_cross = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_Q,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wk_cross = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv_cross = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo_cross = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_OUT, "weight", i), {n_embd_v_gqa, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_DEC_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_DEC_FFN_GATE, "weight", i), {n_embd,   n_ff}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_DEC_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_DEC_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_T5ENCODER:
+                {
+                    const auto n_rel_attn_bkts = hparams.n_rel_attn_bkts;
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm_enc = create_tensor(tn(LLM_TENSOR_ENC_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm_enc  = create_tensor(tn(LLM_TENSOR_ENC_ATTN_NORM,  "weight", i), {n_embd}, 0);
+                        layer.attn_rel_b_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_REL_B, "weight", i), {n_head, n_rel_attn_bkts}, TENSOR_NOT_REQUIRED);
+
+                        layer.wq_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_Q,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wk_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo_enc = create_tensor(tn(LLM_TENSOR_ENC_ATTN_OUT, "weight", i), {n_embd_v_gqa, n_embd}, 0);
+
+                        layer.ffn_norm_enc = create_tensor(tn(LLM_TENSOR_ENC_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_gate_enc = create_tensor(tn(LLM_TENSOR_ENC_FFN_GATE, "weight", i), {n_embd,   n_ff}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_down_enc = create_tensor(tn(LLM_TENSOR_ENC_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up_enc   = create_tensor(tn(LLM_TENSOR_ENC_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_JAIS:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM,   "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM,   "bias", i),   {n_embd}, 0);
+
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, 0);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd + 2*n_embd_gqa}, 0);
+
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+                        layer.bo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i),   {n_embd}, 0);
+
+                        layer.ffn_gate   = create_tensor(tn(LLM_TENSOR_FFN_GATE,   "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_gate_b = create_tensor(tn(LLM_TENSOR_FFN_GATE,   "bias", i),   {n_ff}, 0);
+
+                        layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff}, 0);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias", i),   {n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_CHATGLM:
+                {
+                    tok_embd   = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD,      "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd + 2*n_embd_gqa}, TENSOR_NOT_REQUIRED);
+
+                        if (layer.wqkv == nullptr) {
+                            layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                            layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                            layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                            layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                            layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                            layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        }
+
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff * 2}, 0);
+
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_GLM4:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", i),   {n_embd + 2*n_embd_gqa}, TENSOR_NOT_REQUIRED);
+
+                        if (layer.wqkv == nullptr) {
+                            layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                            layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                            layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                            layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                            layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                            layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        }
+
+                        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff * 2}, 0);
+
+                        layer.ffn_post_norm  = create_tensor(tn(LLM_TENSOR_FFN_POST_NORM, "weight", i), {n_embd}, 0);
+                    }
+                } break;
+            case LLM_ARCH_NEMOTRON:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"), {n_embd}, 0);
+                    output        = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        // optional bias tensors
+                        layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias", i), {n_embd},     TENSOR_NOT_REQUIRED);
+                        layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias", i), {n_embd_gqa}, TENSOR_NOT_REQUIRED);
+                        layer.bo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i), {n_embd},     TENSOR_NOT_REQUIRED);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+                        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i), {n_embd}, 0);
+
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+
+                        // optional MLP bias
+                        layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias", i), {n_ff}, TENSOR_NOT_REQUIRED);
+                    }
+                } break;
+            case LLM_ARCH_EXAONE:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+
+                        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM,   "weight", i), {n_embd}, 0);
+                        layer.rope_freqs = create_tensor(tn(LLM_TENSOR_ROPE_FREQS, "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0));
+                        layer.ffn_gate   = create_tensor(tn(LLM_TENSOR_FFN_GATE,   "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN,   "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP,     "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_RWKV6:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // Block 0, LN0
+                    tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0);
+                    tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"), {n_embd}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"), {n_embd}, 0);
+                    output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, 0);
+
+                    const int time_mix_extra_dim = hparams.time_mix_extra_dim;
+                    const int time_decay_extra_dim = hparams.time_decay_extra_dim;
+                    const int head_size = hparams.wkv_head_size;
+                    const int attn_hidden_size = n_embd;
+                    const int ffn_size = hparams.n_ff_arr[0];
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.attn_norm_2   = create_tensor(tn(LLM_TENSOR_ATTN_NORM_2, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_2_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM_2, "bias", i),   {n_embd}, 0);
+
+                        layer.time_mix_w1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W1, "weight", i), {n_embd, time_mix_extra_dim * 5}, 0);
+                        layer.time_mix_w2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W2, "weight", i), {time_mix_extra_dim, n_embd, 5}, 0);
+
+                        layer.time_mix_lerp_x = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_X, "weight", i), {n_embd, 1, 1}, 0);
+                        layer.time_mix_lerp_w = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_W, "weight", i), {n_embd, 1, 1}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_lerp_k = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_K, "weight", i), {n_embd, 1, 1}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_lerp_v = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_V, "weight", i), {n_embd, 1, 1}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_lerp_r = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_R, "weight", i), {n_embd, 1, 1}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_lerp_g = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_G, "weight", i), {n_embd, 1, 1}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_lerp_fused = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_FUSED, "weight", i), {n_embd, 1, 1, 5}, TENSOR_NOT_REQUIRED);
+                        GGML_ASSERT(!(layer.time_mix_lerp_fused == NULL && layer.time_mix_lerp_w == NULL));
+
+                        layer.time_mix_first = create_tensor(tn(LLM_TENSOR_TIME_MIX_FIRST, "weight", i), {head_size, n_embd / head_size}, 0);
+                        layer.time_mix_decay = create_tensor(tn(LLM_TENSOR_TIME_MIX_DECAY, "weight", i), {n_embd}, 0);
+                        layer.time_mix_decay_w1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_DECAY_W1, "weight", i), {n_embd, time_decay_extra_dim}, 0);
+                        layer.time_mix_decay_w2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_DECAY_W2, "weight", i), {time_decay_extra_dim, attn_hidden_size}, 0);
+                        layer.time_mix_key = create_tensor(tn(LLM_TENSOR_TIME_MIX_KEY, "weight", i), {attn_hidden_size, n_embd}, 0);
+                        layer.time_mix_value = create_tensor(tn(LLM_TENSOR_TIME_MIX_VALUE, "weight", i), {attn_hidden_size, n_embd}, 0);
+                        layer.time_mix_receptance = create_tensor(tn(LLM_TENSOR_TIME_MIX_RECEPTANCE, "weight", i), {attn_hidden_size, n_embd}, 0);
+                        layer.time_mix_gate = create_tensor(tn(LLM_TENSOR_TIME_MIX_GATE, "weight", i), {attn_hidden_size, n_embd}, 0);
+
+                        layer.time_mix_ln = create_tensor(tn(LLM_TENSOR_TIME_MIX_LN, "weight", i), {n_embd}, 0);
+                        layer.time_mix_ln_b = create_tensor(tn(LLM_TENSOR_TIME_MIX_LN, "bias", i), {n_embd}, 0);
+                        layer.time_mix_output = create_tensor(tn(LLM_TENSOR_TIME_MIX_OUTPUT, "weight", i), {n_embd, attn_hidden_size}, 0);
+
+                        layer.channel_mix_lerp_k = create_tensor(tn(LLM_TENSOR_CHANNEL_MIX_LERP_K, "weight", i), {n_embd, 1, 1}, 0);
+                        layer.channel_mix_lerp_r = create_tensor(tn(LLM_TENSOR_CHANNEL_MIX_LERP_R, "weight", i), {n_embd, 1, 1}, 0);
+
+                        layer.channel_mix_key = create_tensor(tn(LLM_TENSOR_CHANNEL_MIX_KEY, "weight", i), {n_embd, ffn_size}, 0);
+                        layer.channel_mix_value = create_tensor(tn(LLM_TENSOR_CHANNEL_MIX_VALUE, "weight", i), {ffn_size, n_embd}, 0);
+                        layer.channel_mix_receptance = create_tensor(tn(LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, "weight", i), {n_embd, n_embd}, 0);
+                    }
+
+                } break;
+            case LLM_ARCH_RWKV6QWEN2:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"), {n_embd}, TENSOR_NOT_REQUIRED);
+                    output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, 0);
+
+                    const int time_mix_extra_dim = hparams.time_mix_extra_dim;
+                    const int time_decay_extra_dim = hparams.time_decay_extra_dim;
+                    const int head_size = hparams.wkv_head_size;
+                    const int attn_hidden_size = n_embd;
+                    const int n_head_kv = hparams.n_head_kv();
+                    int attn_key_value_size;
+                    if (n_head_kv == 0 || attn_hidden_size / head_size == n_head_kv) {
+                        attn_key_value_size = attn_hidden_size;
+                    } else {
+                        attn_key_value_size = n_head_kv * head_size;
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.time_mix_w1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W1, "weight", i), {n_embd, time_mix_extra_dim * 5}, 0);
+                        layer.time_mix_w2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W2, "weight", i), {time_mix_extra_dim, n_embd, 5}, 0);
+
+                        layer.time_mix_lerp_x = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_X, "weight", i), {n_embd, 1, 1}, 0);
+                        layer.time_mix_lerp_fused = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_FUSED, "weight", i), {n_embd, 1, 1, 5}, 0);
+
+                        layer.time_mix_first = create_tensor(tn(LLM_TENSOR_TIME_MIX_FIRST, "weight", i), {head_size, n_embd / head_size}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_decay = create_tensor(tn(LLM_TENSOR_TIME_MIX_DECAY, "weight", i), {n_embd}, 0);
+                        layer.time_mix_decay_w1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_DECAY_W1, "weight", i), {n_embd, time_decay_extra_dim}, 0);
+                        layer.time_mix_decay_w2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_DECAY_W2, "weight", i), {time_decay_extra_dim, attn_hidden_size}, 0);
+                        layer.time_mix_key = create_tensor(tn(LLM_TENSOR_TIME_MIX_KEY, "weight", i), {n_embd, attn_key_value_size}, 0);
+                        layer.time_mix_value = create_tensor(tn(LLM_TENSOR_TIME_MIX_VALUE, "weight", i), {n_embd, attn_key_value_size}, 0);
+                        layer.time_mix_receptance = create_tensor(tn(LLM_TENSOR_TIME_MIX_RECEPTANCE, "weight", i), {attn_hidden_size, n_embd}, 0);
+                        layer.time_mix_gate = create_tensor(tn(LLM_TENSOR_TIME_MIX_GATE, "weight", i), {attn_hidden_size, n_embd}, 0);
+                        // optional bias tensors
+                        layer.time_mix_key_b = create_tensor(tn(LLM_TENSOR_TIME_MIX_KEY, "bias", i), {attn_key_value_size}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_value_b = create_tensor(tn(LLM_TENSOR_TIME_MIX_VALUE, "bias", i), {attn_key_value_size}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_receptance_b = create_tensor(tn(LLM_TENSOR_TIME_MIX_RECEPTANCE, "bias", i), {attn_hidden_size}, TENSOR_NOT_REQUIRED);
+
+                        layer.time_mix_output = create_tensor(tn(LLM_TENSOR_TIME_MIX_OUTPUT, "weight", i), {n_embd, attn_hidden_size}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_SOLAR:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    {
+                        output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                        output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, llama_model_loader::TENSOR_NOT_REQUIRED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.bskcn_tv = create_tensor(tn(LLM_TENSOR_BSKCN_TV, "weight", i), {2}, llama_model_loader::TENSOR_NOT_REQUIRED | (i != 0 ? llama_model_loader::TENSOR_DUPLICATED : 0));
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_RWKV7:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // Block 0, LN0
+                    tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0);
+                    tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"), {n_embd}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"), {n_embd}, 0);
+                    output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, 0);
+
+                    const int n_lora_decay = hparams.n_lora_decay;
+                    const int n_lora_iclr = hparams.n_lora_iclr;
+                    const int n_lora_value_res_mix = hparams.n_lora_value_res_mix;
+                    const int n_lora_gate = hparams.n_lora_gate;
+                    const int attn_hidden_size = n_embd;
+                    const int ffn_size = hparams.n_ff_arr[0];
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+                        layer.attn_norm_2   = create_tensor(tn(LLM_TENSOR_ATTN_NORM_2, "weight", i), {n_embd}, 0);
+                        layer.attn_norm_2_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM_2, "bias", i),   {n_embd}, 0);
+
+                        layer.time_mix_w0 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W0, "weight", i), {n_embd}, 0);
+                        layer.time_mix_w1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W1, "weight", i), {n_embd, n_lora_decay}, 0);
+                        layer.time_mix_w2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W2, "weight", i), {n_lora_decay, n_embd}, 0);
+
+                        layer.time_mix_a0 = create_tensor(tn(LLM_TENSOR_TIME_MIX_A0, "weight", i), {n_embd}, 0);
+                        layer.time_mix_a1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_A1, "weight", i), {n_embd, n_lora_iclr}, 0);
+                        layer.time_mix_a2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_A2, "weight", i), {n_lora_iclr, n_embd}, 0);
+
+                        if (i == 0) {
+                            // actually not used
+                            layer.time_mix_v0 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V0, "weight", i), {n_embd}, 0);
+                            layer.time_mix_v1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V1, "weight", i), {n_embd, n_lora_iclr}, 0);
+                            layer.time_mix_v2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V2, "weight", i), {n_lora_iclr, n_embd}, 0);
+                        } else {
+                            layer.time_mix_v0 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V0, "weight", i), {n_embd}, 0);
+                            layer.time_mix_v1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V1, "weight", i), {n_embd, n_lora_value_res_mix}, 0);
+                            layer.time_mix_v2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V2, "weight", i), {n_lora_value_res_mix, n_embd}, 0);
+                        }
+
+                        layer.time_mix_g1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_G1, "weight", i), {n_embd, n_lora_gate}, 0);
+                        layer.time_mix_g2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_G2, "weight", i), {n_lora_gate, n_embd}, 0);
+
+                        layer.time_mix_lerp_fused = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_FUSED, "weight", i), {n_embd, 1, 1, 6}, 0);
+
+                        layer.time_mix_k_k = create_tensor(tn(LLM_TENSOR_TIME_MIX_K_K, "weight", i), {attn_hidden_size}, 0);
+                        layer.time_mix_k_a = create_tensor(tn(LLM_TENSOR_TIME_MIX_K_A, "weight", i), {attn_hidden_size}, 0);
+                        layer.time_mix_r_k = create_tensor(tn(LLM_TENSOR_TIME_MIX_R_K, "weight", i), {attn_hidden_size}, 0);
+
+                        layer.time_mix_key = create_tensor(tn(LLM_TENSOR_TIME_MIX_KEY, "weight", i), {attn_hidden_size, n_embd}, 0);
+                        layer.time_mix_value = create_tensor(tn(LLM_TENSOR_TIME_MIX_VALUE, "weight", i), {attn_hidden_size, n_embd}, 0);
+                        layer.time_mix_receptance = create_tensor(tn(LLM_TENSOR_TIME_MIX_RECEPTANCE, "weight", i), {attn_hidden_size, n_embd}, 0);
+
+                        layer.time_mix_ln = create_tensor(tn(LLM_TENSOR_TIME_MIX_LN, "weight", i), {n_embd}, 0);
+                        layer.time_mix_ln_b = create_tensor(tn(LLM_TENSOR_TIME_MIX_LN, "bias", i), {n_embd}, 0);
+                        layer.time_mix_output = create_tensor(tn(LLM_TENSOR_TIME_MIX_OUTPUT, "weight", i), {n_embd, attn_hidden_size}, 0);
+
+                        layer.channel_mix_lerp_k = create_tensor(tn(LLM_TENSOR_CHANNEL_MIX_LERP_K, "weight", i), {n_embd, 1, 1}, 0);
+
+                        layer.channel_mix_key = create_tensor(tn(LLM_TENSOR_CHANNEL_MIX_KEY, "weight", i), {n_embd, ffn_size}, 0);
+                        layer.channel_mix_value = create_tensor(tn(LLM_TENSOR_CHANNEL_MIX_VALUE, "weight", i), {ffn_size, n_embd}, 0);
+                    }
+
+                } break;
+            case LLM_ARCH_ARWKV7:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, 0);
+
+                    const int n_lora_decay = hparams.n_lora_decay;
+                    const int n_lora_iclr = hparams.n_lora_iclr;
+                    const int n_lora_value_res_mix = hparams.n_lora_value_res_mix;
+                    const int n_lora_gate = hparams.n_lora_gate;
+                    const int attn_hidden_size = n_embd;
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.time_mix_w0 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W0, "weight", i), {n_embd}, 0);
+                        layer.time_mix_w1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W1, "weight", i), {n_embd, n_lora_decay}, 0);
+                        layer.time_mix_w2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_W2, "weight", i), {n_lora_decay, n_embd}, 0);
+
+                        layer.time_mix_a0 = create_tensor(tn(LLM_TENSOR_TIME_MIX_A0, "weight", i), {n_embd}, 0);
+                        layer.time_mix_a1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_A1, "weight", i), {n_embd, n_lora_iclr}, 0);
+                        layer.time_mix_a2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_A2, "weight", i), {n_lora_iclr, n_embd}, 0);
+
+                        if (i == 0) {
+                            // actually not used
+                            layer.time_mix_v0 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V0, "weight", i), {n_embd}, 0);
+                            layer.time_mix_v1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V1, "weight", i), {n_embd, n_lora_iclr}, 0);
+                            layer.time_mix_v2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V2, "weight", i), {n_lora_iclr, n_embd}, 0);
+                        } else {
+                            layer.time_mix_v0 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V0, "weight", i), {n_embd}, 0);
+                            layer.time_mix_v1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V1, "weight", i), {n_embd, n_lora_value_res_mix}, 0);
+                            layer.time_mix_v2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_V2, "weight", i), {n_lora_value_res_mix, n_embd}, 0);
+                        }
+
+                        layer.time_mix_g1 = create_tensor(tn(LLM_TENSOR_TIME_MIX_G1, "weight", i), {n_embd, n_lora_gate}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_g2 = create_tensor(tn(LLM_TENSOR_TIME_MIX_G2, "weight", i), {n_lora_gate, n_embd}, TENSOR_NOT_REQUIRED);
+
+                        try {
+                            layer.time_mix_lerp_fused = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_FUSED, "weight", i), {n_embd, 1, 1, 6}, 0);
+                        } catch(std::runtime_error & e) {
+                            // ARWKV models may not have gate tensors
+                            layer.time_mix_lerp_fused = create_tensor(tn(LLM_TENSOR_TIME_MIX_LERP_FUSED, "weight", i), {n_embd, 1, 1, 5}, 0);
+                        }
+
+                        layer.time_mix_k_k = create_tensor(tn(LLM_TENSOR_TIME_MIX_K_K, "weight", i), {attn_hidden_size}, 0);
+                        layer.time_mix_k_a = create_tensor(tn(LLM_TENSOR_TIME_MIX_K_A, "weight", i), {attn_hidden_size}, 0);
+                        layer.time_mix_r_k = create_tensor(tn(LLM_TENSOR_TIME_MIX_R_K, "weight", i), {attn_hidden_size}, 0);
+
+                        layer.time_mix_key = create_tensor(tn(LLM_TENSOR_TIME_MIX_KEY, "weight", i), {attn_hidden_size, n_embd}, 0);
+                        layer.time_mix_value = create_tensor(tn(LLM_TENSOR_TIME_MIX_VALUE, "weight", i), {attn_hidden_size, n_embd}, 0);
+                        layer.time_mix_receptance = create_tensor(tn(LLM_TENSOR_TIME_MIX_RECEPTANCE, "weight", i), {attn_hidden_size, n_embd}, 0);
+
+                        layer.time_mix_ln = create_tensor(tn(LLM_TENSOR_TIME_MIX_LN, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_ln_b = create_tensor(tn(LLM_TENSOR_TIME_MIX_LN, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED);
+                        layer.time_mix_output = create_tensor(tn(LLM_TENSOR_TIME_MIX_OUTPUT, "weight", i), {n_embd, attn_hidden_size}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+
+                } break;
+            case LLM_ARCH_CHAMELEON:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+                    // if output is NULL, init from the input tok embed
+                    if (output == NULL) {
+                        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+                    }
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+                        layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head_k, n_head}, 0);
+                        layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head_k, n_head_kv}, 0);
+                        layer.attn_q_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "bias", i),  {n_embd_head_k, n_head}, TENSOR_NOT_REQUIRED);
+                        layer.attn_k_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "bias", i),  {n_embd_head_k, n_head_kv}, TENSOR_NOT_REQUIRED);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_gqa}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+                    }
+                } break;
+            case LLM_ARCH_WAVTOKENIZER_DEC:
+                {
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {hparams.n_embd_features, n_vocab}, 0);
+
+                    conv1d   = create_tensor(tn(LLM_TENSOR_CONV1D, "weight"), {7, hparams.n_embd_features, hparams.posnet.n_embd}, 0);
+                    conv1d_b = create_tensor(tn(LLM_TENSOR_CONV1D, "bias"),   {1, hparams.posnet.n_embd}, 0);
+
+                    // posnet
+                    {
+                        const int64_t n_embd = hparams.posnet.n_embd;
+
+                        for (uint32_t i = 0; i < hparams.posnet.n_layer; ++i) {
+                            auto & layer = layers[i].posnet;
+
+                            // posnet:
+                            //
+                            //  - resnet
+                            //  - resnet
+                            //  - attn
+                            //  - resnet
+                            //  - resnet
+                            //  - norm
+                            //
+                            switch (i) {
+                                case 0:
+                                case 1:
+                                case 3:
+                                case 4:
+                                    {
+                                        layer.norm1   = create_tensor(tn(LLM_TENSOR_POS_NET_NORM1, "weight", i), {1, n_embd}, 0);
+                                        layer.norm1_b = create_tensor(tn(LLM_TENSOR_POS_NET_NORM1, "bias",   i), {1, n_embd}, 0);
+
+                                        layer.conv1   = create_tensor(tn(LLM_TENSOR_POS_NET_CONV1, "weight", i), {3, n_embd, n_embd}, 0);
+                                        layer.conv1_b = create_tensor(tn(LLM_TENSOR_POS_NET_CONV1, "bias",   i), {1, n_embd}, 0);
+
+                                        layer.norm2   = create_tensor(tn(LLM_TENSOR_POS_NET_NORM2, "weight", i), {1, n_embd}, 0);
+                                        layer.norm2_b = create_tensor(tn(LLM_TENSOR_POS_NET_NORM2, "bias",   i), {1, n_embd}, 0);
+
+                                        layer.conv2   = create_tensor(tn(LLM_TENSOR_POS_NET_CONV2, "weight", i), {3, n_embd, n_embd}, 0);
+                                        layer.conv2_b = create_tensor(tn(LLM_TENSOR_POS_NET_CONV2, "bias",   i), {1, n_embd}, 0);
+                                    } break;
+                                case 2:
+                                    {
+                                        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_NORM, "weight", i), {1, n_embd}, 0);
+                                        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_NORM, "bias",   i), {1, n_embd}, 0);
+
+                                        layer.attn_q      = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_Q,    "weight", i), {1, n_embd, n_embd}, 0);
+                                        layer.attn_q_b    = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_Q,    "bias",   i), {1, n_embd}, 0);
+
+                                        layer.attn_k      = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_K,    "weight", i), {1, n_embd, n_embd}, 0);
+                                        layer.attn_k_b    = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_K,    "bias",   i), {1, n_embd}, 0);
+
+                                        layer.attn_v      = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_V,    "weight", i), {1, n_embd, n_embd}, 0);
+                                        layer.attn_v_b    = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_V,    "bias",   i), {1, n_embd}, 0);
+
+                                        layer.attn_o      = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_OUT,  "weight", i), {1, n_embd, n_embd}, 0);
+                                        layer.attn_o_b    = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_OUT,  "bias",   i), {1, n_embd}, 0);
+                                    } break;
+                                case 5:
+                                    {
+                                        layer.norm   = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_NORM, "weight", i), {1, n_embd}, 0);
+                                        layer.norm_b = create_tensor(tn(LLM_TENSOR_POS_NET_ATTN_NORM, "bias",   i), {1, n_embd}, 0);
+                                    } break;
+                                default: GGML_ABORT("unknown posnet layer");
+                            };
+                        }
+                    }
+
+                    GGML_ASSERT(hparams.posnet.n_embd == hparams.convnext.n_embd);
+
+                    tok_norm   = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {hparams.posnet.n_embd}, 0);
+                    tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"),   {hparams.posnet.n_embd}, 0);
+
+                    // convnext
+                    {
+                        const int64_t n_embd = hparams.convnext.n_embd;
+
+                        for (uint32_t i = 0; i < hparams.convnext.n_layer; ++i) {
+                            auto & layer = layers[i].convnext;
+
+                            layer.dw     = create_tensor(tn(LLM_TENSOR_CONVNEXT_DW,    "weight", i), {7, 1, n_embd}, 0);
+                            layer.dw_b   = create_tensor(tn(LLM_TENSOR_CONVNEXT_DW,    "bias",   i), {1, n_embd}, 0);
+
+                            layer.norm   = create_tensor(tn(LLM_TENSOR_CONVNEXT_NORM,  "weight", i), {n_embd}, 0);
+                            layer.norm_b = create_tensor(tn(LLM_TENSOR_CONVNEXT_NORM,  "bias",   i), {n_embd}, 0);
+
+                            layer.pw1    = create_tensor(tn(LLM_TENSOR_CONVNEXT_PW1,   "weight", i), {n_embd, n_ff}, 0);
+                            layer.pw1_b  = create_tensor(tn(LLM_TENSOR_CONVNEXT_PW1,   "bias",   i), {n_ff}, 0);
+
+                            layer.pw2    = create_tensor(tn(LLM_TENSOR_CONVNEXT_PW2,   "weight", i), {n_ff, n_embd}, 0);
+                            layer.pw2_b  = create_tensor(tn(LLM_TENSOR_CONVNEXT_PW2,   "bias",   i), {n_embd}, 0);
+
+                            layer.gamma  = create_tensor(tn(LLM_TENSOR_CONVNEXT_GAMMA, "weight", i), {n_embd}, 0);
+                        }
+
+                        // output
+                        output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                        output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+                    }
+
+                    output   = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {hparams.convnext.n_embd, n_embd}, 0);
+                    output_b = create_tensor(tn(LLM_TENSOR_OUTPUT, "bias"),   {n_embd}, 0);
+                } break;
+            case LLM_ARCH_BAILINGMOE:
+                {
+                    const int64_t n_ff_exp            = hparams.n_ff_exp;
+                    const int64_t n_expert_shared     = hparams.n_expert_shared;
+
+                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+                    // output
+                    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+                    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+                    for (int i = 0; i < n_layer; ++i) {
+                        auto & layer = layers[i];
+
+                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_head * n_rot}, 0);
+                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_head_kv * n_rot}, 0);
+                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_head_kv * n_rot}, 0);
+                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_head * n_rot, n_embd}, 0);
+                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+                        layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0);
+
+                        if (n_expert == 0) {
+                            throw std::runtime_error("n_expert must be > 0");
+                        }
+                        if (n_expert_used == 0) {
+                            throw std::runtime_error("n_expert_used must be > 0");
+                        }
+
+                        layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+                        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp,   n_embd, n_expert}, 0);
+                        layer.ffn_up_exps   = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {  n_embd, n_ff_exp, n_expert}, 0);
+
+                        layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0);
+                        layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {        n_ff_exp * n_expert_shared, n_embd}, 0);
+                        layer.ffn_up_shexp   = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0);
+                    }
+                } break;
+            default:
+                throw std::runtime_error("unknown architecture");
+        }
+
+        if (n_moved_tensors > 0) {
+            LLAMA_LOG_DEBUG("%s: tensor '%s' (%s) (and %d others) cannot be used with preferred buffer type %s, using %s instead\n",
+                __func__, first_moved_tensor->name, ggml_type_name(first_moved_tensor->type), n_moved_tensors - 1,
+                ggml_backend_buft_name(first_moved_from_buft), ggml_backend_buft_name(first_moved_to_buft));
+        }
+    }
+
+    ml.done_getting_tensors();
+
+    ml.init_mappings(true, use_mlock ? &pimpl->mlock_mmaps : nullptr);
+    pimpl->mappings.reserve(ml.mappings.size());
+
+    // create the backend buffers
+    std::vector<std::pair<ggml_context *, llama_buf_map>> ctx_bufs;
+    ctx_bufs.reserve(ctx_map.size());
+
+    // Ensure we have enough capacity for the maximum backend buffer we will potentially create
+    const size_t n_max_backend_buffer = ctx_map.size() * ml.files.size();
+    pimpl->bufs.reserve(n_max_backend_buffer);
+
+    for (auto & it : ctx_map) {
+        ggml_backend_buffer_type_t buft = it.first;
+        ggml_context * ctx              = it.second;
+
+        // skip contexts without tensors
+        if (ggml_get_first_tensor(ctx) == nullptr) {
+            continue;
+        }
+
+        llama_buf_map buf_map;
+        buf_map.reserve(n_max_backend_buffer);
+
+        // check if it is possible to use buffer_from_host_ptr with this buffer type
+        ggml_backend_dev_t dev = ggml_backend_buft_get_device(buft);
+        if (!dev) {
+            // FIXME: workaround for CPU backend buft having a NULL device
+            dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
+            if (!dev) {
+                throw std::runtime_error(format("%s: no CPU backend found", __func__));
+            }
+        }
+        ggml_backend_dev_props props;
+        ggml_backend_dev_get_props(dev, &props);
+        bool buffer_from_host_ptr_supported = props.caps.buffer_from_host_ptr;
+        bool is_default_buft = buft == ggml_backend_dev_buffer_type(dev);
+
+        if (ml.use_mmap && use_mmap_buffer && buffer_from_host_ptr_supported && is_default_buft) {
+            for (uint32_t idx = 0; idx < ml.files.size(); idx++) {
+                // only the mmap region containing the tensors in the model is mapped to the backend buffer
+                // this is important for metal with apple silicon: if the entire model could be mapped to a metal buffer, then we could just use metal for all layers
+                // this allows using partial offloading when the model size exceeds the metal buffer size, but not the RAM size
+                void * addr = nullptr;
+                size_t first, last; // NOLINT
+                ml.get_mapping_range(&first, &last, &addr, idx, ctx);
+                if (first >= last) {
+                    continue;
+                }
+                const size_t max_size = ggml_get_max_tensor_size(ctx);
+                ggml_backend_buffer_t buf = ggml_backend_dev_buffer_from_host_ptr(dev, (char *) addr + first, last - first, max_size);
+                if (buf == nullptr) {
+                    throw std::runtime_error(format("unable to allocate %s buffer", ggml_backend_buft_name(buft)));
+                }
+                pimpl->bufs.emplace_back(buf);
+                buf_map.emplace(idx, buf);
+            }
+        }
+        else {
+            ggml_backend_buffer_t buf = ggml_backend_alloc_ctx_tensors_from_buft(ctx, buft);
+            if (buf == nullptr) {
+                throw std::runtime_error(format("unable to allocate %s buffer", ggml_backend_buft_name(buft)));
+            }
+            pimpl->bufs.emplace_back(buf);
+            if (use_mlock && ggml_backend_buffer_is_host(buf)) {
+                pimpl->mlock_bufs.emplace_back(new llama_mlock);
+                auto & mlock_buf = pimpl->mlock_bufs.back();
+                mlock_buf->init   (ggml_backend_buffer_get_base(buf));
+                mlock_buf->grow_to(ggml_backend_buffer_get_size(buf));
+            }
+            for (uint32_t idx = 0; idx < ml.files.size(); idx++) {
+                buf_map.emplace(idx, buf);
+            }
+        }
+
+        if (pimpl->bufs.empty()) {
+            throw std::runtime_error("failed to allocate buffer");
+        }
+
+        for (auto & buf : buf_map) {
+            // indicate that this buffer contains weights
+            // this is used by ggml_backend_sched to improve op scheduling: ops that use a weight are preferably scheduled to the backend that contains the weight
+            ggml_backend_buffer_set_usage(buf.second, GGML_BACKEND_BUFFER_USAGE_WEIGHTS);
+        }
+
+        ctx_bufs.emplace_back(ctx, buf_map);
+    }
+
+    if (llama_supports_gpu_offload()) {
+        const int n_gpu = std::min(n_gpu_layers, int(hparams.n_layer));
+
+        LLAMA_LOG_INFO("%s: offloading %d repeating layers to GPU\n", __func__, n_gpu);
+        if (n_gpu_layers > (int) hparams.n_layer) {
+            LLAMA_LOG_INFO("%s: offloading output layer to GPU\n", __func__);
+        }
+
+        const int max_backend_supported_layers = hparams.n_layer + 1;
+        const int max_offloadable_layers       = hparams.n_layer + 1;
+
+        LLAMA_LOG_INFO("%s: offloaded %d/%d layers to GPU\n", __func__, std::min(n_gpu_layers, max_offloadable_layers), max_backend_supported_layers);
+    }
+
+    // print memory requirements per buffer type
+    for (auto & buf : pimpl->bufs) {
+        LLAMA_LOG_INFO("%s: %12s model buffer size = %8.2f MiB\n", __func__, ggml_backend_buffer_name(buf.get()), ggml_backend_buffer_get_size(buf.get()) / 1024.0 / 1024.0);
+    }
+
+    // populate tensors_by_name
+    for (auto & ctx : pimpl->ctxs) {
+        for (auto * cur = ggml_get_first_tensor(ctx.get()); cur != NULL; cur = ggml_get_next_tensor(ctx.get(), cur)) {
+            tensors_by_name.emplace_back(ggml_get_name(cur), cur);
+        }
+    }
+
+    // load tensor data
+    for (auto & it : ctx_bufs) {
+        ggml_context * ctx = it.first;
+        auto & bufs = it.second;
+        if (!ml.load_all_data(ctx, bufs, use_mlock ? &pimpl->mlock_mmaps : NULL, params.progress_callback, params.progress_callback_user_data)) {
+            return false;
+        }
+    }
+
+    if (use_mmap_buffer) {
+        for (auto & mapping : ml.mappings) {
+            pimpl->mappings.emplace_back(std::move(mapping));
+        }
+    }
+
+    return true;
+}
+
+std::string llama_model::arch_name() const {
+    return llm_arch_name(arch);
+}
+
+std::string llama_model::type_name() const {
+    return llm_type_name(type);
+}
+
+std::string llama_model::desc() const {
+    return pimpl->desc_str;
+}
+
+size_t llama_model::size() const {
+    return pimpl->n_bytes;
+}
+
+size_t llama_model::n_tensors() const {
+    return tensors_by_name.size();
+}
+
+size_t llama_model::n_devices() const {
+    return devices.size();
+}
+
+uint64_t llama_model::n_elements() const {
+    return pimpl->n_elements;
+}
+
+void llama_model::print_info() const {
+    const std::string rope_scaling_type = llama_rope_scaling_type_name(hparams.rope_scaling_type_train);
+
+    auto print_f = [](const std::function<uint32_t(uint32_t)> & f, uint32_t n) {
+        bool is_var = false;
+
+        std::vector<uint32_t> v;
+        for (uint32_t i = 0; i < n; ++i) {
+            v.push_back(f(i));
+            if (v[i] != v[0]) {
+                is_var = true;
+            }
+        }
+
+        std::stringstream ss;
+
+        if (is_var) {
+            ss << "[";
+            for (uint32_t i = 0; i < n; ++i) {
+                ss << v[i];
+                if (i < n - 1) {
+                    ss << ", ";
+                }
+            }
+            ss << "]";
+        } else {
+            ss << v[0];
+        }
+
+        return ss.str();
+    };
+
+    // hparams
+    LLAMA_LOG_INFO("%s: arch             = %s\n",     __func__, arch_name().c_str());
+    LLAMA_LOG_INFO("%s: vocab_only       = %d\n",     __func__, hparams.vocab_only);
+
+    if (!hparams.vocab_only) {
+        LLAMA_LOG_INFO("%s: n_ctx_train      = %u\n",     __func__, hparams.n_ctx_train);
+        LLAMA_LOG_INFO("%s: n_embd           = %u\n",     __func__, hparams.n_embd);
+        LLAMA_LOG_INFO("%s: n_layer          = %u\n",     __func__, hparams.n_layer);
+        LLAMA_LOG_INFO("%s: n_head           = %s\n",     __func__, print_f([&](uint32_t il) { return hparams.n_head(il);    }, hparams.n_layer).c_str());
+        LLAMA_LOG_INFO("%s: n_head_kv        = %s\n",     __func__, print_f([&](uint32_t il) { return hparams.n_head_kv(il); }, hparams.n_layer).c_str());
+        LLAMA_LOG_INFO("%s: n_rot            = %u\n",     __func__, hparams.n_rot);
+        LLAMA_LOG_INFO("%s: n_swa            = %u\n",     __func__, hparams.n_swa);
+        LLAMA_LOG_INFO("%s: n_swa_pattern    = %u\n",     __func__, hparams.n_swa_pattern);
+        LLAMA_LOG_INFO("%s: n_embd_head_k    = %u\n",     __func__, hparams.n_embd_head_k);
+        LLAMA_LOG_INFO("%s: n_embd_head_v    = %u\n",     __func__, hparams.n_embd_head_v);
+        LLAMA_LOG_INFO("%s: n_gqa            = %s\n",     __func__, print_f([&](uint32_t il) { return hparams.n_gqa(il);        }, hparams.n_layer).c_str());
+        LLAMA_LOG_INFO("%s: n_embd_k_gqa     = %s\n",     __func__, print_f([&](uint32_t il) { return hparams.n_embd_k_gqa(il); }, hparams.n_layer).c_str());
+        LLAMA_LOG_INFO("%s: n_embd_v_gqa     = %s\n",     __func__, print_f([&](uint32_t il) { return hparams.n_embd_v_gqa(il); }, hparams.n_layer).c_str());
+        LLAMA_LOG_INFO("%s: f_norm_eps       = %.1e\n",   __func__, hparams.f_norm_eps);
+        LLAMA_LOG_INFO("%s: f_norm_rms_eps   = %.1e\n",   __func__, hparams.f_norm_rms_eps);
+        LLAMA_LOG_INFO("%s: f_clamp_kqv      = %.1e\n",   __func__, hparams.f_clamp_kqv);
+        LLAMA_LOG_INFO("%s: f_max_alibi_bias = %.1e\n",   __func__, hparams.f_max_alibi_bias);
+        LLAMA_LOG_INFO("%s: f_logit_scale    = %.1e\n",   __func__, hparams.f_logit_scale);
+        LLAMA_LOG_INFO("%s: f_attn_scale     = %.1e\n",   __func__, hparams.f_attention_scale);
+        LLAMA_LOG_INFO("%s: n_ff             = %s\n",     __func__, print_f([&](uint32_t il) { return hparams.n_ff(il); }, hparams.n_layer).c_str());
+        LLAMA_LOG_INFO("%s: n_expert         = %u\n",     __func__, hparams.n_expert);
+        LLAMA_LOG_INFO("%s: n_expert_used    = %u\n",     __func__, hparams.n_expert_used);
+        LLAMA_LOG_INFO("%s: causal attn      = %d\n",     __func__, hparams.causal_attn);
+        LLAMA_LOG_INFO("%s: pooling type     = %d\n",     __func__, hparams.pooling_type);
+        LLAMA_LOG_INFO("%s: rope type        = %d\n",     __func__, hparams.rope_type);
+        LLAMA_LOG_INFO("%s: rope scaling     = %s\n",     __func__, rope_scaling_type.c_str());
+        LLAMA_LOG_INFO("%s: freq_base_train  = %.1f\n",   __func__, hparams.rope_freq_base_train);
+        LLAMA_LOG_INFO("%s: freq_scale_train = %g\n",     __func__, hparams.rope_freq_scale_train);
+        LLAMA_LOG_INFO("%s: n_ctx_orig_yarn  = %u\n",     __func__, hparams.n_ctx_orig_yarn);
+        LLAMA_LOG_INFO("%s: rope_finetuned   = %s\n",     __func__, hparams.rope_finetuned ? "yes" : "unknown");
+        LLAMA_LOG_INFO("%s: ssm_d_conv       = %u\n",     __func__, hparams.ssm_d_conv);
+        LLAMA_LOG_INFO("%s: ssm_d_inner      = %u\n",     __func__, hparams.ssm_d_inner);
+        LLAMA_LOG_INFO("%s: ssm_d_state      = %u\n",     __func__, hparams.ssm_d_state);
+        LLAMA_LOG_INFO("%s: ssm_dt_rank      = %u\n",     __func__, hparams.ssm_dt_rank);
+        LLAMA_LOG_INFO("%s: ssm_dt_b_c_rms   = %d\n",     __func__, hparams.ssm_dt_b_c_rms);
+    }
+
+    LLAMA_LOG_INFO("%s: model type       = %s\n",     __func__, type_name().c_str());
+    if (pimpl->n_elements >= 1e12) {
+        LLAMA_LOG_INFO("%s: model params     = %.2f T\n", __func__, pimpl->n_elements*1e-12);
+    } else if (pimpl->n_elements >= 1e9) {
+        LLAMA_LOG_INFO("%s: model params     = %.2f B\n", __func__, pimpl->n_elements*1e-9);
+    } else if (pimpl->n_elements >= 1e6) {
+        LLAMA_LOG_INFO("%s: model params     = %.2f M\n", __func__, pimpl->n_elements*1e-6);
+    } else {
+        LLAMA_LOG_INFO("%s: model params     = %.2f K\n", __func__, pimpl->n_elements*1e-3);
+    }
+
+    // general kv
+    LLAMA_LOG_INFO("%s: general.name     = %s\n",    __func__, name.c_str());
+
+    if (arch == LLM_ARCH_DEEPSEEK) {
+        LLAMA_LOG_INFO("%s: n_layer_dense_lead   = %d\n",     __func__, hparams.n_layer_dense_lead);
+        LLAMA_LOG_INFO("%s: n_ff_exp             = %d\n",     __func__, hparams.n_ff_exp);
+        LLAMA_LOG_INFO("%s: n_expert_shared      = %d\n",     __func__, hparams.n_expert_shared);
+        LLAMA_LOG_INFO("%s: expert_weights_scale = %.1f\n",   __func__, hparams.expert_weights_scale);
+    }
+
+    if (arch == LLM_ARCH_DEEPSEEK2) {
+        LLAMA_LOG_INFO("%s: n_layer_dense_lead   = %d\n",     __func__, hparams.n_layer_dense_lead);
+        LLAMA_LOG_INFO("%s: n_lora_q             = %d\n",     __func__, hparams.n_lora_q);
+        LLAMA_LOG_INFO("%s: n_lora_kv            = %d\n",     __func__, hparams.n_lora_kv);
+        LLAMA_LOG_INFO("%s: n_embd_head_k_mla    = %d\n",     __func__, hparams.n_embd_head_k_mla);
+        LLAMA_LOG_INFO("%s: n_embd_head_v_mla    = %d\n",     __func__, hparams.n_embd_head_v_mla);
+        LLAMA_LOG_INFO("%s: n_ff_exp             = %d\n",     __func__, hparams.n_ff_exp);
+        LLAMA_LOG_INFO("%s: n_expert_shared      = %d\n",     __func__, hparams.n_expert_shared);
+        LLAMA_LOG_INFO("%s: expert_weights_scale = %.1f\n",   __func__, hparams.expert_weights_scale);
+        LLAMA_LOG_INFO("%s: expert_weights_norm  = %d\n",     __func__, hparams.expert_weights_norm);
+        LLAMA_LOG_INFO("%s: expert_gating_func   = %s\n",     __func__, llama_expert_gating_func_name((llama_expert_gating_func_type) hparams.expert_gating_func));
+        LLAMA_LOG_INFO("%s: rope_yarn_log_mul    = %.4f\n",   __func__, hparams.rope_yarn_log_mul);
+    }
+
+    if (arch == LLM_ARCH_QWEN2MOE) {
+        LLAMA_LOG_INFO("%s: n_ff_exp         = %d\n",     __func__, hparams.n_ff_exp);
+        LLAMA_LOG_INFO("%s: n_ff_shexp       = %d\n",     __func__, hparams.n_ff_shexp);
+    }
+
+    if (arch == LLM_ARCH_QWEN3MOE) {
+        LLAMA_LOG_INFO("%s: n_ff_exp         = %d\n",     __func__, hparams.n_ff_exp);
+    }
+
+    if (arch == LLM_ARCH_MINICPM || arch == LLM_ARCH_GRANITE || arch == LLM_ARCH_GRANITE_MOE) {
+        LLAMA_LOG_INFO("%s: f_embedding_scale = %f\n", __func__, hparams.f_embedding_scale);
+        LLAMA_LOG_INFO("%s: f_residual_scale  = %f\n", __func__, hparams.f_residual_scale);
+        LLAMA_LOG_INFO("%s: f_attention_scale = %f\n", __func__, hparams.f_attention_scale);
+    }
+
+    if (arch == LLM_ARCH_BAILINGMOE) {
+        LLAMA_LOG_INFO("%s: n_layer_dense_lead   = %d\n",     __func__, hparams.n_layer_dense_lead);
+        LLAMA_LOG_INFO("%s: n_ff_exp             = %d\n",     __func__, hparams.n_ff_exp);
+        LLAMA_LOG_INFO("%s: n_expert_shared      = %d\n",     __func__, hparams.n_expert_shared);
+        LLAMA_LOG_INFO("%s: expert_weights_scale = %.1f\n",   __func__, hparams.expert_weights_scale);
+        LLAMA_LOG_INFO("%s: expert_weights_norm  = %d\n",     __func__, hparams.expert_weights_norm);
+    }
+
+    vocab.print_info();
+}
+
+ggml_backend_dev_t llama_model::dev_layer(int il) const {
+    return pimpl->dev_layer.at(il).dev;
+}
+
+ggml_backend_dev_t llama_model::dev_output() const {
+    return pimpl->dev_output.dev;
+}
+
+template<typename F>
+static bool buft_supported(ggml_backend_buffer_type_t buft, ggml_backend_dev_t dev, F & fn) {
+    ggml_init_params params = {
+        /*.mem_size   =*/ ggml_tensor_overhead()*8,
+        /*.mem_buffer =*/ NULL,
+        /*.no_alloc   =*/ true,
+    };
+
+    ggml_context_ptr ctx { ggml_init(params) };
+    if (!ctx) {
+        throw std::runtime_error(format("failed to create ggml context"));
+    }
+
+    ggml_backend_buffer_ptr buf { ggml_backend_buft_alloc_buffer(buft, 0) };
+    ggml_tensor * op_tensor = fn(ctx.get());
+    for (int i = 0; i < GGML_MAX_SRC; i++) {
+        if (op_tensor->src[i] != nullptr) {
+            assert(op_tensor->src[i]->buffer == nullptr);
+            op_tensor->src[i]->buffer = buf.get();
+        }
+    }
+
+    bool op_supported = ggml_backend_dev_supports_op(dev, op_tensor);
+
+    return op_supported;
+}
+
+template<typename F>
+static ggml_backend_buffer_type_t select_buft(const buft_list_t & buft_list, const F & fn) {
+    for (const auto & cur : buft_list) {
+        ggml_backend_dev_t cur_dev = cur.first;
+        ggml_backend_buffer_type_t cur_buft = cur.second;
+        if (buft_supported(cur_buft, cur_dev, fn)) {
+            return cur_buft;
+        }
+    }
+
+    throw std::runtime_error(format("no suitable buffer type found"));
+}
+
+ggml_backend_buffer_type_t llama_model::select_buft(int il) const {
+    return ::select_buft(
+            *pimpl->dev_layer.at(il).buft_list,
+            [&](ggml_context * ctx) {
+                ggml_tensor * cur = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, hparams.n_embd);
+                ggml_tensor * layer_dir = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, hparams.n_embd);
+                return ggml_add(ctx, cur, layer_dir);
+            });
+}
+
+bool llama_model::has_tensor_overrides() const {
+    return pimpl->has_tensor_overrides;
+}
+
+const ggml_tensor * llama_model::get_tensor(const char * name) const {
+    auto it = std::find_if(tensors_by_name.begin(), tensors_by_name.end(),
+            [name](const std::pair<std::string, ggml_tensor *> & it) {
+                return it.first == name;
+            });
+    if (it == tensors_by_name.end()) {
+        return nullptr;
+    }
+
+    return it->second;
+}
+
+ggml_tensor * llama_model::get_rope_factors(uint32_t n_ctx_per_seq, int il) const {
+    // choose long/short freq factors based on the context size
+    if (layers[il].rope_freqs != nullptr) {
+        return layers[il].rope_freqs;
+    }
+
+    if (n_ctx_per_seq > hparams.n_ctx_orig_yarn) {
+        return layers[il].rope_long;
+    }
+
+    return layers[il].rope_short;
+}
+
+struct llm_build_llama : public llm_graph_context {
+    llm_build_llama(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        // temperature tuning
+        ggml_tensor * inp_attn_scale = nullptr;
+        if (arch == LLM_ARCH_LLAMA4) {
+            inp_attn_scale = build_inp_attn_scale();
+        }
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        const float kq_scale = hparams.f_attention_scale == 0.0f ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale;
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            bool use_rope = arch == LLM_ARCH_LLAMA4
+                ? (il + 1) % hparams.n_no_rope_layer_step != 0
+                : true;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // rope freq factors for llama3; may return nullptr for llama2 and other models
+                ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                if (use_rope) {
+                    Qcur = ggml_rope_ext(
+                            ctx0, Qcur, inp_pos, rope_factors,
+                            n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                            ext_factor, attn_factor, beta_fast, beta_slow
+                            );
+
+                    Kcur = ggml_rope_ext(
+                            ctx0, Kcur, inp_pos, rope_factors,
+                            n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                            ext_factor, attn_factor, beta_fast, beta_slow
+                            );
+                } else if (inp_attn_scale) {
+                    Qcur = ggml_mul(ctx0, Qcur, inp_attn_scale);
+                }
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                if (arch == LLM_ARCH_LLAMA4 && use_rope && hparams.use_kq_norm) {
+                    // Llama4TextL2Norm
+                    Qcur = ggml_rms_norm(ctx0, Qcur, hparams.f_norm_rms_eps);
+                    Kcur = ggml_rms_norm(ctx0, Kcur, hparams.f_norm_rms_eps);
+                    cb(Qcur, "Qcur_normed", il);
+                    cb(Kcur, "Kcur_normed", il);
+                }
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, kq_scale, il);
+                cb(cur, "attn_out", il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            // For Granite architecture
+            if (hparams.f_residual_scale) {
+                cur = ggml_scale(ctx0, cur, hparams.f_residual_scale);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network (non-MoE)
+            if (model.layers[il].ffn_gate_inp == nullptr) {
+
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+
+            } else if (arch == LLM_ARCH_LLAMA4) {
+                // llama4 MoE
+                ggml_tensor * ffn_inp_normed = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                ggml_tensor * moe_out = build_moe_ffn(ffn_inp_normed,
+                        model.layers[il].ffn_gate_inp,
+                        model.layers[il].ffn_up_exps,
+                        model.layers[il].ffn_gate_exps,
+                        model.layers[il].ffn_down_exps,
+                        nullptr,
+                        n_expert, n_expert_used,
+                        LLM_FFN_SILU, false,
+                        false, 0.0,
+                        LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID,
+                        il);
+
+                // Shared experts
+                ggml_tensor * shexp_out = build_ffn(ffn_inp_normed,
+                    model.layers[il].ffn_up_shexp,   NULL, NULL,
+                    model.layers[il].ffn_gate_shexp, NULL, NULL,
+                    model.layers[il].ffn_down_shexp, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(shexp_out, "ffn_moe_shexp", il);
+
+                cur = ggml_add(ctx0, moe_out, shexp_out);
+                cb(cur, "ffn_moe_out_merged", il);
+
+            } else {
+                // MoE branch
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_moe_ffn(cur,
+                        model.layers[il].ffn_gate_inp,
+                        model.layers[il].ffn_up_exps,
+                        model.layers[il].ffn_gate_exps,
+                        model.layers[il].ffn_down_exps,
+                        nullptr,
+                        n_expert, n_expert_used,
+                        LLM_FFN_SILU, true,
+                        false, 0.0,
+                        LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                        il);
+                cb(cur, "ffn_moe_out", il);
+            }
+
+            // For Granite architecture
+            if (hparams.f_residual_scale) {
+                cur = ggml_scale(ctx0, cur, hparams.f_residual_scale);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        // For Granite architecture
+        if (hparams.f_logit_scale) {
+            cur = ggml_scale(ctx0, cur, 1.0f / hparams.f_logit_scale);
+        }
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_deci : public llm_graph_context {
+    llm_build_deci(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        const float kq_scale = hparams.f_attention_scale == 0.0f ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale;
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+            const int64_t n_head_kv = hparams.n_head_kv(il);
+            const int64_t n_head    = hparams.n_head(il);
+            const int64_t n_ff      = hparams.n_ff(il);
+
+            if (n_head == 0) {
+                // attention-free layer of Llama-3_1-Nemotron-51B
+                cur = inpL;
+            } else {
+                // norm
+                cur = build_norm(inpL,
+                        model.layers[il].attn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "attn_norm", il);
+            }
+
+            if (n_head > 0 && n_head_kv == 0) {
+                // "linear attention" of Llama-3_1-Nemotron-51B
+                cur = build_lora_mm(model.layers[il].wo, cur);
+                cb(cur, "wo", il);
+            } else if (n_head > 0) {
+                // self-attention
+                // rope freq factors for llama3; may return nullptr for llama2 and other models
+                ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, kq_scale, il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            // FFN-free layer of Llama-3_1-Nemotron-Ultra-253B
+            if (n_ff == 0) {
+                continue;
+            }
+
+            // For Granite architecture
+            if (hparams.f_residual_scale) {
+                cur = ggml_scale(ctx0, cur, hparams.f_residual_scale);
+            }
+
+            // modified to support attention-free layer of Llama-3_1-Nemotron-51B
+            ggml_tensor * ffn_inp = cur;
+            if (n_head > 0) {
+                ffn_inp = ggml_add(ctx0, cur, inpSA);
+                cb(ffn_inp, "ffn_inp", il);
+            }
+
+            // feed-forward network
+            if (model.layers[il].ffn_gate_inp == nullptr) {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            // For Granite architecture
+            if (hparams.f_residual_scale) {
+                cur = ggml_scale(ctx0, cur, hparams.f_residual_scale);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        // For Granite architecture
+        if (hparams.f_logit_scale) {
+            cur = ggml_scale(ctx0, cur, 1.0f / hparams.f_logit_scale);
+        }
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_baichuan : public llm_graph_context {
+    llm_build_baichuan(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = model.type == LLM_TYPE_7B ? build_inp_pos() : nullptr;
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                switch (model.type) {
+                    case LLM_TYPE_7B:
+                        Qcur = ggml_rope_ext(
+                                ctx0, Qcur, inp_pos, nullptr,
+                                n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                                ext_factor, attn_factor, beta_fast, beta_slow
+                                );
+                        Kcur = ggml_rope_ext(
+                                ctx0, Kcur, inp_pos, nullptr,
+                                n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                                ext_factor, attn_factor, beta_fast, beta_slow
+                                );
+                        break;
+                    case LLM_TYPE_13B:
+                        break;
+                    default:
+                        GGML_ABORT("fatal error");
+                }
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_xverse : public llm_graph_context {
+    llm_build_xverse(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur, model.output_norm, NULL, LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_falcon : public llm_graph_context {
+    llm_build_falcon(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * attn_norm;
+
+            attn_norm = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(attn_norm, "attn_norm", il);
+
+            // self-attention
+            {
+                if (model.layers[il].attn_norm_2) {
+                    // Falcon-40B
+                    cur = build_norm(inpL,
+                            model.layers[il].attn_norm_2,
+                            model.layers[il].attn_norm_2_b,
+                            LLM_NORM, il);
+                    cb(cur, "attn_norm_2", il);
+                } else {
+                    cur = attn_norm;
+                }
+
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                // using mode = 2 for neox mode
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur       = ggml_get_rows(ctx0,       cur, inp_out_ids);
+                inpL      = ggml_get_rows(ctx0,      inpL, inp_out_ids);
+                attn_norm = ggml_get_rows(ctx0, attn_norm, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = cur;
+
+            // feed forward
+            {
+                cur = build_ffn(attn_norm, // !! use the attn norm, not the result
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        NULL,                      NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cur = ggml_add(ctx0, cur, inpL);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        // norm
+        cur = build_norm(cur,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_grok : public llm_graph_context {
+    llm_build_grok(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // multiply by embedding_multiplier_scale of 78.38367176906169
+        inpL = ggml_scale(ctx0, inpL, 78.38367176906169f);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f, il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            // Grok
+            // if attn_out_norm is present then apply it before adding the input
+            if (model.layers[il].attn_out_norm) {
+                cur = build_norm(cur,
+                        model.layers[il].attn_out_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "attn_out_norm", il);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            // MoE branch
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_moe_ffn(cur,
+                    model.layers[il].ffn_gate_inp,
+                    model.layers[il].ffn_up_exps,
+                    model.layers[il].ffn_gate_exps,
+                    model.layers[il].ffn_down_exps,
+                    nullptr,
+                    n_expert, n_expert_used,
+                    LLM_FFN_GELU, true,
+                    false, 0.0,
+                    LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                    il);
+            cb(cur, "ffn_moe_out", il);
+
+            // Grok
+            // if layer_out_norm is present then apply it before adding the input
+            // Idea: maybe ffn_out_norm is a better name
+            if (model.layers[il].layer_out_norm) {
+                cur = build_norm(cur,
+                        model.layers[il].layer_out_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "layer_out_norm", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        // Grok
+        // multiply logits by output_multiplier_scale of 0.5773502691896257
+
+        cur = ggml_scale(ctx0, cur, 0.5773502691896257f);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_dbrx : public llm_graph_context {
+    llm_build_dbrx(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = nullptr;
+                ggml_tensor * Kcur = nullptr;
+                ggml_tensor * Vcur = nullptr;
+
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                cur = ggml_clamp(ctx0, cur, -hparams.f_clamp_kqv, hparams.f_clamp_kqv);
+                cb(cur, "wqkv_clamped", il);
+
+                Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            // MoE branch
+            cur = build_norm(ffn_inp,
+                    model.layers[il].attn_out_norm, NULL,
+                    LLM_NORM, il);
+            cb(cur, "attn_out_norm", il);
+
+            cur = build_moe_ffn(cur,
+                    model.layers[il].ffn_gate_inp,
+                    model.layers[il].ffn_up_exps,
+                    model.layers[il].ffn_gate_exps,
+                    model.layers[il].ffn_down_exps,
+                    nullptr,
+                    n_expert, n_expert_used,
+                    LLM_FFN_SILU, true,
+                    false, 0.0,
+                    LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                    il);
+            cb(cur, "ffn_moe_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_starcoder : public llm_graph_context {
+    llm_build_starcoder(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        ggml_tensor * pos = ggml_get_rows(ctx0, model.pos_embd, inp_pos);
+        cb(pos, "pos_embd", -1);
+
+        inpL = ggml_add(ctx0, inpL, pos);
+        cb(inpL, "inpL", -1);
+
+        for (int il = 0; il < n_layer; ++il) {
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                cb(cur, "bqkv", il);
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            // add the input
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // FF
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm,
+                        model.layers[il].ffn_norm_b,
+                        LLM_NORM, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        NULL,                      NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = build_norm(inpL,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_refact : public llm_graph_context {
+    llm_build_refact(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_bert : public llm_graph_context {
+    llm_build_bert(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+        ggml_tensor * inp_pos = nullptr;
+
+        if (model.arch != LLM_ARCH_JINA_BERT_V2) {
+            inp_pos = build_inp_pos();
+        }
+
+        // construct input embeddings (token, type, position)
+        inpL = build_inp_embd(model.tok_embd);
+
+        // token types are hardcoded to zero ("Sentence A")
+        ggml_tensor * type_row0 = ggml_view_1d(ctx0, model.type_embd, n_embd, 0);
+        inpL = ggml_add(ctx0, inpL, type_row0);
+        if (model.arch == LLM_ARCH_BERT) {
+            inpL = ggml_add(ctx0, ggml_get_rows(ctx0, model.pos_embd, inp_pos), inpL);
+        }
+        cb(inpL, "inp_embd", -1);
+
+        // embed layer norm
+        inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, LLM_NORM, -1);
+        cb(inpL, "inp_norm", -1);
+
+        auto * inp_attn = build_attn_inp_no_cache();
+
+        // iterate layers
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * cur = inpL;
+
+            ggml_tensor * Qcur;
+            ggml_tensor * Kcur;
+            ggml_tensor * Vcur;
+
+            // self-attention
+            if (model.arch == LLM_ARCH_BERT || model.arch == LLM_ARCH_JINA_BERT_V2) {
+                Qcur = ggml_add(ctx0, build_lora_mm(model.layers[il].wq, cur), model.layers[il].bq);
+
+                if (model.layers[il].attn_q_norm) {
+                    Qcur = build_norm(Qcur,
+                            model.layers[il].attn_q_norm,
+                            model.layers[il].attn_q_norm_b,
+                            LLM_NORM, il);
+                }
+
+                Kcur = ggml_add(ctx0, build_lora_mm(model.layers[il].wk, cur), model.layers[il].bk);
+
+                if (model.layers[il].attn_k_norm) {
+                    Kcur = build_norm(Kcur,
+                            model.layers[il].attn_k_norm,
+                            model.layers[il].attn_k_norm_b,
+                            LLM_NORM, il);
+                }
+
+                Vcur = ggml_add(ctx0, build_lora_mm(model.layers[il].wv, cur), model.layers[il].bv);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+            } else {
+                // compute Q and K and RoPE them
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                if (model.arch == LLM_ARCH_NOMIC_BERT_MOE) {
+                    cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                    cb(cur, "bqkv", il);
+                }
+
+                Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+            }
+
+            cb(Qcur, "Qcur", il);
+            cb(Kcur, "Kcur", il);
+            cb(Vcur, "Vcur", il);
+
+            cur = build_attn(inp_attn, gf,
+                    model.layers[il].wo, model.layers[il].bo,
+                    Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            cb(cur, "kqv_out", il);
+
+            if (il == n_layer - 1 && pooling_type == LLAMA_POOLING_TYPE_NONE) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            // re-add the layer input
+            cur = ggml_add(ctx0, cur, inpL);
+
+            // attention layer norm
+            cur = build_norm(cur, model.layers[il].attn_out_norm, model.layers[il].attn_out_norm_b, LLM_NORM, il);
+
+            if (model.layers[il].attn_norm_2 != nullptr) {
+                cur = ggml_add(ctx0, cur, inpL); // re-add the layer input
+                cur = build_norm(cur, model.layers[il].attn_norm_2, model.layers[il].attn_norm_2_b, LLM_NORM, il);
+            }
+
+            ggml_tensor * ffn_inp = cur;
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            if (hparams.moe_every_n_layers > 0 && il % hparams.moe_every_n_layers == 1) {
+                // MoE branch
+                cur = build_moe_ffn(cur,
+                        model.layers[il].ffn_gate_inp,
+                        model.layers[il].ffn_up_exps,
+                        nullptr,
+                        model.layers[il].ffn_down_exps,
+                        nullptr,
+                        hparams.n_expert,
+                        hparams.n_expert_used,
+                        LLM_FFN_GELU,
+                        false, false,
+                        0.0f,
+                        LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il);
+                cb(cur, "ffn_moe_out", il);
+            } else if (model.arch == LLM_ARCH_BERT || model.arch == LLM_ARCH_NOMIC_BERT_MOE) {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        NULL,                      NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+            } else if (model.arch == LLM_ARCH_JINA_BERT_V2) {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL,                        NULL,
+                        model.layers[il].ffn_gate, NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            } else {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            // attentions bypass the intermediate layer
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            // output layer norm
+            cur = build_norm(cur, model.layers[il].layer_out_norm, model.layers[il].layer_out_norm_b, LLM_NORM, il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cb(cur, "result_embd", -1);
+        res->t_embd = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_bloom : public llm_graph_context {
+    llm_build_bloom(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        inpL = build_norm(inpL,
+                model.tok_norm,
+                model.tok_norm_b,
+                LLM_NORM, -1);
+        cb(inpL, "inp_norm", -1);
+
+        for (int il = 0; il < n_layer; ++il) {
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                cb(cur, "bqkv", il);
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            // Add the input
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // FF
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm,
+                        model.layers[il].ffn_norm_b,
+                        LLM_NORM, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        NULL,                      NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = build_norm(inpL,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_mpt : public llm_graph_context {
+    llm_build_mpt(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * pos;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        if (model.pos_embd) {
+            // inp_pos - contains the positions
+            ggml_tensor * inp_pos = build_inp_pos();
+            pos = ggml_get_rows(ctx0, model.pos_embd, inp_pos);
+            cb(pos, "pos_embd", -1);
+
+            inpL = ggml_add(ctx0, inpL, pos);
+            cb(inpL, "inpL", -1);
+        }
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * attn_norm;
+
+            attn_norm = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(attn_norm, "attn_norm", il);
+
+            // self-attention
+            {
+                cur = attn_norm;
+
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                if (model.layers[il].bqkv){
+                    cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                    cb(cur, "bqkv", il);
+                }
+
+                if (hparams.f_clamp_kqv > 0.0f) {
+                    cur = ggml_clamp(ctx0, cur, -hparams.f_clamp_kqv, hparams.f_clamp_kqv);
+                    cb(cur, "wqkv_clamped", il);
+                }
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                // Q/K Layernorm
+                if (model.layers[il].attn_q_norm) {
+                    Qcur = build_norm(Qcur,
+                            model.layers[il].attn_q_norm,
+                            model.layers[il].attn_q_norm_b,
+                            LLM_NORM, il);
+                    cb(Qcur, "Qcur", il);
+
+                    Kcur = build_norm(Kcur,
+                            model.layers[il].attn_k_norm,
+                            model.layers[il].attn_k_norm_b,
+                            LLM_NORM, il);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            // Add the input
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed forward
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm,
+                        model.layers[il].ffn_norm_b,
+                        LLM_NORM, il);
+                cb(cur, "ffn_norm", il);
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        NULL,                      NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        model.layers[il].ffn_act,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_stablelm : public llm_graph_context {
+    llm_build_stablelm(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            ggml_tensor * inpSA = cur;
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                if (model.layers[il].attn_q_norm) {
+                    Qcur = build_norm(Qcur,
+                            model.layers[il].attn_q_norm,
+                            NULL,
+                            LLM_NORM, il);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                if (model.layers[il].attn_k_norm) {
+                    Kcur = build_norm(Kcur,
+                            model.layers[il].attn_k_norm,
+                            NULL,
+                            LLM_NORM, il);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpL  = ggml_get_rows(ctx0,  inpL, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            {
+                if (model.layers[il].ffn_norm) {
+                    cur = build_norm(ffn_inp,
+                            model.layers[il].ffn_norm,
+                            model.layers[il].ffn_norm_b,
+                            LLM_NORM, il);
+                    cb(cur, "ffn_norm", il);
+                } else {
+                    // parallel residual
+                    cur = inpSA;
+                }
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_qwen : public llm_graph_context {
+    llm_build_qwen(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                cb(cur, "bqkv", il);
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd, n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd, n_tokens, cur->nb[1], 2*sizeof(float)*(n_embd)));
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                // using mode = 2 for neox mode
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward forward
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_qwen2 : public llm_graph_context {
+    llm_build_qwen2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_qwen2vl : public llm_graph_context {
+    llm_build_qwen2vl(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        int sections[4];
+        std::copy(std::begin(hparams.rope_sections), std::begin(hparams.rope_sections) + 4, sections);
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_multi(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, sections, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_multi(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, sections, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_qwen2moe : public llm_graph_context {
+    llm_build_qwen2moe(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self_attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // MoE branch
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            ggml_tensor * moe_out =
+                build_moe_ffn(cur,
+                        model.layers[il].ffn_gate_inp,
+                        model.layers[il].ffn_up_exps,
+                        model.layers[il].ffn_gate_exps,
+                        model.layers[il].ffn_down_exps,
+                        nullptr,
+                        n_expert, n_expert_used,
+                        LLM_FFN_SILU, false,
+                        false, 0.0,
+                        LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                        il);
+            cb(moe_out, "ffn_moe_out", il);
+
+            // FFN shared expert
+            {
+                ggml_tensor * cur_gate_inp = build_lora_mm(model.layers[il].ffn_gate_inp_shexp, cur);
+                cb(cur_gate_inp, "ffn_shexp_gate_inp", il);
+
+                // sigmoid
+                ggml_tensor * cur_gate = ggml_div(ctx0, ggml_silu(ctx0, cur_gate_inp), cur_gate_inp);
+                cb(cur_gate, "ffn_shexp_gate", il);
+
+                ggml_tensor * cur_ffn = build_ffn(cur,
+                        model.layers[il].ffn_up_shexp,   NULL, NULL,
+                        model.layers[il].ffn_gate_shexp, NULL, NULL,
+                        model.layers[il].ffn_down_shexp, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur_ffn, "ffn_shexp", il);
+
+                ggml_tensor * ffn_shexp_out = ggml_mul(ctx0, cur_ffn, cur_gate);
+                cb(ffn_shexp_out, "ffn_shexp_out", il);
+
+                moe_out = ggml_add(ctx0, moe_out, ffn_shexp_out);
+                cb(moe_out, "ffn_out", il);
+
+                cur = moe_out;
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_qwen3 : public llm_graph_context {
+    llm_build_qwen3(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, NULL, LLM_NORM_RMS, il);
+                cb(Qcur, "Qcur_normed", il);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = build_norm(Kcur, model.layers[il].attn_k_norm, NULL, LLM_NORM_RMS, il);
+                cb(Kcur, "Kcur_normed", il);
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_qwen3moe : public llm_graph_context {
+    llm_build_qwen3moe(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self_attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, NULL, LLM_NORM_RMS, il);
+                cb(Qcur, "Qcur_normed", il);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = build_norm(Kcur, model.layers[il].attn_k_norm, NULL, LLM_NORM_RMS, il);
+                cb(Kcur, "Kcur_normed", il);
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // MoE branch
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            ggml_tensor * moe_out =
+                build_moe_ffn(cur,
+                        model.layers[il].ffn_gate_inp,
+                        model.layers[il].ffn_up_exps,
+                        model.layers[il].ffn_gate_exps,
+                        model.layers[il].ffn_down_exps,
+                        nullptr,
+                        n_expert, n_expert_used,
+                        LLM_FFN_SILU, true,
+                        false, 0.0,
+                        LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                        il);
+            cb(moe_out, "ffn_moe_out", il);
+            cur = moe_out;
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_phi2 : public llm_graph_context {
+    llm_build_phi2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * attn_norm_output;
+        ggml_tensor * ffn_output;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            attn_norm_output = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(attn_norm_output, "attn_norm", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = nullptr;
+                ggml_tensor * Kcur = nullptr;
+                ggml_tensor * Vcur = nullptr;
+
+                if (model.layers[il].wqkv) {
+                    cur = build_lora_mm(model.layers[il].wqkv, attn_norm_output);
+                    cb(cur, "wqkv", il);
+
+                    cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                    cb(cur, "bqkv", il);
+
+                    Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                    Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                    Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+                } else {
+                    Qcur = ggml_add(ctx0, build_lora_mm(model.layers[il].wq, attn_norm_output), model.layers[il].bq);
+                    Kcur = ggml_add(ctx0, build_lora_mm(model.layers[il].wk, attn_norm_output), model.layers[il].bk);
+                    Vcur = ggml_add(ctx0, build_lora_mm(model.layers[il].wv, attn_norm_output), model.layers[il].bv);
+                }
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                // with phi2, we scale the Q to avoid precision issues
+                // ref: https://github.com/ml-explore/mlx-examples/blob/08e862336ade809bc37d1035f94b359e7d1a5152/phi2/phi2.py#L64-L66
+                Qcur = ggml_scale(ctx0, Qcur, 1.0f/sqrtf(float(n_embd_head)));
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f, il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur              = ggml_get_rows(ctx0,              cur, inp_out_ids);
+                inpL             = ggml_get_rows(ctx0,             inpL, inp_out_ids);
+                attn_norm_output = ggml_get_rows(ctx0, attn_norm_output, inp_out_ids);
+            }
+
+            // FF
+            {
+                ffn_output = build_ffn(attn_norm_output,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        NULL,                      NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(ffn_output, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_output);
+            cur = ggml_add(ctx0, cur, inpL);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = build_norm(inpL,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+        cb(cur, "result_output_no_bias", -1);
+
+        cur = ggml_add(ctx0, cur, model.output_b);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_phi3 : public llm_graph_context {
+    llm_build_phi3(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            auto * residual = inpL;
+
+            // self-attention
+            {
+                // rope freq factors for 128k context
+                ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+                ggml_tensor* attn_norm_output = build_norm(inpL,
+                        model.layers[il].attn_norm,
+                        model.layers[il].attn_norm_b,
+                        LLM_NORM_RMS, il);
+                cb(attn_norm_output, "attn_norm", il);
+
+                ggml_tensor * Qcur = nullptr;
+                ggml_tensor * Kcur = nullptr;
+                ggml_tensor * Vcur = nullptr;
+
+                if (model.layers[il].wqkv) {
+                    cur = build_lora_mm(model.layers[il].wqkv, attn_norm_output);
+                    cb(cur, "wqkv", il);
+
+                    Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0 * sizeof(float) * (n_embd)));
+                    Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1 * sizeof(float) * (n_embd)));
+                    Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1 * sizeof(float) * (n_embd + n_embd_gqa)));
+                } else {
+                    Qcur = ggml_add(ctx0, build_lora_mm(model.layers[il].wq, attn_norm_output), model.layers[il].bq);
+                    Kcur = ggml_add(ctx0, build_lora_mm(model.layers[il].wk, attn_norm_output), model.layers[il].bk);
+                    Vcur = ggml_add(ctx0, build_lora_mm(model.layers[il].wv, attn_norm_output), model.layers[il].bv);
+                }
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_scale(ctx0, Qcur, 1.0f / sqrtf(float(n_embd_head)));
+                cb(Qcur, "Qcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f, il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor* inp_out_ids = build_inp_out_ids();
+                cur      = ggml_get_rows(ctx0, cur,      inp_out_ids);
+                residual = ggml_get_rows(ctx0, residual, inp_out_ids);
+            }
+
+            cur = ggml_add(ctx0, cur, residual);
+            residual = cur;
+
+            cur = build_norm(cur,
+                    model.layers[il].ffn_norm, model.layers[il].ffn_norm_b,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            // feed-forward network
+            if (model.layers[il].ffn_gate_inp == nullptr) {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        NULL,                      NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SWIGLU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+            } else {
+                // MoE branch
+                cur = build_moe_ffn(cur,
+                        model.layers[il].ffn_gate_inp,
+                        model.layers[il].ffn_up_exps,
+                        model.layers[il].ffn_gate_exps,
+                        model.layers[il].ffn_down_exps,
+                        nullptr,
+                        n_expert, n_expert_used,
+                        LLM_FFN_SILU, true,
+                        false, 0.0,
+                        LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                        il);
+                cb(cur, "ffn_moe_out", il);
+            }
+
+            cur = ggml_add(ctx0, residual, cur);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = build_norm(inpL,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        if (model.output_b != nullptr) {
+            cb(cur, "result_output_no_bias", -1);
+            cur = ggml_add(ctx0, cur, model.output_b);
+        }
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_plamo : public llm_graph_context {
+    llm_build_plamo(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            ggml_tensor * attention_norm = cur;
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_embd_head, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_embd_head, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+            ggml_tensor * sa_out = cur;
+
+            cur = attention_norm;
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur    = ggml_get_rows(ctx0,    cur, inp_out_ids);
+                sa_out = ggml_get_rows(ctx0, sa_out, inp_out_ids);
+                inpL   = ggml_get_rows(ctx0,   inpL, inp_out_ids);
+            }
+
+            // feed-forward network
+            {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, sa_out);
+            cur = ggml_add(ctx0, cur, inpL);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_gpt2 : public llm_graph_context {
+    llm_build_gpt2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * pos;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        pos = ggml_get_rows(ctx0, model.pos_embd, inp_pos);
+        cb(pos, "pos_embd", -1);
+
+        inpL = ggml_add(ctx0, inpL, pos);
+        cb(inpL, "inpL", -1);
+
+        for (int il = 0; il < n_layer; ++il) {
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                cb(cur, "bqkv", il);
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            // add the input
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // FF
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm,
+                        model.layers[il].ffn_norm_b,
+                        LLM_NORM, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        NULL,                      NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = build_norm(inpL,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_codeshell : public llm_graph_context {
+    llm_build_codeshell(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                cb(cur, "bqkv", il);
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            // add the input
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // FF
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm,
+                        model.layers[il].ffn_norm_b,
+                        LLM_NORM, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        NULL,                      NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = build_norm(inpL,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_orion : public llm_graph_context {
+    llm_build_orion(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+    const int64_t n_embd_head = hparams.n_embd_head_v;
+
+    GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+    GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+    ggml_tensor * cur;
+    ggml_tensor * inpL;
+
+    inpL = build_inp_embd(model.tok_embd);
+
+    // inp_pos - contains the positions
+    ggml_tensor * inp_pos = build_inp_pos();
+
+    auto * inp_attn = build_attn_inp_kv_unified();
+
+    for (int il = 0; il < n_layer; ++il) {
+        ggml_tensor * inpSA = inpL;
+
+        // norm
+        cur = build_norm(inpL,
+                model.layers[il].attn_norm, model.layers[il].attn_norm_b,
+                LLM_NORM, il);
+        cb(cur, "attn_norm", il);
+
+        // self-attention
+        {
+            // compute Q and K and RoPE them
+            ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+            cb(Qcur, "Qcur", il);
+            // if (model.layers[il].bq) {
+            //     Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+            //     cb(Qcur, "Qcur", il);
+            // }
+
+            ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+            cb(Kcur, "Kcur", il);
+            // if (model.layers[il].bk) {
+            //     Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+            //     cb(Kcur, "Kcur", il);
+            // }
+
+            ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+            cb(Vcur, "Vcur", il);
+            // if (model.layers[il].bv) {
+            //     Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+            //     cb(Vcur, "Vcur", il);
+            // }
+
+            Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+            Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+            Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+            Qcur = ggml_rope_ext(
+                ctx0, Qcur, inp_pos, nullptr,
+                n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                ext_factor, attn_factor, beta_fast, beta_slow
+            );
+
+            Kcur = ggml_rope_ext(
+                ctx0, Kcur, inp_pos, nullptr,
+                n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                ext_factor, attn_factor, beta_fast, beta_slow
+            );
+
+            cb(Qcur, "Qcur", il);
+            cb(Kcur, "Kcur", il);
+            cb(Vcur, "Vcur", il);
+
+            cur = build_attn(inp_attn, gf,
+                    model.layers[il].wo, NULL,
+                    Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+        }
+
+        if (il == n_layer - 1) {
+            // skip computing output for unused tokens
+            ggml_tensor * inp_out_ids = build_inp_out_ids();
+            cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+            inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+        }
+
+        ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+        cb(ffn_inp, "ffn_inp", il);
+
+        // feed-forward network
+        cur = build_norm(ffn_inp,
+                model.layers[il].ffn_norm, model.layers[il].ffn_norm_b,
+                LLM_NORM, il);
+        cb(cur, "ffn_norm", il);
+
+        cur = build_ffn(cur,
+                model.layers[il].ffn_up,   NULL, NULL,
+                model.layers[il].ffn_gate, NULL, NULL,
+                model.layers[il].ffn_down, NULL, NULL,
+                NULL,
+                LLM_FFN_SILU, LLM_FFN_PAR, il);
+        cb(cur, "ffn_out", il);
+
+        cur = ggml_add(ctx0, cur, ffn_inp);
+
+        cur = build_cvec(cur, il);
+        cb(cur, "l_out", il);
+
+        // input for next layer
+        inpL = cur;
+    }
+
+    cur = inpL;
+
+    cur = build_norm(cur,
+            model.output_norm, model.output_norm_b,
+            LLM_NORM, -1);
+
+    cb(cur, "result_norm", -1);
+    res->t_embd = cur;
+
+    // lm_head
+    cur = build_lora_mm(model.output, cur);
+
+    cb(cur, "result_output", -1);
+    res->t_logits = cur;
+
+    ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_internlm2 : public llm_graph_context {
+    llm_build_internlm2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_minicpm3 : public llm_graph_context {
+    llm_build_minicpm3(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        //TODO: if the model varies, these parameters need to be read from the model
+        const int64_t n_embd_base = 256;
+        const float scale_embd  = 12.0f;
+        const float scale_depth = 1.4f;
+        const float kq_scale = 1.0f / sqrtf(float(hparams.n_embd_head_k));
+
+        const uint32_t n_embd_head_qk_rope = hparams.n_rot;
+        const uint32_t n_embd_head_qk_nope = hparams.n_embd_head_k - hparams.n_rot;
+        const uint32_t kv_lora_rank = hparams.n_lora_kv;
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // scale the input embeddings
+        inpL = ggml_scale(ctx0, inpL, scale_embd);
+        cb(inpL, "inp_scaled", -1);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self_attention
+            {
+                ggml_tensor * q = NULL;
+                // {n_embd, q_lora_rank} * {n_embd, n_tokens} -> {q_lora_rank, n_tokens}
+                q = ggml_mul_mat(ctx0, model.layers[il].wq_a, cur);
+                cb(q, "q", il);
+
+                q = build_norm(q,
+                        model.layers[il].attn_q_a_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(q, "q", il);
+
+                // {q_lora_rank, n_head * hparams.n_embd_head_k} * {q_lora_rank, n_tokens} -> {n_head * hparams.n_embd_head_k, n_tokens}
+                q = ggml_mul_mat(ctx0, model.layers[il].wq_b, q);
+                cb(q, "q", il);
+
+                // split into {n_head * n_embd_head_qk_nope, n_tokens}
+                ggml_tensor * q_nope = ggml_view_3d(ctx0, q, n_embd_head_qk_nope, n_head, n_tokens,
+                        ggml_row_size(q->type, hparams.n_embd_head_k),
+                        ggml_row_size(q->type, hparams.n_embd_head_k * n_head),
+                        0);
+                cb(q_nope, "q_nope", il);
+
+                // and {n_head * n_embd_head_qk_rope, n_tokens}
+                ggml_tensor * q_pe = ggml_view_3d(ctx0, q, n_embd_head_qk_rope, n_head, n_tokens,
+                        ggml_row_size(q->type, hparams.n_embd_head_k),
+                        ggml_row_size(q->type, hparams.n_embd_head_k * n_head),
+                        ggml_row_size(q->type, n_embd_head_qk_nope));
+                cb(q_pe, "q_pe", il);
+
+                // {n_embd, kv_lora_rank + n_embd_head_qk_rope} * {n_embd, n_tokens} -> {kv_lora_rank + n_embd_head_qk_rope, n_tokens}
+                ggml_tensor * kv_pe_compresseed = ggml_mul_mat(ctx0, model.layers[il].wkv_a_mqa, cur);
+                cb(kv_pe_compresseed, "kv_pe_compresseed", il);
+
+                // split into {kv_lora_rank, n_tokens}
+                ggml_tensor * kv_compressed = ggml_view_2d(ctx0, kv_pe_compresseed, kv_lora_rank, n_tokens,
+                        kv_pe_compresseed->nb[1],
+                        0);
+                cb(kv_compressed, "kv_compressed", il);
+
+                // and {n_embd_head_qk_rope, n_tokens}
+                ggml_tensor * k_pe = ggml_view_3d(ctx0, kv_pe_compresseed, n_embd_head_qk_rope, 1, n_tokens,
+                        kv_pe_compresseed->nb[1],
+                        kv_pe_compresseed->nb[1],
+                        ggml_row_size(kv_pe_compresseed->type, kv_lora_rank));
+                cb(k_pe, "k_pe", il);
+
+                // TODO: the CUDA backend used to not support non-cont. (RMS) norm, investigate removing ggml_cont
+                kv_compressed = ggml_cont(ctx0, kv_compressed);
+                kv_compressed = build_norm(kv_compressed,
+                        model.layers[il].attn_kv_a_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(kv_compressed, "kv_compressed", il);
+
+                // {kv_lora_rank, n_head * (n_embd_head_qk_nope + n_embd_head_v)} * {kv_lora_rank, n_tokens} -> {n_head * (n_embd_head_qk_nope + n_embd_head_v), n_tokens}
+                ggml_tensor * kv = ggml_mul_mat(ctx0, model.layers[il].wkv_b, kv_compressed);
+                cb(kv, "kv", il);
+
+                // split into {n_head * n_embd_head_qk_nope, n_tokens}
+                ggml_tensor * k_nope = ggml_view_3d(ctx0, kv, n_embd_head_qk_nope, n_head, n_tokens,
+                        ggml_row_size(kv->type, n_embd_head_qk_nope + hparams.n_embd_head_v),
+                        ggml_row_size(kv->type, n_head * (n_embd_head_qk_nope + hparams.n_embd_head_v)),
+                        0);
+                cb(k_nope, "k_nope", il);
+
+                // and {n_head * n_embd_head_v, n_tokens}
+                ggml_tensor * v_states = ggml_view_3d(ctx0, kv, hparams.n_embd_head_v, n_head, n_tokens,
+                        ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v)),
+                        ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v)*n_head),
+                        ggml_row_size(kv->type, (n_embd_head_qk_nope)));
+                cb(v_states, "v_states", il);
+
+                v_states = ggml_cont(ctx0, v_states);
+                cb(v_states, "v_states", il);
+
+                v_states = ggml_view_2d(ctx0, v_states, hparams.n_embd_head_v * n_head, n_tokens,
+                        ggml_row_size(kv->type, hparams.n_embd_head_v * n_head),
+                        0);
+                cb(v_states, "v_states", il);
+
+                q_pe = ggml_cont(ctx0, q_pe); // TODO: the CUDA backend used to not support non-cont. RoPE, investigate removing this
+                q_pe = ggml_rope_ext(
+                        ctx0, q_pe, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+                cb(q_pe, "q_pe", il);
+
+                // shared RoPE key
+                k_pe = ggml_cont(ctx0, k_pe); // TODO: the CUDA backend used to not support non-cont. RoPE, investigate removing this
+                k_pe = ggml_rope_ext(
+                        ctx0, k_pe, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+                cb(k_pe, "k_pe", il);
+
+                ggml_tensor * q_states = ggml_concat(ctx0, q_nope, q_pe, 0);
+                cb(q_states, "q_states", il);
+
+                ggml_tensor * k_states = ggml_concat(ctx0, k_nope, ggml_repeat(ctx0, k_pe, q_pe), 0);
+                cb(k_states, "k_states", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        q_states, k_states, v_states, nullptr, nullptr, kq_scale, il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            // scale_res - scale the hidden states for residual connection
+            const float scale_res = scale_depth/sqrtf(float(n_layer));
+            cur = ggml_scale(ctx0, cur, scale_res);
+            cb(cur, "hidden_scaled", il);
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            // scale the hidden states for residual connection
+            cur = ggml_scale(ctx0, cur, scale_res);
+            cb(cur, "hidden_scaled_ffn", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head scaling
+        const float scale_lmhead = float(n_embd_base)/float(n_embd);
+        cur = ggml_scale(ctx0, cur, scale_lmhead);
+        cb(cur, "lmhead_scaling", -1);
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_gemma : public llm_graph_context {
+    llm_build_gemma(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        inpL = ggml_scale(ctx0, inpL, sqrtf(n_embd));
+        cb(inpL, "inp_scaled", -1);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow);
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_scale(ctx0, Qcur, 1.0f / sqrtf(float(n_embd_head)));
+                cb(Qcur, "Qcur_scaled", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f, il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            ggml_tensor * sa_out = ggml_add(ctx0, cur, inpL);
+            cb(sa_out, "sa_out", il);
+
+            cur = build_norm(sa_out,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            // feed-forward network
+            {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, sa_out);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_gemma2 : public llm_graph_context {
+    llm_build_gemma2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_k;
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        inpL = ggml_scale(ctx0, inpL, sqrtf(n_embd));
+        cb(inpL, "inp_scaled", -1);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow);
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                // ref: https://github.com/google/gemma_pytorch/commit/03e657582d17cb5a8617ebf333c1c16f3694670e
+                switch (model.type) {
+                    case LLM_TYPE_2B:
+                    case LLM_TYPE_9B:
+                    case LLM_TYPE_27B: Qcur = ggml_scale(ctx0, Qcur, 1.0f / sqrtf(float(n_embd_head))); break;
+                    default: GGML_ABORT("fatal error");
+                };
+                cb(Qcur, "Qcur_scaled", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f, il);
+            }
+
+            cur = build_norm(cur,
+                    model.layers[il].attn_post_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_post_norm", il);
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            ggml_tensor * sa_out = ggml_add(ctx0, cur, inpL);
+            cb(sa_out, "sa_out", il);
+
+            cur = build_norm(sa_out,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            // feed-forward network
+            {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = build_norm(cur,
+                    model.layers[il].ffn_post_norm, NULL,
+                    LLM_NORM_RMS, -1);
+            cb(cur, "ffn_post_norm", -1);
+
+            cur = ggml_add(ctx0, cur, sa_out);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        // final logit soft-capping
+        cur = ggml_scale(ctx0, cur, 1.0f / hparams.f_final_logit_softcapping);
+        cur = ggml_tanh(ctx0, cur);
+        cur = ggml_scale(ctx0, cur, hparams.f_final_logit_softcapping);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_gemma3 : public llm_graph_context {
+    llm_build_gemma3(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_k;
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // important: do not normalize weights for raw embeddings input (i.e. encoded image emdeddings)
+        if (ubatch.token) {
+            inpL = ggml_scale(ctx0, inpL, sqrtf(n_embd));
+            cb(inpL, "inp_scaled", -1);
+        }
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        // TODO: is causal == true correct? might need some changes
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            const bool is_swa = hparams.is_swa(il);
+
+            const float freq_base_l  = is_swa ? hparams.rope_freq_base_train_swa  : cparams.rope_freq_base;
+            const float freq_scale_l = is_swa ? hparams.rope_freq_scale_train_swa : cparams.rope_freq_scale;
+
+            // norm
+            cur = build_norm(inpL, model.layers[il].attn_norm, NULL, LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, NULL, LLM_NORM_RMS, il);
+                cb(Qcur, "Qcur_normed", il);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base_l, freq_scale_l,
+                        ext_factor, attn_factor, beta_fast, beta_slow);
+
+                Kcur = build_norm(Kcur, model.layers[il].attn_k_norm, NULL, LLM_NORM_RMS, il);
+                cb(Kcur, "Kcur_normed", il);
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base_l, freq_scale_l,
+                        ext_factor, attn_factor, beta_fast, beta_slow);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, hparams.f_attention_scale, il);
+            }
+
+            cur = build_norm(cur,
+                    model.layers[il].attn_post_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_post_norm", il);
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            ggml_tensor * sa_out = ggml_add(ctx0, cur, inpL);
+            cb(sa_out, "sa_out", il);
+
+            cur = build_norm(sa_out,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            // feed-forward network
+            {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = build_norm(cur,
+                    model.layers[il].ffn_post_norm, NULL,
+                    LLM_NORM_RMS, -1);
+            cb(cur, "ffn_post_norm", -1);
+
+            cur = ggml_add(ctx0, cur, sa_out);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+// TODO: move up next to build_starcoder
+struct llm_build_starcoder2 : public llm_graph_context {
+    llm_build_starcoder2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, model.layers[il].ffn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                    NULL,                      NULL,                        NULL,
+                    model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                    NULL,
+                    LLM_FFN_GELU, LLM_FFN_SEQ, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_mamba : public llm_graph_context {
+    const llama_model & model;
+
+    llm_build_mamba(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params), model(model) {
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        // {n_embd, n_tokens}
+        inpL = build_inp_embd(model.tok_embd);
+
+        ggml_tensor * state_copy = build_inp_s_copy();
+        ggml_tensor * state_mask = build_inp_s_mask();
+
+        for (int il = 0; il < n_layer; ++il) {
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            //cur = build_mamba_layer(gf, cur, state_copy, state_mask, il);
+            cur = build_mamba_layer(gf, cur, state_copy, state_mask, ubatch, il);
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            // residual
+            cur = ggml_add(ctx0, cur, inpL);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        // final rmsnorm
+        cur = build_norm(inpL,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+
+    // TODO: split
+    ggml_tensor * build_mamba_layer(
+             ggml_cgraph * gf,
+             ggml_tensor * cur,
+             ggml_tensor * state_copy,
+             ggml_tensor * state_mask,
+      const llama_ubatch & ubatch,
+                     int   il) const {
+        const llama_kv_cache_recurrent * kv_self = static_cast<const llama_kv_cache_recurrent *>(memory);
+
+        const auto kv_head = kv_self->head;
+
+        const int64_t d_conv  = hparams.ssm_d_conv;
+        const int64_t d_inner = hparams.ssm_d_inner;
+        const int64_t d_state = hparams.ssm_d_state;
+        const int64_t dt_rank = hparams.ssm_dt_rank;
+        const int64_t n_seqs  = ubatch.n_seqs;
+        // Some variants of Mamba arch (e.g. FalconMamba do apply layer norm on B and Dt layers)
+        const bool ssm_dt_b_c_rms = hparams.ssm_dt_b_c_rms;
+        // Use the same RMS norm as the final layer norm
+        const float norm_rms_eps = hparams.f_norm_rms_eps;
+
+        const int64_t n_seq_tokens = ubatch.n_seq_tokens;
+
+        GGML_ASSERT(n_seqs != 0);
+        GGML_ASSERT(ubatch.equal_seqs);
+        GGML_ASSERT(ubatch.n_tokens == n_seq_tokens * n_seqs);
+
+        ggml_tensor * conv_states_all = kv_self->k_l[il];
+        ggml_tensor * ssm_states_all  = kv_self->v_l[il];
+
+        // (ab)using the KV cache to store the states
+        ggml_tensor * conv = build_copy_mask_state(
+                gf, conv_states_all, state_copy, state_mask,
+                hparams.n_embd_k_s(), n_seqs);
+        conv = ggml_reshape_3d(ctx0, conv, d_conv - 1, d_inner, n_seqs);
+        ggml_tensor * ssm = build_copy_mask_state(
+                gf, ssm_states_all, state_copy, state_mask,
+                hparams.n_embd_v_s(), n_seqs);
+        ssm = ggml_reshape_3d(ctx0, ssm, d_state, d_inner, n_seqs);
+
+        // {n_embd, n_tokens} => {n_embd, n_seq_tokens, n_seqs}
+        cur = ggml_reshape_3d(ctx0, cur, cur->ne[0], n_seq_tokens, n_seqs);
+
+        // {n_embd, 2*d_inner} @ {n_embd, n_seq_tokens, n_seqs} => {2*d_inner, n_seq_tokens, n_seqs}
+        ggml_tensor * xz = build_lora_mm(model.layers[il].ssm_in, cur);
+        // split the above in two
+        // => {d_inner, n_seq_tokens, n_seqs}
+        ggml_tensor * x = ggml_view_3d(ctx0, xz, d_inner, xz->ne[1], xz->ne[2], xz->nb[1], xz->nb[2], 0);
+        ggml_tensor * z = ggml_view_3d(ctx0, xz, d_inner, xz->ne[1], xz->ne[2], xz->nb[1], xz->nb[2], d_inner*ggml_element_size(xz));
+
+        // conv
+        {
+            // => {d_conv - 1 + n_seq_tokens, d_inner, n_seqs}
+            ggml_tensor * conv_x = ggml_concat(ctx0, conv, ggml_transpose(ctx0, x), 0);
+
+            // copy last (d_conv - 1) columns back into the state cache
+            ggml_tensor * last_conv = ggml_view_3d(ctx0, conv_x, d_conv - 1, d_inner, n_seqs, conv_x->nb[1], conv_x->nb[2], n_seq_tokens*(conv_x->nb[0]));
+
+            ggml_build_forward_expand(gf,
+                ggml_cpy(ctx0, last_conv,
+                    ggml_view_1d(ctx0, conv_states_all,
+                        (d_conv - 1)*(d_inner)*(n_seqs),
+                        kv_head*(d_conv - 1)*(d_inner)*ggml_element_size(conv_states_all))));
+
+            // 1D convolution
+            // The equivalent is to make a self-overlapping view of conv_x
+            // over d_conv columns at each stride in the 3rd dimension,
+            // then element-wise multiply that with the conv1d weight,
+            // then sum the elements of each row,
+            // (the last two steps are a dot product over rows (also doable with mul_mat))
+            // then permute away the ne[0] dimension,
+            // and then you're left with the resulting x tensor.
+            // For simultaneous sequences, all sequences need to have the same length.
+            x = ggml_ssm_conv(ctx0, conv_x, model.layers[il].ssm_conv1d);
+
+            // bias
+            x = ggml_add(ctx0, x, model.layers[il].ssm_conv1d_b);
+
+            x = ggml_silu(ctx0, x);
+        }
+
+        // ssm
+        {
+            // {d_inner, dt_rank + 2*d_state} @ {d_inner, n_seq_tokens, n_seqs} => {dt_rank + 2*d_state, n_seq_tokens, n_seqs}
+            ggml_tensor * x_db = build_lora_mm(model.layers[il].ssm_x, x);
+            // split
+            ggml_tensor * dt = ggml_view_3d(ctx0, x_db, dt_rank, n_seq_tokens, n_seqs, x_db->nb[1], x_db->nb[2], 0);
+            ggml_tensor * B  = ggml_view_3d(ctx0, x_db, d_state, n_seq_tokens, n_seqs, x_db->nb[1], x_db->nb[2], ggml_element_size(x_db)*dt_rank);
+            ggml_tensor * C  = ggml_view_3d(ctx0, x_db, d_state, n_seq_tokens, n_seqs, x_db->nb[1], x_db->nb[2], ggml_element_size(x_db)*(dt_rank+d_state));
+
+            // Some Mamba variants (e.g. FalconMamba) apply RMS norm in B, C & Dt layers
+            if (ssm_dt_b_c_rms) {
+                dt = ggml_rms_norm(ctx0, dt, norm_rms_eps);
+                B = ggml_rms_norm(ctx0, B, norm_rms_eps);
+                C = ggml_rms_norm(ctx0, C, norm_rms_eps);
+            }
+
+            // {dt_rank, d_inner} @ {dt_rank, n_seq_tokens, n_seqs} => {d_inner, n_seq_tokens, n_seqs}
+            dt = build_lora_mm(model.layers[il].ssm_dt, dt);
+            dt = ggml_add(ctx0, dt, model.layers[il].ssm_dt_b);
+
+            // Custom operator to optimize the parallel associative scan
+            // as described in the Annex D of the Mamba paper.
+            // => {d_inner, n_seq_tokens, n_seqs} and {d_state, d_inner, n_seqs}
+            ggml_tensor * y_ssm = ggml_ssm_scan(ctx0, ssm, x, dt, model.layers[il].ssm_a, B, C);
+
+            // store last states
+            ggml_build_forward_expand(gf,
+                ggml_cpy(ctx0,
+                    ggml_view_1d(ctx0, y_ssm, d_state*d_inner*n_seqs, x->nb[3]),
+                    ggml_view_1d(ctx0, ssm_states_all, d_state*d_inner*n_seqs, kv_head*d_state*d_inner*ggml_element_size(ssm_states_all))));
+
+            ggml_tensor * y = ggml_view_3d(ctx0, y_ssm, d_inner, n_seq_tokens, n_seqs, x->nb[1], x->nb[2], 0);
+
+            // TODO: skip computing output earlier for unused tokens
+
+            // {d_inner, n_seq_tokens, n_seqs} * {d_inner} => {d_inner, n_seq_tokens, n_seqs}
+            y = ggml_add(ctx0, y, ggml_mul(ctx0, x, model.layers[il].ssm_d));
+            y = ggml_mul(ctx0, y, ggml_silu(ctx0, ggml_cont(ctx0, z)));
+
+            // {d_inner, n_embd} @ {d_inner, n_seq_tokens, n_seqs} => {n_embd, n_seq_tokens, n_seqs}
+            cur = build_lora_mm(model.layers[il].ssm_out, y);
+        }
+
+        // {n_embd, n_seq_tokens, n_seqs} => {n_embd, n_tokens}
+        cur = ggml_reshape_2d(ctx0, cur, cur->ne[0], n_seq_tokens * n_seqs);
+        //cb(cur, "mamba_out", il);
+
+        return cur;
+    }
+};
+
+struct llm_build_command_r : public llm_graph_context {
+    llm_build_command_r(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        const float f_logit_scale = hparams.f_logit_scale;
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+            ggml_tensor * ffn_inp = cur;
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                if (model.layers[il].attn_q_norm) {
+                    Qcur = build_norm(Qcur,
+                            model.layers[il].attn_q_norm,
+                            NULL,
+                            LLM_NORM, il);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                if (model.layers[il].attn_k_norm) {
+                    Kcur = build_norm(Kcur,
+                            model.layers[il].attn_k_norm,
+                            NULL,
+                            LLM_NORM, il);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur     = ggml_get_rows(ctx0,     cur, inp_out_ids);
+                inpL    = ggml_get_rows(ctx0,    inpL, inp_out_ids);
+                ffn_inp = ggml_get_rows(ctx0, ffn_inp, inp_out_ids);
+            }
+
+            ggml_tensor * attn_out = cur;
+
+            // feed-forward network
+            {
+                cur = build_ffn(ffn_inp,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            // add together residual + FFN + self-attention
+            cur = ggml_add(ctx0, cur, inpL);
+            cur = ggml_add(ctx0, cur, attn_out);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        if (f_logit_scale) {
+            cur = ggml_scale(ctx0, cur, f_logit_scale);
+        }
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_cohere2 : public llm_graph_context {
+    llm_build_cohere2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        const float f_logit_scale = hparams.f_logit_scale;
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            const bool is_swa = hparams.is_swa(il);
+
+            // norm
+            cur = build_norm(inpL, model.layers[il].attn_norm, NULL, LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+            ggml_tensor * ffn_inp = cur;
+
+            // self-attention
+            {
+                // rope freq factors for 128k context
+                ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                if (is_swa) {
+                    Qcur = ggml_rope_ext(
+                            ctx0, Qcur, inp_pos, rope_factors,
+                            n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                            ext_factor, attn_factor, beta_fast, beta_slow
+                            );
+
+                    Kcur = ggml_rope_ext(
+                            ctx0, Kcur, inp_pos, rope_factors,
+                            n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                            ext_factor, attn_factor, beta_fast, beta_slow
+                            );
+                }
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur     = ggml_get_rows(ctx0, cur, inp_out_ids);
+                inpL    = ggml_get_rows(ctx0, inpL, inp_out_ids);
+                ffn_inp = ggml_get_rows(ctx0, ffn_inp, inp_out_ids);
+            }
+
+            ggml_tensor * attn_out = cur;
+
+            // feed-forward network
+            {
+                cur = build_ffn(ffn_inp, model.layers[il].ffn_up, NULL, NULL, model.layers[il].ffn_gate,
+                        NULL, NULL, model.layers[il].ffn_down, NULL, NULL, NULL, LLM_FFN_SILU, LLM_FFN_PAR,
+                        il);
+                cb(cur, "ffn_out", il);
+            }
+
+            // add together residual + FFN + self-attention
+            cur = ggml_add(ctx0, cur, inpL);
+            cur = ggml_add(ctx0, cur, attn_out);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur, model.output_norm, NULL, LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        if (f_logit_scale) {
+            cur = ggml_scale(ctx0, cur, f_logit_scale);
+        }
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+// ref: https://allenai.org/olmo
+// based on the original build_llama() function, changes:
+//   * non-parametric layer norm
+//   * clamp qkv
+//   * removed bias
+//   * removed MoE
+struct llm_build_olmo : public llm_graph_context {
+    llm_build_olmo(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    NULL, NULL,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (hparams.f_clamp_kqv > 0.0f) {
+                    Qcur = ggml_clamp(ctx0, Qcur, -hparams.f_clamp_kqv, hparams.f_clamp_kqv);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (hparams.f_clamp_kqv > 0.0f) {
+                    Kcur = ggml_clamp(ctx0, Kcur, -hparams.f_clamp_kqv, hparams.f_clamp_kqv);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (hparams.f_clamp_kqv > 0.0f) {
+                    Vcur = ggml_clamp(ctx0, Vcur, -hparams.f_clamp_kqv, hparams.f_clamp_kqv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, nullptr,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    NULL, NULL,
+                    LLM_NORM, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                NULL, NULL,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_olmo2 : public llm_graph_context {
+    llm_build_olmo2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            cur = inpL;
+
+            // self_attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(Qcur, "Qcur_normed", il);
+
+                Kcur = build_norm(Kcur, model.layers[il].attn_k_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(Kcur, "Kcur_normed", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            cur = build_norm(cur,
+                    model.layers[il].attn_post_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_post_norm", il);
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_ffn(ffn_inp,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = build_norm(cur,
+                    model.layers[il].ffn_post_norm, NULL,
+                    LLM_NORM_RMS, -1);
+            cb(cur, "ffn_post_norm", -1);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+// based on the build_qwen2moe() function, changes:
+//   * removed shared experts
+//   * removed bias
+//   * added q, k norm
+struct llm_build_olmoe : public llm_graph_context {
+    llm_build_olmoe(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self_attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(Qcur, "Qcur_normed", il);
+
+                Kcur = build_norm(Kcur, model.layers[il].attn_k_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(Kcur, "Kcur_normed", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // MoE branch
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_moe_ffn(cur,
+                    model.layers[il].ffn_gate_inp,
+                    model.layers[il].ffn_up_exps,
+                    model.layers[il].ffn_gate_exps,
+                    model.layers[il].ffn_down_exps,
+                    nullptr,
+                    n_expert, n_expert_used,
+                    LLM_FFN_SILU, false,
+                    false, 0.0,
+                    LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                    il);
+            cb(cur, "ffn_moe_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_openelm : public llm_graph_context {
+    llm_build_openelm(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            const int64_t n_head    = hparams.n_head(il);
+            const int64_t n_head_kv = hparams.n_head_kv(il);
+            const int64_t n_head_qkv = 2*n_head_kv + n_head;
+
+            cur = inpL;
+            ggml_tensor * residual = cur;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                cur = ggml_reshape_3d(ctx0, cur, n_embd_head_k, n_head_qkv, n_tokens);
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_3d(ctx0, cur, n_embd_head, n_head,    n_tokens, cur->nb[1], cur->nb[2], 0));
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_3d(ctx0, cur, n_embd_head, n_head_kv, n_tokens, cur->nb[1], cur->nb[2], cur->nb[1]*n_head));
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_3d(ctx0, cur, n_embd_head, n_head_kv, n_tokens, cur->nb[1], cur->nb[2], cur->nb[1]*(n_head+n_head_kv)));
+                cb(Vcur, "Vcur", il);
+
+                Qcur = build_norm(Qcur,
+                        model.layers[il].attn_q_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(Qcur, "Qcur", il);
+
+                Kcur = build_norm(Kcur,
+                        model.layers[il].attn_k_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(Kcur, "Kcur", il);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, NULL,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, NULL,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Qcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                residual = ggml_get_rows(ctx0, residual, inp_out_ids);
+                cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, residual, cur);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        // norm
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_gptneox : public llm_graph_context {
+    llm_build_gptneox(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                cb(cur, "bqkv", il);
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            // ffn
+            if (hparams.use_par_res) {
+                // attention and ffn are computed in parallel
+                // x = x + attn(ln1(x)) + ffn(ln2(x))
+
+                ggml_tensor * attn_out = cur;
+
+                cur = build_norm(inpL,
+                        model.layers[il].ffn_norm,
+                        model.layers[il].ffn_norm_b,
+                        LLM_NORM, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        NULL,                      NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+
+                cur = ggml_add(ctx0, cur, inpL);
+                cb(cur, "ffn_out", il);
+
+                cur = ggml_add(ctx0, cur, attn_out);
+
+                cur = build_cvec(cur, il);
+                cb(cur, "l_out", il);
+
+                // input for next layer
+                inpL = cur;
+            } else {
+                // attention and ffn are computed sequentially
+                // x = x + attn(ln1(x))
+                // x = x + ffn(ln2(x))
+
+                ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+                cb(ffn_inp, "ffn_inp", il);
+
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm,
+                        model.layers[il].ffn_norm_b,
+                        LLM_NORM, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        NULL,                      NULL,                        NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_GELU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+
+                cur = ggml_add(ctx0, cur, ffn_inp);
+
+                cur = build_cvec(cur, il);
+                cb(cur, "l_out", il);
+
+                // input for next layer
+                inpL = cur;
+            }
+        }
+
+        cur = build_norm(inpL,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_arctic : public llm_graph_context {
+    llm_build_arctic(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            ggml_tensor * ffn_out = ggml_add(ctx0, cur, ffn_inp);
+            cb(ffn_out, "ffn_out", il);
+
+            // MoE
+            cur = build_norm(inpSA,
+                    model.layers[il].ffn_norm_exps, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm_exps", il);
+
+            cur = build_moe_ffn(cur,
+                    model.layers[il].ffn_gate_inp,
+                    model.layers[il].ffn_up_exps,
+                    model.layers[il].ffn_gate_exps,
+                    model.layers[il].ffn_down_exps,
+                    nullptr,
+                    n_expert, n_expert_used,
+                    LLM_FFN_SILU, true,
+                    false, 0.0,
+                    LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                    il);
+            cb(cur, "ffn_moe_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_out);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_deepseek : public llm_graph_context {
+    llm_build_deepseek(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        const float kq_scale = hparams.f_attention_scale == 0.0f ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale;
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // rope freq factors for llama3; may return nullptr for llama2 and other models
+                ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, kq_scale, il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            if ((uint32_t) il < hparams.n_layer_dense_lead) {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            } else {
+                // MoE branch
+                ggml_tensor * moe_out =
+                    build_moe_ffn(cur,
+                            model.layers[il].ffn_gate_inp,
+                            model.layers[il].ffn_up_exps,
+                            model.layers[il].ffn_gate_exps,
+                            model.layers[il].ffn_down_exps,
+                            nullptr,
+                            n_expert, n_expert_used,
+                            LLM_FFN_SILU, false,
+                            false, hparams.expert_weights_scale,
+                            LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                            il);
+                cb(moe_out, "ffn_moe_out", il);
+
+                // FFN shared expert
+                {
+                    ggml_tensor * ffn_shexp = build_ffn(cur,
+                            model.layers[il].ffn_up_shexp,   NULL, NULL,
+                            model.layers[il].ffn_gate_shexp, NULL, NULL,
+                            model.layers[il].ffn_down_shexp, NULL, NULL,
+                            NULL,
+                            LLM_FFN_SILU, LLM_FFN_PAR, il);
+                    cb(ffn_shexp, "ffn_shexp", il);
+
+                    cur = ggml_add(ctx0, moe_out, ffn_shexp);
+                    cb(cur, "ffn_out", il);
+                }
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_deepseek2 : public llm_graph_context {
+    llm_build_deepseek2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        bool is_lite = (hparams.n_layer == 27);
+
+        const bool is_mla = (hparams.n_embd_head_k_mla != 0 && hparams.n_embd_head_v_mla != 0);
+
+        // note: these are the actual head sizes you get when treating as MHA or after "decompression" using wv_b for MLA
+        const int64_t n_embd_head_k = is_mla ? hparams.n_embd_head_k_mla : hparams.n_embd_head_k;
+        const int64_t n_embd_head_v = is_mla ? hparams.n_embd_head_v_mla : hparams.n_embd_head_v;
+
+        const int64_t n_embd_head_qk_rope = hparams.n_rot;
+        const int64_t n_embd_head_qk_nope = n_embd_head_k - n_embd_head_qk_rope;
+
+        const uint32_t kv_lora_rank = hparams.n_lora_kv;
+
+        // We have to pre-scale kq_scale and attn_factor to make the YaRN RoPE work correctly.
+        // See https://github.com/ggerganov/llama.cpp/discussions/7416 for detailed explanation.
+        const float mscale = attn_factor * (1.0f + hparams.rope_yarn_log_mul * logf(1.0f / freq_scale));
+        const float kq_scale = 1.0f*mscale*mscale/sqrtf(float(n_embd_head_k));
+        const float attn_factor = 1.0f / (1.0f + 0.1f * logf(1.0f / freq_scale));
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        // {n_embd, n_tokens}
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self_attention
+            {
+                ggml_tensor * q = NULL;
+                if (!is_lite) {
+                    q = ggml_mul_mat(ctx0, model.layers[il].wq_a, cur);
+                    cb(q, "q", il);
+
+                    q = build_norm(q,
+                            model.layers[il].attn_q_a_norm, nullptr,
+                            LLM_NORM_RMS, il);
+                    cb(q, "q", il);
+
+                    q = ggml_mul_mat(ctx0, model.layers[il].wq_b, q);
+                    cb(q, "q", il);
+                } else {
+                    q = ggml_mul_mat(ctx0, model.layers[il].wq, cur);
+                    cb(q, "q", il);
+                }
+
+                // split into {n_embd_head_qk_nope, n_head, n_tokens}
+                ggml_tensor * q_nope = ggml_view_3d(ctx0, q,
+                        n_embd_head_qk_nope, n_head, n_tokens,
+                        ggml_row_size(q->type, n_embd_head_k),
+                        ggml_row_size(q->type, n_embd_head_k) * n_head,
+                        0);
+                cb(q_nope, "q_nope", il);
+
+                // and {n_embd_head_qk_rope, n_head, n_tokens}
+                ggml_tensor * q_pe = ggml_view_3d(ctx0, q,
+                        n_embd_head_qk_rope, n_head, n_tokens,
+                        ggml_row_size(q->type, n_embd_head_k),
+                        ggml_row_size(q->type, n_embd_head_k) * n_head,
+                        ggml_row_size(q->type, n_embd_head_qk_nope));
+                cb(q_pe, "q_pe", il);
+
+                ggml_tensor * kv_cmpr_pe = ggml_mul_mat(ctx0, model.layers[il].wkv_a_mqa, cur);
+                cb(kv_cmpr_pe, "kv_cmpr_pe", il);
+
+                // split into {kv_lora_rank, n_tokens}
+                ggml_tensor * kv_cmpr = ggml_view_2d(ctx0, kv_cmpr_pe,
+                        kv_lora_rank, n_tokens,
+                        ggml_row_size(kv_cmpr_pe->type, kv_lora_rank + n_embd_head_qk_rope),
+                        0);
+                cb(kv_cmpr, "kv_cmpr", il);
+
+                // and {n_embd_head_qk_rope, 1, n_tokens}
+                ggml_tensor * k_pe = ggml_view_3d(ctx0, kv_cmpr_pe,
+                        n_embd_head_qk_rope, 1, n_tokens,
+                        ggml_row_size(kv_cmpr_pe->type, kv_lora_rank + n_embd_head_qk_rope),
+                        ggml_row_size(kv_cmpr_pe->type, kv_lora_rank + n_embd_head_qk_rope),
+                        ggml_row_size(kv_cmpr_pe->type, kv_lora_rank));
+                cb(k_pe, "k_pe", il);
+
+                q_pe = ggml_rope_ext(ctx0, q_pe, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                );
+                cb(q_pe, "q_pe", il);
+
+                k_pe = ggml_rope_ext(ctx0, k_pe, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                );
+                cb(k_pe, "k_pe", il);
+
+                kv_cmpr = build_norm(kv_cmpr,
+                        model.layers[il].attn_kv_a_norm, nullptr,
+                        LLM_NORM_RMS, il);
+                cb(kv_cmpr, "kv_cmpr", il);
+
+                if (is_mla) {
+                    // {n_embd_head_qk_nope, n_tokens, n_head}
+                    q_nope = ggml_permute(ctx0, q_nope, 0, 2, 1, 3);
+                    cb(q_nope, "q_nope_perm", il);
+
+                    // {n_embd_head_qk_nope, kv_lora_rank, n_head} x {n_embd_head_qk_nope, n_tokens, n_head}
+                    ggml_tensor * q_nope_absorbed = ggml_mul_mat(ctx0, model.layers[il].wk_b, q_nope);
+                    cb(q_nope_absorbed, "q_nope_absorbed", il);
+
+                    // {kv_lora_rank, n_head, n_tokens}
+                    q_nope_absorbed = ggml_permute(ctx0, q_nope_absorbed, 0, 2, 1, 3);
+                    cb(q_nope_absorbed, "q_nope_absorbed_perm", il);
+
+                    // {n_embd_head_qk_rope + kv_lora_rank, n_head, n_tokens}
+                    // note: rope must go first for in-place context shifting in build_rope_shift()
+                    ggml_tensor * Qcur = ggml_concat(ctx0, q_pe, q_nope_absorbed, 0);
+                    cb(Qcur, "Qcur", il);
+
+                    kv_cmpr = ggml_reshape_3d(ctx0, kv_cmpr, kv_lora_rank, 1, n_tokens);
+                    cb(kv_cmpr, "kv_cmpr_reshape", il);
+
+                    // {n_embd_head_qk_rope + kv_lora_rank, 1, n_tokens}
+                    ggml_tensor * Kcur = ggml_concat(ctx0, k_pe, kv_cmpr, 0);
+                    cb(Kcur, "Kcur", il);
+
+                    // {kv_lora_rank, 1, n_tokens}
+                    ggml_tensor * Vcur = kv_cmpr;
+                    cb(Vcur, "Vcur", il);
+
+                    // note: MLA with the absorption optimzation converts into MQA (ie: GQA with 1 group)
+                    cur = build_attn(inp_attn, gf,
+                            model.layers[il].wo, NULL,
+                            Qcur, Kcur, Vcur, nullptr, model.layers[il].wv_b, kq_scale, il);
+                } else {
+                    ggml_tensor * kv = ggml_mul_mat(ctx0, model.layers[il].wkv_b, kv_cmpr);
+                    cb(kv, "kv", il);
+
+                    // split into {n_embd_head_qk_nope, n_head, n_tokens}
+                    ggml_tensor * k_nope = ggml_view_3d(ctx0, kv,
+                            n_embd_head_qk_nope, n_head, n_tokens,
+                            ggml_row_size(kv->type, n_embd_head_qk_nope + n_embd_head_v),
+                            ggml_row_size(kv->type, n_embd_head_qk_nope + n_embd_head_v) * n_head,
+                            0);
+                    cb(k_nope, "k_nope_view", il);
+
+                    // and {n_embd_head_v, n_head, n_tokens}
+                    ggml_tensor * Vcur = ggml_view_3d(ctx0, kv,
+                            n_embd_head_v, n_head, n_tokens,
+                            ggml_row_size(kv->type, n_embd_head_qk_nope + n_embd_head_v),
+                            ggml_row_size(kv->type, n_embd_head_qk_nope + n_embd_head_v) * n_head,
+                            ggml_row_size(kv->type, n_embd_head_qk_nope));
+                    cb(Vcur, "Vcur_view", il);
+
+                    Vcur = ggml_cont(ctx0, Vcur);
+                    cb(Vcur, "Vcur_cont", il);
+
+                    // note: rope must go first for in-place context shifting in build_rope_shift()
+                    ggml_tensor * Qcur = ggml_concat(ctx0, q_pe, q_nope, 0);
+                    cb(Qcur, "Qcur", il);
+
+                    ggml_tensor * Kcur = ggml_concat(ctx0, ggml_repeat(ctx0, k_pe, q_pe), k_nope, 0);
+                    cb(Kcur, "Kcur", il);
+
+                    // note: MLA without the absorption optimization converts into MHA (ie: GQA with full n_head groups)
+                    cur = build_attn(inp_attn, gf,
+                            model.layers[il].wo, NULL,
+                            Qcur, Kcur, Vcur, nullptr, nullptr, kq_scale, il);
+                }
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            if ((uint32_t) il < hparams.n_layer_dense_lead) {
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            } else {
+                // MoE branch
+                ggml_tensor * moe_out =
+                    build_moe_ffn(cur,
+                            model.layers[il].ffn_gate_inp,
+                            model.layers[il].ffn_up_exps,
+                            model.layers[il].ffn_gate_exps,
+                            model.layers[il].ffn_down_exps,
+                            model.layers[il].ffn_exp_probs_b,
+                            n_expert, n_expert_used,
+                            LLM_FFN_SILU, hparams.expert_weights_norm,
+                            true, hparams.expert_weights_scale,
+                            (llama_expert_gating_func_type) hparams.expert_gating_func,
+                            il);
+                cb(moe_out, "ffn_moe_out", il);
+
+                // FFN shared expert
+                {
+                    ggml_tensor * ffn_shexp = build_ffn(cur,
+                            model.layers[il].ffn_up_shexp,   NULL, NULL,
+                            model.layers[il].ffn_gate_shexp, NULL, NULL,
+                            model.layers[il].ffn_down_shexp, NULL, NULL,
+                            NULL,
+                            LLM_FFN_SILU, LLM_FFN_PAR, il);
+                    cb(ffn_shexp, "ffn_shexp", il);
+
+                    cur = ggml_add(ctx0, moe_out, ffn_shexp);
+                    cb(cur, "ffn_out", il);
+                }
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = ggml_mul_mat(ctx0, model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_bitnet : public llm_graph_context {
+    llm_build_bitnet(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                if (model.layers[il].wq_scale) {
+                    Qcur = ggml_mul(ctx0, Qcur, model.layers[il].wq_scale);
+                }
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                // B1.K
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                if (model.layers[il].wk_scale) {
+                    Kcur = ggml_mul(ctx0, Kcur, model.layers[il].wk_scale);
+                }
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                // B1.V
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                if (model.layers[il].wv_scale) {
+                    Vcur = ggml_mul(ctx0, Vcur, model.layers[il].wv_scale);
+                }
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        NULL, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+
+                cur = build_norm(cur,
+                        model.layers[il].attn_sub_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "attn_sub_norm", il);
+
+                cur = build_lora_mm(model.layers[il].wo, cur);
+                if (model.layers[il].wo_scale) {
+                    cur = ggml_mul(ctx0, cur, model.layers[il].wo_scale);
+                }
+                if (model.layers[il].bo) {
+                    cur = ggml_add(ctx0, cur, model.layers[il].bo);
+                }
+                cb(cur, "attn_o_out", il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward forward
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, model.layers[il].ffn_up_scale,
+                    model.layers[il].ffn_gate, NULL, model.layers[il].ffn_gate_scale,
+                    NULL,                      NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_sub_out", il);
+
+            cur = build_norm(cur,
+                    model.layers[il].ffn_sub_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_sub_norm", il);
+
+            cur = build_lora_mm(model.layers[il].ffn_down, cur);
+            if (model.layers[il].ffn_down_scale) {
+                cur = ggml_mul(ctx0, cur, model.layers[il].ffn_down_scale);
+            }
+            cb(cur, "ffn_down", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        // FIXME: do not use model.tok_embd directly, duplicate as model.output
+        cur = build_lora_mm(model.tok_embd, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_t5_enc : public llm_graph_context {
+    llm_build_t5_enc(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        ggml_tensor * pos_bucket_enc = build_inp_pos_bucket_enc();
+
+        auto * inp_attn = build_attn_inp_no_cache();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm_enc, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq_enc, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk_enc, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv_enc, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                ggml_tensor * attn_rel_b = model.layers[il].attn_rel_b_enc ? model.layers[il].attn_rel_b_enc : model.layers[0].attn_rel_b_enc;
+                ggml_tensor * kq_b = build_pos_bias(pos_bucket_enc, attn_rel_b);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo_enc, nullptr,
+                        Qcur, Kcur, Vcur, kq_b, nullptr, 1.0f, il);
+                cb(cur, "kqv_out", il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm_enc, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                // T5 uses relu, flan-T5 uses gelu-gated
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up_enc,   NULL, NULL,
+                        model.layers[il].ffn_gate_enc, NULL, NULL,
+                        model.layers[il].ffn_down_enc, NULL, NULL,
+                        NULL,
+                        model.layers[il].ffn_gate_enc ? LLM_FFN_GELU : LLM_FFN_RELU,
+                        model.layers[il].ffn_gate_enc ? LLM_FFN_PAR  : LLM_FFN_SEQ,
+                        il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+        cb(cur, "result_embd", -1);
+
+        cur = build_norm(cur,
+                model.output_norm_enc, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_t5_dec : public llm_graph_context {
+    llm_build_t5_dec(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        //const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        ggml_tensor * embd_enc       = build_inp_cross_embd();
+        ggml_tensor * pos_bucket_dec = build_inp_pos_bucket_dec();
+
+        const int64_t n_outputs_enc = embd_enc->ne[1];
+
+        auto * inp_attn_self  = build_attn_inp_kv_unified();
+        auto * inp_attn_cross = build_attn_inp_cross();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                ggml_tensor * attn_rel_b = model.layers[il].attn_rel_b ? model.layers[il].attn_rel_b : model.layers[0].attn_rel_b;
+                ggml_tensor * kq_b = build_pos_bias(pos_bucket_dec, attn_rel_b);
+
+                cur = build_attn(inp_attn_self, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, kq_b, nullptr, 1.0f, il);
+                cb(cur, "kqv_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, inpSA);
+            cb(cur, "cross_inp", il);
+
+            ggml_tensor * inpCA = cur;
+
+            // norm
+            cur = build_norm(cur,
+                    model.layers[il].attn_norm_cross, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm_cross", il);
+
+            // cross-attention
+            {
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq_cross, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk_cross, embd_enc);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv_cross, embd_enc);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_outputs_enc);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_outputs_enc);
+
+                cur = build_attn(inp_attn_cross, gf,
+                        model.layers[il].wo_cross, nullptr,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f, il);
+                cb(cur, "kqv_out", il);
+
+                //ggml_tensor * q =                 ggml_permute(ctx0, Qcur, 0, 2, 1, 3);
+                //ggml_tensor * k = ggml_cont(ctx0, ggml_permute(ctx0, Kcur, 0, 2, 1, 3));
+
+                //ggml_tensor * kq = ggml_mul_mat(ctx0, k, q);
+                //cb(kq, "kq", il);
+
+                //kq = ggml_soft_max_ext(ctx0, kq, KQ_mask_cross, 1.0f, hparams.f_max_alibi_bias);
+                //cb(kq, "kq_soft_max_ext", il);
+
+                //ggml_tensor * v = ggml_cont(ctx0, ggml_transpose(ctx0, ggml_reshape_2d(ctx0, Vcur, n_embd_gqa, n_outputs_enc)));
+                //cb(v, "v", il);
+
+                //ggml_tensor * kqv = ggml_mul_mat(ctx0, ggml_reshape_3d(ctx0, v, n_outputs_enc, n_embd_head, n_head_kv), kq);
+                //cb(kqv, "kqv", il);
+
+                //ggml_tensor * kqv_merged = ggml_permute(ctx0, kqv, 0, 2, 1, 3);
+                //cb(kqv_merged, "kqv_merged", il);
+
+                //cur = ggml_cont_2d(ctx0, kqv_merged, n_embd_gqa, n_tokens);
+                //cb(cur, "kqv_merged_cont", il);
+
+                //ggml_build_forward_expand(gf, cur);
+
+                //cur = build_lora_mm(model.layers[il].wo_cross, cur);
+                //cb(cur, "kqv_out", il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+                inpCA = ggml_get_rows(ctx0, inpCA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpCA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                // T5 uses relu, flan-T5 uses gelu-gated
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        model.layers[il].ffn_gate, NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        model.layers[il].ffn_gate_enc ? LLM_FFN_GELU : LLM_FFN_RELU,
+                        model.layers[il].ffn_gate_enc ? LLM_FFN_PAR : LLM_FFN_SEQ,
+                        il);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+        cb(cur, "result_embd", -1);
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_jais : public llm_graph_context {
+    llm_build_jais(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                cur = build_lora_mm(model.layers[il].wqkv, cur);
+                cb(cur, "wqkv", il);
+
+                cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                cb(cur, "bqkv", il);
+
+                ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*cur->nb[0]*(n_embd)));
+                ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*cur->nb[0]*(n_embd)));
+                ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*cur->nb[0]*(n_embd + n_embd_gqa)));
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/float(n_embd_head), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+                inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+            }
+
+            // add the input
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // FF
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm,
+                        model.layers[il].ffn_norm_b,
+                        LLM_NORM, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                        model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL,
+                        model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(cur, "ffn_out", il);
+            }
+
+            inpL = ggml_add(ctx0, cur, ffn_inp);
+            cb(inpL, "l_out", il);
+        }
+
+        cur = build_norm(inpL,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_chatglm : public llm_graph_context {
+    llm_build_chatglm(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = nullptr;
+                ggml_tensor * Kcur = nullptr;
+                ggml_tensor * Vcur = nullptr;
+
+                if (model.layers[il].wqkv == nullptr) {
+                    Qcur = build_lora_mm(model.layers[il].wq, cur);
+                    if (model.layers[il].bq) {
+                        Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    }
+                    Kcur = build_lora_mm(model.layers[il].wk, cur);
+                    if (model.layers[il].bk) {
+                        Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    }
+                    Vcur = build_lora_mm(model.layers[il].wv, cur);
+                    if (model.layers[il].bv) {
+                        Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    }
+                } else {
+                    cur = build_lora_mm(model.layers[il].wqkv, cur);
+                    cb(cur, "wqkv", il);
+                    if (model.layers[il].bqkv) {
+                        cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                        cb(cur, "bqkv", il);
+                    }
+                    Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                    Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                    Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                //printf("freq_base: %f freq_scale: %f ext_factor: %f attn_factor: %f\n", freq_base, freq_scale, ext_factor, attn_factor);
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            // Add the input
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // FF
+            {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm,
+                        NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        NULL,                      NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SWIGLU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+
+            }
+
+            inpL = ggml_add(ctx0, cur, ffn_inp);
+            cb(inpL, "l_out", il);
+        }
+
+        cur = build_norm(inpL,
+                model.output_norm,
+                NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_glm4 : public llm_graph_context {
+    llm_build_glm4(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        const int64_t n_embd_gqa  = hparams.n_embd_v_gqa();
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // Pre-attention norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = nullptr;
+                ggml_tensor * Kcur = nullptr;
+                ggml_tensor * Vcur = nullptr;
+
+                if (model.layers[il].wqkv == nullptr) {
+                    Qcur = build_lora_mm(model.layers[il].wq, cur);
+                    if (model.layers[il].bq) {
+                        Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    }
+                    Kcur = build_lora_mm(model.layers[il].wk, cur);
+                    if (model.layers[il].bk) {
+                        Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    }
+                    Vcur = build_lora_mm(model.layers[il].wv, cur);
+                    if (model.layers[il].bv) {
+                        Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    }
+                } else {
+                    cur = build_lora_mm(model.layers[il].wqkv, cur);
+                    cb(cur, "wqkv", il);
+                    if (model.layers[il].bqkv) {
+                        cur = ggml_add(ctx0, cur, model.layers[il].bqkv);
+                        cb(cur, "bqkv", il);
+                    }
+                    Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd,     n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd)));
+                    Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd)));
+                    Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa)));
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            // Post-attention norm (new!)
+            cur = build_norm(cur,
+                    model.layers[il].attn_post_norm,
+                    NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "post_attn_norm", il);
+
+            // Add the input (residual connection after post-attention norm)
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // FF
+            {
+                // Pre-MLP norm
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm,
+                        NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+
+                // MLP
+                cur = build_ffn(cur,
+                        model.layers[il].ffn_up,   NULL, NULL,
+                        NULL,                      NULL, NULL,
+                        model.layers[il].ffn_down, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SWIGLU, LLM_FFN_SEQ, il);
+                cb(cur, "ffn_out", il);
+
+                // Post-MLP norm
+                cur = build_norm(cur,
+                        model.layers[il].ffn_post_norm,
+                        NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "post_mlp_norm", il);
+            }
+
+            // Add residual connection after post-MLP norm
+            inpL = ggml_add(ctx0, cur, ffn_inp);
+            cb(inpL, "l_out", il);
+        }
+
+        // Final norm
+        cur = build_norm(inpL,
+                model.output_norm,
+                NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // Output projection
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_nemotron : public llm_graph_context {
+    llm_build_nemotron(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        //GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm,
+                    model.layers[il].attn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm,
+                    model.layers[il].ffn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                    NULL,                      NULL,                        NULL,
+                    model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                    NULL,
+                    LLM_FFN_RELU_SQR, LLM_FFN_SEQ, il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, model.output_norm_b,
+                LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_exaone : public llm_graph_context {
+    llm_build_exaone(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // rope freq factors for llama3; may return nullptr for llama2 and other models
+                ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_rwkv6_base : public llm_graph_context {
+    const llama_model & model;
+
+    llm_build_rwkv6_base(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params), model(model) {
+    }
+
+    ggml_tensor * build_rwkv6_channel_mix(
+            const llama_layer * layer,
+            ggml_tensor * cur,
+            ggml_tensor * x_prev,
+            llm_arch arch) const {
+        ggml_tensor * sx = ggml_sub(ctx0, x_prev, cur);
+        switch (arch) {
+            case LLM_ARCH_RWKV6:
+                {
+                    ggml_tensor * xk = ggml_add(ctx0, ggml_mul(ctx0, sx, layer->channel_mix_lerp_k), cur);
+                    ggml_tensor * xr = ggml_add(ctx0, ggml_mul(ctx0, sx, layer->channel_mix_lerp_r), cur);
+
+                    ggml_tensor * r = ggml_sigmoid(ctx0, build_lora_mm(layer->channel_mix_receptance, xr));
+                    ggml_tensor * k = ggml_sqr(
+                            ctx0,
+                            ggml_relu(
+                                ctx0,
+                                build_lora_mm(layer->channel_mix_key, xk)
+                                )
+                            );
+                    cur = ggml_mul(ctx0, r, build_lora_mm(layer->channel_mix_value, k));
+                } break;
+            default:
+                GGML_ABORT("fatal error");
+        }
+
+        return cur;
+    }
+
+    ggml_tensor * build_rwkv6_time_mix(
+            ggml_cgraph * gf,
+            ggml_tensor * cur,
+            ggml_tensor * x_prev,
+            ggml_tensor * state_copy,
+            ggml_tensor * state_mask,
+            const llama_ubatch & ubatch,
+            int   il) const {
+        const llama_kv_cache_recurrent * kv_self = static_cast<const llama_kv_cache_recurrent *>(memory);
+
+        const auto n_tokens = ubatch.n_tokens;
+        const auto n_seqs = ubatch.n_seqs;
+        const auto n_seq_tokens = ubatch.n_seq_tokens;
+        const auto n_embd = hparams.n_embd;
+        const auto head_size = hparams.wkv_head_size;
+        const auto n_head = n_embd / head_size;
+        const auto n_head_kv = hparams.n_head_kv(il);
+
+        const auto kv_head = kv_self->head;
+
+        const auto & layer = model.layers[il];
+
+        bool is_qrwkv = layer.time_mix_first == nullptr;
+
+        ggml_tensor * sx = ggml_sub(ctx0, x_prev, cur);
+
+        sx  = ggml_reshape_2d(ctx0, sx,  n_embd, n_tokens);
+        cur = ggml_reshape_2d(ctx0, cur, n_embd, n_tokens);
+
+        ggml_tensor * xxx = ggml_add(ctx0, ggml_mul(ctx0, sx, layer.time_mix_lerp_x), cur);
+
+        xxx = ggml_reshape_4d(
+                ctx0,
+                ggml_tanh(
+                    ctx0,
+                    ggml_mul_mat(ctx0, layer.time_mix_w1, xxx)
+                    ),
+                layer.time_mix_w1->ne[1] / 5, 1, 5, n_tokens
+                );
+
+        xxx = ggml_cont(ctx0, ggml_permute(ctx0, xxx, 0, 1, 3, 2));
+
+        xxx = ggml_mul_mat(
+                ctx0,
+                ggml_reshape_4d(
+                    ctx0,
+                    layer.time_mix_w2,
+                    layer.time_mix_w2->ne[0], layer.time_mix_w2->ne[1], 1, 5
+                    ),
+                xxx
+                );
+
+        ggml_tensor *xw, *xk, *xv, *xr, *xg;
+        if (layer.time_mix_lerp_fused) {
+            // fusing these weights makes some performance improvement
+            sx  = ggml_reshape_3d(ctx0, sx,  n_embd, 1, n_tokens);
+            cur = ggml_reshape_3d(ctx0, cur, n_embd, 1, n_tokens);
+            xxx = ggml_add(ctx0, ggml_mul(ctx0, ggml_add(ctx0, xxx, layer.time_mix_lerp_fused), sx), cur);
+            xw = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], 0);
+            xk = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * sizeof(float));
+            xv = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 2 * sizeof(float));
+            xr = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 3 * sizeof(float));
+            xg = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 4 * sizeof(float));
+        } else {
+            // for backward compatibility
+            xw = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], 0);
+            xk = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * sizeof(float));
+            xv = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 2 * sizeof(float));
+            xr = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 3 * sizeof(float));
+            xg = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 4 * sizeof(float));
+
+            xw = ggml_add(ctx0, ggml_mul(ctx0, ggml_add(ctx0, xw, layer.time_mix_lerp_w), sx), cur);
+            xk = ggml_add(ctx0, ggml_mul(ctx0, ggml_add(ctx0, xk, layer.time_mix_lerp_k), sx), cur);
+            xv = ggml_add(ctx0, ggml_mul(ctx0, ggml_add(ctx0, xv, layer.time_mix_lerp_v), sx), cur);
+            xr = ggml_add(ctx0, ggml_mul(ctx0, ggml_add(ctx0, xr, layer.time_mix_lerp_r), sx), cur);
+            xg = ggml_add(ctx0, ggml_mul(ctx0, ggml_add(ctx0, xg, layer.time_mix_lerp_g), sx), cur);
+        }
+
+        ggml_tensor * r = build_lora_mm(layer.time_mix_receptance, xr);
+        ggml_tensor * k = build_lora_mm(layer.time_mix_key,        xk);
+        ggml_tensor * v = build_lora_mm(layer.time_mix_value,      xv);
+        if (layer.time_mix_receptance_b) {
+            r = ggml_add(ctx0, r, layer.time_mix_receptance_b);
+        }
+        if (layer.time_mix_key_b) {
+            k = ggml_add(ctx0, k, layer.time_mix_key_b);
+        }
+        if (layer.time_mix_value_b) {
+            v = ggml_add(ctx0, v, layer.time_mix_value_b);
+        }
+
+        ggml_tensor * g = build_lora_mm(layer.time_mix_gate, xg);
+        if (is_qrwkv) {
+            g = ggml_sigmoid(ctx0, g);
+        } else {
+            g = ggml_silu(ctx0, g);
+        }
+
+        if (n_head_kv != 0 && n_head_kv != n_head) {
+            GGML_ASSERT(n_head % n_head_kv == 0);
+            k = ggml_reshape_4d(ctx0, k, head_size, 1, n_head_kv, n_tokens);
+            v = ggml_reshape_4d(ctx0, v, head_size, 1, n_head_kv, n_tokens);
+            ggml_tensor * tmp = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, head_size, n_head / n_head_kv, n_head_kv, n_tokens);
+            k = ggml_repeat(ctx0, k, tmp);
+            v = ggml_repeat(ctx0, v, tmp);
+        }
+
+        k = ggml_reshape_3d(ctx0, k, head_size, n_head, n_tokens);
+        v = ggml_reshape_3d(ctx0, v, head_size, n_head, n_tokens);
+        r = ggml_reshape_3d(ctx0, r, head_size, n_head, n_tokens);
+
+        ggml_tensor * w = ggml_mul_mat(
+                ctx0,
+                layer.time_mix_decay_w2,
+                ggml_tanh(
+                    ctx0,
+                    ggml_mul_mat(ctx0, layer.time_mix_decay_w1, xw)
+                    )
+                );
+
+        w = ggml_add(ctx0, w, layer.time_mix_decay);
+        w = ggml_exp(ctx0, ggml_neg(ctx0, ggml_exp(ctx0, w)));
+        w = ggml_reshape_3d(ctx0, w, head_size, n_head, n_tokens);
+
+        if (is_qrwkv) {
+            // k = k * (1 - w)
+            k = ggml_sub(ctx0, k, ggml_mul(ctx0, k, w));
+        }
+
+        ggml_tensor * wkv_state = build_copy_mask_state(
+                gf, kv_self->v_l[il], state_copy, state_mask,
+                hparams.n_embd_v_s(), n_seqs);
+
+        ggml_tensor * wkv_output;
+        if (is_qrwkv) {
+            wkv_output = ggml_gated_linear_attn(ctx0, k, v, r, w, wkv_state, pow(head_size, -0.5f));
+        } else {
+            wkv_output = ggml_rwkv_wkv6(ctx0, k, v, r, layer.time_mix_first, w, wkv_state);
+        }
+        cur = ggml_view_1d(ctx0, wkv_output, n_embd * n_tokens, 0);
+        wkv_state = ggml_view_1d(ctx0, wkv_output, n_embd * head_size * n_seqs, n_embd * n_tokens * sizeof(float));
+
+        ggml_build_forward_expand(
+                gf,
+                ggml_cpy(
+                    ctx0,
+                    wkv_state,
+                    ggml_view_1d(
+                        ctx0,
+                        kv_self->v_l[il],
+                        hparams.n_embd_v_s() * n_seqs,
+                        hparams.n_embd_v_s() * kv_head * ggml_element_size(kv_self->v_l[il])
+                        )
+                    )
+                );
+
+        if (!is_qrwkv) {
+            // group norm with head_count groups
+            cur = ggml_reshape_3d(ctx0, cur, n_embd / n_head, n_head, n_tokens);
+            cur = ggml_norm(ctx0, cur, 64e-5f);
+
+            // Convert back to regular vectors.
+            cur = ggml_reshape_2d(ctx0, cur, n_embd, n_tokens);
+            cur = ggml_add(ctx0, ggml_mul(ctx0, cur, layer.time_mix_ln), layer.time_mix_ln_b);
+        } else {
+            cur = ggml_reshape_2d(ctx0, cur, n_embd, n_tokens);
+        }
+
+        cur = ggml_mul(ctx0, cur, g);
+        cur = build_lora_mm(layer.time_mix_output, cur);
+
+        return ggml_reshape_3d(ctx0, cur, n_embd, n_seq_tokens, n_seqs);
+    }
+};
+
+struct llm_build_rwkv6 : public llm_build_rwkv6_base {
+    llm_build_rwkv6(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_build_rwkv6_base(model, params) {
+        GGML_ASSERT(hparams.token_shift_count == 2);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+        inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, LLM_NORM, -1);
+
+        ggml_tensor * state_copy = build_inp_s_copy();
+        ggml_tensor * state_mask = build_inp_s_mask();
+
+        const auto n_embd = hparams.n_embd;
+        const auto n_seq_tokens = ubatch.n_seq_tokens;
+        const auto n_seqs = ubatch.n_seqs;
+
+        for (int il = 0; il < n_layer; ++il) {
+            const llama_layer * layer = &model.layers[il];
+            inpL = ggml_reshape_3d(ctx0, inpL, n_embd, n_seq_tokens, n_seqs);
+
+            ggml_tensor * token_shift = build_rwkv_token_shift_load(
+                    gf, state_copy, state_mask, ubatch, il
+                    );
+
+            ggml_tensor * att_shift = ggml_view_3d(ctx0, token_shift, n_embd, 1, n_seqs, token_shift->nb[1], token_shift->nb[2], 0);
+            ggml_tensor * ffn_shift = ggml_view_3d(ctx0, token_shift, n_embd, 1, n_seqs, token_shift->nb[1], token_shift->nb[2], n_embd * ggml_element_size(token_shift));
+
+            ggml_tensor * att_norm = build_norm(inpL, layer->attn_norm, layer->attn_norm_b, LLM_NORM, il);
+            cb(att_norm, "attn_norm", il);
+
+            ggml_tensor * x_prev = ggml_concat(
+                    ctx0,
+                    att_shift,
+                    ggml_view_3d(ctx0, att_norm, n_embd, n_seq_tokens - 1, n_seqs, att_norm->nb[1], att_norm->nb[2], 0),
+                    1
+                    );
+
+            cur = build_rwkv6_time_mix(gf, att_norm, x_prev, state_copy, state_mask, ubatch, il);
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            ggml_tensor * ffn_norm = build_norm(ffn_inp, layer->attn_norm_2, layer->attn_norm_2_b, LLM_NORM, il);
+            cb(ffn_norm, "ffn_norm", il);
+
+            x_prev = ggml_concat(
+                    ctx0,
+                    ffn_shift,
+                    ggml_view_3d(ctx0, ffn_norm, n_embd, n_seq_tokens - 1, n_seqs, ffn_norm->nb[1], ffn_norm->nb[2], 0),
+                    1
+                    );
+
+            token_shift = ggml_concat(ctx0,
+                    ggml_view_3d(ctx0, att_norm, n_embd, 1, n_seqs, att_norm->nb[1], att_norm->nb[2], (n_seq_tokens-1)*n_embd*ggml_element_size(att_norm)),
+                    ggml_view_3d(ctx0, ffn_norm, n_embd, 1, n_seqs, ffn_norm->nb[1], ffn_norm->nb[2], (n_seq_tokens-1)*n_embd*ggml_element_size(ffn_norm)),
+                    1
+                    );
+            ggml_build_forward_expand(gf, build_rwkv_token_shift_store(token_shift, ubatch, il));
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                struct ggml_tensor * inp_out_ids = build_inp_out_ids();
+                ffn_inp  = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, ffn_inp,  n_embd, n_tokens), inp_out_ids);
+                ffn_norm = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, ffn_norm, n_embd, n_tokens), inp_out_ids);
+                x_prev   = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, x_prev,   n_embd, n_tokens), inp_out_ids);
+                cur      = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, cur,      n_embd, n_tokens), inp_out_ids);
+            }
+
+            cur = build_rwkv6_channel_mix(layer, ffn_norm, x_prev, LLM_ARCH_RWKV6);
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            if (hparams.rescale_every_n_layers != 0 && (il + 1) % hparams.rescale_every_n_layers == 0) {
+                cur = ggml_scale(ctx0, cur, 0.5F);
+            }
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+        cur = build_norm(cur, model.output_norm, model.output_norm_b, LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+// ref: https://huggingface.co/recursal/QRWKV6-32B-Instruct-Preview-v0.1/blob/main/modeling_rwkv6qwen2.py
+struct llm_build_rwkv6qwen2 : public llm_build_rwkv6_base {
+    llm_build_rwkv6qwen2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_build_rwkv6_base(model, params) {
+        GGML_ASSERT(n_embd == hparams.n_embd_k_s());
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        ggml_tensor * state_copy = build_inp_s_copy();
+        ggml_tensor * state_mask = build_inp_s_mask();
+
+        const auto n_embd = hparams.n_embd;
+        const auto n_seq_tokens = ubatch.n_seq_tokens;
+        const auto n_seqs = ubatch.n_seqs;
+
+        for (int il = 0; il < n_layer; ++il) {
+            const llama_layer * layer = &model.layers[il];
+            inpL = ggml_reshape_3d(ctx0, inpL, n_embd, n_seq_tokens, n_seqs);
+
+            ggml_tensor * token_shift = build_rwkv_token_shift_load(
+                    gf, state_copy, state_mask, ubatch, il
+                    );
+
+            ggml_tensor * att_norm = build_norm(inpL, layer->attn_norm, layer->attn_norm_b, LLM_NORM_RMS, il);
+            cb(att_norm, "attn_norm", il);
+
+            ggml_tensor * x_prev = ggml_concat(
+                    ctx0,
+                    token_shift,
+                    ggml_view_3d(ctx0, att_norm, n_embd, n_seq_tokens - 1, n_seqs, att_norm->nb[1], att_norm->nb[2], 0),
+                    1
+                    );
+
+            cur = build_rwkv6_time_mix(gf, att_norm, x_prev, state_copy, state_mask, ubatch, il);
+
+            token_shift = ggml_view_3d(ctx0, att_norm, n_embd, 1, n_seqs, att_norm->nb[1], att_norm->nb[2], (n_seq_tokens-1)*n_embd*ggml_element_size(att_norm));
+            ggml_build_forward_expand(gf, build_rwkv_token_shift_store(token_shift, ubatch, il));
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                struct ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur     = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, cur, n_embd, n_tokens), inp_out_ids);
+                ffn_inp = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, ffn_inp, n_embd, n_tokens), inp_out_ids);
+            }
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+        cur = build_norm(cur, model.output_norm, model.output_norm_b, LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_rwkv7_base : public llm_graph_context {
+    const llama_model & model;
+
+    llm_build_rwkv7_base(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params), model(model) {
+    }
+
+    ggml_tensor * build_rwkv7_channel_mix(
+            const llama_layer * layer,
+            ggml_tensor * cur,
+            ggml_tensor * x_prev,
+            llm_arch arch) const {
+        ggml_tensor * sx = ggml_sub(ctx0, x_prev, cur);
+        switch (arch) {
+            case LLM_ARCH_RWKV7:
+                {
+                    ggml_tensor * xk = ggml_add(ctx0, ggml_mul(ctx0, sx, layer->channel_mix_lerp_k), cur);
+
+                    ggml_tensor * k = ggml_sqr(
+                        ctx0,
+                        ggml_relu(
+                            ctx0,
+                            build_lora_mm(layer->channel_mix_key, xk)
+                        )
+                    );
+
+                    cur = build_lora_mm(layer->channel_mix_value, k);
+                } break;
+            default:
+                GGML_ABORT("fatal error");
+        }
+
+        return cur;
+    }
+
+    ggml_tensor * build_rwkv7_time_mix(
+            ggml_cgraph * gf,
+            ggml_tensor * cur,
+            ggml_tensor * x_prev,
+            ggml_tensor * state_copy,
+            ggml_tensor * state_mask,
+            ggml_tensor *& first_layer_value,
+            const llama_ubatch & ubatch,
+            int   il) const {
+        const llama_kv_cache_recurrent * kv_self = static_cast<const llama_kv_cache_recurrent *>(memory);
+
+        const auto n_tokens = ubatch.n_tokens;
+        const auto n_seqs = ubatch.n_seqs;
+        const auto n_embd = hparams.n_embd;
+        const auto head_size = hparams.wkv_head_size;
+        const auto head_count = n_embd / head_size;
+        const auto n_seq_tokens = ubatch.n_seq_tokens;
+
+        const auto kv_head = kv_self->head;
+
+        const auto & layer = model.layers[il];
+
+        bool has_gating = layer.time_mix_g1 && layer.time_mix_g2;
+
+        ggml_tensor * sx = ggml_sub(ctx0, x_prev, cur);
+        ggml_tensor * dummy = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_embd, n_seq_tokens, n_seqs, has_gating ? 6 : 5);
+        sx = ggml_repeat(ctx0, sx, dummy);
+
+        ggml_tensor * xxx = ggml_add(ctx0, ggml_mul(ctx0, sx, layer.time_mix_lerp_fused), cur);
+
+        ggml_tensor * xr = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], 0);
+        ggml_tensor * xw = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * sizeof(float));
+        ggml_tensor * xk = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 2 * sizeof(float));
+        ggml_tensor * xv = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 3 * sizeof(float));
+        ggml_tensor * xa = ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 4 * sizeof(float));
+        ggml_tensor * xg = has_gating ? ggml_view_2d(ctx0, xxx, n_embd, n_tokens, xxx->nb[1], n_embd * n_tokens * 5 * sizeof(float)) : nullptr;
+
+        ggml_tensor * r = build_lora_mm(layer.time_mix_receptance, xr);
+        ggml_tensor * w = ggml_add(
+            ctx0,
+            ggml_mul_mat(ctx0, layer.time_mix_w2, ggml_tanh(ctx0, ggml_mul_mat(ctx0, layer.time_mix_w1, xw))),
+            layer.time_mix_w0
+        );
+        w = ggml_exp(ctx0, ggml_scale(ctx0, ggml_sigmoid(ctx0, w), -0.606531));
+
+        ggml_tensor * k = build_lora_mm(layer.time_mix_key, xk);
+        ggml_tensor * v = build_lora_mm(layer.time_mix_value, xv);
+        if (first_layer_value == nullptr) {
+            first_layer_value = v;
+        } else {
+            // Add the first layer value as a residual connection.
+            v = ggml_add(ctx0, v,
+                ggml_mul(ctx0,
+                    ggml_sub(ctx0, first_layer_value, v),
+                    ggml_sigmoid(ctx0, ggml_add(ctx0,
+                            ggml_mul_mat(ctx0, layer.time_mix_v2, ggml_mul_mat(ctx0, layer.time_mix_v1, xv)),
+                            layer.time_mix_v0
+                        )
+                    )
+                )
+            );
+        }
+
+        ggml_tensor * g = nullptr;
+        if (layer.time_mix_g1 && layer.time_mix_g2) {
+            g = ggml_mul_mat(ctx0, layer.time_mix_g2, ggml_sigmoid(ctx0, ggml_mul_mat(ctx0, layer.time_mix_g1, xg)));
+        }
+
+        ggml_tensor * a = ggml_sigmoid(ctx0,
+            ggml_add(
+                ctx0,
+                ggml_mul_mat(ctx0, layer.time_mix_a2, ggml_mul_mat(ctx0, layer.time_mix_a1, xa)),
+                layer.time_mix_a0
+            )
+        );
+
+        ggml_tensor * kk = ggml_reshape_3d(ctx0, ggml_mul(ctx0, k, layer.time_mix_k_k), head_size, head_count, n_tokens);
+        kk = ggml_l2_norm(ctx0, kk, 1e-12);
+
+        ggml_tensor * ka = ggml_mul(ctx0, k, layer.time_mix_k_a);
+        k = ggml_add(ctx0, k, ggml_sub(ctx0, ggml_mul(ctx0, a, ka), ka));
+
+        r = ggml_reshape_3d(ctx0, r, head_size, head_count, n_tokens);
+        w = ggml_reshape_3d(ctx0, w, head_size, head_count, n_tokens);
+        k = ggml_reshape_3d(ctx0, k, head_size, head_count, n_tokens);
+        v = ggml_reshape_3d(ctx0, v, head_size, head_count, n_tokens);
+        a = ggml_reshape_3d(ctx0, a, head_size, head_count, n_tokens);
+
+        ggml_tensor * wkv_state = build_copy_mask_state(
+                gf, kv_self->v_l[il], state_copy, state_mask,
+                hparams.n_embd_v_s(), n_seqs);
+
+        ggml_tensor * wkv_output = ggml_rwkv_wkv7(ctx0, r, w, k, v, ggml_neg(ctx0, kk), ggml_mul(ctx0, kk, a), wkv_state);
+        cur = ggml_view_1d(ctx0, wkv_output, n_embd * n_tokens, 0);
+        wkv_state = ggml_view_1d(ctx0, wkv_output, n_embd * head_size * n_seqs, n_embd * n_tokens * sizeof(float));
+
+        ggml_build_forward_expand(
+                gf,
+                ggml_cpy(
+                    ctx0,
+                    wkv_state,
+                    ggml_view_1d(
+                        ctx0,
+                        kv_self->v_l[il],
+                        hparams.n_embd_v_s() * n_seqs,
+                        hparams.n_embd_v_s() * kv_head * ggml_element_size(kv_self->v_l[il])
+                        )
+                    )
+                );
+
+        if (layer.time_mix_ln && layer.time_mix_ln_b) {
+            // group norm with head_count groups
+            cur = ggml_reshape_3d(ctx0, cur, n_embd / head_count, head_count, n_tokens);
+            cur = ggml_norm(ctx0, cur, 64e-5f);
+
+            // Convert back to regular vectors.
+            cur = ggml_reshape_2d(ctx0, cur, n_embd, n_tokens);
+            cur = ggml_add(ctx0, ggml_mul(ctx0, cur, layer.time_mix_ln), layer.time_mix_ln_b);
+        } else {
+            cur = ggml_reshape_2d(ctx0, cur, n_embd, n_tokens);
+        }
+
+        ggml_tensor * rk = ggml_sum_rows(ctx0,
+                ggml_mul(ctx0, ggml_mul(ctx0, k, r), ggml_reshape_2d(ctx0, layer.time_mix_r_k, head_size, head_count)));
+        cur = ggml_add(ctx0, cur, ggml_reshape_2d(ctx0, ggml_mul(ctx0, v, rk), n_embd, n_tokens));
+
+        if (has_gating) {
+            cur = ggml_mul(ctx0, cur, g);
+        }
+        cur = build_lora_mm(layer.time_mix_output, cur);
+
+        return ggml_reshape_3d(ctx0, cur, n_embd, n_seq_tokens, n_seqs);
+    }
+};
+
+struct llm_build_rwkv7 : public llm_build_rwkv7_base {
+    llm_build_rwkv7(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_build_rwkv7_base(model, params) {
+        GGML_ASSERT(hparams.token_shift_count == 2);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+        ggml_tensor * v_first = nullptr;
+
+        inpL = build_inp_embd(model.tok_embd);
+        inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, LLM_NORM, -1);
+
+        ggml_tensor * state_copy = build_inp_s_copy();
+        ggml_tensor * state_mask = build_inp_s_mask();
+
+        const auto n_embd = hparams.n_embd;
+        const auto n_seq_tokens = ubatch.n_seq_tokens;
+        const auto n_seqs = ubatch.n_seqs;
+
+        for (int il = 0; il < n_layer; ++il) {
+            const llama_layer * layer = &model.layers[il];
+            inpL = ggml_reshape_3d(ctx0, inpL, n_embd, n_seq_tokens, n_seqs);
+
+            ggml_tensor * token_shift = build_rwkv_token_shift_load(
+                    gf, state_copy, state_mask, ubatch, il
+                    );
+
+            ggml_tensor * att_shift = ggml_view_3d(ctx0, token_shift, n_embd, 1, n_seqs, token_shift->nb[1], token_shift->nb[2], 0);
+            ggml_tensor * ffn_shift = ggml_view_3d(ctx0, token_shift, n_embd, 1, n_seqs, token_shift->nb[1], token_shift->nb[2], n_embd * ggml_element_size(token_shift));
+
+            ggml_tensor * att_norm = build_norm(inpL, layer->attn_norm, layer->attn_norm_b, LLM_NORM, il);
+            cb(att_norm, "attn_norm", il);
+
+            ggml_tensor * x_prev = ggml_concat(
+                    ctx0,
+                    att_shift,
+                    ggml_view_3d(ctx0, att_norm, n_embd, n_seq_tokens - 1, n_seqs, att_norm->nb[1], att_norm->nb[2], 0),
+                    1
+                    );
+
+            cur = build_rwkv7_time_mix(gf, att_norm, x_prev, state_copy, state_mask, v_first, ubatch, il);
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            ggml_tensor * ffn_norm = build_norm(ffn_inp, layer->attn_norm_2, layer->attn_norm_2_b, LLM_NORM, il);
+            cb(ffn_norm, "ffn_norm", il);
+
+            x_prev = ggml_concat(
+                    ctx0,
+                    ffn_shift,
+                    ggml_view_3d(ctx0, ffn_norm, n_embd, n_seq_tokens - 1, n_seqs, ffn_norm->nb[1], ffn_norm->nb[2], 0),
+                    1
+                    );
+
+            token_shift = ggml_concat(ctx0,
+                    ggml_view_3d(ctx0, att_norm, n_embd, 1, n_seqs, att_norm->nb[1], att_norm->nb[2], (n_seq_tokens-1)*n_embd*ggml_element_size(att_norm)),
+                    ggml_view_3d(ctx0, ffn_norm, n_embd, 1, n_seqs, ffn_norm->nb[1], ffn_norm->nb[2], (n_seq_tokens-1)*n_embd*ggml_element_size(ffn_norm)),
+                    1
+                    );
+            ggml_build_forward_expand(gf, build_rwkv_token_shift_store(token_shift, ubatch, il));
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                struct ggml_tensor * inp_out_ids = build_inp_out_ids();
+                ffn_inp  = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, ffn_inp,  n_embd, n_tokens), inp_out_ids);
+                ffn_norm = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, ffn_norm, n_embd, n_tokens), inp_out_ids);
+                x_prev   = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, x_prev,   n_embd, n_tokens), inp_out_ids);
+            }
+
+            cur = build_rwkv7_channel_mix(layer, ffn_norm, x_prev, LLM_ARCH_RWKV7);
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+        cur = build_norm(cur, model.output_norm, model.output_norm_b, LLM_NORM, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+
+struct llm_build_arwkv7 : public llm_build_rwkv7_base {
+    llm_build_arwkv7(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_build_rwkv7_base(model, params) {
+        GGML_ASSERT(n_embd == hparams.n_embd_k_s());
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+        ggml_tensor * v_first = nullptr;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        ggml_tensor * state_copy = build_inp_s_copy();
+        ggml_tensor * state_mask = build_inp_s_mask();
+
+        const auto n_embd = hparams.n_embd;
+        const auto n_seq_tokens = ubatch.n_seq_tokens;
+        const auto n_seqs = ubatch.n_seqs;
+
+        for (int il = 0; il < n_layer; ++il) {
+            const llama_layer * layer = &model.layers[il];
+            inpL = ggml_reshape_3d(ctx0, inpL, n_embd, n_seq_tokens, n_seqs);
+
+            ggml_tensor * token_shift = build_rwkv_token_shift_load(
+                    gf, state_copy, state_mask, ubatch, il
+                    );
+
+            ggml_tensor * att_norm = build_norm(inpL, layer->attn_norm, layer->attn_norm_b, LLM_NORM_RMS, il);
+            cb(att_norm, "attn_norm", il);
+
+            ggml_tensor * x_prev = ggml_concat(
+                    ctx0,
+                    token_shift,
+                    ggml_view_3d(ctx0, att_norm, n_embd, n_seq_tokens - 1, n_seqs, att_norm->nb[1], att_norm->nb[2], 0),
+                    1
+                    );
+
+            cur = build_rwkv7_time_mix(gf, att_norm, x_prev, state_copy, state_mask, v_first, ubatch, il);
+
+            token_shift = ggml_view_3d(ctx0, att_norm, n_embd, 1, n_seqs, att_norm->nb[1], att_norm->nb[2], (n_seq_tokens-1)*n_embd*ggml_element_size(att_norm));
+            ggml_build_forward_expand(gf, build_rwkv_token_shift_store(token_shift, ubatch, il));
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+            cb(ffn_inp, "ffn_inp", il);
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                struct ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur     = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, cur, n_embd, n_tokens), inp_out_ids);
+                ffn_inp = ggml_get_rows(ctx0, ggml_reshape_2d(ctx0, ffn_inp, n_embd, n_tokens), inp_out_ids);
+            }
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+        cur = build_norm(cur, model.output_norm, model.output_norm_b, LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+// ref: https://github.com/facebookresearch/chameleon
+// based on the original build_llama() function, changes:
+//   * qk-norm
+//   * swin-norm
+//   * removed bias
+//   * removed MoE
+struct llm_build_chameleon : public llm_graph_context {
+    llm_build_chameleon(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            if (hparams.swin_norm) {
+                cur = inpL;
+            } else {
+                cur = build_norm(inpL,
+                        model.layers[il].attn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "attn_norm", il);
+            }
+
+            // self-attention
+            {
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+
+                if (model.layers[il].attn_q_norm) {
+                    Qcur = ggml_view_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens,
+                            ggml_element_size(Qcur) * n_embd_head,
+                            ggml_element_size(Qcur) * n_embd_head * n_head,
+                            0);
+                    cb(Qcur, "Qcur", il);
+
+                    Qcur = build_norm(Qcur,
+                            model.layers[il].attn_q_norm,
+                            model.layers[il].attn_q_norm_b,
+                            LLM_NORM, il);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                if (model.layers[il].attn_k_norm) {
+                    Kcur = ggml_view_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens,
+                            ggml_element_size(Kcur) * n_embd_head,
+                            ggml_element_size(Kcur) * n_embd_head * n_head_kv,
+                            0);
+                    cb(Kcur, "Kcur", il);
+
+                    Kcur = build_norm(Kcur,
+                            model.layers[il].attn_k_norm,
+                            model.layers[il].attn_k_norm_b,
+                            LLM_NORM, il);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, nullptr,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+
+                if (hparams.swin_norm) {
+                    cur = build_norm(cur,
+                            model.layers[il].attn_norm, NULL,
+                            LLM_NORM_RMS, il);
+                }
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            if (!hparams.swin_norm) {
+                cur = build_norm(ffn_inp,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+            }
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    model.layers[il].ffn_gate, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            if (hparams.swin_norm) {
+                cur = build_norm(cur,
+                        model.layers[il].ffn_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(cur, "ffn_norm", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+        cb(cur, "result_output_with_img_logits", -1);
+
+        // TODO: this suppresses the output of image tokens, which is required to enable text-only outputs.
+        // Needs to be removed once image outputs are supported.
+        int img_token_end_idx = 8196;
+        int img_token_start_idx = 4;
+        int num_img_tokens = img_token_end_idx - img_token_start_idx;
+        // creates 1d tensor of size num_img_tokens and values -FLT_MAX,
+        // which ensures that text token values are always at least larger than image token values
+        ggml_tensor * img_logits = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, num_img_tokens);
+        img_logits = ggml_clamp(ctx0, img_logits, -FLT_MAX, -FLT_MAX);
+        cb(img_logits, "img_logits", -1);
+
+        cur = ggml_set_1d(ctx0, cur, img_logits, ggml_element_size(cur) * img_token_start_idx);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_solar : public llm_graph_context {
+    llm_build_solar(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const int64_t n_embd_head = hparams.n_embd_head_v;
+        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
+        GGML_ASSERT(n_embd_head == hparams.n_rot);
+
+        struct ggml_tensor * cur;
+        struct ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        struct ggml_tensor * inp_pos = build_inp_pos();
+
+        // KQ_mask (mask for 1 head, it will be broadcasted to all heads)
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        const float kq_scale = hparams.f_attention_scale == 0.0f ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale;
+
+        struct ggml_tensor * bskcn_1;
+        struct ggml_tensor * bskcn_2;
+
+        for (int il = 0; il < n_layer; ++il) {
+            struct ggml_tensor * inpSA = inpL;
+
+            if (hparams.n_bskcn(0, il)) {
+                bskcn_1 = inpSA;
+            }
+
+            if (hparams.n_bskcn(1, il)) {
+                bskcn_2 = inpSA;
+            }
+
+            if (hparams.n_bskcn(2, il)) {
+                inpSA = ggml_add(
+                   ctx0,
+                   ggml_mul(ctx0, bskcn_1, ggml_view_1d(ctx0, model.layers[il].bskcn_tv, 1, 0)),
+                   ggml_mul(ctx0, inpSA, ggml_view_1d(ctx0, model.layers[il].bskcn_tv, 1, ggml_element_size(model.layers[il].bskcn_tv))));
+            }
+
+            if (hparams.n_bskcn(3, il)) {
+                inpSA = ggml_add(
+                   ctx0,
+                   ggml_mul(ctx0, bskcn_2, ggml_view_1d(ctx0, model.layers[il].bskcn_tv, 1, 0)),
+                   ggml_mul(ctx0, inpSA, ggml_view_1d(ctx0, model.layers[il].bskcn_tv, 1, ggml_element_size(model.layers[il].bskcn_tv))));
+            }
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // rope freq factors for llama3; may return nullptr for llama2 and other models
+                ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, kq_scale, il);
+                cb(cur, "attn_out", il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            // feed-forward network
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
+                    model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL,
+                    model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
+                    NULL,
+                    LLM_FFN_SILU, LLM_FFN_PAR, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+            cb(cur, "ffn_out", il);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_wavtokenizer_dec : public llm_graph_context {
+    llm_build_wavtokenizer_dec(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        cur = ggml_cont(ctx0, ggml_transpose(ctx0, inpL));
+
+        cur = ggml_conv_1d_ph(ctx0, model.conv1d, cur, 1, 1);
+        cur = ggml_add(ctx0, cur, model.conv1d_b);
+
+        // posnet
+        for (uint32_t il = 0; il < hparams.posnet.n_layer; ++il) {
+            const auto & layer = model.layers[il].posnet;
+
+            inpL = cur;
+
+            switch (il) {
+                case 0:
+                case 1:
+                case 3:
+                case 4:
+                    {
+                        cur = build_norm(cur,
+                                layer.norm1,
+                                layer.norm1_b,
+                                LLM_NORM_GROUP, 0);
+
+                        cur = ggml_mul(ctx0, ggml_sigmoid(ctx0, cur), cur);
+
+                        cur = ggml_conv_1d_ph(ctx0, layer.conv1, cur, 1, 1);
+                        cur = ggml_add(ctx0, cur, layer.conv1_b);
+
+                        cur = build_norm(cur,
+                                layer.norm2,
+                                layer.norm2_b,
+                                LLM_NORM_GROUP, 0);
+
+                        cur = ggml_mul(ctx0, ggml_sigmoid(ctx0, cur), cur);
+
+                        cur = ggml_conv_1d_ph(ctx0, layer.conv2, cur, 1, 1);
+                        cur = ggml_add(ctx0, cur, layer.conv2_b);
+
+                        cur = ggml_add(ctx0, cur, inpL);
+                    } break;
+                case 2:
+                    {
+                        cur = build_norm(cur,
+                                layer.attn_norm,
+                                layer.attn_norm_b,
+                                LLM_NORM_GROUP, 0);
+
+                        ggml_tensor * q;
+                        ggml_tensor * k;
+                        ggml_tensor * v;
+
+                        q = ggml_conv_1d_ph(ctx0, layer.attn_q, cur, 1, 1);
+                        k = ggml_conv_1d_ph(ctx0, layer.attn_k, cur, 1, 1);
+                        v = ggml_conv_1d_ph(ctx0, layer.attn_v, cur, 1, 1);
+
+                        q = ggml_add(ctx0, q, layer.attn_q_b);
+                        k = ggml_add(ctx0, k, layer.attn_k_b);
+                        v = ggml_add(ctx0, v, layer.attn_v_b);
+
+                        q = ggml_cont(ctx0, ggml_transpose(ctx0, q));
+                        k = ggml_cont(ctx0, ggml_transpose(ctx0, k));
+
+                        ggml_tensor * kq = ggml_mul_mat(ctx0, k, q);
+
+                        kq = ggml_soft_max_ext(ctx0, kq, nullptr, 1.0f/sqrtf(float(hparams.posnet.n_embd)), 0.0f);
+
+                        cur = ggml_mul_mat(ctx0, kq, v);
+
+                        cur = ggml_conv_1d_ph(ctx0, layer.attn_o, cur, 1, 1);
+                        cur = ggml_add(ctx0, cur, layer.attn_o_b);
+
+                        cur = ggml_add(ctx0, cur, inpL);
+                    } break;
+                case 5:
+                    {
+                        cur = build_norm(cur,
+                                layer.norm,
+                                layer.norm_b,
+                                LLM_NORM_GROUP, 0);
+                    } break;
+                default: GGML_ABORT("unknown posnet layer");
+            };
+        }
+
+        cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+
+        cur = build_norm(cur,
+                model.tok_norm,
+                model.tok_norm_b,
+                LLM_NORM, -1);
+
+        cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+
+        inpL = cur;
+
+        // convnext
+        for (uint32_t il = 0; il < hparams.convnext.n_layer; ++il) {
+            const auto & layer = model.layers[il].convnext;
+
+            cur = inpL;
+
+            cur = ggml_conv_1d_dw_ph(ctx0, layer.dw, cur, 1, 1);
+            cur = ggml_add(ctx0, cur, layer.dw_b);
+
+            cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+
+            cur = build_norm(cur,
+                    layer.norm,
+                    layer.norm_b,
+                    LLM_NORM, -1);
+
+            cur = build_ffn(cur,
+                    layer.pw1, layer.pw1_b, NULL,
+                    NULL,      NULL,        NULL,
+                    layer.pw2, layer.pw2_b, NULL,
+                    NULL,
+                    LLM_FFN_GELU, LLM_FFN_SEQ, il);
+
+            cur = ggml_mul(ctx0, cur, layer.gamma);
+
+            cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+
+            inpL = ggml_add(ctx0, cur, inpL);
+        }
+
+        cur = inpL;
+
+        cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+
+        cur = build_norm(cur,
+                model.output_norm,
+                model.output_norm_b,
+                LLM_NORM, -1);
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cur = ggml_add(ctx0, cur, model.output_b);
+
+        cb(cur, "result_embd", -1);
+        res->t_embd = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_plm : public llm_graph_context {
+    llm_build_plm(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        const float kq_scale = 1.0f/sqrtf(float(hparams.n_embd_head_k));
+
+        const uint32_t n_embd_head_qk_rope = hparams.n_rot;
+        const uint32_t n_embd_head_qk_nope = hparams.n_embd_head_k - hparams.n_rot;
+        const uint32_t kv_lora_rank = hparams.n_lora_kv;
+
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        // {n_embd, n_tokens}
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self_attention
+            {
+                ggml_tensor * q = NULL;
+                q = ggml_mul_mat(ctx0, model.layers[il].wq, cur);
+                cb(q, "q", il);
+
+                // split into {n_head * n_embd_head_qk_nope, n_tokens}
+                ggml_tensor * q_nope = ggml_view_3d(ctx0, q, n_embd_head_qk_nope, n_head, n_tokens,
+                        ggml_row_size(q->type, hparams.n_embd_head_k),
+                        ggml_row_size(q->type, hparams.n_embd_head_k * n_head),
+                        0);
+                cb(q_nope, "q_nope", il);
+
+                // and {n_head * n_embd_head_qk_rope, n_tokens}
+                ggml_tensor * q_pe = ggml_view_3d(ctx0, q, n_embd_head_qk_rope, n_head, n_tokens,
+                        ggml_row_size(q->type, hparams.n_embd_head_k),
+                        ggml_row_size(q->type, hparams.n_embd_head_k * n_head),
+                        ggml_row_size(q->type, n_embd_head_qk_nope));
+                cb(q_pe, "q_pe", il);
+
+                // {n_embd, kv_lora_rank + n_embd_head_qk_rope} * {n_embd, n_tokens} -> {kv_lora_rank + n_embd_head_qk_rope, n_tokens}
+                ggml_tensor * kv_pe_compresseed = ggml_mul_mat(ctx0, model.layers[il].wkv_a_mqa, cur);
+                cb(kv_pe_compresseed, "kv_pe_compresseed", il);
+
+                // split into {kv_lora_rank, n_tokens}
+                ggml_tensor * kv_compressed = ggml_view_2d(ctx0, kv_pe_compresseed, kv_lora_rank, n_tokens,
+                        kv_pe_compresseed->nb[1],
+                        0);
+                cb(kv_compressed, "kv_compressed", il);
+
+                // and {n_embd_head_qk_rope, n_tokens}
+                ggml_tensor * k_pe = ggml_view_3d(ctx0, kv_pe_compresseed, n_embd_head_qk_rope, 1, n_tokens,
+                        kv_pe_compresseed->nb[1],
+                        kv_pe_compresseed->nb[1],
+                        ggml_row_size(kv_pe_compresseed->type, kv_lora_rank));
+                cb(k_pe, "k_pe", il);
+
+                kv_compressed = build_norm(kv_compressed,
+                        model.layers[il].attn_kv_a_norm, NULL,
+                        LLM_NORM_RMS, il);
+                cb(kv_compressed, "kv_compressed", il);
+
+                // {kv_lora_rank, n_head * (n_embd_head_qk_nope + n_embd_head_v)} * {kv_lora_rank, n_tokens} -> {n_head * (n_embd_head_qk_nope + n_embd_head_v), n_tokens}
+                ggml_tensor * kv = ggml_mul_mat(ctx0, model.layers[il].wkv_b, kv_compressed);
+                cb(kv, "kv", il);
+
+                // split into {n_head * n_embd_head_qk_nope, n_tokens}
+                ggml_tensor * k_nope = ggml_view_3d(ctx0, kv, n_embd_head_qk_nope, n_head, n_tokens,
+                        ggml_row_size(kv->type, n_embd_head_qk_nope + hparams.n_embd_head_v),
+                        ggml_row_size(kv->type, n_head * (n_embd_head_qk_nope + hparams.n_embd_head_v)),
+                        0);
+                cb(k_nope, "k_nope", il);
+
+                // and {n_head * n_embd_head_v, n_tokens}
+                ggml_tensor * v_states = ggml_view_3d(ctx0, kv, hparams.n_embd_head_v, n_head, n_tokens,
+                        ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v)),
+                        ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v)*n_head),
+                        ggml_row_size(kv->type, (n_embd_head_qk_nope)));
+                cb(v_states, "v_states", il);
+
+                v_states = ggml_cont(ctx0, v_states);
+                cb(v_states, "v_states", il);
+
+                v_states = ggml_view_2d(ctx0, v_states, hparams.n_embd_head_v * n_head, n_tokens,
+                        ggml_row_size(kv->type, hparams.n_embd_head_v * n_head),
+                        0);
+                cb(v_states, "v_states", il);
+
+                q_pe = ggml_rope_ext(
+                        ctx0, q_pe, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+                cb(q_pe, "q_pe", il);
+
+                // shared RoPE key
+                k_pe = ggml_rope_ext(
+                        ctx0, k_pe, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+                cb(k_pe, "k_pe", il);
+
+                ggml_tensor * q_states = ggml_concat(ctx0, q_nope, q_pe, 0);
+                cb(q_states, "q_states", il);
+
+                ggml_tensor * k_states = ggml_concat(ctx0, k_nope, ggml_repeat(ctx0, k_pe, q_pe), 0);
+                cb(k_states, "k_states", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, NULL,
+                        q_states, k_states, v_states, nullptr, nullptr, kq_scale, il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    NULL, NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_RELU_SQR, LLM_FFN_SEQ, il);
+            cb(cur, "ffn_out", il);
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+struct llm_build_bailingmoe : public llm_graph_context {
+    llm_build_bailingmoe(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+        ggml_tensor * cur;
+        ggml_tensor * inpL;
+
+        inpL = build_inp_embd(model.tok_embd);
+
+        // inp_pos - contains the positions
+        ggml_tensor * inp_pos = build_inp_pos();
+
+        auto * inp_attn = build_attn_inp_kv_unified();
+
+        for (int il = 0; il < n_layer; ++il) {
+            ggml_tensor * inpSA = inpL;
+
+            // norm
+            cur = build_norm(inpL,
+                    model.layers[il].attn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "attn_norm", il);
+
+            // self-attention
+            {
+                // rope freq factors for llama3; may return nullptr for llama2 and other models
+                ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
+
+                // compute Q and K and RoPE them
+                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
+                cb(Qcur, "Qcur", il);
+                if (model.layers[il].bq) {
+                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
+                    cb(Qcur, "Qcur", il);
+                }
+
+                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+                cb(Kcur, "Kcur", il);
+                if (model.layers[il].bk) {
+                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
+                    cb(Kcur, "Kcur", il);
+                }
+
+                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+                cb(Vcur, "Vcur", il);
+                if (model.layers[il].bv) {
+                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
+                    cb(Vcur, "Vcur", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, n_rot, n_head,    n_tokens);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, n_rot, n_head_kv, n_tokens);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, n_rot, n_head_kv, n_tokens);
+
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, rope_factors,
+                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                        ext_factor, attn_factor, beta_fast, beta_slow
+                        );
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(inp_attn, gf,
+                        model.layers[il].wo, model.layers[il].bo,
+                        Qcur, Kcur, Vcur, nullptr, nullptr, 1.0f/sqrtf(float(n_rot)), il);
+            }
+
+            if (il == n_layer - 1) {
+                // skip computing output for unused tokens
+                ggml_tensor * inp_out_ids = build_inp_out_ids();
+                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            }
+
+            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+            cb(ffn_inp, "ffn_inp", il);
+
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm, NULL,
+                    LLM_NORM_RMS, il);
+            cb(cur, "ffn_norm", il);
+
+            ggml_tensor * moe_out =
+                build_moe_ffn(cur,
+                        model.layers[il].ffn_gate_inp,
+                        model.layers[il].ffn_up_exps,
+                        model.layers[il].ffn_gate_exps,
+                        model.layers[il].ffn_down_exps,
+                        nullptr,
+                        n_expert, n_expert_used,
+                        LLM_FFN_SILU, hparams.expert_weights_norm,
+                        false, hparams.expert_weights_scale,
+                        LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX,
+                        il);
+            cb(moe_out, "ffn_moe_out", il);
+
+            // FFN shared expert
+            {
+                ggml_tensor * ffn_shexp = build_ffn(cur,
+                        model.layers[il].ffn_up_shexp,   NULL, NULL,
+                        model.layers[il].ffn_gate_shexp, NULL, NULL,
+                        model.layers[il].ffn_down_shexp, NULL, NULL,
+                        NULL,
+                        LLM_FFN_SILU, LLM_FFN_PAR, il);
+                cb(ffn_shexp, "ffn_shexp", il);
+
+                cur = ggml_add(ctx0, moe_out, ffn_shexp);
+                cb(cur, "ffn_out", il);
+            }
+
+            cur = ggml_add(ctx0, cur, ffn_inp);
+
+            cur = build_cvec(cur, il);
+            cb(cur, "l_out", il);
+
+            // input for next layer
+            inpL = cur;
+        }
+
+        cur = inpL;
+
+        cur = build_norm(cur,
+                model.output_norm, NULL,
+                LLM_NORM_RMS, -1);
+
+        cb(cur, "result_norm", -1);
+        res->t_embd = cur;
+
+        // lm_head
+        cur = build_lora_mm(model.output, cur);
+
+        cb(cur, "result_output", -1);
+        res->t_logits = cur;
+
+        ggml_build_forward_expand(gf, cur);
+    }
+};
+
+llama_memory_i * llama_model::create_memory(const llama_memory_params & params, llama_cparams & cparams) const {
+    llama_memory_i * res;
+
+    switch (arch) {
+        case LLM_ARCH_BERT:
+        case LLM_ARCH_JINA_BERT_V2:
+        case LLM_ARCH_NOMIC_BERT:
+        case LLM_ARCH_NOMIC_BERT_MOE:
+            {
+                res = nullptr;
+            } break;
+        case LLM_ARCH_MAMBA:
+        case LLM_ARCH_RWKV6:
+        case LLM_ARCH_RWKV6QWEN2:
+        case LLM_ARCH_RWKV7:
+        case LLM_ARCH_ARWKV7:
+            {
+                res = new llama_kv_cache_recurrent(
+                        *this,
+                        GGML_TYPE_F32,
+                        GGML_TYPE_F32,
+                        cparams.offload_kqv,
+                        std::max((uint32_t) 1, cparams.n_seq_max));
+            } break;
+        default:
+            {
+                const auto padding = llama_kv_cache_unified::get_padding(cparams);
+
+                cparams.n_ctx = GGML_PAD(cparams.n_ctx, padding);
+
+                LLAMA_LOG_DEBUG("%s: n_ctx = %u (padded)\n", __func__, cparams.n_ctx);
+
+                res = new llama_kv_cache_unified(
+                        *this,
+                        params.type_k,
+                        params.type_v,
+                        !cparams.flash_attn,
+                        cparams.offload_kqv,
+                        cparams.n_ctx,
+                        padding);
+            }
+    }
+
+    return res;
+}
+
+llm_graph_result_ptr llama_model::build_graph(
+        const llm_graph_params & params,
+                   ggml_cgraph * gf,
+                llm_graph_type   type) const {
+    std::unique_ptr<llm_graph_context> llm;
+
+    switch (arch) {
+        case LLM_ARCH_LLAMA:
+        case LLM_ARCH_LLAMA4:
+        case LLM_ARCH_MINICPM:
+        case LLM_ARCH_GRANITE:
+        case LLM_ARCH_GRANITE_MOE:
+            {
+                llm = std::make_unique<llm_build_llama>(*this, params, gf);
+            } break;
+        case LLM_ARCH_DECI:
+            {
+                llm = std::make_unique<llm_build_deci>(*this, params, gf);
+            } break;
+        case LLM_ARCH_BAICHUAN:
+            {
+                llm = std::make_unique<llm_build_baichuan>(*this, params, gf);
+            } break;
+        case LLM_ARCH_FALCON:
+            {
+                llm = std::make_unique<llm_build_falcon>(*this, params, gf);
+            } break;
+        case LLM_ARCH_GROK:
+            {
+                llm = std::make_unique<llm_build_grok>(*this, params, gf);
+            } break;
+        case LLM_ARCH_STARCODER:
+            {
+                llm = std::make_unique<llm_build_starcoder>(*this, params, gf);
+            } break;
+        case LLM_ARCH_REFACT:
+            {
+                llm = std::make_unique<llm_build_refact>(*this, params, gf);
+            } break;
+        case LLM_ARCH_BERT:
+        case LLM_ARCH_JINA_BERT_V2:
+        case LLM_ARCH_NOMIC_BERT:
+        case LLM_ARCH_NOMIC_BERT_MOE:
+            {
+                llm = std::make_unique<llm_build_bert>(*this, params, gf);
+            } break;
+        case LLM_ARCH_BLOOM:
+            {
+                llm = std::make_unique<llm_build_bloom>(*this, params, gf);
+            } break;
+        case LLM_ARCH_MPT:
+            {
+                llm = std::make_unique<llm_build_mpt>(*this, params, gf);
+            } break;
+        case LLM_ARCH_STABLELM:
+            {
+                llm = std::make_unique<llm_build_stablelm>(*this, params, gf);
+            } break;
+        case LLM_ARCH_QWEN:
+            {
+                llm = std::make_unique<llm_build_qwen>(*this, params, gf);
+            } break;
+        case LLM_ARCH_QWEN2:
+            {
+                llm = std::make_unique<llm_build_qwen2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_QWEN2VL:
+            {
+                llm = std::make_unique<llm_build_qwen2vl>(*this, params, gf);
+            } break;
+        case LLM_ARCH_QWEN2MOE:
+            {
+                llm = std::make_unique<llm_build_qwen2moe>(*this, params, gf);
+            } break;
+        case LLM_ARCH_QWEN3:
+            {
+                llm = std::make_unique<llm_build_qwen3>(*this, params, gf);
+            } break;
+        case LLM_ARCH_QWEN3MOE:
+            {
+                llm = std::make_unique<llm_build_qwen3moe>(*this, params, gf);
+            } break;
+        case LLM_ARCH_PHI2:
+            {
+                llm = std::make_unique<llm_build_phi2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_PHI3:
+        case LLM_ARCH_PHIMOE:
+            {
+                llm = std::make_unique<llm_build_phi3>(*this, params, gf);
+            } break;
+        case LLM_ARCH_PLAMO:
+            {
+                llm = std::make_unique<llm_build_plamo>(*this, params, gf);
+            } break;
+        case LLM_ARCH_GPT2:
+            {
+                llm = std::make_unique<llm_build_gpt2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_CODESHELL:
+            {
+                llm = std::make_unique<llm_build_codeshell>(*this, params, gf);
+            } break;
+        case LLM_ARCH_ORION:
+            {
+                llm = std::make_unique<llm_build_orion>(*this, params, gf);
+            } break;
+        case LLM_ARCH_INTERNLM2:
+            {
+                llm = std::make_unique<llm_build_internlm2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_MINICPM3:
+            {
+                llm = std::make_unique<llm_build_minicpm3>(*this, params, gf);
+            } break;
+        case LLM_ARCH_GEMMA:
+            {
+                llm = std::make_unique<llm_build_gemma>(*this, params, gf);
+            } break;
+        case LLM_ARCH_GEMMA2:
+            {
+                llm = std::make_unique<llm_build_gemma2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_GEMMA3:
+            {
+                llm = std::make_unique<llm_build_gemma3>(*this, params, gf);
+            } break;
+        case LLM_ARCH_STARCODER2:
+            {
+                llm = std::make_unique<llm_build_starcoder2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_MAMBA:
+            {
+                llm = std::make_unique<llm_build_mamba>(*this, params, gf);
+            } break;
+        case LLM_ARCH_XVERSE:
+            {
+                llm = std::make_unique<llm_build_xverse>(*this, params, gf);
+            } break;
+        case LLM_ARCH_COMMAND_R:
+            {
+                llm = std::make_unique<llm_build_command_r>(*this, params, gf);
+            } break;
+        case LLM_ARCH_COHERE2:
+            {
+                llm = std::make_unique<llm_build_cohere2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_DBRX:
+            {
+                llm = std::make_unique<llm_build_dbrx>(*this, params, gf);
+            } break;
+        case LLM_ARCH_OLMO:
+            {
+                llm = std::make_unique<llm_build_olmo>(*this, params, gf);
+            } break;
+        case LLM_ARCH_OLMO2:
+            {
+                llm = std::make_unique<llm_build_olmo2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_OLMOE:
+            {
+                llm = std::make_unique<llm_build_olmoe>(*this, params, gf);
+            } break;
+        case LLM_ARCH_OPENELM:
+            {
+                llm = std::make_unique<llm_build_openelm>(*this, params, gf);
+            } break;
+        case LLM_ARCH_GPTNEOX:
+            {
+                llm = std::make_unique<llm_build_gptneox>(*this, params, gf);
+            } break;
+        case LLM_ARCH_ARCTIC:
+            {
+                llm = std::make_unique<llm_build_arctic>(*this, params, gf);
+            } break;
+        case LLM_ARCH_DEEPSEEK:
+            {
+                llm = std::make_unique<llm_build_deepseek>(*this, params, gf);
+            } break;
+        case LLM_ARCH_DEEPSEEK2:
+            {
+                llm = std::make_unique<llm_build_deepseek2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_CHATGLM:
+            {
+                llm = std::make_unique<llm_build_chatglm>(*this, params, gf);
+            } break;
+        case LLM_ARCH_GLM4:
+            {
+                llm = std::make_unique<llm_build_glm4>(*this, params, gf);
+            } break;
+        case LLM_ARCH_BITNET:
+            {
+                llm = std::make_unique<llm_build_bitnet>(*this, params, gf);
+            } break;
+        case LLM_ARCH_T5:
+            {
+                switch (type) {
+                    case LLM_GRAPH_TYPE_ENCODER:
+                        llm = std::make_unique<llm_build_t5_enc>(*this, params, gf);
+                        break;
+                    case LLM_GRAPH_TYPE_DEFAULT:
+                    case LLM_GRAPH_TYPE_DECODER:
+                        llm = std::make_unique<llm_build_t5_dec>(*this, params, gf);
+                        break;
+                    default:
+                        GGML_ABORT("invalid graph type");
+                };
+            } break;
+        case LLM_ARCH_T5ENCODER:
+            {
+                llm = std::make_unique<llm_build_t5_enc>(*this, params, gf);
+            }
+            break;
+        case LLM_ARCH_JAIS:
+            {
+                llm = std::make_unique<llm_build_jais>(*this, params, gf);
+            } break;
+        case LLM_ARCH_NEMOTRON:
+            {
+                llm = std::make_unique<llm_build_nemotron>(*this, params, gf);
+            } break;
+        case LLM_ARCH_EXAONE:
+            {
+                llm = std::make_unique<llm_build_exaone>(*this, params, gf);
+            } break;
+        case LLM_ARCH_RWKV6:
+            {
+                llm = std::make_unique<llm_build_rwkv6>(*this, params, gf);
+            } break;
+        case LLM_ARCH_RWKV6QWEN2:
+            {
+                llm = std::make_unique<llm_build_rwkv6qwen2>(*this, params, gf);
+            } break;
+        case LLM_ARCH_RWKV7:
+            {
+                llm = std::make_unique<llm_build_rwkv7>(*this, params, gf);
+            } break;
+        case LLM_ARCH_ARWKV7:
+            {
+                llm = std::make_unique<llm_build_arwkv7>(*this, params, gf);
+            } break;
+        case LLM_ARCH_CHAMELEON:
+            {
+                llm = std::make_unique<llm_build_chameleon>(*this, params, gf);
+            } break;
+        case LLM_ARCH_SOLAR:
+            {
+                llm = std::make_unique<llm_build_solar>(*this, params, gf);
+            } break;
+        case LLM_ARCH_WAVTOKENIZER_DEC:
+            {
+                llm = std::make_unique<llm_build_wavtokenizer_dec>(*this, params, gf);
+            } break;
+        case LLM_ARCH_PLM:
+            {
+                llm = std::make_unique<llm_build_plm>(*this, params, gf);
+            } break;
+        case LLM_ARCH_BAILINGMOE:
+            {
+                llm = std::make_unique<llm_build_bailingmoe>(*this, params, gf);
+            } break;
+        default:
+            GGML_ABORT("fatal error");
+    }
+
+    // add on pooling layer
+    llm->build_pooling(gf, cls, cls_b, cls_out, cls_out_b);
+
+    return std::move(llm->res);
+}
+
+//
+// interface implementation
+//
+
+llama_model_params llama_model_default_params() {
+    llama_model_params result = {
+        /*.devices                     =*/ nullptr,
+        /*.tensor_buft_overrides       =*/ nullptr,
+        /*.n_gpu_layers                =*/ 0,
+        /*.split_mode                  =*/ LLAMA_SPLIT_MODE_LAYER,
+        /*.main_gpu                    =*/ 0,
+        /*.tensor_split                =*/ nullptr,
+        /*.progress_callback           =*/ nullptr,
+        /*.progress_callback_user_data =*/ nullptr,
+        /*.kv_overrides                =*/ nullptr,
+        /*.vocab_only                  =*/ false,
+        /*.use_mmap                    =*/ true,
+        /*.use_mlock                   =*/ false,
+        /*.check_tensors               =*/ false,
+    };
+
+#ifdef GGML_USE_METAL
+    // note: we usually have plenty of VRAM, so by default offload all layers to the GPU
+    result.n_gpu_layers = 999;
+#endif
+
+    return result;
+}
+
+const llama_vocab * llama_model_get_vocab(const llama_model * model) {
+    return &model->vocab;
+}
+
+void llama_free_model(llama_model * model) {
+    llama_model_free(model);
+}
+
+void llama_model_free(llama_model * model) {
+    delete model;
+}
+
+int32_t llama_model_n_ctx_train(const llama_model * model) {
+    return model->hparams.n_ctx_train;
+}
+
+int32_t llama_model_n_embd(const llama_model * model) {
+    return model->hparams.n_embd;
+}
+
+int32_t llama_model_n_layer(const llama_model * model) {
+    return model->hparams.n_layer;
+}
+
+int32_t llama_model_n_head(const llama_model * model) {
+    return model->hparams.n_head();
+}
+
+int32_t llama_model_n_head_kv(const llama_model * model) {
+    return model->hparams.n_head_kv();
+}
+
+// deprecated
+int32_t llama_n_ctx_train(const llama_model * model) {
+    return llama_model_n_ctx_train(model);
+}
+
+// deprecated
+int32_t llama_n_embd(const llama_model * model) {
+    return llama_model_n_embd(model);
+}
+
+// deprecated
+int32_t llama_n_layer(const llama_model * model) {
+    return llama_model_n_layer(model);
+}
+
+// deprecated
+int32_t llama_n_head(const llama_model * model) {
+    return llama_model_n_head(model);
+}
+
+llama_rope_type llama_model_rope_type(const llama_model * model) {
+    switch (model->arch) {
+        // these models do not use RoPE
+        case LLM_ARCH_GPT2:
+        case LLM_ARCH_GPTJ:
+        case LLM_ARCH_MPT:
+        case LLM_ARCH_REFACT:
+        case LLM_ARCH_BLOOM:
+        case LLM_ARCH_MAMBA:
+        case LLM_ARCH_JINA_BERT_V2:
+        case LLM_ARCH_T5:
+        case LLM_ARCH_T5ENCODER:
+        case LLM_ARCH_JAIS:
+        case LLM_ARCH_RWKV6:
+        case LLM_ARCH_RWKV6QWEN2:
+        case LLM_ARCH_RWKV7:
+        case LLM_ARCH_ARWKV7:
+        case LLM_ARCH_WAVTOKENIZER_DEC:
+            return LLAMA_ROPE_TYPE_NONE;
+
+        // use what we call a normal RoPE, operating on pairs of consecutive head values
+        case LLM_ARCH_LLAMA:
+        case LLM_ARCH_LLAMA4:
+        case LLM_ARCH_DECI:
+        case LLM_ARCH_BAICHUAN:
+        case LLM_ARCH_STARCODER:
+        case LLM_ARCH_INTERNLM2:
+        case LLM_ARCH_MINICPM:
+        case LLM_ARCH_XVERSE:
+        case LLM_ARCH_COMMAND_R:
+        case LLM_ARCH_COHERE2:
+        case LLM_ARCH_OLMO:
+        case LLM_ARCH_ARCTIC:
+        case LLM_ARCH_DEEPSEEK:
+        case LLM_ARCH_DEEPSEEK2:
+        case LLM_ARCH_PLM:
+        case LLM_ARCH_CHATGLM:
+        case LLM_ARCH_GLM4:
+        case LLM_ARCH_GRANITE:
+        case LLM_ARCH_GRANITE_MOE:
+        case LLM_ARCH_CHAMELEON:
+        case LLM_ARCH_SOLAR:
+        case LLM_ARCH_BAILINGMOE:
+            return LLAMA_ROPE_TYPE_NORM;
+
+        // the pairs of head values are offset by n_rot/2
+        case LLM_ARCH_FALCON:
+        case LLM_ARCH_GROK:
+        case LLM_ARCH_DBRX:
+        case LLM_ARCH_BERT:
+        case LLM_ARCH_NOMIC_BERT:
+        case LLM_ARCH_NOMIC_BERT_MOE:
+        case LLM_ARCH_STABLELM:
+        case LLM_ARCH_BITNET:
+        case LLM_ARCH_QWEN:
+        case LLM_ARCH_QWEN2:
+        case LLM_ARCH_QWEN2MOE:
+        case LLM_ARCH_QWEN3:
+        case LLM_ARCH_QWEN3MOE:
+        case LLM_ARCH_OLMO2:
+        case LLM_ARCH_OLMOE:
+        case LLM_ARCH_PHI2:
+        case LLM_ARCH_PHI3:
+        case LLM_ARCH_PHIMOE:
+        case LLM_ARCH_PLAMO:
+        case LLM_ARCH_GEMMA:
+        case LLM_ARCH_GEMMA2:
+        case LLM_ARCH_GEMMA3:
+        case LLM_ARCH_STARCODER2:
+        case LLM_ARCH_OPENELM:
+        case LLM_ARCH_GPTNEOX:
+        case LLM_ARCH_CODESHELL:
+        case LLM_ARCH_ORION:
+        case LLM_ARCH_NEMOTRON:
+        case LLM_ARCH_EXAONE:
+        case LLM_ARCH_MINICPM3:
+            return LLAMA_ROPE_TYPE_NEOX;
+
+        case LLM_ARCH_QWEN2VL:
+            return LLAMA_ROPE_TYPE_MROPE;
+
+        // all model arches should be listed explicitly here
+        case LLM_ARCH_UNKNOWN:
+            GGML_ABORT("unknown architecture");
+    }
+
+    return LLAMA_ROPE_TYPE_NONE;
+}
+
+float llama_model_rope_freq_scale_train(const llama_model * model) {
+    return model->hparams.rope_freq_scale_train;
+}
+
+int32_t llama_model_meta_val_str(const llama_model * model, const char * key, char * buf, size_t buf_size) {
+    const auto & it = model->gguf_kv.find(key);
+    if (it == model->gguf_kv.end()) {
+        if (buf_size > 0) {
+            buf[0] = '\0';
+        }
+        return -1;
+    }
+    return snprintf(buf, buf_size, "%s", it->second.c_str());
+}
+
+int32_t llama_model_meta_count(const llama_model * model) {
+    return (int)model->gguf_kv.size();
+}
+
+int32_t llama_model_meta_key_by_index(const llama_model * model, int i, char * buf, size_t buf_size) {
+    if (i < 0 || i >= (int)model->gguf_kv.size()) {
+        if (buf_size > 0) {
+            buf[0] = '\0';
+        }
+        return -1;
+    }
+    auto it = model->gguf_kv.begin();
+    std::advance(it, i);
+    return snprintf(buf, buf_size, "%s", it->first.c_str());
+}
+
+int32_t llama_model_meta_val_str_by_index(const llama_model * model, int32_t i, char * buf, size_t buf_size) {
+    if (i < 0 || i >= (int)model->gguf_kv.size()) {
+        if (buf_size > 0) {
+            buf[0] = '\0';
+        }
+        return -1;
+    }
+    auto it = model->gguf_kv.begin();
+    std::advance(it, i);
+    return snprintf(buf, buf_size, "%s", it->second.c_str());
+}
+
+int32_t llama_model_desc(const llama_model * model, char * buf, size_t buf_size) {
+    return snprintf(buf, buf_size, "%s", model->desc().c_str());
+}
+
+uint64_t llama_model_size(const llama_model * model) {
+    return model->size();
+}
+
+const char * llama_model_chat_template(const llama_model * model, const char * name) {
+    const auto key = name ? LLM_KV(model->arch, name)(LLM_KV_TOKENIZER_CHAT_TEMPLATE_N)
+        : LLM_KV(model->arch)(LLM_KV_TOKENIZER_CHAT_TEMPLATE);
+    const auto & it = model->gguf_kv.find(key);
+    if (it == model->gguf_kv.end()) {
+        // one-off fix for very popular models (so we are not flooded with issues)
+        // do not extend this list unless absolutely necessary
+        // Mistral-Small-2503 does not have built-in chat template
+        llama_vocab_pre_type pre_type = model->vocab.get_pre_type();
+        if (pre_type == LLAMA_VOCAB_PRE_TYPE_TEKKEN && model->layers.size() == 40) {
+            return "mistral-v7-tekken";
+        }
+
+        return nullptr;
+    }
+
+    return it->second.c_str();
+}
+
+uint64_t llama_model_n_params(const llama_model * model) {
+    return model->n_elements();
+}
+
+bool llama_model_has_encoder(const llama_model * model) {
+    switch (model->arch) {
+        case LLM_ARCH_T5:        return true;
+        case LLM_ARCH_T5ENCODER: return true;
+        default:                 return false;
+    }
+}
+
+bool llama_model_has_decoder(const llama_model * model) {
+    switch (model->arch) {
+        case LLM_ARCH_T5ENCODER: return false;
+        default:                 return true;
+    }
+}
+
+llama_token llama_model_decoder_start_token(const llama_model * model) {
+    return model->hparams.dec_start_token_id;
+}
+
+bool llama_model_is_recurrent(const llama_model * model) {
+    switch (model->arch) {
+        case     LLM_ARCH_MAMBA:      return true;
+        case     LLM_ARCH_RWKV6:      return true;
+        case     LLM_ARCH_RWKV6QWEN2: return true;
+        case     LLM_ARCH_RWKV7:      return true;
+        case     LLM_ARCH_ARWKV7:     return true;
+        default: return false;
+    }
+}
+
+const std::vector<std::pair<std::string, ggml_tensor *>> & llama_internal_get_tensor_map(const llama_model * model) {
+    return model->tensors_by_name;
+}
diff --git a/llama/llama.cpp/src/llama-model.h b/llama/llama.cpp/src/llama-model.h
new file mode 100644
index 0000000..43746c7
--- /dev/null
+++ b/llama/llama.cpp/src/llama-model.h
@@ -0,0 +1,425 @@
+#pragma once
+
+#include "llama.h"
+#include "llama-arch.h"
+#include "llama-graph.h"
+#include "llama-hparams.h"
+#include "llama-memory.h"
+#include "llama-vocab.h"
+
+#include <memory>
+#include <string>
+#include <unordered_map>
+#include <vector>
+
+struct llama_cparams;
+struct llama_ubatch;
+struct llama_model_loader;
+
+// available models
+enum llm_type {
+    LLM_TYPE_UNKNOWN,
+    LLM_TYPE_14M,
+    LLM_TYPE_17M,
+    LLM_TYPE_22M,
+    LLM_TYPE_33M,
+    LLM_TYPE_60M,
+    LLM_TYPE_70M,
+    LLM_TYPE_80M,
+    LLM_TYPE_109M,
+    LLM_TYPE_137M,
+    LLM_TYPE_160M,
+    LLM_TYPE_190M,
+    LLM_TYPE_220M,
+    LLM_TYPE_250M,
+    LLM_TYPE_270M,
+    LLM_TYPE_335M,
+    LLM_TYPE_410M,
+    LLM_TYPE_450M,
+    LLM_TYPE_475M,
+    LLM_TYPE_770M,
+    LLM_TYPE_780M,
+    LLM_TYPE_0_5B,
+    LLM_TYPE_0_6B,
+    LLM_TYPE_1B,
+    LLM_TYPE_1_3B,
+    LLM_TYPE_1_4B,
+    LLM_TYPE_1_5B,
+    LLM_TYPE_1_6B,
+    LLM_TYPE_1_7B,
+    LLM_TYPE_1_8B,
+    LLM_TYPE_2B,
+    LLM_TYPE_2_8B,
+    LLM_TYPE_2_9B,
+    LLM_TYPE_3B,
+    LLM_TYPE_4B,
+    LLM_TYPE_6B,
+    LLM_TYPE_6_9B,
+    LLM_TYPE_7B,
+    LLM_TYPE_8B,
+    LLM_TYPE_9B,
+    LLM_TYPE_11B,
+    LLM_TYPE_12B,
+    LLM_TYPE_13B,
+    LLM_TYPE_14B,
+    LLM_TYPE_15B,
+    LLM_TYPE_16B,
+    LLM_TYPE_20B,
+    LLM_TYPE_22B,
+    LLM_TYPE_27B,
+    LLM_TYPE_30B,
+    LLM_TYPE_32B,
+    LLM_TYPE_34B,
+    LLM_TYPE_35B,
+    LLM_TYPE_40B,
+    LLM_TYPE_65B,
+    LLM_TYPE_70B,
+    LLM_TYPE_236B,
+    LLM_TYPE_290B,
+    LLM_TYPE_314B,
+    LLM_TYPE_405B,
+    LLM_TYPE_671B,
+    LLM_TYPE_SMALL,
+    LLM_TYPE_MEDIUM,
+    LLM_TYPE_LARGE,
+    LLM_TYPE_XL,
+    LLM_TYPE_A1_7B,
+    LLM_TYPE_A2_7B,
+    LLM_TYPE_8x7B,
+    LLM_TYPE_8x22B,
+    LLM_TYPE_16x12B,
+    LLM_TYPE_16x3_8B,
+    LLM_TYPE_10B_128x3_66B,
+    LLM_TYPE_57B_A14B,
+    LLM_TYPE_17B_16E, // llama4 Scout
+    LLM_TYPE_17B_128E, // llama4 Maverick
+    LLM_TYPE_30B_A3B,
+    LLM_TYPE_235B_A22B,
+};
+
+std::string llama_rope_scaling_type_name(llama_rope_scaling_type rope_scaling_type);
+
+struct llama_layer_posnet {
+    // resnet
+    struct ggml_tensor * norm1   = nullptr;
+    struct ggml_tensor * norm1_b = nullptr;
+
+    struct ggml_tensor * conv1   = nullptr;
+    struct ggml_tensor * conv1_b = nullptr;
+
+    struct ggml_tensor * norm2   = nullptr;
+    struct ggml_tensor * norm2_b = nullptr;
+
+    struct ggml_tensor * conv2   = nullptr;
+    struct ggml_tensor * conv2_b = nullptr;
+
+    // attention
+    struct ggml_tensor * attn_norm   = nullptr;
+    struct ggml_tensor * attn_norm_b = nullptr;
+
+    struct ggml_tensor * attn_q   = nullptr;
+    struct ggml_tensor * attn_q_b = nullptr;
+
+    struct ggml_tensor * attn_k   = nullptr;
+    struct ggml_tensor * attn_k_b = nullptr;
+
+    struct ggml_tensor * attn_v   = nullptr;
+    struct ggml_tensor * attn_v_b = nullptr;
+
+    struct ggml_tensor * attn_o   = nullptr;
+    struct ggml_tensor * attn_o_b = nullptr;
+
+    // normalize
+    struct ggml_tensor * norm   = nullptr;
+    struct ggml_tensor * norm_b = nullptr;
+};
+
+struct llama_layer_convnext {
+    struct ggml_tensor * dw   = nullptr;
+    struct ggml_tensor * dw_b = nullptr;
+
+    struct ggml_tensor * norm   = nullptr;
+    struct ggml_tensor * norm_b = nullptr;
+
+    struct ggml_tensor * pw1   = nullptr;
+    struct ggml_tensor * pw1_b = nullptr;
+
+    struct ggml_tensor * pw2   = nullptr;
+    struct ggml_tensor * pw2_b = nullptr;
+
+    struct ggml_tensor * gamma = nullptr;
+};
+
+struct llama_layer {
+    // normalization
+    struct ggml_tensor * attn_norm       = nullptr;
+    struct ggml_tensor * attn_norm_b     = nullptr;
+    struct ggml_tensor * attn_norm_2     = nullptr;
+    struct ggml_tensor * attn_norm_2_b   = nullptr;
+    struct ggml_tensor * attn_q_norm     = nullptr;
+    struct ggml_tensor * attn_q_norm_b   = nullptr;
+    struct ggml_tensor * attn_k_norm     = nullptr;
+    struct ggml_tensor * attn_k_norm_b   = nullptr;
+    struct ggml_tensor * attn_out_norm   = nullptr;
+    struct ggml_tensor * attn_out_norm_b = nullptr;
+    struct ggml_tensor * attn_q_a_norm   = nullptr;
+    struct ggml_tensor * attn_kv_a_norm  = nullptr;
+    struct ggml_tensor * attn_sub_norm   = nullptr;
+    struct ggml_tensor * attn_post_norm  = nullptr;
+    struct ggml_tensor * ffn_sub_norm    = nullptr;
+    struct ggml_tensor * attn_norm_cross = nullptr;
+    struct ggml_tensor * attn_norm_enc   = nullptr;
+
+    // attention
+    struct ggml_tensor * wq        = nullptr;
+    struct ggml_tensor * wk        = nullptr;
+    struct ggml_tensor * wv        = nullptr;
+    struct ggml_tensor * wo        = nullptr;
+    struct ggml_tensor * wqkv      = nullptr;
+    struct ggml_tensor * wq_a      = nullptr;
+    struct ggml_tensor * wq_b      = nullptr;
+    struct ggml_tensor * wkv_a_mqa = nullptr;
+    struct ggml_tensor * wkv_b     = nullptr;
+    struct ggml_tensor * wk_b      = nullptr;
+    struct ggml_tensor * wv_b      = nullptr;
+    struct ggml_tensor * wq_cross  = nullptr;
+    struct ggml_tensor * wk_cross  = nullptr;
+    struct ggml_tensor * wv_cross  = nullptr;
+    struct ggml_tensor * wo_cross  = nullptr;
+    struct ggml_tensor * wq_enc    = nullptr;
+    struct ggml_tensor * wk_enc    = nullptr;
+    struct ggml_tensor * wv_enc    = nullptr;
+    struct ggml_tensor * wo_enc    = nullptr;
+
+    // attention bias
+    struct ggml_tensor * bq   = nullptr;
+    struct ggml_tensor * bk   = nullptr;
+    struct ggml_tensor * bv   = nullptr;
+    struct ggml_tensor * bo   = nullptr;
+    struct ggml_tensor * bqkv = nullptr;
+
+    // relative position bias
+    struct ggml_tensor * attn_rel_b       = nullptr;
+    struct ggml_tensor * attn_rel_b_enc   = nullptr;
+    struct ggml_tensor * attn_rel_b_cross = nullptr;
+
+    // normalization
+    struct ggml_tensor * ffn_norm         = nullptr;
+    struct ggml_tensor * ffn_norm_b       = nullptr;
+    struct ggml_tensor * ffn_post_norm    = nullptr;
+    struct ggml_tensor * layer_out_norm   = nullptr;
+    struct ggml_tensor * layer_out_norm_b = nullptr;
+    struct ggml_tensor * ffn_norm_exps    = nullptr;
+    struct ggml_tensor * ffn_norm_enc     = nullptr;
+
+    // ff
+    struct ggml_tensor * ffn_gate     = nullptr; // w1
+    struct ggml_tensor * ffn_down     = nullptr; // w2
+    struct ggml_tensor * ffn_up       = nullptr; // w3
+    struct ggml_tensor * ffn_gate_enc = nullptr;
+    struct ggml_tensor * ffn_down_enc = nullptr;
+    struct ggml_tensor * ffn_up_enc   = nullptr;
+
+    // ff MoE
+    struct ggml_tensor * ffn_gate_inp  = nullptr;
+    struct ggml_tensor * ffn_gate_exps = nullptr;
+    struct ggml_tensor * ffn_down_exps = nullptr;
+    struct ggml_tensor * ffn_up_exps   = nullptr;
+
+    // ff shared expert (shexp)
+    struct ggml_tensor * ffn_gate_inp_shexp = nullptr;
+    struct ggml_tensor * ffn_gate_shexp     = nullptr;
+    struct ggml_tensor * ffn_down_shexp     = nullptr;
+    struct ggml_tensor * ffn_up_shexp       = nullptr;
+
+    // ff bias
+    struct ggml_tensor * ffn_gate_b = nullptr;
+    struct ggml_tensor * ffn_down_b = nullptr; // b2
+    struct ggml_tensor * ffn_up_b   = nullptr; // b3
+    struct ggml_tensor * ffn_act    = nullptr;
+    struct ggml_tensor * ffn_exp_probs_b = nullptr;
+
+    // mamba proj
+    struct ggml_tensor * ssm_in  = nullptr;
+    struct ggml_tensor * ssm_x   = nullptr;
+    struct ggml_tensor * ssm_dt  = nullptr;
+    struct ggml_tensor * ssm_out = nullptr;
+
+    // mamba
+    struct ggml_tensor * ssm_conv1d = nullptr;
+    struct ggml_tensor * ssm_a      = nullptr;
+    struct ggml_tensor * ssm_d      = nullptr;
+
+    // mamba bias
+    struct ggml_tensor * ssm_conv1d_b = nullptr;
+    struct ggml_tensor * ssm_dt_b     = nullptr;
+
+    // rwkv
+    struct ggml_tensor * time_mix_w1         = nullptr;
+    struct ggml_tensor * time_mix_w2         = nullptr;
+    struct ggml_tensor * time_mix_lerp_x     = nullptr;
+    struct ggml_tensor * time_mix_lerp_w     = nullptr;
+    struct ggml_tensor * time_mix_lerp_k     = nullptr;
+    struct ggml_tensor * time_mix_lerp_v     = nullptr;
+    struct ggml_tensor * time_mix_lerp_r     = nullptr;
+    struct ggml_tensor * time_mix_lerp_g     = nullptr;
+    struct ggml_tensor * time_mix_lerp_fused = nullptr;
+
+    struct ggml_tensor * time_mix_first        = nullptr;
+    struct ggml_tensor * time_mix_decay        = nullptr;
+    struct ggml_tensor * time_mix_decay_w1     = nullptr;
+    struct ggml_tensor * time_mix_decay_w2     = nullptr;
+    struct ggml_tensor * time_mix_key          = nullptr;
+    struct ggml_tensor * time_mix_key_b        = nullptr;
+    struct ggml_tensor * time_mix_value        = nullptr;
+    struct ggml_tensor * time_mix_value_b      = nullptr;
+    struct ggml_tensor * time_mix_receptance   = nullptr;
+    struct ggml_tensor * time_mix_receptance_b = nullptr;
+    struct ggml_tensor * time_mix_gate         = nullptr;
+
+    // rwkv7
+    struct ggml_tensor * time_mix_w0         = nullptr;
+    struct ggml_tensor * time_mix_a0         = nullptr;
+    struct ggml_tensor * time_mix_a1         = nullptr;
+    struct ggml_tensor * time_mix_a2         = nullptr;
+    struct ggml_tensor * time_mix_v0         = nullptr;
+    struct ggml_tensor * time_mix_v1         = nullptr;
+    struct ggml_tensor * time_mix_v2         = nullptr;
+    struct ggml_tensor * time_mix_g1         = nullptr;
+    struct ggml_tensor * time_mix_g2         = nullptr;
+    struct ggml_tensor * time_mix_k_k        = nullptr;
+    struct ggml_tensor * time_mix_k_a        = nullptr;
+    struct ggml_tensor * time_mix_r_k        = nullptr;
+
+    struct ggml_tensor * time_mix_ln     = nullptr;
+    struct ggml_tensor * time_mix_ln_b   = nullptr;
+    struct ggml_tensor * time_mix_output = nullptr;
+
+    struct ggml_tensor * channel_mix_lerp_k = nullptr;
+    struct ggml_tensor * channel_mix_lerp_r = nullptr;
+
+    struct ggml_tensor * channel_mix_key        = nullptr;
+    struct ggml_tensor * channel_mix_receptance = nullptr;
+    struct ggml_tensor * channel_mix_value      = nullptr;
+
+    // long rope factors
+    struct ggml_tensor * rope_long  = nullptr;
+    struct ggml_tensor * rope_short = nullptr;
+    struct ggml_tensor * rope_freqs = nullptr;
+
+    // bitnet scale
+    struct ggml_tensor * wq_scale       = nullptr;
+    struct ggml_tensor * wk_scale       = nullptr;
+    struct ggml_tensor * wv_scale       = nullptr;
+    struct ggml_tensor * wo_scale       = nullptr;
+    struct ggml_tensor * ffn_gate_scale = nullptr;
+    struct ggml_tensor * ffn_up_scale   = nullptr;
+    struct ggml_tensor * ffn_down_scale = nullptr;
+
+    struct ggml_tensor * bskcn_tv = nullptr;
+
+    struct llama_layer_posnet posnet;
+
+    struct llama_layer_convnext convnext;
+};
+
+struct llama_model {
+    llm_type type = LLM_TYPE_UNKNOWN;
+    llm_arch arch = LLM_ARCH_UNKNOWN;
+
+    std::string name = "n/a";
+
+    llama_hparams hparams = {};
+    llama_vocab   vocab;
+
+    struct ggml_tensor * tok_embd   = nullptr;
+    struct ggml_tensor * type_embd  = nullptr;
+    struct ggml_tensor * pos_embd   = nullptr;
+    struct ggml_tensor * tok_norm   = nullptr;
+    struct ggml_tensor * tok_norm_b = nullptr;
+
+    struct ggml_tensor * output_norm     = nullptr;
+    struct ggml_tensor * output_norm_b   = nullptr;
+    struct ggml_tensor * output          = nullptr;
+    struct ggml_tensor * output_b        = nullptr;
+    struct ggml_tensor * output_norm_enc = nullptr;
+
+    // classifier
+    struct ggml_tensor * cls       = nullptr;
+    struct ggml_tensor * cls_b     = nullptr;
+    struct ggml_tensor * cls_out   = nullptr;
+    struct ggml_tensor * cls_out_b = nullptr;
+
+    struct ggml_tensor * conv1d   = nullptr;
+    struct ggml_tensor * conv1d_b = nullptr;
+
+    std::vector<llama_layer> layers;
+
+    llama_model_params params;
+
+    // gguf metadata
+    std::unordered_map<std::string, std::string> gguf_kv;
+
+    // list of devices used in this model
+    std::vector<ggml_backend_dev_t> devices;
+
+    // for quantize-stats only
+    std::vector<std::pair<std::string, struct ggml_tensor *>> tensors_by_name;
+
+    int64_t t_load_us  = 0;
+    int64_t t_start_us = 0;
+
+    explicit llama_model(const struct llama_model_params & params);
+    ~llama_model();
+
+    void load_stats  (llama_model_loader & ml);
+    void load_arch   (llama_model_loader & ml);
+    void load_hparams(llama_model_loader & ml);
+    void load_vocab  (llama_model_loader & ml);
+    bool load_tensors(llama_model_loader & ml); // returns false if cancelled by progress_callback
+
+    std::string arch_name() const;
+    std::string type_name() const;
+
+    std::string desc() const;
+
+    size_t size() const;
+    size_t n_tensors() const;
+    size_t n_devices() const;
+
+    // total number of parameters in the model
+    uint64_t n_elements() const;
+
+    void print_info() const;
+
+    ggml_backend_dev_t dev_layer(int il) const;
+    ggml_backend_dev_t dev_output() const;
+
+    ggml_backend_buffer_type_t select_buft(int il) const;
+
+    bool has_tensor_overrides() const;
+
+    const struct ggml_tensor * get_tensor(const char * name) const;
+
+    ggml_tensor * get_rope_factors(uint32_t n_ctx_per_seq, int il) const;
+
+    // note: can mutate `cparams`
+    // TODO: move this to new llm_arch_model_i interface
+    llama_memory_i * create_memory(const llama_memory_params & params, llama_cparams & cparams) const;
+
+    // TODO: move this to new llm_arch_model_i interface
+    llm_graph_result_ptr build_graph(
+            const llm_graph_params & params,
+                       ggml_cgraph * gf,
+                    llm_graph_type   type) const;
+
+private:
+    struct impl;
+    std::unique_ptr<impl> pimpl;
+};
+
+const char * llm_type_name(llm_type type);
+
+// For internal test use
+// TODO: remove
+const std::vector<std::pair<std::string, ggml_tensor *>> & llama_internal_get_tensor_map(const llama_model * model);
diff --git a/llama/llama.cpp/src/llama-quant.cpp b/llama/llama.cpp/src/llama-quant.cpp
new file mode 100644
index 0000000..820d512
--- /dev/null
+++ b/llama/llama.cpp/src/llama-quant.cpp
@@ -0,0 +1,964 @@
+#include "llama-quant.h"
+
+#include "llama-impl.h"
+#include "llama-model.h"
+#include "llama-model-loader.h"
+
+#include <algorithm>
+#include <cmath>
+#include <cstring>
+#include <cinttypes>
+#include <fstream>
+#include <mutex>
+#include <regex>
+#include <thread>
+#include <unordered_map>
+
+static void zeros(std::ofstream & file, size_t n) {
+    char zero = 0;
+    for (size_t i = 0; i < n; ++i) {
+        file.write(&zero, 1);
+    }
+}
+
+struct quantize_state_impl {
+    const llama_model                 & model;
+    const llama_model_quantize_params * params;
+
+    int n_attention_wv = 0;
+    int n_ffn_down     = 0;
+    int n_ffn_gate     = 0;
+    int n_ffn_up       = 0;
+    int i_attention_wv = 0;
+    int i_ffn_down     = 0;
+    int i_ffn_gate     = 0;
+    int i_ffn_up       = 0;
+
+    int n_k_quantized = 0;
+    int n_fallback    = 0;
+
+    bool has_imatrix = false;
+
+    // used to figure out if a model shares tok_embd with the output weight
+    bool has_output = false;
+
+    quantize_state_impl(const llama_model & model, const llama_model_quantize_params * params)
+        : model(model)
+        , params(params)
+        {}
+};
+
+// changes to this struct must be replicated in quantize.cpp
+struct tensor_quantization {
+    std::string name;
+    ggml_type quant = GGML_TYPE_COUNT;
+};
+
+static void llama_tensor_dequantize_impl(
+    ggml_tensor * tensor, std::vector<no_init<float>> & output, std::vector<std::thread> & workers,
+    const size_t nelements, const int nthread
+) {
+    if (output.size() < nelements) {
+        output.resize(nelements);
+    }
+    float * f32_output = (float *) output.data();
+
+    const ggml_type_traits * qtype = ggml_get_type_traits(tensor->type);
+    if (ggml_is_quantized(tensor->type)) {
+        if (qtype->to_float == NULL) {
+            throw std::runtime_error(format("type %s unsupported for integer quantization: no dequantization available", ggml_type_name(tensor->type)));
+        }
+    } else if (tensor->type != GGML_TYPE_F16 &&
+               tensor->type != GGML_TYPE_BF16) {
+        throw std::runtime_error(format("cannot dequantize/convert tensor type %s", ggml_type_name(tensor->type)));
+    }
+
+    if (nthread < 2) {
+        if (tensor->type == GGML_TYPE_F16) {
+            ggml_fp16_to_fp32_row((ggml_fp16_t *)tensor->data, f32_output, nelements);
+        } else if (tensor->type == GGML_TYPE_BF16) {
+            ggml_bf16_to_fp32_row((ggml_bf16_t *)tensor->data, f32_output, nelements);
+        } else if (ggml_is_quantized(tensor->type)) {
+            qtype->to_float(tensor->data, f32_output, nelements);
+        } else {
+            GGML_ABORT("fatal error"); // unreachable
+        }
+        return;
+    }
+
+    size_t block_size;
+    if (tensor->type == GGML_TYPE_F16 ||
+        tensor->type == GGML_TYPE_BF16) {
+        block_size = 1;
+    } else {
+        block_size = (size_t)ggml_blck_size(tensor->type);
+    }
+
+    size_t block_size_bytes = ggml_type_size(tensor->type);
+
+    GGML_ASSERT(nelements % block_size == 0);
+    size_t nblocks = nelements / block_size;
+    size_t blocks_per_thread = nblocks / nthread;
+    size_t spare_blocks = nblocks - (blocks_per_thread * nthread); // if blocks aren't divisible by thread count
+
+    size_t in_buff_offs = 0;
+    size_t out_buff_offs = 0;
+
+    for (int tnum = 0; tnum < nthread; tnum++) {
+        size_t thr_blocks = blocks_per_thread + (tnum == nthread - 1 ? spare_blocks : 0); // num blocks for this thread
+        size_t thr_elems = thr_blocks * block_size; // number of elements for this thread
+        size_t thr_block_bytes = thr_blocks * block_size_bytes; // number of input bytes for this thread
+
+        auto compute = [qtype] (ggml_type typ, uint8_t * inbuf, float * outbuf, int nels) {
+            if (typ == GGML_TYPE_F16) {
+                ggml_fp16_to_fp32_row((ggml_fp16_t *)inbuf, outbuf, nels);
+            } else if (typ == GGML_TYPE_BF16) {
+                ggml_bf16_to_fp32_row((ggml_bf16_t *)inbuf, outbuf, nels);
+            } else {
+                qtype->to_float(inbuf, outbuf, nels);
+            }
+        };
+        workers.emplace_back(compute, tensor->type, (uint8_t *) tensor->data + in_buff_offs, f32_output + out_buff_offs, thr_elems);
+        in_buff_offs += thr_block_bytes;
+        out_buff_offs += thr_elems;
+    }
+    for (auto & w : workers) { w.join(); }
+    workers.clear();
+}
+
+static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_type, const ggml_tensor * tensor, llama_ftype ftype) {
+    const std::string name = ggml_get_name(tensor);
+
+    // TODO: avoid hardcoded tensor names - use the TN_* constants
+    const llm_arch arch = qs.model.arch;
+    const auto       tn = LLM_TN(arch);
+
+    auto use_more_bits = [](int i_layer, int n_layers) -> bool {
+        return i_layer < n_layers/8 || i_layer >= 7*n_layers/8 || (i_layer - n_layers/8)%3 == 2;
+    };
+    const int n_expert = std::max(1, (int)qs.model.hparams.n_expert);
+    auto layer_info = [n_expert] (int i_layer, int n_layer, const char * name) {
+        if (n_expert > 1) {
+            // Believe it or not, "experts" in the FFN of Mixtral-8x7B are not consecutive, but occasionally randomly
+            // sprinkled in the model. Hence, simply dividing i_ffn_down by n_expert does not work
+            // for getting the current layer as I initially thought, and we need to resort to parsing the
+            // tensor name.
+            if (sscanf(name, "blk.%d.", &i_layer) != 1) {
+                throw std::runtime_error(format("Failed to determine layer for tensor %s", name));
+            }
+            if (i_layer < 0 || i_layer >= n_layer) {
+                throw std::runtime_error(format("Bad layer %d for tensor %s. Must be in [0, %d)", i_layer, name, n_layer));
+            }
+        }
+        return std::make_pair(i_layer, n_layer);
+    };
+
+    // for arches that share the same tensor between the token embeddings and the output, we quantize the token embeddings
+    // with the quantization of the output tensor
+    if (name == tn(LLM_TENSOR_OUTPUT, "weight") || (!qs.has_output && name == tn(LLM_TENSOR_TOKEN_EMBD, "weight"))) {
+        if (qs.params->output_tensor_type < GGML_TYPE_COUNT) {
+            new_type = qs.params->output_tensor_type;
+        } else {
+            const int64_t nx = tensor->ne[0];
+            const int64_t qk_k = ggml_blck_size(new_type);
+
+            if (arch == LLM_ARCH_FALCON || nx % qk_k != 0) {
+                new_type = GGML_TYPE_Q8_0;
+            }
+            else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS ||
+                     ftype == LLAMA_FTYPE_MOSTLY_IQ1_S   || ftype == LLAMA_FTYPE_MOSTLY_IQ2_S  || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M   ||
+                     ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) {
+                new_type = GGML_TYPE_Q5_K;
+            }
+            else if (new_type != GGML_TYPE_Q8_0) {
+                new_type = GGML_TYPE_Q6_K;
+            }
+        }
+    } else if (name == "token_embd.weight") {
+        if (qs.params->token_embedding_type < GGML_TYPE_COUNT) {
+            new_type = qs.params->token_embedding_type;
+        } else {
+            if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS ||
+                ftype == LLAMA_FTYPE_MOSTLY_IQ1_S   || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) {
+                new_type = GGML_TYPE_Q2_K;
+            }
+            else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M) {
+                new_type = GGML_TYPE_IQ3_S;
+            }
+            else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS) {
+                new_type = GGML_TYPE_IQ3_S;
+            }
+            else if (ftype == LLAMA_FTYPE_MOSTLY_TQ1_0 || ftype == LLAMA_FTYPE_MOSTLY_TQ2_0) {
+                new_type = GGML_TYPE_Q4_K;
+            }
+        }
+    } else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_S ||
+               ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M    || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) {
+        if (name.find("attn_v.weight") != std::string::npos) {
+            if (qs.model.hparams.n_gqa() >= 4 || qs.model.hparams.n_expert >= 4) new_type = GGML_TYPE_Q4_K;
+            else new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K;
+            ++qs.i_attention_wv;
+        }
+        else if (qs.model.hparams.n_expert == 8 && name.find("attn_k.weight") != std::string::npos) {
+            new_type = GGML_TYPE_Q4_K;
+        }
+        else if (name.find("ffn_down") != std::string::npos) {
+            if (qs.i_ffn_down < qs.n_ffn_down/8) {
+                new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K;
+            }
+            ++qs.i_ffn_down;
+        }
+        else if (name.find("attn_output.weight") != std::string::npos) {
+            if (qs.model.hparams.n_expert == 8) {
+                new_type = GGML_TYPE_Q5_K;
+            } else {
+                if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_S || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) new_type = GGML_TYPE_IQ2_XXS;
+                else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M) new_type = GGML_TYPE_IQ3_S;
+            }
+        }
+    } else if (name.find("attn_v.weight") != std::string::npos) {
+        if      (ftype == LLAMA_FTYPE_MOSTLY_Q2_K) {
+            new_type = qs.model.hparams.n_gqa() >= 4 ? GGML_TYPE_Q4_K : GGML_TYPE_Q3_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K_S && qs.model.hparams.n_gqa() >= 4) {
+            new_type = GGML_TYPE_Q4_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS) {
+            new_type = qs.model.hparams.n_gqa() >= 4 ? GGML_TYPE_Q4_K : !qs.has_imatrix ? GGML_TYPE_IQ3_S : GGML_TYPE_IQ3_XXS;
+        }
+        else if ((ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_S) && qs.model.hparams.n_gqa() >= 4) {
+            new_type = GGML_TYPE_Q4_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_M) {
+            new_type = GGML_TYPE_Q4_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M) {
+            new_type = qs.i_attention_wv < 2 ? GGML_TYPE_Q5_K : GGML_TYPE_Q4_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L) new_type = GGML_TYPE_Q5_K;
+        else if ((ftype == LLAMA_FTYPE_MOSTLY_IQ4_NL || ftype == LLAMA_FTYPE_MOSTLY_IQ4_XS) && qs.model.hparams.n_gqa() >= 4) {
+            new_type = GGML_TYPE_Q5_K;
+        }
+        else if ((ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M || ftype == LLAMA_FTYPE_MOSTLY_Q5_K_M) &&
+                use_more_bits(qs.i_attention_wv, qs.n_attention_wv)) new_type = GGML_TYPE_Q6_K;
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q4_K_S && qs.i_attention_wv < 4) new_type = GGML_TYPE_Q5_K;
+        if (qs.model.type == LLM_TYPE_70B) {
+            // In the 70B model we have 8 heads sharing the same attn_v weights. As a result, the attn_v.weight tensor is
+            // 8x smaller compared to attn_q.weight. Hence, we can get a nice boost in quantization accuracy with
+            // nearly negligible increase in model size by quantizing this tensor with more bits:
+            if (new_type == GGML_TYPE_Q3_K || new_type == GGML_TYPE_Q4_K) new_type = GGML_TYPE_Q5_K;
+        }
+        if (qs.model.hparams.n_expert == 8) {
+            // for the 8-expert model, bumping this to Q8_0 trades just ~128MB
+            // TODO: explore better strategies
+            new_type = GGML_TYPE_Q8_0;
+        }
+        ++qs.i_attention_wv;
+    } else if (name.find("attn_k.weight") != std::string::npos) {
+        if (qs.model.hparams.n_expert == 8) {
+            // for the 8-expert model, bumping this to Q8_0 trades just ~128MB
+            // TODO: explore better strategies
+            new_type = GGML_TYPE_Q8_0;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS) {
+            new_type = GGML_TYPE_IQ3_XXS;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS) {
+            new_type = GGML_TYPE_IQ2_S;
+        }
+    } else if (name.find("attn_q.weight") != std::string::npos) {
+        if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS) {
+            new_type = GGML_TYPE_IQ3_XXS;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS) {
+            new_type = GGML_TYPE_IQ2_S;
+        }
+    } else if (name.find("ffn_down") != std::string::npos) {
+        auto info = layer_info(qs.i_ffn_down, qs.n_ffn_down, name.c_str());
+        int i_layer = info.first, n_layer = info.second;
+        if      (ftype == LLAMA_FTYPE_MOSTLY_Q2_K) new_type = GGML_TYPE_Q3_K;
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K_S) {
+            if (i_layer < n_layer/8) new_type = GGML_TYPE_Q4_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS && !qs.has_imatrix) {
+            new_type = i_layer < n_layer/8 ? GGML_TYPE_Q4_K : GGML_TYPE_Q3_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M) {
+            new_type = i_layer < n_layer/16 ? GGML_TYPE_Q5_K
+                     : arch != LLM_ARCH_FALCON || use_more_bits(i_layer, n_layer) ? GGML_TYPE_Q4_K
+                     : GGML_TYPE_Q3_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_M && (i_layer < n_layer/8 ||
+                    (qs.model.hparams.n_expert == 8 && use_more_bits(i_layer, n_layer)))) {
+            new_type = GGML_TYPE_Q4_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L) {
+            new_type = arch == LLM_ARCH_FALCON ? GGML_TYPE_Q4_K : GGML_TYPE_Q5_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M) {
+            if (arch == LLM_ARCH_FALCON) {
+                new_type = i_layer < n_layer/16 ? GGML_TYPE_Q6_K :
+                           use_more_bits(i_layer, n_layer) ? GGML_TYPE_Q5_K : GGML_TYPE_Q4_K;
+            } else {
+                if (use_more_bits(i_layer, n_layer)) new_type = GGML_TYPE_Q6_K;
+            }
+        }
+        else if (i_layer < n_layer/8 && (ftype == LLAMA_FTYPE_MOSTLY_IQ4_NL || ftype == LLAMA_FTYPE_MOSTLY_IQ4_XS) && !qs.has_imatrix) {
+            new_type = GGML_TYPE_Q5_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q5_K_M && use_more_bits(i_layer, n_layer)) new_type = GGML_TYPE_Q6_K;
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q4_K_S && arch != LLM_ARCH_FALCON && i_layer < n_layer/8) {
+            new_type = GGML_TYPE_Q5_K;
+        }
+        else if ((ftype == LLAMA_FTYPE_MOSTLY_Q4_0 || ftype == LLAMA_FTYPE_MOSTLY_Q5_0)
+                && qs.has_imatrix && i_layer < n_layer/8) {
+            // Guard against craziness in the first few ffn_down layers that can happen even with imatrix for Q4_0/Q5_0.
+            // We only do it when an imatrix is provided because a) we want to make sure that one can always get the
+            // same quantization as before imatrix stuff, and b) Q4_1/Q5_1 do go crazy on ffn_down without an imatrix.
+            new_type = ftype == LLAMA_FTYPE_MOSTLY_Q4_0 ? GGML_TYPE_Q4_1 : GGML_TYPE_Q5_1;
+        }
+        ++qs.i_ffn_down;
+    } else if (name.find("attn_output.weight") != std::string::npos) {
+        if (arch != LLM_ARCH_FALCON) {
+            if (qs.model.hparams.n_expert == 8) {
+                if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K   || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS ||
+                    ftype == LLAMA_FTYPE_MOSTLY_Q3_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M  || ftype == LLAMA_FTYPE_MOSTLY_IQ4_NL  ||
+                    ftype == LLAMA_FTYPE_MOSTLY_Q4_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M  || ftype == LLAMA_FTYPE_MOSTLY_IQ3_S  ||
+                    ftype == LLAMA_FTYPE_MOSTLY_IQ3_M  || ftype == LLAMA_FTYPE_MOSTLY_IQ4_XS) {
+                    new_type = GGML_TYPE_Q5_K;
+                }
+            } else {
+                if      (ftype == LLAMA_FTYPE_MOSTLY_Q2_K   ) new_type = GGML_TYPE_Q3_K;
+                else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS) new_type = GGML_TYPE_IQ3_S;
+                else if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M ) new_type = GGML_TYPE_Q4_K;
+                else if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L ) new_type = GGML_TYPE_Q5_K;
+                else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_M  ) new_type = GGML_TYPE_Q4_K;
+            }
+        } else {
+            if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L) new_type = GGML_TYPE_Q4_K;
+        }
+    }
+    else if (name.find("attn_qkv.weight") != std::string::npos) {
+        if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L || ftype == LLAMA_FTYPE_MOSTLY_IQ3_M) {
+            new_type = GGML_TYPE_Q4_K;
+        }
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M) new_type = GGML_TYPE_Q5_K;
+        else if (ftype == LLAMA_FTYPE_MOSTLY_Q5_K_M) new_type = GGML_TYPE_Q6_K;
+    }
+    else if (name.find("ffn_gate") != std::string::npos) {
+        auto info = layer_info(qs.i_ffn_gate, qs.n_ffn_gate, name.c_str());
+        int i_layer = info.first, n_layer = info.second;
+        if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS && (i_layer >= n_layer/8 && i_layer < 7*n_layer/8)) {
+            new_type = GGML_TYPE_IQ3_XXS;
+        }
+        ++qs.i_ffn_gate;
+    }
+    else if (name.find("ffn_up") != std::string::npos) {
+        auto info = layer_info(qs.i_ffn_up, qs.n_ffn_up, name.c_str());
+        int i_layer = info.first, n_layer = info.second;
+        if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS && (i_layer >= n_layer/8 && i_layer < 7*n_layer/8)) {
+            new_type = GGML_TYPE_IQ3_XXS;
+        }
+        ++qs.i_ffn_up;
+    }
+
+    //    if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K) new_type = GGML_TYPE_Q3_K;
+    //}
+    // IK: let's remove this, else Q2_K is almost the same as Q3_K_S
+    //else if (name.find("ffn_gate") != std::string::npos || name.find("ffn_up") != std::string::npos) {
+    //    if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K) new_type = GGML_TYPE_Q3_K;
+    //}
+    // This can be used to reduce the size of the Q5_K_S model.
+    // The associated PPL increase is fully in line with the size reduction
+    //else {
+    //    if (ftype == LLAMA_FTYPE_MOSTLY_Q5_K_S) new_type = GGML_TYPE_Q4_K;
+    //}
+    bool convert_incompatible_tensor = false;
+    {
+        const int64_t nx = tensor->ne[0];
+        const int64_t ny = tensor->ne[1];
+        const int64_t qk_k = ggml_blck_size(new_type);
+
+        if (nx % qk_k != 0) {
+            LLAMA_LOG_WARN("\n\n%s : tensor cols %" PRId64 " x %" PRId64 " are not divisible by %" PRId64 ", required for %s", __func__, nx, ny, qk_k, ggml_type_name(new_type));
+            convert_incompatible_tensor = true;
+        } else {
+            ++qs.n_k_quantized;
+        }
+    }
+
+    if (convert_incompatible_tensor) {
+        switch (new_type) {
+            case GGML_TYPE_TQ1_0:
+            case GGML_TYPE_TQ2_0:  new_type = GGML_TYPE_Q4_0; break;  // TODO: use a symmetric type instead
+            case GGML_TYPE_IQ2_XXS:
+            case GGML_TYPE_IQ2_XS:
+            case GGML_TYPE_IQ2_S:
+            case GGML_TYPE_IQ3_XXS:
+            case GGML_TYPE_IQ3_S:
+            case GGML_TYPE_IQ1_S:
+            case GGML_TYPE_IQ1_M:
+            case GGML_TYPE_Q2_K:
+            case GGML_TYPE_Q3_K:
+            case GGML_TYPE_IQ4_XS: new_type = GGML_TYPE_IQ4_NL; break;
+            case GGML_TYPE_Q4_K:   new_type = GGML_TYPE_Q5_0;   break;
+            case GGML_TYPE_Q5_K:   new_type = GGML_TYPE_Q5_1;   break;
+            case GGML_TYPE_Q6_K:   new_type = GGML_TYPE_Q8_0;   break;
+            default: throw std::runtime_error("\nUnsupported tensor size encountered\n");
+        }
+        if (tensor->ne[0] % ggml_blck_size(new_type) != 0) {
+            new_type = GGML_TYPE_F16;
+        }
+        LLAMA_LOG_WARN(" - using fallback quantization %s\n", ggml_type_name(new_type));
+        ++qs.n_fallback;
+    }
+
+    return new_type;
+}
+
+static size_t llama_tensor_quantize_impl(enum ggml_type new_type, const float * f32_data, void * new_data, const int64_t chunk_size, int64_t nrows, int64_t n_per_row, const float * imatrix, std::vector<std::thread> & workers, const int nthread) {
+    if (nthread < 2) {
+        // single-thread
+        size_t new_size = ggml_quantize_chunk(new_type, f32_data, new_data, 0, nrows, n_per_row, imatrix);
+        if (!ggml_validate_row_data(new_type, new_data, new_size)) {
+            throw std::runtime_error("quantized data validation failed");
+        }
+        return new_size;
+    }
+
+    std::mutex mutex;
+    int64_t counter = 0;
+    size_t new_size = 0;
+    bool valid = true;
+    auto compute = [&mutex, &counter, &new_size, &valid, new_type, f32_data, new_data, chunk_size,
+            nrows, n_per_row, imatrix]() {
+        const int64_t nrows_per_chunk = chunk_size / n_per_row;
+        size_t local_size = 0;
+        while (true) {
+            std::unique_lock<std::mutex> lock(mutex);
+            int64_t first_row = counter; counter += nrows_per_chunk;
+            if (first_row >= nrows) {
+                if (local_size > 0) {
+                    new_size += local_size;
+                }
+                break;
+            }
+            lock.unlock();
+            const int64_t this_nrow = std::min(nrows - first_row, nrows_per_chunk);
+            size_t this_size = ggml_quantize_chunk(new_type, f32_data, new_data, first_row * n_per_row, this_nrow, n_per_row, imatrix);
+            local_size += this_size;
+
+            // validate the quantized data
+            const size_t row_size  = ggml_row_size(new_type, n_per_row);
+            void * this_data = (char *) new_data + first_row * row_size;
+            if (!ggml_validate_row_data(new_type, this_data, this_size)) {
+                std::unique_lock<std::mutex> lock(mutex);
+                valid = false;
+                break;
+            }
+        }
+    };
+    for (int it = 0; it < nthread - 1; ++it) {
+        workers.emplace_back(compute);
+    }
+    compute();
+    for (auto & w : workers) { w.join(); }
+    workers.clear();
+    if (!valid) {
+        throw std::runtime_error("quantized data validation failed");
+    }
+    return new_size;
+}
+
+static void llama_model_quantize_impl(const std::string & fname_inp, const std::string & fname_out, const llama_model_quantize_params * params) {
+    ggml_type default_type;
+    llama_ftype ftype = params->ftype;
+
+    switch (params->ftype) {
+        case LLAMA_FTYPE_MOSTLY_Q4_0: default_type = GGML_TYPE_Q4_0; break;
+        case LLAMA_FTYPE_MOSTLY_Q4_1: default_type = GGML_TYPE_Q4_1; break;
+        case LLAMA_FTYPE_MOSTLY_Q5_0: default_type = GGML_TYPE_Q5_0; break;
+        case LLAMA_FTYPE_MOSTLY_Q5_1: default_type = GGML_TYPE_Q5_1; break;
+        case LLAMA_FTYPE_MOSTLY_Q8_0: default_type = GGML_TYPE_Q8_0; break;
+        case LLAMA_FTYPE_MOSTLY_F16:  default_type = GGML_TYPE_F16;  break;
+        case LLAMA_FTYPE_MOSTLY_BF16: default_type = GGML_TYPE_BF16; break;
+        case LLAMA_FTYPE_ALL_F32:     default_type = GGML_TYPE_F32;  break;
+
+        // K-quants
+        case LLAMA_FTYPE_MOSTLY_Q2_K_S:
+        case LLAMA_FTYPE_MOSTLY_Q2_K:    default_type = GGML_TYPE_Q2_K;    break;
+        case LLAMA_FTYPE_MOSTLY_IQ3_XS:  default_type = GGML_TYPE_IQ3_S;   break;
+        case LLAMA_FTYPE_MOSTLY_Q3_K_S:
+        case LLAMA_FTYPE_MOSTLY_Q3_K_M:
+        case LLAMA_FTYPE_MOSTLY_Q3_K_L:  default_type = GGML_TYPE_Q3_K;    break;
+        case LLAMA_FTYPE_MOSTLY_Q4_K_S:
+        case LLAMA_FTYPE_MOSTLY_Q4_K_M:  default_type = GGML_TYPE_Q4_K;    break;
+        case LLAMA_FTYPE_MOSTLY_Q5_K_S:
+        case LLAMA_FTYPE_MOSTLY_Q5_K_M:  default_type = GGML_TYPE_Q5_K;    break;
+        case LLAMA_FTYPE_MOSTLY_Q6_K:    default_type = GGML_TYPE_Q6_K;    break;
+        case LLAMA_FTYPE_MOSTLY_TQ1_0:   default_type = GGML_TYPE_TQ1_0;   break;
+        case LLAMA_FTYPE_MOSTLY_TQ2_0:   default_type = GGML_TYPE_TQ2_0;   break;
+        case LLAMA_FTYPE_MOSTLY_IQ2_XXS: default_type = GGML_TYPE_IQ2_XXS; break;
+        case LLAMA_FTYPE_MOSTLY_IQ2_XS:  default_type = GGML_TYPE_IQ2_XS;  break;
+        case LLAMA_FTYPE_MOSTLY_IQ2_S:   default_type = GGML_TYPE_IQ2_XS;  break;
+        case LLAMA_FTYPE_MOSTLY_IQ2_M:   default_type = GGML_TYPE_IQ2_S;   break;
+        case LLAMA_FTYPE_MOSTLY_IQ3_XXS: default_type = GGML_TYPE_IQ3_XXS; break;
+        case LLAMA_FTYPE_MOSTLY_IQ1_S:   default_type = GGML_TYPE_IQ1_S;   break;
+        case LLAMA_FTYPE_MOSTLY_IQ1_M:   default_type = GGML_TYPE_IQ1_M;   break;
+        case LLAMA_FTYPE_MOSTLY_IQ4_NL:  default_type = GGML_TYPE_IQ4_NL;  break;
+        case LLAMA_FTYPE_MOSTLY_IQ4_XS:  default_type = GGML_TYPE_IQ4_XS;  break;
+        case LLAMA_FTYPE_MOSTLY_IQ3_S:   default_type = GGML_TYPE_IQ3_S;   break;
+        case LLAMA_FTYPE_MOSTLY_IQ3_M:   default_type = GGML_TYPE_IQ3_S;   break;
+
+        default: throw std::runtime_error(format("invalid output file type %d\n", ftype));
+    }
+
+    int nthread = params->nthread;
+
+    if (nthread <= 0) {
+        nthread = std::thread::hardware_concurrency();
+    }
+
+    // mmap consistently increases speed on Linux, and also increases speed on Windows with
+    // hot cache. It may cause a slowdown on macOS, possibly related to free memory.
+#if defined(__linux__) || defined(_WIN32)
+    constexpr bool use_mmap = true;
+#else
+    constexpr bool use_mmap = false;
+#endif
+
+    llama_model_kv_override * kv_overrides = nullptr;
+    if (params->kv_overrides) {
+        auto * v = (std::vector<llama_model_kv_override>*)params->kv_overrides;
+        kv_overrides = v->data();
+    }
+
+    std::vector<std::string> splits = {};
+    llama_model_loader ml(fname_inp, splits, use_mmap, /*check_tensors*/ true, kv_overrides, nullptr);
+    ml.init_mappings(false); // no prefetching
+
+    llama_model model(llama_model_default_params());
+
+    model.load_arch   (ml);
+    model.load_hparams(ml);
+    model.load_stats  (ml);
+
+    quantize_state_impl qs(model, params);
+
+    if (params->only_copy) {
+        ftype = ml.ftype;
+    }
+    const std::unordered_map<std::string, std::vector<float>> * imatrix_data = nullptr;
+    if (params->imatrix) {
+        imatrix_data = static_cast<const std::unordered_map<std::string, std::vector<float>>*>(params->imatrix);
+        if (imatrix_data) {
+            LLAMA_LOG_INFO("================================ Have weights data with %d entries\n",int(imatrix_data->size()));
+            qs.has_imatrix = true;
+            // check imatrix for nans or infs
+            for (const auto & kv : *imatrix_data) {
+                for (float f : kv.second) {
+                    if (!std::isfinite(f)) {
+                        throw std::runtime_error(format("imatrix contains non-finite value %f\n", f));
+                    }
+                }
+            }
+        }
+    }
+
+    const size_t align = GGUF_DEFAULT_ALIGNMENT;
+    gguf_context_ptr ctx_out { gguf_init_empty() };
+
+    // copy the KV pairs from the input file
+    gguf_set_kv     (ctx_out.get(), ml.meta.get());
+    gguf_set_val_u32(ctx_out.get(), "general.quantization_version", GGML_QNT_VERSION); // TODO: use LLM_KV
+    gguf_set_val_u32(ctx_out.get(), "general.file_type", ftype); // TODO: use LLM_KV
+
+    // Remove split metadata
+    gguf_remove_key(ctx_out.get(), ml.llm_kv(LLM_KV_SPLIT_NO).c_str());
+    gguf_remove_key(ctx_out.get(), ml.llm_kv(LLM_KV_SPLIT_COUNT).c_str());
+    gguf_remove_key(ctx_out.get(), ml.llm_kv(LLM_KV_SPLIT_TENSORS_COUNT).c_str());
+
+    if (params->kv_overrides) {
+        const std::vector<llama_model_kv_override> & overrides = *(const std::vector<llama_model_kv_override> *)params->kv_overrides;
+        for (const auto & o : overrides) {
+            if (o.key[0] == 0) break;
+            if (o.tag == LLAMA_KV_OVERRIDE_TYPE_FLOAT) {
+                gguf_set_val_f32(ctx_out.get(), o.key, o.val_f64);
+            } else if (o.tag == LLAMA_KV_OVERRIDE_TYPE_INT) {
+                gguf_set_val_i32(ctx_out.get(), o.key, o.val_i64);
+            } else if (o.tag == LLAMA_KV_OVERRIDE_TYPE_BOOL) {
+                gguf_set_val_bool(ctx_out.get(), o.key, o.val_bool);
+            } else if (o.tag == LLAMA_KV_OVERRIDE_TYPE_STR) {
+                gguf_set_val_str(ctx_out.get(), o.key, o.val_str);
+            } else {
+                LLAMA_LOG_WARN("%s: unknown KV override type for key %s\n", __func__, o.key);
+            }
+        }
+    }
+
+    // make a list of weights
+    std::vector<const llama_model_loader::llama_tensor_weight *> tensors;
+    tensors.reserve(ml.weights_map.size());
+    for (const auto & it : ml.weights_map) {
+        tensors.push_back(&it.second);
+    }
+
+    // keep_split requires that the weights are sorted by split index
+    if (params->keep_split) {
+        std::sort(tensors.begin(), tensors.end(), [](const llama_model_loader::llama_tensor_weight * a, const llama_model_loader::llama_tensor_weight * b) {
+            if (a->idx == b->idx) {
+                return a->offs < b->offs;
+            }
+            return a->idx < b->idx;
+        });
+    }
+
+    for (const auto * it : tensors) {
+        const struct ggml_tensor * tensor = it->tensor;
+
+        const std::string name = ggml_get_name(tensor);
+
+        // TODO: avoid hardcoded tensor names - use the TN_* constants
+        if (name.find("attn_v.weight")   != std::string::npos ||
+            name.find("attn_qkv.weight") != std::string::npos ||
+            name.find("attn_kv_b.weight")!= std::string::npos) {
+            ++qs.n_attention_wv;
+        } else if (name == LLM_TN(model.arch)(LLM_TENSOR_OUTPUT, "weight")) {
+            qs.has_output = true;
+        }
+    }
+
+    qs.n_ffn_down = qs.n_ffn_gate = qs.n_ffn_up = (int)model.hparams.n_layer;
+
+    // sanity checks for models that have attention layers
+    if (qs.n_attention_wv != 0)
+    {
+        const auto & n_head_kv_iter = model.hparams.n_head_kv_arr.begin();
+        // attention layers have a non-zero number of kv heads
+        int32_t n_attn_layer = model.hparams.n_layer - std::count(n_head_kv_iter, n_head_kv_iter + model.hparams.n_layer, 0);
+        if (llama_model_has_encoder(&model)) {
+            n_attn_layer *= 3;
+        }
+        GGML_ASSERT((qs.n_attention_wv == n_attn_layer) && "n_attention_wv is unexpected");
+    }
+
+    size_t total_size_org = 0;
+    size_t total_size_new = 0;
+
+    std::vector<std::thread> workers;
+    workers.reserve(nthread);
+
+    int idx = 0;
+
+    std::vector<no_init<uint8_t>> read_data;
+    std::vector<no_init<uint8_t>> work;
+    std::vector<no_init<float>> f32_conv_buf;
+
+    uint16_t n_split = 1;
+
+    // Assume split index is continuous
+    if (params->keep_split) {
+        for (const auto * it : tensors) {
+            n_split = std::max(uint16_t(it->idx + 1), n_split);
+        }
+    }
+    std::vector<gguf_context_ptr> ctx_outs(n_split);
+    ctx_outs[0] = std::move(ctx_out);
+
+    // populate the original tensors so we get an initial meta data
+    for (const auto * it : tensors) {
+        uint16_t i_split = params->keep_split ? it->idx : 0;
+        ggml_tensor * tensor = it->tensor;
+        if (!ctx_outs[i_split]) {
+            ctx_outs[i_split].reset(gguf_init_empty());
+        }
+        gguf_add_tensor(ctx_outs[i_split].get(), tensor);
+    }
+
+    // Set split info if needed
+    if (n_split > 1) {
+        for (size_t i = 0; i < ctx_outs.size(); ++i) {
+            gguf_set_val_u16(ctx_outs[i].get(), ml.llm_kv(LLM_KV_SPLIT_NO).c_str(), i);
+            gguf_set_val_u16(ctx_outs[i].get(), ml.llm_kv(LLM_KV_SPLIT_COUNT).c_str(), n_split);
+            gguf_set_val_i32(ctx_outs[i].get(), ml.llm_kv(LLM_KV_SPLIT_TENSORS_COUNT).c_str(), ml.n_tensors);
+        }
+    }
+
+    int cur_split = -1;
+    std::ofstream fout;
+    auto close_ofstream = [&]() {
+        // Write metadata and close file handler
+        if (fout.is_open()) {
+            fout.seekp(0);
+            std::vector<uint8_t> data(gguf_get_meta_size(ctx_outs[cur_split].get()));
+            gguf_get_meta_data(ctx_outs[cur_split].get(), data.data());
+            fout.write((const char *) data.data(), data.size());
+            fout.close();
+        }
+    };
+    auto new_ofstream = [&](int index) {
+        cur_split = index;
+        GGML_ASSERT(ctx_outs[cur_split] && "Find uninitialized gguf_context");
+        std::string fname = fname_out;
+        if (params->keep_split) {
+            std::vector<char> split_path(llama_path_max(), 0);
+            llama_split_path(split_path.data(), split_path.size(), fname_out.c_str(), cur_split, n_split);
+            fname = std::string(split_path.data());
+        }
+
+        fout = std::ofstream(fname, std::ios::binary);
+        fout.exceptions(std::ofstream::failbit); // fail fast on write errors
+        const size_t meta_size = gguf_get_meta_size(ctx_outs[cur_split].get());
+        // placeholder for the meta data
+        ::zeros(fout, meta_size);
+    };
+
+    const auto tn = LLM_TN(model.arch);
+    new_ofstream(0);
+    for (const auto * it : tensors) {
+        const auto & weight = *it;
+        ggml_tensor * tensor = weight.tensor;
+        if (weight.idx != cur_split && params->keep_split) {
+            close_ofstream();
+            new_ofstream(weight.idx);
+        }
+
+        const std::string name = ggml_get_name(tensor);
+
+        if (!ml.use_mmap) {
+            if (read_data.size() < ggml_nbytes(tensor)) {
+                read_data.resize(ggml_nbytes(tensor));
+            }
+            tensor->data = read_data.data();
+        }
+        ml.load_data_for(tensor);
+
+        LLAMA_LOG_INFO("[%4d/%4d] %36s - [%s], type = %6s, ",
+               ++idx, ml.n_tensors,
+               ggml_get_name(tensor),
+               llama_format_tensor_shape(tensor).c_str(),
+               ggml_type_name(tensor->type));
+
+        // This used to be a regex, but <regex> has an extreme cost to compile times.
+        bool quantize = name.rfind("weight") == name.size() - 6; // ends with 'weight'?
+
+        // quantize only 2D and 3D tensors (experts)
+        quantize &= (ggml_n_dims(tensor) >= 2);
+
+        // do not quantize norm tensors
+        quantize &= name.find("_norm.weight") == std::string::npos;
+
+        quantize &= params->quantize_output_tensor || name != "output.weight";
+        quantize &= !params->only_copy;
+
+        // do not quantize expert gating tensors
+        // NOTE: can't use LLM_TN here because the layer number is not known
+        quantize &= name.find("ffn_gate_inp.weight") == std::string::npos;
+
+        // do not quantize positional embeddings and token types (BERT)
+        quantize &= name != LLM_TN(model.arch)(LLM_TENSOR_POS_EMBD,    "weight");
+        quantize &= name != LLM_TN(model.arch)(LLM_TENSOR_TOKEN_TYPES, "weight");
+
+        // do not quantize Mamba's small yet 2D weights
+        // NOTE: can't use LLM_TN here because the layer number is not known
+        quantize &= name.find("ssm_conv1d.weight") == std::string::npos;
+
+        // do not quantize RWKV's small yet 2D weights
+        quantize &= name.find("time_mix_first.weight") == std::string::npos;
+        quantize &= name.find("time_mix_w0.weight") == std::string::npos;
+        quantize &= name.find("time_mix_w1.weight") == std::string::npos;
+        quantize &= name.find("time_mix_w2.weight") == std::string::npos;
+        quantize &= name.find("time_mix_v0.weight") == std::string::npos;
+        quantize &= name.find("time_mix_v1.weight") == std::string::npos;
+        quantize &= name.find("time_mix_v2.weight") == std::string::npos;
+        quantize &= name.find("time_mix_a0.weight") == std::string::npos;
+        quantize &= name.find("time_mix_a1.weight") == std::string::npos;
+        quantize &= name.find("time_mix_a2.weight") == std::string::npos;
+        quantize &= name.find("time_mix_g1.weight") == std::string::npos;
+        quantize &= name.find("time_mix_g2.weight") == std::string::npos;
+        quantize &= name.find("time_mix_decay_w1.weight") == std::string::npos;
+        quantize &= name.find("time_mix_decay_w2.weight") == std::string::npos;
+        quantize &= name.find("time_mix_lerp_fused.weight") == std::string::npos;
+
+        // do not quantize relative position bias (T5)
+        quantize &= name.find("attn_rel_b.weight") == std::string::npos;
+
+        ggml_type new_type;
+        void * new_data;
+        size_t new_size;
+
+        if (quantize) {
+            new_type = default_type;
+
+            // get more optimal quantization type based on the tensor shape, layer, etc.
+            if (!params->pure && ggml_is_quantized(default_type)) {
+                new_type = llama_tensor_get_type(qs, new_type, tensor, ftype);
+                // unless the user specifies a type
+                if (params->tensor_types) {
+                    const std::vector<tensor_quantization> & tensor_types = *static_cast<const std::vector<tensor_quantization> *>(params->tensor_types);
+                    for (const auto & [tname, qtype] : tensor_types) {
+                        if (std::regex pattern(tname); std::regex_search(tensor->name, pattern)) {
+                            if (qtype != new_type) {
+                                LLAMA_LOG_DEBUG("(overriding %s -> %s), ", ggml_type_name(new_type), ggml_type_name(qtype));
+                            }
+                            new_type = qtype;
+                            break;
+                        }
+                    }
+                }
+            }
+            if (params->token_embedding_type < GGML_TYPE_COUNT && strcmp(tensor->name, "token_embd.weight") == 0) {
+                new_type = params->token_embedding_type;
+            }
+            if (params->output_tensor_type < GGML_TYPE_COUNT && strcmp(tensor->name, "output.weight") == 0) {
+                new_type = params->output_tensor_type;
+            }
+
+            // If we've decided to quantize to the same type the tensor is already
+            // in then there's nothing to do.
+            quantize = tensor->type != new_type;
+        }
+
+        if (!quantize) {
+            new_type = tensor->type;
+            new_data = tensor->data;
+            new_size = ggml_nbytes(tensor);
+            LLAMA_LOG_INFO("size = %8.3f MB\n", ggml_nbytes(tensor)/1024.0/1024.0);
+        } else {
+            const int64_t nelements = ggml_nelements(tensor);
+
+            const float * imatrix = nullptr;
+            if (imatrix_data) {
+                auto it = imatrix_data->find(tensor->name);
+                if (it == imatrix_data->end()) {
+                    LLAMA_LOG_INFO("\n====== %s: did not find weights for %s\n", __func__, tensor->name);
+                } else {
+                    if (it->second.size() == (size_t)tensor->ne[0]*tensor->ne[2]) {
+                        imatrix = it->second.data();
+                    } else {
+                        LLAMA_LOG_INFO("\n====== %s: imatrix size %d is different from tensor size %d for %s\n", __func__,
+                                int(it->second.size()), int(tensor->ne[0]*tensor->ne[2]), tensor->name);
+
+                        // this can happen when quantizing an old mixtral model with split tensors with a new incompatible imatrix
+                        // this is a significant error and it may be good idea to abort the process if this happens,
+                        // since many people will miss the error and not realize that most of the model is being quantized without an imatrix
+                        // tok_embd should be ignored in this case, since it always causes this warning
+                        if (name != tn(LLM_TENSOR_TOKEN_EMBD, "weight")) {
+                            throw std::runtime_error(format("imatrix size %d is different from tensor size %d for %s",
+                                    int(it->second.size()), int(tensor->ne[0]*tensor->ne[2]), tensor->name));
+                        }
+                    }
+                }
+            }
+            if ((new_type == GGML_TYPE_IQ2_XXS ||
+                 new_type == GGML_TYPE_IQ2_XS  ||
+                 new_type == GGML_TYPE_IQ2_S   ||
+                 new_type == GGML_TYPE_IQ1_S   ||
+                (new_type == GGML_TYPE_IQ1_M && strcmp(tensor->name, "token_embd.weight") && strcmp(tensor->name, "output.weight"))  ||
+                (new_type == GGML_TYPE_Q2_K && params->ftype == LLAMA_FTYPE_MOSTLY_Q2_K_S && strcmp(tensor->name, "token_embd.weight") != 0)) && !imatrix) {
+                LLAMA_LOG_ERROR("\n\n============================================================\n");
+                LLAMA_LOG_ERROR("Missing importance matrix for tensor %s in a very low-bit quantization\n", tensor->name);
+                LLAMA_LOG_ERROR("The result will be garbage, so bailing out\n");
+                LLAMA_LOG_ERROR("============================================================\n\n");
+                throw std::runtime_error(format("Missing importance matrix for tensor %s in a very low-bit quantization", tensor->name));
+            }
+
+            float * f32_data;
+
+            if (tensor->type == GGML_TYPE_F32) {
+                f32_data = (float *) tensor->data;
+            } else if (ggml_is_quantized(tensor->type) && !params->allow_requantize) {
+                throw std::runtime_error(format("requantizing from type %s is disabled", ggml_type_name(tensor->type)));
+            } else {
+                llama_tensor_dequantize_impl(tensor, f32_conv_buf, workers, nelements, nthread);
+                f32_data = (float *) f32_conv_buf.data();
+            }
+
+            LLAMA_LOG_INFO("converting to %s .. ", ggml_type_name(new_type));
+            fflush(stdout);
+
+            if (work.size() < (size_t)nelements * 4) {
+                work.resize(nelements * 4); // upper bound on size
+            }
+            new_data = work.data();
+
+            const int64_t n_per_row = tensor->ne[0];
+            const int64_t nrows = tensor->ne[1];
+
+            static const int64_t min_chunk_size = 32 * 512;
+            const int64_t chunk_size = (n_per_row >= min_chunk_size ? n_per_row : n_per_row * ((min_chunk_size + n_per_row - 1)/n_per_row));
+
+            const int64_t nelements_matrix = tensor->ne[0] * tensor->ne[1];
+            const int64_t nchunk = (nelements_matrix + chunk_size - 1)/chunk_size;
+            const int64_t nthread_use = nthread > 1 ? std::max((int64_t)1, std::min((int64_t)nthread, nchunk)) : 1;
+
+            // quantize each expert separately since they have different importance matrices
+            new_size = 0;
+            for (int64_t i03 = 0; i03 < tensor->ne[2]; ++i03) {
+                const float * f32_data_03 = f32_data + i03 * nelements_matrix;
+                void * new_data_03 = (char *)new_data + ggml_row_size(new_type, n_per_row) * i03 * nrows;
+                const float * imatrix_03 = imatrix ? imatrix + i03 * n_per_row : nullptr;
+
+                new_size += llama_tensor_quantize_impl(new_type, f32_data_03, new_data_03, chunk_size, nrows, n_per_row, imatrix_03, workers, nthread_use);
+            }
+            LLAMA_LOG_INFO("size = %8.2f MiB -> %8.2f MiB\n", ggml_nbytes(tensor)/1024.0/1024.0, new_size/1024.0/1024.0);
+        }
+        total_size_org += ggml_nbytes(tensor);
+        total_size_new += new_size;
+
+        // update the gguf meta data as we go
+        gguf_set_tensor_type(ctx_outs[cur_split].get(), name.c_str(), new_type);
+        GGML_ASSERT(gguf_get_tensor_size(ctx_outs[cur_split].get(), gguf_find_tensor(ctx_outs[cur_split].get(), name.c_str())) == new_size);
+        gguf_set_tensor_data(ctx_outs[cur_split].get(), name.c_str(), new_data);
+
+        // write tensor data + padding
+        fout.write((const char *) new_data, new_size);
+        zeros(fout, GGML_PAD(new_size, align) - new_size);
+    }
+    close_ofstream();
+
+    LLAMA_LOG_INFO("%s: model size  = %8.2f MB\n", __func__, total_size_org/1024.0/1024.0);
+    LLAMA_LOG_INFO("%s: quant size  = %8.2f MB\n", __func__, total_size_new/1024.0/1024.0);
+
+    if (qs.n_fallback > 0) {
+        LLAMA_LOG_WARN("%s: WARNING: %d of %d tensor(s) required fallback quantization\n",
+                __func__, qs.n_fallback, qs.n_k_quantized + qs.n_fallback);
+    }
+}
+
+//
+// interface implementation
+//
+
+llama_model_quantize_params llama_model_quantize_default_params() {
+    llama_model_quantize_params result = {
+        /*.nthread                     =*/ 0,
+        /*.ftype                       =*/ LLAMA_FTYPE_MOSTLY_Q5_1,
+        /*.output_tensor_type          =*/ GGML_TYPE_COUNT,
+        /*.token_embedding_type        =*/ GGML_TYPE_COUNT,
+        /*.allow_requantize            =*/ false,
+        /*.quantize_output_tensor      =*/ true,
+        /*.only_copy                   =*/ false,
+        /*.pure                        =*/ false,
+        /*.keep_split                  =*/ false,
+        /*.imatrix                     =*/ nullptr,
+        /*.kv_overrides                =*/ nullptr,
+        /*.tensor_type                 =*/ nullptr,
+    };
+
+    return result;
+}
+
+uint32_t llama_model_quantize(
+        const char * fname_inp,
+        const char * fname_out,
+        const llama_model_quantize_params * params) {
+    try {
+        llama_model_quantize_impl(fname_inp, fname_out, params);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: failed to quantize: %s\n", __func__, err.what());
+        return 1;
+    }
+
+    return 0;
+}
diff --git a/llama/llama.cpp/src/llama-quant.h b/llama/llama.cpp/src/llama-quant.h
new file mode 100644
index 0000000..6f70f09
--- /dev/null
+++ b/llama/llama.cpp/src/llama-quant.h
@@ -0,0 +1 @@
+#pragma once
diff --git a/llama/llama.cpp/src/llama-sampling.cpp b/llama/llama.cpp/src/llama-sampling.cpp
new file mode 100644
index 0000000..15a10ca
--- /dev/null
+++ b/llama/llama.cpp/src/llama-sampling.cpp
@@ -0,0 +1,2575 @@
+#include "llama-sampling.h"
+
+#include "llama-impl.h"
+#include "llama-vocab.h"
+#include "llama-grammar.h"
+
+#include <algorithm>
+#include <cassert>
+#include <cfloat>
+#include <chrono>
+#include <cmath>
+#include <cstdlib>
+#include <cstring>
+#include <ctime>
+#include <numeric>
+#include <random>
+#include <unordered_map>
+#include <stdexcept>
+
+// the ring buffer works similarly to std::deque, but with a fixed capacity
+template<typename T>
+struct ring_buffer {
+    ring_buffer(size_t cap) : capacity(cap), data(cap) {}
+
+    T & front() {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        return data[first];
+    }
+
+    const T & front() const {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        return data[first];
+    }
+
+    T & back() {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        return data[pos];
+    }
+
+    const T & back() const {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        return data[pos];
+    }
+
+    void push_back(const T & value) {
+        if (capacity == 0) {
+            throw std::runtime_error("ring buffer: capacity is zero");
+        }
+
+        if (sz == capacity) {
+            // advance the start when buffer is full
+            first = (first + 1) % capacity;
+        } else {
+            sz++;
+        }
+        data[pos] = value;
+        pos = (pos + 1) % capacity;
+    }
+
+    T pop_front() {
+        if (sz == 0) {
+            throw std::runtime_error("ring buffer is empty");
+        }
+        T value = data[first];
+        first = (first + 1) % capacity;
+        sz--;
+        return value;
+    }
+
+    //T & operator[](size_t i) {
+    //    if (i >= sz) {
+    //        throw std::runtime_error("ring buffer: index out of bounds");
+    //    }
+    //    return data[(first + i) % capacity];
+    //}
+
+    //const T & at(size_t i) const {
+    //    if (i >= sz) {
+    //        throw std::runtime_error("ring buffer: index out of bounds");
+    //    }
+    //    return data[(first + i) % capacity];
+    //}
+
+    const T & rat(size_t i) const {
+        if (i >= sz) {
+            throw std::runtime_error("ring buffer: index out of bounds");
+        }
+        return data[(first + sz - i - 1) % capacity];
+    }
+
+    std::vector<T> to_vector() const {
+        std::vector<T> result;
+        result.reserve(sz);
+        for (size_t i = 0; i < sz; i++) {
+            result.push_back(data[(first + i) % capacity]);
+        }
+        return result;
+    }
+
+    void clear() {
+        // here only reset the status of the buffer
+        sz = 0;
+        first = 0;
+        pos = 0;
+    }
+
+    bool empty() const {
+        return sz == 0;
+    }
+
+    size_t size() const {
+        return sz;
+    }
+
+    size_t capacity = 0;
+    size_t sz = 0;
+    size_t first = 0;
+    size_t pos = 0;
+
+    std::vector<T> data;
+};
+
+static int llama_sample_dist(llama_token_data_array * cur_p, std::mt19937 & rng) {
+    // iterator for the probabilities
+#ifdef __GNUC__
+    #pragma GCC diagnostic push
+    #pragma GCC diagnostic ignored "-Wunused-local-typedefs"
+#endif
+
+    struct probs_iterator {
+        typedef std::input_iterator_tag iterator_category;
+        typedef float value_type;
+        typedef float * pointer;
+        typedef float & reference;
+        typedef ptrdiff_t difference_type;
+
+        const llama_token_data * data;
+
+        bool operator==(const probs_iterator & other) const { return data == other.data; }
+        bool operator!=(const probs_iterator & other) const { return data != other.data; }
+        const float & operator*() const { return data->p; }
+        probs_iterator & operator++() { ++data; return *this; }
+        probs_iterator operator++(int) { probs_iterator tmp = *this; ++data; return tmp; }
+    };
+
+#ifdef __GNUC__
+    #pragma GCC diagnostic pop
+#endif
+
+    std::discrete_distribution<int> dist(probs_iterator{cur_p->data}, probs_iterator{cur_p->data + cur_p->size});
+
+    return dist(rng);
+}
+
+/*
+static void llama_log_softmax(float * array, size_t size) {
+    float max_l = *std::max_element(array, array + size);
+    float sum = 0.f;
+    for (size_t i = 0; i < size; ++i) {
+        float p = expf(array[i] - max_l);
+        sum += p;
+        array[i] = p;
+    }
+
+    for (size_t i = 0; i < size; ++i) {
+        array[i] = logf(array[i] / sum);
+    }
+}
+*/
+
+static void llama_sampler_temp_impl(llama_token_data_array * cur_p, float temp) {
+    if (temp <= 0.0f) {
+        // find the token with the highest logit and set the rest to -inf
+        size_t max_i = 0;
+        float  max_l = cur_p->data[0].logit;
+
+        for (size_t i = 1; i < cur_p->size; ++i) {
+            if (cur_p->data[i    ].logit > max_l) {
+                cur_p->data[max_i].logit = -INFINITY;
+                max_i = i;
+                max_l = cur_p->data[i].logit;
+            } else {
+                cur_p->data[i].logit = -INFINITY;
+            }
+        }
+
+        return;
+    }
+
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        cur_p->data[i].logit /= temp;
+    }
+}
+
+static void llama_sampler_softmax_impl(llama_token_data_array * cur_p) {
+    GGML_ASSERT(cur_p->size > 0);
+
+    // Sort the logits in descending order
+    if (!cur_p->sorted) {
+        std::sort(cur_p->data, cur_p->data + cur_p->size, [](const llama_token_data & a, const llama_token_data & b) {
+            return a.logit > b.logit;
+        });
+        cur_p->sorted = true;
+    }
+
+    float max_l = cur_p->data[0].logit;
+    float cum_sum = 0.0f;
+
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        float p = expf(cur_p->data[i].logit - max_l);
+        cur_p->data[i].p = p;
+        cum_sum += p;
+    }
+
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        cur_p->data[i].p /= cum_sum;
+    }
+}
+
+static void llama_sampler_top_k_impl(llama_token_data_array * cur_p, int32_t k) {
+    // TODO: move bucket sort to separate function so that top_p/typical/softmax first is equally fast
+    // if (k >= (int32_t)cur_p->size) {
+    //     return;
+    // }
+
+    if (k <= 0) {
+        return;
+    }
+
+    k = std::min(k, (int) cur_p->size);
+
+    // Sort scores in descending order
+    if (!cur_p->sorted) {
+        auto comp = [](const llama_token_data & a, const llama_token_data & b) {
+            return a.logit > b.logit;
+        };
+        if (k <= 128) {
+            std::partial_sort(cur_p->data, cur_p->data + k, cur_p->data + cur_p->size, comp);
+        } else {
+            constexpr int   nbuckets     = 128;
+            constexpr float bucket_low   = -10.0f;
+            constexpr float bucket_high  =  10.0f;
+            constexpr float bucket_scale = nbuckets/(bucket_high - bucket_low);
+            constexpr float bucket_inter = -bucket_low * bucket_scale;
+
+            std::vector<int> bucket_idx(cur_p->size);
+            std::vector<int> histo(nbuckets, 0);
+
+            for (int i = 0; i < (int)cur_p->size; ++i) {
+                const float val = cur_p->data[i].logit;
+                int ib = int(bucket_scale * val + bucket_inter); //nbuckets * (val - bucket_low) / (bucket_high - bucket_low);
+                ib = std::max(0, std::min(nbuckets - 1, ib));
+                bucket_idx[i] = ib;
+                ++histo[ib];
+            }
+            int nhave = 0;
+            int ib = nbuckets - 1;
+            for ( ; ib >= 0; --ib) {
+                nhave += histo[ib];
+                if (nhave >= k) {
+                    break;
+                }
+            }
+            std::vector<llama_token_data> tmp_tokens(nhave);
+            auto * ptr = tmp_tokens.data();
+            std::vector<llama_token_data*> bucket_ptrs;
+            bucket_ptrs.reserve(nbuckets - ib);
+            for (int j = nbuckets - 1; j >= ib; --j) {
+                bucket_ptrs.push_back(ptr);
+                ptr += histo[j];
+            }
+            for (int i = 0; i < (int)cur_p->size; ++i) {
+                int j = bucket_idx[i];
+                if (j >= ib) {
+                    *bucket_ptrs[nbuckets - 1 - j]++ = cur_p->data[i];
+                }
+            }
+
+            ptr = tmp_tokens.data();
+            int ndone = 0;
+            for (int j = nbuckets - 1; j > ib; --j) {
+                std::sort(ptr, ptr + histo[j], comp);
+                ptr += histo[j];
+                ndone += histo[j];
+            }
+            std::partial_sort(ptr, ptr + k - ndone, ptr + histo[ib], comp);
+
+            std::memcpy(cur_p->data, tmp_tokens.data(), k*sizeof(llama_token_data));
+
+        }
+        cur_p->sorted = true;
+    }
+
+    cur_p->size = k;
+}
+
+static uint32_t get_rng_seed(uint32_t seed) {
+    if (seed == LLAMA_DEFAULT_SEED) {
+        // use system clock if std::random_device is not a true RNG
+        static bool is_rd_prng = std::random_device().entropy() == 0;
+        if (is_rd_prng) {
+            return (uint32_t) std::chrono::system_clock::now().time_since_epoch().count();
+        }
+        std::random_device rd;
+        return rd();
+    }
+    return seed;
+}
+
+// llama_sampler API
+
+struct llama_sampler * llama_sampler_init(const struct llama_sampler_i * iface, llama_sampler_context_t ctx) {
+    return new llama_sampler {
+        /* .iface = */ iface,
+        /* .ctx   = */ ctx,
+    };
+}
+
+const char * llama_sampler_name(const struct llama_sampler * smpl) {
+    if (!smpl->iface) {
+        return "(null)";
+    }
+
+    return smpl->iface->name(smpl);
+}
+
+void llama_sampler_accept(struct llama_sampler * smpl, llama_token token) {
+    if (smpl->iface->accept) {
+        smpl->iface->accept(smpl, token);
+    }
+}
+
+void llama_sampler_apply(struct llama_sampler * smpl, struct llama_token_data_array * cur_p) {
+    GGML_ASSERT(smpl->iface->apply);
+    smpl->iface->apply(smpl, cur_p);
+}
+
+void llama_sampler_reset(struct llama_sampler * smpl) {
+    if (smpl->iface->reset) {
+        smpl->iface->reset(smpl);
+    }
+}
+
+struct llama_sampler * llama_sampler_clone(const struct llama_sampler * smpl) {
+    if (smpl->iface->clone) {
+        return smpl->iface->clone(smpl);
+    }
+
+    if (smpl->ctx == nullptr) {
+        return llama_sampler_init(
+            /* .iface = */ smpl->iface,
+            /* .ctx   = */ nullptr
+        );
+    }
+
+    GGML_ABORT("the sampler does not support cloning");
+}
+
+void llama_sampler_free(struct llama_sampler * smpl) {
+    if (smpl == nullptr) {
+        return;
+    }
+
+    if (smpl->iface->free) {
+        smpl->iface->free(smpl);
+    }
+
+    delete smpl;
+}
+
+llama_token llama_sampler_sample(struct llama_sampler * smpl, struct llama_context * ctx, int32_t idx) {
+    const auto * logits = llama_get_logits_ith(ctx, idx);
+
+    const llama_model * model = llama_get_model(ctx);
+    const llama_vocab * vocab = llama_model_get_vocab(model);
+
+    const int n_vocab = llama_vocab_n_tokens(vocab);
+
+    // TODO: do not allocate each time
+    std::vector<llama_token_data> cur;
+    cur.reserve(n_vocab);
+    for (llama_token token_id = 0; token_id < n_vocab; token_id++) {
+        cur.emplace_back(llama_token_data{token_id, logits[token_id], 0.0f});
+    }
+
+    llama_token_data_array cur_p = {
+        /* .data       = */ cur.data(),
+        /* .size       = */ cur.size(),
+        /* .selected   = */ -1,
+        /* .sorted     = */ false,
+    };
+
+    llama_sampler_apply(smpl, &cur_p);
+
+    GGML_ASSERT(cur_p.selected >= 0 && cur_p.selected < (int32_t) cur_p.size);
+
+    auto token = cur_p.data[cur_p.selected].id;
+
+    llama_sampler_accept(smpl, token);
+
+    return token;
+}
+
+// sampler chain
+
+static const char * llama_sampler_chain_name(const struct llama_sampler * /*smpl*/) {
+    return "chain";
+}
+
+static void llama_sampler_chain_accept(struct llama_sampler * smpl, llama_token token) {
+    auto * chain = (llama_sampler_chain *) smpl->ctx;
+
+    time_meas tm(chain->t_sample_us, chain->params.no_perf);
+
+    for (auto * smpl : chain->samplers) {
+        llama_sampler_accept(smpl, token);
+    }
+
+    chain->n_sample++;
+}
+
+static void llama_sampler_chain_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * chain = (llama_sampler_chain *) smpl->ctx;
+
+    time_meas tm(chain->t_sample_us, chain->params.no_perf);
+
+    for (auto * smpl : chain->samplers) {
+        llama_sampler_apply(smpl, cur_p);
+    }
+}
+
+static void llama_sampler_chain_reset(struct llama_sampler * smpl) {
+    auto * chain = (llama_sampler_chain *) smpl->ctx;
+
+    for (auto * smpl : chain->samplers) {
+        llama_sampler_reset(smpl);
+    }
+
+    chain->t_sample_us = 0;
+    chain->n_sample    = 0;
+}
+
+static struct llama_sampler * llama_sampler_chain_clone(const struct llama_sampler * smpl) {
+    const auto * chain_src = (const llama_sampler_chain *) smpl->ctx;
+
+    auto * result = llama_sampler_chain_init(chain_src->params);
+
+    for (auto * smpl : chain_src->samplers) {
+        llama_sampler_chain_add(result, llama_sampler_clone(smpl));
+    }
+
+    return result;
+}
+
+static void llama_sampler_chain_free(struct llama_sampler * smpl) {
+    auto * chain = (llama_sampler_chain *) smpl->ctx;
+
+    for (auto * smpl : chain->samplers) {
+        llama_sampler_free(smpl);
+    }
+
+    delete chain;
+}
+
+static struct llama_sampler_i llama_sampler_chain_i = {
+    /* .name   = */ llama_sampler_chain_name,
+    /* .accept = */ llama_sampler_chain_accept,
+    /* .apply  = */ llama_sampler_chain_apply,
+    /* .reset  = */ llama_sampler_chain_reset,
+    /* .clone  = */ llama_sampler_chain_clone,
+    /* .free   = */ llama_sampler_chain_free,
+};
+
+struct llama_sampler * llama_sampler_chain_init(struct llama_sampler_chain_params params) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_chain_i,
+        /* .ctx   = */ new llama_sampler_chain {
+            /* .params      = */ params,
+            /* .samplers    = */ {},
+            /* .t_sample_us = */ 0,
+            /* .n_sample    = */ 0,
+        }
+    );
+}
+
+void llama_sampler_chain_add(struct llama_sampler * chain, struct llama_sampler * smpl) {
+    auto * p = (llama_sampler_chain *) chain->ctx;
+    p->samplers.push_back(smpl);
+}
+
+struct llama_sampler * llama_sampler_chain_get(const struct llama_sampler * chain, int32_t i) {
+    const auto * p = (const llama_sampler_chain *) chain->ctx;
+
+    if (i < 0 || (size_t) i >= p->samplers.size()) {
+        return nullptr;
+    }
+
+    return p->samplers[i];
+}
+
+struct llama_sampler * llama_sampler_chain_remove(struct llama_sampler * chain, int32_t i) {
+    auto * p = (llama_sampler_chain *) chain->ctx;
+
+    if (i < 0 || (size_t) i >= p->samplers.size()) {
+        return nullptr;
+    }
+
+    auto * result = p->samplers[i];
+    p->samplers.erase(p->samplers.begin() + i);
+
+    return result;
+}
+
+int llama_sampler_chain_n(const struct llama_sampler * chain) {
+    const auto * p = (const llama_sampler_chain *) chain->ctx;
+
+    return p->samplers.size();
+}
+
+//
+// samplers
+//
+
+// greedy
+
+static const char * llama_sampler_greedy_name(const struct llama_sampler * /*smpl*/) {
+    return "greedy";
+}
+
+static void llama_sampler_greedy_apply(struct llama_sampler * /*smpl*/, llama_token_data_array * cur_p) {
+    cur_p->selected = 0;
+    for (size_t i = 1; i < cur_p->size; ++i) {
+        if (cur_p->data[i].logit > cur_p->data[cur_p->selected].logit) {
+            cur_p->selected = i;
+        }
+    }
+}
+
+static struct llama_sampler_i llama_sampler_greedy_i = {
+    /* .name   = */ llama_sampler_greedy_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_greedy_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ nullptr,
+    /* .free   = */ nullptr,
+};
+
+struct llama_sampler * llama_sampler_init_greedy() {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_greedy_i,
+        /* .ctx   = */ nullptr
+    );
+}
+
+// dist
+
+struct llama_sampler_dist {
+    const uint32_t seed;
+          uint32_t seed_cur;
+
+    std::mt19937 rng;
+};
+
+static const char * llama_sampler_dist_name(const struct llama_sampler * /*smpl*/) {
+    return "dist";
+}
+
+static void llama_sampler_dist_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * ctx = (llama_sampler_dist *) smpl->ctx;
+
+    llama_sampler_softmax_impl(cur_p);
+
+    cur_p->selected = llama_sample_dist(cur_p, ctx->rng);
+}
+
+static struct llama_sampler * llama_sampler_dist_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_dist *) smpl->ctx;
+    auto * result = llama_sampler_init_dist(ctx->seed);
+
+    // copy the state
+    {
+        auto * result_ctx = (llama_sampler_dist *) result->ctx;
+
+        result_ctx->rng = ctx->rng;
+    }
+
+    return result;
+}
+
+static void llama_sampler_dist_reset(struct llama_sampler * smpl) {
+    auto * ctx = (llama_sampler_dist *) smpl->ctx;
+    ctx->seed_cur = get_rng_seed(ctx->seed);
+    ctx->rng.seed(ctx->seed_cur);
+}
+
+static void llama_sampler_dist_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_dist *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_dist_i = {
+    /* .name   = */ llama_sampler_dist_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_dist_apply,
+    /* .reset  = */ llama_sampler_dist_reset,
+    /* .clone  = */ llama_sampler_dist_clone,
+    /* .free   = */ llama_sampler_dist_free,
+};
+
+struct llama_sampler * llama_sampler_init_dist(uint32_t seed) {
+    auto seed_cur = get_rng_seed(seed);
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_dist_i,
+        /* .ctx   = */ new llama_sampler_dist {
+            /* .seed     = */ seed,
+            /* .seed_cur = */ seed_cur,
+            /* .rng      = */ std::mt19937(seed_cur),
+        }
+    );
+}
+
+// softmax
+
+static const char * llama_sampler_softmax_name(const struct llama_sampler * /*smpl*/) {
+    return "softmax";
+}
+
+static void llama_sampler_softmax_apply(struct llama_sampler * /*smpl*/, llama_token_data_array * cur_p) {
+    llama_sampler_softmax_impl(cur_p);
+}
+
+static struct llama_sampler_i llama_sampler_softmax_i = {
+    /* .name   = */ llama_sampler_softmax_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_softmax_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ nullptr,
+    /* .free   = */ nullptr,
+};
+
+struct llama_sampler * llama_sampler_init_softmax() {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_softmax_i,
+        /* .ctx   = */ nullptr
+    );
+}
+
+// top-k
+
+struct llama_sampler_top_k {
+    const int32_t k;
+};
+
+static const char * llama_sampler_top_k_name(const struct llama_sampler * /*smpl*/) {
+    return "top-k";
+}
+
+static void llama_sampler_top_k_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    const auto * ctx = (llama_sampler_top_k *) smpl->ctx;
+    llama_sampler_top_k_impl(cur_p, ctx->k);
+}
+
+static struct llama_sampler * llama_sampler_top_k_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_top_k *) smpl->ctx;
+    return llama_sampler_init_top_k(ctx->k);
+}
+
+static void llama_sampler_top_k_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_top_k *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_top_k_i = {
+    /* .name   = */ llama_sampler_top_k_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_top_k_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ llama_sampler_top_k_clone,
+    /* .free   = */ llama_sampler_top_k_free,
+};
+
+struct llama_sampler * llama_sampler_init_top_k(int32_t k) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_top_k_i,
+        /* .ctx   = */ new llama_sampler_top_k {
+            /* .k = */ k,
+        }
+    );
+}
+
+// top-p
+
+struct llama_sampler_top_p {
+    const float  p;
+    const size_t min_keep;
+};
+
+static const char * llama_sampler_top_p_name(const struct llama_sampler * /*smpl*/) {
+    return "top-p";
+}
+
+static void llama_sampler_top_p_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    const auto * ctx = (llama_sampler_top_p *) smpl->ctx;
+
+    if (ctx->p >= 1.0f) {
+        return;
+    }
+
+    llama_sampler_softmax_impl(cur_p);
+
+    // Compute the cumulative probabilities
+    float cum_sum = 0.0f;
+    size_t last_idx = cur_p->size;
+
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        cum_sum += cur_p->data[i].p;
+
+        // Check if the running sum is at least p or if we have kept at least min_keep tokens
+        // we set the last index to i+1 to indicate that the current iterate should be included in the set
+        if (cum_sum >= ctx->p && i + 1 >= ctx->min_keep) {
+            last_idx = i + 1;
+            break;
+        }
+    }
+
+    // Resize the output vector to keep only the top-p tokens
+    cur_p->size = last_idx;
+}
+
+static struct llama_sampler * llama_sampler_top_p_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_top_p *) smpl->ctx;
+    return llama_sampler_init_top_p(ctx->p, ctx->min_keep);
+}
+
+static void llama_sampler_top_p_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_top_p *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_top_p_i = {
+    /* .name   = */ llama_sampler_top_p_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_top_p_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ llama_sampler_top_p_clone,
+    /* .free   = */ llama_sampler_top_p_free,
+};
+
+struct llama_sampler * llama_sampler_init_top_p(float p, size_t min_keep) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_top_p_i,
+        /* .ctx   = */ new llama_sampler_top_p {
+            /* .p        = */ p,
+            /* .min_keep = */ min_keep,
+        }
+    );
+}
+
+// min-p
+
+struct llama_sampler_min_p {
+    const float  p;
+    const size_t min_keep;
+};
+
+static const char * llama_sampler_min_p_name(const struct llama_sampler * /*smpl*/) {
+    return "min-p";
+}
+
+static void llama_sampler_min_p_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    const auto * ctx = (llama_sampler_min_p *) smpl->ctx;
+
+    if (ctx->p <= 0.0f || !cur_p->size) {
+        return;
+    }
+
+    bool min_p_applied = false;
+
+    // if the cur_p aren't sorted, try the unsorted implementation first
+    if (!cur_p->sorted) {
+        std::vector<llama_token_data> filtered_tokens;
+
+        float max_logit = -FLT_MAX;
+        for (size_t i = 0; i < cur_p->size; ++i) {
+            max_logit = std::max(max_logit, cur_p->data[i].logit);
+        }
+        const float min_logit = max_logit + logf(ctx->p); // min logit for p_i >= p * p_max
+
+        for (size_t i = 0; i < cur_p->size; ++i) {
+            if (cur_p->data[i].logit >= min_logit) {
+                filtered_tokens.push_back(cur_p->data[i]);
+            }
+        }
+
+        // if we have enough values the operation was a success
+        if (filtered_tokens.size() >= ctx->min_keep) {
+            memcpy(cur_p->data, filtered_tokens.data(), filtered_tokens.size()*sizeof(llama_token_data));
+            cur_p->size = filtered_tokens.size();
+            min_p_applied = true;
+        }
+    }
+
+    // if the cur_p are sorted or the unsorted implementation failed, use this implementation
+    if (!min_p_applied) {
+        // Sort the logits in descending order
+        if (!cur_p->sorted) {
+            std::sort(cur_p->data, cur_p->data + cur_p->size, [](const llama_token_data & a, const llama_token_data & b) {
+                return a.logit > b.logit;
+            });
+            cur_p->sorted = true;
+        }
+
+        const float min_logit = cur_p->data[0].logit + logf(ctx->p); // min logit for p_i >= p * p_max
+        size_t i = 1; // first token always matches
+
+        for (; i < cur_p->size; ++i) {
+            if (cur_p->data[i].logit < min_logit && i >= ctx->min_keep) {
+                break; // prob too small
+            }
+        }
+
+        // Resize the output vector to keep only the matching tokens
+        cur_p->size = i;
+    }
+}
+
+static struct llama_sampler * llama_sampler_min_p_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_min_p *) smpl->ctx;
+    return llama_sampler_init_min_p(ctx->p, ctx->min_keep);
+}
+
+static void llama_sampler_min_p_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_min_p *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_min_p_i = {
+    /* .name   = */ llama_sampler_min_p_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_min_p_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ llama_sampler_min_p_clone,
+    /* .free   = */ llama_sampler_min_p_free,
+};
+
+struct llama_sampler * llama_sampler_init_min_p(float p, size_t min_keep) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_min_p_i,
+        /* .ctx   = */ new llama_sampler_min_p {
+            /* .p        = */ p,
+            /* .min_keep = */ min_keep,
+        }
+    );
+}
+
+// typical
+
+struct llama_sampler_typical {
+    const float  p;
+    const size_t min_keep;
+};
+
+static const char * llama_sampler_typical_name(const struct llama_sampler * /*smpl*/) {
+    return "typical";
+}
+
+static void llama_sampler_typical_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    const auto * ctx = (llama_sampler_typical *) smpl->ctx;
+
+    // Reference implementation:
+    // https://github.com/huggingface/transformers/compare/main...cimeister:typical-sampling:typical-pr
+    if (ctx->p >= 1.0f) {
+        return;
+    }
+
+    // Compute the softmax of logits and calculate entropy
+    llama_sampler_softmax_impl(cur_p);
+
+    float entropy = 0.0f;
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        entropy += -cur_p->data[i].p * logf(cur_p->data[i].p);
+    }
+
+    // Compute the absolute difference between negative log probability and entropy for each candidate
+    std::vector<float> shifted_scores;
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        float shifted_score = fabsf(-logf(cur_p->data[i].p) - entropy);
+        shifted_scores.push_back(shifted_score);
+    }
+
+    // Sort tokens based on the shifted_scores and their corresponding indices
+    std::vector<size_t> indices(cur_p->size);
+    std::iota(indices.begin(), indices.end(), 0);
+
+    std::sort(indices.begin(), indices.end(), [&](size_t a, size_t b) {
+        return shifted_scores[a] < shifted_scores[b];
+    });
+
+    // Compute the cumulative probabilities
+    float cum_sum = 0.0f;
+    size_t last_idx = indices.size();
+
+    for (size_t i = 0; i < indices.size(); ++i) {
+        size_t idx = indices[i];
+        cum_sum += cur_p->data[idx].p;
+
+        // Check if the running sum is greater than typical or if we have kept at least min_keep tokens
+        if (cum_sum > ctx->p && i >= ctx->min_keep - 1) {
+            last_idx = i + 1;
+            break;
+        }
+    }
+
+    // Resize the output vector to keep only the locally typical tokens
+    std::vector<llama_token_data> cur_p_new;
+    for (size_t i = 0; i < last_idx; ++i) {
+        size_t idx = indices[i];
+        cur_p_new.push_back(cur_p->data[idx]);
+    }
+
+    // Replace the data in cur_p with the cur_p_new data
+    std::copy(cur_p_new.begin(), cur_p_new.end(), cur_p->data);
+    cur_p->size = cur_p_new.size();
+    cur_p->sorted = false;
+}
+
+static struct llama_sampler * llama_sampler_typical_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_typical *) smpl->ctx;
+    return llama_sampler_init_typical(ctx->p, ctx->min_keep);
+}
+
+static void llama_sampler_typical_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_typical *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_typical_i = {
+    /* .name   = */ llama_sampler_typical_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_typical_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ llama_sampler_typical_clone,
+    /* .free   = */ llama_sampler_typical_free,
+};
+
+struct llama_sampler * llama_sampler_init_typical(float p, size_t min_keep) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_typical_i,
+        /* .ctx   = */ new llama_sampler_typical {
+            /* .p        = */ p,
+            /* .min_keep = */ min_keep,
+        }
+    );
+}
+
+// temp
+
+struct llama_sampler_temp {
+    const float temp;
+};
+
+static const char * llama_sampler_temp_name(const struct llama_sampler * /*smpl*/) {
+    return "temp";
+}
+
+static void llama_sampler_temp_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    const auto * ctx = (llama_sampler_temp *) smpl->ctx;
+
+    llama_sampler_temp_impl(cur_p, ctx->temp);
+}
+
+static struct llama_sampler * llama_sampler_temp_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_temp *) smpl->ctx;
+    return llama_sampler_init_temp(ctx->temp);
+}
+
+static void llama_sampler_temp_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_temp *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_temp_i = {
+    /* .name   = */ llama_sampler_temp_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_temp_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ llama_sampler_temp_clone,
+    /* .free   = */ llama_sampler_temp_free,
+};
+
+struct llama_sampler * llama_sampler_init_temp(float temp) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_temp_i,
+        /* .ctx   = */ new llama_sampler_temp {
+            /*.temp = */ temp,
+        }
+    );
+}
+
+// temp-ext
+
+struct llama_sampler_temp_ext {
+    const float temp;
+    const float delta;
+    const float exponent;
+};
+
+static const char * llama_sampler_temp_ext_name(const struct llama_sampler * /*smpl*/) {
+    return "temp-ext";
+}
+
+static void llama_sampler_temp_ext_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    const auto * ctx = (llama_sampler_temp_ext *) smpl->ctx;
+    if (ctx->delta > 0) {
+        const float min_temp = std::max(0.0f, ctx->temp - ctx->delta);
+        const float max_temp = ctx->temp + ctx->delta;
+
+        float exponent_val = ctx->exponent;
+
+        // no need to do anything if there is only one (or zero) candidates
+        if (cur_p->size <= 1) {
+            return;
+        }
+
+        // Calculate maximum possible entropy
+        float max_entropy = -logf(1.0f / cur_p->size);
+
+        llama_sampler_softmax_impl(cur_p);
+
+        // Calculate entropy of the softmax probabilities
+        float entropy = 0.0f;
+        for (size_t i = 0; i < cur_p->size; ++i) {
+            float prob = cur_p->data[i].p;
+            if (prob > 0.0f) { // Ensure no log(0)
+                entropy -= prob * logf(prob);
+            }
+        }
+
+        // Normalize the entropy (max_entropy cannot be 0 here because we checked cur_p->size != 1 above)
+        float normalized_entropy = entropy / max_entropy;
+
+        // Map the normalized entropy to the desired temperature range using the power function
+        float dyn_temp = min_temp + (max_temp - min_temp) * powf(normalized_entropy, exponent_val);
+
+    #ifdef DEBUG
+        LLAMA_LOG_INFO("Your text maxtemp value is: %f\n", max_temp);
+        LLAMA_LOG_INFO("Entropy: %f\n", entropy);
+        LLAMA_LOG_INFO("Max Possible Entropy: %f\n", max_entropy);
+        LLAMA_LOG_INFO("Normalized Entropy: %f\n", normalized_entropy);
+        LLAMA_LOG_INFO("Exponent: %f\n", exponent_val);
+        LLAMA_LOG_INFO("Dynamic Temperature (dyn_temp): %f\n", dyn_temp);
+    #endif
+
+        // Apply the dynamically calculated temperature scaling
+        llama_sampler_temp_impl(cur_p, dyn_temp);
+
+        // Re-compute softmax probabilities after scaling logits with dynamic temperature
+        const double max_l_double = cur_p->data[0].logit;
+
+        double cum_sum_double = 0.0;
+        for (size_t i = 0; i < cur_p->size; ++i) {
+            double p = exp(cur_p->data[i].logit - max_l_double);
+            cur_p->data[i].p = p; // Store the scaled probability
+            cum_sum_double += p;
+        }
+
+        for (size_t i = 0; i < cur_p->size; ++i) {
+            cur_p->data[i].p /= cum_sum_double; // Re-normalize the probabilities
+        }
+
+    #ifdef DEBUG
+        // Print the updated top 25 probabilities after temperature scaling
+        LLAMA_LOG_INFO("\nUpdated Top 25 Probabilities After Dynamic Temperature Scaling (in percentages):\n");
+        for (size_t i = 0; i < 25 && i < cur_p->size; ++i) {
+            LLAMA_LOG_INFO("Token %zu: %f%%\n", i + 1, cur_p->data[i].p * 100.0f);
+        }
+    #endif
+    } else {
+        llama_sampler_temp_impl(cur_p, ctx->temp);
+    }
+}
+
+static struct llama_sampler * llama_sampler_temp_ext_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_temp_ext *) smpl->ctx;
+    return llama_sampler_init_temp_ext(ctx->temp, ctx->delta, ctx->exponent);
+}
+
+static void llama_sampler_temp_ext_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_temp_ext *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_temp_ext_i = {
+    /* .name   = */ llama_sampler_temp_ext_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_temp_ext_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ llama_sampler_temp_ext_clone,
+    /* .free   = */ llama_sampler_temp_ext_free,
+};
+
+struct llama_sampler * llama_sampler_init_temp_ext(float temp, float delta, float exponent) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_temp_ext_i,
+        /* .ctx   = */ new llama_sampler_temp_ext {
+            /* .temp     = */ temp,
+            /* .delta    = */ delta,
+            /* .exponent = */ exponent,
+        }
+    );
+}
+
+// xtc
+
+struct llama_sampler_xtc {
+    const float    probability;
+    const float    threshold;
+    const size_t   min_keep;
+
+    const uint32_t seed;
+    uint32_t       seed_cur;
+
+    std::mt19937   rng;
+};
+
+static const char * llama_sampler_xtc_name(const struct llama_sampler * /*smpl*/) {
+    return "xtc";
+}
+
+static void llama_sample_xtc_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * ctx = (llama_sampler_xtc *) smpl->ctx;
+
+    if (ctx->probability <= 0.0f
+        || ctx->threshold > 0.5f
+        || cur_p->size < 2) {
+        return;
+    }
+
+    std::uniform_real_distribution<float> distribution(0.0f, 1.0f);
+    float chance = distribution(ctx->rng);
+    if (chance > ctx->probability) return;
+
+    // in case it's not sorted/recalculated yet
+    llama_sampler_softmax_impl(cur_p);
+
+    int pos_last = 0;
+
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        if (cur_p->data[i].p >= ctx->threshold) {
+            pos_last = i;
+        } else break;
+    }
+
+    if (cur_p->size - pos_last >= ctx->min_keep && pos_last > 0) {
+        cur_p->data += pos_last;
+        cur_p->size -= pos_last;
+    }
+}
+
+static struct llama_sampler * llama_sampler_xtc_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_xtc *) smpl->ctx;
+    auto * result = llama_sampler_init_xtc(ctx->probability, ctx->threshold, ctx->min_keep, ctx->seed);
+
+    // copy the state
+    {
+        auto * result_ctx = (llama_sampler_xtc *) result->ctx;
+
+        result_ctx->rng = ctx->rng;
+    }
+
+    return result;
+}
+
+static void llama_sampler_xtc_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_xtc *) smpl->ctx;
+}
+
+static void llama_sampler_xtc_reset(struct llama_sampler * smpl) {
+    auto * ctx = (llama_sampler_xtc *) smpl->ctx;
+    ctx->seed_cur = get_rng_seed(ctx->seed);
+    ctx->rng.seed(ctx->seed_cur);
+}
+
+static struct llama_sampler_i llama_sampler_xtc_i = {
+    /* .name   = */ llama_sampler_xtc_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sample_xtc_apply,
+    /* .reset  = */ llama_sampler_xtc_reset,
+    /* .clone  = */ llama_sampler_xtc_clone,
+    /* .free   = */ llama_sampler_xtc_free,
+};
+
+struct llama_sampler * llama_sampler_init_xtc(float p, float t, size_t min_keep, uint32_t seed) {
+    auto seed_cur = get_rng_seed(seed);
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_xtc_i,
+        /* .ctx   = */ new llama_sampler_xtc {
+            /* .probability   = */ p,
+            /* .threshold     = */ t,
+            /* .min_keep      = */ min_keep,
+            /* .seed          = */ seed,
+            /* .seed_cur      = */ seed_cur,
+            /* .rng           = */ std::mt19937(seed_cur),
+        }
+    );
+}
+
+// mirostat
+
+struct llama_sampler_mirostat {
+    const int32_t n_vocab;
+
+    const uint32_t seed;
+          uint32_t seed_cur;
+
+    const float tau;
+    const float eta;
+
+    const int32_t m;
+
+    float mu;
+
+    std::mt19937 rng;
+};
+
+static const char * llama_sampler_mirostat_name(const struct llama_sampler * /*smpl*/) {
+    return "mirostat";
+}
+
+static void llama_sampler_mirostat_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * ctx = (llama_sampler_mirostat *) smpl->ctx;
+
+    llama_sampler_softmax_impl(cur_p);
+
+    // Estimate s_hat using the most probable m tokens
+    float s_hat = 0.0;
+    float sum_ti_bi = 0.0;
+    float sum_ti_sq = 0.0;
+    for (size_t i = 0; i < size_t(ctx->m - 1) && i < cur_p->size - 1; ++i) {
+        float t_i = logf(float(i + 2) / float(i + 1));
+        float b_i = logf(cur_p->data[i].p / cur_p->data[i + 1].p);
+        sum_ti_bi += t_i * b_i;
+        sum_ti_sq += t_i * t_i;
+    }
+    s_hat = sum_ti_bi / sum_ti_sq;
+
+    // Compute k from the estimated s_hat and target surprise value
+    float epsilon_hat = s_hat - 1;
+    float k = powf((epsilon_hat * powf(2, ctx->mu)) / (1 - powf(ctx->n_vocab, -epsilon_hat)), 1 / s_hat);
+
+    llama_sampler_top_k_impl(cur_p, std::max(int(k), 1));
+    llama_sampler_softmax_impl(cur_p);
+
+    const int idx = llama_sample_dist(cur_p, ctx->rng);
+
+    cur_p->selected = idx;
+
+    float observed_surprise = -log2f(cur_p->data[idx].p);
+    float e = observed_surprise - ctx->tau;
+
+    // Update mu using the learning rate and error
+    ctx->mu = ctx->mu - ctx->eta * e;
+}
+
+static struct llama_sampler * llama_sampler_mirostat_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_mirostat *) smpl->ctx;
+    auto * result = llama_sampler_init_mirostat(ctx->n_vocab, ctx->seed, ctx->tau, ctx->eta, ctx->m);
+
+    // copy the state
+    {
+        auto * result_ctx = (llama_sampler_mirostat *) smpl->ctx;
+
+        result_ctx->mu  = ctx->mu;
+        result_ctx->rng = ctx->rng;
+    }
+
+    return result;
+}
+
+static void llama_sampler_mirostat_reset(struct llama_sampler * smpl) {
+    auto * ctx = (llama_sampler_mirostat *) smpl->ctx;
+    ctx->mu = 2.0f*ctx->tau;
+    ctx->seed_cur = get_rng_seed(ctx->seed);
+    ctx->rng.seed(ctx->seed_cur);
+}
+
+static void llama_sampler_mirostat_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_mirostat *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_mirostat_i = {
+    /* .name   = */ llama_sampler_mirostat_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_mirostat_apply,
+    /* .reset  = */ llama_sampler_mirostat_reset,
+    /* .clone  = */ llama_sampler_mirostat_clone,
+    /* .free   = */ llama_sampler_mirostat_free,
+};
+
+struct llama_sampler * llama_sampler_init_mirostat(int32_t n_vocab, uint32_t seed, float tau, float eta, int32_t m) {
+    auto seed_cur = get_rng_seed(seed);
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_mirostat_i,
+        /* .ctx   = */ new llama_sampler_mirostat {
+            /* .n_vocab  = */ n_vocab,
+            /* .seed     = */ seed,
+            /* .seed_cur = */ seed_cur,
+            /* .tau      = */ tau,
+            /* .eta      = */ eta,
+            /* .m        = */ m,
+            /* .mu       = */ 2.0f*tau,
+            /* .rng      = */ std::mt19937(seed_cur),
+        }
+    );
+}
+
+// mirostat v2
+
+struct llama_sampler_mirostat_v2 {
+    const uint32_t seed;
+          uint32_t seed_cur;
+
+    const float tau;
+    const float eta;
+
+    float mu;
+
+    std::mt19937 rng;
+};
+
+static const char * llama_sampler_mirostat_v2_name(const struct llama_sampler * /*smpl*/) {
+    return "mirostat-v2";
+}
+
+static void llama_sampler_mirostat_v2_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * ctx = (llama_sampler_mirostat_v2 *) smpl->ctx;
+
+    llama_sampler_softmax_impl(cur_p);
+
+    // Truncate the words with surprise values greater than mu
+    cur_p->size = std::distance(cur_p->data, std::find_if(cur_p->data, cur_p->data + cur_p->size, [&](const llama_token_data & candidate) {
+        return -log2f(candidate.p) > ctx->mu;
+    }));
+
+    if (cur_p->size == 0) {
+        cur_p->size = 1;
+    }
+
+    // Normalize the probabilities of the remaining words
+    llama_sampler_softmax_impl(cur_p);
+
+    const int idx = llama_sample_dist(cur_p, ctx->rng);
+
+    cur_p->selected = idx;
+
+    float observed_surprise = -log2f(cur_p->data[idx].p);
+    float e = observed_surprise - ctx->tau;
+
+    // Update mu using the learning rate and error
+    ctx->mu = ctx->mu - ctx->eta * e;
+}
+
+static void llama_sampler_mirostat_v2_reset(struct llama_sampler * smpl) {
+    auto * ctx = (llama_sampler_mirostat_v2 *) smpl->ctx;
+    ctx->mu = 2.0f*ctx->tau;
+    ctx->seed_cur = get_rng_seed(ctx->seed);
+    ctx->rng.seed(ctx->seed_cur);
+}
+
+static struct llama_sampler * llama_sampler_mirostat_v2_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_mirostat_v2 *) smpl->ctx;
+
+    auto * result = llama_sampler_init_mirostat_v2(ctx->seed, ctx->tau, ctx->eta);
+
+    // copy the state
+    {
+        auto * result_ctx = (llama_sampler_mirostat_v2 *) result->ctx;
+
+        result_ctx->mu  = ctx->mu;
+        result_ctx->rng = ctx->rng;
+    }
+
+    return result;
+}
+
+static void llama_sampler_mirostat_v2_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_mirostat_v2 *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_mirostat_v2_i = {
+    /* .name   = */ llama_sampler_mirostat_v2_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_mirostat_v2_apply,
+    /* .reset  = */ llama_sampler_mirostat_v2_reset,
+    /* .clone  = */ llama_sampler_mirostat_v2_clone,
+    /* .free   = */ llama_sampler_mirostat_v2_free,
+};
+
+struct llama_sampler * llama_sampler_init_mirostat_v2(uint32_t seed, float tau, float eta) {
+    auto seed_cur = get_rng_seed(seed);
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_mirostat_v2_i,
+        /* .ctx   = */ new llama_sampler_mirostat_v2 {
+            /* .seed     = */ seed,
+            /* .seed_cur = */ seed_cur,
+            /* .tau      = */ tau,
+            /* .eta      = */ eta,
+            /* .mu       = */ 2.0f*tau,
+            /* .rng      = */ std::mt19937(seed_cur),
+        }
+    );
+}
+
+// grammar
+
+struct llama_sampler_grammar {
+    const struct llama_vocab * vocab;
+
+    std::string grammar_str;
+    std::string grammar_root;
+
+    struct llama_grammar * grammar;
+};
+
+static const char * llama_sampler_grammar_name(const struct llama_sampler * /*smpl*/) {
+    return "grammar";
+}
+
+static void llama_sampler_grammar_accept_impl(struct llama_sampler * smpl, llama_token token) {
+    auto * ctx = (llama_sampler_grammar *) smpl->ctx;
+    if (ctx->grammar) {
+        llama_grammar_accept_impl(*ctx->grammar, token);
+    }
+}
+
+static void llama_sampler_grammar_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * ctx = (llama_sampler_grammar *) smpl->ctx;
+    if (ctx->grammar) {
+        llama_grammar_apply_impl(*ctx->grammar, cur_p);
+    }
+}
+
+// Fwd declare to break reset --> init_impl --> llama_sampler_grammar_i --> reset cycle.
+static struct llama_sampler * llama_sampler_init_grammar_impl(
+        const struct llama_vocab * vocab,
+                      const char * grammar_str,
+                      const char * grammar_root,
+                              bool lazy,
+                     const char ** trigger_words,
+                            size_t num_trigger_words,
+               const llama_token * trigger_tokens,
+                            size_t num_trigger_tokens,
+                     const char ** trigger_patterns,
+                            size_t num_trigger_patterns);
+
+static void llama_sampler_grammar_reset(struct llama_sampler * smpl) {
+    auto * ctx = (llama_sampler_grammar *) smpl->ctx;
+    if (!ctx->grammar) {
+        return;
+    }
+
+    std::vector<const char *>  trigger_patterns_c;
+    trigger_patterns_c.reserve(ctx->grammar->trigger_patterns.size());
+    for (auto & trigger_pattern : ctx->grammar->trigger_patterns) {
+        trigger_patterns_c.push_back(trigger_pattern.pattern.c_str());
+    }
+
+    auto * grammar_new = llama_grammar_init_impl(ctx->grammar->vocab, nullptr, ctx->grammar_str.c_str(), ctx->grammar_root.c_str(),
+                                                 ctx->grammar->lazy, trigger_patterns_c.data(), trigger_patterns_c.size(),
+                                                 ctx->grammar->trigger_tokens.data(), ctx->grammar->trigger_tokens.size());
+
+    llama_grammar_free_impl(ctx->grammar);
+    ctx->grammar = grammar_new;
+}
+
+static struct llama_sampler * llama_sampler_grammar_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_grammar *) smpl->ctx;
+
+    auto * result = llama_sampler_init_grammar_impl(ctx->vocab, nullptr, nullptr, false, nullptr, 0, nullptr, 0, nullptr, 0);
+    GGML_ASSERT(result);
+
+    // copy the state
+    {
+        auto * result_ctx = (llama_sampler_grammar *) result->ctx;
+
+        if (ctx->grammar) {
+            result_ctx->grammar_str  = ctx->grammar_str;
+            result_ctx->grammar_root = ctx->grammar_root;
+
+            result_ctx->grammar = llama_grammar_clone_impl(*ctx->grammar);
+        }
+    }
+
+    return result;
+}
+
+static void llama_sampler_grammar_free(struct llama_sampler * smpl) {
+    const auto * ctx = (llama_sampler_grammar *) smpl->ctx;
+
+    if (ctx->grammar) {
+        llama_grammar_free_impl(ctx->grammar);
+    }
+
+    delete ctx;
+}
+
+static struct llama_sampler_i llama_sampler_grammar_i = {
+    /* .name   = */ llama_sampler_grammar_name,
+    /* .accept = */ llama_sampler_grammar_accept_impl,
+    /* .apply  = */ llama_sampler_grammar_apply,
+    /* .reset  = */ llama_sampler_grammar_reset,
+    /* .clone  = */ llama_sampler_grammar_clone,
+    /* .free   = */ llama_sampler_grammar_free,
+};
+
+static struct llama_sampler * llama_sampler_init_grammar_impl(
+        const struct llama_vocab * vocab,
+                      const char * grammar_str,
+                      const char * grammar_root,
+                              bool lazy,
+                     const char ** trigger_words,
+                            size_t num_trigger_words,
+               const llama_token * trigger_tokens,
+                            size_t num_trigger_tokens,
+                     const char ** trigger_patterns,
+                            size_t num_trigger_patterns) {
+    auto * ctx = new llama_sampler_grammar;
+
+    if (grammar_str != nullptr && grammar_str[0] != '\0') {
+        // TODO: remove trigger_words support.
+        if (trigger_words != nullptr && num_trigger_words > 0) {
+            GGML_ASSERT(trigger_patterns == nullptr && num_trigger_patterns == 0);
+            std::string trigger_pattern("[\\s\\S]*?(");
+            for (size_t i = 0; i < num_trigger_words; ++i) {
+                static const std::regex special_chars("[.^$|()*+?\\[\\]{}\\\\]");
+                if (i > 0) {
+                    trigger_pattern += "|";
+                }
+                trigger_pattern += std::regex_replace(trigger_words[i], special_chars, "\\$0");
+            }
+            trigger_pattern += ")[\\s\\S]*";
+            auto trigger_pattern_c = trigger_pattern.c_str();
+            trigger_patterns = &trigger_pattern_c;
+            num_trigger_patterns = 1;
+        }
+        *ctx = {
+            /* .vocab        = */ vocab,
+            /* .grammar_str  = */ grammar_str,
+            /* .grammar_root = */ grammar_root,
+            /* .grammar      = */ llama_grammar_init_impl(vocab, nullptr, grammar_str, grammar_root, lazy, trigger_patterns, num_trigger_patterns, trigger_tokens, num_trigger_tokens),
+        };
+        if (!ctx->grammar) {
+            delete ctx;
+            return nullptr;
+        }
+    } else {
+        *ctx = {
+            /* .vocab        = */ vocab,
+            /* .grammar_str  = */ {},
+            /* .grammar_root = */ {},
+            /* .grammar      = */ nullptr,
+        };
+    }
+
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_grammar_i,
+        /* .ctx   = */ ctx
+    );
+}
+
+struct llama_sampler * llama_sampler_init_grammar(
+        const struct llama_vocab * vocab,
+                      const char * grammar_str,
+                      const char * grammar_root) {
+    return llama_sampler_init_grammar_impl(vocab, grammar_str, grammar_root, /* lazy= */ false, nullptr, 0, nullptr, 0, nullptr, 0);
+}
+
+struct llama_sampler * llama_sampler_init_grammar_lazy(
+        const struct llama_vocab * vocab,
+                      const char * grammar_str,
+                      const char * grammar_root,
+                     const char ** trigger_words,
+                            size_t num_trigger_words,
+               const llama_token * trigger_tokens,
+                            size_t num_trigger_tokens) {
+    return llama_sampler_init_grammar_impl(vocab, grammar_str, grammar_root, /* lazy= */ true, trigger_words, num_trigger_words, trigger_tokens, num_trigger_tokens, nullptr, 0);
+}
+
+struct llama_sampler * llama_sampler_init_grammar_lazy_patterns(
+        const struct llama_vocab * vocab,
+                      const char * grammar_str,
+                      const char * grammar_root,
+                     const char ** trigger_patterns,
+                            size_t num_trigger_patterns,
+               const llama_token * trigger_tokens,
+                            size_t num_trigger_tokens) {
+    return llama_sampler_init_grammar_impl(vocab, grammar_str, grammar_root, /* lazy= */ true, nullptr, 0, trigger_tokens, num_trigger_tokens, trigger_patterns, num_trigger_patterns);
+}
+
+// penalties
+
+struct llama_sampler_penalties {
+    const int32_t penalty_last_n;
+    const float   penalty_repeat;
+    const float   penalty_freq;
+    const float   penalty_present;
+
+    ring_buffer<llama_token> prev;
+
+    // a frequency map to count token occurrences
+    std::unordered_map<llama_token, int> token_count;
+};
+
+static const char * llama_sampler_penalties_name(const struct llama_sampler * /*smpl*/) {
+    return "penalties";
+}
+
+static void llama_sampler_penalties_accept(struct llama_sampler * smpl, llama_token token) {
+    auto * ctx = (llama_sampler_penalties *) smpl->ctx;
+    if (ctx->penalty_last_n == 0) {
+        return;
+    }
+
+    ctx->token_count[token]++;
+
+    // if the ring buffer is full, remove the oldest token
+    if (ctx->prev.size() >= (size_t) ctx->penalty_last_n) {
+        const auto old = ctx->prev.front();
+
+        ctx->token_count[old]--;
+        if (ctx->token_count[old] == 0) {
+            ctx->token_count.erase(old);
+        }
+    }
+
+    ctx->prev.push_back(token);
+
+#if 0
+    // sanity check
+    std::unordered_map<llama_token, int> tmp;
+    for (int i = 0; i < std::min<int>(ctx->penalty_last_n, ctx->prev.size()); ++i) {
+        tmp[ctx->prev.rat(i)]++;
+    }
+
+    assert(ctx->token_count == tmp);
+#endif
+}
+
+static void llama_sampler_penalties_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * ctx = (llama_sampler_penalties *) smpl->ctx;
+
+    if ((ctx->penalty_last_n == 0) ||
+        (ctx->penalty_repeat == 1.0f && ctx->penalty_freq == 0.0f && ctx->penalty_present == 0.0f)) {
+        return;
+    }
+
+    // Apply frequency and presence penalties to the cur_p
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        const auto token_iter = ctx->token_count.find(cur_p->data[i].id);
+        if (token_iter == ctx->token_count.end()) {
+            continue;
+        }
+
+        const int count = token_iter->second;
+
+        assert(count > 0 && count <= ctx->penalty_last_n);
+
+        // The academic publication that described this technique actually just only divided, but that would cause tokens with negative logits to become more likely, which is obviously wrong.
+        // This is common fix for this problem, which is to multiply by the penalty instead of dividing.
+        if (cur_p->data[i].logit <= 0) {
+            cur_p->data[i].logit *= ctx->penalty_repeat;
+        } else {
+            cur_p->data[i].logit /= ctx->penalty_repeat;
+        }
+
+        cur_p->data[i].logit -= float(count) * ctx->penalty_freq + float(count > 0) * ctx->penalty_present;
+    }
+
+    cur_p->sorted = false;
+}
+
+static void llama_sampler_penalties_reset(struct llama_sampler * smpl) {
+    auto * ctx = (llama_sampler_penalties *) smpl->ctx;
+    ctx->prev.clear();
+    ctx->token_count.clear();
+}
+
+static struct llama_sampler * llama_sampler_penalties_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_penalties *) smpl->ctx;
+    auto * result = llama_sampler_init_penalties(
+            ctx->penalty_last_n,
+            ctx->penalty_repeat,
+            ctx->penalty_freq,
+            ctx->penalty_present);
+
+    // copy the state
+    {
+        auto * result_ctx = (llama_sampler_penalties *) result->ctx;
+
+        result_ctx->prev = ctx->prev;
+    }
+
+    return result;
+}
+
+static void llama_sampler_penalties_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_penalties *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_penalties_i = {
+    /* .name   = */ llama_sampler_penalties_name,
+    /* .accept = */ llama_sampler_penalties_accept,
+    /* .apply  = */ llama_sampler_penalties_apply,
+    /* .reset  = */ llama_sampler_penalties_reset,
+    /* .clone  = */ llama_sampler_penalties_clone,
+    /* .free   = */ llama_sampler_penalties_free,
+};
+
+struct llama_sampler * llama_sampler_init_penalties(
+        int32_t penalty_last_n,
+        float penalty_repeat,
+        float penalty_freq,
+        float penalty_present) {
+    penalty_last_n = std::max(penalty_last_n, 0);
+
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_penalties_i,
+        /* .ctx   = */ new llama_sampler_penalties {
+            /* .penalty_last_n  = */ penalty_last_n,
+            /* .penalty_repeat  = */ penalty_repeat,
+            /* .penalty_freq    = */ penalty_freq,
+            /* .penalty_present = */ penalty_present,
+            /* .prev            = */ ring_buffer<llama_token>(penalty_last_n),
+            /* .token_count     = */ {},
+        }
+    );
+}
+
+// top-n-sigma
+
+struct llama_sampler_top_n_sigma {
+    const float n;
+};
+
+static const char * llama_sampler_top_n_sigma_name(const struct llama_sampler * /*smpl*/) {
+    return "top-n-sigma";
+}
+
+static void llama_sampler_top_n_sigma_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    const auto * ctx = (llama_sampler_top_n_sigma *) smpl->ctx;
+
+    if (ctx->n <= 0.0f || cur_p->size <= 1) {
+        return;
+    }
+
+    // find max logit and calculate mean
+    float max = cur_p->data[0].logit;
+    float logits_sum = 0;
+    size_t valid_count = 0;
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        // Only count non-negative infinity values
+        if (cur_p->data[i].logit != -INFINITY) {
+            if (cur_p->data[i].logit > max) {
+                max = cur_p->data[i].logit;
+            }
+            logits_sum += cur_p->data[i].logit;
+            valid_count++;
+        }
+    }
+    float mean = valid_count > 0 ? logits_sum/valid_count : 0;
+
+    // calculate standard deviation
+    float acc = 0;
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        // Skip -infinity in std calculation
+        if (cur_p->data[i].logit != -INFINITY) {
+            acc += pow(cur_p->data[i].logit - mean, 2);
+        }
+    }
+    float std = valid_count > 0 ? sqrt(acc/valid_count) : 0;
+
+    //apply mask
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        if (cur_p->data[i].logit < max - (ctx->n * std)) {
+            cur_p->data[i].logit = -INFINITY;
+        }
+    }
+    llama_sampler_softmax_impl(cur_p);
+}
+
+static struct llama_sampler * llama_sampler_top_n_sigma_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_top_n_sigma *) smpl->ctx;
+    return llama_sampler_init_top_n_sigma(ctx->n);
+}
+
+static void llama_sampler_top_n_sigma_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_top_n_sigma *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_top_n_sigma_i = {
+    /* .name   = */ llama_sampler_top_n_sigma_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_top_n_sigma_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ llama_sampler_top_n_sigma_clone,
+    /* .free   = */ llama_sampler_top_n_sigma_free,
+};
+
+struct llama_sampler * llama_sampler_init_top_n_sigma(float n) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_top_n_sigma_i,
+        /* .ctx   = */ new llama_sampler_top_n_sigma {
+            /* .n = */ n,
+        }
+    );
+}
+
+// DRY
+
+struct llama_sampler_dry {
+    int32_t total_context_size;
+
+    const float   dry_multiplier;
+    const float   dry_base;
+    const int32_t dry_allowed_length;
+    const int32_t dry_penalty_last_n;
+
+    std::unordered_multimap<llama_token, std::vector<llama_token>> dry_processed_breakers;
+    std::vector<int> dry_repeat_count;
+    std::unordered_map<llama_token, int> dry_max_token_repeat;
+    ring_buffer<llama_token> last_tokens;
+};
+
+// Ported from Koboldcpp, original PR: https://github.com/LostRuins/koboldcpp/pull/982 (Original author: pi6am)
+static void get_overlapping_token_sequences(const llama_vocab & vocab, const std::string& str, std::unordered_multimap<llama_token, std::vector<llama_token>>& token_sequences, int max_tail_len = -1) {
+    for (llama_token token_id = 0; token_id < (llama_token) vocab.n_tokens(); token_id++) {
+        std::string word = vocab.detokenize({token_id}, true);
+        if (word.find(str) != std::string::npos) {
+            token_sequences.emplace(token_id, std::vector<llama_token>());
+        } else {
+            size_t word_len = word.size();
+            size_t str_len = str.size();
+            size_t pos = -1;
+            while ((pos = word.find(str[0], pos + 1)) != std::string::npos) {
+                bool match = true;
+                size_t i;
+                for (i = 1; i < str_len && i + pos < word_len; ++i) {
+                    if (word[pos + i] != str[i]) {
+                        match = false;
+                        break;
+                    }
+                }
+                if (match) {
+                    std::vector<llama_token> tokenization = vocab.tokenize(str.substr(i), false, false);
+                    if (max_tail_len >= 0 && tokenization.size() > (size_t)max_tail_len) {
+                        tokenization.resize(max_tail_len);
+                    }
+
+                    // Ensure we don't already have a duplicate matching tokenization
+                    auto its = token_sequences.equal_range(token_id);
+                    bool found = false;
+                    for (auto it = its.first; it != its.second; ++it) {
+                        if (tokenization == it->second) {
+                            found = true;
+                            break;
+                        }
+                    }
+                    if (!found) {
+                        token_sequences.emplace(token_id, tokenization);
+                    }
+                }
+            }
+        }
+    }
+}
+
+static const char * llama_sampler_dry_name(const struct llama_sampler * /*smpl*/) {
+    return "dry";
+}
+
+static void llama_sampler_dry_accept(struct llama_sampler * smpl, llama_token token) {
+    auto * ctx = (llama_sampler_dry *) smpl->ctx;
+    if (ctx->dry_multiplier == 0.0f || ctx->dry_base < 1.0f || ctx->dry_penalty_last_n == 0) {
+        return;
+    }
+
+    ctx->last_tokens.push_back(token);
+}
+
+// Ported from Koboldcpp, original PR: https://github.com/LostRuins/koboldcpp/pull/982 (Original author: pi6am)
+static void llama_sampler_dry_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * ctx = (llama_sampler_dry *) smpl->ctx;
+
+    if (ctx->dry_multiplier == 0.0f || ctx->dry_base < 1.0f || ctx->dry_penalty_last_n == 0) {
+        return;
+    }
+
+    int32_t effective_dry_penalty_last_n = (ctx->dry_penalty_last_n == -1) ? ctx->total_context_size : std::max(ctx->dry_penalty_last_n, 0);
+    int last_n_repeat = std::min(std::min((int)ctx->last_tokens.size(), effective_dry_penalty_last_n), ctx->total_context_size);
+
+    if (last_n_repeat <= ctx->dry_allowed_length) {
+        return;
+    }
+
+    ctx->dry_repeat_count.assign(last_n_repeat, 0);
+    ctx->dry_max_token_repeat.clear();
+
+    // Step 1: Look for restart sequences to limit the maximum repetition length.
+    // Work backwards through the context looking for any token that begins a restart sequence.
+    //
+    // The collection `restart_sequences` is a mapping from a "head" token to all "tail"
+    // sequences that together comprise a restart sequence. This allows us to quickly check
+    // whether each token is the head of a complete sequence. Most restart sequences are actually
+    // a single token, and for these the "tail" is an empty vector.
+    //
+    // If the token is a "head", test all restart sequences that begin with this token
+    // (there will often only be one sequence for each token, but if sequences like 'aaaq1' and
+    // 'aaa1' are used as restart strings, both could start with 'aaa' when tokenized). The
+    // longest matching sequence (if any) is used to limit the maximum repetition length.
+    //
+    // Note that in the case case of a short sequence contained in a longer one, this might fail to
+    // find the smallest value for `rep_limit`. For example, if 'amniotic' and 'ni' are both used as
+    // restart sequences, 'ni' will be found first, and since it's shorter it will fail to suppress
+    // 'otic'. This is a minor issue since fully contained restart sequences are likely to be rare.
+    //
+    // This is theoretically worst-case O(N^2) for arbitrary restart sequences, which is why we
+    // have already clamped the maximum tail sequence length when generating `restart_sequences`.
+    // With clamping, this scan is O(N) in the context length.
+
+    int rep_limit = last_n_repeat;
+    for (int i = 0; i < last_n_repeat; ++i) {
+        llama_token token = ctx->last_tokens.rat(i);
+        auto its = ctx->dry_processed_breakers.equal_range(token);
+        if (its.first == ctx->dry_processed_breakers.end()) {
+            continue;
+        }
+        int longest_match = -1;
+        for (auto it = its.first; it != its.second; ++it) {
+            // Note that (*it) does not contain the head character, so seq_len will be
+            // the restart sequence length minus 1.
+            // In the common case of a single-token restart sequence, (*it) will be empty
+            // and we will trivially match.
+            int seq_len = (int)it->second.size();
+            if (seq_len > longest_match && seq_len <= (int)i) {
+                bool match = true;
+                for (int offset = 0; offset < seq_len; ++offset) {
+                    // The -1 when indexing `last_tokens` is because we already matched the head.
+                    if (it->second[offset] != ctx->last_tokens.rat(i - offset - 1)) {
+                        match = false;
+                        break;
+                    }
+                }
+                if (match) {
+                    longest_match = seq_len;
+                }
+            }
+        }
+        if (longest_match >= 0) {
+            // We found a restart sequence starting `i` tokens from the end and continuing for
+            // `longest_match` tokens.
+            rep_limit = i - longest_match;
+            break;
+        }
+    }
+    if (rep_limit < ctx->dry_allowed_length) {
+        return;
+    }
+
+    // Step 2: Iterate in reverse over the last N tokens of the context, using the "Z-algorithm" (in
+    // the reverse direction) to efficiently compute the positions and lengths of suffixes appearing
+    // elsewhere in the context. We limit the suffix length to `rep_limit` to respect restart sequences.
+    //
+    // This algorithm is not currently documented on Wikipedia, but there is a clear description here:
+    // https://ivanyu.me/blog/2014/10/15/z-algorithm/
+    //
+    // The code below is adapted from the public domain implementation by the same author here:
+    // https://github.com/ivanyu/string-algorithms/blob/master/z_algorithm.py
+    //
+    // Example:
+    // Last N tokens: a b c c b c y a b c
+    // Repeat counts: 0 0 3 1 0 2 0 0 0 0
+    //                    ^
+    //   This `3` means that the last three tokens of the context (a b c) also appear here.
+    //
+    // This step is worst case O(N) since the Z-algorithm is linear, despite the appearance of nested
+    // for/while loops. This can be seen by observing that the `lt` and `rt` bounds are set after each
+    // repeated suffix is detected (i.e. after each while loop when n > 0). These bound variables
+    // ensure that the inner while loops only examine each token in the context once as the outer
+    // for loop iterates over the context.
+
+    {
+        const int last = last_n_repeat - 1;
+        int rt = 0, lt = 0;
+
+        for (int k = 1; k < last_n_repeat; ++k) {
+            if (k > rt) {
+                // If k is outside the current Z-box, do naive computation.
+                int n = 0;
+                while (n + k < last_n_repeat && ctx->last_tokens.rat(n) == ctx->last_tokens.rat(n+k)) {
+                    ++n;
+                }
+                ctx->dry_repeat_count[last - k] = std::min(n, rep_limit);
+                if (n > 0) {
+                    lt = k;
+                    rt = k + n - 1;
+                }
+            } else {
+                // If k is inside the current Z-box, consider two cases.
+
+                int p = k - lt; // Pair index.
+                int right_part_len = rt - k + 1;
+
+                if (ctx->dry_repeat_count[last - p] < right_part_len) {
+                    int n = std::min(ctx->dry_repeat_count[last - p], rep_limit);
+                    ctx->dry_repeat_count[last - k] = n;
+                } else {
+                    int i = rt + 1;
+                    while (i < last_n_repeat && ctx->last_tokens.rat(i) == ctx->last_tokens.rat(i - k)) {
+                        i += 1;
+                    }
+
+                    int n = std::min(i - k, rep_limit);
+                    ctx->dry_repeat_count[last - k] = n;
+                    lt = k;
+                    rt = i - 1;
+                }
+            }
+        }
+    }
+
+    // Step 3: Iterate over dry_repeat_count and last_tokens, examining the maximum repeat length
+    // that would be generated by emitting each new token that would extend a sequence.
+    //
+    // Following the same example as above:
+    // Last N tokens: a b c c b c y a b c
+    // Repeat counts: 0 0 3 1 0 2 0 0 0 0
+    //
+    // For each non-zero, look ahead one token. This token, if emitted, would extend the repetition.
+    // c: 3 -> 4 (from `a b c` to `a b c c`)
+    // b: 1 -> 2 (from `c` to `c b`)
+    // y: 2 -> 3 (from `b c` to `b c y`)
+
+    for (int i = 0; i < last_n_repeat - 1; ++i) {
+        int repeat_len = ctx->dry_repeat_count[i];
+        if (repeat_len >= ctx->dry_allowed_length) {
+            // This token ends a repeat, so the next token would continue one.
+            // By convention, the value of `repeat_len` only includes the tokens currently
+            // in the context, not the new token that would be added.
+            llama_token token = ctx->last_tokens.rat(last_n_repeat - 2 - i);
+            // Track the maximum sequence ending in this token.
+            const auto& it = ctx->dry_max_token_repeat.find(token);
+            if (it == ctx->dry_max_token_repeat.end() || it->second < repeat_len) {
+                ctx->dry_max_token_repeat[token] = repeat_len;
+            }
+        }
+    }
+
+    // Step 4: Apply logit penalties based on the maximum repeat length for relevant tokens.
+
+    // Prevent floating point overflow in `pow(penalty_base, exponent)` by clamping to `max_exponent`.
+    // Compute it from `penalty_base` and the approximate log of `std::numeric_limits<float>::max()`
+    const float FLOAT_MAX_LOG = 88.7228391f;
+    int max_exponent = 0;
+    if (ctx->dry_base > 1.000001f) {
+        max_exponent = FLOAT_MAX_LOG / std::log(ctx->dry_base);
+    }
+
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        const auto& af_kvp = ctx->dry_max_token_repeat.find(cur_p->data[i].id);
+        if (af_kvp != ctx->dry_max_token_repeat.end()) {
+            // Check all sequence breakers starting with this token
+            auto range = ctx->dry_processed_breakers.equal_range(cur_p->data[i].id);
+            bool is_single_token_breaker = false;
+
+            for (auto it = range.first; it != range.second; ++it) {
+                if (it->second.empty()) {
+                    is_single_token_breaker = true;
+                    break;
+                }
+            }
+
+            // Apply penalty only if it's not a single-token sequence breaker
+            if (!is_single_token_breaker) {
+                int repeat_exp = af_kvp->second - ctx->dry_allowed_length;
+                if (max_exponent > 0 && repeat_exp > max_exponent) {
+                    repeat_exp = max_exponent;
+                }
+                float penalty = ctx->dry_multiplier * std::pow(ctx->dry_base, repeat_exp);
+                cur_p->data[i].logit -= penalty;
+            }
+        }
+    }
+
+    cur_p->sorted = false;
+}
+
+static void llama_sampler_dry_reset(struct llama_sampler * smpl) {
+    auto * ctx = (llama_sampler_dry *) smpl->ctx;
+    ctx->last_tokens.clear();
+    ctx->dry_repeat_count.clear();
+    ctx->dry_max_token_repeat.clear();
+}
+
+static struct llama_sampler * llama_sampler_dry_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (llama_sampler_dry *) smpl->ctx;
+
+    llama_vocab dummy_vocab;
+
+    // dummy vocab is passed because it is only needed for raw sequence breaker processing, which we have already done and will simply be copying
+    auto * result = llama_sampler_init_dry(&dummy_vocab, ctx->total_context_size, ctx->dry_multiplier, ctx->dry_base, ctx->dry_allowed_length, ctx->dry_penalty_last_n, NULL, 0);
+
+    // Copy the state, including the processed breakers
+    {
+        auto * result_ctx = (llama_sampler_dry *) result->ctx;
+        result_ctx->dry_processed_breakers = ctx->dry_processed_breakers;
+        result_ctx->dry_repeat_count = ctx->dry_repeat_count;
+        result_ctx->dry_max_token_repeat = ctx->dry_max_token_repeat;
+        result_ctx->last_tokens = ctx->last_tokens;
+    }
+
+    return result;
+}
+
+static void llama_sampler_dry_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_dry *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_dry_i = {
+    /* .name   = */ llama_sampler_dry_name,
+    /* .accept = */ llama_sampler_dry_accept,
+    /* .apply  = */ llama_sampler_dry_apply,
+    /* .reset  = */ llama_sampler_dry_reset,
+    /* .clone  = */ llama_sampler_dry_clone,
+    /* .free   = */ llama_sampler_dry_free,
+};
+
+struct llama_sampler * llama_sampler_init_dry(const struct llama_vocab * vocab, int32_t context_size, float dry_multiplier, float dry_base, int32_t dry_allowed_length, int32_t dry_penalty_last_n, const char** seq_breakers, size_t num_breakers) {
+    int32_t effective_dry_penalty_last_n = (dry_penalty_last_n == -1) ? context_size : std::max(dry_penalty_last_n, 0);
+    std::unordered_multimap<llama_token, std::vector<llama_token>> processed_breakers;
+    const int MAX_CHAR_LEN = 40;
+    const int MAX_SEQ_LEN = 20;
+
+    const bool dry_enabled = (dry_multiplier != 0.0f && dry_base >= 1.0f && dry_penalty_last_n != 0);
+
+    if (dry_enabled && seq_breakers != nullptr && num_breakers > 0) {
+        // Process sequence breakers
+        for (size_t i = 0; i < num_breakers; ++i) {
+            if (seq_breakers[i] == nullptr || std::strlen(seq_breakers[i]) == 0) {
+                LLAMA_LOG_WARN("skipping null or empty DRY sequence breaker at index %zu\n", i);
+                continue;
+            }
+
+            std::string sequence_break(seq_breakers[i]);
+            if (sequence_break.empty()) {
+                LLAMA_LOG_WARN("skipping empty DRY sequence breaker\n");
+                continue;
+            }
+
+            if (sequence_break.size() > MAX_CHAR_LEN) {
+                LLAMA_LOG_WARN("truncating DRY sequence breaker to %d characters\n", MAX_CHAR_LEN);
+                sequence_break.resize(MAX_CHAR_LEN);
+            }
+
+            get_overlapping_token_sequences(*vocab, sequence_break, processed_breakers, MAX_SEQ_LEN);
+        }
+    }
+
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_dry_i,
+        /* .ctx   = */ new llama_sampler_dry {
+            /* .total_context_size     = */ context_size,
+            /* .dry_multiplier         = */ dry_multiplier,
+            /* .dry_base               = */ dry_base,
+            /* .dry_allowed_length     = */ dry_allowed_length,
+            /* .dry_penalty_last_n     = */ dry_penalty_last_n,
+            /* .dry_processed_breakers = */ std::move(processed_breakers),
+            /* .dry_repeat_count       = */ dry_enabled ? std::vector<int>(effective_dry_penalty_last_n, 0) : std::vector<int>{},
+            /* .dry_max_token_repeat   = */ {},
+            /* .last_tokens            = */ dry_enabled ? ring_buffer<llama_token>(effective_dry_penalty_last_n) : ring_buffer<llama_token>(0),
+        }
+    );
+}
+
+// wrapper for test-sampling.cpp
+struct llama_sampler * llama_sampler_init_dry_testing(int32_t context_size, float dry_multiplier, float dry_base, int32_t dry_allowed_length, int32_t dry_penalty_last_n, const std::vector<std::vector<llama_token>>& seq_breakers) {
+    llama_vocab dummy_vocab;
+    auto * result = llama_sampler_init_dry(&dummy_vocab, context_size, dry_multiplier, dry_base, dry_allowed_length, dry_penalty_last_n, NULL, 0);
+    auto * ctx = (llama_sampler_dry *) result->ctx;
+
+    // Process the token-based sequence breakers
+    ctx->dry_processed_breakers.clear();
+    if (seq_breakers.empty()) {
+        LLAMA_LOG_WARN("empty DRY sequence breakers list in llama_sampler_init_dry_testing\n");
+    } else {
+        for (const auto& breaker : seq_breakers) {
+            if (breaker.empty()) {
+                LLAMA_LOG_WARN("skipping DRY empty sequence breaker\n");
+                continue;
+            }
+            llama_token head_token = breaker[0];
+            std::vector<llama_token> tail_tokens(breaker.begin() + 1, breaker.end());
+            ctx->dry_processed_breakers.emplace(head_token, std::move(tail_tokens));
+        }
+
+        if (ctx->dry_processed_breakers.empty()) {
+            LLAMA_LOG_WARN("no valid DRY sequence breakers processed in llama_sampler_init_dry_testing\n");
+        }
+    }
+
+    return result;
+}
+
+// logit-bias
+
+struct llama_sampler_logit_bias {
+    const int32_t n_vocab;
+
+    const std::vector<llama_logit_bias> logit_bias;
+
+    std::vector<llama_logit_bias> to_search;
+};
+
+static const char * llama_sampler_logit_bias_name(const struct llama_sampler * /*smpl*/) {
+    return "logit-bias";
+}
+
+static void llama_sampler_logit_bias_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * ctx = (llama_sampler_logit_bias *) smpl->ctx;
+
+    if (ctx->logit_bias.empty()) {
+        return;
+    }
+
+    ctx->to_search.clear();
+
+    // update the candidates that have not been shuffled in the vocabulary (i.e. idx == id)
+    for (const auto & lb : ctx->logit_bias) {
+        if (lb.token >= 0 && cur_p->size > (size_t) lb.token && cur_p->data[lb.token].id == lb.token) {
+            cur_p->data[lb.token].logit += lb.bias;
+        } else {
+            ctx->to_search.push_back(lb);
+        }
+    }
+
+    if (ctx->to_search.empty()) {
+        return;
+    }
+
+    // search for the remaining candidates that were not found in the previous step
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        for (const auto & lb : ctx->to_search) {
+            if (cur_p->data[i].id == lb.token) {
+                cur_p->data[i].logit += lb.bias;
+                break;
+            }
+        }
+    }
+}
+
+static struct llama_sampler * llama_sampler_logit_bias_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_logit_bias *) smpl->ctx;
+    return llama_sampler_init_logit_bias(ctx->n_vocab, ctx->logit_bias.size(), ctx->logit_bias.data());
+}
+
+static void llama_sampler_logit_bias_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_logit_bias *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_logit_bias_i = {
+    /* .name   = */ llama_sampler_logit_bias_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_logit_bias_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ llama_sampler_logit_bias_clone,
+    /* .free   = */ llama_sampler_logit_bias_free,
+};
+
+struct llama_sampler * llama_sampler_init_logit_bias(
+                         int32_t   n_vocab,
+                         int32_t   n_logit_bias,
+          const llama_logit_bias * logit_bias) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_logit_bias_i,
+        /* .ctx   = */ new llama_sampler_logit_bias {
+            /* .n_vocab    = */ n_vocab,
+            /* .logit_bias = */ std::vector<llama_logit_bias>(logit_bias, logit_bias + n_logit_bias),
+            /* .to_search  = */ {},
+        }
+    );
+}
+
+// infill
+
+//#define GGML_DEBUG_SAMPLER_INFILL
+
+struct llama_sampler_infill {
+    const struct llama_vocab * vocab;
+
+    std::vector<char> buf0;
+    std::vector<char> buf1;
+};
+
+static const char * llama_sampler_infill_name(const struct llama_sampler * /*smpl*/) {
+    return "infill";
+}
+
+static void llama_sampler_infill_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
+    auto * ctx = (llama_sampler_infill *) smpl->ctx;
+
+    llama_sampler_softmax_impl(cur_p);
+
+#if defined(GGML_DEBUG_SAMPLER_INFILL)
+#define LOG_DBG_CUR LLAMA_LOG_DEBUG
+#else
+#define LOG_DBG_CUR(...)
+#endif
+
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        LOG_DBG_CUR("%s: cur_p[%3zu] = { id: %6d, p: %.6f, logit: %6.3f }\n", __func__, i, cur_p->data[i].id, cur_p->data[i].p, cur_p->data[i].logit);
+    }
+
+    float p_txt_sum = 0.0f;
+    float p_eog_sum = 0.0f;
+
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        if (ctx->vocab->is_eog(cur_p->data[i].id)) {
+            p_eog_sum += cur_p->data[i].p;
+        } else {
+            p_txt_sum += cur_p->data[i].p;
+        }
+    }
+
+    const float rat = p_eog_sum == 0.0 ? INFINITY : p_txt_sum / p_eog_sum; GGML_UNUSED(rat);
+
+    LOG_DBG_CUR("%s: p_txt_sum = %.2f, p_eog_sum = %.2f, rat = %.2f, n = %zu\n", __func__, p_txt_sum, p_eog_sum, rat, cur_p->size);
+
+    if (3*p_eog_sum*cur_p->size > p_txt_sum) {
+        LOG_DBG_CUR("%s: the ratio p_txt/p_eog = %.2f is too low -> sampling EOG\n", __func__, p_txt_sum/p_eog_sum);
+
+        // keep just the EOG tokens
+        const auto size_org = cur_p->size;
+
+        cur_p->size = 0;
+
+        float p_sum = 0.0f;
+
+        for (size_t i = 0; i < size_org; ++i) {
+            if (ctx->vocab->is_eog(cur_p->data[i].id)) {
+                p_sum += cur_p->data[i].p;
+
+                cur_p->data[cur_p->size++] = cur_p->data[i];
+            }
+        }
+
+        // normalize probs
+        for (size_t i = 0; i < cur_p->size; ++i) {
+            cur_p->data[i].p /= p_sum;
+        }
+
+        return;
+    }
+
+    size_t n_combined = 0; GGML_UNUSED(n_combined);
+
+    // combine tokens with common prefix
+    for (size_t i0 = 0; i0 < cur_p->size; ++i0) {
+        for (size_t i1 = 0; i1 < cur_p->size; ++i1) {
+            if (cur_p->data[i0].logit == -INFINITY) {
+                break;
+            }
+
+            if (i0 == i1 || cur_p->data[i1].logit == -INFINITY) {
+                continue;
+            }
+
+            int len0 = ctx->vocab->token_to_piece(cur_p->data[i0].id, ctx->buf0.data(), ctx->buf0.size(), 0, false);
+            if (len0 < 0) {
+                ctx->buf0.resize(len0);
+                len0 = ctx->vocab->token_to_piece(cur_p->data[i0].id, ctx->buf0.data(), ctx->buf0.size(), 0, false);
+                assert(len0 > 0);
+            }
+
+            int len1 = ctx->vocab->token_to_piece(cur_p->data[i1].id, ctx->buf1.data(), ctx->buf1.size(), 0, false);
+            if (len1 < 0) {
+                ctx->buf1.resize(len1);
+                len1 = ctx->vocab->token_to_piece(cur_p->data[i1].id, ctx->buf1.data(), ctx->buf1.size(), 0, false);
+                assert(len1 > 0);
+            }
+
+            // token i0 is a prefix of token i1
+            if (len0 > 0 && len0 <= len1 && memcmp(ctx->buf0.data(), ctx->buf1.data(), len0) == 0) {
+                int dst = i0;
+                int src = i1;
+
+                // merge into the token with higher probability
+                if (cur_p->data[i1].p > cur_p->data[i0].p) {
+                    std::swap(dst, src);
+                }
+
+                cur_p->data[dst].p += cur_p->data[src].p;
+                cur_p->data[src].logit = -INFINITY;
+                cur_p->data[src].p     = 0.0f;
+
+                n_combined++;
+            }
+        }
+    }
+
+    size_t n_non_eog = 0;
+
+    size_t size_org = cur_p->size;
+
+    float p_sum = 0.0f;
+    float thold = 0.2f;
+
+    cur_p->size = 0;
+
+    LOG_DBG_CUR("%s: n_combined = %zu, applying thold = %.3f\n", __func__, n_combined, thold);
+
+    for (size_t i = 0; i < size_org; ++i) {
+        const bool is_eog = ctx->vocab->is_eog(cur_p->data[i].id);
+
+        if (cur_p->data[i].p < thold && !is_eog) {
+            continue;
+        }
+
+        if (!is_eog) {
+            ++n_non_eog;
+        }
+
+        p_sum += cur_p->data[i].p;
+
+        // keep this token
+        cur_p->data[cur_p->size++] = cur_p->data[i];
+    }
+
+    LOG_DBG_CUR("%s: n_non_eog = %zu\n", __func__, n_non_eog);
+
+    // if no non-EOG tokens are left -> reduce cur_p to single EOT token
+    if (n_non_eog == 0) {
+        cur_p->size = 1;
+        cur_p->data[0].id = ctx->vocab->token_eot();
+        cur_p->data[0].logit = 1.0f;
+
+        return;
+    }
+
+    // normalize probs
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        cur_p->data[i].p /= p_sum;
+
+        LOG_DBG_CUR("%s: cur_p[%3zu] = { id: %6d, p: %.6f, logit: %6.3f }\n", __func__, i, cur_p->data[i].id, cur_p->data[i].p, cur_p->data[i].logit);
+    }
+
+    size_org = cur_p->size;
+    p_sum = 0.0f;
+    thold = 1.0/(n_non_eog + 1);
+
+    cur_p->size = 0;
+
+    LOG_DBG_CUR("%s: applying thold = %.3f\n", __func__, thold);
+
+    for (size_t i = 0; i < size_org; ++i) {
+        const bool is_eog = ctx->vocab->is_eog(cur_p->data[i].id);
+
+        if (cur_p->data[i].p < thold && !is_eog) {
+            continue;
+        }
+
+        p_sum += cur_p->data[i].p;
+
+        cur_p->data[cur_p->size++] = cur_p->data[i];
+    }
+
+    // normalize probs
+    for (size_t i = 0; i < cur_p->size; ++i) {
+        cur_p->data[i].p /= p_sum;
+
+        LOG_DBG_CUR("%s: cur_p[%3zu] = { id: %6d, p: %.6f, logit: %6.3f }\n", __func__, i, cur_p->data[i].id, cur_p->data[i].p, cur_p->data[i].logit);
+    }
+
+#undef LOG_DBG_CUR
+}
+
+static struct llama_sampler * llama_sampler_infill_clone(const struct llama_sampler * smpl) {
+    const auto * ctx = (const llama_sampler_infill *) smpl->ctx;
+    return llama_sampler_init_infill(ctx->vocab);
+}
+
+static void llama_sampler_infill_free(struct llama_sampler * smpl) {
+    delete (llama_sampler_infill *) smpl->ctx;
+}
+
+static struct llama_sampler_i llama_sampler_infill_i = {
+    /* .name   = */ llama_sampler_infill_name,
+    /* .accept = */ nullptr,
+    /* .apply  = */ llama_sampler_infill_apply,
+    /* .reset  = */ nullptr,
+    /* .clone  = */ llama_sampler_infill_clone,
+    /* .free   = */ llama_sampler_infill_free,
+};
+
+struct llama_sampler * llama_sampler_init_infill(const struct llama_vocab * vocab) {
+    return llama_sampler_init(
+        /* .iface = */ &llama_sampler_infill_i,
+        /* .ctx   = */ new llama_sampler_infill {
+            /* .vocab = */ vocab,
+            /* .buf0  = */ std::vector<char>(512),
+            /* .buf1  = */ std::vector<char>(512),
+        }
+    );
+}
+
+// utils
+
+uint32_t llama_sampler_get_seed(const struct llama_sampler * smpl) {
+    if (smpl->iface == &llama_sampler_dist_i) {
+        return ((const llama_sampler_dist *) smpl->ctx)->seed_cur;
+    }
+
+    if (smpl->iface == &llama_sampler_mirostat_i) {
+        return ((const llama_sampler_mirostat *) smpl->ctx)->seed_cur;
+    }
+
+    if (smpl->iface == &llama_sampler_mirostat_v2_i) {
+        return ((const llama_sampler_mirostat_v2 *) smpl->ctx)->seed_cur;
+    }
+
+    if (smpl->iface == &llama_sampler_chain_i) {
+        const auto * ctx = (const llama_sampler_chain *) smpl->ctx;
+        for (auto it = ctx->samplers.rbegin(); it != ctx->samplers.rend(); ++it) {
+            const uint32_t seed = llama_sampler_get_seed(*it);
+            if (seed != LLAMA_DEFAULT_SEED) {
+                return seed;
+            }
+        }
+    }
+
+    return LLAMA_DEFAULT_SEED;
+}
+
+// perf
+
+struct llama_perf_sampler_data llama_perf_sampler(const struct llama_sampler * chain) {
+    struct llama_perf_sampler_data data = {};
+
+    if (chain == nullptr || chain->iface != &llama_sampler_chain_i) {
+        GGML_ABORT("%s: invalid sampler passed - requires a sampler created with llama_sampler_chain_init()\n", __func__);
+    }
+
+    const auto * ctx = (const struct llama_sampler_chain *) chain->ctx;
+
+    data.t_sample_ms = 1e-3 * ctx->t_sample_us;
+    data.n_sample    = std::max(0, ctx->n_sample);
+
+    return data;
+}
+
+void llama_perf_sampler_print(const struct llama_sampler * chain) {
+    const auto data = llama_perf_sampler(chain);
+
+    LLAMA_LOG_INFO("%s:    sampling time = %10.2f ms / %5d runs   (%8.2f ms per token, %8.2f tokens per second)\n",
+            __func__, data.t_sample_ms, data.n_sample, data.t_sample_ms / data.n_sample, 1e3 / data.t_sample_ms * data.n_sample);
+}
+
+void llama_perf_sampler_reset(struct llama_sampler * chain) {
+    if (chain == nullptr || chain->iface != &llama_sampler_chain_i) {
+        GGML_ABORT("%s: invalid sampler passed - requires a sampler created with llama_sampler_chain_init()\n", __func__);
+    }
+
+    auto * ctx = (struct llama_sampler_chain *) chain->ctx;
+
+    ctx->t_sample_us = ctx->n_sample = 0;
+}
diff --git a/llama/llama.cpp/src/llama-sampling.h b/llama/llama.cpp/src/llama-sampling.h
new file mode 100644
index 0000000..759dd7d
--- /dev/null
+++ b/llama/llama.cpp/src/llama-sampling.h
@@ -0,0 +1,32 @@
+#pragma once
+
+// TODO: rename llama-sampling.h/.cpp to llama-sampler.h/.cpp ?
+
+#include "llama.h"
+
+#include <vector>
+
+struct llama_vocab;
+struct llama_grammar;
+
+// sampler chain
+
+struct llama_sampler_chain {
+    llama_sampler_chain_params params;
+
+    std::vector<struct llama_sampler *> samplers;
+
+    // timing
+
+    mutable int64_t t_sample_us;
+
+    mutable int32_t n_sample;
+};
+
+struct llama_sampler * llama_sampler_init_dry_testing(
+                         int32_t   context_size,
+                           float   dry_multiplier,
+                           float   dry_base,
+                         int32_t   dry_allowed_length,
+                         int32_t   dry_penalty_last_n,
+  const std::vector<std::vector<llama_token>>& seq_breakers);
diff --git a/llama/llama.cpp/src/llama-vocab.cpp b/llama/llama.cpp/src/llama-vocab.cpp
new file mode 100644
index 0000000..9f5fd57
--- /dev/null
+++ b/llama/llama.cpp/src/llama-vocab.cpp
@@ -0,0 +1,3330 @@
+#include "llama-vocab.h"
+
+#include "ggml.h"
+#include "gguf.h"
+#include "llama-impl.h"
+#include "llama-model-loader.h"
+
+#include "unicode.h"
+
+#include <algorithm>
+#include <cassert>
+#include <cfloat>
+#include <climits>
+#include <cstdarg>
+#include <cstring>
+#include <forward_list>
+#include <map>
+#include <queue>
+#include <set>
+#include <unordered_map>
+#include <cctype>
+
+//
+// helpers
+//
+
+struct naive_trie {
+    naive_trie() : has_value(false), value(0) {
+    }
+    void insert(const char * key, size_t len, int32_t value = 0) {
+        if (len == 0) {
+            this->has_value = true;
+            this->value = value;
+            return;
+        }
+        char c = key[0];
+        auto res = children.find(c);
+        if (res != children.end()) {
+            res->second.insert(key + 1, len - 1, value);
+        } else {
+            auto res = children.insert(std::make_pair(c, naive_trie()));
+            res.first->second.insert(key + 1, len - 1, value);
+        }
+    }
+    std::pair<const char *, size_t> get_longest_prefix(const char * key, size_t len, size_t offset = 0) const {
+        if (len == 0 || offset == len) {
+            return std::make_pair(key, offset);
+        }
+        char c = key[offset];
+        auto res = children.find(c);
+        if (res != children.end()) {
+            return res->second.get_longest_prefix(key, len, offset + 1);
+        }
+
+        return std::make_pair(key, offset);
+    }
+    const struct naive_trie * traverse(const char c) const {
+        auto res = children.find(c);
+        if (res != children.end()) {
+            return &res->second;
+        }
+
+        return NULL;
+    }
+    std::map<char, struct naive_trie> children;
+    bool has_value;
+    llama_token value;
+};
+
+//
+// tokenizers
+//
+
+struct llm_tokenizer {
+    llm_tokenizer() {}
+    virtual ~llm_tokenizer() = default;
+};
+
+struct llm_symbol {
+    using index = int;
+    index prev;
+    index next;
+    const char * text;
+    size_t n;
+};
+
+static_assert(std::is_trivially_copyable<llm_symbol>::value, "llm_symbol is not trivially copyable");
+
+//
+// SPM tokenizer
+// original implementation:
+// https://github.com/ggerganov/llama.cpp/commit/074bea2eb1f1349a0118239c4152914aecaa1be4
+//
+
+struct llm_bigram_spm {
+    struct comparator {
+        bool operator()(llm_bigram_spm & l, llm_bigram_spm & r) {
+            return (l.score < r.score) || (l.score == r.score && l.left > r.left);
+        }
+    };
+    using queue_storage = std::vector<llm_bigram_spm>;
+    using queue = std::priority_queue<llm_bigram_spm, queue_storage, comparator>;
+    llm_symbol::index left;
+    llm_symbol::index right;
+    float score;
+    size_t size;
+};
+
+struct llm_tokenizer_spm : llm_tokenizer {
+    llm_tokenizer_spm(const llama_vocab & /*vocab*/) {}
+};
+
+struct llm_tokenizer_spm_session {
+    llm_tokenizer_spm_session(const llama_vocab & vocab) : vocab(vocab) {}
+
+    void tokenize(const std::string & text, std::vector<llama_token> & output) {
+        // split string into utf8 chars
+        int index = 0;
+        size_t offs = 0;
+        while (offs < text.size()) {
+            llm_symbol sym;
+            size_t len = unicode_len_utf8(text[offs]);
+            sym.text = text.c_str() + offs;
+            sym.n = std::min(len, text.size() - offs);
+            offs += sym.n;
+            sym.prev = index - 1;
+            sym.next = offs == text.size() ? -1 : index + 1;
+            index++;
+            symbols.emplace_back(sym);
+        }
+
+        // seed the work queue with all possible 2-character tokens.
+        for (int i = 1; i < (int) symbols.size(); ++i) {
+            try_add_bigram(i - 1, i);
+        }
+
+        // keep substituting the highest frequency pairs for as long as we can.
+        while (!work_queue.empty()) {
+            auto bigram = work_queue.top();
+            work_queue.pop();
+
+            auto & left_sym = symbols[bigram.left];
+            auto & right_sym = symbols[bigram.right];
+
+            // if one of the symbols already got merged, skip it.
+            if (left_sym.n == 0 || right_sym.n == 0 ||
+                left_sym.n + right_sym.n != bigram.size) {
+                continue;
+            }
+
+            // merge the right sym into the left one
+            left_sym.n += right_sym.n;
+            right_sym.n = 0;
+
+            //LLAMA_LOG_INFO("left = '%*s' size = %zu\n", (int) left_sym.n, left_sym.text, bigram.size);
+
+            // remove the right sym from the chain
+            left_sym.next = right_sym.next;
+            if (right_sym.next >= 0) {
+                symbols[right_sym.next].prev = bigram.left;
+            }
+
+            // find more substitutions
+            try_add_bigram(left_sym.prev, bigram.left);
+            try_add_bigram(bigram.left, left_sym.next);
+        }
+
+        for (int i = 0; i != -1; i = symbols[i].next) {
+            auto & symbol = symbols[i];
+            resegment(symbol, output);
+        }
+    }
+
+private:
+    void resegment(llm_symbol & symbol, std::vector<llama_token> & output) {
+        auto text = std::string(symbol.text, symbol.n);
+        auto token = vocab.text_to_token(text);
+
+        // Do we need to support is_unused?
+        if (token != LLAMA_TOKEN_NULL) {
+            output.push_back(token);
+            return;
+        }
+
+        const auto p = rev_merge.find(text);
+
+        if (p == rev_merge.end()) {
+            // output any symbols that did not form tokens as bytes.
+            output.reserve(output.size() + symbol.n);
+            for (int j = 0; j < (int)symbol.n; ++j) {
+                llama_token id = vocab.byte_to_token(symbol.text[j]);
+                output.push_back(id);
+            }
+            return;
+        }
+
+        resegment(symbols[p->second.first], output);
+        resegment(symbols[p->second.second], output);
+    }
+
+    void try_add_bigram(int left, int right) {
+        if (left == -1 || right == -1) {
+            return;
+        }
+        const std::string text = std::string(symbols[left].text, symbols[left].n + symbols[right].n);
+        auto token = vocab.text_to_token(text);
+
+        if (token == LLAMA_TOKEN_NULL) {
+            return;
+        }
+
+        if (static_cast<uint32_t>(token) >= vocab.n_tokens()) {
+            return;
+        }
+
+        const auto & tok_data = vocab.get_token_data(token);
+
+        llm_bigram_spm bigram;
+        bigram.left  = left;
+        bigram.right = right;
+        bigram.score = tok_data.score;
+        bigram.size  = text.size();
+
+        work_queue.push(bigram);
+
+        // Do we need to support is_unused?
+        rev_merge[text] = std::make_pair(left, right);
+    }
+
+    const llama_vocab & vocab;
+    // currently unused
+    // const llm_tokenizer_spm * spm_tokenizer;
+
+    std::vector<llm_symbol> symbols;
+    llm_bigram_spm::queue work_queue;
+    std::map<std::string, std::pair<int, int>> rev_merge;
+};
+
+//
+// BPE tokenizer
+// adapted from https://github.com/cmp-nct/ggllm.cpp [MIT License]
+// tried to simplify unicode stuff, so most likely does not work 100% correctly!
+//
+
+// TODO: there are a lot of common parts between spm and bpe tokenizers, should be refactored and reused
+
+template<typename T, typename Container = std::vector<T>, typename Compare = std::less<typename Container::value_type>>
+class llama_priority_queue : public std::priority_queue<T, Container, Compare> {
+public:
+    using std::priority_queue<T, Container, Compare>::priority_queue;
+
+    T pop_move() {
+        T item = std::move(this->c.front());
+        std::pop_heap(this->c.begin(), this->c.end(), this->comp);
+        this->c.pop_back();
+        return item;
+    }
+
+    void pop() =  delete;
+};
+
+struct llm_bigram_bpe {
+    struct comparator {
+        bool operator()(const llm_bigram_bpe & l, const llm_bigram_bpe & r) const {
+            return l.rank > r.rank || (l.rank == r.rank && l.left > r.left);
+        }
+    };
+
+    using queue_storage = std::vector<llm_bigram_bpe>;
+    using queue = llama_priority_queue<llm_bigram_bpe, queue_storage, comparator>;
+    llm_symbol::index left;
+    llm_symbol::index right;
+    std::string text;
+    int rank;
+    size_t size;
+};
+
+struct llm_tokenizer_bpe : llm_tokenizer {
+    llm_tokenizer_bpe(const llama_vocab & vocab) {
+        GGML_ASSERT(vocab.get_type() == LLAMA_VOCAB_TYPE_BPE);
+        switch (vocab.get_pre_type()) {
+            case LLAMA_VOCAB_PRE_TYPE_LLAMA3:
+                regex_exprs = {
+                    // original regex from tokenizer.json
+                    //"(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+
+                    // adapted: https://github.com/ggerganov/llama.cpp/pull/6920#issuecomment-2080233989
+                    "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_DBRX:
+            case LLAMA_VOCAB_PRE_TYPE_SMAUG:
+                regex_exprs = {
+                    // same as llama3
+                    "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_LLM:
+                regex_exprs = {
+                    "[\r\n]",
+                    "\\s?[A-Za-zµÀ-ÖØ-öø-ƺƼ-ƿDŽ-ʓʕ-ʯͰ-ͳͶͷͻ-ͽͿΆΈ-ΊΌΎ-ΡΣ-ϵϷ-ҁҊ-ԯԱ-ՖႠ-ჅᎠ-Ᏽᏸ-ᏽᲐ-ᲺᲽ-Ჿᴀ-ᴫᵫ-ᵷᵹ-ᶚḀ-ἕἘ-Ἕἠ-ὅὈ-Ὅὐ-ὗὙὛὝὟ-ώᾀ-ᾴᾶ-ᾼιῂ-ῄῆ-ῌῐ-ΐῖ-Ίῠ-Ῥῲ-ῴῶ-ῼℂℇℊ-ℓℕℙ-ℝℤΩℨK-ℭℯ-ℴℹℼ-ℿⅅ-ⅉⅎↃↄⰀ-ⱻⱾ-ⳤⳫ-ⳮⳲⳳꙀ-ꙭꚀ-ꚛꜢ-ꝯꝱ-ꞇꞋ-ꞎꭰ-ꮿff-stﬓ-ﬗＡ-Ｚａ-ｚ\U00010400-\U0001044f𐒰-𐓓𐓘-𐓻𐲀-𐲲𐳀-𐳲𑢠-𑣟𞤀-𞥃]+",
+                    "\\s?[!-/:-~！-／：-～‘-‟　-。]+",
+                    "\\s+$",
+                    "[一-龥ࠀ-一가-퟿]+",
+                    "\\p{N}+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_DEEPSEEK3_LLM:
+                regex_exprs = {
+                    "\\p{N}{1,3}",
+                    "[一-龥぀-ゟ゠-ヿ]+",
+                    "[!\"#$%&'()*+,\\-./:;<=>?@\\[\\\\\\]^_`{|}~][A-Za-z]+|[^\r\n\\p{L}\\p{P}\\p{S}]?[\\p{L}\\p{M}]+| ?[\\p{P}\\p{S}]+[\r\n]*|\\s*[\r\n]+|\\s+(?!\\S)|\\s+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_CODER:
+                regex_exprs = {
+                    "[\r\n]",
+                    "\\s?\\p{L}+",
+                    "\\s?\\p{P}+",
+                    "[一-龥ࠀ-一가-퟿]+",
+                    "\\p{N}",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_FALCON:
+                regex_exprs = {
+                    "[\\p{P}\\$\\+<=>\\^~\\|`]+",
+                    "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)",
+                    "[0-9][0-9][0-9]",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_STARCODER:
+            case LLAMA_VOCAB_PRE_TYPE_REFACT:
+            case LLAMA_VOCAB_PRE_TYPE_COMMAND_R:
+            case LLAMA_VOCAB_PRE_TYPE_SMOLLM:
+            case LLAMA_VOCAB_PRE_TYPE_CODESHELL:
+            case LLAMA_VOCAB_PRE_TYPE_EXAONE:
+            case LLAMA_VOCAB_PRE_TYPE_MINERVA:
+                regex_exprs = {
+                    "\\p{N}",
+                    "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_GPT2:
+            case LLAMA_VOCAB_PRE_TYPE_MPT:
+            case LLAMA_VOCAB_PRE_TYPE_OLMO:
+            case LLAMA_VOCAB_PRE_TYPE_JAIS:
+            case LLAMA_VOCAB_PRE_TYPE_TRILLION:
+                regex_exprs = {
+                    "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_STABLELM2:
+            case LLAMA_VOCAB_PRE_TYPE_QWEN2:
+                regex_exprs = {
+                    // original regex from tokenizer.json
+                    // "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+"
+                    "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_PORO:
+            case LLAMA_VOCAB_PRE_TYPE_BLOOM:
+            case LLAMA_VOCAB_PRE_TYPE_GPT3_FINNISH:
+                regex_exprs = {
+                    " ?[^(\\s|.,!?…。，、।۔،)]+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_CHATGLM4:
+                regex_exprs = {
+                    "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_VIKING:
+                regex_exprs = {
+                    " ?[^(\\s|.,!?…。，、।۔،)]+",
+                    "\\p{N}",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_TEKKEN:
+                // original regex from tokenizer.json
+                // "[^\\r\\n\\p{L}\\p{N}]?[\\p{Lu}\\p{Lt}\\p{Lm}\\p{Lo}\\p{M}]*[\\p{Ll}\\p{Lm}\\p{Lo}\\p{M}]+|[^\\r\\n\\p{L}\\p{N}]?[\\p{Lu}\\p{Lt}\\p{Lm}\\p{Lo}\\p{M}]+[\\p{Ll}\\p{Lm}\\p{Lo}\\p{M}]*|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n/]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+"
+                regex_exprs = {
+                    "[^\\r\\n\\p{L}\\p{N}]?((?=[\\p{L}])([^a-z]))*((?=[\\p{L}])([^A-Z]))+|[^\\r\\n\\p{L}\\p{N}]?((?=[\\p{L}])([^a-z]))+((?=[\\p{L}])([^A-Z]))*|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n/]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_CHAMELEON:
+                // Note: in theory, the special token (sentinel and image token) regex_exprs below
+                // are unnecessary, as they are split in `tokenizer_st_partition` anyway.
+                // However, since the upstream pre-tokenizer uses them, they are also
+                // included here (see https://huggingface.co/facebook/chameleon-7b).
+                regex_exprs = {
+                    "<sentinel:[0-9]+>",  // Sentinel tokens
+                    "(IMGIMG)((A|B|C|D|E|F|G|H|I){1,4})Z",  // Image tokens
+                    "([\\t\\n]|    |  )",  // directly from tokenizer.json
+                    "\\p{N}", // Individual digits
+                    "[\\p{P}!-/:-@\\[-`{-~]",  // Punctuation, Isolated
+                    "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_GPT4O:
+                regex_exprs = {
+                    // original regex from tokenizer.json
+                    // "[^\\r\\n\\p{L}\\p{N}]?[\\p{Lu}\\p{Lt}\\p{Lm}\\p{Lo}\\p{M}]*[\\p{Ll}\\p{Lm}\\p{Lo}\\p{M}]+(?i:'s|'t|'re|'ve|'m|'ll|'d)?|[^\\r\\n\\p{L}\\p{N}]?[\\p{Lu}\\p{Lt}\\p{Lm}\\p{Lo}\\p{M}]+[\\p{Ll}\\p{Lm}\\p{Lo}\\p{M}]*(?i:'s|'t|'re|'ve|'m|'ll|'d)?|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n/]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+                    "[^\\r\\n\\p{L}\\p{N}]?((?=[\\p{L}])([^a-z]))*((?=[\\p{L}])([^A-Z]))+(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])?|[^\\r\\n\\p{L}\\p{N}]?((?=[\\p{L}])([^a-z]))+((?=[\\p{L}])([^A-Z]))*(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])?|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n/]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_SUPERBPE:
+                regex_exprs = {
+                    "\\p{N}+",
+                    "(?=(\\d{3})+(?!\\d))",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_BAILINGMOE:
+                regex_exprs = {
+                    // original regex from tokenizer.json
+                    // "'(?i:[sdmt]|ll|ve|re)|[^\\r\\n\\p{L}\\p{N}]?+\\p{L}+|\\p{N}| ?[^\\s\\p{L}\\p{N}]++[\\r\\n]*|\\s*[\\r\\n]|\\s+(?!\\S)|\\s+"
+                    // FIXME? Changed possessive quantifiers (?+ and ++) to greedy to avoid errors and imatrix hanging (tried atomic grouping but it's not supported?)
+                    "'(?:[sSdDmMtT]|[lL][lL]|[vV][eE]|[rR][eE])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]|\\s+(?!\\S)|\\s+",
+                };
+                break;
+            case LLAMA_VOCAB_PRE_TYPE_SEED_CODER:
+                regex_exprs = {
+                    // original regex from tokenizer.json
+                    // "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1}| ?[^\\s\\p{L}\\p{N}\r\n]+|\\s*[\r\n]+|\\s+(?!\\S)|\\s+"
+                    "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1}| ?[^\\s\\p{L}\\p{N}\\r\\n]+|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+                };
+                break;
+            default:
+                // default regex for BPE tokenization pre-processing
+                regex_exprs = {
+                    "[\\p{P}\\$\\+<=>\\^~\\|]+",
+                    "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)",
+                    "\\p{N}+",
+                    "[0-9][0-9][0-9]",
+                };
+                break;
+        }
+    }
+
+    std::vector<std::string> regex_exprs;
+};
+
+struct llm_tokenizer_bpe_session {
+    llm_tokenizer_bpe_session(const llama_vocab & vocab, const llm_tokenizer_bpe & tokenizer) : vocab(vocab), tokenizer(tokenizer) {}
+
+    static void append(const llama_token token_id, std::vector<llama_token> & output)  {
+        output.push_back(token_id);
+    }
+
+    bool append_bos(std::vector<llama_token> & output) const {
+        if (vocab.get_add_bos()) {
+            GGML_ASSERT(vocab.token_bos() != LLAMA_TOKEN_NULL);
+            output.push_back(vocab.token_bos());
+            return true;
+        }
+        return false;
+    }
+
+    bool append_eos(std::vector<llama_token> & output) const {
+        if (vocab.get_add_eos()) {
+            GGML_ASSERT(vocab.token_eos() != LLAMA_TOKEN_NULL);
+            output.push_back(vocab.token_eos());
+            return true;
+        }
+        return false;
+    }
+
+    void check_double_bos_eos(const std::vector<llama_token> & output) const {
+        if (vocab.get_add_bos() && output.size() >= 2 && output[1] == vocab.token_bos()) {
+            LLAMA_LOG_WARN(
+                "%s: Added a BOS token to the prompt as specified by the model but the prompt "
+                "also starts with a BOS token. So now the final prompt starts with 2 BOS tokens. "
+                "Are you sure this is what you want?\n", __FUNCTION__);
+        }
+        if (vocab.get_add_eos() && output.size() >= 2 && *(output.end()-2) == vocab.token_eos()) {
+            LLAMA_LOG_WARN(
+                "%s: Added a EOS token to the prompt as specified by the model but the prompt "
+                "also ends with a EOS token. So now the final prompt ends with 2 EOS tokens. "
+                "Are you sure this is what you want?\n", __FUNCTION__);
+        }
+    }
+
+    void tokenize(const std::string & text, std::vector<llama_token> & output) {
+        int final_prev_index = -1;
+        const auto word_collection = unicode_regex_split(text, tokenizer.regex_exprs);
+
+        symbols_final.clear();
+
+        for (const auto & word : word_collection) {
+            work_queue = llm_bigram_bpe::queue();
+            symbols.clear();
+
+            int index = 0;
+            size_t offset = 0;
+
+            //if (vocab.tokenizer_ignore_merges && vocab.token_to_id.find(word) != vocab.token_to_id.end()) {
+            if (vocab.get_ignore_merges() && vocab.text_to_token(word) != LLAMA_TOKEN_NULL) {
+                symbols.emplace_back(llm_symbol{-1, -1, word.c_str(), word.size()});
+                offset = word.size();
+            }
+
+            while (offset < word.size()) {
+                llm_symbol sym;
+                size_t char_len = std::min(word.size() - offset, (size_t) unicode_len_utf8(word[offset]));
+                sym.text = word.c_str() + offset;
+                sym.n = char_len;
+                offset += sym.n;
+                sym.prev = index - 1;
+                sym.next = offset == word.size() ? -1 : index + 1;
+                index++;
+                symbols.emplace_back(sym);
+            }
+            for (int i = 1; i < (int) symbols.size(); ++i) {
+                add_new_bigram(i - 1, i);
+            }
+
+            // build token(s)
+            while (!work_queue.empty()) {
+                auto bigram = work_queue.pop_move();
+
+                auto & left_symbol = symbols[bigram.left];
+                auto & right_symbol = symbols[bigram.right];
+
+                if (left_symbol.n == 0 || right_symbol.n == 0) {
+                    continue;
+                }
+                std::string left_token = std::string(left_symbol.text, left_symbol.n);
+                std::string right_token = std::string(right_symbol.text, right_symbol.n);
+                if (left_token + right_token != bigram.text) {
+                    continue;  // Skip this bigram if it's outdated
+                }
+
+                // merge the right sym into the left one
+                left_symbol.n += right_symbol.n;
+                right_symbol.n = 0;
+
+                // remove the right sym from the chain
+                left_symbol.next = right_symbol.next;
+                if (right_symbol.next >= 0) {
+                    symbols[right_symbol.next].prev = bigram.left;
+                }
+
+                add_new_bigram(left_symbol.prev, bigram.left);  // left side of current symbol
+                add_new_bigram(bigram.left, left_symbol.next);  // right side of current symbol
+            }
+
+            // add the finished tokens to the final list keeping correct order for next and prev
+            for (auto & sym : symbols) {
+                if (sym.n > 0) {
+                    sym.prev = final_prev_index;
+                    sym.next = -1;
+                    if (final_prev_index != -1) {
+                        symbols_final[final_prev_index].next = symbols_final.size();
+                    }
+                    symbols_final.emplace_back(sym);
+                    final_prev_index = symbols_final.size() - 1;
+                }
+            }
+        }
+
+        symbols = symbols_final;
+
+        if (!symbols.empty()) {
+            for (int i = 0; i != -1; i = symbols[i].next) {
+                auto & symbol = symbols[i];
+                if (symbol.n == 0) {
+                    continue;
+                }
+
+                const std::string str = std::string(symbol.text, symbol.n);
+                const auto token = vocab.text_to_token(str);
+
+                if (token == LLAMA_TOKEN_NULL) {
+                    for (auto j = str.begin(); j != str.end(); ++j) {
+                        std::string byte_str(1, *j);
+                        auto token_multibyte = vocab.text_to_token(byte_str);
+                        if (token_multibyte != LLAMA_TOKEN_NULL) {
+                            output.push_back(token_multibyte);
+                        }
+                    }
+                } else {
+                    output.push_back(token);
+                }
+            }
+        }
+    }
+
+private:
+    void add_new_bigram(int left, int right) {
+        if (left == -1 || right == -1) {
+            return;
+        }
+        std::string left_token  = std::string(symbols[left].text,  symbols[left].n);
+        std::string right_token = std::string(symbols[right].text, symbols[right].n);
+
+        int rank_found = -1;
+
+        rank_found = vocab.find_bpe_rank(left_token, right_token);
+
+        if (rank_found < 0) {
+            return;
+        }
+
+        llm_bigram_bpe bigram;
+
+        bigram.left  = left;
+        bigram.right = right;
+        bigram.text  = left_token + right_token;
+        bigram.size  = left_token.size() + right_token.size();
+        bigram.rank  = rank_found;
+
+        work_queue.push(bigram);
+    }
+
+    const llama_vocab & vocab;
+    const llm_tokenizer_bpe & tokenizer;
+
+    std::vector<llm_symbol> symbols;
+    std::vector<llm_symbol> symbols_final;
+    llm_bigram_bpe::queue work_queue;
+};
+
+//
+// WPM tokenizer
+//
+
+struct llm_tokenizer_wpm : llm_tokenizer {
+    llm_tokenizer_wpm(const llama_vocab & /*vocab*/) {}
+};
+
+struct llm_tokenizer_wpm_session {
+    llm_tokenizer_wpm_session(const llama_vocab & vocab) : vocab(vocab) {}
+
+    void tokenize(const std::string & text, std::vector<llama_token> & output) {
+        // normalize and split by whitespace
+        std::vector<std::string> words = preprocess(text);
+        // bos token prepended already
+
+        // find the longest tokens that form the words
+        for (const std::string & word : words) {
+            // skip empty words
+            if (word.size() == 0) {
+                continue;
+            }
+
+            // prepend phantom space
+            const std::string word1 = "\xe2\x96\x81" + word;
+            const int n = word1.size();
+
+            const size_t current_tokens = output.size();
+
+            // we're at the start of a new word
+            // move through character position in word
+            for (int i = 0; i < n; ++i) {
+                // loop through possible match length
+                bool match = false;
+                for (int j = std::min(n, i + vocab.max_token_len() + 1); j > i; j--) {
+                    auto id = vocab.text_to_token(word1.substr(i, j - i));
+                    if (id != LLAMA_TOKEN_NULL) {
+                        output.push_back(id);
+                        match = true;
+                        i = j - 1;
+                        break;
+                    }
+                }
+
+                if (!match) { // discard all
+                    output.resize(current_tokens);
+                    break;  // and discard next tokens
+                }
+            }
+
+            // we didn't find any matches for this word
+            if (current_tokens == output.size()) {
+                output.push_back(vocab.token_unk());
+            }
+        }
+    }
+
+    // TODO: reduce string copies by using cpts_offs array
+    static std::vector<std::string> preprocess(const std::string & text)  {
+        const std::vector<uint32_t> cpts_nfd = unicode_cpts_normalize_nfd(unicode_cpts_from_utf8(text));
+        std::vector<std::string> words(1, "");
+
+        for (const uint32_t cpt : cpts_nfd) {
+            const auto flags = unicode_cpt_flags_from_cpt(cpt);
+
+            if (flags.is_whitespace) {
+                if (words.back().size()) {  // finish previous word if any
+                    words.emplace_back();
+                }
+                continue;
+            }
+
+            assert (!flags.is_separator);
+            if (cpt == 0 || cpt == 0xFFFD || flags.is_control) {
+                continue;
+            }
+
+            const std::string s = unicode_cpt_to_utf8(unicode_tolower(cpt));
+            if (flags.is_punctuation || ( cpt < 0x7F && flags.is_symbol ) || is_chinese_char(cpt)) {
+                if (words.back().size()) {  // finish previous word if any
+                    words.emplace_back();
+                }
+                words.back() = s;       // single char word
+                words.emplace_back();   // start a new word
+            } else {
+                words.back() += s;  // append char to word
+            }
+        }
+
+        if (!words.back().size()) {
+            words.pop_back();
+        }
+
+        return words;
+    }
+
+    static bool is_chinese_char(uint32_t cpt) {
+        return
+            (cpt >= 0x04E00 && cpt <= 0x09FFF) ||
+            (cpt >= 0x03400 && cpt <= 0x04DBF) ||
+            (cpt >= 0x20000 && cpt <= 0x2A6DF) ||
+            (cpt >= 0x2A700 && cpt <= 0x2B73F) ||
+            (cpt >= 0x2B740 && cpt <= 0x2B81F) ||
+            (cpt >= 0x2B920 && cpt <= 0x2CEAF) || // this should be 0x2B820 but in hf rust code it is 0x2B920
+            (cpt >= 0x0F900 && cpt <= 0x0FAFF) ||
+            (cpt >= 0x2F800 && cpt <= 0x2FA1F);
+            //(cpt >= 0x3000  && cpt <= 0x303F)  ||
+            //(cpt >= 0xFF00  && cpt <= 0xFFEF);
+    }
+
+private:
+    const llama_vocab & vocab;
+    // currently unused
+    // const llm_tokenizer_wpm * wpm_tokenizer;
+};
+
+//
+// UGM tokenizer
+//
+
+struct llm_tokenizer_ugm : llm_tokenizer {
+    llm_tokenizer_ugm(const llama_vocab & vocab, const std::vector<char> & precompiled_charsmap) {
+        if (precompiled_charsmap.size() > 0) {
+            size_t charsmap_offset = 0;
+
+            // First four bytes of precompiled_charsmap contains length of binary
+            // blob containing XOR-compressed compact double array (XCDA) entries
+            uint32_t xcda_blob_size = *(const uint32_t *) &precompiled_charsmap[0];
+            charsmap_offset += sizeof(xcda_blob_size);
+            if (xcda_blob_size + charsmap_offset >= precompiled_charsmap.size()) {
+                throw std::runtime_error("Index out of array bounds in precompiled charsmap!");
+            }
+
+            // Next xcda_blob_size bytes contain entries of XOR-compressed compact
+            // double array (XCDA). Each entry is bit-packed into a 32-bit integer.
+            xcda_array = (const uint32_t *) &precompiled_charsmap[charsmap_offset];
+            xcda_array_size = xcda_blob_size / sizeof(uint32_t);
+            charsmap_offset += xcda_blob_size;
+
+            // Remaining bytes of precompiled charsmap contain null-terminated
+            // replacement strings for prefixes matched by the XCDA.
+            prefix_replacements = &precompiled_charsmap[charsmap_offset];
+            prefix_replacements_size = precompiled_charsmap.size() - charsmap_offset;
+        }
+
+        for (uint32_t id = 0; id < vocab.n_tokens(); ++id) {
+            const auto & token_data = vocab.get_token_data(id);
+
+            if (vocab.is_normal(id)) {
+                min_score = std::min<float>(min_score, token_data.score);
+                max_score = std::max<float>(max_score, token_data.score);
+            }
+
+            if (vocab.is_normal(id) ||
+                vocab.is_user_defined(id) ||
+                vocab.is_unused(id)) {
+                token_matcher.insert(token_data.text.data(), token_data.text.size(), id);
+            }
+
+            if (vocab.is_user_defined(id)) {
+                user_defined_token_matcher.insert(token_data.text.data(), token_data.text.size());
+            }
+        }
+
+        unknown_token_score = min_score - unknown_token_score_penalty;
+    }
+
+    // escaped space symbol - U+2581 (Lower One Eighth Block)
+    const std::string escaped_space = "\xE2\x96\x81";
+
+    const char * prefix_replacements = NULL;
+    size_t prefix_replacements_size = 0;
+
+    const uint32_t * xcda_array = NULL;
+    size_t xcda_array_size = 0;
+
+    struct naive_trie user_defined_token_matcher;
+
+    float min_score = FLT_MAX;
+    float max_score = -FLT_MAX;
+
+    float unknown_token_score_penalty = 10.0;
+    float unknown_token_score;
+
+    struct naive_trie token_matcher;
+};
+
+struct llm_tokenizer_ugm_session {
+    llm_tokenizer_ugm_session(const llama_vocab & vocab, const llm_tokenizer_ugm & tokenizer) : vocab(vocab), tokenizer(tokenizer) {}
+
+    /* This implementation is based on SentencePiece optimized Viterbi algorithm for
+     * unigram language models. The general idea is to:
+     * - move along the input sequence in steps of one UTF code point,
+     * - at each step find all possible tokenizations of the prefix by
+     *   traversing the tokens trie,
+     * - for each tokenization store the best one so far (by higher score)
+     * - use the position in sequence after given token as an index to store
+     *   results
+     * - if there was no valid tokenization of the current UTF code point
+     *   then use unknown token with additional score penalty
+     * After processing the whole sequence we backtrack from the end to get
+     * the best tokenization.
+    */
+    void tokenize(const std::string & text, std::vector<llama_token> & output) {
+        // get current size of output (for reversal later)
+        size_t output_size = output.size();
+
+        // normalize the input first
+        std::string normalized;
+        normalize(text, &normalized);
+        size_t input_len = normalized.size();
+        if (input_len == 0) {
+            return;
+        }
+
+        // initialize score_sum to -FLT_MAX so it will be always lower than sums of token scores
+        std::vector<struct best_tokenization> tokenization_results(input_len + 1, {vocab.token_unk(), 0, -FLT_MAX});
+        // at the beginning tokenization score is zero
+        tokenization_results[0] = { vocab.token_unk(), 0, 0 };
+
+        for (size_t input_offset = 0; input_offset < input_len;) {
+            size_t prefix_offset = input_offset;
+            // calculate how many code units are in the currently processed UTF code point
+            size_t n_utf8_code_units = std::min<size_t>(unicode_len_utf8(normalized[input_offset]), input_len - input_offset);
+
+            // traverse the token matcher trie to find a matching token
+            bool single_codepoint_token_found = false;
+            const struct best_tokenization & current_best = tokenization_results[input_offset];
+            const struct naive_trie * node = tokenizer.token_matcher.traverse(normalized[prefix_offset++]);
+
+            while (prefix_offset <= input_len && node != NULL) {
+                // check if we found valid token in prefix
+                if (node->has_value) {
+                    // check if it corresponds to the whole UTF code point
+                    if (prefix_offset - input_offset == n_utf8_code_units) {
+                        single_codepoint_token_found = true;
+                    }
+                    llama_token token_id = node->value;
+                    const auto & token_data = vocab.get_token_data(token_id);
+
+                    // we set the user-defined token scores to 0 to make them more likely to be selected
+                    // (normal token scores are log probabilities, so they are negative)
+                    // score type is double here to make tokenization results exactly
+                    // the same as in the HF tokenizer using SentencePiece
+                    const double token_score = vocab.is_user_defined(token_id) ? 0.0 : token_data.score;
+                    const double challenger_score = current_best.score_sum + token_score;
+                    struct best_tokenization & current_champ = tokenization_results[prefix_offset];
+                    if (challenger_score > current_champ.score_sum) {
+                        struct best_tokenization challenger = { token_id, input_offset, (float) challenger_score };
+                        current_champ = challenger;
+                    }
+                }
+                node = node->traverse(normalized[prefix_offset++]);
+            }
+
+            // if we didn't find a valid token corresponding to the whole UTF code point
+            // then use unknown token as the tokenization of this UTF code point
+            if (!single_codepoint_token_found) {
+                const double challenger_score = current_best.score_sum + tokenizer.unknown_token_score;
+                prefix_offset = input_offset + n_utf8_code_units;
+                struct best_tokenization & current_champ = tokenization_results[prefix_offset];
+                if (challenger_score > current_champ.score_sum) {
+                    struct best_tokenization challenger = { vocab.token_unk(), input_offset, (float) challenger_score };
+                    current_champ = challenger;
+                }
+            }
+
+            // move to the next UTF code point
+            input_offset += n_utf8_code_units;
+        }
+
+        // now backtrack from the end to gather token ids of the best tokenization
+        // merge sequences of consecutive unknown tokens into single unknown tokens
+        bool is_prev_unknown = false;
+        for (struct best_tokenization & tokenization = tokenization_results[input_len]; ; tokenization = tokenization_results[tokenization.input_offset]) {
+            bool is_unknown = tokenization.token_id == vocab.token_unk();
+            if (!(is_prev_unknown && is_unknown)) {
+                output.push_back(tokenization.token_id);
+            }
+            if (tokenization.input_offset == 0) {
+                break;
+            }
+            is_prev_unknown = is_unknown;
+        }
+
+        // reverse the output since we added tokens starting from the end of the input
+        std::reverse(output.begin() + output_size, output.end());
+    }
+
+private:
+
+    // helper structure for returning normalization results
+    struct normalization_result {
+        const char * normalized;
+        size_t normalized_len;
+        size_t consumed_input;
+    };
+
+    void normalize(const std::string& input, std::string * normalized) {
+        normalized->clear();
+        normalized->reserve(input.size() * 3);
+
+        const std::string space = vocab.get_escape_whitespaces() ? tokenizer.escaped_space : " ";
+
+        const bool shall_prepend_space = !vocab.get_treat_whitespace_as_suffix() && vocab.get_add_space_prefix();
+        const bool shall_append_space  =  vocab.get_treat_whitespace_as_suffix() && vocab.get_add_space_prefix();
+        const bool shall_merge_spaces  =  vocab.get_remove_extra_whitespaces();
+
+        bool is_space_prepended = false;
+        bool processing_non_ws = false;
+
+        size_t input_len = input.size();
+
+        for (size_t input_offset = 0; input_offset < input_len; ) {
+            auto norm_res = normalize_prefix(input, input_offset);
+            for (size_t i = 0; i < norm_res.normalized_len; i++) {
+                char c = norm_res.normalized[i];
+                if (c != ' ') {
+                    if (!processing_non_ws) {
+                        processing_non_ws = true;
+                        if ((shall_prepend_space && !is_space_prepended) || shall_merge_spaces) {
+                            normalized->append(space);
+                            is_space_prepended = true;
+                        }
+                    }
+                    normalized->push_back(c);
+                } else {
+                    if (processing_non_ws) {
+                        processing_non_ws = false;
+                    }
+                    if (!shall_merge_spaces) {
+                        normalized->append(space);
+                    }
+                }
+            }
+
+            input_offset += norm_res.consumed_input;
+        }
+
+        if (shall_append_space) {
+            normalized->append(space);
+        }
+    }
+
+    /*
+     * This structure is a view wrapper for XOR-compressed double array (XCDA)
+     * See Shunsuke Kanda (2018). Space- and Time-Efficient String Dictionaries.
+     * Each bit-packed entry contains:
+     * - BASE array value in bits 10-30
+     * - LCHECK array value in bits 0-7
+     * - LEAF array value in bit 9
+     * Entries containing indexes of replacement sequences have set bit 31
+     */
+    struct xcda_array_view {
+    public:
+        xcda_array_view(const uint32_t * xcda_array, size_t xcda_array_size) : xcda_array(xcda_array), xcda_array_size(xcda_array_size) {
+        }
+        uint32_t get_base(size_t index) {
+            uint32_t packed_node = get_node(index);
+            return (packed_node >> 10) << ((packed_node & (1U << 9)) >> 6);
+        }
+        uint32_t get_lcheck(size_t index) {
+            uint32_t packed_node = get_node(index);
+            return packed_node & ((1U << 31) | 0xff);
+        }
+        bool get_leaf(size_t index) {
+            uint32_t packed_node = get_node(index);
+            return (packed_node >> 8) & 1;
+        }
+        uint32_t get_value(size_t index) {
+            uint32_t packed_node = get_node(index);
+            return packed_node & ((1U << 31) - 1);
+        }
+    private:
+        uint32_t get_node(size_t index) {
+            if (index > xcda_array_size) {
+                throw std::runtime_error("Index out of array bounds in XCDA array!");
+            }
+            return xcda_array[index];
+        }
+        const uint32_t * xcda_array;
+        size_t xcda_array_size;
+    };
+
+    // this structure stores the best tokenization so far at input_offset
+    struct best_tokenization {
+        llama_token token_id;
+        size_t input_offset;
+        float score_sum;
+    };
+
+    struct normalization_result normalize_prefix(const std::string & input, size_t input_offset) {
+        if (input_offset == input.size()) {
+            return { &input[input_offset], 0, 0 };
+        }
+
+        // if input prefix matches some user-defined token return this token as normalization result
+        auto user_defined_token_match =
+           tokenizer.user_defined_token_matcher.get_longest_prefix(&input[input_offset], input.size() - input_offset);
+        if (user_defined_token_match.second > 0) {
+            return { &input[input_offset], user_defined_token_match.second, user_defined_token_match.second };
+        }
+
+        size_t longest_prefix_length = 0;
+        size_t longest_prefix_offset = 0;
+
+        if (tokenizer.xcda_array_size > 0) {
+            struct xcda_array_view xcda_view(tokenizer.xcda_array, tokenizer.xcda_array_size);
+
+            // Find the longest normalized sequence matching the input prefix by walking
+            // the XOR-compressed compact double array (XCDA) starting from the root node
+            // We find the index of the next node by calculating BASE[s] ^ c where s is
+            // the index of the previous node and c is a numerical character value
+            uint32_t node_index = 0;
+            // get BASE of the root node
+            node_index = xcda_view.get_base(node_index);
+            for (size_t prefix_offset = input_offset; prefix_offset < input.size(); prefix_offset++) {
+                unsigned char c = input[prefix_offset];
+                if (c == 0) {
+                    break;
+                }
+                node_index ^= c;
+                // if value of LCHECK is not c it means that this is not a child of
+                // the previous node, so we stop matching
+                if (xcda_view.get_lcheck(node_index) != c) {
+                    break;
+                }
+                bool is_leaf = xcda_view.get_leaf(node_index);
+                // get BASE of the current node
+                node_index ^= xcda_view.get_base(node_index);
+                // if LEAF of the current node is true, it means that its BASE points to the node
+                // containing index of replacement sequence for currently matched input prefix
+                if (is_leaf)
+                {
+                    longest_prefix_length = prefix_offset - input_offset + 1;
+                    // get index of replacement sequence for currently matched input prefix
+                    longest_prefix_offset = xcda_view.get_value(node_index);
+                }
+            }
+        }
+
+        if (longest_prefix_length > 0) {
+            // we have a match, so return the replacement sequence
+            if (longest_prefix_offset >= tokenizer.prefix_replacements_size) {
+                throw std::runtime_error("Index out of array bounds in precompiled charsmap!");
+            }
+            const char * prefix_replacement = &(tokenizer.prefix_replacements)[longest_prefix_offset];
+            return { prefix_replacement, strlen(prefix_replacement), longest_prefix_length };
+        }
+
+        // check if the input prefix contains a valid sequence of UTF-8 code units
+        try {
+            // if yes, return this sequence unmodified
+            size_t prefix_offset = input_offset;
+            unicode_cpt_from_utf8(input, prefix_offset);
+            return { &input[input_offset], prefix_offset - input_offset, prefix_offset - input_offset };
+        } catch (std::invalid_argument & /*ex*/) {
+            // if no, consume 1 byte and return U+FFFD - REPLACEMENT CHARACTER
+            return { "\xEF\xBF\xBD", 3, 1 };
+        }
+    }
+
+    const llama_vocab & vocab;
+    const llm_tokenizer_ugm & tokenizer;
+};
+
+//
+// RWKV tokenizer
+//
+
+static std::vector<uint8_t> llama_unescape_rwkv_token(const std::string & escaped) {
+    std::vector<uint8_t> output;
+    output.reserve(escaped.size());
+
+    // Parser state
+    bool escaping = false;
+    uint8_t hex_remaining = 0;
+    uint8_t hex_acc = 0;
+
+    // Step through characters, performing parsing
+    for (const char & c : escaped) {
+        // If we're parsing a hex code, interpret the next character
+        if (hex_remaining != 0) {
+            uint8_t value = (c >= 'a') ? (c - 'a' + 10) : (c - '0');
+            hex_acc = (hex_acc << 4) + value;
+
+            hex_remaining -= 1;
+            if (hex_remaining == 0) {
+                output.push_back(hex_acc);
+                hex_acc = 0;
+            }
+
+            continue;
+        }
+
+        // If we got an escape character, interpret it
+        if (escaping) {
+            if (c == 't') {
+                output.push_back('\t');
+            } else if (c == 'n') {
+                output.push_back('\n');
+            } else if (c == 'r') {
+                output.push_back('\r');
+            } else if (c == 'x') {
+                hex_remaining = 2;
+            } else {
+                output.push_back(c);
+            }
+
+            escaping = false;
+            continue;
+        }
+
+        if (c == '\\') {
+            escaping = true;
+            continue;
+        }
+
+        output.push_back(c);
+    }
+
+    return output;
+}
+
+struct llm_tokenizer_rwkv : llm_tokenizer {
+    llm_tokenizer_rwkv(const llama_vocab & vocab) {
+        // RWKV supports arbitrary byte tokens, but the vocab struct only supports string tokens.
+        // For now, we decode the vocab here into the lookup we'll use for tokenization.
+
+        // build trie
+        for (uint32_t id = 0; id < vocab.n_tokens(); ++id) {
+            const auto & data = vocab.get_token_data(id);
+            const auto text = llama_unescape_rwkv_token(data.text);
+            token_matcher.insert((const char *) text.data(), text.size(), id);
+        }
+    }
+
+    struct naive_trie token_matcher;
+};
+
+struct llm_tokenizer_rwkv_session {
+    llm_tokenizer_rwkv_session(const llama_vocab & vocab, const llm_tokenizer_rwkv & tokenizer) : vocab(vocab), tokenizer(tokenizer) {}
+
+    void tokenize(const std::string & text, std::vector<llama_token> & output) {
+        uint32_t position = 0;
+        while (position < text.size()) {
+            const struct naive_trie * node = tokenizer.token_matcher.traverse(text[position]);
+            if (node == NULL) {
+                // no matching token found, add unknown token
+                output.push_back(vocab.token_unk());
+                position += 1;
+                continue;
+            }
+
+            // traverse the trie to find the longest matching token
+            uint32_t token_id = 0;
+            uint32_t token_length = 0;
+            while (node != NULL) {
+                if (node->has_value) {
+                    token_id = node->value;
+                    token_length = position + 1;
+                }
+                node = node->traverse(text[++position]);
+            }
+
+            // add the longest matching token
+            output.push_back(token_id);
+            position = token_length;
+        }
+    }
+
+private:
+    const llama_vocab & vocab;
+    const llm_tokenizer_rwkv & tokenizer;
+};
+
+//
+// impl
+//
+
+typedef enum FRAGMENT_BUFFER_VARIANT_TYPE {
+    FRAGMENT_BUFFER_VARIANT_TYPE_TOKEN,
+    FRAGMENT_BUFFER_VARIANT_TYPE_RAW_TEXT
+} FRAGMENT_BUFFER_VARIANT_TYPE;
+
+struct fragment_buffer_variant {
+    fragment_buffer_variant(llama_token _token)
+    :
+        type(FRAGMENT_BUFFER_VARIANT_TYPE_TOKEN),
+        token(_token),
+        raw_text(_dummy),
+        offset(0),
+        length(0) {}
+
+    fragment_buffer_variant(const std::string & _raw_text, int64_t _offset, int64_t _length)
+    :
+        type(FRAGMENT_BUFFER_VARIANT_TYPE_RAW_TEXT),
+        token((llama_token) - 1),
+        raw_text(_raw_text),
+        offset(_offset),
+        length(_length){
+            GGML_ASSERT(_offset >= 0);
+            GGML_ASSERT(_length >= 1);
+            GGML_ASSERT(offset + length <= raw_text.length());
+        }
+
+    const FRAGMENT_BUFFER_VARIANT_TYPE type;
+    const llama_token token;
+    const std::string _dummy;
+    const std::string & raw_text;
+    const uint64_t offset;
+    const uint64_t length;
+};
+
+struct llama_vocab::impl {
+    uint32_t n_token_types = 0; // for BERT-style token types
+
+    std::string tokenizer_model;
+    std::string tokenizer_pre;
+
+    enum llama_vocab_type     type     = LLAMA_VOCAB_TYPE_SPM;
+    enum llama_vocab_pre_type pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+
+    int max_token_len = 0; // used for optimizing longest token search
+
+    // default LLaMA special tokens
+    // TODO: should we set all of these to LLAMA_TOKEN_NULL?
+    llama_token special_bos_id  = 1;
+    llama_token special_eos_id  = 2;
+    llama_token special_eot_id  = LLAMA_TOKEN_NULL;
+    llama_token special_eom_id  = LLAMA_TOKEN_NULL;
+    llama_token special_unk_id  = 0;
+    llama_token special_sep_id  = LLAMA_TOKEN_NULL;
+    llama_token special_pad_id  = LLAMA_TOKEN_NULL;
+    llama_token special_mask_id = LLAMA_TOKEN_NULL;
+
+    llama_token linefeed_id = 13;
+
+    // fim tokens
+    llama_token special_fim_pre_id = LLAMA_TOKEN_NULL;
+    llama_token special_fim_suf_id = LLAMA_TOKEN_NULL;
+    llama_token special_fim_mid_id = LLAMA_TOKEN_NULL;
+    llama_token special_fim_pad_id = LLAMA_TOKEN_NULL;
+    llama_token special_fim_rep_id = LLAMA_TOKEN_NULL; // repo
+    llama_token special_fim_sep_id = LLAMA_TOKEN_NULL; // file separator
+
+    // tokenizer flags
+    bool add_space_prefix           = false;
+    bool add_bos                    = false;
+    bool add_eos                    = false;
+    bool ignore_merges              = false;
+    bool clean_spaces               = false;  // clean_up_tokenization_spaces
+    bool remove_extra_whitespaces   = false;
+    bool escape_whitespaces         = true;
+    bool treat_whitespace_as_suffix = false;
+
+    std::unordered_map<std::string, llama_token> token_to_id;
+    std::vector<token_data>                      id_to_token;
+
+    std::vector<llama_token> cache_special_tokens;
+    std::vector<std::string> cache_token_to_piece; // llama_token_to_piece(special = true);
+    struct pair_hash {
+        size_t operator()(const std::pair<std::string, std::string> & p) const {
+            return std::hash<std::string>{}(p.first) ^  //create some hash for pair
+                   (std::hash<std::string>{}(p.second) << 1);
+        }
+    };
+    std::unordered_map<std::pair<std::string, std::string>, int, pair_hash> bpe_ranks;
+
+    // set of all tokens that cause "end of generation"
+    std::set<llama_token> special_eog_ids;
+
+    std::unique_ptr<llm_tokenizer> tokenizer;
+
+    std::vector<char> precompiled_charsmap;
+
+    impl(const llama_vocab & vocab) : vocab(vocab) {
+    }
+
+    ~impl() = default;
+
+    void load(llama_model_loader & ml, const LLM_KV & kv);
+
+    enum llama_vocab_type get_type() const;
+
+    std::string type_name() const;
+
+    bool is_normal      (llama_token id) const;
+    bool is_unknown     (llama_token id) const;
+    bool is_control     (llama_token id) const;
+    bool is_byte        (llama_token id) const;
+    bool is_user_defined(llama_token id) const;
+    bool is_unused      (llama_token id) const;
+    bool is_eog         (llama_token id) const;
+
+    uint8_t token_to_byte(llama_token id) const;
+
+    llama_token_attr token_get_attr(llama_token id) const;
+
+    void init_tokenizer(enum llama_vocab_type type);
+
+    void tokenizer_st_partition(std::forward_list<fragment_buffer_variant> & buffer, bool parse_special) const;
+
+    std::string token_to_piece_for_cache(
+                  llama_token   token,
+                         bool   special) const;
+
+
+    std::vector<llama_token> tokenize(
+            const std::string & raw_text,
+                         bool   add_special,
+                         bool   parse_special = false) const;
+
+    int32_t tokenize(
+                   const char * text,
+                      int32_t   text_len,
+                  llama_token * tokens,
+                      int32_t   n_tokens_max,
+                         bool   add_special,
+                         bool   parse_special) const;
+
+    // does not write null-terminator to buf
+    int32_t token_to_piece(
+                  llama_token   token,
+                         char * buf,
+                      int32_t   length,
+                      int32_t   lstrip,
+                         bool   special) const;
+
+    // use cached data
+    const std::string & token_to_piece(llama_token token) const;
+
+    int32_t detokenize(
+            const llama_token * tokens,
+                      int32_t   n_tokens,
+                         char * text,
+                      int32_t   text_len_max,
+                         bool   remove_special,
+                         bool   unparse_special) const;
+
+    std::string detokenize(
+            const std::vector<llama_token> & tokens,
+                                      bool   special) const;
+
+    void print_info() const;
+
+private:
+    const llama_vocab & vocab;
+};
+
+void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) {
+    struct gguf_context * ctx = ml.meta.get();
+
+    // determine vocab type
+    {
+        ml.get_key(LLM_KV_TOKENIZER_MODEL, tokenizer_model);
+        ml.get_key(LLM_KV_TOKENIZER_PRE,   tokenizer_pre, false);
+
+        ml.get_key(LLM_KV_TOKENIZER_TOKEN_TYPE_COUNT, n_token_types, false);
+
+        if (tokenizer_model == "no_vocab" || tokenizer_model == "none") {
+            type = LLAMA_VOCAB_TYPE_NONE;
+
+            // default special tokens
+            special_bos_id  = LLAMA_TOKEN_NULL;
+            special_eos_id  = LLAMA_TOKEN_NULL;
+            special_unk_id  = LLAMA_TOKEN_NULL;
+            special_sep_id  = LLAMA_TOKEN_NULL;
+            special_pad_id  = LLAMA_TOKEN_NULL;
+            special_mask_id = LLAMA_TOKEN_NULL;
+            linefeed_id     = LLAMA_TOKEN_NULL;
+
+            // read vocab size from metadata
+            uint32_t n_tokens = 0;
+            if (ml.get_key(LLM_KV_VOCAB_SIZE, n_tokens, false)) {
+                LLAMA_LOG_WARN("%s: adding %u dummy tokens\n", __func__, n_tokens);
+                id_to_token.resize(n_tokens);
+            }
+
+            return;
+        }
+
+        if (tokenizer_model == "llama") {
+            type = LLAMA_VOCAB_TYPE_SPM;
+
+            // default special tokens
+            special_bos_id  = 1;
+            special_eos_id  = 2;
+            special_unk_id  = 0;
+            special_sep_id  = LLAMA_TOKEN_NULL;
+            special_pad_id  = LLAMA_TOKEN_NULL;
+            special_mask_id = LLAMA_TOKEN_NULL;
+        } else if (tokenizer_model == "bert") {
+            type = LLAMA_VOCAB_TYPE_WPM;
+
+            // default special tokens
+            special_bos_id  = 101;
+            special_eos_id  = LLAMA_TOKEN_NULL;
+            special_unk_id  = 100;
+            special_sep_id  = 102;
+            special_pad_id  = 0;
+            special_mask_id = 103;
+        } else if (tokenizer_model == "gpt2") {
+            type = LLAMA_VOCAB_TYPE_BPE;
+
+            // read bpe merges and populate bpe ranks
+            const int merges_keyidx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_MERGES).c_str());
+            if (merges_keyidx == -1) {
+                throw std::runtime_error("cannot find tokenizer merges in model file\n");
+            }
+
+            const int n_merges = gguf_get_arr_n(ctx, merges_keyidx);
+            for (int i = 0; i < n_merges; i++) {
+                const std::string word = gguf_get_arr_str(ctx, merges_keyidx, i);
+                //GGML_ASSERT(unicode_cpts_from_utf8(word).size() > 0);
+
+                std::string first;
+                std::string second;
+
+                const size_t pos = word.find(' ', 1);
+
+                if (pos != std::string::npos) {
+                    first  = word.substr(0, pos);
+                    second = word.substr(pos + 1);
+                }
+
+                bpe_ranks.emplace(std::make_pair(first, second), i);
+            }
+
+            // default special tokens
+            special_bos_id  = 11;
+            special_eos_id  = 11;
+            special_unk_id  = LLAMA_TOKEN_NULL;
+            special_sep_id  = LLAMA_TOKEN_NULL;
+            special_pad_id  = LLAMA_TOKEN_NULL;
+            special_mask_id = LLAMA_TOKEN_NULL;
+        } else if (tokenizer_model == "t5") {
+            type = LLAMA_VOCAB_TYPE_UGM;
+
+            // default special tokens
+            special_bos_id  = LLAMA_TOKEN_NULL;
+            special_eos_id  = 1;
+            special_unk_id  = 2;
+            special_sep_id  = LLAMA_TOKEN_NULL;
+            special_pad_id  = 0;
+            special_mask_id = LLAMA_TOKEN_NULL;
+
+            const int precompiled_charsmap_keyidx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_PRECOMPILED_CHARSMAP).c_str());
+            if (precompiled_charsmap_keyidx != -1) {
+                const gguf_type pc_type = gguf_get_arr_type(ctx, precompiled_charsmap_keyidx);
+                const size_t n_precompiled_charsmap = gguf_get_arr_data_n(ctx, precompiled_charsmap_keyidx);
+                const char * pc = (const char *) gguf_get_arr_data(ctx, precompiled_charsmap_keyidx);
+                precompiled_charsmap.assign(pc, pc + n_precompiled_charsmap);
+#ifdef IS_BIG_ENDIAN
+                // correct endiannes of data in precompiled_charsmap binary blob
+                uint32_t * xcda_blob_size = (uint32_t *) &precompiled_charsmap[0];
+                *xcda_blob_size = __builtin_bswap32(*xcda_blob_size);
+                assert(*xcda_blob_size + sizeof(uint32_t) < n_precompiled_charsmap);
+                size_t xcda_array_size = *xcda_blob_size / sizeof(uint32_t);
+                uint32_t * xcda_array = (uint32_t *) &precompiled_charsmap[sizeof(uint32_t)];
+                for (size_t i = 0; i < xcda_array_size; ++i) {
+                    xcda_array[i] = __builtin_bswap32(xcda_array[i]);
+                }
+#endif
+            }
+        } else if (tokenizer_model == "rwkv") {
+            type = LLAMA_VOCAB_TYPE_RWKV;
+
+            // default special tokens
+            special_bos_id = LLAMA_TOKEN_NULL;
+            special_eos_id = LLAMA_TOKEN_NULL;
+            special_unk_id = LLAMA_TOKEN_NULL;
+            special_sep_id = LLAMA_TOKEN_NULL;
+            special_pad_id = LLAMA_TOKEN_NULL;
+        } else {
+            throw std::runtime_error(format("unknown tokenizer: '%s'", tokenizer_model.c_str()));
+        }
+
+        // for now, only BPE models have pre-tokenizers
+        if (type == LLAMA_VOCAB_TYPE_BPE) {
+            add_space_prefix = false;
+            clean_spaces = true;
+            if (tokenizer_pre == "default") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+            } else if (
+                    tokenizer_pre == "llama3"   ||
+                    tokenizer_pre == "llama-v3" ||
+                    tokenizer_pre == "llama-bpe"||
+                    tokenizer_pre == "falcon3"  ||
+                    tokenizer_pre == "pixtral") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_LLAMA3;
+                ignore_merges = true;
+                add_bos = true;
+            } else if (
+                    tokenizer_pre == "deepseek-llm") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_LLM;
+                clean_spaces = false;
+            } else if (
+                    tokenizer_pre == "deepseek-coder") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_CODER;
+                clean_spaces = false;
+            } else if (
+                    tokenizer_pre == "deepseek-v3") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_DEEPSEEK3_LLM;
+                clean_spaces = false;
+            } else if (
+                    tokenizer_pre == "falcon") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_FALCON;
+            } else if (
+                    tokenizer_pre == "mpt") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_MPT;
+            } else if (
+                    tokenizer_pre == "starcoder") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_STARCODER;
+            } else if (
+                    tokenizer_pre == "gpt-2"   ||
+                    tokenizer_pre == "phi-2"   ||
+                    tokenizer_pre == "jina-es" ||
+                    tokenizer_pre == "jina-de" ||
+                    tokenizer_pre == "gigachat"   ||
+                    tokenizer_pre == "jina-v1-en" ||
+                    tokenizer_pre == "jina-v2-es" ||
+                    tokenizer_pre == "jina-v2-de" ||
+                    tokenizer_pre == "jina-v2-code" ||
+                    tokenizer_pre == "roberta-bpe") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_GPT2;
+            } else if (
+                    tokenizer_pre == "refact") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_REFACT;
+            } else if (
+                tokenizer_pre == "command-r") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_COMMAND_R;
+                clean_spaces = false;
+            } else if (
+                    tokenizer_pre == "qwen2" ||
+                    tokenizer_pre == "deepseek-r1-qwen") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_QWEN2;
+                clean_spaces = false;
+            } else if (
+                tokenizer_pre == "stablelm2") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_STABLELM2;
+            } else if (
+                tokenizer_pre == "olmo") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_OLMO;
+            } else if (
+                tokenizer_pre == "dbrx") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_DBRX;
+            } else if (
+                tokenizer_pre == "smaug-bpe") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_SMAUG;
+            } else if (
+                tokenizer_pre == "poro-chat") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_PORO;
+                clean_spaces = false;
+            } else if (
+                tokenizer_pre == "glm4" ||
+                tokenizer_pre == "chatglm-bpe") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_CHATGLM4;
+                special_bos_id = LLAMA_TOKEN_NULL;
+            } else if (
+                tokenizer_pre == "viking") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_VIKING;
+                clean_spaces = false;
+            } else if (
+                tokenizer_pre == "jais") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_JAIS;
+            } else if (
+                tokenizer_pre == "tekken") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_TEKKEN;
+                clean_spaces = false;
+                ignore_merges = true;
+                add_bos = true;
+            } else if (
+                tokenizer_pre == "smollm") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_SMOLLM;
+                clean_spaces = false;
+            } else if (
+                tokenizer_pre == "codeshell") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_CODESHELL;
+            } else if (
+                tokenizer_pre == "bloom") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_BLOOM;
+            } else if (
+                tokenizer_pre == "gpt3-finnish") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_GPT3_FINNISH;
+            } else if (
+                tokenizer_pre == "exaone") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_EXAONE;
+            } else if (
+                tokenizer_pre == "chameleon") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_CHAMELEON;
+                add_bos = true;
+                clean_spaces = false;
+            } else if (
+                tokenizer_pre == "minerva-7b") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_MINERVA;
+            } else if (
+                tokenizer_pre == "megrez") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_QWEN2;
+            } else if (
+                    tokenizer_pre == "gpt-4o" ||
+                    tokenizer_pre == "llama4") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_GPT4O;
+                clean_spaces = false;
+            } else if (
+                tokenizer_pre == "superbpe") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_SUPERBPE;
+                clean_spaces = false;
+            } else if (
+                tokenizer_pre == "trillion") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_TRILLION;
+                clean_spaces = false;
+            } else if (
+                tokenizer_pre == "bailingmoe") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_BAILINGMOE;
+                clean_spaces = false;
+            } else if (
+                tokenizer_pre == "seed-coder") {
+                pre_type = LLAMA_VOCAB_PRE_TYPE_SEED_CODER;
+                clean_spaces = false;
+            } else {
+                LLAMA_LOG_WARN("%s: missing or unrecognized pre-tokenizer type, using: 'default'\n", __func__);
+                pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+            }
+        } else if (type == LLAMA_VOCAB_TYPE_SPM) {
+            pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+            add_space_prefix = true;
+            clean_spaces = false;
+            add_bos = true;
+            add_eos = false;
+        } else if (type == LLAMA_VOCAB_TYPE_WPM) {
+            pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+            add_space_prefix = false;
+            clean_spaces = true;
+            add_bos = true;
+            add_eos = false;
+        } else if (type == LLAMA_VOCAB_TYPE_UGM) {
+            pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+            add_bos = false;
+            add_eos = true;
+        } else if (type == LLAMA_VOCAB_TYPE_RWKV) {
+            pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+            add_space_prefix = false;
+            clean_spaces = false;
+            add_bos = false;
+            add_eos = false;
+        } else {
+            pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+        }
+
+        ml.get_key(LLM_KV_TOKENIZER_ADD_PREFIX,      add_space_prefix,         false);
+        ml.get_key(LLM_KV_TOKENIZER_REMOVE_EXTRA_WS, remove_extra_whitespaces, false);
+    }
+
+    const int token_idx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_LIST).c_str());
+    if (token_idx == -1) {
+        throw std::runtime_error("cannot find tokenizer vocab in model file\n");
+    }
+
+    const float * scores = nullptr;
+    const int score_idx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_SCORES).c_str());
+    if (score_idx != -1) {
+        scores = (const float * ) gguf_get_arr_data(ctx, score_idx);
+    }
+
+    const int * toktypes = nullptr;
+    const int toktype_idx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_TOKEN_TYPE).c_str());
+    if (toktype_idx != -1) {
+        toktypes = (const int * ) gguf_get_arr_data(ctx, toktype_idx);
+    }
+
+    uint32_t n_tokens = gguf_get_arr_n(ctx, token_idx);
+    id_to_token.resize(n_tokens);
+
+    for (uint32_t i = 0; i < n_tokens; i++) {
+        std::string word = gguf_get_arr_str(ctx, token_idx, i);
+        if (word.empty()) {
+            LLAMA_LOG_WARN("%s: empty token at index %u\n", __func__, i);
+            word = "[EMPTY_" + std::to_string(i) + "]";
+        }
+
+        token_to_id[word] = i;
+        max_token_len = std::max(max_token_len, (int) word.size());
+
+        auto & token_data = id_to_token[i];
+        token_data.text  = std::move(word);
+        token_data.score = scores ? scores[i] : 0.0f;
+        token_data.attr  = LLAMA_TOKEN_ATTR_NORMAL;
+
+        if (toktypes) {  //TODO: remove, required until per token attributes are available from GGUF file
+            switch(toktypes[i]) {
+                case LLAMA_TOKEN_TYPE_UNKNOWN:      token_data.attr = LLAMA_TOKEN_ATTR_UNKNOWN;      break;
+                case LLAMA_TOKEN_TYPE_UNUSED:       token_data.attr = LLAMA_TOKEN_ATTR_UNUSED;       break;
+                case LLAMA_TOKEN_TYPE_NORMAL:       token_data.attr = LLAMA_TOKEN_ATTR_NORMAL;       break;
+                case LLAMA_TOKEN_TYPE_CONTROL:      token_data.attr = LLAMA_TOKEN_ATTR_CONTROL;      break;
+                case LLAMA_TOKEN_TYPE_USER_DEFINED: token_data.attr = LLAMA_TOKEN_ATTR_USER_DEFINED; break;
+                case LLAMA_TOKEN_TYPE_BYTE:         token_data.attr = LLAMA_TOKEN_ATTR_BYTE;         break;
+                case LLAMA_TOKEN_TYPE_UNDEFINED:    token_data.attr = LLAMA_TOKEN_ATTR_UNDEFINED;    break;
+                default:                            token_data.attr = LLAMA_TOKEN_ATTR_UNDEFINED;    break;
+            }
+        }
+    }
+    GGML_ASSERT(id_to_token.size() == token_to_id.size());
+
+    init_tokenizer(type);
+
+    // determine the newline token: LLaMA "<0x0A>" == 10 == '\n', Falcon 193 == '\n'
+    if (type == LLAMA_VOCAB_TYPE_SPM) {
+        try {
+            linefeed_id = vocab.byte_to_token('\n');
+        } catch (const std::exception & e) {
+            LLAMA_LOG_WARN("%s: SPM vocabulary, but newline token not found: %s! Using special_pad_id instead.", __func__, e.what());
+            linefeed_id = special_pad_id;
+        }
+    } else if (type == LLAMA_VOCAB_TYPE_WPM) {
+        linefeed_id = special_pad_id;
+    } else if (type == LLAMA_VOCAB_TYPE_RWKV) {
+        const std::vector<int> ids = tokenize("\n", false);
+        GGML_ASSERT(!ids.empty() && "model vocab missing newline token");
+        linefeed_id = ids[0];
+    } else {
+        const std::vector<int> ids = tokenize("\n", false);
+
+        //GGML_ASSERT(!ids.empty() && "model vocab missing newline token");
+        if (ids.empty()) {
+            LLAMA_LOG_WARN("%s: model vocab missing newline token, using special_pad_id instead\n", __func__);
+            linefeed_id = special_pad_id;
+        } else {
+            linefeed_id = ids[0];
+        }
+    }
+
+    // special tokens
+    {
+        const std::vector<std::pair<enum llm_kv, int32_t &>> special_token_types = {
+            { LLM_KV_TOKENIZER_BOS_ID,     special_bos_id     },
+            { LLM_KV_TOKENIZER_EOS_ID,     special_eos_id     },
+            { LLM_KV_TOKENIZER_EOT_ID,     special_eot_id     },
+            { LLM_KV_TOKENIZER_EOM_ID,     special_eom_id     },
+            { LLM_KV_TOKENIZER_UNK_ID,     special_unk_id     },
+            { LLM_KV_TOKENIZER_SEP_ID,     special_sep_id     },
+            { LLM_KV_TOKENIZER_PAD_ID,     special_pad_id     },
+            { LLM_KV_TOKENIZER_MASK_ID,    special_mask_id    },
+            { LLM_KV_TOKENIZER_FIM_PRE_ID, special_fim_pre_id },
+            { LLM_KV_TOKENIZER_FIM_SUF_ID, special_fim_suf_id },
+            { LLM_KV_TOKENIZER_FIM_MID_ID, special_fim_mid_id },
+            { LLM_KV_TOKENIZER_FIM_PAD_ID, special_fim_pad_id },
+            { LLM_KV_TOKENIZER_FIM_REP_ID, special_fim_rep_id },
+            { LLM_KV_TOKENIZER_FIM_SEP_ID, special_fim_sep_id },
+
+            // deprecated
+            { LLM_KV_TOKENIZER_PREFIX_ID, special_fim_pre_id },
+            { LLM_KV_TOKENIZER_SUFFIX_ID, special_fim_suf_id },
+            { LLM_KV_TOKENIZER_MIDDLE_ID, special_fim_mid_id },
+        };
+
+        for (const auto & it : special_token_types) {
+            const std::string & key = kv(std::get<0>(it));
+            int32_t & id = std::get<1>(it);
+
+            uint32_t new_id;
+            if (!ml.get_key(std::get<0>(it), new_id, false)) {
+                continue;
+            }
+            if (new_id >= id_to_token.size()) {
+                LLAMA_LOG_WARN("%s: bad special token: '%s' = %u, using default id %d\n",
+                    __func__, key.c_str(), new_id, id);
+            } else {
+                id = new_id;
+            }
+        }
+
+        // Handle add_bos and add_eos
+        {
+            bool temp = true;
+
+            if (ml.get_key(LLM_KV_TOKENIZER_ADD_BOS, temp, false)) {
+                add_bos = temp;
+            }
+            if (ml.get_key(LLM_KV_TOKENIZER_ADD_EOS, temp, false)) {
+                add_eos = temp;
+            }
+        }
+
+        // auto-detect special tokens by text
+        // TODO: convert scripts should provide these tokens through the KV metadata LLM_KV_TOKENIZER_...
+        //       for now, we apply this workaround to find the tokens based on their text
+
+        for (const auto & t : token_to_id) {
+            // find EOT token: "<|eot_id|>", "<|im_end|>", "<end_of_turn>", etc.
+            if (special_eot_id == LLAMA_TOKEN_NULL) {
+                if (false
+                        || t.first == "<|eot_id|>"
+                        || t.first == "<|im_end|>"
+                        || t.first == "<|end|>"
+                        || t.first == "<end_of_turn>"
+                        || t.first == "<|endoftext|>"
+                        || t.first == "<EOT>"
+                        || t.first == "_<EOT>"
+                        || t.first == "<｜end▁of▁sentence｜>" // DeepSeek
+                   ) {
+                    special_eot_id = t.second;
+                    if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) {
+                        LLAMA_LOG_WARN("%s: control-looking token: %6d '%s' was not control-type; this is probably a bug in the model. its type will be overridden\n",
+                                __func__, t.second, t.first.c_str());
+                        id_to_token[t.second].attr = LLAMA_TOKEN_ATTR_CONTROL;
+                    }
+                }
+            }
+
+            // find EOM token: "<|eom_id|>"
+            if (special_eom_id == LLAMA_TOKEN_NULL) {
+                if (false
+                        || t.first == "<|eom_id|>"
+                        ) {
+                    special_eom_id = t.second;
+                    if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) {
+                        LLAMA_LOG_WARN("%s: control-looking token: %6d '%s' was not control-type; this is probably a bug in the model. its type will be overridden\n",
+                                __func__, t.second, t.first.c_str());
+                        id_to_token[t.second].attr = LLAMA_TOKEN_ATTR_CONTROL;
+                    }
+                }
+            }
+
+            // find FIM_PRE token: "<|fim_prefix|>", "<fim-prefix>", "<PRE>", etc.
+            if (special_fim_pre_id == LLAMA_TOKEN_NULL) {
+                if (false
+                        || t.first == "<|fim_prefix|>"  // Qwen
+                        || t.first == "<fim-prefix>"
+                        || t.first == "<fim_prefix>"    // Granite
+                        || t.first == "<｜fim▁begin｜>" // DeepSeek
+                        || t.first == "<PRE>"
+                        || t.first == "▁<PRE>"          // CodeLlama
+                        ) {
+                    special_fim_pre_id = t.second;
+                    if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) {
+                        LLAMA_LOG_WARN("%s: control-looking token: %6d '%s' was not control-type; this is probably a bug in the model. its type will be overridden\n",
+                                __func__, t.second, t.first.c_str());
+                        id_to_token[t.second].attr = LLAMA_TOKEN_ATTR_CONTROL;
+                    }
+                }
+            }
+
+            // find FIM_SUF token: "<|fim_suffix|>", "<fim-suffix>", "<SUF>", etc.
+            if (special_fim_suf_id == LLAMA_TOKEN_NULL) {
+                if (false
+                        || t.first == "<|fim_suffix|>" // Qwen
+                        || t.first == "<fim-suffix>"
+                        || t.first == "<fim_suffix>"   // Granite
+                        || t.first == "<｜fim▁hole｜>" // DeepSeek
+                        || t.first == "<SUF>"
+                        || t.first == "▁<SUF>"         // CodeLlama
+                        ) {
+                    special_fim_suf_id = t.second;
+                    if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) {
+                        LLAMA_LOG_WARN("%s: control-looking token: %6d '%s' was not control-type; this is probably a bug in the model. its type will be overridden\n",
+                                __func__, t.second, t.first.c_str());
+                        id_to_token[t.second].attr = LLAMA_TOKEN_ATTR_CONTROL;
+                    }
+                }
+            }
+
+            // find FIM_MID token: "<|fim_middle|>", "<fim-middle>", "<MID>", etc.
+            if (special_fim_mid_id == LLAMA_TOKEN_NULL) {
+                if (false
+                        || t.first == "<|fim_middle|>" // Qwen
+                        || t.first == "<fim-middle>"
+                        || t.first == "<fim_middle>"   // Granite
+                        || t.first == "<｜fim▁end｜>"  // DeepSeek
+                        || t.first == "<MID>"
+                        || t.first == "▁<MID>"         // CodeLlama
+                        ) {
+                    special_fim_mid_id = t.second;
+                    if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) {
+                        LLAMA_LOG_WARN("%s: control-looking token: %6d '%s' was not control-type; this is probably a bug in the model. its type will be overridden\n",
+                                __func__, t.second, t.first.c_str());
+                        id_to_token[t.second].attr = LLAMA_TOKEN_ATTR_CONTROL;
+                    }
+                }
+            }
+
+            // find FIM_PAD token: "<|fim_pad|>", "<fim-pad>", "<PAD>", etc.
+            if (special_fim_pad_id == LLAMA_TOKEN_NULL) {
+                if (false
+                        || t.first == "<|fim_pad|>" // Qwen
+                        || t.first == "<fim-pad>"
+                        || t.first == "<fim_pad>"   // Granite
+                        || t.first == "<PAD>"
+                        ) {
+                    special_fim_pad_id = t.second;
+                    if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) {
+                        LLAMA_LOG_WARN("%s: control-looking token: %6d '%s' was not control-type; this is probably a bug in the model. its type will be overridden\n",
+                                __func__, t.second, t.first.c_str());
+                        id_to_token[t.second].attr = LLAMA_TOKEN_ATTR_CONTROL;
+                    }
+                }
+            }
+
+            // find FIM_REP token: "<|fim_repo|>", "<fim-repo>", "<REP>", etc.
+            if (special_fim_rep_id == LLAMA_TOKEN_NULL) {
+                if (false
+                        || t.first == "<|fim_repo|>"  // Qwen
+                        || t.first == "<|repo_name|>"
+                        || t.first == "<fim-repo>"
+                        || t.first == "<REPO>"
+                        || t.first == "<reponame>"    // Granite
+                        ) {
+                    special_fim_rep_id = t.second;
+                    if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) {
+                        LLAMA_LOG_WARN("%s: control-looking token: %6d '%s' was not control-type; this is probably a bug in the model. its type will be overridden\n",
+                                __func__, t.second, t.first.c_str());
+                        id_to_token[t.second].attr = LLAMA_TOKEN_ATTR_CONTROL;
+                    }
+                }
+            }
+
+            // find FIM_SEP token: "<|file_sep|>"
+            if (special_fim_sep_id == LLAMA_TOKEN_NULL) {
+                if (false
+                        || t.first == "<|file_sep|>" // Qwen
+                        ) {
+                    special_fim_sep_id = t.second;
+                    if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) {
+                        LLAMA_LOG_WARN("%s: control-looking token: %6d '%s' was not control-type; this is probably a bug in the model. its type will be overridden\n",
+                                __func__, t.second, t.first.c_str());
+                        id_to_token[t.second].attr = LLAMA_TOKEN_ATTR_CONTROL;
+                    }
+                }
+            }
+        }
+
+        // maintain a list of tokens that cause end-of-generation
+        // this is currently determined based on the token text, which is obviously not ideal
+        // ref: https://github.com/ggerganov/llama.cpp/issues/9606
+        special_eog_ids.clear();
+
+        if (special_fim_pad_id != LLAMA_TOKEN_NULL && special_eog_ids.count(special_fim_pad_id) == 0) {
+            special_eog_ids.insert(special_fim_pad_id);
+        }
+
+        if (special_fim_rep_id != LLAMA_TOKEN_NULL && special_eog_ids.count(special_fim_rep_id) == 0) {
+            special_eog_ids.insert(special_fim_rep_id);
+        }
+
+        if (special_fim_sep_id != LLAMA_TOKEN_NULL && special_eog_ids.count(special_fim_sep_id) == 0) {
+            special_eog_ids.insert(special_fim_sep_id);
+        }
+
+        for (const auto & t : token_to_id) {
+            if (false
+                    || t.first == "<|eot_id|>"
+                    || t.first == "<|im_end|>"
+                    || t.first == "<|end|>"
+                    || t.first == "<end_of_turn>"
+                    || t.first == "<|endoftext|>"
+                    || t.first == "<|eom_id|>"
+                    || t.first == "<EOT>"
+                    || t.first == "_<EOT>"
+               ) {
+                special_eog_ids.insert(t.second);
+                if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) {
+                    LLAMA_LOG_WARN("%s: control-looking token: %6d '%s' was not control-type; this is probably a bug in the model. its type will be overridden\n",
+                            __func__, t.second, t.first.c_str());
+                    id_to_token[t.second].attr = LLAMA_TOKEN_ATTR_CONTROL;
+                }
+            } else {
+                // token is control, but not marked as EOG -> print a debug log
+                if (id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL && special_eog_ids.count(t.second) == 0) {
+                    LLAMA_LOG_DEBUG("%s: control token: %6d '%s' is not marked as EOG\n",
+                            __func__, t.second, t.first.c_str());
+                }
+            }
+        }
+
+        // sanity checks
+        if (special_eos_id != LLAMA_TOKEN_NULL && special_eog_ids.count(special_eos_id) == 0) {
+            special_eog_ids.insert(special_eos_id);
+            LLAMA_LOG_WARN("%s: special_eos_id is not in special_eog_ids - the tokenizer config may be incorrect\n", __func__);
+        }
+
+        if (special_eot_id != LLAMA_TOKEN_NULL && special_eog_ids.count(special_eot_id) == 0) {
+            special_eog_ids.insert(special_eot_id);
+            LLAMA_LOG_WARN("%s: special_eot_id is not in special_eog_ids - the tokenizer config may be incorrect\n", __func__);
+        }
+
+        if (special_eom_id != LLAMA_TOKEN_NULL && special_eog_ids.count(special_eom_id) == 0) {
+            special_eog_ids.insert(special_eom_id);
+            LLAMA_LOG_WARN("%s: special_eom_id is not in special_eog_ids - the tokenizer config may be incorrect\n", __func__);
+        }
+    }
+
+    // build special tokens cache
+    {
+        for (llama_token id = 0; id < (llama_token) n_tokens; ++id) {
+            if (id_to_token[id].attr & (LLAMA_TOKEN_ATTR_CONTROL | LLAMA_TOKEN_ATTR_USER_DEFINED | LLAMA_TOKEN_ATTR_UNKNOWN)) {
+                cache_special_tokens.push_back(id);
+            }
+        }
+
+        std::sort(cache_special_tokens.begin(), cache_special_tokens.end(),
+            [&] (const llama_token a, const llama_token b) {
+                return id_to_token[a].text.size() > id_to_token[b].text.size();
+            }
+        );
+
+        LLAMA_LOG_INFO("%s: special tokens cache size = %u\n", __func__, (uint32_t) cache_special_tokens.size());
+    }
+
+    // build token to piece cache
+    {
+        size_t size_cache = 0;
+
+        std::vector<std::string> cache(n_tokens);
+
+        for (uint32_t id = 0; id < n_tokens; ++id) {
+            cache[id] = token_to_piece_for_cache(id, true);
+
+            size_cache += cache[id].size();
+        }
+
+        std::swap(cache_token_to_piece, cache);
+
+        LLAMA_LOG_INFO("%s: token to piece cache size = %.4f MB\n", __func__, size_cache / 1024.0 / 1024.0);
+    }
+
+    // Handle per token attributes
+    //NOTE: Each model customizes per token attributes.
+    //NOTE: Per token attributes are missing from the GGUF file.
+    //TODO: Extract attributes from GGUF file.
+    {
+        auto _contains_any = [] (const std::string & str, const std::vector<std::string> & substrs) -> bool {
+            for (const auto & substr : substrs) {
+                if (str.find(substr) < std::string::npos) {
+                    return true;
+                }
+            }
+            return false;
+        };
+
+        auto _set_tokenid_attr = [&] (const llama_token id, llama_token_attr attr, bool value) {
+            uint32_t current = id_to_token.at(id).attr;
+            current = value ? (current | attr) : (current & ~attr);
+            id_to_token[id].attr = (llama_token_attr) current;
+        };
+
+        auto _set_token_attr = [&] (const std::string & token, llama_token_attr attr, bool value) {
+            _set_tokenid_attr(token_to_id.at(token), attr, value);
+        };
+
+        std::string model_name;
+        std::string tokenizer_pre;
+
+        ml.get_key(LLM_KV_GENERAL_NAME,  model_name,    false);
+        ml.get_key(LLM_KV_TOKENIZER_PRE, tokenizer_pre, false);
+
+        // model name to lowercase
+        std::transform(model_name.begin(), model_name.end(), model_name.begin(),
+            [] (const std::string::value_type x) {
+                return std::tolower(x);
+            }
+        );
+
+        // set attributes by model/tokenizer name
+        if (_contains_any(tokenizer_pre, {"jina-v2-de", "jina-v2-es", "jina-v2-code"})) {
+            _set_token_attr("<mask>", LLAMA_TOKEN_ATTR_LSTRIP, true);
+        } else if (_contains_any(model_name, {"phi-3", "phi3"})) {
+            for (auto id : cache_special_tokens) {
+                _set_tokenid_attr(id, LLAMA_TOKEN_ATTR_RSTRIP, true);
+            }
+            for (const auto * token : {"</s>"}) {
+                _set_token_attr(token, LLAMA_TOKEN_ATTR_RSTRIP, true);
+            }
+            for (const auto * token : {"<unk>", "<s>", "<|endoftext|>"}) {
+                _set_token_attr(token, LLAMA_TOKEN_ATTR_RSTRIP, false);
+            }
+        }
+    }
+}
+
+enum llama_vocab_type llama_vocab::impl::get_type() const {
+    return type;
+}
+
+std::string llama_vocab::impl::type_name() const{
+    switch (type) {
+        case LLAMA_VOCAB_TYPE_NONE: return "no vocab";
+        case LLAMA_VOCAB_TYPE_SPM:  return "SPM";
+        case LLAMA_VOCAB_TYPE_BPE:  return "BPE";
+        case LLAMA_VOCAB_TYPE_WPM:  return "WPM";
+        case LLAMA_VOCAB_TYPE_UGM:  return "UGM";
+        case LLAMA_VOCAB_TYPE_RWKV: return "RWKV";
+        default:                    return "unknown";
+    }
+}
+
+bool llama_vocab::impl::is_normal(llama_token id) const {
+    GGML_ASSERT(type != LLAMA_VOCAB_TYPE_NONE);
+    return id_to_token[id].attr & LLAMA_TOKEN_ATTR_NORMAL;
+}
+
+bool llama_vocab::impl::is_unknown(llama_token id) const {
+    GGML_ASSERT(type != LLAMA_VOCAB_TYPE_NONE);
+    return id_to_token[id].attr & LLAMA_TOKEN_ATTR_UNKNOWN;
+}
+
+bool llama_vocab::impl::is_control(llama_token id) const {
+    GGML_ASSERT(type != LLAMA_VOCAB_TYPE_NONE);
+    return id_to_token[id].attr & LLAMA_TOKEN_ATTR_CONTROL;
+}
+
+bool llama_vocab::impl::is_byte(llama_token id) const {
+    GGML_ASSERT(type != LLAMA_VOCAB_TYPE_NONE);
+    return id_to_token[id].attr & LLAMA_TOKEN_ATTR_BYTE;
+}
+
+bool llama_vocab::impl::is_user_defined(llama_token id) const {
+    GGML_ASSERT(type != LLAMA_VOCAB_TYPE_NONE);
+    return id_to_token[id].attr & LLAMA_TOKEN_ATTR_USER_DEFINED;
+}
+
+bool llama_vocab::impl::is_unused(llama_token id) const {
+    GGML_ASSERT(type != LLAMA_VOCAB_TYPE_NONE);
+    return id_to_token[id].attr & LLAMA_TOKEN_ATTR_UNUSED;
+}
+
+bool llama_vocab::impl::is_eog(llama_token id) const {
+    return id != LLAMA_TOKEN_NULL && special_eog_ids.count(id) > 0;
+}
+
+uint8_t llama_vocab::impl::token_to_byte(llama_token id) const {
+    GGML_ASSERT(get_type() != LLAMA_VOCAB_TYPE_NONE);
+    GGML_ASSERT(is_byte(id));
+    const auto & token_data = id_to_token.at(id);
+    switch (get_type()) {
+        case LLAMA_VOCAB_TYPE_SPM:
+        case LLAMA_VOCAB_TYPE_UGM: {
+            auto buf = token_data.text.substr(3, 2);
+            return strtol(buf.c_str(), NULL, 16);
+        }
+        case LLAMA_VOCAB_TYPE_BPE: {
+            GGML_ABORT("fatal error");
+        }
+        case LLAMA_VOCAB_TYPE_WPM: {
+            GGML_ABORT("fatal error");
+        }
+        default:
+            GGML_ABORT("fatal error");
+    }
+}
+
+llama_token_attr llama_vocab::impl::token_get_attr(llama_token id) const {
+    GGML_ASSERT(type != LLAMA_VOCAB_TYPE_NONE);
+    return id_to_token.at(id).attr;
+}
+
+void llama_vocab::impl::init_tokenizer(enum llama_vocab_type type) {
+    LLAMA_LOG_DEBUG("%s: initializing tokenizer for type %d\n", __func__, type);
+
+    switch (type) {
+        case LLAMA_VOCAB_TYPE_SPM:
+            tokenizer = std::make_unique<llm_tokenizer_spm>(vocab);
+            break;
+        case LLAMA_VOCAB_TYPE_BPE:
+            tokenizer = std::make_unique<llm_tokenizer_bpe>(vocab);
+            break;
+        case LLAMA_VOCAB_TYPE_WPM:
+            tokenizer = std::make_unique<llm_tokenizer_wpm>(vocab);
+            break;
+        case LLAMA_VOCAB_TYPE_UGM:
+            tokenizer = std::make_unique<llm_tokenizer_ugm>(vocab, precompiled_charsmap);
+            break;
+        case LLAMA_VOCAB_TYPE_RWKV:
+            tokenizer = std::make_unique<llm_tokenizer_rwkv>(vocab);
+            break;
+        default:
+            GGML_ABORT("unsupported vocab type");
+    }
+}
+
+//
+// (de-) tokenize
+//
+
+// #define PRETOKENIZERDEBUG
+
+void llama_vocab::impl::tokenizer_st_partition(std::forward_list<fragment_buffer_variant> & buffer, bool parse_special) const {
+    // for each special token
+    for (const llama_token special_id : cache_special_tokens) {
+        const auto & data = vocab.get_token_data(special_id);
+        const auto & text = data.text;
+
+        if (!parse_special && (data.attr & (LLAMA_TOKEN_ATTR_CONTROL | LLAMA_TOKEN_ATTR_UNKNOWN))) {
+            // Ignore control and unknown tokens when parse_special == false
+            continue;
+            // User-defined tokens are still pre-tokenized before everything else
+            // ref: https://github.com/huggingface/tokenizers/blob/fdd26ba9a3f0c133427aab0423888cbde91362d7/tokenizers/src/tokenizer/mod.rs#L726
+            // This is mostly relevant for neox-style tokenizers (mpt, olmo, stablelm, etc.)
+        }
+
+        // for each text fragment
+        std::forward_list<fragment_buffer_variant>::iterator it = buffer.begin();
+        while (it != buffer.end()) {
+            auto & fragment = (*it);
+
+            // if a fragment is text ( not yet processed )
+            if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_RAW_TEXT) {
+                const auto & raw_text = fragment.raw_text;
+
+                auto raw_text_base_offset = fragment.offset;
+                auto raw_text_base_length = fragment.length;
+
+                // loop over the text
+                while (true) {
+                    // find the first occurrence of a given special token in this fragment
+                    //  passing offset argument only limit the "search area" but match coordinates
+                    //  are still relative to the source full raw_text
+                    //  string_view begins at pos 0 for the same reason
+                    auto match = std::string_view(raw_text.data(), raw_text_base_offset + raw_text_base_length).find(text, raw_text_base_offset);
+
+                    // no occurrences found, stop processing this fragment for a given special token
+                    if (match == std::string::npos) break;
+
+#ifdef PRETOKENIZERDEBUG
+                    LLAMA_LOG_WARN("FF: (%ld %ld %ld) '%s'\n", raw_text->length(), raw_text_base_offset, raw_text_base_length, raw_text->substr(raw_text_base_offset, raw_text_base_length).c_str());
+#endif
+                    auto source = std::distance(buffer.begin(), it);
+
+                    // if match is further than base offset
+                    //  then we have some text to the left of it
+                    if (match > raw_text_base_offset) {
+                        // left
+                        const int64_t left_reminder_offset = raw_text_base_offset + 0;
+                        int64_t left_reminder_length = match - raw_text_base_offset;
+
+                        if (data.attr & LLAMA_TOKEN_ATTR_LSTRIP) {
+                            while (left_reminder_length > 0 && isspace(raw_text[left_reminder_offset + left_reminder_length - 1])) {
+                                left_reminder_length--;
+                            }
+                        }
+
+                        if (left_reminder_length > 0) {
+                            buffer.emplace_after(it, raw_text, left_reminder_offset, left_reminder_length);
+                            it++;
+                        }
+
+#ifdef PRETOKENIZERDEBUG
+                        LLAMA_LOG_WARN("FL: (%ld %ld) '%s'\n", left_reminder_offset, left_reminder_length, raw_text->substr(left_reminder_offset, left_reminder_length).c_str());
+#endif
+                    }
+
+                    // special token
+                    buffer.emplace_after(it, special_id);
+                    it++;
+
+                    // right
+                    if (match + text.length() < raw_text_base_offset + raw_text_base_length) {
+                        int64_t right_reminder_offset = match + text.length();
+                        int64_t right_reminder_length = raw_text_base_length - ((match - raw_text_base_offset) + text.length());
+
+                        if (data.attr & LLAMA_TOKEN_ATTR_RSTRIP) {
+                            while (right_reminder_length > 0 && isspace(raw_text[right_reminder_offset])) {
+                                right_reminder_offset++;
+                                right_reminder_length--;
+                            }
+                        }
+
+                        if (right_reminder_length > 0) {
+                            buffer.emplace_after(it, raw_text, right_reminder_offset, right_reminder_length);
+                            it++;
+                        }
+
+#ifdef PRETOKENIZERDEBUG
+                        LLAMA_LOG_WARN("FR: (%ld %ld) '%s'\n", right_reminder_offset, right_reminder_length, raw_text->substr(right_reminder_offset, right_reminder_length).c_str());
+#endif
+
+                        if (source == 0) {
+                            buffer.erase_after(buffer.before_begin());
+                        } else {
+                            buffer.erase_after(std::next(buffer.begin(), (source - 1)));
+                        }
+
+                        // repeat for the right side
+                        raw_text_base_offset = right_reminder_offset;
+                        raw_text_base_length = right_reminder_length;
+
+#ifdef PRETOKENIZERDEBUG
+                        LLAMA_LOG_WARN("RR: (%ld %ld) '%s'\n", raw_text_base_offset, raw_text_base_length, raw_text->substr(raw_text_base_offset, raw_text_base_length).c_str());
+#endif
+                    } else {
+                        if (source == 0) {
+                            buffer.erase_after(buffer.before_begin());
+                        } else {
+                            buffer.erase_after(std::next(buffer.begin(), (source - 1)));
+                        }
+                        break;
+                    }
+                }
+            }
+            it++;
+        }
+    }
+}
+
+// NOTE: avoid ever using this except for building the token_to_piece caches
+std::string llama_vocab::impl::token_to_piece_for_cache(llama_token token, bool special) const {
+    std::string piece;
+    piece.resize(piece.capacity());  // using string internal cache
+    const int n_chars = vocab.token_to_piece(token, &piece[0], piece.size(), 0, special);
+    if (n_chars < 0) {
+        piece.resize(-n_chars);
+        int check = vocab.token_to_piece(token, &piece[0], piece.size(), 0, special);
+        GGML_ASSERT(check == -n_chars);
+    }
+    else {
+        piece.resize(n_chars);
+    }
+
+    return piece;
+}
+
+static void llama_escape_whitespace(std::string & text) {
+    replace_all(text, " ", "\xe2\x96\x81");
+}
+
+static void llama_unescape_whitespace(std::string & word) {
+    replace_all(word, "\xe2\x96\x81", " ");
+}
+
+static std::string llama_decode_text(const std::string & text) {
+    std::string decoded_text;
+
+    const auto cpts = unicode_cpts_from_utf8(text);
+    for (const auto cpt : cpts) {
+        const auto utf8 = unicode_cpt_to_utf8(cpt);
+        try {
+            decoded_text += unicode_utf8_to_byte(utf8);
+        } catch (const std::out_of_range & /*e*/) {
+            decoded_text += "[UNK_BYTE_0x";
+            for (const auto c : utf8) {
+                decoded_text += format("%02x", (uint8_t) c);
+            }
+            decoded_text += text + "]";
+        }
+    }
+
+    return decoded_text;
+}
+
+std::vector<llama_token> llama_vocab::impl::tokenize(
+        const std::string & raw_text,
+        bool add_special,
+        bool parse_special) const {
+    GGML_ASSERT(tokenizer && "Tokenizer not initialized. Call llama_vocab::init_tokenizer() first.");
+
+    std::vector<llama_token> output;
+    std::forward_list<fragment_buffer_variant> fragment_buffer;
+
+    if (!raw_text.empty()) {
+        fragment_buffer.emplace_front(raw_text, 0, raw_text.length());
+        tokenizer_st_partition(fragment_buffer, parse_special);
+    }
+
+    switch (get_type()) {
+        case LLAMA_VOCAB_TYPE_SPM:
+            {
+                // OG tokenizer behavior:
+                //
+                // tokenizer.encode('', add_special_tokens=True)  returns [1]
+                // tokenizer.encode('', add_special_tokens=False) returns []
+
+                bool is_prev_special = true;  // prefix with space if first token
+
+                if (add_special && add_bos) {
+                    GGML_ASSERT(special_bos_id != LLAMA_TOKEN_NULL);
+                    output.push_back(special_bos_id);
+                    is_prev_special = true;
+                }
+
+                for (const auto & fragment : fragment_buffer) {
+                    if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_RAW_TEXT) {
+                        std::string text;
+
+                        // prefix with space if previous is special
+                        if (add_space_prefix && is_prev_special) {
+                            text = ' ';
+                        }
+
+                        text += fragment.raw_text.substr(fragment.offset, fragment.length);
+
+#ifdef PRETOKENIZERDEBUG
+                        LLAMA_LOG_WARN("TT: (%ld %ld %ld) '%s'\n", text.length(), fragment.offset, fragment.length, text.c_str());
+#endif
+                        llama_escape_whitespace(text);
+                        llm_tokenizer_spm_session session(vocab);
+                        session.tokenize(text, output);
+                        is_prev_special = false;
+                    } else { // if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_TOKEN)
+                        output.push_back(fragment.token);
+                        is_prev_special = true;
+                    }
+                }
+
+                if (add_special && add_bos && output.size() >= 2 && output[1] == special_bos_id) {
+                    LLAMA_LOG_WARN(
+                        "%s: Added a BOS token to the prompt as specified by the model but the prompt "
+                        "also starts with a BOS token. So now the final prompt starts with 2 BOS tokens. "
+                        "Are you sure this is what you want?\n", __FUNCTION__);
+                }
+
+                if (add_special && add_eos) {
+                    GGML_ASSERT(special_eos_id != LLAMA_TOKEN_NULL);
+                    output.push_back(special_eos_id);
+                }
+            } break;
+        case LLAMA_VOCAB_TYPE_BPE:
+            {
+                llm_tokenizer_bpe_session session(vocab, *static_cast<const llm_tokenizer_bpe *>(tokenizer.get()));
+                // it calls some other methods that are not exist in llm_tokenizer,
+                // here just cast it to bpe tokenizer object
+                if (add_special) {
+                    session.append_bos(output);
+                }
+                for (const auto & fragment : fragment_buffer) {
+                    if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_RAW_TEXT) {
+                        std::string text = fragment.raw_text.substr(fragment.offset, fragment.length);
+
+#ifdef PRETOKENIZERDEBUG
+                        LLAMA_LOG_WARN("TT: (%ld %ld %ld) '%s'\n", text.length(), fragment.offset, fragment.length, text.c_str());
+#endif
+                        session.tokenize(text, output);
+                    } else { // if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_TOKEN)
+                        session.append(fragment.token, output);
+                    }
+                }
+
+                if (add_special) {
+                    session.append_eos(output);
+                    session.check_double_bos_eos(output);
+                }
+            } break;
+        case LLAMA_VOCAB_TYPE_WPM:
+            {
+                if (add_special) {
+                    GGML_ASSERT(special_bos_id != LLAMA_TOKEN_NULL);
+                    output.push_back(special_bos_id);
+                }
+
+                llm_tokenizer_wpm_session session(vocab);
+
+                for (const auto & fragment : fragment_buffer) {
+                    if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_RAW_TEXT) {
+                        std::string text = fragment.raw_text.substr(fragment.offset, fragment.length);
+
+#ifdef PRETOKENIZERDEBUG
+                        LLAMA_LOG_WARN("TT: (%ld %ld %ld) '%s'\n", text.length(), fragment.offset, fragment.length, text.c_str());
+#endif
+                        session.tokenize(text, output);
+                    } else { // if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_TOKEN)
+                        output.push_back(fragment.token);
+                    }
+                }
+
+                if (add_special) {
+                    GGML_ASSERT(special_sep_id != LLAMA_TOKEN_NULL);
+                    output.push_back(special_sep_id);
+                }
+            } break;
+        case LLAMA_VOCAB_TYPE_UGM:
+            {
+                if (add_special && add_bos) {
+                    GGML_ASSERT(special_bos_id != LLAMA_TOKEN_NULL);
+                    output.push_back(special_bos_id);
+                }
+                llm_tokenizer_ugm_session session(vocab, *static_cast<const llm_tokenizer_ugm *>(tokenizer.get()));
+
+                for (const auto & fragment : fragment_buffer) {
+                    if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_RAW_TEXT) {
+                        std::string text = fragment.raw_text.substr(fragment.offset, fragment.length);
+#ifdef PRETOKENIZERDEBUG
+                        LLAMA_LOG_WARN("TT: (%ld %ld %ld) '%s'\n", text.length(), fragment.offset, fragment.length, text.c_str());
+#endif
+                        session.tokenize(text, output);
+                    } else { // if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_TOKEN)
+                        output.push_back(fragment.token);
+                    }
+                }
+
+                if (add_special && add_bos && output.size() >= 2 && output[1] == special_bos_id) {
+                    LLAMA_LOG_WARN(
+                        "%s: Added a BOS token to the prompt as specified by the model but the prompt "
+                        "also starts with a BOS token. So now the final prompt starts with 2 BOS tokens. "
+                        "Are you sure this is what you want?\n", __FUNCTION__);
+                }
+
+                if (add_special && add_eos) {
+                    GGML_ASSERT(special_eos_id != LLAMA_TOKEN_NULL);
+                    output.push_back(special_eos_id);
+                }
+            } break;
+        case LLAMA_VOCAB_TYPE_RWKV:
+            {
+                llm_tokenizer_rwkv_session session(vocab, *static_cast<const llm_tokenizer_rwkv *>(tokenizer.get()));
+                for (const auto & fragment : fragment_buffer) {
+                    if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_RAW_TEXT) {
+                        std::string text = fragment.raw_text.substr(fragment.offset, fragment.length);
+
+#ifdef PRETOKENIZERDEBUG
+                        LLAMA_LOG_WARN("TT: (%ld %ld %ld) '%s'\n", text.length(), fragment.offset, fragment.length, text.c_str());
+#endif
+
+                        session.tokenize(text, output);
+                    } else { // if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_TOKEN)
+                        output.push_back(fragment.token);
+                    }
+                }
+            } break;
+        case LLAMA_VOCAB_TYPE_NONE:
+            GGML_ABORT("fatal error");
+    }
+
+    return output;
+}
+
+int32_t llama_vocab::impl::token_to_piece(llama_token token, char * buf, int32_t length, int32_t lstrip, bool special) const {
+    // ref: https://github.com/ggerganov/llama.cpp/pull/7587#discussion_r1620983843
+    static const int attr_special = LLAMA_TOKEN_ATTR_UNKNOWN | LLAMA_TOKEN_ATTR_CONTROL;
+    const llama_token_attr attr = token_get_attr(token);
+    if (!special && (attr & attr_special)) {
+        return 0;
+    }
+
+    // copy piece chars to output text buffer
+    // skip up to 'lstrip' leading spaces before copying
+    auto _try_copy = [=] (const char * token, size_t size) -> int32_t {
+        for (int32_t i = 0; i < lstrip && size && *token == ' '; ++i) {
+            token++;
+            size--;
+        }
+        if (length < (int32_t)size) {
+            return -(int32_t) size;
+        }
+        memcpy(buf, token, size);
+        return (int32_t) size;
+    };
+
+    // if we have a cache - use it
+    {
+        const auto & cache = cache_token_to_piece;
+
+        if (!cache.empty()) {
+            const auto & result = cache.at(token);
+            return _try_copy(result.data(), result.size());
+        }
+    }
+
+    if (0 <= token && token < (int32_t) id_to_token.size()) {
+        const std::string & token_text = id_to_token[token].text;
+        switch (get_type()) {
+            case LLAMA_VOCAB_TYPE_WPM:
+            case LLAMA_VOCAB_TYPE_SPM:
+            case LLAMA_VOCAB_TYPE_UGM: {
+                // NOTE: we accept all unsupported token types,
+                // suppressing them like CONTROL tokens.
+                if (attr & (attr_special | LLAMA_TOKEN_ATTR_USER_DEFINED)) {
+                    return _try_copy(token_text.data(), token_text.size());
+                }
+                if (attr & LLAMA_TOKEN_ATTR_NORMAL) {
+                    std::string result = token_text;
+                    llama_unescape_whitespace(result);
+                    return _try_copy(result.data(), result.size());
+                }
+                if (attr & LLAMA_TOKEN_ATTR_BYTE) {
+                    char byte = (char) token_to_byte(token);
+                    return _try_copy((char*) &byte, 1);
+                }
+                break;
+            }
+            case LLAMA_VOCAB_TYPE_BPE: {
+                // NOTE: we accept all unsupported token types,
+                // suppressing them like CONTROL tokens.
+                if (attr & (attr_special | LLAMA_TOKEN_ATTR_USER_DEFINED)) {
+                    return _try_copy(token_text.data(), token_text.size());
+                }
+                if (attr & LLAMA_TOKEN_ATTR_NORMAL) {
+                    std::string result = llama_decode_text(token_text);
+                    return _try_copy(result.data(), result.size());
+                }
+                break;
+            }
+            case LLAMA_VOCAB_TYPE_RWKV: {
+                std::vector<uint8_t> result = llama_unescape_rwkv_token(token_text);
+
+                // If we don't have enough space, return an error
+                if (result.size() > (size_t)length) {
+                    return -(int)result.size();
+                }
+
+                memcpy(buf, result.data(), result.size());
+                return (int)result.size();
+            }
+            default:
+                GGML_ABORT("fatal error");
+        }
+    }
+
+    return 0;
+}
+
+const std::string & llama_vocab::impl::token_to_piece(llama_token token) const {
+    return cache_token_to_piece.at(token);
+}
+
+int32_t llama_vocab::impl::detokenize(
+               const llama_token * tokens,
+                         int32_t   n_tokens,
+                            char * text,
+                         int32_t   text_len_max,
+                            bool   remove_special,
+                            bool   unparse_special) const {
+    if (type == LLAMA_VOCAB_TYPE_NONE) {
+        return 0;
+    }
+
+    GGML_ASSERT(tokenizer && "Tokenizer not initialized. Call llama_vocab::init_tokenizer() first.");
+
+    int32_t avail = text_len_max;
+    int32_t total = 0;
+
+    // remove the leading space
+    bool remove_space = add_space_prefix;
+
+    if (remove_special && add_bos) {
+        if (n_tokens > 0 && tokens[0] == special_bos_id) {
+            remove_space = false;
+            n_tokens--;
+            tokens++;
+        }
+    }
+
+    if (remove_special && add_eos) {
+        if (n_tokens > 0 && tokens[n_tokens - 1] == special_eos_id) {
+            n_tokens--;
+        }
+    }
+
+    for (int32_t i = 0; i < n_tokens; ++i) {
+        GGML_ASSERT(avail >= 0);
+        int32_t n_chars = token_to_piece(tokens[i], text, avail, remove_space, unparse_special);
+        remove_space = false;
+        if (n_chars < 0) {
+            avail = 0;
+            total -= n_chars;
+        } else if (n_chars > 0) {
+            avail -= n_chars;
+            text  += n_chars;
+            total += n_chars;
+        }
+    }
+
+    if (total > text_len_max) {
+        return -total;
+    }
+
+    if (clean_spaces) {
+        text -= total;  // restart text
+
+        // first pass: characters ?!.,  //TODO: where do these characters come from?
+        const int32_t total1 = total;
+        total = total ? 1 : 0;
+        for (int32_t i = 1; i < total1; ++i) {
+            const char x = text[i];
+            if (text[i - 1] == ' ') {
+                if (x == '?' || x == '!' || x == '.' || x == ',') {  // " ?", " !", " .", " ,"
+                    total--;  // remove space
+                }
+            }
+            text[total++] = x;
+        }
+
+        // second pass: strip single apostrophe between spaces
+        const int32_t total2 = total;
+        total = total ? 1 : 0;
+        for (int32_t i = 1; i < total2; ++i) {
+            const char x = text[i];
+            if (x == '\'' && i + 1 < total2 && text[i - 1] == ' ' && text[i + 1] == ' ') {  // " ' "
+                total--;           // remove prev space
+                text[++i] = '\0';  // remove next space
+            }
+            text[total++] = x;
+        }
+
+        // third pass: apostrophe contractions  //NOTE: this makes sense?
+        const int32_t total3 = total;
+        total = total ? 1 : 0;
+        for (int32_t i = 1; i < total3; ++i) {
+            const char x = text[i];
+            if (text[i - 1] == ' ') {
+                if (x == '\'' && i + 1 < total3) {
+                    const char x1 = text[i + 1];
+                    if (x1 == 't' || x1 == 'd') {  // " 't", " 'd"
+                        //total--;  // remove space
+                    } else if (x1 == 's' || x1 == 'm') {  // " 's", " 'm"
+                        total--;  // remove space
+                    } else if (i + 2 < total3) {
+                        const char x2 = text[i + 2];
+                        if ((x1 == 'l' && x2 == 'l')) {  // " 'll"
+                            //total--;  // remove space
+                        } else if ((x1 == 'r' && x2 == 'e') || (x1 == 'v' && x2 == 'e')) {  // " 're", " 've"
+                            total--;  // remove space
+                        } else {
+                            //total--;  // remove space
+                        }
+                    } else {
+                        //total--;  // remove space
+                    }
+                }
+            }
+            text[total++] = x;
+        }
+    }
+
+    return total <= text_len_max ? total : -total;
+}
+
+void llama_vocab::impl::print_info() const {
+    LLAMA_LOG_INFO("%s: vocab type       = %s\n",     __func__, type_name().c_str());
+    LLAMA_LOG_INFO("%s: n_vocab          = %u\n",     __func__, vocab.n_tokens());
+    LLAMA_LOG_INFO("%s: n_merges         = %u\n",     __func__, (uint32_t) bpe_ranks.size());
+
+    // special tokens
+    if (special_bos_id  != LLAMA_TOKEN_NULL)    { LLAMA_LOG_INFO( "%s: BOS token        = %d '%s'\n", __func__, special_bos_id,     id_to_token[special_bos_id].text.c_str() );  }
+    if (special_eos_id  != LLAMA_TOKEN_NULL)    { LLAMA_LOG_INFO( "%s: EOS token        = %d '%s'\n", __func__, special_eos_id,     id_to_token[special_eos_id].text.c_str() );  }
+    if (special_eot_id  != LLAMA_TOKEN_NULL)    { LLAMA_LOG_INFO( "%s: EOT token        = %d '%s'\n", __func__, special_eot_id,     id_to_token[special_eot_id].text.c_str() );  }
+    if (special_eom_id  != LLAMA_TOKEN_NULL)    { LLAMA_LOG_INFO( "%s: EOM token        = %d '%s'\n", __func__, special_eom_id,     id_to_token[special_eom_id].text.c_str() );  }
+    if (special_unk_id  != LLAMA_TOKEN_NULL)    { LLAMA_LOG_INFO( "%s: UNK token        = %d '%s'\n", __func__, special_unk_id,     id_to_token[special_unk_id].text.c_str() );  }
+    if (special_sep_id  != LLAMA_TOKEN_NULL)    { LLAMA_LOG_INFO( "%s: SEP token        = %d '%s'\n", __func__, special_sep_id,     id_to_token[special_sep_id].text.c_str() );  }
+    if (special_pad_id  != LLAMA_TOKEN_NULL)    { LLAMA_LOG_INFO( "%s: PAD token        = %d '%s'\n", __func__, special_pad_id,     id_to_token[special_pad_id].text.c_str() );  }
+    if (special_mask_id != LLAMA_TOKEN_NULL)    { LLAMA_LOG_INFO( "%s: MASK token       = %d '%s'\n", __func__, special_mask_id,    id_to_token[special_mask_id].text.c_str() ); }
+
+    if (linefeed_id != LLAMA_TOKEN_NULL)        { LLAMA_LOG_INFO( "%s: LF token         = %d '%s'\n", __func__, linefeed_id,        id_to_token[linefeed_id].text.c_str() ); }
+
+    if (special_fim_pre_id != LLAMA_TOKEN_NULL) { LLAMA_LOG_INFO( "%s: FIM PRE token    = %d '%s'\n", __func__, special_fim_pre_id, id_to_token[special_fim_pre_id].text.c_str() ); }
+    if (special_fim_suf_id != LLAMA_TOKEN_NULL) { LLAMA_LOG_INFO( "%s: FIM SUF token    = %d '%s'\n", __func__, special_fim_suf_id, id_to_token[special_fim_suf_id].text.c_str() ); }
+    if (special_fim_mid_id != LLAMA_TOKEN_NULL) { LLAMA_LOG_INFO( "%s: FIM MID token    = %d '%s'\n", __func__, special_fim_mid_id, id_to_token[special_fim_mid_id].text.c_str() ); }
+    if (special_fim_pad_id != LLAMA_TOKEN_NULL) { LLAMA_LOG_INFO( "%s: FIM PAD token    = %d '%s'\n", __func__, special_fim_pad_id, id_to_token[special_fim_pad_id].text.c_str() ); }
+    if (special_fim_rep_id != LLAMA_TOKEN_NULL) { LLAMA_LOG_INFO( "%s: FIM REP token    = %d '%s'\n", __func__, special_fim_rep_id, id_to_token[special_fim_rep_id].text.c_str() ); }
+    if (special_fim_sep_id != LLAMA_TOKEN_NULL) { LLAMA_LOG_INFO( "%s: FIM SEP token    = %d '%s'\n", __func__, special_fim_sep_id, id_to_token[special_fim_sep_id].text.c_str() ); }
+
+    for (const auto & id : special_eog_ids) {
+        LLAMA_LOG_INFO( "%s: EOG token        = %d '%s'\n", __func__, id, id_to_token[id].text.c_str() );
+    }
+
+    LLAMA_LOG_INFO("%s: max token length = %d\n", __func__, max_token_len);
+}
+
+llama_vocab::llama_vocab() : pimpl(new impl(*this)) {
+}
+
+llama_vocab::~llama_vocab() {
+}
+
+void llama_vocab::load(llama_model_loader & ml, const LLM_KV & kv) {
+    pimpl->load(ml, kv);
+}
+
+std::string llama_vocab::get_tokenizer_model() const {
+    return pimpl->tokenizer_model;
+}
+
+std::string llama_vocab::get_tokenizer_pre() const {
+    return pimpl->tokenizer_pre;
+}
+
+enum llama_vocab_type llama_vocab::get_type() const {
+    return pimpl->type;
+}
+
+enum llama_vocab_pre_type llama_vocab::get_pre_type() const {
+    return pimpl->pre_type;
+}
+
+uint32_t llama_vocab::n_tokens() const {
+    return (uint32_t) pimpl->id_to_token.size();
+}
+
+uint32_t llama_vocab::n_token_types() const {
+    return (uint32_t) pimpl->n_token_types;
+}
+
+std::string llama_vocab::type_name() const{
+    return pimpl->type_name();
+}
+
+bool llama_vocab::is_normal(llama_token id) const {
+    return pimpl->is_normal(id);
+}
+
+bool llama_vocab::is_unknown(llama_token id) const {
+    return pimpl->is_unknown(id);
+}
+
+bool llama_vocab::is_control(llama_token id) const {
+    return pimpl->is_control(id);
+}
+
+bool llama_vocab::is_byte(llama_token id) const {
+    return pimpl->is_byte(id);
+}
+
+bool llama_vocab::is_user_defined(llama_token id) const {
+    return pimpl->is_user_defined(id);
+}
+
+bool llama_vocab::is_unused(llama_token id) const {
+    return pimpl->is_unused(id);
+}
+
+bool llama_vocab::is_eog(llama_token id) const {
+    return pimpl->is_eog(id);
+}
+
+uint8_t llama_vocab::token_to_byte(llama_token id) const {
+    return pimpl->token_to_byte(id);
+}
+
+llama_token llama_vocab::byte_to_token(uint8_t ch) const {
+    GGML_ASSERT(get_type() != LLAMA_VOCAB_TYPE_NONE);
+    static const char * hex = "0123456789ABCDEF";
+    switch (get_type()) {
+        case LLAMA_VOCAB_TYPE_SPM:
+        case LLAMA_VOCAB_TYPE_UGM: {
+            const char buf[7] = { '<', '0', 'x', hex[ch >> 4], hex[ch & 15], '>', 0 };
+            auto token = pimpl->token_to_id.find(buf);
+            if (token != pimpl->token_to_id.end()) {
+                return (*token).second;
+            }
+            // Try to fall back to just the byte as a string
+            const char buf2[2] = { (char)ch, 0 };
+            return pimpl->token_to_id.at(buf2);
+        }
+        case LLAMA_VOCAB_TYPE_WPM:
+        case LLAMA_VOCAB_TYPE_BPE: {
+            return pimpl->token_to_id.at(unicode_byte_to_utf8(ch));
+        }
+        default:
+            GGML_ABORT("fatal error");
+    }
+}
+
+llama_token llama_vocab::text_to_token(const std::string & text) const {
+    GGML_ASSERT(pimpl->type != LLAMA_VOCAB_TYPE_NONE);
+    auto it = pimpl->token_to_id.find(text);
+    if (it != pimpl->token_to_id.end()) {
+        return (*it).second;
+    }
+    return LLAMA_TOKEN_NULL;
+}
+
+const llama_vocab::token_data & llama_vocab::get_token_data(llama_token id) const {
+    GGML_ASSERT(pimpl->type != LLAMA_VOCAB_TYPE_NONE);
+    return pimpl->id_to_token.at(id);
+}
+
+const char * llama_vocab::token_get_text(llama_token id) const {
+    GGML_ASSERT(pimpl->type != LLAMA_VOCAB_TYPE_NONE);
+    return pimpl->id_to_token.at(id).text.c_str();
+}
+
+float llama_vocab::token_get_score(llama_token id) const {
+    GGML_ASSERT(pimpl->type != LLAMA_VOCAB_TYPE_NONE);
+    return pimpl->id_to_token.at(id).score;
+}
+
+llama_token_attr llama_vocab::token_get_attr(llama_token id) const {
+    return pimpl->token_get_attr(id);
+}
+
+llama_token llama_vocab::token_bos() const {
+    return pimpl->special_bos_id;
+}
+
+llama_token llama_vocab::token_eos() const {
+    return pimpl->special_eos_id;
+}
+
+llama_token llama_vocab::token_eot() const {
+    return pimpl->special_eot_id;
+}
+
+llama_token llama_vocab::token_eom() const {
+    return pimpl->special_eom_id;
+}
+
+llama_token llama_vocab::token_unk() const {
+    return pimpl->special_unk_id;
+}
+
+llama_token llama_vocab::token_sep() const {
+    return pimpl->special_sep_id;
+}
+
+llama_token llama_vocab::token_nl() const {
+    return pimpl->linefeed_id;
+}
+
+llama_token llama_vocab::token_pad() const {
+    return pimpl->special_pad_id;
+}
+
+llama_token llama_vocab::token_prefix() const {
+    return pimpl->special_fim_pre_id;
+}
+
+llama_token llama_vocab::token_middle() const {
+    return pimpl->special_fim_mid_id;
+}
+
+llama_token llama_vocab::token_suffix() const {
+    return pimpl->special_fim_suf_id;
+}
+
+llama_token llama_vocab::token_fim_pre() const {
+    return pimpl->special_fim_pre_id;
+}
+
+llama_token llama_vocab::token_fim_suf() const {
+    return pimpl->special_fim_suf_id;
+}
+
+llama_token llama_vocab::token_fim_mid() const {
+    return pimpl->special_fim_mid_id;
+}
+
+llama_token llama_vocab::token_fim_pad() const {
+    return pimpl->special_fim_pad_id;
+}
+
+llama_token llama_vocab::token_fim_rep() const {
+    return pimpl->special_fim_rep_id;
+}
+
+llama_token llama_vocab::token_fim_sep() const {
+    return pimpl->special_fim_sep_id;
+}
+
+bool llama_vocab::get_add_space_prefix() const {
+    return pimpl->add_space_prefix;
+}
+
+bool llama_vocab::get_add_bos() const {
+    return pimpl->add_bos;
+}
+
+bool llama_vocab::get_add_eos() const {
+    return pimpl->add_eos;
+}
+
+bool llama_vocab::get_ignore_merges() const {
+    return pimpl->ignore_merges;
+}
+
+bool llama_vocab::get_clean_spaces() const {
+    return pimpl->clean_spaces;
+}
+
+bool llama_vocab::get_remove_extra_whitespaces() const {
+    return pimpl->remove_extra_whitespaces;
+}
+
+bool llama_vocab::get_escape_whitespaces() const {
+    return pimpl->escape_whitespaces;
+}
+
+bool llama_vocab::get_treat_whitespace_as_suffix() const {
+    return pimpl->treat_whitespace_as_suffix;
+}
+
+int llama_vocab::max_token_len() const {
+    return pimpl->max_token_len;
+}
+
+int llama_vocab::find_bpe_rank(const std::string & token_left, const std::string & token_right) const {
+    GGML_ASSERT(token_left.find(' ')   == std::string::npos);
+    GGML_ASSERT(token_left.find('\n')  == std::string::npos);
+    GGML_ASSERT(token_right.find(' ')  == std::string::npos);
+    GGML_ASSERT(token_right.find('\n') == std::string::npos);
+
+    auto it = pimpl->bpe_ranks.find(std::make_pair(token_left, token_right));
+    if (it == pimpl->bpe_ranks.end()) {
+        return -1;
+    }
+
+    return it->second;
+}
+
+std::vector<std::string> llama_vocab::get_bpe_merges() const {
+    std::vector<std::string> result(pimpl->bpe_ranks.size());
+
+    for (const auto & pair : pimpl->bpe_ranks) {
+        result[pair.second] = pair.first.first + " " + pair.first.second;
+    }
+
+    return result;
+}
+
+std::vector<char> llama_vocab::get_precompiled_charsmap() const {
+    return pimpl->precompiled_charsmap;
+}
+
+int32_t llama_vocab::tokenize(
+                  const char * text,
+                     int32_t   text_len,
+                 llama_token * tokens,
+                     int32_t   n_tokens_max,
+                        bool   add_special,
+                        bool   parse_special) const {
+    auto res = tokenize(std::string(text, text_len), add_special, parse_special);
+    if (n_tokens_max < (int) res.size()) {
+        // LLAMA_LOG_ERROR("%s: too many tokens\n", __func__);
+        return -((int) res.size());
+    }
+
+    for (size_t i = 0; i < res.size(); i++) {
+        tokens[i] = res[i];
+    }
+
+    return res.size();
+}
+
+std::vector<llama_token> llama_vocab::tokenize(
+        const std::string & raw_text,
+        bool add_special,
+        bool parse_special) const {
+    return pimpl->tokenize(raw_text, add_special, parse_special);
+}
+
+const std::string & llama_vocab::token_to_piece(llama_token token) const {
+    return pimpl->token_to_piece(token);
+}
+
+int32_t llama_vocab::token_to_piece(llama_token token, char * buf, int32_t length, int32_t lstrip, bool special) const {
+    return pimpl->token_to_piece(token, buf, length, lstrip, special);
+}
+
+int32_t llama_vocab::detokenize(
+               const llama_token * tokens,
+                         int32_t   n_tokens,
+                            char * text,
+                         int32_t   text_len_max,
+                            bool   remove_special,
+                            bool   unparse_special) const {
+    return pimpl->detokenize(tokens, n_tokens, text, text_len_max, remove_special, unparse_special);
+}
+
+std::string llama_vocab::detokenize(const std::vector<llama_token> & tokens, bool special) const {
+    std::string text;
+    text.resize(std::max(text.capacity(), tokens.size()));
+    int32_t n_chars = detokenize(tokens.data(), (int32_t)tokens.size(), &text[0], (int32_t)text.size(), false, special);
+    if (n_chars < 0) {
+        text.resize(-n_chars);
+        n_chars = detokenize(tokens.data(), (int32_t)tokens.size(), &text[0], (int32_t)text.size(), false, special);
+        GGML_ASSERT(n_chars <= (int32_t)text.size());  // whitespace trimming is performed after per-token detokenization
+    }
+
+    text.resize(n_chars);
+
+    // NOTE: the original tokenizer decodes bytes after collecting the pieces.
+    return text;
+}
+
+void llama_vocab::print_info() const {
+    pimpl->print_info();
+}
+
+//
+// interface implementation
+//
+
+int32_t llama_vocab_n_tokens(const struct llama_vocab * vocab) {
+    return vocab->n_tokens();
+}
+
+// deprecated
+int32_t llama_n_vocab(const struct llama_vocab * vocab) {
+    return llama_vocab_n_tokens(vocab);
+}
+
+enum llama_vocab_type llama_vocab_type(const struct llama_vocab * vocab) {
+    return vocab->get_type();
+}
+
+const char * llama_vocab_get_text(const struct llama_vocab * vocab, llama_token token) {
+    return vocab->token_get_text(token);
+}
+
+float llama_vocab_get_score(const struct llama_vocab * vocab, llama_token token) {
+    return vocab->token_get_score(token);
+}
+
+enum llama_token_attr llama_vocab_get_attr(const struct llama_vocab * vocab, llama_token token) {
+    return vocab->token_get_attr(token);
+}
+
+bool llama_vocab_is_eog(const struct llama_vocab * vocab, llama_token token) {
+    return vocab->is_eog(token);
+}
+
+bool llama_vocab_is_control(const struct llama_vocab * vocab, llama_token token) {
+    return vocab->is_control(token);
+}
+
+llama_token llama_vocab_bos(const struct llama_vocab * vocab) {
+    return vocab->token_bos();
+}
+
+llama_token llama_vocab_eos(const struct llama_vocab * vocab) {
+    return vocab->token_eos();
+}
+
+llama_token llama_vocab_eot(const struct llama_vocab * vocab) {
+    return vocab->token_eot();
+}
+
+// deprecated
+llama_token llama_vocab_cls(const struct llama_vocab * vocab) {
+    return vocab->token_bos();
+}
+
+llama_token llama_vocab_sep(const struct llama_vocab * vocab) {
+    return vocab->token_sep();
+}
+
+llama_token llama_vocab_nl (const struct llama_vocab * vocab) {
+    return vocab->token_nl();
+}
+
+llama_token llama_vocab_pad(const struct llama_vocab * vocab) {
+    return vocab->token_pad();
+}
+
+bool llama_vocab_get_add_bos(const struct llama_vocab * vocab) {
+    return vocab->get_add_bos();
+}
+
+bool llama_vocab_get_add_eos(const struct llama_vocab * vocab) {
+    return vocab->get_add_eos();
+}
+
+llama_token llama_vocab_fim_pre(const struct llama_vocab * vocab) {
+    return vocab->token_fim_pre();
+}
+
+llama_token llama_vocab_fim_suf(const struct llama_vocab * vocab) {
+    return vocab->token_fim_suf();
+}
+
+llama_token llama_vocab_fim_mid(const struct llama_vocab * vocab) {
+    return vocab->token_fim_mid();
+}
+
+llama_token llama_vocab_fim_pad(const struct llama_vocab * vocab) {
+    return vocab->token_fim_pad();
+}
+
+llama_token llama_vocab_fim_rep(const struct llama_vocab * vocab) {
+    return vocab->token_fim_rep();
+}
+
+llama_token llama_vocab_fim_sep(const struct llama_vocab * vocab) {
+    return vocab->token_fim_sep();
+}
+
+// deprecated
+const char * llama_token_get_text(const struct llama_vocab * vocab, llama_token token) {
+    return llama_vocab_get_text(vocab, token);
+}
+
+// deprecated
+float llama_token_get_score(const struct llama_vocab * vocab, llama_token token) {
+    return llama_vocab_get_score(vocab, token);
+}
+
+// deprecated
+enum llama_token_attr llama_token_get_attr(const struct llama_vocab * vocab, llama_token token) {
+    return llama_vocab_get_attr(vocab, token);
+}
+
+// deprecated
+bool llama_token_is_eog(const struct llama_vocab * vocab, llama_token token) {
+    return llama_vocab_is_eog(vocab, token);
+}
+
+// deprecated
+bool llama_token_is_control(const struct llama_vocab * vocab, llama_token token) {
+    return llama_vocab_is_control(vocab, token);
+}
+
+// deprecated
+llama_token llama_token_bos(const struct llama_vocab * vocab) {
+    return llama_vocab_bos(vocab);
+}
+
+// deprecated
+llama_token llama_token_eos(const struct llama_vocab * vocab) {
+    return llama_vocab_eos(vocab);
+}
+
+// deprecated
+llama_token llama_token_eot(const struct llama_vocab * vocab) {
+    return llama_vocab_eot(vocab);
+}
+
+// deprecated
+llama_token llama_token_cls(const struct llama_vocab * vocab) {
+    //return llama_vocab_cls(vocab);
+    return llama_vocab_bos(vocab); // avoid deprecation warning
+}
+
+// deprecated
+llama_token llama_token_sep(const struct llama_vocab * vocab) {
+    return llama_vocab_sep(vocab);
+}
+
+// deprecated
+llama_token llama_token_nl (const struct llama_vocab * vocab) {
+    return llama_vocab_nl(vocab);
+}
+
+// deprecated
+llama_token llama_token_pad(const struct llama_vocab * vocab) {
+    return llama_vocab_pad(vocab);
+}
+
+// deprecated
+bool llama_add_bos_token(const struct llama_vocab * vocab) {
+    return llama_vocab_get_add_bos(vocab);
+}
+
+// deprecated
+bool llama_add_eos_token(const struct llama_vocab * vocab) {
+    return llama_vocab_get_add_eos(vocab);
+}
+
+// deprecated
+llama_token llama_token_fim_pre(const struct llama_vocab * vocab) {
+    return llama_vocab_fim_pre(vocab);
+}
+
+// deprecated
+llama_token llama_token_fim_suf(const struct llama_vocab * vocab) {
+    return llama_vocab_fim_suf(vocab);
+}
+
+// deprecated
+llama_token llama_token_fim_mid(const struct llama_vocab * vocab) {
+    return llama_vocab_fim_mid(vocab);
+}
+
+// deprecated
+llama_token llama_token_fim_pad(const struct llama_vocab * vocab) {
+    return llama_vocab_fim_pad(vocab);
+}
+
+// deprecated
+llama_token llama_token_fim_rep(const struct llama_vocab * vocab) {
+    return llama_vocab_fim_rep(vocab);
+}
+
+// deprecated
+llama_token llama_token_fim_sep(const struct llama_vocab * vocab) {
+    return llama_vocab_fim_sep(vocab);
+}
+
+//
+// tokenization
+//
+
+int32_t llama_tokenize(
+    const struct llama_vocab * vocab,
+                  const char * text,
+                     int32_t   text_len,
+                 llama_token * tokens,
+                     int32_t   n_tokens_max,
+                        bool   add_special,
+                        bool   parse_special) {
+    return vocab->tokenize(text, text_len, tokens, n_tokens_max, add_special, parse_special);
+}
+
+int32_t llama_token_to_piece(
+    const struct llama_vocab * vocab,
+                 llama_token   token,
+                        char * buf,
+                     int32_t   length,
+                     int32_t   lstrip,
+                        bool   special) {
+    return vocab->token_to_piece(token, buf, length, lstrip, special);
+}
+
+int32_t llama_detokenize(
+    const struct llama_vocab * vocab,
+           const llama_token * tokens,
+                     int32_t   n_tokens,
+                        char * text,
+                     int32_t   text_len_max,
+                        bool   remove_special,
+                        bool   unparse_special) {
+    return vocab->detokenize(tokens, n_tokens, text, text_len_max, remove_special, unparse_special);
+}
+
diff --git a/llama/llama.cpp/src/llama-vocab.h b/llama/llama.cpp/src/llama-vocab.h
new file mode 100644
index 0000000..daa6cf3
--- /dev/null
+++ b/llama/llama.cpp/src/llama-vocab.h
@@ -0,0 +1,131 @@
+#pragma once
+
+#include "llama.h"
+
+#include <string>
+#include <vector>
+#include <memory>
+
+struct LLM_KV;
+struct llama_model_loader;
+
+struct llama_vocab {
+    struct token_data {
+        std::string      text;
+        float            score;
+        llama_token_attr attr;
+    };
+
+    llama_vocab();
+    ~llama_vocab();
+
+    void load(llama_model_loader & ml, const LLM_KV & kv);
+
+    std::string get_tokenizer_model() const;
+    std::string get_tokenizer_pre() const;
+
+    enum llama_vocab_type     get_type()     const;
+    enum llama_vocab_pre_type get_pre_type() const;
+
+    uint32_t n_tokens() const;
+    uint32_t n_token_types() const;
+
+    std::string type_name() const;
+
+    bool is_normal      (llama_token id) const;
+    bool is_unknown     (llama_token id) const;
+    bool is_control     (llama_token id) const;
+    bool is_byte        (llama_token id) const;
+    bool is_user_defined(llama_token id) const;
+    bool is_unused      (llama_token id) const;
+    bool is_eog         (llama_token id) const;
+
+    uint8_t     token_to_byte(llama_token id) const;
+    llama_token byte_to_token(uint8_t ch)     const;
+
+    llama_token text_to_token(const std::string & text) const;
+
+    const token_data & get_token_data(llama_token id) const;
+
+    const char *     token_get_text (llama_token id) const;
+    float            token_get_score(llama_token id) const;
+    llama_token_attr token_get_attr (llama_token id) const;
+
+    llama_token token_bos() const;
+    llama_token token_eos() const;
+    llama_token token_eot() const;
+    llama_token token_eom() const;
+    llama_token token_unk() const;
+    llama_token token_sep() const;
+    llama_token token_nl () const;
+    llama_token token_pad() const;
+
+    llama_token token_prefix() const;
+    llama_token token_middle() const;
+    llama_token token_suffix() const;
+
+    llama_token token_fim_pre() const;
+    llama_token token_fim_suf() const;
+    llama_token token_fim_mid() const;
+    llama_token token_fim_pad() const;
+    llama_token token_fim_rep() const;
+    llama_token token_fim_sep() const;
+
+    bool get_add_space_prefix          () const;
+    bool get_add_bos                   () const;
+    bool get_add_eos                   () const;
+    bool get_ignore_merges             () const;
+    bool get_clean_spaces              () const;
+    bool get_remove_extra_whitespaces  () const;
+    bool get_escape_whitespaces        () const;
+    bool get_treat_whitespace_as_suffix() const;
+
+    int max_token_len() const;
+
+    int find_bpe_rank(const std::string & token_left, const std::string & token_right) const;
+    std::vector<std::string> get_bpe_merges() const;
+
+    std::vector<char> get_precompiled_charsmap() const;
+
+    int32_t tokenize(
+                   const char * text,
+                      int32_t   text_len,
+                  llama_token * tokens,
+                      int32_t   n_tokens_max,
+                         bool   add_special,
+                         bool   parse_special) const;
+
+    std::vector<llama_token> tokenize(
+            const std::string & raw_text,
+                         bool   add_special,
+                         bool   parse_special = false) const;
+
+    // does not write null-terminator to buf
+    int32_t token_to_piece(
+                  llama_token   token,
+                         char * buf,
+                      int32_t   length,
+                      int32_t   lstrip,
+                         bool   special) const;
+
+    // use cached data
+    const std::string & token_to_piece(llama_token token) const;
+
+    int32_t detokenize(
+            const llama_token * tokens,
+                      int32_t   n_tokens,
+                         char * text,
+                      int32_t   text_len_max,
+                         bool   remove_special,
+                         bool   unparse_special) const;
+
+    std::string detokenize(
+            const std::vector<llama_token> & tokens,
+                                      bool   special) const;
+
+    void print_info() const;
+
+private:
+    struct impl;
+    std::unique_ptr<impl> pimpl;
+};
diff --git a/llama/llama.cpp/src/llama.cpp b/llama/llama.cpp/src/llama.cpp
new file mode 100644
index 0000000..9fdddf7
--- /dev/null
+++ b/llama/llama.cpp/src/llama.cpp
@@ -0,0 +1,349 @@
+#include "llama-impl.h"
+
+#include "llama-chat.h"
+#include "llama-mmap.h"
+#include "llama-vocab.h"
+#include "llama-model-loader.h"
+#include "llama-model-saver.h"
+#include "llama-model.h"
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#include <algorithm>
+#include <cstddef>
+#include <cstdint>
+#include <cstdio>
+#include <cstring>
+#include <ctime>
+
+#if defined(_MSC_VER)
+#pragma warning(disable: 4244 4267) // possible loss of data
+#endif
+
+//
+// interface implementation
+//
+
+struct llama_sampler_chain_params llama_sampler_chain_default_params() {
+    struct llama_sampler_chain_params result = {
+        /*.no_perf                     =*/ true,
+    };
+
+    return result;
+}
+
+size_t llama_max_devices(void) {
+    return 16;
+}
+
+bool llama_supports_mmap(void) {
+    return llama_mmap::SUPPORTED;
+}
+
+bool llama_supports_mlock(void) {
+    return llama_mlock::SUPPORTED;
+}
+
+bool llama_supports_gpu_offload(void) {
+    return ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU) != nullptr ||
+           llama_supports_rpc();
+}
+
+bool llama_supports_rpc(void) {
+    return ggml_backend_reg_by_name("RPC") != nullptr;
+}
+
+void llama_backend_init(void) {
+    ggml_time_init();
+
+    // needed to initialize f16 tables
+    {
+        struct ggml_init_params params = { 0, NULL, false };
+        struct ggml_context * ctx = ggml_init(params);
+        ggml_free(ctx);
+    }
+}
+
+void llama_numa_init(enum ggml_numa_strategy numa) {
+    if (numa != GGML_NUMA_STRATEGY_DISABLED) {
+        auto * dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
+        GGML_ASSERT(dev && "CPU backend is not loaded");
+        auto * reg = ggml_backend_dev_backend_reg(dev);
+        auto * numa_init_fn = (decltype(ggml_numa_init) *) ggml_backend_reg_get_proc_address(reg, "ggml_backend_cpu_numa_init");
+        numa_init_fn(numa);
+    }
+}
+
+void llama_backend_free(void) {
+    ggml_quantize_free();
+}
+
+int64_t llama_time_us(void) {
+    return ggml_time_us();
+}
+
+// Returns 0 on success, -1 on error, and -2 on cancellation via llama_progress_callback
+static int llama_model_load(const std::string & fname, std::vector<std::string> & splits, llama_model & model, llama_model_params & params) {
+    // loading time will be recalculated after the first eval, so
+    // we take page faults deferred by mmap() into consideration
+    model.t_load_us = 0;
+    time_meas tm(model.t_load_us);
+
+    model.t_start_us = tm.t_start_us;
+
+    try {
+        llama_model_loader ml(fname, splits, params.use_mmap, params.check_tensors, params.kv_overrides, params.tensor_buft_overrides);
+
+        ml.print_info();
+
+        model.hparams.vocab_only = params.vocab_only;
+
+        try {
+            model.load_arch(ml);
+        } catch(const std::exception & e) {
+            throw std::runtime_error("error loading model architecture: " + std::string(e.what()));
+        }
+        try {
+            model.load_hparams(ml);
+        } catch(const std::exception & e) {
+            throw std::runtime_error("error loading model hyperparameters: " + std::string(e.what()));
+        }
+        try {
+            model.load_vocab(ml);
+        } catch(const std::exception & e) {
+            throw std::runtime_error("error loading model vocabulary: " + std::string(e.what()));
+        }
+
+        model.load_stats(ml);
+        model.print_info();
+
+        if (params.vocab_only) {
+            LLAMA_LOG_INFO("%s: vocab only - skipping tensors\n", __func__);
+            return 0;
+        }
+
+        if (!model.load_tensors(ml)) {
+            return -2;
+        }
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error loading model: %s\n", __func__, err.what());
+        return -1;
+    }
+
+    return 0;
+}
+
+static struct llama_model * llama_model_load_from_file_impl(
+        const std::string & path_model,
+        std::vector<std::string> & splits,
+        struct llama_model_params params) {
+    ggml_time_init();
+
+    unsigned cur_percentage = 0;
+    if (params.progress_callback == NULL) {
+        params.progress_callback_user_data = &cur_percentage;
+        params.progress_callback = [](float progress, void * ctx) {
+            unsigned * cur_percentage_p = (unsigned *) ctx;
+            unsigned percentage = (unsigned) (100 * progress);
+            while (percentage > *cur_percentage_p) {
+                *cur_percentage_p = percentage;
+                LLAMA_LOG_CONT(".");
+                if (percentage >= 100) {
+                    LLAMA_LOG_CONT("\n");
+                }
+            }
+            return true;
+        };
+    }
+
+    llama_model * model = new llama_model(params);
+
+    // create list of devices to use with this model
+    if (params.devices) {
+        for (ggml_backend_dev_t * dev = params.devices; *dev; ++dev) {
+            model->devices.push_back(*dev);
+        }
+    } else {
+        std::vector<ggml_backend_dev_t> rpc_servers;
+        // use all available devices
+        for (size_t i = 0; i < ggml_backend_dev_count(); ++i) {
+            ggml_backend_dev_t dev = ggml_backend_dev_get(i);
+            switch (ggml_backend_dev_type(dev)) {
+                case GGML_BACKEND_DEVICE_TYPE_CPU:
+                case GGML_BACKEND_DEVICE_TYPE_ACCEL:
+                    // skip CPU backends since they are handled separately
+                    break;
+
+                case GGML_BACKEND_DEVICE_TYPE_GPU:
+                    ggml_backend_reg_t reg = ggml_backend_dev_backend_reg(dev);
+                    if (ggml_backend_reg_name(reg) == std::string("RPC")) {
+                        rpc_servers.push_back(dev);
+                    } else {
+                        model->devices.push_back(dev);
+                    }
+                    break;
+            }
+        }
+        // add RPC servers at the front of the list
+        if (!rpc_servers.empty()) {
+            model->devices.insert(model->devices.begin(), rpc_servers.begin(), rpc_servers.end());
+        }
+    }
+
+    // if using single GPU mode, remove all except the main GPU
+    if (params.split_mode == LLAMA_SPLIT_MODE_NONE) {
+        if (params.main_gpu < 0 || params.main_gpu >= (int)model->devices.size()) {
+            LLAMA_LOG_ERROR("%s: invalid value for main_gpu: %d (available devices: %d)\n", __func__, params.main_gpu, (int)model->devices.size());
+            llama_model_free(model);
+            return nullptr;
+        }
+        ggml_backend_dev_t main_gpu = model->devices[params.main_gpu];
+        model->devices.clear();
+        model->devices.push_back(main_gpu);
+    }
+
+    for (auto * dev : model->devices) {
+        size_t free, total; // NOLINT
+        ggml_backend_dev_memory(dev, &free, &total);
+        LLAMA_LOG_INFO("%s: using device %s (%s) - %zu MiB free\n", __func__, ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), free/1024/1024);
+    }
+
+    const int status = llama_model_load(path_model, splits, *model, params);
+    GGML_ASSERT(status <= 0);
+    if (status < 0) {
+        if (status == -1) {
+            LLAMA_LOG_ERROR("%s: failed to load model\n", __func__);
+        } else if (status == -2) {
+            LLAMA_LOG_INFO("%s: cancelled model load\n", __func__);
+        }
+
+        llama_model_free(model);
+        return nullptr;
+    }
+
+    return model;
+}
+
+// deprecated
+struct llama_model * llama_load_model_from_file(
+        const char * path_model,
+        struct llama_model_params params) {
+    return llama_model_load_from_file(path_model, params);
+}
+
+struct llama_model * llama_model_load_from_file(
+        const char * path_model,
+        struct llama_model_params params) {
+    std::vector<std::string> splits = {};
+    return llama_model_load_from_file_impl(path_model, splits, params);
+}
+
+struct llama_model * llama_model_load_from_splits(
+        const char ** paths,
+        size_t n_paths,
+        struct llama_model_params params) {
+    std::vector<std::string> splits;
+    if (n_paths == 0) {
+        LLAMA_LOG_ERROR("%s: list of splits is empty\n", __func__);
+        return nullptr;
+    }
+    for (size_t i = 0; i < n_paths; ++i) {
+        splits.push_back(paths[i]);
+    }
+    return llama_model_load_from_file_impl(splits.front(), splits, params);
+}
+
+void llama_model_save_to_file(const struct llama_model * model, const char * path_model) {
+    llama_model_saver ms(*model);
+    ms.add_kv_from_model();
+    ms.add_tensors_from_model();
+    ms.save(path_model);
+}
+
+//
+// chat templates
+//
+
+int32_t llama_chat_apply_template(
+                              const char * tmpl,
+         const struct llama_chat_message * chat,
+                                  size_t   n_msg,
+                                    bool   add_ass,
+                                    char * buf,
+                                 int32_t   length) {
+    const std::string curr_tmpl(tmpl == nullptr ? "chatml" : tmpl);
+
+    // format the chat to string
+    std::vector<const llama_chat_message *> chat_vec;
+    chat_vec.resize(n_msg);
+    for (size_t i = 0; i < n_msg; i++) {
+        chat_vec[i] = &chat[i];
+    }
+
+    std::string formatted_chat;
+    llm_chat_template detected_tmpl = llm_chat_detect_template(curr_tmpl);
+    if (detected_tmpl == LLM_CHAT_TEMPLATE_UNKNOWN) {
+        return -1;
+    }
+    int32_t res = llm_chat_apply_template(detected_tmpl, chat_vec, formatted_chat, add_ass);
+    if (res < 0) {
+        return res;
+    }
+    if (buf && length > 0) {
+        strncpy(buf, formatted_chat.c_str(), length);
+    }
+    return res;
+}
+
+//
+// model split
+//
+
+int llama_split_path(char * split_path, size_t maxlen, const char * path_prefix, int split_no, int split_count) {
+    static const char * const SPLIT_PATH_FORMAT = "%s-%05d-of-%05d.gguf";
+    if (snprintf(split_path, maxlen, SPLIT_PATH_FORMAT, path_prefix, split_no + 1, split_count)) {
+        return strlen(split_path);
+    }
+    return 0;
+}
+
+int llama_split_prefix(char * split_prefix, size_t maxlen, const char * split_path, int split_no, int split_count) {
+    std::string str_split_path(split_path);
+    char postfix[32];
+    snprintf(postfix, 32, "-%05d-of-%05d.gguf", split_no + 1, split_count);
+    std::string str_postfix(postfix);
+
+    // check if split_prefix ends with postfix
+    int size_prefix = str_split_path.size() - str_postfix.size();
+    if (size_prefix > 0 && str_split_path.find(str_postfix, size_prefix) != std::string::npos) {
+        snprintf(split_prefix, std::min((size_t) size_prefix + 1, maxlen), "%s", split_path);
+        return size_prefix;
+    }
+
+    return 0;
+}
+
+const char * llama_print_system_info(void) {
+    static std::string s;
+    s.clear(); // Clear the string, since it's static, otherwise it will accumulate data from previous calls.
+
+    for (size_t i = 0; i < ggml_backend_reg_count(); i++) {
+        auto * reg = ggml_backend_reg_get(i);
+        auto * get_features_fn = (ggml_backend_get_features_t) ggml_backend_reg_get_proc_address(reg, "ggml_backend_get_features");
+        if (get_features_fn) {
+            ggml_backend_feature * features = get_features_fn(reg);
+            s += ggml_backend_reg_name(reg);
+            s += " : ";
+            for (; features->name; features++) {
+                s += features->name;
+                s += " = ";
+                s += features->value;
+                s += " | ";
+            }
+        }
+    }
+
+    return s.c_str();
+}
+
diff --git a/llama/llama.cpp/src/llama.go b/llama/llama.cpp/src/llama.go
new file mode 100644
index 0000000..ddbd537
--- /dev/null
+++ b/llama/llama.cpp/src/llama.go
@@ -0,0 +1,8 @@
+package llama
+
+// #cgo CXXFLAGS: -std=c++17
+// #cgo CPPFLAGS: -I${SRCDIR}/../include
+// #cgo CPPFLAGS: -I${SRCDIR}/../../../ml/backend/ggml/ggml/include
+// #cgo windows CPPFLAGS: -D_WIN32_WINNT=0x0602
+import "C"
+import _ "github.com/ollama/ollama/ml/backend/ggml/ggml/src"
diff --git a/llama/llama.cpp/src/unicode-data.cpp b/llama/llama.cpp/src/unicode-data.cpp
new file mode 100644
index 0000000..04dcd7f
--- /dev/null
+++ b/llama/llama.cpp/src/unicode-data.cpp
@@ -0,0 +1,7034 @@
+// generated with scripts/gen-unicode-data.py
+
+#include "unicode-data.h"
+
+#include <cstdint>
+#include <vector>
+#include <unordered_map>
+#include <unordered_set>
+
+const std::initializer_list<std::pair<uint32_t, uint16_t>> unicode_ranges_flags = {  // start, flags // last=next_start-1
+{0x000000, 0x0080},
+{0x000020, 0x0008},
+{0x000021, 0x0020},
+{0x000024, 0x0040},
+{0x000025, 0x0020},
+{0x00002B, 0x0040},
+{0x00002C, 0x0020},
+{0x000030, 0x0002},
+{0x00003A, 0x0020},
+{0x00003C, 0x0040},
+{0x00003F, 0x0020},
+{0x000041, 0x0004},
+{0x00005B, 0x0020},
+{0x00005E, 0x0040},
+{0x00005F, 0x0020},
+{0x000060, 0x0040},
+{0x000061, 0x0004},
+{0x00007B, 0x0020},
+{0x00007C, 0x0040},
+{0x00007D, 0x0020},
+{0x00007E, 0x0040},
+{0x00007F, 0x0080},
+{0x0000A0, 0x0008},
+{0x0000A1, 0x0020},
+{0x0000A2, 0x0040},
+{0x0000A7, 0x0020},
+{0x0000A8, 0x0040},
+{0x0000AA, 0x0004},
+{0x0000AB, 0x0020},
+{0x0000AC, 0x0040},
+{0x0000AD, 0x0080},
+{0x0000AE, 0x0040},
+{0x0000B2, 0x0002},
+{0x0000B4, 0x0040},
+{0x0000B5, 0x0004},
+{0x0000B6, 0x0020},
+{0x0000B8, 0x0040},
+{0x0000B9, 0x0002},
+{0x0000BA, 0x0004},
+{0x0000BB, 0x0020},
+{0x0000BC, 0x0002},
+{0x0000BF, 0x0020},
+{0x0000C0, 0x0004},
+{0x0000D7, 0x0040},
+{0x0000D8, 0x0004},
+{0x0000F7, 0x0040},
+{0x0000F8, 0x0004},
+{0x0002C2, 0x0040},
+{0x0002C6, 0x0004},
+{0x0002D2, 0x0040},
+{0x0002E0, 0x0004},
+{0x0002E5, 0x0040},
+{0x0002EC, 0x0004},
+{0x0002ED, 0x0040},
+{0x0002EE, 0x0004},
+{0x0002EF, 0x0040},
+{0x000300, 0x0010},
+{0x000370, 0x0004},
+{0x000375, 0x0040},
+{0x000376, 0x0004},
+{0x000378, 0x0001},
+{0x00037A, 0x0004},
+{0x00037E, 0x0020},
+{0x00037F, 0x0004},
+{0x000380, 0x0001},
+{0x000384, 0x0040},
+{0x000386, 0x0004},
+{0x000387, 0x0020},
+{0x000388, 0x0004},
+{0x00038B, 0x0001},
+{0x00038C, 0x0004},
+{0x00038D, 0x0001},
+{0x00038E, 0x0004},
+{0x0003A2, 0x0001},
+{0x0003A3, 0x0004},
+{0x0003F6, 0x0040},
+{0x0003F7, 0x0004},
+{0x000482, 0x0040},
+{0x000483, 0x0010},
+{0x00048A, 0x0004},
+{0x000530, 0x0001},
+{0x000531, 0x0004},
+{0x000557, 0x0001},
+{0x000559, 0x0004},
+{0x00055A, 0x0020},
+{0x000560, 0x0004},
+{0x000589, 0x0020},
+{0x00058B, 0x0001},
+{0x00058D, 0x0040},
+{0x000590, 0x0001},
+{0x000591, 0x0010},
+{0x0005BE, 0x0020},
+{0x0005BF, 0x0010},
+{0x0005C0, 0x0020},
+{0x0005C1, 0x0010},
+{0x0005C3, 0x0020},
+{0x0005C4, 0x0010},
+{0x0005C6, 0x0020},
+{0x0005C7, 0x0010},
+{0x0005C8, 0x0001},
+{0x0005D0, 0x0004},
+{0x0005EB, 0x0001},
+{0x0005EF, 0x0004},
+{0x0005F3, 0x0020},
+{0x0005F5, 0x0001},
+{0x000600, 0x0080},
+{0x000606, 0x0040},
+{0x000609, 0x0020},
+{0x00060B, 0x0040},
+{0x00060C, 0x0020},
+{0x00060E, 0x0040},
+{0x000610, 0x0010},
+{0x00061B, 0x0020},
+{0x00061C, 0x0080},
+{0x00061D, 0x0020},
+{0x000620, 0x0004},
+{0x00064B, 0x0010},
+{0x000660, 0x0002},
+{0x00066A, 0x0020},
+{0x00066E, 0x0004},
+{0x000670, 0x0010},
+{0x000671, 0x0004},
+{0x0006D4, 0x0020},
+{0x0006D5, 0x0004},
+{0x0006D6, 0x0010},
+{0x0006DD, 0x0080},
+{0x0006DE, 0x0040},
+{0x0006DF, 0x0010},
+{0x0006E5, 0x0004},
+{0x0006E7, 0x0010},
+{0x0006E9, 0x0040},
+{0x0006EA, 0x0010},
+{0x0006EE, 0x0004},
+{0x0006F0, 0x0002},
+{0x0006FA, 0x0004},
+{0x0006FD, 0x0040},
+{0x0006FF, 0x0004},
+{0x000700, 0x0020},
+{0x00070E, 0x0001},
+{0x00070F, 0x0080},
+{0x000710, 0x0004},
+{0x000711, 0x0010},
+{0x000712, 0x0004},
+{0x000730, 0x0010},
+{0x00074B, 0x0001},
+{0x00074D, 0x0004},
+{0x0007A6, 0x0010},
+{0x0007B1, 0x0004},
+{0x0007B2, 0x0001},
+{0x0007C0, 0x0002},
+{0x0007CA, 0x0004},
+{0x0007EB, 0x0010},
+{0x0007F4, 0x0004},
+{0x0007F6, 0x0040},
+{0x0007F7, 0x0020},
+{0x0007FA, 0x0004},
+{0x0007FB, 0x0001},
+{0x0007FD, 0x0010},
+{0x0007FE, 0x0040},
+{0x000800, 0x0004},
+{0x000816, 0x0010},
+{0x00081A, 0x0004},
+{0x00081B, 0x0010},
+{0x000824, 0x0004},
+{0x000825, 0x0010},
+{0x000828, 0x0004},
+{0x000829, 0x0010},
+{0x00082E, 0x0001},
+{0x000830, 0x0020},
+{0x00083F, 0x0001},
+{0x000840, 0x0004},
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+{0x01BC70, 0x0004},
+{0x01BC7D, 0x0001},
+{0x01BC80, 0x0004},
+{0x01BC89, 0x0001},
+{0x01BC90, 0x0004},
+{0x01BC9A, 0x0001},
+{0x01BC9C, 0x0040},
+{0x01BC9D, 0x0010},
+{0x01BC9F, 0x0020},
+{0x01BCA0, 0x0080},
+{0x01BCA4, 0x0001},
+{0x01CF00, 0x0010},
+{0x01CF2E, 0x0001},
+{0x01CF30, 0x0010},
+{0x01CF47, 0x0001},
+{0x01CF50, 0x0040},
+{0x01CFC4, 0x0001},
+{0x01D000, 0x0040},
+{0x01D0F6, 0x0001},
+{0x01D100, 0x0040},
+{0x01D127, 0x0001},
+{0x01D129, 0x0040},
+{0x01D165, 0x0010},
+{0x01D16A, 0x0040},
+{0x01D16D, 0x0010},
+{0x01D173, 0x0080},
+{0x01D17B, 0x0010},
+{0x01D183, 0x0040},
+{0x01D185, 0x0010},
+{0x01D18C, 0x0040},
+{0x01D1AA, 0x0010},
+{0x01D1AE, 0x0040},
+{0x01D1EB, 0x0001},
+{0x01D200, 0x0040},
+{0x01D242, 0x0010},
+{0x01D245, 0x0040},
+{0x01D246, 0x0001},
+{0x01D2C0, 0x0002},
+{0x01D2D4, 0x0001},
+{0x01D2E0, 0x0002},
+{0x01D2F4, 0x0001},
+{0x01D300, 0x0040},
+{0x01D357, 0x0001},
+{0x01D360, 0x0002},
+{0x01D379, 0x0001},
+{0x01D400, 0x0004},
+{0x01D455, 0x0001},
+{0x01D456, 0x0004},
+{0x01D49D, 0x0001},
+{0x01D49E, 0x0004},
+{0x01D4A0, 0x0001},
+{0x01D4A2, 0x0004},
+{0x01D4A3, 0x0001},
+{0x01D4A5, 0x0004},
+{0x01D4A7, 0x0001},
+{0x01D4A9, 0x0004},
+{0x01D4AD, 0x0001},
+{0x01D4AE, 0x0004},
+{0x01D4BA, 0x0001},
+{0x01D4BB, 0x0004},
+{0x01D4BC, 0x0001},
+{0x01D4BD, 0x0004},
+{0x01D4C4, 0x0001},
+{0x01D4C5, 0x0004},
+{0x01D506, 0x0001},
+{0x01D507, 0x0004},
+{0x01D50B, 0x0001},
+{0x01D50D, 0x0004},
+{0x01D515, 0x0001},
+{0x01D516, 0x0004},
+{0x01D51D, 0x0001},
+{0x01D51E, 0x0004},
+{0x01D53A, 0x0001},
+{0x01D53B, 0x0004},
+{0x01D53F, 0x0001},
+{0x01D540, 0x0004},
+{0x01D545, 0x0001},
+{0x01D546, 0x0004},
+{0x01D547, 0x0001},
+{0x01D54A, 0x0004},
+{0x01D551, 0x0001},
+{0x01D552, 0x0004},
+{0x01D6A6, 0x0001},
+{0x01D6A8, 0x0004},
+{0x01D6C1, 0x0040},
+{0x01D6C2, 0x0004},
+{0x01D6DB, 0x0040},
+{0x01D6DC, 0x0004},
+{0x01D6FB, 0x0040},
+{0x01D6FC, 0x0004},
+{0x01D715, 0x0040},
+{0x01D716, 0x0004},
+{0x01D735, 0x0040},
+{0x01D736, 0x0004},
+{0x01D74F, 0x0040},
+{0x01D750, 0x0004},
+{0x01D76F, 0x0040},
+{0x01D770, 0x0004},
+{0x01D789, 0x0040},
+{0x01D78A, 0x0004},
+{0x01D7A9, 0x0040},
+{0x01D7AA, 0x0004},
+{0x01D7C3, 0x0040},
+{0x01D7C4, 0x0004},
+{0x01D7CC, 0x0001},
+{0x01D7CE, 0x0002},
+{0x01D800, 0x0040},
+{0x01DA00, 0x0010},
+{0x01DA37, 0x0040},
+{0x01DA3B, 0x0010},
+{0x01DA6D, 0x0040},
+{0x01DA75, 0x0010},
+{0x01DA76, 0x0040},
+{0x01DA84, 0x0010},
+{0x01DA85, 0x0040},
+{0x01DA87, 0x0020},
+{0x01DA8C, 0x0001},
+{0x01DA9B, 0x0010},
+{0x01DAA0, 0x0001},
+{0x01DAA1, 0x0010},
+{0x01DAB0, 0x0001},
+{0x01DF00, 0x0004},
+{0x01DF1F, 0x0001},
+{0x01DF25, 0x0004},
+{0x01DF2B, 0x0001},
+{0x01E000, 0x0010},
+{0x01E007, 0x0001},
+{0x01E008, 0x0010},
+{0x01E019, 0x0001},
+{0x01E01B, 0x0010},
+{0x01E022, 0x0001},
+{0x01E023, 0x0010},
+{0x01E025, 0x0001},
+{0x01E026, 0x0010},
+{0x01E02B, 0x0001},
+{0x01E030, 0x0004},
+{0x01E06E, 0x0001},
+{0x01E08F, 0x0010},
+{0x01E090, 0x0001},
+{0x01E100, 0x0004},
+{0x01E12D, 0x0001},
+{0x01E130, 0x0010},
+{0x01E137, 0x0004},
+{0x01E13E, 0x0001},
+{0x01E140, 0x0002},
+{0x01E14A, 0x0001},
+{0x01E14E, 0x0004},
+{0x01E14F, 0x0040},
+{0x01E150, 0x0001},
+{0x01E290, 0x0004},
+{0x01E2AE, 0x0010},
+{0x01E2AF, 0x0001},
+{0x01E2C0, 0x0004},
+{0x01E2EC, 0x0010},
+{0x01E2F0, 0x0002},
+{0x01E2FA, 0x0001},
+{0x01E2FF, 0x0040},
+{0x01E300, 0x0001},
+{0x01E4D0, 0x0004},
+{0x01E4EC, 0x0010},
+{0x01E4F0, 0x0002},
+{0x01E4FA, 0x0001},
+{0x01E7E0, 0x0004},
+{0x01E7E7, 0x0001},
+{0x01E7E8, 0x0004},
+{0x01E7EC, 0x0001},
+{0x01E7ED, 0x0004},
+{0x01E7EF, 0x0001},
+{0x01E7F0, 0x0004},
+{0x01E7FF, 0x0001},
+{0x01E800, 0x0004},
+{0x01E8C5, 0x0001},
+{0x01E8C7, 0x0002},
+{0x01E8D0, 0x0010},
+{0x01E8D7, 0x0001},
+{0x01E900, 0x0004},
+{0x01E944, 0x0010},
+{0x01E94B, 0x0004},
+{0x01E94C, 0x0001},
+{0x01E950, 0x0002},
+{0x01E95A, 0x0001},
+{0x01E95E, 0x0020},
+{0x01E960, 0x0001},
+{0x01EC71, 0x0002},
+{0x01ECAC, 0x0040},
+{0x01ECAD, 0x0002},
+{0x01ECB0, 0x0040},
+{0x01ECB1, 0x0002},
+{0x01ECB5, 0x0001},
+{0x01ED01, 0x0002},
+{0x01ED2E, 0x0040},
+{0x01ED2F, 0x0002},
+{0x01ED3E, 0x0001},
+{0x01EE00, 0x0004},
+{0x01EE04, 0x0001},
+{0x01EE05, 0x0004},
+{0x01EE20, 0x0001},
+{0x01EE21, 0x0004},
+{0x01EE23, 0x0001},
+{0x01EE24, 0x0004},
+{0x01EE25, 0x0001},
+{0x01EE27, 0x0004},
+{0x01EE28, 0x0001},
+{0x01EE29, 0x0004},
+{0x01EE33, 0x0001},
+{0x01EE34, 0x0004},
+{0x01EE38, 0x0001},
+{0x01EE39, 0x0004},
+{0x01EE3A, 0x0001},
+{0x01EE3B, 0x0004},
+{0x01EE3C, 0x0001},
+{0x01EE42, 0x0004},
+{0x01EE43, 0x0001},
+{0x01EE47, 0x0004},
+{0x01EE48, 0x0001},
+{0x01EE49, 0x0004},
+{0x01EE4A, 0x0001},
+{0x01EE4B, 0x0004},
+{0x01EE4C, 0x0001},
+{0x01EE4D, 0x0004},
+{0x01EE50, 0x0001},
+{0x01EE51, 0x0004},
+{0x01EE53, 0x0001},
+{0x01EE54, 0x0004},
+{0x01EE55, 0x0001},
+{0x01EE57, 0x0004},
+{0x01EE58, 0x0001},
+{0x01EE59, 0x0004},
+{0x01EE5A, 0x0001},
+{0x01EE5B, 0x0004},
+{0x01EE5C, 0x0001},
+{0x01EE5D, 0x0004},
+{0x01EE5E, 0x0001},
+{0x01EE5F, 0x0004},
+{0x01EE60, 0x0001},
+{0x01EE61, 0x0004},
+{0x01EE63, 0x0001},
+{0x01EE64, 0x0004},
+{0x01EE65, 0x0001},
+{0x01EE67, 0x0004},
+{0x01EE6B, 0x0001},
+{0x01EE6C, 0x0004},
+{0x01EE73, 0x0001},
+{0x01EE74, 0x0004},
+{0x01EE78, 0x0001},
+{0x01EE79, 0x0004},
+{0x01EE7D, 0x0001},
+{0x01EE7E, 0x0004},
+{0x01EE7F, 0x0001},
+{0x01EE80, 0x0004},
+{0x01EE8A, 0x0001},
+{0x01EE8B, 0x0004},
+{0x01EE9C, 0x0001},
+{0x01EEA1, 0x0004},
+{0x01EEA4, 0x0001},
+{0x01EEA5, 0x0004},
+{0x01EEAA, 0x0001},
+{0x01EEAB, 0x0004},
+{0x01EEBC, 0x0001},
+{0x01EEF0, 0x0040},
+{0x01EEF2, 0x0001},
+{0x01F000, 0x0040},
+{0x01F02C, 0x0001},
+{0x01F030, 0x0040},
+{0x01F094, 0x0001},
+{0x01F0A0, 0x0040},
+{0x01F0AF, 0x0001},
+{0x01F0B1, 0x0040},
+{0x01F0C0, 0x0001},
+{0x01F0C1, 0x0040},
+{0x01F0D0, 0x0001},
+{0x01F0D1, 0x0040},
+{0x01F0F6, 0x0001},
+{0x01F100, 0x0002},
+{0x01F10D, 0x0040},
+{0x01F1AE, 0x0001},
+{0x01F1E6, 0x0040},
+{0x01F203, 0x0001},
+{0x01F210, 0x0040},
+{0x01F23C, 0x0001},
+{0x01F240, 0x0040},
+{0x01F249, 0x0001},
+{0x01F250, 0x0040},
+{0x01F252, 0x0001},
+{0x01F260, 0x0040},
+{0x01F266, 0x0001},
+{0x01F300, 0x0040},
+{0x01F6D8, 0x0001},
+{0x01F6DC, 0x0040},
+{0x01F6ED, 0x0001},
+{0x01F6F0, 0x0040},
+{0x01F6FD, 0x0001},
+{0x01F700, 0x0040},
+{0x01F777, 0x0001},
+{0x01F77B, 0x0040},
+{0x01F7DA, 0x0001},
+{0x01F7E0, 0x0040},
+{0x01F7EC, 0x0001},
+{0x01F7F0, 0x0040},
+{0x01F7F1, 0x0001},
+{0x01F800, 0x0040},
+{0x01F80C, 0x0001},
+{0x01F810, 0x0040},
+{0x01F848, 0x0001},
+{0x01F850, 0x0040},
+{0x01F85A, 0x0001},
+{0x01F860, 0x0040},
+{0x01F888, 0x0001},
+{0x01F890, 0x0040},
+{0x01F8AE, 0x0001},
+{0x01F8B0, 0x0040},
+{0x01F8B2, 0x0001},
+{0x01F900, 0x0040},
+{0x01FA54, 0x0001},
+{0x01FA60, 0x0040},
+{0x01FA6E, 0x0001},
+{0x01FA70, 0x0040},
+{0x01FA7D, 0x0001},
+{0x01FA80, 0x0040},
+{0x01FA89, 0x0001},
+{0x01FA90, 0x0040},
+{0x01FABE, 0x0001},
+{0x01FABF, 0x0040},
+{0x01FAC6, 0x0001},
+{0x01FACE, 0x0040},
+{0x01FADC, 0x0001},
+{0x01FAE0, 0x0040},
+{0x01FAE9, 0x0001},
+{0x01FAF0, 0x0040},
+{0x01FAF9, 0x0001},
+{0x01FB00, 0x0040},
+{0x01FB93, 0x0001},
+{0x01FB94, 0x0040},
+{0x01FBCB, 0x0001},
+{0x01FBF0, 0x0002},
+{0x01FBFA, 0x0001},
+{0x020000, 0x0004},
+{0x02A6E0, 0x0001},
+{0x02A700, 0x0004},
+{0x02B73A, 0x0001},
+{0x02B740, 0x0004},
+{0x02B81E, 0x0001},
+{0x02B820, 0x0004},
+{0x02CEA2, 0x0001},
+{0x02CEB0, 0x0004},
+{0x02EBE1, 0x0001},
+{0x02EBF0, 0x0004},
+{0x02EE5E, 0x0001},
+{0x02F800, 0x0004},
+{0x02FA1E, 0x0001},
+{0x030000, 0x0004},
+{0x03134B, 0x0001},
+{0x031350, 0x0004},
+{0x0323B0, 0x0001},
+{0x0E0001, 0x0080},
+{0x0E0002, 0x0001},
+{0x0E0020, 0x0080},
+{0x0E0080, 0x0001},
+{0x0E0100, 0x0010},
+{0x0E01F0, 0x0001},
+{0x0F0000, 0x0080},
+{0x0FFFFE, 0x0001},
+{0x100000, 0x0080},
+{0x10FFFE, 0x0001},
+{0x110000, 0x0000},
+};
+
+const std::unordered_set<uint32_t> unicode_set_whitespace = {
+0x000009,
+0x00000A,
+0x00000B,
+0x00000C,
+0x00000D,
+0x000020,
+0x000085,
+0x0000A0,
+0x001680,
+0x002000,
+0x002001,
+0x002002,
+0x002003,
+0x002004,
+0x002005,
+0x002006,
+0x002007,
+0x002008,
+0x002009,
+0x00200A,
+0x002028,
+0x002029,
+0x00202F,
+0x00205F,
+0x003000,
+};
+
+// list is always in ascending order, to enable binary search
+const std::initializer_list<std::pair<uint32_t, uint32_t>> unicode_map_lowercase = {
+{0x000041, 0x000061},
+{0x000042, 0x000062},
+{0x000043, 0x000063},
+{0x000044, 0x000064},
+{0x000045, 0x000065},
+{0x000046, 0x000066},
+{0x000047, 0x000067},
+{0x000048, 0x000068},
+{0x000049, 0x000069},
+{0x00004A, 0x00006A},
+{0x00004B, 0x00006B},
+{0x00004C, 0x00006C},
+{0x00004D, 0x00006D},
+{0x00004E, 0x00006E},
+{0x00004F, 0x00006F},
+{0x000050, 0x000070},
+{0x000051, 0x000071},
+{0x000052, 0x000072},
+{0x000053, 0x000073},
+{0x000054, 0x000074},
+{0x000055, 0x000075},
+{0x000056, 0x000076},
+{0x000057, 0x000077},
+{0x000058, 0x000078},
+{0x000059, 0x000079},
+{0x00005A, 0x00007A},
+{0x0000C0, 0x0000E0},
+{0x0000C1, 0x0000E1},
+{0x0000C2, 0x0000E2},
+{0x0000C3, 0x0000E3},
+{0x0000C4, 0x0000E4},
+{0x0000C5, 0x0000E5},
+{0x0000C6, 0x0000E6},
+{0x0000C7, 0x0000E7},
+{0x0000C8, 0x0000E8},
+{0x0000C9, 0x0000E9},
+{0x0000CA, 0x0000EA},
+{0x0000CB, 0x0000EB},
+{0x0000CC, 0x0000EC},
+{0x0000CD, 0x0000ED},
+{0x0000CE, 0x0000EE},
+{0x0000CF, 0x0000EF},
+{0x0000D0, 0x0000F0},
+{0x0000D1, 0x0000F1},
+{0x0000D2, 0x0000F2},
+{0x0000D3, 0x0000F3},
+{0x0000D4, 0x0000F4},
+{0x0000D5, 0x0000F5},
+{0x0000D6, 0x0000F6},
+{0x0000D8, 0x0000F8},
+{0x0000D9, 0x0000F9},
+{0x0000DA, 0x0000FA},
+{0x0000DB, 0x0000FB},
+{0x0000DC, 0x0000FC},
+{0x0000DD, 0x0000FD},
+{0x0000DE, 0x0000FE},
+{0x000100, 0x000101},
+{0x000102, 0x000103},
+{0x000104, 0x000105},
+{0x000106, 0x000107},
+{0x000108, 0x000109},
+{0x00010A, 0x00010B},
+{0x00010C, 0x00010D},
+{0x00010E, 0x00010F},
+{0x000110, 0x000111},
+{0x000112, 0x000113},
+{0x000114, 0x000115},
+{0x000116, 0x000117},
+{0x000118, 0x000119},
+{0x00011A, 0x00011B},
+{0x00011C, 0x00011D},
+{0x00011E, 0x00011F},
+{0x000120, 0x000121},
+{0x000122, 0x000123},
+{0x000124, 0x000125},
+{0x000126, 0x000127},
+{0x000128, 0x000129},
+{0x00012A, 0x00012B},
+{0x00012C, 0x00012D},
+{0x00012E, 0x00012F},
+{0x000130, 0x000069},
+{0x000132, 0x000133},
+{0x000134, 0x000135},
+{0x000136, 0x000137},
+{0x000139, 0x00013A},
+{0x00013B, 0x00013C},
+{0x00013D, 0x00013E},
+{0x00013F, 0x000140},
+{0x000141, 0x000142},
+{0x000143, 0x000144},
+{0x000145, 0x000146},
+{0x000147, 0x000148},
+{0x00014A, 0x00014B},
+{0x00014C, 0x00014D},
+{0x00014E, 0x00014F},
+{0x000150, 0x000151},
+{0x000152, 0x000153},
+{0x000154, 0x000155},
+{0x000156, 0x000157},
+{0x000158, 0x000159},
+{0x00015A, 0x00015B},
+{0x00015C, 0x00015D},
+{0x00015E, 0x00015F},
+{0x000160, 0x000161},
+{0x000162, 0x000163},
+{0x000164, 0x000165},
+{0x000166, 0x000167},
+{0x000168, 0x000169},
+{0x00016A, 0x00016B},
+{0x00016C, 0x00016D},
+{0x00016E, 0x00016F},
+{0x000170, 0x000171},
+{0x000172, 0x000173},
+{0x000174, 0x000175},
+{0x000176, 0x000177},
+{0x000178, 0x0000FF},
+{0x000179, 0x00017A},
+{0x00017B, 0x00017C},
+{0x00017D, 0x00017E},
+{0x000181, 0x000253},
+{0x000182, 0x000183},
+{0x000184, 0x000185},
+{0x000186, 0x000254},
+{0x000187, 0x000188},
+{0x000189, 0x000256},
+{0x00018A, 0x000257},
+{0x00018B, 0x00018C},
+{0x00018E, 0x0001DD},
+{0x00018F, 0x000259},
+{0x000190, 0x00025B},
+{0x000191, 0x000192},
+{0x000193, 0x000260},
+{0x000194, 0x000263},
+{0x000196, 0x000269},
+{0x000197, 0x000268},
+{0x000198, 0x000199},
+{0x00019C, 0x00026F},
+{0x00019D, 0x000272},
+{0x00019F, 0x000275},
+{0x0001A0, 0x0001A1},
+{0x0001A2, 0x0001A3},
+{0x0001A4, 0x0001A5},
+{0x0001A6, 0x000280},
+{0x0001A7, 0x0001A8},
+{0x0001A9, 0x000283},
+{0x0001AC, 0x0001AD},
+{0x0001AE, 0x000288},
+{0x0001AF, 0x0001B0},
+{0x0001B1, 0x00028A},
+{0x0001B2, 0x00028B},
+{0x0001B3, 0x0001B4},
+{0x0001B5, 0x0001B6},
+{0x0001B7, 0x000292},
+{0x0001B8, 0x0001B9},
+{0x0001BC, 0x0001BD},
+{0x0001C4, 0x0001C6},
+{0x0001C5, 0x0001C6},
+{0x0001C7, 0x0001C9},
+{0x0001C8, 0x0001C9},
+{0x0001CA, 0x0001CC},
+{0x0001CB, 0x0001CC},
+{0x0001CD, 0x0001CE},
+{0x0001CF, 0x0001D0},
+{0x0001D1, 0x0001D2},
+{0x0001D3, 0x0001D4},
+{0x0001D5, 0x0001D6},
+{0x0001D7, 0x0001D8},
+{0x0001D9, 0x0001DA},
+{0x0001DB, 0x0001DC},
+{0x0001DE, 0x0001DF},
+{0x0001E0, 0x0001E1},
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+{0x010412, 0x01043A},
+{0x010413, 0x01043B},
+{0x010414, 0x01043C},
+{0x010415, 0x01043D},
+{0x010416, 0x01043E},
+{0x010417, 0x01043F},
+{0x010418, 0x010440},
+{0x010419, 0x010441},
+{0x01041A, 0x010442},
+{0x01041B, 0x010443},
+{0x01041C, 0x010444},
+{0x01041D, 0x010445},
+{0x01041E, 0x010446},
+{0x01041F, 0x010447},
+{0x010420, 0x010448},
+{0x010421, 0x010449},
+{0x010422, 0x01044A},
+{0x010423, 0x01044B},
+{0x010424, 0x01044C},
+{0x010425, 0x01044D},
+{0x010426, 0x01044E},
+{0x010427, 0x01044F},
+{0x0104B0, 0x0104D8},
+{0x0104B1, 0x0104D9},
+{0x0104B2, 0x0104DA},
+{0x0104B3, 0x0104DB},
+{0x0104B4, 0x0104DC},
+{0x0104B5, 0x0104DD},
+{0x0104B6, 0x0104DE},
+{0x0104B7, 0x0104DF},
+{0x0104B8, 0x0104E0},
+{0x0104B9, 0x0104E1},
+{0x0104BA, 0x0104E2},
+{0x0104BB, 0x0104E3},
+{0x0104BC, 0x0104E4},
+{0x0104BD, 0x0104E5},
+{0x0104BE, 0x0104E6},
+{0x0104BF, 0x0104E7},
+{0x0104C0, 0x0104E8},
+{0x0104C1, 0x0104E9},
+{0x0104C2, 0x0104EA},
+{0x0104C3, 0x0104EB},
+{0x0104C4, 0x0104EC},
+{0x0104C5, 0x0104ED},
+{0x0104C6, 0x0104EE},
+{0x0104C7, 0x0104EF},
+{0x0104C8, 0x0104F0},
+{0x0104C9, 0x0104F1},
+{0x0104CA, 0x0104F2},
+{0x0104CB, 0x0104F3},
+{0x0104CC, 0x0104F4},
+{0x0104CD, 0x0104F5},
+{0x0104CE, 0x0104F6},
+{0x0104CF, 0x0104F7},
+{0x0104D0, 0x0104F8},
+{0x0104D1, 0x0104F9},
+{0x0104D2, 0x0104FA},
+{0x0104D3, 0x0104FB},
+{0x010570, 0x010597},
+{0x010571, 0x010598},
+{0x010572, 0x010599},
+{0x010573, 0x01059A},
+{0x010574, 0x01059B},
+{0x010575, 0x01059C},
+{0x010576, 0x01059D},
+{0x010577, 0x01059E},
+{0x010578, 0x01059F},
+{0x010579, 0x0105A0},
+{0x01057A, 0x0105A1},
+{0x01057C, 0x0105A3},
+{0x01057D, 0x0105A4},
+{0x01057E, 0x0105A5},
+{0x01057F, 0x0105A6},
+{0x010580, 0x0105A7},
+{0x010581, 0x0105A8},
+{0x010582, 0x0105A9},
+{0x010583, 0x0105AA},
+{0x010584, 0x0105AB},
+{0x010585, 0x0105AC},
+{0x010586, 0x0105AD},
+{0x010587, 0x0105AE},
+{0x010588, 0x0105AF},
+{0x010589, 0x0105B0},
+{0x01058A, 0x0105B1},
+{0x01058C, 0x0105B3},
+{0x01058D, 0x0105B4},
+{0x01058E, 0x0105B5},
+{0x01058F, 0x0105B6},
+{0x010590, 0x0105B7},
+{0x010591, 0x0105B8},
+{0x010592, 0x0105B9},
+{0x010594, 0x0105BB},
+{0x010595, 0x0105BC},
+{0x010C80, 0x010CC0},
+{0x010C81, 0x010CC1},
+{0x010C82, 0x010CC2},
+{0x010C83, 0x010CC3},
+{0x010C84, 0x010CC4},
+{0x010C85, 0x010CC5},
+{0x010C86, 0x010CC6},
+{0x010C87, 0x010CC7},
+{0x010C88, 0x010CC8},
+{0x010C89, 0x010CC9},
+{0x010C8A, 0x010CCA},
+{0x010C8B, 0x010CCB},
+{0x010C8C, 0x010CCC},
+{0x010C8D, 0x010CCD},
+{0x010C8E, 0x010CCE},
+{0x010C8F, 0x010CCF},
+{0x010C90, 0x010CD0},
+{0x010C91, 0x010CD1},
+{0x010C92, 0x010CD2},
+{0x010C93, 0x010CD3},
+{0x010C94, 0x010CD4},
+{0x010C95, 0x010CD5},
+{0x010C96, 0x010CD6},
+{0x010C97, 0x010CD7},
+{0x010C98, 0x010CD8},
+{0x010C99, 0x010CD9},
+{0x010C9A, 0x010CDA},
+{0x010C9B, 0x010CDB},
+{0x010C9C, 0x010CDC},
+{0x010C9D, 0x010CDD},
+{0x010C9E, 0x010CDE},
+{0x010C9F, 0x010CDF},
+{0x010CA0, 0x010CE0},
+{0x010CA1, 0x010CE1},
+{0x010CA2, 0x010CE2},
+{0x010CA3, 0x010CE3},
+{0x010CA4, 0x010CE4},
+{0x010CA5, 0x010CE5},
+{0x010CA6, 0x010CE6},
+{0x010CA7, 0x010CE7},
+{0x010CA8, 0x010CE8},
+{0x010CA9, 0x010CE9},
+{0x010CAA, 0x010CEA},
+{0x010CAB, 0x010CEB},
+{0x010CAC, 0x010CEC},
+{0x010CAD, 0x010CED},
+{0x010CAE, 0x010CEE},
+{0x010CAF, 0x010CEF},
+{0x010CB0, 0x010CF0},
+{0x010CB1, 0x010CF1},
+{0x010CB2, 0x010CF2},
+{0x0118A0, 0x0118C0},
+{0x0118A1, 0x0118C1},
+{0x0118A2, 0x0118C2},
+{0x0118A3, 0x0118C3},
+{0x0118A4, 0x0118C4},
+{0x0118A5, 0x0118C5},
+{0x0118A6, 0x0118C6},
+{0x0118A7, 0x0118C7},
+{0x0118A8, 0x0118C8},
+{0x0118A9, 0x0118C9},
+{0x0118AA, 0x0118CA},
+{0x0118AB, 0x0118CB},
+{0x0118AC, 0x0118CC},
+{0x0118AD, 0x0118CD},
+{0x0118AE, 0x0118CE},
+{0x0118AF, 0x0118CF},
+{0x0118B0, 0x0118D0},
+{0x0118B1, 0x0118D1},
+{0x0118B2, 0x0118D2},
+{0x0118B3, 0x0118D3},
+{0x0118B4, 0x0118D4},
+{0x0118B5, 0x0118D5},
+{0x0118B6, 0x0118D6},
+{0x0118B7, 0x0118D7},
+{0x0118B8, 0x0118D8},
+{0x0118B9, 0x0118D9},
+{0x0118BA, 0x0118DA},
+{0x0118BB, 0x0118DB},
+{0x0118BC, 0x0118DC},
+{0x0118BD, 0x0118DD},
+{0x0118BE, 0x0118DE},
+{0x0118BF, 0x0118DF},
+{0x016E40, 0x016E60},
+{0x016E41, 0x016E61},
+{0x016E42, 0x016E62},
+{0x016E43, 0x016E63},
+{0x016E44, 0x016E64},
+{0x016E45, 0x016E65},
+{0x016E46, 0x016E66},
+{0x016E47, 0x016E67},
+{0x016E48, 0x016E68},
+{0x016E49, 0x016E69},
+{0x016E4A, 0x016E6A},
+{0x016E4B, 0x016E6B},
+{0x016E4C, 0x016E6C},
+{0x016E4D, 0x016E6D},
+{0x016E4E, 0x016E6E},
+{0x016E4F, 0x016E6F},
+{0x016E50, 0x016E70},
+{0x016E51, 0x016E71},
+{0x016E52, 0x016E72},
+{0x016E53, 0x016E73},
+{0x016E54, 0x016E74},
+{0x016E55, 0x016E75},
+{0x016E56, 0x016E76},
+{0x016E57, 0x016E77},
+{0x016E58, 0x016E78},
+{0x016E59, 0x016E79},
+{0x016E5A, 0x016E7A},
+{0x016E5B, 0x016E7B},
+{0x016E5C, 0x016E7C},
+{0x016E5D, 0x016E7D},
+{0x016E5E, 0x016E7E},
+{0x016E5F, 0x016E7F},
+{0x01E900, 0x01E922},
+{0x01E901, 0x01E923},
+{0x01E902, 0x01E924},
+{0x01E903, 0x01E925},
+{0x01E904, 0x01E926},
+{0x01E905, 0x01E927},
+{0x01E906, 0x01E928},
+{0x01E907, 0x01E929},
+{0x01E908, 0x01E92A},
+{0x01E909, 0x01E92B},
+{0x01E90A, 0x01E92C},
+{0x01E90B, 0x01E92D},
+{0x01E90C, 0x01E92E},
+{0x01E90D, 0x01E92F},
+{0x01E90E, 0x01E930},
+{0x01E90F, 0x01E931},
+{0x01E910, 0x01E932},
+{0x01E911, 0x01E933},
+{0x01E912, 0x01E934},
+{0x01E913, 0x01E935},
+{0x01E914, 0x01E936},
+{0x01E915, 0x01E937},
+{0x01E916, 0x01E938},
+{0x01E917, 0x01E939},
+{0x01E918, 0x01E93A},
+{0x01E919, 0x01E93B},
+{0x01E91A, 0x01E93C},
+{0x01E91B, 0x01E93D},
+{0x01E91C, 0x01E93E},
+{0x01E91D, 0x01E93F},
+{0x01E91E, 0x01E940},
+{0x01E91F, 0x01E941},
+{0x01E920, 0x01E942},
+{0x01E921, 0x01E943},
+};
+
+// list is always in ascending order, to enable binary search
+const std::initializer_list<std::pair<uint32_t, uint32_t>> unicode_map_uppercase = {
+{0x000061, 0x000041},
+{0x000062, 0x000042},
+{0x000063, 0x000043},
+{0x000064, 0x000044},
+{0x000065, 0x000045},
+{0x000066, 0x000046},
+{0x000067, 0x000047},
+{0x000068, 0x000048},
+{0x000069, 0x000049},
+{0x00006A, 0x00004A},
+{0x00006B, 0x00004B},
+{0x00006C, 0x00004C},
+{0x00006D, 0x00004D},
+{0x00006E, 0x00004E},
+{0x00006F, 0x00004F},
+{0x000070, 0x000050},
+{0x000071, 0x000051},
+{0x000072, 0x000052},
+{0x000073, 0x000053},
+{0x000074, 0x000054},
+{0x000075, 0x000055},
+{0x000076, 0x000056},
+{0x000077, 0x000057},
+{0x000078, 0x000058},
+{0x000079, 0x000059},
+{0x00007A, 0x00005A},
+{0x0000B5, 0x00039C},
+{0x0000E0, 0x0000C0},
+{0x0000E1, 0x0000C1},
+{0x0000E2, 0x0000C2},
+{0x0000E3, 0x0000C3},
+{0x0000E4, 0x0000C4},
+{0x0000E5, 0x0000C5},
+{0x0000E6, 0x0000C6},
+{0x0000E7, 0x0000C7},
+{0x0000E8, 0x0000C8},
+{0x0000E9, 0x0000C9},
+{0x0000EA, 0x0000CA},
+{0x0000EB, 0x0000CB},
+{0x0000EC, 0x0000CC},
+{0x0000ED, 0x0000CD},
+{0x0000EE, 0x0000CE},
+{0x0000EF, 0x0000CF},
+{0x0000F0, 0x0000D0},
+{0x0000F1, 0x0000D1},
+{0x0000F2, 0x0000D2},
+{0x0000F3, 0x0000D3},
+{0x0000F4, 0x0000D4},
+{0x0000F5, 0x0000D5},
+{0x0000F6, 0x0000D6},
+{0x0000F8, 0x0000D8},
+{0x0000F9, 0x0000D9},
+{0x0000FA, 0x0000DA},
+{0x0000FB, 0x0000DB},
+{0x0000FC, 0x0000DC},
+{0x0000FD, 0x0000DD},
+{0x0000FE, 0x0000DE},
+{0x0000FF, 0x000178},
+{0x000101, 0x000100},
+{0x000103, 0x000102},
+{0x000105, 0x000104},
+{0x000107, 0x000106},
+{0x000109, 0x000108},
+{0x00010B, 0x00010A},
+{0x00010D, 0x00010C},
+{0x00010F, 0x00010E},
+{0x000111, 0x000110},
+{0x000113, 0x000112},
+{0x000115, 0x000114},
+{0x000117, 0x000116},
+{0x000119, 0x000118},
+{0x00011B, 0x00011A},
+{0x00011D, 0x00011C},
+{0x00011F, 0x00011E},
+{0x000121, 0x000120},
+{0x000123, 0x000122},
+{0x000125, 0x000124},
+{0x000127, 0x000126},
+{0x000129, 0x000128},
+{0x00012B, 0x00012A},
+{0x00012D, 0x00012C},
+{0x00012F, 0x00012E},
+{0x000131, 0x000049},
+{0x000133, 0x000132},
+{0x000135, 0x000134},
+{0x000137, 0x000136},
+{0x00013A, 0x000139},
+{0x00013C, 0x00013B},
+{0x00013E, 0x00013D},
+{0x000140, 0x00013F},
+{0x000142, 0x000141},
+{0x000144, 0x000143},
+{0x000146, 0x000145},
+{0x000148, 0x000147},
+{0x00014B, 0x00014A},
+{0x00014D, 0x00014C},
+{0x00014F, 0x00014E},
+{0x000151, 0x000150},
+{0x000153, 0x000152},
+{0x000155, 0x000154},
+{0x000157, 0x000156},
+{0x000159, 0x000158},
+{0x00015B, 0x00015A},
+{0x00015D, 0x00015C},
+{0x00015F, 0x00015E},
+{0x000161, 0x000160},
+{0x000163, 0x000162},
+{0x000165, 0x000164},
+{0x000167, 0x000166},
+{0x000169, 0x000168},
+{0x00016B, 0x00016A},
+{0x00016D, 0x00016C},
+{0x00016F, 0x00016E},
+{0x000171, 0x000170},
+{0x000173, 0x000172},
+{0x000175, 0x000174},
+{0x000177, 0x000176},
+{0x00017A, 0x000179},
+{0x00017C, 0x00017B},
+{0x00017E, 0x00017D},
+{0x00017F, 0x000053},
+{0x000180, 0x000243},
+{0x000183, 0x000182},
+{0x000185, 0x000184},
+{0x000188, 0x000187},
+{0x00018C, 0x00018B},
+{0x000192, 0x000191},
+{0x000195, 0x0001F6},
+{0x000199, 0x000198},
+{0x00019A, 0x00023D},
+{0x00019E, 0x000220},
+{0x0001A1, 0x0001A0},
+{0x0001A3, 0x0001A2},
+{0x0001A5, 0x0001A4},
+{0x0001A8, 0x0001A7},
+{0x0001AD, 0x0001AC},
+{0x0001B0, 0x0001AF},
+{0x0001B4, 0x0001B3},
+{0x0001B6, 0x0001B5},
+{0x0001B9, 0x0001B8},
+{0x0001BD, 0x0001BC},
+{0x0001BF, 0x0001F7},
+{0x0001C5, 0x0001C4},
+{0x0001C6, 0x0001C4},
+{0x0001C8, 0x0001C7},
+{0x0001C9, 0x0001C7},
+{0x0001CB, 0x0001CA},
+{0x0001CC, 0x0001CA},
+{0x0001CE, 0x0001CD},
+{0x0001D0, 0x0001CF},
+{0x0001D2, 0x0001D1},
+{0x0001D4, 0x0001D3},
+{0x0001D6, 0x0001D5},
+{0x0001D8, 0x0001D7},
+{0x0001DA, 0x0001D9},
+{0x0001DC, 0x0001DB},
+{0x0001DD, 0x00018E},
+{0x0001DF, 0x0001DE},
+{0x0001E1, 0x0001E0},
+{0x0001E3, 0x0001E2},
+{0x0001E5, 0x0001E4},
+{0x0001E7, 0x0001E6},
+{0x0001E9, 0x0001E8},
+{0x0001EB, 0x0001EA},
+{0x0001ED, 0x0001EC},
+{0x0001EF, 0x0001EE},
+{0x0001F2, 0x0001F1},
+{0x0001F3, 0x0001F1},
+{0x0001F5, 0x0001F4},
+{0x0001F9, 0x0001F8},
+{0x0001FB, 0x0001FA},
+{0x0001FD, 0x0001FC},
+{0x0001FF, 0x0001FE},
+{0x000201, 0x000200},
+{0x000203, 0x000202},
+{0x000205, 0x000204},
+{0x000207, 0x000206},
+{0x000209, 0x000208},
+{0x00020B, 0x00020A},
+{0x00020D, 0x00020C},
+{0x00020F, 0x00020E},
+{0x000211, 0x000210},
+{0x000213, 0x000212},
+{0x000215, 0x000214},
+{0x000217, 0x000216},
+{0x000219, 0x000218},
+{0x00021B, 0x00021A},
+{0x00021D, 0x00021C},
+{0x00021F, 0x00021E},
+{0x000223, 0x000222},
+{0x000225, 0x000224},
+{0x000227, 0x000226},
+{0x000229, 0x000228},
+{0x00022B, 0x00022A},
+{0x00022D, 0x00022C},
+{0x00022F, 0x00022E},
+{0x000231, 0x000230},
+{0x000233, 0x000232},
+{0x00023C, 0x00023B},
+{0x00023F, 0x002C7E},
+{0x000240, 0x002C7F},
+{0x000242, 0x000241},
+{0x000247, 0x000246},
+{0x000249, 0x000248},
+{0x00024B, 0x00024A},
+{0x00024D, 0x00024C},
+{0x00024F, 0x00024E},
+{0x000250, 0x002C6F},
+{0x000251, 0x002C6D},
+{0x000252, 0x002C70},
+{0x000253, 0x000181},
+{0x000254, 0x000186},
+{0x000256, 0x000189},
+{0x000257, 0x00018A},
+{0x000259, 0x00018F},
+{0x00025B, 0x000190},
+{0x00025C, 0x00A7AB},
+{0x000260, 0x000193},
+{0x000261, 0x00A7AC},
+{0x000263, 0x000194},
+{0x000265, 0x00A78D},
+{0x000266, 0x00A7AA},
+{0x000268, 0x000197},
+{0x000269, 0x000196},
+{0x00026A, 0x00A7AE},
+{0x00026B, 0x002C62},
+{0x00026C, 0x00A7AD},
+{0x00026F, 0x00019C},
+{0x000271, 0x002C6E},
+{0x000272, 0x00019D},
+{0x000275, 0x00019F},
+{0x00027D, 0x002C64},
+{0x000280, 0x0001A6},
+{0x000282, 0x00A7C5},
+{0x000283, 0x0001A9},
+{0x000287, 0x00A7B1},
+{0x000288, 0x0001AE},
+{0x000289, 0x000244},
+{0x00028A, 0x0001B1},
+{0x00028B, 0x0001B2},
+{0x00028C, 0x000245},
+{0x000292, 0x0001B7},
+{0x00029D, 0x00A7B2},
+{0x00029E, 0x00A7B0},
+{0x000345, 0x000399},
+{0x000371, 0x000370},
+{0x000373, 0x000372},
+{0x000377, 0x000376},
+{0x00037B, 0x0003FD},
+{0x00037C, 0x0003FE},
+{0x00037D, 0x0003FF},
+{0x0003AC, 0x000386},
+{0x0003AD, 0x000388},
+{0x0003AE, 0x000389},
+{0x0003AF, 0x00038A},
+{0x0003B1, 0x000391},
+{0x0003B2, 0x000392},
+{0x0003B3, 0x000393},
+{0x0003B4, 0x000394},
+{0x0003B5, 0x000395},
+{0x0003B6, 0x000396},
+{0x0003B7, 0x000397},
+{0x0003B8, 0x000398},
+{0x0003B9, 0x000399},
+{0x0003BA, 0x00039A},
+{0x0003BB, 0x00039B},
+{0x0003BC, 0x00039C},
+{0x0003BD, 0x00039D},
+{0x0003BE, 0x00039E},
+{0x0003BF, 0x00039F},
+{0x0003C0, 0x0003A0},
+{0x0003C1, 0x0003A1},
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+{0x0105AB, 0x010584},
+{0x0105AC, 0x010585},
+{0x0105AD, 0x010586},
+{0x0105AE, 0x010587},
+{0x0105AF, 0x010588},
+{0x0105B0, 0x010589},
+{0x0105B1, 0x01058A},
+{0x0105B3, 0x01058C},
+{0x0105B4, 0x01058D},
+{0x0105B5, 0x01058E},
+{0x0105B6, 0x01058F},
+{0x0105B7, 0x010590},
+{0x0105B8, 0x010591},
+{0x0105B9, 0x010592},
+{0x0105BB, 0x010594},
+{0x0105BC, 0x010595},
+{0x010CC0, 0x010C80},
+{0x010CC1, 0x010C81},
+{0x010CC2, 0x010C82},
+{0x010CC3, 0x010C83},
+{0x010CC4, 0x010C84},
+{0x010CC5, 0x010C85},
+{0x010CC6, 0x010C86},
+{0x010CC7, 0x010C87},
+{0x010CC8, 0x010C88},
+{0x010CC9, 0x010C89},
+{0x010CCA, 0x010C8A},
+{0x010CCB, 0x010C8B},
+{0x010CCC, 0x010C8C},
+{0x010CCD, 0x010C8D},
+{0x010CCE, 0x010C8E},
+{0x010CCF, 0x010C8F},
+{0x010CD0, 0x010C90},
+{0x010CD1, 0x010C91},
+{0x010CD2, 0x010C92},
+{0x010CD3, 0x010C93},
+{0x010CD4, 0x010C94},
+{0x010CD5, 0x010C95},
+{0x010CD6, 0x010C96},
+{0x010CD7, 0x010C97},
+{0x010CD8, 0x010C98},
+{0x010CD9, 0x010C99},
+{0x010CDA, 0x010C9A},
+{0x010CDB, 0x010C9B},
+{0x010CDC, 0x010C9C},
+{0x010CDD, 0x010C9D},
+{0x010CDE, 0x010C9E},
+{0x010CDF, 0x010C9F},
+{0x010CE0, 0x010CA0},
+{0x010CE1, 0x010CA1},
+{0x010CE2, 0x010CA2},
+{0x010CE3, 0x010CA3},
+{0x010CE4, 0x010CA4},
+{0x010CE5, 0x010CA5},
+{0x010CE6, 0x010CA6},
+{0x010CE7, 0x010CA7},
+{0x010CE8, 0x010CA8},
+{0x010CE9, 0x010CA9},
+{0x010CEA, 0x010CAA},
+{0x010CEB, 0x010CAB},
+{0x010CEC, 0x010CAC},
+{0x010CED, 0x010CAD},
+{0x010CEE, 0x010CAE},
+{0x010CEF, 0x010CAF},
+{0x010CF0, 0x010CB0},
+{0x010CF1, 0x010CB1},
+{0x010CF2, 0x010CB2},
+{0x0118C0, 0x0118A0},
+{0x0118C1, 0x0118A1},
+{0x0118C2, 0x0118A2},
+{0x0118C3, 0x0118A3},
+{0x0118C4, 0x0118A4},
+{0x0118C5, 0x0118A5},
+{0x0118C6, 0x0118A6},
+{0x0118C7, 0x0118A7},
+{0x0118C8, 0x0118A8},
+{0x0118C9, 0x0118A9},
+{0x0118CA, 0x0118AA},
+{0x0118CB, 0x0118AB},
+{0x0118CC, 0x0118AC},
+{0x0118CD, 0x0118AD},
+{0x0118CE, 0x0118AE},
+{0x0118CF, 0x0118AF},
+{0x0118D0, 0x0118B0},
+{0x0118D1, 0x0118B1},
+{0x0118D2, 0x0118B2},
+{0x0118D3, 0x0118B3},
+{0x0118D4, 0x0118B4},
+{0x0118D5, 0x0118B5},
+{0x0118D6, 0x0118B6},
+{0x0118D7, 0x0118B7},
+{0x0118D8, 0x0118B8},
+{0x0118D9, 0x0118B9},
+{0x0118DA, 0x0118BA},
+{0x0118DB, 0x0118BB},
+{0x0118DC, 0x0118BC},
+{0x0118DD, 0x0118BD},
+{0x0118DE, 0x0118BE},
+{0x0118DF, 0x0118BF},
+{0x016E60, 0x016E40},
+{0x016E61, 0x016E41},
+{0x016E62, 0x016E42},
+{0x016E63, 0x016E43},
+{0x016E64, 0x016E44},
+{0x016E65, 0x016E45},
+{0x016E66, 0x016E46},
+{0x016E67, 0x016E47},
+{0x016E68, 0x016E48},
+{0x016E69, 0x016E49},
+{0x016E6A, 0x016E4A},
+{0x016E6B, 0x016E4B},
+{0x016E6C, 0x016E4C},
+{0x016E6D, 0x016E4D},
+{0x016E6E, 0x016E4E},
+{0x016E6F, 0x016E4F},
+{0x016E70, 0x016E50},
+{0x016E71, 0x016E51},
+{0x016E72, 0x016E52},
+{0x016E73, 0x016E53},
+{0x016E74, 0x016E54},
+{0x016E75, 0x016E55},
+{0x016E76, 0x016E56},
+{0x016E77, 0x016E57},
+{0x016E78, 0x016E58},
+{0x016E79, 0x016E59},
+{0x016E7A, 0x016E5A},
+{0x016E7B, 0x016E5B},
+{0x016E7C, 0x016E5C},
+{0x016E7D, 0x016E5D},
+{0x016E7E, 0x016E5E},
+{0x016E7F, 0x016E5F},
+{0x01E922, 0x01E900},
+{0x01E923, 0x01E901},
+{0x01E924, 0x01E902},
+{0x01E925, 0x01E903},
+{0x01E926, 0x01E904},
+{0x01E927, 0x01E905},
+{0x01E928, 0x01E906},
+{0x01E929, 0x01E907},
+{0x01E92A, 0x01E908},
+{0x01E92B, 0x01E909},
+{0x01E92C, 0x01E90A},
+{0x01E92D, 0x01E90B},
+{0x01E92E, 0x01E90C},
+{0x01E92F, 0x01E90D},
+{0x01E930, 0x01E90E},
+{0x01E931, 0x01E90F},
+{0x01E932, 0x01E910},
+{0x01E933, 0x01E911},
+{0x01E934, 0x01E912},
+{0x01E935, 0x01E913},
+{0x01E936, 0x01E914},
+{0x01E937, 0x01E915},
+{0x01E938, 0x01E916},
+{0x01E939, 0x01E917},
+{0x01E93A, 0x01E918},
+{0x01E93B, 0x01E919},
+{0x01E93C, 0x01E91A},
+{0x01E93D, 0x01E91B},
+{0x01E93E, 0x01E91C},
+{0x01E93F, 0x01E91D},
+{0x01E940, 0x01E91E},
+{0x01E941, 0x01E91F},
+{0x01E942, 0x01E920},
+{0x01E943, 0x01E921},
+};
+
+const std::initializer_list<range_nfd> unicode_ranges_nfd = {  // start, last, nfd
+{0x000000, 0x000000, 0x000000},
+{0x0000C0, 0x0000C5, 0x000041},
+{0x0000C7, 0x0000C7, 0x000043},
+{0x0000C8, 0x0000CB, 0x000045},
+{0x0000CC, 0x0000CF, 0x000049},
+{0x0000D1, 0x0000D1, 0x00004E},
+{0x0000D2, 0x0000D6, 0x00004F},
+{0x0000D9, 0x0000DC, 0x000055},
+{0x0000DD, 0x0000DD, 0x000059},
+{0x0000E0, 0x0000E5, 0x000061},
+{0x0000E7, 0x0000E7, 0x000063},
+{0x0000E8, 0x0000EB, 0x000065},
+{0x0000EC, 0x0000EF, 0x000069},
+{0x0000F1, 0x0000F1, 0x00006E},
+{0x0000F2, 0x0000F6, 0x00006F},
+{0x0000F9, 0x0000FC, 0x000075},
+{0x0000FD, 0x0000FD, 0x000079},
+{0x0000FF, 0x0000FF, 0x000079},
+{0x000100, 0x000100, 0x000041},
+{0x000101, 0x000101, 0x000061},
+{0x000102, 0x000102, 0x000041},
+{0x000103, 0x000103, 0x000061},
+{0x000104, 0x000104, 0x000041},
+{0x000105, 0x000105, 0x000061},
+{0x000106, 0x000106, 0x000043},
+{0x000107, 0x000107, 0x000063},
+{0x000108, 0x000108, 0x000043},
+{0x000109, 0x000109, 0x000063},
+{0x00010A, 0x00010A, 0x000043},
+{0x00010B, 0x00010B, 0x000063},
+{0x00010C, 0x00010C, 0x000043},
+{0x00010D, 0x00010D, 0x000063},
+{0x00010E, 0x00010E, 0x000044},
+{0x00010F, 0x00010F, 0x000064},
+{0x000112, 0x000112, 0x000045},
+{0x000113, 0x000113, 0x000065},
+{0x000114, 0x000114, 0x000045},
+{0x000115, 0x000115, 0x000065},
+{0x000116, 0x000116, 0x000045},
+{0x000117, 0x000117, 0x000065},
+{0x000118, 0x000118, 0x000045},
+{0x000119, 0x000119, 0x000065},
+{0x00011A, 0x00011A, 0x000045},
+{0x00011B, 0x00011B, 0x000065},
+{0x00011C, 0x00011C, 0x000047},
+{0x00011D, 0x00011D, 0x000067},
+{0x00011E, 0x00011E, 0x000047},
+{0x00011F, 0x00011F, 0x000067},
+{0x000120, 0x000120, 0x000047},
+{0x000121, 0x000121, 0x000067},
+{0x000122, 0x000122, 0x000047},
+{0x000123, 0x000123, 0x000067},
+{0x000124, 0x000124, 0x000048},
+{0x000125, 0x000125, 0x000068},
+{0x000128, 0x000128, 0x000049},
+{0x000129, 0x000129, 0x000069},
+{0x00012A, 0x00012A, 0x000049},
+{0x00012B, 0x00012B, 0x000069},
+{0x00012C, 0x00012C, 0x000049},
+{0x00012D, 0x00012D, 0x000069},
+{0x00012E, 0x00012E, 0x000049},
+{0x00012F, 0x00012F, 0x000069},
+{0x000130, 0x000130, 0x000049},
+{0x000134, 0x000134, 0x00004A},
+{0x000135, 0x000135, 0x00006A},
+{0x000136, 0x000136, 0x00004B},
+{0x000137, 0x000137, 0x00006B},
+{0x000139, 0x000139, 0x00004C},
+{0x00013A, 0x00013A, 0x00006C},
+{0x00013B, 0x00013B, 0x00004C},
+{0x00013C, 0x00013C, 0x00006C},
+{0x00013D, 0x00013D, 0x00004C},
+{0x00013E, 0x00013E, 0x00006C},
+{0x000143, 0x000143, 0x00004E},
+{0x000144, 0x000144, 0x00006E},
+{0x000145, 0x000145, 0x00004E},
+{0x000146, 0x000146, 0x00006E},
+{0x000147, 0x000147, 0x00004E},
+{0x000148, 0x000148, 0x00006E},
+{0x00014C, 0x00014C, 0x00004F},
+{0x00014D, 0x00014D, 0x00006F},
+{0x00014E, 0x00014E, 0x00004F},
+{0x00014F, 0x00014F, 0x00006F},
+{0x000150, 0x000150, 0x00004F},
+{0x000151, 0x000151, 0x00006F},
+{0x000154, 0x000154, 0x000052},
+{0x000155, 0x000155, 0x000072},
+{0x000156, 0x000156, 0x000052},
+{0x000157, 0x000157, 0x000072},
+{0x000158, 0x000158, 0x000052},
+{0x000159, 0x000159, 0x000072},
+{0x00015A, 0x00015A, 0x000053},
+{0x00015B, 0x00015B, 0x000073},
+{0x00015C, 0x00015C, 0x000053},
+{0x00015D, 0x00015D, 0x000073},
+{0x00015E, 0x00015E, 0x000053},
+{0x00015F, 0x00015F, 0x000073},
+{0x000160, 0x000160, 0x000053},
+{0x000161, 0x000161, 0x000073},
+{0x000162, 0x000162, 0x000054},
+{0x000163, 0x000163, 0x000074},
+{0x000164, 0x000164, 0x000054},
+{0x000165, 0x000165, 0x000074},
+{0x000168, 0x000168, 0x000055},
+{0x000169, 0x000169, 0x000075},
+{0x00016A, 0x00016A, 0x000055},
+{0x00016B, 0x00016B, 0x000075},
+{0x00016C, 0x00016C, 0x000055},
+{0x00016D, 0x00016D, 0x000075},
+{0x00016E, 0x00016E, 0x000055},
+{0x00016F, 0x00016F, 0x000075},
+{0x000170, 0x000170, 0x000055},
+{0x000171, 0x000171, 0x000075},
+{0x000172, 0x000172, 0x000055},
+{0x000173, 0x000173, 0x000075},
+{0x000174, 0x000174, 0x000057},
+{0x000175, 0x000175, 0x000077},
+{0x000176, 0x000176, 0x000059},
+{0x000177, 0x000177, 0x000079},
+{0x000178, 0x000178, 0x000059},
+{0x000179, 0x000179, 0x00005A},
+{0x00017A, 0x00017A, 0x00007A},
+{0x00017B, 0x00017B, 0x00005A},
+{0x00017C, 0x00017C, 0x00007A},
+{0x00017D, 0x00017D, 0x00005A},
+{0x00017E, 0x00017E, 0x00007A},
+{0x0001A0, 0x0001A0, 0x00004F},
+{0x0001A1, 0x0001A1, 0x00006F},
+{0x0001AF, 0x0001AF, 0x000055},
+{0x0001B0, 0x0001B0, 0x000075},
+{0x0001CD, 0x0001CD, 0x000041},
+{0x0001CE, 0x0001CE, 0x000061},
+{0x0001CF, 0x0001CF, 0x000049},
+{0x0001D0, 0x0001D0, 0x000069},
+{0x0001D1, 0x0001D1, 0x00004F},
+{0x0001D2, 0x0001D2, 0x00006F},
+{0x0001D3, 0x0001D3, 0x000055},
+{0x0001D4, 0x0001D4, 0x000075},
+{0x0001D5, 0x0001D5, 0x000055},
+{0x0001D6, 0x0001D6, 0x000075},
+{0x0001D7, 0x0001D7, 0x000055},
+{0x0001D8, 0x0001D8, 0x000075},
+{0x0001D9, 0x0001D9, 0x000055},
+{0x0001DA, 0x0001DA, 0x000075},
+{0x0001DB, 0x0001DB, 0x000055},
+{0x0001DC, 0x0001DC, 0x000075},
+{0x0001DE, 0x0001DE, 0x000041},
+{0x0001DF, 0x0001DF, 0x000061},
+{0x0001E0, 0x0001E0, 0x000041},
+{0x0001E1, 0x0001E1, 0x000061},
+{0x0001E2, 0x0001E2, 0x0000C6},
+{0x0001E3, 0x0001E3, 0x0000E6},
+{0x0001E6, 0x0001E6, 0x000047},
+{0x0001E7, 0x0001E7, 0x000067},
+{0x0001E8, 0x0001E8, 0x00004B},
+{0x0001E9, 0x0001E9, 0x00006B},
+{0x0001EA, 0x0001EA, 0x00004F},
+{0x0001EB, 0x0001EB, 0x00006F},
+{0x0001EC, 0x0001EC, 0x00004F},
+{0x0001ED, 0x0001ED, 0x00006F},
+{0x0001EE, 0x0001EE, 0x0001B7},
+{0x0001EF, 0x0001EF, 0x000292},
+{0x0001F0, 0x0001F0, 0x00006A},
+{0x0001F4, 0x0001F4, 0x000047},
+{0x0001F5, 0x0001F5, 0x000067},
+{0x0001F8, 0x0001F8, 0x00004E},
+{0x0001F9, 0x0001F9, 0x00006E},
+{0x0001FA, 0x0001FA, 0x000041},
+{0x0001FB, 0x0001FB, 0x000061},
+{0x0001FC, 0x0001FC, 0x0000C6},
+{0x0001FD, 0x0001FD, 0x0000E6},
+{0x0001FE, 0x0001FE, 0x0000D8},
+{0x0001FF, 0x0001FF, 0x0000F8},
+{0x000200, 0x000200, 0x000041},
+{0x000201, 0x000201, 0x000061},
+{0x000202, 0x000202, 0x000041},
+{0x000203, 0x000203, 0x000061},
+{0x000204, 0x000204, 0x000045},
+{0x000205, 0x000205, 0x000065},
+{0x000206, 0x000206, 0x000045},
+{0x000207, 0x000207, 0x000065},
+{0x000208, 0x000208, 0x000049},
+{0x000209, 0x000209, 0x000069},
+{0x00020A, 0x00020A, 0x000049},
+{0x00020B, 0x00020B, 0x000069},
+{0x00020C, 0x00020C, 0x00004F},
+{0x00020D, 0x00020D, 0x00006F},
+{0x00020E, 0x00020E, 0x00004F},
+{0x00020F, 0x00020F, 0x00006F},
+{0x000210, 0x000210, 0x000052},
+{0x000211, 0x000211, 0x000072},
+{0x000212, 0x000212, 0x000052},
+{0x000213, 0x000213, 0x000072},
+{0x000214, 0x000214, 0x000055},
+{0x000215, 0x000215, 0x000075},
+{0x000216, 0x000216, 0x000055},
+{0x000217, 0x000217, 0x000075},
+{0x000218, 0x000218, 0x000053},
+{0x000219, 0x000219, 0x000073},
+{0x00021A, 0x00021A, 0x000054},
+{0x00021B, 0x00021B, 0x000074},
+{0x00021E, 0x00021E, 0x000048},
+{0x00021F, 0x00021F, 0x000068},
+{0x000226, 0x000226, 0x000041},
+{0x000227, 0x000227, 0x000061},
+{0x000228, 0x000228, 0x000045},
+{0x000229, 0x000229, 0x000065},
+{0x00022A, 0x00022A, 0x00004F},
+{0x00022B, 0x00022B, 0x00006F},
+{0x00022C, 0x00022C, 0x00004F},
+{0x00022D, 0x00022D, 0x00006F},
+{0x00022E, 0x00022E, 0x00004F},
+{0x00022F, 0x00022F, 0x00006F},
+{0x000230, 0x000230, 0x00004F},
+{0x000231, 0x000231, 0x00006F},
+{0x000232, 0x000232, 0x000059},
+{0x000233, 0x000233, 0x000079},
+{0x000340, 0x000340, 0x000300},
+{0x000341, 0x000341, 0x000301},
+{0x000343, 0x000343, 0x000313},
+{0x000344, 0x000344, 0x000308},
+{0x000374, 0x000374, 0x0002B9},
+{0x00037E, 0x00037E, 0x00003B},
+{0x000385, 0x000385, 0x0000A8},
+{0x000386, 0x000386, 0x000391},
+{0x000387, 0x000387, 0x0000B7},
+{0x000388, 0x000388, 0x000395},
+{0x000389, 0x000389, 0x000397},
+{0x00038A, 0x00038A, 0x000399},
+{0x00038C, 0x00038C, 0x00039F},
+{0x00038E, 0x00038E, 0x0003A5},
+{0x00038F, 0x00038F, 0x0003A9},
+{0x000390, 0x000390, 0x0003B9},
+{0x0003AA, 0x0003AA, 0x000399},
+{0x0003AB, 0x0003AB, 0x0003A5},
+{0x0003AC, 0x0003AC, 0x0003B1},
+{0x0003AD, 0x0003AD, 0x0003B5},
+{0x0003AE, 0x0003AE, 0x0003B7},
+{0x0003AF, 0x0003AF, 0x0003B9},
+{0x0003B0, 0x0003B0, 0x0003C5},
+{0x0003CA, 0x0003CA, 0x0003B9},
+{0x0003CB, 0x0003CB, 0x0003C5},
+{0x0003CC, 0x0003CC, 0x0003BF},
+{0x0003CD, 0x0003CD, 0x0003C5},
+{0x0003CE, 0x0003CE, 0x0003C9},
+{0x0003D3, 0x0003D4, 0x0003D2},
+{0x000400, 0x000401, 0x000415},
+{0x000403, 0x000403, 0x000413},
+{0x000407, 0x000407, 0x000406},
+{0x00040C, 0x00040C, 0x00041A},
+{0x00040D, 0x00040D, 0x000418},
+{0x00040E, 0x00040E, 0x000423},
+{0x000419, 0x000419, 0x000418},
+{0x000439, 0x000439, 0x000438},
+{0x000450, 0x000451, 0x000435},
+{0x000453, 0x000453, 0x000433},
+{0x000457, 0x000457, 0x000456},
+{0x00045C, 0x00045C, 0x00043A},
+{0x00045D, 0x00045D, 0x000438},
+{0x00045E, 0x00045E, 0x000443},
+{0x000476, 0x000476, 0x000474},
+{0x000477, 0x000477, 0x000475},
+{0x0004C1, 0x0004C1, 0x000416},
+{0x0004C2, 0x0004C2, 0x000436},
+{0x0004D0, 0x0004D0, 0x000410},
+{0x0004D1, 0x0004D1, 0x000430},
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+{0x02F993, 0x02F993, 0x0082B1},
+{0x02F994, 0x02F994, 0x0082B3},
+{0x02F995, 0x02F995, 0x0082BD},
+{0x02F996, 0x02F996, 0x0082E6},
+{0x02F997, 0x02F997, 0x026B3C},
+{0x02F998, 0x02F998, 0x0082E5},
+{0x02F999, 0x02F999, 0x00831D},
+{0x02F99A, 0x02F99A, 0x008363},
+{0x02F99B, 0x02F99B, 0x0083AD},
+{0x02F99C, 0x02F99C, 0x008323},
+{0x02F99D, 0x02F99D, 0x0083BD},
+{0x02F99E, 0x02F99E, 0x0083E7},
+{0x02F99F, 0x02F99F, 0x008457},
+{0x02F9A0, 0x02F9A0, 0x008353},
+{0x02F9A1, 0x02F9A1, 0x0083CA},
+{0x02F9A2, 0x02F9A2, 0x0083CC},
+{0x02F9A3, 0x02F9A3, 0x0083DC},
+{0x02F9A4, 0x02F9A4, 0x026C36},
+{0x02F9A5, 0x02F9A5, 0x026D6B},
+{0x02F9A6, 0x02F9A6, 0x026CD5},
+{0x02F9A7, 0x02F9A7, 0x00452B},
+{0x02F9A8, 0x02F9A8, 0x0084F1},
+{0x02F9A9, 0x02F9A9, 0x0084F3},
+{0x02F9AA, 0x02F9AA, 0x008516},
+{0x02F9AB, 0x02F9AB, 0x0273CA},
+{0x02F9AC, 0x02F9AC, 0x008564},
+{0x02F9AD, 0x02F9AD, 0x026F2C},
+{0x02F9AE, 0x02F9AE, 0x00455D},
+{0x02F9AF, 0x02F9AF, 0x004561},
+{0x02F9B0, 0x02F9B0, 0x026FB1},
+{0x02F9B1, 0x02F9B1, 0x0270D2},
+{0x02F9B2, 0x02F9B2, 0x00456B},
+{0x02F9B3, 0x02F9B3, 0x008650},
+{0x02F9B4, 0x02F9B4, 0x00865C},
+{0x02F9B5, 0x02F9B5, 0x008667},
+{0x02F9B6, 0x02F9B6, 0x008669},
+{0x02F9B7, 0x02F9B7, 0x0086A9},
+{0x02F9B8, 0x02F9B8, 0x008688},
+{0x02F9B9, 0x02F9B9, 0x00870E},
+{0x02F9BA, 0x02F9BA, 0x0086E2},
+{0x02F9BB, 0x02F9BB, 0x008779},
+{0x02F9BC, 0x02F9BC, 0x008728},
+{0x02F9BD, 0x02F9BD, 0x00876B},
+{0x02F9BE, 0x02F9BE, 0x008786},
+{0x02F9BF, 0x02F9BF, 0x0045D7},
+{0x02F9C0, 0x02F9C0, 0x0087E1},
+{0x02F9C1, 0x02F9C1, 0x008801},
+{0x02F9C2, 0x02F9C2, 0x0045F9},
+{0x02F9C3, 0x02F9C3, 0x008860},
+{0x02F9C4, 0x02F9C4, 0x008863},
+{0x02F9C5, 0x02F9C5, 0x027667},
+{0x02F9C6, 0x02F9C6, 0x0088D7},
+{0x02F9C7, 0x02F9C7, 0x0088DE},
+{0x02F9C8, 0x02F9C8, 0x004635},
+{0x02F9C9, 0x02F9C9, 0x0088FA},
+{0x02F9CA, 0x02F9CA, 0x0034BB},
+{0x02F9CB, 0x02F9CB, 0x0278AE},
+{0x02F9CC, 0x02F9CC, 0x027966},
+{0x02F9CD, 0x02F9CD, 0x0046BE},
+{0x02F9CE, 0x02F9CE, 0x0046C7},
+{0x02F9CF, 0x02F9CF, 0x008AA0},
+{0x02F9D0, 0x02F9D0, 0x008AED},
+{0x02F9D1, 0x02F9D1, 0x008B8A},
+{0x02F9D2, 0x02F9D2, 0x008C55},
+{0x02F9D3, 0x02F9D3, 0x027CA8},
+{0x02F9D4, 0x02F9D4, 0x008CAB},
+{0x02F9D5, 0x02F9D5, 0x008CC1},
+{0x02F9D6, 0x02F9D6, 0x008D1B},
+{0x02F9D7, 0x02F9D7, 0x008D77},
+{0x02F9D8, 0x02F9D8, 0x027F2F},
+{0x02F9D9, 0x02F9D9, 0x020804},
+{0x02F9DA, 0x02F9DA, 0x008DCB},
+{0x02F9DB, 0x02F9DB, 0x008DBC},
+{0x02F9DC, 0x02F9DC, 0x008DF0},
+{0x02F9DD, 0x02F9DD, 0x0208DE},
+{0x02F9DE, 0x02F9DE, 0x008ED4},
+{0x02F9DF, 0x02F9DF, 0x008F38},
+{0x02F9E0, 0x02F9E0, 0x0285D2},
+{0x02F9E1, 0x02F9E1, 0x0285ED},
+{0x02F9E2, 0x02F9E2, 0x009094},
+{0x02F9E3, 0x02F9E3, 0x0090F1},
+{0x02F9E4, 0x02F9E4, 0x009111},
+{0x02F9E5, 0x02F9E5, 0x02872E},
+{0x02F9E6, 0x02F9E6, 0x00911B},
+{0x02F9E7, 0x02F9E7, 0x009238},
+{0x02F9E8, 0x02F9E8, 0x0092D7},
+{0x02F9E9, 0x02F9E9, 0x0092D8},
+{0x02F9EA, 0x02F9EA, 0x00927C},
+{0x02F9EB, 0x02F9EB, 0x0093F9},
+{0x02F9EC, 0x02F9EC, 0x009415},
+{0x02F9ED, 0x02F9ED, 0x028BFA},
+{0x02F9EE, 0x02F9EE, 0x00958B},
+{0x02F9EF, 0x02F9EF, 0x004995},
+{0x02F9F0, 0x02F9F0, 0x0095B7},
+{0x02F9F1, 0x02F9F1, 0x028D77},
+{0x02F9F2, 0x02F9F2, 0x0049E6},
+{0x02F9F3, 0x02F9F3, 0x0096C3},
+{0x02F9F4, 0x02F9F4, 0x005DB2},
+{0x02F9F5, 0x02F9F5, 0x009723},
+{0x02F9F6, 0x02F9F6, 0x029145},
+{0x02F9F7, 0x02F9F7, 0x02921A},
+{0x02F9F8, 0x02F9F8, 0x004A6E},
+{0x02F9F9, 0x02F9F9, 0x004A76},
+{0x02F9FA, 0x02F9FA, 0x0097E0},
+{0x02F9FB, 0x02F9FB, 0x02940A},
+{0x02F9FC, 0x02F9FC, 0x004AB2},
+{0x02F9FD, 0x02F9FD, 0x029496},
+{0x02F9FE, 0x02F9FF, 0x00980B},
+{0x02FA00, 0x02FA00, 0x009829},
+{0x02FA01, 0x02FA01, 0x0295B6},
+{0x02FA02, 0x02FA02, 0x0098E2},
+{0x02FA03, 0x02FA03, 0x004B33},
+{0x02FA04, 0x02FA04, 0x009929},
+{0x02FA05, 0x02FA05, 0x0099A7},
+{0x02FA06, 0x02FA06, 0x0099C2},
+{0x02FA07, 0x02FA07, 0x0099FE},
+{0x02FA08, 0x02FA08, 0x004BCE},
+{0x02FA09, 0x02FA09, 0x029B30},
+{0x02FA0A, 0x02FA0A, 0x009B12},
+{0x02FA0B, 0x02FA0B, 0x009C40},
+{0x02FA0C, 0x02FA0C, 0x009CFD},
+{0x02FA0D, 0x02FA0D, 0x004CCE},
+{0x02FA0E, 0x02FA0E, 0x004CED},
+{0x02FA0F, 0x02FA0F, 0x009D67},
+{0x02FA10, 0x02FA10, 0x02A0CE},
+{0x02FA11, 0x02FA11, 0x004CF8},
+{0x02FA12, 0x02FA12, 0x02A105},
+{0x02FA13, 0x02FA13, 0x02A20E},
+{0x02FA14, 0x02FA14, 0x02A291},
+{0x02FA15, 0x02FA15, 0x009EBB},
+{0x02FA16, 0x02FA16, 0x004D56},
+{0x02FA17, 0x02FA17, 0x009EF9},
+{0x02FA18, 0x02FA18, 0x009EFE},
+{0x02FA19, 0x02FA19, 0x009F05},
+{0x02FA1A, 0x02FA1A, 0x009F0F},
+{0x02FA1B, 0x02FA1B, 0x009F16},
+{0x02FA1C, 0x02FA1C, 0x009F3B},
+{0x02FA1D, 0x02FA1D, 0x02A600},
+};
diff --git a/llama/llama.cpp/src/unicode-data.h b/llama/llama.cpp/src/unicode-data.h
new file mode 100644
index 0000000..f6973eb
--- /dev/null
+++ b/llama/llama.cpp/src/unicode-data.h
@@ -0,0 +1,20 @@
+#pragma once
+
+#include <cstdint>
+#include <vector>
+#include <unordered_map>
+#include <unordered_set>
+
+struct range_nfd {
+    uint32_t first;
+    uint32_t last;
+    uint32_t nfd;
+};
+
+static const uint32_t MAX_CODEPOINTS = 0x110000;
+
+extern const std::initializer_list<std::pair<uint32_t, uint16_t>> unicode_ranges_flags;
+extern const std::unordered_set<uint32_t> unicode_set_whitespace;
+extern const std::initializer_list<std::pair<uint32_t, uint32_t>> unicode_map_lowercase;
+extern const std::initializer_list<std::pair<uint32_t, uint32_t>> unicode_map_uppercase;
+extern const std::initializer_list<range_nfd> unicode_ranges_nfd;
diff --git a/llama/llama.cpp/src/unicode.cpp b/llama/llama.cpp/src/unicode.cpp
new file mode 100644
index 0000000..73cb2b1
--- /dev/null
+++ b/llama/llama.cpp/src/unicode.cpp
@@ -0,0 +1,870 @@
+#if defined(_MSC_VER)
+#define _SILENCE_CXX17_CODECVT_HEADER_DEPRECATION_WARNING
+#endif
+
+#if defined(_WIN32)
+#define WIN32_LEAN_AND_MEAN
+#include <windows.h>
+#endif
+
+#include "unicode.h"
+#include "unicode-data.h"
+
+#include <algorithm>
+#include <cassert>
+#include <codecvt>
+#include <cstddef>
+#include <cstdint>
+#include <locale>
+#include <map>
+#include <regex>
+#include <stdexcept>
+#include <string>
+#include <unordered_map>
+#include <utility>
+#include <vector>
+
+size_t unicode_len_utf8(char src) {
+    const size_t lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 4 };
+    uint8_t highbits = static_cast<uint8_t>(src) >> 4;
+    return lookup[highbits];
+}
+
+static std::string unicode_cpts_to_utf8(const std::vector<uint32_t> & cps) {
+    std::string result;
+    for (size_t i = 0; i < cps.size(); ++i) {
+        result.append(unicode_cpt_to_utf8(cps[i]));
+    }
+    return result;
+}
+
+uint32_t unicode_cpt_from_utf8(const std::string & utf8, size_t & offset) {
+    assert(offset < utf8.size());
+    if (!(utf8[offset + 0] & 0x80)) {
+        auto result = utf8[offset + 0];
+        offset += 1;
+        return result;
+    }
+    if (!(utf8[offset + 0] & 0x40)) {
+        throw std::invalid_argument("invalid character");
+    }
+    if (!(utf8[offset + 0] & 0x20)) {
+        if (offset + 1 >= utf8.size() || ! ((utf8[offset + 1] & 0xc0) == 0x80)) {
+            throw std::invalid_argument("invalid character");
+        }
+        auto result = ((utf8[offset + 0] & 0x1f) << 6) | (utf8[offset + 1] & 0x3f);
+        offset += 2;
+        return result;
+    }
+    if (!(utf8[offset + 0] & 0x10)) {
+        if (offset + 2 >= utf8.size() || ! ((utf8[offset + 1] & 0xc0) == 0x80) || ! ((utf8[offset + 2] & 0xc0) == 0x80)) {
+            throw std::invalid_argument("invalid character");
+        }
+        auto result = ((utf8[offset + 0] & 0x0f) << 12) | ((utf8[offset + 1] & 0x3f) << 6) | (utf8[offset + 2] & 0x3f);
+        offset += 3;
+        return result;
+    }
+    if (!(utf8[offset + 0] & 0x08)) {
+        if (offset + 3 >= utf8.size() || ! ((utf8[offset + 1] & 0xc0) == 0x80) || ! ((utf8[offset + 2] & 0xc0) == 0x80) || !((utf8[offset + 3] & 0xc0) == 0x80)) {
+            throw std::invalid_argument("invalid character");
+        }
+        auto result = ((utf8[offset + 0] & 0x07) << 18) | ((utf8[offset + 1] & 0x3f) << 12) | ((utf8[offset + 2] & 0x3f) << 6) | (utf8[offset + 3] & 0x3f);
+        offset += 4;
+        return result;
+    }
+    throw std::invalid_argument("failed to convert utf8 to codepoint");
+}
+
+//static std::vector<uint16_t> unicode_cpt_to_utf16(uint32_t cpt) {
+//    std::vector<uint16_t> result;
+//    if (/* 0x0000 <= cpt && */ cpt <= 0xffff) {
+//        result.emplace_back(cpt);
+//        return result;
+//    }
+//    if (0x10000 <= cpt && cpt <= 0x10ffff) {
+//        result.emplace_back(0xd800 | ((cpt - 0x10000) >> 10));
+//        result.emplace_back(0xdc00 | ((cpt - 0x10000) & 0x03ff));
+//        return result;
+//    }
+//    throw std::invalid_argument("failed to convert codepoint to utf16");
+//}
+
+//static std::vector<uint16_t> unicode_cpts_to_utf16(const std::vector<uint32_t> & cps) {
+//    std::vector<uint16_t> result;
+//    for (size_t i = 0; i < cps.size(); ++i) {
+//        auto temp = unicode_cpt_to_utf16(cps[i]);
+//        result.insert(result.end(), temp.begin(), temp.end());
+//    }
+//    return result;
+//}
+
+//static uint32_t unicode_cpt_from_utf16(const std::vector<uint16_t> & utf16, size_t & offset) {
+//    assert(offset < utf16.size());
+//    if (((utf16[0] >> 10) << 10) != 0xd800) {
+//        auto result = utf16[offset + 0];
+//        offset += 1;
+//        return result;
+//    }
+//
+//    if (offset + 1 >= utf16.size() || !((utf16[1] & 0xdc00) == 0xdc00)) {
+//        throw std::invalid_argument("invalid character");
+//    }
+//
+//    auto result = 0x10000 + (((utf16[0] & 0x03ff) << 10) | (utf16[1] & 0x03ff));
+//    offset += 2;
+//    return result;
+//}
+
+//static std::vector<uint32_t> unicode_cpts_from_utf16(const std::vector<uint16_t> & utf16) {
+//    std::vector<uint32_t> result;
+//    size_t offset = 0;
+//    while (offset < utf16.size()) {
+//        result.push_back(unicode_cpt_from_utf16(utf16, offset));
+//    }
+//    return result;
+//}
+
+static std::vector<unicode_cpt_flags> unicode_cpt_flags_array() {
+    std::vector<unicode_cpt_flags> cpt_flags(MAX_CODEPOINTS, unicode_cpt_flags::UNDEFINED);
+
+    assert (unicode_ranges_flags.begin()[0].first == 0);
+    assert (unicode_ranges_flags.begin()[unicode_ranges_flags.size()-1].first == MAX_CODEPOINTS);
+    for (size_t i = 1; i < unicode_ranges_flags.size(); ++i) {
+        const auto range_ini = unicode_ranges_flags.begin()[i-1];  // codepoint_ini, flags
+        const auto range_end = unicode_ranges_flags.begin()[i];    // codepoint_end, flags
+        for (uint32_t cpt = range_ini.first; cpt < range_end.first; ++cpt) {
+            cpt_flags[cpt] = range_ini.second;
+        }
+    }
+
+    for (auto cpt : unicode_set_whitespace) {
+        cpt_flags[cpt].is_whitespace = true;
+    }
+
+    for (auto p : unicode_map_lowercase) {
+        cpt_flags[p.second].is_lowercase = true;
+    }
+
+    for (auto p : unicode_map_uppercase) {
+        cpt_flags[p.second].is_uppercase = true;
+    }
+
+    for (auto &range : unicode_ranges_nfd) {  // start, last, nfd
+        cpt_flags[range.nfd].is_nfd = true;
+    }
+
+    return cpt_flags;
+}
+
+static std::unordered_map<uint8_t, std::string> unicode_byte_to_utf8_map() {
+    std::unordered_map<uint8_t, std::string> map;
+    for (int ch = 0x21; ch <= 0x7E; ++ch) {  // u'!' to u'~'
+        assert(0 <= ch && ch < 256);
+        map[ch] = unicode_cpt_to_utf8(ch);
+    }
+    for (int ch = 0xA1; ch <= 0xAC; ++ch) {  // u'¡' to u'¬'
+        assert(0 <= ch && ch < 256);
+        map[ch] = unicode_cpt_to_utf8(ch);
+    }
+    for (int ch = 0xAE; ch <= 0xFF; ++ch) {  // u'®' to u'ÿ'
+        assert(0 <= ch && ch < 256);
+        map[ch] = unicode_cpt_to_utf8(ch);
+    }
+    auto n = 0;
+    for (int ch = 0; ch < 256; ++ch) {
+        if (map.find(ch) == map.end()) {
+            map[ch] = unicode_cpt_to_utf8(256 + n);
+            ++n;
+        }
+    }
+    return map;
+}
+
+static std::unordered_map<std::string, uint8_t> unicode_utf8_to_byte_map() {
+    std::unordered_map<std::string, uint8_t> map;
+    for (int ch = 0x21; ch <= 0x7E; ++ch) {  // u'!' to u'~'
+        assert(0 <= ch && ch < 256);
+        map[unicode_cpt_to_utf8(ch)] = ch;
+    }
+    for (int ch = 0xA1; ch <= 0xAC; ++ch) {  // u'¡' to u'¬'
+        assert(0 <= ch && ch < 256);
+        map[unicode_cpt_to_utf8(ch)] = ch;
+    }
+    for (int ch = 0xAE; ch <= 0xFF; ++ch) {  // u'®' to u'ÿ'
+        assert(0 <= ch && ch < 256);
+        map[unicode_cpt_to_utf8(ch)] = ch;
+    }
+    auto n = 0;
+    for (int ch = 0; ch < 256; ++ch) {
+        if (map.find(unicode_cpt_to_utf8(ch)) == map.end()) {
+            map[unicode_cpt_to_utf8(256 + n)] = ch;
+            ++n;
+        }
+    }
+    return map;
+}
+
+static inline std::wstring unicode_wstring_from_utf8(const std::string & s) {
+#ifdef _WIN32
+    int wlen = MultiByteToWideChar(CP_UTF8, 0, s.c_str(), -1, NULL, 0);
+    if (!wlen) {
+        throw std::invalid_argument("failed to convert regex");
+    }
+    wchar_t * wbuf = (wchar_t *) malloc(wlen * sizeof(wchar_t));
+    wlen = MultiByteToWideChar(CP_UTF8, 0, s.c_str(), -1, wbuf, wlen);
+    if (!wlen) {
+        free(wbuf);
+        throw std::invalid_argument("failed to convert regex");
+    }
+    std::wstring ret = std::wstring(wbuf);
+    free(wbuf);
+    return ret;
+#else
+#if defined(__clang__)
+    // disable C++17 deprecation warning for std::codecvt_utf8
+#    pragma clang diagnostic push
+#    pragma clang diagnostic ignored "-Wdeprecated-declarations"
+#endif
+
+    std::wstring_convert<std::codecvt_utf8<wchar_t>> conv;
+
+#if defined(__clang__)
+#    pragma clang diagnostic pop
+#endif
+
+    return conv.from_bytes(s);
+#endif
+}
+
+static std::vector<std::string> unicode_byte_encoding_process(const std::vector<std::string> & bpe_words) {
+    std::vector<std::string> bpe_encoded_words;
+    for (const auto & word : bpe_words) {
+        std::string text_utf;
+        auto utf_word =  unicode_cpts_from_utf8(word);
+        for (size_t i = 0; i < utf_word.size(); ++i) {
+            text_utf += unicode_cpt_to_utf8(utf_word[i]);
+        }
+
+        std::string encoded_token;
+        for (char & c : text_utf) {
+            encoded_token += unicode_byte_to_utf8(c);
+        }
+        bpe_encoded_words.emplace_back(encoded_token);
+    }
+    return bpe_encoded_words;
+}
+
+// GPT2 system regex:  's|'t|'re|'ve|'m|'ll|'d| ?\p{L}+| ?\p{N}+| ?[^\s\p{L}\p{N}]+|\s+(?!\S)|\s+
+static std::vector<size_t> unicode_regex_split_custom_gpt2(const std::string & text, const std::vector<size_t> & offsets) {
+    std::vector<size_t> bpe_offsets; // store the offset of each word
+    bpe_offsets.reserve(offsets.size()); // Reserve memory for the approximate size
+
+    const auto cpts = unicode_cpts_from_utf8(text);
+
+    size_t start = 0;
+    for (auto offset : offsets) {
+        const size_t offset_ini = start;
+        const size_t offset_end = start + offset;
+        assert(offset_end <= cpts.size());
+        start = offset_end;
+
+        static const uint32_t OUT_OF_RANGE = 0xFFFFFFFF;
+        auto _get_cpt = [&] (const size_t pos) -> uint32_t {
+            return (offset_ini <= pos && pos < offset_end) ? cpts[pos] : OUT_OF_RANGE;
+        };
+
+        auto _get_flags = [&] (const size_t pos) -> unicode_cpt_flags {
+            return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_flags_from_cpt(cpts[pos]) : unicode_cpt_flags{};
+        };
+
+        size_t _prev_end = offset_ini;
+        auto _add_token = [&] (const size_t end) -> size_t {
+            assert(_prev_end <= end && end <= offset_end);
+            size_t len = end - _prev_end;
+            if (len > 0) {
+                bpe_offsets.push_back(len);
+            }
+            _prev_end = end;
+            //if (len > 0) {
+            //    std::string s = "";
+            //    for(size_t p = end-len; p < end; p++)
+            //        s += unicode_cpt_to_utf8(cpts[p]);
+            //    printf(">>> '%s'\n", s.c_str());
+            //}
+            return len;
+        };
+
+        for (size_t pos = offset_ini; pos < offset_end; /*pos++*/ ) {
+            const uint32_t cpt = _get_cpt(pos);
+            const auto flags = _get_flags(pos);
+
+            // regex: 's|'t|'re|'ve|'m|'ll|'d
+            if (cpt == '\'' && pos+1 < offset_end) {
+                uint32_t cpt_next = _get_cpt(pos+1);
+                if (cpt_next == 's' || cpt_next == 't' || cpt_next == 'm' || cpt_next == 'd') {
+                    pos += _add_token(pos+2);
+                    continue;
+                }
+                if (pos+2 < offset_end) {
+                    uint32_t cpt_next_next = _get_cpt(pos+2);
+                    if ((cpt_next == 'r' && cpt_next_next == 'e') ||
+                        (cpt_next == 'v' && cpt_next_next == 'e') ||
+                        (cpt_next == 'l' && cpt_next_next == 'l')) {
+                        pos += _add_token(pos+3);
+                        continue;
+                    }
+                }
+            }
+
+            auto flags2 = (cpt == ' ' ? _get_flags(pos+1) : flags);
+            // regex: <space>?\p{L}+
+            if (flags2.is_letter) {
+                pos += (cpt == ' ');
+                while (flags2.is_letter) {
+                    flags2 = _get_flags(++pos);
+                }
+                _add_token(pos);
+                continue;
+            }
+            // regex: <space>?\p{N}+
+            if (flags2.is_number) {
+                pos += (cpt == ' ');
+                while (flags2.is_number) {
+                    flags2 = _get_flags(++pos);
+                }
+                _add_token(pos);
+                continue;
+            }
+            // regex: <space>?[^\s\p{L}\p{N}]+
+            if (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags2.as_uint()) {
+                pos += (cpt == ' ');
+                while (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags2.as_uint()) {
+                    flags2 = _get_flags(++pos);
+                }
+                _add_token(pos);
+                continue;
+            }
+
+            size_t num_whitespaces = 0;
+            while (_get_flags(pos+num_whitespaces).is_whitespace) {
+                num_whitespaces++;
+            }
+
+            // regex: \s+(?!\S)
+            if (num_whitespaces > 1 && _get_cpt(pos+num_whitespaces) != OUT_OF_RANGE) {
+                pos += num_whitespaces - 1;
+                _add_token(pos);
+                continue;
+            }
+
+            // regex: \s+
+            if (num_whitespaces > 0) {
+                pos += num_whitespaces;
+                _add_token(pos);
+                continue;
+            }
+
+            // no matches
+            _add_token(++pos);
+        }
+    }
+
+    return bpe_offsets;
+}
+
+// LLAMA3 system regex: "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+"
+static std::vector<size_t> unicode_regex_split_custom_llama3(const std::string & text, const std::vector<size_t> & offsets) {
+    std::vector<size_t> bpe_offsets; // store the offset of each word
+    bpe_offsets.reserve(offsets.size()); // Reserve memory for the approximate size
+
+    const auto cpts = unicode_cpts_from_utf8(text);
+
+    size_t start = 0;
+    for (auto offset : offsets) {
+        const size_t offset_ini = start;
+        const size_t offset_end = start + offset;
+        assert(offset_end <= cpts.size());
+        start = offset_end;
+
+        static const uint32_t OUT_OF_RANGE = 0xFFFFFFFF;
+        auto _get_cpt = [&] (const size_t pos) -> uint32_t {
+            return (offset_ini <= pos && pos < offset_end) ? cpts[pos] : OUT_OF_RANGE;
+        };
+
+        auto _get_flags = [&] (const size_t pos) -> unicode_cpt_flags {
+            return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_flags_from_cpt(cpts[pos]) : unicode_cpt_flags{};
+        };
+
+        size_t _prev_end = offset_ini;
+        auto _add_token = [&] (const size_t end) -> size_t {
+            assert(_prev_end <= end && end <= offset_end);
+            size_t len = end - _prev_end;
+            if (len > 0) {
+                bpe_offsets.push_back(len);
+            }
+            _prev_end = end;
+            //if (len > 0) {
+            //    std::string s = "";
+            //    for(size_t p = end-len; p < end; p++)
+            //        s += unicode_cpt_to_utf8(cpts[p]);
+            //    printf(">>> '%s'\n", s.c_str());
+            //}
+            return len;
+        };
+
+        for (size_t pos = offset_ini; pos < offset_end; /*pos++*/ ) {
+            const uint32_t cpt = _get_cpt(pos);
+            const auto flags = _get_flags(pos);
+
+            // regex: (?i:'s|'t|'re|'ve|'m|'ll|'d) // case insensitive
+            if (cpt == '\'' && pos+1 < offset_end) {
+                uint32_t cpt_next = unicode_tolower(_get_cpt(pos+1));
+                if (cpt_next == 's' || cpt_next == 't' || cpt_next == 'm' || cpt_next == 'd') {
+                    pos += _add_token(pos+2);
+                    continue;
+                }
+                if (pos+2 < offset_end) {
+                    uint32_t cpt_next_next = unicode_tolower(_get_cpt(pos+2));
+                    if ((cpt_next == 'r' && cpt_next_next == 'e') ||
+                        (cpt_next == 'v' && cpt_next_next == 'e') ||
+                        (cpt_next == 'l' && cpt_next_next == 'l')) {
+                        pos += _add_token(pos+3);
+                        continue;
+                    }
+                }
+            }
+
+            // regex: [^\r\n\p{L}\p{N}]?\p{L}+
+            if (!(cpt == '\r' || cpt == '\n' || flags.is_number)) {
+                if (flags.is_letter || _get_flags(pos+1).is_letter) {  // one or more letters
+                    pos++;
+                    while (_get_flags(pos).is_letter) {
+                        pos++;
+                    }
+                    _add_token(pos);
+                    continue;
+                }
+            }
+
+            // regex: \p{N}{1,3}
+            if (flags.is_number) {
+                size_t ini = pos;
+                while (_get_flags(pos).is_number) {
+                    if (++pos - ini >= 3 ) {
+                        _add_token(pos);
+                        ini = pos;
+                    }
+                }
+                _add_token(pos);
+                continue;
+            }
+
+            // regex: <space>?[^\s\p{L}\p{N}]+[\r\n]*
+            auto flags2 = (cpt == ' ' ? _get_flags(pos+1) : flags);
+            if (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags.as_uint()) {
+                pos += (cpt == ' ');
+                while (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags2.as_uint()) {
+                    flags2 = _get_flags(++pos);
+                }
+                uint32_t cpt2 = _get_cpt(pos);
+                while (cpt2 == '\r' || cpt2 == '\n') {
+                    cpt2 = _get_cpt(++pos);
+                }
+                _add_token(pos);
+                continue;
+            }
+
+            size_t num_whitespaces = 0;
+            size_t last_end_r_or_n = 0;
+            while (_get_flags(pos+num_whitespaces).is_whitespace) {
+                uint32_t cpt2 = _get_cpt(pos+num_whitespaces);
+                if (cpt2 == '\r' || cpt2 == '\n') {
+                    last_end_r_or_n = pos + num_whitespaces + 1;
+                }
+                num_whitespaces++;
+            }
+
+            // regex: \s*[\r\n]+
+            if (last_end_r_or_n > 0) {
+                pos = last_end_r_or_n;
+                _add_token(pos);
+                continue;
+            }
+
+            // regex: \s+(?!\S)
+            if (num_whitespaces > 1 && _get_cpt(pos+num_whitespaces) != OUT_OF_RANGE) {
+                pos += num_whitespaces - 1;
+                _add_token(pos);
+                continue;
+            }
+
+            // regex: \s+
+            if (num_whitespaces > 0) {
+                pos += num_whitespaces;
+                _add_token(pos);
+                continue;
+            }
+
+            // no matches
+            _add_token(++pos);
+        }
+    }
+
+    return bpe_offsets;
+}
+
+// use std::wregex to split the text
+static std::vector<size_t> unicode_regex_split_stl(const std::wstring & wtext, const std::wstring & regex_expr, const std::vector<size_t> & offsets) {
+    std::wregex expr(regex_expr);
+    std::vector<size_t> bpe_offsets; // store the offset of each word
+    bpe_offsets.reserve(offsets.size()); // Reserve memory for the approximate size
+    size_t start = 0;
+    for (auto offset : offsets) {
+        std::wcregex_iterator it(wtext.data() + start, wtext.data() + start + offset, expr);
+        std::wcregex_iterator end;
+
+        int64_t start_idx = 0;
+        while (it != end) {
+            std::wcmatch match = *it;
+            if (match.position() > start_idx) {
+                bpe_offsets.emplace_back(match.position() - start_idx);
+            }
+            bpe_offsets.emplace_back(match.length());
+            start_idx = match.position() + match.length();
+            ++it;
+        }
+
+        if (start_idx < (int64_t) offset) {
+            bpe_offsets.emplace_back(offset - start_idx);
+        }
+        start += offset;
+    }
+
+    return bpe_offsets;
+}
+
+// use std::regex to split the text
+static std::vector<size_t> unicode_regex_split_stl(const std::string & text, const std::string & regex_expr, const std::vector<size_t> & offsets) {
+    std::regex expr(regex_expr);
+    std::vector<size_t> bpe_offsets; // store the offset of each word
+    bpe_offsets.reserve(offsets.size()); // Reserve memory for the approximate size
+    size_t start = 0;
+    for (auto offset : offsets) {
+        std::cregex_iterator it(text.data() + start, text.data() + start + offset, expr);
+        std::cregex_iterator end;
+
+        int64_t start_idx = 0;
+        while (it != end) {
+            std::cmatch match = *it;
+            if (match.position() > start_idx) {
+                bpe_offsets.emplace_back(match.position() - start_idx);
+            }
+            bpe_offsets.emplace_back(match.length());
+            start_idx = match.position() + match.length();
+            ++it;
+        }
+
+        if (start_idx < (int64_t) offset) {
+            bpe_offsets.emplace_back(offset - start_idx);
+        }
+        start += offset;
+    }
+
+    return bpe_offsets;
+}
+
+static std::vector<size_t> unicode_regex_split_custom(const std::string & text, const std::string & regex_expr, const std::vector<size_t> & offsets) {
+    std::vector<size_t> bpe_offsets;
+
+    if (regex_expr == "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)") {
+        bpe_offsets = unicode_regex_split_custom_gpt2(text, offsets);
+    } else if (
+            regex_expr == "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+" ||
+            regex_expr == "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+") {
+
+        bpe_offsets = unicode_regex_split_custom_llama3(text, offsets);
+    }
+
+    return bpe_offsets;
+}
+
+//
+// interface
+//
+
+std::string unicode_cpt_to_utf8(uint32_t cpt) {
+    std::string result;
+
+    if (/* 0x00 <= cpt && */ cpt <= 0x7f) {
+        result.push_back(cpt);
+        return result;
+    }
+    if (0x80 <= cpt && cpt <= 0x7ff) {
+        result.push_back(0xc0 | ((cpt >> 6) & 0x1f));
+        result.push_back(0x80 | (cpt & 0x3f));
+        return result;
+    }
+    if (0x800 <= cpt && cpt <= 0xffff) {
+        result.push_back(0xe0 | ((cpt >> 12) & 0x0f));
+        result.push_back(0x80 | ((cpt >> 6) & 0x3f));
+        result.push_back(0x80 | (cpt & 0x3f));
+        return result;
+    }
+    if (0x10000 <= cpt && cpt <= 0x10ffff) {
+        result.push_back(0xf0 | ((cpt >> 18) & 0x07));
+        result.push_back(0x80 | ((cpt >> 12) & 0x3f));
+        result.push_back(0x80 | ((cpt >> 6) & 0x3f));
+        result.push_back(0x80 | (cpt & 0x3f));
+        return result;
+    }
+
+    throw std::invalid_argument("invalid codepoint");
+}
+
+std::vector<uint32_t> unicode_cpts_normalize_nfd(const std::vector<uint32_t> & cpts) {
+    auto comp = [] (const uint32_t cpt, const range_nfd & range) {
+        return cpt < range.first;
+    };
+    std::vector<uint32_t> result(cpts.size());
+    for (size_t i = 0; i < cpts.size(); ++i) {
+        const uint32_t cpt = cpts[i];
+        auto it = std::upper_bound(unicode_ranges_nfd.begin(), unicode_ranges_nfd.end(), cpt, comp) - 1;
+        result[i] = (it->first <= cpt && cpt <= it->last) ? it->nfd : cpt;
+    }
+    return result;
+}
+
+std::vector<uint32_t> unicode_cpts_from_utf8(const std::string & utf8) {
+    std::vector<uint32_t> result;
+    result.reserve(utf8.size());
+    size_t offset = 0;
+    while (offset < utf8.size()) {
+        try {
+            result.push_back(unicode_cpt_from_utf8(utf8, offset));
+        }
+        catch (const std::invalid_argument & /*ex*/) {
+            // Silently ignore invalid UTF-8 input to avoid leaking the exception beyond llama_tokenize
+            ++offset;
+            result.emplace_back(0xFFFD); // replacement character
+        }
+    }
+    return result;
+}
+
+unicode_cpt_flags unicode_cpt_flags_from_cpt(const uint32_t cpt) {
+    static const unicode_cpt_flags undef(unicode_cpt_flags::UNDEFINED);
+    static const auto cpt_flags = unicode_cpt_flags_array();
+    return cpt < cpt_flags.size() ? cpt_flags[cpt] : undef;
+}
+
+unicode_cpt_flags unicode_cpt_flags_from_utf8(const std::string & utf8) {
+    static const unicode_cpt_flags undef(unicode_cpt_flags::UNDEFINED);
+    if (utf8.empty()) {
+        return undef;  // undefined
+    }
+    size_t offset = 0;
+    return unicode_cpt_flags_from_cpt(unicode_cpt_from_utf8(utf8, offset));
+}
+
+std::string unicode_byte_to_utf8(uint8_t byte) {
+    static std::unordered_map<uint8_t, std::string> map = unicode_byte_to_utf8_map();
+    return map.at(byte);
+}
+
+uint8_t unicode_utf8_to_byte(const std::string & utf8) {
+    static std::unordered_map<std::string, uint8_t> map = unicode_utf8_to_byte_map();
+    return map.at(utf8);
+}
+
+uint32_t unicode_tolower(uint32_t cpt) {
+    // binary search
+    auto it = std::lower_bound(unicode_map_lowercase.begin(), unicode_map_lowercase.end(), cpt,
+        [](const std::pair<uint32_t, uint32_t> & pair, uint32_t value) {
+            return pair.first < value;
+        });
+    if (it != unicode_map_lowercase.end() && it->first == cpt) {
+        return it->second;
+    }
+    return cpt;  // Return the original code point if no lowercase mapping is found
+}
+
+std::vector<std::string> unicode_regex_split(const std::string & text, const std::vector<std::string> & regex_exprs) {
+    // unicode categories
+    static const std::map<std::string, int> k_ucat_enum = {
+        { "\\p{N}", unicode_cpt_flags::NUMBER },
+        { "\\p{L}", unicode_cpt_flags::LETTER },
+        { "\\p{P}", unicode_cpt_flags::PUNCTUATION },
+        { "\\p{M}", unicode_cpt_flags::ACCENT_MARK },
+        { "\\p{S}", unicode_cpt_flags::SYMBOL },
+    };
+
+    static const std::map<int, int> k_ucat_cpt = {
+        { unicode_cpt_flags::NUMBER,      0xD1 },
+        { unicode_cpt_flags::LETTER,      0xD2 },
+        { unicode_cpt_flags::PUNCTUATION, 0xD3 },
+        { unicode_cpt_flags::ACCENT_MARK, 0xD4 },
+        { unicode_cpt_flags::SYMBOL,      0xD5 },
+    };
+
+    static const std::map<int, std::string> k_ucat_map = {
+        { unicode_cpt_flags::NUMBER,      "\x30-\x39" }, // 0-9
+        { unicode_cpt_flags::LETTER,      "\x41-\x5A\x61-\x7A" }, // A-Za-z
+        { unicode_cpt_flags::PUNCTUATION, "\x21-\x23\x25-\x2A\x2C-\x2F\x3A-\x3B\x3F-\x40\\\x5B-\\\x5D\x5F\\\x7B\\\x7D" }, // !-#%-*,-/:-;?-@\[-\]_\{\}
+        { unicode_cpt_flags::ACCENT_MARK, "" }, // no sub-128 codepoints
+        { unicode_cpt_flags::SYMBOL,      "\\\x24\\\x2B\x3C-\x3E\x5E\x60\\\x7C" }, // $+<=>^`|
+    };
+
+    // compute collapsed codepoints only if needed by at least one regex
+    bool need_collapse = false;
+    for (const auto & regex_expr : regex_exprs) {
+        // search for unicode categories
+        for (const auto & ucat : k_ucat_enum) {
+            if (std::string::npos != regex_expr.find(ucat.first)) {
+                need_collapse = true;
+                break;
+            }
+        }
+    }
+
+    const auto cpts = unicode_cpts_from_utf8(text);
+
+    // generate a "collapsed" representation of the text, where all codepoints are replaced by a single byte
+    // ref: https://github.com/ggml-org/llama.cpp/pull/6920#issuecomment-2081479935
+    std::string text_collapsed;
+    if (need_collapse) {
+        // collapse all unicode categories
+        text_collapsed.resize(cpts.size());
+
+        for (size_t i = 0; i < cpts.size(); ++i) {
+            // keep single-byte codepoints as is
+            if (cpts[i] < 128) {
+                text_collapsed[i] = cpts[i];
+                continue;
+            }
+
+            const auto flags = unicode_cpt_flags_from_cpt(cpts[i]);
+
+            if (flags.is_whitespace) {
+                //NOTE: C++ std::regex \s does not mach 0x85, Rust and Python regex does.
+                //text_collapsed[i] = (char) 0x85;  // <Next Line> as whitespace fallback
+                text_collapsed[i] = (char) 0x0B;    // <vertical tab> as whitespace fallback
+            } else if (k_ucat_cpt.find(flags.category_flag()) != k_ucat_cpt.end()) {
+                text_collapsed[i] = k_ucat_cpt.at(flags.category_flag());
+            } else {
+                text_collapsed[i] = (char) 0xD0; // fallback
+            }
+        }
+    }
+
+    std::vector<size_t> bpe_offsets = { cpts.size() };
+
+    for (const auto & regex_expr : regex_exprs) {
+        // first, see if we have an efficient custom regex implementation
+        auto tmp = unicode_regex_split_custom(text, regex_expr, bpe_offsets);
+
+        if (!tmp.empty()) {
+            bpe_offsets = std::move(tmp);
+            continue;
+        }
+
+        // fallback to general-purpose std::regex / std::wregex
+        try {
+            // if a unicode category is used in the regex, we use the collapsed text and replace the unicode category
+            // with the corresponding collapsed representation
+            bool use_collapsed = false;
+            for (const auto & ucat : k_ucat_enum) {
+                if (std::string::npos != regex_expr.find(ucat.first)) {
+                    use_collapsed = true;
+                    break;
+                }
+            }
+
+            if (use_collapsed) {
+                // sanity-check that the original regex does not contain any non-ASCII characters
+                const auto cpts_regex = unicode_cpts_from_utf8(regex_expr);
+                for (size_t i = 0; i < cpts_regex.size(); ++i) {
+                    if (cpts_regex[i] >= 128) {
+                        throw std::runtime_error("Regex includes both unicode categories and non-ASCII characters - not supported");
+                    }
+                }
+
+                // generate a collapsed representation of the regex
+                std::string regex_expr_collapsed;
+
+                // track if we are inside [], because nested [] are not allowed
+                bool inside = false;
+                for (size_t i = 0; i < regex_expr.size(); ++i) {
+                    if (regex_expr[i] == '[' && (i == 0 || regex_expr[i - 1] != '\\')) {
+                        regex_expr_collapsed += '[';
+                        inside = true;
+                        continue;
+                    }
+
+                    if (inside && regex_expr[i] == ']' && regex_expr[i - 1] != '\\') {
+                        regex_expr_collapsed += ']';
+                        inside = false;
+                        continue;
+                    }
+
+                    if (regex_expr[i + 0] == '\\' && i + 4 < regex_expr.size() &&
+                        regex_expr[i + 1] == 'p' &&
+                        regex_expr[i + 2] == '{' &&
+                        regex_expr[i + 4] == '}') {
+                        const std::string pat = regex_expr.substr(i, 5);
+                        if (k_ucat_enum.find(pat) != k_ucat_enum.end()) {
+                            if (!inside) {
+                                regex_expr_collapsed += '[';
+                            }
+                            regex_expr_collapsed += k_ucat_cpt.at(k_ucat_enum.at(pat));
+                            regex_expr_collapsed += k_ucat_map.at(k_ucat_enum.at(pat));
+                            if (!inside) {
+                                regex_expr_collapsed += ']';
+                            }
+                            i += 4;
+                            continue;
+                        }
+                    }
+
+                    regex_expr_collapsed += regex_expr[i];
+                }
+
+                //printf("text_collapsed: %s\n", text_collapsed.c_str());
+                //printf("regex_expr_collapsed: %s\n", regex_expr_collapsed.c_str());
+                bpe_offsets = unicode_regex_split_stl(text_collapsed, regex_expr_collapsed, bpe_offsets);
+            } else {
+                // no unicode category used, we can use std::wregex directly
+                const std::wstring wregex_expr = unicode_wstring_from_utf8(regex_expr);
+
+                // std::wregex \s does not mach non-ASCII whitespaces, using 0x0B as fallback
+                std::wstring wtext(cpts.begin(), cpts.end());
+                for (size_t i = 0; i < wtext.size(); ++i) {
+                    if (wtext[i] > 0x7F && unicode_cpt_flags_from_cpt(wtext[i]).is_whitespace) {
+                        wtext[i] = 0x0B;
+                    }
+                }
+
+                //printf("text: %s\n", text.c_str());
+                //printf("regex_expr: %s\n", regex_expr.c_str());
+                bpe_offsets = unicode_regex_split_stl(wtext, wregex_expr, bpe_offsets);
+            }
+        } catch (std::regex_error & e) {
+            fprintf(stderr, "Failed to process regex: '%s'\n", regex_expr.c_str());
+            fprintf(stderr, "Regex error: %s\n", e.what());
+            throw std::runtime_error("Failed to process regex");
+        }
+    }
+
+    std::vector<std::string> bpe_words;
+    bpe_words.reserve(bpe_offsets.size()); // reserve memory for the approximate size
+
+    size_t start = 0;
+    for (size_t & offset : bpe_offsets) {
+        bpe_words.emplace_back();
+        for (size_t i = start; i < start + offset; ++i) {
+            bpe_words.back() += unicode_cpt_to_utf8(cpts[i]);
+        }
+        start += offset;
+    }
+
+    return unicode_byte_encoding_process(bpe_words);
+}
diff --git a/llama/llama.cpp/src/unicode.h b/llama/llama.cpp/src/unicode.h
new file mode 100644
index 0000000..c27098d
--- /dev/null
+++ b/llama/llama.cpp/src/unicode.h
@@ -0,0 +1,66 @@
+#pragma once
+
+#include <cstdint>
+#include <string>
+#include <vector>
+
+struct unicode_cpt_flags {
+    enum {
+        UNDEFINED       = 0x0001,
+        NUMBER          = 0x0002,  // regex: \p{N}
+        LETTER          = 0x0004,  // regex: \p{L}
+        SEPARATOR       = 0x0008,  // regex: \p{Z}
+        ACCENT_MARK     = 0x0010,  // regex: \p{M}
+        PUNCTUATION     = 0x0020,  // regex: \p{P}
+        SYMBOL          = 0x0040,  // regex: \p{S}
+        CONTROL         = 0x0080,  // regex: \p{C}
+        MASK_CATEGORIES = 0x00FF,
+    };
+
+    // codepoint type
+    uint16_t is_undefined   : 1;
+    uint16_t is_number      : 1;  // regex: \p{N}
+    uint16_t is_letter      : 1;  // regex: \p{L}
+    uint16_t is_separator   : 1;  // regex: \p{Z}
+    uint16_t is_accent_mark : 1;  // regex: \p{M}
+    uint16_t is_punctuation : 1;  // regex: \p{P}
+    uint16_t is_symbol      : 1;  // regex: \p{S}
+    uint16_t is_control     : 1;  // regex: \p{C}
+    // helper flags
+    uint16_t is_whitespace  : 1;  // regex: \s
+    uint16_t is_lowercase   : 1;
+    uint16_t is_uppercase   : 1;
+    uint16_t is_nfd         : 1;
+
+    // decode from uint16
+    inline unicode_cpt_flags(const uint16_t flags = 0) {
+        *reinterpret_cast<uint16_t*>(this) = flags;
+    }
+
+    inline uint16_t as_uint() const {
+        return *reinterpret_cast<const uint16_t*>(this);
+    }
+
+    inline uint16_t category_flag() const {
+        return this->as_uint() & MASK_CATEGORIES;
+    }
+};
+
+size_t unicode_len_utf8(char src);
+
+std::string unicode_cpt_to_utf8  (uint32_t cpt);
+uint32_t    unicode_cpt_from_utf8(const std::string & utf8, size_t & offset);
+
+std::vector<uint32_t> unicode_cpts_from_utf8(const std::string & utf8);
+
+std::vector<uint32_t> unicode_cpts_normalize_nfd(const std::vector<uint32_t> & cpts);
+
+unicode_cpt_flags unicode_cpt_flags_from_cpt (uint32_t cpt);
+unicode_cpt_flags unicode_cpt_flags_from_utf8(const std::string & utf8);
+
+std::string unicode_byte_to_utf8(uint8_t byte);
+uint8_t     unicode_utf8_to_byte(const std::string & utf8);
+
+uint32_t unicode_tolower(uint32_t cpt);
+
+std::vector<std::string> unicode_regex_split(const std::string & text, const std::vector<std::string> & regex_exprs);
diff --git a/llama/llama.cpp/tools/mtmd/clip-impl.h b/llama/llama.cpp/tools/mtmd/clip-impl.h
new file mode 100644
index 0000000..23036ba
--- /dev/null
+++ b/llama/llama.cpp/tools/mtmd/clip-impl.h
@@ -0,0 +1,365 @@
+#include "ggml.h"
+#include "gguf.h"
+#include "clip.h"
+
+#include <climits>
+#include <cstdarg>
+#include <string>
+#include <map>
+#include <sstream>
+#include <vector>
+#include <memory>
+
+// Internal header for clip.cpp
+
+#define KEY_FTYPE               "general.file_type"
+#define KEY_NAME                "general.name"
+#define KEY_DESCRIPTION         "general.description"
+#define KEY_MINICPMV_VERSION    "clip.minicpmv_version"
+#define KEY_USE_GELU            "clip.use_gelu"
+#define KEY_USE_SILU            "clip.use_silu"
+#define KEY_N_EMBD              "clip.vision.embedding_length"
+#define KEY_N_FF                "clip.vision.feed_forward_length"
+#define KEY_N_BLOCK             "clip.vision.block_count"
+#define KEY_N_HEAD              "clip.vision.attention.head_count"
+#define KEY_LAYER_NORM_EPS      "clip.vision.attention.layer_norm_epsilon"
+#define KEY_PROJ_DIM            "clip.vision.projection_dim"
+#define KEY_IMAGE_SIZE          "clip.vision.image_size"
+#define KEY_PATCH_SIZE          "clip.vision.patch_size"
+#define KEY_IMAGE_MEAN          "clip.vision.image_mean"
+#define KEY_IMAGE_STD           "clip.vision.image_std"
+#define KEY_FEATURE_LAYER       "clip.vision.feature_layer"
+#define KEY_PROJ_SCALE_FACTOR   "clip.vision.projector.scale_factor"
+#define KEY_PROJ_TYPE           "clip.projector_type"
+#define KEY_SPATIAL_MERGE_SIZE  "clip.vision.spatial_merge_size"
+
+#define KEY_MM_PATCH_MERGE_TYPE   "clip.vision.mm_patch_merge_type"
+#define KEY_IMAGE_GRID_PINPOINTS  "clip.vision.image_grid_pinpoints"
+#define KEY_IMAGE_CROP_RESOLUTION "clip.vision.image_crop_resolution"
+#define KEY_WIN_ATTN_PATTERN      "clip.vision.n_wa_pattern"
+#define KEY_ATTN_WINDOW_SIZE      "clip.vision.window_size"
+
+
+//
+// tensor name constants
+//
+
+#define TN_POS_EMBD        "%s.position_embd.weight"
+#define TN_CLASS_EMBD      "v.class_embd"
+#define TN_PATCH_EMBD      "v.patch_embd.weight"  // not rename tensor with ".0" postfix for backwrad compat
+#define TN_PATCH_EMBD_1    "v.patch_embd.weight.1"
+#define TN_PATCH_BIAS      "v.patch_embd.bias"
+#define TN_ATTN_K          "%s.blk.%d.attn_k.%s"
+#define TN_ATTN_Q          "%s.blk.%d.attn_q.%s"
+#define TN_ATTN_V          "%s.blk.%d.attn_v.%s"
+#define TN_ATTN_OUTPUT     "%s.blk.%d.attn_out.%s"
+#define TN_ATTN_K_NORM     "%s.blk.%d.attn_k_norm.%s"
+#define TN_ATTN_Q_NORM     "%s.blk.%d.attn_q_norm.%s"
+#define TN_FFN_DOWN        "%s.blk.%d.ffn_down.%s"
+#define TN_FFN_GATE        "%s.blk.%d.ffn_gate.%s"
+#define TN_FFN_UP          "%s.blk.%d.ffn_up.%s"
+#define TN_FFN_GATE        "%s.blk.%d.ffn_gate.%s"
+#define TN_LN_1            "%s.blk.%d.ln1.%s" // layer norm
+#define TN_LN_2            "%s.blk.%d.ln2.%s" // layer norm
+#define TN_LS_1            "%s.blk.%d.ls1.%s" // layer scale
+#define TN_LS_2            "%s.blk.%d.ls2.%s" // layer scale
+#define TN_LN_PRE          "%s.pre_ln.%s"
+#define TN_LN_POST         "%s.post_ln.%s"
+#define TN_LLAVA_PROJ      "mm.%d.%s"
+#define TN_MVLM_PROJ_MLP   "mm.model.mlp.%d.%s"
+#define TN_MVLM_PROJ_BLOCK "mm.model.mb_block.%d.block.%d.%s"
+#define TN_MVLM_PROJ_PEG   "mm.model.peg.%d.%s"
+#define TN_IMAGE_NEWLINE   "model.image_newline"
+#define TN_MM_INP_NORM     "mm.input_norm.weight"
+#define TN_MM_INP_PROJ     "mm.input_projection.weight" // gemma3
+#define TN_MM_SOFT_EMB_N   "mm.soft_emb_norm.weight"    // gemma3
+#define TN_MM_PROJECTOR    "mm.model.fc.weight"         // idefics3
+#define TN_MM_PATCH_MERGER "mm.patch_merger.weight"     // mistral small 3.1
+#define TN_TOK_IMG_BREAK   "v.token_embd.img_break"     // pixtral
+#define TN_TOK_GLM_BOI     "adapter.boi"                // glm-edge (these embeddings are not in text model)
+#define TN_TOK_GLM_EOI     "adapter.eoi"                // glm-edge (these embeddings are not in text model)
+
+// mimicpmv
+#define TN_MINICPMV_POS_EMBD_K "resampler.pos_embed_k"
+#define TN_MINICPMV_QUERY      "resampler.query"
+#define TN_MINICPMV_PROJ       "resampler.proj.weight"
+#define TN_MINICPMV_KV_PROJ    "resampler.kv.weight"
+#define TN_MINICPMV_ATTN       "resampler.attn.%s.%s"
+#define TN_MINICPMV_LN         "resampler.ln_%s.%s"
+
+#define TN_GLM_ADAPER_CONV      "adapter.conv.%s"
+#define TN_GLM_ADAPTER_LINEAR   "adapter.linear.linear.%s"
+#define TN_GLM_ADAPTER_NORM_1   "adapter.linear.norm1.%s"
+#define TN_GLM_ADAPTER_D_H_2_4H "adapter.linear.dense_h_to_4h.%s"
+#define TN_GLM_ADAPTER_GATE     "adapter.linear.gate.%s"
+#define TN_GLM_ADAPTER_D_4H_2_H "adapter.linear.dense_4h_to_h.%s"
+
+// align x to upper multiple of n
+#define CLIP_ALIGN(x, n) ((((x) + (n) - 1) / (n)) * (n))
+
+enum projector_type {
+    PROJECTOR_TYPE_MLP,
+    PROJECTOR_TYPE_MLP_NORM,
+    PROJECTOR_TYPE_LDP,
+    PROJECTOR_TYPE_LDPV2,
+    PROJECTOR_TYPE_MINICPMV,
+    PROJECTOR_TYPE_GLM_EDGE,
+    PROJECTOR_TYPE_QWEN2VL,
+    PROJECTOR_TYPE_GEMMA3,
+    PROJECTOR_TYPE_IDEFICS3,
+    PROJECTOR_TYPE_PIXTRAL,
+    PROJECTOR_TYPE_QWEN25VL,
+    PROJECTOR_TYPE_INTERNVL,
+    PROJECTOR_TYPE_UNKNOWN,
+};
+
+static std::map<projector_type, std::string> PROJECTOR_TYPE_NAMES = {
+    { PROJECTOR_TYPE_MLP,       "mlp" },
+    { PROJECTOR_TYPE_LDP,       "ldp" },
+    { PROJECTOR_TYPE_LDPV2,     "ldpv2"},
+    { PROJECTOR_TYPE_MINICPMV,  "resampler"},
+    { PROJECTOR_TYPE_GLM_EDGE,  "adapter"},
+    { PROJECTOR_TYPE_QWEN2VL,   "qwen2vl_merger"},
+    { PROJECTOR_TYPE_QWEN25VL,  "qwen2.5vl_merger"},
+    { PROJECTOR_TYPE_GEMMA3,    "gemma3"},
+    { PROJECTOR_TYPE_IDEFICS3,  "idefics3"},
+    { PROJECTOR_TYPE_PIXTRAL,   "pixtral"},
+    { PROJECTOR_TYPE_INTERNVL,  "internvl"},
+};
+
+static projector_type clip_projector_type_from_string(const std::string & str) {
+    for (const auto & pair : PROJECTOR_TYPE_NAMES) {
+        if (pair.second == str) {
+            return pair.first;
+        }
+    }
+    return PROJECTOR_TYPE_UNKNOWN;
+}
+
+// RGB uint8 image
+struct clip_image_u8 {
+    int nx;
+    int ny;
+
+    std::vector<uint8_t> buf;
+};
+
+// RGB float32 image (NHWC)
+// Memory layout: RGBRGBRGB...
+struct clip_image_f32 {
+    int nx;
+    int ny;
+
+    std::vector<float> buf;
+};
+
+//
+// logging
+//
+
+static void clip_log_callback_default(enum ggml_log_level level, const char * text, void * user_data) {
+    (void) level;
+    (void) user_data;
+    fputs(text, stderr);
+    fflush(stderr);
+}
+
+struct clip_logger_state {
+    ggml_log_level verbosity_thold;
+    ggml_log_callback log_callback;
+    void * log_callback_user_data;
+};
+
+extern struct clip_logger_state g_logger_state;
+
+static void clip_log_internal_v(enum ggml_log_level level, const char * format, va_list args) {
+    if (format == NULL) {
+        return;
+    }
+    va_list args_copy;
+    va_copy(args_copy, args);
+    char buffer[128];
+    int len = vsnprintf(buffer, 128, format, args);
+    if (len < 128) {
+        g_logger_state.log_callback(level, buffer, g_logger_state.log_callback_user_data);
+    } else {
+        char * buffer2 = (char *) calloc(len + 1, sizeof(char));
+        vsnprintf(buffer2, len + 1, format, args_copy);
+        buffer2[len] = 0;
+        g_logger_state.log_callback(level, buffer2, g_logger_state.log_callback_user_data);
+        free(buffer2);
+    }
+    va_end(args_copy);
+}
+
+static void clip_log_internal(enum ggml_log_level level, const char * format, ...) {
+    va_list args;
+    va_start(args, format);
+    clip_log_internal_v(level, format, args);
+    va_end(args);
+}
+
+#define LOG_TMPL(level, ...) \
+    do { \
+        if ((level) >= g_logger_state.verbosity_thold) { \
+            clip_log_internal((level), __VA_ARGS__); \
+        } \
+    } while (0)
+#define LOG_INF(...) LOG_TMPL(GGML_LOG_LEVEL_INFO,  __VA_ARGS__)
+#define LOG_WRN(...) LOG_TMPL(GGML_LOG_LEVEL_WARN,  __VA_ARGS__)
+#define LOG_ERR(...) LOG_TMPL(GGML_LOG_LEVEL_ERROR, __VA_ARGS__)
+#define LOG_DBG(...) LOG_TMPL(GGML_LOG_LEVEL_DEBUG, __VA_ARGS__)
+#define LOG_CNT(...) LOG_TMPL(GGML_LOG_LEVEL_CONT,  __VA_ARGS__)
+
+//
+// cpp wrappers
+//
+
+// wrapper for clip_image_size
+struct clip_image_size_deleter {
+    void operator()(clip_image_size * val) { clip_image_size_free(val); }
+};
+typedef std::unique_ptr<clip_image_size, clip_image_size_deleter> clip_image_size_ptr;
+
+// wrapper for clip_image_u8
+struct clip_image_u8_deleter {
+    void operator()(clip_image_u8 * val) { clip_image_u8_free(val); }
+};
+typedef std::unique_ptr<clip_image_u8, clip_image_u8_deleter> clip_image_u8_ptr;
+
+// wrapper for clip_image_f32
+struct clip_image_f32_deleter {
+    void operator()(clip_image_f32 * val) { clip_image_f32_free(val); }
+};
+typedef std::unique_ptr<clip_image_f32, clip_image_f32_deleter> clip_image_f32_ptr;
+
+struct clip_image_u8_batch {
+    std::vector<clip_image_u8_ptr> entries;
+};
+
+struct clip_image_f32_batch {
+    std::vector<clip_image_f32_ptr> entries;
+
+    clip_image_f32_batch clone() const {
+        clip_image_f32_batch new_batch;
+        new_batch.entries.reserve(entries.size());
+        for (const auto & entry : entries) {
+            new_batch.entries.emplace_back(new clip_image_f32(*entry));
+        }
+        return new_batch;
+    }
+};
+
+//
+// common utils
+//
+
+static std::string string_format(const char * fmt, ...) {
+    va_list ap;
+    va_list ap2;
+    va_start(ap, fmt);
+    va_copy(ap2, ap);
+    int size = vsnprintf(NULL, 0, fmt, ap);
+    GGML_ASSERT(size >= 0 && size < INT_MAX); // NOLINT
+    std::vector<char> buf(size + 1);
+    int size2 = vsnprintf(buf.data(), size + 1, fmt, ap2);
+    GGML_ASSERT(size2 == size);
+    va_end(ap2);
+    va_end(ap);
+    return std::string(buf.data(), buf.size());
+}
+
+static void string_replace_all(std::string & s, const std::string & search, const std::string & replace) {
+    if (search.empty()) {
+        return;
+    }
+    std::string builder;
+    builder.reserve(s.length());
+    size_t pos = 0;
+    size_t last_pos = 0;
+    while ((pos = s.find(search, last_pos)) != std::string::npos) {
+        builder.append(s, last_pos, pos - last_pos);
+        builder.append(replace);
+        last_pos = pos + search.length();
+    }
+    builder.append(s, last_pos, std::string::npos);
+    s = std::move(builder);
+}
+
+// split string by a `std::string delim` instead of `char delim`
+static std::vector<std::string> string_split_str(std::string s, const std::string & delimiter) {
+    std::vector<std::string> tokens;
+    size_t pos = 0;
+    std::string token;
+    while ((pos = s.find(delimiter)) != std::string::npos) {
+        token = s.substr(0, pos);
+        tokens.push_back(token);
+        s.erase(0, pos + delimiter.length());
+    }
+    tokens.push_back(s);
+    return tokens;
+}
+
+//
+// gguf utils
+//
+
+static std::string gguf_data_to_str(enum gguf_type type, const void * data, int i) {
+    switch (type) {
+        case GGUF_TYPE_UINT8:   return std::to_string(((const uint8_t  *)data)[i]);
+        case GGUF_TYPE_INT8:    return std::to_string(((const int8_t   *)data)[i]);
+        case GGUF_TYPE_UINT16:  return std::to_string(((const uint16_t *)data)[i]);
+        case GGUF_TYPE_INT16:   return std::to_string(((const int16_t  *)data)[i]);
+        case GGUF_TYPE_UINT32:  return std::to_string(((const uint32_t *)data)[i]);
+        case GGUF_TYPE_INT32:   return std::to_string(((const int32_t  *)data)[i]);
+        case GGUF_TYPE_UINT64:  return std::to_string(((const uint64_t *)data)[i]);
+        case GGUF_TYPE_INT64:   return std::to_string(((const int64_t  *)data)[i]);
+        case GGUF_TYPE_FLOAT32: return std::to_string(((const float    *)data)[i]);
+        case GGUF_TYPE_FLOAT64: return std::to_string(((const double   *)data)[i]);
+        case GGUF_TYPE_BOOL:    return ((const bool *)data)[i] ? "true" : "false";
+        default:                return string_format("unknown type %d", type);
+    }
+}
+
+static std::string gguf_kv_to_str(const struct gguf_context * ctx_gguf, int i) {
+    const enum gguf_type type = gguf_get_kv_type(ctx_gguf, i);
+
+    switch (type) {
+        case GGUF_TYPE_STRING:
+            return gguf_get_val_str(ctx_gguf, i);
+        case GGUF_TYPE_ARRAY:
+            {
+                const enum gguf_type arr_type = gguf_get_arr_type(ctx_gguf, i);
+                int arr_n = gguf_get_arr_n(ctx_gguf, i);
+                const void * data = arr_type == GGUF_TYPE_STRING ? nullptr : gguf_get_arr_data(ctx_gguf, i);
+                std::stringstream ss;
+                ss << "[";
+                for (int j = 0; j < arr_n; j++) {
+                    if (arr_type == GGUF_TYPE_STRING) {
+                        std::string val = gguf_get_arr_str(ctx_gguf, i, j);
+                        // escape quotes
+                        string_replace_all(val, "\\", "\\\\");
+                        string_replace_all(val, "\"", "\\\"");
+                        ss << '"' << val << '"';
+                    } else if (arr_type == GGUF_TYPE_ARRAY) {
+                        ss << "???";
+                    } else {
+                        ss << gguf_data_to_str(arr_type, data, j);
+                    }
+                    if (j < arr_n - 1) {
+                        ss << ", ";
+                    }
+                }
+                ss << "]";
+                return ss.str();
+            }
+        default:
+            return gguf_data_to_str(type, gguf_get_val_data(ctx_gguf, i), 0);
+    }
+}
+
+//
+// API used internally with mtmd
+//
+
+projector_type clip_get_projector_type(const struct clip_ctx * ctx);
diff --git a/llama/llama.cpp/tools/mtmd/clip.cpp b/llama/llama.cpp/tools/mtmd/clip.cpp
new file mode 100644
index 0000000..cdd8ca4
--- /dev/null
+++ b/llama/llama.cpp/tools/mtmd/clip.cpp
@@ -0,0 +1,3841 @@
+// NOTE: This is modified from clip.cpp only for LLaVA,
+// so there might be still unnecessary artifacts hanging around
+// I'll gradually clean and extend it
+// Note: Even when using identical normalized image inputs (see normalize_image_u8_to_f32()) we have a significant difference in resulting embeddings compared to pytorch
+#include "clip.h"
+#include "clip-impl.h"
+#include "ggml.h"
+#include "ggml-cpp.h"
+#include "ggml-cpu.h"
+#include "ggml-alloc.h"
+#include "ggml-backend.h"
+#include "gguf.h"
+
+#define STB_IMAGE_IMPLEMENTATION
+#include "stb_image.h"
+
+#include <cassert>
+#include <cmath>
+#include <cstdlib>
+#include <cstring>
+#include <fstream>
+#include <map>
+#include <regex>
+#include <stdexcept>
+#include <unordered_set>
+#include <vector>
+#include <sstream>
+#include <cinttypes>
+#include <limits>
+#include <array>
+#include <numeric>
+#include <functional>
+
+#if defined(_WIN32)
+#define WIN32_LEAN_AND_MEAN
+#ifndef NOMINMAX
+    #define NOMINMAX
+#endif
+#include <windows.h>
+#if __GLIBCXX__
+#include <cstdio>
+#include <ext/stdio_filebuf.h>
+#include <fcntl.h>
+#endif
+#endif
+
+struct clip_logger_state g_logger_state = {GGML_LOG_LEVEL_CONT, clip_log_callback_default, NULL};
+
+enum ffn_op_type {
+    FFN_GELU,
+    FFN_SILU,
+    FFN_GELU_QUICK,
+};
+
+enum norm_type {
+    NORM_TYPE_NORMAL,
+    NORM_TYPE_RMS,
+};
+
+//#define CLIP_DEBUG_FUNCTIONS
+
+#ifdef CLIP_DEBUG_FUNCTIONS
+static void clip_image_write_image_to_ppm(const clip_image_u8& img, const std::string& filename) {
+    std::ofstream file(filename, std::ios::binary);
+    if (!file.is_open()) {
+        LOG_ERR("Failed to open file for writing: %s\n", filename.c_str());
+        return;
+    }
+
+    // PPM header: P6 format, width, height, and max color value
+    file << "P6\n" << img.nx << " " << img.ny << "\n255\n";
+
+    // Write pixel data
+    for (size_t i = 0; i < img.buf.size(); i += 3) {
+        // PPM expects binary data in RGB format, which matches our image buffer
+        file.write(reinterpret_cast<const char*>(&img.buf[i]), 3);
+    }
+
+    file.close();
+}
+
+static void clip_image_save_to_bmp(const clip_image_u8& img, const std::string& filename) {
+    std::ofstream file(filename, std::ios::binary);
+    if (!file.is_open()) {
+        LOG_ERR("Failed to open file for writing: %s\n", filename.c_str());
+        return;
+    }
+
+    int fileSize = 54 + 3 * img.nx * img.ny; // File header + info header + pixel data
+    int bytesPerPixel = 3;
+    int widthInBytes = img.nx * bytesPerPixel;
+    int paddingAmount = (4 - (widthInBytes % 4)) % 4;
+    int stride = widthInBytes + paddingAmount;
+
+    // Bitmap file header
+    unsigned char fileHeader[14] = {
+        'B','M',     // Signature
+        0,0,0,0,    // Image file size in bytes
+        0,0,0,0,    // Reserved
+        54,0,0,0    // Start of pixel array
+    };
+
+    // Total file size
+    fileSize = 54 + (stride * img.ny);
+    fileHeader[2] = (unsigned char)(fileSize);
+    fileHeader[3] = (unsigned char)(fileSize >> 8);
+    fileHeader[4] = (unsigned char)(fileSize >> 16);
+    fileHeader[5] = (unsigned char)(fileSize >> 24);
+
+    // Bitmap information header (BITMAPINFOHEADER)
+    unsigned char infoHeader[40] = {
+        40,0,0,0,   // Size of this header (40 bytes)
+        0,0,0,0,    // Image width
+        0,0,0,0,    // Image height
+        1,0,        // Number of color planes
+        24,0,       // Bits per pixel
+        0,0,0,0,    // No compression
+        0,0,0,0,    // Image size (can be 0 for no compression)
+        0,0,0,0,    // X pixels per meter (not specified)
+        0,0,0,0,    // Y pixels per meter (not specified)
+        0,0,0,0,    // Total colors (color table not used)
+        0,0,0,0     // Important colors (all are important)
+    };
+
+    // Width and height in the information header
+    infoHeader[4] = (unsigned char)(img.nx);
+    infoHeader[5] = (unsigned char)(img.nx >> 8);
+    infoHeader[6] = (unsigned char)(img.nx >> 16);
+    infoHeader[7] = (unsigned char)(img.nx >> 24);
+    infoHeader[8] = (unsigned char)(img.ny);
+    infoHeader[9] = (unsigned char)(img.ny >> 8);
+    infoHeader[10] = (unsigned char)(img.ny >> 16);
+    infoHeader[11] = (unsigned char)(img.ny >> 24);
+
+    // Write file headers
+    file.write(reinterpret_cast<char*>(fileHeader), sizeof(fileHeader));
+    file.write(reinterpret_cast<char*>(infoHeader), sizeof(infoHeader));
+
+    // Pixel data
+    std::vector<unsigned char> padding(3, 0); // Max padding size to be added to each row
+    for (int y = img.ny - 1; y >= 0; --y) { // BMP files are stored bottom-to-top
+        for (int x = 0; x < img.nx; ++x) {
+            // Each pixel
+            size_t pixelIndex = (y * img.nx + x) * 3;
+            unsigned char pixel[3] = {
+                img.buf[pixelIndex + 2], // BMP stores pixels in BGR format
+                img.buf[pixelIndex + 1],
+                img.buf[pixelIndex]
+            };
+            file.write(reinterpret_cast<char*>(pixel), 3);
+        }
+        // Write padding for the row
+        file.write(reinterpret_cast<char*>(padding.data()), paddingAmount);
+    }
+
+    file.close();
+}
+
+// debug function to convert f32 to u8
+static void clip_image_convert_f32_to_u8(const clip_image_f32& src, clip_image_u8& dst) {
+    dst.nx = src.nx;
+    dst.ny = src.ny;
+    dst.buf.resize(3 * src.nx * src.ny);
+    for (size_t i = 0; i < src.buf.size(); ++i) {
+        dst.buf[i] = static_cast<uint8_t>(std::min(std::max(int(src.buf[i] * 255.0f), 0), 255));
+    }
+}
+#endif
+
+
+//
+// clip layers
+//
+
+enum patch_merge_type {
+    PATCH_MERGE_FLAT,
+    PATCH_MERGE_SPATIAL_UNPAD,
+};
+
+struct clip_hparams {
+    int32_t image_size;
+    int32_t patch_size;
+    int32_t n_embd;
+    int32_t n_ff;
+    int32_t projection_dim;
+    int32_t n_head;
+    int32_t n_layer;
+    int32_t proj_scale_factor = 0; // idefics3
+
+    // for models using dynamic image size, we need to have a smaller image size to warmup
+    // otherwise, user will get OOM everytime they load the model
+    int32_t warmup_image_size = 0;
+
+    ffn_op_type ffn_op = FFN_GELU;
+
+    patch_merge_type mm_patch_merge_type = PATCH_MERGE_FLAT;
+
+    float eps = 1e-6;
+    float rope_theta = 0.0;
+
+    std::vector<int32_t> image_grid_pinpoints;
+    int32_t image_crop_resolution;
+    std::unordered_set<int32_t> vision_feature_layer;
+    int32_t attn_window_size = 0;
+    int32_t n_wa_pattern = 0;
+    int32_t spatial_merge_size = 0;
+};
+
+struct clip_layer {
+    // attention
+    ggml_tensor * k_w = nullptr;
+    ggml_tensor * k_b = nullptr;
+    ggml_tensor * q_w = nullptr;
+    ggml_tensor * q_b = nullptr;
+    ggml_tensor * v_w = nullptr;
+    ggml_tensor * v_b = nullptr;
+
+    ggml_tensor * o_w = nullptr;
+    ggml_tensor * o_b = nullptr;
+
+    ggml_tensor * k_norm = nullptr;
+    ggml_tensor * q_norm = nullptr;
+
+    // layernorm 1
+    ggml_tensor * ln_1_w = nullptr;
+    ggml_tensor * ln_1_b = nullptr;
+
+    ggml_tensor * ff_up_w = nullptr;
+    ggml_tensor * ff_up_b = nullptr;
+    ggml_tensor * ff_gate_w = nullptr;
+    ggml_tensor * ff_gate_b = nullptr;
+    ggml_tensor * ff_down_w = nullptr;
+    ggml_tensor * ff_down_b = nullptr;
+
+    // layernorm 2
+    ggml_tensor * ln_2_w = nullptr;
+    ggml_tensor * ln_2_b = nullptr;
+
+    // layer scale (no bias)
+    ggml_tensor * ls_1_w = nullptr;
+    ggml_tensor * ls_2_w = nullptr;
+};
+
+struct clip_vision_model {
+    struct clip_hparams hparams;
+
+    // embeddings
+    ggml_tensor * class_embedding = nullptr;
+    ggml_tensor * patch_embeddings_0 = nullptr;
+    ggml_tensor * patch_embeddings_1 = nullptr;  // second Conv2D kernel when we decouple Conv3D along temproal dimension (Qwen2VL)
+    ggml_tensor * patch_bias = nullptr;
+    ggml_tensor * position_embeddings = nullptr;
+
+    ggml_tensor * pre_ln_w = nullptr;
+    ggml_tensor * pre_ln_b = nullptr;
+
+    std::vector<clip_layer> layers;
+
+    ggml_tensor * post_ln_w;
+    ggml_tensor * post_ln_b;
+
+    ggml_tensor * projection;
+
+    // LLaVA projection
+    ggml_tensor * mm_input_norm_w = nullptr;
+    ggml_tensor * mm_0_w = nullptr;
+    ggml_tensor * mm_0_b = nullptr;
+    ggml_tensor * mm_2_w = nullptr;
+    ggml_tensor * mm_2_b = nullptr;
+
+    ggml_tensor * image_newline = nullptr;
+
+    // Yi type models with mlp+normalization projection
+    ggml_tensor * mm_1_w = nullptr; // Yi type models have 0, 1, 3, 4
+    ggml_tensor * mm_1_b = nullptr;
+    ggml_tensor * mm_3_w = nullptr;
+    ggml_tensor * mm_3_b = nullptr;
+    ggml_tensor * mm_4_w = nullptr;
+    ggml_tensor * mm_4_b = nullptr;
+
+    // GLMV-Edge projection
+    ggml_tensor * mm_model_adapter_conv_w = nullptr;
+    ggml_tensor * mm_model_adapter_conv_b = nullptr;
+    ggml_tensor * mm_glm_tok_boi = nullptr;
+    ggml_tensor * mm_glm_tok_eoi = nullptr;
+
+    // MobileVLM projection
+    ggml_tensor * mm_model_mlp_1_w = nullptr;
+    ggml_tensor * mm_model_mlp_1_b = nullptr;
+    ggml_tensor * mm_model_mlp_3_w = nullptr;
+    ggml_tensor * mm_model_mlp_3_b = nullptr;
+    ggml_tensor * mm_model_block_1_block_0_0_w = nullptr;
+    ggml_tensor * mm_model_block_1_block_0_1_w = nullptr;
+    ggml_tensor * mm_model_block_1_block_0_1_b = nullptr;
+    ggml_tensor * mm_model_block_1_block_1_fc1_w = nullptr;
+    ggml_tensor * mm_model_block_1_block_1_fc1_b = nullptr;
+    ggml_tensor * mm_model_block_1_block_1_fc2_w = nullptr;
+    ggml_tensor * mm_model_block_1_block_1_fc2_b = nullptr;
+    ggml_tensor * mm_model_block_1_block_2_0_w = nullptr;
+    ggml_tensor * mm_model_block_1_block_2_1_w = nullptr;
+    ggml_tensor * mm_model_block_1_block_2_1_b = nullptr;
+    ggml_tensor * mm_model_block_2_block_0_0_w = nullptr;
+    ggml_tensor * mm_model_block_2_block_0_1_w = nullptr;
+    ggml_tensor * mm_model_block_2_block_0_1_b = nullptr;
+    ggml_tensor * mm_model_block_2_block_1_fc1_w = nullptr;
+    ggml_tensor * mm_model_block_2_block_1_fc1_b = nullptr;
+    ggml_tensor * mm_model_block_2_block_1_fc2_w = nullptr;
+    ggml_tensor * mm_model_block_2_block_1_fc2_b = nullptr;
+    ggml_tensor * mm_model_block_2_block_2_0_w = nullptr;
+    ggml_tensor * mm_model_block_2_block_2_1_w = nullptr;
+    ggml_tensor * mm_model_block_2_block_2_1_b = nullptr;
+
+    // MobileVLM_V2 projection
+    ggml_tensor * mm_model_mlp_0_w = nullptr;
+    ggml_tensor * mm_model_mlp_0_b = nullptr;
+    ggml_tensor * mm_model_mlp_2_w = nullptr;
+    ggml_tensor * mm_model_mlp_2_b = nullptr;
+    ggml_tensor * mm_model_peg_0_w = nullptr;
+    ggml_tensor * mm_model_peg_0_b = nullptr;
+
+    // MINICPMV projection
+    ggml_tensor * mm_model_pos_embed_k = nullptr;
+    ggml_tensor * mm_model_query = nullptr;
+    ggml_tensor * mm_model_proj = nullptr;
+    ggml_tensor * mm_model_kv_proj = nullptr;
+    ggml_tensor * mm_model_attn_q_w = nullptr;
+    ggml_tensor * mm_model_attn_q_b = nullptr;
+    ggml_tensor * mm_model_attn_k_w = nullptr;
+    ggml_tensor * mm_model_attn_k_b = nullptr;
+    ggml_tensor * mm_model_attn_v_w = nullptr;
+    ggml_tensor * mm_model_attn_v_b = nullptr;
+    ggml_tensor * mm_model_attn_o_w = nullptr;
+    ggml_tensor * mm_model_attn_o_b = nullptr;
+    ggml_tensor * mm_model_ln_q_w = nullptr;
+    ggml_tensor * mm_model_ln_q_b = nullptr;
+    ggml_tensor * mm_model_ln_kv_w = nullptr;
+    ggml_tensor * mm_model_ln_kv_b = nullptr;
+    ggml_tensor * mm_model_ln_post_w = nullptr;
+    ggml_tensor * mm_model_ln_post_b = nullptr;
+
+    // gemma3
+    ggml_tensor * mm_input_proj_w = nullptr;
+    ggml_tensor * mm_soft_emb_norm_w = nullptr;
+
+    // pixtral
+    ggml_tensor * token_embd_img_break = nullptr;
+    ggml_tensor * mm_patch_merger_w = nullptr;
+};
+
+struct clip_ctx {
+    bool has_llava_projector = false;
+    int minicpmv_version = 0;
+
+    struct clip_vision_model vision_model;
+    projector_type proj_type = PROJECTOR_TYPE_MLP;
+
+    float image_mean[3];
+    float image_std[3];
+
+    gguf_context_ptr ctx_gguf;
+    ggml_context_ptr ctx_data;
+
+    std::vector<uint8_t> buf_compute_meta;
+
+    std::vector<ggml_backend_t> backend_ptrs;
+    std::vector<ggml_backend_buffer_type_t> backend_buft;
+
+    ggml_backend_t backend;
+    ggml_backend_t backend_cpu;
+    ggml_backend_buffer_ptr buf;
+
+    int max_nodes = 8192;
+    ggml_backend_sched_ptr sched;
+
+    clip_image_size load_image_size;
+
+    clip_ctx(clip_context_params & ctx_params) {
+        backend_cpu = ggml_backend_init_by_type(GGML_BACKEND_DEVICE_TYPE_CPU, nullptr);
+        if (!backend_cpu) {
+            throw std::runtime_error("failed to initialize CPU backend");
+        }
+        backend = ctx_params.use_gpu
+                    ? ggml_backend_init_by_type(GGML_BACKEND_DEVICE_TYPE_GPU, nullptr)
+                    : nullptr;
+
+        if (backend) {
+            LOG_INF("%s: CLIP using %s backend\n", __func__, ggml_backend_name(backend));
+            backend_ptrs.push_back(backend);
+            backend_buft.push_back(ggml_backend_get_default_buffer_type(backend));
+        } else {
+            backend = backend_cpu;
+            LOG_INF("%s: CLIP using CPU backend\n", __func__);
+        }
+
+        backend_ptrs.push_back(backend_cpu);
+        backend_buft.push_back(ggml_backend_get_default_buffer_type(backend_cpu));
+
+        sched.reset(
+            ggml_backend_sched_new(backend_ptrs.data(), backend_buft.data(), backend_ptrs.size(), 8192, false, true)
+        );
+    }
+
+    ~clip_ctx() {
+        ggml_backend_free(backend);
+        if (backend != backend_cpu) {
+            ggml_backend_free(backend_cpu);
+        }
+    }
+};
+
+struct clip_graph {
+    clip_ctx * ctx;
+    const clip_vision_model & model;
+    const clip_hparams & hparams;
+
+    // we only support single image per batch
+    const clip_image_f32 & img;
+
+    const int patch_size;
+    const int n_patches_x;
+    const int n_patches_y;
+    const int n_patches;
+    const int n_embd;
+    const int n_head;
+    const int d_head;
+    const int n_layer;
+    const float eps;
+    const float kq_scale;
+
+    ggml_context_ptr ctx0_ptr;
+    ggml_context * ctx0;
+    ggml_cgraph * gf;
+
+    clip_graph(clip_ctx * ctx, const clip_image_f32 & img) :
+            ctx(ctx),
+            model(ctx->vision_model),
+            hparams(model.hparams),
+            img(img),
+            patch_size(hparams.patch_size),
+            n_patches_x(img.nx / patch_size),
+            n_patches_y(img.ny / patch_size),
+            n_patches(n_patches_x * n_patches_y),
+            n_embd(hparams.n_embd),
+            n_head(hparams.n_head),
+            d_head(n_embd / n_head),
+            n_layer(hparams.n_layer),
+            eps(hparams.eps),
+            kq_scale(1.0f / sqrtf((float)d_head)) {
+        struct ggml_init_params params = {
+            /*.mem_size   =*/ ctx->buf_compute_meta.size(),
+            /*.mem_buffer =*/ ctx->buf_compute_meta.data(),
+            /*.no_alloc   =*/ true,
+        };
+        ctx0_ptr.reset(ggml_init(params));
+        ctx0 = ctx0_ptr.get();
+        gf = ggml_new_graph(ctx0);
+    }
+
+    ggml_cgraph * build_siglip() {
+        ggml_tensor * inp = build_inp();
+        ggml_tensor * cur = build_vit(
+                                inp, n_patches,
+                                NORM_TYPE_NORMAL,
+                                hparams.ffn_op,
+                                model.position_embeddings,
+                                nullptr);
+
+        if (ctx->proj_type == PROJECTOR_TYPE_GEMMA3) {
+            const int batch_size = 1;
+            GGML_ASSERT(n_patches_x == n_patches_y);
+            const int patches_per_image = n_patches_x;
+            const int kernel_size = hparams.proj_scale_factor;
+
+            cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+            cur = ggml_reshape_4d(ctx0, cur, patches_per_image, patches_per_image, n_embd, batch_size);
+
+            // doing a pool2d to reduce the number of output tokens
+            cur = ggml_pool_2d(ctx0, cur, GGML_OP_POOL_AVG, kernel_size, kernel_size, kernel_size, kernel_size, 0, 0);
+            cur = ggml_reshape_3d(ctx0, cur, cur->ne[0] * cur->ne[0], n_embd, batch_size);
+            cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+
+            // apply norm before projection
+            cur = ggml_rms_norm(ctx0, cur, eps);
+            cur = ggml_mul(ctx0, cur, model.mm_soft_emb_norm_w);
+
+            // apply projection
+            cur = ggml_mul_mat(ctx0,
+                ggml_cont(ctx0, ggml_transpose(ctx0, model.mm_input_proj_w)),
+                cur);
+
+        } else if (ctx->proj_type == PROJECTOR_TYPE_IDEFICS3) {
+            // https://github.com/huggingface/transformers/blob/0a950e0bbe1ed58d5401a6b547af19f15f0c195e/src/transformers/models/idefics3/modeling_idefics3.py#L578
+
+            const int scale_factor = model.hparams.proj_scale_factor;
+            const int n_embd = cur->ne[0];
+            const int seq    = cur->ne[1];
+            const int bsz    = 1; // batch size, always 1 for now since we don't support batching
+            const int height = std::sqrt(seq);
+            const int width  = std::sqrt(seq);
+            GGML_ASSERT(scale_factor != 0);
+            cur = ggml_reshape_4d(ctx0, cur, n_embd * scale_factor, width / scale_factor, height, bsz);
+            cur = ggml_permute(ctx0, cur, 0, 2, 1, 3);
+            cur = ggml_reshape_4d(ctx0, ggml_cont(ctx0, cur),
+                n_embd * scale_factor * scale_factor,
+                height / scale_factor,
+                width / scale_factor,
+                bsz);
+            cur = ggml_permute(ctx0, cur, 0, 2, 1, 3);
+            cur = ggml_reshape_3d(ctx0, ggml_cont(ctx0, cur),
+                n_embd * scale_factor * scale_factor,
+                seq / (scale_factor * scale_factor),
+                bsz);
+
+            cur = ggml_mul_mat(ctx0, model.projection, cur);
+        } else {
+            GGML_ABORT("SigLIP: Unsupported projector type");
+        }
+
+        // build the graph
+        ggml_build_forward_expand(gf, cur);
+
+        return gf;
+    }
+
+    ggml_cgraph * build_pixtral() {
+        const int n_merge = hparams.spatial_merge_size;
+
+        // 2D input positions
+        ggml_tensor * pos_h = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches);
+        ggml_set_name(pos_h, "pos_h");
+        ggml_set_input(pos_h);
+
+        ggml_tensor * pos_w = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches);
+        ggml_set_name(pos_w, "pos_w");
+        ggml_set_input(pos_w);
+
+        auto add_pos = [&](ggml_tensor * cur, const clip_layer &) {
+            return build_rope_2d(ctx0, cur, pos_h, pos_w, hparams.rope_theta);
+        };
+
+        ggml_tensor * inp = build_inp();
+        ggml_tensor * cur = build_vit(
+                                inp, n_patches,
+                                NORM_TYPE_RMS,
+                                hparams.ffn_op,
+                                nullptr, // no learned pos embd
+                                add_pos);
+
+        // mistral small 3.1 patch merger
+        // ref: https://github.com/huggingface/transformers/blob/7a3e208892c06a5e278144eaf38c8599a42f53e7/src/transformers/models/mistral3/modeling_mistral3.py#L67
+        if (model.mm_patch_merger_w) {
+            GGML_ASSERT(hparams.spatial_merge_size > 0);
+
+            cur = ggml_mul(ctx0, ggml_rms_norm(ctx0, cur, eps), model.mm_input_norm_w);
+
+            // reshape image tokens to 2D grid
+            cur = ggml_reshape_3d(ctx0, cur, n_embd, n_patches_x, n_patches_y);
+            cur = ggml_permute(ctx0, cur, 2, 0, 1, 3); // [x, y, n_embd]
+            cur = ggml_cont(ctx0, cur);
+
+            // torch.nn.functional.unfold is just an im2col under the hood
+            // we just need a dummy kernel to make it work
+            ggml_tensor * kernel = ggml_view_3d(ctx0, cur, n_merge, n_merge, cur->ne[2], 0, 0, 0);
+            cur = ggml_im2col(ctx0, kernel, cur, n_merge, n_merge, 0, 0, 1, 1, true, inp->type);
+
+            // project to n_embd
+            cur = ggml_reshape_2d(ctx0, cur, cur->ne[0], cur->ne[1] * cur->ne[2]);
+            cur = ggml_mul_mat(ctx0, model.mm_patch_merger_w, cur);
+        }
+
+        // LlavaMultiModalProjector (always using GELU activation)
+        {
+            cur = ggml_mul_mat(ctx0, model.mm_1_w, cur);
+            if (model.mm_1_b) {
+                cur = ggml_add(ctx0, cur, model.mm_1_b);
+            }
+
+            cur = ggml_gelu(ctx0, cur);
+            cur = ggml_mul_mat(ctx0, model.mm_2_w, cur);
+            if (model.mm_2_b) {
+                cur = ggml_add(ctx0, cur, model.mm_2_b);
+            }
+        }
+
+        // arrangement of the [IMG_BREAK] token
+        {
+            // not efficient, but works
+            // the trick is to view the embeddings as a 3D tensor with shape [n_embd, n_patches_per_row, n_rows]
+            // and then concatenate the [IMG_BREAK] token to the end of each row, aka n_patches_per_row dimension
+            // after the concatenation, we have a tensor with shape [n_embd, n_patches_per_row + 1, n_rows]
+
+            const int p_y             = n_merge > 0 ? n_patches_y / n_merge : n_patches_y;
+            const int p_x             = n_merge > 0 ? n_patches_x / n_merge : n_patches_x;
+            const int p_total         = p_x * p_y;
+            const int n_embd_text     = cur->ne[0];
+            const int n_tokens_output = p_total + p_y - 1; // one [IMG_BREAK] per row, except the last row
+
+            ggml_tensor * tmp = ggml_reshape_3d(ctx0, cur, n_embd_text, p_x, p_y);
+            ggml_tensor * tok = ggml_new_tensor_3d(ctx0, tmp->type, n_embd_text, 1, p_y);
+            tok = ggml_scale(ctx0, tok, 0.0); // clear the tensor
+            tok = ggml_add(ctx0, tok, model.token_embd_img_break);
+            tmp = ggml_concat(ctx0, tmp, tok, 1);
+            cur = ggml_view_2d(ctx0, tmp,
+                n_embd_text, n_tokens_output,
+                ggml_row_size(tmp->type, n_embd_text), 0);
+        }
+
+        // build the graph
+        ggml_build_forward_expand(gf, cur);
+
+        return gf;
+    }
+
+    // Qwen2VL and Qwen2.5VL use M-RoPE
+    ggml_cgraph * build_qwen2vl() {
+        GGML_ASSERT(model.patch_bias == nullptr);
+        GGML_ASSERT(model.class_embedding == nullptr);
+
+        const int batch_size       = 1;
+        const bool use_window_attn = hparams.n_wa_pattern > 0;
+        const int n_wa_pattern     = hparams.n_wa_pattern;
+        const int n_pos            = n_patches;
+        const int num_position_ids = n_pos * 4; // m-rope requires 4 dim per position
+
+        norm_type norm_t = ctx->proj_type == PROJECTOR_TYPE_QWEN25VL
+            ? NORM_TYPE_RMS // qwen 2.5 vl
+            : NORM_TYPE_NORMAL; // qwen 2 vl
+
+        int mrope_sections[4] = {d_head/4, d_head/4, d_head/4, d_head/4};
+
+        ggml_tensor * inp_raw = build_inp_raw();
+        ggml_tensor * inp = ggml_conv_2d(ctx0, model.patch_embeddings_0, inp_raw, patch_size, patch_size, 0, 0, 1, 1);
+
+        GGML_ASSERT(img.nx % (patch_size * 2) == 0);
+        GGML_ASSERT(img.ny % (patch_size * 2) == 0);
+
+        // second conv dimension
+        {
+            auto inp_1 = ggml_conv_2d(ctx0, model.patch_embeddings_1, inp_raw, patch_size, patch_size, 0, 0, 1, 1);
+            inp = ggml_add(ctx0, inp, inp_1);
+
+            inp = ggml_cont(ctx0, ggml_permute(ctx0, inp, 1, 2, 0, 3));  // [w, h, c, b] -> [c, w, h, b]
+            inp = ggml_reshape_4d(
+                ctx0, inp,
+                n_embd * 2, n_patches_x / 2, n_patches_y, batch_size);
+            inp = ggml_reshape_4d(
+                ctx0, inp,
+                n_embd * 2, n_patches_x / 2, 2, batch_size * (n_patches_y / 2));
+            inp = ggml_cont(ctx0, ggml_permute(ctx0, inp, 0, 2, 1, 3));
+            inp = ggml_reshape_3d(
+                ctx0, inp,
+                n_embd, n_patches_x * n_patches_y, batch_size);
+        }
+
+        ggml_tensor * inpL           = inp;
+        ggml_tensor * window_mask    = nullptr;
+        ggml_tensor * window_idx     = nullptr;
+        ggml_tensor * inv_window_idx = nullptr;
+
+        ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, num_position_ids);
+        ggml_set_name(positions, "positions");
+        ggml_set_input(positions);
+
+        // pre-layernorm
+        if (model.pre_ln_w) {
+            inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, norm_t, eps, -1);
+        }
+
+        if (use_window_attn) {
+            // handle window attention inputs
+            inv_window_idx = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos / 4);
+            ggml_set_name(inv_window_idx, "inv_window_idx");
+            ggml_set_input(inv_window_idx);
+            // mask for window attention
+            window_mask = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_pos, n_pos);
+            ggml_set_name(window_mask, "window_mask");
+            ggml_set_input(window_mask);
+
+            // inpL shape: [n_embd, n_patches_x * n_patches_y, batch_size]
+            GGML_ASSERT(batch_size == 1);
+            inpL = ggml_reshape_2d(ctx0, inpL, n_embd * 4, n_patches_x * n_patches_y * batch_size / 4);
+            inpL = ggml_get_rows(ctx0, inpL, inv_window_idx);
+            inpL = ggml_reshape_3d(ctx0, inpL, n_embd, n_patches_x * n_patches_y, batch_size);
+        }
+
+        // loop over layers
+        for (int il = 0; il < n_layer; il++) {
+            auto & layer = model.layers[il];
+            const bool full_attn = use_window_attn ? (il + 1) % n_wa_pattern == 0 : true;
+
+            ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states
+
+            // layernorm1
+            cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, norm_t, eps, il);
+            cb(cur, "ln1", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = ggml_add(ctx0,
+                    ggml_mul_mat(ctx0, layer.q_w, cur), layer.q_b);
+                ggml_tensor * Kcur = ggml_add(ctx0,
+                    ggml_mul_mat(ctx0, layer.k_w, cur), layer.k_b);
+                ggml_tensor * Vcur = ggml_add(ctx0,
+                    ggml_mul_mat(ctx0, layer.v_w, cur), layer.v_b);
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_patches);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_patches);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_patches);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                // apply M-RoPE
+                Qcur = ggml_rope_multi(
+                    ctx0, Qcur, positions, nullptr,
+                    d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1);
+                Kcur = ggml_rope_multi(
+                    ctx0, Kcur, positions, nullptr,
+                    d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1);
+
+                cb(Qcur, "Qcur_rope", il);
+                cb(Kcur, "Kcur_rope", il);
+
+                ggml_tensor * attn_mask = full_attn ? nullptr : window_mask;
+
+                cur = build_attn(layer.o_w, layer.o_b,
+                    Qcur, Kcur, Vcur, attn_mask, kq_scale, il);
+                cb(cur, "attn_out", il);
+            }
+
+            // re-add the layer input, e.g., residual
+            cur = ggml_add(ctx0, cur, inpL);
+
+            inpL = cur; // inpL = residual, cur = hidden_states
+
+            cb(cur, "ffn_inp", il);
+
+            // layernorm2
+            cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, norm_t, eps, il);
+            cb(cur, "ffn_inp_normed", il);
+
+            // ffn
+            cur = build_ffn(cur,
+                layer.ff_up_w, layer.ff_up_b,
+                layer.ff_gate_w, layer.ff_gate_b,
+                layer.ff_down_w, layer.ff_down_b,
+                hparams.ffn_op, il);
+
+            cb(cur, "ffn_out", il);
+
+            // residual 2
+            cur = ggml_add(ctx0, inpL, cur);
+            cb(cur, "layer_out", il);
+
+            inpL = cur;
+        }
+
+        // post-layernorm
+        if (model.post_ln_w) {
+            inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, norm_t, eps, n_layer);
+        }
+
+        // multimodal projection
+        ggml_tensor * embeddings = inpL;
+        embeddings = ggml_reshape_3d(ctx0, embeddings, n_embd * 4, n_pos / 4, batch_size);
+
+        embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings);
+        embeddings = ggml_add(ctx0, embeddings, model.mm_0_b);
+
+        // GELU activation
+        embeddings = ggml_gelu(ctx0, embeddings);
+
+        // Second linear layer
+        embeddings = ggml_mul_mat(ctx0, model.mm_1_w, embeddings);
+        embeddings = ggml_add(ctx0, embeddings, model.mm_1_b);
+
+        if (use_window_attn) {
+            window_idx = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos / 4);
+            ggml_set_name(window_idx, "window_idx");
+            ggml_set_input(window_idx);
+
+            // embeddings shape: [n_embd, n_patches_x * n_patches_y, batch_size]
+            GGML_ASSERT(batch_size == 1);
+            embeddings = ggml_reshape_2d(ctx0, embeddings, hparams.projection_dim, n_patches_x * n_patches_y / 4);
+            embeddings = ggml_get_rows(ctx0, embeddings, window_idx);
+            embeddings = ggml_reshape_3d(ctx0, embeddings, hparams.projection_dim, n_patches_x * n_patches_y / 4, batch_size);
+        }
+
+        // build the graph
+        ggml_build_forward_expand(gf, embeddings);
+
+        return gf;
+    }
+
+    ggml_cgraph * build_minicpmv() {
+        const int batch_size = 1;
+
+        GGML_ASSERT(model.class_embedding == nullptr);
+        const int n_pos = n_patches;
+
+        // position embeddings for the projector (not for ViT)
+        int n_output_dim = clip_n_mmproj_embd(ctx);
+        ggml_tensor * pos_embed = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, n_output_dim, n_pos, batch_size);
+        ggml_set_name(pos_embed, "pos_embed");
+        ggml_set_input(pos_embed);
+
+        // for selecting learned pos embd, used by ViT
+        struct ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos);
+        ggml_set_name(positions, "positions");
+        ggml_set_input(positions);
+
+        ggml_tensor * learned_pos_embd = ggml_get_rows(ctx0, model.position_embeddings, positions);
+
+        ggml_tensor * inp = build_inp();
+        ggml_tensor * embeddings = build_vit(
+                                inp, n_patches,
+                                NORM_TYPE_NORMAL,
+                                hparams.ffn_op,
+                                learned_pos_embd,
+                                nullptr);
+
+        // resampler projector (it is just another transformer)
+
+        ggml_tensor * q = model.mm_model_query;
+        ggml_tensor * v = ggml_mul_mat(ctx0, model.mm_model_kv_proj, embeddings);
+
+        // norm
+        q = build_norm(q, model.mm_model_ln_q_w, model.mm_model_ln_q_b, NORM_TYPE_NORMAL, eps, -1);
+        v = build_norm(v, model.mm_model_ln_kv_w, model.mm_model_ln_kv_b, NORM_TYPE_NORMAL, eps, -1);
+
+        // k = v + pos_embed
+        ggml_tensor * k = ggml_add(ctx0, v, pos_embed);
+
+        // attention
+        {
+            int n_embd = clip_n_mmproj_embd(ctx);
+            const int d_head = 128;
+            int n_head = n_embd/d_head;
+            int num_query = 96;
+            if (ctx->minicpmv_version == 2) {
+                num_query = 96;
+            } else if (ctx->minicpmv_version == 3) {
+                num_query = 64;
+            } else if (ctx->minicpmv_version == 4) {
+                num_query = 64;
+            }
+
+            ggml_tensor * Q = ggml_add(ctx0,
+                ggml_mul_mat(ctx0, model.mm_model_attn_q_w, q),
+                model.mm_model_attn_q_b);
+            ggml_tensor * K = ggml_add(ctx0,
+                ggml_mul_mat(ctx0, model.mm_model_attn_k_w, k),
+                model.mm_model_attn_k_b);
+            ggml_tensor * V = ggml_add(ctx0,
+                ggml_mul_mat(ctx0, model.mm_model_attn_v_w, v),
+                model.mm_model_attn_v_b);
+
+            Q = ggml_reshape_3d(ctx0, Q, d_head, n_head, num_query);
+            K = ggml_reshape_3d(ctx0, K, d_head, n_head, n_pos);
+            V = ggml_reshape_3d(ctx0, V, d_head, n_head, n_pos);
+
+            cb(Q, "resampler_Q", -1);
+            cb(K, "resampler_K", -1);
+            cb(V, "resampler_V", -1);
+
+            embeddings = build_attn(
+                model.mm_model_attn_o_w,
+                model.mm_model_attn_o_b,
+                Q, K, V, nullptr, kq_scale, -1);
+            cb(embeddings, "resampler_attn_out", -1);
+        }
+        // layernorm
+        embeddings = build_norm(embeddings, model.mm_model_ln_post_w, model.mm_model_ln_post_b, NORM_TYPE_NORMAL, eps, -1);
+
+        // projection
+        embeddings = ggml_mul_mat(ctx0, model.mm_model_proj, embeddings);
+
+        // build the graph
+        ggml_build_forward_expand(gf, embeddings);
+
+        return gf;
+    }
+
+    ggml_cgraph * build_internvl() {
+        GGML_ASSERT(model.class_embedding != nullptr);
+        GGML_ASSERT(model.position_embeddings != nullptr);
+
+        const int n_pos = n_patches + 1;
+        ggml_tensor * inp = build_inp();
+
+        // add CLS token
+        inp = ggml_concat(ctx0, inp, model.class_embedding, 1);
+
+        // The larger models use a different ViT, which uses RMS norm instead of layer norm
+        // ref: https://github.com/ggml-org/llama.cpp/pull/13443#issuecomment-2869786188
+        norm_type norm_t = (hparams.n_embd == 3200 && hparams.n_layer == 45)
+            ? NORM_TYPE_RMS // 6B ViT (Used by InternVL 2.5/3 - 26B, 38B, 78B)
+            : NORM_TYPE_NORMAL; // 300M ViT (Used by all smaller InternVL models)
+
+        ggml_tensor * cur = build_vit(
+                                inp, n_pos,
+                                norm_t,
+                                hparams.ffn_op,
+                                model.position_embeddings,
+                                nullptr);
+
+        // remove CLS token
+        cur = ggml_view_2d(ctx0, cur,
+            n_embd, n_patches,
+            ggml_row_size(cur->type, n_embd), 0);
+
+        // pixel shuffle
+        {
+            const int scale_factor = model.hparams.proj_scale_factor;
+            const int bsz    = 1; // batch size, always 1 for now since we don't support batching
+            const int height = n_patches_y;
+            const int width  = n_patches_x;
+            GGML_ASSERT(scale_factor > 0);
+            cur = ggml_reshape_4d(ctx0, cur, n_embd * scale_factor, height / scale_factor, width, bsz);
+            cur = ggml_permute(ctx0, cur, 0, 2, 1, 3);
+            cur = ggml_reshape_4d(ctx0, ggml_cont(ctx0, cur),
+                n_embd * scale_factor * scale_factor,
+                height / scale_factor,
+                width / scale_factor,
+                bsz);
+            cur = ggml_permute(ctx0, cur, 0, 2, 1, 3);
+            // flatten to 2D
+            cur = ggml_reshape_2d(ctx0, ggml_cont(ctx0, cur),
+                n_embd * scale_factor * scale_factor,
+                cur->ne[1] * cur->ne[2]);
+        }
+
+        // projector (always using GELU activation)
+        {
+            // projector LayerNorm uses pytorch's default eps = 1e-5
+            // ref: https://huggingface.co/OpenGVLab/InternVL3-8B-Instruct/blob/a34d3e4e129a5856abfd6aa6de79776484caa14e/modeling_internvl_chat.py#L79
+            cur = build_norm(cur, model.mm_0_w, model.mm_0_b, NORM_TYPE_NORMAL, 1e-5, -1);
+            cur = ggml_mul_mat(ctx0, model.mm_1_w, cur);
+            cur = ggml_add(ctx0, cur, model.mm_1_b);
+            cur = ggml_gelu(ctx0, cur);
+            cur = ggml_mul_mat(ctx0, model.mm_3_w, cur);
+            cur = ggml_add(ctx0, cur, model.mm_3_b);
+        }
+
+        // build the graph
+        ggml_build_forward_expand(gf, cur);
+
+        return gf;
+    }
+
+    // this graph is used by llava, granite and glm
+    // due to having embedding_stack (used by granite), we cannot reuse build_vit
+    ggml_cgraph * build_llava() {
+        const int batch_size = 1;
+        const int n_pos = n_patches + (model.class_embedding ? 1 : 0);
+
+        GGML_ASSERT(n_patches_x == n_patches_y && "only square images supported");
+
+        // Calculate the deepest feature layer based on hparams and projector type
+        int max_feature_layer = n_layer;
+        {
+            // Get the index of the second to last layer; this is the default for models that have a llava projector
+            int il_last = hparams.n_layer - 1;
+            int deepest_feature_layer = -1;
+
+            if (ctx->proj_type == PROJECTOR_TYPE_MINICPMV || ctx->proj_type == PROJECTOR_TYPE_GLM_EDGE) {
+                il_last += 1;
+            }
+
+            // If we set explicit vision feature layers, only go up to the deepest one
+            // NOTE: only used by granite-vision models for now
+            for (const auto & feature_layer : hparams.vision_feature_layer) {
+                if (feature_layer > deepest_feature_layer) {
+                    deepest_feature_layer = feature_layer;
+                }
+            }
+            max_feature_layer = deepest_feature_layer < 0 ? il_last : deepest_feature_layer;
+        }
+
+        ggml_tensor * inp = build_inp();
+
+        // concat class_embeddings and patch_embeddings
+        if (model.class_embedding) {
+            inp = ggml_concat(ctx0, inp, model.class_embedding, 1);
+        }
+
+        ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos);
+        ggml_set_name(positions, "positions");
+        ggml_set_input(positions);
+
+        inp = ggml_add(ctx0, inp, ggml_get_rows(ctx0, model.position_embeddings, positions));
+
+        ggml_tensor * inpL = inp;
+
+        // pre-layernorm
+        if (model.pre_ln_w) {
+            inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, NORM_TYPE_NORMAL, eps, -1);
+            cb(inpL, "pre_ln", -1);
+        }
+
+        std::vector<ggml_tensor *> embedding_stack;
+        const auto & vision_feature_layer = hparams.vision_feature_layer;
+
+        // loop over layers
+        for (int il = 0; il < max_feature_layer; il++) {
+            auto & layer = model.layers[il];
+            ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states
+
+            // If this is an embedding feature layer, save the output.
+            // NOTE: 0 index here refers to the input to the encoder.
+            if (vision_feature_layer.find(il) != vision_feature_layer.end()) {
+                embedding_stack.push_back(cur);
+            }
+
+            // layernorm1
+            cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, NORM_TYPE_NORMAL, eps, il);
+            cb(cur, "layer_inp_normed", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = ggml_mul_mat(ctx0, layer.q_w, cur);
+                if (layer.q_b) {
+                    Qcur = ggml_add(ctx0, Qcur, layer.q_b);
+                }
+
+                ggml_tensor * Kcur = ggml_mul_mat(ctx0, layer.k_w, cur);
+                if (layer.k_b) {
+                    Kcur = ggml_add(ctx0, Kcur, layer.k_b);
+                }
+
+                ggml_tensor * Vcur = ggml_mul_mat(ctx0, layer.v_w, cur);
+                if (layer.v_b) {
+                    Vcur = ggml_add(ctx0, Vcur, layer.v_b);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_pos);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                cur = build_attn(layer.o_w, layer.o_b,
+                    Qcur, Kcur, Vcur, nullptr, kq_scale, il);
+                cb(cur, "attn_out", il);
+            }
+
+            // re-add the layer input, e.g., residual
+            cur = ggml_add(ctx0, cur, inpL);
+
+            inpL = cur; // inpL = residual, cur = hidden_states
+
+            cb(cur, "ffn_inp", il);
+
+            // layernorm2
+            cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, NORM_TYPE_NORMAL, eps, il);
+            cb(cur, "ffn_inp_normed", il);
+
+            // ffn
+            cur = build_ffn(cur,
+                layer.ff_up_w, layer.ff_up_b,
+                layer.ff_gate_w, layer.ff_gate_b,
+                layer.ff_down_w, layer.ff_down_b,
+                hparams.ffn_op, il);
+
+            cb(cur, "ffn_out", il);
+
+            // residual 2
+            cur = ggml_add(ctx0, inpL, cur);
+            cb(cur, "layer_out", il);
+
+            inpL = cur;
+        }
+
+        // post-layernorm
+        if (model.post_ln_w) {
+            inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, NORM_TYPE_NORMAL, eps, -1);
+        }
+
+        ggml_tensor * embeddings = inpL;
+
+        // process vision feature layers (used by granite)
+        {
+            // final layer is a vision feature layer
+            if (vision_feature_layer.find(max_feature_layer) != vision_feature_layer.end()) {
+                embedding_stack.push_back(inpL);
+            }
+
+            // If feature layers are explicitly set, stack them (if we have multiple)
+            if (!embedding_stack.empty()) {
+                embeddings = embedding_stack[0];
+                for (size_t i = 1; i < embedding_stack.size(); i++) {
+                    embeddings = ggml_concat(ctx0, embeddings, embedding_stack[i], 0);
+                }
+            }
+        }
+
+        // llava projector (also used by granite)
+        if (ctx->has_llava_projector) {
+            embeddings = ggml_reshape_2d(ctx0, embeddings, embeddings->ne[0], embeddings->ne[1]);
+
+            ggml_tensor * patches = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches);
+            ggml_set_name(patches, "patches");
+            ggml_set_input(patches);
+
+            // shape [1, 576, 1024]
+            // ne is whcn, ne = [1024, 576, 1, 1]
+            embeddings = ggml_get_rows(ctx0, embeddings, patches);
+
+            // print_tensor_info(embeddings, "embeddings");
+
+            // llava projector
+            if (ctx->proj_type == PROJECTOR_TYPE_MLP) {
+                embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings);
+                embeddings = ggml_add(ctx0, embeddings, model.mm_0_b);
+
+                embeddings = ggml_gelu(ctx0, embeddings);
+                if (model.mm_2_w) {
+                    embeddings = ggml_mul_mat(ctx0, model.mm_2_w, embeddings);
+                    embeddings = ggml_add(ctx0, embeddings, model.mm_2_b);
+                }
+            }
+            else if (ctx->proj_type == PROJECTOR_TYPE_MLP_NORM) {
+                embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings);
+                embeddings = ggml_add(ctx0, embeddings, model.mm_0_b);
+                // ggml_tensor_printf(embeddings, "mm_0_w",0,true,false);
+                // First LayerNorm
+                embeddings = ggml_norm(ctx0, embeddings, eps);
+                embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_1_w),
+                                    model.mm_1_b);
+
+                // GELU activation
+                embeddings = ggml_gelu(ctx0, embeddings);
+
+                // Second linear layer
+                embeddings = ggml_mul_mat(ctx0, model.mm_3_w, embeddings);
+                embeddings = ggml_add(ctx0, embeddings, model.mm_3_b);
+
+                // Second LayerNorm
+                embeddings = ggml_norm(ctx0, embeddings, eps);
+                embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_4_w),
+                                    model.mm_4_b);
+            }
+            else if (ctx->proj_type == PROJECTOR_TYPE_LDP) {
+                // MobileVLM projector
+                int n_patch = 24;
+                ggml_tensor * mlp_1 = ggml_mul_mat(ctx0, model.mm_model_mlp_1_w, embeddings);
+                mlp_1 = ggml_add(ctx0, mlp_1, model.mm_model_mlp_1_b);
+                mlp_1 = ggml_gelu(ctx0, mlp_1);
+                ggml_tensor * mlp_3 = ggml_mul_mat(ctx0, model.mm_model_mlp_3_w, mlp_1);
+                mlp_3 = ggml_add(ctx0, mlp_3, model.mm_model_mlp_3_b);
+                // mlp_3 shape = [1, 576, 2048], ne = [2048, 576, 1, 1]
+
+                // block 1
+                ggml_tensor * block_1 = nullptr;
+                {
+                    // transpose from [1, 576, 2048] --> [1, 2048, 576] --> [1, 2048, 24, 24]
+                    mlp_3 = ggml_cont(ctx0, ggml_permute(ctx0, mlp_3, 1, 0, 2, 3));
+                    mlp_3 = ggml_reshape_4d(ctx0, mlp_3, n_patch, n_patch, mlp_3->ne[1], mlp_3->ne[2]);
+                    // stride = 1, padding = 1, bias is nullptr
+                    block_1 = ggml_conv_2d_dw(ctx0, model.mm_model_block_1_block_0_0_w, mlp_3, 1, 1, 1, 1, 1, 1);
+
+                    // layer norm
+                    // // block_1 shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1]
+                    block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 2, 0, 3));
+                    // block_1 shape = [1, 24, 24, 2048], ne = [2048, 24, 24, 1]
+                    block_1 = ggml_norm(ctx0, block_1, eps);
+                    block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_1_block_0_1_w), model.mm_model_block_1_block_0_1_b);
+                    block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 2, 0, 1, 3));
+
+                    // block_1 shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1]
+                    // hardswish
+                    ggml_tensor * block_1_hw = ggml_hardswish(ctx0, block_1);
+
+                    block_1 = ggml_pool_2d(ctx0, block_1_hw, GGML_OP_POOL_AVG, block_1_hw->ne[0], block_1_hw->ne[1], block_1_hw->ne[0], block_1_hw->ne[1], 0, 0);
+                    // block_1 shape = [1, 2048, 1, 1], ne = [1, 1, 2048, 1]
+                    // pointwise conv
+                    block_1 = ggml_reshape_2d(ctx0, block_1, block_1->ne[0]*block_1->ne[1]*block_1->ne[2], block_1->ne[3]);
+                    block_1 = ggml_mul_mat(ctx0, model.mm_model_block_1_block_1_fc1_w, block_1);
+                    block_1 = ggml_add(ctx0, block_1, model.mm_model_block_1_block_1_fc1_b);
+                    block_1 = ggml_relu(ctx0, block_1);
+                    block_1 = ggml_mul_mat(ctx0, model.mm_model_block_1_block_1_fc2_w, block_1);
+                    block_1 = ggml_add(ctx0, block_1, model.mm_model_block_1_block_1_fc2_b);
+                    block_1 = ggml_hardsigmoid(ctx0, block_1);
+                    // block_1_hw shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1], block_1 shape = [1, 2048], ne = [2048, 1, 1, 1]
+                    block_1 = ggml_reshape_4d(ctx0, block_1, 1, 1, block_1->ne[0], block_1->ne[1]);
+                    block_1 = ggml_mul(ctx0, block_1_hw, block_1);
+
+                    int w = block_1->ne[0], h = block_1->ne[1];
+                    block_1 = ggml_reshape_3d(ctx0, block_1, w*h, block_1->ne[2], block_1->ne[3]);
+                    block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 0, 2, 3));
+
+                    // block_1 shape = [1, 24*24, 2048], ne = [24*24, 2048, 1]
+                    block_1 = ggml_mul_mat(ctx0, model.mm_model_block_1_block_2_0_w, block_1);
+                    block_1 = ggml_reshape_4d(ctx0, block_1, block_1->ne[0], w, h, block_1->ne[3]);
+
+                    // block_1 shape = [1, 24, 24, 2048], ne = [2048, 24, 24, 1]
+                    block_1 = ggml_norm(ctx0, block_1, eps);
+                    block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_1_block_2_1_w), model.mm_model_block_1_block_2_1_b);
+                    block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 2, 0, 1, 3));
+                    // block1 shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1]
+                    // residual
+                    block_1 = ggml_add(ctx0, mlp_3, block_1);
+                }
+
+                // block_2
+                {
+                    // stride = 2
+                    block_1 = ggml_conv_2d_dw(ctx0, model.mm_model_block_2_block_0_0_w, block_1, 2, 2, 1, 1, 1, 1);
+
+                    // block_1 shape = [1, 2048, 12, 12], ne = [12, 12, 2048, 1]
+                    // layer norm
+                    block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 2, 0, 3));
+                    // block_1 shape = [1, 12, 12, 2048], ne = [2048, 12, 12, 1]
+                    block_1 = ggml_norm(ctx0, block_1, eps);
+                    block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_2_block_0_1_w), model.mm_model_block_2_block_0_1_b);
+                    block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 2, 0, 1, 3));
+                    // block_1 shape = [1, 2048, 12, 12], ne = [12, 12, 2048, 1]
+                    // hardswish
+                    ggml_tensor * block_1_hw = ggml_hardswish(ctx0, block_1);
+
+                    // not sure the parameters is right for globalAvgPooling
+                    block_1 = ggml_pool_2d(ctx0, block_1_hw, GGML_OP_POOL_AVG, block_1_hw->ne[0], block_1_hw->ne[1], block_1_hw->ne[0], block_1_hw->ne[1], 0, 0);
+                    // block_1 shape = [1, 2048, 1, 1], ne = [1, 1, 2048, 1]
+                    // pointwise conv
+                    block_1 = ggml_reshape_2d(ctx0, block_1, block_1->ne[0]*block_1->ne[1]*block_1->ne[2], block_1->ne[3]);
+                    block_1 = ggml_mul_mat(ctx0, model.mm_model_block_2_block_1_fc1_w, block_1);
+                    block_1 = ggml_add(ctx0, block_1, model.mm_model_block_2_block_1_fc1_b);
+                    block_1 = ggml_relu(ctx0, block_1);
+                    block_1 = ggml_mul_mat(ctx0, model.mm_model_block_2_block_1_fc2_w, block_1);
+                    block_1 = ggml_add(ctx0, block_1, model.mm_model_block_2_block_1_fc2_b);
+                    block_1 = ggml_hardsigmoid(ctx0, block_1);
+
+                    // block_1_hw shape = [1, 2048, 12, 12], ne = [12, 12, 2048, 1], block_1 shape = [1, 2048, 1, 1], ne = [1, 1, 2048, 1]
+                    block_1 = ggml_reshape_4d(ctx0, block_1, 1, 1, block_1->ne[0], block_1->ne[1]);
+                    block_1 = ggml_mul(ctx0, block_1_hw, block_1);
+
+                    int w = block_1->ne[0], h = block_1->ne[1];
+                    block_1 = ggml_reshape_3d(ctx0, block_1, w*h, block_1->ne[2], block_1->ne[3]);
+                    block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 0, 2, 3));
+                    // block_1 shape = [1, 24*24, 2048], ne = [24*24, 2048, 1]
+                    block_1 = ggml_mul_mat(ctx0, model.mm_model_block_2_block_2_0_w, block_1);
+                    block_1 = ggml_reshape_4d(ctx0, block_1, block_1->ne[0], w, h, block_1->ne[3]);
+
+
+                    // block_1 shape = [1, 12, 12, 2048], ne = [2048, 12, 12, 1]
+                    block_1 = ggml_norm(ctx0, block_1, eps);
+                    block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_2_block_2_1_w), model.mm_model_block_2_block_2_1_b);
+                    block_1 = ggml_reshape_3d(ctx0, block_1, block_1->ne[0], block_1->ne[1] * block_1->ne[2], block_1->ne[3]);
+                    // block_1 shape = [1, 144, 2048], ne = [2048, 144, 1]
+                }
+                embeddings = block_1;
+            }
+            else if (ctx->proj_type == PROJECTOR_TYPE_LDPV2)
+            {
+                int n_patch = 24;
+                ggml_tensor * mlp_0 = ggml_mul_mat(ctx0, model.mm_model_mlp_0_w, embeddings);
+                mlp_0 = ggml_add(ctx0, mlp_0, model.mm_model_mlp_0_b);
+                mlp_0 = ggml_gelu(ctx0, mlp_0);
+                ggml_tensor * mlp_2 = ggml_mul_mat(ctx0, model.mm_model_mlp_2_w, mlp_0);
+                mlp_2 = ggml_add(ctx0, mlp_2, model.mm_model_mlp_2_b);
+                // mlp_2 ne = [2048, 576, 1, 1]
+                // // AVG Pool Layer 2*2, strides = 2
+                mlp_2 = ggml_cont(ctx0, ggml_permute(ctx0, mlp_2, 1, 0, 2, 3));
+                // mlp_2 ne = [576, 2048, 1, 1]
+                mlp_2 = ggml_reshape_4d(ctx0, mlp_2, n_patch, n_patch, mlp_2->ne[1], mlp_2->ne[2]);
+                // mlp_2 ne [24, 24, 2048, 1]
+                mlp_2 = ggml_pool_2d(ctx0, mlp_2, GGML_OP_POOL_AVG, 2, 2, 2, 2, 0, 0);
+                // weight ne = [3, 3, 2048, 1]
+                ggml_tensor * peg_0 = ggml_conv_2d_dw(ctx0, model.mm_model_peg_0_w, mlp_2, 1, 1, 1, 1, 1, 1);
+                peg_0 = ggml_cont(ctx0, ggml_permute(ctx0, peg_0, 1, 2, 0, 3));
+                peg_0 = ggml_add(ctx0, peg_0, model.mm_model_peg_0_b);
+                mlp_2 = ggml_cont(ctx0, ggml_permute(ctx0, mlp_2, 1, 2, 0, 3));
+                peg_0 = ggml_add(ctx0, peg_0, mlp_2);
+                peg_0 = ggml_reshape_3d(ctx0, peg_0, peg_0->ne[0], peg_0->ne[1] * peg_0->ne[2], peg_0->ne[3]);
+                embeddings = peg_0;
+            }
+            else {
+                GGML_ABORT("fatal error");
+            }
+        }
+
+        // glm projector
+        else if (ctx->proj_type == PROJECTOR_TYPE_GLM_EDGE) {
+            size_t gridsz = (size_t)sqrt(embeddings->ne[1]);
+            embeddings = ggml_cont(ctx0, ggml_permute(ctx0,embeddings,1,0,2,3));
+            embeddings = ggml_reshape_3d(ctx0, embeddings, gridsz, gridsz, embeddings->ne[1]);
+            embeddings = ggml_conv_2d(ctx0, model.mm_model_adapter_conv_w, embeddings, 2, 2, 0, 0, 1, 1);
+            embeddings = ggml_reshape_3d(ctx0, embeddings,embeddings->ne[0]*embeddings->ne[1] , embeddings->ne[2], batch_size);
+            embeddings = ggml_cont(ctx0, ggml_permute(ctx0,embeddings, 1, 0, 2, 3));
+            embeddings = ggml_add(ctx0, embeddings, model.mm_model_adapter_conv_b);
+            // GLU
+            {
+                embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_0_w, embeddings);
+                embeddings = ggml_norm(ctx0, embeddings, eps);
+                embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_model_ln_q_w), model.mm_model_ln_q_b);
+                embeddings = ggml_gelu_inplace(ctx0, embeddings);
+                ggml_tensor * x = embeddings;
+                embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_2_w, embeddings);
+                x = ggml_mul_mat(ctx0, model.mm_model_mlp_1_w,x);
+                embeddings = ggml_silu_inplace(ctx0, embeddings);
+                embeddings = ggml_mul(ctx0, embeddings,x);
+                embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_3_w, embeddings);
+            }
+            // arrangement of BOI/EOI token embeddings
+            // note: these embeddings are not present in text model, hence we cannot process them as text tokens
+            // see: https://huggingface.co/THUDM/glm-edge-v-2b/blob/main/siglip.py#L53
+            {
+                embeddings = ggml_concat(ctx0, model.mm_glm_tok_boi, embeddings, 1); // BOI
+                embeddings = ggml_concat(ctx0, embeddings, model.mm_glm_tok_eoi, 1); // EOI
+            }
+        }
+
+        else {
+            GGML_ABORT("llava: unknown projector type");
+        }
+
+        // build the graph
+        ggml_build_forward_expand(gf, embeddings);
+
+        return gf;
+    }
+
+private:
+    //
+    // utility functions
+    //
+
+    void cb(ggml_tensor * cur, const char * name, int il) const {
+        // TODO: implement this
+        GGML_UNUSED(cur);
+        GGML_UNUSED(name);
+        GGML_UNUSED(il);
+    }
+
+    // build vision transformer (ViT) cgraph
+    // this function should cover most of the models
+    // if your model has specific features, you should probably duplicate this function
+    ggml_tensor * build_vit(
+                ggml_tensor * inp,
+                int64_t n_pos,
+                norm_type norm_t,
+                ffn_op_type ffn_t,
+                ggml_tensor * learned_pos_embd,
+                std::function<ggml_tensor *(ggml_tensor *, const clip_layer &)> add_pos
+            ) {
+        if (learned_pos_embd) {
+            inp = ggml_add(ctx0, inp, learned_pos_embd);
+            cb(inp, "pos_embed", -1);
+        }
+
+        ggml_tensor * inpL = inp;
+
+        // pre-layernorm
+        if (model.pre_ln_w) {
+            inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, norm_t, eps, -1);
+            cb(inpL, "pre_ln", -1);
+        }
+
+        // loop over layers
+        for (int il = 0; il < n_layer; il++) {
+            auto & layer = model.layers[il];
+            ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states
+
+            // layernorm1
+            cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, norm_t, eps, il);
+            cb(cur, "layer_inp_normed", il);
+
+            // self-attention
+            {
+                ggml_tensor * Qcur = ggml_mul_mat(ctx0, layer.q_w, cur);
+                if (layer.q_b) {
+                    Qcur = ggml_add(ctx0, Qcur, layer.q_b);
+                }
+
+                ggml_tensor * Kcur = ggml_mul_mat(ctx0, layer.k_w, cur);
+                if (layer.k_b) {
+                    Kcur = ggml_add(ctx0, Kcur, layer.k_b);
+                }
+
+                ggml_tensor * Vcur = ggml_mul_mat(ctx0, layer.v_w, cur);
+                if (layer.v_b) {
+                    Vcur = ggml_add(ctx0, Vcur, layer.v_b);
+                }
+
+                if (layer.q_norm) {
+                    Qcur = build_norm(Qcur, layer.q_norm, NULL, norm_t, eps, il);
+                    cb(Qcur, "Qcur_norm", il);
+                }
+
+                if (layer.k_norm) {
+                    Kcur = build_norm(Kcur, layer.k_norm, NULL, norm_t, eps, il);
+                    cb(Kcur, "Kcur_norm", il);
+                }
+
+                Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos);
+                Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos);
+                Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_pos);
+
+                cb(Qcur, "Qcur", il);
+                cb(Kcur, "Kcur", il);
+                cb(Vcur, "Vcur", il);
+
+                if (add_pos) {
+                    Qcur = add_pos(Qcur, layer);
+                    Kcur = add_pos(Kcur, layer);
+                    cb(Qcur, "Qcur_pos", il);
+                    cb(Kcur, "Kcur_pos", il);
+                }
+
+                cur = build_attn(layer.o_w, layer.o_b,
+                    Qcur, Kcur, Vcur, nullptr, kq_scale, il);
+                cb(cur, "attn_out", il);
+            }
+
+            if (layer.ls_1_w) {
+                cur = ggml_mul(ctx0, cur, layer.ls_1_w);
+                cb(cur, "attn_out_scaled", il);
+            }
+
+            // re-add the layer input, e.g., residual
+            cur = ggml_add(ctx0, cur, inpL);
+
+            inpL = cur; // inpL = residual, cur = hidden_states
+
+            cb(cur, "ffn_inp", il);
+
+            // layernorm2
+            cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, norm_t, eps, il);
+            cb(cur, "ffn_inp_normed", il);
+
+            // ffn
+            cur = build_ffn(cur,
+                layer.ff_up_w, layer.ff_up_b,
+                layer.ff_gate_w, layer.ff_gate_b,
+                layer.ff_down_w, layer.ff_down_b,
+                ffn_t, il);
+
+            cb(cur, "ffn_out", il);
+
+            if (layer.ls_2_w) {
+                cur = ggml_mul(ctx0, cur, layer.ls_2_w);
+                cb(cur, "ffn_out_scaled", il);
+            }
+
+            // residual 2
+            cur = ggml_add(ctx0, inpL, cur);
+            cb(cur, "layer_out", il);
+
+            inpL = cur;
+        }
+
+        // post-layernorm
+        if (model.post_ln_w) {
+            inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, norm_t, eps, -1);
+        }
+        return inpL;
+    }
+
+    // build the input after conv2d (inp_raw --> patches)
+    // returns tensor with shape [n_embd, n_patches]
+    ggml_tensor * build_inp() {
+        ggml_tensor * inp_raw = build_inp_raw();
+        ggml_tensor * inp = ggml_conv_2d(ctx0, model.patch_embeddings_0, inp_raw, patch_size, patch_size, 0, 0, 1, 1);
+        inp = ggml_reshape_2d(ctx0, inp, n_patches, n_embd);
+        inp = ggml_cont(ctx0, ggml_transpose(ctx0, inp));
+        if (model.patch_bias) {
+            inp = ggml_add(ctx0, inp, model.patch_bias);
+            cb(inp, "patch_bias", -1);
+        }
+        return inp;
+    }
+
+    ggml_tensor * build_inp_raw() {
+        ggml_tensor * inp_raw = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, img.nx, img.ny, 3);
+        ggml_set_name(inp_raw, "inp_raw");
+        ggml_set_input(inp_raw);
+        return inp_raw;
+    }
+
+    ggml_tensor * build_norm(
+            ggml_tensor * cur,
+            ggml_tensor * mw,
+            ggml_tensor * mb,
+            norm_type type,
+            float norm_eps,
+            int il) const {
+
+        cur = type == NORM_TYPE_RMS
+            ? ggml_rms_norm(ctx0, cur, norm_eps)
+            : ggml_norm(ctx0, cur, norm_eps);
+
+        if (mw || mb) {
+            cb(cur, "norm", il);
+        }
+
+        if (mw) {
+            cur = ggml_mul(ctx0, cur, mw);
+            if (mb) {
+                cb(cur, "norm_w", il);
+            }
+        }
+
+        if (mb) {
+            cur = ggml_add(ctx0, cur, mb);
+        }
+
+        return cur;
+    }
+
+    ggml_tensor * build_ffn(
+            ggml_tensor * cur,
+            ggml_tensor * up,
+            ggml_tensor * up_b,
+            ggml_tensor * gate,
+            ggml_tensor * gate_b,
+            ggml_tensor * down,
+            ggml_tensor * down_b,
+            ffn_op_type type_op,
+            int il) const {
+
+        ggml_tensor * tmp = up ? ggml_mul_mat(ctx0, up, cur) : cur;
+        cb(tmp, "ffn_up", il);
+
+        if (up_b) {
+            tmp = ggml_add(ctx0, tmp, up_b);
+            cb(tmp, "ffn_up_b", il);
+        }
+
+        if (gate) {
+            cur = ggml_mul_mat(ctx0, gate, cur);
+            cb(cur, "ffn_gate", il);
+
+            if (gate_b) {
+                cur = ggml_add(ctx0, cur, gate_b);
+                cb(cur, "ffn_gate_b", il);
+            }
+        } else {
+            cur = tmp;
+        }
+
+        switch (type_op) {
+            case FFN_SILU:
+                {
+                    cur = ggml_silu(ctx0, cur);
+                    cb(cur, "ffn_silu", il);
+                } break;
+            case FFN_GELU:
+                {
+                    cur = ggml_gelu(ctx0, cur);
+                    cb(cur, "ffn_gelu", il);
+                } break;
+            case FFN_GELU_QUICK:
+                {
+                    cur = ggml_gelu_quick(ctx0, cur);
+                    cb(cur, "ffn_relu", il);
+                } break;
+        }
+
+        // we only support parallel ffn for now
+        if (gate) {
+            cur = ggml_mul(ctx0, cur, tmp);
+            cb(cur, "ffn_gate_par", il);
+        }
+
+        if (down) {
+            cur = ggml_mul_mat(ctx0, down, cur);
+        }
+
+        if (down_b) {
+            cb(cur, "ffn_down", il);
+        }
+
+        if (down_b) {
+            cur = ggml_add(ctx0, cur, down_b);
+        }
+
+        return cur;
+    }
+
+    ggml_tensor * build_attn(
+            ggml_tensor * wo,
+            ggml_tensor * wo_b,
+            ggml_tensor * q_cur,
+            ggml_tensor * k_cur,
+            ggml_tensor * v_cur,
+            ggml_tensor * kq_mask,
+            float kq_scale,
+            int il) const {
+        // these nodes are added to the graph together so that they are not reordered
+        // by doing so, the number of splits in the graph is reduced
+        ggml_build_forward_expand(gf, q_cur);
+        ggml_build_forward_expand(gf, k_cur);
+        ggml_build_forward_expand(gf, v_cur);
+
+        ggml_tensor * q = ggml_permute(ctx0, q_cur, 0, 2, 1, 3);
+        //cb(q, "q", il);
+
+        ggml_tensor * k = ggml_permute(ctx0, k_cur, 0, 2, 1, 3);
+        //cb(k, "k", il);
+
+        ggml_tensor * v = ggml_permute(ctx0, v_cur, 1, 2, 0, 3);
+        v = ggml_cont(ctx0, v);
+        //cb(k, "v", il);
+
+        ggml_tensor * cur;
+
+        // TODO @ngxson : support flash attention
+        {
+            const auto n_tokens = q->ne[1];
+            const auto n_head   = q->ne[2];
+            // const auto n_kv     = k->ne[1]; // for flash attention
+
+            ggml_tensor * kq = ggml_mul_mat(ctx0, k, q);
+            // F32 may not needed for vision encoders?
+            // ggml_mul_mat_set_prec(kq, GGML_PREC_F32);
+
+            kq = ggml_soft_max_ext(ctx0, kq, kq_mask, kq_scale, 0.0f);
+
+            ggml_tensor * kqv = ggml_mul_mat(ctx0, v, kq);
+            cur = ggml_permute(ctx0, kqv, 0, 2, 1, 3);
+            cur = ggml_cont_2d(ctx0, cur, cur->ne[0]*n_head, n_tokens);
+        }
+
+        cb(cur, "kqv_out", il);
+
+        if (wo) {
+            cur = ggml_mul_mat(ctx0, wo, cur);
+        }
+
+        if (wo_b) {
+            cur = ggml_add(ctx0, cur, wo_b);
+        }
+
+        return cur;
+    }
+
+    // implementation of the 2D RoPE without adding a new op in ggml
+    // this is not efficient (use double the memory), but works on all backends
+    // TODO: there was a more efficient which relies on ggml_view and ggml_rope_ext_inplace, but the rope inplace does not work well with non-contiguous tensors ; we should fix that and revert back to the original implementation in https://github.com/ggml-org/llama.cpp/pull/13065
+    static ggml_tensor * build_rope_2d(
+        ggml_context * ctx0,
+        ggml_tensor * cur,
+        ggml_tensor * pos_h,
+        ggml_tensor * pos_w,
+        const float freq_base
+    ) {
+        const int64_t n_dim  = cur->ne[0];
+        const int64_t n_head = cur->ne[1];
+        const int64_t n_pos  = cur->ne[2];
+
+        // for example, if we have cur tensor of shape (n_dim=8, n_head, n_pos)
+        // we will have a list of 4 inv_freq: 1e-0, 1e-1, 1e-2, 1e-3
+        // first half of cur will use 1e-0, 1e-2 (even)
+        // second half of cur will use 1e-1, 1e-3 (odd)
+        // the trick here is to rotate just half of n_dim, so inv_freq will automatically be even
+        //  ^ don't ask me why, it's math! -2(2i) / n_dim == -2i / (n_dim/2)
+        // then for the second half, we use freq_scale to shift the inv_freq
+        //  ^ why? replace (2i) with (2i+1) in the above equation
+        const float freq_scale_odd = std::pow(freq_base, (float)-2/n_dim);
+
+        // first half
+        ggml_tensor * first;
+        {
+            first = ggml_view_3d(ctx0, cur,
+                n_dim/2, n_head, n_pos,
+                ggml_row_size(cur->type, n_dim),
+                ggml_row_size(cur->type, n_dim*n_head),
+                0);
+            first = ggml_rope_ext(
+                ctx0,
+                first,
+                pos_h,      // positions
+                nullptr,    // freq factors
+                n_dim/2,    // n_dims
+                0, 0, freq_base,
+                1.0f, 0.0f, 1.0f, 0.0f, 0.0f
+            );
+        }
+
+        // second half
+        ggml_tensor * second;
+        {
+            second = ggml_view_3d(ctx0, cur,
+                n_dim/2, n_head, n_pos,
+                ggml_row_size(cur->type, n_dim),
+                ggml_row_size(cur->type, n_dim*n_head),
+                n_dim/2 * ggml_element_size(cur));
+            second = ggml_cont(ctx0, second); // copy, because ggml_rope don't play well with non-contiguous tensors
+            second = ggml_rope_ext(
+                ctx0,
+                second,
+                pos_w,      // positions
+                nullptr,    // freq factors
+                n_dim/2,    // n_dims
+                0, 0, freq_base,
+                freq_scale_odd,
+                0.0f, 1.0f, 0.0f, 0.0f
+            );
+        }
+
+        cur = ggml_concat(ctx0, first, second, 0);
+        return cur;
+    }
+
+};
+
+static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32_batch & imgs) {
+    GGML_ASSERT(imgs.entries.size() == 1 && "n_batch > 1 is not supported");
+    clip_graph graph(ctx, *imgs.entries[0]);
+
+    ggml_cgraph * res;
+
+    switch (ctx->proj_type) {
+        case PROJECTOR_TYPE_GEMMA3:
+        case PROJECTOR_TYPE_IDEFICS3:
+            {
+                res = graph.build_siglip();
+            } break;
+        case PROJECTOR_TYPE_PIXTRAL:
+            {
+                res = graph.build_pixtral();
+            } break;
+        case PROJECTOR_TYPE_QWEN2VL:
+        case PROJECTOR_TYPE_QWEN25VL:
+            {
+                res = graph.build_qwen2vl();
+            } break;
+        case PROJECTOR_TYPE_MINICPMV:
+            {
+                res = graph.build_minicpmv();
+            } break;
+        case PROJECTOR_TYPE_INTERNVL:
+            {
+                res = graph.build_internvl();
+            } break;
+        default:
+            {
+                res = graph.build_llava();
+            } break;
+    }
+    return res;
+}
+
+struct clip_model_loader {
+    ggml_context_ptr ctx_meta;
+    gguf_context_ptr ctx_gguf;
+
+    clip_ctx & ctx_clip;
+    std::string fname;
+
+    size_t model_size = 0; // in bytes
+
+    // TODO @ngxson : we should not pass clip_ctx here, it should be clip_vision_model
+    clip_model_loader(const char * fname, clip_ctx & ctx_clip) : ctx_clip(ctx_clip), fname(fname) {
+        struct ggml_context * meta = nullptr;
+
+        struct gguf_init_params params = {
+            /*.no_alloc = */ true,
+            /*.ctx      = */ &meta,
+        };
+
+        ctx_gguf = gguf_context_ptr(gguf_init_from_file(fname, params));
+        if (!ctx_gguf.get()) {
+            throw std::runtime_error(string_format("%s: failed to load CLIP model from %s. Does this file exist?\n", __func__, fname));
+        }
+
+        ctx_meta.reset(meta);
+
+        const int n_tensors = gguf_get_n_tensors(ctx_gguf.get());
+
+        // print gguf info
+        {
+            std::string name;
+            get_string(KEY_NAME, name, false);
+            std::string description;
+            get_string(KEY_DESCRIPTION, description, false);
+            LOG_INF("%s: model name:   %s\n",  __func__, name.c_str());
+            LOG_INF("%s: description:  %s\n",  __func__, description.c_str());
+            LOG_INF("%s: GGUF version: %d\n",  __func__, gguf_get_version(ctx_gguf.get()));
+            LOG_INF("%s: alignment:    %zu\n", __func__, gguf_get_alignment(ctx_gguf.get()));
+            LOG_INF("%s: n_tensors:    %d\n",  __func__, n_tensors);
+            LOG_INF("%s: n_kv:         %d\n",  __func__, (int)gguf_get_n_kv(ctx_gguf.get()));
+            LOG_INF("\n");
+        }
+
+        // tensors
+        {
+            for (int i = 0; i < n_tensors; ++i) {
+                const char * name = gguf_get_tensor_name(ctx_gguf.get(), i);
+                const size_t offset = gguf_get_tensor_offset(ctx_gguf.get(), i);
+                enum ggml_type type = gguf_get_tensor_type(ctx_gguf.get(), i);
+                ggml_tensor * cur = ggml_get_tensor(meta, name);
+                size_t tensor_size = ggml_nbytes(cur);
+                model_size += tensor_size;
+                LOG_DBG("%s: tensor[%d]: n_dims = %d, name = %s, tensor_size=%zu, offset=%zu, shape:[%" PRIu64 ", %" PRIu64 ", %" PRIu64 ", %" PRIu64 "], type = %s\n",
+                    __func__, i, ggml_n_dims(cur), cur->name, tensor_size, offset, cur->ne[0], cur->ne[1], cur->ne[2], cur->ne[3], ggml_type_name(type));
+            }
+        }
+    }
+
+    void load_hparams() {
+        auto & hparams = ctx_clip.vision_model.hparams;
+        std::string log_ffn_op; // for logging
+
+        // projector type
+        std::string proj_type;
+        {
+            get_string(KEY_PROJ_TYPE, proj_type, false);
+            if (!proj_type.empty()) {
+                ctx_clip.proj_type = clip_projector_type_from_string(proj_type);
+            }
+            if (ctx_clip.proj_type == PROJECTOR_TYPE_UNKNOWN) {
+                throw std::runtime_error(string_format("%s: unknown projector type: %s\n", __func__, proj_type.c_str()));
+            }
+        }
+
+        // other hparams
+        {
+            get_i32(KEY_MINICPMV_VERSION, ctx_clip.minicpmv_version, false); // legacy
+
+            get_u32(KEY_N_EMBD,         hparams.n_embd);
+            get_u32(KEY_N_HEAD,         hparams.n_head);
+            get_u32(KEY_N_FF,           hparams.n_ff);
+            get_u32(KEY_N_BLOCK,        hparams.n_layer);
+            get_u32(KEY_PROJ_DIM,       hparams.projection_dim);
+            get_f32(KEY_LAYER_NORM_EPS, hparams.eps);
+            get_u32(KEY_IMAGE_SIZE,     hparams.image_size);
+            get_u32(KEY_PATCH_SIZE,     hparams.patch_size);
+            get_u32(KEY_IMAGE_CROP_RESOLUTION,    hparams.image_crop_resolution, false);
+            get_arr_int(KEY_IMAGE_GRID_PINPOINTS, hparams.image_grid_pinpoints, false);
+
+            // default warmup value
+            hparams.warmup_image_size = hparams.image_size;
+
+            ctx_clip.has_llava_projector = ctx_clip.proj_type == PROJECTOR_TYPE_MLP
+                                        || ctx_clip.proj_type == PROJECTOR_TYPE_MLP_NORM
+                                        || ctx_clip.proj_type == PROJECTOR_TYPE_LDP
+                                        || ctx_clip.proj_type == PROJECTOR_TYPE_LDPV2;
+
+            {
+                bool use_gelu = false;
+                bool use_silu = false;
+                get_bool(KEY_USE_GELU, use_gelu, false);
+                get_bool(KEY_USE_SILU, use_silu, false);
+                if (use_gelu && use_silu) {
+                    throw std::runtime_error(string_format("%s: both use_gelu and use_silu are set to true\n", __func__));
+                }
+                if (use_gelu) {
+                    hparams.ffn_op = FFN_GELU;
+                    log_ffn_op = "gelu";
+                } else if (use_silu) {
+                    hparams.ffn_op = FFN_SILU;
+                    log_ffn_op = "silu";
+                } else {
+                    hparams.ffn_op = FFN_GELU_QUICK;
+                    log_ffn_op = "gelu_quick";
+                }
+            }
+
+            {
+                std::string mm_patch_merge_type;
+                get_string(KEY_MM_PATCH_MERGE_TYPE, mm_patch_merge_type, false);
+                if (mm_patch_merge_type == "spatial_unpad") {
+                    hparams.mm_patch_merge_type = PATCH_MERGE_SPATIAL_UNPAD;
+                }
+            }
+
+            {
+                int idx_mean = gguf_find_key(ctx_gguf.get(), KEY_IMAGE_MEAN);
+                int idx_std  = gguf_find_key(ctx_gguf.get(), KEY_IMAGE_STD);
+                GGML_ASSERT(idx_mean >= 0 && "image_mean not found");
+                GGML_ASSERT(idx_std >= 0  && "image_std not found");
+                const float * mean_data = (const float *) gguf_get_arr_data(ctx_gguf.get(), idx_mean);
+                const float * std_data  = (const float *) gguf_get_arr_data(ctx_gguf.get(), idx_std);
+                for (int i = 0; i < 3; ++i) {
+                    ctx_clip.image_mean[i] = mean_data[i];
+                    ctx_clip.image_std[i]  = std_data[i];
+                }
+            }
+
+            // Load the vision feature layer indices if they are explicitly provided;
+            // if multiple vision feature layers are present, the values will be concatenated
+            // to form the final visual features.
+            // NOTE: gguf conversions should standardize the values of the vision feature layer to
+            // be non-negative, since we use -1 to mark values as unset here.
+            std::vector<int> vision_feature_layer;
+            get_arr_int(KEY_FEATURE_LAYER, vision_feature_layer, false);
+            // convert std::vector to std::unordered_set
+            for (auto & layer : vision_feature_layer) {
+                hparams.vision_feature_layer.insert(layer);
+            }
+
+            // model-specific params
+            switch (ctx_clip.proj_type) {
+                case PROJECTOR_TYPE_MINICPMV:
+                    {
+                        if (ctx_clip.minicpmv_version == 0) {
+                            ctx_clip.minicpmv_version = 2; // default to 2 if not set
+                        }
+                    } break;
+                case PROJECTOR_TYPE_IDEFICS3:
+                case PROJECTOR_TYPE_INTERNVL:
+                    {
+                        get_u32(KEY_PROJ_SCALE_FACTOR, hparams.proj_scale_factor, false);
+                    } break;
+                case PROJECTOR_TYPE_PIXTRAL:
+                    {
+                        hparams.rope_theta = 10000.0f;
+                        hparams.warmup_image_size = hparams.patch_size * 8;
+                        get_u32(KEY_SPATIAL_MERGE_SIZE, hparams.spatial_merge_size, false);
+                    } break;
+                case PROJECTOR_TYPE_GEMMA3:
+                    {
+                        // default value (used by all model sizes in gemma 3 family)
+                        // number of patches for each **side** is reduced by a factor of 4
+                        hparams.proj_scale_factor = 4;
+                        // test model (tinygemma3) has a different value, we optionally read it
+                        get_u32(KEY_PROJ_SCALE_FACTOR, hparams.proj_scale_factor, false);
+                    } break;
+                case PROJECTOR_TYPE_QWEN2VL:
+                    {
+                        // max image size = sqrt(max_pixels) = 3584
+                        // ref: https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct/blob/main/preprocessor_config.json
+                        // however, the model use unreasonable memory past 1024 size, we force it to 1024 otherwise it's unusable
+                        // ref: https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct/discussions/10
+                        hparams.image_size = 1024;
+                        hparams.warmup_image_size = hparams.patch_size * 8;
+                    } break;
+                case PROJECTOR_TYPE_QWEN25VL:
+                    {
+                        // max image size = sqrt(max_pixels)
+                        // https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct/blob/main/preprocessor_config.json
+                        // however, the model use unreasonable memory past 1024 size, we force it to 1024 otherwise it's unusable
+                        // ref: https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct/discussions/10
+                        hparams.image_size = 1024;
+                        hparams.warmup_image_size = hparams.patch_size * 8;
+                        get_u32(KEY_WIN_ATTN_PATTERN, hparams.n_wa_pattern);
+                    } break;
+                default:
+                    break;
+            }
+
+            LOG_INF("%s: projector:          %s\n", __func__, proj_type.c_str());
+            LOG_INF("%s: n_embd:             %d\n", __func__, hparams.n_embd);
+            LOG_INF("%s: n_head:             %d\n", __func__, hparams.n_head);
+            LOG_INF("%s: n_ff:               %d\n", __func__, hparams.n_ff);
+            LOG_INF("%s: n_layer:            %d\n", __func__, hparams.n_layer);
+            LOG_INF("%s: projection_dim:     %d\n", __func__, hparams.projection_dim);
+            LOG_INF("%s: image_size:         %d\n", __func__, hparams.image_size);
+            LOG_INF("%s: patch_size:         %d\n", __func__, hparams.patch_size);
+            LOG_INF("\n");
+            LOG_INF("%s: has_llava_proj:     %d\n", __func__, ctx_clip.has_llava_projector);
+            LOG_INF("%s: minicpmv_version:   %d\n", __func__, ctx_clip.minicpmv_version);
+            LOG_INF("%s: proj_scale_factor:  %d\n", __func__, hparams.proj_scale_factor);
+            LOG_INF("%s: n_wa_pattern:       %d\n", __func__, hparams.n_wa_pattern);
+            LOG_INF("%s: ffn_op:             %s\n", __func__, log_ffn_op.c_str());
+            LOG_INF("%s: model size:         %.2f MiB\n", __func__, model_size / 1024.0 / 1024.0);
+            LOG_INF("%s: metadata size:      %.2f MiB\n", __func__, ggml_get_mem_size(ctx_meta.get()) / 1024.0 / 1024.0);
+        }
+    }
+
+    void load_tensors() {
+        auto & hparams = ctx_clip.vision_model.hparams;
+        std::map<std::string, size_t> tensor_offset;
+        std::vector<ggml_tensor *> tensors_to_load;
+
+        // get offsets
+        for (int64_t i = 0; i < gguf_get_n_tensors(ctx_gguf.get()); ++i) {
+            const char * name = gguf_get_tensor_name(ctx_gguf.get(), i);
+            tensor_offset[name] = gguf_get_data_offset(ctx_gguf.get()) + gguf_get_tensor_offset(ctx_gguf.get(), i);
+        }
+
+        // create data context
+        struct ggml_init_params params = {
+            /*.mem_size =*/ (gguf_get_n_tensors(ctx_gguf.get()) + 1) * ggml_tensor_overhead(),
+            /*.mem_buffer =*/ NULL,
+            /*.no_alloc =*/ true,
+        };
+        ctx_clip.ctx_data.reset(ggml_init(params));
+        if (!ctx_clip.ctx_data) {
+            throw std::runtime_error(string_format("%s: failed to init ggml context\n", __func__));
+        }
+
+        // helper function
+        auto get_tensor = [&](const std::string & name, bool required = true) {
+            ggml_tensor * cur = ggml_get_tensor(ctx_meta.get(), name.c_str());
+            if (!cur && required) {
+                throw std::runtime_error(string_format("%s: unable to find tensor %s\n", __func__, name.c_str()));
+            }
+            if (cur) {
+                tensors_to_load.push_back(cur);
+                // add tensors to context
+                ggml_tensor * data_tensor = ggml_dup_tensor(ctx_clip.ctx_data.get(), cur);
+                ggml_set_name(data_tensor, cur->name);
+                cur = data_tensor;
+            }
+            return cur;
+        };
+
+        auto & vision_model = ctx_clip.vision_model;
+
+        vision_model.class_embedding = get_tensor(TN_CLASS_EMBD, false);
+
+        vision_model.pre_ln_w = get_tensor(string_format(TN_LN_PRE, "v", "weight"), false);
+        vision_model.pre_ln_b = get_tensor(string_format(TN_LN_PRE, "v", "bias"),   false);
+
+        vision_model.post_ln_w = get_tensor(string_format(TN_LN_POST, "v", "weight"), false);
+        vision_model.post_ln_b = get_tensor(string_format(TN_LN_POST, "v", "bias"),   false);
+
+        vision_model.patch_bias = get_tensor(TN_PATCH_BIAS, false);
+        vision_model.patch_embeddings_0 = get_tensor(TN_PATCH_EMBD,   false);
+        vision_model.patch_embeddings_1 = get_tensor(TN_PATCH_EMBD_1, false);
+
+        vision_model.position_embeddings = get_tensor(string_format(TN_POS_EMBD, "v"), false);
+
+        // layers
+        vision_model.layers.resize(hparams.n_layer);
+        for (int il = 0; il < hparams.n_layer; ++il) {
+            auto & layer = vision_model.layers[il];
+            layer.k_w    = get_tensor(string_format(TN_ATTN_K,      "v", il, "weight"));
+            layer.q_w    = get_tensor(string_format(TN_ATTN_Q,      "v", il, "weight"));
+            layer.v_w    = get_tensor(string_format(TN_ATTN_V,      "v", il, "weight"));
+            layer.o_w    = get_tensor(string_format(TN_ATTN_OUTPUT, "v", il, "weight"));
+            layer.k_norm = get_tensor(string_format(TN_ATTN_K_NORM, "v", il, "weight"), false);
+            layer.q_norm = get_tensor(string_format(TN_ATTN_Q_NORM, "v", il, "weight"), false);
+            layer.ln_1_w = get_tensor(string_format(TN_LN_1,        "v", il, "weight"), false);
+            layer.ln_2_w = get_tensor(string_format(TN_LN_2,        "v", il, "weight"), false);
+            layer.ls_1_w = get_tensor(string_format(TN_LS_1,        "v", il, "weight"), false); // no bias
+            layer.ls_2_w = get_tensor(string_format(TN_LS_2,        "v", il, "weight"), false); // no bias
+
+            layer.k_b    = get_tensor(string_format(TN_ATTN_K,      "v", il, "bias"), false);
+            layer.q_b    = get_tensor(string_format(TN_ATTN_Q,      "v", il, "bias"), false);
+            layer.v_b    = get_tensor(string_format(TN_ATTN_V,      "v", il, "bias"), false);
+            layer.o_b    = get_tensor(string_format(TN_ATTN_OUTPUT, "v", il, "bias"), false);
+            layer.ln_1_b = get_tensor(string_format(TN_LN_1,        "v", il, "bias"), false);
+            layer.ln_2_b = get_tensor(string_format(TN_LN_2,        "v", il, "bias"), false);
+
+            // ffn
+            layer.ff_up_w   = get_tensor(string_format(TN_FFN_UP,   "v", il, "weight"));
+            layer.ff_up_b   = get_tensor(string_format(TN_FFN_UP,   "v", il, "bias"),   false);
+            layer.ff_gate_w = get_tensor(string_format(TN_FFN_GATE, "v", il, "weight"), false);
+            layer.ff_gate_b = get_tensor(string_format(TN_FFN_GATE, "v", il, "bias"),   false);
+            layer.ff_down_w = get_tensor(string_format(TN_FFN_DOWN, "v", il, "weight"));
+            layer.ff_down_b = get_tensor(string_format(TN_FFN_DOWN, "v", il, "bias"),   false);
+
+            // some models already exported with legacy (incorrect) naming which is quite messy, let's fix it here
+            // note: Qwen model converted from the old surgery script has n_ff = 0, so we cannot use n_ff to check!
+            if (layer.ff_up_w && layer.ff_down_w && layer.ff_down_w->ne[0] == hparams.n_embd) {
+                // swap up and down weights
+                ggml_tensor * tmp = layer.ff_up_w;
+                layer.ff_up_w = layer.ff_down_w;
+                layer.ff_down_w = tmp;
+                // swap up and down biases
+                tmp = layer.ff_up_b;
+                layer.ff_up_b = layer.ff_down_b;
+                layer.ff_down_b = tmp;
+            }
+        }
+
+        switch (ctx_clip.proj_type) {
+            case PROJECTOR_TYPE_MLP:
+            case PROJECTOR_TYPE_MLP_NORM:
+                {
+                    // LLaVA projection
+                    vision_model.mm_0_w = get_tensor(string_format(TN_LLAVA_PROJ, 0, "weight"), false);
+                    vision_model.mm_0_b = get_tensor(string_format(TN_LLAVA_PROJ, 0, "bias"), false);
+                    // Yi-type llava
+                    vision_model.mm_1_w = get_tensor(string_format(TN_LLAVA_PROJ, 1, "weight"), false);
+                    vision_model.mm_1_b = get_tensor(string_format(TN_LLAVA_PROJ, 1, "bias"), false);
+                    // missing in Yi-type llava
+                    vision_model.mm_2_w = get_tensor(string_format(TN_LLAVA_PROJ, 2, "weight"), false);
+                    vision_model.mm_2_b = get_tensor(string_format(TN_LLAVA_PROJ, 2, "bias"), false);
+                    // Yi-type llava
+                    vision_model.mm_3_w = get_tensor(string_format(TN_LLAVA_PROJ, 3, "weight"), false);
+                    vision_model.mm_3_b = get_tensor(string_format(TN_LLAVA_PROJ, 3, "bias"), false);
+                    vision_model.mm_4_w = get_tensor(string_format(TN_LLAVA_PROJ, 4, "weight"), false);
+                    vision_model.mm_4_b = get_tensor(string_format(TN_LLAVA_PROJ, 4, "bias"), false);
+                    if (vision_model.mm_3_w) {
+                        // TODO: this is a hack to support Yi-type llava
+                        ctx_clip.proj_type = PROJECTOR_TYPE_MLP_NORM;
+                    }
+                    vision_model.image_newline = get_tensor(TN_IMAGE_NEWLINE, false);
+                } break;
+            case PROJECTOR_TYPE_LDP:
+                {
+                    // MobileVLM projection
+                    vision_model.mm_model_mlp_1_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 1, "weight"));
+                    vision_model.mm_model_mlp_1_b = get_tensor(string_format(TN_MVLM_PROJ_MLP, 1, "bias"));
+                    vision_model.mm_model_mlp_3_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 3, "weight"));
+                    vision_model.mm_model_mlp_3_b = get_tensor(string_format(TN_MVLM_PROJ_MLP, 3, "bias"));
+                    vision_model.mm_model_block_1_block_0_0_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 0, "0.weight"));
+                    vision_model.mm_model_block_1_block_0_1_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 0, "1.weight"));
+                    vision_model.mm_model_block_1_block_0_1_b = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 0, "1.bias"));
+                    vision_model.mm_model_block_1_block_1_fc1_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 1, "fc1.weight"));
+                    vision_model.mm_model_block_1_block_1_fc1_b = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 1, "fc1.bias"));
+                    vision_model.mm_model_block_1_block_1_fc2_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 1, "fc2.weight"));
+                    vision_model.mm_model_block_1_block_1_fc2_b = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 1, "fc2.bias"));
+                    vision_model.mm_model_block_1_block_2_0_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 2, "0.weight"));
+                    vision_model.mm_model_block_1_block_2_1_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 2, "1.weight"));
+                    vision_model.mm_model_block_1_block_2_1_b = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 1, 2, "1.bias"));
+                    vision_model.mm_model_block_2_block_0_0_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 0, "0.weight"));
+                    vision_model.mm_model_block_2_block_0_1_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 0, "1.weight"));
+                    vision_model.mm_model_block_2_block_0_1_b = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 0, "1.bias"));
+                    vision_model.mm_model_block_2_block_1_fc1_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 1, "fc1.weight"));
+                    vision_model.mm_model_block_2_block_1_fc1_b = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 1, "fc1.bias"));
+                    vision_model.mm_model_block_2_block_1_fc2_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 1, "fc2.weight"));
+                    vision_model.mm_model_block_2_block_1_fc2_b = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 1, "fc2.bias"));
+                    vision_model.mm_model_block_2_block_2_0_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 2, "0.weight"));
+                    vision_model.mm_model_block_2_block_2_1_w = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 2, "1.weight"));
+                    vision_model.mm_model_block_2_block_2_1_b = get_tensor(string_format(TN_MVLM_PROJ_BLOCK, 2, 2, "1.bias"));
+                } break;
+            case PROJECTOR_TYPE_LDPV2:
+                {
+                    // MobilVLM_V2 projection
+                    vision_model.mm_model_mlp_0_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 0, "weight"));
+                    vision_model.mm_model_mlp_0_b = get_tensor(string_format(TN_MVLM_PROJ_MLP, 0, "bias"));
+                    vision_model.mm_model_mlp_2_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 2, "weight"));
+                    vision_model.mm_model_mlp_2_b = get_tensor(string_format(TN_MVLM_PROJ_MLP, 2, "bias"));
+                    vision_model.mm_model_peg_0_w = get_tensor(string_format(TN_MVLM_PROJ_PEG, 0, "weight"));
+                    vision_model.mm_model_peg_0_b = get_tensor(string_format(TN_MVLM_PROJ_PEG, 0, "bias"));
+                } break;
+            case PROJECTOR_TYPE_MINICPMV:
+                {
+                    // vision_model.mm_model_pos_embed = get_tensor(new_clip->ctx_data, TN_MINICPMV_POS_EMBD);
+                    vision_model.mm_model_pos_embed_k = get_tensor(TN_MINICPMV_POS_EMBD_K);
+                    vision_model.mm_model_query = get_tensor(TN_MINICPMV_QUERY);
+                    vision_model.mm_model_proj = get_tensor(TN_MINICPMV_PROJ);
+                    vision_model.mm_model_kv_proj = get_tensor(TN_MINICPMV_KV_PROJ);
+                    vision_model.mm_model_attn_q_w = get_tensor(string_format(TN_MINICPMV_ATTN, "q", "weight"));
+                    vision_model.mm_model_attn_k_w = get_tensor(string_format(TN_MINICPMV_ATTN, "k", "weight"));
+                    vision_model.mm_model_attn_v_w = get_tensor(string_format(TN_MINICPMV_ATTN, "v", "weight"));
+                    vision_model.mm_model_attn_q_b = get_tensor(string_format(TN_MINICPMV_ATTN, "q", "bias"));
+                    vision_model.mm_model_attn_k_b = get_tensor(string_format(TN_MINICPMV_ATTN, "k", "bias"));
+                    vision_model.mm_model_attn_v_b = get_tensor(string_format(TN_MINICPMV_ATTN, "v", "bias"));
+                    vision_model.mm_model_attn_o_w = get_tensor(string_format(TN_MINICPMV_ATTN, "out", "weight"));
+                    vision_model.mm_model_attn_o_b = get_tensor(string_format(TN_MINICPMV_ATTN, "out", "bias"));
+                    vision_model.mm_model_ln_q_w = get_tensor(string_format(TN_MINICPMV_LN, "q", "weight"));
+                    vision_model.mm_model_ln_q_b = get_tensor(string_format(TN_MINICPMV_LN, "q", "bias"));
+                    vision_model.mm_model_ln_kv_w = get_tensor(string_format(TN_MINICPMV_LN, "kv", "weight"));
+                    vision_model.mm_model_ln_kv_b = get_tensor(string_format(TN_MINICPMV_LN, "kv", "bias"));
+                    vision_model.mm_model_ln_post_w = get_tensor(string_format(TN_MINICPMV_LN, "post", "weight"));
+                    vision_model.mm_model_ln_post_b = get_tensor(string_format(TN_MINICPMV_LN, "post", "bias"));
+                } break;
+            case PROJECTOR_TYPE_GLM_EDGE:
+                {
+                    vision_model.mm_model_adapter_conv_w = get_tensor(string_format(TN_GLM_ADAPER_CONV, "weight"));
+                    vision_model.mm_model_adapter_conv_b = get_tensor(string_format(TN_GLM_ADAPER_CONV, "bias"));
+                    vision_model.mm_model_mlp_0_w = get_tensor(string_format(TN_GLM_ADAPTER_LINEAR, "weight"));
+                    vision_model.mm_model_ln_q_w = get_tensor(string_format(TN_GLM_ADAPTER_NORM_1, "weight"));
+                    vision_model.mm_model_ln_q_b = get_tensor(string_format(TN_GLM_ADAPTER_NORM_1, "bias"));
+                    vision_model.mm_model_mlp_1_w = get_tensor(string_format(TN_GLM_ADAPTER_D_H_2_4H, "weight"));
+                    vision_model.mm_model_mlp_2_w = get_tensor(string_format(TN_GLM_ADAPTER_GATE, "weight"));
+                    vision_model.mm_model_mlp_3_w = get_tensor(string_format(TN_GLM_ADAPTER_D_4H_2_H, "weight"));
+                    vision_model.mm_glm_tok_boi = get_tensor(string_format(TN_TOK_GLM_BOI, "weight"));
+                    vision_model.mm_glm_tok_eoi = get_tensor(string_format(TN_TOK_GLM_EOI, "weight"));
+                } break;
+            case PROJECTOR_TYPE_QWEN2VL:
+            case PROJECTOR_TYPE_QWEN25VL:
+                {
+                    vision_model.mm_0_w = get_tensor(string_format(TN_LLAVA_PROJ, 0, "weight"));
+                    vision_model.mm_0_b = get_tensor(string_format(TN_LLAVA_PROJ, 0, "bias"));
+                    vision_model.mm_1_w = get_tensor(string_format(TN_LLAVA_PROJ, 2, "weight"));
+                    vision_model.mm_1_b = get_tensor(string_format(TN_LLAVA_PROJ, 2, "bias"));
+                } break;
+            case PROJECTOR_TYPE_GEMMA3:
+                {
+                    vision_model.mm_input_proj_w = get_tensor(TN_MM_INP_PROJ);
+                    vision_model.mm_soft_emb_norm_w = get_tensor(TN_MM_SOFT_EMB_N);
+                } break;
+            case PROJECTOR_TYPE_IDEFICS3:
+                {
+                    vision_model.projection = get_tensor(TN_MM_PROJECTOR);
+                } break;
+            case PROJECTOR_TYPE_PIXTRAL:
+                {
+                    vision_model.mm_1_w = get_tensor(string_format(TN_LLAVA_PROJ, 1, "weight"));
+                    vision_model.mm_1_b = get_tensor(string_format(TN_LLAVA_PROJ, 1, "bias"), false);
+                    vision_model.mm_2_w = get_tensor(string_format(TN_LLAVA_PROJ, 2, "weight"));
+                    vision_model.mm_2_b = get_tensor(string_format(TN_LLAVA_PROJ, 2, "bias"), false);
+                    // [IMG_BREAK] token embedding
+                    vision_model.token_embd_img_break = get_tensor(TN_TOK_IMG_BREAK);
+                    // for mistral small 3.1
+                    vision_model.mm_input_norm_w   = get_tensor(TN_MM_INP_NORM,     false);
+                    vision_model.mm_patch_merger_w = get_tensor(TN_MM_PATCH_MERGER, false);
+                } break;
+            case PROJECTOR_TYPE_INTERNVL:
+                {
+                    vision_model.mm_0_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 0, "weight"));
+                    vision_model.mm_0_b = get_tensor(string_format(TN_MVLM_PROJ_MLP, 0, "bias"));
+                    vision_model.mm_1_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 1, "weight"));
+                    vision_model.mm_1_b = get_tensor(string_format(TN_MVLM_PROJ_MLP, 1, "bias"));
+                    vision_model.mm_3_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 3, "weight"));
+                    vision_model.mm_3_b = get_tensor(string_format(TN_MVLM_PROJ_MLP, 3, "bias"));
+                } break;
+            default:
+                GGML_ASSERT(false && "unknown projector type");
+        }
+
+        // load data
+        {
+            std::vector<uint8_t> read_buf;
+
+#ifdef _WIN32
+            int wlen = MultiByteToWideChar(CP_UTF8, 0, fname.c_str(), -1, NULL, 0);
+            if (!wlen) {
+                throw std::runtime_error(string_format("%s: failed to convert filename to wide string\n", __func__));
+            }
+            wchar_t * wbuf = (wchar_t *) malloc(wlen * sizeof(wchar_t));
+            wlen = MultiByteToWideChar(CP_UTF8, 0, fname.c_str(), -1, wbuf, wlen);
+            if (!wlen) {
+                free(wbuf);
+                throw std::runtime_error(string_format("%s: failed to convert filename to wide string\n", __func__));
+            }
+#if __GLIBCXX__
+            int fd = _wopen(wbuf, _O_RDONLY | _O_BINARY);
+            __gnu_cxx::stdio_filebuf<char> buffer(fd, std::ios_base::in);
+            std::istream fin(&buffer);
+#else // MSVC
+            // unused in our current build
+            auto fin = std::ifstream(wbuf, std::ios::binary);
+#endif
+            free(wbuf);
+#else
+            auto fin = std::ifstream(fname, std::ios::binary);
+#endif
+            if (!fin) {
+                throw std::runtime_error(string_format("%s: failed to open %s\n", __func__, fname.c_str()));
+            }
+
+            // alloc memory and offload data
+            ggml_backend_buffer_type_t buft = ggml_backend_get_default_buffer_type(ctx_clip.backend);
+            ctx_clip.buf.reset(ggml_backend_alloc_ctx_tensors_from_buft(ctx_clip.ctx_data.get(), buft));
+            ggml_backend_buffer_set_usage(ctx_clip.buf.get(), GGML_BACKEND_BUFFER_USAGE_WEIGHTS);
+            for (auto & t : tensors_to_load) {
+                ggml_tensor * cur = ggml_get_tensor(ctx_clip.ctx_data.get(), t->name);
+                const size_t offset = tensor_offset[t->name];
+                fin.seekg(offset, std::ios::beg);
+                if (!fin) {
+                    throw std::runtime_error(string_format("%s: failed to seek for tensor %s\n", __func__, t->name));
+                }
+                size_t num_bytes = ggml_nbytes(cur);
+                if (ggml_backend_buft_is_host(buft)) {
+                    // for the CPU and Metal backend, we can read directly into the tensor
+                    fin.read(reinterpret_cast<char *>(cur->data), num_bytes);
+                } else {
+                    // read into a temporary buffer first, then copy to device memory
+                    read_buf.resize(num_bytes);
+                    fin.read(reinterpret_cast<char *>(read_buf.data()), num_bytes);
+                    ggml_backend_tensor_set(cur, read_buf.data(), 0, num_bytes);
+                }
+            }
+#if defined(_WIN32) && defined(__GLIBCXX__)
+            close(fd);
+#else
+            fin.close();
+#endif
+
+            LOG_DBG("%s: loaded %zu tensors from %s\n", __func__, tensors_to_load.size(), fname.c_str());
+        }
+    }
+
+    void alloc_compute_meta() {
+        ctx_clip.buf_compute_meta.resize(ctx_clip.max_nodes * ggml_tensor_overhead() + ggml_graph_overhead());
+
+        // create a fake batch
+        clip_image_f32_batch batch;
+        clip_image_f32_ptr img(clip_image_f32_init());
+        img->nx = ctx_clip.vision_model.hparams.warmup_image_size;
+        img->ny = ctx_clip.vision_model.hparams.warmup_image_size;
+        img->buf.resize(img->nx * img->ny * 3);
+        batch.entries.push_back(std::move(img));
+
+        ggml_cgraph * gf = clip_image_build_graph(&ctx_clip, batch);
+        ggml_backend_sched_reserve(ctx_clip.sched.get(), gf);
+
+        for (size_t i = 0; i < ctx_clip.backend_ptrs.size(); ++i) {
+            ggml_backend_t backend = ctx_clip.backend_ptrs[i];
+            ggml_backend_buffer_type_t buft = ctx_clip.backend_buft[i];
+            size_t size = ggml_backend_sched_get_buffer_size(ctx_clip.sched.get(), backend);
+            if (size > 1) {
+                LOG_INF("%s: %10s compute buffer size = %8.2f MiB\n", __func__,
+                        ggml_backend_buft_name(buft),
+                        size / 1024.0 / 1024.0);
+            }
+        }
+    }
+
+    void get_bool(const std::string & key, bool & output, bool required = true) {
+        const int i = gguf_find_key(ctx_gguf.get(), key.c_str());
+        if (i < 0) {
+            if (required) throw std::runtime_error("Key not found: " + key);
+            return;
+        }
+        output = gguf_get_val_bool(ctx_gguf.get(), i);
+    }
+
+    void get_i32(const std::string & key, int & output, bool required = true) {
+        const int i = gguf_find_key(ctx_gguf.get(), key.c_str());
+        if (i < 0) {
+            if (required) throw std::runtime_error("Key not found: " + key);
+            return;
+        }
+        output = gguf_get_val_i32(ctx_gguf.get(), i);
+    }
+
+    void get_u32(const std::string & key, int & output, bool required = true) {
+        const int i = gguf_find_key(ctx_gguf.get(), key.c_str());
+        if (i < 0) {
+            if (required) throw std::runtime_error("Key not found: " + key);
+            return;
+        }
+        output = gguf_get_val_u32(ctx_gguf.get(), i);
+    }
+
+    void get_f32(const std::string & key, float & output, bool required = true) {
+        const int i = gguf_find_key(ctx_gguf.get(), key.c_str());
+        if (i < 0) {
+            if (required) throw std::runtime_error("Key not found: " + key);
+            return;
+        }
+        output = gguf_get_val_f32(ctx_gguf.get(), i);
+    }
+
+    void get_string(const std::string & key, std::string & output, bool required = true) {
+        const int i = gguf_find_key(ctx_gguf.get(), key.c_str());
+        if (i < 0) {
+            if (required) throw std::runtime_error("Key not found: " + key);
+            return;
+        }
+        output = std::string(gguf_get_val_str(ctx_gguf.get(), i));
+    }
+
+    void get_arr_int(const std::string & key, std::vector<int> & output, bool required = true) {
+        const int i = gguf_find_key(ctx_gguf.get(), key.c_str());
+        if (i < 0) {
+            if (required) throw std::runtime_error("Key not found: " + key);
+            return;
+        }
+        int n = gguf_get_arr_n(ctx_gguf.get(), i);
+        output.resize(n);
+        const int32_t * values = (const int32_t *)gguf_get_arr_data(ctx_gguf.get(), i);
+        for (int i = 0; i < n; ++i) {
+            output[i] = values[i];
+        }
+    }
+};
+
+// read and create ggml_context containing the tensors and their data
+struct clip_ctx * clip_model_load(const char * fname, const int verbosity) {
+    return clip_init(fname, clip_context_params{
+        /* use_gpu */   true,
+        /* verbosity */ static_cast<ggml_log_level>(verbosity),
+    });
+}
+
+struct clip_ctx * clip_init(const char * fname, struct clip_context_params ctx_params) {
+    g_logger_state.verbosity_thold = ctx_params.verbosity;
+    clip_ctx * ctx_clip = nullptr;
+
+    try {
+        ctx_clip = new clip_ctx(ctx_params);
+        clip_model_loader loader(fname, *ctx_clip);
+        loader.load_hparams();
+        loader.load_tensors();
+        loader.alloc_compute_meta();
+    } catch (const std::exception & e) {
+        LOG_ERR("%s: failed to load model '%s': %s\n", __func__, fname, e.what());
+        delete ctx_clip;
+        return nullptr;
+    }
+
+    return ctx_clip;
+}
+
+void clip_add_load_image_size(struct clip_ctx * ctx_clip, struct clip_image_size * load_image_size) {
+    ctx_clip->load_image_size = *load_image_size; // copy
+}
+
+struct clip_image_size * clip_get_load_image_size(struct clip_ctx * ctx_clip) {
+    return &ctx_clip->load_image_size;
+}
+
+struct clip_image_size * clip_image_size_init() {
+    struct clip_image_size * load_image_size = new struct clip_image_size();
+    load_image_size->width = 448;
+    load_image_size->height = 448;
+    return load_image_size;
+}
+
+struct clip_image_u8 * clip_image_u8_init() {
+    return new clip_image_u8();
+}
+
+struct clip_image_f32 * clip_image_f32_init() {
+    return new clip_image_f32();
+}
+
+struct clip_image_f32_batch * clip_image_f32_batch_init() {
+    return new clip_image_f32_batch();
+}
+
+unsigned char * clip_image_u8_get_data(struct clip_image_u8 * img, uint32_t * nx, uint32_t * ny) {
+    if (nx) *nx = img->nx;
+    if (ny) *ny = img->ny;
+    return img->buf.data();
+}
+
+void clip_image_size_free(struct clip_image_size * load_image_size) {
+    if (load_image_size == nullptr) {
+        return;
+    }
+    delete load_image_size;
+}
+void clip_image_u8_free(struct clip_image_u8  * img) { if (img) delete img; }
+void clip_image_f32_free(struct clip_image_f32 * img) { if (img) delete img; }
+void clip_image_u8_batch_free(struct clip_image_u8_batch * batch) { if (batch) delete batch; }
+void clip_image_f32_batch_free(struct clip_image_f32_batch * batch) { if (batch) delete batch; }
+
+size_t clip_image_f32_batch_n_images(const struct clip_image_f32_batch * batch) {
+    return batch->entries.size();
+}
+
+size_t clip_image_f32_batch_nx(const struct clip_image_f32_batch * batch, int idx) {
+    if (idx < 0 || idx >= (int)batch->entries.size()) {
+        LOG_ERR("%s: invalid index %d\n", __func__, idx);
+        return 0;
+    }
+    return batch->entries[idx]->nx;
+}
+
+size_t clip_image_f32_batch_ny(const struct clip_image_f32_batch * batch, int idx) {
+    if (idx < 0 || idx >= (int)batch->entries.size()) {
+        LOG_ERR("%s: invalid index %d\n", __func__, idx);
+        return 0;
+    }
+    return batch->entries[idx]->ny;
+}
+
+clip_image_f32 * clip_image_f32_get_img(const struct clip_image_f32_batch * batch, int idx) {
+    if (idx < 0 || idx >= (int)batch->entries.size()) {
+        LOG_ERR("%s: invalid index %d\n", __func__, idx);
+        return nullptr;
+    }
+    return batch->entries[idx].get();
+}
+
+void clip_build_img_from_pixels(const unsigned char * rgb_pixels, int nx, int ny, clip_image_u8 * img) {
+    img->nx = nx;
+    img->ny = ny;
+    img->buf.resize(3 * nx * ny);
+    memcpy(img->buf.data(), rgb_pixels, img->buf.size());
+}
+
+bool clip_image_load_from_file(const char * fname, clip_image_u8 * img) {
+    int nx, ny, nc;
+    auto * data = stbi_load(fname, &nx, &ny, &nc, 3);
+    if (!data) {
+        LOG_ERR("%s: failed to load image '%s'\n", __func__, fname);
+        return false;
+    }
+    clip_build_img_from_pixels(data, nx, ny, img);
+    stbi_image_free(data);
+    return true;
+}
+
+bool clip_image_load_from_bytes(const unsigned char * bytes, size_t bytes_length, struct clip_image_u8 * img) {
+    int nx, ny, nc;
+    auto * data = stbi_load_from_memory(bytes, bytes_length, &nx, &ny, &nc, 3);
+    if (!data) {
+        LOG_ERR("%s: failed to decode image bytes\n", __func__);
+        return false;
+    }
+    clip_build_img_from_pixels(data, nx, ny, img);
+    stbi_image_free(data);
+    return true;
+}
+
+// Normalize image to float32 - careful with pytorch .to(model.device, dtype=torch.float16) - this sometimes reduces precision (32>16>32), sometimes not
+static void normalize_image_u8_to_f32(const clip_image_u8 & src, clip_image_f32 & dst, const float mean[3], const float std[3]) {
+    dst.nx = src.nx;
+    dst.ny = src.ny;
+    dst.buf.resize(src.buf.size());
+
+    // TODO @ngxson : seems like this could be done more efficiently on cgraph
+    for (size_t i = 0; i < src.buf.size(); ++i) {
+        int c = i % 3; // rgb
+        dst.buf[i] = (static_cast<float>(src.buf[i]) / 255.0f - mean[c]) / std[c];
+    }
+}
+
+// set of tools to manupulate images
+// in the future, we can have HW acceleration by allowing this struct to access 3rd party lib like imagick or opencv
+struct image_manipulation {
+    // Bilinear resize function
+    static void bilinear_resize(const clip_image_u8& src, clip_image_u8& dst, int target_width, int target_height) {
+        dst.nx = target_width;
+        dst.ny = target_height;
+        dst.buf.resize(3 * target_width * target_height);
+
+        float x_ratio = static_cast<float>(src.nx - 1) / target_width;
+        float y_ratio = static_cast<float>(src.ny - 1) / target_height;
+
+        for (int y = 0; y < target_height; y++) {
+            for (int x = 0; x < target_width; x++) {
+                float px = x_ratio * x;
+                float py = y_ratio * y;
+                int x_floor = static_cast<int>(px);
+                int y_floor = static_cast<int>(py);
+                float x_lerp = px - x_floor;
+                float y_lerp = py - y_floor;
+
+                for (int c = 0; c < 3; c++) {
+                    float top = lerp(
+                        static_cast<float>(src.buf[3 * (y_floor * src.nx + x_floor) + c]),
+                        static_cast<float>(src.buf[3 * (y_floor * src.nx + (x_floor + 1)) + c]),
+                        x_lerp
+                    );
+                    float bottom = lerp(
+                        static_cast<float>(src.buf[3 * ((y_floor + 1) * src.nx + x_floor) + c]),
+                        static_cast<float>(src.buf[3 * ((y_floor + 1) * src.nx + (x_floor + 1)) + c]),
+                        x_lerp
+                    );
+                    dst.buf[3 * (y * target_width + x) + c] = static_cast<uint8_t>(lerp(top, bottom, y_lerp));
+                }
+            }
+        }
+    }
+
+    // Bicubic resize function
+    // part of image will be cropped if the aspect ratio is different
+    static bool bicubic_resize(const clip_image_u8 & img, clip_image_u8 & dst, int target_width, int target_height) {
+        const int nx = img.nx;
+        const int ny = img.ny;
+
+        dst.nx = target_width;
+        dst.ny = target_height;
+        dst.buf.resize(3 * target_width * target_height);
+
+        float Cc;
+        float C[5];
+        float d0, d2, d3, a0, a1, a2, a3;
+        int i, j, k, jj;
+        int x, y;
+        float dx, dy;
+        float tx, ty;
+
+        tx = (float)nx / (float)target_width;
+        ty = (float)ny / (float)target_height;
+
+        // Bicubic interpolation; adapted from ViT.cpp, inspired from :
+        //    -> https://github.com/yglukhov/bicubic-interpolation-image-processing/blob/master/libimage.c#L36
+        //    -> https://en.wikipedia.org/wiki/Bicubic_interpolation
+
+        for (i = 0; i < target_height; i++) {
+            for (j = 0; j < target_width; j++) {
+                x = (int)(tx * j);
+                y = (int)(ty * i);
+
+                dx = tx * j - x;
+                dy = ty * i - y;
+
+                for (k = 0; k < 3; k++) {
+                    for (jj = 0; jj <= 3; jj++) {
+                        d0 = img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x - 1, 0, nx - 1)) * 3 + k] - img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x, 0, nx - 1)) * 3 + k];
+                        d2 = img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x + 1, 0, nx - 1)) * 3 + k] - img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x, 0, nx - 1)) * 3 + k];
+                        d3 = img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x + 2, 0, nx - 1)) * 3 + k] - img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x, 0, nx - 1)) * 3 + k];
+                        a0 = img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x, 0, nx - 1)) * 3 + k];
+
+                        a1 = -1.0 / 3 * d0 + d2 - 1.0 / 6 * d3;
+                        a2 =  1.0 / 2 * d0 +      1.0 / 2 * d2;
+                        a3 = -1.0 / 6 * d0 -      1.0 / 2 * d2 + 1.0 / 6 * d3;
+
+                        C[jj] = a0 + a1 * dx + a2 * dx * dx + a3 * dx * dx * dx;
+
+                        d0 = C[0] - C[1];
+                        d2 = C[2] - C[1];
+                        d3 = C[3] - C[1];
+                        a0 = C[1];
+                        a1 = -1.0 / 3 * d0 + d2 - 1.0 / 6 * d3;
+                        a2 =  1.0 / 2 * d0 +      1.0 / 2 * d2;
+                        a3 = -1.0 / 6 * d0 -      1.0 / 2 * d2 + 1.0 / 6 * d3;
+                        Cc = a0 + a1 * dy + a2 * dy * dy + a3 * dy * dy * dy;
+
+                        const uint8_t Cc2 = std::min(std::max(std::round(Cc), 0.0f), 255.0f);
+                        dst.buf[(i * target_width + j) * 3 + k] = float(Cc2);
+                    }
+                }
+            }
+        }
+
+        return true;
+    }
+
+    // llava-1.6 type of resize_and_pad
+    // if the ratio is not 1:1, padding with pad_color will be applied
+    // pad_color is single channel, default is 0 (black)
+    static void resize_and_pad_image(const clip_image_u8 & image, clip_image_u8 & dst, const clip_image_size & target_resolution, std::array<uint8_t, 3> pad_color = {0, 0, 0}) {
+        int target_width  = target_resolution.width;
+        int target_height = target_resolution.height;
+
+        float scale_w = static_cast<float>(target_width) / image.nx;
+        float scale_h = static_cast<float>(target_height) / image.ny;
+
+        int new_width, new_height;
+
+        if (scale_w < scale_h) {
+            new_width  = target_width;
+            new_height = std::min(static_cast<int>(std::ceil(image.ny * scale_w)), target_height);
+        } else {
+            new_height = target_height;
+            new_width  = std::min(static_cast<int>(std::ceil(image.nx * scale_h)), target_width);
+        }
+
+        clip_image_u8 resized_image;
+        bicubic_resize(image, resized_image, new_width, new_height);
+
+        clip_image_u8 padded_image;
+        padded_image.nx = target_width;
+        padded_image.ny = target_height;
+        padded_image.buf.resize(3 * target_width * target_height);
+
+        // Fill the padded image with the fill color
+        for (size_t i = 0; i < padded_image.buf.size(); i += 3) {
+            padded_image.buf[i]     = pad_color[0];
+            padded_image.buf[i + 1] = pad_color[1];
+            padded_image.buf[i + 2] = pad_color[2];
+        }
+
+        // Calculate padding offsets
+        int pad_x = (target_width  - new_width)  / 2;
+        int pad_y = (target_height - new_height) / 2;
+
+        // Copy the resized image into the center of the padded buffer
+        for (int y = 0; y < new_height; ++y) {
+            for (int x = 0; x < new_width; ++x) {
+                for (int c = 0; c < 3; ++c) {
+                    padded_image.buf[3 * ((y + pad_y) * target_width + (x + pad_x)) + c] = resized_image.buf[3 * (y * new_width + x) + c];
+                }
+            }
+        }
+        dst = std::move(padded_image);
+    }
+
+    static void crop_image(const clip_image_u8 & image, clip_image_u8 & dst, int x, int y, int w, int h) {
+        dst.nx = w;
+        dst.ny = h;
+        dst.buf.resize(3 * w * h);
+
+        for (int i = 0; i < h; ++i) {
+            for (int j = 0; j < w; ++j) {
+                int src_idx = 3 * ((y + i)*image.nx + (x + j));
+                int dst_idx = 3 * (i*w + j);
+                dst.buf[dst_idx]     = image.buf[src_idx];
+                dst.buf[dst_idx + 1] = image.buf[src_idx + 1];
+                dst.buf[dst_idx + 2] = image.buf[src_idx + 2];
+            }
+        }
+    }
+
+    // calculate the size of the **resized** image, while preserving the aspect ratio
+    // the calculated size will be aligned to the nearest multiple of align_size
+    // if H or W size is larger than max_dimension, it will be resized to max_dimension
+    static clip_image_size calc_size_preserved_ratio(const clip_image_size & inp_size, const int align_size, const int max_dimension) {
+        if (inp_size.width <= 0 || inp_size.height <= 0 || align_size <= 0 || max_dimension <= 0) {
+            return {0, 0};
+        }
+
+        float scale = std::min(1.0f, std::min(static_cast<float>(max_dimension) / inp_size.width,
+                                              static_cast<float>(max_dimension) / inp_size.height));
+
+        float target_width_f  = static_cast<float>(inp_size.width)  * scale;
+        float target_height_f = static_cast<float>(inp_size.height) * scale;
+
+        int aligned_width  = CLIP_ALIGN((int)target_width_f,  align_size);
+        int aligned_height = CLIP_ALIGN((int)target_height_f, align_size);
+
+        return {aligned_width, aligned_height};
+    }
+
+private:
+    static inline int clip(int x, int lower, int upper) {
+        return std::max(lower, std::min(x, upper));
+    }
+
+    // Linear interpolation between two points
+    static inline float lerp(float s, float e, float t) {
+        return s + (e - s) * t;
+    }
+};
+
+/**
+ * implementation of LLaVA-UHD:
+ *  - https://arxiv.org/pdf/2403.11703
+ *  - https://github.com/thunlp/LLaVA-UHD
+ *  - https://github.com/thunlp/LLaVA-UHD/blob/302301bc2175f7e717fb8548516188e89f649753/llava_uhd/train/llava-uhd/slice_logic.py#L118
+ *
+ * overview:
+ *   - an image always have a single overview (downscaled image)
+ *   - an image can have 0 or multiple slices, depending on the image size
+ *   - each slice can then be considered as a separate image
+ *
+ * for example:
+ *
+ * [overview] --> [slice 1] --> [slice 2]
+ *           |                |
+ *           +--> [slice 3] --> [slice 4]
+ */
+struct llava_uhd {
+    struct slice_coordinates {
+        int x;
+        int y;
+        clip_image_size size;
+    };
+
+    struct slice_instructions {
+        clip_image_size overview_size; // size of downscaled image
+        clip_image_size refined_size;  // size of image right before slicing (must be multiple of slice size)
+        clip_image_size grid_size;     // grid_size.width * grid_size.height = number of slices
+        std::vector<slice_coordinates> slices;
+        bool padding_refined = false;  // if true, refine image will be padded to the grid size (e.g. llava-1.6)
+    };
+
+    static int get_max_slices(struct clip_ctx * ctx) {
+        if (clip_is_minicpmv(ctx)) {
+            return 9;
+        }
+        return 0;
+    }
+
+    static slice_instructions get_slice_instructions(struct clip_ctx * ctx, const clip_image_size & original_size) {
+        slice_instructions res;
+        const int patch_size      = clip_get_patch_size(ctx);
+        const int slice_size      = clip_get_image_size(ctx);
+        const int max_slice_nums  = get_max_slices(ctx);
+        const int original_width  = original_size.width;
+        const int original_height = original_size.height;
+        const float log_ratio = log((float)original_width / original_height);
+        const float ratio = (float)original_width * original_height / (slice_size * slice_size);
+        const int multiple = fmin(ceil(ratio), max_slice_nums);
+        const bool has_slices = (multiple > 1);
+        const bool has_pinpoints = !ctx->vision_model.hparams.image_grid_pinpoints.empty();
+
+        if (has_pinpoints) {
+            // has pinpoints, use them to calculate the grid size (e.g. llava-1.6)
+            auto refine_size = llava_uhd::select_best_resolution(
+                ctx->vision_model.hparams.image_grid_pinpoints,
+                original_size);
+            res.overview_size   = clip_image_size{slice_size, slice_size};
+            res.refined_size    = refine_size;
+            res.grid_size       = clip_image_size{0, 0};
+            res.padding_refined = true;
+
+            for (int y = 0; y < refine_size.height; y += slice_size) {
+                for (int x = 0; x < refine_size.width; x += slice_size) {
+                    slice_coordinates slice;
+                    slice.x = x;
+                    slice.y = y;
+                    slice.size.width  = std::min(slice_size, refine_size.width  - x);
+                    slice.size.height = std::min(slice_size, refine_size.height - y);
+                    res.slices.push_back(slice);
+                    if (x == 0) {
+                        res.grid_size.width++;
+                    }
+                }
+                res.grid_size.height++;
+            }
+
+            return res;
+        }
+
+        // no pinpoints, dynamically calculate the grid size (e.g. minicpmv)
+
+        auto best_size    = get_best_resize(original_size, slice_size, patch_size, !has_slices);
+        res.overview_size = best_size;
+
+        if (!has_slices) {
+            // skip slicing logic
+            res.refined_size = clip_image_size{0, 0};
+            res.grid_size    = clip_image_size{0, 0};
+
+        } else {
+            auto best_grid   = get_best_grid(max_slice_nums, multiple, log_ratio);
+            auto refine_size = get_refine_size(original_size, best_grid, slice_size, patch_size, true);
+            res.grid_size    = best_grid;
+            res.refined_size = refine_size;
+
+            int width  = refine_size.width;
+            int height = refine_size.height;
+            int grid_x = int(width  / best_grid.width);
+            int grid_y = int(height / best_grid.height);
+            for (int patches_y = 0,                    ic = 0;
+                    patches_y < refine_size.height && ic < best_grid.height;
+                    patches_y += grid_y,              ic += 1) {
+                for (int patches_x = 0,                   jc = 0;
+                        patches_x < refine_size.width && jc < best_grid.width;
+                        patches_x += grid_x,             jc += 1) {
+                    slice_coordinates slice;
+                    slice.x = patches_x;
+                    slice.y = patches_y;
+                    slice.size.width  = grid_x;
+                    slice.size.height = grid_y;
+                    res.slices.push_back(slice);
+                    // LOG_INF("slice %d: %d %d %d %d\n", ic, patches_i, patches_j, grid_x, grid_y);
+                }
+            }
+        }
+
+        return res;
+    }
+
+    static std::vector<clip_image_u8_ptr> slice_image(const clip_image_u8 * img, const slice_instructions & inst) {
+        std::vector<clip_image_u8_ptr> output;
+
+        // resize to overview size
+        clip_image_u8_ptr resized_img(clip_image_u8_init());
+        image_manipulation::bicubic_resize(*img, *resized_img, inst.overview_size.width, inst.overview_size.height);
+        output.push_back(std::move(resized_img));
+        if (inst.slices.empty()) {
+            // no slices, just return the resized image
+            return output;
+        }
+
+        // resize to refined size
+        clip_image_u8_ptr refined_img(clip_image_u8_init());
+        if (inst.padding_refined) {
+            image_manipulation::resize_and_pad_image(*img, *refined_img, inst.refined_size);
+        } else {
+            image_manipulation::bilinear_resize(*img, *refined_img, inst.refined_size.width, inst.refined_size.height);
+        }
+
+        // create slices
+        for (const auto & slice : inst.slices) {
+            int x = slice.x;
+            int y = slice.y;
+            int w = slice.size.width;
+            int h = slice.size.height;
+
+            clip_image_u8_ptr img_slice(clip_image_u8_init());
+            image_manipulation::crop_image(*refined_img, *img_slice, x, y, w, h);
+            output.push_back(std::move(img_slice));
+        }
+
+        return output;
+    }
+
+private:
+    static clip_image_size get_best_resize(const clip_image_size & original_size, int scale_resolution, int patch_size, bool allow_upscale = false) {
+        int width  = original_size.width;
+        int height = original_size.height;
+        if ((width * height > scale_resolution * scale_resolution) || allow_upscale) {
+            float r = static_cast<float>(width) / height;
+            height  = static_cast<int>(scale_resolution / std::sqrt(r));
+            width   = static_cast<int>(height * r);
+        }
+        clip_image_size res;
+        res.width  = ensure_divide(width,  patch_size);
+        res.height = ensure_divide(height, patch_size);
+        return res;
+    }
+
+    /**
+     * Selects the best resolution from a list of possible resolutions based on the original size.
+     *
+     * @param original_size The original size of the image
+     * @param possible_resolutions A list of possible resolutions
+     * @return The best fit resolution
+     */
+    static clip_image_size select_best_resolution(const clip_image_size & original_size, const std::vector<clip_image_size> & possible_resolutions) {
+        int original_width = original_size.width;
+        int original_height = original_size.height;
+        clip_image_size best_fit;
+        int max_effective_resolution = 0;
+        int min_wasted_resolution = std::numeric_limits<int>::max();
+
+        for (const auto & resolution : possible_resolutions) {
+            int width  = resolution.width;
+            int height = resolution.height;
+            float scale = std::min(static_cast<float>(width) / original_width, static_cast<float>(height) / original_height);
+            int downscaled_width  = static_cast<int>(original_width * scale);
+            int downscaled_height = static_cast<int>(original_height * scale);
+            int effective_resolution = std::min(downscaled_width * downscaled_height, original_width * original_height);
+            int wasted_resolution = (width * height) - effective_resolution;
+            // LOG_INF("resolution: %d %d, scale: %f, downscaled: %d %d, effective: %d, wasted: %d\n", width, height, scale, downscaled_width, downscaled_height, effective_resolution, wasted_resolution);
+            if (effective_resolution > max_effective_resolution || (effective_resolution == max_effective_resolution && wasted_resolution < min_wasted_resolution)) {
+                max_effective_resolution = effective_resolution;
+                min_wasted_resolution = wasted_resolution;
+                best_fit = resolution;
+            }
+        }
+
+        return best_fit;
+    }
+
+    // used by llava 1.6 with custom list of pinpoints
+    static clip_image_size select_best_resolution(const std::vector<int32_t> & pinpoints, const clip_image_size & original_size) {
+        std::vector<clip_image_size> possible_resolutions;
+        for (size_t i = 0; i < pinpoints.size(); i += 2) {
+            possible_resolutions.push_back(clip_image_size{pinpoints[i], pinpoints[i+1]});
+        }
+        return select_best_resolution(original_size, possible_resolutions);
+    }
+
+    static int ensure_divide(int length, int patch_size) {
+        return std::max(static_cast<int>(std::round(static_cast<float>(length) / patch_size) * patch_size), patch_size);
+    }
+
+    static clip_image_size get_refine_size(const clip_image_size & original_size, const clip_image_size & grid, int scale_resolution, int patch_size, bool allow_upscale = false) {
+        int width  = original_size.width;
+        int height = original_size.height;
+        int grid_x = grid.width;
+        int grid_y = grid.height;
+
+        int refine_width  = ensure_divide(width, grid_x);
+        int refine_height = ensure_divide(height, grid_y);
+
+        clip_image_size grid_size;
+        grid_size.width  = refine_width  / grid_x;
+        grid_size.height = refine_height / grid_y;
+
+        auto best_grid_size  = get_best_resize(grid_size, scale_resolution, patch_size, allow_upscale);
+        int best_grid_width  = best_grid_size.width;
+        int best_grid_height = best_grid_size.height;
+
+        clip_image_size refine_size;
+        refine_size.width  = best_grid_width  * grid_x;
+        refine_size.height = best_grid_height * grid_y;
+        return refine_size;
+    }
+
+    static clip_image_size get_best_grid(const int max_slice_nums, const int multiple, const float log_ratio) {
+        std::vector<int> candidate_split_grids_nums;
+        for (int i : {multiple - 1, multiple, multiple + 1}) {
+            if (i == 1 || i > max_slice_nums) {
+                continue;
+            }
+            candidate_split_grids_nums.push_back(i);
+        }
+
+        std::vector<clip_image_size> candidate_grids;
+        for (int split_grids_nums : candidate_split_grids_nums) {
+            int m = 1;
+            while (m <= split_grids_nums) {
+                if (split_grids_nums % m == 0) {
+                    candidate_grids.push_back(clip_image_size{m, split_grids_nums / m});
+                }
+                ++m;
+            }
+        }
+
+        clip_image_size best_grid{1, 1};
+        float min_error = std::numeric_limits<float>::infinity();
+        for (const auto& grid : candidate_grids) {
+            float error = std::abs(log_ratio - std::log(1.0 * grid.width / grid.height));
+            if (error < min_error) {
+                best_grid = grid;
+                min_error = error;
+            }
+        }
+        return best_grid;
+    }
+};
+
+// TODO @ngxson : decprecate the load_image_size singleton pattern
+int clip_uhd_num_image_embeds_col(struct clip_ctx * ctx_clip) {
+    const auto inst = llava_uhd::get_slice_instructions(ctx_clip, ctx_clip->load_image_size);
+    return inst.grid_size.width;
+}
+
+// returns the normalized float tensor for llava-1.5, for spatial_unpad with anyres processing for llava-1.6 it returns the normalized image patch tensors as a vector
+// res_imgs memory is being allocated here, previous allocations will be freed if found
+bool clip_image_preprocess(struct clip_ctx * ctx, const clip_image_u8 * img, struct clip_image_f32_batch * res_imgs) {
+    clip_image_size original_size{img->nx, img->ny};
+    bool pad_to_square = true;
+    auto & params = ctx->vision_model.hparams;
+    // The model config actually contains all we need to decide on how to preprocess, here we automatically switch to the new llava-1.6 preprocessing
+    if (params.mm_patch_merge_type == PATCH_MERGE_SPATIAL_UNPAD) {
+        pad_to_square = false;
+    }
+
+    if (clip_is_minicpmv(ctx)) {
+        auto const inst = llava_uhd::get_slice_instructions(ctx, original_size);
+        std::vector<clip_image_u8_ptr> imgs = llava_uhd::slice_image(img, inst);
+
+        for (size_t i = 0; i < imgs.size(); ++i) {
+            // clip_image_save_to_bmp(*imgs[i], "slice_" + std::to_string(i) + ".bmp");
+            clip_image_f32_ptr res(clip_image_f32_init());
+            normalize_image_u8_to_f32(*imgs[i], *res, ctx->image_mean, ctx->image_std);
+            res_imgs->entries.push_back(std::move(res));
+        }
+        return true;
+    }
+    else if (ctx->proj_type == PROJECTOR_TYPE_QWEN2VL || ctx->proj_type == PROJECTOR_TYPE_QWEN25VL) {
+        clip_image_u8 resized;
+        auto patch_size = params.patch_size * 2;
+        auto new_size = image_manipulation::calc_size_preserved_ratio(original_size, patch_size, params.image_size);
+        image_manipulation::bicubic_resize(*img, resized, new_size.width, new_size.height);
+
+        clip_image_f32_ptr img_f32(clip_image_f32_init());
+        // clip_image_f32_ptr res(clip_image_f32_init());
+        normalize_image_u8_to_f32(resized, *img_f32, ctx->image_mean, ctx->image_std);
+        // res_imgs->data[0] = *res;
+        res_imgs->entries.push_back(std::move(img_f32));
+        return true;
+    }
+    else if (ctx->proj_type == PROJECTOR_TYPE_GLM_EDGE
+            || ctx->proj_type == PROJECTOR_TYPE_GEMMA3
+            || ctx->proj_type == PROJECTOR_TYPE_IDEFICS3
+            || ctx->proj_type == PROJECTOR_TYPE_INTERNVL // TODO @ngxson : support dynamic resolution
+    ) {
+        clip_image_u8 resized_image;
+        int sz = params.image_size;
+        image_manipulation::resize_and_pad_image(*img, resized_image, {sz, sz});
+        clip_image_f32_ptr img_f32(clip_image_f32_init());
+        //clip_image_save_to_bmp(resized_image, "resized.bmp");
+        normalize_image_u8_to_f32(resized_image, *img_f32, ctx->image_mean, ctx->image_std);
+        res_imgs->entries.push_back(std::move(img_f32));
+        return true;
+    }
+    else if (ctx->proj_type == PROJECTOR_TYPE_PIXTRAL) {
+        clip_image_u8 resized_image;
+        auto new_size = image_manipulation::calc_size_preserved_ratio(original_size, params.patch_size, params.image_size);
+        image_manipulation::bilinear_resize(*img, resized_image, new_size.width, new_size.height);
+        clip_image_f32_ptr img_f32(clip_image_f32_init());
+        normalize_image_u8_to_f32(resized_image, *img_f32, ctx->image_mean, ctx->image_std);
+        res_imgs->entries.push_back(std::move(img_f32));
+        return true;
+    }
+
+    // the logic below is to pad the shorter side to the longer side with a background color: rgb(122, 116, 104)
+    // see https://github.com/haotian-liu/LLaVA/blob/e854a2bf85118c504f6f16bf5c3c7c92f8fa8c6b/llava/conversation.py#L113-L156
+
+    clip_image_u8_ptr temp(clip_image_u8_init()); // we will keep the input image data here temporarily
+
+    if (pad_to_square) {
+        // for llava-1.5, we resize image to a square, and pad the shorter side with a background color
+        // see https://github.com/haotian-liu/LLaVA/blob/e854a2bf85118c504f6f16bf5c3c7c92f8fa8c6b/llava/conversation.py#L113-L156
+        const int longer_side = std::max(img->nx, img->ny);
+        temp->nx = longer_side;
+        temp->ny = longer_side;
+        temp->buf.resize(3 * longer_side * longer_side);
+
+        // background color in RGB from LLaVA (this is the mean rgb color * 255)
+        const std::array<uint8_t, 3> pad_color = {122, 116, 104};
+
+        // resize the image to the target_size
+        image_manipulation::resize_and_pad_image(*img, *temp, clip_image_size{params.image_size, params.image_size}, pad_color);
+
+        clip_image_f32_ptr res(clip_image_f32_init());
+        normalize_image_u8_to_f32(*temp, *res, ctx->image_mean, ctx->image_std);
+        res_imgs->entries.push_back(std::move(res));
+        return true;
+
+    } else if (!params.image_grid_pinpoints.empty()) {
+        // "spatial_unpad" with "anyres" processing for llava-1.6
+        auto const inst = llava_uhd::get_slice_instructions(ctx, original_size);
+        std::vector<clip_image_u8_ptr> imgs = llava_uhd::slice_image(img, inst);
+
+        for (size_t i = 0; i < imgs.size(); ++i) {
+            // clip_image_save_to_bmp(*imgs[i], "slice_" + std::to_string(i) + ".bmp");
+            clip_image_f32_ptr res(clip_image_f32_init());
+            normalize_image_u8_to_f32(*imgs[i], *res, ctx->image_mean, ctx->image_std);
+            res_imgs->entries.push_back(std::move(res));
+        }
+
+        return true;
+
+    }
+
+    GGML_ASSERT(false && "Unknown image preprocessing type");
+}
+
+ggml_tensor * clip_get_newline_tensor(const struct clip_ctx * ctx) {
+    return ctx->vision_model.image_newline;
+}
+
+void clip_free(clip_ctx * ctx) {
+    if (ctx == nullptr) {
+        return;
+    }
+    delete ctx;
+}
+
+// deprecated
+size_t clip_embd_nbytes(const struct clip_ctx * ctx) {
+    const int32_t nx = ctx->vision_model.hparams.image_size;
+    const int32_t ny = ctx->vision_model.hparams.image_size;
+    return clip_embd_nbytes_by_img(ctx, nx, ny);
+}
+
+size_t clip_embd_nbytes_by_img(const struct clip_ctx * ctx, int img_w, int img_h) {
+    clip_image_f32 img;
+    img.nx = img_w;
+    img.ny = img_h;
+    return clip_n_output_tokens(ctx, &img) * clip_n_mmproj_embd(ctx) * sizeof(float);
+}
+
+int32_t clip_get_image_size(const struct clip_ctx * ctx) {
+    return ctx->vision_model.hparams.image_size;
+}
+
+int32_t clip_get_patch_size(const struct clip_ctx * ctx) {
+    return ctx->vision_model.hparams.patch_size;
+}
+
+int32_t clip_get_hidden_size(const struct clip_ctx * ctx) {
+    return ctx->vision_model.hparams.n_embd;
+}
+
+const char * clip_patch_merge_type(const struct clip_ctx * ctx) {
+    return ctx->vision_model.hparams.mm_patch_merge_type == PATCH_MERGE_SPATIAL_UNPAD ? "spatial_unpad" : "flat";
+}
+
+const int32_t * clip_image_grid(const struct clip_ctx * ctx) {
+    if (ctx->vision_model.hparams.image_grid_pinpoints.size()) {
+        return &ctx->vision_model.hparams.image_grid_pinpoints.front();
+    }
+    return nullptr;
+}
+
+size_t get_clip_image_grid_size(const struct clip_ctx * ctx) {
+    return ctx->vision_model.hparams.image_grid_pinpoints.size();
+}
+
+// deprecated
+int clip_n_patches(const struct clip_ctx * ctx) {
+    clip_image_f32 img;
+    img.nx = ctx->vision_model.hparams.image_size;
+    img.ny = ctx->vision_model.hparams.image_size;
+    return clip_n_output_tokens(ctx, &img);
+}
+
+// deprecated
+int clip_n_patches_by_img(const struct clip_ctx * ctx, struct clip_image_f32 * img) {
+    return clip_n_output_tokens(ctx, img);
+}
+
+int clip_n_output_tokens_x(const struct clip_ctx * ctx, struct clip_image_f32 * img) {
+    const auto & params = ctx->vision_model.hparams;
+    const int n_total = clip_n_output_tokens(ctx, img);
+    if (ctx->proj_type == PROJECTOR_TYPE_QWEN2VL || ctx->proj_type == PROJECTOR_TYPE_QWEN25VL) {
+        return img->nx / (params.patch_size * 2) + (int)(img->nx % params.patch_size > 0);
+    }
+    return n_total;
+}
+
+int clip_n_output_tokens_y(const struct clip_ctx * ctx, struct clip_image_f32 * img) {
+    const auto & params = ctx->vision_model.hparams;
+    if (ctx->proj_type == PROJECTOR_TYPE_QWEN2VL || ctx->proj_type == PROJECTOR_TYPE_QWEN25VL) {
+        return img->ny / (params.patch_size * 2) + (int)(img->ny % params.patch_size > 0);
+    }
+    return 1;
+}
+
+int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * img) {
+    const auto & params = ctx->vision_model.hparams;
+
+    int n_patches = (params.image_size / params.patch_size) * (params.image_size / params.patch_size);
+
+    if (ctx->proj_type == PROJECTOR_TYPE_LDP
+            || ctx->proj_type == PROJECTOR_TYPE_LDPV2
+            || ctx->proj_type == PROJECTOR_TYPE_GLM_EDGE) {
+        n_patches /= 4;
+        if (ctx->vision_model.mm_glm_tok_boi) {
+            n_patches += 2; // for BOI and EOI token embeddings
+        }
+    } else if (ctx->proj_type == PROJECTOR_TYPE_MINICPMV) {
+        if (ctx->minicpmv_version == 2) {
+            n_patches = 96;
+        }
+        else if (ctx->minicpmv_version == 3) {
+            n_patches = 64;
+        }
+        else if (ctx->minicpmv_version == 4) {
+            n_patches = 64;
+        }
+        else {
+            GGML_ABORT("Unknown minicpmv version");
+        }
+    } else if (ctx->proj_type == PROJECTOR_TYPE_QWEN2VL || ctx->proj_type == PROJECTOR_TYPE_QWEN25VL) {
+        int patch_size = params.patch_size * 2;
+        int x_patch = img->nx / patch_size + (int)(img->nx % patch_size > 0);
+        int y_patch = img->ny / patch_size + (int)(img->ny % patch_size > 0);
+        n_patches = x_patch * y_patch;
+    } else if (ctx->proj_type == PROJECTOR_TYPE_GEMMA3) {
+        int n_per_side = params.image_size / params.patch_size;
+        int n_per_side_2d_pool = n_per_side / params.proj_scale_factor;
+        n_patches = n_per_side_2d_pool * n_per_side_2d_pool;
+    } else if (ctx->proj_type == PROJECTOR_TYPE_IDEFICS3 || ctx->proj_type == PROJECTOR_TYPE_INTERNVL) {
+        // both W and H are divided by proj_scale_factor
+        n_patches /= (params.proj_scale_factor * params.proj_scale_factor);
+    } else if (ctx->proj_type == PROJECTOR_TYPE_PIXTRAL) {
+        int n_merge = params.spatial_merge_size;
+        int n_patches_x = img->nx / params.patch_size / (n_merge > 0 ? n_merge : 1);
+        int n_patches_y = img->ny / params.patch_size / (n_merge > 0 ? n_merge : 1);
+        n_patches = n_patches_y*n_patches_x + n_patches_y - 1; // + one [IMG_BREAK] per row, except the last row
+    }
+
+    return n_patches;
+}
+
+static std::vector<std::vector<std::vector<float>>> get_1d_sincos_pos_embed_from_grid_new(int embed_dim, const std::vector<std::vector<float>> & pos) {
+    assert(embed_dim % 2 == 0);
+    int H = pos.size();
+    int W = pos[0].size();
+
+    std::vector<float> omega(embed_dim / 2);
+    for (int i = 0; i < embed_dim / 2; ++i) {
+        omega[i] = 1.0 / pow(10000.0, static_cast<float>(i) / (embed_dim / 2));
+    }
+
+    std::vector<std::vector<std::vector<float>>> emb(H, std::vector<std::vector<float>>(W, std::vector<float>(embed_dim)));
+    for (int h = 0; h < H; ++h) {
+        for (int w = 0; w < W; ++w) {
+            for (int d = 0; d < embed_dim / 2; ++d) {
+                float out_value = pos[h][w] * omega[d];
+                emb[h][w][d] = sin(out_value);
+                emb[h][w][d + embed_dim / 2] = cos(out_value);
+            }
+        }
+    }
+
+    return emb;
+}
+
+static std::vector<std::vector<std::vector<float>>> get_2d_sincos_pos_embed_from_grid(int embed_dim, const std::vector<std::vector<std::vector<float>>> & grid) {
+    assert(embed_dim % 2 == 0);
+    std::vector<std::vector<std::vector<float>>> emb_h = get_1d_sincos_pos_embed_from_grid_new(embed_dim / 2, grid[0]); // (H, W, D/2)
+    std::vector<std::vector<std::vector<float>>> emb_w = get_1d_sincos_pos_embed_from_grid_new(embed_dim / 2, grid[1]); // (H, W, D/2)
+
+    int H = emb_h.size();
+    int W = emb_h[0].size();
+    std::vector<std::vector<std::vector<float>>> emb(H, std::vector<std::vector<float>>(W, std::vector<float>(embed_dim)));
+
+    for (int h = 0; h < H; ++h) {
+        for (int w = 0; w < W; ++w) {
+            for (int d = 0; d < embed_dim / 2; ++d) {
+                emb[h][w][d] = emb_h[h][w][d];
+                emb[h][w][d + embed_dim / 2] = emb_w[h][w][d];
+            }
+        }
+    }
+    return emb;
+}
+
+static std::vector<std::vector<float>> get_2d_sincos_pos_embed(int embed_dim, const std::pair<int, int> image_size) {
+    int grid_h_size = image_size.first;
+    int grid_w_size = image_size.second;
+
+    std::vector<float> grid_h(grid_h_size);
+    std::vector<float> grid_w(grid_w_size);
+
+    for (int i = 0; i < grid_h_size; ++i) {
+        grid_h[i] = static_cast<float>(i);
+    }
+    for (int i = 0; i < grid_w_size; ++i) {
+        grid_w[i] = static_cast<float>(i);
+    }
+
+    std::vector<std::vector<float>> grid(grid_h_size, std::vector<float>(grid_w_size));
+    for (int h = 0; h < grid_h_size; ++h) {
+        for (int w = 0; w < grid_w_size; ++w) {
+            grid[h][w] = grid_w[w];
+        }
+    }
+    std::vector<std::vector<std::vector<float>>> grid_2d = {grid, grid};
+    for (int h = 0; h < grid_h_size; ++h) {
+        for (int w = 0; w < grid_w_size; ++w) {
+            grid_2d[0][h][w] = grid_h[h];
+            grid_2d[1][h][w] = grid_w[w];
+        }
+    }
+
+    std::vector<std::vector<std::vector<float>>> pos_embed_3d = get_2d_sincos_pos_embed_from_grid(embed_dim, grid_2d);
+
+    int H = image_size.first;
+    int W = image_size.second;
+    std::vector<std::vector<float>> pos_embed_2d(H * W, std::vector<float>(embed_dim));
+    for (int h = 0; h < H; ++h) {
+        for (int w = 0; w < W; ++w) {
+            pos_embed_2d[w * H + h] = pos_embed_3d[h][w];
+        }
+    }
+
+    return pos_embed_2d;
+}
+
+bool clip_image_encode(struct clip_ctx * ctx, const int n_threads, clip_image_f32 * img, float * vec) {
+    clip_image_f32_batch imgs;
+    clip_image_f32_ptr img_copy(clip_image_f32_init());
+    *img_copy = *img;
+    imgs.entries.push_back(std::move(img_copy));
+
+    return clip_image_batch_encode(ctx, n_threads, &imgs, vec);
+}
+
+bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_image_f32_batch * imgs_c_ptr, float * vec) {
+    const clip_image_f32_batch & imgs = *imgs_c_ptr;
+    int batch_size = imgs.entries.size();
+
+    // TODO @ngxson : implement batch size > 1 as a loop
+    //                we don't need true batching support because the cgraph will gonna be big anyway
+    if (batch_size != 1) {
+        return false; // only support batch size of 1
+    }
+
+    // build the inference graph
+    ggml_backend_sched_reset(ctx->sched.get());
+    ggml_cgraph * gf = clip_image_build_graph(ctx, imgs);
+    ggml_backend_sched_alloc_graph(ctx->sched.get(), gf);
+
+    // set inputs
+    const auto & model   = ctx->vision_model;
+    const auto & hparams = model.hparams;
+
+    const int image_size_width  = imgs.entries[0]->nx;
+    const int image_size_height = imgs.entries[0]->ny;
+
+    const int patch_size    = hparams.patch_size;
+    const int num_patches   = ((image_size_width / patch_size) * (image_size_height / patch_size));
+    const int n_pos = num_patches + (model.class_embedding ? 1 : 0);
+    const int pos_w = ctx->load_image_size.width  / patch_size;
+    const int pos_h = ctx->load_image_size.height / patch_size;
+
+    const bool use_window_attn = hparams.n_wa_pattern > 0; // for qwen2.5vl
+
+    auto get_inp_tensor = [&gf](const char * name) {
+        ggml_tensor * inp = ggml_graph_get_tensor(gf, name);
+        if (inp == nullptr) {
+            GGML_ABORT("Failed to get tensor %s", name);
+        }
+        if (!(inp->flags & GGML_TENSOR_FLAG_INPUT)) {
+            GGML_ABORT("Tensor %s is not an input tensor", name);
+        }
+        return inp;
+    };
+
+    auto set_input_f32 = [&get_inp_tensor](const char * name, std::vector<float> & values) {
+        ggml_tensor * cur = get_inp_tensor(name);
+        GGML_ASSERT(cur->type == GGML_TYPE_F32);
+        GGML_ASSERT(ggml_nelements(cur) == (int64_t)values.size());
+        ggml_backend_tensor_set(cur, values.data(), 0, ggml_nbytes(cur));
+    };
+
+    auto set_input_i32 = [&get_inp_tensor](const char * name, std::vector<int32_t> & values) {
+        ggml_tensor * cur = get_inp_tensor(name);
+        GGML_ASSERT(cur->type == GGML_TYPE_I32);
+        GGML_ASSERT(ggml_nelements(cur) == (int64_t)values.size());
+        ggml_backend_tensor_set(cur, values.data(), 0, ggml_nbytes(cur));
+    };
+
+    // set input pixel values
+    {
+        size_t nelem = 0;
+        for (const auto & img : imgs.entries) {
+            nelem += img->nx * img->ny * 3;
+        }
+        std::vector<float> inp_raw(nelem);
+
+        // layout of data (note: the channel dim is unrolled to better visualize the layout):
+        //
+        // ┌──W──┐
+        // │     H │  channel = R
+        // ├─────┤ │
+        // │     H │  channel = G
+        // ├─────┤ │
+        // │     H │  channel = B
+        // └─────┘ │
+        //   ──────┘ x B
+
+        for (size_t i = 0; i < imgs.entries.size(); i++) {
+            const int nx = imgs.entries[i]->nx;
+            const int ny = imgs.entries[i]->ny;
+            const int n = nx * ny;
+
+            for (int b = 0; b < batch_size; b++) {
+                float * batch_entry = inp_raw.data() + b * (3*n);
+                for (int y = 0; y < ny; y++) {
+                    for (int x = 0; x < nx; x++) {
+                        size_t base_src = 3*(y * nx + x); // idx of the first channel
+                        size_t base_dst =    y * nx + x;  // idx of the first channel
+                        batch_entry[      base_dst] = imgs.entries[b]->buf[base_src    ];
+                        batch_entry[1*n + base_dst] = imgs.entries[b]->buf[base_src + 1];
+                        batch_entry[2*n + base_dst] = imgs.entries[b]->buf[base_src + 2];
+                    }
+                }
+            }
+        }
+        set_input_f32("inp_raw", inp_raw);
+    }
+
+    // set input per projector
+    switch (ctx->proj_type) {
+        case PROJECTOR_TYPE_MINICPMV:
+            {
+                // inspired from siglip:
+                //    -> https://huggingface.co/HuggingFaceM4/siglip-so400m-14-980-flash-attn2-navit
+                //    -> https://huggingface.co/HuggingFaceM4/siglip-so400m-14-980-flash-attn2-navit/blob/d66538faeba44480d0bfaa42145eef26f9423199/modeling_siglip.py#L316
+                std::vector<int32_t> positions(pos_h * pos_w);
+                int bucket_coords_h[1024];
+                int bucket_coords_w[1024];
+                for (int i = 0; i < pos_h; i++){
+                    bucket_coords_h[i] = std::floor(70.0*i/pos_h);
+                }
+                for (int i = 0; i < pos_w; i++){
+                    bucket_coords_w[i] = std::floor(70.0*i/pos_w);
+                }
+                for (int i = 0, id = 0; i < pos_h; i++){
+                    for (int j = 0; j < pos_w; j++){
+                        positions[id++] = bucket_coords_h[i]*70 + bucket_coords_w[j];
+                    }
+                }
+                set_input_i32("positions", positions);
+
+                // inspired from resampler of Qwen-VL:
+                //    -> https://huggingface.co/Qwen/Qwen-VL/tree/main
+                //    -> https://huggingface.co/Qwen/Qwen-VL/blob/0547ed36a86561e2e42fecec8fd0c4f6953e33c4/visual.py#L23
+                int embed_dim = clip_n_mmproj_embd(ctx);
+
+                // TODO @ngxson : this is very inefficient, can we do this using ggml_sin and ggml_cos?
+                auto pos_embed_t = get_2d_sincos_pos_embed(embed_dim, std::make_pair(pos_w, pos_h));
+
+                std::vector<float> pos_embed(embed_dim * pos_w * pos_h);
+                for(int i = 0; i < pos_w * pos_h; ++i){
+                    for(int j = 0; j < embed_dim; ++j){
+                        pos_embed[i * embed_dim + j] = pos_embed_t[i][j];
+                    }
+                }
+
+                set_input_f32("pos_embed", pos_embed);
+            } break;
+        case PROJECTOR_TYPE_QWEN2VL:
+            {
+                const int merge_ratio = 2;
+                const int pw = image_size_width  / patch_size;
+                const int ph = image_size_height / patch_size;
+                std::vector<int> positions(n_pos * 4);
+                int ptr = 0;
+                for (int y = 0; y < ph; y += merge_ratio) {
+                    for (int x = 0; x < pw; x += merge_ratio) {
+                        for (int dy = 0; dy < 2; dy++) {
+                            for (int dx = 0; dx < 2; dx++) {
+                                positions[                  ptr] = y + dy;
+                                positions[    num_patches + ptr] = x + dx;
+                                positions[2 * num_patches + ptr] = y + dy;
+                                positions[3 * num_patches + ptr] = x + dx;
+                                ptr++;
+                            }
+                        }
+                    }
+                }
+
+                set_input_i32("positions", positions);
+            } break;
+        case PROJECTOR_TYPE_QWEN25VL:
+            {
+                // pw * ph = number of tokens output by ViT after apply patch merger
+                // ipw * ipw = number of vision token been processed inside ViT
+                const int merge_ratio = 2;
+                const int pw  = image_size_width  / patch_size / merge_ratio;
+                const int ph  = image_size_height / patch_size / merge_ratio;
+                const int ipw = image_size_width  / patch_size;
+                const int iph = image_size_height / patch_size;
+
+                std::vector<int> idx    (ph * pw);
+                std::vector<int> inv_idx(ph * pw);
+
+                if (use_window_attn) {
+                    const int attn_window_size = 112;
+                    const int grid_window = attn_window_size / patch_size / merge_ratio;
+                    int dst = 0;
+                    // [num_vision_tokens, num_vision_tokens] attention mask tensor
+                    std::vector<float> mask(pow(ipw * iph, 2), std::numeric_limits<float>::lowest());
+                    int mask_row = 0;
+
+                    for (int y = 0; y < ph; y += grid_window) {
+                        for (int x = 0; x < pw; x += grid_window) {
+                            const int win_h = std::min(grid_window, ph - y);
+                            const int win_w = std::min(grid_window, pw - x);
+                            const int dst_0 = dst;
+                            // group all tokens belong to the same window togather (to a continue range)
+                            for (int dy = 0; dy < win_h; dy++) {
+                                for (int dx = 0; dx < win_w; dx++) {
+                                    const int src = (y + dy) * pw + (x + dx);
+                                    GGML_ASSERT(src < (int)idx.size());
+                                    GGML_ASSERT(dst < (int)inv_idx.size());
+                                    idx    [src] = dst;
+                                    inv_idx[dst] = src;
+                                    dst++;
+                                }
+                            }
+
+                            for (int r=0; r < win_h * win_w * merge_ratio * merge_ratio; r++) {
+                                int row_offset = mask_row * (ipw * iph);
+                                std::fill(
+                                    mask.begin() + row_offset + (dst_0 * merge_ratio * merge_ratio),
+                                    mask.begin() + row_offset + (dst   * merge_ratio * merge_ratio),
+                                    0.0);
+                                mask_row++;
+                            }
+                        }
+                    }
+
+                    set_input_i32("window_idx",     idx);
+                    set_input_i32("inv_window_idx", inv_idx);
+                    set_input_f32("window_mask",    mask);
+                } else {
+                    for (int i = 0; i < ph * pw; i++) {
+                        idx[i] = i;
+                    }
+                }
+
+                const int mpow = merge_ratio * merge_ratio;
+                std::vector<int> positions(n_pos * 4);
+
+                int ptr = 0;
+                for (int y = 0; y < iph; y += merge_ratio) {
+                    for (int x = 0; x < ipw; x += merge_ratio) {
+                        for (int dy = 0; dy < 2; dy++) {
+                            for (int dx = 0; dx < 2; dx++) {
+                                auto remap = idx[ptr / mpow];
+                                remap = (remap * mpow) + (ptr % mpow);
+
+                                positions[                  remap] = y + dy;
+                                positions[    num_patches + remap] = x + dx;
+                                positions[2 * num_patches + remap] = y + dy;
+                                positions[3 * num_patches + remap] = x + dx;
+                                ptr++;
+                            }
+                        }
+                    }
+                }
+
+                set_input_i32("positions", positions);
+            } break;
+        case PROJECTOR_TYPE_PIXTRAL:
+            {
+                // set the 2D positions
+                int n_patches_per_col = image_size_width / patch_size;
+                std::vector<int> pos_data(n_pos);
+                // dimension H
+                for (int i = 0; i < n_pos; i++) {
+                    pos_data[i] = i / n_patches_per_col;
+                }
+                set_input_i32("pos_h", pos_data);
+                // dimension W
+                for (int i = 0; i < n_pos; i++) {
+                    pos_data[i] = i % n_patches_per_col;
+                }
+                set_input_i32("pos_w", pos_data);
+            } break;
+        case PROJECTOR_TYPE_GLM_EDGE:
+        {
+            // llava and other models
+            std::vector<int32_t> positions(n_pos);
+            for (int i = 0; i < n_pos; i++) {
+                positions[i] = i;
+            }
+            set_input_i32("positions", positions);
+        } break;
+        case PROJECTOR_TYPE_MLP:
+        case PROJECTOR_TYPE_MLP_NORM:
+        case PROJECTOR_TYPE_LDP:
+        case PROJECTOR_TYPE_LDPV2:
+            {
+                // llava and other models
+                std::vector<int32_t> positions(n_pos);
+                for (int i = 0; i < n_pos; i++) {
+                    positions[i] = i;
+                }
+                set_input_i32("positions", positions);
+
+                // The patches vector is used to get rows to index into the embeds with;
+                // we should skip dim 0 only if we have CLS to avoid going out of bounds
+                // when retrieving the rows.
+                int patch_offset = model.class_embedding ? 1 : 0;
+                std::vector<int32_t> patches(num_patches);
+                for (int i = 0; i < num_patches; i++) {
+                    patches[i] = i + patch_offset;
+                }
+                set_input_i32("patches", patches);
+            } break;
+        case PROJECTOR_TYPE_GEMMA3:
+        case PROJECTOR_TYPE_IDEFICS3:
+        case PROJECTOR_TYPE_INTERNVL:
+            {
+                // do nothing
+            } break;
+        default:
+            GGML_ABORT("Unknown projector type");
+    }
+
+    // ggml_backend_cpu_set_n_threads(ctx->backend_cpu, n_threads);
+    ggml_backend_dev_t dev = ggml_backend_get_device(ctx->backend_cpu);
+    ggml_backend_reg_t reg = dev ? ggml_backend_dev_backend_reg(dev) : nullptr;
+    if (reg) {
+        auto ggml_backend_set_n_threads_fn = (ggml_backend_set_n_threads_t) ggml_backend_reg_get_proc_address(reg, "ggml_backend_set_n_threads");
+        if (ggml_backend_set_n_threads_fn) {
+            ggml_backend_set_n_threads_fn(ctx->backend_cpu, n_threads);
+        }
+    }
+
+    auto status = ggml_backend_sched_graph_compute(ctx->sched.get(), gf);
+    if (status != GGML_STATUS_SUCCESS) {
+        LOG_ERR("%s: ggml_backend_sched_graph_compute failed with error %d\n", __func__, status);
+        return false;
+    }
+
+    // the last node is the embedding tensor
+    ggml_tensor * embeddings = ggml_graph_node(gf, -1);
+
+    // sanity check (only support batch size of 1 for now)
+    const int n_tokens_out = embeddings->ne[1];
+    const int expected_n_tokens_out = clip_n_output_tokens(ctx, imgs.entries[0].get());
+    if (n_tokens_out != expected_n_tokens_out) {
+        LOG_ERR("%s: expected %d tokens, got %d\n", __func__, expected_n_tokens_out, n_tokens_out);
+        GGML_ABORT("Invalid number of output tokens");
+    }
+
+    // copy the embeddings to the location passed by the user
+    ggml_backend_tensor_get(embeddings, vec, 0, ggml_nbytes(embeddings));
+
+    return true;
+}
+
+bool clip_model_quantize(const char * fname_inp, const char * fname_out, const int itype) {
+    assert(itype < GGML_TYPE_COUNT);
+    ggml_type type = static_cast<ggml_type>(itype);
+
+    auto * ctx_clip = clip_init(fname_inp, clip_context_params{
+        /* use_gpu */   false,
+        /* verbosity */ GGML_LOG_LEVEL_ERROR,
+    });
+
+    const auto & ctx_src = ctx_clip->ctx_gguf.get();
+    const auto & ctx_data = ctx_clip->ctx_data.get();
+
+    auto * ctx_out = gguf_init_empty();
+    gguf_set_kv(ctx_out, ctx_src);
+    gguf_set_val_u32(ctx_out, "general.quantization_version", GGML_QNT_VERSION);
+    gguf_set_val_u32(ctx_out, "general.file_type", itype);
+
+    auto fout = std::ofstream(fname_out, std::ios::binary);
+
+    const int n_tensors = gguf_get_n_tensors(ctx_src);
+
+    for (int i = 0; i < n_tensors; ++i) {
+        const char * name = gguf_get_tensor_name(ctx_src, i);
+        ggml_tensor * cur = ggml_get_tensor(ctx_data, name);
+        gguf_add_tensor(ctx_out, cur);
+    }
+
+    const size_t meta_size = gguf_get_meta_size(ctx_out);
+    for (size_t i = 0; i < meta_size; ++i) {
+        fout.put(0);
+    }
+
+    // regexes of tensor names to be quantized
+    const std::vector<std::string> k_names = {
+        ".*weight",
+    };
+
+    std::vector<uint8_t> work(512);
+    std::vector<float> conv_buf(512);
+    size_t total_size_org = 0;
+    size_t total_size_new = 0;
+
+    for (int i = 0; i < n_tensors; ++i) {
+        const std::string name = gguf_get_tensor_name(ctx_src, i);
+        ggml_tensor * cur = ggml_get_tensor(ctx_data, name.c_str());
+
+        enum ggml_type new_type;
+        void * new_data;
+        size_t new_size;
+
+        bool quantize = false;
+        for (const auto & s : k_names) {
+            if (std::regex_match(name, std::regex(s))) {
+                quantize = true;
+                break;
+            }
+        }
+
+        // quantize only 2D tensors and bigger than block size
+        quantize &= (ggml_n_dims(cur) == 2) && cur->ne[0] > ggml_blck_size(type);
+
+        if (quantize) {
+            new_type = type;
+            if (new_type >= GGML_TYPE_Q2_K && name.find("embd") != std::string::npos) {
+                new_type = GGML_TYPE_Q8_0; // ggml_get_rows needs non K type
+                // LOG_ERR("%s: quantizing %s to %s\n", __func__, name.c_str(), ggml_type_name(new_type));
+            }
+            const size_t n_elms = ggml_nelements(cur);
+            float * f32_data;
+
+            switch (cur->type) {
+            case GGML_TYPE_F32:
+                f32_data = (float *)cur->data;
+                break;
+            case GGML_TYPE_F16:
+                if (conv_buf.size() < n_elms) {
+                    conv_buf.resize(n_elms);
+                }
+                for (size_t j = 0; j < n_elms; ++j) {
+                    conv_buf[j] = ggml_fp16_to_fp32(((ggml_fp16_t *)cur->data)[j]);
+                }
+                f32_data = (float *)conv_buf.data();
+                break;
+            default:
+                LOG_ERR("%s: Please use an input file in f32 or f16\n", __func__);
+                gguf_free(ctx_out);
+                return false;
+            }
+
+            if (work.size() < n_elms * 4) {
+                work.resize(n_elms * 4);
+            }
+            new_data = work.data();
+
+            new_size = ggml_quantize_chunk(new_type, f32_data, new_data, 0, n_elms/cur->ne[0], cur->ne[0], nullptr);
+        } else {
+            new_type = cur->type;
+            new_data = cur->data;
+            new_size = ggml_nbytes(cur);
+        }
+        const size_t orig_size = ggml_nbytes(cur);
+        total_size_org += orig_size;
+        total_size_new += new_size;
+        gguf_set_tensor_type(ctx_out, name.c_str(), new_type);
+        GGML_ASSERT(gguf_get_tensor_size(ctx_out, gguf_find_tensor(ctx_out, name.c_str())) == new_size);
+        gguf_set_tensor_data(ctx_out, name.c_str(), new_data);
+        fout.write((const char *)new_data, new_size);
+        size_t pad = GGML_PAD(new_size, gguf_get_alignment(ctx_out)) - new_size;
+        for (size_t j = 0; j < pad; ++j) {
+            fout.put(0);
+        }
+
+        LOG_INF("%s: n_dims = %d | quantize=%d | size = %f MB -> %f MB\n", name.c_str(), ggml_n_dims(cur), quantize,
+               orig_size / 1024.0 / 1024.0, new_size / 1024.0 / 1024.0);
+    }
+
+    // go back to beginning of file and write the updated metadata
+    fout.seekp(0, std::ios::beg);
+    std::vector<uint8_t> meta(meta_size);
+    gguf_get_meta_data(ctx_out, meta.data());
+    fout.write((const char *)meta.data(), meta_size);
+
+    fout.close();
+
+    clip_free(ctx_clip);
+    gguf_free(ctx_out);
+
+    {
+        LOG_INF("%s: original  size = %8.2f MB\n", __func__, total_size_org / 1024.0 / 1024.0);
+        LOG_INF("%s: quantized size = %8.2f MB\n", __func__, total_size_new / 1024.0 / 1024.0);
+    }
+
+    return true;
+}
+
+int clip_n_mmproj_embd(const struct clip_ctx * ctx) {
+    switch (ctx->proj_type) {
+        case PROJECTOR_TYPE_LDP:
+            return ctx->vision_model.mm_model_block_1_block_2_1_b->ne[0];
+        case PROJECTOR_TYPE_LDPV2:
+            return ctx->vision_model.mm_model_peg_0_b->ne[0];
+        case PROJECTOR_TYPE_MLP:
+        case PROJECTOR_TYPE_PIXTRAL:
+            return ctx->vision_model.mm_2_w->ne[1];
+        case PROJECTOR_TYPE_MLP_NORM:
+            return ctx->vision_model.mm_3_b->ne[0];
+        case PROJECTOR_TYPE_MINICPMV:
+            if (ctx->minicpmv_version == 2) {
+                return 4096;
+            } else if (ctx->minicpmv_version == 3) {
+                return 3584;
+            } else if (ctx->minicpmv_version == 4) {
+                return 3584;
+            }
+            GGML_ABORT("Unknown minicpmv version");
+        case PROJECTOR_TYPE_GLM_EDGE:
+            return ctx->vision_model.mm_model_mlp_3_w->ne[1];
+        case PROJECTOR_TYPE_QWEN2VL:
+        case PROJECTOR_TYPE_QWEN25VL:
+            return ctx->vision_model.mm_1_b->ne[0];
+        case PROJECTOR_TYPE_GEMMA3:
+            return ctx->vision_model.mm_input_proj_w->ne[0];
+        case PROJECTOR_TYPE_IDEFICS3:
+            return ctx->vision_model.projection->ne[1];
+        case PROJECTOR_TYPE_INTERNVL:
+            return ctx->vision_model.mm_3_w->ne[1];
+        default:
+            GGML_ABORT("Unknown projector type");
+    }
+}
+
+int clip_is_minicpmv(const struct clip_ctx * ctx) {
+    if (ctx->proj_type == PROJECTOR_TYPE_MINICPMV) {
+        return ctx->minicpmv_version;
+    }
+    return 0;
+}
+
+bool clip_is_glm(const struct clip_ctx * ctx) {
+    return ctx->proj_type == PROJECTOR_TYPE_GLM_EDGE;
+}
+
+bool clip_is_qwen2vl(const struct clip_ctx * ctx) {
+    return ctx->proj_type == PROJECTOR_TYPE_QWEN2VL || ctx->proj_type == PROJECTOR_TYPE_QWEN25VL;
+}
+
+bool clip_is_llava(const struct clip_ctx * ctx) {
+    return ctx->has_llava_projector;
+}
+
+bool clip_is_gemma3(const struct clip_ctx * ctx) {
+    return ctx->proj_type == PROJECTOR_TYPE_GEMMA3;
+}
+
+bool clip_encode_float_image (struct clip_ctx * ctx, int n_threads, float * img, int h, int w, float * vec) {
+    clip_image_f32 clip_img;
+    clip_img.buf.resize(h * w * 3);
+    for (int i = 0; i < h*w*3; i++)
+    {
+        clip_img.buf[i] = img[i];
+    }
+    clip_img.nx = w;
+    clip_img.ny = h;
+    clip_image_encode(ctx, n_threads, &clip_img, vec);
+    return true;
+}
+
+//
+// API used internally with mtmd
+//
+
+projector_type clip_get_projector_type(const struct clip_ctx * ctx) {
+    return ctx->proj_type;
+}
diff --git a/llama/llama.cpp/tools/mtmd/clip.h b/llama/llama.cpp/tools/mtmd/clip.h
new file mode 100644
index 0000000..0b0eb02
--- /dev/null
+++ b/llama/llama.cpp/tools/mtmd/clip.h
@@ -0,0 +1,135 @@
+#ifndef CLIP_H
+#define CLIP_H
+
+#include "ggml.h"
+#include <stddef.h>
+#include <stdint.h>
+
+#ifdef LLAMA_SHARED
+#    if defined(_WIN32) && !defined(__MINGW32__)
+#        ifdef LLAMA_BUILD
+#            define CLIP_API __declspec(dllexport)
+#        else
+#            define CLIP_API __declspec(dllimport)
+#        endif
+#    else
+#        define CLIP_API __attribute__ ((visibility ("default")))
+#    endif
+#else
+#    define CLIP_API
+#endif
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+struct clip_ctx;
+
+struct clip_image_size {
+    int width;
+    int height;
+};
+
+struct clip_image_f32;
+struct clip_image_u8_batch;
+struct clip_image_f32_batch;
+
+struct clip_context_params {
+    bool use_gpu;
+    enum ggml_log_level verbosity;
+};
+
+// deprecated, use clip_init
+CLIP_API struct clip_ctx * clip_model_load(const char * fname, int verbosity);
+
+CLIP_API struct clip_ctx * clip_init(const char * fname, struct clip_context_params ctx_params);
+
+CLIP_API void clip_free(struct clip_ctx * ctx);
+
+CLIP_API size_t clip_embd_nbytes(const struct clip_ctx * ctx);
+CLIP_API size_t clip_embd_nbytes_by_img(const struct clip_ctx * ctx, int img_w, int img_h);
+
+CLIP_API int32_t clip_get_image_size (const struct clip_ctx * ctx);
+CLIP_API int32_t clip_get_patch_size (const struct clip_ctx * ctx);
+CLIP_API int32_t clip_get_hidden_size(const struct clip_ctx * ctx);
+
+// TODO: should be enum, not string
+CLIP_API const char * clip_patch_merge_type(const struct clip_ctx * ctx);
+
+CLIP_API const int32_t * clip_image_grid(const struct clip_ctx * ctx);
+CLIP_API size_t get_clip_image_grid_size(const struct clip_ctx * ctx);
+
+GGML_DEPRECATED(CLIP_API int clip_n_patches(const struct clip_ctx * ctx),
+    "use clip_n_output_tokens instead");
+GGML_DEPRECATED(CLIP_API int clip_n_patches_by_img(const struct clip_ctx * ctx, struct clip_image_f32 * img),
+    "use clip_n_output_tokens instead");
+
+CLIP_API int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * img);
+
+// for M-RoPE, this will be the number of token positions in X and Y directions
+// for other models, X will be the total number of tokens and Y will be 1
+CLIP_API int clip_n_output_tokens_x(const struct clip_ctx * ctx, struct clip_image_f32 * img);
+CLIP_API int clip_n_output_tokens_y(const struct clip_ctx * ctx, struct clip_image_f32 * img);
+
+// this should be equal to the embedding dimension of the text model
+CLIP_API int clip_n_mmproj_embd(const struct clip_ctx * ctx);
+
+CLIP_API int clip_uhd_num_image_embeds_col(struct clip_ctx * ctx_clip);
+CLIP_API void clip_add_load_image_size(struct clip_ctx * ctx_clip, struct clip_image_size * load_image_size);
+CLIP_API struct clip_image_size * clip_get_load_image_size(struct clip_ctx * ctx_clip);
+
+CLIP_API struct clip_image_size      * clip_image_size_init(void);
+CLIP_API struct clip_image_u8        * clip_image_u8_init (void);
+CLIP_API struct clip_image_f32       * clip_image_f32_init(void);
+CLIP_API struct clip_image_f32_batch * clip_image_f32_batch_init(void); // only used by libllava
+
+// nx, ny are the output image dimensions
+CLIP_API unsigned char * clip_image_u8_get_data(struct clip_image_u8 * img, uint32_t * nx, uint32_t * ny);
+
+CLIP_API void clip_image_size_free (struct clip_image_size * img_size);
+CLIP_API void clip_image_u8_free (struct clip_image_u8  * img);
+CLIP_API void clip_image_f32_free(struct clip_image_f32 * img);
+CLIP_API void clip_image_u8_batch_free (struct clip_image_u8_batch  * batch);
+CLIP_API void clip_image_f32_batch_free(struct clip_image_f32_batch * batch);
+
+// use for accessing underlay data of clip_image_f32_batch
+CLIP_API size_t clip_image_f32_batch_n_images(const struct clip_image_f32_batch * batch); // equivalent to batch->size()
+CLIP_API size_t clip_image_f32_batch_nx(const struct clip_image_f32_batch * batch, int idx); // equivalent to batch[idx]->nx
+CLIP_API size_t clip_image_f32_batch_ny(const struct clip_image_f32_batch * batch, int idx); // equivalent to batch[idx]->ny
+CLIP_API struct clip_image_f32 * clip_image_f32_get_img(const struct clip_image_f32_batch * batch, int idx); // equivalent to batch[idx]->data
+
+/**
+ * Build image from pixels decoded by other libraries instead of stb_image.h for better performance.
+ * The memory layout is RGBRGBRGB..., input buffer length must be 3*nx*ny bytes
+ */
+CLIP_API void clip_build_img_from_pixels(const unsigned char * rgb_pixels, int nx, int ny, struct clip_image_u8 * img);
+
+CLIP_API bool clip_image_load_from_file(const char * fname, struct clip_image_u8 * img);
+
+/** interpret bytes as an image file with length bytes_length, and use the result to populate img */
+CLIP_API bool clip_image_load_from_bytes(const unsigned char * bytes, size_t bytes_length, struct clip_image_u8 * img);
+
+/** preprocess img and store the result in res_imgs, pad_to_square may be overridden to false depending on model configuration */
+CLIP_API bool clip_image_preprocess(struct clip_ctx * ctx, const struct clip_image_u8 * img, struct clip_image_f32_batch * res_imgs );
+
+CLIP_API struct ggml_tensor * clip_get_newline_tensor(const struct clip_ctx * ctx);
+
+CLIP_API bool clip_image_encode      (struct clip_ctx * ctx, int n_threads, struct clip_image_f32 * img, float * vec);
+CLIP_API bool clip_image_batch_encode(struct clip_ctx * ctx, int n_threads, const struct clip_image_f32_batch * imgs, float * vec);
+
+CLIP_API bool clip_model_quantize(const char * fname_inp, const char * fname_out, int itype);
+
+CLIP_API int clip_is_minicpmv(const struct clip_ctx * ctx);
+CLIP_API bool clip_is_glm(const struct clip_ctx * ctx);
+CLIP_API bool clip_is_qwen2vl(const struct clip_ctx * ctx);
+CLIP_API bool clip_is_llava(const struct clip_ctx * ctx);
+CLIP_API bool clip_is_gemma3(const struct clip_ctx * ctx);
+
+CLIP_API bool clip_encode_float_image (struct clip_ctx * ctx, int n_threads, float * img, int h, int w, float * vec);
+
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif // CLIP_H
diff --git a/llama/llama.cpp/tools/mtmd/llava.cpp b/llama/llama.cpp/tools/mtmd/llava.cpp
new file mode 100644
index 0000000..ebef8b3
--- /dev/null
+++ b/llama/llama.cpp/tools/mtmd/llava.cpp
@@ -0,0 +1,591 @@
+#include "clip.h"
+#include "llava.h"
+
+#include "llama.h"
+#include "ggml-cpp.h"
+
+#include <algorithm>
+#include <cerrno>
+#include <cstdio>
+#include <cstdlib>
+#include <cstring>
+#include <limits>
+#include <vector>
+#include <memory>
+
+#if defined(LLAVA_LOG_OFF)
+#   define LOG_INF(...)
+#   define LOG_WRN(...)
+#   define LOG_ERR(...)
+#   define LOG_DBG(...)
+#else // defined(LLAVA_LOG_OFF)
+#   define LOG_INF(...) do { fprintf(stdout, __VA_ARGS__); } while (0)
+#   define LOG_WRN(...) do { fprintf(stderr, __VA_ARGS__); } while (0)
+#   define LOG_ERR(...) do { fprintf(stderr, __VA_ARGS__); } while (0)
+#   define LOG_DBG(...) do { fprintf(stdout, __VA_ARGS__); } while (0)
+#endif // defined(LLAVA_LOG_OFF)
+
+// RGB uint8 image
+struct clip_image_u8 {
+    int nx;
+    int ny;
+
+    std::vector<uint8_t> buf;
+};
+
+// RGB float32 image (NHWC)
+// Memory layout: RGBRGBRGB...
+struct clip_image_f32 {
+    int nx;
+    int ny;
+
+    std::vector<float> buf;
+};
+
+struct clip_image_grid_shape {
+    int first;
+    int second;
+};
+
+// convenience cpp wrapper
+struct clip_image_f32_batch_deleter {
+    void operator()(clip_image_f32_batch * val) { clip_image_f32_batch_free(val); }
+};
+typedef std::unique_ptr<clip_image_f32_batch, clip_image_f32_batch_deleter> clip_image_f32_batch_ptr;
+
+struct clip_image_size_deleter {
+    void operator()(clip_image_f32_batch * val) { clip_image_f32_batch_free(val); }
+};
+typedef std::unique_ptr<clip_image_size, clip_image_size_deleter> clip_image_size_ptr;
+
+/**
+ * Selects the best resolution from a list of possible resolutions based on the original size.
+ *
+ * @param original_size The original size of the image in the format (width, height).
+ * @param possible_resolutions A list of possible resolutions in the format [(width1, height1), (width2, height2), ...].
+ * @return The best fit resolution in the format (width, height).
+ */
+static std::pair<int, int> select_best_resolution(const std::pair<int, int>& original_size, const std::vector<std::pair<int, int>>& possible_resolutions) {
+    int original_width  = original_size.first;
+    int original_height = original_size.second;
+
+    std::pair<int, int> best_fit;
+    int max_effective_resolution = 0;
+    int min_wasted_resolution = std::numeric_limits<int>::max();
+
+    for (const auto& resolution : possible_resolutions) {
+        int width = resolution.first;
+        int height = resolution.second;
+        float scale = std::min(static_cast<float>(width) / original_width, static_cast<float>(height) / original_height);
+        int downscaled_width  = static_cast<int>(original_width * scale);
+        int downscaled_height = static_cast<int>(original_height * scale);
+        int effective_resolution = std::min(downscaled_width * downscaled_height, original_width * original_height);
+        int wasted_resolution = (width * height) - effective_resolution;
+        // LOG_DBG("resolution: %d %d, scale: %f, downscaled: %d %d, effective: %d, wasted: %d\n", width, height, scale, downscaled_width, downscaled_height, effective_resolution, wasted_resolution);
+        if (effective_resolution > max_effective_resolution || (effective_resolution == max_effective_resolution && wasted_resolution < min_wasted_resolution)) {
+            max_effective_resolution = effective_resolution;
+            min_wasted_resolution = wasted_resolution;
+            best_fit = resolution;
+        }
+    }
+
+    return best_fit;
+}
+
+/**
+ * @brief Get the anyres image grid shape object
+ *
+ * @param image_size
+ * @param grid_pinpoints
+ * @param image_patch_size
+ * @return <int, int>
+ */
+static struct clip_image_grid_shape get_anyres_image_grid_shape(const std::pair<int, int> & image_size, const std::vector<std::pair<int, int>> & grid_pinpoints, int image_patch_size) {
+    /**
+        Conversion from gguf flat array to vector:
+        std::vector<std::pair<int, int>> possible_resolutions;
+        for (int i = 0; i < 32 && params.image_grid_pinpoints[i] != 0; i+=2) {
+            possible_resolutions.push_back({params.image_grid_pinpoints[i], params.image_grid_pinpoints[i+1]});
+        }
+     */
+    auto best_resolution = select_best_resolution(image_size, grid_pinpoints);
+    return {best_resolution.first / image_patch_size, best_resolution.second / image_patch_size};
+}
+
+// Take the image segments in a grid configuration and return the embeddings and the number of embeddings into preallocated memory (image_embd_out)
+static bool clip_llava_handle_patches(clip_ctx * ctx_clip, std::vector<float *> & image_embd_v, struct clip_image_grid_shape grid_shape, float * image_embd_out, int * n_img_pos_out, clip_image_f32 * img_input) {
+    struct {
+        struct ggml_context * ctx;
+    } model;
+
+    const int32_t image_size = clip_get_image_size(ctx_clip);
+    const int32_t patch_size = clip_get_patch_size(ctx_clip);
+
+    int32_t num_patches_per_side = image_size / patch_size; // 336 / 14 = 24 - used for embedding-patching boxes (24*24 = 576 patches)
+
+    int num_patches_width  = grid_shape.first;  // grid 1-4
+    int num_patches_height = grid_shape.second; // grid 1-4
+
+    const size_t num_images = num_patches_width * num_patches_height + 1;
+
+    // TODO: size calculation is not calculated - it's only tens of MB
+    size_t ctx_size = 0;
+
+    {
+        ctx_size += clip_embd_nbytes(ctx_clip) * num_images * 8; // image_features
+        ctx_size += 1024*1024 * ggml_type_size(GGML_TYPE_F32);
+    }
+
+    struct ggml_init_params params {
+        /*.mem_size   =*/ ctx_size,
+        /*.mem_buffer =*/ NULL,
+        /*.no_alloc   =*/ false, // NOTE: this should be false when using the legacy API
+    };
+
+    // Python reference code for full unpad:
+    /*
+        base_image_feature = image_feature[0]
+        image_feature = image_feature[1:]
+        image_feature = image_feature.permute(4, 0, 2, 1, 3).contiguous()
+        image_feature = image_feature.flatten(1, 2).flatten(2, 3)
+        image_feature = unpad_image(image_feature, image_sizes[image_idx])
+        image_feature = torch.cat((
+            image_feature,
+            self.model.image_newline[:, None, None].expand(*image_feature.shape[:-1], 1)
+        ), dim=-1)
+        image_feature = image_feature.flatten(1, 2).transpose(0, 1)
+        image_feature = torch.cat((base_image_feature, image_feature), dim=0)
+    */
+    // We now have two options: unpad or no unpad. Unpad removes tokens for faster llm eval.
+    // In terms of result quality it appears to make no difference, so we'll start with the easier approach given 5D tensors are not supported in ggml yet.
+    // Without unpad we have to split the sub-image embeddings into patches of 24 features each and permute them.
+    // Once all images are processed to prepended the base_image_features without any changes.
+
+    // Pytorch reference simplified, modified for ggml compatibility - confirmed identical output in python (for a 2x2 grid image (676x676 scaling))
+    /*
+        image_feature = image_feature.view(2, 2, 24, 24, 4096)
+        image_feature = image_feature.permute(0, 2, 1, 3, 4).contiguous()
+        image_feature = image_feature.view(2, 24, 2, 24, 4096)
+        image_feature = image_feature.flatten(0, 3)
+
+        // Reshape to 4D tensor by merging the last two dimensions
+        image_feature = image_feature.view(2, 2, 24, 24*4096)
+        image_feature = image_feature.permute(0, 2, 1, 3).contiguous()
+        image_feature = image_feature.view(-1, 4096)
+    */
+
+    model.ctx = ggml_init(params);
+
+    struct ggml_tensor * image_features = ggml_new_tensor_3d(model.ctx, GGML_TYPE_F32, clip_n_mmproj_embd(ctx_clip), clip_n_output_tokens(ctx_clip, img_input), num_images - 1); // example: 4096 x 576 x 4
+    // ggml_tensor_printf(image_features,"image_features",__LINE__,false,false);
+    // fill it with the image embeddings, ignoring the base
+    for (size_t i = 1; i < num_images; i++) {
+        size_t offset = (i-1) * clip_embd_nbytes(ctx_clip);
+        memcpy((uint8_t *)(image_features->data) + offset, image_embd_v[i], clip_embd_nbytes(ctx_clip));
+    }
+
+    struct ggml_cgraph  * gf = ggml_new_graph(model.ctx);
+    size_t size_ele = ggml_type_size(GGML_TYPE_F32);
+
+    struct ggml_tensor *image_features_patchview = ggml_view_4d(model.ctx, image_features,
+                                                                num_patches_per_side * clip_n_mmproj_embd(ctx_clip),
+                                                                num_patches_per_side,
+                                                                num_patches_width,
+                                                                num_patches_height,
+                                                                size_ele * num_patches_per_side * clip_n_mmproj_embd(ctx_clip),
+                                                                size_ele * num_patches_per_side * clip_n_mmproj_embd(ctx_clip) * num_patches_per_side,
+                                                                size_ele * num_patches_per_side * clip_n_mmproj_embd(ctx_clip) * num_patches_per_side * num_patches_width, 0);
+    // ggml_tensor_printf(image_features_patchview,"image_features_patchview",__LINE__,false,false);
+    struct ggml_tensor *permuted_cont = ggml_cont(model.ctx, ggml_permute(model.ctx, image_features_patchview, 0, 2, 1, 3));
+    /**
+     At the end of each row we have to add the row_end embeddings, which are the same as the newline embeddings
+         image_feature = torch.cat((
+        image_feature,
+        self.model.image_newline[:, None, None].expand(*image_feature.shape[:-1], 1).to(image_feature.device)
+    ), dim=-1)
+     *
+     */
+
+    // ggml_tensor_printf(permuted_cont,"permuted_cont",__LINE__,false,false);
+    struct ggml_tensor *flatten = ggml_view_2d(model.ctx, permuted_cont, clip_n_mmproj_embd(ctx_clip), num_patches_height * num_patches_width * num_patches_per_side * num_patches_per_side,  size_ele * clip_n_mmproj_embd(ctx_clip), 0);
+    // ggml_tensor_printf(flatten,"flatten",__LINE__,false,false);
+    ggml_build_forward_expand(gf, flatten);
+
+    ggml_backend_ptr backend { ggml_backend_init_by_type(GGML_BACKEND_DEVICE_TYPE_CPU, nullptr) };
+    GGML_ASSERT(backend != nullptr && "failed to initialize CPU backend");
+    ggml_backend_graph_compute(backend.get(), gf);
+
+    struct ggml_tensor* result = ggml_graph_node(gf, -1);
+
+    memcpy(image_embd_out, image_embd_v[0], clip_embd_nbytes(ctx_clip)); // main image as global context
+    // append without newline tokens (default behavior in llava_arch when not using unpad ):
+    memcpy(image_embd_out + clip_n_output_tokens(ctx_clip, img_input) * clip_n_mmproj_embd(ctx_clip), (float*)result->data, clip_embd_nbytes(ctx_clip) * (num_images-1)); // grid patches
+    *n_img_pos_out = static_cast<int>(result->ne[1]+clip_n_output_tokens(ctx_clip, img_input));
+
+    // Debug: Test single segments
+    // Current findings: sending base image, sending a segment embedding all works similar to python
+    // However, permuted embeddings do not work yet (stride issue?)
+    // memcpy(image_embd_out, image_embd_v[0], clip_embd_nbytes(ctx_clip)); // main image as context
+    // memcpy(image_embd_out, (float*)prepared_cont->data, clip_embd_nbytes(ctx_clip)); // main image as context
+    // *n_img_pos_out=576;
+
+    ggml_free(model.ctx);
+    return true;
+}
+
+static clip_image_f32 * reshape_by_patch(clip_image_f32 * image, int patch_size) {
+    int width = image->nx;
+    int height = image->ny;
+    int num_patches = (height / patch_size) * (width / patch_size);
+    clip_image_f32 * patch = clip_image_f32_init();
+    patch->nx = patch_size * num_patches;
+    patch->ny = patch_size;
+    patch->buf.resize(3 * patch->nx * patch->ny);
+
+    int patch_index = 0;
+
+    for (int i = 0; i < height; i += patch_size) {
+        for (int j = 0; j < width; j += patch_size) {
+            for (int pi = 0; pi < patch_size; ++pi) {
+                for (int pj = 0; pj < patch_size; ++pj) {
+                    int input_index = ((i + pi) * width + (j + pj)) * 3;
+                    int output_index = (pi * patch_size * num_patches + patch_index * patch_size + pj) * 3;
+                    patch->buf[output_index] = image->buf[input_index];
+                    patch->buf[output_index+1] = image->buf[input_index+1];
+                    patch->buf[output_index+2] = image->buf[input_index+2];
+                }
+            }
+            patch_index++;
+        }
+    }
+    return patch;
+}
+
+static bool encode_image_with_clip(clip_ctx * ctx_clip, int n_threads, const clip_image_u8 * img, float * image_embd, int * n_img_pos) {
+    // std::vector<clip_image_f32*> img_res_v; // format VectN x H x W x RGB (N x 336 x 336 x 3), so interleaved RGB - different to the python implementation which is N x 3 x 336 x 336
+    clip_image_f32_batch_ptr img_res_v(clip_image_f32_batch_init());
+    if (!clip_image_preprocess(ctx_clip, img, img_res_v.get())) {
+        LOG_ERR("%s: unable to preprocess image\n", __func__);
+        return false;
+    }
+
+    const int64_t t_img_enc_start_us = ggml_time_us();
+
+    const char * mm_patch_merge_type = clip_patch_merge_type(ctx_clip);
+
+    const size_t n_imgs = clip_image_f32_batch_n_images(img_res_v.get());
+
+    if (clip_is_minicpmv(ctx_clip) || clip_is_qwen2vl(ctx_clip)) {
+        std::vector<float *> image_embd_v;
+        image_embd_v.resize(n_imgs);
+        clip_image_size load_image_size;
+
+        for (size_t i = 0; i < n_imgs; i++) {
+            const int64_t t_img_enc_step_start_us = ggml_time_us();
+            int nx = clip_image_f32_batch_nx(img_res_v.get(), i);
+            int ny = clip_image_f32_batch_ny(img_res_v.get(), i);
+            image_embd_v[i] = (float *)malloc(clip_embd_nbytes_by_img(ctx_clip, nx, ny));
+            int patch_size = 14;
+            load_image_size.width = nx;
+            load_image_size.height = ny;
+            clip_add_load_image_size(ctx_clip, &load_image_size);
+
+            bool encoded = false;
+            clip_image_f32 * img_res = clip_image_f32_get_img(img_res_v.get(), i);
+            if (clip_is_qwen2vl(ctx_clip)) {
+                encoded = clip_image_encode(ctx_clip, n_threads, img_res, image_embd_v[i]);
+            }
+            else {
+                encoded = clip_image_encode(ctx_clip, n_threads, reshape_by_patch(img_res, patch_size), image_embd_v[i]);
+            }
+
+            if (!encoded) {
+                LOG_ERR("Unable to encode image - spatial_unpad - subimage %d of %d\n", (int) i+1, (int) n_imgs);
+                return false;
+            }
+            const int64_t t_img_enc_steop_batch_us = ggml_time_us();
+            LOG_INF("%s: step %d of %d encoded in %8.2f ms\n", __func__, (int)i+1, (int)n_imgs, (t_img_enc_steop_batch_us - t_img_enc_step_start_us) / 1000.0);
+        }
+        const int64_t t_img_enc_batch_us = ggml_time_us();
+        LOG_INF("%s: all %d segments encoded in %8.2f ms\n", __func__, (int)n_imgs, (t_img_enc_batch_us - t_img_enc_start_us) / 1000.0);
+
+        int n_img_pos_out = 0;
+        for (size_t i = 0; i < image_embd_v.size(); i++) {
+            int nx = clip_image_f32_batch_nx(img_res_v.get(), i);
+            int ny = clip_image_f32_batch_ny(img_res_v.get(), i);
+            clip_image_f32 * img_res = clip_image_f32_get_img(img_res_v.get(), i);
+            std::memcpy(
+                image_embd + n_img_pos_out * clip_n_mmproj_embd(ctx_clip),
+                image_embd_v[i],
+                clip_embd_nbytes_by_img(ctx_clip, nx, ny));
+            n_img_pos_out += clip_n_output_tokens(ctx_clip, img_res);
+        }
+        *n_img_pos = n_img_pos_out;
+        for (size_t i = 0; i < image_embd_v.size(); i++) {
+            free(image_embd_v[i]);
+        }
+        image_embd_v.clear();
+        load_image_size.width = img->nx;
+        load_image_size.height = img->ny;
+        clip_add_load_image_size(ctx_clip, &load_image_size);
+        LOG_INF("%s: load_image_size %d %d\n", __func__, load_image_size.width, load_image_size.height);
+    }
+    else if (clip_is_glm(ctx_clip)){
+        struct clip_image_size * load_image_size = clip_image_size_init();
+        load_image_size->width  = clip_image_f32_batch_nx(img_res_v.get(), 0);
+        load_image_size->height = clip_image_f32_batch_ny(img_res_v.get(), 0);
+        clip_add_load_image_size(ctx_clip, load_image_size);
+
+        clip_image_f32 * img_res = clip_image_f32_get_img(img_res_v.get(), 0);
+        bool encoded = clip_image_encode(ctx_clip, n_threads, img_res, image_embd);
+        int pos = int(load_image_size->width/clip_get_patch_size(ctx_clip)/2);
+        *n_img_pos = (pos * pos + 2);
+        if (!encoded){
+            LOG_ERR("Unable to encode image \n");
+            return false;
+        }
+    }
+    else if (strcmp(mm_patch_merge_type, "spatial_unpad") != 0) {
+        // flat / default llava-1.5 type embedding
+        clip_image_f32 * img_res = clip_image_f32_get_img(img_res_v.get(), 0);
+        *n_img_pos = clip_n_output_tokens(ctx_clip, img_res);
+        bool encoded = clip_image_encode(ctx_clip, n_threads, img_res, image_embd); // image_embd shape is 576 x 4096
+        if (!encoded) {
+            LOG_ERR("Unable to encode image\n");
+
+            return false;
+        }
+    }
+    else {
+        // spatial_unpad llava-1.6 type embedding
+        // TODO: CLIP needs batching support - in HF the llm projection is separate after encoding, which might be a solution to quickly get batching working
+        std::vector<float *> image_embd_v;
+        image_embd_v.resize(n_imgs);
+        for (size_t i = 0; i < n_imgs; i++) {
+            clip_image_f32 * img_res = clip_image_f32_get_img(img_res_v.get(), i);
+            image_embd_v[i] = (float *)malloc(clip_embd_nbytes(ctx_clip)); // 576 patches * 4096 embeddings * 4 bytes = 9437184
+            const bool encoded = clip_image_encode(ctx_clip, n_threads, img_res, image_embd_v[i]); // image data is in 3x336x336 format and will be converted to 336x336x3 inside
+            if (!encoded) {
+                LOG_ERR("Unable to encode image - spatial_unpad - subimage %d of %d\n", (int) i+1, (int) n_imgs);
+                return false;
+            }
+        }
+        const int64_t t_img_enc_batch_us = ggml_time_us();
+        LOG_INF("%s: %d segments encoded in %8.2f ms\n", __func__, (int)n_imgs, (t_img_enc_batch_us - t_img_enc_start_us) / 1000.0);
+
+        const int32_t * image_grid = clip_image_grid(ctx_clip);
+        const size_t num_gridpoints = get_clip_image_grid_size(ctx_clip);
+
+        std::vector<std::pair<int, int>> grid_pinpoints;
+        for (size_t i = 0; i < num_gridpoints; i += 2) {
+            grid_pinpoints.push_back({image_grid[i], image_grid[i+1]});
+        }
+
+        const int32_t image_size = clip_get_image_size(ctx_clip);
+
+        struct clip_image_grid_shape grid_shape = get_anyres_image_grid_shape({img->nx,img->ny}, grid_pinpoints, image_size);
+
+        int n_img_pos_out;
+        clip_image_f32 * img_input = clip_image_f32_get_img(img_res_v.get(), 0);
+        clip_llava_handle_patches(ctx_clip, image_embd_v, grid_shape, image_embd, &n_img_pos_out, img_input);
+        *n_img_pos = n_img_pos_out;
+
+        for (size_t i = 0; i < image_embd_v.size(); i++) {
+            free(image_embd_v[i]);
+        }
+        image_embd_v.clear();
+
+        // debug image/segment/normalization content:
+        // clip_image_u8 * tmp = clip_image_u8_init();
+        // clip_image_convert_f32_to_u8(*image_feature, *tmp);
+        // clip_image_save_to_bmp(*tmp, "image_feature.bmp");
+    }
+
+    LOG_INF("%s: image embedding created: %d tokens\n", __func__, *n_img_pos);
+
+    const int64_t t_img_enc_end_us = ggml_time_us();
+    float t_img_enc_ms = (t_img_enc_end_us - t_img_enc_start_us) / 1000.0;
+
+    LOG_INF("\n%s: image encoded in %8.2f ms by CLIP (%8.2f ms per image patch)\n", __func__, t_img_enc_ms, t_img_enc_ms / *n_img_pos);
+
+    return true;
+}
+
+bool llava_validate_embed_size(const llama_context * ctx_llama, const clip_ctx * ctx_clip) {
+        // make sure that the correct mmproj was used, i.e., compare apples to apples
+    int n_llama_embd = llama_model_n_embd(llama_get_model(ctx_llama));
+    auto n_image_embd = clip_n_mmproj_embd(ctx_clip);
+    if (n_image_embd != n_llama_embd) {
+        LOG_ERR("%s: embedding dim of the multimodal projector (%d) is not equal to that of LLaMA (%d). Make sure that you use the correct mmproj file.\n", __func__, n_image_embd, n_llama_embd);
+        return false;
+    }
+    return true;
+}
+
+bool llava_image_embed_make_with_clip_img(clip_ctx * ctx_clip, int n_threads, const clip_image_u8 * img, float ** image_embd_out, int * n_img_pos_out) {
+    // Granite vision uses up to 10 patches + base patch
+    int num_max_patches = 11;
+    if (clip_is_minicpmv(ctx_clip)) {
+        num_max_patches = 10;
+    }
+    if (clip_is_glm(ctx_clip)) {
+        num_max_patches = 1;
+    }
+    float * image_embd;
+    if (clip_is_qwen2vl(ctx_clip)) {
+        // qwen2vl don't split image into chunks, so `num_max_patches` is not needed.
+        image_embd = (float *)malloc(clip_embd_nbytes_by_img(ctx_clip, img->nx, img->ny));
+    } else {
+        image_embd = (float *)malloc(clip_embd_nbytes(ctx_clip)*num_max_patches); // TODO: base on gridsize/llava model
+    }
+    if (!image_embd) {
+        LOG_ERR("Unable to allocate memory for image embeddings\n");
+        return false;
+    }
+
+    int n_img_pos;
+    if (!encode_image_with_clip(ctx_clip, n_threads, img, image_embd, &n_img_pos)) {
+        LOG_ERR("%s: cannot encode image, aborting\n", __func__);
+        free(image_embd);
+        return false;
+    }
+    *image_embd_out = image_embd;
+    *n_img_pos_out = n_img_pos;
+
+    return true;
+}
+
+struct llava_embd_batch {
+    std::vector<llama_pos>      pos;
+    std::vector<int32_t>        n_seq_id;
+    std::vector<llama_seq_id>   seq_id_0;
+    std::vector<llama_seq_id *> seq_ids;
+    std::vector<int8_t>         logits;
+    llama_batch batch;
+    llava_embd_batch(float * embd, int32_t n_tokens, llama_pos pos_0, llama_seq_id seq_id) {
+        pos     .resize(n_tokens);
+        n_seq_id.resize(n_tokens);
+        seq_ids .resize(n_tokens + 1);
+        logits  .resize(n_tokens);
+        seq_id_0.resize(1);
+        seq_id_0[0] = seq_id;
+        seq_ids [n_tokens] = nullptr;
+        batch = {
+            /*n_tokens       =*/ n_tokens,
+            /*tokens         =*/ nullptr,
+            /*embd           =*/ embd,
+            /*pos            =*/ pos.data(),
+            /*n_seq_id       =*/ n_seq_id.data(),
+            /*seq_id         =*/ seq_ids.data(),
+            /*logits         =*/ logits.data(),
+        };
+        for (int i = 0; i < n_tokens; i++) {
+            batch.pos     [i] = pos_0 + i;
+            batch.n_seq_id[i] = 1;
+            batch.seq_id  [i] = seq_id_0.data();
+            batch.logits  [i] = false;
+        }
+    }
+};
+
+bool llava_eval_image_embed(llama_context * ctx_llama, const struct llava_image_embed * image_embed, int n_batch, int * n_past) {
+    int n_embd  = llama_model_n_embd(llama_get_model(ctx_llama));
+
+    for (int i = 0; i < image_embed->n_image_pos; i += n_batch) {
+        int n_eval = image_embed->n_image_pos - i;
+        if (n_eval > n_batch) {
+            n_eval = n_batch;
+        }
+        float * embd = image_embed->embed+i*n_embd;
+        llava_embd_batch llava_batch = llava_embd_batch(embd, n_eval, *n_past, 0);
+        if (llama_decode(ctx_llama, llava_batch.batch)) {
+            LOG_ERR("%s : failed to eval\n", __func__);
+            return false;
+        }
+        *n_past += n_eval;
+    }
+    return true;
+}
+
+struct llava_image_embed * llava_image_embed_make_with_bytes(struct clip_ctx * ctx_clip, int n_threads, const unsigned char * image_bytes, int image_bytes_length) {
+    clip_image_u8 * img = clip_image_u8_init();
+    if (!clip_image_load_from_bytes(image_bytes, image_bytes_length, img)) {
+        clip_image_u8_free(img);
+        LOG_ERR("%s: can't load image from bytes, is it a valid image?", __func__);
+        return NULL;
+    }
+
+    float* image_embed = NULL;
+    int n_image_pos = 0;
+    bool image_embed_result = llava_image_embed_make_with_clip_img(ctx_clip, n_threads, img, &image_embed, &n_image_pos);
+    if (!image_embed_result) {
+        clip_image_u8_free(img);
+        LOG_ERR("%s: couldn't embed the image\n", __func__);
+        return NULL;
+    }
+
+    clip_image_u8_free(img);
+    auto result = (llava_image_embed*)malloc(sizeof(llava_image_embed));
+    result->embed = image_embed;
+    result->n_image_pos = n_image_pos;
+    return result;
+}
+
+static bool load_file_to_bytes(const char* path, unsigned char** bytesOut, long *sizeOut) {
+    auto file = fopen(path, "rb");
+    if (file == NULL) {
+        LOG_ERR("%s: can't read file %s\n", __func__, path);
+        return false;
+    }
+
+    fseek(file, 0, SEEK_END);
+    auto fileSize = ftell(file);
+    fseek(file, 0, SEEK_SET);
+
+    auto buffer = (unsigned char *)malloc(fileSize); // Allocate memory to hold the file data
+    if (buffer == NULL) {
+        LOG_ERR("%s: failed to alloc %ld bytes for file %s\n", __func__, fileSize, path);
+        perror("Memory allocation error");
+        fclose(file);
+        return false;
+    }
+    errno = 0;
+    size_t ret = fread(buffer, 1, fileSize, file); // Read the file into the buffer
+    if (ferror(file)) {
+        LOG_ERR("read error: %s", strerror(errno));
+        free(buffer);
+        fclose(file);
+        return false;
+    }
+    if (ret != (size_t) fileSize) {
+        LOG_ERR("unexpectedly reached end of file");
+        free(buffer);
+        fclose(file);
+        return false;
+    }
+    fclose(file); // Close the file
+
+    *bytesOut = buffer;
+    *sizeOut = fileSize;
+    return true;
+}
+
+struct llava_image_embed * llava_image_embed_make_with_filename(struct clip_ctx * ctx_clip, int n_threads, const char * image_path) {
+    unsigned char* image_bytes;
+    long image_bytes_length;
+    auto loaded = load_file_to_bytes(image_path, &image_bytes, &image_bytes_length);
+    if (!loaded) {
+        LOG_ERR("%s: failed to load %s\n", __func__, image_path);
+        return NULL;
+    }
+
+    llava_image_embed *embed = llava_image_embed_make_with_bytes(ctx_clip, n_threads, image_bytes, image_bytes_length);
+    free(image_bytes);
+
+    return embed;
+}
+
+void llava_image_embed_free(struct llava_image_embed * embed) {
+    free(embed->embed);
+    free(embed);
+}
diff --git a/llama/llama.cpp/tools/mtmd/llava.h b/llama/llama.cpp/tools/mtmd/llava.h
new file mode 100644
index 0000000..b6feb30
--- /dev/null
+++ b/llama/llama.cpp/tools/mtmd/llava.h
@@ -0,0 +1,49 @@
+#ifndef LLAVA_H
+#define LLAVA_H
+
+#include "ggml.h"
+
+#ifdef LLAMA_SHARED
+#    if defined(_WIN32) && !defined(__MINGW32__)
+#        ifdef LLAMA_BUILD
+#            define LLAVA_API __declspec(dllexport)
+#        else
+#            define LLAVA_API __declspec(dllimport)
+#        endif
+#    else
+#        define LLAVA_API __attribute__ ((visibility ("default")))
+#    endif
+#else
+#    define LLAVA_API
+#endif
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+struct clip_ctx;
+struct llava_image_embed {
+    float * embed;
+    int n_image_pos;
+};
+
+/** sanity check for clip <-> llava embed size match */
+LLAVA_API bool llava_validate_embed_size(const struct llama_context * ctx_llama, const struct clip_ctx * ctx_clip);
+
+LLAVA_API bool llava_image_embed_make_with_clip_img(struct clip_ctx * ctx_clip, int n_threads, const struct clip_image_u8 * img, float ** image_embd_out, int * n_img_pos_out);
+
+/** build an image embed from image file bytes */
+LLAVA_API struct llava_image_embed * llava_image_embed_make_with_bytes(struct clip_ctx * ctx_clip, int n_threads, const unsigned char * image_bytes, int image_bytes_length);
+/** build an image embed from a path to an image filename */
+LLAVA_API struct llava_image_embed * llava_image_embed_make_with_filename(struct clip_ctx * ctx_clip, int n_threads, const char * image_path);
+/** free an embedding made with llava_image_embed_make_* */
+LLAVA_API void llava_image_embed_free(struct llava_image_embed * embed);
+
+/** write the image represented by embed into the llama context with batch size n_batch, starting at context pos n_past. on completion, n_past points to the next position in the context after the image embed. */
+LLAVA_API bool llava_eval_image_embed(struct llama_context * ctx_llama, const struct llava_image_embed * embed, int n_batch, int * n_past);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif
diff --git a/llama/llama.cpp/tools/mtmd/mtmd.go b/llama/llama.cpp/tools/mtmd/mtmd.go
new file mode 100644
index 0000000..0647903
--- /dev/null
+++ b/llama/llama.cpp/tools/mtmd/mtmd.go
@@ -0,0 +1,6 @@
+package mtmd
+
+// #cgo CXXFLAGS: -std=c++11
+// #cgo CPPFLAGS: -I${SRCDIR}/../../include -I${SRCDIR}/../../common
+// #cgo CPPFLAGS: -I${SRCDIR}/../../../../ml/backend/ggml/ggml/include
+import "C"
diff --git a/llama/llama.go b/llama/llama.go
new file mode 100644
index 0000000..626ea13
--- /dev/null
+++ b/llama/llama.go
@@ -0,0 +1,684 @@
+package llama
+
+/*
+#cgo CFLAGS: -std=c11
+#cgo windows CFLAGS: -Wno-dll-attribute-on-redeclaration
+#cgo CXXFLAGS: -std=c++17
+#cgo CPPFLAGS: -I${SRCDIR}/llama.cpp/include
+#cgo CPPFLAGS: -I${SRCDIR}/llama.cpp/common
+#cgo CPPFLAGS: -I${SRCDIR}/llama.cpp/tools/mtmd
+#cgo CPPFLAGS: -I${SRCDIR}/llama.cpp/src
+#cgo CPPFLAGS: -I${SRCDIR}/../ml/backend/ggml/ggml/include
+
+#include <stdlib.h>
+#include "ggml.h"
+#include "llama.h"
+#include "clip.h"
+#include "llava.h"
+#include "gguf.h"
+
+#include "sampling_ext.h"
+
+extern bool llamaProgressCallback(float progress, void *user_data);
+extern void llamaLog(int level, char* text, void* user_data);
+*/
+import "C"
+
+import (
+	"context"
+	_ "embed"
+	"errors"
+	"fmt"
+	"log/slog"
+	"os"
+	"runtime"
+	"runtime/cgo"
+	"slices"
+	"strings"
+	"sync"
+	"unsafe"
+
+	_ "github.com/ollama/ollama/llama/llama.cpp/common"
+	_ "github.com/ollama/ollama/llama/llama.cpp/src"
+	_ "github.com/ollama/ollama/llama/llama.cpp/tools/mtmd"
+	ggml "github.com/ollama/ollama/ml/backend/ggml/ggml/src"
+)
+
+func init() {
+	C.llama_log_set(C.ggml_log_callback(C.llamaLog), nil)
+}
+
+//export llamaLog
+func llamaLog(level C.int, text *C.char, _ unsafe.Pointer) {
+	// slog levels zeros INFO and are multiples of 4
+	if slog.Default().Enabled(context.TODO(), slog.Level(int(level-C.GGML_LOG_LEVEL_INFO)*4)) {
+		fmt.Fprint(os.Stderr, C.GoString(text))
+	}
+}
+
+func BackendInit() {
+	ggml.OnceLoad()
+	C.llama_backend_init()
+}
+
+func GetModelArch(modelPath string) (string, error) {
+	mp := C.CString(modelPath)
+	defer C.free(unsafe.Pointer(mp))
+
+	gguf_ctx := C.gguf_init_from_file(mp, C.struct_gguf_init_params{no_alloc: true, ctx: (**C.struct_ggml_context)(C.NULL)})
+	if gguf_ctx == nil {
+		return "", errors.New("unable to load model file")
+	}
+	defer C.gguf_free(gguf_ctx)
+
+	key := C.CString("general.architecture")
+	defer C.free(unsafe.Pointer(key))
+	arch_index := C.gguf_find_key(gguf_ctx, key)
+	if int(arch_index) < 0 {
+		return "", errors.New("unknown model architecture")
+	}
+
+	arch := C.gguf_get_val_str(gguf_ctx, arch_index)
+
+	return C.GoString(arch), nil
+}
+
+type ContextParams struct {
+	c C.struct_llama_context_params
+}
+
+func NewContextParams(numCtx int, batchSize int, numSeqMax int, threads int, flashAttention bool, kvCacheType string) ContextParams {
+	params := C.llama_context_default_params()
+	params.n_ctx = C.uint(numCtx)
+	params.n_batch = C.uint(batchSize)
+	params.n_seq_max = C.uint(numSeqMax)
+	params.n_threads = C.int(threads)
+	params.n_threads_batch = params.n_threads
+	params.embeddings = C.bool(true)
+	params.flash_attn = C.bool(flashAttention)
+	params.type_k = kvCacheTypeFromStr(strings.ToLower(kvCacheType))
+	params.type_v = kvCacheTypeFromStr(strings.ToLower(kvCacheType))
+
+	return ContextParams{c: params}
+}
+
+// kvCacheTypeFromStr converts a string cache type to the corresponding GGML type value
+func kvCacheTypeFromStr(s string) C.enum_ggml_type {
+	if s == "" {
+		return C.GGML_TYPE_F16
+	}
+
+	switch s {
+	case "q8_0":
+		return C.GGML_TYPE_Q8_0
+	case "q4_0":
+		return C.GGML_TYPE_Q4_0
+	default:
+		return C.GGML_TYPE_F16
+	}
+}
+
+type Context struct {
+	c          *C.struct_llama_context
+	numThreads int
+}
+
+var ErrKvCacheFull = errors.New("could not find a kv cache slot")
+
+func (c *Context) Decode(batch *Batch) error {
+	// Positive return values does not mean a fatal error, but rather a warning.
+	//   0 - success
+	//   1 - could not find a KV slot for the batch (try reducing the size of the batch or increase the context)
+	// < 0 - error
+	code := int(C.llama_decode(c.c, batch.c))
+
+	if code < 0 {
+		return fmt.Errorf("llama_decode failed with code %d", code)
+	}
+
+	if code > 0 {
+		return ErrKvCacheFull
+	}
+
+	return nil
+}
+
+func (c *Context) Model() *Model {
+	return &Model{c: C.llama_get_model(c.c)}
+}
+
+func (c *Context) KvCacheSeqAdd(seqId int, p0 int, p1 int, delta int) {
+	C.llama_kv_self_seq_add(c.c, C.int(seqId), C.int(p0), C.int(p1), C.int(delta))
+}
+
+func (c *Context) KvCacheSeqRm(seqId int, p0 int, p1 int) bool {
+	return bool(C.llama_kv_self_seq_rm(c.c, C.int(seqId), C.int(p0), C.int(p1)))
+}
+
+func (c *Context) KvCacheSeqCp(srcSeqId int, dstSeqId int, p0 int, p1 int) {
+	C.llama_kv_self_seq_cp(c.c, C.int(srcSeqId), C.int(dstSeqId), C.int(p0), C.int(p1))
+}
+
+func (c *Context) KvCacheClear() {
+	C.llama_kv_self_clear(c.c)
+}
+
+func (c *Context) KvCacheDefrag() {
+	C.llama_kv_self_defrag(c.c)
+}
+
+func (c *Context) KvCacheCanShift() bool {
+	return bool(C.llama_kv_self_can_shift(c.c))
+}
+
+// Get the embeddings for a sequence id
+func (c *Context) GetEmbeddingsSeq(seqId int) []float32 {
+	e := unsafe.Pointer(C.llama_get_embeddings_seq(c.c, C.int(seqId)))
+	if e == nil {
+		return nil
+	}
+
+	embeddings := make([]float32, c.Model().NEmbd())
+	_ = copy(embeddings, unsafe.Slice((*float32)(e), c.Model().NEmbd()))
+	return embeddings
+}
+
+func (c *Context) GetEmbeddingsIth(i int) []float32 {
+	e := unsafe.Pointer(C.llama_get_embeddings_ith(c.c, C.int32_t(i)))
+	if e == nil {
+		return nil
+	}
+
+	embeddings := make([]float32, c.Model().NEmbd())
+	_ = copy(embeddings, unsafe.Slice((*float32)(e), c.Model().NEmbd()))
+	return embeddings
+}
+
+type ModelParams struct {
+	NumGpuLayers int
+	MainGpu      int
+	UseMmap      bool
+	TensorSplit  []float32
+	Progress     func(float32)
+	VocabOnly    bool
+}
+
+//export llamaProgressCallback
+func llamaProgressCallback(progress C.float, userData unsafe.Pointer) C.bool {
+	handle := *(*cgo.Handle)(userData)
+	callback := handle.Value().(func(float32))
+	callback(float32(progress))
+	return true
+}
+
+func LoadModelFromFile(modelPath string, params ModelParams) (*Model, error) {
+	cparams := C.llama_model_default_params()
+	cparams.n_gpu_layers = C.int(params.NumGpuLayers)
+	cparams.main_gpu = C.int32_t(params.MainGpu)
+	cparams.use_mmap = C.bool(params.UseMmap)
+	cparams.vocab_only = C.bool(params.VocabOnly)
+
+	if len(params.TensorSplit) > 0 {
+		tensorSplitData := &params.TensorSplit[0]
+
+		var tensorSplitPin runtime.Pinner
+		tensorSplitPin.Pin(tensorSplitData)
+		defer tensorSplitPin.Unpin()
+
+		cparams.tensor_split = (*C.float)(unsafe.Pointer(tensorSplitData))
+	}
+
+	if params.Progress != nil {
+		handle := cgo.NewHandle(params.Progress)
+		defer handle.Delete()
+
+		var handlePin runtime.Pinner
+		handlePin.Pin(&handle)
+		defer handlePin.Unpin()
+
+		cparams.progress_callback = C.llama_progress_callback(C.llamaProgressCallback)
+		cparams.progress_callback_user_data = unsafe.Pointer(&handle)
+	}
+
+	m := Model{c: C.llama_model_load_from_file(C.CString(modelPath), cparams)}
+	if m.c == nil {
+		return nil, fmt.Errorf("unable to load model: %s", modelPath)
+	}
+
+	return &m, nil
+}
+
+func FreeModel(model *Model) {
+	C.llama_model_free(model.c)
+}
+
+func NewContextWithModel(model *Model, params ContextParams) (*Context, error) {
+	c := Context{
+		c:          C.llama_init_from_model(model.c, params.c),
+		numThreads: int(params.c.n_threads),
+	}
+	if c.c == nil {
+		return nil, errors.New("unable to create llama context")
+	}
+
+	return &c, nil
+}
+
+func (m *Model) NumVocab() int {
+	return int(C.llama_vocab_n_tokens(m.Vocab()))
+}
+
+func (m *Model) TokenIsEog(token int) bool {
+	return bool(C.llama_vocab_is_eog(m.Vocab(), C.llama_token(token)))
+}
+
+func (m *Model) AddBOSToken() bool {
+	return bool(C.llama_vocab_get_add_bos(m.Vocab()))
+}
+
+func (m *Model) ApplyLoraFromFile(context *Context, loraPath string, scale float32, threads int) error {
+	cLoraPath := C.CString(loraPath)
+	defer C.free(unsafe.Pointer(cLoraPath))
+
+	loraAdapter := C.llama_adapter_lora_init(m.c, cLoraPath)
+	if loraAdapter == nil {
+		return errors.New("unable to load lora")
+	}
+
+	err := -1
+	if loraAdapter != nil {
+		err = int(C.llama_set_adapter_lora(context.c, loraAdapter, C.float(scale)))
+	}
+	if err != 0 {
+		return errors.New("error applying lora from file")
+	}
+
+	return nil
+}
+
+func (m *Model) Vocab() *C.struct_llama_vocab {
+	return C.llama_model_get_vocab(m.c)
+}
+
+type Batch struct {
+	c         C.struct_llama_batch
+	batchSize int
+	maxSeq    int
+	embedSize int
+}
+
+// Creates a new batch for either word tokens or image embeddings (if embedSize is non-zero).
+// Batches cannot contain both types at the same time. batchSize is the maximum number of entries
+// that can be added per sequence
+func NewBatch(batchSize int, maxSeq int, embedSize int) (*Batch, error) {
+	b := Batch{
+		c:         C.llama_batch_init(C.int(batchSize*maxSeq), C.int(embedSize), C.int(maxSeq)),
+		batchSize: batchSize,
+		maxSeq:    maxSeq,
+		embedSize: embedSize,
+	}
+
+	// Check to see if any of the allocations in llama_batch_init() failed
+	nilPointer := (embedSize == 0 && b.c.token == nil) || (embedSize != 0 && b.c.embd == nil) ||
+		b.c.pos == nil || b.c.n_seq_id == nil || b.c.seq_id == nil || b.c.logits == nil ||
+		slices.Contains(unsafe.Slice(b.c.seq_id, b.allocSize()), nil)
+
+	if nilPointer {
+		C.llama_batch_free(b.c)
+		return nil, fmt.Errorf("unable to allocate batch (batchSize=%v maxSeq=%v embedSize=%v)", batchSize, maxSeq, embedSize)
+	}
+
+	return &b, nil
+}
+
+func (b *Batch) Size() int {
+	return b.batchSize
+}
+
+func (b *Batch) allocSize() int {
+	return b.batchSize * b.maxSeq
+}
+
+func (b *Batch) NumTokens() int {
+	return int(b.c.n_tokens)
+}
+
+func (b *Batch) IsEmbedding() bool {
+	return b.embedSize != 0
+}
+
+// Add adds either a token or an image embedding to the batch depending on the type
+// when the batch was initialized. The other argument will be ignored. Adds to the
+// batch with the given position for the given sequence ids, and optionally instructs
+// to include logits.
+func (b *Batch) Add(token int, embed []float32, pos int, logits bool, seqIds ...int) {
+	if !b.IsEmbedding() {
+		unsafe.Slice(b.c.token, b.allocSize())[b.c.n_tokens] = C.llama_token(token)
+	} else {
+		copy(unsafe.Slice((*float32)(b.c.embd), b.allocSize()*b.embedSize)[int(b.c.n_tokens)*b.embedSize:], embed)
+	}
+	unsafe.Slice(b.c.pos, b.allocSize())[b.c.n_tokens] = C.llama_pos(pos)
+	unsafe.Slice(b.c.n_seq_id, b.allocSize())[b.c.n_tokens] = C.int(len(seqIds))
+
+	for i, s := range seqIds {
+		unsafe.Slice((unsafe.Slice(b.c.seq_id, b.allocSize())[b.c.n_tokens]), C.int(len(seqIds)))[i] = C.int32_t(s)
+	}
+
+	if logits {
+		unsafe.Slice(b.c.logits, b.allocSize())[b.c.n_tokens] = 1
+	} else {
+		unsafe.Slice(b.c.logits, b.allocSize())[b.c.n_tokens] = 0
+	}
+
+	b.c.n_tokens += 1
+}
+
+func (b *Batch) Clear() {
+	b.c.n_tokens = 0
+}
+
+func (b *Batch) Free() {
+	b.batchSize = 0
+	C.llama_batch_free(b.c)
+}
+
+type Model struct {
+	c *C.struct_llama_model
+}
+
+func (m *Model) TokenToPiece(token int) string {
+	tokenLen := 12
+	buf := make([]byte, tokenLen)
+	tokenLen = int(C.llama_token_to_piece(
+		m.Vocab(),
+		C.int32_t(token),
+		(*C.char)(unsafe.Pointer(&buf[0])),
+		C.int32_t(tokenLen),
+		C.int32_t(0),
+		C.bool(true),
+	))
+	if tokenLen < 0 {
+		tokenLen = -tokenLen
+
+		buf = make([]byte, tokenLen)
+		C.llama_token_to_piece(
+			m.Vocab(),
+			C.int32_t(token),
+			(*C.char)(unsafe.Pointer(&buf[0])),
+			C.int32_t(tokenLen),
+			C.int32_t(0),
+			C.bool(true),
+		)
+	}
+	return strings.TrimRight(string(buf), "\x00")
+}
+
+func (m *Model) Tokenize(text string, addSpecial bool, parseSpecial bool) ([]int, error) {
+	maxTokens := len(text) + 2
+	cTokens := make([]C.llama_token, maxTokens)
+	cText := C.CString(text)
+	defer C.free(unsafe.Pointer(cText))
+
+	result := C.llama_tokenize(
+		m.Vocab(),
+		cText,
+		C.int32_t(len(text)),
+		&cTokens[0],
+		C.int32_t(maxTokens),
+		C.bool(addSpecial),
+		C.bool(parseSpecial),
+	)
+
+	// if the result is negative, reallocate and retry with the correct buffer size
+	if result < 0 {
+		maxTokens = int(-result)
+		cTokens = make([]C.llama_token, maxTokens)
+		result = C.llama_tokenize(
+			m.Vocab(),
+			cText,
+			C.int32_t(len(text)),
+			&cTokens[0],
+			C.int32_t(maxTokens),
+			C.bool(addSpecial),
+			C.bool(parseSpecial),
+		)
+		if result < 0 {
+			return nil, fmt.Errorf("tokenization failed, required %d tokens", -result)
+		}
+	}
+
+	tokens := make([]int, result)
+	for i := range result {
+		tokens[i] = int(cTokens[i])
+	}
+
+	return tokens, nil
+}
+
+func (m *Model) NEmbd() int {
+	return int(C.llama_model_n_embd(m.c))
+}
+
+// vision processing
+type ClipContext struct {
+	c *C.struct_clip_ctx
+}
+
+func NewClipContext(llamaContext *Context, modelPath string) (*ClipContext, error) {
+	mp := C.CString(modelPath)
+	defer C.free(unsafe.Pointer(mp))
+	c := C.clip_model_load(mp, 1)
+	if c == nil {
+		return nil, fmt.Errorf("unable to load clip model: %v", modelPath)
+	}
+
+	projEmbedSize := int(C.clip_n_mmproj_embd(c))
+	modelEmbedSize := llamaContext.Model().NEmbd()
+	if projEmbedSize != modelEmbedSize {
+		return nil, fmt.Errorf("projector embedding size (%d) does not match model (%d)", projEmbedSize, modelEmbedSize)
+	}
+
+	return &ClipContext{c: c}, nil
+}
+
+func (c *ClipContext) Free() {
+	C.clip_free(c.c)
+}
+
+func (c *ClipContext) NewEmbed(llamaContext *Context, data []byte) ([][]float32, error) {
+	l := C.llava_image_embed_make_with_bytes(c.c, C.int(llamaContext.numThreads), (*C.uchar)(unsafe.Pointer(&data[0])), C.int(len(data)))
+	if l == nil {
+		return nil, errors.New("unable to make llava embedding from image")
+	}
+
+	numTokens := int(l.n_image_pos)
+	numEmbed := llamaContext.Model().NEmbd()
+
+	s := unsafe.Slice((*float32)(l.embed), numEmbed*numTokens)
+
+	embed := make([][]float32, numTokens)
+	rows := make([]float32, len(s))
+	copy(rows, s)
+
+	for i := range embed {
+		embed[i] = rows[i*numEmbed : (i+1)*numEmbed]
+	}
+
+	C.llava_image_embed_free(l)
+
+	return embed, nil
+}
+
+func (c *Context) Synchronize() {
+	C.llama_synchronize(c.c)
+}
+
+// sampling
+// TODO: this is a temporary wrapper to allow calling C++ code from CGo
+type SamplingContext struct {
+	c *C.struct_common_sampler
+}
+
+type SamplingParams struct {
+	TopK           int
+	TopP           float32
+	MinP           float32
+	TypicalP       float32
+	Temp           float32
+	RepeatLastN    int
+	PenaltyRepeat  float32
+	PenaltyFreq    float32
+	PenaltyPresent float32
+	PenalizeNl     bool
+	Seed           uint32
+	Grammar        string
+}
+
+func NewSamplingContext(model *Model, params SamplingParams) (*SamplingContext, error) {
+	var cparams C.struct_common_sampler_cparams
+	cparams.top_k = C.int32_t(params.TopK)
+	cparams.top_p = C.float(params.TopP)
+	cparams.min_p = C.float(params.MinP)
+	cparams.typical_p = C.float(params.TypicalP)
+	cparams.temp = C.float(params.Temp)
+	cparams.penalty_last_n = C.int32_t(params.RepeatLastN)
+	cparams.penalty_repeat = C.float(params.PenaltyRepeat)
+	cparams.penalty_freq = C.float(params.PenaltyFreq)
+	cparams.penalty_present = C.float(params.PenaltyFreq)
+	cparams.seed = C.uint32_t(params.Seed)
+
+	grammar := C.CString(params.Grammar)
+	defer C.free(unsafe.Pointer(grammar))
+
+	cparams.grammar = grammar
+	context := &SamplingContext{c: C.common_sampler_cinit(model.c, &cparams)}
+	if context.c == nil {
+		return nil, errors.New("unable to create sampling context")
+	}
+
+	runtime.SetFinalizer(context, func(s *SamplingContext) { C.common_sampler_cfree(s.c) })
+
+	return context, nil
+}
+
+func (s *SamplingContext) Reset() {
+	C.common_sampler_creset(s.c)
+}
+
+func (s *SamplingContext) Sample(llamaContext *Context, idx int) int {
+	return int(C.common_sampler_csample(s.c, llamaContext.c, C.int(idx)))
+}
+
+func (s *SamplingContext) Accept(id int, applyGrammar bool) {
+	C.common_sampler_caccept(s.c, C.llama_token(id), C.bool(applyGrammar))
+}
+
+// SchemaToGrammar converts the provided JSON schema to a grammar. It returns
+// nil if the provided schema is invalid JSON or an invalid JSON schema.
+func SchemaToGrammar(schema []byte) []byte {
+	cStr := C.CString(string(schema))
+	defer C.free(unsafe.Pointer(cStr))
+
+	// Allocate buffer for grammar based on schema length but with upper bound
+	maxLen := min(1024*1024, len(schema)*4)
+	buf := make([]byte, maxLen)
+
+	// Call C function to convert schema to grammar
+	n := C.schema_to_grammar(cStr, (*C.char)(unsafe.Pointer(&buf[0])), C.size_t(maxLen))
+	if n == 0 {
+		// preserve nil
+		return nil
+	}
+	return buf[:n]
+}
+
+type TokenData struct {
+	ID    int32
+	Logit float32
+}
+
+type Grammar struct {
+	c  *C.struct_llama_grammar
+	mu sync.Mutex
+}
+
+func NewGrammar(grammar string, vocabIds []uint32, vocabValues []string, eogTokens []int32) *Grammar {
+	cGrammar := C.CString(grammar)
+	defer C.free(unsafe.Pointer(cGrammar))
+
+	cTokens := make([]C.uint32_t, len(vocabIds))
+	for i, token := range vocabIds {
+		cTokens[i] = C.uint32_t(token)
+	}
+
+	cPieces := make([]*C.char, len(vocabValues))
+	for i, piece := range vocabValues {
+		cPieces[i] = C.CString(piece)
+		defer C.free(unsafe.Pointer(cPieces[i]))
+	}
+
+	cEogTokens := make([]C.uint32_t, len(eogTokens))
+	for i, token := range eogTokens {
+		cEogTokens[i] = C.uint32_t(token)
+	}
+
+	g := C.grammar_init(cGrammar, unsafe.SliceData(cTokens), C.size_t(len(cTokens)), unsafe.SliceData(cPieces), unsafe.SliceData(cEogTokens), C.size_t(len(cEogTokens)))
+	if g == nil {
+		return nil
+	}
+
+	return &Grammar{c: g}
+}
+
+func (g *Grammar) Free() {
+	g.mu.Lock()
+	defer g.mu.Unlock()
+	if g.c != nil {
+		C.grammar_free(g.c)
+		g.c = nil
+	}
+}
+
+func (g *Grammar) Apply(tokens []TokenData) {
+	g.mu.Lock()
+	defer g.mu.Unlock()
+
+	if g.c == nil {
+		return
+	}
+
+	tds := make([]C.struct_llama_token_data, len(tokens))
+	for i, token := range tokens {
+		tds[i] = C.struct_llama_token_data{
+			id:    C.int32_t(token.ID),
+			logit: C.float(token.Logit),
+			p:     C.float(0.0),
+		}
+	}
+	tda := &C.llama_token_data_array{
+		data:     (*C.struct_llama_token_data)(unsafe.Pointer(&tds[0])),
+		size:     C.size_t(len(tokens)),
+		selected: C.int64_t(-1),
+		sorted:   C.bool(false),
+	}
+	var pinner runtime.Pinner
+	pinner.Pin(&tds[0])
+	defer pinner.Unpin()
+
+	C.grammar_apply(g.c, tda)
+	for i := range tokens {
+		tokens[i].Logit = float32(tds[i].logit)
+	}
+}
+
+func (g *Grammar) Accept(token int32) {
+	g.mu.Lock()
+	defer g.mu.Unlock()
+
+	// Check if grammar was freed
+	if g.c == nil {
+		return
+	}
+
+	C.grammar_accept(g.c, C.llama_token(token))
+}
diff --git a/llama/llama_test.go b/llama/llama_test.go
new file mode 100644
index 0000000..b550d1d
--- /dev/null
+++ b/llama/llama_test.go
@@ -0,0 +1,105 @@
+package llama
+
+import (
+	"bufio"
+	"bytes"
+	"strings"
+	"testing"
+)
+
+// https://github.com/ollama/ollama/issues/7978
+const issue7978JSONSchema = `{
+  "type": "object",
+  "properties": {
+    "steps": {
+      "type": "array",
+      "items": {
+        "type": "object",
+        "properties": {
+          "explanation": { "type": "string" },
+          "output": { "type": "string" },
+          "nested": {
+            "type": "object",
+            "properties": {
+              "deep": { "type": "string" }
+            }
+          }
+        },
+        "required": ["explanation", "output"],
+        "additionalProperties": false
+      }
+    },
+    "final_answer": { "type": "string" },
+    "01_numbered_key": { "type": "string" },
+    "numbers": {
+      "type": "array",
+      "items": { "type": "number" }
+    },
+    "booleans": {
+      "type": "array", 
+      "items": { "type": "boolean" }
+    },
+    "mixed": {
+      "type": "array",
+      "items": {
+        "oneOf": [
+          { "type": "string" },
+          { "type": "number" },
+          { "type": "boolean" }
+        ]
+      }
+    }
+  },
+  "required": ["steps", "final_answer"],
+  "additionalProperties": false
+}`
+
+func TestIssue7978(t *testing.T) {
+	g := SchemaToGrammar([]byte(issue7978JSONSchema))
+	if g == nil {
+		t.Fatal("failed to convert JSON schema to grammar")
+	}
+
+	t.Logf("grammar:\n%s", g)
+	t.Log()
+
+	var got string
+	s := bufio.NewScanner(bytes.NewReader(g))
+	for s.Scan() {
+		line := strings.TrimSpace(s.Text())
+		step, _, _ := strings.Cut(line, " ::= ")
+		step = strings.TrimSpace(step)
+		if step == "root" {
+			got = line
+		}
+	}
+
+	want := `root ::= "{" space steps-kv "," space final-answer-kv ( "," space ( 01-numbered-key-kv 01-numbered-key-rest | numbers-kv numbers-rest | booleans-kv booleans-rest | mixed-kv ) )? "}" space`
+	if got != want {
+		t.Errorf("root =\n%qwant:\n%q", got, want)
+	}
+}
+
+func TestSchemaToGrammer(t *testing.T) {
+	cases := []struct {
+		schema string
+		prefix []byte // nil is check as nil
+	}{
+		{`invalid`, nil},
+
+		// Simple heuristic/smoke test
+		{`{"type":"object"}`, []byte("root ::= object")},
+	}
+
+	for _, c := range cases {
+		t.Run("x", func(t *testing.T) {
+			g := SchemaToGrammar([]byte(c.schema))
+			if c.prefix == nil && g != nil {
+				t.Fatalf("grammar = %v, want nil", g)
+			}
+			if !bytes.HasPrefix(g, c.prefix) {
+				t.Errorf("grammar = %q, want %q", g, c.prefix)
+			}
+		})
+	}
+}
diff --git a/llama/patches/0001-ggml-backend-malloc-and-free-using-the-same-compiler.patch b/llama/patches/0001-ggml-backend-malloc-and-free-using-the-same-compiler.patch
new file mode 100644
index 0000000..edeeb4f
--- /dev/null
+++ b/llama/patches/0001-ggml-backend-malloc-and-free-using-the-same-compiler.patch
@@ -0,0 +1,210 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Thu, 6 Jun 2024 23:55:47 -0700
+Subject: [PATCH] ggml-backend: malloc and free using the same compiler
+
+On Windows, the CUDA backend must be compiled with MSVC but generic
+portions compiled with CGo use either GCC or Clang. Since
+ggml_backend_buffer_t spans these two components, it can be allocated
+and freed using different compilers. Specifically, it is malloced by
+MSVC and freed by Clang, which can cause problems.
+
+This moves freeing of the buffers into the backends to avoid the
+problem.
+---
+ ggml/src/ggml-backend.cpp              | 9 +++++++--
+ ggml/src/ggml-cann/ggml-cann.cpp       | 2 ++
+ ggml/src/ggml-cuda/ggml-cuda.cu        | 3 +++
+ ggml/src/ggml-kompute/ggml-kompute.cpp | 1 +
+ ggml/src/ggml-metal/ggml-metal.m       | 1 +
+ ggml/src/ggml-opencl/ggml-opencl.cpp   | 1 +
+ ggml/src/ggml-rpc/ggml-rpc.cpp         | 1 +
+ ggml/src/ggml-sycl/ggml-sycl.cpp       | 3 +++
+ ggml/src/ggml-vulkan/ggml-vulkan.cpp   | 2 ++
+ 9 files changed, 21 insertions(+), 2 deletions(-)
+
+diff --git a/ggml/src/ggml-backend.cpp b/ggml/src/ggml-backend.cpp
+index b30b4cb3..0ce73a99 100644
+--- a/ggml/src/ggml-backend.cpp
++++ b/ggml/src/ggml-backend.cpp
+@@ -107,7 +107,6 @@ void ggml_backend_buffer_free(ggml_backend_buffer_t buffer) {
+     if (buffer->iface.free_buffer != NULL) {
+         buffer->iface.free_buffer(buffer);
+     }
+-    delete buffer;
+ }
+ 
+ size_t ggml_backend_buffer_get_size(ggml_backend_buffer_t buffer) {
+@@ -544,6 +543,7 @@ static void ggml_backend_multi_buffer_free_buffer(ggml_backend_buffer_t buffer)
+ 
+     free(ctx->buffers);
+     free(ctx);
++    delete buffer;
+ }
+ 
+ static void ggml_backend_multi_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+@@ -1871,6 +1871,11 @@ static void * ggml_backend_cpu_buffer_get_base(ggml_backend_buffer_t buffer) {
+ 
+ static void ggml_backend_cpu_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     ggml_aligned_free(buffer->context, buffer->size);
++    delete buffer;
++}
++
++static void ggml_backend_cpu_ptr_buffer_free_buffer(ggml_backend_buffer_t buffer) {
++    delete buffer;
+ }
+ 
+ static void ggml_backend_cpu_buffer_memset_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) {
+@@ -1918,7 +1923,7 @@ static const struct ggml_backend_buffer_i ggml_backend_cpu_buffer_i = {
+ };
+ 
+ static const struct ggml_backend_buffer_i ggml_backend_cpu_buffer_from_ptr_i = {
+-    /* .free_buffer     = */ NULL, // ptr is not owned by the buffer, so it does not need to be freed
++    /* .free_buffer     = */ ggml_backend_cpu_ptr_buffer_free_buffer, // ptr is not owned by the buffer but need to free the buffer itself
+     /* .get_base        = */ ggml_backend_cpu_buffer_get_base,
+     /* .init_tensor     = */ NULL, // no initialization required
+     /* .memset_tensor   = */ ggml_backend_cpu_buffer_memset_tensor,
+diff --git a/ggml/src/ggml-cann/ggml-cann.cpp b/ggml/src/ggml-cann/ggml-cann.cpp
+index e2617b06..242e50a7 100644
+--- a/ggml/src/ggml-cann/ggml-cann.cpp
++++ b/ggml/src/ggml-cann/ggml-cann.cpp
+@@ -800,6 +800,7 @@ static void ggml_backend_cann_buffer_free_buffer(
+     ggml_backend_cann_buffer_context* ctx =
+         (ggml_backend_cann_buffer_context*)buffer->context;
+     delete ctx;
++    delete buffer;
+ }
+ 
+ /**
+@@ -1472,6 +1473,7 @@ static const char * ggml_backend_cann_host_buffer_name(ggml_backend_buffer_t buf
+  */
+ static void ggml_backend_cann_host_buffer_free(ggml_backend_buffer_t buffer) {
+     ACL_CHECK(aclrtFreeHost(buffer->context));
++    delete buffer;
+ }
+ 
+ /**
+diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu
+index b4b85abc..cb0d8528 100644
+--- a/ggml/src/ggml-cuda/ggml-cuda.cu
++++ b/ggml/src/ggml-cuda/ggml-cuda.cu
+@@ -534,6 +534,7 @@ struct ggml_backend_cuda_buffer_context {
+ static void ggml_backend_cuda_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context;
+     delete ctx;
++    delete buffer;
+ }
+ 
+ static bool ggml_backend_buffer_is_cuda(ggml_backend_buffer_t buffer) {
+@@ -790,6 +791,7 @@ struct ggml_backend_cuda_split_buffer_context {
+ static void ggml_backend_cuda_split_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     ggml_backend_cuda_split_buffer_context * ctx = (ggml_backend_cuda_split_buffer_context *)buffer->context;
+     delete ctx;
++    delete buffer;
+ }
+ 
+ static void * ggml_backend_cuda_split_buffer_get_base(ggml_backend_buffer_t buffer) {
+@@ -1067,6 +1069,7 @@ static const char * ggml_backend_cuda_host_buffer_type_name(ggml_backend_buffer_
+ 
+ static void ggml_backend_cuda_host_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     CUDA_CHECK(cudaFreeHost(buffer->context));
++    delete buffer;
+ }
+ 
+ static void * ggml_cuda_host_malloc(size_t size) {
+diff --git a/ggml/src/ggml-kompute/ggml-kompute.cpp b/ggml/src/ggml-kompute/ggml-kompute.cpp
+index 50579227..2799a0a5 100644
+--- a/ggml/src/ggml-kompute/ggml-kompute.cpp
++++ b/ggml/src/ggml-kompute/ggml-kompute.cpp
+@@ -1911,6 +1911,7 @@ static void ggml_backend_kompute_buffer_free_buffer(ggml_backend_buffer_t buffer
+         ggml_vk_free_memory(*memory);
+     }
+     delete memory;
++    delete buffer;
+ }
+ 
+ static void * ggml_backend_kompute_buffer_get_base(ggml_backend_buffer_t buffer) {
+diff --git a/ggml/src/ggml-metal/ggml-metal.m b/ggml/src/ggml-metal/ggml-metal.m
+index 576f9581..1b56f858 100644
+--- a/ggml/src/ggml-metal/ggml-metal.m
++++ b/ggml/src/ggml-metal/ggml-metal.m
+@@ -5214,6 +5214,7 @@ static void ggml_backend_metal_buffer_free_buffer(ggml_backend_buffer_t buffer)
+     }
+ 
+     free(ctx);
++    free(buffer);
+ }
+ 
+ static void * ggml_backend_metal_buffer_get_base(ggml_backend_buffer_t buffer) {
+diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp
+index 05a2f4e6..392cc18d 100644
+--- a/ggml/src/ggml-opencl/ggml-opencl.cpp
++++ b/ggml/src/ggml-opencl/ggml-opencl.cpp
+@@ -1940,6 +1940,7 @@ struct ggml_backend_opencl_buffer_context {
+ static void ggml_backend_opencl_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     ggml_backend_opencl_buffer_context * ctx = (ggml_backend_opencl_buffer_context *) buffer->context;
+     delete ctx;
++    delete buffer;
+ }
+ 
+ static void * ggml_backend_opencl_buffer_get_base(ggml_backend_buffer_t buffer) {
+diff --git a/ggml/src/ggml-rpc/ggml-rpc.cpp b/ggml/src/ggml-rpc/ggml-rpc.cpp
+index 4f0abb5a..de1ec184 100644
+--- a/ggml/src/ggml-rpc/ggml-rpc.cpp
++++ b/ggml/src/ggml-rpc/ggml-rpc.cpp
+@@ -483,6 +483,7 @@ static void ggml_backend_rpc_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     bool status = send_rpc_cmd(ctx->sock, RPC_CMD_FREE_BUFFER, &request, sizeof(request), nullptr, 0);
+     GGML_ASSERT(status);
+     delete ctx;
++    delete buffer;
+ }
+ 
+ static void * ggml_backend_rpc_buffer_get_base(ggml_backend_buffer_t buffer) {
+diff --git a/ggml/src/ggml-sycl/ggml-sycl.cpp b/ggml/src/ggml-sycl/ggml-sycl.cpp
+index 0ea72994..ae3a3c33 100644
+--- a/ggml/src/ggml-sycl/ggml-sycl.cpp
++++ b/ggml/src/ggml-sycl/ggml-sycl.cpp
+@@ -320,6 +320,7 @@ ggml_backend_sycl_buffer_free_buffer(ggml_backend_buffer_t buffer) try {
+     ggml_sycl_set_device(ctx->device);
+ 
+     delete ctx;
++    delete buffer;
+ }
+ catch (sycl::exception const &exc) {
+   std::cerr << exc.what() << "Exception caught at file:" << __FILE__
+@@ -765,6 +766,7 @@ struct ggml_backend_sycl_split_buffer_context {
+ static void ggml_backend_sycl_split_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     ggml_backend_sycl_split_buffer_context * ctx = (ggml_backend_sycl_split_buffer_context *)buffer->context;
+     delete ctx;
++    delete buffer;
+ }
+ 
+ static void * ggml_backend_sycl_split_buffer_get_base(ggml_backend_buffer_t buffer) {
+@@ -1099,6 +1101,7 @@ static const char * ggml_backend_sycl_host_buffer_type_name(ggml_backend_buffer_
+ 
+ static void ggml_backend_sycl_host_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     ggml_sycl_host_free(buffer->context);
++    delete buffer;
+ }
+ 
+ static ggml_backend_buffer_t ggml_backend_sycl_host_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp
+index e2b357fd..68768029 100644
+--- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp
++++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp
+@@ -8962,6 +8962,7 @@ static void ggml_backend_vk_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     ggml_backend_vk_buffer_context * ctx = (ggml_backend_vk_buffer_context *)buffer->context;
+     ggml_vk_destroy_buffer(ctx->dev_buffer);
+     delete ctx;
++    delete buffer;
+ }
+ 
+ static void * ggml_backend_vk_buffer_get_base(ggml_backend_buffer_t buffer) {
+@@ -9105,6 +9106,7 @@ static const char * ggml_backend_vk_host_buffer_name(ggml_backend_buffer_t buffe
+ static void ggml_backend_vk_host_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+     VK_LOG_MEMORY("ggml_backend_vk_host_buffer_free_buffer()");
+     ggml_vk_host_free(vk_instance.devices[0], buffer->context);
++    delete buffer;
+ }
+ 
+ static ggml_backend_buffer_t ggml_backend_vk_host_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
diff --git a/llama/patches/0002-pretokenizer.patch b/llama/patches/0002-pretokenizer.patch
new file mode 100644
index 0000000..07aa4b0
--- /dev/null
+++ b/llama/patches/0002-pretokenizer.patch
@@ -0,0 +1,43 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: Michael Yang <mxyng@pm.me>
+Date: Mon, 16 Sep 2024 15:53:13 -0700
+Subject: [PATCH] pretokenizer
+
+allow for an unset pretokenizer with a warning in the
+logs instead of throwing an error
+---
+ src/llama-vocab.cpp | 14 +++-----------
+ 1 file changed, 3 insertions(+), 11 deletions(-)
+
+diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp
+index 9389ca80..806c1b3d 100644
+--- a/src/llama-vocab.cpp
++++ b/src/llama-vocab.cpp
+@@ -1503,16 +1503,7 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) {
+         if (type == LLAMA_VOCAB_TYPE_BPE) {
+             add_space_prefix = false;
+             clean_spaces = true;
+-            if (tokenizer_pre.empty()) {
+-                LLAMA_LOG_WARN("%s: missing pre-tokenizer type, using: 'default'\n", __func__);
+-                LLAMA_LOG_WARN("%s:                                             \n", __func__);
+-                LLAMA_LOG_WARN("%s: ************************************        \n", __func__);
+-                LLAMA_LOG_WARN("%s: GENERATION QUALITY WILL BE DEGRADED!        \n", __func__);
+-                LLAMA_LOG_WARN("%s: CONSIDER REGENERATING THE MODEL             \n", __func__);
+-                LLAMA_LOG_WARN("%s: ************************************        \n", __func__);
+-                LLAMA_LOG_WARN("%s:                                             \n", __func__);
+-                pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+-            } else if (tokenizer_pre == "default") {
++            if (tokenizer_pre == "default") {
+                 pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+             } else if (
+                     tokenizer_pre == "llama3"   ||
+@@ -1651,7 +1642,8 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) {
+                 pre_type = LLAMA_VOCAB_PRE_TYPE_SEED_CODER;
+                 clean_spaces = false;
+             } else {
+-                throw std::runtime_error(format("unknown pre-tokenizer type: '%s'", tokenizer_pre.c_str()));
++                LLAMA_LOG_WARN("%s: missing or unrecognized pre-tokenizer type, using: 'default'\n", __func__);
++                pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
+             }
+         } else if (type == LLAMA_VOCAB_TYPE_SPM) {
+             pre_type = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
diff --git a/llama/patches/0003-embeddings.patch b/llama/patches/0003-embeddings.patch
new file mode 100644
index 0000000..80d6b55
--- /dev/null
+++ b/llama/patches/0003-embeddings.patch
@@ -0,0 +1,43 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Tue, 8 Apr 2025 15:28:34 -0700
+Subject: [PATCH] embeddings
+
+allow a loaded model in llama.cpp to be used for
+both embeddings and causal attention text generation
+instead of forcing one or the error
+---
+ src/llama-context.cpp | 6 +++---
+ 1 file changed, 3 insertions(+), 3 deletions(-)
+
+diff --git a/src/llama-context.cpp b/src/llama-context.cpp
+index 62246c10..dca22d8b 100644
+--- a/src/llama-context.cpp
++++ b/src/llama-context.cpp
+@@ -901,7 +901,7 @@ int llama_context::decode(llama_batch & inp_batch) {
+     int64_t n_outputs_all = 0;
+ 
+     // count outputs
+-    if (batch.logits && !embd_pooled) {
++    if (batch.logits) {
+         for (uint32_t i = 0; i < n_tokens_all; ++i) {
+             n_outputs_all += batch.logits[i] != 0;
+         }
+@@ -982,7 +982,7 @@ int llama_context::decode(llama_batch & inp_batch) {
+         //    ggml_graph_dump_dot(gf, NULL, "llama.dot");
+         //}
+ 
+-        auto * t_logits = cparams.embeddings ? nullptr         : res->get_logits();
++        auto * t_logits = cparams.causal_attn ? res->get_logits() : nullptr;
+         auto * t_embd   = cparams.embeddings ? res->get_embd() : nullptr;
+ 
+         if (t_embd && res->get_embd_pooled()) {
+@@ -1151,7 +1151,7 @@ int32_t llama_context::output_reserve(int32_t n_outputs) {
+     const auto n_embd  = hparams.n_embd;
+ 
+     // TODO: use a per-batch flag for logits presence instead
+-    bool has_logits = !cparams.embeddings;
++    bool has_logits =  cparams.causal_attn;
+     bool has_embd   =  cparams.embeddings && (cparams.pooling_type == LLAMA_POOLING_TYPE_NONE);
+ 
+     // TODO: hacky enc-dec support
diff --git a/llama/patches/0004-clip-unicode.patch b/llama/patches/0004-clip-unicode.patch
new file mode 100644
index 0000000..9571097
--- /dev/null
+++ b/llama/patches/0004-clip-unicode.patch
@@ -0,0 +1,77 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Tue, 8 Apr 2025 15:34:37 -0700
+Subject: [PATCH] clip-unicode
+
+fixes loading vision models in llama.cpp on windows
+filesystems for paths that include wide characters
+---
+ tools/mtmd/clip.cpp | 39 +++++++++++++++++++++++++++++++++++++++
+ 1 file changed, 39 insertions(+)
+
+diff --git a/tools/mtmd/clip.cpp b/tools/mtmd/clip.cpp
+index 41ba45a7..cdd8ca44 100644
+--- a/tools/mtmd/clip.cpp
++++ b/tools/mtmd/clip.cpp
+@@ -31,6 +31,19 @@
+ #include <numeric>
+ #include <functional>
+ 
++#if defined(_WIN32)
++#define WIN32_LEAN_AND_MEAN
++#ifndef NOMINMAX
++    #define NOMINMAX
++#endif
++#include <windows.h>
++#if __GLIBCXX__
++#include <cstdio>
++#include <ext/stdio_filebuf.h>
++#include <fcntl.h>
++#endif
++#endif
++
+ struct clip_logger_state g_logger_state = {GGML_LOG_LEVEL_CONT, clip_log_callback_default, NULL};
+ 
+ enum ffn_op_type {
+@@ -2190,7 +2203,29 @@ struct clip_model_loader {
+         {
+             std::vector<uint8_t> read_buf;
+ 
++#ifdef _WIN32
++            int wlen = MultiByteToWideChar(CP_UTF8, 0, fname.c_str(), -1, NULL, 0);
++            if (!wlen) {
++                throw std::runtime_error(string_format("%s: failed to convert filename to wide string\n", __func__));
++            }
++            wchar_t * wbuf = (wchar_t *) malloc(wlen * sizeof(wchar_t));
++            wlen = MultiByteToWideChar(CP_UTF8, 0, fname.c_str(), -1, wbuf, wlen);
++            if (!wlen) {
++                free(wbuf);
++                throw std::runtime_error(string_format("%s: failed to convert filename to wide string\n", __func__));
++            }
++#if __GLIBCXX__
++            int fd = _wopen(wbuf, _O_RDONLY | _O_BINARY);
++            __gnu_cxx::stdio_filebuf<char> buffer(fd, std::ios_base::in);
++            std::istream fin(&buffer);
++#else // MSVC
++            // unused in our current build
++            auto fin = std::ifstream(wbuf, std::ios::binary);
++#endif
++            free(wbuf);
++#else
+             auto fin = std::ifstream(fname, std::ios::binary);
++#endif
+             if (!fin) {
+                 throw std::runtime_error(string_format("%s: failed to open %s\n", __func__, fname.c_str()));
+             }
+@@ -2217,7 +2252,11 @@ struct clip_model_loader {
+                     ggml_backend_tensor_set(cur, read_buf.data(), 0, num_bytes);
+                 }
+             }
++#if defined(_WIN32) && defined(__GLIBCXX__)
++            close(fd);
++#else
+             fin.close();
++#endif
+ 
+             LOG_DBG("%s: loaded %zu tensors from %s\n", __func__, tensors_to_load.size(), fname.c_str());
+         }
diff --git a/llama/patches/0005-solar-pro.patch b/llama/patches/0005-solar-pro.patch
new file mode 100644
index 0000000..deb53c2
--- /dev/null
+++ b/llama/patches/0005-solar-pro.patch
@@ -0,0 +1,418 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Sun, 20 Apr 2025 16:11:09 -0700
+Subject: [PATCH] solar-pro
+
+adds support for the Solar Pro architecture
+---
+ src/llama-arch.cpp         |  21 ++++
+ src/llama-arch.h           |   3 +
+ src/llama-hparams.cpp      |   8 ++
+ src/llama-hparams.h        |   5 +
+ src/llama-model-loader.cpp |   1 +
+ src/llama-model.cpp        | 207 +++++++++++++++++++++++++++++++++++++
+ src/llama-model.h          |   3 +
+ 7 files changed, 248 insertions(+)
+
+diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp
+index f2bc8ca7..5ab3f572 100644
+--- a/src/llama-arch.cpp
++++ b/src/llama-arch.cpp
+@@ -69,6 +69,7 @@ static const std::map<llm_arch, const char *> LLM_ARCH_NAMES = {
+     { LLM_ARCH_GRANITE,          "granite"          },
+     { LLM_ARCH_GRANITE_MOE,      "granitemoe"       },
+     { LLM_ARCH_CHAMELEON,        "chameleon"        },
++    { LLM_ARCH_SOLAR,            "solar"            },
+     { LLM_ARCH_WAVTOKENIZER_DEC, "wavtokenizer-dec" },
+     { LLM_ARCH_PLM,              "plm"              },
+     { LLM_ARCH_BAILINGMOE,       "bailingmoe"       },
+@@ -142,6 +143,7 @@ static const std::map<llm_kv, const char *> LLM_KV_NAMES = {
+     { LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT,       "%s.attention.relative_buckets_count"       },
+     { LLM_KV_ATTENTION_SLIDING_WINDOW,               "%s.attention.sliding_window"               },
+     { LLM_KV_ATTENTION_SCALE,                        "%s.attention.scale"                        },
++    { LLM_KV_ATTENTION_BLOCK_SKIP_CONNECTION,        "%s.attention.block_skip_connection"        },
+     { LLM_KV_ATTENTION_KEY_LENGTH_MLA,               "%s.attention.key_length_mla"               },
+     { LLM_KV_ATTENTION_VALUE_LENGTH_MLA,             "%s.attention.value_length_mla"             },
+ 
+@@ -1502,6 +1504,24 @@ static const std::map<llm_arch, std::map<llm_tensor, const char *>> LLM_TENSOR_N
+             { LLM_TENSOR_ATTN_K_NORM,     "blk.%d.attn_k_norm" },
+         },
+     },
++    {
++        LLM_ARCH_SOLAR,
++        {
++            { LLM_TENSOR_TOKEN_EMBD,      "token_embd" },
++            { LLM_TENSOR_OUTPUT_NORM,     "output_norm" },
++            { LLM_TENSOR_OUTPUT,          "output" },
++            { LLM_TENSOR_ATTN_NORM,       "blk.%d.attn_norm" },
++            { LLM_TENSOR_ATTN_Q,          "blk.%d.attn_q" },
++            { LLM_TENSOR_ATTN_K,          "blk.%d.attn_k" },
++            { LLM_TENSOR_ATTN_V,          "blk.%d.attn_v" },
++            { LLM_TENSOR_ATTN_OUT,        "blk.%d.attn_output" },
++            { LLM_TENSOR_FFN_NORM,        "blk.%d.ffn_norm" },
++            { LLM_TENSOR_FFN_GATE,        "blk.%d.ffn_gate" },
++            { LLM_TENSOR_FFN_DOWN,        "blk.%d.ffn_down" },
++            { LLM_TENSOR_FFN_UP,          "blk.%d.ffn_up" },
++            { LLM_TENSOR_BSKCN_TV,        "bskcn_tv" },
++        },
++    },
+     {
+         LLM_ARCH_WAVTOKENIZER_DEC,
+         {
+@@ -1680,6 +1700,7 @@ static const std::map<llm_tensor, llm_tensor_info> LLM_TENSOR_INFOS = {
+     {LLM_TENSOR_FFN_EXP_PROBS_B,            {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
+     // this tensor is loaded for T5, but never used
+     {LLM_TENSOR_DEC_CROSS_ATTN_REL_B,       {LLM_TENSOR_LAYER_REPEATING, GGML_OP_NONE}},
++    {LLM_TENSOR_BSKCN_TV,                   {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+     {LLM_TENSOR_CONV1D,                     {LLM_TENSOR_LAYER_INPUT,     GGML_OP_IM2COL}},
+     {LLM_TENSOR_POS_NET_NORM,               {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+     {LLM_TENSOR_POS_NET_NORM1,              {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
+diff --git a/src/llama-arch.h b/src/llama-arch.h
+index 41a023da..525c1b7d 100644
+--- a/src/llama-arch.h
++++ b/src/llama-arch.h
+@@ -73,6 +73,7 @@ enum llm_arch {
+     LLM_ARCH_GRANITE,
+     LLM_ARCH_GRANITE_MOE,
+     LLM_ARCH_CHAMELEON,
++    LLM_ARCH_SOLAR,
+     LLM_ARCH_WAVTOKENIZER_DEC,
+     LLM_ARCH_PLM,
+     LLM_ARCH_BAILINGMOE,
+@@ -146,6 +147,7 @@ enum llm_kv {
+     LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT,
+     LLM_KV_ATTENTION_SLIDING_WINDOW,
+     LLM_KV_ATTENTION_SCALE,
++    LLM_KV_ATTENTION_BLOCK_SKIP_CONNECTION,
+     LLM_KV_ATTENTION_KEY_LENGTH_MLA,
+     LLM_KV_ATTENTION_VALUE_LENGTH_MLA,
+ 
+@@ -346,6 +348,7 @@ enum llm_tensor {
+     LLM_TENSOR_ENC_OUTPUT_NORM,
+     LLM_TENSOR_CLS,
+     LLM_TENSOR_CLS_OUT,
++    LLM_TENSOR_BSKCN_TV,
+     LLM_TENSOR_CONV1D,
+     LLM_TENSOR_CONVNEXT_DW,
+     LLM_TENSOR_CONVNEXT_NORM,
+diff --git a/src/llama-hparams.cpp b/src/llama-hparams.cpp
+index 90dfe7a7..8a667960 100644
+--- a/src/llama-hparams.cpp
++++ b/src/llama-hparams.cpp
+@@ -70,6 +70,14 @@ uint32_t llama_hparams::n_embd_v_s() const {
+     return ssm_d_state * ssm_d_inner;
+ }
+ 
++bool llama_hparams::n_bskcn(uint32_t n, uint32_t il) const {
++    if (il < n_layer) {
++        return n_bskcn_arr[n][il] > 0;
++    }
++
++    GGML_ABORT("fatal error");
++}
++
+ bool llama_hparams::is_swa(uint32_t il) const {
+     if (il < n_layer) {
+         return n_swa > 0 && n_swa_pattern > 0 && il % n_swa_pattern < (n_swa_pattern - 1);
+diff --git a/src/llama-hparams.h b/src/llama-hparams.h
+index 7ee6a5b7..48dce407 100644
+--- a/src/llama-hparams.h
++++ b/src/llama-hparams.h
+@@ -55,6 +55,8 @@ struct llama_hparams {
+     std::array<uint32_t, LLAMA_MAX_LAYERS> n_head_kv_arr;
+     std::array<uint32_t, LLAMA_MAX_LAYERS> n_ff_arr;
+ 
++    std::array<std::array<uint32_t, LLAMA_MAX_LAYERS>, 4> n_bskcn_arr = {};
++
+     uint32_t n_layer_dense_lead = 0;
+     uint32_t n_lora_q           = 0;
+     uint32_t n_lora_kv          = 0;
+@@ -154,6 +156,9 @@ struct llama_hparams {
+     // dimension of the recurrent state embeddings
+     uint32_t n_embd_v_s() const;
+ 
++    // Block skip connection
++    bool n_bskcn(uint32_t n, uint32_t il) const;
++
+     bool is_swa(uint32_t il) const;
+ };
+ 
+diff --git a/src/llama-model-loader.cpp b/src/llama-model-loader.cpp
+index 4cce5166..7f6617fa 100644
+--- a/src/llama-model-loader.cpp
++++ b/src/llama-model-loader.cpp
+@@ -439,6 +439,7 @@ namespace GGUFMeta {
+     // TODO: this is not very clever - figure out something better
+     template bool llama_model_loader::get_key_or_arr<std::array<int, 4>>(enum llm_kv kid, std::array<int, 4> & result, uint32_t n, bool required);
+     template bool llama_model_loader::get_key_or_arr<std::array<uint32_t, 512>>(enum llm_kv kid, std::array<uint32_t, 512> & result, uint32_t n, bool required);
++    template bool llama_model_loader::get_key_or_arr<uint32_t>(const std::string & key, std::array<uint32_t, 512> & result, uint32_t n, bool required);
+ 
+ llama_model_loader::llama_model_loader(
+         const std::string & fname,
+diff --git a/src/llama-model.cpp b/src/llama-model.cpp
+index 3a4e72a3..831b68c0 100644
+--- a/src/llama-model.cpp
++++ b/src/llama-model.cpp
+@@ -1402,6 +1402,21 @@ void llama_model::load_hparams(llama_model_loader & ml) {
+                     default: type = LLM_TYPE_UNKNOWN;
+                }
+             } break;
++        case LLM_ARCH_SOLAR:
++            {
++                ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
++                for (size_t i = 0; i < hparams.n_bskcn_arr.max_size(); ++i) {
++                    auto & bskcn = hparams.n_bskcn_arr[i];
++                    bskcn.fill(0);
++                    auto kv = LLM_KV(arch);
++                    ml.get_key_or_arr(format((kv(LLM_KV_ATTENTION_BLOCK_SKIP_CONNECTION) + ".%d").c_str(), i), bskcn, hparams.n_layer, false);
++                }
++
++                switch (hparams.n_layer) {
++                    case 64: type = LLM_TYPE_22B; break;
++                    default: type = LLM_TYPE_UNKNOWN;
++                }
++            } break;
+         case LLM_ARCH_WAVTOKENIZER_DEC:
+             {
+                 ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,    hparams.f_norm_eps);
+@@ -3774,6 +3789,34 @@ bool llama_model::load_tensors(llama_model_loader & ml) {
+ 
+                         layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+ 
++                        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
++                        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
++                        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
++                    }
++                } break;
++            case LLM_ARCH_SOLAR:
++                {
++                    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
++
++                    // output
++                    {
++                        output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
++                        output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, llama_model_loader::TENSOR_NOT_REQUIRED);
++                    }
++
++                    for (int i = 0; i < n_layer; ++i) {
++                        auto & layer = layers[i];
++
++                        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
++
++                        layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
++                        layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", i), {n_embd, n_embd_k_gqa}, 0);
++                        layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", i), {n_embd, n_embd_v_gqa}, 0);
++                        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
++
++                        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
++
++                        layer.bskcn_tv = create_tensor(tn(LLM_TENSOR_BSKCN_TV, "weight", i), {2}, llama_model_loader::TENSOR_NOT_REQUIRED | (i != 0 ? llama_model_loader::TENSOR_DUPLICATED : 0));
+                         layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+                         layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+                         layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+@@ -12397,6 +12440,165 @@ struct llm_build_chameleon : public llm_graph_context {
+     }
+ };
+ 
++struct llm_build_solar : public llm_graph_context {
++    llm_build_solar(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
++        const int64_t n_embd_head = hparams.n_embd_head_v;
++        GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
++        GGML_ASSERT(n_embd_head == hparams.n_rot);
++
++        struct ggml_tensor * cur;
++        struct ggml_tensor * inpL;
++
++        inpL = build_inp_embd(model.tok_embd);
++
++        // inp_pos - contains the positions
++        struct ggml_tensor * inp_pos = build_inp_pos();
++
++        // KQ_mask (mask for 1 head, it will be broadcasted to all heads)
++        auto * inp_attn = build_attn_inp_kv_unified();
++
++        const float kq_scale = hparams.f_attention_scale == 0.0f ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale;
++
++        struct ggml_tensor * bskcn_1;
++        struct ggml_tensor * bskcn_2;
++
++        for (int il = 0; il < n_layer; ++il) {
++            struct ggml_tensor * inpSA = inpL;
++
++            if (hparams.n_bskcn(0, il)) {
++                bskcn_1 = inpSA;
++            }
++
++            if (hparams.n_bskcn(1, il)) {
++                bskcn_2 = inpSA;
++            }
++
++            if (hparams.n_bskcn(2, il)) {
++                inpSA = ggml_add(
++                   ctx0,
++                   ggml_mul(ctx0, bskcn_1, ggml_view_1d(ctx0, model.layers[il].bskcn_tv, 1, 0)),
++                   ggml_mul(ctx0, inpSA, ggml_view_1d(ctx0, model.layers[il].bskcn_tv, 1, ggml_element_size(model.layers[il].bskcn_tv))));
++            }
++
++            if (hparams.n_bskcn(3, il)) {
++                inpSA = ggml_add(
++                   ctx0,
++                   ggml_mul(ctx0, bskcn_2, ggml_view_1d(ctx0, model.layers[il].bskcn_tv, 1, 0)),
++                   ggml_mul(ctx0, inpSA, ggml_view_1d(ctx0, model.layers[il].bskcn_tv, 1, ggml_element_size(model.layers[il].bskcn_tv))));
++            }
++
++            // norm
++            cur = build_norm(inpL,
++                    model.layers[il].attn_norm, NULL,
++                    LLM_NORM_RMS, il);
++            cb(cur, "attn_norm", il);
++
++            // self-attention
++            {
++                // rope freq factors for llama3; may return nullptr for llama2 and other models
++                ggml_tensor * rope_factors = model.get_rope_factors(n_ctx_per_seq, il);
++
++                // compute Q and K and RoPE them
++                ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur);
++                cb(Qcur, "Qcur", il);
++                if (model.layers[il].bq) {
++                    Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq);
++                    cb(Qcur, "Qcur", il);
++                }
++
++                ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
++                cb(Kcur, "Kcur", il);
++                if (model.layers[il].bk) {
++                    Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk);
++                    cb(Kcur, "Kcur", il);
++                }
++
++                ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
++                cb(Vcur, "Vcur", il);
++                if (model.layers[il].bv) {
++                    Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv);
++                    cb(Vcur, "Vcur", il);
++                }
++
++                Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
++                Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
++                Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
++
++                Qcur = ggml_rope_ext(
++                        ctx0, Qcur, inp_pos, rope_factors,
++                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
++                        ext_factor, attn_factor, beta_fast, beta_slow
++                        );
++
++                Kcur = ggml_rope_ext(
++                        ctx0, Kcur, inp_pos, rope_factors,
++                        n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
++                        ext_factor, attn_factor, beta_fast, beta_slow
++                        );
++
++                cb(Qcur, "Qcur", il);
++                cb(Kcur, "Kcur", il);
++                cb(Vcur, "Vcur", il);
++
++                cur = build_attn(inp_attn, gf,
++                        model.layers[il].wo, model.layers[il].bo,
++                        Qcur, Kcur, Vcur, nullptr, nullptr, kq_scale, il);
++                cb(cur, "attn_out", il);
++            }
++
++            if (il == n_layer - 1) {
++                // skip computing output for unused tokens
++                ggml_tensor * inp_out_ids = build_inp_out_ids();
++                cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
++                inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
++            }
++
++            ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
++            cb(ffn_inp, "ffn_inp", il);
++
++            // feed-forward network
++            cur = build_norm(ffn_inp,
++                    model.layers[il].ffn_norm, NULL,
++                    LLM_NORM_RMS, il);
++            cb(cur, "ffn_norm", il);
++
++            cur = build_ffn(cur,
++                    model.layers[il].ffn_up,   model.layers[il].ffn_up_b,   NULL,
++                    model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL,
++                    model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
++                    NULL,
++                    LLM_FFN_SILU, LLM_FFN_PAR, il);
++            cb(cur, "ffn_out", il);
++
++            cur = ggml_add(ctx0, cur, ffn_inp);
++            cb(cur, "ffn_out", il);
++
++            cur = build_cvec(cur, il);
++            cb(cur, "l_out", il);
++
++            // input for next layer
++            inpL = cur;
++        }
++
++        cur = inpL;
++
++        cur = build_norm(cur,
++                model.output_norm, NULL,
++                LLM_NORM_RMS, -1);
++
++        cb(cur, "result_norm", -1);
++        res->t_embd = cur;
++
++        // lm_head
++        cur = build_lora_mm(model.output, cur);
++
++        cb(cur, "result_output", -1);
++        res->t_logits = cur;
++
++        ggml_build_forward_expand(gf, cur);
++    }
++};
++
+ struct llm_build_wavtokenizer_dec : public llm_graph_context {
+     llm_build_wavtokenizer_dec(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params) {
+         ggml_tensor * cur;
+@@ -13157,6 +13359,10 @@ llm_graph_result_ptr llama_model::build_graph(
+             {
+                 llm = std::make_unique<llm_build_chameleon>(*this, params, gf);
+             } break;
++        case LLM_ARCH_SOLAR:
++            {
++                llm = std::make_unique<llm_build_solar>(*this, params, gf);
++            } break;
+         case LLM_ARCH_WAVTOKENIZER_DEC:
+             {
+                 llm = std::make_unique<llm_build_wavtokenizer_dec>(*this, params, gf);
+@@ -13301,6 +13507,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) {
+         case LLM_ARCH_GRANITE:
+         case LLM_ARCH_GRANITE_MOE:
+         case LLM_ARCH_CHAMELEON:
++        case LLM_ARCH_SOLAR:
+         case LLM_ARCH_BAILINGMOE:
+             return LLAMA_ROPE_TYPE_NORM;
+ 
+diff --git a/src/llama-model.h b/src/llama-model.h
+index 6bdec263..43746c7d 100644
+--- a/src/llama-model.h
++++ b/src/llama-model.h
+@@ -65,6 +65,7 @@ enum llm_type {
+     LLM_TYPE_15B,
+     LLM_TYPE_16B,
+     LLM_TYPE_20B,
++    LLM_TYPE_22B,
+     LLM_TYPE_27B,
+     LLM_TYPE_30B,
+     LLM_TYPE_32B,
+@@ -315,6 +316,8 @@ struct llama_layer {
+     struct ggml_tensor * ffn_up_scale   = nullptr;
+     struct ggml_tensor * ffn_down_scale = nullptr;
+ 
++    struct ggml_tensor * bskcn_tv = nullptr;
++
+     struct llama_layer_posnet posnet;
+ 
+     struct llama_layer_convnext convnext;
diff --git a/llama/patches/0006-fix-deepseek-deseret-regex.patch b/llama/patches/0006-fix-deepseek-deseret-regex.patch
new file mode 100644
index 0000000..ff4b575
--- /dev/null
+++ b/llama/patches/0006-fix-deepseek-deseret-regex.patch
@@ -0,0 +1,72 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Tue, 8 Apr 2025 19:43:06 -0700
+Subject: [PATCH] fix deepseek deseret regex
+
+on some systems, deepseek's regex would throw an error
+on windows due to the deseret characters in the matching
+regex
+---
+ src/llama-vocab.cpp |  2 +-
+ src/unicode.cpp     | 21 +++++++++++++++++++++
+ 2 files changed, 22 insertions(+), 1 deletion(-)
+
+diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp
+index 806c1b3d..10f34d33 100644
+--- a/src/llama-vocab.cpp
++++ b/src/llama-vocab.cpp
+@@ -298,7 +298,7 @@ struct llm_tokenizer_bpe : llm_tokenizer {
+             case LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_LLM:
+                 regex_exprs = {
+                     "[\r\n]",
+-                    "\\s?[A-Za-zµÀ-ÖØ-öø-ƺƼ-ƿDŽ-ʓʕ-ʯͰ-ͳͶͷͻ-ͽͿΆΈ-ΊΌΎ-ΡΣ-ϵϷ-ҁҊ-ԯԱ-ՖႠ-ჅᎠ-Ᏽᏸ-ᏽᲐ-ᲺᲽ-Ჿᴀ-ᴫᵫ-ᵷᵹ-ᶚḀ-ἕἘ-Ἕἠ-ὅὈ-Ὅὐ-ὗὙὛὝὟ-ώᾀ-ᾴᾶ-ᾼιῂ-ῄῆ-ῌῐ-ΐῖ-Ίῠ-Ῥῲ-ῴῶ-ῼℂℇℊ-ℓℕℙ-ℝℤΩℨK-ℭℯ-ℴℹℼ-ℿⅅ-ⅉⅎↃↄⰀ-ⱻⱾ-ⳤⳫ-ⳮⳲⳳꙀ-ꙭꚀ-ꚛꜢ-ꝯꝱ-ꞇꞋ-ꞎꭰ-ꮿff-stﬓ-ﬗＡ-Ｚａ-ｚ𐐀-𐑏𐒰-𐓓𐓘-𐓻𐲀-𐲲𐳀-𐳲𑢠-𑣟𞤀-𞥃]+",
++                    "\\s?[A-Za-zµÀ-ÖØ-öø-ƺƼ-ƿDŽ-ʓʕ-ʯͰ-ͳͶͷͻ-ͽͿΆΈ-ΊΌΎ-ΡΣ-ϵϷ-ҁҊ-ԯԱ-ՖႠ-ჅᎠ-Ᏽᏸ-ᏽᲐ-ᲺᲽ-Ჿᴀ-ᴫᵫ-ᵷᵹ-ᶚḀ-ἕἘ-Ἕἠ-ὅὈ-Ὅὐ-ὗὙὛὝὟ-ώᾀ-ᾴᾶ-ᾼιῂ-ῄῆ-ῌῐ-ΐῖ-Ίῠ-Ῥῲ-ῴῶ-ῼℂℇℊ-ℓℕℙ-ℝℤΩℨK-ℭℯ-ℴℹℼ-ℿⅅ-ⅉⅎↃↄⰀ-ⱻⱾ-ⳤⳫ-ⳮⳲⳳꙀ-ꙭꚀ-ꚛꜢ-ꝯꝱ-ꞇꞋ-ꞎꭰ-ꮿff-stﬓ-ﬗＡ-Ｚａ-ｚ\U00010400-\U0001044f𐒰-𐓓𐓘-𐓻𐲀-𐲲𐳀-𐳲𑢠-𑣟𞤀-𞥃]+",
+                     "\\s?[!-/:-~！-／：-～‘-‟　-。]+",
+                     "\\s+$",
+                     "[一-龥ࠀ-一가-퟿]+",
+diff --git a/src/unicode.cpp b/src/unicode.cpp
+index e63bb4ab..73cb2b1a 100644
+--- a/src/unicode.cpp
++++ b/src/unicode.cpp
+@@ -2,6 +2,11 @@
+ #define _SILENCE_CXX17_CODECVT_HEADER_DEPRECATION_WARNING
+ #endif
+ 
++#if defined(_WIN32)
++#define WIN32_LEAN_AND_MEAN
++#include <windows.h>
++#endif
++
+ #include "unicode.h"
+ #include "unicode-data.h"
+ 
+@@ -200,6 +205,21 @@ static std::unordered_map<std::string, uint8_t> unicode_utf8_to_byte_map() {
+ }
+ 
+ static inline std::wstring unicode_wstring_from_utf8(const std::string & s) {
++#ifdef _WIN32
++    int wlen = MultiByteToWideChar(CP_UTF8, 0, s.c_str(), -1, NULL, 0);
++    if (!wlen) {
++        throw std::invalid_argument("failed to convert regex");
++    }
++    wchar_t * wbuf = (wchar_t *) malloc(wlen * sizeof(wchar_t));
++    wlen = MultiByteToWideChar(CP_UTF8, 0, s.c_str(), -1, wbuf, wlen);
++    if (!wlen) {
++        free(wbuf);
++        throw std::invalid_argument("failed to convert regex");
++    }
++    std::wstring ret = std::wstring(wbuf);
++    free(wbuf);
++    return ret;
++#else
+ #if defined(__clang__)
+     // disable C++17 deprecation warning for std::codecvt_utf8
+ #    pragma clang diagnostic push
+@@ -213,6 +233,7 @@ static inline std::wstring unicode_wstring_from_utf8(const std::string & s) {
+ #endif
+ 
+     return conv.from_bytes(s);
++#endif
+ }
+ 
+ static std::vector<std::string> unicode_byte_encoding_process(const std::vector<std::string> & bpe_words) {
diff --git a/llama/patches/0007-maintain-ordering-for-rules-for-grammar.patch b/llama/patches/0007-maintain-ordering-for-rules-for-grammar.patch
new file mode 100644
index 0000000..4c21928
--- /dev/null
+++ b/llama/patches/0007-maintain-ordering-for-rules-for-grammar.patch
@@ -0,0 +1,22 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Tue, 8 Apr 2025 19:43:40 -0700
+Subject: [PATCH] maintain ordering for rules for grammar
+
+---
+ common/json-schema-to-grammar.cpp | 2 +-
+ 1 file changed, 1 insertion(+), 1 deletion(-)
+
+diff --git a/common/json-schema-to-grammar.cpp b/common/json-schema-to-grammar.cpp
+index 5b3059c2..656b3eca 100644
+--- a/common/json-schema-to-grammar.cpp
++++ b/common/json-schema-to-grammar.cpp
+@@ -349,7 +349,7 @@ private:
+     friend std::string build_grammar(const std::function<void(const common_grammar_builder &)> & cb, const common_grammar_options & options);
+     std::function<json(const std::string &)> _fetch_json;
+     bool _dotall;
+-    std::map<std::string, std::string> _rules;
++    std::unordered_map<std::string, std::string> _rules;
+     std::unordered_map<std::string, json> _refs;
+     std::unordered_set<std::string> _refs_being_resolved;
+     std::vector<std::string> _errors;
diff --git a/llama/patches/0008-ensure-KV-cache-is-fully-defragmented.patch b/llama/patches/0008-ensure-KV-cache-is-fully-defragmented.patch
new file mode 100644
index 0000000..52116ce
--- /dev/null
+++ b/llama/patches/0008-ensure-KV-cache-is-fully-defragmented.patch
@@ -0,0 +1,352 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Tue, 15 Apr 2025 14:27:40 -0400
+Subject: [PATCH] ensure KV cache is fully defragmented
+
+Sometimes the KV cache requires defragmentation even without
+triggering the threshold heuristic. In this case, decoding
+will not being able to find a KV cache slot. This is particularly
+difficult for the caller to handle if it happens in between
+ubatches. To avoid this, we should immediately trigger a defrag.
+
+In addition, a heavily fragmented cache can require more than
+max_moves to defragment. Currently, we stop when we hit the limit
+but this can leave a cache that still does not have adequate space
+even after defragmentation is triggered. Instead, we should do
+multiple batches of processing until everything is complete.
+---
+ src/llama-context.cpp  |  18 ++++---
+ src/llama-context.h    |   1 +
+ src/llama-kv-cache.cpp | 107 ++++++++++++++---------------------------
+ src/llama-kv-cache.h   |  12 ++++-
+ 4 files changed, 59 insertions(+), 79 deletions(-)
+
+diff --git a/src/llama-context.cpp b/src/llama-context.cpp
+index c22687e4..c5948e8f 100644
+--- a/src/llama-context.cpp
++++ b/src/llama-context.cpp
+@@ -950,9 +950,12 @@ int llama_context::decode(llama_batch & inp_batch) {
+ 
+         // find KV slot
+         if (!kv_self->find_slot(ubatch)) {
+-            LLAMA_LOG_WARN("%s: failed to find KV cache slot for ubatch of size %d\n", __func__, ubatch.n_tokens);
+-
+-            return 1;
++            kv_self->defrag_sched(-1.0f);
++            kv_self->update(*this);
++            if (!kv_self->find_slot(ubatch)) {
++                LLAMA_LOG_WARN("%s: failed to find KV cache slot for ubatch of size %d\n", __func__, ubatch.n_tokens);
++                return 1;
++            }
+         }
+ 
+         ggml_backend_sched_reset(sched.get());
+@@ -1967,9 +1970,12 @@ void llama_context::opt_epoch_iter(
+ 
+             // TODO: not sure if this is needed
+             if (!kv_self->find_slot(ubatch)) {
+-                LLAMA_LOG_WARN("%s: failed to find KV cache slot for ubatch of size %d\n", __func__, ubatch.n_tokens);
+-
+-                GGML_ABORT("TODO: handle this error");
++                kv_self->defrag_sched(-1.0f);
++                kv_self->update(*this);
++                if (!kv_self->find_slot(ubatch)) {
++                    LLAMA_LOG_WARN("%s: failed to find KV cache slot for ubatch of size %d\n", __func__, ubatch.n_tokens);
++                    GGML_ABORT("TODO: handle this error");
++                }
+             }
+ 
+             auto * gf = graph_init();
+diff --git a/src/llama-context.h b/src/llama-context.h
+index c0ceacb1..0264e937 100644
+--- a/src/llama-context.h
++++ b/src/llama-context.h
+@@ -5,6 +5,7 @@
+ #include "llama-cparams.h"
+ #include "llama-graph.h"
+ #include "llama-adapter.h"
++#include "llama-kv-cache.h"
+ 
+ #include "ggml-cpp.h"
+ #include "ggml-opt.h"
+diff --git a/src/llama-kv-cache.cpp b/src/llama-kv-cache.cpp
+index 3dcad65b..60e67b03 100644
+--- a/src/llama-kv-cache.cpp
++++ b/src/llama-kv-cache.cpp
+@@ -364,8 +364,6 @@ void llama_kv_cache_unified::commit() {
+ }
+ 
+ bool llama_kv_cache_unified::update(llama_context & lctx) {
+-    bool need_reserve = false;
+-
+     auto * sched = lctx.get_sched();
+ 
+     if (has_shift) {
+@@ -388,8 +386,6 @@ bool llama_kv_cache_unified::update(llama_context & lctx) {
+             res->set_inputs(nullptr);
+ 
+             lctx.graph_compute(gf, false);
+-
+-            need_reserve = true;
+         }
+ 
+         {
+@@ -403,27 +399,36 @@ bool llama_kv_cache_unified::update(llama_context & lctx) {
+ 
+     if (do_defrag) {
+         LLAMA_LOG_DEBUG("%s: defragmenting KV cache\n", __func__);
++        const uint32_t n_max_nodes = lctx.graph_max_nodes();
++        const uint32_t max_moves = (n_max_nodes - 2*model.hparams.n_layer)/(6*model.hparams.n_layer);
++        if (!defrag_prepare(n_max_nodes)) {
++            LLAMA_LOG_ERROR("%s: failed to prepare defragmentation\n", __func__);
++            return false;
++        }
++
++        for (std::size_t i = 0; i < defrag_info.moves.size(); i += max_moves) {
++            std::vector<struct llama_kv_defrag_move> chunk;
++            auto end = std::min(i + max_moves, defrag_info.moves.size());
++            chunk.assign(defrag_info.moves.begin() + i, defrag_info.moves.begin() + end);
+ 
+-        if (defrag_prepare(lctx.graph_max_nodes())) {
+             ggml_backend_sched_reset(sched);
+ 
+             auto * gf = lctx.graph_init();
+ 
+-            auto res = build_graph_defrag(lctx.get_cparams(), lctx.get_ctx_compute(), gf);
++            auto res = build_graph_defrag(lctx.get_cparams(), lctx.get_ctx_compute(), gf, chunk);
+ 
+             ggml_backend_sched_alloc_graph(sched, gf);
+ 
+             res->set_inputs(nullptr);
+ 
+             lctx.graph_compute(gf, false);
+-
+-            need_reserve = true;
+         }
+ 
+         do_defrag = false;
+     }
+ 
+-    return need_reserve;
++    // we never need to reserve a worst case graph
++    return false;
+ }
+ 
+ void llama_kv_cache_unified::defrag_sched(float thold) {
+@@ -707,11 +712,10 @@ llm_graph_result_ptr llama_kv_cache_unified::build_graph_shift(
+ llm_graph_result_ptr llama_kv_cache_unified::build_graph_defrag(
+         const llama_cparams & cparams,
+                ggml_context * ctx,
+-                ggml_cgraph * gf) const {
++                ggml_cgraph * gf,
++                const std::vector<struct llama_kv_defrag_move> & moves) const {
+     auto res = std::make_unique<llm_graph_result>();
+ 
+-    const auto & ids = defrag_info.ids;
+-
+ #if 0
+     // CPU defrag
+     //
+@@ -783,32 +787,20 @@ llm_graph_result_ptr llama_kv_cache_unified::build_graph_defrag(
+         ggml_backend_tensor_set(v_l[il], buf_v.data(), 0, buf_v.size());
+     }
+ #else
+-    for (uint32_t i = 0; i < ids.size(); ++i) {
+-        const uint32_t id = ids[i];
+-
+-        if (i == id || id == ids.size()) {
+-            continue;
+-        }
+-
+-        uint32_t nm = 1;
+-
+-        while (i + nm < ids.size() && ids[i + nm] == id + nm) {
+-            nm++;
+-        }
+-
++    for (const auto & move : moves) {
+         for (uint32_t il = 0; il < hparams.n_layer; ++il) { // NOLINT
+             const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa(il);
+             const int64_t n_embd_v_gqa = hparams.n_embd_v_gqa(il);
+ 
+             ggml_tensor * view_k_src = ggml_view_2d(ctx, k_l[il],
+-                    n_embd_k_gqa, nm,
++                    n_embd_k_gqa, move.len,
+                     ggml_row_size(k_l[il]->type, n_embd_k_gqa),
+-                    ggml_row_size(k_l[il]->type, n_embd_k_gqa*i));
++                    ggml_row_size(k_l[il]->type, n_embd_k_gqa*move.src));
+ 
+             ggml_tensor * view_k_dst = ggml_view_2d(ctx, k_l[il],
+-                    n_embd_k_gqa, nm,
++                    n_embd_k_gqa, move.len,
+                     ggml_row_size(k_l[il]->type, n_embd_k_gqa),
+-                    ggml_row_size(k_l[il]->type, n_embd_k_gqa*id));
++                    ggml_row_size(k_l[il]->type, n_embd_k_gqa*move.dst));
+ 
+             ggml_tensor * view_v_src;
+             ggml_tensor * view_v_dst;
+@@ -816,31 +808,29 @@ llm_graph_result_ptr llama_kv_cache_unified::build_graph_defrag(
+             if (cparams.flash_attn) {
+                 // NOTE: the V cache is not transposed when using flash attention
+                 view_v_src = ggml_view_2d(ctx, v_l[il],
+-                        n_embd_v_gqa, nm,
++                        n_embd_v_gqa, move.len,
+                         ggml_row_size(v_l[il]->type, n_embd_v_gqa),
+-                        ggml_row_size(v_l[il]->type, n_embd_v_gqa*i));
++                        ggml_row_size(v_l[il]->type, n_embd_v_gqa*move.dst));
+ 
+                 view_v_dst = ggml_view_2d(ctx, v_l[il],
+-                        n_embd_v_gqa, nm,
++                        move.len, n_embd_v_gqa,
+                         ggml_row_size(v_l[il]->type, n_embd_v_gqa),
+-                        ggml_row_size(v_l[il]->type, n_embd_v_gqa*id));
++                        ggml_row_size(v_l[il]->type, move.src));
+             } else {
+                 view_v_src = ggml_view_2d(ctx, v_l[il],
+-                        nm, n_embd_v_gqa,
++                        move.len, n_embd_v_gqa,
+                         ggml_row_size(v_l[il]->type, size),
+-                        ggml_row_size(v_l[il]->type, i));
++                        ggml_row_size(v_l[il]->type, move.src));
+ 
+                 view_v_dst = ggml_view_2d(ctx, v_l[il],
+-                        nm, n_embd_v_gqa,
++                        move.len, n_embd_v_gqa,
+                         ggml_row_size(v_l[il]->type, size),
+-                        ggml_row_size(v_l[il]->type, id));
++                        ggml_row_size(v_l[il]->type, move.dst));
+             }
+ 
+             ggml_build_forward_expand(gf, ggml_cpy(ctx, view_k_src, view_k_dst));
+             ggml_build_forward_expand(gf, ggml_cpy(ctx, view_v_src, view_v_dst));
+         }
+-
+-        i += nm - 1;
+     }
+ 
+     //LLAMA_LOG_INFO("gf->n_nodes = %d\n", gf->n_nodes);
+@@ -857,17 +847,7 @@ bool llama_kv_cache_unified::defrag_prepare(int32_t n_max_nodes) {
+ 
+     assert(n_used <= n_kv);
+ 
+-    //const int64_t t_start = ggml_time_us();
+-
+-    // number of cells moved
+-    uint32_t n_moves = 0;
+-
+-    // each move requires 6*n_layer tensors (see graph_build_kv_self_defrag)
+-    //   - source view, destination view, copy operation
+-    //   - x2 for keys and values
+-    //const uint32_t max_moves = max_nodes()/(6*n_layer);
+-    // TODO: tmp fix https://github.com/ggerganov/llama.cpp/issues/6685#issuecomment-2057579516
+-    const uint32_t max_moves = (n_max_nodes - 2*n_layer)/(6*n_layer);
++    defrag_info.moves.clear();
+ 
+     // determine which KV cells to move where
+     //
+@@ -875,10 +855,7 @@ bool llama_kv_cache_unified::defrag_prepare(int32_t n_max_nodes) {
+     //
+     //  if ids[i] == i || ids[i] == n_kv, then cell i is not moved
+     //
+-    auto & ids = defrag_info.ids;
+-
+-    ids.clear();
+-    ids.resize(n_kv, n_kv);
++    std::vector<uint32_t> ids(n_kv, n_kv);
+ 
+     for (uint32_t i0 = 0; i0 < n_used; ++i0) {
+         const auto & cell0 = cells[i0];
+@@ -927,19 +904,11 @@ bool llama_kv_cache_unified::defrag_prepare(int32_t n_max_nodes) {
+         // are we moving a continuous block of memory?
+         bool cont = false;
+ 
+-        // should we stop searching for the next move?
+-        bool stop = false;
+-
+         // go back and move the nf cells to the hole
+         for (; i1 < n_kv; ++i1) {
+             auto & cell1 = cells[i1];
+ 
+             if (cell1.is_empty() || ids[i1] != n_kv) {
+-                if (n_moves == max_moves) {
+-                    stop = true;
+-                    break;
+-                }
+-
+                 cont = false;
+                 continue;
+             }
+@@ -955,8 +924,10 @@ bool llama_kv_cache_unified::defrag_prepare(int32_t n_max_nodes) {
+             head = n_used;
+ 
+             if (!cont) {
+-                n_moves++;
++                defrag_info.moves.push_back({i1, i0 + nf, 1});
+                 cont = true;
++            } else {
++                defrag_info.moves.back().len++;
+             }
+ 
+             nf++;
+@@ -966,22 +937,16 @@ bool llama_kv_cache_unified::defrag_prepare(int32_t n_max_nodes) {
+             }
+         }
+ 
+-        if (stop || n_moves == max_moves) {
+-            break;
+-        }
+-
+         //LLAMA_LOG_INFO("(tmp log) KV defrag: move [%u, %u) to [%u, %u)\n", is, i1 + 1, i0, i0 + nh);
+ 
+         i0 += nh - 1;
+     }
+ 
+-    if (n_moves == 0) {
++    if (defrag_info.moves.size() == 0) {
+         return false;
+     }
+ 
+-    LLAMA_LOG_DEBUG("%s: (tmp log) KV defrag cell moves: %u\n", __func__, n_moves);
+-
+-    LLAMA_LOG_DEBUG("%s: expected gf nodes: %u\n", __func__, 6*n_moves*n_layer);
++    // LLAMA_LOG_DEBUG("(tmp log) KV defrag cell moves: %u\n", n_moves);
+ 
+     return true;
+ }
+diff --git a/src/llama-kv-cache.h b/src/llama-kv-cache.h
+index bf3b4b6a..928b9712 100644
+--- a/src/llama-kv-cache.h
++++ b/src/llama-kv-cache.h
+@@ -82,6 +82,13 @@ struct llama_kv_cache_guard {
+ private:
+     llama_kv_cache * kv;
+ };
++ 
++// block of KV slots to move when defragging
++struct llama_kv_defrag_move {
++    uint32_t src;
++    uint32_t dst;
++    uint32_t len;
++};
+ 
+ //
+ // llama_kv_cache_unified
+@@ -207,7 +214,7 @@ private:
+ 
+     // defrag
+     struct {
+-        std::vector<uint32_t> ids;
++        std::vector<llama_kv_defrag_move> moves;
+     } defrag_info;
+ 
+     // return true if cells have been moved
+@@ -249,7 +256,8 @@ private:
+     llm_graph_result_ptr build_graph_defrag(
+             const llama_cparams & cparams,
+                    ggml_context * ctx,
+-                    ggml_cgraph * gf) const;
++                    ggml_cgraph * gf,
++                    const std::vector<llama_kv_defrag_move> & moves) const;
+ 
+     void state_write_meta(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges, llama_seq_id seq_id = -1) const;
+     void state_write_data(llama_io_write_i & io, const std::vector<std::pair<uint32_t, uint32_t>> & cell_ranges) const;
diff --git a/llama/patches/0009-sort-devices-by-score.patch b/llama/patches/0009-sort-devices-by-score.patch
new file mode 100644
index 0000000..e27d1ae
--- /dev/null
+++ b/llama/patches/0009-sort-devices-by-score.patch
@@ -0,0 +1,85 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Tue, 8 Apr 2025 20:31:38 -0700
+Subject: [PATCH] sort devices by score
+
+in the ggml backend loading code, devices
+are now sorted by score, ensuring the device
+with the fastest acceleration is loaded
+---
+ ggml/src/ggml-backend-reg.cpp | 21 +++++++++++++--------
+ 1 file changed, 13 insertions(+), 8 deletions(-)
+
+diff --git a/ggml/src/ggml-backend-reg.cpp b/ggml/src/ggml-backend-reg.cpp
+index 405d8e31..4e67d243 100644
+--- a/ggml/src/ggml-backend-reg.cpp
++++ b/ggml/src/ggml-backend-reg.cpp
+@@ -157,7 +157,7 @@ struct ggml_backend_reg_entry {
+ 
+ struct ggml_backend_registry {
+     std::vector<ggml_backend_reg_entry> backends;
+-    std::vector<ggml_backend_dev_t> devices;
++    std::vector<std::pair<ggml_backend_dev_t, int>> devices;
+ 
+     ggml_backend_registry() {
+ #ifdef GGML_USE_CUDA
+@@ -202,7 +202,7 @@ struct ggml_backend_registry {
+         }
+     }
+ 
+-    void register_backend(ggml_backend_reg_t reg, dl_handle_ptr handle = nullptr) {
++    void register_backend(ggml_backend_reg_t reg, int score = -1, dl_handle_ptr handle = nullptr) {
+         if (!reg) {
+             return;
+         }
+@@ -213,15 +213,20 @@ struct ggml_backend_registry {
+ #endif
+         backends.push_back({ reg, std::move(handle) });
+         for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) {
+-            register_device(ggml_backend_reg_dev_get(reg, i));
++            register_device(ggml_backend_reg_dev_get(reg, i), score);
+         }
+     }
+ 
+-    void register_device(ggml_backend_dev_t device) {
++    void register_device(ggml_backend_dev_t device, int score = -1) {
+ #ifndef NDEBUG
+         GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device));
+ #endif
+-        devices.push_back(device);
++        devices.push_back({device, score});
++        std::stable_sort(devices.begin(), devices.end(),
++            [](const auto & a, const auto & b) {
++                return a.second > b.second;
++            }
++        );
+     }
+ 
+     ggml_backend_reg_t load_backend(const fs::path & path, bool silent) {
+@@ -265,7 +270,7 @@ struct ggml_backend_registry {
+ 
+         GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path_str(path).c_str());
+ 
+-        register_backend(reg, std::move(handle));
++        register_backend(reg, score_fn ? score_fn() : -1, std::move(handle));
+ 
+         return reg;
+     }
+@@ -288,7 +293,7 @@ struct ggml_backend_registry {
+         // remove devices
+         devices.erase(
+             std::remove_if(devices.begin(), devices.end(),
+-                            [reg](ggml_backend_dev_t dev) { return ggml_backend_dev_backend_reg(dev) == reg; }),
++                            [reg](std::pair<ggml_backend_dev_t, int> dev) { return ggml_backend_dev_backend_reg(dev.first) == reg; }),
+             devices.end());
+ 
+         // remove backend
+@@ -346,7 +351,7 @@ size_t ggml_backend_dev_count() {
+ 
+ ggml_backend_dev_t ggml_backend_dev_get(size_t index) {
+     GGML_ASSERT(index < ggml_backend_dev_count());
+-    return get_reg().devices[index];
++    return get_reg().devices[index].first;
+ }
+ 
+ ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) {
diff --git a/llama/patches/0010-add-phony-target-ggml-cpu-for-all-cpu-variants.patch b/llama/patches/0010-add-phony-target-ggml-cpu-for-all-cpu-variants.patch
new file mode 100644
index 0000000..21c1fc4
--- /dev/null
+++ b/llama/patches/0010-add-phony-target-ggml-cpu-for-all-cpu-variants.patch
@@ -0,0 +1,29 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Tue, 8 Apr 2025 20:32:07 -0700
+Subject: [PATCH] add phony target ggml-cpu for all cpu variants
+
+---
+ ggml/src/CMakeLists.txt | 2 ++
+ 1 file changed, 2 insertions(+)
+
+diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt
+index ddea5ad3..45918bf6 100644
+--- a/ggml/src/CMakeLists.txt
++++ b/ggml/src/CMakeLists.txt
+@@ -279,6 +279,7 @@ function(ggml_add_cpu_backend_variant tag_name)
+     endforeach()
+ 
+     ggml_add_cpu_backend_variant_impl(${tag_name})
++    add_dependencies(ggml-cpu ggml-cpu-${tag_name})
+ endfunction()
+ 
+ ggml_add_backend(CPU)
+@@ -287,6 +288,7 @@ if (GGML_CPU_ALL_VARIANTS)
+     if (NOT GGML_BACKEND_DL)
+         message(FATAL_ERROR "GGML_CPU_ALL_VARIANTS requires GGML_BACKEND_DL")
+     endif()
++    add_custom_target(ggml-cpu)
+     ggml_add_cpu_backend_variant(x64)
+     ggml_add_cpu_backend_variant(sse42        SSE42)
+     ggml_add_cpu_backend_variant(sandybridge  SSE42 AVX)
diff --git a/llama/patches/0011-remove-amx.patch b/llama/patches/0011-remove-amx.patch
new file mode 100644
index 0000000..296a376
--- /dev/null
+++ b/llama/patches/0011-remove-amx.patch
@@ -0,0 +1,25 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Thu, 1 May 2025 15:05:08 -0700
+Subject: [PATCH] remove amx
+
+disable amx as it reduces performance on some systems
+---
+ ggml/src/CMakeLists.txt | 4 ----
+ 1 file changed, 4 deletions(-)
+
+diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt
+index 45918bf6..0beaed86 100644
+--- a/ggml/src/CMakeLists.txt
++++ b/ggml/src/CMakeLists.txt
+@@ -296,10 +296,6 @@ if (GGML_CPU_ALL_VARIANTS)
+     ggml_add_cpu_backend_variant(skylakex     SSE42 AVX F16C AVX2 BMI2 FMA AVX512)
+     ggml_add_cpu_backend_variant(icelake      SSE42 AVX F16C AVX2 BMI2 FMA AVX512 AVX512_VBMI AVX512_VNNI)
+     ggml_add_cpu_backend_variant(alderlake    SSE42 AVX F16C AVX2 BMI2 FMA AVX_VNNI)
+-    if (NOT MSVC)
+-        # MSVC doesn't support AMX
+-        ggml_add_cpu_backend_variant(sapphirerapids SSE42 AVX F16C AVX2 BMI2 FMA AVX512 AVX512_VBMI AVX512_VNNI AVX512_BF16 AMX_TILE AMX_INT8)
+-    endif()
+ elseif (GGML_CPU)
+     ggml_add_cpu_backend_variant_impl("")
+ endif()
diff --git a/llama/patches/0012-fix-string-arr-kv-loading.patch b/llama/patches/0012-fix-string-arr-kv-loading.patch
new file mode 100644
index 0000000..f879c50
--- /dev/null
+++ b/llama/patches/0012-fix-string-arr-kv-loading.patch
@@ -0,0 +1,69 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Tue, 8 Apr 2025 20:35:53 -0700
+Subject: [PATCH] fix string arr kv loading
+
+certain models would error when loading
+kv metadata fields that contain an array of strings
+such as vocab fields
+---
+ ggml/include/gguf.h | 1 +
+ ggml/src/gguf.cpp   | 7 +++++--
+ src/llama-vocab.cpp | 4 +---
+ 3 files changed, 7 insertions(+), 5 deletions(-)
+
+diff --git a/ggml/include/gguf.h b/ggml/include/gguf.h
+index 79ee2020..3efb22f0 100644
+--- a/ggml/include/gguf.h
++++ b/ggml/include/gguf.h
+@@ -114,6 +114,7 @@ extern "C" {
+     // get raw pointer to the first element of the array with the given key_id
+     // for bool arrays, note that they are always stored as int8 on all platforms (usually this makes no difference)
+     GGML_API const void * gguf_get_arr_data(const struct gguf_context * ctx, int64_t key_id);
++    GGML_API size_t       gguf_get_arr_data_n(const struct gguf_context * ctx, int64_t key_id);
+ 
+     // get ith C string from array with given key_id
+     GGML_API const char * gguf_get_arr_str (const struct gguf_context * ctx, int64_t key_id, size_t i);
+diff --git a/ggml/src/gguf.cpp b/ggml/src/gguf.cpp
+index 381a9c7d..e45b453d 100644
+--- a/ggml/src/gguf.cpp
++++ b/ggml/src/gguf.cpp
+@@ -777,10 +777,14 @@ enum gguf_type gguf_get_arr_type(const struct gguf_context * ctx, int64_t key_id
+ 
+ const void * gguf_get_arr_data(const struct gguf_context * ctx, int64_t key_id) {
+     GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+-    GGML_ASSERT(ctx->kv[key_id].get_type() != GGUF_TYPE_STRING);
+     return ctx->kv[key_id].data.data();
+ }
+ 
++size_t gguf_get_arr_data_n(const struct gguf_context * ctx, int64_t key_id) {
++    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
++    return ctx->kv[key_id].data.size();
++}
++
+ const char * gguf_get_arr_str(const struct gguf_context * ctx, int64_t key_id, size_t i) {
+     GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+     GGML_ASSERT(ctx->kv[key_id].get_type() == GGUF_TYPE_STRING);
+@@ -874,7 +878,6 @@ const char * gguf_get_val_str(const struct gguf_context * ctx, int64_t key_id) {
+ const void * gguf_get_val_data(const struct gguf_context * ctx, int64_t key_id) {
+     GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+     GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+-    GGML_ASSERT(ctx->kv[key_id].get_type() != GGUF_TYPE_STRING);
+     return ctx->kv[key_id].data.data();
+ }
+ 
+diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp
+index 10f34d33..9f5fd57b 100644
+--- a/src/llama-vocab.cpp
++++ b/src/llama-vocab.cpp
+@@ -1469,9 +1469,7 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) {
+             const int precompiled_charsmap_keyidx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_PRECOMPILED_CHARSMAP).c_str());
+             if (precompiled_charsmap_keyidx != -1) {
+                 const gguf_type pc_type = gguf_get_arr_type(ctx, precompiled_charsmap_keyidx);
+-                GGML_ASSERT(pc_type == GGUF_TYPE_INT8 || pc_type == GGUF_TYPE_UINT8);
+-
+-                const size_t n_precompiled_charsmap = gguf_get_arr_n(ctx, precompiled_charsmap_keyidx);
++                const size_t n_precompiled_charsmap = gguf_get_arr_data_n(ctx, precompiled_charsmap_keyidx);
+                 const char * pc = (const char *) gguf_get_arr_data(ctx, precompiled_charsmap_keyidx);
+                 precompiled_charsmap.assign(pc, pc + n_precompiled_charsmap);
+ #ifdef IS_BIG_ENDIAN
diff --git a/llama/patches/0013-ollama-debug-tensor.patch b/llama/patches/0013-ollama-debug-tensor.patch
new file mode 100644
index 0000000..53d9112
--- /dev/null
+++ b/llama/patches/0013-ollama-debug-tensor.patch
@@ -0,0 +1,33 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: jmorganca <jmorganca@gmail.com>
+Date: Tue, 8 Apr 2025 20:36:41 -0700
+Subject: [PATCH] ollama debug tensor
+
+---
+ ggml/src/ggml-cpu/ggml-cpu.c | 6 ++++++
+ 1 file changed, 6 insertions(+)
+
+diff --git a/ggml/src/ggml-cpu/ggml-cpu.c b/ggml/src/ggml-cpu/ggml-cpu.c
+index a30e67f2..2462d2b8 100644
+--- a/ggml/src/ggml-cpu/ggml-cpu.c
++++ b/ggml/src/ggml-cpu/ggml-cpu.c
+@@ -15,6 +15,8 @@
+ #include "ops.h"
+ #include "ggml.h"
+ 
++#include "ollama-debug.h"
++
+ #if defined(_MSC_VER) || defined(__MINGW32__)
+ #include <malloc.h> // using malloc.h with MSC/MINGW
+ #elif !defined(__FreeBSD__) && !defined(__NetBSD__) && !defined(__OpenBSD__)
+@@ -2841,6 +2843,10 @@ static thread_ret_t ggml_graph_compute_thread(void * data) {
+ 
+         ggml_compute_forward(&params, node);
+ 
++#ifdef OLLAMA_DEBUG
++        ollama_debug(node, true);
++#endif
++
+         if (state->ith == 0 && cplan->abort_callback &&
+                 cplan->abort_callback(cplan->abort_callback_data)) {
+             atomic_store_explicit(&tp->abort, node_n + 1, memory_order_relaxed);
diff --git a/llama/patches/0014-add-ollama-vocab-for-grammar-support.patch b/llama/patches/0014-add-ollama-vocab-for-grammar-support.patch
new file mode 100644
index 0000000..ee81800
--- /dev/null
+++ b/llama/patches/0014-add-ollama-vocab-for-grammar-support.patch
@@ -0,0 +1,207 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: ParthSareen <parth.sareen@ollama.com>
+Date: Mon, 21 Apr 2025 13:30:31 -0700
+Subject: [PATCH] add ollama vocab for grammar support
+
+---
+ src/llama-grammar.cpp  | 49 ++++++++++++++++++++++++++++++++++++------
+ src/llama-grammar.h    | 14 ++++++++++++
+ src/llama-sampling.cpp |  4 ++--
+ 3 files changed, 58 insertions(+), 9 deletions(-)
+
+diff --git a/src/llama-grammar.cpp b/src/llama-grammar.cpp
+index 973b47ae..60d58236 100644
+--- a/src/llama-grammar.cpp
++++ b/src/llama-grammar.cpp
+@@ -907,6 +907,7 @@ llama_grammar_candidates llama_grammar_reject_candidates_for_stack(
+ 
+ struct llama_grammar * llama_grammar_init_impl(
+         const struct llama_vocab * vocab,
++        const struct ollama_vocab * ollama_vocab,
+         const llama_grammar_element ** rules,
+         size_t n_rules,
+         size_t start_rule_index) {
+@@ -962,6 +963,7 @@ struct llama_grammar * llama_grammar_init_impl(
+     // then the pointers would be invalidated when the local vec_rules goes out of scope.
+     return new llama_grammar {
+         vocab,
++        ollama_vocab,
+         std::move(vec_rules),
+         std::move(stacks),
+         /* .partial_utf8 = */     {},
+@@ -975,6 +977,7 @@ struct llama_grammar * llama_grammar_init_impl(
+ 
+ struct llama_grammar * llama_grammar_init_impl(
+         const struct llama_vocab * vocab,
++        const struct ollama_vocab * ollama_vocab,
+                       const char * grammar_str,
+                       const char * grammar_root,
+                               bool lazy,
+@@ -1067,6 +1070,7 @@ struct llama_grammar * llama_grammar_init_impl(
+     // then the pointers would be invalidated when the local vec_rules goes out of scope.
+     return new llama_grammar {
+         vocab,
++        ollama_vocab,
+         std::move(vec_rules),
+         std::move(stacks),
+         /* .partial_utf8 = */     {},
+@@ -1089,6 +1093,7 @@ void llama_grammar_free_impl(struct llama_grammar * grammar) {
+ struct llama_grammar * llama_grammar_clone_impl(const struct llama_grammar & grammar) {
+     auto * result = new llama_grammar {
+         grammar.vocab,
++        grammar.o_vocab,
+         grammar.rules,
+         grammar.stacks,
+         grammar.partial_utf8,
+@@ -1116,7 +1121,6 @@ struct llama_grammar * llama_grammar_clone_impl(const struct llama_grammar & gra
+ }
+ 
+ void llama_grammar_apply_impl(const struct llama_grammar & grammar, llama_token_data_array * cur_p) {
+-    GGML_ASSERT(grammar.vocab != nullptr);
+ 
+     if (grammar.awaiting_trigger) {
+         return;
+@@ -1138,9 +1142,13 @@ void llama_grammar_apply_impl(const struct llama_grammar & grammar, llama_token_
+ 
+     for (size_t i = 0; i < cur_p->size; ++i) {
+         const llama_token id      = cur_p->data[i].id;
+-        const std::string & piece = grammar.vocab->token_to_piece(id);
++        const std::string piece = grammar.o_vocab ?
++            grammar.o_vocab->token_to_piece(id) :
++            grammar.vocab->token_to_piece(id);
+ 
+-        if (grammar.vocab->is_eog(id)) {
++        const bool is_eog = grammar.o_vocab ? grammar.o_vocab->is_eog(id) : grammar.vocab->is_eog(id);
++
++        if (is_eog) {
+             if (!allow_eog) {
+                 cur_p->data[i].logit = -INFINITY;
+             }
+@@ -1159,9 +1167,10 @@ void llama_grammar_apply_impl(const struct llama_grammar & grammar, llama_token_
+ }
+ 
+ void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token) {
+-    GGML_ASSERT(grammar.vocab != nullptr);
+ 
+-    const auto & piece = grammar.vocab->token_to_piece(token);
++    const std::string piece = grammar.o_vocab ?
++        grammar.o_vocab->token_to_piece(token) :
++        grammar.vocab->token_to_piece(token);
+ 
+     if (grammar.awaiting_trigger) {
+         if (std::find(grammar.trigger_tokens.begin(), grammar.trigger_tokens.end(), token) != grammar.trigger_tokens.end()) {
+@@ -1191,13 +1200,14 @@ void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token
+         }
+     }
+ 
+-    if (grammar.vocab->is_eog(token)) {
++    const bool is_eog = grammar.o_vocab ? grammar.o_vocab->is_eog(token) : grammar.vocab->is_eog(token);
++    if (is_eog) {
+         for (const auto & stack : grammar.stacks) {
+             if (stack.empty()) {
+                 return;
+             }
+         }
+-        GGML_ABORT("fatal error");
++        GGML_ABORT("grammar error: end of grammar token received but grammar stack is not empty");
+     }
+ 
+     llama_grammar_accept_str(grammar, piece);
+@@ -1217,3 +1227,28 @@ void llama_grammar_accept_str(struct llama_grammar & grammar, const std::string
+         throw std::runtime_error("Unexpected empty grammar stack after accepting piece: " + piece);
+     }
+ }
++
++
++const std::string & ollama_vocab::token_to_piece(const uint32_t token) const {
++    try {
++        return token_to_piece_map.at(token);
++    } catch (const std::out_of_range&) {
++        throw std::runtime_error("Token not found in vocabulary: " + std::to_string(token));
++    }
++}
++
++void ollama_vocab::add_token_pieces(const uint32_t* tokens, size_t n_tokens, const char** pieces) {
++    for (size_t i = 0; i < n_tokens; i++) {
++        token_to_piece_map[tokens[i]] = pieces[i];
++    }
++}
++
++bool ollama_vocab::is_eog(const uint32_t token) const {
++    return special_eog_ids.count(token) > 0;
++}
++
++void ollama_vocab::set_eog_tokens(const uint32_t* tokens, size_t n_tokens) {
++    for (size_t i = 0; i < n_tokens; i++) {
++        special_eog_ids.insert(tokens[i]);
++    }
++}
+diff --git a/src/llama-grammar.h b/src/llama-grammar.h
+index f8c291de..2a3a62db 100644
+--- a/src/llama-grammar.h
++++ b/src/llama-grammar.h
+@@ -6,8 +6,19 @@
+ #include <regex>
+ #include <string>
+ #include <vector>
++#include <set>
+ 
+ struct llama_vocab;
++struct ollama_vocab {
++    std::map<uint32_t, std::string> token_to_piece_map;
++    std::set<uint32_t> special_eog_ids;
++
++    const std::string & token_to_piece(const uint32_t token) const;
++    void add_token_pieces(const uint32_t* tokens, size_t n_tokens, const char** pieces);
++    void set_eog_tokens(const uint32_t* tokens, size_t n_tokens);
++    bool is_eog(const uint32_t token) const;
++
++};
+ 
+ // grammar element type
+ enum llama_gretype {
+@@ -114,6 +125,7 @@ struct llama_grammar_trigger_pattern {
+ struct llama_grammar {
+     // note: allow null vocab for testing (not great)
+     const llama_vocab * vocab;
++    const ollama_vocab * o_vocab;
+ 
+     const llama_grammar_rules  rules;  // TODO: shared ptr
+           llama_grammar_stacks stacks;
+@@ -141,12 +153,14 @@ struct llama_grammar {
+ // note: needed for tests (not great)
+ struct llama_grammar * llama_grammar_init_impl(
+         const struct llama_vocab * vocab,
++        const struct ollama_vocab * ollama_vocab,
+         const llama_grammar_element ** rules,
+         size_t n_rules,
+         size_t start_rule_index);
+ 
+ struct llama_grammar * llama_grammar_init_impl(
+         const struct llama_vocab * vocab,
++        const struct ollama_vocab * ollama_vocab,
+                       const char * grammar_str,
+                       const char * grammar_root,
+                               bool lazy,
+diff --git a/src/llama-sampling.cpp b/src/llama-sampling.cpp
+index 804b11e0..15a10ca8 100644
+--- a/src/llama-sampling.cpp
++++ b/src/llama-sampling.cpp
+@@ -1466,7 +1466,7 @@ static void llama_sampler_grammar_reset(struct llama_sampler * smpl) {
+         trigger_patterns_c.push_back(trigger_pattern.pattern.c_str());
+     }
+ 
+-    auto * grammar_new = llama_grammar_init_impl(ctx->grammar->vocab, ctx->grammar_str.c_str(), ctx->grammar_root.c_str(),
++    auto * grammar_new = llama_grammar_init_impl(ctx->grammar->vocab, nullptr, ctx->grammar_str.c_str(), ctx->grammar_root.c_str(),
+                                                  ctx->grammar->lazy, trigger_patterns_c.data(), trigger_patterns_c.size(),
+                                                  ctx->grammar->trigger_tokens.data(), ctx->grammar->trigger_tokens.size());
+ 
+@@ -1548,7 +1548,7 @@ static struct llama_sampler * llama_sampler_init_grammar_impl(
+             /* .vocab        = */ vocab,
+             /* .grammar_str  = */ grammar_str,
+             /* .grammar_root = */ grammar_root,
+-            /* .grammar      = */ llama_grammar_init_impl(vocab, grammar_str, grammar_root, lazy, trigger_patterns, num_trigger_patterns, trigger_tokens, num_trigger_tokens),
++            /* .grammar      = */ llama_grammar_init_impl(vocab, nullptr, grammar_str, grammar_root, lazy, trigger_patterns, num_trigger_patterns, trigger_tokens, num_trigger_tokens),
+         };
+         if (!ctx->grammar) {
+             delete ctx;
diff --git a/llama/patches/0015-add-argsort-and-cuda-copy-for-i32.patch b/llama/patches/0015-add-argsort-and-cuda-copy-for-i32.patch
new file mode 100644
index 0000000..b71295c
--- /dev/null
+++ b/llama/patches/0015-add-argsort-and-cuda-copy-for-i32.patch
@@ -0,0 +1,277 @@
+From 0000000000000000000000000000000000000000 Mon Sep 17 00:00:00 2001
+From: Michael Yang <git@mxy.ng>
+Date: Thu, 1 May 2025 13:45:12 -0700
+Subject: [PATCH] add argsort and cuda copy for i32
+
+---
+ ggml/src/ggml-cpu/ops.cpp     |  43 ++++++++++++++
+ ggml/src/ggml-cuda/argsort.cu | 102 +++++++++++++++++++++++++++++++++-
+ ggml/src/ggml-cuda/cpy.cu     |  49 ++++++++++++++++
+ 3 files changed, 192 insertions(+), 2 deletions(-)
+
+diff --git a/ggml/src/ggml-cpu/ops.cpp b/ggml/src/ggml-cpu/ops.cpp
+index becdae07..7a44b6cf 100644
+--- a/ggml/src/ggml-cpu/ops.cpp
++++ b/ggml/src/ggml-cpu/ops.cpp
+@@ -6890,6 +6890,45 @@ static void ggml_compute_forward_argsort_f32(
+     }
+ }
+ 
++static void ggml_compute_forward_argsort_i32(
++    const ggml_compute_params * params,
++    ggml_tensor * dst) {
++
++    const ggml_tensor * src0 = dst->src[0];
++
++    GGML_TENSOR_UNARY_OP_LOCALS
++
++    GGML_ASSERT(nb0 == sizeof(int32_t));
++
++    const int ith = params->ith;
++    const int nth = params->nth;
++
++    const int64_t nr = ggml_nrows(src0);
++
++    ggml_sort_order order = (ggml_sort_order) ggml_get_op_params_i32(dst, 0);
++
++    for (int64_t i = ith; i < nr; i += nth) {
++        int32_t * dst_data = (int32_t *)((char *) dst->data + i*nb1);
++        const int32_t * src_data = (int32_t *)((char *) src0->data + i*nb01);
++
++        for (int64_t j = 0; j < ne0; j++) {
++            dst_data[j] = j;
++        }
++
++        // C doesn't have a functional sort, so we do a bubble sort instead
++        for (int64_t j = 0; j < ne0; j++) {
++            for (int64_t k = j + 1; k < ne0; k++) {
++                if ((order == GGML_SORT_ORDER_ASC  && src_data[dst_data[j]] > src_data[dst_data[k]]) ||
++                    (order == GGML_SORT_ORDER_DESC && src_data[dst_data[j]] < src_data[dst_data[k]])) {
++                    int32_t tmp = dst_data[j];
++                    dst_data[j] = dst_data[k];
++                    dst_data[k] = tmp;
++                }
++            }
++        }
++    }
++}
++
+ void ggml_compute_forward_argsort(
+     const ggml_compute_params * params,
+     ggml_tensor * dst) {
+@@ -6901,6 +6940,10 @@ void ggml_compute_forward_argsort(
+             {
+                 ggml_compute_forward_argsort_f32(params, dst);
+             } break;
++        case GGML_TYPE_I32:
++            {
++                ggml_compute_forward_argsort_i32(params, dst);
++            } break;
+         default:
+             {
+                 GGML_ABORT("fatal error");
+diff --git a/ggml/src/ggml-cuda/argsort.cu b/ggml/src/ggml-cuda/argsort.cu
+index 607ded85..53b02634 100644
+--- a/ggml/src/ggml-cuda/argsort.cu
++++ b/ggml/src/ggml-cuda/argsort.cu
+@@ -85,13 +85,107 @@ static void argsort_f32_i32_cuda(const float * x, int * dst, const int ncols, co
+     }
+ }
+ 
++
++template<ggml_sort_order order>
++static __global__ void k_argsort_i32_i32(const int32_t * x, int * dst, const int ncols, const int ncols_pad) {
++    extern __shared__ int shared_mem[];
++    int * indices = shared_mem;
++
++    const int tid = threadIdx.x;
++    const int row = blockIdx.y;
++
++    // Initialize all indices, handling the case where threads < ncols_pad
++    for (int i = tid; i < ncols_pad; i += blockDim.x) {
++        indices[i] = i < ncols ? i : 0; // Use 0 for padding indices
++    }
++    __syncthreads();
++
++    // Bitonic sort
++    for (int k = 2; k <= ncols_pad; k *= 2) {
++        for (int j = k/2; j > 0; j /= 2) {
++            for (int i = tid; i < ncols_pad; i += blockDim.x) {
++                const int ij = i ^ j;
++                if (ij > i) {
++                    // Only compare values within the actual data range
++                    if (i < ncols && ij < ncols) {
++                        if ((i & k) == 0) {
++                            if (order == GGML_SORT_ORDER_ASC) {
++                                if (x[row * ncols + indices[i]] > x[row * ncols + indices[ij]]) {
++                                    int tmp = indices[i];
++                                    indices[i] = indices[ij];
++                                    indices[ij] = tmp;
++                                }
++                            } else {
++                                if (x[row * ncols + indices[i]] < x[row * ncols + indices[ij]]) {
++                                    int tmp = indices[i];
++                                    indices[i] = indices[ij];
++                                    indices[ij] = tmp;
++                                }
++                            }
++                        } else {
++                            if (order == GGML_SORT_ORDER_ASC) {
++                                if (x[row * ncols + indices[i]] < x[row * ncols + indices[ij]]) {
++                                    int tmp = indices[i];
++                                    indices[i] = indices[ij];
++                                    indices[ij] = tmp;
++                                }
++                            } else {
++                                if (x[row * ncols + indices[i]] > x[row * ncols + indices[ij]]) {
++                                    int tmp = indices[i];
++                                    indices[i] = indices[ij];
++                                    indices[ij] = tmp;
++                                }
++                            }
++                        }
++                    }
++                }
++            }
++            __syncthreads();
++        }
++    }
++
++    // Write sorted indices to output, only threads handling valid data
++    for (int i = tid; i < ncols; i += blockDim.x) {
++        dst[row * ncols + i] = indices[i];
++    }
++}
++
++static void argsort_i32_i32_cuda(const int32_t * x, int * dst, const int ncols, const int nrows, ggml_sort_order order, cudaStream_t stream) {
++    // Bitonic sort requires ncols to be power of 2
++    const int ncols_pad = next_power_of_2(ncols);
++
++    // Ensure thread count doesn't exceed maximum (typically 1024)
++    const int max_threads = 1024;  // This is the typical max for most GPUs
++    const int threads_per_block = ncols_pad > max_threads ? max_threads : ncols_pad;
++
++    const dim3 block_dims(threads_per_block, 1, 1);
++    const dim3 block_nums(1, nrows, 1);
++    const size_t shared_mem = ncols_pad * sizeof(int);
++
++    // Check if shared memory size is within limits
++    const size_t max_shared_mem = ggml_cuda_info().devices[ggml_cuda_get_device()].smpb;
++
++    // Instead of logging an error, use GGML_ASSERT with a descriptive message
++    GGML_ASSERT(shared_mem <= max_shared_mem && "argsort: required shared memory exceeds device limit");
++
++    // Launch kernels with the updated thread configuration
++    if (order == GGML_SORT_ORDER_ASC) {
++        k_argsort_i32_i32<GGML_SORT_ORDER_ASC><<<block_nums, block_dims, shared_mem, stream>>>(x, dst, ncols, ncols_pad);
++    } else if (order == GGML_SORT_ORDER_DESC) {
++        k_argsort_i32_i32<GGML_SORT_ORDER_DESC><<<block_nums, block_dims, shared_mem, stream>>>(x, dst, ncols, ncols_pad);
++    } else {
++        GGML_ABORT("fatal error");
++    }
++}
++
++
+ void ggml_cuda_op_argsort(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+     const ggml_tensor * src0 = dst->src[0];
+     const float * src0_d = (const float *)src0->data;
+     float * dst_d = (float *)dst->data;
+     cudaStream_t stream = ctx.stream();
+ 
+-    GGML_ASSERT(src0->type == GGML_TYPE_F32);
++    GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_I32);
+     GGML_ASSERT( dst->type == GGML_TYPE_I32);
+     GGML_ASSERT(ggml_is_contiguous(src0));
+ 
+@@ -100,5 +194,9 @@ void ggml_cuda_op_argsort(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+ 
+     enum ggml_sort_order order = (enum ggml_sort_order) dst->op_params[0];
+ 
+-    argsort_f32_i32_cuda(src0_d, (int *)dst_d, ncols, nrows, order, stream);
++    if (src0->type == GGML_TYPE_I32) {
++        argsort_i32_i32_cuda((const int32_t *)src0_d, (int *)dst_d, ncols, nrows, order, stream);
++    } else {
++        argsort_f32_i32_cuda(src0_d, (int *)dst_d, ncols, nrows, order, stream);
++    }
+ }
+diff --git a/ggml/src/ggml-cuda/cpy.cu b/ggml/src/ggml-cuda/cpy.cu
+index 2d46176e..47383486 100644
+--- a/ggml/src/ggml-cuda/cpy.cu
++++ b/ggml/src/ggml-cuda/cpy.cu
+@@ -38,6 +38,13 @@ static __device__ void cpy_1_f16_f32(const char * cxi, char * cdsti) {
+     *dsti = *xi;
+ }
+ 
++static __device__ void cpy_1_i32_i32(const char * cxi, char * cdsti) {
++    const int32_t * xi = (const int32_t *) cxi;
++    int32_t * dsti = (int32_t *) cdsti;
++
++    *dsti = *xi;
++}
++
+ template <cpy_kernel_t cpy_1>
+ static __global__ void cpy_f32_f16(const char * cx, char * cdst_direct, const int ne,
+                                    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+@@ -68,6 +75,44 @@ static __global__ void cpy_f32_f16(const char * cx, char * cdst_direct, const in
+     cpy_1(cx + x_offset, cdst + dst_offset);
+ }
+ 
++// First, add this template function after the other template functions
++template <cpy_kernel_t cpy_1>
++static __global__ void cpy_i32_i32(const char * cx, char * cdst, const int ne,
++                                 const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
++                                 const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
++                                 const int nb12, const int nb13) {
++    const int64_t i = blockDim.x*blockIdx.x + threadIdx.x;
++
++    if (i >= ne) {
++        return;
++    }
++
++    const int64_t i03 = i/(ne00 * ne01 * ne02);
++    const int64_t i02 = (i - i03*ne00*ne01*ne02 )/ (ne00*ne01);
++    const int64_t i01 = (i - i03*ne00*ne01*ne02  -  i02*ne01*ne00) / ne00;
++    const int64_t i00 = i - i03*ne00*ne01*ne02 - i02*ne01*ne00 - i01*ne00;
++    const int64_t x_offset = i00*nb00 + i01*nb01 + i02*nb02 + i03 * nb03;
++
++    const int64_t i13 = i/(ne10 * ne11 * ne12);
++    const int64_t i12 = (i - i13*ne10*ne11*ne12) / (ne10*ne11);
++    const int64_t i11 = (i - i13*ne10*ne11*ne12 - i12*ne10*ne11) / ne10;
++    const int64_t i10 = i - i13*ne10*ne11*ne12 - i12*ne10*ne11 - i11*ne10;
++    const int64_t dst_offset = i10*nb10 + i11*nb11 + i12*nb12 + i13 * nb13;
++
++    cpy_1(cx + x_offset, cdst + dst_offset);
++}
++
++// Then modify the ggml_cpy_i32_i32_cuda function to use the new template
++static void ggml_cpy_i32_i32_cuda(
++    const char * cx, char * cdst, const int ne,
++    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
++    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int graph_cpynode_index) {
++
++    const int num_blocks = (ne + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
++    cpy_i32_i32<cpy_1_i32_i32><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
++        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13);
++}
++
+ static __device__ void cpy_blck_f32_q8_0(const char * cxi, char * cdsti) {
+     const float * xi = (const float *) cxi;
+     block_q8_0 * dsti = (block_q8_0 *) cdsti;
+@@ -631,6 +676,8 @@ void ggml_cuda_cpy(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, gg
+         ggml_cpy_f16_f16_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+     } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F32) {
+         ggml_cpy_f16_f32_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
++    } else if (src0->type == GGML_TYPE_I32 && src1->type == GGML_TYPE_I32) {
++        ggml_cpy_i32_i32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+     } else {
+         GGML_ABORT("%s: unsupported type combination (%s to %s)\n", __func__,
+                 ggml_type_name(src0->type), ggml_type_name(src1->type));
+@@ -686,6 +733,8 @@ void* ggml_cuda_cpy_fn(const ggml_tensor * src0, ggml_tensor * src1) {
+         return (void*) cpy_f32_f16<cpy_1_f32_f16>;
+     } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F32) {
+         return (void*) cpy_f32_f16<cpy_1_f16_f32>;
++    } else if (src0->type == GGML_TYPE_I32 && src1->type == GGML_TYPE_I32) {
++        return (void*) cpy_i32_i32<cpy_1_i32_i32>;
+     } else {
+         GGML_ABORT("%s: unsupported type combination (%s to %s)\n", __func__,
+                 ggml_type_name(src0->type), ggml_type_name(src1->type));
diff --git a/llama/sampling_ext.cpp b/llama/sampling_ext.cpp
new file mode 100644
index 0000000..1cacd30
--- /dev/null
+++ b/llama/sampling_ext.cpp
@@ -0,0 +1,135 @@
+// TODO: this is a temporary wrapper to allow calling C++ code from CGo
+#include "sampling.h"
+#include "sampling_ext.h"
+#include "json-schema-to-grammar.h"
+#include "llama.h"
+#include "llama-model.h"
+#include "llama-model-loader.h"
+#include "llama-grammar.h"
+
+struct common_sampler *common_sampler_cinit(const struct llama_model *model, struct common_sampler_cparams *params) {
+    try {
+        common_params_sampling sparams;
+        sparams.top_k = params->top_k;
+        sparams.top_p = params->top_p;
+        sparams.min_p = params->min_p;
+        sparams.typ_p = params->typical_p;
+        sparams.temp = params->temp;
+        sparams.penalty_last_n = params->penalty_last_n;
+        sparams.penalty_repeat = params->penalty_repeat;
+        sparams.penalty_freq = params->penalty_freq;
+        sparams.penalty_present = params->penalty_present;
+        sparams.seed = params->seed;
+        sparams.grammar = params->grammar;
+        sparams.xtc_probability = 0.0;
+        sparams.xtc_threshold = 0.5;
+        return common_sampler_init(model, sparams);
+    } catch (const std::exception &err) {
+        return nullptr;
+    }
+}
+
+void common_sampler_cfree(struct common_sampler *sampler) {
+    common_sampler_free(sampler);
+}
+
+void common_sampler_creset(struct common_sampler *sampler) {
+    common_sampler_reset(sampler);
+}
+
+void common_sampler_caccept(struct common_sampler *sampler, llama_token id, bool apply_grammar) {
+    common_sampler_accept(sampler, id, apply_grammar);
+}
+
+llama_token common_sampler_csample(struct common_sampler *sampler, struct llama_context *ctx, int idx) {
+    return common_sampler_sample(sampler, ctx, idx);
+}
+
+int schema_to_grammar(const char *json_schema, char *grammar, size_t max_len)
+{
+    try
+    {
+        nlohmann::ordered_json schema = nlohmann::ordered_json::parse(json_schema);
+        std::string grammar_str = json_schema_to_grammar(schema);
+        size_t len = grammar_str.length();
+        if (len >= max_len)
+        {
+            len = max_len - 1;
+        }
+        strncpy(grammar, grammar_str.c_str(), len);
+        return len;
+    }
+    catch (const std::exception &e)
+    {
+        strncpy(grammar, "", max_len - 1);
+        return 0;
+    }
+}
+
+struct llama_vocab * llama_load_vocab_from_file(const char * fname) {
+    llama_vocab * vocab = new llama_vocab();
+    try {
+        const auto kv = LLM_KV(LLM_ARCH_UNKNOWN);
+        std::vector<std::string> splits = {};
+        llama_model_loader ml(std::string(fname), splits, false, false, nullptr, nullptr);
+        vocab->load(ml, kv);
+    } catch (const std::exception & err) {
+        LLAMA_LOG_ERROR("%s: error loading model: %s\n", __func__, err.what());
+        return nullptr;
+    }
+
+    return vocab;
+}
+
+void llama_free_vocab(struct llama_vocab * vocab) {
+    delete vocab;
+}
+struct llama_grammar *grammar_init(char* grammar, uint32_t* tokens, size_t n_tokens, const char** pieces, uint32_t* eog_tokens, size_t n_eog_tokens) {
+    try {
+        if (grammar == nullptr) {
+            LLAMA_LOG_ERROR("%s: null grammar input\n", __func__);
+            return nullptr;
+        }
+
+        ollama_vocab *vocab = new ollama_vocab();
+        vocab->set_eog_tokens(eog_tokens, n_eog_tokens);
+        vocab->add_token_pieces(tokens, n_tokens, pieces);
+        
+        struct llama_grammar *g = llama_grammar_init_impl(nullptr, vocab, grammar, "root", false, nullptr, 0, nullptr, 0);
+        if (g == nullptr) {
+            LLAMA_LOG_ERROR("%s: failed to initialize grammar\n", __func__);
+            delete vocab;
+            return nullptr;
+        }
+        return g;
+
+    } catch (const std::exception& e) {
+        LLAMA_LOG_ERROR("%s: exception during initialization: %s\n", __func__, e.what());
+        return nullptr;
+    }
+}
+
+void grammar_free(struct llama_grammar *g) {
+    if (g != nullptr) {
+        if (g->vocab != nullptr) {
+            delete g->vocab;
+        }
+        if (g->o_vocab != nullptr) {
+                delete g->o_vocab;
+        }
+        llama_grammar_free_impl(g);
+    }
+}
+
+void grammar_apply(struct llama_grammar *g, struct llama_token_data_array *tokens) {
+    if (g == nullptr || tokens == nullptr) {
+        LLAMA_LOG_ERROR("%s: null grammar or tokens input\n", __func__);
+        return;
+    }
+    llama_grammar_apply_impl(*g, tokens);
+}
+
+
+void grammar_accept(struct llama_grammar *g, llama_token id) {
+    llama_grammar_accept_impl(*g, id);
+}
diff --git a/llama/sampling_ext.h b/llama/sampling_ext.h
new file mode 100644
index 0000000..3302e6e
--- /dev/null
+++ b/llama/sampling_ext.h
@@ -0,0 +1,46 @@
+// TODO: this is a temporary wrapper to allow calling C++ code from CGo
+#ifndef SAMPLING_EXT_H
+#define SAMPLING_EXT_H
+
+#ifdef __cplusplus
+extern "C"
+{
+#endif
+
+    // Forward declaration to avoid include of "sampling.h" which has c++
+    // includes
+    struct common_sampler;
+    struct common_sampler_cparams {
+        int32_t top_k;
+        float top_p;
+        float min_p;
+        float typical_p;
+        float temp;
+        int32_t penalty_last_n;
+        float penalty_repeat;
+        float penalty_freq;
+        float penalty_present;
+        uint32_t seed;
+        char *grammar;
+    };
+
+    struct common_sampler *common_sampler_cinit(const struct llama_model *model, struct common_sampler_cparams *params);
+    void common_sampler_cfree(struct common_sampler *sampler);
+    void common_sampler_creset(struct common_sampler *sampler);
+    void common_sampler_caccept(struct common_sampler *sampler, llama_token id, bool apply_grammar);
+    llama_token common_sampler_csample(struct common_sampler *sampler, struct llama_context *ctx, int idx);
+
+    int schema_to_grammar(const char *json_schema, char *grammar, size_t max_len);
+
+
+    struct llama_grammar *grammar_init(char* grammar, uint32_t* tokens, size_t n_tokens, const char** pieces, uint32_t* eog_tokens, size_t n_eog_tokens);
+    void grammar_free(struct llama_grammar *g);
+    void grammar_apply(struct llama_grammar *g, struct llama_token_data_array *tokens);
+    void grammar_accept(struct llama_grammar *g, llama_token id);
+
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif // SAMPLING_EXT_H
diff --git a/llm/llm_darwin.go b/llm/llm_darwin.go
new file mode 100644
index 0000000..60837ed
--- /dev/null
+++ b/llm/llm_darwin.go
@@ -0,0 +1,7 @@
+package llm
+
+import (
+	"syscall"
+)
+
+var LlamaServerSysProcAttr = &syscall.SysProcAttr{}
diff --git a/llm/llm_linux.go b/llm/llm_linux.go
new file mode 100644
index 0000000..60837ed
--- /dev/null
+++ b/llm/llm_linux.go
@@ -0,0 +1,7 @@
+package llm
+
+import (
+	"syscall"
+)
+
+var LlamaServerSysProcAttr = &syscall.SysProcAttr{}
diff --git a/llm/llm_windows.go b/llm/llm_windows.go
new file mode 100644
index 0000000..a350979
--- /dev/null
+++ b/llm/llm_windows.go
@@ -0,0 +1,23 @@
+package llm
+
+import (
+	"syscall"
+)
+
+const (
+	CREATE_DEFAULT_ERROR_MODE   = 0x04000000
+	ABOVE_NORMAL_PRIORITY_CLASS = 0x00008000
+	CREATE_NO_WINDOW            = 0x08000000
+)
+
+var LlamaServerSysProcAttr = &syscall.SysProcAttr{
+	// Wire up the default error handling logic If for some reason a DLL is
+	// missing in the path this will pop up a GUI Dialog explaining the fault so
+	// the user can either fix their PATH, or report a bug. Without this
+	// setting, the process exits immediately with a generic exit status but no
+	// way to (easily) figure out what the actual missing DLL was.
+	//
+	// Setting Above Normal priority class ensures when running as a "background service"
+	// with "programs" given best priority, we aren't starved of cpu cycles
+	CreationFlags: CREATE_DEFAULT_ERROR_MODE | ABOVE_NORMAL_PRIORITY_CLASS | CREATE_NO_WINDOW,
+}
diff --git a/llm/memory.go b/llm/memory.go
new file mode 100644
index 0000000..05b3b2f
--- /dev/null
+++ b/llm/memory.go
@@ -0,0 +1,435 @@
+package llm
+
+import (
+	"fmt"
+	"log/slog"
+	"os"
+	"strconv"
+	"strings"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/discover"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/format"
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+// This algorithm looks for a complete fit to determine if we need to unload other models
+func PredictServerFit(allGpus discover.GpuInfoList, f *ggml.GGML, adapters, projectors []string, opts api.Options, numParallel int) (bool, uint64) {
+	// Split up the GPUs by type and try them
+	var estimatedVRAM uint64
+	for _, gpus := range allGpus.ByLibrary() {
+		var layerCount int
+		estimate := EstimateGPULayers(gpus, f, projectors, opts, numParallel)
+		layerCount, estimatedVRAM = estimate.Layers, estimate.VRAMSize
+		if opts.NumGPU < 0 {
+			if layerCount > 0 && layerCount >= int(f.KV().BlockCount()+1) {
+				return true, estimatedVRAM
+			}
+		} else {
+			if layerCount > 0 && layerCount >= opts.NumGPU {
+				return true, estimatedVRAM
+			}
+		}
+	}
+	return false, estimatedVRAM
+}
+
+type MemoryEstimate struct {
+	// How many layers we predict we can load
+	Layers int
+
+	// The size of the graph which occupies the main GPU
+	Graph uint64
+
+	// How much VRAM will be allocated given the number of layers we predict
+	VRAMSize uint64
+
+	// The total size of the model if loaded into VRAM.  If all layers are loaded, VRAMSize == TotalSize
+	TotalSize uint64
+
+	// For multi-GPU scenarios, this provides the tensor split parameter
+	TensorSplit string
+
+	// For multi-GPU scenarios, this is the size in bytes per GPU
+	GPUSizes []uint64
+
+	// internal fields for logging purposes
+	inferenceLibrary    string
+	layersRequested     int
+	layersModel         int
+	availableList       []string
+	kv                  uint64
+	allocationsList     []string
+	memoryWeights       uint64
+	memoryLayerOutput   uint64
+	graphFullOffload    uint64
+	graphPartialOffload uint64
+
+	projectorWeights, projectorGraph uint64
+}
+
+// Given a model and one or more GPU targets, predict how many layers and bytes we can load, and the total size
+// The GPUs provided must all be the same Library
+func EstimateGPULayers(gpus []discover.GpuInfo, f *ggml.GGML, projectors []string, opts api.Options, numParallel int) MemoryEstimate {
+	// Graph size for a partial offload, applies to all GPUs
+	var graphPartialOffload uint64
+
+	// Graph size when all layers are offloaded, applies to all GPUs
+	var graphFullOffload uint64
+
+	// Final graph offload once we know full or partial
+	var graphOffload uint64
+
+	// Projectors loaded into GPU0 only
+	var llamaEngineProjectorWeights uint64
+
+	// Projectors loaded with output layer
+	var ollamaEngineProjectorWeights uint64
+	var ollamaEngineProjectorGraph uint64
+
+	// Conditional output size on GPU 0
+	var memoryLayerOutput uint64
+
+	// The sizes of a layer
+	var layerSize uint64
+
+	// The sum of all the layer sizes (just for logging)
+	var memoryWeights uint64
+
+	// True if all the layers are loaded
+	var fullyLoaded bool
+
+	// Overflow that didn't fit into the GPU
+	var overflow uint64
+
+	overhead := envconfig.GpuOverhead()
+	availableList := make([]string, len(gpus))
+	for i, gpu := range gpus {
+		availableList[i] = format.HumanBytes2(gpu.FreeMemory)
+	}
+	slog.Debug("evaluating", "library", gpus[0].Library, "gpu_count", len(gpus), "available", availableList)
+
+	for _, projector := range projectors {
+		llamaEngineProjectorWeights += projectorMemoryRequirements(projector)
+
+		// multimodal models require at least 2048 context
+		opts.NumCtx = max(opts.NumCtx, 2048)
+	}
+	if llamaEngineProjectorWeights == 0 {
+		ollamaEngineProjectorWeights, ollamaEngineProjectorGraph = f.VisionGraphSize()
+		opts.NumCtx = max(opts.NumCtx, 2048)
+	}
+
+	layers := f.Tensors().GroupLayers()
+	// add one layer worth of memory as a buffer
+	if blk0, ok := layers["blk.0"]; ok {
+		layerSize = blk0.Size()
+	} else {
+		slog.Warn("model missing blk.0 layer size")
+	}
+
+	var kvct string
+	if envconfig.FlashAttention() &&
+		discover.GetGPUInfo().FlashAttentionSupported() &&
+		f.SupportsFlashAttention() {
+		requested := strings.ToLower(envconfig.KvCacheType())
+		if requested != "" && f.SupportsKVCacheType(requested) {
+			kvct = requested
+		}
+	}
+
+	kv, graphPartialOffload, graphFullOffload := f.GraphSize(uint64(opts.NumCtx), uint64(min(opts.NumCtx, opts.NumBatch)), numParallel, kvct)
+
+	if len(kv) > 0 {
+		layerSize += kv[0]
+	}
+
+	var kvTotal uint64
+	for _, kvLayer := range kv {
+		kvTotal += kvLayer
+	}
+
+	if graphPartialOffload == 0 {
+		graphPartialOffload = f.KV().GQA() * kvTotal / 6
+	}
+	if graphFullOffload == 0 {
+		graphFullOffload = graphPartialOffload
+	}
+
+	// on metal there's no partial offload overhead
+	if gpus[0].Library == "metal" {
+		graphPartialOffload = graphFullOffload
+	} else if len(gpus) > 1 {
+		// multigpu should always use the partial graph size
+		graphFullOffload = graphPartialOffload
+	}
+
+	// Output layer handled at the end if we have space
+	if layer, ok := layers["output_norm"]; ok {
+		memoryLayerOutput += layer.Size()
+	}
+	if layer, ok := layers["output"]; ok {
+		memoryLayerOutput += layer.Size()
+	} else if layer, ok := layers["token_embd"]; ok {
+		memoryLayerOutput += layer.Size()
+	}
+
+	gpuZeroOverhead := llamaEngineProjectorWeights
+
+	// Reduce set of GPUs to only those that have sufficient space to fit overhead and at least one layer
+	var layerCount int
+	layerCounts := make([]int, len(gpus))
+	gpuAllocations := make([]uint64, len(gpus))
+	type gs struct {
+		i int
+		g *discover.GpuInfo
+	}
+	gpusWithSpace := []gs{}
+	for i := range gpus {
+		var gzo uint64
+		if len(gpusWithSpace) == 0 {
+			gzo = gpuZeroOverhead
+		}
+		// Only include GPUs that can fit the graph, gpu minimum, the layer buffer and at least more layer
+		if gpus[i].FreeMemory < overhead+gzo+max(graphPartialOffload, graphFullOffload)+gpus[i].MinimumMemory+2*layerSize {
+			slog.Debug("gpu has too little memory to allocate any layers",
+				"id", gpus[i].ID,
+				"library", gpus[i].Library,
+				"variant", gpus[i].Variant,
+				"compute", gpus[i].Compute,
+				"driver", fmt.Sprintf("%d.%d", gpus[i].DriverMajor, gpus[i].DriverMinor),
+				"name", gpus[i].Name,
+				"total", format.HumanBytes2(gpus[i].TotalMemory),
+				"available", format.HumanBytes2(gpus[i].FreeMemory),
+				"minimum_memory", gpus[i].MinimumMemory,
+				"layer_size", format.HumanBytes2(layerSize),
+				"gpu_zer_overhead", format.HumanBytes2(gzo),
+				"partial_offload", format.HumanBytes2(graphPartialOffload),
+				"full_offload", format.HumanBytes2(graphFullOffload),
+			)
+			continue
+		}
+		gpusWithSpace = append(gpusWithSpace, gs{i, &gpus[i]})
+		gpuAllocations[i] += gpus[i].MinimumMemory + layerSize // We hold off on graph until we know partial vs. full
+	}
+
+	var gpuZeroID int
+	if len(gpusWithSpace) > 0 {
+		gpuZeroID = gpusWithSpace[0].i
+		gpuAllocations[gpuZeroID] += gpuZeroOverhead
+	} else {
+		overflow += gpuZeroOverhead
+	}
+
+	// For all the layers, find where they can fit on the GPU(s)
+	for i := int(f.KV().BlockCount()) - 1; i >= 0; i-- {
+		// Some models have inconsistent layer sizes
+		if blk, ok := layers[fmt.Sprintf("blk.%d", i)]; ok {
+			layerSize = blk.Size()
+			layerSize += kv[i]
+			memoryWeights += blk.Size()
+		}
+
+		if opts.NumGPU >= 0 && layerCount >= opts.NumGPU {
+			// Stop allocating on GPU(s) once we hit the users target NumGPU
+			overflow += layerSize
+			continue
+		}
+
+		// distribute the layers across the GPU(s) that have space
+		for j := len(gpusWithSpace); j > 0; j-- {
+			g := gpusWithSpace[i%j]
+			used := gpuAllocations[g.i] + max(graphPartialOffload, graphFullOffload)
+			if g.g.FreeMemory > overhead+used+layerSize {
+				gpuAllocations[g.i] += layerSize
+				layerCounts[g.i]++
+				layerCount++
+				break
+			} else {
+				gpusWithSpace = append(gpusWithSpace[:i%j], gpusWithSpace[i%j+1:]...)
+			}
+		}
+
+		if len(gpusWithSpace) == 0 {
+			overflow += layerSize
+		}
+	}
+	if layerCount >= int(f.KV().BlockCount()) {
+		fullyLoaded = true
+	}
+
+	// Determine if we need to consider output then find where it fits
+	memoryLastLayer := memoryLayerOutput + ollamaEngineProjectorWeights + ollamaEngineProjectorGraph
+	if memoryLastLayer > 0 {
+		if opts.NumGPU < 0 || layerCount < opts.NumGPU {
+			for j := len(gpusWithSpace); j > 0; j-- {
+				g := gpusWithSpace[layerCount%j]
+				used := gpuAllocations[g.i] + max(graphPartialOffload, graphFullOffload)
+				if g.g.FreeMemory > overhead+used+memoryLastLayer {
+					gpuAllocations[g.i] += memoryLastLayer
+					layerCounts[g.i]++
+					layerCount++
+					break
+				}
+			}
+		}
+
+		if layerCount < int(f.KV().BlockCount())+1 {
+			fullyLoaded = false
+			overflow += memoryLastLayer
+		}
+	}
+
+	// Add the applicable (full or partial) graph allocations
+	for i := range gpus {
+		if layerCounts[i] <= 0 {
+			continue
+		}
+		if fullyLoaded {
+			gpuAllocations[i] += graphFullOffload
+		} else {
+			gpuAllocations[i] += graphPartialOffload
+		}
+	}
+	if fullyLoaded {
+		graphOffload = graphFullOffload
+	} else {
+		graphOffload = graphPartialOffload
+	}
+
+	// Summaries for the log
+	var memoryRequiredPartial, memoryRequiredTotal uint64
+	for i := range gpuAllocations {
+		memoryRequiredPartial += gpuAllocations[i]
+	}
+	memoryRequiredTotal = memoryRequiredPartial + overflow
+
+	tensorSplit := ""
+	if len(gpus) > 1 {
+		splits := make([]string, len(gpus))
+		for i, count := range layerCounts {
+			splits[i] = strconv.Itoa(count)
+		}
+		tensorSplit = strings.Join(splits, ",")
+	}
+	allocationsList := []string{}
+	for _, a := range gpuAllocations {
+		allocationsList = append(allocationsList, format.HumanBytes2(a))
+	}
+
+	estimate := MemoryEstimate{
+		TotalSize: memoryRequiredTotal,
+		Layers:    0,
+		Graph:     0,
+		VRAMSize:  0,
+		GPUSizes:  []uint64{},
+
+		inferenceLibrary:    gpus[0].Library,
+		layersRequested:     opts.NumGPU,
+		layersModel:         int(f.KV().BlockCount()) + 1,
+		availableList:       availableList,
+		kv:                  kvTotal,
+		allocationsList:     allocationsList,
+		memoryWeights:       memoryWeights,
+		memoryLayerOutput:   memoryLayerOutput,
+		graphFullOffload:    graphFullOffload,
+		graphPartialOffload: graphPartialOffload,
+		projectorWeights:    llamaEngineProjectorWeights + ollamaEngineProjectorWeights,
+		projectorGraph:      ollamaEngineProjectorGraph,
+	}
+
+	if gpus[0].Library == "cpu" {
+		return estimate
+	}
+	if layerCount == 0 {
+		slog.Debug("insufficient VRAM to load any model layers")
+		return estimate
+	}
+	estimate.Layers = layerCount
+	estimate.Graph = graphOffload
+	estimate.VRAMSize = memoryRequiredPartial
+	estimate.TotalSize = memoryRequiredTotal
+	estimate.TensorSplit = tensorSplit
+	estimate.GPUSizes = gpuAllocations
+	return estimate
+}
+
+func (m MemoryEstimate) LogValue() slog.Value {
+	attrs := []slog.Attr{
+		slog.String("library", m.inferenceLibrary),
+		slog.Group(
+			"layers",
+			// requested number of layers to offload
+			"requested", m.layersRequested,
+			// The number of layers the model has (including output)
+			"model", m.layersModel,
+			// estimated number of layers that can be offloaded
+			"offload", m.Layers,
+			// multi-gpu split for tensors
+			"split", m.TensorSplit,
+		),
+		slog.Group(
+			"memory",
+			// memory available by GPU for offloading
+			"available", m.availableList,
+			"gpu_overhead", format.HumanBytes2(envconfig.GpuOverhead()),
+			slog.Group(
+				"required",
+				// memory required for full offloading
+				"full", format.HumanBytes2(m.TotalSize),
+				// memory required to offload layers.estimate layers
+				"partial", format.HumanBytes2(m.VRAMSize),
+				// memory of KV cache
+				"kv", format.HumanBytes2(m.kv),
+				// Allocations across the GPUs
+				"allocations", m.allocationsList,
+			),
+			slog.Group(
+				"weights",
+				// memory of the weights
+				"total", format.HumanBytes2(m.memoryWeights+m.memoryLayerOutput),
+				// memory of repeating layers
+				"repeating", format.HumanBytes2(m.memoryWeights),
+				// memory of non-repeating layers
+				"nonrepeating", format.HumanBytes2(m.memoryLayerOutput),
+			),
+			slog.Group(
+				"graph",
+				// memory of graph when fully offloaded
+				"full", format.HumanBytes2(m.graphFullOffload),
+				// memory of graph when not fully offloaded
+				"partial", format.HumanBytes2(m.graphPartialOffload),
+			),
+		),
+	}
+
+	if m.projectorWeights > 0 {
+		attrs = append(attrs, slog.Group(
+			"projector",
+			"weights", format.HumanBytes2(m.projectorWeights),
+			"graph", format.HumanBytes2(m.projectorGraph),
+		))
+	}
+
+	return slog.GroupValue(attrs...)
+}
+
+func projectorMemoryRequirements(filename string) (weights uint64) {
+	file, err := os.Open(filename)
+	if err != nil {
+		return 0
+	}
+	defer file.Close()
+
+	ggml, err := ggml.Decode(file, 1024)
+	if err != nil {
+		return 0
+	}
+
+	for _, layer := range ggml.Tensors().GroupLayers() {
+		weights += layer.Size()
+	}
+
+	return weights
+}
diff --git a/llm/memory_test.go b/llm/memory_test.go
new file mode 100644
index 0000000..1d4f7a9
--- /dev/null
+++ b/llm/memory_test.go
@@ -0,0 +1,131 @@
+package llm
+
+import (
+	"bytes"
+	"fmt"
+	"os"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/discover"
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+func TestEstimateGPULayers(t *testing.T) {
+	t.Setenv("OLLAMA_DEBUG", "1")
+	t.Setenv("OLLAMA_KV_CACHE_TYPE", "") // Ensure default f16
+	t.Setenv("OLLAMA_CONTEXT_LENGTH", "2048")
+
+	modelName := "dummy"
+	f, err := os.CreateTemp(t.TempDir(), modelName)
+	require.NoError(t, err)
+	defer f.Close()
+	inputLayerCount := 5
+
+	tensors := []*ggml.Tensor{
+		{Name: "blk.0.attn.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
+		{Name: "blk.1.attn.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
+		{Name: "blk.2.attn.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
+		{Name: "blk.3.attn.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
+		{Name: "blk.4.attn.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
+		{Name: "output.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
+	}
+	assert.Len(t, tensors, inputLayerCount+1)
+	err = ggml.WriteGGUF(f, ggml.KV{
+		"general.architecture":          "llama",
+		"llama.context_length":          uint32(32),
+		"llama.embedding_length":        uint32(4096),
+		"llama.block_count":             uint32(inputLayerCount),
+		"llama.attention.head_count":    uint32(32),
+		"llama.attention.head_count_kv": uint32(32),
+		"tokenizer.ggml.tokens":         []string{" "},
+		"tokenizer.ggml.scores":         []float32{0},
+		"tokenizer.ggml.token_type":     []int32{0},
+	}, tensors)
+	require.NoError(t, err)
+
+	ggml, err := LoadModel(f.Name(), 0)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	// Simple CPU scenario
+	gpus := []discover.GpuInfo{
+		{
+			Library: "cpu",
+		},
+	}
+	projectors := []string{}
+	opts := api.DefaultOptions()
+	t.Run("cpu", func(t *testing.T) {
+		estimate := EstimateGPULayers(gpus, ggml, projectors, opts, 1)
+		assert.Equal(t, 0, estimate.Layers)
+		assert.Equal(t, uint64(0), estimate.Graph)
+	})
+
+	// derived from the dummy ggml file above
+	graphPartialOffload := uint64(202377216)
+	graphFullOffload := uint64(171968512)
+	layerSize := uint64(33554436)
+	projectorSize := uint64(0)
+	memoryLayerOutput := uint64(4)
+
+	// Dual CUDA scenario with asymmetry
+	gpuMinimumMemory := uint64(2048)
+	gpus = []discover.GpuInfo{
+		{
+			Library:       "cuda",
+			MinimumMemory: gpuMinimumMemory,
+		},
+		{
+			Library:       "cuda",
+			MinimumMemory: gpuMinimumMemory,
+		},
+	}
+	// Nested array: GPU0 layer space, GPU1 layer space, expected gpu0, expected gpu1
+	for i, s := range []struct {
+		layer0, layer1   uint64
+		expect0, expect1 uint64
+	}{
+		{1, 1, 1, 1},
+		{2, 1, 2, 1},
+		{2, 2, 2, 2},
+		{1, 2, 1, 2},
+		{3, 3, 3, 3},
+		{4, 4, 3, 3},
+		{6, 6, 3, 3},
+		{0, 3, 0, 3},
+	} {
+		t.Run(fmt.Sprintf("%v", s), func(t *testing.T) {
+			gpus[0].FreeMemory = 0
+			gpus[1].FreeMemory = 0
+			gpus[0].FreeMemory += projectorSize
+			if s.layer0 > 0 {
+				gpus[0].FreeMemory += memoryLayerOutput
+			} else {
+				gpus[1].FreeMemory += memoryLayerOutput
+			}
+			gpus[0].FreeMemory += gpuMinimumMemory + layerSize + s.layer0*layerSize + 1
+			gpus[1].FreeMemory += gpuMinimumMemory + layerSize + s.layer1*layerSize + 1
+			gpus[0].FreeMemory += max(graphFullOffload, graphPartialOffload)
+			gpus[1].FreeMemory += max(graphFullOffload, graphPartialOffload)
+			estimate := EstimateGPULayers(gpus, ggml, projectors, opts, 1)
+			assert.Equal(t, int(s.expect0+s.expect1), estimate.Layers, "scenario %d: %v", i, s)
+			assert.Equal(t, fmt.Sprintf("%d,%d", s.expect0, s.expect1), estimate.TensorSplit, "scenario %d: %v", i, s)
+			var layerSums uint64
+			for _, b := range estimate.GPUSizes {
+				layerSums += b
+			}
+			if estimate.Layers < inputLayerCount+1 {
+				assert.Less(t, estimate.VRAMSize, estimate.TotalSize, "scenario %d: %v %+v", i, s, estimate)
+				assert.Equal(t, estimate.VRAMSize, layerSums, "scenario %d: %v %+v", i, s, estimate)
+			} else {
+				assert.Equal(t, estimate.VRAMSize, estimate.TotalSize, "scenario %d: %v %+v", i, s, estimate)
+				assert.Equal(t, estimate.TotalSize, layerSums, "scenario %d: %v %+v", i, s, estimate)
+			}
+		})
+	}
+}
diff --git a/llm/server.go b/llm/server.go
new file mode 100644
index 0000000..4abb569
--- /dev/null
+++ b/llm/server.go
@@ -0,0 +1,1056 @@
+package llm
+
+import (
+	"bufio"
+	"bytes"
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"log"
+	"log/slog"
+	"math/rand"
+	"net"
+	"net/http"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"runtime"
+	"slices"
+	"strconv"
+	"strings"
+	"sync"
+	"time"
+
+	"golang.org/x/sync/semaphore"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/discover"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/format"
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/llama"
+	"github.com/ollama/ollama/logutil"
+	"github.com/ollama/ollama/model"
+)
+
+type filteredEnv []string
+
+func (e filteredEnv) LogValue() slog.Value {
+	var attrs []slog.Attr
+	for _, env := range e {
+		if key, value, ok := strings.Cut(env, "="); ok {
+			switch {
+			case strings.HasPrefix(key, "OLLAMA_"),
+				strings.HasPrefix(key, "CUDA_"),
+				strings.HasPrefix(key, "ROCR_"),
+				strings.HasPrefix(key, "ROCM_"),
+				strings.HasPrefix(key, "HIP_"),
+				strings.HasPrefix(key, "GPU_"),
+				strings.HasPrefix(key, "HSA_"),
+				strings.HasPrefix(key, "GGML_"),
+				slices.Contains([]string{
+					"PATH",
+					"LD_LIBRARY_PATH",
+					"DYLD_LIBRARY_PATH",
+				}, key):
+				attrs = append(attrs, slog.String(key, value))
+			}
+		}
+	}
+	return slog.GroupValue(attrs...)
+}
+
+type LlamaServer interface {
+	Ping(ctx context.Context) error
+	WaitUntilRunning(ctx context.Context) error
+	Completion(ctx context.Context, req CompletionRequest, fn func(CompletionResponse)) error
+	Embedding(ctx context.Context, input string) ([]float32, error)
+	Tokenize(ctx context.Context, content string) ([]int, error)
+	Detokenize(ctx context.Context, tokens []int) (string, error)
+	Close() error
+	EstimatedVRAM() uint64 // Total VRAM across all GPUs
+	EstimatedTotal() uint64
+	EstimatedVRAMByGPU(gpuID string) uint64
+	Pid() int
+}
+
+// llmServer is an instance of the llama.cpp server
+type llmServer struct {
+	port        int
+	cmd         *exec.Cmd
+	done        chan error // Channel to signal when the process exits
+	status      *StatusWriter
+	options     api.Options
+	numParallel int
+	modelPath   string
+
+	// llamaModel is an instance of the cgo llama.cpp model definition
+	// nil if this server is running the new engine
+	llamaModel     *llama.Model
+	llamaModelLock sync.Mutex
+
+	// textProcessor handles text encoding/decoding for the model in the Ollama engine
+	// nil if this server is running the llama.cpp based engine
+	textProcessor model.TextProcessor
+
+	estimate    MemoryEstimate
+	totalLayers uint64
+	// gpuCount     int
+	gpus         discover.GpuInfoList // Recorded just before the model loaded, free space will be incorrect
+	loadDuration time.Duration        // Record how long it took the model to load
+	loadProgress float32
+
+	sem *semaphore.Weighted
+}
+
+// LoadModel will load a model from disk. The model must be in the GGML format.
+//
+// It collects array values for arrays with a size less than or equal to
+// maxArraySize. If maxArraySize is 0, the default value of 1024 is used. If
+// the maxArraySize is negative, all arrays are collected.
+func LoadModel(model string, maxArraySize int) (*ggml.GGML, error) {
+	if _, err := os.Stat(model); err != nil {
+		return nil, err
+	}
+
+	f, err := os.Open(model)
+	if err != nil {
+		return nil, err
+	}
+	defer f.Close()
+
+	ggml, err := ggml.Decode(f, maxArraySize)
+	return ggml, err
+}
+
+// NewLlamaServer will run a server for the given GPUs
+// The gpu list must be a single family.
+func NewLlamaServer(gpus discover.GpuInfoList, modelPath string, f *ggml.GGML, adapters, projectors []string, opts api.Options, numParallel int) (LlamaServer, error) {
+	systemInfo := discover.GetSystemInfo()
+	systemTotalMemory := systemInfo.System.TotalMemory
+	systemFreeMemory := systemInfo.System.FreeMemory
+	systemSwapFreeMemory := systemInfo.System.FreeSwap
+	slog.Info("system memory", "total", format.HumanBytes2(systemTotalMemory), "free", format.HumanBytes2(systemFreeMemory), "free_swap", format.HumanBytes2(systemSwapFreeMemory))
+
+	// If the user wants zero GPU layers, reset the gpu list to be CPU/system ram info
+	if opts.NumGPU == 0 {
+		gpus = discover.GetCPUInfo()
+	}
+
+	estimate := EstimateGPULayers(gpus, f, projectors, opts, numParallel)
+	if len(gpus) > 1 || gpus[0].Library != "cpu" {
+		switch {
+		case gpus[0].Library == "metal" && estimate.VRAMSize > systemTotalMemory:
+			// disable partial offloading when model is greater than total system memory as this
+			// can lead to locking up the system
+			opts.NumGPU = 0
+		case gpus[0].Library != "metal" && estimate.Layers == 0:
+			// Don't bother loading into the GPU if no layers can fit
+			gpus = discover.GetCPUInfo()
+		case opts.NumGPU < 0 && estimate.Layers > 0 && gpus[0].Library != "cpu":
+			opts.NumGPU = estimate.Layers
+		}
+	}
+
+	// On linux and windows, over-allocating CPU memory will almost always result in an error
+	// Darwin has fully dynamic swap so has no direct concept of free swap space
+	if runtime.GOOS != "darwin" {
+		systemMemoryRequired := estimate.TotalSize - estimate.VRAMSize
+		available := systemFreeMemory + systemSwapFreeMemory
+		if systemMemoryRequired > available {
+			slog.Warn("model request too large for system", "requested", format.HumanBytes2(systemMemoryRequired), "available", available, "total", format.HumanBytes2(systemTotalMemory), "free", format.HumanBytes2(systemFreeMemory), "swap", format.HumanBytes2(systemSwapFreeMemory))
+			return nil, fmt.Errorf("model requires more system memory (%s) than is available (%s)", format.HumanBytes2(systemMemoryRequired), format.HumanBytes2(available))
+		}
+	}
+
+	slog.Info("offload", "", estimate)
+
+	params := []string{
+		"--model", modelPath,
+		"--ctx-size", strconv.Itoa(opts.NumCtx),
+		"--batch-size", strconv.Itoa(opts.NumBatch),
+	}
+
+	if opts.NumGPU >= 0 {
+		params = append(params, "--n-gpu-layers", strconv.Itoa(opts.NumGPU))
+	}
+
+	if opts.MainGPU > 0 {
+		params = append(params, "--main-gpu", strconv.Itoa(opts.MainGPU))
+	}
+
+	if len(adapters) > 0 {
+		for _, adapter := range adapters {
+			params = append(params, "--lora", adapter)
+		}
+	}
+
+	defaultThreads := systemInfo.GetOptimalThreadCount()
+	if opts.NumThread > 0 {
+		params = append(params, "--threads", strconv.Itoa(opts.NumThread))
+	} else if defaultThreads > 0 {
+		params = append(params, "--threads", strconv.Itoa(defaultThreads))
+	}
+
+	fa := envconfig.FlashAttention()
+	if fa && !gpus.FlashAttentionSupported() {
+		slog.Warn("flash attention enabled but not supported by gpu")
+		fa = false
+	}
+
+	if fa && !f.SupportsFlashAttention() {
+		slog.Warn("flash attention enabled but not supported by model")
+		fa = false
+	}
+
+	kvct := strings.ToLower(envconfig.KvCacheType())
+
+	if fa {
+		slog.Info("enabling flash attention")
+		params = append(params, "--flash-attn")
+
+		// Flash Attention also supports kv cache quantization
+		// Enable if the requested and kv cache type is supported by the model
+		if kvct != "" && f.SupportsKVCacheType(kvct) {
+			params = append(params, "--kv-cache-type", kvct)
+		} else {
+			slog.Warn("kv cache type not supported by model", "type", kvct)
+		}
+	} else if kvct != "" && kvct != "f16" {
+		slog.Warn("quantized kv cache requested but flash attention disabled", "type", kvct)
+	}
+
+	// mmap has issues with partial offloading on metal
+	for _, g := range gpus {
+		if g.Library == "metal" &&
+			uint64(opts.NumGPU) > 0 &&
+			uint64(opts.NumGPU) < f.KV().BlockCount()+1 {
+			opts.UseMMap = new(bool)
+			*opts.UseMMap = false
+		}
+	}
+
+	// Windows CUDA should not use mmap for best performance
+	// Linux  with a model larger than free space, mmap leads to thrashing
+	// For CPU loads we want the memory to be allocated, not FS cache
+	if (runtime.GOOS == "windows" && gpus[0].Library == "cuda" && opts.UseMMap == nil) ||
+		(runtime.GOOS == "linux" && systemFreeMemory < estimate.TotalSize && opts.UseMMap == nil) ||
+		(gpus[0].Library == "cpu" && opts.UseMMap == nil) ||
+		(opts.UseMMap != nil && !*opts.UseMMap) {
+		params = append(params, "--no-mmap")
+	}
+
+	// TODO - NUMA support currently doesn't work properly
+
+	params = append(params, "--parallel", strconv.Itoa(numParallel))
+
+	if estimate.TensorSplit != "" {
+		params = append(params, "--tensor-split", estimate.TensorSplit)
+	}
+
+	if envconfig.MultiUserCache() {
+		params = append(params, "--multiuser-cache")
+	}
+
+	libs := make(map[string]string)
+	if entries, err := os.ReadDir(discover.LibOllamaPath); err == nil {
+		for _, entry := range entries {
+			libs[entry.Name()] = filepath.Join(discover.LibOllamaPath, entry.Name())
+		}
+	}
+
+	lib := gpus[0].RunnerName()
+	requested := envconfig.LLMLibrary()
+	if libs[requested] != "" {
+		slog.Info("using requested gpu library", "requested", requested)
+		lib = requested
+	}
+
+	var compatible []string
+	for k := range libs {
+		// exact match first
+		if k == lib {
+			compatible = append([]string{k}, compatible...)
+			continue
+		}
+
+		// then match the family (e.g. 'cuda')
+		if strings.Split(k, "_")[0] == strings.Split(lib, "_")[0] {
+			compatible = append(compatible, k)
+		}
+	}
+	slog.Debug("compatible gpu libraries", "compatible", compatible)
+	exe, err := os.Executable()
+	if err != nil {
+		return nil, fmt.Errorf("unable to lookup executable path: %w", err)
+	}
+
+	if eval, err := filepath.EvalSymlinks(exe); err == nil {
+		exe = eval
+	}
+
+	var llamaModel *llama.Model
+	var textProcessor model.TextProcessor
+	if envconfig.NewEngine() || f.KV().OllamaEngineRequired() {
+		textProcessor, err = model.NewTextProcessor(modelPath)
+		if err != nil {
+			// To prepare for opt-out mode, instead of treating this as an error, we fallback to the old runner
+			slog.Debug("model not yet supported by Ollama engine, switching to compatibility mode", "model", modelPath, "error", err)
+		}
+	}
+	if textProcessor == nil {
+		llamaModel, err = llama.LoadModelFromFile(modelPath, llama.ModelParams{VocabOnly: true})
+		if err != nil {
+			return nil, err
+		}
+	}
+
+	if len(projectors) > 0 && llamaModel != nil {
+		params = append(params, "--mmproj", projectors[0])
+	}
+
+	// iterate through compatible GPU libraries such as 'cuda_v12', 'cuda_v11', 'rocm', etc.
+	// adding each library's respective path to the LD_LIBRARY_PATH, until finally running
+	// without any LD_LIBRARY_PATH flags
+	for {
+		port := 0
+		if a, err := net.ResolveTCPAddr("tcp", "localhost:0"); err == nil {
+			var l *net.TCPListener
+			if l, err = net.ListenTCP("tcp", a); err == nil {
+				port = l.Addr().(*net.TCPAddr).Port
+				l.Close()
+			}
+		}
+		if port == 0 {
+			slog.Debug("ResolveTCPAddr failed, using random port")
+			port = rand.Intn(65535-49152) + 49152 // get a random port in the ephemeral range
+		}
+		finalParams := []string{"runner"}
+		if textProcessor != nil {
+			// New engine
+			// TODO - if we have failure to load scenarios, add logic to retry with the old runner
+			finalParams = append(finalParams, "--ollama-engine")
+		}
+		finalParams = append(finalParams, params...)
+		finalParams = append(finalParams, "--port", strconv.Itoa(port))
+
+		var pathEnv string
+		switch runtime.GOOS {
+		case "windows":
+			pathEnv = "PATH"
+		case "darwin":
+			pathEnv = "DYLD_LIBRARY_PATH"
+		default:
+			pathEnv = "LD_LIBRARY_PATH"
+		}
+
+		// Note: we always put our dependency paths first
+		// since these are the exact version we compiled/linked against
+		libraryPaths := []string{discover.LibOllamaPath}
+		if libraryPath, ok := os.LookupEnv(pathEnv); ok {
+			libraryPaths = append(libraryPaths, filepath.SplitList(libraryPath)...)
+		}
+
+		ggmlPaths := []string{discover.LibOllamaPath}
+		if len(compatible) > 0 {
+			c := compatible[0]
+			if libpath, ok := libs[c]; ok {
+				slog.Debug("adding gpu library", "path", libpath)
+				libraryPaths = append([]string{libpath}, libraryPaths...)
+				ggmlPaths = append(ggmlPaths, libpath)
+			}
+		}
+
+		if gpus[0].DependencyPath != nil {
+			slog.Debug("adding gpu dependency paths", "paths", gpus[0].DependencyPath)
+			// assume gpus from the same library have the same dependency path
+			libraryPaths = append(gpus[0].DependencyPath, libraryPaths...)
+		}
+
+		// finally, add the root library path
+		libraryPaths = append(libraryPaths, discover.LibOllamaPath)
+
+		s := &llmServer{
+			port:          port,
+			cmd:           exec.Command(exe, finalParams...),
+			status:        NewStatusWriter(os.Stderr),
+			options:       opts,
+			modelPath:     modelPath,
+			llamaModel:    llamaModel,
+			textProcessor: textProcessor,
+			estimate:      estimate,
+			numParallel:   numParallel,
+			sem:           semaphore.NewWeighted(int64(numParallel)),
+			totalLayers:   f.KV().BlockCount() + 1,
+			gpus:          gpus,
+			done:          make(chan error, 1),
+		}
+
+		s.cmd.Env = os.Environ()
+		s.cmd.Stdout = os.Stdout
+		s.cmd.Stderr = s.status
+		s.cmd.SysProcAttr = LlamaServerSysProcAttr
+
+		s.cmd.Env = append(s.cmd.Env, "OLLAMA_LIBRARY_PATH="+strings.Join(ggmlPaths, string(filepath.ListSeparator)))
+
+		envWorkarounds := [][2]string{}
+		for _, gpu := range gpus {
+			envWorkarounds = append(envWorkarounds, gpu.EnvWorkarounds...)
+		}
+		visibleDevicesEnv, visibleDevicesEnvVal := gpus.GetVisibleDevicesEnv()
+		pathEnvVal := strings.Join(libraryPaths, string(filepath.ListSeparator))
+
+		// Update or add the path and visible devices variable with our adjusted version
+		pathNeeded := true
+		devicesNeeded := visibleDevicesEnv != ""
+		for i := range s.cmd.Env {
+			cmp := strings.SplitN(s.cmd.Env[i], "=", 2)
+			if strings.EqualFold(cmp[0], pathEnv) {
+				s.cmd.Env[i] = pathEnv + "=" + pathEnvVal
+				pathNeeded = false
+			} else if devicesNeeded && strings.EqualFold(cmp[0], visibleDevicesEnv) {
+				s.cmd.Env[i] = visibleDevicesEnv + "=" + visibleDevicesEnvVal
+				devicesNeeded = false
+			} else if len(envWorkarounds) != 0 {
+				for _, kv := range envWorkarounds {
+					if strings.EqualFold(cmp[0], kv[0]) {
+						s.cmd.Env[i] = kv[0] + "=" + kv[1]
+					}
+				}
+			}
+		}
+		if pathNeeded {
+			s.cmd.Env = append(s.cmd.Env, pathEnv+"="+pathEnvVal)
+		}
+		if devicesNeeded {
+			s.cmd.Env = append(s.cmd.Env, visibleDevicesEnv+"="+visibleDevicesEnvVal)
+		}
+
+		slog.Info("starting llama server", "cmd", s.cmd)
+		slog.Debug("subprocess", "", filteredEnv(s.cmd.Env))
+
+		if err = s.cmd.Start(); err != nil {
+			var msg string
+			if s.status != nil && s.status.LastErrMsg != "" {
+				msg = s.status.LastErrMsg
+			}
+			err := fmt.Errorf("error starting runner: %v %s", err, msg)
+			if len(compatible) == 0 {
+				if llamaModel != nil {
+					llama.FreeModel(llamaModel)
+				}
+				return nil, err
+			}
+
+			slog.Warn("unable to start runner with compatible gpu", "error", err, "compatible", compatible)
+			compatible = compatible[1:]
+			continue
+		}
+
+		// reap subprocess when it exits
+		go func() {
+			err := s.cmd.Wait()
+			// Favor a more detailed message over the process exit status
+			if err != nil && s.status != nil && s.status.LastErrMsg != "" {
+				slog.Error("llama runner terminated", "error", err)
+				if strings.Contains(s.status.LastErrMsg, "unknown model") {
+					s.status.LastErrMsg = "this model is not supported by your version of Ollama. You may need to upgrade"
+				}
+				s.done <- errors.New(s.status.LastErrMsg)
+			} else {
+				s.done <- err
+			}
+		}()
+
+		return s, nil
+	}
+}
+
+type ServerStatus int
+
+const ( // iota is reset to 0
+	ServerStatusReady ServerStatus = iota
+	ServerStatusNoSlotsAvailable
+	ServerStatusLoadingModel
+	ServerStatusNotResponding
+	ServerStatusError
+)
+
+func (s ServerStatus) String() string {
+	switch s {
+	case ServerStatusReady:
+		return "llm server ready"
+	case ServerStatusNoSlotsAvailable:
+		return "llm busy - no slots available"
+	case ServerStatusLoadingModel:
+		return "llm server loading model"
+	case ServerStatusNotResponding:
+		return "llm server not responding"
+	default:
+		return "llm server error"
+	}
+}
+
+type ServerStatusResponse struct {
+	Status   ServerStatus `json:"status"`
+	Progress float32      `json:"progress"`
+}
+
+func (s *llmServer) getServerStatus(ctx context.Context) (ServerStatus, error) {
+	// Fail fast if its exited
+	if s.cmd.ProcessState != nil {
+		msg := ""
+		if s.status != nil && s.status.LastErrMsg != "" {
+			msg = s.status.LastErrMsg
+		}
+		if s.cmd.ProcessState.ExitCode() == -1 {
+			// Most likely a signal killed it, log some more details to try to help troubleshoot
+			slog.Warn("llama runner process no longer running", "sys", s.cmd.ProcessState.Sys(), "string", s.cmd.ProcessState)
+		}
+		return ServerStatusError, fmt.Errorf("llama runner process no longer running: %d %s", s.cmd.ProcessState.ExitCode(), msg)
+	}
+
+	req, err := http.NewRequestWithContext(ctx, http.MethodGet, fmt.Sprintf("http://127.0.0.1:%d/health", s.port), nil)
+	if err != nil {
+		return ServerStatusError, fmt.Errorf("error creating GET request: %v", err)
+	}
+	req.Header.Set("Content-Type", "application/json")
+
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		if errors.Is(err, context.DeadlineExceeded) {
+			return ServerStatusNotResponding, errors.New("server not responding")
+		}
+		if strings.Contains(err.Error(), "connection refused") {
+			return ServerStatusNotResponding, errors.New("connection refused")
+		}
+		return ServerStatusError, fmt.Errorf("health resp: %w", err)
+	}
+	defer resp.Body.Close()
+
+	body, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return ServerStatusError, fmt.Errorf("read health request: %w", err)
+	}
+
+	var ssr ServerStatusResponse
+	if err := json.Unmarshal(body, &ssr); err != nil {
+		return ServerStatusError, fmt.Errorf("health unmarshal encode response: %w", err)
+	}
+
+	switch ssr.Status {
+	case ServerStatusLoadingModel:
+		s.loadProgress = ssr.Progress
+		return ssr.Status, nil
+	case ServerStatusReady, ServerStatusNoSlotsAvailable:
+		return ssr.Status, nil
+	default:
+		return ssr.Status, fmt.Errorf("server error: %+v", ssr)
+	}
+}
+
+// getServerStatusRetry will retry if ServerStatusNoSlotsAvailable is received
+func (s *llmServer) getServerStatusRetry(ctx context.Context) (ServerStatus, error) {
+	var retries int
+	for {
+		status, err := s.getServerStatus(ctx)
+		if err != nil {
+			return status, err
+		}
+
+		if status == ServerStatusNoSlotsAvailable {
+			if retries >= 10 {
+				return status, fmt.Errorf("no slots available after %d retries", retries)
+			}
+
+			time.Sleep(5 * time.Millisecond)
+			retries++
+			continue
+		}
+
+		return status, nil
+	}
+}
+
+func (s *llmServer) Ping(ctx context.Context) error {
+	_, err := s.getServerStatus(ctx)
+	if err != nil {
+		slog.Debug("server unhealthy", "error", err)
+		return err
+	}
+	return nil
+}
+
+func (s *llmServer) WaitUntilRunning(ctx context.Context) error {
+	start := time.Now()
+	stallDuration := envconfig.LoadTimeout()    // If no progress happens
+	stallTimer := time.Now().Add(stallDuration) // give up if we stall
+
+	slog.Info("waiting for llama runner to start responding")
+	var lastStatus ServerStatus = -1
+	fullyLoaded := false
+
+	for {
+		select {
+		case <-ctx.Done():
+			slog.Warn("client connection closed before server finished loading, aborting load")
+			return fmt.Errorf("timed out waiting for llama runner to start: %w", ctx.Err())
+		case err := <-s.done:
+			return fmt.Errorf("llama runner process has terminated: %w", err)
+		default:
+		}
+		if time.Now().After(stallTimer) {
+			// timeout
+			msg := ""
+			if s.status != nil && s.status.LastErrMsg != "" {
+				msg = s.status.LastErrMsg
+			}
+			return fmt.Errorf("timed out waiting for llama runner to start - progress %0.2f - %s", s.loadProgress, msg)
+		}
+		if s.cmd.ProcessState != nil {
+			msg := ""
+			if s.status != nil && s.status.LastErrMsg != "" {
+				msg = s.status.LastErrMsg
+			}
+			return fmt.Errorf("llama runner process no longer running: %d %s", s.cmd.ProcessState.ExitCode(), msg)
+		}
+		ctx, cancel := context.WithTimeout(ctx, 200*time.Millisecond)
+		defer cancel()
+		priorProgress := s.loadProgress
+		status, _ := s.getServerStatus(ctx)
+		if lastStatus != status && status != ServerStatusReady {
+			// Only log on status changes
+			slog.Info("waiting for server to become available", "status", status)
+		}
+		switch status {
+		case ServerStatusReady:
+			s.loadDuration = time.Since(start)
+			slog.Info(fmt.Sprintf("llama runner started in %0.2f seconds", s.loadDuration.Seconds()))
+			return nil
+		default:
+			lastStatus = status
+			// Reset the timer as long as we're making forward progress on the load
+			if priorProgress != s.loadProgress {
+				slog.Debug(fmt.Sprintf("model load progress %0.2f", s.loadProgress))
+				stallTimer = time.Now().Add(stallDuration)
+			} else if !fullyLoaded && int(s.loadProgress*100.0) >= 100 {
+				slog.Debug("model load completed, waiting for server to become available", "status", status)
+				stallTimer = time.Now().Add(stallDuration)
+				fullyLoaded = true
+			}
+			time.Sleep(time.Millisecond * 250)
+			continue
+		}
+	}
+}
+
+func (s *llmServer) Pid() int {
+	if s.cmd != nil && s.cmd.Process != nil {
+		return s.cmd.Process.Pid
+	}
+	return -1
+}
+
+var grammarJSON = `
+root   ::= object
+value  ::= object | array | string | number | ("true" | "false" | "null") ws
+object ::=
+  "{" ws (
+         string ":" ws value
+    ("," ws string ":" ws value)*
+  )? ws "}" 
+array  ::=
+  "[" ws (
+            value
+    ("," ws value)*
+  )? ws "]" 
+string ::=
+  "\"" (
+    [^"\\\x7F\x00-\x1F] |
+    "\\" (["\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]) # escapes
+  )* "\"" 
+number ::= ("-"? ([0-9] | [1-9] [0-9]*)) ("." [0-9]+)? ([eE] [-+]? [0-9]+)? 
+# Optional space: by convention, applied in this grammar after literal chars when allowed
+ws ::= ([ \t\n] ws)?
+`
+
+const maxBufferSize = 512 * format.KiloByte
+
+type ImageData struct {
+	Data []byte `json:"data"`
+	ID   int    `json:"id"`
+}
+
+type CompletionRequest struct {
+	Prompt  string
+	Format  json.RawMessage
+	Images  []ImageData
+	Options *api.Options
+
+	Grammar string // set before sending the request to the subprocess
+}
+
+// DoneReason represents the reason why a completion response is done
+type DoneReason int
+
+const (
+	// DoneReasonStop indicates the completion stopped naturally
+	DoneReasonStop DoneReason = iota
+	// DoneReasonLength indicates the completion stopped due to length limits
+	DoneReasonLength
+	// DoneReasonConnectionClosed indicates the completion stopped due to the connection being closed
+	DoneReasonConnectionClosed
+)
+
+func (d DoneReason) String() string {
+	switch d {
+	case DoneReasonLength:
+		return "length"
+	case DoneReasonStop:
+		return "stop"
+	default:
+		return "" // closed
+	}
+}
+
+type CompletionResponse struct {
+	Content            string        `json:"content"`
+	DoneReason         DoneReason    `json:"done_reason"`
+	Done               bool          `json:"done"`
+	PromptEvalCount    int           `json:"prompt_eval_count"`
+	PromptEvalDuration time.Duration `json:"prompt_eval_duration"`
+	EvalCount          int           `json:"eval_count"`
+	EvalDuration       time.Duration `json:"eval_duration"`
+}
+
+func (s *llmServer) Completion(ctx context.Context, req CompletionRequest, fn func(CompletionResponse)) error {
+	slog.Debug("completion request", "images", len(req.Images), "prompt", len(req.Prompt), "format", string(req.Format))
+	slog.Log(ctx, logutil.LevelTrace, "completion request", "prompt", req.Prompt)
+
+	if len(req.Format) > 0 {
+		switch string(req.Format) {
+		case `null`, `""`:
+			// Field was set, but "missing" a value. We accept
+			// these as "not set".
+			break
+		case `"json"`:
+			req.Grammar = grammarJSON
+		default:
+			if req.Format[0] != '{' {
+				return fmt.Errorf("invalid format: %q; expected \"json\" or a valid JSON Schema object", req.Format)
+			}
+
+			// User provided a JSON schema
+			g := llama.SchemaToGrammar(req.Format)
+			if g == nil {
+				return fmt.Errorf("invalid JSON schema in format")
+			}
+			req.Grammar = string(g)
+		}
+	}
+
+	if req.Options == nil {
+		opts := api.DefaultOptions()
+		req.Options = &opts
+	}
+
+	if err := s.sem.Acquire(ctx, 1); err != nil {
+		if errors.Is(err, context.Canceled) {
+			slog.Info("aborting completion request due to client closing the connection")
+		} else {
+			slog.Error("Failed to acquire semaphore", "error", err)
+		}
+		return err
+	}
+	defer s.sem.Release(1)
+
+	// put an upper limit on num_predict to avoid the model running on forever
+	if req.Options.NumPredict < 0 || req.Options.NumPredict > 10*s.options.NumCtx {
+		req.Options.NumPredict = 10 * s.options.NumCtx
+	}
+
+	// Make sure the server is ready
+	status, err := s.getServerStatusRetry(ctx)
+	if err != nil {
+		return err
+	} else if status != ServerStatusReady {
+		return fmt.Errorf("unexpected server status: %s", status)
+	}
+
+	// Handling JSON marshaling with special characters unescaped.
+	buffer := &bytes.Buffer{}
+	enc := json.NewEncoder(buffer)
+	enc.SetEscapeHTML(false)
+
+	if err := enc.Encode(req); err != nil {
+		return fmt.Errorf("failed to marshal data: %v", err)
+	}
+
+	endpoint := fmt.Sprintf("http://127.0.0.1:%d/completion", s.port)
+	serverReq, err := http.NewRequestWithContext(ctx, http.MethodPost, endpoint, buffer)
+	if err != nil {
+		return fmt.Errorf("error creating POST request: %v", err)
+	}
+	serverReq.Header.Set("Content-Type", "application/json")
+
+	res, err := http.DefaultClient.Do(serverReq)
+	if err != nil {
+		return fmt.Errorf("POST predict: %v", err)
+	}
+	defer res.Body.Close()
+
+	if res.StatusCode >= 400 {
+		bodyBytes, err := io.ReadAll(res.Body)
+		if err != nil {
+			return fmt.Errorf("failed reading llm error response: %w", err)
+		}
+		log.Printf("llm predict error: %s", bodyBytes)
+		return fmt.Errorf("%s", bodyBytes)
+	}
+
+	scanner := bufio.NewScanner(res.Body)
+	buf := make([]byte, 0, maxBufferSize)
+	scanner.Buffer(buf, maxBufferSize)
+
+	// keep track of the last token generated, this is used to abort if the model starts looping
+	var lastToken string
+	var tokenRepeat int
+
+	for scanner.Scan() {
+		select {
+		case <-ctx.Done():
+			// This handles the request cancellation
+			return ctx.Err()
+		default:
+			line := scanner.Bytes()
+			if len(line) == 0 {
+				continue
+			}
+
+			evt, ok := bytes.CutPrefix(line, []byte("data: "))
+			if !ok {
+				evt = line
+			}
+
+			var c CompletionResponse
+			if err := json.Unmarshal(evt, &c); err != nil {
+				return fmt.Errorf("error unmarshalling llm prediction response: %v", err)
+			}
+			switch {
+			case strings.TrimSpace(c.Content) == lastToken:
+				tokenRepeat++
+			default:
+				lastToken = strings.TrimSpace(c.Content)
+				tokenRepeat = 0
+			}
+
+			// 30 picked as an arbitrary max token repeat limit, modify as needed
+			if tokenRepeat > 30 {
+				slog.Debug("prediction aborted, token repeat limit reached")
+				return ctx.Err()
+			}
+
+			if c.Content != "" {
+				fn(CompletionResponse{
+					Content: c.Content,
+				})
+			}
+
+			if c.Done {
+				fn(c)
+				return nil
+			}
+		}
+	}
+
+	if err := scanner.Err(); err != nil {
+		if strings.Contains(err.Error(), "unexpected EOF") || strings.Contains(err.Error(), "forcibly closed") {
+			s.Close()
+			var msg string
+			if s.status != nil && s.status.LastErrMsg != "" {
+				msg = s.status.LastErrMsg
+			} else {
+				msg = err.Error()
+			}
+			return fmt.Errorf("an error was encountered while running the model: %s", msg)
+		}
+
+		return fmt.Errorf("error reading llm response: %v", err)
+	}
+
+	return nil
+}
+
+type EmbeddingRequest struct {
+	Content string `json:"content"`
+}
+
+type EmbeddingResponse struct {
+	Embedding []float32 `json:"embedding"`
+}
+
+func (s *llmServer) Embedding(ctx context.Context, input string) ([]float32, error) {
+	slog.Log(ctx, logutil.LevelTrace, "embedding request", "input", input)
+
+	if err := s.sem.Acquire(ctx, 1); err != nil {
+		if errors.Is(err, context.Canceled) {
+			slog.Info("aborting embedding request due to client closing the connection")
+		} else {
+			slog.Error("Failed to acquire semaphore", "error", err)
+		}
+		return nil, err
+	}
+	defer s.sem.Release(1)
+
+	// Make sure the server is ready
+	status, err := s.getServerStatusRetry(ctx)
+	if err != nil {
+		return nil, err
+	} else if status != ServerStatusReady {
+		return nil, fmt.Errorf("unexpected server status: %s", status)
+	}
+
+	data, err := json.Marshal(EmbeddingRequest{Content: input})
+	if err != nil {
+		return nil, fmt.Errorf("error marshaling embed data: %w", err)
+	}
+
+	r, err := http.NewRequestWithContext(ctx, http.MethodPost, fmt.Sprintf("http://127.0.0.1:%d/embedding", s.port), bytes.NewBuffer(data))
+	if err != nil {
+		return nil, fmt.Errorf("error creating embed request: %w", err)
+	}
+	r.Header.Set("Content-Type", "application/json")
+
+	resp, err := http.DefaultClient.Do(r)
+	if err != nil {
+		return nil, fmt.Errorf("do embedding request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	body, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, fmt.Errorf("error reading embed response: %w", err)
+	}
+
+	if resp.StatusCode >= 400 {
+		log.Printf("llm embedding error: %s", body)
+		return nil, fmt.Errorf("%s", body)
+	}
+
+	var e EmbeddingResponse
+	if err := json.Unmarshal(body, &e); err != nil {
+		return nil, fmt.Errorf("unmarshal tokenize response: %w", err)
+	}
+
+	return e.Embedding, nil
+}
+
+type TokenizeRequest struct {
+	Content string `json:"content"`
+}
+
+type TokenizeResponse struct {
+	Tokens []int `json:"tokens"`
+}
+
+func (s *llmServer) Tokenize(ctx context.Context, content string) ([]int, error) {
+	s.llamaModelLock.Lock()
+	defer s.llamaModelLock.Unlock()
+
+	if s.llamaModel != nil {
+		return s.llamaModel.Tokenize(content, false, true)
+	}
+	if s.textProcessor != nil {
+		tokens, err := s.textProcessor.Encode(content, false)
+		if err != nil {
+			return nil, err
+		}
+		toks := make([]int, len(tokens))
+		for i, t := range tokens {
+			toks[i] = int(t)
+		}
+		return toks, nil
+	}
+	// not reached
+	return nil, fmt.Errorf("no tokenizer configured")
+}
+
+type DetokenizeRequest struct {
+	Tokens []int `json:"tokens"`
+}
+
+type DetokenizeResponse struct {
+	Content string `json:"content"`
+}
+
+func (s *llmServer) Detokenize(ctx context.Context, tokens []int) (string, error) {
+	s.llamaModelLock.Lock()
+	defer s.llamaModelLock.Unlock()
+
+	if s.llamaModel != nil {
+		var resp string
+		for _, token := range tokens {
+			resp += s.llamaModel.TokenToPiece(token)
+		}
+		return resp, nil
+	}
+	if s.textProcessor != nil {
+		toks := make([]int32, len(tokens))
+		for i, t := range tokens {
+			toks[i] = int32(t)
+		}
+		content, err := s.textProcessor.Decode(toks)
+		if err != nil {
+			return "", err
+		}
+		return content, nil
+	}
+	// not reached
+	return "", fmt.Errorf("no tokenizer configured")
+}
+
+func (s *llmServer) Close() error {
+	s.llamaModelLock.Lock()
+	if s.llamaModel != nil {
+		llama.FreeModel(s.llamaModel)
+		s.llamaModel = nil
+	}
+	s.llamaModelLock.Unlock()
+
+	if s.cmd != nil {
+		slog.Debug("stopping llama server", "pid", s.Pid())
+		if err := s.cmd.Process.Kill(); err != nil {
+			return err
+		}
+		// if ProcessState is already populated, Wait already completed, no need to wait again
+		if s.cmd.ProcessState == nil {
+			slog.Debug("waiting for llama server to exit", "pid", s.Pid())
+			<-s.done
+		}
+
+		slog.Debug("llama server stopped", "pid", s.Pid())
+	}
+
+	return nil
+}
+
+func (s *llmServer) EstimatedVRAM() uint64 {
+	return s.estimate.VRAMSize
+}
+
+func (s *llmServer) EstimatedTotal() uint64 {
+	return s.estimate.TotalSize
+}
+
+func (s *llmServer) EstimatedVRAMByGPU(gpuID string) uint64 {
+	for i, gpu := range s.gpus {
+		if gpu.ID == gpuID {
+			if i < len(s.estimate.GPUSizes) {
+				return s.estimate.GPUSizes[i]
+			}
+		}
+	}
+	return 0
+}
diff --git a/llm/server_test.go b/llm/server_test.go
new file mode 100644
index 0000000..b6a8705
--- /dev/null
+++ b/llm/server_test.go
@@ -0,0 +1,72 @@
+package llm
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"strings"
+	"testing"
+
+	"github.com/ollama/ollama/api"
+	"golang.org/x/sync/semaphore"
+)
+
+func TestLLMServerCompletionFormat(t *testing.T) {
+	// This test was written to fix an already deployed issue. It is a bit
+	// of a mess, and but it's good enough, until we can refactoring the
+	// Completion method to be more testable.
+
+	ctx, cancel := context.WithCancel(t.Context())
+	s := &llmServer{
+		sem: semaphore.NewWeighted(1), // required to prevent nil panic
+	}
+
+	checkInvalid := func(format string) {
+		t.Helper()
+		err := s.Completion(ctx, CompletionRequest{
+			Options: new(api.Options),
+			Format:  []byte(format),
+		}, nil)
+
+		want := fmt.Sprintf("invalid format: %q; expected \"json\" or a valid JSON Schema", format)
+		if err == nil || !strings.Contains(err.Error(), want) {
+			t.Fatalf("err = %v; want %q", err, want)
+		}
+	}
+
+	checkInvalid("X")   // invalid format
+	checkInvalid(`"X"`) // invalid JSON Schema
+
+	cancel() // prevent further processing if request makes it past the format check
+
+	checkValid := func(err error) {
+		t.Helper()
+		if !errors.Is(err, context.Canceled) {
+			t.Fatalf("Completion: err = %v; expected context.Canceled", err)
+		}
+	}
+
+	valids := []string{
+		// "missing"
+		``,
+		`""`,
+		`null`,
+
+		// JSON
+		`"json"`,
+		`{"type":"object"}`,
+	}
+	for _, valid := range valids {
+		err := s.Completion(ctx, CompletionRequest{
+			Options: new(api.Options),
+			Format:  []byte(valid),
+		}, nil)
+		checkValid(err)
+	}
+
+	err := s.Completion(ctx, CompletionRequest{
+		Options: new(api.Options),
+		Format:  nil, // missing format
+	}, nil)
+	checkValid(err)
+}
diff --git a/llm/status.go b/llm/status.go
new file mode 100644
index 0000000..80f44e6
--- /dev/null
+++ b/llm/status.go
@@ -0,0 +1,45 @@
+package llm
+
+import (
+	"bytes"
+	"os"
+)
+
+// StatusWriter is a writer that captures error messages from the llama runner process
+type StatusWriter struct {
+	LastErrMsg string
+	out        *os.File
+}
+
+func NewStatusWriter(out *os.File) *StatusWriter {
+	return &StatusWriter{
+		out: out,
+	}
+}
+
+// TODO - regex matching to detect errors like
+// libcublasLt.so.11: cannot open shared object file: No such file or directory
+
+var errorPrefixes = []string{
+	"error:",
+	"CUDA error",
+	"cudaMalloc failed",
+	"\"ERR\"",
+	"error loading model",
+	"GGML_ASSERT",
+	"Deepseek2 does not support K-shift",
+}
+
+func (w *StatusWriter) Write(b []byte) (int, error) {
+	var errMsg string
+	for _, prefix := range errorPrefixes {
+		if _, after, ok := bytes.Cut(b, []byte(prefix)); ok {
+			errMsg = prefix + string(bytes.TrimSpace(after))
+		}
+	}
+	if errMsg != "" {
+		w.LastErrMsg = errMsg
+	}
+
+	return w.out.Write(b)
+}
diff --git a/logutil/logutil.go b/logutil/logutil.go
new file mode 100644
index 0000000..406caf5
--- /dev/null
+++ b/logutil/logutil.go
@@ -0,0 +1,29 @@
+package logutil
+
+import (
+	"io"
+	"log/slog"
+	"path/filepath"
+)
+
+const LevelTrace slog.Level = -8
+
+func NewLogger(w io.Writer, level slog.Level) *slog.Logger {
+	return slog.New(slog.NewTextHandler(w, &slog.HandlerOptions{
+		Level:     level,
+		AddSource: true,
+		ReplaceAttr: func(_ []string, attr slog.Attr) slog.Attr {
+			switch attr.Key {
+			case slog.LevelKey:
+				switch attr.Value.Any().(slog.Level) {
+				case LevelTrace:
+					attr.Value = slog.StringValue("TRACE")
+				}
+			case slog.SourceKey:
+				source := attr.Value.Any().(*slog.Source)
+				source.File = filepath.Base(source.File)
+			}
+			return attr
+		},
+	}))
+}
diff --git a/macapp/.eslintrc.json b/macapp/.eslintrc.json
new file mode 100644
index 0000000..2d7aa60
--- /dev/null
+++ b/macapp/.eslintrc.json
@@ -0,0 +1,16 @@
+{
+  "env": {
+    "browser": true,
+    "es6": true,
+    "node": true
+  },
+  "extends": [
+    "eslint:recommended",
+    "plugin:@typescript-eslint/eslint-recommended",
+    "plugin:@typescript-eslint/recommended",
+    "plugin:import/recommended",
+    "plugin:import/electron",
+    "plugin:import/typescript"
+  ],
+  "parser": "@typescript-eslint/parser"
+}
diff --git a/macapp/.gitignore b/macapp/.gitignore
new file mode 100644
index 0000000..8296128
--- /dev/null
+++ b/macapp/.gitignore
@@ -0,0 +1,92 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+lerna-debug.log*
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
+
+# Runtime data
+pids
+*.pid
+*.seed
+*.pid.lock
+.DS_Store
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+lib-cov
+
+# Coverage directory used by tools like istanbul
+coverage
+*.lcov
+
+# nyc test coverage
+.nyc_output
+
+# node-waf configuration
+.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directories
+node_modules/
+jspm_packages/
+
+# TypeScript v1 declaration files
+typings/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache directory
+.npm
+
+# Optional eslint cache
+.eslintcache
+
+# Optional REPL history
+.node_repl_history
+
+# Output of 'npm pack'
+*.tgz
+
+# Yarn Integrity file
+.yarn-integrity
+
+# dotenv environment variables file
+.env
+.env.test
+
+# parcel-bundler cache (https://parceljs.org/)
+.cache
+
+# next.js build output
+.next
+
+# nuxt.js build output
+.nuxt
+
+# vuepress build output
+.vuepress/dist
+
+# Serverless directories
+.serverless/
+
+# FuseBox cache
+.fusebox/
+
+# DynamoDB Local files
+.dynamodb/
+
+# Webpack
+.webpack/
+
+# Vite
+.vite/
+
+# Electron-Forge
+out/
diff --git a/macapp/README.md b/macapp/README.md
new file mode 100644
index 0000000..bdaf05e
--- /dev/null
+++ b/macapp/README.md
@@ -0,0 +1,21 @@
+# Desktop
+
+This app builds upon Ollama to provide a desktop experience for running models.
+
+## Developing
+
+First, build the `ollama` binary:
+
+```shell
+cd ..
+go build .
+```
+
+Then run the desktop app with `npm start`:
+
+```shell
+cd macapp
+npm install
+npm start
+```
+
diff --git a/macapp/assets/icon.icns b/macapp/assets/icon.icns
new file mode 100644
index 0000000..308592a
Binary files /dev/null and b/macapp/assets/icon.icns differ
diff --git a/macapp/assets/iconDarkTemplate.png b/macapp/assets/iconDarkTemplate.png
new file mode 100644
index 0000000..853d350
Binary files /dev/null and b/macapp/assets/iconDarkTemplate.png differ
diff --git a/macapp/assets/iconDarkTemplate@2x.png b/macapp/assets/iconDarkTemplate@2x.png
new file mode 100644
index 0000000..1a94c9e
Binary files /dev/null and b/macapp/assets/iconDarkTemplate@2x.png differ
diff --git a/macapp/assets/iconDarkUpdateTemplate.png b/macapp/assets/iconDarkUpdateTemplate.png
new file mode 100644
index 0000000..9378ca7
Binary files /dev/null and b/macapp/assets/iconDarkUpdateTemplate.png differ
diff --git a/macapp/assets/iconDarkUpdateTemplate@2x.png b/macapp/assets/iconDarkUpdateTemplate@2x.png
new file mode 100644
index 0000000..93ab4e0
Binary files /dev/null and b/macapp/assets/iconDarkUpdateTemplate@2x.png differ
diff --git a/macapp/assets/iconTemplate.png b/macapp/assets/iconTemplate.png
new file mode 100644
index 0000000..7b08825
Binary files /dev/null and b/macapp/assets/iconTemplate.png differ
diff --git a/macapp/assets/iconTemplate@2x.png b/macapp/assets/iconTemplate@2x.png
new file mode 100644
index 0000000..0be1e88
Binary files /dev/null and b/macapp/assets/iconTemplate@2x.png differ
diff --git a/macapp/assets/iconUpdateTemplate.png b/macapp/assets/iconUpdateTemplate.png
new file mode 100644
index 0000000..fa9d715
Binary files /dev/null and b/macapp/assets/iconUpdateTemplate.png differ
diff --git a/macapp/assets/iconUpdateTemplate@2x.png b/macapp/assets/iconUpdateTemplate@2x.png
new file mode 100644
index 0000000..ce14192
Binary files /dev/null and b/macapp/assets/iconUpdateTemplate@2x.png differ
diff --git a/macapp/forge.config.ts b/macapp/forge.config.ts
new file mode 100644
index 0000000..540fc0a
--- /dev/null
+++ b/macapp/forge.config.ts
@@ -0,0 +1,79 @@
+import type { ForgeConfig } from '@electron-forge/shared-types'
+import { MakerSquirrel } from '@electron-forge/maker-squirrel'
+import { MakerZIP } from '@electron-forge/maker-zip'
+import { PublisherGithub } from '@electron-forge/publisher-github'
+import { AutoUnpackNativesPlugin } from '@electron-forge/plugin-auto-unpack-natives'
+import { WebpackPlugin } from '@electron-forge/plugin-webpack'
+import * as path from 'path'
+import * as fs from 'fs'
+
+import { mainConfig } from './webpack.main.config'
+import { rendererConfig } from './webpack.renderer.config'
+
+const packageJson = JSON.parse(fs.readFileSync(path.resolve(__dirname, './package.json'), 'utf8'))
+
+const config: ForgeConfig = {
+  packagerConfig: {
+    appVersion: process.env.VERSION || packageJson.version,
+    asar: true,
+    icon: './assets/icon.icns',
+    extraResource: [
+      path.join(__dirname, '../dist/darwin/ollama'),
+      ...fs.readdirSync(path.join(__dirname, '../dist/darwin-amd64/lib/ollama')).map(f => path.join(__dirname, '../dist/darwin-amd64/lib/ollama', f)),
+      path.join(__dirname, './assets/iconTemplate.png'),
+      path.join(__dirname, './assets/iconTemplate@2x.png'),
+      path.join(__dirname, './assets/iconUpdateTemplate.png'),
+      path.join(__dirname, './assets/iconUpdateTemplate@2x.png'),
+      path.join(__dirname, './assets/iconDarkTemplate.png'),
+      path.join(__dirname, './assets/iconDarkTemplate@2x.png'),
+      path.join(__dirname, './assets/iconDarkUpdateTemplate.png'),
+      path.join(__dirname, './assets/iconDarkUpdateTemplate@2x.png'),
+    ],
+    ...(process.env.SIGN
+      ? {
+          osxSign: {
+            identity: process.env.APPLE_IDENTITY,
+          },
+          osxNotarize: {
+            tool: 'notarytool',
+            appleId: process.env.APPLE_ID || '',
+            appleIdPassword: process.env.APPLE_PASSWORD || '',
+            teamId: process.env.APPLE_TEAM_ID || '',
+          },
+        }
+      : {}),
+    osxUniversal: {
+      x64ArchFiles: '*',
+    },
+  },
+  rebuildConfig: {},
+  makers: [new MakerSquirrel({}), new MakerZIP({}, ['darwin'])],
+  hooks: {
+    readPackageJson: async (_, packageJson) => {
+      return { ...packageJson, version: process.env.VERSION || packageJson.version }
+    },
+  },
+  plugins: [
+    new AutoUnpackNativesPlugin({}),
+    new WebpackPlugin({
+      mainConfig,
+      devContentSecurityPolicy: `default-src * 'unsafe-eval' 'unsafe-inline'; img-src data: 'self'`,
+      renderer: {
+        config: rendererConfig,
+        nodeIntegration: true,
+        entryPoints: [
+          {
+            html: './src/index.html',
+            js: './src/renderer.tsx',
+            name: 'main_window',
+            preload: {
+              js: './src/preload.ts',
+            },
+          },
+        ],
+      },
+    }),
+  ],
+}
+
+export default config
diff --git a/macapp/package-lock.json b/macapp/package-lock.json
new file mode 100644
index 0000000..bacc2a3
--- /dev/null
+++ b/macapp/package-lock.json
@@ -0,0 +1,16604 @@
+{
+  "name": "ollama",
+  "version": "0.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "ollama",
+      "version": "0.0.0",
+      "license": "MIT",
+      "dependencies": {
+        "@electron/remote": "^2.0.10",
+        "@heroicons/react": "^2.0.18",
+        "@segment/analytics-node": "^1.0.0",
+        "copy-to-clipboard": "^3.3.3",
+        "electron-squirrel-startup": "^1.0.0",
+        "electron-store": "^8.1.0",
+        "react": "^18.2.0",
+        "react-dom": "^18.2.0",
+        "uuid": "^9.0.0",
+        "winston": "^3.10.0",
+        "winston-daily-rotate-file": "^4.7.1"
+      },
+      "devDependencies": {
+        "@babel/core": "^7.22.5",
+        "@babel/preset-react": "^7.22.5",
+        "@electron-forge/cli": "^6.2.1",
+        "@electron-forge/maker-deb": "^6.2.1",
+        "@electron-forge/maker-rpm": "^6.2.1",
+        "@electron-forge/maker-squirrel": "^6.2.1",
+        "@electron-forge/maker-zip": "^6.2.1",
+        "@electron-forge/plugin-auto-unpack-natives": "^6.2.1",
+        "@electron-forge/plugin-webpack": "^6.2.1",
+        "@electron-forge/publisher-github": "^6.2.1",
+        "@electron/universal": "^1.4.1",
+        "@svgr/webpack": "^8.0.1",
+        "@types/chmodr": "^1.0.0",
+        "@types/node": "^20.4.0",
+        "@types/react": "^18.2.14",
+        "@types/react-dom": "^18.2.6",
+        "@types/uuid": "^9.0.2",
+        "@typescript-eslint/eslint-plugin": "^5.60.0",
+        "@typescript-eslint/parser": "^5.60.0",
+        "@vercel/webpack-asset-relocator-loader": "^1.7.3",
+        "babel-loader": "^9.1.2",
+        "chmodr": "^1.2.0",
+        "copy-webpack-plugin": "^11.0.0",
+        "css-loader": "^6.8.1",
+        "electron": "25.9.2",
+        "eslint": "^8.43.0",
+        "eslint-plugin-import": "^2.27.5",
+        "fork-ts-checker-webpack-plugin": "^7.3.0",
+        "node-loader": "^2.0.0",
+        "postcss": "^8.4.24",
+        "postcss-import": "^15.1.0",
+        "postcss-loader": "^7.3.3",
+        "postcss-preset-env": "^8.5.1",
+        "style-loader": "^3.3.3",
+        "svg-inline-loader": "^0.8.2",
+        "tailwindcss": "^3.3.2",
+        "ts-loader": "^9.4.3",
+        "ts-node": "^10.9.1",
+        "typescript": "~4.5.4",
+        "url-loader": "^4.1.1",
+        "webpack": "^5.88.0",
+        "webpack-cli": "^5.1.4",
+        "webpack-dev-server": "^4.15.1"
+      }
+    },
+    "node_modules/@alloc/quick-lru": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
+      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
+      "dev": true,
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@ampproject/remapping": {
+      "version": "2.2.1",
+      "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.2.1.tgz",
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+      "dev": true,
+      "dependencies": {
+        "@jridgewell/gen-mapping": "^0.3.0",
+        "@jridgewell/trace-mapping": "^0.3.9"
+      },
+      "engines": {
+        "node": ">=6.0.0"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.22.13",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.22.13.tgz",
+      "integrity": "sha512-XktuhWlJ5g+3TJXc5upd9Ks1HutSArik6jf2eAjYFyIOf4ej3RN+184cZbzDvbPnuTJIUhPKKJE3cIsYTiAT3w==",
+      "dev": true,
+      "dependencies": {
+        "@babel/highlight": "^7.22.13",
+        "chalk": "^2.4.2"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/ansi-styles": {
+      "version": "3.2.1",
+      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-3.2.1.tgz",
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+      "dev": true,
+      "dependencies": {
+        "color-convert": "^1.9.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/chalk": {
+      "version": "2.4.2",
+      "resolved": "https://registry.npmjs.org/chalk/-/chalk-2.4.2.tgz",
+      "integrity": "sha512-Mti+f9lpJNcwF4tWV8/OrTTtF1gZi+f8FqlyAdouralcFWFQWF2+NgCHShjkCb+IFBLq9buZwE1xckQU4peSuQ==",
+      "dev": true,
+      "dependencies": {
+        "ansi-styles": "^3.2.1",
+        "escape-string-regexp": "^1.0.5",
+        "supports-color": "^5.3.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/color-convert": {
+      "version": "1.9.3",
+      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-1.9.3.tgz",
+      "integrity": "sha512-QfAUtd+vFdAtFQcC8CCyYt1fYWxSqAiK2cSD6zDB8N3cpsEBAvRxp9zOGg6G/SHHJYAT88/az/IuDGALsNVbGg==",
+      "dev": true,
+      "dependencies": {
+        "color-name": "1.1.3"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/color-name": {
+      "version": "1.1.3",
+      "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.3.tgz",
+      "integrity": "sha512-72fSenhMw2HZMTVHeCA9KCmpEIbzWiQsjN+BHcBbS9vr1mtt+vJjPdksIBNUmKAW8TFUDPJK5SUU3QhE9NEXDw==",
+      "dev": true
+    },
+    "node_modules/@babel/code-frame/node_modules/escape-string-regexp": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/escape-string-regexp/-/escape-string-regexp-1.0.5.tgz",
+      "integrity": "sha512-vbRorB5FUQWvla16U8R/qgaFIya2qGzwDrNmCZuYKrbdSUMG6I1ZCGQRefkRVhuOkIGVne7BQ35DSfo1qvJqFg==",
+      "dev": true,
+      "engines": {
+        "node": ">=0.8.0"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/has-flag": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/has-flag/-/has-flag-3.0.0.tgz",
+      "integrity": "sha512-sKJf1+ceQBr4SMkvQnBDNDtf4TXpVhVGateu0t918bl30FnbE2m4vNLX+VWe/dpjlb+HugGYzW7uQXH98HPEYw==",
+      "dev": true,
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/supports-color": {
+      "version": "5.5.0",
+      "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-5.5.0.tgz",
+      "integrity": "sha512-QjVjwdXIt408MIiAqCX4oUKsgU2EqAGzs2Ppkm4aQYbjm+ZEWEcW4SfFNTr4uMNZma0ey4f5lgLrkB0aX0QMow==",
+      "dev": true,
+      "dependencies": {
+        "has-flag": "^3.0.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.22.9",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.22.9.tgz",
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+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.3",
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+      "dependencies": {
+        "cross-spawn": "^6.0.5",
+        "pkg-dir": "^4.2.0"
+      },
+      "bin": {
+        "yarn-or-npm": "bin/index.js",
+        "yon": "bin/index.js"
+      },
+      "engines": {
+        "node": ">=8.6.0"
+      }
+    },
+    "node_modules/yarn-or-npm/node_modules/cross-spawn": {
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+        "path-key": "^2.0.1",
+        "semver": "^5.5.0",
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+        "which": "^1.2.9"
+      },
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+      }
+    },
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+      "dev": true,
+      "bin": {
+        "semver": "bin/semver"
+      }
+    },
+    "node_modules/yarn-or-npm/node_modules/shebang-command": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-1.2.0.tgz",
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+      "dev": true,
+      "dependencies": {
+        "shebang-regex": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/yarn-or-npm/node_modules/shebang-regex": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/shebang-regex/-/shebang-regex-1.0.0.tgz",
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+      "dev": true,
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/yarn-or-npm/node_modules/which": {
+      "version": "1.3.1",
+      "resolved": "https://registry.npmjs.org/which/-/which-1.3.1.tgz",
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+      "dev": true,
+      "dependencies": {
+        "isexe": "^2.0.0"
+      },
+      "bin": {
+        "which": "bin/which"
+      }
+    },
+    "node_modules/yauzl": {
+      "version": "2.10.0",
+      "resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz",
+      "integrity": "sha512-p4a9I6X6nu6IhoGmBqAcbJy1mlC4j27vEPZX9F4L4/vZT3Lyq1VkFHw/V/PUcB9Buo+DG3iHkT0x3Qya58zc3g==",
+      "dependencies": {
+        "buffer-crc32": "~0.2.3",
+        "fd-slicer": "~1.1.0"
+      }
+    },
+    "node_modules/yn": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yn/-/yn-3.1.1.tgz",
+      "integrity": "sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==",
+      "dev": true,
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/yocto-queue": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
+      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+      "dev": true,
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    }
+  }
+}
diff --git a/macapp/package.json b/macapp/package.json
new file mode 100644
index 0000000..088ec0b
--- /dev/null
+++ b/macapp/package.json
@@ -0,0 +1,80 @@
+{
+  "name": "ollama",
+  "productName": "Ollama",
+  "version": "0.0.0",
+  "description": "ollama",
+  "main": ".webpack/main",
+  "scripts": {
+    "start": "electron-forge start",
+    "package": "electron-forge package --arch universal",
+    "package:sign": "SIGN=1 electron-forge package --arch universal",
+    "make": "electron-forge make --arch universal",
+    "make:sign": "SIGN=1 electron-forge make --arch universal",
+    "publish": "SIGN=1 electron-forge publish",
+    "lint": "eslint --ext .ts,.tsx ."
+  },
+  "keywords": [],
+  "author": {
+    "name": "Jeffrey Morgan",
+    "email": "jmorganca@gmail.com"
+  },
+  "license": "MIT",
+  "devDependencies": {
+    "@babel/core": "^7.22.5",
+    "@babel/preset-react": "^7.22.5",
+    "@electron-forge/cli": "^6.2.1",
+    "@electron-forge/maker-deb": "^6.2.1",
+    "@electron-forge/maker-rpm": "^6.2.1",
+    "@electron-forge/maker-squirrel": "^6.2.1",
+    "@electron-forge/maker-zip": "^6.2.1",
+    "@electron-forge/plugin-auto-unpack-natives": "^6.2.1",
+    "@electron-forge/plugin-webpack": "^6.2.1",
+    "@electron-forge/publisher-github": "^6.2.1",
+    "@electron/universal": "^1.4.1",
+    "@svgr/webpack": "^8.0.1",
+    "@types/chmodr": "^1.0.0",
+    "@types/node": "^20.4.0",
+    "@types/react": "^18.2.14",
+    "@types/react-dom": "^18.2.6",
+    "@types/uuid": "^9.0.2",
+    "@typescript-eslint/eslint-plugin": "^5.60.0",
+    "@typescript-eslint/parser": "^5.60.0",
+    "@vercel/webpack-asset-relocator-loader": "^1.7.3",
+    "babel-loader": "^9.1.2",
+    "chmodr": "^1.2.0",
+    "copy-webpack-plugin": "^11.0.0",
+    "css-loader": "^6.8.1",
+    "electron": "25.9.2",
+    "eslint": "^8.43.0",
+    "eslint-plugin-import": "^2.27.5",
+    "fork-ts-checker-webpack-plugin": "^7.3.0",
+    "node-loader": "^2.0.0",
+    "postcss": "^8.4.24",
+    "postcss-import": "^15.1.0",
+    "postcss-loader": "^7.3.3",
+    "postcss-preset-env": "^8.5.1",
+    "style-loader": "^3.3.3",
+    "svg-inline-loader": "^0.8.2",
+    "tailwindcss": "^3.3.2",
+    "ts-loader": "^9.4.3",
+    "ts-node": "^10.9.1",
+    "typescript": "~4.5.4",
+    "url-loader": "^4.1.1",
+    "webpack": "^5.88.0",
+    "webpack-cli": "^5.1.4",
+    "webpack-dev-server": "^4.15.1"
+  },
+  "dependencies": {
+    "@electron/remote": "^2.0.10",
+    "@heroicons/react": "^2.0.18",
+    "@segment/analytics-node": "^1.0.0",
+    "copy-to-clipboard": "^3.3.3",
+    "electron-squirrel-startup": "^1.0.0",
+    "electron-store": "^8.1.0",
+    "react": "^18.2.0",
+    "react-dom": "^18.2.0",
+    "uuid": "^9.0.0",
+    "winston": "^3.10.0",
+    "winston-daily-rotate-file": "^4.7.1"
+  }
+}
diff --git a/macapp/postcss.config.js b/macapp/postcss.config.js
new file mode 100644
index 0000000..d0ffab7
--- /dev/null
+++ b/macapp/postcss.config.js
@@ -0,0 +1,7 @@
+module.exports = {
+  plugins: {
+    'postcss-import': {},
+    tailwindcss: {},
+    autoprefixer: {},
+  },
+}
diff --git a/macapp/src/app.css b/macapp/src/app.css
new file mode 100644
index 0000000..c22da2f
--- /dev/null
+++ b/macapp/src/app.css
@@ -0,0 +1,34 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
+
+html,
+body {
+  background: transparent;
+}
+
+.drag {
+  -webkit-app-region: drag;
+}
+
+.no-drag {
+  -webkit-app-region: no-drag;
+}
+
+.blink {
+  -webkit-animation: 1s blink step-end infinite;
+  -moz-animation: 1s blink step-end infinite;
+  -ms-animation: 1s blink step-end infinite;
+  -o-animation: 1s blink step-end infinite;
+  animation: 1s blink step-end infinite;
+}
+
+@keyframes blink {
+  from,
+  to {
+    color: transparent;
+  }
+  50% {
+    color: black;
+  }
+}
diff --git a/macapp/src/app.tsx b/macapp/src/app.tsx
new file mode 100644
index 0000000..449fc85
--- /dev/null
+++ b/macapp/src/app.tsx
@@ -0,0 +1,122 @@
+import { useState } from 'react'
+import copy from 'copy-to-clipboard'
+import { CheckIcon, DocumentDuplicateIcon } from '@heroicons/react/24/outline'
+import Store from 'electron-store'
+import { getCurrentWindow, app } from '@electron/remote'
+
+import { install } from './install'
+import OllamaIcon from './ollama.svg'
+
+const store = new Store()
+
+enum Step {
+  WELCOME = 0,
+  CLI,
+  FINISH,
+}
+
+export default function () {
+  const [step, setStep] = useState<Step>(Step.WELCOME)
+  const [commandCopied, setCommandCopied] = useState<boolean>(false)
+
+  const command = 'ollama run llama3.2'
+
+  return (
+    <div className='drag'>
+      <div className='mx-auto flex min-h-screen w-full flex-col justify-between bg-white px-4 pt-16'>
+        {step === Step.WELCOME && (
+          <>
+            <div className='mx-auto text-center'>
+              <h1 className='mb-6 mt-4 text-2xl tracking-tight text-gray-900'>Welcome to Ollama</h1>
+              <p className='mx-auto w-[65%] text-sm text-gray-400'>
+                Let's get you up and running with your own large language models.
+              </p>
+              <button
+                onClick={() => setStep(Step.CLI)}
+                className='no-drag rounded-dm mx-auto my-8 w-[40%] rounded-md bg-black px-4 py-2 text-sm text-white hover:brightness-110'
+              >
+                Next
+              </button>
+            </div>
+            <div className='mx-auto'>
+              <OllamaIcon />
+            </div>
+          </>
+        )}
+        {step === Step.CLI && (
+          <>
+            <div className='mx-auto flex flex-col space-y-28 text-center'>
+              <h1 className='mt-4 text-2xl tracking-tight text-gray-900'>Install the command line</h1>
+              <pre className='mx-auto text-4xl text-gray-400'>&gt; ollama</pre>
+              <div className='mx-auto'>
+                <button
+                  onClick={async () => {
+                    try {
+                      await install()
+                      setStep(Step.FINISH)
+                    } catch (e) {
+                      console.error('could not install: ', e)
+                    } finally {
+                      getCurrentWindow().show()
+                      getCurrentWindow().focus()
+                    }
+                  }}
+                  className='no-drag rounded-dm mx-auto w-[60%] rounded-md bg-black px-4 py-2 text-sm text-white hover:brightness-110'
+                >
+                  Install
+                </button>
+                <p className='mx-auto my-4 w-[70%] text-xs text-gray-400'>
+                  You will be prompted for administrator access
+                </p>
+              </div>
+            </div>
+          </>
+        )}
+        {step === Step.FINISH && (
+          <>
+            <div className='mx-auto flex flex-col space-y-20 text-center'>
+              <h1 className='mt-4 text-2xl tracking-tight text-gray-900'>Run your first model</h1>
+              <div className='flex flex-col'>
+                <div className='group relative flex items-center'>
+                  <pre className='language-none text-2xs w-full rounded-md bg-gray-100 px-4 py-3 text-start leading-normal'>
+                    {command}
+                  </pre>
+                  <button
+                    className={`no-drag absolute right-[5px] px-2 py-2 ${
+                      commandCopied
+                        ? 'text-gray-900 opacity-100 hover:cursor-auto'
+                        : 'text-gray-200 opacity-50 hover:cursor-pointer'
+                    } hover:font-bold hover:text-gray-900 group-hover:opacity-100`}
+                    onClick={() => {
+                      copy(command)
+                      setCommandCopied(true)
+                      setTimeout(() => setCommandCopied(false), 3000)
+                    }}
+                  >
+                    {commandCopied ? (
+                      <CheckIcon className='h-4 w-4 font-bold text-gray-500' />
+                    ) : (
+                      <DocumentDuplicateIcon className='h-4 w-4 text-gray-500' />
+                    )}
+                  </button>
+                </div>
+                <p className='mx-auto my-4 w-[70%] text-xs text-gray-400'>
+                  Run this command in your favorite terminal.
+                </p>
+              </div>
+              <button
+                onClick={() => {
+                  store.set('first-time-run', true)
+                  window.close()
+                }}
+                className='no-drag rounded-dm mx-auto w-[60%] rounded-md bg-black px-4 py-2 text-sm text-white hover:brightness-110'
+              >
+                Finish
+              </button>
+            </div>
+          </>
+        )}
+      </div>
+    </div>
+  )
+}
diff --git a/macapp/src/declarations.d.ts b/macapp/src/declarations.d.ts
new file mode 100644
index 0000000..a97fbda
--- /dev/null
+++ b/macapp/src/declarations.d.ts
@@ -0,0 +1,4 @@
+declare module '*.svg' {
+  const content: string
+  export default content
+}
diff --git a/macapp/src/index.html b/macapp/src/index.html
new file mode 100644
index 0000000..9a636cb
--- /dev/null
+++ b/macapp/src/index.html
@@ -0,0 +1,9 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="UTF-8" />
+  </head>
+  <body>
+    <div id="app"></div>
+  </body>
+</html>
diff --git a/macapp/src/index.ts b/macapp/src/index.ts
new file mode 100644
index 0000000..a5d04d5
--- /dev/null
+++ b/macapp/src/index.ts
@@ -0,0 +1,302 @@
+import { spawn, ChildProcess } from 'child_process'
+import { app, autoUpdater, dialog, Tray, Menu, BrowserWindow, MenuItemConstructorOptions, nativeTheme } from 'electron'
+import Store from 'electron-store'
+import winston from 'winston'
+import 'winston-daily-rotate-file'
+import * as path from 'path'
+
+import { v4 as uuidv4 } from 'uuid'
+import { installed } from './install'
+
+require('@electron/remote/main').initialize()
+
+if (require('electron-squirrel-startup')) {
+  app.quit()
+}
+
+const store = new Store()
+
+let welcomeWindow: BrowserWindow | null = null
+
+declare const MAIN_WINDOW_WEBPACK_ENTRY: string
+
+const logger = winston.createLogger({
+  transports: [
+    new winston.transports.Console(),
+    new winston.transports.File({
+      filename: path.join(app.getPath('home'), '.ollama', 'logs', 'server.log'),
+      maxsize: 1024 * 1024 * 20,
+      maxFiles: 5,
+    }),
+  ],
+  format: winston.format.printf(info => info.message),
+})
+
+app.on('ready', () => {
+  const gotTheLock = app.requestSingleInstanceLock()
+  if (!gotTheLock) {
+    app.exit(0)
+    return
+  }
+
+  app.on('second-instance', () => {
+    if (app.hasSingleInstanceLock()) {
+      app.releaseSingleInstanceLock()
+    }
+
+    if (proc) {
+      proc.off('exit', restart)
+      proc.kill()
+    }
+
+    app.exit(0)
+  })
+
+  app.focus({ steal: true })
+
+  init()
+})
+
+function firstRunWindow() {
+  // Create the browser window.
+  welcomeWindow = new BrowserWindow({
+    width: 400,
+    height: 500,
+    frame: false,
+    fullscreenable: false,
+    resizable: false,
+    movable: true,
+    show: false,
+    webPreferences: {
+      nodeIntegration: true,
+      contextIsolation: false,
+    },
+  })
+
+  require('@electron/remote/main').enable(welcomeWindow.webContents)
+
+  welcomeWindow.loadURL(MAIN_WINDOW_WEBPACK_ENTRY)
+  welcomeWindow.on('ready-to-show', () => welcomeWindow.show())
+  welcomeWindow.on('closed', () => {
+    if (process.platform === 'darwin') {
+      app.dock.hide()
+    }
+  })
+}
+
+let tray: Tray | null = null
+let updateAvailable = false
+const assetPath = app.isPackaged ? process.resourcesPath : path.join(__dirname, '..', '..', 'assets')
+
+function trayIconPath() {
+  return nativeTheme.shouldUseDarkColors
+    ? updateAvailable
+      ? path.join(assetPath, 'iconDarkUpdateTemplate.png')
+      : path.join(assetPath, 'iconDarkTemplate.png')
+    : updateAvailable
+    ? path.join(assetPath, 'iconUpdateTemplate.png')
+    : path.join(assetPath, 'iconTemplate.png')
+}
+
+function updateTrayIcon() {
+  if (tray) {
+    tray.setImage(trayIconPath())
+  }
+}
+
+function updateTray() {
+  const updateItems: MenuItemConstructorOptions[] = [
+    { label: 'An update is available', enabled: false },
+    {
+      label: 'Restart to update',
+      click: () => autoUpdater.quitAndInstall(),
+    },
+    { type: 'separator' },
+  ]
+
+  const menu = Menu.buildFromTemplate([
+    ...(updateAvailable ? updateItems : []),
+    { role: 'quit', label: 'Quit Ollama', accelerator: 'Command+Q' },
+  ])
+
+  if (!tray) {
+    tray = new Tray(trayIconPath())
+  }
+
+  tray.setToolTip(updateAvailable ? 'An update is available' : 'Ollama')
+  tray.setContextMenu(menu)
+  tray.setImage(trayIconPath())
+
+  nativeTheme.off('updated', updateTrayIcon)
+  nativeTheme.on('updated', updateTrayIcon)
+}
+
+let proc: ChildProcess = null
+
+function server() {
+  const binary = app.isPackaged
+    ? path.join(process.resourcesPath, 'ollama')
+    : path.resolve(process.cwd(), '..', 'ollama')
+
+  proc = spawn(binary, ['serve'])
+
+  proc.stdout.on('data', data => {
+    logger.info(data.toString().trim())
+  })
+
+  proc.stderr.on('data', data => {
+    logger.error(data.toString().trim())
+  })
+
+  proc.on('exit', restart)
+}
+
+function restart() {
+  setTimeout(server, 1000)
+}
+
+app.on('before-quit', () => {
+  if (proc) {
+    proc.off('exit', restart)
+    proc.kill('SIGINT') // send SIGINT signal to the server, which also stops any loaded llms
+  }
+})
+
+const updateURL = `https://ollama.com/api/update?os=${process.platform}&arch=${
+  process.arch
+}&version=${app.getVersion()}&id=${id()}`
+
+let latest = ''
+async function isNewReleaseAvailable() {
+  try {
+    const response = await fetch(updateURL)
+
+    if (!response.ok) {
+      return false
+    }
+
+    if (response.status === 204) {
+      return false
+    }
+
+    const data = await response.json()
+
+    const url = data?.url
+    if (!url) {
+      return false
+    }
+
+    if (latest === url) {
+      return false
+    }
+
+    latest = url
+
+    return true
+  } catch (error) {
+    logger.error(`update check failed - ${error}`)
+    return false
+  }
+}
+
+async function checkUpdate() {
+  const available = await isNewReleaseAvailable()
+  if (available) {
+    logger.info('checking for update')
+    autoUpdater.checkForUpdates()
+  }
+}
+
+function init() {
+  if (app.isPackaged) {
+    checkUpdate()
+    setInterval(() => {
+      checkUpdate()
+    }, 60 * 60 * 1000)
+  }
+
+  updateTray()
+
+  if (process.platform === 'darwin') {
+    if (app.isPackaged) {
+      if (!app.isInApplicationsFolder()) {
+        const chosen = dialog.showMessageBoxSync({
+          type: 'question',
+          buttons: ['Move to Applications', 'Do Not Move'],
+          message: 'Ollama works best when run from the Applications directory.',
+          defaultId: 0,
+          cancelId: 1,
+        })
+
+        if (chosen === 0) {
+          try {
+            app.moveToApplicationsFolder({
+              conflictHandler: conflictType => {
+                if (conflictType === 'existsAndRunning') {
+                  dialog.showMessageBoxSync({
+                    type: 'info',
+                    message: 'Cannot move to Applications directory',
+                    detail:
+                      'Another version of Ollama is currently running from your Applications directory. Close it first and try again.',
+                  })
+                }
+                return true
+              },
+            })
+            return
+          } catch (e) {
+            logger.error(`[Move to Applications] Failed to move to applications folder - ${e.message}}`)
+          }
+        }
+      }
+    }
+  }
+
+  server()
+
+  if (store.get('first-time-run') && installed()) {
+    if (process.platform === 'darwin') {
+      app.dock.hide()
+    }
+
+    app.setLoginItemSettings({ openAtLogin: app.getLoginItemSettings().openAtLogin })
+    return
+  }
+
+  // This is the first run or the CLI is no longer installed
+  app.setLoginItemSettings({ openAtLogin: true })
+  firstRunWindow()
+}
+
+// Quit when all windows are closed, except on macOS. There, it's common
+// for applications and their menu bar to stay active until the user quits
+// explicitly with Cmd + Q.
+app.on('window-all-closed', () => {
+  if (process.platform !== 'darwin') {
+    app.quit()
+  }
+})
+
+function id(): string {
+  const id = store.get('id') as string
+
+  if (id) {
+    return id
+  }
+
+  const uuid = uuidv4()
+  store.set('id', uuid)
+  return uuid
+}
+
+autoUpdater.setFeedURL({ url: updateURL })
+
+autoUpdater.on('error', e => {
+  logger.error(`update check failed - ${e.message}`)
+  console.error(`update check failed - ${e.message}`)
+})
+
+autoUpdater.on('update-downloaded', () => {
+  updateAvailable = true
+  updateTray()
+})
diff --git a/macapp/src/install.ts b/macapp/src/install.ts
new file mode 100644
index 0000000..d803654
--- /dev/null
+++ b/macapp/src/install.ts
@@ -0,0 +1,21 @@
+import * as fs from 'fs'
+import { exec as cbExec } from 'child_process'
+import * as path from 'path'
+import { promisify } from 'util'
+
+const app = process && process.type === 'renderer' ? require('@electron/remote').app : require('electron').app
+const ollama = app.isPackaged ? path.join(process.resourcesPath, 'ollama') : path.resolve(process.cwd(), '..', 'ollama')
+const exec = promisify(cbExec)
+const symlinkPath = '/usr/local/bin/ollama'
+
+export function installed() {
+  return fs.existsSync(symlinkPath) && fs.readlinkSync(symlinkPath) === ollama
+}
+
+export async function install() {
+  const command = `do shell script "mkdir -p ${path.dirname(
+    symlinkPath
+  )} && ln -F -s \\"${ollama}\\" \\"${symlinkPath}\\"" with administrator privileges`
+
+  await exec(`osascript -e '${command}'`)
+}
diff --git a/macapp/src/ollama.svg b/macapp/src/ollama.svg
new file mode 100644
index 0000000..6e9fb28
--- /dev/null
+++ b/macapp/src/ollama.svg
@@ -0,0 +1,9 @@
+<svg width="133" height="185" viewBox="0 0 133 185" fill="none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<rect width="133" height="185" fill="url(#pattern0)"/>
+<defs>
+<pattern id="pattern0" patternContentUnits="objectBoundingBox" width="1" height="1">
+<use xlink:href="#image0_406_1657" transform="matrix(0.00552486 0 0 0.00397193 0 -0.00840675)"/>
+</pattern>
+<image id="image0_406_1657" width="181" height="256" 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"/>
+</defs>
+</svg>
diff --git a/macapp/src/preload.ts b/macapp/src/preload.ts
new file mode 100644
index 0000000..e69de29
diff --git a/macapp/src/renderer.tsx b/macapp/src/renderer.tsx
new file mode 100644
index 0000000..d4712dd
--- /dev/null
+++ b/macapp/src/renderer.tsx
@@ -0,0 +1,7 @@
+import App from './app'
+import './app.css'
+import { createRoot } from 'react-dom/client'
+
+const container = document.getElementById('app')
+const root = createRoot(container)
+root.render(<App />)
diff --git a/macapp/tailwind.config.js b/macapp/tailwind.config.js
new file mode 100644
index 0000000..12e08fc
--- /dev/null
+++ b/macapp/tailwind.config.js
@@ -0,0 +1,6 @@
+/** @type {import('tailwindcss').Config} */
+module.exports = {
+  content: ['./src/**/*.{js,ts,jsx,tsx,mdx}'],
+  theme: {},
+  plugins: [],
+}
diff --git a/macapp/tsconfig.json b/macapp/tsconfig.json
new file mode 100644
index 0000000..407b5ea
--- /dev/null
+++ b/macapp/tsconfig.json
@@ -0,0 +1,20 @@
+{
+  "compilerOptions": {
+    "target": "ES6",
+    "allowJs": true,
+    "module": "commonjs",
+    "skipLibCheck": true,
+    "esModuleInterop": true,
+    "noImplicitAny": true,
+    "sourceMap": true,
+    "baseUrl": ".",
+    "outDir": "dist",
+    "moduleResolution": "node",
+    "resolveJsonModule": true,
+    "paths": {
+      "*": ["node_modules/*"]
+    },
+    "jsx": "react-jsx"
+  },
+  "include": ["src/**/*"]
+}
diff --git a/macapp/webpack.main.config.ts b/macapp/webpack.main.config.ts
new file mode 100644
index 0000000..5116086
--- /dev/null
+++ b/macapp/webpack.main.config.ts
@@ -0,0 +1,20 @@
+import type { Configuration } from 'webpack'
+
+import { rules } from './webpack.rules'
+import { plugins } from './webpack.plugins'
+
+export const mainConfig: Configuration = {
+  /**
+   * This is the main entry point for your application, it's the first file
+   * that runs in the main process.
+   */
+  entry: './src/index.ts',
+  // Put your normal webpack config below here
+  module: {
+    rules,
+  },
+  plugins,
+  resolve: {
+    extensions: ['.js', '.ts', '.jsx', '.tsx', '.css', '.json'],
+  },
+}
diff --git a/macapp/webpack.plugins.ts b/macapp/webpack.plugins.ts
new file mode 100644
index 0000000..3f9ce14
--- /dev/null
+++ b/macapp/webpack.plugins.ts
@@ -0,0 +1,14 @@
+import type IForkTsCheckerWebpackPlugin from 'fork-ts-checker-webpack-plugin'
+import { DefinePlugin } from 'webpack'
+
+// eslint-disable-next-line @typescript-eslint/no-var-requires
+const ForkTsCheckerWebpackPlugin: typeof IForkTsCheckerWebpackPlugin = require('fork-ts-checker-webpack-plugin')
+
+export const plugins = [
+  new ForkTsCheckerWebpackPlugin({
+    logger: 'webpack-infrastructure',
+  }),
+  new DefinePlugin({
+    'process.env.TELEMETRY_WRITE_KEY': JSON.stringify(process.env.TELEMETRY_WRITE_KEY),
+  }),
+]
diff --git a/macapp/webpack.renderer.config.ts b/macapp/webpack.renderer.config.ts
new file mode 100644
index 0000000..2ef22b2
--- /dev/null
+++ b/macapp/webpack.renderer.config.ts
@@ -0,0 +1,19 @@
+import type { Configuration } from 'webpack'
+
+import { rules } from './webpack.rules'
+import { plugins } from './webpack.plugins'
+
+rules.push({
+  test: /\.css$/,
+  use: [{ loader: 'style-loader' }, { loader: 'css-loader' }, { loader: 'postcss-loader' }],
+})
+
+export const rendererConfig: Configuration = {
+  module: {
+    rules,
+  },
+  plugins,
+  resolve: {
+    extensions: ['.js', '.ts', '.jsx', '.tsx', '.css'],
+  },
+}
diff --git a/macapp/webpack.rules.ts b/macapp/webpack.rules.ts
new file mode 100644
index 0000000..a4b109b
--- /dev/null
+++ b/macapp/webpack.rules.ts
@@ -0,0 +1,35 @@
+import type { ModuleOptions } from 'webpack'
+
+export const rules: Required<ModuleOptions>['rules'] = [
+  // Add support for native node modules
+  {
+    // We're specifying native_modules in the test because the asset relocator loader generates a
+    // "fake" .node file which is really a cjs file.
+    test: /native_modules[/\\].+\.node$/,
+    use: 'node-loader',
+  },
+  {
+    test: /[/\\]node_modules[/\\].+\.(m?js|node)$/,
+    parser: { amd: false },
+    use: {
+      loader: '@vercel/webpack-asset-relocator-loader',
+      options: {
+        outputAssetBase: 'native_modules',
+      },
+    },
+  },
+  {
+    test: /\.tsx?$/,
+    exclude: /(node_modules|\.webpack)/,
+    use: {
+      loader: 'ts-loader',
+      options: {
+        transpileOnly: true,
+      },
+    },
+  },
+  {
+    test: /\.svg$/,
+    use: ['@svgr/webpack'],
+  },
+]
diff --git a/main.go b/main.go
new file mode 100644
index 0000000..650e03a
--- /dev/null
+++ b/main.go
@@ -0,0 +1,13 @@
+package main
+
+import (
+	"context"
+
+	"github.com/spf13/cobra"
+
+	"github.com/ollama/ollama/cmd"
+)
+
+func main() {
+	cobra.CheckErr(cmd.NewCLI().ExecuteContext(context.Background()))
+}
diff --git a/ml/backend.go b/ml/backend.go
new file mode 100644
index 0000000..2599d77
--- /dev/null
+++ b/ml/backend.go
@@ -0,0 +1,350 @@
+package ml
+
+import (
+	"bytes"
+	"context"
+	"encoding/binary"
+	"fmt"
+	"math"
+	"slices"
+	"strconv"
+	"strings"
+
+	"github.com/ollama/ollama/fs"
+)
+
+type Backend interface {
+	Load(ctx context.Context, progress func(float32)) error
+	Config() fs.Config
+	Get(name string) Tensor
+	NewContext() Context
+	NewContextSize(size int) Context
+}
+
+// BackendCacheConfig should be implemented by backends that need special output
+// from the cache to meet specific requirements. It is frequently implemented in
+// conjunction with ScaledDotProductAttention.
+type BackendCacheConfig interface {
+	CacheConfig() CacheConfig
+}
+
+// CacheConfig controls optimizations (mostly backend-specific) that may transform
+// the output the cache to work better with specific kernels.
+type CacheConfig struct {
+	// CachePadding specifies the multiple for the number of tokens of cache history
+	// that will be returned from cache Get for k, v and mask. The capacity of the
+	// cache itself will also be increased to a multiple of this size if needed.
+	CachePadding int
+
+	// PermutedV performs Permute(ctx, 1, 2, 0, 3) on v tensors stored via Put
+	// and return the permuted version via Get. This uses the cache copy operation
+	// to avoid a Contiguous call on the permuted tensor.
+	PermutedV bool
+
+	// MaskDType specifies the data type for generating the mask. If unset it will
+	// default to DTypeF32.
+	MaskDType DType
+
+	// MaskBatchPadding specifies the multiple for the batch size dimension in the mask.
+	// Any position that does not correspond to an actual token will be filled with -Inf.
+	MaskBatchPadding int
+}
+
+// BackendParams controls how the backend loads and executes models
+type BackendParams struct {
+	// NumThreads sets the number of threads to use if running on the CPU
+	NumThreads int
+
+	// MainGPU is the index of the primary GPU to use
+	MainGPU int
+
+	// NumGPULayers is the number of layers to offload to GPUs
+	NumGPULayers int
+
+	// TensorSplit is the fraction of the model to offload to each GPU
+	TensorSplit []float32
+
+	// FlashAttention indicates that we should use a fused flash attention kernel
+	FlashAttention bool
+}
+
+var backends = make(map[string]func(string, BackendParams) (Backend, error))
+
+func RegisterBackend(name string, f func(string, BackendParams) (Backend, error)) {
+	if _, ok := backends[name]; ok {
+		panic("backend: backend already registered")
+	}
+
+	backends[name] = f
+}
+
+func NewBackend(modelPath string, params BackendParams) (Backend, error) {
+	if backend, ok := backends["ggml"]; ok {
+		return backend(modelPath, params)
+	}
+
+	return nil, fmt.Errorf("unsupported backend")
+}
+
+type Context interface {
+	Empty(dtype DType, shape ...int) Tensor
+	Zeros(dtype DType, shape ...int) Tensor
+	FromFloatSlice(s []float32, shape ...int) (Tensor, error)
+	FromIntSlice(s []int32, shape ...int) (Tensor, error)
+
+	// Arange creates a 1D tensor with values within an interval (start, stop] increased by step.
+	Arange(start, stop, step float32, dtype DType) Tensor
+
+	Forward(...Tensor) Context
+	Compute(...Tensor)
+
+	// Reserve is analogous to Compute but rather than executing a
+	// graph, simply preallocates memory. Typically called with a
+	// worst case graph to ensure all resources are available for
+	// for future inference.
+	Reserve() error
+
+	MaxGraphNodes() int
+	Close()
+
+	// Input returns a context appropriate for creating tensors that are
+	// inputs to the model (which includes things like output locations)
+	Input() Context
+
+	// Layer returns a context appropriate for creating intermediate tensors
+	Layer(int) Context
+}
+
+// RopeOptions contains optional parameters for RoPE function
+type RopeOptions struct {
+	OriginalContextLen uint32
+}
+
+// RopeOption defines a function that modifies RopeOpts
+type RopeOption func(*RopeOptions)
+
+// WithContextLen sets a custom context length
+func WithContextLen(len uint32) RopeOption {
+	return func(opts *RopeOptions) {
+		opts.OriginalContextLen = len
+	}
+}
+
+type Tensor interface {
+	Dim(n int) int
+	Stride(n int) int
+
+	Shape() []int
+	DType() DType
+
+	Bytes() []byte
+	Floats() []float32
+
+	Neg(ctx Context) Tensor
+	Add(ctx Context, t2 Tensor) Tensor
+	Mul(ctx Context, t2 Tensor) Tensor
+	Mulmat(ctx Context, t2 Tensor) Tensor
+	MulmatFullPrec(ctx Context, t2 Tensor) Tensor
+	MulmatID(ctx Context, t2, ids Tensor) Tensor
+
+	Softmax(ctx Context) Tensor
+	LayerNorm(ctx Context, weight, bias Tensor, eps float32) Tensor
+	RMSNorm(ctx Context, weight Tensor, eps float32) Tensor
+	Scale(ctx Context, s float64) Tensor
+
+	AvgPool2D(ctx Context, k, s int, p float32) Tensor
+	Conv2D(ctx Context, weight Tensor, s0, s1, p0, p1, d0, d1 int) Tensor
+
+	RoPE(ctx Context, positionIDs, ropeFactors Tensor, dim, ropeType uint32, base, scale float32, options ...RopeOption) Tensor
+	IM2Col(ctx Context, weight Tensor, s0, s1, p0, p1, d0, d1 int) Tensor
+
+	Sin(ctx Context) Tensor
+	Cos(ctx Context) Tensor
+	Tanh(ctx Context) Tensor
+	GELU(ctx Context) Tensor
+	SILU(ctx Context) Tensor
+	Sigmoid(ctx Context) Tensor
+
+	Reshape(ctx Context, shape ...int) Tensor
+	View(ctx Context, offset int, shape ...int) Tensor
+	Permute(ctx Context, shape ...int) Tensor
+	Contiguous(ctx Context) Tensor
+	Set(ctx Context, t2 Tensor, offset int, strides ...int) Tensor
+
+	Pad(ctx Context, shape ...int) Tensor
+
+	Stack(ctx Context, dim int, s ...Tensor) Tensor
+
+	// Repeat repeats the tensor n times along dimension dim
+	Repeat(ctx Context, dim, n int) Tensor
+	Concat(ctx Context, t2 Tensor, dim int) Tensor
+	Rows(ctx Context, t2 Tensor) Tensor
+	Copy(ctx Context, t2 Tensor) Tensor
+	Duplicate(ctx Context) Tensor
+
+	TopK(ctx Context, k int) Tensor
+	Argsort(ctx Context) Tensor
+}
+
+// ScaledDotProductAttention implements a fused attention
+// operation equivalent to following code on a tensor named
+// query:
+//
+// query = query.Permute(ctx, 0, 2, 1, 3)
+// key = key.Permute(ctx, 0, 2, 1, 3)
+// value = value.Permute(ctx, 1, 2, 0, 3).Contiguous(ctx)
+//
+// kq := key.MulmatFullPrec(ctx, query)
+//
+// kq = kq.Scale(ctx, scale)
+//
+//	if mask != nil {
+//		kq = kq.Add(ctx, mask)
+//	}
+//
+// kq = kq.Softmax(ctx)
+//
+// kqv := value.Mulmat(ctx, kq)
+// return kqv.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+type ScaledDotProductAttention interface {
+	ScaledDotProductAttention(ctx Context, key, value, mask Tensor, scale float64) Tensor
+}
+
+type number interface {
+	~int | ~int8 | ~int16 | ~int32 | ~int64 |
+		~uint | ~uint8 | ~uint16 | ~uint32 | ~uint64 |
+		~float32 | ~float64 |
+		~complex64 | ~complex128
+}
+
+func mul[T number](s ...T) T {
+	p := T(1)
+	for _, v := range s {
+		p *= v
+	}
+
+	return p
+}
+
+type DumpOptions func(*dumpOptions)
+
+// DumpWithPrecision sets the number of decimal places to print. Applies to float32 and float64.
+func DumpWithPrecision(n int) DumpOptions {
+	return func(opts *dumpOptions) {
+		opts.Precision = n
+	}
+}
+
+// DumpWithThreshold sets the threshold for printing the entire tensor. If the number of elements
+// is less than or equal to this value, the entire tensor will be printed. Otherwise, only the
+// beginning and end of each dimension will be printed.
+func DumpWithThreshold(n int) DumpOptions {
+	return func(opts *dumpOptions) {
+		opts.Threshold = n
+	}
+}
+
+// DumpWithEdgeItems sets the number of elements to print at the beginning and end of each dimension.
+func DumpWithEdgeItems(n int) DumpOptions {
+	return func(opts *dumpOptions) {
+		opts.EdgeItems = n
+	}
+}
+
+type dumpOptions struct {
+	Precision, Threshold, EdgeItems int
+}
+
+func Dump(ctx Context, t Tensor, optsFuncs ...DumpOptions) string {
+	opts := dumpOptions{Precision: 4, Threshold: 1000, EdgeItems: 3}
+	for _, optsFunc := range optsFuncs {
+		optsFunc(&opts)
+	}
+
+	if mul(t.Shape()...) <= opts.Threshold {
+		opts.EdgeItems = math.MaxInt
+	}
+
+	switch t.DType() {
+	case DTypeF32:
+		return dump[[]float32](ctx, t, opts.EdgeItems, func(f float32) string {
+			return strconv.FormatFloat(float64(f), 'f', opts.Precision, 32)
+		})
+	case DTypeF16, DTypeQ80, DTypeQ40:
+		f32 := ctx.Input().Empty(DTypeF32, t.Shape()...)
+		f32 = t.Copy(ctx, f32)
+		return dump[[]float32](ctx, f32, opts.EdgeItems, func(f float32) string {
+			return strconv.FormatFloat(float64(f), 'f', opts.Precision, 32)
+		})
+	case DTypeI32:
+		return dump[[]int32](ctx, t, opts.EdgeItems, func(i int32) string {
+			return strconv.FormatInt(int64(i), 10)
+		})
+	default:
+		return "<unsupported>"
+	}
+}
+
+func dump[S ~[]E, E number](ctx Context, t Tensor, items int, fn func(E) string) string {
+	if t.Bytes() == nil {
+		ctx.Forward(t).Compute(t)
+	}
+
+	s := make(S, mul(t.Shape()...))
+	if err := binary.Read(bytes.NewBuffer(t.Bytes()), binary.LittleEndian, &s); err != nil {
+		panic(err)
+	}
+
+	shape := t.Shape()
+	slices.Reverse(shape)
+
+	var sb strings.Builder
+	var f func([]int, int)
+	f = func(dims []int, stride int) {
+		prefix := strings.Repeat(" ", len(shape)-len(dims)+1)
+		sb.WriteString("[")
+		defer func() { sb.WriteString("]") }()
+		for i := 0; i < dims[0]; i++ {
+			if i >= items && i < dims[0]-items {
+				sb.WriteString("..., ")
+				// skip to next printable element
+				skip := dims[0] - 2*items
+				if len(dims) > 1 {
+					stride += mul(append(dims[1:], skip)...)
+					fmt.Fprint(&sb, strings.Repeat("\n", len(dims)-1), prefix)
+				}
+				i += skip - 1
+			} else if len(dims) > 1 {
+				f(dims[1:], stride)
+				stride += mul(dims[1:]...)
+				if i < dims[0]-1 {
+					fmt.Fprint(&sb, ",", strings.Repeat("\n", len(dims)-1), prefix)
+				}
+			} else {
+				text := fn(s[stride+i])
+				if len(text) > 0 && text[0] != '-' {
+					sb.WriteString(" ")
+				}
+
+				sb.WriteString(text)
+				if i < dims[0]-1 {
+					sb.WriteString(", ")
+				}
+			}
+		}
+	}
+	f(shape, 0)
+
+	return sb.String()
+}
+
+type DType int
+
+const (
+	DTypeOther DType = iota
+	DTypeF32
+	DTypeF16
+	DTypeQ80
+	DTypeQ40
+	DTypeI32
+)
diff --git a/ml/backend/backend.go b/ml/backend/backend.go
new file mode 100644
index 0000000..55063fb
--- /dev/null
+++ b/ml/backend/backend.go
@@ -0,0 +1,5 @@
+package backend
+
+import (
+	_ "github.com/ollama/ollama/ml/backend/ggml"
+)
diff --git a/ml/backend/ggml/ggml.go b/ml/backend/ggml/ggml.go
new file mode 100644
index 0000000..f0b26b2
--- /dev/null
+++ b/ml/backend/ggml/ggml.go
@@ -0,0 +1,1219 @@
+package ggml
+
+// #cgo CPPFLAGS: -I${SRCDIR}/ggml/include
+// #include <stdlib.h>
+// #include <stdint.h>
+// #include "ggml.h"
+// #include "ggml-cpu.h"
+// #include "ggml-backend.h"
+import "C"
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"maps"
+	"os"
+	"runtime"
+	"slices"
+	"strconv"
+	"strings"
+	"sync/atomic"
+	"unicode"
+	"unsafe"
+
+	"github.com/ollama/ollama/format"
+	"github.com/ollama/ollama/fs"
+	fsggml "github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/logutil"
+	"github.com/ollama/ollama/ml"
+	ggml "github.com/ollama/ollama/ml/backend/ggml/ggml/src"
+	"golang.org/x/sync/errgroup"
+)
+
+func devices() []*C.struct_ggml_backend_device {
+	ggml.OnceLoad()
+	ds := make([]*C.struct_ggml_backend_device, C.ggml_backend_dev_count())
+	for i := range ds {
+		ds[i] = C.ggml_backend_dev_get(C.size_t(i))
+	}
+
+	return ds
+}
+
+type Backend struct {
+	// modelPath is the location of the model data
+	modelPath string
+
+	meta *fsggml.GGML
+
+	// tensorLoadTargets maps from the name of the tensor in the file
+	// to the name that is used by the model definition
+	tensorLoadTargets map[string][]string
+
+	sched         *C.struct_ggml_backend_sched
+	schedBackends []*C.struct_ggml_backend
+	schedBufts    []*C.struct_ggml_backend_buffer_type
+
+	tensors map[string]*C.struct_ggml_tensor
+
+	// input is the backend used for inputs
+	input *C.struct_ggml_backend_buffer_type
+
+	// layers is the backend used for repeating layers
+	layers map[int]*C.struct_ggml_backend_buffer_type
+
+	flashAttention bool
+
+	// maxGraphNodes is the maximum allowed number of graph nodes in this scheduler
+	maxGraphNodes int
+}
+
+func New(modelPath string, params ml.BackendParams) (ml.Backend, error) {
+	r, err := os.Open(modelPath)
+	if err != nil {
+		return nil, err
+	}
+	defer r.Close()
+
+	meta, err := fsggml.Decode(r, -1)
+	if err != nil {
+		return nil, err
+	}
+
+	slog.Info(
+		"",
+		"architecture", meta.KV().Architecture(),
+		"file_type", meta.KV().FileType(),
+		"name", meta.KV().String("general.name"),
+		"description", meta.KV().String("general.description"),
+		"num_tensors", len(meta.Tensors().Items()),
+		"num_key_values", len(meta.KV()),
+	)
+
+	type deviceBufferType struct {
+		d   *C.struct_ggml_backend_device
+		bts []*C.struct_ggml_backend_buffer_type
+	}
+
+	var cpus, accels, gpus []*C.struct_ggml_backend_device
+	for _, d := range devices() {
+		switch C.ggml_backend_dev_type(d) {
+		case C.GGML_BACKEND_DEVICE_TYPE_CPU:
+			if len(cpus) == 0 {
+				// only the first cpu device should be used
+				cpus = append(cpus, d)
+			}
+		case C.GGML_BACKEND_DEVICE_TYPE_ACCEL:
+			accels = append(accels, d)
+		case C.GGML_BACKEND_DEVICE_TYPE_GPU:
+			gpus = append(gpus, d)
+		}
+	}
+
+	// create list of buffer types for the cpu
+	cpuDeviceBufferType := deviceBufferType{d: C.ggml_backend_dev_by_type(C.GGML_BACKEND_DEVICE_TYPE_CPU)}
+	for _, d := range append(accels, append(gpus, cpus...)...) {
+		switch C.ggml_backend_dev_type(d) {
+		case C.GGML_BACKEND_DEVICE_TYPE_CPU,
+			C.GGML_BACKEND_DEVICE_TYPE_ACCEL:
+			cpuDeviceBufferType.bts = append(cpuDeviceBufferType.bts, C.ggml_backend_dev_buffer_type(d))
+		}
+	}
+
+	// create list of buffer types for each gpu
+	var gpuDeviceBufferTypes []deviceBufferType
+	for _, d := range gpus {
+		bt := C.ggml_backend_dev_buffer_type(d)
+		gpuDeviceBufferTypes = append(gpuDeviceBufferTypes, deviceBufferType{
+			d:   d,
+			bts: append([]*C.struct_ggml_backend_buffer_type{bt}, cpuDeviceBufferType.bts...),
+		})
+	}
+
+	useDefaultSplit := true
+	for _, s := range params.TensorSplit {
+		if s != 0 {
+			useDefaultSplit = false
+			break
+		}
+	}
+
+	// calculate splits
+	splits := make([]float32, len(gpus))
+	if useDefaultSplit {
+		// default: split on free memory
+		for i := range splits {
+			var free, total C.size_t
+			C.ggml_backend_dev_memory(gpus[i], &free, &total)
+			splits[i] = float32(free)
+		}
+	} else {
+		splits = params.TensorSplit
+	}
+
+	var sum float32
+	// cumulative sum of all splits
+	for i := range splits {
+		sum += splits[i]
+		splits[i] = sum
+	}
+
+	// normalize splits
+	for i := range splits {
+		splits[i] /= sum
+	}
+
+	// inputs always use cpu
+	input := cpuDeviceBufferType
+
+	blocks := int(meta.KV().BlockCount())
+
+	// define a range of gpu layers. anything outside of this range is assigned to the cpu
+	gpuRangeStart := max(0, blocks-params.NumGPULayers)
+	gpuRangeStop := min(gpuRangeStart+params.NumGPULayers, blocks+1)
+	assignLayer := func(i int) deviceBufferType {
+		if i < gpuRangeStart || i >= gpuRangeStop {
+			return cpuDeviceBufferType
+		}
+
+		index := slices.IndexFunc(splits, func(f float32) bool { return float32(i-gpuRangeStart)/float32(gpuRangeStop-gpuRangeStart) < f })
+		if index < 0 || index >= len(gpuDeviceBufferTypes) {
+			return cpuDeviceBufferType
+		}
+
+		return gpuDeviceBufferTypes[index]
+	}
+
+	// repeating layers are assigned based on their index in reverse order, e.g. i / (block_count + 1)
+	layers := make([]deviceBufferType, blocks)
+	for i := range layers {
+		layers[i] = assignLayer(i)
+	}
+
+	// outputs are assigned iff allowed by splits and configured number of gpu layers
+	output := assignLayer(blocks)
+
+	maxTensors := len(meta.Tensors().Items())
+	maxTensors += 1
+	// each layer has at most 2 extra tensors for rope operations
+	maxTensors += blocks * 2
+
+	type tensor struct {
+		source *fsggml.Tensor
+		target string
+	}
+
+	// some tensors are mapped to different names so keep a list
+	targets := make(map[string][]string)
+
+	// contexts are shared by tensors of the same buffer type
+	ctxs := make(map[*C.struct_ggml_backend_buffer_type]*C.struct_ggml_context)
+	createTensor := func(t tensor, bts []*C.struct_ggml_backend_buffer_type) *C.struct_ggml_tensor {
+		for _, bt := range bts {
+			if _, ok := ctxs[bt]; !ok {
+				ctxs[bt] = C.ggml_init(C.struct_ggml_init_params{
+					mem_size: C.ggml_tensor_overhead() * C.size_t(maxTensors),
+					no_alloc: true,
+				})
+			}
+
+			targets[t.source.Name] = append(targets[t.source.Name], t.target)
+
+			name := t.source.Name
+			if t.target != "" {
+				name = t.target
+			}
+
+			cname := C.CString(name)
+			defer C.free(unsafe.Pointer(cname))
+			if tt := C.ggml_get_tensor(ctxs[bt], cname); tt != nil {
+				return tt
+			}
+
+			tt := C.ggml_new_tensor(ctxs[bt], t.source.Kind, C.int(len(t.source.Shape)), (*C.int64_t)(unsafe.Pointer(&t.source.Shape[0])))
+			C.ggml_set_name(tt, cname)
+
+			slog.Log(context.TODO(), logutil.LevelTrace, "created tensor", "name", name, "shape", t.source.Shape, "dtype", t.source.Kind, "buffer_type", C.GoString(C.ggml_backend_buft_name(bt)))
+			//nolint:staticcheck // TODO: check if buffer type supports this tensor
+			return tt
+		}
+
+		return nil
+	}
+
+	contains := func(s string, parts ...string) bool {
+		split := strings.Split(s, ".")
+		for _, part := range parts {
+			if slices.Contains(split, part) {
+				return true
+			}
+		}
+
+		return false
+	}
+
+	for _, t := range meta.Tensors().Items() {
+		switch {
+		case contains(t.Name, "position_embd", "token_embd", "token_norm_embd", "token_types"):
+			createTensor(tensor{source: t}, input.bts)
+			if _, ok := meta.Tensors().GroupLayers()["output"]; !ok && t.Name == "token_embd.weight" {
+				createTensor(tensor{source: t, target: "output.weight"}, output.bts)
+			}
+		case contains(t.Name, "cls", "output", "output_norm"):
+			createTensor(tensor{source: t}, output.bts)
+		case strings.HasPrefix(t.Name, "v.") || strings.HasPrefix(t.Name, "mm."):
+			// TODO: assign vision tensors to the gpu if possible
+			createTensor(tensor{source: t}, output.bts)
+		case contains(t.Name, "rope_freqs", "rope_factors_long", "rope_factors_short"):
+			// these tensors should be repeated per layer
+			for i, layer := range layers {
+				createTensor(tensor{
+					source: t,
+					target: "blk." + strconv.Itoa(i) + "." + t.Name,
+				}, layer.bts)
+			}
+		default:
+			layerIndex := -1
+			if fields := strings.FieldsFunc(t.Name, func(r rune) bool { return !unicode.IsNumber(r) }); len(fields) > 0 {
+				if i, err := strconv.Atoi(fields[0]); err == nil {
+					layerIndex = i
+				}
+			}
+
+			if layerIndex >= 0 {
+				createTensor(tensor{source: t}, layers[layerIndex].bts)
+			} else {
+				// load all other tensors on the cpu
+				createTensor(tensor{source: t}, input.bts)
+			}
+		}
+	}
+
+	// allocate buffers for each context
+	bbs := make(map[*C.struct_ggml_context]*C.struct_ggml_backend_buffer, len(ctxs))
+	for bt, c := range ctxs {
+		if C.ggml_get_first_tensor(c) == nil {
+			continue
+		}
+
+		b := C.ggml_backend_alloc_ctx_tensors_from_buft(c, bt)
+		if b == nil {
+			return nil, fmt.Errorf("unable to allocate memory from device %v for model weights", C.GoString(C.ggml_backend_buft_name(bt)))
+		}
+
+		C.ggml_backend_buffer_set_usage(b, C.GGML_BACKEND_BUFFER_USAGE_WEIGHTS)
+		bbs[c] = b
+	}
+
+	for bs := range maps.Values(bbs) {
+		slog.Info("model weights", "buffer", C.GoString(C.ggml_backend_buffer_name(bs)), "size", format.HumanBytes2(uint64(C.ggml_backend_buffer_get_size(bs))))
+	}
+
+	// map tensor names to tensors for easy lookup later
+	tensors := make(map[string]*C.struct_ggml_tensor)
+	for _, c := range ctxs {
+		for t := C.ggml_get_first_tensor(c); t != nil; t = C.ggml_get_next_tensor(c, t) {
+			tensors[C.GoString(C.ggml_get_name(t))] = t
+		}
+	}
+
+	// map devices to backend buffer types so new tensors can be assigned to the correct device
+	deviceBufferTypes := make(map[*C.struct_ggml_backend_device]*C.struct_ggml_backend_buffer_type)
+
+	// create backends and buffer types used for the compute graph scheduler
+	var schedBackends []*C.struct_ggml_backend
+	var schedBufts []*C.struct_ggml_backend_buffer_type
+	for _, d := range append(gpus, append(accels, cpus...)...) {
+		b := C.ggml_backend_dev_init(d, nil)
+		bt := C.ggml_backend_get_default_buffer_type(b)
+
+		deviceBufferTypes[d] = bt
+
+		schedBackends = append(schedBackends, b)
+		schedBufts = append(schedBufts, bt)
+
+		if C.ggml_backend_is_cpu(b) {
+			// set number of threads for cpu backend
+			C.ggml_backend_cpu_set_n_threads(b, C.int(Threads(params.NumThreads)))
+		}
+	}
+
+	maxGraphNodes := max(8192, len(meta.Tensors().Items())*5)
+	return &Backend{
+		modelPath:         modelPath,
+		flashAttention:    params.FlashAttention,
+		meta:              meta,
+		tensorLoadTargets: targets,
+		tensors:           tensors,
+		sched: C.ggml_backend_sched_new(
+			(*C.ggml_backend_t)(unsafe.Pointer(&schedBackends[0])),
+			(*C.ggml_backend_buffer_type_t)(unsafe.Pointer(&schedBufts[0])),
+			C.int(len(schedBackends)),
+			C.size_t(maxGraphNodes),
+			C._Bool(len(gpus) > 1 && slices.Contains(gpus, output.d)),
+			C._Bool(false),
+		),
+		schedBackends: schedBackends,
+		schedBufts:    schedBufts,
+		input:         deviceBufferTypes[input.d],
+		layers: func() map[int]*C.struct_ggml_backend_buffer_type {
+			m := make(map[int]*C.struct_ggml_backend_buffer_type)
+			for i, layer := range layers {
+				m[i] = deviceBufferTypes[layer.d]
+			}
+			return m
+		}(),
+		maxGraphNodes: maxGraphNodes,
+	}, nil
+}
+
+func init() {
+	ml.RegisterBackend("ggml", New)
+}
+
+func (b *Backend) Load(ctx context.Context, progress func(float32)) error {
+	var doneBytes atomic.Uint64
+	totalBytes := uint64(b.meta.Length) - b.meta.Tensors().Offset
+
+	g, ctx := errgroup.WithContext(ctx)
+	g.SetLimit(runtime.GOMAXPROCS(0))
+	for _, t := range b.meta.Tensors().Items() {
+		t := t
+		g.Go(func() error {
+			tts := make([]*C.struct_ggml_tensor, max(1, len(b.tensorLoadTargets[t.Name])))
+			for i := range tts {
+				target := b.tensorLoadTargets[t.Name][i]
+				if target == "" {
+					target = t.Name
+				}
+
+				tt, ok := b.tensors[target]
+				if !ok {
+					return fmt.Errorf("unassigned tensor: %s", t.Name)
+				}
+
+				tts[i] = tt
+			}
+
+			// Create a new FD for each goroutine so that each FD is read sequentially, rather than
+			// seeking around within an FD shared between all goroutines.
+			file, err := os.Open(b.modelPath)
+			if err != nil {
+				slog.Warn("file open error", "file", b.modelPath, "error", err)
+				return err
+			}
+			defer file.Close()
+			sr := io.NewSectionReader(file, int64(b.meta.Tensors().Offset+t.Offset), int64(t.Size()))
+			bts := make([]byte, 128*format.KibiByte)
+
+			var s uint64
+			for s < t.Size() {
+				// Stop if either the parent context has been canceled or if any of the other tensors returned an error
+				if err := ctx.Err(); err != nil {
+					return err
+				}
+
+				n, err := io.ReadFull(sr, bts[:min(len(bts), int(t.Size()-s))])
+				if err != nil {
+					slog.Warn("file read error", "file", b.modelPath, "error", err)
+					return err
+				}
+
+				for _, tt := range tts {
+					C.ggml_backend_tensor_set(tt, unsafe.Pointer(&bts[0]), C.size_t(s), C.size_t(n))
+				}
+
+				s += uint64(n)
+
+				if progress != nil {
+					done := doneBytes.Add(uint64(n))
+					progress(float32(done) / float32(totalBytes))
+				}
+			}
+
+			return nil
+		})
+	}
+
+	if err := g.Wait(); err != nil {
+		return err
+	}
+
+	return nil
+}
+
+func (b *Backend) Config() fs.Config {
+	return b.meta.KV()
+}
+
+func (b *Backend) Get(name string) ml.Tensor {
+	if t, ok := b.tensors[name]; ok {
+		return &Tensor{b: b, t: t}
+	}
+
+	return nil
+}
+
+func (b *Backend) NewContext() ml.Context {
+	return b.NewContextSize(b.maxGraphNodes)
+}
+
+func (b *Backend) NewContextSize(n int) ml.Context {
+	if n > b.maxGraphNodes {
+		panic(fmt.Errorf("requested number of graph nodes (%v) for new context exceeds maximum (%v)", n, b.maxGraphNodes))
+	}
+
+	var allocatedBuffers []*C.struct_ggml_backend_buffer
+
+	return &Context{
+		b:             b,
+		maxGraphNodes: n,
+		ctx: C.ggml_init(C.struct_ggml_init_params{
+			mem_size: C.size_t(n)*C.ggml_tensor_overhead() + C.ggml_graph_overhead_custom(C.size_t(n), false),
+			no_alloc: true,
+		}),
+		allocatedBuffers: &allocatedBuffers,
+	}
+}
+
+func (b *Backend) CacheConfig() ml.CacheConfig {
+	if b.flashAttention {
+		return ml.CacheConfig{CachePadding: 256, MaskDType: ml.DTypeF16, MaskBatchPadding: C.GGML_KQ_MASK_PAD}
+	} else {
+		return ml.CacheConfig{CachePadding: 32, PermutedV: true}
+	}
+}
+
+type Context struct {
+	b *Backend
+
+	ctx   *C.struct_ggml_context
+	graph *C.struct_ggml_cgraph
+
+	// buft is the buffer type used for new tensors
+	buft *C.struct_ggml_backend_buffer_type
+
+	// allocatedBuffers are buffers for tensors that we have allocated in this context
+	// so that we can free them when we close the context
+	allocatedBuffers *[]*C.struct_ggml_backend_buffer
+
+	// maxGraphNodes is the maximum allowed number of graph nodes in this context
+	maxGraphNodes int
+}
+
+func (c *Context) Input() ml.Context {
+	if c.b.input != nil {
+		return &Context{
+			b:                c.b,
+			ctx:              c.ctx,
+			buft:             c.b.input,
+			allocatedBuffers: c.allocatedBuffers,
+			maxGraphNodes:    c.maxGraphNodes,
+		}
+	}
+
+	return c
+}
+
+func (c *Context) Layer(i int) ml.Context {
+	if buft, ok := c.b.layers[i]; ok {
+		return &Context{
+			b:                c.b,
+			ctx:              c.ctx,
+			buft:             buft,
+			allocatedBuffers: c.allocatedBuffers,
+			maxGraphNodes:    c.maxGraphNodes,
+		}
+	}
+
+	return c
+}
+
+func (c *Context) Forward(tensors ...ml.Tensor) ml.Context {
+	if c.graph == nil {
+		c.graph = C.ggml_new_graph_custom(c.ctx, C.size_t(c.maxGraphNodes), false)
+	}
+
+	for _, tensor := range tensors {
+		C.ggml_build_forward_expand(c.graph, tensor.(*Tensor).t)
+	}
+
+	return c
+}
+
+func (c *Context) Compute(tensors ...ml.Tensor) {
+	C.ggml_backend_sched_graph_compute_async(c.b.sched, c.graph)
+	C.ggml_backend_sched_reset(c.b.sched)
+
+	needSync := true
+	sync := func() {
+		if needSync {
+			C.ggml_backend_sched_synchronize(c.b.sched)
+			needSync = false
+		}
+	}
+
+	for _, t := range tensors {
+		if C.ggml_nbytes(t.(*Tensor).t) > 0 {
+			t.(*Tensor).sync = sync
+		}
+	}
+}
+
+func (c *Context) Reserve() error {
+	if !C.ggml_backend_sched_reserve(c.b.sched, c.graph) {
+		C.ggml_backend_sched_reset(c.b.sched)
+		return errors.New("failed to reserve graph")
+	}
+
+	slog.Debug("compute graph", "nodes", C.ggml_graph_n_nodes(c.graph), "splits", C.ggml_backend_sched_get_n_splits(c.b.sched))
+	for i := range c.b.schedBackends {
+		size := C.ggml_backend_sched_get_buffer_size(c.b.sched, c.b.schedBackends[i])
+		slog.Info("compute graph", "backend", C.GoString(C.ggml_backend_name(c.b.schedBackends[i])), "buffer_type", C.GoString(C.ggml_backend_buft_name(c.b.schedBufts[i])),
+			"size", format.HumanBytes2(uint64(size)))
+	}
+
+	C.ggml_backend_sched_reset(c.b.sched)
+
+	return nil
+}
+
+func (c *Context) MaxGraphNodes() int {
+	return c.maxGraphNodes
+}
+
+func shapeToGGML(shape []int) *C.int64_t {
+	sh := make([]C.int64_t, len(shape))
+	for i, s := range shape {
+		sh[i] = C.int64_t(s)
+	}
+
+	return &sh[0]
+}
+
+func pad(length, pad C.size_t) C.size_t {
+	return ((length + pad - 1) / pad) * pad
+}
+
+func (c *Context) newTensor(dtype ml.DType, shape []int) (ml.Tensor, error) {
+	if c.buft == nil {
+		panic("set Input or Layer before creating tensors")
+	}
+
+	var cdtype uint32
+	switch dtype {
+	case ml.DTypeF32:
+		cdtype = C.GGML_TYPE_F32
+	case ml.DTypeF16:
+		cdtype = C.GGML_TYPE_F16
+	case ml.DTypeQ80:
+		cdtype = C.GGML_TYPE_Q8_0
+	case ml.DTypeQ40:
+		cdtype = C.GGML_TYPE_Q4_0
+	case ml.DTypeI32:
+		cdtype = C.GGML_TYPE_I32
+	default:
+		panic("unsupported dtype")
+	}
+
+	if len(shape) < 1 || shape[0] == 0 {
+		var shape C.int64_t = 0
+		return &Tensor{b: c.b, t: C.ggml_new_tensor(c.ctx, cdtype, 1, &shape)}, nil
+	} else if len(shape) > 4 {
+		panic("unsupported number of dimensions")
+	}
+
+	for _, dim := range shape {
+		if dim < 1 {
+			panic("invalid shape")
+		}
+	}
+
+	t := C.ggml_new_tensor(c.ctx, cdtype, C.int(len(shape)), shapeToGGML(shape))
+	size := pad(C.ggml_backend_buft_get_alloc_size(c.buft, t), C.ggml_backend_buft_get_alignment(c.buft))
+	b := C.ggml_backend_buft_alloc_buffer(c.buft, size)
+	if b == nil {
+		return nil, fmt.Errorf("unable to allocate %v from device %v for new tensor", format.HumanBytes2(uint64(size)), C.GoString(C.ggml_backend_buft_name(c.buft)))
+	}
+	*c.allocatedBuffers = append(*c.allocatedBuffers, b)
+
+	C.ggml_backend_tensor_alloc(b, t, C.ggml_backend_buffer_get_base(b))
+	return &Tensor{b: c.b, t: t}, nil
+}
+
+func (c *Context) Empty(dtype ml.DType, shape ...int) ml.Tensor {
+	t, err := c.newTensor(dtype, shape)
+	if err != nil {
+		panic(err)
+	}
+
+	return t
+}
+
+func (c *Context) Zeros(dtype ml.DType, shape ...int) ml.Tensor {
+	t, err := c.newTensor(dtype, shape)
+	if err != nil {
+		panic(err)
+	}
+
+	C.ggml_set_zero(t.(*Tensor).t)
+	return t
+}
+
+func checkShape[S ~[]E, E any](s S, shape ...int) error {
+	n := len(s)
+
+	if n == 0 {
+		return nil
+	}
+
+	for _, v := range shape {
+		n /= v
+	}
+
+	if n != 1 {
+		return fmt.Errorf("invalid shape: %v", shape)
+	}
+
+	return nil
+}
+
+func (c *Context) FromFloatSlice(s []float32, shape ...int) (ml.Tensor, error) {
+	if err := checkShape(s, shape...); err != nil {
+		return nil, err
+	}
+
+	t, err := c.newTensor(ml.DTypeF32, shape)
+	if err != nil {
+		return nil, err
+	}
+
+	if len(s) > 0 {
+		C.ggml_backend_tensor_set(t.(*Tensor).t, unsafe.Pointer(&s[0]), 0, C.ggml_nbytes(t.(*Tensor).t))
+	}
+
+	return t, nil
+}
+
+func (c *Context) FromIntSlice(s []int32, shape ...int) (ml.Tensor, error) {
+	if err := checkShape(s, shape...); err != nil {
+		return nil, err
+	}
+
+	t, err := c.newTensor(ml.DTypeI32, shape)
+	if err != nil {
+		return nil, err
+	}
+
+	if len(s) > 0 {
+		C.ggml_backend_tensor_set(t.(*Tensor).t, unsafe.Pointer(&s[0]), 0, C.ggml_nbytes(t.(*Tensor).t))
+	}
+
+	return t, nil
+}
+
+func (c Context) Arange(start, stop, step float32, dtype ml.DType) ml.Tensor {
+	switch dtype {
+	case ml.DTypeF32:
+		// ggml_arange creates a float32 tensor
+		return &Tensor{
+			b: c.b,
+			t: C.ggml_arange(c.ctx, C.float(start), C.float(stop), C.float(step)),
+		}
+	case ml.DTypeI32:
+		// ggml_cast does not support float32 to int32 conversion
+		arange := make([]int32, 0, int((stop-start)/step))
+		for i := start; i < stop; i += step {
+			arange = append(arange, int32(i))
+		}
+
+		t, err := c.Input().FromIntSlice(arange, len(arange))
+		if err != nil {
+			panic(err)
+		}
+
+		return t
+	default:
+		panic("unsupported dtype for arange")
+	}
+}
+
+func (c *Context) Close() {
+	if c != nil {
+		for _, b := range *c.allocatedBuffers {
+			C.ggml_backend_buffer_free(b)
+		}
+		*c.allocatedBuffers = nil
+
+		C.ggml_free(c.ctx)
+	}
+}
+
+type Tensor struct {
+	b    *Backend
+	t    *C.struct_ggml_tensor
+	sync func()
+}
+
+func (t *Tensor) LogValue() slog.Value {
+	return slog.GroupValue(
+		slog.String("name", C.GoString(C.ggml_get_name(t.t))),
+		slog.String("type", C.GoString(C.ggml_type_name(t.t._type))),
+		slog.Any("shape", t.Shape()),
+	)
+}
+
+func (t *Tensor) Dim(n int) int {
+	return int(t.t.ne[n])
+}
+
+func (t *Tensor) Stride(n int) int {
+	return int(t.t.nb[n])
+}
+
+func (t *Tensor) Shape() []int {
+	shape := make([]int, C.ggml_n_dims(t.t))
+	for i := range shape {
+		shape[i] = t.Dim(i)
+	}
+
+	return shape
+}
+
+func (t *Tensor) Bytes() (data []byte) {
+	if t.sync != nil {
+		data = make([]byte, C.ggml_nbytes(t.t))
+
+		t.sync()
+		C.ggml_backend_tensor_get(t.t, unsafe.Pointer(&data[0]), 0, C.ggml_nbytes(t.t))
+	}
+
+	return
+}
+
+func (t *Tensor) Floats() (data []float32) {
+	if t.sync != nil {
+		data = make([]float32, C.ggml_nelements(t.t))
+
+		t.sync()
+		C.ggml_backend_tensor_get(t.t, unsafe.Pointer(&data[0]), 0, C.ggml_nbytes(t.t))
+	}
+
+	return
+}
+
+func (t *Tensor) DType() ml.DType {
+	switch t.t._type {
+	case C.GGML_TYPE_F32:
+		return ml.DTypeF32
+	case C.GGML_TYPE_F16:
+		return ml.DTypeF16
+	case C.GGML_TYPE_Q8_0:
+		return ml.DTypeQ80
+	case C.GGML_TYPE_Q4_0:
+		return ml.DTypeQ40
+	case C.GGML_TYPE_I32:
+		return ml.DTypeI32
+	default:
+		return ml.DTypeOther
+	}
+}
+
+func (t *Tensor) Neg(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_neg(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) Add(ctx ml.Context, t2 ml.Tensor) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_add(ctx.(*Context).ctx, t.t, t2.(*Tensor).t),
+	}
+}
+
+func (t *Tensor) Repeat(ctx ml.Context, dim, n int) ml.Tensor {
+	if dim < 0 || dim >= C.GGML_MAX_DIMS {
+		panic("invalid dimension")
+	}
+
+	shape := make([]C.int64_t, C.GGML_MAX_DIMS)
+	for i := range C.GGML_MAX_DIMS {
+		if i == dim {
+			shape[i] = C.int64_t(t.Dim(i) * n)
+		} else {
+			shape[i] = C.int64_t(t.Dim(i))
+		}
+	}
+
+	tmpl := C.ggml_new_tensor(ctx.(*Context).ctx, t.t._type, C.int(len(shape)), unsafe.SliceData(shape))
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_repeat(ctx.(*Context).ctx, t.t, tmpl),
+	}
+}
+
+func (t *Tensor) Stack(ctx ml.Context, dim int, s ...ml.Tensor) ml.Tensor {
+	if len(s) > 0 {
+		return t.Concat(ctx, s[0].Stack(ctx, dim, s[1:]...), dim)
+	}
+
+	return t
+}
+
+func (t *Tensor) Concat(ctx ml.Context, t2 ml.Tensor, dim int) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_concat(ctx.(*Context).ctx, t.t, t2.(*Tensor).t, C.int(dim)),
+	}
+}
+
+func (t *Tensor) Contiguous(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_cont(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) Mul(ctx ml.Context, t2 ml.Tensor) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_mul(ctx.(*Context).ctx, t.t, t2.(*Tensor).t),
+	}
+}
+
+func (t *Tensor) Mulmat(ctx ml.Context, t2 ml.Tensor) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_mul_mat(ctx.(*Context).ctx, t.t, t2.(*Tensor).t),
+	}
+}
+
+func (t *Tensor) MulmatFullPrec(ctx ml.Context, t2 ml.Tensor) ml.Tensor {
+	mul := C.ggml_mul_mat(ctx.(*Context).ctx, t.t, t2.(*Tensor).t)
+	C.ggml_mul_mat_set_prec(mul, C.GGML_PREC_F32)
+
+	return &Tensor{
+		b: t.b,
+		t: mul,
+	}
+}
+
+func (t *Tensor) MulmatID(ctx ml.Context, t2, ids ml.Tensor) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_mul_mat_id(ctx.(*Context).ctx, t.t, t2.(*Tensor).t, ids.(*Tensor).t),
+	}
+}
+
+func (t *Tensor) LayerNorm(ctx ml.Context, w, b ml.Tensor, eps float32) ml.Tensor {
+	tt := C.ggml_norm(ctx.(*Context).ctx, t.t, C.float(eps))
+	if w != nil {
+		tt = C.ggml_mul(ctx.(*Context).ctx, tt, w.(*Tensor).t)
+		if b != nil {
+			tt = C.ggml_add(ctx.(*Context).ctx, tt, b.(*Tensor).t)
+		}
+	}
+
+	return &Tensor{b: t.b, t: tt}
+}
+
+func (t *Tensor) RMSNorm(ctx ml.Context, w ml.Tensor, eps float32) ml.Tensor {
+	tt := C.ggml_rms_norm(ctx.(*Context).ctx, t.t, C.float(eps))
+	if w != nil {
+		tt = C.ggml_mul(ctx.(*Context).ctx, tt, w.(*Tensor).t)
+	}
+
+	return &Tensor{b: t.b, t: tt}
+}
+
+func (t *Tensor) Pad(ctx ml.Context, shape ...int) ml.Tensor {
+	if len(shape) != 4 {
+		panic("expected 4 dimensions")
+	} else if shape[3] != 0 {
+		panic("cuda does not support 4d tensors")
+	}
+
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_pad(ctx.(*Context).ctx, t.t, C.int(shape[0]), C.int(shape[1]), C.int(shape[2]), C.int(shape[3])),
+	}
+}
+
+func (t *Tensor) Permute(ctx ml.Context, shape ...int) ml.Tensor {
+	if len(shape) != 4 {
+		panic("expected 4 dimensions")
+	}
+
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_permute(ctx.(*Context).ctx, t.t, C.int(shape[0]), C.int(shape[1]), C.int(shape[2]), C.int(shape[3])),
+	}
+}
+
+func (t *Tensor) Rows(ctx ml.Context, t2 ml.Tensor) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_get_rows(ctx.(*Context).ctx, t.t, t2.(*Tensor).t),
+	}
+}
+
+func (t *Tensor) Copy(ctx ml.Context, t2 ml.Tensor) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_cpy(ctx.(*Context).ctx, t.t, t2.(*Tensor).t),
+	}
+}
+
+func (t *Tensor) Reshape(ctx ml.Context, shape ...int) ml.Tensor {
+	switch len(shape) {
+	case 1:
+		return &Tensor{
+			b: t.b,
+			t: C.ggml_reshape_1d(ctx.(*Context).ctx, t.t, C.int64_t(shape[0])),
+		}
+	case 2:
+		return &Tensor{
+			b: t.b,
+			t: C.ggml_reshape_2d(ctx.(*Context).ctx, t.t, C.int64_t(shape[0]), C.int64_t(shape[1])),
+		}
+	case 3:
+		return &Tensor{
+			b: t.b,
+			t: C.ggml_reshape_3d(ctx.(*Context).ctx, t.t, C.int64_t(shape[0]), C.int64_t(shape[1]), C.int64_t(shape[2])),
+		}
+	case 4:
+		return &Tensor{
+			b: t.b,
+			t: C.ggml_reshape_4d(ctx.(*Context).ctx, t.t, C.int64_t(shape[0]), C.int64_t(shape[1]), C.int64_t(shape[2]), C.int64_t(shape[3])),
+		}
+	default:
+		panic("unsupported number of dimensions")
+	}
+}
+
+func (t *Tensor) Scale(ctx ml.Context, s float64) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_scale(ctx.(*Context).ctx, t.t, (C.float)(s)),
+	}
+}
+
+func (t *Tensor) Softmax(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_soft_max(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) Sin(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_sin(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) Cos(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_cos(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) Tanh(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_tanh_inplace(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) Sigmoid(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_sigmoid_inplace(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) View(ctx ml.Context, offset int, shape ...int) ml.Tensor {
+	switch len(shape) {
+	case 1:
+		return &Tensor{
+			b: t.b,
+			t: C.ggml_view_1d(ctx.(*Context).ctx, t.t, C.int64_t(shape[0]), C.size_t(offset)),
+		}
+	case 3:
+		return &Tensor{
+			b: t.b,
+			t: C.ggml_view_2d(ctx.(*Context).ctx, t.t,
+				C.int64_t(shape[0]), C.int64_t(shape[2]),
+				C.size_t(shape[1]),
+				C.size_t(offset)),
+		}
+	case 5:
+		return &Tensor{
+			b: t.b,
+			t: C.ggml_view_3d(ctx.(*Context).ctx, t.t,
+				C.int64_t(shape[0]), C.int64_t(shape[2]), C.int64_t(shape[4]),
+				C.size_t(shape[1]), C.size_t(shape[3]),
+				C.size_t(offset)),
+		}
+	case 7:
+		return &Tensor{
+			b: t.b,
+			t: C.ggml_view_4d(ctx.(*Context).ctx, t.t,
+				C.int64_t(shape[0]), C.int64_t(shape[2]), C.int64_t(shape[4]), C.int64_t(shape[6]),
+				C.size_t(shape[1]), C.size_t(shape[3]), C.size_t(shape[5]),
+				C.size_t(offset)),
+		}
+	default:
+		panic("unsupported number of dimensions")
+	}
+}
+
+const (
+	ropeTypeNorm   C.int = 0
+	ropeTypeNeox   C.int = 2
+	ropeTypeMrope  C.int = 8
+	ropeTypeVision C.int = 24
+)
+
+func (t *Tensor) RoPE(ctx ml.Context, positionIDs, ropeFactors ml.Tensor, ropeDim, ropeType uint32, ropeBase, ropeScale float32, options ...ml.RopeOption) ml.Tensor {
+	// Default options
+	opts := &ml.RopeOptions{
+		OriginalContextLen: 131072,
+	}
+
+	// Apply any provided options
+	for _, option := range options {
+		option(opts)
+	}
+
+	if ropeFactors == nil {
+		ropeFactors = &Tensor{b: t.b}
+	}
+
+	dequant := t.t
+	if C.ggml_is_quantized(t.t._type) {
+		dequant = C.ggml_cast(ctx.(*Context).ctx, t.t, C.GGML_TYPE_F32)
+	}
+
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_rope_ext(
+			ctx.(*Context).ctx,
+			dequant,
+			positionIDs.(*Tensor).t,
+			ropeFactors.(*Tensor).t,
+			C.int(ropeDim),
+			C.int(ropeType),
+			C.int(opts.OriginalContextLen),
+			C.float(ropeBase),
+			C.float(ropeScale),
+			C.float(0.0),
+			C.float(1.0),
+			C.float(32.0),
+			C.float(1.0),
+		),
+	}
+}
+
+func (t *Tensor) IM2Col(ctx ml.Context, t2 ml.Tensor, s0, s1, p0, p1, d0, d1 int) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_im2col(ctx.(*Context).ctx, t.t, t2.(*Tensor).t, C.int(s0), C.int(s1), C.int(p0), C.int(p1), C.int(d0), C.int(d1), true, C.GGML_TYPE_F32),
+	}
+}
+
+func (t *Tensor) GELU(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_gelu_inplace(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) SILU(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_silu_inplace(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) Conv2D(ctx ml.Context, t2 ml.Tensor, s0, s1, p0, p1, d0, d1 int) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_conv_2d(ctx.(*Context).ctx, t.t, t2.(*Tensor).t, C.int(s0), C.int(s1), C.int(p0), C.int(p1), C.int(d0), C.int(d1)),
+	}
+}
+
+func (t *Tensor) AvgPool2D(ctx ml.Context, k, s int, p float32) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_pool_2d(ctx.(*Context).ctx, t.t, C.GGML_OP_POOL_AVG, C.int(k), C.int(k), C.int(s), C.int(s), C.float(p), C.float(p)),
+	}
+}
+
+func (t *Tensor) Set(ctx ml.Context, t2 ml.Tensor, offset int, strides ...int) ml.Tensor {
+	var tt *C.struct_ggml_tensor
+	switch len(strides) {
+	case 0:
+		tt = C.ggml_set_1d(ctx.(*Context).ctx, t.t, t2.(*Tensor).t, C.size_t(offset))
+	case 1:
+		tt = C.ggml_set_2d(ctx.(*Context).ctx, t.t, t2.(*Tensor).t, C.size_t(offset), C.size_t(strides[0]))
+	default:
+		panic("unsupported number of dimensions")
+	}
+
+	return &Tensor{b: t.b, t: tt}
+}
+
+func (t *Tensor) ScaledDotProductAttention(ctx ml.Context, key, value, mask ml.Tensor, scale float64) ml.Tensor {
+	var kqMask *C.struct_ggml_tensor
+	if mask != nil {
+		kqMask = mask.(*Tensor).t
+	}
+
+	query := t.Permute(ctx, 0, 2, 1, 3)
+	key = key.Permute(ctx, 0, 2, 1, 3)
+
+	if t.b.flashAttention {
+		value = value.Permute(ctx, 0, 2, 1, 3)
+
+		kqv := C.ggml_flash_attn_ext(ctx.(*Context).ctx, query.(*Tensor).t, key.(*Tensor).t, value.(*Tensor).t, kqMask, C.float(scale), 0, 0)
+		C.ggml_flash_attn_ext_set_prec(kqv, C.GGML_PREC_F32)
+		return &Tensor{b: t.b, t: kqv}
+	} else {
+		kq := key.MulmatFullPrec(ctx, query)
+		kq = &Tensor{
+			b: t.b,
+			t: C.ggml_soft_max_ext(ctx.(*Context).ctx, kq.(*Tensor).t, kqMask, C.float(scale), 0),
+		}
+
+		kqv := value.Mulmat(ctx, kq)
+		return kqv.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	}
+}
+
+func (t *Tensor) Duplicate(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_dup(ctx.(*Context).ctx, t.t),
+	}
+}
+
+func (t *Tensor) TopK(ctx ml.Context, k int) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_top_k(ctx.(*Context).ctx, t.t, C.int(k)),
+	}
+}
+
+func (t *Tensor) Argsort(ctx ml.Context) ml.Tensor {
+	return &Tensor{
+		b: t.b,
+		t: C.ggml_argsort(ctx.(*Context).ctx, t.t, C.GGML_SORT_ORDER_ASC),
+	}
+}
diff --git a/ml/backend/ggml/ggml/.rsync-filter b/ml/backend/ggml/ggml/.rsync-filter
new file mode 100644
index 0000000..ddad16e
--- /dev/null
+++ b/ml/backend/ggml/ggml/.rsync-filter
@@ -0,0 +1,23 @@
+protect *.go
+protect *-embed.*
+include include/
+include src/
+include src/CMakeLists.txt
+include src/**/CMakeLists.txt
+include src/ggml-blas/
+include src/ggml-cpu/
+include src/ggml-cpu/amx/
+include src/ggml-cpu/llamafile/
+include src/ggml-cuda/
+include src/ggml-cuda/vendors/
+include src/ggml-cuda/template-instances/
+include src/ggml-hip/
+include src/ggml-metal/
+include *.c
+include *.h
+include *.cpp
+include *.cu
+include *.cuh
+include *.m
+include *.metal
+exclude *
diff --git a/ml/backend/ggml/ggml/LICENSE b/ml/backend/ggml/ggml/LICENSE
new file mode 100644
index 0000000..acb96ce
--- /dev/null
+++ b/ml/backend/ggml/ggml/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023-2024 The ggml authors
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/ml/backend/ggml/ggml/cmake/common.cmake b/ml/backend/ggml/ggml/cmake/common.cmake
new file mode 100644
index 0000000..1976d0a
--- /dev/null
+++ b/ml/backend/ggml/ggml/cmake/common.cmake
@@ -0,0 +1,26 @@
+function(ggml_get_flags CCID CCVER)
+    set(C_FLAGS "")
+    set(CXX_FLAGS "")
+
+    if (CCID MATCHES "Clang")
+        set(C_FLAGS   -Wunreachable-code-break -Wunreachable-code-return)
+        set(CXX_FLAGS -Wunreachable-code-break -Wunreachable-code-return -Wmissing-prototypes -Wextra-semi)
+
+        if (
+            (CCID STREQUAL "Clang"      AND CCVER VERSION_GREATER_EQUAL 3.8.0) OR
+            (CCID STREQUAL "AppleClang" AND CCVER VERSION_GREATER_EQUAL 7.3.0)
+        )
+            list(APPEND C_FLAGS -Wdouble-promotion)
+        endif()
+    elseif (CCID STREQUAL "GNU")
+        set(C_FLAGS   -Wdouble-promotion)
+        set(CXX_FLAGS -Wno-array-bounds)
+
+        if (CCVER VERSION_GREATER_EQUAL 8.1.0)
+            list(APPEND CXX_FLAGS -Wextra-semi)
+        endif()
+    endif()
+
+    set(GF_C_FLAGS   ${C_FLAGS}   PARENT_SCOPE)
+    set(GF_CXX_FLAGS ${CXX_FLAGS} PARENT_SCOPE)
+endfunction()
diff --git a/ml/backend/ggml/ggml/include/ggml-alloc.h b/ml/backend/ggml/ggml/include/ggml-alloc.h
new file mode 100644
index 0000000..2cb150f
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-alloc.h
@@ -0,0 +1,76 @@
+#pragma once
+
+#include "ggml.h"
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+typedef struct ggml_backend_buffer_type * ggml_backend_buffer_type_t;
+typedef struct      ggml_backend_buffer * ggml_backend_buffer_t;
+typedef struct             ggml_backend * ggml_backend_t;
+
+// Tensor allocator
+struct ggml_tallocr {
+    ggml_backend_buffer_t buffer;
+    void * base;
+    size_t alignment;
+    size_t offset;
+};
+
+GGML_API struct ggml_tallocr ggml_tallocr_new(ggml_backend_buffer_t buffer);
+GGML_API enum ggml_status    ggml_tallocr_alloc(struct ggml_tallocr * talloc, struct ggml_tensor * tensor);
+
+// Graph allocator
+/*
+  Example usage:
+    ggml_gallocr_t galloc = ggml_gallocr_new(ggml_backend_cpu_buffer_type());
+
+    // optional: create a worst-case graph and reserve the buffers to avoid reallocations
+    ggml_gallocr_reserve(galloc, build_graph(max_batch));
+
+    // allocate the graph
+    struct ggml_cgraph * graph = build_graph(batch);
+    ggml_gallocr_alloc_graph(galloc, graph);
+
+    printf("compute buffer size: %zu bytes\n", ggml_gallocr_get_buffer_size(galloc, 0));
+
+    // evaluate the graph
+    ggml_backend_graph_compute(backend, graph);
+*/
+
+// special tensor flags for use with the graph allocator:
+//   ggml_set_input(): all input tensors are allocated at the beginning of the graph in non-overlapping addresses
+//   ggml_set_output(): output tensors are never freed and never overwritten
+
+typedef struct ggml_gallocr * ggml_gallocr_t;
+
+GGML_API ggml_gallocr_t ggml_gallocr_new(ggml_backend_buffer_type_t buft);
+GGML_API ggml_gallocr_t ggml_gallocr_new_n(ggml_backend_buffer_type_t * bufts, int n_bufs);
+GGML_API void           ggml_gallocr_free(ggml_gallocr_t galloc);
+
+// pre-allocate buffers from a measure graph - does not allocate or modify the graph
+// call with a worst-case graph to avoid buffer reallocations
+// not strictly required for single buffer usage: ggml_gallocr_alloc_graph will reallocate the buffers automatically if needed
+// returns false if the buffer allocation failed
+GGML_API bool ggml_gallocr_reserve(ggml_gallocr_t galloc, struct ggml_cgraph * graph);
+GGML_API bool ggml_gallocr_reserve_n(
+    ggml_gallocr_t galloc,
+    struct ggml_cgraph * graph,
+    const int * node_buffer_ids,
+    const int * leaf_buffer_ids);
+
+// automatic reallocation if the topology changes when using a single buffer
+// returns false if using multiple buffers and a re-allocation is needed (call ggml_gallocr_reserve_n first to set the node buffers)
+GGML_API bool ggml_gallocr_alloc_graph(ggml_gallocr_t galloc, struct ggml_cgraph * graph);
+
+GGML_API size_t ggml_gallocr_get_buffer_size(ggml_gallocr_t galloc, int buffer_id);
+
+// Utils
+// Create a buffer and allocate all the tensors in a ggml_context
+GGML_API struct ggml_backend_buffer * ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_context * ctx, ggml_backend_buffer_type_t buft);
+GGML_API struct ggml_backend_buffer * ggml_backend_alloc_ctx_tensors(struct ggml_context * ctx, ggml_backend_t backend);
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-backend.h b/ml/backend/ggml/ggml/include/ggml-backend.h
new file mode 100644
index 0000000..778927f
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-backend.h
@@ -0,0 +1,354 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-alloc.h"
+
+#ifdef GGML_BACKEND_SHARED
+#    if defined(_WIN32) && !defined(__MINGW32__)
+#        ifdef GGML_BACKEND_BUILD
+#            define GGML_BACKEND_API __declspec(dllexport) extern
+#        else
+#            define GGML_BACKEND_API __declspec(dllimport) extern
+#        endif
+#    else
+#        define GGML_BACKEND_API __attribute__ ((visibility ("default"))) extern
+#    endif
+#else
+#    define GGML_BACKEND_API extern
+#endif
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+    typedef struct ggml_backend_buffer_type * ggml_backend_buffer_type_t;
+    typedef struct ggml_backend_buffer * ggml_backend_buffer_t;
+    typedef struct ggml_backend_event * ggml_backend_event_t;
+    typedef struct ggml_backend * ggml_backend_t;
+    typedef void * ggml_backend_graph_plan_t;
+    typedef struct ggml_backend_reg * ggml_backend_reg_t;
+    typedef struct ggml_backend_device * ggml_backend_dev_t;
+
+
+    //
+    // Backend buffer type
+    //
+
+    GGML_API const char *          ggml_backend_buft_name          (ggml_backend_buffer_type_t buft);
+    GGML_API ggml_backend_buffer_t ggml_backend_buft_alloc_buffer  (ggml_backend_buffer_type_t buft, size_t size);
+    GGML_API size_t                ggml_backend_buft_get_alignment (ggml_backend_buffer_type_t buft);
+    GGML_API size_t                ggml_backend_buft_get_max_size  (ggml_backend_buffer_type_t buft);
+    GGML_API size_t                ggml_backend_buft_get_alloc_size(ggml_backend_buffer_type_t buft, const struct ggml_tensor * tensor);
+    GGML_API bool                  ggml_backend_buft_is_host       (ggml_backend_buffer_type_t buft);
+    GGML_API ggml_backend_dev_t    ggml_backend_buft_get_device    (ggml_backend_buffer_type_t buft);
+
+    //
+    // Backend buffer
+    //
+
+    enum ggml_backend_buffer_usage {
+        GGML_BACKEND_BUFFER_USAGE_ANY = 0,
+        GGML_BACKEND_BUFFER_USAGE_WEIGHTS = 1,
+        GGML_BACKEND_BUFFER_USAGE_COMPUTE = 2,
+    };
+
+    GGML_API const char *                   ggml_backend_buffer_name          (ggml_backend_buffer_t buffer);
+    GGML_API void                           ggml_backend_buffer_free          (ggml_backend_buffer_t buffer);
+    GGML_API void *                         ggml_backend_buffer_get_base      (ggml_backend_buffer_t buffer);
+    GGML_API size_t                         ggml_backend_buffer_get_size      (ggml_backend_buffer_t buffer);
+    GGML_API enum ggml_status               ggml_backend_buffer_init_tensor   (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
+    GGML_API size_t                         ggml_backend_buffer_get_alignment (ggml_backend_buffer_t buffer);
+    GGML_API size_t                         ggml_backend_buffer_get_max_size  (ggml_backend_buffer_t buffer);
+    GGML_API size_t                         ggml_backend_buffer_get_alloc_size(ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor);
+    GGML_API void                           ggml_backend_buffer_clear         (ggml_backend_buffer_t buffer, uint8_t value);
+    GGML_API bool                           ggml_backend_buffer_is_host       (ggml_backend_buffer_t buffer);
+    GGML_API void                           ggml_backend_buffer_set_usage     (ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage);
+    GGML_API enum ggml_backend_buffer_usage ggml_backend_buffer_get_usage     (ggml_backend_buffer_t buffer);
+    GGML_API ggml_backend_buffer_type_t     ggml_backend_buffer_get_type      (ggml_backend_buffer_t buffer);
+    GGML_API void                           ggml_backend_buffer_reset         (ggml_backend_buffer_t buffer);
+
+    // tensor copy between different backends
+    GGML_API void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst);
+
+    //
+    // Backend (stream)
+    //
+
+    GGML_API ggml_guid_t  ggml_backend_guid(ggml_backend_t backend);
+    GGML_API const char * ggml_backend_name(ggml_backend_t backend);
+    GGML_API void         ggml_backend_free(ggml_backend_t backend);
+
+    GGML_API ggml_backend_buffer_type_t ggml_backend_get_default_buffer_type(ggml_backend_t backend);
+    GGML_API ggml_backend_buffer_t      ggml_backend_alloc_buffer(ggml_backend_t backend, size_t size);
+    GGML_API size_t                     ggml_backend_get_alignment(ggml_backend_t backend);
+    GGML_API size_t                     ggml_backend_get_max_size(ggml_backend_t backend);
+
+    GGML_API void ggml_backend_tensor_set_async(ggml_backend_t backend,       struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
+    GGML_API void ggml_backend_tensor_get_async(ggml_backend_t backend, const struct ggml_tensor * tensor,       void * data, size_t offset, size_t size);
+
+    // "offset" refers to the offset in tensor->data for setting/getting data
+    GGML_API void ggml_backend_tensor_set(      struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
+    GGML_API void ggml_backend_tensor_get(const struct ggml_tensor * tensor,       void * data, size_t offset, size_t size);
+    GGML_API void ggml_backend_tensor_memset(   struct ggml_tensor * tensor,     uint8_t value, size_t offset, size_t size);
+
+    GGML_API void ggml_backend_synchronize(ggml_backend_t backend);
+
+    GGML_API ggml_backend_graph_plan_t ggml_backend_graph_plan_create(ggml_backend_t backend, struct ggml_cgraph * cgraph);
+    GGML_API void                      ggml_backend_graph_plan_free  (ggml_backend_t backend, ggml_backend_graph_plan_t plan);
+
+    GGML_API enum ggml_status ggml_backend_graph_plan_compute (ggml_backend_t backend, ggml_backend_graph_plan_t plan);
+    GGML_API enum ggml_status ggml_backend_graph_compute      (ggml_backend_t backend, struct ggml_cgraph * cgraph);
+    GGML_API enum ggml_status ggml_backend_graph_compute_async(ggml_backend_t backend, struct ggml_cgraph * cgraph);
+
+    // NOTE: will be removed, use device version instead
+    GGML_API bool ggml_backend_supports_op(ggml_backend_t backend, const struct ggml_tensor * op);
+    GGML_API bool ggml_backend_supports_buft(ggml_backend_t backend, ggml_backend_buffer_type_t buft);
+    GGML_API bool ggml_backend_offload_op(ggml_backend_t backend, const struct ggml_tensor * op);
+
+    // asynchronous copy
+    // the copy is performed after all the currently queued operations in backend_src
+    // backend_dst will wait for the copy to complete before performing other operations
+    // automatic fallback to sync copy if async is not supported
+    GGML_API void ggml_backend_tensor_copy_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, struct ggml_tensor * src, struct ggml_tensor * dst);
+
+    GGML_API ggml_backend_dev_t ggml_backend_get_device(ggml_backend_t backend);
+
+    //
+    // Events
+    //
+
+    GGML_API ggml_backend_event_t ggml_backend_event_new(ggml_backend_dev_t device);
+    GGML_API void                 ggml_backend_event_free(ggml_backend_event_t event);
+    GGML_API void                 ggml_backend_event_record(ggml_backend_event_t event, ggml_backend_t backend);
+    GGML_API void                 ggml_backend_event_synchronize(ggml_backend_event_t event);
+    GGML_API void                 ggml_backend_event_wait(ggml_backend_t backend, ggml_backend_event_t event);
+
+    //
+    // Backend device
+    //
+
+    enum ggml_backend_dev_type {
+        // CPU device using system memory
+        GGML_BACKEND_DEVICE_TYPE_CPU,
+        // GPU device using dedicated memory
+        GGML_BACKEND_DEVICE_TYPE_GPU,
+        // accelerator devices intended to be used together with the CPU backend (e.g. BLAS or AMX)
+        GGML_BACKEND_DEVICE_TYPE_ACCEL
+    };
+
+    // functionality supported by the device
+    struct ggml_backend_dev_caps {
+        // asynchronous operations
+        bool async;
+        // pinned host buffer
+        bool host_buffer;
+        // creating buffers from host ptr
+        bool buffer_from_host_ptr;
+        // event synchronization
+        bool events;
+    };
+
+    // all the device properties
+    struct ggml_backend_dev_props {
+        const char * name;
+        const char * description;
+        size_t memory_free;
+        size_t memory_total;
+        enum ggml_backend_dev_type type;
+        struct ggml_backend_dev_caps caps;
+    };
+
+    GGML_API const char *                  ggml_backend_dev_name(ggml_backend_dev_t device);
+    GGML_API const char *                  ggml_backend_dev_description(ggml_backend_dev_t device);
+    GGML_API void                          ggml_backend_dev_memory(ggml_backend_dev_t device, size_t * free, size_t * total);
+    GGML_API enum ggml_backend_dev_type    ggml_backend_dev_type(ggml_backend_dev_t device);
+    GGML_API void                          ggml_backend_dev_get_props(ggml_backend_dev_t device, struct ggml_backend_dev_props * props);
+    GGML_API ggml_backend_reg_t            ggml_backend_dev_backend_reg(ggml_backend_dev_t device);
+    GGML_API ggml_backend_t                ggml_backend_dev_init(ggml_backend_dev_t device, const char * params);
+    GGML_API ggml_backend_buffer_type_t    ggml_backend_dev_buffer_type(ggml_backend_dev_t device);
+    GGML_API ggml_backend_buffer_type_t    ggml_backend_dev_host_buffer_type(ggml_backend_dev_t device);
+    GGML_API ggml_backend_buffer_t         ggml_backend_dev_buffer_from_host_ptr(ggml_backend_dev_t device, void * ptr, size_t size, size_t max_tensor_size);
+
+    GGML_API bool                          ggml_backend_dev_supports_op(ggml_backend_dev_t device, const struct ggml_tensor * op);
+    GGML_API bool                          ggml_backend_dev_supports_buft(ggml_backend_dev_t device, ggml_backend_buffer_type_t buft);
+    GGML_API bool                          ggml_backend_dev_offload_op(ggml_backend_dev_t device, const struct ggml_tensor * op);
+
+    //
+    // Backend (reg)
+    //
+
+    GGML_API const char *       ggml_backend_reg_name(ggml_backend_reg_t reg);
+    GGML_API size_t             ggml_backend_reg_dev_count(ggml_backend_reg_t reg);
+    GGML_API ggml_backend_dev_t ggml_backend_reg_dev_get(ggml_backend_reg_t reg, size_t index);
+    GGML_API void *             ggml_backend_reg_get_proc_address(ggml_backend_reg_t reg, const char * name);
+
+    // Common functions that may be obtained using ggml_backend_reg_get_proc_address
+
+    // Split buffer type for tensor parallelism
+    typedef ggml_backend_buffer_type_t   (*ggml_backend_split_buffer_type_t)(int main_device, const float * tensor_split);
+    // Set the number of threads for the backend
+    typedef void                         (*ggml_backend_set_n_threads_t)(ggml_backend_t backend, int n_threads);
+    // Get additional buffer types provided by the device (returns a NULL-terminated array)
+    typedef ggml_backend_buffer_type_t * (*ggml_backend_dev_get_extra_bufts_t)(ggml_backend_dev_t device);
+    // Set the abort callback for the backend
+    typedef void                         (*ggml_backend_set_abort_callback_t)(ggml_backend_t backend, ggml_abort_callback abort_callback, void * abort_callback_data);
+    // Get a list of feature flags supported by the backend (returns a NULL-terminated array)
+    struct ggml_backend_feature {
+        const char * name;
+        const char * value;
+    };
+    typedef struct ggml_backend_feature * (*ggml_backend_get_features_t)(ggml_backend_reg_t reg);
+
+    //
+    // Backend registry
+    //
+
+    GGML_API void ggml_backend_device_register(ggml_backend_dev_t device);
+
+    // Backend (reg) enumeration
+    GGML_API size_t             ggml_backend_reg_count(void);
+    GGML_API ggml_backend_reg_t ggml_backend_reg_get(size_t index);
+    GGML_API ggml_backend_reg_t ggml_backend_reg_by_name(const char * name);
+
+    // Device enumeration
+    GGML_API size_t             ggml_backend_dev_count(void);
+    GGML_API ggml_backend_dev_t ggml_backend_dev_get(size_t index);
+    GGML_API ggml_backend_dev_t ggml_backend_dev_by_name(const char * name);
+    GGML_API ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type);
+
+    // Direct backend (stream) initialization
+    // = ggml_backend_dev_init(ggml_backend_dev_by_name(name), params)
+    GGML_API ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params);
+    // = ggml_backend_dev_init(ggml_backend_dev_by_type(type), params)
+    GGML_API ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params);
+    // = ggml_backend_dev_init(ggml_backend_dev_by_type(GPU) OR ggml_backend_dev_by_type(CPU), NULL)
+    GGML_API ggml_backend_t ggml_backend_init_best(void);
+
+    // Load a backend from a dynamic library and register it
+    GGML_API ggml_backend_reg_t ggml_backend_load(const char * path);
+    // Unload a backend if loaded dynamically and unregister it
+    GGML_API void               ggml_backend_unload(ggml_backend_reg_t reg);
+    // Load all known backends from dynamic libraries
+    GGML_API void               ggml_backend_load_all(void);
+    GGML_API void               ggml_backend_load_all_from_path(const char * dir_path);
+
+    //
+    // Backend scheduler
+    //
+
+    // The backend scheduler allows for multiple backend devices to be used together
+    // Handles compute buffer allocation, assignment of tensors to backends, and copying of tensors between backends
+    // The backends are selected based on:
+    // - the backend that supports the operation
+    // - the location of the pre-allocated tensors (e.g. the weights)
+    /*
+      Example usage:
+
+        // operations that use tensors allocated in a buffer with USAGE_WEIGHTS will be assigned
+        // preferrably to run on the same backend as the buffer
+        ggml_backend_buffer_set_usage(buf_weights, GGML_BACKEND_BUFFER_USAGE_WEIGHTS);
+
+        sched = ggml_backend_sched_new({backend_gpu, backend_gpu2, backend_cpu}, NULL, num_backends, GGML_DEFAULT_GRAPH_SIZE, false, true);
+
+        // initialize buffers from a max size graph (optional)
+        reserve_graph = build_graph(sched, max_batch_size);
+
+        // manually assign nodes to a backend (optional, should not be needed in most cases)
+        struct ggml_tensor * node = ggml_mul_mat(ctx, ...);
+        ggml_backend_sched_set_tensor_backend(sched, node, backend_gpu);
+
+        ggml_backend_sched_reserve(sched, reserve_graph);
+
+        // compute
+        graph = build_graph(sched); // the graph and its tensors are single-use in terms of allocation, multi-use in terms of computation
+        for (int i = 0; i < 10; ++i) {
+            ggml_backend_sched_graph_compute(sched, graph); // on the first iteration the graph is allocated automatically
+        }
+
+        // if there are graph inputs:
+        graph = build_graph(sched); // get a new graph that is not allocated (the metadata for the old graph is freed once ggml_free is called)
+        ggml_backend_sched_reset(sched); // clear the allocation of the previous graph
+        ggml_backend_sched_alloc_graph(sched, graph); // explicitly allocate the new graph but do not execute it
+        ggml_backend_tensor_set(input_tensor, ...); // copy data to the newly allocated graph tensors
+        ggml_backend_sched_graph_compute(sched, graph); // execute the graph
+
+        // as an alternative to the above it is also possible to assign the inputs to a dedicated context and
+        // allocate them statically via ggml_backend_alloc_ctx_tensors
+    }
+    */
+
+    typedef struct ggml_backend_sched * ggml_backend_sched_t;
+
+    // Evaluation callback for each node in the graph (set with ggml_backend_sched_set_eval_callback)
+    // when ask == true, the scheduler wants to know if the user wants to observe this node
+    // this allows the scheduler to batch nodes together in order to evaluate them in a single call
+    //
+    // when ask == false, the scheduler is passing the node tensor to the user for observation
+    // if the user returns false, the scheduler will cancel the graph compute
+    //
+    typedef bool (*ggml_backend_sched_eval_callback)(struct ggml_tensor * t, bool ask, void * user_data);
+
+    // Initialize a backend scheduler, backends with low index are given priority over backends with high index
+    GGML_API ggml_backend_sched_t ggml_backend_sched_new(ggml_backend_t * backends, ggml_backend_buffer_type_t * bufts, int n_backends, size_t graph_size, bool parallel, bool op_offload);
+    GGML_API void                 ggml_backend_sched_free(ggml_backend_sched_t sched);
+
+    // Initialize backend buffers from a measure graph
+    GGML_API bool                 ggml_backend_sched_reserve(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph); // returns success
+
+    GGML_API int                  ggml_backend_sched_get_n_backends(ggml_backend_sched_t sched);
+    GGML_API ggml_backend_t       ggml_backend_sched_get_backend(ggml_backend_sched_t sched, int i);
+
+    // Get the number of splits of the last graph
+    GGML_API int                  ggml_backend_sched_get_n_splits(ggml_backend_sched_t sched);
+    GGML_API int                  ggml_backend_sched_get_n_copies(ggml_backend_sched_t sched);
+
+    GGML_API size_t               ggml_backend_sched_get_buffer_size(ggml_backend_sched_t sched, ggml_backend_t backend);
+
+    GGML_API void                 ggml_backend_sched_set_tensor_backend(ggml_backend_sched_t sched, struct ggml_tensor * node, ggml_backend_t backend);
+    GGML_API ggml_backend_t       ggml_backend_sched_get_tensor_backend(ggml_backend_sched_t sched, struct ggml_tensor * node);
+
+    // Allocate and compute graph on the backend scheduler
+    GGML_API bool                 ggml_backend_sched_alloc_graph(ggml_backend_sched_t sched, struct ggml_cgraph * graph); // returns success
+    GGML_API enum ggml_status     ggml_backend_sched_graph_compute(ggml_backend_sched_t sched, struct ggml_cgraph * graph);
+    GGML_API enum ggml_status     ggml_backend_sched_graph_compute_async(ggml_backend_sched_t sched, struct ggml_cgraph * graph);
+    GGML_API void                 ggml_backend_sched_synchronize(ggml_backend_sched_t sched);
+
+    // Reset all assignments and allocators - must be called before changing the node backends or allocating a new graph.
+    // This in effect deallocates all tensors that were previously allocated and leaves them with dangling pointers.
+    // The correct way to use this API is to discard the deallocated tensors and create new ones.
+    GGML_API void                 ggml_backend_sched_reset(ggml_backend_sched_t sched);
+
+    // Set a callback to be called for each resulting node during graph compute
+    GGML_API void                 ggml_backend_sched_set_eval_callback(ggml_backend_sched_t sched, ggml_backend_sched_eval_callback callback, void * user_data);
+
+    //
+    // Utils
+    //
+
+    struct ggml_backend_graph_copy {
+        ggml_backend_buffer_t buffer;
+        struct ggml_context * ctx_allocated;
+        struct ggml_context * ctx_unallocated;
+        struct ggml_cgraph * graph;
+    };
+
+    // Copy a graph to a different backend
+    GGML_API struct ggml_backend_graph_copy ggml_backend_graph_copy(ggml_backend_t backend, struct ggml_cgraph * graph);
+    GGML_API void                           ggml_backend_graph_copy_free(struct ggml_backend_graph_copy copy);
+
+    typedef bool (*ggml_backend_eval_callback)(int node_index, struct ggml_tensor * t1, struct ggml_tensor * t2, void * user_data);
+
+    // Compare the output of two backends
+    GGML_API bool ggml_backend_compare_graph_backend(ggml_backend_t backend1, ggml_backend_t backend2, struct ggml_cgraph * graph, ggml_backend_eval_callback callback, void * user_data);
+
+    // Tensor initialization
+    GGML_API enum ggml_status ggml_backend_tensor_alloc(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, void * addr);
+    GGML_API enum ggml_status ggml_backend_view_init(struct ggml_tensor * tensor);
+
+    // CPU buffer types are always available
+    GGML_API ggml_backend_buffer_t      ggml_backend_cpu_buffer_from_ptr(void * ptr, size_t size);
+    GGML_API ggml_backend_buffer_type_t ggml_backend_cpu_buffer_type(void);
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-blas.h b/ml/backend/ggml/ggml/include/ggml-blas.h
new file mode 100644
index 0000000..87a81b3
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-blas.h
@@ -0,0 +1,25 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+// backend API
+GGML_BACKEND_API ggml_backend_t ggml_backend_blas_init(void);
+
+GGML_BACKEND_API bool ggml_backend_is_blas(ggml_backend_t backend);
+
+// number of threads used for conversion to float
+// for openblas and blis, this will also set the number of threads used for blas operations
+GGML_BACKEND_API void ggml_backend_blas_set_n_threads(ggml_backend_t backend_blas, int n_threads);
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_blas_reg(void);
+
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-cann.h b/ml/backend/ggml/ggml/include/ggml-cann.h
new file mode 100644
index 0000000..b469e22
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-cann.h
@@ -0,0 +1,123 @@
+/*
+ * Copyright (c) 2023-2024 The ggml authors
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+ * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
+ * IN THE SOFTWARE.
+ */
+
+#pragma once
+
+#include "ggml-backend.h"
+#include "ggml.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/**
+ * @brief Maximum number of CANN devices supported.
+ */
+#define GGML_CANN_MAX_DEVICES 16
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_cann_reg(void);
+
+/**
+ * @brief Initializes the CANN backend for a specified device.
+ *
+ * This function initializes the CANN backend for the given device.
+ * It verifies the device index, allocates a context, and creates a backend
+ * instance.
+ *
+ * @param device The index of the device to initialize.
+ * @return A pointer to the initialized backend instance, or nullptr on failure.
+ */
+GGML_BACKEND_API ggml_backend_t ggml_backend_cann_init(int32_t device);
+
+/**
+ * @brief Checks if a given backend is a CANN backend.
+ *
+ * This function verifies if the provided backend is a CANN backend by comparing
+ * its GUID with the CANN backend's GUID.
+ *
+ * @param backend The backend instance to check.
+ * @return True if the backend is a CANN backend, false otherwise.
+ */
+GGML_BACKEND_API bool ggml_backend_is_cann(ggml_backend_t backend);
+
+/**
+ * @brief Retrieves the CANN buffer type for a specified device.
+ *
+ * This function initializes and returns the buffer type interface associated
+ * with the given device. It ensures thread-safe access using a mutex.
+ *
+ * @param device The device index for which to retrieve the buffer type.
+ * @return A pointer to the buffer type interface for the specified device, or
+ * nullptr if the device index is out of range.
+ */
+GGML_BACKEND_API ggml_backend_buffer_type_t
+ggml_backend_cann_buffer_type(int32_t device);
+
+/**
+ * @brief Retrieves the number of CANN devices available.
+ *
+ * This function returns the number of CANN devices available based on
+ * information obtained from `ggml_cann_info()`.
+ *
+ * @return The number of CANN devices available.
+ */
+GGML_BACKEND_API int32_t ggml_backend_cann_get_device_count(void);
+
+/**
+ * @brief pinned host buffer for use with the CPU backend for faster copies between CPU and NPU.
+ *
+ * @return A pointer to the host buffer type interface.
+ */
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cann_host_buffer_type(void);
+
+/**
+ * @brief Retrieves the description of a specific CANN device.
+ *
+ * This function sets the specified device, retrieves the SoC name,
+ * and writes it into the provided description buffer.
+ *
+ * @param device The device index to retrieve the description for.
+ * @param description Pointer to a buffer where the description will be written.
+ * @param description_size Size of the description buffer.
+ */
+GGML_BACKEND_API void ggml_backend_cann_get_device_description(
+    int32_t device, char* description, size_t description_size);
+
+/**
+ * @brief Retrieves the memory information of a specific CANN device.
+ *
+ * This function sets the specified device, retrieves the free and total
+ * memory information of the specified type (ACL_HBM_MEM), and stores them
+ * in the provided pointers.
+ *
+ * @param device The device index to retrieve memory information for.
+ * @param free Pointer to a variable where the free memory size will be stored.
+ * @param total Pointer to a variable where the total memory size will be
+ * stored.
+ */
+GGML_BACKEND_API void ggml_backend_cann_get_device_memory(int32_t device,
+                                                  size_t* free,
+                                                  size_t* total);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-cpp.h b/ml/backend/ggml/ggml/include/ggml-cpp.h
new file mode 100644
index 0000000..48aa796
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-cpp.h
@@ -0,0 +1,39 @@
+#pragma once
+
+#ifndef __cplusplus
+#error "This header is for C++ only"
+#endif
+
+#include "ggml.h"
+#include "ggml-alloc.h"
+#include "ggml-backend.h"
+#include "gguf.h"
+#include <memory>
+
+// Smart pointers for ggml types
+
+// ggml
+
+struct ggml_context_deleter { void operator()(ggml_context * ctx) { ggml_free(ctx); } };
+struct gguf_context_deleter { void operator()(gguf_context * ctx) { gguf_free(ctx); } };
+
+typedef std::unique_ptr<ggml_context, ggml_context_deleter> ggml_context_ptr;
+typedef std::unique_ptr<gguf_context, gguf_context_deleter> gguf_context_ptr;
+
+// ggml-alloc
+
+struct ggml_gallocr_deleter { void operator()(ggml_gallocr_t galloc) { ggml_gallocr_free(galloc); } };
+
+typedef std::unique_ptr<ggml_gallocr, ggml_gallocr_deleter> ggml_gallocr_ptr;
+
+// ggml-backend
+
+struct ggml_backend_deleter        { void operator()(ggml_backend_t backend)       { ggml_backend_free(backend); } };
+struct ggml_backend_buffer_deleter { void operator()(ggml_backend_buffer_t buffer) { ggml_backend_buffer_free(buffer); } };
+struct ggml_backend_event_deleter  { void operator()(ggml_backend_event_t event)   { ggml_backend_event_free(event); } };
+struct ggml_backend_sched_deleter  { void operator()(ggml_backend_sched_t sched)   { ggml_backend_sched_free(sched); } };
+
+typedef std::unique_ptr<ggml_backend,        ggml_backend_deleter>        ggml_backend_ptr;
+typedef std::unique_ptr<ggml_backend_buffer, ggml_backend_buffer_deleter> ggml_backend_buffer_ptr;
+typedef std::unique_ptr<ggml_backend_event,  ggml_backend_event_deleter>  ggml_backend_event_ptr;
+typedef std::unique_ptr<ggml_backend_sched,  ggml_backend_sched_deleter>  ggml_backend_sched_ptr;
diff --git a/ml/backend/ggml/ggml/include/ggml-cpu.h b/ml/backend/ggml/ggml/include/ggml-cpu.h
new file mode 100644
index 0000000..de77a87
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-cpu.h
@@ -0,0 +1,143 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+    // the compute plan that needs to be prepared for ggml_graph_compute()
+    // since https://github.com/ggml-org/ggml/issues/287
+    struct ggml_cplan {
+        size_t    work_size; // size of work buffer, calculated by `ggml_graph_plan()`
+        uint8_t * work_data; // work buffer, to be allocated by caller before calling to `ggml_graph_compute()`
+
+        int n_threads;
+        struct ggml_threadpool * threadpool;
+
+        // abort ggml_graph_compute when true
+        ggml_abort_callback abort_callback;
+        void *              abort_callback_data;
+    };
+
+    // numa strategies
+    enum ggml_numa_strategy {
+        GGML_NUMA_STRATEGY_DISABLED   = 0,
+        GGML_NUMA_STRATEGY_DISTRIBUTE = 1,
+        GGML_NUMA_STRATEGY_ISOLATE    = 2,
+        GGML_NUMA_STRATEGY_NUMACTL    = 3,
+        GGML_NUMA_STRATEGY_MIRROR     = 4,
+        GGML_NUMA_STRATEGY_COUNT
+    };
+
+    GGML_BACKEND_API void    ggml_numa_init(enum ggml_numa_strategy numa); // call once for better performance on NUMA systems
+    GGML_BACKEND_API bool    ggml_is_numa(void); // true if init detected that system has >1 NUMA node
+
+    GGML_BACKEND_API struct ggml_tensor * ggml_new_i32(struct ggml_context * ctx, int32_t value);
+    GGML_BACKEND_API struct ggml_tensor * ggml_new_f32(struct ggml_context * ctx, float value);
+
+    GGML_BACKEND_API struct ggml_tensor * ggml_set_i32 (struct ggml_tensor * tensor, int32_t value);
+    GGML_BACKEND_API struct ggml_tensor * ggml_set_f32 (struct ggml_tensor * tensor, float value);
+
+    GGML_BACKEND_API int32_t ggml_get_i32_1d(const struct ggml_tensor * tensor, int i);
+    GGML_BACKEND_API void    ggml_set_i32_1d(const struct ggml_tensor * tensor, int i, int32_t value);
+
+    GGML_BACKEND_API int32_t ggml_get_i32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, int i3);
+    GGML_BACKEND_API void    ggml_set_i32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, int i3, int32_t value);
+
+    GGML_BACKEND_API float   ggml_get_f32_1d(const struct ggml_tensor * tensor, int i);
+    GGML_BACKEND_API void    ggml_set_f32_1d(const struct ggml_tensor * tensor, int i, float value);
+
+    GGML_BACKEND_API float   ggml_get_f32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, int i3);
+    GGML_BACKEND_API void    ggml_set_f32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, int i3, float value);
+
+    GGML_BACKEND_API struct ggml_threadpool *      ggml_threadpool_new           (struct ggml_threadpool_params  * params);
+    GGML_BACKEND_API void                          ggml_threadpool_free          (struct ggml_threadpool * threadpool);
+    GGML_BACKEND_API int                           ggml_threadpool_get_n_threads (struct ggml_threadpool * threadpool);
+    GGML_BACKEND_API void                          ggml_threadpool_pause         (struct ggml_threadpool * threadpool);
+    GGML_BACKEND_API void                          ggml_threadpool_resume        (struct ggml_threadpool * threadpool);
+
+    // ggml_graph_plan() has to be called before ggml_graph_compute()
+    // when plan.work_size > 0, caller must allocate memory for plan.work_data
+    GGML_BACKEND_API struct ggml_cplan ggml_graph_plan(
+                  const struct ggml_cgraph * cgraph,
+                                       int   n_threads, /* = GGML_DEFAULT_N_THREADS */
+                    struct ggml_threadpool * threadpool /* = NULL */ );
+    GGML_BACKEND_API enum ggml_status  ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cplan * cplan);
+
+    // same as ggml_graph_compute() but the work data is allocated as a part of the context
+    // note: the drawback of this API is that you must have ensured that the context has enough memory for the work data
+    GGML_BACKEND_API enum ggml_status  ggml_graph_compute_with_ctx(struct ggml_context * ctx, struct ggml_cgraph * cgraph, int n_threads);
+
+    //
+    // system info
+    //
+
+    // x86
+    GGML_BACKEND_API int ggml_cpu_has_sse3       (void);
+    GGML_BACKEND_API int ggml_cpu_has_ssse3      (void);
+    GGML_BACKEND_API int ggml_cpu_has_avx        (void);
+    GGML_BACKEND_API int ggml_cpu_has_avx_vnni   (void);
+    GGML_BACKEND_API int ggml_cpu_has_avx2       (void);
+    GGML_BACKEND_API int ggml_cpu_has_bmi2       (void);
+    GGML_BACKEND_API int ggml_cpu_has_f16c       (void);
+    GGML_BACKEND_API int ggml_cpu_has_fma        (void);
+    GGML_BACKEND_API int ggml_cpu_has_avx512     (void);
+    GGML_BACKEND_API int ggml_cpu_has_avx512_vbmi(void);
+    GGML_BACKEND_API int ggml_cpu_has_avx512_vnni(void);
+    GGML_BACKEND_API int ggml_cpu_has_avx512_bf16(void);
+    GGML_BACKEND_API int ggml_cpu_has_amx_int8   (void);
+    // ARM
+    GGML_BACKEND_API int ggml_cpu_has_neon       (void);
+    GGML_BACKEND_API int ggml_cpu_has_arm_fma    (void);
+    GGML_BACKEND_API int ggml_cpu_has_fp16_va    (void);
+    GGML_BACKEND_API int ggml_cpu_has_dotprod    (void);
+    GGML_BACKEND_API int ggml_cpu_has_matmul_int8(void);
+    GGML_BACKEND_API int ggml_cpu_has_sve        (void);
+    GGML_BACKEND_API int ggml_cpu_get_sve_cnt    (void);  // sve vector length in bytes
+    GGML_BACKEND_API int ggml_cpu_has_sme        (void);
+    // other
+    GGML_BACKEND_API int ggml_cpu_has_riscv_v    (void);
+    GGML_BACKEND_API int ggml_cpu_has_vsx        (void);
+    GGML_BACKEND_API int ggml_cpu_has_vxe        (void);
+    GGML_BACKEND_API int ggml_cpu_has_wasm_simd  (void);
+    GGML_BACKEND_API int ggml_cpu_has_llamafile  (void);
+
+    // Internal types and functions exposed for tests and benchmarks
+
+    typedef void (*ggml_vec_dot_t)  (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, size_t bx,
+                                       const void * GGML_RESTRICT y, size_t by, int nrc);
+
+    struct ggml_type_traits_cpu {
+        ggml_from_float_t        from_float;
+        ggml_vec_dot_t           vec_dot;
+        enum ggml_type           vec_dot_type;
+        int64_t                  nrows; // number of rows to process simultaneously
+    };
+
+    GGML_BACKEND_API const struct ggml_type_traits_cpu * ggml_get_type_traits_cpu(enum ggml_type type);
+
+    GGML_BACKEND_API void ggml_cpu_init(void);
+
+    //
+    // CPU backend
+    //
+
+    GGML_BACKEND_API ggml_backend_t ggml_backend_cpu_init(void);
+
+    GGML_BACKEND_API bool ggml_backend_is_cpu                (ggml_backend_t backend);
+    GGML_BACKEND_API void ggml_backend_cpu_set_n_threads     (ggml_backend_t backend_cpu, int n_threads);
+    GGML_BACKEND_API void ggml_backend_cpu_set_threadpool    (ggml_backend_t backend_cpu, ggml_threadpool_t threadpool);
+    GGML_BACKEND_API void ggml_backend_cpu_set_abort_callback(ggml_backend_t backend_cpu, ggml_abort_callback abort_callback, void * abort_callback_data);
+
+    GGML_BACKEND_API ggml_backend_reg_t ggml_backend_cpu_reg(void);
+
+    GGML_BACKEND_API void ggml_cpu_fp32_to_fp16(const float *, ggml_fp16_t *, int64_t);
+    GGML_BACKEND_API void ggml_cpu_fp16_to_fp32(const ggml_fp16_t *, float *, int64_t);
+    GGML_BACKEND_API void ggml_cpu_fp32_to_bf16(const float *, ggml_bf16_t *, int64_t);
+    GGML_BACKEND_API void ggml_cpu_bf16_to_fp32(const ggml_bf16_t *, float *, int64_t);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-cuda.h b/ml/backend/ggml/ggml/include/ggml-cuda.h
new file mode 100644
index 0000000..22ad2c0
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-cuda.h
@@ -0,0 +1,47 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+#ifdef GGML_USE_HIP
+#define GGML_CUDA_NAME "ROCm"
+#define GGML_CUBLAS_NAME "hipBLAS"
+#elif defined(GGML_USE_MUSA)
+#define GGML_CUDA_NAME "MUSA"
+#define GGML_CUBLAS_NAME "muBLAS"
+#else
+#define GGML_CUDA_NAME "CUDA"
+#define GGML_CUBLAS_NAME "cuBLAS"
+#endif
+#define GGML_CUDA_MAX_DEVICES       16
+
+// backend API
+GGML_BACKEND_API ggml_backend_t ggml_backend_cuda_init(int device);
+
+GGML_BACKEND_API bool ggml_backend_is_cuda(ggml_backend_t backend);
+
+// device buffer
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cuda_buffer_type(int device);
+
+// split tensor buffer that splits matrices by rows across multiple devices
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cuda_split_buffer_type(int main_device, const float * tensor_split);
+
+// pinned host buffer for use with the CPU backend for faster copies between CPU and GPU
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cuda_host_buffer_type(void);
+
+GGML_BACKEND_API int  ggml_backend_cuda_get_device_count(void);
+GGML_BACKEND_API void ggml_backend_cuda_get_device_description(int device, char * description, size_t description_size);
+GGML_BACKEND_API void ggml_backend_cuda_get_device_memory(int device, size_t * free, size_t * total);
+
+GGML_BACKEND_API bool ggml_backend_cuda_register_host_buffer(void * buffer, size_t size);
+GGML_BACKEND_API void ggml_backend_cuda_unregister_host_buffer(void * buffer);
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_cuda_reg(void);
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-kompute.h b/ml/backend/ggml/ggml/include/ggml-kompute.h
new file mode 100644
index 0000000..154aa56
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-kompute.h
@@ -0,0 +1,50 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#include <stdbool.h>
+#include <stddef.h>
+#include <stdint.h>
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+#define GGML_KOMPUTE_MAX_DEVICES 16
+
+struct ggml_vk_device {
+    int index;
+    int type; // same as VkPhysicalDeviceType
+    size_t heapSize;
+    const char * name;
+    const char * vendor;
+    int subgroupSize;
+    uint64_t bufferAlignment;
+    uint64_t maxAlloc;
+};
+
+struct ggml_vk_device * ggml_vk_available_devices(size_t memoryRequired, size_t * count);
+bool ggml_vk_get_device(struct ggml_vk_device * device, size_t memoryRequired, const char * name);
+bool ggml_vk_has_vulkan(void);
+bool ggml_vk_has_device(void);
+struct ggml_vk_device ggml_vk_current_device(void);
+
+//
+// backend API
+//
+
+// forward declaration
+typedef struct ggml_backend * ggml_backend_t;
+
+GGML_BACKEND_API ggml_backend_t ggml_backend_kompute_init(int device);
+
+GGML_BACKEND_API bool ggml_backend_is_kompute(ggml_backend_t backend);
+
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_kompute_buffer_type(int device);
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_kompute_reg(void);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-metal.h b/ml/backend/ggml/ggml/include/ggml-metal.h
new file mode 100644
index 0000000..a610694
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-metal.h
@@ -0,0 +1,66 @@
+// Note: this description is outdated
+//
+// An interface allowing to compute ggml_cgraph with Metal
+//
+// This is a fully functional interface that extends ggml with GPU support for Apple devices.
+// A similar interface can be created for other GPU backends (e.g. Vulkan, CUDA, etc.)
+//
+// How it works?
+//
+// As long as your program can create and evaluate a ggml_cgraph on the CPU, you can use this
+// interface to evaluate the same graph on the GPU. Instead of using ggml_graph_compute(), you
+// use ggml_metal_graph_compute() (or ggml_vulkan_graph_compute(), etc.)
+//
+// You only need to make sure that all memory buffers that you used during the graph creation
+// are mapped to the device memory with the ggml_metal_add_buffer() function. This mapping is
+// used during the graph evaluation to determine the arguments of the compute kernels.
+//
+// Synchronization between device and host memory (for example for input and output tensors)
+// is done with the ggml_metal_set_tensor() and ggml_metal_get_tensor() functions.
+//
+
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#include <stddef.h>
+#include <stdbool.h>
+
+struct ggml_tensor;
+struct ggml_cgraph;
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+//
+// backend API
+// user-code should use only these functions
+//
+
+GGML_BACKEND_API ggml_backend_t ggml_backend_metal_init(void);
+
+GGML_BACKEND_API bool ggml_backend_is_metal(ggml_backend_t backend);
+
+GGML_DEPRECATED(
+        GGML_BACKEND_API ggml_backend_buffer_t ggml_backend_metal_buffer_from_ptr(void * data, size_t size, size_t max_size),
+        "obsoleted by the new device interface - https://github.com/ggml-org/llama.cpp/pull/9713");
+
+GGML_BACKEND_API void ggml_backend_metal_set_abort_callback(ggml_backend_t backend, ggml_abort_callback abort_callback, void * user_data);
+
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_metal_buffer_type(void);
+
+// helper to check if the device supports a specific family
+// ideally, the user code should be doing these checks
+// ref: https://developer.apple.com/metal/Metal-Feature-Set-Tables.pdf
+GGML_BACKEND_API bool ggml_backend_metal_supports_family(ggml_backend_t backend, int family);
+
+// capture all command buffers committed the next time `ggml_backend_graph_compute` is called
+GGML_BACKEND_API void ggml_backend_metal_capture_next_compute(ggml_backend_t backend);
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_metal_reg(void);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-opencl.h b/ml/backend/ggml/ggml/include/ggml-opencl.h
new file mode 100644
index 0000000..6b61771
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-opencl.h
@@ -0,0 +1,26 @@
+#ifndef GGML_OPENCL_H
+#define GGML_OPENCL_H
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+//
+// backend API
+//
+GGML_BACKEND_API ggml_backend_t ggml_backend_opencl_init(void);
+GGML_BACKEND_API bool ggml_backend_is_opencl(ggml_backend_t backend);
+
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_opencl_buffer_type(void);
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_opencl_host_buffer_type(void);
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_opencl_reg(void);
+
+#ifdef  __cplusplus
+}
+#endif
+
+#endif // GGML_OPENCL_H
diff --git a/ml/backend/ggml/ggml/include/ggml-opt.h b/ml/backend/ggml/ggml/include/ggml-opt.h
new file mode 100644
index 0000000..da0c24b
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-opt.h
@@ -0,0 +1,235 @@
+// This file contains functionality for training models using GGML.
+// It is not strictly needed vs. just vanilla GGML but it provides a more high-level interface for common needs such as datasets.
+// At the bottom of this file especially there are relatively high-level functions that are suitable use or adaptation in user code.
+//
+// Module maintainer: Johannes Gäßler (@JohannesGaessler, johannesg@5d6.de)
+
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#include <stdint.h>
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+    struct ggml_opt_dataset;
+    struct ggml_opt_context;
+    struct ggml_opt_result;
+
+    typedef struct ggml_opt_dataset * ggml_opt_dataset_t;
+    typedef struct ggml_opt_context * ggml_opt_context_t;
+    typedef struct ggml_opt_result  * ggml_opt_result_t;
+
+    // ====== Loss ======
+
+    // built-in loss types, i.e. the built-in quantities minimized by the optimizer
+    // custom loss types can be defined via mean or sum which simply reduce the outputs for all datapoints to a single value
+    enum ggml_opt_loss_type {
+        GGML_OPT_LOSS_TYPE_MEAN,
+        GGML_OPT_LOSS_TYPE_SUM,
+        GGML_OPT_LOSS_TYPE_CROSS_ENTROPY,
+        GGML_OPT_LOSS_TYPE_MEAN_SQUARED_ERROR,
+    };
+
+    // ====== Dataset ======
+
+    GGML_API ggml_opt_dataset_t ggml_opt_dataset_init(
+            enum ggml_type type_data,    // the type for the internal data tensor
+            enum ggml_type type_label,   // the type for the internal labels tensor
+            int64_t        ne_datapoint, // number of elements per datapoint
+            int64_t        ne_label,     // number of elements per label
+            int64_t        ndata,        // total number of datapoints/labels
+            int64_t        ndata_shard); // number of datapoints/labels per shard (unit at which the dataset is shuffled/copied)
+    GGML_API void ggml_opt_dataset_free(ggml_opt_dataset_t dataset);
+
+    // get underlying tensors that store the data
+    GGML_API int64_t              ggml_opt_dataset_ndata (ggml_opt_dataset_t dataset);
+    GGML_API struct ggml_tensor * ggml_opt_dataset_data  (ggml_opt_dataset_t dataset); // shape = [ne_datapoint, ndata]
+    GGML_API struct ggml_tensor * ggml_opt_dataset_labels(ggml_opt_dataset_t dataset); // shape = [nd_label,     ndata]
+
+    // shuffle idata first datapoints from dataset with RNG from opt_ctx, shuffle all datapoints if idata is negative
+    GGML_API void ggml_opt_dataset_shuffle(ggml_opt_context_t opt_ctx, ggml_opt_dataset_t dataset, int64_t idata);
+
+    // get batch at position ibatch from dataset and copy the data to data_batch and labels_batch
+    GGML_API void ggml_opt_dataset_get_batch(
+            ggml_opt_dataset_t   dataset,
+            struct ggml_tensor * data_batch,   // shape = [ne_datapoint, ndata_batch]
+            struct ggml_tensor * labels_batch, // shape = [ne_label,     ndata_batch]
+            int64_t              ibatch);
+    GGML_API void ggml_opt_dataset_get_batch_host(
+            ggml_opt_dataset_t   dataset,
+            void               * data_batch,
+            size_t               nb_data_batch,
+            void               * labels_batch,
+            int64_t              ibatch);
+
+    // ====== Model / Context ======
+
+    enum ggml_opt_build_type {
+        GGML_OPT_BUILD_TYPE_FORWARD = 10,
+        GGML_OPT_BUILD_TYPE_GRAD    = 20,
+        GGML_OPT_BUILD_TYPE_OPT     = 30,
+    };
+
+    // parameters that control which optimizer is used and how said optimizer tries to find the minimal loss
+    struct ggml_opt_optimizer_params {
+        // AdamW optimizer parameters
+        struct {
+            float alpha; // learning rate
+            float beta1;
+            float beta2;
+            float eps;   // epsilon for numerical stability
+            float wd;    // weight decay for AdamW, use 0.0f to disable
+        } adamw;
+    };
+
+    // callback to calculate optimizer parameters prior to a backward pass
+    // userdata can be used to pass arbitrary data
+    typedef struct ggml_opt_optimizer_params (*ggml_opt_get_optimizer_params)(void * userdata);
+
+    // returns the default optimizer params (constant, hard-coded values)
+    // userdata is not used
+    GGML_API struct ggml_opt_optimizer_params ggml_opt_get_default_optimizer_params(void * userdata);
+
+    // casts userdata to ggml_opt_optimizer_params and returns it
+    GGML_API struct ggml_opt_optimizer_params ggml_opt_get_constant_optimizer_params(void * userdata);
+
+    // parameters for initializing a new optimization context
+    struct ggml_opt_params {
+        ggml_backend_sched_t backend_sched; // defines which backends are used to construct the compute graphs
+
+        // by default the forward graph needs to be reconstructed for each eval
+        // if ctx_compute, inputs, and outputs are set the graphs are instead allocated statically
+        struct ggml_context * ctx_compute;
+        struct ggml_tensor  * inputs;
+        struct ggml_tensor  * outputs;
+
+        enum ggml_opt_loss_type  loss_type;
+        enum ggml_opt_build_type build_type;
+
+        int32_t opt_period; // after how many gradient accumulation steps an optimizer step should be done
+
+        ggml_opt_get_optimizer_params get_opt_pars; // callback for calculating optimizer parameters
+        void * get_opt_pars_ud;                     // userdata for calculating optimizer parameters
+    };
+
+    // get parameters for an optimization context with defaults set where possible
+    // parameters for which no sensible defaults exist are supplied as arguments to this function
+    GGML_API struct ggml_opt_params ggml_opt_default_params(
+            ggml_backend_sched_t    backend_sched,
+            enum ggml_opt_loss_type loss_type);
+
+    GGML_API ggml_opt_context_t ggml_opt_init(struct ggml_opt_params params);
+    GGML_API void ggml_opt_free(ggml_opt_context_t opt_ctx);
+
+    // set gradients to zero, initilize loss, and optionally reset the optimizer
+    GGML_API void ggml_opt_reset(ggml_opt_context_t opt_ctx, bool optimizer);
+
+    // get underlying tensors that store data
+    // if not using static graphs these pointers become invalid with the next call to ggml_opt_alloc
+    GGML_API struct ggml_tensor * ggml_opt_inputs(  ggml_opt_context_t opt_ctx); // forward graph input tensor
+    GGML_API struct ggml_tensor * ggml_opt_outputs( ggml_opt_context_t opt_ctx); // forward graph output tensor
+    GGML_API struct ggml_tensor * ggml_opt_labels(  ggml_opt_context_t opt_ctx); // labels to compare outputs against
+    GGML_API struct ggml_tensor * ggml_opt_loss(    ggml_opt_context_t opt_ctx); // scalar tensor that contains the loss
+    GGML_API struct ggml_tensor * ggml_opt_pred(    ggml_opt_context_t opt_ctx); // predictions made by outputs
+    GGML_API struct ggml_tensor * ggml_opt_ncorrect(ggml_opt_context_t opt_ctx); // number of matching predictions between outputs and labels
+
+    // get the gradient accumulator for a node from the forward graph
+    GGML_API struct ggml_tensor * ggml_opt_grad_acc(ggml_opt_context_t opt_ctx, struct ggml_tensor * node);
+
+    // ====== Optimization Result ======
+
+    GGML_API ggml_opt_result_t ggml_opt_result_init(void);
+    GGML_API void ggml_opt_result_free(ggml_opt_result_t result);
+    GGML_API void ggml_opt_result_reset(ggml_opt_result_t result);
+
+    // get data from result, uncertainties are optional and can be ignored by passing NULL
+    GGML_API void ggml_opt_result_ndata(   ggml_opt_result_t result, int64_t * ndata);                  // writes 1 value, number of datapoints
+    GGML_API void ggml_opt_result_loss(    ggml_opt_result_t result, double  * loss,     double * unc); // writes 1 value
+    GGML_API void ggml_opt_result_pred(    ggml_opt_result_t result, int32_t * pred);                   // writes ndata values
+    GGML_API void ggml_opt_result_accuracy(ggml_opt_result_t result, double  * accuracy, double * unc); // writes 1 value
+
+    // ====== Computation ======
+
+    // if not using static graphs, this function must be called prior to ggml_opt_alloc
+    GGML_API void ggml_opt_prepare_alloc(
+        ggml_opt_context_t    opt_ctx,
+        struct ggml_context * ctx_compute,
+        struct ggml_cgraph  * gf,
+        struct ggml_tensor  * inputs,
+        struct ggml_tensor  * outputs);
+
+    // allocate the next graph for evaluation, either forward or forward + backward
+    // must be called exactly once prior to calling ggml_opt_eval
+    GGML_API void ggml_opt_alloc(ggml_opt_context_t opt_ctx, bool backward);
+
+    // do forward pass, increment result if not NULL, do backward pass if allocated
+    GGML_API void ggml_opt_eval(ggml_opt_context_t opt_ctx, ggml_opt_result_t result);
+
+    // ############################################################################
+    // ## The high-level functions start here. They do not depend on any private ##
+    // ## functions or structs and can be copied to and adapted for user code.   ##
+    // ############################################################################
+
+    // ====== Intended Usage ======
+    //
+    // 1. Select the appropriate loss for your problem.
+    // 2. Create a dataset and set the data for the "data" tensor. Also set the "labels" tensor if your loss needs them.
+    //    Setting the shard size to 1 will be fine, it's the granularity with which data is shuffled/loaded (bigger values are faster).
+    // 3. Create a GGML graph for your model with no_alloc == true. Use two separate contexts for the tensors.
+    //    The first context should contain the model parameters and inputs and be allocated statically in user code.
+    //    The second context should contain all other tensors and will be (re)allocated automatically.
+    //    Due to this automated allocation the data of the second context is not defined when accessed in user code.
+    //    Note that the second dimension of the inputs/outputs are interpreted as the number of datapoints in those tensors.
+    // 4. Call ggml_opt_fit. If you need more control you can use ggml_opt_epoch instead.
+
+    // signature for a callback while evaluating opt_ctx on dataset, called after an evaluation
+    typedef void (*ggml_opt_epoch_callback)(
+            bool               train,       // true after training evaluation, false after validation evaluation
+            ggml_opt_context_t opt_ctx,
+            ggml_opt_dataset_t dataset,
+            ggml_opt_result_t  result,      // result associated with the dataset subsection
+            int64_t            ibatch,      // number of batches that have been evaluated so far
+            int64_t            ibatch_max,  // total number of batches in this dataset subsection
+            int64_t            t_start_us); // time at which the evaluation on the dataset subsection was started
+
+    // do training on front of dataset, do evaluation only on back of dataset
+    GGML_API void ggml_opt_epoch(
+            ggml_opt_context_t      opt_ctx,
+            ggml_opt_dataset_t      dataset,
+            ggml_opt_result_t       result_train,   // result to increment during training, ignored if NULL
+            ggml_opt_result_t       result_eval,    // result to increment during evaluation, ignored if NULL
+            int64_t                 idata_split,    // data index at which to split training and evaluation
+            ggml_opt_epoch_callback callback_train,
+            ggml_opt_epoch_callback callback_eval);
+
+    // callback that prints a progress bar on stderr
+    GGML_API void ggml_opt_epoch_callback_progress_bar(
+            bool               train,
+            ggml_opt_context_t opt_ctx,
+            ggml_opt_dataset_t dataset,
+            ggml_opt_result_t  result,
+            int64_t            ibatch,
+            int64_t            ibatch_max,
+            int64_t            t_start_us);
+
+    // fit model defined by inputs and outputs to dataset
+    GGML_API void ggml_opt_fit(
+            ggml_backend_sched_t            backend_sched,  // backend scheduler for constructing the compute graphs
+            struct ggml_context           * ctx_compute,    // context with temporarily allocated tensors to calculate the outputs
+            struct ggml_tensor            * inputs,         // input tensor with shape [ne_datapoint, ndata_batch]
+            struct ggml_tensor            * outputs,        // output tensor, must have shape [ne_label, ndata_batch] if labels are used
+            ggml_opt_dataset_t              dataset,        // dataset with data and optionally also labels
+            enum ggml_opt_loss_type         loss_type,      // loss to minimize
+            ggml_opt_get_optimizer_params   get_opt_pars,   // callback to get optimizer params, userdata is pointer to epoch (of type int64_t)
+            int64_t                         nepoch,         // how many times the dataset should be iterated over
+            int64_t                         nbatch_logical, // datapoints optimizer step, must be a multiple of ndata_batch in inputs/outputs
+            float                           val_split,      // fraction of the dataset to use for validation, must be in [0.0f, 1.0f)
+            bool                            silent);        // whether or not info prints to stderr should be suppressed
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-rpc.h b/ml/backend/ggml/ggml/include/ggml-rpc.h
new file mode 100644
index 0000000..1e67411
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-rpc.h
@@ -0,0 +1,33 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+#define RPC_PROTO_MAJOR_VERSION    2
+#define RPC_PROTO_MINOR_VERSION    0
+#define RPC_PROTO_PATCH_VERSION    0
+#define GGML_RPC_MAX_SERVERS       16
+
+// backend API
+GGML_BACKEND_API ggml_backend_t ggml_backend_rpc_init(const char * endpoint);
+GGML_BACKEND_API bool ggml_backend_is_rpc(ggml_backend_t backend);
+
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_rpc_buffer_type(const char * endpoint);
+
+GGML_BACKEND_API void ggml_backend_rpc_get_device_memory(const char * endpoint, size_t * free, size_t * total);
+
+GGML_BACKEND_API void ggml_backend_rpc_start_server(ggml_backend_t backend, const char * endpoint,
+                                                    const char * cache_dir,
+                                                    size_t free_mem, size_t total_mem);
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_rpc_reg(void);
+
+GGML_BACKEND_API ggml_backend_dev_t ggml_backend_rpc_add_device(const char * endpoint);
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-sycl.h b/ml/backend/ggml/ggml/include/ggml-sycl.h
new file mode 100644
index 0000000..5ce349a
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-sycl.h
@@ -0,0 +1,49 @@
+//
+//  MIT license
+//  Copyright (C) 2024 Intel Corporation
+//  SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#define GGML_SYCL_NAME "SYCL"
+#define GGML_SYCL_MAX_DEVICES 48
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+// backend API
+GGML_BACKEND_API ggml_backend_t ggml_backend_sycl_init(int device);
+
+GGML_BACKEND_API bool ggml_backend_is_sycl(ggml_backend_t backend);
+
+// devide buffer
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_sycl_buffer_type(int device);
+
+// split tensor buffer that splits matrices by rows across multiple devices
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_sycl_split_buffer_type(const float * tensor_split);
+
+// pinned host buffer for use with the CPU backend for faster copies between CPU and GPU
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_sycl_host_buffer_type(void);
+
+GGML_BACKEND_API void ggml_backend_sycl_print_sycl_devices(void);
+GGML_BACKEND_API void ggml_backend_sycl_get_gpu_list(int *id_list, int max_len);
+GGML_BACKEND_API void ggml_backend_sycl_get_device_description(int device,
+                                                       char *description,
+                                                       size_t description_size);
+GGML_BACKEND_API int  ggml_backend_sycl_get_device_count();
+GGML_BACKEND_API void ggml_backend_sycl_get_device_memory(int device, size_t *free, size_t *total);
+
+// SYCL doesn't support registering host memory, keep here for reference
+// GGML_BACKEND_API bool ggml_backend_sycl_register_host_buffer(void * buffer, size_t size);
+// GGML_BACKEND_API void ggml_backend_sycl_unregister_host_buffer(void * buffer);
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_sycl_reg(void);
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml-vulkan.h b/ml/backend/ggml/ggml/include/ggml-vulkan.h
new file mode 100644
index 0000000..ed5ea5f
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml-vulkan.h
@@ -0,0 +1,29 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+#define GGML_VK_NAME "Vulkan"
+#define GGML_VK_MAX_DEVICES 16
+
+// backend API
+GGML_BACKEND_API ggml_backend_t ggml_backend_vk_init(size_t dev_num);
+
+GGML_BACKEND_API bool ggml_backend_is_vk(ggml_backend_t backend);
+GGML_BACKEND_API int  ggml_backend_vk_get_device_count(void);
+GGML_BACKEND_API void ggml_backend_vk_get_device_description(int device, char * description, size_t description_size);
+GGML_BACKEND_API void ggml_backend_vk_get_device_memory(int device, size_t * free, size_t * total);
+
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_vk_buffer_type(size_t dev_num);
+// pinned host buffer for use with the CPU backend for faster copies between CPU and GPU
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_vk_host_buffer_type(void);
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_vk_reg(void);
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ggml.h b/ml/backend/ggml/ggml/include/ggml.h
new file mode 100644
index 0000000..e91dedf
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ggml.h
@@ -0,0 +1,2191 @@
+#pragma once
+
+//
+// GGML Tensor Library
+//
+// This documentation is still a work in progress.
+// If you wish some specific topics to be covered, feel free to drop a comment:
+//
+//   https://github.com/ggerganov/whisper.cpp/issues/40
+//
+// ## Overview
+//
+// This library implements:
+//
+//  - a set of tensor operations
+//  - automatic differentiation
+//  - basic optimization algorithms
+//
+// The aim of this library is to provide a minimalistic approach for various machine learning tasks. This includes,
+// but is not limited to, the following:
+//
+//  - linear regression
+//  - support vector machines
+//  - neural networks
+//
+// The library allows the user to define a certain function using the available tensor operations. This function
+// definition is represented internally via a computation graph. Each tensor operation in the function definition
+// corresponds to a node in the graph. Having the computation graph defined, the user can choose to compute the
+// function's value and/or its gradient with respect to the input variables. Optionally, the function can be optimized
+// using one of the available optimization algorithms.
+//
+// For example, here we define the function: f(x) = a*x^2 + b
+//
+//   {
+//       struct ggml_init_params params = {
+//           .mem_size   = 16*1024*1024,
+//           .mem_buffer = NULL,
+//       };
+//
+//       // memory allocation happens here
+//       struct ggml_context * ctx = ggml_init(params);
+//
+//       struct ggml_tensor * x = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 1);
+//
+//       ggml_set_param(ctx, x); // x is an input variable
+//
+//       struct ggml_tensor * a  = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 1);
+//       struct ggml_tensor * b  = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 1);
+//       struct ggml_tensor * x2 = ggml_mul(ctx, x, x);
+//       struct ggml_tensor * f  = ggml_add(ctx, ggml_mul(ctx, a, x2), b);
+//
+//       ...
+//   }
+//
+// Notice that the function definition above does not involve any actual computation. The computation is performed only
+// when the user explicitly requests it. For example, to compute the function's value at x = 2.0:
+//
+//   {
+//       ...
+//
+//       struct ggml_cgraph * gf = ggml_new_graph(ctx);
+//       ggml_build_forward_expand(gf, f);
+//
+//       // set the input variable and parameter values
+//       ggml_set_f32(x, 2.0f);
+//       ggml_set_f32(a, 3.0f);
+//       ggml_set_f32(b, 4.0f);
+//
+//       ggml_graph_compute_with_ctx(ctx, &gf, n_threads);
+//
+//       printf("f = %f\n", ggml_get_f32_1d(f, 0));
+//
+//       ...
+//   }
+//
+// The actual computation is performed in the ggml_graph_compute() function.
+//
+// The ggml_new_tensor_...() functions create new tensors. They are allocated in the memory buffer provided to the
+// ggml_init() function. You have to be careful not to exceed the memory buffer size. Therefore, you have to know
+// in advance how much memory you need for your computation. Alternatively, you can allocate a large enough memory
+// and after defining the computation graph, call the ggml_used_mem() function to find out how much memory was
+// actually needed.
+//
+// The ggml_set_param() function marks a tensor as an input variable. This is used by the automatic
+// differentiation and optimization algorithms.
+//
+// The described approach allows to define the function graph once and then compute its forward or backward graphs
+// multiple times. All computations will use the same memory buffer allocated in the ggml_init() function. This way
+// the user can avoid the memory allocation overhead at runtime.
+//
+// The library supports multi-dimensional tensors - up to 4 dimensions. The FP16 and FP32 data types are first class
+// citizens, but in theory the library can be extended to support FP8 and integer data types.
+//
+// Each tensor operation produces a new tensor. Initially the library was envisioned to support only the use of unary
+// and binary operations. Most of the available operations fall into one of these two categories. With time, it became
+// clear that the library needs to support more complex operations. The way to support these operations is not clear
+// yet, but a few examples are demonstrated in the following operations:
+//
+//   - ggml_permute()
+//   - ggml_conv_1d_1s()
+//   - ggml_conv_1d_2s()
+//
+// For each tensor operator, the library implements a forward and backward computation function. The forward function
+// computes the output tensor value given the input tensor values. The backward function computes the adjoint of the
+// input tensors given the adjoint of the output tensor. For a detailed explanation of what this means, take a
+// calculus class, or watch the following video:
+//
+//   What is Automatic Differentiation?
+//   https://www.youtube.com/watch?v=wG_nF1awSSY
+//
+//
+// ## Tensor data (struct ggml_tensor)
+//
+// The tensors are stored in memory via the ggml_tensor struct. The structure provides information about the size of
+// the tensor, the data type, and the memory buffer where the tensor data is stored. Additionally, it contains
+// pointers to the "source" tensors - i.e. the tensors that were used to compute the current tensor. For example:
+//
+//   {
+//       struct ggml_tensor * c = ggml_add(ctx, a, b);
+//
+//       assert(c->src[0] == a);
+//       assert(c->src[1] == b);
+//   }
+//
+// The multi-dimensional tensors are stored in row-major order. The ggml_tensor struct contains fields for the
+// number of elements in each dimension ("ne") as well as the number of bytes ("nb", a.k.a. stride). This allows
+// to store tensors that are not contiguous in memory, which is useful for operations such as transposition and
+// permutation. All tensor operations have to take the stride into account and not assume that the tensor is
+// contiguous in memory.
+//
+// The data of the tensor is accessed via the "data" pointer. For example:
+//
+//   {
+//       const int nx = 2;
+//       const int ny = 3;
+//
+//       struct ggml_tensor * a = ggml_new_tensor_2d(ctx, GGML_TYPE_F32, nx, ny);
+//
+//       for (int y = 0; y < ny; y++) {
+//           for (int x = 0; x < nx; x++) {
+//               *(float *) ((char *) a->data + y*a->nb[1] + x*a->nb[0]) = x + y;
+//           }
+//       }
+//
+//       ...
+//   }
+//
+// Alternatively, there are helper functions, such as ggml_get_f32_1d() and ggml_set_f32_1d() that can be used.
+//
+// ## The matrix multiplication operator (ggml_mul_mat)
+//
+// TODO
+//
+//
+// ## Multi-threading
+//
+// TODO
+//
+//
+// ## Overview of ggml.c
+//
+// TODO
+//
+//
+// ## SIMD optimizations
+//
+// TODO
+//
+//
+// ## Debugging ggml
+//
+// TODO
+//
+//
+
+#ifdef GGML_SHARED
+#    if defined(_WIN32) && !defined(__MINGW32__)
+#        ifdef GGML_BUILD
+#            define GGML_API __declspec(dllexport) extern
+#        else
+#            define GGML_API __declspec(dllimport) extern
+#        endif
+#    else
+#        define GGML_API __attribute__ ((visibility ("default"))) extern
+#    endif
+#else
+#    define GGML_API extern
+#endif
+
+// TODO: support for clang
+#ifdef __GNUC__
+#    define GGML_DEPRECATED(func, hint) func __attribute__((deprecated(hint)))
+#elif defined(_MSC_VER)
+#    define GGML_DEPRECATED(func, hint) __declspec(deprecated(hint)) func
+#else
+#    define GGML_DEPRECATED(func, hint) func
+#endif
+
+#ifndef __GNUC__
+#    define GGML_ATTRIBUTE_FORMAT(...)
+#elif defined(__MINGW32__) && !defined(__clang__)
+#    define GGML_ATTRIBUTE_FORMAT(...) __attribute__((format(gnu_printf, __VA_ARGS__)))
+#else
+#    define GGML_ATTRIBUTE_FORMAT(...) __attribute__((format(printf, __VA_ARGS__)))
+#endif
+
+#include <stdbool.h>
+#include <stddef.h>
+#include <stdint.h>
+#include <stdio.h>
+
+#define GGML_FILE_MAGIC   0x67676d6c // "ggml"
+#define GGML_FILE_VERSION 2
+
+#define GGML_QNT_VERSION        2    // bump this on quantization format changes
+#define GGML_QNT_VERSION_FACTOR 1000 // do not change this
+
+#define GGML_MAX_DIMS           4
+#define GGML_MAX_PARAMS         2048
+#define GGML_MAX_SRC            10
+#define GGML_MAX_N_THREADS      512
+#define GGML_MAX_OP_PARAMS      64
+
+#ifndef GGML_MAX_NAME
+#   define GGML_MAX_NAME        64
+#endif
+
+#define GGML_DEFAULT_N_THREADS  4
+#define GGML_DEFAULT_GRAPH_SIZE 2048
+
+#if UINTPTR_MAX == 0xFFFFFFFF
+    #define GGML_MEM_ALIGN 4
+#else
+    #define GGML_MEM_ALIGN 16
+#endif
+
+#define GGML_EXIT_SUCCESS 0
+#define GGML_EXIT_ABORTED 1
+
+#define GGML_ROPE_TYPE_NEOX   2
+#define GGML_ROPE_TYPE_MROPE  8
+#define GGML_ROPE_TYPE_VISION 24
+
+#define GGML_UNUSED(x) (void)(x)
+
+#define GGML_PAD(x, n) (((x) + (n) - 1) & ~((n) - 1))
+
+#ifndef NDEBUG
+#   define GGML_UNREACHABLE() do { fprintf(stderr, "statement should be unreachable\n"); abort(); } while(0)
+#elif defined(__GNUC__)
+#   define GGML_UNREACHABLE() __builtin_unreachable()
+#elif defined(_MSC_VER)
+#   define GGML_UNREACHABLE() __assume(0)
+#else
+#   define GGML_UNREACHABLE() ((void) 0)
+#endif
+
+#ifdef __cplusplus
+#   define GGML_NORETURN [[noreturn]]
+#elif defined(_MSC_VER)
+#   define GGML_NORETURN __declspec(noreturn)
+#else
+#   define GGML_NORETURN _Noreturn
+#endif
+
+#define GGML_ABORT(...) ggml_abort(__FILE__, __LINE__, __VA_ARGS__)
+#define GGML_ASSERT(x) if (!(x)) GGML_ABORT("GGML_ASSERT(%s) failed", #x)
+
+// used to copy the number of elements and stride in bytes of tensors into local variables.
+// main purpose is to reduce code duplication and improve readability.
+//
+// example:
+//
+//    GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne);
+//    GGML_TENSOR_LOCALS(size_t,  nb1, src1, nb);
+//
+#define GGML_TENSOR_LOCALS_1(type, prefix, pointer, array) \
+    const type prefix##0 = (pointer)->array[0]; \
+    GGML_UNUSED(prefix##0);
+#define GGML_TENSOR_LOCALS_2(type, prefix, pointer, array) \
+    GGML_TENSOR_LOCALS_1    (type, prefix, pointer, array) \
+    const type prefix##1 = (pointer)->array[1]; \
+    GGML_UNUSED(prefix##1);
+#define GGML_TENSOR_LOCALS_3(type, prefix, pointer, array) \
+    GGML_TENSOR_LOCALS_2    (type, prefix, pointer, array) \
+    const type prefix##2 = (pointer)->array[2]; \
+    GGML_UNUSED(prefix##2);
+#define GGML_TENSOR_LOCALS(type, prefix, pointer, array) \
+    GGML_TENSOR_LOCALS_3  (type, prefix, pointer, array) \
+    const type prefix##3 = (pointer)->array[3]; \
+    GGML_UNUSED(prefix##3);
+
+#define GGML_TENSOR_UNARY_OP_LOCALS \
+    GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne) \
+    GGML_TENSOR_LOCALS(size_t,  nb0, src0, nb) \
+    GGML_TENSOR_LOCALS(int64_t, ne,  dst,  ne) \
+    GGML_TENSOR_LOCALS(size_t,  nb,  dst,  nb)
+
+#define GGML_TENSOR_BINARY_OP_LOCALS \
+    GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne) \
+    GGML_TENSOR_LOCALS(size_t,  nb0, src0, nb) \
+    GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne) \
+    GGML_TENSOR_LOCALS(size_t,  nb1, src1, nb) \
+    GGML_TENSOR_LOCALS(int64_t, ne,  dst,  ne) \
+    GGML_TENSOR_LOCALS(size_t,  nb,  dst,  nb)
+
+#define GGML_TENSOR_BINARY_OP_LOCALS01 \
+    GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne) \
+    GGML_TENSOR_LOCALS(size_t,  nb0, src0, nb) \
+    GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne) \
+    GGML_TENSOR_LOCALS(size_t,  nb1, src1, nb)
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+    GGML_NORETURN GGML_ATTRIBUTE_FORMAT(3, 4)
+    GGML_API void ggml_abort(const char * file, int line, const char * fmt, ...);
+
+    enum ggml_status {
+        GGML_STATUS_ALLOC_FAILED = -2,
+        GGML_STATUS_FAILED = -1,
+        GGML_STATUS_SUCCESS = 0,
+        GGML_STATUS_ABORTED = 1,
+    };
+
+    // get ggml_status name string
+    GGML_API const char * ggml_status_to_string(enum ggml_status status);
+
+    // ieee 754-2008 half-precision float16
+    // todo: make this not an integral type
+    typedef uint16_t ggml_fp16_t;
+    GGML_API float       ggml_fp16_to_fp32(ggml_fp16_t);
+    GGML_API ggml_fp16_t ggml_fp32_to_fp16(float);
+    GGML_API void        ggml_fp16_to_fp32_row(const ggml_fp16_t *, float *, int64_t);
+    GGML_API void        ggml_fp32_to_fp16_row(const float *, ggml_fp16_t *, int64_t);
+
+    // google brain half-precision bfloat16
+    typedef struct { uint16_t bits; } ggml_bf16_t;
+    GGML_API ggml_bf16_t ggml_fp32_to_bf16(float);
+    GGML_API float       ggml_bf16_to_fp32(ggml_bf16_t);  // consider just doing << 16
+    GGML_API void        ggml_bf16_to_fp32_row(const ggml_bf16_t *, float *, int64_t);
+    GGML_API void        ggml_fp32_to_bf16_row_ref(const float *, ggml_bf16_t *, int64_t);
+    GGML_API void        ggml_fp32_to_bf16_row(const float *, ggml_bf16_t *, int64_t);
+
+    struct ggml_object;
+    struct ggml_context;
+    struct ggml_cgraph;
+
+    // NOTE: always add types at the end of the enum to keep backward compatibility
+    enum ggml_type {
+        GGML_TYPE_F32     = 0,
+        GGML_TYPE_F16     = 1,
+        GGML_TYPE_Q4_0    = 2,
+        GGML_TYPE_Q4_1    = 3,
+        // GGML_TYPE_Q4_2 = 4, support has been removed
+        // GGML_TYPE_Q4_3 = 5, support has been removed
+        GGML_TYPE_Q5_0    = 6,
+        GGML_TYPE_Q5_1    = 7,
+        GGML_TYPE_Q8_0    = 8,
+        GGML_TYPE_Q8_1    = 9,
+        GGML_TYPE_Q2_K    = 10,
+        GGML_TYPE_Q3_K    = 11,
+        GGML_TYPE_Q4_K    = 12,
+        GGML_TYPE_Q5_K    = 13,
+        GGML_TYPE_Q6_K    = 14,
+        GGML_TYPE_Q8_K    = 15,
+        GGML_TYPE_IQ2_XXS = 16,
+        GGML_TYPE_IQ2_XS  = 17,
+        GGML_TYPE_IQ3_XXS = 18,
+        GGML_TYPE_IQ1_S   = 19,
+        GGML_TYPE_IQ4_NL  = 20,
+        GGML_TYPE_IQ3_S   = 21,
+        GGML_TYPE_IQ2_S   = 22,
+        GGML_TYPE_IQ4_XS  = 23,
+        GGML_TYPE_I8      = 24,
+        GGML_TYPE_I16     = 25,
+        GGML_TYPE_I32     = 26,
+        GGML_TYPE_I64     = 27,
+        GGML_TYPE_F64     = 28,
+        GGML_TYPE_IQ1_M   = 29,
+        GGML_TYPE_BF16    = 30,
+        // GGML_TYPE_Q4_0_4_4 = 31, support has been removed from gguf files
+        // GGML_TYPE_Q4_0_4_8 = 32,
+        // GGML_TYPE_Q4_0_8_8 = 33,
+        GGML_TYPE_TQ1_0   = 34,
+        GGML_TYPE_TQ2_0   = 35,
+        // GGML_TYPE_IQ4_NL_4_4 = 36,
+        // GGML_TYPE_IQ4_NL_4_8 = 37,
+        // GGML_TYPE_IQ4_NL_8_8 = 38,
+        GGML_TYPE_COUNT   = 39,
+    };
+
+    // precision
+    enum ggml_prec {
+        GGML_PREC_DEFAULT =  0, // stored as ggml_tensor.op_params, 0 by default
+        GGML_PREC_F32     = 10,
+    };
+
+    // model file types
+    enum ggml_ftype {
+        GGML_FTYPE_UNKNOWN        = -1,
+        GGML_FTYPE_ALL_F32        = 0,
+        GGML_FTYPE_MOSTLY_F16     = 1,  // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q4_0    = 2,  // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q4_1    = 3,  // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q4_1_SOME_F16 = 4, // tok_embeddings.weight and output.weight are F16
+        GGML_FTYPE_MOSTLY_Q8_0    = 7,  // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q5_0    = 8,  // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q5_1    = 9,  // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q2_K    = 10, // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q3_K    = 11, // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q4_K    = 12, // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q5_K    = 13, // except 1d tensors
+        GGML_FTYPE_MOSTLY_Q6_K    = 14, // except 1d tensors
+        GGML_FTYPE_MOSTLY_IQ2_XXS = 15, // except 1d tensors
+        GGML_FTYPE_MOSTLY_IQ2_XS  = 16, // except 1d tensors
+        GGML_FTYPE_MOSTLY_IQ3_XXS = 17, // except 1d tensors
+        GGML_FTYPE_MOSTLY_IQ1_S   = 18, // except 1d tensors
+        GGML_FTYPE_MOSTLY_IQ4_NL  = 19, // except 1d tensors
+        GGML_FTYPE_MOSTLY_IQ3_S   = 20, // except 1d tensors
+        GGML_FTYPE_MOSTLY_IQ2_S   = 21, // except 1d tensors
+        GGML_FTYPE_MOSTLY_IQ4_XS  = 22, // except 1d tensors
+        GGML_FTYPE_MOSTLY_IQ1_M   = 23, // except 1d tensors
+        GGML_FTYPE_MOSTLY_BF16    = 24, // except 1d tensors
+    };
+
+    // available tensor operations:
+    enum ggml_op {
+        GGML_OP_NONE = 0,
+
+        GGML_OP_DUP,
+        GGML_OP_ADD,
+        GGML_OP_ADD1,
+        GGML_OP_ACC,
+        GGML_OP_SUB,
+        GGML_OP_MUL,
+        GGML_OP_DIV,
+        GGML_OP_SQR,
+        GGML_OP_SQRT,
+        GGML_OP_LOG,
+        GGML_OP_SIN,
+        GGML_OP_COS,
+        GGML_OP_SUM,
+        GGML_OP_SUM_ROWS,
+        GGML_OP_MEAN,
+        GGML_OP_ARGMAX,
+        GGML_OP_COUNT_EQUAL,
+        GGML_OP_REPEAT,
+        GGML_OP_REPEAT_BACK,
+        GGML_OP_CONCAT,
+        GGML_OP_SILU_BACK,
+        GGML_OP_NORM, // normalize
+        GGML_OP_RMS_NORM,
+        GGML_OP_RMS_NORM_BACK,
+        GGML_OP_GROUP_NORM,
+        GGML_OP_L2_NORM,
+
+        GGML_OP_MUL_MAT,
+        GGML_OP_MUL_MAT_ID,
+        GGML_OP_OUT_PROD,
+
+        GGML_OP_SCALE,
+        GGML_OP_SET,
+        GGML_OP_CPY,
+        GGML_OP_CONT,
+        GGML_OP_RESHAPE,
+        GGML_OP_VIEW,
+        GGML_OP_PERMUTE,
+        GGML_OP_TRANSPOSE,
+        GGML_OP_GET_ROWS,
+        GGML_OP_GET_ROWS_BACK,
+        GGML_OP_DIAG,
+        GGML_OP_DIAG_MASK_INF,
+        GGML_OP_DIAG_MASK_ZERO,
+        GGML_OP_SOFT_MAX,
+        GGML_OP_SOFT_MAX_BACK,
+        GGML_OP_ROPE,
+        GGML_OP_ROPE_BACK,
+        GGML_OP_CLAMP,
+        GGML_OP_CONV_TRANSPOSE_1D,
+        GGML_OP_IM2COL,
+        GGML_OP_IM2COL_BACK,
+        GGML_OP_CONV_2D_DW,
+        GGML_OP_CONV_TRANSPOSE_2D,
+        GGML_OP_POOL_1D,
+        GGML_OP_POOL_2D,
+        GGML_OP_POOL_2D_BACK,
+        GGML_OP_UPSCALE, // nearest interpolate
+        GGML_OP_PAD,
+        GGML_OP_PAD_REFLECT_1D,
+        GGML_OP_ARANGE,
+        GGML_OP_TIMESTEP_EMBEDDING,
+        GGML_OP_ARGSORT,
+        GGML_OP_LEAKY_RELU,
+
+        GGML_OP_FLASH_ATTN_EXT,
+        GGML_OP_FLASH_ATTN_BACK,
+        GGML_OP_SSM_CONV,
+        GGML_OP_SSM_SCAN,
+        GGML_OP_WIN_PART,
+        GGML_OP_WIN_UNPART,
+        GGML_OP_GET_REL_POS,
+        GGML_OP_ADD_REL_POS,
+        GGML_OP_RWKV_WKV6,
+        GGML_OP_GATED_LINEAR_ATTN,
+        GGML_OP_RWKV_WKV7,
+
+        GGML_OP_UNARY,
+
+        GGML_OP_MAP_CUSTOM1,
+        GGML_OP_MAP_CUSTOM2,
+        GGML_OP_MAP_CUSTOM3,
+
+        GGML_OP_CUSTOM,
+
+        GGML_OP_CROSS_ENTROPY_LOSS,
+        GGML_OP_CROSS_ENTROPY_LOSS_BACK,
+        GGML_OP_OPT_STEP_ADAMW,
+
+        GGML_OP_COUNT,
+    };
+
+    enum ggml_unary_op {
+        GGML_UNARY_OP_ABS,
+        GGML_UNARY_OP_SGN,
+        GGML_UNARY_OP_NEG,
+        GGML_UNARY_OP_STEP,
+        GGML_UNARY_OP_TANH,
+        GGML_UNARY_OP_ELU,
+        GGML_UNARY_OP_RELU,
+        GGML_UNARY_OP_SIGMOID,
+        GGML_UNARY_OP_GELU,
+        GGML_UNARY_OP_GELU_QUICK,
+        GGML_UNARY_OP_SILU,
+        GGML_UNARY_OP_HARDSWISH,
+        GGML_UNARY_OP_HARDSIGMOID,
+        GGML_UNARY_OP_EXP,
+
+        GGML_UNARY_OP_COUNT,
+    };
+
+    enum ggml_object_type {
+        GGML_OBJECT_TYPE_TENSOR,
+        GGML_OBJECT_TYPE_GRAPH,
+        GGML_OBJECT_TYPE_WORK_BUFFER
+    };
+
+    enum ggml_log_level {
+        GGML_LOG_LEVEL_NONE  = 0,
+        GGML_LOG_LEVEL_DEBUG = 1,
+        GGML_LOG_LEVEL_INFO  = 2,
+        GGML_LOG_LEVEL_WARN  = 3,
+        GGML_LOG_LEVEL_ERROR = 4,
+        GGML_LOG_LEVEL_CONT  = 5, // continue previous log
+    };
+
+    // this tensor...
+    enum ggml_tensor_flag {
+        GGML_TENSOR_FLAG_INPUT  =  1, // ...is an input for the GGML compute graph
+        GGML_TENSOR_FLAG_OUTPUT =  2, // ...is an output for the GGML compute graph
+        GGML_TENSOR_FLAG_PARAM  =  4, // ...contains trainable parameters
+        GGML_TENSOR_FLAG_LOSS   =  8, // ...defines loss for numerical optimization (multiple loss tensors add up)
+    };
+
+    struct ggml_init_params {
+        // memory pool
+        size_t mem_size;   // bytes
+        void * mem_buffer; // if NULL, memory will be allocated internally
+        bool   no_alloc;   // don't allocate memory for the tensor data
+    };
+
+    // n-dimensional tensor
+    struct ggml_tensor {
+        enum ggml_type type;
+
+        struct ggml_backend_buffer * buffer;
+
+        int64_t ne[GGML_MAX_DIMS]; // number of elements
+        size_t  nb[GGML_MAX_DIMS]; // stride in bytes:
+                                   // nb[0] = ggml_type_size(type)
+                                   // nb[1] = nb[0]   * (ne[0] / ggml_blck_size(type)) + padding
+                                   // nb[i] = nb[i-1] * ne[i-1]
+
+        // compute data
+        enum ggml_op op;
+
+        // op params - allocated as int32_t for alignment
+        int32_t op_params[GGML_MAX_OP_PARAMS / sizeof(int32_t)];
+
+        int32_t flags;
+
+        struct ggml_tensor * src[GGML_MAX_SRC];
+
+        // source tensor and offset for views
+        struct ggml_tensor * view_src;
+        size_t               view_offs;
+
+        void * data;
+
+        char name[GGML_MAX_NAME];
+
+        void * extra; // extra things e.g. for ggml-cuda.cu
+
+        char padding[8];
+    };
+
+    static const size_t GGML_TENSOR_SIZE = sizeof(struct ggml_tensor);
+
+    // Abort callback
+    // If not NULL, called before ggml computation
+    // If it returns true, the computation is aborted
+    typedef bool (*ggml_abort_callback)(void * data);
+
+
+    //
+    // GUID
+    //
+
+    // GUID types
+    typedef uint8_t ggml_guid[16];
+    typedef ggml_guid * ggml_guid_t;
+
+    GGML_API bool ggml_guid_matches(ggml_guid_t guid_a, ggml_guid_t guid_b);
+
+    // misc
+
+    GGML_API void    ggml_time_init(void); // call this once at the beginning of the program
+    GGML_API int64_t ggml_time_ms(void);
+    GGML_API int64_t ggml_time_us(void);
+    GGML_API int64_t ggml_cycles(void);
+    GGML_API int64_t ggml_cycles_per_ms(void);
+
+    // accepts a UTF-8 path, even on Windows
+    GGML_API FILE *  ggml_fopen(const char * fname, const char * mode);
+
+    GGML_API void    ggml_print_object (const struct ggml_object * obj);
+    GGML_API void    ggml_print_objects(const struct ggml_context * ctx);
+
+    GGML_API int64_t ggml_nelements (const struct ggml_tensor * tensor);
+    GGML_API int64_t ggml_nrows     (const struct ggml_tensor * tensor);
+    GGML_API size_t  ggml_nbytes    (const struct ggml_tensor * tensor);
+    GGML_API size_t  ggml_nbytes_pad(const struct ggml_tensor * tensor); // same as ggml_nbytes() but padded to GGML_MEM_ALIGN
+
+    GGML_API int64_t ggml_blck_size(enum ggml_type type);
+    GGML_API size_t  ggml_type_size(enum ggml_type type);             // size in bytes for all elements in a block
+    GGML_API size_t  ggml_row_size (enum ggml_type type, int64_t ne); // size in bytes for all elements in a row
+
+    GGML_DEPRECATED(
+    GGML_API double ggml_type_sizef(enum ggml_type type), // ggml_type_size()/ggml_blck_size() as float
+    "use ggml_row_size() instead");
+
+    GGML_API const char * ggml_type_name(enum ggml_type type);
+    GGML_API const char * ggml_op_name  (enum ggml_op   op);
+    GGML_API const char * ggml_op_symbol(enum ggml_op   op);
+
+    GGML_API const char * ggml_unary_op_name(enum ggml_unary_op op);
+    GGML_API const char * ggml_op_desc(const struct ggml_tensor * t); // unary or op name
+
+    GGML_API size_t  ggml_element_size(const struct ggml_tensor * tensor);
+
+    GGML_API bool    ggml_is_quantized(enum ggml_type type);
+
+    // TODO: temporary until model loading of ggml examples is refactored
+    GGML_API enum ggml_type ggml_ftype_to_ggml_type(enum ggml_ftype ftype);
+
+    GGML_API bool ggml_is_transposed(const struct ggml_tensor * tensor);
+    GGML_API bool ggml_is_permuted  (const struct ggml_tensor * tensor);
+    GGML_API bool ggml_is_empty     (const struct ggml_tensor * tensor);
+    GGML_API bool ggml_is_scalar    (const struct ggml_tensor * tensor);
+    GGML_API bool ggml_is_vector    (const struct ggml_tensor * tensor);
+    GGML_API bool ggml_is_matrix    (const struct ggml_tensor * tensor);
+    GGML_API bool ggml_is_3d        (const struct ggml_tensor * tensor);
+    GGML_API int  ggml_n_dims       (const struct ggml_tensor * tensor); // returns 1 for scalars
+
+    // returns whether the tensor elements can be iterated over with a flattened index (no gaps, no permutation)
+    GGML_API bool ggml_is_contiguous  (const struct ggml_tensor * tensor);
+    GGML_API bool ggml_is_contiguous_0(const struct ggml_tensor * tensor); // same as ggml_is_contiguous()
+    GGML_API bool ggml_is_contiguous_1(const struct ggml_tensor * tensor); // contiguous for dims >= 1
+    GGML_API bool ggml_is_contiguous_2(const struct ggml_tensor * tensor); // contiguous for dims >= 2
+
+    // returns whether the tensor elements are allocated as one contiguous block of memory (no gaps, but permutation ok)
+    GGML_API bool ggml_is_contiguously_allocated(const struct ggml_tensor * tensor);
+
+    // true for tensor that is stored in memory as CxWxHxN and has been permuted to WxHxCxN
+    GGML_API bool ggml_is_contiguous_channels(const struct ggml_tensor * tensor);
+
+    GGML_API bool ggml_are_same_shape (const struct ggml_tensor * t0, const struct ggml_tensor * t1);
+    GGML_API bool ggml_are_same_stride(const struct ggml_tensor * t0, const struct ggml_tensor * t1);
+
+    GGML_API bool ggml_can_repeat(const struct ggml_tensor * t0, const struct ggml_tensor * t1);
+
+    // use this to compute the memory overhead of a tensor
+    GGML_API size_t ggml_tensor_overhead(void);
+
+    GGML_API bool ggml_validate_row_data(enum ggml_type type, const void * data, size_t nbytes);
+
+    // main
+
+    GGML_API struct ggml_context * ggml_init (struct ggml_init_params params);
+    GGML_API void                  ggml_reset(struct ggml_context * ctx);
+    GGML_API void                  ggml_free (struct ggml_context * ctx);
+
+    GGML_API size_t  ggml_used_mem(const struct ggml_context * ctx);
+
+    GGML_API bool    ggml_get_no_alloc(struct ggml_context * ctx);
+    GGML_API void    ggml_set_no_alloc(struct ggml_context * ctx, bool no_alloc);
+
+    GGML_API void *  ggml_get_mem_buffer     (const struct ggml_context * ctx);
+    GGML_API size_t  ggml_get_mem_size       (const struct ggml_context * ctx);
+    GGML_API size_t  ggml_get_max_tensor_size(const struct ggml_context * ctx);
+
+    GGML_API struct ggml_tensor * ggml_new_tensor(
+            struct ggml_context * ctx,
+            enum   ggml_type type,
+            int    n_dims,
+            const int64_t *ne);
+
+    GGML_API struct ggml_tensor * ggml_new_tensor_1d(
+            struct ggml_context * ctx,
+            enum   ggml_type type,
+            int64_t ne0);
+
+    GGML_API struct ggml_tensor * ggml_new_tensor_2d(
+            struct ggml_context * ctx,
+            enum   ggml_type type,
+            int64_t ne0,
+            int64_t ne1);
+
+    GGML_API struct ggml_tensor * ggml_new_tensor_3d(
+            struct ggml_context * ctx,
+            enum   ggml_type type,
+            int64_t ne0,
+            int64_t ne1,
+            int64_t ne2);
+
+    GGML_API struct ggml_tensor * ggml_new_tensor_4d(
+            struct ggml_context * ctx,
+            enum   ggml_type type,
+            int64_t ne0,
+            int64_t ne1,
+            int64_t ne2,
+            int64_t ne3);
+
+    GGML_API void * ggml_new_buffer(struct ggml_context * ctx, size_t nbytes);
+
+    GGML_API struct ggml_tensor * ggml_dup_tensor (struct ggml_context * ctx, const struct ggml_tensor * src);
+    GGML_API struct ggml_tensor * ggml_view_tensor(struct ggml_context * ctx, struct ggml_tensor * src);
+
+    // Context tensor enumeration and lookup
+    GGML_API struct ggml_tensor * ggml_get_first_tensor(const struct ggml_context * ctx);
+    GGML_API struct ggml_tensor * ggml_get_next_tensor (const struct ggml_context * ctx, struct ggml_tensor * tensor);
+    GGML_API struct ggml_tensor * ggml_get_tensor(struct ggml_context * ctx, const char * name);
+
+    // Converts a flat index into coordinates
+    GGML_API void ggml_unravel_index(const struct ggml_tensor * tensor, int64_t i, int64_t * i0, int64_t * i1, int64_t * i2, int64_t * i3);
+
+    GGML_API enum ggml_unary_op ggml_get_unary_op(const struct ggml_tensor * tensor);
+
+    GGML_API void *  ggml_get_data    (const struct ggml_tensor * tensor);
+    GGML_API float * ggml_get_data_f32(const struct ggml_tensor * tensor);
+
+    GGML_API const char *         ggml_get_name   (const struct ggml_tensor * tensor);
+    GGML_API struct ggml_tensor * ggml_set_name   (      struct ggml_tensor * tensor, const char * name);
+    GGML_ATTRIBUTE_FORMAT(2, 3)
+    GGML_API struct ggml_tensor * ggml_format_name(      struct ggml_tensor * tensor, const char * fmt, ...);
+
+    // Tensor flags
+    GGML_API void ggml_set_input(struct ggml_tensor * tensor);
+    GGML_API void ggml_set_output(struct ggml_tensor * tensor);
+    GGML_API void ggml_set_param(struct ggml_tensor * tensor);
+    GGML_API void ggml_set_loss(struct ggml_tensor * tensor);
+
+    //
+    // operations on tensors with backpropagation
+    //
+
+    GGML_API struct ggml_tensor * ggml_dup(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // in-place, returns view(a)
+    GGML_API struct ggml_tensor * ggml_dup_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_add(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_add_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_add_cast(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            enum   ggml_type      type);
+
+    GGML_API struct ggml_tensor * ggml_add1(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_add1_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    // dst = a
+    // view(dst, nb1, nb2, nb3, offset) += b
+    // return dst
+    GGML_API struct ggml_tensor * ggml_acc(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            size_t                nb1,
+            size_t                nb2,
+            size_t                nb3,
+            size_t                offset);
+
+    GGML_API struct ggml_tensor * ggml_acc_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            size_t                nb1,
+            size_t                nb2,
+            size_t                nb3,
+            size_t                offset);
+
+    GGML_API struct ggml_tensor * ggml_sub(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_sub_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_mul(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_mul_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_div(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_div_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_sqr(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_sqr_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_sqrt(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_sqrt_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_log(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_log_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_sin(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_sin_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_cos(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_cos_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // return scalar
+    GGML_API struct ggml_tensor * ggml_sum(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // sums along rows, with input shape [a,b,c,d] return shape [1,b,c,d]
+    GGML_API struct ggml_tensor * ggml_sum_rows(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // mean along rows
+    GGML_API struct ggml_tensor * ggml_mean(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // argmax along rows
+    GGML_API struct ggml_tensor * ggml_argmax(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // count number of equal elements in a and b
+    GGML_API struct ggml_tensor * ggml_count_equal(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    // if a is the same shape as b, and a is not parameter, return a
+    // otherwise, return a new tensor: repeat(a) to fit in b
+    GGML_API struct ggml_tensor * ggml_repeat(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    // sums repetitions in a into shape of b
+    GGML_API struct ggml_tensor * ggml_repeat_back(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b); // sum up values that are adjacent in dims > 0 instead of repeated with same stride
+
+    // concat a and b along dim
+    // used in stable-diffusion
+    GGML_API struct ggml_tensor * ggml_concat(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            int                   dim);
+
+    GGML_API struct ggml_tensor * ggml_abs(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_abs_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_sgn(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_sgn_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_neg(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_neg_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_step(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_step_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_tanh(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_tanh_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_elu(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_elu_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_relu(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_leaky_relu(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a, float negative_slope, bool inplace);
+
+    GGML_API struct ggml_tensor * ggml_relu_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_sigmoid(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_sigmoid_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_gelu(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_gelu_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_gelu_quick(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_gelu_quick_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_silu(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_silu_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // a - x
+    // b - dy
+    GGML_API struct ggml_tensor * ggml_silu_back(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    // hardswish(x) = x * relu6(x + 3) / 6
+    GGML_API struct ggml_tensor * ggml_hardswish(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // hardsigmoid(x) = relu6(x + 3) / 6
+    GGML_API struct ggml_tensor * ggml_hardsigmoid(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_exp(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    GGML_API struct ggml_tensor * ggml_exp_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // normalize along rows
+    GGML_API struct ggml_tensor * ggml_norm(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            float                 eps);
+
+    GGML_API struct ggml_tensor * ggml_norm_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            float                 eps);
+
+    GGML_API struct ggml_tensor * ggml_rms_norm(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            float                 eps);
+
+    GGML_API struct ggml_tensor * ggml_rms_norm_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            float                 eps);
+
+    // group normalize along ne0*ne1*n_groups
+    // used in stable-diffusion
+    GGML_API struct ggml_tensor * ggml_group_norm(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   n_groups,
+            float                 eps);
+
+    GGML_API struct ggml_tensor * ggml_group_norm_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   n_groups,
+            float                 eps);
+
+    // l2 normalize along rows
+    // used in rwkv v7
+    GGML_API struct ggml_tensor * ggml_l2_norm(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            float                 eps);
+
+    GGML_API struct ggml_tensor * ggml_l2_norm_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            float                 eps);
+
+    // a - x
+    // b - dy
+    GGML_API struct ggml_tensor * ggml_rms_norm_back(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            float                 eps);
+
+    // A: k columns, n rows => [ne03, ne02, n, k]
+    // B: k columns, m rows  (i.e. we transpose it internally) => [ne03 * x, ne02 * y, m, k]
+    // result is n columns, m rows => [ne03 * x, ne02 * y, m, n]
+    GGML_API struct ggml_tensor * ggml_mul_mat(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    // change the precision of a matrix multiplication
+    // set to GGML_PREC_F32 for higher precision (useful for phi-2)
+    GGML_API void ggml_mul_mat_set_prec(
+            struct ggml_tensor * a,
+            enum ggml_prec       prec);
+
+    // indirect matrix multiplication
+    GGML_API struct ggml_tensor * ggml_mul_mat_id(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * as,
+            struct ggml_tensor  * b,
+            struct ggml_tensor  * ids);
+
+    // A: m columns, n rows,
+    // B: p columns, n rows,
+    // result is m columns, p rows
+    GGML_API struct ggml_tensor * ggml_out_prod(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    //
+    // operations on tensors without backpropagation
+    //
+
+    GGML_API struct ggml_tensor * ggml_scale(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            float                 s);
+
+    // in-place, returns view(a)
+    GGML_API struct ggml_tensor * ggml_scale_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            float                 s);
+
+    // b -> view(a,offset,nb1,nb2,3), return modified a
+    GGML_API struct ggml_tensor * ggml_set(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            size_t                nb1,
+            size_t                nb2,
+            size_t                nb3,
+            size_t                offset); // in bytes
+
+    // b -> view(a,offset,nb1,nb2,3), return view(a)
+    GGML_API struct ggml_tensor * ggml_set_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            size_t                nb1,
+            size_t                nb2,
+            size_t                nb3,
+            size_t                offset); // in bytes
+
+    GGML_API struct ggml_tensor * ggml_set_1d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            size_t                offset); // in bytes
+
+    GGML_API struct ggml_tensor * ggml_set_1d_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            size_t                offset); // in bytes
+
+    // b -> view(a,offset,nb1,nb2,3), return modified a
+    GGML_API struct ggml_tensor * ggml_set_2d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            size_t                nb1,
+            size_t                offset); // in bytes
+
+    // b -> view(a,offset,nb1,nb2,3), return view(a)
+    GGML_API struct ggml_tensor * ggml_set_2d_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            size_t                nb1,
+            size_t                offset); // in bytes
+
+    // a -> b, return view(b)
+    GGML_API struct ggml_tensor * ggml_cpy(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    GGML_API struct ggml_tensor * ggml_cast(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            enum   ggml_type      type);
+
+    // make contiguous
+    GGML_API struct ggml_tensor * ggml_cont(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // make contiguous, with new shape
+    GGML_API struct ggml_tensor * ggml_cont_1d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0);
+
+    GGML_API struct ggml_tensor * ggml_cont_2d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            int64_t               ne1);
+
+    GGML_API struct ggml_tensor * ggml_cont_3d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            int64_t               ne1,
+            int64_t               ne2);
+
+    GGML_API struct ggml_tensor * ggml_cont_4d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            int64_t               ne1,
+            int64_t               ne2,
+            int64_t               ne3);
+
+    // return view(a), b specifies the new shape
+    // TODO: when we start computing gradient, make a copy instead of view
+    GGML_API struct ggml_tensor * ggml_reshape(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    // return view(a)
+    // TODO: when we start computing gradient, make a copy instead of view
+    GGML_API struct ggml_tensor * ggml_reshape_1d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0);
+
+    GGML_API struct ggml_tensor * ggml_reshape_2d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            int64_t               ne1);
+
+    // return view(a)
+    // TODO: when we start computing gradient, make a copy instead of view
+    GGML_API struct ggml_tensor * ggml_reshape_3d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            int64_t               ne1,
+            int64_t               ne2);
+
+    GGML_API struct ggml_tensor * ggml_reshape_4d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            int64_t               ne1,
+            int64_t               ne2,
+            int64_t               ne3);
+
+    // offset in bytes
+    GGML_API struct ggml_tensor * ggml_view_1d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            size_t                offset);
+
+    GGML_API struct ggml_tensor * ggml_view_2d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            int64_t               ne1,
+            size_t                nb1, // row stride in bytes
+            size_t                offset);
+
+    GGML_API struct ggml_tensor * ggml_view_3d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            int64_t               ne1,
+            int64_t               ne2,
+            size_t                nb1, // row   stride in bytes
+            size_t                nb2, // slice stride in bytes
+            size_t                offset);
+
+    GGML_API struct ggml_tensor * ggml_view_4d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int64_t               ne0,
+            int64_t               ne1,
+            int64_t               ne2,
+            int64_t               ne3,
+            size_t                nb1, // row   stride in bytes
+            size_t                nb2, // slice stride in bytes
+            size_t                nb3,
+            size_t                offset);
+
+    GGML_API struct ggml_tensor * ggml_permute(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   axis0,
+            int                   axis1,
+            int                   axis2,
+            int                   axis3);
+
+    // alias for ggml_permute(ctx, a, 1, 0, 2, 3)
+    GGML_API struct ggml_tensor * ggml_transpose(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // supports 3D: a->ne[2] == b->ne[1]
+    GGML_API struct ggml_tensor * ggml_get_rows(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,  // data
+            struct ggml_tensor  * b); // row indices
+
+    GGML_API struct ggml_tensor * ggml_get_rows_back(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,  // gradients of ggml_get_rows result
+            struct ggml_tensor  * b,  // row indices
+            struct ggml_tensor  * c); // data for ggml_get_rows, only used for its shape
+
+    GGML_API struct ggml_tensor * ggml_diag(
+        struct ggml_context     * ctx,
+        struct ggml_tensor      * a);
+
+    // set elements above the diagonal to -INF
+    GGML_API struct ggml_tensor * ggml_diag_mask_inf(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   n_past);
+
+    // in-place, returns view(a)
+    GGML_API struct ggml_tensor * ggml_diag_mask_inf_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   n_past);
+
+    // set elements above the diagonal to 0
+    GGML_API struct ggml_tensor * ggml_diag_mask_zero(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   n_past);
+
+    // in-place, returns view(a)
+    GGML_API struct ggml_tensor * ggml_diag_mask_zero_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   n_past);
+
+    GGML_API struct ggml_tensor * ggml_soft_max(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // in-place, returns view(a)
+    GGML_API struct ggml_tensor * ggml_soft_max_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a);
+
+    // fused soft_max(a*scale + mask*(ALiBi slope))
+    // mask is optional
+    // max_bias = 0.0f for no ALiBi
+    GGML_API struct ggml_tensor * ggml_soft_max_ext(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * mask,
+            float                 scale,
+            float                 max_bias);
+
+    GGML_API struct ggml_tensor * ggml_soft_max_ext_back(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            float                 scale,
+            float                 max_bias);
+
+    // in-place, returns view(a)
+    GGML_API struct ggml_tensor * ggml_soft_max_ext_back_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            float                 scale,
+            float                 max_bias);
+
+    // rotary position embedding
+    // if (mode & 1) - skip n_past elements (NOT SUPPORTED)
+    // if (mode & GGML_ROPE_TYPE_NEOX) - GPT-NeoX style
+    //
+    // b is an int32 vector with size a->ne[2], it contains the positions
+    GGML_API struct ggml_tensor * ggml_rope(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            int                   n_dims,
+            int                   mode);
+
+    // in-place, returns view(a)
+    GGML_API struct ggml_tensor * ggml_rope_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            int                   n_dims,
+            int                   mode);
+
+    // custom RoPE
+    // c is freq factors (e.g. phi3-128k), (optional)
+    GGML_API struct ggml_tensor * ggml_rope_ext(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            struct ggml_tensor  * c,
+            int                   n_dims,
+            int                   mode,
+            int                   n_ctx_orig,
+            float                 freq_base,
+            float                 freq_scale,
+            float                 ext_factor,
+            float                 attn_factor,
+            float                 beta_fast,
+            float                 beta_slow);
+
+    GGML_API struct ggml_tensor * ggml_rope_multi(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            struct ggml_tensor  * c,
+            int                   n_dims,
+            int                   sections[4],
+            int                   mode,
+            int                   n_ctx_orig,
+            float                 freq_base,
+            float                 freq_scale,
+            float                 ext_factor,
+            float                 attn_factor,
+            float                 beta_fast,
+            float                 beta_slow);
+
+    // in-place, returns view(a)
+    GGML_API struct ggml_tensor * ggml_rope_ext_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            struct ggml_tensor  * c,
+            int                   n_dims,
+            int                   mode,
+            int                   n_ctx_orig,
+            float                 freq_base,
+            float                 freq_scale,
+            float                 ext_factor,
+            float                 attn_factor,
+            float                 beta_fast,
+            float                 beta_slow);
+
+    GGML_DEPRECATED(GGML_API struct ggml_tensor * ggml_rope_custom(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            int                   n_dims,
+            int                   mode,
+            int                   n_ctx_orig,
+            float                 freq_base,
+            float                 freq_scale,
+            float                 ext_factor,
+            float                 attn_factor,
+            float                 beta_fast,
+            float                 beta_slow),
+        "use ggml_rope_ext instead");
+
+    GGML_DEPRECATED(GGML_API struct ggml_tensor * ggml_rope_custom_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            int                   n_dims,
+            int                   mode,
+            int                   n_ctx_orig,
+            float                 freq_base,
+            float                 freq_scale,
+            float                 ext_factor,
+            float                 attn_factor,
+            float                 beta_fast,
+            float                 beta_slow),
+        "use ggml_rope_ext_inplace instead");
+
+    // compute correction dims for YaRN RoPE scaling
+    GGML_API void ggml_rope_yarn_corr_dims(
+        int n_dims, int n_ctx_orig, float freq_base, float beta_fast, float beta_slow, float dims[2]);
+
+    // rotary position embedding backward, i.e compute dx from dy
+    // a - dy
+    GGML_API struct ggml_tensor * ggml_rope_ext_back(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a, // gradients of ggml_rope result
+            struct ggml_tensor  * b, // positions
+            struct ggml_tensor  * c, // freq factors
+            int                   n_dims,
+            int                   mode,
+            int                   n_ctx_orig,
+            float                 freq_base,
+            float                 freq_scale,
+            float                 ext_factor,
+            float                 attn_factor,
+            float                 beta_fast,
+            float                 beta_slow);
+
+    GGML_API struct ggml_tensor * ggml_rope_multi_back(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            struct ggml_tensor  * c,
+            int                   n_dims,
+            int                   sections[4],
+            int                   mode,
+            int                   n_ctx_orig,
+            float                 freq_base,
+            float                 freq_scale,
+            float                 ext_factor,
+            float                 attn_factor,
+            float                 beta_fast,
+            float                 beta_slow);
+
+
+    // clamp
+    // in-place, returns view(a)
+    GGML_API struct ggml_tensor * ggml_clamp(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            float                 min,
+            float                 max);
+
+    // im2col
+    // converts data into a format that effectively results in a convolution when combined with matrix multiplication
+    GGML_API struct ggml_tensor * ggml_im2col(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,  // convolution kernel
+            struct ggml_tensor  * b,  // data
+            int                   s0, // stride dimension 0
+            int                   s1, // stride dimension 1
+            int                   p0, // padding dimension 0
+            int                   p1, // padding dimension 1
+            int                   d0, // dilation dimension 0
+            int                   d1, // dilation dimension 1
+            bool                  is_2D,
+            enum ggml_type        dst_type);
+
+    GGML_API struct ggml_tensor * ggml_im2col_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,  // convolution kernel
+        struct ggml_tensor  * b,  // gradient of im2col output
+        int64_t             * ne, // shape of im2col input
+        int                   s0, // stride dimension 0
+        int                   s1, // stride dimension 1
+        int                   p0, // padding dimension 0
+        int                   p1, // padding dimension 1
+        int                   d0, // dilation dimension 0
+        int                   d1, // dilation dimension 1
+        bool                  is_2D);
+
+    GGML_API struct ggml_tensor * ggml_conv_1d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,   // convolution kernel
+            struct ggml_tensor  * b,   // data
+            int                   s0,  // stride
+            int                   p0,  // padding
+            int                   d0); // dilation
+
+    // conv_1d with padding = half
+    // alias for ggml_conv_1d(a, b, s, a->ne[0]/2, d)
+    GGML_API struct ggml_tensor* ggml_conv_1d_ph(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,  // convolution kernel
+            struct ggml_tensor  * b,  // data
+            int                   s,  // stride
+            int                   d); // dilation
+
+    // depthwise
+    // TODO: this is very likely wrong for some cases! - needs more testing
+    GGML_API struct ggml_tensor * ggml_conv_1d_dw(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,   // convolution kernel
+            struct ggml_tensor  * b,   // data
+            int                   s0,  // stride
+            int                   p0,  // padding
+            int                   d0); // dilation
+
+    GGML_API struct ggml_tensor * ggml_conv_1d_dw_ph(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,   // convolution kernel
+            struct ggml_tensor  * b,   // data
+            int                   s0,  // stride
+            int                   d0); // dilation
+
+    GGML_API struct ggml_tensor * ggml_conv_transpose_1d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,   // convolution kernel
+            struct ggml_tensor  * b,   // data
+            int                   s0,  // stride
+            int                   p0,  // padding
+            int                   d0); // dilation
+
+    GGML_API struct ggml_tensor * ggml_conv_2d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,   // convolution kernel
+            struct ggml_tensor  * b,   // data
+            int                   s0,  // stride dimension 0
+            int                   s1,  // stride dimension 1
+            int                   p0,  // padding dimension 0
+            int                   p1,  // padding dimension 1
+            int                   d0,  // dilation dimension 0
+            int                   d1); // dilation dimension 1
+
+    // kernel size is a->ne[0] x a->ne[1]
+    // stride is equal to kernel size
+    // padding is zero
+    // example:
+    // a:     16   16    3  768
+    // b:   1024 1024    3    1
+    // res:   64   64  768    1
+    // used in sam
+    GGML_API struct ggml_tensor * ggml_conv_2d_sk_p0(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    // kernel size is a->ne[0] x a->ne[1]
+    // stride is 1
+    // padding is half
+    // example:
+    // a:      3    3    256  256
+    // b:     64   64    256    1
+    // res:   64   64    256    1
+    // used in sam
+    GGML_API struct ggml_tensor * ggml_conv_2d_s1_ph(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b);
+
+    // depthwise (via im2col and mul_mat)
+    GGML_API struct ggml_tensor * ggml_conv_2d_dw(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,  // convolution kernel
+            struct ggml_tensor  * b,  // data
+            int                  s0,  // stride dimension 0
+            int                  s1,  // stride dimension 1
+            int                  p0,  // padding dimension 0
+            int                  p1,  // padding dimension 1
+            int                  d0,  // dilation dimension 0
+            int                  d1); // dilation dimension 1
+
+    // Depthwise 2D convolution
+    // may be faster than ggml_conv_2d_dw, but not available in all backends
+    // a:   KW    KH    1    C    convolution kernel
+    // b:   W     H     C    N    input data
+    // res: W_out H_out C    N
+    GGML_API struct ggml_tensor * ggml_conv_2d_dw_direct(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            int                   stride0,
+            int                   stride1,
+            int                   pad0,
+            int                   pad1,
+            int                   dilation0,
+            int                   dilation1);
+
+    GGML_API struct ggml_tensor * ggml_conv_transpose_2d_p0(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            int                   stride);
+
+    enum ggml_op_pool {
+        GGML_OP_POOL_MAX,
+        GGML_OP_POOL_AVG,
+        GGML_OP_POOL_COUNT,
+    };
+
+    GGML_API struct ggml_tensor * ggml_pool_1d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            enum ggml_op_pool     op,
+            int                   k0, // kernel size
+            int                   s0, // stride
+            int                   p0); // padding
+
+    // the result will have 2*p0 padding for the first dimension
+    // and 2*p1 padding for the second dimension
+    GGML_API struct ggml_tensor * ggml_pool_2d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            enum ggml_op_pool     op,
+            int                   k0,
+            int                   k1,
+            int                   s0,
+            int                   s1,
+            float                 p0,
+            float                 p1);
+
+    GGML_API struct ggml_tensor * ggml_pool_2d_back(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * af, // "a"/input used in forward pass
+            enum ggml_op_pool     op,
+            int                   k0,
+            int                   k1,
+            int                   s0,
+            int                   s1,
+            float                 p0,
+            float                 p1);
+
+    enum ggml_scale_mode {
+        GGML_SCALE_MODE_NEAREST  = 0,
+        GGML_SCALE_MODE_BILINEAR = 1,
+    };
+
+    // interpolate
+    // multiplies ne0 and ne1 by scale factor
+    GGML_API struct ggml_tensor * ggml_upscale(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   scale_factor,
+            enum ggml_scale_mode  mode);
+
+    // interpolate
+    // interpolate scale to specified dimensions
+    GGML_API struct ggml_tensor * ggml_upscale_ext(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   ne0,
+            int                   ne1,
+            int                   ne2,
+            int                   ne3,
+            enum ggml_scale_mode  mode);
+
+    // pad each dimension with zeros: [x, ..., x] -> [x, ..., x, 0, ..., 0]
+    GGML_API struct ggml_tensor * ggml_pad(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                  p0,
+            int                  p1,
+            int                  p2,
+            int                  p3);
+
+    // pad each dimension with reflection: [a, b, c, d] -> [b, a, b, c, d, c]
+    GGML_API struct ggml_tensor * ggml_pad_reflect_1d(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   p0,
+            int                   p1);
+
+    // Ref: https://github.com/CompVis/stable-diffusion/blob/main/ldm/modules/diffusionmodules/util.py#L151
+    // timesteps: [N,]
+    // return: [N, dim]
+    GGML_API struct ggml_tensor * ggml_timestep_embedding(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * timesteps,
+            int                   dim,
+            int                   max_period);
+
+    // sort rows
+    enum ggml_sort_order {
+        GGML_SORT_ORDER_ASC,
+        GGML_SORT_ORDER_DESC,
+    };
+
+    GGML_API struct ggml_tensor * ggml_argsort(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            enum ggml_sort_order  order);
+
+    GGML_API struct ggml_tensor * ggml_arange(
+            struct ggml_context * ctx,
+            float                 start,
+            float                 stop,
+            float                 step);
+
+    // top k elements per row
+    GGML_API struct ggml_tensor * ggml_top_k(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   k);
+
+#define GGML_KQ_MASK_PAD 64
+
+    // q:    [n_embd_k, n_batch,     n_head,    1]
+    // k:    [n_embd_k, n_kv,        n_head_kv, 1]
+    // v:    [n_embd_v, n_kv,        n_head_kv, 1] !! not transposed !!
+    // mask: [n_kv,     n_batch_pad, 1,         1] !! n_batch_pad = GGML_PAD(n_batch, GGML_KQ_MASK_PAD) !!
+    // res:  [n_embd_v, n_head,      n_batch,   1] !! permuted !!
+    GGML_API struct ggml_tensor * ggml_flash_attn_ext(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * q,
+            struct ggml_tensor  * k,
+            struct ggml_tensor  * v,
+            struct ggml_tensor  * mask,
+            float                 scale,
+            float                 max_bias,
+            float                 logit_softcap);
+
+    GGML_API void ggml_flash_attn_ext_set_prec(
+            struct ggml_tensor * a,
+            enum ggml_prec       prec);
+
+    GGML_API enum ggml_prec ggml_flash_attn_ext_get_prec(
+            const struct ggml_tensor * a);
+
+    // TODO: needs to be adapted to ggml_flash_attn_ext
+    GGML_API struct ggml_tensor * ggml_flash_attn_back(
+           struct ggml_context * ctx,
+           struct ggml_tensor  * q,
+           struct ggml_tensor  * k,
+           struct ggml_tensor  * v,
+           struct ggml_tensor  * d,
+           bool                  masked);
+
+    GGML_API struct ggml_tensor * ggml_ssm_conv(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * sx,
+            struct ggml_tensor  * c);
+
+    GGML_API struct ggml_tensor * ggml_ssm_scan(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * s,
+            struct ggml_tensor  * x,
+            struct ggml_tensor  * dt,
+            struct ggml_tensor  * A,
+            struct ggml_tensor  * B,
+            struct ggml_tensor  * C);
+
+    // partition into non-overlapping windows with padding if needed
+    // example:
+    // a:   768   64   64    1
+    // w:    14
+    // res: 768   14   14    25
+    // used in sam
+    GGML_API struct ggml_tensor * ggml_win_part(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   w);
+
+    // reverse of ggml_win_part
+    // used in sam
+    GGML_API struct ggml_tensor * ggml_win_unpart(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   w0,
+            int                   h0,
+            int                   w);
+
+    GGML_API struct ggml_tensor * ggml_unary(
+            struct ggml_context * ctx,
+             struct ggml_tensor * a,
+             enum ggml_unary_op op);
+
+    GGML_API struct ggml_tensor * ggml_unary_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        enum ggml_unary_op op);
+
+    // used in sam
+    GGML_API struct ggml_tensor * ggml_get_rel_pos(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            int                   qh,
+            int                   kh);
+
+    // used in sam
+    GGML_API struct ggml_tensor * ggml_add_rel_pos(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * pw,
+            struct ggml_tensor  * ph);
+
+    GGML_API struct ggml_tensor * ggml_add_rel_pos_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * pw,
+            struct ggml_tensor  * ph);
+
+    GGML_API struct ggml_tensor * ggml_rwkv_wkv6(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * k,
+            struct ggml_tensor  * v,
+            struct ggml_tensor  * r,
+            struct ggml_tensor  * tf,
+            struct ggml_tensor  * td,
+            struct ggml_tensor  * state);
+
+    GGML_API struct ggml_tensor * ggml_gated_linear_attn(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * k,
+            struct ggml_tensor  * v,
+            struct ggml_tensor  * q,
+            struct ggml_tensor  * g,
+            struct ggml_tensor  * state,
+            float scale);
+
+    GGML_API struct ggml_tensor * ggml_rwkv_wkv7(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * r,
+            struct ggml_tensor  * w,
+            struct ggml_tensor  * k,
+            struct ggml_tensor  * v,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * b,
+            struct ggml_tensor  * state);
+
+    // custom operators
+
+    typedef void (*ggml_custom1_op_t)(struct ggml_tensor * dst , const struct ggml_tensor * a, int ith, int nth, void * userdata);
+    typedef void (*ggml_custom2_op_t)(struct ggml_tensor * dst , const struct ggml_tensor * a, const struct ggml_tensor * b, int ith, int nth, void * userdata);
+    typedef void (*ggml_custom3_op_t)(struct ggml_tensor * dst , const struct ggml_tensor * a, const struct ggml_tensor * b, const struct ggml_tensor * c, int ith, int nth, void * userdata);
+
+#define GGML_N_TASKS_MAX (-1)
+    // n_tasks == GGML_N_TASKS_MAX means to use max number of tasks
+
+    GGML_API struct ggml_tensor * ggml_map_custom1(
+            struct ggml_context   * ctx,
+            struct ggml_tensor    * a,
+            ggml_custom1_op_t       fun,
+            int                     n_tasks,
+            void                  * userdata);
+
+    GGML_API struct ggml_tensor * ggml_map_custom1_inplace(
+            struct ggml_context   * ctx,
+            struct ggml_tensor    * a,
+            ggml_custom1_op_t       fun,
+            int                     n_tasks,
+            void                  * userdata);
+
+    GGML_API struct ggml_tensor * ggml_map_custom2(
+            struct ggml_context   * ctx,
+            struct ggml_tensor    * a,
+            struct ggml_tensor    * b,
+            ggml_custom2_op_t       fun,
+            int                     n_tasks,
+            void                  * userdata);
+
+    GGML_API struct ggml_tensor * ggml_map_custom2_inplace(
+            struct ggml_context   * ctx,
+            struct ggml_tensor    * a,
+            struct ggml_tensor    * b,
+            ggml_custom2_op_t       fun,
+            int                     n_tasks,
+            void                  * userdata);
+
+    GGML_API struct ggml_tensor * ggml_map_custom3(
+            struct ggml_context   * ctx,
+            struct ggml_tensor    * a,
+            struct ggml_tensor    * b,
+            struct ggml_tensor    * c,
+            ggml_custom3_op_t       fun,
+            int                     n_tasks,
+            void                  * userdata);
+
+    GGML_API struct ggml_tensor * ggml_map_custom3_inplace(
+            struct ggml_context   * ctx,
+            struct ggml_tensor    * a,
+            struct ggml_tensor    * b,
+            struct ggml_tensor    * c,
+            ggml_custom3_op_t       fun,
+            int                     n_tasks,
+            void                  * userdata);
+
+    typedef void (*ggml_custom_op_t)(struct ggml_tensor * dst , int ith, int nth, void * userdata);
+
+    GGML_API struct ggml_tensor * ggml_custom_4d(
+            struct ggml_context * ctx,
+            enum ggml_type        type,
+            int64_t               ne0,
+            int64_t               ne1,
+            int64_t               ne2,
+            int64_t               ne3,
+            struct ggml_tensor ** args,
+            int                   n_args,
+            ggml_custom_op_t      fun,
+            int                   n_tasks,
+            void                * userdata);
+
+    GGML_API struct ggml_tensor * ggml_custom_inplace(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor ** args,
+            int                   n_args,
+            ggml_custom_op_t      fun,
+            int                   n_tasks,
+            void                * userdata);
+
+    // loss function
+
+    GGML_API struct ggml_tensor * ggml_cross_entropy_loss(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,  // logits
+            struct ggml_tensor  * b); // labels
+
+    GGML_API struct ggml_tensor * ggml_cross_entropy_loss_back(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,  // logits
+            struct ggml_tensor  * b,  // labels
+            struct ggml_tensor  * c); // gradients of cross_entropy_loss result
+
+    // AdamW optimizer step
+    // Paper: https://arxiv.org/pdf/1711.05101v3.pdf
+    // PyTorch: https://pytorch.org/docs/stable/generated/torch.optim.AdamW.html
+    GGML_API struct ggml_tensor * ggml_opt_step_adamw(
+            struct ggml_context * ctx,
+            struct ggml_tensor  * a,
+            struct ggml_tensor  * grad,
+            struct ggml_tensor  * m,
+            struct ggml_tensor  * v,
+            struct ggml_tensor  * adamw_params); // parameters such a the learning rate
+
+    //
+    // automatic differentiation
+    //
+
+    GGML_API void ggml_build_forward_expand(struct ggml_cgraph * cgraph, struct ggml_tensor * tensor);
+    GGML_API void ggml_build_backward_expand(
+        struct ggml_context *  ctx,        // context for gradient computation
+        struct ggml_cgraph  *  cgraph,
+        struct ggml_tensor  ** grad_accs);
+
+    // graph allocation in a context
+    GGML_API struct ggml_cgraph * ggml_new_graph       (struct ggml_context * ctx); // size = GGML_DEFAULT_GRAPH_SIZE, grads = false
+    GGML_API struct ggml_cgraph * ggml_new_graph_custom(struct ggml_context * ctx, size_t size, bool grads);
+    GGML_API struct ggml_cgraph * ggml_graph_dup       (struct ggml_context * ctx, struct ggml_cgraph * cgraph, bool force_grads);
+    GGML_API void                 ggml_graph_cpy       (struct ggml_cgraph * src, struct ggml_cgraph * dst);
+    GGML_API void                 ggml_graph_reset     (struct ggml_cgraph * cgraph); // set regular grads + optimizer momenta to 0, set loss grad to 1
+    GGML_API void                 ggml_graph_clear     (struct ggml_cgraph * cgraph);
+
+    GGML_API int                   ggml_graph_size   (struct ggml_cgraph * cgraph);
+    GGML_API struct ggml_tensor *  ggml_graph_node   (struct ggml_cgraph * cgraph, int i); // if i < 0, returns nodes[n_nodes + i]
+    GGML_API struct ggml_tensor ** ggml_graph_nodes  (struct ggml_cgraph * cgraph);
+    GGML_API int                   ggml_graph_n_nodes(struct ggml_cgraph * cgraph);
+
+    GGML_API void   ggml_graph_add_node(struct ggml_cgraph * cgraph, struct ggml_tensor * tensor);
+
+    GGML_API size_t ggml_graph_overhead(void);
+    GGML_API size_t ggml_graph_overhead_custom(size_t size, bool grads);
+
+    GGML_API struct ggml_tensor * ggml_graph_get_tensor  (const struct ggml_cgraph * cgraph, const char * name);
+    GGML_API struct ggml_tensor * ggml_graph_get_grad    (const struct ggml_cgraph * cgraph, const struct ggml_tensor * node);
+    GGML_API struct ggml_tensor * ggml_graph_get_grad_acc(const struct ggml_cgraph * cgraph, const struct ggml_tensor * node);
+
+    GGML_API void                 ggml_graph_export(const struct ggml_cgraph * cgraph, const char * fname);
+    GGML_API struct ggml_cgraph * ggml_graph_import(const char * fname, struct ggml_context ** ctx_data, struct ggml_context ** ctx_eval);
+
+    // print info and performance information for the graph
+    GGML_API void ggml_graph_print(const struct ggml_cgraph * cgraph);
+
+    // dump the graph into a file using the dot format
+    GGML_API void ggml_graph_dump_dot(const struct ggml_cgraph * gb, const struct ggml_cgraph * gf, const char * filename);
+
+    // TODO these functions were sandwiched in the old optimization interface, is there a better place for them?
+    typedef void (*ggml_log_callback)(enum ggml_log_level level, const char * text, void * user_data);
+
+    // Set callback for all future logging events.
+    // If this is not called, or NULL is supplied, everything is output on stderr.
+    GGML_API void ggml_log_set(ggml_log_callback log_callback, void * user_data);
+
+    GGML_API struct ggml_tensor * ggml_set_zero(struct ggml_tensor * tensor);
+
+    //
+    // quantization
+    //
+
+    // - ggml_quantize_init can be called multiple times with the same type
+    //   it will only initialize the quantization tables for the first call or after ggml_quantize_free
+    //   automatically called by ggml_quantize_chunk for convenience
+    //
+    // - ggml_quantize_free will free any memory allocated by ggml_quantize_init
+    //   call this at the end of the program to avoid memory leaks
+    //
+    // note: these are thread-safe
+    //
+    GGML_API void ggml_quantize_init(enum ggml_type type);
+    GGML_API void ggml_quantize_free(void);
+
+    // some quantization type cannot be used without an importance matrix
+    GGML_API bool ggml_quantize_requires_imatrix(enum ggml_type type);
+
+    // calls ggml_quantize_init internally (i.e. can allocate memory)
+    GGML_API size_t ggml_quantize_chunk(
+            enum ggml_type   type,
+               const float * src,
+                      void * dst,
+                   int64_t   start,
+                   int64_t   nrows,
+                   int64_t   n_per_row,
+               const float * imatrix);
+
+#ifdef __cplusplus
+    // restrict not standard in C++
+#    if defined(__GNUC__)
+#        define GGML_RESTRICT __restrict__
+#    elif defined(__clang__)
+#        define GGML_RESTRICT __restrict
+#    elif defined(_MSC_VER)
+#        define GGML_RESTRICT __restrict
+#    else
+#        define GGML_RESTRICT
+#    endif
+#else
+#    if defined (_MSC_VER) && (__STDC_VERSION__ < 201112L)
+#        define GGML_RESTRICT __restrict
+#    else
+#        define GGML_RESTRICT restrict
+#    endif
+#endif
+    typedef void (*ggml_to_float_t)  (const void  * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+    typedef void (*ggml_from_float_t)(const float * GGML_RESTRICT x, void  * GGML_RESTRICT y, int64_t k);
+
+    struct ggml_type_traits {
+        const char             * type_name;
+        int64_t                  blck_size;
+        int64_t                  blck_size_interleave; // interleave elements in blocks
+        size_t                   type_size;
+        bool                     is_quantized;
+        ggml_to_float_t          to_float;
+        ggml_from_float_t        from_float_ref;
+    };
+
+    GGML_API const struct ggml_type_traits * ggml_get_type_traits(enum ggml_type type);
+
+    // ggml threadpool
+    // TODO: currently, only a few functions are in the base ggml API, while the rest are in the CPU backend
+    // the goal should be to create an API that other backends can use move everything to the ggml base
+
+    // scheduling priorities
+    enum ggml_sched_priority {
+        GGML_SCHED_PRIO_NORMAL,
+        GGML_SCHED_PRIO_MEDIUM,
+        GGML_SCHED_PRIO_HIGH,
+        GGML_SCHED_PRIO_REALTIME
+    };
+
+    // threadpool params
+    // Use ggml_threadpool_params_default() or ggml_threadpool_params_init() to populate the defaults
+    struct ggml_threadpool_params {
+        bool                cpumask[GGML_MAX_N_THREADS]; // mask of cpu cores (all-zeros means use default affinity settings)
+        int                 n_threads;                   // number of threads
+        enum ggml_sched_priority prio;                   // thread priority
+        uint32_t            poll;                        // polling level (0 - no polling, 100 - aggressive polling)
+        bool                strict_cpu;                  // strict cpu placement
+        bool                paused;                      // start in paused state
+    };
+
+    struct ggml_threadpool;     // forward declaration, see ggml.c
+
+    typedef struct ggml_threadpool * ggml_threadpool_t;
+
+    GGML_API struct ggml_threadpool_params ggml_threadpool_params_default(int n_threads);
+    GGML_API void                          ggml_threadpool_params_init   (struct ggml_threadpool_params * p, int n_threads);
+    GGML_API bool                          ggml_threadpool_params_match  (const struct ggml_threadpool_params * p0, const struct ggml_threadpool_params * p1);
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/gguf.h b/ml/backend/ggml/ggml/include/gguf.h
new file mode 100644
index 0000000..3efb22f
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/gguf.h
@@ -0,0 +1,203 @@
+// This file contains functionality related to "GGUF" files, the binary file format used by ggml.
+// GGUF files have the following structure:
+//
+// 1. File magic "GGUF" (4 bytes).
+// 2. File version (uint32_t).
+// 3. Number of ggml tensors in file (int64_t).
+// 4. Number of key-value-pairs in file (int64_t).
+// 5. For each KV pair:
+//   1. The key (string).
+//   2. The value type (gguf_type).
+//   3a. If the value type is GGUF_TYPE_ARRAY:
+//     1. The type of the array (gguf_type).
+//     2. The number of elements in the array (uint64_t).
+//     3. The binary representation of each element in the array.
+//   3b. Otherwise:
+//     1. The binary representation of the value.
+// 6. For each ggml tensor:
+//   1. The tensor name (string).
+//   2. The number of dimensions of the tensor (uint32_t).
+//   3. For each dimension:
+//     1. The size of the tensor in the dimension (int64_t).
+//   4. The tensor data type (ggml_type).
+//   5. The tensor data offset in the tensor data binary blob (uint64_t).
+// 7. The tensor data binary blob (optional, aligned).
+//
+// Strings are serialized as the string length (uint64_t) followed by the C string without the null terminator.
+// All enums are stored as int32_t.
+// All bool values are stored as int8_t.
+// If the special key "general.alignment" (uint32_t) is defined it is used for alignment,
+//   otherwise GGUF_DEFAULT_ALIGNMENT is used.
+//
+// Module maintainer: Johannes Gäßler (@JohannesGaessler, johannesg@5d6.de)
+
+#pragma once
+
+#include "ggml.h"
+
+#include <stdbool.h>
+#include <stdint.h>
+
+#define GGUF_MAGIC   "GGUF"
+#define GGUF_VERSION 3
+
+#define GGUF_KEY_GENERAL_ALIGNMENT "general.alignment"
+
+#define GGUF_DEFAULT_ALIGNMENT 32
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+    // types that can be stored as GGUF KV data
+    enum gguf_type {
+        GGUF_TYPE_UINT8   = 0,
+        GGUF_TYPE_INT8    = 1,
+        GGUF_TYPE_UINT16  = 2,
+        GGUF_TYPE_INT16   = 3,
+        GGUF_TYPE_UINT32  = 4,
+        GGUF_TYPE_INT32   = 5,
+        GGUF_TYPE_FLOAT32 = 6,
+        GGUF_TYPE_BOOL    = 7,
+        GGUF_TYPE_STRING  = 8,
+        GGUF_TYPE_ARRAY   = 9,
+        GGUF_TYPE_UINT64  = 10,
+        GGUF_TYPE_INT64   = 11,
+        GGUF_TYPE_FLOAT64 = 12,
+        GGUF_TYPE_COUNT,       // marks the end of the enum
+    };
+
+    struct gguf_context;
+
+    struct gguf_init_params {
+        bool no_alloc;
+
+        // if not NULL, create a ggml_context and allocate the tensor data in it
+        struct ggml_context ** ctx;
+    };
+
+    GGML_API struct gguf_context * gguf_init_empty(void);
+    GGML_API struct gguf_context * gguf_init_from_file(const char * fname, struct gguf_init_params params);
+    //GGML_API struct gguf_context * gguf_init_from_buffer(..);
+
+    GGML_API void gguf_free(struct gguf_context * ctx);
+
+    GGML_API const char * gguf_type_name(enum gguf_type type);
+
+    GGML_API uint32_t gguf_get_version    (const struct gguf_context * ctx);
+    GGML_API size_t   gguf_get_alignment  (const struct gguf_context * ctx);
+    GGML_API size_t   gguf_get_data_offset(const struct gguf_context * ctx);
+
+    GGML_API int64_t      gguf_get_n_kv(const struct gguf_context * ctx);
+    GGML_API int64_t      gguf_find_key(const struct gguf_context * ctx, const char * key); // returns -1 if key is not found
+    GGML_API const char * gguf_get_key (const struct gguf_context * ctx, int64_t key_id);
+
+    GGML_API enum gguf_type gguf_get_kv_type (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API enum gguf_type gguf_get_arr_type(const struct gguf_context * ctx, int64_t key_id);
+
+    // will abort if the wrong type is used for the key
+    GGML_API uint8_t      gguf_get_val_u8  (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API int8_t       gguf_get_val_i8  (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API uint16_t     gguf_get_val_u16 (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API int16_t      gguf_get_val_i16 (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API uint32_t     gguf_get_val_u32 (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API int32_t      gguf_get_val_i32 (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API float        gguf_get_val_f32 (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API uint64_t     gguf_get_val_u64 (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API int64_t      gguf_get_val_i64 (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API double       gguf_get_val_f64 (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API bool         gguf_get_val_bool(const struct gguf_context * ctx, int64_t key_id);
+    GGML_API const char * gguf_get_val_str (const struct gguf_context * ctx, int64_t key_id);
+    GGML_API const void * gguf_get_val_data(const struct gguf_context * ctx, int64_t key_id);
+    GGML_API size_t       gguf_get_arr_n   (const struct gguf_context * ctx, int64_t key_id);
+
+    // get raw pointer to the first element of the array with the given key_id
+    // for bool arrays, note that they are always stored as int8 on all platforms (usually this makes no difference)
+    GGML_API const void * gguf_get_arr_data(const struct gguf_context * ctx, int64_t key_id);
+    GGML_API size_t       gguf_get_arr_data_n(const struct gguf_context * ctx, int64_t key_id);
+
+    // get ith C string from array with given key_id
+    GGML_API const char * gguf_get_arr_str (const struct gguf_context * ctx, int64_t key_id, size_t i);
+
+    GGML_API int64_t        gguf_get_n_tensors    (const struct gguf_context * ctx);
+    GGML_API int64_t        gguf_find_tensor      (const struct gguf_context * ctx, const char * name); // returns -1 if the tensor is not found
+    GGML_API size_t         gguf_get_tensor_offset(const struct gguf_context * ctx, int64_t tensor_id);
+    GGML_API const char *   gguf_get_tensor_name  (const struct gguf_context * ctx, int64_t tensor_id);
+    GGML_API enum ggml_type gguf_get_tensor_type  (const struct gguf_context * ctx, int64_t tensor_id);
+    GGML_API size_t         gguf_get_tensor_size  (const struct gguf_context * ctx, int64_t tensor_id);
+
+    // removes key if it exists, returns id that the key had prior to removal (-1 if it didn't exist)
+    GGML_API int64_t gguf_remove_key(struct gguf_context * ctx, const char * key);
+
+    // overrides an existing KV pair or adds a new one, the new KV pair is always at the back
+    GGML_API void gguf_set_val_u8  (struct gguf_context * ctx, const char * key, uint8_t      val);
+    GGML_API void gguf_set_val_i8  (struct gguf_context * ctx, const char * key, int8_t       val);
+    GGML_API void gguf_set_val_u16 (struct gguf_context * ctx, const char * key, uint16_t     val);
+    GGML_API void gguf_set_val_i16 (struct gguf_context * ctx, const char * key, int16_t      val);
+    GGML_API void gguf_set_val_u32 (struct gguf_context * ctx, const char * key, uint32_t     val);
+    GGML_API void gguf_set_val_i32 (struct gguf_context * ctx, const char * key, int32_t      val);
+    GGML_API void gguf_set_val_f32 (struct gguf_context * ctx, const char * key, float        val);
+    GGML_API void gguf_set_val_u64 (struct gguf_context * ctx, const char * key, uint64_t     val);
+    GGML_API void gguf_set_val_i64 (struct gguf_context * ctx, const char * key, int64_t      val);
+    GGML_API void gguf_set_val_f64 (struct gguf_context * ctx, const char * key, double       val);
+    GGML_API void gguf_set_val_bool(struct gguf_context * ctx, const char * key, bool         val);
+    GGML_API void gguf_set_val_str (struct gguf_context * ctx, const char * key, const char * val);
+
+    // creates a new array with n elements of the given type and copies the corresponding number of bytes from data
+    GGML_API void gguf_set_arr_data(struct gguf_context * ctx, const char * key, enum gguf_type type, const void * data, size_t n);
+
+    // creates a new array with n strings and copies the corresponding strings from data
+    GGML_API void gguf_set_arr_str (struct gguf_context * ctx, const char * key, const char ** data, size_t n);
+
+    // set or add KV pairs from another context
+    GGML_API void gguf_set_kv(struct gguf_context * ctx, const struct gguf_context * src);
+
+    // add tensor to GGUF context, tensor name must be unique
+    GGML_API void gguf_add_tensor(struct gguf_context * ctx, const struct ggml_tensor * tensor);
+
+    // after changing a tensor's type, the offsets of all tensors with higher indices are immediately recalculated
+    //   in such a way that the tensor data remains as one contiguous block (except for padding)
+    GGML_API void gguf_set_tensor_type(struct gguf_context * ctx, const char * name, enum ggml_type type);
+
+    // assumes that at least gguf_get_tensor_size bytes can be read from data
+    GGML_API void gguf_set_tensor_data(struct gguf_context * ctx, const char * name, const void * data);
+
+    // writing gguf files can be done in 3 ways:
+    //
+    // - write the entire gguf_context to a binary file in a single pass:
+    //
+    //   gguf_write_to_file(ctx, fname, /*only_meta =*/ false);
+    //
+    // - write only the meta data to a file, then re-open the file and append the tensor data:
+    //
+    //   gguf_write_to_file(ctx, fname, /*only_meta =*/ true);
+    //   FILE * f = fopen(fname, "ab");
+    //   fwrite(f, ...); // write tensor data
+    //   fclose(f);
+    //
+    // - first prepare a file with a placeholder for the meta data, write the tensor data, then write the meta data:
+    //
+    //   FILE * f = fopen(fname, "wb");
+    //   const size_t size_meta = gguf_get_meta_size(ctx);
+    //   fseek(f, size_meta, SEEK_SET);
+    //   fwrite(f, ...); // write tensor data
+    //   void * data = malloc(size_meta);
+    //   gguf_get_meta_data(ctx, data);
+    //   rewind(f);
+    //   fwrite(data, 1, data, f);
+    //   free(data);
+    //   fclose(f);
+    //
+
+    // write the entire context to a binary file
+    GGML_API bool gguf_write_to_file(const struct gguf_context * ctx, const char * fname, bool only_meta);
+
+    // get the size in bytes of the meta data (header, kv pairs, tensor info) including padding
+    GGML_API size_t gguf_get_meta_size(const struct gguf_context * ctx);
+
+    // writes the meta data to pointer "data"
+    GGML_API void   gguf_get_meta_data(const struct gguf_context * ctx, void * data);
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/include/ollama-debug.h b/ml/backend/ggml/ggml/include/ollama-debug.h
new file mode 100644
index 0000000..36a2e24
--- /dev/null
+++ b/ml/backend/ggml/ggml/include/ollama-debug.h
@@ -0,0 +1,11 @@
+#include "ggml.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+void ollama_debug(const struct ggml_tensor *tensor, bool verbose);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/CMakeLists.txt b/ml/backend/ggml/ggml/src/CMakeLists.txt
new file mode 100644
index 0000000..0beaed8
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/CMakeLists.txt
@@ -0,0 +1,343 @@
+include(CheckCXXCompilerFlag)
+include("../cmake/common.cmake")
+
+add_compile_definitions(GGML_SCHED_MAX_COPIES=${GGML_SCHED_MAX_COPIES})
+
+# enable libstdc++ assertions for debug builds
+if (CMAKE_SYSTEM_NAME MATCHES "Linux")
+    add_compile_definitions($<$<CONFIG:Debug>:_GLIBCXX_ASSERTIONS>)
+endif()
+
+if (NOT MSVC)
+    if (GGML_SANITIZE_THREAD)
+        add_compile_options(-fsanitize=thread)
+        link_libraries     (-fsanitize=thread)
+    endif()
+
+    if (GGML_SANITIZE_ADDRESS)
+        add_compile_options(-fsanitize=address -fno-omit-frame-pointer)
+        link_libraries     (-fsanitize=address)
+    endif()
+
+    if (GGML_SANITIZE_UNDEFINED)
+        add_compile_options(-fsanitize=undefined)
+        link_libraries     (-fsanitize=undefined)
+    endif()
+endif()
+
+if (GGML_FATAL_WARNINGS)
+    if (CMAKE_CXX_COMPILER_ID MATCHES "GNU" OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
+        list(APPEND C_FLAGS   -Werror)
+        list(APPEND CXX_FLAGS -Werror)
+    elseif (CMAKE_CXX_COMPILER_ID STREQUAL "MSVC")
+        add_compile_options(/WX)
+    endif()
+endif()
+
+if (GGML_ALL_WARNINGS)
+    if (NOT MSVC)
+        list(APPEND WARNING_FLAGS -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function)
+        list(APPEND C_FLAGS       -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes
+                                  -Werror=implicit-int -Werror=implicit-function-declaration)
+        list(APPEND CXX_FLAGS     -Wmissing-declarations -Wmissing-noreturn)
+
+        list(APPEND C_FLAGS   ${WARNING_FLAGS})
+        list(APPEND CXX_FLAGS ${WARNING_FLAGS})
+
+        ggml_get_flags(${CMAKE_CXX_COMPILER_ID} ${CMAKE_CXX_COMPILER_VERSION})
+
+        add_compile_options("$<$<COMPILE_LANGUAGE:C>:${C_FLAGS};${GF_C_FLAGS}>"
+                            "$<$<COMPILE_LANGUAGE:CXX>:${CXX_FLAGS};${GF_CXX_FLAGS}>")
+    else()
+        # todo : msvc
+        set(C_FLAGS   "")
+        set(CXX_FLAGS "")
+    endif()
+endif()
+
+if (GGML_LTO)
+    include(CheckIPOSupported)
+    check_ipo_supported(RESULT result OUTPUT output)
+    if (result)
+        set(CMAKE_INTERPROCEDURAL_OPTIMIZATION TRUE)
+    else()
+        message(WARNING "IPO is not supported: ${output}")
+    endif()
+endif()
+
+if (GGML_CCACHE AND NOT CMAKE_C_COMPILER_LAUNCHER AND NOT CMAKE_CXX_COMPILER_LAUNCHER)
+    find_program(GGML_CCACHE_FOUND ccache)
+    find_program(GGML_SCCACHE_FOUND sccache)
+
+    if (GGML_CCACHE_FOUND OR GGML_SCCACHE_FOUND)
+        if(GGML_CCACHE_FOUND)
+            set(GGML_CCACHE_VARIANT ccache)
+        else()
+            set(GGML_CCACHE_VARIANT sccache)
+        endif()
+        # TODO: should not be set globally
+        if (GGML_SYCL AND GGML_CCACHE_FOUND AND WIN32)
+            set_property(GLOBAL PROPERTY RULE_LAUNCH_COMPILE "ccache compiler_type=icl")
+        else ()
+            set_property(GLOBAL PROPERTY RULE_LAUNCH_COMPILE "${GGML_CCACHE_VARIANT}")
+        endif ()
+        set(ENV{CCACHE_SLOPPINESS} time_macros)
+        message(STATUS "${GGML_CCACHE_VARIANT} found, compilation results will be cached. Disable with GGML_CCACHE=OFF.")
+    else()
+        message(STATUS "Warning: ccache not found - consider installing it for faster compilation or disable this warning with GGML_CCACHE=OFF")
+    endif ()
+endif()
+
+# this version of Apple ld64 is buggy
+execute_process(
+    COMMAND ${CMAKE_C_COMPILER} ${CMAKE_EXE_LINKER_FLAGS} -Wl,-v
+    ERROR_VARIABLE output
+    OUTPUT_QUIET
+)
+
+if (output MATCHES "dyld-1015\.7")
+    add_compile_definitions(HAVE_BUGGY_APPLE_LINKER)
+endif()
+
+# architecture specific
+# TODO: probably these flags need to be tweaked on some architectures
+#       feel free to update the Makefile for your architecture and send a pull request or issue
+message(STATUS "CMAKE_SYSTEM_PROCESSOR: ${CMAKE_SYSTEM_PROCESSOR}")
+if (MSVC)
+    string(TOLOWER "${CMAKE_GENERATOR_PLATFORM}" CMAKE_GENERATOR_PLATFORM_LWR)
+    message(STATUS "CMAKE_GENERATOR_PLATFORM: ${CMAKE_GENERATOR_PLATFORM}")
+else ()
+    set(CMAKE_GENERATOR_PLATFORM_LWR "")
+endif ()
+
+if (NOT MSVC)
+    if (GGML_STATIC)
+        add_link_options(-static)
+        if (MINGW)
+            add_link_options(-static-libgcc -static-libstdc++)
+        endif()
+    endif()
+    if (GGML_GPROF)
+        add_compile_options(-pg)
+    endif()
+endif()
+
+if (MINGW)
+    # Target Windows 8 for PrefetchVirtualMemory
+    add_compile_definitions(_WIN32_WINNT=${GGML_WIN_VER})
+endif()
+
+#
+# POSIX conformance
+#
+
+# clock_gettime came in POSIX.1b (1993)
+# CLOCK_MONOTONIC came in POSIX.1-2001 / SUSv3 as optional
+# posix_memalign came in POSIX.1-2001 / SUSv3
+# M_PI is an XSI extension since POSIX.1-2001 / SUSv3, came in XPG1 (1985)
+
+# Somehow in OpenBSD whenever POSIX conformance is specified
+# some string functions rely on locale_t availability,
+# which was introduced in POSIX.1-2008, forcing us to go higher
+if (CMAKE_SYSTEM_NAME MATCHES "OpenBSD")
+    add_compile_definitions(_XOPEN_SOURCE=700)
+else()
+    add_compile_definitions(_XOPEN_SOURCE=600)
+endif()
+
+# Data types, macros and functions related to controlling CPU affinity and
+# some memory allocation are available on Linux through GNU extensions in libc
+if (CMAKE_SYSTEM_NAME MATCHES "Linux" OR CMAKE_SYSTEM_NAME MATCHES "Android")
+    add_compile_definitions(_GNU_SOURCE)
+endif()
+
+# RLIMIT_MEMLOCK came in BSD, is not specified in POSIX.1,
+# and on macOS its availability depends on enabling Darwin extensions
+# similarly on DragonFly, enabling BSD extensions is necessary
+if (
+    CMAKE_SYSTEM_NAME MATCHES "Darwin" OR
+    CMAKE_SYSTEM_NAME MATCHES "iOS"    OR
+    CMAKE_SYSTEM_NAME MATCHES "tvOS"   OR
+    CMAKE_SYSTEM_NAME MATCHES "DragonFly"
+)
+    add_compile_definitions(_DARWIN_C_SOURCE)
+endif()
+
+# alloca is a non-standard interface that is not visible on BSDs when
+# POSIX conformance is specified, but not all of them provide a clean way
+# to enable it in such cases
+if (CMAKE_SYSTEM_NAME MATCHES "FreeBSD")
+    add_compile_definitions(__BSD_VISIBLE)
+endif()
+if (CMAKE_SYSTEM_NAME MATCHES "NetBSD")
+    add_compile_definitions(_NETBSD_SOURCE)
+endif()
+if (CMAKE_SYSTEM_NAME MATCHES "OpenBSD")
+    add_compile_definitions(_BSD_SOURCE)
+endif()
+
+if (WIN32)
+    add_compile_definitions(_CRT_SECURE_NO_WARNINGS)
+endif()
+
+# ggml
+
+if (GGML_BACKEND_DL AND NOT BUILD_SHARED_LIBS)
+    message(FATAL_ERROR "GGML_BACKEND_DL requires BUILD_SHARED_LIBS")
+endif()
+
+add_library(ggml-base
+            ../include/ggml.h
+            ../include/ggml-alloc.h
+            ../include/ggml-backend.h
+            ../include/ggml-cpp.h
+            ../include/ggml-opt.h
+            ../include/gguf.h
+            ggml.c
+            ggml-alloc.c
+            ggml-backend.cpp
+            ggml-opt.cpp
+            ggml-threading.cpp
+            ggml-threading.h
+            ggml-quants.c
+            ggml-quants.h
+            gguf.cpp)
+
+target_include_directories(ggml-base PRIVATE .)
+if (GGML_BACKEND_DL)
+    target_compile_definitions(ggml-base PUBLIC GGML_BACKEND_DL)
+endif()
+
+add_library(ggml
+            ggml-backend-reg.cpp)
+
+target_link_libraries(ggml PUBLIC ggml-base)
+
+if (CMAKE_SYSTEM_NAME MATCHES "Linux")
+    target_link_libraries(ggml PRIVATE dl)
+endif()
+
+function(ggml_add_backend_library backend)
+    if (GGML_BACKEND_DL)
+        add_library(${backend} MODULE ${ARGN})
+        # write the shared library to the output directory
+        set_target_properties(${backend} PROPERTIES LIBRARY_OUTPUT_DIRECTORY ${CMAKE_RUNTIME_OUTPUT_DIRECTORY})
+        target_compile_definitions(${backend} PRIVATE GGML_BACKEND_DL)
+        add_dependencies(ggml ${backend})
+    else()
+        add_library(${backend} ${ARGN})
+        target_link_libraries(ggml PUBLIC ${backend})
+        install(TARGETS ${backend} LIBRARY)
+    endif()
+
+    target_link_libraries(${backend} PRIVATE ggml-base)
+    target_include_directories(${backend} PRIVATE ..)
+
+    if (${BUILD_SHARED_LIBS})
+        target_compile_definitions(${backend} PRIVATE GGML_BACKEND_BUILD)
+        target_compile_definitions(${backend} PUBLIC  GGML_BACKEND_SHARED)
+    endif()
+
+    if(NOT GGML_AVAILABLE_BACKENDS)
+        set(GGML_AVAILABLE_BACKENDS "${backend}"
+            CACHE INTERNAL "List of backends for cmake package")
+    else()
+        list(FIND GGML_AVAILABLE_BACKENDS "${backend}" has_backend)
+        if(has_backend EQUAL -1)
+            set(GGML_AVAILABLE_BACKENDS "${GGML_AVAILABLE_BACKENDS};${backend}"
+                CACHE INTERNAL "List of backends for cmake package")
+        endif()
+    endif()
+endfunction()
+
+function(ggml_add_backend backend)
+    string(TOUPPER "GGML_${backend}" backend_id)
+    if (${backend_id})
+        string(TOLOWER "ggml-${backend}" backend_target)
+        add_subdirectory(${backend_target})
+        message(STATUS "Including ${backend} backend")
+        if (NOT GGML_BACKEND_DL)
+            string(TOUPPER "GGML_USE_${backend}" backend_use)
+            target_compile_definitions(ggml PUBLIC ${backend_use})
+        endif()
+    endif()
+endfunction()
+
+function(ggml_add_cpu_backend_variant tag_name)
+    set(GGML_CPU_TAG_NAME ${tag_name})
+    # other: OPENMP LLAMAFILE CPU_HBM
+    foreach (feat NATIVE
+                  SSE42
+                  AVX AVX2 BMI2 AVX_VNNI FMA F16C
+                  AVX512 AVX512_VBMI AVX512_VNNI AVX512_BF16
+                  AMX_TILE AMX_INT8 AMX_BF16)
+        set(GGML_${feat} OFF)
+    endforeach()
+
+    foreach (feat ${ARGN})
+        set(GGML_${feat} ON)
+    endforeach()
+
+    ggml_add_cpu_backend_variant_impl(${tag_name})
+    add_dependencies(ggml-cpu ggml-cpu-${tag_name})
+endfunction()
+
+ggml_add_backend(CPU)
+
+if (GGML_CPU_ALL_VARIANTS)
+    if (NOT GGML_BACKEND_DL)
+        message(FATAL_ERROR "GGML_CPU_ALL_VARIANTS requires GGML_BACKEND_DL")
+    endif()
+    add_custom_target(ggml-cpu)
+    ggml_add_cpu_backend_variant(x64)
+    ggml_add_cpu_backend_variant(sse42        SSE42)
+    ggml_add_cpu_backend_variant(sandybridge  SSE42 AVX)
+    ggml_add_cpu_backend_variant(haswell      SSE42 AVX F16C AVX2 BMI2 FMA)
+    ggml_add_cpu_backend_variant(skylakex     SSE42 AVX F16C AVX2 BMI2 FMA AVX512)
+    ggml_add_cpu_backend_variant(icelake      SSE42 AVX F16C AVX2 BMI2 FMA AVX512 AVX512_VBMI AVX512_VNNI)
+    ggml_add_cpu_backend_variant(alderlake    SSE42 AVX F16C AVX2 BMI2 FMA AVX_VNNI)
+elseif (GGML_CPU)
+    ggml_add_cpu_backend_variant_impl("")
+endif()
+
+ggml_add_backend(BLAS)
+ggml_add_backend(CANN)
+ggml_add_backend(CUDA)
+ggml_add_backend(HIP)
+ggml_add_backend(Kompute)
+ggml_add_backend(METAL)
+ggml_add_backend(MUSA)
+ggml_add_backend(RPC)
+ggml_add_backend(SYCL)
+ggml_add_backend(Vulkan)
+ggml_add_backend(OpenCL)
+
+foreach (target ggml-base ggml)
+    target_include_directories(${target} PUBLIC    $<BUILD_INTERFACE:${CMAKE_CURRENT_SOURCE_DIR}/../include> $<INSTALL_INTERFACE:include>)
+    target_compile_features   (${target} PRIVATE c_std_11 cxx_std_17) # don't bump
+endforeach()
+
+target_link_libraries(ggml-base PRIVATE Threads::Threads)
+
+find_library(MATH_LIBRARY m)
+if (MATH_LIBRARY)
+    if (NOT WIN32 OR NOT DEFINED ENV{ONEAPI_ROOT})
+        target_link_libraries(ggml-base PRIVATE m)
+    endif()
+endif()
+
+if (CMAKE_SYSTEM_NAME MATCHES "Android")
+    target_link_libraries(ggml-base PRIVATE dl)
+endif()
+
+if(CMAKE_SYSTEM_NAME MATCHES "visionOS")
+    target_compile_definitions(ggml-base PUBLIC _DARWIN_C_SOURCE)
+endif()
+
+if (BUILD_SHARED_LIBS)
+    foreach (target ggml-base ggml)
+        set_target_properties(${target} PROPERTIES POSITION_INDEPENDENT_CODE ON)
+        target_compile_definitions(${target} PRIVATE GGML_BUILD)
+        target_compile_definitions(${target} PUBLIC  GGML_SHARED)
+    endforeach()
+endif()
diff --git a/ml/backend/ggml/ggml/src/ggml-alloc.c b/ml/backend/ggml/ggml/src/ggml-alloc.c
new file mode 100644
index 0000000..5fd379f
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-alloc.c
@@ -0,0 +1,1042 @@
+#include "ggml-alloc.h"
+#include "ggml-backend-impl.h"
+#include "ggml.h"
+#include "ggml-impl.h"
+#include <assert.h>
+#include <limits.h>
+#include <stdarg.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+
+#define MAX(a, b) ((a) > (b) ? (a) : (b))
+#define MAX_FREE_BLOCKS 256
+
+//#define GGML_ALLOCATOR_DEBUG
+
+//#define AT_PRINTF(...) GGML_LOG_DEBUG(__VA_ARGS__)
+#define AT_PRINTF(...)
+
+
+static bool ggml_is_view(const struct ggml_tensor * t) {
+    return t->view_src != NULL;
+}
+
+static bool ggml_are_same_layout(const struct ggml_tensor * a, const struct ggml_tensor * b) {
+    if (a->type != b->type) {
+        return false;
+    }
+    for (int i = 0; i < GGML_MAX_DIMS; i++) {
+        if (a->ne[i] != b->ne[i]) {
+            return false;
+        }
+        if (a->nb[i] != b->nb[i]) {
+            return false;
+        }
+    }
+    return true;
+}
+
+// ops that return true for this function must not use restrict pointers for their backend implementations
+static bool ggml_op_can_inplace(enum ggml_op op) {
+    switch (op) {
+        case GGML_OP_SCALE:
+        case GGML_OP_DIAG_MASK_ZERO:
+        case GGML_OP_DIAG_MASK_INF:
+        case GGML_OP_ADD:
+        case GGML_OP_ADD1:
+        case GGML_OP_SUB:
+        case GGML_OP_MUL:
+        case GGML_OP_DIV:
+        case GGML_OP_SQR:
+        case GGML_OP_SQRT:
+        case GGML_OP_LOG:
+        case GGML_OP_UNARY:
+        case GGML_OP_ROPE:
+        case GGML_OP_ROPE_BACK:
+        case GGML_OP_SILU_BACK:
+        case GGML_OP_RMS_NORM:
+        case GGML_OP_RMS_NORM_BACK:
+        case GGML_OP_SOFT_MAX:
+        case GGML_OP_SOFT_MAX_BACK:
+            return true;
+
+        default:
+            return false;
+    }
+}
+
+static size_t aligned_offset(const void * buffer, size_t offset, size_t alignment) {
+    assert(alignment && !(alignment & (alignment - 1))); // power of 2
+    size_t align = (alignment - (((uintptr_t)buffer + offset) % alignment)) % alignment;
+    return offset + align;
+}
+
+// tallocr
+
+struct ggml_tallocr ggml_tallocr_new(ggml_backend_buffer_t buffer) {
+    void * base = ggml_backend_buffer_get_base(buffer);
+    size_t align = ggml_backend_buffer_get_alignment(buffer);
+
+    assert(align && !(align & (align - 1))); // power of 2
+
+    struct ggml_tallocr talloc = (struct ggml_tallocr) {
+        /*.buffer    = */ buffer,
+        /*.base      = */ base,
+        /*.alignment = */ align,
+        /*.offset    = */ aligned_offset(base, 0, align),
+    };
+    return talloc;
+}
+
+enum ggml_status ggml_tallocr_alloc(struct ggml_tallocr * talloc, struct ggml_tensor * tensor) {
+    size_t size = ggml_backend_buffer_get_alloc_size(talloc->buffer, tensor);
+    size = GGML_PAD(size, talloc->alignment);
+
+    if (talloc->offset + size > ggml_backend_buffer_get_size(talloc->buffer)) {
+        GGML_LOG_ERROR("%s: not enough space in the buffer to allocate %s (needed %zu, available %zu)\n",
+                __func__, tensor->name, size, ggml_backend_buffer_get_size(talloc->buffer) - talloc->offset);
+        GGML_ABORT("not enough space in the buffer");
+    }
+
+    void * addr = (char *)ggml_backend_buffer_get_base(talloc->buffer) + talloc->offset;
+    talloc->offset += size;
+
+    assert(((uintptr_t)addr % talloc->alignment) == 0);
+
+    return ggml_backend_tensor_alloc(talloc->buffer, tensor, addr);
+}
+
+// dynamic tensor allocator
+
+struct free_block {
+    size_t offset;
+    size_t size;
+};
+
+struct ggml_dyn_tallocr {
+    size_t alignment;
+    int n_free_blocks;
+    struct free_block free_blocks[MAX_FREE_BLOCKS];
+    size_t max_size;
+
+#ifdef GGML_ALLOCATOR_DEBUG
+    struct {
+        const struct ggml_tensor * tensor;
+        size_t offset;
+    } allocated_tensors[1024];
+#endif
+};
+
+#ifdef GGML_ALLOCATOR_DEBUG
+static void add_allocated_tensor(struct ggml_dyn_tallocr * alloc, size_t offset, const struct ggml_tensor * tensor) {
+    for (int i = 0; i < 1024; i++) {
+        if (alloc->allocated_tensors[i].tensor == NULL) {
+            alloc->allocated_tensors[i].tensor = tensor;
+            alloc->allocated_tensors[i].offset = offset;
+            return;
+        }
+    }
+    GGML_ABORT("out of allocated_tensors");
+}
+static void remove_allocated_tensor(struct ggml_dyn_tallocr * alloc, size_t offset, const struct ggml_tensor * tensor) {
+    for (int i = 0; i < 1024; i++) {
+        if (alloc->allocated_tensors[i].offset == offset) {
+            alloc->allocated_tensors[i].tensor = NULL;
+            return;
+        }
+    }
+    GGML_ABORT("tried to free tensor %s not found\n", tensor->name);
+}
+#endif
+
+static size_t ggml_dyn_tallocr_alloc(struct ggml_dyn_tallocr * alloc, size_t size, const struct ggml_tensor * tensor) {
+    size = aligned_offset(NULL, size, alloc->alignment);
+
+    AT_PRINTF("%s: allocating %s (%zu bytes) - ", __func__, tensor->name, size);
+
+    size_t max_avail = 0;
+
+    // find the best fitting free block besides the last block
+    int best_fit_block = -1;
+    size_t best_fit_size = SIZE_MAX;
+    for (int i = 0; i < alloc->n_free_blocks - 1; i++) {
+        struct free_block * block = &alloc->free_blocks[i];
+        max_avail = MAX(max_avail, block->size);
+        if (block->size >= size && block->size <= best_fit_size) {
+            best_fit_block = i;
+            best_fit_size = block->size;
+        }
+    }
+
+    if (best_fit_block == -1) {
+        // the last block is our last resort
+        struct free_block * block = &alloc->free_blocks[alloc->n_free_blocks - 1];
+        max_avail = MAX(max_avail, block->size);
+        if (block->size >= size) {
+            best_fit_block = alloc->n_free_blocks - 1;
+        } else {
+            // this should never happen
+            GGML_LOG_ERROR("%s: not enough space in the buffer to allocate %zu bytes, largest block available %zu bytes\n",
+                    __func__, size, max_avail);
+            GGML_ABORT("not enough space in the buffer");
+        }
+    }
+
+    struct free_block * block = &alloc->free_blocks[best_fit_block];
+    size_t offset = block->offset;
+    block->offset = offset + size;
+    block->size -= size;
+    if (block->size == 0) {
+        // remove block if empty
+        alloc->n_free_blocks--;
+        for (int j = best_fit_block; j < alloc->n_free_blocks; j++) {
+            alloc->free_blocks[j] = alloc->free_blocks[j+1];
+        }
+    }
+
+    AT_PRINTF("block %d, offset %zu\n", best_fit_block, offset);
+
+#ifdef GGML_ALLOCATOR_DEBUG
+    add_allocated_tensor(alloc, offset, tensor);
+    size_t cur_max = offset + size;
+    if (cur_max > alloc->max_size) {
+        // sort allocated_tensors by offset
+        for (int i = 0; i < 1024; i++) {
+            for (int j = i + 1; j < 1024; j++) {
+                if (alloc->allocated_tensors[i].offset > alloc->allocated_tensors[j].offset) {
+                    const struct ggml_tensor * tmp_tensor = alloc->allocated_tensors[i].tensor;
+                    size_t tmp_offset = alloc->allocated_tensors[i].offset;
+                    alloc->allocated_tensors[i].tensor = alloc->allocated_tensors[j].tensor;
+                    alloc->allocated_tensors[i].offset = alloc->allocated_tensors[j].offset;
+                    alloc->allocated_tensors[j].tensor = tmp_tensor;
+                    alloc->allocated_tensors[j].offset = tmp_offset;
+                }
+            }
+        }
+        GGML_LOG_DEBUG("max_size = %.2f MB: tensors: ", cur_max / 1024.0 / 1024.0);
+        for (int i = 0; i < 1024; i++) {
+            if (alloc->allocated_tensors[i].tensor) {
+                GGML_LOG_DEBUG("%s [%zx-%zx] (%.2f MB) ", alloc->allocated_tensors[i].tensor->name,
+                    alloc->allocated_tensors[i].offset,
+                    alloc->allocated_tensors[i].offset + ggml_nbytes(alloc->allocated_tensors[i].tensor),
+                    ggml_nbytes(alloc->allocated_tensors[i].tensor) / 1024.0 / 1024.0);
+            }
+        }
+        GGML_LOG_DEBUG("\n");
+    }
+#endif
+
+    alloc->max_size = MAX(alloc->max_size, offset + size);
+
+    return offset;
+
+    GGML_UNUSED(tensor);
+}
+
+// this is a very naive implementation, but for our case the number of free blocks should be very small
+static void ggml_dyn_tallocr_free_tensor(struct ggml_dyn_tallocr * alloc, size_t offset, size_t size, const struct ggml_tensor * tensor) {
+    size = aligned_offset(NULL, size, alloc->alignment);
+
+    AT_PRINTF("%s: freeing %s at %zu (%zu bytes) - n_free_blocks = %d\n", __func__, tensor->name, offset, size, alloc->n_free_blocks);
+
+#ifdef GGML_ALLOCATOR_DEBUG
+    remove_allocated_tensor(alloc, offset, tensor);
+#endif
+
+    // see if we can merge with an existing block
+    for (int i = 0; i < alloc->n_free_blocks; i++) {
+        struct free_block * block = &alloc->free_blocks[i];
+        // check if ptr is at the end of the block
+        if (block->offset + block->size == offset) {
+            block->size += size;
+            // check if we can merge with the next block
+            if (i < alloc->n_free_blocks - 1 && block->offset + block->size == alloc->free_blocks[i+1].offset) {
+                block->size += alloc->free_blocks[i+1].size;
+                alloc->n_free_blocks--;
+                for (int j = i+1; j < alloc->n_free_blocks; j++) {
+                    alloc->free_blocks[j] = alloc->free_blocks[j+1];
+                }
+            }
+            return;
+        }
+        // check if ptr is at the beginning of the block
+        if (offset + size == block->offset) {
+            block->offset = offset;
+            block->size += size;
+            // check if we can merge with the previous block
+            if (i > 0 && alloc->free_blocks[i-1].offset + alloc->free_blocks[i-1].size == block->offset) {
+                alloc->free_blocks[i-1].size += block->size;
+                alloc->n_free_blocks--;
+                for (int j = i; j < alloc->n_free_blocks; j++) {
+                    alloc->free_blocks[j] = alloc->free_blocks[j+1];
+                }
+            }
+            return;
+        }
+    }
+    // otherwise, add a new block
+    GGML_ASSERT(alloc->n_free_blocks < MAX_FREE_BLOCKS && "out of free blocks");
+    // insert the new block in the correct position to keep the array sorted by address (to make merging blocks faster)
+    int insert_pos = 0;
+    while (insert_pos < alloc->n_free_blocks && alloc->free_blocks[insert_pos].offset < offset) {
+        insert_pos++;
+    }
+    // shift all blocks from insert_pos onward to make room for the new block
+    for (int i = alloc->n_free_blocks; i > insert_pos; i--) {
+        alloc->free_blocks[i] = alloc->free_blocks[i-1];
+    }
+    // insert the new block
+    alloc->free_blocks[insert_pos].offset = offset;
+    alloc->free_blocks[insert_pos].size = size;
+    alloc->n_free_blocks++;
+
+    GGML_UNUSED(tensor);
+}
+
+static void ggml_dyn_tallocr_reset(struct ggml_dyn_tallocr * alloc) {
+    alloc->n_free_blocks = 1;
+    alloc->free_blocks[0].offset = 0;
+    alloc->free_blocks[0].size = SIZE_MAX/2; // restrict maximum size of a measure allocator to half size_t max to avoid overflows
+    alloc->max_size = 0;
+
+#ifdef GGML_ALLOCATOR_DEBUG
+    for (int i = 0; i < 1024; i++) {
+        alloc->allocated_tensors[i].tensor = NULL;
+    }
+#endif
+}
+
+static struct ggml_dyn_tallocr * ggml_dyn_tallocr_new(size_t alignment) {
+    struct ggml_dyn_tallocr * alloc = (struct ggml_dyn_tallocr *)malloc(sizeof(struct ggml_dyn_tallocr));
+
+    *alloc = (struct ggml_dyn_tallocr) {
+        /*.alignment     = */ alignment,
+        /*.n_free_blocks = */ 0,
+        /*.free_blocks   = */ {{0}},
+        /*.max_size      = */ 0,
+#ifdef GGML_ALLOCATOR_DEBUG
+        /*.allocated_tensors = */ {{0}},
+#endif
+    };
+
+    ggml_dyn_tallocr_reset(alloc);
+
+    return alloc;
+}
+
+static void ggml_dyn_tallocr_free(struct ggml_dyn_tallocr * alloc) {
+    free(alloc);
+}
+
+static size_t ggml_dyn_tallocr_max_size(struct ggml_dyn_tallocr * alloc) {
+    return alloc->max_size;
+}
+
+
+/////////////////////////////////////
+
+// graph allocator
+
+struct hash_node {
+    int n_children;
+    int n_views;
+    int buffer_id;
+    size_t offset; // offset within the buffer
+    bool allocated;
+};
+
+struct tensor_alloc {
+    int buffer_id;
+    size_t offset;
+    size_t size_max; // 0 = pre-allocated, unused, or view
+};
+
+struct leaf_alloc {
+    struct tensor_alloc leaf;
+};
+
+struct node_alloc {
+    struct tensor_alloc dst;
+    struct tensor_alloc src[GGML_MAX_SRC];
+};
+
+struct ggml_gallocr {
+    ggml_backend_buffer_type_t * bufts; // [n_buffers]
+    ggml_backend_buffer_t * buffers; // [n_buffers]
+    struct ggml_dyn_tallocr ** buf_tallocs; // [n_buffers]
+    int n_buffers;
+
+    struct ggml_hash_set hash_set;
+    struct hash_node * hash_values; // [hash_set.size]
+
+    struct node_alloc * node_allocs; // [n_nodes]
+    int n_nodes;
+
+    struct leaf_alloc * leaf_allocs; // [n_leafs]
+    int n_leafs;
+};
+
+ggml_gallocr_t ggml_gallocr_new_n(ggml_backend_buffer_type_t * bufts, int n_bufs) {
+    ggml_gallocr_t galloc = (ggml_gallocr_t)calloc(1, sizeof(struct ggml_gallocr));
+    GGML_ASSERT(galloc != NULL);
+
+    galloc->bufts = calloc(n_bufs, sizeof(ggml_backend_buffer_type_t));
+    GGML_ASSERT(galloc->bufts != NULL);
+
+    galloc->buffers = calloc(n_bufs, sizeof(ggml_backend_buffer_t));
+    GGML_ASSERT(galloc->buffers != NULL);
+
+    galloc->buf_tallocs = calloc(n_bufs, sizeof(struct ggml_dyn_tallocr *));
+    GGML_ASSERT(galloc->buf_tallocs != NULL);
+
+    for (int i = 0; i < n_bufs; i++) {
+        galloc->bufts[i] = bufts[i];
+        galloc->buffers[i] = NULL;
+
+        // check if the same buffer type is used multiple times and reuse the same allocator
+        for (int j = 0; j < i; j++) {
+            if (bufts[i] == bufts[j]) {
+                galloc->buf_tallocs[i] = galloc->buf_tallocs[j];
+                break;
+            }
+        }
+
+        if (galloc->buf_tallocs[i] == NULL) {
+            size_t alignment = ggml_backend_buft_get_alignment(bufts[i]);
+            galloc->buf_tallocs[i] = ggml_dyn_tallocr_new(alignment);
+        }
+    }
+    galloc->n_buffers = n_bufs;
+
+    return galloc;
+}
+
+ggml_gallocr_t ggml_gallocr_new(ggml_backend_buffer_type_t buft) {
+    return ggml_gallocr_new_n(&buft, 1);
+}
+
+void ggml_gallocr_free(ggml_gallocr_t galloc) {
+    if (galloc == NULL) {
+        return;
+    }
+
+    for (int i = 0; i < galloc->n_buffers; i++) {
+        if (galloc->buffers != NULL) {
+            // skip if already freed
+            bool freed = false;
+            for (int j = 0; j < i; j++) {
+                if (galloc->buffers[j] == galloc->buffers[i]) {
+                    freed = true;
+                    break;
+                }
+            }
+            if (!freed) {
+                ggml_backend_buffer_free(galloc->buffers[i]);
+            }
+        }
+        if (galloc->buf_tallocs != NULL) {
+            // skip if already freed
+            bool freed = false;
+            for (int j = 0; j < i; j++) {
+                if (galloc->buf_tallocs[j] == galloc->buf_tallocs[i]) {
+                    freed = true;
+                    break;
+                }
+            }
+            if (!freed) {
+                ggml_dyn_tallocr_free(galloc->buf_tallocs[i]);
+            }
+        }
+    }
+
+    ggml_hash_set_free(&galloc->hash_set);
+    free(galloc->hash_values);
+    free(galloc->bufts);
+    free(galloc->buffers);
+    free(galloc->buf_tallocs);
+    free(galloc->node_allocs);
+    free(galloc->leaf_allocs);
+    free(galloc);
+}
+
+typedef struct ggml_gallocr * ggml_gallocr_t;
+
+static struct hash_node * ggml_gallocr_hash_get(ggml_gallocr_t galloc, struct ggml_tensor * t) {
+    size_t i = ggml_hash_find_or_insert(&galloc->hash_set, t);
+    return &galloc->hash_values[i];
+}
+
+static bool ggml_gallocr_is_own(ggml_gallocr_t galloc, struct ggml_tensor * t) {
+    return ggml_gallocr_hash_get(galloc, t)->allocated;
+}
+
+static bool ggml_gallocr_is_allocated(ggml_gallocr_t galloc, struct ggml_tensor * t) {
+    return t->data != NULL || ggml_gallocr_hash_get(galloc, t)->allocated;
+}
+
+static void ggml_gallocr_allocate_node(ggml_gallocr_t galloc, struct ggml_tensor * node, int buffer_id) {
+    GGML_ASSERT(buffer_id >= 0);
+    struct hash_node * hn = ggml_gallocr_hash_get(galloc, node);
+
+    if (!ggml_gallocr_is_allocated(galloc, node) && !ggml_is_view(node)) {
+        hn->allocated = true;
+        assert(hn->offset == 0);
+
+        // try to reuse a parent's buffer (inplace)
+        if (ggml_op_can_inplace(node->op)) {
+            for (int i = 0; i < GGML_MAX_SRC; i++) {
+                struct ggml_tensor * parent = node->src[i];
+                if (parent == NULL) {
+                    continue;
+                }
+
+                // if the node's data is external, then we cannot re-use it
+                if (!ggml_gallocr_is_own(galloc, parent)) {
+                    AT_PRINTF("not reusing parent %s for %s as %p is external\n", parent->name, node->name, parent->data);
+                    continue;
+                }
+
+                // outputs cannot be reused
+                if (parent->flags & GGML_TENSOR_FLAG_OUTPUT || (parent->view_src != NULL && parent->view_src->flags & GGML_TENSOR_FLAG_OUTPUT)) {
+                    AT_PRINTF("not reusing parent %s for %s as it is an output\n", parent->name, node->name);
+                    continue;
+                }
+
+                if (!ggml_are_same_layout(node, parent)) {
+                    AT_PRINTF("not reusing parent %s for %s as layouts are different\n", parent->name, node->name);
+                    continue;
+                }
+
+                struct hash_node * p_hn = ggml_gallocr_hash_get(galloc, parent);
+                if (p_hn->n_children == 1 && p_hn->n_views == 0) {
+                    if (ggml_is_view(parent)) {
+                        struct ggml_tensor * view_src = parent->view_src;
+                        struct hash_node * view_src_hn = ggml_gallocr_hash_get(galloc, view_src);
+                        if (view_src_hn->n_views == 1 && view_src_hn->n_children == 0 && view_src->data == parent->data) {
+                            AT_PRINTF("reusing view parent %s (%s) for %s\n", parent->name, view_src->name, node->name);
+                            assert(view_src_hn->offset == p_hn->offset);
+                            hn->buffer_id = p_hn->buffer_id;
+                            hn->offset = p_hn->offset;
+                            p_hn->allocated = false; // avoid freeing the parent
+                            view_src_hn->allocated = false;
+                            return;
+                        }
+                    } else {
+                        AT_PRINTF("reusing parent %s for %s\n", parent->name, node->name);
+                        hn->buffer_id = p_hn->buffer_id;
+                        hn->offset = p_hn->offset;
+                        p_hn->allocated = false; // avoid freeing the parent
+                        return;
+                    }
+                }
+            }
+        }
+        // allocate tensor from the buffer
+        struct ggml_dyn_tallocr * alloc = galloc->buf_tallocs[buffer_id];
+        ggml_backend_buffer_type_t buft = galloc->bufts[buffer_id];
+        size_t size = ggml_backend_buft_get_alloc_size(buft, node);
+        size_t offset = ggml_dyn_tallocr_alloc(alloc, size, node);
+        hn->buffer_id = buffer_id;
+        hn->offset = offset;
+    }
+}
+
+static void ggml_gallocr_free_node(ggml_gallocr_t galloc, struct ggml_tensor * node) {
+    // graph outputs are never freed
+    if (node->flags & GGML_TENSOR_FLAG_OUTPUT) {
+        AT_PRINTF("not freeing output %s\n", node->name);
+        return;
+    }
+
+    struct hash_node * hn = ggml_gallocr_hash_get(galloc, node);
+    size_t offset = hn->offset;
+    int buffer_id = hn->buffer_id;
+    struct ggml_dyn_tallocr * alloc = galloc->buf_tallocs[buffer_id];
+    ggml_backend_buffer_type_t buft = galloc->bufts[buffer_id];
+    size_t size = ggml_backend_buft_get_alloc_size(buft, node);
+    ggml_dyn_tallocr_free_tensor(alloc, offset, size, node);
+    hn->allocated = false;
+}
+
+static int get_node_buffer_id(const int * node_buffer_ids, int i) {
+    return node_buffer_ids ? node_buffer_ids[i] : 0;
+}
+
+static void ggml_gallocr_alloc_graph_impl(ggml_gallocr_t galloc, struct ggml_cgraph * graph, const int * node_buffer_ids, const int * leaf_buffer_ids) {
+    // clear hash tables
+    ggml_hash_set_reset(&galloc->hash_set);
+    memset(galloc->hash_values, 0, sizeof(struct hash_node) * galloc->hash_set.size);
+
+    // allocate leafs
+    // these may be tensors that the application is not using in the graph, but may still want to allocate for other purposes
+    for (int i = 0; i < graph->n_leafs; i++) {
+        struct ggml_tensor * leaf = graph->leafs[i];
+        ggml_gallocr_allocate_node(galloc, leaf, get_node_buffer_id(leaf_buffer_ids, i));
+    }
+
+    // count number of children and views
+    // allocate other graph inputs and leafs first to avoid overwriting them
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+
+        // TODO: better way to add external dependencies
+        // GGML_OP_NONE does not appear normally in the graph nodes, but is used by ggml-backend to add dependencies to
+        // control when some tensors are allocated and freed. in this case, the dependencies are in `src`, but the node
+        // itself is never used and should not be considered a dependency
+        if (ggml_is_view(node) && node->op != GGML_OP_NONE) {
+            struct ggml_tensor * view_src = node->view_src;
+            ggml_gallocr_hash_get(galloc, view_src)->n_views += 1;
+        }
+
+        if (node->flags & GGML_TENSOR_FLAG_INPUT) {
+            ggml_gallocr_allocate_node(galloc, graph->nodes[i], get_node_buffer_id(node_buffer_ids, i));
+        }
+
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            struct ggml_tensor * src = node->src[j];
+            if (src == NULL) {
+                continue;
+            }
+
+            ggml_gallocr_hash_get(galloc, src)->n_children += 1;
+
+            // allocate explicit inputs
+            if (src->flags & GGML_TENSOR_FLAG_INPUT) {
+                ggml_gallocr_allocate_node(galloc, src, get_node_buffer_id(node_buffer_ids, i));
+            }
+        }
+    }
+
+    // allocate tensors
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        int buffer_id = get_node_buffer_id(node_buffer_ids, i);
+
+        // allocate parents (only leafs need to be allocated at this point)
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            struct ggml_tensor * parent = node->src[j];
+            if (parent == NULL) {
+                continue;
+            }
+            ggml_gallocr_allocate_node(galloc, parent, buffer_id);
+        }
+
+        // allocate node
+        ggml_gallocr_allocate_node(galloc, node, buffer_id);
+
+        AT_PRINTF("exec: %s (%s) <= ", ggml_op_desc(node), node->name);
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            struct ggml_tensor * parent = node->src[j];
+            if (parent == NULL) {
+                continue;
+            }
+            AT_PRINTF("%s", parent->name);
+            if (j < GGML_MAX_SRC - 1 && node->src[j + 1] != NULL) {
+                AT_PRINTF(", ");
+            }
+        }
+        AT_PRINTF("\n");
+
+        // update parents
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            struct ggml_tensor * parent = node->src[j];
+            if (parent == NULL) {
+                continue;
+            }
+            struct hash_node * p_hn = ggml_gallocr_hash_get(galloc, parent);
+            p_hn->n_children -= 1;
+
+            AT_PRINTF("parent %s: %d children, %d views, allocated: %d\n",
+                parent->name, p_hn->n_children, p_hn->n_views, p_hn->allocated);
+
+            if (p_hn->n_children == 0 && p_hn->n_views == 0) {
+                if (ggml_is_view(parent)) {
+                    struct ggml_tensor * view_src = parent->view_src;
+                    struct hash_node * view_src_hn = ggml_gallocr_hash_get(galloc, view_src);
+                    view_src_hn->n_views -= 1;
+                    AT_PRINTF("view_src %s: %d children, %d views\n",
+                        view_src->name, view_src_hn->n_children, view_src_hn->n_views);
+                    if (view_src_hn->n_views == 0 && view_src_hn->n_children == 0 && view_src_hn->allocated) {
+                        ggml_gallocr_free_node(galloc, view_src);
+                    }
+                }
+                else if (p_hn->allocated) {
+                    ggml_gallocr_free_node(galloc, parent);
+                }
+            }
+            AT_PRINTF("\n");
+        }
+    }
+}
+
+bool ggml_gallocr_reserve_n(ggml_gallocr_t galloc, struct ggml_cgraph * graph, const int * node_buffer_ids, const int * leaf_buffer_ids) {
+    size_t min_hash_size = graph->n_nodes + graph->n_leafs;
+    // add 25% margin to avoid hash collisions
+    min_hash_size += min_hash_size / 4;
+
+    // initialize hash table
+    if (galloc->hash_set.size < min_hash_size) {
+        ggml_hash_set_free(&galloc->hash_set);
+        galloc->hash_set = ggml_hash_set_new(min_hash_size);
+        GGML_ASSERT(galloc->hash_set.keys != NULL);
+
+        free(galloc->hash_values);
+        galloc->hash_values = malloc(sizeof(struct hash_node) * galloc->hash_set.size);
+        GGML_ASSERT(galloc->hash_values != NULL);
+    }
+
+    // reset allocators
+    for (int i = 0; i < galloc->n_buffers; i++) {
+        ggml_dyn_tallocr_reset(galloc->buf_tallocs[i]);
+    }
+
+    // allocate in hash table
+    ggml_gallocr_alloc_graph_impl(galloc, graph, node_buffer_ids, leaf_buffer_ids);
+
+    // set the node_allocs from the hash table
+    if (galloc->n_nodes < graph->n_nodes) {
+        free(galloc->node_allocs);
+        galloc->node_allocs = calloc(graph->n_nodes, sizeof(struct node_alloc));
+        GGML_ASSERT(galloc->node_allocs != NULL);
+    }
+    galloc->n_nodes = graph->n_nodes;
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        struct node_alloc * node_alloc = &galloc->node_allocs[i];
+        if (node->view_src || node->data) {
+            node_alloc->dst.buffer_id = -1;
+            node_alloc->dst.offset = SIZE_MAX;
+            node_alloc->dst.size_max = 0;
+        } else {
+            struct hash_node * hn = ggml_gallocr_hash_get(galloc, node);
+            node_alloc->dst.buffer_id = hn->buffer_id;
+            node_alloc->dst.offset    = hn->offset;
+            node_alloc->dst.size_max  = ggml_backend_buft_get_alloc_size(galloc->bufts[hn->buffer_id], node);
+        }
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            struct ggml_tensor * src = node->src[j];
+            if (!src || src->view_src || src->data) {
+                node_alloc->src[j].buffer_id = -1;
+                node_alloc->src[j].offset = SIZE_MAX;
+                node_alloc->src[j].size_max = 0;
+            } else {
+                struct hash_node * hn = ggml_gallocr_hash_get(galloc, src);
+                node_alloc->src[j].buffer_id = hn->buffer_id;
+                node_alloc->src[j].offset   = hn->offset;
+                node_alloc->src[j].size_max = ggml_backend_buft_get_alloc_size(galloc->bufts[hn->buffer_id], src);
+            }
+        }
+    }
+    if (galloc->n_leafs < graph->n_leafs) {
+        free(galloc->leaf_allocs);
+        galloc->leaf_allocs = calloc(graph->n_leafs, sizeof(galloc->leaf_allocs[0]));
+        GGML_ASSERT(galloc->leaf_allocs != NULL);
+    }
+    galloc->n_leafs = graph->n_leafs;
+    for (int i = 0; i < graph->n_leafs; i++) {
+        struct ggml_tensor * leaf = graph->leafs[i];
+        struct hash_node * hn = ggml_gallocr_hash_get(galloc, leaf);
+        if (leaf->view_src || leaf->data) {
+            galloc->leaf_allocs[i].leaf.buffer_id = -1;
+            galloc->leaf_allocs[i].leaf.offset = SIZE_MAX;
+            galloc->leaf_allocs[i].leaf.size_max = 0;
+        } else {
+            galloc->leaf_allocs[i].leaf.buffer_id = hn->buffer_id;
+            galloc->leaf_allocs[i].leaf.offset = hn->offset;
+            galloc->leaf_allocs[i].leaf.size_max = ggml_backend_buft_get_alloc_size(galloc->bufts[hn->buffer_id], leaf);
+        }
+    }
+
+    // reallocate buffers if needed
+    for (int i = 0; i < galloc->n_buffers; i++) {
+        // if the buffer type is used multiple times, we reuse the same buffer
+        for (int j = 0; j < i; j++) {
+            if (galloc->buf_tallocs[j] == galloc->buf_tallocs[i]) {
+                galloc->buffers[i] = galloc->buffers[j];
+                break;
+            }
+        }
+
+        size_t cur_size = galloc->buffers[i] ? ggml_backend_buffer_get_size(galloc->buffers[i]) : 0;
+        size_t new_size = ggml_dyn_tallocr_max_size(galloc->buf_tallocs[i]);
+
+        // even if there are no tensors allocated in this buffer, we still need to allocate it to initialize views
+        if (new_size > cur_size || galloc->buffers[i] == NULL) {
+#ifndef NDEBUG
+            GGML_LOG_DEBUG("%s: reallocating %s buffer from size %.02f MiB to %.02f MiB\n", __func__, ggml_backend_buft_name(galloc->bufts[i]), cur_size / 1024.0 / 1024.0, new_size / 1024.0 / 1024.0);
+#endif
+
+            ggml_backend_buffer_free(galloc->buffers[i]);
+            galloc->buffers[i] = ggml_backend_buft_alloc_buffer(galloc->bufts[i], new_size);
+            if (galloc->buffers[i] == NULL) {
+                GGML_LOG_ERROR("%s: failed to allocate %s buffer of size %zu\n", __func__, ggml_backend_buft_name(galloc->bufts[i]), new_size);
+                return false;
+            }
+            ggml_backend_buffer_set_usage(galloc->buffers[i], GGML_BACKEND_BUFFER_USAGE_COMPUTE);
+        }
+    }
+
+    return true;
+}
+
+bool ggml_gallocr_reserve(ggml_gallocr_t galloc, struct ggml_cgraph *graph) {
+    return ggml_gallocr_reserve_n(galloc, graph, NULL, NULL);
+}
+
+static void ggml_gallocr_init_tensor(ggml_gallocr_t galloc, struct ggml_tensor * tensor, struct tensor_alloc * tensor_alloc) {
+    int buffer_id = tensor_alloc->buffer_id;
+    assert(tensor->data || tensor->view_src || ggml_backend_buffer_get_alloc_size(galloc->buffers[buffer_id], tensor) <= tensor_alloc->size_max);
+
+    if (tensor->view_src != NULL) {
+        if (tensor->buffer == NULL) {
+            assert(tensor_alloc->offset == SIZE_MAX);
+            if (tensor->view_src->buffer == NULL) {
+                // this tensor was allocated without ggml-backend
+                return;
+            }
+            ggml_backend_view_init(tensor);
+        }
+    } else {
+        if (tensor->data == NULL) {
+            assert(tensor_alloc->offset != SIZE_MAX);
+            assert(ggml_backend_buffer_get_alloc_size(galloc->buffers[buffer_id], tensor) <= tensor_alloc->size_max);
+            void * base = ggml_backend_buffer_get_base(galloc->buffers[buffer_id]);
+            void * addr = (char *)base + tensor_alloc->offset;
+            ggml_backend_tensor_alloc(galloc->buffers[buffer_id], tensor, addr);
+        } else {
+            if (tensor->buffer == NULL) {
+                // this tensor was allocated without ggml-backend
+                return;
+            }
+        }
+    }
+}
+
+static bool ggml_gallocr_node_needs_realloc(ggml_gallocr_t galloc, struct ggml_tensor * node, struct tensor_alloc * talloc) {
+    size_t node_size = 0;
+    if (!node->data && !node->view_src) {
+        // If we previously had data but don't now then reallocate
+        if (talloc->buffer_id < 0) {
+            return false;
+        }
+        node_size = ggml_backend_buft_get_alloc_size(galloc->bufts[talloc->buffer_id], node);
+    }
+    return talloc->size_max >= node_size;
+}
+
+static bool ggml_gallocr_needs_realloc(ggml_gallocr_t galloc, struct ggml_cgraph * graph) {
+    if (galloc->n_nodes != graph->n_nodes) {
+#ifndef NDEBUG
+        GGML_LOG_DEBUG("%s: graph has different number of nodes\n", __func__);
+#endif
+        return true;
+    }
+
+    if (galloc->n_leafs != graph->n_leafs) {
+#ifndef NDEBUG
+        GGML_LOG_DEBUG("%s: graph has different number of leafs\n", __func__);
+#endif
+        return true;
+    }
+
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        struct node_alloc * node_alloc = &galloc->node_allocs[i];
+
+        if (!ggml_gallocr_node_needs_realloc(galloc, node, &node_alloc->dst)) {
+#ifndef NDEBUG
+            GGML_LOG_DEBUG("%s: node %s is not valid\n", __func__, node->name);
+#endif
+            return true;
+        }
+
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            struct ggml_tensor * src = node->src[j];
+            if (src == NULL) {
+                continue;
+            }
+            if (!ggml_gallocr_node_needs_realloc(galloc, src, &node_alloc->src[j])) {
+#ifndef NDEBUG
+                GGML_LOG_DEBUG("%s: src %d (%s) of node %s is not valid\n", __func__, j, src->name, node->name);
+#endif
+                return true;
+            }
+        }
+    }
+
+    return false;
+}
+
+bool ggml_gallocr_alloc_graph(ggml_gallocr_t galloc, struct ggml_cgraph * graph) {
+    if (ggml_gallocr_needs_realloc(galloc, graph)) {
+        if (galloc->n_buffers == 1) {
+#ifndef NDEBUG
+            GGML_LOG_DEBUG("%s: reallocating buffers automatically\n", __func__);
+#endif
+            if (!ggml_gallocr_reserve(galloc, graph)) {
+                return false;
+            }
+        } else {
+#ifndef NDEBUG
+            GGML_LOG_DEBUG("%s: cannot reallocate multi buffer graph automatically, call reserve\n", __func__);
+#endif
+            return false;
+        }
+    }
+
+    // reset buffers
+    for (int i = 0; i < galloc->n_buffers; i++) {
+        if (galloc->buffers[i] != NULL) {
+            ggml_backend_buffer_reset(galloc->buffers[i]);
+        }
+    }
+
+    // allocate the graph tensors from the previous assignments
+    // leafs
+    for (int i = 0; i < graph->n_leafs; i++) {
+        struct ggml_tensor * leaf = graph->leafs[i];
+        struct leaf_alloc * leaf_alloc = &galloc->leaf_allocs[i];
+        ggml_gallocr_init_tensor(galloc, leaf, &leaf_alloc->leaf);
+    }
+    // nodes
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        struct node_alloc * node_alloc = &galloc->node_allocs[i];
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            struct ggml_tensor * src = node->src[j];
+            if (src == NULL) {
+                continue;
+            }
+            ggml_gallocr_init_tensor(galloc, src, &node_alloc->src[j]);
+        }
+        ggml_gallocr_init_tensor(galloc, node, &node_alloc->dst);
+    }
+
+    return true;
+}
+
+size_t ggml_gallocr_get_buffer_size(ggml_gallocr_t galloc, int buffer_id) {
+    GGML_ASSERT(buffer_id >= 0 && buffer_id < galloc->n_buffers);
+
+    if (galloc->buffers[buffer_id] == NULL) {
+        return 0;
+    }
+
+    for (int i = 0; i < buffer_id; i++) {
+        if (galloc->buffers[i] == galloc->buffers[buffer_id]) {
+            // this buffer is the same as a previous one due to the same buffer type being used multiple times
+            // only return the buffer size the first time it appears to avoid double counting
+            return 0;
+        }
+    }
+
+    return ggml_backend_buffer_get_size(galloc->buffers[buffer_id]);
+}
+
+// utils
+
+static void free_buffers(ggml_backend_buffer_t ** buffers, const size_t * n_buffers) {
+    for (size_t i = 0; i < *n_buffers; i++) {
+        ggml_backend_buffer_free((*buffers)[i]);
+    }
+    free(*buffers);
+}
+
+static bool alloc_tensor_range(struct ggml_context * ctx,
+        struct ggml_tensor * first, struct ggml_tensor * last,
+        ggml_backend_buffer_type_t buft, size_t size,
+        ggml_backend_buffer_t ** buffers, size_t * n_buffers) {
+
+    ggml_backend_buffer_t buffer = ggml_backend_buft_alloc_buffer(buft, size);
+    if (buffer == NULL) {
+        GGML_LOG_ERROR("%s: failed to allocate %s buffer of size %zu\n", __func__, ggml_backend_buft_name(buft), size);
+        free_buffers(buffers, n_buffers);
+        return false;
+    }
+
+    *buffers = realloc(*buffers, sizeof(ggml_backend_buffer_t) * (*n_buffers + 1));
+    (*buffers)[(*n_buffers)++] = buffer;
+
+    struct ggml_tallocr tallocr = ggml_tallocr_new(buffer);
+
+    for (struct ggml_tensor * t = first; t != last; t = ggml_get_next_tensor(ctx, t)) {
+        enum ggml_status status = GGML_STATUS_SUCCESS;
+        if (t->data == NULL) {
+            if (t->view_src == NULL) {
+                status = ggml_tallocr_alloc(&tallocr, t);
+            } else if (t->buffer == NULL) {
+                status = ggml_backend_view_init(t);
+            }
+        } else {
+            if (t->view_src != NULL && t->buffer == NULL) {
+                // view of a pre-allocated tensor
+                status = ggml_backend_view_init(t);
+            }
+        }
+        if (status != GGML_STATUS_SUCCESS) {
+            GGML_LOG_ERROR("%s: failed to initialize tensor %s\n", __func__, t->name);
+            free_buffers(buffers, n_buffers);
+            return false;
+        }
+    }
+
+    return true;
+}
+
+ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_context * ctx, ggml_backend_buffer_type_t buft) {
+    GGML_ASSERT(ggml_get_no_alloc(ctx) == true);
+
+    size_t alignment = ggml_backend_buft_get_alignment(buft);
+    size_t max_size = ggml_backend_buft_get_max_size(buft);
+
+    ggml_backend_buffer_t * buffers = NULL;
+    size_t n_buffers = 0;
+
+    size_t cur_buf_size = 0;
+    struct ggml_tensor * first = ggml_get_first_tensor(ctx);
+    for (struct ggml_tensor * t = first; t != NULL; t = ggml_get_next_tensor(ctx, t)) {
+        size_t this_size = 0;
+        if (t->data == NULL && t->view_src == NULL) {
+            this_size = GGML_PAD(ggml_backend_buft_get_alloc_size(buft, t), alignment);
+        }
+
+        if (cur_buf_size > 0 && (cur_buf_size + this_size) > max_size) {
+            // allocate tensors in the current buffer
+            if (!alloc_tensor_range(ctx, first, t, buft, cur_buf_size, &buffers, &n_buffers)) {
+                return NULL;
+            }
+            first = t;
+            cur_buf_size = this_size;
+        } else {
+            cur_buf_size += this_size;
+        }
+    }
+
+    // allocate remaining tensors
+    if (cur_buf_size > 0) {
+        if (!alloc_tensor_range(ctx, first, NULL, buft, cur_buf_size, &buffers, &n_buffers)) {
+            return NULL;
+        }
+    }
+
+    if (n_buffers == 0) {
+#ifndef NDEBUG
+        GGML_LOG_DEBUG("%s: all tensors in the context are already allocated\n", __func__);
+#endif
+        return NULL;
+    }
+
+    ggml_backend_buffer_t buffer;
+    if (n_buffers == 1) {
+        buffer = buffers[0];
+    } else {
+        buffer = ggml_backend_multi_buffer_alloc_buffer(buffers, n_buffers);
+    }
+    free(buffers);
+    return buffer;
+}
+
+ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors(struct ggml_context * ctx, ggml_backend_t backend) {
+    return ggml_backend_alloc_ctx_tensors_from_buft(ctx, ggml_backend_get_default_buffer_type(backend));
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-backend-impl.h b/ml/backend/ggml/ggml/src/ggml-backend-impl.h
new file mode 100644
index 0000000..c36c12d
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-backend-impl.h
@@ -0,0 +1,255 @@
+#pragma once
+
+// ggml-backend internal header
+
+#include "ggml-backend.h"
+
+#ifdef  __cplusplus
+extern "C" {
+#endif
+
+    #define GGML_BACKEND_API_VERSION 1
+
+    //
+    // Backend buffer type
+    //
+
+    struct ggml_backend_buffer_type_i {
+        const char *          (*get_name)      (ggml_backend_buffer_type_t buft);
+        // allocate a buffer of this type
+        ggml_backend_buffer_t (*alloc_buffer)  (ggml_backend_buffer_type_t buft, size_t size);
+        // tensor alignment
+        size_t                (*get_alignment) (ggml_backend_buffer_type_t buft);
+        // (optional) max buffer size that can be allocated (defaults to SIZE_MAX)
+        size_t                (*get_max_size)  (ggml_backend_buffer_type_t buft);
+        // (optional) data size needed to allocate the tensor, including padding (defaults to ggml_nbytes)
+        size_t                (*get_alloc_size)(ggml_backend_buffer_type_t buft, const struct ggml_tensor * tensor);
+        // (optional) check if tensor data is in host memory and uses standard ggml tensor layout (defaults to false)
+        bool                  (*is_host)       (ggml_backend_buffer_type_t buft);
+    };
+
+    struct ggml_backend_buffer_type {
+        struct ggml_backend_buffer_type_i  iface;
+        ggml_backend_dev_t device;
+        void * context;
+    };
+
+    //
+    // Backend buffer
+    //
+
+    struct ggml_backend_buffer_i {
+        // (optional) free the buffer
+        void         (*free_buffer)  (ggml_backend_buffer_t buffer);
+        // base address of the buffer
+        void *       (*get_base)     (ggml_backend_buffer_t buffer);
+        // (optional) initialize a tensor in the buffer (eg. add tensor extras)
+        enum ggml_status (*init_tensor)(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
+        // tensor data access
+        void         (*memset_tensor)(ggml_backend_buffer_t buffer,       struct ggml_tensor * tensor,     uint8_t value, size_t offset, size_t size);
+        void         (*set_tensor)   (ggml_backend_buffer_t buffer,       struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
+        void         (*get_tensor)   (ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor,       void * data, size_t offset, size_t size);
+        // (optional) tensor copy: dst is in the buffer, src may be in any buffer, including buffers from a different backend (return false if not supported)
+        bool         (*cpy_tensor)   (ggml_backend_buffer_t buffer, const struct ggml_tensor * src, struct ggml_tensor * dst);
+        // clear the entire buffer
+        void         (*clear)        (ggml_backend_buffer_t buffer, uint8_t value);
+        // (optional) reset any internal state due to tensor initialization, such as tensor extras
+        void         (*reset)        (ggml_backend_buffer_t buffer);
+    };
+
+    struct ggml_backend_buffer {
+        struct ggml_backend_buffer_i  iface;
+        ggml_backend_buffer_type_t    buft;
+        void * context;
+        size_t size;
+        enum ggml_backend_buffer_usage usage;
+    };
+
+    GGML_API ggml_backend_buffer_t ggml_backend_buffer_init(
+                   ggml_backend_buffer_type_t buft,
+            struct ggml_backend_buffer_i      iface,
+                   void *                     context,
+                   size_t                     size);
+
+    // do not use directly, use ggml_backend_tensor_copy instead
+    GGML_API bool ggml_backend_buffer_copy_tensor(const struct ggml_tensor * src, struct ggml_tensor * dst);
+
+    // multi-buffer
+    // buffer that contains a collection of buffers
+    GGML_API ggml_backend_buffer_t ggml_backend_multi_buffer_alloc_buffer(ggml_backend_buffer_t * buffers, size_t n_buffers);
+    GGML_API bool                  ggml_backend_buffer_is_multi_buffer(ggml_backend_buffer_t buffer);
+    GGML_API void                  ggml_backend_multi_buffer_set_usage(ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage);
+
+    //
+    // Backend (stream)
+    //
+
+    struct ggml_backend_i {
+        const char * (*get_name)(ggml_backend_t backend);
+
+        void (*free)(ggml_backend_t backend);
+
+        // (optional) asynchronous tensor data access
+        void (*set_tensor_async)(ggml_backend_t backend,       struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
+        void (*get_tensor_async)(ggml_backend_t backend, const struct ggml_tensor * tensor,       void * data, size_t offset, size_t size);
+        bool (*cpy_tensor_async)(ggml_backend_t backend_src, ggml_backend_t backend_dst, const struct ggml_tensor * src, struct ggml_tensor * dst);
+
+        // (optional) complete all pending operations (required if the backend supports async operations)
+        void (*synchronize)(ggml_backend_t backend);
+
+        // (optional) graph plans (not used currently)
+        // compute graph with a plan
+        ggml_backend_graph_plan_t (*graph_plan_create) (ggml_backend_t backend, const struct ggml_cgraph * cgraph);
+        void                      (*graph_plan_free)   (ggml_backend_t backend, ggml_backend_graph_plan_t plan);
+        // update the plan with a new graph - this should be faster than creating a new plan when the graph has the same topology
+        void                      (*graph_plan_update) (ggml_backend_t backend, ggml_backend_graph_plan_t plan, const struct ggml_cgraph * cgraph);
+        // compute the graph with the plan
+        enum ggml_status          (*graph_plan_compute)(ggml_backend_t backend, ggml_backend_graph_plan_t plan);
+
+        // compute graph (always async if supported by the backend)
+        enum ggml_status          (*graph_compute)     (ggml_backend_t backend, struct ggml_cgraph * cgraph);
+
+        // (optional) event synchronization
+        // record an event on this stream
+        void (*event_record)(ggml_backend_t backend, ggml_backend_event_t event);
+        // wait for an event on on a different stream
+        void (*event_wait)  (ggml_backend_t backend, ggml_backend_event_t event);
+    };
+
+    struct ggml_backend {
+        ggml_guid_t guid;
+        struct ggml_backend_i iface;
+        ggml_backend_dev_t device;
+        void * context;
+    };
+
+    struct ggml_backend_event {
+        struct ggml_backend_device * device;
+        void * context;
+    };
+
+    //
+    // Backend device
+    //
+
+    // Note: if additional properties are needed, we should add a struct with all of them
+    //       the current functions to obtain the properties can remain, since they are more convenient for often used properties
+    struct ggml_backend_device_i {
+        // device name: short identifier for this device, such as "CPU" or "CUDA0"
+        const char * (*get_name)(ggml_backend_dev_t dev);
+
+        // device description: short informative description of the device, could be the model name
+        const char * (*get_description)(ggml_backend_dev_t dev);
+
+        // device memory in bytes
+        void         (*get_memory)(ggml_backend_dev_t dev, size_t * free, size_t * total);
+
+        // device type
+        enum ggml_backend_dev_type (*get_type)(ggml_backend_dev_t dev);
+
+        // device properties
+        void (*get_props)(ggml_backend_dev_t dev, struct ggml_backend_dev_props * props);
+
+        // backend (stream) initialization
+        ggml_backend_t (*init_backend)(ggml_backend_dev_t dev, const char * params);
+
+        // preferred buffer type
+        ggml_backend_buffer_type_t (*get_buffer_type)(ggml_backend_dev_t dev);
+
+        // (optional) host buffer type (in system memory, typically this is a pinned memory buffer for faster transfers between host and device)
+        ggml_backend_buffer_type_t (*get_host_buffer_type)(ggml_backend_dev_t dev);
+
+        // (optional) buffer from pointer: create a buffer from a host pointer (useful for memory mapped models and importing data from other libraries)
+        ggml_backend_buffer_t (*buffer_from_host_ptr)(ggml_backend_dev_t dev, void * ptr, size_t size, size_t max_tensor_size);
+
+        // check if the backend can compute an operation
+        bool (*supports_op)(ggml_backend_dev_t dev, const struct ggml_tensor * op);
+
+        // check if the backend can use tensors allocated in a buffer type
+        bool (*supports_buft)(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft);
+
+        // (optional) check if the backend wants to run an operation, even if the weights are allocated in an incompatible buffer
+        // these should be expensive operations that may benefit from running on this backend instead of the CPU backend
+        bool (*offload_op)(ggml_backend_dev_t dev, const struct ggml_tensor * op);
+
+        // (optional) event synchronization
+        ggml_backend_event_t (*event_new)         (ggml_backend_dev_t dev);
+        void                 (*event_free)        (ggml_backend_dev_t dev, ggml_backend_event_t event);
+        void                 (*event_synchronize) (ggml_backend_dev_t dev, ggml_backend_event_t event);
+    };
+
+    struct ggml_backend_device {
+        struct ggml_backend_device_i iface;
+        ggml_backend_reg_t reg;
+        void * context;
+    };
+
+    //
+    // Backend (reg)
+    //
+
+    struct ggml_backend_reg_i {
+        const char * (*get_name)(ggml_backend_reg_t reg);
+
+        // enumerate available devices
+        size_t             (*get_device_count)(ggml_backend_reg_t reg);
+        ggml_backend_dev_t (*get_device)(ggml_backend_reg_t reg, size_t index);
+
+        // (optional) get a pointer to a function in the backend
+        // backends can add custom functions that are not part of the standard ggml-backend interface
+        void * (*get_proc_address)(ggml_backend_reg_t reg, const char * name);
+    };
+
+    struct ggml_backend_reg {
+        int api_version; // initialize to GGML_BACKEND_API_VERSION
+        struct ggml_backend_reg_i iface;
+        void * context;
+    };
+
+    // Internal backend registry API
+    GGML_API void ggml_backend_register(ggml_backend_reg_t reg);
+
+    // Add backend dynamic loading support to the backend
+
+    // Initialize the backend
+    typedef ggml_backend_reg_t (*ggml_backend_init_t)(void);
+    // Optional: obtain a score for the backend based on the system configuration
+    // Higher scores are preferred, 0 means the backend is not supported in the current system
+    typedef int                (*ggml_backend_score_t)(void);
+
+#ifdef GGML_BACKEND_DL
+#    ifdef __cplusplus
+#        define GGML_BACKEND_DL_IMPL(reg_fn)                             \
+            extern "C" {                                                 \
+            GGML_BACKEND_API ggml_backend_reg_t ggml_backend_init(void); \
+            }                                                            \
+            ggml_backend_reg_t ggml_backend_init(void) {                 \
+                return reg_fn();                                         \
+            }
+#        define GGML_BACKEND_DL_SCORE_IMPL(score_fn)       \
+            extern "C" {                                   \
+            GGML_BACKEND_API int ggml_backend_score(void); \
+            }                                              \
+            int ggml_backend_score(void) {                 \
+                return score_fn();                         \
+            }
+#    else
+#        define GGML_BACKEND_DL_IMPL(reg_fn)                              \
+            GGML_BACKEND_API ggml_backend_reg_t ggml_backend_init(void);  \
+            ggml_backend_reg_t                  ggml_backend_init(void) { \
+                return reg_fn();                                          \
+            }
+#        define GGML_BACKEND_DL_SCORE_IMPL(score_fn)        \
+            GGML_BACKEND_API int ggml_backend_score(void);  \
+            int                  ggml_backend_score(void) { \
+                return score_fn();                          \
+            }
+#    endif
+#else
+#    define GGML_BACKEND_DL_IMPL(reg_fn)
+#    define GGML_BACKEND_DL_SCORE_IMPL(score_fn)
+#endif
+
+#ifdef  __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-backend-reg.cpp b/ml/backend/ggml/ggml/src/ggml-backend-reg.cpp
new file mode 100644
index 0000000..4e67d24
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-backend-reg.cpp
@@ -0,0 +1,591 @@
+#include "ggml-backend-impl.h"
+#include "ggml-backend.h"
+#include "ggml-impl.h"
+#include <algorithm>
+#include <cstring>
+#include <filesystem>
+#include <memory>
+#include <string>
+#include <type_traits>
+#include <vector>
+#include <cctype>
+
+#ifdef _WIN32
+#    define WIN32_LEAN_AND_MEAN
+#    ifndef NOMINMAX
+#        define NOMINMAX
+#    endif
+#    include <windows.h>
+#elif defined(__APPLE__)
+#    include <mach-o/dyld.h>
+#    include <dlfcn.h>
+#else
+#    include <dlfcn.h>
+#    include <unistd.h>
+#endif
+
+// Backend registry
+#ifdef GGML_USE_CPU
+#include "ggml-cpu.h"
+#endif
+
+#ifdef GGML_USE_CUDA
+#include "ggml-cuda.h"
+#endif
+
+#ifdef GGML_USE_METAL
+#include "ggml-metal.h"
+#endif
+
+#ifdef GGML_USE_SYCL
+#include "ggml-sycl.h"
+#endif
+
+#ifdef GGML_USE_VULKAN
+#include "ggml-vulkan.h"
+#endif
+
+#ifdef GGML_USE_OPENCL
+#include "ggml-opencl.h"
+#endif
+
+#ifdef GGML_USE_BLAS
+#include "ggml-blas.h"
+#endif
+
+#ifdef GGML_USE_RPC
+#include "ggml-rpc.h"
+#endif
+
+#ifdef GGML_USE_CANN
+#include "ggml-cann.h"
+#endif
+
+#ifdef GGML_USE_KOMPUTE
+#include "ggml-kompute.h"
+#endif
+
+// disable C++17 deprecation warning for std::codecvt_utf8
+#if defined(__clang__)
+#    pragma clang diagnostic push
+#    pragma clang diagnostic ignored "-Wdeprecated-declarations"
+#endif
+
+namespace fs = std::filesystem;
+
+static std::string path_str(const fs::path & path) {
+    std::string u8path;
+    try {
+#if defined(__cpp_lib_char8_t)
+        // C++20 and later: u8string() returns std::u8string
+        std::u8string u8str = path.u8string();
+        u8path = std::string(reinterpret_cast<const char*>(u8str.c_str()));
+#else
+        // C++17: u8string() returns std::string
+        u8path = path.u8string();
+#endif
+    } catch (...) {
+    }
+    return u8path;
+}
+
+#if defined(__clang__)
+#    pragma clang diagnostic pop
+#endif
+
+#ifdef _WIN32
+
+using dl_handle = std::remove_pointer_t<HMODULE>;
+
+struct dl_handle_deleter {
+    void operator()(HMODULE handle) {
+        FreeLibrary(handle);
+    }
+};
+
+static dl_handle * dl_load_library(const fs::path & path) {
+    // suppress error dialogs for missing DLLs
+    DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
+    SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
+
+    HMODULE handle = LoadLibraryW(path.wstring().c_str());
+
+    SetErrorMode(old_mode);
+
+    return handle;
+}
+
+static void * dl_get_sym(dl_handle * handle, const char * name) {
+    DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
+    SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
+
+    void * p = (void *) GetProcAddress(handle, name);
+
+    SetErrorMode(old_mode);
+
+    return p;
+}
+
+#else
+
+using dl_handle = void;
+
+struct dl_handle_deleter {
+    void operator()(void * handle) {
+        dlclose(handle);
+    }
+};
+
+static void * dl_load_library(const fs::path & path) {
+    dl_handle * handle = dlopen(path.string().c_str(), RTLD_NOW | RTLD_LOCAL);
+
+    return handle;
+}
+
+static void * dl_get_sym(dl_handle * handle, const char * name) {
+    return dlsym(handle, name);
+}
+
+#endif
+
+using dl_handle_ptr = std::unique_ptr<dl_handle, dl_handle_deleter>;
+
+struct ggml_backend_reg_entry {
+    ggml_backend_reg_t reg;
+    dl_handle_ptr handle;
+};
+
+struct ggml_backend_registry {
+    std::vector<ggml_backend_reg_entry> backends;
+    std::vector<std::pair<ggml_backend_dev_t, int>> devices;
+
+    ggml_backend_registry() {
+#ifdef GGML_USE_CUDA
+        register_backend(ggml_backend_cuda_reg());
+#endif
+#ifdef GGML_USE_METAL
+        register_backend(ggml_backend_metal_reg());
+#endif
+#ifdef GGML_USE_SYCL
+        register_backend(ggml_backend_sycl_reg());
+#endif
+#ifdef GGML_USE_VULKAN
+        register_backend(ggml_backend_vk_reg());
+#endif
+#ifdef GGML_USE_OPENCL
+        register_backend(ggml_backend_opencl_reg());
+#endif
+#ifdef GGML_USE_CANN
+        register_backend(ggml_backend_cann_reg());
+#endif
+#ifdef GGML_USE_BLAS
+        register_backend(ggml_backend_blas_reg());
+#endif
+#ifdef GGML_USE_RPC
+        register_backend(ggml_backend_rpc_reg());
+#endif
+#ifdef GGML_USE_KOMPUTE
+        register_backend(ggml_backend_kompute_reg());
+#endif
+#ifdef GGML_USE_CPU
+        register_backend(ggml_backend_cpu_reg());
+#endif
+    }
+
+    ~ggml_backend_registry() {
+        // FIXME: backends cannot be safely unloaded without a function to destroy all the backend resources,
+        // since backend threads may still be running and accessing resources from the dynamic library
+        for (auto & entry : backends) {
+            if (entry.handle) {
+                entry.handle.release(); // NOLINT
+            }
+        }
+    }
+
+    void register_backend(ggml_backend_reg_t reg, int score = -1, dl_handle_ptr handle = nullptr) {
+        if (!reg) {
+            return;
+        }
+
+#ifndef NDEBUG
+        GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n",
+            __func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg));
+#endif
+        backends.push_back({ reg, std::move(handle) });
+        for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) {
+            register_device(ggml_backend_reg_dev_get(reg, i), score);
+        }
+    }
+
+    void register_device(ggml_backend_dev_t device, int score = -1) {
+#ifndef NDEBUG
+        GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device));
+#endif
+        devices.push_back({device, score});
+        std::stable_sort(devices.begin(), devices.end(),
+            [](const auto & a, const auto & b) {
+                return a.second > b.second;
+            }
+        );
+    }
+
+    ggml_backend_reg_t load_backend(const fs::path & path, bool silent) {
+        dl_handle_ptr handle { dl_load_library(path) };
+        if (!handle) {
+            if (!silent) {
+                GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path_str(path).c_str());
+            }
+            return nullptr;
+        }
+
+        auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
+        if (score_fn && score_fn() == 0) {
+            if (!silent) {
+                GGML_LOG_INFO("%s: backend %s is not supported on this system\n", __func__, path_str(path).c_str());
+            }
+            return nullptr;
+        }
+
+        auto backend_init_fn = (ggml_backend_init_t) dl_get_sym(handle.get(), "ggml_backend_init");
+        if (!backend_init_fn) {
+            if (!silent) {
+                GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s\n", __func__, path_str(path).c_str());
+            }
+            return nullptr;
+        }
+
+        ggml_backend_reg_t reg = backend_init_fn();
+        if (!reg || reg->api_version != GGML_BACKEND_API_VERSION) {
+            if (!silent) {
+                if (!reg) {
+                    GGML_LOG_ERROR("%s: failed to initialize backend from %s: ggml_backend_init returned NULL\n",
+                        __func__, path_str(path).c_str());
+                } else {
+                    GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n",
+                        __func__, path_str(path).c_str(), reg->api_version, GGML_BACKEND_API_VERSION);
+                }
+            }
+            return nullptr;
+        }
+
+        GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path_str(path).c_str());
+
+        register_backend(reg, score_fn ? score_fn() : -1, std::move(handle));
+
+        return reg;
+    }
+
+    void unload_backend(ggml_backend_reg_t reg, bool silent) {
+        auto it = std::find_if(backends.begin(), backends.end(),
+                               [reg](const ggml_backend_reg_entry & entry) { return entry.reg == reg; });
+
+        if (it == backends.end()) {
+            if (!silent) {
+                GGML_LOG_ERROR("%s: backend not found\n", __func__);
+            }
+            return;
+        }
+
+        if (!silent) {
+            GGML_LOG_DEBUG("%s: unloading %s backend\n", __func__, ggml_backend_reg_name(reg));
+        }
+
+        // remove devices
+        devices.erase(
+            std::remove_if(devices.begin(), devices.end(),
+                            [reg](std::pair<ggml_backend_dev_t, int> dev) { return ggml_backend_dev_backend_reg(dev.first) == reg; }),
+            devices.end());
+
+        // remove backend
+        backends.erase(it);
+    }
+};
+
+static ggml_backend_registry & get_reg() {
+    static ggml_backend_registry reg;
+    return reg;
+}
+
+// Internal API
+void ggml_backend_register(ggml_backend_reg_t reg) {
+    get_reg().register_backend(reg);
+}
+
+void ggml_backend_device_register(ggml_backend_dev_t device) {
+    get_reg().register_device(device);
+}
+
+// Backend (reg) enumeration
+static bool striequals(const char * a, const char * b) {
+    for (; *a && *b; a++, b++) {
+        if (std::tolower(*a) != std::tolower(*b)) {
+            return false;
+        }
+    }
+    return *a == *b;
+}
+
+size_t ggml_backend_reg_count() {
+    return get_reg().backends.size();
+}
+
+ggml_backend_reg_t ggml_backend_reg_get(size_t index) {
+    GGML_ASSERT(index < ggml_backend_reg_count());
+    return get_reg().backends[index].reg;
+}
+
+ggml_backend_reg_t ggml_backend_reg_by_name(const char * name) {
+    for (size_t i = 0; i < ggml_backend_reg_count(); i++) {
+        ggml_backend_reg_t reg = ggml_backend_reg_get(i);
+        if (striequals(ggml_backend_reg_name(reg), name)) {
+            return reg;
+        }
+    }
+    return nullptr;
+}
+
+// Device enumeration
+size_t ggml_backend_dev_count() {
+    return get_reg().devices.size();
+}
+
+ggml_backend_dev_t ggml_backend_dev_get(size_t index) {
+    GGML_ASSERT(index < ggml_backend_dev_count());
+    return get_reg().devices[index].first;
+}
+
+ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) {
+    for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
+        ggml_backend_dev_t dev = ggml_backend_dev_get(i);
+        if (striequals(ggml_backend_dev_name(dev), name)) {
+            return dev;
+        }
+    }
+    return nullptr;
+}
+
+ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type) {
+    for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
+        ggml_backend_dev_t dev = ggml_backend_dev_get(i);
+        if (ggml_backend_dev_type(dev) == type) {
+            return dev;
+        }
+    }
+    return nullptr;
+}
+
+// Convenience functions
+ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params) {
+    ggml_backend_dev_t dev = ggml_backend_dev_by_name(name);
+    if (!dev) {
+        return nullptr;
+    }
+    return ggml_backend_dev_init(dev, params);
+}
+
+ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params) {
+    ggml_backend_dev_t dev = ggml_backend_dev_by_type(type);
+    if (!dev) {
+        return nullptr;
+    }
+    return ggml_backend_dev_init(dev, params);
+}
+
+ggml_backend_t ggml_backend_init_best(void) {
+    ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU);
+    if (!dev) {
+        dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
+    }
+    if (!dev) {
+        return nullptr;
+    }
+    return ggml_backend_dev_init(dev, nullptr);
+}
+
+// Dynamic loading
+ggml_backend_reg_t ggml_backend_load(const char * path) {
+    return get_reg().load_backend(path, false);
+}
+
+void ggml_backend_unload(ggml_backend_reg_t reg) {
+    get_reg().unload_backend(reg, true);
+}
+
+static fs::path get_executable_path() {
+#if defined(__APPLE__)
+    // get executable path
+    std::vector<char> path;
+    uint32_t size;
+    while (true) {
+        size = path.size();
+        if (_NSGetExecutablePath(path.data(), &size) == 0) {
+            break;
+        }
+        path.resize(size);
+    }
+    std::string base_path(path.data(), size);
+    // remove executable name
+    auto last_slash = base_path.find_last_of('/');
+    if (last_slash != std::string::npos) {
+        base_path = base_path.substr(0, last_slash);
+    }
+    return base_path + "/";
+#elif defined(__linux__) || defined(__FreeBSD__)
+    std::string base_path = ".";
+    std::vector<char> path(1024);
+    while (true) {
+        // get executable path
+#    if defined(__linux__)
+        ssize_t len = readlink("/proc/self/exe", path.data(), path.size());
+#    elif defined(__FreeBSD__)
+        ssize_t len = readlink("/proc/curproc/file", path.data(), path.size());
+#    endif
+        if (len == -1) {
+            break;
+        }
+        if (len < (ssize_t) path.size()) {
+            base_path = std::string(path.data(), len);
+            // remove executable name
+            auto last_slash = base_path.find_last_of('/');
+            if (last_slash != std::string::npos) {
+                base_path = base_path.substr(0, last_slash);
+            }
+            break;
+        }
+        path.resize(path.size() * 2);
+    }
+
+    return base_path + "/";
+#elif defined(_WIN32)
+    std::vector<wchar_t> path(MAX_PATH);
+    DWORD len = GetModuleFileNameW(NULL, path.data(), path.size());
+    if (len == 0) {
+        return {};
+    }
+    std::wstring base_path(path.data(), len);
+    // remove executable name
+    auto last_slash = base_path.find_last_of('\\');
+    if (last_slash != std::string::npos) {
+        base_path = base_path.substr(0, last_slash);
+    }
+    return base_path + L"\\";
+#else
+    return {};
+#endif
+}
+
+static fs::path backend_filename_prefix() {
+#ifdef _WIN32
+    return fs::u8path("ggml-");
+#else
+    return fs::u8path("libggml-");
+#endif
+}
+
+static fs::path backend_filename_extension() {
+#ifdef _WIN32
+    return fs::u8path(".dll");
+#else
+    return fs::u8path(".so");
+#endif
+}
+
+static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, const char * user_search_path) {
+    // enumerate all the files that match [lib]ggml-name-*.[so|dll] in the search paths
+    const fs::path name_path = fs::u8path(name);
+    const fs::path file_prefix = backend_filename_prefix().native() + name_path.native() + fs::u8path("-").native();
+    const fs::path file_extension = backend_filename_extension();
+
+    std::vector<fs::path> search_paths;
+    if (user_search_path == nullptr) {
+        // default search paths: executable directory, current directory
+        search_paths.push_back(get_executable_path());
+        search_paths.push_back(fs::current_path());
+    } else {
+        search_paths.push_back(fs::u8path(user_search_path));
+    }
+
+    int best_score = 0;
+    fs::path best_path;
+
+    for (const auto & search_path : search_paths) {
+        if (!fs::exists(search_path)) {
+            GGML_LOG_DEBUG("%s: search path %s does not exist\n", __func__, path_str(search_path).c_str());
+            continue;
+        }
+        fs::directory_iterator dir_it(search_path, fs::directory_options::skip_permission_denied);
+        for (const auto & entry : dir_it) {
+            if (entry.is_regular_file()) {
+                auto filename = entry.path().filename();
+                auto ext = entry.path().extension();
+                if (filename.native().find(file_prefix) == 0 && ext == file_extension) {
+                    dl_handle_ptr handle { dl_load_library(entry) };
+                    if (!handle && !silent) {
+                        GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path_str(entry.path()).c_str());
+                    }
+                    if (handle) {
+                        auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
+                        if (score_fn) {
+                            int s = score_fn();
+#ifndef NDEBUG
+                            GGML_LOG_DEBUG("%s: %s score: %d\n", __func__, path_str(entry.path()).c_str(), s);
+#endif
+                            if (s > best_score) {
+                                best_score = s;
+                                best_path = entry.path();
+                            }
+                        } else {
+                            if (!silent) {
+                                GGML_LOG_INFO("%s: failed to find ggml_backend_score in %s\n", __func__, path_str(entry.path()).c_str());
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    }
+
+    if (best_score == 0) {
+        // try to load the base backend
+        for (const auto & search_path : search_paths) {
+            fs::path filename = backend_filename_prefix().native() + name_path.native() + backend_filename_extension().native();
+            fs::path path = search_path / filename;
+            if (fs::exists(path)) {
+                return get_reg().load_backend(path, silent);
+            }
+        }
+        return nullptr;
+    }
+
+    return get_reg().load_backend(best_path, silent);
+}
+
+void ggml_backend_load_all() {
+    ggml_backend_load_all_from_path(nullptr);
+}
+
+void ggml_backend_load_all_from_path(const char * dir_path) {
+#ifdef NDEBUG
+    bool silent = true;
+#else
+    bool silent = false;
+#endif
+
+    ggml_backend_load_best("blas", silent, dir_path);
+    ggml_backend_load_best("cann", silent, dir_path);
+    ggml_backend_load_best("cuda", silent, dir_path);
+    ggml_backend_load_best("hip", silent, dir_path);
+    ggml_backend_load_best("kompute", silent, dir_path);
+    ggml_backend_load_best("metal", silent, dir_path);
+    ggml_backend_load_best("rpc", silent, dir_path);
+    ggml_backend_load_best("sycl", silent, dir_path);
+    ggml_backend_load_best("vulkan", silent, dir_path);
+    ggml_backend_load_best("opencl", silent, dir_path);
+    ggml_backend_load_best("musa", silent, dir_path);
+    ggml_backend_load_best("cpu", silent, dir_path);
+    // check the environment variable GGML_BACKEND_PATH to load an out-of-tree backend
+    const char * backend_path = std::getenv("GGML_BACKEND_PATH");
+    if (backend_path) {
+        ggml_backend_load(backend_path);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-backend.cpp b/ml/backend/ggml/ggml/src/ggml-backend.cpp
new file mode 100644
index 0000000..0ce73a9
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-backend.cpp
@@ -0,0 +1,2013 @@
+// Note: porting this file to C++ is a work in progress
+
+#ifdef _WIN32
+#define WIN32_LEAN_AND_MEAN
+#ifndef NOMINMAX
+#   define NOMINMAX
+#endif
+#include <windows.h>
+#endif
+
+#include "ggml-backend.h"
+#include "ggml-backend-impl.h"
+#include "ggml-alloc.h"
+#include "ggml-impl.h"
+
+#include <assert.h>
+#include <limits.h>
+#include <stdarg.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+#include <string>
+#include <vector>
+#include <algorithm>
+
+#ifdef __APPLE__
+#include <sys/types.h>
+#include <sys/sysctl.h>
+#endif
+
+
+// backend buffer type
+
+const char * ggml_backend_buft_name(ggml_backend_buffer_type_t buft) {
+    return buft->iface.get_name(buft);
+}
+
+ggml_backend_buffer_t ggml_backend_buft_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    if (size == 0) {
+        // return a dummy buffer for zero-sized allocations
+        return ggml_backend_buffer_init(buft, {}, NULL, 0);
+    }
+
+    return buft->iface.alloc_buffer(buft, size);
+}
+
+size_t ggml_backend_buft_get_alignment(ggml_backend_buffer_type_t buft) {
+    return buft->iface.get_alignment(buft);
+}
+
+size_t ggml_backend_buft_get_max_size(ggml_backend_buffer_type_t buft) {
+    // get_max_size is optional, defaults to SIZE_MAX
+    if (buft->iface.get_max_size) {
+        return buft->iface.get_max_size(buft);
+    }
+    return SIZE_MAX;
+}
+
+size_t ggml_backend_buft_get_alloc_size(ggml_backend_buffer_type_t buft, const struct ggml_tensor * tensor) {
+    // get_alloc_size is optional, defaults to ggml_nbytes
+    if (buft->iface.get_alloc_size) {
+        size_t size = buft->iface.get_alloc_size(buft, tensor);
+        assert(size >= ggml_nbytes(tensor));
+        return size;
+    }
+    return ggml_nbytes(tensor);
+}
+
+bool ggml_backend_buft_is_host(ggml_backend_buffer_type_t buft) {
+    if (buft->iface.is_host) {
+        return buft->iface.is_host(buft);
+    }
+    return false;
+}
+
+ggml_backend_dev_t ggml_backend_buft_get_device(ggml_backend_buffer_type_t buft) {
+    return buft->device;
+}
+
+// backend buffer
+
+ggml_backend_buffer_t ggml_backend_buffer_init(
+               ggml_backend_buffer_type_t buft,
+        struct ggml_backend_buffer_i      iface,
+               void *                     context,
+               size_t                     size) {
+    ggml_backend_buffer_t buffer = new ggml_backend_buffer {
+        /* .interface = */ iface,
+        /* .buft      = */ buft,
+        /* .context   = */ context,
+        /* .size      = */ size,
+        /* .usage     = */ GGML_BACKEND_BUFFER_USAGE_ANY
+    };
+
+    return buffer;
+}
+
+const char * ggml_backend_buffer_name(ggml_backend_buffer_t buffer) {
+    return ggml_backend_buft_name(ggml_backend_buffer_get_type(buffer));
+}
+
+void ggml_backend_buffer_free(ggml_backend_buffer_t buffer) {
+    if (buffer == NULL) {
+        return;
+    }
+
+    if (buffer->iface.free_buffer != NULL) {
+        buffer->iface.free_buffer(buffer);
+    }
+}
+
+size_t ggml_backend_buffer_get_size(ggml_backend_buffer_t buffer) {
+    return buffer->size;
+}
+
+void * ggml_backend_buffer_get_base(ggml_backend_buffer_t buffer) {
+    // get_base is optional if the buffer is zero-sized
+    if (buffer->size == 0) {
+        return NULL;
+    }
+
+    void * base = buffer->iface.get_base(buffer);
+
+    GGML_ASSERT(base != NULL && "backend buffer base cannot be NULL");
+
+    return base;
+}
+
+enum ggml_status ggml_backend_buffer_init_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor) {
+    // init_tensor is optional
+    if (buffer->iface.init_tensor) {
+        return buffer->iface.init_tensor(buffer, tensor);
+    }
+    return GGML_STATUS_SUCCESS;
+}
+
+void ggml_backend_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+    // clear is optional if the buffer is zero-sized
+    if (buffer->size == 0) {
+        return;
+    }
+
+    buffer->iface.clear(buffer, value);
+}
+
+size_t ggml_backend_buffer_get_alignment(ggml_backend_buffer_t buffer) {
+    return ggml_backend_buft_get_alignment(ggml_backend_buffer_get_type(buffer));
+}
+
+size_t ggml_backend_buffer_get_max_size(ggml_backend_buffer_t buffer) {
+    return ggml_backend_buft_get_max_size(ggml_backend_buffer_get_type(buffer));
+}
+
+size_t ggml_backend_buffer_get_alloc_size(ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor) {
+    return ggml_backend_buft_get_alloc_size(ggml_backend_buffer_get_type(buffer), tensor);
+}
+
+bool ggml_backend_buffer_is_host(ggml_backend_buffer_t buffer) {
+    return ggml_backend_buft_is_host(ggml_backend_buffer_get_type(buffer));
+}
+
+void ggml_backend_buffer_set_usage(ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage) {
+    buffer->usage = usage;
+
+    // FIXME: add a generic callback to the buffer interface
+    if (ggml_backend_buffer_is_multi_buffer(buffer)) {
+        ggml_backend_multi_buffer_set_usage(buffer, usage);
+    }
+}
+
+enum ggml_backend_buffer_usage ggml_backend_buffer_get_usage(ggml_backend_buffer_t buffer) {
+    return buffer->usage;
+}
+
+ggml_backend_buffer_type_t ggml_backend_buffer_get_type(ggml_backend_buffer_t buffer) {
+    return buffer->buft;
+}
+
+void ggml_backend_buffer_reset(ggml_backend_buffer_t buffer) {
+    if (buffer->iface.reset) {
+        buffer->iface.reset(buffer);
+    }
+}
+
+bool ggml_backend_buffer_copy_tensor(const struct ggml_tensor * src, struct ggml_tensor * dst) {
+    ggml_backend_buffer_t dst_buf = dst->view_src ? dst->view_src->buffer : dst->buffer;
+    if (dst_buf->iface.cpy_tensor) {
+        return dst_buf->iface.cpy_tensor(dst_buf, src, dst);
+    }
+    return false;
+}
+
+// backend
+
+ggml_guid_t ggml_backend_guid(ggml_backend_t backend) {
+    if (backend == NULL) {
+        return NULL;
+    }
+    return backend->guid;
+}
+
+const char * ggml_backend_name(ggml_backend_t backend) {
+    if (backend == NULL) {
+        return "NULL";
+    }
+    return backend->iface.get_name(backend);
+}
+
+void ggml_backend_free(ggml_backend_t backend) {
+    if (backend == NULL) {
+        return;
+    }
+
+    backend->iface.free(backend);
+}
+
+ggml_backend_buffer_type_t ggml_backend_get_default_buffer_type(ggml_backend_t backend) {
+    return ggml_backend_dev_buffer_type(backend->device);
+}
+
+ggml_backend_buffer_t ggml_backend_alloc_buffer(ggml_backend_t backend, size_t size) {
+    return ggml_backend_buft_alloc_buffer(ggml_backend_get_default_buffer_type(backend), size);
+}
+
+size_t ggml_backend_get_alignment(ggml_backend_t backend) {
+    return ggml_backend_buft_get_alignment(ggml_backend_get_default_buffer_type(backend));
+}
+
+size_t ggml_backend_get_max_size(ggml_backend_t backend) {
+    return ggml_backend_buft_get_max_size(ggml_backend_get_default_buffer_type(backend));
+}
+
+void ggml_backend_tensor_set_async(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    GGML_ASSERT(tensor->data != NULL && "tensor not allocated");
+    GGML_ASSERT(offset + size <= ggml_nbytes(tensor) && "tensor write out of bounds");
+
+    if (backend->iface.set_tensor_async == NULL) {
+        ggml_backend_tensor_set(tensor, data, offset, size);
+    } else {
+        backend->iface.set_tensor_async(backend, tensor, data, offset, size);
+    }
+}
+
+void ggml_backend_tensor_get_async(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    GGML_ASSERT(tensor->data != NULL && "tensor not allocated");
+    GGML_ASSERT(offset + size <= ggml_nbytes(tensor) && "tensor read out of bounds");
+
+    if (backend->iface.get_tensor_async == NULL) {
+        ggml_backend_tensor_get(tensor, data, offset, size);
+    } else {
+        backend->iface.get_tensor_async(backend, tensor, data, offset, size);
+    }
+}
+
+void ggml_backend_tensor_set(struct ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    GGML_ASSERT(tensor);
+    ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer;
+
+    if (size == 0) {
+        return;
+    }
+
+    GGML_ASSERT(buf != NULL && "tensor buffer not set");
+    GGML_ASSERT(tensor->data != NULL && "tensor not allocated");
+    GGML_ASSERT(offset + size <= ggml_nbytes(tensor) && "tensor write out of bounds");
+
+    buf->iface.set_tensor(buf, tensor, data, offset, size);
+}
+
+void ggml_backend_tensor_get(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    GGML_ASSERT(tensor);
+    ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer;
+
+    if (size == 0) {
+        return;
+    }
+
+    GGML_ASSERT(buf != NULL && "tensor buffer not set");
+    GGML_ASSERT(tensor->data != NULL && "tensor not allocated");
+    GGML_ASSERT(offset + size <= ggml_nbytes(tensor) && "tensor read out of bounds");
+
+    buf->iface.get_tensor(buf, tensor, data, offset, size);
+}
+
+void ggml_backend_tensor_memset(struct ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) {
+    ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer;
+
+    if (size == 0) {
+        return;
+    }
+
+    GGML_ASSERT(buf != NULL && "tensor buffer not set");
+    GGML_ASSERT(tensor->data != NULL && "tensor not allocated");
+    GGML_ASSERT(offset + size <= ggml_nbytes(tensor) && "tensor write out of bounds");
+    GGML_ASSERT(buf->iface.memset_tensor != NULL && "memset not implemented by backend buffer");
+
+    buf->iface.memset_tensor(buf, tensor, value, offset, size);
+}
+
+void ggml_backend_synchronize(ggml_backend_t backend) {
+    if (backend->iface.synchronize == NULL) {
+        return;
+    }
+
+    backend->iface.synchronize(backend);
+}
+
+ggml_backend_graph_plan_t ggml_backend_graph_plan_create(ggml_backend_t backend, struct ggml_cgraph * cgraph) {
+    GGML_ASSERT(backend->iface.graph_plan_create != NULL);
+
+    return backend->iface.graph_plan_create(backend, cgraph);
+}
+
+void ggml_backend_graph_plan_free(ggml_backend_t backend, ggml_backend_graph_plan_t plan) {
+    GGML_ASSERT(backend->iface.graph_plan_free != NULL);
+
+    backend->iface.graph_plan_free(backend, plan);
+}
+
+enum ggml_status ggml_backend_graph_plan_compute(ggml_backend_t backend, ggml_backend_graph_plan_t plan) {
+    GGML_ASSERT(backend->iface.graph_plan_compute != NULL);
+
+    return backend->iface.graph_plan_compute(backend, plan);
+}
+
+enum ggml_status ggml_backend_graph_compute(ggml_backend_t backend, struct ggml_cgraph * cgraph) {
+    enum ggml_status err = ggml_backend_graph_compute_async(backend, cgraph);
+    ggml_backend_synchronize(backend);
+    return err;
+}
+
+enum ggml_status ggml_backend_graph_compute_async(ggml_backend_t backend, struct ggml_cgraph * cgraph) {
+    return backend->iface.graph_compute(backend, cgraph);
+}
+
+bool ggml_backend_supports_op(ggml_backend_t backend, const struct ggml_tensor * op) {
+    return ggml_backend_dev_supports_op(backend->device, op);
+}
+
+bool ggml_backend_supports_buft(ggml_backend_t backend, ggml_backend_buffer_type_t buft) {
+    return ggml_backend_dev_supports_buft(backend->device, buft);
+}
+
+bool ggml_backend_offload_op(ggml_backend_t backend, const struct ggml_tensor * op) {
+    return ggml_backend_dev_offload_op(backend->device, op);
+}
+
+ggml_backend_dev_t ggml_backend_get_device(ggml_backend_t backend) {
+    return backend->device;
+}
+
+// backend copy
+
+static bool ggml_are_same_layout(const struct ggml_tensor * a, const struct ggml_tensor * b) {
+    if (a->type != b->type) {
+        return false;
+    }
+    for (int i = 0; i < GGML_MAX_DIMS; i++) {
+        if (a->ne[i] != b->ne[i]) {
+            return false;
+        }
+        if (a->nb[i] != b->nb[i]) {
+            return false;
+        }
+    }
+    return true;
+}
+
+void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst) {
+    GGML_ASSERT(ggml_are_same_layout(src, dst) && "cannot copy tensors with different layouts");
+
+    if (src == dst) {
+        return;
+    }
+
+    if (ggml_backend_buffer_is_host(src->buffer)) {
+        ggml_backend_tensor_set(dst, src->data, 0, ggml_nbytes(src));
+    } else if (ggml_backend_buffer_is_host(dst->buffer)) {
+        ggml_backend_tensor_get(src, dst->data, 0, ggml_nbytes(src));
+    } else if (!ggml_backend_buffer_copy_tensor(src, dst)) {
+#ifndef NDEBUG
+        GGML_LOG_DEBUG("%s: warning: slow copy from %s to %s\n", __func__, ggml_backend_buffer_name(src->buffer), ggml_backend_buffer_name(dst->buffer));
+#endif
+        size_t nbytes = ggml_nbytes(src);
+        void * data = malloc(nbytes);
+        ggml_backend_tensor_get(src, data, 0, nbytes);
+        ggml_backend_tensor_set(dst, data, 0, nbytes);
+        free(data);
+    }
+}
+
+void ggml_backend_tensor_copy_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, struct ggml_tensor * src, struct ggml_tensor * dst) {
+    GGML_ASSERT(ggml_are_same_layout(src, dst) && "cannot copy tensors with different layouts");
+
+    if (src == dst) {
+        return;
+    }
+
+    if (backend_dst->iface.cpy_tensor_async != NULL) {
+        if (backend_dst->iface.cpy_tensor_async(backend_src, backend_dst, src, dst)) {
+            return;
+        }
+    }
+
+    // an async copy would normally happen after all the queued operations on both backends are completed
+    // to simulate the same behavior, we need to synchronize both backends first, and do a blocking copy
+    ggml_backend_synchronize(backend_src);
+    ggml_backend_synchronize(backend_dst);
+    ggml_backend_tensor_copy(src, dst);
+}
+
+// events
+
+ggml_backend_event_t ggml_backend_event_new(ggml_backend_dev_t device) {
+    // null device is allowed for the transition period to the device interface
+    if (device == NULL || device->iface.event_new == NULL) {
+        return NULL;
+    }
+    return device->iface.event_new(device);
+}
+
+void ggml_backend_event_free(ggml_backend_event_t event) {
+    if (event == NULL) {
+        return;
+    }
+    event->device->iface.event_free(event->device, event);
+}
+
+void ggml_backend_event_record(ggml_backend_event_t event, ggml_backend_t backend) {
+    GGML_ASSERT(backend->iface.event_record != NULL);
+
+    backend->iface.event_record(backend, event);
+}
+
+void ggml_backend_event_synchronize(ggml_backend_event_t event) {
+    GGML_ASSERT(event->device->iface.event_synchronize);
+
+    event->device->iface.event_synchronize(event->device, event);
+}
+
+void ggml_backend_event_wait(ggml_backend_t backend, ggml_backend_event_t event) {
+    GGML_ASSERT(backend->iface.event_wait != NULL);
+
+    backend->iface.event_wait(backend, event);
+}
+
+// Backend device
+
+const char * ggml_backend_dev_name(ggml_backend_dev_t device) {
+    return device->iface.get_name(device);
+}
+
+const char * ggml_backend_dev_description(ggml_backend_dev_t device) {
+    return device->iface.get_description(device);
+}
+
+void ggml_backend_dev_memory(ggml_backend_dev_t device, size_t * free, size_t * total) {
+    device->iface.get_memory(device, free, total);
+}
+
+enum ggml_backend_dev_type ggml_backend_dev_type(ggml_backend_dev_t device) {
+    return device->iface.get_type(device);
+}
+
+void ggml_backend_dev_get_props(ggml_backend_dev_t device, struct ggml_backend_dev_props * props) {
+    memset(props, 0, sizeof(*props));
+    device->iface.get_props(device, props);
+}
+
+ggml_backend_reg_t ggml_backend_dev_backend_reg(ggml_backend_dev_t device) {
+    return device->reg;
+}
+
+ggml_backend_t ggml_backend_dev_init(ggml_backend_dev_t device, const char * params) {
+    return device->iface.init_backend(device, params);
+}
+
+ggml_backend_buffer_type_t ggml_backend_dev_buffer_type(ggml_backend_dev_t device) {
+    return device->iface.get_buffer_type(device);
+}
+
+ggml_backend_buffer_type_t ggml_backend_dev_host_buffer_type(ggml_backend_dev_t device) {
+    if (device->iface.get_host_buffer_type == NULL) {
+        return NULL;
+    }
+
+    return device->iface.get_host_buffer_type(device);
+}
+
+ggml_backend_buffer_t ggml_backend_dev_buffer_from_host_ptr(ggml_backend_dev_t device, void * ptr, size_t size, size_t max_tensor_size) {
+    return device->iface.buffer_from_host_ptr(device, ptr, size, max_tensor_size);
+}
+
+bool ggml_backend_dev_supports_op(ggml_backend_dev_t device, const struct ggml_tensor * op) {
+    return device->iface.supports_op(device, op);
+}
+
+bool ggml_backend_dev_supports_buft(ggml_backend_dev_t device, ggml_backend_buffer_type_t buft) {
+    return device->iface.supports_buft(device, buft);
+}
+
+bool ggml_backend_dev_offload_op(ggml_backend_dev_t device, const struct ggml_tensor * op) {
+    if (device->iface.offload_op != NULL) {
+        return device->iface.offload_op(device, op);
+    }
+
+    return false;
+}
+
+// Backend (reg)
+
+const char * ggml_backend_reg_name(ggml_backend_reg_t reg) {
+    return reg->iface.get_name(reg);
+}
+
+size_t ggml_backend_reg_dev_count(ggml_backend_reg_t reg) {
+    return reg->iface.get_device_count(reg);
+}
+
+ggml_backend_dev_t ggml_backend_reg_dev_get(ggml_backend_reg_t reg, size_t index) {
+    return reg->iface.get_device(reg, index);
+}
+
+void * ggml_backend_reg_get_proc_address(ggml_backend_reg_t reg, const char * name) {
+    if (!reg->iface.get_proc_address) {
+        return NULL;
+    }
+    return reg->iface.get_proc_address(reg, name);
+}
+
+// multi-buffer buffer
+
+struct ggml_backend_multi_buffer_context {
+    ggml_backend_buffer_t * buffers;
+    size_t n_buffers;
+};
+
+static void ggml_backend_multi_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+    ggml_backend_multi_buffer_context * ctx = (ggml_backend_multi_buffer_context *) buffer->context;
+    for (size_t i = 0; i < ctx->n_buffers; i++) {
+        ggml_backend_buffer_free(ctx->buffers[i]);
+    }
+
+    free(ctx->buffers);
+    free(ctx);
+    delete buffer;
+}
+
+static void ggml_backend_multi_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+    ggml_backend_multi_buffer_context * ctx = (ggml_backend_multi_buffer_context *) buffer->context;
+    for (size_t i = 0; i < ctx->n_buffers; i++) {
+        ggml_backend_buffer_clear(ctx->buffers[i], value);
+    }
+}
+
+static const struct ggml_backend_buffer_i ggml_backend_multi_buffer_i = {
+    /* .free_buffer     = */ ggml_backend_multi_buffer_free_buffer,
+    /* .get_base        = */ NULL,
+    /* .init_tensor     = */ NULL,
+    /* .memset_tensor   = */ NULL,
+    /* .set_tensor      = */ NULL,
+    /* .get_tensor      = */ NULL,
+    /* .cpy_tensor      = */ NULL,
+    /* .clear           = */ ggml_backend_multi_buffer_clear,
+    /* .reset           = */ NULL,
+};
+
+ggml_backend_buffer_t ggml_backend_multi_buffer_alloc_buffer(ggml_backend_buffer_t * buffers, size_t n_buffers) {
+    ggml_backend_multi_buffer_context * ctx = (ggml_backend_multi_buffer_context *) malloc(sizeof(struct ggml_backend_multi_buffer_context));
+    ctx->n_buffers = n_buffers;
+    ctx->buffers = (ggml_backend_buffer_t *) malloc(n_buffers * sizeof(ggml_backend_buffer_t));
+
+    GGML_ASSERT(ctx->buffers != NULL);
+
+    size_t total_size = 0;
+    for (size_t i = 0; i < n_buffers; i++) {
+        ctx->buffers[i] = buffers[i];
+        total_size += ggml_backend_buffer_get_size(buffers[i]);
+    }
+
+    return ggml_backend_buffer_init(buffers[0]->buft, ggml_backend_multi_buffer_i, ctx, total_size);
+}
+
+bool ggml_backend_buffer_is_multi_buffer(ggml_backend_buffer_t buffer) {
+    return buffer->iface.free_buffer == ggml_backend_multi_buffer_free_buffer;
+}
+
+void ggml_backend_multi_buffer_set_usage(ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage) {
+    GGML_ASSERT(ggml_backend_buffer_is_multi_buffer(buffer));
+    ggml_backend_multi_buffer_context * ctx = (ggml_backend_multi_buffer_context *) buffer->context;
+    for (size_t i = 0; i < ctx->n_buffers; i++) {
+        ggml_backend_buffer_set_usage(ctx->buffers[i], usage);
+    }
+}
+
+// creates a copy of the tensor with the same memory layout
+static struct ggml_tensor * ggml_dup_tensor_layout(struct ggml_context * ctx, const struct ggml_tensor * tensor) {
+    struct ggml_tensor * dup = ggml_dup_tensor(ctx, tensor);
+    for (int i = 0; i < GGML_MAX_DIMS; i++) {
+        dup->nb[i] = tensor->nb[i];
+    }
+    return dup;
+}
+
+static bool ggml_is_view_op(enum ggml_op op) {
+    return op == GGML_OP_VIEW || op == GGML_OP_RESHAPE || op == GGML_OP_PERMUTE || op == GGML_OP_TRANSPOSE;
+}
+
+// scheduler
+
+#ifndef GGML_SCHED_MAX_BACKENDS
+#define GGML_SCHED_MAX_BACKENDS 16
+#endif
+
+#ifndef GGML_SCHED_MAX_SPLIT_INPUTS
+#define GGML_SCHED_MAX_SPLIT_INPUTS GGML_MAX_SRC
+#endif
+
+#ifndef GGML_SCHED_MAX_COPIES
+#define GGML_SCHED_MAX_COPIES 4
+#endif
+
+struct ggml_backend_sched_split {
+    int backend_id;
+    int i_start;
+    int i_end;
+    struct ggml_tensor * inputs[GGML_SCHED_MAX_SPLIT_INPUTS];
+    int n_inputs;
+    // graph view of this split
+    struct ggml_cgraph graph;
+};
+
+struct ggml_backend_sched {
+    bool is_reset; // true if the scheduler has been reset since the last graph split
+    bool is_alloc;
+
+    int n_backends;
+
+    ggml_backend_t backends[GGML_SCHED_MAX_BACKENDS];
+    ggml_backend_buffer_type_t bufts[GGML_SCHED_MAX_BACKENDS];
+    ggml_gallocr_t galloc;
+
+    // hash map of the nodes in the graph
+    struct ggml_hash_set  hash_set;
+    int                 * hv_tensor_backend_ids; // [hash_set.size]
+    struct ggml_tensor ** hv_tensor_copies;      // [hash_set.size][n_backends][n_copies]
+
+    int * node_backend_ids; // [graph_size]
+    int * leaf_backend_ids; // [graph_size]
+
+    int * prev_node_backend_ids; // [graph_size]
+    int * prev_leaf_backend_ids; // [graph_size]
+
+    // copy of the graph with modified inputs
+    struct ggml_cgraph graph;
+
+    // graph splits
+    struct ggml_backend_sched_split * splits;
+    int n_splits;
+    int splits_capacity;
+
+    // pipeline parallelism support
+    int n_copies;
+    int cur_copy;
+    ggml_backend_event_t events[GGML_SCHED_MAX_BACKENDS][GGML_SCHED_MAX_COPIES];
+    struct ggml_tensor * graph_inputs[GGML_SCHED_MAX_SPLIT_INPUTS];
+    int n_graph_inputs;
+
+    struct ggml_context * ctx;
+
+    ggml_backend_sched_eval_callback callback_eval;
+    void * callback_eval_user_data;
+
+    char * context_buffer;
+    size_t context_buffer_size;
+
+    bool op_offload;
+
+    int debug;
+};
+
+#define hash_id(tensor) ggml_hash_find_or_insert(&sched->hash_set, tensor)
+#define tensor_backend_id(tensor) sched->hv_tensor_backend_ids[hash_id(tensor)]
+#define tensor_id_copy(id, backend_id, copy_id) sched->hv_tensor_copies[(id) * sched->n_backends * sched->n_copies + (backend_id) * sched->n_copies + (copy_id)]
+#define tensor_copy(tensor, backend_id, copy_id) tensor_id_copy(hash_id(tensor), backend_id, copy_id)
+
+// returns the priority of the backend, lower id is higher priority
+static int ggml_backend_sched_backend_id(ggml_backend_sched_t sched, ggml_backend_t backend) {
+    for (int i = 0; i < sched->n_backends; i++) {
+        if (sched->backends[i] == backend) {
+            return i;
+        }
+    }
+    return -1;
+}
+
+static int ggml_backend_sched_backend_from_buffer(ggml_backend_sched_t sched, const struct ggml_tensor * tensor, const struct ggml_tensor * op) {
+    ggml_backend_buffer_t buffer = tensor->view_src ? tensor->view_src->buffer : tensor->buffer;
+    if (buffer == NULL) {
+        return -1;
+    }
+
+    // find highest prio backend that supports the buffer type and the op
+    for (int i = 0; i < sched->n_backends; i++) {
+        if (ggml_backend_supports_buft(sched->backends[i], buffer->buft) &&
+            ggml_backend_supports_op(sched->backends[i], op)) {
+            return i;
+        }
+    }
+
+#ifndef NDEBUG
+    GGML_LOG_DEBUG("%s: warning: no backend supports op %s with a weight with buffer type %s used in tensor %s, the weight will need to be copied\n",
+        __func__, ggml_op_desc(tensor), ggml_backend_buffer_name(buffer), tensor->name);
+#endif
+
+    return -1;
+}
+
+#if 0
+#define GGML_SCHED_MAX_SPLITS_DEBUG 4096
+static char causes[GGML_DEFAULT_GRAPH_SIZE*16 + GGML_SCHED_MAX_SPLITS_DEBUG*GGML_SCHED_MAX_SPLIT_INPUTS][128]; // debug only
+#define SET_CAUSE(node, ...) sprintf(causes[hash_id(node)], __VA_ARGS__)
+#define GET_CAUSE(node) causes[hash_id(node)]
+#else
+#define SET_CAUSE(node, ...)
+#define GET_CAUSE(node) ""
+#endif
+
+// returns the backend that should be used for the node based on the current locations
+static int ggml_backend_sched_backend_id_from_cur(ggml_backend_sched_t sched, struct ggml_tensor * tensor) {
+    // assign pre-allocated nodes to their backend
+    int cur_backend_id = ggml_backend_sched_backend_from_buffer(sched, tensor, tensor);
+    if (cur_backend_id != -1) {
+        SET_CAUSE(tensor, "1.dst");
+        return cur_backend_id;
+    }
+
+    // view_src
+    if (tensor->view_src != NULL) {
+        cur_backend_id = ggml_backend_sched_backend_from_buffer(sched, tensor->view_src, tensor);
+        if (cur_backend_id != -1) {
+            SET_CAUSE(tensor, "1.vsrc");
+            return cur_backend_id;
+        }
+    }
+
+    if (tensor->buffer || (tensor->view_src && tensor->view_src->buffer)) {
+        // since the tensor is pre-allocated, it cannot be moved to another backend
+        ggml_backend_buffer_t buffer = tensor->view_src ? tensor->view_src->buffer : tensor->buffer;
+        GGML_ABORT("pre-allocated tensor (%s) in a buffer (%s) that cannot run the operation (%s)", tensor->name, ggml_backend_buffer_name(buffer), ggml_op_name(tensor->op));
+    }
+
+    // graph input
+    if (tensor->flags & GGML_TENSOR_FLAG_INPUT) {
+        cur_backend_id = sched->n_backends - 1; // last backend (assumed CPU)
+        SET_CAUSE(tensor, "1.inp");
+        return cur_backend_id;
+    }
+
+    // operations with weights are preferably run on the same backend as the weights
+    for (int i = 0; i < GGML_MAX_SRC; i++) {
+        const struct ggml_tensor * src = tensor->src[i];
+        if (src == NULL) {
+            continue;
+        }
+        // skip ROPE since the rope freqs tensor is too small to choose a backend based on it
+        // not an ideal solution
+        if (tensor->op != GGML_OP_ROPE && src->buffer != NULL && src->buffer->usage == GGML_BACKEND_BUFFER_USAGE_WEIGHTS) {
+            int src_backend_id = ggml_backend_sched_backend_from_buffer(sched, src, tensor);
+            // check if a backend with higher prio wants to offload the op
+            if (sched->op_offload && src_backend_id == sched->n_backends - 1 && ggml_backend_buffer_is_host(src->buffer)) {
+                for (int b = 0; b < src_backend_id; b++) {
+                    if (ggml_backend_supports_op(sched->backends[b], tensor) && ggml_backend_offload_op(sched->backends[b], tensor)) {
+                        SET_CAUSE(tensor, "1.off");
+                        return b;
+                    }
+                }
+            }
+            SET_CAUSE(tensor, "1.wgt%d", i);
+            return src_backend_id;
+        }
+    }
+
+    return -1;
+}
+
+static char * fmt_size(size_t size) {
+    static char buffer[128];
+    if (size >= 1024*1024) {
+        snprintf(buffer, sizeof(buffer), "%zuM", size/1024/1024);
+    } else {
+        snprintf(buffer, sizeof(buffer), "%zuK", size/1024);
+    }
+    return buffer;
+}
+
+static void ggml_backend_sched_print_assignments(ggml_backend_sched_t sched, struct ggml_cgraph * graph) {
+    int cur_split = 0;
+    for (int i = 0; i < graph->n_nodes; i++) {
+        if (cur_split < sched->n_splits && i == sched->splits[cur_split].i_start) {
+            ggml_backend_t split_backend = sched->backends[sched->splits[cur_split].backend_id];
+            GGML_LOG_DEBUG("\n## SPLIT #%d: %s # %d inputs", cur_split, ggml_backend_name(split_backend),
+                sched->splits[cur_split].n_inputs);
+            for (int j = 0; j < sched->splits[cur_split].n_inputs; j++) {
+                if (j == 0) {
+                    GGML_LOG_DEBUG(": ");
+                }
+                GGML_LOG_DEBUG("[%s (%5.5s)] ", sched->splits[cur_split].inputs[j]->name,
+                    fmt_size(ggml_nbytes(sched->splits[cur_split].inputs[j])));
+            }
+            GGML_LOG_DEBUG("\n");
+            cur_split++;
+        }
+        struct ggml_tensor * node = graph->nodes[i];
+        if (ggml_is_view_op(node->op)) {
+            continue;
+        }
+        if (sched->debug > 1) {
+            ggml_backend_t tensor_backend = ggml_backend_sched_get_tensor_backend(sched, node);
+            GGML_LOG_DEBUG("node #%3d (%10.10s): %20.20s (%5.5s) [%5.5s %8.8s]:", i, ggml_op_name(node->op), node->name,
+                fmt_size(ggml_nbytes(node)), tensor_backend ? ggml_backend_name(tensor_backend) : "NULL", GET_CAUSE(node));
+            for (int j = 0; j < GGML_MAX_SRC; j++) {
+                struct ggml_tensor * src = node->src[j];
+                if (src == NULL) {
+                    continue;
+                }
+                ggml_backend_t src_backend = ggml_backend_sched_get_tensor_backend(sched, src);
+                GGML_LOG_DEBUG(" %20.20s (%5.5s) [%5.5s %8.8s]", src->name,
+                    fmt_size(ggml_nbytes(src)), src_backend ? ggml_backend_name(src_backend) : "NULL", GET_CAUSE(src));
+            }
+            GGML_LOG_DEBUG("\n");
+        }
+    }
+}
+
+static bool ggml_backend_sched_buffer_supported(ggml_backend_sched_t sched, struct ggml_tensor * t, int backend_id) {
+    ggml_backend_buffer_t buf = t->view_src ? t->view_src->buffer : t->buffer;
+    ggml_backend_buffer_type_t buft = NULL;
+
+    if (buf) {
+        // the tensor is already allocated
+        buft = buf->buft;
+    } else {
+        // see if the tensor already has a backend assigned, and use the buffer type of that backend
+        int tensor_backend_id = tensor_backend_id(t);
+        if (tensor_backend_id == -1 && t->view_src) {
+            tensor_backend_id = tensor_backend_id(t->view_src);
+        }
+        if (tensor_backend_id != -1) {
+            buft = sched->bufts[tensor_backend_id];
+        }
+    }
+
+    return buft != NULL && ggml_backend_supports_buft(sched->backends[backend_id], buft);
+}
+
+static void ggml_backend_sched_set_if_supported(ggml_backend_sched_t sched, struct ggml_tensor * node, int cur_backend_id, int * node_backend_id) {
+    if (ggml_backend_supports_op(sched->backends[cur_backend_id], node)) {
+        *node_backend_id = cur_backend_id;
+        SET_CAUSE(node, "2.sup");
+    }
+}
+
+// assigns backends to ops and splits the graph into subgraphs that can be computed on the same backend
+static void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgraph * graph) {
+    // reset splits
+    sched->n_splits = 0;
+    sched->n_graph_inputs = 0;
+    sched->is_reset = false;
+
+    struct ggml_init_params params = {
+        /* .mem_size =   */ sched->context_buffer_size,
+        /* .mem_buffer = */ sched->context_buffer,
+        /* .no_alloc =   */ true
+    };
+
+    ggml_free(sched->ctx);
+
+    sched->ctx = ggml_init(params);
+    if (sched->ctx == NULL) {
+        GGML_ABORT("%s: failed to initialize context\n", __func__);
+    }
+
+    // pass 1: assign backends to ops with pre-allocated inputs
+    for (int i = 0; i < graph->n_leafs; i++) {
+        struct ggml_tensor * leaf = graph->leafs[i];
+        int * leaf_backend_id = &tensor_backend_id(leaf);
+        // do not overwrite user assignments
+        if (*leaf_backend_id == -1) {
+            *leaf_backend_id = ggml_backend_sched_backend_id_from_cur(sched, leaf);
+        }
+    }
+
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        int * node_backend_id = &tensor_backend_id(node);
+        // do not overwrite user assignments
+        if (*node_backend_id == -1) {
+            *node_backend_id = ggml_backend_sched_backend_id_from_cur(sched, node);
+
+#if 0
+            // src
+            if (node->op == GGML_OP_NONE) {
+                continue;
+            }
+
+            for (int j = 0; j < GGML_MAX_SRC; j++) {
+                struct ggml_tensor * src = node->src[j];
+                if (src == NULL) {
+                    continue;
+                }
+                int * src_backend_id = &tensor_backend_id(src);
+                if (*src_backend_id == -1) {
+                    *src_backend_id = ggml_backend_sched_backend_id_from_cur(sched, src);
+                }
+            }
+#endif
+        }
+    }
+
+    // pass 2: expand current backend assignments
+    // assign the same backend to adjacent nodes
+    // expand gpu backends (i.e. non last prio) up and down, ignoring cpu (the lowest priority backend)
+    // thus, cpu will never be used unless weights are on cpu, or there are no gpu ops between cpu ops
+    // ops unsupported by the backend being expanded will be left unassigned so that they can be assigned later when the locations of its inputs are known
+    // expand gpu down
+    {
+        int cur_backend_id = -1;
+        for (int i = 0; i < graph->n_nodes; i++) {
+            struct ggml_tensor * node = graph->nodes[i];
+            if (ggml_is_view_op(node->op)) {
+                continue;
+            }
+            int * node_backend_id = &tensor_backend_id(node);
+            if (*node_backend_id != -1) {
+                if (*node_backend_id == sched->n_backends - 1) {
+                    // skip cpu (lowest prio backend)
+                    cur_backend_id = -1;
+                } else {
+                    cur_backend_id = *node_backend_id;
+                }
+            } else if (cur_backend_id != -1) {
+                ggml_backend_sched_set_if_supported(sched, node, cur_backend_id, node_backend_id);
+            }
+        }
+    }
+    // expand gpu up
+    {
+        int cur_backend_id = -1;
+        for (int i = graph->n_nodes - 1; i >= 0; i--) {
+            struct ggml_tensor * node = graph->nodes[i];
+            if (ggml_is_view_op(node->op)) {
+                continue;
+            }
+            int * node_backend_id = &tensor_backend_id(node);
+            if (*node_backend_id != -1) {
+                if (*node_backend_id == sched->n_backends - 1) {
+                    // skip cpu (lowest prio backend)
+                    cur_backend_id = -1;
+                } else {
+                    cur_backend_id = *node_backend_id;
+                }
+            } else if (cur_backend_id != -1) {
+                ggml_backend_sched_set_if_supported(sched, node, cur_backend_id, node_backend_id);
+            }
+        }
+    }
+    // expand rest down
+    {
+        int cur_backend_id = -1;
+        for (int i = 0; i < graph->n_nodes; i++) {
+            struct ggml_tensor * node = graph->nodes[i];
+            if (ggml_is_view_op(node->op)) {
+                continue;
+            }
+            int * node_backend_id = &tensor_backend_id(node);
+            if (*node_backend_id != -1) {
+                cur_backend_id = *node_backend_id;
+            } else if (cur_backend_id != -1) {
+                ggml_backend_sched_set_if_supported(sched, node, cur_backend_id, node_backend_id);
+            }
+        }
+    }
+    // expand rest up
+    {
+        int cur_backend_id = -1;
+        for (int i = graph->n_nodes - 1; i >= 0; i--) {
+            struct ggml_tensor * node = graph->nodes[i];
+            if (ggml_is_view_op(node->op)) {
+                continue;
+            }
+            int * node_backend_id = &tensor_backend_id(node);
+            if (*node_backend_id != -1) {
+                cur_backend_id = *node_backend_id;
+            } else if (cur_backend_id != -1) {
+                ggml_backend_sched_set_if_supported(sched, node, cur_backend_id, node_backend_id);
+            }
+        }
+    }
+
+    // pass 3: upgrade nodes to higher prio backends with compatible buffer types
+    // if the tensor is already in the same buffer type (*) as another higher priority backend, we should move it there
+    // however, we also need to verify that the sources are in compatible buffer types
+    // (*) the actual requirement is more relaxed, the buffer type of the backend should be supported by all the users of this tensor further down the graph
+    // however, this is slow to verify, so we have a more strict requirement that the buffer type is the same
+    // this is not uncommon since multiple backends can use host memory, with the same buffer type (eg. BLAS and CPU)
+    // additionally, set remaining unassigned nodes to the backend with the most supported inputs
+    // only nodes that could not be assigned during expansion due to the backend not supporting the op should be unassigned at this point
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        if (ggml_is_view_op(node->op)) {
+            continue;
+        }
+        int * node_backend_id = &tensor_backend_id(node);
+        if (*node_backend_id == -1) {
+            // unassigned node: find the backend with the most supported inputs
+            int n_supported_best = -1;
+            for (int b = 0; b < sched->n_backends; b++) {
+                if (ggml_backend_supports_op(sched->backends[b], node)) {
+                    int n_supported = 0;
+                    for (int j = 0; j < GGML_MAX_SRC; j++) {
+                        struct ggml_tensor * src = node->src[j];
+                        if (src == NULL) {
+                            continue;
+                        }
+                        if ((tensor_backend_id(src) != -1 || tensor_backend_id(src->view_src) != -1) && ggml_backend_sched_buffer_supported(sched, src, b)) {
+                            n_supported++;
+                        }
+                    }
+                    if (n_supported > n_supported_best) {
+                        n_supported_best = n_supported;
+                        *node_backend_id = b;
+                        SET_CAUSE(node, "3.best");
+                    }
+                }
+            }
+        } else {
+            // assigned node: upgrade to higher prio backend if possible
+            for (int b = 0; b < *node_backend_id; b++) {
+                if (sched->bufts[b] == sched->bufts[*node_backend_id] && ggml_backend_supports_op(sched->backends[b], node)) {
+                    bool supported = true;
+                    for (int j = 0; j < GGML_MAX_SRC; j++) {
+                        struct ggml_tensor * src = node->src[j];
+                        if (src == NULL) {
+                            continue;
+                        }
+                        if (!ggml_backend_sched_buffer_supported(sched, src, b)) {
+                            supported = false;
+                            break;
+                        }
+                    }
+                    if (supported) {
+                        *node_backend_id = b;
+                        SET_CAUSE(node, "3.upg");
+                        break;
+                    }
+                }
+            }
+        }
+    }
+
+    // pass 4: assign backends to remaining src from dst and view_src
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        int * cur_backend_id = &tensor_backend_id(node);
+        if (node->view_src != NULL && *cur_backend_id == -1) {
+            *cur_backend_id = tensor_backend_id(node->view_src);
+            SET_CAUSE(node, "4.vsrc");
+        }
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            struct ggml_tensor * src = node->src[j];
+            if (src == NULL) {
+                continue;
+            }
+            int * src_backend_id = &tensor_backend_id(src);
+            if (*src_backend_id == -1) {
+                if (src->view_src != NULL) {
+                    // views are always on the same backend as the source
+                    *src_backend_id = tensor_backend_id(src->view_src);
+                    SET_CAUSE(src, "4.vsrc");
+                } else {
+                    *src_backend_id = *cur_backend_id;
+                    SET_CAUSE(src, "4.cur");
+                }
+            }
+        }
+    }
+
+    // pass 5: split graph, find tensors that need to be copied
+    {
+        int i_split = 0;
+        struct ggml_backend_sched_split * split = &sched->splits[0];
+        // find the backend of the first split, skipping view ops
+        int i = 0;
+        for (; i < graph->n_nodes; i++) {
+            struct ggml_tensor * node = graph->nodes[i];
+            if (!ggml_is_view_op(node->op)) {
+                split->backend_id = tensor_backend_id(node);
+                break;
+            }
+        }
+        split->i_start = 0;
+        split->n_inputs = 0;
+        int cur_backend_id = split->backend_id;
+        for (; i < graph->n_nodes; i++) {
+            struct ggml_tensor * node = graph->nodes[i];
+
+            if (ggml_is_view_op(node->op)) {
+                continue;
+            }
+
+            const int node_backend_id = tensor_backend_id(node);
+
+            assert(node_backend_id != -1); // all nodes should be assigned by now, this can happen if there is no CPU fallback
+
+            // check if we should start a new split based on the sources of the current node
+            bool need_new_split = false;
+            if (node_backend_id == cur_backend_id && split->n_inputs > 0) {
+                for (int j = 0; j < GGML_MAX_SRC; j++) {
+                    struct ggml_tensor * src = node->src[j];
+                    if (src == NULL) {
+                        continue;
+                    }
+                    // check if a weight is on a different and incompatible backend
+                    // by starting a new split, the memory of the previously offloaded weights can be reused
+                    if (src->buffer != NULL && src->buffer->usage == GGML_BACKEND_BUFFER_USAGE_WEIGHTS) {
+                        int src_backend_id = tensor_backend_id(src);
+                        if (src_backend_id != cur_backend_id && !ggml_backend_sched_buffer_supported(sched, src, cur_backend_id)) {
+                            need_new_split = true;
+                            break;
+                        }
+                    }
+                    // check if the split has too many inputs
+                    // FIXME: count the number of inputs instead of only checking when full
+                    if (split->n_inputs == GGML_SCHED_MAX_SPLIT_INPUTS) {
+                        const size_t id = hash_id(src);
+                        int src_backend_id = sched->hv_tensor_backend_ids[id];
+                        bool supported = ggml_backend_sched_buffer_supported(sched, src, cur_backend_id);
+                        if (src_backend_id != cur_backend_id && tensor_id_copy(id, cur_backend_id, 0) == NULL && !supported) {
+                            need_new_split = true;
+                            break;
+                        }
+                    }
+                }
+            }
+
+            if (node_backend_id != cur_backend_id || need_new_split) {
+                split->i_end = i;
+                i_split++;
+                if (i_split >= sched->splits_capacity) {
+                    sched->splits_capacity *= 2;
+                    sched->splits = (ggml_backend_sched_split *)
+                        realloc(sched->splits, sched->splits_capacity * sizeof(struct ggml_backend_sched_split));
+                    GGML_ASSERT(sched->splits != NULL);
+                }
+                split = &sched->splits[i_split];
+                split->backend_id = node_backend_id;
+                split->i_start = i;
+                split->n_inputs = 0;
+                cur_backend_id = node_backend_id;
+            }
+
+            // find inputs that are not on the same backend
+            for (int j = 0; j < GGML_MAX_SRC; j++) {
+                struct ggml_tensor * src = node->src[j];
+                if (src == NULL) {
+                    continue;
+                }
+
+                size_t src_id = hash_id(src);
+                const int src_backend_id = sched->hv_tensor_backend_ids[src_id];
+                assert(src_backend_id != -1); // all inputs should be assigned by now
+
+                if (src->flags & GGML_TENSOR_FLAG_INPUT && sched->n_copies > 1) {
+                    if (tensor_id_copy(src_id, src_backend_id, 0) == NULL) {
+                        ggml_backend_t backend = sched->backends[src_backend_id];
+                        for (int c = 0; c < sched->n_copies; c++) {
+                            struct ggml_tensor * tensor_copy;
+                            if (c == sched->cur_copy) {
+                                tensor_copy = src; // use the original tensor as the current copy
+                            } else {
+                                tensor_copy = ggml_dup_tensor_layout(sched->ctx, src);
+                                ggml_format_name(tensor_copy, "%s#%s#%d", ggml_backend_name(backend), src->name, c);
+                            }
+                            if (sched->n_copies > 1) {
+                                ggml_set_input(tensor_copy);
+                                ggml_set_output(tensor_copy); // prevent ggml-alloc from overwriting the tensor
+                            }
+                            tensor_id_copy(src_id, src_backend_id, c) = tensor_copy;
+                            SET_CAUSE(tensor_copy, "4.cpy");
+                        }
+                        int n_graph_inputs = sched->n_graph_inputs++;
+                        GGML_ASSERT(n_graph_inputs < GGML_SCHED_MAX_SPLIT_INPUTS);
+                        sched->graph_inputs[n_graph_inputs] = src;
+                    }
+                }
+
+                if (src_backend_id != cur_backend_id && !ggml_backend_sched_buffer_supported(sched, src, cur_backend_id)) {
+                    // create a copy of the input in the split's backend
+                    if (tensor_id_copy(src_id, cur_backend_id, 0) == NULL) {
+                        ggml_backend_t backend = sched->backends[cur_backend_id];
+                        for (int c = 0; c < sched->n_copies; c++) {
+                            struct ggml_tensor * tensor_copy = ggml_dup_tensor_layout(sched->ctx, src);
+                            ggml_format_name(tensor_copy, "%s#%s#%d", ggml_backend_name(backend), src->name, c);
+                            if (sched->n_copies > 1) {
+                                ggml_set_input(tensor_copy);
+                                ggml_set_output(tensor_copy); // prevent ggml-alloc from overwriting the tensor
+                            }
+                            tensor_id_copy(src_id, cur_backend_id, c) = tensor_copy;
+                            SET_CAUSE(tensor_copy, "4.cpy");
+                        }
+                        int n_inputs = split->n_inputs++;
+                        GGML_ASSERT(n_inputs < GGML_SCHED_MAX_SPLIT_INPUTS);
+                        split->inputs[n_inputs] = src;
+                    }
+                    node->src[j] = tensor_id_copy(src_id, cur_backend_id, sched->cur_copy);
+                }
+            }
+        }
+        split->i_end = graph->n_nodes;
+        sched->n_splits = i_split + 1;
+    }
+
+    if (sched->debug) {
+        ggml_backend_sched_print_assignments(sched, graph);
+    }
+
+    // swap node_backend_ids and leaf _backend_ids with prevs
+    {
+        int * tmp = sched->node_backend_ids;
+        sched->node_backend_ids = sched->prev_node_backend_ids;
+        sched->prev_node_backend_ids = tmp;
+
+        tmp = sched->leaf_backend_ids;
+        sched->leaf_backend_ids = sched->prev_leaf_backend_ids;
+        sched->prev_leaf_backend_ids = tmp;
+    }
+
+    int graph_size = std::max(graph->n_nodes, graph->n_leafs) + sched->n_splits*GGML_SCHED_MAX_SPLIT_INPUTS*2*sched->n_copies;
+    if (sched->graph.size < graph_size) {
+        sched->graph.size = graph_size;
+        sched->graph.nodes = (ggml_tensor **) realloc(sched->graph.nodes, graph_size * sizeof(struct ggml_tensor *));
+        sched->graph.leafs = (ggml_tensor **) realloc(sched->graph.leafs, graph_size * sizeof(struct ggml_tensor *));
+        GGML_ASSERT(sched->graph.nodes != NULL);
+        GGML_ASSERT(sched->graph.leafs != NULL);
+    }
+    sched->graph.n_nodes = 0;
+    sched->graph.n_leafs = 0;
+
+    struct ggml_cgraph * graph_copy = &sched->graph;
+
+    for (int i = 0; i < sched->n_splits; i++) {
+        struct ggml_backend_sched_split * split = &sched->splits[i];
+        split->graph = ggml_graph_view(graph, split->i_start, split->i_end);
+
+        // add inputs to the graph copy so that they are allocated by ggml-alloc at the start of the split
+        for (int j = 0; j < split->n_inputs; j++) {
+            assert(graph_copy->size > (graph_copy->n_nodes + 1));
+
+            struct ggml_tensor * input = split->inputs[j];
+            const size_t input_id = hash_id(input);
+            struct ggml_tensor * input_cpy = tensor_id_copy(input_id, split->backend_id, sched->cur_copy);
+
+            // add a dependency to the input source so that it is not freed before the copy is done
+            struct ggml_tensor * input_dep = ggml_view_tensor(sched->ctx, input);
+            input_dep->src[0] = input;
+            sched->node_backend_ids[graph_copy->n_nodes] = sched->hv_tensor_backend_ids[input_id];
+            graph_copy->nodes[graph_copy->n_nodes++] = input_dep;
+
+            // add a dependency to the input copy so that it is allocated at the start of the split
+            sched->node_backend_ids[graph_copy->n_nodes] = split->backend_id;
+            graph_copy->nodes[graph_copy->n_nodes++] = input_cpy;
+        }
+
+        for (int j = split->i_start; j < split->i_end; j++) {
+            assert(graph_copy->size > graph_copy->n_nodes);
+            sched->node_backend_ids[graph_copy->n_nodes] = tensor_backend_id(graph->nodes[j]);
+            graph_copy->nodes[graph_copy->n_nodes++] = graph->nodes[j];
+        }
+    }
+
+    if (sched->n_copies > 1) {
+        // add input copies as leafs so that they are allocated first
+        for (int i = 0; i < sched->n_graph_inputs; i++) {
+            struct ggml_tensor * input = sched->graph_inputs[i];
+            size_t id = hash_id(input);
+            int backend_id = tensor_backend_id(input);
+            for (int c = 0; c < sched->n_copies; c++) {
+                struct ggml_tensor * input_cpy = tensor_id_copy(id, backend_id, c);
+                sched->leaf_backend_ids[graph_copy->n_leafs] = backend_id;
+                assert(graph_copy->size > graph_copy->n_leafs);
+                graph_copy->leafs[graph_copy->n_leafs++] = input_cpy;
+            }
+        }
+
+        for (int i = 0; i < sched->n_splits; i++) {
+            struct ggml_backend_sched_split * split = &sched->splits[i];
+            int backend_id = split->backend_id;
+            for (int j = 0; j < split->n_inputs; j++) {
+                struct ggml_tensor * input = split->inputs[j];
+                size_t id = hash_id(input);
+                for (int c = 0; c < sched->n_copies; c++) {
+                    struct ggml_tensor * input_cpy = tensor_id_copy(id, backend_id, c);
+                    sched->leaf_backend_ids[graph_copy->n_leafs] = backend_id;
+                    assert(graph_copy->size > graph_copy->n_leafs);
+                    graph_copy->leafs[graph_copy->n_leafs++] = input_cpy;
+                }
+            }
+        }
+    }
+
+    // add leafs from the original graph
+    for (int i = 0; i < graph->n_leafs; i++) {
+        struct ggml_tensor * leaf = graph->leafs[i];
+        sched->leaf_backend_ids[graph_copy->n_leafs] = tensor_backend_id(leaf);
+        assert(graph_copy->size > graph_copy->n_leafs);
+        graph_copy->leafs[graph_copy->n_leafs++] = leaf;
+    }
+}
+
+static bool ggml_backend_sched_alloc_splits(ggml_backend_sched_t sched) {
+    bool backend_ids_changed = false;
+    for (int i = 0; i < sched->graph.n_nodes; i++) {
+        if (sched->node_backend_ids[i] != sched->prev_node_backend_ids[i] &&
+            sched->bufts[sched->node_backend_ids[i]] != sched->bufts[sched->prev_node_backend_ids[i]]) {
+            backend_ids_changed = true;
+            break;
+        }
+    }
+    if (!backend_ids_changed) {
+        for (int i = 0; i < sched->graph.n_leafs; i++) {
+            if (sched->leaf_backend_ids[i] != sched->prev_leaf_backend_ids[i] &&
+                sched->bufts[sched->leaf_backend_ids[i]] != sched->bufts[sched->prev_leaf_backend_ids[i]]) {
+                backend_ids_changed = true;
+                break;
+            }
+        }
+    }
+
+    // allocate graph
+    if (backend_ids_changed || !ggml_gallocr_alloc_graph(sched->galloc, &sched->graph)) {
+        // the re-allocation may cause the split inputs to be moved to a different address
+        ggml_backend_sched_synchronize(sched);
+#ifndef NDEBUG
+        GGML_LOG_DEBUG("%s: failed to allocate graph, reserving (backend_ids_changed = %d)\n", __func__, backend_ids_changed);
+#endif
+        ggml_gallocr_reserve_n(sched->galloc, &sched->graph, sched->node_backend_ids, sched->leaf_backend_ids);
+        if (!ggml_gallocr_alloc_graph(sched->galloc, &sched->graph)) {
+            GGML_LOG_ERROR("%s: failed to allocate graph\n", __func__);
+            return false;
+        }
+    }
+
+    return true;
+}
+
+static enum ggml_status ggml_backend_sched_compute_splits(ggml_backend_sched_t sched) {
+    struct ggml_backend_sched_split * splits = sched->splits;
+
+    for (int i = 0; i < sched->n_splits; i++) {
+        struct ggml_backend_sched_split * split = &splits[i];
+        int split_backend_id = split->backend_id;
+        ggml_backend_t split_backend = sched->backends[split_backend_id];
+
+        // copy the input tensors to the split backend
+        for (int j = 0; j < split->n_inputs; j++) {
+            ggml_backend_t input_backend = ggml_backend_sched_get_tensor_backend(sched, split->inputs[j]);
+            struct ggml_tensor * input = split->inputs[j];
+            struct ggml_tensor * input_cpy = tensor_copy(input, split_backend_id, sched->cur_copy);
+
+            if (input->flags & GGML_TENSOR_FLAG_INPUT) {
+                // inputs from the user must be copied immediately to prevent the user overwriting the data before the copy is done
+                if (sched->events[split_backend_id][sched->cur_copy] != NULL) {
+                    ggml_backend_event_synchronize(sched->events[split_backend_id][sched->cur_copy]);
+                } else {
+                    ggml_backend_synchronize(split_backend);
+                }
+                ggml_backend_tensor_copy(input, input_cpy);
+            } else {
+                // wait for the split backend to finish using the input before overwriting it
+                if (sched->events[split_backend_id][sched->cur_copy] != NULL) {
+                    ggml_backend_event_wait(split_backend, sched->events[split_backend_id][sched->cur_copy]);
+                } else {
+                    ggml_backend_synchronize(split_backend);
+                }
+                // try async copy, but if not possible, we can still use a sync copy without synchronizing the dst backend, since we handle the synchronization here with multiple copies and events
+                // TODO: add public function to facilitate this, since applications do not have direct access to the backend interface
+                if (!split_backend->iface.cpy_tensor_async || !split_backend->iface.cpy_tensor_async(input_backend, split_backend, input, input_cpy)) {
+                    ggml_backend_synchronize(input_backend);
+                    if (sched->events[split_backend_id][sched->cur_copy] != NULL) {
+                        ggml_backend_event_synchronize(sched->events[split_backend_id][sched->cur_copy]);
+                    } else {
+                        ggml_backend_synchronize(split_backend);
+                    }
+                    ggml_backend_tensor_copy(input, input_cpy);
+                }
+            }
+        }
+
+        if (!sched->callback_eval) {
+            enum ggml_status ec = ggml_backend_graph_compute_async(split_backend, &split->graph);
+            if (ec != GGML_STATUS_SUCCESS) {
+                return ec;
+            }
+        } else {
+            // similar to ggml_backend_compare_graph_backend
+            for (int j0 = 0; j0 < split->graph.n_nodes; j0++) {
+                struct ggml_tensor * t = split->graph.nodes[j0];
+
+                // check if the user needs data from this node
+                bool need = sched->callback_eval(t, true, sched->callback_eval_user_data);
+
+                int j1 = j0;
+
+                // determine the range [j0, j1] of nodes that can be computed together
+                while (!need && j1 < split->graph.n_nodes - 1) {
+                    t = split->graph.nodes[++j1];
+                    need = sched->callback_eval(t, true, sched->callback_eval_user_data);
+                }
+
+                struct ggml_cgraph gv = ggml_graph_view(&split->graph, j0, j1 + 1);
+
+                enum ggml_status ec = ggml_backend_graph_compute_async(split_backend, &gv);
+                if (ec != GGML_STATUS_SUCCESS) {
+                    return ec;
+                }
+
+                // TODO: pass backend to the callback, then the user can decide if they want to synchronize
+                ggml_backend_synchronize(split_backend);
+
+                if (need && !sched->callback_eval(t, false, sched->callback_eval_user_data)) {
+                    break;
+                }
+
+                j0 = j1;
+            }
+        }
+
+        // record the event of this copy
+        if (split->n_inputs > 0) {
+            if (sched->events[split_backend_id][sched->cur_copy] != NULL) {
+                ggml_backend_event_record(sched->events[split_backend_id][sched->cur_copy], split_backend);
+            }
+        }
+    }
+
+    sched->cur_copy = (sched->cur_copy + 1) % sched->n_copies;
+
+    return GGML_STATUS_SUCCESS;
+}
+
+ggml_backend_sched_t ggml_backend_sched_new(
+        ggml_backend_t * backends,
+        ggml_backend_buffer_type_t * bufts,
+        int n_backends,
+        size_t graph_size,
+        bool parallel,
+        bool op_offload) {
+    GGML_ASSERT(n_backends > 0);
+    GGML_ASSERT(n_backends <= GGML_SCHED_MAX_BACKENDS);
+    GGML_ASSERT(ggml_backend_dev_type(ggml_backend_get_device(backends[n_backends - 1])) == GGML_BACKEND_DEVICE_TYPE_CPU);
+
+    struct ggml_backend_sched * sched = (ggml_backend_sched *) calloc(1, sizeof(struct ggml_backend_sched));
+
+    const char * GGML_SCHED_DEBUG = getenv("GGML_SCHED_DEBUG");
+    sched->debug = GGML_SCHED_DEBUG ? atoi(GGML_SCHED_DEBUG) : 0;
+    sched->n_backends = n_backends;
+    sched->n_copies = parallel ? GGML_SCHED_MAX_COPIES : 1;
+
+    // initialize hash table
+    // FIXME: needs to be size*2 to account for leafs (do it in graph_split instead)
+    sched->hash_set    = ggml_hash_set_new(graph_size);
+    sched->hv_tensor_backend_ids = (int *) malloc(sched->hash_set.size * sizeof(sched->hv_tensor_backend_ids[0]));
+    sched->hv_tensor_copies      = (ggml_tensor **) malloc(sched->hash_set.size * sched->n_backends * sched->n_copies * sizeof(struct ggml_tensor *));
+
+    const size_t ggml_sched_max_splits = graph_size; // at most there is one split for each node in the graph
+    const size_t nodes_size = graph_size + ggml_sched_max_splits*GGML_SCHED_MAX_SPLIT_INPUTS*2;
+    sched->node_backend_ids = (int *) calloc(nodes_size, sizeof(sched->node_backend_ids[0]));
+    sched->leaf_backend_ids = (int *) calloc(nodes_size, sizeof(sched->leaf_backend_ids[0]));
+    sched->prev_node_backend_ids = (int *) calloc(nodes_size, sizeof(sched->prev_node_backend_ids[0]));
+    sched->prev_leaf_backend_ids = (int *) calloc(nodes_size, sizeof(sched->prev_leaf_backend_ids[0]));
+
+    sched->context_buffer_size = ggml_sched_max_splits*GGML_SCHED_MAX_SPLIT_INPUTS*2*sizeof(struct ggml_tensor) + ggml_graph_overhead_custom(graph_size, false);
+    sched->context_buffer = (char *) malloc(sched->context_buffer_size);
+
+    const int initial_splits_capacity = 16;
+    sched->splits = (ggml_backend_sched_split *) calloc(initial_splits_capacity, sizeof(sched->splits[0]));
+    sched->splits_capacity = initial_splits_capacity;
+
+    for (int b = 0; b < n_backends; b++) {
+        sched->backends[b] = backends[b];
+        sched->bufts[b] = bufts ? bufts[b] : ggml_backend_get_default_buffer_type(backends[b]);
+        GGML_ASSERT(ggml_backend_supports_buft(backends[b], sched->bufts[b]));
+
+        if (sched->n_copies > 1) {
+            for (int c = 0; c < sched->n_copies; c++) {
+                sched->events[b][c] = ggml_backend_event_new(backends[b]->device);
+            }
+        }
+    }
+
+    sched->galloc = ggml_gallocr_new_n(sched->bufts, n_backends);
+    sched->op_offload = op_offload;
+
+    ggml_backend_sched_reset(sched);
+
+    return sched;
+}
+
+void ggml_backend_sched_free(ggml_backend_sched_t sched) {
+    if (sched == NULL) {
+        return;
+    }
+    for (int b = 0; b < sched->n_backends; b++) {
+        for (int c = 0; c < sched->n_copies; c++) {
+            ggml_backend_event_free(sched->events[b][c]);
+        }
+    }
+    ggml_gallocr_free(sched->galloc);
+    ggml_free(sched->ctx);
+    ggml_hash_set_free(&sched->hash_set);
+    free(sched->splits);
+    free(sched->hv_tensor_backend_ids);
+    free(sched->hv_tensor_copies);
+    free(sched->node_backend_ids);
+    free(sched->leaf_backend_ids);
+    free(sched->prev_node_backend_ids);
+    free(sched->prev_leaf_backend_ids);
+    free(sched->context_buffer);
+    free(sched->graph.nodes);
+    free(sched->graph.leafs);
+    free(sched);
+}
+
+void ggml_backend_sched_reset(ggml_backend_sched_t sched) {
+    // reset state for the next run
+    if (!sched->is_reset) {
+        ggml_hash_set_reset(&sched->hash_set);
+        memset(sched->hv_tensor_backend_ids, -1, sched->hash_set.size * sizeof(sched->hv_tensor_backend_ids[0]));
+        memset(sched->hv_tensor_copies,       0, sched->hash_set.size * sched->n_backends * sched->n_copies * sizeof(struct ggml_tensor *));
+        sched->is_reset = true;
+    }
+    sched->is_alloc = false;
+}
+
+bool ggml_backend_sched_reserve(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph) {
+    GGML_ASSERT((int)sched->hash_set.size >= measure_graph->n_nodes + measure_graph->n_leafs);
+
+    ggml_backend_sched_split_graph(sched, measure_graph);
+
+    ggml_backend_sched_synchronize(sched);
+
+    if (!ggml_gallocr_reserve_n(sched->galloc, &sched->graph, sched->node_backend_ids, sched->leaf_backend_ids)) {
+        return false;
+    }
+
+    ggml_backend_sched_reset(sched);
+
+    return true;
+}
+
+bool ggml_backend_sched_alloc_graph(ggml_backend_sched_t sched, struct ggml_cgraph * graph) {
+    GGML_ASSERT((int)sched->hash_set.size >= graph->n_nodes + graph->n_leafs);
+
+    ggml_backend_sched_split_graph(sched, graph);
+
+
+    if (!ggml_backend_sched_alloc_splits(sched)) {
+        return false;
+    }
+
+    sched->is_alloc = true;
+
+    return true;
+}
+
+enum ggml_status ggml_backend_sched_graph_compute(ggml_backend_sched_t sched, struct ggml_cgraph * graph) {
+    enum ggml_status err = ggml_backend_sched_graph_compute_async(sched, graph);
+    ggml_backend_sched_synchronize(sched);
+    return err;
+}
+
+enum ggml_status ggml_backend_sched_graph_compute_async(ggml_backend_sched_t sched, struct ggml_cgraph * graph) {
+    if (!sched->is_reset && !sched->is_alloc) {
+        ggml_backend_sched_reset(sched);
+    }
+
+    if (!sched->is_alloc) {
+        if (!ggml_backend_sched_alloc_graph(sched, graph)) {
+            return GGML_STATUS_ALLOC_FAILED;
+        }
+    }
+
+    return ggml_backend_sched_compute_splits(sched);
+}
+
+void ggml_backend_sched_synchronize(ggml_backend_sched_t sched) {
+    for (int i = 0; i < sched->n_backends; i++) {
+        ggml_backend_synchronize(sched->backends[i]);
+    }
+}
+
+void ggml_backend_sched_set_eval_callback(ggml_backend_sched_t sched, ggml_backend_sched_eval_callback callback, void * user_data) {
+    sched->callback_eval = callback;
+    sched->callback_eval_user_data = user_data;
+}
+
+int ggml_backend_sched_get_n_splits(ggml_backend_sched_t sched) {
+    return sched->n_splits;
+}
+
+int ggml_backend_sched_get_n_copies(ggml_backend_sched_t sched) {
+    return sched->n_copies;
+}
+
+int ggml_backend_sched_get_n_backends(ggml_backend_sched_t sched) {
+    return sched->n_backends;
+}
+
+ggml_backend_t ggml_backend_sched_get_backend(ggml_backend_sched_t sched, int i) {
+    GGML_ASSERT(i >= 0 && i < sched->n_backends);
+    return sched->backends[i];
+}
+
+size_t ggml_backend_sched_get_buffer_size(ggml_backend_sched_t sched, ggml_backend_t backend) {
+    int backend_index = ggml_backend_sched_backend_id(sched, backend);
+    GGML_ASSERT(backend_index >= 0 && backend_index < sched->n_backends);
+
+    return ggml_gallocr_get_buffer_size(sched->galloc, backend_index);
+}
+
+void ggml_backend_sched_set_tensor_backend(ggml_backend_sched_t sched, struct ggml_tensor * node, ggml_backend_t backend) {
+    int backend_index = ggml_backend_sched_backend_id(sched, backend);
+    GGML_ASSERT(backend_index >= 0 && backend_index < sched->n_backends);
+    tensor_backend_id(node) = backend_index;
+    SET_CAUSE(node, "usr");
+    sched->is_reset = false;
+}
+
+ggml_backend_t ggml_backend_sched_get_tensor_backend(ggml_backend_sched_t sched, struct ggml_tensor * node) {
+    int backend_index = tensor_backend_id(node);
+    if (backend_index == -1) {
+        return NULL;
+    }
+    return sched->backends[backend_index];
+}
+
+// utils
+
+enum ggml_status ggml_backend_view_init(struct ggml_tensor * tensor) {
+    GGML_ASSERT(tensor->buffer == NULL);
+    GGML_ASSERT(tensor->view_src != NULL);
+    GGML_ASSERT(tensor->view_src->buffer != NULL);
+    GGML_ASSERT(tensor->view_src->data != NULL);
+
+    tensor->buffer = tensor->view_src->buffer;
+    tensor->data = (char *)tensor->view_src->data + tensor->view_offs;
+    return ggml_backend_buffer_init_tensor(tensor->buffer, tensor);
+}
+
+enum ggml_status ggml_backend_tensor_alloc(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, void * addr) {
+    GGML_ASSERT(tensor->buffer == NULL);
+    GGML_ASSERT(tensor->data == NULL);
+    GGML_ASSERT(tensor->view_src == NULL);
+    GGML_ASSERT(addr >= ggml_backend_buffer_get_base(buffer));
+    GGML_ASSERT((char *)addr + ggml_backend_buffer_get_alloc_size(buffer, tensor) <=
+                (char *)ggml_backend_buffer_get_base(buffer) + ggml_backend_buffer_get_size(buffer));
+
+    tensor->buffer = buffer;
+    tensor->data = addr;
+    return ggml_backend_buffer_init_tensor(buffer, tensor);
+}
+
+static struct ggml_tensor * graph_copy_dup_tensor(struct ggml_hash_set hash_set, struct ggml_tensor ** node_copies,
+    struct ggml_context * ctx_allocated, struct ggml_context * ctx_unallocated, struct ggml_tensor * src) {
+
+    GGML_ASSERT(src != NULL);
+    GGML_ASSERT(src->data && "graph must be allocated");
+
+    size_t id = ggml_hash_insert(&hash_set, src);
+    if (id == GGML_HASHSET_ALREADY_EXISTS) {
+        return node_copies[ggml_hash_find(&hash_set, src)];
+    }
+
+    struct ggml_tensor * dst = ggml_dup_tensor_layout(src->data && !src->view_src ? ctx_allocated : ctx_unallocated, src);
+    if (src->view_src != NULL) {
+        dst->view_src = graph_copy_dup_tensor(hash_set, node_copies, ctx_allocated, ctx_unallocated, src->view_src);
+        dst->view_offs = src->view_offs;
+    }
+    dst->op = src->op;
+    memcpy(dst->op_params, src->op_params, sizeof(dst->op_params));
+    ggml_set_name(dst, src->name);
+
+    // copy src
+    for (int i = 0; i < GGML_MAX_SRC; i++) {
+        struct ggml_tensor * s = src->src[i];
+        if (s == NULL) {
+            continue;
+        }
+        dst->src[i] = graph_copy_dup_tensor(hash_set, node_copies, ctx_allocated, ctx_unallocated, s);
+    }
+
+    node_copies[id] = dst;
+    return dst;
+}
+
+static void graph_copy_init_tensor(struct ggml_hash_set * hash_set, struct ggml_tensor ** node_copies, bool * node_init, struct ggml_tensor * src) {
+    size_t id = ggml_hash_find(hash_set, src);
+    if (node_init[id]) {
+        return;
+    }
+    node_init[id] = true;
+
+    struct ggml_tensor * dst = node_copies[id];
+    if (dst->view_src != NULL) {
+        graph_copy_init_tensor(hash_set, node_copies, node_init, src->view_src);
+        enum ggml_status status = ggml_backend_view_init(dst);
+        GGML_ASSERT(status == GGML_STATUS_SUCCESS);
+    }
+    else {
+        ggml_backend_tensor_copy(src, dst);
+    }
+
+    // init src
+    for (int i = 0; i < GGML_MAX_SRC; i++) {
+        struct ggml_tensor * s = src->src[i];
+        if (s == NULL) {
+            continue;
+        }
+        graph_copy_init_tensor(hash_set, node_copies, node_init, s);
+    }
+}
+
+struct ggml_backend_graph_copy ggml_backend_graph_copy(ggml_backend_t backend, struct ggml_cgraph * graph) {
+    struct ggml_hash_set hash_set = ggml_hash_set_new(graph->visited_hash_set.size);
+    struct ggml_tensor ** node_copies = (ggml_tensor **) calloc(hash_set.size, sizeof(node_copies[0])); // NOLINT
+    bool * node_init = (bool *) calloc(hash_set.size, sizeof(node_init[0]));
+
+    struct ggml_init_params params = {
+        /* .mem_size   = */ ggml_tensor_overhead()*hash_set.size + ggml_graph_overhead_custom(graph->size, false),
+        /* .mem_buffer = */ NULL,
+        /* .no_alloc   = */ true
+    };
+
+    struct ggml_context * ctx_allocated = ggml_init(params);
+    struct ggml_context * ctx_unallocated = ggml_init(params);
+
+    if (ctx_allocated == NULL || ctx_unallocated == NULL) {
+        GGML_LOG_ERROR("%s: failed to allocate context for graph copy\n", __func__);
+        ggml_hash_set_free(&hash_set);
+        free(node_copies);
+        free(node_init);
+        ggml_free(ctx_allocated);
+        ggml_free(ctx_unallocated);
+        return {
+            /* .buffer           = */ NULL,
+            /* .ctx_allocated    = */ NULL,
+            /* .ctx_unallocated  = */ NULL,
+            /* .graph            = */ NULL,
+        };
+    }
+
+    // dup nodes
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        graph_copy_dup_tensor(hash_set, node_copies, ctx_allocated, ctx_unallocated, node);
+    }
+
+    // allocate nodes
+    ggml_backend_buffer_t buffer = ggml_backend_alloc_ctx_tensors(ctx_allocated, backend);
+    if (buffer == NULL) {
+        GGML_LOG_ERROR("%s: failed to allocate buffer for graph copy\n", __func__);
+        ggml_hash_set_free(&hash_set);
+        free(node_copies);
+        free(node_init);
+        ggml_free(ctx_allocated);
+        ggml_free(ctx_unallocated);
+        return {
+            /* .buffer           = */ NULL,
+            /* .ctx_allocated    = */ NULL,
+            /* .ctx_unallocated  = */ NULL,
+            /* .graph            = */ NULL,
+        };
+    }
+
+    //printf("copy buffer size: %zu MB\n", ggml_backend_buffer_get_size(buffer) / 1024 / 1024);
+
+    // copy data and init views
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        graph_copy_init_tensor(&hash_set, node_copies, node_init, node);
+    }
+
+    // build graph copy
+    struct ggml_cgraph * graph_copy = ggml_new_graph_custom(ctx_allocated, graph->size, false);
+    for (int i = 0; i < graph->n_nodes; i++) {
+        struct ggml_tensor * node = graph->nodes[i];
+        struct ggml_tensor * node_copy = node_copies[ggml_hash_find(&hash_set, node)];
+        graph_copy->nodes[i] = node_copy;
+    }
+    graph_copy->n_nodes = graph->n_nodes;
+
+    ggml_hash_set_free(&hash_set);
+    free(node_copies);
+    free(node_init);
+
+    return {
+        /* .buffer           = */ buffer,
+        /* .ctx_allocated    = */ ctx_allocated,
+        /* .ctx_unallocated  = */ ctx_unallocated,
+        /* .graph            = */ graph_copy,
+    };
+}
+
+void ggml_backend_graph_copy_free(struct ggml_backend_graph_copy copy) {
+    ggml_backend_buffer_free(copy.buffer);
+    ggml_free(copy.ctx_allocated);
+    ggml_free(copy.ctx_unallocated);
+}
+
+bool ggml_backend_compare_graph_backend(ggml_backend_t backend1, ggml_backend_t backend2, struct ggml_cgraph * graph, ggml_backend_eval_callback callback, void * user_data) {
+    struct ggml_backend_graph_copy copy = ggml_backend_graph_copy(backend2, graph);
+    if (copy.buffer == NULL) {
+        return false;
+    }
+
+    struct ggml_cgraph * g1 = graph;
+    struct ggml_cgraph * g2 = copy.graph;
+
+    assert(g1->n_nodes == g2->n_nodes);
+
+    for (int i = 0; i < g1->n_nodes; i++) {
+        struct ggml_tensor * t1 = g1->nodes[i];
+        struct ggml_tensor * t2 = g2->nodes[i];
+
+        assert(t1->op == t2->op && ggml_are_same_layout(t1, t2));
+
+        struct ggml_cgraph g1v = ggml_graph_view(g1, i, i + 1);
+        struct ggml_cgraph g2v = ggml_graph_view(g2, i, i + 1);
+
+        ggml_backend_graph_compute(backend1, &g1v);
+        ggml_backend_graph_compute(backend2, &g2v);
+
+        if (ggml_is_view_op(t1->op)) {
+            continue;
+        }
+
+        // compare results, calculate rms etc
+        if (!callback(i, t1, t2, user_data)) {
+            break;
+        }
+    }
+
+    ggml_backend_graph_copy_free(copy);
+
+    return true;
+}
+
+// CPU backend - buffer
+
+static void * ggml_backend_cpu_buffer_get_base(ggml_backend_buffer_t buffer) {
+    uintptr_t data = (uintptr_t)buffer->context;
+
+    // align the buffer
+    if (data % TENSOR_ALIGNMENT != 0) {
+        data = GGML_PAD(data, TENSOR_ALIGNMENT);
+    }
+
+    return (void *)data;
+}
+
+static void ggml_backend_cpu_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+    ggml_aligned_free(buffer->context, buffer->size);
+    delete buffer;
+}
+
+static void ggml_backend_cpu_ptr_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+    delete buffer;
+}
+
+static void ggml_backend_cpu_buffer_memset_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) {
+    memset((char *)tensor->data + offset, value, size);
+
+    GGML_UNUSED(buffer);
+}
+
+static void ggml_backend_cpu_buffer_set_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    memcpy((char *)tensor->data + offset, data, size);
+
+    GGML_UNUSED(buffer);
+}
+
+static void ggml_backend_cpu_buffer_get_tensor(ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    memcpy(data, (const char *)tensor->data + offset, size);
+
+    GGML_UNUSED(buffer);
+}
+
+static bool ggml_backend_cpu_buffer_cpy_tensor(ggml_backend_buffer_t buffer, const struct ggml_tensor * src, struct ggml_tensor * dst) {
+    if (ggml_backend_buffer_is_host(src->buffer)) {
+        memcpy(dst->data, src->data, ggml_nbytes(src));
+        return true;
+    }
+    return false;
+
+    GGML_UNUSED(buffer);
+}
+
+static void ggml_backend_cpu_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+    memset(buffer->context, value, buffer->size);
+}
+
+static const struct ggml_backend_buffer_i ggml_backend_cpu_buffer_i = {
+    /* .free_buffer     = */ ggml_backend_cpu_buffer_free_buffer,
+    /* .get_base        = */ ggml_backend_cpu_buffer_get_base,
+    /* .init_tensor     = */ NULL, // no initialization required
+    /* .memset_tensor   = */ ggml_backend_cpu_buffer_memset_tensor,
+    /* .set_tensor      = */ ggml_backend_cpu_buffer_set_tensor,
+    /* .get_tensor      = */ ggml_backend_cpu_buffer_get_tensor,
+    /* .cpy_tensor      = */ ggml_backend_cpu_buffer_cpy_tensor,
+    /* .clear           = */ ggml_backend_cpu_buffer_clear,
+    /* .reset           = */ NULL,
+};
+
+static const struct ggml_backend_buffer_i ggml_backend_cpu_buffer_from_ptr_i = {
+    /* .free_buffer     = */ ggml_backend_cpu_ptr_buffer_free_buffer, // ptr is not owned by the buffer but need to free the buffer itself
+    /* .get_base        = */ ggml_backend_cpu_buffer_get_base,
+    /* .init_tensor     = */ NULL, // no initialization required
+    /* .memset_tensor   = */ ggml_backend_cpu_buffer_memset_tensor,
+    /* .set_tensor      = */ ggml_backend_cpu_buffer_set_tensor,
+    /* .get_tensor      = */ ggml_backend_cpu_buffer_get_tensor,
+    /* .cpy_tensor      = */ ggml_backend_cpu_buffer_cpy_tensor,
+    /* .clear           = */ ggml_backend_cpu_buffer_clear,
+    /* .reset           = */ NULL,
+};
+
+// CPU backend buffer type
+
+// this buffer type is defined here to make it available to all backends
+
+static const char * ggml_backend_cpu_buffer_type_get_name(ggml_backend_buffer_type_t buft) {
+    return "CPU";
+
+    GGML_UNUSED(buft);
+}
+
+static ggml_backend_buffer_t ggml_backend_cpu_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    void * data = ggml_aligned_malloc(size);
+
+    if (data == NULL) {
+        GGML_LOG_ERROR("%s: failed to allocate buffer of size %zu\n", __func__, size);
+        return NULL;
+    }
+
+    return ggml_backend_buffer_init(buft, ggml_backend_cpu_buffer_i, data, size);
+}
+
+static size_t ggml_backend_cpu_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) {
+    return TENSOR_ALIGNMENT;
+
+    GGML_UNUSED(buft);
+}
+
+static bool ggml_backend_cpu_buffer_type_is_host(ggml_backend_buffer_type_t buft) {
+    return true;
+
+    GGML_UNUSED(buft);
+}
+
+ggml_backend_buffer_type_t ggml_backend_cpu_buffer_type(void) {
+    static struct ggml_backend_buffer_type ggml_backend_cpu_buffer_type = {
+        /* .iface   = */ {
+            /* .get_name         = */ ggml_backend_cpu_buffer_type_get_name,
+            /* .alloc_buffer     = */ ggml_backend_cpu_buffer_type_alloc_buffer,
+            /* .get_alignment    = */ ggml_backend_cpu_buffer_type_get_alignment,
+            /* .get_max_size     = */ NULL, // defaults to SIZE_MAX
+            /* .get_alloc_size   = */ NULL, // defaults to ggml_nbytes
+            /* .is_host          = */ ggml_backend_cpu_buffer_type_is_host,
+        },
+        /* .device  = */ NULL, // FIXME ggml_backend_reg_dev_get(ggml_backend_cpu_reg(), 0),
+        /* .context = */ NULL,
+    };
+
+    return &ggml_backend_cpu_buffer_type;
+}
+
+static const char * ggml_backend_cpu_buffer_from_ptr_type_get_name(ggml_backend_buffer_type_t buft) {
+    return "CPU_Mapped";
+
+    GGML_UNUSED(buft);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_cpu_buffer_from_ptr_type(void) {
+    static struct ggml_backend_buffer_type ggml_backend_cpu_buffer_type = {
+        /* .iface   = */ {
+            /* .get_name         = */ ggml_backend_cpu_buffer_from_ptr_type_get_name,
+            /* .alloc_buffer     = */ ggml_backend_cpu_buffer_type_alloc_buffer,
+            /* .get_alignment    = */ ggml_backend_cpu_buffer_type_get_alignment,
+            /* .get_max_size     = */ NULL, // defaults to SIZE_MAX
+            /* .get_alloc_size   = */ NULL, // defaults to ggml_nbytes
+            /* .is_host          = */ ggml_backend_cpu_buffer_type_is_host,
+        },
+        /* .device  = */ NULL, // FIXME ggml_backend_reg_dev_get(ggml_backend_cpu_reg(), 0),
+        /* .context = */ NULL,
+    };
+
+    return &ggml_backend_cpu_buffer_type;
+}
+
+ggml_backend_buffer_t ggml_backend_cpu_buffer_from_ptr(void * ptr, size_t size) {
+    GGML_ASSERT((uintptr_t)ptr % TENSOR_ALIGNMENT == 0 && "buffer pointer must be aligned");
+    return ggml_backend_buffer_init(ggml_backend_cpu_buffer_from_ptr_type(), ggml_backend_cpu_buffer_from_ptr_i, ptr, size);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-blas/CMakeLists.txt b/ml/backend/ggml/ggml/src/ggml-blas/CMakeLists.txt
new file mode 100644
index 0000000..0bf3c05
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-blas/CMakeLists.txt
@@ -0,0 +1,87 @@
+if (GGML_STATIC)
+    set(BLA_STATIC ON)
+endif()
+#if (CMAKE_VERSION VERSION_GREATER_EQUAL 3.22)
+#    set(BLA_SIZEOF_INTEGER 8)
+#endif()
+
+set(BLA_VENDOR ${GGML_BLAS_VENDOR})
+find_package(BLAS)
+
+if (BLAS_FOUND)
+    message(STATUS "BLAS found, Libraries: ${BLAS_LIBRARIES}")
+
+    ggml_add_backend_library(ggml-blas
+                             ggml-blas.cpp
+                            )
+
+    if (${GGML_BLAS_VENDOR} MATCHES "Apple")
+        add_compile_definitions(ACCELERATE_NEW_LAPACK)
+        add_compile_definitions(ACCELERATE_LAPACK_ILP64)
+        add_compile_definitions(GGML_BLAS_USE_ACCELERATE)
+    elseif ("${BLAS_INCLUDE_DIRS}" STREQUAL "")
+        # BLAS_INCLUDE_DIRS is missing in FindBLAS.cmake.
+        # see https://gitlab.kitware.com/cmake/cmake/-/issues/20268
+        find_package(PkgConfig REQUIRED)
+        if (${GGML_BLAS_VENDOR} MATCHES "Generic")
+            pkg_check_modules(DepBLAS blas)
+        elseif (${GGML_BLAS_VENDOR} MATCHES "OpenBLAS")
+            # As of openblas v0.3.22, the 64-bit is named openblas64.pc
+            pkg_check_modules(DepBLAS openblas64)
+            if (NOT DepBLAS_FOUND)
+                pkg_check_modules(DepBLAS openblas)
+            endif()
+        elseif (${GGML_BLAS_VENDOR} MATCHES "FLAME")
+            add_compile_definitions(GGML_BLAS_USE_BLIS)
+            pkg_check_modules(DepBLAS blis)
+        elseif (${GGML_BLAS_VENDOR} MATCHES "ATLAS")
+            pkg_check_modules(DepBLAS blas-atlas)
+        elseif (${GGML_BLAS_VENDOR} MATCHES "FlexiBLAS")
+            pkg_check_modules(DepBLAS flexiblas_api)
+        elseif (${GGML_BLAS_VENDOR} MATCHES "Intel")
+            add_compile_definitions(GGML_BLAS_USE_MKL)
+            # all Intel* libraries share the same include path
+            pkg_check_modules(DepBLAS mkl-sdl)
+        elseif (${GGML_BLAS_VENDOR} MATCHES "NVHPC")
+            # this doesn't provide pkg-config
+            # suggest to assign BLAS_INCLUDE_DIRS on your own
+            if ("${NVHPC_VERSION}" STREQUAL "")
+                message(WARNING "Better to set NVHPC_VERSION")
+            else()
+                set(DepBLAS_FOUND ON)
+                set(DepBLAS_INCLUDE_DIRS "/opt/nvidia/hpc_sdk/${CMAKE_SYSTEM_NAME}_${CMAKE_SYSTEM_PROCESSOR}/${NVHPC_VERSION}/math_libs/include")
+            endif()
+        endif()
+        if (DepBLAS_FOUND)
+            set(BLAS_INCLUDE_DIRS ${DepBLAS_INCLUDE_DIRS})
+        else()
+            message(WARNING "BLAS_INCLUDE_DIRS neither been provided nor been automatically"
+            " detected by pkgconfig, trying to find cblas.h from possible paths...")
+            find_path(BLAS_INCLUDE_DIRS
+                NAMES cblas.h
+                HINTS
+                    /usr/include
+                    /usr/local/include
+                    /usr/include/openblas
+                    /opt/homebrew/opt/openblas/include
+                    /usr/local/opt/openblas/include
+                    /usr/include/x86_64-linux-gnu/openblas/include
+            )
+        endif()
+    endif()
+
+    message(STATUS "BLAS found, Includes: ${BLAS_INCLUDE_DIRS}")
+
+    target_compile_options(ggml-blas PRIVATE ${BLAS_LINKER_FLAGS})
+
+    if (${BLAS_INCLUDE_DIRS} MATCHES "mkl" AND (${GGML_BLAS_VENDOR} MATCHES "Generic" OR ${GGML_BLAS_VENDOR} MATCHES "Intel"))
+        add_compile_definitions(GGML_BLAS_USE_MKL)
+    endif()
+
+    target_link_libraries     (ggml-blas PRIVATE ${BLAS_LIBRARIES})
+    target_include_directories(ggml-blas PRIVATE ${BLAS_INCLUDE_DIRS})
+else()
+    message(ERROR "BLAS not found, please refer to "
+                  "https://cmake.org/cmake/help/latest/module/FindBLAS.html#blas-lapack-vendors"
+                  " to set correct GGML_BLAS_VENDOR")
+endif()
diff --git a/ml/backend/ggml/ggml/src/ggml-blas/blas.go b/ml/backend/ggml/ggml/src/ggml-blas/blas.go
new file mode 100644
index 0000000..b29c9f1
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-blas/blas.go
@@ -0,0 +1,10 @@
+//go:build darwin && arm64
+
+package blas
+
+// #cgo CXXFLAGS: -std=c++11
+// #cgo CPPFLAGS: -DGGML_USE_BLAS
+// #cgo CPPFLAGS: -I${SRCDIR}/.. -I${SRCDIR}/../../include
+// #cgo darwin,arm64 CPPFLAGS: -DGGML_BLAS_USE_ACCELERATE -DACCELERATE_NEW_LAPACK -DACCELERATE_LAPACK_ILP64
+// #cgo darwin,arm64 LDFLAGS: -framework Accelerate
+import "C"
diff --git a/ml/backend/ggml/ggml/src/ggml-blas/ggml-blas.cpp b/ml/backend/ggml/ggml/src/ggml-blas/ggml-blas.cpp
new file mode 100644
index 0000000..ec158df
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-blas/ggml-blas.cpp
@@ -0,0 +1,517 @@
+#include "ggml-impl.h"
+#include "ggml-blas.h"
+#include "ggml-backend-impl.h"
+
+#include <future>
+#include <vector>
+#include <cstring>
+
+#if defined(GGML_BLAS_USE_ACCELERATE)
+#   include <Accelerate/Accelerate.h>
+#elif defined(GGML_BLAS_USE_MKL)
+#   include <mkl.h>
+#elif defined(GGML_BLAS_USE_BLIS)
+#   include <blis.h>
+#elif defined(GGML_BLAS_USE_NVPL)
+#   include <nvpl_blas.h>
+#else
+#   include <cblas.h>
+#endif
+
+struct ggml_backend_blas_context {
+    int n_threads = GGML_DEFAULT_N_THREADS;
+    std::unique_ptr<char[]> work_data;
+    size_t work_size = 0;
+#ifndef GGML_USE_OPENMP
+    std::vector<std::future<void>> tasks;
+#endif
+};
+
+static void ggml_backend_blas_mul_mat(ggml_backend_blas_context * ctx, struct ggml_tensor * dst) {
+    const struct ggml_tensor * src0 = dst->src[0];
+    const struct ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const enum ggml_type type = src0->type;
+
+    GGML_ASSERT(ne0 == ne01);
+    GGML_ASSERT(ne1 == ne11);
+    GGML_ASSERT(ne2 == ne12);
+    GGML_ASSERT(ne3 == ne13);
+
+    // we don't support permuted src0 or src1
+    GGML_ASSERT(nb00 == ggml_type_size(type));
+    GGML_ASSERT(nb10 == ggml_type_size(src1->type));
+
+    // dst cannot be transposed or permuted
+    GGML_ASSERT(nb0 == sizeof(float));
+    GGML_ASSERT(nb0 <= nb1);
+    GGML_ASSERT(nb1 <= nb2);
+    GGML_ASSERT(nb2 <= nb3);
+
+    // broadcast factors
+    const int64_t r2 = ne12/ne02;
+    const int64_t r3 = ne13/ne03;
+
+    const int64_t ne_plane      = ne01*ne00;
+    const size_t  desired_wsize = type == GGML_TYPE_F32 ? 0 : ne03*ne02*ne_plane*sizeof(float);
+
+    if (ctx->work_size < desired_wsize) {
+        ctx->work_data.reset(new char[desired_wsize]);
+        ctx->work_size = desired_wsize;
+    }
+    void * wdata = ctx->work_data.get();
+
+    // convert src0 to float
+    if (type != GGML_TYPE_F32) {
+        const auto * type_traits = ggml_get_type_traits(type);
+        ggml_to_float_t const to_float = type_traits->to_float;
+
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                const void  *       x      = (char *)  src0->data + i02*nb02          + i03*nb03;
+                      float * const wplane = (float *) wdata      + i02*ne_plane      + i03*ne02*ne_plane;
+
+                const int min_cols_per_thread = 4096;
+                const int min_rows_per_thread = std::max((int)(min_cols_per_thread/ne00), 1);
+                const int n_threads = std::max(std::min(ctx->n_threads, (int)(ne01/min_rows_per_thread)), 1);
+
+#ifdef GGML_USE_OPENMP
+                #pragma omp parallel for num_threads(n_threads)
+                for (int64_t i01 = 0; i01 < ne01; i01++) {
+                    to_float((const char *) x + i01*nb01, wplane + i01*ne00, ne00);
+                }
+#else
+                for (int i = 1; i < n_threads; i++) {
+                    const int64_t start =       i*ne01/n_threads;
+                    const int64_t end   = (i + 1)*ne01/n_threads;
+                    if (start < end) {
+                        ctx->tasks.push_back(std::async(std::launch::async, [=]() {
+                            for (int64_t i01 = start; i01 < end; i01++) {
+                                to_float((const char *) x + i01*nb01, wplane + i01*ne00, ne00);
+                            }
+                        }));
+                    }
+                }
+                {
+                    // reuse the current thread for the first task
+                    const int64_t start = 0;
+                    const int64_t end   = ne01/n_threads;
+                    for (int64_t i01 = start; i01 < end; i01++) {
+                        to_float((const char *) x + i01*nb01, wplane + i01*ne00, ne00);
+                    }
+                }
+#endif
+            }
+        }
+
+#ifndef GGML_USE_OPENMP
+        // wait for all tasks to finish
+        for (auto & task : ctx->tasks) {
+            task.get();
+        }
+        ctx->tasks.clear();
+#endif
+    }
+
+#if defined(OPENBLAS_VERSION)
+    openblas_set_num_threads(ctx->n_threads);
+#endif
+
+#if defined(GGML_BLAS_USE_BLIS)
+    bli_thread_set_num_threads(ctx->n_threads);
+#endif
+
+#if defined(GGML_BLAS_USE_NVPL)
+    nvpl_blas_set_num_threads(ctx->n_threads);
+#endif
+
+    for (int64_t i13 = 0; i13 < ne13; i13++) {
+        for (int64_t i12 = 0; i12 < ne12; i12++) {
+            const int64_t i03 = i13/r3;
+            const int64_t i02 = i12/r2;
+
+            const float * x = (float *) ((char *) src0->data + i02*nb02 + i03*nb03);
+            const float * y = (float *) ((char *) src1->data + i12*nb12 + i13*nb13);
+                  float * d = (float *) ((char *)  dst->data + i12*nb2  + i13*nb3);
+
+            if (type != GGML_TYPE_F32) {
+                x = (float *) wdata + i02*ne_plane + i03*ne02*ne_plane;
+            }
+
+            cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
+                        ne1, ne01, ne10,
+                        1.0f,   y, ne10,
+                                x, ne00,
+                        0.0f,   d, ne01);
+        }
+    }
+}
+
+static void ggml_backend_blas_out_prod(ggml_backend_blas_context * ctx, struct ggml_tensor * dst) {
+    const struct ggml_tensor * src0 = dst->src[0];
+    const struct ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    GGML_ASSERT(ne0  == ne00);
+    GGML_ASSERT(ne1  == ne10);
+    GGML_ASSERT(ne2  == ne02);
+    GGML_ASSERT(ne02 == ne12);
+    GGML_ASSERT(ne3  == ne13);
+    GGML_ASSERT(ne03 == ne13);
+
+    // we don't support permuted src0 or src1
+    GGML_ASSERT(nb00 == sizeof(float));
+
+    // dst cannot be transposed or permuted
+    GGML_ASSERT(nb0 == sizeof(float));
+    // GGML_ASSERT(nb0 <= nb1);
+    // GGML_ASSERT(nb1 <= nb2);
+    // GGML_ASSERT(nb2 <= nb3);
+
+    // Arguments to ggml_compute_forward_out_prod (expressed as major,minor)
+    // src0: (k,n)
+    // src1: (k,m)
+    // dst:  (m,n)
+    //
+    // Arguments to sgemm (see https://github.com/Reference-LAPACK/lapack/blob/master/BLAS/SRC/sgemm.f)
+    // Also expressed as (major,minor)
+    // a: (m,k): so src1 transposed
+    // b: (k,n): so src0
+    // c: (m,n)
+    //
+    // However, if ggml_is_transposed(src1) is true, then
+    // src1->data already contains a transposed version, so sgemm mustn't
+    // transpose it further.
+
+    int n = src0->ne[0];
+    int k = src0->ne[1];
+    int m = src1->ne[0];
+
+    CBLAS_TRANSPOSE transposeA;
+    int lda;
+
+    if (!ggml_is_transposed(src1)) {
+        transposeA = CblasTrans;
+        lda = m;
+    } else {
+        transposeA = CblasNoTrans;
+        lda = k;
+    }
+
+    float * a = (float *) ((char *) src1->data);
+    float * b = (float *) ((char *) src0->data);
+    float * c = (float *) ((char *) dst->data);
+
+    cblas_sgemm(CblasRowMajor, transposeA, CblasNoTrans, m, n, k, 1.0, a, lda, b, n, 0.0, c, n);
+
+    GGML_UNUSED(ctx);
+}
+
+// backend interface
+
+static const char * ggml_backend_blas_get_name(ggml_backend_t backend) {
+    return "BLAS";
+
+    GGML_UNUSED(backend);
+}
+
+static void ggml_backend_blas_free(ggml_backend_t backend) {
+    ggml_backend_blas_context * ctx = (ggml_backend_blas_context *)backend->context;
+    delete ctx;
+    delete backend;
+}
+
+static enum ggml_status ggml_backend_blas_graph_compute(ggml_backend_t backend, struct ggml_cgraph * cgraph) {
+    ggml_backend_blas_context * ctx = (ggml_backend_blas_context *)backend->context;
+
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        struct ggml_tensor * node = cgraph->nodes[i];
+
+        switch (node->op) {
+            case GGML_OP_MUL_MAT:
+                ggml_backend_blas_mul_mat(ctx, node);
+                break;
+
+            case GGML_OP_OUT_PROD:
+                ggml_backend_blas_out_prod(ctx, node);
+                break;
+
+            case GGML_OP_NONE:
+            case GGML_OP_RESHAPE:
+            case GGML_OP_VIEW:
+            case GGML_OP_PERMUTE:
+            case GGML_OP_TRANSPOSE:
+                break;
+
+            default:
+                GGML_ABORT("%s: unsupported op %s\n", __func__, ggml_op_desc(node));
+        }
+    }
+
+    return GGML_STATUS_SUCCESS;
+
+    GGML_UNUSED(backend);
+}
+
+static struct ggml_backend_i blas_backend_i = {
+    /* .get_name                = */ ggml_backend_blas_get_name,
+    /* .free                    = */ ggml_backend_blas_free,
+    /* .set_tensor_async        = */ NULL,
+    /* .get_tensor_async        = */ NULL,
+    /* .cpy_tensor_async        = */ NULL,
+    /* .synchronize             = */ NULL,
+    /* .graph_plan_create       = */ NULL,
+    /* .graph_plan_free         = */ NULL,
+    /* .graph_plan_update       = */ NULL,
+    /* .graph_plan_compute      = */ NULL,
+    /* .graph_compute           = */ ggml_backend_blas_graph_compute,
+    /* .event_record            = */ NULL,
+    /* .event_wait              = */ NULL,
+};
+
+static ggml_guid_t ggml_backend_blas_guid(void) {
+    static ggml_guid guid = { 0x12, 0xa8, 0xae, 0xf4, 0xc0, 0x1e, 0x61, 0x97, 0x8f, 0xeb, 0x33, 0x04, 0xa1, 0x33, 0x51, 0x2d };
+    return &guid;
+}
+
+ggml_backend_t ggml_backend_blas_init(void) {
+    ggml_backend_blas_context * ctx = new ggml_backend_blas_context;
+
+    ggml_backend_t backend = new ggml_backend {
+        /* .guid      = */ ggml_backend_blas_guid(),
+        /* .interface = */ blas_backend_i,
+        /* .device    = */ ggml_backend_reg_dev_get(ggml_backend_blas_reg(), 0),
+        /* .context   = */ ctx,
+    };
+
+#if defined(OPENBLAS_VERSION) && defined(GGML_USE_OPENMP)
+    if (openblas_get_parallel() != OPENBLAS_OPENMP) {
+        GGML_LOG_DEBUG("%s: warning: ggml is using OpenMP, but OpenBLAS was compiled without OpenMP support\n", __func__);
+    }
+#endif
+
+#if defined(BLIS_ENABLE_CBLAS) && defined(GGML_USE_OPENMP) && !defined(BLIS_ENABLE_OPENMP)
+    GGML_LOG_DEBUG("%s: warning: ggml is using OpenMP, but BLIS was compiled without OpenMP support\n", __func__);
+#endif
+
+    return backend;
+}
+
+bool ggml_backend_is_blas(ggml_backend_t backend) {
+    return backend != NULL && ggml_guid_matches(backend->guid, ggml_backend_blas_guid());
+}
+
+void ggml_backend_blas_set_n_threads(ggml_backend_t backend_blas, int n_threads) {
+    GGML_ASSERT(ggml_backend_is_blas(backend_blas));
+
+    ggml_backend_blas_context * ctx = (ggml_backend_blas_context *)backend_blas->context;
+    ctx->n_threads = n_threads;
+}
+
+// device interface
+
+static const char * ggml_backend_blas_device_get_name(ggml_backend_dev_t dev) {
+    return "BLAS";
+
+    GGML_UNUSED(dev);
+}
+
+static const char * ggml_backend_blas_device_get_description(ggml_backend_dev_t dev) {
+    #if defined(GGML_BLAS_USE_ACCELERATE)
+        return "Accelerate";
+    #elif defined(GGML_BLAS_USE_MKL)
+        return "MKL";
+    #elif defined(GGML_BLAS_USE_BLIS)
+        return "BLIS";
+    #elif defined(GGML_BLAS_USE_NVPL)
+        return "NVPL";
+    #elif defined(OPENBLAS_VERSION)
+        return "OpenBLAS";
+    #else
+        return "BLAS";
+    #endif
+
+    GGML_UNUSED(dev);
+}
+
+static void ggml_backend_blas_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) {
+    // TODO
+    *free = 0;
+    *total = 0;
+
+    GGML_UNUSED(dev);
+}
+
+static enum ggml_backend_dev_type ggml_backend_blas_device_get_type(ggml_backend_dev_t dev) {
+    return GGML_BACKEND_DEVICE_TYPE_ACCEL;
+
+    GGML_UNUSED(dev);
+}
+
+static void ggml_backend_blas_device_get_props(ggml_backend_dev_t dev, struct ggml_backend_dev_props * props) {
+    props->name        = ggml_backend_blas_device_get_name(dev);
+    props->description = ggml_backend_blas_device_get_description(dev);
+    props->type        = ggml_backend_blas_device_get_type(dev);
+    ggml_backend_blas_device_get_memory(dev, &props->memory_free, &props->memory_total);
+    props->caps = {
+        /* .async                 = */ false,
+        /* .host_buffer           = */ false,
+        /* .buffer_from_host_ptr  = */ true,
+        /* .events                = */ false,
+    };
+}
+
+static ggml_backend_t ggml_backend_blas_device_init_backend(ggml_backend_dev_t dev, const char * params) {
+    return ggml_backend_blas_init();
+
+    GGML_UNUSED(dev);
+    GGML_UNUSED(params);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_blas_device_get_buffer_type(ggml_backend_dev_t dev) {
+    return ggml_backend_cpu_buffer_type();
+
+    GGML_UNUSED(dev);
+}
+
+static ggml_backend_buffer_t ggml_backend_blas_device_buffer_from_host_ptr(ggml_backend_dev_t dev, void * ptr, size_t size, size_t max_tensor_size) {
+    return ggml_backend_cpu_buffer_from_ptr(ptr, size);
+
+    GGML_UNUSED(dev);
+    GGML_UNUSED(max_tensor_size);
+}
+
+static bool ggml_backend_blas_device_supports_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) {
+    const struct ggml_tensor * src0 = op->src[0];
+    const struct ggml_tensor * src1 = op->src[1];
+
+    switch (op->op) {
+        case GGML_OP_NONE:
+        case GGML_OP_RESHAPE:
+        case GGML_OP_VIEW:
+        case GGML_OP_PERMUTE:
+        case GGML_OP_TRANSPOSE:
+            return true;
+
+        case GGML_OP_MUL_MAT:
+        {
+            // BLAS usually is only faster for large matrices
+            const struct ggml_tensor * src0 = op->src[0];
+            const struct ggml_tensor * src1 = op->src[1];
+
+            const int64_t ne10 = src1->ne[0];
+
+            const int64_t ne0 = op->ne[0];
+            const int64_t ne1 = op->ne[1];
+
+            // TODO: find the optimal value
+            const int64_t min_batch = 32;
+
+            return ggml_is_contiguous(src0) &&
+                   ggml_is_contiguous(src1) &&
+                   src1->type == GGML_TYPE_F32 &&
+                   (ne0 >= min_batch && ne1 >= min_batch && ne10 >= min_batch) &&
+                   (src0->type == GGML_TYPE_F32 || ggml_get_type_traits(src0->type)->to_float != NULL);
+        }
+
+        case GGML_OP_OUT_PROD:
+            return op->src[0]->type == GGML_TYPE_F32 &&
+                   op->src[1]->type == GGML_TYPE_F32 &&
+                   ggml_is_matrix(src0) &&
+                   ggml_is_matrix(src1) &&
+                   ggml_is_contiguous(src0) &&
+                   (ggml_is_contiguous(src1) || ggml_is_transposed(src1)) &&
+                   (src0->type == GGML_TYPE_F32 || ggml_get_type_traits(src0->type)->to_float != NULL);
+
+        default:
+            return false;
+
+    }
+
+    GGML_UNUSED(dev);
+}
+
+static bool ggml_backend_blas_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) {
+    return ggml_backend_buft_is_host(buft);
+
+    GGML_UNUSED(dev);
+}
+
+static const struct ggml_backend_device_i ggml_backend_blas_device_i = {
+    /* .get_name             = */ ggml_backend_blas_device_get_name,
+    /* .get_description      = */ ggml_backend_blas_device_get_description,
+    /* .get_memory           = */ ggml_backend_blas_device_get_memory,
+    /* .get_type             = */ ggml_backend_blas_device_get_type,
+    /* .get_props            = */ ggml_backend_blas_device_get_props,
+    /* .init_backend         = */ ggml_backend_blas_device_init_backend,
+    /* .get_buffer_type      = */ ggml_backend_blas_device_get_buffer_type,
+    /* .get_host_buffer_type = */ NULL,
+    /* .buffer_from_host_ptr = */ ggml_backend_blas_device_buffer_from_host_ptr,
+    /* .supports_op          = */ ggml_backend_blas_device_supports_op,
+    /* .supports_buft        = */ ggml_backend_blas_device_supports_buft,
+    /* .offload_op           = */ NULL,
+    /* .event_new            = */ NULL,
+    /* .event_free           = */ NULL,
+    /* .event_synchronize    = */ NULL,
+};
+
+// backend reg interface
+
+static const char * ggml_backend_blas_reg_get_name(ggml_backend_reg_t reg) {
+    return "BLAS";
+
+    GGML_UNUSED(reg);
+}
+
+static size_t ggml_backend_blas_reg_get_device_count(ggml_backend_reg_t reg) {
+    return 1;
+
+    GGML_UNUSED(reg);
+}
+
+static ggml_backend_dev_t ggml_backend_blas_reg_get_device(ggml_backend_reg_t reg, size_t index) {
+    GGML_ASSERT(index == 0);
+
+    static ggml_backend_device ggml_backend_blas_device = {
+        /* .iface   = */ ggml_backend_blas_device_i,
+        /* .reg     = */ reg,
+        /* .context = */ nullptr,
+    };
+
+    return &ggml_backend_blas_device;
+
+    GGML_UNUSED(reg);
+    GGML_UNUSED(index);
+}
+
+static void * ggml_backend_blas_get_proc_address(ggml_backend_reg_t reg, const char * name) {
+    if (std::strcmp(name, "ggml_backend_set_n_threads") == 0) {
+        return (void *)ggml_backend_blas_set_n_threads;
+    }
+    return NULL;
+
+    GGML_UNUSED(reg);
+    GGML_UNUSED(name);
+}
+
+static const struct ggml_backend_reg_i ggml_backend_blas_reg_i = {
+    /* .get_name         = */ ggml_backend_blas_reg_get_name,
+    /* .get_device_count = */ ggml_backend_blas_reg_get_device_count,
+    /* .get_device       = */ ggml_backend_blas_reg_get_device,
+    /* .get_proc_address = */ ggml_backend_blas_get_proc_address,
+};
+
+ggml_backend_reg_t ggml_backend_blas_reg(void) {
+    static struct ggml_backend_reg ggml_backend_blas_reg = {
+        /* .api_version = */ GGML_BACKEND_API_VERSION,
+        /* .iface       = */ ggml_backend_blas_reg_i,
+        /* .context     = */ NULL,
+    };
+
+    return &ggml_backend_blas_reg;
+}
+
+GGML_BACKEND_DL_IMPL(ggml_backend_blas_reg)
diff --git a/ml/backend/ggml/ggml/src/ggml-common.h b/ml/backend/ggml/ggml/src/ggml-common.h
new file mode 100644
index 0000000..086c822
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-common.h
@@ -0,0 +1,1857 @@
+#ifndef GGML_COMMON_DECL
+
+#if defined(GGML_COMMON_DECL_C)
+#include <stdint.h>
+
+typedef uint16_t ggml_half;
+typedef uint32_t ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_CPP)
+#include <cstdint>
+
+typedef uint16_t ggml_half;
+typedef uint32_t ggml_half2;
+
+// std-c++ allow anonymous unions but some compiler warn on it
+#define GGML_COMMON_AGGR_U data
+// std-c++ do not allow it.
+#define GGML_COMMON_AGGR_S data
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_METAL)
+#include <metal_stdlib>
+
+typedef half  ggml_half;
+typedef half2 ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_CUDA)
+#if defined(GGML_COMMON_DECL_MUSA)
+#include <musa_fp16.h>
+#else
+#include <cuda_fp16.h>
+#endif
+#include <cstdint>
+
+typedef half  ggml_half;
+typedef half2 ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S data
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_HIP)
+#include <hip/hip_fp16.h>
+#include <cstdint>
+
+typedef half  ggml_half;
+typedef half2 ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S data
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_SYCL)
+#include <sycl/half_type.hpp>
+#include <cstdint>
+
+typedef sycl::half  ggml_half;
+typedef sycl::half2 ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S data
+
+#define GGML_COMMON_DECL
+#endif
+
+#if defined(GGML_COMMON_DECL)
+
+#ifndef __cplusplus
+#ifndef static_assert
+#if defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 201100L)
+#define static_assert(cond, msg) _Static_assert(cond, msg)
+#else
+#define static_assert(cond, msg) struct global_scope_noop_trick
+#endif
+#endif
+#endif // __cplusplus
+
+// QK = number of values after dequantization
+// QK_K = super-block size
+
+#define QK_K 256
+#define K_SCALE_SIZE 12
+
+#if defined(GGML_COMMON_DECL_CUDA) || defined(GGML_COMMON_DECL_HIP) || defined(GGML_COMMON_DECL_SYCL)
+// QR = QK / number of values before dequantization
+// QI = number of 32 bit integers before dequantization
+
+#define QI4_0 (QK4_0 / (4 * QR4_0))
+#define QR4_0 2
+
+#define QI4_1 (QK4_1 / (4 * QR4_1))
+#define QR4_1 2
+
+#define QI5_0 (QK5_0 / (4 * QR5_0))
+#define QR5_0 2
+
+#define QI5_1 (QK5_1 / (4 * QR5_1))
+#define QR5_1 2
+
+#define QI8_0 (QK8_0 / (4 * QR8_0))
+#define QR8_0 1
+
+#define QI8_1 (QK8_1 / (4 * QR8_1))
+#define QR8_1 1
+
+#define QI2_K (QK_K / (4*QR2_K))
+#define QR2_K 4
+
+#define QI3_K (QK_K / (4*QR3_K))
+#define QR3_K 4
+
+#define QI4_K (QK_K / (4*QR4_K))
+#define QR4_K 2
+
+#define QI5_K (QK_K / (4*QR5_K))
+#define QR5_K 2
+
+#define QI6_K (QK_K / (4*QR6_K))
+#define QR6_K 2
+
+#define QI2_XXS (QK_K / (4*QR2_XXS))
+#define QR2_XXS 4
+
+#define QI2_XS (QK_K / (4*QR2_XS))
+#define QR2_XS 4
+
+#define QI2_S (QK_K / (4*QR2_S))
+#define QR2_S 4
+
+#define QI3_XXS (QK_K / (4*QR3_XXS))
+#define QR3_XXS 4
+
+#define QI3_XS (QK_K / (4*QR3_XS))
+#define QR3_XS 4
+
+#define QI1_S (QK_K / (4*QR1_S))
+#define QR1_S 8
+
+#define QI1_M (QK_K / (4*QR1_M))
+#define QR1_M 8
+
+#define QI4_NL (QK4_NL / (4*QR4_NL))
+#define QR4_NL 2
+
+#define QI4_XS (QK_K / (4*QR4_XS))
+#define QR4_XS 2
+
+#define QI3_S (QK_K / (4*QR3_S))
+#define QR3_S 4
+
+#endif // GGML_COMMON_DECL_CUDA || GGML_COMMON_DECL_HIP
+
+#ifdef _MSC_VER
+#define GGML_EXTENSION
+#else // _MSC_VER
+#define GGML_EXTENSION __extension__
+#endif // _MSC_VER
+
+#define QK4_0 32
+typedef struct {
+    ggml_half d;           // delta
+    uint8_t qs[QK4_0 / 2]; // nibbles / quants
+} block_q4_0;
+static_assert(sizeof(block_q4_0) == sizeof(ggml_half) + QK4_0 / 2, "wrong q4_0 block size/padding");
+
+#define QK4_1 32
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d; // delta
+            ggml_half m; // min
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+    uint8_t qs[QK4_1 / 2]; // nibbles / quants
+} block_q4_1;
+static_assert(sizeof(block_q4_1) == 2 * sizeof(ggml_half) + QK4_1 / 2, "wrong q4_1 block size/padding");
+
+#define QK5_0 32
+typedef struct {
+    ggml_half d;           // delta
+    uint8_t qh[4];         // 5-th bit of quants
+    uint8_t qs[QK5_0 / 2]; // nibbles / quants
+} block_q5_0;
+static_assert(sizeof(block_q5_0) == sizeof(ggml_half) + sizeof(uint32_t) + QK5_0 / 2, "wrong q5_0 block size/padding");
+
+#define QK5_1 32
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d; // delta
+            ggml_half m; // min
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+    uint8_t qh[4];         // 5-th bit of quants
+    uint8_t qs[QK5_1 / 2]; // nibbles / quants
+} block_q5_1;
+static_assert(sizeof(block_q5_1) == 2 * sizeof(ggml_half) + sizeof(uint32_t) + QK5_1 / 2, "wrong q5_1 block size/padding");
+
+#define QK8_0 32
+typedef struct {
+    ggml_half d;       // delta
+    int8_t  qs[QK8_0]; // quants
+} block_q8_0;
+static_assert(sizeof(block_q8_0) == sizeof(ggml_half) + QK8_0, "wrong q8_0 block size/padding");
+
+#define QK8_1 32
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d; // delta
+            ggml_half s; // d * sum(qs[i])
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 ds;
+    } GGML_COMMON_AGGR_U;
+    int8_t qs[QK8_1]; // quants
+} block_q8_1;
+static_assert(sizeof(block_q8_1) == 2*sizeof(ggml_half) + QK8_1, "wrong q8_1 block size/padding");
+
+//
+// Ternary quantization
+//
+
+// 1.6875 bpw
+typedef struct {
+    uint8_t qs[(QK_K - 4 * QK_K / 64) / 5]; // 5 elements per byte (3^5 = 243 < 256)
+    uint8_t qh[QK_K/64]; // 4 elements per byte
+    ggml_half d;
+} block_tq1_0;
+static_assert(sizeof(block_tq1_0) == sizeof(ggml_half) + QK_K / 64 + (QK_K - 4 * QK_K / 64) / 5, "wrong tq1_0 block size/padding");
+
+// 2.0625 bpw
+typedef struct {
+    uint8_t qs[QK_K/4]; // 2 bits per element
+    ggml_half d;
+} block_tq2_0;
+static_assert(sizeof(block_tq2_0) == sizeof(ggml_half) + QK_K / 4, "wrong tq2_0 block size/padding");
+
+//
+// Super-block quantization structures
+//
+
+// 2-bit quantization
+// weight is represented as x = a * q + b
+// 16 blocks of 16 elements each
+// Effectively 2.625 bits per weight
+typedef struct {
+    uint8_t scales[QK_K/16]; // scales and mins, quantized with 4 bits
+    uint8_t qs[QK_K/4];      // quants
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d;    // super-block scale for quantized scales
+            ggml_half dmin; // super-block scale for quantized mins
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+} block_q2_K;
+static_assert(sizeof(block_q2_K) == 2*sizeof(ggml_half) + QK_K/16 + QK_K/4, "wrong q2_K block size/padding");
+
+// 3-bit quantization
+// weight is represented as x = a * q
+// 16 blocks of 16 elements each
+// Effectively 3.4375 bits per weight
+typedef struct {
+    uint8_t hmask[QK_K/8]; // quants - high bit
+    uint8_t qs[QK_K/4];    // quants - low 2 bits
+    uint8_t scales[12];    // scales, quantized with 6 bits
+    ggml_half d;           // super-block scale
+} block_q3_K;
+static_assert(sizeof(block_q3_K) == sizeof(ggml_half) + QK_K / 4 + QK_K / 8 + 12, "wrong q3_K block size/padding");
+
+// 4-bit quantization
+// 8 blocks of 32 elements each
+// weight is represented as x = a * q + b
+// Effectively 4.5 bits per weight
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d;    // super-block scale for quantized scales
+            ggml_half dmin; // super-block scale for quantized mins
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+    uint8_t scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits
+    uint8_t qs[QK_K/2];           // 4--bit quants
+} block_q4_K;
+static_assert(sizeof(block_q4_K) == 2*sizeof(ggml_half) + K_SCALE_SIZE + QK_K/2, "wrong q4_K block size/padding");
+
+// 5-bit quantization
+// 8 blocks of 32 elements each
+// weight is represented as x = a * q + b
+// Effectively 5.5 bits per weight
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d;    // super-block scale for quantized scales
+            ggml_half dmin; // super-block scale for quantized mins
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+    uint8_t scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits
+    uint8_t qh[QK_K/8];           // quants, high bit
+    uint8_t qs[QK_K/2];           // quants, low 4 bits
+} block_q5_K;
+static_assert(sizeof(block_q5_K) == 2*sizeof(ggml_half) + K_SCALE_SIZE + QK_K/2 + QK_K/8, "wrong q5_K block size/padding");
+
+// 6-bit quantization
+// weight is represented as x = a * q
+// 16 blocks of 16 elements each
+// Effectively 6.5625 bits per weight
+typedef struct {
+    uint8_t ql[QK_K/2];      // quants, lower 4 bits
+    uint8_t qh[QK_K/4];      // quants, upper 2 bits
+    int8_t  scales[QK_K/16]; // scales, quantized with 8 bits
+    ggml_half d;             // super-block scale
+} block_q6_K;
+static_assert(sizeof(block_q6_K) == sizeof(ggml_half) + QK_K / 16 + 3*QK_K/4, "wrong q6_K block size/padding");
+
+// This is only used for intermediate quantization and dot products
+typedef struct {
+    float   d;              // delta
+    int8_t  qs[QK_K];       // quants
+    int16_t bsums[QK_K/16]; // sum of quants in groups of 16
+} block_q8_K;
+static_assert(sizeof(block_q8_K) == sizeof(float) + QK_K + QK_K/16*sizeof(int16_t), "wrong q8_K block size/padding");
+
+// (Almost) "true" 2-bit quantization.
+// Due to the need to use blocks as per ggml design, it ends up using
+// 2.0625 bpw because of the 16-bit scale for each block of 256.
+typedef struct {
+    ggml_half d;
+    uint16_t qs[QK_K/8];
+} block_iq2_xxs;
+static_assert(sizeof(block_iq2_xxs) == sizeof(ggml_half) + QK_K/8*sizeof(uint16_t), "wrong iq2_xxs block size/padding");
+
+// 2.3125 bpw quants
+typedef struct {
+    ggml_half d;
+    uint16_t qs[QK_K/8];
+    uint8_t  scales[QK_K/32];
+} block_iq2_xs;
+static_assert(sizeof(block_iq2_xs) == sizeof(ggml_half) + QK_K/8*sizeof(uint16_t) + QK_K/32, "wrong iq2_xs block size/padding");
+
+// 2.5625 bpw quants
+typedef struct {
+    ggml_half d;
+    uint8_t qs[QK_K/4];
+    uint8_t qh[QK_K/32];
+    uint8_t scales[QK_K/32];
+} block_iq2_s;
+static_assert(sizeof(block_iq2_s) == sizeof(ggml_half) + QK_K/4 + QK_K/16, "wrong iq2_s block size/padding");
+
+// (Almost) "true" 3-bit quantization.
+// Due to the need to use blocks as per ggml design, it ends up using
+// 3.0625 bpw because of the 16-bit scale for each block of 256.
+typedef struct {
+    ggml_half d;
+    uint8_t qs[3*QK_K/8];
+} block_iq3_xxs;
+static_assert(sizeof(block_iq3_xxs) == sizeof(ggml_half) + 3*(QK_K/8), "wrong iq3_xxs block size/padding");
+
+// 3.4375 bpw
+#define IQ3S_N_SCALE QK_K/64
+typedef struct {
+    ggml_half d;
+    uint8_t qs[QK_K/4];
+    uint8_t qh[QK_K/32];
+    uint8_t signs[QK_K/8];
+    uint8_t scales[IQ3S_N_SCALE];
+} block_iq3_s;
+static_assert(sizeof(block_iq3_s) == sizeof(ggml_half) + 13*(QK_K/32) + IQ3S_N_SCALE, "wrong iq3_s block size/padding");
+
+// 1.5625 bpw
+typedef struct {
+    ggml_half d;
+    uint8_t  qs[QK_K/8];
+    uint16_t qh[QK_K/32];
+} block_iq1_s;
+static_assert(sizeof(block_iq1_s) == sizeof(ggml_half) + QK_K/8 + QK_K/16, "wrong iq1_s block size/padding");
+
+// 1.75 bpw
+typedef struct {
+    uint8_t  qs[QK_K/8];      // grid index, low 8 bits
+    uint8_t  qh[QK_K/16];     // grid index, high 3 bits + grid shift bit (for two groups of 8)
+    uint8_t  scales[QK_K/32]; // 3-bit block scales (4-bit if QK_K == 64)
+} block_iq1_m;
+static_assert(sizeof(block_iq1_m) == QK_K/8 + QK_K/16 + QK_K/32, "wrong iq1_m block size/padding");
+
+// Used by IQ1_M quants
+typedef union {
+    ggml_half f16;
+    uint16_t  u16;
+} iq1m_scale_t;
+
+// Non-linear quants
+#define QK4_NL 32
+typedef struct {
+    ggml_half d;
+    uint8_t qs[QK4_NL/2];
+} block_iq4_nl;
+static_assert(sizeof(block_iq4_nl) == sizeof(ggml_half) + QK4_NL/2, "wrong iq4_nl block size/padding");
+
+typedef struct {
+    ggml_half d;
+    uint16_t scales_h;
+    uint8_t  scales_l[QK_K/64];
+    uint8_t  qs[QK_K/2];
+} block_iq4_xs;
+static_assert(sizeof(block_iq4_xs) == sizeof(ggml_half) + sizeof(uint16_t) + QK_K/64 + QK_K/2, "wrong iq4_xs block size/padding");
+
+#endif // GGML_COMMON_DECL
+#endif // GGML_COMMON_DECL
+
+////////////////////////////////////////////////////////////////////////////////
+
+#ifndef GGML_COMMON_IMPL
+
+#if defined(GGML_COMMON_IMPL_C)
+#include <stdint.h>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#elif defined(GGML_COMMON_IMPL_CPP)
+#include <cstdint>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#elif defined(GGML_COMMON_IMPL_METAL)
+#include <metal_stdlib>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const constant type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#elif defined(GGML_COMMON_IMPL_CUDA) || defined(GGML_COMMON_IMPL_HIP) || defined(GGML_COMMON_IMPL_MUSA)
+#include <cstdint>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const __device__ type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#elif defined(GGML_COMMON_IMPL_SYCL)
+
+#include <cstdint>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#endif
+
+#if defined(GGML_COMMON_IMPL)
+
+GGML_TABLE_BEGIN(uint8_t, kmask_iq2xs, 8)
+    1, 2, 4, 8, 16, 32, 64, 128
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint8_t, ksigns_iq2xs, 128)
+      0, 129, 130,   3, 132,   5,   6, 135, 136,   9,  10, 139,  12, 141, 142,  15,
+    144,  17,  18, 147,  20, 149, 150,  23,  24, 153, 154,  27, 156,  29,  30, 159,
+    160,  33,  34, 163,  36, 165, 166,  39,  40, 169, 170,  43, 172,  45,  46, 175,
+     48, 177, 178,  51, 180,  53,  54, 183, 184,  57,  58, 187,  60, 189, 190,  63,
+    192,  65,  66, 195,  68, 197, 198,  71,  72, 201, 202,  75, 204,  77,  78, 207,
+     80, 209, 210,  83, 212,  85,  86, 215, 216,  89,  90, 219,  92, 221, 222,  95,
+     96, 225, 226,  99, 228, 101, 102, 231, 232, 105, 106, 235, 108, 237, 238, 111,
+    240, 113, 114, 243, 116, 245, 246, 119, 120, 249, 250, 123, 252, 125, 126, 255,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint64_t, ksigns64, 128)
+    0x0000000000000000, 0xff000000000000ff, 0xff0000000000ff00, 0x000000000000ffff,
+    0xff00000000ff0000, 0x0000000000ff00ff, 0x0000000000ffff00, 0xff00000000ffffff,
+    0xff000000ff000000, 0x00000000ff0000ff, 0x00000000ff00ff00, 0xff000000ff00ffff,
+    0x00000000ffff0000, 0xff000000ffff00ff, 0xff000000ffffff00, 0x00000000ffffffff,
+    0xff0000ff00000000, 0x000000ff000000ff, 0x000000ff0000ff00, 0xff0000ff0000ffff,
+    0x000000ff00ff0000, 0xff0000ff00ff00ff, 0xff0000ff00ffff00, 0x000000ff00ffffff,
+    0x000000ffff000000, 0xff0000ffff0000ff, 0xff0000ffff00ff00, 0x000000ffff00ffff,
+    0xff0000ffffff0000, 0x000000ffffff00ff, 0x000000ffffffff00, 0xff0000ffffffffff,
+    0xff00ff0000000000, 0x0000ff00000000ff, 0x0000ff000000ff00, 0xff00ff000000ffff,
+    0x0000ff0000ff0000, 0xff00ff0000ff00ff, 0xff00ff0000ffff00, 0x0000ff0000ffffff,
+    0x0000ff00ff000000, 0xff00ff00ff0000ff, 0xff00ff00ff00ff00, 0x0000ff00ff00ffff,
+    0xff00ff00ffff0000, 0x0000ff00ffff00ff, 0x0000ff00ffffff00, 0xff00ff00ffffffff,
+    0x0000ffff00000000, 0xff00ffff000000ff, 0xff00ffff0000ff00, 0x0000ffff0000ffff,
+    0xff00ffff00ff0000, 0x0000ffff00ff00ff, 0x0000ffff00ffff00, 0xff00ffff00ffffff,
+    0xff00ffffff000000, 0x0000ffffff0000ff, 0x0000ffffff00ff00, 0xff00ffffff00ffff,
+    0x0000ffffffff0000, 0xff00ffffffff00ff, 0xff00ffffffffff00, 0x0000ffffffffffff,
+    0xffff000000000000, 0x00ff0000000000ff, 0x00ff00000000ff00, 0xffff00000000ffff,
+    0x00ff000000ff0000, 0xffff000000ff00ff, 0xffff000000ffff00, 0x00ff000000ffffff,
+    0x00ff0000ff000000, 0xffff0000ff0000ff, 0xffff0000ff00ff00, 0x00ff0000ff00ffff,
+    0xffff0000ffff0000, 0x00ff0000ffff00ff, 0x00ff0000ffffff00, 0xffff0000ffffffff,
+    0x00ff00ff00000000, 0xffff00ff000000ff, 0xffff00ff0000ff00, 0x00ff00ff0000ffff,
+    0xffff00ff00ff0000, 0x00ff00ff00ff00ff, 0x00ff00ff00ffff00, 0xffff00ff00ffffff,
+    0xffff00ffff000000, 0x00ff00ffff0000ff, 0x00ff00ffff00ff00, 0xffff00ffff00ffff,
+    0x00ff00ffffff0000, 0xffff00ffffff00ff, 0xffff00ffffffff00, 0x00ff00ffffffffff,
+    0x00ffff0000000000, 0xffffff00000000ff, 0xffffff000000ff00, 0x00ffff000000ffff,
+    0xffffff0000ff0000, 0x00ffff0000ff00ff, 0x00ffff0000ffff00, 0xffffff0000ffffff,
+    0xffffff00ff000000, 0x00ffff00ff0000ff, 0x00ffff00ff00ff00, 0xffffff00ff00ffff,
+    0x00ffff00ffff0000, 0xffffff00ffff00ff, 0xffffff00ffffff00, 0x00ffff00ffffffff,
+    0xffffffff00000000, 0x00ffffff000000ff, 0x00ffffff0000ff00, 0xffffffff0000ffff,
+    0x00ffffff00ff0000, 0xffffffff00ff00ff, 0xffffffff00ffff00, 0x00ffffff00ffffff,
+    0x00ffffffff000000, 0xffffffffff0000ff, 0xffffffffff00ff00, 0x00ffffffff00ffff,
+    0xffffffffffff0000, 0x00ffffffffff00ff, 0x00ffffffffffff00, 0xffffffffffffffff,
+GGML_TABLE_END()
+
+
+GGML_TABLE_BEGIN(uint64_t, iq2xxs_grid, 256)
+    0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08,
+    0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x08080808082b0808,
+    0x08080808082b082b, 0x08080808082b2b08, 0x08080808082b2b2b, 0x0808080819080819,
+    0x0808080819081908, 0x0808080819190808, 0x0808080819192b08, 0x08080808192b0819,
+    0x08080808192b1908, 0x080808082b080808, 0x080808082b08082b, 0x080808082b082b2b,
+    0x080808082b2b082b, 0x0808081908080819, 0x0808081908081908, 0x0808081908190808,
+    0x0808081908191919, 0x0808081919080808, 0x080808192b081908, 0x080808192b192b08,
+    0x0808082b08080808, 0x0808082b0808082b, 0x0808082b082b082b, 0x0808082b2b08082b,
+    0x0808190808080819, 0x0808190808081908, 0x0808190808190808, 0x08081908082b0819,
+    0x08081908082b1908, 0x0808190819080808, 0x080819081908082b, 0x0808190819082b08,
+    0x08081908192b0808, 0x080819082b080819, 0x080819082b081908, 0x080819082b190808,
+    0x080819082b2b1908, 0x0808191908080808, 0x080819190808082b, 0x0808191908082b08,
+    0x08081919082b0808, 0x080819191908192b, 0x08081919192b2b19, 0x080819192b080808,
+    0x080819192b190819, 0x0808192b08082b19, 0x0808192b08190808, 0x0808192b19080808,
+    0x0808192b2b081908, 0x0808192b2b2b1908, 0x08082b0808080808, 0x08082b0808081919,
+    0x08082b0808082b08, 0x08082b0808191908, 0x08082b08082b2b08, 0x08082b0819080819,
+    0x08082b0819081908, 0x08082b0819190808, 0x08082b081919082b, 0x08082b082b082b08,
+    0x08082b1908081908, 0x08082b1919080808, 0x08082b2b0808082b, 0x08082b2b08191908,
+    0x0819080808080819, 0x0819080808081908, 0x0819080808190808, 0x08190808082b0819,
+    0x0819080819080808, 0x08190808192b0808, 0x081908082b081908, 0x081908082b190808,
+    0x081908082b191919, 0x0819081908080808, 0x0819081908082b08, 0x08190819082b0808,
+    0x0819081919190808, 0x0819081919192b2b, 0x081908192b080808, 0x0819082b082b1908,
+    0x0819082b19081919, 0x0819190808080808, 0x0819190808082b08, 0x08191908082b0808,
+    0x08191908082b1919, 0x0819190819082b19, 0x081919082b080808, 0x0819191908192b08,
+    0x08191919192b082b, 0x0819192b08080808, 0x0819192b0819192b, 0x08192b0808080819,
+    0x08192b0808081908, 0x08192b0808190808, 0x08192b0819080808, 0x08192b082b080819,
+    0x08192b1908080808, 0x08192b1908081919, 0x08192b192b2b0808, 0x08192b2b19190819,
+    0x082b080808080808, 0x082b08080808082b, 0x082b080808082b2b, 0x082b080819081908,
+    0x082b0808192b0819, 0x082b08082b080808, 0x082b08082b08082b, 0x082b0819082b2b19,
+    0x082b081919082b08, 0x082b082b08080808, 0x082b082b0808082b, 0x082b190808080819,
+    0x082b190808081908, 0x082b190808190808, 0x082b190819080808, 0x082b19081919192b,
+    0x082b191908080808, 0x082b191919080819, 0x082b1919192b1908, 0x082b192b2b190808,
+    0x082b2b0808082b08, 0x082b2b08082b0808, 0x082b2b082b191908, 0x082b2b2b19081908,
+    0x1908080808080819, 0x1908080808081908, 0x1908080808190808, 0x1908080808192b08,
+    0x19080808082b0819, 0x19080808082b1908, 0x1908080819080808, 0x1908080819082b08,
+    0x190808081919192b, 0x19080808192b0808, 0x190808082b080819, 0x190808082b081908,
+    0x190808082b190808, 0x1908081908080808, 0x19080819082b0808, 0x19080819192b0819,
+    0x190808192b080808, 0x190808192b081919, 0x1908082b08080819, 0x1908082b08190808,
+    0x1908082b19082b08, 0x1908082b1919192b, 0x1908082b192b2b08, 0x1908190808080808,
+    0x1908190808082b08, 0x19081908082b0808, 0x190819082b080808, 0x190819082b192b19,
+    0x190819190819082b, 0x19081919082b1908, 0x1908192b08080808, 0x19082b0808080819,
+    0x19082b0808081908, 0x19082b0808190808, 0x19082b0819080808, 0x19082b0819081919,
+    0x19082b1908080808, 0x19082b1919192b08, 0x19082b19192b0819, 0x19082b192b08082b,
+    0x19082b2b19081919, 0x19082b2b2b190808, 0x1919080808080808, 0x1919080808082b08,
+    0x1919080808190819, 0x1919080808192b19, 0x19190808082b0808, 0x191908082b080808,
+    0x191908082b082b08, 0x1919081908081908, 0x191908191908082b, 0x191908192b2b1908,
+    0x1919082b2b190819, 0x191919082b190808, 0x191919082b19082b, 0x1919191908082b2b,
+    0x1919192b08080819, 0x1919192b19191908, 0x19192b0808080808, 0x19192b0808190819,
+    0x19192b0808192b19, 0x19192b08192b1908, 0x19192b1919080808, 0x19192b2b08082b08,
+    0x192b080808081908, 0x192b080808190808, 0x192b080819080808, 0x192b0808192b2b08,
+    0x192b081908080808, 0x192b081919191919, 0x192b082b08192b08, 0x192b082b192b0808,
+    0x192b190808080808, 0x192b190808081919, 0x192b191908190808, 0x192b19190819082b,
+    0x192b19192b081908, 0x192b2b081908082b, 0x2b08080808080808, 0x2b0808080808082b,
+    0x2b08080808082b2b, 0x2b08080819080819, 0x2b0808082b08082b, 0x2b08081908081908,
+    0x2b08081908192b08, 0x2b08081919080808, 0x2b08082b08190819, 0x2b08190808080819,
+    0x2b08190808081908, 0x2b08190808190808, 0x2b08190808191919, 0x2b08190819080808,
+    0x2b081908192b0808, 0x2b08191908080808, 0x2b0819191908192b, 0x2b0819192b191908,
+    0x2b08192b08082b19, 0x2b08192b19080808, 0x2b08192b192b0808, 0x2b082b080808082b,
+    0x2b082b1908081908, 0x2b082b2b08190819, 0x2b19080808081908, 0x2b19080808190808,
+    0x2b190808082b1908, 0x2b19080819080808, 0x2b1908082b2b0819, 0x2b1908190819192b,
+    0x2b1908192b080808, 0x2b19082b19081919, 0x2b19190808080808, 0x2b191908082b082b,
+    0x2b19190819081908, 0x2b19191919190819, 0x2b192b082b080819, 0x2b192b19082b0808,
+    0x2b2b08080808082b, 0x2b2b080819190808, 0x2b2b08082b081919, 0x2b2b081908082b19,
+    0x2b2b082b08080808, 0x2b2b190808192b08, 0x2b2b2b0819190808, 0x2b2b2b1908081908,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint64_t, iq2xs_grid, 512)
+    0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08,
+    0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x080808080819192b,
+    0x0808080808192b19, 0x08080808082b0808, 0x08080808082b082b, 0x08080808082b1919,
+    0x08080808082b2b08, 0x0808080819080819, 0x0808080819081908, 0x080808081908192b,
+    0x0808080819082b19, 0x0808080819190808, 0x080808081919082b, 0x0808080819191919,
+    0x0808080819192b08, 0x08080808192b0819, 0x08080808192b1908, 0x080808082b080808,
+    0x080808082b08082b, 0x080808082b081919, 0x080808082b082b08, 0x080808082b190819,
+    0x080808082b191908, 0x080808082b192b19, 0x080808082b2b0808, 0x0808081908080819,
+    0x0808081908081908, 0x080808190808192b, 0x0808081908082b19, 0x0808081908190808,
+    0x080808190819082b, 0x0808081908191919, 0x0808081908192b08, 0x0808081908192b2b,
+    0x08080819082b0819, 0x08080819082b1908, 0x0808081919080808, 0x080808191908082b,
+    0x0808081919081919, 0x0808081919082b08, 0x0808081919190819, 0x0808081919191908,
+    0x08080819192b0808, 0x08080819192b2b08, 0x080808192b080819, 0x080808192b081908,
+    0x080808192b190808, 0x0808082b08080808, 0x0808082b0808082b, 0x0808082b08081919,
+    0x0808082b08082b08, 0x0808082b08190819, 0x0808082b08191908, 0x0808082b082b0808,
+    0x0808082b19080819, 0x0808082b19081908, 0x0808082b19190808, 0x0808082b19191919,
+    0x0808082b2b080808, 0x0808082b2b082b2b, 0x0808190808080819, 0x0808190808081908,
+    0x080819080808192b, 0x0808190808082b19, 0x0808190808190808, 0x080819080819082b,
+    0x0808190808191919, 0x0808190808192b08, 0x08081908082b0819, 0x08081908082b1908,
+    0x0808190819080808, 0x080819081908082b, 0x0808190819081919, 0x0808190819082b08,
+    0x0808190819190819, 0x0808190819191908, 0x080819081919192b, 0x08081908192b0808,
+    0x080819082b080819, 0x080819082b081908, 0x080819082b190808, 0x0808191908080808,
+    0x080819190808082b, 0x0808191908081919, 0x0808191908082b08, 0x0808191908190819,
+    0x0808191908191908, 0x08081919082b0808, 0x0808191919080819, 0x0808191919081908,
+    0x0808191919190808, 0x08081919192b0819, 0x080819192b080808, 0x0808192b08080819,
+    0x0808192b08081908, 0x0808192b08190808, 0x0808192b082b192b, 0x0808192b19080808,
+    0x0808192b1908082b, 0x0808192b2b081908, 0x08082b0808080808, 0x08082b080808082b,
+    0x08082b0808081919, 0x08082b0808082b08, 0x08082b0808082b2b, 0x08082b0808190819,
+    0x08082b0808191908, 0x08082b08082b0808, 0x08082b08082b1919, 0x08082b0819080819,
+    0x08082b0819081908, 0x08082b0819190808, 0x08082b0819192b08, 0x08082b082b080808,
+    0x08082b082b2b0808, 0x08082b082b2b2b2b, 0x08082b1908080819, 0x08082b1908081908,
+    0x08082b1908190808, 0x08082b1919080808, 0x08082b192b080819, 0x08082b192b082b19,
+    0x08082b2b08080808, 0x08082b2b082b0808, 0x08082b2b082b2b08, 0x08082b2b2b19192b,
+    0x08082b2b2b2b0808, 0x0819080808080819, 0x0819080808081908, 0x081908080808192b,
+    0x0819080808082b19, 0x0819080808190808, 0x081908080819082b, 0x0819080808191919,
+    0x0819080808192b08, 0x08190808082b0819, 0x08190808082b1908, 0x0819080819080808,
+    0x081908081908082b, 0x0819080819081919, 0x0819080819082b08, 0x0819080819190819,
+    0x0819080819191908, 0x08190808192b0808, 0x08190808192b2b2b, 0x081908082b080819,
+    0x081908082b081908, 0x081908082b190808, 0x0819081908080808, 0x081908190808082b,
+    0x0819081908081919, 0x0819081908082b08, 0x0819081908190819, 0x0819081908191908,
+    0x08190819082b0808, 0x0819081919080819, 0x0819081919081908, 0x0819081919190808,
+    0x081908192b080808, 0x081908192b191908, 0x081908192b19192b, 0x0819082b08080819,
+    0x0819082b08081908, 0x0819082b0808192b, 0x0819082b08190808, 0x0819082b19080808,
+    0x0819082b192b0808, 0x0819190808080808, 0x081919080808082b, 0x0819190808081919,
+    0x0819190808082b08, 0x0819190808190819, 0x0819190808191908, 0x08191908082b0808,
+    0x0819190819080819, 0x0819190819081908, 0x0819190819082b19, 0x0819190819190808,
+    0x08191908192b1908, 0x081919082b080808, 0x0819191908080819, 0x0819191908081908,
+    0x0819191908190808, 0x0819191919080808, 0x0819192b08080808, 0x0819192b08191908,
+    0x0819192b19082b19, 0x08192b0808080819, 0x08192b0808081908, 0x08192b0808190808,
+    0x08192b080819082b, 0x08192b0819080808, 0x08192b0819191908, 0x08192b082b08192b,
+    0x08192b1908080808, 0x08192b1908081919, 0x08192b19192b192b, 0x08192b2b19190819,
+    0x08192b2b2b2b2b19, 0x082b080808080808, 0x082b08080808082b, 0x082b080808081919,
+    0x082b080808082b08, 0x082b080808082b2b, 0x082b080808190819, 0x082b080808191908,
+    0x082b0808082b0808, 0x082b080819080819, 0x082b080819081908, 0x082b080819190808,
+    0x082b08082b080808, 0x082b08082b2b0808, 0x082b081908080819, 0x082b081908081908,
+    0x082b081908190808, 0x082b081919080808, 0x082b081919082b08, 0x082b0819192b1919,
+    0x082b082b08080808, 0x082b082b082b082b, 0x082b082b2b080808, 0x082b082b2b2b2b08,
+    0x082b190808080819, 0x082b190808081908, 0x082b190808190808, 0x082b1908082b2b19,
+    0x082b190819080808, 0x082b191908080808, 0x082b191919080819, 0x082b19191919082b,
+    0x082b19192b192b19, 0x082b192b08080819, 0x082b192b08192b2b, 0x082b192b2b2b192b,
+    0x082b2b0808080808, 0x082b2b0808082b08, 0x082b2b0808082b2b, 0x082b2b08082b0808,
+    0x082b2b0819191919, 0x082b2b082b082b08, 0x082b2b082b2b082b, 0x082b2b19192b2b08,
+    0x082b2b192b190808, 0x082b2b2b08082b08, 0x082b2b2b082b0808, 0x082b2b2b2b08082b,
+    0x082b2b2b2b082b08, 0x082b2b2b2b082b2b, 0x1908080808080819, 0x1908080808081908,
+    0x190808080808192b, 0x1908080808082b19, 0x1908080808190808, 0x190808080819082b,
+    0x1908080808191919, 0x1908080808192b08, 0x19080808082b0819, 0x19080808082b1908,
+    0x1908080819080808, 0x190808081908082b, 0x1908080819081919, 0x1908080819082b08,
+    0x1908080819082b2b, 0x1908080819190819, 0x1908080819191908, 0x19080808192b0808,
+    0x19080808192b1919, 0x190808082b080819, 0x190808082b081908, 0x190808082b190808,
+    0x1908081908080808, 0x190808190808082b, 0x1908081908081919, 0x1908081908082b08,
+    0x1908081908190819, 0x1908081908191908, 0x19080819082b0808, 0x1908081919080819,
+    0x1908081919081908, 0x1908081919190808, 0x190808192b080808, 0x190808192b081919,
+    0x190808192b2b082b, 0x1908082b08080819, 0x1908082b08081908, 0x1908082b08190808,
+    0x1908082b0819082b, 0x1908082b082b2b19, 0x1908082b19080808, 0x1908190808080808,
+    0x190819080808082b, 0x1908190808081919, 0x1908190808082b08, 0x1908190808190819,
+    0x1908190808191908, 0x1908190808192b19, 0x19081908082b0808, 0x1908190819080819,
+    0x1908190819081908, 0x1908190819190808, 0x190819082b080808, 0x190819082b191908,
+    0x1908191908080819, 0x1908191908081908, 0x1908191908190808, 0x19081919082b1908,
+    0x1908191919080808, 0x190819192b192b2b, 0x1908192b08080808, 0x1908192b08082b2b,
+    0x1908192b19081908, 0x1908192b19190808, 0x19082b0808080819, 0x19082b0808081908,
+    0x19082b0808190808, 0x19082b0819080808, 0x19082b0819081919, 0x19082b0819191908,
+    0x19082b08192b082b, 0x19082b1908080808, 0x19082b1908190819, 0x19082b1919081908,
+    0x19082b1919190808, 0x19082b19192b2b19, 0x19082b2b08081908, 0x1919080808080808,
+    0x191908080808082b, 0x1919080808081919, 0x1919080808082b08, 0x1919080808190819,
+    0x1919080808191908, 0x19190808082b0808, 0x19190808082b2b08, 0x1919080819080819,
+    0x1919080819081908, 0x1919080819190808, 0x191908082b080808, 0x1919081908080819,
+    0x1919081908081908, 0x1919081908190808, 0x1919081908191919, 0x1919081919080808,
+    0x191908191908082b, 0x1919082b08080808, 0x1919082b19081908, 0x1919082b2b2b2b2b,
+    0x1919190808080819, 0x1919190808081908, 0x1919190808190808, 0x19191908082b0819,
+    0x1919190819080808, 0x19191908192b0808, 0x191919082b080819, 0x191919082b2b0819,
+    0x1919191908080808, 0x1919191908082b08, 0x191919192b080808, 0x191919192b082b08,
+    0x1919192b082b0819, 0x1919192b192b2b08, 0x1919192b2b2b0819, 0x19192b0808080808,
+    0x19192b0808191908, 0x19192b0819080819, 0x19192b0819190808, 0x19192b082b192b19,
+    0x19192b1908192b2b, 0x19192b1919080808, 0x19192b191908082b, 0x19192b2b2b081919,
+    0x192b080808080819, 0x192b080808081908, 0x192b080808190808, 0x192b080819080808,
+    0x192b080819191908, 0x192b0808192b082b, 0x192b08082b08192b, 0x192b08082b2b2b19,
+    0x192b081908080808, 0x192b082b082b1908, 0x192b082b19082b2b, 0x192b082b2b19082b,
+    0x192b190808080808, 0x192b19080819192b, 0x192b191908190808, 0x192b191919080808,
+    0x192b191919081919, 0x192b19192b2b1908, 0x192b2b0808080819, 0x192b2b08192b2b2b,
+    0x192b2b19082b1919, 0x192b2b2b0808192b, 0x192b2b2b19191908, 0x192b2b2b192b082b,
+    0x2b08080808080808, 0x2b0808080808082b, 0x2b08080808081919, 0x2b08080808082b08,
+    0x2b08080808190819, 0x2b08080808191908, 0x2b080808082b0808, 0x2b080808082b2b2b,
+    0x2b08080819080819, 0x2b08080819081908, 0x2b08080819190808, 0x2b0808082b080808,
+    0x2b0808082b08082b, 0x2b0808082b2b2b08, 0x2b0808082b2b2b2b, 0x2b08081908080819,
+    0x2b08081908081908, 0x2b0808190808192b, 0x2b08081908190808, 0x2b08081919080808,
+    0x2b08081919190819, 0x2b08081919192b19, 0x2b08082b08080808, 0x2b08082b082b0808,
+    0x2b08082b2b080808, 0x2b08082b2b08082b, 0x2b08082b2b2b0808, 0x2b08082b2b2b2b08,
+    0x2b08190808080819, 0x2b08190808081908, 0x2b08190808190808, 0x2b0819080819082b,
+    0x2b08190808191919, 0x2b08190819080808, 0x2b081908192b0808, 0x2b0819082b082b19,
+    0x2b08191908080808, 0x2b08191919081908, 0x2b0819192b2b1919, 0x2b08192b08192b08,
+    0x2b08192b192b2b2b, 0x2b082b0808080808, 0x2b082b0808082b08, 0x2b082b08082b1919,
+    0x2b082b0819192b2b, 0x2b082b082b080808, 0x2b082b082b08082b, 0x2b082b082b2b2b08,
+    0x2b082b190808192b, 0x2b082b2b082b082b, 0x2b082b2b2b080808, 0x2b082b2b2b082b08,
+    0x2b082b2b2b19192b, 0x2b082b2b2b2b2b08, 0x2b19080808080819, 0x2b19080808081908,
+    0x2b19080808190808, 0x2b19080819080808, 0x2b1908081919192b, 0x2b1908082b081908,
+    0x2b19081908080808, 0x2b190819082b082b, 0x2b190819192b1908, 0x2b19082b1919192b,
+    0x2b19082b2b082b19, 0x2b19190808080808, 0x2b19190808081919, 0x2b19190819081908,
+    0x2b19190819190808, 0x2b19190819192b08, 0x2b191919082b2b19, 0x2b1919192b190808,
+    0x2b1919192b19082b, 0x2b19192b19080819, 0x2b192b0819190819, 0x2b192b082b2b192b,
+    0x2b192b1919082b19, 0x2b192b2b08191919, 0x2b192b2b192b0808, 0x2b2b080808080808,
+    0x2b2b08080808082b, 0x2b2b080808082b08, 0x2b2b080808082b2b, 0x2b2b0808082b0808,
+    0x2b2b0808082b2b2b, 0x2b2b08082b2b0808, 0x2b2b081919190819, 0x2b2b081919192b19,
+    0x2b2b08192b2b192b, 0x2b2b082b08080808, 0x2b2b082b0808082b, 0x2b2b082b08082b08,
+    0x2b2b082b082b2b2b, 0x2b2b082b2b080808, 0x2b2b082b2b2b0808, 0x2b2b190819080808,
+    0x2b2b19082b191919, 0x2b2b192b192b1919, 0x2b2b192b2b192b08, 0x2b2b2b0808082b2b,
+    0x2b2b2b08082b0808, 0x2b2b2b08082b082b, 0x2b2b2b08082b2b08, 0x2b2b2b082b2b0808,
+    0x2b2b2b082b2b2b08, 0x2b2b2b1908081908, 0x2b2b2b192b081908, 0x2b2b2b192b08192b,
+    0x2b2b2b2b082b2b08, 0x2b2b2b2b082b2b2b, 0x2b2b2b2b2b190819, 0x2b2b2b2b2b2b2b2b,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint64_t, iq2s_grid, 1024)
+    0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08,
+    0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x080808080819192b,
+    0x0808080808192b19, 0x08080808082b0808, 0x08080808082b082b, 0x08080808082b1919,
+    0x08080808082b2b08, 0x0808080819080819, 0x0808080819081908, 0x080808081908192b,
+    0x0808080819082b19, 0x0808080819190808, 0x080808081919082b, 0x0808080819191919,
+    0x0808080819192b08, 0x08080808192b0819, 0x08080808192b1908, 0x08080808192b192b,
+    0x08080808192b2b19, 0x080808082b080808, 0x080808082b08082b, 0x080808082b081919,
+    0x080808082b082b08, 0x080808082b190819, 0x080808082b191908, 0x080808082b2b0808,
+    0x080808082b2b1919, 0x080808082b2b2b2b, 0x0808081908080819, 0x0808081908081908,
+    0x080808190808192b, 0x0808081908082b19, 0x0808081908190808, 0x080808190819082b,
+    0x0808081908191919, 0x0808081908192b08, 0x08080819082b0819, 0x08080819082b1908,
+    0x0808081919080808, 0x080808191908082b, 0x0808081919081919, 0x0808081919082b08,
+    0x0808081919190819, 0x0808081919191908, 0x080808191919192b, 0x0808081919192b19,
+    0x08080819192b0808, 0x08080819192b1919, 0x08080819192b2b08, 0x080808192b080819,
+    0x080808192b081908, 0x080808192b190808, 0x080808192b19082b, 0x080808192b191919,
+    0x080808192b2b0819, 0x080808192b2b1908, 0x0808082b08080808, 0x0808082b0808082b,
+    0x0808082b08081919, 0x0808082b08082b08, 0x0808082b08190819, 0x0808082b08191908,
+    0x0808082b082b0808, 0x0808082b082b2b2b, 0x0808082b19080819, 0x0808082b19081908,
+    0x0808082b1908192b, 0x0808082b19082b19, 0x0808082b19190808, 0x0808082b19191919,
+    0x0808082b2b080808, 0x0808082b2b081919, 0x0808082b2b082b2b, 0x0808082b2b191908,
+    0x0808082b2b2b082b, 0x0808190808080819, 0x0808190808081908, 0x080819080808192b,
+    0x0808190808082b19, 0x0808190808190808, 0x080819080819082b, 0x0808190808191919,
+    0x0808190808192b08, 0x08081908082b0819, 0x08081908082b1908, 0x08081908082b192b,
+    0x08081908082b2b19, 0x0808190819080808, 0x080819081908082b, 0x0808190819081919,
+    0x0808190819082b08, 0x0808190819082b2b, 0x0808190819190819, 0x0808190819191908,
+    0x080819081919192b, 0x0808190819192b19, 0x08081908192b0808, 0x08081908192b082b,
+    0x08081908192b1919, 0x080819082b080819, 0x080819082b081908, 0x080819082b08192b,
+    0x080819082b082b19, 0x080819082b190808, 0x080819082b191919, 0x080819082b192b08,
+    0x080819082b2b0819, 0x080819082b2b1908, 0x0808191908080808, 0x080819190808082b,
+    0x0808191908081919, 0x0808191908082b08, 0x0808191908082b2b, 0x0808191908190819,
+    0x0808191908191908, 0x080819190819192b, 0x0808191908192b19, 0x08081919082b0808,
+    0x08081919082b1919, 0x08081919082b2b08, 0x0808191919080819, 0x0808191919081908,
+    0x080819191908192b, 0x0808191919082b19, 0x0808191919190808, 0x080819191919082b,
+    0x0808191919191919, 0x0808191919192b08, 0x08081919192b0819, 0x08081919192b1908,
+    0x080819192b080808, 0x080819192b08082b, 0x080819192b081919, 0x080819192b082b08,
+    0x080819192b190819, 0x080819192b191908, 0x080819192b2b0808, 0x0808192b08080819,
+    0x0808192b08081908, 0x0808192b0808192b, 0x0808192b08082b19, 0x0808192b08190808,
+    0x0808192b08191919, 0x0808192b19080808, 0x0808192b19081919, 0x0808192b19082b08,
+    0x0808192b19190819, 0x0808192b19191908, 0x0808192b192b0808, 0x0808192b2b080819,
+    0x0808192b2b081908, 0x0808192b2b190808, 0x08082b0808080808, 0x08082b080808082b,
+    0x08082b0808081919, 0x08082b0808082b08, 0x08082b0808190819, 0x08082b0808191908,
+    0x08082b080819192b, 0x08082b0808192b19, 0x08082b08082b0808, 0x08082b08082b1919,
+    0x08082b08082b2b2b, 0x08082b0819080819, 0x08082b0819081908, 0x08082b081908192b,
+    0x08082b0819082b19, 0x08082b0819190808, 0x08082b081919082b, 0x08082b0819191919,
+    0x08082b0819192b08, 0x08082b08192b0819, 0x08082b08192b1908, 0x08082b082b080808,
+    0x08082b082b081919, 0x08082b082b191908, 0x08082b082b2b2b2b, 0x08082b1908080819,
+    0x08082b1908081908, 0x08082b1908190808, 0x08082b190819082b, 0x08082b1908191919,
+    0x08082b1908192b08, 0x08082b19082b0819, 0x08082b1919080808, 0x08082b1919081919,
+    0x08082b1919082b08, 0x08082b1919190819, 0x08082b1919191908, 0x08082b19192b0808,
+    0x08082b192b080819, 0x08082b192b190808, 0x08082b2b08080808, 0x08082b2b08190819,
+    0x08082b2b08191908, 0x08082b2b082b082b, 0x08082b2b082b2b08, 0x08082b2b082b2b2b,
+    0x08082b2b19190808, 0x08082b2b2b192b19, 0x0819080808080819, 0x0819080808081908,
+    0x081908080808192b, 0x0819080808082b19, 0x0819080808190808, 0x081908080819082b,
+    0x0819080808191919, 0x0819080808192b08, 0x08190808082b0819, 0x08190808082b1908,
+    0x08190808082b192b, 0x0819080819080808, 0x081908081908082b, 0x0819080819081919,
+    0x0819080819082b08, 0x0819080819190819, 0x0819080819191908, 0x081908081919192b,
+    0x0819080819192b19, 0x08190808192b0808, 0x08190808192b082b, 0x08190808192b1919,
+    0x08190808192b2b08, 0x081908082b080819, 0x081908082b081908, 0x081908082b08192b,
+    0x081908082b190808, 0x081908082b191919, 0x081908082b192b08, 0x081908082b2b0819,
+    0x081908082b2b1908, 0x0819081908080808, 0x081908190808082b, 0x0819081908081919,
+    0x0819081908082b08, 0x0819081908082b2b, 0x0819081908190819, 0x0819081908191908,
+    0x081908190819192b, 0x0819081908192b19, 0x08190819082b0808, 0x08190819082b082b,
+    0x08190819082b1919, 0x08190819082b2b08, 0x0819081919080819, 0x0819081919081908,
+    0x081908191908192b, 0x0819081919082b19, 0x0819081919190808, 0x081908191919082b,
+    0x0819081919191919, 0x0819081919192b08, 0x08190819192b0819, 0x08190819192b1908,
+    0x081908192b080808, 0x081908192b08082b, 0x081908192b081919, 0x081908192b082b08,
+    0x081908192b190819, 0x081908192b191908, 0x0819082b08080819, 0x0819082b08081908,
+    0x0819082b08082b19, 0x0819082b08190808, 0x0819082b08191919, 0x0819082b082b0819,
+    0x0819082b082b1908, 0x0819082b19080808, 0x0819082b19081919, 0x0819082b19190819,
+    0x0819082b19191908, 0x0819082b2b080819, 0x0819082b2b081908, 0x0819082b2b190808,
+    0x0819190808080808, 0x081919080808082b, 0x0819190808081919, 0x0819190808082b08,
+    0x0819190808190819, 0x0819190808191908, 0x081919080819192b, 0x0819190808192b19,
+    0x08191908082b0808, 0x08191908082b1919, 0x08191908082b2b08, 0x0819190819080819,
+    0x0819190819081908, 0x081919081908192b, 0x0819190819082b19, 0x0819190819190808,
+    0x081919081919082b, 0x0819190819191919, 0x0819190819192b08, 0x08191908192b0819,
+    0x08191908192b1908, 0x081919082b080808, 0x081919082b08082b, 0x081919082b081919,
+    0x081919082b082b08, 0x081919082b190819, 0x081919082b191908, 0x081919082b2b0808,
+    0x0819191908080819, 0x0819191908081908, 0x081919190808192b, 0x0819191908082b19,
+    0x0819191908190808, 0x081919190819082b, 0x0819191908191919, 0x0819191908192b08,
+    0x08191919082b0819, 0x08191919082b1908, 0x0819191919080808, 0x081919191908082b,
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+    0x2b2b081919080808, 0x2b2b0819192b1919, 0x2b2b082b0808082b, 0x2b2b082b08082b2b,
+    0x2b2b082b082b082b, 0x2b2b082b082b2b08, 0x2b2b082b082b2b2b, 0x2b2b082b2b08082b,
+    0x2b2b082b2b082b08, 0x2b2b082b2b082b2b, 0x2b2b082b2b2b2b08, 0x2b2b190808080819,
+    0x2b2b190808081908, 0x2b2b190808190808, 0x2b2b190819080808, 0x2b2b19082b082b19,
+    0x2b2b19082b2b1908, 0x2b2b191908080808, 0x2b2b191908192b19, 0x2b2b192b19190819,
+    0x2b2b2b0808082b2b, 0x2b2b2b08082b2b08, 0x2b2b2b082b2b082b, 0x2b2b2b1919191908,
+    0x2b2b2b192b08192b, 0x2b2b2b2b08082b08, 0x2b2b2b2b08082b2b, 0x2b2b2b2b082b0808,
+    0x2b2b2b2b082b082b, 0x2b2b2b2b082b2b08, 0x2b2b2b2b2b082b08, 0x2b2b2b2b2b2b2b2b,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint32_t, iq3xxs_grid, 256)
+    0x04040404, 0x04040414, 0x04040424, 0x04040c0c, 0x04040c1c, 0x04040c3e, 0x04041404, 0x04041414,
+    0x04041c0c, 0x04042414, 0x04043e1c, 0x04043e2c, 0x040c040c, 0x040c041c, 0x040c0c04, 0x040c0c14,
+    0x040c140c, 0x040c142c, 0x040c1c04, 0x040c1c14, 0x040c240c, 0x040c2c24, 0x040c3e04, 0x04140404,
+    0x04140414, 0x04140424, 0x04140c0c, 0x04141404, 0x04141414, 0x04141c0c, 0x04141c1c, 0x04141c3e,
+    0x04142c0c, 0x04142c3e, 0x04143e2c, 0x041c040c, 0x041c043e, 0x041c0c04, 0x041c0c14, 0x041c142c,
+    0x041c3e04, 0x04240c1c, 0x04241c3e, 0x04242424, 0x04242c3e, 0x04243e1c, 0x04243e2c, 0x042c040c,
+    0x042c043e, 0x042c1c14, 0x042c2c14, 0x04341c2c, 0x04343424, 0x043e0c04, 0x043e0c24, 0x043e0c34,
+    0x043e241c, 0x043e340c, 0x0c04040c, 0x0c04041c, 0x0c040c04, 0x0c040c14, 0x0c04140c, 0x0c04141c,
+    0x0c041c04, 0x0c041c14, 0x0c041c24, 0x0c04243e, 0x0c042c04, 0x0c0c0404, 0x0c0c0414, 0x0c0c0c0c,
+    0x0c0c1404, 0x0c0c1414, 0x0c14040c, 0x0c14041c, 0x0c140c04, 0x0c140c14, 0x0c14140c, 0x0c141c04,
+    0x0c143e14, 0x0c1c0404, 0x0c1c0414, 0x0c1c1404, 0x0c1c1c0c, 0x0c1c2434, 0x0c1c3434, 0x0c24040c,
+    0x0c24042c, 0x0c242c04, 0x0c2c1404, 0x0c2c1424, 0x0c2c2434, 0x0c2c3e0c, 0x0c34042c, 0x0c3e1414,
+    0x0c3e2404, 0x14040404, 0x14040414, 0x14040c0c, 0x14040c1c, 0x14041404, 0x14041414, 0x14041434,
+    0x14041c0c, 0x14042414, 0x140c040c, 0x140c041c, 0x140c042c, 0x140c0c04, 0x140c0c14, 0x140c140c,
+    0x140c1c04, 0x140c341c, 0x140c343e, 0x140c3e04, 0x14140404, 0x14140414, 0x14140c0c, 0x14140c3e,
+    0x14141404, 0x14141414, 0x14141c3e, 0x14142404, 0x14142c2c, 0x141c040c, 0x141c0c04, 0x141c0c24,
+    0x141c3e04, 0x141c3e24, 0x14241c2c, 0x14242c1c, 0x142c041c, 0x142c143e, 0x142c240c, 0x142c3e24,
+    0x143e040c, 0x143e041c, 0x143e0c34, 0x143e242c, 0x1c04040c, 0x1c040c04, 0x1c040c14, 0x1c04140c,
+    0x1c04141c, 0x1c042c04, 0x1c04342c, 0x1c043e14, 0x1c0c0404, 0x1c0c0414, 0x1c0c1404, 0x1c0c1c0c,
+    0x1c0c2424, 0x1c0c2434, 0x1c14040c, 0x1c14041c, 0x1c140c04, 0x1c14142c, 0x1c142c14, 0x1c143e14,
+    0x1c1c0c0c, 0x1c1c1c1c, 0x1c241c04, 0x1c24243e, 0x1c243e14, 0x1c2c0404, 0x1c2c0434, 0x1c2c1414,
+    0x1c2c2c2c, 0x1c340c24, 0x1c341c34, 0x1c34341c, 0x1c3e1c1c, 0x1c3e3404, 0x24040424, 0x24040c3e,
+    0x24041c2c, 0x24041c3e, 0x24042c1c, 0x24042c3e, 0x240c3e24, 0x24141404, 0x24141c3e, 0x24142404,
+    0x24143404, 0x24143434, 0x241c043e, 0x241c242c, 0x24240424, 0x24242c0c, 0x24243424, 0x242c142c,
+    0x242c241c, 0x242c3e04, 0x243e042c, 0x243e0c04, 0x243e0c14, 0x243e1c04, 0x2c040c14, 0x2c04240c,
+    0x2c043e04, 0x2c0c0404, 0x2c0c0434, 0x2c0c1434, 0x2c0c2c2c, 0x2c140c24, 0x2c141c14, 0x2c143e14,
+    0x2c1c0414, 0x2c1c2c1c, 0x2c240c04, 0x2c24141c, 0x2c24143e, 0x2c243e14, 0x2c2c0414, 0x2c2c1c0c,
+    0x2c342c04, 0x2c3e1424, 0x2c3e2414, 0x34041424, 0x34042424, 0x34042434, 0x34043424, 0x340c140c,
+    0x340c340c, 0x34140c3e, 0x34143424, 0x341c1c04, 0x341c1c34, 0x34242424, 0x342c042c, 0x342c2c14,
+    0x34341c1c, 0x343e041c, 0x343e140c, 0x3e04041c, 0x3e04042c, 0x3e04043e, 0x3e040c04, 0x3e041c14,
+    0x3e042c14, 0x3e0c1434, 0x3e0c2404, 0x3e140c14, 0x3e14242c, 0x3e142c14, 0x3e1c0404, 0x3e1c0c2c,
+    0x3e1c1c1c, 0x3e1c3404, 0x3e24140c, 0x3e24240c, 0x3e2c0404, 0x3e2c0414, 0x3e2c1424, 0x3e341c04,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint32_t, iq3s_grid, 512)
+    0x01010101, 0x01010103, 0x01010105, 0x0101010b, 0x0101010f, 0x01010301, 0x01010303, 0x01010305,
+    0x01010309, 0x0101030d, 0x01010501, 0x01010503, 0x0101050b, 0x01010707, 0x01010901, 0x01010905,
+    0x0101090b, 0x0101090f, 0x01010b03, 0x01010b07, 0x01010d01, 0x01010d05, 0x01010f03, 0x01010f09,
+    0x01010f0f, 0x01030101, 0x01030103, 0x01030105, 0x01030109, 0x01030301, 0x01030303, 0x0103030b,
+    0x01030501, 0x01030507, 0x0103050f, 0x01030703, 0x0103070b, 0x01030909, 0x01030d03, 0x01030d0b,
+    0x01030f05, 0x01050101, 0x01050103, 0x0105010b, 0x0105010f, 0x01050301, 0x01050307, 0x0105030d,
+    0x01050503, 0x0105050b, 0x01050701, 0x01050709, 0x01050905, 0x0105090b, 0x0105090f, 0x01050b03,
+    0x01050b07, 0x01050f01, 0x01050f07, 0x01070107, 0x01070303, 0x0107030b, 0x01070501, 0x01070505,
+    0x01070703, 0x01070707, 0x0107070d, 0x01070909, 0x01070b01, 0x01070b05, 0x01070d0f, 0x01070f03,
+    0x01070f0b, 0x01090101, 0x01090307, 0x0109030f, 0x01090503, 0x01090509, 0x01090705, 0x01090901,
+    0x01090907, 0x01090b03, 0x01090f01, 0x010b0105, 0x010b0109, 0x010b0501, 0x010b0505, 0x010b050d,
+    0x010b0707, 0x010b0903, 0x010b090b, 0x010b090f, 0x010b0d0d, 0x010b0f07, 0x010d010d, 0x010d0303,
+    0x010d0307, 0x010d0703, 0x010d0b05, 0x010d0f03, 0x010f0101, 0x010f0105, 0x010f0109, 0x010f0501,
+    0x010f0505, 0x010f050d, 0x010f0707, 0x010f0b01, 0x010f0b09, 0x03010101, 0x03010103, 0x03010105,
+    0x03010109, 0x03010301, 0x03010303, 0x03010307, 0x0301030b, 0x0301030f, 0x03010501, 0x03010505,
+    0x03010703, 0x03010709, 0x0301070d, 0x03010b09, 0x03010b0d, 0x03010d03, 0x03010f05, 0x03030101,
+    0x03030103, 0x03030107, 0x0303010d, 0x03030301, 0x03030309, 0x03030503, 0x03030701, 0x03030707,
+    0x03030903, 0x03030b01, 0x03030b05, 0x03030f01, 0x03030f0d, 0x03050101, 0x03050305, 0x0305030b,
+    0x0305030f, 0x03050501, 0x03050509, 0x03050705, 0x03050901, 0x03050907, 0x03050b0b, 0x03050d01,
+    0x03050f05, 0x03070103, 0x03070109, 0x0307010f, 0x03070301, 0x03070307, 0x03070503, 0x0307050f,
+    0x03070701, 0x03070709, 0x03070903, 0x03070d05, 0x03070f01, 0x03090107, 0x0309010b, 0x03090305,
+    0x03090309, 0x03090703, 0x03090707, 0x03090905, 0x0309090d, 0x03090b01, 0x03090b09, 0x030b0103,
+    0x030b0301, 0x030b0307, 0x030b0503, 0x030b0701, 0x030b0705, 0x030b0b03, 0x030d0501, 0x030d0509,
+    0x030d050f, 0x030d0909, 0x030d090d, 0x030f0103, 0x030f0107, 0x030f0301, 0x030f0305, 0x030f0503,
+    0x030f070b, 0x030f0903, 0x030f0d05, 0x030f0f01, 0x05010101, 0x05010103, 0x05010107, 0x0501010b,
+    0x0501010f, 0x05010301, 0x05010305, 0x05010309, 0x0501030d, 0x05010503, 0x05010507, 0x0501050f,
+    0x05010701, 0x05010705, 0x05010903, 0x05010907, 0x0501090b, 0x05010b01, 0x05010b05, 0x05010d0f,
+    0x05010f01, 0x05010f07, 0x05010f0b, 0x05030101, 0x05030105, 0x05030301, 0x05030307, 0x0503030f,
+    0x05030505, 0x0503050b, 0x05030703, 0x05030709, 0x05030905, 0x05030b03, 0x05050103, 0x05050109,
+    0x0505010f, 0x05050503, 0x05050507, 0x05050701, 0x0505070f, 0x05050903, 0x05050b07, 0x05050b0f,
+    0x05050f03, 0x05050f09, 0x05070101, 0x05070105, 0x0507010b, 0x05070303, 0x05070505, 0x05070509,
+    0x05070703, 0x05070707, 0x05070905, 0x05070b01, 0x05070d0d, 0x05090103, 0x0509010f, 0x05090501,
+    0x05090507, 0x05090705, 0x0509070b, 0x05090903, 0x05090f05, 0x05090f0b, 0x050b0109, 0x050b0303,
+    0x050b0505, 0x050b070f, 0x050b0901, 0x050b0b07, 0x050b0f01, 0x050d0101, 0x050d0105, 0x050d010f,
+    0x050d0503, 0x050d0b0b, 0x050d0d03, 0x050f010b, 0x050f0303, 0x050f050d, 0x050f0701, 0x050f0907,
+    0x050f0b01, 0x07010105, 0x07010303, 0x07010307, 0x0701030b, 0x0701030f, 0x07010505, 0x07010703,
+    0x07010707, 0x0701070b, 0x07010905, 0x07010909, 0x0701090f, 0x07010b03, 0x07010d07, 0x07010f03,
+    0x07030103, 0x07030107, 0x0703010b, 0x07030309, 0x07030503, 0x07030507, 0x07030901, 0x07030d01,
+    0x07030f05, 0x07030f0d, 0x07050101, 0x07050305, 0x07050501, 0x07050705, 0x07050709, 0x07050b01,
+    0x07070103, 0x07070301, 0x07070309, 0x07070503, 0x07070507, 0x0707050f, 0x07070701, 0x07070903,
+    0x07070907, 0x0707090f, 0x07070b0b, 0x07070f07, 0x07090107, 0x07090303, 0x0709030d, 0x07090505,
+    0x07090703, 0x07090b05, 0x07090d01, 0x07090d09, 0x070b0103, 0x070b0301, 0x070b0305, 0x070b050b,
+    0x070b0705, 0x070b0909, 0x070b0b0d, 0x070b0f07, 0x070d030d, 0x070d0903, 0x070f0103, 0x070f0107,
+    0x070f0501, 0x070f0505, 0x070f070b, 0x09010101, 0x09010109, 0x09010305, 0x09010501, 0x09010509,
+    0x0901050f, 0x09010705, 0x09010903, 0x09010b01, 0x09010f01, 0x09030105, 0x0903010f, 0x09030303,
+    0x09030307, 0x09030505, 0x09030701, 0x0903070b, 0x09030907, 0x09030b03, 0x09030b0b, 0x09050103,
+    0x09050107, 0x09050301, 0x0905030b, 0x09050503, 0x09050707, 0x09050901, 0x09050b0f, 0x09050d05,
+    0x09050f01, 0x09070109, 0x09070303, 0x09070307, 0x09070501, 0x09070505, 0x09070703, 0x0907070b,
+    0x09090101, 0x09090105, 0x09090509, 0x0909070f, 0x09090901, 0x09090f03, 0x090b010b, 0x090b010f,
+    0x090b0503, 0x090b0d05, 0x090d0307, 0x090d0709, 0x090d0d01, 0x090f0301, 0x090f030b, 0x090f0701,
+    0x090f0907, 0x090f0b03, 0x0b010105, 0x0b010301, 0x0b010309, 0x0b010505, 0x0b010901, 0x0b010909,
+    0x0b01090f, 0x0b010b05, 0x0b010d0d, 0x0b010f09, 0x0b030103, 0x0b030107, 0x0b03010b, 0x0b030305,
+    0x0b030503, 0x0b030705, 0x0b030f05, 0x0b050101, 0x0b050303, 0x0b050507, 0x0b050701, 0x0b05070d,
+    0x0b050b07, 0x0b070105, 0x0b07010f, 0x0b070301, 0x0b07050f, 0x0b070909, 0x0b070b03, 0x0b070d0b,
+    0x0b070f07, 0x0b090103, 0x0b090109, 0x0b090501, 0x0b090705, 0x0b09090d, 0x0b0b0305, 0x0b0b050d,
+    0x0b0b0b03, 0x0b0b0b07, 0x0b0d0905, 0x0b0f0105, 0x0b0f0109, 0x0b0f0505, 0x0d010303, 0x0d010307,
+    0x0d01030b, 0x0d010703, 0x0d010707, 0x0d010d01, 0x0d030101, 0x0d030501, 0x0d03050f, 0x0d030d09,
+    0x0d050305, 0x0d050709, 0x0d050905, 0x0d050b0b, 0x0d050d05, 0x0d050f01, 0x0d070101, 0x0d070309,
+    0x0d070503, 0x0d070901, 0x0d09050b, 0x0d090907, 0x0d090d05, 0x0d0b0101, 0x0d0b0107, 0x0d0b0709,
+    0x0d0b0d01, 0x0d0d010b, 0x0d0d0901, 0x0d0f0303, 0x0d0f0307, 0x0f010101, 0x0f010109, 0x0f01010f,
+    0x0f010501, 0x0f010505, 0x0f01070d, 0x0f010901, 0x0f010b09, 0x0f010d05, 0x0f030105, 0x0f030303,
+    0x0f030509, 0x0f030907, 0x0f03090b, 0x0f050103, 0x0f050109, 0x0f050301, 0x0f05030d, 0x0f050503,
+    0x0f050701, 0x0f050b03, 0x0f070105, 0x0f070705, 0x0f07070b, 0x0f070b07, 0x0f090103, 0x0f09010b,
+    0x0f090307, 0x0f090501, 0x0f090b01, 0x0f0b0505, 0x0f0b0905, 0x0f0d0105, 0x0f0d0703, 0x0f0f0101,
+GGML_TABLE_END()
+
+#define NGRID_IQ1S 2048
+#define IQ1S_DELTA 0.125f
+#define IQ1M_DELTA 0.125f
+#if defined(GGML_COMMON_IMPL_C)
+GGML_TABLE_BEGIN(uint64_t, iq1s_grid, NGRID_IQ1S)
+    0xffffffffffffffff, 0xffffffffffffff01, 0xffffffffffff0000, 0xffffffffffff01ff,
+    0xffffffffffff0101, 0xffffffffff00ff00, 0xffffffffff000000, 0xffffffffff01ffff,
+    0xffffffffff01ff01, 0xffffffffff0101ff, 0xffffffffff010101, 0xffffffff00ff0000,
+    0xffffffff0000ff00, 0xffffffff000000ff, 0xffffffff00000001, 0xffffffff00010000,
+    0xffffffff01ffffff, 0xffffffff01ffff01, 0xffffffff01ff01ff, 0xffffffff01ff0101,
+    0xffffffff01000000, 0xffffffff0101ffff, 0xffffffff0101ff01, 0xffffffff010101ff,
+    0xffffffff01010101, 0xffffff00ffff00ff, 0xffffff00ffff0000, 0xffffff00ff00ff00,
+    0xffffff00ff0000ff, 0xffffff00ff000001, 0xffffff00ff000100, 0xffffff00ff000101,
+    0xffffff00ff010000, 0xffffff0000ffff00, 0xffffff0000ff0001, 0xffffff0000ff0100,
+    0xffffff000000ff01, 0xffffff0000000000, 0xffffff0000000101, 0xffffff000001ff00,
+    0xffffff00000100ff, 0xffffff0000010001, 0xffffff00000101ff, 0xffffff0001ff0000,
+    0xffffff000100ff00, 0xffffff00010000ff, 0xffffff0001000001, 0xffffff0001010000,
+    0xffffff01ffffffff, 0xffffff01ffffff01, 0xffffff01ffff01ff, 0xffffff01ffff0101,
+    0xffffff01ff000000, 0xffffff01ff01ffff, 0xffffff01ff01ff01, 0xffffff01ff0101ff,
+    0xffffff01ff010101, 0xffffff0100ff0000, 0xffffff010000ff00, 0xffffff0100000100,
+    0xffffff01000100ff, 0xffffff0100010100, 0xffffff0101ffffff, 0xffffff0101ffff01,
+    0xffffff0101ff01ff, 0xffffff0101ff0101, 0xffffff010100ff00, 0xffffff0101000000,
+    0xffffff0101000100, 0xffffff010101ffff, 0xffffff010101ff01, 0xffffff01010101ff,
+    0xffffff0101010101, 0xffff00ffff00ff00, 0xffff00ffff0000ff, 0xffff00ffff000001,
+    0xffff00ffff010000, 0xffff00ff00ffff00, 0xffff00ff00ff0100, 0xffff00ff00000000,
+    0xffff00ff00000101, 0xffff00ff000100ff, 0xffff00ff00010000, 0xffff00ff0100ff00,
+    0xffff00ff01000100, 0xffff00ff01010000, 0xffff0000ffffff00, 0xffff0000ffff00ff,
+    0xffff0000ffff0000, 0xffff0000ffff0001, 0xffff0000ff000000, 0xffff0000ff0001ff,
+    0xffff0000ff000101, 0xffff0000ff010100, 0xffff000000ffffff, 0xffff000000ff0000,
+    0xffff000000ff0101, 0xffff00000000ffff, 0xffff00000000ff00, 0xffff0000000000ff,
+    0xffff000000000000, 0xffff000000000001, 0xffff000000000100, 0xffff00000001ffff,
+    0xffff00000001ff01, 0xffff000000010000, 0xffff0000000101ff, 0xffff000000010101,
+    0xffff000001ffff00, 0xffff00000100ff00, 0xffff000001000000, 0xffff0000010001ff,
+    0xffff000001000101, 0xffff00000101ff00, 0xffff0000010100ff, 0xffff000001010000,
+    0xffff000001010001, 0xffff000001010100, 0xffff0001ff0000ff, 0xffff0001ff000100,
+    0xffff000100ffff00, 0xffff000100ff00ff, 0xffff00010000ffff, 0xffff00010000ff01,
+    0xffff000100000000, 0xffff0001000001ff, 0xffff00010001ffff, 0xffff00010001ff00,
+    0xffff000100010001, 0xffff000100010100, 0xffff000101ff0000, 0xffff00010100ff00,
+    0xffff0001010000ff, 0xffff000101000100, 0xffff01ffffffffff, 0xffff01ffffffff01,
+    0xffff01ffffff01ff, 0xffff01ffffff0101, 0xffff01ffff000000, 0xffff01ffff01ffff,
+    0xffff01ffff01ff01, 0xffff01ffff0101ff, 0xffff01ffff010101, 0xffff01ff00ff0000,
+    0xffff01ff0000ff00, 0xffff01ff00000001, 0xffff01ff00010000, 0xffff01ff01ffffff,
+    0xffff01ff01ffff01, 0xffff01ff01ff01ff, 0xffff01ff01ff0101, 0xffff01ff01000000,
+    0xffff01ff0101ffff, 0xffff01ff0101ff01, 0xffff01ff010101ff, 0xffff01ff01010101,
+    0xffff0100ffff0000, 0xffff0100ff00ff00, 0xffff0100ff0000ff, 0xffff0100ff000100,
+    0xffff0100ff0100ff, 0xffff0100ff010000, 0xffff010000ffff00, 0xffff01000000ffff,
+    0xffff01000000ff00, 0xffff010000000000, 0xffff01000001ff00, 0xffff0100000100ff,
+    0xffff010000010100, 0xffff01000100ff00, 0xffff0100010000ff, 0xffff010001000001,
+    0xffff010001000100, 0xffff010001010000, 0xffff0101ffffffff, 0xffff0101ffffff01,
+    0xffff0101ffff01ff, 0xffff0101ffff0101, 0xffff0101ff000000, 0xffff0101ff01ffff,
+    0xffff0101ff01ff01, 0xffff0101ff0101ff, 0xffff0101ff010101, 0xffff010100ff0000,
+    0xffff01010000ff00, 0xffff010100000100, 0xffff01010001ff00, 0xffff010100010000,
+    0xffff010101ffffff, 0xffff010101ffff01, 0xffff010101ff0000, 0xffff010101ff01ff,
+    0xffff010101ff0101, 0xffff010101000000, 0xffff01010101ffff, 0xffff01010101ff01,
+    0xffff0101010101ff, 0xffff010101010101, 0xff00ffffff00ffff, 0xff00ffffff00ff00,
+    0xff00ffffff0000ff, 0xff00ffffff000100, 0xff00ffffff0100ff, 0xff00ffffff010000,
+    0xff00ffff00ffff00, 0xff00ffff00ff00ff, 0xff00ffff0000ffff, 0xff00ffff00000000,
+    0xff00ffff000001ff, 0xff00ffff0001ff00, 0xff00ffff000100ff, 0xff00ffff00010000,
+    0xff00ffff00010100, 0xff00ffff0100ff00, 0xff00ffff010000ff, 0xff00ffff01000001,
+    0xff00ffff0101ff00, 0xff00ffff01010000, 0xff00ff00ffffff00, 0xff00ff00ffff00ff,
+    0xff00ff00ffff0001, 0xff00ff00ffff0100, 0xff00ff00ff00ffff, 0xff00ff00ff00ff01,
+    0xff00ff00ff000000, 0xff00ff00ff0001ff, 0xff00ff00ff01ff00, 0xff00ff00ff0100ff,
+    0xff00ff00ff010100, 0xff00ff0000ff0000, 0xff00ff0000ff0101, 0xff00ff000000ffff,
+    0xff00ff000000ff00, 0xff00ff000000ff01, 0xff00ff00000000ff, 0xff00ff0000000000,
+    0xff00ff0000000001, 0xff00ff0000000100, 0xff00ff000001ffff, 0xff00ff0000010000,
+    0xff00ff0001ff00ff, 0xff00ff000100ff01, 0xff00ff0001000000, 0xff00ff000101ff00,
+    0xff00ff00010100ff, 0xff00ff01ff00ff00, 0xff00ff01ff0000ff, 0xff00ff01ff000001,
+    0xff00ff01ff010000, 0xff00ff0100ffffff, 0xff00ff0100ff0001, 0xff00ff0100ff0100,
+    0xff00ff010000ff01, 0xff00ff0100000000, 0xff00ff01000001ff, 0xff00ff0100000101,
+    0xff00ff01000100ff, 0xff00ff0100010001, 0xff00ff0101ff0000, 0xff00ff010100ff00,
+    0xff00ff01010000ff, 0xff00ff0101000001, 0xff00ff0101010000, 0xff0000ffffffff00,
+    0xff0000ffffff0001, 0xff0000ffffff0100, 0xff0000ffff0000ff, 0xff0000ffff000000,
+    0xff0000ffff0001ff, 0xff0000ffff000100, 0xff0000ffff01ff00, 0xff0000ffff010001,
+    0xff0000ff00ffff00, 0xff0000ff00ff0000, 0xff0000ff00ff0001, 0xff0000ff00ff01ff,
+    0xff0000ff00ff0101, 0xff0000ff0000ff00, 0xff0000ff000000ff, 0xff0000ff00000000,
+    0xff0000ff00000001, 0xff0000ff00000100, 0xff0000ff0001ff01, 0xff0000ff00010000,
+    0xff0000ff000101ff, 0xff0000ff01ff00ff, 0xff0000ff01ff0100, 0xff0000ff0100ffff,
+    0xff0000ff010000ff, 0xff0000ff01000000, 0xff0000ff010001ff, 0xff0000ff01000100,
+    0xff0000ff01000101, 0xff0000ff0101ff00, 0xff0000ff010100ff, 0xff0000ff01010000,
+    0xff0000ff01010100, 0xff000000ffffff01, 0xff000000ffff0000, 0xff000000ffff0101,
+    0xff000000ff00ff00, 0xff000000ff0000ff, 0xff000000ff000000, 0xff000000ff000001,
+    0xff000000ff000100, 0xff000000ff01ffff, 0xff000000ff01ff01, 0xff000000ff010000,
+    0xff000000ff0101ff, 0xff000000ff010101, 0xff00000000ffff00, 0xff00000000ff00ff,
+    0xff00000000ff0000, 0xff00000000ff0001, 0xff0000000000ff00, 0xff0000000000ff01,
+    0xff000000000000ff, 0xff00000000000000, 0xff00000000000001, 0xff00000000000100,
+    0xff00000000000101, 0xff0000000001ff00, 0xff000000000100ff, 0xff00000000010000,
+    0xff00000000010001, 0xff00000000010100, 0xff00000001ffffff, 0xff00000001ffff01,
+    0xff00000001ff00ff, 0xff00000001ff0000, 0xff00000001ff01ff, 0xff00000001ff0101,
+    0xff0000000100ffff, 0xff0000000100ff00, 0xff000000010000ff, 0xff00000001000000,
+    0xff00000001000001, 0xff00000001000100, 0xff00000001000101, 0xff0000000101ffff,
+    0xff0000000101ff01, 0xff00000001010000, 0xff000001ffffff00, 0xff000001ffff00ff,
+    0xff000001ffff0000, 0xff000001ffff0001, 0xff000001ff000000, 0xff000001ff000001,
+    0xff000001ff0001ff, 0xff000001ff000101, 0xff000001ff01ff00, 0xff000001ff010001,
+    0xff00000100ffffff, 0xff00000100ffff01, 0xff00000100ff00ff, 0xff00000100ff0000,
+    0xff00000100ff01ff, 0xff00000100ff0101, 0xff0000010000ff00, 0xff00000100000000,
+    0xff00000100000001, 0xff000001000001ff, 0xff00000100000100, 0xff0000010001ff00,
+    0xff000001000100ff, 0xff00000100010000, 0xff000001000101ff, 0xff00000100010100,
+    0xff00000100010101, 0xff00000101ff0001, 0xff00000101ff0101, 0xff0000010100ff01,
+    0xff00000101000000, 0xff000001010100ff, 0xff00000101010100, 0xff0001ffff00ff00,
+    0xff0001ffff000001, 0xff0001ffff010000, 0xff0001ff00ffff00, 0xff0001ff00ff00ff,
+    0xff0001ff00ff0001, 0xff0001ff00ff0100, 0xff0001ff0000ffff, 0xff0001ff00000000,
+    0xff0001ff000001ff, 0xff0001ff00000101, 0xff0001ff0001ffff, 0xff0001ff0001ff00,
+    0xff0001ff000100ff, 0xff0001ff00010001, 0xff0001ff00010100, 0xff0001ff01ff0000,
+    0xff0001ff0100ff00, 0xff0001ff010000ff, 0xff0001ff01010000, 0xff000100ff00ffff,
+    0xff000100ff00ff01, 0xff000100ff000000, 0xff000100ff000101, 0xff000100ff01ff00,
+    0xff000100ff010000, 0xff00010000ffff01, 0xff00010000ff00ff, 0xff00010000ff0000,
+    0xff00010000ff01ff, 0xff0001000000ff00, 0xff000100000000ff, 0xff00010000000000,
+    0xff00010000000001, 0xff00010000000100, 0xff00010000000101, 0xff0001000001ffff,
+    0xff00010000010000, 0xff00010000010101, 0xff00010001ff0100, 0xff0001000100ff00,
+    0xff0001000100ff01, 0xff00010001000000, 0xff000100010001ff, 0xff0001000101ff00,
+    0xff00010001010001, 0xff00010001010100, 0xff000101ffff0100, 0xff000101ff000001,
+    0xff000101ff0100ff, 0xff000101ff010001, 0xff00010100ff00ff, 0xff00010100ff0001,
+    0xff00010100ff0100, 0xff0001010000ffff, 0xff0001010000ff01, 0xff00010100000000,
+    0xff000101000001ff, 0xff0001010001ff00, 0xff00010100010001, 0xff00010100010100,
+    0xff00010101ff0000, 0xff0001010100ff00, 0xff00010101000001, 0xff00010101000101,
+    0xff01ffffffffffff, 0xff01ffffffffff01, 0xff01ffffffff01ff, 0xff01ffffffff0101,
+    0xff01ffffff000000, 0xff01ffffff01ffff, 0xff01ffffff01ff01, 0xff01ffffff010000,
+    0xff01ffffff0101ff, 0xff01ffffff010101, 0xff01ffff00ff0000, 0xff01ffff0000ff00,
+    0xff01ffff00000100, 0xff01ffff0001ff00, 0xff01ffff00010000, 0xff01ffff01ffffff,
+    0xff01ffff01ffff01, 0xff01ffff01ff01ff, 0xff01ffff01ff0101, 0xff01ffff01000000,
+    0xff01ffff0101ffff, 0xff01ffff0101ff01, 0xff01ffff01010000, 0xff01ffff010101ff,
+    0xff01ffff01010101, 0xff01ff00ffff0000, 0xff01ff00ff00ff00, 0xff01ff00ff0000ff,
+    0xff01ff00ff000100, 0xff01ff00ff010000, 0xff01ff0000ffff01, 0xff01ff0000ff00ff,
+    0xff01ff0000ff0100, 0xff01ff0000000000, 0xff01ff00000001ff, 0xff01ff0000000101,
+    0xff01ff000001ff00, 0xff01ff00000100ff, 0xff01ff0000010000, 0xff01ff0000010001,
+    0xff01ff0001ff0000, 0xff01ff000100ffff, 0xff01ff0001000001, 0xff01ff0001000100,
+    0xff01ff0001010000, 0xff01ff01ffffff00, 0xff01ff01ffff01ff, 0xff01ff01ffff0101,
+    0xff01ff01ff00ff00, 0xff01ff01ff000000, 0xff01ff01ff01ffff, 0xff01ff01ff01ff01,
+    0xff01ff01ff0101ff, 0xff01ff01ff010101, 0xff01ff0100ff0000, 0xff01ff010000ff00,
+    0xff01ff0100000001, 0xff01ff0100000100, 0xff01ff0100010000, 0xff01ff0101ffff00,
+    0xff01ff0101ff01ff, 0xff01ff0101ff0101, 0xff01ff010100ff00, 0xff01ff0101000000,
+    0xff01ff010101ffff, 0xff01ff010101ff01, 0xff01ff01010101ff, 0xff01ff0101010101,
+    0xff0100ffffff0000, 0xff0100ffff0000ff, 0xff0100ffff000001, 0xff0100ffff000100,
+    0xff0100ffff010000, 0xff0100ff00ff00ff, 0xff0100ff00ff0000, 0xff0100ff00ff0001,
+    0xff0100ff00ff0100, 0xff0100ff0000ff01, 0xff0100ff00000000, 0xff0100ff000001ff,
+    0xff0100ff00000101, 0xff0100ff00010001, 0xff0100ff01ff0000, 0xff0100ff0100ff00,
+    0xff0100ff010000ff, 0xff0100ff01000100, 0xff0100ff0101ff00, 0xff0100ff01010000,
+    0xff010000ffff0100, 0xff010000ff000000, 0xff010000ff01ff00, 0xff010000ff010100,
+    0xff01000000ffffff, 0xff01000000ff0000, 0xff01000000ff01ff, 0xff0100000000ff00,
+    0xff010000000000ff, 0xff01000000000000, 0xff01000000000100, 0xff0100000001ff01,
+    0xff01000000010000, 0xff010000000101ff, 0xff01000001ff0100, 0xff0100000100ffff,
+    0xff010000010000ff, 0xff01000001000000, 0xff010000010001ff, 0xff01000001000101,
+    0xff0100000101ff00, 0xff010000010100ff, 0xff01000001010001, 0xff01000001010100,
+    0xff010001ffff0000, 0xff010001ff00ffff, 0xff010001ff00ff01, 0xff010001ff000100,
+    0xff010001ff010000, 0xff01000100ffff00, 0xff01000100ff0100, 0xff01000100000000,
+    0xff0100010001ffff, 0xff0100010001ff00, 0xff01000100010100, 0xff01000101ff00ff,
+    0xff01000101ff0001, 0xff0100010100ffff, 0xff01000101000101, 0xff0101ffffffffff,
+    0xff0101ffffffff01, 0xff0101ffffff01ff, 0xff0101ffffff0101, 0xff0101ffff000000,
+    0xff0101ffff01ffff, 0xff0101ffff01ff01, 0xff0101ffff0101ff, 0xff0101ffff010101,
+    0xff0101ff00ff0000, 0xff0101ff0000ff00, 0xff0101ff000000ff, 0xff0101ff00010000,
+    0xff0101ff01ffffff, 0xff0101ff01ffff01, 0xff0101ff01ff01ff, 0xff0101ff01ff0101,
+    0xff0101ff0101ffff, 0xff0101ff0101ff01, 0xff0101ff010101ff, 0xff0101ff01010101,
+    0xff010100ffff0100, 0xff010100ff00ff00, 0xff010100ff0000ff, 0xff010100ff000100,
+    0xff010100ff010000, 0xff01010000ff0001, 0xff01010000ff0100, 0xff0101000000ff01,
+    0xff01010000000000, 0xff0101000001ff00, 0xff010100000100ff, 0xff01010000010001,
+    0xff01010000010100, 0xff01010001ff0000, 0xff0101000100ffff, 0xff01010001000001,
+    0xff01010001000100, 0xff010100010100ff, 0xff01010001010000, 0xff010101ffffffff,
+    0xff010101ffffff01, 0xff010101ffff01ff, 0xff010101ffff0101, 0xff010101ff01ffff,
+    0xff010101ff01ff01, 0xff010101ff0101ff, 0xff010101ff010101, 0xff01010100ff0000,
+    0xff0101010000ff00, 0xff01010100000001, 0xff01010100000100, 0xff01010100010000,
+    0xff01010101ffffff, 0xff01010101ffff01, 0xff01010101ff01ff, 0xff01010101ff0101,
+    0xff01010101000000, 0xff0101010101ffff, 0xff0101010101ff01, 0xff010101010101ff,
+    0xff01010101010101, 0x00ffffffffff0000, 0x00ffffffff00ff00, 0x00ffffffff000001,
+    0x00ffffffff010000, 0x00ffffff00ff0100, 0x00ffffff0000ff01, 0x00ffffff00000000,
+    0x00ffffff000001ff, 0x00ffffff00000101, 0x00ffffff0001ff00, 0x00ffffff000100ff,
+    0x00ffffff00010001, 0x00ffffff010000ff, 0x00ffffff01000100, 0x00ffffff0101ff00,
+    0x00ffffff01010001, 0x00ffff00ffffffff, 0x00ffff00ffffff00, 0x00ffff00ffff00ff,
+    0x00ffff00ffff0001, 0x00ffff00ffff0100, 0x00ffff00ff00ff01, 0x00ffff00ff000000,
+    0x00ffff00ff000001, 0x00ffff00ff0001ff, 0x00ffff00ff000101, 0x00ffff00ff01ff00,
+    0x00ffff00ff010001, 0x00ffff00ff010100, 0x00ffff0000ff0000, 0x00ffff0000ff01ff,
+    0x00ffff0000ff0101, 0x00ffff000000ff00, 0x00ffff00000000ff, 0x00ffff0000000000,
+    0x00ffff0000000001, 0x00ffff0000000100, 0x00ffff0000000101, 0x00ffff0000010000,
+    0x00ffff00000101ff, 0x00ffff0000010101, 0x00ffff0001ffff00, 0x00ffff0001ff00ff,
+    0x00ffff0001ff0001, 0x00ffff000100ffff, 0x00ffff000100ff01, 0x00ffff0001000000,
+    0x00ffff000101ffff, 0x00ffff000101ff00, 0x00ffff000101ff01, 0x00ffff01ffff0000,
+    0x00ffff01ff00ff00, 0x00ffff01ff0000ff, 0x00ffff01ff000001, 0x00ffff01ff010000,
+    0x00ffff0100ffff00, 0x00ffff010000ff01, 0x00ffff0100000000, 0x00ffff0100000101,
+    0x00ffff01000100ff, 0x00ffff0100010100, 0x00ffff0101ff0100, 0x00ffff01010000ff,
+    0x00ffff0101010000, 0x00ff00ffffffff00, 0x00ff00ffff000000, 0x00ff00ffff000100,
+    0x00ff00ffff010100, 0x00ff00ff00ff0000, 0x00ff00ff00ff01ff, 0x00ff00ff00ff0101,
+    0x00ff00ff0000ff00, 0x00ff00ff000000ff, 0x00ff00ff00000000, 0x00ff00ff00000001,
+    0x00ff00ff0001ff00, 0x00ff00ff0001ff01, 0x00ff00ff00010000, 0x00ff00ff000101ff,
+    0x00ff00ff00010101, 0x00ff00ff01ffff00, 0x00ff00ff01ff0001, 0x00ff00ff01ff0100,
+    0x00ff00ff0100ffff, 0x00ff00ff0100ff01, 0x00ff00ff01000000, 0x00ff00ff0101ffff,
+    0x00ff00ff0101ff00, 0x00ff00ff01010100, 0x00ff0000ffffff00, 0x00ff0000ffffff01,
+    0x00ff0000ffff0000, 0x00ff0000ffff0101, 0x00ff0000ff00ff00, 0x00ff0000ff0000ff,
+    0x00ff0000ff000000, 0x00ff0000ff000001, 0x00ff0000ff000100, 0x00ff0000ff01ffff,
+    0x00ff0000ff010000, 0x00ff0000ff010101, 0x00ff000000ffff00, 0x00ff000000ff00ff,
+    0x00ff000000ff0000, 0x00ff000000ff0001, 0x00ff000000ff0100, 0x00ff00000000ffff,
+    0x00ff00000000ff00, 0x00ff0000000000ff, 0x00ff000000000000, 0x00ff000000000001,
+    0x00ff0000000001ff, 0x00ff000000000100, 0x00ff00000001ff00, 0x00ff0000000100ff,
+    0x00ff000000010000, 0x00ff000000010001, 0x00ff000000010100, 0x00ff000001ffff01,
+    0x00ff000001ff00ff, 0x00ff000001ff0000, 0x00ff000001ff01ff, 0x00ff00000100ff00,
+    0x00ff0000010000ff, 0x00ff000001000000, 0x00ff000001000001, 0x00ff000001000100,
+    0x00ff000001000101, 0x00ff000001010000, 0x00ff0000010101ff, 0x00ff000001010101,
+    0x00ff0001ffffff00, 0x00ff0001ffff0000, 0x00ff0001ffff0100, 0x00ff0001ff0000ff,
+    0x00ff0001ff000000, 0x00ff0001ff0001ff, 0x00ff0001ff000101, 0x00ff0001ff01ff00,
+    0x00ff0001ff0100ff, 0x00ff0001ff010100, 0x00ff000100ffffff, 0x00ff000100ffff01,
+    0x00ff000100ff0000, 0x00ff000100ff01ff, 0x00ff00010000ffff, 0x00ff00010000ff00,
+    0x00ff00010000ff01, 0x00ff000100000000, 0x00ff000100000001, 0x00ff000100000100,
+    0x00ff00010001ff01, 0x00ff000100010000, 0x00ff0001000101ff, 0x00ff000101ffff00,
+    0x00ff000101ff0000, 0x00ff000101ff0101, 0x00ff0001010000ff, 0x00ff000101000000,
+    0x00ff00010101ff00, 0x00ff0001010100ff, 0x00ff000101010001, 0x00ff01ffffff0000,
+    0x00ff01ffff00ff00, 0x00ff01ffff000000, 0x00ff01ffff000101, 0x00ff01ffff010000,
+    0x00ff01ff00ffff01, 0x00ff01ff00ff0100, 0x00ff01ff0000ffff, 0x00ff01ff00000000,
+    0x00ff01ff000001ff, 0x00ff01ff0001ff00, 0x00ff01ff000100ff, 0x00ff01ff00010001,
+    0x00ff01ff00010100, 0x00ff01ff01ff0000, 0x00ff01ff0100ff00, 0x00ff01ff010000ff,
+    0x00ff01ff01000001, 0x00ff01ff01000100, 0x00ff01ff01010000, 0x00ff0100ffffff00,
+    0x00ff0100ffff0000, 0x00ff0100ffff0001, 0x00ff0100ffff0101, 0x00ff0100ff00ffff,
+    0x00ff0100ff0000ff, 0x00ff0100ff000000, 0x00ff0100ff0001ff, 0x00ff0100ff01ff00,
+    0x00ff0100ff0100ff, 0x00ff0100ff010001, 0x00ff010000ffffff, 0x00ff010000ff0000,
+    0x00ff010000ff0101, 0x00ff01000000ff00, 0x00ff01000000ff01, 0x00ff0100000000ff,
+    0x00ff010000000000, 0x00ff010000000001, 0x00ff010000000100, 0x00ff01000001ffff,
+    0x00ff01000001ff01, 0x00ff010000010000, 0x00ff010000010001, 0x00ff010000010101,
+    0x00ff010001ff0001, 0x00ff010001ff0100, 0x00ff01000100ff01, 0x00ff010001000000,
+    0x00ff010001000001, 0x00ff0100010001ff, 0x00ff01000101ff00, 0x00ff0100010100ff,
+    0x00ff010001010001, 0x00ff010001010100, 0x00ff0101ff000001, 0x00ff010100ff00ff,
+    0x00ff010100ff0001, 0x00ff010100ff0100, 0x00ff010100000000, 0x00ff0101000001ff,
+    0x00ff010100000101, 0x00ff0101000100ff, 0x00ff010100010100, 0x00ff0101010000ff,
+    0x00ff010101010000, 0x0000ffffffffff00, 0x0000ffffffff00ff, 0x0000ffffffff0000,
+    0x0000ffffffff0001, 0x0000ffffffff0100, 0x0000ffffff00ff01, 0x0000ffffff000000,
+    0x0000ffffff000101, 0x0000ffffff01ff00, 0x0000ffffff0100ff, 0x0000ffffff010100,
+    0x0000ffff00ffffff, 0x0000ffff00ff0000, 0x0000ffff00ff01ff, 0x0000ffff0000ff00,
+    0x0000ffff000000ff, 0x0000ffff00000000, 0x0000ffff00000001, 0x0000ffff00000100,
+    0x0000ffff00010000, 0x0000ffff000101ff, 0x0000ffff01ff0001, 0x0000ffff01ff0100,
+    0x0000ffff01000000, 0x0000ffff010001ff, 0x0000ffff0101ffff, 0x0000ffff0101ff00,
+    0x0000ffff01010001, 0x0000ffff01010100, 0x0000ff00ffff0000, 0x0000ff00ffff01ff,
+    0x0000ff00ffff0100, 0x0000ff00ffff0101, 0x0000ff00ff00ff00, 0x0000ff00ff0000ff,
+    0x0000ff00ff000000, 0x0000ff00ff000001, 0x0000ff00ff0001ff, 0x0000ff00ff000100,
+    0x0000ff00ff01ffff, 0x0000ff00ff010000, 0x0000ff00ff010001, 0x0000ff00ff0101ff,
+    0x0000ff00ff010101, 0x0000ff0000ffff00, 0x0000ff0000ff00ff, 0x0000ff0000ff0000,
+    0x0000ff0000ff0001, 0x0000ff0000ff0100, 0x0000ff000000ffff, 0x0000ff000000ff00,
+    0x0000ff000000ff01, 0x0000ff00000000ff, 0x0000ff0000000000, 0x0000ff0000000001,
+    0x0000ff00000001ff, 0x0000ff0000000100, 0x0000ff0000000101, 0x0000ff000001ff00,
+    0x0000ff00000100ff, 0x0000ff0000010000, 0x0000ff0000010001, 0x0000ff0000010100,
+    0x0000ff0001ffff01, 0x0000ff0001ff0000, 0x0000ff000100ff00, 0x0000ff00010000ff,
+    0x0000ff0001000000, 0x0000ff0001000001, 0x0000ff0001000100, 0x0000ff000101ffff,
+    0x0000ff0001010000, 0x0000ff0001010101, 0x0000ff01ffffff00, 0x0000ff01ffff0001,
+    0x0000ff01ff00ff01, 0x0000ff01ff000000, 0x0000ff01ff000101, 0x0000ff01ff01ff00,
+    0x0000ff01ff0100ff, 0x0000ff0100ffff01, 0x0000ff0100ff0000, 0x0000ff0100ff0101,
+    0x0000ff010000ff00, 0x0000ff01000000ff, 0x0000ff0100000000, 0x0000ff0100000001,
+    0x0000ff0100000100, 0x0000ff010001ff01, 0x0000ff0100010000, 0x0000ff0101ff0000,
+    0x0000ff010100ffff, 0x0000ff010100ff01, 0x0000ff0101000000, 0x0000ff0101000100,
+    0x0000ff0101000101, 0x0000ff01010100ff, 0x000000ffffff00ff, 0x000000ffffff0000,
+    0x000000ffff00ff00, 0x000000ffff0000ff, 0x000000ffff000000, 0x000000ffff000001,
+    0x000000ffff0001ff, 0x000000ffff000100, 0x000000ffff01ff00, 0x000000ffff010000,
+    0x000000ffff0101ff, 0x000000ffff010101, 0x000000ff00ffff00, 0x000000ff00ff00ff,
+    0x000000ff00ff0000, 0x000000ff00ff0001, 0x000000ff00ff0100, 0x000000ff00ff0101,
+    0x000000ff0000ffff, 0x000000ff0000ff00, 0x000000ff000000ff, 0x000000ff00000000,
+    0x000000ff00000001, 0x000000ff000001ff, 0x000000ff00000100, 0x000000ff00000101,
+    0x000000ff0001ff00, 0x000000ff0001ff01, 0x000000ff000100ff, 0x000000ff00010000,
+    0x000000ff00010001, 0x000000ff00010100, 0x000000ff01ffffff, 0x000000ff01ff01ff,
+    0x000000ff01ff0101, 0x000000ff0100ff00, 0x000000ff010000ff, 0x000000ff01000000,
+    0x000000ff01000001, 0x000000ff01000100, 0x000000ff0101ff00, 0x000000ff010100ff,
+    0x000000ff01010000, 0x000000ff01010101, 0x00000000ffffff00, 0x00000000ffffff01,
+    0x00000000ffff00ff, 0x00000000ffff0000, 0x00000000ffff0001, 0x00000000ffff0100,
+    0x00000000ff00ffff, 0x00000000ff00ff00, 0x00000000ff00ff01, 0x00000000ff0000ff,
+    0x00000000ff000000, 0x00000000ff000001, 0x00000000ff000100, 0x00000000ff000101,
+    0x00000000ff01ff00, 0x00000000ff0100ff, 0x00000000ff010000, 0x00000000ff010001,
+    0x00000000ff010100, 0x0000000000ffffff, 0x0000000000ffff00, 0x0000000000ffff01,
+    0x0000000000ff00ff, 0x0000000000ff0000, 0x0000000000ff0001, 0x0000000000ff01ff,
+    0x0000000000ff0100, 0x000000000000ffff, 0x000000000000ff00, 0x000000000000ff01,
+    0x00000000000000ff, 0x0000000000000000, 0x0000000000000001, 0x00000000000001ff,
+    0x0000000000000100, 0x0000000000000101, 0x000000000001ffff, 0x000000000001ff00,
+    0x00000000000100ff, 0x0000000000010000, 0x0000000000010001, 0x00000000000101ff,
+    0x0000000000010100, 0x0000000000010101, 0x0000000001ffff00, 0x0000000001ff00ff,
+    0x0000000001ff0000, 0x0000000001ff0100, 0x0000000001ff0101, 0x000000000100ffff,
+    0x000000000100ff00, 0x00000000010000ff, 0x0000000001000000, 0x0000000001000001,
+    0x00000000010001ff, 0x0000000001000100, 0x000000000101ff00, 0x00000000010100ff,
+    0x0000000001010000, 0x0000000001010001, 0x0000000001010100, 0x00000001ffffffff,
+    0x00000001ffffff00, 0x00000001ffffff01, 0x00000001ffff00ff, 0x00000001ffff0001,
+    0x00000001ffff01ff, 0x00000001ffff0100, 0x00000001ff00ff00, 0x00000001ff0000ff,
+    0x00000001ff000000, 0x00000001ff0001ff, 0x00000001ff000100, 0x00000001ff01ffff,
+    0x00000001ff01ff00, 0x00000001ff01ff01, 0x00000001ff0100ff, 0x00000001ff010000,
+    0x00000001ff010001, 0x00000001ff0101ff, 0x00000001ff010100, 0x0000000100ffff00,
+    0x0000000100ff0000, 0x0000000100ff0001, 0x0000000100ff01ff, 0x0000000100ff0100,
+    0x0000000100ff0101, 0x000000010000ffff, 0x000000010000ff00, 0x000000010000ff01,
+    0x00000001000000ff, 0x0000000100000000, 0x0000000100000001, 0x00000001000001ff,
+    0x0000000100000100, 0x0000000100000101, 0x000000010001ff00, 0x00000001000100ff,
+    0x0000000100010000, 0x0000000100010100, 0x0000000101ffff01, 0x0000000101ff0000,
+    0x0000000101ff0001, 0x0000000101ff01ff, 0x0000000101ff0100, 0x0000000101ff0101,
+    0x000000010100ff00, 0x0000000101000000, 0x0000000101000101, 0x000000010101ff01,
+    0x0000000101010000, 0x0000000101010001, 0x00000001010101ff, 0x0000000101010100,
+    0x000001ffffff00ff, 0x000001ffffff0000, 0x000001ffffff0001, 0x000001ffffff0100,
+    0x000001ffff00ffff, 0x000001ffff000000, 0x000001ffff0001ff, 0x000001ffff01ff00,
+    0x000001ffff010101, 0x000001ff00ff0000, 0x000001ff00ff01ff, 0x000001ff00ff0101,
+    0x000001ff0000ff00, 0x000001ff000000ff, 0x000001ff00000000, 0x000001ff00000001,
+    0x000001ff000001ff, 0x000001ff00000100, 0x000001ff0001ffff, 0x000001ff0001ff01,
+    0x000001ff000100ff, 0x000001ff00010000, 0x000001ff01ffff01, 0x000001ff01ff0100,
+    0x000001ff0100ffff, 0x000001ff0100ff01, 0x000001ff01000000, 0x000001ff010001ff,
+    0x000001ff0101ff00, 0x000001ff01010100, 0x00000100ffffff00, 0x00000100ffffff01,
+    0x00000100ffff0000, 0x00000100ffff0101, 0x00000100ff00ff00, 0x00000100ff0000ff,
+    0x00000100ff000000, 0x00000100ff000001, 0x00000100ff000100, 0x00000100ff010000,
+    0x0000010000ffff00, 0x0000010000ff00ff, 0x0000010000ff0000, 0x0000010000ff0001,
+    0x0000010000ff0100, 0x000001000000ffff, 0x000001000000ff00, 0x000001000000ff01,
+    0x00000100000000ff, 0x0000010000000000, 0x0000010000000001, 0x00000100000001ff,
+    0x0000010000000100, 0x0000010000000101, 0x000001000001ff00, 0x00000100000100ff,
+    0x0000010000010000, 0x0000010000010001, 0x0000010000010100, 0x0000010001ffff00,
+    0x0000010001ff0000, 0x0000010001ff0100, 0x000001000100ff00, 0x00000100010000ff,
+    0x0000010001000000, 0x0000010001000001, 0x00000100010001ff, 0x0000010001000100,
+    0x0000010001010000, 0x00000101ffff00ff, 0x00000101ffff01ff, 0x00000101ff000000,
+    0x00000101ff000101, 0x00000101ff01ffff, 0x00000101ff010000, 0x00000101ff010001,
+    0x00000101ff010100, 0x0000010100ff0000, 0x0000010100ff01ff, 0x0000010100ff0100,
+    0x000001010000ff00, 0x0000010100000000, 0x0000010100000001, 0x00000101000001ff,
+    0x0000010100000100, 0x000001010001ff01, 0x0000010100010000, 0x00000101000101ff,
+    0x0000010100010101, 0x0000010101ffff00, 0x0000010101ff0101, 0x000001010100ff01,
+    0x0000010101000000, 0x0000010101000001, 0x00000101010001ff, 0x0000010101000101,
+    0x000001010101ff00, 0x0001ffffffff0000, 0x0001ffffff0000ff, 0x0001ffffff000001,
+    0x0001ffffff000100, 0x0001ffffff010000, 0x0001ffff00ff00ff, 0x0001ffff0000ffff,
+    0x0001ffff00000000, 0x0001ffff00000001, 0x0001ffff000001ff, 0x0001ffff00000101,
+    0x0001ffff0001ff00, 0x0001ffff000100ff, 0x0001ffff00010001, 0x0001ffff00010100,
+    0x0001ffff01ffff00, 0x0001ffff01000001, 0x0001ffff01010000, 0x0001ff00ffffff00,
+    0x0001ff00ffff00ff, 0x0001ff00ffff0001, 0x0001ff00ffff0100, 0x0001ff00ff00ff01,
+    0x0001ff00ff000000, 0x0001ff00ff01ff00, 0x0001ff00ff01ff01, 0x0001ff00ff010001,
+    0x0001ff00ff010100, 0x0001ff0000ff0000, 0x0001ff0000ff0100, 0x0001ff000000ff00,
+    0x0001ff0000000000, 0x0001ff0000000001, 0x0001ff0000000100, 0x0001ff0000010000,
+    0x0001ff0000010001, 0x0001ff0000010101, 0x0001ff0001ff00ff, 0x0001ff0001ff0101,
+    0x0001ff000100ff01, 0x0001ff0001000000, 0x0001ff000101ff00, 0x0001ff0001010001,
+    0x0001ff0001010100, 0x0001ff01ff00ff00, 0x0001ff01ff000001, 0x0001ff01ff000100,
+    0x0001ff0100ffffff, 0x0001ff0100ffff00, 0x0001ff0100ff0001, 0x0001ff0100000000,
+    0x0001ff0100000001, 0x0001ff01000001ff, 0x0001ff010001ffff, 0x0001ff0101ff0000,
+    0x0001ff010100ff00, 0x0001ff0101000001, 0x0001ff0101010000, 0x000100ffff00ff00,
+    0x000100ffff00ff01, 0x000100ffff000000, 0x000100ffff000001, 0x000100ffff000101,
+    0x000100ffff01ff00, 0x000100ffff010001, 0x000100ffff010100, 0x000100ff00ffffff,
+    0x000100ff00ffff01, 0x000100ff00ff0000, 0x000100ff00ff01ff, 0x000100ff00ff0101,
+    0x000100ff0000ff00, 0x000100ff000000ff, 0x000100ff00000000, 0x000100ff00000001,
+    0x000100ff00000100, 0x000100ff00000101, 0x000100ff0001ffff, 0x000100ff0001ff01,
+    0x000100ff00010000, 0x000100ff01ff00ff, 0x000100ff01ff0000, 0x000100ff01ff0100,
+    0x000100ff0100ffff, 0x000100ff0100ff01, 0x000100ff010000ff, 0x000100ff01000000,
+    0x000100ff01000001, 0x000100ff010001ff, 0x000100ff01000101, 0x000100ff0101ff00,
+    0x000100ff010100ff, 0x000100ff01010100, 0x00010000ffff0000, 0x00010000ffff01ff,
+    0x00010000ffff0101, 0x00010000ff00ff00, 0x00010000ff000000, 0x00010000ff000001,
+    0x00010000ff000100, 0x0001000000ff00ff, 0x0001000000ff0000, 0x0001000000ff0001,
+    0x0001000000ff0100, 0x000100000000ffff, 0x000100000000ff00, 0x00010000000000ff,
+    0x0001000000000000, 0x0001000000000001, 0x0001000000000100, 0x000100000001ff00,
+    0x00010000000100ff, 0x0001000000010000, 0x0001000000010001, 0x0001000000010100,
+    0x0001000001ff0001, 0x0001000001ff0100, 0x0001000001ff0101, 0x000100000100ff00,
+    0x0001000001000000, 0x0001000001000001, 0x0001000001000100, 0x0001000001000101,
+    0x000100000101ff01, 0x0001000001010000, 0x0001000001010001, 0x00010000010101ff,
+    0x00010001ffffff01, 0x00010001ffff0100, 0x00010001ff000000, 0x00010001ff01ffff,
+    0x00010001ff010001, 0x00010001ff0101ff, 0x00010001ff010100, 0x0001000100ffffff,
+    0x0001000100ff0000, 0x0001000100ff01ff, 0x0001000100ff0101, 0x000100010000ff00,
+    0x00010001000000ff, 0x0001000100000000, 0x0001000100000001, 0x00010001000001ff,
+    0x0001000100000101, 0x000100010001ffff, 0x0001000100010000, 0x00010001000101ff,
+    0x0001000101ffffff, 0x0001000101ffff01, 0x0001000101ff0000, 0x0001000101ff0101,
+    0x00010001010000ff, 0x0001000101000001, 0x00010001010001ff, 0x0001000101000100,
+    0x000100010101ffff, 0x00010001010100ff, 0x0001000101010001, 0x0001000101010101,
+    0x000101ffff000001, 0x000101ffff000100, 0x000101ffff010000, 0x000101ff00ffff00,
+    0x000101ff0000ff01, 0x000101ff00000000, 0x000101ff00000101, 0x000101ff0001ff00,
+    0x000101ff00010100, 0x000101ff01ff0000, 0x000101ff0100ff00, 0x000101ff010001ff,
+    0x000101ff01010001, 0x00010100ffffff00, 0x00010100ffff00ff, 0x00010100ff00ffff,
+    0x00010100ff000000, 0x00010100ff01ff00, 0x00010100ff0100ff, 0x00010100ff010001,
+    0x00010100ff010100, 0x0001010000ffffff, 0x0001010000ffff00, 0x0001010000ff0000,
+    0x0001010000ff0001, 0x0001010000ff01ff, 0x000101000000ff00, 0x00010100000000ff,
+    0x0001010000000000, 0x0001010000000001, 0x0001010000000100, 0x000101000001ffff,
+    0x0001010000010000, 0x0001010000010101, 0x0001010001ffff01, 0x0001010001ff00ff,
+    0x0001010001ff0101, 0x0001010001000000, 0x000101000101ff00, 0x00010100010100ff,
+    0x0001010001010000, 0x0001010001010100, 0x00010101ff00ff00, 0x00010101ff000001,
+    0x00010101ff0001ff, 0x0001010100ffff00, 0x0001010100ff00ff, 0x0001010100ff0100,
+    0x000101010000ffff, 0x0001010100000000, 0x00010101000001ff, 0x0001010100000101,
+    0x00010101000100ff, 0x0001010100010000, 0x0001010100010100, 0x0001010101ff0001,
+    0x00010101010000ff, 0x00010101010001ff, 0x0001010101000101, 0x0001010101010001,
+    0x01ffffffffffffff, 0x01ffffffffffff01, 0x01ffffffffff01ff, 0x01ffffffffff0101,
+    0x01ffffffff01ffff, 0x01ffffffff01ff01, 0x01ffffffff0101ff, 0x01ffffffff010101,
+    0x01ffffff00ff0000, 0x01ffffff0000ffff, 0x01ffffff0000ff00, 0x01ffffff000000ff,
+    0x01ffffff00000001, 0x01ffffff00000100, 0x01ffffff00010000, 0x01ffffff01ffffff,
+    0x01ffffff01ffff01, 0x01ffffff01ff01ff, 0x01ffffff01ff0101, 0x01ffffff01000000,
+    0x01ffffff0101ffff, 0x01ffffff0101ff01, 0x01ffffff010101ff, 0x01ffffff01010101,
+    0x01ffff00ffff0000, 0x01ffff00ff00ff00, 0x01ffff00ff0000ff, 0x01ffff00ff000001,
+    0x01ffff00ff000100, 0x01ffff00ff010000, 0x01ffff0000ffff00, 0x01ffff0000ff00ff,
+    0x01ffff0000ff0100, 0x01ffff000000ffff, 0x01ffff000000ff01, 0x01ffff0000000000,
+    0x01ffff0000000001, 0x01ffff00000001ff, 0x01ffff0000000100, 0x01ffff00000100ff,
+    0x01ffff0000010001, 0x01ffff0000010100, 0x01ffff0001ff0000, 0x01ffff0001ff0100,
+    0x01ffff00010000ff, 0x01ffff0001000001, 0x01ffff0001000100, 0x01ffff0001010000,
+    0x01ffff01ffffffff, 0x01ffff01ffffff01, 0x01ffff01ffff01ff, 0x01ffff01ffff0101,
+    0x01ffff01ff000000, 0x01ffff01ff01ffff, 0x01ffff01ff01ff01, 0x01ffff01ff0101ff,
+    0x01ffff01ff010101, 0x01ffff010000ff00, 0x01ffff01000000ff, 0x01ffff0100000100,
+    0x01ffff0100010000, 0x01ffff0101ffffff, 0x01ffff0101ffff01, 0x01ffff0101ff01ff,
+    0x01ffff0101ff0101, 0x01ffff0101000000, 0x01ffff010101ffff, 0x01ffff010101ff01,
+    0x01ffff01010101ff, 0x01ffff0101010101, 0x01ff00ffff0000ff, 0x01ff00ffff000100,
+    0x01ff00ff00ffff00, 0x01ff00ff00ff00ff, 0x01ff00ff0000ff00, 0x01ff00ff00000000,
+    0x01ff00ff00000101, 0x01ff00ff0001ff00, 0x01ff00ff000100ff, 0x01ff00ff00010100,
+    0x01ff00ff010000ff, 0x01ff00ff01000100, 0x01ff0000ffffff00, 0x01ff0000ffff0100,
+    0x01ff0000ff00ff01, 0x01ff0000ff000000, 0x01ff0000ff000101, 0x01ff0000ff010001,
+    0x01ff0000ff010100, 0x01ff000000ffffff, 0x01ff000000ffff00, 0x01ff000000ff0000,
+    0x01ff000000ff01ff, 0x01ff00000000ff00, 0x01ff0000000000ff, 0x01ff000000000000,
+    0x01ff000000000001, 0x01ff000000000100, 0x01ff000000000101, 0x01ff000000010000,
+    0x01ff000000010001, 0x01ff0000000101ff, 0x01ff000000010101, 0x01ff000001ffff00,
+    0x01ff000001ff00ff, 0x01ff000001ff0001, 0x01ff000001ff0100, 0x01ff00000100ffff,
+    0x01ff00000100ff01, 0x01ff000001000000, 0x01ff0000010001ff, 0x01ff000001010001,
+    0x01ff0001ff00ff00, 0x01ff0001ff000001, 0x01ff0001ff000100, 0x01ff0001ff010000,
+    0x01ff000100ffff00, 0x01ff000100ff00ff, 0x01ff000100ff0100, 0x01ff000100ff0101,
+    0x01ff00010000ffff, 0x01ff000100000000, 0x01ff000100000100, 0x01ff000100000101,
+    0x01ff00010001ff00, 0x01ff000100010001, 0x01ff000100010101, 0x01ff000101ff0000,
+    0x01ff00010100ff00, 0x01ff000101000101, 0x01ff0001010100ff, 0x01ff01ffffffffff,
+    0x01ff01ffffffff01, 0x01ff01ffffff01ff, 0x01ff01ffffff0101, 0x01ff01ffff000000,
+    0x01ff01ffff01ffff, 0x01ff01ffff01ff01, 0x01ff01ffff0101ff, 0x01ff01ffff010101,
+    0x01ff01ff00ffff00, 0x01ff01ff00ff0000, 0x01ff01ff0000ff00, 0x01ff01ff000000ff,
+    0x01ff01ff00000100, 0x01ff01ff00010000, 0x01ff01ff00010100, 0x01ff01ff01ffffff,
+    0x01ff01ff01ffff01, 0x01ff01ff01ff01ff, 0x01ff01ff01ff0101, 0x01ff01ff01000000,
+    0x01ff01ff0101ffff, 0x01ff01ff0101ff01, 0x01ff01ff010101ff, 0x01ff01ff01010101,
+    0x01ff0100ffff0000, 0x01ff0100ffff0001, 0x01ff0100ff00ff00, 0x01ff0100ff0000ff,
+    0x01ff0100ff000001, 0x01ff0100ff010000, 0x01ff010000ffff00, 0x01ff010000ff00ff,
+    0x01ff010000ff0001, 0x01ff010000ff0100, 0x01ff01000000ffff, 0x01ff01000000ff01,
+    0x01ff010000000000, 0x01ff010000000101, 0x01ff01000001ff00, 0x01ff0100000100ff,
+    0x01ff010001ff0000, 0x01ff010001000001, 0x01ff010001000100, 0x01ff010001010000,
+    0x01ff0101ffffffff, 0x01ff0101ffffff01, 0x01ff0101ffff01ff, 0x01ff0101ffff0101,
+    0x01ff0101ff000000, 0x01ff0101ff01ffff, 0x01ff0101ff01ff01, 0x01ff0101ff0101ff,
+    0x01ff0101ff010101, 0x01ff010100ff0000, 0x01ff01010000ff00, 0x01ff0101000000ff,
+    0x01ff010100000001, 0x01ff010101ffffff, 0x01ff010101ffff01, 0x01ff010101ff01ff,
+    0x01ff010101ff0101, 0x01ff010101000000, 0x01ff01010101ffff, 0x01ff01010101ff01,
+    0x01ff0101010101ff, 0x01ff010101010101, 0x0100ffffffff0000, 0x0100ffffff00ff00,
+    0x0100ffffff000001, 0x0100ffffff0001ff, 0x0100ffffff000100, 0x0100ffffff010000,
+    0x0100ffff00ffff00, 0x0100ffff00ff0001, 0x0100ffff00ff0100, 0x0100ffff00000000,
+    0x0100ffff000001ff, 0x0100ffff00000101, 0x0100ffff00010100, 0x0100ffff00010101,
+    0x0100ffff01ff0000, 0x0100ffff0100ff00, 0x0100ffff010000ff, 0x0100ffff01000001,
+    0x0100ffff01000100, 0x0100ffff01010000, 0x0100ff00ffffff00, 0x0100ff00ffff00ff,
+    0x0100ff00ffff0001, 0x0100ff00ffff0100, 0x0100ff00ff00ffff, 0x0100ff00ff000000,
+    0x0100ff00ff0001ff, 0x0100ff00ff000101, 0x0100ff00ff01ff00, 0x0100ff00ff0100ff,
+    0x0100ff00ff010001, 0x0100ff00ff010100, 0x0100ff0000ffffff, 0x0100ff0000ff0000,
+    0x0100ff000000ffff, 0x0100ff000000ff00, 0x0100ff00000000ff, 0x0100ff0000000000,
+    0x0100ff0000000001, 0x0100ff0000000100, 0x0100ff000001ff01, 0x0100ff0000010000,
+    0x0100ff0001ff00ff, 0x0100ff0001ff0001, 0x0100ff000100ff01, 0x0100ff0001000000,
+    0x0100ff00010001ff, 0x0100ff000101ff00, 0x0100ff00010100ff, 0x0100ff0001010001,
+    0x0100ff0001010100, 0x0100ff01ffff0000, 0x0100ff01ff00ff00, 0x0100ff01ff0000ff,
+    0x0100ff01ff000100, 0x0100ff01ff010000, 0x0100ff0100ff00ff, 0x0100ff0100ff0001,
+    0x0100ff0100ff0100, 0x0100ff010000ffff, 0x0100ff010000ff01, 0x0100ff0100000000,
+    0x0100ff01000001ff, 0x0100ff0100010001, 0x0100ff0100010100, 0x0100ff0101ff0000,
+    0x0100ff01010000ff, 0x0100ff0101000001, 0x0100ff0101010100, 0x010000ffffffff00,
+    0x010000ffffff00ff, 0x010000ffffff0001, 0x010000ffff00ffff, 0x010000ffff000000,
+    0x010000ffff0001ff, 0x010000ffff010001, 0x010000ff00ffffff, 0x010000ff00ff0101,
+    0x010000ff0000ff00, 0x010000ff000000ff, 0x010000ff00000000, 0x010000ff00000001,
+    0x010000ff000001ff, 0x010000ff00000100, 0x010000ff0001ffff, 0x010000ff0001ff00,
+    0x010000ff0001ff01, 0x010000ff00010000, 0x010000ff01ff00ff, 0x010000ff01ff0001,
+    0x010000ff0100ff01, 0x010000ff010000ff, 0x010000ff01000000, 0x010000ff010001ff,
+    0x010000ff0101ff00, 0x010000ff01010100, 0x01000000ffffffff, 0x01000000ffff0000,
+    0x01000000ffff01ff, 0x01000000ffff0101, 0x01000000ff00ffff, 0x01000000ff00ff00,
+    0x01000000ff0000ff, 0x01000000ff000000, 0x01000000ff000001, 0x01000000ff000100,
+    0x01000000ff01ff00, 0x01000000ff010000, 0x01000000ff010100, 0x01000000ff010101,
+    0x0100000000ffff00, 0x0100000000ff00ff, 0x0100000000ff0000, 0x0100000000ff0001,
+    0x0100000000ff0100, 0x010000000000ffff, 0x010000000000ff00, 0x010000000000ff01,
+    0x01000000000000ff, 0x0100000000000000, 0x0100000000000001, 0x01000000000001ff,
+    0x0100000000000100, 0x0100000000000101, 0x010000000001ff00, 0x01000000000100ff,
+    0x0100000000010000, 0x0100000000010001, 0x0100000000010100, 0x0100000001ffff00,
+    0x0100000001ff0000, 0x0100000001ff01ff, 0x010000000100ff00, 0x010000000100ff01,
+    0x01000000010000ff, 0x0100000001000000, 0x0100000001000001, 0x0100000001000100,
+    0x0100000001000101, 0x010000000101ffff, 0x010000000101ff01, 0x0100000001010000,
+    0x01000000010101ff, 0x0100000001010101, 0x01000001ffffff00, 0x01000001ffff00ff,
+    0x01000001ff00ffff, 0x01000001ff000000, 0x01000001ff000100, 0x01000001ff01ffff,
+    0x01000001ff010001, 0x01000001ff010100, 0x0100000100ff0000, 0x0100000100ff01ff,
+    0x0100000100ff0100, 0x010000010000ff00, 0x010000010000ff01, 0x0100000100000000,
+    0x0100000100000001, 0x0100000100000100, 0x0100000100010000, 0x01000001000101ff,
+    0x0100000101ffff01, 0x0100000101ff00ff, 0x0100000101ff0100, 0x0100000101ff0101,
+    0x010000010100ff01, 0x01000001010000ff, 0x0100000101000000, 0x01000001010100ff,
+    0x0100000101010001, 0x0100000101010100, 0x010001ffffff0000, 0x010001ffff000001,
+    0x010001ffff000100, 0x010001ffff010000, 0x010001ff00ffff00, 0x010001ff00ff0001,
+    0x010001ff0000ffff, 0x010001ff0000ff01, 0x010001ff00000000, 0x010001ff00000001,
+    0x010001ff00000101, 0x010001ff000100ff, 0x010001ff00010000, 0x010001ff01ff0000,
+    0x010001ff0100ff00, 0x010001ff01000001, 0x010001ff01000100, 0x010001ff01010000,
+    0x01000100ffff00ff, 0x01000100ffff0001, 0x01000100ffff0100, 0x01000100ff00ffff,
+    0x01000100ff00ff01, 0x01000100ff000000, 0x01000100ff0001ff, 0x01000100ff000101,
+    0x01000100ff01ffff, 0x01000100ff01ff00, 0x01000100ff0100ff, 0x01000100ff010001,
+    0x0100010000ffffff, 0x0100010000ffff01, 0x0100010000ff0000, 0x0100010000ff01ff,
+    0x0100010000ff0101, 0x010001000000ff00, 0x01000100000000ff, 0x0100010000000000,
+    0x0100010000000001, 0x0100010000000100, 0x010001000001ff01, 0x0100010000010000,
+    0x0100010000010001, 0x0100010000010101, 0x0100010001ffff00, 0x0100010001ff00ff,
+    0x010001000100ffff, 0x010001000100ff01, 0x0100010001000000, 0x0100010001000101,
+    0x010001000101ff00, 0x0100010001010001, 0x01000101ffff0000, 0x01000101ff000000,
+    0x01000101ff010000, 0x0100010100ff00ff, 0x0100010100ff0001, 0x0100010100ff0100,
+    0x010001010000ffff, 0x0100010100000000, 0x01000101000001ff, 0x010001010001ff00,
+    0x0100010101ff0000, 0x010001010100ff00, 0x01000101010000ff, 0x0100010101000000,
+    0x0100010101000001, 0x0101ffffffffffff, 0x0101ffffffffff01, 0x0101ffffffff01ff,
+    0x0101ffffffff0101, 0x0101ffffff000000, 0x0101ffffff01ffff, 0x0101ffffff01ff01,
+    0x0101ffffff0101ff, 0x0101ffffff010101, 0x0101ffff00ff0000, 0x0101ffff0000ff00,
+    0x0101ffff000000ff, 0x0101ffff00000001, 0x0101ffff00000100, 0x0101ffff01ffffff,
+    0x0101ffff01ffff01, 0x0101ffff01ff01ff, 0x0101ffff01ff0101, 0x0101ffff01000000,
+    0x0101ffff0101ffff, 0x0101ffff0101ff01, 0x0101ffff010101ff, 0x0101ffff01010101,
+    0x0101ff00ffff0000, 0x0101ff00ffff0100, 0x0101ff00ff00ff00, 0x0101ff00ff0000ff,
+    0x0101ff00ff000001, 0x0101ff00ff000100, 0x0101ff00ff000101, 0x0101ff0000ff0001,
+    0x0101ff0000ff0100, 0x0101ff000000ff00, 0x0101ff0000000000, 0x0101ff00000001ff,
+    0x0101ff0000000101, 0x0101ff000001ff00, 0x0101ff00000100ff, 0x0101ff0001ff0000,
+    0x0101ff000100ffff, 0x0101ff000100ff01, 0x0101ff0001000001, 0x0101ff0001000100,
+    0x0101ff01ffffff01, 0x0101ff01ffff01ff, 0x0101ff01ffff0101, 0x0101ff01ff00ffff,
+    0x0101ff01ff000100, 0x0101ff01ff01ff01, 0x0101ff01ff0101ff, 0x0101ff01ff010101,
+    0x0101ff0100ff0000, 0x0101ff010000ff00, 0x0101ff0100000001, 0x0101ff0100000100,
+    0x0101ff0100010000, 0x0101ff0101ffffff, 0x0101ff0101ffff01, 0x0101ff0101ff01ff,
+    0x0101ff0101ff0101, 0x0101ff0101000000, 0x0101ff010101ffff, 0x0101ff010101ff01,
+    0x0101ff01010101ff, 0x0101ff0101010101, 0x010100ffff000100, 0x010100ffff010000,
+    0x010100ff00ffff00, 0x010100ff00ff00ff, 0x010100ff0000ffff, 0x010100ff000000ff,
+    0x010100ff00000000, 0x010100ff000001ff, 0x010100ff00000101, 0x010100ff0001ff00,
+    0x010100ff00010000, 0x010100ff00010001, 0x010100ff000101ff, 0x010100ff00010100,
+    0x010100ff01ff0000, 0x01010000ffff0001, 0x01010000ffff0100, 0x01010000ff00ffff,
+    0x01010000ff00ff01, 0x01010000ff000000, 0x01010000ff0001ff, 0x01010000ff010001,
+    0x01010000ff010100, 0x0101000000ffff01, 0x0101000000ff0000, 0x010100000000ff00,
+    0x01010000000000ff, 0x0101000000000000, 0x0101000000000001, 0x0101000000000100,
+    0x0101000000010000, 0x0101000000010101, 0x0101000001ffff00, 0x0101000001ff00ff,
+    0x0101000001ff0000, 0x0101000001ff0001, 0x0101000001ff0100, 0x010100000100ff01,
+    0x0101000001000000, 0x01010000010001ff, 0x01010001ffff0000, 0x01010001ff00ff00,
+    0x01010001ff000001, 0x01010001ff000101, 0x01010001ff01ff00, 0x01010001ff010000,
+    0x0101000100ff00ff, 0x0101000100ff0001, 0x0101000100ff0101, 0x010100010000ff01,
+    0x0101000100000000, 0x0101000100000001, 0x01010001000001ff, 0x010100010001ffff,
+    0x010100010001ff01, 0x0101000101ff0001, 0x010100010100ffff, 0x0101000101000000,
+    0x0101000101000001, 0x0101000101000100, 0x010100010101ff00, 0x01010001010100ff,
+    0x0101000101010001, 0x010101ffffffffff, 0x010101ffffffff01, 0x010101ffffff01ff,
+    0x010101ffffff0101, 0x010101ffff01ffff, 0x010101ffff01ff01, 0x010101ffff0101ff,
+    0x010101ffff010101, 0x010101ff0000ff00, 0x010101ff000000ff, 0x010101ff00000001,
+    0x010101ff00000100, 0x010101ff01ffffff, 0x010101ff01ffff01, 0x010101ff01ff01ff,
+    0x010101ff01ff0101, 0x010101ff01000000, 0x010101ff0101ffff, 0x010101ff0101ff01,
+    0x010101ff010101ff, 0x010101ff01010101, 0x01010100ffff0000, 0x01010100ff0000ff,
+    0x01010100ff000100, 0x01010100ff01ff00, 0x01010100ff010000, 0x0101010000ffff00,
+    0x010101000000ffff, 0x0101010000000000, 0x0101010000000101, 0x010101000001ff00,
+    0x0101010000010001, 0x0101010000010100, 0x010101000100ffff, 0x0101010001000001,
+    0x01010101ffffffff, 0x01010101ffffff01, 0x01010101ffff01ff, 0x01010101ffff0101,
+    0x01010101ff01ffff, 0x01010101ff01ff01, 0x01010101ff0101ff, 0x01010101ff010101,
+    0x010101010000ff00, 0x01010101000000ff, 0x0101010100000001, 0x0101010101ffffff,
+    0x0101010101ffff01, 0x0101010101ff01ff, 0x0101010101ff0101, 0x0101010101000000,
+    0x010101010101ffff, 0x010101010101ff01, 0x01010101010101ff, 0x0101010101010101,
+GGML_TABLE_END()
+#else
+GGML_TABLE_BEGIN(uint32_t, iq1s_grid_gpu, NGRID_IQ1S)
+    0x00000000, 0x00000002, 0x00000101, 0x00000200, 0x00000202, 0x00010001, 0x00010101, 0x00020000,
+    0x00020002, 0x00020200, 0x00020202, 0x01000101, 0x01010001, 0x01010100, 0x01010102, 0x01020101,
+    0x02000000, 0x02000002, 0x02000200, 0x02000202, 0x02010101, 0x02020000, 0x02020002, 0x02020200,
+    0x02020202, 0x00000110, 0x00000111, 0x00010011, 0x00010110, 0x00010112, 0x00010211, 0x00010212,
+    0x00020111, 0x01000011, 0x01000112, 0x01000211, 0x01010012, 0x01010111, 0x01010212, 0x01020011,
+    0x01020110, 0x01020112, 0x01020210, 0x02000111, 0x02010011, 0x02010110, 0x02010112, 0x02020111,
+    0x00000020, 0x00000022, 0x00000220, 0x00000222, 0x00010121, 0x00020020, 0x00020022, 0x00020220,
+    0x00020222, 0x01000121, 0x01010021, 0x01010221, 0x01020120, 0x01020221, 0x02000020, 0x02000022,
+    0x02000220, 0x02000222, 0x02010021, 0x02010121, 0x02010221, 0x02020020, 0x02020022, 0x02020220,
+    0x02020222, 0x00011001, 0x00011100, 0x00011102, 0x00021101, 0x01001001, 0x01001201, 0x01011101,
+    0x01011202, 0x01021100, 0x01021101, 0x02011001, 0x02011201, 0x02021101, 0x00001011, 0x00001110,
+    0x00001111, 0x00001112, 0x00011111, 0x00011210, 0x00011212, 0x00021211, 0x01001010, 0x01001111,
+    0x01001212, 0x01011010, 0x01011011, 0x01011110, 0x01011111, 0x01011112, 0x01011211, 0x01021010,
+    0x01021012, 0x01021111, 0x01021210, 0x01021212, 0x02001011, 0x02011011, 0x02011111, 0x02011210,
+    0x02011212, 0x02021011, 0x02021110, 0x02021111, 0x02021112, 0x02021211, 0x00011120, 0x00011221,
+    0x01001021, 0x01001120, 0x01011020, 0x01011022, 0x01011121, 0x01011220, 0x01021020, 0x01021021,
+    0x01021122, 0x01021221, 0x02001121, 0x02011021, 0x02011120, 0x02011221, 0x00002000, 0x00002002,
+    0x00002200, 0x00002202, 0x00012101, 0x00022000, 0x00022002, 0x00022200, 0x00022202, 0x01002101,
+    0x01012001, 0x01012102, 0x01022101, 0x02002000, 0x02002002, 0x02002200, 0x02002202, 0x02012101,
+    0x02022000, 0x02022002, 0x02022200, 0x02022202, 0x00002111, 0x00012011, 0x00012110, 0x00012211,
+    0x00022110, 0x00022111, 0x01002011, 0x01012010, 0x01012011, 0x01012111, 0x01022011, 0x01022110,
+    0x01022211, 0x02012011, 0x02012110, 0x02012112, 0x02012211, 0x02022111, 0x00002020, 0x00002022,
+    0x00002220, 0x00002222, 0x00012121, 0x00022020, 0x00022022, 0x00022220, 0x00022222, 0x01002121,
+    0x01012021, 0x01012221, 0x01022021, 0x01022121, 0x02002020, 0x02002022, 0x02002121, 0x02002220,
+    0x02002222, 0x02012121, 0x02022020, 0x02022022, 0x02022220, 0x02022222, 0x00110000, 0x00110001,
+    0x00110100, 0x00110201, 0x00120100, 0x00120101, 0x01100001, 0x01100100, 0x01110000, 0x01110101,
+    0x01110200, 0x01120001, 0x01120100, 0x01120101, 0x01120201, 0x02110001, 0x02110100, 0x02110102,
+    0x02120001, 0x02120101, 0x00100011, 0x00100110, 0x00100112, 0x00100211, 0x00110010, 0x00110012,
+    0x00110111, 0x00110210, 0x00120011, 0x00120110, 0x00120211, 0x01100111, 0x01100212, 0x01110010,
+    0x01110011, 0x01110012, 0x01110110, 0x01110111, 0x01110112, 0x01110211, 0x01120010, 0x01120111,
+    0x02100110, 0x02110012, 0x02110111, 0x02120011, 0x02120110, 0x00110021, 0x00110120, 0x00110122,
+    0x00120121, 0x01100020, 0x01100122, 0x01100221, 0x01110022, 0x01110121, 0x01110220, 0x01110222,
+    0x01120120, 0x01120122, 0x02100121, 0x02110021, 0x02110120, 0x02110122, 0x02120121, 0x00101001,
+    0x00101102, 0x00101201, 0x00111100, 0x00111101, 0x00111200, 0x00111201, 0x00121001, 0x00121102,
+    0x01101001, 0x01101101, 0x01101102, 0x01101200, 0x01101202, 0x01111001, 0x01111100, 0x01111101,
+    0x01111102, 0x01111201, 0x01121002, 0x01121101, 0x01121200, 0x02101100, 0x02101201, 0x02111000,
+    0x02111100, 0x02111101, 0x02111200, 0x02111201, 0x02111202, 0x02121001, 0x02121100, 0x02121101,
+    0x02121201, 0x00101012, 0x00101111, 0x00101212, 0x00111011, 0x00111110, 0x00111111, 0x00111112,
+    0x00111211, 0x00121010, 0x00121012, 0x00121111, 0x00121210, 0x00121212, 0x01101011, 0x01101110,
+    0x01101111, 0x01101112, 0x01111011, 0x01111012, 0x01111110, 0x01111111, 0x01111112, 0x01111211,
+    0x01111212, 0x01121011, 0x01121110, 0x01121111, 0x01121112, 0x01121211, 0x02101010, 0x02101012,
+    0x02101110, 0x02101111, 0x02101210, 0x02101212, 0x02111010, 0x02111011, 0x02111110, 0x02111111,
+    0x02111112, 0x02111211, 0x02111212, 0x02121010, 0x02121012, 0x02121111, 0x00101021, 0x00101120,
+    0x00101121, 0x00101122, 0x00111121, 0x00111122, 0x00111220, 0x00111222, 0x00121021, 0x00121122,
+    0x01101020, 0x01101022, 0x01101120, 0x01101121, 0x01101220, 0x01101222, 0x01111021, 0x01111121,
+    0x01111122, 0x01111220, 0x01111221, 0x01121021, 0x01121120, 0x01121121, 0x01121220, 0x01121221,
+    0x01121222, 0x02101122, 0x02101222, 0x02111022, 0x02111121, 0x02121120, 0x02121221, 0x00112001,
+    0x00112102, 0x00122101, 0x01102001, 0x01102100, 0x01102102, 0x01102201, 0x01112000, 0x01112101,
+    0x01112200, 0x01112202, 0x01122000, 0x01122001, 0x01122100, 0x01122102, 0x01122201, 0x02102101,
+    0x02112001, 0x02112100, 0x02122101, 0x00112010, 0x00112012, 0x00112111, 0x00112212, 0x00122011,
+    0x00122111, 0x01102012, 0x01102110, 0x01102111, 0x01102210, 0x01112011, 0x01112110, 0x01112111,
+    0x01112112, 0x01112211, 0x01112212, 0x01122010, 0x01122111, 0x01122212, 0x02102211, 0x02112011,
+    0x02112012, 0x02112111, 0x02112210, 0x02122011, 0x02122112, 0x02122211, 0x00102221, 0x00112122,
+    0x00122120, 0x00122122, 0x01102120, 0x01102122, 0x01102221, 0x01112020, 0x01112022, 0x01112121,
+    0x01112220, 0x01122021, 0x01122122, 0x01122221, 0x02102121, 0x02112021, 0x02112122, 0x02112222,
+    0x00200000, 0x00200002, 0x00200200, 0x00200202, 0x00210101, 0x00220000, 0x00220002, 0x00220101,
+    0x00220200, 0x00220202, 0x01200101, 0x01210001, 0x01210201, 0x01220001, 0x01220101, 0x02200000,
+    0x02200002, 0x02200200, 0x02200202, 0x02210101, 0x02220000, 0x02220002, 0x02220101, 0x02220200,
+    0x02220202, 0x00200111, 0x00210011, 0x00210110, 0x00210211, 0x00220111, 0x01200012, 0x01200110,
+    0x01200211, 0x01210111, 0x01210210, 0x01210212, 0x01220011, 0x01220110, 0x01220111, 0x01220112,
+    0x02200111, 0x02210010, 0x02210112, 0x02210211, 0x02220111, 0x00200021, 0x00200220, 0x00200222,
+    0x00210021, 0x00210121, 0x00220020, 0x00220022, 0x00220220, 0x00220222, 0x01200121, 0x01210021,
+    0x01210122, 0x01210221, 0x01220121, 0x02200021, 0x02200220, 0x02200222, 0x02210021, 0x02210121,
+    0x02220020, 0x02220022, 0x02220220, 0x02220222, 0x00201101, 0x00211100, 0x00211102, 0x00211201,
+    0x00221101, 0x01201100, 0x01201101, 0x01201102, 0x01201201, 0x01211002, 0x01211101, 0x01211200,
+    0x01211202, 0x01221102, 0x02201101, 0x02211001, 0x02211100, 0x02211201, 0x02221001, 0x02221101,
+    0x00201211, 0x00211111, 0x00221011, 0x00221211, 0x01201010, 0x01201111, 0x01201210, 0x01211011,
+    0x01211110, 0x01211111, 0x01211211, 0x01221012, 0x01221111, 0x01221210, 0x02201211, 0x02211010,
+    0x02211110, 0x02211111, 0x02211210, 0x02211212, 0x02221011, 0x02221110, 0x02221112, 0x02221211,
+    0x00201121, 0x00211020, 0x00211022, 0x00211221, 0x00221121, 0x01201021, 0x01201221, 0x01211121,
+    0x01221020, 0x01221021, 0x01221221, 0x02201120, 0x02201122, 0x02211020, 0x02211222, 0x00202000,
+    0x00202002, 0x00202200, 0x00202202, 0x00212101, 0x00222000, 0x00222002, 0x00222200, 0x00222202,
+    0x01202101, 0x01212001, 0x01212100, 0x01222101, 0x02202000, 0x02202002, 0x02202200, 0x02202202,
+    0x02222000, 0x02222002, 0x02222200, 0x02222202, 0x00202211, 0x00212011, 0x00212110, 0x00212211,
+    0x00222111, 0x01202112, 0x01202211, 0x01212012, 0x01212111, 0x01222011, 0x01222110, 0x01222112,
+    0x01222211, 0x02202111, 0x02212010, 0x02212112, 0x02212211, 0x02222110, 0x02222111, 0x00202020,
+    0x00202022, 0x00202220, 0x00202222, 0x00222020, 0x00222022, 0x00222220, 0x00222222, 0x01202121,
+    0x01212021, 0x01212122, 0x01212221, 0x01222121, 0x02202020, 0x02202022, 0x02202220, 0x02202222,
+    0x02212121, 0x02222020, 0x02222022, 0x02222220, 0x02222222, 0x10000101, 0x10010001, 0x10010102,
+    0x10020101, 0x11000201, 0x11010002, 0x11010101, 0x11010200, 0x11010202, 0x11020001, 0x11020100,
+    0x11020102, 0x12010100, 0x12010201, 0x12020001, 0x12020102, 0x10000010, 0x10000011, 0x10000110,
+    0x10000112, 0x10000211, 0x10010012, 0x10010111, 0x10010112, 0x10010210, 0x10010212, 0x10020011,
+    0x10020112, 0x10020211, 0x11000111, 0x11000210, 0x11000212, 0x11010011, 0x11010110, 0x11010111,
+    0x11010112, 0x11010211, 0x11010212, 0x11020111, 0x11020210, 0x11020212, 0x12000011, 0x12000110,
+    0x12000112, 0x12010010, 0x12010012, 0x12010111, 0x12020010, 0x12020011, 0x12020012, 0x10000121,
+    0x10010021, 0x10010120, 0x10010122, 0x10020121, 0x11000021, 0x11010022, 0x11010121, 0x11010222,
+    0x11020120, 0x11020221, 0x12000221, 0x12010120, 0x12020121, 0x10001001, 0x10011101, 0x10011201,
+    0x10021201, 0x11001101, 0x11001200, 0x11001202, 0x11011001, 0x11011100, 0x11011101, 0x11011102,
+    0x11021001, 0x11021002, 0x11021101, 0x11021200, 0x11021202, 0x12001001, 0x12001102, 0x12001201,
+    0x12011000, 0x12011002, 0x12011101, 0x12021000, 0x12021001, 0x12021201, 0x10001011, 0x10001012,
+    0x10001111, 0x10001212, 0x10011011, 0x10011110, 0x10011111, 0x10011112, 0x10011211, 0x10021010,
+    0x10021111, 0x10021212, 0x11001011, 0x11001110, 0x11001111, 0x11001112, 0x11001211, 0x11011010,
+    0x11011011, 0x11011110, 0x11011111, 0x11011112, 0x11011210, 0x11011211, 0x11021011, 0x11021110,
+    0x11021111, 0x11021112, 0x11021211, 0x12001012, 0x12001110, 0x12001111, 0x12001210, 0x12011011,
+    0x12011110, 0x12011111, 0x12011112, 0x12011211, 0x12011212, 0x12021111, 0x12021210, 0x12021212,
+    0x10001021, 0x10001121, 0x10001221, 0x10011120, 0x10011121, 0x10011220, 0x10011222, 0x10021021,
+    0x10021120, 0x10021221, 0x11001020, 0x11001022, 0x11001121, 0x11001220, 0x11011020, 0x11011021,
+    0x11011022, 0x11011121, 0x11011122, 0x11011221, 0x11021022, 0x11021121, 0x11021220, 0x12001021,
+    0x12001121, 0x12001222, 0x12011120, 0x12011121, 0x12021021, 0x12021120, 0x12021122, 0x10002101,
+    0x10012001, 0x10012101, 0x10012202, 0x10022101, 0x11002002, 0x11002201, 0x11012000, 0x11012101,
+    0x11012200, 0x11022001, 0x11022100, 0x11022102, 0x11022201, 0x12002101, 0x12012001, 0x12012100,
+    0x12012102, 0x12012201, 0x12022101, 0x10002011, 0x10002111, 0x10002112, 0x10002212, 0x10012010,
+    0x10012110, 0x10012111, 0x10012210, 0x10022011, 0x10022110, 0x10022112, 0x11002010, 0x11002111,
+    0x11002212, 0x11012011, 0x11012012, 0x11012110, 0x11012111, 0x11012112, 0x11012211, 0x11022010,
+    0x11022012, 0x11022111, 0x11022112, 0x11022212, 0x12002112, 0x12002211, 0x12012012, 0x12012111,
+    0x12012112, 0x12012210, 0x12022011, 0x12022110, 0x12022112, 0x12022211, 0x10012122, 0x11002120,
+    0x11002122, 0x11002221, 0x11012121, 0x11012220, 0x11012222, 0x11022120, 0x11022221, 0x12012120,
+    0x12022121, 0x10100001, 0x10100100, 0x10100101, 0x10100102, 0x10100201, 0x10110002, 0x10110101,
+    0x10110202, 0x10120001, 0x10120100, 0x10120201, 0x11100000, 0x11100101, 0x11100200, 0x11110001,
+    0x11110100, 0x11110101, 0x11110102, 0x11110201, 0x11120101, 0x11120200, 0x12100102, 0x12100201,
+    0x12110101, 0x12110200, 0x12120000, 0x12120001, 0x12120102, 0x12120201, 0x10100111, 0x10100210,
+    0x10100211, 0x10100212, 0x10110011, 0x10110110, 0x10110111, 0x10110112, 0x10110210, 0x10110211,
+    0x10120010, 0x10120111, 0x10120112, 0x10120210, 0x10120212, 0x11100011, 0x11100110, 0x11100111,
+    0x11100112, 0x11100211, 0x11110010, 0x11110011, 0x11110012, 0x11110110, 0x11110111, 0x11110112,
+    0x11110210, 0x11110211, 0x11110212, 0x11120011, 0x11120110, 0x11120111, 0x11120112, 0x11120211,
+    0x12100012, 0x12100111, 0x12110011, 0x12110110, 0x12110111, 0x12110112, 0x12110211, 0x12120010,
+    0x12120111, 0x12120212, 0x10100021, 0x10100122, 0x10110022, 0x10110121, 0x10110222, 0x10120021,
+    0x10120120, 0x11100022, 0x11100121, 0x11100222, 0x11110021, 0x11110120, 0x11110121, 0x11110122,
+    0x11110221, 0x11120022, 0x11120121, 0x12100121, 0x12110020, 0x12110022, 0x12110121, 0x12110221,
+    0x12110222, 0x12120120, 0x10101100, 0x10101101, 0x10111001, 0x10111100, 0x10111101, 0x10111102,
+    0x10111200, 0x10111201, 0x10121001, 0x10121101, 0x10121200, 0x10121202, 0x11101001, 0x11101100,
+    0x11101101, 0x11101102, 0x11101201, 0x11101202, 0x11111000, 0x11111001, 0x11111100, 0x11111101,
+    0x11111102, 0x11111200, 0x11111201, 0x11111202, 0x11121001, 0x11121002, 0x11121100, 0x11121101,
+    0x11121102, 0x11121201, 0x12101000, 0x12101200, 0x12101202, 0x12111001, 0x12111100, 0x12111101,
+    0x12111102, 0x12111201, 0x12121001, 0x12121100, 0x12121101, 0x12121202, 0x10101011, 0x10101012,
+    0x10101110, 0x10101111, 0x10101112, 0x10101211, 0x10111010, 0x10111011, 0x10111012, 0x10111110,
+    0x10111111, 0x10111112, 0x10111211, 0x10111212, 0x10121011, 0x10121110, 0x10121111, 0x10121112,
+    0x10121211, 0x11101010, 0x11101011, 0x11101012, 0x11101110, 0x11101111, 0x11101112, 0x11101210,
+    0x11101211, 0x11111010, 0x11111011, 0x11111012, 0x11111110, 0x11111111, 0x11111112, 0x11111210,
+    0x11111211, 0x11111212, 0x11121010, 0x11121011, 0x11121110, 0x11121111, 0x11121112, 0x11121210,
+    0x11121211, 0x11121212, 0x12101011, 0x12101110, 0x12101111, 0x12101211, 0x12101212, 0x12111010,
+    0x12111011, 0x12111110, 0x12111111, 0x12111112, 0x12111210, 0x12111211, 0x12121011, 0x12121110,
+    0x12121111, 0x12121112, 0x12121211, 0x10101020, 0x10101021, 0x10101022, 0x10101120, 0x10101122,
+    0x10101220, 0x10101221, 0x10111021, 0x10111120, 0x10111121, 0x10111220, 0x10111221, 0x10121020,
+    0x10121021, 0x10121022, 0x10121120, 0x10121121, 0x10121122, 0x10121220, 0x10121221, 0x11101021,
+    0x11101121, 0x11101122, 0x11101220, 0x11101221, 0x11101222, 0x11111020, 0x11111021, 0x11111022,
+    0x11111120, 0x11111121, 0x11111122, 0x11111220, 0x11111221, 0x11111222, 0x11121021, 0x11121120,
+    0x11121121, 0x11121221, 0x12101022, 0x12101121, 0x12101122, 0x12101220, 0x12101221, 0x12101222,
+    0x12111021, 0x12111121, 0x12111222, 0x12121022, 0x12121121, 0x12121122, 0x12121220, 0x12121221,
+    0x10102100, 0x10102101, 0x10102102, 0x10102201, 0x10112000, 0x10112101, 0x10112200, 0x10122001,
+    0x10122202, 0x11102101, 0x11102200, 0x11102202, 0x11112001, 0x11112100, 0x11112101, 0x11112102,
+    0x11112200, 0x11112201, 0x11122000, 0x11122002, 0x11122100, 0x11122101, 0x12102002, 0x12102201,
+    0x12112000, 0x12112002, 0x12112101, 0x12112200, 0x12122001, 0x12122201, 0x10102011, 0x10102012,
+    0x10102111, 0x10102212, 0x10112011, 0x10112110, 0x10112111, 0x10112112, 0x10112211, 0x10122111,
+    0x11102011, 0x11102110, 0x11102111, 0x11102112, 0x11102211, 0x11112010, 0x11112011, 0x11112012,
+    0x11112110, 0x11112111, 0x11112112, 0x11112210, 0x11112211, 0x11112212, 0x11122011, 0x11122110,
+    0x11122111, 0x11122112, 0x11122211, 0x12102011, 0x12102111, 0x12102211, 0x12112011, 0x12112110,
+    0x12112111, 0x12112112, 0x12112210, 0x12112211, 0x12122111, 0x10102120, 0x10102220, 0x10112121,
+    0x10112222, 0x10122020, 0x10122121, 0x10122122, 0x10122221, 0x11102121, 0x11102220, 0x11102221,
+    0x11112021, 0x11112121, 0x11112122, 0x11112220, 0x11112221, 0x11122022, 0x11122121, 0x11122220,
+    0x11122222, 0x12102021, 0x12102222, 0x12112022, 0x12112121, 0x12112122, 0x12112220, 0x12112222,
+    0x12122021, 0x10200101, 0x10210100, 0x10210102, 0x10210201, 0x10220101, 0x11200100, 0x11210000,
+    0x11210101, 0x11210102, 0x11210200, 0x11210202, 0x11220001, 0x11220100, 0x11220102, 0x11220201,
+    0x12200001, 0x12210102, 0x12220101, 0x10200011, 0x10200110, 0x10200112, 0x10200211, 0x10210012,
+    0x10210111, 0x10220011, 0x10220012, 0x10220112, 0x10220211, 0x11200111, 0x11200211, 0x11210011,
+    0x11210111, 0x11210112, 0x11210211, 0x11220111, 0x11220112, 0x11220212, 0x12200110, 0x12200212,
+    0x12210012, 0x12210111, 0x12220011, 0x12220112, 0x12220211, 0x10210021, 0x10210122, 0x10210221,
+    0x11200020, 0x11200021, 0x11200122, 0x11210121, 0x11210122, 0x11210220, 0x11220020, 0x12200121,
+    0x12210021, 0x12210122, 0x12220121, 0x10211001, 0x10211002, 0x10211101, 0x10211102, 0x10211202,
+    0x10221001, 0x10221102, 0x10221201, 0x11201000, 0x11201002, 0x11201101, 0x11201200, 0x11201202,
+    0x11211001, 0x11211100, 0x11211101, 0x11211102, 0x11211201, 0x11211202, 0x11221000, 0x11221002,
+    0x11221101, 0x12201100, 0x12201101, 0x12201201, 0x12211000, 0x12211002, 0x12211100, 0x12211101,
+    0x12211102, 0x12211200, 0x12211202, 0x12221001, 0x12221100, 0x12221201, 0x10201111, 0x10201210,
+    0x10201212, 0x10211011, 0x10211111, 0x10211112, 0x10211211, 0x11201110, 0x11201111, 0x11201112,
+    0x11201211, 0x11211010, 0x11211011, 0x11211110, 0x11211111, 0x11211112, 0x11211211, 0x11221011,
+    0x11221110, 0x11221111, 0x11221112, 0x11221211, 0x12201112, 0x12201211, 0x12201212, 0x12211011,
+    0x12211111, 0x12211112, 0x12211211, 0x12211212, 0x12221012, 0x12221111, 0x12221112, 0x12221210,
+    0x10201022, 0x10201221, 0x10211121, 0x10221020, 0x10221122, 0x10221220, 0x10221221, 0x11201020,
+    0x11201121, 0x11201220, 0x11201222, 0x11211021, 0x11211120, 0x11211121, 0x11211122, 0x11211220,
+    0x11211222, 0x11221020, 0x11221121, 0x11221220, 0x12201020, 0x12201022, 0x12201121, 0x12201222,
+    0x12211120, 0x12211122, 0x12211220, 0x12211221, 0x12221020, 0x12221120, 0x12221122, 0x12221222,
+    0x10212102, 0x10212201, 0x10222101, 0x11202001, 0x11212002, 0x11212101, 0x11212202, 0x11222001,
+    0x11222201, 0x12202101, 0x12212001, 0x12212200, 0x12222102, 0x10202011, 0x10202110, 0x10212010,
+    0x10212111, 0x10222011, 0x10222110, 0x10222112, 0x10222211, 0x11202010, 0x11202011, 0x11202111,
+    0x11202112, 0x11202210, 0x11212011, 0x11212110, 0x11212111, 0x11212112, 0x11212211, 0x11222010,
+    0x11222111, 0x11222212, 0x12202012, 0x12202110, 0x12202212, 0x12212111, 0x12222011, 0x12222110,
+    0x12222111, 0x12222211, 0x10212021, 0x10212122, 0x10212220, 0x11202021, 0x11202120, 0x11202221,
+    0x11212020, 0x11212121, 0x11212220, 0x11212222, 0x11222120, 0x11222121, 0x11222221, 0x12202122,
+    0x12212120, 0x12212220, 0x12212222, 0x12222122, 0x20000000, 0x20000002, 0x20000200, 0x20000202,
+    0x20020000, 0x20020002, 0x20020200, 0x20020202, 0x21000101, 0x21010000, 0x21010001, 0x21010100,
+    0x21010102, 0x21010201, 0x21020101, 0x22000000, 0x22000002, 0x22000200, 0x22000202, 0x22010101,
+    0x22020000, 0x22020002, 0x22020200, 0x22020202, 0x20000111, 0x20010011, 0x20010110, 0x20010112,
+    0x20010211, 0x20020111, 0x21000011, 0x21000110, 0x21000211, 0x21010010, 0x21010012, 0x21010111,
+    0x21010112, 0x21010210, 0x21010211, 0x21020110, 0x21020112, 0x21020211, 0x22000111, 0x22000211,
+    0x22010110, 0x22010112, 0x22010211, 0x22020111, 0x20000020, 0x20000022, 0x20000220, 0x20000222,
+    0x20010121, 0x20020020, 0x20020022, 0x20020220, 0x20020222, 0x21010021, 0x21010120, 0x21010221,
+    0x21020121, 0x22000020, 0x22000022, 0x22000220, 0x22000222, 0x22010121, 0x22020020, 0x22020022,
+    0x22020220, 0x22020222, 0x20011100, 0x20011201, 0x21001001, 0x21001100, 0x21011001, 0x21011101,
+    0x21011202, 0x21021001, 0x21021100, 0x21021201, 0x22011100, 0x22011201, 0x20001011, 0x20001211,
+    0x20011012, 0x20011111, 0x20011212, 0x20021112, 0x20021211, 0x21001010, 0x21001011, 0x21001111,
+    0x21001210, 0x21011011, 0x21011110, 0x21011111, 0x21011112, 0x21011211, 0x21011212, 0x21021111,
+    0x21021112, 0x21021210, 0x21021212, 0x22001011, 0x22001110, 0x22001112, 0x22001211, 0x22011010,
+    0x22011012, 0x22011111, 0x22011210, 0x22021112, 0x20011021, 0x20011122, 0x20011221, 0x20021121,
+    0x21001021, 0x21001120, 0x21001221, 0x21001222, 0x21011020, 0x21011121, 0x21011221, 0x21011222,
+    0x21021021, 0x21021122, 0x21021222, 0x22001121, 0x22011021, 0x22011222, 0x22021120, 0x20002000,
+    0x20002002, 0x20002200, 0x20002202, 0x20012101, 0x20022000, 0x20022002, 0x20022200, 0x20022202,
+    0x21002001, 0x21002101, 0x21012001, 0x21012100, 0x21012201, 0x21022101, 0x21022201, 0x22002000,
+    0x22002002, 0x22002200, 0x22002202, 0x22012101, 0x22022000, 0x22022002, 0x22022200, 0x22022202,
+    0x20002111, 0x20002112, 0x20012011, 0x20012110, 0x20012112, 0x20022111, 0x21002011, 0x21002110,
+    0x21002112, 0x21002211, 0x21012010, 0x21012012, 0x21012111, 0x21012212, 0x21022011, 0x21022110,
+    0x22002111, 0x22012112, 0x22012211, 0x22022111, 0x20002020, 0x20002022, 0x20002220, 0x20002222,
+    0x20012121, 0x20022020, 0x20022022, 0x20022220, 0x20022222, 0x21002121, 0x21012021, 0x21012120,
+    0x21012122, 0x22002020, 0x22002022, 0x22002220, 0x22002222, 0x22012121, 0x22022020, 0x22022022,
+    0x22022220, 0x22022222, 0x20100101, 0x20110001, 0x20110102, 0x20110200, 0x20110201, 0x20120101,
+    0x21100001, 0x21100102, 0x21100201, 0x21110101, 0x21110200, 0x21110202, 0x21120201, 0x21120202,
+    0x22100101, 0x22110001, 0x22110100, 0x22110102, 0x22110201, 0x22120101, 0x20100011, 0x20100110,
+    0x20100112, 0x20100211, 0x20110010, 0x20110111, 0x20110210, 0x20110212, 0x20120011, 0x20120110,
+    0x20120112, 0x20120211, 0x21100010, 0x21100111, 0x21110010, 0x21110011, 0x21110110, 0x21110111,
+    0x21110112, 0x21110211, 0x21120012, 0x21120111, 0x22100110, 0x22100112, 0x22110012, 0x22110111,
+    0x22110210, 0x22120011, 0x22120110, 0x22120112, 0x22120211, 0x20100121, 0x20110021, 0x20110120,
+    0x20110221, 0x20120121, 0x21100120, 0x21100122, 0x21100221, 0x21110020, 0x21110022, 0x21110121,
+    0x21110220, 0x21120122, 0x21120221, 0x22100121, 0x22110120, 0x22110122, 0x22120221, 0x20101001,
+    0x20101100, 0x20101102, 0x20111000, 0x20111101, 0x20111200, 0x20121102, 0x21101000, 0x21101202,
+    0x21111001, 0x21111100, 0x21111101, 0x21111102, 0x21111200, 0x21111201, 0x21121000, 0x21121001,
+    0x21121002, 0x21121101, 0x22101100, 0x22101102, 0x22111002, 0x22111100, 0x22111101, 0x22111200,
+    0x22121001, 0x22121201, 0x20101010, 0x20101111, 0x20101210, 0x20101212, 0x20111010, 0x20111011,
+    0x20111110, 0x20111111, 0x20111112, 0x20111211, 0x20121011, 0x20121111, 0x20121211, 0x20121212,
+    0x21101011, 0x21101110, 0x21101111, 0x21101112, 0x21101211, 0x21111010, 0x21111011, 0x21111012,
+    0x21111110, 0x21111111, 0x21111112, 0x21111210, 0x21111211, 0x21111212, 0x21121011, 0x21121110,
+    0x21121111, 0x21121112, 0x21121211, 0x22101011, 0x22101111, 0x22101210, 0x22111011, 0x22111012,
+    0x22111110, 0x22111111, 0x22111112, 0x22111211, 0x22111212, 0x22121010, 0x22121012, 0x22121111,
+    0x22121210, 0x22121212, 0x20101021, 0x20101120, 0x20111020, 0x20111121, 0x20111221, 0x20121020,
+    0x20121122, 0x20121221, 0x21101121, 0x21101220, 0x21101221, 0x21111021, 0x21111022, 0x21111121,
+    0x21111122, 0x21111221, 0x21121121, 0x21121220, 0x22101022, 0x22101120, 0x22101221, 0x22101222,
+    0x22111022, 0x22111120, 0x22111121, 0x22121120, 0x22121122, 0x22121221, 0x20102101, 0x20112102,
+    0x20112201, 0x20122101, 0x21102001, 0x21102102, 0x21112000, 0x21112002, 0x21112101, 0x21112102,
+    0x21112202, 0x21122100, 0x21122101, 0x22102101, 0x22112001, 0x22112102, 0x22112201, 0x22122101,
+    0x20102110, 0x20102112, 0x20102211, 0x20112010, 0x20112012, 0x20112111, 0x20112210, 0x20112212,
+    0x20122010, 0x20122011, 0x20122110, 0x20122112, 0x21102010, 0x21102012, 0x21102111, 0x21102210,
+    0x21102212, 0x21112011, 0x21112110, 0x21112111, 0x21112112, 0x21112211, 0x21122012, 0x21122111,
+    0x21122112, 0x21122212, 0x22102011, 0x22102110, 0x22112010, 0x22112012, 0x22112111, 0x22112212,
+    0x22122011, 0x22122112, 0x20102121, 0x20112121, 0x20122121, 0x21102120, 0x21102122, 0x21102221,
+    0x21112020, 0x21112121, 0x21112220, 0x21122021, 0x22102121, 0x22112021, 0x22112120, 0x22112121,
+    0x22112122, 0x20200000, 0x20200002, 0x20200200, 0x20200202, 0x20210101, 0x20220000, 0x20220002,
+    0x20220200, 0x20220202, 0x21200101, 0x21210001, 0x21210100, 0x21210102, 0x21210201, 0x22200000,
+    0x22200002, 0x22200200, 0x22200202, 0x22210101, 0x22220000, 0x22220002, 0x22220200, 0x22220202,
+    0x20200111, 0x20200211, 0x20210011, 0x20210110, 0x20210112, 0x20210211, 0x20210212, 0x21200112,
+    0x21200211, 0x21210011, 0x21210111, 0x21210210, 0x21210212, 0x21220011, 0x21220110, 0x22200111,
+    0x22210010, 0x22210012, 0x22210112, 0x22210211, 0x20200022, 0x20200220, 0x20200222, 0x20210020,
+    0x20210221, 0x20220022, 0x20220220, 0x20220222, 0x21200121, 0x21210021, 0x21210122, 0x21210221,
+    0x21220121, 0x22200020, 0x22200022, 0x22200220, 0x22200222, 0x22210121, 0x22220020, 0x22220022,
+    0x22220220, 0x22220222, 0x20211201, 0x20221101, 0x21201001, 0x21201100, 0x21211000, 0x21211100,
+    0x21211101, 0x21211200, 0x21211202, 0x21221001, 0x21221101, 0x21221102, 0x21221200, 0x21221201,
+    0x22201101, 0x20201112, 0x20201211, 0x20211010, 0x20211012, 0x20211111, 0x20211210, 0x20221112,
+    0x20221211, 0x21201012, 0x21201111, 0x21211011, 0x21211110, 0x21211111, 0x21211112, 0x21211211,
+    0x21221111, 0x21221212, 0x22201011, 0x22201110, 0x22201111, 0x22201112, 0x22201211, 0x22211012,
+    0x22211111, 0x22211210, 0x20201121, 0x20211021, 0x20211122, 0x20211222, 0x20221021, 0x20221121,
+    0x21201120, 0x21201122, 0x21201222, 0x21211022, 0x21211121, 0x21211122, 0x21211220, 0x21221020,
+    0x21221022, 0x22201122, 0x22211020, 0x22211121, 0x22211122, 0x22211221, 0x22221021, 0x22221120,
+    0x22221122, 0x20202000, 0x20202002, 0x20202200, 0x20202202, 0x20222000, 0x20222002, 0x20222200,
+    0x20222202, 0x21212001, 0x21212100, 0x21212102, 0x21212201, 0x22202000, 0x22202002, 0x22202200,
+    0x22202202, 0x22212101, 0x22222000, 0x22222002, 0x22222200, 0x22222202, 0x20202111, 0x20212110,
+    0x20212211, 0x20222011, 0x20222111, 0x21202011, 0x21212010, 0x21212111, 0x21212212, 0x21222011,
+    0x21222112, 0x21222211, 0x22212010, 0x22212112, 0x20202020, 0x20202022, 0x20202220, 0x20202222,
+    0x20222020, 0x20222022, 0x20222220, 0x20222222, 0x21212021, 0x21212120, 0x21212122, 0x22202020,
+    0x22202022, 0x22202220, 0x22202222, 0x22212121, 0x22222020, 0x22222022, 0x22222220, 0x22222222,
+GGML_TABLE_END()
+#endif
+
+#endif // GGML_COMMON_IMPL
+#endif // GGML_COMMON_IMPL
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/CMakeLists.txt b/ml/backend/ggml/ggml/src/ggml-cpu/CMakeLists.txt
new file mode 100644
index 0000000..bdaec28
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/CMakeLists.txt
@@ -0,0 +1,502 @@
+function(ggml_add_cpu_backend_variant_impl tag_name)
+    if (tag_name)
+        set(GGML_CPU_NAME ggml-cpu-${tag_name})
+    else()
+        set(GGML_CPU_NAME ggml-cpu)
+    endif()
+
+    ggml_add_backend_library(${GGML_CPU_NAME})
+
+    list (APPEND GGML_CPU_SOURCES
+        ggml-cpu/ggml-cpu.c
+        ggml-cpu/ggml-cpu.cpp
+        ggml-cpu/ggml-cpu-aarch64.cpp
+        ggml-cpu/ggml-cpu-aarch64.h
+        ggml-cpu/ggml-cpu-hbm.cpp
+        ggml-cpu/ggml-cpu-hbm.h
+        ggml-cpu/ggml-cpu-quants.c
+        ggml-cpu/ggml-cpu-quants.h
+        ggml-cpu/ggml-cpu-traits.cpp
+        ggml-cpu/ggml-cpu-traits.h
+        ggml-cpu/amx/amx.cpp
+        ggml-cpu/amx/amx.h
+        ggml-cpu/amx/mmq.cpp
+        ggml-cpu/amx/mmq.h
+        ggml-cpu/ggml-cpu-impl.h
+        ggml-cpu/common.h
+        ggml-cpu/binary-ops.h
+        ggml-cpu/binary-ops.cpp
+        ggml-cpu/unary-ops.h
+        ggml-cpu/unary-ops.cpp
+        ggml-cpu/simd-mappings.h
+        ggml-cpu/vec.h
+        ggml-cpu/vec.cpp
+        ggml-cpu/ops.h
+        ggml-cpu/ops.cpp
+        )
+
+    target_compile_features(${GGML_CPU_NAME} PRIVATE c_std_11 cxx_std_17)
+    target_include_directories(${GGML_CPU_NAME} PRIVATE . ggml-cpu)
+
+    if (APPLE AND GGML_ACCELERATE)
+        find_library(ACCELERATE_FRAMEWORK Accelerate)
+        if (ACCELERATE_FRAMEWORK)
+            message(STATUS "Accelerate framework found")
+
+            target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_ACCELERATE)
+            target_compile_definitions(${GGML_CPU_NAME} PRIVATE ACCELERATE_NEW_LAPACK)
+            target_compile_definitions(${GGML_CPU_NAME} PRIVATE ACCELERATE_LAPACK_ILP64)
+
+            target_link_libraries(${GGML_CPU_NAME} PRIVATE ${ACCELERATE_FRAMEWORK})
+        else()
+            message(WARNING "Accelerate framework not found")
+        endif()
+    endif()
+
+    if (GGML_OPENMP)
+        find_package(OpenMP)
+        if (OpenMP_FOUND)
+            target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_OPENMP)
+
+            target_link_libraries(${GGML_CPU_NAME} PRIVATE OpenMP::OpenMP_C OpenMP::OpenMP_CXX)
+        else()
+            message(WARNING "OpenMP not found")
+        endif()
+    endif()
+
+    if (GGML_LLAMAFILE)
+        target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_LLAMAFILE)
+
+        list(APPEND GGML_CPU_SOURCES
+                    ggml-cpu/llamafile/sgemm.cpp
+                    ggml-cpu/llamafile/sgemm.h)
+    endif()
+
+    if (GGML_CPU_HBM)
+        find_library(memkind memkind REQUIRED)
+
+        message(STATUS "Using memkind for CPU HBM")
+
+        target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_CPU_HBM)
+
+        target_link_libraries(${GGML_CPU_NAME} PUBLIC memkind)
+    endif()
+
+    if (CMAKE_OSX_ARCHITECTURES      STREQUAL "arm64" OR
+        CMAKE_GENERATOR_PLATFORM_LWR STREQUAL "arm64" OR
+        (NOT CMAKE_OSX_ARCHITECTURES AND NOT CMAKE_GENERATOR_PLATFORM_LWR AND
+            CMAKE_SYSTEM_PROCESSOR MATCHES "^(aarch64|arm.*|ARM64)$"))
+
+        message(STATUS "ARM detected")
+
+        if (MSVC AND NOT CMAKE_C_COMPILER_ID STREQUAL "Clang")
+            message(FATAL_ERROR "MSVC is not supported for ARM, use clang")
+        else()
+            check_cxx_compiler_flag(-mfp16-format=ieee GGML_COMPILER_SUPPORTS_FP16_FORMAT_I3E)
+            if (NOT "${GGML_COMPILER_SUPPORTS_FP16_FORMAT_I3E}" STREQUAL "")
+                list(APPEND ARCH_FLAGS -mfp16-format=ieee)
+            endif()
+
+            if (GGML_NATIVE)
+                # -mcpu=native does not always enable all the features in some compilers,
+                # so we check for them manually and enable them if available
+
+                execute_process(
+                    COMMAND ${CMAKE_C_COMPILER} -mcpu=native -E -v -
+                    INPUT_FILE "/dev/null"
+                    OUTPUT_QUIET
+                    ERROR_VARIABLE ARM_MCPU
+                    RESULT_VARIABLE ARM_MCPU_RESULT
+                )
+                if (NOT ARM_MCPU_RESULT)
+                    string(REGEX MATCH "-mcpu=[^ ']+" ARM_MCPU_FLAG "${ARM_MCPU}")
+                endif()
+                if ("${ARM_MCPU_FLAG}" STREQUAL "")
+                    set(ARM_MCPU_FLAG -mcpu=native)
+                    message(STATUS "ARM -mcpu not found, -mcpu=native will be used")
+                endif()
+
+                include(CheckCXXSourceRuns)
+
+                function(check_arm_feature tag code)
+                    set(CMAKE_REQUIRED_FLAGS_SAVE ${CMAKE_REQUIRED_FLAGS})
+                    set(CMAKE_REQUIRED_FLAGS "${ARM_MCPU_FLAG}+${tag}")
+                    check_cxx_source_runs("${code}" GGML_MACHINE_SUPPORTS_${tag})
+                    if (GGML_MACHINE_SUPPORTS_${tag})
+                        set(ARM_MCPU_FLAG_FIX "${ARM_MCPU_FLAG_FIX}+${tag}" PARENT_SCOPE)
+                    else()
+                        set(CMAKE_REQUIRED_FLAGS "${ARM_MCPU_FLAG}+no${tag}")
+                        check_cxx_source_compiles("int main() { return 0; }" GGML_MACHINE_SUPPORTS_no${tag})
+                        if (GGML_MACHINE_SUPPORTS_no${tag})
+                            set(ARM_MCPU_FLAG_FIX "${ARM_MCPU_FLAG_FIX}+no${tag}" PARENT_SCOPE)
+                        endif()
+                    endif()
+                    set(CMAKE_REQUIRED_FLAGS ${CMAKE_REQUIRED_FLAGS_SAVE})
+                endfunction()
+
+                check_arm_feature(dotprod "#include <arm_neon.h>\nint main() { int8x16_t _a, _b; volatile int32x4_t _s = vdotq_s32(_s, _a, _b); return 0; }")
+                check_arm_feature(i8mm    "#include <arm_neon.h>\nint main() { int8x16_t _a, _b; volatile int32x4_t _s = vmmlaq_s32(_s, _a, _b); return 0; }")
+                check_arm_feature(sve     "#include <arm_sve.h>\nint main()  { svfloat32_t _a, _b; volatile svfloat32_t _c = svadd_f32_z(svptrue_b8(), _a, _b); return 0; }")
+                check_arm_feature(sme     "#include <arm_sme.h>\n__arm_locally_streaming int main() { __asm__ volatile(\"smstart; smstop;\"); return 0; }")
+
+                list(APPEND ARCH_FLAGS "${ARM_MCPU_FLAG}${ARM_MCPU_FLAG_FIX}")
+            else()
+                if (GGML_CPU_ARM_ARCH)
+                    list(APPEND ARCH_FLAGS -march=${GGML_CPU_ARM_ARCH})
+                endif()
+            endif()
+
+            # show enabled features
+            if (CMAKE_HOST_SYSTEM_NAME STREQUAL "Windows")
+                set(FEAT_INPUT_FILE "NUL")
+            else()
+                set(FEAT_INPUT_FILE "/dev/null")
+            endif()
+
+            execute_process(
+                COMMAND ${CMAKE_C_COMPILER} ${ARCH_FLAGS} -dM -E -
+                INPUT_FILE ${FEAT_INPUT_FILE}
+                OUTPUT_VARIABLE ARM_FEATURE
+                RESULT_VARIABLE ARM_FEATURE_RESULT
+            )
+            if (ARM_FEATURE_RESULT)
+                message(WARNING "Failed to get ARM features")
+            else()
+                foreach(feature DOTPROD SVE MATMUL_INT8 FMA FP16_VECTOR_ARITHMETIC SME)
+                    string(FIND "${ARM_FEATURE}" "__ARM_FEATURE_${feature} 1" feature_pos)
+                    if (NOT ${feature_pos} EQUAL -1)
+                        message(STATUS "ARM feature ${feature} enabled")
+                    endif()
+                endforeach()
+            endif()
+        endif()
+    elseif (CMAKE_OSX_ARCHITECTURES STREQUAL "x86_64" OR CMAKE_GENERATOR_PLATFORM_LWR MATCHES "^(x86_64|i686|amd64|x64|win32)$" OR
+            (NOT CMAKE_OSX_ARCHITECTURES AND NOT CMAKE_GENERATOR_PLATFORM_LWR AND
+            CMAKE_SYSTEM_PROCESSOR MATCHES "^(x86_64|i686|AMD64|amd64)$"))
+
+        message(STATUS "x86 detected")
+
+        if (MSVC)
+            # instruction set detection for MSVC only
+            if (GGML_NATIVE)
+                include(ggml-cpu/cmake/FindSIMD.cmake)
+            endif ()
+            if (GGML_AVX512)
+                list(APPEND ARCH_FLAGS /arch:AVX512)
+                # /arch:AVX512 includes: __AVX512F__, __AVX512CD__, __AVX512BW__, __AVX512DQ__, and __AVX512VL__
+                # MSVC has no compile-time flags enabling specific
+                # AVX512 extensions, neither it defines the
+                # macros corresponding to the extensions.
+                # Do it manually.
+                list(APPEND ARCH_DEFINITIONS GGML_AVX512)
+                if (GGML_AVX512_VBMI)
+                    list(APPEND ARCH_DEFINITIONS __AVX512VBMI__)
+                    if (CMAKE_C_COMPILER_ID STREQUAL "Clang")
+                        list(APPEND ARCH_FLAGS -mavx512vbmi)
+                    endif()
+                endif()
+                if (GGML_AVX512_VNNI)
+                    list(APPEND ARCH_DEFINITIONS __AVX512VNNI__ GGML_AVX512_VNNI)
+                    if (CMAKE_C_COMPILER_ID STREQUAL "Clang")
+                        list(APPEND ARCH_FLAGS -mavx512vnni)
+                    endif()
+                endif()
+                if (GGML_AVX512_BF16)
+                    list(APPEND ARCH_DEFINITIONS __AVX512BF16__ GGML_AVX512_BF16)
+                    if (CMAKE_C_COMPILER_ID STREQUAL "Clang")
+                        list(APPEND ARCH_FLAGS -mavx512bf16)
+                    endif()
+                endif()
+                if (GGML_AMX_TILE)
+                    list(APPEND ARCH_DEFINITIONS __AMX_TILE__ GGML_AMX_TILE)
+                endif()
+                if (GGML_AMX_INT8)
+                    list(APPEND ARCH_DEFINITIONS __AMX_INT8__ GGML_AMX_INT8)
+                endif()
+                if (GGML_AMX_BF16)
+                    list(APPEND ARCH_DEFINITIONS __AMX_BF16__ GGML_AMX_BF16)
+                endif()
+            elseif (GGML_AVX2)
+                list(APPEND ARCH_FLAGS /arch:AVX2)
+                list(APPEND ARCH_DEFINITIONS GGML_AVX2 GGML_FMA GGML_F16C)
+            elseif (GGML_AVX)
+                list(APPEND ARCH_FLAGS /arch:AVX)
+                list(APPEND ARCH_DEFINITIONS GGML_AVX)
+            elseif (GGML_SSE42)
+                list(APPEND ARCH_FLAGS /arch:SSE4.2)
+                list(APPEND ARCH_DEFINITIONS GGML_SSE42)
+            endif()
+            if (GGML_AVX_VNNI)
+                list(APPEND ARCH_DEFINITIONS __AVXVNNI__ GGML_AVX_VNNI)
+            endif()
+            if (GGML_BMI2)
+                # MSVC does not define macro __BMI2__
+                list(APPEND ARCH_DEFINITIONS __BMI2__ GGML_BMI2)
+            endif()
+        else ()
+            if (GGML_NATIVE)
+                list(APPEND ARCH_FLAGS -march=native)
+            else ()
+                if (GGML_SSE42)
+                    list(APPEND ARCH_FLAGS -msse4.2)
+                    list(APPEND ARCH_DEFINITIONS GGML_SSE42)
+                endif()
+                if (GGML_F16C)
+                    list(APPEND ARCH_FLAGS -mf16c)
+                    list(APPEND ARCH_DEFINITIONS GGML_F16C)
+                endif()
+                if (GGML_FMA)
+                    list(APPEND ARCH_FLAGS -mfma)
+                    list(APPEND ARCH_DEFINITIONS GGML_FMA)
+                endif()
+                if (GGML_BMI2)
+                    list(APPEND ARCH_FLAGS -mbmi2)
+                    list(APPEND ARCH_DEFINITIONS GGML_BMI2)
+                endif()
+                if (GGML_AVX)
+                    list(APPEND ARCH_FLAGS -mavx)
+                    list(APPEND ARCH_DEFINITIONS GGML_AVX)
+                endif()
+                if (GGML_AVX2)
+                    list(APPEND ARCH_FLAGS -mavx2)
+                    list(APPEND ARCH_DEFINITIONS GGML_AVX2)
+                endif()
+                if (GGML_AVX_VNNI)
+                    list(APPEND ARCH_FLAGS -mavxvnni)
+                    list(APPEND ARCH_DEFINITIONS GGML_AVX_VNNI)
+                endif()
+                if (GGML_AVX512)
+                    list(APPEND ARCH_FLAGS -mavx512f)
+                    list(APPEND ARCH_FLAGS -mavx512cd)
+                    list(APPEND ARCH_FLAGS -mavx512vl)
+                    list(APPEND ARCH_FLAGS -mavx512dq)
+                    list(APPEND ARCH_FLAGS -mavx512bw)
+                    list(APPEND ARCH_DEFINITIONS GGML_AVX512)
+                endif()
+                if (GGML_AVX512_VBMI)
+                    list(APPEND ARCH_FLAGS -mavx512vbmi)
+                    list(APPEND ARCH_DEFINITIONS GGML_AVX512_VBMI)
+                endif()
+                if (GGML_AVX512_VNNI)
+                    list(APPEND ARCH_FLAGS -mavx512vnni)
+                    list(APPEND ARCH_DEFINITIONS GGML_AVX512_VNNI)
+                endif()
+                if (GGML_AVX512_BF16)
+                    list(APPEND ARCH_FLAGS -mavx512bf16)
+                    list(APPEND ARCH_DEFINITIONS GGML_AVX512_BF16)
+                endif()
+                if (GGML_AMX_TILE)
+                    list(APPEND ARCH_FLAGS -mamx-tile)
+                    list(APPEND ARCH_DEFINITIONS GGML_AMX_TILE)
+                endif()
+                if (GGML_AMX_INT8)
+                    list(APPEND ARCH_FLAGS -mamx-int8)
+                    list(APPEND ARCH_DEFINITIONS GGML_AMX_INT8)
+                endif()
+                if (GGML_AMX_BF16)
+                    list(APPEND ARCH_FLAGS -mamx-bf16)
+                    list(APPEND ARCH_DEFINITIONS GGML_AMX_BF16)
+                endif()
+            endif()
+        endif()
+    elseif ("${CMAKE_SYSTEM_PROCESSOR} " STREQUAL "ppc64le " OR "${CMAKE_SYSTEM_PROCESSOR} " STREQUAL "powerpc ")
+        message(STATUS "PowerPC detected")
+        if (GGML_NATIVE)
+            if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "ppc64")
+                file(READ "/proc/cpuinfo" POWER10_M)
+            elseif (${CMAKE_SYSTEM_PROCESSOR} MATCHES "powerpc")
+                execute_process(COMMAND bash -c "prtconf |grep 'Implementation' | head -n 1" OUTPUT_VARIABLE POWER10_M)
+            endif()
+
+            string(REGEX MATCHALL "POWER *([0-9]+)" MATCHED_STRING "${POWER10_M}")
+            string(REGEX REPLACE "POWER *([0-9]+)" "\\1" EXTRACTED_NUMBER "${MATCHED_STRING}")
+
+            if (EXTRACTED_NUMBER GREATER_EQUAL 10)
+                list(APPEND ARCH_FLAGS -mcpu=power10 -mpowerpc64)
+            elseif (EXTRACTED_NUMBER EQUAL 9)
+                list(APPEND ARCH_FLAGS -mcpu=power9 -mpowerpc64)
+            elseif (${CMAKE_SYSTEM_PROCESSOR} MATCHES "ppc64le")
+                list(APPEND ARCH_FLAGS -mcpu=powerpc64le -mtune=native)
+            else()
+                list(APPEND ARCH_FLAGS -mcpu=native -mtune=native -mpowerpc64)
+            endif()
+        else()
+            if (GGML_CPU_POWERPC_CPUTYPE)
+                list(APPEND ARCH_FLAGS -mcpu=${GGML_CPU_POWERPC_CPUTYPE})
+            endif()
+        endif()
+    elseif (${CMAKE_SYSTEM_PROCESSOR} MATCHES "loongarch64")
+        message(STATUS "loongarch64 detected")
+
+        list(APPEND ARCH_FLAGS -march=loongarch64)
+        if (GGML_LASX)
+            list(APPEND ARCH_FLAGS -mlasx)
+        endif()
+        if (GGML_LSX)
+            list(APPEND ARCH_FLAGS -mlsx)
+        endif()
+    elseif (${CMAKE_SYSTEM_PROCESSOR} MATCHES "riscv64")
+        message(STATUS "RISC-V detected")
+        if (GGML_RVV)
+            if (GGML_RV_ZFH)
+                list(APPEND ARCH_FLAGS -march=rv64gcv_zfhmin -DGGML_RV_ZFH -mabi=lp64d)
+            else()
+                list(APPEND ARCH_FLAGS -march=rv64gcv -mabi=lp64d)
+            endif()
+        endif()
+    elseif (${CMAKE_SYSTEM_PROCESSOR} MATCHES "s390x")
+        message(STATUS "s390x detected")
+        file(READ "/proc/cpuinfo" CPUINFO_CONTENTS)
+        string(REGEX REPLACE "machine[ \t\r\n]*=[ \t\r\n]*([0-9]+)" "\\1" S390X_M ${CPUINFO_CONTENTS})
+
+        # TODO: Separation to determine activation of VX/VXE/VXE2
+        if (${S390X_M} MATCHES "8561|8562")
+            message(STATUS "z15 target")
+            list(APPEND ARCH_FLAGS -march=z15)
+        elseif (${S390X_M} MATCHES "3931")
+            message(STATUS "z16 target")
+            list(APPEND ARCH_FLAGS -march=z16)
+        elseif (${S390X_M} MATCHES "9175|9176")
+            # NOTE: Only available from GCC 15.1.0 onwards. Any z17 machine with compile issues must first verify their GCC version.
+            message(STATUS "z17 target")
+            list(APPEND ARCH_FLAGS -march=z17)
+        else()
+            message(STATUS "Unknown target")
+            message(WARNING "Unknown target. If you are compiling for z14 and earlier, you might have to add -DGGML_VXE=OFF.")
+            list(APPEND ARCH_FLAGS -march=native -mtune=native)
+        endif()
+
+        if (GGML_VXE)
+            list(APPEND ARCH_FLAGS -mvx -mzvector)
+        endif()
+    else()
+        message(STATUS "Unknown architecture")
+    endif()
+
+    if (GGML_CPU_AARCH64)
+        target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_CPU_AARCH64)
+    endif()
+
+    if (GGML_CPU_KLEIDIAI)
+        message(STATUS "Using KleidiAI optimized kernels if applicable")
+
+        # Disable the KleidiAI tests
+        set(KLEIDIAI_BUILD_TESTS  OFF)
+
+        # Fetch KleidiAI sources:
+        include(FetchContent)
+        set(KLEIDIAI_COMMIT_TAG "v1.5.0")
+        set(KLEIDIAI_DOWNLOAD_URL "https://github.com/ARM-software/kleidiai/archive/refs/tags/${KLEIDIAI_COMMIT_TAG}.tar.gz")
+        set(KLEIDIAI_ARCHIVE_MD5  "ea22e1aefb800e9bc8c74d91633cc58e")
+
+        if (POLICY CMP0135)
+            cmake_policy(SET CMP0135 NEW)
+        endif()
+
+        FetchContent_Declare(KleidiAI_Download
+            URL ${KLEIDIAI_DOWNLOAD_URL}
+            DOWNLOAD_EXTRACT_TIMESTAMP NEW
+            URL_HASH MD5=${KLEIDIAI_ARCHIVE_MD5})
+
+        FetchContent_MakeAvailable(KleidiAI_Download)
+        FetchContent_GetProperties(KleidiAI_Download
+            SOURCE_DIR  KLEIDIAI_SRC
+            POPULATED   KLEIDIAI_POPULATED)
+
+        if (NOT KLEIDIAI_POPULATED)
+            message(FATAL_ERROR "KleidiAI source downloaded failed.")
+        endif()
+
+        add_compile_definitions(GGML_USE_CPU_KLEIDIAI)
+
+        # Remove kleidiai target after fetching it
+        if (TARGET kleidiai)
+            set_target_properties(kleidiai PROPERTIES EXCLUDE_FROM_ALL TRUE)
+        endif()
+
+        list(APPEND GGML_CPU_SOURCES
+            ggml-cpu/kleidiai/kleidiai.cpp
+            ggml-cpu/kleidiai/kernels.cpp
+            ggml-cpu/kleidiai/kleidiai.h
+            ggml-cpu/kleidiai/kernels.h
+            )
+
+        # KleidiAI
+        include_directories(
+            ${KLEIDIAI_SRC}/
+            ${KLEIDIAI_SRC}/kai/
+            ${KLEIDIAI_SRC}/kai/ukernels/
+            ${KLEIDIAI_SRC}/kai/ukernels/matmul/
+            ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/
+            ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p/
+            ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/)
+
+        set(ARCH_FLAGS_TEMP "${ARCH_FLAGS}")
+        if (NOT ARCH_FLAGS_TEMP)
+            string(REGEX MATCH "-march=[^ ]+" ARCH_FLAGS_TEMP "${CMAKE_C_FLAGS}")
+        endif()
+        string(FIND "${ARCH_FLAGS_TEMP}" "+dotprod" DOTPROD_ENABLED)
+        string(FIND "${ARCH_FLAGS_TEMP}" "+i8mm" I8MM_ENABLED)
+        string(FIND "${ARCH_FLAGS_TEMP}" "+sme" SME_ENABLED)
+
+        set(PRIVATE_ARCH_FLAGS ${ARCH_FLAGS_TEMP})
+
+        list(APPEND GGML_KLEIDIAI_SOURCES
+            ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_quant_pack_qsi8d32p_f32.c
+            ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_rhs_pack_nxk_qsi4c32ps1s0scalef16_qsu4c32s16s0_neon.c
+            ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_quant_pack_qsi8d32p_f32_neon.c
+            ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c)
+
+        if (NOT DOTPROD_ENABLED MATCHES -1)
+            list(APPEND GGML_KLEIDIAI_SOURCES
+                ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod.c
+                ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod.c
+                ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x4_qsi4c32p4x4_16x4_neon_dotprod.c)
+        endif()
+
+        if (NOT I8MM_ENABLED MATCHES -1)
+            list(APPEND GGML_KLEIDIAI_SOURCES ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c)
+        endif()
+
+        if (NOT SME_ENABLED MATCHES -1)
+            list(APPEND GGML_KLEIDIAI_SOURCES
+                ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa.c
+                ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4vlx4_1x4vl_sme2_sdot.c
+                ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p/kai_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa.c
+                ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_pack_bf16p2vlx2_f32_sme.c
+                ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_rhs_pack_kxn_bf16p2vlx2b_f32_x32_sme.c)
+            set(PRIVATE_ARCH_FLAGS "-fno-tree-vectorize;${PRIVATE_ARCH_FLAGS}+sve+sve2")
+        endif()
+
+        set_source_files_properties(${GGML_KLEIDIAI_SOURCES} PROPERTIES COMPILE_OPTIONS "${PRIVATE_ARCH_FLAGS}")
+        list(APPEND GGML_CPU_SOURCES ${GGML_KLEIDIAI_SOURCES})
+    endif()
+
+    message(STATUS "Adding CPU backend variant ${GGML_CPU_NAME}: ${ARCH_FLAGS} ${ARCH_DEFINITIONS}")
+    target_sources(${GGML_CPU_NAME} PRIVATE ${GGML_CPU_SOURCES})
+    target_compile_options(${GGML_CPU_NAME} PRIVATE ${ARCH_FLAGS})
+    target_compile_definitions(${GGML_CPU_NAME} PRIVATE ${ARCH_DEFINITIONS})
+
+    if (GGML_BACKEND_DL)
+        if (GGML_NATIVE)
+            # the feature check relies on ARCH_DEFINITIONS, but it is not set with GGML_NATIVE
+            message(FATAL_ERROR "GGML_NATIVE is not compatible with GGML_BACKEND_DL, consider using GGML_CPU_ALL_VARIANTS")
+        endif()
+
+        # The feature detection code is compiled as a separate target so that
+        # it can be built without the architecture flags
+        # Since multiple variants of the CPU backend may be included in the same
+        # build, using set_source_files_properties() to set the arch flags is not possible
+        set(GGML_CPU_FEATS_NAME ${GGML_CPU_NAME}-feats)
+        add_library(${GGML_CPU_FEATS_NAME} OBJECT ggml-cpu/cpu-feats-x86.cpp)
+        target_include_directories(${GGML_CPU_FEATS_NAME} PRIVATE . .. ../include)
+        target_compile_definitions(${GGML_CPU_FEATS_NAME} PRIVATE ${ARCH_DEFINITIONS})
+        target_compile_definitions(${GGML_CPU_FEATS_NAME} PRIVATE GGML_BACKEND_DL GGML_BACKEND_BUILD GGML_BACKEND_SHARED)
+        set_target_properties(${GGML_CPU_FEATS_NAME} PROPERTIES POSITION_INDEPENDENT_CODE ON)
+        target_link_libraries(${GGML_CPU_NAME} PRIVATE ${GGML_CPU_FEATS_NAME})
+    endif()
+
+    if (EMSCRIPTEN)
+        set_target_properties(${GGML_CPU_NAME} PROPERTIES COMPILE_FLAGS "-msimd128")
+    endif()
+endfunction()
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/amx/amx.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/amx/amx.cpp
new file mode 100644
index 0000000..0f06713
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/amx/amx.cpp
@@ -0,0 +1,221 @@
+#include "amx.h"
+#include "common.h"
+#include "mmq.h"
+#include "ggml-backend-impl.h"
+#include "ggml-backend.h"
+#include "ggml-impl.h"
+#include "ggml-cpu.h"
+#include "ggml-cpu-traits.h"
+
+#if defined(__gnu_linux__)
+#include <sys/syscall.h>
+#include <unistd.h>
+#endif
+
+#include <cstdlib>
+#include <cstring>
+#include <memory>
+
+#if defined(__AMX_INT8__) && defined(__AVX512VNNI__)
+
+// AMX type_trais
+namespace ggml::cpu::amx {
+class tensor_traits : public ggml::cpu::tensor_traits {
+    bool work_size(int /* n_threads */, const struct ggml_tensor * op, size_t & size) override {
+        size = ggml_backend_amx_desired_wsize(op);
+        return true;
+    }
+
+    bool compute_forward(struct ggml_compute_params * params, struct ggml_tensor * op) override {
+        if (op->op == GGML_OP_MUL_MAT) {
+            ggml_backend_amx_mul_mat(params, op);
+            return true;
+        }
+        return false;
+    }
+};
+
+static ggml::cpu::tensor_traits * get_tensor_traits(ggml_backend_buffer_t, struct ggml_tensor *) {
+    static tensor_traits traits;
+    return &traits;
+}
+}  // namespace ggml::cpu::amx
+
+// AMX buffer interface
+static void ggml_backend_amx_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+    free(buffer->context);
+}
+
+static void * ggml_backend_amx_buffer_get_base(ggml_backend_buffer_t buffer) {
+    return (void *) (buffer->context);
+}
+
+static enum ggml_status ggml_backend_amx_buffer_init_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor) {
+    tensor->extra = (void *) ggml::cpu::amx::get_tensor_traits(buffer, tensor);
+
+    GGML_UNUSED(buffer);
+    return GGML_STATUS_SUCCESS;
+}
+
+static void ggml_backend_amx_buffer_memset_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor,
+                                                  uint8_t value, size_t offset, size_t size) {
+    memset((char *) tensor->data + offset, value, size);
+
+    GGML_UNUSED(buffer);
+}
+
+static void ggml_backend_amx_buffer_set_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor,
+                                               const void * data, size_t offset, size_t size) {
+    if (qtype_has_amx_kernels(tensor->type)) {
+        GGML_LOG_DEBUG("%s: amx repack tensor %s of type %s\n", __func__, tensor->name, ggml_type_name(tensor->type));
+        ggml_backend_amx_convert_weight(tensor, data, offset, size);
+    } else {
+        memcpy((char *) tensor->data + offset, data, size);
+    }
+
+    GGML_UNUSED(buffer);
+}
+
+/*
+// need to figure what we need to do with buffer->extra.
+static void ggml_backend_amx_buffer_get_tensor(ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    GGML_ASSERT(!qtype_has_amx_kernels(tensor->type));
+    memcpy(data, (const char *)tensor->data + offset, size);
+
+    GGML_UNUSED(buffer);
+}
+
+static bool ggml_backend_amx_buffer_cpy_tensor(ggml_backend_buffer_t buffer, const struct ggml_tensor * src, struct ggml_tensor * dst) {
+    if (ggml_backend_buffer_is_host(src->buffer)) {
+        if (qtype_has_amx_kernels(src->type)) {
+            ggml_backend_amx_convert_weight(dst, src->data, 0, ggml_nbytes(dst));
+        } else {
+            memcpy(dst->data, src->data, ggml_nbytes(src));
+        }
+        return true;
+    }
+    return false;
+
+    GGML_UNUSED(buffer);
+}
+*/
+
+static void ggml_backend_amx_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+    memset(buffer->context, value, buffer->size);
+}
+
+static ggml_backend_buffer_i ggml_backend_amx_buffer_interface = {
+    /* .free_buffer     = */ ggml_backend_amx_buffer_free_buffer,
+    /* .get_base        = */ ggml_backend_amx_buffer_get_base,
+    /* .init_tensor     = */ ggml_backend_amx_buffer_init_tensor,
+    /* .memset_tensor   = */ ggml_backend_amx_buffer_memset_tensor,
+    /* .set_tensor      = */ ggml_backend_amx_buffer_set_tensor,
+    /* .get_tensor      = */ nullptr,
+    /* .cpy_tensor      = */ nullptr,
+    /* .clear           = */ ggml_backend_amx_buffer_clear,
+    /* .reset           = */ nullptr,
+};
+
+static const char * ggml_backend_amx_buffer_type_get_name(ggml_backend_buffer_type_t buft) {
+    return "AMX";
+
+    GGML_UNUSED(buft);
+}
+
+static ggml_backend_buffer_t ggml_backend_amx_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    void * data = ggml_aligned_malloc(size);
+    if (data == NULL) {
+        fprintf(stderr, "%s: failed to allocate buffer of size %zu\n", __func__, size);
+        return NULL;
+    }
+
+    return ggml_backend_buffer_init(buft, ggml_backend_amx_buffer_interface, data, size);
+}
+
+static size_t ggml_backend_amx_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) {
+    return TENSOR_ALIGNMENT;
+
+    GGML_UNUSED(buft);
+}
+
+namespace ggml::cpu::amx {
+class extra_buffer_type : ggml::cpu::extra_buffer_type {
+    bool supports_op(ggml_backend_dev_t, const struct ggml_tensor * op) override {
+        // handle only 2d gemm for now
+        auto is_contiguous_2d = [](const struct ggml_tensor * t) {
+            return ggml_is_contiguous(t) && t->ne[3] == 1 && t->ne[2] == 1;
+        };
+
+        if (op->op == GGML_OP_MUL_MAT && is_contiguous_2d(op->src[0]) &&  // src0 must be contiguous
+            is_contiguous_2d(op->src[1]) &&                               // src1 must be contiguous
+            op->src[0]->buffer && op->src[0]->buffer->buft == ggml_backend_amx_buffer_type() &&
+            op->ne[0] % (TILE_N * 2) == 0 &&                              // out_features is 32x
+            (qtype_has_amx_kernels(op->src[0]->type) || (op->src[0]->type == GGML_TYPE_F16))) {
+            // src1 must be host buffer
+            if (op->src[1]->buffer && !ggml_backend_buft_is_host(op->src[1]->buffer->buft)) {
+                return false;
+            }
+            // src1 must be float32
+            if (op->src[1]->type == GGML_TYPE_F32) {
+                return true;
+            }
+        }
+        return false;
+    }
+
+    ggml::cpu::tensor_traits * get_tensor_traits(const struct ggml_tensor * op) override {
+        if (op->op == GGML_OP_MUL_MAT && op->src[0]->buffer &&
+            op->src[0]->buffer->buft == ggml_backend_amx_buffer_type()) {
+            return (ggml::cpu::tensor_traits *) op->src[0]->extra;
+        }
+
+        return nullptr;
+    }
+};
+}  // namespace ggml::cpu::amx
+
+static size_t ggml_backend_amx_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) {
+    return ggml_backend_amx_get_alloc_size(tensor);
+
+    GGML_UNUSED(buft);
+}
+
+#define ARCH_GET_XCOMP_PERM     0x1022
+#define ARCH_REQ_XCOMP_PERM     0x1023
+#define XFEATURE_XTILECFG       17
+#define XFEATURE_XTILEDATA      18
+
+static bool ggml_amx_init() {
+#if defined(__gnu_linux__)
+    if (syscall(SYS_arch_prctl, ARCH_REQ_XCOMP_PERM, XFEATURE_XTILEDATA)) {
+        fprintf(stderr, "AMX is not ready to be used!\n");
+        return false;
+    }
+    return true;
+#elif defined(_WIN32)
+    return true;
+#endif
+}
+
+ggml_backend_buffer_type_t ggml_backend_amx_buffer_type() {
+    static struct ggml_backend_buffer_type ggml_backend_buffer_type_amx = {
+        /* .iface = */ {
+                        /* .get_name         = */ ggml_backend_amx_buffer_type_get_name,
+                        /* .alloc_buffer     = */ ggml_backend_amx_buffer_type_alloc_buffer,
+                        /* .get_alignment    = */ ggml_backend_amx_buffer_type_get_alignment,
+                        /* .get_max_size     = */ nullptr,  // defaults to SIZE_MAX
+                        /* .get_alloc_size   = */ ggml_backend_amx_buffer_type_get_alloc_size,
+                        /* .is_host          = */ nullptr,
+                        },
+        /* .device  = */ ggml_backend_reg_dev_get(ggml_backend_cpu_reg(), 0),
+        /* .context = */ new ggml::cpu::amx::extra_buffer_type(),
+    };
+
+    if (!ggml_amx_init()) {
+        return nullptr;
+    }
+
+    return &ggml_backend_buffer_type_amx;
+}
+
+#endif  // defined(__AMX_INT8__) && defined(__AVX512VNNI__)
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/amx/amx.h b/ml/backend/ggml/ggml/src/ggml-cpu/amx/amx.h
new file mode 100644
index 0000000..5b65d76
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/amx/amx.h
@@ -0,0 +1,8 @@
+#include "ggml-backend.h"
+#include "ggml-cpu-impl.h"
+
+// GGML internal header
+
+#if defined(__AMX_INT8__) && defined(__AVX512VNNI__)
+ggml_backend_buffer_type_t ggml_backend_amx_buffer_type(void);
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/amx/common.h b/ml/backend/ggml/ggml/src/ggml-cpu/amx/common.h
new file mode 100644
index 0000000..f392e89
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/amx/common.h
@@ -0,0 +1,91 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-cpu-impl.h"
+
+#include <algorithm>
+#include <memory>
+#include <type_traits>
+
+#if defined(GGML_USE_OPENMP)
+#include <omp.h>
+#endif
+
+#define TILE_M 16
+#define TILE_N 16
+#define TILE_K 32
+#define VNNI_BLK 4
+
+#define AMX_BLK_SIZE 32
+
+#define TMM0 0
+#define TMM1 1
+#define TMM2 2
+#define TMM3 3
+#define TMM4 4
+#define TMM5 5
+#define TMM6 6
+#define TMM7 7
+
+// parallel routines
+template <typename T, typename std::enable_if<std::is_integral<T>::value, int>::type = 0>
+inline T div_up(T x, T y) { return (x + y - 1) / y; }
+
+template <typename T>
+inline void balance211(T n, T nth, T ith, T& n_start, T& n_end) {
+#if 0
+    // onednn partition pattern
+    T& n_my = n_end;
+    if (nth <= 1 || n == 0) {
+        n_start = 0;
+        n_my = n;
+    } else {
+        T n1 = div_up(n, nth);
+        T n2 = n1 - 1;
+        T T1 = n - n2 * nth;
+        n_my = ith < T1 ? n1 : n2;
+        n_start = ith <= T1 ? ith*n1 : T1 * n1 + (ith - T1) * n2;
+    }
+    n_end += n_start;
+#else
+    // pytorch aten partition pattern
+    T n_my = div_up(n, nth);
+    n_start = ith * n_my;
+    n_end = std::min(n_start + n_my, n);
+#endif
+}
+
+template <typename func_t>
+inline void parallel_for(int n, const func_t& f) {
+#if defined(GGML_USE_OPENMP)
+#pragma omp parallel
+{
+    int nth = omp_get_num_threads();
+    int ith = omp_get_thread_num();
+    int tbegin, tend;
+    balance211(n, nth, ith, tbegin, tend);
+    f(tbegin, tend);
+}
+#else
+    f(0, n);
+#endif
+}
+
+template <typename func_t>
+inline void parallel_for_ggml(const ggml_compute_params * params, int n, const func_t & f) {
+    int tbegin, tend;
+    balance211(n, params->nth, params->ith, tbegin, tend);
+    f(tbegin, tend);
+}
+
+// quantized types that have AMX support
+inline bool qtype_has_amx_kernels(const enum ggml_type type) {
+    // TODO: fix padding for vnni format
+    return (type == GGML_TYPE_Q4_0) ||
+        (type == GGML_TYPE_Q4_1) ||
+        (type == GGML_TYPE_Q8_0) ||
+        (type == GGML_TYPE_Q4_K) ||
+        (type == GGML_TYPE_Q5_K) ||
+        (type == GGML_TYPE_Q6_K) ||
+        (type == GGML_TYPE_IQ4_XS);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/amx/mmq.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/amx/mmq.cpp
new file mode 100644
index 0000000..0ea9159
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/amx/mmq.cpp
@@ -0,0 +1,2511 @@
+
+#if defined(__GNUC__)
+#pragma GCC diagnostic ignored "-Wpedantic"
+#pragma GCC diagnostic ignored "-Wunused-local-typedefs"
+#endif
+
+#include "amx.h"
+#include "mmq.h"
+#include "ggml-impl.h"
+#include "ggml-cpu-impl.h"
+#include "ggml-cpu-quants.h"
+#include "ggml-quants.h"
+#include <algorithm>
+#include <type_traits>
+
+#if defined(__gnu_linux__)
+#include <sys/syscall.h>
+#include <unistd.h>
+#endif
+
+#if (defined(_WIN32) || defined(_WIN64))
+#define RESTRICT __restrict
+#else
+#define RESTRICT __restrict__
+#endif
+
+#if (defined(_WIN32) || defined(_WIN64))
+#define ALWAYS_INLINE __forceinline
+#elif __has_attribute(always_inline) || defined(__GNUC__)
+#define ALWAYS_INLINE __attribute__((__always_inline__)) inline
+#else
+#define ALWAYS_INLINE inline
+#endif
+
+#if defined(__AMX_INT8__) && defined(__AVX512VNNI__)
+
+namespace {
+
+// Forced unrolling
+template <int n>
+struct Unroll {
+    template <typename Func, typename... Args>
+    ALWAYS_INLINE void operator()(const Func& f, Args... args) const {
+        Unroll<n - 1>{}(f, args...);
+        f(std::integral_constant<int, n - 1>{}, args...);
+    }
+};
+
+template <>
+struct Unroll<1> {
+    template <typename Func, typename... Args>
+    ALWAYS_INLINE void operator()(const Func& f, Args... args) const {
+        f(std::integral_constant<int, 0>{}, args...);
+    }
+};
+
+// type traits
+template <typename T> struct PackedTypes {};
+template <> struct PackedTypes<block_q4_0> { using type = int8_t; };
+template <> struct PackedTypes<block_q4_1> { using type = uint8_t; };
+template <> struct PackedTypes<block_q8_0> { using type = int8_t; };
+template <typename T> using packed_B_type = typename PackedTypes<T>::type;
+
+template <typename T>
+struct do_compensate : std::integral_constant<bool,
+    std::is_same<T, block_q8_0>::value> {};
+
+template <typename T>
+struct do_unpack : std::integral_constant<bool,
+    std::is_same<T, block_q4_0>::value ||
+    std::is_same<T, block_q4_1>::value> {};
+
+template <typename T>
+struct is_type_qkk : std::integral_constant<bool,
+    std::is_same<T, block_q4_K>::value ||
+    std::is_same<T, block_q5_K>::value ||
+    std::is_same<T, block_q6_K>::value ||
+    std::is_same<T, block_iq4_xs>::value> {};
+
+#define GGML_DISPATCH_FLOATING_TYPES(TYPE, ...)                                        \
+    [&] {                                                                              \
+        switch (TYPE) {                                                                \
+            case GGML_TYPE_F16: {                                                      \
+                using type = ggml_fp16_t;                                              \
+                constexpr int blck_size = 16;                                          \
+                return __VA_ARGS__();                                                  \
+            }                                                                          \
+            case GGML_TYPE_BF16: {                                                     \
+                using type = ggml_bf16_t;                                              \
+                constexpr int blck_size = 32;                                          \
+                return __VA_ARGS__();                                                  \
+            }                                                                          \
+            default:                                                                   \
+                fprintf(stderr, "Unsupported floating data type\n");                   \
+        }                                                                              \
+    }()
+
+#define GGML_DISPATCH_QTYPES(QT, ...)                                                  \
+    [&] {                                                                              \
+        switch (QT) {                                                                  \
+            case GGML_TYPE_Q4_0: {                                                     \
+                using type = block_q4_0;                                               \
+                using vec_dot_type = block_q8_0;                                       \
+                constexpr int blck_size = QK4_0;                                       \
+                return __VA_ARGS__();                                                  \
+            }                                                                          \
+            case GGML_TYPE_Q4_1: {                                                     \
+                using type = block_q4_1;                                               \
+                using vec_dot_type = block_q8_1;                                       \
+                constexpr int blck_size = QK4_1;                                       \
+                return __VA_ARGS__();                                                  \
+            }                                                                          \
+            case GGML_TYPE_Q8_0: {                                                     \
+                using type = block_q8_0;                                               \
+                using vec_dot_type = block_q8_0;                                       \
+                constexpr int blck_size = QK8_0;                                       \
+                return __VA_ARGS__();                                                  \
+            }                                                                          \
+            case GGML_TYPE_Q4_K: {                                                     \
+                using type = block_q4_K;                                               \
+                using vec_dot_type = block_q8_K;                                       \
+                constexpr int blck_size = QK_K;                                        \
+                return __VA_ARGS__();                                                  \
+            }                                                                          \
+            case GGML_TYPE_Q5_K: {                                                     \
+                using type = block_q5_K;                                               \
+                using vec_dot_type = block_q8_K;                                       \
+                constexpr int blck_size = QK_K;                                        \
+                return __VA_ARGS__();                                                  \
+            }                                                                          \
+            case GGML_TYPE_Q6_K: {                                                     \
+                using type = block_q6_K;                                               \
+                using vec_dot_type = block_q8_K;                                       \
+                constexpr int blck_size = QK_K;                                        \
+                return __VA_ARGS__();                                                  \
+            }                                                                          \
+            case GGML_TYPE_IQ4_XS: {                                                   \
+                using type = block_iq4_xs;                                             \
+                using vec_dot_type = block_q8_K;                                       \
+                constexpr int blck_size = QK_K;                                        \
+                return __VA_ARGS__();                                                  \
+            }                                                                          \
+            default:                                                                   \
+                fprintf(stderr, "Unsupported quantized data type: %d\n", int(TYPE));   \
+        }                                                                              \
+    }()
+
+#define GGML_DISPATCH_BOOL(BOOL_V, BOOL_NAME, ...)                                     \
+    [&] {                                                                              \
+        if (BOOL_V) {                                                                  \
+            constexpr bool BOOL_NAME = true;                                           \
+            return __VA_ARGS__();                                                      \
+        } else {                                                                       \
+            constexpr bool BOOL_NAME = false;                                          \
+            return __VA_ARGS__();                                                      \
+        }                                                                              \
+    }()
+
+// define amx tile config data structure
+struct tile_config_t{
+    uint8_t palette_id = 0;
+    uint8_t start_row = 0;
+    uint8_t reserved_0[14] = {0};
+    uint16_t colsb[16] = {0};
+    uint8_t rows[16] = {0};
+};
+
+// Notes: amx tile config
+//
+// Typically, TMUL calculates A and B of size 16 x 64 containing INT8 values,
+// and accumulate the result to a 16 x 16 matrix C containing INT32 values,
+//
+// As many GGUF quantized types as `block_size` of 32, so a 16-16-32 config is used
+// instead of the normally used 16-16-64 config.
+//
+//    Block A: {16, 32}, dtype = int8_t
+//    Block B: {16, 32}, dtype = uint8_t/int8_t
+//    Block C: {16, 16}, dtype = int32_t
+//
+// Block B needs to be prepacked to vnni format before feeding into  TMUL:
+//    packed_B: from {n, k} to {k/vnni_blk, n, vnni_blck}, viewed in 2d, we get {8, 64}
+//
+// Therefore, we get tileconfig:
+//             A    B    C
+//    rows    16    8   16
+//    colsb   32   64   16
+//
+// For tile distribution, follow a 2-2-4 pattern, e.g. A used TMM2-TMM3, B used TMM0-TMM1,
+// C used TMM4-TMM7:
+//            B TMM0  B TMM1
+//    A TMM2  C TMM4  C TMM6
+//    A TMM3  C TMM5  C TMM7
+//
+// Each `amx` kernel handles 4 blocks at a time: 2MB * 2NB, when m < 2 * BLOCK_M, unpack A
+// will be needed.
+//
+// Here another commonly used pattern 1-3-3 is skipped, as it is mostly used when m <=16;
+// and the sinlge batch gemm (m=1) has a special fast path with `avx512-vnni`.
+//
+// ref: https://www.intel.com/content/www/us/en/developer/articles/code-sample/
+//    advanced-matrix-extensions-intrinsics-functions.html
+//
+
+#define TC_CONFIG_TILE(i, r, cb) tc.rows[i] = r; tc.colsb[i] = cb
+void ggml_tile_config_init(void) {
+    static thread_local bool is_first_time = true;
+
+    if (!is_first_time) {
+        return;
+    }
+
+    static thread_local tile_config_t tc;
+    tile_config_t current_tc;
+    _tile_storeconfig(&current_tc);
+
+    // load only when config changes
+    if (tc.palette_id == 0 || (memcmp(&current_tc.colsb, &tc.colsb, sizeof(uint16_t) * 8) != 0 &&
+                               memcmp(&current_tc.rows, &tc.rows, sizeof(uint8_t) * 8) != 0)) {
+        tc.palette_id = 1;
+        tc.start_row = 0;
+        TC_CONFIG_TILE(TMM0, 8, 64);
+        TC_CONFIG_TILE(TMM1, 8, 64);
+        TC_CONFIG_TILE(TMM2, 16, 32);
+        TC_CONFIG_TILE(TMM3, 16, 32);
+        TC_CONFIG_TILE(TMM4, 16, 64);
+        TC_CONFIG_TILE(TMM5, 16, 64);
+        TC_CONFIG_TILE(TMM6, 16, 64);
+        TC_CONFIG_TILE(TMM7, 16, 64);
+        _tile_loadconfig(&tc);
+    }
+
+    is_first_time = false;
+}
+
+// we need an extra 16 * 4B (TILE_N * int32_t) for each NB/KB block for compensation.
+// See the notes `s8s8 igemm compensation in avx512-vnni` for detail.
+template <typename TB>
+int get_tile_size() {
+    int tile_size = TILE_N * sizeof(TB);
+    if (do_compensate<TB>::value) {
+        tile_size += TILE_N * sizeof(int32_t);
+    }
+    if (std::is_same<TB, block_q4_K>::value ||
+        std::is_same<TB, block_q5_K>::value) {
+        tile_size += TILE_N * 4;
+    }
+    if (std::is_same<TB, block_iq4_xs>::value) {
+        tile_size += TILE_N * 2;
+    }
+    return tile_size;
+}
+
+template <typename TB, int BLOCK_K>
+int get_row_size(int K) {
+    int KB = K / BLOCK_K;
+    int row_size = KB * sizeof(TB);
+    if (do_compensate<TB>::value) {
+        row_size += KB * sizeof(int32_t);
+    }
+    if (std::is_same<TB, block_q4_K>::value ||
+        std::is_same<TB, block_q5_K>::value) {
+        row_size += KB * 4;
+    }
+    if (std::is_same<TB, block_iq4_xs>::value) {
+        row_size += KB * 2;
+    }
+    return row_size;
+}
+
+// vectorized dtype conversion
+inline float FP16_TO_FP32(ggml_half val) {
+    __m256i v = _mm256_setr_epi16(
+        val, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0);
+    __m512 o = _mm512_cvtph_ps(v);
+    return _mm512_cvtss_f32(o);
+}
+
+inline __m512 FP16_TO_FP32_VEC(ggml_half val) {
+    __m256i v = _mm256_set1_epi16(val);
+    return _mm512_cvtph_ps(v);
+}
+
+// horizontal reduce
+inline float _mm512_reduce_max_ps(const __m512 x) {
+    __m512 v = x;
+    __m512 v1 = _mm512_shuffle_f32x4(v, v, 0x4E);
+    v = _mm512_max_ps(v, v1);
+    v1 = _mm512_shuffle_f32x4(v, v, 0xB1);
+    v = _mm512_max_ps(v, v1);
+    v1 = _mm512_shuffle_ps(v, v, 0x4E);
+    v = _mm512_max_ps(v, v1);
+    v1 = _mm512_shuffle_ps(v, v, 0xB1);
+    v = _mm512_max_ps(v, v1);
+    return _mm512_cvtss_f32(v);
+}
+
+// transpose utils
+#define SHUFFLE_EPI32(a, b, mask) \
+    _mm256_castps_si256(_mm256_shuffle_ps(_mm256_castsi256_ps(a), _mm256_castsi256_ps(b), mask))
+inline void transpose_8x8_32bit(__m256i * v, __m256i * v1) {
+    // unpacking and 32-bit elements
+    v1[0] = _mm256_unpacklo_epi32(v[0], v[1]);
+    v1[1] = _mm256_unpackhi_epi32(v[0], v[1]);
+    v1[2] = _mm256_unpacklo_epi32(v[2], v[3]);
+    v1[3] = _mm256_unpackhi_epi32(v[2], v[3]);
+    v1[4] = _mm256_unpacklo_epi32(v[4], v[5]);
+    v1[5] = _mm256_unpackhi_epi32(v[4], v[5]);
+    v1[6] = _mm256_unpacklo_epi32(v[6], v[7]);
+    v1[7] = _mm256_unpackhi_epi32(v[6], v[7]);
+
+    // shuffling the 32-bit elements
+    v[0] = SHUFFLE_EPI32(v1[0], v1[2], 0x44);
+    v[1] = SHUFFLE_EPI32(v1[0], v1[2], 0xee);
+    v[2] = SHUFFLE_EPI32(v1[4], v1[6], 0x44);
+    v[3] = SHUFFLE_EPI32(v1[4], v1[6], 0xee);
+    v[4] = SHUFFLE_EPI32(v1[1], v1[3], 0x44);
+    v[5] = SHUFFLE_EPI32(v1[1], v1[3], 0xee);
+    v[6] = SHUFFLE_EPI32(v1[5], v1[7], 0x44);
+    v[7] = SHUFFLE_EPI32(v1[5], v1[7], 0xee);
+
+    // shuffling 128-bit elements
+    v1[0] = _mm256_permute2f128_si256(v[2], v[0], 0x02);
+    v1[1] = _mm256_permute2f128_si256(v[3], v[1], 0x02);
+    v1[2] = _mm256_permute2f128_si256(v[6], v[4], 0x02);
+    v1[3] = _mm256_permute2f128_si256(v[7], v[5], 0x02);
+    v1[4] = _mm256_permute2f128_si256(v[2], v[0], 0x13);
+    v1[5] = _mm256_permute2f128_si256(v[3], v[1], 0x13);
+    v1[6] = _mm256_permute2f128_si256(v[6], v[4], 0x13);
+    v1[7] = _mm256_permute2f128_si256(v[7], v[5], 0x13);
+}
+
+inline void transpose_16x4_32bit(__m512i * r, __m512i * d) {
+
+    static const __m512i index1 = _mm512_set_epi32(
+        0x0f, 0x0b, 0x07, 0x03,
+        0x0e, 0x0a, 0x06, 0x02,
+        0x0d, 0x09, 0x05, 0x01,
+        0x0c, 0x08, 0x04, 0x00);
+
+    d[0] = _mm512_permutexvar_epi32(index1, r[0]);
+    d[1] = _mm512_permutexvar_epi32(index1, r[1]);
+    d[2] = _mm512_permutexvar_epi32(index1, r[2]);
+    d[3] = _mm512_permutexvar_epi32(index1, r[3]);
+
+    r[0] = _mm512_shuffle_i32x4(d[0], d[1], 0x44);
+    r[1] = _mm512_shuffle_i32x4(d[0], d[1], 0xee);
+    r[2] = _mm512_shuffle_i32x4(d[2], d[3], 0x44);
+    r[3] = _mm512_shuffle_i32x4(d[2], d[3], 0xee);
+
+    d[0] = _mm512_shuffle_i32x4(r[0], r[2], 0x88);
+    d[1] = _mm512_shuffle_i32x4(r[0], r[2], 0xdd);
+    d[2] = _mm512_shuffle_i32x4(r[1], r[3], 0x88);
+    d[3] = _mm512_shuffle_i32x4(r[1], r[3], 0xdd);
+}
+
+inline void transpose_16x16_32bit(__m512i * v) {
+    __m512i v1[16];
+    v1[0] = _mm512_unpacklo_epi32(v[0], v[1]);
+    v1[1] = _mm512_unpackhi_epi32(v[0], v[1]);
+    v1[2] = _mm512_unpacklo_epi32(v[2], v[3]);
+    v1[3] = _mm512_unpackhi_epi32(v[2], v[3]);
+    v1[4] = _mm512_unpacklo_epi32(v[4], v[5]);
+    v1[5] = _mm512_unpackhi_epi32(v[4], v[5]);
+    v1[6] = _mm512_unpacklo_epi32(v[6], v[7]);
+    v1[7] = _mm512_unpackhi_epi32(v[6], v[7]);
+    v1[8] = _mm512_unpacklo_epi32(v[8], v[9]);
+    v1[9] = _mm512_unpackhi_epi32(v[8], v[9]);
+    v1[10] = _mm512_unpacklo_epi32(v[10], v[11]);
+    v1[11] = _mm512_unpackhi_epi32(v[10], v[11]);
+    v1[12] = _mm512_unpacklo_epi32(v[12], v[13]);
+    v1[13] = _mm512_unpackhi_epi32(v[12], v[13]);
+    v1[14] = _mm512_unpacklo_epi32(v[14], v[15]);
+    v1[15] = _mm512_unpackhi_epi32(v[14], v[15]);
+
+    v[0] = _mm512_unpacklo_epi64(v1[0], v1[2]);
+    v[1] = _mm512_unpackhi_epi64(v1[0], v1[2]);
+    v[2] = _mm512_unpacklo_epi64(v1[1], v1[3]);
+    v[3] = _mm512_unpackhi_epi64(v1[1], v1[3]);
+    v[4] = _mm512_unpacklo_epi64(v1[4], v1[6]);
+    v[5] = _mm512_unpackhi_epi64(v1[4], v1[6]);
+    v[6] = _mm512_unpacklo_epi64(v1[5], v1[7]);
+    v[7] = _mm512_unpackhi_epi64(v1[5], v1[7]);
+    v[8] = _mm512_unpacklo_epi64(v1[8], v1[10]);
+    v[9] = _mm512_unpackhi_epi64(v1[8], v1[10]);
+    v[10] = _mm512_unpacklo_epi64(v1[9], v1[11]);
+    v[11] = _mm512_unpackhi_epi64(v1[9], v1[11]);
+    v[12] = _mm512_unpacklo_epi64(v1[12], v1[14]);
+    v[13] = _mm512_unpackhi_epi64(v1[12], v1[14]);
+    v[14] = _mm512_unpacklo_epi64(v1[13], v1[15]);
+    v[15] = _mm512_unpackhi_epi64(v1[13], v1[15]);
+
+    v1[0] = _mm512_shuffle_i32x4(v[0], v[4], 0x88);
+    v1[1] = _mm512_shuffle_i32x4(v[1], v[5], 0x88);
+    v1[2] = _mm512_shuffle_i32x4(v[2], v[6], 0x88);
+    v1[3] = _mm512_shuffle_i32x4(v[3], v[7], 0x88);
+    v1[4] = _mm512_shuffle_i32x4(v[0], v[4], 0xdd);
+    v1[5] = _mm512_shuffle_i32x4(v[1], v[5], 0xdd);
+    v1[6] = _mm512_shuffle_i32x4(v[2], v[6], 0xdd);
+    v1[7] = _mm512_shuffle_i32x4(v[3], v[7], 0xdd);
+    v1[8] = _mm512_shuffle_i32x4(v[8], v[12], 0x88);
+    v1[9] = _mm512_shuffle_i32x4(v[9], v[13], 0x88);
+    v1[10] = _mm512_shuffle_i32x4(v[10], v[14], 0x88);
+    v1[11] = _mm512_shuffle_i32x4(v[11], v[15], 0x88);
+    v1[12] = _mm512_shuffle_i32x4(v[8], v[12], 0xdd);
+    v1[13] = _mm512_shuffle_i32x4(v[9], v[13], 0xdd);
+    v1[14] = _mm512_shuffle_i32x4(v[10], v[14], 0xdd);
+    v1[15] = _mm512_shuffle_i32x4(v[11], v[15], 0xdd);
+
+    v[0] = _mm512_shuffle_i32x4(v1[0], v1[8], 0x88);
+    v[1] = _mm512_shuffle_i32x4(v1[1], v1[9], 0x88);
+    v[2] = _mm512_shuffle_i32x4(v1[2], v1[10], 0x88);
+    v[3] = _mm512_shuffle_i32x4(v1[3], v1[11], 0x88);
+    v[4] = _mm512_shuffle_i32x4(v1[4], v1[12], 0x88);
+    v[5] = _mm512_shuffle_i32x4(v1[5], v1[13], 0x88);
+    v[6] = _mm512_shuffle_i32x4(v1[6], v1[14], 0x88);
+    v[7] = _mm512_shuffle_i32x4(v1[7], v1[15], 0x88);
+    v[8] = _mm512_shuffle_i32x4(v1[0], v1[8], 0xdd);
+    v[9] = _mm512_shuffle_i32x4(v1[1], v1[9], 0xdd);
+    v[10] = _mm512_shuffle_i32x4(v1[2], v1[10], 0xdd);
+    v[11] = _mm512_shuffle_i32x4(v1[3], v1[11], 0xdd);
+    v[12] = _mm512_shuffle_i32x4(v1[4], v1[12], 0xdd);
+    v[13] = _mm512_shuffle_i32x4(v1[5], v1[13], 0xdd);
+    v[14] = _mm512_shuffle_i32x4(v1[6], v1[14], 0xdd);
+    v[15] = _mm512_shuffle_i32x4(v1[7], v1[15], 0xdd);
+}
+
+void quantize_row_q8_K_vnni(const float * RESTRICT x, void * RESTRICT vy, int64_t k) {
+    assert(k % QK_K == 0);
+    const int KB = k / QK_K;
+    constexpr int kVecs = QK_K / 16;
+
+    block_q8_K * y = reinterpret_cast<block_q8_K *>(vy);
+
+    // hold 16 float vecs from x
+    __m512  v[kVecs];
+
+    // hold the quants vecs
+    __m512i vq[kVecs / 4];
+
+    // hold the packed quants vecs
+    __m512i vq_packed[kVecs / 4];
+
+    const __m512 signBit = _mm512_set1_ps(-0.f);
+
+    for (int i = 0; i < KB; ++i) {
+        // Compute max(abs(e)) for the block
+        __m512 vamax = _mm512_set1_ps(0.f);
+        for (int j = 0; j < kVecs; ++j) {
+            v[j] = _mm512_loadu_ps(x); x += 16;
+            vamax = _mm512_max_ps(vamax, _mm512_andnot_ps(signBit, v[j]));
+        }
+        const float amax = _mm512_reduce_max_ps(vamax);
+
+        // Quantize these floats
+        const float iscale = 127.f / amax;
+        y[i].d = GGML_FP32_TO_FP16(1 / iscale);
+        const float id = ( amax != 0.0f ) ? iscale : 0.f;
+        const __m512 vscale = _mm512_set1_ps(id);
+
+        // Apply multiplier and round to nearest integer
+        for (int j = 0; j < kVecs; ++j) {
+            v[j] = _mm512_mul_ps(v[j], vscale);
+            v[j] = _mm512_roundscale_ps(v[j], (_MM_FROUND_TO_NEAREST_INT | _MM_FROUND_NO_EXC));
+        }
+
+        // Pack to epi8 vecs
+        for (int j = 0; j < kVecs / 4; ++j) {
+            __m128i q8_0 = _mm512_cvtepi32_epi8(_mm512_cvtps_epi32(v[j * 4 + 0]));
+            __m128i q8_1 = _mm512_cvtepi32_epi8(_mm512_cvtps_epi32(v[j * 4 + 1]));
+            __m128i q8_2 = _mm512_cvtepi32_epi8(_mm512_cvtps_epi32(v[j * 4 + 2]));
+            __m128i q8_3 = _mm512_cvtepi32_epi8(_mm512_cvtps_epi32(v[j * 4 + 3]));
+
+            __m256i q8_01 = _mm256_insertf128_si256(_mm256_castsi128_si256(q8_0), (q8_1), 1);
+            __m256i q8_23 = _mm256_insertf128_si256(_mm256_castsi128_si256(q8_2), (q8_3), 1);
+
+            vq[j] = _mm512_inserti32x8(_mm512_castsi256_si512(q8_01), q8_23, 1);
+            _mm512_storeu_si512((__m512i *)(y[i].qs + j * 64), vq[j]);
+        }
+
+        // Compute the bsums with vnni
+        transpose_16x4_32bit(vq, vq_packed);
+
+        const __m512i one = _mm512_set1_epi8(1);
+        __m512i sum = _mm512_setzero_si512();
+        for (int k = 0; k < 4; ++k) {
+            sum = _mm512_dpbusd_epi32(sum, one, vq_packed[k]);
+        }
+        _mm256_storeu_si256((__m256i *)(y[i].bsums), _mm512_cvtepi32_epi16(sum));
+    }
+}
+
+// quantize A from float to `vec_dot_type`
+template <typename T>
+inline void from_float(const float * x, char * vy, int64_t k);
+
+template <>
+inline void from_float<block_q8_0>(const float * x, char * vy, int64_t k) {
+    quantize_row_q8_0(x, (block_q8_0 *)vy, k);
+}
+
+template <>
+inline void from_float<block_q8_1>(const float * x, char * vy, int64_t k) {
+    quantize_row_q8_1(x, (block_q8_1 *)vy, k);
+}
+
+template <>
+inline void from_float<block_q8_K>(const float * x, char * vy, int64_t k) {
+#if 1
+    // TODO: this is reference impl!
+    quantize_row_q8_K_ref(x, (block_q8_K *)vy, k);
+#else
+    quantize_row_q8_K_vnni(x, vy, k);
+#endif
+}
+
+// load A from memory to array when nrows can not fill in whole tile
+void unpack_A(int8_t * RESTRICT tile, const block_q8_0 * RESTRICT A, int lda, int nr) {
+    assert(nr != TILE_M);
+    for (int m = 0; m < nr; ++m) {
+        const __m256i v = _mm256_loadu_si256((const __m256i *)(A[m * lda].qs));
+        _mm256_storeu_si256((__m256i *)(tile + m * TILE_K), v);
+    }
+}
+
+void unpack_A(int8_t * RESTRICT tile, const block_q8_1 * RESTRICT A, int lda, int nr) {
+    assert(nr != TILE_M);
+    for (int m = 0; m < nr; ++m) {
+        const __m256i v = _mm256_loadu_si256((const __m256i *)(A[m * lda].qs));
+        _mm256_storeu_si256((__m256i *)(tile + m * TILE_K), v);
+    }
+}
+
+template <typename TB>
+void unpack_A(int8_t * RESTRICT tile, const block_q8_K * RESTRICT A, int lda, int k, int nr) {
+    assert(nr <= TILE_M);
+    for (int m = 0; m < nr; ++m) {
+        const __m256i v = _mm256_loadu_si256((const __m256i *)(A[m * lda].qs + k * 32));
+        _mm256_storeu_si256((__m256i *)(tile + m * TILE_K), v);
+    }
+}
+
+template <>
+void unpack_A<block_q6_K>(int8_t * RESTRICT tile, const block_q8_K * RESTRICT A, int lda, int k, int nr) {
+    assert(nr <= TILE_M);
+    // zero padding k from 16 to 32, so that we don't have to re-config amx
+    const __m128i zero = _mm_setzero_si128();
+    for (int m = 0; m < nr; ++m) {
+        const __m128i v = _mm_loadu_si128((const __m128i *)(A[m * lda].qs + k * 16));
+        const __m256i r = _mm256_insertf128_si256(_mm256_castsi128_si256(v), zero, 1);
+        _mm256_storeu_si256((__m256i *)(tile + m * TILE_K), r);
+    }
+}
+
+#define MM256_SET_M128I(a, b) _mm256_insertf128_si256(_mm256_castsi128_si256(b), (a), 1)
+inline __m256i bytes_from_nibbles_32(const uint8_t * rsi) {
+    const __m128i tmp = _mm_loadu_si128((const __m128i *)rsi);
+    const __m256i bytes = MM256_SET_M128I(_mm_srli_epi16(tmp, 4), tmp);
+    const __m256i lowMask = _mm256_set1_epi8(0xF);
+    return _mm256_and_si256(lowMask, bytes);
+}
+
+// used for block_q4_K
+inline __m512i bytes_from_nibbles_64(const uint8_t * rsi) {
+    const __m256i tmp = _mm256_loadu_si256((const __m256i *)rsi);
+    const __m256i lowMask = _mm256_set1_epi8(0xF);
+    const __m256i q4l = _mm256_and_si256(tmp, lowMask);
+    const __m256i q4h = _mm256_and_si256(_mm256_srli_epi16(tmp, 4), lowMask);
+    return _mm512_inserti32x8(_mm512_castsi256_si512(q4l), q4h, 1);
+}
+
+// used for block_q5_K
+inline __m512i bytes_from_nibbles_64(const uint8_t * qs, const uint8_t * qh, int k) {
+    const __m256i lowMask = _mm256_set1_epi8(0xF);
+    __m256i hmask = _mm256_set1_epi8(1);
+    hmask = _mm256_slli_epi16(hmask, k);
+
+    const __m256i q5bits = _mm256_loadu_si256((const __m256i *)qs);
+    const __m256i hbits = _mm256_loadu_si256((const __m256i *)qh);
+
+    const __m256i q5l_0 = _mm256_and_si256(q5bits, lowMask);
+    const __m256i q5h_0 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_and_si256(hbits, hmask), k + 0), 4);
+    const __m256i q5_0  = _mm256_add_epi8(q5l_0, q5h_0);
+    hmask = _mm256_slli_epi16(hmask, 1);
+
+    const __m256i q5l_1 = _mm256_and_si256(_mm256_srli_epi16(q5bits, 4), lowMask);
+    const __m256i q5h_1 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_and_si256(hbits, hmask), k + 1), 4);
+    const __m256i q5_1  = _mm256_add_epi8(q5l_1, q5h_1);
+
+    return _mm512_inserti32x8(_mm512_castsi256_si512(q5_0), q5_1, 1);
+}
+
+// used for block_q6_K
+inline void bytes_from_nibbles_128(__m512i& r0, __m512i& r1, const uint8_t * qs, const uint8_t * qh) {
+    const __m256i m4 = _mm256_set1_epi8(0xF);
+    const __m256i m2 = _mm256_set1_epi8(0x3);
+
+    const __m256i q6bits1 = _mm256_loadu_si256((const __m256i *)qs);
+    const __m256i q6bits2 = _mm256_loadu_si256((const __m256i *)(qs + 32));
+    const __m256i q6bitsH = _mm256_loadu_si256((const __m256i *)qh);
+
+    const __m256i q6h_0 = _mm256_slli_epi16(_mm256_and_si256(                  q6bitsH,     m2), 4);
+    const __m256i q6h_1 = _mm256_slli_epi16(_mm256_and_si256(_mm256_srli_epi16(q6bitsH, 2), m2), 4);
+    const __m256i q6h_2 = _mm256_slli_epi16(_mm256_and_si256(_mm256_srli_epi16(q6bitsH, 4), m2), 4);
+    const __m256i q6h_3 = _mm256_slli_epi16(_mm256_and_si256(_mm256_srli_epi16(q6bitsH, 6), m2), 4);
+
+    const __m256i q6_0 = _mm256_or_si256(_mm256_and_si256(q6bits1, m4), q6h_0);
+    const __m256i q6_1 = _mm256_or_si256(_mm256_and_si256(q6bits2, m4), q6h_1);
+    const __m256i q6_2 = _mm256_or_si256(_mm256_and_si256(_mm256_srli_epi16(q6bits1, 4), m4), q6h_2);
+    const __m256i q6_3 = _mm256_or_si256(_mm256_and_si256(_mm256_srli_epi16(q6bits2, 4), m4), q6h_3);
+
+    r0 = _mm512_inserti32x8(_mm512_castsi256_si512(q6_0), q6_1, 1);
+    r1 = _mm512_inserti32x8(_mm512_castsi256_si512(q6_2), q6_3, 1);
+}
+
+inline __m512i packNibbles(__m512i r0, __m512i r1) {
+    return _mm512_or_si512(r0, _mm512_slli_epi16(r1, 4));
+}
+
+template <typename TB>
+inline void pack_qs(void * RESTRICT packed_B, const TB * RESTRICT B, int KB) {
+    int8_t tmp[8 * 64];
+    __m256i v[8], v2[8];
+    for (int n = 0; n < 8; ++n) {
+        v[n] = bytes_from_nibbles_32(B[n * KB].qs);
+    }
+    transpose_8x8_32bit(v, v2);
+    for (int n = 0; n < 8; ++n) {
+        _mm256_storeu_si256((__m256i *)(tmp + n * 64), v2[n]);
+    }
+    for (int n = 0; n < 8; ++n) {
+        v[n] = bytes_from_nibbles_32(B[(n + 8) * KB].qs);
+    }
+    transpose_8x8_32bit(v, v2);
+    for (int n = 0; n < 8; ++n) {
+        _mm256_storeu_si256((__m256i *)(tmp + n * 64 + 32), v2[n]);
+    }
+
+    // pack again with 128 to fully utilize vector length
+    for (int n = 0; n < 8; n += 2) {
+        __m512i r0 = _mm512_loadu_si512((const __m512i *)(tmp + n * 64));
+        __m512i r1 = _mm512_loadu_si512((const __m512i *)(tmp + n * 64 + 64));
+        __m512i r1r0 = packNibbles(r0, r1);
+        _mm512_storeu_si512((__m512i *)((char *)packed_B + n * 32), r1r0);
+    }
+}
+
+template <>
+inline void pack_qs<block_q8_0>(void * RESTRICT packed_B, const block_q8_0 * RESTRICT B, int KB) {
+    __m256i v[8], v2[8];
+    for (int n = 0; n < 8; ++n) {
+        v[n] = _mm256_loadu_si256((const __m256i *)(B[n * KB].qs));
+    }
+    transpose_8x8_32bit(v, v2);
+    for (int n = 0; n < 8; ++n) {
+        _mm256_storeu_si256((__m256i *)((char *)packed_B + n * 64), v2[n]);
+    }
+    for (int n = 0; n < 8; ++n) {
+        v[n] = _mm256_loadu_si256((const __m256i *)(B[(n + 8) * KB].qs));
+    }
+    transpose_8x8_32bit(v, v2);
+    for (int n = 0; n < 8; ++n) {
+        _mm256_storeu_si256((__m256i *)((char *)packed_B + n * 64 + 32), v2[n]);
+    }
+}
+
+template <>
+inline void pack_qs<block_q4_K>(void * RESTRICT packed_B, const block_q4_K * RESTRICT B, int KB) {
+    __m512i v[16];
+    // QK_K 256 with 8 groups, handle 2 groups at a time
+    char * pb = (char *)packed_B;
+    for (int k = 0; k < QK_K / 64; ++k) {
+        // pack 2 groups { n, g,  k} to {g, k/4, 4n}
+        //          e.g. {16, 2, 32} to {2,   8, 64}
+        for (int n = 0; n < TILE_N; ++n) {
+            v[n] = bytes_from_nibbles_64(B[n * KB].qs + k * 32);
+        }
+
+        transpose_16x16_32bit(v);
+
+        // pack again with 128 to fully utilize vector length
+        for (int n = 0; n < TILE_N; n += 2) {
+            _mm512_storeu_si512((__m512i *)pb, packNibbles(v[n], v[n + 1]));
+            pb += 64;
+        }
+    }
+}
+
+template <>
+inline void pack_qs<block_q5_K>(void * RESTRICT packed_B, const block_q5_K * RESTRICT B, int KB) {
+    __m512i v[16];
+    const __m512i lowMask = _mm512_set1_epi8(0xF);
+    // QK_K 256 with 8 groups, handle 2 groups at a time
+    char * pb = (char *)packed_B;
+    char * ph = (char *)packed_B + (QK_K / 2) * TILE_N;
+    for (int k = 0; k < QK_K / 64; ++k) {
+        // pack 2 groups { n, g,  k} to {g, k/4, 4n}
+        //          e.g. {16, 2, 32} to {2,   8, 64}
+        for (int n = 0; n < TILE_N; ++n) {
+            v[n] = bytes_from_nibbles_64(B[n * KB].qs + k * 32, B[n * KB].qh, /* group */2 * k);
+        }
+
+        transpose_16x16_32bit(v);
+
+        // 1. pack lower 4bits with 2 groups
+        for (int n = 0; n < TILE_N; n += 2) {
+            // get lower 4 bits
+            const __m512i r0 = _mm512_and_si512(v[n], lowMask);
+            const __m512i r1 = _mm512_and_si512(v[n + 1], lowMask);
+            _mm512_storeu_si512((__m512i *)pb, packNibbles(r0, r1)); pb += 64;
+        }
+
+        // 2. pack higher 1bit with 2 groups
+        const __m512i hmask = _mm512_set1_epi8(0x10);
+        for (int g = 0; g < 2; ++g) {
+            __m512i hbits = _mm512_setzero_si512();
+            hbits = _mm512_add_epi8(hbits, _mm512_srli_epi16(_mm512_and_si512(v[g * 8 + 0], hmask), 4));
+            hbits = _mm512_add_epi8(hbits, _mm512_srli_epi16(_mm512_and_si512(v[g * 8 + 1], hmask), 3));
+            hbits = _mm512_add_epi8(hbits, _mm512_srli_epi16(_mm512_and_si512(v[g * 8 + 2], hmask), 2));
+            hbits = _mm512_add_epi8(hbits, _mm512_srli_epi16(_mm512_and_si512(v[g * 8 + 3], hmask), 1));
+            hbits = _mm512_add_epi8(hbits,                   _mm512_and_si512(v[g * 8 + 4], hmask)    );
+            hbits = _mm512_add_epi8(hbits, _mm512_slli_epi16(_mm512_and_si512(v[g * 8 + 5], hmask), 1));
+            hbits = _mm512_add_epi8(hbits, _mm512_slli_epi16(_mm512_and_si512(v[g * 8 + 6], hmask), 2));
+            hbits = _mm512_add_epi8(hbits, _mm512_slli_epi16(_mm512_and_si512(v[g * 8 + 7], hmask), 3));
+            _mm512_storeu_si512((__m512i *)ph, hbits); ph += 64;
+        }
+    }
+}
+
+template <>
+inline void pack_qs<block_q6_K>(void * RESTRICT packed_B, const block_q6_K * RESTRICT B, int KB) {
+    __m512i v[32];
+    const __m512i lowMask = _mm512_set1_epi8(0xF);
+    // QK_K 256 with 8 groups, handle 4 groups at a time
+    char * pb = (char *)packed_B;
+    char * ph = (char *)packed_B + (QK_K / 2) * TILE_N;
+    for (int k = 0; k < QK_K / 128; ++k) {
+        for (int n = 0; n < TILE_N; ++n) {
+            bytes_from_nibbles_128(v[n], v[n + 16], B[n * KB].ql + k * 64, B[n * KB].qh + k * 32);
+        }
+
+        // top half: group 0,1 or 4,5; bottom half: group 2,3 or 6,7
+        transpose_16x16_32bit(v);
+        transpose_16x16_32bit(v + 16);
+
+        // 1. pack lower 4bits with 4 groups
+        for (int n = 0; n < 32; n += 2) {
+            const __m512i r0 = _mm512_and_si512(v[n], lowMask);
+            const __m512i r1 = _mm512_and_si512(v[n + 1], lowMask);
+            _mm512_storeu_si512((__m512i *)pb, packNibbles(r0, r1)); pb += 64;
+        }
+
+        // 2. pack higher 2bit with 4 groups
+        const __m512i hmask = _mm512_set1_epi8(0x30);
+        for (int g = 0; g < 8; ++g) {
+            __m512i hbits = _mm512_setzero_si512();
+            hbits = _mm512_add_epi8(hbits, _mm512_srli_epi16(_mm512_and_si512(v[g * 4 + 0], hmask), 4));
+            hbits = _mm512_add_epi8(hbits, _mm512_srli_epi16(_mm512_and_si512(v[g * 4 + 1], hmask), 2));
+            hbits = _mm512_add_epi8(hbits,                   _mm512_and_si512(v[g * 4 + 2], hmask)    );
+            hbits = _mm512_add_epi8(hbits, _mm512_slli_epi16(_mm512_and_si512(v[g * 4 + 3], hmask), 2));
+            _mm512_storeu_si512((__m512i *)ph, hbits); ph += 64;
+        }
+    }
+}
+
+template <>
+inline void pack_qs<block_iq4_xs>(void * RESTRICT packed_B, const block_iq4_xs * RESTRICT B, int KB) {
+    __m512i v[16];
+    char * pb = (char *)packed_B;
+    for (int k = 0; k < QK_K / 64; ++k) {
+        for (int n = 0; n < TILE_N; ++n) {
+            __m256i r0 = bytes_from_nibbles_32(B[n * KB].qs + k * 32 +  0);
+            __m256i r1 = bytes_from_nibbles_32(B[n * KB].qs + k * 32 + 16);
+            v[n] = _mm512_inserti32x8(_mm512_castsi256_si512(r0), r1, 1);
+        }
+
+        transpose_16x16_32bit(v);
+
+        // pack again with 128 to fully utilize vector length
+        for (int n = 0; n < TILE_N; n += 2) {
+            _mm512_storeu_si512((__m512i *)pb, packNibbles(v[n], v[n + 1]));
+            pb += 64;
+        }
+    }
+}
+
+// pack B to vnni formats in 4bits or 8 bits
+void pack_B(void * RESTRICT packed_B, const block_q4_0 * RESTRICT B, int KB) {
+    pack_qs(packed_B, B, KB);
+    ggml_half * d0 = reinterpret_cast<ggml_half *>((char *)packed_B + TILE_N * TILE_K / 2);
+    for (int n = 0; n < TILE_N; ++n) {
+        d0[n] = B[n * KB].d;
+    }
+}
+
+void pack_B(void * RESTRICT packed_B, const block_q4_1 * RESTRICT B, int KB) {
+    pack_qs(packed_B, B, KB);
+    ggml_half * d0 = reinterpret_cast<ggml_half *>((char *)packed_B + TILE_N * TILE_K / 2);
+    ggml_half * m0 = d0 + TILE_N;
+    for (int n = 0; n < TILE_N; ++n) {
+        d0[n] = B[n * KB].d;
+        m0[n] = B[n * KB].m;
+    }
+}
+
+inline void s8s8_compensation(void * RESTRICT packed_B) {
+    // packed_B layout:
+    //   quants {TILE_N, TILEK}  int8_t
+    //   d0     {TILE_N}      ggml_half
+    //   comp   {TILE_N}        int32_t
+    const int offset = TILE_N * TILE_K + TILE_N * sizeof(ggml_half);
+    __m512i vcomp = _mm512_setzero_si512();
+    const __m512i off = _mm512_set1_epi8(static_cast<char>(0x80));
+    for (int k = 0; k < 8; ++k) {
+        __m512i vb = _mm512_loadu_si512((const __m512i *)((const char *)packed_B + k * 64));
+        vcomp = _mm512_dpbusd_epi32(vcomp, off, vb);
+    }
+    _mm512_storeu_si512((__m512i *)((char *)(packed_B) + offset), vcomp);
+}
+
+void pack_B(void * RESTRICT packed_B, const block_q8_0 * RESTRICT B, int KB) {
+    pack_qs(packed_B, B, KB);
+    ggml_half * d0 = reinterpret_cast<ggml_half *>((char *)packed_B + TILE_N * TILE_K);
+    for (int n = 0; n < TILE_N; ++n) {
+        d0[n] = B[n * KB].d;
+    }
+    s8s8_compensation(packed_B);
+}
+
+// convert 8 * {min, scale} from int6 to int8
+inline void unpack_mins_and_scales(const uint8_t * scales, uint32_t * utmp) {
+    const uint32_t kmask1 = 0x3f3f3f3f;
+    const uint32_t kmask2 = 0x0f0f0f0f;
+    const uint32_t kmask3 = 0x03030303;
+
+    memcpy(utmp, scales, 12);
+    utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+    const uint32_t uaux = utmp[1] & kmask1;
+    utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+    utmp[2] = uaux;
+    utmp[0] &= kmask1;
+}
+
+// packed_B layout:
+//   quants {8, TILE_N, 16}  uint8
+//   scales {8, TILE_N}      uint8
+//   mins   {8, TILE_N}      uint8
+//   d      {TILE_N}     ggml_half
+//   dmin   {TILE_N}     ggml_half
+void pack_B(void * RESTRICT packed_B, const block_q4_K * RESTRICT B, int KB) {
+    pack_qs(packed_B, B, KB);
+
+    uint8_t * scales = reinterpret_cast<uint8_t *>((char *)packed_B + (QK_K / 2) * TILE_N);
+    uint8_t * mins = scales + 8 * TILE_N;
+    ggml_half * d = reinterpret_cast<ggml_half *>(mins + 8 * TILE_N);
+    ggml_half * dmin = d + TILE_N;
+
+    union {
+        uint32_t u32[4];
+        uint8_t  u8[16];
+    } s;
+
+    for (int n = 0; n < TILE_N; ++n) {
+        unpack_mins_and_scales(B[n * KB].scales, s.u32);
+        for (int k = 0; k < 8; ++k) {
+            scales[k * TILE_N + n] = s.u8[k];
+            mins[(k >> 1) * TILE_N * 2 + n * 2 + (k & 0x1)] = s.u8[k + 8];
+        }
+        d[n] = B[n * KB].d;
+        dmin[n] = B[n * KB].dmin;
+    }
+}
+
+// packed_B layout:
+//   quants {8, TILE_N, 16}  uint8
+//   qh     {8, TILE_N,  4}  uint8
+//   scales {8, TILE_N}      uint8
+//   mins   {8, TILE_N}      uint8
+//   d      {TILE_N}     ggml_half
+//   dmin   {TILE_N}     ggml_half
+void pack_B(void * RESTRICT packed_B, const block_q5_K * RESTRICT B, int KB) {
+    pack_qs(packed_B, B, KB);
+
+    uint8_t * scales = reinterpret_cast<uint8_t *>((char *)packed_B + (QK_K / 2) * TILE_N + (QK_K / 8) * TILE_N);
+    uint8_t * mins = scales + 8 * TILE_N;
+    ggml_half * d = reinterpret_cast<ggml_half *>(mins + 8 * TILE_N);
+    ggml_half * dmin = d + TILE_N;
+
+    union {
+        uint32_t u32[4];
+        uint8_t  u8[16];
+    } s;
+
+    for (int n = 0; n < TILE_N; ++n) {
+        unpack_mins_and_scales(B[n * KB].scales, s.u32);
+        for (int k = 0; k < 8; ++k) {
+            scales[k * TILE_N + n] = s.u8[k];
+            mins[(k >> 1) * TILE_N * 2 + n * 2 + (k & 0x1)] = s.u8[k + 8];
+        }
+        d[n] = B[n * KB].d;
+        dmin[n] = B[n * KB].dmin;
+    }
+}
+
+// packed_B layout:
+//   quants {16, TILE_N, 8}  uint8
+//   qh     {16, TILE_N, 4}  uint8
+//   scales {16, TILE_N}      uint8
+//   d      {TILE_N}     ggml_half
+void pack_B(void * RESTRICT packed_B, const block_q6_K * RESTRICT B, int KB) {
+    pack_qs(packed_B, B, KB);
+
+    uint8_t * scales = reinterpret_cast<uint8_t *>((char *)packed_B + (QK_K / 2) * TILE_N + (QK_K / 4) * TILE_N);
+    ggml_half * d = reinterpret_cast<ggml_half *>(scales + 16 * TILE_N);
+    for (int n = 0; n < TILE_N; ++n) {
+        const int8_t * ps = B[n * KB].scales;
+        for (int k = 0; k < 16; ++k) {
+            scales[k * TILE_N + n] = ps[k];
+        }
+        d[n] = B[n * KB].d;
+    }
+}
+
+// packed_B layout:
+//   quants {8, TILE_N, 16}  uint8
+//   scales {8, TILE_N}       int8
+//   d      {TILE_N}     ggml_half
+void pack_B(void * RESTRICT packed_B, const block_iq4_xs * RESTRICT B, int KB) {
+    pack_qs(packed_B, B, KB);
+
+    int8_t * scales = reinterpret_cast<int8_t *>((char *)packed_B + (QK_K / 2) * TILE_N);
+    ggml_half * d = reinterpret_cast<ggml_half *>(scales + 8 * TILE_N);
+
+    // pack the scales
+    for (int n = 0; n < TILE_N; ++n) {
+        uint16_t sh = B[n * KB].scales_h;
+        for (int k = 0; k < 8; k += 2) {
+            const int16_t ls1 = ((B[n * KB].scales_l[k / 2] & 0xf) | ((sh << 4) & 0x30)) - 32;
+            const int16_t ls2 = ((B[n * KB].scales_l[k / 2] >>  4) | ((sh << 2) & 0x30)) - 32;
+            scales[(k + 0) * TILE_N + n] = ls1;
+            scales[(k + 1) * TILE_N + n] = ls2;
+            sh >>= 4;
+        }
+        d[n] = B[n * KB].d;
+    }
+}
+
+template<typename TB, typename packed_B_t = packed_B_type<TB>>
+void unpack_B(packed_B_t * RESTRICT tile, const void * RESTRICT packed_B) {
+    GGML_UNUSED(tile);
+    GGML_UNUSED(packed_B);
+}
+
+template <>
+void unpack_B<block_q4_0>(int8_t * RESTRICT tile, const void * RESTRICT packed_B) {
+  const __m512i off = _mm512_set1_epi8(8);
+  const __m512i lowMask = _mm512_set1_epi8(0xF);
+  for (int n = 0; n < 8; n += 2) {
+    __m512i bytes = _mm512_loadu_si512((const __m512i *)((const char *)packed_B + n * 32));
+    const __m512i r0 = _mm512_sub_epi8(_mm512_and_si512(bytes, lowMask), off);
+    const __m512i r1 = _mm512_sub_epi8(_mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask), off);
+    _mm512_storeu_si512((__m512i *)(tile + n * 64 +  0), r0);
+    _mm512_storeu_si512((__m512i *)(tile + n * 64 + 64), r1);
+  }
+}
+
+template <>
+void unpack_B<block_q4_1>(uint8_t * RESTRICT tile, const void * RESTRICT packed_B) {
+    const __m512i lowMask = _mm512_set1_epi8(0xF);
+    for (int n = 0; n < 8; n += 2) {
+        __m512i bytes = _mm512_loadu_si512((const __m512i *)((const char *)packed_B + n * 32));
+        const __m512i r0 = _mm512_and_si512(bytes, lowMask);
+        const __m512i r1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+        _mm512_storeu_si512((__m512i *)(tile + n * 64 +  0), r0);
+        _mm512_storeu_si512((__m512i *)(tile + n * 64 + 64), r1);
+    }
+}
+
+// packed_B_t for QKK is int8_t
+template <typename TB>
+void unpack_B(int8_t * RESTRICT tile, const void * RESTRICT packed_B, int k) {
+    const int packed_B_group_size = QK_K / 2 * TILE_N / 8;
+    const char * packed_B_group = (const char *)packed_B + k * packed_B_group_size;
+    const __m512i lowMask = _mm512_set1_epi8(0xF);
+    for (int n = 0; n < 8; n += 2) {
+        __m512i bytes = _mm512_loadu_si512(packed_B_group + n * 32);
+        const __m512i r0 = _mm512_and_si512(bytes, lowMask);
+        const __m512i r1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+        _mm512_storeu_si512((__m512i *)(tile + n * 64 +  0), r0);
+        _mm512_storeu_si512((__m512i *)(tile + n * 64 + 64), r1);
+    }
+}
+
+template <>
+void unpack_B<block_q5_K>(int8_t * RESTRICT tile, const void * RESTRICT packed_B, int k) {
+    // lower 4bits, stride 256 bytes
+    const int packed_l4_group_size = QK_K / 2 * TILE_N / 8;
+    const char * pb = (const char *)packed_B + k * packed_l4_group_size;
+
+    // higher 1bit, stride 64 bytes
+    const int packed_h1_group_size = QK_K / 8 * TILE_N / 8;
+    const char * ph = (const char *)packed_B + (QK_K / 2) * TILE_N + k * packed_h1_group_size;
+    const __m512i hbits = _mm512_loadu_si512(ph);
+
+    const __m512i lowMask = _mm512_set1_epi8(0xF);
+    __m512i hmask0 = _mm512_set1_epi8(0x1);
+    __m512i hmask1 = _mm512_set1_epi8(0x2);
+
+    for (int n = 0; n < 8; n += 2) {
+        __m512i bytes = _mm512_loadu_si512(pb + n * 32);
+        __m512i r0 = _mm512_and_si512(bytes, lowMask);
+        __m512i r1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+        __m512i h0 = _mm512_slli_epi16(_mm512_srli_epi16(_mm512_and_si512(hbits, hmask0), n), 4);
+        __m512i h1 = _mm512_slli_epi16(_mm512_srli_epi16(_mm512_and_si512(hbits, hmask1), n + 1), 4);
+
+        hmask0 = _mm512_slli_epi16(hmask0, 2);
+        hmask1 = _mm512_slli_epi16(hmask1, 2);
+        r0 = _mm512_add_epi8(r0, h0);
+        r1 = _mm512_add_epi8(r1, h1);
+        _mm512_storeu_si512((__m512i *)(tile + n * 64 +  0), r0);
+        _mm512_storeu_si512((__m512i *)(tile + n * 64 + 64), r1);
+    }
+}
+
+template <>
+void unpack_B<block_q6_K>(int8_t * RESTRICT tile, const void * RESTRICT packed_B, int k) {
+    // lower 4bits, stride 128 bytes
+    const int packed_l4_group_size = QK_K / 2 * TILE_N / 16;
+    const char * pb = (const char *)packed_B + k * packed_l4_group_size;
+
+    // higher 2bits, stride 64 bytes
+    const int packed_h2_group_size = QK_K / 4 * TILE_N / 16;
+    const char * ph = (const char *)packed_B + (QK_K / 2) * TILE_N + k * packed_h2_group_size;
+    const __m512i hbits = _mm512_loadu_si512(ph);
+
+    const __m512i off = _mm512_set1_epi8(32);
+    const __m512i lowMask = _mm512_set1_epi8(0xF);
+    __m512i hmask0 = _mm512_set1_epi8(0x3); // 0011
+    __m512i hmask1 = _mm512_set1_epi8(0xC); // 1100
+
+    // notes: skip zero padding from row4 to row7 as we have done so in `unpack_A`
+    __m512i bytes = _mm512_loadu_si512(pb);
+    __m512i r0 = _mm512_and_si512(bytes, lowMask);
+    __m512i r1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+    __m512i h0 = _mm512_slli_epi16(_mm512_and_si512(hbits, hmask0), 4);
+    __m512i h1 = _mm512_slli_epi16(_mm512_and_si512(hbits, hmask1), 2);
+    _mm512_storeu_si512((__m512i *)(tile +  0), _mm512_sub_epi8(_mm512_add_epi8(r0, h0), off));
+    _mm512_storeu_si512((__m512i *)(tile + 64), _mm512_sub_epi8(_mm512_add_epi8(r1, h1), off));
+
+    hmask0 = _mm512_slli_epi16(hmask0, 4);
+    hmask1 = _mm512_slli_epi16(hmask1, 4);
+
+    bytes = _mm512_loadu_si512(pb + 64);
+    r0 = _mm512_and_si512(bytes, lowMask);
+    r1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+    h0 =                   _mm512_and_si512(hbits, hmask0);
+    h1 = _mm512_srli_epi16(_mm512_and_si512(hbits, hmask1), 2);
+    _mm512_storeu_si512((__m512i *)(tile + 128), _mm512_sub_epi8(_mm512_add_epi8(r0, h0), off));
+    _mm512_storeu_si512((__m512i *)(tile + 192), _mm512_sub_epi8(_mm512_add_epi8(r1, h1), off));
+}
+
+template <>
+void unpack_B<block_iq4_xs>(int8_t * RESTRICT tile, const void * RESTRICT packed_B, int k) {
+    static const __m512i values128 = _mm512_set_epi8(
+        113, 89, 69, 53, 38, 25, 13, 1, -10, -22, -35, -49, -65, -83, -104, -127,
+        113, 89, 69, 53, 38, 25, 13, 1, -10, -22, -35, -49, -65, -83, -104, -127,
+        113, 89, 69, 53, 38, 25, 13, 1, -10, -22, -35, -49, -65, -83, -104, -127,
+        113, 89, 69, 53, 38, 25, 13, 1, -10, -22, -35, -49, -65, -83, -104, -127
+    );
+
+    const int packed_B_group_size = QK_K / 2 * TILE_N / 8;
+    const char * pb = (const char *)packed_B + k * packed_B_group_size;
+    const __m512i lowMask = _mm512_set1_epi8(0xF);
+
+    for (int n = 0; n < 8; n += 2) {
+        __m512i bytes = _mm512_loadu_si512(pb + n * 32);
+        const __m512i r0 = _mm512_shuffle_epi8(values128, _mm512_and_si512(bytes, lowMask));
+        const __m512i r1 = _mm512_shuffle_epi8(values128, _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask));
+        _mm512_storeu_si512((__m512i *)(tile + n * 64 +  0), r0);
+        _mm512_storeu_si512((__m512i *)(tile + n * 64 + 64), r1);
+    }
+}
+
+template <typename TA, typename TB, bool is_acc>
+struct acc_C {};
+
+template <bool is_acc>
+struct acc_C<block_q8_0, block_q4_0, is_acc> {
+    static void apply(float * RESTRICT C, int ldc, const int32_t * RESTRICT tile, const block_q8_0 * A, int lda, const void * packed_B, int nr) {
+        const int offset = TILE_N * TILE_K / 2;
+        const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)((const char *)packed_B + offset)));
+
+        for (int m = 0; m < nr; ++m) {
+            const __m512 vd1 = _mm512_set1_ps(GGML_FP16_TO_FP32(A[m * lda].d));
+            const __m512 vtile = _mm512_cvtepi32_ps(_mm512_loadu_si512(tile + m * TILE_N));
+
+            __m512 vsum;
+            if (is_acc) {
+                vsum = _mm512_loadu_ps(C + m * ldc);
+            } else {
+                vsum = _mm512_set1_ps(0.f);
+            }
+            vsum = _mm512_fmadd_ps(vtile, _mm512_mul_ps(vd0, vd1), vsum);
+            _mm512_storeu_ps(C + m * ldc, vsum);
+        }
+    }
+};
+
+template <bool is_acc>
+struct acc_C<block_q8_1, block_q4_1, is_acc> {
+    static void apply(float * RESTRICT C, int ldc, const int32_t * RESTRICT tile, const block_q8_1 * A, int lda, const void * packed_B, int nr) {
+        const int offset = TILE_N * TILE_K / 2;
+        const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)((const char *)packed_B + offset)));
+        const __m512 vm0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)((const char *)packed_B + offset + TILE_N * sizeof(ggml_half))));
+
+        for (int m = 0; m < nr; ++m) {
+            const __m512 vd1 = _mm512_set1_ps(GGML_FP16_TO_FP32(A[m * lda].d));
+            const __m512 vs1 = _mm512_set1_ps(GGML_FP16_TO_FP32(A[m * lda].s));
+            const __m512 vtile = _mm512_cvtepi32_ps(_mm512_loadu_si512(tile + m * TILE_N));
+
+            __m512 vsum;
+            if (is_acc) {
+                vsum = _mm512_loadu_ps(C + m * ldc);
+            } else {
+                vsum = _mm512_set1_ps(0.f);
+            }
+            vsum = _mm512_fmadd_ps(vtile, _mm512_mul_ps(vd0, vd1), vsum);
+            vsum = _mm512_fmadd_ps(vm0, vs1, vsum);
+            _mm512_storeu_ps(C + m * ldc, vsum);
+        }
+    }
+};
+
+template <bool is_acc>
+struct acc_C<block_q8_0, block_q8_0, is_acc> {
+    static void apply(float * RESTRICT C, int ldc, const int32_t * RESTRICT tile, const block_q8_0 * A, int lda, const void * packed_B, int nr) {
+        const int offset = TILE_N * TILE_K;
+        const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)((const char *)packed_B + offset)));
+
+        for (int m = 0; m < nr; ++m) {
+            const __m512 vd1 = _mm512_set1_ps(GGML_FP16_TO_FP32(A[m * lda].d));
+            const __m512 vtile = _mm512_cvtepi32_ps(_mm512_loadu_si512(tile + m * TILE_N));
+
+            __m512 vsum;
+            if (is_acc) {
+                vsum = _mm512_loadu_ps(C + m * ldc);
+            } else {
+                vsum = _mm512_set1_ps(0.f);
+            }
+            vsum = _mm512_fmadd_ps(vtile, _mm512_mul_ps(vd0, vd1), vsum);
+            _mm512_storeu_ps(C + m * ldc, vsum);
+        }
+    }
+};
+
+template <bool is_acc>
+struct acc_C<block_q8_K, block_q4_K, is_acc> {
+    static void apply(float * RESTRICT C, int ldc, const int32_t * RESTRICT tile, const block_q8_K * A, int lda, const void * packed_B, int nr) {
+        const uint8_t * scales = reinterpret_cast<const uint8_t *>((const char *)packed_B + (QK_K / 2) * TILE_N);
+        const uint8_t * mins = scales + 8 * TILE_N;
+        const ggml_half * d0 = reinterpret_cast<const ggml_half *>(mins + 8 * TILE_N);
+        const ggml_half * dmin = d0 + TILE_N;
+
+        const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)d0));
+        const __m512 vdmin = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)dmin));
+
+        for (int m = 0; m < nr; ++m) {
+            const float d1 = A[m * lda].d;
+            const __m512 vd = _mm512_mul_ps(_mm512_set1_ps(d1), vd0);
+            const __m512 vdm = _mm512_mul_ps(_mm512_set1_ps(-d1), vdmin);
+            const __m512 vtile = _mm512_cvtepi32_ps(_mm512_loadu_si512(tile + m * TILE_N));
+
+            __m512 vsum;
+            if (is_acc) {
+                vsum = _mm512_loadu_ps(C + m * ldc);
+            } else {
+                vsum = _mm512_set1_ps(0.f);
+            }
+
+            const __m256i q8sums = _mm256_loadu_si256((const __m256i *)A[m * lda].bsums);
+            const __m128i q8s = _mm_hadd_epi16(_mm256_extracti128_si256(q8sums, 0), _mm256_extracti128_si256(q8sums, 1));
+
+            __m512i acc_m = _mm512_setzero_si512();
+            for (int k = 0; k < 4; ++k) {
+                __m512i vmask = _mm512_set1_epi32(k);
+                __m512i va = _mm512_permutexvar_epi32(vmask, _mm512_castsi128_si512(q8s));
+                __m512i vb = _mm512_cvtepi8_epi16(_mm256_loadu_si256((const __m256i *)(mins + k * 32)));
+                acc_m = _mm512_dpwssds_epi32(acc_m, va, vb);
+            }
+
+            vsum = _mm512_fmadd_ps(vtile, vd, vsum);
+            vsum = _mm512_fmadd_ps(_mm512_cvtepi32_ps(acc_m), vdm, vsum);
+            _mm512_storeu_ps(C + m * ldc, vsum);
+        }
+    }
+};
+
+template <bool is_acc>
+struct acc_C<block_q8_K, block_q5_K, is_acc> {
+    static void apply(float * RESTRICT C, int ldc, const int32_t * RESTRICT tile, const block_q8_K * A, int lda, const void * packed_B, int nr) {
+        const uint8_t * scales = reinterpret_cast<const uint8_t *>((const char *)packed_B + (QK_K / 2) * TILE_N + (QK_K / 8) * TILE_N);
+        const uint8_t * mins = scales + 8 * TILE_N;
+        const ggml_half * d0 = reinterpret_cast<const ggml_half *>(mins + 8 * TILE_N);
+        const ggml_half * dmin = d0 + TILE_N;
+
+        const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)d0));
+        const __m512 vdmin = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)dmin));
+
+        for (int m = 0; m < nr; ++m) {
+            const float d1 = A[m * lda].d;
+            const __m512 vd = _mm512_mul_ps(_mm512_set1_ps(d1), vd0);
+            const __m512 vdm = _mm512_mul_ps(_mm512_set1_ps(-d1), vdmin);
+            const __m512 vtile = _mm512_cvtepi32_ps(_mm512_loadu_si512(tile + m * TILE_N));
+
+            __m512 vsum;
+            if (is_acc) {
+                vsum = _mm512_loadu_ps(C + m * ldc);
+            } else {
+                vsum = _mm512_set1_ps(0.f);
+            }
+
+            const __m256i q8sums = _mm256_loadu_si256((const __m256i *)A[m * lda].bsums);
+            const __m128i q8s = _mm_hadd_epi16(_mm256_extracti128_si256(q8sums, 0), _mm256_extracti128_si256(q8sums, 1));
+
+            __m512i acc_m = _mm512_setzero_si512();
+            for (int k = 0; k < 4; ++k) {
+                __m512i vmask = _mm512_set1_epi32(k);
+                __m512i va = _mm512_permutexvar_epi32(vmask, _mm512_castsi128_si512(q8s));
+                __m512i vb = _mm512_cvtepi8_epi16(_mm256_loadu_si256((const __m256i *)(mins + k * 32)));
+                acc_m = _mm512_dpwssds_epi32(acc_m, va, vb);
+            }
+
+            vsum = _mm512_fmadd_ps(vtile, vd, vsum);
+            vsum = _mm512_fmadd_ps(_mm512_cvtepi32_ps(acc_m), vdm, vsum);
+            _mm512_storeu_ps(C + m * ldc, vsum);
+        }
+    }
+};
+
+template <bool is_acc>
+struct acc_C<block_q8_K, block_q6_K, is_acc> {
+    static void apply(float * RESTRICT C, int ldc, const int32_t * RESTRICT tile, const block_q8_K * A, int lda, const void * packed_B, int nr) {
+        const uint8_t * scales = reinterpret_cast<const uint8_t *>((const char *)packed_B + (QK_K / 2) * TILE_N + (QK_K / 4) * TILE_N);
+        const ggml_half * d0 = reinterpret_cast<const ggml_half *>(scales + 16 * TILE_N);
+
+        const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)d0));
+
+        for (int m = 0; m < nr; ++m) {
+            const float d1 = A[m * lda].d;
+            const __m512 vd = _mm512_mul_ps(_mm512_set1_ps(d1), vd0);
+            const __m512 vtile = _mm512_cvtepi32_ps(_mm512_loadu_si512(tile + m * TILE_N));
+
+            __m512 vsum;
+            if (is_acc) {
+                vsum = _mm512_loadu_ps(C + m * ldc);
+            } else {
+                vsum = _mm512_set1_ps(0.f);
+            }
+
+            vsum = _mm512_fmadd_ps(vtile, vd, vsum);
+            _mm512_storeu_ps(C + m * ldc, vsum);
+        }
+    }
+};
+
+template <bool is_acc>
+struct acc_C<block_q8_K, block_iq4_xs, is_acc> {
+    static void apply(float * RESTRICT C, int ldc, const int32_t * RESTRICT tile, const block_q8_K * A, int lda, const void * packed_B, int nr) {
+        const int8_t * scales = reinterpret_cast<const int8_t *>((const char *)packed_B + (QK_K / 2) * TILE_N);
+        const ggml_half * d0 = reinterpret_cast<const ggml_half *>(scales + 8 * TILE_N);
+
+        const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)d0));
+
+        for (int m = 0; m < nr; ++m) {
+            const float d1 = A[m * lda].d;
+            const __m512 vd = _mm512_mul_ps(_mm512_set1_ps(d1), vd0);
+            const __m512 vtile = _mm512_cvtepi32_ps(_mm512_loadu_si512(tile + m * TILE_N));
+
+            __m512 vsum;
+            if (is_acc) {
+                vsum = _mm512_loadu_ps(C + m * ldc);
+            } else {
+                vsum = _mm512_set1_ps(0.f);
+            }
+
+            vsum = _mm512_fmadd_ps(vtile, vd, vsum);
+            _mm512_storeu_ps(C + m * ldc, vsum);
+        }
+    }
+};
+
+template <typename TB> constexpr int get_quants_size();
+template <> constexpr int get_quants_size<block_q4_K>() { return (QK_K / 2) * TILE_N; }
+template <> constexpr int get_quants_size<block_q5_K>() { return (QK_K / 2) * TILE_N + (QK_K / 8) * TILE_N; }
+template <> constexpr int get_quants_size<block_q6_K>() { return (QK_K / 2) * TILE_N + (QK_K / 4) * TILE_N; }
+template <> constexpr int get_quants_size<block_iq4_xs>() { return (QK_K / 2) * TILE_N; }
+
+// used for QKK format
+template <typename TB, bool is_acc,
+          typename std::enable_if<is_type_qkk<TB>::value, int>::type = 0>
+inline void scale_C(const int32_t * RESTRICT tile, int32_t * RESTRICT sumi, const void * packed_B, int k, int nr) {
+    const uint8_t * scales = reinterpret_cast<const uint8_t *>((const char *)packed_B + get_quants_size<TB>());
+    const __m512i vscale = _mm512_cvtepi8_epi32(_mm_loadu_si128((const __m128i *)(scales + k * TILE_N)));
+
+    for (int m = 0; m < nr; ++m) {
+        __m512i vsumi;
+        if (is_acc) {
+            vsumi = _mm512_loadu_si512(sumi + m * TILE_N);
+        } else {
+            vsumi = _mm512_setzero_si512();
+        }
+        __m512i vtile = _mm512_loadu_si512(tile + m * TILE_N);
+        vsumi = _mm512_add_epi32(vsumi, _mm512_mullo_epi32(vtile, vscale));
+        _mm512_storeu_si512((__m512i *)(sumi + m * TILE_N), vsumi);
+    }
+}
+
+template <typename TA, typename TB, typename TC, int BLOCK_M, int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_avx {
+    static void apply(int K, const TA * RESTRICT A, const TB * RESTRICT B, TC * RESTRICT C, int ldc) {
+        GGML_UNUSED(K);
+        GGML_UNUSED(A);
+        GGML_UNUSED(B);
+        GGML_UNUSED(C);
+        GGML_UNUSED(ldc);
+    }
+};
+
+template <int BLOCK_M, int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_avx<float, ggml_fp16_t, float, BLOCK_M, BLOCK_N, BLOCK_K> {
+    static void apply(int K, const float * RESTRICT A, const ggml_fp16_t * RESTRICT B, float * RESTRICT C, int ldc) {
+        constexpr int ROWS = BLOCK_M;
+        constexpr int COLS = BLOCK_N;
+        assert(BLOCK_K == 16);
+
+        __m512 va;
+        __m512 vb[COLS];
+        __m512 vc[ROWS * COLS];
+
+        auto loadc = [&](auto idx) {
+            vc[idx] = _mm512_setzero_ps();
+        };
+        Unroll<ROWS * COLS>{}(loadc);
+
+        auto compute = [&](auto idx, auto k) {
+            constexpr int row = idx / COLS;
+            constexpr int col = idx % COLS;
+
+            if constexpr (col == 0) {
+                va = _mm512_loadu_ps(A + row * K + k);
+            }
+            if constexpr (row == 0) {
+                vb[col] =  _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(B + col * K + k)));
+            }
+            vc[idx] = _mm512_fmadd_ps(va, vb[col], vc[idx]);
+        };
+
+        for (int k = 0; k < K; k += 16) {
+            Unroll<ROWS * COLS>{}(compute, k);
+        }
+
+        auto storec = [&](auto idx) {
+            constexpr int row = idx / COLS;
+            constexpr int col = idx % COLS;
+            C[row * ldc + col] = _mm512_reduce_add_ps(vc[idx]);
+        };
+        Unroll<ROWS * COLS>{}(storec);
+    }
+};
+
+#define LAUNCH_TINYGEMM_KERNEL_AVX(MB_SIZE, NB_SIZE)                                \
+    tinygemm_kernel_avx<float, type, float, MB_SIZE, NB_SIZE, blck_size>::apply(    \
+        K, (const float *)src1->data + mb_start * K,                                \
+        (const type *)src0->data + nb_start * K,                                    \
+        (float *)dst->data + mb_start * ldc + nb_start, ldc);
+
+
+// re-organize in the format {NB, KB, TILE_SIZE}:
+#define PACKED_INDEX(n, k, KB, tile_size) (n * KB + k) * tile_size
+
+template<typename TB, int BLOCK_K>
+void convert_B_packed_format(void * RESTRICT packed_B, const TB * RESTRICT B, int N, int K) {
+    const int NB = N / TILE_N;
+    const int KB = K / BLOCK_K;
+    const int TILE_SIZE = get_tile_size<TB>();
+
+    // parallel on NB should be enough
+    parallel_for(NB, [&](int begin, int end) {
+        for (int n = begin; n < end; ++n) {
+            for (int k = 0; k < KB; ++k) {
+                int n0 = n * TILE_N;
+                pack_B((char *)packed_B + PACKED_INDEX(n, k, KB, TILE_SIZE), &B[n0 * KB + k], KB);
+            }
+        }
+    });
+}
+
+template <typename TA, typename TB, typename TC, int BLOCK_M, int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_vnni {};
+
+template <int BLOCK_M, int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_vnni<block_q8_0, block_q4_0, float, BLOCK_M, BLOCK_N, BLOCK_K> {
+    static void apply(int KB, const void * RESTRICT _A, const void * RESTRICT _B, float * RESTRICT C, int ldc) {
+
+        constexpr int COLS = BLOCK_N / 16;
+        const int TILE_SIZE = TILE_N * sizeof(block_q4_0);
+
+        const block_q8_0 * RESTRICT A = static_cast<const block_q8_0 *>(_A);
+        const char * RESTRICT B = static_cast<const char *>(_B);
+
+        __m512i va[8];
+        __m512 vc[COLS];
+        __m512 vd1;
+
+        // sum of offsets, shared across COLS
+        //
+        // avx512-vnni does not have `_mm512_dpbssd_epi32`,
+        // need to transfrom ss to us:
+        //   a * (b - 8) is equavilent to b * a - 8 * a
+        //   s    u   u                   u   s   u   s
+        //
+        __m512i vcomp;
+
+        const __m512i off = _mm512_set1_epi8(8);
+        const __m512i lowMask = _mm512_set1_epi8(0xF);
+
+        auto loadc = [&](auto col) {
+            vc[col] = _mm512_setzero_ps();
+        };
+        Unroll<COLS>{}(loadc);
+
+        auto compute = [&](auto col, auto i) {
+            // load a and compute compensation
+            if constexpr (col == 0) {
+                const int32_t * a_ptr = reinterpret_cast<const int32_t *>(A[0 * KB + i].qs);
+                vcomp = _mm512_setzero_si512();
+                for (int k = 0; k < 8; ++k) {
+                    va[k] = _mm512_set1_epi32(a_ptr[k]);
+                    vcomp = _mm512_dpbusd_epi32(vcomp, off, va[k]);
+                }
+                vd1 = _mm512_set1_ps(GGML_FP16_TO_FP32(A[0 * KB + i].d));
+            }
+
+            // load b
+            __m512i vsum = _mm512_setzero_si512();
+            const char * b_ptr = B + PACKED_INDEX(col, i, KB, TILE_SIZE);
+            for (int k = 0; k < 8; k += 2) {
+                __m512i bytes = _mm512_loadu_si512((const __m512i *)(b_ptr + k * 32));
+                __m512i vb0 = _mm512_and_si512(bytes, lowMask);
+                vsum = _mm512_dpbusd_epi32(vsum, vb0, va[k + 0]);
+                __m512i vb1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+                vsum = _mm512_dpbusd_epi32(vsum, vb1, va[k + 1]);
+            }
+            const int offset = TILE_N * TILE_K / 2;
+            const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset)));
+            vsum = _mm512_sub_epi32(vsum, vcomp);
+
+            vc[col] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(vsum), _mm512_mul_ps(vd0, vd1), vc[col]);
+        };
+
+        for (int i = 0; i < KB; ++i) {
+            Unroll<COLS>{}(compute, i);
+        }
+
+        //store to C
+        auto storec = [&](auto col) {
+            _mm512_storeu_ps((__m512i*)(C + 0 * ldc + col * 16), vc[col]);
+        };
+        Unroll<COLS>{}(storec);
+    }
+};
+
+template <int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_vnni<block_q8_1, block_q4_1, float, 1, BLOCK_N, BLOCK_K> {
+    static void apply(int KB, const void * RESTRICT _A, const void * RESTRICT _B, float * RESTRICT C, int ldc) {
+
+        constexpr int COLS = BLOCK_N / 16;
+        const int TILE_SIZE = TILE_N * sizeof(block_q4_1);
+
+        const block_q8_1 * RESTRICT A = static_cast<const block_q8_1 *>(_A);
+        const char * RESTRICT B = static_cast<const char *>(_B);
+
+        __m512i va[8];
+        __m512i vb[8];
+        __m512 vc[COLS];
+        __m512 vd1, vs1;
+
+        const __m512i lowMask = _mm512_set1_epi8(0xF);
+
+        auto loadc = [&](auto col) {
+            vc[col] = _mm512_setzero_ps();
+        };
+        Unroll<COLS>{}(loadc);
+
+        auto compute = [&](auto col, auto i) {
+            // load a
+            if constexpr (col == 0) {
+                const int32_t * a_ptr = reinterpret_cast<const int32_t *>(A[0 * KB + i].qs);
+                for (int k = 0; k < 8; ++k) {
+                    va[k] = _mm512_set1_epi32(a_ptr[k]);
+                }
+                vd1 = _mm512_set1_ps(GGML_FP16_TO_FP32(A[0 * KB + i].d));
+                vs1 = _mm512_set1_ps(GGML_FP16_TO_FP32(A[0 * KB + i].s));
+            }
+
+            // load b
+            const char * b_ptr = B + PACKED_INDEX(col, i, KB, TILE_SIZE);
+            for (int k = 0; k < 8; k += 2) {
+                __m512i bytes = _mm512_loadu_si512((const __m512i *)(b_ptr + k * 32));
+                vb[k + 0] = _mm512_and_si512(bytes, lowMask);
+                vb[k + 1] = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+            }
+            const int offset = TILE_N * TILE_K / 2;
+            const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset)));
+            const __m512 vm0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset + TILE_N * sizeof(ggml_half))));
+
+            __m512i vsum = _mm512_setzero_si512();
+            for (int k = 0; k < 8; ++k) {
+                vsum = _mm512_dpbusd_epi32(vsum, vb[k], va[k]);
+            }
+
+            vc[col] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(vsum), _mm512_mul_ps(vd0, vd1), vc[col]);
+            vc[col] = _mm512_fmadd_ps(vm0, vs1, vc[col]);
+        };
+
+        for (int i = 0; i < KB; ++i) {
+            Unroll<COLS>{}(compute, i);
+        }
+
+        //store to C
+        auto storec = [&](auto col) {
+            _mm512_storeu_ps((__m512i*)(C + 0 * ldc + col * 16), vc[col]);
+        };
+        Unroll<COLS>{}(storec);
+    }
+};
+
+template <int BLOCK_M, int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_vnni<block_q8_0, block_q8_0, float, BLOCK_M, BLOCK_N, BLOCK_K> {
+    static void apply(int KB, const void * RESTRICT _A, const void * RESTRICT _B, float * RESTRICT C, int ldc) {
+
+        constexpr int COLS = BLOCK_N / 16;
+        const int TILE_SIZE = TILE_N * sizeof(block_q8_0) + TILE_N * sizeof(int32_t);
+
+        const block_q8_0 * RESTRICT A = static_cast<const block_q8_0 *>(_A);
+        const char * RESTRICT B = static_cast<const char *>(_B);
+
+        __m512i va[8];
+        __m512i vb[8];
+        __m512 vc[COLS];
+        __m512 vd1;
+
+        // Notes: s8s8 igemm compensation in avx512-vnni
+        // change s8s8 to u8s8 with compensate
+        //   a * b = (a + 128) * b - 128 * b
+        //   s   s       u       s    u    s
+        //
+        // (128 * b is pre-computed when packing B to vnni formats)
+        //
+        const __m512i off = _mm512_set1_epi8(static_cast<char>(0x80));
+
+        auto loadc = [&](auto col) {
+            vc[col] = _mm512_setzero_ps();
+        };
+        Unroll<COLS>{}(loadc);
+
+        auto compute = [&](auto col, auto i) {
+            // load a and add offset 128
+            if constexpr (col == 0) {
+                const int32_t * a_ptr = reinterpret_cast<const int32_t *>(A[0 * KB + i].qs);
+                for (int k = 0; k < 8; ++k) {
+                    va[k] = _mm512_set1_epi32(a_ptr[k]);
+                    va[k] = _mm512_add_epi8(va[k], off);
+                }
+                vd1 = _mm512_set1_ps(GGML_FP16_TO_FP32(A[0 * KB + i].d));
+            }
+
+            // load b
+            const char * b_ptr = B + PACKED_INDEX(col, i, KB, TILE_SIZE);
+            for (int k = 0; k < 8; ++k) {
+                vb[k] = _mm512_loadu_si512((const __m512i *)(b_ptr + k * 64));
+            }
+            const int offset = TILE_N * TILE_K;
+            const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset)));
+            const int offset2 = TILE_N * TILE_K + TILE_N * sizeof(ggml_half);
+            const __m512i vcomp = _mm512_loadu_si512((const __m512i *)(b_ptr + offset2));
+
+            __m512i vsum = _mm512_setzero_si512();
+            for (int k = 0; k < 8; ++k) {
+                vsum = _mm512_dpbusd_epi32(vsum, va[k], vb[k]);
+            }
+            vsum = _mm512_sub_epi32(vsum, vcomp);
+
+            vc[col] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(vsum), _mm512_mul_ps(vd0, vd1), vc[col]);
+        };
+
+        for (int i = 0; i < KB; ++i) {
+            Unroll<COLS>{}(compute, i);
+        }
+
+        //store to C
+        auto storec = [&](auto col) {
+            _mm512_storeu_ps((__m512i*)(C + 0 * ldc + col * 16), vc[col]);
+        };
+        Unroll<COLS>{}(storec);
+    }
+};
+
+template <int BLOCK_M, int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_vnni<block_q8_K, block_q4_K, float, BLOCK_M, BLOCK_N, BLOCK_K> {
+    static void apply(int KB, const void * RESTRICT _A, const void * RESTRICT _B, float * RESTRICT C, int ldc) {
+
+        constexpr int COLS = BLOCK_N / 16;
+        const int TILE_SIZE = TILE_N * sizeof(block_q4_K) + TILE_N * 4;
+
+        const block_q8_K * RESTRICT A = static_cast<const block_q8_K *>(_A);
+        const char * RESTRICT B = static_cast<const char *>(_B);
+
+        // a.qs:   8 groups, 32 bytes each group (m256i)
+        __m512i va[8];
+        // a.bsum: 8 groups,  2 bytes each group (m128i)
+        __m512i va_bsum;
+        __m512 vc[COLS];
+        __m512 vd1;
+
+        // packed_B:
+        const int offset_scales = (QK_K / 2) * TILE_N;
+        const int offset_mins   = (QK_K / 2) * TILE_N +  8 * TILE_N;
+        const int offset_d0     = (QK_K / 2) * TILE_N + 16 * TILE_N;
+        const int offset_dmin   = (QK_K / 2) * TILE_N + 16 * TILE_N + TILE_N * sizeof(ggml_half);
+
+        const __m512i lowMask = _mm512_set1_epi8(0xF);
+
+        auto loadc = [&](auto col) {
+            vc[col] = _mm512_setzero_ps();
+        };
+        Unroll<COLS>{}(loadc);
+
+        // Notes: vnni formats in QK_K
+        //   a) quants vnni format
+        //     int8  {k/4, n, 4}, viewed as 2d {k/4, 4n}, k = 32
+        //     from {16, 32} to {8, 64}
+        //
+        //   b) min vnni format
+        //     int16 {k/2, n, 2}, viewed as 2d {k/2, 2n}, k = 8
+        //     from {16,  8} to {4, 32}
+        //
+        auto compute = [&](auto col, auto i) {
+            // load a
+            if constexpr (col == 0) {
+                for (int k_group = 0; k_group < QK_K / 32; ++k_group) {
+                    va[k_group] = _mm512_castsi256_si512(_mm256_loadu_si256((const __m256i *)(A[0 * KB + i].qs + k_group * 32)));
+                }
+                const __m256i q8sums = _mm256_loadu_si256((const __m256i *)A[0 * KB + i].bsums);
+                const __m128i q8s = _mm_hadd_epi16(_mm256_extracti128_si256(q8sums, 0), _mm256_extracti128_si256(q8sums, 1));
+                va_bsum = _mm512_castsi128_si512(q8s);
+                vd1 = _mm512_set1_ps(A[0 * KB + i].d);
+            }
+
+            // step 1: accumultate the quants
+            __m512i acc = _mm512_setzero_si512();
+            const char * b_ptr = B + PACKED_INDEX(col, i, KB, TILE_SIZE);
+            const char * b_qs  = b_ptr;
+            for (int k_group = 0; k_group < QK_K / 32; ++k_group) {
+                __m512i vsum = _mm512_setzero_si512();
+                for (int k = 0; k < 8; k += 2) {
+                    __m512i va0 = _mm512_permutexvar_epi32(_mm512_set1_epi32(k + 0), va[k_group]);
+                    __m512i va1 = _mm512_permutexvar_epi32(_mm512_set1_epi32(k + 1), va[k_group]);
+
+                    __m512i bytes = _mm512_loadu_si512((const __m512i *)b_qs);
+                    __m512i vb0 = _mm512_and_si512(bytes, lowMask);
+                    vsum = _mm512_dpbusd_epi32(vsum, vb0, va0);
+                    __m512i vb1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+                    vsum = _mm512_dpbusd_epi32(vsum, vb1, va1);
+
+                    b_qs += 64;
+                }
+                // vacc += scale * (q8 @ q4)
+                const __m512i vscale = _mm512_cvtepi8_epi32(_mm_loadu_si128((const __m128i *)(b_ptr + offset_scales + k_group * TILE_N)));
+                acc = _mm512_add_epi32(acc, _mm512_mullo_epi32(vsum, vscale));
+            }
+            const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset_d0)));
+            vc[col] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(acc), _mm512_mul_ps(vd0, vd1), vc[col]);
+
+            // step 2: accumulate the mins
+            __m512i acc_m = _mm512_setzero_si512();
+            for (int k = 0; k < 4; ++k) {
+                __m512i vmask = _mm512_set1_epi32(k);
+                __m512i va = _mm512_permutexvar_epi32(vmask, va_bsum);
+                __m512i vb = _mm512_cvtepi8_epi16(_mm256_loadu_si256((const __m256i *)(b_ptr + offset_mins + k * 32)));
+                acc_m = _mm512_dpwssds_epi32(acc_m, va, vb);
+            }
+            const __m512 vdmin = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset_dmin)));
+            vc[col] = _mm512_fnmadd_ps(_mm512_cvtepi32_ps(acc_m), _mm512_mul_ps(vdmin, vd1), vc[col]);
+        };
+
+        for (int i = 0; i < KB; ++i) {
+            Unroll<COLS>{}(compute, i);
+        }
+
+        //store to C
+        auto storec = [&](auto col) {
+            _mm512_storeu_ps((__m512i*)(C + 0 * ldc + col * 16), vc[col]);
+        };
+        Unroll<COLS>{}(storec);
+    }
+};
+
+template <int BLOCK_M, int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_vnni<block_q8_K, block_q5_K, float, BLOCK_M, BLOCK_N, BLOCK_K> {
+    static void apply(int KB, const void * RESTRICT _A, const void * RESTRICT _B, float * RESTRICT C, int ldc) {
+
+        constexpr int COLS = BLOCK_N / 16;
+        const int TILE_SIZE = TILE_N * sizeof(block_q5_K) + TILE_N * 4;
+
+        const block_q8_K * RESTRICT A = static_cast<const block_q8_K *>(_A);
+        const char * RESTRICT B = static_cast<const char *>(_B);
+
+        // a.qs:   8 groups, 32 bytes each group (m256i)
+        __m512i va[8];
+        // a.bsum: 8 groups,  2 bytes each group (m128i)
+        __m512i va_bsum;
+        __m512 vc[COLS];
+        __m512 vd1;
+
+        // packed_B:
+        const int offset_qh     = (QK_K / 2) * TILE_N;
+        const int offset_scales = (QK_K / 2) * TILE_N + (QK_K / 8) * TILE_N;
+        const int offset_mins   = (QK_K / 2) * TILE_N + (QK_K / 8) * TILE_N +  8 * TILE_N;
+        const int offset_d0     = (QK_K / 2) * TILE_N + (QK_K / 8) * TILE_N + 16 * TILE_N;
+        const int offset_dmin   = (QK_K / 2) * TILE_N + (QK_K / 8) * TILE_N + 16 * TILE_N + TILE_N * sizeof(ggml_half);
+
+        const __m512i lowMask = _mm512_set1_epi8(0xF);
+
+        auto loadc = [&](auto col) {
+            vc[col] = _mm512_setzero_ps();
+        };
+        Unroll<COLS>{}(loadc);
+
+        // Q5_K and Q4_K shares the same vnni formats, refer to notes above.
+        auto compute = [&](auto col, auto i) {
+            // load a
+            if constexpr (col == 0) {
+                for (int k_group = 0; k_group < QK_K / 32; ++k_group) {
+                    va[k_group] = _mm512_castsi256_si512(_mm256_loadu_si256((const __m256i *)(A[0 * KB + i].qs + k_group * 32)));
+                }
+                const __m256i q8sums = _mm256_loadu_si256((const __m256i *)A[0 * KB + i].bsums);
+                const __m128i q8s = _mm_hadd_epi16(_mm256_extracti128_si256(q8sums, 0), _mm256_extracti128_si256(q8sums, 1));
+                va_bsum = _mm512_castsi128_si512(q8s);
+                vd1 = _mm512_set1_ps(A[0 * KB + i].d);
+            }
+
+            // step 1: accumultate the quants
+            __m512i acc = _mm512_setzero_si512();
+            const char * b_ptr = B + PACKED_INDEX(col, i, KB, TILE_SIZE);
+            const char * b_qs  = b_ptr;
+            const char * b_qh  = b_ptr + offset_qh;
+            for (int k_group = 0; k_group < QK_K / 32; ++k_group) {
+                __m512i vsum = _mm512_setzero_si512();
+                __m512i hmask0 = _mm512_set1_epi8(0x1);
+                __m512i hmask1 = _mm512_set1_epi8(0x2);
+                __m512i hbits = _mm512_loadu_si512((const __m512i *)(b_qh + k_group * 64));
+                for (int k = 0; k < 8; k += 2) {
+                    __m512i va0 = _mm512_permutexvar_epi32(_mm512_set1_epi32(k + 0), va[k_group]);
+                    __m512i va1 = _mm512_permutexvar_epi32(_mm512_set1_epi32(k + 1), va[k_group]);
+
+                    __m512i bytes = _mm512_loadu_si512((const __m512i *)b_qs);
+                    __m512i vb0 = _mm512_and_si512(bytes, lowMask);
+                    __m512i vb1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+
+                    __m512i vh0 = _mm512_slli_epi16(_mm512_srli_epi16(_mm512_and_si512(hbits, hmask0), k), 4);
+                    __m512i vh1 = _mm512_slli_epi16(_mm512_srli_epi16(_mm512_and_si512(hbits, hmask1), k + 1), 4);
+
+                    hmask0 = _mm512_slli_epi16(hmask0, 2);
+                    hmask1 = _mm512_slli_epi16(hmask1, 2);
+                    vb0 = _mm512_add_epi8(vb0, vh0);
+                    vb1 = _mm512_add_epi8(vb1, vh1);
+
+                    vsum = _mm512_dpbusd_epi32(vsum, vb0, va0);
+                    vsum = _mm512_dpbusd_epi32(vsum, vb1, va1);
+
+                    b_qs += 64;
+                }
+                // vacc += scale * (q8 @ q5)
+                const __m512i vscale = _mm512_cvtepi8_epi32(_mm_loadu_si128((const __m128i *)(b_ptr + offset_scales + k_group * TILE_N)));
+                acc = _mm512_add_epi32(acc, _mm512_mullo_epi32(vsum, vscale));
+            }
+            const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset_d0)));
+            vc[col] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(acc), _mm512_mul_ps(vd0, vd1), vc[col]);
+
+            // step 2: accumulate the mins
+            __m512i acc_m = _mm512_setzero_si512();
+            for (int k = 0; k < 4; ++k) {
+                __m512i vmask = _mm512_set1_epi32(k);
+                __m512i va = _mm512_permutexvar_epi32(vmask, va_bsum);
+                __m512i vb = _mm512_cvtepi8_epi16(_mm256_loadu_si256((const __m256i *)(b_ptr + offset_mins + k * 32)));
+                acc_m = _mm512_dpwssds_epi32(acc_m, va, vb);
+            }
+            const __m512 vdmin = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset_dmin)));
+            vc[col] = _mm512_fnmadd_ps(_mm512_cvtepi32_ps(acc_m), _mm512_mul_ps(vdmin, vd1), vc[col]);
+        };
+
+        for (int i = 0; i < KB; ++i) {
+            Unroll<COLS>{}(compute, i);
+        }
+
+        //store to C
+        auto storec = [&](auto col) {
+            _mm512_storeu_ps((__m512i*)(C + 0 * ldc + col * 16), vc[col]);
+        };
+        Unroll<COLS>{}(storec);
+    }
+};
+
+template <int BLOCK_M, int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_vnni<block_q8_K, block_q6_K, float, BLOCK_M, BLOCK_N, BLOCK_K> {
+    static void apply(int KB, const void * RESTRICT _A, const void * RESTRICT _B, float * RESTRICT C, int ldc) {
+
+        constexpr int COLS = BLOCK_N / 16;
+        const int TILE_SIZE = TILE_N * sizeof(block_q6_K);
+
+        const block_q8_K * RESTRICT A = static_cast<const block_q8_K *>(_A);
+        const char * RESTRICT B = static_cast<const char *>(_B);
+
+        // load the 256 bytes from A to 4 avx512 vectors
+        __m512i va[4];
+        __m512 vc[COLS];
+        __m512 vd1;
+
+        // packed_B:
+        const int offset_qh     = (QK_K / 2) * TILE_N;
+        const int offset_scales = (QK_K / 2) * TILE_N + (QK_K / 4) * TILE_N;
+        const int offset_d0     = (QK_K / 2) * TILE_N + (QK_K / 4) * TILE_N + 16 * TILE_N;
+
+        // compensation
+        __m512i vcomp;
+
+        const __m512i m32s = _mm512_set1_epi32(32);
+        const __m512i lowMask = _mm512_set1_epi8(0xF);
+
+        auto loadc = [&](auto col) {
+            vc[col] = _mm512_setzero_ps();
+        };
+        Unroll<COLS>{}(loadc);
+
+        auto compute = [&](auto col, auto i) {
+            if constexpr (col == 0) {
+                // load a
+                va[0] = _mm512_loadu_si512((const __m512i *)(A[0 * KB + i].qs +   0));
+                va[1] = _mm512_loadu_si512((const __m512i *)(A[0 * KB + i].qs +  64));
+                va[2] = _mm512_loadu_si512((const __m512i *)(A[0 * KB + i].qs + 128));
+                va[3] = _mm512_loadu_si512((const __m512i *)(A[0 * KB + i].qs + 192));
+
+                const __m256i q8sums = _mm256_loadu_si256((const __m256i *)A[0 * KB + i].bsums);
+                vcomp = _mm512_mullo_epi32(_mm512_cvtepi16_epi32(q8sums), m32s);
+                vd1 = _mm512_set1_ps(A[0 * KB + i].d);
+            }
+
+            // accmulate the quants
+            __m512i acc = _mm512_setzero_si512();
+            const char * b_ptr = B + PACKED_INDEX(col, i, KB, TILE_SIZE);
+            const char * b_qs = b_ptr;
+            const char * b_qh = b_ptr + offset_qh;
+            int mask = 0;
+            for (int k_group = 0; k_group < QK_K / 16; ++k_group) {
+                int r = k_group >> 2;
+                __m512i va0 = _mm512_permutexvar_epi32(_mm512_set1_epi32(mask++), va[r]);
+                __m512i va1 = _mm512_permutexvar_epi32(_mm512_set1_epi32(mask++), va[r]);
+
+                __m512i vsum = _mm512_setzero_si512();
+                __m512i hmask = _mm512_set1_epi8(0x3);
+
+                __m512i bytes = _mm512_loadu_si512(b_qs);
+                __m512i hbits = _mm512_loadu_si512(b_qh);
+                __m512i vb0 = _mm512_and_si512(bytes, lowMask);
+                __m512i vb1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+                __m512i vh0 = _mm512_slli_epi16(_mm512_and_si512(hbits, hmask), 4);
+                __m512i vh1 = _mm512_slli_epi16(_mm512_and_si512(hbits, _mm512_slli_epi16(hmask, 2)), 2);
+
+                vb0 = _mm512_add_epi8(vb0, vh0);
+                vb1 = _mm512_add_epi8(vb1, vh1);
+                vsum = _mm512_dpbusd_epi32(vsum, vb0, va0);
+                vsum = _mm512_dpbusd_epi32(vsum, vb1, va1);
+                b_qs += 64;
+
+                va0 = _mm512_permutexvar_epi32(_mm512_set1_epi32(mask++), va[r]);
+                va1 = _mm512_permutexvar_epi32(_mm512_set1_epi32(mask++), va[r]);
+
+                bytes = _mm512_loadu_si512(b_qs);
+                vb0 = _mm512_and_si512(bytes, lowMask);
+                vb1 = _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask);
+                vh0 =                   _mm512_and_si512(hbits, _mm512_slli_epi16(hmask, 4));
+                vh1 = _mm512_srli_epi16(_mm512_and_si512(hbits, _mm512_slli_epi16(hmask, 6)), 2);
+                vb0 = _mm512_add_epi8(vb0, vh0);
+                vb1 = _mm512_add_epi8(vb1, vh1);
+                vsum = _mm512_dpbusd_epi32(vsum, vb0, va0);
+                vsum = _mm512_dpbusd_epi32(vsum, vb1, va1);
+                b_qs += 64;
+                b_qh += 64;
+
+                // B * A - 32 * A
+                __m512i vmask = _mm512_set1_epi32(k_group);
+                vsum = _mm512_sub_epi32(vsum, _mm512_permutexvar_epi32(vmask, vcomp));
+
+                // vacc += scale * (q8 @ q6)
+                const __m512i vscale = _mm512_cvtepi8_epi32(_mm_loadu_si128((const __m128i *)(b_ptr + offset_scales + k_group * TILE_N)));
+                acc = _mm512_add_epi32(acc, _mm512_mullo_epi32(vsum, vscale));
+            }
+            const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset_d0)));
+            vc[col] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(acc), _mm512_mul_ps(vd0, vd1), vc[col]);
+        };
+
+        for (int i = 0; i < KB; ++i) {
+            Unroll<COLS>{}(compute, i);
+        }
+
+        //store to C
+        auto storec = [&](int col) {
+            _mm512_storeu_ps((__m512i*)(C + 0 * ldc + col * 16), vc[col]);
+        };
+        Unroll<COLS>{}(storec);
+    }
+};
+
+template <int BLOCK_M, int BLOCK_N, int BLOCK_K>
+struct tinygemm_kernel_vnni<block_q8_K, block_iq4_xs, float, BLOCK_M, BLOCK_N, BLOCK_K> {
+    static void apply(int KB, const void * RESTRICT _A, const void * RESTRICT _B, float * RESTRICT C, int ldc) {
+
+        constexpr int COLS = BLOCK_N / 16;
+        const int TILE_SIZE = TILE_N * sizeof(block_iq4_xs) + TILE_N * 2;
+
+        const block_q8_K * RESTRICT A = static_cast<const block_q8_K *>(_A);
+        const char * RESTRICT B = static_cast<const char *>(_B);
+
+        // load the 256 bytes from A to 4 avx512 vectors
+        __m512i va[4];
+        __m512 vc[COLS];
+        __m512 vd1;
+
+        // packed_B:
+        const int offset_scales = (QK_K / 2) * TILE_N ;
+        const int offset_d0     = (QK_K / 2) * TILE_N + 8 * TILE_N;
+
+        // compensation
+        __m512i vcomp;
+
+        const __m256i m128s = _mm256_set1_epi16(128);
+        const __m512i lowMask = _mm512_set1_epi8(0xF);
+
+        const __m512i values128 = _mm512_set_epi8(
+            113, 89, 69, 53, 38, 25, 13, 1, -10, -22, -35, -49, -65, -83, -104, -127,
+            113, 89, 69, 53, 38, 25, 13, 1, -10, -22, -35, -49, -65, -83, -104, -127,
+            113, 89, 69, 53, 38, 25, 13, 1, -10, -22, -35, -49, -65, -83, -104, -127,
+            113, 89, 69, 53, 38, 25, 13, 1, -10, -22, -35, -49, -65, -83, -104, -127
+        );
+        const __m512i off = _mm512_set1_epi8(static_cast<char>(0x80));
+        const __m512i values256 = _mm512_add_epi8(values128, off);
+
+        auto loadc = [&](auto col) {
+            vc[col] = _mm512_setzero_ps();
+        };
+        Unroll<COLS>{}(loadc);
+
+        auto compute = [&](auto col, auto i) {
+            if constexpr (col == 0) {
+                // load a
+                va[0] = _mm512_loadu_si512((const __m512i *)(A[0 * KB + i].qs +   0));
+                va[1] = _mm512_loadu_si512((const __m512i *)(A[0 * KB + i].qs +  64));
+                va[2] = _mm512_loadu_si512((const __m512i *)(A[0 * KB + i].qs + 128));
+                va[3] = _mm512_loadu_si512((const __m512i *)(A[0 * KB + i].qs + 192));
+
+                // compensation: 128 * A
+                const __m256i q8sums = _mm256_loadu_si256((const __m256i *)A[0 * KB + i].bsums);
+                vcomp = _mm512_castsi256_si512(_mm256_madd_epi16(q8sums, m128s));
+                vd1 = _mm512_set1_ps(A[0 * KB + i].d);
+            }
+
+            // accmulate the quants
+            __m512i acc = _mm512_setzero_si512();
+            const char * b_ptr = B + PACKED_INDEX(col, i, KB, TILE_SIZE);
+            const char * b_qs = b_ptr;
+            int mask = 0;
+            for (int k_group = 0; k_group < QK_K / 32; ++k_group) {
+                int r = k_group >> 1;
+                __m512i vmask = _mm512_set1_epi32(k_group);
+                __m512i vsum = _mm512_setzero_si512();
+                for (int k = 0; k < 8; k += 2) {
+                    __m512i va0 = _mm512_permutexvar_epi32(_mm512_set1_epi32(mask++), va[r]);
+                    __m512i va1 = _mm512_permutexvar_epi32(_mm512_set1_epi32(mask++), va[r]);
+
+                    __m512i bytes = _mm512_loadu_si512(b_qs);
+                    __m512i vb0 = _mm512_shuffle_epi8(values256, _mm512_and_si512(bytes, lowMask));
+                    __m512i vb1 = _mm512_shuffle_epi8(values256, _mm512_and_si512(_mm512_srli_epi16(bytes, 4), lowMask));
+
+                    vsum = _mm512_dpbusd_epi32(vsum, vb0, va0);
+                    vsum = _mm512_dpbusd_epi32(vsum, vb1, va1);
+                    b_qs += 64;
+                }
+                // (B + 128) * A - 128 * A
+                vsum = _mm512_sub_epi32(vsum, _mm512_permutexvar_epi32(vmask, vcomp));
+
+                // vacc += scale * (q8 @ q4)
+                const __m512i vscale = _mm512_cvtepi8_epi32(_mm_loadu_si128((const __m128i *)(b_ptr + offset_scales + k_group * TILE_N)));
+                acc = _mm512_add_epi32(acc, _mm512_mullo_epi32(vsum, vscale));
+            }
+            const __m512 vd0 = _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(b_ptr + offset_d0)));
+            vc[col] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(acc), _mm512_mul_ps(vd0, vd1), vc[col]);
+        };
+
+        for (int i = 0; i < KB; ++i) {
+            Unroll<COLS>{}(compute, i);
+        }
+
+        //store to C
+        auto storec = [&](auto col) {
+            _mm512_storeu_ps((__m512i*)(C + 0 * ldc + col * 16), vc[col]);
+        };
+        Unroll<COLS>{}(storec);
+    }
+};
+
+#define LAUNCH_TINYGEMM_KERNEL_VNNI(NB_SIZE)                                         \
+    tinygemm_kernel_vnni<vec_dot_type, type, float, 1, NB_SIZE, blck_size>::apply(   \
+        KB, (const char *)wdata + 0 * row_size_A,                                    \
+        (const char *)src0->data + PACKED_INDEX(nb * kTilesN, 0, KB, TILE_SIZE),     \
+        (float *) dst->data + 0 * N + nb_start, ldc)
+
+template <typename TA, typename TB, typename TC, int BLOCK_K,
+          typename std::enable_if<!is_type_qkk<TB>::value, int>::type = 0>
+void tinygemm_kernel_amx(int M, int N, int KB, const void * RESTRICT _A, const void * RESTRICT _B, TC * RESTRICT C, int ldc) {
+    using packed_B_t = packed_B_type<TB>;
+    const int TILE_SIZE = get_tile_size<TB>();
+    const bool need_unpack = do_unpack<TB>::value;
+
+    GGML_ASSERT(M <= 2 * TILE_M && N == 2 * TILE_N);
+    const TA * RESTRICT A = static_cast<const TA *>(_A);
+    const char * RESTRICT B = static_cast<const char *>(_B);
+
+    const int m0 = std::min(M, TILE_M);
+    const int m1 = std::max(M - TILE_M, 0);
+    const int lda = KB * sizeof(TA);
+    //const int ldb = KB * sizeof(TB);
+
+    static thread_local packed_B_t Tile0[TILE_N * TILE_K];
+    static thread_local packed_B_t Tile1[TILE_N * TILE_K];
+    static thread_local int8_t Tile23[TILE_M * TILE_K];
+
+    static thread_local int32_t TileC0[TILE_M * TILE_N * 4];
+    static thread_local int32_t TileC1[TILE_M * TILE_N * 4];
+
+    // double buffering C to interleave avx512 and amx
+    int32_t * C_cur = TileC0;
+    int32_t * C_pre = TileC1;
+
+    auto Tile4 = [&](int32_t * base) { return base; };
+    auto Tile5 = [&](int32_t * base) { return base + TILE_M * TILE_N; };
+    auto Tile6 = [&](int32_t * base) { return base + 2 * TILE_M * TILE_N; };
+    auto Tile7 = [&](int32_t * base) { return base + 3 * TILE_M * TILE_N; };
+
+    if (M == 2 * TILE_M) {
+        // i = 0
+        const char * B_blk0 = B + PACKED_INDEX(0, 0, KB, TILE_SIZE);
+        const char * B_blk1 = B + PACKED_INDEX(1, 0, KB, TILE_SIZE);
+        if (need_unpack) {
+            unpack_B<TB>(Tile0, B_blk0);
+            _tile_loadd(TMM0, Tile0, TILE_N * VNNI_BLK);
+        } else {
+            _tile_loadd(TMM0, B_blk0, TILE_N * VNNI_BLK);
+        }
+
+        _tile_zero(TMM4);
+        _tile_loadd(TMM2, A[0].qs, lda);
+        _tile_dpbssd(TMM4, TMM2, TMM0);
+        _tile_stored(TMM4, Tile4(C_pre), TILE_N * sizeof(int32_t));
+
+        _tile_zero(TMM5);
+        _tile_loadd(TMM3, A[TILE_M * KB + 0].qs, lda);
+        _tile_dpbssd(TMM5, TMM3, TMM0);
+        _tile_stored(TMM5, Tile5(C_pre), TILE_N * sizeof(int32_t));
+
+        if (need_unpack) {
+            unpack_B<TB>(Tile1, B_blk0);
+            _tile_loadd(TMM1, Tile1, TILE_N * VNNI_BLK);
+        } else {
+            _tile_loadd(TMM1, B_blk1, TILE_N * VNNI_BLK);
+        }
+
+        _tile_zero(TMM6);
+        _tile_dpbssd(TMM6, TMM2, TMM1);
+        _tile_stored(TMM6, Tile6(C_pre), TILE_N * sizeof(int32_t));
+
+        _tile_zero(TMM7);
+        _tile_dpbssd(TMM7, TMM3, TMM1);
+        _tile_stored(TMM7, Tile7(C_pre), TILE_N * sizeof(int32_t));
+
+        for (int i = 1; i < KB; ++i) {
+            // index of previous iter
+            const int ii = i - 1;
+            const char * B_blk0 = B + PACKED_INDEX(0, i, KB, TILE_SIZE);
+            const char * B_blk1 = B + PACKED_INDEX(1, i, KB, TILE_SIZE);
+            GGML_DISPATCH_BOOL(ii > 0, is_acc, [&] {
+                if (need_unpack) {
+                    unpack_B<TB>(Tile0, B_blk0);
+                    _tile_loadd(TMM0, Tile0, TILE_N * VNNI_BLK);
+                } else {
+                    _tile_loadd(TMM0, B_blk0, TILE_N * VNNI_BLK);
+                }
+                _tile_zero(TMM4);
+                _tile_loadd(TMM2, A[i].qs, lda);
+                acc_C<TA, TB, is_acc>::apply(C, ldc, Tile4(C_pre), &A[ii], KB, B + PACKED_INDEX(0, ii, KB, TILE_SIZE), TILE_M);
+
+                _tile_dpbssd(TMM4, TMM2, TMM0);
+                _tile_stored(TMM4, Tile4(C_cur), TILE_N * sizeof(int32_t));
+
+                _tile_zero(TMM5);
+                _tile_loadd(TMM3, A[TILE_M * KB + i].qs, lda);
+                acc_C<TA, TB, is_acc>::apply(C + TILE_M * ldc, ldc, Tile5(C_pre), &A[TILE_M * KB + ii], KB, B + PACKED_INDEX(0, ii, KB, TILE_SIZE), TILE_M);
+
+                _tile_dpbssd(TMM5, TMM3, TMM0);
+                _tile_stored(TMM5, Tile5(C_cur), TILE_N * sizeof(int32_t));
+
+                if (need_unpack) {
+                    unpack_B<TB>(Tile1, B_blk1);
+                    _tile_loadd(TMM1, Tile1, TILE_N * VNNI_BLK);
+                } else {
+                    _tile_loadd(TMM1, B_blk1, TILE_N * VNNI_BLK);
+                }
+                _tile_zero(TMM6);
+                acc_C<TA, TB, is_acc>::apply(C + TILE_N, ldc, Tile6(C_pre), &A[ii], KB, B + PACKED_INDEX(1, ii, KB, TILE_SIZE), TILE_M);
+
+                _tile_dpbssd(TMM6, TMM2, TMM1);
+                _tile_stored(TMM6, Tile6(C_cur), TILE_N * sizeof(int32_t));
+
+                _tile_zero(TMM7);
+                acc_C<TA, TB, is_acc>::apply(C + TILE_M * ldc + TILE_N, ldc, Tile7(C_pre), &A[TILE_M * KB + ii], KB, B + PACKED_INDEX(1, ii, KB, TILE_SIZE), TILE_M);
+
+                _tile_dpbssd(TMM7, TMM3, TMM1);
+                _tile_stored(TMM7, Tile7(C_cur), TILE_N * sizeof(int32_t));
+
+                std::swap(C_cur, C_pre);
+            });
+        }
+        // final accumulation
+        {
+            int ii = KB - 1;
+            acc_C<TA, TB, true>::apply(C, ldc, Tile4(C_pre), &A[ii], KB, B + PACKED_INDEX(0, ii, KB, TILE_SIZE), TILE_M);
+            acc_C<TA, TB, true>::apply(C + TILE_M * ldc, ldc, Tile5(C_pre), &A[TILE_M * KB + ii], KB, B + PACKED_INDEX(0, ii, KB, TILE_SIZE), TILE_M);
+            acc_C<TA, TB, true>::apply(C + TILE_N, ldc, Tile6(C_pre), &A[ii], KB, B + PACKED_INDEX(1, ii, KB, TILE_SIZE), TILE_M);
+            acc_C<TA, TB, true>::apply(C + TILE_M * ldc + TILE_N, ldc, Tile7(C_pre), &A[TILE_M * KB + ii], KB, B + PACKED_INDEX(1, ii, KB, TILE_SIZE), TILE_M);
+        }
+    } else {
+        for (int i = 0; i < KB; ++i) {
+            _tile_zero(TMM4);
+            _tile_zero(TMM6);
+            if (m1 != 0) {
+                _tile_zero(TMM5);
+                _tile_zero(TMM7);
+            }
+
+            const char * B_blk0 = B + PACKED_INDEX(0, i, KB, TILE_SIZE);
+            const char * B_blk1 = B + PACKED_INDEX(1, i, KB, TILE_SIZE);
+            if (need_unpack) {
+                unpack_B<TB>(Tile0, B_blk0);
+                _tile_loadd(TMM0, Tile0, TILE_N * VNNI_BLK);
+            } else {
+                _tile_loadd(TMM0, B_blk0, TILE_N * VNNI_BLK);
+            }
+
+            if (need_unpack) {
+                unpack_B<TB>(Tile1, B_blk1);
+                _tile_loadd(TMM1, Tile1, TILE_N * VNNI_BLK);
+            } else {
+                _tile_loadd(TMM1, B_blk1, TILE_N * VNNI_BLK);
+            }
+
+            if (m0 == TILE_M) {
+                _tile_loadd(TMM2, A[i].qs, lda);
+            } else {
+                unpack_A(Tile23, &A[i], KB, m0);
+                _tile_loadd(TMM2, Tile23, TILE_K);
+            }
+
+            _tile_dpbssd(TMM4, TMM2, TMM0);
+            _tile_dpbssd(TMM6, TMM2, TMM1);
+
+            _tile_stored(TMM4, Tile4(C_cur), TILE_N * sizeof(int32_t));
+            _tile_stored(TMM6, Tile6(C_cur), TILE_N * sizeof(int32_t));
+
+            GGML_DISPATCH_BOOL(i > 0, is_acc, [&] {
+                acc_C<TA, TB, is_acc>::apply(C,          ldc, Tile4(C_cur), &A[i], KB, B + PACKED_INDEX(0, i, KB, TILE_SIZE), m0);
+                acc_C<TA, TB, is_acc>::apply(C + TILE_N, ldc, Tile6(C_cur), &A[i], KB, B + PACKED_INDEX(1, i, KB, TILE_SIZE), m0);
+            });
+
+            if (m1 != 0) {
+                unpack_A(Tile23, &A[TILE_M * KB + i], KB, m1);
+                _tile_loadd(TMM3, Tile23, TILE_K);
+
+                _tile_dpbssd(TMM5, TMM3, TMM0);
+                _tile_dpbssd(TMM7, TMM3, TMM1);
+                _tile_stored(TMM5, Tile5(C_cur), TILE_N * sizeof(int32_t));
+                _tile_stored(TMM7, Tile7(C_cur), TILE_N * sizeof(int32_t));
+                GGML_DISPATCH_BOOL(i > 0, is_acc, [&] {
+                    acc_C<TA, TB, is_acc>::apply(C + TILE_M * ldc,          ldc, Tile5(C_cur), &A[TILE_M * KB + i], KB, B + PACKED_INDEX(0, i, KB, TILE_SIZE), m1);
+                    acc_C<TA, TB, is_acc>::apply(C + TILE_M * ldc + TILE_N, ldc, Tile7(C_cur), &A[TILE_M * KB + i], KB, B + PACKED_INDEX(1, i, KB, TILE_SIZE), m1);
+                });
+            }
+        }
+    }
+    return;
+}
+
+template <typename TA, typename TB, typename TC, int BLOCK_K,
+          typename std::enable_if<is_type_qkk<TB>::value, int>::type = 0>
+void tinygemm_kernel_amx(int M, int N, int KB, const void * RESTRICT _A, const void * RESTRICT _B, float * RESTRICT C, int ldc) {
+    static_assert(std::is_same<TA, block_q8_K>::value);
+    const int TILE_SIZE = get_tile_size<TB>();
+
+    GGML_ASSERT(M <= 2 * TILE_M && N == 2 * TILE_N);
+    const TA * RESTRICT A = static_cast<const TA *>(_A);
+    const char * RESTRICT B = static_cast<const char *>(_B);
+
+    const int m0 = std::min(M, TILE_M);
+    const int m1 = std::max(M - TILE_M, 0);
+    //const int lda = KB * sizeof(TA);
+
+    static thread_local int8_t Tile0[TILE_N * TILE_K];
+    static thread_local int8_t Tile1[TILE_N * TILE_K];
+    static thread_local int8_t Tile23[TILE_M * TILE_K];
+
+    // mat mul result for each group
+    static thread_local int32_t Tile4[TILE_M * TILE_N];
+    static thread_local int32_t Tile5[TILE_M * TILE_N];
+    static thread_local int32_t Tile6[TILE_M * TILE_N];
+    static thread_local int32_t Tile7[TILE_M * TILE_N];
+
+    // sum of each QK_K block, contains 8 groups, int32
+    static thread_local int32_t Sumi4[TILE_M * TILE_N];
+    static thread_local int32_t Sumi5[TILE_M * TILE_N];
+    static thread_local int32_t Sumi6[TILE_M * TILE_N];
+    static thread_local int32_t Sumi7[TILE_M * TILE_N];
+
+    const int k_group_size = std::is_same<TB, block_q6_K>::value ? 16 : 32;
+    for (int i = 0; i < KB; ++i) {
+        // step 1: accumulate the quants across 8 groups, each group with 32
+        for (int k = 0; k < QK_K / k_group_size; ++k) {
+            GGML_DISPATCH_BOOL(k > 0, is_acc, [&] {
+                _tile_zero(TMM4);
+                _tile_zero(TMM6);
+
+                unpack_B<TB>(Tile0, B + PACKED_INDEX(0, i, KB, TILE_SIZE), k);
+                _tile_loadd(TMM0, Tile0, TILE_N * VNNI_BLK);
+
+                unpack_B<TB>(Tile1, B + PACKED_INDEX(1, i, KB, TILE_SIZE), k);
+                _tile_loadd(TMM1, Tile1, TILE_N * VNNI_BLK);
+
+                unpack_A<TB>(Tile23, &A[i], KB, k, m0);
+                _tile_loadd(TMM2, Tile23, TILE_K);
+
+                _tile_dpbssd(TMM4, TMM2, TMM0);
+                _tile_dpbssd(TMM6, TMM2, TMM1);
+
+                _tile_stored(TMM4, Tile4, TILE_N * sizeof(int32_t));
+                _tile_stored(TMM6, Tile6, TILE_N * sizeof(int32_t));
+
+                scale_C<TB, is_acc>(Tile4, Sumi4, B + PACKED_INDEX(0, i, KB, TILE_SIZE), k, m0);
+                scale_C<TB, is_acc>(Tile6, Sumi6, B + PACKED_INDEX(1, i, KB, TILE_SIZE), k, m0);
+
+                if (m1 != 0) {
+                    _tile_zero(TMM5);
+                    _tile_zero(TMM7);
+
+                    unpack_A<TB>(Tile23, &A[TILE_M * KB + i], KB, k, m1);
+                    _tile_loadd(TMM3, Tile23, TILE_K);
+
+                    _tile_dpbssd(TMM5, TMM3, TMM0);
+                    _tile_dpbssd(TMM7, TMM3, TMM1);
+
+                    _tile_stored(TMM5, Tile5, TILE_N * sizeof(int32_t));
+                    _tile_stored(TMM7, Tile7, TILE_N * sizeof(int32_t));
+
+                    scale_C<TB, is_acc>(Tile5, Sumi5, B + PACKED_INDEX(0, i, KB, TILE_SIZE), k, m1);
+                    scale_C<TB, is_acc>(Tile7, Sumi7, B + PACKED_INDEX(1, i, KB, TILE_SIZE), k, m1);
+                }
+            });
+        }
+
+        // step 2: accmulate the mins
+        GGML_DISPATCH_BOOL(i > 0, is_acc, [&] {
+            acc_C<TA, TB, is_acc>::apply(C,          ldc, Sumi4, &A[i], KB, B + PACKED_INDEX(0, i, KB, TILE_SIZE), m0);
+            acc_C<TA, TB, is_acc>::apply(C + TILE_N, ldc, Sumi6, &A[i], KB, B + PACKED_INDEX(1, i, KB, TILE_SIZE), m0);
+            if (m1 != 0) {
+                acc_C<TA, TB, is_acc>::apply(C + TILE_M * ldc,          ldc, Sumi5, &A[TILE_M * KB + i], KB, B + PACKED_INDEX(0, i, KB, TILE_SIZE), m1);
+                acc_C<TA, TB, is_acc>::apply(C + TILE_M * ldc + TILE_N, ldc, Sumi7, &A[TILE_M * KB + i], KB, B + PACKED_INDEX(1, i, KB, TILE_SIZE), m1);
+            }
+        });
+    }
+    return;
+}
+
+} // anonymous namespace
+
+// get the packed tensor size for quantized weights
+size_t ggml_backend_amx_get_alloc_size(const struct ggml_tensor * tensor) {
+    const enum ggml_type TYPE = tensor->type;
+
+    const int K = tensor->ne[0]; // ne0: in_features
+    const int N = tensor->ne[1]; // ne1: out_features
+
+    auto get_tensor_size = [&] {
+        size_t row_size_B{0};
+        GGML_DISPATCH_QTYPES(TYPE, [&] {
+            row_size_B = get_row_size<type, blck_size>(K);
+        });
+        return N * row_size_B;
+    };
+
+    if (qtype_has_amx_kernels(TYPE)) {
+        return get_tensor_size();
+    } else {
+        // for f16, bf16 we don't do packing
+        return ggml_nbytes(tensor);
+    }
+}
+
+// pack weight to vnni format
+void ggml_backend_amx_convert_weight(struct ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    GGML_ASSERT(offset == 0 && size == ggml_nbytes(tensor)); // only full tensor conversion is supported for now
+
+    const enum ggml_type TYPE = tensor->type;
+
+    const int K = tensor->ne[0]; // ne0: in_features
+    const int N = tensor->ne[1]; // ne1: out_features
+
+    GGML_DISPATCH_QTYPES(TYPE, [&] {
+        convert_B_packed_format<type, blck_size>((void *)((char *)tensor->data + offset), (const type *)data, N, K);
+    });
+}
+
+size_t ggml_backend_amx_desired_wsize(const struct ggml_tensor * dst) {
+    struct ggml_tensor * src0 = dst->src[0];
+
+    const enum ggml_type TYPE = src0->type;
+
+    const bool is_floating_type = TYPE == GGML_TYPE_F16;
+    if (is_floating_type) {
+        return 0;
+    }
+
+    const int M = dst->ne[1];
+    const int K = src0->ne[0];
+
+    size_t desired_wsize = 0;
+
+    GGML_DISPATCH_QTYPES(TYPE, [&] {
+        const size_t row_size_A = K / blck_size * sizeof(vec_dot_type);
+        desired_wsize = M * row_size_A;
+    });
+
+    return desired_wsize;
+}
+
+// NB: mixed dtype gemm with Advanced Matrix Extensions (Intel AMX)
+//
+// src0: weight in shape of {N, K}, quantized
+// src1: input  in shape of {M, K}, float32
+// dst:  output in shape of {M, N}, float32
+//
+// the function performs: dst = src1 @ src0.T
+//
+void ggml_backend_amx_mul_mat(const ggml_compute_params * params, struct ggml_tensor * dst) {
+    struct ggml_tensor * src0 = dst->src[0];
+    struct ggml_tensor * src1 = dst->src[1];
+
+    const enum ggml_type TYPE = src0->type;
+
+    // f16 only has avx512 kernels for now,
+    // amx kernels will be added once 6th gen xeon is released.
+    const bool is_floating_type = TYPE == GGML_TYPE_F16;
+
+    const int M = dst->ne[1];
+    const int N = dst->ne[0];
+    const int K = src0->ne[0];
+    const int ldc = dst->nb[1] / dst->nb[0];
+
+    if (is_floating_type) {
+        constexpr int BLOCK_M = 4;
+        constexpr int BLOCK_N = 6;
+        const int MB = div_up(M, BLOCK_M);
+        const int NB = div_up(N, BLOCK_N);
+
+        parallel_for_ggml(params, MB * NB, [&](int begin, int end) {
+            GGML_DISPATCH_FLOATING_TYPES(TYPE, [&] {
+                for (int i = begin; i < end; ++i) {
+                    int mb = i / NB;
+                    int nb = i % NB;
+
+                    int mb_start = mb * BLOCK_M;
+                    int mb_size = std::min(BLOCK_M, M - mb_start);
+                    int nb_start = nb * BLOCK_N;
+                    int nb_size = std::min(BLOCK_N, N - nb_start);
+
+                    switch (mb_size << 4 | nb_size) {
+                        case 0x12: LAUNCH_TINYGEMM_KERNEL_AVX(1, 2); break;
+                        case 0x14: LAUNCH_TINYGEMM_KERNEL_AVX(1, 4); break;
+                        case 0x16: LAUNCH_TINYGEMM_KERNEL_AVX(1, 6); break;
+                        case 0x22: LAUNCH_TINYGEMM_KERNEL_AVX(2, 2); break;
+                        case 0x24: LAUNCH_TINYGEMM_KERNEL_AVX(2, 4); break;
+                        case 0x26: LAUNCH_TINYGEMM_KERNEL_AVX(2, 6); break;
+                        case 0x32: LAUNCH_TINYGEMM_KERNEL_AVX(3, 2); break;
+                        case 0x34: LAUNCH_TINYGEMM_KERNEL_AVX(3, 4); break;
+                        case 0x36: LAUNCH_TINYGEMM_KERNEL_AVX(3, 6); break;
+                        case 0x42: LAUNCH_TINYGEMM_KERNEL_AVX(4, 2); break;
+                        case 0x44: LAUNCH_TINYGEMM_KERNEL_AVX(4, 4); break;
+                        case 0x46: LAUNCH_TINYGEMM_KERNEL_AVX(4, 6); break;
+                        default: fprintf(stderr, "Unexpected block size!\n");
+                    }
+                }
+            });
+        });
+        return;
+    }
+
+    // pointer to work space, used convert A from float to quantized type
+    void * wdata = params->wdata;
+
+    //TODO: performance improvement: merge quant A
+    if (params->ith == 0) {
+        GGML_DISPATCH_QTYPES(TYPE, [&] {
+            const size_t row_size_A = K / blck_size * sizeof(vec_dot_type);
+            const size_t desired_wsize = M * row_size_A;
+            if (params->wsize < desired_wsize) {
+                GGML_ABORT("insufficient work space size");
+            }
+
+            // Q4_0, Q4_1, Q8_0 handles 1 TILE_K per blck_size
+            // Q4_K, Q5_K, Q6_K, IQ4_XS handles 8 TILE_K per blck_size
+            GGML_ASSERT(TILE_K == blck_size || TILE_K * 8 == blck_size);
+
+            const float * A_data = static_cast<const float *>(src1->data);
+            for (int m = 0; m < M; ++m) {
+                from_float<vec_dot_type>(A_data + m * K, (char *)wdata + m * row_size_A, K);
+            }
+        });
+    }
+
+    ggml_barrier(params->threadpool);
+
+    if (M == 1) {
+        // MB = 1 and handle 8 tiles in each block
+        constexpr int kTilesN = 4;
+        constexpr int BLOCK_N = TILE_N * kTilesN;
+        const int NB = div_up(N, BLOCK_N);
+
+        parallel_for_ggml(params, NB, [&](int begin, int end) {
+            GGML_DISPATCH_QTYPES(TYPE, [&] {
+                const int KB = K / blck_size;
+                const int TILE_SIZE = get_tile_size<type>();
+                const int row_size_A = KB * sizeof(vec_dot_type);
+                for (int i = begin; i < end; ++i) {
+                    int nb = i;
+                    int nb_start = nb * BLOCK_N;
+                    int nb_size = std::min(BLOCK_N, N - nb_start); // 32, 64, 96
+
+                    switch (nb_size) {
+                        //case 160: LAUNCH_TINYGEMM_KERNEL_VNNI(160); break;
+                        case 128: LAUNCH_TINYGEMM_KERNEL_VNNI(128); break;
+                        case 96: LAUNCH_TINYGEMM_KERNEL_VNNI(96); break;
+                        case 64: LAUNCH_TINYGEMM_KERNEL_VNNI(64); break;
+                        case 32: LAUNCH_TINYGEMM_KERNEL_VNNI(32); break;
+                        default: fprintf(stderr, "Unexpected n block size!\n");
+                    }
+                }
+            });
+        });
+        return;
+    }
+
+    // handle 4 tiles at a tile
+    constexpr int BLOCK_M = TILE_M * 2;
+    constexpr int BLOCK_N = TILE_N * 2;
+    const int MB = div_up(M, BLOCK_M);
+    const int NB = div_up(N, BLOCK_N);
+
+    parallel_for_ggml(params, MB * NB, [&](int begin, int end) {
+        // init tile config for each thread
+        ggml_tile_config_init();
+
+        GGML_DISPATCH_QTYPES(TYPE, [&] {
+            const int KB = K / blck_size;
+            const int TILE_SIZE = get_tile_size<type>();
+            const int row_size_A = KB * sizeof(vec_dot_type);
+
+            for (int i = begin; i < end; ++i) {
+                int mb = i / NB;
+                int nb = i % NB;
+
+                int mb_start = mb * BLOCK_M;
+                int mb_size = std::min(BLOCK_M, M - mb_start);
+                int nb_start = nb * BLOCK_N;
+                int nb_size = BLOCK_N;
+
+                tinygemm_kernel_amx<vec_dot_type, type, float, blck_size>(
+                    mb_size, nb_size, KB,
+                    (const char *)wdata + mb_start * row_size_A,
+                    (const char *)src0->data + PACKED_INDEX(nb * 2, 0, KB, TILE_SIZE),
+                    (float *) dst->data + mb_start * N + nb_start, ldc);
+            }
+        });
+    });
+}
+
+#endif // if defined(__AMX_INT8__) && defined(__AVX512VNNI__)
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/amx/mmq.h b/ml/backend/ggml/ggml/src/ggml-cpu/amx/mmq.h
new file mode 100644
index 0000000..baf7684
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/amx/mmq.h
@@ -0,0 +1,10 @@
+#pragma once
+#include "common.h"
+
+size_t ggml_backend_amx_desired_wsize(const struct ggml_tensor * dst);
+
+size_t ggml_backend_amx_get_alloc_size(const struct ggml_tensor * tensor);
+
+void ggml_backend_amx_convert_weight(struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
+
+void ggml_backend_amx_mul_mat(const struct ggml_compute_params * params, struct ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/binary-ops.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/binary-ops.cpp
new file mode 100644
index 0000000..14f5b43
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/binary-ops.cpp
@@ -0,0 +1,158 @@
+#include "binary-ops.h"
+
+#if defined(GGML_USE_ACCELERATE)
+#include <Accelerate/Accelerate.h>
+
+using vDSP_fn_t = void (*)(const float *, vDSP_Stride, const float *, vDSP_Stride, float *, vDSP_Stride, vDSP_Length);
+#endif
+
+static inline float op_add(float a, float b) {
+    return a + b;
+}
+
+static inline float op_sub(float a, float b) {
+    return a - b;
+}
+
+static inline float op_mul(float a, float b) {
+    return a * b;
+}
+
+static inline float op_div(float a, float b) {
+    return a / b;
+}
+
+template <float (*op)(float, float), typename src0_t, typename src1_t, typename dst_t>
+static inline void vec_binary_op_contiguous(const int64_t n, dst_t * z, const src0_t * x, const src1_t * y) {
+    constexpr auto src0_to_f32 = type_conversion_table<src0_t>::to_f32;
+    constexpr auto src1_to_f32 = type_conversion_table<src1_t>::to_f32;
+    constexpr auto f32_to_dst  = type_conversion_table<dst_t >::from_f32;
+
+    for (int i = 0; i < n; i++) {
+        z[i] = f32_to_dst(op(src0_to_f32(x[i]), src1_to_f32(y[i])));
+    }
+}
+
+template <float (*op)(float, float), typename src0_t, typename src1_t, typename dst_t>
+static inline void vec_binary_op_non_contiguous(const int64_t n, const int64_t ne10, const int64_t nb10, dst_t * z, const src0_t * x, const src1_t * y) {
+    constexpr auto src0_to_f32 = type_conversion_table<src0_t>::to_f32;
+    constexpr auto src1_to_f32 = type_conversion_table<src1_t>::to_f32;
+    constexpr auto f32_to_dst  = type_conversion_table<dst_t >::from_f32;
+
+    for (int i = 0; i < n; i++) {
+        int i10 = i % ne10;
+        const src1_t * y_ptr = (const src1_t *)((const char *)y + i10*nb10);
+        z[i] = f32_to_dst(op(src0_to_f32(x[i]), src1_to_f32(*y_ptr)));
+    }
+}
+
+template <float (*op)(float, float), typename src0_t, typename src1_t, typename dst_t>
+static void apply_binary_op(const ggml_compute_params * params, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_can_repeat(src1, src0) && ggml_are_same_shape(src0, dst));
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    GGML_ASSERT( nb0 == sizeof(dst_t));
+    GGML_ASSERT(nb00 == sizeof(src0_t));
+
+    const auto [ir0, ir1] = get_thread_range(params, src0);
+    const bool is_src1_contiguous = (nb10 == sizeof(src1_t));
+
+    if (!is_src1_contiguous) { // broadcast not implemented yet for non-contiguous
+        GGML_ASSERT(ggml_are_same_shape(src0, src1));
+    }
+
+#ifdef GGML_USE_ACCELERATE
+    vDSP_fn_t vDSP_op = nullptr;
+    // TODO - avoid the f32-only check using type 'trait' lookup tables and row-based src-to-float conversion functions
+    if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) {
+        if (op == op_add) {
+            vDSP_op = vDSP_vadd;
+        } else if (op == op_sub) {
+            vDSP_op = vDSP_vsub;
+        } else if (op == op_mul) {
+            vDSP_op = vDSP_vmul;
+        } else if (op == op_div) {
+            vDSP_op = vDSP_vdiv;
+        }
+    }
+#endif
+
+    for (int64_t ir = ir0; ir < ir1; ++ir) {
+        const int64_t i03 = ir/(ne02*ne01);
+        const int64_t i02 = (ir - i03*ne02*ne01)/ne01;
+        const int64_t i01 = (ir - i03*ne02*ne01 - i02*ne01);
+
+        const int64_t i13 = i03 % ne13;
+        const int64_t i12 = i02 % ne12;
+        const int64_t i11 = i01 % ne11;
+
+        dst_t        * dst_ptr  = (dst_t  *)       ((char *)       dst->data  + i03*nb3  + i02*nb2  + i01*nb1 );
+        const src0_t * src0_ptr = (const src0_t *) ((const char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01);
+        const src1_t * src1_ptr = (const src1_t *) ((const char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11);
+
+        if (is_src1_contiguous) {
+            // src1 is broadcastable across src0 and dst in i1, i2, i3
+            const int64_t nr0 = ne00 / ne10;
+
+            for (int64_t r = 0; r < nr0; ++r) {
+#ifdef GGML_USE_ACCELERATE
+                if constexpr (std::is_same_v<src0_t, float> && std::is_same_v<src1_t, float> && std::is_same_v<dst_t, float>) {
+                    if (vDSP_op != nullptr) {
+                        vDSP_op(src1_ptr, 1, src0_ptr + r*ne10, 1, dst_ptr + r*ne10, 1, ne10);
+                        continue;
+                    }
+                }
+#endif
+                vec_binary_op_contiguous<op>(ne10, dst_ptr + r*ne10, src0_ptr + r*ne10, src1_ptr);
+            }
+        } else {
+            vec_binary_op_non_contiguous<op>(ne0, ne10, nb10, dst_ptr, src0_ptr, src1_ptr);
+        }
+    }
+}
+
+// TODO: Use the 'traits' lookup table (for type conversion fns), instead of a mass of 'if' conditions with long templates
+template <float (*op)(float, float)>
+static void binary_op(const ggml_compute_params * params, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    /*  */ if (src0->type == GGML_TYPE_F32  && src1->type == GGML_TYPE_F32  && dst->type == GGML_TYPE_F32) { // all f32
+        apply_binary_op<op, float, float, float>(params, dst);
+    } else if (src0->type == GGML_TYPE_F16  && src1->type == GGML_TYPE_F16  && dst->type == GGML_TYPE_F16) { // all f16
+        apply_binary_op<op, ggml_fp16_t, ggml_fp16_t, ggml_fp16_t>(params, dst);
+    } else if (src0->type == GGML_TYPE_BF16 && src1->type == GGML_TYPE_BF16 && dst->type == GGML_TYPE_BF16) { // all bf16
+        apply_binary_op<op, ggml_bf16_t, ggml_bf16_t, ggml_bf16_t>(params, dst);
+    } else if (src0->type == GGML_TYPE_BF16 && src1->type == GGML_TYPE_F32  && dst->type == GGML_TYPE_BF16) {
+        apply_binary_op<op, ggml_bf16_t, float, ggml_bf16_t>(params, dst);
+    } else if (src0->type == GGML_TYPE_BF16 && src1->type == GGML_TYPE_F32  && dst->type == GGML_TYPE_F32) {
+        apply_binary_op<op, ggml_bf16_t, float, float>(params, dst);
+    } else if (src0->type == GGML_TYPE_F16  && src1->type == GGML_TYPE_F32  && dst->type == GGML_TYPE_F16) {
+        apply_binary_op<op, ggml_fp16_t, float, ggml_fp16_t>(params, dst);
+    } else if (src0->type == GGML_TYPE_F16  && src1->type == GGML_TYPE_F32  && dst->type == GGML_TYPE_F32) {
+        apply_binary_op<op, ggml_fp16_t, float, float>(params, dst);
+    } else {
+        GGML_ABORT("%s: unsupported types: dst: %s, src0: %s, src1: %s\n", __func__,
+            ggml_type_name(dst->type), ggml_type_name(src0->type), ggml_type_name(src1->type));
+    }
+}
+
+void ggml_compute_forward_add_non_quantized(const ggml_compute_params * params, ggml_tensor * dst) {
+    binary_op<op_add>(params, dst);
+}
+
+void ggml_compute_forward_sub(const ggml_compute_params * params, ggml_tensor * dst) {
+    binary_op<op_sub>(params, dst);
+}
+
+void ggml_compute_forward_mul(const ggml_compute_params * params, ggml_tensor * dst) {
+    binary_op<op_mul>(params, dst);
+}
+
+void ggml_compute_forward_div(const ggml_compute_params * params, ggml_tensor * dst) {
+    binary_op<op_div>(params, dst);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/binary-ops.h b/ml/backend/ggml/ggml/src/ggml-cpu/binary-ops.h
new file mode 100644
index 0000000..aca1d89
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/binary-ops.h
@@ -0,0 +1,16 @@
+#pragma once
+
+#include "common.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+void ggml_compute_forward_add_non_quantized(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_sub(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_mul(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_div(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/common.h b/ml/backend/ggml/ggml/src/ggml-cpu/common.h
new file mode 100644
index 0000000..3df01c1
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/common.h
@@ -0,0 +1,72 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-cpu-traits.h"
+#include "ggml-cpu-impl.h"
+#include "ggml-impl.h"
+
+#ifdef __cplusplus
+
+#include <utility>
+
+// convenience functions/macros for use in template calls
+// note: these won't be required after the 'traits' lookup table is used.
+static inline ggml_fp16_t f32_to_f16(float x) {
+    return GGML_FP32_TO_FP16(x);
+}
+
+static inline float f16_to_f32(ggml_fp16_t x) {
+    return GGML_FP16_TO_FP32(x);
+}
+
+static inline ggml_bf16_t f32_to_bf16(float x) {
+    return GGML_FP32_TO_BF16(x);
+}
+
+static inline float bf16_to_f32(ggml_bf16_t x) {
+    return GGML_BF16_TO_FP32(x);
+}
+
+static inline float f32_to_f32(float x) {
+    return x;
+}
+
+// TODO - merge this into the traits table, after using row-based conversions
+template <class T>
+struct type_conversion_table;
+
+template <>
+struct type_conversion_table<ggml_fp16_t> {
+    static constexpr float (*to_f32)(ggml_fp16_t) = f16_to_f32;
+    static constexpr ggml_fp16_t (*from_f32)(float) = f32_to_f16;
+};
+
+template <>
+struct type_conversion_table<float> {
+    static constexpr float (*to_f32)(float) = f32_to_f32;
+    static constexpr float (*from_f32)(float) = f32_to_f32;
+};
+
+template <>
+struct type_conversion_table<ggml_bf16_t> {
+    static constexpr float (*to_f32)(ggml_bf16_t) = bf16_to_f32;
+    static constexpr ggml_bf16_t (*from_f32)(float) = f32_to_bf16;
+};
+
+static std::pair<int64_t, int64_t> get_thread_range(const struct ggml_compute_params * params, const struct ggml_tensor * src0) {
+    const int64_t ith = params->ith;
+    const int64_t nth = params->nth;
+
+    const int64_t nr  = ggml_nrows(src0);
+
+    // rows per thread
+    const int64_t dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int64_t ir0 = dr*ith;
+    const int64_t ir1 = MIN(ir0 + dr, nr);
+
+    return {ir0, ir1};
+}
+
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/cpu-feats-x86.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/cpu-feats-x86.cpp
new file mode 100644
index 0000000..d775a03
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/cpu-feats-x86.cpp
@@ -0,0 +1,327 @@
+#include "ggml-backend-impl.h"
+
+#if defined(__x86_64__) || (defined(_MSC_VER) && defined(_M_AMD64))
+
+#ifdef _MSC_VER
+#include <intrin.h>
+#endif
+
+#include <cstring>
+#include <vector>
+#include <bitset>
+#include <array>
+#include <string>
+
+// ref: https://cdrdv2-public.intel.com/782156/325383-sdm-vol-2abcd.pdf
+struct cpuid_x86 {
+    bool SSE3(void) { return f_1_ecx[0]; }
+    bool PCLMULQDQ(void) { return f_1_ecx[1]; }
+    bool MONITOR(void) { return f_1_ecx[3]; }
+    bool SSSE3(void) { return f_1_ecx[9]; }
+    bool FMA(void) { return f_1_ecx[12]; }
+    bool CMPXCHG16B(void) { return f_1_ecx[13]; }
+    bool SSE41(void) { return f_1_ecx[19]; }
+    bool SSE42(void) { return f_1_ecx[20]; }
+    bool MOVBE(void) { return f_1_ecx[22]; }
+    bool POPCNT(void) { return f_1_ecx[23]; }
+    bool AES(void) { return f_1_ecx[25]; }
+    bool XSAVE(void) { return f_1_ecx[26]; }
+    bool OSXSAVE(void) { return f_1_ecx[27]; }
+    bool AVX(void) { return f_1_ecx[28]; }
+    bool F16C(void) { return f_1_ecx[29]; }
+    bool RDRAND(void) { return f_1_ecx[30]; }
+
+    bool MSR(void) { return f_1_edx[5]; }
+    bool CX8(void) { return f_1_edx[8]; }
+    bool SEP(void) { return f_1_edx[11]; }
+    bool CMOV(void) { return f_1_edx[15]; }
+    bool CLFSH(void) { return f_1_edx[19]; }
+    bool MMX(void) { return f_1_edx[23]; }
+    bool FXSR(void) { return f_1_edx[24]; }
+    bool SSE(void) { return f_1_edx[25]; }
+    bool SSE2(void) { return f_1_edx[26]; }
+
+    bool FSGSBASE(void) { return f_7_ebx[0]; }
+    bool BMI1(void) { return f_7_ebx[3]; }
+    bool HLE(void) { return is_intel && f_7_ebx[4]; }
+    bool AVX2(void) { return f_7_ebx[5]; }
+    bool BMI2(void) { return f_7_ebx[8]; }
+    bool ERMS(void) { return f_7_ebx[9]; }
+    bool INVPCID(void) { return f_7_ebx[10]; }
+    bool RTM(void) { return is_intel && f_7_ebx[11]; }
+    bool AVX512F(void) { return f_7_ebx[16]; }
+    bool AVX512DQ(void) { return f_7_ebx[17]; }
+    bool RDSEED(void) { return f_7_ebx[18]; }
+    bool ADX(void) { return f_7_ebx[19]; }
+    bool AVX512PF(void) { return f_7_ebx[26]; }
+    bool AVX512ER(void) { return f_7_ebx[27]; }
+    bool AVX512CD(void) { return f_7_ebx[28]; }
+    bool AVX512BW(void) { return f_7_ebx[30]; }
+    bool AVX512VL(void) { return f_7_ebx[31]; }
+
+    bool SHA(void) { return f_7_ebx[29]; }
+
+    bool PREFETCHWT1(void) { return f_7_ecx[0]; }
+
+    bool LAHF(void) { return f_81_ecx[0]; }
+    bool LZCNT(void) { return is_intel && f_81_ecx[5]; }
+    bool ABM(void) { return is_amd && f_81_ecx[5]; }
+    bool SSE4a(void) { return is_amd && f_81_ecx[6]; }
+    bool XOP(void) { return is_amd && f_81_ecx[11]; }
+    bool TBM(void) { return is_amd && f_81_ecx[21]; }
+
+    bool SYSCALL(void) { return is_intel && f_81_edx[11]; }
+    bool MMXEXT(void) { return is_amd && f_81_edx[22]; }
+    bool RDTSCP(void) { return is_intel && f_81_edx[27]; }
+    bool _3DNOWEXT(void) { return is_amd && f_81_edx[30]; }
+    bool _3DNOW(void) { return is_amd && f_81_edx[31]; }
+
+    bool AVX512_VBMI(void) { return f_7_ecx[1]; }
+    bool AVX512_VNNI(void) { return f_7_ecx[11]; }
+    bool AVX512_FP16(void) { return f_7_edx[23]; }
+    bool AVX512_BF16(void) { return f_7_1_eax[5]; }
+    bool AVX_VNNI(void) { return f_7_1_eax[4]; }
+
+    bool AMX_TILE(void) { return f_7_edx[24]; }
+    bool AMX_INT8(void) { return f_7_edx[25]; }
+    bool AMX_FP16(void) { return f_7_1_eax[21]; }
+    bool AMX_BF16(void) { return f_7_edx[22]; }
+
+#ifdef _MSC_VER
+    static void cpuid(int cpu_info[4], int eax) {
+        __cpuid(cpu_info, eax);
+    }
+    static void cpuidex(int cpu_info[4], int eax, int ecx) {
+        __cpuidex(cpu_info, eax, ecx);
+    }
+#else
+    static void cpuid(int cpu_info[4], int eax) {
+        __asm__ __volatile__(
+            "cpuid"
+            : "=a"(cpu_info[0]), "=b"(cpu_info[1]), "=c"(cpu_info[2]), "=d"(cpu_info[3])
+            : "a"(eax), "c"(0));
+    }
+    static void cpuidex(int cpu_info[4], int eax, int ecx) {
+        __asm__ __volatile__(
+            "cpuid"
+            : "=a"(cpu_info[0]), "=b"(cpu_info[1]), "=c"(cpu_info[2]), "=d"(cpu_info[3])
+            : "a"(eax), "c"(ecx));
+    }
+#endif
+
+    cpuid_x86() {
+        std::array<int, 4> cpui;
+        std::vector<std::array<int, 4>> data;
+
+        // calling __cpuid with 0x0 as the function_id argument
+        // gets the number of the highest valid function ID.
+        cpuid(cpui.data(), 0);
+        int n_ids = cpui[0];
+
+        for (int i = 0; i <= n_ids; ++i) {
+            cpuidex(cpui.data(), i, 0);
+            data.push_back(cpui);
+        }
+
+        // capture vendor string
+        char vendor[0x20] = {};
+        *reinterpret_cast<int *>(vendor)     = data[0][1];
+        *reinterpret_cast<int *>(vendor + 4) = data[0][3];
+        *reinterpret_cast<int *>(vendor + 8) = data[0][2];
+        this->vendor = vendor;
+        if (this->vendor == "GenuineIntel") {
+            is_intel = true;
+        } else if (this->vendor == "AuthenticAMD") {
+            is_amd = true;
+        }
+
+        // load bitset with flags for function 0x00000001
+        if (n_ids >= 1) {
+            f_1_ecx = data[1][2];
+            f_1_edx = data[1][3];
+        }
+
+        // load bitset with flags for function 0x00000007
+        if (n_ids >= 7) {
+            f_7_ebx = data[7][1];
+            f_7_ecx = data[7][2];
+            f_7_edx = data[7][3];
+            cpuidex(cpui.data(), 7, 1);
+            f_7_1_eax = cpui[0];
+        }
+
+        // calling __cpuid with 0x80000000 as the function_id argument
+        // gets the number of the highest valid extended ID.
+        cpuid(cpui.data(), 0x80000000);
+        unsigned int n_ex_ids = cpui[0];
+
+        std::vector<std::array<int, 4>> ext_data;
+        for (unsigned int i = 0x80000000; i <= n_ex_ids; ++i) {
+            cpuidex(cpui.data(), i, 0);
+            ext_data.push_back(cpui);
+        }
+
+        // load bitset with flags for function 0x80000001
+        if (n_ex_ids >= 0x80000001) {
+            f_81_ecx = ext_data[1][2];
+            f_81_edx = ext_data[1][3];
+        }
+
+        // interpret CPU brand string if reported
+        char brand[0x40] = {};
+        if (n_ex_ids >= 0x80000004) {
+            std::memcpy(brand, ext_data[2].data(), sizeof(cpui));
+            std::memcpy(brand + 16, ext_data[3].data(), sizeof(cpui));
+            std::memcpy(brand + 32, ext_data[4].data(), sizeof(cpui));
+            this->brand = brand;
+        }
+    }
+
+    bool is_intel = false;
+    bool is_amd = false;
+    std::string vendor;
+    std::string brand;
+    std::bitset<32> f_1_ecx;
+    std::bitset<32> f_1_edx;
+    std::bitset<32> f_7_ebx;
+    std::bitset<32> f_7_ecx;
+    std::bitset<32> f_7_edx;
+    std::bitset<32> f_7_1_eax;
+    std::bitset<32> f_81_ecx;
+    std::bitset<32> f_81_edx;
+};
+
+#if 0
+void test_x86_is() {
+    cpuid_x86 is;
+    printf("CPU Vendor: %s\n", is.vendor.c_str());
+    printf("Brand: %s\n", is.brand.c_str());
+    printf("is_intel: %d\n", is.is_intel);
+    printf("is_amd: %d\n", is.is_amd);
+    printf("sse3: %d\n", is.SSE3());
+    printf("pclmulqdq: %d\n", is.PCLMULQDQ());
+    printf("ssse3: %d\n", is.SSSE3());
+    printf("fma: %d\n", is.FMA());
+    printf("cmpxchg16b: %d\n", is.CMPXCHG16B());
+    printf("sse41: %d\n", is.SSE41());
+    printf("sse42: %d\n", is.SSE42());
+    printf("movbe: %d\n", is.MOVBE());
+    printf("popcnt: %d\n", is.POPCNT());
+    printf("aes: %d\n", is.AES());
+    printf("xsave: %d\n", is.XSAVE());
+    printf("osxsave: %d\n", is.OSXSAVE());
+    printf("avx: %d\n", is.AVX());
+    printf("f16c: %d\n", is.F16C());
+    printf("rdrand: %d\n", is.RDRAND());
+    printf("msr: %d\n", is.MSR());
+    printf("cx8: %d\n", is.CX8());
+    printf("sep: %d\n", is.SEP());
+    printf("cmov: %d\n", is.CMOV());
+    printf("clflush: %d\n", is.CLFSH());
+    printf("mmx: %d\n", is.MMX());
+    printf("fxsr: %d\n", is.FXSR());
+    printf("sse: %d\n", is.SSE());
+    printf("sse2: %d\n", is.SSE2());
+    printf("fsgsbase: %d\n", is.FSGSBASE());
+    printf("bmi1: %d\n", is.BMI1());
+    printf("hle: %d\n", is.HLE());
+    printf("avx2: %d\n", is.AVX2());
+    printf("bmi2: %d\n", is.BMI2());
+    printf("erms: %d\n", is.ERMS());
+    printf("invpcid: %d\n", is.INVPCID());
+    printf("rtm: %d\n", is.RTM());
+    printf("avx512f: %d\n", is.AVX512F());
+    printf("rdseed: %d\n", is.RDSEED());
+    printf("adx: %d\n", is.ADX());
+    printf("avx512pf: %d\n", is.AVX512PF());
+    printf("avx512er: %d\n", is.AVX512ER());
+    printf("avx512cd: %d\n", is.AVX512CD());
+    printf("sha: %d\n", is.SHA());
+    printf("prefetchwt1: %d\n", is.PREFETCHWT1());
+    printf("lahf: %d\n", is.LAHF());
+    printf("lzcnt: %d\n", is.LZCNT());
+    printf("abm: %d\n", is.ABM());
+    printf("sse4a: %d\n", is.SSE4a());
+    printf("xop: %d\n", is.XOP());
+    printf("tbm: %d\n", is.TBM());
+    printf("syscall: %d\n", is.SYSCALL());
+    printf("mmxext: %d\n", is.MMXEXT());
+    printf("rdtscp: %d\n", is.RDTSCP());
+    printf("3dnowext: %d\n", is._3DNOWEXT());
+    printf("3dnow: %d\n", is._3DNOW());
+    printf("avx512_vbmi: %d\n", is.AVX512_VBMI());
+    printf("avx512_vnni: %d\n", is.AVX512_VNNI());
+    printf("avx512_fp16: %d\n", is.AVX512_FP16());
+    printf("avx512_bf16: %d\n", is.AVX512_BF16());
+    printf("amx_tile: %d\n", is.AMX_TILE());
+    printf("amx_int8: %d\n", is.AMX_INT8());
+    printf("amx_fp16: %d\n", is.AMX_FP16());
+    printf("amx_bf16: %d\n", is.AMX_BF16());
+}
+#endif
+
+static int ggml_backend_cpu_x86_score() {
+    // FIXME: this does not check for OS support
+
+    int score = 1;
+    cpuid_x86 is;
+
+#ifdef GGML_FMA
+    if (!is.FMA()) { return 0; }
+    score += 1;
+#endif
+#ifdef GGML_F16C
+    if (!is.F16C()) { return 0; }
+    score += 1<<1;
+#endif
+#ifdef GGML_SSE42
+    if (!is.SSE42()) { return 0; }
+    score += 1<<2;
+#endif
+#ifdef GGML_BMI2
+    if (!is.BMI2()) { return 0; }
+    score += 1<<3;
+#endif
+#ifdef GGML_AVX
+    if (!is.AVX()) { return 0; }
+    score += 1<<4;
+#endif
+#ifdef GGML_AVX2
+    if (!is.AVX2()) { return 0; }
+    score += 1<<5;
+#endif
+#ifdef GGML_AVX_VNNI
+    if (!is.AVX_VNNI()) { return 0; }
+    score += 1<<6;
+#endif
+#ifdef GGML_AVX512
+    if (!is.AVX512F()) { return 0; }
+    if (!is.AVX512CD()) { return 0; }
+    if (!is.AVX512VL()) { return 0; }
+    if (!is.AVX512DQ()) { return 0; }
+    if (!is.AVX512BW()) { return 0; }
+    score += 1<<7;
+#endif
+#ifdef GGML_AVX512_VBMI
+    if (!is.AVX512_VBMI()) { return 0; }
+    score += 1<<8;
+#endif
+#ifdef GGML_AVX512_BF16
+    if (!is.AVX512_BF16()) { return 0; }
+    score += 1<<9;
+#endif
+#ifdef GGML_AVX512_VNNI
+    if (!is.AVX512_VNNI()) { return 0; }
+    score += 1<<10;
+#endif
+#ifdef GGML_AMX_INT8
+    if (!is.AMX_INT8()) { return 0; }
+    score += 1<<11;
+#endif
+
+    return score;
+}
+
+GGML_BACKEND_DL_SCORE_IMPL(ggml_backend_cpu_x86_score)
+
+#endif // defined(__x86_64__) || (defined(_MSC_VER) && defined(_M_AMD64))
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/cpu.go b/ml/backend/ggml/ggml/src/ggml-cpu/cpu.go
new file mode 100644
index 0000000..895d093
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/cpu.go
@@ -0,0 +1,11 @@
+package cpu
+
+// #cgo CFLAGS: -O3 -Wno-implicit-function-declaration
+// #cgo CXXFLAGS: -std=c++17
+// #cgo CPPFLAGS: -I${SRCDIR}/amx -I${SRCDIR}/llamafile -I${SRCDIR}/.. -I${SRCDIR}/../../include
+// #cgo CPPFLAGS: -DGGML_USE_LLAMAFILE
+// #cgo linux CPPFLAGS: -D_GNU_SOURCE
+// #cgo darwin,arm64 CPPFLAGS: -DGGML_USE_ACCELERATE -DACCELERATE_NEW_LAPACK -DACCELERATE_LAPACK_ILP64
+// #cgo darwin,arm64 LDFLAGS: -framework Accelerate
+import "C"
+import _ "github.com/ollama/ollama/ml/backend/ggml/ggml/src/ggml-cpu/llamafile"
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/cpu_debug.go b/ml/backend/ggml/ggml/src/ggml-cpu/cpu_debug.go
new file mode 100644
index 0000000..7eab981
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/cpu_debug.go
@@ -0,0 +1,6 @@
+//go:build debug
+
+package cpu
+
+// #cgo CPPFLAGS: -DOLLAMA_DEBUG
+import "C"
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp
new file mode 100644
index 0000000..8ff6d64
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp
@@ -0,0 +1,6431 @@
+#define GGML_COMMON_IMPL_CPP
+#define GGML_COMMON_DECL_CPP
+#include "ggml-common.h"
+#include "ggml-backend-impl.h"
+
+#include "ggml-quants.h"
+#include "ggml-impl.h"
+#include "ggml-cpu.h"
+#include "ggml-cpu-impl.h"
+#include "ggml-cpu-traits.h"
+
+#include <cmath>
+#include <cstring>
+#include <cassert>
+#include <cfloat>
+#include <cstdlib> // for qsort
+#include <cstdio>  // for GGML_ASSERT
+
+#include "ggml-cpu-aarch64.h"
+
+// TODO: move to include file?
+template <int K> constexpr int QK_0() {
+    if constexpr (K == 4) {
+        return QK4_0;
+    }
+    if constexpr (K == 8) {
+        return QK8_0;
+    }
+    return -1;
+}
+
+template <int K, int N> struct block {
+    ggml_half d[N];                         // deltas for N qK_0 blocks
+    int8_t    qs[(QK_0<K>() * N * K) / 8];  // quants for N qK_0 blocks
+};
+
+// control size
+static_assert(sizeof(block<4, 4>) == 4 * sizeof(ggml_half) + QK8_0 * 2, "wrong block<4,4> size/padding");
+static_assert(sizeof(block<4, 8>) == 8 * sizeof(ggml_half) + QK8_0 * 4, "wrong block<4,8> size/padding");
+static_assert(sizeof(block<8, 4>) == 4 * sizeof(ggml_half) + QK8_0 * 4, "wrong block<8,4> size/padding");
+static_assert(sizeof(block<8, 8>) == 8 * sizeof(ggml_half) + QK8_0 * 8, "wrong block<8,8> size/padding");
+
+using block_q4_0x4 = block<4, 4>;
+using block_q4_0x8 = block<4, 8>;
+using block_q8_0x4 = block<8, 4>;
+using block_q8_0x8 = block<8, 8>;
+
+
+struct block_q4_Kx8 {
+    ggml_half d[8];      // super-block scale for quantized scales
+    ggml_half dmin[8];   // super-block scale for quantized mins
+    uint8_t scales[96];  // scales and mins, quantized with 6 bits
+    uint8_t qs[1024];    // 4--bit quants
+};
+
+static_assert(sizeof(block_q4_Kx8) == sizeof(ggml_half) * 16 + K_SCALE_SIZE * 8 + QK_K * 4, "wrong q4_K block size/padding");
+
+struct block_q8_Kx4 {
+    float d[4];              // delta
+    int8_t qs[QK_K * 4];     // quants
+    int16_t bsums[QK_K / 4]; // sum of quants in groups of 16
+};
+
+static_assert(sizeof(block_q8_Kx4) == sizeof(float) * 4 + QK_K * 4 + (QK_K / 4) * sizeof(int16_t), "wrong q8_K block size/padding");
+
+struct block_iq4_nlx4 {
+    ggml_half d[4];            // deltas for 4 iq4_nl blocks
+    uint8_t   qs[QK4_NL * 2];  // nibbles / quants for 4 iq4_nl blocks
+};
+
+static_assert(sizeof(block_iq4_nlx4) == 4 * sizeof(ggml_half) + QK4_NL * 2, "wrong iq4_nlx4 block size/padding");
+
+#if defined(__GNUC__)
+#pragma GCC diagnostic ignored "-Woverlength-strings"
+#endif
+
+#define UNUSED GGML_UNUSED
+
+static inline int nearest_int(float fval) {
+    assert(fabsf(fval) <= 4194303.f);
+    float val = fval + 12582912.f;
+    int i; memcpy(&i, &val, sizeof(int));
+    return (i & 0x007fffff) - 0x00400000;
+}
+
+// Functions to create the interleaved data layout formats
+
+// interleave 4 block_q4_0s in blocks of blck_size_interleave
+// returns an interleaved block_q4_0x4
+// in the interleaved block_q4_0x4, place deltas for 4 block_q4_0 blocks
+// first, then interleave quants from 4 block_q4_0s in blocks of blck_size_interleave
+//
+// - in                  : an array of block_q4_0 pointers
+// - blck_size_interleave : the block_q4_0 quants bytes are interleaved in blocks of
+//                         blck_size_interleave bytes
+// - xor_mask            : the mask to convert the nibbles in block_q4_0 quants bytes
+//                         from bias offset form to pure sign form (this saves subtract
+//                         operations durin unpacking)
+//
+#if defined(__AVX__)
+#if defined(__F16C__)
+#if defined(__AVX512F__)
+#define GGML_F32Cx8x2_LOAD(x, y)     _mm512_cvtph_ps(_mm256_set_m128i(_mm_loadu_si128((const __m128i *)(y)), _mm_loadu_si128((const __m128i *)(x))))
+#define GGML_F32Cx16_REPEAT_LOAD(x)  _mm512_cvtph_ps(_mm256_set_m128i(x, x))
+#endif
+// the  _mm256_cvt intrinsics require F16C
+#define GGML_F32Cx8_LOAD(x)     _mm256_cvtph_ps(_mm_loadu_si128((const __m128i *)(x)))
+#define GGML_F32Cx8_REPEAT_LOAD(x, loadMask)     _mm256_cvtph_ps(_mm_shuffle_epi32(_mm_maskload_epi32((int const*)(x), loadMask), 68))
+#define GGML_F32Cx8_REARRANGE_LOAD(x, arrangeMask)     _mm256_cvtph_ps(_mm_shuffle_epi8(_mm_loadu_si128((const __m128i *) x), arrangeMask))
+#else
+#if defined(__AVX512F__)
+static inline __m512 __avx512_f32cx8x2_load(ggml_fp16_t *x, ggml_fp16_t *y) {
+    float tmp[16];
+
+    for (int i = 0; i < 8; i++) {
+        tmp[i] = GGML_FP16_TO_FP32(x[i]);
+    }
+
+    for (int i = 0; i < 8; i++) {
+        tmp[i + 8] = GGML_FP16_TO_FP32(y[i]);
+    }
+
+    return _mm512_loadu_ps(tmp);
+}
+static inline __m512 __avx512_repeat_f32cx16_load(__m128i x) {
+    float tmp[16];
+    uint16_t tmphalf[8];
+    _mm_storeu_si128((__m128i*)tmphalf, x);
+
+    for (int i = 0; i < 4; i++) {
+        tmp[i] = GGML_FP16_TO_FP32(tmphalf[i]);
+        tmp[i + 4] = GGML_FP16_TO_FP32(tmphalf[i]);
+        tmp[i + 8] = GGML_FP16_TO_FP32(tmphalf[i]);
+        tmp[i + 12] = GGML_FP16_TO_FP32(tmphalf[i]);
+    }
+
+    return _mm512_loadu_ps(tmp);
+}
+#endif
+static inline __m256 __avx_f32cx8_load(ggml_fp16_t *x) {
+    float tmp[8];
+
+    for (int i = 0; i < 8; i++) {
+        tmp[i] = GGML_FP16_TO_FP32(x[i]);
+    }
+
+    return _mm256_loadu_ps(tmp);
+}
+static inline __m256 __avx_repeat_f32cx8_load(ggml_fp16_t *x) {
+    float tmp[8];
+
+    for (int i = 0; i < 4; i++) {
+        tmp[i] = GGML_FP16_TO_FP32(x[i]);
+        tmp[i + 4] = GGML_FP16_TO_FP32(x[i]);
+    }
+
+    return _mm256_loadu_ps(tmp);
+}
+static inline __m256 __avx_rearranged_f32cx8_load(ggml_fp16_t *x, __m128i arrangeMask) {
+    uint16_t tmphalf[8];
+    float tmp[8];
+
+    _mm_storeu_si128((__m128i*)tmphalf, _mm_shuffle_epi8(_mm_loadu_si128((const __m128i *) x), arrangeMask));
+    for (int i = 0; i < 8; i++) {
+        tmp[i] = GGML_FP16_TO_FP32(tmphalf[i]);
+    }
+
+    return _mm256_loadu_ps(tmp);
+}
+
+#define GGML_F32Cx8_LOAD(x)     __avx_f32cx8_load(x)
+#define GGML_F32Cx8_REPEAT_LOAD(x, loadMask)     __avx_repeat_f32cx8_load(x)
+#define GGML_F32Cx8_REARRANGE_LOAD(x, arrangeMask)     __avx_rearranged_f32cx8_load(x, arrangeMask)
+#if defined(__AVX512F__)
+#define GGML_F32Cx8x2_LOAD(x, y)     __avx512_f32cx8x2_load(x, y)
+#define GGML_F32Cx16_REPEAT_LOAD(x)  __avx512_repeat_f32cx16_load(x)
+#endif
+#endif
+#endif
+
+
+#if defined(__AVX2__) || defined(__AVX512F__)
+#if defined(__AVX512F__)
+// add int16_t pairwise and return as 512 bit int vector, then add the accumulator
+static inline __m512i sum_i16_pairs_acc_int32x16(const __m512i acc, const __m512i x) {
+    const __m512i ones = _mm512_set1_epi16(1);
+    return _mm512_add_epi32(acc, _mm512_madd_epi16(ones, x));
+}
+
+static inline __m512i mul_sum_us8_pairs_acc_int32x16(const __m512i acc, const __m512i ax, const __m512i sy) {
+#if defined(__AVX512VNNI__)
+    return _mm512_dpbusd_epi32(acc, ax, sy);
+#else
+    // Perform multiplication and create 16-bit values
+    const __m512i dot = _mm512_maddubs_epi16(ax, sy);
+    return sum_i16_pairs_acc_int32x16(acc, dot);
+#endif
+}
+
+// multiply int8_t, add results pairwise twice and return as 512 bit int vector，then add the accumulator
+static inline __m512i mul_sum_i8_pairs_acc_int32x16(const __m512i acc, const __m512i x, const __m512i y) {
+    const __m512i zero = _mm512_setzero_si512();
+    // Get absolute values of x vectors
+    const __m512i ax = _mm512_abs_epi8(x);
+    // Sign the values of the y vectors
+    __mmask64 blt0 = _mm512_movepi8_mask(x);
+    const __m512i sy = _mm512_mask_sub_epi8(y, blt0, zero, y);
+    return mul_sum_us8_pairs_acc_int32x16(acc, ax, sy);
+}
+#endif
+
+// add int16_t pairwise and return as 256 bit int vector, then add the accumulator
+static inline __m256i sum_i16_pairs_acc_int32x8(const __m256i acc, const __m256i x) {
+    const __m256i ones = _mm256_set1_epi16(1);
+    return _mm256_add_epi32(acc, _mm256_madd_epi16(ones, x));
+}
+
+static inline __m256i mul_sum_us8_pairs_acc_int32x8(const __m256i acc, const __m256i ax, const __m256i sy) {
+#if defined(__AVX512VNNI__) && defined(__AVX512VL__)
+    return _mm256_dpbusd_epi32(acc, ax, sy);
+#elif defined(__AVXVNNI__)
+    return _mm256_dpbusd_avx_epi32(acc, ax, sy);
+#else
+    // Perform multiplication and create 16-bit values
+    const __m256i dot = _mm256_maddubs_epi16(ax, sy);
+    return sum_i16_pairs_acc_int32x8(acc, dot);
+#endif
+}
+
+// Integer variant of the function defined in ggml-quants.c
+// multiply int8_t, add results pairwise twice and return as 256 bit int vector, then add the accumulator
+static inline __m256i mul_sum_i8_pairs_acc_int32x8(const __m256i acc, const __m256i x, const __m256i y) {
+#if defined(__AVXVNNIINT8__)
+    return _mm256_dpbssd_epi32(acc, x, y);
+#else
+    // Get absolute values of x vectors
+    const __m256i ax = _mm256_sign_epi8(x, x);
+    // Sign the values of the y vectors
+    const __m256i sy = _mm256_sign_epi8(y, x);
+    return mul_sum_us8_pairs_acc_int32x8(acc, ax, sy);
+#endif
+}
+#endif
+
+static const int8_t kvalues_iq4nl[16] = {-127, -104, -83, -65, -49, -35, -22, -10, 1, 13, 25, 38, 53, 69, 89, 113};
+
+static void ggml_quantize_mat_q8_0_4x4(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(QK8_0 == 32);
+    assert(k % QK8_0 == 0);
+    const int nb = k / QK8_0;
+
+    block_q8_0x4 * GGML_RESTRICT y = (block_q8_0x4 *) vy;
+
+#if defined(__ARM_NEON)
+    float32x4_t srcv[4][8];
+    float id[4];
+
+    for (int i = 0; i < nb; i++) {
+        float32x4_t asrcv[8];
+        float32x4_t amaxv[8];
+
+        for (int row_iter = 0; row_iter < 4; row_iter++) {
+            for (int j = 0; j < 8; j++) srcv[row_iter][j] = vld1q_f32(x + row_iter * k + i * 32 + 4 * j);
+            for (int j = 0; j < 8; j++) asrcv[j] = vabsq_f32(srcv[row_iter][j]);
+
+            for (int j = 0; j < 4; j++) amaxv[2 * j] = vmaxq_f32(asrcv[2 * j], asrcv[2 * j + 1]);
+            for (int j = 0; j < 2; j++) amaxv[4 * j] = vmaxq_f32(amaxv[4 * j], amaxv[4 * j + 2]);
+            for (int j = 0; j < 1; j++) amaxv[8 * j] = vmaxq_f32(amaxv[8 * j], amaxv[8 * j + 4]);
+
+            const float amax = vmaxvq_f32(amaxv[0]);
+
+            const float d = amax / ((1 << 7) - 1);
+            id[row_iter] = d ? 1.0f / d : 0.0f;
+
+            y[i].d[row_iter] = GGML_FP32_TO_FP16(d);
+        }
+
+        for (int j = 0; j < 8; j++) {
+            float32x4_t v = vmulq_n_f32(srcv[0][j], id[0]);
+            int32x4_t vi = vcvtnq_s32_f32(v);
+            y[i].qs[16 * j + 0] = vgetq_lane_s32(vi, 0);
+            y[i].qs[16 * j + 1] = vgetq_lane_s32(vi, 1);
+            y[i].qs[16 * j + 2] = vgetq_lane_s32(vi, 2);
+            y[i].qs[16 * j + 3] = vgetq_lane_s32(vi, 3);
+
+            v = vmulq_n_f32(srcv[1][j], id[1]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[16 * j + 4] = vgetq_lane_s32(vi, 0);
+            y[i].qs[16 * j + 5] = vgetq_lane_s32(vi, 1);
+            y[i].qs[16 * j + 6] = vgetq_lane_s32(vi, 2);
+            y[i].qs[16 * j + 7] = vgetq_lane_s32(vi, 3);
+
+            v = vmulq_n_f32(srcv[2][j], id[2]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[16 * j + 8] = vgetq_lane_s32(vi, 0);
+            y[i].qs[16 * j + 9] = vgetq_lane_s32(vi, 1);
+            y[i].qs[16 * j + 10] = vgetq_lane_s32(vi, 2);
+            y[i].qs[16 * j + 11] = vgetq_lane_s32(vi, 3);
+
+            v = vmulq_n_f32(srcv[3][j], id[3]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[16 * j + 12] = vgetq_lane_s32(vi, 0);
+            y[i].qs[16 * j + 13] = vgetq_lane_s32(vi, 1);
+            y[i].qs[16 * j + 14] = vgetq_lane_s32(vi, 2);
+            y[i].qs[16 * j + 15] = vgetq_lane_s32(vi, 3);
+        }
+    }
+#else
+    // scalar
+    const int blck_size_interleave = 4;
+    float srcv[4][QK8_0];
+    float id[4];
+
+    for (int i = 0; i < nb; i++) {
+        for (int row_iter = 0; row_iter < 4; row_iter++) {
+            float amax = 0.0f; // absolute max
+
+            for (int j = 0; j < QK8_0; j++) {
+                srcv[row_iter][j] = x[row_iter * k + i * QK8_0 + j];
+                amax = MAX(amax, fabsf(srcv[row_iter][j]));
+            }
+
+            const float d = amax / ((1 << 7) - 1);
+            id[row_iter] = d ? 1.0f / d : 0.0f;
+
+            y[i].d[row_iter] = GGML_FP32_TO_FP16(d);
+        }
+
+        for (int j = 0; j < QK8_0 * 4; j++) {
+            int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave;
+            int src_id = (j % (4 * blck_size_interleave)) / blck_size_interleave;
+            src_offset += (j % blck_size_interleave);
+
+            float x0 = srcv[src_id][src_offset] * id[src_id];
+            y[i].qs[j] = roundf(x0);
+        }
+    }
+#endif
+}
+
+static void ggml_quantize_mat_q8_0_4x8(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(QK8_0 == 32);
+    assert(k % QK8_0 == 0);
+    const int nb = k / QK8_0;
+
+    block_q8_0x4 * GGML_RESTRICT y = (block_q8_0x4 *) vy;
+
+#if defined(__ARM_NEON)
+    float32x4_t srcv[4][8];
+    float id[4];
+
+    for (int i = 0; i < nb; i++) {
+        float32x4_t asrcv[8];
+        float32x4_t amaxv[8];
+
+        for (int row_iter = 0; row_iter < 4; row_iter++) {
+            for (int j = 0; j < 8; j++) srcv[row_iter][j] = vld1q_f32(x + row_iter * k + i * 32 + 4 * j);
+            for (int j = 0; j < 8; j++) asrcv[j] = vabsq_f32(srcv[row_iter][j]);
+
+            for (int j = 0; j < 4; j++) amaxv[2 * j] = vmaxq_f32(asrcv[2 * j], asrcv[2 * j + 1]);
+            for (int j = 0; j < 2; j++) amaxv[4 * j] = vmaxq_f32(amaxv[4 * j], amaxv[4 * j + 2]);
+            for (int j = 0; j < 1; j++) amaxv[8 * j] = vmaxq_f32(amaxv[8 * j], amaxv[8 * j + 4]);
+
+            const float amax = vmaxvq_f32(amaxv[0]);
+
+            const float d = amax / ((1 << 7) - 1);
+            id[row_iter] = d ? 1.0f / d : 0.0f;
+
+            y[i].d[row_iter] = GGML_FP32_TO_FP16(d);
+        }
+
+        for (int j = 0; j < 4; j++) {
+            float32x4_t v = vmulq_n_f32(srcv[0][2 * j], id[0]);
+            int32x4_t vi = vcvtnq_s32_f32(v);
+            y[i].qs[32 * j + 0] = vgetq_lane_s32(vi, 0);
+            y[i].qs[32 * j + 1] = vgetq_lane_s32(vi, 1);
+            y[i].qs[32 * j + 2] = vgetq_lane_s32(vi, 2);
+            y[i].qs[32 * j + 3] = vgetq_lane_s32(vi, 3);
+            v = vmulq_n_f32(srcv[0][2 * j + 1], id[0]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[32 * j + 4] = vgetq_lane_s32(vi, 0);
+            y[i].qs[32 * j + 5] = vgetq_lane_s32(vi, 1);
+            y[i].qs[32 * j + 6] = vgetq_lane_s32(vi, 2);
+            y[i].qs[32 * j + 7] = vgetq_lane_s32(vi, 3);
+
+            v = vmulq_n_f32(srcv[1][2 * j], id[1]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[32 * j + 8] = vgetq_lane_s32(vi, 0);
+            y[i].qs[32 * j + 9] = vgetq_lane_s32(vi, 1);
+            y[i].qs[32 * j + 10] = vgetq_lane_s32(vi, 2);
+            y[i].qs[32 * j + 11] = vgetq_lane_s32(vi, 3);
+            v = vmulq_n_f32(srcv[1][2 * j + 1], id[1]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[32 * j + 12] = vgetq_lane_s32(vi, 0);
+            y[i].qs[32 * j + 13] = vgetq_lane_s32(vi, 1);
+            y[i].qs[32 * j + 14] = vgetq_lane_s32(vi, 2);
+            y[i].qs[32 * j + 15] = vgetq_lane_s32(vi, 3);
+
+            v = vmulq_n_f32(srcv[2][2 * j], id[2]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[32 * j + 16] = vgetq_lane_s32(vi, 0);
+            y[i].qs[32 * j + 17] = vgetq_lane_s32(vi, 1);
+            y[i].qs[32 * j + 18] = vgetq_lane_s32(vi, 2);
+            y[i].qs[32 * j + 19] = vgetq_lane_s32(vi, 3);
+            v = vmulq_n_f32(srcv[2][2 * j + 1], id[2]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[32 * j + 20] = vgetq_lane_s32(vi, 0);
+            y[i].qs[32 * j + 21] = vgetq_lane_s32(vi, 1);
+            y[i].qs[32 * j + 22] = vgetq_lane_s32(vi, 2);
+            y[i].qs[32 * j + 23] = vgetq_lane_s32(vi, 3);
+
+            v = vmulq_n_f32(srcv[3][2 * j], id[3]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[32 * j + 24] = vgetq_lane_s32(vi, 0);
+            y[i].qs[32 * j + 25] = vgetq_lane_s32(vi, 1);
+            y[i].qs[32 * j + 26] = vgetq_lane_s32(vi, 2);
+            y[i].qs[32 * j + 27] = vgetq_lane_s32(vi, 3);
+            v = vmulq_n_f32(srcv[3][2 * j + 1], id[3]);
+            vi = vcvtnq_s32_f32(v);
+            y[i].qs[32 * j + 28] = vgetq_lane_s32(vi, 0);
+            y[i].qs[32 * j + 29] = vgetq_lane_s32(vi, 1);
+            y[i].qs[32 * j + 30] = vgetq_lane_s32(vi, 2);
+            y[i].qs[32 * j + 31] = vgetq_lane_s32(vi, 3);
+        }
+    }
+#elif defined(__AVX2__) || defined(__AVX__)
+    float id[4];
+    __m256 srcv[4][4];
+    __m256 idvec[4];
+
+    for (int i = 0; i < nb; i++) {
+        for (int row_iter = 0; row_iter < 4; row_iter++) {
+            // Load elements into 4 AVX vectors
+            __m256 v0 = _mm256_loadu_ps( x + row_iter * k + i * 32 );
+            __m256 v1 = _mm256_loadu_ps( x + row_iter * k + i * 32 + 8 );
+            __m256 v2 = _mm256_loadu_ps( x + row_iter * k + i * 32 + 16 );
+            __m256 v3 = _mm256_loadu_ps( x + row_iter * k + i * 32 + 24 );
+
+            // Compute max(abs(e)) for the block
+            const __m256 signBit = _mm256_set1_ps( -0.0f );
+            __m256 maxAbs = _mm256_andnot_ps( signBit, v0 );
+            maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v1 ) );
+            maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v2 ) );
+            maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v3 ) );
+
+            __m128 max4 = _mm_max_ps( _mm256_extractf128_ps( maxAbs, 1 ), _mm256_castps256_ps128( maxAbs ) );
+            max4 = _mm_max_ps( max4, _mm_movehl_ps( max4, max4 ) );
+            max4 = _mm_max_ss( max4, _mm_movehdup_ps( max4 ) );
+            const float maxScalar = _mm_cvtss_f32( max4 );
+
+            // Divided by 127.f to mirror results in quantize_row_q8_0
+            const float d = maxScalar  / 127.f;
+            id[row_iter] = ( maxScalar != 0.0f ) ? 127.f / maxScalar : 0.0f; //d ? 1.0f / d : 0.0f;
+
+            // Store the scale for the individual block
+            y[i].d[row_iter] = GGML_FP32_TO_FP16(d);
+
+            // Store the values in blocks of eight values - Aim is to use these later for block interleaving
+            srcv[row_iter][0] = v0;
+            srcv[row_iter][1] = v1;
+            srcv[row_iter][2] = v2;
+            srcv[row_iter][3] = v3;
+            idvec[row_iter] = _mm256_set1_ps(id[row_iter]);
+        }
+
+        // The loop iterates four times - The aim is to get 4 corresponding chunks of eight bytes from the original weight blocks that are interleaved
+        for (int j = 0; j < 4; j++) {
+            // Apply the multiplier
+            __m256 v0 = _mm256_mul_ps(srcv[0][j], idvec[0]);
+            __m256 v1 = _mm256_mul_ps(srcv[1][j], idvec[1]);
+            __m256 v2 = _mm256_mul_ps(srcv[2][j], idvec[2]);
+            __m256 v3 = _mm256_mul_ps(srcv[3][j], idvec[3]);
+
+            // Round to nearest integer
+            v0 = _mm256_round_ps( v0, _MM_ROUND_NEAREST );
+            v1 = _mm256_round_ps( v1, _MM_ROUND_NEAREST );
+            v2 = _mm256_round_ps( v2, _MM_ROUND_NEAREST );
+            v3 = _mm256_round_ps( v3, _MM_ROUND_NEAREST );
+
+            // Convert floats to integers
+            __m256i i0 = _mm256_cvtps_epi32( v0 );
+            __m256i i1 = _mm256_cvtps_epi32( v1 );
+            __m256i i2 = _mm256_cvtps_epi32( v2 );
+            __m256i i3 = _mm256_cvtps_epi32( v3 );
+
+#if defined(__AVX2__)
+            // Convert int32 to int16
+            i0 = _mm256_packs_epi32( i0, i1 );
+            i2 = _mm256_packs_epi32( i2, i3 );
+            // Convert int16 to int8
+            i0 = _mm256_packs_epi16( i0, i2 );
+
+            //  Permute and store the quantized weights in the required order after the pack instruction
+            const __m256i perm = _mm256_setr_epi32( 0, 4, 1, 5, 2, 6, 3, 7 );
+            i0 = _mm256_permutevar8x32_epi32( i0, perm );
+
+            _mm256_storeu_si256((__m256i *)(y[i].qs + 32 * j), i0);
+#else
+            // Since we don't have in AVX some necessary functions,
+            // we split the registers in half and call AVX2 analogs from SSE
+            __m128i ni0 = _mm256_castsi256_si128( i0 );
+            __m128i ni1 = _mm256_extractf128_si256( i0, 1);
+            __m128i ni2 = _mm256_castsi256_si128( i1 );
+            __m128i ni3 = _mm256_extractf128_si256( i1, 1);
+            __m128i ni4 = _mm256_castsi256_si128( i2 );
+            __m128i ni5 = _mm256_extractf128_si256( i2, 1);
+            __m128i ni6 = _mm256_castsi256_si128( i3 );
+            __m128i ni7 = _mm256_extractf128_si256( i3, 1);
+
+            // Convert int32 to int16
+            ni0 = _mm_packs_epi32( ni0, ni1 );
+            ni2 = _mm_packs_epi32( ni2, ni3 );
+            ni4 = _mm_packs_epi32( ni4, ni5 );
+            ni6 = _mm_packs_epi32( ni6, ni7 );
+            // Convert int16 to int8
+            ni0 = _mm_packs_epi16( ni0, ni2 );
+            ni4 = _mm_packs_epi16( ni4, ni6 );
+            _mm_storeu_si128((__m128i *)(y[i].qs + 32 * j), ni0);
+            _mm_storeu_si128((__m128i *)(y[i].qs + 32 * j + 16), ni4);
+#endif
+        }
+    }
+#else
+    // scalar
+    const int blck_size_interleave = 8;
+    float srcv[4][QK8_0];
+    float id[4];
+
+    for (int i = 0; i < nb; i++) {
+        for (int row_iter = 0; row_iter < 4; row_iter++) {
+            float amax = 0.0f; // absolute max
+
+            for (int j = 0; j < QK8_0; j++) {
+                srcv[row_iter][j] = x[row_iter * k + i * QK8_0 + j];
+                amax = MAX(amax, fabsf(srcv[row_iter][j]));
+            }
+
+            const float d = amax / ((1 << 7) - 1);
+            id[row_iter] = d ? 1.0f / d : 0.0f;
+
+            y[i].d[row_iter] = GGML_FP32_TO_FP16(d);
+        }
+
+        for (int j = 0; j < QK8_0 * 4; j++) {
+            int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave;
+            int src_id = (j % (4 * blck_size_interleave)) / blck_size_interleave;
+            src_offset += (j % blck_size_interleave);
+
+            float x0 = srcv[src_id][src_offset] * id[src_id];
+            y[i].qs[j] = roundf(x0);
+        }
+    }
+#endif
+}
+
+static void ggml_quantize_mat_q8_K_4x8(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(QK_K == 256);
+    assert(k % QK_K == 0);
+    const int nb = k / QK_K;
+
+    block_q8_Kx4 * GGML_RESTRICT y = (block_q8_Kx4 *) vy;
+
+#if defined(__AVX2__)
+    float iscale[4];
+    __m256 srcv[4][32];
+    __m256 iscale_vec[4];
+
+    for (int i = 0; i < nb; i++) {
+        for (int row_iter = 0; row_iter < 4; row_iter++) {
+            // Load elements into 4 AVX vectors
+            __m256 v0 = _mm256_loadu_ps( x + row_iter * k + i * 256 );
+            __m256 v1 = _mm256_loadu_ps( x + row_iter * k + i * 256 + 8 );
+            __m256 v2 = _mm256_loadu_ps( x + row_iter * k + i * 256 + 16 );
+            __m256 v3 = _mm256_loadu_ps( x + row_iter * k + i * 256 + 24 );
+
+            // Compute max(abs(e)) for the block
+            const __m256 signBit = _mm256_set1_ps( -0.0f );
+            __m256 abs0 = _mm256_andnot_ps( signBit, v0 );
+            __m256 abs1 = _mm256_andnot_ps( signBit, v1 );
+            __m256 abs2 = _mm256_andnot_ps( signBit, v2 );
+            __m256 abs3 = _mm256_andnot_ps( signBit, v3 );
+
+            __m256 maxAbs = _mm256_max_ps( abs0, abs1 );
+            maxAbs = _mm256_max_ps( maxAbs, abs2 );
+            maxAbs = _mm256_max_ps( maxAbs, abs3 );
+
+            __m256 mask0 = _mm256_cmp_ps( maxAbs, v0, _CMP_EQ_OQ );
+            __m256 mask1 = _mm256_cmp_ps( maxAbs, v1, _CMP_EQ_OQ );
+            __m256 mask2 = _mm256_cmp_ps( maxAbs, v2, _CMP_EQ_OQ );
+            __m256 mask3 = _mm256_cmp_ps( maxAbs, v3, _CMP_EQ_OQ );
+
+            __m256 maskAbs = _mm256_or_ps(_mm256_or_ps(mask0, mask1),_mm256_or_ps(mask2, mask3));
+
+            srcv[row_iter][0] = v0;
+            srcv[row_iter][1] = v1;
+            srcv[row_iter][2] = v2;
+            srcv[row_iter][3] = v3;
+
+            for (int sb = 1; sb < 8; sb++) {
+                // Temporarily stores absolute quant values
+                __m256 tempAbs = maxAbs;
+
+                // Load elements into 4 AVX vectors
+                __m256 v0 = _mm256_loadu_ps( x + row_iter * k + i * 256 + sb * 32);
+                __m256 v1 = _mm256_loadu_ps( x + row_iter * k + i * 256 + sb * 32 + 8 );
+                __m256 v2 = _mm256_loadu_ps( x + row_iter * k + i * 256 + sb * 32 + 16 );
+                __m256 v3 = _mm256_loadu_ps( x + row_iter * k + i * 256 + sb * 32 + 24 );
+
+                // Compute max(abs(e)) for the block
+                __m256 abs0 = _mm256_andnot_ps( signBit, v0 );
+                __m256 abs1 = _mm256_andnot_ps( signBit, v1 );
+                __m256 abs2 = _mm256_andnot_ps( signBit, v2 );
+                __m256 abs3 = _mm256_andnot_ps( signBit, v3 );
+
+                maxAbs = _mm256_max_ps( maxAbs, abs0 );
+                maxAbs = _mm256_max_ps( maxAbs, abs1 );
+                maxAbs = _mm256_max_ps( maxAbs, abs2 );
+                maxAbs = _mm256_max_ps( maxAbs, abs3 );
+
+                __m256 mask_prev = _mm256_cmp_ps( tempAbs, maxAbs, _CMP_EQ_OQ );
+                maskAbs = _mm256_and_ps( maskAbs, mask_prev );
+
+                mask0 = _mm256_cmp_ps( maxAbs, v0, _CMP_EQ_OQ );
+                mask1 = _mm256_cmp_ps( maxAbs, v1, _CMP_EQ_OQ );
+                mask2 = _mm256_cmp_ps( maxAbs, v2, _CMP_EQ_OQ );
+                mask3 = _mm256_cmp_ps( maxAbs, v3, _CMP_EQ_OQ );
+
+                __m256 mask_curr = _mm256_or_ps(_mm256_or_ps(mask0, mask1),_mm256_or_ps(mask2, mask3));
+                maskAbs =  _mm256_or_ps(maskAbs, mask_curr);
+
+                srcv[row_iter][sb * 4] = v0;
+                srcv[row_iter][sb * 4 + 1] = v1;
+                srcv[row_iter][sb * 4 + 2] = v2;
+                srcv[row_iter][sb * 4 + 3] = v3;
+            }
+
+            __m128 max4 = _mm_max_ps( _mm256_extractf128_ps( maxAbs, 1 ), _mm256_castps256_ps128( maxAbs ) );
+            max4 = _mm_max_ps( max4, _mm_movehl_ps( max4, max4 ) );
+            max4 = _mm_max_ss( max4, _mm_movehdup_ps( max4 ) );
+            const float maxScalar = _mm_cvtss_f32( max4 );
+
+            __m256 maxScalarVec = _mm256_set1_ps(maxScalar);
+
+            __m256 mask_next = _mm256_cmp_ps( maxScalarVec, maxAbs, _CMP_EQ_OQ );
+            __m256 finalMask = _mm256_and_ps(maskAbs, mask_next);
+
+            const int mask = _mm256_movemask_ps(finalMask);
+            iscale[row_iter] = ( maxScalar != 0.0f ) ? 127.f / maxScalar : 0.0f;
+
+            if(mask) {
+                iscale[row_iter] = ( maxScalar != 0.0f ) ? -127.f / maxScalar: 0.0f;
+            }
+
+            y[i].d[row_iter] = maxScalar ? 1/iscale[row_iter] : 0;
+            iscale_vec[row_iter] = _mm256_set1_ps(iscale[row_iter]);
+        }
+
+        __m256i quants_interleaved[32];
+        for (int j = 0; j < 32; j++) {
+            // Apply the multiplier
+            __m256 v0 = _mm256_mul_ps(srcv[0][j], iscale_vec[0]);
+            __m256 v1 = _mm256_mul_ps(srcv[1][j], iscale_vec[1]);
+            __m256 v2 = _mm256_mul_ps(srcv[2][j], iscale_vec[2]);
+            __m256 v3 = _mm256_mul_ps(srcv[3][j], iscale_vec[3]);
+
+            // Round to nearest integer
+            v0 = _mm256_round_ps( v0, _MM_ROUND_NEAREST );
+            v1 = _mm256_round_ps( v1, _MM_ROUND_NEAREST );
+            v2 = _mm256_round_ps( v2, _MM_ROUND_NEAREST );
+            v3 = _mm256_round_ps( v3, _MM_ROUND_NEAREST );
+
+            // Convert floats to integers
+            __m256i i0 = _mm256_cvtps_epi32( v0 );
+            __m256i i1 = _mm256_cvtps_epi32( v1 );
+            __m256i i2 = _mm256_cvtps_epi32( v2 );
+            __m256i i3 = _mm256_cvtps_epi32( v3 );
+
+            // Convert int32 to int16
+            i0 = _mm256_packs_epi32( i0, i1 );
+            i2 = _mm256_packs_epi32( i2, i3 );
+            // Convert int16 to int8
+            i0 = _mm256_packs_epi16( i0, i2 );
+
+            //  Permute and store the quantized weights in the required order after the pack instruction
+            const __m256i perm = _mm256_setr_epi32( 0, 4, 1, 5, 2, 6, 3, 7 );
+            i0 = _mm256_permutevar8x32_epi32( i0, perm );
+
+            _mm256_storeu_si256((__m256i *)(y[i].qs + 32 * j), i0);
+            quants_interleaved[j] = i0;
+        }
+
+        // Masks to shuffle the quants of corresonding sub blocks for rearraning quants for vectorized bsums computation
+        __m256i shuffle_mask_sb2 = _mm256_castsi128_si256(_mm_setr_epi8(0, 1, 0, 1, 4, 5, 6, 7, 8, 9, 8, 9, 12, 13, 14, 15));
+        shuffle_mask_sb2 = _mm256_permute2f128_si256(shuffle_mask_sb2, shuffle_mask_sb2, 0);
+        __m256i shuffle_mask_sb3 = _mm256_castsi128_si256(_mm_setr_epi8(0, 1, 2, 3, 0, 1, 6, 7, 8, 9, 10, 11, 8, 9, 14, 15));
+        shuffle_mask_sb3 = _mm256_permute2f128_si256(shuffle_mask_sb3, shuffle_mask_sb3, 0);
+        __m256i shuffle_mask_sb4 = _mm256_castsi128_si256(_mm_setr_epi8(0, 1, 2, 3, 4, 5, 0, 1, 8, 9, 10, 11, 12, 13, 8, 9));
+        shuffle_mask_sb4 = _mm256_permute2f128_si256(shuffle_mask_sb4, shuffle_mask_sb4, 0);
+
+        for (int k = 0; k < 4; k++) {
+            // Quants from four different sub blocks are taken
+            __m256i q0 = quants_interleaved[k * 8 + 0];
+            __m256i q1 = quants_interleaved[k * 8 + 1];
+            __m256i q2 = quants_interleaved[k * 8 + 2];
+            __m256i q3 = quants_interleaved[k * 8 + 3];
+            __m256i q4 = quants_interleaved[k * 8 + 4];
+            __m256i q5 = quants_interleaved[k * 8 + 5];
+            __m256i q6 = quants_interleaved[k * 8 + 6];
+            __m256i q7 = quants_interleaved[k * 8 + 7];
+
+
+            // The below code block has the first half of different sub blocks shuffled and blended so as to process 2 values from each sub block at a time
+            __m256i sb2_h1_shuffled = _mm256_shuffle_epi8(q2, shuffle_mask_sb2);
+            __m256i sb_h1_interleaved = _mm256_blend_epi16(q0, sb2_h1_shuffled, 34);
+            __m256i sb3_h1_shuffled = _mm256_shuffle_epi8(q4, shuffle_mask_sb3);
+            sb_h1_interleaved = _mm256_blend_epi16(sb_h1_interleaved, sb3_h1_shuffled, 68);
+            __m256i sb4_h1_shuffled = _mm256_shuffle_epi8(q6, shuffle_mask_sb4);
+            sb_h1_interleaved = _mm256_blend_epi16(sb_h1_interleaved, sb4_h1_shuffled, 136);
+
+            __m256i one = _mm256_set1_epi8(1);
+            __m256i bsums_r1 = _mm256_maddubs_epi16(one, sb_h1_interleaved);
+
+            for (int l = 0; l < 3; l++) {
+                // Quants value shifted to process next two values from each sub block
+                q0 = _mm256_srli_epi64(q0, 16);
+                q2 = _mm256_srli_epi64(q2, 16);
+                q4 = _mm256_srli_epi64(q4, 16);
+                q6 = _mm256_srli_epi64(q6, 16);
+
+                sb2_h1_shuffled = _mm256_shuffle_epi8(q2, shuffle_mask_sb2);
+                sb_h1_interleaved = _mm256_blend_epi16(q0, sb2_h1_shuffled, 34);
+                sb3_h1_shuffled = _mm256_shuffle_epi8(q4, shuffle_mask_sb3);
+                sb_h1_interleaved = _mm256_blend_epi16(sb_h1_interleaved, sb3_h1_shuffled, 68);
+                sb4_h1_shuffled = _mm256_shuffle_epi8(q6, shuffle_mask_sb4);
+                sb_h1_interleaved = _mm256_blend_epi16(sb_h1_interleaved, sb4_h1_shuffled, 136);
+
+                bsums_r1 = _mm256_add_epi16(bsums_r1, _mm256_maddubs_epi16(one, sb_h1_interleaved));
+            }
+
+            // The below code block has the second half of different sub blocks shuffled and blended so as to process 2 values from each sub block at a time
+            __m256i sb2_h2_shuffled = _mm256_shuffle_epi8(q3, shuffle_mask_sb2);
+            __m256i sb_h2_interleaved = _mm256_blend_epi16(q1, sb2_h2_shuffled, 34);
+            __m256i sb3_h2_shuffled = _mm256_shuffle_epi8(q5, shuffle_mask_sb3);
+            sb_h2_interleaved = _mm256_blend_epi16(sb_h2_interleaved, sb3_h2_shuffled, 68);
+            __m256i sb4_h2_shuffled = _mm256_shuffle_epi8(q7, shuffle_mask_sb4);
+            sb_h2_interleaved = _mm256_blend_epi16(sb_h2_interleaved, sb4_h2_shuffled, 136);
+
+            __m256i bsums_r2 = _mm256_maddubs_epi16(one, sb_h2_interleaved);
+
+            for (int l = 0; l < 3; l++) {
+                // Quants value shifted to process next two values from each sub block
+                q1 = _mm256_srli_epi64(q1, 16);
+                q3 = _mm256_srli_epi64(q3, 16);
+                q5 = _mm256_srli_epi64(q5, 16);
+                q7 = _mm256_srli_epi64(q7, 16);
+
+                sb2_h2_shuffled = _mm256_shuffle_epi8(q3, shuffle_mask_sb2);
+                sb_h2_interleaved = _mm256_blend_epi16(q1, sb2_h2_shuffled, 34);
+                sb3_h2_shuffled = _mm256_shuffle_epi8(q5, shuffle_mask_sb3);
+                sb_h2_interleaved = _mm256_blend_epi16(sb_h2_interleaved, sb3_h2_shuffled, 68);
+                sb4_h2_shuffled = _mm256_shuffle_epi8(q7, shuffle_mask_sb4);
+                sb_h2_interleaved = _mm256_blend_epi16(sb_h2_interleaved, sb4_h2_shuffled, 136);
+
+                bsums_r2 = _mm256_add_epi16(bsums_r2, _mm256_maddubs_epi16(one, sb_h2_interleaved));
+            }
+
+            // Overall bsums in interleaved fashion computed by adding results of both halves
+            __m256i bsums_r = _mm256_add_epi16(bsums_r1, bsums_r2);
+            _mm256_storeu_si256((__m256i *)(y[i].bsums + 16 * k), bsums_r);
+        }
+    }
+
+#else
+
+    // scalar
+    const int blck_size_interleave = 8;
+    float srcv[4][QK_K];
+    float iscale[4];
+
+    for (int i = 0; i < nb; i++) {
+        for (int row_iter = 0; row_iter < 4; row_iter++) {
+            float amax = 0.0f; // absolute max
+            float max = 0;
+
+            for (int j = 0; j < QK_K; j++) {
+                srcv[row_iter][j] = x[row_iter * k + i * QK_K + j];
+                // Update the maximum value of the corresponding super block
+                if(amax < fabsf(srcv[row_iter][j])) {
+                    amax = fabsf(srcv[row_iter][j]);
+                    max = srcv[row_iter][j];
+                }
+            }
+
+            iscale[row_iter] = amax ? -127.f/max : 0;
+
+            y[i].d[row_iter] = amax ? 1/iscale[row_iter] : 0;
+        }
+
+        for (int j = 0; j < QK_K / 4; j++) {
+            y[i].bsums[j] = 0;
+        }
+
+        // Quants values are interleaved in sequence of eight bytes from corresponding super blocks
+        // Bsums values are interleaved in sequence of four bsums from each super block taken for interleaving
+        // i.e first four bsums from the first super block, followed by first four bsums from second super block and so on
+        for (int j = 0; j < QK_K * 4; j++) {
+            int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave;
+            int src_id     = (j % (4 * blck_size_interleave)) / blck_size_interleave;
+            src_offset += (j % blck_size_interleave);
+            int index = (((j & 31) >> 3) << 2) + ((j >> 8) << 4) + ((j >> 6) & 3);
+
+            float x0 = srcv[src_id][src_offset] * iscale[src_id];
+            y[i].qs[j] = nearest_int(x0);
+            y[i].bsums[index] += y[i].qs[j];
+        }
+    }
+#endif
+}
+
+template <int64_t INTER_SIZE, ggml_type PARAM_TYPE>
+void ggml_quantize_mat_t(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t nrow, int64_t n_per_row);
+
+template <> void ggml_quantize_mat_t<4, GGML_TYPE_Q8_0>(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t nrow, int64_t n_per_row) {
+    assert(nrow == 4);
+    UNUSED(nrow);
+    ggml_quantize_mat_q8_0_4x4(x, vy, n_per_row);
+}
+
+template <> void ggml_quantize_mat_t<8, GGML_TYPE_Q8_0>(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t nrow, int64_t n_per_row) {
+    assert(nrow == 4);
+    UNUSED(nrow);
+    ggml_quantize_mat_q8_0_4x8(x, vy, n_per_row);
+}
+
+template <> void ggml_quantize_mat_t<8, GGML_TYPE_Q8_K>(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t nrow, int64_t n_per_row) {
+    assert(nrow == 4);
+    UNUSED(nrow);
+    ggml_quantize_mat_q8_K_4x8(x, vy, n_per_row);
+}
+
+static void ggml_gemv_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+    const int ncols_interleaved = 4;
+    const int blocklen = 4;
+
+    assert (n % qk == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_DOTPROD)
+    if (ggml_cpu_has_neon() && ggml_cpu_has_dotprod()) {
+        const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx;
+
+        for (int c = 0; c < nc; c += ncols_interleaved) {
+            const block_q8_0 * a_ptr = (const block_q8_0 *) vy;
+            float32x4_t acc = vdupq_n_f32(0);
+            for (int b = 0; b < nb; b++) {
+                int8x16_t b0 = vld1q_s8((const int8_t *) b_ptr->qs);
+                int8x16_t b1 = vld1q_s8((const int8_t *) b_ptr->qs + 16);
+                int8x16_t b2 = vld1q_s8((const int8_t *) b_ptr->qs + 32);
+                int8x16_t b3 = vld1q_s8((const int8_t *) b_ptr->qs + 48);
+                float16x4_t bd = vld1_f16((const __fp16 *) b_ptr->d);
+
+                int8x16_t a0 = vld1q_s8(a_ptr->qs);
+                int8x16_t a1 = vld1q_s8(a_ptr->qs + qk/2);
+                float16x4_t ad = vld1_dup_f16((const __fp16 *) &a_ptr->d);
+
+                int32x4_t ret = vdupq_n_s32(0);
+
+                ret = vdotq_laneq_s32(ret, b0 << 4, a0, 0);
+                ret = vdotq_laneq_s32(ret, b1 << 4, a0, 1);
+                ret = vdotq_laneq_s32(ret, b2 << 4, a0, 2);
+                ret = vdotq_laneq_s32(ret, b3 << 4, a0, 3);
+
+                ret = vdotq_laneq_s32(ret, b0 & 0xf0U, a1, 0);
+                ret = vdotq_laneq_s32(ret, b1 & 0xf0U, a1, 1);
+                ret = vdotq_laneq_s32(ret, b2 & 0xf0U, a1, 2);
+                ret = vdotq_laneq_s32(ret, b3 & 0xf0U, a1, 3);
+
+                acc = vfmaq_f32(acc, vcvtq_n_f32_s32(ret, 4),
+                                vmulq_f32(vcvt_f32_f16(ad), vcvt_f32_f16(bd)));
+                a_ptr++;
+                b_ptr++;
+            }
+            vst1q_f32(s, acc);
+            s += ncols_interleaved;
+        }
+        return;
+    }
+#endif // #if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_DOTPROD)
+    float sumf[4];
+    int sumi;
+
+    const block_q8_0 * a_ptr = (const block_q8_0 *) vy;
+    for (int x = 0; x < nc / ncols_interleaved; x++) {
+        const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx + (x * nb);
+
+        for (int j = 0; j < ncols_interleaved; j++) sumf[j] = 0.0;
+        for (int l = 0; l < nb; l++) {
+            for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                for (int j = 0; j < ncols_interleaved; j++) {
+                    sumi = 0;
+                    for (int i = 0; i < blocklen; ++i) {
+                        const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4);
+                        const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0);
+                        sumi += ((v0 * a_ptr[l].qs[k * blocklen + i]) + (v1 * a_ptr[l].qs[k * blocklen + i + qk / 2])) >> 4;
+                    }
+                    sumf[j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d);
+                }
+            }
+        }
+        for (int j = 0; j < ncols_interleaved; j++) s[x * ncols_interleaved + j] = sumf[j];
+    }
+}
+
+static void ggml_gemv_q4_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+    const int ncols_interleaved = 4;
+    const int blocklen = 8;
+
+    assert (n % qk == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_DOTPROD)
+    if (ggml_cpu_has_neon() && ggml_cpu_has_dotprod()) {
+        const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx;
+
+        for (int c = 0; c < nc; c += ncols_interleaved) {
+            const block_q8_0 * a_ptr = (const block_q8_0 *) vy;
+            float32x4_t acc = vdupq_n_f32(0);
+            for (int b = 0; b < nb; b++) {
+                int8x16_t b0 = vld1q_s8((const int8_t *) b_ptr->qs);
+                int8x16_t b1 = vld1q_s8((const int8_t *) b_ptr->qs + 16);
+                int8x16_t b2 = vld1q_s8((const int8_t *) b_ptr->qs + 32);
+                int8x16_t b3 = vld1q_s8((const int8_t *) b_ptr->qs + 48);
+                float16x4_t bd = vld1_f16((const __fp16 *) b_ptr->d);
+
+                int8x16_t a0 = (int8x16_t) vld1q_dup_s64((const int64_t *) a_ptr->qs);
+                int8x16_t a1 = (int8x16_t) vld1q_dup_s64((const int64_t *) a_ptr->qs + 1);
+                int8x16_t a2 = (int8x16_t) vld1q_dup_s64((const int64_t *) a_ptr->qs + 2);
+                int8x16_t a3 = (int8x16_t) vld1q_dup_s64((const int64_t *) a_ptr->qs + 3);
+                float16x4_t ad = vld1_dup_f16((const __fp16 *) &a_ptr->d);
+
+                int32x4_t ret0 = vdupq_n_s32(0);
+                int32x4_t ret1 = vdupq_n_s32(0);
+
+                ret0 = vdotq_s32(ret0, b0 << 4, a0);
+                ret1 = vdotq_s32(ret1, b1 << 4, a0);
+                ret0 = vdotq_s32(ret0, b2 << 4, a1);
+                ret1 = vdotq_s32(ret1, b3 << 4, a1);
+
+                ret0 = vdotq_s32(ret0, b0 & 0xf0U, a2);
+                ret1 = vdotq_s32(ret1, b1 & 0xf0U, a2);
+                ret0 = vdotq_s32(ret0, b2 & 0xf0U, a3);
+                ret1 = vdotq_s32(ret1, b3 & 0xf0U, a3);
+
+                int32x4_t ret = vpaddq_s32(ret0, ret1);
+
+                acc = vfmaq_f32(acc, vcvtq_n_f32_s32(ret, 4),
+                        vmulq_f32(vcvt_f32_f16(ad), vcvt_f32_f16(bd)));
+                a_ptr++;
+                b_ptr++;
+            }
+            vst1q_f32(s, acc);
+            s += ncols_interleaved;
+        }
+        return;
+    }
+#endif // #if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_DOTPROD)
+    float sumf[4];
+    int sumi;
+
+    const block_q8_0 * a_ptr = (const block_q8_0 *) vy;
+    for (int x = 0; x < nc / ncols_interleaved; x++) {
+        const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx + (x * nb);
+
+        for (int j = 0; j < ncols_interleaved; j++) sumf[j] = 0.0;
+        for (int l = 0; l < nb; l++) {
+            for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                for (int j = 0; j < ncols_interleaved; j++) {
+                    sumi = 0;
+                    for (int i = 0; i < blocklen; ++i) {
+                        const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4);
+                        const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0);
+                        sumi += ((v0 * a_ptr[l].qs[k * blocklen + i]) + (v1 * a_ptr[l].qs[k * blocklen + i + qk / 2])) >> 4;
+                    }
+                    sumf[j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d);
+                }
+            }
+        }
+        for (int j = 0; j < ncols_interleaved; j++) s[x * ncols_interleaved + j] = sumf[j];
+    }
+}
+
+static void ggml_gemv_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+    const int ncols_interleaved = 8;
+    const int blocklen = 8;
+
+    assert (n % qk == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__)
+#if defined(__ARM_FEATURE_SVE)
+    if (ggml_cpu_has_sve() && ggml_cpu_get_sve_cnt() == QK8_0) {
+        const void * b_ptr = vx;
+        const void * a_ptr = vy;
+        float * res_ptr = s;
+
+        __asm__ __volatile__(
+            "ptrue p0.b\n"
+            "add %x[b_ptr], %x[b_ptr], #0x10\n"
+            "1:"  // Column loop
+            "add x22, %x[a_ptr], #0x2\n"
+            "mov z31.b, #0x0\n"
+            "mov x21, %x[nb]\n"
+            "2:"  // Block loop
+            "ld1b { z30.b }, p0/Z, [%x[b_ptr]]\n"
+            "ld1b { z29.b }, p0/Z, [%x[b_ptr], #1, MUL VL]\n"
+            "mov z28.s, #0x0\n"
+            "mov z27.s, #0x0\n"
+            "ld1rd { z26.d }, p0/Z, [x22]\n"
+            "ld1b { z25.b }, p0/Z, [%x[b_ptr], #2, MUL VL]\n"
+            "sub x20, x22, #0x2\n"
+            "sub x21, x21, #0x1\n"
+            "ld1b { z24.b }, p0/Z, [%x[b_ptr], #3, MUL VL]\n"
+            "ld1rd { z23.d }, p0/Z, [x22, #8]\n"
+            "lsl z22.b, z30.b, #0x4\n"
+            "lsl z16.b, z29.b, #0x4\n"
+            "and z30.b, z30.b, #0xf0\n"
+            "and z29.b, z29.b, #0xf0\n"
+            "ld1rd { z21.d }, p0/Z, [x22, #16]\n"
+            "ld1rd { z20.d }, p0/Z, [x22, #24]\n"
+            "lsl z19.b, z25.b, #0x4\n"
+            "and z25.b, z25.b, #0xf0\n"
+            "ld1rh { z17.h }, p0/Z, [x20]\n"
+            "ld1h { z18.s }, p0/Z, [%x[b_ptr], #-1, MUL VL]\n"
+            "sdot z28.s, z22.b, z26.b\n"
+            "sdot z27.s, z16.b, z26.b\n"
+            "lsl z16.b, z24.b, #0x4\n"
+            "add x22, x22, #0x22\n"
+            "and z24.b, z24.b, #0xf0\n"
+            "add %x[b_ptr], %x[b_ptr], #0x90\n"
+            "fcvt z17.s, p0/m, z17.h\n"
+            "fcvt z18.s, p0/m, z18.h\n"
+            "sdot z28.s, z19.b, z23.b\n"
+            "sdot z27.s, z16.b, z23.b\n"
+            "fmul z18.s, z18.s, z17.s\n"
+            "sdot z28.s, z30.b, z21.b\n"
+            "sdot z27.s, z29.b, z21.b\n"
+            "sdot z28.s, z25.b, z20.b\n"
+            "sdot z27.s, z24.b, z20.b\n"
+            "uzp1 z17.s, z28.s, z27.s\n"
+            "uzp2 z16.s, z28.s, z27.s\n"
+            "add z17.s, z17.s, z16.s\n"
+            "asr z17.s, z17.s, #0x4\n"
+            "scvtf z17.s, p0/m, z17.s\n"
+            "fmla z31.s, p0/M, z17.s, z18.s\n"
+            "cbnz x21, 2b\n"
+            "sub %x[nc], %x[nc], #0x8\n"
+            "st1w { z31.s }, p0, [%x[res_ptr]]\n"
+            "add %x[res_ptr], %x[res_ptr], #0x20\n"
+            "cbnz %x[nc], 1b\n"
+            : [b_ptr] "+&r" (b_ptr), [res_ptr] "+&r" (res_ptr), [nc] "+&r" (nc)
+            : [a_ptr] "r" (a_ptr), [nb] "r" (nb)
+            : "memory", "p0", "x20", "x21", "x22", "z16", "z17", "z18", "z19", "z20", "z21", "z22", "z23", "z24", "z25", "z26", "z27", "z28", "z29", "z30", "z31"
+        );
+        return;
+    }
+#endif // #if defined(__ARM_FEATURE_SVE)
+#elif defined(__AVX2__)
+    // Lookup table to convert signed nibbles to signed bytes
+    __m256i signextendlut = _mm256_castsi128_si256(_mm_set_epi8(-1, -2, -3, -4, -5, -6, -7, -8, 7, 6, 5, 4, 3, 2, 1, 0));
+    signextendlut = _mm256_permute2f128_si256(signextendlut, signextendlut, 0);
+    __m128i changemask = _mm_set_epi8(15, 14, 7, 6, 13, 12, 5, 4, 11, 10, 3, 2, 9, 8, 1, 0);
+    __m256i finalpermutemask = _mm256_set_epi32(7, 5, 3, 1, 6, 4, 2, 0);
+
+    // Permute mask used for easier vector processing at later stages
+    const __m256i m4b = _mm256_set1_epi8(0x0F);
+
+    int64_t b_nb = n / QK4_0;
+
+    const block_q4_0x8 * b_ptr_start = (const block_q4_0x8 *)vx;
+    const block_q8_0 * a_ptr_start = (const block_q8_0 *)vy;
+
+    // Process Q8_0 blocks one by one
+    for (int64_t y = 0; y < nr; y++) {
+
+        // Pointers to LHS blocks of block_q8_0 format
+        const block_q8_0 * a_ptr = a_ptr_start + (y * nb);
+
+        // Take group of eight block_q4_0x8 structures at each pass of the loop and perform dot product operation
+        for (int64_t x = 0; x < nc / 8; x++) {
+
+            // Pointers to RHS blocks
+            const block_q4_0x8 * b_ptr = b_ptr_start + (x * b_nb);
+
+            // Master FP accumulator
+            __m256 acc_row = _mm256_setzero_ps();
+
+            for (int64_t b = 0; b < nb; b++) {
+                // Load 8 blocks of Q4_0 interleaved as 8 bytes (B0 - B7)
+                const __m256i rhs_raw_vec_0123_0 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs));
+                const __m256i rhs_raw_vec_4567_0 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs) + 1);
+                const __m256i rhs_raw_vec_0123_1 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs) + 2);
+                const __m256i rhs_raw_vec_4567_1 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs) + 3);
+
+                // 4-bit -> 8-bit - Sign is maintained
+                const __m256i rhs_vec_0123_0 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_vec_0123_0, m4b)); // B0(0-7) B1(0-7) B2(0-7) B3(0-7)
+                const __m256i rhs_vec_4567_0 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_vec_4567_0, m4b)); // B4(0-7) B5(0-7) B6(0-7) B7(0-7)
+                const __m256i rhs_vec_0123_1 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_vec_0123_1, m4b)); // B0(8-15) B1(8-15) B2(8-15) B3(8-15)
+                const __m256i rhs_vec_4567_1 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_vec_4567_1, m4b)); // B0(8-15) B1(8-15) B2(8-15) B3(8-15)
+
+                const __m256i rhs_vec_0123_2 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_0123_0, 4), m4b)); // B0(16-23) B1(16-23) B2(16-23) B3(16-23)
+                const __m256i rhs_vec_4567_2 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_4567_0, 4), m4b)); // B4(16-23) B5(16-23) B6(16-23) B7(16-23)
+                const __m256i rhs_vec_0123_3 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_0123_1, 4), m4b)); // B0(24-31) B1(24-31) B2(24-31) B3(24-31)
+                const __m256i rhs_vec_4567_3 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_4567_1, 4), m4b)); // B4(24-31) B5(24-31) B6(24-31) B7(24-31)
+
+                // Load the scale values for the 8 blocks interleaved in block_q4_0x8
+                const __m256 col_scale_f32 = GGML_F32Cx8_REARRANGE_LOAD(b_ptr[b].d, changemask);
+
+                // Load and convert to FP32 scale from block_q8_0
+                const __m256 row_scale_f32 = _mm256_set1_ps(GGML_FP16_TO_FP32(a_ptr[b].d));
+
+                // Load the block values in block_q8_0 in batches of 16 bytes and replicate the same across 256 bit vector
+                __m256i lhs_vec_0 = _mm256_castsi128_si256(_mm_loadu_si128((const __m128i *)a_ptr[b].qs));
+                __m256i lhs_vec_1 = _mm256_castsi128_si256(_mm_loadu_si128((const __m128i *)(a_ptr[b].qs + 16)));
+
+                lhs_vec_0 = _mm256_permute2f128_si256(lhs_vec_0, lhs_vec_0, 0); // A0 (0-15) A0(0-15)
+                lhs_vec_1 = _mm256_permute2f128_si256(lhs_vec_1, lhs_vec_1, 0); // A0 (16-31) A0(16-31))
+
+                __m256i iacc = _mm256_setzero_si256();
+
+                // Dot product done within 32 bit lanes and accumulated in the same vector
+                // B0(0-3) B4(0-3) B1(0-3) B5(0-3) B2(0-3) B6(0-3) B3(0-3) B7(0-3) with A0(0-3)
+                // B0(4-7) B4(4-7) B1(4-7) B5(4-7) B2(4-7) B6(4-7) B3(4-7) B7(4-7) with A0(4-7)
+                // ...........................................................................
+                // B0(28-31) B4(28-31) B1(28-31) B5(28-31) B2(28-31) B6(28-31) B3(28-31) B7(28-31) with A0(28-31)
+
+                iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(rhs_vec_0123_0 ,_mm256_shuffle_epi32(rhs_vec_4567_0, 177), 170), _mm256_shuffle_epi32(lhs_vec_0, 0));
+                iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_0, 177) ,rhs_vec_4567_0, 170), _mm256_shuffle_epi32(lhs_vec_0, 85));
+
+                iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(rhs_vec_0123_1 ,_mm256_shuffle_epi32(rhs_vec_4567_1, 177), 170), _mm256_shuffle_epi32(lhs_vec_0, 170));
+                iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_1, 177) ,rhs_vec_4567_1, 170), _mm256_shuffle_epi32(lhs_vec_0, 255));
+
+                iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(rhs_vec_0123_2 ,_mm256_shuffle_epi32(rhs_vec_4567_2, 177), 170), _mm256_shuffle_epi32(lhs_vec_1, 0));
+                iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_2, 177) ,rhs_vec_4567_2, 170), _mm256_shuffle_epi32(lhs_vec_1, 85));
+
+                iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(rhs_vec_0123_3 ,_mm256_shuffle_epi32(rhs_vec_4567_3, 177), 170), _mm256_shuffle_epi32(lhs_vec_1, 170));
+                iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_3, 177) ,rhs_vec_4567_3, 170), _mm256_shuffle_epi32(lhs_vec_1, 255));
+
+                // Accumulated values multipled with appropriate scales
+                acc_row = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc), _mm256_mul_ps(col_scale_f32, row_scale_f32), acc_row);
+            }
+
+            // Accumulated output values permuted so as to be stored in appropriate order post accumulation
+            acc_row = _mm256_permutevar8x32_ps(acc_row, finalpermutemask);
+            _mm256_storeu_ps(s + (y * nr + x * 8), acc_row);
+        }
+    }
+    return;
+#elif defined(__riscv_v_intrinsic)
+    if (__riscv_vlenb() >= QK4_0) {
+        const size_t vl = QK4_0;
+
+        const block_q8_0 * a_ptr = (const block_q8_0 *) vy;
+        for (int x = 0; x < nc / ncols_interleaved; x++) {
+            const block_q4_0x8 * b_ptr = (const block_q4_0x8 *) vx + (x * nb);
+
+            vfloat32m1_t sumf = __riscv_vfmv_v_f_f32m1(0.0, vl / 4);
+            for (int l = 0; l < nb; l++) {
+                const int64_t a0 = *(const int64_t *)&a_ptr[l].qs[0];
+                const int64_t a1 = *(const int64_t *)&a_ptr[l].qs[8];
+                const int64_t a2 = *(const int64_t *)&a_ptr[l].qs[16];
+                const int64_t a3 = *(const int64_t *)&a_ptr[l].qs[24];
+                __asm__ __volatile__("" ::: "memory"); // prevent gcc from emitting fused vlse64, violating alignment
+                const vint8m2_t lhs_0_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(a0, vl / 4));
+                const vint8m2_t lhs_1_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(a1, vl / 4));
+                const vint8m2_t lhs_2_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(a2, vl / 4));
+                const vint8m2_t lhs_3_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(a3, vl / 4));
+
+                const vint8m4_t rhs_raw_vec = __riscv_vle8_v_i8m4((const int8_t *)b_ptr[l].qs, vl * 4);
+                const vint8m4_t rhs_vec_lo = __riscv_vsra_vx_i8m4(__riscv_vsll_vx_i8m4(rhs_raw_vec, 4, vl * 4), 4, vl * 4);
+                const vint8m4_t rhs_vec_hi = __riscv_vsra_vx_i8m4(rhs_raw_vec, 4, vl * 4);
+                const vint8m2_t rhs_vec_lo_0 = __riscv_vget_v_i8m4_i8m2(rhs_vec_lo, 0);
+                const vint8m2_t rhs_vec_lo_1 = __riscv_vget_v_i8m4_i8m2(rhs_vec_lo, 1);
+                const vint8m2_t rhs_vec_hi_0 = __riscv_vget_v_i8m4_i8m2(rhs_vec_hi, 0);
+                const vint8m2_t rhs_vec_hi_1 = __riscv_vget_v_i8m4_i8m2(rhs_vec_hi, 1);
+
+                const vint16m4_t sumi_lo_0 = __riscv_vwmul_vv_i16m4(rhs_vec_lo_0, lhs_0_8, vl * 2);
+                const vint16m4_t sumi_lo_1 = __riscv_vwmacc_vv_i16m4(sumi_lo_0, rhs_vec_lo_1, lhs_1_8, vl * 2);
+                const vint16m4_t sumi_hi_0 = __riscv_vwmacc_vv_i16m4(sumi_lo_1, rhs_vec_hi_0, lhs_2_8, vl * 2);
+                const vint16m4_t sumi_hi_m = __riscv_vwmacc_vv_i16m4(sumi_hi_0, rhs_vec_hi_1, lhs_3_8, vl * 2);
+
+                const vuint32m4_t sumi_i32 = __riscv_vreinterpret_v_i32m4_u32m4(__riscv_vreinterpret_v_i16m4_i32m4(sumi_hi_m));
+                const vuint16m2_t sumi_h2_0 = __riscv_vnsrl_wx_u16m2(sumi_i32, 0, vl);
+                const vuint16m2_t sumi_h2_1 = __riscv_vnsrl_wx_u16m2(sumi_i32, 16, vl);
+                const vuint16m2_t sumi_h2 = __riscv_vadd_vv_u16m2(sumi_h2_0, sumi_h2_1, vl);
+                const vuint32m2_t sumi_h2_i32 = __riscv_vreinterpret_v_u16m2_u32m2(sumi_h2);
+                const vuint16m1_t sumi_h4_0 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 0, vl / 2);
+                const vuint16m1_t sumi_h4_1 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 16, vl / 2);
+                const vuint16m1_t sumi_h4 = __riscv_vadd_vv_u16m1(sumi_h4_0, sumi_h4_1, vl / 2);
+                const vuint32m1_t sumi_h4_i32 = __riscv_vreinterpret_v_u16m1_u32m1(sumi_h4);
+                const vint16mf2_t sumi_h8_0 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 0, vl / 4));
+                const vint16mf2_t sumi_h8_1 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 16, vl / 4));
+                const vint32m1_t sumi_h8 = __riscv_vwadd_vv_i32m1(sumi_h8_0, sumi_h8_1, vl / 4);
+                const vfloat32m1_t facc = __riscv_vfcvt_f_x_v_f32m1(sumi_h8, vl / 4);
+
+                // vector version needs Zvfhmin extension
+                const float a_scale = GGML_FP16_TO_FP32(a_ptr[l].d);
+                const float b_scales[8] = {
+                    GGML_FP16_TO_FP32(b_ptr[l].d[0]),
+                    GGML_FP16_TO_FP32(b_ptr[l].d[1]),
+                    GGML_FP16_TO_FP32(b_ptr[l].d[2]),
+                    GGML_FP16_TO_FP32(b_ptr[l].d[3]),
+                    GGML_FP16_TO_FP32(b_ptr[l].d[4]),
+                    GGML_FP16_TO_FP32(b_ptr[l].d[5]),
+                    GGML_FP16_TO_FP32(b_ptr[l].d[6]),
+                    GGML_FP16_TO_FP32(b_ptr[l].d[7])
+                };
+                const vfloat32m1_t b_scales_vec = __riscv_vle32_v_f32m1(b_scales, vl / 4);
+                const vfloat32m1_t tmp1 = __riscv_vfmul_vf_f32m1(facc, a_scale, vl / 4);
+                sumf = __riscv_vfmacc_vv_f32m1(sumf, tmp1, b_scales_vec, vl / 4);
+            }
+            __riscv_vse32_v_f32m1(s + x * ncols_interleaved, sumf, vl / 4);
+        }
+        return;
+    }
+#endif // #if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__)
+    {
+        float sumf[8];
+        int sumi;
+
+        const block_q8_0 * a_ptr = (const block_q8_0 *) vy;
+        for (int x = 0; x < nc / ncols_interleaved; x++) {
+            const block_q4_0x8 * b_ptr = (const block_q4_0x8 *) vx + (x * nb);
+
+            for (int j = 0; j < ncols_interleaved; j++) sumf[j] = 0.0;
+            for (int l = 0; l < nb; l++) {
+                for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                    for (int j = 0; j < ncols_interleaved; j++) {
+                        sumi = 0;
+                        for (int i = 0; i < blocklen; ++i) {
+                            const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4);
+                            const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0);
+                            sumi += ((v0 * a_ptr[l].qs[k * blocklen + i]) + (v1 * a_ptr[l].qs[k * blocklen + i + qk / 2])) >> 4;
+                        }
+                        sumf[j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d);
+                    }
+                }
+            }
+            for (int j = 0; j < ncols_interleaved; j++) s[x * ncols_interleaved + j] = sumf[j];
+        }
+    }
+}
+
+static void ggml_gemv_q4_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK_K;
+    const int nb = n / qk;
+    const int ncols_interleaved = 8;
+    const int blocklen = 8;
+    static const uint32_t kmask1 = 0x3f3f3f3f;
+    static const uint32_t kmask2 = 0x0f0f0f0f;
+    static const uint32_t kmask3 = 0x03030303;
+
+    assert (n % qk == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if defined(__AVX2__)
+    // Lookup table to convert signed nibbles to signed bytes
+    __m256i signextendlut = _mm256_castsi128_si256(_mm_set_epi8(-1, -2, -3, -4, -5, -6, -7, -8, 7, 6, 5, 4, 3, 2, 1, 0));
+    signextendlut = _mm256_permute2f128_si256(signextendlut, signextendlut, 0);
+    // Shuffle masks to rearrange delta and scale values to multiply with appropriate scales
+    __m128i deltamask = _mm_set_epi8(15, 14, 7, 6, 13, 12, 5, 4, 11, 10, 3, 2, 9, 8, 1, 0);
+    __m128i scalemask = _mm_set_epi8(7, 7, 3, 3, 6, 6, 2, 2, 5, 5, 1, 1, 4, 4, 0, 0);
+    // Permute mask used for easier vector processing at later stages
+    __m256i finalpermutemask = _mm256_set_epi32(7, 5, 3, 1, 6, 4, 2, 0);
+
+    // Mask to extract nibbles from bytes
+    const __m256i m4b = _mm256_set1_epi8(0x0F);
+
+    int64_t b_nb = n / QK_K;
+
+    const block_q4_Kx8 * b_ptr_start = (const block_q4_Kx8 *)vx;
+    const block_q8_K * a_ptr_start = (const block_q8_K *)vy;
+
+    // Process Q8_K blocks one by one
+    for (int64_t y = 0; y < nr; y++) {
+
+        // Pointers to LHS blocks of block_q8_K format
+        const block_q8_K * a_ptr = a_ptr_start + (y * nb);
+
+        // Take group of eight interleaved block_q4_K structures at each pass of the loop and perform dot product operation
+        for (int64_t x = 0; x < nc / 8; x++) {
+
+            // Pointers to RHS blocks
+            const block_q4_Kx8 * b_ptr = b_ptr_start + (x * b_nb);
+
+            // Master FP accumulators
+            __m256 acc_row = _mm256_setzero_ps();
+            __m256 acc_min_rows = _mm256_setzero_ps();
+
+            for (int64_t b = 0; b < nb; b++) {
+
+                // Load and convert to FP32 scale from block_q8_K
+                const __m256 row_scale_f32 = _mm256_set1_ps((a_ptr[b].d));
+
+                // Load the scale values for the 8 blocks interleaved in block_q4_Kx8
+                // col_scale_f32 rearranged so as to multiply with appropriate quants
+                const __m256 col_scale_f32 = GGML_F32Cx8_REARRANGE_LOAD(b_ptr[b].d, deltamask);
+                const __m256 col_dmin_f32 = GGML_F32Cx8_LOAD(b_ptr[b].dmin);
+
+                __m256i iacc_b = _mm256_setzero_si256();
+                __m256i iacc_min_b = _mm256_setzero_si256();
+
+                const __m256i q8sums = _mm256_loadu_si256((const __m256i * )(a_ptr[b].bsums));
+                __m256i q8s = _mm256_castsi128_si256(_mm_hadd_epi16(_mm256_castsi256_si128(q8sums), _mm256_extracti128_si256(q8sums, 1)));
+                q8s = _mm256_permute2f128_si256(q8s, q8s, 0);
+
+                // Processes two sub blocks from each Q4_K in each iteration
+                for (int sb = 0; sb < QK_K / 64; sb++) {
+
+                    // Load the eight block_q4_K for two sub blocks quantized values interleaved with each other in chunks of eight - B0,B1 ....B6,B7
+                    const __m256i rhs_raw_vec_0123_0 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + sb * 256));
+                    const __m256i rhs_raw_vec_4567_0 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 32 + sb * 256));
+                    const __m256i rhs_raw_vec_0123_1 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 64 + sb * 256));
+                    const __m256i rhs_raw_vec_4567_1 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 96 + sb * 256));
+                    const __m256i rhs_raw_vec_0123_2 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 128 + sb * 256));
+                    const __m256i rhs_raw_vec_4567_2 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 160 + sb * 256));
+                    const __m256i rhs_raw_vec_0123_3 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 192 + sb * 256));
+                    const __m256i rhs_raw_vec_4567_3 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 224 + sb * 256));
+
+                    // 4-bit -> 8-bit
+                    // Values of the first sub block of eight block_q4_K structures for the sb loop
+                    const __m256i rhs_vec_0123_00 = _mm256_and_si256(rhs_raw_vec_0123_0, m4b);
+                    const __m256i rhs_vec_4567_00 = _mm256_and_si256(rhs_raw_vec_4567_0, m4b);
+                    const __m256i rhs_vec_0123_01 = _mm256_and_si256(rhs_raw_vec_0123_1, m4b);
+                    const __m256i rhs_vec_4567_01 = _mm256_and_si256(rhs_raw_vec_4567_1, m4b);
+                    const __m256i rhs_vec_0123_02 = _mm256_and_si256(rhs_raw_vec_0123_2, m4b);
+                    const __m256i rhs_vec_4567_02 = _mm256_and_si256(rhs_raw_vec_4567_2, m4b);
+                    const __m256i rhs_vec_0123_03 = _mm256_and_si256(rhs_raw_vec_0123_3, m4b);
+                    const __m256i rhs_vec_4567_03 = _mm256_and_si256(rhs_raw_vec_4567_3, m4b);
+
+                    // Values of the second sub block of eight block_q4_K structures when sb = 1
+                    const __m256i rhs_vec_0123_10 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_0123_0, 4), m4b);
+                    const __m256i rhs_vec_4567_10 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_4567_0, 4), m4b);
+                    const __m256i rhs_vec_0123_11 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_0123_1, 4), m4b);
+                    const __m256i rhs_vec_4567_11 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_4567_1, 4), m4b);
+                    const __m256i rhs_vec_0123_12 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_0123_2, 4), m4b);
+                    const __m256i rhs_vec_4567_12 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_4567_2, 4), m4b);
+                    const __m256i rhs_vec_0123_13 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_0123_3, 4), m4b);
+                    const __m256i rhs_vec_4567_13 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_vec_4567_3, 4), m4b);
+
+                    uint32_t utmp_0[4], utmp_1[4];
+
+                    // Scales and Mins of corresponding sub blocks from different Q8_K structures are stored together
+                    // The below block is for eg to extract first sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_0, b_ptr[b].scales + 24 * sb, 12);
+                    utmp_0[3] = ((utmp_0[2] >> 4) & kmask2) | (((utmp_0[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_0 = utmp_0[1] & kmask1;
+                    utmp_0[1] = (utmp_0[2] & kmask2) | (((utmp_0[0] >> 6) & kmask3) << 4);
+                    utmp_0[2] = uaux_0;
+                    utmp_0[0] &= kmask1;
+
+                    // The below block is for eg to extract second sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_1, b_ptr[b].scales + 12 + sb * 24, 12);
+                    utmp_1[3] = ((utmp_1[2] >> 4) & kmask2) | (((utmp_1[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_1 = utmp_1[1] & kmask1;
+                    utmp_1[1] = (utmp_1[2] & kmask2) | (((utmp_1[0] >> 6) & kmask3) << 4);
+                    utmp_1[2] = uaux_1;
+                    utmp_1[0] &= kmask1;
+
+                    // Scales of first sub block in the sb loop
+                    const __m128i mins_and_scales_0 = _mm_set_epi32(utmp_0[3], utmp_0[2], utmp_0[1], utmp_0[0]);
+                    __m128i scales_rearrange_0 = _mm_shuffle_epi8(mins_and_scales_0, scalemask);
+                    __m256i scales_0 = _mm256_cvtepu8_epi16(scales_rearrange_0);
+
+                    // Scales of second sub block in the sb loop
+                    __m128i mins_and_scales_1 = _mm_set_epi32(utmp_1[3], utmp_1[2], utmp_1[1], utmp_1[0]);
+                    __m128i scales_rearrange_1 = _mm_shuffle_epi8(mins_and_scales_1, scalemask);
+                    __m256i scales_1 = _mm256_cvtepu8_epi16(scales_rearrange_1);
+
+                    // Mins of first and second sub block of Q4_K block are arranged side by side
+                    __m256i mins_01 = _mm256_cvtepu8_epi16(_mm_unpacklo_epi8(_mm_shuffle_epi32(mins_and_scales_0, 78), _mm_shuffle_epi32(mins_and_scales_1, 78)));
+
+                    // Load the two sub block values corresponding to sb in block_q8_K in batches of 16 bytes and replicate the same across 256 bit vector
+                    __m256i lhs_vec_00 = _mm256_castsi128_si256(_mm_loadu_si128((const __m128i *)(a_ptr[b].qs + sb * 64)));
+                    __m256i lhs_vec_01 = _mm256_castsi128_si256(_mm_loadu_si128((const __m128i *)(a_ptr[b].qs + 16 + sb * 64)));
+                    __m256i lhs_vec_10 = _mm256_castsi128_si256(_mm_loadu_si128((const __m128i *)(a_ptr[b].qs + 32 + sb * 64)));
+                    __m256i lhs_vec_11 = _mm256_castsi128_si256(_mm_loadu_si128((const __m128i *)(a_ptr[b].qs + 48 + sb * 64)));
+
+                    lhs_vec_00 = _mm256_permute2f128_si256(lhs_vec_00, lhs_vec_00, 0);
+                    lhs_vec_01 = _mm256_permute2f128_si256(lhs_vec_01, lhs_vec_01, 0);
+                    lhs_vec_10 = _mm256_permute2f128_si256(lhs_vec_10, lhs_vec_10, 0);
+                    lhs_vec_11 = _mm256_permute2f128_si256(lhs_vec_11, lhs_vec_11, 0);
+
+                    // Dot product done within 32 bit lanes and accumulated in the same vector
+                    // First done for first sub block and thenn for second sub block in each sb
+                    // B0(0-3) B4(0-3) B1(0-3) B5(0-3) B2(0-3) B6(0-3) B3(0-3) B7(0-3) with A0(0-3)
+                    // B0(4-7) B4(4-7) B1(4-7) B5(4-7) B2(4-7) B6(4-7) B3(4-7) B7(4-7) with A0(4-7)
+                    // ...........................................................................
+                    // B0(28-31) B4(28-31) B1(28-31) B5(28-31) B2(28-31) B6(28-31) B3(28-31) B7(28-31) with A0(28-31)
+
+
+                    __m256i iacc_0 = _mm256_setzero_si256();
+                    __m256i iacc_1 = _mm256_setzero_si256();
+
+                    iacc_0 = _mm256_add_epi16(iacc_0, _mm256_maddubs_epi16(_mm256_blend_epi32(rhs_vec_0123_00 ,_mm256_shuffle_epi32(rhs_vec_4567_00, 177), 170), _mm256_shuffle_epi32(lhs_vec_00, 0)));
+                    iacc_0 = _mm256_add_epi16(iacc_0, _mm256_maddubs_epi16(_mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_00, 177) ,rhs_vec_4567_00, 170), _mm256_shuffle_epi32(lhs_vec_00, 85)));
+
+                    iacc_0 = _mm256_add_epi16(iacc_0, _mm256_maddubs_epi16(_mm256_blend_epi32(rhs_vec_0123_01 ,_mm256_shuffle_epi32(rhs_vec_4567_01, 177), 170), _mm256_shuffle_epi32(lhs_vec_00, 170)));
+                    iacc_0 = _mm256_add_epi16(iacc_0, _mm256_maddubs_epi16(_mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_01, 177) ,rhs_vec_4567_01, 170), _mm256_shuffle_epi32(lhs_vec_00, 255)));
+
+                    iacc_0 = _mm256_add_epi16(iacc_0, _mm256_maddubs_epi16(_mm256_blend_epi32(rhs_vec_0123_02 ,_mm256_shuffle_epi32(rhs_vec_4567_02, 177), 170), _mm256_shuffle_epi32(lhs_vec_01, 0)));
+                    iacc_0 = _mm256_add_epi16(iacc_0, _mm256_maddubs_epi16(_mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_02, 177) ,rhs_vec_4567_02, 170), _mm256_shuffle_epi32(lhs_vec_01, 85)));
+
+                    iacc_0 = _mm256_add_epi16(iacc_0, _mm256_maddubs_epi16(_mm256_blend_epi32(rhs_vec_0123_03 ,_mm256_shuffle_epi32(rhs_vec_4567_03, 177), 170), _mm256_shuffle_epi32(lhs_vec_01, 170)));
+                    iacc_0 = _mm256_add_epi16(iacc_0, _mm256_maddubs_epi16(_mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_03, 177) ,rhs_vec_4567_03, 170), _mm256_shuffle_epi32(lhs_vec_01, 255)));
+
+                    iacc_0 = _mm256_madd_epi16(iacc_0, scales_0);
+
+                    iacc_1 = _mm256_add_epi16(iacc_1, _mm256_maddubs_epi16(_mm256_blend_epi32(rhs_vec_0123_10 ,_mm256_shuffle_epi32(rhs_vec_4567_10, 177), 170), _mm256_shuffle_epi32(lhs_vec_10, 0)));
+                    iacc_1 = _mm256_add_epi16(iacc_1, _mm256_maddubs_epi16(_mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_10, 177) ,rhs_vec_4567_10, 170), _mm256_shuffle_epi32(lhs_vec_10, 85)));
+
+                    iacc_1 = _mm256_add_epi16(iacc_1, _mm256_maddubs_epi16(_mm256_blend_epi32(rhs_vec_0123_11 ,_mm256_shuffle_epi32(rhs_vec_4567_11, 177), 170), _mm256_shuffle_epi32(lhs_vec_10, 170)));
+                    iacc_1 = _mm256_add_epi16(iacc_1, _mm256_maddubs_epi16(_mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_11, 177) ,rhs_vec_4567_11, 170), _mm256_shuffle_epi32(lhs_vec_10, 255)));
+
+                    iacc_1 = _mm256_add_epi16(iacc_1, _mm256_maddubs_epi16(_mm256_blend_epi32(rhs_vec_0123_12 ,_mm256_shuffle_epi32(rhs_vec_4567_12, 177), 170), _mm256_shuffle_epi32(lhs_vec_11, 0)));
+                    iacc_1 = _mm256_add_epi16(iacc_1, _mm256_maddubs_epi16(_mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_12, 177) ,rhs_vec_4567_12, 170), _mm256_shuffle_epi32(lhs_vec_11, 85)));
+
+                    iacc_1 = _mm256_add_epi16(iacc_1, _mm256_maddubs_epi16(_mm256_blend_epi32(rhs_vec_0123_13 ,_mm256_shuffle_epi32(rhs_vec_4567_13, 177), 170), _mm256_shuffle_epi32(lhs_vec_11, 170)));
+                    iacc_1 = _mm256_add_epi16(iacc_1, _mm256_maddubs_epi16(_mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_13, 177) ,rhs_vec_4567_13, 170), _mm256_shuffle_epi32(lhs_vec_11, 255)));
+
+                    iacc_1 = _mm256_madd_epi16(iacc_1, scales_1);
+
+                    // Accumulate the iacc value for one sb
+                    __m256i iacc_sb = _mm256_add_epi32(iacc_0, iacc_1);
+
+                    // Broadcast the bsums of the two sub blocks  of the iteration of Q8_K across the vector
+                    // Multiply-Add with corresponding mins of Q4_Kx8 with bsums
+                    __m256i q8s_sb = _mm256_shuffle_epi32(q8s, 0);
+                    __m256i iacc_min_sb = _mm256_madd_epi16(q8s_sb, mins_01);
+                    q8s = _mm256_bsrli_epi128(q8s, 4);
+
+                    // Accumulate for the complete block
+                    iacc_b = _mm256_add_epi32(iacc_b, iacc_sb);
+                    iacc_min_b = _mm256_add_epi32(iacc_min_b, iacc_min_sb);
+                }
+
+                // Multiply-Add with scale values for the complete super block
+                acc_row = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_b), _mm256_mul_ps(col_scale_f32, row_scale_f32), acc_row);
+                acc_min_rows = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_min_b), _mm256_mul_ps(col_dmin_f32, row_scale_f32), acc_min_rows);
+
+            }
+
+            // Accumulated output values permuted so as to be stored in appropriate order post accumulation
+            acc_row = _mm256_permutevar8x32_ps(acc_row, finalpermutemask);
+            _mm256_storeu_ps(s + (y * nr + x * 8), _mm256_sub_ps(acc_row, acc_min_rows));
+        }
+    }
+
+#else
+
+    float sumf[8];
+    float sum_minf[8];
+    uint32_t utmp[32];
+    int sumi1;
+    int sumi2;
+    int sumi;
+
+    const block_q8_K * a_ptr = (const block_q8_K *) vy;
+    for (int x = 0; x < nc / ncols_interleaved; x++) {
+        const block_q4_Kx8 * b_ptr = (const block_q4_Kx8 *) vx + (x * nb);
+
+        for (int j = 0; j < ncols_interleaved; j++) {
+            sumf[j] = 0.0;
+            sum_minf[j] = 0.0;
+        }
+        for (int l = 0; l < nb; l++) {
+            for (int sb = 0; sb < 8; sb++) {
+                memcpy(utmp + sb * 4, b_ptr[l].scales + sb * 12, 12);
+                utmp[sb * 4 + 3] = ((utmp[sb * 4 + 2] >> 4) & kmask2) | (((utmp[sb * 4 + 1] >> 6) & kmask3) << 4);
+                const uint32_t uaux_0 = utmp[sb * 4 + 1] & kmask1;
+                utmp[sb * 4 + 1] = (utmp[sb * 4 + 2] & kmask2) | (((utmp[sb * 4 + 0] >> 6) & kmask3) << 4);
+                utmp[sb * 4 + 2] = uaux_0;
+                utmp[sb * 4 + 0] &= kmask1;
+            }
+            for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                uint8_t *scales_0 = (uint8_t*) utmp + (k / 4) * 32;
+                uint8_t *scales_1 = (uint8_t*) utmp + (k / 4) * 32 + 16;
+                for (int j = 0; j < ncols_interleaved; j++) {
+                    sumi1 = 0;
+                    sumi2 = 0;
+                    sumi = 0;
+                    for (int i = 0; i < blocklen; ++i) {
+                        const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF);
+                        const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] >> 4);
+                        sumi1 = (v0 * a_ptr[l].qs[(k >> 2) * 64 + (k % 4) * blocklen + i]);
+                        sumi2 = (v1 * a_ptr[l].qs[(k >> 2) * 64 + (k % 4) * blocklen + i + 32]);
+                        sumi1 = sumi1 * scales_0[j];
+                        sumi2 = sumi2 * scales_1[j];
+                        sumi += sumi1 + sumi2;
+                    }
+                    sumf[j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * a_ptr[l].d;
+                }
+            }
+            for (int sb = 0; sb < 8; sb++) {
+                uint8_t *mins = (uint8_t*) utmp + 8 + sb * 16;
+                for (int j = 0; j < ncols_interleaved; j++) {
+                    sum_minf[j] += mins[j] * (a_ptr[l].bsums[sb * 2] + a_ptr[l].bsums[sb * 2 + 1]) * GGML_FP16_TO_FP32(b_ptr[l].dmin[j]) * a_ptr[l].d;
+                }
+            }
+        }
+        for (int j = 0; j < ncols_interleaved; j++) {
+            s[x * ncols_interleaved + j] = sumf[j] - sum_minf[j];
+        }
+    }
+#endif
+}
+
+
+static void ggml_gemv_iq4_nl_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+    const int ncols_interleaved = 4;
+    const int blocklen = 4;
+
+    assert (n % qk == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_DOTPROD)
+    if (ggml_cpu_has_neon() && ggml_cpu_has_dotprod()) {
+        const int8x16_t kvalues = vld1q_s8(kvalues_iq4nl);
+        const block_q8_0 * a_ptr = (const block_q8_0 *) vy;
+        float * res_ptr = s;
+
+        for (int x = 0; x < nc / ncols_interleaved; x++) {
+            const block_iq4_nlx4 * b_ptr = (const block_iq4_nlx4 *) vx + (x * nb);
+
+            float32x4_t sumf = vdupq_n_f32(0);
+            for (int l = 0; l < nb; l++) {
+                uint8x16_t b_0 = vld1q_u8(b_ptr[l].qs + 0);
+                uint8x16_t b_1 = vld1q_u8(b_ptr[l].qs + 16);
+                uint8x16_t b_2 = vld1q_u8(b_ptr[l].qs + 32);
+                uint8x16_t b_3 = vld1q_u8(b_ptr[l].qs + 48);
+
+                int8x16_t b_0_hi = vqtbl1q_s8(kvalues, b_0 >> 4);
+                int8x16_t b_0_lo = vqtbl1q_s8(kvalues, b_0 & 0x0F);
+                int8x16_t b_1_hi = vqtbl1q_s8(kvalues, b_1 >> 4);
+                int8x16_t b_1_lo = vqtbl1q_s8(kvalues, b_1 & 0x0F);
+                int8x16_t b_2_hi = vqtbl1q_s8(kvalues, b_2 >> 4);
+                int8x16_t b_2_lo = vqtbl1q_s8(kvalues, b_2 & 0x0F);
+                int8x16_t b_3_hi = vqtbl1q_s8(kvalues, b_3 >> 4);
+                int8x16_t b_3_lo = vqtbl1q_s8(kvalues, b_3 & 0x0F);
+
+                int8x16_t a_0 = vld1q_s8(a_ptr[l].qs + 0);
+                int8x16_t a_1 = vld1q_s8(a_ptr[l].qs + 16);
+
+                int32x4_t sumi = vdupq_n_s32(0);
+                sumi = vdotq_laneq_s32(sumi, b_0_lo, a_0, 0);
+                sumi = vdotq_laneq_s32(sumi, b_0_hi, a_1, 0);
+                sumi = vdotq_laneq_s32(sumi, b_1_lo, a_0, 1);
+                sumi = vdotq_laneq_s32(sumi, b_1_hi, a_1, 1);
+                sumi = vdotq_laneq_s32(sumi, b_2_lo, a_0, 2);
+                sumi = vdotq_laneq_s32(sumi, b_2_hi, a_1, 2);
+                sumi = vdotq_laneq_s32(sumi, b_3_lo, a_0, 3);
+                sumi = vdotq_laneq_s32(sumi, b_3_hi, a_1, 3);
+
+                float32x4_t a_d = vcvt_f32_f16(vld1_dup_f16((const float16_t *)&a_ptr[l].d));
+                float32x4_t b_d = vcvt_f32_f16(vld1_f16((const float16_t *)b_ptr[l].d));
+                float32x4_t d = a_d * b_d;
+
+                sumf = vmlaq_f32(sumf, d, vcvtq_f32_s32(sumi));
+            }
+
+            vst1q_f32(res_ptr + x * 4, sumf);
+        }
+        return;
+    }
+#endif // #if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON)
+    {
+        float sumf[4];
+        int sumi;
+
+        const block_q8_0 * a_ptr = (const block_q8_0 *) vy;
+        for (int x = 0; x < nc / ncols_interleaved; x++) {
+            const block_iq4_nlx4 * b_ptr = (const block_iq4_nlx4 *) vx + (x * nb);
+
+            for (int j = 0; j < ncols_interleaved; j++) sumf[j] = 0.0;
+            for (int l = 0; l < nb; l++) {
+                for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                    for (int j = 0; j < ncols_interleaved; j++) {
+                        sumi = 0;
+                        for (int i = 0; i < blocklen; ++i) {
+                            const int v0 = kvalues_iq4nl[b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0x0F];
+                            const int v1 = kvalues_iq4nl[b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] >> 4];
+                            sumi += ((v0 * a_ptr[l].qs[k * blocklen + i]) + (v1 * a_ptr[l].qs[k * blocklen + i + qk / 2]));
+                        }
+                        sumf[j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d);
+                    }
+                }
+            }
+            for (int j = 0; j < ncols_interleaved; j++) s[x * ncols_interleaved + j] = sumf[j];
+        }
+    }
+}
+
+static void ggml_gemm_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+    const int ncols_interleaved = 4;
+    const int blocklen = 4;
+
+    assert (n % qk == 0);
+    assert (nr % 4 == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON)
+    if (ggml_cpu_has_neon() && ggml_cpu_has_dotprod()) {
+        const void * b_ptr = vx;
+        const void * a_ptr = vy;
+        float * res_ptr = s;
+        size_t res_stride = bs * sizeof(float);
+
+        __asm__ __volatile__(
+            "mov x10, %x[nr]\n"
+            "mov x9, #0x88\n"
+            "cmp x10, #0x10\n"
+            "mul x9, %x[nb], x9\n"
+            "blt 4f\n"
+            "1:"  // Row loop
+            "add x28, %x[b_ptr], #0x8\n"
+            "mov x27, %x[nc]\n"
+            "add x26, %x[res_ptr], %x[res_stride], LSL #4\n"
+            "2:"  // Column loop
+            "add x25, %x[a_ptr], #0x8\n"
+            "movi v15.16b, #0x0\n"
+            "movi v19.16b, #0x0\n"
+            "mov x24, %x[nb]\n"
+            "add x23, x25, x9\n"
+            "movi v18.16b, #0x0\n"
+            "movi v14.16b, #0x0\n"
+            "add x22, x23, x9\n"
+            "movi v11.16b, #0x0\n"
+            "movi v13.16b, #0x0\n"
+            "add x21, x22, x9\n"
+            "movi v23.16b, #0x0\n"
+            "movi v16.16b, #0x0\n"
+            "movi v25.16b, #0x0\n"
+            "movi v7.16b, #0x0\n"
+            "movi v0.16b, #0x0\n"
+            "movi v4.16b, #0x0\n"
+            "movi v5.16b, #0x0\n"
+            "movi v21.16b, #0x0\n"
+            "movi v8.16b, #0x0\n"
+            "movi v1.16b, #0x0\n"
+            "3:"  // Block loop
+            "ldr q3, [x28, #0x0]\n"
+            "ldr q31, [x25, #0x0]\n"
+            "movi v28.16b, #0x4\n"
+            "movi v10.4s, #0x0\n"
+            "ldr q22, [x28, #0x10]\n"
+            "ldr q6, [x25, #0x10]\n"
+            "movi v29.4s, #0x0\n"
+            "movi v9.4s, #0x0\n"
+            "ldr q27, [x28, #0x20]\n"
+            "ldr q30, [x28, #0x30]\n"
+            "movi v20.4s, #0x0\n"
+            "movi v24.16b, #0xf0\n"
+            "ldr d2, [x25, #-0x8]\n"
+            "ldr d26, [x23, #-0x8]\n"
+            "sshl v12.16b, v3.16b, v28.16b\n"
+            "sub x20, x28, #0x8\n"
+            "ldr d17, [x20, #0x0]\n"
+            "and v3.16b, v3.16b, v24.16b\n"
+            "subs x24, x24, #0x1\n"
+            "add x28, x28, #0x48\n"
+            ".inst 0x4f9fe18a  // sdot v10.4s, v12.16b, v31.4b[0]\n"
+            ".inst 0x4fbfe19d  // sdot v29.4s, v12.16b, v31.4b[1]\n"
+            ".inst 0x4f9fe989  // sdot v9.4s, v12.16b, v31.4b[2]\n"
+            ".inst 0x4fbfe994  // sdot v20.4s, v12.16b, v31.4b[3]\n"
+            "sshl v31.16b, v22.16b, v28.16b\n"
+            "and v22.16b, v22.16b, v24.16b\n"
+            "fcvtl v17.4s, v17.4h\n"
+            "fcvtl v2.4s, v2.4h\n"
+            "fcvtl v26.4s, v26.4h\n"
+            ".inst 0x4f86e3ea  // sdot v10.4s, v31.16b, v6.4b[0]\n"
+            ".inst 0x4fa6e3fd  // sdot v29.4s, v31.16b, v6.4b[1]\n"
+            ".inst 0x4f86ebe9  // sdot v9.4s, v31.16b, v6.4b[2]\n"
+            ".inst 0x4fa6ebf4  // sdot v20.4s, v31.16b, v6.4b[3]\n"
+            "sshl v6.16b, v27.16b, v28.16b\n"
+            "sshl v28.16b, v30.16b, v28.16b\n"
+            "and v27.16b, v27.16b, v24.16b\n"
+            "and v30.16b, v30.16b, v24.16b\n"
+            "ldr q24, [x25, #0x20]\n"
+            ".inst 0x4f98e0ca  // sdot v10.4s, v6.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e0dd  // sdot v29.4s, v6.16b, v24.4b[1]\n"
+            ".inst 0x4f98e8c9  // sdot v9.4s, v6.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e8d4  // sdot v20.4s, v6.16b, v24.4b[3]\n"
+            "ldr q24, [x25, #0x30]\n"
+            ".inst 0x4f98e38a  // sdot v10.4s, v28.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e39d  // sdot v29.4s, v28.16b, v24.4b[1]\n"
+            ".inst 0x4f98eb89  // sdot v9.4s, v28.16b, v24.4b[2]\n"
+            ".inst 0x4fb8eb94  // sdot v20.4s, v28.16b, v24.4b[3]\n"
+            "ldr q24, [x25, #0x40]\n"
+            ".inst 0x4f98e06a  // sdot v10.4s, v3.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e07d  // sdot v29.4s, v3.16b, v24.4b[1]\n"
+            ".inst 0x4f98e869  // sdot v9.4s, v3.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e874  // sdot v20.4s, v3.16b, v24.4b[3]\n"
+            "ldr q24, [x25, #0x50]\n"
+            ".inst 0x4f98e2ca  // sdot v10.4s, v22.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e2dd  // sdot v29.4s, v22.16b, v24.4b[1]\n"
+            ".inst 0x4f98eac9  // sdot v9.4s, v22.16b, v24.4b[2]\n"
+            ".inst 0x4fb8ead4  // sdot v20.4s, v22.16b, v24.4b[3]\n"
+            "ldr q24, [x25, #0x60]\n"
+            ".inst 0x4f98e36a  // sdot v10.4s, v27.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e37d  // sdot v29.4s, v27.16b, v24.4b[1]\n"
+            ".inst 0x4f98eb69  // sdot v9.4s, v27.16b, v24.4b[2]\n"
+            ".inst 0x4fb8eb74  // sdot v20.4s, v27.16b, v24.4b[3]\n"
+            "ldr q24, [x25, #0x70]\n"
+            "add x25, x25, #0x88\n"
+            ".inst 0x4f98e3ca  // sdot v10.4s, v30.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e3dd  // sdot v29.4s, v30.16b, v24.4b[1]\n"
+            ".inst 0x4f98ebc9  // sdot v9.4s, v30.16b, v24.4b[2]\n"
+            ".inst 0x4fb8ebd4  // sdot v20.4s, v30.16b, v24.4b[3]\n"
+            "fmul v24.4s, v17.4s, v2.s[0]\n"
+            "scvtf v10.4s, v10.4s, #0x4\n"
+            "scvtf v29.4s, v29.4s, #0x4\n"
+            "scvtf v9.4s, v9.4s, #0x4\n"
+            "scvtf v20.4s, v20.4s, #0x4\n"
+            "fmla v15.4s, v10.4s, v24.4s\n"
+            "ldr q24, [x23, #0x0]\n"
+            "fmul v10.4s, v17.4s, v2.s[1]\n"
+            "fmla v19.4s, v29.4s, v10.4s\n"
+            "ldr q10, [x23, #0x10]\n"
+            "fmul v29.4s, v17.4s, v2.s[2]\n"
+            "fmul v2.4s, v17.4s, v2.s[3]\n"
+            "fmla v18.4s, v9.4s, v29.4s\n"
+            "movi v9.4s, #0x0\n"
+            "movi v29.4s, #0x0\n"
+            ".inst 0x4f98e189  // sdot v9.4s, v12.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e19d  // sdot v29.4s, v12.16b, v24.4b[1]\n"
+            "fmla v14.4s, v20.4s, v2.4s\n"
+            "movi v20.4s, #0x0\n"
+            "movi v2.4s, #0x0\n"
+            ".inst 0x4f98e994  // sdot v20.4s, v12.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e982  // sdot v2.4s, v12.16b, v24.4b[3]\n"
+            "ldr q24, [x23, #0x20]\n"
+            ".inst 0x4f8ae3e9  // sdot v9.4s, v31.16b, v10.4b[0]\n"
+            ".inst 0x4faae3fd  // sdot v29.4s, v31.16b, v10.4b[1]\n"
+            ".inst 0x4f8aebf4  // sdot v20.4s, v31.16b, v10.4b[2]\n"
+            ".inst 0x4faaebe2  // sdot v2.4s, v31.16b, v10.4b[3]\n"
+            "ldr q10, [x23, #0x30]\n"
+            ".inst 0x4f98e0c9  // sdot v9.4s, v6.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e0dd  // sdot v29.4s, v6.16b, v24.4b[1]\n"
+            ".inst 0x4f98e8d4  // sdot v20.4s, v6.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e8c2  // sdot v2.4s, v6.16b, v24.4b[3]\n"
+            "ldr q24, [x23, #0x40]\n"
+            ".inst 0x4f8ae389  // sdot v9.4s, v28.16b, v10.4b[0]\n"
+            ".inst 0x4faae39d  // sdot v29.4s, v28.16b, v10.4b[1]\n"
+            ".inst 0x4f8aeb94  // sdot v20.4s, v28.16b, v10.4b[2]\n"
+            ".inst 0x4faaeb82  // sdot v2.4s, v28.16b, v10.4b[3]\n"
+            "ldr q10, [x23, #0x50]\n"
+            ".inst 0x4f98e069  // sdot v9.4s, v3.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e07d  // sdot v29.4s, v3.16b, v24.4b[1]\n"
+            ".inst 0x4f98e874  // sdot v20.4s, v3.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e862  // sdot v2.4s, v3.16b, v24.4b[3]\n"
+            "ldr q24, [x23, #0x60]\n"
+            ".inst 0x4f8ae2c9  // sdot v9.4s, v22.16b, v10.4b[0]\n"
+            ".inst 0x4faae2dd  // sdot v29.4s, v22.16b, v10.4b[1]\n"
+            ".inst 0x4f8aead4  // sdot v20.4s, v22.16b, v10.4b[2]\n"
+            ".inst 0x4faaeac2  // sdot v2.4s, v22.16b, v10.4b[3]\n"
+            "ldr q10, [x23, #0x70]\n"
+            "add x23, x23, #0x88\n"
+            ".inst 0x4f98e369  // sdot v9.4s, v27.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e37d  // sdot v29.4s, v27.16b, v24.4b[1]\n"
+            ".inst 0x4f98eb74  // sdot v20.4s, v27.16b, v24.4b[2]\n"
+            ".inst 0x4fb8eb62  // sdot v2.4s, v27.16b, v24.4b[3]\n"
+            "ldr q24, [x22, #0x0]\n"
+            ".inst 0x4f8ae3c9  // sdot v9.4s, v30.16b, v10.4b[0]\n"
+            ".inst 0x4faae3dd  // sdot v29.4s, v30.16b, v10.4b[1]\n"
+            ".inst 0x4f8aebd4  // sdot v20.4s, v30.16b, v10.4b[2]\n"
+            ".inst 0x4faaebc2  // sdot v2.4s, v30.16b, v10.4b[3]\n"
+            "fmul v10.4s, v17.4s, v26.s[0]\n"
+            "scvtf v9.4s, v9.4s, #0x4\n"
+            "scvtf v29.4s, v29.4s, #0x4\n"
+            "scvtf v20.4s, v20.4s, #0x4\n"
+            "scvtf v2.4s, v2.4s, #0x4\n"
+            "fmla v11.4s, v9.4s, v10.4s\n"
+            "ldr q9, [x22, #0x10]\n"
+            "fmul v10.4s, v17.4s, v26.s[1]\n"
+            "fmla v13.4s, v29.4s, v10.4s\n"
+            "ldr d29, [x22, #-0x8]\n"
+            "fmul v10.4s, v17.4s, v26.s[2]\n"
+            "fmul v26.4s, v17.4s, v26.s[3]\n"
+            "fcvtl v29.4s, v29.4h\n"
+            "fmla v23.4s, v20.4s, v10.4s\n"
+            "movi v20.4s, #0x0\n"
+            "movi v10.4s, #0x0\n"
+            "fmla v16.4s, v2.4s, v26.4s\n"
+            "movi v26.4s, #0x0\n"
+            "movi v2.4s, #0x0\n"
+            ".inst 0x4f98e194  // sdot v20.4s, v12.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e18a  // sdot v10.4s, v12.16b, v24.4b[1]\n"
+            ".inst 0x4f98e99a  // sdot v26.4s, v12.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e982  // sdot v2.4s, v12.16b, v24.4b[3]\n"
+            "ldr q24, [x22, #0x20]\n"
+            ".inst 0x4f89e3f4  // sdot v20.4s, v31.16b, v9.4b[0]\n"
+            ".inst 0x4fa9e3ea  // sdot v10.4s, v31.16b, v9.4b[1]\n"
+            ".inst 0x4f89ebfa  // sdot v26.4s, v31.16b, v9.4b[2]\n"
+            ".inst 0x4fa9ebe2  // sdot v2.4s, v31.16b, v9.4b[3]\n"
+            "ldr q9, [x22, #0x30]\n"
+            ".inst 0x4f98e0d4  // sdot v20.4s, v6.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e0ca  // sdot v10.4s, v6.16b, v24.4b[1]\n"
+            ".inst 0x4f98e8da  // sdot v26.4s, v6.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e8c2  // sdot v2.4s, v6.16b, v24.4b[3]\n"
+            "ldr q24, [x22, #0x40]\n"
+            ".inst 0x4f89e394  // sdot v20.4s, v28.16b, v9.4b[0]\n"
+            ".inst 0x4fa9e38a  // sdot v10.4s, v28.16b, v9.4b[1]\n"
+            ".inst 0x4f89eb9a  // sdot v26.4s, v28.16b, v9.4b[2]\n"
+            ".inst 0x4fa9eb82  // sdot v2.4s, v28.16b, v9.4b[3]\n"
+            "ldr q9, [x22, #0x50]\n"
+            ".inst 0x4f98e074  // sdot v20.4s, v3.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e06a  // sdot v10.4s, v3.16b, v24.4b[1]\n"
+            ".inst 0x4f98e87a  // sdot v26.4s, v3.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e862  // sdot v2.4s, v3.16b, v24.4b[3]\n"
+            "ldr q24, [x22, #0x60]\n"
+            ".inst 0x4f89e2d4  // sdot v20.4s, v22.16b, v9.4b[0]\n"
+            ".inst 0x4fa9e2ca  // sdot v10.4s, v22.16b, v9.4b[1]\n"
+            ".inst 0x4f89eada  // sdot v26.4s, v22.16b, v9.4b[2]\n"
+            ".inst 0x4fa9eac2  // sdot v2.4s, v22.16b, v9.4b[3]\n"
+            "ldr q9, [x22, #0x70]\n"
+            "add x22, x22, #0x88\n"
+            ".inst 0x4f98e374  // sdot v20.4s, v27.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e36a  // sdot v10.4s, v27.16b, v24.4b[1]\n"
+            ".inst 0x4f98eb7a  // sdot v26.4s, v27.16b, v24.4b[2]\n"
+            ".inst 0x4fb8eb62  // sdot v2.4s, v27.16b, v24.4b[3]\n"
+            "ldr q24, [x21, #0x0]\n"
+            ".inst 0x4f89e3d4  // sdot v20.4s, v30.16b, v9.4b[0]\n"
+            ".inst 0x4fa9e3ca  // sdot v10.4s, v30.16b, v9.4b[1]\n"
+            ".inst 0x4f89ebda  // sdot v26.4s, v30.16b, v9.4b[2]\n"
+            ".inst 0x4fa9ebc2  // sdot v2.4s, v30.16b, v9.4b[3]\n"
+            "fmul v9.4s, v17.4s, v29.s[0]\n"
+            "scvtf v20.4s, v20.4s, #0x4\n"
+            "scvtf v10.4s, v10.4s, #0x4\n"
+            "scvtf v26.4s, v26.4s, #0x4\n"
+            "scvtf v2.4s, v2.4s, #0x4\n"
+            "fmla v25.4s, v20.4s, v9.4s\n"
+            "ldr q9, [x21, #0x10]\n"
+            "fmul v20.4s, v17.4s, v29.s[1]\n"
+            "fmla v7.4s, v10.4s, v20.4s\n"
+            "ldr d20, [x21, #-0x8]\n"
+            "fmul v10.4s, v17.4s, v29.s[2]\n"
+            "fmul v29.4s, v17.4s, v29.s[3]\n"
+            "fcvtl v20.4s, v20.4h\n"
+            "fmla v0.4s, v26.4s, v10.4s\n"
+            "movi v26.4s, #0x0\n"
+            "movi v10.4s, #0x0\n"
+            "fmla v4.4s, v2.4s, v29.4s\n"
+            "movi v2.4s, #0x0\n"
+            "movi v29.4s, #0x0\n"
+            ".inst 0x4f98e19a  // sdot v26.4s, v12.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e18a  // sdot v10.4s, v12.16b, v24.4b[1]\n"
+            ".inst 0x4f98e982  // sdot v2.4s, v12.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e99d  // sdot v29.4s, v12.16b, v24.4b[3]\n"
+            "ldr q12, [x21, #0x20]\n"
+            "fmul v24.4s, v17.4s, v20.s[0]\n"
+            ".inst 0x4f89e3fa  // sdot v26.4s, v31.16b, v9.4b[0]\n"
+            ".inst 0x4fa9e3ea  // sdot v10.4s, v31.16b, v9.4b[1]\n"
+            ".inst 0x4f89ebe2  // sdot v2.4s, v31.16b, v9.4b[2]\n"
+            ".inst 0x4fa9ebfd  // sdot v29.4s, v31.16b, v9.4b[3]\n"
+            "ldr q9, [x21, #0x30]\n"
+            "fmul v31.4s, v17.4s, v20.s[1]\n"
+            ".inst 0x4f8ce0da  // sdot v26.4s, v6.16b, v12.4b[0]\n"
+            ".inst 0x4face0ca  // sdot v10.4s, v6.16b, v12.4b[1]\n"
+            ".inst 0x4f8ce8c2  // sdot v2.4s, v6.16b, v12.4b[2]\n"
+            ".inst 0x4face8dd  // sdot v29.4s, v6.16b, v12.4b[3]\n"
+            "ldr q12, [x21, #0x40]\n"
+            "fmul v6.4s, v17.4s, v20.s[2]\n"
+            "fmul v20.4s, v17.4s, v20.s[3]\n"
+            ".inst 0x4f89e39a  // sdot v26.4s, v28.16b, v9.4b[0]\n"
+            ".inst 0x4fa9e38a  // sdot v10.4s, v28.16b, v9.4b[1]\n"
+            ".inst 0x4f89eb82  // sdot v2.4s, v28.16b, v9.4b[2]\n"
+            ".inst 0x4fa9eb9d  // sdot v29.4s, v28.16b, v9.4b[3]\n"
+            "ldr q9, [x21, #0x50]\n"
+            ".inst 0x4f8ce07a  // sdot v26.4s, v3.16b, v12.4b[0]\n"
+            ".inst 0x4face06a  // sdot v10.4s, v3.16b, v12.4b[1]\n"
+            ".inst 0x4f8ce862  // sdot v2.4s, v3.16b, v12.4b[2]\n"
+            ".inst 0x4face87d  // sdot v29.4s, v3.16b, v12.4b[3]\n"
+            "ldr q12, [x21, #0x60]\n"
+            ".inst 0x4f89e2da  // sdot v26.4s, v22.16b, v9.4b[0]\n"
+            ".inst 0x4fa9e2ca  // sdot v10.4s, v22.16b, v9.4b[1]\n"
+            ".inst 0x4f89eac2  // sdot v2.4s, v22.16b, v9.4b[2]\n"
+            ".inst 0x4fa9eadd  // sdot v29.4s, v22.16b, v9.4b[3]\n"
+            "ldr q17, [x21, #0x70]\n"
+            "add x21, x21, #0x88\n"
+            ".inst 0x4f8ce37a  // sdot v26.4s, v27.16b, v12.4b[0]\n"
+            ".inst 0x4face36a  // sdot v10.4s, v27.16b, v12.4b[1]\n"
+            ".inst 0x4f8ceb62  // sdot v2.4s, v27.16b, v12.4b[2]\n"
+            ".inst 0x4faceb7d  // sdot v29.4s, v27.16b, v12.4b[3]\n"
+            ".inst 0x4f91e3da  // sdot v26.4s, v30.16b, v17.4b[0]\n"
+            ".inst 0x4fb1e3ca  // sdot v10.4s, v30.16b, v17.4b[1]\n"
+            ".inst 0x4f91ebc2  // sdot v2.4s, v30.16b, v17.4b[2]\n"
+            ".inst 0x4fb1ebdd  // sdot v29.4s, v30.16b, v17.4b[3]\n"
+            "scvtf v26.4s, v26.4s, #0x4\n"
+            "scvtf v10.4s, v10.4s, #0x4\n"
+            "fmla v5.4s, v26.4s, v24.4s\n"
+            "scvtf v2.4s, v2.4s, #0x4\n"
+            "scvtf v29.4s, v29.4s, #0x4\n"
+            "fmla v21.4s, v10.4s, v31.4s\n"
+            "fmla v8.4s, v2.4s, v6.4s\n"
+            "fmla v1.4s, v29.4s, v20.4s\n"
+            "bgt 3b\n"
+            "mov x20, %x[res_ptr]\n"
+            "subs x27, x27, #0x4\n"
+            "add %x[res_ptr], %x[res_ptr], #0x10\n"
+            "str q15, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q19, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q18, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q14, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q11, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q13, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q23, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q16, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q25, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q7, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q0, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q4, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q5, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q21, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q8, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q1, [x20, #0x0]\n"
+            "bne 2b\n"
+            "mov x20, #0x4\n"
+            "sub x10, x10, #0x10\n"
+            "cmp x10, #0x10\n"
+            "mov %x[res_ptr], x26\n"
+            "madd %x[a_ptr], x20, x9, %x[a_ptr]\n"
+            "bge 1b\n"
+            "4:"  // Row loop skip
+            "cbz x10, 9f\n"
+            "5:"  // Row tail: Row loop
+            "add x24, %x[b_ptr], #0x8\n"
+            "mov x23, %x[nc]\n"
+            "add x22, %x[res_ptr], %x[res_stride], LSL #2\n"
+            "6:"  // Row tail: Column loop
+            "movi v15.16b, #0x0\n"
+            "movi v19.16b, #0x0\n"
+            "add x25, %x[a_ptr], #0x8\n"
+            "mov x21, %x[nb]\n"
+            "movi v18.16b, #0x0\n"
+            "movi v14.16b, #0x0\n"
+            "7:"  // Row tail: Block loop
+            "ldr q7, [x24, #0x0]\n"
+            "ldr q5, [x25, #0x0]\n"
+            "movi v9.16b, #0x4\n"
+            "movi v4.4s, #0x0\n"
+            "ldr q3, [x24, #0x10]\n"
+            "ldr q2, [x25, #0x10]\n"
+            "movi v1.4s, #0x0\n"
+            "movi v0.4s, #0x0\n"
+            "ldr q13, [x24, #0x20]\n"
+            "ldr q31, [x25, #0x20]\n"
+            "movi v30.4s, #0x0\n"
+            "movi v29.16b, #0xf0\n"
+            "ldr q28, [x24, #0x30]\n"
+            "ldr q27, [x25, #0x30]\n"
+            "sshl v20.16b, v7.16b, v9.16b\n"
+            "sub x20, x24, #0x8\n"
+            "ldr q26, [x25, #0x40]\n"
+            "ldr q25, [x25, #0x50]\n"
+            "sshl v17.16b, v3.16b, v9.16b\n"
+            "and v7.16b, v7.16b, v29.16b\n"
+            "ldr q24, [x25, #0x60]\n"
+            "ldr q16, [x25, #0x70]\n"
+            "sshl v22.16b, v13.16b, v9.16b\n"
+            "and v3.16b, v3.16b, v29.16b\n"
+            "ldr d21, [x20, #0x0]\n"
+            "ldr d12, [x25, #-0x8]\n"
+            ".inst 0x4f85e284  // sdot v4.4s, v20.16b, v5.4b[0]\n"
+            ".inst 0x4fa5e281  // sdot v1.4s, v20.16b, v5.4b[1]\n"
+            ".inst 0x4f85ea80  // sdot v0.4s, v20.16b, v5.4b[2]\n"
+            ".inst 0x4fa5ea9e  // sdot v30.4s, v20.16b, v5.4b[3]\n"
+            "sshl v9.16b, v28.16b, v9.16b\n"
+            "subs x21, x21, #0x1\n"
+            "and v13.16b, v13.16b, v29.16b\n"
+            "and v28.16b, v28.16b, v29.16b\n"
+            "add x25, x25, #0x88\n"
+            "add x24, x24, #0x48\n"
+            "fcvtl v21.4s, v21.4h\n"
+            "fcvtl v12.4s, v12.4h\n"
+            ".inst 0x4f82e224  // sdot v4.4s, v17.16b, v2.4b[0]\n"
+            ".inst 0x4fa2e221  // sdot v1.4s, v17.16b, v2.4b[1]\n"
+            ".inst 0x4f82ea20  // sdot v0.4s, v17.16b, v2.4b[2]\n"
+            ".inst 0x4fa2ea3e  // sdot v30.4s, v17.16b, v2.4b[3]\n"
+            "fmul v11.4s, v21.4s, v12.s[0]\n"
+            "fmul v23.4s, v21.4s, v12.s[1]\n"
+            "fmul v17.4s, v21.4s, v12.s[2]\n"
+            ".inst 0x4f9fe2c4  // sdot v4.4s, v22.16b, v31.4b[0]\n"
+            "fmul v6.4s, v21.4s, v12.s[3]\n"
+            ".inst 0x4fbfe2c1  // sdot v1.4s, v22.16b, v31.4b[1]\n"
+            ".inst 0x4f9feac0  // sdot v0.4s, v22.16b, v31.4b[2]\n"
+            ".inst 0x4fbfeade  // sdot v30.4s, v22.16b, v31.4b[3]\n"
+            ".inst 0x4f9be124  // sdot v4.4s, v9.16b, v27.4b[0]\n"
+            ".inst 0x4fbbe121  // sdot v1.4s, v9.16b, v27.4b[1]\n"
+            ".inst 0x4f9be920  // sdot v0.4s, v9.16b, v27.4b[2]\n"
+            ".inst 0x4fbbe93e  // sdot v30.4s, v9.16b, v27.4b[3]\n"
+            ".inst 0x4f9ae0e4  // sdot v4.4s, v7.16b, v26.4b[0]\n"
+            ".inst 0x4fbae0e1  // sdot v1.4s, v7.16b, v26.4b[1]\n"
+            ".inst 0x4f9ae8e0  // sdot v0.4s, v7.16b, v26.4b[2]\n"
+            ".inst 0x4fbae8fe  // sdot v30.4s, v7.16b, v26.4b[3]\n"
+            ".inst 0x4f99e064  // sdot v4.4s, v3.16b, v25.4b[0]\n"
+            ".inst 0x4fb9e061  // sdot v1.4s, v3.16b, v25.4b[1]\n"
+            ".inst 0x4f99e860  // sdot v0.4s, v3.16b, v25.4b[2]\n"
+            ".inst 0x4fb9e87e  // sdot v30.4s, v3.16b, v25.4b[3]\n"
+            ".inst 0x4f98e1a4  // sdot v4.4s, v13.16b, v24.4b[0]\n"
+            ".inst 0x4fb8e1a1  // sdot v1.4s, v13.16b, v24.4b[1]\n"
+            ".inst 0x4f98e9a0  // sdot v0.4s, v13.16b, v24.4b[2]\n"
+            ".inst 0x4fb8e9be  // sdot v30.4s, v13.16b, v24.4b[3]\n"
+            ".inst 0x4f90e384  // sdot v4.4s, v28.16b, v16.4b[0]\n"
+            ".inst 0x4fb0e381  // sdot v1.4s, v28.16b, v16.4b[1]\n"
+            ".inst 0x4f90eb80  // sdot v0.4s, v28.16b, v16.4b[2]\n"
+            ".inst 0x4fb0eb9e  // sdot v30.4s, v28.16b, v16.4b[3]\n"
+            "scvtf v4.4s, v4.4s, #0x4\n"
+            "scvtf v1.4s, v1.4s, #0x4\n"
+            "scvtf v0.4s, v0.4s, #0x4\n"
+            "fmla v15.4s, v4.4s, v11.4s\n"
+            "scvtf v30.4s, v30.4s, #0x4\n"
+            "fmla v19.4s, v1.4s, v23.4s\n"
+            "fmla v18.4s, v0.4s, v17.4s\n"
+            "fmla v14.4s, v30.4s, v6.4s\n"
+            "bgt 7b\n"
+            "mov x20, %x[res_ptr]\n"
+            "cmp x10, #0x1\n"
+            "str q15, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "ble 8f\n"
+            "cmp x10, #0x2\n"
+            "str q19, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "ble 8f\n"
+            "cmp x10, #0x3\n"
+            "str q18, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "ble 8f\n"
+            "str q14, [x20, #0x0]\n"
+            "8:"  // Row tail: Accumulator store skip
+            "subs x23, x23, #0x4\n"
+            "add %x[res_ptr], %x[res_ptr], #0x10\n"
+            "bne 6b\n"
+            "subs x10, x10, #0x4\n"
+            "add %x[a_ptr], %x[a_ptr], x9\n"
+            "mov %x[res_ptr], x22\n"
+            "bgt 5b\n"
+            "9:"  // Row tail: Row loop skip
+            : [a_ptr] "+&r" (a_ptr), [res_ptr] "+&r" (res_ptr)
+            : [b_ptr] "r" (b_ptr), [nr] "r" (nr), [nb] "r" (nb), [res_stride] "r" (res_stride), [nc] "r" (nc)
+            : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x9", "x10", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28"
+        );
+        return;
+    }
+#endif // #if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON)
+    {
+        float sumf[4][4];
+        int sumi;
+
+        for (int y = 0; y < nr / 4; y++) {
+            const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb);
+            for (int x = 0; x < nc / ncols_interleaved; x++) {
+                const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx + (x * nb);
+                for (int m = 0; m < 4; m++) {
+                    for (int j = 0; j < ncols_interleaved; j++) sumf[m][j] = 0.0;
+                }
+                for (int l = 0; l < nb; l++) {
+                    for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                        for (int m = 0; m < 4; m++) {
+                            for (int j = 0; j < ncols_interleaved; j++) {
+                                sumi = 0;
+                                for (int i = 0; i < blocklen; ++i) {
+                                    const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4);
+                                    const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0);
+                                    sumi += ((v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]) +
+                                            (v1 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i + qk / 2 * 4])) >> 4;
+                                }
+                                sumf[m][j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d[m]);
+                            }
+                        }
+                    }
+                }
+                for (int m = 0; m < 4; m++) {
+                    for (int j = 0; j < ncols_interleaved; j++)
+                        s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j];
+                }
+            }
+        }
+    }
+}
+
+static void ggml_gemm_q4_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+    const int ncols_interleaved = 4;
+    const int blocklen = 8;
+
+    assert (n % qk == 0);
+    assert (nr % 4 == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8)
+    if (ggml_cpu_has_neon() && ggml_cpu_has_matmul_int8()) {
+        const void * b_ptr = vx;
+        const void * a_ptr = vy;
+        float * res_ptr = s;
+        size_t res_stride = bs * sizeof(float);
+
+        __asm__ __volatile__(
+            "mov x10, %x[nr]\n"
+            "mov x9, #0x88\n"
+            "cmp x10, #0x10\n"
+            "mul x9, %x[nb], x9\n"
+            "blt 4f\n"
+            "1:"  // Row loop
+            "add x28, %x[b_ptr], #0x8\n"
+            "mov x27, %x[nc]\n"
+            "add x26, %x[res_ptr], %x[res_stride], LSL #4\n"
+            "2:"  // Column loop
+            "add x25, %x[a_ptr], #0x8\n"
+            "movi v2.16b, #0x0\n"
+            "movi v10.16b, #0x0\n"
+            "mov x24, %x[nb]\n"
+            "add x23, x25, x9\n"
+            "movi v12.16b, #0x0\n"
+            "movi v28.16b, #0x0\n"
+            "add x22, x23, x9\n"
+            "movi v11.16b, #0x0\n"
+            "movi v13.16b, #0x0\n"
+            "add x21, x22, x9\n"
+            "movi v22.16b, #0x0\n"
+            "movi v23.16b, #0x0\n"
+            "movi v25.16b, #0x0\n"
+            "movi v5.16b, #0x0\n"
+            "movi v7.16b, #0x0\n"
+            "movi v4.16b, #0x0\n"
+            "movi v6.16b, #0x0\n"
+            "movi v30.16b, #0x0\n"
+            "movi v24.16b, #0x0\n"
+            "movi v14.16b, #0x0\n"
+            "3:"  // Block loop
+            "ldr q21, [x28, #0x0]\n"
+            "ldr q16, [x28, #0x10]\n"
+            "movi v1.16b, #0x4\n"
+            "movi v19.4s, #0x0\n"
+            "ldr q27, [x25, #0x0]\n"
+            "ldr q15, [x25, #0x10]\n"
+            "movi v26.4s, #0x0\n"
+            "movi v18.4s, #0x0\n"
+            "ldr q29, [x28, #0x20]\n"
+            "ldr q3, [x28, #0x30]\n"
+            "movi v17.4s, #0x0\n"
+            "movi v0.16b, #0xf0\n"
+            "ldr d20, [x25, #-0x8]\n"
+            "ldr d9, [x23, #-0x8]\n"
+            "sshl v8.16b, v21.16b, v1.16b\n"
+            "sshl v31.16b, v16.16b, v1.16b\n"
+            "and v21.16b, v21.16b, v0.16b\n"
+            "and v16.16b, v16.16b, v0.16b\n"
+            "sub x20, x28, #0x8\n"
+            "subs x24, x24, #0x1\n"
+            "add x28, x28, #0x48\n"
+            ".inst 0x4e88a773  // smmla v19.4s, v27.16b, v8.16b\n"
+            ".inst 0x4e9fa77a  // smmla v26.4s, v27.16b, v31.16b\n"
+            "ldr q27, [x25, #0x20]\n"
+            ".inst 0x4e88a5f2  // smmla v18.4s, v15.16b, v8.16b\n"
+            ".inst 0x4e9fa5f1  // smmla v17.4s, v15.16b, v31.16b\n"
+            "sshl v15.16b, v29.16b, v1.16b\n"
+            "sshl v1.16b, v3.16b, v1.16b\n"
+            "and v29.16b, v29.16b, v0.16b\n"
+            "and v3.16b, v3.16b, v0.16b\n"
+            "ldr q0, [x25, #0x30]\n"
+            "fcvtl v20.4s, v20.4h\n"
+            ".inst 0x4e8fa773  // smmla v19.4s, v27.16b, v15.16b\n"
+            "fcvtl v9.4s, v9.4h\n"
+            ".inst 0x4e81a77a  // smmla v26.4s, v27.16b, v1.16b\n"
+            "ldr q27, [x25, #0x40]\n"
+            ".inst 0x4e8fa412  // smmla v18.4s, v0.16b, v15.16b\n"
+            ".inst 0x4e81a411  // smmla v17.4s, v0.16b, v1.16b\n"
+            "ldr q0, [x25, #0x50]\n"
+            ".inst 0x4e95a773  // smmla v19.4s, v27.16b, v21.16b\n"
+            ".inst 0x4e90a77a  // smmla v26.4s, v27.16b, v16.16b\n"
+            "ldr q27, [x25, #0x60]\n"
+            ".inst 0x4e95a412  // smmla v18.4s, v0.16b, v21.16b\n"
+            ".inst 0x4e90a411  // smmla v17.4s, v0.16b, v16.16b\n"
+            "ldr q0, [x25, #0x70]\n"
+            "add x25, x25, #0x88\n"
+            ".inst 0x4e9da773  // smmla v19.4s, v27.16b, v29.16b\n"
+            ".inst 0x4e83a77a  // smmla v26.4s, v27.16b, v3.16b\n"
+            "ldr d27, [x20, #0x0]\n"
+            ".inst 0x4e9da412  // smmla v18.4s, v0.16b, v29.16b\n"
+            ".inst 0x4e83a411  // smmla v17.4s, v0.16b, v3.16b\n"
+            "fcvtl v27.4s, v27.4h\n"
+            "uzp1 v0.2d, v19.2d, v26.2d\n"
+            "uzp2 v26.2d, v19.2d, v26.2d\n"
+            "fmul v19.4s, v27.4s, v20.s[0]\n"
+            "scvtf v0.4s, v0.4s, #0x4\n"
+            "scvtf v26.4s, v26.4s, #0x4\n"
+            "fmla v2.4s, v0.4s, v19.4s\n"
+            "ldr q19, [x23, #0x0]\n"
+            "uzp1 v0.2d, v18.2d, v17.2d\n"
+            "uzp2 v18.2d, v18.2d, v17.2d\n"
+            "fmul v17.4s, v27.4s, v20.s[1]\n"
+            "scvtf v0.4s, v0.4s, #0x4\n"
+            "scvtf v18.4s, v18.4s, #0x4\n"
+            "fmla v10.4s, v26.4s, v17.4s\n"
+            "ldr q17, [x23, #0x10]\n"
+            "fmul v26.4s, v27.4s, v20.s[2]\n"
+            "fmul v20.4s, v27.4s, v20.s[3]\n"
+            "fmla v12.4s, v0.4s, v26.4s\n"
+            "ldr d0, [x22, #-0x8]\n"
+            "ldr d26, [x21, #-0x8]\n"
+            "fcvtl v0.4s, v0.4h\n"
+            "fmla v28.4s, v18.4s, v20.4s\n"
+            "movi v20.4s, #0x0\n"
+            "movi v18.4s, #0x0\n"
+            ".inst 0x4e88a674  // smmla v20.4s, v19.16b, v8.16b\n"
+            ".inst 0x4e9fa672  // smmla v18.4s, v19.16b, v31.16b\n"
+            "ldr q19, [x23, #0x20]\n"
+            "fcvtl v26.4s, v26.4h\n"
+            ".inst 0x4e8fa674  // smmla v20.4s, v19.16b, v15.16b\n"
+            ".inst 0x4e81a672  // smmla v18.4s, v19.16b, v1.16b\n"
+            "ldr q19, [x23, #0x40]\n"
+            ".inst 0x4e95a674  // smmla v20.4s, v19.16b, v21.16b\n"
+            ".inst 0x4e90a672  // smmla v18.4s, v19.16b, v16.16b\n"
+            "ldr q19, [x23, #0x60]\n"
+            ".inst 0x4e9da674  // smmla v20.4s, v19.16b, v29.16b\n"
+            ".inst 0x4e83a672  // smmla v18.4s, v19.16b, v3.16b\n"
+            "uzp1 v19.2d, v20.2d, v18.2d\n"
+            "scvtf v19.4s, v19.4s, #0x4\n"
+            "uzp2 v20.2d, v20.2d, v18.2d\n"
+            "fmul v18.4s, v27.4s, v9.s[0]\n"
+            "scvtf v20.4s, v20.4s, #0x4\n"
+            "fmla v11.4s, v19.4s, v18.4s\n"
+            "ldr q18, [x22, #0x0]\n"
+            "fmul v19.4s, v27.4s, v9.s[1]\n"
+            "fmla v13.4s, v20.4s, v19.4s\n"
+            "movi v19.4s, #0x0\n"
+            "movi v20.4s, #0x0\n"
+            ".inst 0x4e88a633  // smmla v19.4s, v17.16b, v8.16b\n"
+            ".inst 0x4e9fa634  // smmla v20.4s, v17.16b, v31.16b\n"
+            "ldr q17, [x23, #0x30]\n"
+            ".inst 0x4e8fa633  // smmla v19.4s, v17.16b, v15.16b\n"
+            ".inst 0x4e81a634  // smmla v20.4s, v17.16b, v1.16b\n"
+            "ldr q17, [x23, #0x50]\n"
+            ".inst 0x4e95a633  // smmla v19.4s, v17.16b, v21.16b\n"
+            ".inst 0x4e90a634  // smmla v20.4s, v17.16b, v16.16b\n"
+            "ldr q17, [x23, #0x70]\n"
+            "add x23, x23, #0x88\n"
+            ".inst 0x4e9da633  // smmla v19.4s, v17.16b, v29.16b\n"
+            ".inst 0x4e83a634  // smmla v20.4s, v17.16b, v3.16b\n"
+            "uzp1 v17.2d, v19.2d, v20.2d\n"
+            "scvtf v17.4s, v17.4s, #0x4\n"
+            "uzp2 v20.2d, v19.2d, v20.2d\n"
+            "fmul v19.4s, v27.4s, v9.s[2]\n"
+            "fmul v9.4s, v27.4s, v9.s[3]\n"
+            "scvtf v20.4s, v20.4s, #0x4\n"
+            "fmla v22.4s, v17.4s, v19.4s\n"
+            "ldr q17, [x22, #0x10]\n"
+            "movi v19.4s, #0x0\n"
+            ".inst 0x4e88a653  // smmla v19.4s, v18.16b, v8.16b\n"
+            "fmla v23.4s, v20.4s, v9.4s\n"
+            "movi v20.4s, #0x0\n"
+            "movi v9.4s, #0x0\n"
+            ".inst 0x4e9fa654  // smmla v20.4s, v18.16b, v31.16b\n"
+            "ldr q18, [x22, #0x20]\n"
+            ".inst 0x4e88a629  // smmla v9.4s, v17.16b, v8.16b\n"
+            ".inst 0x4e8fa653  // smmla v19.4s, v18.16b, v15.16b\n"
+            ".inst 0x4e81a654  // smmla v20.4s, v18.16b, v1.16b\n"
+            "ldr q18, [x22, #0x40]\n"
+            ".inst 0x4e95a653  // smmla v19.4s, v18.16b, v21.16b\n"
+            ".inst 0x4e90a654  // smmla v20.4s, v18.16b, v16.16b\n"
+            "ldr q18, [x22, #0x60]\n"
+            ".inst 0x4e9da653  // smmla v19.4s, v18.16b, v29.16b\n"
+            ".inst 0x4e83a654  // smmla v20.4s, v18.16b, v3.16b\n"
+            "movi v18.4s, #0x0\n"
+            ".inst 0x4e9fa632  // smmla v18.4s, v17.16b, v31.16b\n"
+            "ldr q17, [x22, #0x30]\n"
+            ".inst 0x4e8fa629  // smmla v9.4s, v17.16b, v15.16b\n"
+            ".inst 0x4e81a632  // smmla v18.4s, v17.16b, v1.16b\n"
+            "ldr q17, [x22, #0x50]\n"
+            ".inst 0x4e95a629  // smmla v9.4s, v17.16b, v21.16b\n"
+            ".inst 0x4e90a632  // smmla v18.4s, v17.16b, v16.16b\n"
+            "ldr q17, [x22, #0x70]\n"
+            "add x22, x22, #0x88\n"
+            ".inst 0x4e9da629  // smmla v9.4s, v17.16b, v29.16b\n"
+            ".inst 0x4e83a632  // smmla v18.4s, v17.16b, v3.16b\n"
+            "uzp1 v17.2d, v19.2d, v20.2d\n"
+            "uzp2 v20.2d, v19.2d, v20.2d\n"
+            "fmul v19.4s, v27.4s, v0.s[0]\n"
+            "scvtf v17.4s, v17.4s, #0x4\n"
+            "scvtf v20.4s, v20.4s, #0x4\n"
+            "fmla v25.4s, v17.4s, v19.4s\n"
+            "ldr q19, [x21, #0x0]\n"
+            "fmul v17.4s, v27.4s, v0.s[1]\n"
+            "fmla v5.4s, v20.4s, v17.4s\n"
+            "ldr q17, [x21, #0x10]\n"
+            "uzp1 v20.2d, v9.2d, v18.2d\n"
+            "uzp2 v9.2d, v9.2d, v18.2d\n"
+            "fmul v18.4s, v27.4s, v0.s[2]\n"
+            "fmul v0.4s, v27.4s, v0.s[3]\n"
+            "scvtf v20.4s, v20.4s, #0x4\n"
+            "scvtf v9.4s, v9.4s, #0x4\n"
+            "fmla v7.4s, v20.4s, v18.4s\n"
+            "movi v20.4s, #0x0\n"
+            "movi v18.4s, #0x0\n"
+            ".inst 0x4e88a674  // smmla v20.4s, v19.16b, v8.16b\n"
+            ".inst 0x4e9fa672  // smmla v18.4s, v19.16b, v31.16b\n"
+            "ldr q19, [x21, #0x20]\n"
+            "fmla v4.4s, v9.4s, v0.4s\n"
+            "movi v9.4s, #0x0\n"
+            "movi v0.4s, #0x0\n"
+            ".inst 0x4e88a629  // smmla v9.4s, v17.16b, v8.16b\n"
+            "fmul v8.4s, v27.4s, v26.s[0]\n"
+            ".inst 0x4e9fa620  // smmla v0.4s, v17.16b, v31.16b\n"
+            "ldr q17, [x21, #0x30]\n"
+            ".inst 0x4e8fa674  // smmla v20.4s, v19.16b, v15.16b\n"
+            "fmul v31.4s, v27.4s, v26.s[1]\n"
+            ".inst 0x4e81a672  // smmla v18.4s, v19.16b, v1.16b\n"
+            "ldr q19, [x21, #0x40]\n"
+            ".inst 0x4e8fa629  // smmla v9.4s, v17.16b, v15.16b\n"
+            "fmul v15.4s, v27.4s, v26.s[2]\n"
+            "fmul v27.4s, v27.4s, v26.s[3]\n"
+            ".inst 0x4e81a620  // smmla v0.4s, v17.16b, v1.16b\n"
+            "ldr q1, [x21, #0x50]\n"
+            ".inst 0x4e95a674  // smmla v20.4s, v19.16b, v21.16b\n"
+            ".inst 0x4e90a672  // smmla v18.4s, v19.16b, v16.16b\n"
+            "ldr q26, [x21, #0x60]\n"
+            ".inst 0x4e95a429  // smmla v9.4s, v1.16b, v21.16b\n"
+            ".inst 0x4e90a420  // smmla v0.4s, v1.16b, v16.16b\n"
+            "ldr q21, [x21, #0x70]\n"
+            "add x21, x21, #0x88\n"
+            ".inst 0x4e9da754  // smmla v20.4s, v26.16b, v29.16b\n"
+            ".inst 0x4e83a752  // smmla v18.4s, v26.16b, v3.16b\n"
+            ".inst 0x4e9da6a9  // smmla v9.4s, v21.16b, v29.16b\n"
+            ".inst 0x4e83a6a0  // smmla v0.4s, v21.16b, v3.16b\n"
+            "uzp1 v29.2d, v20.2d, v18.2d\n"
+            "uzp2 v21.2d, v20.2d, v18.2d\n"
+            "scvtf v29.4s, v29.4s, #0x4\n"
+            "uzp1 v18.2d, v9.2d, v0.2d\n"
+            "uzp2 v16.2d, v9.2d, v0.2d\n"
+            "scvtf v21.4s, v21.4s, #0x4\n"
+            "fmla v6.4s, v29.4s, v8.4s\n"
+            "scvtf v18.4s, v18.4s, #0x4\n"
+            "scvtf v16.4s, v16.4s, #0x4\n"
+            "fmla v30.4s, v21.4s, v31.4s\n"
+            "fmla v24.4s, v18.4s, v15.4s\n"
+            "fmla v14.4s, v16.4s, v27.4s\n"
+            "bgt 3b\n"
+            "mov x20, %x[res_ptr]\n"
+            "subs x27, x27, #0x4\n"
+            "add %x[res_ptr], %x[res_ptr], #0x10\n"
+            "str q2, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q10, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q12, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q28, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q11, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q13, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q22, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q23, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q25, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q5, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q7, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q4, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q6, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q30, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q24, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "str q14, [x20, #0x0]\n"
+            "bne 2b\n"
+            "mov x20, #0x4\n"
+            "sub x10, x10, #0x10\n"
+            "cmp x10, #0x10\n"
+            "mov %x[res_ptr], x26\n"
+            "madd %x[a_ptr], x20, x9, %x[a_ptr]\n"
+            "bge 1b\n"
+            "4:"  // Row loop skip
+            "cbz x10, 9f\n"
+            "5:"  // Row tail: Row loop
+            "add x24, %x[b_ptr], #0x8\n"
+            "mov x23, %x[nc]\n"
+            "add x22, %x[res_ptr], %x[res_stride], LSL #2\n"
+            "6:"  // Row tail: Column loop
+            "movi v2.16b, #0x0\n"
+            "movi v10.16b, #0x0\n"
+            "add x25, %x[a_ptr], #0x8\n"
+            "mov x21, %x[nb]\n"
+            "movi v12.16b, #0x0\n"
+            "movi v28.16b, #0x0\n"
+            "7:"  // Row tail: Block loop
+            "ldr q6, [x24, #0x0]\n"
+            "ldr q5, [x24, #0x10]\n"
+            "movi v17.16b, #0x4\n"
+            "movi v8.4s, #0x0\n"
+            "ldr q4, [x25, #0x0]\n"
+            "ldr q13, [x25, #0x10]\n"
+            "movi v27.4s, #0x0\n"
+            "movi v0.4s, #0x0\n"
+            "ldr q31, [x24, #0x20]\n"
+            "ldr q14, [x24, #0x30]\n"
+            "movi v29.4s, #0x0\n"
+            "movi v22.16b, #0xf0\n"
+            "ldr q11, [x25, #0x20]\n"
+            "ldr q23, [x25, #0x30]\n"
+            "sshl v21.16b, v6.16b, v17.16b\n"
+            "sshl v16.16b, v5.16b, v17.16b\n"
+            "ldr q20, [x25, #0x40]\n"
+            "ldr q26, [x25, #0x50]\n"
+            "and v6.16b, v6.16b, v22.16b\n"
+            "and v5.16b, v5.16b, v22.16b\n"
+            "ldr q25, [x25, #0x60]\n"
+            "ldr q3, [x25, #0x70]\n"
+            "sshl v19.16b, v31.16b, v17.16b\n"
+            "sshl v18.16b, v14.16b, v17.16b\n"
+            "ldr d17, [x25, #-0x8]\n"
+            ".inst 0x4e95a488  // smmla v8.4s, v4.16b, v21.16b\n"
+            ".inst 0x4e90a49b  // smmla v27.4s, v4.16b, v16.16b\n"
+            "and v31.16b, v31.16b, v22.16b\n"
+            ".inst 0x4e95a5a0  // smmla v0.4s, v13.16b, v21.16b\n"
+            ".inst 0x4e90a5bd  // smmla v29.4s, v13.16b, v16.16b\n"
+            "and v14.16b, v14.16b, v22.16b\n"
+            "sub x20, x24, #0x8\n"
+            "ldr d16, [x20, #0x0]\n"
+            "subs x21, x21, #0x1\n"
+            "add x25, x25, #0x88\n"
+            "fcvtl v17.4s, v17.4h\n"
+            "add x24, x24, #0x48\n"
+            ".inst 0x4e93a568  // smmla v8.4s, v11.16b, v19.16b\n"
+            ".inst 0x4e92a57b  // smmla v27.4s, v11.16b, v18.16b\n"
+            ".inst 0x4e93a6e0  // smmla v0.4s, v23.16b, v19.16b\n"
+            ".inst 0x4e92a6fd  // smmla v29.4s, v23.16b, v18.16b\n"
+            "fcvtl v16.4s, v16.4h\n"
+            ".inst 0x4e86a688  // smmla v8.4s, v20.16b, v6.16b\n"
+            ".inst 0x4e85a69b  // smmla v27.4s, v20.16b, v5.16b\n"
+            "fmul v23.4s, v16.4s, v17.s[0]\n"
+            "fmul v21.4s, v16.4s, v17.s[1]\n"
+            "fmul v1.4s, v16.4s, v17.s[2]\n"
+            "fmul v20.4s, v16.4s, v17.s[3]\n"
+            ".inst 0x4e86a740  // smmla v0.4s, v26.16b, v6.16b\n"
+            ".inst 0x4e85a75d  // smmla v29.4s, v26.16b, v5.16b\n"
+            ".inst 0x4e9fa728  // smmla v8.4s, v25.16b, v31.16b\n"
+            ".inst 0x4e8ea73b  // smmla v27.4s, v25.16b, v14.16b\n"
+            ".inst 0x4e9fa460  // smmla v0.4s, v3.16b, v31.16b\n"
+            ".inst 0x4e8ea47d  // smmla v29.4s, v3.16b, v14.16b\n"
+            "uzp1 v19.2d, v8.2d, v27.2d\n"
+            "uzp2 v18.2d, v8.2d, v27.2d\n"
+            "scvtf v19.4s, v19.4s, #0x4\n"
+            "uzp1 v17.2d, v0.2d, v29.2d\n"
+            "uzp2 v16.2d, v0.2d, v29.2d\n"
+            "scvtf v18.4s, v18.4s, #0x4\n"
+            "fmla v2.4s, v19.4s, v23.4s\n"
+            "scvtf v17.4s, v17.4s, #0x4\n"
+            "scvtf v16.4s, v16.4s, #0x4\n"
+            "fmla v10.4s, v18.4s, v21.4s\n"
+            "fmla v12.4s, v17.4s, v1.4s\n"
+            "fmla v28.4s, v16.4s, v20.4s\n"
+            "bgt 7b\n"
+            "mov x20, %x[res_ptr]\n"
+            "cmp x10, #0x1\n"
+            "str q2, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "ble 8f\n"
+            "cmp x10, #0x2\n"
+            "str q10, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "ble 8f\n"
+            "cmp x10, #0x3\n"
+            "str q12, [x20, #0x0]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "ble 8f\n"
+            "str q28, [x20, #0x0]\n"
+            "8:"  // Row tail: Accumulator store skip
+            "subs x23, x23, #0x4\n"
+            "add %x[res_ptr], %x[res_ptr], #0x10\n"
+            "bne 6b\n"
+            "subs x10, x10, #0x4\n"
+            "add %x[a_ptr], %x[a_ptr], x9\n"
+            "mov %x[res_ptr], x22\n"
+            "bgt 5b\n"
+            "9:"  // Row tail: Row loop skip
+            : [a_ptr] "+&r" (a_ptr), [res_ptr] "+&r" (res_ptr)
+            : [b_ptr] "r" (b_ptr), [nr] "r" (nr), [nb] "r" (nb), [res_stride] "r" (res_stride), [nc] "r" (nc)
+            : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x9", "x10", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28"
+        );
+        return;
+    }
+#endif // #if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8)
+    float sumf[4][4];
+    int sumi;
+
+    for (int y = 0; y < nr / 4; y++) {
+        const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb);
+        for (int x = 0; x < nc / ncols_interleaved; x++) {
+            const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx + (x * nb);
+            for (int m = 0; m < 4; m++) {
+                for (int j = 0; j < ncols_interleaved; j++) sumf[m][j] = 0.0;
+            }
+            for (int l = 0; l < nb; l++) {
+                for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                    for (int m = 0; m < 4; m++) {
+                        for (int j = 0; j < ncols_interleaved; j++) {
+                            sumi = 0;
+                            for (int i = 0; i < blocklen; ++i) {
+                                const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4);
+                                const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0);
+                                sumi += ((v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]) +
+                                        (v1 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i + qk / 2 * 4])) >> 4;
+                            }
+                            sumf[m][j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d[m]);
+                        }
+                    }
+                }
+            }
+            for (int m = 0; m < 4; m++) {
+                for (int j = 0; j < ncols_interleaved; j++)
+                    s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j];
+            }
+        }
+    }
+}
+
+static void ggml_gemm_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+    const int ncols_interleaved = 8;
+    const int blocklen = 8;
+
+    assert (n % qk == 0);
+    assert (nr % 4 == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__)
+#if defined(__ARM_FEATURE_SVE) && defined(__ARM_FEATURE_MATMUL_INT8)
+    if (ggml_cpu_has_sve() && ggml_cpu_has_matmul_int8() && ggml_cpu_get_sve_cnt() == QK8_0) {
+        const void * b_ptr = vx;
+        const void * a_ptr = vy;
+        float * res_ptr = s;
+        size_t res_stride = bs * sizeof(float);
+
+        __asm__ __volatile__(
+            "mov x20, #0x4\n"
+            "mov x13, %x[nr]\n"
+            "mov z28.s, #-0x4\n"
+            "mov x12, #0x88\n"
+            "ptrue p1.b\n"
+            "whilelt p0.s, XZR, x20\n"
+            "cmp x13, #0x10\n"
+            "mul x12, %x[nb], x12\n"
+            "blt 4f\n"
+            "1:"  // Row loop
+            "add x11, %x[b_ptr], #0x10\n"
+            "mov x10, %x[nc]\n"
+            "add x9, %x[res_ptr], %x[res_stride], LSL #4\n"
+            "2:"  // Column loop
+            "add x28, %x[a_ptr], #0x8\n"
+            "mov z24.b, #0x0\n"
+            "mov z15.b, #0x0\n"
+            "mov x27, %x[nb]\n"
+            "add x26, x28, x12\n"
+            "mov z12.b, #0x0\n"
+            "mov z0.b, #0x0\n"
+            "add x25, x26, x12\n"
+            "mov z13.b, #0x0\n"
+            "mov z1.b, #0x0\n"
+            "add x24, x25, x12\n"
+            "mov z20.b, #0x0\n"
+            "mov z25.b, #0x0\n"
+            "mov z11.b, #0x0\n"
+            "mov z16.b, #0x0\n"
+            "mov z19.b, #0x0\n"
+            "mov z26.b, #0x0\n"
+            "mov z8.b, #0x0\n"
+            "mov z29.b, #0x0\n"
+            "mov z27.b, #0x0\n"
+            "mov z10.b, #0x0\n"
+            "3:"  // Block loop
+            "ld1b { z30.b }, p1/Z, [x11]\n"
+            "ld1b { z21.b }, p1/Z, [x11, #1, MUL VL]\n"
+            "mov z18.s, #0x0\n"
+            "mov z7.s, #0x0\n"
+            "ld1rqb { z3.b }, p1/Z, [x28]\n"
+            "ld1rqb { z5.b }, p1/Z, [x28, #16]\n"
+            "mov z9.s, #0x0\n"
+            "mov z22.s, #0x0\n"
+            "ld1b { z4.b }, p1/Z, [x11, #2, MUL VL]\n"
+            "ld1b { z17.b }, p1/Z, [x11, #3, MUL VL]\n"
+            "sub x20, x11, #0x10\n"
+            "sub x23, x28, #0x8\n"
+            "lsl z31.b, z30.b, #0x4\n"
+            "lsl z6.b, z21.b, #0x4\n"
+            "ld1h { z23.s }, p1/Z, [x20]\n"
+            "sub x22, x26, #0x8\n"
+            "and z30.b, z30.b, #0xf0\n"
+            "and z21.b, z21.b, #0xf0\n"
+            "sub x21, x25, #0x8\n"
+            "sub x20, x24, #0x8\n"
+            "lsl z14.b, z4.b, #0x4\n"
+            "lsl z2.b, z17.b, #0x4\n"
+            "subs x27, x27, #0x1\n"
+            "add x11, x11, #0x90\n"
+            ".inst 0x451f9872  // smmla z18.s, z3.b, z31.b\n"
+            ".inst 0x45069867  // smmla z7.s, z3.b, z6.b\n"
+            "ld1rqb { z3.b }, p1/Z, [x28, #32]\n"
+            "and z4.b, z4.b, #0xf0\n"
+            ".inst 0x451f98a9  // smmla z9.s, z5.b, z31.b\n"
+            ".inst 0x450698b6  // smmla z22.s, z5.b, z6.b\n"
+            "ld1rqb { z5.b }, p1/Z, [x28, #48]\n"
+            "and z17.b, z17.b, #0xf0\n"
+            "fcvt z23.s, p1/m, z23.h\n"
+            ".inst 0x450e9872  // smmla z18.s, z3.b, z14.b\n"
+            ".inst 0x45029867  // smmla z7.s, z3.b, z2.b\n"
+            "ld1rqb { z3.b }, p1/Z, [x28, #64]\n"
+            ".inst 0x450e98a9  // smmla z9.s, z5.b, z14.b\n"
+            ".inst 0x450298b6  // smmla z22.s, z5.b, z2.b\n"
+            "ld1rqb { z5.b }, p1/Z, [x28, #80]\n"
+            "fscale z23.s, p1/m, z23.s, z28.s\n"
+            ".inst 0x451e9872  // smmla z18.s, z3.b, z30.b\n"
+            ".inst 0x45159867  // smmla z7.s, z3.b, z21.b\n"
+            "ld1rqb { z3.b }, p1/Z, [x28, #96]\n"
+            ".inst 0x451e98a9  // smmla z9.s, z5.b, z30.b\n"
+            ".inst 0x451598b6  // smmla z22.s, z5.b, z21.b\n"
+            "ld1rqb { z5.b }, p1/Z, [x28, #112]\n"
+            "add x28, x28, #0x88\n"
+            ".inst 0x45049872  // smmla z18.s, z3.b, z4.b\n"
+            ".inst 0x45119867  // smmla z7.s, z3.b, z17.b\n"
+            "ld1h { z3.s }, p0/Z, [x23]\n"
+            ".inst 0x450498a9  // smmla z9.s, z5.b, z4.b\n"
+            ".inst 0x451198b6  // smmla z22.s, z5.b, z17.b\n"
+            "fcvt z3.s, p1/m, z3.h\n"
+            "uzp1 z5.d, z18.d, z7.d\n"
+            "uzp2 z18.d, z18.d, z7.d\n"
+            "mov z3.q, z3.q[0]\n"
+            "uzp1 z7.d, z9.d, z22.d\n"
+            "uzp2 z22.d, z9.d, z22.d\n"
+            "fmul z9.s, z23.s, z3.s[0]\n"
+            "scvtf z5.s, p1/m, z5.s\n"
+            "scvtf z18.s, p1/m, z18.s\n"
+            "scvtf z7.s, p1/m, z7.s\n"
+            "scvtf z22.s, p1/m, z22.s\n"
+            "fmla z24.s, p1/M, z5.s, z9.s\n"
+            "ld1rqb { z5.b }, p1/Z, [x26]\n"
+            "fmul z9.s, z23.s, z3.s[1]\n"
+            "fmla z15.s, p1/M, z18.s, z9.s\n"
+            "ld1rqb { z18.b }, p1/Z, [x26, #16]\n"
+            "fmul z9.s, z23.s, z3.s[2]\n"
+            "fmul z3.s, z23.s, z3.s[3]\n"
+            "fmla z12.s, p1/M, z7.s, z9.s\n"
+            "mov z9.s, #0x0\n"
+            "ld1h { z7.s }, p0/Z, [x22]\n"
+            ".inst 0x451f98a9  // smmla z9.s, z5.b, z31.b\n"
+            "fmla z0.s, p1/M, z22.s, z3.s\n"
+            "mov z22.s, #0x0\n"
+            "ld1h { z3.s }, p0/Z, [x21]\n"
+            ".inst 0x450698b6  // smmla z22.s, z5.b, z6.b\n"
+            "ld1rqb { z5.b }, p1/Z, [x26, #32]\n"
+            "fcvt z7.s, p1/m, z7.h\n"
+            "fcvt z3.s, p1/m, z3.h\n"
+            ".inst 0x450e98a9  // smmla z9.s, z5.b, z14.b\n"
+            ".inst 0x450298b6  // smmla z22.s, z5.b, z2.b\n"
+            "ld1rqb { z5.b }, p1/Z, [x26, #64]\n"
+            "mov z7.q, z7.q[0]\n"
+            "mov z3.q, z3.q[0]\n"
+            ".inst 0x451e98a9  // smmla z9.s, z5.b, z30.b\n"
+            ".inst 0x451598b6  // smmla z22.s, z5.b, z21.b\n"
+            "ld1rqb { z5.b }, p1/Z, [x26, #96]\n"
+            ".inst 0x450498a9  // smmla z9.s, z5.b, z4.b\n"
+            ".inst 0x451198b6  // smmla z22.s, z5.b, z17.b\n"
+            "uzp1 z5.d, z9.d, z22.d\n"
+            "scvtf z5.s, p1/m, z5.s\n"
+            "uzp2 z22.d, z9.d, z22.d\n"
+            "fmul z9.s, z23.s, z7.s[0]\n"
+            "scvtf z22.s, p1/m, z22.s\n"
+            "fmla z13.s, p1/M, z5.s, z9.s\n"
+            "ld1rqb { z9.b }, p1/Z, [x25]\n"
+            "fmul z5.s, z23.s, z7.s[1]\n"
+            "fmla z1.s, p1/M, z22.s, z5.s\n"
+            "mov z5.s, #0x0\n"
+            "mov z22.s, #0x0\n"
+            ".inst 0x451f9a45  // smmla z5.s, z18.b, z31.b\n"
+            ".inst 0x45069a56  // smmla z22.s, z18.b, z6.b\n"
+            "ld1rqb { z18.b }, p1/Z, [x26, #48]\n"
+            ".inst 0x450e9a45  // smmla z5.s, z18.b, z14.b\n"
+            ".inst 0x45029a56  // smmla z22.s, z18.b, z2.b\n"
+            "ld1rqb { z18.b }, p1/Z, [x26, #80]\n"
+            ".inst 0x451e9a45  // smmla z5.s, z18.b, z30.b\n"
+            ".inst 0x45159a56  // smmla z22.s, z18.b, z21.b\n"
+            "ld1rqb { z18.b }, p1/Z, [x26, #112]\n"
+            "add x26, x26, #0x88\n"
+            ".inst 0x45049a45  // smmla z5.s, z18.b, z4.b\n"
+            ".inst 0x45119a56  // smmla z22.s, z18.b, z17.b\n"
+            "uzp1 z18.d, z5.d, z22.d\n"
+            "scvtf z18.s, p1/m, z18.s\n"
+            "uzp2 z22.d, z5.d, z22.d\n"
+            "fmul z5.s, z23.s, z7.s[2]\n"
+            "fmul z7.s, z23.s, z7.s[3]\n"
+            "scvtf z22.s, p1/m, z22.s\n"
+            "fmla z20.s, p1/M, z18.s, z5.s\n"
+            "ld1rqb { z18.b }, p1/Z, [x25, #16]\n"
+            "ld1h { z5.s }, p0/Z, [x20]\n"
+            "fcvt z5.s, p1/m, z5.h\n"
+            "fmla z25.s, p1/M, z22.s, z7.s\n"
+            "mov z22.s, #0x0\n"
+            "mov z7.s, #0x0\n"
+            ".inst 0x451f9936  // smmla z22.s, z9.b, z31.b\n"
+            ".inst 0x45069927  // smmla z7.s, z9.b, z6.b\n"
+            "ld1rqb { z9.b }, p1/Z, [x25, #32]\n"
+            "mov z5.q, z5.q[0]\n"
+            ".inst 0x450e9936  // smmla z22.s, z9.b, z14.b\n"
+            ".inst 0x45029927  // smmla z7.s, z9.b, z2.b\n"
+            "ld1rqb { z9.b }, p1/Z, [x25, #64]\n"
+            ".inst 0x451e9936  // smmla z22.s, z9.b, z30.b\n"
+            ".inst 0x45159927  // smmla z7.s, z9.b, z21.b\n"
+            "ld1rqb { z9.b }, p1/Z, [x25, #96]\n"
+            ".inst 0x45049936  // smmla z22.s, z9.b, z4.b\n"
+            ".inst 0x45119927  // smmla z7.s, z9.b, z17.b\n"
+            "uzp1 z9.d, z22.d, z7.d\n"
+            "scvtf z9.s, p1/m, z9.s\n"
+            "uzp2 z22.d, z22.d, z7.d\n"
+            "fmul z7.s, z23.s, z3.s[0]\n"
+            "scvtf z22.s, p1/m, z22.s\n"
+            "fmla z11.s, p1/M, z9.s, z7.s\n"
+            "ld1rqb { z9.b }, p1/Z, [x24]\n"
+            "fmul z7.s, z23.s, z3.s[1]\n"
+            "fmla z16.s, p1/M, z22.s, z7.s\n"
+            "mov z22.s, #0x0\n"
+            "mov z7.s, #0x0\n"
+            ".inst 0x451f9a56  // smmla z22.s, z18.b, z31.b\n"
+            ".inst 0x45069a47  // smmla z7.s, z18.b, z6.b\n"
+            "ld1rqb { z18.b }, p1/Z, [x25, #48]\n"
+            ".inst 0x450e9a56  // smmla z22.s, z18.b, z14.b\n"
+            ".inst 0x45029a47  // smmla z7.s, z18.b, z2.b\n"
+            "ld1rqb { z18.b }, p1/Z, [x25, #80]\n"
+            ".inst 0x451e9a56  // smmla z22.s, z18.b, z30.b\n"
+            ".inst 0x45159a47  // smmla z7.s, z18.b, z21.b\n"
+            "ld1rqb { z18.b }, p1/Z, [x25, #112]\n"
+            "add x25, x25, #0x88\n"
+            ".inst 0x45049a56  // smmla z22.s, z18.b, z4.b\n"
+            ".inst 0x45119a47  // smmla z7.s, z18.b, z17.b\n"
+            "uzp1 z18.d, z22.d, z7.d\n"
+            "scvtf z18.s, p1/m, z18.s\n"
+            "uzp2 z7.d, z22.d, z7.d\n"
+            "fmul z22.s, z23.s, z3.s[2]\n"
+            "fmul z3.s, z23.s, z3.s[3]\n"
+            "scvtf z7.s, p1/m, z7.s\n"
+            "fmla z19.s, p1/M, z18.s, z22.s\n"
+            "ld1rqb { z18.b }, p1/Z, [x24, #16]\n"
+            "fmul z22.s, z23.s, z5.s[0]\n"
+            "fmla z26.s, p1/M, z7.s, z3.s\n"
+            "mov z3.s, #0x0\n"
+            "mov z7.s, #0x0\n"
+            ".inst 0x451f9923  // smmla z3.s, z9.b, z31.b\n"
+            ".inst 0x45069927  // smmla z7.s, z9.b, z6.b\n"
+            "ld1rqb { z9.b }, p1/Z, [x24, #32]\n"
+            ".inst 0x450e9923  // smmla z3.s, z9.b, z14.b\n"
+            ".inst 0x45029927  // smmla z7.s, z9.b, z2.b\n"
+            "mov z9.s, #0x0\n"
+            ".inst 0x451f9a49  // smmla z9.s, z18.b, z31.b\n"
+            "mov z31.s, #0x0\n"
+            ".inst 0x45069a5f  // smmla z31.s, z18.b, z6.b\n"
+            "ld1rqb { z6.b }, p1/Z, [x24, #48]\n"
+            "ld1rqb { z18.b }, p1/Z, [x24, #64]\n"
+            ".inst 0x450e98c9  // smmla z9.s, z6.b, z14.b\n"
+            "fmul z14.s, z23.s, z5.s[1]\n"
+            ".inst 0x450298df  // smmla z31.s, z6.b, z2.b\n"
+            "ld1rqb { z6.b }, p1/Z, [x24, #80]\n"
+            "fmul z2.s, z23.s, z5.s[2]\n"
+            "fmul z23.s, z23.s, z5.s[3]\n"
+            ".inst 0x451e9a43  // smmla z3.s, z18.b, z30.b\n"
+            ".inst 0x45159a47  // smmla z7.s, z18.b, z21.b\n"
+            "ld1rqb { z5.b }, p1/Z, [x24, #96]\n"
+            ".inst 0x451e98c9  // smmla z9.s, z6.b, z30.b\n"
+            ".inst 0x451598df  // smmla z31.s, z6.b, z21.b\n"
+            "ld1rqb { z18.b }, p1/Z, [x24, #112]\n"
+            "add x24, x24, #0x88\n"
+            ".inst 0x450498a3  // smmla z3.s, z5.b, z4.b\n"
+            ".inst 0x451198a7  // smmla z7.s, z5.b, z17.b\n"
+            ".inst 0x45049a49  // smmla z9.s, z18.b, z4.b\n"
+            ".inst 0x45119a5f  // smmla z31.s, z18.b, z17.b\n"
+            "uzp1 z18.d, z3.d, z7.d\n"
+            "uzp2 z5.d, z3.d, z7.d\n"
+            "scvtf z18.s, p1/m, z18.s\n"
+            "uzp1 z6.d, z9.d, z31.d\n"
+            "uzp2 z9.d, z9.d, z31.d\n"
+            "scvtf z5.s, p1/m, z5.s\n"
+            "fmla z8.s, p1/M, z18.s, z22.s\n"
+            "scvtf z6.s, p1/m, z6.s\n"
+            "scvtf z9.s, p1/m, z9.s\n"
+            "fmla z29.s, p1/M, z5.s, z14.s\n"
+            "fmla z27.s, p1/M, z6.s, z2.s\n"
+            "fmla z10.s, p1/M, z9.s, z23.s\n"
+            "bgt 3b\n"
+            "mov x20, %x[res_ptr]\n"
+            "subs x10, x10, #0x8\n"
+            "add %x[res_ptr], %x[res_ptr], #0x20\n"
+            "st1w { z24.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z15.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z12.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z0.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z13.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z1.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z20.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z25.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z11.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z16.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z19.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z26.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z8.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z29.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z27.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "st1w { z10.s }, p1, [x20]\n"
+            "bne 2b\n"
+            "mov x20, #0x4\n"
+            "sub x13, x13, #0x10\n"
+            "cmp x13, #0x10\n"
+            "mov %x[res_ptr], x9\n"
+            "madd %x[a_ptr], x20, x12, %x[a_ptr]\n"
+            "bge 1b\n"
+            "4:"  // Row loop skip
+            "cbz x13, 9f\n"
+            "5:"  // Row tail: Row loop
+            "add x25, %x[b_ptr], #0x10\n"
+            "mov x24, %x[nc]\n"
+            "add x23, %x[res_ptr], %x[res_stride], LSL #2\n"
+            "6:"  // Row tail: Column loop
+            "mov z24.b, #0x0\n"
+            "mov z15.b, #0x0\n"
+            "add x28, %x[a_ptr], #0x8\n"
+            "mov x22, %x[nb]\n"
+            "mov z12.b, #0x0\n"
+            "mov z0.b, #0x0\n"
+            "7:"  // Row tail: Block loop
+            "ld1b { z3.b }, p1/Z, [x25]\n"
+            "ld1b { z6.b }, p1/Z, [x25, #1, MUL VL]\n"
+            "mov z2.s, #0x0\n"
+            "mov z25.s, #0x0\n"
+            "ld1rqb { z26.b }, p1/Z, [x28]\n"
+            "ld1rqb { z21.b }, p1/Z, [x28, #16]\n"
+            "mov z27.s, #0x0\n"
+            "mov z19.s, #0x0\n"
+            "ld1b { z29.b }, p1/Z, [x25, #2, MUL VL]\n"
+            "ld1b { z16.b }, p1/Z, [x25, #3, MUL VL]\n"
+            "sub x21, x25, #0x10\n"
+            "sub x20, x28, #0x8\n"
+            "lsl z20.b, z3.b, #0x4\n"
+            "lsl z4.b, z6.b, #0x4\n"
+            "ld1rqb { z10.b }, p1/Z, [x28, #32]\n"
+            "ld1rqb { z23.b }, p1/Z, [x28, #48]\n"
+            "and z3.b, z3.b, #0xf0\n"
+            "and z6.b, z6.b, #0xf0\n"
+            "ld1rqb { z11.b }, p1/Z, [x28, #64]\n"
+            "ld1rqb { z7.b }, p1/Z, [x28, #80]\n"
+            "lsl z8.b, z29.b, #0x4\n"
+            "lsl z14.b, z16.b, #0x4\n"
+            "ld1rqb { z18.b }, p1/Z, [x28, #96]\n"
+            "ld1rqb { z30.b }, p1/Z, [x28, #112]\n"
+            ".inst 0x45149b42  // smmla z2.s, z26.b, z20.b\n"
+            ".inst 0x45049b59  // smmla z25.s, z26.b, z4.b\n"
+            "and z29.b, z29.b, #0xf0\n"
+            "ld1h { z17.s }, p1/Z, [x21]\n"
+            ".inst 0x45149abb  // smmla z27.s, z21.b, z20.b\n"
+            ".inst 0x45049ab3  // smmla z19.s, z21.b, z4.b\n"
+            "and z16.b, z16.b, #0xf0\n"
+            "ld1h { z4.s }, p0/Z, [x20]\n"
+            "subs x22, x22, #0x1\n"
+            "add x28, x28, #0x88\n"
+            "fcvt z17.s, p1/m, z17.h\n"
+            "add x25, x25, #0x90\n"
+            ".inst 0x45089942  // smmla z2.s, z10.b, z8.b\n"
+            ".inst 0x450e9959  // smmla z25.s, z10.b, z14.b\n"
+            "fcvt z4.s, p1/m, z4.h\n"
+            ".inst 0x45089afb  // smmla z27.s, z23.b, z8.b\n"
+            ".inst 0x450e9af3  // smmla z19.s, z23.b, z14.b\n"
+            "fscale z17.s, p1/m, z17.s, z28.s\n"
+            "mov z4.q, z4.q[0]\n"
+            ".inst 0x45039962  // smmla z2.s, z11.b, z3.b\n"
+            ".inst 0x45069979  // smmla z25.s, z11.b, z6.b\n"
+            "fmul z23.s, z17.s, z4.s[0]\n"
+            "fmul z9.s, z17.s, z4.s[1]\n"
+            "fmul z21.s, z17.s, z4.s[2]\n"
+            "fmul z4.s, z17.s, z4.s[3]\n"
+            ".inst 0x450398fb  // smmla z27.s, z7.b, z3.b\n"
+            ".inst 0x450698f3  // smmla z19.s, z7.b, z6.b\n"
+            ".inst 0x451d9a42  // smmla z2.s, z18.b, z29.b\n"
+            ".inst 0x45109a59  // smmla z25.s, z18.b, z16.b\n"
+            ".inst 0x451d9bdb  // smmla z27.s, z30.b, z29.b\n"
+            ".inst 0x45109bd3  // smmla z19.s, z30.b, z16.b\n"
+            "uzp1 z31.d, z2.d, z25.d\n"
+            "uzp2 z13.d, z2.d, z25.d\n"
+            "scvtf z31.s, p1/m, z31.s\n"
+            "uzp1 z17.d, z27.d, z19.d\n"
+            "uzp2 z18.d, z27.d, z19.d\n"
+            "scvtf z13.s, p1/m, z13.s\n"
+            "fmla z24.s, p1/M, z31.s, z23.s\n"
+            "scvtf z17.s, p1/m, z17.s\n"
+            "scvtf z18.s, p1/m, z18.s\n"
+            "fmla z15.s, p1/M, z13.s, z9.s\n"
+            "fmla z12.s, p1/M, z17.s, z21.s\n"
+            "fmla z0.s, p1/M, z18.s, z4.s\n"
+            "bgt 7b\n"
+            "mov x20, %x[res_ptr]\n"
+            "cmp x13, #0x1\n"
+            "st1w { z24.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "ble 8f\n"
+            "cmp x13, #0x2\n"
+            "st1w { z15.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "ble 8f\n"
+            "cmp x13, #0x3\n"
+            "st1w { z12.s }, p1, [x20]\n"
+            "add x20, x20, %x[res_stride]\n"
+            "ble 8f\n"
+            "st1w { z0.s }, p1, [x20]\n"
+            "8:"  // Row tail: Accumulator store skip
+            "subs x24, x24, #0x8\n"
+            "add %x[res_ptr], %x[res_ptr], #0x20\n"
+            "bne 6b\n"
+            "subs x13, x13, #0x4\n"
+            "add %x[a_ptr], %x[a_ptr], x12\n"
+            "mov %x[res_ptr], x23\n"
+            "bgt 5b\n"
+            "9:"  // Row tail: Row loop skip
+            : [a_ptr] "+&r" (a_ptr), [res_ptr] "+&r" (res_ptr)
+            : [b_ptr] "r" (b_ptr), [nr] "r" (nr), [nb] "r" (nb), [res_stride] "r" (res_stride), [nc] "r" (nc)
+            : "cc", "memory", "p0", "p1", "x9", "x10", "x11", "x12", "x13", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28", "z0", "z1", "z2", "z3", "z4", "z5", "z6", "z7", "z8", "z9", "z10", "z11", "z12", "z13", "z14", "z15", "z16", "z17", "z18", "z19", "z20", "z21", "z22", "z23", "z24", "z25", "z26", "z27", "z28", "z29", "z30", "z31"
+        );
+        return;
+    }
+#endif // #if defined(__ARM_FEATURE_SVE) && defined(__ARM_FEATURE_MATMUL_INT8)
+#elif defined(__AVX2__) || defined(__AVX512F__)
+    {
+        const block_q4_0x8 * b_ptr_start = (const block_q4_0x8 *)vx;
+        const block_q8_0x4 * a_ptr_start = (const block_q8_0x4 *)vy;
+        int64_t b_nb = n / QK4_0;
+        int64_t y = 0;
+        // Mask to mask out nibbles from packed bytes
+        const __m256i m4b = _mm256_set1_epi8(0x0F);
+        const __m128i loadMask = _mm_blend_epi32(_mm_setzero_si128(), _mm_set1_epi32(0xFFFFFFFF), 3);
+        // Lookup table to convert signed nibbles to signed bytes
+        __m256i signextendlut = _mm256_castsi128_si256(_mm_set_epi8(-1, -2, -3, -4, -5, -6, -7, -8, 7, 6, 5, 4, 3, 2, 1, 0));
+        signextendlut = _mm256_permute2f128_si256(signextendlut, signextendlut, 0);
+        // Permute mask used for easier vector processing at later stages
+        __m256i requiredOrder = _mm256_set_epi32(3, 2, 1, 0, 7, 6, 5, 4);
+        int64_t xstart = 0;
+        int anr = nr - nr%16; // Used to align nr with boundary of 16
+    #ifdef __AVX512F__
+        int anc = nc - nc%16; // Used to align nc with boundary of 16
+        // Mask to mask out nibbles from packed bytes expanded to 512 bit length
+        const __m512i m4bexpanded = _mm512_set1_epi8(0x0F);
+        // Lookup table to convert signed nibbles to signed bytes expanded to 512 bit length
+        __m512i signextendlutexpanded = _mm512_inserti32x8(_mm512_castsi256_si512(signextendlut), signextendlut, 1);
+
+        // Take group of four block_q8_0x4 structures at each pass of the loop and perform dot product operation
+        for (; y < anr / 4; y += 4) {
+
+            const block_q8_0x4 * a_ptrs[4];
+
+            a_ptrs[0] = a_ptr_start + (y * nb);
+            for (int i = 0; i < 3; ++i) {
+                a_ptrs[i + 1] = a_ptrs[i] + nb;
+            }
+
+            // Take group of two block_q4_0x8 structures at each pass of the loop and perform dot product operation
+            for (int64_t x = 0; x < anc / 8; x += 2) {
+
+                const block_q4_0x8 * b_ptr_0 = b_ptr_start + ((x)     * b_nb);
+                const block_q4_0x8 * b_ptr_1 = b_ptr_start + ((x + 1) * b_nb);
+
+                // Master FP accumulators
+                __m512 acc_rows[16];
+                for (int i = 0; i < 16; i++) {
+                    acc_rows[i] = _mm512_setzero_ps();
+                }
+
+                for (int64_t b = 0; b < nb; b++) {
+                    // Load the sixteen block_q4_0 quantized values interleaved with each other in chunks of eight - B0,B1 ....BE,BF
+                    const __m256i rhs_raw_mat_0123_0 = _mm256_loadu_si256((const __m256i *)(b_ptr_0[b].qs));
+                    const __m256i rhs_raw_mat_4567_0 = _mm256_loadu_si256((const __m256i *)(b_ptr_0[b].qs + 32));
+                    const __m256i rhs_raw_mat_0123_1 = _mm256_loadu_si256((const __m256i *)(b_ptr_0[b].qs + 64));
+                    const __m256i rhs_raw_mat_4567_1 = _mm256_loadu_si256((const __m256i *)(b_ptr_0[b].qs + 96));
+
+                    const __m256i rhs_raw_mat_89AB_0 = _mm256_loadu_si256((const __m256i *)(b_ptr_1[b].qs));
+                    const __m256i rhs_raw_mat_CDEF_0 = _mm256_loadu_si256((const __m256i *)(b_ptr_1[b].qs + 32));
+                    const __m256i rhs_raw_mat_89AB_1 = _mm256_loadu_si256((const __m256i *)(b_ptr_1[b].qs + 64));
+                    const __m256i rhs_raw_mat_CDEF_1 = _mm256_loadu_si256((const __m256i *)(b_ptr_1[b].qs + 96));
+
+                    // Save the values in the following vectors in the formats B0B1B4B5B8B9BCBD, B2B3B6B7BABBBEBF for further processing and storing of values
+                    const __m256i rhs_raw_mat_0145_0 = _mm256_blend_epi32(rhs_raw_mat_0123_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_0, requiredOrder), rhs_raw_mat_4567_0, 240);
+                    const __m256i rhs_raw_mat_0145_1 = _mm256_blend_epi32(rhs_raw_mat_0123_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_1, requiredOrder), rhs_raw_mat_4567_1, 240);
+
+                    const __m256i rhs_raw_mat_89CD_0 = _mm256_blend_epi32(rhs_raw_mat_89AB_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_0, requiredOrder), rhs_raw_mat_CDEF_0, 240);
+                    const __m256i rhs_raw_mat_89CD_1 = _mm256_blend_epi32(rhs_raw_mat_89AB_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_1, requiredOrder), rhs_raw_mat_CDEF_1, 240);
+
+                    const __m512i rhs_raw_mat_014589CD_0 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_0), rhs_raw_mat_89CD_0, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_0 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_0), rhs_raw_mat_ABEF_0, 1);
+                    const __m512i rhs_raw_mat_014589CD_1 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_1), rhs_raw_mat_89CD_1, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_1 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_1), rhs_raw_mat_ABEF_1, 1);
+
+                    // 4-bit -> 8-bit - Sign is maintained
+                    const __m512i rhs_mat_014589CD_0 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(rhs_raw_mat_014589CD_0, m4bexpanded)); //B0(0-7) B1(0-7) B4(0-7) B5(0-7) B8(0-7) B9(0-7) BC(0-7) BD(0-7)
+                    const __m512i rhs_mat_2367ABEF_0 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(rhs_raw_mat_2367ABEF_0, m4bexpanded)); //B2(0-7) B3(0-7) B6(0-7) B7(0-7) BA(0-7) BB(0-7) BE(0-7) BF(0-7)
+
+                    const __m512i rhs_mat_014589CD_1 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(rhs_raw_mat_014589CD_1, m4bexpanded)); //B0(8-15) B1(8-15) B4(8-15) B5(8-15) B8(8-15) B9(8-15) BC(8-15) BD(8-15)
+                    const __m512i rhs_mat_2367ABEF_1 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(rhs_raw_mat_2367ABEF_1, m4bexpanded)); //B2(8-15) B3(8-15) B6(8-15) B7(8-15) BA(8-15) BB(8-15) BE(8-15) BF(8-15)
+
+                    const __m512i rhs_mat_014589CD_2 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_0, 4), m4bexpanded)); //B0(16-23) B1(16-23) B4(16-23) B5(16-23) B8(16-23) B9(16-23) BC(16-23) BD(16-23)
+                    const __m512i rhs_mat_2367ABEF_2 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_0, 4), m4bexpanded)); //B2(16-23) B3(16-23) B6(16-23) B7(16-23) BA(16-23) BB(16-23) BE(16-23) BF(16-23)
+
+                    const __m512i rhs_mat_014589CD_3 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_1, 4), m4bexpanded)); //B0(24-31) B1(24-31) B4(24-31) B5(24-31) B8(24-31) B9(24-31) BC(24-31) BD(24-31)
+                    const __m512i rhs_mat_2367ABEF_3 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_1, 4), m4bexpanded)); //B2(24-31) B3(24-31) B6(24-31) B7(24-31) BA(24-31) BB(24-31) BE(24-31) BF(24-31)
+
+                    // Shuffle pattern one - right side input
+                    const __m512i rhs_mat_014589CD_0_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_0, (_MM_PERM_ENUM)136); //B0(0-3) B1(0-3) B0(0-3) B1(0-3) B4(0-3) B5(0-3) B4(0-3) B5(0-3) B8(0-3) B9(0-3) B8(0-3) B9(0-3) BC(0-3) BD(0-3) BC(0-3) BD(0-3)
+                    const __m512i rhs_mat_2367ABEF_0_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_0, (_MM_PERM_ENUM)136); //B2(0-3) B3(0-3) B2(0-3) B3(0-3) B6(0-3) B7(0-3) B6(0-3) B7(0-3) BA(0-3) BB(0-3) BA(0-3) BB(0-3) BE(0-3) BF(0-3) BE(0-3) BF(0-3)
+
+                    const __m512i rhs_mat_014589CD_1_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_1, (_MM_PERM_ENUM)136); //B0(8-11) B1(8-11) B0(8-11) B1(8-11) B4(8-11) B5(8-11) B4(8-11) B5(8-11) B8(8-11) B9(8-11) B8(8-11) B9(8-11) BC(8-11) BD(8-11) BC(8-11) BD(8-11)
+                    const __m512i rhs_mat_2367ABEF_1_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_1, (_MM_PERM_ENUM)136); //B2(8-11) B3(8-11) B2(8-11) B3(8-11) B6(8-11) B7(8-11) B6(8-11) B7(8-11) BA(8-11) BB(8-11) BA(8-11) BB(8-11) BE(8-11) BF(8-11) BE(8-11) BF(8-11)
+
+                    const __m512i rhs_mat_014589CD_2_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_2, (_MM_PERM_ENUM)136); //B0(16-19) B1(16-19) B0(16-19) B1(16-19) B4(16-19) B5(16-19) B4(16-19) B5(16-19) B8(16-19) B9(16-19) B8(16-19) B9(16-19) BC(16-19) BD(16-19) BC(16-19) BD(16-19)
+                    const __m512i rhs_mat_2367ABEF_2_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_2, (_MM_PERM_ENUM)136); //B2(16-19) B3(16-19) B2(16-19) B3(16-19) B6(16-19) B7(16-19) B6(16-19) B7(16-19) BA(16-19) BB(16-19) BA(16-19) BB(16-19) BE(16-19) BF(16-19) BE(16-19) BF(16-19)
+
+                    const __m512i rhs_mat_014589CD_3_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_3, (_MM_PERM_ENUM)136); //B0(24-27) B1(24-27) B0(24-27) B1(24-27) B4(24-27) B5(24-27) B4(24-27) B5(24-27) B8(24-27) B9(24-27) B8(24-27) B9(24-27) BC(24-27) BD(24-27) BC(24-27) BD(24-27)
+                    const __m512i rhs_mat_2367ABEF_3_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_3, (_MM_PERM_ENUM)136); //B2(24-27) B3(24-27) B2(24-27) B3(24-27) B6(24-27) B7(24-27) B6(24-27) B7(24-27) BA(24-27) BB(24-27) BA(24-27) BB(24-27) BE(24-27) BF(24-27) BE(24-27) BF(24-27)
+
+                    // Shuffle pattern two - right side input
+
+                    const __m512i rhs_mat_014589CD_0_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_0, (_MM_PERM_ENUM)221); //B0(4-7) B1(4-7) B0(4-7) B1(4-7) B4(4-7) B5(4-7) B4(4-7) B5(4-7) B8(4-7) B9(4-7) B8(4-7) B9(4-7) BC(4-7) BD(4-7) BC(4-7) BD(4-7)
+                    const __m512i rhs_mat_2367ABEF_0_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_0, (_MM_PERM_ENUM)221); //B2(4-7) B3(4-7) B2(4-7) B3(4-7) B6(4-7) B7(4-7) B6(4-7) B7(4-7) BA(4-7) BB(4-7) BA(4-7) BB(4-7) BE(4-7) BF(4-7) BE(4-7) BF(4-7)
+
+                    const __m512i rhs_mat_014589CD_1_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_1, (_MM_PERM_ENUM)221); //B0(12-15) B1(12-15) B0(12-15) B1(12-15) B4(12-15) B5(12-15) B4(12-15) B5(12-15) B8(12-15) B9(12-15) B8(12-15) B9(12-15) BC(12-15) BD(12-15) BC(12-15) BD(12-15)
+                    const __m512i rhs_mat_2367ABEF_1_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_1, (_MM_PERM_ENUM)221); //B2(12-15) B3(12-15) B2(12-15) B3(12-15) B6(12-15) B7(12-15) B6(12-15) B7(12-15) BA(12-15) BB(12-15) BA(12-15) BB(12-15) BE(12-15) BF(12-15) BE(12-15) BF(12-15)
+
+                    const __m512i rhs_mat_014589CD_2_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_2, (_MM_PERM_ENUM)221); //B0(20-23) B1(20-23) B0(20-23) B1(20-23) B4(20-23) B5(20-23) B4(20-23) B5(20-23) B8(20-23) B9(20-23) B8(20-23) B9(20-23) BC(20-23) BD(20-23) BC(20-23) BD(20-23)
+                    const __m512i rhs_mat_2367ABEF_2_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_2, (_MM_PERM_ENUM)221); //B2(20-23) B3(20-23) B2(20-23) B3(20-23) B6(20-23) B7(20-23) B6(20-23) B7(20-23) BA(20-23) BB(20-23) BA(20-23) BB(20-23) BE(20-23) BF(20-23) BE(20-23) BF(20-23)
+
+                    const __m512i rhs_mat_014589CD_3_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_3, (_MM_PERM_ENUM)221); //B0(28-31) B1(28-31) B0(28-31) B1(28-31) B4(28-31) B5(28-31) B4(28-31) B5(28-31) B8(28-31) B9(28-31) B8(28-31) B9(28-31) BC(28-31) BD(28-31) BC(28-31) BD(28-31)
+                    const __m512i rhs_mat_2367ABEF_3_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_3, (_MM_PERM_ENUM)221); //B2(28-31) B3(28-31) B2(28-31) B3(28-31) B6(28-31) B7(28-31) B6(28-31) B7(28-31) BA(28-31) BB(28-31) BA(28-31) BB(28-31) BE(28-31) BF(28-31) BE(28-31) BF(28-31)
+
+                    // Scale values - Load the weight scale values of two block_q4_0x8
+                    const __m512 col_scale_f32 = GGML_F32Cx8x2_LOAD(b_ptr_0[b].d, b_ptr_1[b].d);
+
+                    // Process LHS in pairs of rows
+                    for (int rp = 0; rp < 4; rp++) {
+
+                        // Load the four block_q4_0 quantized values interleaved with each other in chunks of eight - A0,A1,A2,A3
+                        // Loaded as set of 128 bit vectors and repeated and stored into a 256 bit vector before again repeating into 512 bit vector
+                        __m256i lhs_mat_ymm_0123_0 = _mm256_loadu_si256((const __m256i *)((a_ptrs[rp][b].qs)));
+                        __m256i lhs_mat_ymm_01_0 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_0, lhs_mat_ymm_0123_0, 0);
+                        __m256i lhs_mat_ymm_23_0 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_0, lhs_mat_ymm_0123_0, 17);
+                        __m256i lhs_mat_ymm_0123_1 = _mm256_loadu_si256((const __m256i *)((a_ptrs[rp][b].qs + 32)));
+                        __m256i lhs_mat_ymm_01_1 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_1, lhs_mat_ymm_0123_1, 0);
+                        __m256i lhs_mat_ymm_23_1 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_1, lhs_mat_ymm_0123_1, 17);
+                        __m256i lhs_mat_ymm_0123_2 = _mm256_loadu_si256((const __m256i *)((a_ptrs[rp][b].qs + 64)));
+                        __m256i lhs_mat_ymm_01_2 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_2, lhs_mat_ymm_0123_2, 0);
+                        __m256i lhs_mat_ymm_23_2 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_2, lhs_mat_ymm_0123_2, 17);
+                        __m256i lhs_mat_ymm_0123_3 = _mm256_loadu_si256((const __m256i *)((a_ptrs[rp][b].qs + 96)));
+                        __m256i lhs_mat_ymm_01_3 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_3, lhs_mat_ymm_0123_3, 0);
+                        __m256i lhs_mat_ymm_23_3 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_3, lhs_mat_ymm_0123_3, 17);
+
+                        __m512i lhs_mat_01_0 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_0), lhs_mat_ymm_01_0, 1);
+                        __m512i lhs_mat_23_0 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_0), lhs_mat_ymm_23_0, 1);
+                        __m512i lhs_mat_01_1 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_1), lhs_mat_ymm_01_1, 1);
+                        __m512i lhs_mat_23_1 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_1), lhs_mat_ymm_23_1, 1);
+                        __m512i lhs_mat_01_2 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_2), lhs_mat_ymm_01_2, 1);
+                        __m512i lhs_mat_23_2 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_2), lhs_mat_ymm_23_2, 1);
+                        __m512i lhs_mat_01_3 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_3), lhs_mat_ymm_01_3, 1);
+                        __m512i lhs_mat_23_3 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_3), lhs_mat_ymm_23_3, 1);
+
+                        // Shuffle pattern one - left side input
+
+                        const __m512i lhs_mat_01_0_sp1 = _mm512_shuffle_epi32(lhs_mat_01_0, (_MM_PERM_ENUM)160);  //A0(0-3) A0(0-3) A1(0-3) A1(0-3) A0(0-3) A0(0-3) A1(0-3) A1(0-3) A0(0-3) A0(0-3) A1(0-3) A1(0-3) A0(0-3) A0(0-3) A1(0-3) A1(0-3)
+                        const __m512i lhs_mat_23_0_sp1 = _mm512_shuffle_epi32(lhs_mat_23_0, (_MM_PERM_ENUM)160);  //A2(0-3) A2(0-3) A3(0-3) A3(0-3) A2(0-3) A2(0-3) A3(0-3) A3(0-3) A2(0-3) A2(0-3) A3(0-3) A3(0-3) A2(0-3) A2(0-3) A3(0-3) A3(0-3)
+
+                        const __m512i lhs_mat_01_1_sp1 = _mm512_shuffle_epi32(lhs_mat_01_1, (_MM_PERM_ENUM)160);  //A0(8-11) A0(8-11) A1(8-11) A1(8-11) A0(8-11) A0(8-11) A1(8-11) A1(8-11) A0(8-11) A0(8-11) A1(8-11) A1(8-11) A0(8-11) A0(8-11) A1(8-11) A1(8-11)
+                        const __m512i lhs_mat_23_1_sp1 = _mm512_shuffle_epi32(lhs_mat_23_1, (_MM_PERM_ENUM)160);  //A2(8-11) A2(8-11) A3(8-11) A3(8-11) A2(8-11) A2(8-11) A3(8-11) A3(8-11) A2(8-11) A2(8-11) A3(8-11) A3(8-11) A2(8-11) A2(8-11) A3(8-11) A3(8-11)
+
+                        const __m512i lhs_mat_01_2_sp1 = _mm512_shuffle_epi32(lhs_mat_01_2, (_MM_PERM_ENUM)160);  //A0(16-19) A0(16-19) A1(16-19) A1(16-19) A0(16-19) A0(16-19) A1(16-19) A1(16-19) A0(16-19) A0(16-19) A1(16-19) A1(16-19) A0(16-19) A0(16-19) A1(16-19) A1(16-19)
+                        const __m512i lhs_mat_23_2_sp1 = _mm512_shuffle_epi32(lhs_mat_23_2, (_MM_PERM_ENUM)160);  //A2(16-19) A2(16-19) A3(16-19) A3(16-19) A2(16-19) A2(16-19) A3(16-19) A3(16-19) A2(16-19) A2(16-19) A3(16-19) A3(16-19) A2(16-19) A2(16-19) A3(16-19) A3(16-19)
+
+                        const __m512i lhs_mat_01_3_sp1 = _mm512_shuffle_epi32(lhs_mat_01_3, (_MM_PERM_ENUM)160);  //A0(24-27) A0(24-27) A1(24-27) A1(24-27) A0(24-27) A0(24-27) A1(24-27) A1(24-27) A0(24-27) A0(24-27) A1(24-27) A1(24-27) A0(24-27) A0(24-27) A1(24-27) A1(24-27)
+                        const __m512i lhs_mat_23_3_sp1 = _mm512_shuffle_epi32(lhs_mat_23_3, (_MM_PERM_ENUM)160);  //A2(24-27) A2(24-27) A3(24-27) A3(24-27) A2(24-27) A2(24-27) A3(24-27) A3(24-27) A2(24-27) A2(24-27) A3(24-27) A3(24-27) A2(24-27) A2(24-27) A3(24-27) A3(24-27)
+
+                        // Shuffle pattern two - left side input
+
+                        const __m512i lhs_mat_01_0_sp2 = _mm512_shuffle_epi32(lhs_mat_01_0, (_MM_PERM_ENUM)245);  //A0(4-7) A0(4-7) A1(4-7) A1(4-7) A0(4-7) A0(4-7) A1(4-7) A1(4-7) A0(4-7) A0(4-7) A1(4-7) A1(4-7) A0(4-7) A0(4-7) A1(4-7) A1(4-7)
+                        const __m512i lhs_mat_23_0_sp2 = _mm512_shuffle_epi32(lhs_mat_23_0, (_MM_PERM_ENUM)245);  //A2(4-7) A2(4-7) A3(4-7) A3(4-7) A2(4-7) A2(4-7) A3(4-7) A3(4-7) A2(4-7) A2(4-7) A3(4-7) A3(4-7) A2(4-7) A2(4-7) A3(4-7) A3(4-7)
+
+                        const __m512i lhs_mat_01_1_sp2 = _mm512_shuffle_epi32(lhs_mat_01_1, (_MM_PERM_ENUM)245);  //A0(12-15) A0(12-15) A1(12-15) A1(12-15) A0(12-15) A0(12-15) A1(12-15) A1(12-15) A0(12-15) A0(12-15) A1(12-15) A1(12-15) A0(12-15) A0(12-15) A1(12-15) A1(12-15)
+                        const __m512i lhs_mat_23_1_sp2 = _mm512_shuffle_epi32(lhs_mat_23_1, (_MM_PERM_ENUM)245);  //A2(12-15) A2(12-15) A3(12-15) A3(12-15) A2(12-15) A2(12-15) A3(12-15) A3(12-15) A2(12-15) A2(12-15) A3(12-15) A3(12-15) A2(12-15) A2(12-15) A3(12-15) A3(12-15)
+
+                        const __m512i lhs_mat_01_2_sp2 = _mm512_shuffle_epi32(lhs_mat_01_2, (_MM_PERM_ENUM)245);  //A0(20-23) A0(20-23) A1(20-23) A1(20-23) A0(20-23) A0(20-23) A1(20-23) A1(20-23) A0(20-23) A0(20-23) A1(20-23) A1(20-23) A0(20-23) A0(20-23) A1(20-23) A1(20-23)
+                        const __m512i lhs_mat_23_2_sp2 = _mm512_shuffle_epi32(lhs_mat_23_2, (_MM_PERM_ENUM)245);  //A2(20-23) A2(20-23) A3(20-23) A3(20-23) A2(20-23) A2(20-23) A3(20-23) A3(20-23) A2(20-23) A2(20-23) A3(20-23) A3(20-23) A2(20-23) A2(20-23) A3(20-23) A3(20-23)
+
+                        const __m512i lhs_mat_01_3_sp2 = _mm512_shuffle_epi32(lhs_mat_01_3, (_MM_PERM_ENUM)245);  //A0(28-31) A0(28-31) A1(28-31) A1(28-31) A0(28-31) A0(28-31) A1(28-31) A1(28-31) A0(28-31) A0(28-31) A1(28-31) A1(28-31) A0(28-31) A0(28-31) A1(28-31) A1(28-31)
+                        const __m512i lhs_mat_23_3_sp2 = _mm512_shuffle_epi32(lhs_mat_23_3, (_MM_PERM_ENUM)245);  //A2(28-31) A2(28-31) A3(28-31) A3(28-31) A2(28-31) A2(28-31) A3(28-31) A3(28-31) A2(28-31) A2(28-31) A3(28-31) A3(28-31) A2(28-31) A2(28-31) A3(28-31) A3(28-31)
+
+                        // The values arranged in shuffle patterns are operated with dot product operation within 32 bit lane i.e corresponding bytes and multiplied and added into 32 bit integers within 32 bit lane
+                        // Resembles MMLAs into 2x2 matrices in ARM Version
+                        const __m512i zero = _mm512_setzero_epi32();
+                        __m512i iacc_mat_00_sp1 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_01_3_sp1, rhs_mat_014589CD_3_sp1), lhs_mat_01_2_sp1, rhs_mat_014589CD_2_sp1), lhs_mat_01_1_sp1, rhs_mat_014589CD_1_sp1), lhs_mat_01_0_sp1, rhs_mat_014589CD_0_sp1);
+                        __m512i iacc_mat_01_sp1 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_01_3_sp1, rhs_mat_2367ABEF_3_sp1), lhs_mat_01_2_sp1, rhs_mat_2367ABEF_2_sp1), lhs_mat_01_1_sp1, rhs_mat_2367ABEF_1_sp1), lhs_mat_01_0_sp1, rhs_mat_2367ABEF_0_sp1);
+                        __m512i iacc_mat_10_sp1 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_23_3_sp1, rhs_mat_014589CD_3_sp1), lhs_mat_23_2_sp1, rhs_mat_014589CD_2_sp1), lhs_mat_23_1_sp1, rhs_mat_014589CD_1_sp1), lhs_mat_23_0_sp1, rhs_mat_014589CD_0_sp1);
+                        __m512i iacc_mat_11_sp1 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_23_3_sp1, rhs_mat_2367ABEF_3_sp1), lhs_mat_23_2_sp1, rhs_mat_2367ABEF_2_sp1), lhs_mat_23_1_sp1, rhs_mat_2367ABEF_1_sp1), lhs_mat_23_0_sp1, rhs_mat_2367ABEF_0_sp1);
+                        __m512i iacc_mat_00_sp2 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_01_3_sp2, rhs_mat_014589CD_3_sp2), lhs_mat_01_2_sp2, rhs_mat_014589CD_2_sp2), lhs_mat_01_1_sp2, rhs_mat_014589CD_1_sp2), lhs_mat_01_0_sp2, rhs_mat_014589CD_0_sp2);
+                        __m512i iacc_mat_01_sp2 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_01_3_sp2, rhs_mat_2367ABEF_3_sp2), lhs_mat_01_2_sp2, rhs_mat_2367ABEF_2_sp2), lhs_mat_01_1_sp2, rhs_mat_2367ABEF_1_sp2), lhs_mat_01_0_sp2, rhs_mat_2367ABEF_0_sp2);
+                        __m512i iacc_mat_10_sp2 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_23_3_sp2, rhs_mat_014589CD_3_sp2), lhs_mat_23_2_sp2, rhs_mat_014589CD_2_sp2), lhs_mat_23_1_sp2, rhs_mat_014589CD_1_sp2), lhs_mat_23_0_sp2, rhs_mat_014589CD_0_sp2);
+                        __m512i iacc_mat_11_sp2 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_23_3_sp2, rhs_mat_2367ABEF_3_sp2), lhs_mat_23_2_sp2, rhs_mat_2367ABEF_2_sp2), lhs_mat_23_1_sp2, rhs_mat_2367ABEF_1_sp2), lhs_mat_23_0_sp2, rhs_mat_2367ABEF_0_sp2);
+
+                        // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                        __m512i iacc_mat_00 = _mm512_add_epi32(iacc_mat_00_sp1, iacc_mat_00_sp2);
+                        __m512i iacc_mat_01 = _mm512_add_epi32(iacc_mat_01_sp1, iacc_mat_01_sp2);
+                        __m512i iacc_mat_10 = _mm512_add_epi32(iacc_mat_10_sp1, iacc_mat_10_sp2);
+                        __m512i iacc_mat_11 = _mm512_add_epi32(iacc_mat_11_sp1, iacc_mat_11_sp2);
+
+
+                        // Straighten out to make 4 row vectors
+                        __m512i iacc_row_0 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_00, _mm512_shuffle_epi32(iacc_mat_01, (_MM_PERM_ENUM)78));
+                        __m512i iacc_row_1 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_00, (_MM_PERM_ENUM)78), iacc_mat_01);
+                        __m512i iacc_row_2 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_10, _mm512_shuffle_epi32(iacc_mat_11, (_MM_PERM_ENUM)78));
+                        __m512i iacc_row_3 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_10, (_MM_PERM_ENUM)78), iacc_mat_11);
+
+                        // Load the scale(d) values for all the 4 Q8_0 blocks and repeat it across lanes
+                        const __m128i row_scale_f16 = _mm_shuffle_epi32(_mm_maskload_epi32((int const*)(a_ptrs[rp][b].d), loadMask), 68);
+                        const __m512 row_scale_f32 = GGML_F32Cx16_REPEAT_LOAD(row_scale_f16);
+
+                        // Multiply with appropiate scales and accumulate
+                        acc_rows[rp * 4]     = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_0), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)),   acc_rows[rp * 4]);
+                        acc_rows[rp * 4 + 1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_1), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)),  acc_rows[rp * 4 + 1]);
+                        acc_rows[rp * 4 + 2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_2), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]);
+                        acc_rows[rp * 4 + 3] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_3), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_rows[rp * 4 + 3]);
+                    }
+                }
+
+                // Store the accumulated values
+                for (int i = 0; i < 16; i++) {
+                    _mm512_storeu_ps((float *)(s + ((y * 4 + i) * bs + x * 8)), acc_rows[i]);
+                }
+            }
+        }
+        // Take a block_q8_0x4 structures at each pass of the loop and perform dot product operation
+        for (; y < nr / 4; y ++) {
+
+            const block_q8_0x4 * a_ptr = a_ptr_start + (y * nb);
+
+            // Take group of two block_q4_0x8 structures at each pass of the loop and perform dot product operation
+            for (int64_t x = 0; x < anc / 8; x += 2) {
+
+                const block_q4_0x8 * b_ptr_0 = b_ptr_start + ((x)     * b_nb);
+                const block_q4_0x8 * b_ptr_1 = b_ptr_start + ((x + 1) * b_nb);
+
+                // Master FP accumulators
+                __m512 acc_rows[4];
+                for (int i = 0; i < 4; i++) {
+                    acc_rows[i] = _mm512_setzero_ps();
+                }
+
+                for (int64_t b = 0; b < nb; b++) {
+                    // Load the sixteen block_q4_0 quantized values interleaved with each other in chunks of eight - B0,B1 ....BE,BF
+                    const __m256i rhs_raw_mat_0123_0 = _mm256_loadu_si256((const __m256i *)(b_ptr_0[b].qs));
+                    const __m256i rhs_raw_mat_4567_0 = _mm256_loadu_si256((const __m256i *)(b_ptr_0[b].qs + 32));
+                    const __m256i rhs_raw_mat_0123_1 = _mm256_loadu_si256((const __m256i *)(b_ptr_0[b].qs + 64));
+                    const __m256i rhs_raw_mat_4567_1 = _mm256_loadu_si256((const __m256i *)(b_ptr_0[b].qs + 96));
+
+                    const __m256i rhs_raw_mat_89AB_0 = _mm256_loadu_si256((const __m256i *)(b_ptr_1[b].qs));
+                    const __m256i rhs_raw_mat_CDEF_0 = _mm256_loadu_si256((const __m256i *)(b_ptr_1[b].qs + 32));
+                    const __m256i rhs_raw_mat_89AB_1 = _mm256_loadu_si256((const __m256i *)(b_ptr_1[b].qs + 64));
+                    const __m256i rhs_raw_mat_CDEF_1 = _mm256_loadu_si256((const __m256i *)(b_ptr_1[b].qs + 96));
+
+                    // Save the values in the following vectors in the formats B0B1B4B5, B2B3B6B7 for further processing and storing of valuess
+                    const __m256i rhs_raw_mat_0145_0 = _mm256_blend_epi32(rhs_raw_mat_0123_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_0, requiredOrder), rhs_raw_mat_4567_0, 240);
+                    const __m256i rhs_raw_mat_0145_1 = _mm256_blend_epi32(rhs_raw_mat_0123_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_1, requiredOrder), rhs_raw_mat_4567_1, 240);
+
+                    const __m256i rhs_raw_mat_89CD_0 = _mm256_blend_epi32(rhs_raw_mat_89AB_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_0, requiredOrder), rhs_raw_mat_CDEF_0, 240);
+                    const __m256i rhs_raw_mat_89CD_1 = _mm256_blend_epi32(rhs_raw_mat_89AB_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_1, requiredOrder), rhs_raw_mat_CDEF_1, 240);
+
+                    const __m512i rhs_raw_mat_014589CD_0 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_0), rhs_raw_mat_89CD_0, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_0 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_0), rhs_raw_mat_ABEF_0, 1);
+                    const __m512i rhs_raw_mat_014589CD_1 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_1), rhs_raw_mat_89CD_1, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_1 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_1), rhs_raw_mat_ABEF_1, 1);
+
+                    // 4-bit -> 8-bit - Sign is maintained
+                    const __m512i rhs_mat_014589CD_0 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(rhs_raw_mat_014589CD_0, m4bexpanded)); //B0(0-7) B1(0-7) B4(0-7) B5(0-7) B8(0-7) B9(0-7) BC(0-7) BD(0-7)
+                    const __m512i rhs_mat_2367ABEF_0 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(rhs_raw_mat_2367ABEF_0, m4bexpanded)); //B2(0-7) B3(0-7) B6(0-7) B7(0-7) BA(0-7) BB(0-7) BE(0-7) BF(0-7)
+
+                    const __m512i rhs_mat_014589CD_1 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(rhs_raw_mat_014589CD_1, m4bexpanded)); //B0(8-15) B1(8-15) B4(8-15) B5(8-15) B8(8-15) B9(8-15) BC(8-15) BD(8-15)
+                    const __m512i rhs_mat_2367ABEF_1 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(rhs_raw_mat_2367ABEF_1, m4bexpanded)); //B2(8-15) B3(8-15) B6(8-15) B7(8-15) BA(8-15) BB(8-15) BE(8-15) BF(8-15)
+
+                    const __m512i rhs_mat_014589CD_2 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_0, 4), m4bexpanded)); //B0(16-23) B1(16-23) B4(16-23) B5(16-23) B8(16-23) B9(16-23) BC(16-23) BD(16-23)
+                    const __m512i rhs_mat_2367ABEF_2 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_0, 4), m4bexpanded)); //B2(16-23) B3(16-23) B6(16-23) B7(16-23) BA(16-23) BB(16-23) BE(16-23) BF(16-23)
+
+                    const __m512i rhs_mat_014589CD_3 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_1, 4), m4bexpanded)); //B0(24-31) B1(24-31) B4(24-31) B5(24-31) B8(24-31) B9(24-31) BC(24-31) BD(24-31)
+                    const __m512i rhs_mat_2367ABEF_3 = _mm512_shuffle_epi8(signextendlutexpanded, _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_1, 4), m4bexpanded)); //B2(24-31) B3(24-31) B6(24-31) B7(24-31) BA(24-31) BB(24-31) BE(24-31) BF(24-31)
+
+                    // Shuffle pattern one - right side input
+                    const __m512i rhs_mat_014589CD_0_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_0, (_MM_PERM_ENUM)136); //B0(0-3) B1(0-3) B0(0-3) B1(0-3) B4(0-3) B5(0-3) B4(0-3) B5(0-3) B8(0-3) B9(0-3) B8(0-3) B9(0-3) BC(0-3) BD(0-3) BC(0-3) BD(0-3)
+                    const __m512i rhs_mat_2367ABEF_0_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_0, (_MM_PERM_ENUM)136); //B2(0-3) B3(0-3) B2(0-3) B3(0-3) B6(0-3) B7(0-3) B6(0-3) B7(0-3) BA(0-3) BB(0-3) BA(0-3) BB(0-3) BE(0-3) BF(0-3) BE(0-3) BF(0-3)
+
+                    const __m512i rhs_mat_014589CD_1_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_1, (_MM_PERM_ENUM)136); //B0(8-11) B1(8-11) B0(8-11) B1(8-11) B4(8-11) B5(8-11) B4(8-11) B5(8-11) B8(8-11) B9(8-11) B8(8-11) B9(8-11) BC(8-11) BD(8-11) BC(8-11) BD(8-11)
+                    const __m512i rhs_mat_2367ABEF_1_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_1, (_MM_PERM_ENUM)136); //B2(8-11) B3(8-11) B2(8-11) B3(8-11) B6(8-11) B7(8-11) B6(8-11) B7(8-11) BA(8-11) BB(8-11) BA(8-11) BB(8-11) BE(8-11) BF(8-11) BE(8-11) BF(8-11)
+
+                    const __m512i rhs_mat_014589CD_2_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_2, (_MM_PERM_ENUM)136); //B0(16-19) B1(16-19) B0(16-19) B1(16-19) B4(16-19) B5(16-19) B4(16-19) B5(16-19) B8(16-19) B9(16-19) B8(16-19) B9(16-19) BC(16-19) BD(16-19) BC(16-19) BD(16-19)
+                    const __m512i rhs_mat_2367ABEF_2_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_2, (_MM_PERM_ENUM)136); //B2(16-19) B3(16-19) B2(16-19) B3(16-19) B6(16-19) B7(16-19) B6(16-19) B7(16-19) BA(16-19) BB(16-19) BA(16-19) BB(16-19) BE(16-19) BF(16-19) BE(16-19) BF(16-19)
+
+                    const __m512i rhs_mat_014589CD_3_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_3, (_MM_PERM_ENUM)136); //B0(24-27) B1(24-27) B0(24-27) B1(24-27) B4(24-27) B5(24-27) B4(24-27) B5(24-27) B8(24-27) B9(24-27) B8(24-27) B9(24-27) BC(24-27) BD(24-27) BC(24-27) BD(24-27)
+                    const __m512i rhs_mat_2367ABEF_3_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_3, (_MM_PERM_ENUM)136); //B2(24-27) B3(24-27) B2(24-27) B3(24-27) B6(24-27) B7(24-27) B6(24-27) B7(24-27) BA(24-27) BB(24-27) BA(24-27) BB(24-27) BE(24-27) BF(24-27) BE(24-27) BF(24-27)
+
+                    // Shuffle pattern two - right side input
+
+                    const __m512i rhs_mat_014589CD_0_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_0, (_MM_PERM_ENUM)221); //B0(4-7) B1(4-7) B0(4-7) B1(4-7) B4(4-7) B5(4-7) B4(4-7) B5(4-7) B8(4-7) B9(4-7) B8(4-7) B9(4-7) BC(4-7) BD(4-7) BC(4-7) BD(4-7)
+                    const __m512i rhs_mat_2367ABEF_0_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_0, (_MM_PERM_ENUM)221); //B2(4-7) B3(4-7) B2(4-7) B3(4-7) B6(4-7) B7(4-7) B6(4-7) B7(4-7) BA(4-7) BB(4-7) BA(4-7) BB(4-7) BE(4-7) BF(4-7) BE(4-7) BF(4-7)
+
+                    const __m512i rhs_mat_014589CD_1_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_1, (_MM_PERM_ENUM)221); //B0(12-15) B1(12-15) B0(12-15) B1(12-15) B4(12-15) B5(12-15) B4(12-15) B5(12-15) B8(12-15) B9(12-15) B8(12-15) B9(12-15) BC(12-15) BD(12-15) BC(12-15) BD(12-15)
+                    const __m512i rhs_mat_2367ABEF_1_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_1, (_MM_PERM_ENUM)221); //B2(12-15) B3(12-15) B2(12-15) B3(12-15) B6(12-15) B7(12-15) B6(12-15) B7(12-15) BA(12-15) BB(12-15) BA(12-15) BB(12-15) BE(12-15) BF(12-15) BE(12-15) BF(12-15)
+
+                    const __m512i rhs_mat_014589CD_2_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_2, (_MM_PERM_ENUM)221); //B0(20-23) B1(20-23) B0(20-23) B1(20-23) B4(20-23) B5(20-23) B4(20-23) B5(20-23) B8(20-23) B9(20-23) B8(20-23) B9(20-23) BC(20-23) BD(20-23) BC(20-23) BD(20-23)
+                    const __m512i rhs_mat_2367ABEF_2_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_2, (_MM_PERM_ENUM)221); //B2(20-23) B3(20-23) B2(20-23) B3(20-23) B6(20-23) B7(20-23) B6(20-23) B7(20-23) BA(20-23) BB(20-23) BA(20-23) BB(20-23) BE(20-23) BF(20-23) BE(20-23) BF(20-23)
+
+                    const __m512i rhs_mat_014589CD_3_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_3, (_MM_PERM_ENUM)221); //B0(28-31) B1(28-31) B0(28-31) B1(28-31) B4(28-31) B5(28-31) B4(28-31) B5(28-31) B8(28-31) B9(28-31) B8(28-31) B9(28-31) BC(28-31) BD(28-31) BC(28-31) BD(28-31)
+                    const __m512i rhs_mat_2367ABEF_3_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_3, (_MM_PERM_ENUM)221); //B2(28-31) B3(28-31) B2(28-31) B3(28-31) B6(28-31) B7(28-31) B6(28-31) B7(28-31) BA(28-31) BB(28-31) BA(28-31) BB(28-31) BE(28-31) BF(28-31) BE(28-31) BF(28-31)
+
+
+                    // Scale values - Load the weight scale values of two block_q4_0x8
+                    const __m512 col_scale_f32 = GGML_F32Cx8x2_LOAD(b_ptr_0[b].d, b_ptr_1[b].d);
+
+                    // Load the four block_q4_0 quantized values interleaved with each other in chunks of eight - A0,A1,A2,A3
+                    // Loaded as set of 128 bit vectors and repeated and stored into a 256 bit vector before again repeating into 512 bit vector
+                    __m256i lhs_mat_ymm_0123_0 = _mm256_loadu_si256((const __m256i *)((a_ptr[b].qs)));
+                    __m256i lhs_mat_ymm_01_0 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_0, lhs_mat_ymm_0123_0, 0);
+                    __m256i lhs_mat_ymm_23_0 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_0, lhs_mat_ymm_0123_0, 17);
+                    __m256i lhs_mat_ymm_0123_1 = _mm256_loadu_si256((const __m256i *)((a_ptr[b].qs + 32)));
+                    __m256i lhs_mat_ymm_01_1 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_1, lhs_mat_ymm_0123_1, 0);
+                    __m256i lhs_mat_ymm_23_1 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_1, lhs_mat_ymm_0123_1, 17);
+                    __m256i lhs_mat_ymm_0123_2 = _mm256_loadu_si256((const __m256i *)((a_ptr[b].qs + 64)));
+                    __m256i lhs_mat_ymm_01_2 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_2, lhs_mat_ymm_0123_2, 0);
+                    __m256i lhs_mat_ymm_23_2 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_2, lhs_mat_ymm_0123_2, 17);
+                    __m256i lhs_mat_ymm_0123_3 = _mm256_loadu_si256((const __m256i *)((a_ptr[b].qs + 96)));
+                    __m256i lhs_mat_ymm_01_3 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_3, lhs_mat_ymm_0123_3, 0);
+                    __m256i lhs_mat_ymm_23_3 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_3, lhs_mat_ymm_0123_3, 17);
+
+                    __m512i lhs_mat_01_0 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_0), lhs_mat_ymm_01_0, 1);
+                    __m512i lhs_mat_23_0 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_0), lhs_mat_ymm_23_0, 1);
+                    __m512i lhs_mat_01_1 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_1), lhs_mat_ymm_01_1, 1);
+                    __m512i lhs_mat_23_1 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_1), lhs_mat_ymm_23_1, 1);
+                    __m512i lhs_mat_01_2 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_2), lhs_mat_ymm_01_2, 1);
+                    __m512i lhs_mat_23_2 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_2), lhs_mat_ymm_23_2, 1);
+                    __m512i lhs_mat_01_3 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_3), lhs_mat_ymm_01_3, 1);
+                    __m512i lhs_mat_23_3 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_3), lhs_mat_ymm_23_3, 1);
+
+                    // Shuffle pattern one - left side input
+
+                    const __m512i lhs_mat_01_0_sp1 = _mm512_shuffle_epi32(lhs_mat_01_0, (_MM_PERM_ENUM)160);  //A0(0-3) A0(0-3) A1(0-3) A1(0-3) A0(0-3) A0(0-3) A1(0-3) A1(0-3) A0(0-3) A0(0-3) A1(0-3) A1(0-3) A0(0-3) A0(0-3) A1(0-3) A1(0-3)
+                    const __m512i lhs_mat_23_0_sp1 = _mm512_shuffle_epi32(lhs_mat_23_0, (_MM_PERM_ENUM)160);  //A2(0-3) A2(0-3) A3(0-3) A3(0-3) A2(0-3) A2(0-3) A3(0-3) A3(0-3) A2(0-3) A2(0-3) A3(0-3) A3(0-3) A2(0-3) A2(0-3) A3(0-3) A3(0-3)
+
+                    const __m512i lhs_mat_01_1_sp1 = _mm512_shuffle_epi32(lhs_mat_01_1, (_MM_PERM_ENUM)160);  //A0(8-11) A0(8-11) A1(8-11) A1(8-11) A0(8-11) A0(8-11) A1(8-11) A1(8-11) A0(8-11) A0(8-11) A1(8-11) A1(8-11) A0(8-11) A0(8-11) A1(8-11) A1(8-11)
+                    const __m512i lhs_mat_23_1_sp1 = _mm512_shuffle_epi32(lhs_mat_23_1, (_MM_PERM_ENUM)160);  //A2(8-11) A2(8-11) A3(8-11) A3(8-11) A2(8-11) A2(8-11) A3(8-11) A3(8-11) A2(8-11) A2(8-11) A3(8-11) A3(8-11) A2(8-11) A2(8-11) A3(8-11) A3(8-11)
+
+                    const __m512i lhs_mat_01_2_sp1 = _mm512_shuffle_epi32(lhs_mat_01_2, (_MM_PERM_ENUM)160);  //A0(16-19) A0(16-19) A1(16-19) A1(16-19) A0(16-19) A0(16-19) A1(16-19) A1(16-19) A0(16-19) A0(16-19) A1(16-19) A1(16-19) A0(16-19) A0(16-19) A1(16-19) A1(16-19)
+                    const __m512i lhs_mat_23_2_sp1 = _mm512_shuffle_epi32(lhs_mat_23_2, (_MM_PERM_ENUM)160);  //A2(16-19) A2(16-19) A3(16-19) A3(16-19) A2(16-19) A2(16-19) A3(16-19) A3(16-19) A2(16-19) A2(16-19) A3(16-19) A3(16-19) A2(16-19) A2(16-19) A3(16-19) A3(16-19)
+
+                    const __m512i lhs_mat_01_3_sp1 = _mm512_shuffle_epi32(lhs_mat_01_3, (_MM_PERM_ENUM)160);  //A0(24-27) A0(24-27) A1(24-27) A1(24-27) A0(24-27) A0(24-27) A1(24-27) A1(24-27) A0(24-27) A0(24-27) A1(24-27) A1(24-27) A0(24-27) A0(24-27) A1(24-27) A1(24-27)
+                    const __m512i lhs_mat_23_3_sp1 = _mm512_shuffle_epi32(lhs_mat_23_3, (_MM_PERM_ENUM)160);  //A2(24-27) A2(24-27) A3(24-27) A3(24-27) A2(24-27) A2(24-27) A3(24-27) A3(24-27) A2(24-27) A2(24-27) A3(24-27) A3(24-27) A2(24-27) A2(24-27) A3(24-27) A3(24-27)
+
+                    // Shuffle pattern two - left side input
+
+                    const __m512i lhs_mat_01_0_sp2 = _mm512_shuffle_epi32(lhs_mat_01_0, (_MM_PERM_ENUM)245);  //A0(4-7) A0(4-7) A1(4-7) A1(4-7) A0(4-7) A0(4-7) A1(4-7) A1(4-7) A0(4-7) A0(4-7) A1(4-7) A1(4-7) A0(4-7) A0(4-7) A1(4-7) A1(4-7)
+                    const __m512i lhs_mat_23_0_sp2 = _mm512_shuffle_epi32(lhs_mat_23_0, (_MM_PERM_ENUM)245);  //A2(4-7) A2(4-7) A3(4-7) A3(4-7) A2(4-7) A2(4-7) A3(4-7) A3(4-7) A2(4-7) A2(4-7) A3(4-7) A3(4-7) A2(4-7) A2(4-7) A3(4-7) A3(4-7)
+
+                    const __m512i lhs_mat_01_1_sp2 = _mm512_shuffle_epi32(lhs_mat_01_1, (_MM_PERM_ENUM)245);  //A0(12-15) A0(12-15) A1(12-15) A1(12-15) A0(12-15) A0(12-15) A1(12-15) A1(12-15) A0(12-15) A0(12-15) A1(12-15) A1(12-15) A0(12-15) A0(12-15) A1(12-15) A1(12-15)
+                    const __m512i lhs_mat_23_1_sp2 = _mm512_shuffle_epi32(lhs_mat_23_1, (_MM_PERM_ENUM)245);  //A2(12-15) A2(12-15) A3(12-15) A3(12-15) A2(12-15) A2(12-15) A3(12-15) A3(12-15) A2(12-15) A2(12-15) A3(12-15) A3(12-15) A2(12-15) A2(12-15) A3(12-15) A3(12-15)
+
+                    const __m512i lhs_mat_01_2_sp2 = _mm512_shuffle_epi32(lhs_mat_01_2, (_MM_PERM_ENUM)245);  //A0(20-23) A0(20-23) A1(20-23) A1(20-23) A0(20-23) A0(20-23) A1(20-23) A1(20-23) A0(20-23) A0(20-23) A1(20-23) A1(20-23) A0(20-23) A0(20-23) A1(20-23) A1(20-23)
+                    const __m512i lhs_mat_23_2_sp2 = _mm512_shuffle_epi32(lhs_mat_23_2, (_MM_PERM_ENUM)245);  //A2(20-23) A2(20-23) A3(20-23) A3(20-23) A2(20-23) A2(20-23) A3(20-23) A3(20-23) A2(20-23) A2(20-23) A3(20-23) A3(20-23) A2(20-23) A2(20-23) A3(20-23) A3(20-23)
+
+                    const __m512i lhs_mat_01_3_sp2 = _mm512_shuffle_epi32(lhs_mat_01_3, (_MM_PERM_ENUM)245);  //A0(28-31) A0(28-31) A1(28-31) A1(28-31) A0(28-31) A0(28-31) A1(28-31) A1(28-31) A0(28-31) A0(28-31) A1(28-31) A1(28-31) A0(28-31) A0(28-31) A1(28-31) A1(28-31)
+                    const __m512i lhs_mat_23_3_sp2 = _mm512_shuffle_epi32(lhs_mat_23_3, (_MM_PERM_ENUM)245);  //A2(28-31) A2(28-31) A3(28-31) A3(28-31) A2(28-31) A2(28-31) A3(28-31) A3(28-31) A2(28-31) A2(28-31) A3(28-31) A3(28-31) A2(28-31) A2(28-31) A3(28-31) A3(28-31)
+
+                    // The values arranged in shuffle patterns are operated with dot product operation within 32 bit lane i.e corresponding bytes and multiplied and added into 32 bit integers within 32 bit lane
+                    // Resembles MMLAs into 2x2 matrices in ARM Version
+                    const __m512i zero = _mm512_setzero_epi32();
+                    __m512i iacc_mat_00_sp1 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_01_3_sp1, rhs_mat_014589CD_3_sp1), lhs_mat_01_2_sp1, rhs_mat_014589CD_2_sp1), lhs_mat_01_1_sp1, rhs_mat_014589CD_1_sp1), lhs_mat_01_0_sp1, rhs_mat_014589CD_0_sp1);
+                    __m512i iacc_mat_01_sp1 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_01_3_sp1, rhs_mat_2367ABEF_3_sp1), lhs_mat_01_2_sp1, rhs_mat_2367ABEF_2_sp1), lhs_mat_01_1_sp1, rhs_mat_2367ABEF_1_sp1), lhs_mat_01_0_sp1, rhs_mat_2367ABEF_0_sp1);
+                    __m512i iacc_mat_10_sp1 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_23_3_sp1, rhs_mat_014589CD_3_sp1), lhs_mat_23_2_sp1, rhs_mat_014589CD_2_sp1), lhs_mat_23_1_sp1, rhs_mat_014589CD_1_sp1), lhs_mat_23_0_sp1, rhs_mat_014589CD_0_sp1);
+                    __m512i iacc_mat_11_sp1 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_23_3_sp1, rhs_mat_2367ABEF_3_sp1), lhs_mat_23_2_sp1, rhs_mat_2367ABEF_2_sp1), lhs_mat_23_1_sp1, rhs_mat_2367ABEF_1_sp1), lhs_mat_23_0_sp1, rhs_mat_2367ABEF_0_sp1);
+                    __m512i iacc_mat_00_sp2 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_01_3_sp2, rhs_mat_014589CD_3_sp2), lhs_mat_01_2_sp2, rhs_mat_014589CD_2_sp2), lhs_mat_01_1_sp2, rhs_mat_014589CD_1_sp2), lhs_mat_01_0_sp2, rhs_mat_014589CD_0_sp2);
+                    __m512i iacc_mat_01_sp2 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_01_3_sp2, rhs_mat_2367ABEF_3_sp2), lhs_mat_01_2_sp2, rhs_mat_2367ABEF_2_sp2), lhs_mat_01_1_sp2, rhs_mat_2367ABEF_1_sp2), lhs_mat_01_0_sp2, rhs_mat_2367ABEF_0_sp2);
+                    __m512i iacc_mat_10_sp2 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_23_3_sp2, rhs_mat_014589CD_3_sp2), lhs_mat_23_2_sp2, rhs_mat_014589CD_2_sp2), lhs_mat_23_1_sp2, rhs_mat_014589CD_1_sp2), lhs_mat_23_0_sp2, rhs_mat_014589CD_0_sp2);
+                    __m512i iacc_mat_11_sp2 = mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(mul_sum_i8_pairs_acc_int32x16(zero, lhs_mat_23_3_sp2, rhs_mat_2367ABEF_3_sp2), lhs_mat_23_2_sp2, rhs_mat_2367ABEF_2_sp2), lhs_mat_23_1_sp2, rhs_mat_2367ABEF_1_sp2), lhs_mat_23_0_sp2, rhs_mat_2367ABEF_0_sp2);
+
+                    // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                    __m512i iacc_mat_00 = _mm512_add_epi32(iacc_mat_00_sp1, iacc_mat_00_sp2);
+                    __m512i iacc_mat_01 = _mm512_add_epi32(iacc_mat_01_sp1, iacc_mat_01_sp2);
+                    __m512i iacc_mat_10 = _mm512_add_epi32(iacc_mat_10_sp1, iacc_mat_10_sp2);
+                    __m512i iacc_mat_11 = _mm512_add_epi32(iacc_mat_11_sp1, iacc_mat_11_sp2);
+
+
+                    // Straighten out to make 4 row vectors
+                    __m512i iacc_row_0 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_00, _mm512_shuffle_epi32(iacc_mat_01, (_MM_PERM_ENUM)78));
+                    __m512i iacc_row_1 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_00, (_MM_PERM_ENUM)78), iacc_mat_01);
+                    __m512i iacc_row_2 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_10, _mm512_shuffle_epi32(iacc_mat_11, (_MM_PERM_ENUM)78));
+                    __m512i iacc_row_3 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_10, (_MM_PERM_ENUM)78), iacc_mat_11);
+
+                    // Load the scale(d) values for all the 4 Q8_0 blocks and repeat it across lanes
+                    const __m128i row_scale_f16 = _mm_shuffle_epi32(_mm_maskload_epi32((int const*)(a_ptr[b].d), loadMask), 68);
+                    const __m512 row_scale_f32 = GGML_F32Cx16_REPEAT_LOAD(row_scale_f16);
+
+                    // Multiply with appropiate scales and accumulate
+                    acc_rows[0] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_0), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)),   acc_rows[0]);
+                    acc_rows[1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_1), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)),  acc_rows[1]);
+                    acc_rows[2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_2), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[2]);
+                    acc_rows[3] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_3), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_rows[3]);
+                }
+
+                // Store the accumulated values
+                for (int i = 0; i < 4; i++) {
+                    _mm512_storeu_ps((float *)(s + ((y * 4 + i) * bs + x * 8)), acc_rows[i]);
+                }
+            }
+        }
+        if (anc != nc) {
+            xstart = anc/8;
+            y = 0;
+        }
+    #endif // __AVX512F__
+
+        // Take group of four block_q8_0x4 structures at each pass of the loop and perform dot product operation
+
+        for (; y < anr / 4; y += 4) {
+            const block_q8_0x4 * a_ptrs[4];
+
+            a_ptrs[0] = a_ptr_start + (y * nb);
+            for (int i = 0; i < 3; ++i) {
+                a_ptrs[i + 1] = a_ptrs[i] + nb;
+            }
+
+            // Take group of eight block_q4_0x8 structures at each pass of the loop and perform dot product operation
+            for (int64_t x = xstart; x < nc / 8; x++) {
+
+                const block_q4_0x8 * b_ptr = b_ptr_start + (x * b_nb);
+
+                // Master FP accumulators
+                __m256 acc_rows[16];
+                for (int i = 0; i < 16; i++) {
+                    acc_rows[i] = _mm256_setzero_ps();
+                }
+
+                for (int64_t b = 0; b < nb; b++) {
+                    // Load the eight block_q4_0 quantized values interleaved with each other in chunks of eight - B0,B1 ....B6,B7
+                    const __m256i rhs_raw_mat_0123_0 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs));
+                    const __m256i rhs_raw_mat_4567_0 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs + 32));
+                    const __m256i rhs_raw_mat_0123_1 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs + 64));
+                    const __m256i rhs_raw_mat_4567_1 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs + 96));
+
+                    // Save the values in the following vectors in the formats B0B1B4B5, B2B3B6B7 for further processing and storing of values
+                    const __m256i rhs_raw_mat_0145_0 = _mm256_blend_epi32(rhs_raw_mat_0123_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_0, requiredOrder), rhs_raw_mat_4567_0, 240);
+                    const __m256i rhs_raw_mat_0145_1 = _mm256_blend_epi32(rhs_raw_mat_0123_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_1, requiredOrder), rhs_raw_mat_4567_1, 240);
+
+                    // 4-bit -> 8-bit - Sign is maintained
+                    const __m256i rhs_mat_0145_0 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_mat_0145_0, m4b)); //B0(0-7) B1(0-7) B4(0-7) B5(0-7)
+                    const __m256i rhs_mat_2367_0 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_mat_2367_0, m4b)); //B2(0-7) B3(0-7) B6(0-7) B7(0-7)
+
+                    const __m256i rhs_mat_0145_1 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_mat_0145_1, m4b)); //B0(8-15) B1(8-15) B4(8-15) B5(8-15)
+                    const __m256i rhs_mat_2367_1 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_mat_2367_1, m4b)); //B2(8-15) B3(8-15) B6(8-15) B7(8-15)
+
+                    const __m256i rhs_mat_0145_2 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_0, 4), m4b)); //B0(16-23) B1(16-23) B4(16-23) B5(16-23)
+                    const __m256i rhs_mat_2367_2 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_0, 4), m4b)); //B2(16-23) B3(16-23) B6(16-23) B7(16-23)
+
+                    const __m256i rhs_mat_0145_3 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_1, 4), m4b)); //B0(24-31) B1(24-31) B4(24-31) B5(24-31)
+                    const __m256i rhs_mat_2367_3 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_1, 4), m4b)); //B2(24-31) B3(24-31) B6(24-31) B7(24-31)
+
+                    // Shuffle pattern one - right side input
+                    const __m256i rhs_mat_0145_0_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_0, 136);  //B0(0-3) B1(0-3) B0(0-3) B1(0-3) B4(0-3) B5(0-3) B4(0-3) B5(0-3)
+                    const __m256i rhs_mat_2367_0_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_0, 136);  //B2(0-3) B3(0-3) B2(0-3) B3(0-3) B6(0-3) B7(0-3) B6(0-3) B7(0-3)
+
+                    const __m256i rhs_mat_0145_1_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_1, 136);  //B0(8-11) B1(8-11) B0(8-11) B1(8-11) B4(8-11) B5(8-11) B4(8-11) B5(8-11)
+                    const __m256i rhs_mat_2367_1_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_1, 136);  //B2(8-11) B3(8-11) B2(8-11) B3(8-11) B6(8-11) B7(8-11) B6(8-11) B7(8-11)
+
+                    const __m256i rhs_mat_0145_2_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_2, 136);  //B0(16-19) B1(16-19) B0(16-19) B1(16-19) B4(16-19) B5(16-19) B4(16-19) B5(16-19)
+                    const __m256i rhs_mat_2367_2_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_2, 136);  //B2(16-19) B3(16-19) B2(16-19) B3(16-19) B6(16-19) B7(16-19) B6(16-19) B7(16-19)
+
+                    const __m256i rhs_mat_0145_3_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_3, 136);  //B0(24-27) B1(24-27) B0(24-27) B1(24-27) B4(24-27) B5(24-27) B4(24-27) B5(24-27)
+                    const __m256i rhs_mat_2367_3_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_3, 136);  //B2(24-27) B3(24-27) B2(24-27) B3(24-27) B6(24-27) B7(24-27) B6(24-27) B7(24-27)
+
+                    // Shuffle pattern two - right side input
+
+                    const __m256i rhs_mat_0145_0_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_0, 221);  //B0(4-7) B1(4-7) B0(4-7) B1(4-7) B4(4-7) B5(4-7) B4(4-7) B5(4-7)
+                    const __m256i rhs_mat_2367_0_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_0, 221);  //B2(4-7) B3(4-7) B2(4-7) B3(4-7) B6(4-7) B7(4-7) B6(4-7) B7(4-7)
+
+                    const __m256i rhs_mat_0145_1_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_1, 221);  //B0(12-15) B1(12-15) B0(12-15) B1(12-15) B4(12-15) B5(12-15) B4(12-15) B5(12-15)
+                    const __m256i rhs_mat_2367_1_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_1, 221);  //B2(12-15) B3(12-15) B2(12-15) B3(12-15) B6(12-15) B7(12-15) B6(12-15) B7(12-15)
+
+                    const __m256i rhs_mat_0145_2_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_2, 221);  //B0(20-23) B1(20-23) B0(20-23) B1(20-23) B4(20-23) B5(20-23) B4(20-23) B5(20-23)
+                    const __m256i rhs_mat_2367_2_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_2, 221);  //B2(20-23) B3(20-23) B2(20-23) B3(20-23) B6(20-23) B7(20-23) B6(20-23) B7(20-23)
+
+                    const __m256i rhs_mat_0145_3_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_3, 221);  //B0(28-31) B1(28-31) B0(28-31) B1(28-31) B4(28-31) B5(28-31) B4(28-31) B5(28-31)
+                    const __m256i rhs_mat_2367_3_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_3, 221);  //B2(28-31) B3(28-31) B2(28-31) B3(28-31) B6(28-31) B7(28-31) B6(28-31) B7(28-31)
+
+                    // Scale values - Load the wight scale values of block_q4_0x8
+                    const __m256 col_scale_f32 = GGML_F32Cx8_LOAD(b_ptr[b].d);
+
+                    // Process LHS in groups of four
+                    for (int rp = 0; rp < 4; rp++) {
+                        // Load the four block_q4_0 quantized values interleaved with each other in chunks of eight - A0,A1,A2,A3
+                        // Loaded as set of 128 bit vectors and repeated into a 256 bit vector
+                        __m256i lhs_mat_0123_0 = _mm256_loadu_si256((const __m256i *)((a_ptrs[rp][b].qs)));
+                        __m256i lhs_mat_01_0 = _mm256_permute2f128_si256(lhs_mat_0123_0, lhs_mat_0123_0, 0);
+                        __m256i lhs_mat_23_0 = _mm256_permute2f128_si256(lhs_mat_0123_0, lhs_mat_0123_0, 17);
+                        __m256i lhs_mat_0123_1 = _mm256_loadu_si256((const __m256i *)((a_ptrs[rp][b].qs + 32)));
+                        __m256i lhs_mat_01_1 = _mm256_permute2f128_si256(lhs_mat_0123_1, lhs_mat_0123_1, 0);
+                        __m256i lhs_mat_23_1 = _mm256_permute2f128_si256(lhs_mat_0123_1, lhs_mat_0123_1, 17);
+                        __m256i lhs_mat_0123_2 = _mm256_loadu_si256((const __m256i *)((a_ptrs[rp][b].qs + 64)));
+                        __m256i lhs_mat_01_2 = _mm256_permute2f128_si256(lhs_mat_0123_2, lhs_mat_0123_2, 0);
+                        __m256i lhs_mat_23_2 = _mm256_permute2f128_si256(lhs_mat_0123_2, lhs_mat_0123_2, 17);
+                        __m256i lhs_mat_0123_3 = _mm256_loadu_si256((const __m256i *)((a_ptrs[rp][b].qs + 96)));
+                        __m256i lhs_mat_01_3 = _mm256_permute2f128_si256(lhs_mat_0123_3, lhs_mat_0123_3, 0);
+                        __m256i lhs_mat_23_3 = _mm256_permute2f128_si256(lhs_mat_0123_3, lhs_mat_0123_3, 17);
+
+                        // Shuffle pattern one - left side input
+                        const __m256i lhs_mat_01_0_sp1 = _mm256_shuffle_epi32(lhs_mat_01_0, 160);  //A0(0-3) A0(0-3) A1(0-3) A1(0-3) A0(0-3) A0(0-3) A1(0-3) A1(0-3)
+                        const __m256i lhs_mat_23_0_sp1 = _mm256_shuffle_epi32(lhs_mat_23_0, 160);  //A2(0-3) A2(0-3) A3(0-3) A3(0-3) A2(0-3) A2(0-3) A3(0-3) A3(0-3)
+
+                        const __m256i lhs_mat_01_1_sp1 = _mm256_shuffle_epi32(lhs_mat_01_1, 160);  //A0(8-11) A0(8-11) A1(8-11) A1(8-11) A0(8-11) A0(8-11) A1(8-11) A1(8-11)
+                        const __m256i lhs_mat_23_1_sp1 = _mm256_shuffle_epi32(lhs_mat_23_1, 160);  //A2(8-11) A2(8-11) A3(8-11) A3(8-11) A2(8-11) A2(8-11) A3(8-11) A3(8-11)
+
+                        const __m256i lhs_mat_01_2_sp1 = _mm256_shuffle_epi32(lhs_mat_01_2, 160);  //A0(16-19) A0(16-19) A1(16-19) A1(16-19) A0(16-19) A0(16-19) A1(16-19) A1(16-19)
+                        const __m256i lhs_mat_23_2_sp1 = _mm256_shuffle_epi32(lhs_mat_23_2, 160);  //A2(16-19) A2(16-19) A3(16-19) A3(16-19) A2(16-19) A2(16-19) A3(16-19) A3(16-19)
+
+                        const __m256i lhs_mat_01_3_sp1 = _mm256_shuffle_epi32(lhs_mat_01_3, 160);  //A0(24-27) A0(24-27) A1(24-27) A1(24-27) A0(24-27) A0(24-27) A1(24-27) A1(24-27)
+                        const __m256i lhs_mat_23_3_sp1 = _mm256_shuffle_epi32(lhs_mat_23_3, 160);  //A2(24-27) A2(24-27) A3(24-27) A3(24-27) A2(24-27) A2(24-27) A3(24-27) A3(24-27)
+
+                        // Shuffle pattern two - left side input
+                        const __m256i lhs_mat_01_0_sp2 = _mm256_shuffle_epi32(lhs_mat_01_0, 245);  //A0(4-7) A0(4-7) A1(4-7) A1(4-7) A0(4-7) A0(4-7) A1(4-7) A1(4-7)
+                        const __m256i lhs_mat_23_0_sp2 = _mm256_shuffle_epi32(lhs_mat_23_0, 245);  //A2(4-7) A2(4-7) A3(4-7) A3(4-7) A2(4-7) A2(4-7) A3(4-7) A3(4-7)
+
+                        const __m256i lhs_mat_01_1_sp2 = _mm256_shuffle_epi32(lhs_mat_01_1, 245);  //A0(12-15) A0(12-15) A1(12-15) A1(12-15) A0(12-15) A0(12-15) A1(12-15) A1(12-15)
+                        const __m256i lhs_mat_23_1_sp2 = _mm256_shuffle_epi32(lhs_mat_23_1, 245);  //A2(12-15) A2(12-15) A3(12-15) A3(12-15) A2(12-15) A2(12-15) A3(12-15) A3(12-15)
+
+                        const __m256i lhs_mat_01_2_sp2 = _mm256_shuffle_epi32(lhs_mat_01_2, 245);  //A0(20-23) A0(20-23) A1(20-23) A1(20-23) A0(20-23) A0(20-23) A1(20-23) A1(20-23)
+                        const __m256i lhs_mat_23_2_sp2 = _mm256_shuffle_epi32(lhs_mat_23_2, 245);  //A2(20-23) A2(20-23) A3(20-23) A3(20-23) A2(20-23) A2(20-23) A3(20-23) A3(20-23)
+
+                        const __m256i lhs_mat_01_3_sp2 = _mm256_shuffle_epi32(lhs_mat_01_3, 245);  //A0(28-31) A0(28-31) A1(28-31) A1(28-31) A0(28-31) A0(28-31) A1(28-31) A1(28-31)
+                        const __m256i lhs_mat_23_3_sp2 = _mm256_shuffle_epi32(lhs_mat_23_3, 245);  //A2(28-31) A2(28-31) A3(28-31) A3(28-31) A2(28-31) A2(28-31) A3(28-31) A3(28-31)
+
+                        // The values arranged in shuffle patterns are operated with dot product operation within 32 bit lane i.e corresponding bytes and multiplied and added into 32 bit integers within 32 bit lane
+                        // Resembles MMLAs into 2x2 matrices in ARM Version
+                        const __m256i zero = _mm256_setzero_si256();
+                        __m256i iacc_mat_00_sp1 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_01_3_sp1, rhs_mat_0145_3_sp1), lhs_mat_01_2_sp1, rhs_mat_0145_2_sp1), lhs_mat_01_1_sp1, rhs_mat_0145_1_sp1), lhs_mat_01_0_sp1, rhs_mat_0145_0_sp1);
+                        __m256i iacc_mat_01_sp1 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_01_3_sp1, rhs_mat_2367_3_sp1), lhs_mat_01_2_sp1, rhs_mat_2367_2_sp1), lhs_mat_01_1_sp1, rhs_mat_2367_1_sp1), lhs_mat_01_0_sp1, rhs_mat_2367_0_sp1);
+                        __m256i iacc_mat_10_sp1 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_23_3_sp1, rhs_mat_0145_3_sp1), lhs_mat_23_2_sp1, rhs_mat_0145_2_sp1), lhs_mat_23_1_sp1, rhs_mat_0145_1_sp1), lhs_mat_23_0_sp1, rhs_mat_0145_0_sp1);
+                        __m256i iacc_mat_11_sp1 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_23_3_sp1, rhs_mat_2367_3_sp1), lhs_mat_23_2_sp1, rhs_mat_2367_2_sp1), lhs_mat_23_1_sp1, rhs_mat_2367_1_sp1), lhs_mat_23_0_sp1, rhs_mat_2367_0_sp1);
+                        __m256i iacc_mat_00_sp2 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_01_3_sp2, rhs_mat_0145_3_sp2), lhs_mat_01_2_sp2, rhs_mat_0145_2_sp2), lhs_mat_01_1_sp2, rhs_mat_0145_1_sp2), lhs_mat_01_0_sp2, rhs_mat_0145_0_sp2);
+                        __m256i iacc_mat_01_sp2 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_01_3_sp2, rhs_mat_2367_3_sp2), lhs_mat_01_2_sp2, rhs_mat_2367_2_sp2), lhs_mat_01_1_sp2, rhs_mat_2367_1_sp2), lhs_mat_01_0_sp2, rhs_mat_2367_0_sp2);
+                        __m256i iacc_mat_10_sp2 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_23_3_sp2, rhs_mat_0145_3_sp2), lhs_mat_23_2_sp2, rhs_mat_0145_2_sp2), lhs_mat_23_1_sp2, rhs_mat_0145_1_sp2), lhs_mat_23_0_sp2, rhs_mat_0145_0_sp2);
+                        __m256i iacc_mat_11_sp2 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_23_3_sp2, rhs_mat_2367_3_sp2), lhs_mat_23_2_sp2, rhs_mat_2367_2_sp2), lhs_mat_23_1_sp2, rhs_mat_2367_1_sp2), lhs_mat_23_0_sp2, rhs_mat_2367_0_sp2);
+
+                        // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                        __m256i iacc_mat_00 = _mm256_add_epi32(iacc_mat_00_sp1, iacc_mat_00_sp2);
+                        __m256i iacc_mat_01 = _mm256_add_epi32(iacc_mat_01_sp1, iacc_mat_01_sp2);
+                        __m256i iacc_mat_10 = _mm256_add_epi32(iacc_mat_10_sp1, iacc_mat_10_sp2);
+                        __m256i iacc_mat_11 = _mm256_add_epi32(iacc_mat_11_sp1, iacc_mat_11_sp2);
+
+                        // Straighten out to make 4 row vectors
+                        __m256i iacc_row_0 = _mm256_blend_epi32(iacc_mat_00, _mm256_shuffle_epi32(iacc_mat_01, 78), 204);
+                        __m256i iacc_row_1 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_00, 78), iacc_mat_01, 204);
+                        __m256i iacc_row_2 = _mm256_blend_epi32(iacc_mat_10, _mm256_shuffle_epi32(iacc_mat_11, 78), 204);
+                        __m256i iacc_row_3 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_10, 78), iacc_mat_11, 204);
+
+                        // Load the scale(d) values for all the 4 Q8_0 blocks and repeat it across lanes
+                        const __m256 row_scale_f32 = GGML_F32Cx8_REPEAT_LOAD(a_ptrs[rp][b].d, loadMask);
+
+                        // Multiply with appropiate scales and accumulate
+                        acc_rows[rp * 4] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[rp * 4]);
+                        acc_rows[rp * 4 + 1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[rp * 4 + 1]);
+                        acc_rows[rp * 4 + 2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]);
+                        acc_rows[rp * 4 + 3] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_3), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32,  255)), acc_rows[rp * 4 + 3]);
+                    }
+                }
+
+                // Store the accumulated values
+                for (int i = 0; i < 16; i++) {
+                    _mm256_storeu_ps((float *)(s + ((y * 4 + i) * bs + x * 8)), acc_rows[i]);
+                }
+            }
+        }
+
+        // Take a block_q8_0x4 structures at each pass of the loop and perform dot product operation
+        for (; y < nr / 4; y ++) {
+
+            const block_q8_0x4 * a_ptr = a_ptr_start + (y * nb);
+
+            // Load the eight block_q4_0 quantized values interleaved with each other in chunks of eight - B0,B1 ....B6,B7
+            for (int64_t x = xstart; x < nc / 8; x++) {
+
+                const block_q4_0x8 * b_ptr = b_ptr_start + (x * b_nb);
+
+                // Master FP accumulators
+                __m256 acc_rows[4];
+                for (int i = 0; i < 4; i++) {
+                    acc_rows[i] = _mm256_setzero_ps();
+                }
+
+                for (int64_t b = 0; b < nb; b++) {
+                    // Load the eight block_q8_0 quantized values interleaved with each other in chunks of eight - B0,B1 ....B6,B7
+                    const __m256i rhs_raw_mat_0123_0 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs));
+                    const __m256i rhs_raw_mat_4567_0 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs + 32));
+                    const __m256i rhs_raw_mat_0123_1 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs + 64));
+                    const __m256i rhs_raw_mat_4567_1 = _mm256_loadu_si256((const __m256i *)(b_ptr[b].qs + 96));
+
+                    // Save the values in the following vectors in the formats B0B1B4B5, B2B3B6B7 for further processing and storing of valuess
+                    const __m256i rhs_raw_mat_0145_0 = _mm256_blend_epi32(rhs_raw_mat_0123_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_0, requiredOrder), rhs_raw_mat_4567_0, 240);
+                    const __m256i rhs_raw_mat_0145_1 = _mm256_blend_epi32(rhs_raw_mat_0123_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_1, requiredOrder), rhs_raw_mat_4567_1, 240);
+
+                    // 4-bit -> 8-bit - Sign is maintained
+                    const __m256i rhs_mat_0145_0 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_mat_0145_0, m4b));  //B0(0-7) B1(0-7) B4(0-7) B5(0-7)
+                    const __m256i rhs_mat_2367_0 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_mat_2367_0, m4b));  //B2(0-7) B3(0-7) B6(0-7) B7(0-7)
+
+                    const __m256i rhs_mat_0145_1 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_mat_0145_1, m4b));  //B0(8-15) B1(8-15) B4(8-15) B5(8-15)
+                    const __m256i rhs_mat_2367_1 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(rhs_raw_mat_2367_1, m4b));  //B2(8-15) B3(8-15) B6(8-15) B7(8-15)
+
+                    const __m256i rhs_mat_0145_2 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_0, 4), m4b));  //B0(16-23) B1(16-23) B4(16-23) B5(16-23)
+                    const __m256i rhs_mat_2367_2 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_0, 4), m4b));  //B2(16-23) B3(16-23) B6(16-23) B7(16-23)
+
+                    const __m256i rhs_mat_0145_3 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_1, 4), m4b));  //B0(24-31) B1(24-31) B4(24-31) B5(24-31)
+                    const __m256i rhs_mat_2367_3 = _mm256_shuffle_epi8(signextendlut, _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_1, 4), m4b));  //B2(24-31) B3(24-31) B6(24-31) B7(24-31)
+
+                    // Shuffle pattern one - right side input
+                    const __m256i rhs_mat_0145_0_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_0, 136);  //B0(0-3) B1(0-3) B0(0-3) B1(0-3) B4(0-3) B5(0-3) B4(0-3) B5(0-3)
+                    const __m256i rhs_mat_2367_0_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_0, 136);  //B2(0-3) B3(0-3) B2(0-3) B3(0-3) B6(0-3) B7(0-3) B6(0-3) B7(0-3)
+
+                    const __m256i rhs_mat_0145_1_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_1, 136);  //B0(8-11) B1(8-11) B0(8-11) B1(8-11) B4(8-11) B5(8-11) B4(8-11) B5(8-11)
+                    const __m256i rhs_mat_2367_1_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_1, 136);  //B2(8-11) B3(8-11) B2(8-11) B3(8-11) B6(8-11) B7(8-11) B6(8-11) B7(8-11)
+
+                    const __m256i rhs_mat_0145_2_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_2, 136);  //B0(16-19) B1(16-19) B0(16-19) B1(16-19) B4(16-19) B5(16-19) B4(16-19) B5(16-19)
+                    const __m256i rhs_mat_2367_2_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_2, 136);  //B2(16-19) B3(16-19) B2(16-19) B3(16-19) B6(16-19) B7(16-19) B6(16-19) B7(16-19)
+
+                    const __m256i rhs_mat_0145_3_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_3, 136);  //B0(24-27) B1(24-27) B0(24-27) B1(24-27) B4(24-27) B5(24-27) B4(24-27) B5(24-27)
+                    const __m256i rhs_mat_2367_3_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_3, 136);  //B2(24-27) B3(24-27) B2(24-27) B3(24-27) B6(24-27) B7(24-27) B6(24-27) B7(24-27)
+
+                    // Shuffle pattern two - right side input
+
+                    const __m256i rhs_mat_0145_0_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_0, 221);  //B0(4-7) B1(4-7) B0(4-7) B1(4-7) B4(4-7) B5(4-7) B4(4-7) B5(4-7)
+                    const __m256i rhs_mat_2367_0_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_0, 221);  //B2(4-7) B3(4-7) B2(4-7) B3(4-7) B6(4-7) B7(4-7) B6(4-7) B7(4-7)
+
+                    const __m256i rhs_mat_0145_1_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_1, 221);  //B0(12-15) B1(12-15) B0(12-15) B1(12-15) B4(12-15) B5(12-15) B4(12-15) B5(12-15)
+                    const __m256i rhs_mat_2367_1_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_1, 221);  //B2(12-15) B3(12-15) B2(12-15) B3(12-15) B6(12-15) B7(12-15) B6(12-15) B7(12-15)
+
+                    const __m256i rhs_mat_0145_2_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_2, 221);  //B0(20-23) B1(20-23) B0(20-23) B1(20-23) B4(20-23) B5(20-23) B4(20-23) B5(20-23)
+                    const __m256i rhs_mat_2367_2_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_2, 221);  //B2(20-23) B3(20-23) B2(20-23) B3(20-23) B6(20-23) B7(20-23) B6(20-23) B7(20-23)
+
+                    const __m256i rhs_mat_0145_3_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_3, 221);  //B0(28-31) B1(28-31) B0(28-31) B1(28-31) B4(28-31) B5(28-31) B4(28-31) B5(28-31)
+                    const __m256i rhs_mat_2367_3_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_3, 221);  //B2(28-31) B3(28-31) B2(28-31) B3(28-31) B6(28-31) B7(28-31) B6(28-31) B7(28-31)
+
+                    // Scale values - Load the wight scale values of block_q4_0x8
+                    const __m256 col_scale_f32 = GGML_F32Cx8_LOAD(b_ptr[b].d);
+
+                    // Load the four block_q4_0 quantized values interleaved with each other in chunks of eight - A0,A1,A2,A3
+                    // Loaded as set of 128 bit vectors and repeated into a 256 bit vector
+                    __m256i lhs_mat_0123_0 = _mm256_loadu_si256((const __m256i *)((a_ptr[b].qs)));
+                    __m256i lhs_mat_01_0 = _mm256_permute2f128_si256(lhs_mat_0123_0, lhs_mat_0123_0, 0);
+                    __m256i lhs_mat_23_0 = _mm256_permute2f128_si256(lhs_mat_0123_0, lhs_mat_0123_0, 17);
+                    __m256i lhs_mat_0123_1 = _mm256_loadu_si256((const __m256i *)((a_ptr[b].qs + 32)));
+                    __m256i lhs_mat_01_1 = _mm256_permute2f128_si256(lhs_mat_0123_1, lhs_mat_0123_1, 0);
+                    __m256i lhs_mat_23_1 = _mm256_permute2f128_si256(lhs_mat_0123_1, lhs_mat_0123_1, 17);
+                    __m256i lhs_mat_0123_2 = _mm256_loadu_si256((const __m256i *)((a_ptr[b].qs + 64)));
+                    __m256i lhs_mat_01_2 = _mm256_permute2f128_si256(lhs_mat_0123_2, lhs_mat_0123_2, 0);
+                    __m256i lhs_mat_23_2 = _mm256_permute2f128_si256(lhs_mat_0123_2, lhs_mat_0123_2, 17);
+                    __m256i lhs_mat_0123_3 = _mm256_loadu_si256((const __m256i *)((a_ptr[b].qs + 96)));
+                    __m256i lhs_mat_01_3 = _mm256_permute2f128_si256(lhs_mat_0123_3, lhs_mat_0123_3, 0);
+                    __m256i lhs_mat_23_3 = _mm256_permute2f128_si256(lhs_mat_0123_3, lhs_mat_0123_3, 17);
+
+                    // Shuffle pattern one - left side input
+
+                    const __m256i lhs_mat_01_0_sp1 = _mm256_shuffle_epi32(lhs_mat_01_0, 160);  //A0(0-3) A0(0-3) A1(0-3) A1(0-3) A0(0-3) A0(0-3) A1(0-3) A1(0-3)
+                    const __m256i lhs_mat_23_0_sp1 = _mm256_shuffle_epi32(lhs_mat_23_0, 160);  //A2(0-3) A2(0-3) A3(0-3) A3(0-3) A2(0-3) A2(0-3) A3(0-3) A3(0-3)
+
+                    const __m256i lhs_mat_01_1_sp1 = _mm256_shuffle_epi32(lhs_mat_01_1, 160);  //A0(8-11) A0(8-11) A1(8-11) A1(8-11) A0(8-11) A0(8-11) A1(8-11) A1(8-11)
+                    const __m256i lhs_mat_23_1_sp1 = _mm256_shuffle_epi32(lhs_mat_23_1, 160);  //A2(8-11) A2(8-11) A3(8-11) A3(8-11) A2(8-11) A2(8-11) A3(8-11) A3(8-11)
+
+                    const __m256i lhs_mat_01_2_sp1 = _mm256_shuffle_epi32(lhs_mat_01_2, 160);  //A0(16-19) A0(16-19) A1(16-19) A1(16-19) A0(16-19) A0(16-19) A1(16-19) A1(16-19)
+                    const __m256i lhs_mat_23_2_sp1 = _mm256_shuffle_epi32(lhs_mat_23_2, 160);  //A2(16-19) A2(16-19) A3(16-19) A3(16-19) A2(16-19) A2(16-19) A3(16-19) A3(16-19)
+
+                    const __m256i lhs_mat_01_3_sp1 = _mm256_shuffle_epi32(lhs_mat_01_3, 160);  //A0(24-27) A0(24-27) A1(24-27) A1(24-27) A0(24-27) A0(24-27) A1(24-27) A1(24-27)
+                    const __m256i lhs_mat_23_3_sp1 = _mm256_shuffle_epi32(lhs_mat_23_3, 160);  //A2(24-27) A2(24-27) A3(24-27) A3(24-27) A2(24-27) A2(24-27) A3(24-27) A3(24-27)
+
+                    // Shuffle pattern two - left side input
+
+                    const __m256i lhs_mat_01_0_sp2 = _mm256_shuffle_epi32(lhs_mat_01_0, 245);  //A0(4-7) A0(4-7) A1(4-7) A1(4-7) A0(4-7) A0(4-7) A1(4-7) A1(4-7)
+                    const __m256i lhs_mat_23_0_sp2 = _mm256_shuffle_epi32(lhs_mat_23_0, 245);  //A2(4-7) A2(4-7) A3(4-7) A3(4-7) A2(4-7) A2(4-7) A3(4-7) A3(4-7)
+
+                    const __m256i lhs_mat_01_1_sp2 = _mm256_shuffle_epi32(lhs_mat_01_1, 245);  //A0(12-15) A0(12-15) A1(12-15) A1(12-15) A0(12-15) A0(12-15) A1(12-15) A1(12-15)
+                    const __m256i lhs_mat_23_1_sp2 = _mm256_shuffle_epi32(lhs_mat_23_1, 245);  //A2(12-15) A2(12-15) A3(12-15) A3(12-15) A2(12-15) A2(12-15) A3(12-15) A3(12-15)
+
+                    const __m256i lhs_mat_01_2_sp2 = _mm256_shuffle_epi32(lhs_mat_01_2, 245);  //A0(20-23) A0(20-23) A1(20-23) A1(20-23) A0(20-23) A0(20-23) A1(20-23) A1(20-23)
+                    const __m256i lhs_mat_23_2_sp2 = _mm256_shuffle_epi32(lhs_mat_23_2, 245);  //A2(20-23) A2(20-23) A3(20-23) A3(20-23) A2(20-23) A2(20-23) A3(20-23) A3(20-23)
+
+                    const __m256i lhs_mat_01_3_sp2 = _mm256_shuffle_epi32(lhs_mat_01_3, 245);  //A0(28-31) A0(28-31) A1(28-31) A1(28-31) A0(28-31) A0(28-31) A1(28-31) A1(28-31)
+                    const __m256i lhs_mat_23_3_sp2 = _mm256_shuffle_epi32(lhs_mat_23_3, 245);  //A2(28-31) A2(28-31) A3(28-31) A3(28-31) A2(28-31) A2(28-31) A3(28-31) A3(28-31)
+
+                    // The values arranged in shuffle patterns are operated with dot product operation within 32 bit lane i.e corresponding bytes and multiplied and added into 32 bit integers within 32 bit lane
+                    // Resembles MMLAs into 2x2 matrices in ARM Version
+                    const __m256i zero = _mm256_setzero_si256();
+                    __m256i iacc_mat_00_sp1 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_01_3_sp1, rhs_mat_0145_3_sp1), lhs_mat_01_2_sp1, rhs_mat_0145_2_sp1), lhs_mat_01_1_sp1, rhs_mat_0145_1_sp1), lhs_mat_01_0_sp1, rhs_mat_0145_0_sp1);
+                    __m256i iacc_mat_01_sp1 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_01_3_sp1, rhs_mat_2367_3_sp1), lhs_mat_01_2_sp1, rhs_mat_2367_2_sp1), lhs_mat_01_1_sp1, rhs_mat_2367_1_sp1), lhs_mat_01_0_sp1, rhs_mat_2367_0_sp1);
+                    __m256i iacc_mat_10_sp1 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_23_3_sp1, rhs_mat_0145_3_sp1), lhs_mat_23_2_sp1, rhs_mat_0145_2_sp1), lhs_mat_23_1_sp1, rhs_mat_0145_1_sp1), lhs_mat_23_0_sp1, rhs_mat_0145_0_sp1);
+                    __m256i iacc_mat_11_sp1 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_23_3_sp1, rhs_mat_2367_3_sp1), lhs_mat_23_2_sp1, rhs_mat_2367_2_sp1), lhs_mat_23_1_sp1, rhs_mat_2367_1_sp1), lhs_mat_23_0_sp1, rhs_mat_2367_0_sp1);
+                    __m256i iacc_mat_00_sp2 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_01_3_sp2, rhs_mat_0145_3_sp2), lhs_mat_01_2_sp2, rhs_mat_0145_2_sp2), lhs_mat_01_1_sp2, rhs_mat_0145_1_sp2), lhs_mat_01_0_sp2, rhs_mat_0145_0_sp2);
+                    __m256i iacc_mat_01_sp2 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_01_3_sp2, rhs_mat_2367_3_sp2), lhs_mat_01_2_sp2, rhs_mat_2367_2_sp2), lhs_mat_01_1_sp2, rhs_mat_2367_1_sp2), lhs_mat_01_0_sp2, rhs_mat_2367_0_sp2);
+                    __m256i iacc_mat_10_sp2 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_23_3_sp2, rhs_mat_0145_3_sp2), lhs_mat_23_2_sp2, rhs_mat_0145_2_sp2), lhs_mat_23_1_sp2, rhs_mat_0145_1_sp2), lhs_mat_23_0_sp2, rhs_mat_0145_0_sp2);
+                    __m256i iacc_mat_11_sp2 = mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(mul_sum_i8_pairs_acc_int32x8(zero, lhs_mat_23_3_sp2, rhs_mat_2367_3_sp2), lhs_mat_23_2_sp2, rhs_mat_2367_2_sp2), lhs_mat_23_1_sp2, rhs_mat_2367_1_sp2), lhs_mat_23_0_sp2, rhs_mat_2367_0_sp2);
+
+                    // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                    __m256i iacc_mat_00 = _mm256_add_epi32(iacc_mat_00_sp1, iacc_mat_00_sp2);
+                    __m256i iacc_mat_01 = _mm256_add_epi32(iacc_mat_01_sp1, iacc_mat_01_sp2);
+                    __m256i iacc_mat_10 = _mm256_add_epi32(iacc_mat_10_sp1, iacc_mat_10_sp2);
+                    __m256i iacc_mat_11 = _mm256_add_epi32(iacc_mat_11_sp1, iacc_mat_11_sp2);
+
+
+                    // Straighten out to make 4 row vectors
+                    __m256i iacc_row_0 = _mm256_blend_epi32(iacc_mat_00, _mm256_shuffle_epi32(iacc_mat_01, 78), 204);
+                    __m256i iacc_row_1 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_00, 78), iacc_mat_01, 204);
+                    __m256i iacc_row_2 = _mm256_blend_epi32(iacc_mat_10, _mm256_shuffle_epi32(iacc_mat_11, 78), 204);
+                    __m256i iacc_row_3 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_10, 78), iacc_mat_11, 204);
+
+                    // Load the scale(d) values for all the 4 Q8_0 blocks and repeat it across lanes
+                    const __m256 row_scale_f32 = GGML_F32Cx8_REPEAT_LOAD(a_ptr[b].d, loadMask);
+
+                    // Multiply with appropiate scales and accumulate
+                    acc_rows[0] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[0]);
+                    acc_rows[1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[1]);
+                    acc_rows[2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[2]);
+                    acc_rows[3] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_3), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_rows[3]);
+                }
+
+                // Store the accumulated values
+                for (int i = 0; i < 4; i++) {
+                    _mm256_storeu_ps((float *)(s + ((y * 4 + i) * bs + x * 8)), acc_rows[i]);
+                }
+            }
+        }
+        return;
+    }
+#elif defined(__riscv_v_intrinsic)
+    if (__riscv_vlenb() >= QK4_0) {
+        const size_t vl = QK4_0;
+
+        for (int y = 0; y < nr / 4; y++) {
+            const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb);
+            for (int x = 0; x < nc / ncols_interleaved; x++) {
+                const block_q4_0x8 * b_ptr = (const block_q4_0x8 *) vx + (x * nb);
+                vfloat32m1_t sumf0 = __riscv_vfmv_v_f_f32m1(0.0, vl / 4);
+                vfloat32m1_t sumf1 = __riscv_vfmv_v_f_f32m1(0.0, vl / 4);
+                vfloat32m1_t sumf2 = __riscv_vfmv_v_f_f32m1(0.0, vl / 4);
+                vfloat32m1_t sumf3 = __riscv_vfmv_v_f_f32m1(0.0, vl / 4);
+                for (int l = 0; l < nb; l++) {
+                    const vint8m4_t rhs_raw_vec = __riscv_vle8_v_i8m4((const int8_t *)b_ptr[l].qs, vl * 4);
+                    const vint8m4_t rhs_vec_lo = __riscv_vsra_vx_i8m4(__riscv_vsll_vx_i8m4(rhs_raw_vec, 4, vl * 4), 4, vl * 4);
+                    const vint8m4_t rhs_vec_hi = __riscv_vsra_vx_i8m4(rhs_raw_vec, 4, vl * 4);
+                    const vint8m2_t rhs_vec_lo_0 = __riscv_vget_v_i8m4_i8m2(rhs_vec_lo, 0);
+                    const vint8m2_t rhs_vec_lo_1 = __riscv_vget_v_i8m4_i8m2(rhs_vec_lo, 1);
+                    const vint8m2_t rhs_vec_hi_0 = __riscv_vget_v_i8m4_i8m2(rhs_vec_hi, 0);
+                    const vint8m2_t rhs_vec_hi_1 = __riscv_vget_v_i8m4_i8m2(rhs_vec_hi, 1);
+
+                    // vector version needs Zvfhmin extension
+                    const float a_scales[4] = {
+                        GGML_FP16_TO_FP32(a_ptr[l].d[0]),
+                        GGML_FP16_TO_FP32(a_ptr[l].d[1]),
+                        GGML_FP16_TO_FP32(a_ptr[l].d[2]),
+                        GGML_FP16_TO_FP32(a_ptr[l].d[3])
+                    };
+                    const float b_scales[8] = {
+                        GGML_FP16_TO_FP32(b_ptr[l].d[0]),
+                        GGML_FP16_TO_FP32(b_ptr[l].d[1]),
+                        GGML_FP16_TO_FP32(b_ptr[l].d[2]),
+                        GGML_FP16_TO_FP32(b_ptr[l].d[3]),
+                        GGML_FP16_TO_FP32(b_ptr[l].d[4]),
+                        GGML_FP16_TO_FP32(b_ptr[l].d[5]),
+                        GGML_FP16_TO_FP32(b_ptr[l].d[6]),
+                        GGML_FP16_TO_FP32(b_ptr[l].d[7])
+                    };
+                    const vfloat32m1_t b_scales_vec = __riscv_vle32_v_f32m1(b_scales, vl / 4);
+
+                    const int64_t A0 = *(const int64_t *)&a_ptr[l].qs[0];
+                    const int64_t A4 = *(const int64_t *)&a_ptr[l].qs[32];
+                    const int64_t A8 = *(const int64_t *)&a_ptr[l].qs[64];
+                    const int64_t Ac = *(const int64_t *)&a_ptr[l].qs[96];
+                    __asm__ __volatile__("" ::: "memory"); // prevent gcc from emitting fused vlse64, violating alignment
+                    vint16m4_t sumi_l0;
+                    {
+                        const vint8m2_t lhs_0_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A0, vl / 4));
+                        const vint8m2_t lhs_1_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A4, vl / 4));
+                        const vint8m2_t lhs_2_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A8, vl / 4));
+                        const vint8m2_t lhs_3_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(Ac, vl / 4));
+                        const vint16m4_t sumi_lo_0 = __riscv_vwmul_vv_i16m4(rhs_vec_lo_0, lhs_0_8, vl * 2);
+                        const vint16m4_t sumi_lo_1 = __riscv_vwmacc_vv_i16m4(sumi_lo_0, rhs_vec_lo_1, lhs_1_8, vl * 2);
+                        const vint16m4_t sumi_hi_0 = __riscv_vwmacc_vv_i16m4(sumi_lo_1, rhs_vec_hi_0, lhs_2_8, vl * 2);
+                        const vint16m4_t sumi_hi_m = __riscv_vwmacc_vv_i16m4(sumi_hi_0, rhs_vec_hi_1, lhs_3_8, vl * 2);
+
+                        sumi_l0 = sumi_hi_m;
+                    }
+
+                    {
+                        const vuint32m4_t sumi_i32 = __riscv_vreinterpret_v_i32m4_u32m4(__riscv_vreinterpret_v_i16m4_i32m4(sumi_l0));
+                        const vuint16m2_t sumi_h2_0 = __riscv_vnsrl_wx_u16m2(sumi_i32, 0, vl);
+                        const vuint16m2_t sumi_h2_1 = __riscv_vnsrl_wx_u16m2(sumi_i32, 16, vl);
+                        const vuint16m2_t sumi_h2 = __riscv_vadd_vv_u16m2(sumi_h2_0, sumi_h2_1, vl);
+                        const vuint32m2_t sumi_h2_i32 = __riscv_vreinterpret_v_u16m2_u32m2(sumi_h2);
+                        const vuint16m1_t sumi_h4_0 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 0, vl / 2);
+                        const vuint16m1_t sumi_h4_1 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 16, vl / 2);
+                        const vuint16m1_t sumi_h4 = __riscv_vadd_vv_u16m1(sumi_h4_0, sumi_h4_1, vl / 2);
+                        const vuint32m1_t sumi_h4_i32 = __riscv_vreinterpret_v_u16m1_u32m1(sumi_h4);
+                        const vint16mf2_t sumi_h8_0 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 0, vl / 4));
+                        const vint16mf2_t sumi_h8_1 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 16, vl / 4));
+                        const vint32m1_t sumi_h8 = __riscv_vwadd_vv_i32m1(sumi_h8_0, sumi_h8_1, vl / 4);
+                        const vfloat32m1_t facc = __riscv_vfcvt_f_x_v_f32m1(sumi_h8, vl / 4);
+
+                        const vfloat32m1_t tmp1 = __riscv_vfmul_vf_f32m1(facc, a_scales[0], vl / 4);
+                        sumf0 = __riscv_vfmacc_vv_f32m1(sumf0, tmp1, b_scales_vec, vl / 4);
+                    }
+
+                    const int64_t A1 = *(const int64_t *)&a_ptr[l].qs[8];
+                    const int64_t A5 = *(const int64_t *)&a_ptr[l].qs[40];
+                    const int64_t A9 = *(const int64_t *)&a_ptr[l].qs[72];
+                    const int64_t Ad = *(const int64_t *)&a_ptr[l].qs[104];
+                    __asm__ __volatile__("" ::: "memory"); // prevent gcc from emitting fused vlse64, violating alignment
+                    vint16m4_t sumi_l1;
+                    {
+                        const vint8m2_t lhs_0_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A1, vl / 4));
+                        const vint8m2_t lhs_1_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A5, vl / 4));
+                        const vint8m2_t lhs_2_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A9, vl / 4));
+                        const vint8m2_t lhs_3_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(Ad, vl / 4));
+                        const vint16m4_t sumi_lo_0 = __riscv_vwmul_vv_i16m4(rhs_vec_lo_0, lhs_0_8, vl * 2);
+                        const vint16m4_t sumi_lo_1 = __riscv_vwmacc_vv_i16m4(sumi_lo_0, rhs_vec_lo_1, lhs_1_8, vl * 2);
+                        const vint16m4_t sumi_hi_0 = __riscv_vwmacc_vv_i16m4(sumi_lo_1, rhs_vec_hi_0, lhs_2_8, vl * 2);
+                        const vint16m4_t sumi_hi_m = __riscv_vwmacc_vv_i16m4(sumi_hi_0, rhs_vec_hi_1, lhs_3_8, vl * 2);
+
+                        sumi_l1 = sumi_hi_m;
+                    }
+
+                    {
+                        const vuint32m4_t sumi_i32 = __riscv_vreinterpret_v_i32m4_u32m4(__riscv_vreinterpret_v_i16m4_i32m4(sumi_l1));
+                        const vuint16m2_t sumi_h2_0 = __riscv_vnsrl_wx_u16m2(sumi_i32, 0, vl);
+                        const vuint16m2_t sumi_h2_1 = __riscv_vnsrl_wx_u16m2(sumi_i32, 16, vl);
+                        const vuint16m2_t sumi_h2 = __riscv_vadd_vv_u16m2(sumi_h2_0, sumi_h2_1, vl);
+                        const vuint32m2_t sumi_h2_i32 = __riscv_vreinterpret_v_u16m2_u32m2(sumi_h2);
+                        const vuint16m1_t sumi_h4_0 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 0, vl / 2);
+                        const vuint16m1_t sumi_h4_1 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 16, vl / 2);
+                        const vuint16m1_t sumi_h4 = __riscv_vadd_vv_u16m1(sumi_h4_0, sumi_h4_1, vl / 2);
+                        const vuint32m1_t sumi_h4_i32 = __riscv_vreinterpret_v_u16m1_u32m1(sumi_h4);
+                        const vint16mf2_t sumi_h8_0 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 0, vl / 4));
+                        const vint16mf2_t sumi_h8_1 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 16, vl / 4));
+                        const vint32m1_t sumi_h8 = __riscv_vwadd_vv_i32m1(sumi_h8_0, sumi_h8_1, vl / 4);
+                        const vfloat32m1_t facc = __riscv_vfcvt_f_x_v_f32m1(sumi_h8, vl / 4);
+
+                        const vfloat32m1_t tmp1 = __riscv_vfmul_vf_f32m1(facc, a_scales[1], vl / 4);
+                        sumf1 = __riscv_vfmacc_vv_f32m1(sumf1, tmp1, b_scales_vec, vl / 4);
+                    }
+
+                    const int64_t A2 = *(const int64_t *)&a_ptr[l].qs[16];
+                    const int64_t A6 = *(const int64_t *)&a_ptr[l].qs[48];
+                    const int64_t Aa = *(const int64_t *)&a_ptr[l].qs[80];
+                    const int64_t Ae = *(const int64_t *)&a_ptr[l].qs[112];
+                    __asm__ __volatile__("" ::: "memory"); // prevent gcc from emitting fused vlse64, violating alignment
+                    vint16m4_t sumi_l2;
+                    {
+                        const vint8m2_t lhs_0_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A2, vl / 4));
+                        const vint8m2_t lhs_1_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A6, vl / 4));
+                        const vint8m2_t lhs_2_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(Aa, vl / 4));
+                        const vint8m2_t lhs_3_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(Ae, vl / 4));
+                        const vint16m4_t sumi_lo_0 = __riscv_vwmul_vv_i16m4(rhs_vec_lo_0, lhs_0_8, vl * 2);
+                        const vint16m4_t sumi_lo_1 = __riscv_vwmacc_vv_i16m4(sumi_lo_0, rhs_vec_lo_1, lhs_1_8, vl * 2);
+                        const vint16m4_t sumi_hi_0 = __riscv_vwmacc_vv_i16m4(sumi_lo_1, rhs_vec_hi_0, lhs_2_8, vl * 2);
+                        const vint16m4_t sumi_hi_m = __riscv_vwmacc_vv_i16m4(sumi_hi_0, rhs_vec_hi_1, lhs_3_8, vl * 2);
+
+                        sumi_l2 = sumi_hi_m;
+                    }
+
+                    {
+                        const vuint32m4_t sumi_i32 = __riscv_vreinterpret_v_i32m4_u32m4(__riscv_vreinterpret_v_i16m4_i32m4(sumi_l2));
+                        const vuint16m2_t sumi_h2_0 = __riscv_vnsrl_wx_u16m2(sumi_i32, 0, vl);
+                        const vuint16m2_t sumi_h2_1 = __riscv_vnsrl_wx_u16m2(sumi_i32, 16, vl);
+                        const vuint16m2_t sumi_h2 = __riscv_vadd_vv_u16m2(sumi_h2_0, sumi_h2_1, vl);
+                        const vuint32m2_t sumi_h2_i32 = __riscv_vreinterpret_v_u16m2_u32m2(sumi_h2);
+                        const vuint16m1_t sumi_h4_0 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 0, vl / 2);
+                        const vuint16m1_t sumi_h4_1 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 16, vl / 2);
+                        const vuint16m1_t sumi_h4 = __riscv_vadd_vv_u16m1(sumi_h4_0, sumi_h4_1, vl / 2);
+                        const vuint32m1_t sumi_h4_i32 = __riscv_vreinterpret_v_u16m1_u32m1(sumi_h4);
+                        const vint16mf2_t sumi_h8_0 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 0, vl / 4));
+                        const vint16mf2_t sumi_h8_1 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 16, vl / 4));
+                        const vint32m1_t sumi_h8 = __riscv_vwadd_vv_i32m1(sumi_h8_0, sumi_h8_1, vl / 4);
+                        const vfloat32m1_t facc = __riscv_vfcvt_f_x_v_f32m1(sumi_h8, vl / 4);
+
+                        const vfloat32m1_t tmp1 = __riscv_vfmul_vf_f32m1(facc, a_scales[2], vl / 4);
+                        sumf2 = __riscv_vfmacc_vv_f32m1(sumf2, tmp1, b_scales_vec, vl / 4);
+                    }
+
+                    const int64_t A3 = *(const int64_t *)&a_ptr[l].qs[24];
+                    const int64_t A7 = *(const int64_t *)&a_ptr[l].qs[56];
+                    const int64_t Ab = *(const int64_t *)&a_ptr[l].qs[88];
+                    const int64_t Af = *(const int64_t *)&a_ptr[l].qs[120];
+                    __asm__ __volatile__("" ::: "memory"); // prevent gcc from emitting fused vlse64, violating alignment
+                    vint16m4_t sumi_l3;
+                    {
+                        const vint8m2_t lhs_0_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A3, vl / 4));
+                        const vint8m2_t lhs_1_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(A7, vl / 4));
+                        const vint8m2_t lhs_2_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(Ab, vl / 4));
+                        const vint8m2_t lhs_3_8 =__riscv_vreinterpret_v_i64m2_i8m2(__riscv_vmv_v_x_i64m2(Af, vl / 4));
+                        const vint16m4_t sumi_lo_0 = __riscv_vwmul_vv_i16m4(rhs_vec_lo_0, lhs_0_8, vl * 2);
+                        const vint16m4_t sumi_lo_1 = __riscv_vwmacc_vv_i16m4(sumi_lo_0, rhs_vec_lo_1, lhs_1_8, vl * 2);
+                        const vint16m4_t sumi_hi_0 = __riscv_vwmacc_vv_i16m4(sumi_lo_1, rhs_vec_hi_0, lhs_2_8, vl * 2);
+                        const vint16m4_t sumi_hi_m = __riscv_vwmacc_vv_i16m4(sumi_hi_0, rhs_vec_hi_1, lhs_3_8, vl * 2);
+
+                        sumi_l3 = sumi_hi_m;
+                    }
+
+                    {
+                        const vuint32m4_t sumi_i32 = __riscv_vreinterpret_v_i32m4_u32m4(__riscv_vreinterpret_v_i16m4_i32m4(sumi_l3));
+                        const vuint16m2_t sumi_h2_0 = __riscv_vnsrl_wx_u16m2(sumi_i32, 0, vl);
+                        const vuint16m2_t sumi_h2_1 = __riscv_vnsrl_wx_u16m2(sumi_i32, 16, vl);
+                        const vuint16m2_t sumi_h2 = __riscv_vadd_vv_u16m2(sumi_h2_0, sumi_h2_1, vl);
+                        const vuint32m2_t sumi_h2_i32 = __riscv_vreinterpret_v_u16m2_u32m2(sumi_h2);
+                        const vuint16m1_t sumi_h4_0 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 0, vl / 2);
+                        const vuint16m1_t sumi_h4_1 = __riscv_vnsrl_wx_u16m1(sumi_h2_i32, 16, vl / 2);
+                        const vuint16m1_t sumi_h4 = __riscv_vadd_vv_u16m1(sumi_h4_0, sumi_h4_1, vl / 2);
+                        const vuint32m1_t sumi_h4_i32 = __riscv_vreinterpret_v_u16m1_u32m1(sumi_h4);
+                        const vint16mf2_t sumi_h8_0 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 0, vl / 4));
+                        const vint16mf2_t sumi_h8_1 = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vnsrl_wx_u16mf2(sumi_h4_i32, 16, vl / 4));
+                        const vint32m1_t sumi_h8 = __riscv_vwadd_vv_i32m1(sumi_h8_0, sumi_h8_1, vl / 4);
+                        const vfloat32m1_t facc = __riscv_vfcvt_f_x_v_f32m1(sumi_h8, vl / 4);
+
+                        const vfloat32m1_t tmp1 = __riscv_vfmul_vf_f32m1(facc, a_scales[3], vl / 4);
+                        sumf3 = __riscv_vfmacc_vv_f32m1(sumf3, tmp1, b_scales_vec, vl / 4);
+                    }
+                }
+                __riscv_vse32_v_f32m1(&s[(y * 4 + 0) * bs + x * ncols_interleaved], sumf0, vl / 4);
+                __riscv_vse32_v_f32m1(&s[(y * 4 + 1) * bs + x * ncols_interleaved], sumf1, vl / 4);
+                __riscv_vse32_v_f32m1(&s[(y * 4 + 2) * bs + x * ncols_interleaved], sumf2, vl / 4);
+                __riscv_vse32_v_f32m1(&s[(y * 4 + 3) * bs + x * ncols_interleaved], sumf3, vl / 4);
+            }
+        }
+
+        return;
+    }
+#endif // #if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__)
+    float sumf[4][8];
+    int sumi;
+
+    for (int y = 0; y < nr / 4; y++) {
+        const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb);
+        for (int x = 0; x < nc / ncols_interleaved; x++) {
+            const block_q4_0x8 * b_ptr = (const block_q4_0x8 *) vx + (x * nb);
+            for (int m = 0; m < 4; m++) {
+                for (int j = 0; j < ncols_interleaved; j++) sumf[m][j] = 0.0;
+            }
+            for (int l = 0; l < nb; l++) {
+                for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                    for (int m = 0; m < 4; m++) {
+                        for (int j = 0; j < ncols_interleaved; j++) {
+                            sumi = 0;
+                            for (int i = 0; i < blocklen; ++i) {
+                                const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4);
+                                const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0);
+                                sumi += ((v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]) +
+                                         (v1 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i + qk / 2 * 4])) >> 4;
+                            }
+                            sumf[m][j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d[m]);
+                        }
+                    }
+                }
+            }
+            for (int m = 0; m < 4; m++) {
+                for (int j = 0; j < ncols_interleaved; j++)
+                    s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j];
+            }
+        }
+    }
+}
+
+static void ggml_gemm_q4_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK_K;
+    const int nb = n / qk;
+    const int ncols_interleaved = 8;
+    const int blocklen = 8;
+    static const uint32_t kmask1 = 0x3f3f3f3f;
+    static const uint32_t kmask2 = 0x0f0f0f0f;
+    static const uint32_t kmask3 = 0x03030303;
+
+    assert (n % qk == 0);
+    assert (nr % 4 == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if defined(__AVX2__) || defined(__AVX512F__)
+    const block_q4_Kx8 * b_ptr_start = (const block_q4_Kx8 * ) vx;
+    const block_q8_Kx4 * a_ptr_start = (const block_q8_Kx4 * ) vy;
+    int64_t b_nb = n / QK_K;
+    int64_t y = 0;
+
+    // Mask to mask out nibbles from packed bytes
+    const __m256i m4b = _mm256_set1_epi8(0x0F);
+    // Permute mask used for easier vector processing at later stages
+    __m256i requiredOrder = _mm256_set_epi32(3, 2, 1, 0, 7, 6, 5, 4);
+    int64_t xstart = 0;
+    int anr = nr - nr % 16;; // Used to align nr with boundary of 16
+#ifdef __AVX512F__
+    int anc = nc - nc % 16; // Used to align nc with boundary of 16
+    // Mask to mask out nibbles from packed bytes expanded to 512 bit length
+    const __m512i m4bexpanded = _mm512_set1_epi8(0x0F);
+    //Take group of four block_q8_Kx4 structures at each pass of the loop and perform dot product operation
+    for (; y < anr / 4; y += 4) {
+
+        const block_q8_Kx4 * a_ptrs[4];
+
+        a_ptrs[0] = a_ptr_start + (y * nb);
+        for (int i = 0; i < 3; ++i) {
+            a_ptrs[i + 1] = a_ptrs[i] + nb;
+        }
+
+        // Take group of eight block_q4_kx8 structures at each pass of the loop and perform dot product operation
+        for (int64_t x = 0; x < anc / 8; x += 2) {
+
+            const block_q4_Kx8 * b_ptr_0 = b_ptr_start + ((x) * b_nb);
+            const block_q4_Kx8 * b_ptr_1 = b_ptr_start + ((x + 1) * b_nb);
+
+            // Master FP accumulators
+            __m512 acc_rows[16];
+            for (int i = 0; i < 16; i++) {
+                acc_rows[i] = _mm512_setzero_ps();
+            }
+
+            __m512 acc_min_rows[16];
+            for (int i = 0; i < 16; i++) {
+                acc_min_rows[i] = _mm512_setzero_ps();
+            }
+
+            // For super block
+            for (int64_t b = 0; b < nb; b++) {
+                // Scale values - Load the sixteen scale values from two block_q4_kx8 structures
+                const __m512 col_scale_f32 = GGML_F32Cx8x2_LOAD(b_ptr_0[b].d, b_ptr_1[b].d);
+
+                // dmin values - Load the sixteen dmin values from two block_q4_kx8 structures
+                const __m512 col_dmin_f32 = GGML_F32Cx8x2_LOAD(b_ptr_0[b].dmin, b_ptr_1[b].dmin);
+
+                // Loop to iterate over the eight sub blocks of a super block - two sub blocks are processed per iteration
+                for (int sb = 0; sb < QK_K / 64; sb++) {
+
+                    const __m256i rhs_raw_mat_0123_0 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + sb * 256));
+                    const __m256i rhs_raw_mat_4567_0 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 32 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_1 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 64 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_1 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 96 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_2 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 128 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_2 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 160 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_3 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 192 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_3 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 224 + sb * 256));
+
+                    const __m256i rhs_raw_mat_89AB_0 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + sb * 256));
+                    const __m256i rhs_raw_mat_CDEF_0 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 32 + sb * 256));
+                    const __m256i rhs_raw_mat_89AB_1 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 64 + sb * 256));
+                    const __m256i rhs_raw_mat_CDEF_1 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 96 + sb * 256));
+                    const __m256i rhs_raw_mat_89AB_2 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 128 + sb * 256));
+                    const __m256i rhs_raw_mat_CDEF_2 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 160 + sb * 256));
+                    const __m256i rhs_raw_mat_89AB_3 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 192 + sb * 256));
+                    const __m256i rhs_raw_mat_CDEF_3 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 224 + sb * 256));
+
+                    const __m256i rhs_raw_mat_0145_0 = _mm256_blend_epi32(rhs_raw_mat_0123_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_0, requiredOrder), rhs_raw_mat_4567_0, 240);
+                    const __m256i rhs_raw_mat_0145_1 = _mm256_blend_epi32(rhs_raw_mat_0123_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_1, requiredOrder), rhs_raw_mat_4567_1, 240);
+                    const __m256i rhs_raw_mat_0145_2 = _mm256_blend_epi32(rhs_raw_mat_0123_2, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_2, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_2 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_2, requiredOrder), rhs_raw_mat_4567_2, 240);
+                    const __m256i rhs_raw_mat_0145_3 = _mm256_blend_epi32(rhs_raw_mat_0123_3, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_3, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_3 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_3, requiredOrder), rhs_raw_mat_4567_3, 240);
+
+                    const __m256i rhs_raw_mat_89CD_0 = _mm256_blend_epi32(rhs_raw_mat_89AB_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_0, requiredOrder), rhs_raw_mat_CDEF_0, 240);
+                    const __m256i rhs_raw_mat_89CD_1 = _mm256_blend_epi32(rhs_raw_mat_89AB_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_1, requiredOrder), rhs_raw_mat_CDEF_1, 240);
+                    const __m256i rhs_raw_mat_89CD_2 = _mm256_blend_epi32(rhs_raw_mat_89AB_2, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_2, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_2 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_2, requiredOrder), rhs_raw_mat_CDEF_2, 240);
+                    const __m256i rhs_raw_mat_89CD_3 = _mm256_blend_epi32(rhs_raw_mat_89AB_3, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_3, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_3 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_3, requiredOrder), rhs_raw_mat_CDEF_3, 240);
+
+                    const __m512i rhs_raw_mat_014589CD_0 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_0), rhs_raw_mat_89CD_0, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_0 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_0), rhs_raw_mat_ABEF_0, 1);
+                    const __m512i rhs_raw_mat_014589CD_1 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_1), rhs_raw_mat_89CD_1, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_1 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_1), rhs_raw_mat_ABEF_1, 1);
+
+                    const __m512i rhs_raw_mat_014589CD_2 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_2), rhs_raw_mat_89CD_2, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_2 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_2), rhs_raw_mat_ABEF_2, 1);
+                    const __m512i rhs_raw_mat_014589CD_3 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_3), rhs_raw_mat_89CD_3, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_3 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_3), rhs_raw_mat_ABEF_3, 1);
+
+                    //4-bit -> 8-bit
+                    const __m512i rhs_mat_014589CD_00 = _mm512_and_si512(rhs_raw_mat_014589CD_0, m4bexpanded); //B00(0-7) B01(0-7) B04(0-7) B05(0-7) B08(0-7) B09(0-7) B0C(0-7) B0D(0-7)
+                    const __m512i rhs_mat_2367ABEF_00 = _mm512_and_si512(rhs_raw_mat_2367ABEF_0, m4bexpanded); //B02(0-7) B03(0-7) B06(0-7) B07(0-7) B0A(0-7) B0B(0-7) B0E(0-7) B0F(0-7)
+                    const __m512i rhs_mat_014589CD_01 = _mm512_and_si512(rhs_raw_mat_014589CD_1, m4bexpanded); //B00(8-15) B01(8-15) B04(8-15) B05(8-15) B08(8-15) B09(8-15) B0C(8-15) B0D(8-15)
+                    const __m512i rhs_mat_2367ABEF_01 = _mm512_and_si512(rhs_raw_mat_2367ABEF_1, m4bexpanded); //B02(8-15) B03(8-15) B06(8-15) B07(8-15) B0A(8-15) B0B(8-15) B0E(8-15) B0F(8-15)
+
+                    const __m512i rhs_mat_014589CD_02 = _mm512_and_si512(rhs_raw_mat_014589CD_2, m4bexpanded); //B00(16-23) B01(16-23) B04(16-23) B05(16-23) B08(16-23) B09(16-23) B0C(16-23) B0D(16-23)
+                    const __m512i rhs_mat_2367ABEF_02 = _mm512_and_si512(rhs_raw_mat_2367ABEF_2, m4bexpanded); //B02(16-23) B03(16-23) B06(16-23) B07(16-23) B0A(16-23) B0B(16-23) B0E(16-23) B0F(16-23)
+                    const __m512i rhs_mat_014589CD_03 = _mm512_and_si512(rhs_raw_mat_014589CD_3, m4bexpanded); //B00(24-31) B01(24-31) B04(24-31) B05(24-31) B08(24-31) B09(24-31) B0C(24-31) B0D(24-31)
+                    const __m512i rhs_mat_2367ABEF_03 = _mm512_and_si512(rhs_raw_mat_2367ABEF_3, m4bexpanded); //B02(24-31) B03(24-31) B06(24-31) B07(24-31) B0A(24-31) B0B(24-31) B0E(24-31) B0F(24-31)
+
+                    const __m512i rhs_mat_014589CD_10 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_0, 4), m4bexpanded); //B10(0-7) B11(0-7) B14(0-7) B15(0-7) B18(0-7) B19(0-7) B1C(0-7) B1D(0-7)
+                    const __m512i rhs_mat_2367ABEF_10 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_0, 4), m4bexpanded); //B12(0-7) B13(0-7) B16(0-7) B17(0-7) B1A(0-7) B1B(0-7) B1E(0-7) B1F(0-7)
+                    const __m512i rhs_mat_014589CD_11 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_1, 4), m4bexpanded); //B10(8-15) B11(8-15) B14(8-15) B15(8-15) B18(8-15) B19(8-15) B1C(8-15) B1D(8-15)
+                    const __m512i rhs_mat_2367ABEF_11 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_1, 4), m4bexpanded); //B12(8-15) B13(8-15) B16(8-15) B17(8-15) B1A(8-15) B1B(8-15) B1E(8-15) B1F(8-15)
+
+                    const __m512i rhs_mat_014589CD_12 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_2, 4), m4bexpanded); //B10(16-23) B11(16-23) B14(16-23) B15(16-23) B18(16-23) B19(16-23) B1C(16-23) B1D(16-23)
+                    const __m512i rhs_mat_2367ABEF_12 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_2, 4), m4bexpanded); //B12(16-23) B13(16-23) B16(16-23) B17(16-23) B1A(16-23) B1B(16-23) B1E(16-23) B1F(16-23)
+                    const __m512i rhs_mat_014589CD_13 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_3, 4), m4bexpanded); //B10(24-31) B11(24-31) B14(24-31) B15(24-31) B18(24-31) B19(24-31) B1C(24-31) B1D(24-31)
+                    const __m512i rhs_mat_2367ABEF_13 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_3, 4), m4bexpanded); //B12(24-31) B13(24-31) B16(24-31) B17(24-31) B1A(24-31) B1B(24-31) B1E(24-31) B1F(24-31)
+
+                    // Shuffle pattern one - right side input
+                    const __m512i rhs_mat_014589CD_00_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_00, (_MM_PERM_ENUM)136); //B00(0-3) B01(0-3) B00(0-3) B01(0-3) B04(0-3) B05(0-3) B04(0-3) B05(0-3) B08(0-3) B09(0-3) B08(0-3) B09(0-3) B0C(0-3) B0D(0-3) B0C(0-3) B0D(0-3)
+                    const __m512i rhs_mat_2367ABEF_00_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_00, (_MM_PERM_ENUM)136); //B02(0-3) B03(0-3) B02(0-3) B03(0-3) B06(0-3) B07(0-3) B06(0-3) B07(0-3) B0A(0-3) B0B(0-3) B0A(0-3) B0B(0-3) B0E(0-3) B0F(0-3) B0E(0-3) B0F(0-3)
+                    const __m512i rhs_mat_014589CD_01_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_01, (_MM_PERM_ENUM)136); //B00(8-11) B01(8-11) B00(8-11) B01(8-11) B04(8-11) B05(8-11) B04(8-11) B05(8-11) B08(8-11) B09(8-11) B08(8-11) B09(8-11) B0C(8-11) B0D(8-11) B0C(8-11) B0D(8-11)
+                    const __m512i rhs_mat_2367ABEF_01_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_01, (_MM_PERM_ENUM)136); //B02(8-11) B03(8-11) B02(8-11) B03(8-11) B06(8-11) B07(8-11) B06(8-11) B07(8-11) B0A(8-11) B0B(8-11) B0A(8-11) B0B(8-11) B0E(8-11) B0F(8-11) B0E(8-11) B0F(8-11)
+                    const __m512i rhs_mat_014589CD_02_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_02, (_MM_PERM_ENUM)136); //B00(16-19) B01(16-19) B00(16-19) B01(16-19) B04(16-19) B05(16-19) B04(16-19) B05(16-19) B08(16-19) B09(16-19) B08(16-19) B09(16-19) B0C(16-19) B0D(16-19) B0C(16-19) B0D(16-19)
+                    const __m512i rhs_mat_2367ABEF_02_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_02, (_MM_PERM_ENUM)136); //B02(16-19) B03(16-19) B02(16-19) B03(16-19) B06(16-19) B07(16-19) B06(16-19) B07(16-19) B0A(16-19) B0B(16-19) B0A(16-19) B0B(16-19) B0E(16-19) B0F(16-19) B0E(16-19) B0F(16-19)
+                    const __m512i rhs_mat_014589CD_03_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_03, (_MM_PERM_ENUM)136); //B00(24-27) B01(24-27) B00(24-27) B01(24-27) B04(24-27) B05(24-27) B04(24-27) B05(24-27) B08(24-27) B09(24-27) B08(24-27) B09(24-27) B0C(24-27) B0D(24-27) B0C(24-27) B0D(24-27)
+                    const __m512i rhs_mat_2367ABEF_03_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_03, (_MM_PERM_ENUM)136); //B02(24-27) B03(24-27) B02(24-27) B03(24-27) B06(24-27) B07(24-27) B06(24-27) B07(24-27) B0A(24-27) B0B(24-27) B0A(24-27) B0B(24-27) B0E(24-27) B0F(24-27) B0E(24-27) B0F(24-27)
+
+                    const __m512i rhs_mat_014589CD_10_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_10, (_MM_PERM_ENUM)136); //B10(0-3) B11(0-3) B10(0-3) B11(0-3) B14(0-3) B15(0-3) B14(0-3) B15(0-3) B18(0-3) B19(0-3) B18(0-3) B19(0-3) B1C(0-3) B1D(0-3) B1C(0-3) B1D(0-3)
+                    const __m512i rhs_mat_2367ABEF_10_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_10, (_MM_PERM_ENUM)136); //B12(0-3) B13(0-3) B12(0-3) B13(0-3) B16(0-3) B17(0-3) B16(0-3) B17(0-3) B1A(0-3) B1B(0-3) B1A(0-3) B1B(0-3) B1E(0-3) B1F(0-3) B1E(0-3) B1F(0-3)
+                    const __m512i rhs_mat_014589CD_11_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_11, (_MM_PERM_ENUM)136); //B10(8-11) B11(8-11) B10(8-11) B11(8-11) B14(8-11) B15(8-11) B14(8-11) B15(8-11) B18(8-11) B19(8-11) B18(8-11) B19(8-11) B1C(8-11) B1D(8-11) B1C(8-11) B1D(8-11)
+                    const __m512i rhs_mat_2367ABEF_11_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_11, (_MM_PERM_ENUM)136); //B12(8-11) B13(8-11) B12(8-11) B13(8-11) B16(8-11) B17(8-11) B16(8-11) B17(8-11) B1A(8-11) B1B(8-11) B1A(8-11) B1B(8-11) B1E(8-11) B1F(8-11) B1E(8-11) B1F(8-11)
+                    const __m512i rhs_mat_014589CD_12_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_12, (_MM_PERM_ENUM)136); //B10(16-19) B11(16-19) B10(16-19) B11(16-19) B14(16-19) B15(16-19) B14(16-19) B15(16-19) B18(16-19) B19(16-19) B18(16-19) B19(16-19) B1C(16-19) B1D(16-19) B1C(16-19) B1D(16-19)
+                    const __m512i rhs_mat_2367ABEF_12_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_12, (_MM_PERM_ENUM)136); //B12(16-19) B13(16-19) B12(16-19) B13(16-19) B16(16-19) B17(16-19) B16(16-19) B17(16-19) B1A(16-19) B1B(16-19) B1A(16-19) B1B(16-19) B1E(16-19) B1F(16-19) B1E(16-19) B1F(16-19)
+                    const __m512i rhs_mat_014589CD_13_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_13, (_MM_PERM_ENUM)136); //B10(24-27) B11(24-27) B10(24-27) B11(24-27) B14(24-27) B15(24-27) B14(24-27) B15(24-27) B18(24-27) B19(24-27) B18(24-27) B19(24-27) B1C(24-27) B1D(24-27) B1C(24-27) B1D(24-27)
+                    const __m512i rhs_mat_2367ABEF_13_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_13, (_MM_PERM_ENUM)136); //B12(24-27) B13(24-27) B12(24-27) B13(24-27) B16(24-27) B17(24-27) B16(24-27) B17(24-27) B1A(24-27) B1B(24-27) B1A(24-27) B1B(24-27) B1E(24-27) B1F(24-27) B1E(24-27) B1F(24-27)
+
+                    // Shuffle pattern two - right side input
+                    const __m512i rhs_mat_014589CD_00_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_00, (_MM_PERM_ENUM)221); //B00(4-7) B01(4-7) B00(4-7) B01(4-7) B04(4-7) B05(4-7) B04(4-7) B05(4-7) B08(4-7) B09(4-7) B08(4-7) B09(4-7) B0C(4-7) B0D(4-7) B0C(4-7) B0D(4-7)
+                    const __m512i rhs_mat_2367ABEF_00_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_00, (_MM_PERM_ENUM)221); //B02(4-7) B03(4-7) B02(4-7) B03(4-7) B06(4-7) B07(4-7) B06(4-7) B07(4-7) B0A(4-7) B0B(4-7) B0A(4-7) B0B(4-7) B0E(4-7) B0F(4-7) B0E(4-7) B0F(4-7)
+                    const __m512i rhs_mat_014589CD_01_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_01, (_MM_PERM_ENUM)221); //B00(12-15) B01(12-15) B00(12-15) B01(12-15) B04(12-15) B05(12-15) B04(12-15) B05(12-15) B08(12-15) B09(12-15) B08(12-15) B09(12-15) B0C(12-15) B0D(12-15) B0C(12-15) B0D(12-15)
+                    const __m512i rhs_mat_2367ABEF_01_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_01, (_MM_PERM_ENUM)221); //B02(12-15) B03(12-15) B02(12-15) B03(12-15) B06(12-15) B07(12-15) B06(12-15) B07(12-15) B0A(12-15) B0B(12-15) B0A(12-15) B0B(12-15) B0E(12-15) B0F(12-15) B0E(12-15) B0F(12-15)
+                    const __m512i rhs_mat_014589CD_02_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_02, (_MM_PERM_ENUM)221); //B00(20-23) B01(20-23) B00(20-23) B01(20-23) B04(20-23) B05(20-23) B04(20-23) B05(20-23) B08(20-23) B09(20-23) B08(20-23) B09(20-23) B0C(20-23) B0D(20-23) B0C(20-23) B0D(20-23)
+                    const __m512i rhs_mat_2367ABEF_02_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_02, (_MM_PERM_ENUM)221); //B02(20-23) B03(20-23) B02(20-23) B03(20-23) B06(20-23) B07(20-23) B06(20-23) B07(20-23) B0A(20-23) B0B(20-23) B0A(20-23) B0B(20-23) B0E(20-23) B0F(20-23) B0E(20-23) B0F(20-23)
+                    const __m512i rhs_mat_014589CD_03_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_03, (_MM_PERM_ENUM)221); //B00(28-31) B01(28-31) B00(28-31) B01(28-31) B04(28-31) B05(28-31) B04(28-31) B05(28-31) B08(28-31) B09(28-31) B08(28-31) B09(28-31) B0C(28-31) B0D(28-31) B0C(28-31) 0BD(28-31)
+                    const __m512i rhs_mat_2367ABEF_03_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_03, (_MM_PERM_ENUM)221); //B02(28-31) B03(28-31) B02(28-31) B03(28-31) B06(28-31) B07(28-31) B06(28-31) B07(28-31) B0A(28-31) B0B(28-31) B0A(28-31) B0B(28-31) B0E(28-31) B0F(28-31) B0E(28-31) B0F(28-31)
+
+                    const __m512i rhs_mat_014589CD_10_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_10, (_MM_PERM_ENUM)221); //B10(4-7) B11(4-7) B10(4-7) B11(4-7) B14(4-7) B15(4-7) B14(4-7) B15(4-7) B18(4-7) B19(4-7) B18(4-7) B19(4-7) B1C(4-7) B1D(4-7) B1C(4-7) B1D(4-7)
+                    const __m512i rhs_mat_2367ABEF_10_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_10, (_MM_PERM_ENUM)221); //B12(4-7) B13(4-7) B12(4-7) B13(4-7) B16(4-7) B17(4-7) B16(4-7) B17(4-7) B1A(4-7) B1B(4-7) B1A(4-7) B1B(4-7) B1E(4-7) B1F(4-7) B1E(4-7) B1F(4-7)
+                    const __m512i rhs_mat_014589CD_11_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_11, (_MM_PERM_ENUM)221); //B10(12-15) B11(12-15) B10(12-15) B11(12-15) B14(12-15) B15(12-15) B14(12-15) B15(12-15) B18(12-15) B19(12-15) B18(12-15) B19(12-15) B1C(12-15) B1D(12-15) B1C(12-15) B1D(12-15)
+                    const __m512i rhs_mat_2367ABEF_11_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_11, (_MM_PERM_ENUM)221); //B12(12-15) B13(12-15) B12(12-15) B13(12-15) B16(12-15) B17(12-15) B16(12-15) B17(12-15) B1A(12-15) B1B(12-15) B1A(12-15) B1B(12-15) B1E(12-15) B1F(12-15) B1E(12-15) B1F(12-15)
+                    const __m512i rhs_mat_014589CD_12_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_12, (_MM_PERM_ENUM)221); //B10(20-23) B11(20-23) B10(20-23) B11(20-23) B14(20-23) B15(20-23) B14(20-23) B15(20-23) B18(20-23) B19(20-23) B18(20-23) B19(20-23) B1C(20-23) B1D(20-23) B1C(20-23) B1D(20-23)
+                    const __m512i rhs_mat_2367ABEF_12_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_12, (_MM_PERM_ENUM)221); //B12(20-23) B13(20-23) B12(20-23) B13(20-23) B16(20-23) B17(20-23) B16(20-23) B17(20-23) B1A(20-23) B1B(20-23) B1A(20-23) B1B(20-23) B1E(20-23) B1F(20-23) B1E(20-23) B1F(20-23)
+                    const __m512i rhs_mat_014589CD_13_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_13, (_MM_PERM_ENUM)221); //B10(28-31) B11(28-31) B10(28-31) B11(28-31) B14(28-31) B15(28-31) B14(28-31) B15(28-31) B18(28-31) B19(28-31) B18(28-31) B19(28-31) B1C(28-31) B1D(28-31) B1C(28-31) B1D(28-31)
+                    const __m512i rhs_mat_2367ABEF_13_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_13, (_MM_PERM_ENUM)221); //B12(28-31) B13(28-31) B12(28-31) B13(28-31) B16(28-31) B17(28-31) B16(28-31) B17(28-31) B1A(28-31) B1B(28-31) B1A(28-31) B1B(28-31) B1E(28-31) B1F(28-31) B1E(28-31) B1F(28-31)
+
+                    uint32_t utmp_00[4], utmp_01[4], utmp_10[4], utmp_11[4];
+
+                    // Scales and Mins of corresponding sub blocks from different Q4_K structures are stored together
+                    // The below block is for eg to extract first sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_00, b_ptr_0[b].scales + 24 * sb, 12);
+                    utmp_00[3] = ((utmp_00[2] >> 4) & kmask2) | (((utmp_00[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_00 = utmp_00[1] & kmask1;
+                    utmp_00[1] = (utmp_00[2] & kmask2) | (((utmp_00[0] >> 6) & kmask3) << 4);
+                    utmp_00[2] = uaux_00;
+                    utmp_00[0] &= kmask1;
+
+                    // The below block is for eg to extract second sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_01, b_ptr_0[b].scales + 12 + sb * 24, 12);
+                    utmp_01[3] = ((utmp_01[2] >> 4) & kmask2) | (((utmp_01[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_01 = utmp_01[1] & kmask1;
+                    utmp_01[1] = (utmp_01[2] & kmask2) | (((utmp_01[0] >> 6) & kmask3) << 4);
+                    utmp_01[2] = uaux_01;
+                    utmp_01[0] &= kmask1;
+
+                    memcpy(utmp_10, b_ptr_1[b].scales + sb * 24, 12);
+                    utmp_10[3] = ((utmp_10[2] >> 4) & kmask2) | (((utmp_10[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_10 = utmp_10[1] & kmask1;
+                    utmp_10[1] = (utmp_10[2] & kmask2) | (((utmp_10[0] >> 6) & kmask3) << 4);
+                    utmp_10[2] = uaux_10;
+                    utmp_10[0] &= kmask1;
+
+                    // The below block is for eg to extract second sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_11, b_ptr_1[b].scales + 12 + sb * 24, 12);
+                    utmp_11[3] = ((utmp_11[2] >> 4) & kmask2) | (((utmp_11[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_11 = utmp_11[1] & kmask1;
+                    utmp_11[1] = (utmp_11[2] & kmask2) | (((utmp_11[0] >> 6) & kmask3) << 4);
+                    utmp_11[2] = uaux_11;
+                    utmp_11[0] &= kmask1;
+
+                    // Scales of first sub block in the sb loop
+                    const __m256i mins_and_scales_0 = _mm256_set_epi32(utmp_10[3], utmp_10[2], utmp_10[1], utmp_10[0], utmp_00[3], utmp_00[2], utmp_00[1], utmp_00[0]);
+                    const __m512i scales_0 = _mm512_cvtepu8_epi16(_mm256_unpacklo_epi8(mins_and_scales_0, mins_and_scales_0));
+
+                    // Scales of second sub block in the sb loop
+                    const __m256i mins_and_scales_1 = _mm256_set_epi32(utmp_11[3], utmp_11[2], utmp_11[1], utmp_11[0], utmp_01[3], utmp_01[2], utmp_01[1], utmp_01[0]);
+                    const __m512i scales_1 = _mm512_cvtepu8_epi16(_mm256_unpacklo_epi8(mins_and_scales_1, mins_and_scales_1));
+
+                    // Mins of first and second sub block of Q4_K block are arranged side by side
+                    const __m512i mins_01 = _mm512_cvtepu8_epi16(_mm256_unpacklo_epi8(_mm256_shuffle_epi32(mins_and_scales_0, 78), _mm256_shuffle_epi32(mins_and_scales_1, 78)));
+
+                    const __m512i scale_014589CD_0 = _mm512_shuffle_epi32(scales_0, (_MM_PERM_ENUM)68);
+                    const __m512i scale_2367ABEF_0 = _mm512_shuffle_epi32(scales_0, (_MM_PERM_ENUM)238);
+
+                    const __m512i scale_014589CD_1 = _mm512_shuffle_epi32(scales_1, (_MM_PERM_ENUM)68);
+                    const __m512i scale_2367ABEF_1 = _mm512_shuffle_epi32(scales_1, (_MM_PERM_ENUM)238);
+
+                    for (int rp = 0; rp < 4; rp++) {
+
+                        // Load the four block_q8_k quantized values interleaved with each other in chunks of eight bytes - A0,A1,A2,A3
+                        // Loaded as set of 128 bit vectors and repeated and stored into a 256 bit vector before again repeating into 512 bit vector
+                        __m256i lhs_mat_ymm_0123_00 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 256 * sb)));
+                        __m256i lhs_mat_ymm_01_00 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_00, lhs_mat_ymm_0123_00, 0);
+                        __m256i lhs_mat_ymm_23_00 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_00, lhs_mat_ymm_0123_00, 17);
+                        __m256i lhs_mat_ymm_0123_01 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 32 + 256 * sb)));
+                        __m256i lhs_mat_ymm_01_01 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_01, lhs_mat_ymm_0123_01, 0);
+                        __m256i lhs_mat_ymm_23_01 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_01, lhs_mat_ymm_0123_01, 17);
+                        __m256i lhs_mat_ymm_0123_02 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 64 + 256 * sb)));
+                        __m256i lhs_mat_ymm_01_02 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_02, lhs_mat_ymm_0123_02, 0);
+                        __m256i lhs_mat_ymm_23_02 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_02, lhs_mat_ymm_0123_02, 17);
+                        __m256i lhs_mat_ymm_0123_03 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 96 + 256 * sb)));
+                        __m256i lhs_mat_ymm_01_03 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_03, lhs_mat_ymm_0123_03, 0);
+                        __m256i lhs_mat_ymm_23_03 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_03, lhs_mat_ymm_0123_03, 17);
+                        __m256i lhs_mat_ymm_0123_10 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 128 + 256 * sb)));
+                        __m256i lhs_mat_ymm_01_10 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_10, lhs_mat_ymm_0123_10, 0);
+                        __m256i lhs_mat_ymm_23_10 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_10, lhs_mat_ymm_0123_10, 17);
+                        __m256i lhs_mat_ymm_0123_11 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 160 + 256 * sb)));
+                        __m256i lhs_mat_ymm_01_11 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_11, lhs_mat_ymm_0123_11, 0);
+                        __m256i lhs_mat_ymm_23_11 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_11, lhs_mat_ymm_0123_11, 17);
+                        __m256i lhs_mat_ymm_0123_12 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 192 + 256 * sb)));
+                        __m256i lhs_mat_ymm_01_12 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_12, lhs_mat_ymm_0123_12, 0);
+                        __m256i lhs_mat_ymm_23_12 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_12, lhs_mat_ymm_0123_12, 17);
+                        __m256i lhs_mat_ymm_0123_13 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 224 + 256 * sb)));
+                        __m256i lhs_mat_ymm_01_13 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_13, lhs_mat_ymm_0123_13, 0);
+                        __m256i lhs_mat_ymm_23_13 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_13, lhs_mat_ymm_0123_13, 17);
+
+                        __m512i lhs_mat_01_00 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_00), lhs_mat_ymm_01_00, 1);
+                        __m512i lhs_mat_23_00 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_00), lhs_mat_ymm_23_00, 1);
+                        __m512i lhs_mat_01_01 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_01), lhs_mat_ymm_01_01, 1);
+                        __m512i lhs_mat_23_01 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_01), lhs_mat_ymm_23_01, 1);
+                        __m512i lhs_mat_01_02 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_02), lhs_mat_ymm_01_02, 1);
+                        __m512i lhs_mat_23_02 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_02), lhs_mat_ymm_23_02, 1);
+                        __m512i lhs_mat_01_03 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_03), lhs_mat_ymm_01_03, 1);
+                        __m512i lhs_mat_23_03 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_03), lhs_mat_ymm_23_03, 1);
+
+                        __m512i lhs_mat_01_10 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_10), lhs_mat_ymm_01_10, 1);
+                        __m512i lhs_mat_23_10 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_10), lhs_mat_ymm_23_10, 1);
+                        __m512i lhs_mat_01_11 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_11), lhs_mat_ymm_01_11, 1);
+                        __m512i lhs_mat_23_11 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_11), lhs_mat_ymm_23_11, 1);
+                        __m512i lhs_mat_01_12 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_12), lhs_mat_ymm_01_12, 1);
+                        __m512i lhs_mat_23_12 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_12), lhs_mat_ymm_23_12, 1);
+                        __m512i lhs_mat_01_13 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_13), lhs_mat_ymm_01_13, 1);
+                        __m512i lhs_mat_23_13 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_13), lhs_mat_ymm_23_13, 1);
+
+                        // Bsums are loaded - four bsums are loaded (for two sub blocks) for the different Q8_K blocks
+                        __m256i lhs_bsums_0123_01 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].bsums + 16 * sb)));
+                        __m256i lhs_bsums_hsum_ymm_0123_01 = _mm256_castsi128_si256(_mm_hadd_epi16(_mm256_castsi256_si128(lhs_bsums_0123_01), _mm256_extractf128_si256(lhs_bsums_0123_01, 1)));
+                        lhs_bsums_hsum_ymm_0123_01 = _mm256_permute2x128_si256(lhs_bsums_hsum_ymm_0123_01, lhs_bsums_hsum_ymm_0123_01, 0);
+                        __m512i lhs_bsums_hsum_0123_01 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_bsums_hsum_ymm_0123_01), lhs_bsums_hsum_ymm_0123_01, 1);
+
+                        // Shuffle pattern one - left side input
+                        const __m512i lhs_mat_01_00_sp1 = _mm512_shuffle_epi32(lhs_mat_01_00, (_MM_PERM_ENUM)160); //A00(0-3) A00(0-3) A01(0-3) A01(0-3) A00(0-3) A00(0-3) A01(0-3) A01(0-3) A00(0-3) A00(0-3) A01(0-3) A01(0-3) A00(0-3) A00(0-3) A01(0-3) A01(0-3)
+                        const __m512i lhs_mat_23_00_sp1 = _mm512_shuffle_epi32(lhs_mat_23_00, (_MM_PERM_ENUM)160); //A02(0-3) A02(0-3) A03(0-3) A03(0-3) A02(0-3) A02(0-3) A03(0-3) A03(0-3) A02(0-3) A02(0-3) A03(0-3) A03(0-3) A02(0-3) A02(0-3) A03(0-3) A03(0-3)
+                        const __m512i lhs_mat_01_01_sp1 = _mm512_shuffle_epi32(lhs_mat_01_01, (_MM_PERM_ENUM)160); //A00(8-11) A00(8-11) A01(8-11) A01(8-11) A00(8-11) A00(8-11) A01(8-11) A01(8-11) A00(8-11) A00(8-11) A01(8-11) A01(8-11) A00(8-11) A00(8-11) A01(8-11) A01(8-11)
+                        const __m512i lhs_mat_23_01_sp1 = _mm512_shuffle_epi32(lhs_mat_23_01, (_MM_PERM_ENUM)160); //A02(8-11) A02(8-11) A03(8-11) A03(8-11) A02(8-11) A02(8-11) A03(8-11) A03(8-11) A02(8-11) A02(8-11) A03(8-11) A03(8-11) A02(8-11) A02(8-11) A03(8-11) A03(8-11)
+                        const __m512i lhs_mat_01_02_sp1 = _mm512_shuffle_epi32(lhs_mat_01_02, (_MM_PERM_ENUM)160); //A00(16-19) A00(16-19) A01(16-19) A01(16-19) A00(16-19) A00(16-19) A01(16-19) A01(16-19) A00(16-19) A00(16-19) A01(16-19) A01(16-19) A00(16-19) A00(16-19) A01(16-19) A01(16-19)
+                        const __m512i lhs_mat_23_02_sp1 = _mm512_shuffle_epi32(lhs_mat_23_02, (_MM_PERM_ENUM)160); //A02(16-19) A02(16-19) A03(16-19) A03(16-19) A02(16-19) A02(16-19) A03(16-19) A03(16-19) A02(16-19) A02(16-19) A03(16-19) A03(16-19) A02(16-19) A02(16-19) A03(16-19) A03(16-19)
+                        const __m512i lhs_mat_01_03_sp1 = _mm512_shuffle_epi32(lhs_mat_01_03, (_MM_PERM_ENUM)160); //A00(24-27) A00(24-27) A01(24-27) A01(24-27) A00(24-27) A00(24-27) A01(24-27) A01(24-27) A00(24-27) A00(24-27) A01(24-27) A01(24-27) A00(24-27) A00(24-27) A01(24-27) A01(24-27)
+                        const __m512i lhs_mat_23_03_sp1 = _mm512_shuffle_epi32(lhs_mat_23_03, (_MM_PERM_ENUM)160); //A02(24-27) A02(24-27) A03(24-27) A03(24-27) A02(24-27) A02(24-27) A03(24-27) A03(24-27) A02(24-27) A02(24-27) A03(24-27) A03(24-27) A02(24-27) A02(24-27) A03(24-27) A03(24-27)
+
+                        const __m512i lhs_mat_01_10_sp1 = _mm512_shuffle_epi32(lhs_mat_01_10, (_MM_PERM_ENUM)160); //A10(0-3) A10(0-3) A11(0-3) A11(0-3) A10(0-3) A10(0-3) A11(0-3) A11(0-3) A10(0-3) A10(0-3) A11(0-3) A11(0-3) A10(0-3) A10(0-3) A11(0-3) A11(0-3)
+                        const __m512i lhs_mat_23_10_sp1 = _mm512_shuffle_epi32(lhs_mat_23_10, (_MM_PERM_ENUM)160); //A12(0-3) A12(0-3) A13(0-3) A13(0-3) A12(0-3) A12(0-3) A13(0-3) A13(0-3) A12(0-3) A12(0-3) A13(0-3) A13(0-3) A12(0-3) A12(0-3) A13(0-3) A13(0-3)
+                        const __m512i lhs_mat_01_11_sp1 = _mm512_shuffle_epi32(lhs_mat_01_11, (_MM_PERM_ENUM)160); //A10(8-11) A10(8-11) A11(8-11) A11(8-11) A10(8-11) A10(8-11) A11(8-11) A11(8-11) A10(8-11) A10(8-11) A11(8-11) A11(8-11) A10(8-11) A10(8-11) A11(8-11) A11(8-11)
+                        const __m512i lhs_mat_23_11_sp1 = _mm512_shuffle_epi32(lhs_mat_23_11, (_MM_PERM_ENUM)160); //A12(8-11) A12(8-11) A13(8-11) A13(8-11) A12(8-11) A12(8-11) A13(8-11) A13(8-11) A12(8-11) A12(8-11) A13(8-11) A13(8-11) A12(8-11) A12(8-11) A13(8-11) A13(8-11)
+                        const __m512i lhs_mat_01_12_sp1 = _mm512_shuffle_epi32(lhs_mat_01_12, (_MM_PERM_ENUM)160); //A10(16-19) A10(16-19) A11(16-19) A11(16-19) A10(16-19) A10(16-19) A11(16-19) A11(16-19) A10(16-19) A10(16-19) A11(16-19) A11(16-19) A10(16-19) A10(16-19) A11(16-19) A11(16-19)
+                        const __m512i lhs_mat_23_12_sp1 = _mm512_shuffle_epi32(lhs_mat_23_12, (_MM_PERM_ENUM)160); //A12(16-19) A12(16-19) A13(16-19) A13(16-19) A12(16-19) A12(16-19) A13(16-19) A13(16-19) A12(16-19) A12(16-19) A13(16-19) A13(16-19) A12(16-19) A12(16-19) A13(16-19) A13(16-19)
+                        const __m512i lhs_mat_01_13_sp1 = _mm512_shuffle_epi32(lhs_mat_01_13, (_MM_PERM_ENUM)160); //A10(24-27) A10(24-27) A11(24-27) A11(24-27) A10(24-27) A10(24-27) A11(24-27) A11(24-27) A10(24-27) A10(24-27) A11(24-27) A11(24-27) A10(24-27) A10(24-27) A11(24-27) A11(24-27)
+                        const __m512i lhs_mat_23_13_sp1 = _mm512_shuffle_epi32(lhs_mat_23_13, (_MM_PERM_ENUM)160); //A12(24-27) A12(24-27) A13(24-27) A13(24-27) A12(24-27) A12(24-27) A13(24-27) A13(24-27) A12(24-27) A12(24-27) A13(24-27) A13(24-27) A12(24-27) A12(24-27) A13(24-27) A13(24-27)
+
+                        const __m512i lhs_mat_01_00_sp2 = _mm512_shuffle_epi32(lhs_mat_01_00, (_MM_PERM_ENUM)245); //A00(4-7) A00(4-7) A01(4-7) A01(4-7) A00(4-7) A00(4-7) A01(4-7) A01(4-7) A00(4-7) A00(4-7) A01(4-7) A01(4-7) A00(4-7) A00(4-7) A01(4-7) A01(4-7)
+                        const __m512i lhs_mat_23_00_sp2 = _mm512_shuffle_epi32(lhs_mat_23_00, (_MM_PERM_ENUM)245); //A02(4-7) A02(4-7) A03(4-7) A03(4-7) A02(4-7) A02(4-7) A03(4-7) A03(4-7) A02(4-7) A02(4-7) A03(4-7) A03(4-7) A02(4-7) A02(4-7) A03(4-7) A03(4-7)
+                        const __m512i lhs_mat_01_01_sp2 = _mm512_shuffle_epi32(lhs_mat_01_01, (_MM_PERM_ENUM)245); //A00(12-15) A00(12-15) A01(12-15) A01(12-15) A00(12-15) A00(12-15) A01(12-15) A01(12-15) A00(12-15) A00(12-15) A01(12-15) A01(12-15) A00(12-15) A00(12-15) A01(12-15) A01(12-15)
+                        const __m512i lhs_mat_23_01_sp2 = _mm512_shuffle_epi32(lhs_mat_23_01, (_MM_PERM_ENUM)245); //A02(12-15) A02(12-15) A03(12-15) A03(12-15) A02(12-15) A02(12-15) A03(12-15) A03(12-15) A02(12-15) A02(12-15) A03(12-15) A03(12-15) A02(12-15) A02(12-15) A03(12-15) A03(12-15)
+                        const __m512i lhs_mat_01_02_sp2 = _mm512_shuffle_epi32(lhs_mat_01_02, (_MM_PERM_ENUM)245); //A00(20-23) A00(20-23) A01(20-23) A01(20-23) A00(20-23) A00(20-23) A01(20-23) A01(20-23) A00(20-23) A00(20-23) A01(20-23) A01(20-23) A00(20-23) A00(20-23) A01(20-23) A01(20-23)
+                        const __m512i lhs_mat_23_02_sp2 = _mm512_shuffle_epi32(lhs_mat_23_02, (_MM_PERM_ENUM)245); //A02(20-23) A02(20-23) A03(20-23) A03(20-23) A02(20-23) A02(20-23) A03(20-23) A03(20-23) A02(20-23) A02(20-23) A03(20-23) A03(20-23) A02(20-23) A02(20-23) A03(20-23) A03(20-23)
+                        const __m512i lhs_mat_01_03_sp2 = _mm512_shuffle_epi32(lhs_mat_01_03, (_MM_PERM_ENUM)245); //A00(28-31) A00(28-31) A01(28-31) A01(28-31) A00(28-31) A00(28-31) A01(28-31) A01(28-31) A00(28-31) A00(28-31) A01(28-31) A01(28-31) A00(28-31) A00(28-31) A01(28-31) A01(28-31)
+                        const __m512i lhs_mat_23_03_sp2 = _mm512_shuffle_epi32(lhs_mat_23_03, (_MM_PERM_ENUM)245); //A02(28-31) A02(28-31) A03(28-31) A03(28-31) A02(28-31) A02(28-31) A03(28-31) A03(28-31) A02(28-31) A02(28-31) A03(28-31) A03(28-31) A02(28-31) A02(28-31) A03(28-31) A03(28-31)
+
+                        const __m512i lhs_mat_01_10_sp2 = _mm512_shuffle_epi32(lhs_mat_01_10, (_MM_PERM_ENUM)245); //A10(4-7) A10(4-7) A11(4-7) A11(4-7) A10(4-7) A10(4-7) A11(4-7) A11(4-7) A10(4-7) A10(4-7) A11(4-7) A11(4-7) A10(4-7) A10(4-7) A11(4-7) A11(4-7)
+                        const __m512i lhs_mat_23_10_sp2 = _mm512_shuffle_epi32(lhs_mat_23_10, (_MM_PERM_ENUM)245); //A12(4-7) A12(4-7) A13(4-7) A13(4-7) A12(4-7) A12(4-7) A13(4-7) A13(4-7) A12(4-7) A12(4-7) A13(4-7) A13(4-7) A12(4-7) A12(4-7) A13(4-7) A13(4-7)
+                        const __m512i lhs_mat_01_11_sp2 = _mm512_shuffle_epi32(lhs_mat_01_11, (_MM_PERM_ENUM)245); //A10(12-15) A10(12-15) A11(12-15) A11(12-15) A10(12-15) A10(12-15) A11(12-15) A11(12-15) A10(12-15) A10(12-15) A11(12-15) A11(12-15) A10(12-15) A10(12-15) A11(12-15) A11(12-15)
+                        const __m512i lhs_mat_23_11_sp2 = _mm512_shuffle_epi32(lhs_mat_23_11, (_MM_PERM_ENUM)245); //A12(12-15) A12(12-15) A13(12-15) A13(12-15) A12(12-15) A12(12-15) A13(12-15) A13(12-15) A12(12-15) A12(12-15) A13(12-15) A13(12-15) A12(12-15) A12(12-15) A13(12-15) A13(12-15)
+                        const __m512i lhs_mat_01_12_sp2 = _mm512_shuffle_epi32(lhs_mat_01_12, (_MM_PERM_ENUM)245); //A10(20-23) A10(20-23) A11(20-23) A11(20-23) A10(20-23) A10(20-23) A11(20-23) A11(20-23) A10(20-23) A10(20-23) A11(20-23) A11(20-23) A10(20-23) A10(20-23) A11(20-23) A11(20-23)
+                        const __m512i lhs_mat_23_12_sp2 = _mm512_shuffle_epi32(lhs_mat_23_12, (_MM_PERM_ENUM)245); //A12(20-23) A12(20-23) A13(20-23) A13(20-23) A12(20-23) A12(20-23) A13(20-23) A13(20-23) A12(20-23) A12(20-23) A13(20-23) A13(20-23) A12(20-23) A12(20-23) A13(20-23) A13(20-23)
+                        const __m512i lhs_mat_01_13_sp2 = _mm512_shuffle_epi32(lhs_mat_01_13, (_MM_PERM_ENUM)245); //A10(28-31) A10(28-31) A11(28-31) A11(28-31) A10(28-31) A10(28-31) A11(28-31) A11(28-31) A10(28-31) A10(28-31) A11(28-31) A11(28-31) A10(28-31) A10(28-31) A11(28-31) A11(28-31)
+                        const __m512i lhs_mat_23_13_sp2 = _mm512_shuffle_epi32(lhs_mat_23_13, (_MM_PERM_ENUM)245); //A12(28-31) A12(28-31) A13(28-31) A13(28-31) A12(28-31) A12(28-31) A13(28-31) A13(28-31) A12(28-31) A12(28-31) A13(28-31) A13(28-31) A12(28-31) A12(28-31) A13(28-31) A13(28-31)
+
+                        // The values arranged in shuffle patterns are operated with dot product operation within 32 bit lane i.e corresponding bytes and multiplied and added into 32 bit integers within 32 bit lane
+                        __m512i iacc_mat_00_0_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_03_sp1, lhs_mat_01_03_sp1), _mm512_maddubs_epi16(rhs_mat_014589CD_02_sp1, lhs_mat_01_02_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_01_sp1, lhs_mat_01_01_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_00_sp1, lhs_mat_01_00_sp1));
+                        __m512i iacc_mat_01_0_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_03_sp1, lhs_mat_01_03_sp1), _mm512_maddubs_epi16(rhs_mat_2367ABEF_02_sp1, lhs_mat_01_02_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_01_sp1, lhs_mat_01_01_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_00_sp1, lhs_mat_01_00_sp1));
+                        __m512i iacc_mat_10_0_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_03_sp1, lhs_mat_23_03_sp1), _mm512_maddubs_epi16(rhs_mat_014589CD_02_sp1, lhs_mat_23_02_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_01_sp1, lhs_mat_23_01_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_00_sp1, lhs_mat_23_00_sp1));
+                        __m512i iacc_mat_11_0_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_03_sp1, lhs_mat_23_03_sp1), _mm512_maddubs_epi16(rhs_mat_2367ABEF_02_sp1, lhs_mat_23_02_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_01_sp1, lhs_mat_23_01_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_00_sp1, lhs_mat_23_00_sp1));
+                        __m512i iacc_mat_00_1_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_13_sp1, lhs_mat_01_13_sp1), _mm512_maddubs_epi16(rhs_mat_014589CD_12_sp1, lhs_mat_01_12_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_11_sp1, lhs_mat_01_11_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_10_sp1, lhs_mat_01_10_sp1));
+                        __m512i iacc_mat_01_1_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_13_sp1, lhs_mat_01_13_sp1), _mm512_maddubs_epi16(rhs_mat_2367ABEF_12_sp1, lhs_mat_01_12_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_11_sp1, lhs_mat_01_11_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_10_sp1, lhs_mat_01_10_sp1));
+                        __m512i iacc_mat_10_1_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_13_sp1, lhs_mat_23_13_sp1), _mm512_maddubs_epi16(rhs_mat_014589CD_12_sp1, lhs_mat_23_12_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_11_sp1, lhs_mat_23_11_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_10_sp1, lhs_mat_23_10_sp1));
+                        __m512i iacc_mat_11_1_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_13_sp1, lhs_mat_23_13_sp1), _mm512_maddubs_epi16(rhs_mat_2367ABEF_12_sp1, lhs_mat_23_12_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_11_sp1, lhs_mat_23_11_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_10_sp1, lhs_mat_23_10_sp1));
+
+                        __m512i iacc_mat_00_0_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_03_sp2, lhs_mat_01_03_sp2), _mm512_maddubs_epi16(rhs_mat_014589CD_02_sp2, lhs_mat_01_02_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_01_sp2, lhs_mat_01_01_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_00_sp2, lhs_mat_01_00_sp2));
+                        __m512i iacc_mat_01_0_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_03_sp2, lhs_mat_01_03_sp2), _mm512_maddubs_epi16(rhs_mat_2367ABEF_02_sp2, lhs_mat_01_02_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_01_sp2, lhs_mat_01_01_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_00_sp2, lhs_mat_01_00_sp2));
+                        __m512i iacc_mat_10_0_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_03_sp2, lhs_mat_23_03_sp2), _mm512_maddubs_epi16(rhs_mat_014589CD_02_sp2, lhs_mat_23_02_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_01_sp2, lhs_mat_23_01_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_00_sp2, lhs_mat_23_00_sp2));
+                        __m512i iacc_mat_11_0_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_03_sp2, lhs_mat_23_03_sp2), _mm512_maddubs_epi16(rhs_mat_2367ABEF_02_sp2, lhs_mat_23_02_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_01_sp2, lhs_mat_23_01_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_00_sp2, lhs_mat_23_00_sp2));
+                        __m512i iacc_mat_00_1_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_13_sp2, lhs_mat_01_13_sp2), _mm512_maddubs_epi16(rhs_mat_014589CD_12_sp2, lhs_mat_01_12_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_11_sp2, lhs_mat_01_11_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_10_sp2, lhs_mat_01_10_sp2));
+                        __m512i iacc_mat_01_1_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_13_sp2, lhs_mat_01_13_sp2), _mm512_maddubs_epi16(rhs_mat_2367ABEF_12_sp2, lhs_mat_01_12_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_11_sp2, lhs_mat_01_11_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_10_sp2, lhs_mat_01_10_sp2));
+                        __m512i iacc_mat_10_1_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_13_sp2, lhs_mat_23_13_sp2), _mm512_maddubs_epi16(rhs_mat_014589CD_12_sp2, lhs_mat_23_12_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_11_sp2, lhs_mat_23_11_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_10_sp2, lhs_mat_23_10_sp2));
+                        __m512i iacc_mat_11_1_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_13_sp2, lhs_mat_23_13_sp2), _mm512_maddubs_epi16(rhs_mat_2367ABEF_12_sp2, lhs_mat_23_12_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_11_sp2, lhs_mat_23_11_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_10_sp2, lhs_mat_23_10_sp2));
+
+                        // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                        __m512i iacc_mat_00_0 = _mm512_add_epi16(iacc_mat_00_0_sp1, iacc_mat_00_0_sp2);
+                        __m512i iacc_mat_01_0 = _mm512_add_epi16(iacc_mat_01_0_sp1, iacc_mat_01_0_sp2);
+                        __m512i iacc_mat_10_0 = _mm512_add_epi16(iacc_mat_10_0_sp1, iacc_mat_10_0_sp2);
+                        __m512i iacc_mat_11_0 = _mm512_add_epi16(iacc_mat_11_0_sp1, iacc_mat_11_0_sp2);
+
+                        __m512i iacc_mat_00_1 = _mm512_add_epi16(iacc_mat_00_1_sp1, iacc_mat_00_1_sp2);
+                        __m512i iacc_mat_01_1 = _mm512_add_epi16(iacc_mat_01_1_sp1, iacc_mat_01_1_sp2);
+                        __m512i iacc_mat_10_1 = _mm512_add_epi16(iacc_mat_10_1_sp1, iacc_mat_10_1_sp2);
+                        __m512i iacc_mat_11_1 = _mm512_add_epi16(iacc_mat_11_1_sp1, iacc_mat_11_1_sp2);
+
+                        iacc_mat_00_0 = _mm512_madd_epi16(iacc_mat_00_0, scale_014589CD_0);
+                        iacc_mat_01_0 = _mm512_madd_epi16(iacc_mat_01_0, scale_2367ABEF_0);
+                        iacc_mat_10_0 = _mm512_madd_epi16(iacc_mat_10_0, scale_014589CD_0);
+                        iacc_mat_11_0 = _mm512_madd_epi16(iacc_mat_11_0, scale_2367ABEF_0);
+
+                        iacc_mat_00_1 = _mm512_madd_epi16(iacc_mat_00_1, scale_014589CD_1);
+                        iacc_mat_01_1 = _mm512_madd_epi16(iacc_mat_01_1, scale_2367ABEF_1);
+                        iacc_mat_10_1 = _mm512_madd_epi16(iacc_mat_10_1, scale_014589CD_1);
+                        iacc_mat_11_1 = _mm512_madd_epi16(iacc_mat_11_1, scale_2367ABEF_1);
+
+                        // Straighten out to make 4 row vectors (4 for each sub block which are accumulated together in the next step)
+                        __m512i iacc_row_0_0 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_00_0, _mm512_shuffle_epi32(iacc_mat_01_0, (_MM_PERM_ENUM)78));
+                        __m512i iacc_row_1_0 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_00_0, (_MM_PERM_ENUM)78), iacc_mat_01_0);
+                        __m512i iacc_row_2_0 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_10_0, _mm512_shuffle_epi32(iacc_mat_11_0, (_MM_PERM_ENUM)78));
+                        __m512i iacc_row_3_0 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_10_0, (_MM_PERM_ENUM)78), iacc_mat_11_0);
+                        __m512i iacc_row_0_1 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_00_1, _mm512_shuffle_epi32(iacc_mat_01_1, (_MM_PERM_ENUM)78));
+                        __m512i iacc_row_1_1 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_00_1, (_MM_PERM_ENUM)78), iacc_mat_01_1);
+                        __m512i iacc_row_2_1 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_10_1, _mm512_shuffle_epi32(iacc_mat_11_1, (_MM_PERM_ENUM)78));
+                        __m512i iacc_row_3_1 = _mm512_mask_blend_epi32(0xCCCC,_mm512_shuffle_epi32(iacc_mat_10_1, (_MM_PERM_ENUM)78), iacc_mat_11_1);
+
+                        __m512i iacc_row_0 = _mm512_add_epi32(iacc_row_0_0, iacc_row_0_1);
+                        __m512i iacc_row_1 = _mm512_add_epi32(iacc_row_1_0, iacc_row_1_1);
+                        __m512i iacc_row_2 = _mm512_add_epi32(iacc_row_2_0, iacc_row_2_1);
+                        __m512i iacc_row_3 = _mm512_add_epi32(iacc_row_3_0, iacc_row_3_1);
+
+                        // Load the scale(d) values for all the 4 Q8_k blocks and repeat it across lanes
+                        const __m128 row_scale_f32_sse = _mm_load_ps(a_ptrs[rp][b].d);
+                        const __m256 row_scale_f32_ymm = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse);
+                        const __m512 row_scale_f32 = _mm512_insertf32x8(_mm512_castps256_ps512(row_scale_f32_ymm), row_scale_f32_ymm, 1);
+
+                        // Multiply with appropiate scales and accumulate (for both d and dmin) below
+                        acc_rows[rp * 4] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_0), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[rp * 4]);
+                        acc_rows[rp * 4  + 1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_1), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[rp * 4 + 1]);
+                        acc_rows[rp * 4 + 2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_2), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]);
+                        acc_rows[rp * 4 + 3] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_3), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_rows[rp * 4 + 3]);
+
+                        __m512i iacc_row_min_0 = _mm512_madd_epi16(_mm512_shuffle_epi32(lhs_bsums_hsum_0123_01, (_MM_PERM_ENUM)0), mins_01);
+                        __m512i iacc_row_min_1 = _mm512_madd_epi16(_mm512_shuffle_epi32(lhs_bsums_hsum_0123_01, (_MM_PERM_ENUM)85), mins_01);
+                        __m512i iacc_row_min_2 = _mm512_madd_epi16(_mm512_shuffle_epi32(lhs_bsums_hsum_0123_01, (_MM_PERM_ENUM)170), mins_01);
+                        __m512i iacc_row_min_3 = _mm512_madd_epi16(_mm512_shuffle_epi32(lhs_bsums_hsum_0123_01, (_MM_PERM_ENUM)255), mins_01);
+
+                        acc_min_rows[rp * 4] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_0), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_min_rows[rp * 4]);
+                        acc_min_rows[rp * 4 + 1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_1), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_min_rows[rp * 4 + 1]);
+                        acc_min_rows[rp * 4 + 2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_2), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_min_rows[rp * 4 + 2]);
+                        acc_min_rows[rp * 4 + 3] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_3), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_min_rows[rp * 4 + 3]);
+                    }
+                }
+            }
+            // Store the accumulated values
+            for (int i = 0; i < 16; i++) {
+                _mm512_storeu_ps((float * )(s + ((y * 4 + i) * bs + x * 8)), _mm512_sub_ps(acc_rows[i], acc_min_rows[i]));
+            }
+        }
+    }
+
+    for (; y < nr / 4; y++) {
+
+        const block_q8_Kx4 * a_ptr = a_ptr_start + (y * nb);
+
+        // Take group of eight block_q4_kx8 structures at each pass of the loop and perform dot product operation
+        for (int64_t x = 0; x < anc / 8; x += 2) {
+
+            const block_q4_Kx8 * b_ptr_0 = b_ptr_start + ((x) * b_nb);
+            const block_q4_Kx8 * b_ptr_1 = b_ptr_start + ((x + 1) * b_nb);
+
+            // Master FP accumulators
+            __m512 acc_rows[4];
+            for (int i = 0; i < 4; i++) {
+                acc_rows[i] = _mm512_setzero_ps();
+            }
+
+            __m512 acc_min_rows[4];
+            for (int i = 0; i < 4; i++) {
+                acc_min_rows[i] = _mm512_setzero_ps();
+            }
+
+            // For super block
+            for (int64_t b = 0; b < nb; b++) {
+                // Scale values - Load the sixteen scale values from two block_q4_kx8 structures
+                const __m512 col_scale_f32 = GGML_F32Cx8x2_LOAD(b_ptr_0[b].d, b_ptr_1[b].d);
+
+                // dmin values - Load the sixteen dmin values from two block_q4_kx8 structures
+                const __m512 col_dmin_f32 = GGML_F32Cx8x2_LOAD(b_ptr_0[b].dmin, b_ptr_1[b].dmin);
+
+                // Loop to iterate over the eight sub blocks of a super block - two sub blocks are processed per iteration
+                for (int sb = 0; sb < QK_K / 64; sb++) {
+
+                    const __m256i rhs_raw_mat_0123_0 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + sb * 256));
+                    const __m256i rhs_raw_mat_4567_0 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 32 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_1 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 64 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_1 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 96 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_2 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 128 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_2 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 160 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_3 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 192 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_3 = _mm256_loadu_si256((const __m256i * )(b_ptr_0[b].qs + 224 + sb * 256));
+
+                    const __m256i rhs_raw_mat_89AB_0 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + sb * 256));
+                    const __m256i rhs_raw_mat_CDEF_0 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 32 + sb * 256));
+                    const __m256i rhs_raw_mat_89AB_1 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 64 + sb * 256));
+                    const __m256i rhs_raw_mat_CDEF_1 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 96 + sb * 256));
+                    const __m256i rhs_raw_mat_89AB_2 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 128 + sb * 256));
+                    const __m256i rhs_raw_mat_CDEF_2 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 160 + sb * 256));
+                    const __m256i rhs_raw_mat_89AB_3 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 192 + sb * 256));
+                    const __m256i rhs_raw_mat_CDEF_3 = _mm256_loadu_si256((const __m256i * )(b_ptr_1[b].qs + 224 + sb * 256));
+
+                    const __m256i rhs_raw_mat_0145_0 = _mm256_blend_epi32(rhs_raw_mat_0123_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_0, requiredOrder), rhs_raw_mat_4567_0, 240);
+                    const __m256i rhs_raw_mat_0145_1 = _mm256_blend_epi32(rhs_raw_mat_0123_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_1, requiredOrder), rhs_raw_mat_4567_1, 240);
+                    const __m256i rhs_raw_mat_0145_2 = _mm256_blend_epi32(rhs_raw_mat_0123_2, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_2, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_2 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_2, requiredOrder), rhs_raw_mat_4567_2, 240);
+                    const __m256i rhs_raw_mat_0145_3 = _mm256_blend_epi32(rhs_raw_mat_0123_3, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_3, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_3 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_3, requiredOrder), rhs_raw_mat_4567_3, 240);
+
+                    const __m256i rhs_raw_mat_89CD_0 = _mm256_blend_epi32(rhs_raw_mat_89AB_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_0, requiredOrder), rhs_raw_mat_CDEF_0, 240);
+                    const __m256i rhs_raw_mat_89CD_1 = _mm256_blend_epi32(rhs_raw_mat_89AB_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_1, requiredOrder), rhs_raw_mat_CDEF_1, 240);
+                    const __m256i rhs_raw_mat_89CD_2 = _mm256_blend_epi32(rhs_raw_mat_89AB_2, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_2, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_2 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_2, requiredOrder), rhs_raw_mat_CDEF_2, 240);
+                    const __m256i rhs_raw_mat_89CD_3 = _mm256_blend_epi32(rhs_raw_mat_89AB_3, _mm256_permutevar8x32_epi32(rhs_raw_mat_CDEF_3, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_ABEF_3 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_89AB_3, requiredOrder), rhs_raw_mat_CDEF_3, 240);
+
+                    const __m512i rhs_raw_mat_014589CD_0 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_0), rhs_raw_mat_89CD_0, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_0 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_0), rhs_raw_mat_ABEF_0, 1);
+                    const __m512i rhs_raw_mat_014589CD_1 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_1), rhs_raw_mat_89CD_1, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_1 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_1), rhs_raw_mat_ABEF_1, 1);
+
+                    const __m512i rhs_raw_mat_014589CD_2 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_2), rhs_raw_mat_89CD_2, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_2 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_2), rhs_raw_mat_ABEF_2, 1);
+                    const __m512i rhs_raw_mat_014589CD_3 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_0145_3), rhs_raw_mat_89CD_3, 1);
+                    const __m512i rhs_raw_mat_2367ABEF_3 = _mm512_inserti32x8(_mm512_castsi256_si512(rhs_raw_mat_2367_3), rhs_raw_mat_ABEF_3, 1);
+
+                    //4-bit -> 8-bit
+                    const __m512i rhs_mat_014589CD_00 = _mm512_and_si512(rhs_raw_mat_014589CD_0, m4bexpanded); //B00(0-7) B01(0-7) B04(0-7) B05(0-7) B08(0-7) B09(0-7) B0C(0-7) B0D(0-7)
+                    const __m512i rhs_mat_2367ABEF_00 = _mm512_and_si512(rhs_raw_mat_2367ABEF_0, m4bexpanded); //B02(0-7) B03(0-7) B06(0-7) B07(0-7) B0A(0-7) B0B(0-7) B0E(0-7) B0F(0-7)
+                    const __m512i rhs_mat_014589CD_01 = _mm512_and_si512(rhs_raw_mat_014589CD_1, m4bexpanded); //B00(8-15) B01(8-15) B04(8-15) B05(8-15) B08(8-15) B09(8-15) B0C(8-15) B0D(8-15)
+                    const __m512i rhs_mat_2367ABEF_01 = _mm512_and_si512(rhs_raw_mat_2367ABEF_1, m4bexpanded); //B02(8-15) B03(8-15) B06(8-15) B07(8-15) B0A(8-15) B0B(8-15) B0E(8-15) B0F(8-15)
+
+                    const __m512i rhs_mat_014589CD_02 = _mm512_and_si512(rhs_raw_mat_014589CD_2, m4bexpanded); //B00(16-23) B01(16-23) B04(16-23) B05(16-23) B08(16-23) B09(16-23) B0C(16-23) B0D(16-23)
+                    const __m512i rhs_mat_2367ABEF_02 = _mm512_and_si512(rhs_raw_mat_2367ABEF_2, m4bexpanded); //B02(16-23) B03(16-23) B06(16-23) B07(16-23) B0A(16-23) B0B(16-23) B0E(16-23) B0F(16-23)
+                    const __m512i rhs_mat_014589CD_03 = _mm512_and_si512(rhs_raw_mat_014589CD_3, m4bexpanded); //B00(24-31) B01(24-31) B04(24-31) B05(24-31) B08(24-31) B09(24-31) B0C(24-31) B0D(24-31)
+                    const __m512i rhs_mat_2367ABEF_03 = _mm512_and_si512(rhs_raw_mat_2367ABEF_3, m4bexpanded); //B02(24-31) B03(24-31) B06(24-31) B07(24-31) B0A(24-31) B0B(24-31) B0E(24-31) B0F(24-31)
+
+                    const __m512i rhs_mat_014589CD_10 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_0, 4), m4bexpanded); //B10(0-7) B11(0-7) B14(0-7) B15(0-7) B18(0-7) B19(0-7) B1C(0-7) B1D(0-7)
+                    const __m512i rhs_mat_2367ABEF_10 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_0, 4), m4bexpanded); //B12(0-7) B13(0-7) B16(0-7) B17(0-7) B1A(0-7) B1B(0-7) B1E(0-7) B1F(0-7)
+                    const __m512i rhs_mat_014589CD_11 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_1, 4), m4bexpanded); //B10(8-15) B11(8-15) B14(8-15) B15(8-15) B18(8-15) B19(8-15) B1C(8-15) B1D(8-15)
+                    const __m512i rhs_mat_2367ABEF_11 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_1, 4), m4bexpanded); //B12(8-15) B13(8-15) B16(8-15) B17(8-15) B1A(8-15) B1B(8-15) B1E(8-15) B1F(8-15)
+
+                    const __m512i rhs_mat_014589CD_12 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_2, 4), m4bexpanded); //B10(16-23) B11(16-23) B14(16-23) B15(16-23) B18(16-23) B19(16-23) B1C(16-23) B1D(16-23)
+                    const __m512i rhs_mat_2367ABEF_12 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_2, 4), m4bexpanded); //B12(16-23) B13(16-23) B16(16-23) B17(16-23) B1A(16-23) B1B(16-23) B1E(16-23) B1F(16-23)
+                    const __m512i rhs_mat_014589CD_13 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_014589CD_3, 4), m4bexpanded); //B10(24-31) B11(24-31) B14(24-31) B15(24-31) B18(24-31) B19(24-31) B1C(24-31) B1D(24-31)
+                    const __m512i rhs_mat_2367ABEF_13 = _mm512_and_si512(_mm512_srli_epi16(rhs_raw_mat_2367ABEF_3, 4), m4bexpanded); //B12(24-31) B13(24-31) B16(24-31) B17(24-31) B1A(24-31) B1B(24-31) B1E(24-31) B1F(24-31)
+
+                    // Shuffle pattern one - right side input
+                    const __m512i rhs_mat_014589CD_00_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_00, (_MM_PERM_ENUM)136); //B00(0-3) B01(0-3) B00(0-3) B01(0-3) B04(0-3) B05(0-3) B04(0-3) B05(0-3) B08(0-3) B09(0-3) B08(0-3) B09(0-3) B0C(0-3) B0D(0-3) B0C(0-3) B0D(0-3)
+                    const __m512i rhs_mat_2367ABEF_00_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_00, (_MM_PERM_ENUM)136); //B02(0-3) B03(0-3) B02(0-3) B03(0-3) B06(0-3) B07(0-3) B06(0-3) B07(0-3) B0A(0-3) B0B(0-3) B0A(0-3) B0B(0-3) B0E(0-3) B0F(0-3) B0E(0-3) B0F(0-3)
+                    const __m512i rhs_mat_014589CD_01_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_01, (_MM_PERM_ENUM)136); //B00(8-11) B01(8-11) B00(8-11) B01(8-11) B04(8-11) B05(8-11) B04(8-11) B05(8-11) B08(8-11) B09(8-11) B08(8-11) B09(8-11) B0C(8-11) B0D(8-11) B0C(8-11) B0D(8-11)
+                    const __m512i rhs_mat_2367ABEF_01_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_01, (_MM_PERM_ENUM)136); //B02(8-11) B03(8-11) B02(8-11) B03(8-11) B06(8-11) B07(8-11) B06(8-11) B07(8-11) B0A(8-11) B0B(8-11) B0A(8-11) B0B(8-11) B0E(8-11) B0F(8-11) B0E(8-11) B0F(8-11)
+                    const __m512i rhs_mat_014589CD_02_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_02, (_MM_PERM_ENUM)136); //B00(16-19) B01(16-19) B00(16-19) B01(16-19) B04(16-19) B05(16-19) B04(16-19) B05(16-19) B08(16-19) B09(16-19) B08(16-19) B09(16-19) B0C(16-19) B0D(16-19) B0C(16-19) B0D(16-19)
+                    const __m512i rhs_mat_2367ABEF_02_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_02, (_MM_PERM_ENUM)136); //B02(16-19) B03(16-19) B02(16-19) B03(16-19) B06(16-19) B07(16-19) B06(16-19) B07(16-19) B0A(16-19) B0B(16-19) B0A(16-19) B0B(16-19) B0E(16-19) B0F(16-19) B0E(16-19) B0F(16-19)
+                    const __m512i rhs_mat_014589CD_03_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_03, (_MM_PERM_ENUM)136); //B00(24-27) B01(24-27) B00(24-27) B01(24-27) B04(24-27) B05(24-27) B04(24-27) B05(24-27) B08(24-27) B09(24-27) B08(24-27) B09(24-27) B0C(24-27) B0D(24-27) B0C(24-27) B0D(24-27)
+                    const __m512i rhs_mat_2367ABEF_03_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_03, (_MM_PERM_ENUM)136); //B02(24-27) B03(24-27) B02(24-27) B03(24-27) B06(24-27) B07(24-27) B06(24-27) B07(24-27) B0A(24-27) B0B(24-27) B0A(24-27) B0B(24-27) B0E(24-27) B0F(24-27) B0E(24-27) B0F(24-27)
+
+                    const __m512i rhs_mat_014589CD_10_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_10, (_MM_PERM_ENUM)136); //B10(0-3) B11(0-3) B10(0-3) B11(0-3) B14(0-3) B15(0-3) B14(0-3) B15(0-3) B18(0-3) B19(0-3) B18(0-3) B19(0-3) B1C(0-3) B1D(0-3) B1C(0-3) B1D(0-3)
+                    const __m512i rhs_mat_2367ABEF_10_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_10, (_MM_PERM_ENUM)136); //B12(0-3) B13(0-3) B12(0-3) B13(0-3) B16(0-3) B17(0-3) B16(0-3) B17(0-3) B1A(0-3) B1B(0-3) B1A(0-3) B1B(0-3) B1E(0-3) B1F(0-3) B1E(0-3) B1F(0-3)
+                    const __m512i rhs_mat_014589CD_11_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_11, (_MM_PERM_ENUM)136); //B10(8-11) B11(8-11) B10(8-11) B11(8-11) B14(8-11) B15(8-11) B14(8-11) B15(8-11) B18(8-11) B19(8-11) B18(8-11) B19(8-11) B1C(8-11) B1D(8-11) B1C(8-11) B1D(8-11)
+                    const __m512i rhs_mat_2367ABEF_11_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_11, (_MM_PERM_ENUM)136); //B12(8-11) B13(8-11) B12(8-11) B13(8-11) B16(8-11) B17(8-11) B16(8-11) B17(8-11) B1A(8-11) B1B(8-11) B1A(8-11) B1B(8-11) B1E(8-11) B1F(8-11) B1E(8-11) B1F(8-11)
+                    const __m512i rhs_mat_014589CD_12_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_12, (_MM_PERM_ENUM)136); //B10(16-19) B11(16-19) B10(16-19) B11(16-19) B14(16-19) B15(16-19) B14(16-19) B15(16-19) B18(16-19) B19(16-19) B18(16-19) B19(16-19) B1C(16-19) B1D(16-19) B1C(16-19) B1D(16-19)
+                    const __m512i rhs_mat_2367ABEF_12_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_12, (_MM_PERM_ENUM)136); //B12(16-19) B13(16-19) B12(16-19) B13(16-19) B16(16-19) B17(16-19) B16(16-19) B17(16-19) B1A(16-19) B1B(16-19) B1A(16-19) B1B(16-19) B1E(16-19) B1F(16-19) B1E(16-19) B1F(16-19)
+                    const __m512i rhs_mat_014589CD_13_sp1 = _mm512_shuffle_epi32(rhs_mat_014589CD_13, (_MM_PERM_ENUM)136); //B10(24-27) B11(24-27) B10(24-27) B11(24-27) B14(24-27) B15(24-27) B14(24-27) B15(24-27) B18(24-27) B19(24-27) B18(24-27) B19(24-27) B1C(24-27) B1D(24-27) B1C(24-27) B1D(24-27)
+                    const __m512i rhs_mat_2367ABEF_13_sp1 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_13, (_MM_PERM_ENUM)136); //B12(24-27) B13(24-27) B12(24-27) B13(24-27) B16(24-27) B17(24-27) B16(24-27) B17(24-27) B1A(24-27) B1B(24-27) B1A(24-27) B1B(24-27) B1E(24-27) B1F(24-27) B1E(24-27) B1F(24-27)
+
+                    // Shuffle pattern two - right side input
+                    const __m512i rhs_mat_014589CD_00_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_00, (_MM_PERM_ENUM)221); //B00(4-7) B01(4-7) B00(4-7) B01(4-7) B04(4-7) B05(4-7) B04(4-7) B05(4-7) B08(4-7) B09(4-7) B08(4-7) B09(4-7) B0C(4-7) B0D(4-7) B0C(4-7) B0D(4-7)
+                    const __m512i rhs_mat_2367ABEF_00_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_00, (_MM_PERM_ENUM)221); //B02(4-7) B03(4-7) B02(4-7) B03(4-7) B06(4-7) B07(4-7) B06(4-7) B07(4-7) B0A(4-7) B0B(4-7) B0A(4-7) B0B(4-7) B0E(4-7) B0F(4-7) B0E(4-7) B0F(4-7)
+                    const __m512i rhs_mat_014589CD_01_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_01, (_MM_PERM_ENUM)221); //B00(12-15) B01(12-15) B00(12-15) B01(12-15) B04(12-15) B05(12-15) B04(12-15) B05(12-15) B08(12-15) B09(12-15) B08(12-15) B09(12-15) B0C(12-15) B0D(12-15) B0C(12-15) B0D(12-15)
+                    const __m512i rhs_mat_2367ABEF_01_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_01, (_MM_PERM_ENUM)221); //B02(12-15) B03(12-15) B02(12-15) B03(12-15) B06(12-15) B07(12-15) B06(12-15) B07(12-15) B0A(12-15) B0B(12-15) B0A(12-15) B0B(12-15) B0E(12-15) B0F(12-15) B0E(12-15) B0F(12-15)
+                    const __m512i rhs_mat_014589CD_02_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_02, (_MM_PERM_ENUM)221); //B00(20-23) B01(20-23) B00(20-23) B01(20-23) B04(20-23) B05(20-23) B04(20-23) B05(20-23) B08(20-23) B09(20-23) B08(20-23) B09(20-23) B0C(20-23) B0D(20-23) B0C(20-23) B0D(20-23)
+                    const __m512i rhs_mat_2367ABEF_02_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_02, (_MM_PERM_ENUM)221); //B02(20-23) B03(20-23) B02(20-23) B03(20-23) B06(20-23) B07(20-23) B06(20-23) B07(20-23) B0A(20-23) B0B(20-23) B0A(20-23) B0B(20-23) B0E(20-23) B0F(20-23) B0E(20-23) B0F(20-23)
+                    const __m512i rhs_mat_014589CD_03_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_03, (_MM_PERM_ENUM)221); //B00(28-31) B01(28-31) B00(28-31) B01(28-31) B04(28-31) B05(28-31) B04(28-31) B05(28-31) B08(28-31) B09(28-31) B08(28-31) B09(28-31) B0C(28-31) B0D(28-31) B0C(28-31) 0BD(28-31)
+                    const __m512i rhs_mat_2367ABEF_03_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_03, (_MM_PERM_ENUM)221); //B02(28-31) B03(28-31) B02(28-31) B03(28-31) B06(28-31) B07(28-31) B06(28-31) B07(28-31) B0A(28-31) B0B(28-31) B0A(28-31) B0B(28-31) B0E(28-31) B0F(28-31) B0E(28-31) B0F(28-31)
+
+                    const __m512i rhs_mat_014589CD_10_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_10, (_MM_PERM_ENUM)221); //B10(4-7) B11(4-7) B10(4-7) B11(4-7) B14(4-7) B15(4-7) B14(4-7) B15(4-7) B18(4-7) B19(4-7) B18(4-7) B19(4-7) B1C(4-7) B1D(4-7) B1C(4-7) B1D(4-7)
+                    const __m512i rhs_mat_2367ABEF_10_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_10, (_MM_PERM_ENUM)221); //B12(4-7) B13(4-7) B12(4-7) B13(4-7) B16(4-7) B17(4-7) B16(4-7) B17(4-7) B1A(4-7) B1B(4-7) B1A(4-7) B1B(4-7) B1E(4-7) B1F(4-7) B1E(4-7) B1F(4-7)
+                    const __m512i rhs_mat_014589CD_11_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_11, (_MM_PERM_ENUM)221); //B10(12-15) B11(12-15) B10(12-15) B11(12-15) B14(12-15) B15(12-15) B14(12-15) B15(12-15) B18(12-15) B19(12-15) B18(12-15) B19(12-15) B1C(12-15) B1D(12-15) B1C(12-15) B1D(12-15)
+                    const __m512i rhs_mat_2367ABEF_11_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_11, (_MM_PERM_ENUM)221); //B12(12-15) B13(12-15) B12(12-15) B13(12-15) B16(12-15) B17(12-15) B16(12-15) B17(12-15) B1A(12-15) B1B(12-15) B1A(12-15) B1B(12-15) B1E(12-15) B1F(12-15) B1E(12-15) B1F(12-15)
+                    const __m512i rhs_mat_014589CD_12_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_12, (_MM_PERM_ENUM)221); //B10(20-23) B11(20-23) B10(20-23) B11(20-23) B14(20-23) B15(20-23) B14(20-23) B15(20-23) B18(20-23) B19(20-23) B18(20-23) B19(20-23) B1C(20-23) B1D(20-23) B1C(20-23) B1D(20-23)
+                    const __m512i rhs_mat_2367ABEF_12_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_12, (_MM_PERM_ENUM)221); //B12(20-23) B13(20-23) B12(20-23) B13(20-23) B16(20-23) B17(20-23) B16(20-23) B17(20-23) B1A(20-23) B1B(20-23) B1A(20-23) B1B(20-23) B1E(20-23) B1F(20-23) B1E(20-23) B1F(20-23)
+                    const __m512i rhs_mat_014589CD_13_sp2 = _mm512_shuffle_epi32(rhs_mat_014589CD_13, (_MM_PERM_ENUM)221); //B10(28-31) B11(28-31) B10(28-31) B11(28-31) B14(28-31) B15(28-31) B14(28-31) B15(28-31) B18(28-31) B19(28-31) B18(28-31) B19(28-31) B1C(28-31) B1D(28-31) B1C(28-31) B1D(28-31)
+                    const __m512i rhs_mat_2367ABEF_13_sp2 = _mm512_shuffle_epi32(rhs_mat_2367ABEF_13, (_MM_PERM_ENUM)221); //B12(28-31) B13(28-31) B12(28-31) B13(28-31) B16(28-31) B17(28-31) B16(28-31) B17(28-31) B1A(28-31) B1B(28-31) B1A(28-31) B1B(28-31) B1E(28-31) B1F(28-31) B1E(28-31) B1F(28-31)
+
+                    uint32_t utmp_00[4], utmp_01[4], utmp_10[4], utmp_11[4];
+
+                    // Scales and Mins of corresponding sub blocks from different Q4_K structures are stored together
+                    // The below block is for eg to extract first sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_00, b_ptr_0[b].scales + 24 * sb, 12);
+                    utmp_00[3] = ((utmp_00[2] >> 4) & kmask2) | (((utmp_00[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_00 = utmp_00[1] & kmask1;
+                    utmp_00[1] = (utmp_00[2] & kmask2) | (((utmp_00[0] >> 6) & kmask3) << 4);
+                    utmp_00[2] = uaux_00;
+                    utmp_00[0] &= kmask1;
+
+                    // The below block is for eg to extract second sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_01, b_ptr_0[b].scales + 12 + sb * 24, 12);
+                    utmp_01[3] = ((utmp_01[2] >> 4) & kmask2) | (((utmp_01[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_01 = utmp_01[1] & kmask1;
+                    utmp_01[1] = (utmp_01[2] & kmask2) | (((utmp_01[0] >> 6) & kmask3) << 4);
+                    utmp_01[2] = uaux_01;
+                    utmp_01[0] &= kmask1;
+
+                    // The below block is for eg to extract first sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_10, b_ptr_1[b].scales + sb * 24, 12);
+                    utmp_10[3] = ((utmp_10[2] >> 4) & kmask2) | (((utmp_10[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_10 = utmp_10[1] & kmask1;
+                    utmp_10[1] = (utmp_10[2] & kmask2) | (((utmp_10[0] >> 6) & kmask3) << 4);
+                    utmp_10[2] = uaux_10;
+                    utmp_10[0] &= kmask1;
+
+                    // The below block is for eg to extract second sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_11, b_ptr_1[b].scales + 12 + sb * 24, 12);
+                    utmp_11[3] = ((utmp_11[2] >> 4) & kmask2) | (((utmp_11[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_11 = utmp_11[1] & kmask1;
+                    utmp_11[1] = (utmp_11[2] & kmask2) | (((utmp_11[0] >> 6) & kmask3) << 4);
+                    utmp_11[2] = uaux_11;
+                    utmp_11[0] &= kmask1;
+
+                    // Scales of first sub block in the sb loop
+                    const __m256i mins_and_scales_0 = _mm256_set_epi32(utmp_10[3], utmp_10[2], utmp_10[1], utmp_10[0], utmp_00[3], utmp_00[2], utmp_00[1], utmp_00[0]);
+                    const __m512i scales_0 = _mm512_cvtepu8_epi16(_mm256_unpacklo_epi8(mins_and_scales_0, mins_and_scales_0));
+
+                    // Scales of second sub block in the sb loop
+                    const __m256i mins_and_scales_1 = _mm256_set_epi32(utmp_11[3], utmp_11[2], utmp_11[1], utmp_11[0], utmp_01[3], utmp_01[2], utmp_01[1], utmp_01[0]);
+                    const __m512i scales_1 = _mm512_cvtepu8_epi16(_mm256_unpacklo_epi8(mins_and_scales_1, mins_and_scales_1));
+
+                    // Mins of first and second sub block of Q4_K block are arranged side by side
+                    const __m512i mins_01 = _mm512_cvtepu8_epi16(_mm256_unpacklo_epi8(_mm256_shuffle_epi32(mins_and_scales_0, 78), _mm256_shuffle_epi32(mins_and_scales_1, 78)));
+
+                    const __m512i scale_014589CD_0 = _mm512_shuffle_epi32(scales_0, (_MM_PERM_ENUM)68);
+                    const __m512i scale_2367ABEF_0 = _mm512_shuffle_epi32(scales_0, (_MM_PERM_ENUM)238);
+
+                    const __m512i scale_014589CD_1 = _mm512_shuffle_epi32(scales_1, (_MM_PERM_ENUM)68);
+                    const __m512i scale_2367ABEF_1 = _mm512_shuffle_epi32(scales_1, (_MM_PERM_ENUM)238);
+
+                    // Load the four block_q8_k quantized values interleaved with each other in chunks of eight bytes - A0,A1,A2,A3
+                    // Loaded as set of 128 bit vectors and repeated into a 256 bit vector
+                    __m256i lhs_mat_ymm_0123_00 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 256 * sb)));
+                    __m256i lhs_mat_ymm_01_00 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_00, lhs_mat_ymm_0123_00, 0);
+                    __m256i lhs_mat_ymm_23_00 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_00, lhs_mat_ymm_0123_00, 17);
+                    __m256i lhs_mat_ymm_0123_01 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 32 + 256 * sb)));
+                    __m256i lhs_mat_ymm_01_01 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_01, lhs_mat_ymm_0123_01, 0);
+                    __m256i lhs_mat_ymm_23_01 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_01, lhs_mat_ymm_0123_01, 17);
+                    __m256i lhs_mat_ymm_0123_02 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 64 + 256 * sb)));
+                    __m256i lhs_mat_ymm_01_02 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_02, lhs_mat_ymm_0123_02, 0);
+                    __m256i lhs_mat_ymm_23_02 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_02, lhs_mat_ymm_0123_02, 17);
+                    __m256i lhs_mat_ymm_0123_03 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 96 + 256 * sb)));
+                    __m256i lhs_mat_ymm_01_03 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_03, lhs_mat_ymm_0123_03, 0);
+                    __m256i lhs_mat_ymm_23_03 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_03, lhs_mat_ymm_0123_03, 17);
+                    __m256i lhs_mat_ymm_0123_10 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 128 + 256 * sb)));
+                    __m256i lhs_mat_ymm_01_10 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_10, lhs_mat_ymm_0123_10, 0);
+                    __m256i lhs_mat_ymm_23_10 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_10, lhs_mat_ymm_0123_10, 17);
+                    __m256i lhs_mat_ymm_0123_11 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 160 + 256 * sb)));
+                    __m256i lhs_mat_ymm_01_11 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_11, lhs_mat_ymm_0123_11, 0);
+                    __m256i lhs_mat_ymm_23_11 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_11, lhs_mat_ymm_0123_11, 17);
+                    __m256i lhs_mat_ymm_0123_12 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 192 + 256 * sb)));
+                    __m256i lhs_mat_ymm_01_12 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_12, lhs_mat_ymm_0123_12, 0);
+                    __m256i lhs_mat_ymm_23_12 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_12, lhs_mat_ymm_0123_12, 17);
+                    __m256i lhs_mat_ymm_0123_13 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 224 + 256 * sb)));
+                    __m256i lhs_mat_ymm_01_13 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_13, lhs_mat_ymm_0123_13, 0);
+                    __m256i lhs_mat_ymm_23_13 = _mm256_permute2f128_si256(lhs_mat_ymm_0123_13, lhs_mat_ymm_0123_13, 17);
+
+                    //Loaded as set of 128 bit vectors and repeated and stored into a 256 bit vector before again repeating into a 512 bit vector
+                    __m512i lhs_mat_01_00 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_00), lhs_mat_ymm_01_00, 1);
+                    __m512i lhs_mat_23_00 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_00), lhs_mat_ymm_23_00, 1);
+                    __m512i lhs_mat_01_01 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_01), lhs_mat_ymm_01_01, 1);
+                    __m512i lhs_mat_23_01 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_01), lhs_mat_ymm_23_01, 1);
+                    __m512i lhs_mat_01_02 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_02), lhs_mat_ymm_01_02, 1);
+                    __m512i lhs_mat_23_02 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_02), lhs_mat_ymm_23_02, 1);
+                    __m512i lhs_mat_01_03 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_03), lhs_mat_ymm_01_03, 1);
+                    __m512i lhs_mat_23_03 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_03), lhs_mat_ymm_23_03, 1);
+
+                    __m512i lhs_mat_01_10 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_10), lhs_mat_ymm_01_10, 1);
+                    __m512i lhs_mat_23_10 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_10), lhs_mat_ymm_23_10, 1);
+                    __m512i lhs_mat_01_11 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_11), lhs_mat_ymm_01_11, 1);
+                    __m512i lhs_mat_23_11 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_11), lhs_mat_ymm_23_11, 1);
+                    __m512i lhs_mat_01_12 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_12), lhs_mat_ymm_01_12, 1);
+                    __m512i lhs_mat_23_12 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_12), lhs_mat_ymm_23_12, 1);
+                    __m512i lhs_mat_01_13 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_01_13), lhs_mat_ymm_01_13, 1);
+                    __m512i lhs_mat_23_13 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_mat_ymm_23_13), lhs_mat_ymm_23_13, 1);
+
+                    // Bsums are loaded - four bsums are loaded (for two sub blocks) for the different Q8_K blocks
+                    __m256i lhs_bsums_0123_01 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].bsums + 16 * sb)));
+                    __m256i lhs_bsums_hsum_ymm_0123_01 = _mm256_castsi128_si256(_mm_hadd_epi16(_mm256_castsi256_si128(lhs_bsums_0123_01), _mm256_extractf128_si256(lhs_bsums_0123_01, 1)));
+                    lhs_bsums_hsum_ymm_0123_01 = _mm256_permute2x128_si256(lhs_bsums_hsum_ymm_0123_01, lhs_bsums_hsum_ymm_0123_01, 0);
+                    __m512i lhs_bsums_hsum_0123_01 = _mm512_inserti32x8(_mm512_castsi256_si512(lhs_bsums_hsum_ymm_0123_01), lhs_bsums_hsum_ymm_0123_01, 1);
+
+                    // Shuffle pattern one - left side input
+                    const __m512i lhs_mat_01_00_sp1 = _mm512_shuffle_epi32(lhs_mat_01_00, (_MM_PERM_ENUM)160); //A00(0-3) A00(0-3) A01(0-3) A01(0-3) A00(0-3) A00(0-3) A01(0-3) A01(0-3) A00(0-3) A00(0-3) A01(0-3) A01(0-3) A00(0-3) A00(0-3) A01(0-3) A01(0-3)
+                    const __m512i lhs_mat_23_00_sp1 = _mm512_shuffle_epi32(lhs_mat_23_00, (_MM_PERM_ENUM)160); //A02(0-3) A02(0-3) A03(0-3) A03(0-3) A02(0-3) A02(0-3) A03(0-3) A03(0-3) A02(0-3) A02(0-3) A03(0-3) A03(0-3) A02(0-3) A02(0-3) A03(0-3) A03(0-3)
+                    const __m512i lhs_mat_01_01_sp1 = _mm512_shuffle_epi32(lhs_mat_01_01, (_MM_PERM_ENUM)160); //A00(8-11) A00(8-11) A01(8-11) A01(8-11) A00(8-11) A00(8-11) A01(8-11) A01(8-11) A00(8-11) A00(8-11) A01(8-11) A01(8-11) A00(8-11) A00(8-11) A01(8-11) A01(8-11)
+                    const __m512i lhs_mat_23_01_sp1 = _mm512_shuffle_epi32(lhs_mat_23_01, (_MM_PERM_ENUM)160); //A02(8-11) A02(8-11) A03(8-11) A03(8-11) A02(8-11) A02(8-11) A03(8-11) A03(8-11) A02(8-11) A02(8-11) A03(8-11) A03(8-11) A02(8-11) A02(8-11) A03(8-11) A03(8-11)
+                    const __m512i lhs_mat_01_02_sp1 = _mm512_shuffle_epi32(lhs_mat_01_02, (_MM_PERM_ENUM)160); //A00(16-19) A00(16-19) A01(16-19) A01(16-19) A00(16-19) A00(16-19) A01(16-19) A01(16-19) A00(16-19) A00(16-19) A01(16-19) A01(16-19) A00(16-19) A00(16-19) A01(16-19) A01(16-19)
+                    const __m512i lhs_mat_23_02_sp1 = _mm512_shuffle_epi32(lhs_mat_23_02, (_MM_PERM_ENUM)160); //A02(16-19) A02(16-19) A03(16-19) A03(16-19) A02(16-19) A02(16-19) A03(16-19) A03(16-19) A02(16-19) A02(16-19) A03(16-19) A03(16-19) A02(16-19) A02(16-19) A03(16-19) A03(16-19)
+                    const __m512i lhs_mat_01_03_sp1 = _mm512_shuffle_epi32(lhs_mat_01_03, (_MM_PERM_ENUM)160); //A00(24-27) A00(24-27) A01(24-27) A01(24-27) A00(24-27) A00(24-27) A01(24-27) A01(24-27) A00(24-27) A00(24-27) A01(24-27) A01(24-27) A00(24-27) A00(24-27) A01(24-27) A01(24-27)
+                    const __m512i lhs_mat_23_03_sp1 = _mm512_shuffle_epi32(lhs_mat_23_03, (_MM_PERM_ENUM)160); //A02(24-27) A02(24-27) A03(24-27) A03(24-27) A02(24-27) A02(24-27) A03(24-27) A03(24-27) A02(24-27) A02(24-27) A03(24-27) A03(24-27) A02(24-27) A02(24-27) A03(24-27) A03(24-27)
+
+                    const __m512i lhs_mat_01_10_sp1 = _mm512_shuffle_epi32(lhs_mat_01_10, (_MM_PERM_ENUM)160); //A10(0-3) A10(0-3) A11(0-3) A11(0-3) A10(0-3) A10(0-3) A11(0-3) A11(0-3) A10(0-3) A10(0-3) A11(0-3) A11(0-3) A10(0-3) A10(0-3) A11(0-3) A11(0-3)
+                    const __m512i lhs_mat_23_10_sp1 = _mm512_shuffle_epi32(lhs_mat_23_10, (_MM_PERM_ENUM)160); //A12(0-3) A12(0-3) A13(0-3) A13(0-3) A12(0-3) A12(0-3) A13(0-3) A13(0-3) A12(0-3) A12(0-3) A13(0-3) A13(0-3) A12(0-3) A12(0-3) A13(0-3) A13(0-3)
+                    const __m512i lhs_mat_01_11_sp1 = _mm512_shuffle_epi32(lhs_mat_01_11, (_MM_PERM_ENUM)160); //A10(8-11) A10(8-11) A11(8-11) A11(8-11) A10(8-11) A10(8-11) A11(8-11) A11(8-11) A10(8-11) A10(8-11) A11(8-11) A11(8-11) A10(8-11) A10(8-11) A11(8-11) A11(8-11)
+                    const __m512i lhs_mat_23_11_sp1 = _mm512_shuffle_epi32(lhs_mat_23_11, (_MM_PERM_ENUM)160); //A12(8-11) A12(8-11) A13(8-11) A13(8-11) A12(8-11) A12(8-11) A13(8-11) A13(8-11) A12(8-11) A12(8-11) A13(8-11) A13(8-11) A12(8-11) A12(8-11) A13(8-11) A13(8-11)
+                    const __m512i lhs_mat_01_12_sp1 = _mm512_shuffle_epi32(lhs_mat_01_12, (_MM_PERM_ENUM)160); //A10(16-19) A10(16-19) A11(16-19) A11(16-19) A10(16-19) A10(16-19) A11(16-19) A11(16-19) A10(16-19) A10(16-19) A11(16-19) A11(16-19) A10(16-19) A10(16-19) A11(16-19) A11(16-19)
+                    const __m512i lhs_mat_23_12_sp1 = _mm512_shuffle_epi32(lhs_mat_23_12, (_MM_PERM_ENUM)160); //A12(16-19) A12(16-19) A13(16-19) A13(16-19) A12(16-19) A12(16-19) A13(16-19) A13(16-19) A12(16-19) A12(16-19) A13(16-19) A13(16-19) A12(16-19) A12(16-19) A13(16-19) A13(16-19)
+                    const __m512i lhs_mat_01_13_sp1 = _mm512_shuffle_epi32(lhs_mat_01_13, (_MM_PERM_ENUM)160); //A10(24-27) A10(24-27) A11(24-27) A11(24-27) A10(24-27) A10(24-27) A11(24-27) A11(24-27) A10(24-27) A10(24-27) A11(24-27) A11(24-27) A10(24-27) A10(24-27) A11(24-27) A11(24-27)
+                    const __m512i lhs_mat_23_13_sp1 = _mm512_shuffle_epi32(lhs_mat_23_13, (_MM_PERM_ENUM)160); //A12(24-27) A12(24-27) A13(24-27) A13(24-27) A12(24-27) A12(24-27) A13(24-27) A13(24-27) A12(24-27) A12(24-27) A13(24-27) A13(24-27) A12(24-27) A12(24-27) A13(24-27) A13(24-27)
+
+                    const __m512i lhs_mat_01_00_sp2 = _mm512_shuffle_epi32(lhs_mat_01_00, (_MM_PERM_ENUM)245); //A00(4-7) A00(4-7) A01(4-7) A01(4-7) A00(4-7) A00(4-7) A01(4-7) A01(4-7) A00(4-7) A00(4-7) A01(4-7) A01(4-7) A00(4-7) A00(4-7) A01(4-7) A01(4-7)
+                    const __m512i lhs_mat_23_00_sp2 = _mm512_shuffle_epi32(lhs_mat_23_00, (_MM_PERM_ENUM)245); //A02(4-7) A02(4-7) A03(4-7) A03(4-7) A02(4-7) A02(4-7) A03(4-7) A03(4-7) A02(4-7) A02(4-7) A03(4-7) A03(4-7) A02(4-7) A02(4-7) A03(4-7) A03(4-7)
+                    const __m512i lhs_mat_01_01_sp2 = _mm512_shuffle_epi32(lhs_mat_01_01, (_MM_PERM_ENUM)245); //A00(12-15) A00(12-15) A01(12-15) A01(12-15) A00(12-15) A00(12-15) A01(12-15) A01(12-15) A00(12-15) A00(12-15) A01(12-15) A01(12-15) A00(12-15) A00(12-15) A01(12-15) A01(12-15)
+                    const __m512i lhs_mat_23_01_sp2 = _mm512_shuffle_epi32(lhs_mat_23_01, (_MM_PERM_ENUM)245); //A02(12-15) A02(12-15) A03(12-15) A03(12-15) A02(12-15) A02(12-15) A03(12-15) A03(12-15) A02(12-15) A02(12-15) A03(12-15) A03(12-15) A02(12-15) A02(12-15) A03(12-15) A03(12-15)
+                    const __m512i lhs_mat_01_02_sp2 = _mm512_shuffle_epi32(lhs_mat_01_02, (_MM_PERM_ENUM)245); //A00(20-23) A00(20-23) A01(20-23) A01(20-23) A00(20-23) A00(20-23) A01(20-23) A01(20-23) A00(20-23) A00(20-23) A01(20-23) A01(20-23) A00(20-23) A00(20-23) A01(20-23) A01(20-23)
+                    const __m512i lhs_mat_23_02_sp2 = _mm512_shuffle_epi32(lhs_mat_23_02, (_MM_PERM_ENUM)245); //A02(20-23) A02(20-23) A03(20-23) A03(20-23) A02(20-23) A02(20-23) A03(20-23) A03(20-23) A02(20-23) A02(20-23) A03(20-23) A03(20-23) A02(20-23) A02(20-23) A03(20-23) A03(20-23)
+                    const __m512i lhs_mat_01_03_sp2 = _mm512_shuffle_epi32(lhs_mat_01_03, (_MM_PERM_ENUM)245); //A00(28-31) A00(28-31) A01(28-31) A01(28-31) A00(28-31) A00(28-31) A01(28-31) A01(28-31) A00(28-31) A00(28-31) A01(28-31) A01(28-31) A00(28-31) A00(28-31) A01(28-31) A01(28-31)
+                    const __m512i lhs_mat_23_03_sp2 = _mm512_shuffle_epi32(lhs_mat_23_03, (_MM_PERM_ENUM)245); //A02(28-31) A02(28-31) A03(28-31) A03(28-31) A02(28-31) A02(28-31) A03(28-31) A03(28-31) A02(28-31) A02(28-31) A03(28-31) A03(28-31) A02(28-31) A02(28-31) A03(28-31) A03(28-31)
+
+                    const __m512i lhs_mat_01_10_sp2 = _mm512_shuffle_epi32(lhs_mat_01_10, (_MM_PERM_ENUM)245); //A10(4-7) A10(4-7) A11(4-7) A11(4-7) A10(4-7) A10(4-7) A11(4-7) A11(4-7) A10(4-7) A10(4-7) A11(4-7) A11(4-7) A10(4-7) A10(4-7) A11(4-7) A11(4-7)
+                    const __m512i lhs_mat_23_10_sp2 = _mm512_shuffle_epi32(lhs_mat_23_10, (_MM_PERM_ENUM)245); //A12(4-7) A12(4-7) A13(4-7) A13(4-7) A12(4-7) A12(4-7) A13(4-7) A13(4-7) A12(4-7) A12(4-7) A13(4-7) A13(4-7) A12(4-7) A12(4-7) A13(4-7) A13(4-7)
+                    const __m512i lhs_mat_01_11_sp2 = _mm512_shuffle_epi32(lhs_mat_01_11, (_MM_PERM_ENUM)245); //A10(12-15) A10(12-15) A11(12-15) A11(12-15) A10(12-15) A10(12-15) A11(12-15) A11(12-15) A10(12-15) A10(12-15) A11(12-15) A11(12-15) A10(12-15) A10(12-15) A11(12-15) A11(12-15)
+                    const __m512i lhs_mat_23_11_sp2 = _mm512_shuffle_epi32(lhs_mat_23_11, (_MM_PERM_ENUM)245); //A12(12-15) A12(12-15) A13(12-15) A13(12-15) A12(12-15) A12(12-15) A13(12-15) A13(12-15) A12(12-15) A12(12-15) A13(12-15) A13(12-15) A12(12-15) A12(12-15) A13(12-15) A13(12-15)
+                    const __m512i lhs_mat_01_12_sp2 = _mm512_shuffle_epi32(lhs_mat_01_12, (_MM_PERM_ENUM)245); //A10(20-23) A10(20-23) A11(20-23) A11(20-23) A10(20-23) A10(20-23) A11(20-23) A11(20-23) A10(20-23) A10(20-23) A11(20-23) A11(20-23) A10(20-23) A10(20-23) A11(20-23) A11(20-23)
+                    const __m512i lhs_mat_23_12_sp2 = _mm512_shuffle_epi32(lhs_mat_23_12, (_MM_PERM_ENUM)245); //A12(20-23) A12(20-23) A13(20-23) A13(20-23) A12(20-23) A12(20-23) A13(20-23) A13(20-23) A12(20-23) A12(20-23) A13(20-23) A13(20-23) A12(20-23) A12(20-23) A13(20-23) A13(20-23)
+                    const __m512i lhs_mat_01_13_sp2 = _mm512_shuffle_epi32(lhs_mat_01_13, (_MM_PERM_ENUM)245); //A10(28-31) A10(28-31) A11(28-31) A11(28-31) A10(28-31) A10(28-31) A11(28-31) A11(28-31) A10(28-31) A10(28-31) A11(28-31) A11(28-31) A10(28-31) A10(28-31) A11(28-31) A11(28-31)
+                    const __m512i lhs_mat_23_13_sp2 = _mm512_shuffle_epi32(lhs_mat_23_13, (_MM_PERM_ENUM)245); //A12(28-31) A12(28-31) A13(28-31) A13(28-31) A12(28-31) A12(28-31) A13(28-31) A13(28-31) A12(28-31) A12(28-31) A13(28-31) A13(28-31) A12(28-31) A12(28-31) A13(28-31) A13(28-31)
+
+                    // The values arranged in shuffle patterns are operated with dot product operation within 32 bit lane i.e corresponding bytes and multiplied and added into 32 bit integers within 32 bit lane
+                    __m512i iacc_mat_00_0_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_03_sp1, lhs_mat_01_03_sp1), _mm512_maddubs_epi16(rhs_mat_014589CD_02_sp1, lhs_mat_01_02_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_01_sp1, lhs_mat_01_01_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_00_sp1, lhs_mat_01_00_sp1));
+                    __m512i iacc_mat_01_0_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_03_sp1, lhs_mat_01_03_sp1), _mm512_maddubs_epi16(rhs_mat_2367ABEF_02_sp1, lhs_mat_01_02_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_01_sp1, lhs_mat_01_01_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_00_sp1, lhs_mat_01_00_sp1));
+                    __m512i iacc_mat_10_0_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_03_sp1, lhs_mat_23_03_sp1), _mm512_maddubs_epi16(rhs_mat_014589CD_02_sp1, lhs_mat_23_02_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_01_sp1, lhs_mat_23_01_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_00_sp1, lhs_mat_23_00_sp1));
+                    __m512i iacc_mat_11_0_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_03_sp1, lhs_mat_23_03_sp1), _mm512_maddubs_epi16(rhs_mat_2367ABEF_02_sp1, lhs_mat_23_02_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_01_sp1, lhs_mat_23_01_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_00_sp1, lhs_mat_23_00_sp1));
+                    __m512i iacc_mat_00_1_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_13_sp1, lhs_mat_01_13_sp1), _mm512_maddubs_epi16(rhs_mat_014589CD_12_sp1, lhs_mat_01_12_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_11_sp1, lhs_mat_01_11_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_10_sp1, lhs_mat_01_10_sp1));
+                    __m512i iacc_mat_01_1_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_13_sp1, lhs_mat_01_13_sp1), _mm512_maddubs_epi16(rhs_mat_2367ABEF_12_sp1, lhs_mat_01_12_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_11_sp1, lhs_mat_01_11_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_10_sp1, lhs_mat_01_10_sp1));
+                    __m512i iacc_mat_10_1_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_13_sp1, lhs_mat_23_13_sp1), _mm512_maddubs_epi16(rhs_mat_014589CD_12_sp1, lhs_mat_23_12_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_11_sp1, lhs_mat_23_11_sp1)), _mm512_maddubs_epi16(rhs_mat_014589CD_10_sp1, lhs_mat_23_10_sp1));
+                    __m512i iacc_mat_11_1_sp1 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_13_sp1, lhs_mat_23_13_sp1), _mm512_maddubs_epi16(rhs_mat_2367ABEF_12_sp1, lhs_mat_23_12_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_11_sp1, lhs_mat_23_11_sp1)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_10_sp1, lhs_mat_23_10_sp1));
+
+                    __m512i iacc_mat_00_0_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_03_sp2, lhs_mat_01_03_sp2), _mm512_maddubs_epi16(rhs_mat_014589CD_02_sp2, lhs_mat_01_02_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_01_sp2, lhs_mat_01_01_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_00_sp2, lhs_mat_01_00_sp2));
+                    __m512i iacc_mat_01_0_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_03_sp2, lhs_mat_01_03_sp2), _mm512_maddubs_epi16(rhs_mat_2367ABEF_02_sp2, lhs_mat_01_02_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_01_sp2, lhs_mat_01_01_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_00_sp2, lhs_mat_01_00_sp2));
+                    __m512i iacc_mat_10_0_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_03_sp2, lhs_mat_23_03_sp2), _mm512_maddubs_epi16(rhs_mat_014589CD_02_sp2, lhs_mat_23_02_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_01_sp2, lhs_mat_23_01_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_00_sp2, lhs_mat_23_00_sp2));
+                    __m512i iacc_mat_11_0_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_03_sp2, lhs_mat_23_03_sp2), _mm512_maddubs_epi16(rhs_mat_2367ABEF_02_sp2, lhs_mat_23_02_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_01_sp2, lhs_mat_23_01_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_00_sp2, lhs_mat_23_00_sp2));
+                    __m512i iacc_mat_00_1_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_13_sp2, lhs_mat_01_13_sp2), _mm512_maddubs_epi16(rhs_mat_014589CD_12_sp2, lhs_mat_01_12_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_11_sp2, lhs_mat_01_11_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_10_sp2, lhs_mat_01_10_sp2));
+                    __m512i iacc_mat_01_1_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_13_sp2, lhs_mat_01_13_sp2), _mm512_maddubs_epi16(rhs_mat_2367ABEF_12_sp2, lhs_mat_01_12_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_11_sp2, lhs_mat_01_11_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_10_sp2, lhs_mat_01_10_sp2));
+                    __m512i iacc_mat_10_1_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_014589CD_13_sp2, lhs_mat_23_13_sp2), _mm512_maddubs_epi16(rhs_mat_014589CD_12_sp2, lhs_mat_23_12_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_11_sp2, lhs_mat_23_11_sp2)), _mm512_maddubs_epi16(rhs_mat_014589CD_10_sp2, lhs_mat_23_10_sp2));
+                    __m512i iacc_mat_11_1_sp2 = _mm512_add_epi16(_mm512_add_epi16(_mm512_add_epi16(_mm512_maddubs_epi16(rhs_mat_2367ABEF_13_sp2, lhs_mat_23_13_sp2), _mm512_maddubs_epi16(rhs_mat_2367ABEF_12_sp2, lhs_mat_23_12_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_11_sp2, lhs_mat_23_11_sp2)), _mm512_maddubs_epi16(rhs_mat_2367ABEF_10_sp2, lhs_mat_23_10_sp2));
+
+                    // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                    __m512i iacc_mat_00_0 = _mm512_add_epi16(iacc_mat_00_0_sp1, iacc_mat_00_0_sp2);
+                    __m512i iacc_mat_01_0 = _mm512_add_epi16(iacc_mat_01_0_sp1, iacc_mat_01_0_sp2);
+                    __m512i iacc_mat_10_0 = _mm512_add_epi16(iacc_mat_10_0_sp1, iacc_mat_10_0_sp2);
+                    __m512i iacc_mat_11_0 = _mm512_add_epi16(iacc_mat_11_0_sp1, iacc_mat_11_0_sp2);
+
+                    __m512i iacc_mat_00_1 = _mm512_add_epi16(iacc_mat_00_1_sp1, iacc_mat_00_1_sp2);
+                    __m512i iacc_mat_01_1 = _mm512_add_epi16(iacc_mat_01_1_sp1, iacc_mat_01_1_sp2);
+                    __m512i iacc_mat_10_1 = _mm512_add_epi16(iacc_mat_10_1_sp1, iacc_mat_10_1_sp2);
+                    __m512i iacc_mat_11_1 = _mm512_add_epi16(iacc_mat_11_1_sp1, iacc_mat_11_1_sp2);
+
+                    iacc_mat_00_0 = _mm512_madd_epi16(iacc_mat_00_0, scale_014589CD_0);
+                    iacc_mat_01_0 = _mm512_madd_epi16(iacc_mat_01_0, scale_2367ABEF_0);
+                    iacc_mat_10_0 = _mm512_madd_epi16(iacc_mat_10_0, scale_014589CD_0);
+                    iacc_mat_11_0 = _mm512_madd_epi16(iacc_mat_11_0, scale_2367ABEF_0);
+
+                    iacc_mat_00_1 = _mm512_madd_epi16(iacc_mat_00_1, scale_014589CD_1);
+                    iacc_mat_01_1 = _mm512_madd_epi16(iacc_mat_01_1, scale_2367ABEF_1);
+                    iacc_mat_10_1 = _mm512_madd_epi16(iacc_mat_10_1, scale_014589CD_1);
+                    iacc_mat_11_1 = _mm512_madd_epi16(iacc_mat_11_1, scale_2367ABEF_1);
+
+                    // Straighten out to make 4 row vectors (4 for each sub block which are accumulated together in the next step)
+                    __m512i iacc_row_0_0 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_00_0, _mm512_shuffle_epi32(iacc_mat_01_0, (_MM_PERM_ENUM)78));
+                    __m512i iacc_row_1_0 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_00_0, (_MM_PERM_ENUM)78), iacc_mat_01_0);
+                    __m512i iacc_row_2_0 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_10_0, _mm512_shuffle_epi32(iacc_mat_11_0, (_MM_PERM_ENUM)78));
+                    __m512i iacc_row_3_0 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_10_0, (_MM_PERM_ENUM)78), iacc_mat_11_0);
+                    __m512i iacc_row_0_1 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_00_1, _mm512_shuffle_epi32(iacc_mat_01_1, (_MM_PERM_ENUM)78));
+                    __m512i iacc_row_1_1 = _mm512_mask_blend_epi32(0xCCCC, _mm512_shuffle_epi32(iacc_mat_00_1, (_MM_PERM_ENUM)78), iacc_mat_01_1);
+                    __m512i iacc_row_2_1 = _mm512_mask_blend_epi32(0xCCCC, iacc_mat_10_1, _mm512_shuffle_epi32(iacc_mat_11_1, (_MM_PERM_ENUM)78));
+                    __m512i iacc_row_3_1 = _mm512_mask_blend_epi32(0xCCCC,_mm512_shuffle_epi32(iacc_mat_10_1, (_MM_PERM_ENUM)78), iacc_mat_11_1);
+
+                    __m512i iacc_row_0 = _mm512_add_epi32(iacc_row_0_0, iacc_row_0_1);
+                    __m512i iacc_row_1 = _mm512_add_epi32(iacc_row_1_0, iacc_row_1_1);
+                    __m512i iacc_row_2 = _mm512_add_epi32(iacc_row_2_0, iacc_row_2_1);
+                    __m512i iacc_row_3 = _mm512_add_epi32(iacc_row_3_0, iacc_row_3_1);
+
+                    // Load the scale(d) values for all the 4 Q8_k blocks and repeat it across lanes
+                    const __m128 row_scale_f32_sse = _mm_load_ps(a_ptr[b].d);
+                    const __m256 row_scale_f32_ymm = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse);
+                    const __m512 row_scale_f32 = _mm512_insertf32x8(_mm512_castps256_ps512(row_scale_f32_ymm), row_scale_f32_ymm, 1);
+
+                    // Multiply with appropiate scales and accumulate (for both d and dmin) below
+                    acc_rows[0] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_0), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[0]);
+                    acc_rows[1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_1), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[1]);
+                    acc_rows[2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_2), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[2]);
+                    acc_rows[3] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_3), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_rows[3]);
+
+                    __m512i iacc_row_min_0 = _mm512_madd_epi16(_mm512_shuffle_epi32(lhs_bsums_hsum_0123_01, (_MM_PERM_ENUM)0), mins_01);
+                    __m512i iacc_row_min_1 = _mm512_madd_epi16(_mm512_shuffle_epi32(lhs_bsums_hsum_0123_01, (_MM_PERM_ENUM)85), mins_01);
+                    __m512i iacc_row_min_2 = _mm512_madd_epi16(_mm512_shuffle_epi32(lhs_bsums_hsum_0123_01, (_MM_PERM_ENUM)170), mins_01);
+                    __m512i iacc_row_min_3 = _mm512_madd_epi16(_mm512_shuffle_epi32(lhs_bsums_hsum_0123_01, (_MM_PERM_ENUM)255), mins_01);
+
+                    acc_min_rows[0] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_0), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_min_rows[0]);
+                    acc_min_rows[1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_1), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_min_rows[1]);
+                    acc_min_rows[2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_2), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_min_rows[2]);
+                    acc_min_rows[3] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_3), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_min_rows[3]);
+                }
+            }
+            // Store accumlated values
+            for (int i = 0; i < 4; i++) {
+                _mm512_storeu_ps((float * )(s + ((y * 4 + i) * bs + x * 8)), _mm512_sub_ps(acc_rows[i], acc_min_rows[i]));
+            }
+        }
+    }
+    if (anc != nc) {
+        xstart = anc/8;
+        y = 0;
+    }
+#endif //AVX512F
+
+    // Take group of four block_q8_Kx4 structures at each pass of the loop and perform dot product operation
+    for (; y < anr / 4; y += 4) {
+
+        const block_q8_Kx4 * a_ptrs[4];
+
+        a_ptrs[0] = a_ptr_start + (y * nb);
+        for (int i = 0; i < 3; ++i) {
+            a_ptrs[i + 1] = a_ptrs[i] + nb;
+        }
+
+        // Take group of eight block_q4_kx8 structures at each pass of the loop and perform dot product operation
+        for (int64_t x = xstart; x < nc / 8; x++) {
+
+            const block_q4_Kx8 * b_ptr = b_ptr_start + (x * b_nb);
+
+            // Master FP accumulators
+            __m256 acc_rows[16];
+            for (int i = 0; i < 16; i++) {
+                acc_rows[i] = _mm256_setzero_ps();
+            }
+
+            __m256 acc_min_rows[16];
+            for (int i = 0; i < 16; i++) {
+                acc_min_rows[i] = _mm256_setzero_ps();
+            }
+
+            // For super block
+            for (int64_t b = 0; b < nb; b++) {
+
+                // Scale values - Load the eight scale values of block_q4_kx8
+                const __m256 col_scale_f32 = GGML_F32Cx8_LOAD(b_ptr[b].d);
+
+                // dmin values - Load the eight dmin values of block_q4_kx8
+                const __m256 col_dmin_f32 = GGML_F32Cx8_LOAD(b_ptr[b].dmin);
+
+                // Loop to iterate over the eight sub blocks of a super block - two sub blocks are processed per iteration
+                for (int sb = 0; sb < QK_K / 64; sb++) {
+
+                    // Load the eight block_q4_K for two sub blocks quantized values interleaved with each other in chunks of eight bytes - B0,B1 ....B6,B7
+                    const __m256i rhs_raw_mat_0123_0 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + sb * 256));
+                    const __m256i rhs_raw_mat_4567_0 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 32 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_1 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 64 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_1 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 96 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_2 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 128 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_2 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 160 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_3 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 192 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_3 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 224 + sb * 256));
+
+                    // Save the values in the following vectors in the formats B0B1B4B5, B2B3B6B7 for further processing and storing of values
+                    const __m256i rhs_raw_mat_0145_0 = _mm256_blend_epi32(rhs_raw_mat_0123_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_0, requiredOrder), rhs_raw_mat_4567_0, 240);
+                    const __m256i rhs_raw_mat_0145_1 = _mm256_blend_epi32(rhs_raw_mat_0123_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_1, requiredOrder), rhs_raw_mat_4567_1, 240);
+                    const __m256i rhs_raw_mat_0145_2 = _mm256_blend_epi32(rhs_raw_mat_0123_2, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_2, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_2 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_2, requiredOrder), rhs_raw_mat_4567_2, 240);
+                    const __m256i rhs_raw_mat_0145_3 = _mm256_blend_epi32(rhs_raw_mat_0123_3, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_3, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_3 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_3, requiredOrder), rhs_raw_mat_4567_3, 240);
+
+                    // 4-bit -> 8-bit
+                    // First sub block of the two sub blocks processed in the iteration
+                    const __m256i rhs_mat_0145_00 = _mm256_and_si256(rhs_raw_mat_0145_0, m4b); //B00(0-7) B01(0-7) B04(0-7) B05(0-7)
+                    const __m256i rhs_mat_2367_00 = _mm256_and_si256(rhs_raw_mat_2367_0, m4b); //B02(0-7) B03(0-7) B06(0-7) B07(0-7)
+
+                    const __m256i rhs_mat_0145_01 = _mm256_and_si256(rhs_raw_mat_0145_1, m4b); //B00(8-15) B01(8-15) B04(8-15) B05(8-15)
+                    const __m256i rhs_mat_2367_01 = _mm256_and_si256(rhs_raw_mat_2367_1, m4b); //B02(8-15) B03(8-15) B06(8-15) B07(8-15)
+
+                    const __m256i rhs_mat_0145_02 = _mm256_and_si256(rhs_raw_mat_0145_2, m4b); //B00(16-23) B01(16-23) B04(16-23) B05(16-23)
+                    const __m256i rhs_mat_2367_02 = _mm256_and_si256(rhs_raw_mat_2367_2, m4b); //B02(16-23) B03(16-23) B06(16-23) B07(16-23)
+
+                    const __m256i rhs_mat_0145_03 = _mm256_and_si256(rhs_raw_mat_0145_3, m4b); //B00(24-31) B01(24-31) B04(24-31) B05(24-31)
+                    const __m256i rhs_mat_2367_03 = _mm256_and_si256(rhs_raw_mat_2367_3, m4b); //B02(24-31) B03(24-31) B06(24-31) B07(24-31)
+
+                    // Second sub block of the two sub blocks processed in the iteration
+                    const __m256i rhs_mat_0145_10 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_0, 4), m4b); //B10(0-7) B11(0-7) B14(0-7) B15(0-7)
+                    const __m256i rhs_mat_2367_10 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_0, 4), m4b); //B12(0-7) B13(0-7) B16(0-7) B17(0-7)
+
+                    const __m256i rhs_mat_0145_11 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_1, 4), m4b); //B10(8-15) B11(8-15) B14(8-15) B15(8-15)
+                    const __m256i rhs_mat_2367_11 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_1, 4), m4b); //B12(8-15) B13(8-15) B16(8-15) B17(8-15)
+
+                    const __m256i rhs_mat_0145_12 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_2, 4), m4b); //B10(16-23) B11(16-23) B14(16-23) B15(16-23)
+                    const __m256i rhs_mat_2367_12 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_2, 4), m4b); //B12(16-23) B13(16-23) B16(16-23) B17(16-23)
+
+                    const __m256i rhs_mat_0145_13 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_3, 4), m4b); //B10(24-31) B11(24-31) B14(24-31) B15(24-31)
+                    const __m256i rhs_mat_2367_13 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_3, 4), m4b); //B12(24-31) B13(24-31) B16(24-31) B17(24-31)
+
+                    // Shuffle pattern one - right side input
+                    const __m256i rhs_mat_0145_00_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_00, 136); //B00(0-3) B01(0-3) B00(0-3) B01(0-3) B04(0-3) B05(0-3) B04(0-3) B05(0-3)
+                    const __m256i rhs_mat_2367_00_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_00, 136); //B02(0-3) B03(0-3) B02(0-3) B03(0-3) B06(0-3) B07(0-3) B06(0-3) B07(0-3)
+
+                    const __m256i rhs_mat_0145_01_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_01, 136); //B00(8-11) B01(8-11) B00(8-11) B01(8-11) B04(8-11) B05(8-11) B04(8-11) B05(8-11)
+                    const __m256i rhs_mat_2367_01_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_01, 136); //B02(8-11) B03(8-11) B02(8-11) B03(8-11) B06(8-11) B07(8-11) B06(8-11) B07(8-11)
+
+                    const __m256i rhs_mat_0145_02_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_02, 136); //B00(16-19) B01(16-19) B00(16-19) B01(16-19) B04(16-19) B05(16-19) B04(16-19) B05(16-19)
+                    const __m256i rhs_mat_2367_02_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_02, 136); //B02(16-19) B03(16-19) B02(16-19) B03(16-19) B06(16-19) B07(16-19) B06(16-19) B07(16-19)
+
+                    const __m256i rhs_mat_0145_03_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_03, 136); //B00(24-27) B01(24-27) B00(24-27) B01(24-27) B04(24-27) B05(24-27) B04(24-27) B05(24-27)
+                    const __m256i rhs_mat_2367_03_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_03, 136); //B02(24-27) B03(24-27) B02(24-27) B03(24-27) B06(24-27) B07(24-27) B06(24-27) B07(24-27)
+
+                    const __m256i rhs_mat_0145_10_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_10, 136); //B10(0-3) B11(0-3) B10(0-3) B11(0-3) B14(0-3) B15(0-3) B14(0-3) B15(0-3)
+                    const __m256i rhs_mat_2367_10_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_10, 136); //B12(0-3) B13(0-3) B12(0-3) B13(0-3) B16(0-3) B17(0-3) B16(0-3) B17(0-3)
+
+                    const __m256i rhs_mat_0145_11_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_11, 136); //B10(8-11) B11(8-11) B10(8-11) B11(8-11) B14(8-11) B15(8-11) B14(8-11) B15(8-11)
+                    const __m256i rhs_mat_2367_11_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_11, 136); //B12(8-11) B13(8-11) B12(8-11) B13(8-11) B16(8-11) B17(8-11) B16(8-11) B17(8-11)
+
+                    const __m256i rhs_mat_0145_12_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_12, 136); //B10(16-19) B11(16-19) B10(16-19) B11(16-19) B14(16-19) B15(16-19) B14(16-19) B15(16-19)
+                    const __m256i rhs_mat_2367_12_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_12, 136); //B12(16-19) B13(16-19) B12(16-19) B13(16-19) B16(16-19) B17(16-19) B16(16-19) B17(16-19)
+
+                    const __m256i rhs_mat_0145_13_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_13, 136); //B10(24-27) B11(24-27) B10(24-27) B11(24-27) B14(24-27) B15(24-27) B14(24-27) B15(24-27)
+                    const __m256i rhs_mat_2367_13_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_13, 136); //B12(24-27) B13(24-27) B12(24-27) B13(24-27) B16(24-27) B17(24-27) B16(24-27) B17(24-27)
+
+
+                    // Shuffle pattern two - right side input
+                    const __m256i rhs_mat_0145_00_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_00, 221); //B00(4-7) B01(4-7) B00(4-7) B01(4-7) B04(4-7) B05(4-7) B04(4-7) B05(4-7)
+                    const __m256i rhs_mat_2367_00_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_00, 221); //B02(4-7) B03(4-7) B02(4-7) B03(4-7) B06(4-7) B07(4-7) B06(4-7) B07(4-7)
+
+                    const __m256i rhs_mat_0145_01_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_01, 221); //B00(12-15) B01(12-15) B00(12-15) B01(12-15) B04(12-15) B05(12-15) B04(12-15) B05(12-15)
+                    const __m256i rhs_mat_2367_01_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_01, 221); //B02(12-15) B03(12-15) B02(12-15) B03(12-15) B06(12-15) B07(12-15) B06(12-15) B07(12-15)
+
+                    const __m256i rhs_mat_0145_02_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_02, 221); //B00(20-23) B01(20-23) B00(20-23) B01(20-23) B04(20-23) B05(20-23) B04(20-23) B05(20-23)
+                    const __m256i rhs_mat_2367_02_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_02, 221); //B02(20-23) B03(20-23) B02(20-23) B03(20-23) B06(20-23) B07(20-23) B06(20-23) B07(20-23)
+
+                    const __m256i rhs_mat_0145_03_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_03, 221); //B00(28-31) B01(28-31) B00(28-31) B01(28-31) B04(28-31) B05(28-31) B04(28-31) B05(28-31)
+                    const __m256i rhs_mat_2367_03_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_03, 221); //B02(28-31) B03(28-31) B02(28-31) B03(28-31) B06(28-31) B07(28-31) B06(28-31) B07(28-31)
+
+                    const __m256i rhs_mat_0145_10_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_10, 221); //B10(4-7) B11(4-7) B10(4-7) B11(4-7) B14(4-7) B15(4-7) B14(4-7) B15(4-7)
+                    const __m256i rhs_mat_2367_10_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_10, 221); //B12(4-7) B13(4-7) B12(4-7) B13(4-7) B16(4-7) B17(4-7) B16(4-7) B17(4-7)
+
+                    const __m256i rhs_mat_0145_11_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_11, 221); //B10(12-15) B11(12-15) B10(12-15) B11(12-15) B14(12-15) B15(12-15) B14(12-15) B15(12-15)
+                    const __m256i rhs_mat_2367_11_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_11, 221); //B12(12-15) B13(12-15) B12(12-15) B13(12-15) B16(12-15) B17(12-15) B16(12-15) B17(12-15)
+
+                    const __m256i rhs_mat_0145_12_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_12, 221); //B10(20-23) B11(20-23) B10(20-23) B11(20-23) B14(20-23) B15(20-23) B14(20-23) B15(20-23)
+                    const __m256i rhs_mat_2367_12_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_12, 221); //B12(20-23) B13(20-23) B12(20-23) B13(20-23) B16(20-23) B17(20-23) B16(20-23) B17(20-23)
+
+                    const __m256i rhs_mat_0145_13_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_13, 221); //B10(28-31) B11(28-31) B10(28-31) B11(28-31) B14(28-31) B15(28-31) B14(28-31) B15(28-31)
+                    const __m256i rhs_mat_2367_13_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_13, 221); //B12(28-31) B13(28-31) B12(28-31) B13(28-31) B16(28-31) B17(28-31) B16(28-31) B17(28-31)
+
+                    uint32_t utmp_0[4], utmp_1[4];
+
+                    // Scales and Mins of corresponding sub blocks from different Q4_K structures are stored together
+                    // The below block is for eg to extract first sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_0, b_ptr[b].scales + 24 * sb, 12);
+                    utmp_0[3] = ((utmp_0[2] >> 4) & kmask2) | (((utmp_0[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_0 = utmp_0[1] & kmask1;
+                    utmp_0[1] = (utmp_0[2] & kmask2) | (((utmp_0[0] >> 6) & kmask3) << 4);
+                    utmp_0[2] = uaux_0;
+                    utmp_0[0] &= kmask1;
+
+                    // The below block is for eg to extract second sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_1, b_ptr[b].scales + 12 + sb * 24, 12);
+                    utmp_1[3] = ((utmp_1[2] >> 4) & kmask2) | (((utmp_1[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_1 = utmp_1[1] & kmask1;
+                    utmp_1[1] = (utmp_1[2] & kmask2) | (((utmp_1[0] >> 6) & kmask3) << 4);
+                    utmp_1[2] = uaux_1;
+                    utmp_1[0] &= kmask1;
+
+                    // Scales of first sub block in the sb loop
+                    const __m128i mins_and_scales_0 = _mm_set_epi32(utmp_0[3], utmp_0[2], utmp_0[1], utmp_0[0]);
+                    const __m256i scales_0 = _mm256_cvtepu8_epi16(_mm_unpacklo_epi8(mins_and_scales_0, mins_and_scales_0));
+
+                    // Scales of second sub block in the sb loop
+                    const __m128i mins_and_scales_1 = _mm_set_epi32(utmp_1[3], utmp_1[2], utmp_1[1], utmp_1[0]);
+                    const __m256i scales_1 = _mm256_cvtepu8_epi16(_mm_unpacklo_epi8(mins_and_scales_1, mins_and_scales_1));
+
+                    // Mins of first and second sub block of Q4_K block are arranged side by side
+                    const __m256i mins_01 = _mm256_cvtepu8_epi16(_mm_unpacklo_epi8(_mm_shuffle_epi32(mins_and_scales_0, 78), _mm_shuffle_epi32(mins_and_scales_1, 78)));
+
+                    const __m256i scale_0145_0 = _mm256_shuffle_epi32(scales_0, 68);
+                    const __m256i scale_2367_0 = _mm256_shuffle_epi32(scales_0, 238);
+
+                    const __m256i scale_0145_1 = _mm256_shuffle_epi32(scales_1, 68);
+                    const __m256i scale_2367_1 = _mm256_shuffle_epi32(scales_1, 238);
+
+                    for (int rp = 0; rp < 4; rp++) {
+
+                        // Load the four block_q8_k quantized values interleaved with each other in chunks of eight bytes - A0,A1,A2,A3
+                        // Loaded as set of 128 bit vectors and repeated into a 256 bit vector
+                        __m256i lhs_mat_0123_00 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 256 * sb)));
+                        __m256i lhs_mat_01_00 = _mm256_permute2f128_si256(lhs_mat_0123_00, lhs_mat_0123_00, 0);
+                        __m256i lhs_mat_23_00 = _mm256_permute2f128_si256(lhs_mat_0123_00, lhs_mat_0123_00, 17);
+                        __m256i lhs_mat_0123_01 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 32 + 256 * sb)));
+                        __m256i lhs_mat_01_01 = _mm256_permute2f128_si256(lhs_mat_0123_01, lhs_mat_0123_01, 0);
+                        __m256i lhs_mat_23_01 = _mm256_permute2f128_si256(lhs_mat_0123_01, lhs_mat_0123_01, 17);
+                        __m256i lhs_mat_0123_02 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 64 + 256 * sb)));
+                        __m256i lhs_mat_01_02 = _mm256_permute2f128_si256(lhs_mat_0123_02, lhs_mat_0123_02, 0);
+                        __m256i lhs_mat_23_02 = _mm256_permute2f128_si256(lhs_mat_0123_02, lhs_mat_0123_02, 17);
+                        __m256i lhs_mat_0123_03 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 96 + 256 * sb)));
+                        __m256i lhs_mat_01_03 = _mm256_permute2f128_si256(lhs_mat_0123_03, lhs_mat_0123_03, 0);
+                        __m256i lhs_mat_23_03 = _mm256_permute2f128_si256(lhs_mat_0123_03, lhs_mat_0123_03, 17);
+                        __m256i lhs_mat_0123_10 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 128 + 256 * sb)));
+                        __m256i lhs_mat_01_10 = _mm256_permute2f128_si256(lhs_mat_0123_10, lhs_mat_0123_10, 0);
+                        __m256i lhs_mat_23_10 = _mm256_permute2f128_si256(lhs_mat_0123_10, lhs_mat_0123_10, 17);
+                        __m256i lhs_mat_0123_11 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 160 + 256 * sb)));
+                        __m256i lhs_mat_01_11 = _mm256_permute2f128_si256(lhs_mat_0123_11, lhs_mat_0123_11, 0);
+                        __m256i lhs_mat_23_11 = _mm256_permute2f128_si256(lhs_mat_0123_11, lhs_mat_0123_11, 17);
+                        __m256i lhs_mat_0123_12 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 192 + 256 * sb)));
+                        __m256i lhs_mat_01_12 = _mm256_permute2f128_si256(lhs_mat_0123_12, lhs_mat_0123_12, 0);
+                        __m256i lhs_mat_23_12 = _mm256_permute2f128_si256(lhs_mat_0123_12, lhs_mat_0123_12, 17);
+                        __m256i lhs_mat_0123_13 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].qs + 224 + 256 * sb)));
+                        __m256i lhs_mat_01_13 = _mm256_permute2f128_si256(lhs_mat_0123_13, lhs_mat_0123_13, 0);
+                        __m256i lhs_mat_23_13 = _mm256_permute2f128_si256(lhs_mat_0123_13, lhs_mat_0123_13, 17);
+
+                        // Bsums are loaded - four bsums are loaded (for two sub blocks) for the different Q8_K blocks
+                        __m256i lhs_bsums_0123_01 = _mm256_loadu_si256((const __m256i * )((a_ptrs[rp][b].bsums + 16 * sb)));
+                        __m256i lhs_bsums_hsum_0123_01 = _mm256_castsi128_si256(_mm_hadd_epi16(_mm256_castsi256_si128(lhs_bsums_0123_01), _mm256_extractf128_si256(lhs_bsums_0123_01, 1)));
+                        lhs_bsums_hsum_0123_01 = _mm256_permute2x128_si256(lhs_bsums_hsum_0123_01, lhs_bsums_hsum_0123_01, 0);
+
+                        // Shuffle pattern one - left side input
+                        const __m256i lhs_mat_01_00_sp1 = _mm256_shuffle_epi32(lhs_mat_01_00, 160); //A00(0-3) A00(0-3) A01(0-3) A01(0-3) A00(0-3) A00(0-3) A01(0-3) A01(0-3)
+                        const __m256i lhs_mat_23_00_sp1 = _mm256_shuffle_epi32(lhs_mat_23_00, 160); //A02(0-3) A03(0-3) A02(0-3) A03(0-3) A02(0-3) A03(0-3) A02(0-3) A03(0-3)
+
+                        const __m256i lhs_mat_01_01_sp1 = _mm256_shuffle_epi32(lhs_mat_01_01, 160);  //A00(8-11) A00(8-11) A01(8-11) A01(8-11) A00(8-11) A00(8-11) A01(8-11) A01(8-11)
+                        const __m256i lhs_mat_23_01_sp1 = _mm256_shuffle_epi32(lhs_mat_23_01, 160);  //A02(8-11) A03(8-11) A02(8-11) A03(8-11) A02(8-11) A03(8-11) A02(8-11) A03(8-11)
+
+                        const __m256i lhs_mat_01_02_sp1 = _mm256_shuffle_epi32(lhs_mat_01_02, 160);  //A00(16-19) A00(16-19) A01(16-19) A01(16-19) A00(16-19) A00(16-19) A01(16-19) A01(16-19)
+                        const __m256i lhs_mat_23_02_sp1 = _mm256_shuffle_epi32(lhs_mat_23_02, 160);  //A02(16-19) A03(16-19) A02(16-19) A03(16-19) A02(16-19) A03(16-19) A02(16-19) A03(16-19)
+
+                        const __m256i lhs_mat_01_03_sp1 = _mm256_shuffle_epi32(lhs_mat_01_03, 160);  //A00(24-27) A00(24-27) A01(24-27) A01(24-27) A00(24-27) A00(24-27) A01(24-27) A01(24-27)
+                        const __m256i lhs_mat_23_03_sp1 = _mm256_shuffle_epi32(lhs_mat_23_03, 160); //A02(24-27) A03(24-27) A02(24-27) A03(24-27) A02(24-27) A03(24-27) A02(24-27) A03(24-27)
+
+                        const __m256i lhs_mat_01_10_sp1 = _mm256_shuffle_epi32(lhs_mat_01_10, 160); //A10(0-3) A10(0-3) A11(0-3) A11(0-3) A10(0-3) A10(0-3) A11(0-3) A11(0-3)
+                        const __m256i lhs_mat_23_10_sp1 = _mm256_shuffle_epi32(lhs_mat_23_10, 160); //A12(0-3) A13(0-3) A12(0-3) A13(0-3) A12(0-3) A13(0-3) A12(0-3) A13(0-3)
+
+                        const __m256i lhs_mat_01_11_sp1 = _mm256_shuffle_epi32(lhs_mat_01_11, 160);  //A10(8-11) A10(8-11) A11(8-11) A11(8-11) A10(8-11) A10(8-11) A11(8-11) A11(8-11)
+                        const __m256i lhs_mat_23_11_sp1 = _mm256_shuffle_epi32(lhs_mat_23_11, 160);  //A12(8-11) A13(8-11) A12(8-11) A13(8-11) A12(8-11) A13(8-11) A12(8-11) A13(8-11)
+
+                        const __m256i lhs_mat_01_12_sp1 = _mm256_shuffle_epi32(lhs_mat_01_12, 160);  //A10(16-19) A10(16-19) A11(16-19) A11(16-19) A10(16-19) A10(16-19) A11(16-19) A11(16-19)
+                        const __m256i lhs_mat_23_12_sp1 = _mm256_shuffle_epi32(lhs_mat_23_12, 160);  //A12(16-19) A13(16-19) A12(16-19) A13(16-19) A12(16-19) A13(16-19) A12(16-19) A13(16-19)
+
+                        const __m256i lhs_mat_01_13_sp1 = _mm256_shuffle_epi32(lhs_mat_01_13, 160); //A10(24-27) A10(24-27) A11(24-27) A11(24-27) A10(24-27) A10(24-27) A11(24-27) A11(24-27)
+                        const __m256i lhs_mat_23_13_sp1 = _mm256_shuffle_epi32(lhs_mat_23_13, 160); //A12(24-27) A13(24-27) A12(24-27) A13(24-27) A12(24-27) A13(24-27) A12(24-27) A13(24-27)
+
+                        // Shuffle pattern two- left side input
+                        const __m256i lhs_mat_01_00_sp2 = _mm256_shuffle_epi32(lhs_mat_01_00, 245); //A00(4-7) A00(4-7) A01(4-7) A01(4-7) A00(4-7) A00(4-7) A01(4-7) A01(4-7)
+                        const __m256i lhs_mat_23_00_sp2 = _mm256_shuffle_epi32(lhs_mat_23_00, 245); //A02(4-7) A03(4-7) A02(4-7) A03(4-7) A02(4-7) A03(4-7) A02(4-7) A03(4-7)
+
+                        const __m256i lhs_mat_01_01_sp2 = _mm256_shuffle_epi32(lhs_mat_01_01, 245); //A00(12-15) A00(12-15) A01(12-15) A01(12-15) A00(12-15) A00(12-15) A01(12-15) A01(12-15)
+                        const __m256i lhs_mat_23_01_sp2 = _mm256_shuffle_epi32(lhs_mat_23_01, 245); //A02(12-15) A03(12-15) A02(12-15) A03(12-15) A02(12-15) A03(12-15) A02(12-15) A03(12-15)
+
+                        const __m256i lhs_mat_01_02_sp2 = _mm256_shuffle_epi32(lhs_mat_01_02, 245); //A00(20-23) A00(20-23) A01(20-23) A01(20-23) A00(20-23) A00(20-23) A01(20-23) A01(20-23)
+                        const __m256i lhs_mat_23_02_sp2 = _mm256_shuffle_epi32(lhs_mat_23_02, 245); //A02(20-23) A03(20-23) A02(20-23) A03(20-23) A02(20-23) A03(20-23) A02(20-23) A03(20-23)
+
+                        const __m256i lhs_mat_01_03_sp2 = _mm256_shuffle_epi32(lhs_mat_01_03, 245); //A00(28-31) A00(28-31) A01(28-31) A01(28-31) A00(28-31) A00(28-31) A01(28-31) A01(28-31)
+                        const __m256i lhs_mat_23_03_sp2 = _mm256_shuffle_epi32(lhs_mat_23_03, 245); //A02(28-31) A03(28-31) A02(28-31) A03(28-31) A02(28-31) A03(28-31) A02(28-31) A03(28-31)
+
+                        const __m256i lhs_mat_01_10_sp2 = _mm256_shuffle_epi32(lhs_mat_01_10, 245); //A10(4-7) A10(4-7) A11(4-7) A11(4-7) A10(4-7) A10(4-7) A11(4-7) A11(4-7)
+                        const __m256i lhs_mat_23_10_sp2 = _mm256_shuffle_epi32(lhs_mat_23_10, 245); //A12(4-7) A13(4-7) A12(4-7) A13(4-7) A12(4-7) A13(4-7) A12(4-7) A13(4-7)
+
+                        const __m256i lhs_mat_01_11_sp2 = _mm256_shuffle_epi32(lhs_mat_01_11, 245); //A10(12-15) A10(12-15) A11(12-15) A11(12-15) A10(12-15) A10(12-15) A11(12-15) A11(12-15)
+                        const __m256i lhs_mat_23_11_sp2 = _mm256_shuffle_epi32(lhs_mat_23_11, 245); //A12(12-15) A13(12-15) A12(12-15) A13(12-15) A12(12-15) A13(12-15) A12(12-15) A13(12-15)
+
+                        const __m256i lhs_mat_01_12_sp2 = _mm256_shuffle_epi32(lhs_mat_01_12, 245); //A10(20-23) A10(20-23) A11(20-23) A11(20-23) A10(20-23) A10(20-23) A11(20-23) A11(20-23)
+                        const __m256i lhs_mat_23_12_sp2 = _mm256_shuffle_epi32(lhs_mat_23_12, 245); //A12(20-23) A13(20-23) A12(20-23) A13(20-23) A12(20-23) A13(20-23) A12(20-23) A13(20-23)
+
+                        const __m256i lhs_mat_01_13_sp2 = _mm256_shuffle_epi32(lhs_mat_01_13, 245); //A10(28-31) A10(28-31) A11(28-31) A11(28-31) A10(28-31) A10(28-31) A11(28-31) A11(28-31)
+                        const __m256i lhs_mat_23_13_sp2 = _mm256_shuffle_epi32(lhs_mat_23_13, 245); //A12(28-31) A13(28-31) A12(28-31) A13(28-31) A12(28-31) A13(28-31) A12(28-31) A13(28-31)
+
+                        // The values arranged in shuffle patterns are operated with dot product operation within 32 bit lane i.e corresponding bytes and multiplied and added into 32 bit integers within 32 bit lane
+                        __m256i iacc_mat_00_0_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_03_sp1, lhs_mat_01_03_sp1), _mm256_maddubs_epi16(rhs_mat_0145_02_sp1, lhs_mat_01_02_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_01_sp1, lhs_mat_01_01_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_00_sp1, lhs_mat_01_00_sp1));
+                        __m256i iacc_mat_01_0_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_03_sp1, lhs_mat_01_03_sp1), _mm256_maddubs_epi16(rhs_mat_2367_02_sp1, lhs_mat_01_02_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_01_sp1, lhs_mat_01_01_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_00_sp1, lhs_mat_01_00_sp1));
+                        __m256i iacc_mat_10_0_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_03_sp1, lhs_mat_23_03_sp1), _mm256_maddubs_epi16(rhs_mat_0145_02_sp1, lhs_mat_23_02_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_01_sp1, lhs_mat_23_01_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_00_sp1, lhs_mat_23_00_sp1));
+                        __m256i iacc_mat_11_0_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_03_sp1, lhs_mat_23_03_sp1), _mm256_maddubs_epi16(rhs_mat_2367_02_sp1, lhs_mat_23_02_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_01_sp1, lhs_mat_23_01_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_00_sp1, lhs_mat_23_00_sp1));
+                        __m256i iacc_mat_00_1_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_13_sp1, lhs_mat_01_13_sp1), _mm256_maddubs_epi16(rhs_mat_0145_12_sp1, lhs_mat_01_12_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_11_sp1, lhs_mat_01_11_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_10_sp1, lhs_mat_01_10_sp1));
+                        __m256i iacc_mat_01_1_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_13_sp1, lhs_mat_01_13_sp1), _mm256_maddubs_epi16(rhs_mat_2367_12_sp1, lhs_mat_01_12_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_11_sp1, lhs_mat_01_11_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_10_sp1, lhs_mat_01_10_sp1));
+                        __m256i iacc_mat_10_1_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_13_sp1, lhs_mat_23_13_sp1), _mm256_maddubs_epi16(rhs_mat_0145_12_sp1, lhs_mat_23_12_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_11_sp1, lhs_mat_23_11_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_10_sp1, lhs_mat_23_10_sp1));
+                        __m256i iacc_mat_11_1_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_13_sp1, lhs_mat_23_13_sp1), _mm256_maddubs_epi16(rhs_mat_2367_12_sp1, lhs_mat_23_12_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_11_sp1, lhs_mat_23_11_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_10_sp1, lhs_mat_23_10_sp1));
+
+                        __m256i iacc_mat_00_0_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_03_sp2, lhs_mat_01_03_sp2), _mm256_maddubs_epi16(rhs_mat_0145_02_sp2, lhs_mat_01_02_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_01_sp2, lhs_mat_01_01_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_00_sp2, lhs_mat_01_00_sp2));
+                        __m256i iacc_mat_01_0_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_03_sp2, lhs_mat_01_03_sp2), _mm256_maddubs_epi16(rhs_mat_2367_02_sp2, lhs_mat_01_02_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_01_sp2, lhs_mat_01_01_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_00_sp2, lhs_mat_01_00_sp2));
+                        __m256i iacc_mat_10_0_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_03_sp2, lhs_mat_23_03_sp2), _mm256_maddubs_epi16(rhs_mat_0145_02_sp2, lhs_mat_23_02_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_01_sp2, lhs_mat_23_01_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_00_sp2, lhs_mat_23_00_sp2));
+                        __m256i iacc_mat_11_0_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_03_sp2, lhs_mat_23_03_sp2), _mm256_maddubs_epi16(rhs_mat_2367_02_sp2, lhs_mat_23_02_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_01_sp2, lhs_mat_23_01_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_00_sp2, lhs_mat_23_00_sp2));
+                        __m256i iacc_mat_00_1_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_13_sp2, lhs_mat_01_13_sp2), _mm256_maddubs_epi16(rhs_mat_0145_12_sp2, lhs_mat_01_12_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_11_sp2, lhs_mat_01_11_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_10_sp2, lhs_mat_01_10_sp2));
+                        __m256i iacc_mat_01_1_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_13_sp2, lhs_mat_01_13_sp2), _mm256_maddubs_epi16(rhs_mat_2367_12_sp2, lhs_mat_01_12_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_11_sp2, lhs_mat_01_11_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_10_sp2, lhs_mat_01_10_sp2));
+                        __m256i iacc_mat_10_1_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_13_sp2, lhs_mat_23_13_sp2), _mm256_maddubs_epi16(rhs_mat_0145_12_sp2, lhs_mat_23_12_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_11_sp2, lhs_mat_23_11_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_10_sp2, lhs_mat_23_10_sp2));
+                        __m256i iacc_mat_11_1_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_13_sp2, lhs_mat_23_13_sp2), _mm256_maddubs_epi16(rhs_mat_2367_12_sp2, lhs_mat_23_12_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_11_sp2, lhs_mat_23_11_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_10_sp2, lhs_mat_23_10_sp2));
+
+                        // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                        __m256i iacc_mat_00_0 = _mm256_add_epi16(iacc_mat_00_0_sp1, iacc_mat_00_0_sp2);
+                        __m256i iacc_mat_01_0 = _mm256_add_epi16(iacc_mat_01_0_sp1, iacc_mat_01_0_sp2);
+                        __m256i iacc_mat_10_0 = _mm256_add_epi16(iacc_mat_10_0_sp1, iacc_mat_10_0_sp2);
+                        __m256i iacc_mat_11_0 = _mm256_add_epi16(iacc_mat_11_0_sp1, iacc_mat_11_0_sp2);
+
+                        __m256i iacc_mat_00_1 = _mm256_add_epi16(iacc_mat_00_1_sp1, iacc_mat_00_1_sp2);
+                        __m256i iacc_mat_01_1 = _mm256_add_epi16(iacc_mat_01_1_sp1, iacc_mat_01_1_sp2);
+                        __m256i iacc_mat_10_1 = _mm256_add_epi16(iacc_mat_10_1_sp1, iacc_mat_10_1_sp2);
+                        __m256i iacc_mat_11_1 = _mm256_add_epi16(iacc_mat_11_1_sp1, iacc_mat_11_1_sp2);
+
+                        // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                        iacc_mat_00_0 = _mm256_madd_epi16(iacc_mat_00_0, scale_0145_0);
+                        iacc_mat_01_0 = _mm256_madd_epi16(iacc_mat_01_0, scale_2367_0);
+                        iacc_mat_10_0 = _mm256_madd_epi16(iacc_mat_10_0, scale_0145_0);
+                        iacc_mat_11_0 = _mm256_madd_epi16(iacc_mat_11_0, scale_2367_0);
+
+                        iacc_mat_00_1 = _mm256_madd_epi16(iacc_mat_00_1, scale_0145_1);
+                        iacc_mat_01_1 = _mm256_madd_epi16(iacc_mat_01_1, scale_2367_1);
+                        iacc_mat_10_1 = _mm256_madd_epi16(iacc_mat_10_1, scale_0145_1);
+                        iacc_mat_11_1 = _mm256_madd_epi16(iacc_mat_11_1, scale_2367_1);
+
+                        // Straighten out to make 4 row vectors (4 for each sub block which are accumulated together in the next step)
+                        __m256i iacc_row_0_0 = _mm256_blend_epi32(iacc_mat_00_0, _mm256_shuffle_epi32(iacc_mat_01_0, 78), 204);
+                        __m256i iacc_row_1_0 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_00_0, 78), iacc_mat_01_0, 204);
+                        __m256i iacc_row_2_0 = _mm256_blend_epi32(iacc_mat_10_0, _mm256_shuffle_epi32(iacc_mat_11_0, 78), 204);
+                        __m256i iacc_row_3_0 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_10_0, 78), iacc_mat_11_0, 204);
+                        __m256i iacc_row_0_1 = _mm256_blend_epi32(iacc_mat_00_1, _mm256_shuffle_epi32(iacc_mat_01_1, 78), 204);
+                        __m256i iacc_row_1_1 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_00_1, 78), iacc_mat_01_1, 204);
+                        __m256i iacc_row_2_1 = _mm256_blend_epi32(iacc_mat_10_1, _mm256_shuffle_epi32(iacc_mat_11_1, 78), 204);
+                        __m256i iacc_row_3_1 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_10_1, 78), iacc_mat_11_1, 204);
+
+                        __m256i iacc_row_0 = _mm256_add_epi32(iacc_row_0_0, iacc_row_0_1);
+                        __m256i iacc_row_1 = _mm256_add_epi32(iacc_row_1_0, iacc_row_1_1);
+                        __m256i iacc_row_2 = _mm256_add_epi32(iacc_row_2_0, iacc_row_2_1);
+                        __m256i iacc_row_3 = _mm256_add_epi32(iacc_row_3_0, iacc_row_3_1);
+
+                        // Load the scale(d) values for all the 4 Q8_k blocks and repeat it across lanes
+                        const __m128 row_scale_f32_sse = _mm_load_ps(a_ptrs[rp][b].d);
+                        const __m256 row_scale_f32 = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse);//GGML_F32Cx8_REPEAT_LOAD(a_ptrs[rp][b].d, loadMask);
+
+                        // Multiply with appropiate scales and accumulate (for both d and dmin) below
+                        acc_rows[rp * 4] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[rp * 4]);
+                        acc_rows[rp * 4 + 1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[rp * 4 + 1]);
+                        acc_rows[rp * 4 + 2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]);
+                        acc_rows[rp * 4 + 3] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_3), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_rows[rp * 4 + 3]);
+
+                        __m256i iacc_row_min_0 = _mm256_madd_epi16(_mm256_shuffle_epi32(lhs_bsums_hsum_0123_01, 0), mins_01);
+                        __m256i iacc_row_min_1 = _mm256_madd_epi16(_mm256_shuffle_epi32(lhs_bsums_hsum_0123_01, 85), mins_01);
+                        __m256i iacc_row_min_2 = _mm256_madd_epi16(_mm256_shuffle_epi32(lhs_bsums_hsum_0123_01, 170), mins_01);
+                        __m256i iacc_row_min_3 = _mm256_madd_epi16(_mm256_shuffle_epi32(lhs_bsums_hsum_0123_01, 255), mins_01);
+
+                        acc_min_rows[rp * 4] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_min_0), _mm256_mul_ps(col_dmin_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_min_rows[rp * 4]);
+                        acc_min_rows[rp * 4 + 1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_min_1), _mm256_mul_ps(col_dmin_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_min_rows[rp * 4 + 1]);
+                        acc_min_rows[rp * 4 + 2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_min_2), _mm256_mul_ps(col_dmin_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_min_rows[rp * 4 + 2]);
+                        acc_min_rows[rp * 4 + 3] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_min_3), _mm256_mul_ps(col_dmin_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_min_rows[rp * 4 + 3]);
+
+                    }
+                }
+            }
+            // Store the accumulated values
+            for (int i = 0; i < 16; i++) {
+                _mm256_storeu_ps((float * )(s + ((y * 4 + i) * bs + x * 8)), _mm256_sub_ps(acc_rows[i], acc_min_rows[i]));
+            }
+        }
+    }
+    for (; y < nr / 4; y++) {
+
+        const block_q8_Kx4 * a_ptr = a_ptr_start + (y * nb);
+
+        for (int64_t x = xstart; x < nc / 8; x++) {
+
+            const block_q4_Kx8 * b_ptr = b_ptr_start + (x * b_nb);
+
+            // Master FP accumulators
+            __m256 acc_rows[4];
+            for (int i = 0; i < 4; i++) {
+                acc_rows[i] = _mm256_setzero_ps();
+            }
+
+            __m256 acc_min_rows[4];
+            for (int i = 0; i < 4; i++) {
+                acc_min_rows[i] = _mm256_setzero_ps();
+            }
+
+            for (int64_t b = 0; b < nb; b++) {
+
+                // Scale values - Load the eight scale values of block_q4_Kx8
+                const __m256 col_scale_f32 = GGML_F32Cx8_LOAD(b_ptr[b].d);
+
+                // dmin values - Load the eight dmin values of block_q4_Kx8
+                const __m256 col_dmin_f32 = GGML_F32Cx8_LOAD(b_ptr[b].dmin);
+
+                // Loop to iterate over the eight sub blocks of a super block - two sub blocks are processed per iteration
+                for (int sb = 0; sb < QK_K / 64; sb++) {
+
+                    // Load the eight block_q4_k for two sub blocks quantized values interleaved with each other in chunks of eight bytes - B0,B1 ....B6,B7
+                    const __m256i rhs_raw_mat_0123_0 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + sb * 256));
+                    const __m256i rhs_raw_mat_4567_0 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 32 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_1 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 64 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_1 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 96 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_2 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 128 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_2 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 160 + sb * 256));
+                    const __m256i rhs_raw_mat_0123_3 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 192 + sb * 256));
+                    const __m256i rhs_raw_mat_4567_3 = _mm256_loadu_si256((const __m256i * )(b_ptr[b].qs + 224 + sb * 256));
+
+                    // Save the values in the following vectors in the formats B0B1B4B5, B2B3B6B7 for further processing and storing of values
+                    const __m256i rhs_raw_mat_0145_0 = _mm256_blend_epi32(rhs_raw_mat_0123_0, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_0, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_0 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_0, requiredOrder), rhs_raw_mat_4567_0, 240);
+                    const __m256i rhs_raw_mat_0145_1 = _mm256_blend_epi32(rhs_raw_mat_0123_1, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_1, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_1 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_1, requiredOrder), rhs_raw_mat_4567_1, 240);
+                    const __m256i rhs_raw_mat_0145_2 = _mm256_blend_epi32(rhs_raw_mat_0123_2, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_2, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_2 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_2, requiredOrder), rhs_raw_mat_4567_2, 240);
+                    const __m256i rhs_raw_mat_0145_3 = _mm256_blend_epi32(rhs_raw_mat_0123_3, _mm256_permutevar8x32_epi32(rhs_raw_mat_4567_3, requiredOrder), 240);
+                    const __m256i rhs_raw_mat_2367_3 = _mm256_blend_epi32(_mm256_permutevar8x32_epi32(rhs_raw_mat_0123_3, requiredOrder), rhs_raw_mat_4567_3, 240);
+
+                    // 4-bit -> 8-bit
+                    // First sub block of the two sub blocks processed in the iteration
+                    const __m256i rhs_mat_0145_00 = _mm256_and_si256(rhs_raw_mat_0145_0, m4b); //B00(0-7) B01(0-7) B04(0-7) B05(0-7)
+                    const __m256i rhs_mat_2367_00 = _mm256_and_si256(rhs_raw_mat_2367_0, m4b); //B02(0-7) B03(0-7) B06(0-7) B07(0-7)
+
+                    const __m256i rhs_mat_0145_01 = _mm256_and_si256(rhs_raw_mat_0145_1, m4b); //B00(8-15) B01(8-15) B04(8-15) B05(8-15)
+                    const __m256i rhs_mat_2367_01 = _mm256_and_si256(rhs_raw_mat_2367_1, m4b); //B02(8-15) B03(8-15) B06(8-15) B07(8-15)
+
+                    const __m256i rhs_mat_0145_02 = _mm256_and_si256(rhs_raw_mat_0145_2, m4b); //B00(16-23) B01(16-23) B04(16-23) B05(16-23)
+                    const __m256i rhs_mat_2367_02 = _mm256_and_si256(rhs_raw_mat_2367_2, m4b); //B02(16-23) B03(16-23) B06(16-23) B07(16-23)
+
+                    const __m256i rhs_mat_0145_03 = _mm256_and_si256(rhs_raw_mat_0145_3, m4b); //B00(24-31) B01(24-31) B04(24-31) B05(24-31)
+                    const __m256i rhs_mat_2367_03 = _mm256_and_si256(rhs_raw_mat_2367_3, m4b); //B02(24-31) B03(24-31) B06(24-31) B07(24-31)
+
+                    // Second sub block of the two sub blocks processed in the iteration
+                    const __m256i rhs_mat_0145_10 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_0, 4), m4b); //B10(0-7) B11(0-7) B14(0-7) B15(0-7)
+                    const __m256i rhs_mat_2367_10 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_0, 4), m4b); //B12(0-7) B13(0-7) B16(0-7) B17(0-7)
+
+                    const __m256i rhs_mat_0145_11 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_1, 4), m4b); //B10(8-15) B11(8-15) B14(8-15) B15(8-15)
+                    const __m256i rhs_mat_2367_11 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_1, 4), m4b); //B12(8-15) B13(8-15) B16(8-15) B17(8-15)
+
+                    const __m256i rhs_mat_0145_12 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_2, 4), m4b); //B10(16-23) B11(16-23) B14(16-23) B15(16-23)
+                    const __m256i rhs_mat_2367_12 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_2, 4), m4b); //B12(16-23) B13(16-23) B16(16-23) B17(16-23)
+
+                    const __m256i rhs_mat_0145_13 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_0145_3, 4), m4b); //B10(24-31) B11(24-31) B14(24-31) B15(24-31)
+                    const __m256i rhs_mat_2367_13 = _mm256_and_si256(_mm256_srli_epi16(rhs_raw_mat_2367_3, 4), m4b); //B12(24-31) B13(24-31) B16(24-31) B17(24-31)
+
+                    // Shuffle pattern one - right side input
+                    const __m256i rhs_mat_0145_00_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_00, 136); //B00(0-3) B01(0-3) B00(0-3) B01(0-3) B04(0-3) B05(0-3) B04(0-3) B05(0-3)
+                    const __m256i rhs_mat_2367_00_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_00, 136); //B02(0-3) B03(0-3) B02(0-3) B03(0-3) B06(0-3) B07(0-3) B06(0-3) B07(0-3)
+
+                    const __m256i rhs_mat_0145_01_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_01, 136); //B00(8-11) B01(8-11) B00(8-11) B01(8-11) B04(8-11) B05(8-11) B04(8-11) B05(8-11)
+                    const __m256i rhs_mat_2367_01_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_01, 136); //B02(8-11) B03(8-11) B02(8-11) B03(8-11) B06(8-11) B07(8-11) B06(8-11) B07(8-11)
+
+                    const __m256i rhs_mat_0145_02_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_02, 136); //B00(16-19) B01(16-19) B00(16-19) B01(16-19) B04(16-19) B05(16-19) B04(16-19) B05(16-19)
+                    const __m256i rhs_mat_2367_02_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_02, 136); //B02(16-19) B03(16-19) B02(16-19) B03(16-19) B06(16-19) B07(16-19) B06(16-19) B07(16-19)
+
+                    const __m256i rhs_mat_0145_03_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_03, 136); //B00(24-27) B01(24-27) B00(24-27) B01(24-27) B04(24-27) B05(24-27) B04(24-27) B05(24-27)
+                    const __m256i rhs_mat_2367_03_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_03, 136); //B02(24-27) B03(24-27) B02(24-27) B03(24-27) B06(24-27) B07(24-27) B06(24-27) B07(24-27)
+
+                    const __m256i rhs_mat_0145_10_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_10, 136); //B10(0-3) B11(0-3) B10(0-3) B11(0-3) B14(0-3) B15(0-3) B14(0-3) B15(0-3)
+                    const __m256i rhs_mat_2367_10_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_10, 136); //B12(0-3) B13(0-3) B12(0-3) B13(0-3) B16(0-3) B17(0-3) B16(0-3) B17(0-3)
+
+                    const __m256i rhs_mat_0145_11_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_11, 136); //B10(8-11) B11(8-11) B10(8-11) B11(8-11) B14(8-11) B15(8-11) B14(8-11) B15(8-11)
+                    const __m256i rhs_mat_2367_11_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_11, 136); //B12(8-11) B13(8-11) B12(8-11) B13(8-11) B16(8-11) B17(8-11) B16(8-11) B17(8-11)
+
+                    const __m256i rhs_mat_0145_12_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_12, 136); //B10(16-19) B11(16-19) B10(16-19) B11(16-19) B14(16-19) B15(16-19) B14(16-19) B15(16-19)
+                    const __m256i rhs_mat_2367_12_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_12, 136); //B12(16-19) B13(16-19) B12(16-19) B13(16-19) B16(16-19) B17(16-19) B16(16-19) B17(16-19)
+
+                    const __m256i rhs_mat_0145_13_sp1 = _mm256_shuffle_epi32(rhs_mat_0145_13, 136); //B10(24-27) B11(24-27) B10(24-27) B11(24-27) B14(24-27) B15(24-27) B14(24-27) B15(24-27)
+                    const __m256i rhs_mat_2367_13_sp1 = _mm256_shuffle_epi32(rhs_mat_2367_13, 136); //B12(24-27) B13(24-27) B12(24-27) B13(24-27) B16(24-27) B17(24-27) B16(24-27) B17(24-27)
+
+                    // Shuffle pattern two - right side input
+                    const __m256i rhs_mat_0145_00_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_00, 221); //B00(4-7) B01(4-7) B00(4-7) B01(4-7) B04(4-7) B05(4-7) B04(4-7) B05(4-7)
+                    const __m256i rhs_mat_2367_00_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_00, 221); //B02(4-7) B03(4-7) B02(4-7) B03(4-7) B06(4-7) B07(4-7) B06(4-7) B07(4-7)
+
+                    const __m256i rhs_mat_0145_01_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_01, 221); //B00(12-15) B01(12-15) B00(12-15) B01(12-15) B04(12-15) B05(12-15) B04(12-15) B05(12-15)
+                    const __m256i rhs_mat_2367_01_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_01, 221); //B02(12-15) B03(12-15) B02(12-15) B03(12-15) B06(12-15) B07(12-15) B06(12-15) B07(12-15)
+
+                    const __m256i rhs_mat_0145_02_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_02, 221); //B00(20-23) B01(20-23) B00(20-23) B01(20-23) B04(20-23) B05(20-23) B04(20-23) B05(20-23)
+                    const __m256i rhs_mat_2367_02_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_02, 221); //B02(20-23) B03(20-23) B02(20-23) B03(20-23) B06(20-23) B07(20-23) B06(20-23) B07(20-23)
+
+                    const __m256i rhs_mat_0145_03_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_03, 221); //B00(28-31) B01(28-31) B00(28-31) B01(28-31) B04(28-31) B05(28-31) B04(28-31) B05(28-31)
+                    const __m256i rhs_mat_2367_03_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_03, 221); //B02(28-31) B03(28-31) B02(28-31) B03(28-31) B06(28-31) B07(28-31) B06(28-31) B07(28-31)
+
+                    const __m256i rhs_mat_0145_10_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_10, 221); //B10(4-7) B11(4-7) B10(4-7) B11(4-7) B14(4-7) B15(4-7) B14(4-7) B15(4-7)
+                    const __m256i rhs_mat_2367_10_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_10, 221); //B12(4-7) B13(4-7) B12(4-7) B13(4-7) B16(4-7) B17(4-7) B16(4-7) B17(4-7)
+
+                    const __m256i rhs_mat_0145_11_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_11, 221); //B10(12-15) B11(12-15) B10(12-15) B11(12-15) B14(12-15) B15(12-15) B14(12-15) B15(12-15)
+                    const __m256i rhs_mat_2367_11_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_11, 221); //B12(12-15) B13(12-15) B12(12-15) B13(12-15) B16(12-15) B17(12-15) B16(12-15) B17(12-15)
+
+                    const __m256i rhs_mat_0145_12_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_12, 221); //B10(20-23) B11(20-23) B10(20-23) B11(20-23) B14(20-23) B15(20-23) B14(20-23) B15(20-23)
+                    const __m256i rhs_mat_2367_12_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_12, 221); //B12(20-23) B13(20-23) B12(20-23) B13(20-23) B16(20-23) B17(20-23) B16(20-23) B17(20-23)
+
+                    const __m256i rhs_mat_0145_13_sp2 = _mm256_shuffle_epi32(rhs_mat_0145_13, 221); //B10(28-31) B11(28-31) B10(28-31) B11(28-31) B14(28-31) B15(28-31) B14(28-31) B15(28-31)
+                    const __m256i rhs_mat_2367_13_sp2 = _mm256_shuffle_epi32(rhs_mat_2367_13, 221); //B12(28-31) B13(28-31) B12(28-31) B13(28-31) B16(28-31) B17(28-31) B16(28-31) B17(28-31)
+
+                    uint32_t utmp_0[4], utmp_1[4];
+
+                    // Scales and Mins of corresponding sub blocks from different Q4_K structures are stored together
+                    // The below block is for eg to extract first sub block's scales and mins from different Q4_K structures for the sb loop
+                    memcpy(utmp_0, b_ptr[b].scales + 24 * sb, 12);
+                    utmp_0[3] = ((utmp_0[2] >> 4) & kmask2) | (((utmp_0[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_0 = utmp_0[1] & kmask1;
+                    utmp_0[1] = (utmp_0[2] & kmask2) | (((utmp_0[0] >> 6) & kmask3) << 4);
+                    utmp_0[2] = uaux_0;
+                    utmp_0[0] &= kmask1;
+
+                    // The below block is for eg to extract second sub block's scales and mins from different Q4_K structures when sb = 1
+                    memcpy(utmp_1, b_ptr[b].scales + 12 + sb * 24, 12);
+                    utmp_1[3] = ((utmp_1[2] >> 4) & kmask2) | (((utmp_1[1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_1 = utmp_1[1] & kmask1;
+                    utmp_1[1] = (utmp_1[2] & kmask2) | (((utmp_1[0] >> 6) & kmask3) << 4);
+                    utmp_1[2] = uaux_1;
+                    utmp_1[0] &= kmask1;
+
+                    // Scales of first sub block in the sb loop
+                    const __m128i mins_and_scales_0 = _mm_set_epi32(utmp_0[3], utmp_0[2], utmp_0[1], utmp_0[0]);
+                    const __m256i scales_0 = _mm256_cvtepu8_epi16(_mm_unpacklo_epi8(mins_and_scales_0, mins_and_scales_0));
+
+                    // Scales of second sub block in the sb loop
+                    const __m128i mins_and_scales_1 = _mm_set_epi32(utmp_1[3], utmp_1[2], utmp_1[1], utmp_1[0]);
+                    const __m256i scales_1 = _mm256_cvtepu8_epi16(_mm_unpacklo_epi8(mins_and_scales_1, mins_and_scales_1));
+
+                    // Mins of first and second sub block of Q4_K block are arranged side by side
+                    const __m256i mins_01 = _mm256_cvtepu8_epi16(_mm_unpacklo_epi8(_mm_shuffle_epi32(mins_and_scales_0, 78), _mm_shuffle_epi32(mins_and_scales_1, 78)));
+
+                    const __m256i scale_0145_0 = _mm256_shuffle_epi32(scales_0, 68);
+                    const __m256i scale_2367_0 = _mm256_shuffle_epi32(scales_0, 238);
+
+                    const __m256i scale_0145_1 = _mm256_shuffle_epi32(scales_1, 68);
+                    const __m256i scale_2367_1 = _mm256_shuffle_epi32(scales_1, 238);
+
+                    // Load the four block_q8_k quantized values interleaved with each other in chunks of eight bytes - A0,A1,A2,A3
+                    // Loaded as set of 128 bit vectors and repeated into a 256 bit vector
+                    __m256i lhs_mat_0123_00 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 256 * sb)));
+                    __m256i lhs_mat_01_00 = _mm256_permute2f128_si256(lhs_mat_0123_00, lhs_mat_0123_00, 0);
+                    __m256i lhs_mat_23_00 = _mm256_permute2f128_si256(lhs_mat_0123_00, lhs_mat_0123_00, 17);
+                    __m256i lhs_mat_0123_01 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 32 + 256 * sb)));
+                    __m256i lhs_mat_01_01 = _mm256_permute2f128_si256(lhs_mat_0123_01, lhs_mat_0123_01, 0);
+                    __m256i lhs_mat_23_01 = _mm256_permute2f128_si256(lhs_mat_0123_01, lhs_mat_0123_01, 17);
+                    __m256i lhs_mat_0123_02 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 64 + 256 * sb)));
+                    __m256i lhs_mat_01_02 = _mm256_permute2f128_si256(lhs_mat_0123_02, lhs_mat_0123_02, 0);
+                    __m256i lhs_mat_23_02 = _mm256_permute2f128_si256(lhs_mat_0123_02, lhs_mat_0123_02, 17);
+                    __m256i lhs_mat_0123_03 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 96 + 256 * sb)));
+                    __m256i lhs_mat_01_03 = _mm256_permute2f128_si256(lhs_mat_0123_03, lhs_mat_0123_03, 0);
+                    __m256i lhs_mat_23_03 = _mm256_permute2f128_si256(lhs_mat_0123_03, lhs_mat_0123_03, 17);
+                    __m256i lhs_mat_0123_10 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 128 + 256 * sb)));
+                    __m256i lhs_mat_01_10 = _mm256_permute2f128_si256(lhs_mat_0123_10, lhs_mat_0123_10, 0);
+                    __m256i lhs_mat_23_10 = _mm256_permute2f128_si256(lhs_mat_0123_10, lhs_mat_0123_10, 17);
+                    __m256i lhs_mat_0123_11 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 160 + 256 * sb)));
+                    __m256i lhs_mat_01_11 = _mm256_permute2f128_si256(lhs_mat_0123_11, lhs_mat_0123_11, 0);
+                    __m256i lhs_mat_23_11 = _mm256_permute2f128_si256(lhs_mat_0123_11, lhs_mat_0123_11, 17);
+                    __m256i lhs_mat_0123_12 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 192 + 256 * sb)));
+                    __m256i lhs_mat_01_12 = _mm256_permute2f128_si256(lhs_mat_0123_12, lhs_mat_0123_12, 0);
+                    __m256i lhs_mat_23_12 = _mm256_permute2f128_si256(lhs_mat_0123_12, lhs_mat_0123_12, 17);
+                    __m256i lhs_mat_0123_13 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].qs + 224 + 256 * sb)));
+                    __m256i lhs_mat_01_13 = _mm256_permute2f128_si256(lhs_mat_0123_13, lhs_mat_0123_13, 0);
+                    __m256i lhs_mat_23_13 = _mm256_permute2f128_si256(lhs_mat_0123_13, lhs_mat_0123_13, 17);
+
+                    // Bsums are loaded - four bsums are loaded (for two sub blocks) for the different Q8_K blocks
+                    __m256i lhs_bsums_0123_01 = _mm256_loadu_si256((const __m256i * )((a_ptr[b].bsums + 16 * sb)));
+                    __m256i lhs_bsums_hsum_0123_01 = _mm256_castsi128_si256(_mm_hadd_epi16(_mm256_castsi256_si128(lhs_bsums_0123_01), _mm256_extractf128_si256(lhs_bsums_0123_01, 1)));
+                    lhs_bsums_hsum_0123_01 = _mm256_permute2x128_si256(lhs_bsums_hsum_0123_01, lhs_bsums_hsum_0123_01, 0);
+
+                    // Shuffle pattern one - left side input
+                    const __m256i lhs_mat_01_00_sp1 = _mm256_shuffle_epi32(lhs_mat_01_00, 160); //A00(0-3) A00(0-3) A01(0-3) A01(0-3) A00(0-3) A00(0-3) A01(0-3) A01(0-3)
+                    const __m256i lhs_mat_23_00_sp1 = _mm256_shuffle_epi32(lhs_mat_23_00, 160); //A02(0-3) A03(0-3) A02(0-3) A03(0-3) A02(0-3) A03(0-3) A02(0-3) A03(0-3)
+
+                    const __m256i lhs_mat_01_01_sp1 = _mm256_shuffle_epi32(lhs_mat_01_01, 160);  //A00(8-11) A00(8-11) A01(8-11) A01(8-11) A00(8-11) A00(8-11) A01(8-11) A01(8-11)
+                    const __m256i lhs_mat_23_01_sp1 = _mm256_shuffle_epi32(lhs_mat_23_01, 160);  //A02(8-11) A03(8-11) A02(8-11) A03(8-11) A02(8-11) A03(8-11) A02(8-11) A03(8-11)
+
+                    const __m256i lhs_mat_01_02_sp1 = _mm256_shuffle_epi32(lhs_mat_01_02, 160);  //A00(16-19) A00(16-19) A01(16-19) A01(16-19) A00(16-19) A00(16-19) A01(16-19) A01(16-19)
+                    const __m256i lhs_mat_23_02_sp1 = _mm256_shuffle_epi32(lhs_mat_23_02, 160);  //A02(16-19) A03(16-19) A02(16-19) A03(16-19) A02(16-19) A03(16-19) A02(16-19) A03(16-19)
+
+                    const __m256i lhs_mat_01_03_sp1 = _mm256_shuffle_epi32(lhs_mat_01_03, 160);  //A00(24-27) A00(24-27) A01(24-27) A01(24-27) A00(24-27) A00(24-27) A01(24-27) A01(24-27)
+                    const __m256i lhs_mat_23_03_sp1 = _mm256_shuffle_epi32(lhs_mat_23_03, 160); //A02(24-27) A03(24-27) A02(24-27) A03(24-27) A02(24-27) A03(24-27) A02(24-27) A03(24-27)
+
+                    const __m256i lhs_mat_01_10_sp1 = _mm256_shuffle_epi32(lhs_mat_01_10, 160); //A10(0-3) A10(0-3) A11(0-3) A11(0-3) A10(0-3) A10(0-3) A11(0-3) A11(0-3)
+                    const __m256i lhs_mat_23_10_sp1 = _mm256_shuffle_epi32(lhs_mat_23_10, 160); //A12(0-3) A13(0-3) A12(0-3) A13(0-3) A12(0-3) A13(0-3) A12(0-3) A13(0-3)
+
+                    const __m256i lhs_mat_01_11_sp1 = _mm256_shuffle_epi32(lhs_mat_01_11, 160);  //A10(8-11) A10(8-11) A11(8-11) A11(8-11) A10(8-11) A10(8-11) A11(8-11) A11(8-11)
+                    const __m256i lhs_mat_23_11_sp1 = _mm256_shuffle_epi32(lhs_mat_23_11, 160);  //A12(8-11) A13(8-11) A12(8-11) A13(8-11) A12(8-11) A13(8-11) A12(8-11) A13(8-11)
+
+                    const __m256i lhs_mat_01_12_sp1 = _mm256_shuffle_epi32(lhs_mat_01_12, 160);  //A10(16-19) A10(16-19) A11(16-19) A11(16-19) A10(16-19) A10(16-19) A11(16-19) A11(16-19)
+                    const __m256i lhs_mat_23_12_sp1 = _mm256_shuffle_epi32(lhs_mat_23_12, 160);  //A12(16-19) A13(16-19) A12(16-19) A13(16-19) A12(16-19) A13(16-19) A12(16-19) A13(16-19)
+
+                    const __m256i lhs_mat_01_13_sp1 = _mm256_shuffle_epi32(lhs_mat_01_13, 160); //A10(24-27) A10(24-27) A11(24-27) A11(24-27) A10(24-27) A10(24-27) A11(24-27) A11(24-27)
+                    const __m256i lhs_mat_23_13_sp1 = _mm256_shuffle_epi32(lhs_mat_23_13, 160); //A12(24-27) A13(24-27) A12(24-27) A13(24-27) A12(24-27) A13(24-27) A12(24-27) A13(24-27)
+
+                    // Shuffle pattern two- left side input
+                    const __m256i lhs_mat_01_00_sp2 = _mm256_shuffle_epi32(lhs_mat_01_00, 245); //A00(4-7) A00(4-7) A01(4-7) A01(4-7) A00(4-7) A00(4-7) A01(4-7) A01(4-7)
+                    const __m256i lhs_mat_23_00_sp2 = _mm256_shuffle_epi32(lhs_mat_23_00, 245); //A02(4-7) A03(4-7) A02(4-7) A03(4-7) A02(4-7) A03(4-7) A02(4-7) A03(4-7)
+
+                    const __m256i lhs_mat_01_01_sp2 = _mm256_shuffle_epi32(lhs_mat_01_01, 245); //A00(12-15) A00(12-15) A01(12-15) A01(12-15) A00(12-15) A00(12-15) A01(12-15) A01(12-15)
+                    const __m256i lhs_mat_23_01_sp2 = _mm256_shuffle_epi32(lhs_mat_23_01, 245); //A02(12-15) A03(12-15) A02(12-15) A03(12-15) A02(12-15) A03(12-15) A02(12-15) A03(12-15)
+
+                    const __m256i lhs_mat_01_02_sp2 = _mm256_shuffle_epi32(lhs_mat_01_02, 245); //A00(20-23) A00(20-23) A01(20-23) A01(20-23) A00(20-23) A00(20-23) A01(20-23) A01(20-23)
+                    const __m256i lhs_mat_23_02_sp2 = _mm256_shuffle_epi32(lhs_mat_23_02, 245); //A02(20-23) A03(20-23) A02(20-23) A03(20-23) A02(20-23) A03(20-23) A02(20-23) A03(20-23)
+
+                    const __m256i lhs_mat_01_03_sp2 = _mm256_shuffle_epi32(lhs_mat_01_03, 245); //A00(28-31) A00(28-31) A01(28-31) A01(28-31) A00(28-31) A00(28-31) A01(28-31) A01(28-31)
+                    const __m256i lhs_mat_23_03_sp2 = _mm256_shuffle_epi32(lhs_mat_23_03, 245); //A02(28-31) A03(28-31) A02(28-31) A03(28-31) A02(28-31) A03(28-31) A02(28-31) A03(28-31)
+
+                    const __m256i lhs_mat_01_10_sp2 = _mm256_shuffle_epi32(lhs_mat_01_10, 245); //A10(4-7) A10(4-7) A11(4-7) A11(4-7) A10(4-7) A10(4-7) A11(4-7) A11(4-7)
+                    const __m256i lhs_mat_23_10_sp2 = _mm256_shuffle_epi32(lhs_mat_23_10, 245); //A12(4-7) A13(4-7) A12(4-7) A13(4-7) A12(4-7) A13(4-7) A12(4-7) A13(4-7)
+
+                    const __m256i lhs_mat_01_11_sp2 = _mm256_shuffle_epi32(lhs_mat_01_11, 245); //A10(12-15) A10(12-15) A11(12-15) A11(12-15) A10(12-15) A10(12-15) A11(12-15) A11(12-15)
+                    const __m256i lhs_mat_23_11_sp2 = _mm256_shuffle_epi32(lhs_mat_23_11, 245); //A12(12-15) A13(12-15) A12(12-15) A13(12-15) A12(12-15) A13(12-15) A12(12-15) A13(12-15)
+
+                    const __m256i lhs_mat_01_12_sp2 = _mm256_shuffle_epi32(lhs_mat_01_12, 245); //A10(20-23) A10(20-23) A11(20-23) A11(20-23) A10(20-23) A10(20-23) A11(20-23) A11(20-23)
+                    const __m256i lhs_mat_23_12_sp2 = _mm256_shuffle_epi32(lhs_mat_23_12, 245); //A12(20-23) A13(20-23) A12(20-23) A13(20-23) A12(20-23) A13(20-23) A12(20-23) A13(20-23)
+
+                    const __m256i lhs_mat_01_13_sp2 = _mm256_shuffle_epi32(lhs_mat_01_13, 245); //A10(28-31) A10(28-31) A11(28-31) A11(28-31) A10(28-31) A10(28-31) A11(28-31) A11(28-31)
+                    const __m256i lhs_mat_23_13_sp2 = _mm256_shuffle_epi32(lhs_mat_23_13, 245); //A12(28-31) A13(28-31) A12(28-31) A13(28-31) A12(28-31) A13(28-31) A12(28-31) A13(28-31)
+
+                    // The values arranged in shuffle patterns are operated with dot product operation within 32 bit lane i.e corresponding bytes and multiplied and added into 32 bit integers within 32 bit lane
+                    __m256i iacc_mat_00_0_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_03_sp1, lhs_mat_01_03_sp1), _mm256_maddubs_epi16(rhs_mat_0145_02_sp1, lhs_mat_01_02_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_01_sp1, lhs_mat_01_01_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_00_sp1, lhs_mat_01_00_sp1));
+                    __m256i iacc_mat_01_0_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_03_sp1, lhs_mat_01_03_sp1), _mm256_maddubs_epi16(rhs_mat_2367_02_sp1, lhs_mat_01_02_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_01_sp1, lhs_mat_01_01_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_00_sp1, lhs_mat_01_00_sp1));
+                    __m256i iacc_mat_10_0_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_03_sp1, lhs_mat_23_03_sp1), _mm256_maddubs_epi16(rhs_mat_0145_02_sp1, lhs_mat_23_02_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_01_sp1, lhs_mat_23_01_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_00_sp1, lhs_mat_23_00_sp1));
+                    __m256i iacc_mat_11_0_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_03_sp1, lhs_mat_23_03_sp1), _mm256_maddubs_epi16(rhs_mat_2367_02_sp1, lhs_mat_23_02_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_01_sp1, lhs_mat_23_01_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_00_sp1, lhs_mat_23_00_sp1));
+                    __m256i iacc_mat_00_1_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_13_sp1, lhs_mat_01_13_sp1), _mm256_maddubs_epi16(rhs_mat_0145_12_sp1, lhs_mat_01_12_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_11_sp1, lhs_mat_01_11_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_10_sp1, lhs_mat_01_10_sp1));
+                    __m256i iacc_mat_01_1_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_13_sp1, lhs_mat_01_13_sp1), _mm256_maddubs_epi16(rhs_mat_2367_12_sp1, lhs_mat_01_12_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_11_sp1, lhs_mat_01_11_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_10_sp1, lhs_mat_01_10_sp1));
+                    __m256i iacc_mat_10_1_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_13_sp1, lhs_mat_23_13_sp1), _mm256_maddubs_epi16(rhs_mat_0145_12_sp1, lhs_mat_23_12_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_11_sp1, lhs_mat_23_11_sp1)), _mm256_maddubs_epi16(rhs_mat_0145_10_sp1, lhs_mat_23_10_sp1));
+                    __m256i iacc_mat_11_1_sp1 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_13_sp1, lhs_mat_23_13_sp1), _mm256_maddubs_epi16(rhs_mat_2367_12_sp1, lhs_mat_23_12_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_11_sp1, lhs_mat_23_11_sp1)), _mm256_maddubs_epi16(rhs_mat_2367_10_sp1, lhs_mat_23_10_sp1));
+
+                    __m256i iacc_mat_00_0_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_03_sp2, lhs_mat_01_03_sp2), _mm256_maddubs_epi16(rhs_mat_0145_02_sp2, lhs_mat_01_02_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_01_sp2, lhs_mat_01_01_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_00_sp2, lhs_mat_01_00_sp2));
+                    __m256i iacc_mat_01_0_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_03_sp2, lhs_mat_01_03_sp2), _mm256_maddubs_epi16(rhs_mat_2367_02_sp2, lhs_mat_01_02_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_01_sp2, lhs_mat_01_01_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_00_sp2, lhs_mat_01_00_sp2));
+                    __m256i iacc_mat_10_0_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_03_sp2, lhs_mat_23_03_sp2), _mm256_maddubs_epi16(rhs_mat_0145_02_sp2, lhs_mat_23_02_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_01_sp2, lhs_mat_23_01_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_00_sp2, lhs_mat_23_00_sp2));
+                    __m256i iacc_mat_11_0_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_03_sp2, lhs_mat_23_03_sp2), _mm256_maddubs_epi16(rhs_mat_2367_02_sp2, lhs_mat_23_02_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_01_sp2, lhs_mat_23_01_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_00_sp2, lhs_mat_23_00_sp2));
+                    __m256i iacc_mat_00_1_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_13_sp2, lhs_mat_01_13_sp2), _mm256_maddubs_epi16(rhs_mat_0145_12_sp2, lhs_mat_01_12_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_11_sp2, lhs_mat_01_11_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_10_sp2, lhs_mat_01_10_sp2));
+                    __m256i iacc_mat_01_1_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_13_sp2, lhs_mat_01_13_sp2), _mm256_maddubs_epi16(rhs_mat_2367_12_sp2, lhs_mat_01_12_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_11_sp2, lhs_mat_01_11_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_10_sp2, lhs_mat_01_10_sp2));
+                    __m256i iacc_mat_10_1_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_0145_13_sp2, lhs_mat_23_13_sp2), _mm256_maddubs_epi16(rhs_mat_0145_12_sp2, lhs_mat_23_12_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_11_sp2, lhs_mat_23_11_sp2)), _mm256_maddubs_epi16(rhs_mat_0145_10_sp2, lhs_mat_23_10_sp2));
+                    __m256i iacc_mat_11_1_sp2 = _mm256_add_epi16(_mm256_add_epi16(_mm256_add_epi16(_mm256_maddubs_epi16(rhs_mat_2367_13_sp2, lhs_mat_23_13_sp2), _mm256_maddubs_epi16(rhs_mat_2367_12_sp2, lhs_mat_23_12_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_11_sp2, lhs_mat_23_11_sp2)), _mm256_maddubs_epi16(rhs_mat_2367_10_sp2, lhs_mat_23_10_sp2));
+
+                    // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                    __m256i iacc_mat_00_0 = _mm256_add_epi16(iacc_mat_00_0_sp1, iacc_mat_00_0_sp2);
+                    __m256i iacc_mat_01_0 = _mm256_add_epi16(iacc_mat_01_0_sp1, iacc_mat_01_0_sp2);
+                    __m256i iacc_mat_10_0 = _mm256_add_epi16(iacc_mat_10_0_sp1, iacc_mat_10_0_sp2);
+                    __m256i iacc_mat_11_0 = _mm256_add_epi16(iacc_mat_11_0_sp1, iacc_mat_11_0_sp2);
+
+                    __m256i iacc_mat_00_1 = _mm256_add_epi16(iacc_mat_00_1_sp1, iacc_mat_00_1_sp2);
+                    __m256i iacc_mat_01_1 = _mm256_add_epi16(iacc_mat_01_1_sp1, iacc_mat_01_1_sp2);
+                    __m256i iacc_mat_10_1 = _mm256_add_epi16(iacc_mat_10_1_sp1, iacc_mat_10_1_sp2);
+                    __m256i iacc_mat_11_1 = _mm256_add_epi16(iacc_mat_11_1_sp1, iacc_mat_11_1_sp2);
+
+                    // Output of both shuffle patterns are added in order to sum dot product outputs of all 32 values in block
+                    iacc_mat_00_0 = _mm256_madd_epi16(iacc_mat_00_0, scale_0145_0);
+                    iacc_mat_01_0 = _mm256_madd_epi16(iacc_mat_01_0, scale_2367_0);
+                    iacc_mat_10_0 = _mm256_madd_epi16(iacc_mat_10_0, scale_0145_0);
+                    iacc_mat_11_0 = _mm256_madd_epi16(iacc_mat_11_0, scale_2367_0);
+
+                    iacc_mat_00_1 = _mm256_madd_epi16(iacc_mat_00_1, scale_0145_1);
+                    iacc_mat_01_1 = _mm256_madd_epi16(iacc_mat_01_1, scale_2367_1);
+                    iacc_mat_10_1 = _mm256_madd_epi16(iacc_mat_10_1, scale_0145_1);
+                    iacc_mat_11_1 = _mm256_madd_epi16(iacc_mat_11_1, scale_2367_1);
+
+                    // Straighten out to make 4 row vectors (4 for each sub block which are accumulated together in the next step)
+                    __m256i iacc_row_0_0 = _mm256_blend_epi32(iacc_mat_00_0, _mm256_shuffle_epi32(iacc_mat_01_0, 78), 204);
+                    __m256i iacc_row_1_0 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_00_0, 78), iacc_mat_01_0, 204);
+                    __m256i iacc_row_2_0 = _mm256_blend_epi32(iacc_mat_10_0, _mm256_shuffle_epi32(iacc_mat_11_0, 78), 204);
+                    __m256i iacc_row_3_0 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_10_0, 78), iacc_mat_11_0, 204);
+                    __m256i iacc_row_0_1 = _mm256_blend_epi32(iacc_mat_00_1, _mm256_shuffle_epi32(iacc_mat_01_1, 78), 204);
+                    __m256i iacc_row_1_1 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_00_1, 78), iacc_mat_01_1, 204);
+                    __m256i iacc_row_2_1 = _mm256_blend_epi32(iacc_mat_10_1, _mm256_shuffle_epi32(iacc_mat_11_1, 78), 204);
+                    __m256i iacc_row_3_1 = _mm256_blend_epi32(_mm256_shuffle_epi32(iacc_mat_10_1, 78), iacc_mat_11_1, 204);
+
+                    __m256i iacc_row_0 = _mm256_add_epi32(iacc_row_0_0, iacc_row_0_1);
+                    __m256i iacc_row_1 = _mm256_add_epi32(iacc_row_1_0, iacc_row_1_1);
+                    __m256i iacc_row_2 = _mm256_add_epi32(iacc_row_2_0, iacc_row_2_1);
+                    __m256i iacc_row_3 = _mm256_add_epi32(iacc_row_3_0, iacc_row_3_1);
+
+                    // Load the scale(d) values for all the 4 Q8_k blocks and repeat it across lanes
+                    const __m128 row_scale_f32_sse = _mm_load_ps(a_ptr[b].d);
+                    const __m256 row_scale_f32 = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse); //GGML_F32Cx8_REPEAT_LOAD(a_ptrs[rp][b].d, loadMask);
+
+                    // Multiply with appropiate scales and accumulate (for both d and dmin) below
+                    acc_rows[0] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[0]);
+                    acc_rows[1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[1]);
+                    acc_rows[2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[2]);
+                    acc_rows[3] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_3), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_rows[3]);
+
+                    __m256i iacc_row_min_0 = _mm256_madd_epi16(_mm256_shuffle_epi32(lhs_bsums_hsum_0123_01, 0), mins_01);
+                    __m256i iacc_row_min_1 = _mm256_madd_epi16(_mm256_shuffle_epi32(lhs_bsums_hsum_0123_01, 85), mins_01);
+                    __m256i iacc_row_min_2 = _mm256_madd_epi16(_mm256_shuffle_epi32(lhs_bsums_hsum_0123_01, 170), mins_01);
+                    __m256i iacc_row_min_3 = _mm256_madd_epi16(_mm256_shuffle_epi32(lhs_bsums_hsum_0123_01, 255), mins_01);
+
+                    acc_min_rows[0] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_min_0), _mm256_mul_ps(col_dmin_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_min_rows[0]);
+                    acc_min_rows[1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_min_1), _mm256_mul_ps(col_dmin_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_min_rows[1]);
+                    acc_min_rows[2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_min_2), _mm256_mul_ps(col_dmin_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_min_rows[2]);
+                    acc_min_rows[3] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_min_3), _mm256_mul_ps(col_dmin_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_min_rows[3]);
+                }
+            }
+
+            // Store the accumulated values
+            for (int i = 0; i < 4; i++) {
+                _mm256_storeu_ps((float * )(s + ((y * 4 + i) * bs + x * 8)), _mm256_sub_ps(acc_rows[i], acc_min_rows[i]));
+            }
+        }
+    }
+
+#else
+
+    float sumf[4][8];
+    float sum_minf[4][8];
+    uint32_t utmp[32];
+    int sumi1;
+    int sumi2;
+    int sumi;
+
+    for (int y = 0; y < nr / 4; y++) {
+        const block_q8_Kx4 * a_ptr = (const block_q8_Kx4 *) vy + (y * nb);
+        for (int x = 0; x < nc / ncols_interleaved; x++) {
+            const block_q4_Kx8 * b_ptr = (const block_q4_Kx8 *) vx + (x * nb);
+            for (int m = 0; m < 4; m++) {
+                for (int j = 0; j < ncols_interleaved; j++) {
+                    sumf[m][j] = 0.0;
+                    sum_minf[m][j] = 0.0;
+                }
+            }
+            for (int l = 0; l < nb; l++) {
+                for (int sb = 0; sb < 8; sb++) {
+                    memcpy(utmp + sb * 4, b_ptr[l].scales + sb * 12, 12);
+                    utmp[sb * 4 + 3] = ((utmp[sb * 4 + 2] >> 4) & kmask2) | (((utmp[sb * 4 + 1] >> 6) & kmask3) << 4);
+                    const uint32_t uaux_0 = utmp[sb * 4 + 1] & kmask1;
+                    utmp[sb * 4 + 1] = (utmp[sb * 4 + 2] & kmask2) | (((utmp[sb * 4 + 0] >> 6) & kmask3) << 4);
+                    utmp[sb * 4 + 2] = uaux_0;
+                    utmp[sb * 4 + 0] &= kmask1;
+                }
+                for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                    uint8_t *scales_0 = (uint8_t*) utmp + (k / 4) * 32;
+                    uint8_t *scales_1 = (uint8_t*) utmp + (k / 4) * 32 + 16;
+                    for (int m = 0; m < 4; m++) {
+                        for (int j = 0; j < ncols_interleaved; j++) {
+                            sumi1 = 0;
+                            sumi2 = 0;
+                            sumi = 0;
+                            for (int i = 0; i < blocklen; ++i) {
+                                const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF);
+                                const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] >> 4);
+                                sumi1 = (v0 * a_ptr[l].qs[(k >> 2) * 256 + (k % 4) * 4 * blocklen + m * blocklen + i]);
+                                sumi2 = (v1 * a_ptr[l].qs[(k >> 2) * 256 + (k % 4) * 4 * blocklen + m * blocklen + i + 128]);
+                                sumi1 = sumi1 * scales_0[j];
+                                sumi2 = sumi2 * scales_1[j];
+                                sumi += sumi1 + sumi2;
+                            }
+                            sumf[m][j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * a_ptr[l].d[m];
+                        }
+                    }
+                }
+                for (int sb = 0; sb < 8; sb++) {
+                    uint8_t *mins = (uint8_t*) utmp + 8 + sb * 16;
+                    for(int m = 0; m < 4; m++) {
+                        const int16_t *bsums = a_ptr[l].bsums + (sb * 8) + (m * 4) - ((sb % 2) * 6);
+                        for(int j = 0; j < ncols_interleaved; j++) {
+                            sum_minf[m][j] += mins[j] * (bsums[0] + bsums[1]) * GGML_FP16_TO_FP32(b_ptr[l].dmin[j]) * a_ptr[l].d[m];
+                        }
+                    }
+                }
+            }
+            for (int m = 0; m < 4; m++) {
+                for (int j = 0; j < ncols_interleaved; j++) {
+                    s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j] - sum_minf[m][j];
+                }
+            }
+        }
+    }
+#endif
+}
+
+static void ggml_gemm_iq4_nl_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+    const int ncols_interleaved = 4;
+    const int blocklen = 4;
+
+    assert (n % qk == 0);
+    assert (nr % 4 == 0);
+    assert (nc % ncols_interleaved == 0);
+
+    UNUSED(s);
+    UNUSED(bs);
+    UNUSED(vx);
+    UNUSED(vy);
+    UNUSED(nr);
+    UNUSED(nc);
+    UNUSED(nb);
+    UNUSED(ncols_interleaved);
+    UNUSED(blocklen);
+
+#if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_DOTPROD)
+    if (ggml_cpu_has_neon() && ggml_cpu_has_dotprod()) {
+        const int8x16_t kvalues = vld1q_s8(kvalues_iq4nl);
+
+        for (int y = 0; y < nr / 4; y++) {
+            const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb);
+            for (int x = 0; x < nc / ncols_interleaved; x++) {
+                const block_iq4_nlx4 * b_ptr = (const block_iq4_nlx4 *) vx + (x * nb);
+
+                float32x4_t sumf[4];
+                for (int m = 0; m < 4; m++) {
+                    sumf[m] = vdupq_n_f32(0);
+                }
+
+                for (int l = 0; l < nb; l++) {
+                    float32x4_t a_d = vcvt_f32_f16(vld1_f16((const float16_t *)a_ptr[l].d));
+                    float32x4_t b_d = vcvt_f32_f16(vld1_f16((const float16_t *)b_ptr[l].d));
+
+                    int32x4_t sumi_0 = vdupq_n_s32(0);
+                    int32x4_t sumi_1 = vdupq_n_s32(0);
+                    int32x4_t sumi_2 = vdupq_n_s32(0);
+                    int32x4_t sumi_3 = vdupq_n_s32(0);
+
+                    for (int k = 0; k < 4; k++) {
+                        int8x16_t a_0 = vld1q_s8(a_ptr[l].qs + 16 * k + 0);
+                        int8x16_t a_1 = vld1q_s8(a_ptr[l].qs + 16 * k + 64);
+
+                        uint8x16_t b = vld1q_u8(b_ptr[l].qs + 16 * k);
+                        int8x16_t b_hi = vqtbl1q_s8(kvalues, b >> 4);
+                        int8x16_t b_lo = vqtbl1q_s8(kvalues, b & 0xF);
+
+                        sumi_0 = vdotq_laneq_s32(sumi_0, b_lo, a_0, 0);
+                        sumi_1 = vdotq_laneq_s32(sumi_1, b_lo, a_0, 1);
+                        sumi_2 = vdotq_laneq_s32(sumi_2, b_lo, a_0, 2);
+                        sumi_3 = vdotq_laneq_s32(sumi_3, b_lo, a_0, 3);
+                        sumi_0 = vdotq_laneq_s32(sumi_0, b_hi, a_1, 0);
+                        sumi_1 = vdotq_laneq_s32(sumi_1, b_hi, a_1, 1);
+                        sumi_2 = vdotq_laneq_s32(sumi_2, b_hi, a_1, 2);
+                        sumi_3 = vdotq_laneq_s32(sumi_3, b_hi, a_1, 3);
+                    }
+
+                    sumf[0] = vmlaq_f32(sumf[0], vmulq_laneq_f32(b_d, a_d, 0), vcvtq_f32_s32(sumi_0));
+                    sumf[1] = vmlaq_f32(sumf[1], vmulq_laneq_f32(b_d, a_d, 1), vcvtq_f32_s32(sumi_1));
+                    sumf[2] = vmlaq_f32(sumf[2], vmulq_laneq_f32(b_d, a_d, 2), vcvtq_f32_s32(sumi_2));
+                    sumf[3] = vmlaq_f32(sumf[3], vmulq_laneq_f32(b_d, a_d, 3), vcvtq_f32_s32(sumi_3));
+                }
+
+                for (int m = 0; m < 4; m++) {
+                    vst1q_f32(s + (y * 4 + m) * bs + x * 4, sumf[m]);
+                }
+            }
+        }
+        return;
+    }
+#endif // #if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON)
+    {
+        float sumf[4][4];
+        int sumi;
+
+        for (int y = 0; y < nr / 4; y++) {
+            const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb);
+            for (int x = 0; x < nc / ncols_interleaved; x++) {
+                const block_iq4_nlx4 * b_ptr = (const block_iq4_nlx4 *) vx + (x * nb);
+                for (int m = 0; m < 4; m++) {
+                    for (int j = 0; j < ncols_interleaved; j++) sumf[m][j] = 0.0;
+                }
+                for (int l = 0; l < nb; l++) {
+                    for (int k = 0; k < (qk / (2 * blocklen)); k++) {
+                        for (int m = 0; m < 4; m++) {
+                            for (int j = 0; j < ncols_interleaved; j++) {
+                                sumi = 0;
+                                for (int i = 0; i < blocklen; ++i) {
+                                    const int v0 = kvalues_iq4nl[b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0x0F];
+                                    const int v1 = kvalues_iq4nl[b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] >> 4];
+                                    sumi += ((v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]) +
+                                            (v1 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i + qk / 2 * 4]));
+                                }
+                                sumf[m][j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d[m]);
+                            }
+                        }
+                    }
+                }
+                for (int m = 0; m < 4; m++) {
+                    for (int j = 0; j < ncols_interleaved; j++)
+                        s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j];
+                }
+            }
+        }
+    }
+}
+
+static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int blck_size_interleave) {
+    block_q4_0x4 out;
+
+    for (int i = 0; i < 4; i++) {
+        out.d[i] = in[i].d;
+    }
+
+    const int end = QK4_0 * 2 / blck_size_interleave;
+
+    if (blck_size_interleave == 8) {
+        const uint64_t xor_mask = 0x8888888888888888ULL;
+        for (int i = 0; i < end; ++i) {
+            int src_id = i % 4;
+            int src_offset = (i / 4) * blck_size_interleave;
+            int dst_offset = i * blck_size_interleave;
+
+            uint64_t elems;
+            // Using memcpy to avoid unaligned memory accesses
+            memcpy(&elems, &in[src_id].qs[src_offset], sizeof(uint64_t));
+            elems ^= xor_mask;
+            memcpy(&out.qs[dst_offset], &elems, sizeof(uint64_t));
+        }
+    } else if (blck_size_interleave == 4) {
+        const uint32_t xor_mask = 0x88888888;
+        for (int i = 0; i < end; ++i) {
+            int src_id = i % 4;
+            int src_offset = (i / 4) * blck_size_interleave;
+            int dst_offset = i * blck_size_interleave;
+
+            uint32_t elems;
+            memcpy(&elems, &in[src_id].qs[src_offset], sizeof(uint32_t));
+            elems ^= xor_mask;
+            memcpy(&out.qs[dst_offset], &elems, sizeof(uint32_t));
+        }
+    } else {
+        GGML_ASSERT(false);
+    }
+
+    return out;
+}
+
+// interleave 8 block_q4_0s in blocks of blck_size_interleave
+// returns an interleaved block_q4_0x8
+// in the interleaved block_q4_0x8, place deltas for 8 block_q4_0 blocks
+// first, then interleave quants from 8 block_q4_0s in blocks of blck_size_interleave
+static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int blck_size_interleave) {
+    block_q4_0x8 out;
+
+    for (int i = 0; i < 8; i++) {
+        out.d[i] = in[i].d;
+    }
+
+    const int end = QK4_0 * 4 / blck_size_interleave;
+    const uint64_t xor_mask = 0x8888888888888888ULL;
+
+    for (int i = 0; i < end; ++i) {
+        int src_id = i % 8;
+        int src_offset = (i / 8) * blck_size_interleave;
+        int dst_offset = i * blck_size_interleave;
+
+        uint64_t elems;
+        memcpy(&elems, &in[src_id].qs[src_offset], sizeof(uint64_t));
+        elems ^= xor_mask;
+        memcpy(&out.qs[dst_offset], &elems, sizeof(uint64_t));
+    }
+
+    return out;
+}
+
+static block_q4_Kx8 make_block_q4_Kx8(block_q4_K * in, unsigned int blck_size_interleave) {
+    block_q4_Kx8 out;
+    //Delta(scale) and dmin values of the eight Q4_K structures are copied onto the output interleaved structure
+    for (int i = 0; i < 8; i++) {
+        out.d[i] = in[i].GGML_COMMON_AGGR_U.GGML_COMMON_AGGR_S.d;
+    }
+
+    for (int i = 0; i < 8; i++) {
+        out.dmin[i] = in[i].GGML_COMMON_AGGR_U.GGML_COMMON_AGGR_S.dmin;
+    }
+
+    const int end = QK_K * 4 / blck_size_interleave;
+
+    // Interleave Q4_K quants by taking 8 bytes at a time
+    for (int i = 0; i < end; ++i) {
+        int src_id = i % 8;
+        int src_offset = (i / 8) * blck_size_interleave;
+        int dst_offset = i * blck_size_interleave;
+
+        uint64_t elems;
+        memcpy(&elems, &in[src_id].qs[src_offset], sizeof(uint64_t));
+        memcpy(&out.qs[dst_offset], &elems, sizeof(uint64_t));
+    }
+
+    // The below logic is designed so as to unpack and rearrange scales and mins values in Q4_K
+    // Currently the Q4_K structure has 8 scales and 8 mins packed in 12 bytes ( 6 bits for each value)
+    // The output Q4_Kx8 structure has 96 bytes
+    // Every 12 byte is packed such that it contains scales and mins for corresponding sub blocks from Q4_K structure
+    // For eg - First 12 bytes contains 8 scales and 8 mins - each of first sub block from different Q4_K structures
+    uint8_t s[8], m[8];
+
+    for (int i = 0; i < 4; i++) {
+        for (int j = 0; j < 8; j++) {
+            s[j] = in[j].scales[i] & 63;
+            m[j] = in[j].scales[i + 4] & 63;
+        }
+
+        out.scales[i * 12]      = (s[0] & 63) + ((s[4] & 48) << 2);
+        out.scales[i * 12 + 1]  = (s[1] & 63) + ((s[5] & 48) << 2);
+        out.scales[i * 12 + 2]  = (s[2] & 63) + ((s[6] & 48) << 2);
+        out.scales[i * 12 + 3]  = (s[3] & 63) + ((s[7] & 48) << 2);
+        out.scales[i * 12 + 4]  = (m[0] & 63) + ((m[4] & 48) << 2);
+        out.scales[i * 12 + 5]  = (m[1] & 63) + ((m[5] & 48) << 2);
+        out.scales[i * 12 + 6]  = (m[2] & 63) + ((m[6] & 48) << 2);
+        out.scales[i * 12 + 7]  = (m[3] & 63) + ((m[7] & 48) << 2);
+        out.scales[i * 12 + 8]  = (s[4] & 15) + ((m[4] & 15) << 4);
+        out.scales[i * 12 + 9]  = (s[5] & 15) + ((m[5] & 15) << 4);
+        out.scales[i * 12 + 10] = (s[6] & 15) + ((m[6] & 15) << 4);
+        out.scales[i * 12 + 11] = (s[7] & 15) + ((m[7] & 15) << 4);
+
+    }
+
+    for (int i = 0; i < 4; i++) {
+        for (int j = 0; j < 8; j++) {
+            s[j] = ((in[j].scales[i] & 192) >> 2) | (in[j].scales[i+8] & 15);
+            m[j] = ((in[j].scales[i + 4] & 192) >> 2) | ((in[j].scales[i+8] & 240) >> 4);
+        }
+
+        out.scales[i * 12 + 48] = (s[0] & 63) + ((s[4] & 48) << 2);
+        out.scales[i * 12 + 49] = (s[1] & 63) + ((s[5] & 48) << 2);
+        out.scales[i * 12 + 50] = (s[2] & 63) + ((s[6] & 48) << 2);
+        out.scales[i * 12 + 51] = (s[3] & 63) + ((s[7] & 48) << 2);
+        out.scales[i * 12 + 52] = (m[0] & 63) + ((m[4] & 48) << 2);
+        out.scales[i * 12 + 53] = (m[1] & 63) + ((m[5] & 48) << 2);
+        out.scales[i * 12 + 54] = (m[2] & 63) + ((m[6] & 48) << 2);
+        out.scales[i * 12 + 55] = (m[3] & 63) + ((m[7] & 48) << 2);
+        out.scales[i * 12 + 56] = (s[4] & 15) + ((m[4] & 15) << 4);
+        out.scales[i * 12 + 57] = (s[5] & 15) + ((m[5] & 15) << 4);
+        out.scales[i * 12 + 58] = (s[6] & 15) + ((m[6] & 15) << 4);
+        out.scales[i * 12 + 59] = (s[7] & 15) + ((m[7] & 15) << 4);
+
+    }
+
+    return out;
+}
+
+static int repack_q4_0_to_q4_0_4_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) {
+    GGML_ASSERT(t->type == GGML_TYPE_Q4_0);
+    GGML_ASSERT(interleave_block == 4 || interleave_block == 8);
+    constexpr int nrows_interleaved = 4;
+
+    block_q4_0x4 * dst = (block_q4_0x4 *)t->data;
+    const block_q4_0 * src = (const block_q4_0 *)data;
+    block_q4_0 dst_tmp[4];
+    int nrow = ggml_nrows(t);
+    int nblocks = t->ne[0] / QK4_0;
+
+    GGML_ASSERT(data_size == nrow * nblocks * sizeof(block_q4_0));
+
+    if (t->ne[1] % nrows_interleaved != 0 || t->ne[0] % 8 != 0) {
+        return -1;
+    }
+
+    for (int b = 0; b < nrow; b += nrows_interleaved) {
+        for (int64_t x = 0; x < nblocks; x++) {
+            for (int i = 0; i < nrows_interleaved; i++) {
+                dst_tmp[i] = src[x + i * nblocks];
+            }
+            *dst++ = make_block_q4_0x4(dst_tmp, interleave_block);
+        }
+        src += nrows_interleaved * nblocks;
+    }
+    return 0;
+
+    GGML_UNUSED(data_size);
+}
+static int repack_q4_K_to_q4_K_8_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) {
+    GGML_ASSERT(t->type == GGML_TYPE_Q4_K);
+    GGML_ASSERT(interleave_block == 8);
+    constexpr int nrows_interleaved = 8;
+
+    block_q4_Kx8 * dst = (block_q4_Kx8*)t->data;
+    const block_q4_K * src = (const block_q4_K*) data;
+    block_q4_K dst_tmp[8];
+    int nrow = ggml_nrows(t);
+    int nblocks = t->ne[0] / QK_K;
+
+    GGML_ASSERT(data_size == nrow * nblocks * sizeof(block_q4_K));
+
+    if (t->ne[1] % nrows_interleaved != 0 || t->ne[0] % 8 != 0) {
+        return -1;
+    }
+
+    for (int b = 0; b < nrow; b += nrows_interleaved) {
+        for (int64_t x = 0; x < nblocks; x++) {
+            for (int i  = 0; i < nrows_interleaved; i++ ) {
+                dst_tmp[i] = src[x + i * nblocks];
+            }
+            *dst++ = make_block_q4_Kx8(dst_tmp, interleave_block);
+        }
+        src += nrows_interleaved * nblocks;
+    }
+    return 0;
+
+    GGML_UNUSED(data_size);
+}
+
+static int repack_q4_0_to_q4_0_8_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) {
+    GGML_ASSERT(t->type == GGML_TYPE_Q4_0);
+    GGML_ASSERT(interleave_block == 8);
+    constexpr int nrows_interleaved = 8;
+
+    block_q4_0x8 * dst = (block_q4_0x8*)t->data;
+    const block_q4_0 * src = (const block_q4_0*) data;
+    block_q4_0 dst_tmp[8];
+    int nrow = ggml_nrows(t);
+    int nblocks = t->ne[0] / QK4_0;
+
+    GGML_ASSERT(data_size == nrow * nblocks * sizeof(block_q4_0));
+
+    if (t->ne[1] % nrows_interleaved != 0 || t->ne[0] % 8 != 0) {
+        return -1;
+    }
+
+    for (int b = 0; b < nrow; b += nrows_interleaved) {
+        for (int64_t x = 0; x < nblocks; x++) {
+            for (int i  = 0; i < nrows_interleaved; i++ ) {
+                dst_tmp[i] = src[x + i * nblocks];
+            }
+            *dst++ = make_block_q4_0x8(dst_tmp, interleave_block);
+        }
+        src += nrows_interleaved * nblocks;
+    }
+    return 0;
+
+    GGML_UNUSED(data_size);
+}
+
+static block_iq4_nlx4 make_block_iq4_nlx4(block_iq4_nl * in, unsigned int blck_size_interleave) {
+    block_iq4_nlx4 out;
+
+    for (int i = 0; i < 4; i++) {
+        out.d[i] = in[i].d;
+    }
+
+    const int end = QK4_NL * 2 / blck_size_interleave;
+
+    // TODO: this branch seems wrong
+    //if (blck_size_interleave == 8) {
+    //    for (int i = 0; i < end; ++i) {
+    //        int src_id = i % 4;
+    //        int src_offset = (i / 4) * blck_size_interleave;
+    //        int dst_offset = i * blck_size_interleave;
+
+    //        // Using memcpy to avoid unaligned memory accesses
+    //        memcpy(&out.qs[dst_offset], &in[src_id].qs[src_offset], sizeof(uint64_t));
+    //    }
+    //} else
+    if (blck_size_interleave == 4) {
+        for (int i = 0; i < end; ++i) {
+            int src_id = i % 4;
+            int src_offset = (i / 4) * blck_size_interleave;
+            int dst_offset = i * blck_size_interleave;
+
+            memcpy(&out.qs[dst_offset], &in[src_id].qs[src_offset], sizeof(uint32_t));
+        }
+    } else {
+        GGML_ASSERT(false);
+    }
+
+    return out;
+}
+
+static int repack_iq4_nl_to_iq4_nl_4_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) {
+    GGML_ASSERT(t->type == GGML_TYPE_IQ4_NL);
+    //GGML_ASSERT(interleave_block == 4 || interleave_block == 8);
+    GGML_ASSERT(interleave_block == 4);
+
+    block_iq4_nlx4 * dst = (block_iq4_nlx4 *)t->data;
+    const block_iq4_nl * src = (const block_iq4_nl *)data;
+    block_iq4_nl dst_tmp[4];
+    int nrow = ggml_nrows(t);
+    int nrows_interleaved = 4;
+    int nblocks = t->ne[0] / QK4_0;
+
+    GGML_ASSERT(data_size == nrow * nblocks * sizeof(block_iq4_nl));
+
+    if (t->ne[1] % nrows_interleaved != 0 || t->ne[0] % 8 != 0) {
+        return -1;
+    }
+
+    for (int b = 0; b < nrow; b += nrows_interleaved) {
+        for (int64_t x = 0; x < nblocks; x++) {
+            for (int i = 0; i < nrows_interleaved; i++) {
+                dst_tmp[i] = src[x + i * nblocks];
+            }
+            *dst++ = make_block_iq4_nlx4(dst_tmp, interleave_block);
+        }
+        src += nrows_interleaved * nblocks;
+    }
+    return 0;
+
+    GGML_UNUSED(data_size);
+}
+
+namespace ggml::cpu::aarch64 {
+// repack
+template <typename BLOC_TYPE, int64_t INTER_SIZE, int64_t NB_COLS>
+int repack(struct ggml_tensor *, const void *, size_t);
+
+// TODO: generalise.
+template <> int repack<block_q4_0, 4, 4>(struct ggml_tensor * t, const void * data, size_t data_size) {
+    return repack_q4_0_to_q4_0_4_bl(t, 4, data, data_size);
+}
+
+template <> int repack<block_q4_0, 8, 4>(struct ggml_tensor * t, const void * data, size_t data_size) {
+    return repack_q4_0_to_q4_0_4_bl(t, 8, data, data_size);
+}
+
+template <> int repack<block_q4_0, 8, 8>(struct ggml_tensor * t, const void * data, size_t data_size) {
+    return repack_q4_0_to_q4_0_8_bl(t, 8, data, data_size);
+}
+
+template <> int repack<block_q4_K, 8, 8>(struct ggml_tensor * t, const void * data, size_t data_size) {
+    return repack_q4_K_to_q4_K_8_bl(t, 8, data, data_size);
+}
+
+template <> int repack<block_iq4_nl, 4, 4>(struct ggml_tensor * t, const void * data, size_t data_size) {
+    return repack_iq4_nl_to_iq4_nl_4_bl(t, 4, data, data_size);
+}
+
+// TODO: needs to be revisited
+//template <> int repack<block_iq4_nl, 8, 4>(struct ggml_tensor * t, const void * data, size_t data_size) {
+//    return repack_iq4_nl_to_iq4_nl_4_bl(t, 8, data, data_size);
+//}
+
+// gemv
+template <typename BLOC_TYPE, int64_t INTER_SIZE, int64_t NB_COLS, ggml_type PARAM_TYPE>
+void gemv(int, float *, size_t, const void *, const void *, int, int);
+
+template <> void gemv<block_q4_0, 4, 4, GGML_TYPE_Q8_0>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemv_q4_0_4x4_q8_0(n, s, bs, vx, vy, nr, nc);
+}
+
+template <> void gemv<block_q4_0, 8, 4, GGML_TYPE_Q8_0>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemv_q4_0_4x8_q8_0(n, s, bs, vx, vy, nr, nc);
+}
+
+template <> void gemv<block_q4_0, 8, 8, GGML_TYPE_Q8_0>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemv_q4_0_8x8_q8_0(n, s, bs, vx, vy, nr, nc);
+}
+
+template <> void gemv<block_q4_K, 8, 8, GGML_TYPE_Q8_K>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemv_q4_K_8x8_q8_K(n, s, bs, vx, vy, nr, nc);
+}
+
+template <> void gemv<block_iq4_nl, 4, 4, GGML_TYPE_Q8_0>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemv_iq4_nl_4x4_q8_0(n, s, bs, vx, vy, nr, nc);
+}
+
+// gemm
+template <typename BLOC_TYPE, int64_t INTER_SIZE, int64_t NB_COLS, ggml_type PARAM_TYPE>
+void gemm(int, float *, size_t, const void *, const void *, int, int);
+
+template <> void gemm<block_q4_0, 4, 4, GGML_TYPE_Q8_0>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemm_q4_0_4x4_q8_0(n, s, bs, vx, vy, nr, nc);
+}
+
+template <> void gemm<block_q4_0, 8, 4, GGML_TYPE_Q8_0>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemm_q4_0_4x8_q8_0(n, s, bs, vx, vy, nr, nc);
+}
+
+template <> void gemm<block_q4_0, 8, 8, GGML_TYPE_Q8_0>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemm_q4_0_8x8_q8_0(n, s, bs, vx, vy, nr, nc);
+}
+
+template <> void gemm<block_q4_K, 8, 8, GGML_TYPE_Q8_K>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemm_q4_K_8x8_q8_K(n, s, bs, vx, vy, nr, nc);
+}
+
+template <> void gemm<block_iq4_nl, 4, 4, GGML_TYPE_Q8_0>(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) {
+    ggml_gemm_iq4_nl_4x4_q8_0(n, s, bs, vx, vy, nr, nc);
+}
+
+class tensor_traits_base : public ggml::cpu::tensor_traits {
+  public:
+    virtual int repack(struct ggml_tensor * t, const void * data, size_t data_size) = 0;
+};
+
+template <typename BLOC_TYPE, int64_t INTER_SIZE, int64_t NB_COLS, ggml_type PARAM_TYPE> class tensor_traits : public tensor_traits_base {
+
+    bool work_size(int /* n_threads */, const struct ggml_tensor * op, size_t & size) override {
+        // not realy a GGML_TYPE_Q8_0 but same size.
+        switch (op->op) {
+            case GGML_OP_MUL_MAT:
+                size = ggml_row_size(PARAM_TYPE, ggml_nelements(op->src[1]));
+                return true;
+            case GGML_OP_MUL_MAT_ID:
+                size = ggml_row_size(PARAM_TYPE, ggml_nelements(op->src[1]));
+                size = GGML_PAD(size, sizeof(int64_t));  // + padding for next bloc.
+                size += sizeof(int64_t) * (1+op->src[0]->ne[2]) * op->src[1]->ne[2];
+                return true;
+            default:
+                // GGML_ABORT("fatal error");
+                break;
+        }
+        return false;
+    }
+
+    bool compute_forward(struct ggml_compute_params * params, struct ggml_tensor * op) override {
+        switch (op->op) {
+            case GGML_OP_MUL_MAT:
+                forward_mul_mat(params, op);
+                return true;
+            case GGML_OP_MUL_MAT_ID:
+                forward_mul_mat_id(params, op);
+                return true;
+            default:
+                // GGML_ABORT("fatal error");
+                break;
+        }
+        return false;
+    }
+
+    void forward_mul_mat(ggml_compute_params * params, ggml_tensor * op) {
+        const ggml_tensor * src0 = op->src[0];
+        const ggml_tensor * src1 = op->src[1];
+        ggml_tensor *       dst  = op;
+
+        GGML_TENSOR_BINARY_OP_LOCALS
+
+        const int ith = params->ith;
+        const int nth = params->nth;
+
+        GGML_ASSERT(ne0 == ne01);
+        GGML_ASSERT(ne1 == ne11);
+        GGML_ASSERT(ne2 == ne12);
+        GGML_ASSERT(ne3 == ne13);
+
+        // dst cannot be transposed or permuted
+        GGML_ASSERT(nb0 == sizeof(float));
+        GGML_ASSERT(nb0 <= nb1);
+        GGML_ASSERT(nb1 <= nb2);
+        GGML_ASSERT(nb2 <= nb3);
+
+        GGML_ASSERT(src1->type == GGML_TYPE_F32);
+
+        GGML_ASSERT(ggml_n_dims(op->src[0]) == 2);
+        // GGML_ASSERT(ggml_n_dims(op->src[1]) == 2);
+
+        char *       wdata = static_cast<char *>(params->wdata);
+        const size_t nbw1  = ggml_row_size(PARAM_TYPE, ne10);
+
+        assert(params->wsize >= nbw1 * ne11);
+
+        const ggml_from_float_t from_float = ggml_get_type_traits_cpu(PARAM_TYPE)->from_float;
+
+        int64_t i11_processed = 0;
+        for (int64_t i11 = ith * 4; i11 < ne11 - ne11 % 4; i11 += nth * 4) {
+            ggml_quantize_mat_t<INTER_SIZE, PARAM_TYPE>((float *) ((char *) src1->data + i11 * nb11), (void *) (wdata + i11 * nbw1), 4, ne10);
+        }
+
+        i11_processed = ne11 - ne11 % 4;
+        for (int64_t i11 = i11_processed + ith; i11 < ne11; i11 += nth) {
+            from_float((float *) ((char *) src1->data + i11 * nb11), (void *) (wdata + i11 * nbw1), ne10);
+        }
+
+        ggml_barrier(params->threadpool);
+
+        const void * src1_wdata      = params->wdata;
+        const size_t src1_col_stride = ggml_row_size(PARAM_TYPE, ne10);
+        int64_t      src0_start      = (ith * ne01) / nth;
+        int64_t      src0_end        = ((ith + 1) * ne01) / nth;
+        src0_start = (src0_start % NB_COLS) ? src0_start + NB_COLS - (src0_start % NB_COLS) : src0_start;
+        src0_end   = (src0_end   % NB_COLS) ? src0_end   + NB_COLS - (src0_end   % NB_COLS) : src0_end;
+        if (src0_start >= src0_end) {
+            return;
+        }
+
+        // If there are more than three rows in src1, use gemm; otherwise, use gemv.
+        if (ne11 > 3) {
+            gemm<BLOC_TYPE, INTER_SIZE, NB_COLS, PARAM_TYPE>(ne00,
+                    (float *) ((char *) dst->data) + src0_start, ne01,
+                    (const char *) src0->data + src0_start * nb01,
+                    (const char *) src1_wdata, ne11 - ne11 % 4, src0_end - src0_start);
+        }
+        for (int iter = ne11 - ne11 % 4; iter < ne11; iter++) {
+            gemv<BLOC_TYPE, INTER_SIZE, NB_COLS, PARAM_TYPE>(ne00,
+                    (float *) ((char *) dst->data + (iter * nb1)) + src0_start, ne01,
+                    (const char *) src0->data + src0_start * nb01,
+                    (const char *) src1_wdata + (src1_col_stride * iter), 1,
+                    src0_end - src0_start);
+        }
+    }
+
+    void forward_mul_mat_id(ggml_compute_params * params, ggml_tensor * op) {
+        const ggml_tensor * src0 = op->src[0];
+        const ggml_tensor * src1 = op->src[1];
+        const ggml_tensor * ids  = op->src[2];
+        ggml_tensor *       dst  = op;
+
+        GGML_TENSOR_BINARY_OP_LOCALS
+
+        const int ith = params->ith;
+        const int nth = params->nth;
+
+        const ggml_from_float_t from_float = ggml_get_type_traits_cpu(PARAM_TYPE)->from_float;
+
+        // we don't support permuted src0 or src1
+        GGML_ASSERT(nb00 == ggml_type_size(src0->type));
+        GGML_ASSERT(nb10 == ggml_type_size(src1->type));
+
+        // dst cannot be transposed or permuted
+        GGML_ASSERT(nb0 == sizeof(float));
+        GGML_ASSERT(nb0 <= nb1);
+        GGML_ASSERT(nb1 <= nb2);
+        GGML_ASSERT(nb2 <= nb3);
+
+        GGML_ASSERT(ne03 == 1);
+        GGML_ASSERT(ne13 == 1);
+        GGML_ASSERT(ne3  == 1);
+
+        GGML_ASSERT(src1->type == GGML_TYPE_F32);
+
+        // row groups
+        const int n_ids = ids->ne[0]; // n_expert_used
+        const int n_as  = ne02;       // n_expert
+
+        const size_t nbw1 = ggml_row_size(PARAM_TYPE, ne10);
+        const size_t nbw2 = nbw1*ne11;
+        const size_t nbw3 = nbw2*ne12;
+
+        struct mmid_row_mapping {
+            int32_t i1;
+            int32_t i2;
+        };
+
+        GGML_ASSERT(params->wsize >= (GGML_PAD(nbw3, sizeof(int64_t)) + n_as * sizeof(int64_t) +
+                                      n_as * ne12 * sizeof(mmid_row_mapping)));
+
+        auto * wdata             = (char *)     params->wdata;
+        auto * wdata_src1_end    = (char *)     wdata + GGML_PAD(nbw3, sizeof(int64_t));
+        auto * matrix_row_counts = (int64_t *) (wdata_src1_end); // [n_as]
+
+        struct mmid_row_mapping * matrix_rows = (struct mmid_row_mapping *) (matrix_row_counts + n_as);  // [n_as][ne12]
+
+        // src1: float32 => param type
+        for (int64_t i12 = 0; i12 < ne12; ++i12) {
+            for (int64_t i11 = ith; i11 < ne11; i11 += nth) {
+                from_float((float *)((char *) src1->data + i12 * nb12 + i11 * nb11),
+                           (void *)               (wdata + i12 * nbw2 + i11 * nbw1),
+                           ne10);
+            }
+        }
+
+#define MMID_MATRIX_ROW(row_id, i1) matrix_rows[(row_id) * ne12 + (i1)]
+
+        if (ith == 0) {
+            // initialize matrix_row_counts
+            memset(matrix_row_counts, 0, n_as * sizeof(int64_t));
+
+            // group rows by src0 matrix
+            for (int32_t iid1 = 0; iid1 < ids->ne[1]; ++iid1) {
+                for (int32_t id = 0; id < n_ids; ++id) {
+                    const int32_t i02 =
+                        *(const int32_t *) ((const char *) ids->data + iid1 * ids->nb[1] + id * ids->nb[0]);
+
+                    GGML_ASSERT(i02 >= 0 && i02 < n_as);
+
+                    MMID_MATRIX_ROW(i02, matrix_row_counts[i02]) = { id, iid1 };
+                    matrix_row_counts[i02] += 1;
+                }
+            }
+        }
+
+        ggml_barrier(params->threadpool);
+
+        // compute each matrix multiplication in sequence
+        for (int cur_a = 0; cur_a < n_as; ++cur_a) {
+            const int64_t cne1 = matrix_row_counts[cur_a];
+
+            if (cne1 == 0) {
+                continue;
+            }
+
+            const auto * src0_cur = (const char *) src0->data + cur_a*nb02;
+
+            //const int64_t nr0 = ne01; // src0 rows
+            const int64_t nr1 = cne1; // src1 rows
+
+            int64_t src0_cur_start = (ith * ne01) / nth;
+            int64_t src0_cur_end   = ((ith + 1) * ne01) / nth;
+
+            src0_cur_start = (src0_cur_start % NB_COLS) ? src0_cur_start + NB_COLS - (src0_cur_start % NB_COLS) : src0_cur_start;
+            src0_cur_end   = (src0_cur_end   % NB_COLS) ? src0_cur_end   + NB_COLS - (src0_cur_end   % NB_COLS) : src0_cur_end;
+
+            if (src0_cur_start >= src0_cur_end) {
+                return;
+            }
+
+            for (int ir1 = 0; ir1 < nr1; ir1++) {
+                struct mmid_row_mapping row_mapping = MMID_MATRIX_ROW(cur_a, ir1);
+
+                const int id = row_mapping.i1; // selected expert index
+
+                const int64_t i11 = id % ne11;
+                const int64_t i12 = row_mapping.i2; // row index in src1
+
+                const int64_t i1 = id;  // selected expert index
+                const int64_t i2 = i12; // row
+
+                const auto * src1_col = (const char *) wdata + (i11 * nbw1 + i12 * nbw2);
+
+                gemv<BLOC_TYPE, INTER_SIZE, NB_COLS, PARAM_TYPE>(ne00,
+                        (float *)((char *) dst->data + (i1 * nb1 + i2 * nb2)) + src0_cur_start, ne01,
+                        src0_cur + src0_cur_start * nb01,
+                        src1_col, 1, src0_cur_end - src0_cur_start);
+            }
+        }
+#undef MMID_MATRIX_ROW
+    }
+
+    int repack(struct ggml_tensor * t, const void * data, size_t data_size) override {
+        GGML_LOG_DEBUG("%s: repack tensor %s with %s_%dx%d\n", __func__, t->name, ggml_type_name(t->type),
+                       (int) NB_COLS, (int) INTER_SIZE);
+        return ggml::cpu::aarch64::repack<BLOC_TYPE, INTER_SIZE, NB_COLS>(t, data, data_size);
+    }
+};
+
+// instance for Q4
+static const tensor_traits<block_q4_0, 4, 4, GGML_TYPE_Q8_0> q4_0_4x4_q8_0;
+static const tensor_traits<block_q4_0, 8, 4, GGML_TYPE_Q8_0> q4_0_4x8_q8_0;
+static const tensor_traits<block_q4_0, 8, 8, GGML_TYPE_Q8_0> q4_0_8x8_q8_0;
+static const tensor_traits<block_q4_K, 8, 8, GGML_TYPE_Q8_K> q4_K_8x8_q8_K;
+
+// instance for IQ4
+static const tensor_traits<block_iq4_nl, 4, 4, GGML_TYPE_Q8_0> iq4_nl_4x4_q8_0;
+
+}  // namespace ggml::cpu::aarch64
+
+static const ggml::cpu::tensor_traits * ggml_aarch64_get_optimal_repack_type(const struct ggml_tensor * cur) {
+    if (cur->type == GGML_TYPE_Q4_0) {
+        if (ggml_cpu_has_avx2() || (ggml_cpu_has_sve() && ggml_cpu_has_matmul_int8() && ggml_cpu_get_sve_cnt() == QK8_0)) {
+            if (cur->ne[1] % 8 == 0) {
+                return &ggml::cpu::aarch64::q4_0_8x8_q8_0;
+            }
+        }
+        if (ggml_cpu_has_neon() && ggml_cpu_has_matmul_int8()) {
+            if (cur->ne[1] % 4 == 0) {
+                return &ggml::cpu::aarch64::q4_0_4x8_q8_0;
+            }
+        }
+        if (ggml_cpu_has_neon() && ggml_cpu_has_dotprod()) {
+            if (cur->ne[1] % 4 == 0) {
+                return &ggml::cpu::aarch64::q4_0_4x4_q8_0;
+            }
+        }
+    } else if (cur->type == GGML_TYPE_Q4_K) {
+        if (ggml_cpu_has_avx2()) {
+            if (cur->ne[1] % 8 == 0) {
+                return &ggml::cpu::aarch64::q4_K_8x8_q8_K;
+            }
+        }
+    } else if (cur->type == GGML_TYPE_IQ4_NL) {
+        if (ggml_cpu_has_neon() && ggml_cpu_has_dotprod()) {
+            if (cur->ne[1] % 4 == 0) {
+                return &ggml::cpu::aarch64::iq4_nl_4x4_q8_0;
+            }
+        }
+    }
+
+    return nullptr;
+}
+
+static enum ggml_status ggml_backend_cpu_aarch64_buffer_init_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor) {
+    tensor->extra = (void *) const_cast<ggml::cpu::tensor_traits *>(ggml_aarch64_get_optimal_repack_type(tensor));
+
+    GGML_UNUSED(buffer);
+    return GGML_STATUS_SUCCESS;
+}
+
+static void ggml_backend_cpu_aarch64_buffer_set_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor,
+                                                       const void * data, size_t offset, size_t size) {
+    GGML_ASSERT(offset == 0);
+    GGML_ASSERT(size == ggml_nbytes(tensor));
+
+    auto tensor_traits = (ggml::cpu::aarch64::tensor_traits_base *) tensor->extra;
+    auto OK            = tensor_traits->repack(tensor, data, size);
+
+    GGML_ASSERT(OK == 0);
+    GGML_UNUSED(buffer);
+}
+
+static const char * ggml_backend_cpu_aarch64_buffer_type_get_name(ggml_backend_buffer_type_t buft) {
+    return "CPU_AARCH64";
+
+    GGML_UNUSED(buft);
+}
+
+static ggml_backend_buffer_t ggml_backend_cpu_aarch64_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    ggml_backend_buffer_t buffer = ggml_backend_buft_alloc_buffer(ggml_backend_cpu_buffer_type(), size);
+
+    if (buffer == nullptr) {
+        return nullptr;
+    }
+
+    buffer->buft              = buft;
+    buffer->iface.init_tensor = ggml_backend_cpu_aarch64_buffer_init_tensor;
+    buffer->iface.set_tensor  = ggml_backend_cpu_aarch64_buffer_set_tensor;
+    buffer->iface.get_tensor  = nullptr;
+    buffer->iface.cpy_tensor  = nullptr;
+    return buffer;
+}
+
+static size_t ggml_backend_cpu_aarch64_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) {
+    return TENSOR_ALIGNMENT;
+
+    GGML_UNUSED(buft);
+}
+
+namespace ggml::cpu::aarch64 {
+class extra_buffer_type : ggml::cpu::extra_buffer_type {
+    bool supports_op(ggml_backend_dev_t, const struct ggml_tensor * op) override {
+        if (    op->op == GGML_OP_MUL_MAT &&
+                op->src[0]->buffer &&
+                (ggml_n_dims(op->src[0]) == 2) &&
+                op->src[0]->buffer->buft == ggml_backend_cpu_aarch64_buffer_type() &&
+                ggml_aarch64_get_optimal_repack_type(op->src[0])
+                ) {
+            if (op->src[1]->buffer && !ggml_backend_buft_is_host(op->src[1]->buffer->buft)) {
+                return false;
+            }
+            if (op->src[1]->type == GGML_TYPE_F32) {
+                return true;
+            }
+            //if (op->src[1]->type == GGML_TYPE_Q8_0) {
+            //    return true;
+            //}
+            // may be possible if Q8_0 packed...
+        } else if (op->op == GGML_OP_MUL_MAT_ID
+                && op->src[0]->buffer
+                && (ggml_n_dims(op->src[0]) == 3)
+                && op->src[0]->buffer->buft == ggml_backend_cpu_aarch64_buffer_type()
+                && ggml_aarch64_get_optimal_repack_type(op->src[0])
+                ) {
+            if (op->src[1]->buffer && !ggml_backend_buft_is_host(op->src[1]->buffer->buft)) {
+                return false;
+            }
+            if (op->src[1]->type == GGML_TYPE_F32) {
+                return true;
+            }
+            //if (op->src[1]->type == GGML_TYPE_Q8_0) {
+            //    return true;
+            //}
+        }
+        return false;
+    }
+
+    ggml::cpu::tensor_traits * get_tensor_traits(const struct ggml_tensor * op) override {
+        if (op->op == GGML_OP_MUL_MAT || op->op == GGML_OP_MUL_MAT_ID) {
+            if (op->src[0]->buffer && op->src[0]->buffer->buft == ggml_backend_cpu_aarch64_buffer_type()) {
+                return (ggml::cpu::tensor_traits *) op->src[0]->extra;
+            }
+        }
+        return nullptr;
+    }
+};
+}  // namespace ggml::cpu::aarch64
+
+ggml_backend_buffer_type_t ggml_backend_cpu_aarch64_buffer_type(void) {
+    static struct ggml_backend_buffer_type ggml_backend_cpu_buffer_type_aarch64 = {
+        /* .iface    = */ {
+                           /* .get_name         = */ ggml_backend_cpu_aarch64_buffer_type_get_name,
+                           /* .alloc_buffer     = */ ggml_backend_cpu_aarch64_buffer_type_alloc_buffer,
+                           /* .get_alignment    = */ ggml_backend_cpu_aarch64_buffer_type_get_alignment,
+                           /* .get_max_size     = */ nullptr,  // defaults to SIZE_MAX
+                           /* .get_alloc_size   = */ nullptr,  // defaults to ggml_nbytes
+                           /* .is_host          = */ nullptr,
+                           },
+        /* .device  = */ ggml_backend_reg_dev_get(ggml_backend_cpu_reg(), 0),
+        /* .context = */ new ggml::cpu::aarch64::extra_buffer_type(),
+    };
+
+    return &ggml_backend_cpu_buffer_type_aarch64;
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-aarch64.h b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-aarch64.h
new file mode 100644
index 0000000..6e84c82
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-aarch64.h
@@ -0,0 +1,8 @@
+#pragma once
+
+#include "ggml-cpu-traits.h"
+#include "ggml.h"
+
+// GGML internal header
+
+ggml_backend_buffer_type_t ggml_backend_cpu_aarch64_buffer_type(void);
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-hbm.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-hbm.cpp
new file mode 100644
index 0000000..fa8dea2
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-hbm.cpp
@@ -0,0 +1,55 @@
+#ifdef GGML_USE_CPU_HBM
+
+#include "ggml-backend.h"
+#include "ggml-backend-impl.h"
+#include "ggml-cpu.h"
+#include "ggml-impl.h"
+
+#include "ggml-cpu-hbm.h"
+
+// buffer type HBM
+
+#include <hbwmalloc.h>
+
+static const char * ggml_backend_cpu_hbm_buffer_type_get_name(ggml_backend_buffer_type_t buft) {
+    return "CPU_HBM";
+
+    GGML_UNUSED(buft);
+}
+
+static void ggml_backend_cpu_hbm_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+    hbw_free(buffer->context);
+}
+
+static ggml_backend_buffer_t ggml_backend_cpu_hbm_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft,
+                                                                           size_t                     size) {
+    void * ptr;
+    int    result = hbw_posix_memalign(&ptr, ggml_backend_cpu_buffer_type_get_alignment(buft), size);
+    if (result != 0) {
+        GGML_LOG_ERROR("failed to allocate HBM buffer of size %zu\n", size);
+        return NULL;
+    }
+
+    ggml_backend_buffer_t buffer = ggml_backend_cpu_buffer_from_ptr(ptr, size);
+    buffer->buft                 = buft;
+    buffer->iface.free_buffer    = ggml_backend_cpu_hbm_buffer_free_buffer;
+
+    return buffer;
+}
+
+ggml_backend_buffer_type_t ggml_backend_cpu_hbm_buffer_type(void) {
+    static struct ggml_backend_buffer_type ggml_backend_cpu_buffer_type_hbm = {
+        /* .iface    = */ {
+                           /* .get_name         = */ ggml_backend_cpu_hbm_buffer_type_get_name,
+                           /* .alloc_buffer     = */ ggml_backend_cpu_hbm_buffer_type_alloc_buffer,
+                           /* .get_alignment    = */ ggml_backend_cpu_buffer_type_get_alignment,
+                           /* .get_max_size     = */ nullptr,  // defaults to SIZE_MAX
+                           /* .get_alloc_size   = */ nullptr,  // defaults to ggml_nbytes
+                           /* .is_host          = */ ggml_backend_cpu_buffer_type_is_host,
+                           },
+        /* .context  = */ nullptr,
+    };
+
+    return &ggml_backend_cpu_buffer_type_hbm;
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-hbm.h b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-hbm.h
new file mode 100644
index 0000000..09a1f09
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-hbm.h
@@ -0,0 +1,8 @@
+#pragma once
+
+#include "ggml-backend.h"
+#include "ggml.h"
+
+// GGML CPU internal header
+
+ggml_backend_buffer_type_t ggml_backend_cpu_hbm_buffer_type(void);
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-impl.h b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-impl.h
new file mode 100644
index 0000000..e4af076
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-impl.h
@@ -0,0 +1,512 @@
+#pragma once
+
+// GGML CPU internal header
+
+#include "ggml.h"
+#include "ggml-impl.h"
+
+#include <stdlib.h> // load `stdlib.h` before other headers to work around MinGW bug: https://sourceforge.net/p/mingw-w64/bugs/192/
+//#include <stddef.h>
+#include <stdbool.h>
+#include <string.h> // memcpy
+#include <math.h>   // fabsf
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+struct ggml_compute_params {
+    // ith = thread index, nth = number of threads
+    int ith, nth;
+
+    // work buffer for all threads
+    size_t wsize;
+    void * wdata;
+
+    struct ggml_threadpool * threadpool;
+};
+
+
+#if defined(_MSC_VER)
+
+#define m512bh(p) p
+#define m512i(p) p
+
+#else
+
+#define m512bh(p) (__m512bh)(p)
+#define m512i(p) (__m512i)(p)
+
+#endif
+
+// __FMA__ and __F16C__ are not defined in MSVC, however they are implied with AVX2/AVX512
+#if defined(_MSC_VER) && (defined(__AVX2__) || defined(__AVX512F__))
+#ifndef __FMA__
+#define __FMA__
+#endif
+#ifndef __F16C__
+#define __F16C__
+#endif
+#endif
+
+// __SSE3__ and __SSSE3__ are not defined in MSVC, but SSE3/SSSE3 are present when AVX/AVX2/AVX512 are available
+#if defined(_MSC_VER) && (defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__))
+#ifndef __SSE3__
+#define __SSE3__
+#endif
+#ifndef __SSSE3__
+#define __SSSE3__
+#endif
+#endif
+
+#if defined(__s390x__) && defined(__VEC__)
+#ifndef __VXE__
+#define __VXE__
+#endif
+#ifndef __VXE2__
+#define __VXE2__
+#endif
+#endif
+
+#if defined(__ARM_FEATURE_SVE)
+#include <sys/prctl.h>
+#endif
+
+#if defined(__ARM_NEON)
+
+// ref: https://github.com/ggml-org/llama.cpp/pull/5404
+#ifdef _MSC_VER
+#define ggml_vld1q_u32(w,x,y,z) { ((w) + ((uint64_t)(x) << 32)), ((y) + ((uint64_t)(z) << 32)) }
+#else
+#define ggml_vld1q_u32(w,x,y,z) { (w), (x), (y), (z) }
+#endif // _MSC_VER
+
+#if !defined(__aarch64__)
+
+// 32-bit ARM compatibility
+
+// vaddlvq_s16
+// vpaddq_s16
+// vpaddq_s32
+// vaddvq_s32
+// vaddvq_f32
+// vmaxvq_f32
+// vcvtnq_s32_f32
+// vzip1_u8
+// vzip2_u8
+
+inline static int32_t vaddlvq_s16(int16x8_t v) {
+    int32x4_t v0 = vreinterpretq_s32_s64(vpaddlq_s32(vpaddlq_s16(v)));
+    return vgetq_lane_s32(v0, 0) + vgetq_lane_s32(v0, 2);
+}
+
+inline static int16x8_t vpaddq_s16(int16x8_t a, int16x8_t b) {
+    int16x4_t a0 = vpadd_s16(vget_low_s16(a), vget_high_s16(a));
+    int16x4_t b0 = vpadd_s16(vget_low_s16(b), vget_high_s16(b));
+    return vcombine_s16(a0, b0);
+}
+
+inline static int32x4_t vpaddq_s32(int32x4_t a, int32x4_t b) {
+    int32x2_t a0 = vpadd_s32(vget_low_s32(a), vget_high_s32(a));
+    int32x2_t b0 = vpadd_s32(vget_low_s32(b), vget_high_s32(b));
+    return vcombine_s32(a0, b0);
+}
+
+inline static int32_t vaddvq_s32(int32x4_t v) {
+    return vgetq_lane_s32(v, 0) + vgetq_lane_s32(v, 1) + vgetq_lane_s32(v, 2) + vgetq_lane_s32(v, 3);
+}
+
+inline static float vaddvq_f32(float32x4_t v) {
+    return vgetq_lane_f32(v, 0) + vgetq_lane_f32(v, 1) + vgetq_lane_f32(v, 2) + vgetq_lane_f32(v, 3);
+}
+
+inline static float vmaxvq_f32(float32x4_t v) {
+    return
+        MAX(MAX(vgetq_lane_f32(v, 0), vgetq_lane_f32(v, 1)),
+            MAX(vgetq_lane_f32(v, 2), vgetq_lane_f32(v, 3)));
+}
+
+inline static int32x4_t vcvtnq_s32_f32(float32x4_t v) {
+    int32x4_t res;
+
+    res[0] = roundf(vgetq_lane_f32(v, 0));
+    res[1] = roundf(vgetq_lane_f32(v, 1));
+    res[2] = roundf(vgetq_lane_f32(v, 2));
+    res[3] = roundf(vgetq_lane_f32(v, 3));
+
+    return res;
+}
+
+inline static uint8x8_t vzip1_u8(uint8x8_t a, uint8x8_t b) {
+    uint8x8_t res;
+
+    res[0] = a[0]; res[1] = b[0];
+    res[2] = a[1]; res[3] = b[1];
+    res[4] = a[2]; res[5] = b[2];
+    res[6] = a[3]; res[7] = b[3];
+
+    return res;
+}
+
+inline static uint8x8_t vzip2_u8(uint8x8_t a, uint8x8_t b) {
+    uint8x8_t res;
+
+    res[0] = a[4]; res[1] = b[4];
+    res[2] = a[5]; res[3] = b[5];
+    res[4] = a[6]; res[5] = b[6];
+    res[6] = a[7]; res[7] = b[7];
+
+    return res;
+}
+
+// vld1q_s16_x2
+// vld1q_u8_x2
+// vld1q_u8_x4
+// vld1q_s8_x2
+// vld1q_s8_x4
+// TODO: double-check these work correctly
+
+typedef struct ggml_int16x8x2_t {
+    int16x8_t val[2];
+} ggml_int16x8x2_t;
+
+inline static ggml_int16x8x2_t ggml_vld1q_s16_x2(const int16_t * ptr) {
+    ggml_int16x8x2_t res;
+
+    res.val[0] = vld1q_s16(ptr + 0);
+    res.val[1] = vld1q_s16(ptr + 8);
+
+    return res;
+}
+
+typedef struct ggml_uint8x16x2_t {
+    uint8x16_t val[2];
+} ggml_uint8x16x2_t;
+
+inline static ggml_uint8x16x2_t ggml_vld1q_u8_x2(const uint8_t * ptr) {
+    ggml_uint8x16x2_t res;
+
+    res.val[0] = vld1q_u8(ptr + 0);
+    res.val[1] = vld1q_u8(ptr + 16);
+
+    return res;
+}
+
+typedef struct ggml_uint8x16x4_t {
+    uint8x16_t val[4];
+} ggml_uint8x16x4_t;
+
+inline static ggml_uint8x16x4_t ggml_vld1q_u8_x4(const uint8_t * ptr) {
+    ggml_uint8x16x4_t res;
+
+    res.val[0] = vld1q_u8(ptr + 0);
+    res.val[1] = vld1q_u8(ptr + 16);
+    res.val[2] = vld1q_u8(ptr + 32);
+    res.val[3] = vld1q_u8(ptr + 48);
+
+    return res;
+}
+
+typedef struct ggml_int8x16x2_t {
+    int8x16_t val[2];
+} ggml_int8x16x2_t;
+
+inline static ggml_int8x16x2_t ggml_vld1q_s8_x2(const int8_t * ptr) {
+    ggml_int8x16x2_t res;
+
+    res.val[0] = vld1q_s8(ptr + 0);
+    res.val[1] = vld1q_s8(ptr + 16);
+
+    return res;
+}
+
+typedef struct ggml_int8x16x4_t {
+    int8x16_t val[4];
+} ggml_int8x16x4_t;
+
+inline static ggml_int8x16x4_t ggml_vld1q_s8_x4(const int8_t * ptr) {
+    ggml_int8x16x4_t res;
+
+    res.val[0] = vld1q_s8(ptr + 0);
+    res.val[1] = vld1q_s8(ptr + 16);
+    res.val[2] = vld1q_s8(ptr + 32);
+    res.val[3] = vld1q_s8(ptr + 48);
+
+    return res;
+}
+
+// NOTE: not tested
+inline static int8x16_t ggml_vqtbl1q_s8(int8x16_t a, uint8x16_t b) {
+    int8x16_t res;
+
+    res[ 0] = a[b[ 0]];
+    res[ 1] = a[b[ 1]];
+    res[ 2] = a[b[ 2]];
+    res[ 3] = a[b[ 3]];
+    res[ 4] = a[b[ 4]];
+    res[ 5] = a[b[ 5]];
+    res[ 6] = a[b[ 6]];
+    res[ 7] = a[b[ 7]];
+    res[ 8] = a[b[ 8]];
+    res[ 9] = a[b[ 9]];
+    res[10] = a[b[10]];
+    res[11] = a[b[11]];
+    res[12] = a[b[12]];
+    res[13] = a[b[13]];
+    res[14] = a[b[14]];
+    res[15] = a[b[15]];
+
+    return res;
+}
+
+// NOTE: not tested
+inline static uint8x16_t ggml_vqtbl1q_u8(uint8x16_t a, uint8x16_t b) {
+    uint8x16_t res;
+
+    res[ 0] = a[b[ 0]];
+    res[ 1] = a[b[ 1]];
+    res[ 2] = a[b[ 2]];
+    res[ 3] = a[b[ 3]];
+    res[ 4] = a[b[ 4]];
+    res[ 5] = a[b[ 5]];
+    res[ 6] = a[b[ 6]];
+    res[ 7] = a[b[ 7]];
+    res[ 8] = a[b[ 8]];
+    res[ 9] = a[b[ 9]];
+    res[10] = a[b[10]];
+    res[11] = a[b[11]];
+    res[12] = a[b[12]];
+    res[13] = a[b[13]];
+    res[14] = a[b[14]];
+    res[15] = a[b[15]];
+
+    return res;
+}
+
+#else
+
+#define ggml_int16x8x2_t  int16x8x2_t
+#define ggml_uint8x16x2_t uint8x16x2_t
+#define ggml_uint8x16x4_t uint8x16x4_t
+#define ggml_int8x16x2_t  int8x16x2_t
+#define ggml_int8x16x4_t  int8x16x4_t
+
+#define ggml_vld1q_s16_x2 vld1q_s16_x2
+#define ggml_vld1q_u8_x2  vld1q_u8_x2
+#define ggml_vld1q_u8_x4  vld1q_u8_x4
+#define ggml_vld1q_s8_x2  vld1q_s8_x2
+#define ggml_vld1q_s8_x4  vld1q_s8_x4
+#define ggml_vqtbl1q_s8   vqtbl1q_s8
+#define ggml_vqtbl1q_u8   vqtbl1q_u8
+
+#endif // !defined(__aarch64__)
+
+#if !defined(__ARM_FEATURE_DOTPROD)
+
+inline static int32x4_t ggml_vdotq_s32(int32x4_t acc, int8x16_t a, int8x16_t b) {
+    const int16x8_t p0 = vmull_s8(vget_low_s8 (a), vget_low_s8 (b));
+    const int16x8_t p1 = vmull_s8(vget_high_s8(a), vget_high_s8(b));
+
+    return vaddq_s32(acc, vaddq_s32(vpaddlq_s16(p0), vpaddlq_s16(p1)));
+}
+
+#else
+
+#define ggml_vdotq_s32(a, b, c) vdotq_s32(a, b, c)
+
+#endif // !defined(__ARM_FEATURE_DOTPROD)
+
+#endif // defined(__ARM_NEON)
+
+#ifdef __wasm_simd128__
+#include <wasm_simd128.h>
+#else
+#ifdef __POWER9_VECTOR__
+#include <altivec.h>
+#else
+#if defined(_MSC_VER) || defined(__MINGW32__)
+#include <intrin.h>
+#else
+#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) || defined(__SSSE3__) || defined(__SSE3__) || defined(__SSE__)
+#if !defined(__riscv)
+#include <immintrin.h>
+#endif
+#endif
+#endif
+#endif
+#endif
+
+#ifdef __riscv_v_intrinsic
+#include <riscv_vector.h>
+#endif
+
+#if defined(__loongarch64)
+#if defined(__loongarch_asx)
+#include <lasxintrin.h>
+#endif
+#if defined(__loongarch_sx)
+#include <lsxintrin.h>
+#endif
+#endif
+
+#if defined(__VXE__) || defined(__VXE2__)
+#include <vecintrin.h>
+
+#define vec_neg(a)    (-(a))                // Vector Negate
+#define vec_add(a, b) ((a) + (b))           // Vector Add
+#define vec_sub(a, b) ((a) - (b))           // Vector Subtract
+#define vec_mul(a, b) ((a) * (b))           // Vector Multiply
+#define vec_div(a, b) ((a) / (b))           // Vector Divide
+#define vec_sl(a, b)  ((a) << (b))          // Vector Shift Left
+#define vec_sra(a, b) ((a) >> (b))          // Vector Shift Right
+#define vec_sr(a, b)  ((a) >> (b))          // Vector Shift Right Algebraic
+#define vec_slo(a, b) vec_slb(a, (b) << 64) // Vector Shift Left by Octet
+#define vec_sro(a, b) vec_srb(a, (b) << 64) // Vector Shift Right by Octet
+
+#ifndef vec_and
+#define vec_and(a, b) ((a) & (b)) // Vector AND
+#endif
+
+#ifndef vec_or
+#define vec_or(a, b)  ((a) | (b)) // Vector OR
+#endif
+
+#ifndef vec_xor
+#define vec_xor(a, b) ((a) ^ (b)) // Vector XOR
+#endif
+
+typedef signed char char8x16_t __attribute__((vector_size(16)));
+typedef unsigned char uchar8x16_t __attribute__((vector_size(16)));
+
+typedef int8_t  int8x16_t __attribute__((vector_size(16)));
+typedef int16_t int16x8_t __attribute__((vector_size(16)));
+typedef int32_t int32x4_t __attribute__((vector_size(16)));
+
+typedef uint8_t  uint8x16_t __attribute__((vector_size(16)));
+typedef uint16_t uint16x8_t __attribute__((vector_size(16)));
+typedef uint32_t uint32x4_t __attribute__((vector_size(16)));
+
+typedef float float32x4_t __attribute__((vector_size(16)));
+typedef double double64x2_t __attribute((vector_size(16)));
+
+typedef signed long long long64x2_t __attribute((vector_size(16)));
+typedef unsigned long long ulong64x2_t __attribute__((vector_size(16)));
+
+typedef struct ggml_uint8x16x2_t {
+    uint8x16_t val[2];
+} ggml_uint8x16x2_t;
+
+inline static ggml_uint8x16x2_t ggml_vec_xl_u8x2(const uint8_t * ptr) {
+    ggml_uint8x16x2_t res;
+
+    res.val[0] = vec_xl( 0, ptr);
+    res.val[1] = vec_xl(16, ptr);
+
+    return res;
+}
+
+typedef struct ggml_uint8x16x4_t {
+    uint8x16_t val[4];
+} ggml_uint8x16x4_t;
+
+inline static ggml_uint8x16x4_t ggml_vec_xl_u8x4(const uint8_t * ptr) {
+    ggml_uint8x16x4_t res;
+
+    res.val[0] = vec_xl( 0, ptr);
+    res.val[1] = vec_xl(16, ptr);
+    res.val[2] = vec_xl(32, ptr);
+    res.val[3] = vec_xl(48, ptr);
+
+    return res;
+}
+
+typedef struct ggml_int8x16x4_t {
+    int8x16_t val[4];
+} ggml_int8x16x4_t;
+
+inline static ggml_int8x16x4_t ggml_vec_xl_s8x4(const int8_t * ptr) {
+    ggml_int8x16x4_t res;
+
+    res.val[0] = vec_xl( 0, ptr);
+    res.val[1] = vec_xl(16, ptr);
+    res.val[2] = vec_xl(32, ptr);
+    res.val[3] = vec_xl(48, ptr);
+
+    return res;
+}
+
+typedef struct ggml_int16x8x2_t {
+    int16x8_t val[2];
+} ggml_int16x8x2_t;
+
+inline static ggml_int16x8x2_t ggml_vec_xl_s16x2(const int16_t * ptr) {
+    ggml_int16x8x2_t res;
+
+    res.val[0] = vec_xl( 0, ptr);
+    res.val[1] = vec_xl(16, ptr);
+
+    return res;
+}
+
+/*
+    ! WARNING: Very slow. Use vec_perm if possible. Refer to iq4_xs
+    !          or iq4_nl for example implementation.
+*/
+inline static int8x16_t ggml_vec_tbl(int8x16_t a, uint8x16_t b) {
+    int8x16_t res;
+
+    res[ 0] = a[b[ 0]];
+    res[ 1] = a[b[ 1]];
+    res[ 2] = a[b[ 2]];
+    res[ 3] = a[b[ 3]];
+    res[ 4] = a[b[ 4]];
+    res[ 5] = a[b[ 5]];
+    res[ 6] = a[b[ 6]];
+    res[ 7] = a[b[ 7]];
+    res[ 8] = a[b[ 8]];
+    res[ 9] = a[b[ 9]];
+    res[10] = a[b[10]];
+    res[11] = a[b[11]];
+    res[12] = a[b[12]];
+    res[13] = a[b[13]];
+    res[14] = a[b[14]];
+    res[15] = a[b[15]];
+
+    return res;
+}
+
+inline static int16x8_t vec_padd_s16(int16x8_t a, int16x8_t b) {
+    const uchar8x16_t v_maske = {  0,  1,  4,  5,  8,  9, 12, 13,
+                                  16, 17, 20, 21, 24, 25, 28, 29 };
+
+    const int16x8_t v_abo = vec_pack((int32x4_t)a, (int32x4_t)b);
+    const int16x8_t v_abe = vec_perm(a, b, v_maske);
+    return v_abo + v_abe;
+}
+
+inline static int32x4_t ggml_vec_dot(int32x4_t acc, int8x16_t a, int8x16_t b) {
+    const int16x8_t p = vec_mule(a, b) + vec_mulo(a, b);
+    return acc + (vec_unpackh(p) + vec_unpackl(p));
+}
+
+#endif
+
+#if defined(__loongarch_asx)
+/* float type data load instructions */
+static __m128 __lsx_vreplfr2vr_s(const float val) {
+    v4f32 res = {val, val, val, val};
+    return (__m128)res;
+}
+
+static __m256 __lasx_xvreplfr2vr_s(const float val) {
+    v8f32 res = {val, val, val, val, val, val, val, val};
+    return (__m256)res;
+}
+#endif
+
+// TODO: move to ggml-threading
+void ggml_barrier(struct ggml_threadpool * tp);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-quants.c b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-quants.c
new file mode 100644
index 0000000..ccd0651
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-quants.c
@@ -0,0 +1,13131 @@
+#define GGML_COMMON_IMPL_C
+#include "ggml-common.h"
+
+#include "ggml-quants.h"
+#include "ggml-cpu-quants.h"
+#include "ggml-impl.h"
+#include "ggml-cpu-impl.h"
+#include "ggml-cpu.h"
+
+#include <math.h>
+#include <string.h>
+#include <assert.h>
+#include <float.h>
+#include <stdlib.h> // for qsort
+#include <stdio.h>  // for GGML_ASSERT
+
+#define GROUP_MAX_EPS 1e-15f
+#define GROUP_MAX_EPS_IQ3_XXS 1e-8f
+#define GROUP_MAX_EPS_IQ2_S 1e-8f
+#define GROUP_MAX_EPS_IQ1_M 1e-7f
+#define GROUP_MAX_EPS_IQ1_S 1e-12f
+
+#define UNUSED GGML_UNUSED
+
+// some compilers don't provide _mm256_set_m128i, e.g. gcc 7
+#define MM256_SET_M128I(a, b) _mm256_insertf128_si256(_mm256_castsi128_si256(b), (a), 1)
+
+#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) || defined(__SSSE3__)
+// multiply int8_t, add results pairwise twice
+static inline __m128i mul_sum_i8_pairs(const __m128i x, const __m128i y) {
+    // Get absolute values of x vectors
+    const __m128i ax = _mm_sign_epi8(x, x);
+    // Sign the values of the y vectors
+    const __m128i sy = _mm_sign_epi8(y, x);
+    // Perform multiplication and create 16-bit values
+    const __m128i dot = _mm_maddubs_epi16(ax, sy);
+    const __m128i ones = _mm_set1_epi16(1);
+    return _mm_madd_epi16(ones, dot);
+}
+
+#if __AVX__ || __AVX2__ || __AVX512F__
+// horizontally add 8 floats
+static inline float hsum_float_8(const __m256 x) {
+    __m128 res = _mm256_extractf128_ps(x, 1);
+    res = _mm_add_ps(res, _mm256_castps256_ps128(x));
+    res = _mm_add_ps(res, _mm_movehl_ps(res, res));
+    res = _mm_add_ss(res, _mm_movehdup_ps(res));
+    return _mm_cvtss_f32(res);
+}
+
+// horizontally add 8 int32_t
+static inline int hsum_i32_8(const __m256i a) {
+    const __m128i sum128 = _mm_add_epi32(_mm256_castsi256_si128(a), _mm256_extractf128_si256(a, 1));
+    const __m128i hi64 = _mm_unpackhi_epi64(sum128, sum128);
+    const __m128i sum64 = _mm_add_epi32(hi64, sum128);
+    const __m128i hi32  = _mm_shuffle_epi32(sum64, _MM_SHUFFLE(2, 3, 0, 1));
+    return _mm_cvtsi128_si32(_mm_add_epi32(sum64, hi32));
+}
+
+// horizontally add 4 int32_t
+static inline int hsum_i32_4(const __m128i a) {
+    const __m128i hi64 = _mm_unpackhi_epi64(a, a);
+    const __m128i sum64 = _mm_add_epi32(hi64, a);
+    const __m128i hi32  = _mm_shuffle_epi32(sum64, _MM_SHUFFLE(2, 3, 0, 1));
+    return _mm_cvtsi128_si32(_mm_add_epi32(sum64, hi32));
+}
+
+#if defined(__AVX2__) || defined(__AVX512F__)
+// spread 32 bits to 32 bytes { 0x00, 0xFF }
+static inline __m256i bytes_from_bits_32(const uint8_t * x) {
+    uint32_t x32;
+    memcpy(&x32, x, sizeof(uint32_t));
+    const __m256i shuf_mask = _mm256_set_epi64x(
+            0x0303030303030303, 0x0202020202020202,
+            0x0101010101010101, 0x0000000000000000);
+    __m256i bytes = _mm256_shuffle_epi8(_mm256_set1_epi32(x32), shuf_mask);
+    const __m256i bit_mask = _mm256_set1_epi64x(0x7fbfdfeff7fbfdfe);
+    bytes = _mm256_or_si256(bytes, bit_mask);
+    return _mm256_cmpeq_epi8(bytes, _mm256_set1_epi64x(-1));
+}
+
+// Unpack 32 4-bit fields into 32 bytes
+// The output vector contains 32 bytes, each one in [ 0 .. 15 ] interval
+static inline __m256i bytes_from_nibbles_32(const uint8_t * rsi)
+{
+    const __m128i tmp = _mm_loadu_si128((const __m128i *)rsi);
+    const __m256i bytes = MM256_SET_M128I(_mm_srli_epi16(tmp, 4), tmp);
+    const __m256i lowMask = _mm256_set1_epi8( 0xF );
+    return _mm256_and_si256(lowMask, bytes);
+}
+
+// add int16_t pairwise and return as float vector
+static inline __m256 sum_i16_pairs_float(const __m256i x) {
+    const __m256i ones = _mm256_set1_epi16(1);
+    const __m256i summed_pairs = _mm256_madd_epi16(ones, x);
+    return _mm256_cvtepi32_ps(summed_pairs);
+}
+
+static inline __m256 mul_sum_us8_pairs_float(const __m256i ax, const __m256i sy) {
+#if defined(__AVX512VNNI__) && defined(__AVX512VL__)
+    const __m256i zero = _mm256_setzero_si256();
+    const __m256i summed_pairs = _mm256_dpbusd_epi32(zero, ax, sy);
+    return _mm256_cvtepi32_ps(summed_pairs);
+#elif defined(__AVXVNNI__)
+    const __m256i zero = _mm256_setzero_si256();
+    const __m256i summed_pairs = _mm256_dpbusd_avx_epi32(zero, ax, sy);
+    return _mm256_cvtepi32_ps(summed_pairs);
+#else
+    // Perform multiplication and create 16-bit values
+    const __m256i dot = _mm256_maddubs_epi16(ax, sy);
+    return sum_i16_pairs_float(dot);
+#endif
+}
+
+// multiply int8_t, add results pairwise twice and return as float vector
+static inline __m256 mul_sum_i8_pairs_float(const __m256i x, const __m256i y) {
+#if __AVXVNNIINT8__
+    const __m256i zero = _mm256_setzero_si256();
+    const __m256i summed_pairs = _mm256_dpbssd_epi32(zero, x, y);
+    return _mm256_cvtepi32_ps(summed_pairs);
+#else
+    // Get absolute values of x vectors
+    const __m256i ax = _mm256_sign_epi8(x, x);
+    // Sign the values of the y vectors
+    const __m256i sy = _mm256_sign_epi8(y, x);
+    return mul_sum_us8_pairs_float(ax, sy);
+#endif
+}
+
+static inline __m128i packNibbles( __m256i bytes )
+{
+    // Move bits within 16-bit lanes from 0000_abcd_0000_efgh into 0000_0000_abcd_efgh
+#if __AVX512F__
+    const __m256i bytes_srli_4 = _mm256_srli_epi16(bytes, 4);   // 0000_0000_abcd_0000
+    bytes = _mm256_or_si256(bytes, bytes_srli_4);               // 0000_abcd_abcd_efgh
+    return _mm256_cvtepi16_epi8(bytes);                         // abcd_efgh
+#else
+    const __m256i lowByte = _mm256_set1_epi16( 0xFF );
+    __m256i high = _mm256_andnot_si256( lowByte, bytes );
+    __m256i low = _mm256_and_si256( lowByte, bytes );
+    high = _mm256_srli_epi16( high, 4 );
+    bytes = _mm256_or_si256( low, high );
+
+    // Compress uint16_t lanes into bytes
+    __m128i r0 = _mm256_castsi256_si128( bytes );
+    __m128i r1 = _mm256_extracti128_si256( bytes, 1 );
+    return _mm_packus_epi16( r0, r1 );
+#endif
+}
+#elif defined(__AVX__)
+static inline __m128i packNibbles( __m128i bytes1, __m128i bytes2 )
+{
+    // Move bits within 16-bit lanes from 0000_abcd_0000_efgh into 0000_0000_abcd_efgh
+    const __m128i lowByte = _mm_set1_epi16( 0xFF );
+    __m128i high = _mm_andnot_si128( lowByte, bytes1 );
+    __m128i low = _mm_and_si128( lowByte, bytes1 );
+    high = _mm_srli_epi16( high, 4 );
+    bytes1 = _mm_or_si128( low, high );
+    high = _mm_andnot_si128( lowByte, bytes2 );
+    low = _mm_and_si128( lowByte, bytes2 );
+    high = _mm_srli_epi16( high, 4 );
+    bytes2 = _mm_or_si128( low, high );
+
+    return _mm_packus_epi16( bytes1, bytes2);
+}
+
+static inline __m128i mul_add_epi8_sse(const __m128i x, const __m128i y) {
+    const __m128i ax = _mm_sign_epi8(x, x);
+    const __m128i sy = _mm_sign_epi8(y, x);
+    return _mm_maddubs_epi16(ax, sy);
+}
+
+// spread 32 bits to 32 bytes { 0x00, 0xFF }
+static inline __m256i bytes_from_bits_32(const uint8_t * x) {
+    uint32_t x32;
+    memcpy(&x32, x, sizeof(uint32_t));
+    const __m128i shuf_maskl = _mm_set_epi64x(0x0101010101010101, 0x0000000000000000);
+    const __m128i shuf_maskh = _mm_set_epi64x(0x0303030303030303, 0x0202020202020202);
+    __m128i bytesl = _mm_shuffle_epi8(_mm_set1_epi32(x32), shuf_maskl);
+    __m128i bytesh = _mm_shuffle_epi8(_mm_set1_epi32(x32), shuf_maskh);
+    const __m128i bit_mask = _mm_set1_epi64x(0x7fbfdfeff7fbfdfe);
+    bytesl = _mm_or_si128(bytesl, bit_mask);
+    bytesh = _mm_or_si128(bytesh, bit_mask);
+    bytesl = _mm_cmpeq_epi8(bytesl, _mm_set1_epi64x(-1));
+    bytesh = _mm_cmpeq_epi8(bytesh, _mm_set1_epi64x(-1));
+    return MM256_SET_M128I(bytesh, bytesl);
+}
+
+// Unpack 32 4-bit fields into 32 bytes
+// The output vector contains 32 bytes, each one in [ 0 .. 15 ] interval
+static inline __m256i bytes_from_nibbles_32(const uint8_t * rsi)
+{
+    // Load 16 bytes from memory
+    __m128i tmpl = _mm_loadu_si128((const __m128i *)rsi);
+    __m128i tmph = _mm_srli_epi16(tmpl, 4);
+    const __m128i lowMask = _mm_set1_epi8(0xF);
+    tmpl = _mm_and_si128(lowMask, tmpl);
+    tmph = _mm_and_si128(lowMask, tmph);
+    return MM256_SET_M128I(tmph, tmpl);
+}
+
+// add int16_t pairwise and return as float vector
+static inline __m256 sum_i16_pairs_float(const __m128i xh, const __m128i xl) {
+    const __m128i ones = _mm_set1_epi16(1);
+    const __m128i summed_pairsl = _mm_madd_epi16(ones, xl);
+    const __m128i summed_pairsh = _mm_madd_epi16(ones, xh);
+    const __m256i summed_pairs = MM256_SET_M128I(summed_pairsh, summed_pairsl);
+    return _mm256_cvtepi32_ps(summed_pairs);
+}
+
+static inline __m256 mul_sum_us8_pairs_float(const __m256i ax, const __m256i sy) {
+    const __m128i axl = _mm256_castsi256_si128(ax);
+    const __m128i axh = _mm256_extractf128_si256(ax, 1);
+    const __m128i syl = _mm256_castsi256_si128(sy);
+    const __m128i syh = _mm256_extractf128_si256(sy, 1);
+    // Perform multiplication and create 16-bit values
+    const __m128i dotl = _mm_maddubs_epi16(axl, syl);
+    const __m128i doth = _mm_maddubs_epi16(axh, syh);
+    return sum_i16_pairs_float(doth, dotl);
+}
+
+// multiply int8_t, add results pairwise twice and return as float vector
+static inline __m256 mul_sum_i8_pairs_float(const __m256i x, const __m256i y) {
+    const __m128i xl = _mm256_castsi256_si128(x);
+    const __m128i xh = _mm256_extractf128_si256(x, 1);
+    const __m128i yl = _mm256_castsi256_si128(y);
+    const __m128i yh = _mm256_extractf128_si256(y, 1);
+    // Get absolute values of x vectors
+    const __m128i axl = _mm_sign_epi8(xl, xl);
+    const __m128i axh = _mm_sign_epi8(xh, xh);
+    // Sign the values of the y vectors
+    const __m128i syl = _mm_sign_epi8(yl, xl);
+    const __m128i syh = _mm_sign_epi8(yh, xh);
+    // Perform multiplication and create 16-bit values
+    const __m128i dotl = _mm_maddubs_epi16(axl, syl);
+    const __m128i doth = _mm_maddubs_epi16(axh, syh);
+    return sum_i16_pairs_float(doth, dotl);
+}
+
+// larger version of mul_sum_i8_pairs_float where x and y are each represented by four 128-bit vectors
+static inline __m256 mul_sum_i8_quad_float(const __m128i x_1_0, const __m128i x_1_1, const __m128i x_2_0, const __m128i x_2_1,
+                                           const __m128i y_1_0, const __m128i y_1_1, const __m128i y_2_0, const __m128i y_2_1) {
+    const __m128i mone = _mm_set1_epi16(1);
+
+    const __m128i p16_1_0 = mul_add_epi8_sse(x_1_0, y_1_0);
+    const __m128i p16_1_1 = mul_add_epi8_sse(x_1_1, y_1_1);
+    const __m128i p16_2_0 = mul_add_epi8_sse(x_2_0, y_2_0);
+    const __m128i p16_2_1 = mul_add_epi8_sse(x_2_1, y_2_1);
+    const __m128i p_1_0 = _mm_madd_epi16(p16_1_0, mone);
+    const __m128i p_1_1 = _mm_madd_epi16(p16_1_1, mone);
+    const __m128i p_2_0 = _mm_madd_epi16(p16_2_0, mone);
+    const __m128i p_2_1 = _mm_madd_epi16(p16_2_1, mone);
+    const __m128i p_1 = _mm_add_epi32(p_1_0, p_1_1);
+    const __m128i p_2 = _mm_add_epi32(p_2_0, p_2_1);
+    return _mm256_cvtepi32_ps(MM256_SET_M128I(p_2, p_1));
+}
+
+// quad fp16 delta calculation
+static inline __m256 quad_fp16_delta_float(const float x0, const float y0, const float x1, const float y1) {
+    // GGML_FP16_TO_FP32 is faster than Intel F16C
+    return _mm256_set_m128(_mm_set1_ps(GGML_FP16_TO_FP32(x1) * GGML_FP16_TO_FP32(y1)),
+                           _mm_set1_ps(GGML_FP16_TO_FP32(x0) * GGML_FP16_TO_FP32(y0)));
+}
+#endif
+#elif defined(__SSSE3__)
+// horizontally add 4x4 floats
+static inline float hsum_float_4x4(const __m128 a, const __m128 b, const __m128 c, const __m128 d) {
+    __m128 res_0 =_mm_hadd_ps(a, b);
+    __m128 res_1 =_mm_hadd_ps(c, d);
+    __m128 res =_mm_hadd_ps(res_0, res_1);
+    res =_mm_hadd_ps(res, res);
+    res =_mm_hadd_ps(res, res);
+
+    return _mm_cvtss_f32(res);
+}
+#endif // __AVX__ || __AVX2__ || __AVX512F__
+#endif // defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) || defined(__SSSE3__)
+
+#if defined(__ARM_NEON) || defined(__wasm_simd128__) || defined(__POWER9_VECTOR__)
+#define B1(c,s,n)  0x ## n ## c ,  0x ## n ## s
+#define B2(c,s,n) B1(c,s,n ## c), B1(c,s,n ## s)
+#define B3(c,s,n) B2(c,s,n ## c), B2(c,s,n ## s)
+#define B4(c,s,n) B3(c,s,n ## c), B3(c,s,n ## s)
+#define B5(c,s,n) B4(c,s,n ## c), B4(c,s,n ## s)
+#define B6(c,s,n) B5(c,s,n ## c), B5(c,s,n ## s)
+#define B7(c,s,n) B6(c,s,n ## c), B6(c,s,n ## s)
+#define B8(c,s  ) B7(c,s,     c), B7(c,s,     s)
+
+// precomputed tables for expanding 8bits to 8 bytes:
+static const uint64_t table_b2b_0[1 << 8] = { B8(00, 10) }; // ( b) << 4
+static const uint64_t table_b2b_1[1 << 8] = { B8(10, 00) }; // (!b) << 4
+#endif
+
+#if defined(__loongarch_sx)
+
+static __m128i lsx_packs_w(__m128i a, __m128i b) {
+    __m128i tmp, tmp1;
+    tmp = __lsx_vsat_w(a, 15);
+    tmp1 = __lsx_vsat_w(b, 15);
+    return __lsx_vpickev_h(tmp1, tmp);
+}
+
+static __m128i lsx_packs_h(__m128i a, __m128i b) {
+    __m128i tmp, tmp1;
+    tmp = __lsx_vsat_h(a, 7);
+    tmp1 = __lsx_vsat_h(b, 7);
+    return __lsx_vpickev_b(tmp1, tmp);
+}
+
+static __m128i lsx_packus_h(__m128i a, __m128i b) {
+    __m128i tmp, tmp1;
+    tmp = __lsx_vsat_hu(a, 7);
+    tmp1 = __lsx_vsat_hu(b, 7);
+    return __lsx_vpickev_b(tmp1, tmp);
+}
+
+static __m128i lsx_maddubs_h(__m128i a, __m128i b) {
+    __m128i tmp1, tmp2;
+    tmp1 = __lsx_vmulwev_h_b(a, b);
+    tmp2 = __lsx_vmulwod_h_b(a, b);
+    return __lsx_vsadd_h(tmp1, tmp2);
+}
+
+static __m128i lsx_madd_h(__m128i a, __m128i b) {
+    __m128i tmp1, tmp2;
+    tmp1 = __lsx_vmulwev_w_h(a, b);
+    tmp2 = __lsx_vmulwod_w_h(a, b);
+    return __lsx_vadd_w(tmp1, tmp2);
+}
+
+static __m128i lsx_set_w(int32_t a, int32_t b, int32_t c, int32_t d) {
+    v4i32 __ret = {d, c, b, a};
+    return (__m128i)__ret;
+}
+
+static __m128i lsx_shuffle_b(__m128i a, __m128i b) {
+    __m128i mask_f, zero, tmp0, tmp2, mask;
+    int f = 0x8f;
+    mask_f = __lsx_vreplgr2vr_b(f);
+    zero = __lsx_vldi(0);
+    tmp0 = __lsx_vand_v(b, mask_f); // get mask with low 4 bit and sign bits
+    tmp0 = __lsx_vori_b(tmp0, 0x10); // make each mask or  with 0x10 prepare for positive
+    mask = __lsx_vsle_b(zero, tmp0); // if mask >= 0, set mask
+    tmp2 = __lsx_vand_v(tmp0, mask); // maskout the in2 < ones
+    return __lsx_vshuf_b(a, zero, tmp2);
+}
+
+static __m128i lsx_hadd_h(__m128i a, __m128i b) {
+    __m128i tmp1 = __lsx_vpickev_h(b, a);
+    __m128i tmp2 = __lsx_vpickod_h(b, a);
+    return __lsx_vadd_h(tmp1, tmp2);
+}
+
+static __m128i lsx_hadd_w(__m128i a, __m128i b) {
+    __m128i tmp1 = __lsx_vpickev_w(b, a);
+    __m128i tmp2 = __lsx_vpickod_w(b, a);
+    return __lsx_vadd_w(tmp1, tmp2);
+}
+
+static __m128 lsx_hadd_s(__m128 a, __m128 b) {
+    __m128 tmp1 = (__m128)__lsx_vpickev_w((__m128i)b, (__m128i)a);
+    __m128 tmp2 = (__m128)__lsx_vpickod_w((__m128i)b, (__m128i)a);
+
+    return __lsx_vfadd_s(tmp1, tmp2);
+}
+
+static inline float hsum_float_4x4(const __m128 a, const __m128 b, const __m128 c, const __m128 d) {
+    __m128 res_0 =lsx_hadd_s(a, b);
+    __m128 res_1 =lsx_hadd_s(c, d);
+    __m128 res =lsx_hadd_s(res_0, res_1);
+    res =lsx_hadd_s(res, res);
+    res =lsx_hadd_s(res, res);
+
+    return ((v4f32)res)[0];
+}
+#endif
+
+#if defined(__loongarch_asx)
+
+#ifdef __clang__
+#define VREGS_PREFIX "$vr"
+#define XREGS_PREFIX "$xr"
+#else // GCC
+#define VREGS_PREFIX "$f"
+#define XREGS_PREFIX "$f"
+#endif
+#define __ALL_REGS "0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31"
+// Convert __m128i to __m256i
+static inline __m256i ____m256i(__m128i in) {
+    __m256i out = __lasx_xvldi(0);
+    __asm__ volatile (
+        ".irp i," __ALL_REGS                "\n\t"
+        " .ifc %[out], " XREGS_PREFIX"\\i    \n\t"
+        "  .irp j," __ALL_REGS              "\n\t"
+        "   .ifc %[in], " VREGS_PREFIX "\\j  \n\t"
+        "    xvpermi.q $xr\\i, $xr\\j, 0x20  \n\t"
+        "   .endif                           \n\t"
+        "  .endr                             \n\t"
+        " .endif                             \n\t"
+        ".endr                               \n\t"
+        : [out] "+f" (out) : [in] "f" (in)
+    );
+    return out;
+}
+// Convert two __m128i to __m256i
+static inline __m256i lasx_set_q(__m128i inhi, __m128i inlo) {
+    __m256i out;
+    __asm__ volatile (
+        ".irp i," __ALL_REGS                "\n\t"
+        " .ifc %[hi], " VREGS_PREFIX "\\i    \n\t"
+        "  .irp j," __ALL_REGS              "\n\t"
+        "   .ifc %[lo], " VREGS_PREFIX "\\j  \n\t"
+        "    xvpermi.q $xr\\i, $xr\\j, 0x20  \n\t"
+        "   .endif                           \n\t"
+        "  .endr                             \n\t"
+        " .endif                             \n\t"
+        ".endr                               \n\t"
+        ".ifnc %[out], %[hi]                 \n\t"
+        ".irp i," __ALL_REGS                "\n\t"
+        " .ifc %[out], " XREGS_PREFIX "\\i   \n\t"
+        "  .irp j," __ALL_REGS              "\n\t"
+        "   .ifc %[hi], " VREGS_PREFIX "\\j  \n\t"
+        "    xvori.b $xr\\i, $xr\\j, 0       \n\t"
+        "   .endif                           \n\t"
+        "  .endr                             \n\t"
+        " .endif                             \n\t"
+        ".endr                               \n\t"
+        ".endif                              \n\t"
+        : [out] "=f" (out), [hi] "+f" (inhi)
+        : [lo] "f" (inlo)
+    );
+    return out;
+}
+// Convert __m256i low part to __m128i
+static inline __m128i lasx_extracti128_lo(__m256i in) {
+    __m128i out;
+    __asm__ volatile (
+        ".ifnc %[out], %[in]                 \n\t"
+        ".irp i," __ALL_REGS                "\n\t"
+        " .ifc %[out], " VREGS_PREFIX "\\i   \n\t"
+        "  .irp j," __ALL_REGS              "\n\t"
+        "   .ifc %[in], " XREGS_PREFIX "\\j  \n\t"
+        "    vori.b $vr\\i, $vr\\j, 0        \n\t"
+        "   .endif                           \n\t"
+        "  .endr                             \n\t"
+        " .endif                             \n\t"
+        ".endr                               \n\t"
+        ".endif                              \n\t"
+        : [out] "=f" (out) : [in] "f" (in)
+    );
+    return out;
+}
+// Convert __m256i high part to __m128i
+static inline __m128i lasx_extracti128_hi(__m256i in) {
+    __m128i out;
+    __asm__ volatile (
+        ".irp i," __ALL_REGS                "\n\t"
+        " .ifc %[out], " VREGS_PREFIX "\\i   \n\t"
+        "  .irp j," __ALL_REGS              "\n\t"
+        "   .ifc %[in], " XREGS_PREFIX "\\j  \n\t"
+        "    xvpermi.q $xr\\i, $xr\\j, 0x11  \n\t"
+        "   .endif                           \n\t"
+        "  .endr                             \n\t"
+        " .endif                             \n\t"
+        ".endr                               \n\t"
+        : [out] "=f" (out) : [in] "f" (in)
+    );
+    return out;
+}
+
+static __m256i lasx_set_w(int e7, int e6, int e5, int e4, int e3, int e2, int e1, int e0) {
+    v8i32 __ret = {e0, e1, e2, e3, e4, e5, e6, e7};
+    return (__m256i)__ret;
+}
+
+static __m256i lasx_set_d(int64_t a, int64_t b, int64_t c, int64_t d) {
+    v4i64 __ret = {d, c, b, a};
+    return (__m256i)__ret;
+}
+
+static __m256i lasx_insertf128( __m128i x, __m128i y) {
+    return lasx_set_q(x, y);
+}
+
+static __m256i lasx_shuffle_b(__m256i a, __m256i b) {
+    __m256i mask_f, zero, tmp0, tmp2, mask;
+    int f = 0x8f;
+    mask_f = __lasx_xvreplgr2vr_b(f);
+    zero = __lasx_xvldi(0);
+    tmp0 = __lasx_xvand_v(b, mask_f); // get mask with low 4 bit and sign bits
+    tmp0 = __lasx_xvori_b(tmp0, 0x10); // make each mask or  with 0x10 prepare for positive
+    mask = __lasx_xvsle_b(zero, tmp0); // if mask >= 0, set mask
+    tmp2 = __lasx_xvand_v(tmp0, mask); // maskout the in2 < ones
+    return __lasx_xvshuf_b(a, zero, tmp2);
+}
+
+static __m256i lasx_extu8_16(__m128i a) {
+    return __lasx_vext2xv_hu_bu(____m256i(a));
+}
+
+static __m256i lasx_ext8_16(__m128i a) {
+    return __lasx_vext2xv_h_b(____m256i(a));
+}
+
+static __m256i lasx_ext16_32(__m128i a) {
+    return __lasx_vext2xv_w_h(____m256i(a));
+}
+
+static __m128i lasx_extracti128( __m256i a, int pos) {
+    __m128i ret;
+    if( pos == 0)
+    {
+       ret = lasx_extracti128_lo(a);
+    } else {
+       ret = lasx_extracti128_hi(a);
+    }
+    return ret;
+}
+
+static __m128 lasx_extractf128( __m256 a, int pos) {
+    __m128 ret;
+    if( pos == 0)
+    {
+       ret = (__m128)lasx_extracti128_lo((__m256i)a);
+    } else {
+       ret = (__m128)lasx_extracti128_hi((__m256i)a);
+    }
+    return ret;
+}
+
+static __m256i lasx_maddubs_h(__m256i a, __m256i b) {
+    __m256i tmp1, tmp2;
+    tmp1 = __lasx_xvmulwev_h_b(a, b);
+    tmp2 = __lasx_xvmulwod_h_b(a, b);
+    return __lasx_xvsadd_h(tmp1, tmp2);
+}
+
+static __m256i lasx_madd_h(__m256i a, __m256i b) {
+    __m256i tmp1, tmp2;
+    tmp1 = __lasx_xvmulwev_w_h(a, b);
+    tmp2 = __lasx_xvmulwod_w_h(a, b);
+    return __lasx_xvadd_w(tmp1, tmp2);
+}
+
+static __m256i lasx_packs_w(__m256i a, __m256i b) {
+    __m256i tmp, tmp1;
+    tmp = __lasx_xvsat_w(a, 15);
+    tmp1 = __lasx_xvsat_w(b, 15);
+    return __lasx_xvpickev_h(tmp1, tmp);
+}
+
+static __m256i lasx_packs_h(__m256i a, __m256i b) {
+    __m256i tmp, tmp1;
+    tmp = __lasx_xvsat_h(a, 7);
+    tmp1 = __lasx_xvsat_h(b, 7);
+    return __lasx_xvpickev_b(tmp1, tmp);
+}
+
+static inline __m256i lasx_madd_h_b(__m256i a, __m256i b) {
+    __m256i tmp1, tmp2;
+    tmp1 = __lasx_xvmulwev_h_b(a, b);
+    tmp2 = __lasx_xvmulwod_h_b(a, b);
+    return __lasx_xvadd_h(tmp1, tmp2);
+}
+
+static inline __m256i lasx_xvrepl128vei_h(__m256i a, const unsigned int b) {
+    switch (b) {
+        case 0: return __lasx_xvrepl128vei_h(a, 0);
+        case 1: return __lasx_xvrepl128vei_h(a, 1);
+        case 2: return __lasx_xvrepl128vei_h(a, 2);
+        case 3: return __lasx_xvrepl128vei_h(a, 3);
+        case 4: return __lasx_xvrepl128vei_h(a, 4);
+        case 5: return __lasx_xvrepl128vei_h(a, 5);
+        case 6: return __lasx_xvrepl128vei_h(a, 6);
+        case 7: return __lasx_xvrepl128vei_h(a, 7);
+        default: __builtin_unreachable();
+    }
+}
+
+static inline __m256i lasx_xvandi_b_bit(__m256i a, const unsigned int b) {
+    switch (b) {
+        case 0: return __lasx_xvandi_b(a, 1 << 0);
+        case 1: return __lasx_xvandi_b(a, 1 << 1);
+        case 2: return __lasx_xvandi_b(a, 1 << 2);
+        case 3: return __lasx_xvandi_b(a, 1 << 3);
+        case 4: return __lasx_xvandi_b(a, 1 << 4);
+        case 5: return __lasx_xvandi_b(a, 1 << 5);
+        case 6: return __lasx_xvandi_b(a, 1 << 6);
+        case 7: return __lasx_xvandi_b(a, 1 << 7);
+        default: __builtin_unreachable();
+    }
+}
+
+// multiply int8_t, add results pairwise twice
+static inline __m128i mul_sum_i8_pairs(const __m128i x, const __m128i y) {
+    // Get absolute values of x vectors
+    const __m128i ax = __lsx_vsigncov_b(x, x);
+    // Sign the values of the y vectors
+    const __m128i sy = __lsx_vsigncov_b(x, y);
+    // Perform multiplication and create 16-bit values
+    const __m128i dot = lsx_maddubs_h(ax, sy);
+    const __m128i ones = __lsx_vreplgr2vr_h(1);
+    return lsx_madd_h(ones, dot);
+}
+
+// horizontally add 8 floats
+static inline float hsum_float_8(const __m256 x) {
+    __m128 res = lasx_extractf128(x, 1);
+    res = __lsx_vfadd_s(res, lasx_extractf128(x, 0));
+    res = __lsx_vfadd_s(res, (__m128)__lsx_vpickod_d((__m128i)res, (__m128i)res));
+    res = __lsx_vfadd_s(res, (__m128)__lsx_vinsgr2vr_w(__lsx_vldi(0), __lsx_vpickve2gr_w(res, 1), 0));
+    return ((v4f32)res)[0];
+}
+
+// horizontally add 8 int32_t
+static inline int hsum_i32_8(const __m256i a) {
+
+    __m256i tmp1 = __lasx_xvpermi_q(a, a, 0x11);
+    __m256i tmp2 = __lasx_xvpermi_q(a, a, 0x00);
+
+    __m128i  tmp1_128 = lasx_extracti128_lo(tmp1);
+    __m128i  tmp2_128 = lasx_extracti128_lo(tmp2);
+
+    __m128i sum128 = __lsx_vadd_w(tmp1_128, tmp2_128);
+
+    __m128i ev = __lsx_vpickev_w(sum128, sum128);
+    __m128i od = __lsx_vpickod_w(sum128, sum128);
+    __m128i sum64 = __lsx_vadd_w(ev, od);
+
+    int sum64_1, sum64_2;
+    sum64_1 = __lsx_vpickve2gr_w(sum64, 0);
+    sum64_2 = __lsx_vpickve2gr_w(sum64, 1);
+
+    return  sum64_1 + sum64_2;
+}
+
+// horizontally add 4 int32_t
+static inline int hsum_i32_4(const __m128i a) {
+    __m128i ev = __lsx_vpickev_w(a, a);
+    __m128i od = __lsx_vpickod_w(a, a);
+    __m128i sum64 = __lsx_vadd_w(ev, od);
+
+    int sum64_1, sum64_2;
+    sum64_1 = __lsx_vpickve2gr_w(sum64, 0);
+    sum64_2 = __lsx_vpickve2gr_w(sum64, 1);
+
+    return  sum64_1 + sum64_2;
+}
+
+// spread 32 bits to 32 bytes { 0x00, 0xFF }
+static inline __m256i bytes_from_bits_32(const uint8_t * x) {
+
+    uint32_t x32;
+    memcpy(&x32, x, sizeof(uint32_t));
+    const __m256i shuf_mask = lasx_set_d(
+            0x0303030303030303, 0x0202020202020202,
+            0x0101010101010101, 0x0000000000000000);
+
+    __m256i bytes = lasx_shuffle_b(__lasx_xvreplgr2vr_w(x32), shuf_mask);
+    const __m256i bit_mask = __lasx_xvreplgr2vr_d(0x7fbfdfeff7fbfdfe);
+    bytes = __lasx_xvor_v(bytes, bit_mask);
+    return __lasx_xvseq_b(bytes, __lasx_xvreplgr2vr_d(-1));
+}
+
+// Unpack 32 4-bit fields into 32 bytes
+// The output vector contains 32 bytes, each one in [ 0 .. 15 ] interval
+static inline __m256i bytes_from_nibbles_32(const uint8_t * rsi) {
+    const __m128i lo = __lsx_vld((const __m128i *)rsi, 0);
+    __m128i hi = __lsx_vsrli_h(lo, 4);
+    return __lasx_xvandi_b(lasx_insertf128(hi, lo), 0xf);
+}
+
+// add int16_t pairwise and return as float vector
+static inline __m256 sum_i16_pairs_float(const __m256i x) {
+    __m256i v = __lasx_xvpackod_h(x, x);
+    __m256i summed_pairs = __lasx_xvaddwev_w_h(x, v);
+    return __lasx_xvffint_s_w(summed_pairs);
+}
+
+static inline __m256 mul_sum_us8_pairs_float(const __m256i ax, const __m256i sy) {
+    // Perform multiplication and create 16-bit values
+    const __m256i dot = lasx_maddubs_h(ax, sy);
+    return sum_i16_pairs_float(dot);
+}
+
+// multiply int8_t, add results pairwise twice and return as float vector
+static inline __m256 mul_sum_i8_pairs_float(const __m256i x, const __m256i y) {
+    const __m256i dot = lasx_madd_h_b(x, y);
+    return sum_i16_pairs_float(dot);
+}
+
+static inline __m128i packNibbles( __m256i bytes ) {
+    // Move bits within 16-bit lanes from 0000_abcd_0000_efgh into 0000_0000_abcd_efgh
+    const __m256i lowByte = __lasx_xvreplgr2vr_h(0xFF);
+     __m256i high = __lasx_xvandn_v(lowByte, bytes);
+    __m256i low = __lasx_xvand_v(lowByte, bytes);
+    high = __lasx_xvsrli_h(high, 4);
+    bytes = __lasx_xvor_v(low, high);
+    // Compress uint16_t lanes into bytes
+    __m128i *r0 = (__m128i *)&bytes;
+    __m256i tmp_h128 = __lasx_xvpermi_q(bytes, bytes, 0x11);
+    __m128i *r1 = (__m128i *)&tmp_h128;
+
+    __m128i zero = __lsx_vldi(0);
+    __m128i tmp, tmp2, tmp3;
+
+    tmp = __lsx_vmax_h(zero, *r0);
+    tmp2 = __lsx_vsat_hu(tmp, 7);
+
+    tmp = __lsx_vmax_h(zero, *r1);
+    tmp3 = __lsx_vsat_hu(tmp, 7);
+    return  __lsx_vpickev_b(tmp3, tmp2);
+}
+#endif  //__loongarch_asx
+
+void quantize_row_q4_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) {
+    quantize_row_q4_0_ref(x, y, k);
+}
+
+void quantize_row_q4_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) {
+    quantize_row_q4_1_ref(x, y, k);
+}
+
+void quantize_row_q5_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) {
+    quantize_row_q5_0_ref(x, y, k);
+}
+
+void quantize_row_q5_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) {
+    quantize_row_q5_1_ref(x, y, k);
+}
+
+void quantize_row_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(QK8_0 == 32);
+    assert(k % QK8_0 == 0);
+    const int nb = k / QK8_0;
+
+    block_q8_0 * GGML_RESTRICT y = vy;
+
+#if defined(__ARM_NEON)
+    for (int i = 0; i < nb; i++) {
+        float32x4_t srcv [8];
+        float32x4_t asrcv[8];
+        float32x4_t amaxv[8];
+
+        for (int j = 0; j < 8; j++) srcv[j]  = vld1q_f32(x + i*32 + 4*j);
+        for (int j = 0; j < 8; j++) asrcv[j] = vabsq_f32(srcv[j]);
+
+        for (int j = 0; j < 4; j++) amaxv[2*j] = vmaxq_f32(asrcv[2*j], asrcv[2*j+1]);
+        for (int j = 0; j < 2; j++) amaxv[4*j] = vmaxq_f32(amaxv[4*j], amaxv[4*j+2]);
+        for (int j = 0; j < 1; j++) amaxv[8*j] = vmaxq_f32(amaxv[8*j], amaxv[8*j+4]);
+
+        const float amax = vmaxvq_f32(amaxv[0]);
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        for (int j = 0; j < 8; j++) {
+            const float32x4_t v  = vmulq_n_f32(srcv[j], id);
+            const int32x4_t   vi = vcvtnq_s32_f32(v);
+
+            y[i].qs[4*j + 0] = vgetq_lane_s32(vi, 0);
+            y[i].qs[4*j + 1] = vgetq_lane_s32(vi, 1);
+            y[i].qs[4*j + 2] = vgetq_lane_s32(vi, 2);
+            y[i].qs[4*j + 3] = vgetq_lane_s32(vi, 3);
+        }
+    }
+#elif defined __wasm_simd128__
+    for (int i = 0; i < nb; i++) {
+        v128_t srcv [8];
+        v128_t asrcv[8];
+        v128_t amaxv[8];
+
+        for (int j = 0; j < 8; j++) srcv[j]  = wasm_v128_load(x + i*32 + 4*j);
+        for (int j = 0; j < 8; j++) asrcv[j] = wasm_f32x4_abs(srcv[j]);
+
+        for (int j = 0; j < 4; j++) amaxv[2*j] = wasm_f32x4_max(asrcv[2*j], asrcv[2*j+1]);
+        for (int j = 0; j < 2; j++) amaxv[4*j] = wasm_f32x4_max(amaxv[4*j], amaxv[4*j+2]);
+        for (int j = 0; j < 1; j++) amaxv[8*j] = wasm_f32x4_max(amaxv[8*j], amaxv[8*j+4]);
+
+        const float amax = MAX(MAX(wasm_f32x4_extract_lane(amaxv[0], 0),
+                                   wasm_f32x4_extract_lane(amaxv[0], 1)),
+                               MAX(wasm_f32x4_extract_lane(amaxv[0], 2),
+                                   wasm_f32x4_extract_lane(amaxv[0], 3)));
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        for (int j = 0; j < 8; j++) {
+            const v128_t v  = wasm_f32x4_mul(srcv[j], wasm_f32x4_splat(id));
+            const v128_t vi = wasm_i32x4_trunc_sat_f32x4(v);
+
+            y[i].qs[4*j + 0] = wasm_i32x4_extract_lane(vi, 0);
+            y[i].qs[4*j + 1] = wasm_i32x4_extract_lane(vi, 1);
+            y[i].qs[4*j + 2] = wasm_i32x4_extract_lane(vi, 2);
+            y[i].qs[4*j + 3] = wasm_i32x4_extract_lane(vi, 3);
+        }
+    }
+#elif defined(__AVX2__) || defined(__AVX__)
+    for (int i = 0; i < nb; i++) {
+        // Load elements into 4 AVX vectors
+        __m256 v0 = _mm256_loadu_ps( x );
+        __m256 v1 = _mm256_loadu_ps( x + 8 );
+        __m256 v2 = _mm256_loadu_ps( x + 16 );
+        __m256 v3 = _mm256_loadu_ps( x + 24 );
+        x += 32;
+
+        // Compute max(abs(e)) for the block
+        const __m256 signBit = _mm256_set1_ps( -0.0f );
+        __m256 maxAbs = _mm256_andnot_ps( signBit, v0 );
+        maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v1 ) );
+        maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v2 ) );
+        maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v3 ) );
+
+        __m128 max4 = _mm_max_ps( _mm256_extractf128_ps( maxAbs, 1 ), _mm256_castps256_ps128( maxAbs ) );
+        max4 = _mm_max_ps( max4, _mm_movehl_ps( max4, max4 ) );
+        max4 = _mm_max_ss( max4, _mm_movehdup_ps( max4 ) );
+        const float maxScalar = _mm_cvtss_f32( max4 );
+
+        // Quantize these floats
+        const float d = maxScalar / 127.f;
+        y[i].d = GGML_FP32_TO_FP16(d);
+        const float id = ( maxScalar != 0.0f ) ? 127.f / maxScalar : 0.0f;
+        const __m256 mul = _mm256_set1_ps( id );
+
+        // Apply the multiplier
+        v0 = _mm256_mul_ps( v0, mul );
+        v1 = _mm256_mul_ps( v1, mul );
+        v2 = _mm256_mul_ps( v2, mul );
+        v3 = _mm256_mul_ps( v3, mul );
+
+        // Round to nearest integer
+        v0 = _mm256_round_ps( v0, _MM_ROUND_NEAREST );
+        v1 = _mm256_round_ps( v1, _MM_ROUND_NEAREST );
+        v2 = _mm256_round_ps( v2, _MM_ROUND_NEAREST );
+        v3 = _mm256_round_ps( v3, _MM_ROUND_NEAREST );
+
+        // Convert floats to integers
+        __m256i i0 = _mm256_cvtps_epi32( v0 );
+        __m256i i1 = _mm256_cvtps_epi32( v1 );
+        __m256i i2 = _mm256_cvtps_epi32( v2 );
+        __m256i i3 = _mm256_cvtps_epi32( v3 );
+
+#if defined(__AVX2__)
+        // Convert int32 to int16
+        i0 = _mm256_packs_epi32( i0, i1 );	// 0, 1, 2, 3,  8, 9, 10, 11,  4, 5, 6, 7, 12, 13, 14, 15
+        i2 = _mm256_packs_epi32( i2, i3 );	// 16, 17, 18, 19,  24, 25, 26, 27,  20, 21, 22, 23, 28, 29, 30, 31
+                                            // Convert int16 to int8
+        i0 = _mm256_packs_epi16( i0, i2 );	// 0, 1, 2, 3,  8, 9, 10, 11,  16, 17, 18, 19,  24, 25, 26, 27,  4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31
+
+        // We got our precious signed bytes, but the order is now wrong
+        // These AVX2 pack instructions process 16-byte pieces independently
+        // The following instruction is fixing the order
+        const __m256i perm = _mm256_setr_epi32( 0, 4, 1, 5, 2, 6, 3, 7 );
+        i0 = _mm256_permutevar8x32_epi32( i0, perm );
+
+        _mm256_storeu_si256((__m256i *)y[i].qs, i0);
+#else
+        // Since we don't have in AVX some necessary functions,
+        // we split the registers in half and call AVX2 analogs from SSE
+        __m128i ni0 = _mm256_castsi256_si128( i0 );
+        __m128i ni1 = _mm256_extractf128_si256( i0, 1);
+        __m128i ni2 = _mm256_castsi256_si128( i1 );
+        __m128i ni3 = _mm256_extractf128_si256( i1, 1);
+        __m128i ni4 = _mm256_castsi256_si128( i2 );
+        __m128i ni5 = _mm256_extractf128_si256( i2, 1);
+        __m128i ni6 = _mm256_castsi256_si128( i3 );
+        __m128i ni7 = _mm256_extractf128_si256( i3, 1);
+
+        // Convert int32 to int16
+        ni0 = _mm_packs_epi32( ni0, ni1 );
+        ni2 = _mm_packs_epi32( ni2, ni3 );
+        ni4 = _mm_packs_epi32( ni4, ni5 );
+        ni6 = _mm_packs_epi32( ni6, ni7 );
+        // Convert int16 to int8
+        ni0 = _mm_packs_epi16( ni0, ni2 );
+        ni4 = _mm_packs_epi16( ni4, ni6 );
+
+        _mm_storeu_si128((__m128i *)(y[i].qs +  0), ni0);
+        _mm_storeu_si128((__m128i *)(y[i].qs + 16), ni4);
+#endif
+    }
+#elif defined(__riscv_v_intrinsic)
+
+    size_t vl = QK8_0;
+
+    for (int i = 0; i < nb; i++) {
+        // load elements
+        vfloat32m8_t v_x   = __riscv_vle32_v_f32m8(x+i*QK8_0, vl);
+
+        vfloat32m8_t vfabs = __riscv_vfabs_v_f32m8(v_x, vl);
+        vfloat32m1_t tmp   = __riscv_vfmv_v_f_f32m1(0.0f, vl);
+        vfloat32m1_t vmax  = __riscv_vfredmax_vs_f32m8_f32m1(vfabs, tmp, vl);
+        float amax = __riscv_vfmv_f_s_f32m1_f32(vmax);
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        vfloat32m8_t x0 = __riscv_vfmul_vf_f32m8(v_x, id, vl);
+
+        // convert to integer
+        vint16m4_t   vi = __riscv_vfncvt_x_f_w_i16m4(x0, vl);
+        vint8m2_t    vs = __riscv_vncvt_x_x_w_i8m2(vi, vl);
+
+        // store result
+        __riscv_vse8_v_i8m2(y[i].qs , vs, vl);
+    }
+
+#elif defined(__POWER9_VECTOR__)
+    for (int i = 0; i < nb; i++) {
+        vector float srcv [8];
+        vector float asrcv[8];
+        vector float amaxv[8];
+        vector signed int vi[8];
+
+        for (int j = 0; j < 8; j++) srcv[j]  = vec_xl(0, x + i*32 + 4*j);
+        for (int j = 0; j < 8; j++) asrcv[j] = vec_abs(srcv[j]);
+
+        for (int j = 0; j < 4; j++) amaxv[2*j] = vec_max(asrcv[2*j], asrcv[2*j+1]);
+        for (int j = 0; j < 2; j++) amaxv[4*j] = vec_max(amaxv[4*j], amaxv[4*j+2]);
+        for (int j = 0; j < 1; j++) amaxv[8*j] = vec_max(amaxv[8*j], amaxv[8*j+4]);
+
+        const float amax = MAX(MAX(vec_extract(amaxv[0], 0),
+                                   vec_extract(amaxv[0], 1)),
+                               MAX(vec_extract(amaxv[0], 2),
+                                   vec_extract(amaxv[0], 3)));
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+        const vector float vid = vec_splats(id);
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        for (int j = 0; j < 8; j++) {
+            const vector float v  = vec_round(vec_mul(srcv[j], vid));
+            vi[j] = vec_cts(v, 0);
+        }
+        vec_xst(vec_pack(vec_pack(vi[0], vi[1]), vec_pack(vi[2], vi[3])),  0, &y[i].qs[0]);
+        vec_xst(vec_pack(vec_pack(vi[4], vi[5]), vec_pack(vi[6], vi[7])), 16, &y[i].qs[0]);
+    }
+
+#elif defined(__loongarch_asx)
+    for (int i = 0; i < nb; i++) {
+        __m256 v0 = (__m256)__lasx_xvld( x , 0);
+        __m256 v1 = (__m256)__lasx_xvld( x , 32);
+        __m256 v2 = (__m256)__lasx_xvld( x , 64);
+        __m256 v3 = (__m256)__lasx_xvld( x , 96);
+        x += 32;
+
+        // Compute max(abs(e)) for the block
+        const __m256 sign_bit = __lasx_xvreplfr2vr_s( -0.0f );
+        __m256 max_abs = (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v0 );
+        max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v1 ) );
+        max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v2 ) );
+        max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v3 ) );
+
+        __m128 max4 = __lsx_vfmax_s( lasx_extractf128( max_abs, 1 ), lasx_extractf128( max_abs , 0) );
+        max4 = __lsx_vfmax_s( max4, (__m128)__lsx_vpickod_d((__m128i) max4, (__m128i)max4 ) );
+        __m128 tmp = max4;
+        max4 = __lsx_vfmax_s( max4, (__m128)__lsx_vinsgr2vr_w(tmp, __lsx_vpickve2gr_w( max4, 1 ), 0 ));
+        const float max_scalar = ((v4f32)max4)[0];
+
+        // Quantize these floats
+        const float d = max_scalar / 127.f;
+        y[i].d = GGML_FP32_TO_FP16(d);
+        const float id = ( max_scalar != 0.0f ) ? 127.f / max_scalar : 0.0f;
+        const __m256 mul = (__m256)__lasx_xvreplfr2vr_s( id );
+
+        // Apply the multiplier
+        v0 = __lasx_xvfmul_s( v0, mul );
+        v1 = __lasx_xvfmul_s( v1, mul );
+        v2 = __lasx_xvfmul_s( v2, mul );
+        v3 = __lasx_xvfmul_s( v3, mul );
+
+        // Round to nearest integer
+        __m256i i0 = __lasx_xvftintrne_w_s( v0 );
+        __m256i i1 = __lasx_xvftintrne_w_s( v1 );
+        __m256i i2 = __lasx_xvftintrne_w_s( v2 );
+        __m256i i3 = __lasx_xvftintrne_w_s( v3 );
+
+        __m128i ni0 = lasx_extracti128( i0, 0 );
+        __m128i ni1 = lasx_extracti128( i0, 1);
+        __m128i ni2 = lasx_extracti128( i1, 0);
+        __m128i ni3 = lasx_extracti128( i1, 1);
+        __m128i ni4 = lasx_extracti128( i2, 0);
+        __m128i ni5 = lasx_extracti128( i2, 1);
+        __m128i ni6 = lasx_extracti128( i3, 0);
+        __m128i ni7 = lasx_extracti128( i3, 1);
+
+        // Convert int32 to int16
+        ni0 = lsx_packs_w( ni0, ni1 );
+        ni2 = lsx_packs_w( ni2, ni3 );
+        ni4 = lsx_packs_w( ni4, ni5 );
+        ni6 = lsx_packs_w( ni6, ni7 );
+        // Convert int16 to int8
+        ni0 = lsx_packs_h( ni0, ni2 );
+        ni4 = lsx_packs_h( ni4, ni6 );
+
+        __lsx_vst(ni0, (__m128i *)(y[i].qs +  0), 0);
+        __lsx_vst(ni4, (__m128i *)(y[i].qs + 16), 0);
+
+    }
+#elif defined(__VXE__) || defined(__VXE2__)
+    for (int i = 0; i < nb; i++) {
+        __vector float srcv [8];
+        __vector float asrcv[8];
+        __vector float amaxv[8];
+
+        for (int j = 0; j < 8; j++) srcv[j] = vec_xl(0, x + i*32 + 4*j);
+        for (int j = 0; j < 8; j++) asrcv[j] = vec_abs(srcv[j]);
+        for (int j = 0; j < 4; j++) amaxv[2*j] = vec_max(asrcv[2*j], asrcv[2*j+1]);
+        for (int j = 0; j < 2; j++) amaxv[4*j] = vec_max(amaxv[4*j], amaxv[4*j+2]);
+        for (int j = 0; j < 1; j++) amaxv[8*j] = vec_max(amaxv[8*j], amaxv[8*j+4]);
+
+        const float amax = MAX(MAX(vec_extract(amaxv[0], 0),
+                                   vec_extract(amaxv[0], 1)),
+                               MAX(vec_extract(amaxv[0], 2),
+                                   vec_extract(amaxv[0], 3)));
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f / d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        for (int j = 0; j < 8; j++) {
+            const __vector float v = vec_mul(srcv[j], vec_splats(id));
+            const __vector int32_t vi = vec_signed(v);
+
+            y[i].qs[4*j + 0] = vec_extract(vi, 0);
+            y[i].qs[4*j + 1] = vec_extract(vi, 1);
+            y[i].qs[4*j + 2] = vec_extract(vi, 2);
+            y[i].qs[4*j + 3] = vec_extract(vi, 3);
+        }
+    }
+#else
+    GGML_UNUSED(nb);
+    // scalar
+    quantize_row_q8_0_ref(x, y, k);
+#endif
+}
+
+void quantize_row_q8_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(k % QK8_1 == 0);
+    const int nb = k / QK8_1;
+
+    block_q8_1 * GGML_RESTRICT y = vy;
+
+#if defined(__ARM_NEON)
+    for (int i = 0; i < nb; i++) {
+        float32x4_t srcv [8];
+        float32x4_t asrcv[8];
+        float32x4_t amaxv[8];
+
+        for (int j = 0; j < 8; j++) srcv[j]  = vld1q_f32(x + i*32 + 4*j);
+        for (int j = 0; j < 8; j++) asrcv[j] = vabsq_f32(srcv[j]);
+
+        for (int j = 0; j < 4; j++) amaxv[2*j] = vmaxq_f32(asrcv[2*j], asrcv[2*j+1]);
+        for (int j = 0; j < 2; j++) amaxv[4*j] = vmaxq_f32(amaxv[4*j], amaxv[4*j+2]);
+        for (int j = 0; j < 1; j++) amaxv[8*j] = vmaxq_f32(amaxv[8*j], amaxv[8*j+4]);
+
+        const float amax = vmaxvq_f32(amaxv[0]);
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        int32x4_t accv = vdupq_n_s32(0);
+
+        for (int j = 0; j < 8; j++) {
+            const float32x4_t v  = vmulq_n_f32(srcv[j], id);
+            const int32x4_t   vi = vcvtnq_s32_f32(v);
+
+            y[i].qs[4*j + 0] = vgetq_lane_s32(vi, 0);
+            y[i].qs[4*j + 1] = vgetq_lane_s32(vi, 1);
+            y[i].qs[4*j + 2] = vgetq_lane_s32(vi, 2);
+            y[i].qs[4*j + 3] = vgetq_lane_s32(vi, 3);
+
+            accv = vaddq_s32(accv, vi);
+        }
+
+        y[i].s = GGML_FP32_TO_FP16(d * vaddvq_s32(accv));
+    }
+#elif defined __wasm_simd128__
+    for (int i = 0; i < nb; i++) {
+        v128_t srcv [8];
+        v128_t asrcv[8];
+        v128_t amaxv[8];
+
+        for (int j = 0; j < 8; j++) srcv[j]  = wasm_v128_load(x + i*32 + 4*j);
+        for (int j = 0; j < 8; j++) asrcv[j] = wasm_f32x4_abs(srcv[j]);
+
+        for (int j = 0; j < 4; j++) amaxv[2*j] = wasm_f32x4_max(asrcv[2*j], asrcv[2*j+1]);
+        for (int j = 0; j < 2; j++) amaxv[4*j] = wasm_f32x4_max(amaxv[4*j], amaxv[4*j+2]);
+        for (int j = 0; j < 1; j++) amaxv[8*j] = wasm_f32x4_max(amaxv[8*j], amaxv[8*j+4]);
+
+        const float amax = MAX(MAX(wasm_f32x4_extract_lane(amaxv[0], 0),
+                                   wasm_f32x4_extract_lane(amaxv[0], 1)),
+                               MAX(wasm_f32x4_extract_lane(amaxv[0], 2),
+                                   wasm_f32x4_extract_lane(amaxv[0], 3)));
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        v128_t accv = wasm_i32x4_splat(0);
+
+        for (int j = 0; j < 8; j++) {
+            const v128_t v  = wasm_f32x4_mul(srcv[j], wasm_f32x4_splat(id));
+            const v128_t vi = wasm_i32x4_trunc_sat_f32x4(v);
+
+            y[i].qs[4*j + 0] = wasm_i32x4_extract_lane(vi, 0);
+            y[i].qs[4*j + 1] = wasm_i32x4_extract_lane(vi, 1);
+            y[i].qs[4*j + 2] = wasm_i32x4_extract_lane(vi, 2);
+            y[i].qs[4*j + 3] = wasm_i32x4_extract_lane(vi, 3);
+
+            accv = wasm_i32x4_add(accv, vi);
+        }
+
+        y[i].s = GGML_FP32_TO_FP16(
+                d * (wasm_i32x4_extract_lane(accv, 0) +
+                     wasm_i32x4_extract_lane(accv, 1) +
+                     wasm_i32x4_extract_lane(accv, 2) +
+                     wasm_i32x4_extract_lane(accv, 3)));
+    }
+#elif defined(__AVX2__) || defined(__AVX__)
+    for (int i = 0; i < nb; i++) {
+        // Load elements into 4 AVX vectors
+        __m256 v0 = _mm256_loadu_ps( x );
+        __m256 v1 = _mm256_loadu_ps( x + 8 );
+        __m256 v2 = _mm256_loadu_ps( x + 16 );
+        __m256 v3 = _mm256_loadu_ps( x + 24 );
+        x += 32;
+
+        // Compute max(abs(e)) for the block
+        const __m256 signBit = _mm256_set1_ps( -0.0f );
+        __m256 maxAbs = _mm256_andnot_ps( signBit, v0 );
+        maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v1 ) );
+        maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v2 ) );
+        maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v3 ) );
+
+        __m128 max4 = _mm_max_ps( _mm256_extractf128_ps( maxAbs, 1 ), _mm256_castps256_ps128( maxAbs ) );
+        max4 = _mm_max_ps( max4, _mm_movehl_ps( max4, max4 ) );
+        max4 = _mm_max_ss( max4, _mm_movehdup_ps( max4 ) );
+        const float max_scalar = _mm_cvtss_f32( max4 );
+
+        // Quantize these floats
+        const float d = max_scalar / 127.f;
+        y[i].d = GGML_FP32_TO_FP16(d);
+        const float id = ( max_scalar != 0.0f ) ? 127.f / max_scalar : 0.0f;
+        const __m256 mul = _mm256_set1_ps( id );
+
+        // Apply the multiplier
+        v0 = _mm256_mul_ps( v0, mul );
+        v1 = _mm256_mul_ps( v1, mul );
+        v2 = _mm256_mul_ps( v2, mul );
+        v3 = _mm256_mul_ps( v3, mul );
+
+        // Round to nearest integer
+        v0 = _mm256_round_ps( v0, _MM_ROUND_NEAREST );
+        v1 = _mm256_round_ps( v1, _MM_ROUND_NEAREST );
+        v2 = _mm256_round_ps( v2, _MM_ROUND_NEAREST );
+        v3 = _mm256_round_ps( v3, _MM_ROUND_NEAREST );
+
+        // Convert floats to integers
+        __m256i i0 = _mm256_cvtps_epi32( v0 );
+        __m256i i1 = _mm256_cvtps_epi32( v1 );
+        __m256i i2 = _mm256_cvtps_epi32( v2 );
+        __m256i i3 = _mm256_cvtps_epi32( v3 );
+
+#if defined(__AVX2__)
+        // Compute the sum of the quants and set y[i].s
+        y[i].s = GGML_FP32_TO_FP16(d * hsum_i32_8(_mm256_add_epi32(_mm256_add_epi32(i0, i1), _mm256_add_epi32(i2, i3))));
+
+        // Convert int32 to int16
+        i0 = _mm256_packs_epi32( i0, i1 );	// 0, 1, 2, 3,  8, 9, 10, 11,  4, 5, 6, 7, 12, 13, 14, 15
+        i2 = _mm256_packs_epi32( i2, i3 );	// 16, 17, 18, 19,  24, 25, 26, 27,  20, 21, 22, 23, 28, 29, 30, 31
+                                            // Convert int16 to int8
+        i0 = _mm256_packs_epi16( i0, i2 );	// 0, 1, 2, 3,  8, 9, 10, 11,  16, 17, 18, 19,  24, 25, 26, 27,  4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31
+
+        // We got our precious signed bytes, but the order is now wrong
+        // These AVX2 pack instructions process 16-byte pieces independently
+        // The following instruction is fixing the order
+        const __m256i perm = _mm256_setr_epi32( 0, 4, 1, 5, 2, 6, 3, 7 );
+        i0 = _mm256_permutevar8x32_epi32( i0, perm );
+
+        _mm256_storeu_si256((__m256i *)y[i].qs, i0);
+#else
+        // Since we don't have in AVX some necessary functions,
+        // we split the registers in half and call AVX2 analogs from SSE
+        __m128i ni0 = _mm256_castsi256_si128( i0 );
+        __m128i ni1 = _mm256_extractf128_si256( i0, 1);
+        __m128i ni2 = _mm256_castsi256_si128( i1 );
+        __m128i ni3 = _mm256_extractf128_si256( i1, 1);
+        __m128i ni4 = _mm256_castsi256_si128( i2 );
+        __m128i ni5 = _mm256_extractf128_si256( i2, 1);
+        __m128i ni6 = _mm256_castsi256_si128( i3 );
+        __m128i ni7 = _mm256_extractf128_si256( i3, 1);
+
+        // Compute the sum of the quants and set y[i].s
+        const __m128i s0 = _mm_add_epi32(_mm_add_epi32(ni0, ni1), _mm_add_epi32(ni2, ni3));
+        const __m128i s1 = _mm_add_epi32(_mm_add_epi32(ni4, ni5), _mm_add_epi32(ni6, ni7));
+        y[i].s = GGML_FP32_TO_FP16(d * hsum_i32_4(_mm_add_epi32(s0, s1)));
+
+        // Convert int32 to int16
+        ni0 = _mm_packs_epi32( ni0, ni1 );
+        ni2 = _mm_packs_epi32( ni2, ni3 );
+        ni4 = _mm_packs_epi32( ni4, ni5 );
+        ni6 = _mm_packs_epi32( ni6, ni7 );
+        // Convert int16 to int8
+        ni0 = _mm_packs_epi16( ni0, ni2 );
+        ni4 = _mm_packs_epi16( ni4, ni6 );
+
+        _mm_storeu_si128((__m128i *)(y[i].qs +  0), ni0);
+        _mm_storeu_si128((__m128i *)(y[i].qs + 16), ni4);
+#endif
+    }
+#elif defined(__riscv_v_intrinsic)
+
+    size_t vl = QK8_1;
+
+    for (int i = 0; i < nb; i++) {
+        // load elements
+        vfloat32m8_t v_x   = __riscv_vle32_v_f32m8(x+i*QK8_1, vl);
+
+        vfloat32m8_t vfabs = __riscv_vfabs_v_f32m8(v_x, vl);
+        vfloat32m1_t tmp   = __riscv_vfmv_v_f_f32m1(0.0, vl);
+        vfloat32m1_t vmax  = __riscv_vfredmax_vs_f32m8_f32m1(vfabs, tmp, vl);
+        float amax = __riscv_vfmv_f_s_f32m1_f32(vmax);
+
+        const float d  = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        vfloat32m8_t x0 = __riscv_vfmul_vf_f32m8(v_x, id, vl);
+
+        // convert to integer
+        vint16m4_t   vi = __riscv_vfncvt_x_f_w_i16m4(x0, vl);
+        vint8m2_t    vs = __riscv_vncvt_x_x_w_i8m2(vi, vl);
+
+        // store result
+        __riscv_vse8_v_i8m2(y[i].qs , vs, vl);
+
+        // compute sum for y[i].s
+        vint16m1_t tmp2 = __riscv_vmv_v_x_i16m1(0, vl);
+        vint16m1_t vwrs = __riscv_vwredsum_vs_i8m2_i16m1(vs, tmp2, vl);
+
+        // set y[i].s
+        int sum = __riscv_vmv_x_s_i16m1_i16(vwrs);
+        y[i].s = GGML_FP32_TO_FP16(sum*d);
+    }
+
+#elif defined(__POWER9_VECTOR__)
+    for (int i = 0; i < nb; i++) {
+        vector float srcv [8];
+        vector float asrcv[8];
+        vector float amaxv[8];
+        vector signed int vi[8];
+
+        for (int j = 0; j < 8; j++) srcv[j]  = vec_xl(0, x + i*32 + 4*j);
+        for (int j = 0; j < 8; j++) asrcv[j] = vec_abs(srcv[j]);
+
+        for (int j = 0; j < 4; j++) amaxv[2*j] = vec_max(asrcv[2*j], asrcv[2*j+1]);
+        for (int j = 0; j < 2; j++) amaxv[4*j] = vec_max(amaxv[4*j], amaxv[4*j+2]);
+        for (int j = 0; j < 1; j++) amaxv[8*j] = vec_max(amaxv[8*j], amaxv[8*j+4]);
+
+        const float amax = MAX(MAX(vec_extract(amaxv[0], 0),
+                                   vec_extract(amaxv[0], 1)),
+                               MAX(vec_extract(amaxv[0], 2),
+                                   vec_extract(amaxv[0], 3)));
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+        const vector float vid = vec_splats(id);
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        vector int accv = vec_splats(0);
+
+        for (int j = 0; j < 8; j++) {
+            const vector float v  = vec_round(vec_mul(srcv[j], vid));
+            vi[j] = vec_cts(v, 0);
+
+            accv = vec_add(accv, vi[j]);
+        }
+        vec_xst(vec_pack(vec_pack(vi[0], vi[1]), vec_pack(vi[2], vi[3])),  0, &y[i].qs[0]);
+        vec_xst(vec_pack(vec_pack(vi[4], vi[5]), vec_pack(vi[6], vi[7])), 16, &y[i].qs[0]);
+
+        accv = vec_add(accv, vec_sld(accv, accv, 4));
+        accv = vec_add(accv, vec_sld(accv, accv, 8));
+        y[i].s = GGML_FP32_TO_FP16(d * vec_extract(accv, 0));
+    }
+
+#elif defined(__loongarch_asx)
+    for (int i = 0; i < nb; i++) {
+        __m256 v0 = (__m256)__lasx_xvld( x , 0 );
+        __m256 v1 = (__m256)__lasx_xvld( x , 32 );
+        __m256 v2 = (__m256)__lasx_xvld( x , 64 );
+        __m256 v3 = (__m256)__lasx_xvld( x , 96 );
+        x += 32;
+
+        // Compute max(abs(e)) for the block
+        const __m256 sign_bit = __lasx_xvreplfr2vr_s( -0.0f );
+        __m256 max_abs = (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v0 );
+        max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v1 ) );
+        max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v2 ) );
+        max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v3 ) );
+
+        __m128 max4 = __lsx_vfmax_s( lasx_extractf128( max_abs, 1 ), lasx_extractf128( max_abs, 0) );
+        max4 = __lsx_vfmax_s( max4, (__m128)__lsx_vpickod_d((__m128i) max4, (__m128i)max4 ) );
+        __m128 tmp = max4;
+        max4 = __lsx_vfmax_s( max4, (__m128)__lsx_vextrins_w((__m128i)tmp, (__m128i)max4, 0x10 ));
+        const float max_scalar = ((v4f32)max4)[0];
+
+        // Quantize these floats
+        const float d = max_scalar / 127.f;
+        y[i].d = GGML_FP32_TO_FP16(d);
+        const float id = ( max_scalar != 0.0f ) ? 127.f / max_scalar : 0.0f;
+        const __m256 mul = __lasx_xvreplfr2vr_s( id );
+
+        // Apply the multiplier
+        v0 = __lasx_xvfmul_s( v0, mul );
+        v1 = __lasx_xvfmul_s( v1, mul );
+        v2 = __lasx_xvfmul_s( v2, mul );
+        v3 = __lasx_xvfmul_s( v3, mul );
+
+        // Round to nearest integer
+        __m256i i0 = __lasx_xvftintrne_w_s( v0 );
+        __m256i i1 = __lasx_xvftintrne_w_s( v1 );
+        __m256i i2 = __lasx_xvftintrne_w_s( v2 );
+        __m256i i3 = __lasx_xvftintrne_w_s( v3 );
+
+        __m128i ni0 = lasx_extracti128(i0, 0);
+        __m128i ni1 = lasx_extracti128( i0, 1);
+        __m128i ni2 = lasx_extracti128( i1, 0);
+        __m128i ni3 = lasx_extracti128( i1, 1);
+        __m128i ni4 = lasx_extracti128( i2, 0 );
+        __m128i ni5 = lasx_extracti128( i2, 1);
+        __m128i ni6 = lasx_extracti128( i3, 0);
+        __m128i ni7 = lasx_extracti128( i3, 1);
+
+        // Compute the sum of the quants and set y[i].s
+        const __m128i s0 = __lsx_vadd_w(__lsx_vadd_w(ni0, ni1), __lsx_vadd_w(ni2, ni3));
+        const __m128i s1 = __lsx_vadd_w(__lsx_vadd_w(ni4, ni5), __lsx_vadd_w(ni6, ni7));
+        y[i].s = GGML_FP32_TO_FP16(d * hsum_i32_4(__lsx_vadd_w(s0, s1)));
+
+        // Convert int32 to int16
+        ni0 = lsx_packs_w( ni0, ni1 );
+        ni2 = lsx_packs_w( ni2, ni3 );
+        ni4 = lsx_packs_w( ni4, ni5 );
+        ni6 = lsx_packs_w( ni6, ni7 );
+        // Convert int16 to int8
+        ni0 = lsx_packs_h( ni0, ni2 );
+        ni4 = lsx_packs_h( ni4, ni6 );
+
+        __lsx_vst(ni0, (__m128i *)(y[i].qs +  0), 0);
+        __lsx_vst(ni4, (__m128i *)(y[i].qs + 16), 0);
+    }
+#elif defined(__VXE__) || defined(__VXE2__)
+    for (int i = 0; i < nb; i++) {
+        __vector float srcv [8];
+        __vector float asrcv[8];
+        __vector float amaxv[8];
+
+        for (int j = 0; j < 8; j++) srcv[j] = vec_xl(0, x + i*32 + 4*j);
+        for (int j = 0; j < 8; j++) asrcv[j] = vec_abs(srcv[j]);
+        for (int j = 0; j < 4; j++) amaxv[2*j] = vec_max(asrcv[2*j], asrcv[2*j+1]);
+        for (int j = 0; j < 2; j++) amaxv[4*j] = vec_max(amaxv[4*j], amaxv[4*j+2]);
+        for (int j = 0; j < 1; j++) amaxv[8*j] = vec_max(amaxv[8*j], amaxv[8*j+4]);
+
+        const float amax = MAX(MAX(vec_extract(amaxv[0], 0),
+                                   vec_extract(amaxv[0], 1)),
+                               MAX(vec_extract(amaxv[0], 2),
+                                   vec_extract(amaxv[0], 3)));
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f / d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        __vector int32_t acc = vec_splats(0);
+
+        for (int j = 0; j < 8; j++) {
+            const __vector float v = vec_mul(srcv[j], vec_splats(id));
+            const __vector int32_t vi = vec_signed(v);
+
+            y[i].qs[4*j + 0] = vec_extract(vi, 0);
+            y[i].qs[4*j + 1] = vec_extract(vi, 1);
+            y[i].qs[4*j + 2] = vec_extract(vi, 2);
+            y[i].qs[4*j + 3] = vec_extract(vi, 3);
+
+            acc = vec_add(acc, vi);
+        }
+
+        y[i].s = GGML_FP32_TO_FP16(d * (acc[0] + acc[1] + acc[2] + acc[3]));
+    }
+#else
+    GGML_UNUSED(nb);
+    // scalar
+    quantize_row_q8_1_ref(x, y, k);
+#endif
+}
+
+//
+// 2-6 bit quantization in super-blocks
+//
+
+//
+// ===================== Helper functions
+//
+static inline int nearest_int(float fval) {
+    assert(fabsf(fval) <= 4194303.f);
+    float val = fval + 12582912.f;
+    int i; memcpy(&i, &val, sizeof(int));
+    return (i & 0x007fffff) - 0x00400000;
+}
+
+static float make_qx_quants(int n, int nmax, const float * GGML_RESTRICT x, int8_t * GGML_RESTRICT L, int rmse_type,
+        const float * GGML_RESTRICT qw) {
+    float max = 0;
+    float amax = 0;
+    for (int i = 0; i < n; ++i) {
+        float ax = fabsf(x[i]);
+        if (ax > amax) { amax = ax; max = x[i]; }
+    }
+    if (amax < GROUP_MAX_EPS) { // all zero
+        for (int i = 0; i < n; ++i) {
+            L[i] = 0;
+        }
+        return 0.f;
+    }
+    float iscale = -nmax / max;
+    if (rmse_type == 0) {
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale * x[i]);
+            L[i] = nmax + MAX(-nmax, MIN(nmax-1, l));
+        }
+        return 1/iscale;
+    }
+    bool return_early = false;
+    if (rmse_type < 0) {
+        rmse_type = -rmse_type;
+        return_early = true;
+    }
+    float sumlx = 0;
+    float suml2 = 0;
+#ifdef HAVE_BUGGY_APPLE_LINKER
+    // use 'volatile' to prevent unroll and work around a bug in Apple ld64 1015.7
+    for (volatile int i = 0; i < n; ++i) {
+#else
+    for (int i = 0; i < n; ++i) {
+#endif
+        int l = nearest_int(iscale * x[i]);
+        l = MAX(-nmax, MIN(nmax-1, l));
+        L[i] = l + nmax;
+        float w = qw ? qw[i] : rmse_type == 1 ? x[i] * x[i] : rmse_type == 2 ? 1 : rmse_type == 3 ? fabsf(x[i]) : sqrtf(fabsf(x[i]));
+        sumlx += w*x[i]*l;
+        suml2 += w*l*l;
+    }
+    float scale = suml2 ? sumlx/suml2 : 0.0f;
+    if (return_early) return suml2 > 0 ? 0.5f*(scale + 1/iscale) : 1/iscale;
+    float best = scale * sumlx;
+    for (int is = -9; is <= 9; ++is) {
+        if (is == 0) {
+            continue;
+        }
+        iscale = -(nmax + 0.1f*is) / max;
+        sumlx = suml2 = 0;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale * x[i]);
+            l = MAX(-nmax, MIN(nmax-1, l));
+            float w = qw ? qw[i] : rmse_type == 1 ? x[i] * x[i] : rmse_type == 2 ? 1 : rmse_type == 3 ? fabsf(x[i]) : sqrtf(fabsf(x[i]));
+            sumlx += w*x[i]*l;
+            suml2 += w*l*l;
+        }
+        if (suml2 > 0 && sumlx*sumlx > best*suml2) {
+            for (int i = 0; i < n; ++i) {
+                int l = nearest_int(iscale * x[i]);
+                L[i] = nmax + MAX(-nmax, MIN(nmax-1, l));
+            }
+            scale = sumlx/suml2; best = scale*sumlx;
+        }
+    }
+    return scale;
+}
+
+static float make_q3_quants(int n, int nmax, const float * GGML_RESTRICT x, int8_t * GGML_RESTRICT L, bool do_rmse) {
+    float max = 0;
+    float amax = 0;
+    for (int i = 0; i < n; ++i) {
+        float ax = fabsf(x[i]);
+        if (ax > amax) { amax = ax; max = x[i]; }
+    }
+    if (amax < GROUP_MAX_EPS) { // all zero
+        for (int i = 0; i < n; ++i) { L[i] = 0; }
+        return 0.f;
+    }
+    float iscale = -nmax / max;
+    if (do_rmse) {
+        float sumlx = 0;
+        float suml2 = 0;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale * x[i]);
+            l = MAX(-nmax, MIN(nmax-1, l));
+            L[i] = l;
+            float w = x[i]*x[i];
+            sumlx += w*x[i]*l;
+            suml2 += w*l*l;
+        }
+        for (int itry = 0; itry < 5; ++itry) {
+            int n_changed = 0;
+            for (int i = 0; i < n; ++i) {
+                float w = x[i]*x[i];
+                float slx = sumlx - w*x[i]*L[i];
+                if (slx > 0) {
+                    float sl2 = suml2 - w*L[i]*L[i];
+                    int new_l = nearest_int(x[i] * sl2 / slx);
+                    new_l = MAX(-nmax, MIN(nmax-1, new_l));
+                    if (new_l != L[i]) {
+                        slx += w*x[i]*new_l;
+                        sl2 += w*new_l*new_l;
+                        if (sl2 > 0 && slx*slx*suml2 > sumlx*sumlx*sl2) {
+                            L[i] = new_l; sumlx = slx; suml2 = sl2;
+                            ++n_changed;
+                        }
+                    }
+                }
+            }
+            if (!n_changed) {
+                break;
+            }
+        }
+        for (int i = 0; i < n; ++i) {
+            L[i] += nmax;
+        }
+        return sumlx / suml2;
+    }
+    for (int i = 0; i < n; ++i) {
+        int l = nearest_int(iscale * x[i]);
+        l = MAX(-nmax, MIN(nmax-1, l));
+        L[i] = l + nmax;
+    }
+    return 1/iscale;
+}
+
+static float make_qkx1_quants(int n, int nmax, const float * GGML_RESTRICT x, uint8_t * GGML_RESTRICT L, float * GGML_RESTRICT the_min,
+        int ntry, float alpha) {
+    float min = x[0];
+    float max = x[0];
+    for (int i = 1; i < n; ++i) {
+        if (x[i] < min) min = x[i];
+        if (x[i] > max) max = x[i];
+    }
+    if (max == min) {
+        for (int i = 0; i < n; ++i) L[i] = 0;
+        *the_min = 0;
+        return 0.f;
+    }
+    if (min > 0) min = 0;
+    float iscale = nmax/(max - min);
+    float scale = 1/iscale;
+    for (int itry = 0; itry < ntry; ++itry) {
+        float sumlx = 0; int suml2 = 0;
+        bool did_change = false;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale*(x[i] - min));
+            l = MAX(0, MIN(nmax, l));
+            if (l != L[i]) {
+                L[i] = l;
+                did_change = true;
+            }
+            sumlx += (x[i] - min)*l;
+            suml2 += l*l;
+        }
+        scale = sumlx/suml2;
+        float sum = 0;
+        for (int i = 0; i < n; ++i) {
+            sum += x[i] - scale*L[i];
+        }
+        min = alpha*min + (1 - alpha)*sum/n;
+        if (min > 0) min = 0;
+        iscale = 1/scale;
+        if (!did_change) break;
+    }
+    *the_min = -min;
+    return scale;
+}
+
+static float make_qkx2_quants(int n, int nmax, const float * GGML_RESTRICT x, const float * GGML_RESTRICT weights,
+        uint8_t * GGML_RESTRICT L, float * GGML_RESTRICT the_min, uint8_t * GGML_RESTRICT Laux,
+        float rmin, float rdelta, int nstep, bool use_mad) {
+    float min = x[0];
+    float max = x[0];
+    float sum_w = weights[0];
+    float sum_x = sum_w * x[0];
+#ifdef HAVE_BUGGY_APPLE_LINKER
+    // use 'volatile' to prevent unroll and work around a bug in Apple ld64 1015.7
+    for (volatile int i = 1; i < n; ++i) {
+#else
+    for (int i = 1; i < n; ++i) {
+#endif
+        if (x[i] < min) min = x[i];
+        if (x[i] > max) max = x[i];
+        float w = weights[i];
+        sum_w += w;
+        sum_x += w * x[i];
+    }
+    if (min > 0) min = 0;
+    if (max == min) {
+        for (int i = 0; i < n; ++i) L[i] = 0;
+        *the_min = -min;
+        return 0.f;
+    }
+    float iscale = nmax/(max - min);
+    float scale = 1/iscale;
+    float best_mad = 0;
+    for (int i = 0; i < n; ++i) {
+        int l = nearest_int(iscale*(x[i] - min));
+        L[i] = MAX(0, MIN(nmax, l));
+        float diff = scale * L[i] + min - x[i];
+        diff = use_mad ? fabsf(diff) : diff * diff;
+        float w = weights[i];
+        best_mad += w * diff;
+    }
+    if (nstep < 1) {
+        *the_min = -min;
+        return scale;
+    }
+    for (int is = 0; is <= nstep; ++is) {
+        iscale = (rmin + rdelta*is + nmax)/(max - min);
+        float sum_l = 0, sum_l2 = 0, sum_xl = 0;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale*(x[i] - min));
+            l = MAX(0, MIN(nmax, l));
+            Laux[i] = l;
+            float w = weights[i];
+            sum_l += w*l;
+            sum_l2 += w*l*l;
+            sum_xl += w*l*x[i];
+        }
+        float D = sum_w * sum_l2 - sum_l * sum_l;
+        if (D > 0) {
+            float this_scale = (sum_w * sum_xl - sum_x * sum_l)/D;
+            float this_min   = (sum_l2 * sum_x - sum_l * sum_xl)/D;
+            if (this_min > 0) {
+                this_min = 0;
+                this_scale = sum_xl / sum_l2;
+            }
+            float mad = 0;
+            for (int i = 0; i < n; ++i) {
+                float diff = this_scale * Laux[i] + this_min - x[i];
+                diff = use_mad ? fabsf(diff) : diff * diff;
+                float w = weights[i];
+                mad += w * diff;
+            }
+            if (mad < best_mad) {
+                for (int i = 0; i < n; ++i) {
+                    L[i] = Laux[i];
+                }
+                best_mad = mad;
+                scale = this_scale;
+                min = this_min;
+            }
+        }
+    }
+    *the_min = -min;
+    return scale;
+}
+
+static inline void get_scale_min_k4(int j, const uint8_t * GGML_RESTRICT q, uint8_t * GGML_RESTRICT d, uint8_t * GGML_RESTRICT m) {
+    if (j < 4) {
+        *d = q[j] & 63; *m = q[j + 4] & 63;
+    } else {
+        *d = (q[j+4] & 0xF) | ((q[j-4] >> 6) << 4);
+        *m = (q[j+4] >>  4) | ((q[j-0] >> 6) << 4);
+    }
+}
+
+//========================- 2-bit (de)-quantization
+
+void quantize_row_q2_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    quantize_row_q2_K_ref(x, vy, k);
+}
+
+//========================= 3-bit (de)-quantization
+
+void quantize_row_q3_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    quantize_row_q3_K_ref(x, vy, k);
+}
+
+// ====================== 4-bit (de)-quantization
+
+void quantize_row_q4_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(k % QK_K == 0);
+    block_q4_K * GGML_RESTRICT y = vy;
+    quantize_row_q4_K_ref(x, y, k);
+}
+
+// ====================== 5-bit (de)-quantization
+
+void quantize_row_q5_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(k % QK_K == 0);
+    block_q5_K * GGML_RESTRICT y = vy;
+    quantize_row_q5_K_ref(x, y, k);
+}
+
+// ====================== 6-bit (de)-quantization
+
+void quantize_row_q6_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(k % QK_K == 0);
+    block_q6_K * GGML_RESTRICT y = vy;
+    quantize_row_q6_K_ref(x, y, k);
+}
+
+// ====================== Ternary (de)-quantization (BitNet b1.58 and TriLMs)
+
+void quantize_row_tq1_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(k % QK_K == 0);
+    block_tq1_0 * GGML_RESTRICT y = vy;
+    quantize_row_tq1_0_ref(x, y, k);
+}
+
+void quantize_row_tq2_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+    assert(k % QK_K == 0);
+    block_tq2_0 * GGML_RESTRICT y = vy;
+    quantize_row_tq2_0_ref(x, y, k);
+}
+
+static const int8_t kvalues_iq4nl[16] = {-127, -104, -83, -65, -49, -35, -22, -10, 1, 13, 25, 38, 53, 69, 89, 113};
+
+//===================================== Q8_K ==============================================
+
+void quantize_row_q8_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) {
+#ifdef __wasm_simd128__
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+    block_q8_K * GGML_RESTRICT yc = y; // Cast to proper type
+
+    for (int i = 0; i < nb; i++) {
+        const float * x_block = x + i * QK_K;
+
+        v128_t min_vec = wasm_v128_load(x_block);
+        v128_t max_vec = min_vec;
+
+        for (int j = 4; j < QK_K; j += 4) {
+            v128_t x_vec = wasm_v128_load(x_block + j);
+            max_vec = wasm_f32x4_pmax(max_vec, x_vec);
+            min_vec = wasm_f32x4_pmin(min_vec, x_vec);
+        }
+        max_vec = wasm_f32x4_pmax(max_vec, wasm_i32x4_shuffle(max_vec, max_vec, 2, 3, 0, 1));
+        max_vec = wasm_f32x4_pmax(max_vec, wasm_i32x4_shuffle(max_vec, max_vec, 1, 0, 3, 2));
+        min_vec = wasm_f32x4_pmin(min_vec, wasm_i32x4_shuffle(min_vec, min_vec, 2, 3, 0, 1));
+        min_vec = wasm_f32x4_pmin(min_vec, wasm_i32x4_shuffle(min_vec, min_vec, 1, 0, 3, 2));
+        float max = wasm_f32x4_extract_lane(max_vec, 0);
+        float min = wasm_f32x4_extract_lane(min_vec, 0);
+        float amax = -min > max ? min : max;
+
+        if (amax == 0.0f) {
+            yc[i].d = 0.0f;
+            const v128_t zero = wasm_i8x16_splat(0);
+            for (int j = 0; j < QK_K; j += 16) {
+                wasm_v128_store(yc[i].qs + j, zero);
+            }
+            continue;
+        }
+
+        const float iscale = -127.0f / amax;
+        const v128_t scale_vec = wasm_f32x4_splat(iscale);
+
+        // Process 16 elements per iteration
+        for (int j = 0, jb = 0; j < QK_K; j += 16, jb++) {
+            // Load and quantize 16 floats
+            v128_t x0 = wasm_v128_load(x_block + j);
+            v128_t x1 = wasm_v128_load(x_block + j + 4);
+            v128_t x2 = wasm_v128_load(x_block + j + 8);
+            v128_t x3 = wasm_v128_load(x_block + j + 12);
+
+            v128_t q0 = wasm_f32x4_nearest(wasm_f32x4_mul(x0, scale_vec));
+            v128_t q1 = wasm_f32x4_nearest(wasm_f32x4_mul(x1, scale_vec));
+            v128_t q2 = wasm_f32x4_nearest(wasm_f32x4_mul(x2, scale_vec));
+            v128_t q3 = wasm_f32x4_nearest(wasm_f32x4_mul(x3, scale_vec));
+
+            // Convert to i32 with saturation
+            v128_t i0 = wasm_i32x4_trunc_sat_f32x4(q0);
+            v128_t i1 = wasm_i32x4_trunc_sat_f32x4(q1);
+            v128_t i2 = wasm_i32x4_trunc_sat_f32x4(q2);
+            v128_t i3 = wasm_i32x4_trunc_sat_f32x4(q3);
+
+            // Pack into 16 i8 values
+            v128_t i8 = wasm_i8x16_narrow_i16x8(
+                wasm_i16x8_narrow_i32x4(i0, i1),
+                wasm_i16x8_narrow_i32x4(i2, i3)
+            );
+            wasm_v128_store(yc[i].qs + j, i8);
+
+            // Calculate bsums using SIMD
+            v128_t sum16 = wasm_i16x8_add(
+                wasm_i16x8_extend_low_i8x16(i8),
+                wasm_i16x8_extend_high_i8x16(i8)
+            );
+            v128_t sum32 = wasm_i32x4_add(
+                wasm_i32x4_extend_low_i16x8(sum16),
+                wasm_i32x4_extend_high_i16x8(sum16)
+            );
+            sum32 = wasm_i32x4_add(sum32, wasm_i32x4_shuffle(sum32, sum32, 2, 3, 0, 1));
+            sum32 = wasm_i32x4_add(sum32, wasm_i32x4_shuffle(sum32, sum32, 1, 0, 3, 2));
+            yc[i].bsums[jb] = wasm_i32x4_extract_lane(sum32, 0);
+        }
+
+        yc[i].d = 1.0f / iscale;
+    }
+#else
+    quantize_row_q8_K_ref(x, y, k);
+#endif
+}
+
+//===================================== Dot products =================================
+
+//
+// Helper functions
+//
+#if __AVX__ || __AVX2__ || __AVX512F__
+
+// shuffles to pick the required scales in dot products
+static inline __m256i get_scale_shuffle_q3k(int i) {
+    static const uint8_t k_shuffle[128] = {
+         0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1,     2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3,
+         4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5,     6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7,
+         8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9,    10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,
+        12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,    14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,
+    };
+    return _mm256_loadu_si256((const __m256i*)k_shuffle + i);
+}
+static inline __m256i get_scale_shuffle_k4(int i) {
+    static const uint8_t k_shuffle[256] = {
+         0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1,
+         2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3,
+         4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5,
+         6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7,
+         8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9,
+        10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,
+        12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,
+        14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15
+    };
+    return _mm256_loadu_si256((const __m256i*)k_shuffle + i);
+}
+static inline __m128i get_scale_shuffle(int i) {
+    static const uint8_t k_shuffle[128] = {
+         0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1,
+         2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3,
+         4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5,
+         6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 7,
+         8, 8, 8, 8, 8, 8, 8, 8, 9, 9, 9, 9, 9, 9, 9, 9,
+        10,10,10,10,10,10,10,10, 11,11,11,11,11,11,11,11,
+        12,12,12,12,12,12,12,12, 13,13,13,13,13,13,13,13,
+        14,14,14,14,14,14,14,14, 15,15,15,15,15,15,15,15
+    };
+    return _mm_loadu_si128((const __m128i*)k_shuffle + i);
+}
+#elif defined(__loongarch_asx)
+// shuffles to pick the required scales in dot products
+static inline __m256i get_scale_shuffle_q3k(int i) {
+    static const uint8_t k_shuffle[128] = {
+         0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1,     2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3,
+         4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5,     6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7,
+         8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9,    10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,
+        12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,    14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,
+    };
+    return __lasx_xvld((const __m256i*)k_shuffle + i, 0);
+}
+static inline __m256i get_scale_shuffle_k4(int i) {
+    static const uint8_t k_shuffle[256] = {
+         0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1,
+         2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3,
+         4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5,
+         6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7,
+         8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9,
+        10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,
+        12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,
+        14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15
+    };
+    return __lasx_xvld((const __m256i*)k_shuffle + i, 0);
+}
+static inline __m128i get_scale_shuffle(int i) {
+    static const uint8_t k_shuffle[128] = {
+         0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1,
+         2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3,
+         4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5,
+         6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 7,
+         8, 8, 8, 8, 8, 8, 8, 8, 9, 9, 9, 9, 9, 9, 9, 9,
+        10,10,10,10,10,10,10,10, 11,11,11,11,11,11,11,11,
+        12,12,12,12,12,12,12,12, 13,13,13,13,13,13,13,13,
+        14,14,14,14,14,14,14,14, 15,15,15,15,15,15,15,15
+    };
+    return __lsx_vld((const __m128i*)k_shuffle + i, 0);
+}
+#endif
+
+void ggml_vec_dot_q4_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+
+    assert(n % qk == 0);
+#if defined(__ARM_FEATURE_MATMUL_INT8)
+    assert((nrc == 2) || (nrc == 1));
+#else
+    assert(nrc == 1);
+#endif
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_q4_0 * GGML_RESTRICT x = vx;
+    const block_q8_0 * GGML_RESTRICT y = vy;
+
+#if defined(__ARM_FEATURE_MATMUL_INT8)
+    if (nrc == 2) {
+        const block_q4_0 * GGML_RESTRICT vx0 = vx;
+        const block_q4_0 * GGML_RESTRICT vx1 = (const block_q4_0 *) ((const uint8_t*)vx + bx);
+        const block_q8_0 * GGML_RESTRICT vy0 = vy;
+        const block_q8_0 * GGML_RESTRICT vy1 = (const block_q8_0 *) ((const uint8_t*)vy + by);
+
+        float32x4_t sumv0 = vdupq_n_f32(0.0f);
+
+        for (int i = 0; i < nb; i++) {
+            const block_q4_0 * GGML_RESTRICT b_x0 = &vx0[i];
+            const block_q4_0 * GGML_RESTRICT b_x1 = &vx1[i];
+            const block_q8_0 * GGML_RESTRICT b_y0 = &vy0[i];
+            const block_q8_0 * GGML_RESTRICT b_y1 = &vy1[i];
+
+            const uint8x16_t m4b = vdupq_n_u8(0x0F);
+            const int8x16_t  s8b = vdupq_n_s8(0x8);
+
+            const uint8x16_t v0_0 = vld1q_u8(b_x0->qs);
+            const uint8x16_t v0_1 = vld1q_u8(b_x1->qs);
+
+            // 4-bit -> 8-bit
+            const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8  (v0_0, m4b));
+            const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4));
+            const int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8  (v0_1, m4b));
+            const int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4));
+
+            // sub 8
+            const int8x16_t x0_l = vsubq_s8(v0_0l, s8b);
+            const int8x16_t x0_h = vsubq_s8(v0_0h, s8b);
+            const int8x16_t x1_l = vsubq_s8(v0_1l, s8b);
+            const int8x16_t x1_h = vsubq_s8(v0_1h, s8b);
+
+            // load y
+            const int8x16_t y0_l = vld1q_s8(b_y0->qs);
+            const int8x16_t y0_h = vld1q_s8(b_y0->qs + 16);
+            const int8x16_t y1_l = vld1q_s8(b_y1->qs);
+            const int8x16_t y1_h = vld1q_s8(b_y1->qs + 16);
+
+            float32_t _scale[4] = {
+                GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y0->d),
+                GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y1->d),
+                GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y0->d),
+                GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y1->d)
+            };
+            float32x4_t scale = vld1q_f32(_scale);
+
+            int8x16_t l0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l)));
+            int8x16_t l1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l)));
+
+            int8x16_t l2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h)));
+            int8x16_t l3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h)));
+
+            int8x16_t r0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l)));
+            int8x16_t r1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l)));
+
+            int8x16_t r2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h)));
+            int8x16_t r3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h)));
+
+            sumv0 = vmlaq_f32(sumv0,(vcvtq_f32_s32(vmmlaq_s32((vmmlaq_s32((vmmlaq_s32((vmmlaq_s32(vdupq_n_s32(0), l0, r0)),
+                                                l1, r1)), l2, r2)), l3, r3))), scale);
+        }
+
+        float32x4_t sumv1 = vextq_f32 (sumv0, sumv0, 2);
+        float32x4_t sumv2 = vzip1q_f32(sumv0, sumv1);
+
+        vst1_f32(s,      vget_low_f32 (sumv2));
+        vst1_f32(s + bs, vget_high_f32(sumv2));
+
+        return;
+    }
+#endif
+
+    int ib = 0;
+    float sumf = 0;
+
+#if defined(__ARM_FEATURE_SVE)
+    svfloat32_t sumv0 = svdup_n_f32(0.0f);
+    svfloat32_t sumv1 = svdup_n_f32(0.0f);
+
+    const int vector_length = ggml_cpu_get_sve_cnt()*8;
+
+    // VLA Implementation using switch case
+    switch (vector_length) {
+        case 128:
+            {
+                // predicate for activating higher lanes for 4 float32 elements
+                const svbool_t ph4 = svptrue_pat_b32(SV_VL4);
+
+                for (; ib + 1 < nb; ib += 2) {
+                    const block_q4_0 * GGML_RESTRICT x0 = &x[ib + 0];
+                    const block_q4_0 * GGML_RESTRICT x1 = &x[ib + 1];
+                    const block_q8_0 * GGML_RESTRICT y0 = &y[ib + 0];
+                    const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+                    // load x
+                    const svuint8_t qx0r = svld1rq_u8(svptrue_b8(), x0->qs);
+                    const svuint8_t qx1r = svld1rq_u8(svptrue_b8(), x1->qs);
+
+                    // 4-bit -> 8-bit
+                    const svint8_t qx0l = svreinterpret_s8_u8(svand_n_u8_m(svptrue_b8(), qx0r, 0x0F));
+                    const svint8_t qx0h = svreinterpret_s8_u8(svlsr_n_u8_m(svptrue_b8(), qx0r, 0x04));
+                    const svint8_t qx1l = svreinterpret_s8_u8(svand_n_u8_m(svptrue_b8(), qx1r, 0x0F));
+                    const svint8_t qx1h = svreinterpret_s8_u8(svlsr_n_u8_m(svptrue_b8(), qx1r, 0x04));
+
+                    // sub 8
+                    const svint8_t qx0ls = svsub_n_s8_x(svptrue_b8(), qx0h, 8);
+                    const svint8_t qx0hs = svsub_n_s8_x(svptrue_b8(), qx0l, 8);
+                    const svint8_t qx1ls = svsub_n_s8_x(svptrue_b8(), qx1h, 8);
+                    const svint8_t qx1hs = svsub_n_s8_x(svptrue_b8(), qx1l, 8);
+
+                    // load y
+                    const svint8_t qy0h = svld1_s8(svptrue_b8(), y0->qs);
+                    const svint8_t qy0l = svld1_s8(svptrue_b8(), y0->qs + 16);
+                    const svint8_t qy1h = svld1_s8(svptrue_b8(), y1->qs);
+                    const svint8_t qy1l = svld1_s8(svptrue_b8(), y1->qs + 16);
+
+                    // dot product
+                    sumv0 = svmla_n_f32_x(ph4, sumv0, svcvt_f32_s32_x(ph4, svadd_x(ph4,
+                                    svdot_s32(svdup_n_s32(0), qx0ls, qy0l),
+                                    svdot_s32(svdup_n_s32(0), qx0hs, qy0h))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+                    sumv1 = svmla_n_f32_x(ph4, sumv1, svcvt_f32_s32_x(ph4, svadd_x(ph4,
+                                    svdot_s32(svdup_n_s32(0), qx1ls, qy1l),
+                                    svdot_s32(svdup_n_s32(0), qx1hs, qy1h))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+                }
+
+                sumf = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1));
+            } break;
+        case 256:
+            {
+                // predicate for activating higher lanes for 16 int8 elements
+                const svbool_t ph16 = svptrue_pat_b8(SV_VL16);
+                // predicate for activating lower lanes for  16 int8 elements
+                const svbool_t pl16 = svnot_b_z(svptrue_b8(), ph16);
+
+                for (; ib + 1 < nb; ib += 2) {
+                    const block_q4_0 * GGML_RESTRICT x0 = &x[ib + 0];
+                    const block_q4_0 * GGML_RESTRICT x1 = &x[ib + 1];
+                    const block_q8_0 * GGML_RESTRICT y0 = &y[ib + 0];
+                    const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+                    // load x
+                    const svuint8_t qx0r = svld1rq_u8(svptrue_b8(), x0->qs);
+                    const svuint8_t qx1r = svld1rq_u8(svptrue_b8(), x1->qs);
+
+                    // 4-bit -> 8-bit
+                    const svint8_t qx0 = svreinterpret_s8_u8(svlsr_n_u8_m(pl16, svand_n_u8_m(ph16, qx0r, 0x0F), 0x04));
+                    const svint8_t qx1 = svreinterpret_s8_u8(svlsr_n_u8_m(pl16, svand_n_u8_m(ph16, qx1r, 0x0F), 0x04));
+
+                    // sub 8
+                    const svint8_t qx0s = svsub_n_s8_x(svptrue_b8(), qx0, 8);
+                    const svint8_t qx1s = svsub_n_s8_x(svptrue_b8(), qx1, 8);
+
+                    // load y
+                    const svint8_t qy0 = svld1_s8(svptrue_b8(), y0->qs);
+                    const svint8_t qy1 = svld1_s8(svptrue_b8(), y1->qs);
+
+                    // dot product
+                    sumv0 = svmla_n_f32_x(svptrue_b32(), sumv0, svcvt_f32_s32_x(svptrue_b32(),
+                                svdot_s32(svdup_n_s32(0), qx0s, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+                    sumv1 = svmla_n_f32_x(svptrue_b32(), sumv1, svcvt_f32_s32_x(svptrue_b32(),
+                                svdot_s32(svdup_n_s32(0), qx1s, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+                }
+
+                sumf = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1));
+            } break;
+        case 512:
+            {
+                // predicate for activating higher lanes for 32 int8 elements
+                const svbool_t ph32 = svptrue_pat_b8(SV_VL32);
+
+                // predicate for activating higher lanes for 16 int8 elements
+                const svbool_t ph16 = svptrue_pat_b8(SV_VL16);
+                // predicate for activating lower lanes for 16 int8 elements from first 32 int8 activated lanes
+                const svbool_t pl16 = svnot_b_z(ph32, ph16);
+
+                for (; ib + 1 < nb; ib += 2) {
+                    const block_q4_0 * GGML_RESTRICT x0 = &x[ib + 0];
+                    const block_q4_0 * GGML_RESTRICT x1 = &x[ib + 1];
+                    const block_q8_0 * GGML_RESTRICT y0 = &y[ib + 0];
+                    const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+                    // load x
+                    const svuint8_t qx0r = svld1rq_u8(ph32, x0->qs);
+                    const svuint8_t qx1r = svld1rq_u8(ph32, x1->qs);
+
+                    // 4-bit -> 8-bit
+                    const svint8_t qx0 = svreinterpret_s8_u8(svlsr_n_u8_m(pl16, svand_n_u8_m(ph16, qx0r, 0x0F), 0x04));
+                    const svint8_t qx1 = svreinterpret_s8_u8(svlsr_n_u8_m(pl16, svand_n_u8_m(ph16, qx1r, 0x0F), 0x04));
+
+                    // sub 8
+                    const svint8_t qx0s = svsub_n_s8_x(ph32, qx0, 8);
+                    const svint8_t qx1s = svsub_n_s8_x(ph32, qx1, 8);
+
+                    // load y
+                    const svint8_t qy0 = svld1_s8(ph32, y0->qs);
+                    const svint8_t qy1 = svld1_s8(ph32, y1->qs);
+
+                    // dot product
+                    sumv0 = svmla_n_f32_x(ph32, sumv0, svcvt_f32_s32_x(ph32,
+                                svdot_s32(svdup_n_s32(0), qx0s, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+                    sumv1 = svmla_n_f32_x(ph32, sumv1, svcvt_f32_s32_x(ph32,
+                                svdot_s32(svdup_n_s32(0), qx1s, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+                }
+
+                sumf = svaddv_f32(ph32, svadd_f32_x(ph32, sumv0, sumv1));
+            } break;
+        default:
+            assert(false && "Unsupported vector length");
+            break;
+    }
+
+#elif defined(__ARM_NEON)
+    float32x4_t sumv0 = vdupq_n_f32(0.0f);
+    float32x4_t sumv1 = vdupq_n_f32(0.0f);
+
+    for (; ib + 1 < nb; ib += 2) {
+        const block_q4_0 * GGML_RESTRICT x0 = &x[ib + 0];
+        const block_q4_0 * GGML_RESTRICT x1 = &x[ib + 1];
+        const block_q8_0 * GGML_RESTRICT y0 = &y[ib + 0];
+        const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+        const uint8x16_t m4b = vdupq_n_u8(0x0F);
+        const int8x16_t  s8b = vdupq_n_s8(0x8);
+
+        const uint8x16_t v0_0 = vld1q_u8(x0->qs);
+        const uint8x16_t v0_1 = vld1q_u8(x1->qs);
+
+        // 4-bit -> 8-bit
+        const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8  (v0_0, m4b));
+        const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4));
+        const int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8  (v0_1, m4b));
+        const int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4));
+
+        // sub 8
+        const int8x16_t v0_0ls = vsubq_s8(v0_0l, s8b);
+        const int8x16_t v0_0hs = vsubq_s8(v0_0h, s8b);
+        const int8x16_t v0_1ls = vsubq_s8(v0_1l, s8b);
+        const int8x16_t v0_1hs = vsubq_s8(v0_1h, s8b);
+
+        // load y
+        const int8x16_t v1_0l = vld1q_s8(y0->qs);
+        const int8x16_t v1_0h = vld1q_s8(y0->qs + 16);
+        const int8x16_t v1_1l = vld1q_s8(y1->qs);
+        const int8x16_t v1_1h = vld1q_s8(y1->qs + 16);
+
+        // dot product into int32x4_t
+        const int32x4_t p_0 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), v0_0ls, v1_0l), v0_0hs, v1_0h);
+        const int32x4_t p_1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), v0_1ls, v1_1l), v0_1hs, v1_1h);
+
+        sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(p_0), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+        sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(p_1), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+    }
+
+    sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1);
+#elif defined __wasm_simd128__
+    v128_t sumv = wasm_f32x4_splat(0.0f);
+
+    const v128_t m4b = wasm_i8x16_splat(0x0F);
+    const v128_t s8b = wasm_i8x16_splat(0x8);
+
+    for (; ib + 1 < nb; ib += 2) {
+        const block_q4_0 * GGML_RESTRICT x0 = &x[ib];
+        const block_q4_0 * GGML_RESTRICT x1 = &x[ib + 1];
+        const block_q8_0 * GGML_RESTRICT y0 = &y[ib];
+        const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+        // Load and process x0
+        v128_t v0_0 = wasm_v128_load(x0->qs);
+        v128_t v0_0l = wasm_v128_and(v0_0, m4b);
+        v128_t v0_0h = wasm_u8x16_shr(v0_0, 4);
+        v128_t v0_0ls = wasm_i8x16_sub(v0_0l, s8b);
+        v128_t v0_0hs = wasm_i8x16_sub(v0_0h, s8b);
+
+        // Load y0 vectors
+        v128_t y0_l = wasm_v128_load(y0->qs);
+        v128_t y0_h = wasm_v128_load(y0->qs + 16);
+
+        // Extend to i16x8 and compute dot products
+        v128_t dx0l = wasm_i16x8_extend_low_i8x16(v0_0ls);
+        v128_t dx0h = wasm_i16x8_extend_high_i8x16(v0_0ls);
+        v128_t dx0hl = wasm_i16x8_extend_low_i8x16(v0_0hs);
+        v128_t dx0hh = wasm_i16x8_extend_high_i8x16(v0_0hs);
+
+        v128_t dy0ll = wasm_i16x8_extend_low_i8x16(y0_l);
+        v128_t dy0lh = wasm_i16x8_extend_high_i8x16(y0_l);
+        v128_t dy0hl = wasm_i16x8_extend_low_i8x16(y0_h);
+        v128_t dy0hh = wasm_i16x8_extend_high_i8x16(y0_h);
+
+        v128_t dp0 = wasm_i32x4_add(
+            wasm_i32x4_add(
+                wasm_i32x4_dot_i16x8(dx0l, dy0ll),
+                wasm_i32x4_dot_i16x8(dx0h, dy0lh)
+            ),
+            wasm_i32x4_add(
+                wasm_i32x4_dot_i16x8(dx0hl, dy0hl),
+                wasm_i32x4_dot_i16x8(dx0hh, dy0hh)
+            )
+        );
+
+        // Load and process x1
+        v128_t v0_1 = wasm_v128_load(x1->qs);
+        v128_t v0_1l = wasm_v128_and(v0_1, m4b);
+        v128_t v0_1h = wasm_u8x16_shr(v0_1, 4);
+        v128_t v0_1ls = wasm_i8x16_sub(v0_1l, s8b);
+        v128_t v0_1hs = wasm_i8x16_sub(v0_1h, s8b);
+
+        // Load y1 vectors
+        v128_t y1_l = wasm_v128_load(y1->qs);
+        v128_t y1_h = wasm_v128_load(y1->qs + 16);
+
+        // Extend to i16x8 and compute dot products
+        v128_t dx1l = wasm_i16x8_extend_low_i8x16(v0_1ls);
+        v128_t dx1h = wasm_i16x8_extend_high_i8x16(v0_1ls);
+        v128_t dx1hl = wasm_i16x8_extend_low_i8x16(v0_1hs);
+        v128_t dx1hh = wasm_i16x8_extend_high_i8x16(v0_1hs);
+
+        v128_t dy1ll = wasm_i16x8_extend_low_i8x16(y1_l);
+        v128_t dy1lh = wasm_i16x8_extend_high_i8x16(y1_l);
+        v128_t dy1hl = wasm_i16x8_extend_low_i8x16(y1_h);
+        v128_t dy1hh = wasm_i16x8_extend_high_i8x16(y1_h);
+
+        v128_t dp1 = wasm_i32x4_add(
+            wasm_i32x4_add(
+                wasm_i32x4_dot_i16x8(dx1l, dy1ll),
+                wasm_i32x4_dot_i16x8(dx1h, dy1lh)
+            ),
+            wasm_i32x4_add(
+                wasm_i32x4_dot_i16x8(dx1hl, dy1hl),
+                wasm_i32x4_dot_i16x8(dx1hh, dy1hh)
+            )
+        );
+
+        // Accumulate results with scaling
+        float scale0 = GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d);
+        float scale1 = GGML_FP16_TO_FP32(x1->d) * GGML_FP16_TO_FP32(y1->d);
+
+        sumv = wasm_f32x4_add(sumv, wasm_f32x4_mul(wasm_f32x4_convert_i32x4(dp0), wasm_f32x4_splat(scale0)));
+        sumv = wasm_f32x4_add(sumv, wasm_f32x4_mul(wasm_f32x4_convert_i32x4(dp1), wasm_f32x4_splat(scale1)));
+    }
+
+    sumf = wasm_f32x4_extract_lane(sumv, 0) + wasm_f32x4_extract_lane(sumv, 1) +
+           wasm_f32x4_extract_lane(sumv, 2) + wasm_f32x4_extract_lane(sumv, 3);
+#elif defined(__AVX2__)
+    // Initialize accumulator with zeros
+    __m256 acc = _mm256_setzero_ps();
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        /* Compute combined scale for the block */
+        const __m256 d = _mm256_set1_ps( GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d) );
+
+        __m256i qx = bytes_from_nibbles_32(x[ib].qs);
+
+        // Now we have a vector with bytes in [ 0 .. 15 ] interval. Offset them into [ -8 .. +7 ] interval.
+        const __m256i off = _mm256_set1_epi8( 8 );
+        qx = _mm256_sub_epi8( qx, off );
+
+        __m256i qy = _mm256_loadu_si256((const __m256i *)y[ib].qs);
+
+        const __m256 q = mul_sum_i8_pairs_float(qx, qy);
+
+        /* Multiply q with scale and accumulate */
+        acc = _mm256_fmadd_ps( d, q, acc );
+    }
+
+    sumf = hsum_float_8(acc);
+#elif defined(__AVX__)
+    __m256 accum = _mm256_setzero_ps();
+    for (; ib + 1 < nb; ib += 2) {
+        const __m128i q4bits_1 = _mm_loadu_si128((const __m128i *)x[ib + 0].qs);
+        const __m128i q4bits_2 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs);
+        const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)y[ib + 0].qs);
+        const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)y[ib + 0].qs + 1);
+        const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs);
+        const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs + 1);
+
+        const __m128i q4b_1_0 = _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), q4bits_1), _mm_set1_epi8(8));
+        const __m128i q4b_1_1 = _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), _mm_srli_epi16(q4bits_1, 4)), _mm_set1_epi8(8));
+        const __m128i q4b_2_0 = _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), q4bits_2), _mm_set1_epi8(8));
+        const __m128i q4b_2_1 = _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), _mm_srli_epi16(q4bits_2, 4)), _mm_set1_epi8(8));
+
+        const __m128i p16_1_0 = mul_add_epi8_sse(q4b_1_0, q8b_1_0);
+        const __m128i p16_1_1 = mul_add_epi8_sse(q4b_1_1, q8b_1_1);
+        const __m128i p16_2_0 = mul_add_epi8_sse(q4b_2_0, q8b_2_0);
+        const __m128i p16_2_1 = mul_add_epi8_sse(q4b_2_1, q8b_2_1);
+        const __m128i p_1 = _mm_add_epi16(p16_1_0, p16_1_1);
+        const __m128i p_2 = _mm_add_epi16(p16_2_0, p16_2_1);
+        const __m256 p =  sum_i16_pairs_float(p_2, p_1);
+
+        const __m256 deltas = quad_fp16_delta_float(x[ib].d, y[ib].d, x[ib + 1].d, y[ib + 1].d);
+        accum = _mm256_add_ps(_mm256_mul_ps(deltas, p), accum);
+    }
+
+    sumf = hsum_float_8(accum);
+#elif defined(__SSSE3__)
+    // set constants
+    const __m128i lowMask = _mm_set1_epi8(0xF);
+    const __m128i off = _mm_set1_epi8(8);
+
+    // Initialize accumulator with zeros
+    __m128 acc_0 = _mm_setzero_ps();
+    __m128 acc_1 = _mm_setzero_ps();
+    __m128 acc_2 = _mm_setzero_ps();
+    __m128 acc_3 = _mm_setzero_ps();
+
+    for (; ib + 1 < nb; ib += 2) {
+        _mm_prefetch(&x[ib] + sizeof(block_q4_0), _MM_HINT_T0);
+        _mm_prefetch(&y[ib] + sizeof(block_q8_0), _MM_HINT_T0);
+
+        // Compute combined scale for the block 0 and 1
+        const __m128 d_0_1 = _mm_set1_ps( GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d) );
+
+        const __m128i tmp_0_1 = _mm_loadu_si128((const __m128i *)x[ib].qs);
+
+        __m128i bx_0 = _mm_and_si128(lowMask, tmp_0_1);
+        __m128i by_0 = _mm_loadu_si128((const __m128i *)y[ib].qs);
+        bx_0 = _mm_sub_epi8(bx_0, off);
+        const __m128i i32_0 = mul_sum_i8_pairs(bx_0, by_0);
+
+        __m128i bx_1 = _mm_and_si128(lowMask, _mm_srli_epi64(tmp_0_1, 4));
+        __m128i by_1 = _mm_loadu_si128((const __m128i *)(y[ib].qs + 16));
+        bx_1 = _mm_sub_epi8(bx_1, off);
+        const __m128i i32_1 = mul_sum_i8_pairs(bx_1, by_1);
+
+        _mm_prefetch(&x[ib] + 2 * sizeof(block_q4_0), _MM_HINT_T0);
+        _mm_prefetch(&y[ib] + 2 * sizeof(block_q8_0), _MM_HINT_T0);
+
+        // Compute combined scale for the block 2 and 3
+        const __m128 d_2_3 = _mm_set1_ps( GGML_FP16_TO_FP32(x[ib + 1].d) * GGML_FP16_TO_FP32(y[ib + 1].d) );
+
+        const __m128i tmp_2_3 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs);
+
+        __m128i bx_2 = _mm_and_si128(lowMask, tmp_2_3);
+        __m128i by_2 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs);
+        bx_2 = _mm_sub_epi8(bx_2, off);
+        const __m128i i32_2 = mul_sum_i8_pairs(bx_2, by_2);
+
+        __m128i bx_3 = _mm_and_si128(lowMask, _mm_srli_epi64(tmp_2_3, 4));
+        __m128i by_3 = _mm_loadu_si128((const __m128i *)(y[ib + 1].qs + 16));
+        bx_3 = _mm_sub_epi8(bx_3, off);
+        const __m128i i32_3 = mul_sum_i8_pairs(bx_3, by_3);
+
+        // Convert int32_t to float
+        __m128 p0 = _mm_cvtepi32_ps(i32_0);
+        __m128 p1 = _mm_cvtepi32_ps(i32_1);
+        __m128 p2 = _mm_cvtepi32_ps(i32_2);
+        __m128 p3 = _mm_cvtepi32_ps(i32_3);
+
+        // Apply the scale
+        __m128 p0_d = _mm_mul_ps( d_0_1, p0 );
+        __m128 p1_d = _mm_mul_ps( d_0_1, p1 );
+        __m128 p2_d = _mm_mul_ps( d_2_3, p2 );
+        __m128 p3_d = _mm_mul_ps( d_2_3, p3 );
+
+        // Acummulate
+        acc_0 = _mm_add_ps(p0_d, acc_0);
+        acc_1 = _mm_add_ps(p1_d, acc_1);
+        acc_2 = _mm_add_ps(p2_d, acc_2);
+        acc_3 = _mm_add_ps(p3_d, acc_3);
+    }
+
+    sumf = hsum_float_4x4(acc_0, acc_1, acc_2, acc_3);
+#elif defined(__riscv_v_intrinsic)
+    size_t vl = qk / 2;
+
+    for (; ib < nb; ++ib) {
+        // load elements
+        vuint8m1_t tx = __riscv_vle8_v_u8m1(x[ib].qs, vl);
+
+        vint8m1_t y0 = __riscv_vle8_v_i8m1(y[ib].qs, vl);
+        vint8m1_t y1 = __riscv_vle8_v_i8m1(y[ib].qs+16, vl);
+
+        // mask and store lower part of x, and then upper part
+        vuint8m1_t x_a = __riscv_vand_vx_u8m1(tx, 0x0F, vl);
+        vuint8m1_t x_l = __riscv_vsrl_vx_u8m1(tx, 0x04, vl);
+
+        vint8m1_t x_ai = __riscv_vreinterpret_v_u8m1_i8m1(x_a);
+        vint8m1_t x_li = __riscv_vreinterpret_v_u8m1_i8m1(x_l);
+
+        // subtract offset
+        vint8m1_t v0 = __riscv_vsub_vx_i8m1(x_ai, 8, vl);
+        vint8m1_t v1 = __riscv_vsub_vx_i8m1(x_li, 8, vl);
+
+        vint16m2_t vec_mul1 = __riscv_vwmul_vv_i16m2(v0, y0, vl);
+        vint16m2_t vec_mul2 = __riscv_vwmacc_vv_i16m2(vec_mul1, v1, y1, vl);
+
+        vint32m1_t vec_zero = __riscv_vmv_v_x_i32m1(0, vl);
+        vint32m1_t vs2 = __riscv_vwredsum_vs_i16m2_i32m1(vec_mul2, vec_zero, vl);
+
+        int sumi = __riscv_vmv_x_s_i32m1_i32(vs2);
+
+        sumf += sumi*GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d);
+    }
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0xF);
+    const vector signed int v0 = vec_splats((int32_t)0);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+    const vector signed char v8 = vec_splats((signed char)0x8);
+
+    vector float vsumf0 = vec_splats(0.0f);
+
+#pragma GCC unroll 8
+    for (; ib < nb; ++ib) {
+        __builtin_prefetch(x[ib].qs, 0, 1);
+        __builtin_prefetch(y[ib].qs, 0, 1);
+
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d));
+        vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d));
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs);
+        vector signed char q8y0 = vec_xl( 0, y[ib].qs);
+        vector signed char q8y1 = vec_xl(16, y[ib].qs);
+
+        vector signed char q4x0 = vec_and(qxs, lowMask);
+        vector signed char q4x1 = vec_sr(qxs, v4);
+
+        q4x0 = vec_sub(q4x0, v8);
+        q4x1 = vec_sub(q4x1, v8);
+
+        vector signed short qv0 = vec_add(vec_mule(q4x0, q8y0), vec_mulo(q4x0, q8y0));
+        vector signed short qv1 = vec_add(vec_mule(q4x1, q8y1), vec_mulo(q4x1, q8y1));
+
+        vector signed int vsumi0 = v0;
+
+        vsumi0 = vec_sum4s(qv0, vsumi0);
+        vsumi0 = vec_sum4s(qv1, vsumi0);
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+    }
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    sumf = vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+    // Initialize accumulator with zeros
+    __m256 acc = (__m256)__lasx_xvldi(0);
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        /* Compute combined scale for the block */
+        const __m256 d = __lasx_xvreplfr2vr_s( GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d) );
+
+        __m256i qx = bytes_from_nibbles_32(x[ib].qs);
+
+        // Now we have a vector with bytes in [ 0 .. 15 ] interval. Offset them into [ -8 .. +7 ] interval.
+        const __m256i off = __lasx_xvreplgr2vr_b( 8 );
+        qx = __lasx_xvsub_b( qx, off );
+
+        __m256i qy = __lasx_xvld((const __m256i *)y[ib].qs, 0);
+
+        const __m256 q = mul_sum_i8_pairs_float(qx, qy);
+
+        /* Multiply q with scale and accumulate */
+        acc = __lasx_xvfmadd_s( d, q, acc );
+    }
+
+    sumf = hsum_float_8(acc);
+
+#elif defined(__loongarch_sx)
+    // set constants
+    const __m128i low_mask = __lsx_vreplgr2vr_b(0xF);
+    const __m128i off = __lsx_vreplgr2vr_b(8);
+
+    // Initialize accumulator with zeros
+    __m128 acc_0 = (__m128)__lsx_vldi(0);
+    __m128 acc_1 = (__m128)__lsx_vldi(0);
+    __m128 acc_2 = (__m128)__lsx_vldi(0);
+    __m128 acc_3 = (__m128)__lsx_vldi(0);
+
+    for (; ib + 1 < nb; ib += 2) {
+
+        // Compute combined scale for the block 0 and 1
+        const __m128 d_0_1 = (__m128)__lsx_vreplgr2vr_w( GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d) );
+
+        const __m128i tmp_0_1 = __lsx_vld((const __m128i *)x[ib].qs, 0);
+
+        __m128i bx_0 = __lsx_vand_v(low_mask, tmp_0_1);
+        __m128i by_0 = __lsx_vld((const __m128i *)y[ib].qs, 0);
+        bx_0 = __lsx_vsub_b(bx_0, off);
+        const __m128i i32_0 = mul_sum_i8_pairs(bx_0, by_0);
+
+        __m128i bx_1 = __lsx_vand_v(low_mask, __lsx_vsrli_d(tmp_0_1, 4));
+        __m128i by_1 = __lsx_vld((const __m128i *)(y[ib].qs + 16), 0);
+        bx_1 = __lsx_vsub_b(bx_1, off);
+        const __m128i i32_1 = mul_sum_i8_pairs(bx_1, by_1);
+
+        //_mm_prefetch(&x[ib] + 2 * sizeof(block_q4_0), _MM_HINT_T0);
+        //_mm_prefetch(&y[ib] + 2 * sizeof(block_q8_0), _MM_HINT_T0);
+
+        // Compute combined scale for the block 2 and 3
+        const __m128 d_2_3 = (__m128)__lsx_vreplgr2vr_w( GGML_FP16_TO_FP32(x[ib + 1].d) * GGML_FP16_TO_FP32(y[ib + 1].d) );
+
+        const __m128i tmp_2_3 = __lsx_vld((const __m128i *)x[ib + 1].qs, 0);
+
+        __m128i bx_2 = __lsx_vand_v(low_mask, tmp_2_3);
+        __m128i by_2 = __lsx_vld((const __m128i *)y[ib + 1].qs, 0);
+        bx_2 = __lsx_vsub_b(bx_2, off);
+        const __m128i i32_2 = mul_sum_i8_pairs(bx_2, by_2);
+
+        __m128i bx_3 = __lsx_vand_v(low_mask, __lsx_vsrli_d(tmp_2_3, 4));
+        __m128i by_3 = __lsx_vld((const __m128i *)(y[ib + 1].qs + 16), 0);
+        bx_3 = __lsx_vsub_b(bx_3, off);
+        const __m128i i32_3 = mul_sum_i8_pairs(bx_3, by_3);
+
+        // Convert int32_t to float
+        __m128 p0 = __lsx_vffint_s_w(i32_0);
+        __m128 p1 = __lsx_vffint_s_w(i32_1);
+        __m128 p2 = __lsx_vffint_s_w(i32_2);
+        __m128 p3 = __lsx_vffint_s_w(i32_3);
+
+        // Apply the scale
+        __m128 p0_d = __lsx_vfmul_s( d_0_1, p0 );
+        __m128 p1_d = __lsx_vfmul_s( d_0_1, p1 );
+        __m128 p2_d = __lsx_vfmul_s( d_2_3, p2 );
+        __m128 p3_d = __lsx_vfmul_s( d_2_3, p3 );
+
+        // Acummulate
+        acc_0 = __lsx_vfadd_s(p0_d, acc_0);
+        acc_1 = __lsx_vfadd_s(p1_d, acc_1);
+        acc_2 = __lsx_vfadd_s(p2_d, acc_2);
+        acc_3 = __lsx_vfadd_s(p3_d, acc_3);
+    }
+
+    sumf = hsum_float_4x4(acc_0, acc_1, acc_2, acc_3);
+#elif defined(__VXE__) || defined(__VXE2__)
+    __vector float acc = vec_splats(0.0f);
+
+    const __vector uint8_t v_m = vec_splats((const uint8_t)0x0F);
+    const __vector int8_t  v_s = vec_splats( (const int8_t)0x08);
+
+    for (; ib < nb; ++ib) {
+        const __vector uint8_t v_x = vec_xl(0, x[ib].qs);
+        const __vector int8_t v_xl = (const __vector int8_t)(v_x & v_m);
+        const __vector int8_t v_xh = (const __vector int8_t)(v_x >> 4);
+
+        const __vector int8_t v_xls = vec_sub(v_xl, v_s);
+        const __vector int8_t v_xhs = vec_sub(v_xh, v_s);
+
+        const __vector int8_t v_yl = vec_xl(0      , y[ib].qs);
+        const __vector int8_t v_yh = vec_xl(QK8_0/2, y[ib].qs);
+
+        const __vector int16_t v_xylso = vec_mulo(v_xls, v_yl);
+        const __vector int16_t v_xylse = vec_mule(v_xls, v_yl);
+        const __vector int16_t v_xyhso = vec_mulo(v_xhs, v_yh);
+        const __vector int16_t v_xyhse = vec_mule(v_xhs, v_yh);
+
+        __vector int16_t v_xy_ = v_xylso + v_xylse + v_xyhso + v_xyhse; v_xy_ += vec_reve(v_xy_);
+
+        const __vector float v_xy = vec_float(vec_unpackh(v_xy_));
+        const __vector float v_d = vec_splats(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d));
+
+        acc = vec_madd(v_xy, v_d, acc);
+    }
+
+    sumf = acc[0] + acc[1] + acc[2] + acc[3];
+#endif
+    for (; ib < nb; ++ib) {
+        int sumi0 = 0;
+        int sumi1 = 0;
+
+        for (int j = 0; j < qk/2; ++j) {
+            const int v0 = (x[ib].qs[j] & 0x0F) - 8;
+            const int v1 = (x[ib].qs[j] >>   4) - 8;
+
+            sumi0 += (v0 * y[ib].qs[j]);
+            sumi1 += (v1 * y[ib].qs[j + qk/2]);
+        }
+
+        int sumi = sumi0 + sumi1;
+        sumf += sumi*GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d);
+    }
+
+    *s = sumf;
+}
+
+void ggml_vec_dot_q4_1_q8_1(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    const int qk = QK8_1;
+    const int nb = n / qk;
+
+    assert(n % qk == 0);
+#if defined(__ARM_FEATURE_MATMUL_INT8)
+    assert((nrc == 2) || (nrc == 1));
+#else
+    assert(nrc == 1);
+#endif
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_q4_1 * GGML_RESTRICT x = vx;
+    const block_q8_1 * GGML_RESTRICT y = vy;
+
+#if defined(__ARM_FEATURE_MATMUL_INT8)
+    if (nrc == 2) {
+        const block_q4_1 * GGML_RESTRICT vx0 = vx;
+        const block_q4_1 * GGML_RESTRICT vx1 = (const block_q4_1 *) ((const uint8_t*)vx + bx);
+        const block_q8_1 * GGML_RESTRICT vy0 = vy;
+        const block_q8_1 * GGML_RESTRICT vy1 = (const block_q8_1 *) ((const uint8_t*)vy + by);
+
+        float32x4_t sumv0 = vdupq_n_f32(0.0f);
+        float32x4_t summs0 = vdupq_n_f32(0.0f);
+
+        for (int i = 0; i < nb; i++) {
+            const block_q4_1 * GGML_RESTRICT b_x0 = &vx0[i];
+            const block_q4_1 * GGML_RESTRICT b_x1 = &vx1[i];
+            const block_q8_1 * GGML_RESTRICT b_y0 = &vy0[i];
+            const block_q8_1 * GGML_RESTRICT b_y1 = &vy1[i];
+
+            float32_t summs_t[4] = {
+                GGML_FP16_TO_FP32(b_x0->m) * GGML_FP16_TO_FP32(b_y0->s),
+                GGML_FP16_TO_FP32(b_x1->m) * GGML_FP16_TO_FP32(b_y0->s),
+                GGML_FP16_TO_FP32(b_x0->m) * GGML_FP16_TO_FP32(b_y1->s),
+                GGML_FP16_TO_FP32(b_x1->m) * GGML_FP16_TO_FP32(b_y1->s)
+            };
+            summs0 = vaddq_f32(summs0, vld1q_f32(summs_t));
+
+            const uint8x16_t m4b = vdupq_n_u8(0x0F);
+
+            const uint8x16_t v0_0 = vld1q_u8(b_x0->qs);
+            const uint8x16_t v0_1 = vld1q_u8(b_x1->qs);
+
+            // 4-bit -> 8-bit
+            const int8x16_t x0_l = vreinterpretq_s8_u8(vandq_u8  (v0_0, m4b));
+            const int8x16_t x0_h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4));
+            const int8x16_t x1_l = vreinterpretq_s8_u8(vandq_u8  (v0_1, m4b));
+            const int8x16_t x1_h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4));
+
+            // load y
+            const int8x16_t y0_l = vld1q_s8(b_y0->qs);
+            const int8x16_t y0_h = vld1q_s8(b_y0->qs + 16);
+            const int8x16_t y1_l = vld1q_s8(b_y1->qs);
+            const int8x16_t y1_h = vld1q_s8(b_y1->qs + 16);
+
+            // mmla into int32x4_t
+            float32_t _scale[4] = {
+                GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y0->d),
+                GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y1->d),
+                GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y0->d),
+                GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y1->d)
+            };
+            float32x4_t scale = vld1q_f32(_scale);
+
+            int8x16_t l0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l)));
+            int8x16_t l1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l)));
+
+            int8x16_t l2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h)));
+            int8x16_t l3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h)));
+
+            int8x16_t r0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l)));
+            int8x16_t r1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l)));
+
+            int8x16_t r2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h)));
+            int8x16_t r3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h)));
+            sumv0 = vmlaq_f32(sumv0,(vcvtq_f32_s32(vmmlaq_s32((vmmlaq_s32((vmmlaq_s32((vmmlaq_s32(vdupq_n_s32(0), l0, r0)),
+                                                l1, r1)), l2, r2)), l3, r3))), scale);
+        }
+
+        float32x4_t sumv1 = vextq_f32 (sumv0, sumv0, 2);
+        float32x4_t sumv2 = vzip1q_f32(sumv0, sumv1);
+
+        sumv2 = vaddq_f32(sumv2, summs0);
+
+        vst1_f32(s,      vget_low_f32 (sumv2));
+        vst1_f32(s + bs, vget_high_f32(sumv2));
+
+        return;
+    }
+#endif
+
+    int ib = 0;
+    float sumf = 0;
+
+    // TODO: add WASM SIMD
+#if defined(__ARM_NEON)
+    float32x4_t sumv0 = vdupq_n_f32(0.0f);
+    float32x4_t sumv1 = vdupq_n_f32(0.0f);
+
+    float summs = 0;
+
+    for (; ib + 1 < nb; ib += 2) {
+        const block_q4_1 * GGML_RESTRICT x0 = &x[ib + 0];
+        const block_q4_1 * GGML_RESTRICT x1 = &x[ib + 1];
+        const block_q8_1 * GGML_RESTRICT y0 = &y[ib + 0];
+        const block_q8_1 * GGML_RESTRICT y1 = &y[ib + 1];
+
+        summs += GGML_FP16_TO_FP32(x0->m) * GGML_FP16_TO_FP32(y0->s) + GGML_FP16_TO_FP32(x1->m) * GGML_FP16_TO_FP32(y1->s);
+
+        const uint8x16_t m4b = vdupq_n_u8(0x0F);
+
+        const uint8x16_t v0_0 = vld1q_u8(x0->qs);
+        const uint8x16_t v0_1 = vld1q_u8(x1->qs);
+
+        // 4-bit -> 8-bit
+        const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8  (v0_0, m4b));
+        const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4));
+        const int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8  (v0_1, m4b));
+        const int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4));
+
+        // load y
+        const int8x16_t v1_0l = vld1q_s8(y0->qs);
+        const int8x16_t v1_0h = vld1q_s8(y0->qs + 16);
+        const int8x16_t v1_1l = vld1q_s8(y1->qs);
+        const int8x16_t v1_1h = vld1q_s8(y1->qs + 16);
+
+        // dot product into int32x4_t
+        const int32x4_t p_0 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), v0_0l, v1_0l), v0_0h, v1_0h);
+        const int32x4_t p_1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), v0_1l, v1_1l), v0_1h, v1_1h);
+
+        sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(p_0), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+        sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(p_1), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+    }
+
+    sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1) + summs;
+#elif defined(__AVX2__) || defined(__AVX__)
+    // Initialize accumulator with zeros
+    __m256 acc = _mm256_setzero_ps();
+
+    float summs = 0;
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        const float d0 = GGML_FP16_TO_FP32(x[ib].d);
+        const float d1 = GGML_FP16_TO_FP32(y[ib].d);
+
+        summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s);
+
+        const __m256 d0v = _mm256_set1_ps( d0 );
+        const __m256 d1v = _mm256_set1_ps( d1 );
+
+        // Compute combined scales
+        const __m256 d0d1 = _mm256_mul_ps( d0v, d1v );
+
+        // Load 16 bytes, and unpack 4 bit fields into bytes, making 32 bytes
+        const __m256i qx = bytes_from_nibbles_32(x[ib].qs);
+        const __m256i qy = _mm256_loadu_si256( (const __m256i *)y[ib].qs );
+
+        const __m256 xy = mul_sum_us8_pairs_float(qx, qy);
+
+        // Accumulate d0*d1*x*y
+#if defined(__AVX2__)
+        acc = _mm256_fmadd_ps( d0d1, xy, acc );
+#else
+        acc = _mm256_add_ps( _mm256_mul_ps( d0d1, xy ), acc );
+#endif
+    }
+
+    sumf = hsum_float_8(acc) + summs;
+#elif defined(__riscv_v_intrinsic)
+    size_t vl = qk / 2;
+
+    for (; ib < nb; ++ib) {
+        // load elements
+        vuint8m1_t tx = __riscv_vle8_v_u8m1(x[ib].qs, vl);
+
+        vint8m1_t y0 = __riscv_vle8_v_i8m1(y[ib].qs, vl);
+        vint8m1_t y1 = __riscv_vle8_v_i8m1(y[ib].qs+16, vl);
+
+        // mask and store lower part of x, and then upper part
+        vuint8m1_t x_a = __riscv_vand_vx_u8m1(tx, 0x0F, vl);
+        vuint8m1_t x_l = __riscv_vsrl_vx_u8m1(tx, 0x04, vl);
+
+        vint8m1_t v0 = __riscv_vreinterpret_v_u8m1_i8m1(x_a);
+        vint8m1_t v1 = __riscv_vreinterpret_v_u8m1_i8m1(x_l);
+
+        vint16m2_t vec_mul1 = __riscv_vwmul_vv_i16m2(v0, y0, vl);
+        vint16m2_t vec_mul2 = __riscv_vwmacc_vv_i16m2(vec_mul1, v1, y1, vl);
+
+        vint32m1_t vec_zero = __riscv_vmv_v_x_i32m1(0, vl);
+        vint32m1_t vs2 = __riscv_vwredsum_vs_i16m2_i32m1(vec_mul2, vec_zero, vl);
+
+        int sumi = __riscv_vmv_x_s_i32m1_i32(vs2);
+
+        sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d))*sumi + GGML_FP16_TO_FP32(x[ib].m)*GGML_FP16_TO_FP32(y[ib].s);
+    }
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0xF);
+    const vector signed int v0 = vec_splats((int32_t)0);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+
+    vector float vsumf0 = vec_splats(0.0f);
+
+#pragma GCC unroll 4
+    for (; ib < nb; ++ib) {
+        __builtin_prefetch(x[ib].qs, 0, 1);
+        __builtin_prefetch(y[ib].qs, 0, 1);
+
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d));
+        vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d));
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[ib].m));
+        vector float vys = {GGML_FP16_TO_FP32(y[ib].s), 0.0f, 0.0f, 0.0f};
+        vsumf0 = vec_madd(vxmin, vys, vsumf0);
+
+        vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs);
+        vector signed char q8y0 = vec_xl( 0, y[ib].qs);
+        vector signed char q8y1 = vec_xl(16, y[ib].qs);
+
+        vector unsigned char q4x0 = (vector unsigned char)vec_and(qxs, lowMask);
+        vector unsigned char q4x1 = (vector unsigned char)vec_sr(qxs, v4);
+
+        vector signed int vsumi0 = v0;
+
+        vsumi0 = vec_msum(q8y0, q4x0, vsumi0);
+        vsumi0 = vec_msum(q8y1, q4x1, vsumi0);
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+    }
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    sumf = vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+    // Initialize accumulator with zeros
+    __m256 acc = (__m256)__lasx_xvldi(0);
+
+    float summs = 0;
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        const float d0 = GGML_FP16_TO_FP32(x[ib].d);
+        const float d1 = GGML_FP16_TO_FP32(y[ib].d);
+
+        summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s);
+
+        const __m256 d0v = __lasx_xvreplfr2vr_s( d0 );
+        const __m256 d1v = __lasx_xvreplfr2vr_s( d1 );
+
+        // Compute combined scales
+        const __m256 d0d1 = __lasx_xvfmul_s( d0v, d1v );
+
+        // Load 16 bytes, and unpack 4 bit fields into bytes, making 32 bytes
+        const __m256i qx = bytes_from_nibbles_32(x[ib].qs);
+        const __m256i qy = __lasx_xvld( (const __m256i *)y[ib].qs, 0);
+
+        const __m256 xy = mul_sum_us8_pairs_float(qx, qy);
+
+        // Accumulate d0*d1*x*y
+        acc = __lasx_xvfmadd_s( d0d1, xy, acc );
+    }
+
+    sumf = hsum_float_8(acc) + summs;
+#elif defined(__VXE__) || defined(__VXE2__)
+    float summs = 0;
+    float32x4_t acc = vec_splats(0.0f);
+
+    const uint8x16_t v_m = vec_splat_u8(0x0F);
+
+#pragma GCC unroll 4
+    for (; ib < nb; ++ib) {
+        __builtin_prefetch(x[ib].qs, 0, 1);
+        __builtin_prefetch(y[ib].qs, 0, 1);
+
+        summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s);
+
+        const uint8x16_t v_x = vec_xl(0, x[ib].qs);
+        const int8x16_t v_xl = (const int8x16_t)(v_x & v_m);
+        const int8x16_t v_xh = (const int8x16_t)(v_x >> 4);
+
+        const int8x16_t v_yl = vec_xl(0      , y[ib].qs);
+        const int8x16_t v_yh = vec_xl(QK8_1/2, y[ib].qs);
+
+        const int32x4_t v_xy_ = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_xl, v_yl), v_xh, v_yh);
+        const float32x4_t v_xy = vec_float(v_xy_);
+
+        const float32x4_t v_d = vec_splats(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d));
+
+        acc = vec_madd(v_xy, v_d, acc);
+    }
+
+    sumf = acc[0] + acc[1] + acc[2] + acc[3] + summs;
+#endif
+    for (; ib < nb; ++ib) {
+        int sumi0 = 0;
+        int sumi1 = 0;
+
+        for (int j = 0; j < qk/2; ++j) {
+            const int v0 = (x[ib].qs[j] & 0x0F);
+            const int v1 = (x[ib].qs[j] >>   4);
+
+            sumi0 += (v0 * y[ib].qs[j]);
+            sumi1 += (v1 * y[ib].qs[j + qk/2]);
+        }
+
+        int sumi = sumi0 + sumi1;
+        sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d))*sumi + GGML_FP16_TO_FP32(x[ib].m)*GGML_FP16_TO_FP32(y[ib].s);
+    }
+
+    *s = sumf;
+}
+
+void ggml_vec_dot_q5_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+
+    int ib = 0;
+    float sumf = 0;
+
+    assert(n % qk == 0);
+    assert(qk == QK5_0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_q5_0 * GGML_RESTRICT x = vx;
+    const block_q8_0 * GGML_RESTRICT y = vy;
+
+#if defined(__ARM_NEON)
+    float32x4_t sumv0 = vdupq_n_f32(0.0f);
+    float32x4_t sumv1 = vdupq_n_f32(0.0f);
+
+    uint32_t qh0;
+    uint32_t qh1;
+
+    uint64_t tmp0[4];
+    uint64_t tmp1[4];
+
+    for (; ib + 1 < nb; ib += 2) {
+        const block_q5_0 * GGML_RESTRICT x0 = &x[ib];
+        const block_q5_0 * GGML_RESTRICT x1 = &x[ib + 1];
+        const block_q8_0 * GGML_RESTRICT y0 = &y[ib];
+        const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+        const uint8x16_t m4b = vdupq_n_u8(0x0F);
+
+        // extract the 5th bit via lookup table ((!b) << 4)
+        memcpy(&qh0, x0->qh, sizeof(qh0));
+        memcpy(&qh1, x1->qh, sizeof(qh1));
+
+        tmp0[0] = table_b2b_1[(qh0 >>  0) & 0xFF];
+        tmp0[1] = table_b2b_1[(qh0 >>  8) & 0xFF];
+        tmp0[2] = table_b2b_1[(qh0 >> 16) & 0xFF];
+        tmp0[3] = table_b2b_1[(qh0 >> 24)       ];
+
+        tmp1[0] = table_b2b_1[(qh1 >>  0) & 0xFF];
+        tmp1[1] = table_b2b_1[(qh1 >>  8) & 0xFF];
+        tmp1[2] = table_b2b_1[(qh1 >> 16) & 0xFF];
+        tmp1[3] = table_b2b_1[(qh1 >> 24)       ];
+
+        const int8x16_t qhl0 = vld1q_s8((const int8_t *)(tmp0 + 0));
+        const int8x16_t qhh0 = vld1q_s8((const int8_t *)(tmp0 + 2));
+        const int8x16_t qhl1 = vld1q_s8((const int8_t *)(tmp1 + 0));
+        const int8x16_t qhh1 = vld1q_s8((const int8_t *)(tmp1 + 2));
+
+        const uint8x16_t v0_0 = vld1q_u8(x0->qs);
+        const uint8x16_t v0_1 = vld1q_u8(x1->qs);
+
+        // 4-bit -> 8-bit
+        int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8  (v0_0, m4b));
+        int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4));
+        int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8  (v0_1, m4b));
+        int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4));
+
+        // add high bit and sub 16 (equivalent to sub 0x10 when bit is zero)
+        const int8x16_t v0_0lf = vsubq_s8(v0_0l, qhl0);
+        const int8x16_t v0_0hf = vsubq_s8(v0_0h, qhh0);
+        const int8x16_t v0_1lf = vsubq_s8(v0_1l, qhl1);
+        const int8x16_t v0_1hf = vsubq_s8(v0_1h, qhh1);
+
+        // load y
+        const int8x16_t v1_0l = vld1q_s8(y0->qs);
+        const int8x16_t v1_0h = vld1q_s8(y0->qs + 16);
+        const int8x16_t v1_1l = vld1q_s8(y1->qs);
+        const int8x16_t v1_1h = vld1q_s8(y1->qs + 16);
+
+        sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(vaddq_s32(
+                        ggml_vdotq_s32(vdupq_n_s32(0), v0_0lf, v1_0l),
+                        ggml_vdotq_s32(vdupq_n_s32(0), v0_0hf, v1_0h))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+        sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(vaddq_s32(
+                        ggml_vdotq_s32(vdupq_n_s32(0), v0_1lf, v1_1l),
+                        ggml_vdotq_s32(vdupq_n_s32(0), v0_1hf, v1_1h))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+    }
+
+    sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1);
+#elif defined __wasm_simd128__
+    v128_t sumv = wasm_f32x4_splat(0.0f);
+
+    uint32_t qh_;
+    uint64_t tmp[4];
+
+    // TODO: check if unrolling this is better
+    for (; ib < nb; ++ib) {
+        const block_q5_0 * GGML_RESTRICT x0 = &x[ib];
+        const block_q8_0 * GGML_RESTRICT y0 = &y[ib];
+
+        const v128_t m4b  = wasm_i8x16_splat(0x0F);
+
+        // extract the 5th bit
+        memcpy(&qh_, x0->qh, sizeof(qh_));
+
+        tmp[0] = table_b2b_1[(qh_ >>  0) & 0xFF];
+        tmp[1] = table_b2b_1[(qh_ >>  8) & 0xFF];
+        tmp[2] = table_b2b_1[(qh_ >> 16) & 0xFF];
+        tmp[3] = table_b2b_1[(qh_ >> 24)       ];
+
+        const v128_t qhl = wasm_v128_load(tmp + 0);
+        const v128_t qhh = wasm_v128_load(tmp + 2);
+
+        const v128_t v0 = wasm_v128_load(x0->qs);
+
+        // 4-bit -> 8-bit
+        const v128_t v0l = wasm_v128_and (v0, m4b);
+        const v128_t v0h = wasm_u8x16_shr(v0, 4);
+
+        // add high bit and sub 16 (equivalent to sub 0x10 when bit is zero)
+        const v128_t v0lf = wasm_i8x16_sub(v0l, qhl);
+        const v128_t v0hf = wasm_i8x16_sub(v0h, qhh);
+
+        // load y
+        const v128_t v1l = wasm_v128_load(y0->qs);
+        const v128_t v1h = wasm_v128_load(y0->qs + 16);
+
+        // int8x16 -> int16x8
+        const v128_t v0lfl = wasm_i16x8_extend_low_i8x16 (v0lf);
+        const v128_t v0lfh = wasm_i16x8_extend_high_i8x16(v0lf);
+        const v128_t v0hfl = wasm_i16x8_extend_low_i8x16 (v0hf);
+        const v128_t v0hfh = wasm_i16x8_extend_high_i8x16(v0hf);
+
+        const v128_t v1ll = wasm_i16x8_extend_low_i8x16 (v1l);
+        const v128_t v1lh = wasm_i16x8_extend_high_i8x16(v1l);
+        const v128_t v1hl = wasm_i16x8_extend_low_i8x16 (v1h);
+        const v128_t v1hh = wasm_i16x8_extend_high_i8x16(v1h);
+
+        // dot product
+        sumv = wasm_f32x4_add(sumv, wasm_f32x4_mul(wasm_f32x4_convert_i32x4(
+                        wasm_i32x4_add(
+                            wasm_i32x4_add(wasm_i32x4_dot_i16x8(v0lfl, v1ll),
+                                           wasm_i32x4_dot_i16x8(v0lfh, v1lh)),
+                            wasm_i32x4_add(wasm_i32x4_dot_i16x8(v0hfl, v1hl),
+                                           wasm_i32x4_dot_i16x8(v0hfh, v1hh)))),
+                    wasm_f32x4_splat(GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d))));
+    }
+
+    sumf = wasm_f32x4_extract_lane(sumv, 0) + wasm_f32x4_extract_lane(sumv, 1) +
+           wasm_f32x4_extract_lane(sumv, 2) + wasm_f32x4_extract_lane(sumv, 3);
+#elif defined(__AVX2__)
+    // Initialize accumulator with zeros
+    __m256 acc = _mm256_setzero_ps();
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        /* Compute combined scale for the block */
+        const __m256 d = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d));
+
+        __m256i qx = bytes_from_nibbles_32(x[ib].qs);
+        __m256i bxhi = bytes_from_bits_32(x[ib].qh);
+        bxhi = _mm256_andnot_si256(bxhi, _mm256_set1_epi8((char)0xF0));
+        qx = _mm256_or_si256(qx, bxhi);
+
+        __m256i qy = _mm256_loadu_si256((const __m256i *)y[ib].qs);
+
+        const __m256 q = mul_sum_i8_pairs_float(qx, qy);
+
+        /* Multiply q with scale and accumulate */
+        acc = _mm256_fmadd_ps(d, q, acc);
+    }
+
+    sumf = hsum_float_8(acc);
+#elif defined(__AVX__)
+    // Initialize accumulator with zeros
+    __m256 acc = _mm256_setzero_ps();
+    __m128i mask = _mm_set1_epi8((char)0xF0);
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        /* Compute combined scale for the block */
+        const __m256 d = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d));
+
+        __m256i bx_0 = bytes_from_nibbles_32(x[ib].qs);
+        const __m256i bxhi = bytes_from_bits_32(x[ib].qh);
+        __m128i bxhil = _mm256_castsi256_si128(bxhi);
+        __m128i bxhih = _mm256_extractf128_si256(bxhi, 1);
+        bxhil = _mm_andnot_si128(bxhil, mask);
+        bxhih = _mm_andnot_si128(bxhih, mask);
+        __m128i bxl = _mm256_castsi256_si128(bx_0);
+        __m128i bxh = _mm256_extractf128_si256(bx_0, 1);
+        bxl = _mm_or_si128(bxl, bxhil);
+        bxh = _mm_or_si128(bxh, bxhih);
+        bx_0 = MM256_SET_M128I(bxh, bxl);
+
+        const __m256i by_0 = _mm256_loadu_si256((const __m256i *)y[ib].qs);
+
+        const __m256 q = mul_sum_i8_pairs_float(bx_0, by_0);
+
+        /* Multiply q with scale and accumulate */
+        acc = _mm256_add_ps(_mm256_mul_ps(d, q), acc);
+    }
+
+    sumf = hsum_float_8(acc);
+#elif defined(__riscv_v_intrinsic)
+    size_t vl;
+    size_t vlenb = __riscv_vlenb();
+
+    for (; ib < nb; ++ib) {
+        vl = qk / 2;
+        vuint8m1_t v0 = __riscv_vle8_v_u8m1(x[ib].qs, vl);
+        vint8m1_t v0l = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(v0, 0x0F, vl));
+        vint8m1_t v0h = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vsrl_vx_u8m1(v0, 4, vl));
+        vint8m2_t v0c;
+        if (vlenb == 16) {
+            v0c = __riscv_vcreate_v_i8m1_i8m2(v0l, v0h);
+        } else {
+            v0l = __riscv_vslideup_vx_i8m1(v0l, v0h, 16, 32);
+            v0c = __riscv_vlmul_ext_v_i8m1_i8m2(v0l);
+        }
+
+        vl = qk;
+        vbool4_t qh = __riscv_vlm_v_b4(x[ib].qh, vl);
+        qh = __riscv_vmnand_mm_b4(qh, qh, vl);
+        vint8m2_t v0f = __riscv_vsub_vx_i8m2_mu(qh, v0c, v0c, 0x10, vl);
+        vint8m2_t v1 = __riscv_vle8_v_i8m2(y[ib].qs, vl);
+        vint16m4_t mul = __riscv_vwmul_vv_i16m4(v0f, v1, vl);
+        vint32m1_t zero = __riscv_vmv_v_x_i32m1(0, vl);
+        vint32m1_t sum = __riscv_vwredsum_vs_i16m4_i32m1(mul, zero, vl);
+        int32_t sumi = __riscv_vmv_x_s_i32m1_i32(sum);
+
+        sumf += (GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)) * sumi;
+    }
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0xF);
+    const vector unsigned char v4 = vec_splats((unsigned char)4);
+
+    vector float vsumf0 = vec_splats(0.0f);
+
+#pragma GCC unroll 4
+    for (; ib < nb; ++ib) {
+        __builtin_prefetch(x[ib].qs, 0, 1);
+        __builtin_prefetch(y[ib].qs, 0, 1);
+
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d));
+        vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d));
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed long long aux64x2_0 = {(uint64_t)(table_b2b_1[x[ib].qh[0]]), (uint64_t)(table_b2b_1[x[ib].qh[1]])};
+        vector signed long long aux64x2_1 = {(uint64_t)(table_b2b_1[x[ib].qh[2]]), (uint64_t)(table_b2b_1[x[ib].qh[3]])};
+
+        vector signed char qh0 = (vector signed char)aux64x2_0;
+        vector signed char qh1 = (vector signed char)aux64x2_1;
+
+        vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs);
+
+        vector signed char q5x0 = vec_sub(vec_and (qxs, lowMask), qh0);
+        vector signed char q5x1 = vec_sub(vec_sr(qxs, v4), qh1);
+
+        vector signed char q8y0 = vec_xl(  0, y[ib].qs);
+        vector signed char q8y1 = vec_xl( 16, y[ib].qs);
+
+        vector signed short qv0 = vec_add(vec_mule(q5x0, q8y0), vec_mulo(q5x0, q8y0));
+        vector signed short qv1 = vec_add(vec_mule(q5x1, q8y1), vec_mulo(q5x1, q8y1));
+
+        qv0 = vec_add(qv0, qv1);
+
+        vector signed int vsumi0 = vec_add(vec_unpackh(qv0), vec_unpackl(qv0));
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+    }
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    sumf = vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+    // Initialize accumulator with zeros
+    __m256 acc = (__m256)__lasx_xvldi(0);
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        /* Compute combined scale for the block */
+        const __m256 d = __lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)); //FIXME
+
+        __m256i qx = bytes_from_nibbles_32(x[ib].qs);
+        __m256i bxhi = bytes_from_bits_32(x[ib].qh);
+        bxhi = __lasx_xvandn_v(bxhi, __lasx_xvreplgr2vr_b((char)0xF0));
+        qx = __lasx_xvor_v(qx, bxhi);
+
+        __m256i qy = __lasx_xvld((const __m256i *)y[ib].qs, 0);
+
+        const __m256 q = mul_sum_i8_pairs_float(qx, qy);
+
+        /* Multiply q with scale and accumulate */
+        acc = __lasx_xvfmadd_s(d, q, acc);
+    }
+
+    sumf = hsum_float_8(acc);
+#endif
+    for (; ib < nb; ++ib) {
+        uint32_t qh;
+        memcpy(&qh, x[ib].qh, sizeof(qh));
+
+        int sumi0 = 0;
+        int sumi1 = 0;
+
+        for (int j = 0; j < qk/2; ++j) {
+            const uint8_t xh_0 = ((qh & (1u << (j + 0 ))) >> (j + 0 )) << 4;
+            const uint8_t xh_1 = ((qh & (1u << (j + 16))) >> (j + 12));
+
+            const int32_t x0 = (int8_t)(((x[ib].qs[j] & 0x0F) | xh_0) - 16);
+            const int32_t x1 = (int8_t)(((x[ib].qs[j] >>   4) | xh_1) - 16);
+
+            sumi0 += (x0 * y[ib].qs[j]);
+            sumi1 += (x1 * y[ib].qs[j + qk/2]);
+        }
+
+        int sumi = sumi0 + sumi1;
+        sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d)) * sumi;
+    }
+
+    *s = sumf;
+}
+
+void ggml_vec_dot_q5_1_q8_1(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    const int qk = QK8_1;
+    const int nb = n / qk;
+
+    int ib = 0;
+    float sumf = 0;
+
+    assert(n % qk == 0);
+    assert(qk == QK5_1);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_q5_1 * GGML_RESTRICT x = vx;
+    const block_q8_1 * GGML_RESTRICT y = vy;
+
+#if defined(__ARM_NEON)
+    float32x4_t sumv0 = vdupq_n_f32(0.0f);
+    float32x4_t sumv1 = vdupq_n_f32(0.0f);
+
+    float summs0 = 0.0f;
+    float summs1 = 0.0f;
+
+    uint32_t qh0;
+    uint32_t qh1;
+
+    uint64_t tmp0[4];
+    uint64_t tmp1[4];
+
+    for (; ib + 1 < nb; ib += 2) {
+        const block_q5_1 * GGML_RESTRICT x0 = &x[ib];
+        const block_q5_1 * GGML_RESTRICT x1 = &x[ib + 1];
+        const block_q8_1 * GGML_RESTRICT y0 = &y[ib];
+        const block_q8_1 * GGML_RESTRICT y1 = &y[ib + 1];
+
+        const uint8x16_t m4b = vdupq_n_u8(0x0F);
+
+        summs0 += GGML_FP16_TO_FP32(x0->m) * GGML_FP16_TO_FP32(y0->s);
+        summs1 += GGML_FP16_TO_FP32(x1->m) * GGML_FP16_TO_FP32(y1->s);
+
+        // extract the 5th bit via lookup table ((b) << 4)
+        memcpy(&qh0, x0->qh, sizeof(qh0));
+        memcpy(&qh1, x1->qh, sizeof(qh1));
+
+        tmp0[0] = table_b2b_0[(qh0 >>  0) & 0xFF];
+        tmp0[1] = table_b2b_0[(qh0 >>  8) & 0xFF];
+        tmp0[2] = table_b2b_0[(qh0 >> 16) & 0xFF];
+        tmp0[3] = table_b2b_0[(qh0 >> 24)       ];
+
+        tmp1[0] = table_b2b_0[(qh1 >>  0) & 0xFF];
+        tmp1[1] = table_b2b_0[(qh1 >>  8) & 0xFF];
+        tmp1[2] = table_b2b_0[(qh1 >> 16) & 0xFF];
+        tmp1[3] = table_b2b_0[(qh1 >> 24)       ];
+
+        const int8x16_t qhl0 = vld1q_s8((const int8_t *)(tmp0 + 0));
+        const int8x16_t qhh0 = vld1q_s8((const int8_t *)(tmp0 + 2));
+        const int8x16_t qhl1 = vld1q_s8((const int8_t *)(tmp1 + 0));
+        const int8x16_t qhh1 = vld1q_s8((const int8_t *)(tmp1 + 2));
+
+        const uint8x16_t v0_0 = vld1q_u8(x0->qs);
+        const uint8x16_t v0_1 = vld1q_u8(x1->qs);
+
+        // 4-bit -> 8-bit
+        const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8  (v0_0, m4b));
+        const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4));
+        const int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8  (v0_1, m4b));
+        const int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4));
+
+        // add high bit
+        const int8x16_t v0_0lf = vorrq_s8(v0_0l, qhl0);
+        const int8x16_t v0_0hf = vorrq_s8(v0_0h, qhh0);
+        const int8x16_t v0_1lf = vorrq_s8(v0_1l, qhl1);
+        const int8x16_t v0_1hf = vorrq_s8(v0_1h, qhh1);
+
+        // load y
+        const int8x16_t v1_0l = vld1q_s8(y0->qs);
+        const int8x16_t v1_0h = vld1q_s8(y0->qs + 16);
+        const int8x16_t v1_1l = vld1q_s8(y1->qs);
+        const int8x16_t v1_1h = vld1q_s8(y1->qs + 16);
+
+        sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(vaddq_s32(
+                        ggml_vdotq_s32(vdupq_n_s32(0), v0_0lf, v1_0l),
+                        ggml_vdotq_s32(vdupq_n_s32(0), v0_0hf, v1_0h))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+        sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(vaddq_s32(
+                        ggml_vdotq_s32(vdupq_n_s32(0), v0_1lf, v1_1l),
+                        ggml_vdotq_s32(vdupq_n_s32(0), v0_1hf, v1_1h))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+    }
+
+    sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1) + summs0 + summs1;
+#elif defined __wasm_simd128__
+    v128_t sumv = wasm_f32x4_splat(0.0f);
+
+    float summs = 0.0f;
+
+    uint32_t qh_;
+    uint64_t tmp[4];
+
+    // TODO: check if unrolling this is better
+    for (; ib < nb; ++ib) {
+        const block_q5_1 * GGML_RESTRICT x0 = &x[ib];
+        const block_q8_1 * GGML_RESTRICT y0 = &y[ib];
+
+        summs += GGML_FP16_TO_FP32(x0->m) * GGML_FP16_TO_FP32(y0->s);
+
+        const v128_t m4b = wasm_i8x16_splat(0x0F);
+
+        // extract the 5th bit
+        memcpy(&qh_, x0->qh, sizeof(qh_));
+
+        tmp[0] = table_b2b_0[(qh_ >>  0) & 0xFF];
+        tmp[1] = table_b2b_0[(qh_ >>  8) & 0xFF];
+        tmp[2] = table_b2b_0[(qh_ >> 16) & 0xFF];
+        tmp[3] = table_b2b_0[(qh_ >> 24)       ];
+
+        const v128_t qhl = wasm_v128_load(tmp + 0);
+        const v128_t qhh = wasm_v128_load(tmp + 2);
+
+        const v128_t v0 = wasm_v128_load(x0->qs);
+
+        // 4-bit -> 8-bit
+        const v128_t v0l = wasm_v128_and (v0, m4b);
+        const v128_t v0h = wasm_u8x16_shr(v0, 4);
+
+        // add high bit
+        const v128_t v0lf = wasm_v128_or(v0l, qhl);
+        const v128_t v0hf = wasm_v128_or(v0h, qhh);
+
+        // load y
+        const v128_t v1l = wasm_v128_load(y0->qs);
+        const v128_t v1h = wasm_v128_load(y0->qs + 16);
+
+        // int8x16 -> int16x8
+        const v128_t v0lfl = wasm_i16x8_extend_low_i8x16 (v0lf);
+        const v128_t v0lfh = wasm_i16x8_extend_high_i8x16(v0lf);
+        const v128_t v0hfl = wasm_i16x8_extend_low_i8x16 (v0hf);
+        const v128_t v0hfh = wasm_i16x8_extend_high_i8x16(v0hf);
+
+        const v128_t v1ll = wasm_i16x8_extend_low_i8x16 (v1l);
+        const v128_t v1lh = wasm_i16x8_extend_high_i8x16(v1l);
+        const v128_t v1hl = wasm_i16x8_extend_low_i8x16 (v1h);
+        const v128_t v1hh = wasm_i16x8_extend_high_i8x16(v1h);
+
+        // dot product
+        sumv = wasm_f32x4_add(sumv,
+                wasm_f32x4_mul(wasm_f32x4_convert_i32x4(wasm_i32x4_add(
+                            wasm_i32x4_add(wasm_i32x4_dot_i16x8(v0lfl, v1ll),
+                                           wasm_i32x4_dot_i16x8(v0lfh, v1lh)),
+                            wasm_i32x4_add(wasm_i32x4_dot_i16x8(v0hfl, v1hl),
+                                           wasm_i32x4_dot_i16x8(v0hfh, v1hh)))),
+                    wasm_f32x4_splat(GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d))));
+    }
+
+    sumf = wasm_f32x4_extract_lane(sumv, 0) + wasm_f32x4_extract_lane(sumv, 1) +
+           wasm_f32x4_extract_lane(sumv, 2) + wasm_f32x4_extract_lane(sumv, 3) + summs;
+#elif defined(__AVX2__)
+    // Initialize accumulator with zeros
+    __m256 acc = _mm256_setzero_ps();
+
+    float summs = 0.0f;
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        const __m256 dx = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d));
+
+        summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s);
+
+        __m256i qx = bytes_from_nibbles_32(x[ib].qs);
+        __m256i bxhi = bytes_from_bits_32(x[ib].qh);
+        bxhi = _mm256_and_si256(bxhi, _mm256_set1_epi8(0x10));
+        qx = _mm256_or_si256(qx, bxhi);
+
+        const __m256 dy = _mm256_set1_ps(GGML_FP16_TO_FP32(y[ib].d));
+        const __m256i qy = _mm256_loadu_si256((const __m256i *)y[ib].qs);
+
+        const __m256 q = mul_sum_us8_pairs_float(qx, qy);
+
+        acc = _mm256_fmadd_ps(q, _mm256_mul_ps(dx, dy), acc);
+    }
+
+    sumf = hsum_float_8(acc) + summs;
+#elif defined(__AVX__)
+    // Initialize accumulator with zeros
+    __m256 acc = _mm256_setzero_ps();
+    __m128i mask = _mm_set1_epi8(0x10);
+
+    float summs = 0.0f;
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        const __m256 dx = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d));
+
+        summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s);
+
+        __m256i bx_0 = bytes_from_nibbles_32(x[ib].qs);
+        const __m256i bxhi = bytes_from_bits_32(x[ib].qh);
+        __m128i bxhil = _mm256_castsi256_si128(bxhi);
+        __m128i bxhih = _mm256_extractf128_si256(bxhi, 1);
+        bxhil = _mm_and_si128(bxhil, mask);
+        bxhih = _mm_and_si128(bxhih, mask);
+        __m128i bxl = _mm256_castsi256_si128(bx_0);
+        __m128i bxh = _mm256_extractf128_si256(bx_0, 1);
+        bxl = _mm_or_si128(bxl, bxhil);
+        bxh = _mm_or_si128(bxh, bxhih);
+        bx_0 = MM256_SET_M128I(bxh, bxl);
+
+        const __m256 dy = _mm256_set1_ps(GGML_FP16_TO_FP32(y[ib].d));
+        const __m256i by_0 = _mm256_loadu_si256((const __m256i *)y[ib].qs);
+
+        const __m256 q = mul_sum_us8_pairs_float(bx_0, by_0);
+
+        acc = _mm256_add_ps(_mm256_mul_ps(q, _mm256_mul_ps(dx, dy)), acc);
+    }
+
+    sumf = hsum_float_8(acc) + summs;
+#elif defined(__riscv_v_intrinsic)
+    size_t vl;
+    size_t vlenb = __riscv_vlenb();
+
+    for (; ib < nb; ++ib) {
+        vl = qk / 2;
+        vuint8m1_t v0 = __riscv_vle8_v_u8m1(x[ib].qs, vl);
+        vint8m1_t v0l = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(v0, 0x0F, vl));
+        vint8m1_t v0h = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vsrl_vx_u8m1(v0, 4, vl));
+        vint8m2_t v0c;
+        if (vlenb == 16) {
+            v0c = __riscv_vcreate_v_i8m1_i8m2(v0l, v0h);
+        } else {
+            v0l = __riscv_vslideup_vx_i8m1(v0l, v0h, 16, 32);
+            v0c = __riscv_vlmul_ext_v_i8m1_i8m2(v0l);
+        }
+
+        vl = qk;
+        vbool4_t qh = __riscv_vlm_v_b4(x[ib].qh, vl);
+        vint8m2_t v0f = __riscv_vor_vx_i8m2_mu(qh, v0c, v0c, 0x10, vl);
+        vint8m2_t v1 = __riscv_vle8_v_i8m2(y[ib].qs, vl);
+        vint16m4_t mul = __riscv_vwmul_vv_i16m4(v0f, v1, vl);
+        vint32m1_t zero = __riscv_vmv_v_x_i32m1(0, vl);
+        vint32m1_t sum = __riscv_vwredsum_vs_i16m4_i32m1(mul, zero, vl);
+        int32_t sumi = __riscv_vmv_x_s_i32m1_i32(sum);
+
+        sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d))*sumi + GGML_FP16_TO_FP32(x[ib].m)*GGML_FP16_TO_FP32(y[ib].s);
+    }
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0xF);
+    const vector signed int v0 = vec_splats((int32_t)0);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+
+    vector float vsumf0 = vec_splats(0.0f);
+
+#pragma GCC unroll 4
+    for (; ib < nb; ++ib) {
+        __builtin_prefetch(x[ib].qs, 0, 1);
+        __builtin_prefetch(y[ib].qs, 0, 1);
+
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d));
+        vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d));
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[ib].m));
+        vector float vys = {GGML_FP16_TO_FP32(y[ib].s), 0.f, 0.f, 0.f};
+        vsumf0 = vec_madd(vxmin, vys, vsumf0);
+
+        vector unsigned long long aux64x2_0 = {(uint64_t)(table_b2b_0[x[ib].qh[0]]), (uint64_t)(table_b2b_0[x[ib].qh[1]])};
+        vector unsigned long long aux64x2_1 = {(uint64_t)(table_b2b_0[x[ib].qh[2]]), (uint64_t)(table_b2b_0[x[ib].qh[3]])};
+
+        vector signed char qh0 = (vector signed char)aux64x2_0;
+        vector signed char qh1 = (vector signed char)aux64x2_1;
+
+        vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs);
+
+        vector unsigned char q5x0 = (vector unsigned char)vec_or(vec_and(qxs, lowMask), qh0);
+        vector unsigned char q5x1 = (vector unsigned char)vec_or(vec_sr(qxs, v4), qh1);
+
+        vector signed char q8y0 = vec_xl(  0, y[ib].qs);
+        vector signed char q8y1 = vec_xl( 16, y[ib].qs);
+
+        vector signed int vsumi0 = v0;
+
+        vsumi0 = vec_msum(q8y0, q5x0, vsumi0);
+        vsumi0 = vec_msum(q8y1, q5x1, vsumi0);
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+    }
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    sumf = vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+    // Initialize accumulator with zeros
+    __m256 acc = (__m256)__lasx_xvldi(0);
+
+    float summs = 0.0f;
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        const __m256 dx = __lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(x[ib].d));
+
+        summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s);
+
+        __m256i qx = bytes_from_nibbles_32(x[ib].qs);
+        __m256i bxhi = bytes_from_bits_32(x[ib].qh);
+        bxhi = __lasx_xvand_v(bxhi, __lasx_xvreplgr2vr_b(0x10));
+        qx = __lasx_xvor_v(qx, bxhi);
+
+        const __m256 dy = __lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(y[ib].d));
+        const __m256i qy = __lasx_xvld((const __m256i *)y[ib].qs, 0);
+
+        const __m256 q = mul_sum_us8_pairs_float(qx, qy);
+
+        acc = __lasx_xvfmadd_s(q, __lasx_xvfmul_s(dx, dy), acc);
+    }
+
+    sumf = hsum_float_8(acc) + summs;
+#endif
+    for (; ib < nb; ++ib) {
+        uint32_t qh;
+        memcpy(&qh, x[ib].qh, sizeof(qh));
+
+        int sumi0 = 0;
+        int sumi1 = 0;
+
+        for (int j = 0; j < qk/2; ++j) {
+            const uint8_t xh_0 = ((qh >> (j +  0)) << 4) & 0x10;
+            const uint8_t xh_1 = ((qh >> (j + 12))     ) & 0x10;
+
+            const int32_t x0 = (x[ib].qs[j] & 0xF) | xh_0;
+            const int32_t x1 = (x[ib].qs[j] >>  4) | xh_1;
+
+            sumi0 += (x0 * y[ib].qs[j]);
+            sumi1 += (x1 * y[ib].qs[j + qk/2]);
+        }
+
+        int sumi = sumi0 + sumi1;
+        sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d))*sumi + GGML_FP16_TO_FP32(x[ib].m)*GGML_FP16_TO_FP32(y[ib].s);
+    }
+
+    *s = sumf;
+}
+
+void ggml_vec_dot_q8_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    const int qk = QK8_0;
+    const int nb = n / qk;
+
+    assert(n % qk == 0);
+#if defined(__ARM_FEATURE_MATMUL_INT8)
+    assert((nrc == 2) || (nrc == 1));
+#else
+    assert(nrc == 1);
+#endif
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_q8_0 * GGML_RESTRICT x = vx;
+    const block_q8_0 * GGML_RESTRICT y = vy;
+
+#if defined(__ARM_FEATURE_MATMUL_INT8)
+    if (nrc == 2) {
+        const block_q8_0 * GGML_RESTRICT vx0 = vx;
+        const block_q8_0 * GGML_RESTRICT vx1 = (const block_q8_0 *) ((const uint8_t*)vx + bx);
+        const block_q8_0 * GGML_RESTRICT vy0 = vy;
+        const block_q8_0 * GGML_RESTRICT vy1 = (const block_q8_0 *) ((const uint8_t*)vy + by);
+
+        float32x4_t sumv0 = vdupq_n_f32(0.0f);
+
+        for (int i = 0; i < nb; i++) {
+            const block_q8_0 * GGML_RESTRICT b_x0 = &vx0[i];
+            const block_q8_0 * GGML_RESTRICT b_y0 = &vy0[i];
+
+            const block_q8_0 * GGML_RESTRICT b_x1 = &vx1[i];
+            const block_q8_0 * GGML_RESTRICT b_y1 = &vy1[i];
+
+            const int8x16_t x0_l = vld1q_s8(b_x0->qs);
+            const int8x16_t x0_h = vld1q_s8(b_x0->qs + 16);
+            const int8x16_t x1_l = vld1q_s8(b_x1->qs);
+            const int8x16_t x1_h = vld1q_s8(b_x1->qs + 16);
+
+            // load y
+            const int8x16_t y0_l = vld1q_s8(b_y0->qs);
+            const int8x16_t y0_h = vld1q_s8(b_y0->qs + 16);
+            const int8x16_t y1_l = vld1q_s8(b_y1->qs);
+            const int8x16_t y1_h = vld1q_s8(b_y1->qs + 16);
+
+            float32_t _scale[4] = {
+                GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y0->d),
+                GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y1->d),
+                GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y0->d),
+                GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y1->d)
+            };
+            float32x4_t scale = vld1q_f32(_scale);
+
+            int8x16_t l0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l)));
+            int8x16_t l1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l)));
+
+            int8x16_t l2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h)));
+            int8x16_t l3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h)));
+
+            int8x16_t r0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l)));
+            int8x16_t r1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l)));
+
+            int8x16_t r2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h)));
+            int8x16_t r3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h)));
+
+            sumv0 = vmlaq_f32(sumv0,(vcvtq_f32_s32(vmmlaq_s32((vmmlaq_s32((vmmlaq_s32((vmmlaq_s32(vdupq_n_s32(0), l0, r0)),
+                                                l1, r1)), l2, r2)), l3, r3))), scale);
+        }
+
+        float32x4_t sumv1 = vextq_f32 (sumv0, sumv0, 2);
+        float32x4_t sumv2 = vzip1q_f32(sumv0, sumv1);
+
+        vst1_f32(s,      vget_low_f32 (sumv2));
+        vst1_f32(s + bs, vget_high_f32(sumv2));
+
+        return;
+    }
+#endif
+
+    int ib = 0;
+    float sumf = 0;
+
+#if defined(__ARM_FEATURE_SVE)
+    svfloat32_t sumv0 = svdup_n_f32(0.0f);
+    svfloat32_t sumv1 = svdup_n_f32(0.0f);
+
+    const int vector_length = ggml_cpu_get_sve_cnt()*8;
+
+    //VLA Implemenation for SVE
+    switch (vector_length) {
+        case 128:
+            {
+                // predicate for activating lanes for 16 Int8 elements
+                const svbool_t ph16 = svptrue_pat_b8 (SV_VL16);
+                const svbool_t pl16 = svptrue_pat_b32(SV_VL4);
+
+                for (; ib + 1 < nb; ib += 2) {
+                    const block_q8_0 * GGML_RESTRICT x0 = &x[ib + 0];
+                    const block_q8_0 * GGML_RESTRICT x1 = &x[ib + 1];
+                    const block_q8_0 * GGML_RESTRICT y0 = &y[ib + 0];
+                    const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+                    // load x
+                    const svint8_t qx0_0 = svld1_s8(ph16, x0->qs);
+                    const svint8_t qx0_1 = svld1_s8(ph16, x0->qs+16);
+                    const svint8_t qx1_0 = svld1_s8(ph16, x1->qs);
+                    const svint8_t qx1_1 = svld1_s8(ph16, x1->qs+16);
+
+                    // load y
+                    const svint8_t qy0_0 = svld1_s8(ph16, y0->qs);
+                    const svint8_t qy0_1 = svld1_s8(ph16, y0->qs+16);
+                    const svint8_t qy1_0 = svld1_s8(ph16, y1->qs);
+                    const svint8_t qy1_1 = svld1_s8(ph16, y1->qs+16);
+
+                    sumv0 = svmla_n_f32_x(pl16, sumv0, svcvt_f32_s32_x(pl16, svadd_x(pl16,
+                                    svdot_s32(svdup_n_s32(0), qx0_0, qy0_0),
+                                    svdot_s32(svdup_n_s32(0), qx0_1, qy0_1))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+                    sumv1 = svmla_n_f32_x(pl16, sumv1, svcvt_f32_s32_x(pl16, svadd_x(pl16,
+                                    svdot_s32(svdup_n_s32(0), qx1_0, qy1_0),
+                                    svdot_s32(svdup_n_s32(0), qx1_1, qy1_1))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+                }
+
+                sumf = svaddv_f32(pl16, svadd_f32_x(pl16, sumv0, sumv1));
+            } break;
+        case 256:
+            {
+                //printf("sve256");
+                for (; ib + 1 < nb; ib += 2) {
+                    const block_q8_0 * GGML_RESTRICT x0 = &x[ib + 0];
+                    const block_q8_0 * GGML_RESTRICT x1 = &x[ib + 1];
+                    const block_q8_0 * GGML_RESTRICT y0 = &y[ib + 0];
+                    const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+                    // load x
+                    const svint8_t qx0 = svld1_s8(svptrue_b8(), x0->qs);
+                    const svint8_t qx1 = svld1_s8(svptrue_b8(), x1->qs);
+
+                    // load y
+                    const svint8_t qy0 = svld1_s8(svptrue_b8(), y0->qs);
+                    const svint8_t qy1 = svld1_s8(svptrue_b8(), y1->qs);
+
+                    sumv0 = svmla_n_f32_x(svptrue_b32(), sumv0, svcvt_f32_s32_x(svptrue_b32(),
+                                svdot_s32(svdup_n_s32(0), qx0, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+                    sumv1 = svmla_n_f32_x(svptrue_b32(), sumv1, svcvt_f32_s32_x(svptrue_b32(),
+                                svdot_s32(svdup_n_s32(0), qx1, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+                }
+
+                sumf = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1));
+            } break;
+        case 512:
+            {
+                // predicate for activating high 256 bit
+                const svbool_t ph32 = svptrue_pat_b8(SV_VL32);
+                // predicate for activating low 256 bit
+                const svbool_t pl32 = svnot_b_z(svptrue_b8(), ph32);
+
+                // predicate for activating high lanes for 8 float32 elements
+                const svbool_t ph8 = svptrue_pat_b32(SV_VL8);
+                // predicate for activating low lanes for 8 float32 elements
+                const svbool_t pl8 = svnot_b_z(svptrue_b32(), ph8);
+
+                svfloat32_t sumv00 = svdup_n_f32(0.0f);
+
+                for (; ib + 1 < nb; ib += 2) {
+                    const block_q8_0 * GGML_RESTRICT x0 = &x[ib + 0];
+                    const block_q8_0 * GGML_RESTRICT x1 = &x[ib + 1];
+                    const block_q8_0 * GGML_RESTRICT y0 = &y[ib + 0];
+                    const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+                    //load 32 int8_t in first half of vector and put another 32 int8_t in second vector lower bits
+                    // and add them to make one 64 element vector
+                    // load x
+                    const svint8_t qx_32 = svld1_s8(ph32, x0->qs);
+                          svint8_t qx_64 = svld1_s8(pl32, x0->qs + 2);
+
+                    qx_64 = svadd_s8_x(svptrue_b8(), qx_32, qx_64);
+
+                    // load y
+                    const svint8_t qy_32 = svld1_s8(ph32, y0->qs);
+                          svint8_t qy_64 = svld1_s8(pl32, y0->qs + 2);
+
+                    qy_64 = svadd_s8_x(svptrue_b8(), qy_32, qy_64);
+
+                    // scale creation
+                    const float32_t deq1 = GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d);
+                    const float32_t deq2 = GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d);
+
+                    // duplicate deq1 in first half of vector and deq2 in second half of vector
+                    const svfloat32_t temp = svdup_f32_m(svdup_f32_z(ph8, deq1), pl8, deq2);
+
+                    const svfloat32_t sumvt = svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx_64, qy_64));
+
+                    sumv00 = svmla_f32_m(svptrue_b32(), sumv00, sumvt, temp);
+                }
+
+                sumf = svaddv_f32(svptrue_b32(), sumv00);
+                break;
+            }
+        default:
+            assert(false && "Unsupported vector length");
+            break;
+    }
+#elif defined(__ARM_NEON)
+    float32x4_t sumv0 = vdupq_n_f32(0.0f);
+    float32x4_t sumv1 = vdupq_n_f32(0.0f);
+
+    for (; ib + 1 < nb; ib += 2) {
+        const block_q8_0 * GGML_RESTRICT x0 = &x[ib + 0];
+        const block_q8_0 * GGML_RESTRICT x1 = &x[ib + 1];
+        const block_q8_0 * GGML_RESTRICT y0 = &y[ib + 0];
+        const block_q8_0 * GGML_RESTRICT y1 = &y[ib + 1];
+
+        const int8x16_t x0_0 = vld1q_s8(x0->qs);
+        const int8x16_t x0_1 = vld1q_s8(x0->qs + 16);
+        const int8x16_t x1_0 = vld1q_s8(x1->qs);
+        const int8x16_t x1_1 = vld1q_s8(x1->qs + 16);
+
+        // load y
+        const int8x16_t y0_0 = vld1q_s8(y0->qs);
+        const int8x16_t y0_1 = vld1q_s8(y0->qs + 16);
+        const int8x16_t y1_0 = vld1q_s8(y1->qs);
+        const int8x16_t y1_1 = vld1q_s8(y1->qs + 16);
+
+        sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(vaddq_s32(
+                        ggml_vdotq_s32(vdupq_n_s32(0), x0_0, y0_0),
+                        ggml_vdotq_s32(vdupq_n_s32(0), x0_1, y0_1))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d));
+
+        sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(vaddq_s32(
+                        ggml_vdotq_s32(vdupq_n_s32(0), x1_0, y1_0),
+                        ggml_vdotq_s32(vdupq_n_s32(0), x1_1, y1_1))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d));
+    }
+
+    sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1);
+#elif defined __wasm_simd128__
+    v128_t sumv = wasm_f32x4_splat(0.0f);
+
+    for (; ib < nb; ++ib) {
+        const block_q8_0 * GGML_RESTRICT x0 = &x[ib];
+        const block_q8_0 * GGML_RESTRICT y0 = &y[ib];
+
+        const v128_t x0_0 = wasm_v128_load(x0->qs);
+        const v128_t x0_1 = wasm_v128_load(x0->qs + 16);
+        const v128_t y0_0 = wasm_v128_load(y0->qs);
+        const v128_t y0_1 = wasm_v128_load(y0->qs + 16);
+
+        // Extend 8-bit to 16-bit
+        const v128_t x0_0l = wasm_i16x8_extend_low_i8x16(x0_0);
+        const v128_t x0_0h = wasm_i16x8_extend_high_i8x16(x0_0);
+        const v128_t x0_1l = wasm_i16x8_extend_low_i8x16(x0_1);
+        const v128_t x0_1h = wasm_i16x8_extend_high_i8x16(x0_1);
+
+        const v128_t y0_0l = wasm_i16x8_extend_low_i8x16(y0_0);
+        const v128_t y0_0h = wasm_i16x8_extend_high_i8x16(y0_0);
+        const v128_t y0_1l = wasm_i16x8_extend_low_i8x16(y0_1);
+        const v128_t y0_1h = wasm_i16x8_extend_high_i8x16(y0_1);
+
+        // Compute dot products
+        const v128_t dx0_0 = wasm_i32x4_dot_i16x8(x0_0l, y0_0l);
+        const v128_t dx0_1 = wasm_i32x4_dot_i16x8(x0_0h, y0_0h);
+        const v128_t dx1_0 = wasm_i32x4_dot_i16x8(x0_1l, y0_1l);
+        const v128_t dx1_1 = wasm_i32x4_dot_i16x8(x0_1h, y0_1h);
+
+        // Sum all dot products
+        const v128_t sum_dots = wasm_i32x4_add(wasm_i32x4_add(dx0_0, dx0_1), wasm_i32x4_add(dx1_0, dx1_1));
+
+        // Convert to float and accumulate
+        const float scale = GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d);
+        sumv = wasm_f32x4_add(sumv, wasm_f32x4_mul(wasm_f32x4_convert_i32x4(sum_dots), wasm_f32x4_splat(scale)));
+    }
+
+    sumf = wasm_f32x4_extract_lane(sumv, 0) + wasm_f32x4_extract_lane(sumv, 1) +
+           wasm_f32x4_extract_lane(sumv, 2) + wasm_f32x4_extract_lane(sumv, 3);
+#elif defined(__AVX2__)
+    // Initialize accumulator with zeros
+    __m256 acc = _mm256_setzero_ps();
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        // Compute combined scale for the block
+        const __m256 d = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d));
+        __m256i qx = _mm256_loadu_si256((const __m256i *)x[ib].qs);
+        __m256i qy = _mm256_loadu_si256((const __m256i *)y[ib].qs);
+
+        const __m256 q = mul_sum_i8_pairs_float(qx, qy);
+
+        // Multiply q with scale and accumulate
+        acc = _mm256_fmadd_ps( d, q, acc );
+    }
+
+    sumf = hsum_float_8(acc);
+#elif defined(__AVX__)
+    __m256 accum = _mm256_setzero_ps();
+
+    for (; ib + 1 < nb; ib += 2) {
+        const __m128i qx_1_0 = _mm_loadu_si128((const __m128i *)x[ib].qs);
+        const __m128i qx_1_1 = _mm_loadu_si128((const __m128i *)x[ib].qs + 1);
+        const __m128i qx_2_0 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs);
+        const __m128i qx_2_1 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs + 1);
+        const __m128i qy_1_0 = _mm_loadu_si128((const __m128i *)y[ib].qs);
+        const __m128i qy_1_1 = _mm_loadu_si128((const __m128i *)y[ib].qs + 1);
+        const __m128i qy_2_0 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs);
+        const __m128i qy_2_1 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs + 1);
+
+        const __m256 p = mul_sum_i8_quad_float(qx_1_0, qx_1_1, qx_2_0, qx_2_1, qy_1_0, qy_1_1, qy_2_0, qy_2_1);
+        const __m256 deltas = quad_fp16_delta_float(x[ib].d, y[ib].d, x[ib + 1].d, y[ib + 1].d);
+        accum = _mm256_add_ps(_mm256_mul_ps(deltas, p), accum);
+    }
+
+    sumf = hsum_float_8(accum);
+#elif defined(__riscv_v_intrinsic)
+    size_t vl = qk;
+
+    for (; ib < nb; ++ib) {
+        // load elements
+        vint8m2_t bx_0 = __riscv_vle8_v_i8m2(x[ib].qs, vl);
+        vint8m2_t by_0 = __riscv_vle8_v_i8m2(y[ib].qs, vl);
+
+        vint16m4_t vw_mul = __riscv_vwmul_vv_i16m4(bx_0, by_0, vl);
+
+        vint32m1_t v_zero = __riscv_vmv_v_x_i32m1(0, vl);
+        vint32m1_t v_sum = __riscv_vwredsum_vs_i16m4_i32m1(vw_mul, v_zero, vl);
+
+        int sumi = __riscv_vmv_x_s_i32m1_i32(v_sum);
+
+        sumf += sumi*(GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d));
+    }
+#elif defined(__POWER9_VECTOR__)
+    const vector signed int v0 = vec_splats((int32_t)0);
+    vector float vsumf0 = vec_splats(0.0f);
+
+#pragma GCC unroll 8
+    for (; ib < nb; ++ib) {
+        __builtin_prefetch(x[ib].qs, 0, 1);
+        __builtin_prefetch(y[ib].qs, 0, 1);
+
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d));
+        vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d));
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed char q8x0 = vec_xl( 0, x[ib].qs);
+        vector signed char q8x1 = vec_xl(16, x[ib].qs);
+        vector signed char q8y0 = vec_xl( 0, y[ib].qs);
+        vector signed char q8y1 = vec_xl(16, y[ib].qs);
+
+        vector signed short qv0 = vec_mule(q8x0, q8y0);
+        vector signed short qv1 = vec_mulo(q8x0, q8y0);
+        vector signed short qv2 = vec_mule(q8x1, q8y1);
+        vector signed short qv3 = vec_mulo(q8x1, q8y1);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+
+        vsumi0 = vec_sum4s(qv0, vsumi0);
+        vsumi1 = vec_sum4s(qv1, vsumi1);
+        vsumi0 = vec_sum4s(qv2, vsumi0);
+        vsumi1 = vec_sum4s(qv3, vsumi1);
+
+        vsumi0 = vec_add(vsumi0, vsumi1);
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+    }
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    sumf = vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+    // Initialize accumulator with zeros
+    __m256 acc = (__m256)__lasx_xvldi(0);
+
+    // Main loop
+    for (; ib < nb; ++ib) {
+        // Compute combined scale for the block
+        const __m256 d = __lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d));
+        __m256i qx = __lasx_xvld((const __m256i *)x[ib].qs, 0);
+        __m256i qy = __lasx_xvld((const __m256i *)y[ib].qs, 0);
+
+        const __m256 q = mul_sum_i8_pairs_float(qx, qy);
+
+        // Multiply q with scale and accumulate
+        acc = __lasx_xvfmadd_s( d, q, acc );
+    }
+
+    sumf = hsum_float_8(acc);
+#elif defined(__VXE__) || defined(__VXE2__)
+    __vector float acc = vec_splats(0.0f);
+
+#pragma GCC unroll 8
+    for (; ib < nb; ++ib) {
+        __builtin_prefetch(x[ib].qs, 0, 1);
+        __builtin_prefetch(y[ib].qs, 0, 1);
+
+        const int8x16_t v_xl = vec_xl(0      , x[ib].qs);
+        const int8x16_t v_xh = vec_xl(QK8_0/2, x[ib].qs);
+        const int8x16_t v_yl = vec_xl(0      , y[ib].qs);
+        const int8x16_t v_yh = vec_xl(QK8_0/2, y[ib].qs);
+
+        const int32x4_t v_xy_ = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_xl, v_yl), v_xh, v_yh);
+        const float32x4_t v_xy = vec_float(v_xy_);
+        const float32x4_t v_d = vec_splats(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d));
+
+        acc = vec_madd(v_xy, v_d, acc);
+    }
+
+    sumf = acc[0] + acc[1] + acc[2] + acc[3];
+#endif
+    for (; ib < nb; ++ib) {
+        int sumi = 0;
+
+        for (int j = 0; j < qk; j++) {
+            sumi += x[ib].qs[j]*y[ib].qs[j];
+        }
+
+        sumf += sumi*(GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d));
+    }
+
+    *s = sumf;
+}
+
+void ggml_vec_dot_tq1_0_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_tq1_0 * GGML_RESTRICT x = vx;
+    const block_q8_K  * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined(__ARM_NEON)
+    float sumf = 0.0f;
+
+    uint8_t k_shift[16] = {1, 1, 1, 1, 3, 3, 3, 3, 9, 9, 9, 9, 27, 27, 27, 27};
+
+    const uint8x16_t shift = vld1q_u8(k_shift);
+
+    for (int i = 0; i < nb; ++i) {
+#if defined(__ARM_FEATURE_DOTPROD)
+        int32x4_t sumi0 = vdupq_n_s32(0);
+        int32x4_t sumi1 = vdupq_n_s32(0);
+#else
+        int16x8_t sumi0 = vdupq_n_s16(0);
+        int16x8_t sumi1 = vdupq_n_s16(0);
+#endif
+
+        // first 32 bytes of 5 elements
+        {
+            uint8x16_t qx0 = vld1q_u8(x[i].qs + 0);
+            uint8x16_t qx1 = vld1q_u8(x[i].qs + 16);
+            uint8x16_t qx2 = vmulq_u8(qx0, vdupq_n_u8(3));
+            uint8x16_t qx3 = vmulq_u8(qx1, vdupq_n_u8(3));
+            uint8x16_t qx4 = vmulq_u8(qx0, vdupq_n_u8(9));
+            uint8x16_t qx5 = vmulq_u8(qx1, vdupq_n_u8(9));
+            uint8x16_t qx6 = vmulq_u8(qx0, vdupq_n_u8(27));
+            uint8x16_t qx7 = vmulq_u8(qx1, vdupq_n_u8(27));
+            uint8x16_t qx8 = vmulq_u8(qx0, vdupq_n_u8(81));
+            uint8x16_t qx9 = vmulq_u8(qx1, vdupq_n_u8(81));
+
+            // multiply by 3 and keep the 2 bits above 8 bits
+            int8x16_t sqx0 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx0, vshrq_n_u8(qx0, 1)), 6));
+            int8x16_t sqx1 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx1, vshrq_n_u8(qx1, 1)), 6));
+            int8x16_t sqx2 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx2, vshrq_n_u8(qx2, 1)), 6));
+            int8x16_t sqx3 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx3, vshrq_n_u8(qx3, 1)), 6));
+            int8x16_t sqx4 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx4, vshrq_n_u8(qx4, 1)), 6));
+            int8x16_t sqx5 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx5, vshrq_n_u8(qx5, 1)), 6));
+            int8x16_t sqx6 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx6, vshrq_n_u8(qx6, 1)), 6));
+            int8x16_t sqx7 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx7, vshrq_n_u8(qx7, 1)), 6));
+            int8x16_t sqx8 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx8, vshrq_n_u8(qx8, 1)), 6));
+            int8x16_t sqx9 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx9, vshrq_n_u8(qx9, 1)), 6));
+
+            const int8x16_t qy0 = vld1q_s8(y[i].qs +   0);
+            const int8x16_t qy1 = vld1q_s8(y[i].qs +  16);
+            const int8x16_t qy2 = vld1q_s8(y[i].qs +  32);
+            const int8x16_t qy3 = vld1q_s8(y[i].qs +  48);
+            const int8x16_t qy4 = vld1q_s8(y[i].qs +  64);
+            const int8x16_t qy5 = vld1q_s8(y[i].qs +  80);
+            const int8x16_t qy6 = vld1q_s8(y[i].qs +  96);
+            const int8x16_t qy7 = vld1q_s8(y[i].qs + 112);
+            const int8x16_t qy8 = vld1q_s8(y[i].qs + 128);
+            const int8x16_t qy9 = vld1q_s8(y[i].qs + 144);
+
+#if defined(__ARM_FEATURE_DOTPROD)
+            sumi0 = vdotq_s32(sumi0, sqx0, qy0);
+            sumi1 = vdotq_s32(sumi1, sqx1, qy1);
+            sumi0 = vdotq_s32(sumi0, sqx2, qy2);
+            sumi1 = vdotq_s32(sumi1, sqx3, qy3);
+            sumi0 = vdotq_s32(sumi0, sqx4, qy4);
+            sumi1 = vdotq_s32(sumi1, sqx5, qy5);
+            sumi0 = vdotq_s32(sumi0, sqx6, qy6);
+            sumi1 = vdotq_s32(sumi1, sqx7, qy7);
+            sumi0 = vdotq_s32(sumi0, sqx8, qy8);
+            sumi1 = vdotq_s32(sumi1, sqx9, qy9);
+#else
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx0), vget_low_s8(qy0));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx0), vget_high_s8(qy0));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx1), vget_low_s8(qy1));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx1), vget_high_s8(qy1));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx2), vget_low_s8(qy2));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx2), vget_high_s8(qy2));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx3), vget_low_s8(qy3));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx3), vget_high_s8(qy3));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx4), vget_low_s8(qy4));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx4), vget_high_s8(qy4));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx5), vget_low_s8(qy5));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx5), vget_high_s8(qy5));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx6), vget_low_s8(qy6));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx6), vget_high_s8(qy6));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx7), vget_low_s8(qy7));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx7), vget_high_s8(qy7));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx8), vget_low_s8(qy8));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx8), vget_high_s8(qy8));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx9), vget_low_s8(qy9));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx9), vget_high_s8(qy9));
+#endif
+        }
+
+        // last 16 bytes of 5-element, along with the 4 bytes of 4 elements
+        {
+            uint8x16_t qx0 = vld1q_u8(x[i].qs + 32);
+            uint8x16_t qx1 = vmulq_u8(qx0, vdupq_n_u8(3));
+            uint8x16_t qx2 = vmulq_u8(qx0, vdupq_n_u8(9));
+            uint8x16_t qx3 = vmulq_u8(qx0, vdupq_n_u8(27));
+            uint8x16_t qx4 = vmulq_u8(qx0, vdupq_n_u8(81));
+            uint32_t qh;
+            memcpy(&qh, x[i].qh, sizeof(qh)); // potentially unaligned
+            uint8x16_t qx5 = vreinterpretq_u8_u32(vdupq_n_u32(qh));
+            qx5 = vmulq_u8(qx5, shift);
+
+            // multiply by 3 and keep the 2 bits above 8 bits
+            int8x16_t sqx0 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx0, vshrq_n_u8(qx0, 1)), 6));
+            int8x16_t sqx1 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx1, vshrq_n_u8(qx1, 1)), 6));
+            int8x16_t sqx2 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx2, vshrq_n_u8(qx2, 1)), 6));
+            int8x16_t sqx3 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx3, vshrq_n_u8(qx3, 1)), 6));
+            int8x16_t sqx4 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx4, vshrq_n_u8(qx4, 1)), 6));
+            int8x16_t sqx5 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx5, vshrq_n_u8(qx5, 1)), 6));
+
+            const int8x16_t qy0 = vld1q_s8(y[i].qs + 160);
+            const int8x16_t qy1 = vld1q_s8(y[i].qs + 176);
+            const int8x16_t qy2 = vld1q_s8(y[i].qs + 192);
+            const int8x16_t qy3 = vld1q_s8(y[i].qs + 208);
+            const int8x16_t qy4 = vld1q_s8(y[i].qs + 224);
+            const int8x16_t qy5 = vld1q_s8(y[i].qs + 240);
+
+#if defined(__ARM_FEATURE_DOTPROD)
+            sumi0 = vdotq_s32(sumi0, sqx0, qy0);
+            sumi1 = vdotq_s32(sumi1, sqx1, qy1);
+            sumi0 = vdotq_s32(sumi0, sqx2, qy2);
+            sumi1 = vdotq_s32(sumi1, sqx3, qy3);
+            sumi0 = vdotq_s32(sumi0, sqx4, qy4);
+            sumi1 = vdotq_s32(sumi1, sqx5, qy5);
+#else
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx0), vget_low_s8(qy0));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx0), vget_high_s8(qy0));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx1), vget_low_s8(qy1));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx1), vget_high_s8(qy1));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx2), vget_low_s8(qy2));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx2), vget_high_s8(qy2));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx3), vget_low_s8(qy3));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx3), vget_high_s8(qy3));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx4), vget_low_s8(qy4));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx4), vget_high_s8(qy4));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx5), vget_low_s8(qy5));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx5), vget_high_s8(qy5));
+#endif
+        }
+
+        const int16x8_t ysum0 = vld1q_s16(y[i].bsums);
+        const int16x8_t ysum1 = vld1q_s16(y[i].bsums + 8);
+
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+
+#if defined(__ARM_FEATURE_DOTPROD)
+        sumi0 = vaddq_s32(sumi0, sumi1);
+        sumi0 = vsubq_s32(sumi0, vpaddlq_s16(vaddq_s16(ysum0, ysum1)));
+
+        sumf += d * (float) vaddvq_s32(sumi0);
+#else
+        sumi0 = vaddq_s16(sumi0, sumi1);
+        sumi0 = vsubq_s16(sumi0, vaddq_s16(ysum0, ysum1));
+
+        sumf += d * (float) vaddlvq_s16(sumi0);
+#endif
+    }
+
+    *s = sumf;
+
+#elif defined(__AVX2__)
+    __m256 sumf = _mm256_setzero_ps();
+
+    for (int i = 0; i < nb; ++i) {
+        // 16-bit sums
+        __m256i sumi0 = _mm256_setzero_si256();
+        __m256i sumi1 = _mm256_setzero_si256();
+        __m256i sumi2 = _mm256_setzero_si256();
+
+        // first 32 bytes of 5 elements
+        {
+            __m256i qx0 = _mm256_loadu_si256((const __m256i *) (x[i].qs));
+            // 8-bit multiplies with shifts, masks and adds
+            __m256i qx1 = _mm256_add_epi8(qx0, _mm256_add_epi8(qx0, qx0)); // 1 * 3
+            __m256i qx2 = _mm256_add_epi8(_mm256_and_si256(_mm256_slli_epi16(qx0, 3), _mm256_set1_epi8(-8)), qx0); // 1 * 9
+            __m256i qx3 = _mm256_add_epi8(_mm256_and_si256(_mm256_slli_epi16(qx1, 3), _mm256_set1_epi8(-8)), qx1); // 3 * 9
+            __m256i qx4 = _mm256_add_epi8(_mm256_and_si256(_mm256_slli_epi16(qx2, 3), _mm256_set1_epi8(-8)), qx2); // 9 * 9
+
+            // TODO: can _mm256_mulhi_epu16 be faster even if 16-bits?
+
+            // Cancel the +1 from avg so that it behaves like a halving add
+            qx0 = _mm256_subs_epu8(qx0, _mm256_set1_epi8(1));
+            qx1 = _mm256_subs_epu8(qx1, _mm256_set1_epi8(1));
+            qx2 = _mm256_subs_epu8(qx2, _mm256_set1_epi8(1));
+            qx3 = _mm256_subs_epu8(qx3, _mm256_set1_epi8(1));
+            qx4 = _mm256_subs_epu8(qx4, _mm256_set1_epi8(1));
+            // Multiply by 3 and get the top 2 bits
+            qx0 = _mm256_avg_epu8(qx0, _mm256_avg_epu8(qx0, _mm256_setzero_si256()));
+            qx1 = _mm256_avg_epu8(qx1, _mm256_avg_epu8(qx1, _mm256_setzero_si256()));
+            qx2 = _mm256_avg_epu8(qx2, _mm256_avg_epu8(qx2, _mm256_setzero_si256()));
+            qx3 = _mm256_avg_epu8(qx3, _mm256_avg_epu8(qx3, _mm256_setzero_si256()));
+            qx4 = _mm256_avg_epu8(qx4, _mm256_avg_epu8(qx4, _mm256_setzero_si256()));
+            qx0 = _mm256_and_si256(_mm256_srli_epi16(qx0, 6), _mm256_set1_epi8(3));
+            qx1 = _mm256_and_si256(_mm256_srli_epi16(qx1, 6), _mm256_set1_epi8(3));
+            qx2 = _mm256_and_si256(_mm256_srli_epi16(qx2, 6), _mm256_set1_epi8(3));
+            qx3 = _mm256_and_si256(_mm256_srli_epi16(qx3, 6), _mm256_set1_epi8(3));
+            qx4 = _mm256_and_si256(_mm256_srli_epi16(qx4, 6), _mm256_set1_epi8(3));
+
+            const __m256i qy0 = _mm256_loadu_si256((const __m256i *) (y[i].qs +   0));
+            const __m256i qy1 = _mm256_loadu_si256((const __m256i *) (y[i].qs +  32));
+            const __m256i qy2 = _mm256_loadu_si256((const __m256i *) (y[i].qs +  64));
+            const __m256i qy3 = _mm256_loadu_si256((const __m256i *) (y[i].qs +  96));
+            const __m256i qy4 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 128));
+
+            qx0 = _mm256_maddubs_epi16(qx0, qy0);
+            qx1 = _mm256_maddubs_epi16(qx1, qy1);
+            qx2 = _mm256_maddubs_epi16(qx2, qy2);
+            qx3 = _mm256_maddubs_epi16(qx3, qy3);
+            qx4 = _mm256_maddubs_epi16(qx4, qy4);
+
+            sumi0 = _mm256_add_epi16(sumi0, _mm256_add_epi16(qx0, qx1));
+            sumi1 = _mm256_add_epi16(sumi1, _mm256_add_epi16(qx2, qx3));
+            sumi2 = _mm256_add_epi16(sumi2, qx4);
+        }
+
+        // last 16 bytes of 5-element, along with the 4 bytes of 4 elements
+        {
+            __m128i qx0 = _mm_loadu_si128((const __m128i *) (x[i].qs + 32));
+            uint32_t qh;
+            memcpy(&qh, x[i].qh, sizeof(qh)); // potentially unaligned
+            __m256i qx5_l = _mm256_cvtepu8_epi16(_mm_set1_epi32(qh));
+            __m128i qx1 = _mm_add_epi8(qx0, _mm_add_epi8(qx0, qx0)); // 1 * 3
+            __m128i qx2 = _mm_add_epi8(_mm_and_si128(_mm_slli_epi16(qx0, 3), _mm_set1_epi8(-8)), qx0); // 1 * 9
+            __m128i qx3 = _mm_add_epi8(_mm_and_si128(_mm_slli_epi16(qx1, 3), _mm_set1_epi8(-8)), qx1); // 3 * 9
+            __m128i qx4 = _mm_add_epi8(_mm_and_si128(_mm_slli_epi16(qx2, 3), _mm_set1_epi8(-8)), qx2); // 9 * 9
+            __m256i qx01 = MM256_SET_M128I(qx1, qx0);
+            __m256i qx23 = MM256_SET_M128I(qx3, qx2);
+
+            // avx2 does not have 8-bit multiplies, so 16-bit it is.
+            qx5_l = _mm256_mullo_epi16(qx5_l, _mm256_set_epi16(27, 27, 27, 27, 9, 9, 9, 9, 3, 3, 3, 3, 1, 1, 1, 1));
+            qx5_l = _mm256_and_si256(qx5_l, _mm256_set1_epi16(0xFF));
+            __m128i qx5 = _mm_packus_epi16(_mm256_castsi256_si128(qx5_l), _mm256_extracti128_si256(qx5_l, 1));
+
+            __m256i qx45 = MM256_SET_M128I(qx5, qx4);
+
+            // Cancel the +1 from avg so that it behaves like a halving add
+            qx01 = _mm256_subs_epu8(qx01, _mm256_set1_epi8(1));
+            qx23 = _mm256_subs_epu8(qx23, _mm256_set1_epi8(1));
+            qx45 = _mm256_subs_epu8(qx45, _mm256_set1_epi8(1));
+            // Multiply by 3 and get the top 2 bits
+            qx01 = _mm256_avg_epu8(qx01, _mm256_avg_epu8(qx01, _mm256_setzero_si256()));
+            qx23 = _mm256_avg_epu8(qx23, _mm256_avg_epu8(qx23, _mm256_setzero_si256()));
+            qx45 = _mm256_avg_epu8(qx45, _mm256_avg_epu8(qx45, _mm256_setzero_si256()));
+            qx01 = _mm256_and_si256(_mm256_srli_epi16(qx01, 6), _mm256_set1_epi8(3));
+            qx23 = _mm256_and_si256(_mm256_srli_epi16(qx23, 6), _mm256_set1_epi8(3));
+            qx45 = _mm256_and_si256(_mm256_srli_epi16(qx45, 6), _mm256_set1_epi8(3));
+
+            const __m256i qy01 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 160));
+            const __m256i qy23 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 192));
+            const __m256i qy45 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 224));
+
+            qx01 = _mm256_maddubs_epi16(qx01, qy01);
+            qx23 = _mm256_maddubs_epi16(qx23, qy23);
+            qx45 = _mm256_maddubs_epi16(qx45, qy45);
+
+            sumi0 = _mm256_add_epi16(sumi0, qx01);
+            sumi1 = _mm256_add_epi16(sumi1, qx23);
+            sumi2 = _mm256_add_epi16(sumi2, qx45);
+        }
+
+        const __m256i ysum = _mm256_loadu_si256((const __m256i *) y[i].bsums);
+        const __m256 d = _mm256_set1_ps(y[i].d * GGML_FP16_TO_FP32(x[i].d));
+
+        sumi0 = _mm256_sub_epi16(sumi0, ysum);
+        sumi0 = _mm256_add_epi16(sumi0, _mm256_add_epi16(sumi1, sumi2));
+        sumi0 = _mm256_madd_epi16(sumi0, _mm256_set1_epi16(1));
+
+        sumf = _mm256_add_ps(_mm256_mul_ps(_mm256_cvtepi32_ps(sumi0), d), sumf);
+    }
+
+    *s = hsum_float_8(sumf);
+
+#else
+    const uint8_t pow3[6] = {1, 3, 9, 27, 81, 243};
+
+    float sumf = 0.0f;
+
+    for (int i = 0; i < nb; ++i) {
+        int sum = 0;
+
+        for (size_t j = 0; j < sizeof(x->qs) - sizeof(x->qs) % 32; j += 32) {
+            for (size_t l = 0; l < 5; ++l) {
+                for (size_t m = 0; m < 32; ++m) {
+                    uint8_t q = x[i].qs[j + m] * pow3[l];
+                    uint16_t xi = ((uint16_t) q * 3) >> 8;
+                    sum += (xi - 1) * y[i].qs[j*5 + l*32 + m];
+                }
+            }
+        }
+        for (size_t j = sizeof(x->qs) - sizeof(x->qs) % 32; j < sizeof(x->qs); j += 16) {
+            for (size_t l = 0; l < 5; ++l) {
+                for (size_t m = 0; m < 16; ++m) {
+                    uint8_t q = x[i].qs[j + m] * pow3[l];
+                    uint16_t xi = ((uint16_t) q * 3) >> 8;
+                    sum += (xi - 1) * y[i].qs[j*5 + l*16 + m];
+                }
+            }
+        }
+
+        for (size_t l = 0; l < 4; ++l) {
+            for (size_t j = 0; j < sizeof(x->qh); ++j) {
+                uint8_t q = x[i].qh[j] * pow3[l];
+                uint16_t xi = ((uint16_t) q * 3) >> 8;
+                sum += (xi - 1) * y[i].qs[sizeof(x->qs)*5 + l*sizeof(x->qh) + j];
+            }
+        }
+
+        sumf += (float) sum * (GGML_FP16_TO_FP32(x[i].d) * y[i].d);
+    }
+
+    *s = sumf;
+#endif
+}
+
+void ggml_vec_dot_tq2_0_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_tq2_0 * GGML_RESTRICT x = vx;
+    const block_q8_K  * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined(__ARM_NEON)
+    float sumf = 0.0f;
+
+    const uint8x16_t m3 = vdupq_n_u8(3);
+
+    for (int i = 0; i < nb; ++i) {
+#if defined(__ARM_FEATURE_DOTPROD)
+        int32x4_t sumi0 = vdupq_n_s32(0);
+        int32x4_t sumi1 = vdupq_n_s32(0);
+#else
+        int16x8_t sumi0 = vdupq_n_s16(0);
+        int16x8_t sumi1 = vdupq_n_s16(0);
+#endif
+
+        for (size_t j = 0; j < sizeof(x->qs); j += 32) {
+            uint8x16_t qx0 = vld1q_u8(x[i].qs + j);
+            uint8x16_t qx1 = vld1q_u8(x[i].qs + j + 16);
+            uint8x16_t qx2 = vshrq_n_u8(qx0, 2);
+            uint8x16_t qx3 = vshrq_n_u8(qx1, 2);
+            uint8x16_t qx4 = vshrq_n_u8(qx0, 4);
+            uint8x16_t qx5 = vshrq_n_u8(qx1, 4);
+            uint8x16_t qx6 = vshrq_n_u8(qx0, 6);
+            uint8x16_t qx7 = vshrq_n_u8(qx1, 6);
+
+            int8x16_t sqx0 = vreinterpretq_s8_u8(vandq_u8(qx0, m3));
+            int8x16_t sqx1 = vreinterpretq_s8_u8(vandq_u8(qx1, m3));
+            int8x16_t sqx2 = vreinterpretq_s8_u8(vandq_u8(qx2, m3));
+            int8x16_t sqx3 = vreinterpretq_s8_u8(vandq_u8(qx3, m3));
+            int8x16_t sqx4 = vreinterpretq_s8_u8(vandq_u8(qx4, m3));
+            int8x16_t sqx5 = vreinterpretq_s8_u8(vandq_u8(qx5, m3));
+            int8x16_t sqx6 = vreinterpretq_s8_u8(vandq_u8(qx6, m3));
+            int8x16_t sqx7 = vreinterpretq_s8_u8(vandq_u8(qx7, m3));
+
+            const int8x16_t qy0 = vld1q_s8(y[i].qs + j*4 +   0);
+            const int8x16_t qy1 = vld1q_s8(y[i].qs + j*4 +  16);
+            const int8x16_t qy2 = vld1q_s8(y[i].qs + j*4 +  32);
+            const int8x16_t qy3 = vld1q_s8(y[i].qs + j*4 +  48);
+            const int8x16_t qy4 = vld1q_s8(y[i].qs + j*4 +  64);
+            const int8x16_t qy5 = vld1q_s8(y[i].qs + j*4 +  80);
+            const int8x16_t qy6 = vld1q_s8(y[i].qs + j*4 +  96);
+            const int8x16_t qy7 = vld1q_s8(y[i].qs + j*4 + 112);
+
+#if defined(__ARM_FEATURE_DOTPROD)
+            sumi0 = vdotq_s32(sumi0, sqx0, qy0);
+            sumi1 = vdotq_s32(sumi1, sqx1, qy1);
+            sumi0 = vdotq_s32(sumi0, sqx2, qy2);
+            sumi1 = vdotq_s32(sumi1, sqx3, qy3);
+            sumi0 = vdotq_s32(sumi0, sqx4, qy4);
+            sumi1 = vdotq_s32(sumi1, sqx5, qy5);
+            sumi0 = vdotq_s32(sumi0, sqx6, qy6);
+            sumi1 = vdotq_s32(sumi1, sqx7, qy7);
+#else
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx0), vget_low_s8(qy0));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx0), vget_high_s8(qy0));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx1), vget_low_s8(qy1));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx1), vget_high_s8(qy1));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx2), vget_low_s8(qy2));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx2), vget_high_s8(qy2));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx3), vget_low_s8(qy3));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx3), vget_high_s8(qy3));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx4), vget_low_s8(qy4));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx4), vget_high_s8(qy4));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx5), vget_low_s8(qy5));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx5), vget_high_s8(qy5));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx6), vget_low_s8(qy6));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx6), vget_high_s8(qy6));
+            sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx7), vget_low_s8(qy7));
+            sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx7), vget_high_s8(qy7));
+#endif
+        }
+
+        const int16x8_t ysum0 = vld1q_s16(y[i].bsums);
+        const int16x8_t ysum1 = vld1q_s16(y[i].bsums + 8);
+
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+
+#if defined(__ARM_FEATURE_DOTPROD)
+        sumi0 = vaddq_s32(sumi0, sumi1);
+        sumi0 = vsubq_s32(sumi0, vpaddlq_s16(vaddq_s16(ysum0, ysum1)));
+
+        sumf += d * (float) vaddvq_s32(sumi0);
+#else
+        sumi0 = vaddq_s16(sumi0, sumi1);
+        sumi0 = vsubq_s16(sumi0, vaddq_s16(ysum0, ysum1));
+
+        sumf += d * (float) vaddlvq_s16(sumi0);
+#endif
+    }
+
+    *s = sumf;
+
+#elif defined(__AVX2__)
+    __m256 sumf = _mm256_setzero_ps();
+
+    for (int i = 0; i < nb; ++i) {
+        // 16-bit sums, because 256*127 still fits
+        __m256i sumi0 = _mm256_setzero_si256();
+        __m256i sumi1 = _mm256_setzero_si256();
+
+        for (size_t j = 0; j < sizeof(x->qs); j += 32) {
+            __m256i qx0 = _mm256_loadu_si256((const __m256i *) (x[i].qs + j));
+            __m256i qx1 = _mm256_srli_epi16(qx0, 2);
+            __m256i qx2 = _mm256_srli_epi16(qx0, 4);
+            __m256i qx3 = _mm256_srli_epi16(qx0, 6);
+
+            // 0, 1, 2 (should not be 3)
+            qx0 = _mm256_and_si256(qx0, _mm256_set1_epi8(3));
+            qx1 = _mm256_and_si256(qx1, _mm256_set1_epi8(3));
+            qx2 = _mm256_and_si256(qx2, _mm256_set1_epi8(3));
+            qx3 = _mm256_and_si256(qx3, _mm256_set1_epi8(3));
+
+            const __m256i qy0 = _mm256_loadu_si256((const __m256i *) (y[i].qs + j*4 +  0));
+            const __m256i qy1 = _mm256_loadu_si256((const __m256i *) (y[i].qs + j*4 + 32));
+            const __m256i qy2 = _mm256_loadu_si256((const __m256i *) (y[i].qs + j*4 + 64));
+            const __m256i qy3 = _mm256_loadu_si256((const __m256i *) (y[i].qs + j*4 + 96));
+
+            qx0 = _mm256_maddubs_epi16(qx0, qy0);
+            qx1 = _mm256_maddubs_epi16(qx1, qy1);
+            qx2 = _mm256_maddubs_epi16(qx2, qy2);
+            qx3 = _mm256_maddubs_epi16(qx3, qy3);
+
+            sumi0 = _mm256_add_epi16(sumi0, _mm256_add_epi16(qx0, qx1));
+            sumi1 = _mm256_add_epi16(sumi1, _mm256_add_epi16(qx2, qx3));
+        }
+
+        const __m256i ysum = _mm256_loadu_si256((const __m256i *) y[i].bsums);
+        const __m256 d = _mm256_set1_ps(y[i].d * GGML_FP16_TO_FP32(x[i].d));
+
+        sumi0 = _mm256_add_epi16(sumi0, sumi1);
+        sumi0 = _mm256_sub_epi16(sumi0, ysum);
+        sumi0 = _mm256_madd_epi16(sumi0, _mm256_set1_epi16(1));
+
+        sumf = _mm256_add_ps(_mm256_mul_ps(_mm256_cvtepi32_ps(sumi0), d), sumf);
+    }
+
+    *s = hsum_float_8(sumf);
+
+#else
+    float sumf = 0.0f;
+
+    for (int i = 0; i < nb; ++i) {
+        int32_t sumi = 0;
+
+        for (size_t j = 0; j < sizeof(x->qs); j += 32) {
+            for (size_t l = 0; l < 4; ++l) {
+                for (size_t k = 0; k < 32; ++k) {
+                    sumi += y[i].qs[j*4 + l*32 + k] * (((x[i].qs[j + k] >> (l*2)) & 3) - 1);
+                }
+            }
+        }
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+
+        sumf += (float) sumi * d;
+    }
+
+    *s = sumf;
+#endif
+}
+
+void ggml_vec_dot_q2_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_q2_K * GGML_RESTRICT x = vx;
+    const block_q8_K * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#ifdef __ARM_FEATURE_SVE
+    const int vector_length = svcntb()*8;
+    const svuint8_t m3s = svdup_n_u8(0x3);
+    const svuint32_t m4s = svdup_n_u32(0xF);
+    const svint32_t vzero_sv = svdup_n_s32(0);
+    svfloat32_t acc_sum = svdup_n_f32(0);
+    svbool_t pred_s32 = svptrue_pat_b32(SV_VL4);
+
+    switch (vector_length) {
+        case 128:
+            for (int i = 0; i < nb; ++i) {
+                const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+                svfloat32_t d_broad = svdup_n_f32((float32_t)d);
+                const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+                svfloat32_t dmin_broad = svdup_n_f32((float32_t)dmin);
+
+                const uint8_t * GGML_RESTRICT q2 = x[i].qs;
+                const int8_t  * GGML_RESTRICT q8_sv = y[i].qs;
+                const uint8_t * GGML_RESTRICT sc = x[i].scales;
+
+                svuint32_t mins_and_scales_sve = svld1ub_u32(svptrue_b32(), sc);
+                const svint32_t mins_sv_1 = svreinterpret_s32_u32(svlsr_n_u32_x(svptrue_b32(), mins_and_scales_sve, 4));
+
+                mins_and_scales_sve = svld1ub_u32(svptrue_b32(), sc+4);
+                const svint32_t mins_sv_2 = svreinterpret_s32_u32(svlsr_n_u32_x(svptrue_b32(), mins_and_scales_sve, 4));
+
+                svint32_t q8sums_sv_1 = svld1sh_s32(svptrue_b32(), y[i].bsums);
+                svint32_t q8sums_sv_2 = svld1sh_s32(svptrue_b32(), y[i].bsums+4);
+
+                const svint32_t s0 = svadd_s32_x(svptrue_b32(), svmul_s32_x(svptrue_b32(), mins_sv_1, q8sums_sv_1), svmul_s32_x(svptrue_b32(), mins_sv_2, q8sums_sv_2));
+
+                mins_and_scales_sve = svld1ub_u32(svptrue_b32(), sc+8);
+                const svint32_t mins_sv_3 = svreinterpret_s32_u32(svlsr_n_u32_x(svptrue_b32(), mins_and_scales_sve, 4));
+
+                mins_and_scales_sve = svld1ub_u32(svptrue_b32(), sc+12);
+                const svint32_t mins_sv_4 = svreinterpret_s32_u32(svlsr_n_u32_x(svptrue_b32(), mins_and_scales_sve, 4));
+
+                q8sums_sv_1 = svld1sh_s32(svptrue_b32(), y[i].bsums+8);
+                q8sums_sv_2 = svld1sh_s32(svptrue_b32(), y[i].bsums+12);
+
+                svint32_t s1 = svadd_s32_x(svptrue_b32(), svmul_s32_x(svptrue_b32(), mins_sv_3, q8sums_sv_1), svmul_s32_x(svptrue_b32(), mins_sv_4, q8sums_sv_2));
+
+                svfloat32_t temp = svcvt_f32_s32_x(svptrue_b32(), svadd_s32_x(svptrue_b32(), s0, s1));
+
+                acc_sum = svmla_f32_m(svptrue_b32(), acc_sum, temp, dmin_broad);
+
+                svint32_t sumi1 = svdup_n_s32(0);
+
+                {
+                    const svuint8_t q2bits_1 = svld1_u8(svptrue_b8(), q2);
+                    svint8_t q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), q2bits_1, m3s));
+                    svint8_t q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+                    const svint32_t scales_sv = svreinterpret_s32_u32(svand_u32_m(svptrue_b32(), svld1ub_u32(svptrue_b32(), sc), m4s));
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv, 0));
+
+                    const svuint8_t q2bits_3 = svld1_u8(svptrue_b8(), q2+16);
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), q2bits_3, m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv, 1));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_1, 2), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv, 2));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_3, 2), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv, 3));
+
+
+                    const svint32_t scales_sv_1 = svreinterpret_s32_u32(svand_u32_m(svptrue_b32(), svld1ub_u32(svptrue_b32(), sc+4), m4s));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_1, 4), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_1, 0));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_3, 4), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_1, 1));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_1, 6), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_1, 2));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_3, 6), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_1, 3));
+
+                    //-------------------------------
+
+                    q2 += 32;
+                    const svint32_t scales_sv_2 = svreinterpret_s32_u32(svand_u32_m(svptrue_b32(), svld1ub_u32(svptrue_b32(), sc+8), m4s));
+                    const svuint8_t q2bits_2 = svld1_u8(svptrue_b8(), q2);
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), q2bits_2, m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_2, 0));
+
+                    const svuint8_t q2bits_4 = svld1_u8(svptrue_b8(), q2+16);
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), q2bits_4, m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_2, 1));
+
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_2, 2), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_2, 2));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_4, 2), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_2, 3));
+
+
+                    const svint32_t scales_sv_3 = svreinterpret_s32_u32(svand_u32_m(svptrue_b32(), svld1ub_u32(svptrue_b32(), sc+12), m4s));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_2, 4), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_3, 0));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_4, 4), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_3, 1));
+
+
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_2, 6), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_3, 2));
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q2bits_4, 6), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                    sumi1 = svmla_s32_m(svptrue_b32(), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), svdup_lane_s32(scales_sv_3, 3));
+                }
+                acc_sum = svmla_f32_m(svptrue_b32(), acc_sum, svcvt_f32_s32_x(svptrue_b32(), sumi1), d_broad);
+            }
+            *s = svaddv_f32(svptrue_b32(), acc_sum);
+            break;
+
+        case 256:
+        case 512:
+            for (int i = 0; i < nb; ++i) {
+                const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+                svfloat32_t d_broad = svdup_n_f32((float32_t)d);
+                const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+                svfloat32_t dmin_broad = svdup_n_f32((float32_t)dmin);
+
+                const uint8_t * GGML_RESTRICT q2 = x[i].qs;
+                const int8_t  * GGML_RESTRICT q8_sv = y[i].qs;
+                const uint8_t * GGML_RESTRICT sc = x[i].scales;
+
+                const svuint32_t mins_and_scales_sve = svld1ub_u32(svptrue_pat_b32(SV_VL8), sc); sc += 8;
+                const svint32_t scales_sv = svreinterpret_s32_u32(svand_u32_m(svptrue_pat_b32(SV_VL8), mins_and_scales_sve, m4s));
+                const svint32_t mins_sv_1 = svreinterpret_s32_u32(svlsr_n_u32_x(svptrue_pat_b32(SV_VL8), mins_and_scales_sve, 4));
+                svint32_t q8sums_sv_1 = svld1sh_s32(svptrue_pat_b32(SV_VL8), y[i].bsums);
+
+                const svuint32_t mins_and_scales_sve_1 = svld1ub_u32(svptrue_pat_b32(SV_VL8), sc);
+                const svint32_t scales_sv_1 = svreinterpret_s32_u32(svand_u32_m(svptrue_pat_b32(SV_VL8), mins_and_scales_sve_1, m4s));
+                const svint32_t mins_sv_2 = svreinterpret_s32_u32(svlsr_n_u32_x(svptrue_pat_b32(SV_VL8), mins_and_scales_sve_1, 4));
+
+                svint32_t q8sums_sv_2 = svld1sh_s32(svptrue_pat_b32(SV_VL8), y[i].bsums+8);
+
+                svfloat32_t temp = svcvt_f32_s32_x(svptrue_pat_b32(SV_VL8), svadd_s32_x(svptrue_pat_b32(SV_VL8), svmul_s32_x(svptrue_pat_b32(SV_VL8), mins_sv_1, q8sums_sv_1), svmul_s32_x(svptrue_pat_b32(SV_VL8), mins_sv_2, q8sums_sv_2)));
+
+                acc_sum = svmla_f32_m(svptrue_pat_b32(SV_VL8), acc_sum, temp, dmin_broad);
+
+                svint32_t sumi1 = svdup_n_s32(0);
+
+                {
+                    const svuint8_t q2bits_1 = svld1_u8(svptrue_pat_b8(SV_VL32), q2);
+                    svint8_t q2bytes_sv = svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), q2bits_1, m3s));
+                    svint8_t q8bytes_sv = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                    svint32_t scale_1 = svsel(pred_s32, svdup_lane_s32(scales_sv, 0), svdup_lane_s32(scales_sv, 1));
+                    sumi1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), scale_1);
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q2bits_1, 2), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                    svint32_t scale_2 = svsel(pred_s32, svdup_lane_s32(scales_sv, 2), svdup_lane_s32(scales_sv, 3));
+                    sumi1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(svdup_n_s32(0), q2bytes_sv, q8bytes_sv), scale_2);
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q2bits_1, 4), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                    scale_1 = svsel(pred_s32, svdup_lane_s32(scales_sv, 4), svdup_lane_s32(scales_sv, 5));
+                    sumi1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), scale_1);
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q2bits_1, 6), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                    scale_2 = svsel(pred_s32, svdup_lane_s32(scales_sv, 6), svdup_lane_s32(scales_sv, 7));
+                    sumi1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), scale_2);
+
+                    q2 += 32;
+
+                    const svuint8_t q2bits_2 = svld1_u8(svptrue_pat_b8(SV_VL32), q2);
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), q2bits_2, m3s));
+                    q8bytes_sv = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                    scale_1 = svsel(pred_s32, svdup_lane_s32(scales_sv_1, 0), svdup_lane_s32(scales_sv_1, 1));
+                    sumi1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), scale_1);
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q2bits_2, 2), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                    scale_2 = svsel(pred_s32, svdup_lane_s32(scales_sv_1, 2), svdup_lane_s32(scales_sv_1, 3));
+                    sumi1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), scale_2);
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q2bits_2, 4), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                    scale_1 = svsel(pred_s32, svdup_lane_s32(scales_sv_1, 4), svdup_lane_s32(scales_sv_1, 5));
+                    sumi1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), scale_1);
+
+                    q2bytes_sv = svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q2bits_2, 6), m3s));
+                    q8bytes_sv = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                    scale_2 = svsel(pred_s32, svdup_lane_s32(scales_sv_1, 6), svdup_lane_s32(scales_sv_1, 7));
+                    sumi1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(vzero_sv, q2bytes_sv, q8bytes_sv), scale_2);
+                }
+                acc_sum = svmla_f32_m(svptrue_pat_b32(SV_VL8), acc_sum, svcvt_f32_s32_x(svptrue_pat_b32(SV_VL8), sumi1), d_broad);
+            }
+            *s = svaddv_f32(svptrue_pat_b32(SV_VL8), acc_sum);
+            break;
+
+        default:
+            assert(false && "Unsupported vector length");
+            break;
+    }
+
+#elif __ARM_NEON
+    const uint8x16_t m3 = vdupq_n_u8(0x3);
+    const uint8x16_t m4 = vdupq_n_u8(0xF);
+
+    const int32x4_t vzero = vdupq_n_s32(0);
+
+    ggml_int8x16x2_t q2bytes;
+    uint8_t aux[16];
+
+    float sum = 0;
+
+    for (int i = 0; i < nb; ++i) {
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const uint8_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        const uint8_t * GGML_RESTRICT sc = x[i].scales;
+
+        const uint8x16_t mins_and_scales = vld1q_u8(sc);
+        const uint8x16_t scales = vandq_u8(mins_and_scales, m4);
+        vst1q_u8(aux, scales);
+
+        const uint8x16_t mins = vshrq_n_u8(mins_and_scales, 4);
+        const ggml_int16x8x2_t q8sums = ggml_vld1q_s16_x2(y[i].bsums);
+        const ggml_int16x8x2_t mins16 = {{vreinterpretq_s16_u16(vmovl_u8(vget_low_u8(mins))), vreinterpretq_s16_u16(vmovl_u8(vget_high_u8(mins)))}};
+        const int32x4_t s0 = vaddq_s32(vmull_s16(vget_low_s16 (mins16.val[0]), vget_low_s16 (q8sums.val[0])),
+                                       vmull_s16(vget_high_s16(mins16.val[0]), vget_high_s16(q8sums.val[0])));
+        const int32x4_t s1 = vaddq_s32(vmull_s16(vget_low_s16 (mins16.val[1]), vget_low_s16 (q8sums.val[1])),
+                                       vmull_s16(vget_high_s16(mins16.val[1]), vget_high_s16(q8sums.val[1])));
+        sum += dmin * vaddvq_s32(vaddq_s32(s0, s1));
+
+        int isum = 0;
+        int is = 0;
+
+// We use this macro instead of a function call because for some reason
+// the code runs 2-3% slower, even if the function is declared inline
+#define MULTIPLY_ACCUM_WITH_SCALE(index)\
+        isum += vaddvq_s32(ggml_vdotq_s32(vzero, q2bytes.val[0], q8bytes.val[0])) * aux[is+(index)];\
+        isum += vaddvq_s32(ggml_vdotq_s32(vzero, q2bytes.val[1], q8bytes.val[1])) * aux[is+1+(index)];
+
+#define SHIFT_MULTIPLY_ACCUM_WITH_SCALE(shift, index)\
+        q8bytes = ggml_vld1q_s8_x2(q8); q8 += 32;\
+        q2bytes.val[0] = vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q2bits.val[0], (shift)), m3));\
+        q2bytes.val[1] = vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q2bits.val[1], (shift)), m3));\
+        MULTIPLY_ACCUM_WITH_SCALE((index));
+
+        for (int j = 0; j < QK_K/128; ++j) {
+            const ggml_uint8x16x2_t q2bits = ggml_vld1q_u8_x2(q2); q2 += 32;
+
+            ggml_int8x16x2_t q8bytes = ggml_vld1q_s8_x2(q8); q8 += 32;
+            q2bytes.val[0] = vreinterpretq_s8_u8(vandq_u8(q2bits.val[0], m3));
+            q2bytes.val[1] = vreinterpretq_s8_u8(vandq_u8(q2bits.val[1], m3));
+
+            MULTIPLY_ACCUM_WITH_SCALE(0);
+
+            SHIFT_MULTIPLY_ACCUM_WITH_SCALE(2, 2);
+            SHIFT_MULTIPLY_ACCUM_WITH_SCALE(4, 4);
+            SHIFT_MULTIPLY_ACCUM_WITH_SCALE(6, 6);
+
+            is += 8;
+        }
+
+        sum += d * isum;
+    }
+
+    *s = sum;
+
+#elif defined __AVX2__
+
+    const __m256i m3 = _mm256_set1_epi8(3);
+    const __m128i m4 = _mm_set1_epi8(0xF);
+
+    __m256 acc = _mm256_setzero_ps();
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const uint8_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const __m128i mins_and_scales = _mm_loadu_si128((const __m128i*)x[i].scales);
+        const __m128i scales8 = _mm_and_si128(mins_and_scales, m4);
+        const __m128i mins8 = _mm_and_si128(_mm_srli_epi16(mins_and_scales, 4), m4);
+        const __m256i mins = _mm256_cvtepi8_epi16(mins8);
+        const __m256i prod = _mm256_madd_epi16(mins, _mm256_loadu_si256((const __m256i*)y[i].bsums));
+
+        acc = _mm256_fmadd_ps(_mm256_broadcast_ss(&dmin), _mm256_cvtepi32_ps(prod), acc);
+
+        const __m256i all_scales = _mm256_cvtepi8_epi16(scales8);
+        const __m128i l_scales = _mm256_extracti128_si256(all_scales, 0);
+        const __m128i h_scales = _mm256_extracti128_si256(all_scales, 1);
+        const __m256i scales[2] = {MM256_SET_M128I(l_scales, l_scales), MM256_SET_M128I(h_scales, h_scales)};
+
+        __m256i sumi = _mm256_setzero_si256();
+
+        for (int j = 0; j < QK_K/128; ++j) {
+
+            const __m256i q2bits = _mm256_loadu_si256((const __m256i*)q2); q2 += 32;
+
+            const __m256i q8_0 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_3 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+
+            const __m256i q2_0 = _mm256_and_si256(q2bits, m3);
+            const __m256i q2_1 = _mm256_and_si256(_mm256_srli_epi16(q2bits, 2), m3);
+            const __m256i q2_2 = _mm256_and_si256(_mm256_srli_epi16(q2bits, 4), m3);
+            const __m256i q2_3 = _mm256_and_si256(_mm256_srli_epi16(q2bits, 6), m3);
+
+            __m256i p0 = _mm256_maddubs_epi16(q2_0, q8_0);
+            __m256i p1 = _mm256_maddubs_epi16(q2_1, q8_1);
+            __m256i p2 = _mm256_maddubs_epi16(q2_2, q8_2);
+            __m256i p3 = _mm256_maddubs_epi16(q2_3, q8_3);
+
+            p0 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(0)), p0);
+            p1 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(1)), p1);
+            p2 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(2)), p2);
+            p3 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(3)), p3);
+
+            p0 = _mm256_add_epi32(p0, p1);
+            p2 = _mm256_add_epi32(p2, p3);
+
+            sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p0, p2));
+        }
+
+        acc = _mm256_fmadd_ps(_mm256_broadcast_ss(&d), _mm256_cvtepi32_ps(sumi), acc);
+
+    }
+
+    *s = hsum_float_8(acc);
+
+#elif defined __AVX__
+
+    const __m128i m3 = _mm_set1_epi8(0x3);
+    const __m128i m4 = _mm_set1_epi8(0xF);
+    const __m128i m2 = _mm_set1_epi8(0x2);
+
+    __m256 acc = _mm256_setzero_ps();
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float dall = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const uint8_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        // load mins and scales from block_q2_K.scales[QK_K/16]
+        const __m128i mins_and_scales = _mm_loadu_si128((const __m128i*)x[i].scales);
+        const __m128i scales16 = _mm_and_si128(mins_and_scales, m4);
+        const __m128i mins16 = _mm_and_si128(_mm_srli_epi16(mins_and_scales, 4), m4);
+        const __m128i mins_0 = _mm_cvtepi8_epi16(mins16);
+        const __m128i mins_1 = _mm_cvtepi8_epi16(_mm_unpackhi_epi64(mins16, mins16));
+
+        // summs = y[i].bsums * (x[i].scales >> 4) in 16bits*8*2 to 32bits*4*2
+        const __m128i summs_0 = _mm_madd_epi16(mins_0, _mm_loadu_si128((const __m128i*)&y[i].bsums[0]));
+        const __m128i summs_1 = _mm_madd_epi16(mins_1, _mm_loadu_si128((const __m128i*)&y[i].bsums[8]));
+
+        // sumf += -dmin * summs in 32bits*8
+        acc = _mm256_add_ps(_mm256_mul_ps(_mm256_broadcast_ss(&dmin), _mm256_cvtepi32_ps(MM256_SET_M128I(summs_1, summs_0))), acc);
+
+        const __m128i scales_0 = _mm_cvtepi8_epi16(scales16);
+        const __m128i scales_1 = _mm_cvtepi8_epi16(_mm_unpackhi_epi64(scales16, scales16));
+        const __m128i scales[2] = { scales_0, scales_1 };
+
+        __m128i sumi_0 = _mm_setzero_si128();
+        __m128i sumi_1 = _mm_setzero_si128();
+
+        for (int j = 0; j < QK_K/128; ++j) {
+
+            // load Q8 quants int8*16*8 from block_q8_K.qs[QK_K]
+            const __m128i q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_2 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_3 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_4 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_5 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_6 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_7 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+
+            // load 2bits*16*8 from block_q2_K.qs[QK_K/4]
+            __m128i q2bits = _mm_loadu_si128((const __m128i*)q2); q2 += 16;
+            const __m128i q2_0 = _mm_and_si128(q2bits, m3);
+            const __m128i q2_2 = _mm_and_si128(_mm_srli_epi16(q2bits, 2), m3);
+            const __m128i q2_4 = _mm_and_si128(_mm_srli_epi16(q2bits, 4), m3);
+            const __m128i q2_6 = _mm_and_si128(_mm_srli_epi16(q2bits, 6), m3);
+            q2bits = _mm_loadu_si128((const __m128i*)q2); q2 += 16;
+            const __m128i q2_1 = _mm_and_si128(q2bits, m3);
+            const __m128i q2_3 = _mm_and_si128(_mm_srli_epi16(q2bits, 2), m3);
+            const __m128i q2_5 = _mm_and_si128(_mm_srli_epi16(q2bits, 4), m3);
+            const __m128i q2_7 = _mm_and_si128(_mm_srli_epi16(q2bits, 6), m3);
+
+            // isuml = q8[l] * ((q2[l] >> shift) & 3) in 8bits*16*8 to 16bits*8*8
+            __m128i p0 = _mm_maddubs_epi16(q2_0, q8_0);
+            __m128i p1 = _mm_maddubs_epi16(q2_1, q8_1);
+            __m128i p2 = _mm_maddubs_epi16(q2_2, q8_2);
+            __m128i p3 = _mm_maddubs_epi16(q2_3, q8_3);
+            __m128i p4 = _mm_maddubs_epi16(q2_4, q8_4);
+            __m128i p5 = _mm_maddubs_epi16(q2_5, q8_5);
+            __m128i p6 = _mm_maddubs_epi16(q2_6, q8_6);
+            __m128i p7 = _mm_maddubs_epi16(q2_7, q8_7);
+
+            // isum += (x[i].scales[is++] & 0xF) * isuml in 16bits*8*8 to 32bits*4*8
+            __m128i shuffle = _mm_set1_epi16(0x0100);
+            p0 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p0);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p1 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p1);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p2 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p2);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p3 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p3);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p4 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p4);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p5 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p5);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p6 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p6);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p7 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p7);
+
+            p0 = _mm_add_epi32(p0, p1);
+            p2 = _mm_add_epi32(p2, p3);
+            p4 = _mm_add_epi32(p4, p5);
+            p6 = _mm_add_epi32(p6, p7);
+
+            // isum in 32bits*4*2
+            sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p0, p2));
+            sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p4, p6));
+        }
+
+        // sumf += dall * isum - dmin * summs in 32bits
+        __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0);
+        acc = _mm256_add_ps(_mm256_mul_ps(_mm256_broadcast_ss(&dall), _mm256_cvtepi32_ps(sumi)), acc);
+    }
+
+    *s = hsum_float_8(acc);
+
+#elif defined __wasm_simd128__
+    float sumf = 0;
+
+    for (int i = 0; i < nb; ++i) {
+        const uint8_t * q2 = x[i].qs;
+        const int8_t * q8 = y[i].qs;
+        const uint8_t * sc = x[i].scales;
+
+        // Vectorized summs calculation
+        v128_t summs_vec = wasm_i32x4_splat(0);
+        {
+            v128_t sc_vec = wasm_v128_load(sc);
+            v128_t sc_upper = wasm_u8x16_shr(sc_vec, 4);
+
+            v128_t sc_low = wasm_u16x8_extend_low_u8x16(sc_upper);
+            v128_t sc_high = wasm_u16x8_extend_high_u8x16(sc_upper);
+
+            v128_t bsums1 = wasm_v128_load(&y[i].bsums[0]);
+            v128_t bsums2 = wasm_v128_load(&y[i].bsums[8]);
+
+            summs_vec = wasm_i32x4_add(
+                wasm_i32x4_add(wasm_i32x4_dot_i16x8(sc_low, bsums1),
+                               wasm_i32x4_dot_i16x8(sc_high, bsums2)),
+                summs_vec
+            );
+
+            summs_vec = wasm_i32x4_add(summs_vec, wasm_i32x4_shuffle(summs_vec, summs_vec, 2, 3, 0, 1));
+            summs_vec = wasm_i32x4_add(summs_vec, wasm_i32x4_shuffle(summs_vec, summs_vec, 1, 0, 3, 2));
+        }
+        int32_t summs = wasm_i32x4_extract_lane(summs_vec, 0);
+
+        // Vectorized isum calculation
+        int32_t isum = 0;
+        const uint8_t * sc_ptr = sc;
+        const int k_iters = QK_K/128;
+
+        for (int k = 0; k < k_iters; ++k) {
+            v128_t isum_vec = wasm_i32x4_splat(0);
+            int shift = 0;
+
+            for (int j = 0; j < 4; ++j) {
+                const int d0 = (sc_ptr[0] & 0xF);
+                const int d1 = (sc_ptr[1] & 0xF);
+                sc_ptr += 2;
+
+                // Process first 16 elements
+                v128_t q2_0 = wasm_v128_load(q2);
+                v128_t q8_0 = wasm_v128_load(q8);
+                v128_t q2_shift_0 = wasm_u8x16_shr(q2_0, shift);
+                v128_t q2_bits_0 = wasm_v128_and(q2_shift_0, wasm_i8x16_splat(0x03));
+
+                // Process next 16 elements
+                v128_t q2_1 = wasm_v128_load(q2 + 16);
+                v128_t q8_1 = wasm_v128_load(q8 + 16);
+                v128_t q2_shift_1 = wasm_u8x16_shr(q2_1, shift);
+                v128_t q2_bits_1 = wasm_v128_and(q2_shift_1, wasm_i8x16_splat(0x03));
+
+                // Calculate dot products
+                v128_t p0 = wasm_i32x4_dot_i16x8(
+                    wasm_i16x8_extend_low_i8x16(q8_0),
+                    wasm_i16x8_extend_low_i8x16(q2_bits_0)
+                );
+                v128_t p1 = wasm_i32x4_dot_i16x8(
+                    wasm_i16x8_extend_high_i8x16(q8_0),
+                    wasm_i16x8_extend_high_i8x16(q2_bits_0)
+                );
+                v128_t p2 = wasm_i32x4_dot_i16x8(
+                    wasm_i16x8_extend_low_i8x16(q8_1),
+                    wasm_i16x8_extend_low_i8x16(q2_bits_1)
+                );
+                v128_t p3 = wasm_i32x4_dot_i16x8(
+                    wasm_i16x8_extend_high_i8x16(q8_1),
+                    wasm_i16x8_extend_high_i8x16(q2_bits_1)
+                );
+
+                // Accumulate scaled results
+                v128_t scaled = wasm_i32x4_add(
+                    wasm_i32x4_mul(wasm_i32x4_add(p0, p1), wasm_i32x4_splat(d0)),
+                    wasm_i32x4_mul(wasm_i32x4_add(p2, p3), wasm_i32x4_splat(d1))
+                );
+
+                isum_vec = wasm_i32x4_add(isum_vec, scaled);
+                q8 += 32;
+                shift += 2;
+            }
+            q2 += 32;
+
+            // Horizontal sum of isum_vec
+            isum_vec = wasm_i32x4_add(isum_vec, wasm_i32x4_shuffle(isum_vec, isum_vec, 2, 3, 0, 1));
+            isum_vec = wasm_i32x4_add(isum_vec, wasm_i32x4_shuffle(isum_vec, isum_vec, 1, 0, 3, 2));
+            isum += wasm_i32x4_extract_lane(isum_vec, 0);
+        }
+
+        const float dall = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const float dmin = GGML_FP16_TO_FP32(x[i].dmin) * y[i].d;
+        sumf += dall * isum - dmin * summs;
+    }
+
+    *s = sumf;
+
+#elif defined __riscv_v_intrinsic
+
+    const int vector_length = __riscv_vlenb() * 8;
+    float sumf = 0;
+
+    uint8_t temp_01[32] = { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
+                            1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 };
+    uint8_t atmp[16];
+
+    switch (vector_length) {
+    case 256:
+        for (int i = 0; i < nb; ++i) {
+            const uint8_t * q2 = x[i].qs;
+            const int8_t *  q8 = y[i].qs;
+            const uint8_t * sc = x[i].scales;
+
+            const float dall = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+            const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+            size_t vl = 16;
+
+            vuint8m1_t scales = __riscv_vle8_v_u8m1(sc, vl);
+            vuint8m1_t aux    = __riscv_vand_vx_u8m1(scales, 0x0F, vl);
+
+            vint16m1_t q8sums = __riscv_vle16_v_i16m1(y[i].bsums, vl);
+
+            vuint8mf2_t scales_2 = __riscv_vle8_v_u8mf2(sc, vl);
+            vuint8mf2_t mins8    = __riscv_vsrl_vx_u8mf2(scales_2, 0x4, vl);
+            vint16m1_t  mins     = __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(mins8, vl));
+            vint32m2_t  prod     = __riscv_vwmul_vv_i32m2(q8sums, mins, vl);
+            vint32m1_t  vsums    = __riscv_vredsum_vs_i32m2_i32m1(prod, __riscv_vmv_v_x_i32m1(0, 1), vl);
+
+            sumf += dmin * __riscv_vmv_x_s_i32m1_i32(vsums);
+
+            vl = 32;
+
+            vint32m1_t vzero = __riscv_vmv_v_x_i32m1(0, 1);
+            vuint8m1_t v_b   = __riscv_vle8_v_u8m1(temp_01, vl);
+
+            uint8_t is   = 0;
+            int     isum = 0;
+
+            for (int j = 0; j < QK_K / 128; ++j) {
+                // load Q2
+                vuint8m1_t q2_x = __riscv_vle8_v_u8m1(q2, vl);
+
+                vuint8m1_t q2_0 = __riscv_vand_vx_u8m1(q2_x, 0x03, vl);
+                vuint8m1_t q2_1 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q2_x, 0x2, vl), 0x03, vl);
+                vuint8m1_t q2_2 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q2_x, 0x4, vl), 0x03, vl);
+                vuint8m1_t q2_3 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q2_x, 0x6, vl), 0x03, vl);
+
+                // duplicate scale elements for product
+                vuint8m1_t sc0 = __riscv_vrgather_vv_u8m1(aux, __riscv_vadd_vx_u8m1(v_b, 0 + is, vl), vl);
+                vuint8m1_t sc1 = __riscv_vrgather_vv_u8m1(aux, __riscv_vadd_vx_u8m1(v_b, 2 + is, vl), vl);
+                vuint8m1_t sc2 = __riscv_vrgather_vv_u8m1(aux, __riscv_vadd_vx_u8m1(v_b, 4 + is, vl), vl);
+                vuint8m1_t sc3 = __riscv_vrgather_vv_u8m1(aux, __riscv_vadd_vx_u8m1(v_b, 6 + is, vl), vl);
+
+                vint16m2_t p0 = __riscv_vreinterpret_v_u16m2_i16m2(__riscv_vwmulu_vv_u16m2(q2_0, sc0, vl));
+                vint16m2_t p1 = __riscv_vreinterpret_v_u16m2_i16m2(__riscv_vwmulu_vv_u16m2(q2_1, sc1, vl));
+                vint16m2_t p2 = __riscv_vreinterpret_v_u16m2_i16m2(__riscv_vwmulu_vv_u16m2(q2_2, sc2, vl));
+                vint16m2_t p3 = __riscv_vreinterpret_v_u16m2_i16m2(__riscv_vwmulu_vv_u16m2(q2_3, sc3, vl));
+
+                // load Q8
+                vint8m1_t q8_0 = __riscv_vle8_v_i8m1(q8, vl);
+                vint8m1_t q8_1 = __riscv_vle8_v_i8m1(q8 + 32, vl);
+                vint8m1_t q8_2 = __riscv_vle8_v_i8m1(q8 + 64, vl);
+                vint8m1_t q8_3 = __riscv_vle8_v_i8m1(q8 + 96, vl);
+
+                vint32m4_t s0 = __riscv_vwmul_vv_i32m4(p0, __riscv_vwcvt_x_x_v_i16m2(q8_0, vl), vl);
+                vint32m4_t s1 = __riscv_vwmul_vv_i32m4(p1, __riscv_vwcvt_x_x_v_i16m2(q8_1, vl), vl);
+                vint32m4_t s2 = __riscv_vwmul_vv_i32m4(p2, __riscv_vwcvt_x_x_v_i16m2(q8_2, vl), vl);
+                vint32m4_t s3 = __riscv_vwmul_vv_i32m4(p3, __riscv_vwcvt_x_x_v_i16m2(q8_3, vl), vl);
+
+                vint32m1_t isum0 = __riscv_vredsum_vs_i32m4_i32m1(__riscv_vadd_vv_i32m4(s0, s1, vl), vzero, vl);
+                vint32m1_t isum1 = __riscv_vredsum_vs_i32m4_i32m1(__riscv_vadd_vv_i32m4(s2, s3, vl), isum0, vl);
+
+                isum += __riscv_vmv_x_s_i32m1_i32(isum1);
+
+                q2 += 32;
+                q8 += 128;
+                is = 8;
+            }
+
+            sumf += dall * isum;
+        }
+        break;
+    case 128:
+        for (int i = 0; i < nb; ++i) {
+            const uint8_t * q2 = x[i].qs;
+            const  int8_t * q8 = y[i].qs;
+            const uint8_t * sc = x[i].scales;
+            const float dall = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+            const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+            uint8_t *patmp = atmp;
+            int vsums;
+            int tmp;
+            __asm__ __volatile__(
+                "vsetivli zero, 16, e8, m1\n\t"
+                "vmv.v.x v8, zero\n\t"
+                "vle8.v v1, (%[sc])\n\t"
+                "vand.vi v0, v1, 0xF\n\t"
+                "vsrl.vi v1, v1, 4\n\t"
+                "vse8.v v0, (%[scale])\n\t"
+                "vsetivli zero, 16, e16, m2\n\t"
+                "vle16.v v2, (%[bsums])\n\t"
+                "vzext.vf2 v0, v1\n\t"
+                "vwmul.vv v4, v0, v2\n\t"
+                "vsetivli zero, 16, e32, m4\n\t"
+                "vredsum.vs v8, v4, v8\n\t"
+                "vmv.x.s %[vsums], v8"
+                : [tmp] "=&r" (tmp), [vsums] "=&r" (vsums)
+                : [sc] "r" (sc), [scale] "r" (atmp), [bsums] "r" (y[i].bsums)
+                : "memory"
+                , "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7"
+                , "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15"
+                , "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23"
+                , "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31"
+            );
+            sumf += dmin * vsums;
+            int isum = 0;
+
+            for (int j = 0; j < QK_K/128; ++j) {
+                __asm__ __volatile__(
+                    "vsetvli zero, %[vl32], e8, m2\n\t"
+                    "vle8.v v0, (%[q2])\n\t"
+                    "vsrl.vi v2, v0, 2\n\t"
+                    "vsrl.vi v4, v0, 4\n\t"
+                    "vsrl.vi v6, v0, 6\n\t"
+                    "vand.vi v0, v0, 0x3\n\t"
+                    "vand.vi v2, v2, 0x3\n\t"
+                    "vand.vi v4, v4, 0x3\n\t"
+                    "vsetvli zero, %[vl128], e8, m8\n\t"
+                    "vle8.v v8, (%[q8])\n\t"
+                    "vsetvli zero, %[vl64], e8, m4\n\t"
+                    "vwmul.vv v16, v0, v8\n\t"
+                    "vwmul.vv v24, v4, v12\n\t"
+                    "vsetivli zero, 16, e16, m2\n\t"
+                    "vmv.v.x v0, zero\n\t"
+                    "vwredsum.vs v10, v16, v0\n\t"
+                    "vwredsum.vs v9, v18, v0\n\t"
+                    "vwredsum.vs v8, v20, v0\n\t"
+                    "vwredsum.vs v7, v22, v0\n\t"
+                    "vwredsum.vs v11, v24, v0\n\t"
+                    "vwredsum.vs v12, v26, v0\n\t"
+                    "vwredsum.vs v13, v28, v0\n\t"
+                    "vwredsum.vs v14, v30, v0\n\t"
+                    "vsetivli zero, 4, e32, m1\n\t"
+                    "vslideup.vi v10, v9, 1\n\t"
+                    "vslideup.vi v8, v7, 1\n\t"
+                    "vslideup.vi v11, v12, 1\n\t"
+                    "vslideup.vi v13, v14, 1\n\t"
+                    "vslideup.vi v10, v8, 2\n\t"
+                    "vslideup.vi v11, v13, 2\n\t"
+                    "vsetivli zero, 8, e32, m2\n\t"
+                    "vle8.v v15, (%[scale])\n\t"
+                    "vzext.vf4 v12, v15\n\t"
+                    "vmul.vv v10, v10, v12\n\t"
+                    "vredsum.vs v0, v10, v0\n\t"
+                    "vmv.x.s %[tmp], v0\n\t"
+                    "add %[isum], %[isum], %[tmp]"
+                    : [tmp] "=&r" (tmp), [isum] "+&r" (isum)
+                    : [q2] "r" (q2), [scale] "r" (patmp), [q8] "r" (q8)
+                    , [vl32] "r" (32), [vl64] "r" (64), [vl128] "r" (128)
+                    : "memory"
+                    , "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7"
+                    , "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15"
+                    , "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23"
+                    , "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31"
+                );
+                q2 += 32; q8 += 128; patmp += 8;
+            }
+
+            sumf += dall * isum;
+        }
+        break;
+    default:
+        assert(false && "Unsupported vector length");
+        break;
+    }
+
+    *s = sumf;
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0x3);
+    const vector signed char lowScaleMask = vec_splats((signed char)0xF);
+    const vector int v0 = vec_splats((int32_t)0);
+    const vector unsigned char v2 = vec_splats((unsigned char)0x2);
+    const vector unsigned char v6 = vec_splats((unsigned char)0x6);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[i].dmin));
+        vector float vdmin = vec_mul(vxmin, vyd);
+
+        vector signed short q8ysums0 = vec_xl( 0, y[i].bsums);
+        vector signed short q8ysums1 = vec_xl(16, y[i].bsums);
+
+        vector signed char q2xmins = (vector signed char)vec_xl( 0, x[i].scales);
+        vector signed char vscales = vec_and(q2xmins, lowScaleMask);
+
+        q2xmins = vec_sr(q2xmins, v4);
+        vector signed short q2xmins0 = vec_unpackh(q2xmins);
+        vector signed short q2xmins1 = vec_unpackl(q2xmins);
+
+        vector signed int prod0 = vec_mule(q2xmins0, q8ysums0);
+        vector signed int prod1 = vec_mulo(q2xmins0, q8ysums0);
+        vector signed int prod2 = vec_mule(q2xmins1, q8ysums1);
+        vector signed int prod3 = vec_mulo(q2xmins1, q8ysums1);
+
+        vsumf0 = vec_nmsub(vec_ctf(prod0, 0), vdmin, vsumf0);
+        vsumf1 = vec_nmsub(vec_ctf(prod1, 0), vdmin, vsumf1);
+        vsumf2 = vec_nmsub(vec_ctf(prod2, 0), vdmin, vsumf2);
+        vsumf3 = vec_nmsub(vec_ctf(prod3, 0), vdmin, vsumf3);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+        vector signed int vsumi4 = v0;
+        vector signed int vsumi5 = v0;
+        vector signed int vsumi6 = v0;
+        vector signed int vsumi7 = v0;
+
+        const uint8_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        for (int j = 0; j < QK_K/128; ++j) {
+            __builtin_prefetch(q2, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector signed char qxs0 = (vector signed char)vec_xl( 0, q2);
+            vector signed char qxs1 = (vector signed char)vec_xl(16, q2);
+            q2 += 32;
+
+            vector unsigned char q2x00 = (vector unsigned char)vec_and(qxs0, lowMask);
+            vector unsigned char q2x01 = (vector unsigned char)vec_and(vec_sr(qxs0, v2), lowMask);
+            vector unsigned char q2x02 = (vector unsigned char)vec_and(vec_sr(qxs0, v4), lowMask);
+            vector unsigned char q2x03 = (vector unsigned char)vec_and(vec_sr(qxs0, v6), lowMask);
+            vector unsigned char q2x10 = (vector unsigned char)vec_and(qxs1, lowMask);
+            vector unsigned char q2x11 = (vector unsigned char)vec_and(vec_sr(qxs1, v2), lowMask);
+            vector unsigned char q2x12 = (vector unsigned char)vec_and(vec_sr(qxs1, v4), lowMask);
+            vector unsigned char q2x13 = (vector unsigned char)vec_and(vec_sr(qxs1, v6), lowMask);
+
+            vector signed char q8y00 = vec_xl(  0, q8);
+            vector signed char q8y10 = vec_xl( 16, q8);
+            vector signed char q8y01 = vec_xl( 32, q8);
+            vector signed char q8y11 = vec_xl( 48, q8);
+            vector signed char q8y02 = vec_xl( 64, q8);
+            vector signed char q8y12 = vec_xl( 80, q8);
+            vector signed char q8y03 = vec_xl( 96, q8);
+            vector signed char q8y13 = vec_xl(112, q8);
+            q8 += 128;
+
+            vector signed int qv0 = vec_msum(q8y00, q2x00, v0);
+            vector signed int qv1 = vec_msum(q8y01, q2x01, v0);
+            vector signed int qv2 = vec_msum(q8y02, q2x02, v0);
+            vector signed int qv3 = vec_msum(q8y03, q2x03, v0);
+            vector signed int qv4 = vec_msum(q8y10, q2x10, v0);
+            vector signed int qv5 = vec_msum(q8y11, q2x11, v0);
+            vector signed int qv6 = vec_msum(q8y12, q2x12, v0);
+            vector signed int qv7 = vec_msum(q8y13, q2x13, v0);
+
+            vector signed short vscales_07 = vec_unpackh(vscales);
+            vector signed int vscales_03 = vec_unpackh(vscales_07);
+            vector signed int vscales_47 = vec_unpackl(vscales_07);
+            vector signed int vs0 = vec_splat(vscales_03, 0);
+            vector signed int vs1 = vec_splat(vscales_03, 1);
+            vector signed int vs2 = vec_splat(vscales_03, 2);
+            vector signed int vs3 = vec_splat(vscales_03, 3);
+            vector signed int vs4 = vec_splat(vscales_47, 0);
+            vector signed int vs5 = vec_splat(vscales_47, 1);
+            vector signed int vs6 = vec_splat(vscales_47, 2);
+            vector signed int vs7 = vec_splat(vscales_47, 3);
+            vscales = vec_sld(vscales, vscales, 8);
+
+            vsumi0 = vec_add(vec_mul(qv0, vs0), vsumi0);
+            vsumi1 = vec_add(vec_mul(qv1, vs2), vsumi1);
+            vsumi2 = vec_add(vec_mul(qv2, vs4), vsumi2);
+            vsumi3 = vec_add(vec_mul(qv3, vs6), vsumi3);
+            vsumi4 = vec_add(vec_mul(qv4, vs1), vsumi4);
+            vsumi5 = vec_add(vec_mul(qv5, vs3), vsumi5);
+            vsumi6 = vec_add(vec_mul(qv6, vs5), vsumi6);
+            vsumi7 = vec_add(vec_mul(qv7, vs7), vsumi7);
+        }
+
+        vsumi0 = vec_add(vsumi0, vsumi4);
+        vsumi1 = vec_add(vsumi1, vsumi5);
+        vsumi2 = vec_add(vsumi2, vsumi6);
+        vsumi3 = vec_add(vsumi3, vsumi7);
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = vec_extract(vsumf0, 0);
+
+#elif defined __loongarch_asx
+
+    __m256 acc = (__m256)__lasx_xvldi(0);
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const uint8_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const __m128i mins_and_scales128 = __lsx_vld((const __m128i*)x[i].scales, 0);
+        const __m128i scales128 = __lsx_vandi_b(mins_and_scales128, 0xf);
+        const __m256i mins = lasx_ext8_16(__lsx_vsrli_b(mins_and_scales128, 4));
+        const __m256i prod = lasx_madd_h(mins, __lasx_xvld((const __m256i*)y[i].bsums, 0));
+
+        acc = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(dmin), __lasx_xvffint_s_w(prod), acc);
+
+        const v16i8 shuffle_mask = {0, 2, 4, 6, 8, 10, 12, 14, 1, 3, 5, 7, 9, 11, 13, 15};
+        const __m256i scales_shuffled = lasx_ext8_16(__lsx_vshuf_b(scales128, scales128, (__m128i)shuffle_mask));
+
+        __m256i sumi = __lasx_xvldi(0);
+
+        for (int j = 0; j < QK_K/128; ++j) {
+
+            const __m256i q2bits = __lasx_xvld((const __m256i*)q2, 0); q2 += 32;
+
+            const __m256i q8_0 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_2 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_3 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+
+            const __m256i q2_0 = __lasx_xvandi_b(q2bits, 3);
+            const __m256i q2_1 = __lasx_xvandi_b(__lasx_xvsrli_b(q2bits, 2), 3);
+            const __m256i q2_2 = __lasx_xvandi_b(__lasx_xvsrli_b(q2bits, 4), 3);
+            const __m256i q2_3 = __lasx_xvsrli_b(q2bits, 6);
+
+            __m256i p0 = lasx_madd_h_b(q2_0, q8_0);
+            __m256i p1 = lasx_madd_h_b(q2_1, q8_1);
+            __m256i p2 = lasx_madd_h_b(q2_2, q8_2);
+            __m256i p3 = lasx_madd_h_b(q2_3, q8_3);
+
+            p0 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 0), p0);
+            p1 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 1), p1);
+            p2 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 2), p2);
+            p3 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 3), p3);
+
+            p0 = __lasx_xvadd_w(p0, p1);
+            p2 = __lasx_xvadd_w(p2, p3);
+
+            sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p0, p2));
+        }
+
+        acc = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(sumi), acc);
+
+    }
+
+    *s = hsum_float_8(acc);
+
+#else
+
+    float sumf = 0;
+
+    for (int i = 0; i < nb; ++i) {
+
+        const uint8_t * q2 = x[i].qs;
+        const  int8_t * q8 = y[i].qs;
+        const uint8_t * sc = x[i].scales;
+
+        int summs = 0;
+        for (int j = 0; j < 16; ++j) {
+            summs += y[i].bsums[j] * (sc[j] >> 4);
+        }
+
+        const float dall = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        int isum = 0;
+        int is = 0;
+        int d;
+        for (int k = 0; k < QK_K/128; ++k) {
+            int shift = 0;
+            for (int j = 0; j < 4; ++j) {
+                d = sc[is++] & 0xF;
+                int isuml = 0;
+                for (int l =  0; l < 16; ++l) isuml += q8[l] * ((q2[l] >> shift) & 3);
+                isum += d * isuml;
+                d = sc[is++] & 0xF;
+                isuml = 0;
+                for (int l = 16; l < 32; ++l) isuml += q8[l] * ((q2[l] >> shift) & 3);
+                isum += d * isuml;
+                shift += 2;
+                q8 += 32;
+            }
+            q2 += 32;
+        }
+        sumf += dall * isum - dmin * summs;
+    }
+    *s = sumf;
+#endif
+}
+
+void ggml_vec_dot_q3_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const uint32_t kmask1 = 0x03030303;
+    const uint32_t kmask2 = 0x0f0f0f0f;
+
+    const block_q3_K * GGML_RESTRICT x = vx;
+    const block_q8_K * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined(__ARM_FEATURE_SVE)
+
+    uint32_t aux[3];
+    uint32_t utmp[4];
+
+    const int8_t m32 = 32;
+    const int vector_length = svcntb()*8;
+    const svuint8_t m3b_sv = svdup_n_u8(0x3);
+    const svint32_t vzero_sv = svdup_n_s32(0);
+
+    const svuint8_t m0_sv = svdup_n_u8(1);
+    const svuint8_t m1_sv = svlsl_n_u8_x(svptrue_b8(), m0_sv, 1);
+    const svuint8_t m2_sv = svlsl_n_u8_x(svptrue_b8(), m0_sv, 2);
+    const svuint8_t m3_sv = svlsl_n_u8_x(svptrue_b8(), m0_sv, 3);
+
+    float sum = 0;
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q3_sv = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh_sv = x[i].hmask;
+        const int8_t  * GGML_RESTRICT q8_sv = y[i].qs;
+
+        // Set up scales
+        memcpy(aux, x[i].scales, 12);
+        utmp[3] = ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4);
+        utmp[2] = ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4);
+        utmp[1] = (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4);
+        utmp[0] = (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4);
+
+        int8_t * scale = (int8_t *)utmp;
+
+        for (int j = 0; j < 16; ++j) scale[j] -= m32;
+
+        switch (vector_length) {
+            case 128:
+                {
+                    svuint8_t qhbits_sv_1 = svld1_u8(svptrue_b8(), qh_sv);
+                    svuint8_t qhbits_sv_2 = svld1_u8(svptrue_b8(), qh_sv+16);
+                    svuint8_t q3h_sv;
+
+                    svint32_t sumi1_1 = svdup_n_s32(0);
+                    svint8_t q3bytes_sv;
+
+                    for (int j = 0; j < QK_K/128; ++j) {
+
+                        const svuint8_t q3bits_sv = svld1_u8(svptrue_b8(), q3_sv); q3_sv += 16;
+                        const svuint8_t q3bits_sv_1 = svld1_u8(svptrue_b8(), q3_sv); q3_sv += 16;
+                        svint8_t q8bytes_1_sv_1 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+                        svint8_t q8bytes_1_sv_2 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                        q3h_sv = svlsl_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m0_sv, qhbits_sv_1), 2);
+                        q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), q3bits_sv, m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), svdup_n_s32((int32_t)scale[0]));
+
+                        q3h_sv = svlsl_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m0_sv, qhbits_sv_2), 2);
+                        q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), q3bits_sv_1, m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), svdup_n_s32((int32_t)scale[1]));
+
+                        q8bytes_1_sv_1 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+                        q8bytes_1_sv_2 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                        q3h_sv = svlsl_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m1_sv, qhbits_sv_1), 1);
+                        q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv, 2), m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), svdup_n_s32((int32_t)scale[2]));
+
+                        q3h_sv = svlsl_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m1_sv, qhbits_sv_2), 1);
+                        q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv_1, 2), m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), svdup_n_s32((int32_t)scale[3]));
+
+
+                        scale += 4;
+                        q8bytes_1_sv_1 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+                        q8bytes_1_sv_2 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                        q3h_sv = svbic_u8_x(svptrue_b8(), m2_sv, qhbits_sv_1);
+                        q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv, 4), m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), svdup_n_s32((int32_t)scale[0]));
+
+                        q3h_sv = svbic_u8_x(svptrue_b8(), m2_sv, qhbits_sv_2);
+                        q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv_1, 4), m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), svdup_n_s32((int32_t)scale[1]));
+
+
+                        q8bytes_1_sv_1 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+                        q8bytes_1_sv_2 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16;
+
+                        q3h_sv = svlsr_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m3_sv, qhbits_sv_1), 1);
+                        q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv, 6), m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), svdup_n_s32((int32_t)scale[2]));
+
+                        q3h_sv = svlsr_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m3_sv, qhbits_sv_2), 1);
+                        q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv_1, 6), m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), svdup_n_s32((int32_t)scale[3]));
+
+                        if (j == 0) {
+                            qhbits_sv_1 = svlsr_n_u8_x(svptrue_b8(), qhbits_sv_1, 4);
+                            qhbits_sv_2 = svlsr_n_u8_x(svptrue_b8(), qhbits_sv_2, 4);
+                        }
+
+                        scale += 4;
+                    }
+
+                    sum += d * (svaddv_s32(svptrue_b32(), sumi1_1));
+                } break;
+            case 256:
+            case 512:
+                {
+                    svuint8_t qhbits_sv = svld1_u8(svptrue_pat_b8(SV_VL32), qh_sv);
+                    svuint8_t q3h_sv;
+
+                    svint32_t sumi1_1 = svdup_n_s32(0);
+                    svint8_t q3bytes_sv;
+
+                    for (int j = 0; j < QK_K/128; ++j) {
+
+                        const svuint8_t q3bits_sv = svld1_u8(svptrue_pat_b8(SV_VL32), q3_sv); q3_sv += 32;
+                        svint8_t q8bytes_1_sv_1 = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+                        svint8_t q8bytes_1_sv_2 = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                        q3h_sv = svlsl_n_u8_x(svptrue_pat_b8(SV_VL32), svbic_u8_x(svptrue_pat_b8(SV_VL32), m0_sv, qhbits_sv), 2);
+                        q3bytes_sv = svsub_s8_x(svptrue_pat_b8(SV_VL32), svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), q3bits_sv, m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+
+                        svint32_t scale_1 = svsel_s32(svptrue_pat_b32(SV_VL4), svdup_n_s32((int32_t)scale[0]), svdup_n_s32((int32_t)scale[1]));
+                        sumi1_1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), scale_1);
+
+                        q3h_sv = svlsl_n_u8_x(svptrue_pat_b8(SV_VL32), svbic_u8_x(svptrue_pat_b8(SV_VL32), m1_sv, qhbits_sv), 1);
+                        q3bytes_sv = svsub_s8_x(svptrue_pat_b8(SV_VL32), svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q3bits_sv, 2), m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        scale_1 = svsel_s32(svptrue_pat_b32(SV_VL4), svdup_n_s32((int32_t)scale[2]), svdup_n_s32((int32_t)scale[3]));
+                        sumi1_1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), scale_1);
+
+                        scale += 4;
+                        q8bytes_1_sv_1 = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+                        q8bytes_1_sv_2 = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32;
+
+                        q3h_sv = svbic_u8_x(svptrue_pat_b8(SV_VL32), m2_sv, qhbits_sv);
+                        q3bytes_sv = svsub_s8_x(svptrue_pat_b8(SV_VL32), svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q3bits_sv, 4), m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        scale_1 = svsel_s32(svptrue_pat_b32(SV_VL4), svdup_n_s32((int32_t)scale[0]), svdup_n_s32((int32_t)scale[1]));
+                        sumi1_1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), scale_1);
+
+                        q3h_sv = svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), svbic_u8_x(svptrue_pat_b8(SV_VL32), m3_sv, qhbits_sv), 1);
+                        q3bytes_sv = svsub_s8_x(svptrue_pat_b8(SV_VL32), svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q3bits_sv, 6), m3b_sv)), svreinterpret_s8_u8(q3h_sv));
+
+                        scale_1 = svsel_s32(svptrue_pat_b32(SV_VL4), svdup_n_s32((int32_t)scale[2]), svdup_n_s32((int32_t)scale[3]));
+                        sumi1_1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), scale_1);
+
+                        if (j == 0) {
+                            qhbits_sv = svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), qhbits_sv, 4);
+                        }
+
+                        scale += 4;
+                    }
+
+                    sum += d * (svaddv_s32(svptrue_pat_b32(SV_VL8), sumi1_1));
+                } break;
+            default:
+                assert(false && "Unsupported vector length");
+                break;
+        }
+    }
+    *s = sum;
+
+#elif __ARM_NEON
+
+    uint32_t aux[3];
+    uint32_t utmp[4];
+
+    const uint8x16_t m3b = vdupq_n_u8(0x3);
+    const int32x4_t  vzero = vdupq_n_s32(0);
+
+    const uint8x16_t m0 = vdupq_n_u8(1);
+    const uint8x16_t m1 = vshlq_n_u8(m0, 1);
+    const uint8x16_t m2 = vshlq_n_u8(m0, 2);
+    const uint8x16_t m3 = vshlq_n_u8(m0, 3);
+    const int8_t m32 = 32;
+
+    ggml_int8x16x4_t q3bytes;
+
+    float sum = 0;
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].hmask;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        ggml_uint8x16x2_t qhbits = ggml_vld1q_u8_x2(qh);
+
+        ggml_uint8x16x4_t q3h;
+
+        int32_t isum = 0;
+
+        // Set up scales
+        memcpy(aux, x[i].scales, 12);
+        utmp[3] = ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4);
+        utmp[2] = ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4);
+        utmp[1] = (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4);
+        utmp[0] = (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4);
+
+        int8_t * scale = (int8_t *)utmp;
+        for (int j = 0; j < 16; ++j) scale[j] -= m32;
+
+        for (int j = 0; j < QK_K/128; ++j) {
+
+            const ggml_uint8x16x2_t q3bits = ggml_vld1q_u8_x2(q3); q3 += 32;
+            const ggml_int8x16x4_t q8bytes_1 = ggml_vld1q_s8_x4(q8); q8 += 64;
+            const ggml_int8x16x4_t q8bytes_2 = ggml_vld1q_s8_x4(q8); q8 += 64;
+
+            q3h.val[0] = vshlq_n_u8(vbicq_u8(m0, qhbits.val[0]), 2);
+            q3h.val[1] = vshlq_n_u8(vbicq_u8(m0, qhbits.val[1]), 2);
+            q3h.val[2] = vshlq_n_u8(vbicq_u8(m1, qhbits.val[0]), 1);
+            q3h.val[3] = vshlq_n_u8(vbicq_u8(m1, qhbits.val[1]), 1);
+
+            q3bytes.val[0] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(q3bits.val[0], m3b)), vreinterpretq_s8_u8(q3h.val[0]));
+            q3bytes.val[1] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(q3bits.val[1], m3b)), vreinterpretq_s8_u8(q3h.val[1]));
+            q3bytes.val[2] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[0], 2), m3b)), vreinterpretq_s8_u8(q3h.val[2]));
+            q3bytes.val[3] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[1], 2), m3b)), vreinterpretq_s8_u8(q3h.val[3]));
+
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[0], q8bytes_1.val[0])) * scale[0];
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[1], q8bytes_1.val[1])) * scale[1];
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[2], q8bytes_1.val[2])) * scale[2];
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[3], q8bytes_1.val[3])) * scale[3];
+
+            scale += 4;
+
+            q3h.val[0] = vbicq_u8(m2, qhbits.val[0]);
+            q3h.val[1] = vbicq_u8(m2, qhbits.val[1]);
+            q3h.val[2] = vshrq_n_u8(vbicq_u8(m3, qhbits.val[0]), 1);
+            q3h.val[3] = vshrq_n_u8(vbicq_u8(m3, qhbits.val[1]), 1);
+
+            q3bytes.val[0] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[0], 4), m3b)), vreinterpretq_s8_u8(q3h.val[0]));
+            q3bytes.val[1] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[1], 4), m3b)), vreinterpretq_s8_u8(q3h.val[1]));
+            q3bytes.val[2] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[0], 6), m3b)), vreinterpretq_s8_u8(q3h.val[2]));
+            q3bytes.val[3] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[1], 6), m3b)), vreinterpretq_s8_u8(q3h.val[3]));
+
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[0], q8bytes_2.val[0])) * scale[0];
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[1], q8bytes_2.val[1])) * scale[1];
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[2], q8bytes_2.val[2])) * scale[2];
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[3], q8bytes_2.val[3])) * scale[3];
+
+            scale += 4;
+
+            if (j == 0) {
+                qhbits.val[0] = vshrq_n_u8(qhbits.val[0], 4);
+                qhbits.val[1] = vshrq_n_u8(qhbits.val[1], 4);
+            }
+
+        }
+        sum += d * isum;
+
+    }
+
+    *s = sum;
+
+#elif defined __AVX2__
+
+    const __m256i m3 = _mm256_set1_epi8(3);
+    const __m256i mone = _mm256_set1_epi8(1);
+    const __m128i m32 = _mm_set1_epi8(32);
+
+    __m256 acc = _mm256_setzero_ps();
+
+    uint32_t aux[3];
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        // Set up scales
+        memcpy(aux, x[i].scales, 12);
+        __m128i scales128 = _mm_set_epi32(
+                ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4),
+                ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4),
+                (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4),
+                (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4));
+        scales128 = _mm_sub_epi8(scales128, m32);
+        const __m256i all_scales = _mm256_cvtepi8_epi16(scales128);
+        const __m128i l_scales = _mm256_extracti128_si256(all_scales, 0);
+        const __m128i h_scales = _mm256_extracti128_si256(all_scales, 1);
+        const __m256i scales[2] = {MM256_SET_M128I(l_scales, l_scales), MM256_SET_M128I(h_scales, h_scales)};
+
+        // high bit
+        const __m256i hbits = _mm256_loadu_si256((const __m256i*)x[i].hmask);
+
+        // integer accumulator
+        __m256i sumi = _mm256_setzero_si256();
+
+        int bit = 0;
+        int is  = 0;
+
+        for (int j = 0; j < QK_K/128; ++j) {
+            // load low 2 bits
+            const __m256i q3bits = _mm256_loadu_si256((const __m256i*)q3); q3 += 32;
+
+            // prepare low and high bits
+            const __m256i q3l_0 = _mm256_and_si256(q3bits, m3);
+            const __m256i q3h_0 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_andnot_si256(hbits, _mm256_slli_epi16(mone, bit)), bit), 2);
+            ++bit;
+
+            const __m256i q3l_1 = _mm256_and_si256(_mm256_srli_epi16(q3bits, 2), m3);
+            const __m256i q3h_1 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_andnot_si256(hbits, _mm256_slli_epi16(mone, bit)), bit), 2);
+            ++bit;
+
+            const __m256i q3l_2 = _mm256_and_si256(_mm256_srli_epi16(q3bits, 4), m3);
+            const __m256i q3h_2 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_andnot_si256(hbits, _mm256_slli_epi16(mone, bit)), bit), 2);
+            ++bit;
+
+            const __m256i q3l_3 = _mm256_and_si256(_mm256_srli_epi16(q3bits, 6), m3);
+            const __m256i q3h_3 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_andnot_si256(hbits, _mm256_slli_epi16(mone, bit)), bit), 2);
+            ++bit;
+
+            // load Q8 quants
+            const __m256i q8_0 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_3 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+
+            // Dot product: we multiply the 2 low bits and 1 high bit part separately, so we can use _mm256_maddubs_epi16,
+            // and then subtract. The high bit part has the 2 already subtracted (and so, it is zero if the high bit was not set,
+            // and 2 if the high bit was set)
+            __m256i q8s_0 = _mm256_maddubs_epi16(q3h_0, q8_0);
+            __m256i q8s_1 = _mm256_maddubs_epi16(q3h_1, q8_1);
+            __m256i q8s_2 = _mm256_maddubs_epi16(q3h_2, q8_2);
+            __m256i q8s_3 = _mm256_maddubs_epi16(q3h_3, q8_3);
+
+            __m256i p16_0 = _mm256_maddubs_epi16(q3l_0, q8_0);
+            __m256i p16_1 = _mm256_maddubs_epi16(q3l_1, q8_1);
+            __m256i p16_2 = _mm256_maddubs_epi16(q3l_2, q8_2);
+            __m256i p16_3 = _mm256_maddubs_epi16(q3l_3, q8_3);
+
+            p16_0 = _mm256_sub_epi16(p16_0, q8s_0);
+            p16_1 = _mm256_sub_epi16(p16_1, q8s_1);
+            p16_2 = _mm256_sub_epi16(p16_2, q8s_2);
+            p16_3 = _mm256_sub_epi16(p16_3, q8s_3);
+
+            // multiply with scales
+            p16_0 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(is + 0)), p16_0);
+            p16_1 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(is + 1)), p16_1);
+            p16_2 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(is + 2)), p16_2);
+            p16_3 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(is + 3)), p16_3);
+
+            // accumulate
+            p16_0 = _mm256_add_epi32(p16_0, p16_1);
+            p16_2 = _mm256_add_epi32(p16_2, p16_3);
+            sumi  = _mm256_add_epi32(sumi, _mm256_add_epi32(p16_0, p16_2));
+
+        }
+
+        // multiply with block scale and accumulate
+        acc = _mm256_fmadd_ps(_mm256_broadcast_ss(&d), _mm256_cvtepi32_ps(sumi), acc);
+
+    }
+
+    *s = hsum_float_8(acc);
+
+#elif defined __AVX__
+
+    const __m128i m3 = _mm_set1_epi8(3);
+    const __m128i mone = _mm_set1_epi8(1);
+    const __m128i m32 = _mm_set1_epi8(32);
+    const __m128i m2 = _mm_set1_epi8(2);
+
+    __m256 acc = _mm256_setzero_ps();
+
+    const uint32_t *aux;
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        // Set up scales
+        aux = (const uint32_t *)x[i].scales;
+        __m128i scales128 = _mm_set_epi32(
+                ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4),
+                ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4),
+                (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4),
+                (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4));
+        scales128 = _mm_sub_epi8(scales128, m32);
+        const __m128i scales_0 = _mm_cvtepi8_epi16(scales128);
+        const __m128i scales_1 = _mm_cvtepi8_epi16(_mm_unpackhi_epi64(scales128, scales128));
+        const __m128i scales[2] = { scales_0, scales_1 };
+
+        // high bit *128*2 from block_q3_K.hmask[QK_K/8]
+        const __m128i hbits_0 = _mm_loadu_si128((const __m128i*)&x[i].hmask[0]);
+        const __m128i hbits_1 = _mm_loadu_si128((const __m128i*)&x[i].hmask[16]);
+
+        // integer accumulator
+        __m128i sumi_0 = _mm_setzero_si128();
+        __m128i sumi_1 = _mm_setzero_si128();
+
+        for (int j = 0; j < QK_K/128; ++j) {
+            // load low 2 bits *64*2 from block_q3_K.qs[QK_K/4]
+            const __m128i q3bits_0 = _mm_loadu_si128((const __m128i*)q3); q3 += 16;
+            const __m128i q3bits_1 = _mm_loadu_si128((const __m128i*)q3); q3 += 16;
+
+            // prepare low and high bits
+            const int bit = j << 2;
+
+            const __m128i q3l_0 = _mm_and_si128(q3bits_0, m3);
+            const __m128i q3l_1 = _mm_and_si128(q3bits_1, m3);
+            const __m128i q3h_0 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_0, _mm_slli_epi16(mone, bit)), bit), 2);
+            const __m128i q3h_1 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_1, _mm_slli_epi16(mone, bit)), bit), 2);
+
+            const __m128i q3l_2 = _mm_and_si128(_mm_srli_epi16(q3bits_0, 2), m3);
+            const __m128i q3l_3 = _mm_and_si128(_mm_srli_epi16(q3bits_1, 2), m3);
+            const __m128i q3h_2 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_0, _mm_slli_epi16(mone, bit+1)), bit+1), 2);
+            const __m128i q3h_3 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_1, _mm_slli_epi16(mone, bit+1)), bit+1), 2);
+
+            const __m128i q3l_4 = _mm_and_si128(_mm_srli_epi16(q3bits_0, 4), m3);
+            const __m128i q3l_5 = _mm_and_si128(_mm_srli_epi16(q3bits_1, 4), m3);
+            const __m128i q3h_4 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_0, _mm_slli_epi16(mone, bit+2)), bit+2), 2);
+            const __m128i q3h_5 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_1, _mm_slli_epi16(mone, bit+2)), bit+2), 2);
+
+            const __m128i q3l_6 = _mm_and_si128(_mm_srli_epi16(q3bits_0, 6), m3);
+            const __m128i q3l_7 = _mm_and_si128(_mm_srli_epi16(q3bits_1, 6), m3);
+            const __m128i q3h_6 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_0, _mm_slli_epi16(mone, bit+3)), bit+3), 2);
+            const __m128i q3h_7 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_1, _mm_slli_epi16(mone, bit+3)), bit+3), 2);
+
+            // load Q8 quants from block_q8_K.qs[QK_K]
+            const __m128i q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_2 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_3 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_4 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_5 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_6 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_7 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+
+            // Dot product: we multiply the 2 low bits and 1 high bit part separately, so we can use _mm256_maddubs_epi16,
+            // and then subtract. The high bit part has the 2 already subtracted (and so, it is zero if the high bit was not set,
+            // and 2 if the high bit was set)
+            __m128i q8s_0 = _mm_maddubs_epi16(q3h_0, q8_0);
+            __m128i q8s_1 = _mm_maddubs_epi16(q3h_1, q8_1);
+            __m128i q8s_2 = _mm_maddubs_epi16(q3h_2, q8_2);
+            __m128i q8s_3 = _mm_maddubs_epi16(q3h_3, q8_3);
+            __m128i q8s_4 = _mm_maddubs_epi16(q3h_4, q8_4);
+            __m128i q8s_5 = _mm_maddubs_epi16(q3h_5, q8_5);
+            __m128i q8s_6 = _mm_maddubs_epi16(q3h_6, q8_6);
+            __m128i q8s_7 = _mm_maddubs_epi16(q3h_7, q8_7);
+
+            __m128i p16_0 = _mm_maddubs_epi16(q3l_0, q8_0);
+            __m128i p16_1 = _mm_maddubs_epi16(q3l_1, q8_1);
+            __m128i p16_2 = _mm_maddubs_epi16(q3l_2, q8_2);
+            __m128i p16_3 = _mm_maddubs_epi16(q3l_3, q8_3);
+            __m128i p16_4 = _mm_maddubs_epi16(q3l_4, q8_4);
+            __m128i p16_5 = _mm_maddubs_epi16(q3l_5, q8_5);
+            __m128i p16_6 = _mm_maddubs_epi16(q3l_6, q8_6);
+            __m128i p16_7 = _mm_maddubs_epi16(q3l_7, q8_7);
+
+            p16_0 = _mm_sub_epi16(p16_0, q8s_0);
+            p16_1 = _mm_sub_epi16(p16_1, q8s_1);
+            p16_2 = _mm_sub_epi16(p16_2, q8s_2);
+            p16_3 = _mm_sub_epi16(p16_3, q8s_3);
+            p16_4 = _mm_sub_epi16(p16_4, q8s_4);
+            p16_5 = _mm_sub_epi16(p16_5, q8s_5);
+            p16_6 = _mm_sub_epi16(p16_6, q8s_6);
+            p16_7 = _mm_sub_epi16(p16_7, q8s_7);
+
+            // multiply with scales
+            __m128i shuffle = _mm_set1_epi16(0x0100);
+            p16_0 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_0);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p16_1 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_1);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p16_2 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_2);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p16_3 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_3);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p16_4 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_4);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p16_5 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_5);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p16_6 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_6);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            p16_7 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_7);
+
+            // accumulate
+            p16_0 = _mm_add_epi32(p16_0, p16_1);
+            p16_2 = _mm_add_epi32(p16_2, p16_3);
+            p16_4 = _mm_add_epi32(p16_4, p16_5);
+            p16_6 = _mm_add_epi32(p16_6, p16_7);
+            sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p16_0, p16_2));
+            sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p16_4, p16_6));
+
+        }
+
+        // multiply with block scale and accumulate
+        __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0);
+        acc = _mm256_add_ps(_mm256_mul_ps(_mm256_broadcast_ss(&d), _mm256_cvtepi32_ps(sumi)), acc);
+
+    }
+
+    *s = hsum_float_8(acc);
+
+#elif defined __wasm_simd128__
+    int8_t  aux8[QK_K];
+    float   sums[8] = {0};
+    uint32_t auxs[4];
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const uint8_t * GGML_RESTRICT hm = x[i].hmask;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        // Process blocks with SIMD
+        int8_t * a = aux8;
+        uint8_t m = 1;
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int shift = 0; shift <= 6; shift += 2) {
+                v128_t v_m = wasm_i8x16_splat(m);
+                for (int l = 0; l < 32; l += 16) {
+                    v128_t v_q3 = wasm_v128_load(q3 + l);
+                    v128_t v_shift = wasm_i8x16_shr(v_q3, shift);
+                    v128_t v_low2 = wasm_v128_and(v_shift, wasm_i8x16_splat(0x03));
+
+                    v128_t v_hm = wasm_v128_load(hm + l);
+                    v128_t v_mask = wasm_v128_and(v_hm, v_m);
+                    v_mask = wasm_i8x16_ne(v_mask, wasm_i8x16_splat(0));
+
+                    v_low2 = wasm_i8x16_sub(v_low2, wasm_v128_and(wasm_i8x16_splat(4), wasm_v128_not(v_mask)));
+                    wasm_v128_store(a + l, v_low2);
+                }
+                a += 32;
+                m <<= 1;
+            }
+            q3 += 32;
+        }
+
+        // Extract scales
+        memcpy(auxs, x[i].scales, 12);
+        uint32_t tmp = auxs[2];
+        auxs[2] = ((auxs[0] >> 4) & kmask2) | (((tmp >> 4) & kmask1) << 4);
+        auxs[3] = ((auxs[1] >> 4) & kmask2) | (((tmp >> 6) & kmask1) << 4);
+        auxs[0] = (auxs[0] & kmask2) | (((tmp >> 0) & kmask1) << 4);
+        auxs[1] = (auxs[1] & kmask2) | (((tmp >> 2) & kmask1) << 4);
+        const int8_t * scales = (const int8_t *)auxs;
+
+        // SIMD dot product with register accumulators
+        v128_t v_acc0 = wasm_i32x4_splat(0);
+        v128_t v_acc1 = wasm_i32x4_splat(0);
+        a = aux8;
+        for (int j = 0; j < QK_K/16; ++j) {
+            const v128_t v_scale = wasm_i16x8_splat(scales[j] - 32);
+
+            // Process 16 elements per iteration
+            for (int k = 0; k < 2; ++k) {
+                const v128_t v_q8 = wasm_i16x8_load8x8(q8);
+                const v128_t v_a = wasm_i16x8_load8x8(a);
+
+                v128_t v_prod = wasm_i16x8_mul(v_q8, v_a);
+                v_prod = wasm_i16x8_mul(v_prod, v_scale);
+
+                v_acc0 = wasm_i32x4_add(v_acc0, wasm_i32x4_extend_low_i16x8(v_prod));
+                v_acc1 = wasm_i32x4_add(v_acc1, wasm_i32x4_extend_high_i16x8(v_prod));
+
+                q8 += 8;
+                a += 8;
+            }
+        }
+
+        // Accumulate results
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const v128_t v_d = wasm_f32x4_splat(d);
+        v128_t v_sum = wasm_f32x4_add(
+            wasm_f32x4_mul(wasm_f32x4_convert_i32x4(v_acc0), v_d),
+            wasm_f32x4_mul(wasm_f32x4_convert_i32x4(v_acc1), v_d)
+        );
+
+        // Accumulate into sums vector
+        wasm_v128_store(sums, wasm_f32x4_add(wasm_v128_load(sums), v_sum));
+    }
+
+    // Horizontal sum
+    v128_t v_sum = wasm_f32x4_add(wasm_v128_load(sums), wasm_v128_load(sums + 4));
+    sumf = wasm_f32x4_extract_lane(v_sum, 0) +
+           wasm_f32x4_extract_lane(v_sum, 1) +
+           wasm_f32x4_extract_lane(v_sum, 2) +
+           wasm_f32x4_extract_lane(v_sum, 3);
+
+    *s = sumf;
+
+#elif defined __riscv_v_intrinsic
+
+    uint32_t aux[3];
+    uint32_t utmp[4];
+
+    const int vector_length = __riscv_vlenb() * 8;
+    float sumf = 0;
+
+    switch (vector_length) {
+    case 256:
+        for (int i = 0; i < nb; ++i) {
+
+            const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+            const uint8_t * GGML_RESTRICT qh = x[i].hmask;
+            const  int8_t * GGML_RESTRICT q8 = y[i].qs;
+
+            memcpy(aux, x[i].scales, 12);
+            utmp[3] = ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4);
+            utmp[2] = ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4);
+            utmp[1] = (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4);
+            utmp[0] = (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4);
+
+            int8_t * scale = (int8_t *)utmp;
+            for (int j = 0; j < 16; ++j) scale[j] -= 32;
+
+
+            size_t vl = 32;
+            uint8_t m =  1;
+
+            vint32m1_t vzero = __riscv_vmv_v_x_i32m1(0, 1);
+            vuint8m1_t vqh = __riscv_vle8_v_u8m1(qh, vl);
+
+            int sum_t = 0;
+
+            for (int j = 0; j < QK_K; j += 128) {
+
+                vl = 32;
+
+                // load Q3
+                vuint8m1_t q3_x = __riscv_vle8_v_u8m1(q3, vl);
+
+                vint8m1_t q3_0 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(q3_x, 0x03, vl));
+                vint8m1_t q3_1 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q3_x, 0x2, vl), 0x03 , vl));
+                vint8m1_t q3_2 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q3_x, 0x4, vl), 0x03 , vl));
+                vint8m1_t q3_3 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q3_x, 0x6, vl), 0x03 , vl));
+
+                // compute mask for subtraction
+                vuint8m1_t qh_m0 = __riscv_vand_vx_u8m1(vqh, m, vl);
+                vbool8_t vmask_0 = __riscv_vmseq_vx_u8m1_b8(qh_m0, 0, vl);
+                vint8m1_t q3_m0 = __riscv_vsub_vx_i8m1_mu(vmask_0, q3_0, q3_0, 0x4, vl);
+                m <<= 1;
+
+                vuint8m1_t qh_m1 = __riscv_vand_vx_u8m1(vqh, m, vl);
+                vbool8_t vmask_1 = __riscv_vmseq_vx_u8m1_b8(qh_m1, 0, vl);
+                vint8m1_t q3_m1 = __riscv_vsub_vx_i8m1_mu(vmask_1, q3_1, q3_1, 0x4, vl);
+                m <<= 1;
+
+                vuint8m1_t qh_m2 = __riscv_vand_vx_u8m1(vqh, m, vl);
+                vbool8_t vmask_2 = __riscv_vmseq_vx_u8m1_b8(qh_m2, 0, vl);
+                vint8m1_t q3_m2 = __riscv_vsub_vx_i8m1_mu(vmask_2, q3_2, q3_2, 0x4, vl);
+                m <<= 1;
+
+                vuint8m1_t qh_m3 = __riscv_vand_vx_u8m1(vqh, m, vl);
+                vbool8_t vmask_3 = __riscv_vmseq_vx_u8m1_b8(qh_m3, 0, vl);
+                vint8m1_t q3_m3 = __riscv_vsub_vx_i8m1_mu(vmask_3, q3_3, q3_3, 0x4, vl);
+                m <<= 1;
+
+                // load Q8 and take product with Q3
+                vint16m2_t a0 = __riscv_vwmul_vv_i16m2(q3_m0, __riscv_vle8_v_i8m1(q8, vl), vl);
+                vint16m2_t a1 = __riscv_vwmul_vv_i16m2(q3_m1, __riscv_vle8_v_i8m1(q8+32, vl), vl);
+                vint16m2_t a2 = __riscv_vwmul_vv_i16m2(q3_m2, __riscv_vle8_v_i8m1(q8+64, vl), vl);
+                vint16m2_t a3 = __riscv_vwmul_vv_i16m2(q3_m3, __riscv_vle8_v_i8m1(q8+96, vl), vl);
+
+                vl = 16;
+
+                // retrieve lane to multiply with scale
+                vint32m2_t aux0_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a0, 0), (scale[0]), vl);
+                vint32m2_t aux0_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a0, 1), (scale[1]), vl);
+                vint32m2_t aux1_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a1, 0), (scale[2]), vl);
+                vint32m2_t aux1_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a1, 1), (scale[3]), vl);
+                vint32m2_t aux2_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a2, 0), (scale[4]), vl);
+                vint32m2_t aux2_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a2, 1), (scale[5]), vl);
+                vint32m2_t aux3_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a3, 0), (scale[6]), vl);
+                vint32m2_t aux3_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a3, 1), (scale[7]), vl);
+
+                vint32m1_t isum0 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(aux0_0, aux0_1, vl), vzero, vl);
+                vint32m1_t isum1 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(aux1_0, aux1_1, vl), isum0, vl);
+                vint32m1_t isum2 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(aux2_0, aux2_1, vl), isum1, vl);
+                vint32m1_t isum3 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(aux3_0, aux3_1, vl), isum2, vl);
+
+                sum_t +=  __riscv_vmv_x_s_i32m1_i32(isum3);
+
+                q3 += 32;    q8 += 128;   scale += 8;
+
+            }
+
+            const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+
+            sumf += d*sum_t;
+
+        }
+        break;
+    case 128:
+        for (int i = 0; i < nb; ++i) {
+            const uint8_t * restrict q3 = x[i].qs;
+            const uint8_t * restrict qh = x[i].hmask;
+            const  int8_t * restrict q8 = y[i].qs;
+
+            int8_t * scale = (int8_t *)utmp;
+            int tmp;
+            __asm__ __volatile__(
+                "vsetivli zero, 12, e8, m1\n\t"
+                "vle8.v v0, (%[s6b])\n\t"
+                "vmv1r.v v2, v0\n\t"
+                "vsetivli zero, 2, e64, m1\n\t"
+                "vmv.v.x v9, %[sh]\n\t"\
+                "vslidedown.vi v1, v0, 1\n\t"
+                "vslide1up.vx v8, v9, zero\n\t" // {0, 0, 4, 4}
+                "vslideup.vi v0, v2, 1\n\t" // {aux[0], aux[1], aux[0], aux[1]}
+                "vsetivli zero, 4, e32, m1\n\t"
+                "vid.v v9\n\t"
+                "vmv.x.s %[tmp], v1\n\t"
+                "vsll.vi v9, v9, 1\n\t" // {0, 2, 4, 6}
+                "vmv.v.x v1, %[tmp]\n\t" // {aux[2], aux[2], aux[2], aux[2]}
+                "vsrl.vv v4, v1, v9\n\t"
+                "vsrl.vv v2, v0, v8\n\t"
+                "vand.vx v5, v4, %[kmask1]\n\t"
+                "vand.vx v3, v2, %[kmask2]\n\t"
+                "vsll.vi v6, v5, 4\n\t"
+                "vor.vv v7, v6, v3\n\t"
+                "vsetivli zero, 16, e8, m1\n\t"
+                "vsub.vx v0, v7, %[c]\n\t"
+                "vse8.v v0, (%[scale])"
+                : [tmp] "=&r" (tmp)
+                : [sh] "r" (0x0000000400000004), [s6b] "r" (x[i].scales), [c] "r" (32)
+                , [scale] "r" (scale), [kmask1] "r" (kmask1), [kmask2] "r" (kmask2)
+                : "memory"
+                , "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7"
+                , "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15"
+                , "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23"
+                , "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31"
+            );
+
+            uint8_t m = 1;
+            int isum = 0;
+            for (int j = 0; j < QK_K; j += 128) {
+                __asm__ __volatile__(
+                    "vsetvli zero, %[vl32], e8, m2, ta, mu\n\t"
+                    "vle8.v v8, (%[q3])\n\t"
+                    "vsrl.vi v10, v8, 2\n\t"
+                    "vsrl.vi v12, v8, 4\n\t"
+                    "vsrl.vi v14, v8, 6\n\t"
+                    "vand.vi v8, v8, 3\n\t"
+                    "vand.vi v10, v10, 3\n\t"
+                    "vand.vi v12, v12, 3\n\t"
+                    "vle8.v v2, (%[qh])\n\t"
+                    "vand.vx v4, v2, %[m]\n\t"
+                    "slli %[m], %[m], 1\n\t"
+                    "vmseq.vx v0, v4, zero\n\t"
+                    "vadd.vi v8, v8, -4, v0.t\n\t"
+                    "vand.vx v4, v2, %[m]\n\t"
+                    "slli %[m], %[m], 1\n\t"
+                    "vmseq.vx v0, v4, zero\n\t"
+                    "vadd.vi v10, v10, -4, v0.t\n\t"
+                    "vand.vx v4, v2, %[m]\n\t"
+                    "slli %[m], %[m], 1\n\t"
+                    "vmseq.vx v0, v4, zero\n\t"
+                    "vadd.vi v12, v12, -4, v0.t\n\t"
+                    "vand.vx v4, v2, %[m]\n\t"
+                    "slli %[m], %[m], 1\n\t"
+                    "vmseq.vx v0, v4, zero\n\t"
+                    "vadd.vi v14, v14, -4, v0.t\n\t"
+                    "vsetvli zero, %[vl128], e8, m8\n\t"
+                    "vle8.v v0, (%[q8])\n\t"
+                    "vsetvli zero, %[vl64], e8, m4\n\t"
+                    "vwmul.vv v16, v0, v8\n\t"
+                    "vwmul.vv v24, v4, v12\n\t"
+                    "vsetivli zero, 16, e16, m2\n\t"
+                    "vmv.v.x v0, zero\n\t"
+                    "vwredsum.vs v10, v16, v0\n\t"
+                    "vwredsum.vs v9, v18, v0\n\t"
+                    "vwredsum.vs v8, v20, v0\n\t"
+                    "vwredsum.vs v7, v22, v0\n\t"
+                    "vwredsum.vs v11, v24, v0\n\t"
+                    "vwredsum.vs v12, v26, v0\n\t"
+                    "vwredsum.vs v13, v28, v0\n\t"
+                    "vwredsum.vs v14, v30, v0\n\t"
+                    "vsetivli zero, 4, e32, m1\n\t"
+                    "vslideup.vi v10, v9, 1\n\t"
+                    "vslideup.vi v8, v7, 1\n\t"
+                    "vslideup.vi v11, v12, 1\n\t"
+                    "vslideup.vi v13, v14, 1\n\t"
+                    "vslideup.vi v10, v8, 2\n\t"
+                    "vslideup.vi v11, v13, 2\n\t"
+                    "vsetivli zero, 8, e32, m2\n\t"\
+                    "vle8.v v15, (%[scale])\n\t"
+                    "vsext.vf4 v12, v15\n\t"
+                    "vmul.vv v10, v10, v12\n\t"
+                    "vredsum.vs v0, v10, v0\n\t"
+                    "vmv.x.s %[tmp], v0\n\t"
+                    "add %[isum], %[isum], %[tmp]"
+                    : [tmp] "=&r" (tmp), [m] "+&r" (m), [isum] "+&r" (isum)
+                    : [vl128] "r" (128), [vl64] "r" (64), [vl32] "r" (32)
+                    , [q3] "r" (q3), [qh] "r" (qh), [scale] "r" (scale), [q8] "r" (q8)
+                    : "memory"
+                    , "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7"
+                    , "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15"
+                    , "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23"
+                    , "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31"
+                );
+                q3 += 32;    q8 += 128;   scale += 8;
+            }
+
+            const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+            sumf += d * isum;
+        }
+        break;
+    default:
+        assert(false && "Unsupported vector length");
+        break;
+    }
+
+    *s = sumf;
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0x3);
+    const vector signed char lowMask1 = vec_splats((int8_t)0xf);
+    const vector signed char lowMask2 = vec_splats((int8_t)0x30);
+    const vector int v0 = vec_splats((int32_t)0);
+    const vector signed char v1 = vec_splats((signed char)0x1);
+    const vector unsigned char v2 = vec_splats((unsigned char)0x2);
+    const vector unsigned char v3 = vec_splats((unsigned char)0x3);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+    const vector unsigned char v6 = vec_splats((unsigned char)0x6);
+    const vector signed char off = vec_splats((signed char)0x20);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        UNUSED(kmask1);
+        UNUSED(kmask2);
+
+        vector signed char u0 = (vector signed char)vec_xl_len(x[i].scales, 8);
+        vector signed char u1 = vec_and(u0, lowMask1);
+        vector signed char u2 = (vector signed char)vec_xl_len(x[i].scales + 8, 4);
+        vector signed char u3 = (vector signed char)vec_mergeh((vector signed int)u2, (vector signed int)vec_sr(u2, v2));
+        vector signed char u30 = vec_sl(vec_and(u3, lowMask), v4);
+        vector signed char u31 = vec_and(u3, lowMask2);
+
+        u1 = vec_or(u1, u30);
+        u2 = vec_or(vec_sr(u0, v4), u31);
+
+        vector signed char vscales = (vector signed char)vec_mergeh((vector signed long long)u1, (vector signed long long)u2);
+        vector signed char qxhs0 = (vector signed char)vec_xl( 0, x[i].hmask);
+        vector signed char qxhs1 = (vector signed char)vec_xl(16, x[i].hmask);
+
+        vscales = vec_sub(vscales, off);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+        vector signed int vsumi4 = v0;
+        vector signed int vsumi5 = v0;
+        vector signed int vsumi6 = v0;
+        vector signed int vsumi7 = v0;
+
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        for (int j = 0; j < QK_K/128; ++j) {
+            __builtin_prefetch(q3, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector signed char qxs0 = (vector signed char)vec_xl( 0, q3);
+            vector signed char qxs1 = (vector signed char)vec_xl(16, q3);
+            q3 += 32;
+
+            //the low 2 bits
+            vector signed char qxs00 = vec_and(qxs0, lowMask);
+            vector signed char qxs01 = vec_and(vec_sr(qxs0, v2), lowMask);
+            vector signed char qxs02 = vec_and(vec_sr(qxs0, v4), lowMask);
+            vector signed char qxs03 = vec_and(vec_sr(qxs0, v6), lowMask);
+            vector signed char qxs10 = vec_and(qxs1, lowMask);
+            vector signed char qxs11 = vec_and(vec_sr(qxs1, v2), lowMask);
+            vector signed char qxs12 = vec_and(vec_sr(qxs1, v4), lowMask);
+            vector signed char qxs13 = vec_and(vec_sr(qxs1, v6), lowMask);
+
+            //the 3rd bit
+            vector signed char qxh00 = vec_sl(vec_andc(v1, qxhs0), v2);
+            vector signed char qxh01 = vec_sl(vec_andc(v1, vec_sr(qxhs0, (vector unsigned char)v1)), v2);
+            vector signed char qxh02 = vec_sl(vec_andc(v1, vec_sr(qxhs0, v2)), v2);
+            vector signed char qxh03 = vec_sl(vec_andc(v1, vec_sr(qxhs0, v3)), v2);
+            vector signed char qxh10 = vec_sl(vec_andc(v1, qxhs1), v2);
+            vector signed char qxh11 = vec_sl(vec_andc(v1, vec_sr(qxhs1, (vector unsigned char)v1)), v2);
+            vector signed char qxh12 = vec_sl(vec_andc(v1, vec_sr(qxhs1, v2)), v2);
+            vector signed char qxh13 = vec_sl(vec_andc(v1, vec_sr(qxhs1, v3)), v2);
+            qxhs0 = vec_sr(qxhs0, v4);
+            qxhs1 = vec_sr(qxhs1, v4);
+
+            vector signed char q3x00 = vec_sub(qxs00, qxh00);
+            vector signed char q3x01 = vec_sub(qxs01, qxh01);
+            vector signed char q3x02 = vec_sub(qxs02, qxh02);
+            vector signed char q3x03 = vec_sub(qxs03, qxh03);
+            vector signed char q3x10 = vec_sub(qxs10, qxh10);
+            vector signed char q3x11 = vec_sub(qxs11, qxh11);
+            vector signed char q3x12 = vec_sub(qxs12, qxh12);
+            vector signed char q3x13 = vec_sub(qxs13, qxh13);
+
+            vector signed char q8y00 = vec_xl(  0, q8);
+            vector signed char q8y10 = vec_xl( 16, q8);
+            vector signed char q8y01 = vec_xl( 32, q8);
+            vector signed char q8y11 = vec_xl( 48, q8);
+            vector signed char q8y02 = vec_xl( 64, q8);
+            vector signed char q8y12 = vec_xl( 80, q8);
+            vector signed char q8y03 = vec_xl( 96, q8);
+            vector signed char q8y13 = vec_xl(112, q8);
+            q8 += 128;
+
+            vector signed short vscales_h = vec_unpackh(vscales);
+            vector signed short vs0 = vec_splat(vscales_h, 0);
+            vector signed short vs1 = vec_splat(vscales_h, 1);
+            vector signed short vs2 = vec_splat(vscales_h, 2);
+            vector signed short vs3 = vec_splat(vscales_h, 3);
+            vector signed short vs4 = vec_splat(vscales_h, 4);
+            vector signed short vs5 = vec_splat(vscales_h, 5);
+            vector signed short vs6 = vec_splat(vscales_h, 6);
+            vector signed short vs7 = vec_splat(vscales_h, 7);
+            vscales = vec_sld(vscales, vscales, 8);
+
+            vector signed short qv00 = vec_add(vec_mule(q3x00, q8y00), vec_mulo(q3x00, q8y00));
+            vector signed short qv01 = vec_add(vec_mule(q3x01, q8y01), vec_mulo(q3x01, q8y01));
+            vector signed short qv02 = vec_add(vec_mule(q3x02, q8y02), vec_mulo(q3x02, q8y02));
+            vector signed short qv03 = vec_add(vec_mule(q3x03, q8y03), vec_mulo(q3x03, q8y03));
+            vector signed short qv10 = vec_add(vec_mule(q3x10, q8y10), vec_mulo(q3x10, q8y10));
+            vector signed short qv11 = vec_add(vec_mule(q3x11, q8y11), vec_mulo(q3x11, q8y11));
+            vector signed short qv12 = vec_add(vec_mule(q3x12, q8y12), vec_mulo(q3x12, q8y12));
+            vector signed short qv13 = vec_add(vec_mule(q3x13, q8y13), vec_mulo(q3x13, q8y13));
+
+            vsumi0 = vec_msum(qv00, vs0, vsumi0);
+            vsumi1 = vec_msum(qv01, vs2, vsumi1);
+            vsumi2 = vec_msum(qv02, vs4, vsumi2);
+            vsumi3 = vec_msum(qv03, vs6, vsumi3);
+            vsumi4 = vec_msum(qv10, vs1, vsumi4);
+            vsumi5 = vec_msum(qv11, vs3, vsumi5);
+            vsumi6 = vec_msum(qv12, vs5, vsumi6);
+            vsumi7 = vec_msum(qv13, vs7, vsumi7);
+        }
+
+        vsumi0 = vec_add(vsumi0, vsumi4);
+        vsumi1 = vec_add(vsumi1, vsumi5);
+        vsumi2 = vec_add(vsumi2, vsumi6);
+        vsumi3 = vec_add(vsumi3, vsumi7);
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = vec_extract(vsumf0, 0);
+
+#elif defined __loongarch_asx
+
+    const __m128i m32 = __lsx_vreplgr2vr_b(32);
+
+    __m256 acc = (__m256)__lasx_xvldi(0);
+
+    uint32_t aux[3];
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        // Set up scales
+        memcpy(aux, x[i].scales, 12);
+        __m128i scales128 = lsx_set_w(
+                ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4),
+                ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4),
+                (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4),
+                (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4));
+        scales128 = __lsx_vsub_b(scales128, m32);
+
+        const v16i8 shuffle_mask = {0, 2, 4, 6, 8, 10, 12, 14, 1, 3, 5, 7, 9, 11, 13, 15};
+        const __m256i scales_shuffled = lasx_ext8_16(__lsx_vshuf_b(scales128, scales128, (__m128i)shuffle_mask));
+
+        // high bit
+        const __m256i hbits = __lasx_xvld((const __m256i*)x[i].hmask, 0);
+
+        // integer accumulator
+        __m256i sumi = __lasx_xvldi(0);
+
+        for (int j = 0; j < QK_K/128; ++j) {
+            // load low 2 bits
+            const __m256i q3bits = __lasx_xvld((const __m256i*)q3, 0); q3 += 32;
+
+            // prepare low and high bits
+            const __m256i q3l_0 = __lasx_xvandi_b(q3bits, 3);
+            const __m256i q3l_1 = __lasx_xvandi_b(__lasx_xvsrli_b(q3bits, 2), 3);
+            const __m256i q3l_2 = __lasx_xvandi_b(__lasx_xvsrli_b(q3bits, 4), 3);
+            const __m256i q3l_3 = __lasx_xvsrli_b(q3bits, 6);
+            const __m256i q3h_0 = __lasx_xvslli_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 4 * j + 0), 0), 2);
+            const __m256i q3h_1 = __lasx_xvslli_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 4 * j + 1), 0), 2);
+            const __m256i q3h_2 = __lasx_xvslli_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 4 * j + 2), 0), 2);
+            const __m256i q3h_3 = __lasx_xvslli_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 4 * j + 3), 0), 2);
+            const __m256i q3_0 = __lasx_xvor_v(q3h_0, q3l_0);
+            const __m256i q3_1 = __lasx_xvor_v(q3h_1, q3l_1);
+            const __m256i q3_2 = __lasx_xvor_v(q3h_2, q3l_2);
+            const __m256i q3_3 = __lasx_xvor_v(q3h_3, q3l_3);
+
+            // load Q8 quants
+            const __m256i q8_0 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_2 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_3 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+
+            __m256i p16_0 = lasx_madd_h_b(q8_0, q3_0);
+            __m256i p16_1 = lasx_madd_h_b(q8_1, q3_1);
+            __m256i p16_2 = lasx_madd_h_b(q8_2, q3_2);
+            __m256i p16_3 = lasx_madd_h_b(q8_3, q3_3);
+
+            // multiply with scales
+            p16_0 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 0), p16_0);
+            p16_1 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 1), p16_1);
+            p16_2 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 2), p16_2);
+            p16_3 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 3), p16_3);
+
+            // accumulate
+            p16_0 = __lasx_xvadd_w(p16_0, p16_1);
+            p16_2 = __lasx_xvadd_w(p16_2, p16_3);
+            sumi  = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p16_0, p16_2));
+        }
+        // multiply with block scale and accumulate
+        acc = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(sumi), acc);
+    }
+
+    *s = hsum_float_8(acc);
+#elif defined(__VXE__) || defined(__VXE2__)
+    uint32_t aux[3];
+    uint32_t utmp[4];
+
+    const int32x4_t v_z = vec_splat_s32(0);
+    const uint8x16_t v_3m = vec_splat_u8(0x03);
+
+    const uint8x16_t v_0c = vec_splat_u8(1);
+    const uint8x16_t v_1c = vec_sl(v_0c, 1);
+    const uint8x16_t v_2c = vec_sl(v_0c, 2);
+    const uint8x16_t v_3c = vec_sl(v_0c, 3);
+
+    uint8x16_t q3h[4];
+    uint8x16_t q3b[2];
+    int8x16_t q3bytes[4];
+    int8x16_t q8bytes[4];
+    uint8x16_t qhbits[2];
+
+    float sum = 0;
+
+    for (int i = 0; i < nb; ++i) {
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * restrict x0l = x[i].qs;
+        const uint8_t * restrict x0h = x[i].hmask;
+        const int8_t  * restrict y0  = y[i].qs;
+
+        qhbits[0] = vec_xl(0 , x0h);
+        qhbits[1] = vec_xl(16, x0h);
+
+        int32_t isum = 0;
+
+        memcpy(aux, x[i].scales, 12);
+        utmp[3] = ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4);
+        utmp[2] = ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4);
+        utmp[1] = (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4);
+        utmp[0] = (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4);
+
+        int8_t * scale = (int8_t *)utmp;
+        for (int j = 0; j < 16; ++j) scale[j] -= 32;
+
+        for (int j = 0; j < QK_K/128; ++j) {
+            int32x4_t isum0, isum1, isum2, isum3;
+
+            q3b[0] = vec_xl(0 , x0l);
+            q3b[1] = vec_xl(16, x0l);
+            x0l += 32;
+
+            q8bytes[0] = vec_xl(0  , y0);
+            q8bytes[1] = vec_xl(16 , y0);
+            q8bytes[2] = vec_xl(32 , y0);
+            q8bytes[3] = vec_xl(48 , y0);
+            q8bytes[4] = vec_xl(64 , y0);
+            q8bytes[5] = vec_xl(80 , y0);
+            q8bytes[6] = vec_xl(96 , y0);
+            q8bytes[7] = vec_xl(112, y0);
+            y0 += 128;
+
+            q3h[0] = vec_sl(vec_andc(v_0c, qhbits[0]), 2);
+            q3h[1] = vec_sl(vec_andc(v_0c, qhbits[1]), 2);
+            q3h[2] = vec_sl(vec_andc(v_1c, qhbits[0]), 1);
+            q3h[3] = vec_sl(vec_andc(v_1c, qhbits[1]), 1);
+
+            q3bytes[0] = vec_sub((int8x16_t)vec_and(q3b[0], v_3m), (int8x16_t)q3h[0]);
+            q3bytes[1] = vec_sub((int8x16_t)vec_and(q3b[1], v_3m), (int8x16_t)q3h[1]);
+            q3bytes[2] = vec_sub((int8x16_t)vec_and(vec_sr(q3b[0], 2), v_3m), (int8x16_t)q3h[2]);
+            q3bytes[3] = vec_sub((int8x16_t)vec_and(vec_sr(q3b[1], 2), v_3m), (int8x16_t)q3h[3]);
+
+            isum0 = ggml_vec_dot(v_z, q3bytes[0], q8bytes[0]);
+            isum1 = ggml_vec_dot(v_z, q3bytes[1], q8bytes[1]);
+            isum2 = ggml_vec_dot(v_z, q3bytes[2], q8bytes[2]);
+            isum3 = ggml_vec_dot(v_z, q3bytes[3], q8bytes[3]);
+
+            isum += (isum0[0] + isum0[1] + isum0[2] + isum0[3]) * scale[0];
+            isum += (isum1[0] + isum1[1] + isum1[2] + isum1[3]) * scale[1];
+            isum += (isum2[0] + isum2[1] + isum2[2] + isum2[3]) * scale[2];
+            isum += (isum3[0] + isum3[1] + isum3[2] + isum3[3]) * scale[3];
+
+            scale += 4;
+
+            q3h[0] = vec_andc(v_2c, qhbits[0]);
+            q3h[1] = vec_andc(v_2c, qhbits[1]);
+            q3h[2] = vec_sr(vec_andc(v_3c, qhbits[0]), 1);
+            q3h[3] = vec_sr(vec_andc(v_3c, qhbits[1]), 1);
+
+            q3bytes[0] = vec_sub((int8x16_t)vec_and(vec_sr(q3b[0], 4), v_3m), (int8x16_t)q3h[0]);
+            q3bytes[1] = vec_sub((int8x16_t)vec_and(vec_sr(q3b[1], 4), v_3m), (int8x16_t)q3h[1]);
+            q3bytes[2] = vec_sub((int8x16_t)vec_and(vec_sr(q3b[0], 6), v_3m), (int8x16_t)q3h[2]);
+            q3bytes[3] = vec_sub((int8x16_t)vec_and(vec_sr(q3b[1], 6), v_3m), (int8x16_t)q3h[3]);
+
+            isum0 = ggml_vec_dot(v_z, q3bytes[0], q8bytes[4]);
+            isum1 = ggml_vec_dot(v_z, q3bytes[1], q8bytes[5]);
+            isum2 = ggml_vec_dot(v_z, q3bytes[2], q8bytes[6]);
+            isum3 = ggml_vec_dot(v_z, q3bytes[3], q8bytes[7]);
+
+            isum += (isum0[0] + isum0[1] + isum0[2] + isum0[3]) * scale[0];
+            isum += (isum1[0] + isum1[1] + isum1[2] + isum1[3]) * scale[1];
+            isum += (isum2[0] + isum2[1] + isum2[2] + isum2[3]) * scale[2];
+            isum += (isum3[0] + isum3[1] + isum3[2] + isum3[3]) * scale[3];
+
+            scale += 4;
+
+            if (j == 0) {
+                qhbits[0] = vec_sr(qhbits[0], 4);
+                qhbits[1] = vec_sr(qhbits[1], 4);
+            }
+        }
+
+        sum += d * isum;
+    }
+
+    *s = sum;
+#else
+    // scalar version
+    // This function is written like this so the compiler can manage to vectorize most of it
+    // Using -Ofast, GCC and clang manage to produce code that is within a factor of 2 or so from the
+    // manually vectorized version above. Every other version I tried would run at least 4 times slower.
+    // The ideal situation would be if we could just write the code once, and the compiler would
+    // automatically produce the best possible set of machine instructions, instead of us having to manually
+    // write vectorized versions for AVX, ARM_NEON, etc.
+
+    int8_t  aux8[QK_K];
+    int16_t aux16[8];
+    float   sums [8];
+    int32_t aux32[8];
+    memset(sums, 0, 8*sizeof(float));
+
+    uint32_t auxs[4];
+    const int8_t * scales = (const int8_t*)auxs;
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const uint8_t * GGML_RESTRICT hm = x[i].hmask;
+        const  int8_t * GGML_RESTRICT q8 = y[i].qs;
+        memset(aux32, 0, 8*sizeof(int32_t));
+        int8_t * GGML_RESTRICT a = aux8;
+        uint8_t m = 1;
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int l = 0; l < 32; ++l) a[l] = q3[l] & 3;
+            for (int l = 0; l < 32; ++l) a[l] -= (hm[l] & m ? 0 : 4);
+            a += 32; m <<= 1;
+            for (int l = 0; l < 32; ++l) a[l] = (q3[l] >> 2) & 3;
+            for (int l = 0; l < 32; ++l) a[l] -= (hm[l] & m ? 0 : 4);
+            a += 32; m <<= 1;
+            for (int l = 0; l < 32; ++l) a[l] = (q3[l] >> 4) & 3;
+            for (int l = 0; l < 32; ++l) a[l] -= (hm[l] & m ? 0 : 4);
+            a += 32; m <<= 1;
+            for (int l = 0; l < 32; ++l) a[l] = (q3[l] >> 6) & 3;
+            for (int l = 0; l < 32; ++l) a[l] -= (hm[l] & m ? 0 : 4);
+            a += 32; m <<= 1;
+            q3 += 32;
+        }
+        a = aux8;
+
+        memcpy(auxs, x[i].scales, 12);
+        uint32_t tmp = auxs[2];
+        auxs[2] = ((auxs[0] >> 4) & kmask2) | (((tmp >> 4) & kmask1) << 4);
+        auxs[3] = ((auxs[1] >> 4) & kmask2) | (((tmp >> 6) & kmask1) << 4);
+        auxs[0] = (auxs[0] & kmask2) | (((tmp >> 0) & kmask1) << 4);
+        auxs[1] = (auxs[1] & kmask2) | (((tmp >> 2) & kmask1) << 4);
+        for (int j = 0; j < QK_K/16; ++j) {
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += (scales[j] - 32) * aux16[l];
+            q8 += 8; a += 8;
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += (scales[j] - 32) * aux16[l];
+            q8 += 8; a += 8;
+        }
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        for (int l = 0; l < 8; ++l) sums[l] += d * aux32[l];
+    }
+    for (int l = 0; l < 8; ++l) sumf += sums[l];
+    *s = sumf;
+
+#endif
+
+}
+
+void ggml_vec_dot_q4_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_q4_K * GGML_RESTRICT x = vx;
+    const block_q8_K * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+    static const uint32_t kmask1 = 0x3f3f3f3f;
+    static const uint32_t kmask2 = 0x0f0f0f0f;
+    static const uint32_t kmask3 = 0x03030303;
+
+    uint32_t utmp[4];
+
+#ifdef __ARM_FEATURE_SVE
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const int16x8_t q8sums = vpaddq_s16(vld1q_s16(y[i].bsums), vld1q_s16(y[i].bsums + 8));
+
+        memcpy(utmp, x[i].scales, K_SCALE_SIZE);
+
+        uint32x2_t mins8 = { 0 };
+        mins8 = vset_lane_u32(utmp[1] & kmask1, mins8, 0);
+        mins8 = vset_lane_u32(((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4), mins8, 1);
+
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[0] &= kmask1;
+
+        const int16x8_t mins = vreinterpretq_s16_u16(vmovl_u8(vreinterpret_u8_u32(mins8)));
+        const int32x4_t prod = vaddq_s32(vmull_s16(vget_low_s16 (q8sums), vget_low_s16 (mins)),
+                                         vmull_s16(vget_high_s16(q8sums), vget_high_s16(mins)));
+        sumf -= dmin * vaddvq_s32(prod);
+
+        const uint8_t * scales = (const uint8_t *)utmp;
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const int vector_length = ggml_cpu_get_sve_cnt()*8;
+        const svuint8_t m4b = svdup_n_u8(0xf);
+        const svint32_t mzero = svdup_n_s32(0);
+        svint32_t sumi1 = svdup_n_s32(0);
+        svint32_t sumi1_1 = svdup_n_s32(0);
+        svint32_t sumi1_2 = svdup_n_s32(0);
+        svint32_t sumi2 = svdup_n_s32(0);
+        svint32_t sumi2_1 = svdup_n_s32(0);
+        svint32_t sumi2_2 = svdup_n_s32(0);
+        switch (vector_length) {
+            case 128:
+                {
+                    for (int j = 0; j < QK_K/64; ++j) {
+                        svint8_t q4bytes = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svld1_u8(svptrue_b8(), q4), m4b));
+                        svint8_t q8bytes = svld1_s8(svptrue_b8(), q8); q8 += 16;
+                        sumi1_1 = svmla_n_s32_x(svptrue_b32(), sumi1_1, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+0]);
+                        q4bytes = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svld1_u8(svptrue_b8(), q4+16), m4b));
+                        q8bytes = svld1_s8(svptrue_b8(), q8); q8 += 16;
+                        sumi1_2 = svmla_n_s32_x(svptrue_b32(), sumi1_2, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+0]);
+
+                        q4bytes = svreinterpret_s8_u8(svlsr_n_u8_x(svptrue_b8(), svld1_u8(svptrue_b8(), q4), 4));
+                        q8bytes = svld1_s8(svptrue_b8(), q8); q8 += 16;
+                        sumi2_1 = svmla_n_s32_x(svptrue_b32(), sumi2_1, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+1]);
+                        q4bytes = svreinterpret_s8_u8(svlsr_n_u8_x(svptrue_b8(), svld1_u8(svptrue_b8(), q4+16), 4));
+                        q8bytes = svld1_s8(svptrue_b8(), q8); q8 += 16;
+                        sumi2_2 = svmla_n_s32_x(svptrue_b32(), sumi2_2, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+1]);
+                        q4 += 32;
+                    }
+                    sumi1 = svadd_s32_x(svptrue_b32(), sumi1_1, sumi1_2);
+                    sumi2 = svadd_s32_x(svptrue_b32(), sumi2_1, sumi2_2);
+                    sumf += d * (svaddv_s32(svptrue_b32(), svadd_s32_x(svptrue_b32(), sumi1, sumi2)));
+                } break;
+            case 256:
+            case 512:
+                {
+                    for (int j = 0; j < QK_K/64; ++j) {
+                        const svuint8_t q4bits  = svld1_u8(svptrue_pat_b8(SV_VL32), q4); q4 += 32;
+                        svint8_t q4bytes = svreinterpret_s8_u8(svand_u8_x(svptrue_pat_b8(SV_VL32), q4bits, m4b));
+                        svint8_t q8bytes = svld1_s8(svptrue_pat_b8(SV_VL32), q8); q8 += 32;
+                        sumi1 = svmla_n_s32_x(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+0]);
+
+                        q4bytes = svreinterpret_s8_u8(svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q4bits, 4));
+                        q8bytes = svld1_s8(svptrue_pat_b8(SV_VL32), q8); q8 += 32;
+                        sumi2 = svmla_n_s32_x(svptrue_pat_b32(SV_VL8), sumi2, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+1]);
+                    }
+                    sumf += d * (svaddv_s32(svptrue_pat_b32(SV_VL8), svadd_s32_x(svptrue_pat_b32(SV_VL8), sumi1, sumi2)));
+                } break;
+            default:
+                assert(false && "Unsupported vector length");
+                break;
+        }
+    }
+    *s = sumf;
+#elif defined __ARM_NEON
+    const uint8x16_t m4b = vdupq_n_u8(0xf);
+    const int32x4_t mzero = vdupq_n_s32(0);
+
+    ggml_int8x16x2_t q4bytes;
+    ggml_int8x16x2_t q8bytes;
+
+    float sumf = 0;
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const int16x8_t q8sums = vpaddq_s16(vld1q_s16(y[i].bsums), vld1q_s16(y[i].bsums + 8));
+
+        memcpy(utmp, x[i].scales, 12);
+
+        uint32x2_t mins8 = { 0 };
+        mins8 = vset_lane_u32(utmp[1] & kmask1, mins8, 0);
+        mins8 = vset_lane_u32(((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4), mins8, 1);
+
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[0] &= kmask1;
+
+        const int16x8_t mins = vreinterpretq_s16_u16(vmovl_u8(vreinterpret_u8_u32(mins8)));
+        const int32x4_t prod = vaddq_s32(vmull_s16(vget_low_s16 (q8sums), vget_low_s16 (mins)),
+                                         vmull_s16(vget_high_s16(q8sums), vget_high_s16(mins)));
+        sumf -= dmin * vaddvq_s32(prod);
+
+        const uint8_t * scales = (const uint8_t *)utmp;
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        int32_t sumi1 = 0;
+        int32_t sumi2 = 0;
+
+        for (int j = 0; j < QK_K/64; ++j) {
+            const ggml_uint8x16x2_t q4bits = ggml_vld1q_u8_x2(q4); q4 += 32;
+
+            q8bytes = ggml_vld1q_s8_x2(q8); q8 += 32;
+            q4bytes.val[0] = vreinterpretq_s8_u8(vandq_u8  (q4bits.val[0], m4b));
+            q4bytes.val[1] = vreinterpretq_s8_u8(vandq_u8  (q4bits.val[1], m4b));
+
+            const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(mzero, q4bytes.val[0], q8bytes.val[0]), q4bytes.val[1], q8bytes.val[1]);
+            sumi1 += vaddvq_s32(p1) * scales[2*j+0];
+
+            q8bytes = ggml_vld1q_s8_x2(q8); q8 += 32;
+            q4bytes.val[0] = vreinterpretq_s8_u8(vshrq_n_u8(q4bits.val[0], 4));
+            q4bytes.val[1] = vreinterpretq_s8_u8(vshrq_n_u8(q4bits.val[1], 4));
+
+            const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(mzero, q4bytes.val[0], q8bytes.val[0]), q4bytes.val[1], q8bytes.val[1]);
+
+            sumi2 += vaddvq_s32(p2) * scales[2*j+1];
+        }
+
+        sumf += d * (sumi1 + sumi2);
+
+    }
+
+    *s = sumf;
+
+#elif defined __wasm_simd128__
+    const uint8_t * scales = (const uint8_t*)&utmp[0];
+    float sumf = 0;
+
+    for (int i = 0; i < nb; ++i) {
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); // Corrected sign
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        // Process scales and mins
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        // Sum mins * q8sums
+        int32_t sumi = 0;
+        const int16_t * GGML_RESTRICT q8sums = y[i].bsums;
+        const uint8_t * m = (const uint8_t *)&utmp[2];
+        for (int j = 0; j < 16; j += 2) {
+            sumi += (q8sums[j] + q8sums[j+1]) * m[j/2];
+        }
+        sumf -= dmin * sumi;
+
+        int32_t sumi1 = 0;
+        int32_t sumi2 = 0;
+
+        for (int j = 0; j < QK_K/64; ++j) {
+            // Load 64 4-bit weights (32 bytes)
+            const v128_t q4x0 = wasm_v128_load(q4);
+            const v128_t q4x1 = wasm_v128_load(q4 + 16);
+            q4 += 32;
+
+            // Split into low/high nibbles
+            const v128_t q4l0 = wasm_v128_and(q4x0, wasm_i8x16_splat(0x0F));
+            const v128_t q4h0 = wasm_u8x16_shr(q4x0, 4);
+            const v128_t q4l1 = wasm_v128_and(q4x1, wasm_i8x16_splat(0x0F));
+            const v128_t q4h1 = wasm_u8x16_shr(q4x1, 4);
+
+            // Load 64 8-bit values (64 bytes)
+            const v128_t q8x0 = wasm_v128_load(q8);
+            const v128_t q8x1 = wasm_v128_load(q8 + 16);
+            const v128_t q8x2 = wasm_v128_load(q8 + 32);
+            const v128_t q8x3 = wasm_v128_load(q8 + 48);
+            q8 += 64;
+
+            // Low nibble products
+            v128_t vacc1 = wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_low_i8x16(q4l0),
+                wasm_i16x8_extend_low_i8x16(q8x0)
+            );
+            vacc1 = wasm_i32x4_add(vacc1, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_high_i8x16(q4l0),
+                wasm_i16x8_extend_high_i8x16(q8x0)
+            ));
+            vacc1 = wasm_i32x4_add(vacc1, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_low_i8x16(q4l1),
+                wasm_i16x8_extend_low_i8x16(q8x1)
+            ));
+            vacc1 = wasm_i32x4_add(vacc1, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_high_i8x16(q4l1),
+                wasm_i16x8_extend_high_i8x16(q8x1)
+            ));
+
+            // High nibble products
+            v128_t vacc2 = wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_low_i8x16(q4h0),
+                wasm_i16x8_extend_low_i8x16(q8x2)
+            );
+            vacc2 = wasm_i32x4_add(vacc2, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_high_i8x16(q4h0),
+                wasm_i16x8_extend_high_i8x16(q8x2)
+            ));
+            vacc2 = wasm_i32x4_add(vacc2, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_low_i8x16(q4h1),
+                wasm_i16x8_extend_low_i8x16(q8x3)
+            ));
+            vacc2 = wasm_i32x4_add(vacc2, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_high_i8x16(q4h1),
+                wasm_i16x8_extend_high_i8x16(q8x3)
+            ));
+
+            // Accumulate scaled results
+            int32_t vacc1_sum = wasm_i32x4_extract_lane(vacc1, 0) + wasm_i32x4_extract_lane(vacc1, 1) +
+                                wasm_i32x4_extract_lane(vacc1, 2) + wasm_i32x4_extract_lane(vacc1, 3);
+            sumi1 += vacc1_sum * scales[2*j];
+
+            int32_t vacc2_sum = wasm_i32x4_extract_lane(vacc2, 0) + wasm_i32x4_extract_lane(vacc2, 1) +
+                                wasm_i32x4_extract_lane(vacc2, 2) + wasm_i32x4_extract_lane(vacc2, 3);
+            sumi2 += vacc2_sum * scales[2*j+1];
+        }
+
+        sumf += d * (sumi1 + sumi2);
+    }
+
+    *s = sumf;
+
+#elif defined __AVX2__
+
+    const __m256i m4 = _mm256_set1_epi8(0xF);
+
+    __m256 acc = _mm256_setzero_ps();
+    __m128 acc_m = _mm_setzero_ps();
+
+   for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const __m256i mins_and_scales = _mm256_cvtepu8_epi16(_mm_set_epi32(utmp[3], utmp[2], utmp[1], utmp[0]));
+
+        const __m256i q8sums = _mm256_loadu_si256((const __m256i*)y[i].bsums);
+        const __m128i q8s = _mm_hadd_epi16(_mm256_extracti128_si256(q8sums, 0), _mm256_extracti128_si256(q8sums, 1));
+        const __m128i prod = _mm_madd_epi16(_mm256_extracti128_si256(mins_and_scales, 1), q8s);
+        acc_m = _mm_fmadd_ps(_mm_set1_ps(dmin), _mm_cvtepi32_ps(prod), acc_m);
+
+        const __m128i sc128  = _mm256_extracti128_si256(mins_and_scales, 0);
+        const __m256i scales = MM256_SET_M128I(sc128, sc128);
+
+        __m256i sumi = _mm256_setzero_si256();
+
+        for (int j = 0; j < QK_K/64; ++j) {
+
+            const __m256i scale_l = _mm256_shuffle_epi8(scales, get_scale_shuffle_k4(2*j+0));
+            const __m256i scale_h = _mm256_shuffle_epi8(scales, get_scale_shuffle_k4(2*j+1));
+
+            const __m256i q4bits = _mm256_loadu_si256((const __m256i*)q4); q4 += 32;
+            const __m256i q4l = _mm256_and_si256(q4bits, m4);
+            const __m256i q4h = _mm256_and_si256(_mm256_srli_epi16(q4bits, 4), m4);
+
+            const __m256i q8l = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            __m256i p16l = _mm256_maddubs_epi16(q4l, q8l);
+            p16l = _mm256_madd_epi16(scale_l, p16l);
+
+            const __m256i q8h = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            __m256i p16h = _mm256_maddubs_epi16(q4h, q8h);
+            p16h = _mm256_madd_epi16(scale_h, p16h);
+            const __m256i sumj = _mm256_add_epi32(p16l, p16h);
+
+            sumi = _mm256_add_epi32(sumi, sumj);
+        }
+
+        __m256 vd = _mm256_set1_ps(d);
+        acc = _mm256_fmadd_ps(vd, _mm256_cvtepi32_ps(sumi), acc);
+
+    }
+
+    acc_m = _mm_add_ps(acc_m, _mm_movehl_ps(acc_m, acc_m));
+    acc_m = _mm_add_ss(acc_m, _mm_movehdup_ps(acc_m));
+
+    *s = hsum_float_8(acc) + _mm_cvtss_f32(acc_m);
+
+#elif defined __AVX__
+
+    const __m128i m4 = _mm_set1_epi8(0xF);
+    const __m128i m2 = _mm_set1_epi8(0x2);
+
+    __m256 acc = _mm256_setzero_ps();
+    __m128 acc_m = _mm_setzero_ps();
+
+   for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        const __m128i utmps = _mm_set_epi32(utmp[3], utmp[2], utmp[1], utmp[0]);
+        const __m128i scales = _mm_cvtepu8_epi16(utmps);
+        const __m128i mins = _mm_cvtepu8_epi16(_mm_unpackhi_epi64(utmps, utmps));
+
+        const __m128i q8sums_0 = _mm_loadu_si128((const __m128i*)&y[i].bsums[0]);
+        const __m128i q8sums_1 = _mm_loadu_si128((const __m128i*)&y[i].bsums[8]);
+        const __m128i q8s = _mm_hadd_epi16(q8sums_0, q8sums_1);
+        const __m128i prod = _mm_madd_epi16(mins, q8s);
+        acc_m = _mm_add_ps(_mm_mul_ps(_mm_set1_ps(dmin), _mm_cvtepi32_ps(prod)), acc_m);
+
+        __m128i sumi_0 = _mm_setzero_si128();
+        __m128i sumi_1 = _mm_setzero_si128();
+
+        __m128i shuffle = _mm_set1_epi16(0x0100);
+        for (int j = 0; j < QK_K/64; ++j) {
+
+            const __m128i scale_l = _mm_shuffle_epi8(scales, shuffle);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            const __m128i scale_h = _mm_shuffle_epi8(scales, shuffle);
+            shuffle = _mm_add_epi16(shuffle, m2);
+
+            __m128i q4bits = _mm_loadu_si128((const __m128i*)q4); q4 += 16;
+            const __m128i q4l_0 = _mm_and_si128(q4bits, m4);
+            const __m128i q4h_0 = _mm_and_si128(_mm_srli_epi16(q4bits, 4), m4);
+            q4bits = _mm_loadu_si128((const __m128i*)q4); q4 += 16;
+            const __m128i q4l_1 = _mm_and_si128(q4bits, m4);
+            const __m128i q4h_1 = _mm_and_si128(_mm_srli_epi16(q4bits, 4), m4);
+
+            const __m128i q8l_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            __m128i p16l = _mm_maddubs_epi16(q4l_0, q8l_0);
+            p16l = _mm_madd_epi16(scale_l, p16l);
+            sumi_0 = _mm_add_epi32(sumi_0, p16l);
+            const __m128i q8l_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            p16l = _mm_maddubs_epi16(q4l_1, q8l_1);
+            p16l = _mm_madd_epi16(scale_l, p16l);
+            sumi_1 = _mm_add_epi32(sumi_1, p16l);
+
+            const __m128i q8h_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            __m128i p16h = _mm_maddubs_epi16(q4h_0, q8h_0);
+            p16h = _mm_madd_epi16(scale_h, p16h);
+            sumi_0 = _mm_add_epi32(sumi_0, p16h);
+            const __m128i q8h_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            p16h = _mm_maddubs_epi16(q4h_1, q8h_1);
+            p16h = _mm_madd_epi16(scale_h, p16h);
+            sumi_1 = _mm_add_epi32(sumi_1, p16h);
+
+        }
+
+        __m256 vd = _mm256_set1_ps(d);
+        __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0);
+        acc = _mm256_add_ps(_mm256_mul_ps(vd, _mm256_cvtepi32_ps(sumi)), acc);
+
+    }
+
+    acc_m = _mm_add_ps(acc_m, _mm_movehl_ps(acc_m, acc_m));
+    acc_m = _mm_add_ss(acc_m, _mm_movehdup_ps(acc_m));
+
+    *s = hsum_float_8(acc) + _mm_cvtss_f32(acc_m);
+
+#elif defined __riscv_v_intrinsic
+
+    const uint8_t * scales = (const uint8_t*)&utmp[0];
+    const uint8_t * mins   = (const uint8_t*)&utmp[2];
+
+    const int vector_length = __riscv_vlenb() * 8;
+    float sumf = 0;
+
+    switch (vector_length) {
+    case 256:
+        for (int i = 0; i < nb; ++i) {
+
+            size_t vl = 8;
+
+            const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+            const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+            vint16mf2_t q8sums_0 = __riscv_vlse16_v_i16mf2(y[i].bsums, 4, vl);
+            vint16mf2_t q8sums_1 = __riscv_vlse16_v_i16mf2(y[i].bsums+1, 4, vl);
+            vint16mf2_t q8sums   = __riscv_vadd_vv_i16mf2(q8sums_0, q8sums_1, vl);
+
+            memcpy(utmp, x[i].scales, 12);
+            utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+            const uint32_t uaux = utmp[1] & kmask1;
+            utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+            utmp[2] = uaux;
+            utmp[0] &= kmask1;
+
+            vuint8mf4_t mins8  = __riscv_vle8_v_u8mf4(mins, vl);
+            vint16mf2_t v_mins = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vzext_vf2_u16mf2(mins8, vl));
+            vint32m1_t  prod   = __riscv_vwmul_vv_i32m1(q8sums, v_mins, vl);
+
+            vint32m1_t sumi = __riscv_vredsum_vs_i32m1_i32m1(prod, __riscv_vmv_v_x_i32m1(0, 1), vl);
+            sumf -= dmin * __riscv_vmv_x_s_i32m1_i32(sumi);
+
+            const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+            const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+            vl = 32;
+
+            int32_t sum_1 = 0;
+            int32_t sum_2 = 0;
+
+            vint16m1_t vzero = __riscv_vmv_v_x_i16m1(0, 1);
+
+            for (int j = 0; j < QK_K/64; ++j) {
+                // load Q4
+                vuint8m1_t q4_x = __riscv_vle8_v_u8m1(q4, vl);
+
+                // load Q8 and multiply it with lower Q4 nibble
+                vint8m1_t  q8_0 = __riscv_vle8_v_i8m1(q8, vl);
+                vint8m1_t  q4_0 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(q4_x, 0x0F, vl));
+                vint16m2_t qv_0 = __riscv_vwmul_vv_i16m2(q4_0, q8_0, vl);
+                vint16m1_t vs_0 = __riscv_vredsum_vs_i16m2_i16m1(qv_0, vzero, vl);
+
+                sum_1 += __riscv_vmv_x_s_i16m1_i16(vs_0) * scales[2*j+0];
+
+                // load Q8 and multiply it with upper Q4 nibble
+                vint8m1_t  q8_1 = __riscv_vle8_v_i8m1(q8+32, vl);
+                vint8m1_t  q4_1 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vsrl_vx_u8m1(q4_x, 0x04, vl));
+                vint16m2_t qv_1 = __riscv_vwmul_vv_i16m2(q4_1, q8_1, vl);
+                vint16m1_t vs_1 = __riscv_vredsum_vs_i16m2_i16m1(qv_1, vzero, vl);
+
+                sum_2 += __riscv_vmv_x_s_i16m1_i16(vs_1) * scales[2*j+1];
+
+                q4 += 32;    q8 += 64;
+
+            }
+
+            sumf += d*(sum_1 + sum_2);
+
+        }
+        break;
+    case 128:
+        for (int i = 0; i < nb; ++i) {
+            const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+            const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+            int tmp, tmp2, sumi;
+            __asm__ __volatile__(
+                "vsetivli zero, 12, e8, m1\n\t"
+                "vle8.v v1, (%[s6b])\n\t" // {aux[0], aux[1], aux[2]}
+                "vsetivli zero, 4, e32, m1\n\t"
+                "vslidedown.vi v2, v1, 2\n\t"
+                "vmv1r.v v3, v2\n\t"
+                "vslideup.vi v2, v3, 1\n\t" // {aux[2], aux[2]}
+                "vsetivli zero, 2, e32, m1\n\t"
+                "vmv.v.i v4, 4\n\t"
+                "vand.vx v8, v1, %[kmask1]\n\t"
+                "vslide1up.vx v5, v4, zero\n\t" // {0, 4}
+                "vsrl.vi v6, v1, 6\n\t"
+                "vsrl.vv v7, v2, v5\n\t"
+                "vand.vx v0, v6, %[kmask3]\n\t"
+                "vand.vx v2, v7, %[kmask2]\n\t"
+                "vsll.vi v6, v0, 4\n\t"
+                "li %[t2], 8\n\t"
+                "addi %[t1], %[utmp], 4\n\t"
+                "vor.vv v1, v6, v2\n\t"
+                "vsse32.v v8, (%[utmp]), %[t2]\n\t"
+                "vsse32.v v1, (%[t1]), %[t2]\n\t"
+                "vsetivli zero, 8, e16, m1\n\t"
+                "vle32.v v2, (%[bsums])\n\t"
+                "vnsrl.wi v0, v2, 0\n\t"
+                "vnsrl.wi v1, v2, 16\n\t"
+                "vadd.vv v2, v0, v1\n\t"
+                "vle8.v v3, (%[mins])\n\t"
+                "vzext.vf2 v4, v3\n\t"
+                "vwmul.vv v6, v4, v2\n\t"
+                "vmv.v.x v0, zero\n\t"
+                "vsetivli zero, 8, e32, m2\n\t"
+                "vredsum.vs v0, v6, v0\n\t"
+                "vmv.x.s %[sumi], v0"
+                : [t1] "=&r" (tmp), [t2] "=&r" (tmp2), [sumi] "=&r" (sumi)
+                : [bsums] "r" (y[i].bsums), [mins] "r" (mins), [utmp] "r" (utmp)
+                , [s6b] "r" (x[i].scales), [kmask1] "r" (kmask1)
+                , [kmask2] "r" (kmask2), [kmask3] "r" (kmask3)
+                : "memory"
+                , "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7"
+                , "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15"
+                , "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23"
+                , "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31"
+            );
+            sumf -= dmin * sumi;
+
+            const uint8_t * restrict q4 = x[i].qs;
+            const int8_t  * restrict q8 = y[i].qs;
+
+            sumi = 0;
+            const uint8_t * scale = scales;
+
+            for (int j = 0; j < QK_K/128; ++j) {
+                int vl128 = 128, vl64 = 64, vl32 = 32;
+                __asm__ __volatile__(
+                    "vsetvli zero, %[vl128], e8, m8\n\t"
+                    "vle8.v v8, (%[q8])\n\t"
+                    "vsetvli zero, %[vl64], e8, m4\n\t"
+                    "vle8.v v0, (%[q4])\n\t"
+                    "vsrl.vi v4, v0, 4\n\t"
+                    "vand.vi v0, v0, 0xF\n\t"
+                    "vsetvli zero, %[vl32], e8, m2\n\t"
+                    "vwmul.vv v28, v6, v14\n\t"
+                    "vwmul.vv v20, v4, v10\n\t"
+                    "vwmul.vv v24, v2, v12\n\t"
+                    "vwmul.vv v16, v0, v8\n\t"
+                    "vsetivli zero, 4, e32, m1\n\t"
+                    "vle8.v v2, (%[scale])\n\t"
+                    "vmv.v.x v0, zero\n\t"
+                    "vzext.vf4 v1, v2\n\t"
+                    "vsetvli zero, %[vl32], e16, m4\n\t"
+                    "vwredsum.vs v6, v24, v0\n\t"
+                    "vwredsum.vs v7, v28, v0\n\t"
+                    "vwredsum.vs v4, v16, v0\n\t"
+                    "vwredsum.vs v5, v20, v0\n\t"
+                    "vsetivli zero, 4, e32, m1\n\t"
+                    "vslideup.vi v6, v7, 1\n\t"
+                    "vslideup.vi v4, v5, 1\n\t"
+                    "vslideup.vi v4, v6, 2\n\t"
+                    "vmul.vv v8, v4, v1\n\t"
+                    "vredsum.vs v0, v8, v0\n\t"
+                    "vmv.x.s %[tmp], v0\n\t"
+                    "add %[sumi], %[sumi], %[tmp]"
+                    : [tmp] "=&r" (tmp), [sumi] "+&r" (sumi)
+                    : [vl128] "r" (vl128), [vl64] "r" (vl64), [vl32] "r" (vl32)
+                    , [q4] "r" (q4), [q8] "r" (q8), [scale] "r" (scale)
+                    : "memory"
+                    , "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7"
+                    , "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15"
+                    , "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23"
+                    , "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31"
+                );
+
+                q4 += 64;    q8 += 128;    scale += 4;
+            }
+
+            sumf += d * sumi;
+        }
+        break;
+    default:
+        assert(false && "Unsupported vector length");
+        break;
+    }
+
+    *s = sumf;
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0xF);
+    const vector signed char lowMask1 = vec_splats((int8_t)0x3f);
+    const vector signed char lowMask2 = vec_splats((int8_t)0x30);
+    const vector int v0 = vec_splats((int32_t)0);
+    const vector unsigned char v2 = vec_splats((uint8_t)2);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[i].dmin));
+        vector float vdmin = vec_mul(vxmin, vyd);
+
+        vector signed short q8ysums0 = vec_xl( 0, y[i].bsums);
+        vector signed short q8ysums1 = vec_xl(16, y[i].bsums);
+
+        UNUSED(kmask1);
+        UNUSED(kmask2);
+        UNUSED(kmask3);
+        UNUSED(utmp);
+
+        vector signed char u0 = (vector signed char)vec_xl_len(x[i].scales, 8);
+        vector signed char u1 = vec_and(vec_sr(u0, v2), lowMask2);
+        vector signed char u2 = (vector signed char)vec_xl_len(x[i].scales + 8, 4);
+        vector signed char u3 = vec_sr(u2, v4);
+
+        vector signed char u30 = u1;
+        vector signed char u31 = (vector signed char)vec_mergeh((vector signed int)vec_and(u2, lowMask), (vector signed int)u3);
+
+        u1 = vec_and(u0, lowMask1);
+        u2 = vec_or(u30, u31);
+
+        vector signed char utmps = (vector signed char)vec_mergeh((vector signed int)u1, (vector signed int)u2);
+
+        vector signed short vscales = vec_unpackh(utmps);
+        vector signed short q4xmins = vec_unpackl(utmps);
+        vector signed short q4xmins0 = vec_mergeh(q4xmins, q4xmins);
+        vector signed short q4xmins1 = vec_mergel(q4xmins, q4xmins);
+
+        vector signed int prod0 = vec_mule(q4xmins0, q8ysums0);
+        vector signed int prod1 = vec_mule(q4xmins1, q8ysums1);
+        vector signed int prod2 = vec_mulo(q4xmins0, q8ysums0);
+        vector signed int prod3 = vec_mulo(q4xmins1, q8ysums1);
+
+        vsumf0 = vec_nmsub(vec_ctf(prod0, 0), vdmin, vsumf0);
+        vsumf1 = vec_nmsub(vec_ctf(prod1, 0), vdmin, vsumf1);
+        vsumf2 = vec_nmsub(vec_ctf(prod2, 0), vdmin, vsumf2);
+        vsumf3 = vec_nmsub(vec_ctf(prod3, 0), vdmin, vsumf3);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        for (int j = 0; j < QK_K/64; j+=2) {
+            __builtin_prefetch(q4, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector signed char qxs0 = (vector signed char)vec_xl( 0, q4);
+            vector signed char qxs1 = (vector signed char)vec_xl(16, q4);
+            vector signed char qxs2 = (vector signed char)vec_xl(32, q4);
+            vector signed char qxs3 = (vector signed char)vec_xl(48, q4);
+            q4 += 64;
+
+            vector unsigned char q4x00 = (vector unsigned char)vec_and(qxs0, lowMask);
+            vector unsigned char q4x01 = (vector unsigned char)vec_sr(qxs0, v4);
+            vector unsigned char q4x10 = (vector unsigned char)vec_and(qxs1, lowMask);
+            vector unsigned char q4x11 = (vector unsigned char)vec_sr(qxs1, v4);
+            vector unsigned char q4x20 = (vector unsigned char)vec_and(qxs2, lowMask);
+            vector unsigned char q4x21 = (vector unsigned char)vec_sr(qxs2, v4);
+            vector unsigned char q4x30 = (vector unsigned char)vec_and(qxs3, lowMask);
+            vector unsigned char q4x31 = (vector unsigned char)vec_sr(qxs3, v4);
+
+            vector signed char q8y00 = vec_xl(  0, q8);
+            vector signed char q8y10 = vec_xl( 16, q8);
+            vector signed char q8y01 = vec_xl( 32, q8);
+            vector signed char q8y11 = vec_xl( 48, q8);
+            vector signed char q8y20 = vec_xl( 64, q8);
+            vector signed char q8y30 = vec_xl( 80, q8);
+            vector signed char q8y21 = vec_xl( 96, q8);
+            vector signed char q8y31 = vec_xl(112, q8);
+            q8 += 128;
+
+            vector signed int qv00 = vec_msum(q8y00, q4x00, v0);
+            vector signed int qv01 = vec_msum(q8y01, q4x01, v0);
+            vector signed int qv10 = vec_msum(q8y10, q4x10, v0);
+            vector signed int qv11 = vec_msum(q8y11, q4x11, v0);
+            vector signed int qv20 = vec_msum(q8y20, q4x20, v0);
+            vector signed int qv21 = vec_msum(q8y21, q4x21, v0);
+            vector signed int qv30 = vec_msum(q8y30, q4x30, v0);
+            vector signed int qv31 = vec_msum(q8y31, q4x31, v0);
+
+            vector signed int vscales_h = vec_unpackh(vscales);
+            vector signed int vs0 = vec_splat(vscales_h, 0);
+            vector signed int vs1 = vec_splat(vscales_h, 1);
+            vector signed int vs2 = vec_splat(vscales_h, 2);
+            vector signed int vs3 = vec_splat(vscales_h, 3);
+            vscales = vec_sld(vscales, vscales, 8);
+
+            vsumi0 = vec_add(vec_mul(qv00, vs0), vsumi0);
+            vsumi1 = vec_add(vec_mul(qv01, vs1), vsumi1);
+            vsumi2 = vec_add(vec_mul(qv20, vs2), vsumi2);
+            vsumi3 = vec_add(vec_mul(qv21, vs3), vsumi3);
+
+            vsumi0 = vec_add(vec_mul(qv10, vs0), vsumi0);
+            vsumi1 = vec_add(vec_mul(qv11, vs1), vsumi1);
+            vsumi2 = vec_add(vec_mul(qv30, vs2), vsumi2);
+            vsumi3 = vec_add(vec_mul(qv31, vs3), vsumi3);
+        }
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = vec_extract(vsumf0, 0);
+
+#elif defined __loongarch_asx
+
+    __m256 acc = (__m256)__lasx_xvldi(0);
+    __m128 acc_m = (__m128)__lsx_vldi(0);
+
+   for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const __m128i mins_and_scales128 = lsx_set_w(utmp[3], utmp[2], utmp[1], utmp[0]);
+        const __m128i mins128 = __lsx_vexth_h_b(mins_and_scales128);
+        const __m128i scales128 = __lsx_vsllwil_h_b(mins_and_scales128, 0);
+
+        const __m256i q8sums = __lasx_xvld((const __m256i*)y[i].bsums, 0);
+        const __m128i q8s = lsx_hadd_h(lasx_extracti128(q8sums, 0), lasx_extracti128(q8sums, 1));
+        const __m128i prod = lsx_madd_h(mins128, q8s);
+        acc_m = __lsx_vfmadd_s(__lsx_vreplfr2vr_s(dmin), __lsx_vffint_s_w(prod), acc_m);
+
+        const __m256i scales = lasx_insertf128(scales128, scales128);
+
+        __m256i sumi = __lasx_xvldi(0);
+
+        for (int j = 0; j < QK_K/64; ++j) {
+
+            const __m256i scale_l = lasx_xvrepl128vei_h(scales, 2 * j + 0);
+            const __m256i scale_h = lasx_xvrepl128vei_h(scales, 2 * j + 1);
+
+            const __m256i q4bits = __lasx_xvld((const __m256i*)q4, 0); q4 += 32;
+            const __m256i q4l = __lasx_xvandi_b(q4bits, 0xf);
+            const __m256i q4h = __lasx_xvsrli_b(q4bits, 4);
+
+            const __m256i q8l = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            __m256i p16l = lasx_madd_h_b(q4l, q8l);
+            p16l = lasx_madd_h(scale_l, p16l);
+
+            const __m256i q8h = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            __m256i p16h = lasx_madd_h_b(q4h, q8h);
+            p16h = lasx_madd_h(scale_h, p16h);
+            const __m256i sumj = __lasx_xvadd_w(p16l, p16h);
+
+            sumi = __lasx_xvadd_w(sumi, sumj);
+        }
+
+        __m256 vd = __lasx_xvreplfr2vr_s(d);
+        acc = __lasx_xvfmadd_s(vd, __lasx_xvffint_s_w(sumi), acc);
+
+    }
+
+    acc_m = __lsx_vfadd_s(acc_m, (__m128)__lsx_vpermi_w((__m128i)acc_m, (__m128i)acc_m, 0xee));
+    __m128i tmp1 = __lsx_vinsgr2vr_w(__lsx_vldi(0), __lsx_vpickve2gr_w((__m128i)acc_m, 1), 0);
+    acc_m = __lsx_vfadd_s(acc_m, (__m128)tmp1);
+
+
+    *s = hsum_float_8(acc) + ((v4f32)acc_m)[0];
+#elif defined(__VXE__) || defined(__VXE2__)
+    const uint8x16_t v_lm = vec_splat_u8(0x0F);
+    const int32x4_t v_z = vec_splat_s32(0);
+
+    uint8x16_t v_x[2];
+    int8x16_t  v_xl[2];
+    int8x16_t  v_y[2];
+
+    float sumf = 0;
+
+    for (int i = 0; i < nb; ++i) {
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const int16x8_t v_ysumsl = vec_xl(0 , y[i].bsums);
+        const int16x8_t v_ysumsh = vec_xl(16, y[i].bsums);
+        const int16x8_t v_ysums = vec_padd_s16(v_ysumsl, v_ysumsh);
+
+        memcpy(utmp, x[i].scales, 12);
+
+        uint32x4_t v_mins8 = { 0 };
+        v_mins8 = vec_insert(utmp[1] & kmask1, v_mins8, 0);
+        v_mins8 = vec_insert(((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4), v_mins8, 1);
+
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[0] &= kmask1;
+
+        const int16x8_t v_minsh = (int16x8_t)vec_unpackh((uint8x16_t)v_mins8);
+
+        const int32x4_t v_minso = vec_mulo(v_ysums, v_minsh);
+        const int32x4_t v_minse = vec_mule(v_ysums, v_minsh);
+        const int32x4_t v_mins = v_minso + v_minse;
+        sumf -= dmin * (v_mins[0] + v_mins[1] + v_mins[2] + v_mins[3]);
+
+        const uint8_t * scales = (const uint8_t *)utmp;
+        const uint8_t * GGML_RESTRICT x0 = x[i].qs;
+        const int8_t  * GGML_RESTRICT y0 = y[i].qs;
+
+        int32_t sumi1 = 0;
+        int32_t sumi2 = 0;
+
+        for (int j = 0; j < QK_K/64; ++j) {
+            v_x[0] = vec_xl(0 , x0);
+            v_x[1] = vec_xl(16, x0);
+            x0 += 32;
+
+            v_y[0] = vec_xl(0 , y0);
+            v_y[1] = vec_xl(16, y0);
+            y0 += 32;
+
+            v_xl[0] = (int8x16_t)vec_and(v_x[0], v_lm);
+            v_xl[1] = (int8x16_t)vec_and(v_x[1], v_lm);
+
+            const int32x4_t p1 = ggml_vec_dot(ggml_vec_dot(v_z, v_xl[0], v_y[0]), v_xl[1], v_y[1]);
+            sumi1 += (p1[0] + p1[1] + p1[2] + p1[3]) * scales[2*j+0];
+
+            v_y[0] = vec_xl(0 , y0);
+            v_y[1] = vec_xl(16, y0);
+            y0 += 32;
+
+            v_xl[0] = (int8x16_t)vec_sr(v_x[0], 4);
+            v_xl[1] = (int8x16_t)vec_sr(v_x[1], 4);
+
+            const int32x4_t p2 = ggml_vec_dot(ggml_vec_dot(v_z, v_xl[0], v_y[0]), v_xl[1], v_y[1]);
+            sumi2 += (p2[0] + p2[1] + p2[2] + p2[3]) * scales[2*j+1];
+        }
+
+        sumf += d * (sumi1 + sumi2);
+    }
+
+    *s = sumf;
+#else
+
+    const uint8_t * scales = (const uint8_t*)&utmp[0];
+    const uint8_t * mins   = (const uint8_t*)&utmp[2];
+
+    int8_t  aux8[QK_K];
+    int16_t aux16[8];
+    float   sums [8];
+    int32_t aux32[8];
+    memset(sums, 0, 8*sizeof(float));
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+        const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+        const  int8_t * GGML_RESTRICT q8 = y[i].qs;
+        memset(aux32, 0, 8*sizeof(int32_t));
+        int8_t * GGML_RESTRICT a = aux8;
+        for (int j = 0; j < QK_K/64; ++j) {
+            for (int l = 0; l < 32; ++l) a[l] = (int8_t)(q4[l] & 0xF);
+            a += 32;
+            for (int l = 0; l < 32; ++l) a[l] = (int8_t)(q4[l]  >> 4);
+            a += 32; q4 += 32;
+        }
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        int sumi = 0;
+        for (int j = 0; j < QK_K/16; ++j) sumi += y[i].bsums[j] * mins[j/2];
+        a = aux8;
+        int is = 0;
+        for (int j = 0; j < QK_K/32; ++j) {
+            int32_t scale = scales[is++];
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+        }
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        for (int l = 0; l < 8; ++l) sums[l] += d * aux32[l];
+        const float dmin = GGML_FP16_TO_FP32(x[i].dmin) * y[i].d;
+        sumf -= dmin * sumi;
+    }
+    for (int l = 0; l < 8; ++l) sumf += sums[l];
+    *s = sumf;
+#endif
+}
+
+void ggml_vec_dot_q5_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy,  size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_q5_K * GGML_RESTRICT x = vx;
+    const block_q8_K * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+    static const uint32_t kmask1 = 0x3f3f3f3f;
+    static const uint32_t kmask2 = 0x0f0f0f0f;
+    static const uint32_t kmask3 = 0x03030303;
+
+    uint32_t utmp[4];
+
+#ifdef __ARM_NEON
+    const uint8x16_t m4b = vdupq_n_u8(0xf);
+    const uint8x16_t mone = vdupq_n_u8(1);
+    const uint8x16_t mtwo = vdupq_n_u8(2);
+    const int32x4_t mzero = vdupq_n_s32(0);
+
+    ggml_int8x16x4_t q5bytes;
+
+    float sumf = 0;
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const int16x8_t q8sums = vpaddq_s16(vld1q_s16(y[i].bsums), vld1q_s16(y[i].bsums + 8));
+
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        const uint8x8_t mins8 = vld1_u8((const uint8_t*)utmp + 8);
+        const int16x8_t mins = vreinterpretq_s16_u16(vmovl_u8(mins8));
+        const int32x4_t prod = vaddq_s32(vmull_s16(vget_low_s16 (q8sums), vget_low_s16 (mins)),
+                                         vmull_s16(vget_high_s16(q8sums), vget_high_s16(mins)));
+        int32_t sumi_mins = vaddvq_s32(prod);
+
+        const uint8_t * scales = (const uint8_t *)utmp;
+
+        const uint8_t * GGML_RESTRICT q5 = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        ggml_uint8x16x2_t qhbits = ggml_vld1q_u8_x2(qh);
+
+        ggml_uint8x16x4_t q5h;
+
+        int32_t sumi = 0;
+
+        for (int j = 0; j < QK_K/64; ++j) {
+
+            const ggml_uint8x16x2_t q5bits = ggml_vld1q_u8_x2(q5); q5 += 32;
+            const ggml_int8x16x4_t q8bytes = ggml_vld1q_s8_x4(q8); q8 += 64;
+
+            q5h.val[0] = vshlq_n_u8(vandq_u8(mone, qhbits.val[0]), 4);
+            q5h.val[1] = vshlq_n_u8(vandq_u8(mone, qhbits.val[1]), 4);
+            q5h.val[2] = vshlq_n_u8(vandq_u8(mtwo, qhbits.val[0]), 3);
+            q5h.val[3] = vshlq_n_u8(vandq_u8(mtwo, qhbits.val[1]), 3);
+            qhbits.val[0] = vshrq_n_u8(qhbits.val[0], 2);
+            qhbits.val[1] = vshrq_n_u8(qhbits.val[1], 2);
+
+            q5bytes.val[0] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q5bits.val[0], m4b), q5h.val[0]));
+            q5bytes.val[1] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q5bits.val[1], m4b), q5h.val[1]));
+            q5bytes.val[2] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q5bits.val[0], 4), q5h.val[2]));
+            q5bytes.val[3] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q5bits.val[1], 4), q5h.val[3]));
+
+            sumi += vaddvq_s32(ggml_vdotq_s32(ggml_vdotq_s32(mzero, q5bytes.val[0], q8bytes.val[0]), q5bytes.val[1], q8bytes.val[1])) * *scales++;
+            sumi += vaddvq_s32(ggml_vdotq_s32(ggml_vdotq_s32(mzero, q5bytes.val[2], q8bytes.val[2]), q5bytes.val[3], q8bytes.val[3])) * *scales++;
+        }
+
+        sumf += d * sumi - dmin * sumi_mins;
+    }
+
+    *s = sumf;
+
+#elif defined __AVX2__
+
+    const __m256i m4 = _mm256_set1_epi8(0xF);
+    const __m128i mzero = _mm_setzero_si128();
+    const __m256i mone  = _mm256_set1_epi8(1);
+
+    __m256 acc = _mm256_setzero_ps();
+
+    float summs = 0.f;
+
+    for (int i = 0; i < nb; ++i) {
+        const uint8_t * GGML_RESTRICT q5 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        const __m256i mins_and_scales = _mm256_cvtepu8_epi16(_mm_set_epi32(utmp[3], utmp[2], utmp[1], utmp[0]));
+
+        const __m256i q8sums = _mm256_loadu_si256((const __m256i*)y[i].bsums);
+        const __m128i q8s = _mm_hadd_epi16(_mm256_extracti128_si256(q8sums, 0), _mm256_extracti128_si256(q8sums, 1));
+        const __m128i prod = _mm_madd_epi16(_mm256_extracti128_si256(mins_and_scales, 1), q8s);
+        const __m128i hsum = _mm_hadd_epi32(_mm_hadd_epi32(prod, mzero), mzero);
+        summs += dmin * _mm_extract_epi32(hsum, 0);
+
+        const __m128i sc128  = _mm256_extracti128_si256(mins_and_scales, 0);
+        const __m256i scales = MM256_SET_M128I(sc128, sc128);
+
+        const __m256i hbits = _mm256_loadu_si256((const __m256i*)x[i].qh);
+        __m256i hmask = mone;
+
+        __m256i sumi = _mm256_setzero_si256();
+
+        int bit = 0;
+
+        for (int j = 0; j < QK_K/64; ++j) {
+
+            const __m256i scale_0 = _mm256_shuffle_epi8(scales, get_scale_shuffle_k4(2*j+0));
+            const __m256i scale_1 = _mm256_shuffle_epi8(scales, get_scale_shuffle_k4(2*j+1));
+
+            const __m256i q5bits = _mm256_loadu_si256((const __m256i*)q5); q5 += 32;
+
+            const __m256i q5l_0 = _mm256_and_si256(q5bits, m4);
+            const __m256i q5h_0 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_and_si256(hbits, hmask), bit++), 4);
+            const __m256i q5_0  = _mm256_add_epi8(q5l_0, q5h_0);
+            hmask = _mm256_slli_epi16(hmask, 1);
+
+            const __m256i q5l_1 = _mm256_and_si256(_mm256_srli_epi16(q5bits, 4), m4);
+            const __m256i q5h_1 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_and_si256(hbits, hmask), bit++), 4);
+            const __m256i q5_1  = _mm256_add_epi8(q5l_1, q5h_1);
+            hmask = _mm256_slli_epi16(hmask, 1);
+
+            const __m256i q8_0 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+
+            __m256i p16_0 = _mm256_maddubs_epi16(q5_0, q8_0);
+            __m256i p16_1 = _mm256_maddubs_epi16(q5_1, q8_1);
+
+            p16_0 = _mm256_madd_epi16(scale_0, p16_0);
+            p16_1 = _mm256_madd_epi16(scale_1, p16_1);
+
+            sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p16_0, p16_1));
+
+        }
+
+        __m256 vd = _mm256_set1_ps(d);
+        acc = _mm256_fmadd_ps(vd, _mm256_cvtepi32_ps(sumi), acc);
+
+    }
+
+    *s = hsum_float_8(acc) + summs;
+
+#elif defined __AVX__
+
+    const __m128i m4 = _mm_set1_epi8(0xF);
+    const __m128i mzero = _mm_setzero_si128();
+    const __m128i mone  = _mm_set1_epi8(1);
+    const __m128i m2 = _mm_set1_epi8(2);
+
+    __m256 acc = _mm256_setzero_ps();
+
+    float summs = 0.f;
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const uint8_t * GGML_RESTRICT q5 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        const __m128i utmps = _mm_set_epi32(utmp[3], utmp[2], utmp[1], utmp[0]);
+        const __m128i scales = _mm_cvtepu8_epi16(utmps);
+        const __m128i mins = _mm_cvtepu8_epi16(_mm_unpackhi_epi64(utmps, utmps));
+
+        const __m128i q8sums_0 = _mm_loadu_si128((const __m128i*)&y[i].bsums[0]);
+        const __m128i q8sums_1 = _mm_loadu_si128((const __m128i*)&y[i].bsums[8]);
+        const __m128i q8s = _mm_hadd_epi16(q8sums_0, q8sums_1);
+        const __m128i prod = _mm_madd_epi16(mins, q8s);
+        const __m128i hsum = _mm_hadd_epi32(_mm_hadd_epi32(prod, mzero), mzero);
+        summs += dmin * _mm_extract_epi32(hsum, 0);
+
+        const __m128i hbits_0 = _mm_loadu_si128((const __m128i*)&x[i].qh[0]);
+        const __m128i hbits_1 = _mm_loadu_si128((const __m128i*)&x[i].qh[16]);
+        __m128i hmask = mone;
+
+        __m128i sumi_0 = _mm_setzero_si128();
+        __m128i sumi_1 = _mm_setzero_si128();
+
+        int bit = 0;
+
+        __m128i shuffle = _mm_set1_epi16(0x0100);
+        for (int j = 0; j < QK_K/64; ++j) {
+
+            const __m128i scale_0 = _mm_shuffle_epi8(scales, shuffle);
+            shuffle = _mm_add_epi16(shuffle, m2);
+            const __m128i scale_1 = _mm_shuffle_epi8(scales, shuffle);
+            shuffle = _mm_add_epi16(shuffle, m2);
+
+            const __m128i q5bits_0 = _mm_loadu_si128((const __m128i*)q5); q5 += 16;
+            const __m128i q5bits_1 = _mm_loadu_si128((const __m128i*)q5); q5 += 16;
+
+            __m128i q5l_0 = _mm_and_si128(q5bits_0, m4);
+            __m128i q5l_1 = _mm_and_si128(q5bits_1, m4);
+            __m128i q5h_0 = _mm_slli_epi16(_mm_srli_epi16(_mm_and_si128(hbits_0, hmask), bit), 4);
+            __m128i q5h_1 = _mm_slli_epi16(_mm_srli_epi16(_mm_and_si128(hbits_1, hmask), bit++), 4);
+            __m128i q5_0  = _mm_add_epi8(q5l_0, q5h_0);
+            __m128i q5_1  = _mm_add_epi8(q5l_1, q5h_1);
+            hmask = _mm_slli_epi16(hmask, 1);
+
+            __m128i q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            __m128i q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            __m128i p16_0 = _mm_maddubs_epi16(q5_0, q8_0);
+            __m128i p16_1 = _mm_maddubs_epi16(q5_1, q8_1);
+            p16_0 = _mm_madd_epi16(scale_0, p16_0);
+            p16_1 = _mm_madd_epi16(scale_0, p16_1);
+
+            q5l_0 = _mm_and_si128(_mm_srli_epi16(q5bits_0, 4), m4);
+            q5l_1 = _mm_and_si128(_mm_srli_epi16(q5bits_1, 4), m4);
+            q5h_0 = _mm_slli_epi16(_mm_srli_epi16(_mm_and_si128(hbits_0, hmask), bit), 4);
+            q5h_1 = _mm_slli_epi16(_mm_srli_epi16(_mm_and_si128(hbits_1, hmask), bit++), 4);
+            q5_0  = _mm_add_epi8(q5l_0, q5h_0);
+            q5_1  = _mm_add_epi8(q5l_1, q5h_1);
+            hmask = _mm_slli_epi16(hmask, 1);
+
+            q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            __m128i p16_2 = _mm_maddubs_epi16(q5_0, q8_0);
+            __m128i p16_3 = _mm_maddubs_epi16(q5_1, q8_1);
+            p16_2 = _mm_madd_epi16(scale_1, p16_2);
+            p16_3 = _mm_madd_epi16(scale_1, p16_3);
+
+            sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p16_0, p16_2));
+            sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p16_1, p16_3));
+
+        }
+
+        __m256 vd = _mm256_set1_ps(d);
+        __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0);
+        acc = _mm256_add_ps(_mm256_mul_ps(vd, _mm256_cvtepi32_ps(sumi)), acc);
+
+    }
+
+    *s = hsum_float_8(acc) + summs;
+
+#elif defined __wasm_simd128__
+    //const uint8_t * scales = (const uint8_t*)&utmp[0];
+    float sumf = 0;
+
+    for (int i = 0; i < nb; ++i) {
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); // Fixed sign
+
+        const uint8_t * GGML_RESTRICT q5 = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        // Process scales and mins
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        // Sum mins * q8sums
+        int32_t sumi_mins = 0;
+        const int16_t * GGML_RESTRICT q8sums = y[i].bsums;
+        const uint8_t * m = (const uint8_t *)&utmp[2];
+        for (int j = 0; j < 16; j += 2) {
+            sumi_mins += (q8sums[j] + q8sums[j+1]) * m[j/2];
+        }
+        sumf -= dmin * sumi_mins; // Correct subtraction
+
+        v128_t qh0 = wasm_v128_load(qh);
+        v128_t qh1 = wasm_v128_load(qh + 16);
+        const uint8_t * sc = (const uint8_t *)utmp;
+
+        int32_t sumi = 0;
+
+        for (int j = 0; j < QK_K/64; ++j) {
+            const int shift = j * 2;
+            v128_t qh_shift0 = wasm_u8x16_shr(qh0, shift);
+            v128_t qh_shift1 = wasm_u8x16_shr(qh1, shift);
+
+            v128_t qh_low0 = wasm_i8x16_shl(wasm_v128_and(qh_shift0, wasm_i8x16_splat(0x01)), 4);
+            v128_t qh_high0 = wasm_i8x16_shl(wasm_v128_and(qh_shift0, wasm_i8x16_splat(0x02)), 3);
+            v128_t qh_low1 = wasm_i8x16_shl(wasm_v128_and(qh_shift1, wasm_i8x16_splat(0x01)), 4);
+            v128_t qh_high1 = wasm_i8x16_shl(wasm_v128_and(qh_shift1, wasm_i8x16_splat(0x02)), 3);
+
+            v128_t q5_0 = wasm_v128_load(q5);
+            v128_t q5_1 = wasm_v128_load(q5 + 16);
+            q5 += 32;
+
+            v128_t q5l_0 = wasm_v128_or(wasm_v128_and(q5_0, wasm_i8x16_splat(0x0F)), qh_low0);
+            v128_t q5h_0 = wasm_v128_or(wasm_u8x16_shr(q5_0, 4), qh_high0);
+            v128_t q5l_1 = wasm_v128_or(wasm_v128_and(q5_1, wasm_i8x16_splat(0x0F)), qh_low1);
+            v128_t q5h_1 = wasm_v128_or(wasm_u8x16_shr(q5_1, 4), qh_high1);
+
+            v128_t q8_0 = wasm_v128_load(q8);
+            v128_t q8_1 = wasm_v128_load(q8 + 16);
+            v128_t q8_2 = wasm_v128_load(q8 + 32);
+            v128_t q8_3 = wasm_v128_load(q8 + 48);
+            q8 += 64;
+
+            // Process low quants
+            v128_t pl0 = wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_low_i8x16(q5l_0),
+                wasm_i16x8_extend_low_i8x16(q8_0)
+            );
+            pl0 = wasm_i32x4_add(pl0, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_high_i8x16(q5l_0),
+                wasm_i16x8_extend_high_i8x16(q8_0)
+            ));
+            v128_t pl1 = wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_low_i8x16(q5l_1),
+                wasm_i16x8_extend_low_i8x16(q8_1)
+            );
+            pl1 = wasm_i32x4_add(pl1, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_high_i8x16(q5l_1),
+                wasm_i16x8_extend_high_i8x16(q8_1)
+            ));
+            v128_t sum_low = wasm_i32x4_add(pl0, pl1);
+
+            // Process high quants
+            v128_t ph0 = wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_low_i8x16(q5h_0),
+                wasm_i16x8_extend_low_i8x16(q8_2)
+            );
+            ph0 = wasm_i32x4_add(ph0, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_high_i8x16(q5h_0),
+                wasm_i16x8_extend_high_i8x16(q8_2)
+            ));
+            v128_t ph1 = wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_low_i8x16(q5h_1),
+                wasm_i16x8_extend_low_i8x16(q8_3)
+            );
+            ph1 = wasm_i32x4_add(ph1, wasm_i32x4_dot_i16x8(
+                wasm_i16x8_extend_high_i8x16(q5h_1),
+                wasm_i16x8_extend_high_i8x16(q8_3)
+            ));
+            v128_t sum_high = wasm_i32x4_add(ph0, ph1);
+
+            // Accumulate with scale factors
+            int32_t sl = wasm_i32x4_extract_lane(sum_low, 0) + wasm_i32x4_extract_lane(sum_low, 1) +
+                        wasm_i32x4_extract_lane(sum_low, 2) + wasm_i32x4_extract_lane(sum_low, 3);
+            int32_t sh = wasm_i32x4_extract_lane(sum_high, 0) + wasm_i32x4_extract_lane(sum_high, 1) +
+                        wasm_i32x4_extract_lane(sum_high, 2) + wasm_i32x4_extract_lane(sum_high, 3);
+
+            sumi += sl * sc[2*j] + sh * sc[2*j+1];
+        }
+
+        sumf += d * sumi;
+    }
+
+    *s = sumf;
+
+#elif defined __riscv_v_intrinsic
+
+    const uint8_t * scales = (const uint8_t*)&utmp[0];
+    const uint8_t * mins   = (const uint8_t*)&utmp[2];
+
+    float sumf = 0;
+    float sums = 0.0;
+
+    size_t vl;
+
+    for (int i = 0; i < nb; ++i) {
+
+        vl = 8;
+
+        const uint8_t * GGML_RESTRICT q5 = x[i].qs;
+        const uint8_t * GGML_RESTRICT hm = x[i].qh;
+        const  int8_t * GGML_RESTRICT q8 = y[i].qs;
+
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const float dmin = GGML_FP16_TO_FP32(x[i].dmin) * y[i].d;
+
+        vint16m1_t q8sums_0 = __riscv_vlse16_v_i16m1(y[i].bsums, 4, vl);
+        vint16m1_t q8sums_1 = __riscv_vlse16_v_i16m1(y[i].bsums+1, 4, vl);
+        vint16m1_t q8sums = __riscv_vadd_vv_i16m1(q8sums_0, q8sums_1, vl);
+
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        vuint8mf2_t mins8 = __riscv_vle8_v_u8mf2(mins, vl);
+        vint16m1_t v_mins = __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(mins8, vl));
+        vint32m2_t prod = __riscv_vwmul_vv_i32m2(q8sums, v_mins, vl);
+
+        vint32m1_t sumi = __riscv_vredsum_vs_i32m2_i32m1(prod, __riscv_vmv_v_x_i32m1(0, 1), vl);
+        sumf -= dmin * __riscv_vmv_x_s_i32m1_i32(sumi);
+
+        vl = 32;
+        int32_t aux32 = 0;
+        int is = 0;
+
+        uint8_t m = 1;
+        vint32m1_t vzero = __riscv_vmv_v_x_i32m1(0, 1);
+        vuint8m2_t vqh = __riscv_vle8_v_u8m2(hm, vl);
+
+        for (int j = 0; j < QK_K/64; ++j) {
+            // load Q5 and Q8
+            vuint8m2_t q5_x = __riscv_vle8_v_u8m2(q5, vl);
+            vint8m2_t  q8_y1 = __riscv_vle8_v_i8m2(q8, vl);
+            vint8m2_t  q8_y2 = __riscv_vle8_v_i8m2(q8+32, vl);
+
+            // compute mask for addition
+            vint8m2_t q5_a = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vand_vx_u8m2(q5_x, 0x0F, vl));
+            vuint8m2_t qh_m1 = __riscv_vand_vx_u8m2(vqh, m, vl);
+            vbool4_t vmask_1 = __riscv_vmsne_vx_u8m2_b4(qh_m1, 0, vl);
+            vint8m2_t q5_m1 = __riscv_vadd_vx_i8m2_mu(vmask_1, q5_a, q5_a, 16, vl);
+            m <<= 1;
+
+            vint8m2_t q5_l = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vsrl_vx_u8m2(q5_x, 0x04, vl));
+            vuint8m2_t qh_m2 = __riscv_vand_vx_u8m2(vqh, m, vl);
+            vbool4_t vmask_2 = __riscv_vmsne_vx_u8m2_b4(qh_m2, 0, vl);
+            vint8m2_t q5_m2 = __riscv_vadd_vx_i8m2_mu(vmask_2, q5_l, q5_l, 16, vl);
+            m <<= 1;
+
+            vint16m4_t v0 = __riscv_vwmul_vv_i16m4(q5_m1, q8_y1, vl);
+            vint16m4_t v1 = __riscv_vwmul_vv_i16m4(q5_m2, q8_y2, vl);
+
+            vint32m8_t vs1 = __riscv_vwmul_vx_i32m8(v0, scales[is++], vl);
+            vint32m8_t vs2 = __riscv_vwmul_vx_i32m8(v1, scales[is++], vl);
+
+            vint32m1_t vacc1 = __riscv_vredsum_vs_i32m8_i32m1(vs1, vzero, vl);
+            vint32m1_t vacc2 = __riscv_vredsum_vs_i32m8_i32m1(vs2, vacc1, vl);
+
+            aux32 += __riscv_vmv_x_s_i32m1_i32(vacc2);
+            q5 += 32;    q8 += 64;
+
+        }
+
+        sums += aux32 * d;
+
+    }
+
+    *s = sumf+sums;
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0xF);
+    const vector signed char lowMask1 = vec_splats((int8_t)0x3f);
+    const vector signed char lowMask2 = vec_splats((int8_t)0x30);
+    const vector int v0 = vec_splats((int32_t)0);
+    const vector unsigned char v1 = vec_splats((unsigned char)0x1);
+    const vector unsigned char v2 = vec_splats((unsigned char)0x2);
+    const vector unsigned char v3 = vec_splats((unsigned char)0x3);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[i].dmin));
+        vector float vdmin = vec_mul(vxmin, vyd);
+
+        UNUSED(kmask1);
+        UNUSED(kmask2);
+        UNUSED(kmask3);
+        UNUSED(utmp);
+
+        vector signed char u0 = (vector signed char)vec_xl_len(x[i].scales, 8);
+        vector signed char u1 = vec_and(vec_sr(u0, v2), lowMask2);
+        vector signed char u2 = (vector signed char)vec_xl_len(x[i].scales + 8, 4);
+        vector signed char u3 = vec_sr(u2, v4);
+
+        vector signed char u30 = u1;
+        vector signed char u31 = (vector signed char)vec_mergeh((vector signed int)vec_and(u2, lowMask), (vector signed int)u3);
+
+        u1 = vec_and(u0, lowMask1);
+        u2 = vec_or(u30, u31);
+
+        vector signed char utmps = (vector signed char)vec_mergeh((vector signed int)u1, (vector signed int)u2);
+
+        vector signed short q8ysums0 = vec_xl( 0, y[i].bsums);
+        vector signed short q8ysums1 = vec_xl(16, y[i].bsums);
+
+        vector signed short vscales = vec_unpackh(utmps);
+
+        vector signed short q5xmins = vec_unpackl(utmps);
+        vector signed short q5xmins0 = vec_mergeh(q5xmins, q5xmins);
+        vector signed short q5xmins1 = vec_mergel(q5xmins, q5xmins);
+
+        vector signed int prod0 = vec_mule(q5xmins0, q8ysums0);
+        vector signed int prod1 = vec_mule(q5xmins1, q8ysums1);
+        vector signed int prod2 = vec_mulo(q5xmins0, q8ysums0);
+        vector signed int prod3 = vec_mulo(q5xmins1, q8ysums1);
+
+        vsumf0 = vec_nmsub(vec_ctf(prod0, 0), vdmin, vsumf0);
+        vsumf1 = vec_nmsub(vec_ctf(prod1, 0), vdmin, vsumf1);
+        vsumf2 = vec_nmsub(vec_ctf(prod2, 0), vdmin, vsumf2);
+        vsumf3 = vec_nmsub(vec_ctf(prod3, 0), vdmin, vsumf3);
+
+        vector signed char qxhs0 = (vector signed char)vec_xl( 0, x[i].qh);
+        vector signed char qxhs1 = (vector signed char)vec_xl(16, x[i].qh);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+
+        const uint8_t * GGML_RESTRICT q5 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        for (int j = 0; j < QK_K/64; ++j) {
+            __builtin_prefetch(q5, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector signed char qxs0 = (vector signed char)vec_xl( 0, q5);
+            vector signed char qxs1 = (vector signed char)vec_xl(16, q5);
+            q5 += 32;
+
+            vector signed char qxs00 = vec_and(qxs0, lowMask);
+            vector signed char qxs01 = vec_sr(qxs0, v4);
+            vector signed char qxs10 = vec_and(qxs1, lowMask);
+            vector signed char qxs11 = vec_sr(qxs1, v4);
+
+            vector signed char q5h00 = vec_sl(vec_and((vector signed char)v1, qxhs0), v4);
+            vector signed char q5h01 = vec_sl(vec_and((vector signed char)v2, qxhs0), v3);
+            vector signed char q5h10 = vec_sl(vec_and((vector signed char)v1, qxhs1), v4);
+            vector signed char q5h11 = vec_sl(vec_and((vector signed char)v2, qxhs1), v3);
+            qxhs0 = vec_sr(qxhs0, v2);
+            qxhs1 = vec_sr(qxhs1, v2);
+
+            vector unsigned char q5x00 = (vector unsigned char)vec_or(q5h00, qxs00);
+            vector unsigned char q5x01 = (vector unsigned char)vec_or(q5h01, qxs01);
+            vector unsigned char q5x10 = (vector unsigned char)vec_or(q5h10, qxs10);
+            vector unsigned char q5x11 = (vector unsigned char)vec_or(q5h11, qxs11);
+
+            vector signed char q8y00 = vec_xl( 0, q8);
+            vector signed char q8y10 = vec_xl(16, q8);
+            vector signed char q8y01 = vec_xl(32, q8);
+            vector signed char q8y11 = vec_xl(48, q8);
+            q8 += 64;
+
+            vector signed int qv00 = vec_msum(q8y00, q5x00, v0);
+            vector signed int qv01 = vec_msum(q8y01, q5x01, v0);
+            vector signed int qv10 = vec_msum(q8y10, q5x10, v0);
+            vector signed int qv11 = vec_msum(q8y11, q5x11, v0);
+
+            vector signed int vscales_h = vec_unpackh(vscales);
+            vector signed int vs0 = vec_splat(vscales_h, 0);
+            vector signed int vs1 = vec_splat(vscales_h, 1);
+            vscales = vec_sld(vscales, vscales, 12);
+
+            vsumi0 = vec_add(vec_mul(qv00, vs0), vsumi0);
+            vsumi1 = vec_add(vec_mul(qv10, vs0), vsumi1);
+            vsumi2 = vec_add(vec_mul(qv01, vs1), vsumi2);
+            vsumi3 = vec_add(vec_mul(qv11, vs1), vsumi3);
+        }
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = vec_extract(vsumf0, 0);
+
+#elif defined __loongarch_asx
+
+    __m256 acc = (__m256)__lasx_xvldi(0);
+    __m128 acc_m = (__m128)__lsx_vldi(0);
+
+    for (int i = 0; i < nb; ++i) {
+
+        const uint8_t * GGML_RESTRICT q5 = x[i].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        const __m128i mins_and_scales128 = lsx_set_w(utmp[3], utmp[2], utmp[1], utmp[0]);
+        const __m128i mins128 = __lsx_vexth_h_b(mins_and_scales128);
+        const __m128i scales128 = __lsx_vsllwil_h_b(mins_and_scales128, 0);
+
+        const __m256i q8sums = __lasx_xvld((const __m256i*)y[i].bsums, 0);
+        const __m128i q8s = lsx_hadd_h(lasx_extracti128(q8sums, 0), lasx_extracti128(q8sums, 1));
+        const __m128i prod = lsx_madd_h(mins128, q8s);
+        acc_m = __lsx_vfmadd_s(__lsx_vreplfr2vr_s(dmin), __lsx_vffint_s_w(prod), acc_m);
+
+        const __m256i scales = lasx_insertf128(scales128, scales128);
+
+        const __m256i hbits = __lasx_xvld((const __m256i*)x[i].qh, 0);
+
+        __m256i sumi = __lasx_xvldi(0);
+
+        for (int j = 0; j < QK_K/64; ++j) {
+
+            const __m256i scale_0 = lasx_xvrepl128vei_h(scales, 2 * j + 0);
+            const __m256i scale_1 = lasx_xvrepl128vei_h(scales, 2 * j + 1);
+
+            const __m256i q5bits = __lasx_xvld((const __m256i*)q5, 0); q5 += 32;
+
+            const __m256i q5l_0 = __lasx_xvandi_b(q5bits, 0xf);
+            const __m256i q5l_1 = __lasx_xvsrli_b(q5bits, 4);
+            const __m256i q5h_0 = __lasx_xvnori_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 2 * j + 0), 0), 0xef);
+            const __m256i q5h_1 = __lasx_xvnori_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 2 * j + 1), 0), 0xef);
+            const __m256i q5_0  = __lasx_xvor_v(q5l_0, q5h_0);
+            const __m256i q5_1  = __lasx_xvor_v(q5l_1, q5h_1);
+
+            const __m256i q8_0 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+
+            __m256i p16_0 = lasx_madd_h_b(q5_0, q8_0);
+            __m256i p16_1 = lasx_madd_h_b(q5_1, q8_1);
+
+            p16_0 = lasx_madd_h(scale_0, p16_0);
+            p16_1 = lasx_madd_h(scale_1, p16_1);
+
+            sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p16_0, p16_1));
+
+        }
+
+        __m256 vd = __lasx_xvreplfr2vr_s(d);
+        acc = __lasx_xvfmadd_s(vd, __lasx_xvffint_s_w(sumi), acc);
+
+    }
+
+    acc_m = __lsx_vfadd_s(acc_m, (__m128)__lsx_vbsrl_v(acc_m, 8));
+    acc_m = __lsx_vfadd_s(acc_m, (__m128)__lsx_vbsrl_v(acc_m, 4));
+
+    *s = hsum_float_8(acc) + ((v4f32)acc_m)[0];
+#elif defined(__VXE__) || defined(__VXE2__)
+    const uint8x16_t v_lm = vec_splat_u8(0x0F);
+    const uint8x16_t v_1m = vec_splat_u8(0x01);
+    const uint8x16_t v_2m = vec_splat_u8(0x02);
+
+    const int32x4_t v_z = vec_splat_s32(0);
+
+    const uchar8x16_t v_minsm = {
+        0x08, 0x09, 0x0A, 0x0B, 0x0C, 0x0D, 0x0E, 0x0F,
+        0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF
+    };
+
+    int8x16_t  q5b[4];
+    uint8x16_t q5h[4];
+
+    uint8x16_t v_xl[2];
+    uint8x16_t v_xh[2];
+    int8x16_t  v_y[4];
+
+    float sumf = 0;
+
+    for (int i = 0; i < nb; ++i) {
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin);
+
+        const int16x8_t v_ysumsl = vec_xl(0 , y[i].bsums);
+        const int16x8_t v_ysumsh = vec_xl(16, y[i].bsums);
+        const int16x8_t v_ysums = vec_padd_s16(v_ysumsl, v_ysumsh);
+
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        const uint8x16_t v_mins16 = vec_xl(0, (const uint8_t *)utmp);
+        const uint8x16_t v_mins8 = vec_perm(v_mins16, v_mins16, v_minsm);
+        const int16x8_t v_minsh = (int16x8_t)vec_unpackh(v_mins8);
+
+        const int32x4_t v_minsho = vec_mulo(v_ysums, v_minsh);
+        const int32x4_t v_minshe = vec_mule(v_ysums, v_minsh);
+        const int32x4_t v_mins = vec_add(v_minsho, v_minshe);
+        const int32_t mins = v_mins[0] + v_mins[1] + v_mins[2] + v_mins[3];
+
+        const uint8_t * scales = (const uint8_t *)utmp;
+        const uint8_t * GGML_RESTRICT x0l = x[i].qs;
+        const uint8_t * GGML_RESTRICT x0h = x[i].qh;
+        const int8_t  * GGML_RESTRICT y0 = y[i].qs;
+
+        v_xh[0] = vec_xl(0 , x0h);
+        v_xh[1] = vec_xl(16, x0h);
+
+        int32_t sumi = 0;
+        for (int j = 0; j < QK_K/64; ++j) {
+            v_xl[0] = vec_xl(0 , x0l);
+            v_xl[1] = vec_xl(16, x0l);
+            x0l += 32;
+
+            v_y[0] = vec_xl(0 , y0);
+            v_y[1] = vec_xl(16, y0);
+            v_y[2] = vec_xl(32, y0);
+            v_y[3] = vec_xl(48, y0);
+            y0 += 64;
+
+            q5h[0] = vec_sl(vec_and(v_1m, v_xh[0]), 4);
+            q5h[1] = vec_sl(vec_and(v_1m, v_xh[1]), 4);
+            q5h[2] = vec_sl(vec_and(v_2m, v_xh[0]), 3);
+            q5h[3] = vec_sl(vec_and(v_2m, v_xh[1]), 3);
+            v_xh[0] = vec_sr(v_xh[0], 2);
+            v_xh[1] = vec_sr(v_xh[1], 2);
+
+            q5b[0] = (int8x16_t)vec_or(vec_and(v_xl[0], v_lm), q5h[0]);
+            q5b[1] = (int8x16_t)vec_or(vec_and(v_xl[1], v_lm), q5h[1]);
+            q5b[2] = (int8x16_t)vec_or(vec_sr(v_xl[0], 4), q5h[2]);
+            q5b[3] = (int8x16_t)vec_or(vec_sr(v_xl[1], 4), q5h[3]);
+
+            int32x4_t sumi0 = ggml_vec_dot(ggml_vec_dot(v_z, q5b[0], v_y[0]), q5b[1], v_y[1]);
+            int32x4_t sumi1 = ggml_vec_dot(ggml_vec_dot(v_z, q5b[2], v_y[2]), q5b[3], v_y[3]);
+
+            sumi += (sumi0[0] + sumi0[1] + sumi0[2] + sumi0[3]) * *scales++;
+            sumi += (sumi1[0] + sumi1[1] + sumi1[2] + sumi1[3]) * *scales++;
+        }
+
+        sumf += d * sumi - dmin * mins;
+    }
+
+    *s = sumf;
+#else
+
+    const uint8_t * scales = (const uint8_t*)&utmp[0];
+    const uint8_t * mins   = (const uint8_t*)&utmp[2];
+
+    int8_t  aux8[QK_K];
+    int16_t aux16[8];
+    float   sums [8];
+    int32_t aux32[8];
+    memset(sums, 0, 8*sizeof(float));
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+        const uint8_t * GGML_RESTRICT q4 = x[i].qs;
+        const uint8_t * GGML_RESTRICT hm = x[i].qh;
+        const  int8_t * GGML_RESTRICT q8 = y[i].qs;
+        memset(aux32, 0, 8*sizeof(int32_t));
+        int8_t * GGML_RESTRICT a = aux8;
+        uint8_t m = 1;
+        for (int j = 0; j < QK_K/64; ++j) {
+            for (int l = 0; l < 32; ++l) a[l] = (int8_t)(q4[l] & 0xF);
+            for (int l = 0; l < 32; ++l) a[l] += (hm[l] & m ? 16 : 0);
+            a += 32; m <<= 1;
+            for (int l = 0; l < 32; ++l) a[l] = (int8_t)(q4[l]  >> 4);
+            for (int l = 0; l < 32; ++l) a[l] += (hm[l] & m ? 16 : 0);
+            a += 32; m <<= 1;
+            q4 += 32;
+        }
+        memcpy(utmp, x[i].scales, 12);
+        utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4);
+        const uint32_t uaux = utmp[1] & kmask1;
+        utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4);
+        utmp[2] = uaux;
+        utmp[0] &= kmask1;
+
+        int sumi = 0;
+        for (int j = 0; j < QK_K/16; ++j) sumi += y[i].bsums[j] * mins[j/2];
+        a = aux8;
+        int is = 0;
+        for (int j = 0; j < QK_K/32; ++j) {
+            int32_t scale = scales[is++];
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+        }
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        for (int l = 0; l < 8; ++l) sums[l] += d * aux32[l];
+        const float dmin = GGML_FP16_TO_FP32(x[i].dmin) * y[i].d;
+        sumf -= dmin * sumi;
+    }
+    for (int l = 0; l < 8; ++l) sumf += sums[l];
+    *s = sumf;
+#endif
+}
+
+void ggml_vec_dot_q6_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_q6_K * GGML_RESTRICT x = vx;
+    const block_q8_K * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#ifdef __ARM_FEATURE_SVE
+    const int vector_length = ggml_cpu_get_sve_cnt()*8;
+    float sum = 0;
+    svuint8_t m4b = svdup_n_u8(0xf);
+    svint32_t vzero = svdup_n_s32(0);
+    svuint8_t mone = svdup_n_u8(0x30);
+    svint8_t q6bytes_1, q6bytes_2, q6bytes_3, q6bytes_4;
+    svuint8_t q6h_1, q6h_2, q6h_3, q6h_4;
+
+    for (int i = 0; i < nb; ++i) {
+        const float d_all = GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q6 = x[i].ql;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const int8_t * GGML_RESTRICT scale = x[i].scales;
+
+        const svbool_t pg16_8 = svptrue_pat_b16(SV_VL8);
+        const svint16_t q8sums_1 = svld1_s16(pg16_8, y[i].bsums);
+        const svint16_t q8sums_2 = svld1_s16(pg16_8, y[i].bsums + 8);
+        const svint16_t q6scales_1 = svunpklo_s16(svld1_s8(svptrue_pat_b8(SV_VL8), scale));
+        const svint16_t q6scales_2 = svunpklo_s16(svld1_s8(svptrue_pat_b8(SV_VL8), scale + 8));
+        const svint64_t prod = svdup_n_s64(0);
+        int32_t isum_mins = svaddv_s64(svptrue_b64(), svadd_s64_x(svptrue_b64(), svdot_s64(prod, q8sums_1, q6scales_1),
+                                                                                 svdot_s64(prod, q8sums_2, q6scales_2)));
+        int32_t isum = 0;
+
+        switch (vector_length) {
+            case 128:
+                {
+                    const svbool_t pg32_4 = svptrue_pat_b32(SV_VL4);
+                    const svbool_t pg8_16 = svptrue_pat_b8(SV_VL16);
+                    svint32_t isum_tmp = svdup_n_s32(0);
+                    for (int j = 0; j < QK_K/128; ++j) {
+                        svuint8_t qhbits_1 = svld1_u8(pg8_16, qh);
+                        svuint8_t qhbits_2 = svld1_u8(pg8_16, qh+16);
+                        qh += 32;
+                        svuint8_t q6bits_1 = svld1_u8(pg8_16, q6);
+                        svuint8_t q6bits_2 = svld1_u8(pg8_16, q6+16);
+                        svuint8_t q6bits_3 = svld1_u8(pg8_16, q6+32);
+                        svuint8_t q6bits_4 = svld1_u8(pg8_16, q6+48);
+                        q6 += 64;
+                        svint8_t q8bytes_1 = svld1_s8(pg8_16, q8);
+                        svint8_t q8bytes_2 = svld1_s8(pg8_16, q8+16);
+                        svint8_t q8bytes_3 = svld1_s8(pg8_16, q8+32);
+                        svint8_t q8bytes_4 = svld1_s8(pg8_16, q8+48);
+                        q8 += 64;
+
+                        q6h_1 = svand_u8_x(pg16_8, mone, svlsl_n_u8_x(pg16_8, qhbits_1, 4));
+                        q6h_2 = svand_u8_x(pg16_8, mone, svlsl_n_u8_x(pg16_8, qhbits_2, 4));
+                        q6h_3 = svand_u8_x(pg16_8, mone, svlsl_n_u8_x(pg16_8, qhbits_1, 2));
+                        q6h_4 = svand_u8_x(pg16_8, mone, svlsl_n_u8_x(pg16_8, qhbits_2, 2));
+                        q6bytes_1 = svreinterpret_s8_u8(svorr_u8_x(pg8_16, svand_u8_x(pg8_16, q6bits_1, m4b), q6h_1));
+                        q6bytes_2 = svreinterpret_s8_u8(svorr_u8_x(pg8_16, svand_u8_x(pg8_16, q6bits_2, m4b), q6h_2));
+                        q6bytes_3 = svreinterpret_s8_u8(svorr_u8_x(pg8_16, svand_u8_x(pg8_16, q6bits_3, m4b), q6h_3));
+                        q6bytes_4 = svreinterpret_s8_u8(svorr_u8_x(pg8_16, svand_u8_x(pg8_16, q6bits_4, m4b), q6h_4));
+                        isum_tmp = svmla_n_s32_x(pg32_4, isum_tmp, svdot_s32(vzero, q6bytes_1, q8bytes_1), scale[0]);
+                        isum_tmp = svmla_n_s32_x(pg32_4, isum_tmp, svdot_s32(vzero, q6bytes_2, q8bytes_2), scale[1]);
+                        isum_tmp = svmla_n_s32_x(pg32_4, isum_tmp, svdot_s32(vzero, q6bytes_3, q8bytes_3), scale[2]);
+                        isum_tmp = svmla_n_s32_x(pg32_4, isum_tmp, svdot_s32(vzero, q6bytes_4, q8bytes_4), scale[3]);
+
+                        scale += 4;
+                        q8bytes_1 = svld1_s8(pg8_16, q8);
+                        q8bytes_2 = svld1_s8(pg8_16, q8+16);
+                        q8bytes_3 = svld1_s8(pg8_16, q8+32);
+                        q8bytes_4 = svld1_s8(pg8_16, q8+48);
+                        q8 += 64;
+
+                        q6h_1 = svand_u8_x(pg16_8, mone, qhbits_1);
+                        q6h_2 = svand_u8_x(pg16_8, mone, qhbits_2);
+                        q6h_3 = svand_u8_x(pg16_8, mone, svlsr_n_u8_x(pg16_8, qhbits_1, 2));
+                        q6h_4 = svand_u8_x(pg16_8, mone, svlsr_n_u8_x(pg16_8, qhbits_2, 2));
+                        q6bytes_1 = svreinterpret_s8_u8(svorr_u8_x(pg8_16, svlsr_n_u8_x(pg8_16, q6bits_1, 4), q6h_1));
+                        q6bytes_2 = svreinterpret_s8_u8(svorr_u8_x(pg8_16, svlsr_n_u8_x(pg8_16, q6bits_2, 4), q6h_2));
+                        q6bytes_3 = svreinterpret_s8_u8(svorr_u8_x(pg8_16, svlsr_n_u8_x(pg8_16, q6bits_3, 4), q6h_3));
+                        q6bytes_4 = svreinterpret_s8_u8(svorr_u8_x(pg8_16, svlsr_n_u8_x(pg8_16, q6bits_4, 4), q6h_4));
+                        isum_tmp = svmla_n_s32_x(pg32_4, isum_tmp, svdot_s32(vzero, q6bytes_1, q8bytes_1), scale[0]);
+                        isum_tmp = svmla_n_s32_x(pg32_4, isum_tmp, svdot_s32(vzero, q6bytes_2, q8bytes_2), scale[1]);
+                        isum_tmp = svmla_n_s32_x(pg32_4, isum_tmp, svdot_s32(vzero, q6bytes_3, q8bytes_3), scale[2]);
+                        isum_tmp = svmla_n_s32_x(pg32_4, isum_tmp, svdot_s32(vzero, q6bytes_4, q8bytes_4), scale[3]);
+                        scale += 4;
+                    }
+                    isum += svaddv_s32(pg32_4, isum_tmp);
+                    sum += d_all * y[i].d * (isum - 32 * isum_mins);
+                }
+                break;
+            case 256:
+            case 512:
+                {
+                    const svbool_t pg8_2 = svptrue_pat_b8(SV_VL2);
+                    const svbool_t pg32_8 = svptrue_pat_b32(SV_VL8);
+                    const svbool_t pg8_32 = svptrue_pat_b8(SV_VL32);
+                    svint32_t isum_tmp = svdup_n_s32(0);
+                    for (int j = 0; j < QK_K/128; j++) {
+                        svuint8_t qhbits_1 = svld1_u8(pg8_32, qh);
+                        qh += 32;
+                        svuint8_t q6bits_1 = svld1_u8(pg8_32, q6);
+                        svuint8_t q6bits_2 = svld1_u8(pg8_32, q6+32);
+                        q6 += 64;
+                        svint8_t q8bytes_1 = svld1_s8(pg8_32, q8);
+                        svint8_t q8bytes_2 = svld1_s8(pg8_32, q8+32);
+                        svint8_t q8bytes_3 = svld1_s8(pg8_32, q8+64);
+                        svint8_t q8bytes_4 = svld1_s8(pg8_32, q8+96);
+                        q8 += 128;
+                        q6h_1 = svand_u8_x(pg8_32, mone, svlsl_n_u8_x(pg8_32, qhbits_1, 4));
+                        q6h_2 = svand_u8_x(pg8_32, mone, svlsl_n_u8_x(pg8_32, qhbits_1, 2));
+                        q6h_3 = svand_u8_x(pg8_32, mone, qhbits_1);
+                        q6h_4 = svand_u8_x(pg8_32, mone, svlsr_n_u8_x(pg8_32, qhbits_1, 2));
+                        q6bytes_1 = svreinterpret_s8_u8(svorr_u8_x(pg8_32, svand_u8_x(pg8_32, q6bits_1, m4b), q6h_1));
+                        q6bytes_2 = svreinterpret_s8_u8(svorr_u8_x(pg8_32, svand_u8_x(pg8_32, q6bits_2, m4b), q6h_2));
+                        q6bytes_3 = svreinterpret_s8_u8(svorr_u8_x(pg8_32, svlsr_n_u8_x(pg8_32, q6bits_1, 4), q6h_3));
+                        q6bytes_4 = svreinterpret_s8_u8(svorr_u8_x(pg8_32, svlsr_n_u8_x(pg8_32, q6bits_2, 4), q6h_4));
+
+                        svint8_t scale_lane_1_tmp = svld1_s8(pg8_2, scale);
+                        scale_lane_1_tmp= svzip1_s8(scale_lane_1_tmp, scale_lane_1_tmp);
+                        scale_lane_1_tmp= svzip1_s8(scale_lane_1_tmp, scale_lane_1_tmp);
+                        svint8_t scale_lane_2_tmp = svld1_s8(pg8_2, scale+2);
+                        scale_lane_2_tmp = svzip1_s8(scale_lane_2_tmp, scale_lane_2_tmp);
+                        scale_lane_2_tmp = svzip1_s8(scale_lane_2_tmp, scale_lane_2_tmp);
+                        svint8_t scale_lane_3_tmp = svld1_s8(pg8_2, scale+4);
+                        scale_lane_3_tmp = svzip1_s8(scale_lane_3_tmp, scale_lane_3_tmp);
+                        scale_lane_3_tmp = svzip1_s8(scale_lane_3_tmp, scale_lane_3_tmp);
+                        svint8_t scale_lane_4_tmp = svld1_s8(pg8_2, scale+6);
+                        scale_lane_4_tmp = svzip1_s8(scale_lane_4_tmp, scale_lane_4_tmp);
+                        scale_lane_4_tmp = svzip1_s8(scale_lane_4_tmp, scale_lane_4_tmp);
+                        svint32_t scale_lane_1 = svunpklo_s32(svunpklo_s16(scale_lane_1_tmp));
+                        svint32_t scale_lane_2 = svunpklo_s32(svunpklo_s16(scale_lane_2_tmp));
+                        svint32_t scale_lane_3 = svunpklo_s32(svunpklo_s16(scale_lane_3_tmp));
+                        svint32_t scale_lane_4 = svunpklo_s32(svunpklo_s16(scale_lane_4_tmp));
+
+                        isum_tmp = svmla_s32_x(pg32_8, isum_tmp, svdot_s32(vzero, q6bytes_1, q8bytes_1), scale_lane_1);
+                        isum_tmp = svmla_s32_x(pg32_8, isum_tmp, svdot_s32(vzero, q6bytes_2, q8bytes_2), scale_lane_2);
+                        isum_tmp = svmla_s32_x(pg32_8, isum_tmp, svdot_s32(vzero, q6bytes_3, q8bytes_3), scale_lane_3);
+                        isum_tmp = svmla_s32_x(pg32_8, isum_tmp, svdot_s32(vzero, q6bytes_4, q8bytes_4), scale_lane_4);
+                        scale += 8;
+                    }
+                    isum += svaddv_s32(pg32_8, isum_tmp);
+                    sum += d_all * y[i].d * (isum - 32 * isum_mins);
+                }
+                break;
+            default:
+                assert(false && "Unsupported vector length");
+                break;
+        }
+    }
+
+    *s = sum;
+
+#elif __ARM_NEON
+    float sum = 0;
+
+    const uint8x16_t m4b = vdupq_n_u8(0xF);
+    const int32x4_t  vzero = vdupq_n_s32(0);
+    //const int8x16_t  m32s = vdupq_n_s8(32);
+
+    const uint8x16_t mone = vdupq_n_u8(3);
+
+    ggml_int8x16x4_t q6bytes;
+    ggml_uint8x16x4_t q6h;
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d_all = GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q6 = x[i].ql;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const int8_t * GGML_RESTRICT scale = x[i].scales;
+
+        const ggml_int16x8x2_t q8sums = ggml_vld1q_s16_x2(y[i].bsums);
+        const int8x16_t scales = vld1q_s8(scale);
+        const ggml_int16x8x2_t q6scales = {{vmovl_s8(vget_low_s8(scales)), vmovl_s8(vget_high_s8(scales))}};
+
+        const int32x4_t prod = vaddq_s32(vaddq_s32(vmull_s16(vget_low_s16 (q8sums.val[0]), vget_low_s16 (q6scales.val[0])),
+                                                   vmull_s16(vget_high_s16(q8sums.val[0]), vget_high_s16(q6scales.val[0]))),
+                                         vaddq_s32(vmull_s16(vget_low_s16 (q8sums.val[1]), vget_low_s16 (q6scales.val[1])),
+                                                   vmull_s16(vget_high_s16(q8sums.val[1]), vget_high_s16(q6scales.val[1]))));
+        int32_t isum_mins = vaddvq_s32(prod);
+
+        int32_t isum = 0;
+
+        for (int j = 0; j < QK_K/128; ++j) {
+
+            ggml_uint8x16x2_t qhbits = ggml_vld1q_u8_x2(qh); qh += 32;
+            ggml_uint8x16x4_t q6bits = ggml_vld1q_u8_x4(q6); q6 += 64;
+            ggml_int8x16x4_t q8bytes = ggml_vld1q_s8_x4(q8); q8 += 64;
+
+            q6h.val[0] = vshlq_n_u8(vandq_u8(mone, qhbits.val[0]), 4);
+            q6h.val[1] = vshlq_n_u8(vandq_u8(mone, qhbits.val[1]), 4);
+            uint8x16_t shifted = vshrq_n_u8(qhbits.val[0], 2);
+            q6h.val[2] = vshlq_n_u8(vandq_u8(mone, shifted), 4);
+            shifted = vshrq_n_u8(qhbits.val[1], 2);
+            q6h.val[3] = vshlq_n_u8(vandq_u8(mone, shifted), 4);
+
+            //q6bytes.val[0] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[0], m4b), q6h.val[0])), m32s);
+            //q6bytes.val[1] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[1], m4b), q6h.val[1])), m32s);
+            //q6bytes.val[2] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[2], m4b), q6h.val[2])), m32s);
+            //q6bytes.val[3] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[3], m4b), q6h.val[3])), m32s);
+            q6bytes.val[0] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[0], m4b), q6h.val[0]));
+            q6bytes.val[1] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[1], m4b), q6h.val[1]));
+            q6bytes.val[2] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[2], m4b), q6h.val[2]));
+            q6bytes.val[3] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[3], m4b), q6h.val[3]));
+
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[0], q8bytes.val[0])) * scale[0] +
+                    vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[1], q8bytes.val[1])) * scale[1] +
+                    vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[2], q8bytes.val[2])) * scale[2] +
+                    vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[3], q8bytes.val[3])) * scale[3];
+
+            scale += 4;
+
+            q8bytes = ggml_vld1q_s8_x4(q8); q8 += 64;
+
+            shifted = vshrq_n_u8(qhbits.val[0], 4);
+            q6h.val[0] = vshlq_n_u8(vandq_u8(mone, shifted), 4);
+            shifted = vshrq_n_u8(qhbits.val[1], 4);
+            q6h.val[1] = vshlq_n_u8(vandq_u8(mone, shifted), 4);
+            shifted = vshrq_n_u8(qhbits.val[0], 6);
+            q6h.val[2] = vshlq_n_u8(vandq_u8(mone, shifted), 4);
+            shifted = vshrq_n_u8(qhbits.val[1], 6);
+            q6h.val[3] = vshlq_n_u8(vandq_u8(mone, shifted), 4);
+
+            //q6bytes.val[0] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[0], 4), q6h.val[0])), m32s);
+            //q6bytes.val[1] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[1], 4), q6h.val[1])), m32s);
+            //q6bytes.val[2] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[2], 4), q6h.val[2])), m32s);
+            //q6bytes.val[3] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[3], 4), q6h.val[3])), m32s);
+            q6bytes.val[0] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[0], 4), q6h.val[0]));
+            q6bytes.val[1] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[1], 4), q6h.val[1]));
+            q6bytes.val[2] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[2], 4), q6h.val[2]));
+            q6bytes.val[3] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[3], 4), q6h.val[3]));
+
+            isum += vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[0], q8bytes.val[0])) * scale[0] +
+                    vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[1], q8bytes.val[1])) * scale[1] +
+                    vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[2], q8bytes.val[2])) * scale[2] +
+                    vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[3], q8bytes.val[3])) * scale[3];
+            scale += 4;
+        }
+        //sum += isum * d_all * y[i].d;
+        sum += d_all * y[i].d * (isum - 32 * isum_mins);
+
+    }
+    *s = sum;
+
+#elif defined __AVX2__
+
+    const __m256i m4 = _mm256_set1_epi8(0xF);
+    const __m256i m2 = _mm256_set1_epi8(3);
+    const __m256i m32s = _mm256_set1_epi8(32);
+
+    __m256 acc = _mm256_setzero_ps();
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].ql;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const __m128i scales = _mm_loadu_si128((const __m128i*)x[i].scales);
+
+        __m256i sumi = _mm256_setzero_si256();
+
+        int is = 0;
+
+        for (int j = 0; j < QK_K/128; ++j) {
+
+            const __m128i scale_0 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 0));
+            const __m128i scale_1 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 1));
+            const __m128i scale_2 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 2));
+            const __m128i scale_3 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 3));
+            is += 4;
+
+            const __m256i q4bits1 = _mm256_loadu_si256((const __m256i*)q4); q4 += 32;
+            const __m256i q4bits2 = _mm256_loadu_si256((const __m256i*)q4); q4 += 32;
+            const __m256i q4bitsH = _mm256_loadu_si256((const __m256i*)qh); qh += 32;
+
+            const __m256i q4h_0 = _mm256_slli_epi16(_mm256_and_si256(q4bitsH, m2), 4);
+            const __m256i q4h_1 = _mm256_slli_epi16(_mm256_and_si256(_mm256_srli_epi16(q4bitsH, 2), m2), 4);
+            const __m256i q4h_2 = _mm256_slli_epi16(_mm256_and_si256(_mm256_srli_epi16(q4bitsH, 4), m2), 4);
+            const __m256i q4h_3 = _mm256_slli_epi16(_mm256_and_si256(_mm256_srli_epi16(q4bitsH, 6), m2), 4);
+
+            const __m256i q4_0 = _mm256_or_si256(_mm256_and_si256(q4bits1, m4), q4h_0);
+            const __m256i q4_1 = _mm256_or_si256(_mm256_and_si256(q4bits2, m4), q4h_1);
+            const __m256i q4_2 = _mm256_or_si256(_mm256_and_si256(_mm256_srli_epi16(q4bits1, 4), m4), q4h_2);
+            const __m256i q4_3 = _mm256_or_si256(_mm256_and_si256(_mm256_srli_epi16(q4bits2, 4), m4), q4h_3);
+
+            const __m256i q8_0 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8_3 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+
+            __m256i q8s_0 = _mm256_maddubs_epi16(m32s, q8_0);
+            __m256i q8s_1 = _mm256_maddubs_epi16(m32s, q8_1);
+            __m256i q8s_2 = _mm256_maddubs_epi16(m32s, q8_2);
+            __m256i q8s_3 = _mm256_maddubs_epi16(m32s, q8_3);
+
+            __m256i p16_0 = _mm256_maddubs_epi16(q4_0, q8_0);
+            __m256i p16_1 = _mm256_maddubs_epi16(q4_1, q8_1);
+            __m256i p16_2 = _mm256_maddubs_epi16(q4_2, q8_2);
+            __m256i p16_3 = _mm256_maddubs_epi16(q4_3, q8_3);
+
+            p16_0 = _mm256_sub_epi16(p16_0, q8s_0);
+            p16_1 = _mm256_sub_epi16(p16_1, q8s_1);
+            p16_2 = _mm256_sub_epi16(p16_2, q8s_2);
+            p16_3 = _mm256_sub_epi16(p16_3, q8s_3);
+
+            p16_0 = _mm256_madd_epi16(_mm256_cvtepi8_epi16(scale_0), p16_0);
+            p16_1 = _mm256_madd_epi16(_mm256_cvtepi8_epi16(scale_1), p16_1);
+            p16_2 = _mm256_madd_epi16(_mm256_cvtepi8_epi16(scale_2), p16_2);
+            p16_3 = _mm256_madd_epi16(_mm256_cvtepi8_epi16(scale_3), p16_3);
+
+            sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p16_0, p16_1));
+            sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p16_2, p16_3));
+
+        }
+
+        acc = _mm256_fmadd_ps(_mm256_broadcast_ss(&d), _mm256_cvtepi32_ps(sumi), acc);
+    }
+
+    *s = hsum_float_8(acc);
+
+#elif defined __AVX__
+
+    const __m128i m3 = _mm_set1_epi8(3);
+    const __m128i m15 = _mm_set1_epi8(15);
+
+    __m256 acc = _mm256_setzero_ps();
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].ql;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        // handle the q6_k -32 offset separately using bsums
+        const __m128i q8sums_0 = _mm_loadu_si128((const __m128i*)y[i].bsums);
+        const __m128i q8sums_1 = _mm_loadu_si128((const __m128i*)y[i].bsums + 1);
+        const __m128i scales = _mm_loadu_si128((const __m128i*)x[i].scales);
+        const __m128i scales_16_0 = _mm_cvtepi8_epi16(scales);
+        const __m128i scales_16_1 = _mm_cvtepi8_epi16(_mm_bsrli_si128(scales, 8));
+        const __m128i q8sclsub_0 = _mm_slli_epi32(_mm_madd_epi16(q8sums_0, scales_16_0), 5);
+        const __m128i q8sclsub_1 = _mm_slli_epi32(_mm_madd_epi16(q8sums_1, scales_16_1), 5);
+
+        __m128i sumi_0 = _mm_setzero_si128();
+        __m128i sumi_1 = _mm_setzero_si128();
+
+        int is = 0;
+
+        for (int j = 0; j < QK_K/128; ++j) {
+
+            const __m128i q4bitsH_0 = _mm_loadu_si128((const __m128i*)qh); qh += 16;
+            const __m128i q4bitsH_1 = _mm_loadu_si128((const __m128i*)qh); qh += 16;
+
+            const __m128i q4h_0 = _mm_slli_epi16(_mm_and_si128(q4bitsH_0, m3), 4);
+            const __m128i q4h_1 = _mm_slli_epi16(_mm_and_si128(q4bitsH_1, m3), 4);
+            const __m128i q4h_2 = _mm_slli_epi16(_mm_and_si128(q4bitsH_0, _mm_set1_epi8(12)), 2);
+            const __m128i q4h_3 = _mm_slli_epi16(_mm_and_si128(q4bitsH_1, _mm_set1_epi8(12)), 2);
+            const __m128i q4h_4 = _mm_and_si128(q4bitsH_0, _mm_set1_epi8(48));
+            const __m128i q4h_5 = _mm_and_si128(q4bitsH_1, _mm_set1_epi8(48));
+            const __m128i q4h_6 = _mm_srli_epi16(_mm_and_si128(q4bitsH_0, _mm_set1_epi8(-64)), 2);
+            const __m128i q4h_7 = _mm_srli_epi16(_mm_and_si128(q4bitsH_1, _mm_set1_epi8(-64)), 2);
+
+            const __m128i q4bits1_0 = _mm_loadu_si128((const __m128i*)q4); q4 += 16;
+            const __m128i q4bits1_1 = _mm_loadu_si128((const __m128i*)q4); q4 += 16;
+            const __m128i q4bits2_0 = _mm_loadu_si128((const __m128i*)q4); q4 += 16;
+            const __m128i q4bits2_1 = _mm_loadu_si128((const __m128i*)q4); q4 += 16;
+
+            const __m128i q4_0 = _mm_or_si128(_mm_and_si128(q4bits1_0, m15), q4h_0);
+            const __m128i q4_1 = _mm_or_si128(_mm_and_si128(q4bits1_1, m15), q4h_1);
+            const __m128i q4_2 = _mm_or_si128(_mm_and_si128(q4bits2_0, m15), q4h_2);
+            const __m128i q4_3 = _mm_or_si128(_mm_and_si128(q4bits2_1, m15), q4h_3);
+            const __m128i q4_4 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits1_0, 4), m15), q4h_4);
+            const __m128i q4_5 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits1_1, 4), m15), q4h_5);
+            const __m128i q4_6 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits2_0, 4), m15), q4h_6);
+            const __m128i q4_7 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits2_1, 4), m15), q4h_7);
+
+            const __m128i q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_2 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_3 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_4 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_5 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_6 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+            const __m128i q8_7 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
+
+            __m128i p16_0 = _mm_maddubs_epi16(q4_0, q8_0);
+            __m128i p16_1 = _mm_maddubs_epi16(q4_1, q8_1);
+            __m128i p16_2 = _mm_maddubs_epi16(q4_2, q8_2);
+            __m128i p16_3 = _mm_maddubs_epi16(q4_3, q8_3);
+            __m128i p16_4 = _mm_maddubs_epi16(q4_4, q8_4);
+            __m128i p16_5 = _mm_maddubs_epi16(q4_5, q8_5);
+            __m128i p16_6 = _mm_maddubs_epi16(q4_6, q8_6);
+            __m128i p16_7 = _mm_maddubs_epi16(q4_7, q8_7);
+
+            const __m128i scale_0 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 0));
+            const __m128i scale_1 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 1));
+            const __m128i scale_2 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 2));
+            const __m128i scale_3 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 3));
+            is += 4;
+
+            p16_0 = _mm_madd_epi16(_mm_cvtepi8_epi16(scale_0), p16_0);
+            p16_1 = _mm_madd_epi16(_mm_cvtepi8_epi16(_mm_bsrli_si128(scale_0, 8)), p16_1);
+            p16_2 = _mm_madd_epi16(_mm_cvtepi8_epi16(scale_1), p16_2);
+            p16_3 = _mm_madd_epi16(_mm_cvtepi8_epi16(_mm_bsrli_si128(scale_1, 8)), p16_3);
+            p16_4 = _mm_madd_epi16(_mm_cvtepi8_epi16(scale_2), p16_4);
+            p16_5 = _mm_madd_epi16(_mm_cvtepi8_epi16(_mm_bsrli_si128(scale_2, 8)), p16_5);
+            p16_6 = _mm_madd_epi16(_mm_cvtepi8_epi16(scale_3), p16_6);
+            p16_7 = _mm_madd_epi16(_mm_cvtepi8_epi16(_mm_bsrli_si128(scale_3, 8)), p16_7);
+
+            sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p16_0, p16_2));
+            sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p16_1, p16_3));
+            sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p16_4, p16_6));
+            sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p16_5, p16_7));
+
+        }
+
+        sumi_0 = _mm_sub_epi32(sumi_0, q8sclsub_0);
+        sumi_1 = _mm_sub_epi32(sumi_1, q8sclsub_1);
+        const __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0);
+        acc = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(sumi)), acc);
+    }
+
+    *s = hsum_float_8(acc);
+
+#elif defined __wasm_simd128__
+    int8_t aux8[QK_K] __attribute__((aligned(16)));
+    int32_t aux32[8] __attribute__((aligned(16))) = {0};
+    float sums[8] __attribute__((aligned(16))) = {0};
+
+    for (int i = 0; i < nb; ++i) {
+        // Unpack 6-bit quantized data into aux8 (unchanged)
+        const uint8_t * GGML_RESTRICT q4 = x[i].ql;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        int8_t * a = aux8;
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int l = 0; l < 32; ++l) {
+                a[l +  0] = (int8_t)((q4[l +  0] & 0xF) | (((qh[l] >> 0) & 3) << 4)) - 32;
+                a[l + 32] = (int8_t)((q4[l + 32] & 0xF) | (((qh[l] >> 2) & 3) << 4)) - 32;
+                a[l + 64] = (int8_t)((q4[l +  0] >>  4) | (((qh[l] >> 4) & 3) << 4)) - 32;
+                a[l + 96] = (int8_t)((q4[l + 32] >>  4) | (((qh[l] >> 6) & 3) << 4)) - 32;
+            }
+            a += 128;
+            q4 += 64;
+            qh += 32;
+        }
+
+        const int8_t * GGML_RESTRICT a_ptr = aux8;
+        const int8_t * GGML_RESTRICT q8 = y[i].qs;
+        v128_t acc0 = wasm_i32x4_splat(0);
+        v128_t acc1 = wasm_i32x4_splat(0);
+
+        for (int j = 0; j < QK_K/16; ++j) {
+            const int scale = x[i].scales[j];
+            const v128_t vscale = wasm_i32x4_splat(scale);
+
+            // Load 16 elements from a and q8
+            const v128_t a_vec = wasm_v128_load(a_ptr);
+            const v128_t q8_vec = wasm_v128_load(q8);
+
+            // Process low 8 elements
+            v128_t a_low = wasm_i16x8_extend_low_i8x16(a_vec);
+            v128_t q8_low = wasm_i16x8_extend_low_i8x16(q8_vec);
+            v128_t prod_low = wasm_i16x8_mul(a_low, q8_low);
+            v128_t prod_lo_lo = wasm_i32x4_extend_low_i16x8(prod_low);
+            v128_t prod_lo_hi = wasm_i32x4_extend_high_i16x8(prod_low);
+
+            // Process high 8 elements
+            v128_t a_high = wasm_i16x8_extend_high_i8x16(a_vec);
+            v128_t q8_high = wasm_i16x8_extend_high_i8x16(q8_vec);
+            v128_t prod_high = wasm_i16x8_mul(a_high, q8_high);
+            v128_t prod_hi_lo = wasm_i32x4_extend_low_i16x8(prod_high);
+            v128_t prod_hi_hi = wasm_i32x4_extend_high_i16x8(prod_high);
+
+            // Scale and accumulate
+            prod_lo_lo = wasm_i32x4_mul(prod_lo_lo, vscale);
+            prod_lo_hi = wasm_i32x4_mul(prod_lo_hi, vscale);
+            prod_hi_lo = wasm_i32x4_mul(prod_hi_lo, vscale);
+            prod_hi_hi = wasm_i32x4_mul(prod_hi_hi, vscale);
+
+            acc0 = wasm_i32x4_add(acc0, wasm_i32x4_add(prod_lo_lo, prod_hi_lo));
+            acc1 = wasm_i32x4_add(acc1, wasm_i32x4_add(prod_lo_hi, prod_hi_hi));
+
+            a_ptr += 16;
+            q8 += 16;
+        }
+
+        // Store accumulated results
+        wasm_v128_store(&aux32[0], acc0);
+        wasm_v128_store(&aux32[4], acc1);
+
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        for (int l = 0; l < 8; ++l) {
+            sums[l] += d * aux32[l];
+        }
+    }
+
+    // Sum final results
+    float sumf = 0;
+    for (int l = 0; l < 8; ++l) {
+        sumf += sums[l];
+    }
+    *s = sumf;
+
+#elif defined __riscv_v_intrinsic
+
+    const int vector_length = __riscv_vlenb() * 8;
+    float sumf = 0;
+
+    switch (vector_length) {
+    case 256:
+        for (int i = 0; i < nb; ++i) {
+
+            const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+
+            const uint8_t * GGML_RESTRICT q6 = x[i].ql;
+            const uint8_t * GGML_RESTRICT qh = x[i].qh;
+            const  int8_t * GGML_RESTRICT q8 = y[i].qs;
+
+            const int8_t * GGML_RESTRICT scale = x[i].scales;
+
+            size_t vl;
+
+            vint32m1_t vzero = __riscv_vmv_v_x_i32m1(0, 1);
+
+            int sum_t = 0;
+            int is = 0;
+
+            for (int j = 0; j < QK_K/128; ++j) {
+
+                vl = 32;
+
+                // load qh
+                vuint8m1_t qh_x = __riscv_vle8_v_u8m1(qh, vl);
+
+                // load Q6
+                vuint8m1_t q6_0 = __riscv_vle8_v_u8m1(q6, vl);
+                vuint8m1_t q6_1 = __riscv_vle8_v_u8m1(q6+32, vl);
+
+                vuint8m1_t q6a_0 = __riscv_vand_vx_u8m1(q6_0, 0x0F, vl);
+                vuint8m1_t q6a_1 = __riscv_vand_vx_u8m1(q6_1, 0x0F, vl);
+                vuint8m1_t q6s_0 = __riscv_vsrl_vx_u8m1(q6_0, 0x04, vl);
+                vuint8m1_t q6s_1 = __riscv_vsrl_vx_u8m1(q6_1, 0x04, vl);
+
+                vuint8m1_t qh_0 = __riscv_vand_vx_u8m1(qh_x, 0x03, vl);
+                vuint8m1_t qh_1 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(qh_x, 0x2, vl), 0x03 , vl);
+                vuint8m1_t qh_2 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(qh_x, 0x4, vl), 0x03 , vl);
+                vuint8m1_t qh_3 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(qh_x, 0x6, vl), 0x03 , vl);
+
+                vuint8m1_t qhi_0 = __riscv_vor_vv_u8m1(q6a_0, __riscv_vsll_vx_u8m1(qh_0, 0x04, vl), vl);
+                vuint8m1_t qhi_1 = __riscv_vor_vv_u8m1(q6a_1, __riscv_vsll_vx_u8m1(qh_1, 0x04, vl), vl);
+                vuint8m1_t qhi_2 = __riscv_vor_vv_u8m1(q6s_0, __riscv_vsll_vx_u8m1(qh_2, 0x04, vl), vl);
+                vuint8m1_t qhi_3 = __riscv_vor_vv_u8m1(q6s_1, __riscv_vsll_vx_u8m1(qh_3, 0x04, vl), vl);
+
+                vint8m1_t a_0 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(qhi_0), 32, vl);
+                vint8m1_t a_1 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(qhi_1), 32, vl);
+                vint8m1_t a_2 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(qhi_2), 32, vl);
+                vint8m1_t a_3 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(qhi_3), 32, vl);
+
+                // load Q8 and take product
+                vint16m2_t va_q_0 = __riscv_vwmul_vv_i16m2(a_0, __riscv_vle8_v_i8m1(q8, vl), vl);
+                vint16m2_t va_q_1 = __riscv_vwmul_vv_i16m2(a_1, __riscv_vle8_v_i8m1(q8+32, vl), vl);
+                vint16m2_t va_q_2 = __riscv_vwmul_vv_i16m2(a_2, __riscv_vle8_v_i8m1(q8+64, vl), vl);
+                vint16m2_t va_q_3 = __riscv_vwmul_vv_i16m2(a_3, __riscv_vle8_v_i8m1(q8+96, vl), vl);
+
+                vl = 16;
+
+                vint32m2_t vaux_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_0, 0), scale[is+0], vl);
+                vint32m2_t vaux_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_0, 1), scale[is+1], vl);
+                vint32m2_t vaux_2 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_1, 0), scale[is+2], vl);
+                vint32m2_t vaux_3 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_1, 1), scale[is+3], vl);
+                vint32m2_t vaux_4 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_2, 0), scale[is+4], vl);
+                vint32m2_t vaux_5 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_2, 1), scale[is+5], vl);
+                vint32m2_t vaux_6 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_3, 0), scale[is+6], vl);
+                vint32m2_t vaux_7 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_3, 1), scale[is+7], vl);
+
+                vint32m1_t isum0 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(vaux_0, vaux_1, vl), vzero, vl);
+                vint32m1_t isum1 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(vaux_2, vaux_3, vl), isum0, vl);
+                vint32m1_t isum2 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(vaux_4, vaux_5, vl), isum1, vl);
+                vint32m1_t isum3 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(vaux_6, vaux_7, vl), isum2, vl);
+
+                sum_t += __riscv_vmv_x_s_i32m1_i32(isum3);
+
+                q6 += 64;   qh += 32;   q8 += 128;   is=8;
+
+            }
+
+            sumf += d * sum_t;
+
+        }
+        break;
+    case 128:
+        for (int i = 0; i < nb; ++i) {
+
+            const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+
+            const uint8_t * restrict q6 = x[i].ql;
+            const uint8_t * restrict qh = x[i].qh;
+            const  int8_t * restrict q8 = y[i].qs;
+
+            const int8_t * restrict scale = x[i].scales;
+
+            int sum_t = 0;
+            int t0;
+
+            for (int j = 0; j < QK_K/128; ++j) {
+                __asm__ __volatile__(
+                    "vsetvli zero, %[vl32], e8, m2\n\t"
+                    "vle8.v v4, (%[qh])\n\t"
+                    "vsll.vi v0, v4, 4\n\t"
+                    "vsll.vi v2, v4, 2\n\t"
+                    "vsrl.vi v6, v4, 2\n\t"
+                    "vsetvli zero, %[vl64], e8, m4\n\t"
+                    "vle8.v v8, (%[q6])\n\t"
+                    "vsrl.vi v12, v8, 4\n\t"
+                    "vand.vi v8, v8, 0xF\n\t"
+                    "vsetvli zero, %[vl128], e8, m8\n\t"
+                    "vand.vx v0, v0, %[mask]\n\t"
+                    "vor.vv v8, v8, v0\n\t"
+                    "vle8.v v0, (%[q8])\n\t"
+                    "vsub.vx v8, v8, %[vl32]\n\t"
+                    "vsetvli zero, %[vl64], e8, m4\n\t"
+                    "vwmul.vv v16, v0, v8\n\t"
+                    "vwmul.vv v24, v4, v12\n\t"
+                    "vsetivli zero, 16, e16, m2\n\t"
+                    "vmv.v.x v0, zero\n\t"
+                    "vwredsum.vs v10, v16, v0\n\t"
+                    "vwredsum.vs v9, v18, v0\n\t"
+                    "vwredsum.vs v8, v20, v0\n\t"
+                    "vwredsum.vs v7, v22, v0\n\t"
+                    "vwredsum.vs v11, v24, v0\n\t"
+                    "vwredsum.vs v12, v26, v0\n\t"
+                    "vwredsum.vs v13, v28, v0\n\t"
+                    "vwredsum.vs v14, v30, v0\n\t"
+                    "vsetivli zero, 4, e32, m1\n\t"
+                    "vslideup.vi v10, v9, 1\n\t"
+                    "vslideup.vi v8, v7, 1\n\t"
+                    "vslideup.vi v11, v12, 1\n\t"
+                    "vslideup.vi v13, v14, 1\n\t"
+                    "vslideup.vi v10, v8, 2\n\t"
+                    "vslideup.vi v11, v13, 2\n\t"
+                    "vsetivli zero, 8, e32, m2\n\t"
+                    "vle8.v v2, (%[scale])\n\t"
+                    "vsext.vf4 v4, v2\n\t"
+                    "vmul.vv v2, v4, v10\n\t"
+                    "vredsum.vs v0, v2, v0\n\t"
+                    "vmv.x.s %[t0], v0\n\t"
+                    "add %[sumi], %[sumi], %[t0]"
+                    : [sumi] "+&r" (sum_t), [t0] "=&r" (t0)
+                    : [qh] "r" (qh), [q6] "r" (q6), [q8] "r" (q8), [scale] "r" (scale)
+                    , [vl32] "r" (32), [vl64] "r" (64), [vl128] "r" (128)
+                    , [mask] "r" (0x30)
+                    : "memory"
+                    , "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7"
+                    , "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15"
+                    , "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23"
+                    , "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31"
+                );
+                q6 += 64;   qh += 32;   q8 += 128;   scale += 8;
+            }
+
+            sumf += d * sum_t;
+
+        }
+        break;
+    default:
+        assert(false && "Unsupported vector length");
+        break;
+    }
+
+    *s = sumf;
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0xF);
+    const vector int v0 = vec_splats((int32_t)0);
+    const vector unsigned char v2 = vec_splats((unsigned char)0x2);
+    const vector unsigned char v3 = vec_splats((unsigned char)0x3);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+    const vector unsigned char v6 = vec_splats((unsigned char)0x6);
+    const vector signed char off = vec_splats((signed char)0x20);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+        vector signed int vsumi4 = v0;
+        vector signed int vsumi5 = v0;
+        vector signed int vsumi6 = v0;
+        vector signed int vsumi7 = v0;
+
+        const uint8_t * GGML_RESTRICT q6 = x[i].ql;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t  * GGML_RESTRICT qs = x[i].scales;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        for (int j = 0; j < QK_K/128; ++j) {
+            __builtin_prefetch(q6, 0, 0);
+            __builtin_prefetch(qh, 0, 0);
+            __builtin_prefetch(q8, 0, 0);
+
+            vector signed char qxs0 = (vector signed char)vec_xl( 0, q6);
+            vector signed char qxs1 = (vector signed char)vec_xl(16, q6);
+            vector signed char qxs2 = (vector signed char)vec_xl(32, q6);
+            vector signed char qxs3 = (vector signed char)vec_xl(48, q6);
+            q6 += 64;
+
+            vector signed char qxs00 = vec_and(qxs0, lowMask);
+            vector signed char qxs01 = vec_sr(qxs0, v4);
+            vector signed char qxs10 = vec_and(qxs1, lowMask);
+            vector signed char qxs11 = vec_sr(qxs1, v4);
+            vector signed char qxs20 = vec_and(qxs2, lowMask);
+            vector signed char qxs21 = vec_sr(qxs2, v4);
+            vector signed char qxs30 = vec_and(qxs3, lowMask);
+            vector signed char qxs31 = vec_sr(qxs3, v4);
+
+            vector signed char qxhs0 = (vector signed char)vec_xl( 0, qh);
+            vector signed char qxhs1 = (vector signed char)vec_xl(16, qh);
+            qh += 32;
+
+            vector signed char qxh00 = vec_sl(vec_and((vector signed char)v3, qxhs0), v4);
+            vector signed char qxh01 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs0, v4)), v4);
+            vector signed char qxh10 = vec_sl(vec_and((vector signed char)v3, qxhs1), v4);
+            vector signed char qxh11 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs1, v4)), v4);
+            vector signed char qxh20 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs0, v2)), v4);
+            vector signed char qxh21 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs0, v6)), v4);
+            vector signed char qxh30 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs1, v2)), v4);
+            vector signed char qxh31 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs1, v6)), v4);
+
+            vector signed char q6x00 = vec_sub(vec_or(qxh00, qxs00), off);
+            vector signed char q6x01 = vec_sub(vec_or(qxh01, qxs01), off);
+            vector signed char q6x10 = vec_sub(vec_or(qxh10, qxs10), off);
+            vector signed char q6x11 = vec_sub(vec_or(qxh11, qxs11), off);
+            vector signed char q6x20 = vec_sub(vec_or(qxh20, qxs20), off);
+            vector signed char q6x21 = vec_sub(vec_or(qxh21, qxs21), off);
+            vector signed char q6x30 = vec_sub(vec_or(qxh30, qxs30), off);
+            vector signed char q6x31 = vec_sub(vec_or(qxh31, qxs31), off);
+
+            vector signed char q8y00 = vec_xl(  0, q8);
+            vector signed char q8y10 = vec_xl( 16, q8);
+            vector signed char q8y20 = vec_xl( 32, q8);
+            vector signed char q8y30 = vec_xl( 48, q8);
+            vector signed char q8y01 = vec_xl( 64, q8);
+            vector signed char q8y11 = vec_xl( 80, q8);
+            vector signed char q8y21 = vec_xl( 96, q8);
+            vector signed char q8y31 = vec_xl(112, q8);
+            q8 += 128;
+
+            vector signed short qv00 = vec_add(vec_mule(q6x00, q8y00), vec_mulo(q6x00, q8y00));
+            vector signed short qv10 = vec_add(vec_mule(q6x10, q8y10), vec_mulo(q6x10, q8y10));
+            vector signed short qv20 = vec_add(vec_mule(q6x20, q8y20), vec_mulo(q6x20, q8y20));
+            vector signed short qv30 = vec_add(vec_mule(q6x30, q8y30), vec_mulo(q6x30, q8y30));
+            vector signed short qv01 = vec_add(vec_mule(q6x01, q8y01), vec_mulo(q6x01, q8y01));
+            vector signed short qv11 = vec_add(vec_mule(q6x11, q8y11), vec_mulo(q6x11, q8y11));
+            vector signed short qv21 = vec_add(vec_mule(q6x21, q8y21), vec_mulo(q6x21, q8y21));
+            vector signed short qv31 = vec_add(vec_mule(q6x31, q8y31), vec_mulo(q6x31, q8y31));
+
+            vector signed short vscales = vec_unpackh(vec_xl_len(qs, 8));
+            qs += 8;
+
+            vector signed short vs0 = vec_splat(vscales, 0);
+            vector signed short vs1 = vec_splat(vscales, 1);
+            vector signed short vs2 = vec_splat(vscales, 2);
+            vector signed short vs3 = vec_splat(vscales, 3);
+            vector signed short vs4 = vec_splat(vscales, 4);
+            vector signed short vs5 = vec_splat(vscales, 5);
+            vector signed short vs6 = vec_splat(vscales, 6);
+            vector signed short vs7 = vec_splat(vscales, 7);
+
+            vsumi0 = vec_msum(qv00, vs0, vsumi0);
+            vsumi1 = vec_msum(qv01, vs4, vsumi1);
+            vsumi2 = vec_msum(qv10, vs1, vsumi2);
+            vsumi3 = vec_msum(qv11, vs5, vsumi3);
+            vsumi4 = vec_msum(qv20, vs2, vsumi4);
+            vsumi5 = vec_msum(qv21, vs6, vsumi5);
+            vsumi6 = vec_msum(qv30, vs3, vsumi6);
+            vsumi7 = vec_msum(qv31, vs7, vsumi7);
+        }
+
+        vsumi0 = vec_add(vsumi0, vsumi4);
+        vsumi1 = vec_add(vsumi1, vsumi5);
+        vsumi2 = vec_add(vsumi2, vsumi6);
+        vsumi3 = vec_add(vsumi3, vsumi7);
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = vec_extract(vsumf0, 0);
+
+#elif defined __loongarch_asx
+
+    const __m256i m32s = __lasx_xvreplgr2vr_b(32);
+
+    __m256 acc = (__m256)__lasx_xvldi(0);
+
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q4 = x[i].ql;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        const __m128i scales128 = __lsx_vld((const __m128i*)x[i].scales, 0);
+        const v16i8 shuffle_mask = {0, 2, 4, 6, 8, 10, 12, 14, 1, 3, 5, 7, 9, 11, 13, 15};
+        const __m256i scales_shuffled = lasx_ext8_16(__lsx_vshuf_b(scales128, scales128, (__m128i)shuffle_mask));
+
+        __m256i sumi = __lasx_xvldi(0);
+
+        for (int j = 0; j < QK_K/128; ++j) {
+
+            const __m256i q4bits1 = __lasx_xvld((const __m256i*)q4, 0); q4 += 32;
+            const __m256i q4bits2 = __lasx_xvld((const __m256i*)q4, 0); q4 += 32;
+            const __m256i q4bitsH = __lasx_xvld((const __m256i*)qh, 0); qh += 32;
+
+            const __m256i q4h_0 = __lasx_xvslli_b(__lasx_xvandi_b(q4bitsH, 3), 4);
+            const __m256i q4h_1 = __lasx_xvslli_b(__lasx_xvandi_b(q4bitsH, 3 << 2), 2);
+            const __m256i q4h_2 = __lasx_xvandi_b(q4bitsH, 3 << 4);
+            const __m256i q4h_3 = __lasx_xvsrli_b(__lasx_xvandi_b(q4bitsH, 3 << 6), 2);
+
+            const __m256i q4_0 = __lasx_xvor_v(__lasx_xvandi_b(q4bits1, 0xf), q4h_0);
+            const __m256i q4_1 = __lasx_xvor_v(__lasx_xvandi_b(q4bits2, 0xf), q4h_1);
+            const __m256i q4_2 = __lasx_xvor_v(__lasx_xvsrli_b(q4bits1, 4), q4h_2);
+            const __m256i q4_3 = __lasx_xvor_v(__lasx_xvsrli_b(q4bits2, 4), q4h_3);
+
+            const __m256i q8_0 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_2 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8_3 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+
+            __m256i p16_0 = lasx_madd_h_b(__lasx_xvsub_b(q4_0, m32s), q8_0);
+            __m256i p16_1 = lasx_madd_h_b(__lasx_xvsub_b(q4_1, m32s), q8_1);
+            __m256i p16_2 = lasx_madd_h_b(__lasx_xvsub_b(q4_2, m32s), q8_2);
+            __m256i p16_3 = lasx_madd_h_b(__lasx_xvsub_b(q4_3, m32s), q8_3);
+
+            p16_0 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 0), p16_0);
+            p16_1 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 1), p16_1);
+            p16_2 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 2), p16_2);
+            p16_3 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 3), p16_3);
+
+            sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p16_0, p16_1));
+            sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p16_2, p16_3));
+        }
+
+        acc = __lasx_xvfmadd_s((__m256)__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(sumi), acc);
+    }
+
+    *s = hsum_float_8(acc);
+#elif defined(__VXE__) || defined(__VXE2__)
+    float sum = 0;
+
+    // Lower 4-bit and upper 2-bit masks
+    const uint8x16_t v_lm = vec_splat_u8(0x0F);
+    const uint8x16_t v_um = vec_splat_u8(0x03);
+
+    const int32x4_t v_z = vec_splat_s32(0);
+
+    int8x16_t  q6b[4];
+    uint8x16_t q6h[4];
+
+    uint8x16_t v_xl[4];
+    uint8x16_t v_xh[2];
+    int8x16_t  v_y[4];
+
+    for (int i = 0; i < nb; ++i) {
+        const float d_all = GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT x0l = x[i].ql;
+        const uint8_t * GGML_RESTRICT x0h = x[i].qh;
+        const int8_t  * GGML_RESTRICT y0 = y[i].qs;
+
+        const int8_t  * GGML_RESTRICT scale = x[i].scales;
+
+        const int16x8_t v_ysumsl = vec_xl(0 , y[i].bsums);
+        const int16x8_t v_ysumsh = vec_xl(16, y[i].bsums);
+
+        const int8x16_t v_scale  = vec_xl(0, scale);
+        const int16x8_t v_scalel = vec_unpackh(v_scale);
+        const int16x8_t v_scaleh = vec_unpackl(v_scale);
+
+        const int32x4_t v_minslo = vec_mulo(v_ysumsl, v_scalel);
+        const int32x4_t v_minsle = vec_mule(v_ysumsl, v_scalel);
+        const int32x4_t v_minsho = vec_mulo(v_ysumsh, v_scaleh);
+        const int32x4_t v_minshe = vec_mule(v_ysumsh, v_scaleh);
+        const int32x4_t v_mins = v_minslo + v_minsle + v_minsho + v_minshe;
+
+        const int32_t mins = v_mins[0] + v_mins[1] + v_mins[2] + v_mins[3];
+
+        int32_t isum = 0;
+        for (int j = 0; j < QK_K/128; ++j) {
+            // Load model upper 2 bits
+            v_xh[0] = vec_xl(0 , x0h);
+            v_xh[1] = vec_xl(16, x0h);
+            x0h += 32;
+
+            // Load model lower 4 bits
+            v_xl[0] = vec_xl(0 , x0l);
+            v_xl[1] = vec_xl(16, x0l);
+            v_xl[2] = vec_xl(32, x0l);
+            v_xl[3] = vec_xl(48, x0l);
+            x0l += 64;
+
+            // Load activation quants
+            v_y[0] = vec_xl(0 , y0);
+            v_y[1] = vec_xl(16, y0);
+            v_y[2] = vec_xl(32, y0);
+            v_y[3] = vec_xl(48, y0);
+            y0 += 64;
+
+            q6h[0] = vec_sl(vec_and(v_um, v_xh[0]), 4);
+            q6h[1] = vec_sl(vec_and(v_um, v_xh[1]), 4);
+            uint8x16_t shifted = vec_sr(v_xh[0], 2);
+            q6h[2] = vec_sl(vec_and(v_um, shifted), 4);
+            shifted = vec_sr(v_xh[1], 2);
+            q6h[3] = vec_sl(vec_and(v_um, shifted), 4);
+
+            q6b[0] = (int8x16_t)(vec_or(vec_and(v_xl[0], v_lm), q6h[0]));
+            q6b[1] = (int8x16_t)(vec_or(vec_and(v_xl[1], v_lm), q6h[1]));
+            q6b[2] = (int8x16_t)(vec_or(vec_and(v_xl[2], v_lm), q6h[2]));
+            q6b[3] = (int8x16_t)(vec_or(vec_and(v_xl[3], v_lm), q6h[3]));
+
+            int32x4_t summs0 = ggml_vec_dot(v_z, q6b[0], v_y[0]);
+            int32x4_t summs1 = ggml_vec_dot(v_z, q6b[1], v_y[1]);
+            int32x4_t summs2 = ggml_vec_dot(v_z, q6b[2], v_y[2]);
+            int32x4_t summs3 = ggml_vec_dot(v_z, q6b[3], v_y[3]);
+
+            isum += (summs0[0] + summs0[1] + summs0[2] + summs0[3]) * scale[0] +
+                    (summs1[0] + summs1[1] + summs1[2] + summs1[3]) * scale[1] +
+                    (summs2[0] + summs2[1] + summs2[2] + summs2[3]) * scale[2] +
+                    (summs3[0] + summs3[1] + summs3[2] + summs3[3]) * scale[3];
+
+            scale += 4;
+
+
+            // Load activation quants
+            v_y[0] = vec_xl(0 , y0);
+            v_y[1] = vec_xl(16, y0);
+            v_y[2] = vec_xl(32, y0);
+            v_y[3] = vec_xl(48, y0);
+            y0 += 64;
+
+            shifted = vec_sr(v_xh[0], 4);
+            q6h[0] = vec_sl(vec_and(v_um, shifted), 4);
+            shifted = vec_sr(v_xh[1], 4);
+            q6h[1] = vec_sl(vec_and(v_um, shifted), 4);
+            shifted = vec_sr(v_xh[0], 6);
+            q6h[2] = vec_sl(vec_and(v_um, shifted), 4);
+            shifted = vec_sr(v_xh[1], 6);
+            q6h[3] = vec_sl(vec_and(v_um, shifted), 4);
+
+            q6b[0] = (int8x16_t)(vec_or(vec_sr(v_xl[0], 4), q6h[0]));
+            q6b[1] = (int8x16_t)(vec_or(vec_sr(v_xl[1], 4), q6h[1]));
+            q6b[2] = (int8x16_t)(vec_or(vec_sr(v_xl[2], 4), q6h[2]));
+            q6b[3] = (int8x16_t)(vec_or(vec_sr(v_xl[3], 4), q6h[3]));
+
+            summs0 = ggml_vec_dot(v_z, q6b[0], v_y[0]);
+            summs1 = ggml_vec_dot(v_z, q6b[1], v_y[1]);
+            summs2 = ggml_vec_dot(v_z, q6b[2], v_y[2]);
+            summs3 = ggml_vec_dot(v_z, q6b[3], v_y[3]);
+
+            isum += (summs0[0] + summs0[1] + summs0[2] + summs0[3]) * scale[0] +
+                    (summs1[0] + summs1[1] + summs1[2] + summs1[3]) * scale[1] +
+                    (summs2[0] + summs2[1] + summs2[2] + summs2[3]) * scale[2] +
+                    (summs3[0] + summs3[1] + summs3[2] + summs3[3]) * scale[3];
+
+            scale += 4;
+        }
+
+        sum += d_all * y[i].d * (isum - 32 * mins);
+    }
+
+    *s = sum;
+#else
+
+    int8_t  aux8[QK_K];
+    int16_t aux16[8];
+    float   sums [8];
+    int32_t aux32[8];
+    memset(sums, 0, 8*sizeof(float));
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+        const uint8_t * GGML_RESTRICT q4 = x[i].ql;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const  int8_t * GGML_RESTRICT q8 = y[i].qs;
+        memset(aux32, 0, 8*sizeof(int32_t));
+        int8_t * GGML_RESTRICT a = aux8;
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int l = 0; l < 32; ++l) {
+                a[l +  0] = (int8_t)((q4[l +  0] & 0xF) | (((qh[l] >> 0) & 3) << 4)) - 32;
+                a[l + 32] = (int8_t)((q4[l + 32] & 0xF) | (((qh[l] >> 2) & 3) << 4)) - 32;
+                a[l + 64] = (int8_t)((q4[l +  0] >>  4) | (((qh[l] >> 4) & 3) << 4)) - 32;
+                a[l + 96] = (int8_t)((q4[l + 32] >>  4) | (((qh[l] >> 6) & 3) << 4)) - 32;
+            }
+            a  += 128;
+            q4 += 64;
+            qh += 32;
+        }
+        a = aux8;
+        int is = 0;
+        for (int j = 0; j < QK_K/16; ++j) {
+            int scale = x[i].scales[is++];
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+            for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l];
+            for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l];
+            q8 += 8; a += 8;
+        }
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        for (int l = 0; l < 8; ++l) sums[l] += d * aux32[l];
+    }
+    for (int l = 0; l < 8; ++l) sumf += sums[l];
+    *s = sumf;
+#endif
+}
+
+#if defined (__AVX__) || defined (__AVX2__) || defined (__ARM_NEON) || defined (__POWER9_VECTOR__) || defined(__loongarch_asx)
+static const int8_t keven_signs_q2xs[1024] = {
+     1,  1,  1,  1,  1,  1,  1,  1, -1,  1,  1,  1,  1,  1,  1, -1,  1, -1,  1,  1,  1,  1,  1, -1, -1, -1,  1,  1,  1,  1,  1,  1,
+     1,  1, -1,  1,  1,  1,  1, -1, -1,  1, -1,  1,  1,  1,  1,  1,  1, -1, -1,  1,  1,  1,  1,  1, -1, -1, -1,  1,  1,  1,  1, -1,
+     1,  1,  1, -1,  1,  1,  1, -1, -1,  1,  1, -1,  1,  1,  1,  1,  1, -1,  1, -1,  1,  1,  1,  1, -1, -1,  1, -1,  1,  1,  1, -1,
+     1,  1, -1, -1,  1,  1,  1,  1, -1,  1, -1, -1,  1,  1,  1, -1,  1, -1, -1, -1,  1,  1,  1, -1, -1, -1, -1, -1,  1,  1,  1,  1,
+     1,  1,  1,  1, -1,  1,  1, -1, -1,  1,  1,  1, -1,  1,  1,  1,  1, -1,  1,  1, -1,  1,  1,  1, -1, -1,  1,  1, -1,  1,  1, -1,
+     1,  1, -1,  1, -1,  1,  1,  1, -1,  1, -1,  1, -1,  1,  1, -1,  1, -1, -1,  1, -1,  1,  1, -1, -1, -1, -1,  1, -1,  1,  1,  1,
+     1,  1,  1, -1, -1,  1,  1,  1, -1,  1,  1, -1, -1,  1,  1, -1,  1, -1,  1, -1, -1,  1,  1, -1, -1, -1,  1, -1, -1,  1,  1,  1,
+     1,  1, -1, -1, -1,  1,  1, -1, -1,  1, -1, -1, -1,  1,  1,  1,  1, -1, -1, -1, -1,  1,  1,  1, -1, -1, -1, -1, -1,  1,  1, -1,
+     1,  1,  1,  1,  1, -1,  1, -1, -1,  1,  1,  1,  1, -1,  1,  1,  1, -1,  1,  1,  1, -1,  1,  1, -1, -1,  1,  1,  1, -1,  1, -1,
+     1,  1, -1,  1,  1, -1,  1,  1, -1,  1, -1,  1,  1, -1,  1, -1,  1, -1, -1,  1,  1, -1,  1, -1, -1, -1, -1,  1,  1, -1,  1,  1,
+     1,  1,  1, -1,  1, -1,  1,  1, -1,  1,  1, -1,  1, -1,  1, -1,  1, -1,  1, -1,  1, -1,  1, -1, -1, -1,  1, -1,  1, -1,  1,  1,
+     1,  1, -1, -1,  1, -1,  1, -1, -1,  1, -1, -1,  1, -1,  1,  1,  1, -1, -1, -1,  1, -1,  1,  1, -1, -1, -1, -1,  1, -1,  1, -1,
+     1,  1,  1,  1, -1, -1,  1,  1, -1,  1,  1,  1, -1, -1,  1, -1,  1, -1,  1,  1, -1, -1,  1, -1, -1, -1,  1,  1, -1, -1,  1,  1,
+     1,  1, -1,  1, -1, -1,  1, -1, -1,  1, -1,  1, -1, -1,  1,  1,  1, -1, -1,  1, -1, -1,  1,  1, -1, -1, -1,  1, -1, -1,  1, -1,
+     1,  1,  1, -1, -1, -1,  1, -1, -1,  1,  1, -1, -1, -1,  1,  1,  1, -1,  1, -1, -1, -1,  1,  1, -1, -1,  1, -1, -1, -1,  1, -1,
+     1,  1, -1, -1, -1, -1,  1,  1, -1,  1, -1, -1, -1, -1,  1, -1,  1, -1, -1, -1, -1, -1,  1, -1, -1, -1, -1, -1, -1, -1,  1,  1,
+     1,  1,  1,  1,  1,  1, -1, -1, -1,  1,  1,  1,  1,  1, -1,  1,  1, -1,  1,  1,  1,  1, -1,  1, -1, -1,  1,  1,  1,  1, -1, -1,
+     1,  1, -1,  1,  1,  1, -1,  1, -1,  1, -1,  1,  1,  1, -1, -1,  1, -1, -1,  1,  1,  1, -1, -1, -1, -1, -1,  1,  1,  1, -1,  1,
+     1,  1,  1, -1,  1,  1, -1,  1, -1,  1,  1, -1,  1,  1, -1, -1,  1, -1,  1, -1,  1,  1, -1, -1, -1, -1,  1, -1,  1,  1, -1,  1,
+     1,  1, -1, -1,  1,  1, -1, -1, -1,  1, -1, -1,  1,  1, -1,  1,  1, -1, -1, -1,  1,  1, -1,  1, -1, -1, -1, -1,  1,  1, -1, -1,
+     1,  1,  1,  1, -1,  1, -1,  1, -1,  1,  1,  1, -1,  1, -1, -1,  1, -1,  1,  1, -1,  1, -1, -1, -1, -1,  1,  1, -1,  1, -1,  1,
+     1,  1, -1,  1, -1,  1, -1, -1, -1,  1, -1,  1, -1,  1, -1,  1,  1, -1, -1,  1, -1,  1, -1,  1, -1, -1, -1,  1, -1,  1, -1, -1,
+     1,  1,  1, -1, -1,  1, -1, -1, -1,  1,  1, -1, -1,  1, -1,  1,  1, -1,  1, -1, -1,  1, -1,  1, -1, -1,  1, -1, -1,  1, -1, -1,
+     1,  1, -1, -1, -1,  1, -1,  1, -1,  1, -1, -1, -1,  1, -1, -1,  1, -1, -1, -1, -1,  1, -1, -1, -1, -1, -1, -1, -1,  1, -1,  1,
+     1,  1,  1,  1,  1, -1, -1,  1, -1,  1,  1,  1,  1, -1, -1, -1,  1, -1,  1,  1,  1, -1, -1, -1, -1, -1,  1,  1,  1, -1, -1,  1,
+     1,  1, -1,  1,  1, -1, -1, -1, -1,  1, -1,  1,  1, -1, -1,  1,  1, -1, -1,  1,  1, -1, -1,  1, -1, -1, -1,  1,  1, -1, -1, -1,
+     1,  1,  1, -1,  1, -1, -1, -1, -1,  1,  1, -1,  1, -1, -1,  1,  1, -1,  1, -1,  1, -1, -1,  1, -1, -1,  1, -1,  1, -1, -1, -1,
+     1,  1, -1, -1,  1, -1, -1,  1, -1,  1, -1, -1,  1, -1, -1, -1,  1, -1, -1, -1,  1, -1, -1, -1, -1, -1, -1, -1,  1, -1, -1,  1,
+     1,  1,  1,  1, -1, -1, -1, -1, -1,  1,  1,  1, -1, -1, -1,  1,  1, -1,  1,  1, -1, -1, -1,  1, -1, -1,  1,  1, -1, -1, -1, -1,
+     1,  1, -1,  1, -1, -1, -1,  1, -1,  1, -1,  1, -1, -1, -1, -1,  1, -1, -1,  1, -1, -1, -1, -1, -1, -1, -1,  1, -1, -1, -1,  1,
+     1,  1,  1, -1, -1, -1, -1,  1, -1,  1,  1, -1, -1, -1, -1, -1,  1, -1,  1, -1, -1, -1, -1, -1, -1, -1,  1, -1, -1, -1, -1,  1,
+     1,  1, -1, -1, -1, -1, -1, -1, -1,  1, -1, -1, -1, -1, -1,  1,  1, -1, -1, -1, -1, -1, -1,  1, -1, -1, -1, -1, -1, -1, -1, -1,
+};
+#endif
+
+void ggml_vec_dot_iq2_xxs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_iq2_xxs * GGML_RESTRICT x = vx;
+    const block_q8_K    * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined(__ARM_NEON)
+
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    uint32_t aux32[4];
+    const uint8_t * aux8 = (const uint8_t *)aux32;
+
+    ggml_int8x16x4_t q2u;
+    ggml_int8x16x4_t q2s;
+    ggml_int8x16x4_t q8b;
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+        float sumf1 = 0, sumf2 = 0;
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            q8b = ggml_vld1q_s8_x4(q8); q8 += 64;
+            memcpy(aux32, q2, 4*sizeof(uint32_t)); q2 += 8;
+            q2u.val[0] = vcombine_s8(vld1_s8((const void *)(iq2xxs_grid + aux8[ 0])), vld1_s8((const void *)(iq2xxs_grid + aux8[ 1])));
+            q2u.val[1] = vcombine_s8(vld1_s8((const void *)(iq2xxs_grid + aux8[ 2])), vld1_s8((const void *)(iq2xxs_grid + aux8[ 3])));
+            q2u.val[2] = vcombine_s8(vld1_s8((const void *)(iq2xxs_grid + aux8[ 8])), vld1_s8((const void *)(iq2xxs_grid + aux8[ 9])));
+            q2u.val[3] = vcombine_s8(vld1_s8((const void *)(iq2xxs_grid + aux8[10])), vld1_s8((const void *)(iq2xxs_grid + aux8[11])));
+            q2s.val[0] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[1] >>  0) & 127))), vld1_s8((const void *)(signs64 + ((aux32[1] >>  7) & 127))));
+            q2s.val[1] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[1] >> 14) & 127))), vld1_s8((const void *)(signs64 + ((aux32[1] >> 21) & 127))));
+            q2s.val[2] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[3] >>  0) & 127))), vld1_s8((const void *)(signs64 + ((aux32[3] >>  7) & 127))));
+            q2s.val[3] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[3] >> 14) & 127))), vld1_s8((const void *)(signs64 + ((aux32[3] >> 21) & 127))));
+            q2u.val[0] = vmulq_s8(q2u.val[0], q2s.val[0]);
+            q2u.val[1] = vmulq_s8(q2u.val[1], q2s.val[1]);
+            q2u.val[2] = vmulq_s8(q2u.val[2], q2s.val[2]);
+            q2u.val[3] = vmulq_s8(q2u.val[3], q2s.val[3]);
+            const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[0], q8b.val[0]), q2u.val[1], q8b.val[1]);
+            const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[2], q8b.val[2]), q2u.val[3], q8b.val[3]);
+            sumf1 += vaddvq_s32(p1) * (0.5f + (aux32[1] >> 28));
+            sumf2 += vaddvq_s32(p2) * (0.5f + (aux32[3] >> 28));
+        }
+        sumf += d*(sumf1 + sumf2);
+    }
+    *s = 0.25f * sumf;
+
+#elif defined(__AVX2__)
+
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    uint32_t aux32[4];
+    const uint8_t * aux8 = (const uint8_t *)aux32;
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+        __m256i sumi1 = _mm256_setzero_si256();
+        __m256i sumi2 = _mm256_setzero_si256();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            memcpy(aux32, q2, 4*sizeof(uint32_t)); q2 += 8;
+            const __m256i q2_1 = _mm256_set_epi64x(iq2xxs_grid[aux8[ 3]], iq2xxs_grid[aux8[ 2]], iq2xxs_grid[aux8[1]], iq2xxs_grid[aux8[0]]);
+            const __m256i q2_2 = _mm256_set_epi64x(iq2xxs_grid[aux8[11]], iq2xxs_grid[aux8[10]], iq2xxs_grid[aux8[9]], iq2xxs_grid[aux8[8]]);
+            const __m256i s2_1 = _mm256_set_epi64x(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127],
+                                                   signs64[(aux32[1] >>  7) & 127], signs64[(aux32[1] >>  0) & 127]);
+            const __m256i s2_2 = _mm256_set_epi64x(signs64[(aux32[3] >> 21) & 127], signs64[(aux32[3] >> 14) & 127],
+                                                   signs64[(aux32[3] >>  7) & 127], signs64[(aux32[3] >>  0) & 127]);
+            const __m256i q8s_1 = _mm256_sign_epi8(q8_1, s2_1);
+            const __m256i q8s_2 = _mm256_sign_epi8(q8_2, s2_2);
+            const __m256i dot1  = _mm256_maddubs_epi16(q2_1, q8s_1);
+            const __m256i dot2  = _mm256_maddubs_epi16(q2_2, q8s_2);
+            const uint16_t ls1 = aux32[1] >> 28;
+            const uint16_t ls2 = aux32[3] >> 28;
+            const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_set1_epi16(2*ls1+1));
+            const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_set1_epi16(2*ls2+1));
+            sumi1 = _mm256_add_epi32(sumi1, p1);
+            sumi2 = _mm256_add_epi32(sumi2, p2);
+        }
+
+        accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf);
+
+    }
+
+    *s = 0.125f * hsum_float_8(accumf);
+
+#elif defined(__AVX__)
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    uint32_t aux32[4];
+    const uint8_t * aux8 = (const uint8_t *)aux32;
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+        __m128i sumi1_0 = _mm_setzero_si128();
+        __m128i sumi1_1 = _mm_setzero_si128();
+        __m128i sumi2_0 = _mm_setzero_si128();
+        __m128i sumi2_1 = _mm_setzero_si128();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            memcpy(aux32, q2, 4*sizeof(uint32_t)); q2 += 8;
+            const __m128i q2_1_0 = _mm_set_epi64x(iq2xxs_grid[aux8[1]], iq2xxs_grid[aux8[0]]);
+            const __m128i q2_1_1 = _mm_set_epi64x(iq2xxs_grid[aux8[3]], iq2xxs_grid[aux8[2]]);
+            const __m128i q2_2_0 = _mm_set_epi64x(iq2xxs_grid[aux8[9]], iq2xxs_grid[aux8[8]]);
+            const __m128i q2_2_1 = _mm_set_epi64x(iq2xxs_grid[aux8[11]], iq2xxs_grid[aux8[10]]);
+            const __m128i s2_1_0 = _mm_set_epi64x(signs64[(aux32[1] >>  7) & 127], signs64[(aux32[1] >>  0) & 127]);
+            const __m128i s2_1_1 = _mm_set_epi64x(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127]);
+            const __m128i s2_2_0 = _mm_set_epi64x(signs64[(aux32[3] >>  7) & 127], signs64[(aux32[3] >>  0) & 127]);
+            const __m128i s2_2_1 = _mm_set_epi64x(signs64[(aux32[3] >> 21) & 127], signs64[(aux32[3] >> 14) & 127]);
+            const __m128i q8s_1_0 = _mm_sign_epi8(q8_1_0, s2_1_0);
+            const __m128i q8s_1_1 = _mm_sign_epi8(q8_1_1, s2_1_1);
+            const __m128i q8s_2_0 = _mm_sign_epi8(q8_2_0, s2_2_0);
+            const __m128i q8s_2_1 = _mm_sign_epi8(q8_2_1, s2_2_1);
+            const __m128i dot1_0  = _mm_maddubs_epi16(q2_1_0, q8s_1_0);
+            const __m128i dot1_1  = _mm_maddubs_epi16(q2_1_1, q8s_1_1);
+            const __m128i dot2_0  = _mm_maddubs_epi16(q2_2_0, q8s_2_0);
+            const __m128i dot2_1  = _mm_maddubs_epi16(q2_2_1, q8s_2_1);
+            const uint16_t ls1 = aux32[1] >> 28;
+            const uint16_t ls2 = aux32[3] >> 28;
+            const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_set1_epi16(2*ls1+1));
+            const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_set1_epi16(2*ls1+1));
+            const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_set1_epi16(2*ls2+1));
+            const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_set1_epi16(2*ls2+1));
+            sumi1_0 = _mm_add_epi32(sumi1_0, p1_0);
+            sumi1_1 = _mm_add_epi32(sumi1_1, p1_1);
+            sumi2_0 = _mm_add_epi32(sumi2_0, p2_0);
+            sumi2_1 = _mm_add_epi32(sumi2_1, p2_1);
+        }
+
+        accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf);
+
+    }
+
+    *s = 0.125f * hsum_float_8(accumf);
+
+#elif defined(__POWER9_VECTOR__)
+    const vector int v0 = vec_splats((int32_t)0);
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t  *  GGML_RESTRICT q8 = y[i].qs;
+
+        for (int j = 0; j < QK_K/32; j += 2) {
+            __builtin_prefetch(q2, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            uint32_t aux32[4];
+            const uint8_t * aux8 = (const uint8_t *)aux32;
+
+            memcpy(aux32, q2, 4*sizeof(uint32_t));
+            q2 += 8;
+
+            vector signed long long aux64x2_0 = {*(const int64_t *)(iq2xxs_grid + aux8[ 0]), *(const int64_t *)(iq2xxs_grid + aux8[ 1])};
+            vector signed long long aux64x2_1 = {*(const int64_t *)(iq2xxs_grid + aux8[ 2]), *(const int64_t *)(iq2xxs_grid + aux8[ 3])};
+            vector signed long long aux64x2_2 = {*(const int64_t *)(iq2xxs_grid + aux8[ 8]), *(const int64_t *)(iq2xxs_grid + aux8[ 9])};
+            vector signed long long aux64x2_3 = {*(const int64_t *)(iq2xxs_grid + aux8[10]), *(const int64_t *)(iq2xxs_grid + aux8[11])};
+
+            vector signed long long vsigns0 = {*(const int64_t *)(signs64 + ((aux32[1] >>  0) & 127)), *(const int64_t *)(signs64 + ((aux32[1] >>  7) & 127))};
+            vector signed long long vsigns1 = {*(const int64_t *)(signs64 + ((aux32[1] >> 14) & 127)), *(const int64_t *)(signs64 + ((aux32[1] >> 21) & 127))};
+            vector signed long long vsigns2 = {*(const int64_t *)(signs64 + ((aux32[3] >>  0) & 127)), *(const int64_t *)(signs64 + ((aux32[3] >>  7) & 127))};
+            vector signed long long vsigns3 = {*(const int64_t *)(signs64 + ((aux32[3] >> 14) & 127)), *(const int64_t *)(signs64 + ((aux32[3] >> 21) & 127))};
+
+            vector signed char q2x0 = (vector signed char)vec_mul((vector signed char)vsigns0, (vector signed char)aux64x2_0);
+            vector signed char q2x1 = (vector signed char)vec_mul((vector signed char)vsigns1, (vector signed char)aux64x2_1);
+            vector signed char q2x2 = (vector signed char)vec_mul((vector signed char)vsigns2, (vector signed char)aux64x2_2);
+            vector signed char q2x3 = (vector signed char)vec_mul((vector signed char)vsigns3, (vector signed char)aux64x2_3);
+
+            vector signed char q8y0 = vec_xl( 0, q8);
+            vector signed char q8y1 = vec_xl(16, q8);
+            vector signed char q8y2 = vec_xl(32, q8);
+            vector signed char q8y3 = vec_xl(48, q8);
+            q8 += 64;
+
+            vector signed short qv0 = vec_add(vec_mule(q2x0, q8y0), vec_mulo(q2x0, q8y0));
+            vector signed short qv1 = vec_add(vec_mule(q2x1, q8y1), vec_mulo(q2x1, q8y1));
+            vector signed short qv2 = vec_add(vec_mule(q2x2, q8y2), vec_mulo(q2x2, q8y2));
+            vector signed short qv3 = vec_add(vec_mule(q2x3, q8y3), vec_mulo(q2x3, q8y3));
+
+            const uint16_t ls0 = aux32[1] >> 28;
+            const uint16_t ls1 = aux32[3] >> 28;
+
+            vector signed short vscales01 = vec_splats((int16_t)(2*ls0+1));
+            vector signed short vscales23 = vec_splats((int16_t)(2*ls1+1));
+
+            vsumi0 = vec_msum(qv0, vscales01, vsumi0);
+            vsumi1 = vec_msum(qv1, vscales01, vsumi1);
+            vsumi2 = vec_msum(qv2, vscales23, vsumi2);
+            vsumi3 = vec_msum(qv3, vscales23, vsumi3);
+        }
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = 0.125f * vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    uint32_t aux32[4];
+    const uint8_t * aux8 = (const uint8_t *)aux32;
+
+    __m256 accumf = (__m256)__lasx_xvldi(0);
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+        __m256i sumi1 = __lasx_xvldi(0);
+        __m256i sumi2 = __lasx_xvldi(0);
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            memcpy(aux32, q2, 4*sizeof(uint32_t)); q2 += 8;
+
+            const __m256i q2_1 = lasx_set_d(iq2xxs_grid[aux8[ 3]], iq2xxs_grid[aux8[ 2]], iq2xxs_grid[aux8[1]], iq2xxs_grid[aux8[0]]);
+            const __m256i q2_2 = lasx_set_d(iq2xxs_grid[aux8[11]], iq2xxs_grid[aux8[10]], iq2xxs_grid[aux8[9]], iq2xxs_grid[aux8[8]]);
+            const __m256i s2_1 = lasx_set_d(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127],
+                                                   signs64[(aux32[1] >>  7) & 127], signs64[(aux32[1] >>  0) & 127]);
+            const __m256i s2_2 = lasx_set_d(signs64[(aux32[3] >> 21) & 127], signs64[(aux32[3] >> 14) & 127],
+                                                   signs64[(aux32[3] >>  7) & 127], signs64[(aux32[3] >>  0) & 127]);
+            const __m256i q8s_1 = __lasx_xvsigncov_b(s2_1, q8_1);
+            const __m256i q8s_2 = __lasx_xvsigncov_b(s2_2, q8_2);
+            const __m256i dot1  = lasx_maddubs_h(q2_1, q8s_1);
+            const __m256i dot2  = lasx_maddubs_h(q2_2, q8s_2);
+            const uint16_t ls1 = aux32[1] >> 28;
+            const uint16_t ls2 = aux32[3] >> 28;
+            const __m256i p1 = lasx_madd_h(dot1, __lasx_xvreplgr2vr_h(2*ls1+1));
+            const __m256i p2 = lasx_madd_h(dot2, __lasx_xvreplgr2vr_h(2*ls2+1));
+            sumi1 = __lasx_xvadd_w(sumi1, p1);
+            sumi2 = __lasx_xvadd_w(sumi2, p2);
+        }
+
+        accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf);
+    }
+
+    *s = 0.125f * hsum_float_8(accumf);
+//#elif defined(__VXE__) || defined(__VXE2__)
+//    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+//
+//    uint32_t aux32[4];
+//    const uint8_t * aux8 = (const uint8_t *)aux32;
+//
+//    float sumf = 0;
+//
+//    for (int i = 0; i < nb; ++i) {
+//        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+//        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+//        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+//
+//        float sumf1 = 0, sumf2 = 0;
+//
+//        for (int ib32 = 0; ib32 < QK_K/32; ib += 2) {
+//            int8x16_t q8b0 = vec_xl( 0, q8);
+//            int8x16_t qb81 = vec_xl(16, q8);
+//            int8x16_t q8b2 = vec_xl(32, q8);
+//            int8x16_t q8b3 = vec_xl(48, q8);
+//            q8 += 64;
+//
+//            memcpy(aux32, q2, 4 * sizeof(uint32_t));
+//            q2 += 8;
+//
+//            int8x16_t q2u0 = { *(const int64_t *)(iq2xxs_grid + aux8[ 0]), *(const int64_t *)(iq2xxs_grid + aux8[ 1]) };
+//            int8x16_t q2u1 = { *(const int64_t *)(iq2xxs_grid + aux8[ 2]), *(const int64_t *)(iq2xxs_grid + aux8[ 3]) };
+//            int8x16_t q2u2 = { *(const int64_t *)(iq2xxs_grid + aux8[ 8]), *(const int64_t *)(iq2xxs_grid + aux8[ 9]) };
+//            int8x16_t q2u3 = { *(const int64_t *)(iq2xxs_grid + aux8[10]), *(const int64_t *)(iq2xxs_grid + aux8[11]) };
+//
+//            int8x16_t q2s0 = { *(const int64_t *)(signs64 + ((aux32[1] >>  0) & 127)), *(const int64_t *)(signs64 + ((aux32[1] >>  7) & 127)) };
+//            int8x16_t q2s1 = { *(const int64_t *)(signs64 + ((aux32[1] >> 14) & 127)), *(const int64_t *)(signs64 + ((aux32[1] >> 21) & 127)) };
+//            int8x16_t q2s2 = { *(const int64_t *)(signs64 + ((aux32[3] >>  0) & 127)), *(const int64_t *)(signs64 + ((aux32[3] >>  7) & 127)) };
+//            int8x16_t q2s3 = { *(const int64_t *)(signs64 + ((aux32[3] >> 14) & 127)), *(const int64_t *)(signs64 + ((aux32[3] >> 21) & 127)) };
+//
+//            q2u0 = vec_mul(q2u0, q2s0);
+//            q2u1 = vec_mul(q2u1, q2s1);
+//            q2u2 = vec_mul(q2u2, q2s2);
+//            q2u3 = vec_mul(q2u3, q2s3);
+//
+//            const int32x4_t p1 = ggml_vec_dot(ggml_vec_dot(vec_splat_s32(0), q2u0, q8b0), q2u1, q8b1);
+//            const int32x4_t p2 = ggml_vec_dot(ggml_vec_dot(vec_splat_s32(0), q2u2, q8b2), q2u3, q8b3);
+//
+//            sumf1 += (p1[0] + p1[1] + p1[2] + p1[3]) * (0.5f + (aux32[1] >> 28));
+//            sumf2 += (p2[0] + p2[1] + p2[2] + p2[3]) * (0.5f + (aux32[3] >> 28));
+//        }
+//
+//        sumf += d * (sumf1 + sumf2);
+//    }
+//
+//    *s = 0.25f * sumf;
+#else
+
+    uint32_t aux32[2];
+    const uint8_t * aux8 = (const uint8_t *)aux32;
+
+    float sumf = 0.f;
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+        int32_t bsum = 0;
+        for (int ib32 = 0; ib32 < QK_K/32; ++ib32) {
+            memcpy(aux32, q2, 2*sizeof(uint32_t));
+            q2 += 4;
+            const uint32_t ls = 2*(aux32[1] >> 28) + 1;
+            int32_t sumi = 0;
+            for (int l = 0; l < 4; ++l) {
+                const uint8_t * grid = (const uint8_t *)(iq2xxs_grid + aux8[l]);
+                const uint8_t  signs = ksigns_iq2xs[(aux32[1] >> 7*l) & 127];
+                for (int j = 0; j < 8; ++j) {
+                    sumi += grid[j] * q8[j] * (signs & kmask_iq2xs[j] ? -1 : 1);
+                }
+                q8 += 8;
+            }
+            bsum += sumi * ls;
+        }
+        sumf += d * bsum;
+    }
+    *s = 0.125f * sumf;
+#endif
+}
+
+void ggml_vec_dot_iq2_xs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_iq2_xs * GGML_RESTRICT x = vx;
+    const block_q8_K   * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined(__ARM_NEON)
+
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    ggml_int8x16x4_t q2u;
+    ggml_int8x16x4_t q2s;
+    ggml_int8x16x4_t q8b;
+
+    int32x4x4_t scales32;
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+        const uint8x8_t scales8 = vld1_u8(x[i].scales);
+        const uint8x8_t scales_l = vand_u8(scales8, vdup_n_u8(0xf));
+        const uint8x8_t scales_h = vshr_n_u8(scales8, 4);
+        uint8x16_t scales = vcombine_u8(vzip1_u8(scales_l, scales_h), vzip2_u8(scales_l, scales_h));
+        scales = vaddq_u8(vshlq_n_u8(scales, 1), vdupq_n_u8(1));
+        const uint16x8_t scales1 = vmovl_u8(vget_low_u8(scales));
+        const uint16x8_t scales2 = vmovl_u8(vget_high_u8(scales));
+        scales32.val[0] = vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(scales1)));
+        scales32.val[1] = vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(scales1)));
+        scales32.val[2] = vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(scales2)));
+        scales32.val[3] = vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(scales2)));
+        int32x4_t sumi = vdupq_n_s32(0);
+        for (int ib64 = 0; ib64 < QK_K/64; ++ib64) {
+            q8b = ggml_vld1q_s8_x4(q8); q8 += 64;
+            q2u.val[0] = vcombine_s8(vld1_s8((const void *)(iq2xs_grid + (q2[0] & 511))), vld1_s8((const void *)(iq2xs_grid + (q2[1] & 511))));
+            q2u.val[1] = vcombine_s8(vld1_s8((const void *)(iq2xs_grid + (q2[2] & 511))), vld1_s8((const void *)(iq2xs_grid + (q2[3] & 511))));
+            q2u.val[2] = vcombine_s8(vld1_s8((const void *)(iq2xs_grid + (q2[4] & 511))), vld1_s8((const void *)(iq2xs_grid + (q2[5] & 511))));
+            q2u.val[3] = vcombine_s8(vld1_s8((const void *)(iq2xs_grid + (q2[6] & 511))), vld1_s8((const void *)(iq2xs_grid + (q2[7] & 511))));
+            q2s.val[0] = vcombine_s8(vld1_s8((const void *)(signs64 + (q2[0] >> 9))), vld1_s8((const void *)(signs64 + (q2[1] >> 9))));
+            q2s.val[1] = vcombine_s8(vld1_s8((const void *)(signs64 + (q2[2] >> 9))), vld1_s8((const void *)(signs64 + (q2[3] >> 9))));
+            q2s.val[2] = vcombine_s8(vld1_s8((const void *)(signs64 + (q2[4] >> 9))), vld1_s8((const void *)(signs64 + (q2[5] >> 9))));
+            q2s.val[3] = vcombine_s8(vld1_s8((const void *)(signs64 + (q2[6] >> 9))), vld1_s8((const void *)(signs64 + (q2[7] >> 9))));
+            q2u.val[0] = vmulq_s8(q2u.val[0], q2s.val[0]);
+            q2u.val[1] = vmulq_s8(q2u.val[1], q2s.val[1]);
+            q2u.val[2] = vmulq_s8(q2u.val[2], q2s.val[2]);
+            q2u.val[3] = vmulq_s8(q2u.val[3], q2s.val[3]);
+            const int32x4_t p1 = ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[0], q8b.val[0]);
+            const int32x4_t p2 = ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[1], q8b.val[1]);
+            const int32x4_t p3 = ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[2], q8b.val[2]);
+            const int32x4_t p4 = ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[3], q8b.val[3]);
+            const int32x4_t p = vpaddq_s32(vpaddq_s32(p1, p2), vpaddq_s32(p3, p4));
+            sumi = vmlaq_s32(sumi, p, scales32.val[ib64]);
+            q2 += 8;
+        }
+        sumf += d*vaddvq_s32(sumi);
+    }
+    *s = 0.125f * sumf;
+
+#elif defined(__AVX2__)
+
+    const __m256i mone = _mm256_set1_epi8(1);
+    static const char block_sign_shuffle_mask_1[32] = {
+        0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02,
+        0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06,
+    };
+    static const char block_sign_shuffle_mask_2[32] = {
+        0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a,
+        0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e,
+    };
+    static const uint8_t bit_selector_mask_bytes[32] = {
+        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+    };
+
+    const __m256i bit_selector_mask = _mm256_loadu_si256((const __m256i*)bit_selector_mask_bytes);
+    const __m256i block_sign_shuffle_1 = _mm256_loadu_si256((const __m256i*)block_sign_shuffle_mask_1);
+    const __m256i block_sign_shuffle_2 = _mm256_loadu_si256((const __m256i*)block_sign_shuffle_mask_2);
+
+    static const uint8_t k_bit_helper[32] = {
+        0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00,
+        0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00,
+    };
+    const __m256i bit_helper = _mm256_loadu_si256((const __m256i*)k_bit_helper);
+    const __m256i m511 = _mm256_set1_epi16(511);
+    const __m128i m4 = _mm_set1_epi8(0xf);
+    const __m128i m1 = _mm_set1_epi8(1);
+
+    uint64_t aux64;
+
+    // somewhat hacky, but gives a significant boost in performance
+    __m256i aux_gindex;
+    const uint16_t * gindex = (const uint16_t *)&aux_gindex;
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+
+        memcpy(&aux64, x[i].scales, 8);
+        __m128i stmp = _mm_set1_epi64x(aux64);
+        stmp = _mm_unpacklo_epi8(_mm_and_si128(stmp, m4), _mm_and_si128(_mm_srli_epi16(stmp, 4), m4));
+        const __m128i scales = _mm_add_epi8(_mm_slli_epi16(stmp, 1), m1);
+
+        __m256i sumi1 = _mm256_setzero_si256();
+        __m256i sumi2 = _mm256_setzero_si256();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 4) {
+
+            const __m256i q2_data = _mm256_loadu_si256((const __m256i*)q2);  q2 += 16;
+            aux_gindex = _mm256_and_si256(q2_data, m511);
+
+            const __m256i partial_sign_bits = _mm256_srli_epi16(q2_data, 9);
+            const __m256i partial_sign_bits_upper = _mm256_srli_epi16(q2_data, 13);
+            const __m256i partial_sign_bits_for_counting = _mm256_xor_si256(partial_sign_bits, partial_sign_bits_upper);
+
+            const __m256i odd_bits = _mm256_shuffle_epi8(bit_helper, partial_sign_bits_for_counting);
+            const __m256i full_sign_bits = _mm256_or_si256(partial_sign_bits, odd_bits);
+
+            const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q8_3 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q8_4 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+
+            const __m256i q2_1 = _mm256_set_epi64x(iq2xs_grid[gindex[ 3]], iq2xs_grid[gindex[ 2]],
+                                                   iq2xs_grid[gindex[ 1]], iq2xs_grid[gindex[ 0]]);
+            const __m256i q2_2 = _mm256_set_epi64x(iq2xs_grid[gindex[ 7]], iq2xs_grid[gindex[ 6]],
+                                                   iq2xs_grid[gindex[ 5]], iq2xs_grid[gindex[ 4]]);
+            const __m256i q2_3 = _mm256_set_epi64x(iq2xs_grid[gindex[11]], iq2xs_grid[gindex[10]],
+                                                   iq2xs_grid[gindex[ 9]], iq2xs_grid[gindex[ 8]]);
+            const __m256i q2_4 = _mm256_set_epi64x(iq2xs_grid[gindex[15]], iq2xs_grid[gindex[14]],
+                                                   iq2xs_grid[gindex[13]], iq2xs_grid[gindex[12]]);
+
+            const __m128i full_signs_l = _mm256_castsi256_si128(full_sign_bits);
+            const __m128i full_signs_h = _mm256_extractf128_si256(full_sign_bits, 1);
+            const __m256i full_signs_1 = MM256_SET_M128I(full_signs_l, full_signs_l);
+            const __m256i full_signs_2 = MM256_SET_M128I(full_signs_h, full_signs_h);
+
+            __m256i signs;
+            signs = _mm256_shuffle_epi8(full_signs_1, block_sign_shuffle_1);
+            signs = _mm256_cmpeq_epi8(_mm256_and_si256(signs, bit_selector_mask), bit_selector_mask);
+            const __m256i q8s_1 = _mm256_sign_epi8(q8_1, _mm256_or_si256(signs, mone));
+
+            signs = _mm256_shuffle_epi8(full_signs_1, block_sign_shuffle_2);
+            signs = _mm256_cmpeq_epi8(_mm256_and_si256(signs, bit_selector_mask), bit_selector_mask);
+            const __m256i q8s_2 = _mm256_sign_epi8(q8_2, _mm256_or_si256(signs, mone));
+
+            signs = _mm256_shuffle_epi8(full_signs_2, block_sign_shuffle_1);
+            signs = _mm256_cmpeq_epi8(_mm256_and_si256(signs, bit_selector_mask), bit_selector_mask);
+            const __m256i q8s_3 = _mm256_sign_epi8(q8_3, _mm256_or_si256(signs, mone));
+
+            signs = _mm256_shuffle_epi8(full_signs_2, block_sign_shuffle_2);
+            signs = _mm256_cmpeq_epi8(_mm256_and_si256(signs, bit_selector_mask), bit_selector_mask);
+            const __m256i q8s_4 = _mm256_sign_epi8(q8_4, _mm256_or_si256(signs, mone));
+
+            const __m256i dot1  = _mm256_maddubs_epi16(q2_1, q8s_1);
+            const __m256i dot2  = _mm256_maddubs_epi16(q2_2, q8s_2);
+            const __m256i dot3  = _mm256_maddubs_epi16(q2_3, q8s_3);
+            const __m256i dot4  = _mm256_maddubs_epi16(q2_4, q8s_4);
+
+            const __m256i sc1 = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scales, get_scale_shuffle(ib32+0)));
+            const __m256i sc2 = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scales, get_scale_shuffle(ib32+1)));
+            const __m256i sc3 = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scales, get_scale_shuffle(ib32+2)));
+            const __m256i sc4 = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scales, get_scale_shuffle(ib32+3)));
+
+            sumi1 = _mm256_add_epi32(sumi1, _mm256_madd_epi16(dot1, sc1));
+            sumi2 = _mm256_add_epi32(sumi2, _mm256_madd_epi16(dot2, sc2));
+            sumi1 = _mm256_add_epi32(sumi1, _mm256_madd_epi16(dot3, sc3));
+            sumi2 = _mm256_add_epi32(sumi2, _mm256_madd_epi16(dot4, sc4));
+        }
+
+        accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf);
+
+    }
+
+    *s = 0.125f * hsum_float_8(accumf);
+
+#elif defined(__AVX__)
+    const __m128i mone = _mm_set1_epi8(1);
+    static const char block_sign_shuffle_mask_1[32] = {
+        0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02,
+        0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06,
+    };
+    static const char block_sign_shuffle_mask_2[32] = {
+        0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a,
+        0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e,
+    };
+    static const uint8_t bit_selector_mask_bytes[32] = {
+        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+    };
+
+    const __m128i bit_selector_mask_0 = _mm_loadu_si128((const __m128i*)bit_selector_mask_bytes);
+    const __m128i bit_selector_mask_1 = _mm_loadu_si128((const __m128i*)bit_selector_mask_bytes + 1);
+    const __m128i block_sign_shuffle_1_0 = _mm_loadu_si128((const __m128i*)block_sign_shuffle_mask_1);
+    const __m128i block_sign_shuffle_1_1 = _mm_loadu_si128((const __m128i*)block_sign_shuffle_mask_1 + 1);
+    const __m128i block_sign_shuffle_2_0 = _mm_loadu_si128((const __m128i*)block_sign_shuffle_mask_2);
+    const __m128i block_sign_shuffle_2_1 = _mm_loadu_si128((const __m128i*)block_sign_shuffle_mask_2 + 1);
+
+    static const uint8_t k_bit_helper[32] = {
+        0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00,
+        0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00,
+    };
+    const __m128i bit_helper_0 = _mm_loadu_si128((const __m128i*)k_bit_helper);
+    const __m128i bit_helper_1 = _mm_loadu_si128((const __m128i*)k_bit_helper + 1);
+    const __m128i m511 = _mm_set1_epi16(511);
+    const __m128i m4 = _mm_set1_epi8(0xf);
+    const __m128i m1 = _mm_set1_epi8(1);
+
+    uint64_t aux64;
+
+    // somewhat hacky, but gives a significant boost in performance
+    __m256i aux_gindex;
+    const uint16_t * gindex = (const uint16_t *)&aux_gindex;
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+
+        memcpy(&aux64, x[i].scales, 8);
+        __m128i stmp = _mm_set1_epi64x(aux64);
+        stmp = _mm_unpacklo_epi8(_mm_and_si128(stmp, m4), _mm_and_si128(_mm_srli_epi16(stmp, 4), m4));
+        const __m128i scales = _mm_add_epi8(_mm_slli_epi16(stmp, 1), m1);
+
+        __m128i sumi1_0 = _mm_setzero_si128();
+        __m128i sumi1_1 = _mm_setzero_si128();
+        __m128i sumi2_0 = _mm_setzero_si128();
+        __m128i sumi2_1 = _mm_setzero_si128();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 4) {
+
+            const __m128i q2_data_0 = _mm_loadu_si128((const __m128i*)q2);
+            const __m128i q2_data_1 = _mm_loadu_si128((const __m128i*)q2 + 1);  q2 += 16;
+            aux_gindex = MM256_SET_M128I(_mm_and_si128(q2_data_1, m511), _mm_and_si128(q2_data_0, m511));
+
+            const __m128i partial_sign_bits_0 = _mm_srli_epi16(q2_data_0, 9);
+            const __m128i partial_sign_bits_1 = _mm_srli_epi16(q2_data_1, 9);
+            const __m128i partial_sign_bits_upper_0 = _mm_srli_epi16(q2_data_0, 13);
+            const __m128i partial_sign_bits_upper_1 = _mm_srli_epi16(q2_data_1, 13);
+            const __m128i partial_sign_bits_for_counting_0 = _mm_xor_si128(partial_sign_bits_0, partial_sign_bits_upper_0);
+            const __m128i partial_sign_bits_for_counting_1 = _mm_xor_si128(partial_sign_bits_1, partial_sign_bits_upper_1);
+
+            const __m128i odd_bits_0 = _mm_shuffle_epi8(bit_helper_0, partial_sign_bits_for_counting_0);
+            const __m128i odd_bits_1 = _mm_shuffle_epi8(bit_helper_1, partial_sign_bits_for_counting_1);
+            const __m128i full_sign_bits_0 = _mm_or_si128(partial_sign_bits_0, odd_bits_0);
+            const __m128i full_sign_bits_1 = _mm_or_si128(partial_sign_bits_1, odd_bits_1);
+
+            const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_3_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_3_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_4_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_4_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+
+            const __m128i q2_1_0 = _mm_set_epi64x(iq2xs_grid[gindex[1]], iq2xs_grid[gindex[0]]);
+            const __m128i q2_1_1 = _mm_set_epi64x(iq2xs_grid[gindex[3]], iq2xs_grid[gindex[2]]);
+            const __m128i q2_2_0 = _mm_set_epi64x(iq2xs_grid[gindex[5]], iq2xs_grid[gindex[4]]);
+            const __m128i q2_2_1 = _mm_set_epi64x(iq2xs_grid[gindex[7]], iq2xs_grid[gindex[6]]);
+            const __m128i q2_3_0 = _mm_set_epi64x(iq2xs_grid[gindex[9]], iq2xs_grid[gindex[8]]);
+            const __m128i q2_3_1 = _mm_set_epi64x(iq2xs_grid[gindex[11]], iq2xs_grid[gindex[10]]);
+            const __m128i q2_4_0 = _mm_set_epi64x(iq2xs_grid[gindex[13]], iq2xs_grid[gindex[12]]);
+            const __m128i q2_4_1 = _mm_set_epi64x(iq2xs_grid[gindex[15]], iq2xs_grid[gindex[14]]);
+
+            // AVX2 full_signs_1 is full_sign_bits_0 here
+            // AVX2 full_signs_2 is full_sign_bits_1 here
+            __m128i signs_0, signs_1;
+            signs_0 = _mm_shuffle_epi8(full_sign_bits_0, block_sign_shuffle_1_0);
+            signs_1 = _mm_shuffle_epi8(full_sign_bits_0, block_sign_shuffle_1_1);
+            signs_0 = _mm_cmpeq_epi8(_mm_and_si128(signs_0, bit_selector_mask_0), bit_selector_mask_0);
+            signs_1 = _mm_cmpeq_epi8(_mm_and_si128(signs_1, bit_selector_mask_1), bit_selector_mask_1);
+            const __m128i q8s_1_0 = _mm_sign_epi8(q8_1_0, _mm_or_si128(signs_0, mone));
+            const __m128i q8s_1_1 = _mm_sign_epi8(q8_1_1, _mm_or_si128(signs_1, mone));
+
+            signs_0 = _mm_shuffle_epi8(full_sign_bits_0, block_sign_shuffle_2_0);
+            signs_1 = _mm_shuffle_epi8(full_sign_bits_0, block_sign_shuffle_2_1);
+            signs_0 = _mm_cmpeq_epi8(_mm_and_si128(signs_0, bit_selector_mask_0), bit_selector_mask_0);
+            signs_1 = _mm_cmpeq_epi8(_mm_and_si128(signs_1, bit_selector_mask_1), bit_selector_mask_1);
+            const __m128i q8s_2_0 = _mm_sign_epi8(q8_2_0, _mm_or_si128(signs_0, mone));
+            const __m128i q8s_2_1 = _mm_sign_epi8(q8_2_1, _mm_or_si128(signs_1, mone));
+
+            signs_0 = _mm_shuffle_epi8(full_sign_bits_1, block_sign_shuffle_1_0);
+            signs_1 = _mm_shuffle_epi8(full_sign_bits_1, block_sign_shuffle_1_1);
+            signs_0 = _mm_cmpeq_epi8(_mm_and_si128(signs_0, bit_selector_mask_0), bit_selector_mask_0);
+            signs_1 = _mm_cmpeq_epi8(_mm_and_si128(signs_1, bit_selector_mask_1), bit_selector_mask_1);
+            const __m128i q8s_3_0 = _mm_sign_epi8(q8_3_0, _mm_or_si128(signs_0, mone));
+            const __m128i q8s_3_1 = _mm_sign_epi8(q8_3_1, _mm_or_si128(signs_1, mone));
+
+            signs_0 = _mm_shuffle_epi8(full_sign_bits_1, block_sign_shuffle_2_0);
+            signs_1 = _mm_shuffle_epi8(full_sign_bits_1, block_sign_shuffle_2_1);
+            signs_0 = _mm_cmpeq_epi8(_mm_and_si128(signs_0, bit_selector_mask_0), bit_selector_mask_0);
+            signs_1 = _mm_cmpeq_epi8(_mm_and_si128(signs_1, bit_selector_mask_1), bit_selector_mask_1);
+            const __m128i q8s_4_0 = _mm_sign_epi8(q8_4_0, _mm_or_si128(signs_0, mone));
+            const __m128i q8s_4_1 = _mm_sign_epi8(q8_4_1, _mm_or_si128(signs_1, mone));
+
+            const __m128i dot1_0  = _mm_maddubs_epi16(q2_1_0, q8s_1_0);
+            const __m128i dot1_1  = _mm_maddubs_epi16(q2_1_1, q8s_1_1);
+            const __m128i dot2_0  = _mm_maddubs_epi16(q2_2_0, q8s_2_0);
+            const __m128i dot2_1  = _mm_maddubs_epi16(q2_2_1, q8s_2_1);
+            const __m128i dot3_0  = _mm_maddubs_epi16(q2_3_0, q8s_3_0);
+            const __m128i dot3_1  = _mm_maddubs_epi16(q2_3_1, q8s_3_1);
+            const __m128i dot4_0  = _mm_maddubs_epi16(q2_4_0, q8s_4_0);
+            const __m128i dot4_1  = _mm_maddubs_epi16(q2_4_1, q8s_4_1);
+
+            __m128i sc_tmp = _mm_shuffle_epi8(scales, get_scale_shuffle(ib32+0));
+            const __m128i sc1_0 = _mm_cvtepi8_epi16(sc_tmp);
+            const __m128i sc1_1 = _mm_cvtepi8_epi16(_mm_srli_si128(sc_tmp, 8));
+            sc_tmp = _mm_shuffle_epi8(scales, get_scale_shuffle(ib32+1));
+            const __m128i sc2_0 = _mm_cvtepi8_epi16(sc_tmp);
+            const __m128i sc2_1 = _mm_cvtepi8_epi16(_mm_srli_si128(sc_tmp, 8));
+            sc_tmp = _mm_shuffle_epi8(scales, get_scale_shuffle(ib32+2));
+            const __m128i sc3_0 = _mm_cvtepi8_epi16(sc_tmp);
+            const __m128i sc3_1 = _mm_cvtepi8_epi16(_mm_srli_si128(sc_tmp, 8));
+            sc_tmp = _mm_shuffle_epi8(scales, get_scale_shuffle(ib32+3));
+            const __m128i sc4_0 = _mm_cvtepi8_epi16(sc_tmp);
+            const __m128i sc4_1 = _mm_cvtepi8_epi16(_mm_srli_si128(sc_tmp, 8));
+
+            sumi1_0 = _mm_add_epi32(sumi1_0, _mm_madd_epi16(dot1_0, sc1_0));
+            sumi1_1 = _mm_add_epi32(sumi1_1, _mm_madd_epi16(dot1_1, sc1_1));
+            sumi2_0 = _mm_add_epi32(sumi2_0, _mm_madd_epi16(dot2_0, sc2_0));
+            sumi2_1 = _mm_add_epi32(sumi2_1, _mm_madd_epi16(dot2_1, sc2_1));
+            sumi1_0 = _mm_add_epi32(sumi1_0, _mm_madd_epi16(dot3_0, sc3_0));
+            sumi1_1 = _mm_add_epi32(sumi1_1, _mm_madd_epi16(dot3_1, sc3_1));
+            sumi2_0 = _mm_add_epi32(sumi2_0, _mm_madd_epi16(dot4_0, sc4_0));
+            sumi2_1 = _mm_add_epi32(sumi2_1, _mm_madd_epi16(dot4_1, sc4_1));
+        }
+
+        accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf);
+
+    }
+
+    *s = 0.125f * hsum_float_8(accumf);
+
+#elif defined(__loongarch_asx)
+
+    const __m256i mone = __lasx_xvreplgr2vr_b(1);
+    static const char block_sign_shuffle_mask_1[32] = {
+        0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02,
+        0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06,
+    };
+    static const char block_sign_shuffle_mask_2[32] = {
+        0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a,
+        0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e,
+    };
+    static const uint8_t bit_selector_mask_bytes[32] = {
+        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+    };
+
+    const __m256i bit_selector_mask = __lasx_xvld((const __m256i*)bit_selector_mask_bytes, 0);
+    const __m256i block_sign_shuffle_1 = __lasx_xvld((const __m256i*)block_sign_shuffle_mask_1, 0);
+    const __m256i block_sign_shuffle_2 = __lasx_xvld((const __m256i*)block_sign_shuffle_mask_2, 0);
+
+    static const uint8_t k_bit_helper[32] = {
+        0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00,
+        0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00,
+    };
+    const __m256i bit_helper = __lasx_xvld((const __m256i*)k_bit_helper, 0);
+    const __m256i m511 = __lasx_xvreplgr2vr_h(511);
+    const __m128i m4 = __lsx_vreplgr2vr_b(0xf);
+    const __m128i m1 = __lsx_vreplgr2vr_b(1);
+
+    uint64_t aux64;
+
+    // somewhat hacky, but gives a significant boost in performance
+    __m256i aux_gindex;
+    const uint16_t * gindex = (const uint16_t *)&aux_gindex;
+
+    __m256 accumf = (__m256)__lasx_xvldi(0);
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+
+        memcpy(&aux64, x[i].scales, 8);
+        __m128i stmp = __lsx_vreplgr2vr_d(aux64);
+        stmp = __lsx_vilvl_b( __lsx_vand_v(__lsx_vsrli_h(stmp, 4), m4), __lsx_vand_v(stmp, m4));
+        const __m128i scales = __lsx_vadd_b(__lsx_vslli_h(stmp, 1), m1);
+
+        __m256i sumi1 = __lasx_xvldi(0);
+        __m256i sumi2 = __lasx_xvldi(0);
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 4) {
+
+            const __m256i q2_data = __lasx_xvld((const __m256i*)q2, 0);  q2 += 16;
+            aux_gindex = __lasx_xvand_v(q2_data, m511);
+
+            const __m256i partial_sign_bits = __lasx_xvsrli_h(q2_data, 9);
+            const __m256i partial_sign_bits_upper = __lasx_xvsrli_h(q2_data, 13);
+            const __m256i partial_sign_bits_for_counting = __lasx_xvxor_v(partial_sign_bits, partial_sign_bits_upper);
+
+            const __m256i odd_bits = lasx_shuffle_b(bit_helper, partial_sign_bits_for_counting);
+            const __m256i full_sign_bits = __lasx_xvor_v(partial_sign_bits, odd_bits);
+
+            const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q8_3 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q8_4 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+
+            const __m256i q2_1 = lasx_set_d(iq2xs_grid[gindex[ 3]], iq2xs_grid[gindex[ 2]],
+                                                   iq2xs_grid[gindex[ 1]], iq2xs_grid[gindex[ 0]]);
+            const __m256i q2_2 = lasx_set_d(iq2xs_grid[gindex[ 7]], iq2xs_grid[gindex[ 6]],
+                                                   iq2xs_grid[gindex[ 5]], iq2xs_grid[gindex[ 4]]);
+            const __m256i q2_3 = lasx_set_d(iq2xs_grid[gindex[11]], iq2xs_grid[gindex[10]],
+                                                   iq2xs_grid[gindex[ 9]], iq2xs_grid[gindex[ 8]]);
+            const __m256i q2_4 = lasx_set_d(iq2xs_grid[gindex[15]], iq2xs_grid[gindex[14]],
+                                                   iq2xs_grid[gindex[13]], iq2xs_grid[gindex[12]]);
+
+            const __m128i full_signs_l = lasx_extracti128(full_sign_bits, 0);
+            const __m128i full_signs_h = lasx_extracti128(full_sign_bits, 1);
+            const __m256i full_signs_1 = lasx_insertf128(full_signs_l, full_signs_l);
+            const __m256i full_signs_2 = lasx_insertf128(full_signs_h, full_signs_h);
+
+            __m256i signs;
+            signs = lasx_shuffle_b(full_signs_1, block_sign_shuffle_1);
+            signs = __lasx_xvseq_b(__lasx_xvand_v(signs, bit_selector_mask), bit_selector_mask);
+            const __m256i q8s_1 = __lasx_xvsigncov_b(__lasx_xvor_v(signs, mone), q8_1);
+
+            signs = lasx_shuffle_b(full_signs_1, block_sign_shuffle_2);
+            signs = __lasx_xvseq_b(__lasx_xvand_v(signs, bit_selector_mask), bit_selector_mask);
+            const __m256i q8s_2 = __lasx_xvsigncov_b(__lasx_xvor_v(signs, mone), q8_2);
+
+            signs = lasx_shuffle_b(full_signs_2, block_sign_shuffle_1);
+            signs = __lasx_xvseq_b(__lasx_xvand_v(signs, bit_selector_mask), bit_selector_mask);
+            const __m256i q8s_3 = __lasx_xvsigncov_b(__lasx_xvor_v(signs, mone), q8_3);
+
+            signs = lasx_shuffle_b(full_signs_2, block_sign_shuffle_2);
+            signs = __lasx_xvseq_b(__lasx_xvand_v(signs, bit_selector_mask), bit_selector_mask);
+            const __m256i q8s_4 = __lasx_xvsigncov_b(__lasx_xvor_v(signs, mone), q8_4);
+
+            const __m256i dot1  = lasx_maddubs_h(q2_1, q8s_1);
+            const __m256i dot2  = lasx_maddubs_h(q2_2, q8s_2);
+            const __m256i dot3  = lasx_maddubs_h(q2_3, q8s_3);
+            const __m256i dot4  = lasx_maddubs_h(q2_4, q8s_4);
+
+            const __m256i sc1 = lasx_ext8_16(lsx_shuffle_b(scales, get_scale_shuffle(ib32+0)));
+            const __m256i sc2 = lasx_ext8_16(lsx_shuffle_b(scales, get_scale_shuffle(ib32+1)));
+            const __m256i sc3 = lasx_ext8_16(lsx_shuffle_b(scales, get_scale_shuffle(ib32+2)));
+            const __m256i sc4 = lasx_ext8_16(lsx_shuffle_b(scales, get_scale_shuffle(ib32+3)));
+
+            sumi1 = __lasx_xvadd_w(sumi1, lasx_madd_h(dot1, sc1));
+            sumi2 = __lasx_xvadd_w(sumi2, lasx_madd_h(dot2, sc2));
+            sumi1 = __lasx_xvadd_w(sumi1, lasx_madd_h(dot3, sc3));
+            sumi2 = __lasx_xvadd_w(sumi2, lasx_madd_h(dot4, sc4));
+        }
+
+        accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf);
+
+    }
+
+    *s = 0.125f * hsum_float_8(accumf);
+#elif defined(__POWER9_VECTOR__)
+    const vector int v0 = vec_splats((int32_t)0);
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const uint8_t  * GGML_RESTRICT sc = x[i].scales;
+        const int8_t  *  GGML_RESTRICT q8 = y[i].qs;
+
+        for (int j = 0; j < QK_K/64; ++j) {
+            __builtin_prefetch(q2, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector signed long long aux64x2_0 = {*(const int64_t *)(iq2xs_grid + (q2[0] & 511)), *(const int64_t *)(iq2xs_grid + (q2[1] & 511))};
+            vector signed long long aux64x2_1 = {*(const int64_t *)(iq2xs_grid + (q2[2] & 511)), *(const int64_t *)(iq2xs_grid + (q2[3] & 511))};
+            vector signed long long aux64x2_2 = {*(const int64_t *)(iq2xs_grid + (q2[4] & 511)), *(const int64_t *)(iq2xs_grid + (q2[5] & 511))};
+            vector signed long long aux64x2_3 = {*(const int64_t *)(iq2xs_grid + (q2[6] & 511)), *(const int64_t *)(iq2xs_grid + (q2[7] & 511))};
+
+            vector signed long long vsigns0 = {*(const int64_t *)(signs64 + ((q2[0] >> 9))), *(const int64_t *)(signs64 + ((q2[1] >> 9)))};
+            vector signed long long vsigns1 = {*(const int64_t *)(signs64 + ((q2[2] >> 9))), *(const int64_t *)(signs64 + ((q2[3] >> 9)))};
+            vector signed long long vsigns2 = {*(const int64_t *)(signs64 + ((q2[4] >> 9))), *(const int64_t *)(signs64 + ((q2[5] >> 9)))};
+            vector signed long long vsigns3 = {*(const int64_t *)(signs64 + ((q2[6] >> 9))), *(const int64_t *)(signs64 + ((q2[7] >> 9)))};
+            q2 += 8;
+
+            vector signed char q2x0 = (vector signed char)vec_mul((vector signed char)vsigns0, (vector signed char)aux64x2_0);
+            vector signed char q2x1 = (vector signed char)vec_mul((vector signed char)vsigns1, (vector signed char)aux64x2_1);
+            vector signed char q2x2 = (vector signed char)vec_mul((vector signed char)vsigns2, (vector signed char)aux64x2_2);
+            vector signed char q2x3 = (vector signed char)vec_mul((vector signed char)vsigns3, (vector signed char)aux64x2_3);
+
+            vector signed char q8y0 = vec_xl( 0, q8);
+            vector signed char q8y1 = vec_xl(16, q8);
+            vector signed char q8y2 = vec_xl(32, q8);
+            vector signed char q8y3 = vec_xl(48, q8);
+            q8 += 64;
+
+            vector signed short qv0 = vec_add(vec_mule(q2x0, q8y0), vec_mulo(q2x0, q8y0));
+            vector signed short qv1 = vec_add(vec_mule(q2x1, q8y1), vec_mulo(q2x1, q8y1));
+            vector signed short qv2 = vec_add(vec_mule(q2x2, q8y2), vec_mulo(q2x2, q8y2));
+            vector signed short qv3 = vec_add(vec_mule(q2x3, q8y3), vec_mulo(q2x3, q8y3));
+
+            const uint16_t ls0 = (uint16_t)(sc[0] & 0xf);
+            const uint16_t ls1 = (uint16_t)(sc[0] >>  4);
+            const uint16_t ls2 = (uint16_t)(sc[1] & 0xf);
+            const uint16_t ls3 = (uint16_t)(sc[1] >>  4);
+            sc += 2;
+
+            vector signed short vscales0 = vec_splats((int16_t)(2*ls0+1));
+            vector signed short vscales1 = vec_splats((int16_t)(2*ls1+1));
+            vector signed short vscales2 = vec_splats((int16_t)(2*ls2+1));
+            vector signed short vscales3 = vec_splats((int16_t)(2*ls3+1));
+
+            vsumi0 = vec_msum(qv0, vscales0, vsumi0);
+            vsumi1 = vec_msum(qv1, vscales1, vsumi1);
+            vsumi2 = vec_msum(qv2, vscales2, vsumi2);
+            vsumi3 = vec_msum(qv3, vscales3, vsumi3);
+        }
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = 0.125f * vec_extract(vsumf0, 0);
+#else
+
+    float sumf = 0.f;
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint16_t * GGML_RESTRICT q2 = x[i].qs;
+        const uint8_t  * GGML_RESTRICT sc = x[i].scales;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+        int32_t bsum = 0;
+        for (int ib32 = 0; ib32 < QK_K/32; ++ib32) {
+            const uint16_t ls1 = 2*(sc[ib32] & 0xf) + 1;
+            const uint16_t ls2 = 2*(sc[ib32] >>  4) + 1;
+            int32_t sumi = 0;
+            for (int l = 0; l < 2; ++l) {
+                const uint8_t * grid = (const uint8_t *)(iq2xs_grid + (q2[l] & 511));
+                const uint8_t  signs = ksigns_iq2xs[q2[l] >> 9];
+                for (int j = 0; j < 8; ++j) {
+                    sumi += grid[j] * q8[j] * (signs & kmask_iq2xs[j] ? -1 : 1);
+                }
+                q8 += 8;
+            }
+            bsum += sumi * ls1;
+            sumi = 0;
+            for (int l = 2; l < 4; ++l) {
+                const uint8_t * grid = (const uint8_t *)(iq2xs_grid + (q2[l] & 511));
+                const uint8_t  signs = ksigns_iq2xs[q2[l] >> 9];
+                for (int j = 0; j < 8; ++j) {
+                    sumi += grid[j] * q8[j] * (signs & kmask_iq2xs[j] ? -1 : 1);
+                }
+                q8 += 8;
+            }
+            bsum += sumi * ls2;
+            q2 += 4;
+        }
+        sumf += d * bsum;
+    }
+    *s = 0.125f * sumf;
+#endif
+}
+
+void ggml_vec_dot_iq2_s_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_iq2_s * GGML_RESTRICT x = vx;
+    const block_q8_K  * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined(__ARM_NEON)
+
+   static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                       0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+   };
+
+    static const uint8_t k_mask2[16] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,};
+
+    const ggml_uint8x16x2_t mask1 = ggml_vld1q_u8_x2(k_mask1);
+    const uint8x16_t        mask2 = vld1q_u8(k_mask2);
+    const uint8x16_t m1 = vdupq_n_u8(1);
+    const int32x4_t vzero = vdupq_n_s32(0);
+
+    uint8x16x2_t vs;
+    ggml_int8x16x4_t q2s;
+    ggml_int8x16x4_t q8b;
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+
+        const uint8_t * GGML_RESTRICT qs = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)(x[i].qs + QK_K/8);
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        int sumi1 = 0, sumi2 = 0;
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            q8b = ggml_vld1q_s8_x4(q8); q8 += 64;
+            q2s.val[0] = vcombine_s8(vld1_s8((const int8_t *)(iq2s_grid + (qs[0] | ((qh[ib32+0] << 8) & 0x300)))),
+                                     vld1_s8((const int8_t *)(iq2s_grid + (qs[1] | ((qh[ib32+0] << 6) & 0x300)))));
+            q2s.val[1] = vcombine_s8(vld1_s8((const int8_t *)(iq2s_grid + (qs[2] | ((qh[ib32+0] << 4) & 0x300)))),
+                                     vld1_s8((const int8_t *)(iq2s_grid + (qs[3] | ((qh[ib32+0] << 2) & 0x300)))));
+            q2s.val[2] = vcombine_s8(vld1_s8((const int8_t *)(iq2s_grid + (qs[4] | ((qh[ib32+1] << 8) & 0x300)))),
+                                     vld1_s8((const int8_t *)(iq2s_grid + (qs[5] | ((qh[ib32+1] << 6) & 0x300)))));
+            q2s.val[3] = vcombine_s8(vld1_s8((const int8_t *)(iq2s_grid + (qs[6] | ((qh[ib32+1] << 4) & 0x300)))),
+                                     vld1_s8((const int8_t *)(iq2s_grid + (qs[7] | ((qh[ib32+1] << 2) & 0x300)))));
+            qs += 8;
+
+            vs.val[0] = vreinterpretq_u8_u32(vdupq_n_u32(signs[0] | ((uint32_t) signs[1] << 16)));
+            vs.val[1] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[1]), mask2);
+            vs.val[0] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[0]), mask2);
+            vs.val[0] = vceqq_u8(vs.val[0], mask2);
+            vs.val[1] = vceqq_u8(vs.val[1], mask2);
+
+            q2s.val[0] = vmulq_s8(vreinterpretq_s8_u8(vorrq_u8(vs.val[0], m1)), q2s.val[0]);
+            q2s.val[1] = vmulq_s8(vreinterpretq_s8_u8(vorrq_u8(vs.val[1], m1)), q2s.val[1]);
+
+            vs.val[0] = vreinterpretq_u8_u32(vdupq_n_u32(signs[2] | ((uint32_t) signs[3] << 16)));
+            vs.val[1] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[1]), mask2);
+            vs.val[0] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[0]), mask2);
+            vs.val[0] = vceqq_u8(vs.val[0], mask2);
+            vs.val[1] = vceqq_u8(vs.val[1], mask2);
+
+            signs += 4;
+
+            q2s.val[2] = vmulq_s8(vreinterpretq_s8_u8(vorrq_u8(vs.val[0], m1)), q2s.val[2]);
+            q2s.val[3] = vmulq_s8(vreinterpretq_s8_u8(vorrq_u8(vs.val[1], m1)), q2s.val[3]);
+
+            const int32x4_t p1 = ggml_vdotq_s32(vzero, q2s.val[0], q8b.val[0]);
+            const int32x4_t p2 = ggml_vdotq_s32(vzero, q2s.val[1], q8b.val[1]);
+            const int32x4_t p3 = ggml_vdotq_s32(vzero, q2s.val[2], q8b.val[2]);
+            const int32x4_t p4 = ggml_vdotq_s32(vzero, q2s.val[3], q8b.val[3]);
+
+            sumi1 += vaddvq_s32(p1) * (1 + 2*(x[i].scales[ib32+0] & 0xf));
+            sumi2 += vaddvq_s32(p2) * (1 + 2*(x[i].scales[ib32+0] >>  4));
+            sumi1 += vaddvq_s32(p3) * (1 + 2*(x[i].scales[ib32+1] & 0xf));
+            sumi2 += vaddvq_s32(p4) * (1 + 2*(x[i].scales[ib32+1] >>  4));
+        }
+        sumf += d*(sumi1 + sumi2);
+    }
+
+    *s = 0.125f * sumf;
+
+#elif defined(__AVX2__)
+
+   static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                       0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+   };
+
+    static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+                                        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+    };
+
+    const __m128i m4 = _mm_set1_epi8(0xf);
+    const __m128i m1 = _mm_set1_epi8(1);
+
+    const __m256i mask1 = _mm256_loadu_si256((const __m256i*)k_mask1);
+    const __m256i mask2 = _mm256_loadu_si256((const __m256i*)k_mask2);
+
+    uint64_t aux64;
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT qs = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)(x[i].qs + QK_K/8);
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        memcpy(&aux64, x[i].scales, 8);
+        const __m128i scales8 = _mm_add_epi8(_mm_slli_epi16(_mm_and_si128(_mm_set_epi64x(aux64 >> 4, aux64), m4), 1), m1);
+        const __m256i scales16 = _mm256_cvtepi8_epi16(scales8); // 0 2 4 6 8 10 12 14 1 3 5 7 9 11 13 15
+
+        __m256i sumi1 = _mm256_setzero_si256();
+        __m256i sumi2 = _mm256_setzero_si256();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q2_1 = _mm256_set_epi64x(iq2s_grid[qs[3] | ((qh[ib32+0] << 2) & 0x300)],
+                                                   iq2s_grid[qs[2] | ((qh[ib32+0] << 4) & 0x300)],
+                                                   iq2s_grid[qs[1] | ((qh[ib32+0] << 6) & 0x300)],
+                                                   iq2s_grid[qs[0] | ((qh[ib32+0] << 8) & 0x300)]);
+            const __m256i q2_2 = _mm256_set_epi64x(iq2s_grid[qs[7] | ((qh[ib32+1] << 2) & 0x300)],
+                                                   iq2s_grid[qs[6] | ((qh[ib32+1] << 4) & 0x300)],
+                                                   iq2s_grid[qs[5] | ((qh[ib32+1] << 6) & 0x300)],
+                                                   iq2s_grid[qs[4] | ((qh[ib32+1] << 8) & 0x300)]);
+            qs += 8;
+
+            __m256i aux256 = _mm256_set1_epi32(signs[0] | ((uint32_t) signs[1] << 16));
+            aux256 = _mm256_and_si256(_mm256_shuffle_epi8(aux256,mask1), mask2);
+            const __m256i s2_1 = _mm256_cmpeq_epi8(aux256, mask2);
+            const __m256i q8s_1 = _mm256_sub_epi8(_mm256_xor_si256(s2_1, q8_1), s2_1);
+
+            aux256 = _mm256_set1_epi32(signs[2] | ((uint32_t) signs[3] << 16));
+            aux256 = _mm256_and_si256(_mm256_shuffle_epi8(aux256,mask1), mask2);
+            const __m256i s2_2 = _mm256_cmpeq_epi8(aux256, mask2);
+            const __m256i q8s_2 = _mm256_sub_epi8(_mm256_xor_si256(s2_2, q8_2), s2_2);
+
+            signs += 4;
+
+            const __m256i dot1  = _mm256_maddubs_epi16(q2_1, q8s_1); // blocks 2*ib32+0, 2*ib32+1
+            const __m256i dot2  = _mm256_maddubs_epi16(q2_2, q8s_2); // blocks 2*ib32+2, 2*ib32+3
+
+            const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_shuffle_epi8(scales16, get_scale_shuffle_k4(ib32+0)));
+            const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_shuffle_epi8(scales16, get_scale_shuffle_k4(ib32+1)));
+            sumi1 = _mm256_add_epi32(sumi1, p1);
+            sumi2 = _mm256_add_epi32(sumi2, p2);
+        }
+
+        accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf);
+
+    }
+
+    *s = 0.125f * hsum_float_8(accumf);
+
+#elif defined(__AVX__)
+   static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                       0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+   };
+
+    static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+                                        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+    };
+
+    const __m128i m4 = _mm_set1_epi8(0xf);
+    const __m128i m1 = _mm_set1_epi8(1);
+
+    const __m128i mask1_0 = _mm_loadu_si128((const __m128i*)k_mask1);
+    const __m128i mask1_1 = _mm_loadu_si128((const __m128i*)k_mask1 + 1);
+    const __m128i mask2_0 = _mm_loadu_si128((const __m128i*)k_mask2);
+    const __m128i mask2_1 = _mm_loadu_si128((const __m128i*)k_mask2 + 1);
+
+    uint64_t aux64;
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT qs = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)(x[i].qs + QK_K/8);
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        memcpy(&aux64, x[i].scales, 8);
+        const __m128i scales8 = _mm_add_epi8(_mm_slli_epi16(_mm_and_si128(_mm_set_epi64x(aux64 >> 4, aux64), m4), 1), m1);
+        const __m128i scales16_0 = _mm_cvtepi8_epi16(scales8);
+        const __m128i scales16_1 = _mm_cvtepi8_epi16(_mm_srli_si128(scales8, 8));
+
+        __m128i sumi1_0 = _mm_setzero_si128();
+        __m128i sumi1_1 = _mm_setzero_si128();
+        __m128i sumi2_0 = _mm_setzero_si128();
+        __m128i sumi2_1 = _mm_setzero_si128();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q2_1_0 = _mm_set_epi64x(iq2s_grid[qs[1] | ((qh[ib32+0] << 6) & 0x300)],
+                                                  iq2s_grid[qs[0] | ((qh[ib32+0] << 8) & 0x300)]);
+            const __m128i q2_1_1 = _mm_set_epi64x(iq2s_grid[qs[3] | ((qh[ib32+0] << 2) & 0x300)],
+                                                  iq2s_grid[qs[2] | ((qh[ib32+0] << 4) & 0x300)]);
+            const __m128i q2_2_0 = _mm_set_epi64x(iq2s_grid[qs[5] | ((qh[ib32+1] << 6) & 0x300)],
+                                                  iq2s_grid[qs[4] | ((qh[ib32+1] << 8) & 0x300)]);
+            const __m128i q2_2_1 = _mm_set_epi64x(iq2s_grid[qs[7] | ((qh[ib32+1] << 2) & 0x300)],
+                                                  iq2s_grid[qs[6] | ((qh[ib32+1] << 4) & 0x300)]);
+            qs += 8;
+
+            __m128i aux128_0 = _mm_set1_epi32(signs[0] | ((uint32_t) signs[1] << 16));
+            __m128i aux128_1 = aux128_0;
+            aux128_0 = _mm_and_si128(_mm_shuffle_epi8(aux128_0,mask1_0), mask2_0);
+            aux128_1 = _mm_and_si128(_mm_shuffle_epi8(aux128_1,mask1_1), mask2_1);
+            const __m128i s2_1_0 = _mm_cmpeq_epi8(aux128_0, mask2_0);
+            const __m128i s2_1_1 = _mm_cmpeq_epi8(aux128_1, mask2_1);
+            const __m128i q8s_1_0 = _mm_sub_epi8(_mm_xor_si128(s2_1_0, q8_1_0), s2_1_0);
+            const __m128i q8s_1_1 = _mm_sub_epi8(_mm_xor_si128(s2_1_1, q8_1_1), s2_1_1);
+
+            aux128_0 = _mm_set1_epi32(signs[2] | ((uint32_t) signs[3] << 16));
+            aux128_1 = aux128_0;
+            aux128_0 = _mm_and_si128(_mm_shuffle_epi8(aux128_0,mask1_0), mask2_0);
+            aux128_1 = _mm_and_si128(_mm_shuffle_epi8(aux128_1,mask1_1), mask2_1);
+            const __m128i s2_2_0 = _mm_cmpeq_epi8(aux128_0, mask2_0);
+            const __m128i s2_2_1 = _mm_cmpeq_epi8(aux128_1, mask2_1);
+            const __m128i q8s_2_0 = _mm_sub_epi8(_mm_xor_si128(s2_2_0, q8_2_0), s2_2_0);
+            const __m128i q8s_2_1 = _mm_sub_epi8(_mm_xor_si128(s2_2_1, q8_2_1), s2_2_1);
+
+            signs += 4;
+
+            const __m128i dot1_0  = _mm_maddubs_epi16(q2_1_0, q8s_1_0);
+            const __m128i dot1_1  = _mm_maddubs_epi16(q2_1_1, q8s_1_1);
+            const __m128i dot2_0  = _mm_maddubs_epi16(q2_2_0, q8s_2_0);
+            const __m128i dot2_1  = _mm_maddubs_epi16(q2_2_1, q8s_2_1);
+
+            const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_shuffle_epi8(scales16_0, _mm256_extractf128_si256(get_scale_shuffle_k4(ib32+0), 0)));
+            const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_shuffle_epi8(scales16_1, _mm256_extractf128_si256(get_scale_shuffle_k4(ib32+0), 1)));
+            const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_shuffle_epi8(scales16_0, _mm256_extractf128_si256(get_scale_shuffle_k4(ib32+1), 0)));
+            const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_shuffle_epi8(scales16_1, _mm256_extractf128_si256(get_scale_shuffle_k4(ib32+1), 1)));
+            sumi1_0 = _mm_add_epi32(sumi1_0, p1_0);
+            sumi1_1 = _mm_add_epi32(sumi1_1, p1_1);
+            sumi2_0 = _mm_add_epi32(sumi2_0, p2_0);
+            sumi2_1 = _mm_add_epi32(sumi2_1, p2_1);
+        }
+
+        accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf);
+
+    }
+
+    *s = 0.125f * hsum_float_8(accumf);
+
+#elif defined(__POWER9_VECTOR__)
+    static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                        0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+    };
+
+    static const uint8_t k_mask2[16] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,};
+
+    const vector int v0 = vec_splats((int32_t)0);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    const vector unsigned char mask0 = vec_xl( 0, k_mask1);
+    const vector unsigned char mask1 = vec_xl(16, k_mask1);
+    const vector signed char mask2 = (vector signed char)vec_xl( 0, k_mask2);
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+
+        const uint8_t *  GGML_RESTRICT q2 = x[i].qs;
+        const uint8_t *  GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)(x[i].qs + QK_K/8);
+        const uint8_t *  GGML_RESTRICT sc = x[i].scales;
+        const int8_t  *  GGML_RESTRICT q8 = y[i].qs;
+
+        for (int j = 0; j < QK_K/32; j += 2) {
+            __builtin_prefetch(q2, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector signed long long aux64x2_0 = {*(const int64_t *)(iq2s_grid + (q2[0] | ((qh[0] << 8) & 0x300))), *(const int64_t *)(iq2s_grid + (q2[1] | ((qh[0] << 6) & 0x300)))};
+            vector signed long long aux64x2_1 = {*(const int64_t *)(iq2s_grid + (q2[2] | ((qh[0] << 4) & 0x300))), *(const int64_t *)(iq2s_grid + (q2[3] | ((qh[0] << 2) & 0x300)))};
+            vector signed long long aux64x2_2 = {*(const int64_t *)(iq2s_grid + (q2[4] | ((qh[1] << 8) & 0x300))), *(const int64_t *)(iq2s_grid + (q2[5] | ((qh[1] << 6) & 0x300)))};
+            vector signed long long aux64x2_3 = {*(const int64_t *)(iq2s_grid + (q2[6] | ((qh[1] << 4) & 0x300))), *(const int64_t *)(iq2s_grid + (q2[7] | ((qh[1] << 2) & 0x300)))};
+            q2 += 8;
+            qh += 2;
+
+            vector signed char vsigns01 = (vector signed char)vec_splats(*(const uint32_t *)&signs[0]);
+            vector signed char vsigns23 = (vector signed char)vec_splats(*(const uint32_t *)&signs[2]);
+            signs += 4;
+
+            vector signed char vsigns0 = vec_perm(vsigns01, vsigns01, mask0);
+            vector signed char vsigns1 = vec_perm(vsigns01, vsigns01, mask1);
+            vector signed char vsigns2 = vec_perm(vsigns23, vsigns23, mask0);
+            vector signed char vsigns3 = vec_perm(vsigns23, vsigns23, mask1);
+
+            vsigns0 = (vector signed char)vec_cmpeq(vec_and(vsigns0, mask2), mask2);
+            vsigns1 = (vector signed char)vec_cmpeq(vec_and(vsigns1, mask2), mask2);
+            vsigns2 = (vector signed char)vec_cmpeq(vec_and(vsigns2, mask2), mask2);
+            vsigns3 = (vector signed char)vec_cmpeq(vec_and(vsigns3, mask2), mask2);
+
+            vector signed char q2x0 = vec_sub(vec_xor(vsigns0, (vector signed char)aux64x2_0), vsigns0);
+            vector signed char q2x1 = vec_sub(vec_xor(vsigns1, (vector signed char)aux64x2_1), vsigns1);
+            vector signed char q2x2 = vec_sub(vec_xor(vsigns2, (vector signed char)aux64x2_2), vsigns2);
+            vector signed char q2x3 = vec_sub(vec_xor(vsigns3, (vector signed char)aux64x2_3), vsigns3);
+
+            vector signed char q8y0 = vec_xl( 0, q8);
+            vector signed char q8y1 = vec_xl(16, q8);
+            vector signed char q8y2 = vec_xl(32, q8);
+            vector signed char q8y3 = vec_xl(48, q8);
+            q8 += 64;
+
+            vector signed short qv0 = vec_add(vec_mule(q2x0, q8y0), vec_mulo(q2x0, q8y0));
+            vector signed short qv1 = vec_add(vec_mule(q2x1, q8y1), vec_mulo(q2x1, q8y1));
+            vector signed short qv2 = vec_add(vec_mule(q2x2, q8y2), vec_mulo(q2x2, q8y2));
+            vector signed short qv3 = vec_add(vec_mule(q2x3, q8y3), vec_mulo(q2x3, q8y3));
+
+            const uint16_t ls0 = (uint16_t)(sc[0] & 0xf);
+            const uint16_t ls1 = (uint16_t)(sc[0] >>  4);
+            const uint16_t ls2 = (uint16_t)(sc[1] & 0xf);
+            const uint16_t ls3 = (uint16_t)(sc[1] >>  4);
+            sc += 2;
+
+            vector signed short vscales0 = vec_splats((int16_t)(2*ls0+1));
+            vector signed short vscales1 = vec_splats((int16_t)(2*ls1+1));
+            vector signed short vscales2 = vec_splats((int16_t)(2*ls2+1));
+            vector signed short vscales3 = vec_splats((int16_t)(2*ls3+1));
+
+            vsumi0 = vec_msum(qv0, vscales0, vsumi0);
+            vsumi1 = vec_msum(qv1, vscales1, vsumi1);
+            vsumi2 = vec_msum(qv2, vscales2, vsumi2);
+            vsumi3 = vec_msum(qv3, vscales3, vsumi3);
+        }
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = 0.125f * vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+
+   static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                       0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+   };
+
+    static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+                                        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+    };
+
+
+    const __m128i m4 = __lsx_vreplgr2vr_b(0xf);
+    const __m128i m1 = __lsx_vreplgr2vr_b(1);
+
+    const __m256i mask1 = __lasx_xvld((const __m256i*)k_mask1, 0);
+    const __m256i mask2 = __lasx_xvld((const __m256i*)k_mask2, 0);
+    uint64_t aux64;
+
+    __m256 accumf = (__m256)__lasx_xvldi(0);
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT qs = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)(x[i].qs + QK_K/8);
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+        __m128i tmp1;
+        memcpy(&aux64, x[i].scales, 8);
+        tmp1 = __lsx_vinsgr2vr_d(tmp1, aux64, 0);
+        tmp1 = __lsx_vinsgr2vr_d(tmp1, aux64 >> 4, 1);
+        const __m128i scales8 = __lsx_vadd_b(__lsx_vslli_h(__lsx_vand_v(tmp1, m4), 1), m1);
+        const __m256i scales16 = lasx_ext8_16(scales8); // 0 2 4 6 8 10 12 14 1 3 5 7 9 11 13 15
+
+        __m256i sumi1 = __lasx_xvldi(0);
+        __m256i sumi2 = __lasx_xvldi(0);
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q2_1 = lasx_set_d(iq2s_grid[qs[3] | ((qh[ib32+0] << 2) & 0x300)],
+                                                   iq2s_grid[qs[2] | ((qh[ib32+0] << 4) & 0x300)],
+                                                   iq2s_grid[qs[1] | ((qh[ib32+0] << 6) & 0x300)],
+                                                   iq2s_grid[qs[0] | ((qh[ib32+0] << 8) & 0x300)]);
+            const __m256i q2_2 = lasx_set_d(iq2s_grid[qs[7] | ((qh[ib32+1] << 2) & 0x300)],
+                                                   iq2s_grid[qs[6] | ((qh[ib32+1] << 4) & 0x300)],
+                                                   iq2s_grid[qs[5] | ((qh[ib32+1] << 6) & 0x300)],
+                                                   iq2s_grid[qs[4] | ((qh[ib32+1] << 8) & 0x300)]);
+            qs += 8;
+
+            __m256i aux256 = __lasx_xvreplgr2vr_w(signs[0] | ((uint32_t) signs[1] << 16));
+            aux256 = __lasx_xvand_v(lasx_shuffle_b(aux256,mask1), mask2);
+            const __m256i s2_1 = __lasx_xvseq_b(aux256, mask2);
+            const __m256i q8s_1 = __lasx_xvsub_b(__lasx_xvxor_v(s2_1, q8_1), s2_1);
+
+            aux256 = __lasx_xvreplgr2vr_w(signs[2] | ((uint32_t) signs[3] << 16));
+            aux256 = __lasx_xvand_v(lasx_shuffle_b(aux256,mask1), mask2);
+            const __m256i s2_2 = __lasx_xvseq_b(aux256, mask2);
+            const __m256i q8s_2 = __lasx_xvsub_b(__lasx_xvxor_v(s2_2, q8_2), s2_2);
+
+            signs += 4;
+
+            const __m256i dot1  = lasx_maddubs_h(q2_1, q8s_1); // blocks 2*ib32+0, 2*ib32+1
+            const __m256i dot2  = lasx_maddubs_h(q2_2, q8s_2); // blocks 2*ib32+2, 2*ib32+3
+
+            const __m256i p1 = lasx_madd_h(dot1, lasx_shuffle_b(scales16, get_scale_shuffle_k4(ib32+0)));
+            const __m256i p2 = lasx_madd_h(dot2, lasx_shuffle_b(scales16, get_scale_shuffle_k4(ib32+1)));
+            sumi1 = __lasx_xvadd_w(sumi1, p1);
+            sumi2 = __lasx_xvadd_w(sumi2, p2);
+        }
+
+        accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf);
+    }
+
+    *s = 0.125f * hsum_float_8(accumf);
+
+#else
+
+    float sumf = 0;
+    for (int i = 0; i < nb; i++) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const int8_t  * q8 = y[i].qs;
+        const uint8_t * qs = x[i].qs;
+        const uint8_t * qh = x[i].qh;
+        const uint8_t * signs = qs + QK_K/8;
+
+        int bsum = 0;
+        for (int ib32 = 0; ib32 < QK_K/32; ++ib32) {
+            int ls1 = 1 + 2*(x[i].scales[ib32] & 0xf);
+            int ls2 = 1 + 2*(x[i].scales[ib32] >>  4);
+            int sumi1 = 0, sumi2 = 0;
+            for (int l = 0; l < 2; ++l) {
+                const uint8_t * grid = (const uint8_t *)(iq2s_grid + (qs[l] | (qh[ib32] << (8-2*l) & 0x300)));
+                for (int j = 0; j < 8; ++j) {
+                    sumi1 += q8[j] * grid[j] * (signs[l] & kmask_iq2xs[j] ? -1 : 1);
+                }
+                q8 += 8;
+            }
+            for (int l = 2; l < 4; ++l) {
+                const uint8_t * grid = (const uint8_t *)(iq2s_grid + (qs[l] | (qh[ib32] << (8-2*l) & 0x300)));
+                for (int j = 0; j < 8; ++j) {
+                    sumi2 += q8[j] * grid[j] * (signs[l] & kmask_iq2xs[j] ? -1 : 1);
+                }
+                q8 += 8;
+            }
+            bsum += ls1 * sumi1 + ls2 * sumi2;
+            qs += 4;
+            signs += 4;
+        }
+
+        sumf += d * bsum;
+    }
+
+    *s = 0.125f * sumf;
+
+#endif
+
+}
+
+void ggml_vec_dot_iq3_xxs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_iq3_xxs * GGML_RESTRICT x = vx;
+    const block_q8_K    * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined(__ARM_NEON)
+
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    uint32_t aux32[2];
+
+    ggml_int8x16x4_t q3s;
+    ggml_int8x16x4_t q8b;
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const uint8_t * GGML_RESTRICT gas = x[i].qs + QK_K/4;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+        float sumf1 = 0, sumf2 = 0;
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            q8b = ggml_vld1q_s8_x4(q8); q8 += 64;
+            memcpy(aux32, gas, 2*sizeof(uint32_t)); gas += 2*sizeof(uint32_t);
+            const uint32x4_t aux32x4_0 = ggml_vld1q_u32(iq3xxs_grid[q3[ 0]], iq3xxs_grid[q3[ 1]], iq3xxs_grid[q3[ 2]], iq3xxs_grid[q3[ 3]]);
+            const uint32x4_t aux32x4_1 = ggml_vld1q_u32(iq3xxs_grid[q3[ 4]], iq3xxs_grid[q3[ 5]], iq3xxs_grid[q3[ 6]], iq3xxs_grid[q3[ 7]]);
+            const uint32x4_t aux32x4_2 = ggml_vld1q_u32(iq3xxs_grid[q3[ 8]], iq3xxs_grid[q3[ 9]], iq3xxs_grid[q3[10]], iq3xxs_grid[q3[11]]);
+            const uint32x4_t aux32x4_3 = ggml_vld1q_u32(iq3xxs_grid[q3[12]], iq3xxs_grid[q3[13]], iq3xxs_grid[q3[14]], iq3xxs_grid[q3[15]]);
+            q3 += 16;
+            q3s.val[0] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[0] >>  0) & 127))), vld1_s8((const void *)(signs64 + ((aux32[0] >>  7) & 127))));
+            q3s.val[1] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[0] >> 14) & 127))), vld1_s8((const void *)(signs64 + ((aux32[0] >> 21) & 127))));
+            q3s.val[2] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[1] >>  0) & 127))), vld1_s8((const void *)(signs64 + ((aux32[1] >>  7) & 127))));
+            q3s.val[3] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[1] >> 14) & 127))), vld1_s8((const void *)(signs64 + ((aux32[1] >> 21) & 127))));
+            q3s.val[0] = vmulq_s8(q3s.val[0], vreinterpretq_s8_u32(aux32x4_0));
+            q3s.val[1] = vmulq_s8(q3s.val[1], vreinterpretq_s8_u32(aux32x4_1));
+            q3s.val[2] = vmulq_s8(q3s.val[2], vreinterpretq_s8_u32(aux32x4_2));
+            q3s.val[3] = vmulq_s8(q3s.val[3], vreinterpretq_s8_u32(aux32x4_3));
+            const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q3s.val[0], q8b.val[0]), q3s.val[1], q8b.val[1]);
+            const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q3s.val[2], q8b.val[2]), q3s.val[3], q8b.val[3]);
+            sumf1 += vaddvq_s32(p1) * (0.5f + (aux32[0] >> 28));
+            sumf2 += vaddvq_s32(p2) * (0.5f + (aux32[1] >> 28));
+        }
+        sumf += d*(sumf1 + sumf2);
+    }
+    *s = 0.5f * sumf;
+
+#elif defined(__AVX2__)
+
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    uint32_t aux32[2];
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const uint8_t * GGML_RESTRICT gas = x[i].qs + QK_K/4;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        __m256i sumi1 = _mm256_setzero_si256();
+        __m256i sumi2 = _mm256_setzero_si256();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q2_1 = _mm256_set_epi32(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]],
+                                                  iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]);
+            q3 += 8;
+            const __m256i q2_2 = _mm256_set_epi32(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]],
+                                                  iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]);
+            q3 += 8;
+            memcpy(aux32, gas, 8); gas += 8;
+            const __m256i s2_1 = _mm256_set_epi64x(signs64[(aux32[0] >> 21) & 127], signs64[(aux32[0] >> 14) & 127],
+                                                   signs64[(aux32[0] >>  7) & 127], signs64[(aux32[0] >>  0) & 127]);
+            const __m256i s2_2 = _mm256_set_epi64x(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127],
+                                                   signs64[(aux32[1] >>  7) & 127], signs64[(aux32[1] >>  0) & 127]);
+            const __m256i q8s_1 = _mm256_sign_epi8(q8_1, s2_1);
+            const __m256i q8s_2 = _mm256_sign_epi8(q8_2, s2_2);
+            const __m256i dot1  = _mm256_maddubs_epi16(q2_1, q8s_1);
+            const __m256i dot2  = _mm256_maddubs_epi16(q2_2, q8s_2);
+            const uint16_t ls1 = aux32[0] >> 28;
+            const uint16_t ls2 = aux32[1] >> 28;
+            const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_set1_epi16(2*ls1+1));
+            const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_set1_epi16(2*ls2+1));
+            sumi1 = _mm256_add_epi32(sumi1, p1);
+            sumi2 = _mm256_add_epi32(sumi2, p2);
+        }
+
+        accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf);
+
+    }
+
+    *s = 0.25f * hsum_float_8(accumf);
+
+#elif defined(__AVX__)
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    uint32_t aux32[2];
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const uint8_t * GGML_RESTRICT gas = x[i].qs + QK_K/4;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        __m128i sumi1_0 = _mm_setzero_si128();
+        __m128i sumi1_1 = _mm_setzero_si128();
+        __m128i sumi2_0 = _mm_setzero_si128();
+        __m128i sumi2_1 = _mm_setzero_si128();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q2_1_0 = _mm_set_epi32(iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]);
+            const __m128i q2_1_1 = _mm_set_epi32(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]]);
+            q3 += 8;
+            const __m128i q2_2_0 = _mm_set_epi32(iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]);
+            const __m128i q2_2_1 = _mm_set_epi32(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]]);
+            q3 += 8;
+            memcpy(aux32, gas, 8); gas += 8;
+            const __m128i s2_1_0 = _mm_set_epi64x(signs64[(aux32[0] >>  7) & 127], signs64[(aux32[0] >>  0) & 127]);
+            const __m128i s2_1_1 = _mm_set_epi64x(signs64[(aux32[0] >> 21) & 127], signs64[(aux32[0] >> 14) & 127]);
+            const __m128i s2_2_0 = _mm_set_epi64x(signs64[(aux32[1] >>  7) & 127], signs64[(aux32[1] >>  0) & 127]);
+            const __m128i s2_2_1 = _mm_set_epi64x(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127]);
+            const __m128i q8s_1_0 = _mm_sign_epi8(q8_1_0, s2_1_0);
+            const __m128i q8s_1_1 = _mm_sign_epi8(q8_1_1, s2_1_1);
+            const __m128i q8s_2_0 = _mm_sign_epi8(q8_2_0, s2_2_0);
+            const __m128i q8s_2_1 = _mm_sign_epi8(q8_2_1, s2_2_1);
+            const __m128i dot1_0  = _mm_maddubs_epi16(q2_1_0, q8s_1_0);
+            const __m128i dot1_1  = _mm_maddubs_epi16(q2_1_1, q8s_1_1);
+            const __m128i dot2_0  = _mm_maddubs_epi16(q2_2_0, q8s_2_0);
+            const __m128i dot2_1  = _mm_maddubs_epi16(q2_2_1, q8s_2_1);
+            const uint16_t ls1 = aux32[0] >> 28;
+            const uint16_t ls2 = aux32[1] >> 28;
+            const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_set1_epi16(2*ls1+1));
+            const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_set1_epi16(2*ls1+1));
+            const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_set1_epi16(2*ls2+1));
+            const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_set1_epi16(2*ls2+1));
+            sumi1_0 = _mm_add_epi32(sumi1_0, p1_0);
+            sumi1_1 = _mm_add_epi32(sumi1_1, p1_1);
+            sumi2_0 = _mm_add_epi32(sumi2_0, p2_0);
+            sumi2_1 = _mm_add_epi32(sumi2_1, p2_1);
+        }
+
+        accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf);
+
+    }
+
+    *s = 0.25f * hsum_float_8(accumf);
+
+#elif defined(__POWER9_VECTOR__)
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    const vector int v0 = vec_splats((int32_t)0);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const uint32_t * GGML_RESTRICT signs = (const uint32_t *)(x[i].qs + QK_K/4);
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+
+#pragma GCC unroll 1
+        for (int j = 0; j < QK_K/32; j += 2) {
+            __builtin_prefetch(q3, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector unsigned int aux32x4_0 = {iq3xxs_grid[q3[ 0]], iq3xxs_grid[q3[ 1]], iq3xxs_grid[q3[ 2]], iq3xxs_grid[q3[ 3]]};
+            vector unsigned int aux32x4_1 = {iq3xxs_grid[q3[ 4]], iq3xxs_grid[q3[ 5]], iq3xxs_grid[q3[ 6]], iq3xxs_grid[q3[ 7]]};
+            vector unsigned int aux32x4_2 = {iq3xxs_grid[q3[ 8]], iq3xxs_grid[q3[ 9]], iq3xxs_grid[q3[10]], iq3xxs_grid[q3[11]]};
+            vector unsigned int aux32x4_3 = {iq3xxs_grid[q3[12]], iq3xxs_grid[q3[13]], iq3xxs_grid[q3[14]], iq3xxs_grid[q3[15]]};
+            q3 += 16;
+
+            vector unsigned long long aux64x2_0 = {(uint64_t)(signs64[(signs[0] >>  0) & 127]), (uint64_t)(signs64[(signs[0] >>  7) & 127])};
+            vector unsigned long long aux64x2_1 = {(uint64_t)(signs64[(signs[0] >> 14) & 127]), (uint64_t)(signs64[(signs[0] >> 21) & 127])};
+            vector unsigned long long aux64x2_2 = {(uint64_t)(signs64[(signs[1] >>  0) & 127]), (uint64_t)(signs64[(signs[1] >>  7) & 127])};
+            vector unsigned long long aux64x2_3 = {(uint64_t)(signs64[(signs[1] >> 14) & 127]), (uint64_t)(signs64[(signs[1] >> 21) & 127])};
+
+            vector signed char q3x0 = vec_mul((vector signed char)aux64x2_0, (vector signed char)aux32x4_0);
+            vector signed char q3x1 = vec_mul((vector signed char)aux64x2_1, (vector signed char)aux32x4_1);
+            vector signed char q3x2 = vec_mul((vector signed char)aux64x2_2, (vector signed char)aux32x4_2);
+            vector signed char q3x3 = vec_mul((vector signed char)aux64x2_3, (vector signed char)aux32x4_3);
+
+            vector signed char q8y0 = vec_xl( 0, q8);
+            vector signed char q8y1 = vec_xl(16, q8);
+            vector signed char q8y2 = vec_xl(32, q8);
+            vector signed char q8y3 = vec_xl(48, q8);
+            q8 += 64;
+
+            vector signed short qv0 = vec_add(vec_mule(q3x0, q8y0), vec_mulo(q3x0, q8y0));
+            vector signed short qv1 = vec_add(vec_mule(q3x1, q8y1), vec_mulo(q3x1, q8y1));
+            vector signed short qv2 = vec_add(vec_mule(q3x2, q8y2), vec_mulo(q3x2, q8y2));
+            vector signed short qv3 = vec_add(vec_mule(q3x3, q8y3), vec_mulo(q3x3, q8y3));
+
+            const uint16_t ls0 = (uint16_t)(signs[0] >> 28);
+            const uint16_t ls1 = (uint16_t)(signs[1] >> 28);
+            signs += 2;
+
+            vector signed short vscales01 = (vector signed short)vec_splats((uint16_t)(2*ls0+1));
+            vector signed short vscales23 = (vector signed short)vec_splats((uint16_t)(2*ls1+1));
+
+            vsumi0 = vec_msum(qv0, vscales01, vsumi0);
+            vsumi1 = vec_msum(qv1, vscales01, vsumi1);
+            vsumi2 = vec_msum(qv2, vscales23, vsumi2);
+            vsumi3 = vec_msum(qv3, vscales23, vsumi3);
+        }
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = 0.25f * vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+
+    const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs;
+
+    uint32_t aux32[2];
+
+    __m256 accumf = (__m256)__lasx_xvldi(0);
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const uint8_t * GGML_RESTRICT gas = x[i].qs + QK_K/4;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        __m256i sumi1 = __lasx_xvldi(0);
+        __m256i sumi2 = __lasx_xvldi(0);
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q2_1 = lasx_set_w(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]],
+                                                iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]);
+            q3 += 8;
+            const __m256i q2_2 = lasx_set_w(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]],
+                                                iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]);
+            q3 += 8;
+            memcpy(aux32, gas, 8); gas += 8;
+
+            const __m256i s2_1 = lasx_set_d(signs64[(aux32[0] >> 21) & 127], signs64[(aux32[0] >> 14) & 127],
+                                                   signs64[(aux32[0] >>  7) & 127], signs64[(aux32[0] >>  0) & 127]);
+            const __m256i s2_2 = lasx_set_d(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127],
+                                                   signs64[(aux32[1] >>  7) & 127], signs64[(aux32[1] >>  0) & 127]);
+            const __m256i q8s_1 = __lasx_xvsigncov_b(s2_1, q8_1);
+            const __m256i q8s_2 = __lasx_xvsigncov_b(s2_2, q8_2);
+            const __m256i dot1  = lasx_maddubs_h(q2_1, q8s_1);
+            const __m256i dot2  = lasx_maddubs_h(q2_2, q8s_2);
+            const uint16_t ls1 = aux32[0] >> 28;
+            const uint16_t ls2 = aux32[1] >> 28;
+
+            const __m256i p1 = lasx_madd_h(dot1, __lasx_xvreplgr2vr_h(2*ls1+1));
+            const __m256i p2 = lasx_madd_h(dot2, __lasx_xvreplgr2vr_h(2*ls2+1));
+            sumi1 = __lasx_xvadd_w(sumi1, p1);
+            sumi2 = __lasx_xvadd_w(sumi2, p2);
+        }
+
+        accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf);
+    }
+
+    *s = 0.25f * hsum_float_8(accumf);
+
+#else
+
+    uint32_t aux32;
+
+    float sumf = 0.f;
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT q3 = x[i].qs;
+        const uint8_t * GGML_RESTRICT gas = x[i].qs + QK_K/4;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        int32_t bsum = 0;
+        for (int ib32 = 0; ib32 < QK_K/32; ++ib32) {
+            memcpy(&aux32, gas, sizeof(uint32_t)); gas += sizeof(uint32_t);
+            const uint32_t ls = 2*(aux32 >> 28) + 1;
+            int32_t sumi = 0;
+            for (int l = 0; l < 4; ++l) {
+                const uint8_t * grid1 = (const uint8_t *)(iq3xxs_grid + q3[2*l+0]);
+                const uint8_t * grid2 = (const uint8_t *)(iq3xxs_grid + q3[2*l+1]);
+                const uint8_t  signs = ksigns_iq2xs[(aux32 >> 7*l) & 127];
+                for (int j = 0; j < 4; ++j) {
+                    sumi += grid1[j] * q8[j+0] * (signs & kmask_iq2xs[j+0] ? -1 : 1);
+                    sumi += grid2[j] * q8[j+4] * (signs & kmask_iq2xs[j+4] ? -1 : 1);
+                }
+                q8 += 8;
+            }
+            q3 += 8;
+            bsum += sumi * ls;
+        }
+        sumf += d * bsum;
+    }
+    *s = 0.25f * sumf;
+#endif
+}
+
+void ggml_vec_dot_iq3_s_q8_K (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_iq3_s * GGML_RESTRICT x = vx;
+    const block_q8_K  * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined(__ARM_NEON)
+
+    typedef union {
+        uint16x8_t vec_index;
+        uint16_t   index[8];
+    } vec_index_t;
+
+   static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                       0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+   };
+
+    static const uint8_t k_mask2[16] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,};
+
+    static const int16_t k_shift[8] = {8, 7, 6, 5, 4, 3, 2, 1};
+
+    const ggml_uint8x16x2_t mask1 = ggml_vld1q_u8_x2(k_mask1);
+    const uint8x16_t        mask2 = vld1q_u8(k_mask2);
+
+    const int16x8_t  hshift = vld1q_s16(k_shift);
+    const uint16x8_t m256   = vdupq_n_u16(256);
+    const uint8x16_t m1     = vdupq_n_u8(1);
+
+    uint8x16x2_t vs;
+    ggml_int8x16x4_t q3s;
+    ggml_int8x16x4_t q8b;
+    vec_index_t idx;
+
+    uint32_t scales32[2];
+    const uint8_t * scales8 = (const uint8_t *)scales32;
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT qs = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)x[i].signs;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+
+        memcpy(scales32, x[i].scales, 4);
+        scales32[1] = (((scales32[0] >> 4) & 0x0f0f0f0f) << 1) | 0x01010101;
+        scales32[0] = ((scales32[0] & 0x0f0f0f0f) << 1) | 0x01010101;
+
+        int sumi1 = 0, sumi2 = 0;
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            q8b = ggml_vld1q_s8_x4(q8); q8 += 64;
+
+            const uint8x16_t idx_l = vld1q_u8(qs); qs += 16;
+            idx.vec_index = vorrq_u16(vmovl_u8(vget_low_u8 (idx_l)), vandq_u16(vshlq_u16(vdupq_n_u16(qh[ib32+0]), hshift), m256));
+            const uint32x4_t aux32x4_0 = ggml_vld1q_u32(iq3s_grid[idx.index[0]], iq3s_grid[idx.index[1]],
+                                                        iq3s_grid[idx.index[2]], iq3s_grid[idx.index[3]]);
+            const uint32x4_t aux32x4_1 = ggml_vld1q_u32(iq3s_grid[idx.index[4]], iq3s_grid[idx.index[5]],
+                                                        iq3s_grid[idx.index[6]], iq3s_grid[idx.index[7]]);
+            idx.vec_index = vorrq_u16(vmovl_u8(vget_high_u8(idx_l)), vandq_u16(vshlq_u16(vdupq_n_u16(qh[ib32+1]), hshift), m256));
+            const uint32x4_t aux32x4_2 = ggml_vld1q_u32(iq3s_grid[idx.index[0]], iq3s_grid[idx.index[1]],
+                                                        iq3s_grid[idx.index[2]], iq3s_grid[idx.index[3]]);
+            const uint32x4_t aux32x4_3 = ggml_vld1q_u32(iq3s_grid[idx.index[4]], iq3s_grid[idx.index[5]],
+                                                        iq3s_grid[idx.index[6]], iq3s_grid[idx.index[7]]);
+
+
+            vs.val[0] = vreinterpretq_u8_u32(vdupq_n_u32(signs[0] | ((uint32_t) signs[1] << 16)));
+            vs.val[1] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[1]), mask2);
+            vs.val[0] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[0]), mask2);
+            vs.val[0] = vorrq_u8(vceqq_u8(vs.val[0], mask2), m1);
+            vs.val[1] = vorrq_u8(vceqq_u8(vs.val[1], mask2), m1);
+
+            q3s.val[0] = vmulq_s8(vreinterpretq_s8_u8(vs.val[0]), vreinterpretq_s8_u32(aux32x4_0));
+            q3s.val[1] = vmulq_s8(vreinterpretq_s8_u8(vs.val[1]), vreinterpretq_s8_u32(aux32x4_1));
+
+            vs.val[0] = vreinterpretq_u8_u32(vdupq_n_u32(signs[2] | ((uint32_t) signs[3] << 16)));
+            vs.val[1] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[1]), mask2);
+            vs.val[0] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[0]), mask2);
+            vs.val[0] = vorrq_u8(vceqq_u8(vs.val[0], mask2), m1);
+            vs.val[1] = vorrq_u8(vceqq_u8(vs.val[1], mask2), m1);
+
+            signs += 4;
+
+            q3s.val[2] = vmulq_s8(vreinterpretq_s8_u8(vs.val[0]), vreinterpretq_s8_u32(aux32x4_2));
+            q3s.val[3] = vmulq_s8(vreinterpretq_s8_u8(vs.val[1]), vreinterpretq_s8_u32(aux32x4_3));
+
+            const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q3s.val[0], q8b.val[0]), q3s.val[1], q8b.val[1]);
+            const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q3s.val[2], q8b.val[2]), q3s.val[3], q8b.val[3]);
+
+            sumi1 += vaddvq_s32(p1) * scales8[ib32/2+0];
+            sumi2 += vaddvq_s32(p2) * scales8[ib32/2+4];
+        }
+        sumf += d*(sumi1 + sumi2);
+    }
+    *s = sumf;
+
+#elif defined(__AVX2__)
+
+   static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                       0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+   };
+
+    static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+                                        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+    };
+
+    const __m256i mask1 = _mm256_loadu_si256((const __m256i*)k_mask1);
+    const __m256i mask2 = _mm256_loadu_si256((const __m256i*)k_mask2);
+
+    const __m256i idx_shift = _mm256_set_epi32(1, 2, 3, 4, 5, 6, 7, 8);
+    const __m256i idx_mask  = _mm256_set1_epi32(256);
+
+    typedef union {
+        __m256i  vec[2];
+        uint32_t index[16];
+    } index_t;
+
+    index_t idx;
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT qs = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)x[i].signs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        __m256i sumi1 = _mm256_setzero_si256();
+        __m256i sumi2 = _mm256_setzero_si256();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i idx_l = _mm256_cvtepu8_epi16(_mm_loadu_si128((const __m128i *)qs)); qs += 16;
+            idx.vec[0] = _mm256_set1_epi32(qh[ib32+0]);
+            idx.vec[1] = _mm256_set1_epi32(qh[ib32+1]);
+            idx.vec[0] = _mm256_and_si256(_mm256_sllv_epi32(idx.vec[0], idx_shift), idx_mask);
+            idx.vec[1] = _mm256_and_si256(_mm256_sllv_epi32(idx.vec[1], idx_shift), idx_mask);
+            idx.vec[0] = _mm256_or_si256(idx.vec[0], _mm256_cvtepi16_epi32(_mm256_castsi256_si128(idx_l)));
+            idx.vec[1] = _mm256_or_si256(idx.vec[1], _mm256_cvtepi16_epi32(_mm256_extractf128_si256(idx_l, 1)));
+
+            // At leat on my CPU (Ryzen 7950X), using _mm256_i32gather_epi32 is slower than _mm256_set_epi32. Strange.
+            //const __m256i q2_1 = _mm256_i32gather_epi32((const int *)iq3s_grid, idx.vec[0], 4);
+            //const __m256i q2_2 = _mm256_i32gather_epi32((const int *)iq3s_grid, idx.vec[1], 4);
+            const __m256i q2_1 = _mm256_set_epi32(
+                    iq3s_grid[idx.index[7]], iq3s_grid[idx.index[6]], iq3s_grid[idx.index[5]], iq3s_grid[idx.index[4]],
+                    iq3s_grid[idx.index[3]], iq3s_grid[idx.index[2]], iq3s_grid[idx.index[1]], iq3s_grid[idx.index[0]]
+            );
+            const __m256i q2_2 = _mm256_set_epi32(
+                    iq3s_grid[idx.index[15]], iq3s_grid[idx.index[14]], iq3s_grid[idx.index[13]], iq3s_grid[idx.index[12]],
+                    iq3s_grid[idx.index[11]], iq3s_grid[idx.index[10]], iq3s_grid[idx.index[ 9]], iq3s_grid[idx.index[ 8]]
+            );
+
+            __m256i aux256 = _mm256_set1_epi32(signs[0] | (signs[1] << 16));
+            aux256 = _mm256_and_si256(_mm256_shuffle_epi8(aux256,mask1), mask2);
+            const __m256i s2_1 = _mm256_cmpeq_epi8(aux256, mask2);
+            const __m256i q8s_1 = _mm256_sub_epi8(_mm256_xor_si256(s2_1, q8_1), s2_1);
+
+            aux256 = _mm256_set1_epi32(signs[2] | (signs[3] << 16));
+            aux256 = _mm256_and_si256(_mm256_shuffle_epi8(aux256,mask1), mask2);
+            const __m256i s2_2 = _mm256_cmpeq_epi8(aux256, mask2);
+            const __m256i q8s_2 = _mm256_sub_epi8(_mm256_xor_si256(s2_2, q8_2), s2_2);
+
+            signs += 4;
+
+            const __m256i dot1  = _mm256_maddubs_epi16(q2_1, q8s_1);
+            const __m256i dot2  = _mm256_maddubs_epi16(q2_2, q8s_2);
+            const uint16_t ls1 = x[i].scales[ib32/2] & 0xf;
+            const uint16_t ls2 = x[i].scales[ib32/2] >>  4;
+            const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_set1_epi16(2*ls1+1));
+            const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_set1_epi16(2*ls2+1));
+            sumi1 = _mm256_add_epi32(sumi1, p1);
+            sumi2 = _mm256_add_epi32(sumi2, p2);
+        }
+
+        accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf);
+
+    }
+
+    *s = hsum_float_8(accumf);
+
+#elif defined(__AVX__)
+   static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                       0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+   };
+
+    static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+                                        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+    };
+
+    const __m128i mask1_0 = _mm_loadu_si128((const __m128i*)k_mask1);
+    const __m128i mask1_1 = _mm_loadu_si128((const __m128i*)k_mask1 + 1);
+    const __m128i mask2_0 = _mm_loadu_si128((const __m128i*)k_mask2);
+    const __m128i mask2_1 = _mm_loadu_si128((const __m128i*)k_mask2 + 1);
+
+    const __m128i idx_mul_0 = _mm_set_epi32(32, 64, 128, 256);
+    const __m128i idx_mul_1 = _mm_set_epi32(2, 4, 8, 16);
+    const __m128i idx_mask  = _mm_set1_epi32(256);
+
+    typedef union {
+        __m128i  vec[4];
+        uint32_t index[16];
+    } index_t;
+
+    index_t idx;
+
+    __m256 accumf = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT qs = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)x[i].signs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        __m128i sumi1_0 = _mm_setzero_si128();
+        __m128i sumi1_1 = _mm_setzero_si128();
+        __m128i sumi2_0 = _mm_setzero_si128();
+        __m128i sumi2_1 = _mm_setzero_si128();
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i qs_tmp = _mm_loadu_si128((const __m128i *)qs);
+            const __m128i idx_l_0 = _mm_cvtepu8_epi16(qs_tmp);
+            const __m128i idx_l_1 = _mm_cvtepu8_epi16(_mm_srli_si128(qs_tmp, 8)); qs += 16;
+            idx.vec[0] = _mm_set1_epi32(qh[ib32+0]);
+            idx.vec[1] = idx.vec[0];
+            idx.vec[2] = _mm_set1_epi32(qh[ib32+1]);
+            idx.vec[3] = idx.vec[2];
+
+            idx.vec[0] = _mm_and_si128(_mm_mullo_epi32(idx.vec[0], idx_mul_0), idx_mask);
+            idx.vec[1] = _mm_and_si128(_mm_mullo_epi32(idx.vec[1], idx_mul_1), idx_mask);
+            idx.vec[2] = _mm_and_si128(_mm_mullo_epi32(idx.vec[2], idx_mul_0), idx_mask);
+            idx.vec[3] = _mm_and_si128(_mm_mullo_epi32(idx.vec[3], idx_mul_1), idx_mask);
+
+            idx.vec[0] = _mm_or_si128(idx.vec[0], _mm_cvtepi16_epi32(idx_l_0));
+            idx.vec[1] = _mm_or_si128(idx.vec[1], _mm_cvtepi16_epi32(_mm_srli_si128(idx_l_0, 8)));
+            idx.vec[2] = _mm_or_si128(idx.vec[2], _mm_cvtepi16_epi32(idx_l_1));
+            idx.vec[3] = _mm_or_si128(idx.vec[3], _mm_cvtepi16_epi32(_mm_srli_si128(idx_l_1, 8)));
+
+            const __m128i q2_1_0 = _mm_set_epi32(iq3s_grid[idx.index[3]], iq3s_grid[idx.index[2]], iq3s_grid[idx.index[1]], iq3s_grid[idx.index[0]]);
+            const __m128i q2_1_1 = _mm_set_epi32(iq3s_grid[idx.index[7]], iq3s_grid[idx.index[6]], iq3s_grid[idx.index[5]], iq3s_grid[idx.index[4]]);
+            const __m128i q2_2_0 = _mm_set_epi32(iq3s_grid[idx.index[11]], iq3s_grid[idx.index[10]], iq3s_grid[idx.index[9]], iq3s_grid[idx.index[8]]);
+            const __m128i q2_2_1 = _mm_set_epi32(iq3s_grid[idx.index[15]], iq3s_grid[idx.index[14]], iq3s_grid[idx.index[13]], iq3s_grid[idx.index[12]]);
+
+            __m128i aux128_0 = _mm_set1_epi32(signs[0] | (signs[1] << 16));
+            __m128i aux128_1 = aux128_0;
+            aux128_0 = _mm_and_si128(_mm_shuffle_epi8(aux128_0,mask1_0), mask2_0);
+            aux128_1 = _mm_and_si128(_mm_shuffle_epi8(aux128_1,mask1_1), mask2_1);
+            const __m128i s2_1_0 = _mm_cmpeq_epi8(aux128_0, mask2_0);
+            const __m128i s2_1_1 = _mm_cmpeq_epi8(aux128_1, mask2_1);
+            const __m128i q8s_1_0 = _mm_sub_epi8(_mm_xor_si128(s2_1_0, q8_1_0), s2_1_0);
+            const __m128i q8s_1_1 = _mm_sub_epi8(_mm_xor_si128(s2_1_1, q8_1_1), s2_1_1);
+
+            aux128_0 = _mm_set1_epi32(signs[2] | (signs[3] << 16));
+            aux128_1 = aux128_0;
+            aux128_0 = _mm_and_si128(_mm_shuffle_epi8(aux128_0,mask1_0), mask2_0);
+            aux128_1 = _mm_and_si128(_mm_shuffle_epi8(aux128_1,mask1_1), mask2_1);
+            const __m128i s2_2_0 = _mm_cmpeq_epi8(aux128_0, mask2_0);
+            const __m128i s2_2_1 = _mm_cmpeq_epi8(aux128_1, mask2_1);
+            const __m128i q8s_2_0 = _mm_sub_epi8(_mm_xor_si128(s2_2_0, q8_2_0), s2_2_0);
+            const __m128i q8s_2_1 = _mm_sub_epi8(_mm_xor_si128(s2_2_1, q8_2_1), s2_2_1);
+
+            signs += 4;
+
+            const __m128i dot1_0  = _mm_maddubs_epi16(q2_1_0, q8s_1_0);
+            const __m128i dot1_1  = _mm_maddubs_epi16(q2_1_1, q8s_1_1);
+            const __m128i dot2_0  = _mm_maddubs_epi16(q2_2_0, q8s_2_0);
+            const __m128i dot2_1  = _mm_maddubs_epi16(q2_2_1, q8s_2_1);
+            const uint16_t ls1 = x[i].scales[ib32/2] & 0xf;
+            const uint16_t ls2 = x[i].scales[ib32/2] >>  4;
+            const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_set1_epi16(2*ls1+1));
+            const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_set1_epi16(2*ls1+1));
+            const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_set1_epi16(2*ls2+1));
+            const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_set1_epi16(2*ls2+1));
+            sumi1_0 = _mm_add_epi32(sumi1_0, p1_0);
+            sumi1_1 = _mm_add_epi32(sumi1_1, p1_1);
+            sumi2_0 = _mm_add_epi32(sumi2_0, p2_0);
+            sumi2_1 = _mm_add_epi32(sumi2_1, p2_1);
+        }
+
+        accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf);
+
+    }
+
+    *s = hsum_float_8(accumf);
+
+#elif defined(__POWER9_VECTOR__)
+    static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                        0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+    };
+
+    static const uint8_t k_mask2[16] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,};
+
+    const vector int v0 = vec_splats((int32_t)0);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    const vector unsigned char mask0 = vec_xl( 0, k_mask1);
+    const vector unsigned char mask1 = vec_xl(16, k_mask1);
+    const vector signed char mask2 = (vector signed char)vec_xl( 0, k_mask2);
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        const uint8_t *  GGML_RESTRICT q3 = x[i].qs;
+        const uint8_t *  GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)(x[i].signs);
+        const uint8_t *  GGML_RESTRICT sc = x[i].scales;
+        const int8_t  *  GGML_RESTRICT q8 = y[i].qs;
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+
+        for (int j = 0; j < QK_K/32; j += 2) {
+            __builtin_prefetch(q3, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector unsigned int aux32x4_0 = {iq3s_grid[q3[ 0] | ((qh[0] << 8) & 256)], iq3s_grid[q3[ 1] | ((qh[0] << 7) & 256)],
+                                             iq3s_grid[q3[ 2] | ((qh[0] << 6) & 256)], iq3s_grid[q3[ 3] | ((qh[0] << 5) & 256)]};
+            vector unsigned int aux32x4_1 = {iq3s_grid[q3[ 4] | ((qh[0] << 4) & 256)], iq3s_grid[q3[ 5] | ((qh[0] << 3) & 256)],
+                                             iq3s_grid[q3[ 6] | ((qh[0] << 2) & 256)], iq3s_grid[q3[ 7] | ((qh[0] << 1) & 256)]};
+            vector unsigned int aux32x4_2 = {iq3s_grid[q3[ 8] | ((qh[1] << 8) & 256)], iq3s_grid[q3[ 9] | ((qh[1] << 7) & 256)],
+                                             iq3s_grid[q3[10] | ((qh[1] << 6) & 256)], iq3s_grid[q3[11] | ((qh[1] << 5) & 256)]};
+            vector unsigned int aux32x4_3 = {iq3s_grid[q3[12] | ((qh[1] << 4) & 256)], iq3s_grid[q3[13] | ((qh[1] << 3) & 256)],
+                                             iq3s_grid[q3[14] | ((qh[1] << 2) & 256)], iq3s_grid[q3[15] | ((qh[1] << 1) & 256)]};
+            q3 += 16;
+            qh += 2;
+
+            vector signed char vsigns01 = (vector signed char)vec_splats(*(const uint32_t *)&signs[0]);
+            vector signed char vsigns02 = (vector signed char)vec_splats(*(const uint32_t *)&signs[2]);
+            signs += 4;
+
+            vector signed char vsigns0 = vec_perm(vsigns01, vsigns01, mask0);
+            vector signed char vsigns1 = vec_perm(vsigns01, vsigns01, mask1);
+            vector signed char vsigns2 = vec_perm(vsigns02, vsigns02, mask0);
+            vector signed char vsigns3 = vec_perm(vsigns02, vsigns02, mask1);
+
+            vsigns0 = (vector signed char)vec_cmpeq(vec_and(vsigns0, mask2), mask2);
+            vsigns1 = (vector signed char)vec_cmpeq(vec_and(vsigns1, mask2), mask2);
+            vsigns2 = (vector signed char)vec_cmpeq(vec_and(vsigns2, mask2), mask2);
+            vsigns3 = (vector signed char)vec_cmpeq(vec_and(vsigns3, mask2), mask2);
+
+            vector signed char q3x0 = vec_sub(vec_xor(vsigns0, (vector signed char)aux32x4_0), vsigns0);
+            vector signed char q3x1 = vec_sub(vec_xor(vsigns1, (vector signed char)aux32x4_1), vsigns1);
+            vector signed char q3x2 = vec_sub(vec_xor(vsigns2, (vector signed char)aux32x4_2), vsigns2);
+            vector signed char q3x3 = vec_sub(vec_xor(vsigns3, (vector signed char)aux32x4_3), vsigns3);
+
+            vector signed char q8y0 = vec_xl( 0, q8);
+            vector signed char q8y1 = vec_xl(16, q8);
+            vector signed char q8y2 = vec_xl(32, q8);
+            vector signed char q8y3 = vec_xl(48, q8);
+            q8 += 64;
+
+            vector signed short qv0 = vec_add(vec_mule(q3x0, q8y0), vec_mulo(q3x0, q8y0));
+            vector signed short qv1 = vec_add(vec_mule(q3x1, q8y1), vec_mulo(q3x1, q8y1));
+            vector signed short qv2 = vec_add(vec_mule(q3x2, q8y2), vec_mulo(q3x2, q8y2));
+            vector signed short qv3 = vec_add(vec_mule(q3x3, q8y3), vec_mulo(q3x3, q8y3));
+
+            const uint16_t ls0 = (uint16_t)(sc[0] & 0xf);
+            const uint16_t ls1 = (uint16_t)(sc[0] >>  4);
+            sc ++;
+
+            vector signed short vscales01 = (vector signed short)vec_splats((uint16_t)(2*ls0+1));
+            vector signed short vscales23 = (vector signed short)vec_splats((uint16_t)(2*ls1+1));
+
+            vsumi0 = vec_msum(qv0, vscales01, vsumi0);
+            vsumi1 = vec_msum(qv1, vscales01, vsumi1);
+            vsumi2 = vec_msum(qv2, vscales23, vsumi2);
+            vsumi3 = vec_msum(qv3, vscales23, vsumi3);
+        }
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+
+   static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01,
+                                       0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03
+   };
+
+    static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+                                        0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,
+    };
+
+    const __m256i mask1 = __lasx_xvld((const __m256i*)k_mask1, 0);
+    const __m256i mask2 = __lasx_xvld((const __m256i*)k_mask2, 0);
+
+    __m256i idx_shift = lasx_set_w(1, 2, 3, 4, 5, 6, 7, 8);
+    const __m256i idx_mask  = __lasx_xvreplgr2vr_w(256);
+
+    typedef union {
+        __m256i  vec[2];
+        uint32_t index[16];
+    } index_t;
+
+    index_t idx;
+
+    __m256 accumf = (__m256)__lasx_xvldi(0);
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT qs = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const uint16_t * GGML_RESTRICT signs = (const uint16_t *)x[i].signs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        __m256i sumi1 = __lasx_xvldi(0);
+        __m256i sumi2 = __lasx_xvldi(0);
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i idx_l = lasx_extu8_16(__lsx_vld(qs, 0)); qs += 16;
+            idx.vec[0] = __lasx_xvreplgr2vr_w(qh[ib32+0]);
+            idx.vec[1] = __lasx_xvreplgr2vr_w(qh[ib32+1]);
+            idx.vec[0] = __lasx_xvand_v(__lasx_xvsll_w(idx.vec[0], idx_shift), idx_mask);
+            idx.vec[1] = __lasx_xvand_v(__lasx_xvsll_w(idx.vec[1], idx_shift), idx_mask);
+            idx.vec[0] = __lasx_xvor_v(idx.vec[0], lasx_ext16_32(lasx_extracti128(idx_l, 0)));
+            idx.vec[1] = __lasx_xvor_v(idx.vec[1], lasx_ext16_32(lasx_extracti128(idx_l, 1)));
+
+            // At leat on my CPU (Ryzen 7950X), using _mm256_i32gather_epi32 is slower than _mm256_set_epi32. Strange.
+            //const __m256i q2_1 = _mm256_i32gather_epi32((const int *)iq3s_grid, idx.vec[0], 4);
+            //const __m256i q2_2 = _mm256_i32gather_epi32((const int *)iq3s_grid, idx.vec[1], 4);
+            const __m256i q2_1 = lasx_set_w(
+                    iq3s_grid[idx.index[7]], iq3s_grid[idx.index[6]], iq3s_grid[idx.index[5]], iq3s_grid[idx.index[4]],
+                    iq3s_grid[idx.index[3]], iq3s_grid[idx.index[2]], iq3s_grid[idx.index[1]], iq3s_grid[idx.index[0]]
+            );
+            const __m256i q2_2 = lasx_set_w(
+                    iq3s_grid[idx.index[15]], iq3s_grid[idx.index[14]], iq3s_grid[idx.index[13]], iq3s_grid[idx.index[12]],
+                    iq3s_grid[idx.index[11]], iq3s_grid[idx.index[10]], iq3s_grid[idx.index[ 9]], iq3s_grid[idx.index[ 8]]
+            );
+
+            __m256i aux256 = __lasx_xvreplgr2vr_w(signs[0] | (signs[1] << 16));
+            aux256 = __lasx_xvand_v(lasx_shuffle_b(aux256,mask1), mask2);
+            const __m256i s2_1 = __lasx_xvseq_b(aux256, mask2);
+            const __m256i q8s_1 = __lasx_xvsub_b(__lasx_xvxor_v(s2_1, q8_1), s2_1);
+
+            aux256 = __lasx_xvreplgr2vr_w(signs[2] | (signs[3] << 16));
+            aux256 = __lasx_xvand_v(lasx_shuffle_b(aux256,mask1), mask2);
+            const __m256i s2_2 = __lasx_xvseq_b(aux256, mask2);
+            const __m256i q8s_2 = __lasx_xvsub_b(__lasx_xvxor_v(s2_2, q8_2), s2_2);
+
+            signs += 4;
+
+            const __m256i dot1 = lasx_maddubs_h(q2_1, q8s_1);
+            const __m256i dot2  = lasx_maddubs_h(q2_2, q8s_2);
+            const uint16_t ls1 = x[i].scales[ib32/2] & 0xf;
+            const uint16_t ls2 = x[i].scales[ib32/2] >>  4;
+            const __m256i p1 = lasx_madd_h(dot1, __lasx_xvreplgr2vr_h(2*ls1+1));
+            const __m256i p2 = lasx_madd_h(dot2, __lasx_xvreplgr2vr_h(2*ls2+1));
+            sumi1 = __lasx_xvadd_w(sumi1, p1);
+            sumi2 = __lasx_xvadd_w(sumi2, p2);
+        }
+
+        accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf);
+    }
+
+    *s = hsum_float_8(accumf);
+
+#else
+
+    float sumf = 0.f;
+    for (int i = 0; i < nb; ++i) {
+        const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d;
+        const uint8_t * GGML_RESTRICT qs = x[i].qs;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const uint8_t * GGML_RESTRICT signs = x[i].signs;
+        const int8_t  * GGML_RESTRICT q8 = y[i].qs;
+        int32_t bsum = 0;
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const uint32_t ls1 = 2*(x[i].scales[ib32/2] & 0xf) + 1;
+            const uint32_t ls2 = 2*(x[i].scales[ib32/2] >>  4) + 1;
+            int32_t sumi = 0;
+            for (int l = 0; l < 4; ++l) {
+                const uint8_t * grid1 = (const uint8_t *)(iq3s_grid + (qs[2*l+0] | ((qh[ib32+0] << (8-2*l)) & 256)));
+                const uint8_t * grid2 = (const uint8_t *)(iq3s_grid + (qs[2*l+1] | ((qh[ib32+0] << (7-2*l)) & 256)));
+                for (int j = 0; j < 4; ++j) {
+                    sumi += grid1[j] * q8[j+0] * (signs[l] & kmask_iq2xs[j+0] ? -1 : 1);
+                    sumi += grid2[j] * q8[j+4] * (signs[l] & kmask_iq2xs[j+4] ? -1 : 1);
+                }
+                q8 += 8;
+            }
+            qs += 8;
+            signs += 4;
+            bsum += sumi * ls1;
+            sumi = 0;
+            for (int l = 0; l < 4; ++l) {
+                const uint8_t * grid1 = (const uint8_t *)(iq3s_grid + (qs[2*l+0] | ((qh[ib32+1] << (8-2*l)) & 256)));
+                const uint8_t * grid2 = (const uint8_t *)(iq3s_grid + (qs[2*l+1] | ((qh[ib32+1] << (7-2*l)) & 256)));
+                for (int j = 0; j < 4; ++j) {
+                    sumi += grid1[j] * q8[j+0] * (signs[l] & kmask_iq2xs[j+0] ? -1 : 1);
+                    sumi += grid2[j] * q8[j+4] * (signs[l] & kmask_iq2xs[j+4] ? -1 : 1);
+                }
+                q8 += 8;
+            }
+            qs += 8;
+            signs += 4;
+            bsum += sumi * ls2;
+        }
+        sumf += d * bsum;
+    }
+    *s = sumf;
+#endif
+}
+
+#if defined(__AVX2__)
+static inline __m256i mul_add_epi8(const __m256i x, const __m256i y) {
+    const __m256i ax = _mm256_sign_epi8(x, x);
+    const __m256i sy = _mm256_sign_epi8(y, x);
+    return _mm256_maddubs_epi16(ax, sy);
+}
+#elif defined(__loongarch_asx)
+static inline __m256i mul_add_epi8(const __m256i x, const __m256i y) {
+    const __m256i a = __lasx_xvmulwev_h_b(x, y);
+    const __m256i b = __lasx_xvmulwod_h_b(x, y);
+    return __lasx_xvadd_h(a, b);
+}
+#endif
+
+void ggml_vec_dot_iq1_s_q8_K  (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_iq1_s * GGML_RESTRICT x = vx;
+    const block_q8_K  * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined __ARM_NEON
+
+    ggml_int8x16x4_t q1b;
+    ggml_int8x16x4_t q8b;
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+
+        const int8_t   * q8 = y[i].qs;
+        const uint8_t  * qs = x[i].qs;
+        const uint16_t * qh = x[i].qh;
+
+        int sumi1 = 0, sumi2 = 0, sumi3 = 0;
+
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+
+            q1b.val[0] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[0] | ((qh[ib+0] << 8) & 0x700)))),
+                                     vld1_s8((const int8_t *)(iq1s_grid + (qs[1] | ((qh[ib+0] << 5) & 0x700)))));
+            q1b.val[1] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[2] | ((qh[ib+0] << 2) & 0x700)))),
+                                     vld1_s8((const int8_t *)(iq1s_grid + (qs[3] | ((qh[ib+0] >> 1) & 0x700)))));
+            q1b.val[2] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[4] | ((qh[ib+1] << 8) & 0x700)))),
+                                     vld1_s8((const int8_t *)(iq1s_grid + (qs[5] | ((qh[ib+1] << 5) & 0x700)))));
+            q1b.val[3] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[6] | ((qh[ib+1] << 2) & 0x700)))),
+                                     vld1_s8((const int8_t *)(iq1s_grid + (qs[7] | ((qh[ib+1] >> 1) & 0x700)))));
+            qs += 8;
+
+            q8b = ggml_vld1q_s8_x4(q8); q8 += 64;
+
+            const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q1b.val[0], q8b.val[0]), q1b.val[1], q8b.val[1]);
+            const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q1b.val[2], q8b.val[2]), q1b.val[3], q8b.val[3]);
+
+            const int ls1 = 2*((qh[ib+0] >> 12) & 7) + 1;
+            const int ls2 = 2*((qh[ib+1] >> 12) & 7) + 1;
+            sumi1 += vaddvq_s32(p1) * ls1;
+            sumi2 += vaddvq_s32(p2) * ls2;
+            sumi3 += (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]) * ls1 * (qh[ib+0] & 0x8000 ? -1 : 1)
+                   + (y[i].bsums[2*ib+2] + y[i].bsums[2*ib+3]) * ls2 * (qh[ib+1] & 0x8000 ? -1 : 1);
+
+        }
+
+        sumf += y[i].d * GGML_FP16_TO_FP32(x[i].d) * (sumi1 + sumi2 + IQ1S_DELTA * sumi3);
+    }
+
+    *s = sumf;
+
+#elif defined __AVX2__
+
+    __m256 accum = _mm256_setzero_ps();
+    float accum1 = 0;
+    for (int i = 0; i < nb; ++i) {
+
+        const int8_t   * q8 = y[i].qs;
+        const uint8_t  * qs = x[i].qs;
+        const uint16_t * qh = x[i].qh;
+
+        __m256i sumi = _mm256_setzero_si256();
+        int sumi1 = 0;
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+#ifdef __BMI2__
+            const uint64_t packed_idx1 = _pdep_u64(*(const uint32_t *)qs, 0x00ff00ff00ff00ffULL) | _pdep_u64(qh[ib], 0x700070007000700ULL);
+            const uint64_t packed_idx2 = _pdep_u64(*(const uint32_t *)(qs + 4), 0x00ff00ff00ff00ffULL) | _pdep_u64(qh[ib + 1], 0x700070007000700ULL);
+            const uint16_t *idx1 = (const uint16_t *)(&packed_idx1);
+            const uint16_t *idx2 = (const uint16_t *)(&packed_idx2);
+            const __m256i q1b_1 = _mm256_set_epi64x(iq1s_grid[idx1[3]], iq1s_grid[idx1[2]], iq1s_grid[idx1[1]], iq1s_grid[idx1[0]]);
+            const __m256i q1b_2 = _mm256_set_epi64x(iq1s_grid[idx2[3]], iq1s_grid[idx2[2]], iq1s_grid[idx2[1]], iq1s_grid[idx2[0]]);
+#else
+            const __m256i q1b_1 = _mm256_set_epi64x(iq1s_grid[qs[3] | ((qh[ib+0] >> 1) & 0x700)], iq1s_grid[qs[2] | ((qh[ib+0] << 2) & 0x700)],
+                                                    iq1s_grid[qs[1] | ((qh[ib+0] << 5) & 0x700)], iq1s_grid[qs[0] | ((qh[ib+0] << 8) & 0x700)]);
+            const __m256i q1b_2 = _mm256_set_epi64x(iq1s_grid[qs[7] | ((qh[ib+1] >> 1) & 0x700)], iq1s_grid[qs[6] | ((qh[ib+1] << 2) & 0x700)],
+                                                    iq1s_grid[qs[5] | ((qh[ib+1] << 5) & 0x700)], iq1s_grid[qs[4] | ((qh[ib+1] << 8) & 0x700)]);
+#endif
+            qs += 8;
+            const __m256i q8b_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8b_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+
+            const __m256i dot1 = mul_add_epi8(q1b_1, q8b_1);
+            const __m256i dot2 = mul_add_epi8(q1b_2, q8b_2);
+            const int16_t ls1 = 2*((qh[ib+0] >> 12) & 7) + 1;
+            const int16_t ls2 = 2*((qh[ib+1] >> 12) & 7) + 1;
+            const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_set1_epi16(ls1));
+            const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_set1_epi16(ls2));
+
+            sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p1, p2));
+            sumi1 += (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]) * (qh[ib+0] & 0x8000 ? -1 : 1) * ls1
+                   + (y[i].bsums[2*ib+2] + y[i].bsums[2*ib+3]) * (qh[ib+1] & 0x8000 ? -1 : 1) * ls2;
+        }
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        accum = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(sumi), accum);
+        accum1 += d * sumi1;
+
+    }
+
+    *s = hsum_float_8(accum) + IQ1S_DELTA * accum1;
+
+#elif defined __AVX__
+    __m256 accum = _mm256_setzero_ps();
+    float accum1 = 0;
+    for (int i = 0; i < nb; ++i) {
+
+        const int8_t   * q8 = y[i].qs;
+        const uint8_t  * qs = x[i].qs;
+        const uint16_t * qh = x[i].qh;
+
+        __m128i sumi1_0 = _mm_setzero_si128();
+        __m128i sumi1_1 = _mm_setzero_si128();
+        int sumi1 = 0;
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+            const __m128i q1b_1_0 = _mm_set_epi64x(iq1s_grid[qs[1] | ((qh[ib+0] << 5) & 0x700)], iq1s_grid[qs[0] | ((qh[ib+0] << 8) & 0x700)]);
+            const __m128i q1b_1_1 = _mm_set_epi64x(iq1s_grid[qs[3] | ((qh[ib+0] >> 1) & 0x700)], iq1s_grid[qs[2] | ((qh[ib+0] << 2) & 0x700)]);
+            const __m128i q1b_2_0 = _mm_set_epi64x(iq1s_grid[qs[5] | ((qh[ib+1] << 5) & 0x700)], iq1s_grid[qs[4] | ((qh[ib+1] << 8) & 0x700)]);
+            const __m128i q1b_2_1 = _mm_set_epi64x(iq1s_grid[qs[7] | ((qh[ib+1] >> 1) & 0x700)], iq1s_grid[qs[6] | ((qh[ib+1] << 2) & 0x700)]);
+            qs += 8;
+            const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+
+            const __m128i dot1_0 = mul_add_epi8_sse(q1b_1_0, q8b_1_0);
+            const __m128i dot1_1 = mul_add_epi8_sse(q1b_1_1, q8b_1_1);
+            const __m128i dot2_0 = mul_add_epi8_sse(q1b_2_0, q8b_2_0);
+            const __m128i dot2_1 = mul_add_epi8_sse(q1b_2_1, q8b_2_1);
+            const int16_t ls1 = 2*((qh[ib+0] >> 12) & 7) + 1;
+            const int16_t ls2 = 2*((qh[ib+1] >> 12) & 7) + 1;
+            const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_set1_epi16(ls1));
+            const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_set1_epi16(ls1));
+            const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_set1_epi16(ls2));
+            const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_set1_epi16(ls2));
+
+            sumi1_0 = _mm_add_epi32(sumi1_0, _mm_add_epi32(p1_0, p2_0));
+            sumi1_1 = _mm_add_epi32(sumi1_1, _mm_add_epi32(p1_1, p2_1));
+            sumi1 += (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]) * (qh[ib+0] & 0x8000 ? -1 : 1) * ls1
+                   + (y[i].bsums[2*ib+2] + y[i].bsums[2*ib+3]) * (qh[ib+1] & 0x8000 ? -1 : 1) * ls2;
+        }
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        accum = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(sumi1_1, sumi1_0))), accum);
+        accum1 += d * sumi1;
+
+    }
+
+    *s = hsum_float_8(accum) + IQ1S_DELTA * accum1;
+
+#elif defined(__POWER9_VECTOR__)
+    const vector unsigned char v0 = vec_splats((unsigned char)0x0);
+    const vector unsigned short vsign = vec_splats((unsigned short)0x8000);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    for (int i = 0; i < nb; ++i) {
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d));
+        vector float vyd = vec_splats(y[i].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed int vsumi0 = vec_splats((int32_t)0);
+        vector signed int vsumi1 = vec_splats((int32_t)0);
+        vector signed int vsumi2 = vec_splats((int32_t)0);
+        vector signed int vsumi3 = vec_splats((int32_t)0);
+        vector signed int vsumi8 = vec_splats((int32_t)0);
+
+        const uint8_t  * GGML_RESTRICT q1 = x[i].qs;
+        const uint16_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t   * GGML_RESTRICT q8 = y[i].qs;
+        const int16_t  * GGML_RESTRICT qs = y[i].bsums;
+
+        for (int j = 0; j < QK_K/32; j += 2) {
+            __builtin_prefetch(q1, 0, 1);
+            __builtin_prefetch(qh, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector signed long long aux64x2_0 = {*(const int64_t *)(iq1s_grid + (q1[0] | ((qh[0] << 8) & 0x700))), *(const int64_t *)(iq1s_grid + (q1[1] | ((qh[0] << 5) & 0x700)))};
+            vector signed long long aux64x2_1 = {*(const int64_t *)(iq1s_grid + (q1[2] | ((qh[0] << 2) & 0x700))), *(const int64_t *)(iq1s_grid + (q1[3] | ((qh[0] >> 1) & 0x700)))};
+            vector signed long long aux64x2_2 = {*(const int64_t *)(iq1s_grid + (q1[4] | ((qh[1] << 8) & 0x700))), *(const int64_t *)(iq1s_grid + (q1[5] | ((qh[1] << 5) & 0x700)))};
+            vector signed long long aux64x2_3 = {*(const int64_t *)(iq1s_grid + (q1[6] | ((qh[1] << 2) & 0x700))), *(const int64_t *)(iq1s_grid + (q1[7] | ((qh[1] >> 1) & 0x700)))};
+            q1 += 8;
+
+            vector signed char q1x0 = (vector signed char)aux64x2_0;
+            vector signed char q1x1 = (vector signed char)aux64x2_1;
+            vector signed char q1x2 = (vector signed char)aux64x2_2;
+            vector signed char q1x3 = (vector signed char)aux64x2_3;
+
+            vector signed char q8y0 = vec_xl( 0, q8);
+            vector signed char q8y1 = vec_xl(16, q8);
+            vector signed char q8y2 = vec_xl(32, q8);
+            vector signed char q8y3 = vec_xl(48, q8);
+            q8 += 64;
+
+            vector signed short qv0 = vec_add(vec_mule(q1x0, q8y0), vec_mulo(q1x0, q8y0));
+            vector signed short qv1 = vec_add(vec_mule(q1x1, q8y1), vec_mulo(q1x1, q8y1));
+            vector signed short qv2 = vec_add(vec_mule(q1x2, q8y2), vec_mulo(q1x2, q8y2));
+            vector signed short qv3 = vec_add(vec_mule(q1x3, q8y3), vec_mulo(q1x3, q8y3));
+
+            const uint16_t ls0 = (uint16_t)((qh[0] >> 12) & 7);
+            const uint16_t ls1 = (uint16_t)((qh[1] >> 12) & 7);
+
+            vector signed short vscales01 = (vector signed short)vec_splats((uint16_t)(2*ls0+1));
+            vector signed short vscales23 = (vector signed short)vec_splats((uint16_t)(2*ls1+1));
+            vector signed short vscales = vec_sld(vscales23, vscales01, 8);
+
+            vsumi0 = vec_msum(qv0, vscales01, vsumi0);
+            vsumi1 = vec_msum(qv1, vscales01, vsumi1);
+            vsumi2 = vec_msum(qv2, vscales23, vsumi2);
+            vsumi3 = vec_msum(qv3, vscales23, vsumi3);
+
+            vector signed short q8ysums = vec_xl_len(qs, 8);
+            qs += 4;
+            q8ysums = vec_mergeh(q8ysums, (vector signed short)v0);
+
+            vector signed short qxh = (vector signed short)vec_sld(vec_splats(qh[1]), vec_splats(qh[0]), 8);
+            qh += 2;
+            vector __bool short vsel = vec_cmpge(qxh, (vector signed short)v0);
+
+            vector signed short q8ysum = vec_sel((vector signed short)vec_xor((vector unsigned short)q8ysums, vsign), q8ysums, vsel);
+
+            vsumi8 = vec_add(vec_mule(q8ysum, vscales), vsumi8);
+        }
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+
+        vsumf0 = vec_madd(vec_ctf(vsumi8, 0), vec_mul(vd, vec_splats(IQ1S_DELTA)), vsumf0);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+
+    __m256 accum = (__m256)__lasx_xvldi(0);
+    float accum1 = 0;
+    for (int i = 0; i < nb; ++i) {
+
+        const int8_t   * q8 = y[i].qs;
+        const uint8_t  * qs = x[i].qs;
+        const uint16_t * qh = x[i].qh;
+
+        __m256i sumi = __lasx_xvldi(0);
+        int sumi1 = 0;
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+            __m256i q1b_1 = __lasx_xvinsgr2vr_d(q1b_1, iq1s_grid[qs[0] | ((qh[ib+0] << 8) & 0x700)], 0);
+            q1b_1 = __lasx_xvinsgr2vr_d(q1b_1, iq1s_grid[qs[1] | ((qh[ib+0] << 5) & 0x700)], 1);
+            q1b_1 = __lasx_xvinsgr2vr_d(q1b_1, iq1s_grid[qs[2] | ((qh[ib+0] << 2) & 0x700)], 2);
+            q1b_1 = __lasx_xvinsgr2vr_d(q1b_1, iq1s_grid[qs[3] | ((qh[ib+0] >> 1) & 0x700)], 3);
+
+            __m256i q1b_2 = __lasx_xvinsgr2vr_d(q1b_2, iq1s_grid[qs[4] | ((qh[ib+1] << 8) & 0x700)], 0);
+            q1b_2 = __lasx_xvinsgr2vr_d(q1b_2, iq1s_grid[qs[5] | ((qh[ib+1] << 5) & 0x700)], 1);
+            q1b_2 = __lasx_xvinsgr2vr_d(q1b_2, iq1s_grid[qs[6] | ((qh[ib+1] << 2) & 0x700)], 2);
+            q1b_2 = __lasx_xvinsgr2vr_d(q1b_2, iq1s_grid[qs[7] | ((qh[ib+1] >> 1) & 0x700)], 3);
+
+            qs += 8;
+            const __m256i q8b_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+            const __m256i q8b_2 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32;
+
+            const __m256i dot1 = mul_add_epi8(q1b_1, q8b_1);
+            const __m256i dot2 = mul_add_epi8(q1b_2, q8b_2);
+            const int16_t ls1 = 2*((qh[ib+0] >> 12) & 7) + 1;
+            const int16_t ls2 = 2*((qh[ib+1] >> 12) & 7) + 1;
+
+            __m256i tmp1, tmp5, tmp6;
+            tmp1 = __lasx_xvreplgr2vr_h(ls1);
+            tmp5 = __lasx_xvmulwev_w_h(dot1, tmp1);
+            tmp6 = __lasx_xvmulwod_w_h(dot1, tmp1);
+            const __m256i p1 = __lasx_xvadd_w(tmp5, tmp6);
+
+            tmp1 = __lasx_xvreplgr2vr_h(ls2);
+            tmp5 = __lasx_xvmulwev_w_h(dot2, tmp1);
+            tmp6 = __lasx_xvmulwod_w_h(dot2, tmp1);
+            const __m256i p2 = __lasx_xvadd_w(tmp5, tmp6);
+
+            sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p1, p2));
+            sumi1 += (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]) * (qh[ib+0] & 0x8000 ? -1 : 1) * ls1
+                   + (y[i].bsums[2*ib+2] + y[i].bsums[2*ib+3]) * (qh[ib+1] & 0x8000 ? -1 : 1) * ls2;
+        }
+
+        const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d);
+        accum = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(sumi), accum);
+        accum1 += d * sumi1;
+    }
+
+    *s = hsum_float_8(accum) + IQ1S_DELTA * accum1;
+
+#else
+
+    float sumf = 0;
+    for (int i = 0; i < nb; i++) {
+
+        const int8_t   * q8 = y[i].qs;
+        const uint8_t  * qs = x[i].qs;
+        const uint16_t * qh = x[i].qh;
+
+        int sumi = 0, sumi1 = 0;
+        for (int ib = 0; ib < QK_K/32; ++ib) {
+            const int ls = 2*((qh[ib] >> 12) & 7) + 1;
+            const int delta = qh[ib] & 0x8000 ? -1 : 1;
+            int lsum = 0;
+            for (int l = 0; l < 4; ++l) {
+                const int8_t * grid = (const int8_t *)(iq1s_grid + (qs[l] | (((qh[ib] >> 3*l) & 7) << 8)));
+                for (int j = 0; j < 8; ++j) {
+                    lsum += q8[j] * grid[j];
+                }
+                q8 += 8;
+            }
+            sumi  += ls * lsum;
+            sumi1 += ls * delta * (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]);
+            qs += 4;
+        }
+
+        sumf += GGML_FP16_TO_FP32(x[i].d) * y[i].d * (sumi + IQ1S_DELTA * sumi1);
+    }
+
+    *s = sumf;
+
+#endif
+}
+
+void ggml_vec_dot_iq1_m_q8_K  (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(n % QK_K == 0);
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+
+    const block_iq1_m * GGML_RESTRICT x = vx;
+    const block_q8_K  * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+    iq1m_scale_t scale;
+
+#if defined __ARM_NEON
+    const int32x4_t mask  = vdupq_n_s32(0x7);
+    const int32x4_t mone  = vdupq_n_s32(1);
+    const int32x4_t mzero = vdupq_n_s32(0);
+
+    ggml_int8x16x4_t deltas;
+    deltas.val[0] = vcombine_s8(vdup_n_s8(+1), vdup_n_s8(+1));
+    deltas.val[1] = vcombine_s8(vdup_n_s8(-1), vdup_n_s8(+1));
+    deltas.val[2] = vcombine_s8(vdup_n_s8(+1), vdup_n_s8(-1));
+    deltas.val[3] = vcombine_s8(vdup_n_s8(-1), vdup_n_s8(-1));
+
+    ggml_int8x16x4_t q1b;
+    ggml_int8x16x4_t q8b;
+
+    uint32_t aux32;
+    const uint8_t * aux8 = (const uint8_t *)&aux32;
+
+    float sumf = 0;
+    for (int i = 0; i < nb; ++i) {
+
+        const int8_t   * q8 = y[i].qs;
+        const uint8_t  * qs = x[i].qs;
+        const uint8_t  * qh = x[i].qh;
+        const uint16_t * sc = (const uint16_t *)x[i].scales;
+
+        scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+
+        int32x4_t sumi1 = mzero;
+        int32x4_t sumi2 = mzero;
+
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+
+            q1b.val[0] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[0] | ((qh[0] << 8) & 0x700)))),
+                                     vld1_s8((const int8_t *)(iq1s_grid + (qs[1] | ((qh[0] << 4) & 0x700)))));
+            q1b.val[1] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[2] | ((qh[1] << 8) & 0x700)))),
+                                     vld1_s8((const int8_t *)(iq1s_grid + (qs[3] | ((qh[1] << 4) & 0x700)))));
+            q1b.val[2] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[4] | ((qh[2] << 8) & 0x700)))),
+                                     vld1_s8((const int8_t *)(iq1s_grid + (qs[5] | ((qh[2] << 4) & 0x700)))));
+            q1b.val[3] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[6] | ((qh[3] << 8) & 0x700)))),
+                                     vld1_s8((const int8_t *)(iq1s_grid + (qs[7] | ((qh[3] << 4) & 0x700)))));
+
+            q8b = ggml_vld1q_s8_x4(q8); q8 += 64;
+
+            const int32x4_t p1 = vpaddq_s32(ggml_vdotq_s32(mzero, q1b.val[0], q8b.val[0]), ggml_vdotq_s32(mzero, q1b.val[1], q8b.val[1]));
+            const int32x4_t p2 = vpaddq_s32(ggml_vdotq_s32(mzero, q1b.val[2], q8b.val[2]), ggml_vdotq_s32(mzero, q1b.val[3], q8b.val[3]));
+            const int32x4_t p12 = vpaddq_s32(p1, p2);
+
+            const uint32_t * qh32 = (const uint32_t *)qh; // we are 4-byte aligned, so we can do that
+            aux32 = ((qh32[0] >> 3) & 0x01010101) | ((qh32[0] >> 6) & 0x02020202);
+
+            const int32x4_t p3 = vpaddq_s32(ggml_vdotq_s32(mzero, deltas.val[aux8[0]], q8b.val[0]), ggml_vdotq_s32(mzero, deltas.val[aux8[1]], q8b.val[1]));
+            const int32x4_t p4 = vpaddq_s32(ggml_vdotq_s32(mzero, deltas.val[aux8[2]], q8b.val[2]), ggml_vdotq_s32(mzero, deltas.val[aux8[3]], q8b.val[3]));
+            const int32x4_t p34 = vpaddq_s32(p3, p4);
+
+            int32x4_t scales_4 = ggml_vld1q_u32(sc[ib/2] >> 0, sc[ib/2] >> 3, sc[ib/2] >> 6, sc[ib/2] >> 9);
+
+            scales_4 = vaddq_s32(vshlq_n_s32(vandq_s32(scales_4, mask), 1), mone);
+
+            sumi1 = vmlaq_s32(sumi1, scales_4, p12);
+            sumi2 = vmlaq_s32(sumi2, scales_4, p34);
+
+            qs += 8; qh += 4;
+
+        }
+
+        sumf += y[i].d * GGML_FP16_TO_FP32(scale.f16) * (vaddvq_s32(sumi1) + IQ1M_DELTA * vaddvq_s32(sumi2));
+    }
+
+    *s = sumf;
+
+#elif defined __AVX2__
+
+    const __m256i mask = _mm256_set1_epi16(0x7);
+    const __m256i mone = _mm256_set1_epi16(1);
+    const __m256i mone8 = _mm256_set1_epi8(1);
+    const __m256i mtwo8 = _mm256_set1_epi8(2);
+    // VPSHUFB cannot cross 128-bit lanes so odd shifts go to upper half.
+    const __m256i scales_shift = _mm256_set_epi64x(9, 3, 6, 0);
+
+    __m256 accum1 = _mm256_setzero_ps();
+    __m256 accum2 = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+
+        const int8_t   * q8 = y[i].qs;
+        const uint8_t  * qs = x[i].qs;
+        const uint8_t  * qh = x[i].qh;
+        const uint16_t * sc = (const uint16_t *)x[i].scales;
+
+        scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+        // Extract 3-bit scales (16 values)
+        __m256i scales = _mm256_set1_epi64x(*(const uint64_t*)sc);
+        scales = _mm256_srlv_epi64(scales, scales_shift);
+        scales = _mm256_add_epi16(_mm256_slli_epi16(_mm256_and_si256(scales, mask), 1), mone);
+
+        // Indices to repeat each scale 8 times.
+        __m256i scales_idx1 = _mm256_set1_epi16(0x0100);
+        __m256i scales_idx2 = _mm256_add_epi8(scales_idx1, _mm256_set1_epi8(8));
+
+        __m256i sumi1 = _mm256_setzero_si256();
+        __m256i sumi2 = _mm256_setzero_si256();
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+#ifdef __BMI2__
+            const uint64_t packed_idx1 = _pdep_u64(*(const uint32_t *)qs, 0x00ff00ff00ff00ffULL)
+                                       | _pdep_u64(*(const uint16_t*)(qh) & 0x7777, 0xf000f000f000f00ULL);
+            const uint64_t packed_idx2 = _pdep_u64(*(const uint32_t *)(qs + 4), 0x00ff00ff00ff00ffULL)
+                                       | _pdep_u64(*(const uint16_t*)(qh + 2) & 0x7777, 0xf000f000f000f00ULL);
+            const uint16_t *idx1 = (const uint16_t *)(&packed_idx1);
+            const uint16_t *idx2 = (const uint16_t *)(&packed_idx2);
+            const __m256i q1b_1 = _mm256_set_epi64x(iq1s_grid[idx1[3]], iq1s_grid[idx1[2]], iq1s_grid[idx1[1]], iq1s_grid[idx1[0]]);
+            const __m256i q1b_2 = _mm256_set_epi64x(iq1s_grid[idx2[3]], iq1s_grid[idx2[2]], iq1s_grid[idx2[1]], iq1s_grid[idx2[0]]);
+
+            // Convert signs to bytes 0x81 (negative) or 0x01 (positive)
+            const uint64_t delta_sign = _pdep_u64(*(const uint32_t*)(qh) & 0x88888888, 0xf0f0f0f0f0f0f0f0ULL);
+            const __m256i delta1 = _mm256_or_si256(mone8, _mm256_cvtepi8_epi64(_mm_set1_epi32(delta_sign)));
+            const __m256i delta2 = _mm256_or_si256(mone8, _mm256_cvtepi8_epi64(_mm_set1_epi32(delta_sign >> 32)));
+#else
+            const __m256i q1b_1 = _mm256_set_epi64x(
+                    iq1s_grid[qs[3] | (((uint16_t)qh[1] << 4) & 0x700)], iq1s_grid[qs[2] | (((uint16_t)qh[1] << 8) & 0x700)],
+                    iq1s_grid[qs[1] | (((uint16_t)qh[0] << 4) & 0x700)], iq1s_grid[qs[0] | (((uint16_t)qh[0] << 8) & 0x700)]
+            );
+            const __m256i q1b_2 = _mm256_set_epi64x(
+                    iq1s_grid[qs[7] | (((uint16_t)qh[3] << 4) & 0x700)], iq1s_grid[qs[6] | (((uint16_t)qh[3] << 8) & 0x700)],
+                    iq1s_grid[qs[5] | (((uint16_t)qh[2] << 4) & 0x700)], iq1s_grid[qs[4] | (((uint16_t)qh[2] << 8) & 0x700)]
+            );
+
+            const __m256i delta1 = _mm256_set_epi64x(qh[1] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[1] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[0] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[0] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101);
+            const __m256i delta2 = _mm256_set_epi64x(qh[3] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[3] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[2] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[2] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101);
+#endif
+            const __m256i q8b_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+            const __m256i q8b_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32;
+
+            const __m256i dot1 = mul_add_epi8(q1b_1, q8b_1);
+            const __m256i dot2 = mul_add_epi8(q1b_2, q8b_2);
+            const __m256i dot3 = _mm256_maddubs_epi16(mone8, _mm256_sign_epi8(q8b_1, delta1));
+            const __m256i dot4 = _mm256_maddubs_epi16(mone8, _mm256_sign_epi8(q8b_2, delta2));
+
+            __m256i scale1 = _mm256_shuffle_epi8(scales, scales_idx1);
+            __m256i scale2 = _mm256_shuffle_epi8(scales, scales_idx2);
+
+            scales_idx1 = _mm256_add_epi8(scales_idx1, mtwo8);
+            scales_idx2 = _mm256_add_epi8(scales_idx2, mtwo8);
+
+            const __m256i p1 = _mm256_madd_epi16(dot1, scale1);
+            const __m256i p2 = _mm256_madd_epi16(dot2, scale2);
+            const __m256i p3 = _mm256_madd_epi16(dot3, scale1);
+            const __m256i p4 = _mm256_madd_epi16(dot4, scale2);
+
+            sumi1 = _mm256_add_epi32(sumi1, _mm256_add_epi32(p1, p2));
+            sumi2 = _mm256_add_epi32(sumi2, _mm256_add_epi32(p3, p4));
+
+            qs += 8; qh += 4;
+        }
+
+        const __m256 d = _mm256_set1_ps(y[i].d * GGML_FP16_TO_FP32(scale.f16));
+
+        accum1 = _mm256_fmadd_ps(d, _mm256_cvtepi32_ps(sumi1), accum1);
+        accum2 = _mm256_fmadd_ps(d, _mm256_cvtepi32_ps(sumi2), accum2);
+    }
+
+    *s = hsum_float_8(accum1) + IQ1M_DELTA * hsum_float_8(accum2);
+
+#elif defined __AVX__
+    const __m128i mask = _mm_set1_epi16(0x7);
+    const __m128i mone = _mm_set1_epi16(1);
+
+    __m256 accum1 = _mm256_setzero_ps();
+    __m256 accum2 = _mm256_setzero_ps();
+    for (int i = 0; i < nb; ++i) {
+
+        const int8_t   * q8 = y[i].qs;
+        const uint8_t  * qs = x[i].qs;
+        const uint8_t  * qh = x[i].qh;
+        const uint16_t * sc = (const uint16_t *)x[i].scales;
+
+        scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+
+        __m128i sumi1_0 = _mm_setzero_si128();
+        __m128i sumi1_1 = _mm_setzero_si128();
+        __m128i sumi2_0 = _mm_setzero_si128();
+        __m128i sumi2_1 = _mm_setzero_si128();
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+            const __m128i q1b_1_0 = _mm_set_epi64x(
+                    iq1s_grid[qs[1] | (((uint16_t)qh[0] << 4) & 0x700)], iq1s_grid[qs[0] | (((uint16_t)qh[0] << 8) & 0x700)]);
+            const __m128i q1b_1_1 = _mm_set_epi64x(
+                    iq1s_grid[qs[3] | (((uint16_t)qh[1] << 4) & 0x700)], iq1s_grid[qs[2] | (((uint16_t)qh[1] << 8) & 0x700)]);
+            const __m128i q1b_2_0 = _mm_set_epi64x(
+                    iq1s_grid[qs[5] | (((uint16_t)qh[2] << 4) & 0x700)], iq1s_grid[qs[4] | (((uint16_t)qh[2] << 8) & 0x700)]);
+            const __m128i q1b_2_1 = _mm_set_epi64x(
+                    iq1s_grid[qs[7] | (((uint16_t)qh[3] << 4) & 0x700)], iq1s_grid[qs[6] | (((uint16_t)qh[3] << 8) & 0x700)]);
+            const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+
+            const __m128i dot1_0 = mul_add_epi8_sse(q1b_1_0, q8b_1_0);
+            const __m128i dot1_1 = mul_add_epi8_sse(q1b_1_1, q8b_1_1);
+            const __m128i dot2_0 = mul_add_epi8_sse(q1b_2_0, q8b_2_0);
+            const __m128i dot2_1 = mul_add_epi8_sse(q1b_2_1, q8b_2_1);
+
+            const __m128i delta1_0 = _mm_set_epi64x(qh[0] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[0] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101);
+            const __m128i delta1_1 = _mm_set_epi64x(qh[1] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[1] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101);
+            const __m128i delta2_0 = _mm_set_epi64x(qh[2] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[2] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101);
+            const __m128i delta2_1 = _mm_set_epi64x(qh[3] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101,
+                                                     qh[3] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101);
+
+            const __m128i dot3_0 = mul_add_epi8_sse(delta1_0, q8b_1_0);
+            const __m128i dot3_1 = mul_add_epi8_sse(delta1_1, q8b_1_1);
+            const __m128i dot4_0 = mul_add_epi8_sse(delta2_0, q8b_2_0);
+            const __m128i dot4_1 = mul_add_epi8_sse(delta2_1, q8b_2_1);
+
+            __m128i scale1_0 = _mm_set1_epi16(sc[ib/2] >> 0);
+            __m128i scale1_1 = _mm_set1_epi16(sc[ib/2] >> 3);
+            __m128i scale2_0 = _mm_set1_epi16(sc[ib/2] >> 6);
+            __m128i scale2_1 = _mm_set1_epi16(sc[ib/2] >> 9);
+
+            scale1_0 = _mm_add_epi16(_mm_slli_epi16(_mm_and_si128(scale1_0, mask), 1), mone);
+            scale1_1 = _mm_add_epi16(_mm_slli_epi16(_mm_and_si128(scale1_1, mask), 1), mone);
+            scale2_0 = _mm_add_epi16(_mm_slli_epi16(_mm_and_si128(scale2_0, mask), 1), mone);
+            scale2_1 = _mm_add_epi16(_mm_slli_epi16(_mm_and_si128(scale2_1, mask), 1), mone);
+            const __m128i p1_0 = _mm_madd_epi16(dot1_0, scale1_0);
+            const __m128i p1_1 = _mm_madd_epi16(dot1_1, scale1_1);
+            const __m128i p2_0 = _mm_madd_epi16(dot2_0, scale2_0);
+            const __m128i p2_1 = _mm_madd_epi16(dot2_1, scale2_1);
+            const __m128i p3_0 = _mm_madd_epi16(dot3_0, scale1_0);
+            const __m128i p3_1 = _mm_madd_epi16(dot3_1, scale1_1);
+            const __m128i p4_0 = _mm_madd_epi16(dot4_0, scale2_0);
+            const __m128i p4_1 = _mm_madd_epi16(dot4_1, scale2_1);
+
+            sumi1_0 = _mm_add_epi32(sumi1_0, _mm_add_epi32(p1_0, p2_0));
+            sumi1_1 = _mm_add_epi32(sumi1_1, _mm_add_epi32(p1_1, p2_1));
+            sumi2_0 = _mm_add_epi32(sumi2_0, _mm_add_epi32(p3_0, p4_0));
+            sumi2_1 = _mm_add_epi32(sumi2_1, _mm_add_epi32(p3_1, p4_1));
+
+            qs += 8; qh += 4;
+        }
+
+        const __m256 d = _mm256_set1_ps(y[i].d * GGML_FP16_TO_FP32(scale.f16));
+
+        accum1 = _mm256_add_ps(_mm256_mul_ps(d, _mm256_cvtepi32_ps(MM256_SET_M128I(sumi1_1, sumi1_0))), accum1);
+        accum2 = _mm256_add_ps(_mm256_mul_ps(d, _mm256_cvtepi32_ps(MM256_SET_M128I(sumi2_1, sumi2_0))), accum2);
+    }
+
+    *s = hsum_float_8(accum1) + IQ1M_DELTA * hsum_float_8(accum2);
+
+#else
+
+    int sum1[2], sum2[2], delta[4];
+
+    float sumf = 0;
+    for (int i = 0; i < nb; i++) {
+
+        const int8_t   * q8 = y[i].qs;
+        const uint8_t  * qs = x[i].qs;
+        const uint8_t  * qh = x[i].qh;
+        const uint16_t * sc = (const uint16_t *)x[i].scales;
+
+        scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+
+        int sumi1 = 0, sumi2 = 0;
+        for (int ib = 0; ib < QK_K/32; ++ib) {
+            delta[0] = qh[0] & 0x08 ? -1 : 1;
+            delta[1] = qh[0] & 0x80 ? -1 : 1;
+            delta[2] = qh[1] & 0x08 ? -1 : 1;
+            delta[3] = qh[1] & 0x80 ? -1 : 1;
+            sum1[0] = sum1[1] = sum2[0] = sum2[1] = 0;
+            for (int l = 0; l < 4; ++l) {
+                const int8_t * grid = (const int8_t *)(iq1s_grid + (qs[l] | (((uint16_t)qh[l/2] << (8 - 4*(l%2))) & 0x700)));
+                int lsum1 = 0, lsum2 = 0;
+                for (int j = 0; j < 8; ++j) {
+                    lsum1 += q8[j] * grid[j];
+                    lsum2 += q8[j];
+                }
+                q8 += 8;
+                sum1[l/2] += lsum1;
+                sum2[l/2] += lsum2*delta[l];
+            }
+
+            const int ls1 = 2*((sc[ib/2] >> (6*(ib%2)+0)) & 0x7) + 1;
+            const int ls2 = 2*((sc[ib/2] >> (6*(ib%2)+3)) & 0x7) + 1;
+
+            sumi1 += sum1[0] * ls1 + sum1[1] * ls2;
+            sumi2 += sum2[0] * ls1 + sum2[1] * ls2;
+            qs += 4;
+            qh += 2;
+        }
+
+        sumf += GGML_FP16_TO_FP32(scale.f16) * y[i].d * (sumi1 + IQ1M_DELTA * sumi2);
+    }
+
+    *s = sumf;
+
+#endif
+}
+
+void ggml_vec_dot_iq4_nl_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+    assert(n % QK4_NL == 0);
+    static_assert(QK4_NL == QK8_0, "QK4_NL and QK8_0 must be the same");
+
+    const block_iq4_nl * GGML_RESTRICT x = vx;
+    const block_q8_0   * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK4_NL;
+
+    int ib = 0;
+    float sumf = 0;
+
+#if defined __ARM_NEON
+    const int8x16_t values = vld1q_s8(kvalues_iq4nl);
+    const uint8x16_t m4b = vdupq_n_u8(0x0f);
+    uint8x16x2_t q4bits;
+    int8x16x4_t q4b;
+    int8x16x4_t q8b;
+    int32x4_t prod_1, prod_2;
+
+    for (; ib + 1 < nb; ib += 2) {
+
+        q4bits.val[0] = vld1q_u8(x[ib + 0].qs);
+        q4bits.val[1] = vld1q_u8(x[ib + 1].qs);
+        q8b.val[0]    = vld1q_s8(y[ib + 0].qs);
+        q8b.val[1]    = vld1q_s8(y[ib + 0].qs + 16);
+        q8b.val[2]    = vld1q_s8(y[ib + 1].qs);
+        q8b.val[3]    = vld1q_s8(y[ib + 1].qs + 16);
+
+        q4b.val[0] = ggml_vqtbl1q_s8(values, vandq_u8  (q4bits.val[0], m4b));
+        q4b.val[1] = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits.val[0], 4));
+        q4b.val[2] = ggml_vqtbl1q_s8(values, vandq_u8  (q4bits.val[1], m4b));
+        q4b.val[3] = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits.val[1], 4));
+
+        prod_1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q4b.val[0], q8b.val[0]), q4b.val[1], q8b.val[1]);
+        prod_2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q4b.val[2], q8b.val[2]), q4b.val[3], q8b.val[3]);
+
+        sumf +=
+            GGML_FP16_TO_FP32(x[ib+0].d) * GGML_FP16_TO_FP32(y[ib + 0].d) * vaddvq_s32(prod_1) +
+            GGML_FP16_TO_FP32(x[ib+1].d) * GGML_FP16_TO_FP32(y[ib + 1].d) * vaddvq_s32(prod_2);
+    }
+
+#elif defined __AVX2__
+
+    const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_iq4nl);
+    const __m128i m4b  = _mm_set1_epi8(0x0f);
+    const __m256i mone = _mm256_set1_epi16(1);
+
+    __m256 accum1 = _mm256_setzero_ps();
+    __m256 accum2 = _mm256_setzero_ps();
+    for (; ib + 1 < nb; ib += 2) {
+        const __m128i q4bits_1 = _mm_loadu_si128((const __m128i*)x[ib + 0].qs);
+        const __m128i q4bits_2 = _mm_loadu_si128((const __m128i*)x[ib + 1].qs);
+        const __m256i q8b_1 = _mm256_loadu_si256((const __m256i *)y[ib + 0].qs);
+        const __m256i q8b_2 = _mm256_loadu_si256((const __m256i *)y[ib + 1].qs);
+        const __m256i q4b_1 = MM256_SET_M128I(_mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_1, 4), m4b)),
+                                              _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_1, m4b)));
+        const __m256i q4b_2 = MM256_SET_M128I(_mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_2, 4), m4b)),
+                                              _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_2, m4b)));
+        const __m256i p16_1 = mul_add_epi8(q4b_1, q8b_1);
+        const __m256i p16_2 = mul_add_epi8(q4b_2, q8b_2);
+        const __m256i p_1 = _mm256_madd_epi16(p16_1, mone);
+        const __m256i p_2 = _mm256_madd_epi16(p16_2, mone);
+        accum1 = _mm256_fmadd_ps(_mm256_set1_ps(GGML_FP16_TO_FP32(y[ib + 0].d)*GGML_FP16_TO_FP32(x[ib + 0].d)),
+                _mm256_cvtepi32_ps(p_1), accum1);
+        accum2 = _mm256_fmadd_ps(_mm256_set1_ps(GGML_FP16_TO_FP32(y[ib + 1].d)*GGML_FP16_TO_FP32(x[ib + 1].d)),
+                _mm256_cvtepi32_ps(p_2), accum2);
+    }
+
+    sumf = hsum_float_8(_mm256_add_ps(accum1, accum2));
+
+#elif defined __AVX__
+    const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_iq4nl);
+    const __m128i m4b  = _mm_set1_epi8(0x0f);
+
+    __m256 accum = _mm256_setzero_ps();
+    for (; ib + 1 < nb; ib += 2) {
+        const __m128i q4bits_1 = _mm_loadu_si128((const __m128i *)x[ib + 0].qs);
+        const __m128i q4bits_2 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs);
+        const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)y[ib + 0].qs);
+        const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)y[ib + 0].qs + 1);
+        const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs);
+        const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs + 1);
+
+        const __m128i q4b_1_0 = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_1, m4b));
+        const __m128i q4b_1_1 = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_1, 4), m4b));
+        const __m128i q4b_2_0 = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_2, m4b));
+        const __m128i q4b_2_1 = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_2, 4), m4b));
+
+        const __m256 p = mul_sum_i8_quad_float(q4b_1_0, q4b_1_1, q4b_2_0, q4b_2_1, q8b_1_0, q8b_1_1, q8b_2_0, q8b_2_1);
+        const __m256 deltas = quad_fp16_delta_float(x[ib].d, y[ib].d, x[ib + 1].d, y[ib + 1].d);
+        accum = _mm256_add_ps(_mm256_mul_ps(deltas, p), accum);
+    }
+
+    sumf = hsum_float_8(accum);
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0xF);
+    const vector signed int v0 = vec_splats((int32_t)0);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+
+    const vector signed char values = vec_xl( 0, kvalues_iq4nl);
+
+#pragma GCC unroll 4
+    for (; ib < nb; ++ib) {
+        __builtin_prefetch(x[ib].qs, 0, 1);
+        __builtin_prefetch(y[ib].qs, 0, 1);
+
+
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d));
+        vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d));
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs);
+        vector signed char q4x0 = vec_and(qxs, lowMask);
+        vector signed char q4x1 = vec_sr(qxs, v4);
+
+        q4x0 = vec_perm(values, values, (vector unsigned char)q4x0);
+        q4x1 = vec_perm(values, values, (vector unsigned char)q4x1);
+
+        vector signed char q8y0 = vec_xl( 0, y[ib].qs);
+        vector signed char q8y1 = vec_xl(16, y[ib].qs);
+
+        vector signed short qv0 = vec_add(vec_mule(q4x0, q8y0), vec_mulo(q4x0, q8y0));
+        vector signed short qv1 = vec_add(vec_mule(q4x1, q8y1), vec_mulo(q4x1, q8y1));
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+
+        vsumi0 = vec_sum4s(qv0, vsumi0);
+        vsumi1 = vec_sum4s(qv1, vsumi1);
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    sumf = vec_extract(vsumf0, 0);
+
+#elif defined (__loongarch_asx)
+
+    const __m128i values128 = __lsx_vld((const __m128i*)kvalues_iq4nl, 0);
+    const __m128i m4b  = __lsx_vreplgr2vr_b(0x0f);
+    const __m256i mone = __lasx_xvreplgr2vr_h(1);
+
+    __m256 accum1 = (__m256)__lasx_xvldi(0);
+    __m256 accum2 = (__m256)__lasx_xvldi(0);
+    for (; ib + 1 < nb; ib += 2) {
+        const __m128i q4bits_1 = __lsx_vld((const __m128i*)x[ib + 0].qs, 0);
+        const __m128i q4bits_2 = __lsx_vld((const __m128i*)x[ib + 1].qs, 0);
+        const __m256i q8b_1 = __lasx_xvld((const __m256i *)y[ib + 0].qs, 0);
+        const __m256i q8b_2 = __lasx_xvld((const __m256i *)y[ib + 1].qs, 0);
+        const __m256i q4b_1 = lasx_insertf128(lsx_shuffle_b(values128, __lsx_vand_v(__lsx_vsrli_h(q4bits_1, 4), m4b)),
+                                              lsx_shuffle_b(values128, __lsx_vand_v(q4bits_1, m4b)));
+        const __m256i q4b_2 = lasx_insertf128(lsx_shuffle_b(values128, __lsx_vand_v(__lsx_vsrli_h(q4bits_2, 4), m4b)),
+                                              lsx_shuffle_b(values128, __lsx_vand_v(q4bits_2, m4b)));
+        const __m256i p16_1 = mul_add_epi8(q4b_1, q8b_1);
+        const __m256i p16_2 = mul_add_epi8(q4b_2, q8b_2);
+        const __m256i p_1 = lasx_madd_h(p16_1, mone);
+        const __m256i p_2 = lasx_madd_h(p16_2, mone);
+        accum1 = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(y[ib + 0].d)*GGML_FP16_TO_FP32(x[ib + 0].d)),
+                __lasx_xvffint_s_w(p_1), accum1);
+        accum2 = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(y[ib + 1].d)*GGML_FP16_TO_FP32(x[ib + 1].d)),
+                __lasx_xvffint_s_w(p_2), accum2);
+    }
+
+    sumf = hsum_float_8(__lasx_xvfadd_s(accum1, accum2));
+
+#elif defined(__VXE__) || defined(__VXE2__)
+    const int8x16_t v_k = vec_xl(0, kvalues_iq4nl);
+    const uint8x16_t v_m = vec_splat_u8(0x0F);
+
+    for (; ib < nb; ++ib) {
+        const block_iq4_nl * GGML_RESTRICT x0 = &x[ib];
+        const block_q8_0   * GGML_RESTRICT y0 = &y[ib];
+
+        const uint8x16_t v_x = vec_xl(0, x0->qs);
+        int8x16_t v_xl = (int8x16_t)vec_and(v_x, v_m);
+        int8x16_t v_xh = (int8x16_t)vec_sr(v_x, 4);
+
+        v_xl = vec_perm(v_k, v_k, (uchar8x16_t)v_xl);
+        v_xh = vec_perm(v_k, v_k, (uchar8x16_t)v_xh);
+
+        const int8x16_t v_yl = vec_xl(0      , y0->qs);
+        const int8x16_t v_yh = vec_xl(QK8_0/2, y0->qs);
+        const int32x4_t v_xy = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_xl, v_yl), v_xh, v_yh);
+
+        sumf += GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d) * (v_xy[0] + v_xy[1] + v_xy[2] + v_xy[3]);
+    }
+#endif
+    for (; ib < nb; ++ib) {
+        const float d = GGML_FP16_TO_FP32(y[ib].d)*GGML_FP16_TO_FP32(x[ib].d);
+        int sumi1 = 0, sumi2 = 0;
+        for (int j = 0; j < QK4_NL/2; ++j) {
+            sumi1 += y[ib].qs[j+       0] * kvalues_iq4nl[x[ib].qs[j] & 0xf];
+            sumi2 += y[ib].qs[j+QK4_NL/2] * kvalues_iq4nl[x[ib].qs[j] >>  4];
+        }
+        sumf += d * (sumi1 + sumi2);
+    }
+    *s = sumf;
+}
+
+void ggml_vec_dot_iq4_xs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+    assert(nrc == 1);
+    UNUSED(nrc);
+    UNUSED(bx);
+    UNUSED(by);
+    UNUSED(bs);
+    assert(n % QK_K == 0);
+
+    const block_iq4_xs * GGML_RESTRICT x = vx;
+    const block_q8_K   * GGML_RESTRICT y = vy;
+
+    const int nb = n / QK_K;
+
+#if defined __ARM_NEON
+    const int8x16_t values = vld1q_s8(kvalues_iq4nl);
+    const uint8x16_t m4b = vdupq_n_u8(0x0f);
+    ggml_uint8x16x2_t q4bits;
+    ggml_int8x16x4_t q4b;
+    ggml_int8x16x4_t q8b;
+    int32x4_t prod_1, prod_2;
+
+    float sumf = 0;
+
+    for (int ibl = 0; ibl < nb; ++ibl) {
+
+        const int8_t  * q8 = y[ibl].qs;
+        const uint8_t * q4 = x[ibl].qs;
+        uint16_t h = x[ibl].scales_h;
+
+        int sumi1 = 0, sumi2 = 0;
+        for (int ib = 0; ib < QK_K/64; ++ib) {
+
+            q4bits = ggml_vld1q_u8_x2(q4); q4 += 32;
+            q8b    = ggml_vld1q_s8_x4(q8); q8 += 64;
+
+            q4b.val[0] = ggml_vqtbl1q_s8(values, vandq_u8  (q4bits.val[0], m4b));
+            q4b.val[1] = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits.val[0], 4));
+            q4b.val[2] = ggml_vqtbl1q_s8(values, vandq_u8  (q4bits.val[1], m4b));
+            q4b.val[3] = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits.val[1], 4));
+
+            prod_1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q4b.val[0], q8b.val[0]), q4b.val[1], q8b.val[1]);
+            prod_2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q4b.val[2], q8b.val[2]), q4b.val[3], q8b.val[3]);
+
+            int ls1 = ((x[ibl].scales_l[ib] & 0xf) | ((h << 4) & 0x30)) - 32;
+            int ls2 = ((x[ibl].scales_l[ib] >>  4) | ((h << 2) & 0x30)) - 32;
+            h >>= 4;
+            sumi1 += vaddvq_s32(prod_1) * ls1;
+            sumi2 += vaddvq_s32(prod_2) * ls2;
+
+        }
+
+        sumf += GGML_FP16_TO_FP32(x[ibl].d) * y[ibl].d * (sumi1 + sumi2);
+    }
+
+    *s = sumf;
+
+#elif defined __AVX2__
+
+    const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_iq4nl);
+    const __m128i m4b  = _mm_set1_epi8(0x0f);
+
+    __m256 accum = _mm256_setzero_ps();
+    for (int ibl = 0; ibl < nb; ++ibl) {
+        const uint8_t * qs = x[ibl].qs;
+        const int8_t  * q8 = y[ibl].qs;
+        uint16_t sh = x[ibl].scales_h;
+        __m256i sumi1 = _mm256_setzero_si256();
+        __m256i sumi2 = _mm256_setzero_si256();
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+            const __m128i q4bits_1 = _mm_loadu_si128((const __m128i*)qs);  qs += 16;
+            const __m128i q4bits_2 = _mm_loadu_si128((const __m128i*)qs);  qs += 16;
+            const __m256i q8b_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q8b_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32;
+            const __m256i q4b_1 = MM256_SET_M128I(_mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_1, 4), m4b)),
+                                                  _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_1, m4b)));
+            const __m256i q4b_2 = MM256_SET_M128I(_mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_2, 4), m4b)),
+                                                  _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_2, m4b)));
+            const __m256i p16_1 = mul_add_epi8(q4b_1, q8b_1);
+            const __m256i p16_2 = mul_add_epi8(q4b_2, q8b_2);
+            const int16_t ls1 = ((x[ibl].scales_l[ib/2] & 0xf) | ((sh << 4) & 0x30)) - 32;
+            const int16_t ls2 = ((x[ibl].scales_l[ib/2] >>  4) | ((sh << 2) & 0x30)) - 32;
+            sh >>= 4;
+            const __m256i p_1 = _mm256_madd_epi16(p16_1, _mm256_set1_epi16(ls1));
+            const __m256i p_2 = _mm256_madd_epi16(p16_2, _mm256_set1_epi16(ls2));
+            sumi1 = _mm256_add_epi32(p_1, sumi1);
+            sumi2 = _mm256_add_epi32(p_2, sumi2);
+        }
+        accum = _mm256_fmadd_ps(_mm256_set1_ps(GGML_FP16_TO_FP32(x[ibl].d)*y[ibl].d),
+                _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accum);
+    }
+
+    *s = hsum_float_8(accum);
+
+#elif defined __AVX__
+    const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_iq4nl);
+    const __m128i m4b  = _mm_set1_epi8(0x0f);
+
+    __m256 accum = _mm256_setzero_ps();
+    for (int ibl = 0; ibl < nb; ++ibl) {
+        const uint8_t * qs = x[ibl].qs;
+        const int8_t  * q8 = y[ibl].qs;
+        uint16_t sh = x[ibl].scales_h;
+        __m128i sumi1_0 = _mm_setzero_si128();
+        __m128i sumi1_1 = _mm_setzero_si128();
+        __m128i sumi2_0 = _mm_setzero_si128();
+        __m128i sumi2_1 = _mm_setzero_si128();
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+            const __m128i q4bits_1 = _mm_loadu_si128((const __m128i *)qs); qs += 16;
+            const __m128i q4bits_2 = _mm_loadu_si128((const __m128i *)qs); qs += 16;
+            const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16;
+            const __m128i q4b_1_0 = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_1, m4b));
+            const __m128i q4b_1_1 = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_1, 4), m4b));
+            const __m128i q4b_2_0 = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_2, m4b));
+            const __m128i q4b_2_1 = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_2, 4), m4b));
+            const __m128i p16_1_0 = mul_add_epi8_sse(q4b_1_0, q8b_1_0);
+            const __m128i p16_1_1 = mul_add_epi8_sse(q4b_1_1, q8b_1_1);
+            const __m128i p16_2_0 = mul_add_epi8_sse(q4b_2_0, q8b_2_0);
+            const __m128i p16_2_1 = mul_add_epi8_sse(q4b_2_1, q8b_2_1);
+            const int16_t ls1 = ((x[ibl].scales_l[ib/2] & 0xf) | ((sh << 4) & 0x30)) - 32;
+            const int16_t ls2 = ((x[ibl].scales_l[ib/2] >>  4) | ((sh << 2) & 0x30)) - 32;
+            sh >>= 4;
+            const __m128i p_1_0 = _mm_madd_epi16(p16_1_0, _mm_set1_epi16(ls1));
+            const __m128i p_1_1 = _mm_madd_epi16(p16_1_1, _mm_set1_epi16(ls1));
+            const __m128i p_2_0 = _mm_madd_epi16(p16_2_0, _mm_set1_epi16(ls2));
+            const __m128i p_2_1 = _mm_madd_epi16(p16_2_1, _mm_set1_epi16(ls2));
+            sumi1_0 = _mm_add_epi32(p_1_0, sumi1_0);
+            sumi1_1 = _mm_add_epi32(p_1_1, sumi1_1);
+            sumi2_0 = _mm_add_epi32(p_2_0, sumi2_0);
+            sumi2_1 = _mm_add_epi32(p_2_1, sumi2_1);
+        }
+        __m128i sumi12_0 = _mm_add_epi32(sumi1_0, sumi2_0);
+        __m128i sumi12_1 = _mm_add_epi32(sumi1_1, sumi2_1);
+        accum = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(GGML_FP16_TO_FP32(x[ibl].d)*y[ibl].d),
+                _mm256_cvtepi32_ps(MM256_SET_M128I(sumi12_1, sumi12_0))), accum);
+    }
+
+    *s = hsum_float_8(accum);
+
+#elif defined(__POWER9_VECTOR__)
+    const vector signed char lowMask = vec_splats((signed char)0xF);
+    const vector int v0 = vec_splats((int32_t)0);
+    const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+
+    vector float vsumf0 = vec_splats(0.0f);
+    vector float vsumf1 = vec_splats(0.0f);
+    vector float vsumf2 = vec_splats(0.0f);
+    vector float vsumf3 = vec_splats(0.0f);
+
+    const vector signed char values = vec_xl( 0, kvalues_iq4nl);
+
+    for (int ibl = 0; ibl < nb; ++ibl) {
+
+        vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ibl].d));
+        vector float vyd = vec_splats(y[ibl].d);
+        vector float vd = vec_mul(vxd, vyd);
+
+        vector signed int vsumi0 = v0;
+        vector signed int vsumi1 = v0;
+        vector signed int vsumi2 = v0;
+        vector signed int vsumi3 = v0;
+
+        uint16_t h = x[ibl].scales_h;
+
+        const uint8_t * GGML_RESTRICT q4 = x[ibl].qs;
+        const uint8_t * GGML_RESTRICT sc = x[ibl].scales_l;
+        const int8_t  * GGML_RESTRICT q8 = y[ibl].qs;
+
+        for (int ib = 0; ib < QK_K/64; ib ++ ) {
+            __builtin_prefetch(q4, 0, 1);
+            __builtin_prefetch(q8, 0, 1);
+
+            vector signed char qxs0 = (vector signed char)vec_xl( 0, q4);
+            vector signed char qxs1 = (vector signed char)vec_xl(16, q4);
+            q4 += 32;
+
+            vector signed char q4x00 = (vector signed char)vec_and(qxs0, lowMask);
+            vector signed char q4x01 = (vector signed char)vec_sr(qxs0, v4);
+            vector signed char q4x10 = (vector signed char)vec_and(qxs1, lowMask);
+            vector signed char q4x11 = (vector signed char)vec_sr(qxs1, v4);
+
+            q4x00 = vec_perm(values, values, (vector unsigned char)q4x00);
+            q4x01 = vec_perm(values, values, (vector unsigned char)q4x01);
+            q4x10 = vec_perm(values, values, (vector unsigned char)q4x10);
+            q4x11 = vec_perm(values, values, (vector unsigned char)q4x11);
+
+            vector signed char q8y0 = vec_xl( 0, q8);
+            vector signed char q8y1 = vec_xl(16, q8);
+            vector signed char q8y2 = vec_xl(32, q8);
+            vector signed char q8y3 = vec_xl(48, q8);
+            q8 += 64;
+
+            vector signed short qv0 = vec_add(vec_mule(q4x00, q8y0), vec_mulo(q4x00, q8y0));
+            vector signed short qv1 = vec_add(vec_mule(q4x01, q8y1), vec_mulo(q4x01, q8y1));
+            vector signed short qv2 = vec_add(vec_mule(q4x10, q8y2), vec_mulo(q4x10, q8y2));
+            vector signed short qv3 = vec_add(vec_mule(q4x11, q8y3), vec_mulo(q4x11, q8y3));
+
+            const uint16_t ls0 = (uint16_t)(((sc[0] & 0xf) | ((h << 4) & 0x30)) - 32);
+            const uint16_t ls1 = (uint16_t)(((sc[0] >>  4) | ((h << 2) & 0x30)) - 32);
+            h >>= 4;
+            sc ++;
+
+            vector signed short vscales01 = vec_splats((int16_t)ls0);
+            vector signed short vscales23 = vec_splats((int16_t)ls1);
+
+            vsumi0 = vec_msum(qv0, vscales01, vsumi0);
+            vsumi1 = vec_msum(qv1, vscales01, vsumi1);
+            vsumi2 = vec_msum(qv2, vscales23, vsumi2);
+            vsumi3 = vec_msum(qv3, vscales23, vsumi3);
+        }
+
+        vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0);
+        vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1);
+        vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2);
+        vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3);
+    }
+
+    vsumf0 = vec_add(vsumf0, vsumf2);
+    vsumf1 = vec_add(vsumf1, vsumf3);
+
+    vsumf0 = vec_add(vsumf0, vsumf1);
+
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4));
+    vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8));
+
+    *s = vec_extract(vsumf0, 0);
+
+#elif defined(__loongarch_asx)
+
+    const __m128i values128 = __lsx_vld((const __m128i*)kvalues_iq4nl, 0);
+
+    __m256 accum = (__m256)__lasx_xvldi(0);
+
+    for (int ibl = 0; ibl < nb; ++ibl) {
+        const uint8_t * qs = x[ibl].qs;
+        const int8_t  * q8 = y[ibl].qs;
+        uint16_t sh = x[ibl].scales_h;
+        __m256i sumi1 = __lasx_xvldi(0);
+        __m256i sumi2 = __lasx_xvldi(0);
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+            const __m128i q4bits_1 = __lsx_vld((const __m128i*)qs, 0); qs += 16;
+            const __m128i q4bits_2 = __lsx_vld((const __m128i*)qs, 0); qs += 16;
+            const __m256i q8b_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q8b_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32;
+            const __m256i q4b_1 = lasx_insertf128(__lsx_vshuf_b(values128, values128, __lsx_vsrli_b(q4bits_1, 4)),
+                                                  __lsx_vshuf_b(values128, values128, __lsx_vandi_b(q4bits_1, 0xf)));
+            const __m256i q4b_2 = lasx_insertf128(__lsx_vshuf_b(values128, values128, __lsx_vsrli_b(q4bits_2, 4)),
+                                                  __lsx_vshuf_b(values128, values128, __lsx_vandi_b(q4bits_2, 0xf)));
+            const __m256i p16_1 = mul_add_epi8(q4b_1, q8b_1);
+            const __m256i p16_2 = mul_add_epi8(q4b_2, q8b_2);
+            const int16_t ls1 = ((x[ibl].scales_l[ib/2] & 0xf) | ((sh << 4) & 0x30)) - 32;
+            const int16_t ls2 = ((x[ibl].scales_l[ib/2] >>  4) | ((sh << 2) & 0x30)) - 32;
+            sh >>= 4;
+            const __m256i p_1 = lasx_madd_h(p16_1, __lasx_xvreplgr2vr_h(ls1));
+            const __m256i p_2 = lasx_madd_h(p16_2, __lasx_xvreplgr2vr_h(ls2));
+            sumi1 = __lasx_xvadd_w(p_1, sumi1);
+            sumi2 = __lasx_xvadd_w(p_2, sumi2);
+        }
+        accum = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(x[ibl].d)*y[ibl].d),
+                __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accum);
+    }
+
+    *s = hsum_float_8(accum);
+#elif defined(__VXE__) || defined(__VXE2__)
+    const int8x16_t v_k = vec_xl(0, kvalues_iq4nl);
+    const uint8x16_t v_m = vec_splat_u8(0x0F);
+
+    float sumf = 0;
+
+    for (int ibl = 0; ibl < nb; ++ibl) {
+        const uint8_t * GGML_RESTRICT q4 = x[ibl].qs;
+        const int8_t  * GGML_RESTRICT q8 = y[ibl].qs;
+
+        uint16_t h = x[ibl].scales_h;
+
+        int sumi1 = 0, sumi2 = 0;
+        for (int ib = 0; ib < QK_K/64; ++ib) {
+            const uint8x16_t v_x0 = vec_xl(0       , q4);
+            const uint8x16_t v_x1 = vec_xl(QK4_NL/2, q4);
+            q4 += 32;
+
+            int8x16_t v_x0l = (int8x16_t)vec_and(v_x0, v_m);
+            int8x16_t v_x0h = (int8x16_t)vec_sr(v_x0, 4);
+            int8x16_t v_x1l = (int8x16_t)vec_and(v_x1, v_m);
+            int8x16_t v_x1h = (int8x16_t)vec_sr(v_x1, 4);
+
+            v_x0l = vec_perm(v_k, v_k, (uchar8x16_t)v_x0l);
+            v_x0h = vec_perm(v_k, v_k, (uchar8x16_t)v_x0h);
+            v_x1l = vec_perm(v_k, v_k, (uchar8x16_t)v_x1l);
+            v_x1h = vec_perm(v_k, v_k, (uchar8x16_t)v_x1h);
+
+            const int8x16_t v_y0 = vec_xl( 0, q8);
+            const int8x16_t v_y1 = vec_xl(16, q8);
+            const int8x16_t v_y2 = vec_xl(32, q8);
+            const int8x16_t v_y3 = vec_xl(48, q8);
+            q8 += 64;
+
+            int32x4_t vsumi0 = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_x0l, v_y0), v_x0h, v_y1);
+            int32x4_t vsumi1 = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_x1l, v_y2), v_x1h, v_y3);
+
+            int ls1 = ((x[ibl].scales_l[ib] & 0xF) | ((h << 4) & 0x30)) - 32;
+            int ls2 = ((x[ibl].scales_l[ib] >>  4) | ((h << 2) & 0x30)) - 32;
+
+            h >>= 4;
+
+            sumi1 += (vsumi0[0] + vsumi0[1] + vsumi0[2] + vsumi0[3]) * ls1;
+            sumi2 += (vsumi1[0] + vsumi1[1] + vsumi1[2] + vsumi1[3]) * ls2;
+        }
+
+        sumf += GGML_FP16_TO_FP32(x[ibl].d) * y[ibl].d * (sumi1 + sumi2);
+    }
+
+    *s = sumf;
+
+#else
+    float sumf = 0;
+    for (int ibl = 0; ibl < nb; ++ibl) {
+        const float d4d8 = GGML_FP16_TO_FP32(x[ibl].d) * y[ibl].d;
+        uint16_t h = x[ibl].scales_h;
+        const uint8_t * qs = x[ibl].qs;
+        const int8_t  * q8 = y[ibl].qs;
+        for (int ib = 0; ib < QK_K/32; ib += 2) {
+            const uint8_t ls1 = (x[ibl].scales_l[ib/2] & 0xf) | ((h << 4) & 0x30);
+            const uint8_t ls2 = (x[ibl].scales_l[ib/2] >>  4) | ((h << 2) & 0x30);
+            h >>= 4;
+            const float d1 = d4d8*(ls1 - 32);
+            const float d2 = d4d8*(ls2 - 32);
+            int sumi1 = 0, sumi2 = 0;
+            for (int j = 0; j < 16; ++j) {
+                sumi1 += q8[j+ 0] * kvalues_iq4nl[qs[j] & 0xf];
+                sumi2 += q8[j+16] * kvalues_iq4nl[qs[j] >>  4];
+            }
+            sumf += d1 * (sumi1 + sumi2);
+            qs += 16;
+            q8 += 32;
+            sumi1 = sumi2 = 0;
+            for (int j = 0; j < 16; ++j) {
+                sumi1 += q8[j+ 0] * kvalues_iq4nl[qs[j] & 0xf];
+                sumi2 += q8[j+16] * kvalues_iq4nl[qs[j] >>  4];
+            }
+            sumf += d2 * (sumi1 + sumi2);
+            qs += 16;
+            q8 += 32;
+        }
+    }
+    *s = sumf;
+#endif
+}
+
+// ============================ 4-bit non-linear quants
+
+void quantize_row_iq4_nl(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK4_NL == 0);
+    quantize_row_iq4_nl_ref(x, y, k);
+}
+
+void quantize_row_iq4_xs(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    quantize_iq4_xs(x, y, 1, k, NULL);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-quants.h b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-quants.h
new file mode 100644
index 0000000..e33d9d4
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-quants.h
@@ -0,0 +1,63 @@
+#pragma once
+
+#define GGML_COMMON_DECL_C
+#include "ggml-common.h"
+
+#include "ggml.h"
+
+// GGML CPU internal header
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+// Quantization
+void quantize_row_q4_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q4_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q5_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q5_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q8_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+
+void quantize_row_q2_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q3_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q4_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q5_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q6_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_q8_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+
+void quantize_row_tq1_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_tq2_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+
+void quantize_row_iq4_nl (const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+void quantize_row_iq4_xs (const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
+
+// Dot product
+void ggml_vec_dot_q4_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_q4_1_q8_1(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_q5_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_q5_1_q8_1(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_q8_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+
+void ggml_vec_dot_q2_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_q3_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_q4_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_q5_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_q6_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+
+void ggml_vec_dot_tq1_0_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_tq2_0_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+
+void ggml_vec_dot_iq2_xxs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_iq2_xs_q8_K (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_iq2_s_q8_K  (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_iq3_xxs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_iq1_s_q8_K  (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_iq1_m_q8_K  (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_iq4_nl_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_iq4_xs_q8_K (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+void ggml_vec_dot_iq3_s_q8_K  (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-traits.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-traits.cpp
new file mode 100644
index 0000000..62a0712
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-traits.cpp
@@ -0,0 +1,36 @@
+#include "ggml-cpu-traits.h"
+
+#include "ggml-backend-impl.h"
+#include "ggml-backend.h"
+
+namespace ggml::cpu {
+tensor_traits::~tensor_traits() {}
+
+extra_buffer_type::~extra_buffer_type() {}
+}  // namespace ggml::cpu
+
+bool ggml_cpu_extra_compute_forward(struct ggml_compute_params * params, struct ggml_tensor * op) {
+    for (auto extra : ggml_backend_cpu_get_extra_buffers_type()) {
+        if (extra && extra->context) {
+            auto buf_extra     = (ggml::cpu::extra_buffer_type *) extra->context;
+            auto tensor_traits = buf_extra->get_tensor_traits(op);
+            if (tensor_traits && tensor_traits->compute_forward(params, op)) {
+                return true;
+            }
+        }
+    }
+    return false;
+}
+
+bool ggml_cpu_extra_work_size(int n_threads, const struct ggml_tensor * op, size_t * size) {
+    for (auto extra : ggml_backend_cpu_get_extra_buffers_type()) {
+        if (extra && extra->context) {
+            auto buf_extra     = (ggml::cpu::extra_buffer_type *) extra->context;
+            auto tensor_traits = buf_extra->get_tensor_traits(op);
+            if (tensor_traits && tensor_traits->work_size(n_threads, op, *size)) {
+                return true;
+            }
+        }
+    }
+    return false;
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-traits.h b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-traits.h
new file mode 100644
index 0000000..99a6186
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu-traits.h
@@ -0,0 +1,38 @@
+#pragma once
+#include "ggml-backend-impl.h"
+#include "ggml-cpu-impl.h"
+#include "ggml.h"
+
+#ifdef __cplusplus
+#    include <vector>
+extern "C" {
+#endif
+
+// return true if op part of extra "accelerator"
+bool ggml_cpu_extra_compute_forward(struct ggml_compute_params * params, struct ggml_tensor * op);
+bool ggml_cpu_extra_work_size(int n_threads, const struct ggml_tensor * op, size_t * size);
+
+#ifdef __cplusplus
+}
+
+namespace ggml::cpu {
+// register in tensor->extra
+class tensor_traits {
+  public:
+    virtual ~tensor_traits();
+    virtual bool work_size(int n_threads, const struct ggml_tensor * op, size_t & size)        = 0;
+    virtual bool compute_forward(struct ggml_compute_params * params, struct ggml_tensor * op) = 0;
+};
+
+class extra_buffer_type {
+  public:
+    virtual ~extra_buffer_type();
+    virtual bool            supports_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) = 0;
+    virtual tensor_traits * get_tensor_traits(const struct ggml_tensor * op)                   = 0;
+};
+}  // namespace ggml::cpu
+
+// implemented in ggml-cpu.cpp.
+std::vector<ggml_backend_buffer_type_t> & ggml_backend_cpu_get_extra_buffers_type();
+
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu.c b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu.c
new file mode 100644
index 0000000..2462d2b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu.c
@@ -0,0 +1,3498 @@
+#define _CRT_SECURE_NO_DEPRECATE // Disables "unsafe" warnings on Windows
+#define _USE_MATH_DEFINES // For M_PI on MSVC
+
+#include "ggml-backend-impl.h"
+#include "ggml-backend.h"
+#include "ggml-cpu-traits.h"
+#include "ggml-cpu-impl.h"
+#include "ggml-cpu.h"
+#include "ggml-impl.h"
+#include "ggml-cpu-quants.h"
+#include "ggml-threading.h"
+#include "unary-ops.h"
+#include "binary-ops.h"
+#include "vec.h"
+#include "ops.h"
+#include "ggml.h"
+
+#include "ollama-debug.h"
+
+#if defined(_MSC_VER) || defined(__MINGW32__)
+#include <malloc.h> // using malloc.h with MSC/MINGW
+#elif !defined(__FreeBSD__) && !defined(__NetBSD__) && !defined(__OpenBSD__)
+#include <alloca.h>
+#endif
+
+#include <assert.h>
+#include <errno.h>
+#include <time.h>
+#include <math.h>
+#include <stdlib.h>
+#include <string.h>
+#include <stdint.h>
+#include <inttypes.h>
+#include <stdio.h>
+#include <float.h>
+#include <limits.h>
+#include <stdarg.h>
+#include <signal.h>
+#if defined(__gnu_linux__)
+#include <syscall.h>
+#endif
+
+#ifdef GGML_USE_OPENMP
+#include <omp.h>
+#endif
+
+#if defined(__ARM_FEATURE_SVE) || defined(__ARM_FEATURE_MATMUL_INT8)
+#undef GGML_USE_LLAMAFILE
+#endif
+
+#ifdef GGML_USE_LLAMAFILE
+#include "llamafile/sgemm.h"
+#endif
+
+// Note: once we move threading into a separate C++ file
+// will use std::hardware_destructive_interference_size instead of hardcoding it here
+// and we'll use C++ attribute syntax.
+#define GGML_CACHE_LINE  64
+
+#if defined(__clang__) || defined(__GNUC__)
+#define GGML_CACHE_ALIGN __attribute__((aligned(GGML_CACHE_LINE)))
+#endif
+
+#if defined(__has_feature)
+#if __has_feature(thread_sanitizer)
+#define GGML_TSAN_ENABLED 1
+#endif
+#else  // __has_feature
+#if defined(__SANITIZE_THREAD__)
+#define GGML_TSAN_ENABLED 1
+#endif
+#endif // __has_feature
+
+#define UNUSED GGML_UNUSED
+#define SWAP(x, y, T) do { T SWAP = x; (x) = y; (y) = SWAP; } while (0)
+
+#if defined(__ARM_ARCH)
+struct ggml_arm_arch_features_type {
+    int has_neon;
+    int has_dotprod;
+    int has_i8mm;
+    int has_sve;
+    int sve_cnt;
+    int has_sme;
+} ggml_arm_arch_features = {-1, -1, -1, -1, 0, -1};
+#endif
+
+
+#if defined(_WIN32)
+
+#define WIN32_LEAN_AND_MEAN
+#ifndef NOMINMAX
+    #define NOMINMAX
+#endif
+#include <windows.h>
+
+#if defined(_MSC_VER) && !defined(__clang__)
+#define GGML_CACHE_ALIGN __declspec(align(GGML_CACHE_LINE))
+
+typedef volatile LONG atomic_int;
+typedef atomic_int atomic_bool;
+typedef atomic_int atomic_flag;
+
+#define ATOMIC_FLAG_INIT 0
+
+typedef enum {
+    memory_order_relaxed,
+    memory_order_consume,
+    memory_order_acquire,
+    memory_order_release,
+    memory_order_acq_rel,
+    memory_order_seq_cst
+} memory_order;
+
+static void atomic_store(atomic_int * ptr, LONG val) {
+    InterlockedExchange(ptr, val);
+}
+static void atomic_store_explicit(atomic_int * ptr, LONG val, memory_order mo) {
+    // TODO: add support for explicit memory order
+    InterlockedExchange(ptr, val);
+}
+static LONG atomic_load(atomic_int * ptr) {
+    return InterlockedCompareExchange(ptr, 0, 0);
+}
+static LONG atomic_load_explicit(atomic_int * ptr, memory_order mo) {
+    // TODO: add support for explicit memory order
+    return InterlockedCompareExchange(ptr, 0, 0);
+}
+static LONG atomic_fetch_add(atomic_int * ptr, LONG inc) {
+    return InterlockedExchangeAdd(ptr, inc);
+}
+static LONG atomic_fetch_add_explicit(atomic_int * ptr, LONG inc, memory_order mo) {
+    // TODO: add support for explicit memory order
+    return InterlockedExchangeAdd(ptr, inc);
+}
+static atomic_bool atomic_flag_test_and_set(atomic_flag * ptr) {
+    return InterlockedExchange(ptr, 1);
+}
+static void atomic_flag_clear(atomic_flag * ptr) {
+    InterlockedExchange(ptr, 0);
+}
+static void atomic_thread_fence(memory_order mo) {
+    MemoryBarrier();
+}
+#else // clang
+#include <stdatomic.h>
+#endif
+
+typedef HANDLE pthread_t;
+
+typedef DWORD thread_ret_t;
+static int pthread_create(pthread_t * out, void * unused, thread_ret_t(*func)(void *), void * arg) {
+    (void) unused;
+    HANDLE handle = CreateThread(NULL, 0, (LPTHREAD_START_ROUTINE) func, arg, 0, NULL);
+    if (handle == NULL)
+    {
+        return EAGAIN;
+    }
+
+    *out = handle;
+    return 0;
+}
+
+static int pthread_join(pthread_t thread, void * unused) {
+    (void) unused;
+    int ret = (int) WaitForSingleObject(thread, INFINITE);
+    CloseHandle(thread);
+    return ret;
+}
+
+static int sched_yield (void) {
+    Sleep (0);
+    return 0;
+}
+#else
+
+#include <pthread.h>
+#include <stdatomic.h>
+#include <sched.h>
+#if defined(__FreeBSD__)
+#include <pthread_np.h>
+#endif
+
+typedef void * thread_ret_t;
+
+#include <sys/types.h>
+#include <sys/stat.h>
+#include <unistd.h>
+
+#endif
+
+typedef pthread_t ggml_thread_t;
+
+#if defined(__APPLE__)
+#include <unistd.h>
+#include <mach/mach.h>
+#include <TargetConditionals.h>
+#endif
+
+static const struct ggml_type_traits_cpu type_traits_cpu[GGML_TYPE_COUNT] = {
+    [GGML_TYPE_F32] = {
+        .vec_dot                  = (ggml_vec_dot_t) ggml_vec_dot_f32,
+        .vec_dot_type             = GGML_TYPE_F32,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_F16] = {
+        .from_float               = (ggml_from_float_t) ggml_cpu_fp32_to_fp16,
+        .vec_dot                  = (ggml_vec_dot_t) ggml_vec_dot_f16,
+        .vec_dot_type             = GGML_TYPE_F16,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_Q4_0] = {
+        .from_float               = quantize_row_q4_0,
+        .vec_dot                  = ggml_vec_dot_q4_0_q8_0,
+        .vec_dot_type             = GGML_TYPE_Q8_0,
+#if defined (__ARM_FEATURE_MATMUL_INT8)
+        .nrows                    = 2,
+#else
+        .nrows                    = 1,
+#endif
+    },
+    [GGML_TYPE_Q4_1] = {
+        .from_float               = quantize_row_q4_1,
+        .vec_dot                  = ggml_vec_dot_q4_1_q8_1,
+        .vec_dot_type             = GGML_TYPE_Q8_1,
+#if defined (__ARM_FEATURE_MATMUL_INT8)
+        .nrows                    = 2,
+#else
+        .nrows                    = 1,
+#endif
+    },
+    [GGML_TYPE_Q5_0] = {
+        .from_float               = quantize_row_q5_0,
+        .vec_dot                  = ggml_vec_dot_q5_0_q8_0,
+        .vec_dot_type             = GGML_TYPE_Q8_0,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_Q5_1] = {
+        .from_float               = quantize_row_q5_1,
+        .vec_dot                  = ggml_vec_dot_q5_1_q8_1,
+        .vec_dot_type             = GGML_TYPE_Q8_1,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_Q8_0] = {
+        .from_float               = quantize_row_q8_0,
+        .vec_dot                  = ggml_vec_dot_q8_0_q8_0,
+        .vec_dot_type             = GGML_TYPE_Q8_0,
+#if defined (__ARM_FEATURE_MATMUL_INT8)
+        .nrows                    = 2,
+#else
+        .nrows                    = 1,
+#endif
+    },
+    [GGML_TYPE_Q8_1] = {
+        .from_float               = quantize_row_q8_1,
+        .vec_dot_type             = GGML_TYPE_Q8_1,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_Q2_K] = {
+        .from_float               = quantize_row_q2_K,
+        .vec_dot                  = ggml_vec_dot_q2_K_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_Q3_K] = {
+        .from_float               = quantize_row_q3_K,
+        .vec_dot                  = ggml_vec_dot_q3_K_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_Q4_K] = {
+        .from_float               = quantize_row_q4_K,
+        .vec_dot                  = ggml_vec_dot_q4_K_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_Q5_K] = {
+        .from_float               = quantize_row_q5_K,
+        .vec_dot                  = ggml_vec_dot_q5_K_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_Q6_K] = {
+        .from_float               = quantize_row_q6_K,
+        .vec_dot                  = ggml_vec_dot_q6_K_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_IQ2_XXS] = {
+        .from_float               = NULL,
+        .vec_dot                  = ggml_vec_dot_iq2_xxs_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_IQ2_XS] = {
+        .from_float               = NULL,
+        .vec_dot                  = ggml_vec_dot_iq2_xs_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_IQ3_XXS] = {
+        // NOTE: from_float for iq3 and iq2_s was removed because these quants require initialization in ggml_quantize_init
+        //.from_float               = quantize_row_iq3_xxs,
+        .vec_dot                  = ggml_vec_dot_iq3_xxs_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_IQ3_S] = {
+        //.from_float               = quantize_row_iq3_s,
+        .vec_dot                  = ggml_vec_dot_iq3_s_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_IQ2_S] = {
+        //.from_float               = quantize_row_iq2_s,
+        .vec_dot                  = ggml_vec_dot_iq2_s_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_IQ1_S] = {
+        .from_float               = NULL,
+        .vec_dot                  = ggml_vec_dot_iq1_s_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_IQ1_M] = {
+        .from_float               = NULL,
+        .vec_dot                  = ggml_vec_dot_iq1_m_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_IQ4_NL] = {
+        .from_float               = quantize_row_iq4_nl,
+        .vec_dot                  = ggml_vec_dot_iq4_nl_q8_0,
+        .vec_dot_type             = GGML_TYPE_Q8_0,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_IQ4_XS] = {
+        .from_float               = quantize_row_iq4_xs,
+        .vec_dot                  = ggml_vec_dot_iq4_xs_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_Q8_K] = {
+        .from_float               = quantize_row_q8_K,
+    },
+    [GGML_TYPE_BF16] = {
+        .from_float               = (ggml_from_float_t) ggml_cpu_fp32_to_bf16,
+        .vec_dot                  = (ggml_vec_dot_t) ggml_vec_dot_bf16,
+        .vec_dot_type             = GGML_TYPE_BF16,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_TQ1_0] = {
+        .from_float               = quantize_row_tq1_0,
+        .vec_dot                  = ggml_vec_dot_tq1_0_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+    [GGML_TYPE_TQ2_0] = {
+        .from_float               = quantize_row_tq2_0,
+        .vec_dot                  = ggml_vec_dot_tq2_0_q8_K,
+        .vec_dot_type             = GGML_TYPE_Q8_K,
+        .nrows                    = 1,
+    },
+};
+
+const struct ggml_type_traits_cpu * ggml_get_type_traits_cpu(enum ggml_type type) {
+    return &type_traits_cpu[type];
+}
+
+//
+// Threading defs
+//
+
+typedef pthread_t          ggml_thread_t;
+
+#if defined(_WIN32)
+
+typedef CONDITION_VARIABLE ggml_cond_t;
+typedef SRWLOCK            ggml_mutex_t;
+
+#define ggml_mutex_init(m)   InitializeSRWLock(m)
+#define ggml_mutex_destroy(m)
+#define ggml_mutex_lock(m)   AcquireSRWLockExclusive(m)
+#define ggml_mutex_unlock(m) ReleaseSRWLockExclusive(m)
+#define ggml_mutex_lock_shared(m)   AcquireSRWLockShared(m)
+#define ggml_mutex_unlock_shared(m) ReleaseSRWLockShared(m)
+
+#define ggml_cond_init(c)    InitializeConditionVariable(c)
+#define ggml_cond_destroy(c)
+#define ggml_cond_wait(c, m) SleepConditionVariableSRW(c, m, INFINITE, CONDITION_VARIABLE_LOCKMODE_SHARED)
+#define ggml_cond_broadcast(c) WakeAllConditionVariable(c)
+
+#define ggml_thread_create pthread_create
+#define ggml_thread_join   pthread_join
+
+#else
+
+typedef pthread_cond_t     ggml_cond_t;
+typedef pthread_mutex_t    ggml_mutex_t;
+
+#define ggml_mutex_init(m)          pthread_mutex_init(m, NULL)
+#define ggml_mutex_destroy(m)       pthread_mutex_destroy(m)
+#define ggml_mutex_lock(m)          pthread_mutex_lock(m)
+#define ggml_mutex_unlock(m)        pthread_mutex_unlock(m)
+#define ggml_mutex_lock_shared(m)   pthread_mutex_lock(m)
+#define ggml_mutex_unlock_shared(m) pthread_mutex_unlock(m)
+
+#define ggml_lock_init(x)    UNUSED(x)
+#define ggml_lock_destroy(x) UNUSED(x)
+#if defined(__x86_64__) || (defined(_MSC_VER) && defined(_M_AMD64))
+#define ggml_lock_lock(x)    _mm_pause()
+#else
+#define ggml_lock_lock(x)    UNUSED(x)
+#endif
+#define ggml_lock_unlock(x)  UNUSED(x)
+
+#define GGML_LOCK_INITIALIZER 0
+#define ggml_cond_init(c)      pthread_cond_init(c, NULL)
+#define ggml_cond_destroy(c)   pthread_cond_destroy(c)
+#define ggml_cond_wait(c, m)   pthread_cond_wait(c, m)
+#define ggml_cond_broadcast(c) pthread_cond_broadcast(c)
+
+#define ggml_thread_create pthread_create
+#define ggml_thread_join   pthread_join
+
+#endif
+
+// Threadpool def
+struct ggml_threadpool {
+    ggml_mutex_t mutex;       // mutex for cond.var
+    ggml_cond_t  cond;        // cond.var for waiting for new work
+
+    struct ggml_cgraph * cgraph;
+    struct ggml_cplan  * cplan;
+
+    // synchronization primitives
+    atomic_int n_graph;       // incremented when there is work to be done (i.e each graph)
+    atomic_int GGML_CACHE_ALIGN n_barrier;
+    atomic_int GGML_CACHE_ALIGN n_barrier_passed;
+    atomic_int GGML_CACHE_ALIGN current_chunk; // currently processing chunk during Mat_Mul, shared between all the threads.
+
+    // these are atomic as an annotation for thread-sanitizer
+    atomic_bool stop;         // Used for stopping the threadpool altogether
+    atomic_bool pause;        // Used for pausing the threadpool or individual threads
+    atomic_int abort;         // Used for aborting processing of a graph
+
+    struct ggml_compute_state * workers;   // per thread state
+    int          n_threads_max; // number of threads in the pool
+    atomic_int   n_threads_cur; // number of threads used in the current graph
+
+    int32_t      prio;        // Scheduling priority
+    uint32_t     poll;        // Polling level (0 - no polling)
+
+    enum ggml_status ec;
+};
+
+// Per-thread state
+struct ggml_compute_state {
+#ifndef GGML_USE_OPENMP
+    ggml_thread_t thrd;
+    bool cpumask[GGML_MAX_N_THREADS];
+    int  last_graph;
+    bool pending;
+#endif
+    struct ggml_threadpool * threadpool;
+    int ith;
+};
+
+// Helpers for polling loops
+#if defined(__aarch64__) && ( defined(__clang__) || defined(__GNUC__) )
+static inline void ggml_thread_cpu_relax(void) {
+    __asm__ volatile("yield" ::: "memory");
+}
+#elif defined(__x86_64__)
+static inline void ggml_thread_cpu_relax(void) {
+    _mm_pause();
+}
+#else
+static inline void ggml_thread_cpu_relax(void) {;}
+#endif
+
+//
+// NUMA support
+//
+
+#define GGML_NUMA_MAX_NODES 8
+#define GGML_NUMA_MAX_CPUS 512
+
+struct ggml_numa_node {
+    uint32_t cpus[GGML_NUMA_MAX_CPUS]; // hardware threads on this node
+    uint32_t n_cpus;
+};
+
+struct ggml_numa_nodes {
+    enum ggml_numa_strategy numa_strategy;
+    struct ggml_numa_node nodes[GGML_NUMA_MAX_NODES];
+    uint32_t n_nodes;
+    uint32_t total_cpus; // hardware threads on system
+    uint32_t current_node; // node on which main process is execting
+#if defined(__gnu_linux__)
+    cpu_set_t cpuset; // cpuset from numactl
+#else
+    uint32_t cpuset; // no NUMA support outside of Linux at this time. Use a portable datatype
+#endif
+};
+
+//
+// ggml state
+//
+
+struct ggml_state {
+    struct ggml_numa_nodes numa;
+};
+
+static struct ggml_state g_state = {0};
+
+void ggml_barrier(struct ggml_threadpool * tp) {
+    int n_threads = atomic_load_explicit(&tp->n_threads_cur, memory_order_relaxed);
+    if (n_threads == 1) {
+        return;
+    }
+
+#ifdef GGML_USE_OPENMP
+    #pragma omp barrier
+#else
+    int n_passed = atomic_load_explicit(&tp->n_barrier_passed, memory_order_relaxed);
+
+    // enter barrier (full seq-cst fence)
+    int n_barrier = atomic_fetch_add_explicit(&tp->n_barrier, 1, memory_order_seq_cst);
+
+    if (n_barrier == (n_threads - 1)) {
+        // last thread
+        atomic_store_explicit(&tp->n_barrier, 0, memory_order_relaxed);
+
+        // exit barrier (fill seq-cst fence)
+        atomic_fetch_add_explicit(&tp->n_barrier_passed, 1, memory_order_seq_cst);
+        return;
+    }
+
+    // wait for other threads
+    while (atomic_load_explicit(&tp->n_barrier_passed, memory_order_relaxed) == n_passed) {
+        ggml_thread_cpu_relax();
+    }
+
+    // exit barrier (full seq-cst fence)
+    // TSAN doesn't support standalone fence yet, we use a dummy read-modify-write instead
+    #ifdef GGML_TSAN_ENABLED
+    atomic_fetch_add_explicit(&tp->n_barrier_passed, 0, memory_order_seq_cst);
+    #else
+    atomic_thread_fence(memory_order_seq_cst);
+    #endif
+#endif
+}
+
+#if defined(__gnu_linux__)
+static cpu_set_t ggml_get_numa_affinity(void) {
+    cpu_set_t cpuset;
+    pthread_t thread;
+    thread = pthread_self();
+    CPU_ZERO(&cpuset);
+    pthread_getaffinity_np(thread, sizeof(cpu_set_t), &cpuset);
+    return cpuset;
+}
+#else
+static uint32_t ggml_get_numa_affinity(void) {
+    return 0; // no NUMA support
+}
+#endif
+
+void ggml_numa_init(enum ggml_numa_strategy numa_flag) {
+    if (g_state.numa.n_nodes > 0) {
+        fprintf(stderr, "ggml_numa_init: NUMA already initialized\n");
+
+        return;
+    }
+
+#if defined(__gnu_linux__)
+    struct stat st;
+    char path[256];
+    int rv;
+
+    // set numa scheme
+    g_state.numa.numa_strategy = numa_flag;
+
+    GGML_PRINT_DEBUG("numa strategy %u\n",g_state.numa.numa_strategy);
+
+    g_state.numa.cpuset = ggml_get_numa_affinity();
+
+    // enumerate nodes
+    while (g_state.numa.n_nodes < GGML_NUMA_MAX_NODES) {
+        rv = snprintf(path, sizeof(path), "/sys/devices/system/node/node%u", g_state.numa.n_nodes);
+        GGML_ASSERT(rv > 0 && (unsigned)rv < sizeof(path));
+        if (stat(path, &st) != 0) { break; }
+        ++g_state.numa.n_nodes;
+    }
+
+    // enumerate CPUs
+    while (g_state.numa.total_cpus < GGML_NUMA_MAX_CPUS) {
+        rv = snprintf(path, sizeof(path), "/sys/devices/system/cpu/cpu%u", g_state.numa.total_cpus);
+        GGML_ASSERT(rv > 0 && (unsigned)rv < sizeof(path));
+        if (stat(path, &st) != 0) { break; }
+        ++g_state.numa.total_cpus;
+    }
+
+    GGML_PRINT_DEBUG("found %u numa nodes, %u CPUs\n", g_state.numa.n_nodes, g_state.numa.total_cpus);
+
+    // figure out which node we're on
+    uint current_cpu;
+    int getcpu_ret = 0;
+#if __GLIBC__ > 2 || (__GLIBC__ == 2 && __GLIBC_MINOR__ > 33) || defined(__COSMOPOLITAN__)
+    getcpu_ret = getcpu(&current_cpu, &g_state.numa.current_node);
+#else
+    // old glibc doesn't have a wrapper for this call. Fall back on direct syscall
+#   if !defined(SYS_getcpu) && defined(SYS_get_cpu)
+#       define SYS_getcpu SYS_get_cpu // some older glibc versions use this name
+#   endif
+    getcpu_ret = syscall(SYS_getcpu, &current_cpu, &g_state.numa.current_node);
+#endif
+
+    if (g_state.numa.n_nodes < 1 || g_state.numa.total_cpus < 1 || getcpu_ret != 0) {
+        g_state.numa.n_nodes = 0;
+        return;
+    }
+
+    GGML_PRINT_DEBUG("found our process on numa node %u, CPU %u\n", g_state.numa.current_node, current_cpu);
+
+    for (uint32_t n = 0; n < g_state.numa.n_nodes; ++n) {
+        struct ggml_numa_node * node = &g_state.numa.nodes[n];
+        GGML_PRINT_DEBUG("CPUs on node %u:", n);
+        node->n_cpus = 0;
+        for (uint32_t c = 0; c < g_state.numa.total_cpus; ++c) {
+            rv = snprintf(path, sizeof(path), "/sys/devices/system/node/node%u/cpu%u", n, c);
+            GGML_ASSERT(rv > 0 && (unsigned)rv < sizeof(path));
+            if (stat(path, &st) == 0) {
+                node->cpus[node->n_cpus++] = c;
+                GGML_PRINT_DEBUG(" %u", c);
+            }
+        }
+        GGML_PRINT_DEBUG("\n");
+    }
+
+    if (ggml_is_numa()) {
+        FILE *fptr = fopen("/proc/sys/kernel/numa_balancing", "r");
+        if (fptr != NULL) {
+            char buf[42];
+            if (fgets(buf, sizeof(buf), fptr) && strncmp(buf, "0\n", sizeof(buf)) != 0) {
+                GGML_LOG_WARN("/proc/sys/kernel/numa_balancing is enabled, this has been observed to impair performance\n");
+            }
+            fclose(fptr);
+        }
+    }
+#else
+    UNUSED(numa_flag);
+    // TODO
+#endif
+}
+
+bool ggml_is_numa(void) {
+    return g_state.numa.n_nodes > 1;
+}
+
+#if defined(__ARM_ARCH)
+
+#if defined(__linux__) && defined(__aarch64__)
+#include <sys/auxv.h>
+#elif defined(__APPLE__)
+#include <sys/sysctl.h>
+#endif
+
+#if !defined(HWCAP2_I8MM)
+#define HWCAP2_I8MM (1 << 13)
+#endif
+
+#if !defined(HWCAP2_SME)
+#define HWCAP2_SME (1 << 23)
+#endif
+
+static void ggml_init_arm_arch_features(void) {
+#if defined(__linux__) && defined(__aarch64__)
+    uint32_t hwcap = getauxval(AT_HWCAP);
+    uint32_t hwcap2 = getauxval(AT_HWCAP2);
+
+    ggml_arm_arch_features.has_neon    = !!(hwcap & HWCAP_ASIMD);
+    ggml_arm_arch_features.has_dotprod = !!(hwcap & HWCAP_ASIMDDP);
+    ggml_arm_arch_features.has_i8mm    = !!(hwcap2 & HWCAP2_I8MM);
+    ggml_arm_arch_features.has_sve     = !!(hwcap & HWCAP_SVE);
+    ggml_arm_arch_features.has_sme     = !!(hwcap2 & HWCAP2_SME);
+
+#if defined(__ARM_FEATURE_SVE)
+    ggml_arm_arch_features.sve_cnt = PR_SVE_VL_LEN_MASK & prctl(PR_SVE_GET_VL);
+#endif
+#elif defined(__APPLE__)
+    int oldp = 0;
+    size_t size = sizeof(oldp);
+    if (sysctlbyname("hw.optional.AdvSIMD", &oldp, &size, NULL, 0) != 0) {
+        oldp = 0;
+    }
+    ggml_arm_arch_features.has_neon = oldp;
+
+    if (sysctlbyname("hw.optional.arm.FEAT_DotProd", &oldp, &size, NULL, 0) != 0) {
+        oldp = 0;
+    }
+    ggml_arm_arch_features.has_dotprod = oldp;
+
+    if (sysctlbyname("hw.optional.arm.FEAT_I8MM", &oldp, &size, NULL, 0) != 0) {
+        oldp = 0;
+    }
+    ggml_arm_arch_features.has_i8mm = oldp;
+
+    if (sysctlbyname("hw.optional.arm.FEAT_SME", &oldp, &size, NULL, 0) != 0) {
+        oldp = 0;
+    }
+    ggml_arm_arch_features.has_sme = oldp;
+
+    ggml_arm_arch_features.has_sve = 0;
+    ggml_arm_arch_features.sve_cnt = 0;
+#else
+// Run-time CPU feature detection not implemented for this platform, fallback to compile time
+#if defined(__ARM_NEON)
+    ggml_arm_arch_features.has_neon = 1;
+#else
+    ggml_arm_arch_features.has_neon = 0;
+#endif
+
+#if defined(__ARM_FEATURE_MATMUL_INT8)
+    ggml_arm_arch_features.has_i8mm = 1;
+#else
+    ggml_arm_arch_features.has_i8mm = 0;
+#endif
+
+#if defined(__ARM_FEATURE_SVE)
+    ggml_arm_arch_features.has_sve = 1;
+    ggml_arm_arch_features.sve_cnt = 16;
+#else
+    ggml_arm_arch_features.has_sve = 0;
+    ggml_arm_arch_features.sve_cnt = 0;
+#endif
+
+#if defined(__ARM_FEATURE_SME) || defined(__ARM_FEATURE_SME2)
+    ggml_arm_arch_features.has_sme = 1;
+#else
+    ggml_arm_arch_features.has_sme = 0;
+#endif
+#endif
+}
+#endif
+
+struct ggml_tensor * ggml_new_i32(struct ggml_context * ctx, int32_t value) {
+    GGML_ASSERT(!ggml_get_no_alloc(ctx));
+
+    struct ggml_tensor * result = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, 1);
+
+    ggml_set_i32(result, value);
+
+    return result;
+}
+
+struct ggml_tensor * ggml_new_f32(struct ggml_context * ctx, float value) {
+    GGML_ASSERT(!ggml_get_no_alloc(ctx));
+
+    struct ggml_tensor * result = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 1);
+
+    ggml_set_f32(result, value);
+
+    return result;
+}
+
+struct ggml_tensor * ggml_set_i32 (struct ggml_tensor * tensor, int32_t value) {
+    const int n     = ggml_nrows(tensor);
+    const int nc    = tensor->ne[0];
+    const size_t n1 = tensor->nb[1];
+
+    char * const data = tensor->data;
+
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            {
+                assert(tensor->nb[0] == sizeof(int8_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_i8(nc, (int8_t *)(data + i*n1), value);
+                }
+            } break;
+        case GGML_TYPE_I16:
+            {
+                assert(tensor->nb[0] == sizeof(int16_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_i16(nc, (int16_t *)(data + i*n1), value);
+                }
+            } break;
+        case GGML_TYPE_I32:
+            {
+                assert(tensor->nb[0] == sizeof(int32_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_i32(nc, (int32_t *)(data + i*n1), value);
+                }
+            } break;
+        case GGML_TYPE_F16:
+            {
+                assert(tensor->nb[0] == sizeof(ggml_fp16_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_f16(nc, (ggml_fp16_t *)(data + i*n1), GGML_FP32_TO_FP16(value));
+                }
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                assert(tensor->nb[0] == sizeof(ggml_fp16_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_bf16(nc, (ggml_bf16_t *)(data + i*n1), GGML_FP32_TO_BF16(value));
+                }
+            } break;
+        case GGML_TYPE_F32:
+            {
+                assert(tensor->nb[0] == sizeof(float));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_f32(nc, (float *)(data + i*n1), value);
+                }
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+
+    return tensor;
+}
+
+struct ggml_tensor * ggml_set_f32(struct ggml_tensor * tensor, float value) {
+    const int n     = ggml_nrows(tensor);
+    const int nc    = tensor->ne[0];
+    const size_t n1 = tensor->nb[1];
+
+    char * const data = tensor->data;
+
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            {
+                assert(tensor->nb[0] == sizeof(int8_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_i8(nc, (int8_t *)(data + i*n1), value);
+                }
+            } break;
+        case GGML_TYPE_I16:
+            {
+                assert(tensor->nb[0] == sizeof(int16_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_i16(nc, (int16_t *)(data + i*n1), value);
+                }
+            } break;
+        case GGML_TYPE_I32:
+            {
+                assert(tensor->nb[0] == sizeof(int32_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_i32(nc, (int32_t *)(data + i*n1), value);
+                }
+            } break;
+        case GGML_TYPE_F16:
+            {
+                assert(tensor->nb[0] == sizeof(ggml_fp16_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_f16(nc, (ggml_fp16_t *)(data + i*n1), GGML_FP32_TO_FP16(value));
+                }
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                assert(tensor->nb[0] == sizeof(ggml_bf16_t));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_bf16(nc, (ggml_bf16_t *)(data + i*n1), GGML_FP32_TO_BF16(value));
+                }
+            } break;
+        case GGML_TYPE_F32:
+            {
+                assert(tensor->nb[0] == sizeof(float));
+                for (int i = 0; i < n; i++) {
+                    ggml_vec_set_f32(nc, (float *)(data + i*n1), value);
+                }
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+
+    return tensor;
+}
+
+int32_t ggml_get_i32_1d(const struct ggml_tensor * tensor, int i) {
+    if (!ggml_is_contiguous(tensor)) {
+        int64_t id[4] = { 0, 0, 0, 0 };
+        ggml_unravel_index(tensor, i, &id[0], &id[1], &id[2], &id[3]);
+        return ggml_get_i32_nd(tensor, id[0], id[1], id[2], id[3]);
+    }
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(int8_t));
+                return ((int8_t *)(tensor->data))[i];
+            }
+        case GGML_TYPE_I16:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(int16_t));
+                return ((int16_t *)(tensor->data))[i];
+            }
+        case GGML_TYPE_I32:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(int32_t));
+                return ((int32_t *)(tensor->data))[i];
+            }
+        case GGML_TYPE_F16:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(ggml_fp16_t));
+                return GGML_FP16_TO_FP32(((ggml_fp16_t *)(tensor->data))[i]);
+            }
+        case GGML_TYPE_BF16:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(ggml_bf16_t));
+                return GGML_BF16_TO_FP32(((ggml_bf16_t *)(tensor->data))[i]);
+            }
+        case GGML_TYPE_F32:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(float));
+                return ((float *)(tensor->data))[i];
+            }
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+void ggml_set_i32_1d(const struct ggml_tensor * tensor, int i, int32_t value) {
+    if (!ggml_is_contiguous(tensor)) {
+        int64_t id[4] = { 0, 0, 0, 0 };
+        ggml_unravel_index(tensor, i, &id[0], &id[1], &id[2], &id[3]);
+        ggml_set_i32_nd(tensor, id[0], id[1], id[2], id[3], value);
+        return;
+    }
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(int8_t));
+                ((int8_t *)(tensor->data))[i] = value;
+            } break;
+        case GGML_TYPE_I16:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(int16_t));
+                ((int16_t *)(tensor->data))[i] = value;
+            } break;
+        case GGML_TYPE_I32:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(int32_t));
+                ((int32_t *)(tensor->data))[i] = value;
+            } break;
+        case GGML_TYPE_F16:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(ggml_fp16_t));
+                ((ggml_fp16_t *)(tensor->data))[i] = GGML_FP32_TO_FP16(value);
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(ggml_bf16_t));
+                ((ggml_bf16_t *)(tensor->data))[i] = GGML_FP32_TO_BF16(value);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                GGML_ASSERT(tensor->nb[0] == sizeof(float));
+                ((float *)(tensor->data))[i] = value;
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+int32_t ggml_get_i32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, int i3) {
+    void * data   = (char *) tensor->data + i0*tensor->nb[0] + i1*tensor->nb[1] + i2*tensor->nb[2] + i3*tensor->nb[3];
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            return ((int8_t *) data)[0];
+        case GGML_TYPE_I16:
+            return ((int16_t *) data)[0];
+        case GGML_TYPE_I32:
+            return ((int32_t *) data)[0];
+        case GGML_TYPE_F16:
+            return GGML_FP16_TO_FP32(((ggml_fp16_t *) data)[0]);
+        case GGML_TYPE_BF16:
+            return GGML_BF16_TO_FP32(((ggml_bf16_t *) data)[0]);
+        case GGML_TYPE_F32:
+            return ((float *) data)[0];
+        default:
+            GGML_ABORT("fatal error");
+    }
+}
+
+void ggml_set_i32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, int i3, int32_t value) {
+    void * data   = (char *) tensor->data + i0*tensor->nb[0] + i1*tensor->nb[1] + i2*tensor->nb[2] + i3*tensor->nb[3];
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            {
+                ((int8_t *)(data))[0] = value;
+            } break;
+        case GGML_TYPE_I16:
+            {
+                ((int16_t *)(data))[0] = value;
+            } break;
+        case GGML_TYPE_I32:
+            {
+                ((int32_t *)(data))[0] = value;
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ((ggml_fp16_t *)(data))[0] = GGML_FP32_TO_FP16(value);
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                ((ggml_bf16_t *)(data))[0] = GGML_FP32_TO_BF16(value);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                ((float *)(data))[0] = value;
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+float ggml_get_f32_1d(const struct ggml_tensor * tensor, int i) {
+    if (!ggml_is_contiguous(tensor)) {
+        int64_t id[4] = { 0, 0, 0, 0 };
+        ggml_unravel_index(tensor, i, &id[0], &id[1], &id[2], &id[3]);
+        return ggml_get_f32_nd(tensor, id[0], id[1], id[2], id[3]);
+    }
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            {
+                return ((int8_t *)(tensor->data))[i];
+            }
+        case GGML_TYPE_I16:
+            {
+                return ((int16_t *)(tensor->data))[i];
+            }
+        case GGML_TYPE_I32:
+            {
+                return ((int32_t *)(tensor->data))[i];
+            }
+        case GGML_TYPE_F16:
+            {
+                return GGML_FP16_TO_FP32(((ggml_fp16_t *)(tensor->data))[i]);
+            }
+        case GGML_TYPE_BF16:
+            {
+                return GGML_BF16_TO_FP32(((ggml_bf16_t *)(tensor->data))[i]);
+            }
+        case GGML_TYPE_F32:
+            {
+                return ((float *)(tensor->data))[i];
+            }
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+void ggml_set_f32_1d(const struct ggml_tensor * tensor, int i, float value) {
+    if (!ggml_is_contiguous(tensor)) {
+        int64_t id[4] = { 0, 0, 0, 0 };
+        ggml_unravel_index(tensor, i, &id[0], &id[1], &id[2], &id[3]);
+        ggml_set_f32_nd(tensor, id[0], id[1], id[2], id[3], value);
+        return;
+    }
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            {
+                ((int8_t *)(tensor->data))[i] = value;
+            } break;
+        case GGML_TYPE_I16:
+            {
+                ((int16_t *)(tensor->data))[i] = value;
+            } break;
+        case GGML_TYPE_I32:
+            {
+                ((int32_t *)(tensor->data))[i] = value;
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ((ggml_fp16_t *)(tensor->data))[i] = GGML_FP32_TO_FP16(value);
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                ((ggml_bf16_t *)(tensor->data))[i] = GGML_FP32_TO_BF16(value);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                ((float *)(tensor->data))[i] = value;
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+float ggml_get_f32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, int i3) {
+    void * data   = (char *) tensor->data + i0*tensor->nb[0] + i1*tensor->nb[1] + i2*tensor->nb[2] + i3*tensor->nb[3];
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            return ((int8_t *) data)[0];
+        case GGML_TYPE_I16:
+            return ((int16_t *) data)[0];
+        case GGML_TYPE_I32:
+            return ((int32_t *) data)[0];
+        case GGML_TYPE_F16:
+            return GGML_FP16_TO_FP32(((ggml_fp16_t *) data)[0]);
+        case GGML_TYPE_BF16:
+            return GGML_BF16_TO_FP32(((ggml_bf16_t *) data)[0]);
+        case GGML_TYPE_F32:
+            return ((float *) data)[0];
+        default:
+            GGML_ABORT("fatal error");
+    }
+}
+
+void ggml_set_f32_nd(const struct ggml_tensor * tensor, int i0, int i1, int i2, int i3, float value) {
+    void * data   = (char *) tensor->data + i0*tensor->nb[0] + i1*tensor->nb[1] + i2*tensor->nb[2] + i3*tensor->nb[3];
+    switch (tensor->type) {
+        case GGML_TYPE_I8:
+            {
+                ((int8_t *)(data))[0] = value;
+            } break;
+        case GGML_TYPE_I16:
+            {
+                ((int16_t *)(data))[0] = value;
+            } break;
+        case GGML_TYPE_I32:
+            {
+                ((int32_t *)(data))[0] = value;
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ((ggml_fp16_t *)(data))[0] = GGML_FP32_TO_FP16(value);
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                ((ggml_bf16_t *)(data))[0] = GGML_FP32_TO_BF16(value);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                ((float *)(data))[0] = value;
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+////////////////////////////////////////////////////////////////////////////////
+
+// ggml_compute_forward_mul_mat
+
+static void ggml_compute_forward_mul_mat_one_chunk(
+    const struct ggml_compute_params * params,
+    struct ggml_tensor * dst,
+    const enum ggml_type type,
+    const int64_t num_rows_per_vec_dot,
+    const int64_t ir0_start,
+    const int64_t ir0_end,
+    const int64_t ir1_start,
+    const int64_t ir1_end) {
+
+    const struct ggml_tensor * src0 = dst->src[0];
+    const struct ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const bool src1_cont = ggml_is_contiguous(src1);
+
+    ggml_vec_dot_t const vec_dot      = type_traits_cpu[type].vec_dot;
+    enum ggml_type const vec_dot_type = type_traits_cpu[type].vec_dot_type;
+
+    // broadcast factors
+    const int64_t r2 = ne12 / ne02;
+    const int64_t r3 = ne13 / ne03;
+
+    //printf("ir0_start = %6lld, ir0_end = %6lld, ir1_start = %6lld, ir1_end = %6lld\n", ir0_start, ir0_end, ir1_start, ir1_end);
+
+    // threads with no work simply yield (not sure if it helps)
+    if (ir0_start >= ir0_end || ir1_start >= ir1_end) {
+        return;
+    }
+
+    const void * wdata = (src1->type == vec_dot_type) ? src1->data : params->wdata;
+    const size_t row_size = ggml_row_size(vec_dot_type, ne10);
+
+    assert(ne12 % ne02 == 0);
+    assert(ne13 % ne03 == 0);
+
+    // block-tiling attempt
+    const int64_t blck_0 = 16;
+    const int64_t blck_1 = 16;
+
+    const size_t src1_col_stride = src1_cont || src1->type != vec_dot_type ? row_size : nb11;
+
+    // attempt to reduce false-sharing (does not seem to make a difference)
+    // 16 * 2, accounting for mmla kernels
+    float tmp[32];
+
+    for (int64_t iir1 = ir1_start; iir1 < ir1_end; iir1 += blck_1) {
+        for (int64_t iir0 = ir0_start; iir0 < ir0_end; iir0 += blck_0) {
+            for (int64_t ir1 = iir1; ir1 < iir1 + blck_1 && ir1 < ir1_end; ir1 += num_rows_per_vec_dot) {
+                const int64_t i13 = (ir1 / (ne12 * ne1));
+                const int64_t i12 = (ir1 - i13 * ne12 * ne1) / ne1;
+                const int64_t i11 = (ir1 - i13 * ne12 * ne1 - i12 * ne1);
+
+                // broadcast src0 into src1
+                const int64_t i03 = i13 / r3;
+                const int64_t i02 = i12 / r2;
+
+                const int64_t i1 = i11;
+                const int64_t i2 = i12;
+                const int64_t i3 = i13;
+
+                const char * src0_row = (const char*)src0->data + (0 + i02 * nb02 + i03 * nb03);
+
+                // desc: when src1 is not a contiguous memory block we have to calculate the offset using the strides
+                //       if it is, then we have either copied the data to params->wdata and made it contiguous or we are using
+                //       the original src1 data pointer, so we should index using the indices directly
+                // TODO: this is a bit of a hack, we should probably have a better way to handle this
+                const char * src1_col = (const char*)wdata +
+                    (src1_cont || src1->type != vec_dot_type
+                        ? (i11 + i12 * ne11 + i13 * ne12 * ne11) * row_size
+                        : (i11 * nb11 + i12 * nb12 + i13 * nb13));
+                float * dst_col = (float*)((char*)dst->data + (i1 * nb1 + i2 * nb2 + i3 * nb3));
+
+                //for (int64_t ir0 = iir0; ir0 < iir0 + blck_0 && ir0 < ir0_end; ++ir0) {
+                //    vec_dot(ne00, &dst_col[ir0], src0_row + ir0*nb01, src1_col);
+                //}
+
+                for (int64_t ir0 = iir0; ir0 < iir0 + blck_0 && ir0 < ir0_end; ir0 += num_rows_per_vec_dot) {
+                    vec_dot(ne00, &tmp[ir0 - iir0], (num_rows_per_vec_dot > 1 ? 16 : 0), src0_row + ir0 * nb01, (num_rows_per_vec_dot > 1 ? nb01 : 0), src1_col, (num_rows_per_vec_dot > 1 ? src1_col_stride : 0), num_rows_per_vec_dot);
+                }
+
+                for (int cn = 0; cn < num_rows_per_vec_dot; ++cn) {
+                    memcpy(&dst_col[iir0 + cn * nb1 / nb0], tmp + (cn * 16), (MIN(iir0 + blck_0, ir0_end) - iir0) * sizeof(float));
+                }
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_mul_mat(
+        const struct ggml_compute_params * params,
+              struct ggml_tensor * dst) {
+
+    const struct ggml_tensor * src0 = dst->src[0];
+    const struct ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    enum ggml_type           const vec_dot_type         = type_traits_cpu[src0->type].vec_dot_type;
+    ggml_from_float_t        const from_float           = type_traits_cpu[vec_dot_type].from_float;
+    int64_t                  const vec_dot_num_rows     = type_traits_cpu[src0->type].nrows;
+
+    GGML_ASSERT(ne0 == ne01);
+    GGML_ASSERT(ne1 == ne11);
+    GGML_ASSERT(ne2 == ne12);
+    GGML_ASSERT(ne3 == ne13);
+
+    // we don't support permuted src0 or src1
+    GGML_ASSERT(nb00 == ggml_type_size(src0->type));
+    GGML_ASSERT(nb10 == ggml_type_size(src1->type));
+
+    // dst cannot be transposed or permuted
+    GGML_ASSERT(nb0 == sizeof(float));
+    GGML_ASSERT(nb0 <= nb1);
+    GGML_ASSERT(nb1 <= nb2);
+    GGML_ASSERT(nb2 <= nb3);
+
+    // nb01 >= nb00 - src0 is not transposed
+    //   compute by src0 rows
+
+    // TODO: extract to "extra_op"
+#if GGML_USE_LLAMAFILE
+    // broadcast factors
+    const int64_t r2 = ne12 / ne02;
+    const int64_t r3 = ne13 / ne03;
+
+    const bool src1_cont = ggml_is_contiguous(src1);
+
+    if (src1_cont) {
+        for (int64_t i13 = 0; i13 < ne13; i13++)
+            for (int64_t i12 = 0; i12 < ne12; i12++)
+                if (!llamafile_sgemm(params,
+                                     ne01, ne11, ne00/ggml_blck_size(src0->type),
+                                     (const char *)src0->data + i12/r2*nb02 + i13/r3*nb03,
+                                     nb01/ggml_type_size(src0->type),
+                                     (const char *)src1->data + i12*nb12 + i13*nb13,
+                                     nb11/ggml_type_size(src1->type),
+                                     (char *)dst->data + i12*nb2 + i13*nb3,
+                                     nb1/ggml_type_size(dst->type),
+                                     src0->type,
+                                     src1->type,
+                                     dst->type))
+                    goto UseGgmlGemm1;
+        return;
+    }
+UseGgmlGemm1:;
+#endif
+
+    if (src1->type != vec_dot_type) {
+        char * wdata = params->wdata;
+
+        const size_t nbw0 = ggml_type_size(vec_dot_type);
+        const size_t nbw1 = ggml_row_size(vec_dot_type, ne10);
+        const size_t nbw2 = nbw1*ne11;
+        const size_t nbw3 = nbw2*ne12;
+
+        assert(params->wsize >= ne13*nbw3);
+        GGML_ASSERT(src1->type == GGML_TYPE_F32);
+
+    #if 0
+        for (int64_t i13 = 0; i13 < ne13; ++i13) {
+            for (int64_t i12 = 0; i12 < ne12; ++i12) {
+                for (int64_t i11 = ith; i11 < ne11; i11 += nth) {
+                    from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11),
+                               (void *)               (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1),
+                                ne10);
+                }
+            }
+        }
+    #else
+        for (int64_t i13 = 0; i13 < ne13; ++i13) {
+            for (int64_t i12 = 0; i12 < ne12; ++i12) {
+                for (int64_t i11 = 0; i11 < ne11; ++i11) {
+                    size_t bs = ggml_blck_size(vec_dot_type);
+                    int64_t ne10_block_start = (ith * ne10/bs) / nth;
+                    int64_t ne10_block_end   = ((ith + 1) * ne10/bs) / nth;
+                    from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11 + ne10_block_start*bs*nb10),
+                               (void *)               (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1 + ne10_block_start*nbw0),
+                               (ne10_block_end - ne10_block_start) * bs);
+                }
+            }
+        }
+    #endif
+    }
+
+    if (ith == 0) {
+        // Every thread starts at ith, so the first unprocessed chunk is nth.  This save a bit of coordination right at the start.
+        atomic_store_explicit(&params->threadpool->current_chunk, nth, memory_order_relaxed);
+    }
+
+    ggml_barrier(params->threadpool);
+
+#if GGML_USE_LLAMAFILE
+    if (src1->type != vec_dot_type) {
+        const void* wdata = (src1->type == vec_dot_type) ? src1->data : params->wdata;
+        const size_t row_size = ggml_row_size(vec_dot_type, ne10);
+
+        for (int64_t i13 = 0; i13 < ne13; i13++)
+            for (int64_t i12 = 0; i12 < ne12; i12++)
+                if (!llamafile_sgemm(params,
+                                     ne01, ne11, ne00/ggml_blck_size(src0->type),
+                                     (const char *)src0->data + i12/r2*nb02 + i13/r3*nb03,
+                                     nb01/ggml_type_size(src0->type),
+                                     (const char *)wdata + (i12*ne11 + i13*ne12*ne11)*row_size,
+                                     row_size/ggml_type_size(vec_dot_type),
+                                     (char *)dst->data + i12*nb2 + i13*nb3,
+                                     nb1/ggml_type_size(dst->type),
+                                     src0->type,
+                                     vec_dot_type,
+                                     dst->type))
+                    goto UseGgmlGemm2;
+        return;
+    }
+UseGgmlGemm2:;
+#endif
+
+    // This is the size of the first dimension of the result, so we can iterate that way. (see the ASSERT above, these are the same numbers)
+    const int64_t nr0 = ne0;
+
+    // This is the size of the rest of the dimensions of the result
+    const int64_t nr1 = ne1 * ne2 * ne3;
+
+    // Now select a reasonable chunk size.
+    int chunk_size = 16;
+
+    // We need to step up the size if it's small
+    if (nr0 == 1 || nr1 == 1) {
+        chunk_size = 64;
+    }
+
+    // distribute the work across the inner or outer loop based on which one is larger
+    // The number of chunks in the 0/1 dim.
+    // CEIL(nr0/chunk_size)
+    int64_t nchunk0 = (nr0 + chunk_size - 1) / chunk_size;
+    int64_t nchunk1 = (nr1 + chunk_size - 1) / chunk_size;
+
+    // If the chunking is poor for the number of threads on this setup, scrap the whole plan.  Re-chunk it by thread.
+    //   Also, chunking by thread was measured to have perform better on NUMA systems.  See https://github.com/ggml-org/llama.cpp/pull/6915
+    //   In theory, chunking should be just as useful on NUMA and non NUMA systems, but testing disagreed with that.
+    if (nchunk0 * nchunk1 < nth * 4 || ggml_is_numa()) {
+        // distribute the thread work across the inner or outer loop based on which one is larger
+        nchunk0 = nr0 > nr1 ? nth : 1; // parallelize by src0 rows
+        nchunk1 = nr0 > nr1 ? 1 : nth; // parallelize by src1 rows
+    }
+
+    // The number of elements in each chunk
+    const int64_t dr0 = (nr0 + nchunk0 - 1) / nchunk0;
+    const int64_t dr1 = (nr1 + nchunk1 - 1) / nchunk1;
+
+    // The first chunk comes from our thread_id, the rest will get auto-assigned.
+    int current_chunk = ith;
+
+    while (current_chunk < nchunk0 * nchunk1) {
+        const int64_t ith0 = current_chunk % nchunk0;
+        const int64_t ith1 = current_chunk / nchunk0;
+
+        const int64_t ir0_start = dr0 * ith0;
+        const int64_t ir0_end = MIN(ir0_start + dr0, nr0);
+
+        const int64_t ir1_start = dr1 * ith1;
+        const int64_t ir1_end = MIN(ir1_start + dr1, nr1);
+
+        // dot kernels can handle 1 row and col at a time, but mmla kernels can process 2 rows and cols
+        int64_t num_rows_per_vec_dot = vec_dot_num_rows;
+
+        // these checks are needed to avoid crossing dim1 boundaries
+        // can be optimized, but the logic would become more complicated, so keeping it like this for simplicity
+        if ((nr0 % 2 != 0) || (ne11 % 2 != 0) || ((ir0_end - ir0_start) % 2 != 0) || ((ir1_end - ir1_start) % 2 != 0)) {
+            num_rows_per_vec_dot = 1;
+        }
+        ggml_compute_forward_mul_mat_one_chunk(params, dst, src0->type, num_rows_per_vec_dot, ir0_start, ir0_end, ir1_start, ir1_end);
+
+        if (nth >= nchunk0 * nchunk1) {
+            break;
+        }
+
+        current_chunk = atomic_fetch_add_explicit(&params->threadpool->current_chunk, 1, memory_order_relaxed);
+    }
+}
+
+// ggml_compute_forward_mul_mat_id
+
+#define MMID_MATRIX_ROW(row_id, i1) matrix_rows[(row_id)*ids->ne[0]*ids->ne[1] + (i1)]
+
+struct mmid_row_mapping {
+    int32_t i1;
+    int32_t i2;
+};
+
+static void ggml_compute_forward_mul_mat_id_one_chunk(
+    struct ggml_tensor * dst,
+    const struct ggml_tensor * src0,
+    const struct ggml_tensor * src1,
+    const struct ggml_tensor * ids,
+    const int64_t cur_a,
+    const int64_t ir0_start,
+    const int64_t ir0_end,
+    const int64_t ir1_start,
+    const int64_t ir1_end,
+    const char * src0_cur,
+    const struct mmid_row_mapping * matrix_rows,
+    const size_t row_size,
+    const bool src1_cont,
+    const void * wdata) {
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const enum ggml_type type = src0->type;
+
+    ggml_vec_dot_t    const vec_dot      = type_traits_cpu[type].vec_dot;
+    enum ggml_type    const vec_dot_type = type_traits_cpu[type].vec_dot_type;
+
+    const int64_t blck_0 = 16;
+    const int64_t blck_1 = 16;
+
+    float tmp[16];
+
+    for (int64_t iir1 = ir1_start; iir1 < ir1_end; iir1 += blck_1) {
+        for (int64_t iir0 = ir0_start; iir0 < ir0_end; iir0 += blck_0) {
+            for (int64_t ir1 = iir1; ir1 < iir1 + blck_1 && ir1 < ir1_end; ++ir1) {
+                const int64_t _i12 = ir1; // logical row index for this expert
+
+                struct mmid_row_mapping row_mapping = MMID_MATRIX_ROW(cur_a, _i12);
+                const int id       = row_mapping.i1; // selected expert index
+
+                const int64_t  i11 = id % ne11;
+                const int64_t  i12 = row_mapping.i2; // row index in src1
+
+                const int64_t  i1 = id;  // selected expert index
+                const int64_t  i2 = i12; // row
+
+                // desc: when src1 is not a contiguous memory block we have to calculate the offset using the strides
+                //       if it is, then we have either copied the data to params->wdata and made it contiguous or we are using
+                //       the original src1 data pointer, so we should index using the indices directly
+                // TODO: this is a bit of a hack, we should probably have a better way to handle this
+                const char * src1_col = (const char *) wdata +
+                    (src1_cont || src1->type != vec_dot_type
+                    ? (i11      + i12*ne11)*row_size
+                    : (i11*nb11 + i12*nb12));
+
+                float * dst_col = (float *) ((char *) dst->data + (i1*nb1 + i2*nb2));
+
+                for (int64_t ir0 = iir0; ir0 < iir0 + blck_0 && ir0 < ir0_end; ++ir0) {
+                    vec_dot(ne00, &tmp[ir0 - iir0], 0, src0_cur + ir0*nb01, 0, src1_col, 0, 1);
+                }
+
+                memcpy(&dst_col[iir0], tmp, (MIN(iir0 + blck_0, ir0_end) - iir0)*sizeof(float));
+            }
+        }
+    }
+}
+
+static void * incr_ptr_aligned(void ** p, size_t size, size_t align) {
+
+    void * ptr = *p;
+    ptr = (void *) GGML_PAD((uintptr_t) ptr, align);
+    *p = (void *) ((char *) ptr + size);
+    return ptr;
+}
+
+static void ggml_compute_forward_mul_mat_id(
+        const struct ggml_compute_params * params,
+              struct ggml_tensor * dst) {
+
+    const struct ggml_tensor * src0 = dst->src[0];
+    const struct ggml_tensor * src1 = dst->src[1];
+    const struct ggml_tensor * ids = dst->src[2];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const enum ggml_type type = src0->type;
+
+    const bool src1_cont = ggml_is_contiguous(src1);
+
+    enum ggml_type    const vec_dot_type    = type_traits_cpu[type].vec_dot_type;
+    ggml_from_float_t const from_float      = type_traits_cpu[vec_dot_type].from_float;
+
+    // we don't support permuted src0 or src1
+    GGML_ASSERT(nb00 == ggml_type_size(type));
+    GGML_ASSERT(nb10 == ggml_type_size(src1->type));
+
+    // dst cannot be transposed or permuted
+    GGML_ASSERT(nb0 == sizeof(float));
+    GGML_ASSERT(nb0 <= nb1);
+    GGML_ASSERT(nb1 <= nb2);
+    GGML_ASSERT(nb2 <= nb3);
+
+    // row groups
+    const int n_ids = ids->ne[0]; // n_expert_used
+    const int n_as  = ne02;       // n_expert
+
+    void * wdata_cur = params->wdata;
+
+    if (src1->type != vec_dot_type) {
+        incr_ptr_aligned(&wdata_cur, ggml_row_size(vec_dot_type, ggml_nelements(src1)), sizeof(int64_t));
+    }
+
+    int64_t * matrix_row_counts = // [n_as]
+        incr_ptr_aligned(&wdata_cur, n_as*sizeof(int64_t), sizeof(int64_t));
+
+    struct mmid_row_mapping * matrix_rows = // [n_as][ids->ne[0]*ids->ne[1]]
+        incr_ptr_aligned(&wdata_cur, n_as*ids->ne[0]*ids->ne[1]*sizeof(struct mmid_row_mapping), sizeof(int64_t));
+
+    char (*atomic_current_chunk)[CACHE_LINE_SIZE] = // [n_as]
+        incr_ptr_aligned(&wdata_cur, CACHE_LINE_SIZE * n_as, CACHE_LINE_SIZE);
+
+    GGML_ASSERT(params->wsize >= (size_t)((char *) wdata_cur - (char *) params->wdata));
+
+    if (src1->type != vec_dot_type) {
+        char * wdata = params->wdata;
+
+        const size_t nbw0 = ggml_type_size(vec_dot_type);
+        const size_t nbw1 = ggml_row_size(vec_dot_type, ne10);
+        const size_t nbw2 = nbw1*ne11;
+        const size_t nbw3 = nbw2*ne12;
+
+        assert(params->wsize >= ne13*nbw3);
+        GGML_ASSERT(src1->type == GGML_TYPE_F32);
+
+#if 0
+        for (int64_t i13 = 0; i13 < ne13; ++i13) {
+            for (int64_t i12 = ith; i12 < ne12; i12 += nth) {
+                for (int64_t i11 = 0; i11 < ne11; ++i11) {
+                    from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11),
+                               (void *)               (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1),
+                               ne10);
+                }
+            }
+        }
+#else
+        for (int64_t i13 = 0; i13 < ne13; ++i13) {
+            for (int64_t i12 = 0; i12 < ne12; ++i12) {
+                for (int64_t i11 = 0; i11 < ne11; ++i11) {
+                    size_t bs = ggml_blck_size(vec_dot_type);
+                    int64_t ne10_block_start = (ith * ne10/bs) / nth;
+                    int64_t ne10_block_end   = ((ith + 1) * ne10/bs) / nth;
+                    from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11 + ne10_block_start*bs*nb10),
+                               (void *)               (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1 + ne10_block_start*nbw0),
+                               (ne10_block_end - ne10_block_start) * bs);
+                }
+            }
+        }
+#endif
+    }
+
+    if (ith == 0) {
+        // initialize matrix_row_counts
+        memset(matrix_row_counts, 0, n_as*sizeof(int64_t));
+
+        // group rows by src0 matrix
+        for (int64_t iid1 = 0; iid1 < ids->ne[1]; ++iid1) {
+            for (int id = 0; id < n_ids; ++id) {
+                const int32_t i02 = *(const int32_t *) ((const char *) ids->data + iid1*ids->nb[1] + id*ids->nb[0]);
+
+                assert(i02 >= 0 && i02 < n_as);
+
+                MMID_MATRIX_ROW(i02, matrix_row_counts[i02]) = (struct mmid_row_mapping) {id, iid1};
+                matrix_row_counts[i02] += 1;
+            }
+        }
+    }
+
+    // reset current_chunk
+    for (int cur_a = ith; cur_a < n_as; cur_a += nth) {
+        atomic_int * current_chunk_ctr = (atomic_int *)(atomic_current_chunk + cur_a);
+        *current_chunk_ctr = nth;
+    }
+
+    ggml_barrier(params->threadpool);
+
+    for (int cur_a = 0; cur_a < n_as; ++cur_a) {
+        const int64_t cne1 = matrix_row_counts[cur_a];
+
+        if (cne1 == 0) {
+            continue;
+        }
+
+        const char * src0_cur = (const char *) src0->data + cur_a * nb02;
+        const void * wdata = (src1->type == vec_dot_type) ? src1->data : params->wdata;
+        const size_t row_size = ggml_row_size(vec_dot_type, ne10);
+
+        const int64_t nr0 = ne01;
+        const int64_t nr1 = cne1;
+
+        int chunk_size = 16;
+        if (nr0 == 1 || nr1 == 1) {
+            chunk_size = 64;
+        }
+
+#if defined(__aarch64__)
+        // disable for ARM
+        const bool disable_chunking = true;
+#else
+        // disable for NUMA
+        const bool disable_chunking = ggml_is_numa();
+#endif // defined(__aarch64__)
+
+        int64_t nchunk0 = (nr0 + chunk_size - 1) / chunk_size;
+        int64_t nchunk1 = (nr1 + chunk_size - 1) / chunk_size;
+
+        if (nchunk0 * nchunk1 < nth * 4 || disable_chunking) {
+            nchunk0 = nr0 > nr1 ? nth : 1;
+            nchunk1 = nr0 > nr1 ? 1 : nth;
+        }
+
+        const int64_t dr0 = (nr0 + nchunk0 - 1) / nchunk0;
+        const int64_t dr1 = (nr1 + nchunk1 - 1) / nchunk1;
+
+        int current_chunk = ith;
+
+        atomic_int * current_chunk_ctr = (atomic_int *)(atomic_current_chunk + cur_a);
+
+        while (current_chunk < nchunk0 * nchunk1) {
+            const int64_t ith0 = current_chunk % nchunk0;
+            const int64_t ith1 = current_chunk / nchunk0;
+
+            const int64_t ir0_start = dr0 * ith0;
+            const int64_t ir0_end = MIN(ir0_start + dr0, nr0);
+
+            const int64_t ir1_start = dr1 * ith1;
+            const int64_t ir1_end = MIN(ir1_start + dr1, nr1);
+
+            ggml_compute_forward_mul_mat_id_one_chunk(
+                dst, src0, src1, ids, cur_a,
+                ir0_start, ir0_end, ir1_start, ir1_end,
+                src0_cur, matrix_rows, row_size, src1_cont, wdata
+            );
+
+            if (nth >= nchunk0 * nchunk1) {
+                break;
+            }
+
+            current_chunk = atomic_fetch_add_explicit(current_chunk_ctr, 1, memory_order_relaxed);
+        }
+    }
+}
+
+/////////////////////////////////
+
+static void ggml_compute_forward(struct ggml_compute_params * params, struct ggml_tensor * tensor) {
+    GGML_ASSERT(params);
+
+    if (tensor->op == GGML_OP_NONE || ggml_is_empty(tensor)) {
+        return;
+    }
+
+    // extra_buffer op?
+    if (ggml_cpu_extra_compute_forward(params, tensor)) {
+        return;
+    }
+
+    switch (tensor->op) {
+        case GGML_OP_DUP:
+            {
+                ggml_compute_forward_dup(params, tensor);
+            } break;
+        case GGML_OP_ADD:
+            {
+                ggml_compute_forward_add(params, tensor);
+            } break;
+        case GGML_OP_ADD1:
+            {
+                ggml_compute_forward_add1(params, tensor);
+            } break;
+        case GGML_OP_ACC:
+            {
+                ggml_compute_forward_acc(params, tensor);
+            } break;
+        case GGML_OP_SUB:
+            {
+                ggml_compute_forward_sub(params, tensor);
+            } break;
+        case GGML_OP_MUL:
+            {
+                ggml_compute_forward_mul(params, tensor);
+            } break;
+        case GGML_OP_DIV:
+            {
+                ggml_compute_forward_div(params, tensor);
+            } break;
+        case GGML_OP_SQR:
+            {
+                ggml_compute_forward_sqr(params, tensor);
+            } break;
+        case GGML_OP_SQRT:
+            {
+                ggml_compute_forward_sqrt(params, tensor);
+            } break;
+        case GGML_OP_LOG:
+            {
+                ggml_compute_forward_log(params, tensor);
+            } break;
+        case GGML_OP_SIN:
+            {
+                ggml_compute_forward_sin(params, tensor);
+            } break;
+        case GGML_OP_COS:
+            {
+                ggml_compute_forward_cos(params, tensor);
+            } break;
+        case GGML_OP_SUM:
+            {
+                ggml_compute_forward_sum(params, tensor);
+            } break;
+        case GGML_OP_SUM_ROWS:
+            {
+                ggml_compute_forward_sum_rows(params, tensor);
+            } break;
+        case GGML_OP_MEAN:
+            {
+                ggml_compute_forward_mean(params, tensor);
+            } break;
+        case GGML_OP_ARGMAX:
+            {
+                ggml_compute_forward_argmax(params, tensor);
+            } break;
+        case GGML_OP_COUNT_EQUAL:
+            {
+                ggml_compute_forward_count_equal(params, tensor);
+            } break;
+        case GGML_OP_REPEAT:
+            {
+                ggml_compute_forward_repeat(params, tensor);
+            } break;
+        case GGML_OP_REPEAT_BACK:
+            {
+                ggml_compute_forward_repeat_back(params, tensor);
+            } break;
+        case GGML_OP_CONCAT:
+            {
+                ggml_compute_forward_concat(params, tensor);
+            } break;
+        case GGML_OP_SILU_BACK:
+            {
+                ggml_compute_forward_silu_back(params, tensor);
+            } break;
+        case GGML_OP_NORM:
+            {
+                ggml_compute_forward_norm(params, tensor);
+            } break;
+        case GGML_OP_RMS_NORM:
+            {
+                ggml_compute_forward_rms_norm(params, tensor);
+            } break;
+        case GGML_OP_RMS_NORM_BACK:
+            {
+                ggml_compute_forward_rms_norm_back(params, tensor);
+            } break;
+        case GGML_OP_GROUP_NORM:
+            {
+                ggml_compute_forward_group_norm(params, tensor);
+            } break;
+        case GGML_OP_L2_NORM:
+            {
+                ggml_compute_forward_l2_norm(params, tensor);
+            } break;
+        case GGML_OP_MUL_MAT:
+            {
+                ggml_compute_forward_mul_mat(params, tensor);
+            } break;
+        case GGML_OP_MUL_MAT_ID:
+            {
+                ggml_compute_forward_mul_mat_id(params, tensor);
+            } break;
+        case GGML_OP_OUT_PROD:
+            {
+                ggml_compute_forward_out_prod(params, tensor);
+            } break;
+        case GGML_OP_SCALE:
+            {
+                ggml_compute_forward_scale(params, tensor);
+            } break;
+        case GGML_OP_SET:
+            {
+                ggml_compute_forward_set(params, tensor);
+            } break;
+        case GGML_OP_CPY:
+            {
+                ggml_compute_forward_cpy(params, tensor);
+            } break;
+        case GGML_OP_CONT:
+            {
+                ggml_compute_forward_cont(params, tensor);
+            } break;
+        case GGML_OP_RESHAPE:
+            {
+                ggml_compute_forward_reshape(params, tensor);
+            } break;
+        case GGML_OP_VIEW:
+            {
+                ggml_compute_forward_view(params, tensor);
+            } break;
+        case GGML_OP_PERMUTE:
+            {
+                ggml_compute_forward_permute(params, tensor);
+            } break;
+        case GGML_OP_TRANSPOSE:
+            {
+                ggml_compute_forward_transpose(params, tensor);
+            } break;
+        case GGML_OP_GET_ROWS:
+            {
+                ggml_compute_forward_get_rows(params, tensor);
+            } break;
+        case GGML_OP_GET_ROWS_BACK:
+            {
+                ggml_compute_forward_get_rows_back(params, tensor);
+            } break;
+        case GGML_OP_DIAG:
+            {
+                ggml_compute_forward_diag(params, tensor);
+            } break;
+        case GGML_OP_DIAG_MASK_INF:
+            {
+                ggml_compute_forward_diag_mask_inf(params, tensor);
+            } break;
+        case GGML_OP_DIAG_MASK_ZERO:
+            {
+                ggml_compute_forward_diag_mask_zero(params, tensor);
+            } break;
+        case GGML_OP_SOFT_MAX:
+            {
+                ggml_compute_forward_soft_max(params, tensor);
+            } break;
+        case GGML_OP_SOFT_MAX_BACK:
+            {
+                ggml_compute_forward_soft_max_ext_back(params, tensor);
+            } break;
+        case GGML_OP_ROPE:
+            {
+                ggml_compute_forward_rope(params, tensor);
+            } break;
+        case GGML_OP_ROPE_BACK:
+            {
+                ggml_compute_forward_rope_back(params, tensor);
+            } break;
+        case GGML_OP_CLAMP:
+            {
+                ggml_compute_forward_clamp(params, tensor);
+            } break;
+        case GGML_OP_CONV_TRANSPOSE_1D:
+            {
+                ggml_compute_forward_conv_transpose_1d(params, tensor);
+            } break;
+        case GGML_OP_IM2COL:
+            {
+                ggml_compute_forward_im2col(params, tensor);
+            } break;
+        case GGML_OP_IM2COL_BACK:
+            {
+                ggml_compute_forward_im2col_back_f32(params, tensor);
+            } break;
+        case GGML_OP_CONV_2D_DW:
+            {
+                ggml_compute_forward_conv_2d_dw(params, tensor);
+            } break;
+        case GGML_OP_CONV_TRANSPOSE_2D:
+            {
+                ggml_compute_forward_conv_transpose_2d(params, tensor);
+            } break;
+        case GGML_OP_POOL_1D:
+            {
+                ggml_compute_forward_pool_1d(params, tensor);
+            } break;
+        case GGML_OP_POOL_2D:
+            {
+                ggml_compute_forward_pool_2d(params, tensor);
+            } break;
+        case GGML_OP_POOL_2D_BACK:
+            {
+                ggml_compute_forward_pool_2d_back(params, tensor);
+            } break;
+        case GGML_OP_UPSCALE:
+            {
+                ggml_compute_forward_upscale(params, tensor);
+            } break;
+        case GGML_OP_PAD:
+            {
+                ggml_compute_forward_pad(params, tensor);
+            } break;
+        case GGML_OP_PAD_REFLECT_1D:
+            {
+                ggml_compute_forward_pad_reflect_1d(params, tensor);
+            } break;
+        case GGML_OP_ARANGE:
+            {
+                ggml_compute_forward_arange(params, tensor);
+            } break;
+        case GGML_OP_TIMESTEP_EMBEDDING:
+            {
+                ggml_compute_forward_timestep_embedding(params, tensor);
+            } break;
+        case GGML_OP_ARGSORT:
+            {
+                ggml_compute_forward_argsort(params, tensor);
+            } break;
+        case GGML_OP_LEAKY_RELU:
+            {
+                ggml_compute_forward_leaky_relu(params, tensor);
+            } break;
+        case GGML_OP_FLASH_ATTN_EXT:
+            {
+                ggml_compute_forward_flash_attn_ext(params, tensor->src[0], tensor->src[1], tensor->src[2], tensor->src[3], tensor);
+            } break;
+        case GGML_OP_FLASH_ATTN_BACK:
+            {
+                int32_t t = ggml_get_op_params_i32(tensor, 0);
+                GGML_ASSERT(t == 0 || t == 1);
+                bool masked = t != 0;
+                ggml_compute_forward_flash_attn_back(params, masked, tensor);
+            } break;
+        case GGML_OP_SSM_CONV:
+            {
+                ggml_compute_forward_ssm_conv(params, tensor);
+            } break;
+        case GGML_OP_SSM_SCAN:
+            {
+                ggml_compute_forward_ssm_scan(params, tensor);
+            } break;
+        case GGML_OP_WIN_PART:
+            {
+                ggml_compute_forward_win_part(params, tensor);
+            } break;
+        case GGML_OP_WIN_UNPART:
+            {
+                ggml_compute_forward_win_unpart(params, tensor);
+            } break;
+        case GGML_OP_UNARY:
+            {
+                ggml_compute_forward_unary(params, tensor);
+            } break;
+        case GGML_OP_GET_REL_POS:
+            {
+                ggml_compute_forward_get_rel_pos(params, tensor);
+            } break;
+        case GGML_OP_ADD_REL_POS:
+            {
+                ggml_compute_forward_add_rel_pos(params, tensor);
+            } break;
+        case GGML_OP_RWKV_WKV6:
+            {
+                ggml_compute_forward_rwkv_wkv6(params, tensor);
+            } break;
+        case GGML_OP_GATED_LINEAR_ATTN:
+            {
+                ggml_compute_forward_gla(params, tensor);
+            } break;
+        case GGML_OP_RWKV_WKV7:
+            {
+                ggml_compute_forward_rwkv_wkv7(params, tensor);
+            } break;
+        case GGML_OP_MAP_CUSTOM1:
+            {
+                ggml_compute_forward_map_custom1(params, tensor);
+            }
+            break;
+        case GGML_OP_MAP_CUSTOM2:
+            {
+                ggml_compute_forward_map_custom2(params, tensor);
+            }
+            break;
+        case GGML_OP_MAP_CUSTOM3:
+            {
+                ggml_compute_forward_map_custom3(params, tensor);
+            }
+            break;
+        case GGML_OP_CUSTOM:
+            {
+                ggml_compute_forward_custom(params, tensor);
+            }
+            break;
+        case GGML_OP_CROSS_ENTROPY_LOSS:
+            {
+                ggml_compute_forward_cross_entropy_loss(params, tensor);
+            }
+            break;
+        case GGML_OP_CROSS_ENTROPY_LOSS_BACK:
+            {
+                ggml_compute_forward_cross_entropy_loss_back(params, tensor);
+            }
+            break;
+        case GGML_OP_OPT_STEP_ADAMW:
+            {
+                ggml_compute_forward_opt_step_adamw(params, tensor);
+            }
+            break;
+        case GGML_OP_NONE:
+            {
+                // nop
+            } break;
+        case GGML_OP_COUNT:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// Android's libc implementation "bionic" does not support setting affinity
+#if defined(__gnu_linux__)
+static void set_numa_thread_affinity(int thread_n) {
+    if (!ggml_is_numa()) {
+        return;
+    }
+
+    int node_num;
+    int rv;
+    size_t setsize = CPU_ALLOC_SIZE(g_state.numa.total_cpus);
+
+    switch(g_state.numa.numa_strategy) {
+        case GGML_NUMA_STRATEGY_DISTRIBUTE:
+            // run thread on node_num thread_n / (threads per node)
+            node_num = thread_n % g_state.numa.n_nodes;
+            break;
+        case GGML_NUMA_STRATEGY_ISOLATE:
+            // run thread on current_node
+            node_num = g_state.numa.current_node;
+            break;
+        case GGML_NUMA_STRATEGY_NUMACTL:
+            // use the cpuset that numactl gave us
+            rv = pthread_setaffinity_np(pthread_self(), setsize, &g_state.numa.cpuset);
+            if (rv) {
+                fprintf(stderr, "warning: pthread_setaffinity_np() failed: %s\n",strerror(rv));
+            }
+            return;
+        default:
+            return;
+    }
+
+    struct ggml_numa_node * node = &g_state.numa.nodes[node_num];
+
+    cpu_set_t * cpus = CPU_ALLOC(g_state.numa.total_cpus);
+    CPU_ZERO_S(setsize, cpus);
+    for (size_t i = 0; i < node->n_cpus; ++i) {
+        CPU_SET_S(node->cpus[i], setsize, cpus);
+    }
+
+    rv = pthread_setaffinity_np(pthread_self(), setsize, cpus);
+    if (rv) {
+            fprintf(stderr, "warning: pthread_setaffinity_np() failed: %s\n", strerror(rv));
+    }
+
+    CPU_FREE(cpus);
+}
+
+static void clear_numa_thread_affinity(void) {
+    if (!ggml_is_numa()) {
+        return;
+    }
+
+    size_t setsize = CPU_ALLOC_SIZE(g_state.numa.total_cpus);
+
+    cpu_set_t * cpus = CPU_ALLOC(g_state.numa.total_cpus);
+    CPU_ZERO_S(setsize, cpus);
+    for (unsigned i = 0; i < g_state.numa.total_cpus; ++i) {
+        CPU_SET_S(i, setsize, cpus);
+    }
+
+    int rv = pthread_setaffinity_np(pthread_self(), setsize, cpus);
+    if (rv) {
+        fprintf(stderr, "warning: pthread_setaffinity_np() failed: %s\n", strerror(rv));
+    }
+
+    CPU_FREE(cpus);
+}
+#else
+// TODO: Windows etc.
+// (the linux implementation may also work on BSD, someone should test)
+static void set_numa_thread_affinity(int thread_n) { UNUSED(thread_n);  }
+static void clear_numa_thread_affinity(void) {}
+#endif
+
+static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) {
+    int n_tasks = 0;
+
+    if (ggml_is_empty(node)) {
+        // no need to multi-thread a no-op
+        n_tasks = 1;
+        return n_tasks;
+    }
+
+    switch (node->op) {
+        case GGML_OP_CPY:
+        case GGML_OP_DUP:
+        case GGML_OP_CONT:
+        case GGML_OP_ADD:
+        case GGML_OP_ADD1:
+        case GGML_OP_ACC:
+            {
+                n_tasks = n_threads;
+            } break;
+        case GGML_OP_SUB:
+        case GGML_OP_SQR:
+        case GGML_OP_SQRT:
+        case GGML_OP_LOG:
+        case GGML_OP_SIN:
+        case GGML_OP_COS:
+        case GGML_OP_SUM:
+        case GGML_OP_SUM_ROWS:
+        case GGML_OP_MEAN:
+        case GGML_OP_ARGMAX:
+            {
+                n_tasks = 1;
+            } break;
+        case GGML_OP_COUNT_EQUAL:
+            {
+                n_tasks = n_threads;
+            } break;
+        case GGML_OP_REPEAT:
+        case GGML_OP_REPEAT_BACK:
+        case GGML_OP_LEAKY_RELU:
+            {
+                n_tasks = 1;
+            } break;
+        case GGML_OP_UNARY:
+            switch (ggml_get_unary_op(node)) {
+                case GGML_UNARY_OP_ABS:
+                case GGML_UNARY_OP_SGN:
+                case GGML_UNARY_OP_NEG:
+                case GGML_UNARY_OP_STEP:
+                case GGML_UNARY_OP_TANH:
+                case GGML_UNARY_OP_ELU:
+                case GGML_UNARY_OP_RELU:
+                case GGML_UNARY_OP_SIGMOID:
+                case GGML_UNARY_OP_HARDSWISH:
+                case GGML_UNARY_OP_HARDSIGMOID:
+                case GGML_UNARY_OP_EXP:
+                    {
+                        n_tasks = 1;
+                    } break;
+
+                case GGML_UNARY_OP_GELU:
+                case GGML_UNARY_OP_GELU_QUICK:
+                case GGML_UNARY_OP_SILU:
+                    {
+                        n_tasks = n_threads;
+                    } break;
+                default:
+                    GGML_ABORT("fatal error");
+            }
+            break;
+        case GGML_OP_SILU_BACK:
+        case GGML_OP_MUL:
+        case GGML_OP_DIV:
+        case GGML_OP_NORM:
+        case GGML_OP_RMS_NORM:
+        case GGML_OP_RMS_NORM_BACK:
+        case GGML_OP_L2_NORM:
+        case GGML_OP_GROUP_NORM:
+        case GGML_OP_CONCAT:
+        case GGML_OP_MUL_MAT:
+        case GGML_OP_MUL_MAT_ID:
+        case GGML_OP_OUT_PROD:
+            {
+                n_tasks = n_threads;
+            } break;
+        case GGML_OP_GET_ROWS:
+            {
+                // FIXME: get_rows can use additional threads, but the cost of launching additional threads
+                // decreases performance with GPU offloading
+                //n_tasks = n_threads;
+                n_tasks = 1;
+            } break;
+        case GGML_OP_SCALE:
+        case GGML_OP_SET:
+        case GGML_OP_RESHAPE:
+        case GGML_OP_VIEW:
+        case GGML_OP_PERMUTE:
+        case GGML_OP_TRANSPOSE:
+        case GGML_OP_GET_ROWS_BACK:
+        case GGML_OP_DIAG:
+            {
+                n_tasks = 1;
+            } break;
+        case GGML_OP_DIAG_MASK_ZERO:
+        case GGML_OP_DIAG_MASK_INF:
+        case GGML_OP_SOFT_MAX_BACK:
+        case GGML_OP_ROPE:
+        case GGML_OP_ROPE_BACK:
+        case GGML_OP_ADD_REL_POS:
+            {
+                n_tasks = n_threads;
+            } break;
+        case GGML_OP_CLAMP:
+            {
+                n_tasks = 1; //TODO
+            } break;
+        case GGML_OP_SOFT_MAX:
+            {
+                n_tasks = MIN(n_threads, ggml_nrows(node->src[0]));
+            } break;
+        case GGML_OP_IM2COL:
+        case GGML_OP_IM2COL_BACK:
+        case GGML_OP_CONV_2D_DW:
+        case GGML_OP_CONV_TRANSPOSE_1D:
+        case GGML_OP_CONV_TRANSPOSE_2D:
+            {
+                n_tasks = n_threads;
+            } break;
+        case GGML_OP_POOL_1D:
+        case GGML_OP_POOL_2D:
+        case GGML_OP_POOL_2D_BACK:
+            {
+                n_tasks = 1;
+            } break;
+        case GGML_OP_UPSCALE:
+        case GGML_OP_PAD:
+        case GGML_OP_PAD_REFLECT_1D:
+        case GGML_OP_ARANGE:
+        case GGML_OP_TIMESTEP_EMBEDDING:
+        case GGML_OP_ARGSORT:
+        case GGML_OP_FLASH_ATTN_EXT:
+        case GGML_OP_FLASH_ATTN_BACK:
+        case GGML_OP_SSM_CONV:
+        case GGML_OP_SSM_SCAN:
+        case GGML_OP_RWKV_WKV6:
+        case GGML_OP_GATED_LINEAR_ATTN:
+        case GGML_OP_RWKV_WKV7:
+            {
+                n_tasks = n_threads;
+            } break;
+        case GGML_OP_WIN_PART:
+        case GGML_OP_WIN_UNPART:
+        case GGML_OP_GET_REL_POS:
+            {
+                n_tasks = 1;
+            } break;
+        case GGML_OP_MAP_CUSTOM1:
+            {
+                struct ggml_map_custom1_op_params p;
+                memcpy(&p, node->op_params, sizeof(p));
+                if (p.n_tasks == GGML_N_TASKS_MAX) {
+                    n_tasks = n_threads;
+                } else {
+                    n_tasks = MIN(p.n_tasks, n_threads);
+                }
+            } break;
+        case GGML_OP_MAP_CUSTOM2:
+            {
+                struct ggml_map_custom2_op_params p;
+                memcpy(&p, node->op_params, sizeof(p));
+                if (p.n_tasks == GGML_N_TASKS_MAX) {
+                    n_tasks = n_threads;
+                } else {
+                    n_tasks = MIN(p.n_tasks, n_threads);
+                }
+            } break;
+        case GGML_OP_MAP_CUSTOM3:
+            {
+                struct ggml_map_custom3_op_params p;
+                memcpy(&p, node->op_params, sizeof(p));
+                if (p.n_tasks == GGML_N_TASKS_MAX) {
+                    n_tasks = n_threads;
+                } else {
+                    n_tasks = MIN(p.n_tasks, n_threads);
+                }
+            } break;
+        case GGML_OP_CUSTOM:
+            {
+                struct ggml_custom_op_params p;
+                memcpy(&p, node->op_params, sizeof(p));
+                if (p.n_tasks == GGML_N_TASKS_MAX) {
+                    n_tasks = n_threads;
+                } else {
+                    n_tasks = MIN(p.n_tasks, n_threads);
+                }
+            } break;
+        case GGML_OP_CROSS_ENTROPY_LOSS:
+        case GGML_OP_CROSS_ENTROPY_LOSS_BACK:
+        case GGML_OP_OPT_STEP_ADAMW:
+            {
+                n_tasks = n_threads;
+            } break;
+        case GGML_OP_NONE:
+            {
+                n_tasks = 1;
+            } break;
+        case GGML_OP_COUNT:
+            {
+                GGML_ABORT("fatal error");
+            }
+        default:
+            {
+                fprintf(stderr, "%s: op not implemented: ", __func__);
+                if (node->op < GGML_OP_COUNT) {
+                    fprintf(stderr, "%s\n", ggml_op_name(node->op));
+                } else {
+                    fprintf(stderr, "%d\n", node->op);
+                }
+                GGML_ABORT("fatal error");
+            }
+    }
+
+    assert(n_tasks > 0);
+
+    return n_tasks;
+}
+
+static thread_ret_t ggml_graph_compute_secondary_thread(void* data);
+
+#if defined(_WIN32)
+#include "windows.h"
+
+// TODO: support > 64 CPUs
+static bool ggml_thread_apply_affinity(bool * mask) {
+    HANDLE    h = GetCurrentThread();
+    uint64_t  bitmask = 0ULL;
+
+    assert(GGML_MAX_N_THREADS >= 64);
+
+    for (int32_t i = 0; i < 8; i++) {
+        int32_t idx = i * 8;
+        uint8_t val = 0;
+        val |= mask[idx + 0] << 0;
+        val |= mask[idx + 1] << 1;
+        val |= mask[idx + 2] << 2;
+        val |= mask[idx + 3] << 3;
+        val |= mask[idx + 4] << 4;
+        val |= mask[idx + 5] << 5;
+        val |= mask[idx + 6] << 6;
+        val |= mask[idx + 7] << 7;
+        bitmask |= (uint64_t)val << idx;
+    }
+
+    for (int32_t i = 64; i < GGML_MAX_N_THREADS; i++) {
+        if (mask[i]) {
+            fprintf(stderr, "warn: setting thread-affinity for > 64 CPUs isn't supported on windows!\n");
+            break;
+        }
+    }
+
+    DWORD_PTR m = (DWORD_PTR)bitmask;
+
+    m = SetThreadAffinityMask(h, m);
+
+    return m != 0;
+}
+
+static bool ggml_thread_apply_priority(int32_t prio) {
+    // Note that on Windows the Process Priority Class must be updated in order to set Thread priority.
+    // This is up to the applications.
+    DWORD p = THREAD_PRIORITY_NORMAL;
+    switch (prio) {
+        case GGML_SCHED_PRIO_NORMAL:   p = THREAD_PRIORITY_NORMAL;        break;
+        case GGML_SCHED_PRIO_MEDIUM:   p = THREAD_PRIORITY_ABOVE_NORMAL;  break;
+        case GGML_SCHED_PRIO_HIGH:     p = THREAD_PRIORITY_HIGHEST;       break;
+        case GGML_SCHED_PRIO_REALTIME: p = THREAD_PRIORITY_TIME_CRITICAL; break;
+    }
+
+    if (prio == GGML_SCHED_PRIO_NORMAL) {
+        // Keep inherited policy/priority
+        return true;
+    }
+
+    if (!SetThreadPriority(GetCurrentThread(), p)) {
+        fprintf(stderr, "warn: failed to set thread priority %d : (%d)\n", prio, (int) GetLastError());
+        return false;
+    }
+
+    return true;
+}
+
+#elif defined(__APPLE__)
+#include <sys/types.h>
+#include <sys/resource.h>
+
+static bool ggml_thread_apply_affinity(const bool * mask) {
+    // Not supported on Apple platforms
+    UNUSED(mask);
+    return true;
+}
+
+static bool ggml_thread_apply_priority(int32_t prio) {
+    struct sched_param p;
+    int32_t policy = SCHED_OTHER;
+    switch (prio) {
+        case GGML_SCHED_PRIO_NORMAL:   policy = SCHED_OTHER; p.sched_priority = 0;  break;
+        case GGML_SCHED_PRIO_MEDIUM:   policy = SCHED_FIFO;  p.sched_priority = 40; break;
+        case GGML_SCHED_PRIO_HIGH:     policy = SCHED_FIFO;  p.sched_priority = 80; break;
+        case GGML_SCHED_PRIO_REALTIME: policy = SCHED_FIFO;  p.sched_priority = 90; break;
+    }
+
+    if (prio == GGML_SCHED_PRIO_NORMAL) {
+        // Keep inherited policy/priority
+        return true;
+    }
+
+    int32_t err = pthread_setschedparam(pthread_self(), policy, &p);
+    if (err != 0) {
+        fprintf(stderr, "warn: failed to set thread priority %d : %s (%d)\n", prio, strerror(err), err);
+        return false;
+    }
+
+    return true;
+}
+
+#elif defined(__gnu_linux__)
+// TODO: this may not work on BSD, to be verified
+
+static bool ggml_thread_apply_affinity(const bool * mask) {
+    cpu_set_t cpuset;
+    int err;
+
+    CPU_ZERO(&cpuset);
+
+    for (uint32_t i = 0; i < GGML_MAX_N_THREADS; i++) {
+        if (mask[i]) {
+            GGML_PRINT_DEBUG("Thread %lx: adding %d to cpuset\n", pthread_self(), i);
+            CPU_SET(i, &cpuset);
+        }
+    }
+
+#ifdef __ANDROID__
+    err = sched_setaffinity(0, sizeof(cpuset), &cpuset);
+    if (err < 0) {
+        err = errno;
+    }
+#else
+    err = pthread_setaffinity_np(pthread_self(), sizeof(cpuset), &cpuset);
+#endif
+    if (err != 0) {
+        fprintf(stderr, "warn: failed to set affinity mask 0x%llx : %s (%d)\n", (unsigned long long)mask, strerror(err), err);
+        return false;
+    }
+
+    return true;
+}
+
+static bool ggml_thread_apply_priority(int32_t prio) {
+    struct sched_param p;
+    int32_t policy = SCHED_OTHER;
+    switch (prio) {
+        case GGML_SCHED_PRIO_NORMAL:   policy = SCHED_OTHER; p.sched_priority = 0;  break;
+        case GGML_SCHED_PRIO_MEDIUM:   policy = SCHED_FIFO;  p.sched_priority = 40; break;
+        case GGML_SCHED_PRIO_HIGH:     policy = SCHED_FIFO;  p.sched_priority = 80; break;
+        case GGML_SCHED_PRIO_REALTIME: policy = SCHED_FIFO;  p.sched_priority = 90; break;
+    }
+
+    if (prio == GGML_SCHED_PRIO_NORMAL) {
+        // Keep inherited policy/priority
+        return true;
+    }
+
+    int32_t err = pthread_setschedparam(pthread_self(), policy, &p);
+    if (err != 0) {
+        fprintf(stderr, "warn: failed to set thread priority %d : %s (%d)\n", prio, strerror(err), err);
+        return false;
+    }
+
+    return true;
+}
+
+#else // unsupported platforms
+
+static bool ggml_thread_apply_affinity(const bool * mask) {
+    UNUSED(mask);
+    return true;
+}
+
+static bool ggml_thread_apply_priority(int32_t prio) {
+    UNUSED(prio);
+    return true;
+}
+
+#endif
+
+static bool ggml_thread_cpumask_is_valid(const bool * mask) {
+    for (int i = 0; i < GGML_MAX_N_THREADS; i++) {
+        if (mask[i]) { return true; }
+    }
+    return false;
+}
+
+static void ggml_thread_cpumask_next(const bool * global_mask, bool * local_mask, bool strict, int32_t* iter) {
+    if (!strict) {
+        memcpy(local_mask, global_mask, GGML_MAX_N_THREADS);
+        return;
+    } else {
+        memset(local_mask, 0, GGML_MAX_N_THREADS);
+        int32_t base_idx = *iter;
+        for (int32_t i = 0; i < GGML_MAX_N_THREADS; i++) {
+            int32_t idx = base_idx + i;
+            if (idx >= GGML_MAX_N_THREADS) {
+                // Just a cheaper modulo
+                idx -= GGML_MAX_N_THREADS;
+            }
+            if (global_mask[idx]) {
+                local_mask[idx] = 1;
+                *iter = idx + 1;
+                return;
+            }
+        }
+    }
+}
+
+void ggml_threadpool_free(struct ggml_threadpool* threadpool) {
+    if (!threadpool) return;
+
+    const int n_threads = threadpool->n_threads_max;
+
+#ifndef GGML_USE_OPENMP
+    struct ggml_compute_state* workers = threadpool->workers;
+
+    ggml_mutex_lock(&threadpool->mutex);
+
+    threadpool->stop = true;
+    threadpool->pause = false;
+
+    ggml_cond_broadcast(&threadpool->cond);
+    ggml_mutex_unlock(&threadpool->mutex);
+
+    for (int j = 1; j < n_threads; j++) {
+        int32_t rc = ggml_thread_join(workers[j].thrd, NULL);
+        GGML_ASSERT(rc == GGML_EXIT_SUCCESS || rc == GGML_EXIT_ABORTED);
+        UNUSED(rc);
+    }
+
+    ggml_mutex_destroy(&threadpool->mutex);
+    ggml_cond_destroy(&threadpool->cond);
+#endif // GGML_USE_OPENMP
+
+    const size_t workers_size = sizeof(struct ggml_compute_state) * n_threads;
+    ggml_aligned_free(threadpool->workers, workers_size);
+    ggml_aligned_free(threadpool, sizeof(struct ggml_threadpool));
+}
+
+#ifndef GGML_USE_OPENMP
+// pause/resume must be called under mutex
+static void ggml_threadpool_pause_locked(struct ggml_threadpool * threadpool) {
+    GGML_PRINT_DEBUG("Pausing threadpool\n");
+    threadpool->pause = true;
+    ggml_cond_broadcast(&threadpool->cond);
+}
+
+static void ggml_threadpool_resume_locked(struct ggml_threadpool * threadpool) {
+    GGML_PRINT_DEBUG("Resuming threadpool\n");
+    threadpool->pause = false;
+    ggml_cond_broadcast(&threadpool->cond);
+}
+#endif
+
+void ggml_threadpool_pause(struct ggml_threadpool * threadpool) {
+#ifndef GGML_USE_OPENMP
+    ggml_mutex_lock(&threadpool->mutex);
+    if (!threadpool->pause) {
+       ggml_threadpool_pause_locked(threadpool);
+    }
+    ggml_mutex_unlock(&threadpool->mutex);
+#else
+    UNUSED(threadpool);
+#endif
+}
+
+void ggml_threadpool_resume(struct ggml_threadpool * threadpool) {
+#ifndef GGML_USE_OPENMP
+    ggml_mutex_lock(&threadpool->mutex);
+    if (threadpool->pause) {
+       ggml_threadpool_resume_locked(threadpool);
+    }
+    ggml_mutex_unlock(&threadpool->mutex);
+#else
+    UNUSED(threadpool);
+#endif
+}
+
+struct ggml_cplan ggml_graph_plan(
+          const struct ggml_cgraph * cgraph,
+                               int   n_threads,
+            struct ggml_threadpool * threadpool) {
+
+    if (threadpool == NULL) {
+        //GGML_PRINT_DEBUG("Threadpool is not specified. Will create a disposable threadpool : n_threads %d\n", n_threads);
+    }
+    if (n_threads <= 0) {
+        n_threads = threadpool ? threadpool->n_threads_max : GGML_DEFAULT_N_THREADS;
+    }
+
+    size_t work_size = 0;
+
+    struct ggml_cplan cplan;
+    memset(&cplan, 0, sizeof(struct ggml_cplan));
+
+    int max_tasks = 1;
+
+    // thread scheduling for the different operations + work buffer size estimation
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        struct ggml_tensor * node = cgraph->nodes[i];
+
+        const int n_tasks = ggml_get_n_tasks(node, n_threads);
+
+        max_tasks = MAX(max_tasks, n_tasks);
+
+        size_t cur = 0;
+
+        if (!ggml_cpu_extra_work_size(n_threads, node, &cur)) {
+            switch (node->op) {
+                case GGML_OP_CPY:
+                case GGML_OP_DUP:
+                    {
+                        if (ggml_is_quantized(node->type) ||
+                            // F16 -> BF16 and BF16 -> F16 copies go through intermediate F32
+                            (node->src[0]->type == GGML_TYPE_F16  && node->src[1] && node->src[1]->type == GGML_TYPE_BF16) ||
+                            (node->src[0]->type == GGML_TYPE_BF16 && node->src[1] && node->src[1]->type == GGML_TYPE_F16)) {
+                            cur = ggml_type_size(GGML_TYPE_F32) * node->ne[0] * n_tasks;
+                        }
+                    } break;
+                case GGML_OP_ADD:
+                case GGML_OP_ADD1:
+                    {
+                        if (ggml_is_quantized(node->src[0]->type)) {
+                            cur = ggml_type_size(GGML_TYPE_F32) * node->src[0]->ne[0] * n_tasks;
+                        }
+                    } break;
+                case GGML_OP_ACC:
+                    {
+                        if (ggml_is_quantized(node->src[0]->type)) {
+                            cur = ggml_type_size(GGML_TYPE_F32) * node->src[1]->ne[0] * n_tasks;
+                        }
+                    } break;
+                case GGML_OP_COUNT_EQUAL:
+                    {
+                        cur = ggml_type_size(node->type)*n_tasks;
+                    } break;
+                case GGML_OP_MUL_MAT:
+                    {
+                        const enum ggml_type vec_dot_type = type_traits_cpu[node->src[0]->type].vec_dot_type;
+
+                        if (node->src[1]->type != vec_dot_type) {
+                            cur = ggml_row_size(vec_dot_type, ggml_nelements(node->src[1]));
+                        }
+                    } break;
+                case GGML_OP_MUL_MAT_ID:
+                    {
+                        cur = 0;
+                        const struct ggml_tensor * src0 = node->src[0];
+                        const struct ggml_tensor * src1 = node->src[1];
+                        const struct ggml_tensor * ids = node->src[2];
+                        const enum ggml_type vec_dot_type = type_traits_cpu[src0->type].vec_dot_type;
+                        const int n_as = src0->ne[2];
+                        // src1
+                        if (src1->type != vec_dot_type) {
+                            cur += ggml_row_size(vec_dot_type, ggml_nelements(src1)) + sizeof(int64_t);
+                        }
+                        // matrix_row_counts
+                        cur += n_as * sizeof(int64_t) + sizeof(int64_t);
+                        // matrix_rows
+                        cur += n_as*ids->ne[0]*ids->ne[1]*sizeof(struct mmid_row_mapping) + sizeof(int64_t);
+                        // atomic_current_chunk
+                        cur += CACHE_LINE_SIZE*n_as + CACHE_LINE_SIZE;
+                    } break;
+                case GGML_OP_OUT_PROD:
+                    {
+                        if (ggml_is_quantized(node->src[0]->type)) {
+                            cur = ggml_type_size(GGML_TYPE_F32) * node->src[0]->ne[0] * n_tasks;
+                        }
+                    } break;
+                case GGML_OP_SOFT_MAX:
+                case GGML_OP_ROPE:
+                case GGML_OP_ROPE_BACK:
+                    {
+                        cur = ggml_type_size(GGML_TYPE_F32) * node->ne[0] * n_tasks;
+                    } break;
+                case GGML_OP_CONV_TRANSPOSE_1D:
+                    {
+                        GGML_ASSERT(node->src[0]->ne[3] == 1);
+                        GGML_ASSERT(node->src[1]->ne[2] == 1);
+                        GGML_ASSERT(node->src[1]->ne[3] == 1);
+
+                        const int64_t ne00 = node->src[0]->ne[0];  // K
+                        const int64_t ne01 = node->src[0]->ne[1];  // Cout
+                        const int64_t ne02 = node->src[0]->ne[2];  // Cin
+                        const int64_t ne10 = node->src[1]->ne[0];  // L
+                        const int64_t ne11 = node->src[1]->ne[1];  // Cin
+
+                        if ((node->src[0]->type == GGML_TYPE_F16 ||
+                             node->src[0]->type == GGML_TYPE_BF16) &&
+                            node->src[1]->type == GGML_TYPE_F32) {
+                            cur += sizeof(ggml_fp16_t)*ne00*ne01*ne02;
+                            cur += sizeof(ggml_fp16_t)*ne10*ne11;
+                        } else if (node->src[0]->type == GGML_TYPE_F32 &&
+                                   node->src[1]->type == GGML_TYPE_F32) {
+                            cur += sizeof(float)*ne00*ne01*ne02;
+                            cur += sizeof(float)*ne10*ne11;
+                        } else {
+                            GGML_ABORT("fatal error");
+                        }
+                    } break;
+                case GGML_OP_CONV_TRANSPOSE_2D:
+                    {
+                        const int64_t ne00 = node->src[0]->ne[0]; // W
+                        const int64_t ne01 = node->src[0]->ne[1]; // H
+                        const int64_t ne02 = node->src[0]->ne[2]; // Channels Out
+                        const int64_t ne03 = node->src[0]->ne[3]; // Channels In
+
+                        const int64_t ne10 = node->src[1]->ne[0]; // W
+                        const int64_t ne11 = node->src[1]->ne[1]; // H
+                        const int64_t ne12 = node->src[1]->ne[2]; // Channels In
+
+                        cur += sizeof(ggml_fp16_t)*ne00*ne01*ne02*ne03;
+                        cur += sizeof(ggml_fp16_t)*ne10*ne11*ne12;
+                    } break;
+                case GGML_OP_FLASH_ATTN_EXT:
+                    {
+                        const int64_t ne10 = node->src[1]->ne[0]; // DK
+                        const int64_t ne20 = node->src[2]->ne[0]; // DV
+
+                        cur = sizeof(float)*(1*ne10 + 2*ne20)*n_tasks; // 1x head size K + 2x head size V (per thread)
+                    } break;
+                case GGML_OP_FLASH_ATTN_BACK:
+                    {
+                        const int64_t    D = node->src[0]->ne[0];
+                        const int64_t ne11 = ggml_up(node->src[1]->ne[1], GGML_SOFT_MAX_UNROLL);
+                        const int64_t mxDn = MAX(D, ne11) * 2; // *2 because of S and SM in ggml_compute_forward_flash_attn_back
+                        if (node->src[1]->type == GGML_TYPE_F32) {
+                            cur  = sizeof(float)*mxDn*n_tasks; // TODO: this can become (n_tasks-1)
+                            cur += sizeof(float)*mxDn*n_tasks; // this is overestimated by x2
+                        } else if (node->src[1]->type == GGML_TYPE_F16) {
+                            cur  = sizeof(float)*mxDn*n_tasks; // TODO: this can become (n_tasks-1)
+                            cur += sizeof(float)*mxDn*n_tasks; // this is overestimated by x2
+                        } else if (node->src[1]->type == GGML_TYPE_BF16) {
+                            cur  = sizeof(float)*mxDn*n_tasks; // TODO: this can become (n_tasks-1)
+                            cur += sizeof(float)*mxDn*n_tasks; // this is overestimated by x2
+                        }
+                    } break;
+
+                case GGML_OP_CROSS_ENTROPY_LOSS:
+                    {
+                        cur = ggml_type_size(node->type)*(n_tasks + node->src[0]->ne[0]*n_tasks);
+                    } break;
+                case GGML_OP_COUNT:
+                    {
+                        GGML_ABORT("fatal error");
+                    }
+                default:
+                    break;
+            }
+        }
+
+        work_size = MAX(work_size, cur);
+    }
+
+    if (work_size > 0) {
+        work_size += CACHE_LINE_SIZE*(n_threads);
+    }
+
+    cplan.threadpool = threadpool;
+    cplan.n_threads  = MIN(max_tasks, n_threads);
+    cplan.work_size  = work_size;
+    cplan.work_data  = NULL;
+
+    return cplan;
+}
+
+static thread_ret_t ggml_graph_compute_thread(void * data) {
+    struct ggml_compute_state * state = (struct ggml_compute_state *) data;
+    struct ggml_threadpool    * tp    = state->threadpool;
+
+    const struct ggml_cgraph * cgraph = tp->cgraph;
+    const struct ggml_cplan  * cplan  = tp->cplan;
+
+    set_numa_thread_affinity(state->ith);
+
+    struct ggml_compute_params params = {
+        /*.ith       =*/ state->ith,
+        /*.nth       =*/ atomic_load_explicit(&tp->n_threads_cur, memory_order_relaxed),
+        /*.wsize     =*/ cplan->work_size,
+        /*.wdata     =*/ cplan->work_data,
+        /*.threadpool=*/ tp,
+    };
+
+    for (int node_n = 0; node_n < cgraph->n_nodes && atomic_load_explicit(&tp->abort, memory_order_relaxed) != node_n; node_n++) {
+        struct ggml_tensor * node = cgraph->nodes[node_n];
+
+        ggml_compute_forward(&params, node);
+
+#ifdef OLLAMA_DEBUG
+        ollama_debug(node, true);
+#endif
+
+        if (state->ith == 0 && cplan->abort_callback &&
+                cplan->abort_callback(cplan->abort_callback_data)) {
+            atomic_store_explicit(&tp->abort, node_n + 1, memory_order_relaxed);
+            tp->ec    = GGML_STATUS_ABORTED;
+        }
+
+        if (node_n + 1 < cgraph->n_nodes) {
+            ggml_barrier(state->threadpool);
+        }
+    }
+
+    ggml_barrier(state->threadpool);
+
+    return 0;
+}
+
+#ifndef GGML_USE_OPENMP
+
+// check if thread is active
+static inline bool ggml_graph_compute_thread_active(struct ggml_compute_state * state) {
+    struct ggml_threadpool * threadpool = state->threadpool;
+    int n_threads = atomic_load_explicit(&threadpool->n_threads_cur, memory_order_relaxed);
+    return (state->ith < n_threads);
+}
+
+// check if thread is ready to proceed (exit from polling or sleeping)
+static inline bool ggml_graph_compute_thread_ready(struct ggml_compute_state * state) {
+    struct ggml_threadpool * threadpool = state->threadpool;
+
+    if (state->pending || threadpool->stop || threadpool->pause) { return true; }
+
+    // check for new graph/work
+    int new_graph = atomic_load_explicit(&threadpool->n_graph, memory_order_relaxed);
+    if (new_graph != state->last_graph) {
+        state->pending    = ggml_graph_compute_thread_active(state);
+        state->last_graph = new_graph;
+    }
+
+    return state->pending;
+}
+
+// sync thread state after polling
+static inline void ggml_graph_compute_thread_sync(struct ggml_compute_state * state) {
+    // TSAN doesn't support standalone fence yet, we use a dummy read-modify-write instead
+    #ifdef GGML_TSAN_ENABLED
+    atomic_fetch_add_explicit(&state->threadpool->n_graph, 0, memory_order_seq_cst);
+    #else
+    atomic_thread_fence(memory_order_seq_cst);
+    #endif
+    UNUSED(state);
+}
+
+static inline bool ggml_graph_compute_poll_for_work(struct ggml_compute_state * state) {
+    struct ggml_threadpool * threadpool = state->threadpool;
+
+    // Skip polling for unused threads
+    if (!ggml_graph_compute_thread_active(state)) {
+        return state->pending;
+    }
+
+    // This seems to make 0 ... 100 a decent range for polling level across modern processors.
+    // Perhaps, we can adjust it dynamically based on load and things.
+    const uint64_t n_rounds = 1024UL * 128 * threadpool->poll;
+
+    for (uint64_t i=0; !ggml_graph_compute_thread_ready(state) && i < n_rounds; i++) {
+        // No new work. Keep polling.
+        ggml_thread_cpu_relax();
+    }
+
+    return state->pending;
+}
+
+static inline bool ggml_graph_compute_check_for_work(struct ggml_compute_state * state) {
+    struct ggml_threadpool * threadpool = state->threadpool;
+
+    if (ggml_graph_compute_poll_for_work(state)) {
+        ggml_graph_compute_thread_sync(state);
+        return state->pending;
+    }
+
+    ggml_mutex_lock_shared(&threadpool->mutex);
+    while (!ggml_graph_compute_thread_ready(state)) {
+        // No new work. Wait for the signal.
+        GGML_PRINT_DEBUG("thread #%d waiting for work (sleeping)\n", state->ith);
+        ggml_cond_wait(&threadpool->cond, &threadpool->mutex);
+    }
+    ggml_mutex_unlock_shared(&threadpool->mutex);
+
+    return state->pending;
+}
+
+static thread_ret_t ggml_graph_compute_secondary_thread(void* data) {
+    struct ggml_compute_state * state = (struct ggml_compute_state *) data;
+    struct ggml_threadpool * threadpool = state->threadpool;
+
+    ggml_thread_apply_priority(threadpool->prio);
+    if (ggml_thread_cpumask_is_valid(state->cpumask)) {
+        ggml_thread_apply_affinity(state->cpumask);
+    }
+
+    while (true) {
+        // Check if we need to sleep
+        while (threadpool->pause) {
+            GGML_PRINT_DEBUG("thread #%d inside pause loop\n", state->ith);
+            ggml_mutex_lock_shared(&threadpool->mutex);
+            if (threadpool->pause) {
+                ggml_cond_wait(&threadpool->cond, &threadpool->mutex);
+            }
+            GGML_PRINT_DEBUG("thread #%d resuming after wait\n", state->ith);
+            ggml_mutex_unlock_shared(&threadpool->mutex);
+        }
+
+        // This needs to be checked for after the cond_wait
+        if (threadpool->stop) break;
+
+        // Check if there is new work
+        // The main thread is the only one that can dispatch new work
+
+        ggml_graph_compute_check_for_work(state);
+        if (state->pending) {
+            state->pending = false;
+
+            ggml_graph_compute_thread(state);
+        }
+    }
+
+    return (thread_ret_t) 0;
+}
+
+// Start processing new graph
+static void ggml_graph_compute_kickoff(struct ggml_threadpool * threadpool, int n_threads)
+{
+    // Always take the mutex here because the worker threads are doing hybrid poll/wait
+
+    ggml_mutex_lock(&threadpool->mutex);
+
+    GGML_PRINT_DEBUG("threadpool: n_threads_cur %d n_threads %d\n", threadpool->n_threads_cur, n_threads);
+
+    // Update the number of active threads
+    atomic_store_explicit(&threadpool->n_threads_cur, n_threads, memory_order_relaxed);
+
+    // Indicate the graph is ready to be processed
+    // We need the full seq-cst fence here because of the polling threads (used in thread_sync)
+    atomic_fetch_add_explicit(&threadpool->n_graph, 1, memory_order_seq_cst);
+
+    if (threadpool->pause) {
+       // Update main thread prio and affinity to match the threadpool settings
+       ggml_thread_apply_priority(threadpool->prio);
+       if (ggml_thread_cpumask_is_valid(threadpool->workers[0].cpumask)) {
+           ggml_thread_apply_affinity(threadpool->workers[0].cpumask);
+       }
+
+       // resume does cond broadcast
+       ggml_threadpool_resume_locked(threadpool);
+    } else {
+       ggml_cond_broadcast(&threadpool->cond);
+    }
+
+    ggml_mutex_unlock(&threadpool->mutex);
+}
+
+#endif // GGML_USE_OPENMP
+
+static struct ggml_threadpool * ggml_threadpool_new_impl(
+    struct ggml_threadpool_params * tpp,
+               struct ggml_cgraph * cgraph,
+                struct ggml_cplan * cplan) {
+
+    struct ggml_threadpool * threadpool =
+        ggml_aligned_malloc(sizeof(struct ggml_threadpool));
+    {
+        threadpool->cgraph           = cgraph;
+        threadpool->cplan            = cplan;
+        threadpool->n_graph          = 0;
+        threadpool->n_barrier        = 0;
+        threadpool->n_barrier_passed = 0;
+        threadpool->current_chunk    = 0;
+        threadpool->stop             = false;
+        threadpool->pause            = tpp->paused;
+        threadpool->abort            = -1;
+        threadpool->workers          = NULL;
+        threadpool->n_threads_max    = tpp->n_threads;
+        threadpool->n_threads_cur    = tpp->n_threads;
+        threadpool->poll             = tpp->poll;
+        threadpool->prio             = tpp->prio;
+        threadpool->ec               = GGML_STATUS_SUCCESS;
+    }
+
+    // Allocate and init workers state
+    const size_t workers_size = sizeof(struct ggml_compute_state) * tpp->n_threads;
+    struct ggml_compute_state * workers = ggml_aligned_malloc(workers_size);
+
+    memset(workers, 0, workers_size);
+    for (int j = 0; j < tpp->n_threads; j++) {
+        workers[j].threadpool = threadpool;
+        workers[j].ith        = j;
+    }
+
+    threadpool->workers = workers;
+
+#ifndef GGML_USE_OPENMP
+    ggml_mutex_init(&threadpool->mutex);
+    ggml_cond_init(&threadpool->cond);
+
+    // Spin the threads for all workers, and update CPU placements.
+    // Place the main thread last (towards the higher numbered CPU cores).
+
+    int32_t cpumask_iter = 0;
+
+    for (int j = 1; j < tpp->n_threads; j++) {
+        ggml_thread_cpumask_next(tpp->cpumask, workers[j].cpumask, tpp->strict_cpu, &cpumask_iter);
+
+        int32_t rc = ggml_thread_create(&workers[j].thrd, NULL, ggml_graph_compute_secondary_thread, &workers[j]);
+        GGML_ASSERT(rc == 0);
+    }
+
+    ggml_thread_cpumask_next(tpp->cpumask, workers[0].cpumask, tpp->strict_cpu, &cpumask_iter);
+
+    if (!threadpool->pause) {
+        // Update main thread prio and affinity at the start, otherwise we'll do it in resume
+        ggml_thread_apply_priority(threadpool->prio);
+        if (ggml_thread_cpumask_is_valid(threadpool->workers[0].cpumask)) {
+            ggml_thread_apply_affinity(threadpool->workers[0].cpumask);
+        }
+    }
+#endif // GGML_USE_OPENMP
+
+    return threadpool;
+}
+
+struct ggml_threadpool * ggml_threadpool_new(struct ggml_threadpool_params * tpp) {
+    return ggml_threadpool_new_impl(tpp, NULL, NULL);
+}
+
+enum ggml_status ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cplan * cplan) {
+    ggml_cpu_init();
+
+    GGML_ASSERT(cplan);
+    GGML_ASSERT(cplan->n_threads > 0);
+    GGML_ASSERT(cplan->work_size == 0 || cplan->work_data != NULL);
+
+    int n_threads                               = cplan->n_threads;
+    struct ggml_threadpool * threadpool = cplan->threadpool;
+
+    bool disposable_threadpool = false;
+
+    if (threadpool == NULL) {
+        //GGML_PRINT_DEBUG("Threadpool is not specified. Will create a disposable threadpool : n_threads %d\n", n_threads);
+        disposable_threadpool = true;
+
+        struct ggml_threadpool_params ttp = ggml_threadpool_params_default(n_threads);
+        threadpool = ggml_threadpool_new_impl(&ttp, cgraph, cplan);
+    } else {
+        // Reset some of the parameters that need resetting
+        // No worker threads should be accessing the parameters below at this stage
+        threadpool->cgraph           = cgraph;
+        threadpool->cplan            = cplan;
+        threadpool->current_chunk    = 0;
+        threadpool->abort            = -1;
+        threadpool->ec               = GGML_STATUS_SUCCESS;
+    }
+
+#ifdef GGML_USE_OPENMP
+    if (n_threads > 1) {
+        #pragma omp parallel num_threads(n_threads)
+        {
+            #pragma omp single
+            {
+                // update the number of threads from the actual number of threads that we got from OpenMP
+                n_threads = omp_get_num_threads();
+                atomic_store_explicit(&threadpool->n_threads_cur, n_threads, memory_order_relaxed);
+            }
+
+            ggml_graph_compute_thread(&threadpool->workers[omp_get_thread_num()]);
+        }
+    } else {
+        atomic_store_explicit(&threadpool->n_threads_cur, 1, memory_order_relaxed);
+        ggml_graph_compute_thread(&threadpool->workers[0]);
+    }
+#else
+    if (n_threads > threadpool->n_threads_max) {
+        GGML_LOG_WARN("cplan requested more threads (%d) than available (%d)\n", n_threads, threadpool->n_threads_max);
+        n_threads = threadpool->n_threads_max;
+    }
+
+    // Kick all threads to start the new graph
+    ggml_graph_compute_kickoff(threadpool, n_threads);
+
+    // This is a work thread too
+    ggml_graph_compute_thread(&threadpool->workers[0]);
+#endif
+
+    // don't leave affinity set on the main thread
+    clear_numa_thread_affinity();
+
+    enum ggml_status ret = threadpool->ec;
+
+    if (disposable_threadpool) {
+        ggml_threadpool_free(threadpool);
+    }
+
+    return ret;
+}
+
+enum ggml_status ggml_graph_compute_with_ctx(struct ggml_context * ctx, struct ggml_cgraph * cgraph, int n_threads) {
+    struct ggml_cplan cplan = ggml_graph_plan(cgraph, n_threads, NULL);
+
+    cplan.work_data = (uint8_t *)ggml_new_buffer(ctx, cplan.work_size);
+
+    return ggml_graph_compute(cgraph, &cplan);
+}
+
+void ggml_cpu_fp32_to_fp16(const float * x, ggml_fp16_t * y, int64_t n) {
+    int64_t i = 0;
+#if defined(__F16C__)
+#if defined(__AVX512F__)
+    for (; i + 15 < n; i += 16) {
+        __m512 x_vec = _mm512_loadu_ps(x + i);
+        __m256i y_vec = _mm512_cvtps_ph(x_vec, _MM_FROUND_TO_NEAREST_INT);
+        _mm256_storeu_si256((__m256i *)(y + i), y_vec);
+    }
+#endif
+    for (; i + 7 < n; i += 8) {
+        __m256 x_vec = _mm256_loadu_ps(x + i);
+        __m128i y_vec = _mm256_cvtps_ph(x_vec, _MM_FROUND_TO_NEAREST_INT);
+        _mm_storeu_si128((__m128i *)(y + i), y_vec);
+    }
+    for (; i + 3 < n; i += 4) {
+        __m128 x_vec = _mm_loadu_ps(x + i);
+        __m128i y_vec = _mm_cvtps_ph(x_vec, _MM_FROUND_TO_NEAREST_INT);
+        _mm_storel_epi64((__m128i *)(y + i), y_vec);
+    }
+#endif
+    for (; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(x[i]);
+    }
+}
+
+void ggml_cpu_fp16_to_fp32(const ggml_fp16_t * x, float * y, int64_t n) {
+    int64_t i = 0;
+#if defined(__F16C__)
+#if defined(__AVX512F__)
+    for (; i + 15 < n; i += 16) {
+        __m256i x_vec = _mm256_loadu_si256((const __m256i *)(x + i));
+        __m512 y_vec = _mm512_cvtph_ps(x_vec);
+        _mm512_storeu_ps(y + i, y_vec);
+    }
+#endif
+    for (; i + 7 < n; i += 8) {
+        __m128i x_vec = _mm_loadu_si128((const __m128i *)(x + i));
+        __m256 y_vec = _mm256_cvtph_ps(x_vec);
+        _mm256_storeu_ps(y + i, y_vec);
+    }
+    for (; i + 3 < n; i += 4) {
+        __m128i x_vec = _mm_loadl_epi64((const __m128i *)(x + i));
+        __m128 y_vec = _mm_cvtph_ps(x_vec);
+        _mm_storeu_ps(y + i, y_vec);
+    }
+#endif
+    for (; i < n; ++i) {
+        y[i] = GGML_FP16_TO_FP32(x[i]);
+    }
+}
+
+void ggml_cpu_fp32_to_bf16(const float * x, ggml_bf16_t * y, int64_t n) {
+    int64_t i = 0;
+    for (; i < n; ++i) {
+        y[i] = GGML_FP32_TO_BF16(x[i]);
+    }
+}
+
+void ggml_cpu_bf16_to_fp32(const ggml_bf16_t * x, float * y, int64_t n) {
+    int64_t i = 0;
+#if defined(__AVX2__)
+#if defined(__AVX512F__)
+    for (; i + 15 < n; i += 16) {
+        _mm512_storeu_ps(y + i,
+                        _mm512_castsi512_ps(
+                            _mm512_slli_epi32(
+                                _mm512_cvtepu16_epi32(
+                                    _mm256_loadu_si256(
+                                        (const __m256i *)(x + i))),
+                                16)));
+    }
+#endif
+    for (; i + 7 < n; i += 8) {
+        _mm256_storeu_ps(y + i,
+                        _mm256_castsi256_ps(
+                            _mm256_slli_epi32(
+                                _mm256_cvtepu16_epi32(
+                                    _mm_loadu_si128(
+                                        (const __m128i *)(x + i))),
+                                16)));
+    }
+#endif
+    for (; i < n; i++) {
+        y[i] = GGML_BF16_TO_FP32(x[i]);
+    }
+}
+
+int ggml_cpu_has_avx(void) {
+#if defined(__AVX__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_avx_vnni(void) {
+#if defined(__AVXVNNI__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_avx2(void) {
+#if defined(__AVX2__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_avx512(void) {
+#if defined(__AVX512F__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_avx512_vbmi(void) {
+#if defined(__AVX512VBMI__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_avx512_vnni(void) {
+#if defined(__AVX512VNNI__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_avx512_bf16(void) {
+#if defined(__AVX512BF16__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_amx_int8(void) {
+#if defined(__AMX_INT8__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_bmi2(void) {
+#if defined(__BMI2__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_fma(void) {
+#if defined(__FMA__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_arm_fma(void) {
+#if defined(__ARM_FEATURE_FMA)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_riscv_v(void) {
+#if defined(__riscv_v_intrinsic)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_f16c(void) {
+#if defined(__F16C__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_fp16_va(void) {
+#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_wasm_simd(void) {
+#if defined(__wasm_simd128__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_llamafile(void) {
+#if defined(GGML_USE_LLAMAFILE)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_sse3(void) {
+#if defined(__SSE3__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_ssse3(void) {
+#if defined(__SSSE3__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_vsx(void) {
+#if defined(__POWER9_VECTOR__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_vxe(void) {
+#if defined(__VXE__) || defined(__VXE2__)
+    return 1;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_neon(void) {
+#if defined(__ARM_ARCH) && defined(__ARM_NEON)
+    return ggml_arm_arch_features.has_neon;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_dotprod(void) {
+#if defined(__ARM_ARCH) && defined(__ARM_FEATURE_DOTPROD)
+    return ggml_arm_arch_features.has_dotprod;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_sve(void) {
+#if defined(__ARM_ARCH) && defined(__ARM_FEATURE_SVE)
+    return ggml_arm_arch_features.has_sve;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_matmul_int8(void) {
+#if defined(__ARM_ARCH) && defined(__ARM_FEATURE_MATMUL_INT8)
+    return ggml_arm_arch_features.has_i8mm;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_get_sve_cnt(void) {
+#if defined(__ARM_ARCH) && defined(__ARM_FEATURE_SVE)
+    return ggml_arm_arch_features.sve_cnt;
+#else
+    return 0;
+#endif
+}
+
+int ggml_cpu_has_sme(void) {
+#if defined(__ARM_ARCH) && defined(__ARM_FEATURE_SME)
+    return ggml_arm_arch_features.has_sme;
+#else
+    return 0;
+#endif
+}
+
+void ggml_cpu_init(void) {
+    // needed to initialize f16 tables
+    {
+        struct ggml_init_params params = { 0, NULL, false };
+        struct ggml_context * ctx = ggml_init(params);
+        ggml_free(ctx);
+    }
+
+    ggml_critical_section_start();
+
+    static bool is_first_call = true;
+
+    if (is_first_call) {
+        // initialize GELU, Quick GELU, SILU and EXP F32 tables
+        {
+            const uint64_t t_start = ggml_time_us(); UNUSED(t_start);
+
+            for (int i = 0; i < (1 << 16); ++i) {
+                union {
+                    uint16_t u16;
+                    ggml_fp16_t fp16;
+                } u = {i};
+                float f = GGML_FP16_TO_FP32(u.fp16);
+                ggml_table_gelu_f16[i] = GGML_FP32_TO_FP16(ggml_gelu_f32(f));
+                ggml_table_gelu_quick_f16[i] = GGML_FP32_TO_FP16(ggml_gelu_quick_f32(f));
+            }
+
+            const uint64_t t_end = ggml_time_us(); UNUSED(t_end);
+
+            GGML_PRINT_DEBUG("%s: GELU, Quick GELU, SILU and EXP tables initialized in %f ms\n", __func__, (t_end - t_start)/1000.0);
+        }
+
+#if defined(__ARM_ARCH)
+        ggml_init_arm_arch_features();
+#endif
+
+        is_first_call = false;
+    }
+
+    ggml_critical_section_end();
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu.cpp
new file mode 100644
index 0000000..e013e8b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ggml-cpu.cpp
@@ -0,0 +1,671 @@
+#include "ggml-backend.h"
+#include "ggml-backend-impl.h"
+#include "ggml-cpu.h"
+#include "ggml-cpu-aarch64.h"
+#include "ggml-cpu-traits.h"
+#include "ggml-impl.h"
+#include "amx/amx.h"
+
+#include <cctype>
+#include <string>
+#include <vector>
+
+#ifdef GGML_USE_CPU_HBM
+#    include "ggml-cpu-hbm.h"
+#endif
+
+#ifdef GGML_USE_CPU_KLEIDIAI
+#    include "kleidiai/kleidiai.h"
+#endif
+
+#if defined(_WIN32)
+#    define WIN32_LEAN_AND_MEAN
+#    ifndef NOMINMAX
+#        define NOMINMAX
+#    endif
+#    include <windows.h>
+#else
+#    include <unistd.h>
+#endif
+
+#if defined(__APPLE__)
+#    include <sys/sysctl.h>
+#    include <sys/types.h>
+#endif
+
+// ggml-backend interface
+
+std::vector<ggml_backend_buffer_type_t>& ggml_backend_cpu_get_extra_buffers_type() {
+    static std::vector<ggml_backend_buffer_type_t> bufts = []() {
+        std::vector<ggml_backend_buffer_type_t> bufts;
+
+#if defined(__AMX_INT8__) && defined(__AVX512VNNI__)
+        if (ggml_backend_amx_buffer_type()) {
+            bufts.push_back(ggml_backend_amx_buffer_type());
+        }
+#endif
+
+#ifdef GGML_USE_CPU_KLEIDIAI
+        if (ggml_backend_cpu_kleidiai_buffer_type()) {
+            bufts.push_back(ggml_backend_cpu_kleidiai_buffer_type());
+        }
+#endif
+
+#ifdef GGML_USE_CPU_AARCH64
+        if (ggml_backend_cpu_aarch64_buffer_type()) {
+            bufts.push_back(ggml_backend_cpu_aarch64_buffer_type());
+        }
+#endif
+
+        bufts.push_back(NULL);
+
+        return bufts;
+    }();
+
+    return bufts;
+}
+
+static ggml_backend_buffer_type_t * ggml_backend_cpu_device_get_extra_buffers_type(ggml_backend_dev_t device) {
+    return ggml_backend_cpu_get_extra_buffers_type().data();
+
+    GGML_UNUSED(device);
+}
+
+static bool ggml_backend_cpu_is_extra_buffer_type(ggml_backend_buffer_type_t buft) {
+    for (auto * extra : ggml_backend_cpu_get_extra_buffers_type()) {
+        if (extra && extra == buft) {
+            return true;
+        }
+    }
+    return false;
+}
+
+// CPU backend - backend (stream)
+
+struct ggml_backend_cpu_context {
+    int                 n_threads;
+    ggml_threadpool_t   threadpool;
+
+    uint8_t *           work_data;
+    size_t              work_size;
+
+    ggml_abort_callback abort_callback;
+    void *              abort_callback_data;
+};
+
+static const char * ggml_backend_cpu_get_name(ggml_backend_t backend) {
+    return "CPU";
+
+    GGML_UNUSED(backend);
+}
+
+static void ggml_backend_cpu_free(ggml_backend_t backend) {
+    struct ggml_backend_cpu_context * cpu_ctx = (struct ggml_backend_cpu_context *)backend->context;
+    delete[] cpu_ctx->work_data;
+    delete cpu_ctx;
+    delete backend;
+}
+
+struct ggml_backend_plan_cpu {
+    struct ggml_cplan cplan;
+    struct ggml_cgraph cgraph;
+};
+
+static ggml_backend_graph_plan_t ggml_backend_cpu_graph_plan_create(ggml_backend_t backend, const struct ggml_cgraph * cgraph) {
+    struct ggml_backend_cpu_context * cpu_ctx = (struct ggml_backend_cpu_context *)backend->context;
+
+    struct ggml_backend_plan_cpu * cpu_plan = new ggml_backend_plan_cpu;
+
+    cpu_plan->cplan = ggml_graph_plan(cgraph, cpu_ctx->n_threads, cpu_ctx->threadpool);
+    cpu_plan->cgraph = *cgraph; // FIXME: deep copy
+
+    if (cpu_plan->cplan.work_size > 0) {
+        cpu_plan->cplan.work_data = new uint8_t[cpu_plan->cplan.work_size];
+        if (cpu_plan->cplan.work_data == NULL) {
+            delete cpu_plan;
+            return NULL;
+        }
+    }
+
+    cpu_plan->cplan.abort_callback      = cpu_ctx->abort_callback;
+    cpu_plan->cplan.abort_callback_data = cpu_ctx->abort_callback_data;
+
+    return cpu_plan;
+}
+
+static void ggml_backend_cpu_graph_plan_free(ggml_backend_t backend, ggml_backend_graph_plan_t plan) {
+    struct ggml_backend_plan_cpu * cpu_plan = (struct ggml_backend_plan_cpu *)plan;
+
+    delete[] cpu_plan->cplan.work_data;
+    delete cpu_plan;
+
+    GGML_UNUSED(backend);
+}
+
+static enum ggml_status ggml_backend_cpu_graph_plan_compute(ggml_backend_t backend, ggml_backend_graph_plan_t plan) {
+    struct ggml_backend_plan_cpu * cpu_plan = (struct ggml_backend_plan_cpu *)plan;
+
+    return ggml_graph_compute(&cpu_plan->cgraph, &cpu_plan->cplan);
+
+    GGML_UNUSED(backend);
+}
+
+static enum ggml_status ggml_backend_cpu_graph_compute(ggml_backend_t backend, struct ggml_cgraph * cgraph) {
+    struct ggml_backend_cpu_context * cpu_ctx = (struct ggml_backend_cpu_context *)backend->context;
+
+    struct ggml_cplan cplan = ggml_graph_plan(cgraph, cpu_ctx->n_threads, cpu_ctx->threadpool);
+
+    if (cpu_ctx->work_size < cplan.work_size) {
+        delete[] cpu_ctx->work_data;
+        cpu_ctx->work_data = new uint8_t[cplan.work_size];
+        if (cpu_ctx->work_data == NULL) {
+            cpu_ctx->work_size = 0;
+            return GGML_STATUS_ALLOC_FAILED;
+        }
+        cpu_ctx->work_size = cplan.work_size;
+    }
+    cplan.work_data = (uint8_t *)cpu_ctx->work_data;
+
+    cplan.abort_callback      = cpu_ctx->abort_callback;
+    cplan.abort_callback_data = cpu_ctx->abort_callback_data;
+
+    return ggml_graph_compute(cgraph, &cplan);
+}
+
+static const struct ggml_backend_i ggml_backend_cpu_i = {
+    /* .get_name                = */ ggml_backend_cpu_get_name,
+    /* .free                    = */ ggml_backend_cpu_free,
+    /* .set_tensor_async        = */ NULL,
+    /* .get_tensor_async        = */ NULL,
+    /* .cpy_tensor_async        = */ NULL,
+    /* .synchronize             = */ NULL,
+    /* .graph_plan_create       = */ ggml_backend_cpu_graph_plan_create,
+    /* .graph_plan_free         = */ ggml_backend_cpu_graph_plan_free,
+    /* .graph_plan_update       = */ NULL,
+    /* .graph_plan_compute      = */ ggml_backend_cpu_graph_plan_compute,
+    /* .graph_compute           = */ ggml_backend_cpu_graph_compute,
+    /* .event_record            = */ NULL,
+    /* .event_wait              = */ NULL,
+};
+
+static ggml_guid_t ggml_backend_cpu_guid(void) {
+    static ggml_guid guid = { 0xaa, 0x67, 0xc7, 0x43, 0x96, 0xe6, 0xa3, 0x8a, 0xe3, 0xaf, 0xea, 0x92, 0x36, 0xbc, 0xfc, 0x89 };
+    return &guid;
+}
+
+ggml_backend_t ggml_backend_cpu_init(void) {
+    // initialize CPU backend now to avoid slowing the first graph computation
+    ggml_cpu_init();
+
+    struct ggml_backend_cpu_context * ctx = new ggml_backend_cpu_context;
+    if (ctx == NULL) {
+        return NULL;
+    }
+
+    ctx->n_threads           = GGML_DEFAULT_N_THREADS;
+    ctx->threadpool          = NULL;
+    ctx->work_data           = NULL;
+    ctx->work_size           = 0;
+    ctx->abort_callback      = NULL;
+    ctx->abort_callback_data = NULL;
+
+    ggml_backend_t cpu_backend = new ggml_backend {
+        /* .guid      = */ ggml_backend_cpu_guid(),
+        /* .interface = */ ggml_backend_cpu_i,
+        /* .device    = */ ggml_backend_reg_dev_get(ggml_backend_cpu_reg(), 0),
+        /* .context   = */ ctx,
+    };
+
+    if (cpu_backend == NULL) {
+        delete ctx;
+        return NULL;
+    }
+
+    return cpu_backend;
+}
+
+bool ggml_backend_is_cpu(ggml_backend_t backend) {
+    return backend != NULL && ggml_guid_matches(backend->guid, ggml_backend_cpu_guid());
+}
+
+void ggml_backend_cpu_set_n_threads(ggml_backend_t backend_cpu, int n_threads) {
+    GGML_ASSERT(ggml_backend_is_cpu(backend_cpu));
+
+    struct ggml_backend_cpu_context * ctx = (struct ggml_backend_cpu_context *)backend_cpu->context;
+    ctx->n_threads = n_threads;
+}
+
+void ggml_backend_cpu_set_threadpool(ggml_backend_t backend_cpu, ggml_threadpool_t threadpool) {
+    GGML_ASSERT(ggml_backend_is_cpu(backend_cpu));
+
+    struct ggml_backend_cpu_context * ctx = (struct ggml_backend_cpu_context *)backend_cpu->context;
+
+    if (ctx->threadpool && ctx->threadpool != threadpool) {
+        // already had a different threadpool, pause/suspend it before switching
+        ggml_threadpool_pause(ctx->threadpool);
+    }
+    ctx->threadpool = threadpool;
+}
+
+void ggml_backend_cpu_set_abort_callback(ggml_backend_t backend_cpu, ggml_abort_callback abort_callback, void * abort_callback_data) {
+    GGML_ASSERT(ggml_backend_is_cpu(backend_cpu));
+
+    struct ggml_backend_cpu_context * ctx = (struct ggml_backend_cpu_context *)backend_cpu->context;
+    ctx->abort_callback = abort_callback;
+    ctx->abort_callback_data = abort_callback_data;
+}
+
+// CPU backend - device
+
+struct ggml_backend_cpu_device_context {
+    std::string description = "CPU";
+
+    ggml_backend_cpu_device_context() {
+#ifdef __APPLE__
+        size_t len = 0;
+        if (!sysctlbyname("machdep.cpu.brand_string", NULL, &len, NULL, 0)) {
+            description.resize(len);
+            sysctlbyname("machdep.cpu.brand_string", &description[0], &len, NULL, 0); // NOLINT
+        }
+#elif defined(__linux__)
+        FILE * f = fopen("/proc/cpuinfo", "r");
+        if (f) {
+            char buf[1024];
+            while (fgets(buf, sizeof(buf), f)) {
+                if (strncmp(buf, "model name", 10) == 0) {
+                    char * p = strchr(buf, ':');
+                    if (p) {
+                        p++;
+                        while (std::isspace(*p)) {
+                            p++;
+                        }
+                        while (std::isspace(p[strlen(p) - 1])) {
+                            p[strlen(p) - 1] = '\0';
+                        }
+                        description = p;
+                        break;
+                    }
+                }
+            }
+            fclose(f);
+        }
+#elif defined(_WIN32)
+        HKEY hKey;
+        if (RegOpenKeyEx(HKEY_LOCAL_MACHINE,
+                        TEXT("HARDWARE\\DESCRIPTION\\System\\CentralProcessor\\0"),
+                        0,
+                        KEY_READ,
+                        &hKey) == ERROR_SUCCESS) {
+            DWORD cpu_brand_size = 0;
+            if (RegQueryValueExA(hKey,
+                                "ProcessorNameString",
+                                NULL,
+                                NULL,
+                                NULL,
+                                &cpu_brand_size) == ERROR_SUCCESS) {
+                description.resize(cpu_brand_size);
+                if (RegQueryValueExA(hKey,
+                                    "ProcessorNameString",
+                                    NULL,
+                                    NULL,
+                                    (LPBYTE)&description[0], // NOLINT
+                                    &cpu_brand_size) == ERROR_SUCCESS) {
+                    if (description.find('\0') != std::string::npos) {
+                        description.resize(description.find('\0'));
+                    }
+                }
+            }
+            RegCloseKey(hKey);
+        }
+#endif
+    }
+};
+
+static const char * ggml_backend_cpu_device_get_name(ggml_backend_dev_t dev) {
+    return "CPU";
+
+    GGML_UNUSED(dev);
+}
+
+static const char * ggml_backend_cpu_device_get_description(ggml_backend_dev_t dev) {
+    struct ggml_backend_cpu_device_context * ctx = (struct ggml_backend_cpu_device_context *)dev->context;
+
+    return ctx->description.c_str();
+}
+
+static void ggml_backend_cpu_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) {
+#ifdef _WIN32
+    MEMORYSTATUSEX status;
+    status.dwLength = sizeof(status);
+    GlobalMemoryStatusEx(&status);
+    *total = status.ullTotalPhys;
+    *free = status.ullAvailPhys;
+#else
+    long pages = sysconf(_SC_PHYS_PAGES);
+    long page_size = sysconf(_SC_PAGE_SIZE);
+    *total = pages * page_size;
+    *free = *total;
+#endif
+
+    GGML_UNUSED(dev);
+}
+
+static enum ggml_backend_dev_type ggml_backend_cpu_device_get_type(ggml_backend_dev_t dev) {
+    return GGML_BACKEND_DEVICE_TYPE_CPU;
+
+    GGML_UNUSED(dev);
+}
+
+static void ggml_backend_cpu_device_get_props(ggml_backend_dev_t dev, struct ggml_backend_dev_props * props) {
+    props->name        = ggml_backend_cpu_device_get_name(dev);
+    props->description = ggml_backend_cpu_device_get_description(dev);
+    props->type        = ggml_backend_cpu_device_get_type(dev);
+    ggml_backend_cpu_device_get_memory(dev, &props->memory_free, &props->memory_total);
+    props->caps = {
+        /* .async                 = */ false,
+        /* .host_buffer           = */ false,
+        /* .buffer_from_host_ptr  = */ true,
+        /* .events                = */ false,
+    };
+}
+
+static ggml_backend_t ggml_backend_cpu_device_init_backend(ggml_backend_dev_t dev, const char * params) {
+    return ggml_backend_cpu_init();
+
+    GGML_UNUSED(dev);
+    GGML_UNUSED(params);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_cpu_device_get_buffer_type(ggml_backend_dev_t dev) {
+    return ggml_backend_cpu_buffer_type();
+
+    GGML_UNUSED(dev);
+}
+
+static ggml_backend_buffer_t ggml_backend_cpu_device_buffer_from_host_ptr(ggml_backend_dev_t dev, void * ptr, size_t size, size_t max_tensor_size) {
+    return ggml_backend_cpu_buffer_from_ptr(ptr, size);
+
+    GGML_UNUSED(dev);
+    GGML_UNUSED(max_tensor_size);
+}
+
+static bool ggml_backend_cpu_device_supports_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) {
+    const struct ggml_tensor * src0 = op->src[0];
+    const struct ggml_tensor * src1 = op->src[1];
+
+    if (op->op == GGML_OP_NONE || op->op == GGML_OP_RESHAPE || op->op == GGML_OP_VIEW || op->op == GGML_OP_PERMUTE || op->op == GGML_OP_TRANSPOSE) {
+        return true;
+    }
+
+    // extra_buffer_op?
+    for (auto extra : ggml_backend_cpu_get_extra_buffers_type()) {
+        if (extra) {
+            auto buf_extra = (ggml::cpu::extra_buffer_type*) extra->context;
+            if (buf_extra && buf_extra->supports_op(dev, op)) {
+                return true;
+            }
+        }
+    }
+
+    // the other case need host buffer.
+    for (int i = 0; i < GGML_MAX_SRC; i++) {
+        if (op->src[i] && op->src[i]->buffer && !ggml_backend_buft_is_host(op->src[i]->buffer->buft)) {
+            return false;
+        }
+    }
+
+    switch (op->op) {
+        case GGML_OP_CPY:
+            return
+                op->type != GGML_TYPE_IQ3_XXS &&
+                op->type != GGML_TYPE_IQ3_S   &&
+                op->type != GGML_TYPE_IQ2_XXS &&
+                op->type != GGML_TYPE_IQ2_XS  &&
+                op->type != GGML_TYPE_IQ2_S   &&
+                op->type != GGML_TYPE_IQ1_S   &&
+                op->type != GGML_TYPE_IQ1_M; // missing type_traits.from_float
+        case GGML_OP_MUL_MAT:
+            return src1->type == GGML_TYPE_F32 || src1->type == ggml_get_type_traits_cpu(src0->type)->vec_dot_type;
+        case GGML_OP_SOFT_MAX_BACK: {
+            if (op->src[0]->type != GGML_TYPE_F32 || op->src[1]->type != GGML_TYPE_F32) {
+                return false;
+            }
+            float max_bias = 0.0f;
+
+            memcpy(&max_bias, (const float *) op->op_params + 1, sizeof(float));
+
+            return max_bias == 0.0f;
+        }
+        case GGML_OP_IM2COL_BACK:
+            return src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32;
+        case GGML_OP_GET_ROWS_BACK:
+            return src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16;
+        case GGML_OP_OUT_PROD:
+            return (src0->type == GGML_TYPE_F32 || (ggml_is_quantized(src0->type) && src0->ne[2] == src1->ne[2] && src0->ne[3] == src1->ne[3])) &&
+                src1->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32;
+        default:
+            return true;
+    }
+}
+
+static bool ggml_backend_cpu_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) {
+    return ggml_backend_buft_is_host(buft) || ggml_backend_cpu_is_extra_buffer_type(buft);
+    GGML_UNUSED(dev);
+}
+
+static const struct ggml_backend_device_i ggml_backend_cpu_device_i = {
+    /* .get_name             = */ ggml_backend_cpu_device_get_name,
+    /* .get_description      = */ ggml_backend_cpu_device_get_description,
+    /* .get_memory           = */ ggml_backend_cpu_device_get_memory,
+    /* .get_type             = */ ggml_backend_cpu_device_get_type,
+    /* .get_props            = */ ggml_backend_cpu_device_get_props,
+    /* .init_backend         = */ ggml_backend_cpu_device_init_backend,
+    /* .get_buffer_type      = */ ggml_backend_cpu_device_get_buffer_type,
+    /* .get_host_buffer_type = */ NULL,
+    /* .buffer_from_host_ptr = */ ggml_backend_cpu_device_buffer_from_host_ptr,
+    /* .supports_op          = */ ggml_backend_cpu_device_supports_op,
+    /* .supports_buft        = */ ggml_backend_cpu_device_supports_buft,
+    /* .offload_op           = */ NULL,
+    /* .event_new            = */ NULL,
+    /* .event_free           = */ NULL,
+    /* .event_synchronize    = */ NULL,
+};
+
+// CPU backend - backend (reg)
+
+static const char * ggml_backend_cpu_reg_get_name(ggml_backend_reg_t reg) {
+    return "CPU";
+
+    GGML_UNUSED(reg);
+}
+
+static size_t ggml_backend_cpu_reg_get_device_count(ggml_backend_reg_t reg) {
+    return 1;
+
+    GGML_UNUSED(reg);
+}
+
+static ggml_backend_dev_t ggml_backend_cpu_reg_get_device(ggml_backend_reg_t reg, size_t index) {
+    GGML_ASSERT(index == 0);
+
+    static ggml_backend_cpu_device_context ctx;
+    static ggml_backend_device ggml_backend_cpu_device = {
+        /* .iface   = */ ggml_backend_cpu_device_i,
+        /* .reg     = */ reg,
+        /* .context = */ &ctx,
+    };
+
+    return &ggml_backend_cpu_device;
+}
+
+// This is intended to replace the the ggml_cpu_has_* functions when loading the CPU backend dynamically,
+// and additionally to allow other backends to expose their own list of features that applications can query using the same API
+static ggml_backend_feature * ggml_backend_cpu_get_features(ggml_backend_reg_t reg) {
+    static std::vector<ggml_backend_feature> features = []() {
+        ggml_cpu_init();
+
+        std::vector<ggml_backend_feature> features;
+        if (ggml_cpu_has_sse3()) {
+            features.push_back({ "SSE3", "1" });
+        }
+        if (ggml_cpu_has_ssse3()) {
+            features.push_back({ "SSSE3", "1" });
+        }
+        if (ggml_cpu_has_avx()) {
+            features.push_back({ "AVX", "1" });
+        }
+        if (ggml_cpu_has_avx_vnni()) {
+            features.push_back({ "AVX_VNNI", "1" });
+        }
+        if (ggml_cpu_has_avx2()) {
+            features.push_back({ "AVX2", "1" });
+        }
+        if (ggml_cpu_has_f16c()) {
+            features.push_back({ "F16C", "1" });
+        }
+        if (ggml_cpu_has_fma()) {
+            features.push_back({ "FMA", "1" });
+        }
+        if (ggml_cpu_has_bmi2()) {
+            features.push_back({ "BMI2", "1" });
+        }
+        if (ggml_cpu_has_avx512()) {
+            features.push_back({ "AVX512", "1" });
+        }
+        if (ggml_cpu_has_avx512_vbmi()) {
+            features.push_back({ "AVX512_VBMI", "1" });
+        }
+        if (ggml_cpu_has_avx512_vnni()) {
+            features.push_back({ "AVX512_VNNI", "1" });
+        }
+        if (ggml_cpu_has_avx512_bf16()) {
+            features.push_back({ "AVX512_BF16", "1" });
+        }
+        if (ggml_cpu_has_amx_int8()) {
+            features.push_back({ "AMX_INT8", "1" });
+        }
+        if (ggml_cpu_has_neon()) {
+            features.push_back({ "NEON", "1" });
+        }
+        if (ggml_cpu_has_arm_fma()) {
+            features.push_back({ "ARM_FMA", "1" });
+        }
+        if (ggml_cpu_has_fp16_va()) {
+            features.push_back({ "FP16_VA", "1" });
+        }
+        if (ggml_cpu_has_matmul_int8()) {
+            features.push_back({ "MATMUL_INT8", "1" });
+        }
+        if (ggml_cpu_has_sve()) {
+            features.push_back({ "SVE", "1" });
+        }
+        if (ggml_cpu_has_dotprod()) {
+            features.push_back({ "DOTPROD", "1" });
+        }
+        if (ggml_cpu_get_sve_cnt() > 0) {
+            static std::string sve_cnt = std::to_string(ggml_cpu_get_sve_cnt());
+            features.push_back({ "SVE_CNT", sve_cnt.c_str() });
+        }
+        if (ggml_cpu_has_sme()) {
+            features.push_back({ "SME", "1" });
+        }
+        if (ggml_cpu_has_riscv_v()) {
+            features.push_back({ "RISCV_V", "1" });
+        }
+        if (ggml_cpu_has_vsx()) {
+            features.push_back({ "VSX", "1" });
+        }
+        if (ggml_cpu_has_vxe()) {
+            features.push_back({ "VXE", "1" });
+        }
+        if (ggml_cpu_has_wasm_simd()) {
+            features.push_back({ "WASM_SIMD", "1" });
+        }
+        if (ggml_cpu_has_llamafile()) {
+            features.push_back({ "LLAMAFILE", "1" });
+        }
+    #ifdef GGML_USE_ACCELERATE
+        features.push_back({ "ACCELERATE", "1" });
+    #endif
+    #ifdef GGML_USE_CPU_HBM
+        features.push_back({ "CPU_HBM", "1" });
+    #endif
+    #ifdef GGML_USE_OPENMP
+        features.push_back({ "OPENMP", "1" });
+    #endif
+    #ifdef GGML_USE_CPU_KLEIDIAI
+        features.push_back({ "KLEIDIAI", "1" });
+    #endif
+    #ifdef GGML_USE_CPU_AARCH64
+        features.push_back({ "AARCH64_REPACK", "1" });
+    #endif
+
+        features.push_back({ nullptr, nullptr });
+
+        return features;
+    }();
+
+    return features.data();
+
+    GGML_UNUSED(reg);
+}
+
+static void * ggml_backend_cpu_get_proc_address(ggml_backend_reg_t reg, const char * name) {
+    if (strcmp(name, "ggml_backend_set_n_threads") == 0) {
+        ggml_backend_set_n_threads_t fct = ggml_backend_cpu_set_n_threads;
+        return (void *)fct;
+    }
+    if (strcmp(name, "ggml_backend_dev_get_extra_bufts") == 0) {
+        ggml_backend_dev_get_extra_bufts_t fct = ggml_backend_cpu_device_get_extra_buffers_type;
+        return (void *)fct;
+    }
+    if (strcmp(name, "ggml_backend_get_features") == 0) {
+        return (void *)ggml_backend_cpu_get_features;
+    }
+    if (strcmp(name, "ggml_backend_set_abort_callback") == 0) {
+        return (void *)ggml_backend_cpu_set_abort_callback;
+    }
+    if (strcmp(name, "ggml_backend_cpu_numa_init") == 0) {
+        return (void *)ggml_numa_init;
+    }
+    if (strcmp(name, "ggml_backend_cpu_is_numa") == 0) {
+        return (void *)ggml_is_numa;
+    }
+
+    // threadpool - TODO:  move to ggml-base
+    if (strcmp(name, "ggml_threadpool_new") == 0) {
+        return (void *)ggml_threadpool_new;
+    }
+    if (strcmp(name, "ggml_threadpool_free") == 0) {
+        return (void *)ggml_threadpool_free;
+    }
+    if (strcmp(name, "ggml_backend_cpu_set_threadpool") == 0) {
+        return (void *)ggml_backend_cpu_set_threadpool;
+    }
+
+    return NULL;
+
+    GGML_UNUSED(reg);
+}
+
+static const struct ggml_backend_reg_i ggml_backend_cpu_reg_i = {
+    /* .get_name         = */ ggml_backend_cpu_reg_get_name,
+    /* .get_device_count = */ ggml_backend_cpu_reg_get_device_count,
+    /* .get_device       = */ ggml_backend_cpu_reg_get_device,
+    /* .get_proc_address = */ ggml_backend_cpu_get_proc_address,
+};
+
+ggml_backend_reg_t ggml_backend_cpu_reg(void) {
+    // init CPU feature detection
+    ggml_cpu_init();
+
+    static struct ggml_backend_reg ggml_backend_cpu_reg = {
+        /* .api_version = */ GGML_BACKEND_API_VERSION,
+        /* .iface       = */ ggml_backend_cpu_reg_i,
+        /* .context     = */ NULL,
+    };
+
+    return &ggml_backend_cpu_reg;
+}
+
+GGML_BACKEND_DL_IMPL(ggml_backend_cpu_reg)
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/llamafile/llamafile.go b/ml/backend/ggml/ggml/src/ggml-cpu/llamafile/llamafile.go
new file mode 100644
index 0000000..09b002c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/llamafile/llamafile.go
@@ -0,0 +1,5 @@
+package llamafile
+
+// #cgo CXXFLAGS: -std=c++17
+// #cgo CPPFLAGS: -I${SRCDIR}/.. -I${SRCDIR}/../.. -I${SRCDIR}/../../../include
+import "C"
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/llamafile/sgemm.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/llamafile/sgemm.cpp
new file mode 100644
index 0000000..1d46158
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/llamafile/sgemm.cpp
@@ -0,0 +1,3544 @@
+// Copyright 2024 Mozilla Foundation
+//
+// Permission is hereby granted, free of charge, to any person obtaining
+// a copy of this software and associated documentation files (the
+// "Software"), to deal in the Software without restriction, including
+// without limitation the rights to use, copy, modify, merge, publish,
+// distribute, sublicense, and/or sell copies of the Software, and to
+// permit persons to whom the Software is furnished to do so, subject to
+// the following conditions:
+//
+// The above copyright notice and this permission notice shall be
+// included in all copies or substantial portions of the Software.
+//
+// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+// MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS
+// BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN
+// ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
+// CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+// SOFTWARE.
+
+//
+//                   _   _          ___ _      _   ___
+//                  | |_(_)_ _ _  _| _ ) |    /_\ / __|
+//                  |  _| | ' \ || | _ \ |__ / _ \\__ \.
+//                   \__|_|_||_\_, |___/____/_/ \_\___/
+//                             |__/
+//
+//                    BASIC LINEAR ALGEBRA SUBPROGRAMS
+//
+//
+// This file implements multithreaded CPU matrix multiplication for the
+// common contiguous use case C = Aᵀ * B. These kernels are designed to
+// have excellent performance[1] for matrices that fit in the CPU cache
+// without imposing any overhead such as cache filling or malloc calls.
+//
+// This implementation does not guarantee any upper bound with rounding
+// errors, which grow along with k. Our goal's to maximally exploit the
+// hardware for performance, and then use whatever resources remain for
+// improving numerical accuracy.
+//
+// [1] J. Tunney, ‘LLaMA Now Goes Faster on CPUs’, Mar. 2024. [Online].
+//     Available: https://justine.lol/matmul/. [Accessed: 29-Mar-2024].
+
+#if defined(__GNUC__)
+#pragma GCC diagnostic ignored "-Wpedantic"
+#pragma GCC diagnostic ignored "-Wignored-attributes"
+#endif
+
+#include "sgemm.h"
+#include "ggml-impl.h"
+#include "ggml-cpu-impl.h"
+#include "ggml-quants.h"
+
+#include <atomic>
+#include <array>
+#include <type_traits>
+
+#ifdef _MSC_VER
+#define NOINLINE __declspec(noinline)
+#else
+#define NOINLINE __attribute__((__noinline__))
+#endif
+
+#if defined(__ARM_NEON) || defined(__AVX512F__)
+#define VECTOR_REGISTERS 32
+#else
+#define VECTOR_REGISTERS 16
+#endif
+
+#define MM256_SET_M128I(a, b) _mm256_insertf128_si256(_mm256_castsi128_si256(b), (a), 1)
+
+namespace {
+
+inline float unhalf(ggml_fp16_t d) {
+    return GGML_FP16_TO_FP32(d);
+}
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+// VECTORIZED ARITHMETIC OPERATIONS
+
+#if defined(__SSE__) || defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__)
+inline __m128 add(__m128 x, __m128 y) { return _mm_add_ps(x, y); }
+inline __m128 sub(__m128 x, __m128 y) { return _mm_sub_ps(x, y); }
+inline __m128 mul(__m128 x, __m128 y) { return _mm_mul_ps(x, y); }
+#endif  // __SSE__
+
+#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__)
+inline __m256 add(__m256 x, __m256 y) { return _mm256_add_ps(x, y); }
+inline __m256 sub(__m256 x, __m256 y) { return _mm256_sub_ps(x, y); }
+inline __m256 mul(__m256 x, __m256 y) { return _mm256_mul_ps(x, y); }
+#endif // __AVX__
+
+#if defined(__AVX512F__)
+inline __m512 add(__m512 x, __m512 y) { return _mm512_add_ps(x, y); }
+inline __m512 sub(__m512 x, __m512 y) { return _mm512_sub_ps(x, y); }
+inline __m512 mul(__m512 x, __m512 y) { return _mm512_mul_ps(x, y); }
+#endif // __AVX512F__
+
+#if defined(__ARM_NEON)
+inline float32x4_t add(float32x4_t x, float32x4_t y) { return vaddq_f32(x, y); }
+inline float32x4_t sub(float32x4_t x, float32x4_t y) { return vsubq_f32(x, y); }
+inline float32x4_t mul(float32x4_t x, float32x4_t y) { return vmulq_f32(x, y); }
+#endif // __ARM_NEON
+
+#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC)
+inline float16x8_t add(float16x8_t x, float16x8_t y) { return vaddq_f16(x, y); }
+inline float16x8_t sub(float16x8_t x, float16x8_t y) { return vsubq_f16(x, y); }
+inline float16x8_t mul(float16x8_t x, float16x8_t y) { return vmulq_f16(x, y); }
+#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+
+#if defined(__MMA__)
+typedef vector unsigned char vec_t;
+typedef __vector_quad acc_t;
+#endif
+////////////////////////////////////////////////////////////////////////////////////////////////////
+// VECTORIZED FUSED MULTIPLY ADD
+
+/**
+ * Computes a * b + c.
+ */
+template <typename T, typename U>
+inline U madd(T a, T b, U c) {
+    return add(mul(a, b), c);
+}
+
+#if defined(__FMA__)
+#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__)
+template <>
+inline __m256 madd(__m256 a, __m256 b, __m256 c) {
+    return _mm256_fmadd_ps(a, b, c);
+}
+#endif
+#if defined(__AVX512F__)
+template <>
+inline __m512 madd(__m512 a, __m512 b, __m512 c) {
+    return _mm512_fmadd_ps(a, b, c);
+}
+#endif
+#if defined(__AVX512BF16__)
+template <>
+inline __m512 madd(__m512bh a, __m512bh b, __m512 c) {
+    return _mm512_dpbf16_ps(c, a, b);
+}
+template <>
+inline __m256 madd(__m256bh a, __m256bh b, __m256 c) {
+    return _mm256_dpbf16_ps(c, a, b);
+}
+#endif
+#endif
+
+#if defined(__ARM_FEATURE_FMA)
+template <>
+inline float32x4_t madd(float32x4_t a, float32x4_t b, float32x4_t c) {
+    return vfmaq_f32(c, b, a);
+}
+#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && !defined(_MSC_VER)
+template <>
+inline float16x8_t madd(float16x8_t a, float16x8_t b, float16x8_t c) {
+    return vfmaq_f16(c, b, a);
+}
+#endif
+#endif
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+// VECTORIZED HORIZONTAL SUM
+
+#if defined(__ARM_NEON)
+inline float hsum(float32x4_t x) {
+    return vaddvq_f32(x);
+}
+#endif // __ARM_NEON
+
+#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && !defined(_MSC_VER)
+inline float hsum(float16x8_t x) {
+    return vaddvq_f32(vaddq_f32(vcvt_f32_f16(vget_low_f16(x)),
+                                vcvt_f32_f16(vget_high_f16(x))));
+}
+#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+
+#if defined(__SSE__) || defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__)
+inline float hsum(__m128 x) {
+#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__)
+    x = _mm_add_ps(x, _mm_movehl_ps(x, x));
+    x = _mm_add_ss(x, _mm_movehdup_ps(x));
+#else
+    __m128 t;
+    t = _mm_shuffle_ps(x, x, _MM_SHUFFLE(2, 3, 0, 1));
+    x = _mm_add_ps(x, t);
+    t = _mm_movehl_ps(t, x);
+    x = _mm_add_ss(x, t);
+#endif
+    return _mm_cvtss_f32(x);
+}
+#endif
+
+#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__)
+inline float hsum(__m256 x) {
+    return hsum(_mm_add_ps(_mm256_extractf128_ps(x, 1),
+                           _mm256_castps256_ps128(x)));
+}
+#endif // __AVX__
+
+#if defined(__AVX512F__)
+inline float hsum(__m512 x) {
+    return _mm512_reduce_add_ps(x);
+}
+#endif // __AVX512F__
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+// VECTORIZED MEMORY LOADING
+
+template <typename T, typename U> T load(const U *);
+
+#if defined(__ARM_NEON)
+template <> inline float32x4_t load(const float *p) {
+    return vld1q_f32(p);
+}
+#if !defined(_MSC_VER)
+// FIXME: this should check for __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+template <> inline float16x8_t load(const ggml_fp16_t *p) {
+    return vld1q_f16((const float16_t *)p);
+}
+template <> inline float32x4_t load(const ggml_fp16_t *p) {
+    return vcvt_f32_f16(vld1_f16((const float16_t *)p));
+}
+#endif // _MSC_VER
+#endif // __ARM_NEON
+
+#if defined(__SSE__) || defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__)
+template <> inline __m128 load(const float *p) {
+    return _mm_loadu_ps(p);
+}
+#endif  // __SSE__
+
+#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__)
+template <> inline __m256 load(const float *p) {
+    return _mm256_loadu_ps(p);
+}
+#endif // __AVX__
+
+#if defined(__AVX2__) || defined(__AVX512F__)
+template <> inline __m256 load(const ggml_bf16_t *p) {
+    return _mm256_castsi256_ps(
+        _mm256_slli_epi32(_mm256_cvtepu16_epi32(_mm_loadu_si128((const __m128i *)p)), 16));
+}
+#endif // __AVX2__
+
+#if defined(__F16C__)
+template <> inline __m256 load(const ggml_fp16_t *p) {
+    return _mm256_cvtph_ps(_mm_loadu_si128((const __m128i *)p));
+}
+#endif // __F16C__
+
+#if defined(__AVX512F__)
+template <> inline __m512 load(const float *p) {
+    return _mm512_loadu_ps(p);
+}
+template <> inline __m512 load(const ggml_fp16_t *p) {
+    return _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)p));
+}
+template <> inline __m512 load(const ggml_bf16_t *p) {
+    return _mm512_castsi512_ps(
+        _mm512_slli_epi32(_mm512_cvtepu16_epi32(_mm256_loadu_si256((const __m256i *)p)), 16));
+}
+#endif // __AVX512F__
+
+#if defined(__AVX512BF16__)
+template <> inline __m512bh load(const ggml_bf16_t *p) {
+    return (__m512bh)_mm512_loadu_ps((const float *)p);
+}
+template <> inline __m256bh load(const ggml_bf16_t *p) {
+    return (__m256bh)_mm256_loadu_ps((const float *)p);
+}
+template <> inline __m512bh load(const float *p) {
+    return _mm512_cvtne2ps_pbh(_mm512_loadu_ps(p + 16), _mm512_loadu_ps(p));
+}
+template <> inline __m256bh load(const float *p) {
+    return _mm512_cvtneps_pbh(_mm512_loadu_ps(p));
+}
+#endif
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+// FLOATING POINT MATRIX MULTIPLICATION
+
+template <int M>
+static inline int64_t BLOCK_SIZE(size_t m) {
+    const int64_t NB_BLOC_M = (m + M - 1) / M;
+    return (m % NB_BLOC_M == 0) ? m / NB_BLOC_M : (m / NB_BLOC_M) + 1;
+}
+
+static constexpr inline int64_t BLOC_POS(int64_t ib, int64_t ibN, int64_t bloc_size) {
+    return ib < ibN ? ib * bloc_size : ibN * bloc_size + (ib - ibN) * (bloc_size - 1);
+}
+
+template <int KN, typename D, typename V, typename TA, typename TB, typename TC>
+class tinyBLAS {
+  public:
+    tinyBLAS(const ggml_compute_params * params, int64_t k,
+             const TA *A, int64_t lda,
+             const TB *B, int64_t ldb,
+             TC *C, int64_t ldc)
+        : params(params), A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc) {
+    }
+
+    bool matmul(int64_t m, int64_t n) {
+        if (k % KN != 0)
+            return false;
+        // compute RM for only need tile with size RM&RM-1
+#if VECTOR_REGISTERS == 32
+        if (m % 16 == 0 && (m/16 >= params->nth)) {
+            const int64_t SIZE_N = BLOCK_SIZE<6>(n);
+            mnpack<4, 6, 4>(m, n, SIZE_N, 12);
+            return true;
+        }
+        if (m % 8 == 0 ) {
+            const int64_t SIZE_N = BLOCK_SIZE<6>(n);
+            mnpack<4, 6, 2>(m, n, SIZE_N, 12);
+            return true;
+        }
+        if (m % 4 == 0) {
+            const int64_t SIZE_N = BLOCK_SIZE<6>(n);
+            mnpack<4, 6, 1>(m, n, SIZE_N, 12);
+            return true;
+        }
+#else  // VECTOR_REGISTERS == 16
+        if (m % 16 == 0 && (m/16 >= params->nth)) {
+            const int64_t SIZE_N = BLOCK_SIZE<3>(n);
+            mnpack<4, 3, 4>(m, n, SIZE_N, 24);
+            return true;
+        }
+        if (m % 8 == 0 ) {
+            const int64_t SIZE_N = BLOCK_SIZE<3>(n);
+            mnpack<4, 3, 2>(m, n, SIZE_N, 24);
+            return true;
+        }
+        if (m % 4 == 0) {
+            const int64_t SIZE_N = BLOCK_SIZE<3>(n);
+            mnpack<4, 3, 1>(m, n, SIZE_N, 24);
+            return true;
+        }
+#endif
+        return false;
+    }
+
+  private:
+    template <int RM, int RN, int BM>
+    inline void mnpack(int64_t m, int64_t n, int64_t SIZE_N, int64_t BN) {
+        if (SIZE_N == RN) {
+            return gemm<RM, RN, BM>(m, n, BN);
+        }
+        if constexpr (RN > 1) {
+            return mnpack<RM, RN-1, BM>(m, n, SIZE_N, BN);
+        } else {
+            GGML_LOG_ERROR("mnpack<%d, %d> bloc size not supported\n", RM, (int)SIZE_N);
+            GGML_ASSERT(false); // we have miss something.
+        }
+    }
+
+    template <int RM, int RN>
+    inline void gemm_bloc(int64_t ii, int64_t jj) {
+        D Cv[RN][RM] = {};
+        for (int64_t l = 0; l < k; l += KN) {
+            // help compiler for op order.
+            if constexpr (RM <= RN) {
+                V Av[RM];
+                for (int64_t i = 0; i < RM; ++i) {
+                    Av[i] = load<V>(A + lda * (ii + i) + l);
+                }
+                for (int64_t j = 0; j < RN; ++j) {
+                    V Bv = load<V>(B + ldb * (jj + j) + l);
+                    for (int64_t i = 0; i < RM; ++i) {
+                        Cv[j][i] = madd(Av[i], Bv, Cv[j][i]);
+                    }
+                }
+            } else {
+                V Bv[RN];
+                for (int64_t j = 0; j < RN; ++j) {
+                    Bv[j] = load<V>(B + ldb * (jj + j) + l);
+                }
+                for (int64_t i = 0; i < RM; ++i) {
+                    V Av = load<V>(A + lda * (ii + i) + l);
+                    for (int64_t j = 0; j < RN; ++j) {
+                        Cv[j][i] = madd(Av, Bv[j], Cv[j][i]);
+                    }
+                }
+            }
+        }
+        for (int64_t j = 0; j < RN; ++j)
+            for (int64_t i = 0; i < RM; ++i)
+                C[ldc * (jj + j) + (ii + i)] = hsum(Cv[j][i]);
+    }
+
+    template <int RM, int RN, int BM>
+    NOINLINE void gemm(int64_t m, int64_t n, int64_t BN) {
+        static std::atomic<int64_t> current_chunk;
+
+        GGML_ASSERT(m % (RM * BM) == 0);
+        const int64_t ytiles = m / (RM * BM);
+        const int64_t xtiles = (n + RN -1) / RN;
+        const int64_t jj_RN = (xtiles - (xtiles * RN - n));
+
+        // "round" bloc_size to "nearest" BN
+        const int64_t NB_BN = xtiles < BN ? 1 : (xtiles + BN / 2) / BN;
+        const int64_t SIZE_BN = xtiles % NB_BN == 0 ? xtiles / NB_BN : xtiles / NB_BN + 1;
+        const int64_t jj_BN = (NB_BN - (NB_BN * SIZE_BN - xtiles));
+        const int64_t nb_job = ytiles * NB_BN;
+
+        if (params->ith == 0) {
+            GGML_ASSERT( jj_BN * SIZE_BN + (NB_BN - jj_BN) * (SIZE_BN - 1) == xtiles);
+            // Every thread starts at ith, so the first unprocessed chunk is nth.  This save a bit of coordination right at the start.
+            std::atomic_store_explicit(&current_chunk, (int64_t)params->nth, std::memory_order_relaxed);
+        }
+
+        ggml_barrier(params->threadpool);
+
+        int64_t job = params->ith;
+        while (job < nb_job) {
+            const int64_t ii = (job % ytiles) * RM * BM;
+            const int64_t jb =  job / ytiles;
+            const int64_t jr0 = BLOC_POS(jb  , jj_BN, SIZE_BN);
+            const int64_t jrN = BLOC_POS(jb+1, jj_BN, SIZE_BN);
+
+            const int64_t jj0 = BLOC_POS(jr0, jj_RN, RN);
+            const int64_t jj2 = BLOC_POS(jrN, jj_RN, RN);
+            const int64_t jj1 = jj2 < jj_RN * RN ? jj2 : jj_RN * RN;
+
+            for (int64_t bi = 0; bi < BM * RM; bi += RM) {
+                int64_t jj = jj0;
+                for (; jj < jj1; jj += RN) {
+                    gemm_bloc<RM, RN>(ii + bi, jj);
+                }
+                if constexpr (RN > 1) {
+                    for (; jj < jj2; jj += RN - 1) {
+                        gemm_bloc<RM, RN-1>(ii + bi, jj);
+                    }
+                }
+                GGML_ASSERT(jj == jj2);
+            }
+
+            // next step.
+            job = std::atomic_fetch_add_explicit(&current_chunk, (int64_t)1, std::memory_order_relaxed);
+        }
+
+        ggml_barrier(params->threadpool);
+        return;
+    }
+
+    const ggml_compute_params * params;
+    const TA *const A;
+    const TB *const B;
+    TC *const C;
+    const int64_t k;
+    const int64_t lda;
+    const int64_t ldb;
+    const int64_t ldc;
+};
+
+//////////////////////////////////////////////////////////////////////////////////////////
+// QUANT ZERO MATRIX MULTIPLICATION
+
+#if defined(__ARM_FEATURE_DOTPROD)
+template <typename TA>
+class tinyBLAS_Q0_ARM {
+  public:
+    tinyBLAS_Q0_ARM(int64_t k,
+                    const TA *A, int64_t lda,
+                    const block_q8_0 *B, int64_t ldb,
+                    float *C, int64_t ldc,
+                    int ith, int nth)
+        : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) {
+    }
+
+    void matmul(int64_t m, int64_t n) {
+        mnpack(0, m, 0, n);
+    }
+
+  private:
+    NOINLINE void mnpack(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t mc, nc, mp, np;
+        switch ((MIN(m - m0, 3) << 4) | MIN(n - n0, 3ll)) {
+        case 0x33:
+            mc = 3;
+            nc = 3;
+            gemm<3, 3>(m0, m, n0, n);
+            break;
+        case 0x32:
+            mc = 3;
+            nc = 2;
+            gemm<3, 2>(m0, m, n0, n);
+            break;
+        case 0x23:
+            mc = 2;
+            nc = 3;
+            gemm<2, 3>(m0, m, n0, n);
+            break;
+        case 0x22:
+            mc = 2;
+            nc = 2;
+            gemm<2, 2>(m0, m, n0, n);
+            break;
+        case 0x31:
+            mc = 3;
+            nc = 1;
+            gemm<3, 1>(m0, m, n0, n);
+            break;
+        case 0x13:
+            mc = 1;
+            nc = 3;
+            gemm<1, 3>(m0, m, n0, n);
+            break;
+        case 0x21:
+            mc = 2;
+            nc = 1;
+            gemm<2, 1>(m0, m, n0, n);
+            break;
+        case 0x12:
+            mc = 1;
+            nc = 2;
+            gemm<1, 2>(m0, m, n0, n);
+            break;
+        case 0x11:
+            mc = 1;
+            nc = 1;
+            gemm<1, 1>(m0, m, n0, n);
+            break;
+        default:
+            return;
+        }
+        mp = m0 + (m - m0) / mc * mc;
+        np = n0 + (n - n0) / nc * nc;
+        mnpack(mp, m, n0, np);
+        mnpack(m0, m, np, n);
+    }
+
+    template <int RM, int RN>
+    NOINLINE void gemm(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * RN;
+            float32x4_t Cv[RN][RM] = {};
+            for (int64_t l = 0; l < k; ++l)
+                for (int64_t j = 0; j < RN; ++j)
+                    for (int64_t i = 0; i < RM; ++i)
+                        Cv[j][i] = vmlaq_n_f32(Cv[j][i],
+                                               vcvtq_f32_s32(vdotq_s32(
+                                                   vdotq_s32(vdupq_n_s32(0),
+                                                             load_lo(A + lda * (ii + i) + l),
+                                                             load_lo(B + ldb * (jj + j) + l)),
+                                                   load_hi(A + lda * (ii + i) + l),
+                                                   load_hi(B + ldb * (jj + j) + l))),
+                                               unhalf(A[lda * (ii + i) + l].d) *
+                                               unhalf(B[ldb * (jj + j) + l].d));
+            for (int64_t j = 0; j < RN; ++j)
+                for (int64_t i = 0; i < RM; ++i)
+                    C[ldc * (jj + j) + (ii + i)] = hsum(Cv[j][i]);
+        }
+    }
+
+    inline int8x16_t load_lo(const block_q8_0 *b) {
+        return vld1q_s8(b->qs);
+    }
+
+    inline int8x16_t load_hi(const block_q8_0 *b) {
+        return vld1q_s8(b->qs + 16);
+    }
+
+    inline int8x16_t load_lo(const block_q4_0 *b) {
+        return vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vld1q_u8(b->qs),
+                                                     vdupq_n_u8(0x0f))),
+                        vdupq_n_s8(0x8));
+    }
+
+    inline int8x16_t load_hi(const block_q4_0 *b) {
+        return vsubq_s8(vreinterpretq_s8_u8(vshrq_n_u8(vld1q_u8(b->qs), 4)),
+                        vdupq_n_s8(0x8));
+    }
+
+    const TA *const A;
+    const block_q8_0 *const B;
+    float *const C;
+    const int64_t k;
+    const int64_t lda;
+    const int64_t ldb;
+    const int64_t ldc;
+    const int ith;
+    const int nth;
+};
+#endif // __ARM_FEATURE_DOTPROD
+
+#if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
+template <typename TA, typename TB, typename TC>
+class tinyBLAS_Q0_AVX {
+  public:
+    tinyBLAS_Q0_AVX(int64_t k,
+                    const TA *A, int64_t lda,
+                    const TB *B, int64_t ldb,
+                    TC *C, int64_t ldc,
+                    int ith, int nth)
+        : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) {
+        const int8_t kvalues_iq4nl[16] = {
+            -127, -104, -83, -65,
+            -49,  -35,  -22, -10,
+              1,   13,   25,  38,
+             53,   69,   89, 113
+        };
+
+        iq4nlt = _mm_loadu_si128((const __m128i *)kvalues_iq4nl);
+    }
+
+    void matmul(int64_t m, int64_t n) {
+        mnpack(0, m, 0, n);
+    }
+
+  private:
+    void mnpack(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t mc, nc, mp, np;
+        switch ((MIN(m - m0, 4) << 4) | MIN(n - n0, 4)) {
+#if VECTOR_REGISTERS == 32
+        case 0x44:
+            mc = 4;
+            nc = 4;
+#if defined(__AVX2__) && defined(__F16C__)
+            gemm4xN<4>(m0, m, n0, n);
+#else
+            gemm<4, 4>(m0, m, n0, n);
+#endif
+            break;
+        case 0x43:
+            mc = 4;
+            nc = 3;
+#if defined(__AVX2__) && defined(__F16C__)
+            gemm4xN<3>(m0, m, n0, n);
+#else
+            gemm<4, 3>(m0, m, n0, n);
+#endif
+            break;
+        case 0x34:
+            mc = 3;
+            nc = 4;
+#if defined(__AVX2__) && defined(__F16C__)
+            gemmMx4<3>(m0, m, n0, n);
+#else
+            gemm<3, 4>(m0, m, n0, n);
+#endif
+            break;
+        case 0x33:
+            mc = 3;
+            nc = 3;
+            gemm<3, 3>(m0, m, n0, n);
+            break;
+        case 0x42:
+            mc = 4;
+            nc = 2;
+#if defined(__AVX2__) && defined(__F16C__)
+            gemm4xN<2>(m0, m, n0, n);
+#else
+            gemm<4, 2>(m0, m, n0, n);
+#endif
+            break;
+        case 0x24:
+            mc = 2;
+            nc = 4;
+#if defined(__AVX2__) && defined(__F16C__)
+            gemmMx4<2>(m0, m, n0, n);
+#else
+            gemm<2, 4>(m0, m, n0, n);
+#endif
+            break;
+#else
+        case 0x44:
+        case 0x43:
+        case 0x42:
+            mc = 4;
+            nc = 2;
+#if defined(__AVX2__) && defined(__F16C__)
+            gemm4xN<2>(m0, m, n0, n);
+#else
+            gemm<4, 2>(m0, m, n0, n);
+#endif
+            break;
+        case 0x34:
+        case 0x24:
+            mc = 2;
+            nc = 4;
+#if defined(__AVX2__) && defined(__F16C__)
+            gemmMx4<2>(m0, m, n0, n);
+#else
+            gemm<2, 4>(m0, m, n0, n);
+#endif
+            break;
+        case 0x33:
+#endif
+        case 0x32:
+            mc = 3;
+            nc = 2;
+            gemm<3, 2>(m0, m, n0, n);
+            break;
+        case 0x23:
+            mc = 2;
+            nc = 3;
+            gemm<2, 3>(m0, m, n0, n);
+            break;
+        case 0x41:
+            mc = 4;
+            nc = 1;
+#if defined(__AVX2__) && defined(__F16C__)
+            gemm4xN<1>(m0, m, n0, n);
+#else
+            gemm<4, 1>(m0, m, n0, n);
+#endif
+            break;
+        case 0x22:
+            mc = 2;
+            nc = 2;
+            gemm<2, 2>(m0, m, n0, n);
+            break;
+        case 0x14:
+            mc = 1;
+            nc = 4;
+#if defined(__AVX2__) && defined(__F16C__)
+            gemmMx4<1>(m0, m, n0, n);
+#else
+            gemm<1, 4>(m0, m, n0, n);
+#endif
+            break;
+        case 0x31:
+            mc = 3;
+            nc = 1;
+            gemm<3, 1>(m0, m, n0, n);
+            break;
+        case 0x13:
+            mc = 1;
+            nc = 3;
+            gemm<1, 3>(m0, m, n0, n);
+            break;
+        case 0x21:
+            mc = 2;
+            nc = 1;
+            gemm<2, 1>(m0, m, n0, n);
+            break;
+        case 0x12:
+            mc = 1;
+            nc = 2;
+            gemm<1, 2>(m0, m, n0, n);
+            break;
+        case 0x11:
+            mc = 1;
+            nc = 1;
+            gemm<1, 1>(m0, m, n0, n);
+            break;
+        default:
+            return;
+        }
+        mp = m0 + (m - m0) / mc * mc;
+        np = n0 + (n - n0) / nc * nc;
+        mnpack(mp, m, n0, np);
+        mnpack(m0, m, np, n);
+    }
+
+#if defined(__AVX2__) && defined(__F16C__)
+// Templated functions for gemm of dimensions 4xN
+    template <int RN>
+    NOINLINE void gemm4xN(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t ytiles = (m - m0) / 4;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * 4;
+            int64_t jj = n0 + job % xtiles * RN;
+            __m256 Cv[RN][4] = {};
+            for (int64_t l = 0; l < k; ++l) {
+                uint64_t a_delta = ((uint64_t)A[lda * (ii + 3) + l].d << 48) | ((uint64_t)A[lda * (ii + 2) + l].d << 32) | ((uint64_t)A[lda * (ii + 1) + l].d << 16) | (A[lda * (ii + 0) + l].d);
+                // Convert delta values for four blocks to float values
+                __m128 da = _mm_cvtph_ps(_mm_set_epi64x(0, a_delta));
+                __m256i avec0 = load(A + lda * (ii + 0) + l);
+                __m256i avec1 = load(A + lda * (ii + 1) + l);
+                __m256i avec2 = load(A + lda * (ii + 2) + l);
+                __m256i avec3 = load(A + lda * (ii + 3) + l);
+                for (int64_t j = 0; j < RN; ++j) {
+                        __m128 db = _mm_set1_ps(unhalf(B[ldb * (jj + j) + l].d));
+                        // Computation of product of delta values for four blocks and replicate it across 256 bit lane
+                        __m256 dvec =  _mm256_castps128_ps256(_mm_mul_ps(da, db));
+                        dvec = _mm256_permute2f128_ps(dvec ,dvec, 0);
+                        // Computation of dot product and multiplication with appropriate delta value products
+                        Cv[j][0] = madd(_mm256_shuffle_ps(dvec, dvec, 0),
+                                    updot(_mm256_sign_epi8(avec0, avec0),
+                                          _mm256_sign_epi8(load(B + ldb * (jj + j) + l), avec0)),
+                                    Cv[j][0]);
+                        Cv[j][1] = madd(_mm256_shuffle_ps(dvec, dvec, 85),
+                                    updot(_mm256_sign_epi8(avec1, avec1),
+                                            _mm256_sign_epi8(load(B + ldb * (jj + j) + l), avec1)),
+                                    Cv[j][1]);
+                        Cv[j][2] = madd(_mm256_shuffle_ps(dvec, dvec, 170),
+                                    updot(_mm256_sign_epi8(avec2, avec2),
+                                            _mm256_sign_epi8(load(B + ldb * (jj + j) + l), avec2)),
+                                    Cv[j][2]);
+                        Cv[j][3] = madd(_mm256_shuffle_ps(dvec, dvec, 255),
+                                    updot(_mm256_sign_epi8(avec3, avec3),
+                                            _mm256_sign_epi8(load(B + ldb * (jj + j) + l), avec3)),
+                                    Cv[j][3]);
+                }
+            }
+
+            for (int64_t j = 0; j < RN; ++j)
+                for (int64_t i = 0; i < 4; ++i)
+                    C[ldc * (jj + j) + (ii + i)] = hsum(Cv[j][i]);
+        }
+    }
+
+    // Templated functions for gemm of dimensions Mx4
+    template <int RM>
+    NOINLINE void gemmMx4(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / 4;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * 4;
+            __m256 Cv[4][RM] = {};
+            for (int64_t l = 0; l < k; ++l) {
+                uint64_t b_delta = ((uint64_t)B[ldb * (jj + 3) + l].d << 48) | ((uint64_t)B[ldb * (jj + 2) + l].d << 32) | ((uint64_t)B[ldb * (jj + 1) + l].d << 16) | (B[ldb * (jj + 0) + l].d);
+                // Convert delta values for four blocks to float values
+                __m128 db = _mm_cvtph_ps(_mm_set_epi64x(0, b_delta));
+                __m256i bvec0 = load(B + ldb * (jj + 0) + l);
+                __m256i bvec1 = load(B + ldb * (jj + 1) + l);
+                __m256i bvec2 = load(B + ldb * (jj + 2) + l);
+                __m256i bvec3 = load(B + ldb * (jj + 3) + l);
+                for (int64_t i = 0; i < RM; ++i) {
+                    __m128 da = _mm_set1_ps(unhalf((A[lda * (ii + i) + l].d)));
+                    // Computation of product of delta values for four blocks and replicate it across 256 bit lane
+                    __m256 dvec =  _mm256_castps128_ps256(_mm_mul_ps(da, db));
+                    dvec = _mm256_permute2f128_ps(dvec ,dvec, 0);
+                    // Computation of dot product and multiplication with appropriate delta value products
+                    Cv[0][i] = madd(_mm256_shuffle_ps(dvec, dvec, 0),
+                                    updot(_mm256_sign_epi8(load(A + lda * (ii + i) + l),
+                                                            load(A + lda * (ii + i) + l)),
+                                            _mm256_sign_epi8(bvec0, load(A + lda * (ii + i) + l))),
+                                    Cv[0][i]);
+                    Cv[1][i] = madd(_mm256_shuffle_ps(dvec, dvec, 85),
+                                    updot(_mm256_sign_epi8(load(A + lda * (ii + i) + l),
+                                                            load(A + lda * (ii + i) + l)),
+                                            _mm256_sign_epi8(bvec1, load(A + lda * (ii + i) + l))),
+                                    Cv[1][i]);
+                    Cv[2][i] = madd(_mm256_shuffle_ps(dvec, dvec, 170),
+                                    updot(_mm256_sign_epi8(load(A + lda * (ii + i) + l),
+                                                            load(A + lda * (ii + i) + l)),
+                                            _mm256_sign_epi8(bvec2, load(A + lda * (ii + i) + l))),
+                                    Cv[2][i]);
+                    Cv[3][i] = madd(_mm256_shuffle_ps(dvec, dvec, 255),
+                                    updot(_mm256_sign_epi8(load(A + lda * (ii + i) + l),
+                                                            load(A + lda * (ii + i) + l)),
+                                            _mm256_sign_epi8(bvec3, load(A + lda * (ii + i) + l))),
+                                    Cv[3][i]);
+                }
+            }
+            for (int64_t j = 0; j < 4; ++j)
+                for (int64_t i = 0; i < RM; ++i)
+                    C[ldc * (jj + j) + (ii + i)] = hsum(Cv[j][i]);
+        }
+    }
+#endif
+
+    template <int RM, int RN>
+    NOINLINE void gemm(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * RN;
+            __m256 Cv[RN][RM] = {};
+            for (int64_t l = 0; l < k; ++l)
+                for (int64_t j = 0; j < RN; ++j)
+                    for (int64_t i = 0; i < RM; ++i) {
+#if defined(__AVX2__)
+                        __m256 udTmp = updot(_mm256_sign_epi8(load(A + lda * (ii + i) + l),
+                                                              load(A + lda * (ii + i) + l)),
+                                             _mm256_sign_epi8(load(B + ldb * (jj + j) + l),
+                                                              load(A + lda * (ii + i) + l)));
+#else
+                        __m128i ali0 = load0(A + lda * (ii + i) + l);
+                        __m128i ali1 = load1(A + lda * (ii + i) + l);
+                        __m128i blj0 = load0(B + ldb * (jj + j) + l);
+                        __m128i blj1 = load1(B + ldb * (jj + j) + l);
+
+                        __m128i sepAA0 = _mm_sign_epi8(ali0, ali0);
+                        __m128i sepAA1 = _mm_sign_epi8(ali1, ali1);
+                        __m128i sepBA0 = _mm_sign_epi8(blj0, ali0);
+                        __m128i sepBA1 = _mm_sign_epi8(blj1, ali1);
+
+                        // updot
+                        const __m128i oneFill = _mm_set1_epi16(1);
+                        __m128i mad0 = _mm_maddubs_epi16(sepAA0, sepBA0);
+                        __m128i mad1 = _mm_maddubs_epi16(sepAA1, sepBA1);
+                        __m256 udTmp = _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_madd_epi16(oneFill, mad1), _mm_madd_epi16(oneFill, mad0)));
+#endif
+                        Cv[j][i] = madd(_mm256_set1_ps(unhalf(A[lda * (ii + i) + l].d) *
+                                                       unhalf(B[ldb * (jj + j) + l].d)),
+                                                       udTmp,
+                                                       Cv[j][i]);
+                    }
+            for (int64_t j = 0; j < RN; ++j)
+                for (int64_t i = 0; i < RM; ++i)
+                    C[ldc * (jj + j) + (ii + i)] = hsum(Cv[j][i]);
+        }
+    }
+
+    inline __m256i load(const block_q8_0 *b) {
+        return _mm256_loadu_si256((const __m256i *)b->qs);
+    }
+
+    inline __m128i load0(const block_q8_0 *b) {
+        return _mm_loadu_si128((const __m128i *)b->qs);
+    }
+
+    inline __m128i load1(const block_q8_0 *b) {
+        return _mm_loadu_si128(((const __m128i *)b->qs) + 1);
+    }
+
+    inline __m256i load(const block_q4_0 *b) {
+        return _mm256_sub_epi8(denibble(b->qs), _mm256_set1_epi8(8));
+    }
+
+    inline __m128i load0(const block_q4_0 *b) {
+        const __m128i x = _mm_loadu_si128((const __m128i *)(b->qs));
+        return _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), x), _mm_set1_epi8(8));
+    }
+
+    inline __m128i load1(const block_q4_0 *b) {
+        const __m128i x = _mm_loadu_si128((const __m128i *)(b->qs));
+        return _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), _mm_srli_epi16(x, 4)), _mm_set1_epi8(8));
+    }
+
+    inline __m256i load(const block_q5_0 *b) {
+        return _mm256_or_si256(denibble(b->qs), bittobyte(b->qh));
+    }
+
+    inline __m128i load0(const block_q5_0* b) {
+        const __m128i x = _mm_loadu_si128((const __m128i *)(b->qs));
+        uint32_t x32;
+        memcpy(&x32, b->qh, sizeof(uint32_t));
+        __m128i qxl = _mm_and_si128(_mm_set1_epi8(15), x);
+        __m128i bytesl = _mm_cmpeq_epi8(_mm_set1_epi64x(-1),
+                                        _mm_or_si128(_mm_set1_epi64x(0x7fbfdfeff7fbfdfe),
+                                                     _mm_shuffle_epi8(_mm_set1_epi32(x32),
+                                                                      _mm_set_epi64x(0x0101010101010101, 0x0000000000000000))));
+        bytesl = _mm_andnot_si128(bytesl, _mm_set1_epi8((char)0xF0));
+        return _mm_or_si128(qxl, bytesl);
+    }
+
+    inline __m128i load1(const block_q5_0* b) {
+        const __m128i x = _mm_loadu_si128((const __m128i *)(b->qs));
+        uint32_t x32;
+        memcpy(&x32, b->qh, sizeof(uint32_t));
+        __m128i qxh = _mm_and_si128(_mm_set1_epi8(15), _mm_srli_epi16(x, 4));
+        __m128i bytesh = _mm_cmpeq_epi8(_mm_set1_epi64x(-1),
+                                        _mm_or_si128(_mm_set1_epi64x(0x7fbfdfeff7fbfdfe),
+                                                     _mm_shuffle_epi8(_mm_set1_epi32(x32),
+                                                                      _mm_set_epi64x(0x0303030303030303, 0x0202020202020202))));
+        bytesh = _mm_andnot_si128(bytesh, _mm_set1_epi8((char)0xF0));
+        return _mm_or_si128(qxh, bytesh);
+    }
+
+    inline __m256i load(const block_iq4_nl *b) {
+        return MM256_SET_M128I(load1(b), load0(b));
+    }
+
+    inline __m128i load0(const block_iq4_nl *b) {
+        const __m128i x = _mm_loadu_si128((const __m128i *)(b->qs));
+        return _mm_shuffle_epi8(iq4nlt, _mm_and_si128(_mm_set1_epi8(15), x));
+    }
+
+    inline __m128i load1(const block_iq4_nl *b) {
+        const __m128i x = _mm_loadu_si128((const __m128i *)(b->qs));
+        return _mm_shuffle_epi8(iq4nlt, _mm_and_si128(_mm_set1_epi8(15), _mm_srli_epi16(x, 4)));
+    }
+
+    inline __m256 updot(__m256i u, __m256i s) {
+        __m256i res;
+#if defined(__AVX512VNNI__) && defined(__AVX512VL__)
+        res = _mm256_dpbusd_epi32(_mm256_setzero_si256(), u, s);
+#elif defined(__AVXVNNI__)
+        res = _mm256_dpbusd_avx_epi32(_mm256_setzero_si256(), u, s);
+#else
+        res = _mm256_madd_epi16(_mm256_set1_epi16(1), _mm256_maddubs_epi16(u, s));
+#endif
+        return _mm256_cvtepi32_ps(res);
+    }
+
+    static inline __m256i denibble(const uint8_t *p) {
+        __m128i x = _mm_loadu_si128((const __m128i *)p);
+        return _mm256_and_si256(_mm256_set1_epi8(15),
+                                _mm256_insertf128_si256(_mm256_castsi128_si256(x),
+                                                        _mm_srli_epi16(x, 4), 1));
+    }
+
+    static inline __m256i bittobyte(const uint8_t *p) {
+        uint32_t x32;
+        memcpy(&x32, p, sizeof(uint32_t));
+        __m256i bytes = _mm256_cmpeq_epi8(_mm256_set1_epi64x(-1),
+                                          _mm256_or_si256(_mm256_set1_epi64x(0x7fbfdfeff7fbfdfe),
+                                                          _mm256_shuffle_epi8(_mm256_set1_epi32(x32),
+                                                                              _mm256_set_epi64x(0x0303030303030303, 0x0202020202020202,
+                                                                                                0x0101010101010101, 0x0000000000000000))));
+        return _mm256_andnot_si256(bytes, _mm256_set1_epi8((char)0xF0));
+    }
+
+    const TA *const A;
+    const TB *const B;
+    TC *const C;
+    const int64_t k;
+    const int64_t lda;
+    const int64_t ldb;
+    const int64_t ldc;
+    const int ith;
+    const int nth;
+    __m128i iq4nlt;
+};
+#endif // __AVX__
+
+//PPC Implementation
+#if defined(__MMA__)
+
+#define SAVE_ACC(ACC, ii, jj) \
+   __builtin_mma_disassemble_acc(vec_C, ACC); \
+   for (int I = 0; I < 4; I++) { \
+      for (int J = 0; J < 4; J++) { \
+         *((float*)(C+ii+((jj+J)*ldc)+I)) = *((float*)&vec_C[I]+J); \
+      } \
+   } \
+
+template <typename TA, typename TB, typename TC>
+class tinyBLAS_BF16_PPC {
+  public:
+    tinyBLAS_BF16_PPC(int64_t k,
+                const TA *A, int64_t lda,
+                const TB *B, int64_t ldb,
+                TC *C, int64_t ldc,
+                int ith, int nth)
+        : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) {
+    }
+
+    void matmul(int64_t m, int64_t n) {
+        mnpack(0, m, 0, n);
+    }
+
+  private:
+    void vector_permute_store(vec_t *c, int numVec, unsigned char *vecOffset) {
+        vec_t t[8], s[8];
+        vec_t swiz1 = {0, 1, 2, 3, 16, 17, 18, 19, 4, 5, 6, 7, 20, 21, 22, 23};
+        vec_t swiz2 = {8, 9, 10, 11, 24, 25, 26, 27, 12, 13, 14, 15, 28, 29, 30, 31};
+        vec_t swiz3 = {0, 1, 2, 3, 4, 5, 6, 7, 16, 17, 18, 19, 20, 21, 22, 23};
+        vec_t swiz4 = {8, 9, 10, 11, 12, 13, 14, 15, 24, 25, 26, 27, 28, 29, 30, 31};
+
+        if (numVec == 2) {
+            t[0] = vec_perm(c[0], c[1], swiz1);
+            t[1] = vec_perm(c[2], c[3], swiz1);
+            s[0] = vec_perm(t[0], t[1], swiz3);
+            s[1] = vec_perm(t[0], t[1], swiz4);
+            vec_xst(s[0], 0, (vec_t*)vecOffset);
+            vec_xst(s[1], 0, (vec_t*)(vecOffset + 16));
+        } else if (numVec == 4) {
+            t[0] = vec_perm(c[0], c[1], swiz1);
+            t[1] = vec_perm(c[0], c[1], swiz2);
+            t[2] = vec_perm(c[2], c[3], swiz1);
+            t[3] = vec_perm(c[2], c[3], swiz2);
+            s[0] = vec_perm(t[0], t[2], swiz3);
+            s[1] = vec_perm(t[0], t[2], swiz4);
+            s[2] = vec_perm(t[1], t[3], swiz3);
+            s[3] = vec_perm(t[1], t[3], swiz4);
+            for (int i = 0; i < 4; ++i)
+                vec_xst(s[i], 0, (vec_t*)(vecOffset + i * 16));
+        } else if (numVec == 8) {
+            for (int i = 0; i < 4; i += 2) {
+                t[i+0] = vec_perm(c[i+0], c[i+1], swiz1);
+                t[i+1] = vec_perm(c[i+0], c[i+1], swiz2);
+            }
+            for (int i = 4; i < 8; i += 2) {
+                t[i+0] = vec_perm(c[i+0], c[i+1], swiz1);
+                t[i+1] = vec_perm(c[i+0], c[i+1], swiz2);
+            }
+            s[0] = vec_perm(t[0], t[2], swiz3);
+            s[1] = vec_perm(t[0], t[2], swiz4);
+            s[2] = vec_perm(t[1], t[3], swiz3);
+            s[3] = vec_perm(t[1], t[3], swiz4);
+            s[4] = vec_perm(t[4], t[6], swiz3);
+            s[5] = vec_perm(t[4], t[6], swiz4);
+            s[6] = vec_perm(t[5], t[7], swiz3);
+            s[7] = vec_perm(t[5], t[7], swiz4);
+            for (int i = 0; i < 8; ++i)
+                vec_xst(s[i], 0, (vec_t*)(vecOffset + i * 16));
+        }
+    }
+
+    void packNormal(const TA* a, int64_t lda, int rows, int cols, unsigned char* vec) {
+        int64_t i, j;
+        TA *aoffset = NULL;
+        unsigned char *vecOffset = NULL;
+        TA * aoffsets[8];
+        vector unsigned char c_arr[8];
+        aoffset = const_cast<TA*>(a);
+        vecOffset = vec;
+        j = (rows >> 3);
+        if (j > 0) {
+            do {
+                if (cols == 4) {
+                    aoffsets[0] = aoffset;
+                    for (int it = 1; it < 4; ++it)
+                        aoffsets[it] = aoffsets[it-1] + lda;
+                    aoffset += 4 * lda;
+                    for (int i = 0; i < 4; ++i)
+                        c_arr[i] = vec_xl(0, (vector unsigned char*)aoffsets[i]);
+                    vector_permute_store(c_arr, 4, vecOffset);
+                    for (int i = 0; i<4; i++)
+                        aoffsets[i] = aoffsets[i]+lda;
+                    vecOffset +=64;
+                }
+                i = (cols >> 3);
+                if (i > 0) {
+                    aoffsets[0] = aoffset;
+                    for (int it = 1; it < 8; ++it) {
+                        aoffsets[it] = aoffsets[it-1] + lda;
+                    }
+                    aoffset += 8 * lda;
+                    do {
+                        for (int it = 0; it < 8; ++it)
+                            c_arr[it] = vec_xl(0, (vector unsigned char*)aoffsets[it]);
+                        vector_permute_store(c_arr, 8, vecOffset);
+                        for (int it = 0; it < 8; ++it)
+                            aoffsets[it] = aoffsets[it] + 8*lda;
+                        vecOffset += 128;
+                        i--;
+                    } while(i > 0);
+                }
+                j--;
+            } while(j > 0);
+        }
+        if (rows & 4) {
+            aoffsets[0] = aoffset;
+            for (int it = 1; it < 4; ++it)
+                aoffsets[it] = aoffsets[it-1] + lda;
+            aoffset += 4 * lda;
+            if (cols == 4) {
+                for (int it = 0; it < 4; ++it)
+                    c_arr[it] = vec_xl(0, (vector unsigned char*)aoffsets[it]);
+                vector_permute_store(c_arr, 2, vecOffset);
+                for (int it = 0; it< 4; it++)
+                    aoffsets[it] = aoffsets[it] + lda;
+                vecOffset += 32;
+            }
+            i = (cols >> 3);
+            if (i > 0) {
+                do {
+                    for (int it = 0; it < 4; ++it)
+                        c_arr[it] = vec_xl(0, (vector unsigned char*)aoffsets[it]);
+                    vector_permute_store(c_arr, 4, vecOffset);
+                    for (int it = 0; it< 4; it++)
+                        aoffsets[it] = aoffsets[it] + 8*lda;
+                    vecOffset += 64;
+                    i--;
+                } while(i > 0);
+            }
+        }
+        if (rows & 3) {
+            aoffsets[0] = aoffset;
+            for (int it = 1; it < 4; ++it)
+                aoffsets[it] = aoffsets[it-1] + lda;
+            if (cols == 4) {
+                switch(rows) {
+                    case 3: c_arr[2] = vec_xl(0, (vector unsigned char*)aoffsets[2]);
+                    case 2: c_arr[1] = vec_xl(0, (vector unsigned char*)aoffsets[1]);
+                    case 1: c_arr[0] = vec_xl(0, (vector unsigned char*)aoffsets[0]);
+                        break;
+                }
+                vector_permute_store(c_arr, 2, vecOffset);
+                for (int it = 0; it< 4; it++)
+                     aoffsets[it] = aoffsets[it] + lda;
+                vecOffset += 32;
+            }
+            i = (cols >> 3);
+            if (i > 0) {
+                do {
+                    switch(rows) {
+                        case 3: c_arr[2] = vec_xl(0, (vector unsigned char*)aoffsets[2]);
+                        case 2: c_arr[1] = vec_xl(0, (vector unsigned char*)aoffsets[1]);
+                        case 1: c_arr[0] = vec_xl(0, (vector unsigned char*)aoffsets[0]);
+                            break;
+                    }
+                    vector_permute_store(c_arr, 4, vecOffset);
+                    for (int it = 0; it <4; it++)
+                         aoffsets[it] = aoffsets[it] + 8* lda;
+                    vecOffset += 64;
+                    i--;
+                } while(i > 0);
+            }
+        }
+    }
+
+    void mnpack(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t mc, nc, mp, np;
+        int m_rem = MIN(m - m0, 8);
+        int n_rem = MIN(n - n0, 8);
+
+        if (m_rem >= 8 && n_rem >= 8) {
+            mc = 8;
+            nc = 8;
+            gemm<8,8>(m0, m, n0, n);
+        } else if (m_rem >= 4 && n_rem >= 8) {
+            mc = 4;
+            nc = 8;
+            gemm<4,8>(m0, m, n0, n);
+        } else if (m_rem >=8 && n_rem >=4){
+                mc = 8;
+                nc = 4;
+                gemm<8,4>(m0, m, n0, n);
+        } else if ((m_rem < 4) && (n_rem >= 8)) {
+            nc = 8;
+            switch(m_rem) {
+                case 1:
+                    mc = 1;
+                    gemm_Mx8<1>(m0, m, n0, n);
+                    break;
+                case 2:
+                    mc = 2;
+                    gemm_Mx8<2>(m0, m, n0, n);
+                    break;
+                case 3:
+                    mc = 3;
+                    gemm_Mx8<3>(m0, m, n0, n);
+                    break;
+                default:
+                    return;
+            }
+        } else if (m_rem >= 4 && n_rem >= 4) {
+            mc = 4;
+            nc = 4;
+            gemm_small<4, 4>(m0, m, n0, n);
+        } else if ((m_rem > 4) && (n_rem < 4)) {
+            mc = 4;
+            switch(n_rem) {
+                case 1:
+                    nc = 1;
+                    gemm_small<4, 1>(m0, m, n0, n);
+                    break;
+                case 2:
+                    nc = 2;
+                    gemm_small<4, 2>(m0, m, n0, n);
+                    break;
+                case 3:
+                    nc = 3;
+                    gemm_small<4, 3>(m0, m, n0, n);
+                    break;
+
+                default:
+                    return;
+            }
+        } else {
+            switch((m_rem << 4) | n_rem) {
+                case 0x43:
+                    mc = 4;
+                    nc = 3;
+                    gemm_small<4, 3>(m0, m, n0, n);
+                    break;
+                case 0x42:
+                    mc = 4;
+                    nc = 2;
+                    gemm_small<4, 2>(m0, m, n0, n);
+                    break;
+                case 0x41:
+                    mc = 4;
+                    nc = 1;
+                    gemm_small<4, 1>(m0, m, n0, n);
+                    break;
+                case 0x34:
+                    mc = 3;
+                    nc = 4;
+                    gemm_small<3, 4>(m0, m, n0, n);
+                    break;
+                case 0x33:
+                    mc = 3;
+                    nc = 3;
+                    gemm_small<3, 3>(m0, m, n0, n);
+                    break;
+                case 0x32:
+                    mc = 3;
+                    nc = 2;
+                    gemm_small<3, 2>(m0, m, n0, n);
+                    break;
+                case 0x31:
+                    mc = 3;
+                    nc = 1;
+                    gemm_small<3, 1>(m0, m, n0, n);
+                    break;
+                case 0x24:
+                    mc = 2;
+                    nc = 4;
+                    gemm_small<2,4>(m0, m, n0, n);
+                    break;
+                case 0x23:
+                    mc = 2;
+                    nc = 3;
+                    gemm_small<2, 3>(m0, m, n0, n);
+                    break;
+                case 0x22:
+                    mc = 2;
+                    nc = 2;
+                    gemm_small<2, 2>(m0, m, n0, n);
+                    break;
+                case 0x21:
+                    mc = 2;
+                    nc = 1;
+                    gemm_small<2, 1>(m0, m, n0, n);
+                    break;
+                case 0x14:
+                    mc = 1;
+                    nc = 4;
+                    gemm_small<1, 4>(m0, m, n0, n);
+                    break;
+                case 0x13:
+                    mc = 1;
+                    nc = 3;
+                    gemm_small<1, 3>(m0, m, n0, n);
+                    break;
+                case 0x12:
+                    mc = 1;
+                    nc = 2;
+                    gemm_small<1, 2>(m0, m, n0, n);
+                    break;
+                case 0x11:
+                    mc = 1;
+                    nc = 1;
+                    gemm_small<1, 1>(m0, m, n0, n);
+                    break;
+                default:
+                    return;
+            }
+        }
+        mp = m0 + (m - m0) / mc * mc;
+        np = n0 + (n - n0) / nc * nc;
+        mnpack(mp, m, n0, np);
+        mnpack(m0, m, np, n);
+    }
+
+    void KERNEL_4x8(int64_t ii, int64_t jj) {
+        vec_t vec_A[4], vec_B[8] , vec_C[4];
+        acc_t acc_0, acc_1;
+        __builtin_mma_xxsetaccz(&acc_0);
+        __builtin_mma_xxsetaccz(&acc_1);
+        for (int l = 0; l < k; l+=8) {
+            packNormal((A+(ii*lda)+l), lda, 4, 8, (uint8_t*)vec_A);
+            packNormal((B+(jj*ldb)+l), ldb, 8, 8, (uint8_t*)vec_B);
+            for (int x = 0; x < 4; x++) {
+                __builtin_mma_xvbf16ger2pp(&acc_0, vec_A[x], vec_B[x]);
+                __builtin_mma_xvbf16ger2pp(&acc_1, vec_A[x], vec_B[x+4]);
+            }
+        }
+        SAVE_ACC(&acc_0, ii, jj);
+        SAVE_ACC(&acc_1, ii, jj+4);
+    }
+
+    void KERNEL_8x4(int64_t ii, int64_t jj) {
+        vec_t vec_A[8], vec_B[4] , vec_C[4];
+        acc_t acc_0, acc_1;
+        __builtin_mma_xxsetaccz(&acc_0);
+        __builtin_mma_xxsetaccz(&acc_1);
+        for (int l = 0; l < k; l+=8) {
+            packNormal((A+(ii*lda)+l), lda, 8, 8, (uint8_t*)vec_A);
+            packNormal((B+(jj*ldb)+l), ldb, 8, 4, (uint8_t*)vec_B);
+            for (int x = 0; x < 4; x++) {
+                __builtin_mma_xvbf16ger2pp(&acc_0, vec_A[x], vec_B[x]);
+                __builtin_mma_xvbf16ger2pp(&acc_1, vec_A[x+4], vec_B[x]);
+            }
+        }
+        SAVE_ACC(&acc_0, ii, jj);
+        SAVE_ACC(&acc_1, ii+4, jj);
+    }
+
+
+    void KERNEL_8x8(int64_t ii, int64_t jj) {
+        vec_t vec_A[8], vec_B[8], vec_C[4];
+        acc_t acc_0, acc_1, acc_2, acc_3;
+        __builtin_mma_xxsetaccz(&acc_0);
+        __builtin_mma_xxsetaccz(&acc_1);
+        __builtin_mma_xxsetaccz(&acc_2);
+        __builtin_mma_xxsetaccz(&acc_3);
+        for (int l = 0; l < k; l+=8) {
+            packNormal(A+(ii*lda)+l, lda, 8, 8, (uint8_t*)vec_A);
+            packNormal(B+(jj*ldb)+l, ldb, 8, 8, (uint8_t*)vec_B);
+            for (int x = 0; x < 4; x++) {
+                __builtin_mma_xvbf16ger2pp(&acc_0, vec_A[x], vec_B[x]);
+                __builtin_mma_xvbf16ger2pp(&acc_1, (vec_t)vec_A[x], (vec_t)vec_B[x+4]);
+                __builtin_mma_xvbf16ger2pp(&acc_2, (vec_t)vec_A[x+4], (vec_t)vec_B[x]);
+                __builtin_mma_xvbf16ger2pp(&acc_3, (vec_t)vec_A[x+4], (vec_t)vec_B[x+4]);
+            }
+        }
+
+        SAVE_ACC(&acc_0, ii, jj);
+        SAVE_ACC(&acc_1, ii, jj+4);
+        SAVE_ACC(&acc_2, ii+4, jj);
+        SAVE_ACC(&acc_3, ii+4, jj+4);
+    }
+
+    template<int RM, int RN>
+    void gemm_small(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * RN;
+            vec_t vec_C[4];
+            acc_t acc_0;
+            __builtin_mma_xxsetaccz(&acc_0);
+            vec_t vec_A[2], vec_B[2];
+            for (int l=0; l<k; l+=4) {
+                packNormal(A+(ii*lda)+l, lda, RM, 4, (uint8_t*)vec_A);
+                packNormal(B+(jj*ldb)+l, ldb, RN, 4, (uint8_t*)vec_B);
+                for (int x = 0; x<2; x++) {
+                    __builtin_mma_xvbf16ger2pp(&acc_0, vec_A[x], vec_B[x]);
+                }
+            }
+            __builtin_mma_disassemble_acc(vec_C, &acc_0);
+            for (int I = 0; I < RM; I++) {
+                for (int J = 0; J < RN; J++) {
+                    *((TC*)(C+ii+((jj+J)*ldc)+I)) = *((TC*)&vec_C[I]+J);
+                }
+            }
+        }
+    }
+
+    template<int RM>
+    void gemm_Mx8(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int RN = 8;
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * RN;
+            vec_t vec_C[4];
+            acc_t acc_0, acc_1;
+            __builtin_mma_xxsetaccz(&acc_0);
+            __builtin_mma_xxsetaccz(&acc_1);
+            vec_t vec_A[4], vec_B[8];
+            for (int l=0; l<k; l+=8) {
+                packNormal(A+(ii*lda)+l, lda, RM, 8, (uint8_t*)vec_A);
+                packNormal(B+(jj*ldb)+l, ldb, RN, 8, (uint8_t*)vec_B);
+                for (int x = 0; x<4; x++) {
+                    __builtin_mma_xvbf16ger2pp(&acc_0, vec_A[x], vec_B[x]);
+                    __builtin_mma_xvbf16ger2pp(&acc_1, vec_A[x], vec_B[x+4]);
+                }
+            }
+            __builtin_mma_disassemble_acc(vec_C, &acc_0);
+            for (int I = 0; I < RM; I++) {
+                for (int J = 0; J < 4; J++) {
+                    *((TC*)(C+ii+((jj+J)*ldc)+I)) = *((TC*)&vec_C[I]+J);
+                }
+            }
+            __builtin_mma_disassemble_acc(vec_C, &acc_1);
+            for (int I = 0; I < RM; I++) {
+                for (int J = 0; J < 4; J++) {
+                    *((TC*)(C+ii+((jj+4+J)*ldc)+I)) = *((TC*)&vec_C[I]+J);
+                }
+            }
+        }
+    }
+
+    template<int RM, int RN>
+    inline void kernel(int64_t ii, int64_t jj) {
+       if constexpr(RM == 4 && RN == 8) {
+          KERNEL_4x8(ii,jj);
+       } else if constexpr(RM == 8 && RN == 8) {
+          KERNEL_8x8(ii,jj);
+       } else if constexpr(RM == 8 && RN == 4) {
+          KERNEL_8x4(ii,jj);
+       } else {
+          static_assert(false, "RN/RM values not supported");
+       }
+    }
+
+    template <int RM, int RN>
+    NOINLINE void gemm(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * RN;
+            kernel<RM, RN>(ii, jj);
+        }
+    }
+
+    const TA *const A;
+    const TB *const B;
+    TC *C;
+    const int64_t k;
+    const int64_t lda;
+    const int64_t ldb;
+    const int64_t ldc;
+    const int ith;
+    const int nth;
+};
+
+template <typename TA, typename TB, typename TC>
+class tinyBLAS_Q0_PPC {
+  public:
+    tinyBLAS_Q0_PPC(int64_t k,
+                const TA *A, int64_t lda,
+                const TB *B, int64_t ldb,
+                TC *C, int64_t ldc,
+                int ith, int nth)
+        : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) {
+    }
+
+    void matmul(int64_t m, int64_t n) {
+        mnpack(0, m, 0, n);
+    }
+
+  private:
+
+    template<int RM, int RN>
+    inline void save_res(int ii, int jj, int idx, vector float* fin_res) {
+       for (int I = 0; I < RM; I++) {
+          for (int J = 0; J < RN; J++) {
+             *((float*)(C+ii+((jj+J)*ldc)+I)) = *((float*)&fin_res[idx+I]+J);
+          }
+       }
+    }
+
+    template<int size>
+    inline void compute(acc_t* ACC, int c_idx, int s_idx, std::array<int, size>& comparray, vector float* vs, vector float* fin_res) {
+       vector signed int vec_C[4];
+       vector float CA[4] = {0};
+       vector float res[4] = {0};
+       __builtin_mma_disassemble_acc(vec_C, ACC);
+       for (int i = 0; i < 4; i++) {
+          CA[i] = vec_splats((float)(((double)comparray[c_idx+i]) * -128.0));
+          res[i] = vec_add(vec_ctf(vec_C[i], 0), CA[i]);
+          fin_res[s_idx+i] = vec_madd(res[i], vs[s_idx+i], fin_res[s_idx+i]);
+       }
+    }
+
+    template<typename VA, typename VB, int size>
+    void packNormalInt4(const TA* a, int64_t lda, int rows, int cols, VA* vec, std::array<int, size>& comparray) {
+        int64_t i, j;
+        TA *aoffset = NULL;
+        VA *vecOffset = NULL;
+        TA *aoffset1 = NULL, *aoffset2 = NULL, *aoffset3 = NULL, *aoffset4 = NULL;
+        TA *aoffset5 = NULL, *aoffset6 = NULL, *aoffset7 = NULL, *aoffset8 = NULL;
+        VB c1[2] = {0}, c2[2] = {0}, c3[2] = {0}, c4[2] = {0};
+        VB c5[2] = {0}, c6[2] = {0}, c7[2] = {0}, c8[2] = {0};
+        VB t1, t2, t3, t4, t5, t6, t7, t8;
+        const vector signed char lowMask = vec_splats((signed char)0xF);
+        const vector unsigned char v4 = vec_splats((unsigned char)0x4);
+        const vector signed char v8 = vec_splats((signed char)0x8);
+        aoffset = const_cast<TA*>(a);
+        vecOffset = vec;
+        vector unsigned char swiz1 = {0, 1, 2, 3, 4, 5, 6, 7, 16, 17, 18, 19, 20, 21, 22, 23};
+        vector unsigned char swiz2 = {8, 9, 10, 11, 12, 13, 14, 15, 24, 25, 26, 27, 28, 29, 30, 31};
+        vector unsigned char swiz3 = {0, 1, 2, 3, 8, 9, 10, 11, 16, 17, 18, 19, 24, 25, 26, 27};
+        vector unsigned char swiz4 = {4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31};
+        vector signed int vsum = {0};
+        vector signed int vsum2 = {0};
+
+        j = (rows >> 3);
+        if (j > 0) {
+            do {
+                aoffset1 = aoffset;
+                aoffset2 = aoffset1 + lda;
+                aoffset3 = aoffset2 + lda;
+                aoffset4 = aoffset3 + lda;
+                aoffset5 = aoffset4 + lda;
+                aoffset6 = aoffset5 + lda;
+                aoffset7 = aoffset6 + lda;
+                aoffset8 = aoffset7 + lda;
+                aoffset += 8 * lda;
+
+                i = (cols >> 2);
+                if (i > 0) {
+                    do {
+                        c1[1] = reinterpret_cast<VB>(vec_xl(0, aoffset1->qs));
+                        c2[1] = reinterpret_cast<VB>(vec_xl(0, aoffset2->qs));
+                        c3[1] = reinterpret_cast<VB>(vec_xl(0, aoffset3->qs));
+                        c4[1] = reinterpret_cast<VB>(vec_xl(0, aoffset4->qs));
+                        c5[1] = reinterpret_cast<VB>(vec_xl(0, aoffset5->qs));
+                        c6[1] = reinterpret_cast<VB>(vec_xl(0, aoffset6->qs));
+                        c7[1] = reinterpret_cast<VB>(vec_xl(0, aoffset7->qs));
+                        c8[1] = reinterpret_cast<VB>(vec_xl(0, aoffset8->qs));
+
+                        c1[0] = vec_and(c1[1], lowMask);
+                        c1[1] = vec_sr(c1[1], v4);
+                        c1[0] = vec_sub(c1[0], v8);
+                        c1[1] = vec_sub(c1[1], v8);
+                        vsum = vec_sum4s(c1[0], vsum);
+                        vsum2 = vec_sum4s(c1[1], vsum2);
+                        vsum = vec_add(vsum, vsum2);
+                        comparray[0] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                        vsum = vec_splats(0);
+                        vsum2 = vec_splats(0);
+
+                        c2[0] = vec_and(c2[1], lowMask);
+                        c2[1] = vec_sr(c2[1], v4);
+                        c2[0] = vec_sub(c2[0], v8);
+                        c2[1] = vec_sub(c2[1], v8);
+                        vsum = vec_sum4s(c2[0], vsum);
+                        vsum2 = vec_sum4s(c2[1], vsum2);
+                        vsum = vec_add(vsum, vsum2);
+                        comparray[1] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                        vsum = vec_splats(0);
+                        vsum2 = vec_splats(0);
+
+                        c3[0] = vec_and(c3[1], lowMask);
+                        c3[1] = vec_sr(c3[1], v4);
+                        c3[0] = vec_sub(c3[0], v8);
+                        c3[1] = vec_sub(c3[1], v8);
+                        vsum = vec_sum4s(c3[0], vsum);
+                        vsum2 = vec_sum4s(c3[1], vsum2);
+                        vsum = vec_add(vsum, vsum2);
+                        comparray[2] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                        vsum = vec_splats(0);
+                        vsum2 = vec_splats(0);
+
+                        c4[0] = vec_and(c4[1], lowMask);
+                        c4[1] = vec_sr(c4[1], v4);
+                        c4[0] = vec_sub(c4[0], v8);
+                        c4[1] = vec_sub(c4[1], v8);
+                        vsum = vec_sum4s(c4[0], vsum);
+                        vsum2 = vec_sum4s(c4[1], vsum2);
+                        vsum = vec_add(vsum, vsum2);
+                        comparray[3] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                        vsum = vec_splats(0);
+                        vsum2 = vec_splats(0);
+
+                        c5[0] = vec_and(c5[1], lowMask);
+                        c5[1] = vec_sr(c5[1], v4);
+                        c5[0] = vec_sub(c5[0], v8);
+                        c5[1] = vec_sub(c5[1], v8);
+                        vsum = vec_sum4s(c5[0], vsum);
+                        vsum2 = vec_sum4s(c5[1], vsum2);
+                        vsum = vec_add(vsum, vsum2);
+                        comparray[4] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                        vsum = vec_splats(0);
+                        vsum2 = vec_splats(0);
+
+                        c6[0] = vec_and(c6[1], lowMask);
+                        c6[1] = vec_sr(c6[1], v4);
+                        c6[0] = vec_sub(c6[0], v8);
+                        c6[1] = vec_sub(c6[1], v8);
+                        vsum = vec_sum4s(c6[0], vsum);
+                        vsum2 = vec_sum4s(c6[1], vsum2);
+                        vsum = vec_add(vsum, vsum2);
+                        comparray[5] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                        vsum = vec_splats(0);
+                        vsum2 = vec_splats(0);
+
+                        c7[0] = vec_and(c7[1], lowMask);
+                        c7[1] = vec_sr(c7[1], v4);
+                        c7[0] = vec_sub(c7[0], v8);
+                        c7[1] = vec_sub(c7[1], v8);
+                        vsum = vec_sum4s(c7[0], vsum);
+                        vsum2 = vec_sum4s(c7[1], vsum2);
+                        vsum = vec_add(vsum, vsum2);
+                        comparray[6] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                        vsum = vec_splats(0);
+                        vsum2 = vec_splats(0);
+
+                        c8[0] = vec_and(c8[1], lowMask);
+                        c8[1] = vec_sr(c8[1], v4);
+                        c8[0] = vec_sub(c8[0], v8);
+                        c8[1] = vec_sub(c8[1], v8);
+                        vsum = vec_sum4s(c8[0], vsum);
+                        vsum2 = vec_sum4s(c8[1], vsum2);
+                        vsum = vec_add(vsum, vsum2);
+                        comparray[7] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                        vsum = vec_splats(0);
+                        vsum2 = vec_splats(0);
+
+                        t1 = vec_perm(c1[0], c2[0], swiz1);
+                        t2 = vec_perm(c1[0], c2[0], swiz2);
+                        t3 = vec_perm(c3[0], c4[0], swiz1);
+                        t4 = vec_perm(c3[0], c4[0], swiz2);
+                        t5 = vec_perm(t1, t3, swiz3);
+                        t6 = vec_perm(t1, t3, swiz4);
+                        t7 = vec_perm(t2, t4, swiz3);
+                        t8 = vec_perm(t2, t4, swiz4);
+                        vec_xst(t5, 0, vecOffset);
+                        vec_xst(t6, 0, vecOffset+16);
+                        vec_xst(t7, 0, vecOffset+32);
+                        vec_xst(t8, 0, vecOffset+48);
+
+                        t1 = vec_perm(c1[1], c2[1], swiz1);
+                        t2 = vec_perm(c1[1], c2[1], swiz2);
+                        t3 = vec_perm(c3[1], c4[1], swiz1);
+                        t4 = vec_perm(c3[1], c4[1], swiz2);
+                        t5 = vec_perm(t1, t3, swiz3);
+                        t6 = vec_perm(t1, t3, swiz4);
+                        t7 = vec_perm(t2, t4, swiz3);
+                        t8 = vec_perm(t2, t4, swiz4);
+                        vec_xst(t5, 0, vecOffset+64);
+                        vec_xst(t6, 0, vecOffset+80);
+                        vec_xst(t7, 0, vecOffset+96);
+                        vec_xst(t8, 0, vecOffset+112);
+
+                        t1 = vec_perm(c5[0], c6[0], swiz1);
+                        t2 = vec_perm(c5[0], c6[0], swiz2);
+                        t3 = vec_perm(c7[0], c8[0], swiz1);
+                        t4 = vec_perm(c7[0], c8[0], swiz2);
+                        t5 = vec_perm(t1, t3, swiz3);
+                        t6 = vec_perm(t1, t3, swiz4);
+                        t7 = vec_perm(t2, t4, swiz3);
+                        t8 = vec_perm(t2, t4, swiz4);
+                        vec_xst(t5, 0, vecOffset+128);
+                        vec_xst(t6, 0, vecOffset+144);
+                        vec_xst(t7, 0, vecOffset+160);
+                        vec_xst(t8, 0, vecOffset+176);
+
+                        t1 = vec_perm(c5[1], c6[1], swiz1);
+                        t2 = vec_perm(c5[1], c6[1], swiz2);
+                        t3 = vec_perm(c7[1], c8[1], swiz1);
+                        t4 = vec_perm(c7[1], c8[1], swiz2);
+                        t5 = vec_perm(t1, t3, swiz3);
+                        t6 = vec_perm(t1, t3, swiz4);
+                        t7 = vec_perm(t2, t4, swiz3);
+                        t8 = vec_perm(t2, t4, swiz4);
+                        vec_xst(t5, 0, vecOffset+192);
+                        vec_xst(t6, 0, vecOffset+208);
+                        vec_xst(t7, 0, vecOffset+224);
+                        vec_xst(t8, 0, vecOffset+240);
+
+                        aoffset1 += lda;
+                        aoffset2 += lda;
+                        aoffset3 += lda;
+                        aoffset4 += lda;
+                        aoffset5 += lda;
+                        aoffset6 += lda;
+                        aoffset7 += lda;
+                        aoffset8 += lda;
+                        vecOffset += 256;
+                        i--;
+                    } while (i > 0);
+                }
+                j--;
+            } while (j > 0);
+        }
+
+        if (rows & 4) {
+            aoffset1 = aoffset;
+            aoffset2 = aoffset1 + lda;
+            aoffset3 = aoffset2 + lda;
+            aoffset4 = aoffset3 + lda;
+            aoffset += 4 * lda;
+
+            i = (cols >> 2);
+            if (i > 0) {
+                do {
+                    c1[1] = reinterpret_cast<VB>(vec_xl(0, aoffset1->qs));
+                    c2[1] = reinterpret_cast<VB>(vec_xl(0, aoffset2->qs));
+                    c3[1] = reinterpret_cast<VB>(vec_xl(0, aoffset3->qs));
+                    c4[1] = reinterpret_cast<VB>(vec_xl(0, aoffset4->qs));
+
+                    c1[0] = vec_and(c1[1], lowMask);
+                    c1[1] = vec_sr(c1[1], v4);
+                    c1[0] = vec_sub(c1[0], v8);
+                    c1[1] = vec_sub(c1[1], v8);
+                    vsum = vec_sum4s(c1[0], vsum);
+                    vsum2 = vec_sum4s(c1[1], vsum2);
+                    vsum = vec_add(vsum, vsum2);
+                    comparray[0] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                    vsum = vec_splats(0);
+                    vsum2 = vec_splats(0);
+
+                    c2[0] = vec_and(c2[1], lowMask);
+                    c2[1] = vec_sr(c2[1], v4);
+                    c2[0] = vec_sub(c2[0], v8);
+                    c2[1] = vec_sub(c2[1], v8);
+                    vsum = vec_sum4s(c2[0], vsum);
+                    vsum2 = vec_sum4s(c2[1], vsum2);
+                    vsum = vec_add(vsum, vsum2);
+                    comparray[1] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                    vsum = vec_splats(0);
+                    vsum2 = vec_splats(0);
+
+                    c3[0] = vec_and(c3[1], lowMask);
+                    c3[1] = vec_sr(c3[1], v4);
+                    c3[0] = vec_sub(c3[0], v8);
+                    c3[1] = vec_sub(c3[1], v8);
+                    vsum = vec_sum4s(c3[0], vsum);
+                    vsum2 = vec_sum4s(c3[1], vsum2);
+                    vsum = vec_add(vsum, vsum2);
+                    comparray[2] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                    vsum = vec_splats(0);
+                    vsum2 = vec_splats(0);
+
+                    c4[0] = vec_and(c4[1], lowMask);
+                    c4[1] = vec_sr(c4[1], v4);
+                    c4[0] = vec_sub(c4[0], v8);
+                    c4[1] = vec_sub(c4[1], v8);
+                    vsum = vec_sum4s(c4[0], vsum);
+                    vsum2 = vec_sum4s(c4[1], vsum2);
+                    vsum = vec_add(vsum, vsum2);
+                    comparray[3] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                    vsum = vec_splats(0);
+                    vsum2 = vec_splats( 0);
+
+                    t1 = vec_perm(c1[0], c2[0], swiz1);
+                    t2 = vec_perm(c1[0], c2[0], swiz2);
+                    t3 = vec_perm(c3[0], c4[0], swiz1);
+                    t4 = vec_perm(c3[0], c4[0], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    vec_xst(t5, 0, vecOffset);
+                    vec_xst(t6, 0, vecOffset+16);
+                    vec_xst(t7, 0, vecOffset+32);
+                    vec_xst(t8, 0, vecOffset+48);
+
+                    t1 = vec_perm(c1[1], c2[1], swiz1);
+                    t2 = vec_perm(c1[1], c2[1], swiz2);
+                    t3 = vec_perm(c3[1], c4[1], swiz1);
+                    t4 = vec_perm(c3[1], c4[1], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    vec_xst(t5, 0, vecOffset+64);
+                    vec_xst(t6, 0, vecOffset+80);
+                    vec_xst(t7, 0, vecOffset+96);
+                    vec_xst(t8, 0, vecOffset+112);
+
+                    aoffset1 += lda;
+                    aoffset2 += lda;
+                    aoffset3 += lda;
+                    aoffset4 += lda;
+                    vecOffset += 128;
+                    i--;
+                } while (i > 0);
+            }
+        }
+
+        if (rows & 3) {
+            aoffset1 = aoffset;
+            aoffset2 = aoffset1 + lda;
+            aoffset3 = aoffset2 + lda;
+            i = (cols >> 2);
+            if (i > 0) {
+                do {
+                    switch(rows) {
+                        case 3: c3[1] = reinterpret_cast<VB>(vec_xl(0, aoffset3->qs));
+                        case 2: c2[1] = reinterpret_cast<VB>(vec_xl(0, aoffset2->qs));
+                        case 1: c1[1] = reinterpret_cast<VB>(vec_xl(0, aoffset1->qs));
+                            break;
+                    }
+                    c1[0] = vec_and(c1[1], lowMask);
+                    c1[1] = vec_sr(c1[1], v4);
+                    c1[0] = vec_sub(c1[0], v8);
+                    c1[1] = vec_sub(c1[1], v8);
+                    vsum = vec_sum4s(c1[0], vsum);
+                    vsum2 = vec_sum4s(c1[1], vsum2);
+                    vsum = vec_add(vsum, vsum2);
+                    comparray[0] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                    vsum = vec_splats(0);
+                    vsum2 = vec_splats(0);
+
+                    c2[0] = vec_and(c2[1], lowMask);
+                    c2[1] = vec_sr(c2[1], v4);
+                    c2[0] = vec_sub(c2[0], v8);
+                    c2[1] = vec_sub(c2[1], v8);
+                    vsum = vec_sum4s(c2[0], vsum);
+                    vsum2 = vec_sum4s(c2[1], vsum2);
+                    vsum = vec_add(vsum, vsum2);
+                    comparray[1] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                    vsum = vec_splats(0);
+                    vsum2 = vec_splats(0);
+
+                    c3[0] = vec_and(c3[1], lowMask);
+                    c3[1] = vec_sr(c3[1], v4);
+                    c3[0] = vec_sub(c3[0], v8);
+                    c3[1] = vec_sub(c3[1], v8);
+                    vsum = vec_sum4s(c3[0], vsum);
+                    vsum2 = vec_sum4s(c3[1], vsum2);
+                    vsum = vec_add(vsum, vsum2);
+                    comparray[2] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                    vsum = vec_splats(0);
+                    vsum2 = vec_splats(0);
+
+                    c4[0] = vec_and(c4[1], lowMask);
+                    c4[1] = vec_sr(c4[1], v4);
+                    c4[0] = vec_sub(c4[0], v8);
+                    c4[1] = vec_sub(c4[1], v8);
+                    vsum = vec_sum4s(c4[0], vsum);
+                    vsum2 = vec_sum4s(c4[1], vsum2);
+                    vsum = vec_add(vsum, vsum2);
+                    comparray[3] = vsum[0] + vsum[1] + vsum[2] + vsum[3];
+                    vsum = vec_splats(0);
+                    vsum2 = vec_splats(0);
+
+                    t1 = vec_perm(c1[0], c2[0], swiz1);
+                    t2 = vec_perm(c1[0], c2[0], swiz2);
+                    t3 = vec_perm(c3[0], c4[0], swiz1);
+                    t4 = vec_perm(c3[0], c4[0], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    vec_xst(t5, 0, vecOffset);
+                    vec_xst(t6, 0, vecOffset+16);
+                    vec_xst(t7, 0, vecOffset+32);
+                    vec_xst(t8, 0, vecOffset+48);
+
+                    t1 = vec_perm(c1[1], c2[1], swiz1);
+                    t2 = vec_perm(c1[1], c2[1], swiz2);
+                    t3 = vec_perm(c3[1], c4[1], swiz1);
+                    t4 = vec_perm(c3[1], c4[1], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    vec_xst(t5, 0, vecOffset+64);
+                    vec_xst(t6, 0, vecOffset+80);
+                    vec_xst(t7, 0, vecOffset+96);
+                    vec_xst(t8, 0, vecOffset+112);
+                    aoffset1 += lda;
+                    aoffset2 += lda;
+                    aoffset3 += lda;
+                    vecOffset += 128;
+                    i--;
+                } while(i > 0);
+            }
+        }
+    }
+
+    template<typename VA, typename VB>
+    void packNormal(const TB* a, int64_t lda, int rows, int cols, VA* vec, bool flip) {
+        int64_t i, j;
+        TB *aoffset = NULL;
+        VA *vecOffset = NULL;
+        TB *aoffset1 = NULL, *aoffset2 = NULL, *aoffset3 = NULL, *aoffset4 = NULL;
+        TB *aoffset5 = NULL, *aoffset6 = NULL, *aoffset7 = NULL, *aoffset8 = NULL;
+        __vector_pair C1, C2, C3, C4, C5, C6, C7, C8;
+        VB c1[2] = {0}, c2[2] = {0}, c3[2] = {0}, c4[2]={0};
+        VB c5[2] = {0}, c6[2] = {0}, c7[2] = {0}, c8[2]={0};
+        VB t1, t2, t3, t4, t5, t6, t7, t8;
+        vector unsigned char xor_vector;
+        uint8_t flip_vec = 0x80;
+        xor_vector = vec_splats(flip_vec);
+        vector unsigned char swiz1 = {0, 1, 2, 3, 4, 5, 6, 7, 16, 17, 18, 19, 20, 21, 22, 23};
+        vector unsigned char swiz2 = {8, 9, 10, 11, 12, 13, 14, 15, 24, 25, 26, 27, 28, 29, 30, 31};
+        vector unsigned char swiz3 = {0, 1, 2, 3, 8, 9, 10, 11, 16, 17, 18, 19, 24, 25, 26, 27};
+        vector unsigned char swiz4 = {4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31};
+
+        aoffset = const_cast<TB*>(a);
+        vecOffset = vec;
+        j = (rows >> 3);
+        if (j > 0) {
+            do {
+                aoffset1 = aoffset;
+                aoffset2 = aoffset1 + lda;
+                aoffset3 = aoffset2 + lda;
+                aoffset4 = aoffset3 + lda;
+                aoffset5 = aoffset4 + lda;
+                aoffset6 = aoffset5 + lda;
+                aoffset7 = aoffset6 + lda;
+                aoffset8 = aoffset7 + lda;
+                aoffset += 8 * lda;
+
+                i = (cols >> 3);
+                if (i > 0) {
+                do {
+                    C1 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset1->qs);
+                    C2 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset2->qs);
+                    C3 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset3->qs);
+                    C4 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset4->qs);
+                    C5 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset5->qs);
+                    C6 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset6->qs);
+                    C7 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset7->qs);
+                    C8 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset8->qs);
+
+                    __builtin_vsx_disassemble_pair(c1, &C1);
+                    __builtin_vsx_disassemble_pair(c2, &C2);
+                    __builtin_vsx_disassemble_pair(c3, &C3);
+                    __builtin_vsx_disassemble_pair(c4, &C4);
+                    __builtin_vsx_disassemble_pair(c5, &C5);
+                    __builtin_vsx_disassemble_pair(c6, &C6);
+                    __builtin_vsx_disassemble_pair(c7, &C7);
+                    __builtin_vsx_disassemble_pair(c8, &C8);
+
+                    t1 = vec_perm(c1[0], c2[0], swiz1);
+                    t2 = vec_perm(c1[0], c2[0], swiz2);
+                    t3 = vec_perm(c3[0], c4[0], swiz1);
+                    t4 = vec_perm(c3[0], c4[0], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    if (flip == true) {
+                        t5 = vec_xor(t5, xor_vector);
+                        t6 = vec_xor(t6, xor_vector);
+                        t7 = vec_xor(t7, xor_vector);
+                        t8 = vec_xor(t8, xor_vector);
+                    }
+                    vec_xst(t5, 0, vecOffset);
+                    vec_xst(t6, 0, vecOffset+16);
+                    vec_xst(t7, 0, vecOffset+32);
+                    vec_xst(t8, 0, vecOffset+48);
+
+                    t1 = vec_perm(c1[1], c2[1], swiz1);
+                    t2 = vec_perm(c1[1], c2[1], swiz2);
+                    t3 = vec_perm(c3[1], c4[1], swiz1);
+                    t4 = vec_perm(c3[1], c4[1], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    if (flip == true) {
+                        t5 = vec_xor(t5, xor_vector);
+                        t6 = vec_xor(t6, xor_vector);
+                        t7 = vec_xor(t7, xor_vector);
+                        t8 = vec_xor(t8, xor_vector);
+                    }
+                    vec_xst(t5, 0, vecOffset+64);
+                    vec_xst(t6, 0, vecOffset+80);
+                    vec_xst(t7, 0, vecOffset+96);
+                    vec_xst(t8, 0, vecOffset+112);
+
+                    t1 = vec_perm(c5[0], c6[0], swiz1);
+                    t2 = vec_perm(c5[0], c6[0], swiz2);
+                    t3 = vec_perm(c7[0], c8[0], swiz1);
+                    t4 = vec_perm(c7[0], c8[0], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    if (flip == true) {
+                        t5 = vec_xor(t5, xor_vector);
+                        t6 = vec_xor(t6, xor_vector);
+                        t7 = vec_xor(t7, xor_vector);
+                        t8 = vec_xor(t8, xor_vector);
+                    }
+                    vec_xst(t5, 0, vecOffset+128);
+                    vec_xst(t6, 0, vecOffset+144);
+                    vec_xst(t7, 0, vecOffset+160);
+                    vec_xst(t8, 0, vecOffset+176);
+
+                    t1 = vec_perm(c5[1], c6[1], swiz1);
+                    t2 = vec_perm(c5[1], c6[1], swiz2);
+                    t3 = vec_perm(c7[1], c8[1], swiz1);
+                    t4 = vec_perm(c7[1], c8[1], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    if (flip == true) {
+                        t5 = vec_xor(t5, xor_vector);
+                        t6 = vec_xor(t6, xor_vector);
+                        t7 = vec_xor(t7, xor_vector);
+                        t8 = vec_xor(t8, xor_vector);
+                    }
+                    vec_xst(t5, 0, vecOffset+192);
+                    vec_xst(t6, 0, vecOffset+208);
+                    vec_xst(t7, 0, vecOffset+224);
+                    vec_xst(t8, 0, vecOffset+240);
+
+                    aoffset1 += lda;
+                    aoffset2 += lda;
+                    aoffset3 += lda;
+                    aoffset4 += lda;
+                    aoffset5 += lda;
+                    aoffset6 += lda;
+                    aoffset7 += lda;
+                    aoffset8 += lda;
+                    vecOffset += 256;
+                    i--;
+               } while(i > 0);
+            }
+            j--;
+        } while(j > 0);
+    }
+
+    if (rows & 4) {
+        aoffset1 = aoffset;
+        aoffset2 = aoffset1 + lda;
+        aoffset3 = aoffset2 + lda;
+        aoffset4 = aoffset3 + lda;
+        aoffset += 4 * lda;
+
+        i = (cols >> 3);
+            if (i > 0) {
+               do {
+                    C1 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset1->qs);
+                    C2 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset2->qs);
+                    C3 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset3->qs);
+                    C4 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset4->qs);
+
+                    __builtin_vsx_disassemble_pair(c1, &C1);
+                    __builtin_vsx_disassemble_pair(c2, &C2);
+                    __builtin_vsx_disassemble_pair(c3, &C3);
+                    __builtin_vsx_disassemble_pair(c4, &C4);
+
+                    t1 = vec_perm(c1[0], c2[0], swiz1);
+                    t2 = vec_perm(c1[0], c2[0], swiz2);
+                    t3 = vec_perm(c3[0], c4[0], swiz1);
+                    t4 = vec_perm(c3[0], c4[0], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    if (flip == true) {
+                       t5 = vec_xor(t5, xor_vector);
+                       t6 = vec_xor(t6, xor_vector);
+                       t7 = vec_xor(t7, xor_vector);
+                       t8 = vec_xor(t8, xor_vector);
+                    }
+                    vec_xst(t5, 0, vecOffset);
+                    vec_xst(t6, 0, vecOffset+16);
+                    vec_xst(t7, 0, vecOffset+32);
+                    vec_xst(t8, 0, vecOffset+48);
+
+                    t1 = vec_perm(c1[1], c2[1], swiz1);
+                    t2 = vec_perm(c1[1], c2[1], swiz2);
+                    t3 = vec_perm(c3[1], c4[1], swiz1);
+                    t4 = vec_perm(c3[1], c4[1], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    if (flip == true) {
+                       t5 = vec_xor(t5, xor_vector);
+                       t6 = vec_xor(t6, xor_vector);
+                       t7 = vec_xor(t7, xor_vector);
+                       t8 = vec_xor(t8, xor_vector);
+                    }
+                    vec_xst(t5, 0, vecOffset+64);
+                    vec_xst(t6, 0, vecOffset+80);
+                    vec_xst(t7, 0, vecOffset+96);
+                    vec_xst(t8, 0, vecOffset+112);
+
+                    aoffset1 += lda;
+                    aoffset2 += lda;
+                    aoffset3 += lda;
+                    aoffset4 += lda;
+                    vecOffset += 128;
+                    i--;
+               } while(i > 0);
+            }
+        }
+        if (rows & 3) {
+            aoffset1 = aoffset;
+            aoffset2 = aoffset1 + lda;
+            aoffset3 = aoffset2 + lda;
+            i = (cols >> 3);
+            if (i > 0) {
+                do {
+                    switch(rows) {
+                        case 3: C3 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset3->qs);
+                                __builtin_vsx_disassemble_pair(c3, &C3);
+                        case 2: C2 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset2->qs);
+                                __builtin_vsx_disassemble_pair(c2, &C2);
+                        case 1: C1 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset1->qs);
+                                __builtin_vsx_disassemble_pair(c1, &C1);
+                                break;
+                    }
+                    t1 = vec_perm(c1[0], c2[0], swiz1);
+                    t2 = vec_perm(c1[0], c2[0], swiz2);
+                    t3 = vec_perm(c3[0], c4[0], swiz1);
+                    t4 = vec_perm(c3[0], c4[0], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    if (flip == true) {
+                       t5 = vec_xor(t5, xor_vector);
+                       t6 = vec_xor(t6, xor_vector);
+                       t7 = vec_xor(t7, xor_vector);
+                       t8 = vec_xor(t8, xor_vector);
+                    }
+                    vec_xst(t5, 0, vecOffset);
+                    vec_xst(t6, 0, vecOffset+16);
+                    vec_xst(t7, 0, vecOffset+32);
+                    vec_xst(t8, 0, vecOffset+48);
+
+                    t1 = vec_perm(c1[1], c2[1], swiz1);
+                    t2 = vec_perm(c1[1], c2[1], swiz2);
+                    t3 = vec_perm(c3[1], c4[1], swiz1);
+                    t4 = vec_perm(c3[1], c4[1], swiz2);
+                    t5 = vec_perm(t1, t3, swiz3);
+                    t6 = vec_perm(t1, t3, swiz4);
+                    t7 = vec_perm(t2, t4, swiz3);
+                    t8 = vec_perm(t2, t4, swiz4);
+                    if (flip == true) {
+                       t5 = vec_xor(t5, xor_vector);
+                       t6 = vec_xor(t6, xor_vector);
+                       t7 = vec_xor(t7, xor_vector);
+                       t8 = vec_xor(t8, xor_vector);
+                    }
+                    vec_xst(t5, 0, vecOffset+64);
+                    vec_xst(t6, 0, vecOffset+80);
+                    vec_xst(t7, 0, vecOffset+96);
+                    vec_xst(t8, 0, vecOffset+112);
+
+                    aoffset1 += lda;
+                    aoffset2 += lda;
+                    aoffset3 += lda;
+                    vecOffset += 128;
+                    i--;
+               } while(i > 0);
+            }
+        }
+    }
+
+    void mnpack(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t mc, nc, mp, np;
+        int m_rem = MIN(m - m0, 8);
+        int n_rem = MIN(n - n0, 8);
+        // TO-DO: KERNEL_16x8 and KERNEL_8x16 are having some performance
+        // issues. After resolving them, below code will be enabled.
+        /*if (m_rem >= 16 && n_rem >= 8) {
+            mc = 16;
+            nc = 8;
+            gemm<16,8>(m0, m, n0, n);
+        } else if(m_rem >= 8 && n_rem >= 16) {
+            mc = 8;
+            nc = 16;
+            gemm<8,16>(m0, m, n0, n);
+        }*/
+        if (m_rem >= 8 && n_rem >= 8) {
+            mc = 8;
+            nc = 8;
+            gemm<8,8>(m0, m, n0, n);
+        } else if (m_rem >= 4 && n_rem >= 8) {
+            mc = 4;
+            nc = 8;
+            gemm<4,8>(m0, m, n0, n);
+        } else if (m_rem >= 8 && n_rem >= 4) {
+            mc = 8;
+            nc = 4;
+            gemm<8,4>(m0, m, n0, n);
+        } else if (m_rem >= 4 && n_rem >= 4) {
+            mc = 4;
+            nc = 4;
+            gemm_small<4, 4>(m0, m, n0, n);
+        } else if ((m_rem < 4) && (n_rem > 4)) {
+            nc = 4;
+            switch(m_rem) {
+                case 1:
+                    mc = 1;
+                    gemm_small<1, 4>(m0, m, n0, n);
+                    break;
+                case 2:
+                    mc = 2;
+                    gemm_small<2, 4>(m0, m, n0, n);
+                    break;
+                case 3:
+                    mc = 3;
+                    gemm_small<3, 4>(m0, m, n0, n);
+                    break;
+                default:
+                    return;
+            }
+        } else if ((m_rem > 4) && (n_rem < 4)) {
+            mc = 4;
+            switch(n_rem) {
+                case 1:
+                    nc = 1;
+                    gemm_small<4, 1>(m0, m, n0, n);
+                    break;
+                case 2:
+                    nc = 2;
+                    gemm_small<4, 2>(m0, m, n0, n);
+                    break;
+                case 3:
+                    nc = 3;
+                    gemm_small<4, 3>(m0, m, n0, n);
+                    break;
+                default:
+                    return;
+            }
+        } else {
+            switch((m_rem << 4) | n_rem) {
+                case 0x43:
+                    mc = 4;
+                    nc = 3;
+                    gemm_small<4, 3>(m0, m, n0, n);
+                    break;
+                case 0x42:
+                    mc = 4;
+                    nc = 2;
+                    gemm_small<4, 2>(m0, m, n0, n);
+                    break;
+                case 0x41:
+                    mc = 4;
+                    nc = 1;
+                    gemm_small<4, 1>(m0, m, n0, n);
+                    break;
+                case 0x34:
+                    mc = 3;
+                    nc = 4;
+                    gemm_small<3, 4>(m0, m, n0, n);
+                    break;
+                case 0x33:
+                    mc = 3;
+                    nc = 3;
+                    gemm_small<3, 3>(m0, m, n0, n);
+                    break;
+                case 0x32:
+                    mc = 3;
+                    nc = 2;
+                    gemm_small<3, 2>(m0, m, n0, n);
+                    break;
+                case 0x31:
+                    mc = 3;
+                    nc = 1;
+                    gemm_small<3, 1>(m0, m, n0, n);
+                    break;
+                case 0x24:
+                    mc = 2;
+                    nc = 4;
+                    gemm_small<2, 4>(m0, m, n0, n);
+                    break;
+                case 0x23:
+                    mc = 2;
+                    nc = 3;
+                    gemm_small<2, 3>(m0, m, n0, n);
+                    break;
+                case 0x22:
+                    mc = 2;
+                    nc = 2;
+                    gemm_small<2, 2>(m0, m, n0, n);
+                    break;
+                case 0x21:
+                    mc = 2;
+                    nc = 1;
+                    gemm_small<2, 1>(m0, m, n0, n);
+                    break;
+                case 0x14:
+                    mc = 1;
+                    nc = 4;
+                    gemm_small<1, 4>(m0, m, n0, n);
+                    break;
+                case 0x13:
+                    mc = 1;
+                    nc = 3;
+                    gemm_small<1, 3>(m0, m, n0, n);
+                    break;
+                case 0x12:
+                    mc = 1;
+                    nc = 2;
+                    gemm_small<1, 2>(m0, m, n0, n);
+                    break;
+                case 0x11:
+                    mc = 1;
+                    nc = 1;
+                    gemm_small<1, 1>(m0, m, n0, n);
+                    break;
+                default:
+                    return;
+            }
+        }
+        mp = m0 + (m - m0) / mc * mc;
+        np = n0 + (n - n0) / nc * nc;
+        mnpack(mp, m, n0, np);
+        mnpack(m0, m, np, n);
+    }
+
+    void KERNEL_4x8(int64_t ii, int64_t jj) {
+        vec_t vec_A[8], vec_B[16] = {0};
+        acc_t acc_0, acc_1;
+        std::array<int, 4> comparray {};
+        vector float fin_res[8] = {0};
+        vector float vs[8] = {0};
+        bool isAblock_q4 = std::is_same_v<TA, block_q4_0>;
+        for (int l = 0; l < k; l++) {
+            __builtin_mma_xxsetaccz(&acc_0);
+            __builtin_mma_xxsetaccz(&acc_1);
+            if (std::is_same_v<TA, block_q4_0>) {
+               packNormalInt4<int8_t, vector signed char, 4>((A+(ii*lda)+l), lda, 4, 4, (int8_t*)vec_A, comparray);
+            } else {
+               packNormal<int8_t, vector signed char>((const TB*)(A+(ii*lda)+l), lda, 4, 8, (int8_t*)vec_A, false);
+            }
+            packNormal<uint8_t, vector unsigned char>((B+(jj*ldb)+l), ldb, 8, 8, (uint8_t*)vec_B, true);
+            for(int x = 0; x < 8; x++) {
+                __builtin_mma_xvi8ger4pp(&acc_0, vec_A[x], vec_B[x]);
+                __builtin_mma_xvi8ger4pp(&acc_1, vec_A[x], vec_B[x+8]);
+            }
+            for (int I = 0; I<4; I++) {
+                for (int J = 0; J<4; J++) {
+                    *((float*)&vs[I]+J) = (unhalf((A+((ii+I)*lda)+l)->d) * unhalf((B+((jj+J)*ldb)+l)->d));
+                    *((float*)&vs[I+4]+J) = (unhalf((A+((ii+I)*lda)+l)->d) * unhalf((B+((jj+J+4)*ldb)+l)->d));
+                }
+            }
+            if (!isAblock_q4) {
+                auto aoffset = A+(ii*lda)+l;
+                for (int i = 0; i < 4; i++) {
+                    comparray[i] = 0;
+                    int ca = 0;
+                    auto *at = aoffset->qs;
+                    for (int j = 0; j < 32; j++)
+                        ca += (int)*at++;
+                    comparray[i] = ca;
+                    aoffset += lda;
+                }
+            }
+            compute<4>(&acc_0, 0, 0, comparray, vs, fin_res);
+            compute<4>(&acc_1, 0, 4, comparray, vs, fin_res);
+        }
+        save_res<4, 4>(ii, jj, 0, fin_res);
+        save_res<4, 4>(ii, jj+4, 4, fin_res);
+    }
+
+    void KERNEL_8x4(int64_t ii, int64_t jj) {
+        vec_t vec_A[16], vec_B[8] = {0};
+        acc_t acc_0, acc_1;
+        std::array<int, 8> comparray {};
+        vector float fin_res[8] = {0};
+        vector float vs[8] = {0};
+        bool isAblock_q4 = std::is_same_v<TA, block_q4_0>;
+        for (int l = 0; l < k; l++) {
+            __builtin_mma_xxsetaccz(&acc_0);
+            __builtin_mma_xxsetaccz(&acc_1);
+            if (std::is_same_v<TA, block_q4_0>) {
+               packNormalInt4<int8_t, vector signed char, 8>((A+(ii*lda)+l), lda, 8, 4, (int8_t*)vec_A, comparray);
+            } else {
+               packNormal<int8_t, vector signed char>((const TB*)(A+(ii*lda)+l), lda, 8, 8, (int8_t*)vec_A, false);
+            }
+            packNormal<uint8_t, vector unsigned char>((B+(jj*ldb)+l), ldb, 4, 8, (uint8_t*)vec_B, true);
+            for(int x = 0; x < 8; x++) {
+                __builtin_mma_xvi8ger4pp(&acc_0, vec_A[x], vec_B[x]);
+                __builtin_mma_xvi8ger4pp(&acc_1, vec_A[x+8], vec_B[x]);
+            }
+            for (int I = 0; I<8; I++) {
+                for (int J = 0; J<4; J++) {
+                    *((float*)&vs[I]+J) = (unhalf((A+((ii+I)*lda)+l)->d) * unhalf((B+((jj+J)*ldb)+l)->d));
+                }
+            }
+            if (!isAblock_q4) {
+                auto aoffset = A+(ii*lda)+l;
+                for (int i = 0; i < 8; i++) {
+                    comparray[i] = 0;
+                    int ca = 0;
+                    auto *at = aoffset->qs;
+                    for (int j = 0; j < 32; j++)
+                        ca += (int)*at++;
+                    comparray[i] = ca;
+                    aoffset += lda;
+                }
+            }
+            compute<8>(&acc_0, 0, 0, comparray, vs, fin_res);
+            compute<8>(&acc_1, 4, 4, comparray, vs, fin_res);
+        }
+        save_res<4, 4>(ii, jj, 0, fin_res);
+        save_res<4, 4>(ii+4, jj, 4, fin_res);
+    }
+
+    void KERNEL_8x8(int64_t ii, int64_t jj) {
+        vec_t vec_A[16], vec_B[16] = {0};
+        acc_t acc_0, acc_1, acc_2, acc_3;
+        std::array<int, 8> comparray {};
+        vector float fin_res[16] = {0};
+        vector float vs[16] = {0};
+        bool isAblock_q4 = std::is_same_v<TA, block_q4_0>;
+        for (int l = 0; l < k; l++) {
+            __builtin_mma_xxsetaccz(&acc_0);
+            __builtin_mma_xxsetaccz(&acc_1);
+            __builtin_mma_xxsetaccz(&acc_2);
+            __builtin_mma_xxsetaccz(&acc_3);
+            if (std::is_same_v<TA, block_q4_0>) {
+               packNormalInt4<int8_t, vector signed char, 8>((A+(ii*lda)+l), lda, 8, 4, (int8_t*)vec_A, comparray);
+            } else {
+               packNormal<int8_t, vector signed char>((const TB*)(A+(ii*lda)+l), lda, 8, 8, (int8_t*)vec_A, false);
+            }
+            packNormal<uint8_t, vector unsigned char>((B+(jj*ldb)+l), ldb, 8, 8, (uint8_t*)vec_B, true);
+            for(int x = 0; x < 8; x++) {
+                __builtin_mma_xvi8ger4pp(&acc_0, vec_A[x], vec_B[x]);
+                __builtin_mma_xvi8ger4pp(&acc_1, vec_A[x+8], vec_B[x]);
+                __builtin_mma_xvi8ger4pp(&acc_2, vec_A[x], vec_B[x+8]);
+                __builtin_mma_xvi8ger4pp(&acc_3, vec_A[x+8], vec_B[x+8]);
+            }
+            for (int I = 0; I<8; I++) {
+                for (int J = 0; J<4; J++) {
+                    *((float*)&vs[I]+J) = (unhalf((A+((ii+I)*lda)+l)->d) * unhalf((B+((jj+J)*ldb)+l)->d));
+                    *((float*)&vs[I+8]+J) = (unhalf((A+((ii+I)*lda)+l)->d) * unhalf((B+((jj+J+4)*ldb)+l)->d));
+                }
+            }
+            if (!isAblock_q4) {
+                auto aoffset = A+(ii*lda)+l;
+                for (int i = 0; i < 8; i++) {
+                    comparray[i] = 0;
+                    int ca = 0;
+                    auto *at = aoffset->qs;
+                    for (int j = 0; j < 32; j++)
+                        ca += (int)*at++;
+                    comparray[i] = ca;
+                    aoffset += lda;
+                }
+            }
+            compute<8>(&acc_0, 0, 0, comparray, vs, fin_res);
+            compute<8>(&acc_1, 4, 4, comparray, vs, fin_res);
+            compute<8>(&acc_2, 0, 8, comparray, vs, fin_res);
+            compute<8>(&acc_3, 4, 12, comparray, vs, fin_res);
+        }
+        save_res<4, 4>(ii, jj, 0, fin_res);
+        save_res<4, 4>(ii+4, jj, 4, fin_res);
+        save_res<4, 4>(ii, jj+4, 8, fin_res);
+        save_res<4, 4>(ii+4, jj+4, 12, fin_res);
+    }
+
+    template<int RM, int RN>
+    void gemm_small(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        vec_t vec_A[8] = {0}, vec_B[8] = {0};
+        vector signed int vec_C[4];
+        acc_t acc_0;
+        bool isAblock_q4 = std::is_same_v<TA, block_q4_0>;
+
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * RN;
+            std::array<int, 4> comparray{};
+            vector float res[4] = {0};
+            vector float fin_res[4] = {0};
+            vector float vs[4] = {0};
+            vector float CA[4] = {0};
+            __builtin_prefetch((A+(ii*lda)+0)->qs, 0, 1); // prefetch first value
+            __builtin_prefetch((B+(jj*ldb)+0)->qs, 0, 1); // prefetch first value
+            for (int l = 0; l < k; l++) {
+                __builtin_prefetch((A+(ii*lda)+(l+1))->qs, 0, 1); // prefetch one loop ahead
+                __builtin_prefetch((B+(jj*ldb)+(l+1))->qs, 0, 1); // prefetch one loop ahead
+                __builtin_mma_xxsetaccz(&acc_0);
+                if (isAblock_q4) {
+                   packNormalInt4<int8_t, vector signed char, 4>((A+(ii*lda)+l), lda, RM, 4, (int8_t*)vec_A, comparray);
+                } else {
+                   packNormal<int8_t, vector signed char>((const TB*)(A+(ii*lda)+l), lda, RM, 8, (int8_t*)vec_A, false);
+                }
+                packNormal<uint8_t, vector unsigned char>((B+(jj*ldb)+l), ldb, RN, 8, (uint8_t*)vec_B, true);
+                for(int x = 0; x < 8; x+=4) {
+                    __builtin_mma_xvi8ger4pp(&acc_0, vec_A[x], vec_B[x]);
+                    __builtin_mma_xvi8ger4pp(&acc_0, vec_A[x+1], vec_B[x+1]);
+                    __builtin_mma_xvi8ger4pp(&acc_0, vec_A[x+2], vec_B[x+2]);
+                    __builtin_mma_xvi8ger4pp(&acc_0, vec_A[x+3], vec_B[x+3]);
+                }
+                for (int I = 0; I<RM; I++) {
+                    for (int J = 0; J<RN; J++) {
+                        *((float*)&vs[I]+J) = (unhalf((A+((ii+I)*lda)+l)->d) * unhalf((B+((jj+J)*ldb)+l)->d));
+                    }
+                }
+                __builtin_mma_disassemble_acc(vec_C, &acc_0);
+                if (!isAblock_q4) {
+                    auto aoffset = A+(ii*lda)+l;
+                    for (int i = 0; i < RM; i++) {
+                        comparray[i] = 0;
+                        int ca = 0;
+                        auto *at = aoffset->qs;
+                        for (int j = 0; j < 32; j++)
+                            ca += (int)*at++;
+                        comparray[i] = ca;
+                        aoffset += lda;
+                    }
+                }
+                for (int i = 0; i < RM; i++) {
+                    CA[i] = vec_splats((float)(((double)comparray[i]) * -128.0));
+                    res[i] = vec_add(vec_ctf(vec_C[i], 0), CA[i]);
+                    fin_res[i] = vec_madd(res[i], vs[i], fin_res[i]);
+                }
+            }
+            save_res<RM, RN>(ii, jj, 0, fin_res);
+        }
+    }
+
+    template<int RM, int RN>
+    inline void kernel(int64_t ii, int64_t jj) {
+       if constexpr(RM == 4 && RN == 8) {
+          KERNEL_4x8(ii,jj);
+       } else if constexpr(RM == 8 && RN == 4) {
+          KERNEL_8x4(ii,jj);
+       } else if constexpr(RM == 8 && RN == 8) {
+          KERNEL_8x8(ii,jj);
+       } else {
+          static_assert(false, "RN/RM values not supported");
+       }
+    }
+
+    template <int RM, int RN>
+    NOINLINE void gemm(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * RN;
+            kernel<RM, RN>(ii, jj);
+        }
+    }
+
+    const TA *const A;
+    const TB *const B;
+    TC *C;
+    TA *At;
+    TB *Bt;
+    const int64_t k;
+    const int64_t lda;
+    const int64_t ldb;
+    const int64_t ldc;
+    const int ith;
+    const int nth;
+};
+
+template <typename TA, typename TB, typename TC>
+class tinyBLAS_PPC {
+  public:
+    tinyBLAS_PPC(int64_t k,
+                const TA *A, int64_t lda,
+                const TB *B, int64_t ldb,
+                TC *C, int64_t ldc,
+                int ith, int nth)
+        : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) {
+    }
+
+    void matmul(int64_t m, int64_t n) {
+       mnpack(0, m, 0, n);
+    }
+
+  private:
+
+    void (tinyBLAS_PPC::*kernel)(int64_t, int64_t);
+
+    template<typename VA>
+    void packTranspose(const TA* a, int64_t lda, int rows, int cols, TA* vec) {
+        int64_t i, j;
+        TA *aoffset = NULL, *boffset = NULL;
+        TA *aoffset1 = NULL, *aoffset2 = NULL, *aoffset3 = NULL, *aoffset4 = NULL;
+        TA *aoffset5 = NULL, *aoffset6 = NULL, *aoffset7 = NULL, *aoffset8 = NULL;
+        __vector_pair C1, C2, C3, C4, C5, C6, C7, C8;
+        VA c1[2] = {0}, c2[2] = {0}, c3[2] = {0}, c4[2] = {0};
+        VA c5[2] = {0}, c6[2] = {0}, c7[2] = {0}, c8[2] = {0};
+        VA t1, t2, t3, t4, t5, t6, t7, t8;
+        aoffset = const_cast<TA*>(a);
+        boffset = vec;
+        j = (rows >> 3);
+        if (j > 0) {
+
+            do {
+                aoffset1 = aoffset;
+                aoffset2 = aoffset1 + lda;
+                aoffset3 = aoffset2 + lda;
+                aoffset4 = aoffset3 + lda;
+                aoffset5 = aoffset4 + lda;
+                aoffset6 = aoffset5 + lda;
+                aoffset7 = aoffset6 + lda;
+                aoffset8 = aoffset7 + lda;
+                aoffset += 8 * lda;
+                i = (cols >> 3);
+                if (i > 0) {
+                    do {
+                        C1 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset1);
+                        C2 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset2);
+                        C3 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset3);
+                        C4 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset4);
+                        C5 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset5);
+                        C6 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset6);
+                        C7 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset7);
+                        C8 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset8);
+                        __builtin_vsx_disassemble_pair(c1, &C1);
+                        __builtin_vsx_disassemble_pair(c2, &C2);
+                        __builtin_vsx_disassemble_pair(c3, &C3);
+                        __builtin_vsx_disassemble_pair(c4, &C4);
+                        __builtin_vsx_disassemble_pair(c5, &C5);
+                        __builtin_vsx_disassemble_pair(c6, &C6);
+                        __builtin_vsx_disassemble_pair(c7, &C7);
+                        __builtin_vsx_disassemble_pair(c8, &C8);
+
+                        t1 = vec_mergeh(c1[0], c2[0]);
+                        t2 = vec_mergeh(c3[0], c4[0]);
+                        t3 = vec_mergeh(c5[0], c6[0]);
+                        t4 = vec_mergeh(c7[0], c8[0]);
+                        t5 = vec_xxpermdi(t1, t2, 0);
+                        t6 = vec_xxpermdi(t3, t4, 0);
+                        t7 = vec_xxpermdi(t1, t2, 3);
+                        t8 = vec_xxpermdi(t3, t4, 3);
+                        vec_xst(t5, 0, boffset);
+                        vec_xst(t6, 0, boffset+4);
+                        vec_xst(t7, 0, boffset+8);
+                        vec_xst(t8, 0, boffset+12);
+
+                        t1 = vec_mergel(c1[0], c2[0]);
+                        t2 = vec_mergel(c3[0], c4[0]);
+                        t3 = vec_mergel(c5[0], c6[0]);
+                        t4 = vec_mergel(c7[0], c8[0]);
+                        t5 = vec_xxpermdi(t1, t2, 0);
+                        t6 = vec_xxpermdi(t3, t4, 0);
+                        t7 = vec_xxpermdi(t1, t2, 3);
+                        t8 = vec_xxpermdi(t3, t4, 3);
+                        vec_xst(t5, 0, boffset+16);
+                        vec_xst(t6, 0, boffset+20);
+                        vec_xst(t7, 0, boffset+24);
+                        vec_xst(t8, 0, boffset+28);
+
+                        t1 = vec_mergeh(c1[1], c2[1]);
+                        t2 = vec_mergeh(c3[1], c4[1]);
+                        t3 = vec_mergeh(c5[1], c6[1]);
+                        t4 = vec_mergeh(c7[1], c8[1]);
+                        t5 = vec_xxpermdi(t1, t2, 0);
+                        t6 = vec_xxpermdi(t3, t4, 0);
+                        t7 = vec_xxpermdi(t1, t2, 3);
+                        t8 = vec_xxpermdi(t3, t4, 3);
+                        vec_xst(t5, 0, boffset+32);
+                        vec_xst(t6, 0, boffset+36);
+                        vec_xst(t7, 0, boffset+40);
+                        vec_xst(t8, 0, boffset+44);
+
+                        t1 = vec_mergel(c1[1], c2[1]);
+                        t2 = vec_mergel(c3[1], c4[1]);
+                        t3 = vec_mergel(c5[1], c6[1]);
+                        t4 = vec_mergel(c7[1], c8[1]);
+                        t5 = vec_xxpermdi(t1, t2, 0);
+                        t6 = vec_xxpermdi(t3, t4, 0);
+                        t7 = vec_xxpermdi(t1, t2, 3);
+                        t8 = vec_xxpermdi(t3, t4, 3);
+                        vec_xst(t5, 0, boffset+48);
+                        vec_xst(t6, 0, boffset+52);
+                        vec_xst(t7, 0, boffset+56);
+                        vec_xst(t8, 0, boffset+60);
+
+                        aoffset1 += 8*lda;
+                        aoffset2 += 8*lda;
+                        aoffset3 += 8*lda;
+                        aoffset4 += 8*lda;
+                        boffset += 64;
+                        i--;
+                    } while(i > 0);
+                }
+                if (cols & 4) {
+                    c1[0] = vec_xl(0, aoffset1);
+                    c2[0] = vec_xl(0, aoffset2);
+                    c3[0] = vec_xl(0, aoffset3);
+                    c4[0] = vec_xl(0, aoffset4);
+                    c5[0] = vec_xl(0, aoffset5);
+                    c6[0] = vec_xl(0, aoffset6);
+                    c7[0] = vec_xl(0, aoffset7);
+                    c8[0] = vec_xl(0, aoffset8);
+
+                    t1 = vec_mergeh(c1[0], c2[0]);
+                    t2 = vec_mergeh(c3[0], c4[0]);
+                    t3 = vec_mergeh(c5[0], c6[0]);
+                    t4 = vec_mergeh(c7[0], c8[0]);
+                    t5 = vec_xxpermdi(t1, t2, 0);
+                    t6 = vec_xxpermdi(t3, t4, 0);
+                    t7 = vec_xxpermdi(t1, t2, 3);
+                    t8 = vec_xxpermdi(t3, t4, 3);
+                    vec_xst(t5, 0, boffset);
+                    vec_xst(t6, 0, boffset+4);
+                    vec_xst(t7, 0, boffset+8);
+                    vec_xst(t8, 0, boffset+12);
+
+                    t1 = vec_mergel(c1[0], c2[0]);
+                    t2 = vec_mergel(c3[0], c4[0]);
+                    t3 = vec_mergel(c5[0], c6[0]);
+                    t4 = vec_mergel(c7[0], c8[0]);
+                    t5 = vec_xxpermdi(t1, t2, 0);
+                    t6 = vec_xxpermdi(t3, t4, 0);
+                    t7 = vec_xxpermdi(t1, t2, 3);
+                    t8 = vec_xxpermdi(t3, t4, 3);
+                    vec_xst(t5, 0, boffset+16);
+                    vec_xst(t6, 0, boffset+20);
+                    vec_xst(t7, 0, boffset+24);
+                    vec_xst(t8, 0, boffset+28);
+                }
+            j--;
+            } while(j > 0);
+        }
+
+        if (rows & 4) {
+            aoffset1 = aoffset;
+            aoffset2 = aoffset1 + lda;
+            aoffset3 = aoffset2 + lda;
+            aoffset4 = aoffset3 + lda;
+            aoffset += 4 * lda;
+            i = (cols >> 3);
+            if (i > 0) {
+                do {
+                    C1 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset1);
+                    C2 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset2);
+                    C3 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset3);
+                    C4 = __builtin_vsx_lxvp(0, (__vector_pair*)aoffset4);
+                    __builtin_vsx_disassemble_pair(c1, &C1);
+                    __builtin_vsx_disassemble_pair(c2, &C2);
+                    __builtin_vsx_disassemble_pair(c3, &C3);
+                    __builtin_vsx_disassemble_pair(c4, &C4);
+
+                    t1 = vec_mergeh(c1[0], c2[0]);
+                    t2 = vec_mergeh(c3[0], c4[0]);
+                    t3 = vec_mergel(c1[0], c2[0]);
+                    t4 = vec_mergel(c3[0], c4[0]);
+                    t5 = vec_xxpermdi(t1, t2, 0);
+                    t6 = vec_xxpermdi(t1, t2, 3);
+                    t7 = vec_xxpermdi(t3, t4, 0);
+                    t8 = vec_xxpermdi(t3, t4, 3);
+                    vec_xst(t5, 0, boffset);
+                    vec_xst(t6, 0, boffset+4);
+                    vec_xst(t7, 0, boffset+8);
+                    vec_xst(t8, 0, boffset+12);
+
+                    t1 = vec_mergeh(c1[1], c2[1]);
+                    t2 = vec_mergeh(c3[1], c4[1]);
+                    t3 = vec_mergel(c1[1], c2[1]);
+                    t4 = vec_mergel(c3[1], c4[1]);
+                    t5 = vec_xxpermdi(t1, t2, 0);
+                    t6 = vec_xxpermdi(t1, t2, 3);
+                    t7 = vec_xxpermdi(t3, t4, 0);
+                    t8 = vec_xxpermdi(t3, t4, 3);
+                    vec_xst(t5, 0, boffset+16);
+                    vec_xst(t6, 0, boffset+20);
+                    vec_xst(t7, 0, boffset+24);
+                    vec_xst(t8, 0, boffset+28);
+
+                    aoffset1 += 8*lda;
+                    aoffset2 += 8*lda;
+                    aoffset3 += 8*lda;
+                    aoffset4 += 8*lda;
+                    boffset += 32;
+                    i--;
+                } while(i > 0);
+            }
+
+            if (cols & 4) {
+                c1[0] = vec_xl(0, aoffset1);
+                c2[0] = vec_xl(0, aoffset2);
+                c3[0] = vec_xl(0, aoffset3);
+                c4[0] = vec_xl(0, aoffset4);
+
+                t1 = vec_mergeh(c1[0], c2[0]);
+                t2 = vec_mergeh(c3[0], c4[0]);
+                t3 = vec_xxpermdi(t1, t2, 0);
+                t4 = vec_xxpermdi(t1, t2, 3);
+                vec_xst(t3, 0, boffset);
+                vec_xst(t4, 0, boffset+4);
+
+                t1 = vec_mergel(c1[0], c2[0]);
+                t2 = vec_mergel(c3[0], c4[0]);
+                t3 = vec_xxpermdi(t1, t2, 0);
+                t4 = vec_xxpermdi(t1, t2, 3);
+                vec_xst(t3, 0, boffset+8);
+                vec_xst(t4, 0, boffset+12);
+            }
+        }
+        if (rows & 3) {
+            aoffset1 = aoffset;
+            aoffset2 = aoffset1 + lda;
+            aoffset3 = aoffset2 + lda;
+            if (cols & 4) {
+                c1[0] = vec_xl(0, aoffset1);
+                c2[0] = vec_xl(0, aoffset2);
+                c3[0] = vec_xl(0, aoffset3);
+
+                t1 = vec_mergeh(c1[0], c2[0]);
+                t2 = vec_mergeh(c3[0], c4[0]);
+                t3 = vec_xxpermdi(t1, t2, 0);
+                t4 = vec_xxpermdi(t1, t2, 3);
+                vec_xst(t3, 0, boffset);
+                vec_xst(t4, 0, boffset+4);
+
+                t1 = vec_mergel(c1[0], c2[0]);
+                t2 = vec_mergel(c3[0], c4[0]);
+                t3 = vec_xxpermdi(t1, t2, 0);
+                t4 = vec_xxpermdi(t1, t2, 3);
+                vec_xst(t3, 0, boffset+8);
+                vec_xst(t4, 0, boffset+12);
+            }
+        }
+    }
+
+    void KERNEL_4x4(int64_t ii, int64_t jj) {
+        vec_t vec_A[4], vec_B[4], vec_C[4];
+        acc_t acc_0;
+        __builtin_mma_xxsetaccz(&acc_0);
+        for (int l = 0; l < k; l+=4) {
+            packTranspose<vector float>(A+(ii*lda)+l, lda, 4, 4, (TA*)vec_A);
+            packTranspose<vector float>(B+(jj*ldb)+l, ldb, 4, 4, (TA*)vec_B);
+            __builtin_mma_xvf32gerpp(&acc_0, vec_A[0], vec_B[0]);
+            __builtin_mma_xvf32gerpp(&acc_0, vec_A[1], vec_B[1]);
+            __builtin_mma_xvf32gerpp(&acc_0, vec_A[2], vec_B[2]);
+            __builtin_mma_xvf32gerpp(&acc_0, vec_A[3], vec_B[3]);
+        }
+        SAVE_ACC(&acc_0, ii, jj);
+    }
+
+    void KERNEL_4x8(int64_t ii, int64_t jj) {
+        vec_t vec_A[4], vec_B[8], vec_C[4];
+        acc_t acc_0, acc_1;
+        __builtin_mma_xxsetaccz(&acc_0);
+        __builtin_mma_xxsetaccz(&acc_1);
+        for (int64_t l = 0; l < k; l+=4) {
+            packTranspose<vector float>(A+(ii*lda)+l, lda, 4, 4, (TA*)vec_A);
+            packTranspose<vector float>(B+(jj*ldb)+l, ldb, 8, 4, (TA*)vec_B);
+            __builtin_mma_xvf32gerpp(&acc_0, vec_A[0], (vec_t)vec_B[0]);
+            __builtin_mma_xvf32gerpp(&acc_1, vec_A[0], (vec_t)vec_B[1]);
+            __builtin_mma_xvf32gerpp(&acc_0, vec_A[1], (vec_t)vec_B[2]);
+            __builtin_mma_xvf32gerpp(&acc_1, vec_A[1], (vec_t)vec_B[3]);
+            __builtin_mma_xvf32gerpp(&acc_0, vec_A[2], (vec_t)vec_B[4]);
+            __builtin_mma_xvf32gerpp(&acc_1, vec_A[2], (vec_t)vec_B[5]);
+            __builtin_mma_xvf32gerpp(&acc_0, vec_A[3], (vec_t)vec_B[6]);
+            __builtin_mma_xvf32gerpp(&acc_1, vec_A[3], (vec_t)vec_B[7]);
+        }
+        SAVE_ACC(&acc_0, ii, jj);
+        SAVE_ACC(&acc_1, ii, jj+4);
+    }
+
+    void KERNEL_8x4(int64_t ii, int64_t jj) {
+        vec_t vec_A[8], vec_B[4], vec_C[4];
+        acc_t acc_0, acc_1;
+        __builtin_mma_xxsetaccz(&acc_0);
+        __builtin_mma_xxsetaccz(&acc_1);
+        for (int64_t l = 0; l < k; l+=4) {
+            packTranspose<vector float>(A+(ii*lda)+l, lda, 8, 4, (TA*)vec_A);
+            packTranspose<vector float>(B+(jj*ldb)+l, ldb, 4, 4, (TA*)vec_B);
+            __builtin_mma_xvf32gerpp(&acc_0, (vec_t)vec_A[0], vec_B[0]);
+            __builtin_mma_xvf32gerpp(&acc_1, (vec_t)vec_A[1], vec_B[0]);
+            __builtin_mma_xvf32gerpp(&acc_0, (vec_t)vec_A[2], vec_B[1]);
+            __builtin_mma_xvf32gerpp(&acc_1, (vec_t)vec_A[3], vec_B[1]);
+            __builtin_mma_xvf32gerpp(&acc_0, (vec_t)vec_A[4], vec_B[2]);
+            __builtin_mma_xvf32gerpp(&acc_1, (vec_t)vec_A[5], vec_B[2]);
+            __builtin_mma_xvf32gerpp(&acc_0, (vec_t)vec_A[6], vec_B[3]);
+            __builtin_mma_xvf32gerpp(&acc_1, (vec_t)vec_A[7], vec_B[3]);
+        }
+        SAVE_ACC(&acc_0, ii, jj);
+        SAVE_ACC(&acc_1, ii+4, jj);
+    }
+
+    void KERNEL_8x8(int64_t ii, int64_t jj) {
+        vec_t vec_A[16], vec_B[16], vec_C[4];
+        acc_t acc_0, acc_1, acc_2, acc_3;
+        __builtin_mma_xxsetaccz(&acc_0);
+        __builtin_mma_xxsetaccz(&acc_1);
+        __builtin_mma_xxsetaccz(&acc_2);
+        __builtin_mma_xxsetaccz(&acc_3);
+        for (int l = 0; l < k; l+=8) {
+            packTranspose<vector float>(A+(ii*lda)+l, lda, 8, 8, (TA*)vec_A);
+            packTranspose<vector float>(B+(jj*ldb)+l, ldb, 8, 8, (TA*)vec_B);
+            for(int x = 0; x < 16; x+=2) {
+                __builtin_mma_xvf32gerpp(&acc_0, (vec_t)vec_A[x], vec_B[x]);
+                __builtin_mma_xvf32gerpp(&acc_1, (vec_t)vec_A[x], vec_B[x+1]);
+                __builtin_mma_xvf32gerpp(&acc_2, (vec_t)vec_A[x+1], vec_B[x]);
+                __builtin_mma_xvf32gerpp(&acc_3, (vec_t)vec_A[x+1], vec_B[x+1]);
+            }
+        }
+        SAVE_ACC(&acc_0, ii, jj);
+        SAVE_ACC(&acc_1, ii, jj+4);
+        SAVE_ACC(&acc_2, ii+4, jj);
+        SAVE_ACC(&acc_3, ii+4, jj+4);
+    }
+
+    void mnpack(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t mc, nc, mp, np;
+        int m_rem = MIN(m - m0, 16);
+        int n_rem = MIN(n - n0, 16);
+        if (m_rem >= 16 && n_rem >= 8) {
+            mc = 8;
+            nc = 8;
+            gemm<8,8>(m0, m, n0, n);
+        } else if(m_rem >= 8 && n_rem >= 16) {
+            mc = 8;
+            nc = 8;
+            gemm<8,8>(m0, m, n0, n);
+        } else if (m_rem >= 8 && n_rem >= 8) {
+            mc = 8;
+            nc = 8;
+            gemm<8,8>(m0, m, n0, n);
+        } else if (m_rem >= 4 && n_rem >= 8) {
+            mc = 4;
+            nc = 8;
+            gemm<4,8>(m0, m, n0, n);
+        } else if (m_rem >= 8 && n_rem >= 4) {
+            mc = 8;
+            nc = 4;
+            gemm<8,4>(m0, m, n0, n);
+        } else if (m_rem >= 4 && n_rem >= 4) {
+            mc = 4;
+            nc = 4;
+            gemm<4,4>(m0, m, n0, n);
+        } else if ((m_rem < 4) && (n_rem > 4)) {
+            nc = 4;
+            switch(m_rem) {
+                case 1:
+                    mc = 1;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 2:
+                    mc = 2;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 3:
+                    mc = 3;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                default:
+                    return;
+            }
+        } else if ((m_rem > 4) && (n_rem < 4)) {
+            mc = 4;
+            switch(n_rem) {
+                case 1:
+                    nc = 1;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 2:
+                    nc = 2;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 3:
+                    nc = 3;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                default:
+                    return;
+            }
+        } else {
+            switch((m_rem << 4) | n_rem) {
+                case 0x43:
+                    mc = 4;
+                    nc = 3;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x42:
+                    mc = 4;
+                    nc = 2;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x41:
+                    mc = 4;
+                    nc = 1;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x34:
+                    mc = 3;
+                    nc = 4;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x33:
+                    mc = 3;
+                    nc = 3;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x32:
+                    mc = 3;
+                    nc = 2;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x31:
+                    mc = 3;
+                    nc = 1;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x24:
+                    mc = 2;
+                    nc = 4;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x23:
+                    mc = 2;
+                    nc = 3;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x22:
+                    mc = 2;
+                    nc = 2;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x21:
+                    mc = 2;
+                    nc = 1;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x14:
+                    mc = 1;
+                    nc = 4;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x13:
+                    mc = 1;
+                    nc = 3;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x12:
+                    mc = 1;
+                    nc = 2;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                case 0x11:
+                    mc = 1;
+                    nc = 1;
+                    gemm_small(m0, m, n0, n, mc, nc);
+                    break;
+                default:
+                    return;
+            }
+        }
+        mp = m0 + (m - m0) / mc * mc;
+        np = n0 + (n - n0) / nc * nc;
+        mnpack(mp, m, n0, np);
+        mnpack(m0, m, np, n);
+    }
+
+     void gemm_small(int64_t m0, int64_t m, int64_t n0, int64_t n, int RM, int RN) {
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * RN;
+            vec_t vec_C[4];
+            acc_t acc_0;
+            __builtin_mma_xxsetaccz(&acc_0);
+            vec_t vec_A[4] {0}, vec_B[4] = {0};
+            for (int l=0; l<k; l+=4) {
+                /* 'GEMV Forwarding' concept is used in first two conditional loops.
+                 * when one of the matrix has a single row/column, the elements are
+                 * broadcasted, instead of using packing routine to prepack the
+                 * matrix elements.
+                 */
+                if (RM == 1) {
+                    TA* a = const_cast<TA*>(A+(ii)*lda+l);
+                    packTranspose<vector float>(B+(jj*ldb)+l, ldb, RN, 4, (TA*)vec_B);
+                    vec_A[0] = (vec_t)vec_xl(0,a);
+                    vec_A[1] = (vec_t)vec_splats(*((TA*)&vec_A+1));
+                    vec_A[2] = (vec_t)vec_splats(*((TA*)&vec_A+2));
+                    vec_A[3] = (vec_t)vec_splats(*((TA*)&vec_A+3));
+                } else if (RN == 1) {
+                    packTranspose<vector float>(A+(ii*lda)+l, lda, RM, 4, (TA*)vec_A);
+                    TB* b = const_cast<TB*>(B+(jj)*ldb+l);
+                    vec_B[0] = (vec_t)vec_xl(0,b);
+                    vec_B[1] = (vec_t)vec_splats(*((TB*)&vec_B+1));
+                    vec_B[2] = (vec_t)vec_splats(*((TB*)&vec_B+2));
+                    vec_B[3] = (vec_t)vec_splats(*((TB*)&vec_B+3));
+                } else {
+                    packTranspose<vector float>(A+(ii*lda)+l, lda, RM, 4, (TA*)vec_A);
+                    packTranspose<vector float>(B+(jj*ldb)+l, ldb, RN, 4, (TA*)vec_B);
+                }
+                __builtin_mma_xvf32gerpp(&acc_0, vec_A[0], vec_B[0]);
+                __builtin_mma_xvf32gerpp(&acc_0, vec_A[1], vec_B[1]);
+                __builtin_mma_xvf32gerpp(&acc_0, vec_A[2], vec_B[2]);
+                __builtin_mma_xvf32gerpp(&acc_0, vec_A[3], vec_B[3]);
+            }
+            __builtin_mma_disassemble_acc(vec_C, &acc_0);
+            for (int I = 0; I < RM; I++) {
+                for (int J = 0; J < RN; J++) {
+                    *((TC*)(C+ii+((jj+J)*ldc)+I)) = *((TC*)&vec_C[I]+J);
+                }
+            }
+       }
+    }
+
+    template <int RM, int RN>
+    NOINLINE void gemm(int64_t m0, int64_t m, int64_t n0, int64_t n) {
+        int64_t ytiles = (m - m0) / RM;
+        int64_t xtiles = (n - n0) / RN;
+        int64_t tiles = xtiles * ytiles;
+        int64_t duty = (tiles + nth - 1) / nth;
+        int64_t start = duty * ith;
+        int64_t end = start + duty;
+        if (RM == 4 && RN == 4) {
+            kernel = &tinyBLAS_PPC::KERNEL_4x4;
+        } else if (RM == 4 && RN == 8) {
+            kernel = &tinyBLAS_PPC::KERNEL_4x8;
+        } else if (RM == 8 && RN == 4) {
+            kernel = &tinyBLAS_PPC::KERNEL_8x4;
+        } else if (RM == 8 && RN == 8) {
+            kernel = &tinyBLAS_PPC::KERNEL_8x8;
+        }
+        if (end > tiles)
+            end = tiles;
+        for (int64_t job = start; job < end; ++job) {
+            int64_t ii = m0 + job / xtiles * RM;
+            int64_t jj = n0 + job % xtiles * RN;
+            (this->*kernel)(ii, jj);
+        }
+    }
+
+    const TA *const A;
+    const TB *const B;
+    TC *C;
+    TA *At;
+    TB *Bt;
+    const int64_t k;
+    const int64_t lda;
+    const int64_t ldb;
+    const int64_t ldc;
+    const int ith;
+    const int nth;
+};
+#endif
+} // namespace
+
+/**
+ * Performs optimized matrix multiplication on CPU.
+ *
+ * This subroutine may compute C = Aᵀ * B with column major ordering.
+ * Despite its name, this isn't a generalized implementation. Work is
+ * only performed when a handwritten kernel is written and available.
+ * Otherwise the caller should fall back to a general matmul routine.
+ *
+ * For example, for single-threaded single-precision GEMM you can say
+ *
+ *     llamafile_sgemm(m, n, k, A, lda, B, ldb, C, ldc,
+ *                     0, 1,
+ *                     GGML_TYPE_F32, GGML_TYPE_F32, GGML_TYPE_F32);
+ *
+ * @param m is rows in `A` and `C`
+ * @param n is cols in `B` and `C`
+ * @param k is cols in `A` and rows in `B`
+ * @param A is first input matrix (always transposed)
+ * @param lda is row stride of `A`
+ * @param B is second input matrix (never transposed)
+ * @param ldb is row stride of `B`
+ * @param C is input/output array of output matrices
+ * @param ldc is row stride of `C`
+ * @param ith is thread id (must be less than `nth`)
+ * @param nth is number of threads (must be greater than zero)
+ * @param Atype is GGML data type of `A`
+ * @param Btype is GGML data type of `B`
+ * @param Ctype is GGML data type of `C`
+ * @return true if this function was able to service the matmul request
+ */
+bool llamafile_sgemm(const struct ggml_compute_params * params, int64_t m, int64_t n, int64_t k,
+                     const void *A, int64_t lda, const void *B, int64_t ldb, void *C,
+                     int64_t ldc, int Atype, int Btype, int Ctype) {
+
+    assert(m >= 0);
+    assert(n >= 0);
+    assert(k >= 0);
+    assert(lda >= k);
+    assert(ldb >= k);
+    assert(ldc >= m);
+    assert(params->nth > 0);
+    assert(params->ith < params->nth);
+
+    // only enable sgemm for prompt processing
+#if !defined(__MMA__)
+    if (n < 2)
+        return false;
+#endif
+
+    if (Ctype != GGML_TYPE_F32)
+        return false;
+
+    switch (Atype) {
+
+    case GGML_TYPE_F32: {
+        if (Btype != GGML_TYPE_F32)
+            return false;
+#if defined(__AVX512F__)
+        tinyBLAS<16, __m512, __m512, float, float, float> tb{ params,
+            k, (const float *)A, lda,
+            (const float *)B, ldb,
+            (float *)C, ldc};
+        return tb.matmul(m, n);
+#elif defined(__AVX__) || defined(__AVX2__)
+        tinyBLAS<8, __m256, __m256, float, float, float> tb{ params,
+            k, (const float *)A, lda,
+            (const float *)B, ldb,
+            (float *)C, ldc};
+        return tb.matmul(m, n);
+#elif defined(__ARM_NEON)
+        if (n < 4)
+            return false;
+        tinyBLAS<4, float32x4_t, float32x4_t, float, float, float> tb{ params,
+            k, (const float *)A, lda,
+            (const float *)B, ldb,
+            (float *)C, ldc};
+        return tb.matmul(m, n);
+#elif defined(__MMA__)
+        if (k % 8)
+            return false;
+        tinyBLAS_PPC<float, float, float> tb{
+            k, (const float *)A, lda,
+            (const float *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+#else
+        return false;
+#endif
+    }
+
+    case GGML_TYPE_BF16: {
+#if defined(__AVX512BF16__)
+        if (Btype == GGML_TYPE_BF16) {
+            tinyBLAS<32, __m512, __m512bh, ggml_bf16_t, ggml_bf16_t, float> tb{ params, k,
+                (const ggml_bf16_t *)A, lda,
+                (const ggml_bf16_t *)B, ldb,
+                (float *)C, ldc};
+            return tb.matmul(m, n);
+        }
+#elif defined(__AVX512F__)
+        if (Btype == GGML_TYPE_BF16) {
+            tinyBLAS<16, __m512, __m512, ggml_bf16_t, ggml_bf16_t, float> tb{ params, k,
+                (const ggml_bf16_t *)A, lda,
+                (const ggml_bf16_t *)B, ldb,
+                (float *)C, ldc};
+            return tb.matmul(m, n);
+        }
+#elif defined(__AVX2__)
+        if (Btype == GGML_TYPE_BF16) {
+            tinyBLAS<8, __m256, __m256, ggml_bf16_t, ggml_bf16_t, float> tb{ params, k,
+                (const ggml_bf16_t *)A, lda,
+                (const ggml_bf16_t *)B, ldb,
+                (float *)C, ldc};
+            return tb.matmul(m, n);
+        }
+#elif defined(__MMA__)
+        if ((k % 8))
+                return false;
+        if(Btype == GGML_TYPE_BF16) {
+           tinyBLAS_BF16_PPC<ggml_bf16_t, ggml_bf16_t, float> tb{ k,
+            (const ggml_bf16_t *)A, lda,
+            (const ggml_bf16_t *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+        }
+#endif
+        return false;
+    }
+
+    case GGML_TYPE_F16: {
+#if defined(__AVX512F__)
+        if (Btype == GGML_TYPE_F16) {
+            tinyBLAS<16, __m512, __m512, ggml_fp16_t, ggml_fp16_t, float> tb{ params, k,
+                (const ggml_fp16_t *)A, lda,
+                (const ggml_fp16_t *)B, ldb,
+                (float *)C, ldc};
+            return tb.matmul(m, n);
+        }
+#elif (defined(__AVX__) || defined(__AVX2__)) && defined(__F16C__)
+        if (Btype == GGML_TYPE_F16) {
+            tinyBLAS<8, __m256, __m256, ggml_fp16_t, ggml_fp16_t, float> tb{ params, k,
+                (const ggml_fp16_t *)A, lda,
+                (const ggml_fp16_t *)B, ldb,
+                (float *)C, ldc};
+            return tb.matmul(m, n);
+        }
+#elif defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && !defined(_MSC_VER)
+        if (n < 8)
+            return false;
+        if (Btype == GGML_TYPE_F16) {
+            tinyBLAS<8, float16x8_t, float16x8_t, ggml_fp16_t, ggml_fp16_t, float> tb{ params,
+                k, (const ggml_fp16_t *)A, lda,
+                (const ggml_fp16_t *)B, ldb,
+                (float *)C, ldc};
+            return tb.matmul(m, n);
+        }
+#elif defined(__ARM_NEON) && !defined(_MSC_VER)
+        if (Btype == GGML_TYPE_F32) {
+            tinyBLAS<4, float32x4_t, float32x4_t, ggml_fp16_t, float, float> tb{ params,
+                k, (const ggml_fp16_t *)A, lda,
+                (const float *)B, ldb,
+                (float *)C, ldc};
+            return tb.matmul(m, n);
+        }
+#endif
+        return false;
+    }
+
+    case GGML_TYPE_Q8_0: {
+        if (Btype != GGML_TYPE_Q8_0)
+           return false;
+#if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
+        tinyBLAS_Q0_AVX<block_q8_0, block_q8_0, float> tb{
+            k, (const block_q8_0 *)A, lda,
+            (const block_q8_0 *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+#elif defined(__ARM_FEATURE_DOTPROD)
+        tinyBLAS_Q0_ARM<block_q8_0> tb{
+            k, (const block_q8_0 *)A, lda,
+            (const block_q8_0 *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+#elif defined(__MMA__)
+    //TO-DO: Remove this condition once gemv forwarding is enabled.
+        if (n < 8 && n != 4)
+           return false;
+        if (m < 8 && m != 4)
+           return false;
+        tinyBLAS_Q0_PPC<block_q8_0, block_q8_0, float> tb{
+            k, (const block_q8_0 *)A, lda,
+            (const block_q8_0 *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+#else
+        return false;
+#endif
+    }
+
+    case GGML_TYPE_Q4_0: {
+        if (Btype != GGML_TYPE_Q8_0)
+            return false;
+#if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
+        tinyBLAS_Q0_AVX<block_q4_0, block_q8_0, float> tb{
+            k, (const block_q4_0 *)A, lda,
+            (const block_q8_0 *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+#elif defined(__ARM_FEATURE_DOTPROD)
+        tinyBLAS_Q0_ARM<block_q4_0> tb{
+            k, (const block_q4_0 *)A, lda,
+            (const block_q8_0 *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+#elif defined(__MMA__)
+    //TO-DO: Remove this condition once gemv forwarding is enabled.
+        if (n < 8 && n != 4)
+           return false;
+        if (m < 8 && m != 4)
+           return false;
+        tinyBLAS_Q0_PPC<block_q4_0, block_q8_0, float> tb{
+            k, (const block_q4_0 *)A, lda,
+            (const block_q8_0 *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+#else
+        return false;
+#endif
+    }
+
+    case GGML_TYPE_Q5_0: {
+        if (Btype != GGML_TYPE_Q8_0)
+            return false;
+#if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
+        tinyBLAS_Q0_AVX<block_q5_0, block_q8_0, float> tb{
+            k, (const block_q5_0 *)A, lda,
+            (const block_q8_0 *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+#else
+        return false;
+#endif
+    }
+
+    case GGML_TYPE_IQ4_NL: {
+        if (Btype != GGML_TYPE_Q8_0)
+            return false;
+#if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
+        tinyBLAS_Q0_AVX<block_iq4_nl, block_q8_0, float> tb{
+            k, (const block_iq4_nl *)A, lda,
+            (const block_q8_0 *)B, ldb,
+            (float *)C, ldc,
+            params->ith, params->nth};
+        tb.matmul(m, n);
+        return true;
+#else
+        return false;
+#endif
+    }
+
+    default:
+        return false;
+    }
+
+    (void)params;
+    (void)m;
+    (void)n;
+    (void)k;
+    (void)A;
+    (void)lda;
+    (void)B;
+    (void)ldb;
+    (void)C;
+    (void)ldc;
+    (void)Atype;
+    (void)Btype;
+    (void)Ctype;
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/llamafile/sgemm.h b/ml/backend/ggml/ggml/src/ggml-cpu/llamafile/sgemm.h
new file mode 100644
index 0000000..3d29095
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/llamafile/sgemm.h
@@ -0,0 +1,14 @@
+#pragma once
+#include <stdint.h>
+#include <stdbool.h>
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+bool llamafile_sgemm(const struct ggml_compute_params * params, int64_t, int64_t, int64_t,
+                     const void *, int64_t, const void *, int64_t, void *, int64_t,
+                     int, int, int);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ops.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/ops.cpp
new file mode 100644
index 0000000..654e2f2
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ops.cpp
@@ -0,0 +1,8839 @@
+#include "ops.h"
+
+#include "ggml-cpu.h"
+#include "ggml-impl.h"
+#include "binary-ops.h"
+#include "unary-ops.h"
+#include "vec.h"
+
+#include <float.h>
+
+// ggml_compute_forward_dup
+
+static void ggml_compute_forward_dup_same_cont(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_nelements(dst) == ggml_nelements(src0));
+    GGML_ASSERT(ggml_is_contiguous(dst) && ggml_is_contiguous(src0));
+    GGML_ASSERT(src0->type == dst->type);
+
+    const size_t nb0 = ggml_type_size(src0->type);
+
+    const int ith = params->ith; // thread index
+    const int nth = params->nth; // number of threads
+
+    // parallelize by blocks
+    const int nk = ggml_nelements(src0)/ggml_blck_size(src0->type);
+    const int dr = (nk + nth - 1) / nth;
+    const int k0 = dr * ith;
+    const int k1 = MIN(k0 + dr, nk);
+
+    if (k0 < k1) {
+        memcpy(
+            ((char *)  dst->data + k0*nb0),
+            ((char *) src0->data + k0*nb0),
+            (k1 - k0) * nb0);
+    }
+}
+
+static void ggml_compute_forward_dup_f16(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_nelements(dst) == ggml_nelements(src0));
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    const int ith = params->ith; // thread index
+    const int nth = params->nth; // number of threads
+
+    // parallelize by rows
+    const int nr = ne01;
+    // number of rows per thread
+    const int dr = (nr + nth - 1) / nth;
+    // row range for this thread
+    const int ir0 = dr * ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    if (src0->type == dst->type &&
+        ne00 == ne0 &&
+        nb00 == ggml_type_size(src0->type) && nb0 == ggml_type_size(dst->type)) {
+        // copy by rows
+        const size_t rs = ne00*nb00;
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    memcpy(
+                        ((char *)  dst->data + i01*nb1  + i02*nb2  + i03*nb3),
+                        ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03),
+                        rs);
+                }
+            }
+        }
+        return;
+    }
+
+    // TODO: add more special-case implementations for tensor shapes/strides that can benefit from memcpy
+
+    if (ggml_is_contiguous(dst)) {
+        if (nb00 == sizeof(ggml_fp16_t)) {
+            if (dst->type == GGML_TYPE_F16) {
+                size_t id = 0;
+                const size_t rs = ne00 * nb00;
+                char * dst_ptr = (char *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += rs * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            const char * src0_ptr = (char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03;
+                            memcpy(dst_ptr + id, src0_ptr, rs);
+                            id += rs;
+                        }
+                        id += rs * (ne01 - ir1);
+                    }
+                }
+            } else if (dst->type == GGML_TYPE_F32) {
+                size_t id = 0;
+                float * dst_ptr = (float *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            const ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                dst_ptr[id] = GGML_FP16_TO_FP32(src0_ptr[i00]);
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else if (ggml_get_type_traits_cpu(dst->type)->from_float) {
+                ggml_from_float_t const quantize_row_q = ggml_get_type_traits_cpu(dst->type)->from_float;
+                float * src0_f32 = (float *) params->wdata + (ne00 + CACHE_LINE_SIZE_F32) * ith;
+
+                size_t id = 0;
+                size_t rs = nb0 * (ne00 / ggml_blck_size(dst->type));
+                char * dst_ptr = (char *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += rs * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            const ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                src0_f32[i00] = GGML_FP16_TO_FP32(src0_ptr[i00]);
+                            }
+
+                            quantize_row_q(src0_f32, dst_ptr + id, ne00);
+                            id += rs;
+                        }
+                        id += rs * (ne01 - ir1);
+                    }
+                }
+            } else {
+                GGML_ABORT("fatal error"); // TODO: implement
+            }
+        } else {
+            //printf("%s: this is not optimal - fix me\n", __func__);
+
+            if (dst->type == GGML_TYPE_F32) {
+                size_t id = 0;
+                float * dst_ptr = (float *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                const ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+
+                                dst_ptr[id] = GGML_FP16_TO_FP32(*src0_ptr);
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else if (dst->type == GGML_TYPE_F16) {
+                size_t id = 0;
+                ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                const ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+
+                                dst_ptr[id] = *src0_ptr;
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else {
+                GGML_ABORT("fatal error"); // TODO: implement
+            }
+        }
+        return;
+    }
+
+    // dst counters
+    int64_t i10 = 0;
+    int64_t i11 = 0;
+    int64_t i12 = 0;
+    int64_t i13 = 0;
+
+    if (dst->type == GGML_TYPE_F16) {
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                i10 += ne00 * ir0;
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                              char * dst_ptr  = ((char *)  dst->data + i10*nb0  + i11*nb1  + i12*nb2  + i13*nb3);
+
+                        memcpy(dst_ptr, src0_ptr, sizeof(ggml_fp16_t));
+
+                        if (++i10 == ne00) {
+                            i10 = 0;
+                            if (++i11 == ne01) {
+                                i11 = 0;
+                                if (++i12 == ne02) {
+                                    i12 = 0;
+                                    if (++i13 == ne03) {
+                                        i13 = 0;
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+                i10 += ne00 * (ne01 - ir1);
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    } else if (dst->type == GGML_TYPE_F32) {
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                i10 += ne00 * ir0;
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                              char * dst_ptr  = ((char *)  dst->data + i10*nb0  + i11*nb1  + i12*nb2  + i13*nb3);
+
+                        *(float *) dst_ptr = GGML_FP16_TO_FP32(*(const ggml_fp16_t *) src0_ptr);
+
+                        if (++i10 == ne0) {
+                            i10 = 0;
+                            if (++i11 == ne1) {
+                                i11 = 0;
+                                if (++i12 == ne2) {
+                                    i12 = 0;
+                                    if (++i13 == ne3) {
+                                        i13 = 0;
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+                i10 += ne00 * (ne01 - ir1);
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    } else {
+        GGML_ABORT("fatal error"); // TODO: implement
+    }
+}
+
+static void ggml_compute_forward_dup_bf16(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_nelements(dst) == ggml_nelements(src0));
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    const int ith = params->ith; // thread index
+    const int nth = params->nth; // number of threads
+
+    // parallelize by rows
+    const int nr = ne01;
+    // number of rows per thread
+    const int dr = (nr + nth - 1) / nth;
+    // row range for this thread
+    const int ir0 = dr * ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    if (src0->type == dst->type &&
+        ne00 == ne0 &&
+        nb00 == ggml_type_size(src0->type) && nb0 == ggml_type_size(dst->type)) {
+        // copy by rows
+        const size_t rs = ne00*nb00;
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    memcpy(
+                        ((char *)  dst->data + i01*nb1  + i02*nb2  + i03*nb3),
+                        ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03),
+                        rs);
+                }
+            }
+        }
+        return;
+    }
+
+    // TODO: add more special-case implementations for tensor shapes/strides that can benefit from memcpy
+
+    if (ggml_is_contiguous(dst)) {
+        if (nb00 == sizeof(ggml_bf16_t)) {
+            if (dst->type == GGML_TYPE_BF16) {
+                size_t id = 0;
+                const size_t rs = ne00 * nb00;
+                char * dst_ptr = (char *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += rs * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            const char * src0_ptr = (char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03;
+                            memcpy(dst_ptr + id, src0_ptr, rs);
+                            id += rs;
+                        }
+                        id += rs * (ne01 - ir1);
+                    }
+                }
+            } else if (dst->type == GGML_TYPE_F16) {
+                size_t id = 0;
+                ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                dst_ptr[id] = GGML_FP32_TO_FP16(GGML_BF16_TO_FP32(src0_ptr[i00]));
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else if (dst->type == GGML_TYPE_F32) {
+                size_t id = 0;
+                float * dst_ptr = (float *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                dst_ptr[id] = GGML_BF16_TO_FP32(src0_ptr[i00]);
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else if (ggml_get_type_traits_cpu(dst->type)->from_float) {
+                ggml_from_float_t const quantize_row_q = ggml_get_type_traits_cpu(dst->type)->from_float;
+                float * src0_f32 = (float *) params->wdata + (ne00 + CACHE_LINE_SIZE_F32) * ith;
+
+                size_t id = 0;
+                size_t rs = nb0 * (ne00 / ggml_blck_size(dst->type));
+                char * dst_ptr = (char *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += rs * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                src0_f32[i00] = GGML_BF16_TO_FP32(src0_ptr[i00]);
+                            }
+
+                            quantize_row_q(src0_f32, dst_ptr + id, ne00);
+                            id += rs;
+                        }
+                        id += rs * (ne01 - ir1);
+                    }
+                }
+            } else {
+                GGML_ABORT("fatal error"); // TODO: implement
+            }
+        } else {
+            //printf("%s: this is not optimal - fix me\n", __func__);
+
+            if (dst->type == GGML_TYPE_F32) {
+                size_t id = 0;
+                float * dst_ptr = (float *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+
+                                dst_ptr[id] = GGML_BF16_TO_FP32(*src0_ptr);
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else if (dst->type == GGML_TYPE_BF16) {
+                size_t id = 0;
+                ggml_bf16_t * dst_ptr = (ggml_bf16_t *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+
+                                dst_ptr[id] = *src0_ptr;
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else if (dst->type == GGML_TYPE_F16) {
+                size_t id = 0;
+                ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                const ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+
+                                dst_ptr[id] = GGML_FP32_TO_FP16(GGML_BF16_TO_FP32(*src0_ptr));
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else {
+                GGML_ABORT("fatal error"); // TODO: implement
+            }
+        }
+        return;
+    }
+
+    // dst counters
+    int64_t i10 = 0;
+    int64_t i11 = 0;
+    int64_t i12 = 0;
+    int64_t i13 = 0;
+
+    if (dst->type == GGML_TYPE_BF16) {
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                i10 += ne00 * ir0;
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                              char * dst_ptr  = ((char *)  dst->data + i10*nb0  + i11*nb1  + i12*nb2  + i13*nb3);
+
+                        memcpy(dst_ptr, src0_ptr, sizeof(ggml_bf16_t));
+
+                        if (++i10 == ne00) {
+                            i10 = 0;
+                            if (++i11 == ne01) {
+                                i11 = 0;
+                                if (++i12 == ne02) {
+                                    i12 = 0;
+                                    if (++i13 == ne03) {
+                                        i13 = 0;
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+                i10 += ne00 * (ne01 - ir1);
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    } else if (dst->type == GGML_TYPE_F16) {
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                i10 += ne00 * ir0;
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                              char * dst_ptr  = ((char *)  dst->data + i10*nb0  + i11*nb1  + i12*nb2  + i13*nb3);
+
+                        *(ggml_fp16_t *) dst_ptr = GGML_FP32_TO_FP16(GGML_BF16_TO_FP32(*(const ggml_bf16_t *) src0_ptr));
+
+                        if (++i10 == ne0) {
+                            i10 = 0;
+                            if (++i11 == ne1) {
+                                i11 = 0;
+                                if (++i12 == ne2) {
+                                    i12 = 0;
+                                    if (++i13 == ne3) {
+                                        i13 = 0;
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+                i10 += ne00 * (ne01 - ir1);
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    } else if (dst->type == GGML_TYPE_F32) {
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                i10 += ne00 * ir0;
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                              char * dst_ptr  = ((char *)  dst->data + i10*nb0  + i11*nb1  + i12*nb2  + i13*nb3);
+
+                        *(float *) dst_ptr = GGML_BF16_TO_FP32(*(const ggml_bf16_t *) src0_ptr);
+
+                        if (++i10 == ne0) {
+                            i10 = 0;
+                            if (++i11 == ne1) {
+                                i11 = 0;
+                                if (++i12 == ne2) {
+                                    i12 = 0;
+                                    if (++i13 == ne3) {
+                                        i13 = 0;
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+                i10 += ne00 * (ne01 - ir1);
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    } else {
+        GGML_ABORT("fatal error"); // TODO: implement
+    }
+}
+
+static void ggml_compute_forward_dup_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_nelements(dst) == ggml_nelements(src0));
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    const int ith = params->ith; // thread index
+    const int nth = params->nth; // number of threads
+
+    // parallelize by rows
+    const int nr = ne01;
+    // number of rows per thread
+    const int dr = (nr + nth - 1) / nth;
+    // row range for this thread
+    const int ir0 = dr * ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    if (src0->type == dst->type &&
+        ne00 == ne0 &&
+        nb00 == ggml_type_size(src0->type) && nb0 == ggml_type_size(dst->type)) {
+        // copy by rows
+        const size_t rs = ne00*nb00;
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    memcpy(
+                        ((char *)  dst->data + i01*nb1  + i02*nb2  + i03*nb3),
+                        ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03),
+                        rs);
+                }
+            }
+        }
+        return;
+    }
+
+    if (ggml_is_contiguous(dst)) {
+        // TODO: simplify
+        if (nb00 == sizeof(float)) {
+            if (dst->type == GGML_TYPE_F32) {
+                size_t id = 0;
+                const size_t rs = ne00 * nb00;
+                char * dst_ptr = (char *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += rs * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            const char * src0_ptr = (char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03;
+                            memcpy(dst_ptr + id, src0_ptr, rs);
+                            id += rs;
+                        }
+                        id += rs * (ne01 - ir1);
+                    }
+                }
+            } else if (ggml_get_type_traits_cpu(dst->type)->from_float) {
+                ggml_from_float_t const quantize_row_q = ggml_get_type_traits_cpu(dst->type)->from_float;
+
+                size_t id = 0;
+                size_t rs = nb0 * (ne00 / ggml_blck_size(dst->type));
+                char * dst_ptr = (char *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += rs * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            const float * src0_ptr = (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+                            quantize_row_q(src0_ptr, dst_ptr + id, ne00);
+                            id += rs;
+                        }
+                        id += rs * (ne01 - ir1);
+                    }
+                }
+            } else {
+                GGML_ABORT("fatal error"); // TODO: implement
+            }
+        } else {
+            //printf("%s: this is not optimal - fix me\n", __func__);
+
+            if (dst->type == GGML_TYPE_F32) {
+                size_t id = 0;
+                float * dst_ptr = (float *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                const float * src0_ptr = (float *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+
+                                dst_ptr[id] = *src0_ptr;
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else if (dst->type == GGML_TYPE_F16) {
+                size_t id = 0;
+                ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                const float * src0_ptr = (float *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+
+                                dst_ptr[id] = GGML_FP32_TO_FP16(*src0_ptr);
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else if (dst->type == GGML_TYPE_BF16) {
+                size_t id = 0;
+                ggml_bf16_t * dst_ptr = (ggml_bf16_t *) dst->data;
+
+                for (int i03 = 0; i03 < ne03; i03++) {
+                    for (int i02 = 0; i02 < ne02; i02++) {
+                        id += ne00 * ir0;
+                        for (int i01 = ir0; i01 < ir1; i01++) {
+                            for (int i00 = 0; i00 < ne00; i00++) {
+                                const float * src0_ptr = (float *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+
+                                dst_ptr[id] = GGML_FP32_TO_BF16(*src0_ptr);
+                                id++;
+                            }
+                        }
+                        id += ne00 * (ne01 - ir1);
+                    }
+                }
+            } else {
+                GGML_ABORT("fatal error"); // TODO: implement
+            }
+        }
+
+        return;
+    }
+
+    // dst counters
+
+    int64_t i10 = 0;
+    int64_t i11 = 0;
+    int64_t i12 = 0;
+    int64_t i13 = 0;
+
+    if (dst->type == GGML_TYPE_F32) {
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                i10 += ne00 * ir0;
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                              char * dst_ptr  = ((char *)  dst->data + i10*nb0  + i11*nb1  + i12*nb2  + i13*nb3);
+
+                        memcpy(dst_ptr, src0_ptr, sizeof(float));
+
+                        if (++i10 == ne0) {
+                            i10 = 0;
+                            if (++i11 == ne1) {
+                                i11 = 0;
+                                if (++i12 == ne2) {
+                                    i12 = 0;
+                                    if (++i13 == ne3) {
+                                        i13 = 0;
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+                i10 += ne00 * (ne01 - ir1);
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    } else if (dst->type == GGML_TYPE_F16) {
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                i10 += ne00 * ir0;
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                              char * dst_ptr  = ((char *)  dst->data + i10*nb0  + i11*nb1  + i12*nb2  + i13*nb3);
+
+                        *(ggml_fp16_t *) dst_ptr = GGML_FP32_TO_FP16(*(const float *) src0_ptr);
+
+                        if (++i10 == ne0) {
+                            i10 = 0;
+                            if (++i11 == ne1) {
+                                i11 = 0;
+                                if (++i12 == ne2) {
+                                    i12 = 0;
+                                    if (++i13 == ne3) {
+                                        i13 = 0;
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+                i10 += ne00 * (ne01 - ir1);
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    } else if (dst->type == GGML_TYPE_BF16) {
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                i10 += ne00 * ir0;
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        const char * src0_ptr = ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                              char * dst_ptr  = ((char *)  dst->data + i10*nb0  + i11*nb1  + i12*nb2  + i13*nb3);
+
+                        *(ggml_bf16_t *) dst_ptr = GGML_FP32_TO_BF16(*(const float *) src0_ptr);
+
+                        if (++i10 == ne0) {
+                            i10 = 0;
+                            if (++i11 == ne1) {
+                                i11 = 0;
+                                if (++i12 == ne2) {
+                                    i12 = 0;
+                                    if (++i13 == ne3) {
+                                        i13 = 0;
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+                i10 += ne00 * (ne01 - ir1);
+                while (i10 >= ne0) {
+                    i10 -= ne0;
+                    if (++i11 == ne1) {
+                        i11 = 0;
+                        if (++i12 == ne2) {
+                            i12 = 0;
+                            if (++i13 == ne3) {
+                                i13 = 0;
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    } else {
+        GGML_ABORT("fatal error"); // TODO: implement
+    }
+}
+
+// A simplified version of ggml_compute_forward_dup that doesn't do float upcasting, and just plain old memcpy.
+static void ggml_compute_forward_dup_bytes(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_nelements(dst) == ggml_nelements(src0));
+    GGML_ASSERT(src0->type == dst->type);
+
+    GGML_TENSOR_UNARY_OP_LOCALS;
+
+    if (ggml_is_contiguous(src0) && ggml_is_contiguous(dst)) {
+        ggml_compute_forward_dup_same_cont(params, dst);
+        return;
+    }
+
+    const size_t type_size = ggml_type_size(src0->type);
+
+    const int ith = params->ith; // thread index
+    const int nth = params->nth; // number of threads
+
+    // parallelize by rows
+    const int nr = ne01;
+    // number of rows per thread
+    const int dr = (nr + nth - 1) / nth;
+    // row range for this thread
+    const int ir0 = dr * ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    if (src0->type == dst->type &&
+        ggml_are_same_shape(src0, dst) &&
+        nb00 == type_size && nb0 == type_size) {
+        // copy by rows
+        const size_t rs = ggml_row_size(src0->type, ne00);
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                    memcpy(
+                        ((char *)  dst->data + i01*nb1  + i02*nb2  + i03*nb3),
+                        ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03),
+                        rs);
+                }
+            }
+        }
+        return;
+    }
+
+    if (ggml_is_contiguous(dst)) {
+        size_t id = 0;
+        char * dst_ptr = (char *) dst->data;
+        const size_t rs = ne00 * type_size;
+
+        if (nb00 == type_size) {
+            // src0 is contigous on first dimension, copy by rows
+            for (int64_t i03 = 0; i03 < ne03; i03++) {
+                for (int64_t i02 = 0; i02 < ne02; i02++) {
+                    id += rs * ir0;
+                    for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                        const char * src0_ptr = (char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03;
+                        memcpy(dst_ptr + id, src0_ptr, rs);
+                        id += rs;
+                    }
+                    id += rs * (ne01 - ir1);
+                }
+            }
+        } else {
+            //printf("%s: this is not optimal - fix me\n", __func__);
+
+            for (int64_t i03 = 0; i03 < ne03; i03++) {
+                for (int64_t i02 = 0; i02 < ne02; i02++) {
+                    id += rs * ir0;
+                    for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                        for (int64_t i00 = 0; i00 < ne00; i00++) {
+                            const char * src0_ptr = (char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03;
+                            memcpy(dst_ptr + id, src0_ptr, type_size);
+
+                            id += type_size;
+                        }
+                    }
+                    id += rs * (ne01 - ir1);
+                }
+            }
+        }
+
+        return;
+    }
+
+    // dst counters
+    int64_t k10 = 0;
+    int64_t i11 = 0;
+    int64_t i12 = 0;
+    int64_t i13 = 0;
+
+    // number of blocks in a row
+    const int64_t nk00 = ne00 / ggml_blck_size(src0->type);
+    const int64_t nk0  = ne0  / ggml_blck_size(dst->type);
+
+    for (int64_t i03 = 0; i03 < ne03; i03++) {
+        for (int64_t i02 = 0; i02 < ne02; i02++) {
+            k10 += nk00 * ir0;
+            while (k10 >= nk0) {
+                k10 -= nk0;
+                if (++i11 == ne1) {
+                    i11 = 0;
+                    if (++i12 == ne2) {
+                        i12 = 0;
+                        if (++i13 == ne3) {
+                            i13 = 0;
+                        }
+                    }
+                }
+            }
+            for (int64_t i01 = ir0; i01 < ir1; i01++) {
+                for (int64_t k00 = 0; k00 < nk00; k00++) {
+                    const char * src0_ptr = ((char *) src0->data + k00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                          char * dst_ptr  = ((char *)  dst->data + k10*nb0  + i11*nb1  + i12*nb2  + i13*nb3);
+
+                    memcpy(dst_ptr, src0_ptr, type_size);
+
+                    if (++k10 == nk0) {
+                        k10 = 0;
+                        if (++i11 == ne1) {
+                            i11 = 0;
+                            if (++i12 == ne2) {
+                                i12 = 0;
+                                if (++i13 == ne3) {
+                                    i13 = 0;
+                                }
+                            }
+                        }
+                    }
+                }
+            }
+            k10 += nk00 * (ne01 - ir1);
+            while (k10 >= nk0) {
+                k10 -= nk0;
+                if (++i11 == ne1) {
+                    i11 = 0;
+                    if (++i12 == ne2) {
+                        i12 = 0;
+                        if (++i13 == ne3) {
+                            i13 = 0;
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_dup_q(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const ggml_type type = src0->type;
+    ggml_to_float_t const dequantize_row_q = ggml_get_type_traits(type)->to_float;
+
+    size_t qk = ggml_blck_size(type);
+    const int64_t nr = ggml_nelements(src1) / qk;
+
+    // destination must be contiguous in the first dimension
+    GGML_ASSERT(nb10 == ggml_type_size(dst->type));
+    // must either have first dimension large enough to hold a row, or fully contiguous
+    GGML_ASSERT((ne10 % qk) == 0 || ggml_is_contiguous(dst));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int64_t ir = ir0; ir < ir1; ++ir) {
+
+        uint32_t i = ir * qk;
+
+        const int64_t i03 = i/(ne00 * ne01 * ne02);
+        const int64_t i02 = (i - i03*ne00*ne01*ne02 )/ (ne00*ne01);
+        const int64_t i01 = (i - i03*ne00*ne01*ne02  -  i02*ne01*ne00) / ne00;
+        const int64_t i00 = i - i03*ne00*ne01*ne02 - i02*ne01*ne00 - i01*ne00;
+        const int64_t x_offset = (i00/qk)*nb00 + i01*nb01 + i02*nb02 + i03 * nb03;
+
+        const int64_t i13 = i/(ne10 * ne11 * ne12);
+        const int64_t i12 = (i - i13*ne10*ne11*ne12) / (ne10*ne11);
+        const int64_t i11 = (i - i13*ne10*ne11*ne12 - i12*ne10*ne11) / ne10;
+        const int64_t i10 = i - i13*ne10*ne11*ne12 - i12*ne10*ne11 - i11*ne10;
+        const int64_t dst_offset = i10*nb10 + i11*nb11 + i12*nb12 + i13*nb13;
+
+        dequantize_row_q(
+                (const void *) ((char *) src0->data + x_offset),
+                     (float *) ((char *)  dst->data + dst_offset), qk);
+    }
+}
+
+void ggml_compute_forward_dup(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (src0->type == dst->type) {
+        ggml_compute_forward_dup_bytes(params, dst);
+        return;
+    }
+
+    switch (src0->type) {
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_dup_f16(params, dst);
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                ggml_compute_forward_dup_bf16(params, dst);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_dup_f32(params, dst);
+            } break;
+        default:
+            {
+                if (ggml_is_quantized(src0->type) && dst->type == GGML_TYPE_F32) {
+                    ggml_compute_forward_dup_q(params, dst);
+                    break;
+                }
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_add
+
+static void ggml_compute_forward_add_q_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, src1) && ggml_are_same_shape(src0, dst));
+
+    const int nr  = ggml_nrows(src0);
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const ggml_type type = src0->type;
+    const ggml_type dtype = dst->type;
+    ggml_to_float_t const dequantize_row_q = ggml_get_type_traits(type)->to_float;
+    ggml_from_float_t const quantize_row_q = ggml_get_type_traits_cpu(dtype)->from_float;
+
+    // we don't support permuted src0 or src1
+    GGML_ASSERT(nb00 == ggml_type_size(type));
+    GGML_ASSERT(nb10 == sizeof(float));
+
+    // dst cannot be transposed or permuted
+    GGML_ASSERT(nb0 <= nb1);
+    GGML_ASSERT(nb1 <= nb2);
+    GGML_ASSERT(nb2 <= nb3);
+
+    GGML_ASSERT(ggml_is_quantized(src0->type));
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    float * wdata = (float *) params->wdata + (ne00 + CACHE_LINE_SIZE_F32) * ith;
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 indices
+        const int i03 = ir/(ne02*ne01);
+        const int i02 = (ir - i03*ne02*ne01)/ne01;
+        const int i01 = (ir - i03*ne02*ne01 - i02*ne01);
+
+        // src1 and dst are same shape as src0 => same indices
+        const int i13 = i03;
+        const int i12 = i02;
+        const int i11 = i01;
+
+        const int i3 = i03;
+        const int i2 = i02;
+        const int i1 = i01;
+
+        void  * src0_row = (void *) ((char *) src0->data + (i01*nb01 + i02*nb02 + i03*nb03));
+        float * src1_row = (float *)((char *) src1->data + (i11*nb11 + i12*nb12 + i13*nb13));
+        void  * dst_row  = (void *) ((char *)  dst->data + ( i1*nb1  +  i2*nb2  +  i3*nb3));
+
+        assert(ne00 % 32 == 0);
+
+        // unquantize row from src0 to temp buffer
+        dequantize_row_q(src0_row, wdata, ne00);
+        // add src1
+        ggml_vec_acc_f32(ne00, wdata, src1_row);
+        // quantize row to dst
+        if (quantize_row_q != NULL) {
+            quantize_row_q(wdata, dst_row, ne00);
+        } else {
+            memcpy(dst_row, wdata, ne0*nb0);
+        }
+    }
+}
+
+void ggml_compute_forward_add(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+        case GGML_TYPE_F16:
+        case GGML_TYPE_BF16:
+            {
+                ggml_compute_forward_add_non_quantized(params, dst);
+            } break;
+        case GGML_TYPE_Q4_0:
+        case GGML_TYPE_Q4_1:
+        case GGML_TYPE_Q5_0:
+        case GGML_TYPE_Q5_1:
+        case GGML_TYPE_Q8_0:
+        case GGML_TYPE_Q2_K:
+        case GGML_TYPE_Q3_K:
+        case GGML_TYPE_Q4_K:
+        case GGML_TYPE_Q5_K:
+        case GGML_TYPE_Q6_K:
+        case GGML_TYPE_TQ1_0:
+        case GGML_TYPE_TQ2_0:
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ3_XXS:
+        case GGML_TYPE_IQ1_S:
+        case GGML_TYPE_IQ1_M:
+        case GGML_TYPE_IQ4_NL:
+        case GGML_TYPE_IQ4_XS:
+        case GGML_TYPE_IQ3_S:
+        case GGML_TYPE_IQ2_S:
+            {
+                ggml_compute_forward_add_q_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_add1
+
+static void ggml_compute_forward_add1_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_is_scalar(src1));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr  = ggml_nrows(src0);
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT( nb0 == sizeof(float));
+    GGML_ASSERT(nb00 == sizeof(float));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 and dst are same shape => same indices
+        const int i3 = ir/(ne2*ne1);
+        const int i2 = (ir - i3*ne2*ne1)/ne1;
+        const int i1 = (ir - i3*ne2*ne1 - i2*ne1);
+
+#ifdef GGML_USE_ACCELERATE
+        GGML_UNUSED(ggml_vec_add1_f32);
+
+        vDSP_vadd(
+                (float *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01), 1,
+                (float *) ((char *) src1->data), 0,
+                (float *) ((char *) dst->data  + i3*nb3  + i2*nb2  + i1*nb1 ), 1,
+                ne0);
+#else
+        ggml_vec_add1_f32(ne0,
+                (float *) ((char *) dst->data  + i3*nb3  + i2*nb2  + i1*nb1 ),
+                (float *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01),
+               *(float *) src1->data);
+#endif
+    }
+}
+
+static void ggml_compute_forward_add1_f16_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_is_scalar(src1));
+
+    // scalar to add
+    const float v = *(float *) src1->data;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr  = ggml_nrows(src0);
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F16);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type  == GGML_TYPE_F16);
+
+    GGML_ASSERT( nb0 == sizeof(ggml_fp16_t));
+    GGML_ASSERT(nb00 == sizeof(ggml_fp16_t));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 and dst are same shape => same indices
+        const int i3 = ir/(ne2*ne1);
+        const int i2 = (ir - i3*ne2*ne1)/ne1;
+        const int i1 = (ir - i3*ne2*ne1 - i2*ne1);
+
+        ggml_fp16_t * dst_ptr  = (ggml_fp16_t *) ((char *) dst->data  + i3*nb3  + i2*nb2  + i1*nb1 );
+        ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01);
+        for (int i = 0; i < ne0; i++) {
+            dst_ptr[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(src0_ptr[i]) + v);
+        }
+    }
+}
+
+static void ggml_compute_forward_add1_f16_f16(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_is_scalar(src1));
+
+    // scalar to add
+    const float v = GGML_FP16_TO_FP32(*(ggml_fp16_t *) src1->data);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr  = ggml_nrows(src0);
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F16);
+    GGML_ASSERT(src1->type == GGML_TYPE_F16);
+    GGML_ASSERT(dst->type  == GGML_TYPE_F16);
+
+    GGML_ASSERT( nb0 == sizeof(ggml_fp16_t));
+    GGML_ASSERT(nb00 == sizeof(ggml_fp16_t));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 and dst are same shape => same indices
+        const int i3 = ir/(ne2*ne1);
+        const int i2 = (ir - i3*ne2*ne1)/ne1;
+        const int i1 = (ir - i3*ne2*ne1 - i2*ne1);
+
+        ggml_fp16_t * dst_ptr  = (ggml_fp16_t *) ((char *) dst->data  + i3*nb3  + i2*nb2  + i1*nb1 );
+        ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01);
+        for (int i = 0; i < ne0; i++) {
+            dst_ptr[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(src0_ptr[i]) + v);
+        }
+    }
+}
+
+static void ggml_compute_forward_add1_q_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_is_scalar(src1));
+
+    // scalar to add
+    const float v = *(float *) src1->data;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr  = ggml_nrows(src0);
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    const ggml_type type = src0->type;
+    ggml_to_float_t const dequantize_row_q = ggml_get_type_traits(type)->to_float;
+    ggml_from_float_t const quantize_row_q = ggml_get_type_traits_cpu(type)->from_float;
+
+    // we don't support permuted src0
+    GGML_ASSERT(nb00 == ggml_type_size(type));
+
+    // dst cannot be transposed or permuted
+    GGML_ASSERT(nb0 <= nb1);
+    GGML_ASSERT(nb1 <= nb2);
+    GGML_ASSERT(nb2 <= nb3);
+
+    GGML_ASSERT(ggml_is_quantized(src0->type));
+    GGML_ASSERT(dst->type == src0->type);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    float * wdata = (float *) params->wdata + (ne0 + CACHE_LINE_SIZE_F32) * ith;
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 and dst are same shape => same indices
+        const int i3 = ir/(ne2*ne1);
+        const int i2 = (ir - i3*ne2*ne1)/ne1;
+        const int i1 = (ir - i3*ne2*ne1 - i2*ne1);
+
+        void  * src0_row = (void *) ((char *) src0->data + (i1*nb01 + i2*nb02 + i3*nb03));
+        void  * dst_row  = (void *) ((char *)  dst->data + (i1*nb1  + i2*nb2  + i3*nb0 ));
+
+        assert(ne0 % 32 == 0);
+
+        // unquantize row from src0 to temp buffer
+        dequantize_row_q(src0_row, wdata, ne0);
+        // add src1
+        ggml_vec_acc1_f32(ne0, wdata, v);
+        // quantize row to dst
+        quantize_row_q(wdata, dst_row, ne0);
+    }
+}
+
+static void ggml_compute_forward_add1_bf16_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_is_scalar(src1));
+
+    // scalar to add
+    const float v = *(float *) src1->data;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr  = ggml_nrows(src0);
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT(src0->type == GGML_TYPE_BF16);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type  == GGML_TYPE_BF16);
+
+    GGML_ASSERT( nb0 == sizeof(ggml_bf16_t));
+    GGML_ASSERT(nb00 == sizeof(ggml_bf16_t));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 and dst are same shape => same indices
+        const int i3 = ir/(ne2*ne1);
+        const int i2 = (ir - i3*ne2*ne1)/ne1;
+        const int i1 = (ir - i3*ne2*ne1 - i2*ne1);
+
+        ggml_bf16_t * dst_ptr  = (ggml_bf16_t *) ((char *) dst->data  + i3*nb3  + i2*nb2  + i1*nb1 );
+        ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01);
+        for (int i = 0; i < ne0; i++) {
+            dst_ptr[i] = GGML_FP32_TO_BF16(GGML_BF16_TO_FP32(src0_ptr[i]) + v);
+        }
+    }
+}
+
+static void ggml_compute_forward_add1_bf16_bf16(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_is_scalar(src1));
+
+    // scalar to add
+    const float v = GGML_BF16_TO_FP32(*(ggml_bf16_t *) src1->data);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr  = ggml_nrows(src0);
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT(src0->type == GGML_TYPE_BF16);
+    GGML_ASSERT(src1->type == GGML_TYPE_BF16);
+    GGML_ASSERT(dst->type  == GGML_TYPE_BF16);
+
+    GGML_ASSERT( nb0 == sizeof(ggml_bf16_t));
+    GGML_ASSERT(nb00 == sizeof(ggml_bf16_t));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 and dst are same shape => same indices
+        const int i3 = ir/(ne2*ne1);
+        const int i2 = (ir - i3*ne2*ne1)/ne1;
+        const int i1 = (ir - i3*ne2*ne1 - i2*ne1);
+
+        ggml_bf16_t * dst_ptr  = (ggml_bf16_t *) ((char *) dst->data  + i3*nb3  + i2*nb2  + i1*nb1 );
+        ggml_bf16_t * src0_ptr = (ggml_bf16_t *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01);
+        for (int i = 0; i < ne0; i++) {
+            dst_ptr[i] = GGML_FP32_TO_BF16(GGML_BF16_TO_FP32(src0_ptr[i]) + v);
+        }
+    }
+}
+
+void ggml_compute_forward_add1(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_add1_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                if (src1->type == GGML_TYPE_F16) {
+                    ggml_compute_forward_add1_f16_f16(params, dst);
+                }
+                else if (src1->type == GGML_TYPE_F32) {
+                    ggml_compute_forward_add1_f16_f32(params, dst);
+                }
+                else {
+                    GGML_ABORT("fatal error");
+                }
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                if (src1->type == GGML_TYPE_BF16) {
+                    ggml_compute_forward_add1_bf16_bf16(params, dst);
+                }
+                else if (src1->type == GGML_TYPE_F32) {
+                    ggml_compute_forward_add1_bf16_f32(params, dst);
+                }
+                else {
+                    GGML_ABORT("fatal error");
+                }
+            } break;
+        case GGML_TYPE_Q4_0:
+        case GGML_TYPE_Q4_1:
+        case GGML_TYPE_Q5_0:
+        case GGML_TYPE_Q5_1:
+        case GGML_TYPE_Q8_0:
+        case GGML_TYPE_Q8_1:
+        case GGML_TYPE_Q2_K:
+        case GGML_TYPE_Q3_K:
+        case GGML_TYPE_Q4_K:
+        case GGML_TYPE_Q5_K:
+        case GGML_TYPE_Q6_K:
+        case GGML_TYPE_TQ1_0:
+        case GGML_TYPE_TQ2_0:
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ3_XXS:
+        case GGML_TYPE_IQ1_S:
+        case GGML_TYPE_IQ1_M:
+        case GGML_TYPE_IQ4_NL:
+        case GGML_TYPE_IQ4_XS:
+        case GGML_TYPE_IQ3_S:
+        case GGML_TYPE_IQ2_S:
+            {
+                ggml_compute_forward_add1_q_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_acc
+
+static void ggml_compute_forward_acc_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_is_contiguous(dst) && ggml_is_contiguous(src0));
+
+    // view src0 and dst with these strides and data offset inbytes during acc
+    // nb0 is implicitly element_size because src0 and dst are contiguous
+    size_t nb1     = ((int32_t *) dst->op_params)[0];
+    size_t nb2     = ((int32_t *) dst->op_params)[1];
+    size_t nb3     = ((int32_t *) dst->op_params)[2];
+    size_t offset  = ((int32_t *) dst->op_params)[3];
+    bool   inplace = (bool) ((int32_t *) dst->op_params)[4];
+
+    if (!inplace) {
+        if (params->ith == 0) {
+            // memcpy needs to be synchronized across threads to avoid race conditions.
+            // => do it in INIT phase
+            memcpy(
+                ((char *)  dst->data),
+                ((char *) src0->data),
+                ggml_nbytes(dst));
+        }
+        ggml_barrier(params->threadpool);
+    }
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr = ggml_nrows(src1);
+    const int nc = src1->ne[0];
+
+    GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne)
+    GGML_TENSOR_LOCALS(size_t,  nb1, src1, nb)
+
+    // src0 and dst as viewed during acc
+    const size_t nb0 = ggml_element_size(src0);
+
+    const size_t nb00 = nb0;
+    const size_t nb01 = nb1;
+    const size_t nb02 = nb2;
+    const size_t nb03 = nb3;
+
+    GGML_ASSERT(offset + (ne10 == 0 ? 0 : ne10-1)*nb0  + (ne11 == 0 ? 0 : ne11-1)*nb1  + (ne12 == 0 ? 0 : ne12-1)*nb2  + (ne13 == 0 ? 0 : ne13-1)*nb3  < ggml_nbytes(dst));
+    GGML_ASSERT(offset + (ne10 == 0 ? 0 : ne10-1)*nb00 + (ne11 == 0 ? 0 : ne11-1)*nb01 + (ne12 == 0 ? 0 : ne12-1)*nb02 + (ne13 == 0 ? 0 : ne13-1)*nb03 < ggml_nbytes(src0));
+
+    GGML_ASSERT(nb10 == sizeof(float));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 and dst are viewed with shape of src1 and offset
+        // => same indices
+        const int i3 = ir/(ne12*ne11);
+        const int i2 = (ir - i3*ne12*ne11)/ne11;
+        const int i1 = (ir - i3*ne12*ne11 - i2*ne11);
+
+#ifdef GGML_USE_ACCELERATE
+        vDSP_vadd(
+                (float *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + offset), 1,
+                (float *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11), 1,
+                (float *) ((char *) dst->data  + i3*nb3  + i2*nb2  + i1*nb1  + offset), 1, nc);
+#else
+        ggml_vec_add_f32(nc,
+                (float *) ((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + offset),
+                (float *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + offset),
+                (float *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11));
+#endif
+    }
+}
+
+void ggml_compute_forward_acc(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_acc_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+        case GGML_TYPE_BF16:
+        case GGML_TYPE_Q4_0:
+        case GGML_TYPE_Q4_1:
+        case GGML_TYPE_Q5_0:
+        case GGML_TYPE_Q5_1:
+        case GGML_TYPE_Q8_0:
+        case GGML_TYPE_Q8_1:
+        case GGML_TYPE_Q2_K:
+        case GGML_TYPE_Q3_K:
+        case GGML_TYPE_Q4_K:
+        case GGML_TYPE_Q5_K:
+        case GGML_TYPE_Q6_K:
+        case GGML_TYPE_TQ1_0:
+        case GGML_TYPE_TQ2_0:
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ3_XXS:
+        case GGML_TYPE_IQ1_S:
+        case GGML_TYPE_IQ1_M:
+        case GGML_TYPE_IQ4_NL:
+        case GGML_TYPE_IQ4_XS:
+        case GGML_TYPE_IQ3_S:
+        case GGML_TYPE_IQ2_S:
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_sum
+
+static void ggml_compute_forward_sum_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    assert(ggml_is_scalar(dst));
+    assert(src0->nb[0] == sizeof(float));
+
+    GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne)
+    GGML_TENSOR_LOCALS(size_t,  nb0, src0, nb)
+
+    ggml_float sum     = 0;
+    ggml_float row_sum = 0;
+
+    for (int64_t i03 = 0; i03 < ne03; i03++) {
+        for (int64_t i02 = 0; i02 < ne02; i02++) {
+            for (int64_t i01 = 0; i01 < ne01; i01++) {
+                ggml_vec_sum_f32_ggf(ne00,
+                        &row_sum,
+                        (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03));
+                sum += row_sum;
+            }
+        }
+    }
+    ((float *) dst->data)[0] = sum;
+}
+
+static void ggml_compute_forward_sum_f16(
+    const ggml_compute_params * params,
+          ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    assert(ggml_is_scalar(dst));
+
+    assert(src0->nb[0] == sizeof(ggml_fp16_t));
+
+    GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne)
+    GGML_TENSOR_LOCALS(size_t,  nb0, src0, nb)
+
+    float sum = 0;
+    float row_sum = 0;
+
+    for (int64_t i03 = 0; i03 < ne03; i03++) {
+        for (int64_t i02 = 0; i02 < ne02; i02++) {
+            for (int64_t i01 = 0; i01 < ne01; i01++) {
+                ggml_vec_sum_f16_ggf(ne00,
+                    &row_sum,
+                    (ggml_fp16_t *) ((char *) src0->data + i01 * nb01 + i02 * nb02 + i03 * nb03));
+                sum += row_sum;
+            }
+        }
+    }
+    ((ggml_fp16_t *) dst->data)[0] = GGML_FP32_TO_FP16(sum);
+}
+
+static void ggml_compute_forward_sum_bf16(
+    const ggml_compute_params * params,
+          ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    assert(ggml_is_scalar(dst));
+
+    assert(src0->nb[0] == sizeof(ggml_bf16_t));
+
+    GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne)
+    GGML_TENSOR_LOCALS(size_t,  nb0, src0, nb)
+
+    float sum = 0;
+    float row_sum = 0;
+
+    for (int64_t i03 = 0; i03 < ne03; i03++) {
+        for (int64_t i02 = 0; i02 < ne02; i02++) {
+            for (int64_t i01 = 0; i01 < ne01; i01++) {
+                ggml_vec_sum_bf16_ggf(ne00,
+                    &row_sum,
+                    (ggml_bf16_t *) ((char *) src0->data + i01 * nb01 + i02 * nb02 + i03 * nb03));
+                sum += row_sum;
+            }
+        }
+    }
+    ((ggml_bf16_t *) dst->data)[0] = GGML_FP32_TO_BF16(sum);
+}
+
+void ggml_compute_forward_sum(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_sum_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_sum_f16(params, dst);
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                ggml_compute_forward_sum_bf16(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_sum_rows
+
+static void ggml_compute_forward_sum_rows_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+    GGML_ASSERT(dst->nb[0] == sizeof(float));
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT(ne0 == 1);
+    GGML_ASSERT(ne1 == ne01);
+    GGML_ASSERT(ne2 == ne02);
+    GGML_ASSERT(ne3 == ne03);
+
+    for (int64_t i3 = 0; i3 < ne03; i3++) {
+        for (int64_t i2 = 0; i2 < ne02; i2++) {
+            for (int64_t i1 = 0; i1 < ne01; i1++) {
+                float * src_row = (float *) ((char *) src0->data + i1*nb01 + i2*nb02 + i3*nb03);
+                float * dst_row = (float *) ((char *) dst->data  + i1*nb1  + i2*nb2  + i3*nb3);
+                float row_sum = 0;
+                ggml_vec_sum_f32(ne00, &row_sum, src_row);
+                dst_row[0] = row_sum;
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_sum_rows(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_sum_rows_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_mean
+
+static void ggml_compute_forward_mean_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    assert(src0->nb[0] == sizeof(float));
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    assert(ne0 == 1);
+    assert(ne1 == ne01);
+    assert(ne2 == ne02);
+    assert(ne3 == ne03);
+
+    GGML_UNUSED(ne0);
+    GGML_UNUSED(ne1);
+    GGML_UNUSED(ne2);
+    GGML_UNUSED(ne3);
+
+    for (int64_t i03 = 0; i03 < ne03; i03++) {
+        for (int64_t i02 = 0; i02 < ne02; i02++) {
+            for (int64_t i01 = 0; i01 < ne01; i01++) {
+                ggml_vec_sum_f32(ne00,
+                        (float *) ((char *)  dst->data + i01*nb1  + i02*nb2  + i03*nb3),
+                        (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03));
+
+                *(float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3) /= (float) ne00;
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_mean(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_mean_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_argmax
+
+static void ggml_compute_forward_argmax_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    assert(src0->nb[0] == sizeof(float));
+    assert(dst->nb[0] == sizeof(float));
+
+    const int64_t ne00 = src0->ne[0];
+    const int64_t ne01 = src0->ne[1];
+
+    const size_t nb01 = src0->nb[1];
+    const size_t nb0 = dst->nb[0];
+
+    for (int64_t i1 = 0; i1 < ne01; i1++) {
+        float * src = (float *) ((char *) src0->data + i1*nb01);
+        int32_t * dst_ = (int32_t *) ((char *)  dst->data + i1*nb0);
+        int v = 0;
+        ggml_vec_argmax_f32(ne00, &v, src);
+        dst_[0] = v;
+    }
+}
+
+void ggml_compute_forward_argmax(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_argmax_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_count_equal
+
+static void ggml_compute_forward_count_equal_i32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS;
+
+    GGML_ASSERT(src0->type == GGML_TYPE_I32);
+    GGML_ASSERT(src1->type == GGML_TYPE_I32);
+    GGML_ASSERT(ggml_are_same_shape(src0, src1));
+    GGML_ASSERT(ggml_is_scalar(dst));
+    GGML_ASSERT(dst->type == GGML_TYPE_I64);
+
+    const int64_t nr = ggml_nrows(src0);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    int64_t * sums = (int64_t *) params->wdata;
+    int64_t sum_thread = 0;
+
+    // rows per thread
+    const int64_t dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int64_t ir0 = dr*ith;
+    const int64_t ir1 = MIN(ir0 + dr, nr);
+
+    for (int64_t ir = ir0; ir < ir1; ++ir) {
+        const int64_t i03 =  ir                        / (ne02*ne01);
+        const int64_t i02 = (ir - i03*ne03)            /       ne01;
+        const int64_t i01 =  ir - i03*ne03 - i02*ne02;
+
+        const char * data0 = (const char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01;
+        const char * data1 = (const char *) src1->data + i03*nb13 + i02*nb12 + i01*nb11;
+
+        for (int64_t i00 = 0; i00 < ne00; ++i00) {
+            const int32_t val0 = *((const int32_t *) (data0 + i00*nb00));
+            const int32_t val1 = *((const int32_t *) (data1 + i00*nb10));
+
+            sum_thread += val0 == val1;
+        }
+    }
+    if (ith != 0) {
+        sums[ith] = sum_thread;
+    }
+    ggml_barrier(params->threadpool);
+
+    if (ith != 0) {
+        return;
+    }
+
+    for (int ith_other = 1; ith_other < nth; ++ith_other) {
+        sum_thread += sums[ith_other];
+    }
+    *((int64_t *) dst->data) = sum_thread;
+}
+
+void ggml_compute_forward_count_equal(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_I32:
+            {
+                ggml_compute_forward_count_equal_i32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_repeat
+
+static void ggml_compute_forward_repeat_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    GGML_ASSERT(ggml_can_repeat(src0, dst));
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    // guaranteed to be an integer due to the check in ggml_can_repeat
+    const int nr0 = (int)(ne0/ne00);
+    const int nr1 = (int)(ne1/ne01);
+    const int nr2 = (int)(ne2/ne02);
+    const int nr3 = (int)(ne3/ne03);
+
+    // TODO: support for transposed / permuted tensors
+    GGML_ASSERT(nb0  == sizeof(float));
+    GGML_ASSERT(nb00 == sizeof(float));
+
+    // TODO: maybe this is not optimal?
+    for                         (int i3 = 0; i3 < nr3;  i3++) {
+        for                     (int k3 = 0; k3 < ne03; k3++) {
+            for                 (int i2 = 0; i2 < nr2;  i2++) {
+                for             (int k2 = 0; k2 < ne02; k2++) {
+                    for         (int i1 = 0; i1 < nr1;  i1++) {
+                        for     (int k1 = 0; k1 < ne01; k1++) {
+                            for (int i0 = 0; i0 < nr0;  i0++) {
+                                ggml_vec_cpy_f32(ne00,
+                                        (float *) ((char *)  dst->data + (i3*ne03 + k3)*nb3  + (i2*ne02 + k2)*nb2  + (i1*ne01 + k1)*nb1  + (i0*ne00)*nb0),
+                                        (float *) ((char *) src0->data + (          k3)*nb03 + (          k2)*nb02 + (          k1)*nb01));
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_repeat_f16(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    GGML_ASSERT(ggml_can_repeat(src0, dst));
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    // guaranteed to be an integer due to the check in ggml_can_repeat
+    const int nr0 = (int)(ne0/ne00);
+    const int nr1 = (int)(ne1/ne01);
+    const int nr2 = (int)(ne2/ne02);
+    const int nr3 = (int)(ne3/ne03);
+
+    // TODO: support for transposed / permuted tensors
+    GGML_ASSERT(nb0  == sizeof(ggml_fp16_t));
+    GGML_ASSERT(nb00 == sizeof(ggml_fp16_t));
+
+    // TODO: maybe this is not optimal?
+    for                         (int i3 = 0; i3 < nr3;  i3++) {
+        for                     (int k3 = 0; k3 < ne03; k3++) {
+            for                 (int i2 = 0; i2 < nr2;  i2++) {
+                for             (int k2 = 0; k2 < ne02; k2++) {
+                    for         (int i1 = 0; i1 < nr1;  i1++) {
+                        for     (int k1 = 0; k1 < ne01; k1++) {
+                            for (int i0 = 0; i0 < nr0;  i0++) {
+                                ggml_fp16_t * y = (ggml_fp16_t *) ((char *)  dst->data + (i3*ne03 + k3)*nb3  + (i2*ne02 + k2)*nb2  + (i1*ne01 + k1)*nb1  + (i0*ne00)*nb0);
+                                ggml_fp16_t * x = (ggml_fp16_t *) ((char *) src0->data + (          k3)*nb03 + (          k2)*nb02 + (          k1)*nb01);
+                                // ggml_vec_cpy_f16(ne00, y, x)
+                                for (int i = 0; i < ne00; ++i) {
+                                    y[i]  = x[i];
+                                }
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_repeat(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F16:
+        case GGML_TYPE_BF16:
+        case GGML_TYPE_I16:
+            {
+                ggml_compute_forward_repeat_f16(params, dst);
+            } break;
+        case GGML_TYPE_F32:
+        case GGML_TYPE_I32:
+            {
+                ggml_compute_forward_repeat_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_repeat_back
+
+static void ggml_compute_forward_repeat_back_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    GGML_ASSERT(ggml_can_repeat(dst, src0));
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    // guaranteed to be an integer due to the check in ggml_can_repeat
+    const int nr0 = (int)(ne00/ne0);
+    const int nr1 = (int)(ne01/ne1);
+    const int nr2 = (int)(ne02/ne2);
+    const int nr3 = (int)(ne03/ne3);
+
+    // TODO: support for transposed / permuted tensors
+    GGML_ASSERT(nb0  == sizeof(float));
+    GGML_ASSERT(nb00 == sizeof(float));
+
+    if (ggml_is_contiguous(dst)) {
+        ggml_vec_set_f32(ne0*ne1*ne2*ne3, (float *)dst->data, 0);
+    } else {
+        for         (int k3 = 0; k3 < ne3; k3++) {
+            for     (int k2 = 0; k2 < ne2; k2++) {
+                for (int k1 = 0; k1 < ne1; k1++) {
+                    ggml_vec_set_f32(ne0,
+                        (float *) ((char *) dst->data + k1*nb1 + k2*nb2 + k3*nb3),
+                        0);
+                }
+            }
+        }
+    }
+
+    // TODO: maybe this is not optimal?
+    for                         (int i3 = 0; i3 < nr3; i3++) {
+        for                     (int k3 = 0; k3 < ne3; k3++) {
+            for                 (int i2 = 0; i2 < nr2; i2++) {
+                for             (int k2 = 0; k2 < ne2; k2++) {
+                    for         (int i1 = 0; i1 < nr1; i1++) {
+                        for     (int k1 = 0; k1 < ne1; k1++) {
+                            for (int i0 = 0; i0 < nr0; i0++) {
+                                ggml_vec_acc_f32(ne0,
+                                        (float *) ((char *)  dst->data + (         k3)*nb3  + (         k2)*nb2  + (         k1)*nb1),
+                                        (float *) ((char *) src0->data + (i3*ne3 + k3)*nb03 + (i2*ne2 + k2)*nb02 + (i1*ne1 + k1)*nb01 + (i0*ne0)*nb00));
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_repeat_back(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_repeat_back_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_concat
+
+static void ggml_compute_forward_concat_any(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    const size_t len = ggml_type_size(src0->type);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int32_t dim = ggml_get_op_params_i32(dst, 0);
+
+    GGML_ASSERT(dim >= 0 && dim < 4);
+
+    int64_t o[4] = {0, 0, 0, 0};
+    o[dim] = src0->ne[dim];
+
+    const char * x;
+
+    // TODO: smarter multi-theading
+    for (int i3 = 0; i3 < ne3; i3++) {
+        for (int i2 = ith; i2 < ne2; i2 += nth) {
+            for (int i1 = 0; i1 < ne1; i1++) {
+                for (int i0 = 0; i0 < ne0; i0++) {
+                    if (i0 < ne00 && i1 < ne01 && i2 < ne02 && i3 < ne03) {
+                        x = (const char *)src0->data + (i0       )*nb00 + (i1       )*nb01 + (i2       )*nb02 + (i3       )*nb03;
+                    } else {
+                        x = (const char *)src1->data + (i0 - o[0])*nb10 + (i1 - o[1])*nb11 + (i2 - o[2])*nb12 + (i3 - o[3])*nb13;
+                    }
+
+                    char * y = (char *)dst->data + i0*nb0 + i1*nb1 + i2*nb2 + i3*nb3;
+
+                    memcpy(y, x, len);
+                }
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_concat_i8(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_type_size(src0->type) == sizeof(int8_t));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int32_t dim = ggml_get_op_params_i32(dst, 0);
+
+    GGML_ASSERT(dim >= 0 && dim < 4);
+
+    int64_t o[4] = {0, 0, 0, 0};
+    o[dim] = src0->ne[dim];
+
+    const int8_t * x;
+
+    // TODO: smarter multi-theading
+    for (int i3 = 0; i3 < ne3; i3++) {
+        for (int i2 = ith; i2 < ne2; i2 += nth) {
+            for (int i1 = 0; i1 < ne1; i1++) {
+                for (int i0 = 0; i0 < ne0; i0++) {
+                    if (i0 < ne00 && i1 < ne01 && i2 < ne02 && i3 < ne03) {
+                        x = (const int8_t *) ((const char *)src0->data + (i0       )*nb00 + (i1       )*nb01 + (i2       )*nb02 + (i3       )*nb03);
+                    } else {
+                        x = (const int8_t *) ((const char *)src1->data + (i0 - o[0])*nb10 + (i1 - o[1])*nb11 + (i2 - o[2])*nb12 + (i3 - o[3])*nb13);
+                    }
+
+                    int8_t * y = (int8_t *)((char *)dst->data + i0*nb0 + i1*nb1 + i2*nb2 + i3*nb3);
+
+                    *y = *x;
+                }
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_concat_f16(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_type_size(src0->type) == sizeof(ggml_fp16_t));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int32_t dim = ggml_get_op_params_i32(dst, 0);
+
+    GGML_ASSERT(dim >= 0 && dim < 4);
+
+    int64_t o[4] = {0, 0, 0, 0};
+    o[dim] = src0->ne[dim];
+
+    const ggml_fp16_t * x;
+
+    // TODO: smarter multi-theading
+    for (int i3 = 0; i3 < ne3; i3++) {
+        for (int i2 = ith; i2 < ne2; i2 += nth) {
+            for (int i1 = 0; i1 < ne1; i1++) {
+                for (int i0 = 0; i0 < ne0; i0++) {
+                    if (i0 < ne00 && i1 < ne01 && i2 < ne02 && i3 < ne03) {
+                        x = (const ggml_fp16_t *) ((const char *)src0->data + (i0       )*nb00 + (i1       )*nb01 + (i2       )*nb02 + (i3       )*nb03);
+                    } else {
+                        x = (const ggml_fp16_t *) ((const char *)src1->data + (i0 - o[0])*nb10 + (i1 - o[1])*nb11 + (i2 - o[2])*nb12 + (i3 - o[3])*nb13);
+                    }
+
+                    ggml_fp16_t * y = (ggml_fp16_t *)((char *)dst->data + i0*nb0 + i1*nb1 + i2*nb2 + i3*nb3);
+
+                    *y = *x;
+                }
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_concat_f32(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_type_size(src0->type) == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int32_t dim = ggml_get_op_params_i32(dst, 0);
+
+    GGML_ASSERT(dim >= 0 && dim < 4);
+
+    int64_t o[4] = {0, 0, 0, 0};
+    o[dim] = src0->ne[dim];
+
+    const float * x;
+
+    // TODO: smarter multi-theading
+    for (int i3 = 0; i3 < ne3; i3++) {
+        for (int i2 = ith; i2 < ne2; i2 += nth) {
+            for (int i1 = 0; i1 < ne1; i1++) {
+                for (int i0 = 0; i0 < ne0; i0++) {
+                    if (i0 < ne00 && i1 < ne01 && i2 < ne02 && i3 < ne03) {
+                        x = (const float *) ((const char *)src0->data + (i0       )*nb00 + (i1       )*nb01 + (i2       )*nb02 + (i3       )*nb03);
+                    } else {
+                        x = (const float *) ((const char *)src1->data + (i0 - o[0])*nb10 + (i1 - o[1])*nb11 + (i2 - o[2])*nb12 + (i3 - o[3])*nb13);
+                    }
+
+                    float * y = (float *)((char *)dst->data + i0*nb0 + i1*nb1 + i2*nb2 + i3*nb3);
+
+                    *y = *x;
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_concat(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F16:
+        case GGML_TYPE_BF16:
+        case GGML_TYPE_I16:
+            {
+                ggml_compute_forward_concat_f16(params, dst);
+            } break;
+        case GGML_TYPE_I8:
+            {
+                ggml_compute_forward_concat_i8(params, dst);
+            } break;
+        case GGML_TYPE_F32:
+        case GGML_TYPE_I32:
+            {
+                ggml_compute_forward_concat_f32(params, dst);
+            } break;
+        default:
+            {
+                ggml_compute_forward_concat_any(params, dst);
+            }
+    }
+}
+
+// ggml_compute_forward_gelu
+
+static void ggml_compute_forward_gelu_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    assert(ggml_is_contiguous_1(src0));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src0, dst));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nrows(src0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        ggml_vec_gelu_f32(nc,
+                (float *) ((char *) dst->data  + i1*( dst->nb[1])),
+                (float *) ((char *) src0->data + i1*(src0->nb[1])));
+
+#ifndef NDEBUG
+        for (int k = 0; k < nc; k++) {
+            const float x = ((float *) ((char *) dst->data + i1*( dst->nb[1])))[k];
+            GGML_UNUSED(x);
+            assert(!isnan(x));
+            assert(!isinf(x));
+        }
+#endif
+    }
+}
+
+static void ggml_compute_forward_gelu_f16(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    assert(ggml_is_contiguous_1(src0));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src0, dst));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nrows(src0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        ggml_vec_gelu_f16(nc,
+                (ggml_fp16_t *) ((char *) dst->data  + i1*( dst->nb[1])),
+                (ggml_fp16_t *) ((char *) src0->data + i1*(src0->nb[1])));
+
+#ifndef NDEBUG
+        for (int k = 0; k < nc; k++) {
+            const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i1*( dst->nb[1])))[k];
+            const float v = GGML_FP16_TO_FP32(x);
+            GGML_UNUSED(v);
+            assert(!isnan(v));
+            assert(!isinf(v));
+        }
+#endif
+    }
+}
+
+static void ggml_compute_forward_gelu(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_gelu_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_gelu_f16(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_gelu_quick
+
+static void ggml_compute_forward_gelu_quick_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    assert(ggml_is_contiguous_1(src0));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src0, dst));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nrows(src0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        ggml_vec_gelu_quick_f32(nc,
+                (float *) ((char *) dst->data  + i1*( dst->nb[1])),
+                (float *) ((char *) src0->data + i1*(src0->nb[1])));
+
+#ifndef NDEBUG
+        for (int k = 0; k < nc; k++) {
+            const float x = ((float *) ((char *) dst->data + i1*( dst->nb[1])))[k];
+            GGML_UNUSED(x);
+            assert(!isnan(x));
+            assert(!isinf(x));
+        }
+#endif
+    }
+}
+
+static void ggml_compute_forward_gelu_quick_f16(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    assert(ggml_is_contiguous_1(src0));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src0, dst));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nrows(src0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        ggml_vec_gelu_quick_f16(nc,
+                (ggml_fp16_t *) ((char *) dst->data  + i1*( dst->nb[1])),
+                (ggml_fp16_t *) ((char *) src0->data + i1*(src0->nb[1])));
+
+#ifndef NDEBUG
+        for (int k = 0; k < nc; k++) {
+            const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i1*( dst->nb[1])))[k];
+            const float v = GGML_FP16_TO_FP32(x);
+            GGML_UNUSED(v);
+            assert(!isnan(v));
+            assert(!isinf(v));
+        }
+#endif
+    }
+}
+
+static void ggml_compute_forward_gelu_quick(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_gelu_quick_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_gelu_quick_f16(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_silu
+
+static void ggml_compute_forward_silu_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    assert(ggml_is_contiguous_1(src0));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src0, dst));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nrows(src0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        ggml_vec_silu_f32(nc,
+                (float *) ((char *) dst->data  + i1*( dst->nb[1])),
+                (float *) ((char *) src0->data + i1*(src0->nb[1])));
+
+#ifndef NDEBUG
+        for (int k = 0; k < nc; k++) {
+            const float x = ((float *) ((char *) dst->data + i1*(dst->nb[1])))[k];
+            GGML_UNUSED(x);
+            assert(!isnan(x));
+            assert(!isinf(x));
+        }
+#endif
+    }
+}
+
+static void ggml_compute_forward_silu_f16(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    assert(ggml_is_contiguous_1(src0));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src0, dst));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nrows(src0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        ggml_vec_silu_f16(nc,
+                (ggml_fp16_t *) ((char *) dst->data  + i1*( dst->nb[1])),
+                (ggml_fp16_t *) ((char *) src0->data + i1*(src0->nb[1])));
+
+#ifndef NDEBUG
+        for (int k = 0; k < nc; k++) {
+            const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i1*(dst->nb[1])))[k];
+            const float v = GGML_FP16_TO_FP32(x);
+            GGML_UNUSED(v);
+            assert(!isnan(v));
+            assert(!isinf(v));
+        }
+#endif
+    }
+}
+
+static void ggml_compute_forward_silu(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_silu_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_silu_f16(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+// ggml_compute_forward_leaky_relu
+
+static void ggml_compute_forward_leaky_relu_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    assert(ggml_is_contiguous_1(src0));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src0, dst));
+
+    const int n  = ggml_nrows(src0);
+    const int nc = src0->ne[0];
+
+    float negative_slope;
+    memcpy(&negative_slope, dst->op_params, sizeof(float));
+
+    assert(dst->nb[0]  == sizeof(float));
+    assert(src0->nb[0] == sizeof(float));
+
+    for (int i = 0; i < n; i++) {
+        ggml_vec_leaky_relu_f32(nc,
+                (float *) ((char *) dst->data  + i*( dst->nb[1])),
+                (float *) ((char *) src0->data + i*(src0->nb[1])), negative_slope);
+    }
+}
+
+static void ggml_compute_forward_leaky_relu_f16(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    assert(ggml_is_contiguous_1(src0));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src0, dst));
+
+    const int n  = ggml_nrows(src0);
+    const int nc = src0->ne[0];
+
+    float negative_slope;
+    memcpy(&negative_slope, dst->op_params, sizeof(float));
+
+    assert(dst->nb[0]  == sizeof(ggml_fp16_t));
+    assert(src0->nb[0] == sizeof(ggml_fp16_t));
+
+    for (int i = 0; i < n; i++) {
+        ggml_vec_leaky_relu_f16(nc,
+                (ggml_fp16_t *) ((char *) dst->data  + i*( dst->nb[1])),
+                (ggml_fp16_t *) ((char *) src0->data + i*(src0->nb[1])), negative_slope);
+    }
+}
+
+void ggml_compute_forward_leaky_relu(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_leaky_relu_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_leaky_relu_f16(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_silu_back
+
+static void ggml_compute_forward_silu_back_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * grad = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    assert(ggml_is_contiguous_1(grad));
+    assert(ggml_is_contiguous_1(src1));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src1, dst));
+    assert(ggml_are_same_shape(src1, grad));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src1->ne[0];
+    const int nr = ggml_nrows(src1);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        ggml_vec_silu_backward_f32(nc,
+                (float *) ((char *) dst->data  + i1*( dst->nb[1])),
+                (float *) ((char *) src1->data + i1*(src1->nb[1])),
+                (float *) ((char *) grad->data + i1*(grad->nb[1])));
+
+#ifndef NDEBUG
+        for (int k = 0; k < nc; k++) {
+            const float x = ((float *) ((char *) dst->data + i1*( dst->nb[1])))[k];
+            GGML_UNUSED(x);
+            assert(!isnan(x));
+            assert(!isinf(x));
+        }
+#endif
+    }
+}
+
+static void ggml_compute_forward_silu_back_f16(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * grad = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    assert(ggml_is_contiguous_1(grad));
+    assert(ggml_is_contiguous_1(src1));
+    assert(ggml_is_contiguous_1(dst));
+    assert(ggml_are_same_shape(src1, dst));
+    assert(ggml_are_same_shape(src1, grad));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src1->ne[0];
+    const int nr = ggml_nrows(src1);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        ggml_vec_silu_backward_f16(nc,
+                (ggml_fp16_t *) ((char *) dst->data  + i1*( dst->nb[1])),
+                (ggml_fp16_t *) ((char *) src1->data + i1*(src1->nb[1])),
+                (ggml_fp16_t *) ((char *) grad->data + i1*(grad->nb[1])));
+
+    #ifndef NDEBUG
+        for (int k = 0; k < nc; k++) {
+            const float x = ((ggml_fp16_t *) ((char *) dst->data + i1*( dst->nb[1])))[k];
+            const float v = GGML_FP16_TO_FP32(x);
+            GGML_UNUSED(v);
+            assert(!isnan(v));
+            assert(!isinf(v));
+        }
+    #endif
+    }
+}
+
+void ggml_compute_forward_silu_back(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_silu_back_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_silu_back_f16(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_norm
+
+static void ggml_compute_forward_norm_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    float eps;
+    memcpy(&eps, dst->op_params, sizeof(float));
+
+    GGML_ASSERT(eps >= 0.0f);
+
+    // TODO: optimize
+    for (int64_t i03 = 0; i03 < ne03; i03++) {
+        for (int64_t i02 = 0; i02 < ne02; i02++) {
+            for (int64_t i01 = ith; i01 < ne01; i01 += nth) {
+                const float * x = (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+
+                ggml_float sum = 0.0;
+                for (int64_t i00 = 0; i00 < ne00; i00++) {
+                    sum += (ggml_float)x[i00];
+                }
+
+                float mean = sum/ne00;
+
+                float * y = (float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3);
+
+                ggml_float sum2 = 0.0;
+                for (int64_t i00 = 0; i00 < ne00; i00++) {
+                    float v = x[i00] - mean;
+                    y[i00] = v;
+                    sum2 += (ggml_float)(v*v);
+                }
+
+                float variance = sum2/ne00;
+                const float scale = 1.0f/sqrtf(variance + eps);
+
+                ggml_vec_scale_f32(ne00, y, scale);
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_norm(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_norm_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_group_rms_norm
+
+static void ggml_compute_forward_rms_norm_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    float eps;
+    memcpy(&eps, dst->op_params, sizeof(float));
+
+    GGML_ASSERT(eps >= 0.0f);
+
+    // TODO: optimize
+    for (int64_t i03 = 0; i03 < ne03; i03++) {
+        for (int64_t i02 = 0; i02 < ne02; i02++) {
+            for (int64_t i01 = ith; i01 < ne01; i01 += nth) {
+                const float * x = (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+
+                ggml_float sum = 0.0;
+                for (int64_t i00 = 0; i00 < ne00; i00++) {
+                    sum += (ggml_float)(x[i00] * x[i00]);
+                }
+
+                const float mean = sum/ne00;
+
+                float * y = (float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3);
+
+                memcpy(y, x, ne00 * sizeof(float));
+                // for (int i00 = 0; i00 < ne00; i00++) {
+                //     y[i00] = x[i00];
+                // }
+
+                const float scale = 1.0f/sqrtf(mean + eps);
+
+                ggml_vec_scale_f32(ne00, y, scale);
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_rms_norm(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_rms_norm_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+static void ggml_compute_forward_rms_norm_back_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0]; // gradients from forward pass output
+    const ggml_tensor * src1 = dst->src[1]; // src1 from forward pass
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst) && ggml_are_same_shape(src0, src1));
+
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+    GGML_ASSERT(src1->nb[0] == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    float eps;
+    memcpy(&eps, dst->op_params, sizeof(float));
+
+    // TODO: optimize
+    for (int64_t i03 = 0; i03 < ne03; i03++) {
+        for (int64_t i02 = 0; i02 < ne02; i02++) {
+            for (int64_t i01 = ith; i01 < ne01; i01 += nth) {
+                // src1 is same shape as src0 => same indices
+                const int64_t i11 = i01;
+                const int64_t i12 = i02;
+                const int64_t i13 = i03;
+
+                const float * dz = (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+                const float * x  = (float *) ((char *) src1->data + i11*nb11 + i12*nb12 + i13*nb13);
+
+                ggml_float sum_xx  = 0.0;
+                ggml_float sum_xdz = 0.0;
+
+                for (int64_t i00 = 0; i00 < ne00; i00++) {
+                    sum_xx  += (ggml_float)(x[i00] * x[i00]);
+                    sum_xdz += (ggml_float)(x[i00] * dz[i00]);
+                }
+
+                //const float mean     = (float)(sum_xx)/ne00;
+                const float mean_eps = (float)(sum_xx)/ne00 + eps;
+                const float sum_eps  = (float)(sum_xx) + eps*ne00;
+                //const float mean_xdz = (float)(sum_xdz)/ne00;
+                // we could cache rms from forward pass to improve performance.
+                // to do this implement ggml_rms and compose ggml_rms_norm using ggml_rms.
+                //const float rms      = sqrtf(mean_eps);
+                const float rrms     = 1.0f / sqrtf(mean_eps);
+                //const float scale    = -rrms/(ne00 * mean_eps); // -1/(n*rms**3)
+
+                {
+                    // z = rms_norm(x)
+                    //
+                    // rms_norm(src1) =
+                    //     scale(
+                    //         src1,
+                    //         div(
+                    //             1,
+                    //             sqrt(
+                    //                 add(
+                    //                     scale(
+                    //                         sum(
+                    //                             sqr(
+                    //                                 src1)),
+                    //                         (1.0/N)),
+                    //                     eps))));
+
+                    // postorder:
+                    // ## op    args         grad
+                    // 00 param src1         grad[#00]
+                    // 01 const 1
+                    // 02 sqr   (#00)        grad[#02]
+                    // 03 sum   (#02)        grad[#03]
+                    // 04 const 1/N
+                    // 05 scale (#03, #04)   grad[#05]
+                    // 06 const eps
+                    // 07 add   (#05, #06)   grad[#07]
+                    // 08 sqrt  (#07)        grad[#08]
+                    // 09 div   (#01,#08)    grad[#09]
+                    // 10 scale (#00,#09)    grad[#10]
+                    //
+                    // backward pass, given grad[#10]
+                    // #10: scale
+                    // grad[#00] += scale(grad[#10],#09)
+                    // grad[#09] += sum(mul(grad[#10],#00))
+                    // #09: div
+                    // grad[#08] += neg(mul(grad[#09], div(#09,#08)))
+                    // #08: sqrt
+                    // grad[#07] += mul(grad[#08], div(0.5, #08))
+                    // #07: add
+                    // grad[#05] += grad[#07]
+                    // #05: scale
+                    // grad[#03] += scale(grad[#05],#04)
+                    // #03: sum
+                    // grad[#02] += repeat(grad[#03], #02)
+                    // #02:
+                    // grad[#00] += scale(mul(#00, grad[#02]), 2.0)
+                    //
+                    // substitute and simplify:
+                    // grad[#00] = scale(grad(#10), #09) + scale(mul(#00, grad[#02]), 2.0)
+                    // grad[#02] = repeat(grad[#03], #02)
+                    // grad[#02] = repeat(scale(grad[#05],#04), #02)
+                    // grad[#02] = repeat(scale(grad[#07],#04), #02)
+                    // grad[#02] = repeat(scale(mul(grad[#08], div(0.5, #08)),#04), #02)
+                    // grad[#02] = repeat(scale(mul(neg(mul(grad[#09], div(#09,#08))), div(0.5, #08)),#04), #02)
+                    // grad[#02] = repeat(scale(mul(neg(mul(sum(mul(grad[#10],#00)), div(#09,#08))), div(0.5, #08)),#04), #02)
+                    // grad[#02] = repeat(-(sum(mul(grad[#10],#00)) * div(#09,#08) * div(0.5, #08) * (1/N)), #02)
+                    // grad[#02] = repeat(-(sum(mul(grad[#10],#00)) * div(div(#01,#08),#08) * div(0.5, #08) * (1/N)), #02)
+                    // grad[#02] = repeat(-(sum(mul(grad[#10],#00)) * div(1,#08*#08) * div(0.5, #08) * (1/N)), #02)
+                    // grad[#02] = repeat(-(sum(mul(grad[#10],#00)) * div(1,#07) * div(0.5, #08) * (1/N)), #02)
+                    // grad[#00] = scale(grad(#10), #09) + scale(mul(#00, grad[#02]), 2.0)
+                    // grad[#00] = scale(grad(#10), #09) + scale(mul(#00, repeat(-(sum(mul(grad[#10],#00)) * div(1,#07) * div(0.5, #08) * (1/N)), #02)), 2.0)
+                    // grad[#00] = scale(grad(#10), #09) + scale(scale(#00, -(sum(mul(grad[#10],#00)) * div(1,#07) * div(0.5, #08) * (1/N))), 2.0)
+                    // grad[#00] = scale(grad(#10), #09) + scale(#00, -(sum(mul(grad[#10],#00)) * div(1,#07) * div(1,#08) * (1/N)))
+                    // grad[#00] = scale(grad(#10), #09) + scale(#00, sum(mul(grad[#10],#00)) * div(1,#07*#08) * (-1/N))
+                    // grad[#00] = scale(grad(#10), #09) + scale(#00, sum(mul(grad[#10],#00)) * div(1,#07*#08) * (-1/N))
+                    // grad[#00] = scale(grad(#10), #09) + scale(#00, sum(mul(grad[#10],#00)) * div(1,mean_eps*rms) * (-1/N))
+                    // grad[#00] = scale(grad(#10), #09) + scale(#00, sum(mul(grad[#10],#00)) * div(-1,rms*N*mean_eps))
+                    // grad[#00] = scale(grad(#10), #09) + scale(#00, sum(mul(grad[#10],#00)) * div(-1,rms*N*(sum_xx/N+eps)))
+                    // grad[#00] = scale(grad(#10), #09) + scale(#00, sum(mul(grad[#10],#00)) * div(-1,rms*N*sum_xx+rms*N*eps))
+                    // grad[#00] = scale(dz, rrms) + scale(x, sum(mul(dz,x)) * div(-1,rms*N*mean_eps))
+                    // grad[#00] = scale(dz, rrms) + scale(x, sum_xdz * div(-1,rms*N*mean_eps))
+                    // a = b*c + d*e
+                    // a = b*c*f/f + d*e*f/f
+                    // a = (b*c*f + d*e*f)*(1/f)
+                    // a = (b*c*(1/c) + d*e*(1/c))*(1/(1/c))
+                    // a = (b + d*e/c)*c
+                    // b = dz, c = rrms, d = x, e = sum_xdz * div(-1,rms*N*mean_eps)
+                    // a = (dz + x*sum_xdz * div(-1,rms*N*mean_eps)/rrms)*rrms
+                    // a = (dz + x*sum_xdz * div(-1,rms*N*mean_eps)*rms)*rrms
+                    // a = (dz + x*sum_xdz * div(-rms,rms*N*mean_eps))*rrms
+                    // a = (dz + x*sum_xdz * div(-1,N*mean_eps))*rrms
+                    // a = (dz + x*div(-sum_xdz,N*mean_eps))*rrms
+                    // a = (dz + x*div(-mean_xdz,mean_eps))*rrms
+                    // grad[#00] = scale(dz + scale(x, div(-mean_xdz,mean_eps)),rrms)
+                    // grad[#00] = scale(dz + scale(x, -mean_xdz/mean_eps),rrms)
+                    // dx = scale(dz + scale(x, -mean_xdz/mean_eps),rrms)
+                }
+                // dx = scale(dz + scale(x, -mean_xdz/mean_eps),rrms)
+                // post-order:
+                // dx := x
+                // dx := scale(dx,-mean_xdz/mean_eps)
+                // dx := add(dx, dz)
+                // dx := scale(dx, rrms)
+                float * dx = (float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3);
+
+                // dx[i00] = (x*(-sum_xdz/sum_eps) + dz) / sqrtf(mean_eps)
+                ggml_vec_cpy_f32  (ne00, dx, x);
+                // ggml_vec_scale_f32(ne00, dx, -mean_xdz/mean_eps);
+                ggml_vec_scale_f32(ne00, dx, (float)(-sum_xdz)/sum_eps);
+                ggml_vec_acc_f32  (ne00, dx, dz);
+                ggml_vec_scale_f32(ne00, dx, rrms);
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_rms_norm_back(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_rms_norm_back_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_group_norm
+
+static void ggml_compute_forward_group_norm_f32(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    // TODO: optimize
+
+    float eps;
+    memcpy(&eps, dst->op_params + 1, sizeof(float));
+
+    int n_channels = src0->ne[2];
+    int n_groups = dst->op_params[0];
+    int n_channels_per_group = (n_channels + n_groups - 1) / n_groups;
+    for (int i = ith; i < n_groups; i += nth) {
+        int start = i * n_channels_per_group;
+        int end = start + n_channels_per_group;
+        if (end > n_channels) {
+            end = n_channels;
+        }
+        int step = end - start;
+
+        for (int64_t i03 = 0; i03 < ne03; i03++) {
+            ggml_float sum = 0.0;
+            for (int64_t i02 = start; i02 < end; i02++) {
+                for (int64_t i01 = 0; i01 < ne01; i01++) {
+                    const float * x = (float *)((char *) src0->data + i01 * nb01 + i02 * nb02 + i03 * nb03);
+
+                    ggml_float sumr = 0.0;
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        sumr += (ggml_float)x[i00];
+                    }
+                    sum += sumr;
+                }
+            }
+            const float mean = sum / (ne00 * ne01 * step);
+
+            ggml_float sum2 = 0.0;
+            for (int64_t i02 = start; i02 < end; i02++) {
+                for (int64_t i01 = 0; i01 < ne01; i01++) {
+                    const float * x = (float *)((char *) src0->data + i01 * nb01 + i02 * nb02 + i03 * nb03);
+
+                    float * y = (float *)((char *) dst->data + i01 * nb1 + i02 * nb2 + i03 * nb3);
+
+                    ggml_float sumr = 0.0;
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        float v = x[i00] - mean;
+                        y[i00] = v;
+                        sumr += (ggml_float)(v * v);
+                    }
+                    sum2 += sumr;
+                }
+            }
+            const float variance = sum2 / (ne00 * ne01 * step);
+            const float scale = 1.0f / sqrtf(variance + eps);
+
+            for (int64_t i02 = start; i02 < end; i02++) {
+                for (int64_t i01 = 0; i01 < ne01; i01++) {
+                    float * y = (float *)((char *) dst->data + i01 * nb1 + i02 * nb2 + i03 * nb3);
+                    ggml_vec_scale_f32(ne00, y, scale);
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_group_norm(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_group_norm_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_l2_norm
+
+static void ggml_compute_forward_l2_norm_f32(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    float eps;
+    memcpy(&eps, dst->op_params, sizeof(float));
+
+    GGML_ASSERT(eps >= 0.0f);
+
+    // TODO: optimize
+    for (int64_t i03 = 0; i03 < ne03; i03++) {
+        for (int64_t i02 = 0; i02 < ne02; i02++) {
+            for (int64_t i01 = ith; i01 < ne01; i01 += nth) {
+                const float * x = (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+
+                ggml_float sum = 0.0;
+                for (int64_t i00 = 0; i00 < ne00; i00++) {
+                    sum += (ggml_float)(x[i00] * x[i00]);
+                }
+
+                float * y = (float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3);
+
+                memcpy(y, x, ne00 * sizeof(float));
+
+                const float scale = 1.0f/fmaxf(sqrtf(sum), eps);
+
+                ggml_vec_scale_f32(ne00, y, scale);
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_l2_norm(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_l2_norm_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_out_prod
+
+static void ggml_compute_forward_out_prod_f32(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_ASSERT(ne0 == ne00);
+    GGML_ASSERT(ne1 == ne10);
+    GGML_ASSERT(ne2 == ne12);
+    GGML_ASSERT(ne3 == ne13);
+
+    GGML_ASSERT(ne2 % ne02 == 0);
+    GGML_ASSERT(ne3 % ne03 == 0);
+
+    // we don't support permuted src0 or src1
+    GGML_ASSERT(nb00 == sizeof(float));
+
+    // dst cannot be transposed or permuted
+    GGML_ASSERT(nb0 == sizeof(float));
+    // GGML_ASSERT(nb0 <= nb1);
+    // GGML_ASSERT(nb1 <= nb2);
+    // GGML_ASSERT(nb2 <= nb3);
+
+    // nb01 >= nb00 - src0 is not transposed
+    //   compute by src0 rows
+
+    if (ith == 0) {
+        ggml_vec_set_f32(ne0*ne1*ne2*ne3, (float *)dst->data, 0);
+    }
+    ggml_barrier(params->threadpool);
+
+    // dst[:,:,:,:] = 0
+    // for i2,i3:
+    //   for i1:
+    //     for i01:
+    //       for i0:
+    //         dst[i0,i1,i2,i3] += src0[i0,i01,i2,i3] * src1[i1,i01,i2,i3]
+
+    // parallelize by last three dimensions
+
+    // total rows in dst
+    const int64_t nr = ne1*ne2*ne3;
+
+    // rows per thread
+    const int64_t dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int64_t ir0 = dr*ith;
+    const int64_t ir1 = MIN(ir0 + dr, nr);
+
+    // block-tiling attempt
+    const int64_t blck_0 = MAX(GGML_VEC_MAD_UNROLL, 32);
+    const int64_t blck_1 = 16;
+
+    // dps == dst per src0, used for group query attention
+    const int64_t dps2 = ne2 / ne02;
+    const int64_t dps3 = ne3 / ne03;
+
+    for (int64_t bir = ir0; bir < ir1; bir += blck_1) {
+        const int64_t bir1 = MIN(bir + blck_1, ir1);
+        for (int64_t bi01 = 0; bi01 < ne01; bi01 += blck_0) {
+            const int64_t bne01 = MIN(bi01 + blck_0, ne01);
+            for (int64_t ir = bir; ir < bir1; ++ir) {
+                // dst indices
+                const int64_t i3 = ir/(ne2*ne1);
+                const int64_t i2 = (ir - i3*ne2*ne1)/ne1;
+                const int64_t i1 = (ir - i3*ne2*ne1 - i2*ne1);
+
+                const int64_t i02 = i2 / dps2;
+                const int64_t i03 = i3 / dps3;
+
+                //const int64_t i10 = i1;
+                const int64_t i12 = i2;
+                const int64_t i13 = i3;
+
+#if GGML_VEC_MAD_UNROLL > 2
+                const int64_t bne01_unroll = bne01 - (bne01 % GGML_VEC_MAD_UNROLL);
+                for (int64_t i01 = bi01; i01 < bne01_unroll; i01 += GGML_VEC_MAD_UNROLL) {
+                    const int64_t i11 = i01;
+
+                    float * s0 = (float *) ((char *) src0->data + (          i01*nb01 + i02*nb02 + i03*nb03));
+                    float * s1 = (float *) ((char *) src1->data + (i1*nb10 + i11*nb11 + i12*nb12 + i13*nb13));
+                    float * d  = (float *) ((char *)  dst->data + (          i1*nb1   + i2*nb2   + i3*nb3));
+
+                    ggml_vec_mad_f32_unroll(ne0, nb01, nb11, d, s0, s1);
+                }
+                for (int64_t i01 = bne01_unroll; i01 < bne01; ++i01) {
+                    const int64_t i11 = i01;
+
+                    float * s0 = (float *) ((char *) src0->data + (          i01*nb01 + i02*nb02 + i03*nb03));
+                    float * s1 = (float *) ((char *) src1->data + (i1*nb10 + i11*nb11 + i12*nb12 + i13*nb13));
+                    float * d  = (float *) ((char *)  dst->data + (          i1*nb1   + i2*nb2   + i3*nb3));
+
+                    ggml_vec_mad_f32(ne0, d, s0, *s1);
+                }
+#else
+                for (int64_t i01 = bi01; i01 < bne01; ++i01) {
+                    const int64_t i11 = i01;
+
+                    float * s0 = (float *) ((char *) src0->data + (          i01*nb01 + i02*nb02 + i03*nb03));
+                    float * s1 = (float *) ((char *) src1->data + (i1*nb10 + i11*nb11 + i12*nb12 + i13*nb13));
+                    float * d  = (float *) ((char *)  dst->data + (          i1*nb1 + i2*nb2 + i3*nb3));
+
+                    ggml_vec_mad_f32(ne0, d, s0, *s1);
+                }
+#endif
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_out_prod_q_f32(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const ggml_type type = src0->type;
+    ggml_to_float_t const dequantize_row_q = ggml_get_type_traits(type)->to_float;
+
+    GGML_ASSERT(ne02 == ne12);
+    GGML_ASSERT(ne03 == ne13);
+    GGML_ASSERT(ne2  == ne12);
+    GGML_ASSERT(ne3  == ne13);
+
+    // we don't support permuted src0 dim0
+    GGML_ASSERT(nb00 == ggml_type_size(type));
+
+    // dst dim0 cannot be transposed or permuted
+    GGML_ASSERT(nb0 == sizeof(float));
+    // GGML_ASSERT(nb0 <= nb1);
+    // GGML_ASSERT(nb1 <= nb2);
+    // GGML_ASSERT(nb2 <= nb3);
+
+    GGML_ASSERT(ne0 == ne00);
+    GGML_ASSERT(ne1 == ne10);
+    GGML_ASSERT(ne2 == ne02);
+    GGML_ASSERT(ne3 == ne03);
+
+    // nb01 >= nb00 - src0 is not transposed
+    //   compute by src0 rows
+
+    if (ith == 0) {
+        ggml_vec_set_f32(ne0*ne1*ne2*ne3, (float *)dst->data, 0);
+    }
+    ggml_barrier(params->threadpool);
+
+    // parallelize by last three dimensions
+
+    // total rows in dst
+    const int64_t nr = ne1*ne2*ne3;
+
+    // rows per thread
+    const int64_t dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int64_t ir0 = dr*ith;
+    const int64_t ir1 = MIN(ir0 + dr, nr);
+
+    // dst[:,:,:,:] = 0
+    // for i2,i3:
+    //   for i1:
+    //     for i01:
+    //       for i0:
+    //         dst[i0,i1,i2,i3] += src0[i0,i01,i2,i3] * src1[i1,i01,i2,i3]
+
+    float * wdata = (float *) params->wdata + (ne0 + CACHE_LINE_SIZE_F32) * ith;
+
+    for (int64_t ir = ir0; ir < ir1; ++ir) {
+        // dst indices
+        const int64_t i3 = ir/(ne2*ne1);
+        const int64_t i2 = (ir - i3*ne2*ne1)/ne1;
+        const int64_t i1 = (ir - i3*ne2*ne1 - i2*ne1);
+
+        const int64_t i02 = i2;
+        const int64_t i03 = i3;
+
+        //const int64_t i10 = i1;
+        const int64_t i12 = i2;
+        const int64_t i13 = i3;
+
+        for (int64_t i01 = 0; i01 < ne01; ++i01) {
+            const int64_t i11 = i01;
+
+            float * s0 = (float *) ((char *) src0->data + (          i01*nb01 + i02*nb02 + i03*nb03));
+            float * s1 = (float *) ((char *) src1->data + (i1*nb10 + i11*nb11 + i12*nb12 + i13*nb13));
+            float * d  = (float *) ((char *)  dst->data + (          i1*nb1 + i2*nb2 + i3*nb3));
+
+            dequantize_row_q(s0, wdata, ne0);
+            ggml_vec_mad_f32(ne0, d, wdata, *s1);
+        }
+    }
+}
+
+void ggml_compute_forward_out_prod(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_Q4_0:
+        case GGML_TYPE_Q4_1:
+        case GGML_TYPE_Q5_0:
+        case GGML_TYPE_Q5_1:
+        case GGML_TYPE_Q8_0:
+        case GGML_TYPE_Q2_K:
+        case GGML_TYPE_Q3_K:
+        case GGML_TYPE_Q4_K:
+        case GGML_TYPE_Q5_K:
+        case GGML_TYPE_Q6_K:
+        case GGML_TYPE_TQ1_0:
+        case GGML_TYPE_TQ2_0:
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ3_XXS:
+        case GGML_TYPE_IQ1_S:
+        case GGML_TYPE_IQ1_M:
+        case GGML_TYPE_IQ4_NL:
+        case GGML_TYPE_IQ4_XS:
+        case GGML_TYPE_IQ3_S:
+        case GGML_TYPE_IQ2_S:
+            {
+                ggml_compute_forward_out_prod_q_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                GGML_ABORT("fatal error"); // todo
+                // ggml_compute_forward_out_prod_f16_f32(params, dst);
+            }
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_out_prod_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_scale
+
+static void ggml_compute_forward_scale_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_is_contiguous(src0));
+    GGML_ASSERT(ggml_is_contiguous(dst));
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+
+    // scale factor
+    float v;
+    memcpy(&v, dst->op_params, sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nrows(src0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    const size_t nb01 = src0->nb[1];
+
+    const size_t nb1 = dst->nb[1];
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        if (dst->data != src0->data) {
+            // src0 is same shape as dst => same indices
+            memcpy((char *)dst->data + i1*nb1, (char *)src0->data + i1*nb01, nc * sizeof(float));
+        }
+        ggml_vec_scale_f32(nc, (float *) ((char *) dst->data + i1*nb1), v);
+    }
+}
+
+void ggml_compute_forward_scale(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_scale_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_set
+
+static void ggml_compute_forward_set_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_is_contiguous(dst) && ggml_is_contiguous(src0));
+
+    // view src0 and dst with these strides and data offset inbytes during set
+    // nb0 is implicitly element_size because src0 and dst are contiguous
+    size_t nb1     = ((int32_t *) dst->op_params)[0];
+    size_t nb2     = ((int32_t *) dst->op_params)[1];
+    size_t nb3     = ((int32_t *) dst->op_params)[2];
+    size_t offset  = ((int32_t *) dst->op_params)[3];
+    bool   inplace = (bool) ((int32_t *) dst->op_params)[4];
+
+    if (!inplace) {
+        if (params->ith == 0) {
+            // memcpy needs to be synchronized across threads to avoid race conditions.
+            // => do it in INIT phase
+            memcpy(
+                ((char *)  dst->data),
+                ((char *) src0->data),
+                ggml_nbytes(dst));
+        }
+        ggml_barrier(params->threadpool);
+    }
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr = ggml_nrows(src1);
+    const int nc = src1->ne[0];
+
+    GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne)
+    GGML_TENSOR_LOCALS(size_t,  nb1, src1, nb)
+
+    // src0 and dst as viewed during set
+    const size_t nb0 = ggml_element_size(src0);
+
+    const int im0 = (ne10 == 0 ? 0 : ne10-1);
+    const int im1 = (ne11 == 0 ? 0 : ne11-1);
+    const int im2 = (ne12 == 0 ? 0 : ne12-1);
+    const int im3 = (ne13 == 0 ? 0 : ne13-1);
+
+    GGML_ASSERT(offset + im0*nb0  + im1*nb1  + im2*nb2  + im3*nb3  <= ggml_nbytes(dst));
+
+    GGML_ASSERT(nb10 == sizeof(float));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 and dst are viewed with shape of src1 and offset
+        // => same indices
+        const int i3 = ir/(ne12*ne11);
+        const int i2 = (ir - i3*ne12*ne11)/ne11;
+        const int i1 = (ir - i3*ne12*ne11 - i2*ne11);
+
+        ggml_vec_cpy_f32(nc,
+                (float *) ((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + offset),
+                (float *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11));
+    }
+}
+
+static void ggml_compute_forward_set_i32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_is_contiguous(dst) && ggml_is_contiguous(src0));
+
+    // view src0 and dst with these strides and data offset inbytes during set
+    // nb0 is implicitly element_size because src0 and dst are contiguous
+    size_t nb1     = ((int32_t *) dst->op_params)[0];
+    size_t nb2     = ((int32_t *) dst->op_params)[1];
+    size_t nb3     = ((int32_t *) dst->op_params)[2];
+    size_t offset  = ((int32_t *) dst->op_params)[3];
+    bool   inplace = (bool) ((int32_t *) dst->op_params)[4];
+
+    if (!inplace) {
+        if (params->ith == 0) {
+            // memcpy needs to be synchronized across threads to avoid race conditions.
+            // => do it in INIT phase
+            memcpy(
+                ((char *)  dst->data),
+                ((char *) src0->data),
+                ggml_nbytes(dst));
+        }
+        ggml_barrier(params->threadpool);
+    }
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr = ggml_nrows(src1);
+    const int nc = src1->ne[0];
+
+    GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne)
+    GGML_TENSOR_LOCALS(size_t,  nb1, src1, nb)
+
+    // src0 and dst as viewed during set
+    const size_t nb0 = ggml_element_size(src0);
+
+    const int im0 = (ne10 == 0 ? 0 : ne10-1);
+    const int im1 = (ne11 == 0 ? 0 : ne11-1);
+    const int im2 = (ne12 == 0 ? 0 : ne12-1);
+    const int im3 = (ne13 == 0 ? 0 : ne13-1);
+
+    GGML_ASSERT(offset + im0*nb0  + im1*nb1  + im2*nb2  + im3*nb3  <= ggml_nbytes(dst));
+
+    GGML_ASSERT(nb10 == sizeof(int32_t));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // src0 and dst are viewed with shape of src1 and offset
+        // => same indices
+        const int i3 = ir/(ne12*ne11);
+        const int i2 = (ir - i3*ne12*ne11)/ne11;
+        const int i1 = (ir - i3*ne12*ne11 - i2*ne11);
+
+        ggml_vec_cpy_i32(nc,
+                (int32_t *) ((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + offset),
+                (int32_t *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11));
+    }
+}
+
+void ggml_compute_forward_set(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_set_f32(params, dst);
+            } break;
+        case GGML_TYPE_I32:
+            {
+                ggml_compute_forward_set_i32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+        case GGML_TYPE_BF16:
+        case GGML_TYPE_Q4_0:
+        case GGML_TYPE_Q4_1:
+        case GGML_TYPE_Q5_0:
+        case GGML_TYPE_Q5_1:
+        case GGML_TYPE_Q8_0:
+        case GGML_TYPE_Q8_1:
+        case GGML_TYPE_Q2_K:
+        case GGML_TYPE_Q3_K:
+        case GGML_TYPE_Q4_K:
+        case GGML_TYPE_Q5_K:
+        case GGML_TYPE_Q6_K:
+        case GGML_TYPE_TQ1_0:
+        case GGML_TYPE_TQ2_0:
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ3_XXS:
+        case GGML_TYPE_IQ1_S:
+        case GGML_TYPE_IQ1_M:
+        case GGML_TYPE_IQ4_NL:
+        case GGML_TYPE_IQ4_XS:
+        case GGML_TYPE_IQ3_S:
+        case GGML_TYPE_IQ2_S:
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_cpy
+
+void ggml_compute_forward_cpy(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    ggml_compute_forward_dup(params, dst);
+}
+
+// ggml_compute_forward_cont
+
+void ggml_compute_forward_cont(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    ggml_compute_forward_dup(params, dst);
+}
+
+// ggml_compute_forward_reshape
+
+void ggml_compute_forward_reshape(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    // NOP
+    GGML_UNUSED(params);
+    GGML_UNUSED(dst);
+}
+
+// ggml_compute_forward_view
+
+void ggml_compute_forward_view(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    // NOP
+    GGML_UNUSED(params);
+    GGML_UNUSED(dst);
+}
+
+// ggml_compute_forward_permute
+
+void ggml_compute_forward_permute(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    // NOP
+    GGML_UNUSED(params);
+    GGML_UNUSED(dst);
+}
+
+// ggml_compute_forward_transpose
+
+void ggml_compute_forward_transpose(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    // NOP
+    GGML_UNUSED(params);
+    GGML_UNUSED(dst);
+}
+
+// ggml_compute_forward_get_rows
+
+static void ggml_compute_forward_get_rows_q(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int64_t nc = ne00;
+    const int64_t nr = ggml_nelements(src1);
+
+    const ggml_type type = src0->type;
+    ggml_to_float_t const dequantize_row_q = ggml_get_type_traits(type)->to_float;
+
+    assert(ne0  == nc);
+    assert(ne02 == ne11);
+    assert(nb00 == ggml_type_size(type));
+    assert(ggml_nrows(dst) == nr);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int64_t i = ir0; i < ir1; ++i) {
+        const int64_t i12 = i/(ne11*ne10);
+        const int64_t i11 = (i - i12*ne11*ne10)/ne10;
+        const int64_t i10 = (i - i12*ne11*ne10 - i11*ne10);
+        const int64_t i01 = *(int32_t *) ((char *) src1->data + i10*nb10 + i11*nb11 + i12*nb12);
+
+        GGML_ASSERT(i01 >= 0 && i01 < ne01);
+
+        dequantize_row_q(
+                (const void *) ((char *) src0->data + i01*nb01 + i11*nb02 + i12*nb03),
+                     (float *) ((char *)  dst->data + i10*nb1  + i11*nb2  + i12*nb3), nc);
+    }
+}
+
+static void ggml_compute_forward_get_rows_f16(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int64_t nc = ne00;
+    const int64_t nr = ggml_nelements(src1);
+
+    assert(ne0  == nc);
+    assert(ne02 == ne11);
+    assert(nb00 == sizeof(ggml_fp16_t));
+    assert(ggml_nrows(dst) == nr);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int64_t i = ir0; i < ir1; ++i) {
+        const int64_t i12 = i/(ne11*ne10);
+        const int64_t i11 = (i - i12*ne11*ne10)/ne10;
+        const int64_t i10 = (i - i12*ne11*ne10 - i11*ne10);
+        const int64_t i01 = *(int32_t *) ((char *) src1->data + i10*nb10 + i11*nb11 + i12*nb12);
+
+        GGML_ASSERT(i01 >= 0 && i01 < ne01);
+
+        ggml_cpu_fp16_to_fp32(
+            (const ggml_fp16_t*) ((char *) src0->data + i01*nb01 + i11*nb02 + i12*nb03),
+                       (float *) ((char *)  dst->data + i10*nb1  + i11*nb2  + i12*nb3), nc);
+    }
+}
+
+static void ggml_compute_forward_get_rows_bf16(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int64_t nc = ne00;
+    const int64_t nr = ggml_nelements(src1);
+
+    assert(ne0  == nc);
+    assert(ne02 == ne11);
+    assert(nb00 == sizeof(ggml_bf16_t));
+    assert(ggml_nrows(dst) == nr);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int64_t i = ir0; i < ir1; ++i) {
+        const int64_t i12 = i/(ne11*ne10);
+        const int64_t i11 = (i - i12*ne11*ne10)/ne10;
+        const int64_t i10 = (i - i12*ne11*ne10 - i11*ne10);
+        const int64_t i01 = *(int32_t *) ((char *) src1->data + i10*nb10 + i11*nb11 + i12*nb12);
+
+        GGML_ASSERT(i01 >= 0 && i01 < ne01);
+
+        ggml_cpu_bf16_to_fp32(
+            (const ggml_bf16_t *) ((char *) src0->data + i01*nb01 + i11*nb02 + i12*nb03),
+                        (float *) ((char *)  dst->data + i10*nb1  + i11*nb2  + i12*nb3), nc);
+    }
+}
+
+static void ggml_compute_forward_get_rows_f32(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int64_t nc = ne00;
+    const int64_t nr = ggml_nelements(src1);
+
+    assert(ne0  == nc);
+    assert(ne02 == ne11);
+    assert(nb00 == sizeof(float));
+    assert(ggml_nrows(dst) == nr);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int64_t i = ir0; i < ir1; ++i) {
+        const int64_t i12 = i/(ne11*ne10);
+        const int64_t i11 = (i - i12*ne11*ne10)/ne10;
+        const int64_t i10 = (i - i12*ne11*ne10 - i11*ne10);
+        const int64_t i01 = *(int32_t *) ((char *) src1->data + i10*nb10 + i11*nb11 + i12*nb12);
+
+        GGML_ASSERT(i01 >= 0 && i01 < ne01);
+
+        ggml_vec_cpy_f32(nc,
+                (float *) ((char *)  dst->data + i10*nb1  + i11*nb2  + i12*nb3),
+                (float *) ((char *) src0->data + i01*nb01 + i11*nb02 + i12*nb03));
+    }
+}
+
+void ggml_compute_forward_get_rows(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_Q4_0:
+        case GGML_TYPE_Q4_1:
+        case GGML_TYPE_Q5_0:
+        case GGML_TYPE_Q5_1:
+        case GGML_TYPE_Q8_0:
+        case GGML_TYPE_Q8_1:
+        case GGML_TYPE_Q2_K:
+        case GGML_TYPE_Q3_K:
+        case GGML_TYPE_Q4_K:
+        case GGML_TYPE_Q5_K:
+        case GGML_TYPE_Q6_K:
+        case GGML_TYPE_TQ1_0:
+        case GGML_TYPE_TQ2_0:
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ3_XXS:
+        case GGML_TYPE_IQ1_S:
+        case GGML_TYPE_IQ1_M:
+        case GGML_TYPE_IQ4_NL:
+        case GGML_TYPE_IQ4_XS:
+        case GGML_TYPE_IQ3_S:
+        case GGML_TYPE_IQ2_S:
+            {
+                ggml_compute_forward_get_rows_q(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_get_rows_f16(params, dst);
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                ggml_compute_forward_get_rows_bf16(params, dst);
+            } break;
+        case GGML_TYPE_F32:
+        case GGML_TYPE_I32:
+            {
+                ggml_compute_forward_get_rows_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+
+    //static bool first = true;
+    //printf("ne0 = %d, ne1 = %d, ne2 = %d\n", dst->ne[0], dst->ne[1], dst->ne[2]);
+    //if (first) {
+    //    first = false;
+    //} else {
+    //    for (int k = 0; k < dst->ne[1]; ++k) {
+    //        for (int j = 0; j < dst->ne[0]/16; ++j) {
+    //            for (int i = 0; i < 16; ++i) {
+    //                printf("%8.4f ", ((float *) dst->data)[k*dst->ne[0] + j*16 + i]);
+    //            }
+    //            printf("\n");
+    //        }
+    //        printf("\n");
+    //    }
+    //    printf("\n");
+    //    exit(0);
+    //}
+}
+
+// ggml_compute_forward_get_rows_back
+
+static void ggml_compute_forward_get_rows_back_f32_f16(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    GGML_ASSERT(ggml_is_contiguous(dst));
+
+    // ggml_compute_forward_dup_same_cont(params, opt0, dst);
+
+    memset(dst->data, 0, ggml_nbytes(dst));
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nelements(src1);
+
+    GGML_ASSERT( dst->ne[0] == nc);
+    GGML_ASSERT(src0->nb[0] == sizeof(ggml_fp16_t));
+
+    for (int i = 0; i < nr; ++i) {
+        const int r = ((int32_t *) src1->data)[i];
+
+        for (int j = 0; j < nc; ++j) {
+            ggml_fp16_t v = ((ggml_fp16_t *) ((char *) src0->data + i*src0->nb[1]))[j];
+            ((float *) ((char *) dst->data + r*dst->nb[1]))[j] += GGML_FP16_TO_FP32(v);
+        }
+    }
+}
+
+static void ggml_compute_forward_get_rows_back_f32(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    GGML_ASSERT(ggml_is_contiguous(dst));
+
+    // ggml_compute_forward_dup_same_cont(params, opt0, dst);
+
+    memset(dst->data, 0, ggml_nbytes(dst));
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nelements(src1);
+
+    GGML_ASSERT( dst->ne[0] == nc);
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+
+    for (int i = 0; i < nr; ++i) {
+        const int r = ((int32_t *) src1->data)[i];
+
+        ggml_vec_add_f32(nc,
+                (float *) ((char *)  dst->data + r*dst->nb[1]),
+                (float *) ((char *)  dst->data + r*dst->nb[1]),
+                (float *) ((char *) src0->data + i*src0->nb[1]));
+    }
+}
+
+void ggml_compute_forward_get_rows_back(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_get_rows_back_f32_f16(params, dst);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_get_rows_back_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+
+    //static bool first = true;
+    //printf("ne0 = %d, ne1 = %d, ne2 = %d\n", dst->ne[0], dst->ne[1], dst->ne[2]);
+    //if (first) {
+    //    first = false;
+    //} else {
+    //    for (int k = 0; k < dst->ne[1]; ++k) {
+    //        for (int j = 0; j < dst->ne[0]/16; ++j) {
+    //            for (int i = 0; i < 16; ++i) {
+    //                printf("%8.4f ", ((float *) dst->data)[k*dst->ne[0] + j*16 + i]);
+    //            }
+    //            printf("\n");
+    //        }
+    //        printf("\n");
+    //    }
+    //    printf("\n");
+    //    exit(0);
+    //}
+}
+
+// ggml_compute_forward_diag
+
+static void ggml_compute_forward_diag_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    // TODO: handle transposed/permuted matrices
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT(ne00 == ne0);
+    GGML_ASSERT(ne00 == ne1);
+    GGML_ASSERT(ne01 == 1);
+    GGML_ASSERT(ne02 == ne2);
+    GGML_ASSERT(ne03 == ne3);
+
+    GGML_ASSERT(nb00 == sizeof(float));
+    GGML_ASSERT(nb0  == sizeof(float));
+
+    for (int i3 = 0; i3 < ne3; i3++) {
+        for (int i2 = 0; i2 < ne2; i2++) {
+            for (int i1 = 0; i1 < ne1; i1++) {
+                float * d = (float *)((char *)  dst->data + i3*nb3  + i2*nb2 + i1*nb1);
+                float * s = (float *)((char *) src0->data + i3*nb03 + i2*nb02);
+                for (int i0 = 0; i0 < i1; i0++) {
+                    d[i0] = 0;
+                }
+                d[i1] = s[i1];
+                for (int i0 = i1+1; i0 < ne0; i0++) {
+                    d[i0] = 0;
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_diag(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_diag_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_diag_mask_inf
+
+static void ggml_compute_forward_diag_mask_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst,
+        const float value) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int  n_past  = ((int32_t *) dst->op_params)[0];
+    const bool inplace = src0->data == dst->data;
+
+    GGML_ASSERT(n_past >= 0);
+
+    if (!inplace) {
+        if (ith == 0) {
+            // memcpy needs to be synchronized across threads to avoid race conditions.
+            // => do it in INIT phase
+            GGML_ASSERT(ggml_nelements(dst) == ggml_nelements(src0));
+            GGML_ASSERT(ggml_is_contiguous(dst) && ggml_is_contiguous(src0));
+            memcpy(
+                ((char *)  dst->data),
+                ((char *) src0->data),
+                ggml_nbytes(dst));
+        }
+        ggml_barrier(params->threadpool);
+    }
+
+    // TODO: handle transposed/permuted matrices
+
+    const int n  = ggml_nrows(src0);
+    const int nc = src0->ne[0];
+    const int nr = src0->ne[1];
+    const int nz = n/nr;
+
+    GGML_ASSERT( dst->nb[0] == sizeof(float));
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+
+    for (int k = 0; k < nz; k++) {
+        for (int j = ith; j < nr; j += nth) {
+            for (int i = n_past; i < nc; i++) {
+                if (i > n_past + j) {
+                    *(float *)((char *) dst->data + k*dst->nb[2] + j*dst->nb[1] + i*dst->nb[0]) = value;
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_diag_mask_inf(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_diag_mask_f32(params, dst, -INFINITY);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+void ggml_compute_forward_diag_mask_zero(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_diag_mask_f32(params, dst, 0);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_soft_max
+
+static void ggml_compute_forward_soft_max_f32(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    assert(ggml_is_contiguous(dst));
+    assert(ggml_are_same_shape(src0, dst));
+
+    float scale    = 1.0f;
+    float max_bias = 0.0f;
+
+    memcpy(&scale,    (float *) dst->op_params + 0, sizeof(float));
+    memcpy(&max_bias, (float *) dst->op_params + 1, sizeof(float));
+
+    // TODO: handle transposed/permuted matrices
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    //const int64_t ne11 = src1 ? src1->ne[1] : 1;
+
+    // TODO: is this supposed to be ceil instead of floor?
+    //       https://huggingface.co/mosaicml/mpt-7b/blob/main/attention.py#L370
+    const uint32_t n_head      = ne02;
+    const uint32_t n_head_log2 = 1u << (uint32_t) floor(log2(n_head));
+
+    const float m0 = powf(2.0f, -(max_bias       ) / n_head_log2);
+    const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2);
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nrows(src0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    float * wp = (float *) params->wdata + (nc + CACHE_LINE_SIZE_F32) * ith;
+
+    const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        // ALiBi
+        const uint32_t h = (i1/ne01)%ne02; // head
+        const float slope = (max_bias > 0.0f) ? h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2*(h - n_head_log2) + 1) : 1.0f;
+
+        float * sp = (float *)((char *) src0->data + i1*src0->nb[1]);
+        float * dp = (float *)((char *)  dst->data +  i1*dst->nb[1]);
+
+        // broadcast the mask across rows
+        ggml_fp16_t * mp_f16 = src1 ? (ggml_fp16_t *)((char *) src1->data) + (i1%ne01)*ne00 : NULL;
+        float       * mp_f32 = src1 ? (float       *)((char *) src1->data) + (i1%ne01)*ne00 : NULL;
+
+        ggml_vec_cpy_f32  (nc, wp, sp);
+        ggml_vec_scale_f32(nc, wp, scale);
+        if (mp_f32) {
+            if (use_f16) {
+                for (int i = 0; i < nc; ++i) {
+                    wp[i] += slope*GGML_FP16_TO_FP32(mp_f16[i]);
+                }
+            } else {
+                for (int i = 0; i < nc; ++i) {
+                    wp[i] += slope*mp_f32[i];
+                }
+            }
+        }
+
+#ifndef NDEBUG
+        for (int i = 0; i < nc; ++i) {
+            //printf("p[%d] = %f\n", i, p[i]);
+            assert(!isnan(wp[i]));
+        }
+#endif
+
+        float max = -INFINITY;
+        ggml_vec_max_f32(nc, &max, wp);
+
+        ggml_float sum = ggml_vec_soft_max_f32(nc, dp, wp, max);
+        assert(sum > 0.0);
+
+        sum = 1.0/sum;
+        ggml_vec_scale_f32(nc, dp, sum);
+
+#ifndef NDEBUG
+        for (int i = 0; i < nc; ++i) {
+            assert(!isnan(dp[i]));
+            assert(!isinf(dp[i]));
+        }
+#endif
+    }
+}
+
+void ggml_compute_forward_soft_max(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_soft_max_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+
+// ggml_compute_forward_soft_max_ext_back
+
+static void ggml_compute_forward_soft_max_ext_back_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(ggml_is_contiguous(src0));
+    GGML_ASSERT(ggml_is_contiguous(src1));
+    GGML_ASSERT(ggml_is_contiguous(dst));
+    GGML_ASSERT(ggml_are_same_shape(src0, dst));
+    GGML_ASSERT(ggml_are_same_shape(src1, dst));
+
+    float scale    = 1.0f;
+    float max_bias = 0.0f;
+
+    memcpy(&scale,    (const float *) dst->op_params + 0, sizeof(float));
+    memcpy(&max_bias, (const float *) dst->op_params + 1, sizeof(float));
+
+    GGML_ASSERT(max_bias == 0.0f);
+
+    // TODO: handle transposed/permuted matrices
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc = src0->ne[0];
+    const int nr = ggml_nrows(src0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        float *dy = (float *)((char *) src0->data + i1*src0->nb[1]);
+        float *y  = (float *)((char *) src1->data + i1*src1->nb[1]);
+        float *dx = (float *)((char *) dst->data  + i1*dst->nb[1]);
+
+#ifndef NDEBUG
+        for (int i = 0; i < nc; ++i) {
+            //printf("p[%d] = %f\n", i, p[i]);
+            assert(!isnan(dy[i]));
+            assert(!isnan(y[i]));
+        }
+#endif
+        // Jii = yi - yi*yi
+        // Jij = -yi*yj
+        // J = diag(y)-y.T*y
+        // dx = J * dy
+        // dxk = sum_i(Jki * dyi)
+        // dxk = sum_i(-yk*yi * dyi) - (-yk*yk)*dyk + (yk - yk*yk)*dyk
+        // dxk = sum_i(-yk*yi * dyi) + yk*yk*dyk + yk*dyk - yk*yk*dyk
+        // dxk = sum_i(-yk*yi * dyi) + yk*dyk
+        // dxk = -yk * sum_i(yi * dyi) + yk*dyk
+        // dxk = -yk * dot(y, dy) + yk*dyk
+        // dxk = yk * (- dot(y, dy) + dyk)
+        // dxk = yk * (dyk - dot(y, dy))
+        //
+        // post-order:
+        // dot_y_dy := dot(y, dy)
+        // dx := dy
+        // dx := dx - dot_y_dy
+        // dx := dx * y
+
+        // linear runtime, no additional memory
+        float dot_y_dy = 0;
+        ggml_vec_dot_f32  (nc, &dot_y_dy, 0, y, 0, dy, 0, 1);
+        ggml_vec_cpy_f32  (nc, dx, dy);
+        ggml_vec_acc1_f32 (nc, dx, -dot_y_dy);
+        ggml_vec_mul_f32  (nc, dx, dx, y);
+        ggml_vec_scale_f32(nc, dx, scale);
+
+#ifndef NDEBUG
+        for (int i = 0; i < nc; ++i) {
+            assert(!isnan(dx[i]));
+            assert(!isinf(dx[i]));
+        }
+#endif
+    }
+}
+
+void ggml_compute_forward_soft_max_ext_back(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_soft_max_ext_back_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_clamp
+
+static void ggml_compute_forward_clamp_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    float min;
+    float max;
+    memcpy(&min, (float *) dst->op_params + 0, sizeof(float));
+    memcpy(&max, (float *) dst->op_params + 1, sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int n  = ggml_nrows(src0);
+    const int nc = src0->ne[0];
+
+    const size_t nb00 = src0->nb[0];
+    const size_t nb01 = src0->nb[1];
+
+    const size_t nb0 = dst->nb[0];
+    const size_t nb1 = dst->nb[1];
+
+    GGML_ASSERT( nb0 == sizeof(float));
+    GGML_ASSERT(nb00 == sizeof(float));
+
+    for (int j = ith; j < n; j += nth) {
+        float * dst_ptr  = (float *) ((char *)  dst->data + j*nb1);
+        float * src0_ptr = (float *) ((char *) src0->data + j*nb01);
+
+        for (int i = 0; i < nc; i++) {
+            dst_ptr[i] = MAX(MIN(src0_ptr[i], max), min);
+        }
+    }
+}
+
+static void ggml_compute_forward_clamp_f16(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    float min;
+    float max;
+    memcpy(&min, (float *) dst->op_params + 0, sizeof(float));
+    memcpy(&max, (float *) dst->op_params + 1, sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int n  = ggml_nrows(src0);
+    const int nc = src0->ne[0];
+
+    const size_t nb00 = src0->nb[0];
+    const size_t nb01 = src0->nb[1];
+
+    const size_t nb0 = dst->nb[0];
+    const size_t nb1 = dst->nb[1];
+
+    GGML_ASSERT( nb0 == sizeof(ggml_fp16_t));
+    GGML_ASSERT(nb00 == sizeof(ggml_fp16_t));
+
+    for (int j = ith; j < n; j += nth) {
+        ggml_fp16_t * dst_ptr  = (ggml_fp16_t *) ((char *)  dst->data + j*nb1);
+        ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + j*nb01);
+
+        for (int i = 0; i < nc; i++) {
+            float v = GGML_FP16_TO_FP32(src0_ptr[i]);
+            dst_ptr[i] = GGML_FP32_TO_FP16(MAX(MIN(v, max), min));
+        }
+    }
+}
+
+void ggml_compute_forward_clamp(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_clamp_f32(params, dst);
+            } break;
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_clamp_f16(params, dst);
+            } break;
+        case GGML_TYPE_BF16:
+        case GGML_TYPE_Q4_0:
+        case GGML_TYPE_Q4_1:
+        case GGML_TYPE_Q5_0:
+        case GGML_TYPE_Q5_1:
+        case GGML_TYPE_Q8_0:
+        case GGML_TYPE_Q8_1:
+        case GGML_TYPE_Q2_K:
+        case GGML_TYPE_Q3_K:
+        case GGML_TYPE_Q4_K:
+        case GGML_TYPE_Q5_K:
+        case GGML_TYPE_Q6_K:
+        case GGML_TYPE_TQ1_0:
+        case GGML_TYPE_TQ2_0:
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ3_XXS:
+        case GGML_TYPE_IQ1_S:
+        case GGML_TYPE_IQ1_M:
+        case GGML_TYPE_IQ4_NL:
+        case GGML_TYPE_IQ4_XS:
+        case GGML_TYPE_IQ3_S:
+        case GGML_TYPE_IQ2_S:
+        case GGML_TYPE_Q8_K:
+        case GGML_TYPE_I8:
+        case GGML_TYPE_I16:
+        case GGML_TYPE_I32:
+        case GGML_TYPE_I64:
+        case GGML_TYPE_F64:
+        case GGML_TYPE_COUNT:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_rope
+
+static float rope_yarn_ramp(const float low, const float high, const int i0) {
+    const float y = (i0 / 2 - low) / MAX(0.001f, high - low);
+    return 1 - MIN(1, MAX(0, y));
+}
+
+// YaRN algorithm based on LlamaYaRNScaledRotaryEmbedding.py from https://github.com/jquesnelle/yarn
+// MIT licensed. Copyright (c) 2023 Jeffrey Quesnelle and Bowen Peng.
+static void rope_yarn(
+    float theta_extrap, float freq_scale, float corr_dims[2], int64_t i0, float ext_factor, float mscale,
+    float * cos_theta, float * sin_theta) {
+    // Get n-d rotational scaling corrected for extrapolation
+    float theta_interp = freq_scale * theta_extrap;
+    float theta = theta_interp;
+    if (ext_factor != 0.0f) {
+        float ramp_mix = rope_yarn_ramp(corr_dims[0], corr_dims[1], i0) * ext_factor;
+        theta = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix;
+
+        // Get n-d magnitude scaling corrected for interpolation
+        mscale *= 1.0f + 0.1f * logf(1.0f / freq_scale);
+    }
+    *cos_theta = cosf(theta) * mscale;
+    *sin_theta = sinf(theta) * mscale;
+}
+
+static void ggml_rope_cache_init(
+     float theta_base, float freq_scale, const float * freq_factors, float corr_dims[2], int64_t ne0, float ext_factor, float mscale,
+     float * cache, float sin_sign, float theta_scale) {
+    // ref: https://github.com/jquesnelle/yarn/blob/master/scaled_rope/LlamaYaRNScaledRotaryEmbedding.py
+    float theta = theta_base;
+    for (int64_t i0 = 0; i0 < ne0; i0 += 2) {
+        const float ff = freq_factors ? freq_factors[i0/2] : 1.0f;
+        rope_yarn(
+            theta/ff, freq_scale, corr_dims, i0, ext_factor, mscale, &cache[i0 + 0], &cache[i0 + 1]
+        );
+        cache[i0 + 1] *= sin_sign;
+
+        theta *= theta_scale;
+    }
+}
+
+static void ggml_mrope_cache_init(
+     float theta_base_t, float theta_base_h, float theta_base_w, float theta_base_e, int sections[4], bool indep_sects,
+     float freq_scale, const float * freq_factors, float corr_dims[2], int64_t ne0, float ext_factor, float mscale,
+     float * cache, float sin_sign, float theta_scale) {
+    // ref: https://github.com/jquesnelle/yarn/blob/master/scaled_rope/LlamaYaRNScaledRotaryEmbedding.py
+    float theta_t = theta_base_t;
+    float theta_h = theta_base_h;
+    float theta_w = theta_base_w;
+    float theta_e = theta_base_e;  // extra position id for vision encoder
+    int sect_dims = sections[0] + sections[1] + sections[2] + sections[3];
+    int sec_w = sections[1] + sections[0];
+    int sec_e = sections[2] + sec_w;
+    GGML_ASSERT(sect_dims <= ne0);
+
+    for (int64_t i0 = 0; i0 < ne0; i0 += 2) {
+        const float ff = freq_factors ? freq_factors[i0/2] : 1.0f;
+
+        int sector = (i0 / 2) % sect_dims;
+        if (indep_sects) {
+            // compute theta independently for each dim sections
+            // (i.e. reset corresponding theta when `i0` go from one section to another)
+            if (sector == 0) {
+                theta_t = theta_base_t;
+            }
+            else if (sector == sections[0]) {
+                theta_h = theta_base_h;;
+            }
+            else if (sector == sec_w) {
+                theta_w = theta_base_w;
+            }
+            else if (sector == sec_e) {
+                theta_e = theta_base_e;
+            }
+        }
+
+        float theta = theta_t;
+        if (sector >= sections[0] && sector < sec_w) {
+            theta = theta_h;
+        }
+        else if (sector >= sec_w && sector < sec_w + sections[2]) {
+            theta = theta_w;
+        }
+        else if (sector >= sec_w + sections[2]) {
+            theta = theta_e;
+        }
+
+        rope_yarn(
+            theta/ff, freq_scale, corr_dims, i0, ext_factor, mscale, &cache[i0 + 0], &cache[i0 + 1]
+        );
+        cache[i0 + 1] *= sin_sign;
+
+        theta_t *= theta_scale;
+        theta_w *= theta_scale;
+        theta_h *= theta_scale;
+        theta_e *= theta_scale;
+    }
+}
+
+static void ggml_compute_forward_rope_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst,
+        const bool forward) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+    const ggml_tensor * src2 = dst->src[2];
+
+    float freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow;
+    int sections[4];
+
+    //const int n_past     = ((int32_t *) dst->op_params)[0];
+    const int n_dims     = ((int32_t *) dst->op_params)[1];
+    const int mode       = ((int32_t *) dst->op_params)[2];
+    //const int n_ctx      = ((int32_t *) dst->op_params)[3];
+    const int n_ctx_orig = ((int32_t *) dst->op_params)[4];
+
+    memcpy(&freq_base,   (int32_t *) dst->op_params +  5, sizeof(float));
+    memcpy(&freq_scale,  (int32_t *) dst->op_params +  6, sizeof(float));
+    memcpy(&ext_factor,  (int32_t *) dst->op_params +  7, sizeof(float));
+    memcpy(&attn_factor, (int32_t *) dst->op_params +  8, sizeof(float));
+    memcpy(&beta_fast,   (int32_t *) dst->op_params +  9, sizeof(float));
+    memcpy(&beta_slow,   (int32_t *) dst->op_params + 10, sizeof(float));
+    memcpy(&sections,    (int32_t *) dst->op_params + 11, sizeof(int)*4);
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    //printf("ne0: %d, ne1: %d, ne2: %d, ne3: %d\n", ne0, ne1, ne2, ne3);
+    //printf("n_past = %d, ne2 = %d\n", n_past, ne2);
+
+    GGML_ASSERT(nb00 == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr = ggml_nrows(dst);
+
+    GGML_ASSERT(n_dims <= ne0);
+    GGML_ASSERT(n_dims % 2 == 0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    // row index used to determine which thread to use
+    int ir = 0;
+
+    const float theta_scale = powf(freq_base, -2.0f/n_dims);
+
+    float corr_dims[2];
+    ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims);
+
+    const bool is_neox = mode & GGML_ROPE_TYPE_NEOX;
+    const bool is_mrope = mode & GGML_ROPE_TYPE_MROPE;  // ggml_rope_multi, multimodal rotary position embedding
+    const bool is_vision = mode == GGML_ROPE_TYPE_VISION;
+
+    if (is_mrope) {
+        GGML_ASSERT(sections[0] > 0 || sections[1] > 0 || sections[2] > 0);
+    }
+
+    if (is_vision) {
+        GGML_ASSERT(n_dims == ne0/2);
+    }
+
+    const float * freq_factors = NULL;
+    if (src2 != NULL) {
+        GGML_ASSERT(src2->type == GGML_TYPE_F32);
+        GGML_ASSERT(src2->ne[0] >= n_dims / 2);
+        freq_factors = (const float *) src2->data;
+    }
+
+    // backward process uses inverse rotation by cos and sin.
+    // cos and sin build a rotation matrix, where the inverse is the transpose.
+    // this essentially just switches the sign of sin.
+    const float sin_sign = forward ? 1.0f : -1.0f;
+
+    const int32_t * pos = (const int32_t *) src1->data;
+
+    for (int64_t i3 = 0; i3 < ne3; i3++) { // batch
+        for (int64_t i2 = 0; i2 < ne2; i2++) { // seq-len
+
+            float * cache = (float *) params->wdata + (ne0 + CACHE_LINE_SIZE_F32)*ith;
+            if (!is_mrope) {
+                const int64_t p = pos[i2];
+                ggml_rope_cache_init(p, freq_scale, freq_factors, corr_dims, ne0, ext_factor, attn_factor, cache, sin_sign, theta_scale);
+            }
+            else {
+                const int64_t p_t = pos[i2];
+                const int64_t p_h = pos[i2 + ne2];
+                const int64_t p_w = pos[i2 + ne2 * 2];
+                const int64_t p_e = pos[i2 + ne2 * 3];
+                ggml_mrope_cache_init(
+                    p_t, p_h, p_w, p_e, sections, is_vision,
+                    freq_scale, freq_factors, corr_dims, ne0, ext_factor, attn_factor, cache, sin_sign, theta_scale);
+            }
+
+            for (int64_t i1 = 0; i1 < ne1; i1++) { // attn-heads
+                if (ir++ < ir0) continue;
+                if (ir   > ir1) break;
+
+                if (is_neox || is_mrope) {
+                    if (is_vision){
+                        for (int64_t i0 = 0; i0 < n_dims; i0 += 2) {
+                            const int64_t ic = i0/2;
+
+                            const float cos_theta = cache[i0 + 0];
+                            const float sin_theta = cache[i0 + 1];
+
+                            const float * const src = (float *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + ic*nb00);
+                            float * dst_data  = (float *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + ic*nb0);
+
+                            const float x0 = src[0];
+                            const float x1 = src[n_dims];
+
+                            dst_data[0]      = x0*cos_theta - x1*sin_theta;
+                            dst_data[n_dims] = x0*sin_theta + x1*cos_theta;
+                        }
+                    } else {
+                        for (int64_t i0 = 0; i0 < n_dims; i0 += 2) {
+                            const int64_t ic = i0/2;
+
+                            const float cos_theta = cache[i0 + 0];
+                            const float sin_theta = cache[i0 + 1];
+
+                            const float * const src = (float *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + ic*nb00);
+                            float * dst_data  = (float *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + ic*nb0);
+
+                            const float x0 = src[0];
+                            const float x1 = src[n_dims/2];
+
+                            dst_data[0]        = x0*cos_theta - x1*sin_theta;
+                            dst_data[n_dims/2] = x0*sin_theta + x1*cos_theta;
+                        }
+                    }
+                } else {
+                    for (int64_t i0 = 0; i0 < n_dims; i0 += 2) {
+                        const float cos_theta = cache[i0 + 0];
+                        const float sin_theta = cache[i0 + 1];
+
+                        const float * const src = (float *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00);
+                              float * dst_data  = (float *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + i0*nb0);
+
+                        const float x0 = src[0];
+                        const float x1 = src[1];
+
+                        dst_data[0] = x0*cos_theta - x1*sin_theta;
+                        dst_data[1] = x0*sin_theta + x1*cos_theta;
+                    }
+                }
+
+                if (is_vision) {
+                    for (int64_t i0 = n_dims; i0 < ne0; i0 += 2) {
+                        const int64_t ic = i0/2;
+
+                        const float cos_theta = cache[i0 + 0];
+                        const float sin_theta = cache[i0 + 1];
+
+                        const float * const src = (float *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + ic*nb00);
+                        float * dst_data  = (float *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + ic*nb0);
+
+                        const float x0 = src[0];
+                        const float x1 = src[n_dims];
+
+                        dst_data[0]      = x0*cos_theta - x1*sin_theta;
+                        dst_data[n_dims] = x0*sin_theta + x1*cos_theta;
+                    }
+                } else {
+                    // fill the remain channels with data from src tensor
+                    for (int64_t i0 = n_dims; i0 < ne0; i0 += 2) {
+                        const float * const src = (float *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00);
+                        float * dst_data  = (float *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + i0*nb0);
+
+                        dst_data[0] = src[0];
+                        dst_data[1] = src[1];
+                    }
+                }
+            }
+        }
+    }
+}
+
+// TODO: deduplicate f16/f32 code
+static void ggml_compute_forward_rope_f16(
+        const ggml_compute_params * params,
+        ggml_tensor * dst,
+        const bool forward) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+    const ggml_tensor * src2 = dst->src[2];
+
+    float freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow;
+    int sections[4];
+
+    //const int n_past     = ((int32_t *) dst->op_params)[0];
+    const int n_dims     = ((int32_t *) dst->op_params)[1];
+    const int mode       = ((int32_t *) dst->op_params)[2];
+    //const int n_ctx      = ((int32_t *) dst->op_params)[3];
+    const int n_ctx_orig = ((int32_t *) dst->op_params)[4];
+    memcpy(&freq_base,   (int32_t *) dst->op_params +  5, sizeof(float));
+    memcpy(&freq_scale,  (int32_t *) dst->op_params +  6, sizeof(float));
+    memcpy(&ext_factor,  (int32_t *) dst->op_params +  7, sizeof(float));
+    memcpy(&attn_factor, (int32_t *) dst->op_params +  8, sizeof(float));
+    memcpy(&beta_fast,   (int32_t *) dst->op_params +  9, sizeof(float));
+    memcpy(&beta_slow,   (int32_t *) dst->op_params + 10, sizeof(float));
+    memcpy(&sections,    (int32_t *) dst->op_params + 11, sizeof(int)*4);
+
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    //printf("ne0: %d, ne1: %d, ne2: %d, ne3: %d\n", ne0, ne1, ne2, ne3);
+    //printf("n_past = %d, ne2 = %d\n", n_past, ne2);
+
+    GGML_ASSERT(nb0 == sizeof(ggml_fp16_t));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr = ggml_nrows(dst);
+
+    GGML_ASSERT(n_dims <= ne0);
+    GGML_ASSERT(n_dims % 2 == 0);
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    // row index used to determine which thread to use
+    int ir = 0;
+
+    const float theta_scale = powf(freq_base, -2.0f/n_dims);
+
+    float corr_dims[2];
+    ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims);
+
+    const bool is_neox = mode & GGML_ROPE_TYPE_NEOX;
+    const bool is_mrope = mode & GGML_ROPE_TYPE_MROPE;
+    const bool is_vision = mode == GGML_ROPE_TYPE_VISION;
+
+    if (is_mrope) {
+        GGML_ASSERT(sections[0] > 0 || sections[1] > 0 || sections[2] > 0);
+    }
+
+    if (is_vision) {
+        GGML_ASSERT(n_dims == ne0/2);
+    }
+
+    const float * freq_factors = NULL;
+    if (src2 != NULL) {
+        GGML_ASSERT(src2->type == GGML_TYPE_F32);
+        GGML_ASSERT(src2->ne[0] >= n_dims / 2);
+        freq_factors = (const float *) src2->data;
+    }
+
+    // backward process uses inverse rotation by cos and sin.
+    // cos and sin build a rotation matrix, where the inverse is the transpose.
+    // this essentially just switches the sign of sin.
+    const float sin_sign = forward ? 1.0f : -1.0f;
+
+    const int32_t * pos = (const int32_t *) src1->data;
+
+    for (int64_t i3 = 0; i3 < ne3; i3++) {
+        for (int64_t i2 = 0; i2 < ne2; i2++) {
+
+            float * cache = (float *) params->wdata + (ne0 + CACHE_LINE_SIZE_F32)*ith;
+            if (!is_mrope) {
+                const int64_t p = pos[i2];
+                ggml_rope_cache_init(p, freq_scale, freq_factors, corr_dims, ne0, ext_factor, attn_factor, cache, sin_sign, theta_scale);
+            }
+            else {
+                const int64_t p_t = pos[i2];
+                const int64_t p_h = pos[i2 + ne2];
+                const int64_t p_w = pos[i2 + ne2 * 2];
+                const int64_t p_e = pos[i2 + ne2 * 3];
+                ggml_mrope_cache_init(
+                    p_t, p_h, p_w, p_e, sections, is_vision,
+                    freq_scale, freq_factors, corr_dims, ne0, ext_factor, attn_factor, cache, sin_sign, theta_scale);
+            }
+
+            for (int64_t i1 = 0; i1 < ne1; i1++) {
+                if (ir++ < ir0) continue;
+                if (ir   > ir1) break;
+
+                if (is_neox || is_mrope) {
+                    if (is_vision) {
+                        for (int64_t i0 = 0; i0 < n_dims; i0 += 2) {
+                            const int64_t ic = i0/2;
+
+                            const float cos_theta = cache[i0 + 0];
+                            const float sin_theta = cache[i0 + 1];
+
+                            const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + ic*nb00);
+                            ggml_fp16_t * dst_data  = (ggml_fp16_t *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + ic*nb0);
+
+                            const float x0 = GGML_FP16_TO_FP32(src[0]);
+                            const float x1 = GGML_FP16_TO_FP32(src[n_dims]);
+
+                            dst_data[0]      = GGML_FP32_TO_FP16(x0*cos_theta - x1*sin_theta);
+                            dst_data[n_dims] = GGML_FP32_TO_FP16(x0*sin_theta + x1*cos_theta);
+                        }
+                    } else {
+                        for (int64_t i0 = 0; i0 < n_dims; i0 += 2) {
+                            const int64_t ic = i0/2;
+
+                            const float cos_theta = cache[i0 + 0];
+                            const float sin_theta = cache[i0 + 1];
+
+                            const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + ic*nb00);
+                            ggml_fp16_t * dst_data  = (ggml_fp16_t *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + ic*nb0);
+
+                            const float x0 = GGML_FP16_TO_FP32(src[0]);
+                            const float x1 = GGML_FP16_TO_FP32(src[n_dims/2]);
+
+                            dst_data[0]        = GGML_FP32_TO_FP16(x0*cos_theta - x1*sin_theta);
+                            dst_data[n_dims/2] = GGML_FP32_TO_FP16(x0*sin_theta + x1*cos_theta);
+                        }
+                    }
+                } else {
+                    for (int64_t i0 = 0; i0 < n_dims; i0 += 2) {
+                        const float cos_theta = cache[i0 + 0];
+                        const float sin_theta = cache[i0 + 1];
+
+                        const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00);
+                              ggml_fp16_t * dst_data  = (ggml_fp16_t *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + i0*nb0);
+
+                        const float x0 = GGML_FP16_TO_FP32(src[0]);
+                        const float x1 = GGML_FP16_TO_FP32(src[1]);
+
+                        dst_data[0] = GGML_FP32_TO_FP16(x0*cos_theta - x1*sin_theta);
+                        dst_data[1] = GGML_FP32_TO_FP16(x0*sin_theta + x1*cos_theta);
+                    }
+                }
+
+                if (is_vision) {
+                    for (int64_t i0 = n_dims; i0 < ne0; i0 += 2) {
+                        const int64_t ic = i0/2;
+
+                        const float cos_theta = cache[i0 + 0];
+                        const float sin_theta = cache[i0 + 1];
+
+                        const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + ic*nb00);
+                        ggml_fp16_t * dst_data  = (ggml_fp16_t *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + ic*nb0);
+
+                        const float x0 = GGML_FP16_TO_FP32(src[0]);
+                        const float x1 = GGML_FP16_TO_FP32(src[n_dims]);
+
+                        dst_data[0]      = GGML_FP32_TO_FP16(x0*cos_theta - x1*sin_theta);
+                        dst_data[n_dims] = GGML_FP32_TO_FP16(x0*sin_theta + x1*cos_theta);
+                    }
+                } else {
+                    for (int64_t i0 = n_dims; i0 < ne0; i0 += 2) {
+                        const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00);
+                        ggml_fp16_t * dst_data  = (ggml_fp16_t *)((char *)  dst->data + i3*nb3  + i2*nb2  + i1*nb1  + i0*nb0);
+
+                        dst_data[0] = src[0];
+                        dst_data[1] = src[1];
+                    }
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_rope(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_rope_f16(params, dst, true);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_rope_f32(params, dst, true);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_rope_back
+
+void ggml_compute_forward_rope_back(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_rope_f16(params, dst, false);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_rope_f32(params, dst, false);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_conv_transpose_1d
+
+static void ggml_compute_forward_conv_transpose_1d_f16_f32(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F16);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nk = ne00*ne01*ne02;
+
+    GGML_ASSERT(nb00 == sizeof(ggml_fp16_t));
+    GGML_ASSERT(nb10 == sizeof(float));
+
+    if (ith == 0) {
+        memset(params->wdata, 0, params->wsize);
+
+        // permute kernel data (src0) from (K x Cout x Cin) to (Cin x K x Cout)
+        {
+            ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + 0;
+
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                for (int64_t i01 = 0; i01 < ne01; i01++) {
+                    const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i02*nb02 + i01*nb01);
+                    ggml_fp16_t * dst_data = wdata + i01*ne00*ne02;
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        dst_data[i00*ne02 + i02] = src[i00];
+                    }
+                }
+            }
+        }
+
+        // permute source data (src1) from (L x Cin) to (Cin x L)
+        {
+            ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + nk;
+            ggml_fp16_t * dst_data = wdata;
+
+            for (int64_t i11 = 0; i11 < ne11; i11++) {
+                const float * const src = (float *)((char *) src1->data + i11*nb11);
+                for (int64_t i10 = 0; i10 < ne10; i10++) {
+                    dst_data[i10*ne11 + i11] = GGML_FP32_TO_FP16(src[i10]);
+                }
+            }
+        }
+
+        // need to zero dst since we are accumulating into it
+        memset(dst->data, 0, ggml_nbytes(dst));
+    }
+    ggml_barrier(params->threadpool);
+
+    const int32_t s0 = ((const int32_t*)(dst->op_params))[0];
+
+    // total rows in dst
+    const int nr = ne1;
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    ggml_fp16_t * const wdata     = (ggml_fp16_t *) params->wdata + 0;
+    ggml_fp16_t * const wdata_src = wdata + nk;
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        float * dst_data = (float *)((char *) dst->data + i1*nb1);
+        ggml_fp16_t * wdata_kernel = wdata + i1*ne02*ne00;
+        for (int i10 = 0; i10 < ne10; i10++) {
+            const int i1n = i10*ne11;
+            for (int i00 = 0; i00 < ne00; i00++) {
+                float v = 0;
+                ggml_vec_dot_f16(ne02, &v, 0,
+                        (ggml_fp16_t *)    wdata_src + i1n, 0,
+                        (ggml_fp16_t *) wdata_kernel + i00*ne02, 0, 1);
+                dst_data[i10*s0 + i00] += v;
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_conv_transpose_1d_f32(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nk = ne00*ne01*ne02;
+
+    GGML_ASSERT(nb00 == sizeof(float));
+    GGML_ASSERT(nb10 == sizeof(float));
+
+    if (ith == 0) {
+        memset(params->wdata, 0, params->wsize);
+
+        // prepare kernel data (src0) from (K x Cout x Cin) to (Cin x K x Cout)
+        {
+            float * const wdata = (float *) params->wdata + 0;
+
+            for (int64_t i02 = 0; i02 < ne02; i02++) {
+                for (int64_t i01 = 0; i01 < ne01; i01++) {
+                    const float * const src = (float *)((char *) src0->data + i02*nb02 + i01*nb01);
+                    float * dst_data = wdata + i01*ne00*ne02;
+                    for (int64_t i00 = 0; i00 < ne00; i00++) {
+                        dst_data[i00*ne02 + i02] = src[i00];
+                    }
+                }
+            }
+        }
+
+        // prepare source data (src1)
+        {
+            float * const wdata = (float *) params->wdata + nk;
+            float * dst_data = wdata;
+
+            for (int64_t i11 = 0; i11 < ne11; i11++) {
+                const float * const src = (float *)((char *) src1->data + i11*nb11);
+                for (int64_t i10 = 0; i10 < ne10; i10++) {
+                    dst_data[i10*ne11 + i11] = src[i10];
+                }
+            }
+        }
+
+        // need to zero dst since we are accumulating into it
+        memset(dst->data, 0, ggml_nbytes(dst));
+    }
+    ggml_barrier(params->threadpool);
+
+    const int32_t s0 = ((const int32_t*)(dst->op_params))[0];
+
+    // total rows in dst
+    const int nr = ne1;
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    float * const wdata     = (float *) params->wdata + 0;
+    float * const wdata_src = wdata + nk;
+
+    for (int i1 = ir0; i1 < ir1; i1++) {
+        float * dst_data = (float *)((char *) dst->data + i1*nb1);
+        float * wdata_kernel = wdata + i1*ne02*ne00;
+        for (int i10 = 0; i10 < ne10; i10++) {
+            const int i1n = i10*ne11;
+            for (int i00 = 0; i00 < ne00; i00++) {
+                float v = 0;
+                ggml_vec_dot_f32(ne02, &v, 0,
+                        wdata_src + i1n, 0,
+                        wdata_kernel + i00*ne02, 0, 1);
+                dst_data[i10*s0 + i00] += v;
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_conv_transpose_1d(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_conv_transpose_1d_f16_f32(params, dst);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_conv_transpose_1d_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_im2col_f32
+// src0: kernel [OC, IC, KH, KW]
+// src1: image [N, IC, IH, IW]
+// dst:  result [N, OH, OW, IC*KH*KW]
+static void ggml_compute_forward_im2col_f32(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_BINARY_OP_LOCALS;
+
+    const int32_t s0 = ((const int32_t *)(dst->op_params))[0];
+    const int32_t s1 = ((const int32_t *)(dst->op_params))[1];
+    const int32_t p0 = ((const int32_t *)(dst->op_params))[2];
+    const int32_t p1 = ((const int32_t *)(dst->op_params))[3];
+    const int32_t d0 = ((const int32_t *)(dst->op_params))[4];
+    const int32_t d1 = ((const int32_t *)(dst->op_params))[5];
+    const bool is_2D = ((const int32_t *)(dst->op_params))[6] == 1;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int64_t N  = is_2D ? ne13 : ne12;
+    const int64_t IC = is_2D ? ne12 : ne11;
+    const int64_t IH = is_2D ? ne11 : 1;
+    const int64_t IW = ne10;
+
+    const int64_t KH = is_2D ? ne01 : 1;
+    const int64_t KW = ne00;
+
+    const int64_t OH = is_2D ? ne2 : 1;
+    const int64_t OW = ne1;
+
+    int ofs0 = is_2D ? nb13 : nb12;
+    int ofs1 = is_2D ? nb12 : nb11;
+
+    GGML_ASSERT(nb10 == sizeof(float));
+
+    // im2col: [N, IC, IH, IW] => [N, OH, OW, IC*KH*KW]
+    {
+        float * const wdata = (float *) dst->data;
+
+        for (int64_t in = 0; in < N; in++) {
+            for (int64_t ioh = 0; ioh < OH; ioh++) { // 1
+                for (int64_t iow = 0; iow < OW; iow++) {
+                    for (int64_t iic = ith; iic < IC; iic += nth) {
+
+                        // micro kernel
+                        float * dst_data = wdata + (in*OH*OW + ioh*OW + iow)*(IC*KH*KW); // [IC, KH, KW]
+                        const float * const src_data = (float *)((char *) src1->data + in*ofs0 + iic*ofs1); // [IH, IW]
+
+                        for (int64_t ikh = 0; ikh < KH; ikh++) {  // 1
+                            for (int64_t ikw = 0; ikw < KW; ikw++) {
+                                const int64_t iiw = iow*s0 + ikw*d0 - p0;
+                                const int64_t iih = ioh*s1 + ikh*d1 - p1;
+
+                                if (iih < 0 || iih >= IH || iiw < 0 || iiw >= IW) {
+                                    dst_data[iic*(KH*KW) + ikh*KW + ikw] = 0;
+                                } else {
+                                    dst_data[iic*(KH*KW) + ikh*KW + ikw] = (src_data[iih*IW + iiw]);
+                                }
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
+
+
+// ggml_compute_forward_im2col_f16
+// src0: kernel [OC, IC, KH, KW]
+// src1: image [N, IC, IH, IW]
+// dst:  result [N, OH, OW, IC*KH*KW]
+static void ggml_compute_forward_im2col_f16(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F16);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F16);
+
+    GGML_TENSOR_BINARY_OP_LOCALS;
+
+    const int32_t s0 = ((const int32_t *)(dst->op_params))[0];
+    const int32_t s1 = ((const int32_t *)(dst->op_params))[1];
+    const int32_t p0 = ((const int32_t *)(dst->op_params))[2];
+    const int32_t p1 = ((const int32_t *)(dst->op_params))[3];
+    const int32_t d0 = ((const int32_t *)(dst->op_params))[4];
+    const int32_t d1 = ((const int32_t *)(dst->op_params))[5];
+    const bool is_2D = ((const int32_t *)(dst->op_params))[6] == 1;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int64_t N  = is_2D ? ne13 : ne12;
+    const int64_t IC = is_2D ? ne12 : ne11;
+    const int64_t IH = is_2D ? ne11 : 1;
+    const int64_t IW = ne10;
+
+    const int64_t KH = is_2D ? ne01 : 1;
+    const int64_t KW = ne00;
+
+    const int64_t OH = is_2D ? ne2 : 1;
+    const int64_t OW = ne1;
+
+    int ofs0 = is_2D ? nb13 : nb12;
+    int ofs1 = is_2D ? nb12 : nb11;
+
+    GGML_ASSERT(nb00 == sizeof(ggml_fp16_t));
+    GGML_ASSERT(nb10 == sizeof(float));
+
+    // im2col: [N, IC, IH, IW] => [N, OH, OW, IC*KH*KW]
+    {
+        ggml_fp16_t * const wdata = (ggml_fp16_t *) dst->data;
+
+        for (int64_t in = 0; in < N; in++) {
+            for (int64_t ioh = 0; ioh < OH; ioh++) { // 1
+                for (int64_t iow = 0; iow < OW; iow++) {
+                    for (int64_t iic = ith; iic < IC; iic += nth) {
+
+                        // micro kernel
+                        ggml_fp16_t * dst_data = wdata + (in*OH*OW + ioh*OW + iow)*(IC*KH*KW); // [IC, KH, KW]
+                        const float * const src_data = (float *)((char *) src1->data + in*ofs0 + iic*ofs1); // [IH, IW]
+
+                        for (int64_t ikh = 0; ikh < KH; ikh++) {  // 1
+                            for (int64_t ikw = 0; ikw < KW; ikw++) {
+                                const int64_t iiw = iow*s0 + ikw*d0 - p0;
+                                const int64_t iih = ioh*s1 + ikh*d1 - p1;
+
+                                if (iih < 0 || iih >= IH || iiw < 0 || iiw >= IW) {
+                                    dst_data[iic*(KH*KW) + ikh*KW + ikw] = 0;
+                                } else {
+                                    dst_data[iic*(KH*KW) + ikh*KW + ikw] = GGML_FP32_TO_FP16(src_data[iih*IW + iiw]);
+                                }
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_im2col(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+    switch (dst->type) {
+        case GGML_TYPE_F16:
+            {
+                ggml_compute_forward_im2col_f16(params, dst);
+            } break;
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_im2col_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_im2col_back_f32
+
+void ggml_compute_forward_im2col_back_f32(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0]; // gradients of forward pass output
+    const ggml_tensor * src1 = dst->src[1]; // convolution kernel
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_BINARY_OP_LOCALS;
+
+    const int32_t s0 = ((const int32_t *)(dst->op_params))[0];
+    const int32_t s1 = ((const int32_t *)(dst->op_params))[1];
+    const int32_t p0 = ((const int32_t *)(dst->op_params))[2];
+    const int32_t p1 = ((const int32_t *)(dst->op_params))[3];
+    const int32_t d0 = ((const int32_t *)(dst->op_params))[4];
+    const int32_t d1 = ((const int32_t *)(dst->op_params))[5];
+    const bool is_2D = ((const int32_t *)(dst->op_params))[6] == 1;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int64_t N  = is_2D ? ne3 : ne2;
+    const int64_t IC = is_2D ? ne2 : ne1;
+    const int64_t IH = is_2D ? ne1 : 1;
+    const int64_t IW = ne0;
+
+    const int64_t KH = is_2D ? ne11 : 1;
+    const int64_t KW = ne10;
+
+    const int64_t OH = is_2D ? ne02 : 1;
+    const int64_t OW = ne01;
+
+    int ofs0 = is_2D ? nb3 : nb2;
+    int ofs1 = is_2D ? nb2 : nb1;
+
+    GGML_ASSERT(nb0  == sizeof(float));
+
+    // im2col: [N, IC, IH, IW] => [N, OH, OW, IC*KH*KW]
+    {
+        float * const wdata = (float *) dst->data;
+
+        for (int64_t in = 0; in < N; in++) {
+            for (int64_t iic = ith; iic < IC; iic += nth) {
+                for (int64_t iih = 0; iih < IH; iih++) {
+                    for (int64_t iiw = 0; iiw < IW; iiw++) {
+
+                        // micro kernel
+                        float grad = 0.0f;
+                        for (int64_t ikh = 0; ikh < KH; ikh++) {
+                            for (int64_t ikw = 0; ikw < KW; ikw++) {
+                                // For s0 > 1 some values were skipped over in the forward pass.
+                                // These values have tmpw % s0 != 0 and need to be skipped in the backwards pass as well.
+                                const int64_t tmpw = (iiw + p0 - ikw*d0);
+                                if (tmpw % s0 != 0) {
+                                    continue;
+                                }
+                                const int64_t iow = tmpw / s0;
+
+                                // Equivalent logic as above except for s1.
+                                int64_t ioh;
+                                if (is_2D) {
+                                    const int64_t tmph = iih + p1 - ikh*d1;
+
+                                    if (tmph % s1 != 0) {
+                                        continue;
+                                    }
+
+                                    ioh = tmph / s1;
+                                } else {
+                                    ioh = 0;
+                                }
+
+                                if (iow < 0 || iow >= OW || ioh < 0 || ioh >= OH) {
+                                    continue;
+                                }
+
+                                const float * const grad_in = (const float *) src0->data
+                                    + (in*OH*OW + ioh*OW + iow)*(IC*KH*KW); // [IC, KH, KW]
+                                grad += grad_in[iic*(KH*KW) + ikh*KW + ikw];
+                            }
+                        }
+                        float * dst_data = (float *)((char *) wdata + (in*ofs0 + iic*ofs1)); // [IH, IW]
+                        dst_data[iih*IW + iiw] = grad;
+                    }
+                }
+            }
+        }
+    }
+}
+
+// ggml_compute_forward_conv_transpose_2d
+
+void ggml_compute_forward_conv_transpose_2d(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F16);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nk = ne00*ne01*ne02*ne03;
+
+    GGML_ASSERT(nb00 == sizeof(ggml_fp16_t));
+    GGML_ASSERT(nb10 == sizeof(float));
+
+    if (ith == 0) {
+        memset(params->wdata, 0, params->wsize);
+
+        // permute kernel data (src0) from (Kw x Kh x Cout x Cin) to (Cin x Kw x Kh x Cout)
+        {
+            ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + 0;
+
+            for (int64_t i03 = 0; i03 < ne03; i03++) {
+                for (int64_t i02 = 0; i02 < ne02; i02++) {
+                    const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i03*nb03 + i02*nb02);
+                    ggml_fp16_t * dst_data = wdata + i02*ne01*ne00*ne03;
+                    for (int64_t i01 = 0; i01 < ne01; i01++) {
+                        for (int64_t i00 = 0; i00 < ne00; i00++) {
+                            dst_data[i01*ne00*ne03 + i00*ne03 + i03] = src[i01 * ne00 + i00];
+                        }
+                    }
+                }
+            }
+        }
+
+        // permute source data (src1) from (Sw x Sh x Cin) to (Cin x Sw x Sh)
+        {
+            ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + nk;
+            for (int i12 = 0; i12 < ne12; i12++) {
+                for (int i11 = 0; i11 < ne11; i11++) {
+                    const float * const src = (float *)((char *) src1->data + i12*nb12 + i11*nb11);
+                    ggml_fp16_t * dst_data = wdata + i11*ne10*ne12;
+                    for (int i10 = 0; i10 < ne10; i10++) {
+                        dst_data[i10*ne12 + i12] = GGML_FP32_TO_FP16(src[i10]);
+                    }
+                }
+            }
+        }
+
+        memset(dst->data, 0, ggml_nbytes(dst));
+    }
+    ggml_barrier(params->threadpool);
+
+    const int32_t stride = ggml_get_op_params_i32(dst, 0);
+
+    // total patches in dst
+    const int np = ne2;
+
+    // patches per thread
+    const int dp = (np + nth - 1)/nth;
+
+    // patch range for this thread
+    const int ip0 = dp*ith;
+    const int ip1 = MIN(ip0 + dp, np);
+
+    ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + 0;
+    ggml_fp16_t * const wdata_src = wdata + nk;
+
+    for (int i2 = ip0; i2 < ip1; i2++) { // Cout
+        float * dst_data = (float *)((char *) dst->data + i2*nb2);
+        ggml_fp16_t * wdata_kernel = wdata + i2*ne01*ne00*ne03;
+        for (int i11 = 0; i11 < ne11; i11++) {
+            for (int i10 = 0; i10 < ne10; i10++) {
+                const int i1n = i11*ne10*ne12 + i10*ne12;
+                for (int i01 = 0; i01 < ne01; i01++) {
+                    for (int i00 = 0; i00 < ne00; i00++) {
+                        float v = 0;
+                        ggml_vec_dot_f16(ne03, &v, 0,
+                                wdata_src + i1n, 0,
+                                wdata_kernel + i01*ne00*ne03 + i00*ne03, 0, 1);
+                        dst_data[(i11*stride + i01)*ne0 + i10*stride + i00] += v;
+                    }
+                }
+            }
+        }
+    }
+}
+
+// ggml_compute_forward_conv_2d_dw
+
+struct ggml_conv_2d_dw_params {
+    int64_t channels;
+    int64_t batch;
+    int64_t src_w;
+    int64_t src_h;
+    int64_t dst_w;
+    int64_t dst_h;
+    int64_t knl_w;
+    int64_t knl_h;
+    int stride_x;
+    int stride_y;
+    int pad_x;
+    int pad_y;
+    int dilation_x;
+    int dilation_y;
+};
+
+static void ggml_compute_forward_conv_2d_dw_cwhn(
+        const ggml_compute_params * params,
+        const ggml_tensor * src,
+        const ggml_tensor * kernel,
+        ggml_tensor * dst,
+        const ggml_conv_2d_dw_params & p) {
+
+    const int64_t c = p.channels;
+    const float * knl_data = (const float *)kernel->data;
+
+    const int64_t rows_total = p.dst_h * p.batch;
+    const int64_t rows_per_thread = (rows_total + params->nth - 1) / params->nth;
+    const int64_t row_start = params->ith * rows_per_thread;
+    const int64_t row_end = MIN(row_start + rows_per_thread, rows_total);
+
+#ifdef GGML_SIMD
+    const int64_t pkg_size = GGML_F32_EPR;
+    const int64_t pkg_count = c / pkg_size;
+    const int64_t c_pkg_end = pkg_count * pkg_size;
+#else
+    const int64_t c_pkg_end = 0;
+#endif
+
+    for (int64_t row = row_start; row < row_end; ++row) {
+        const int64_t dst_y = row % p.dst_h;
+        const float * src_data = (const float *)src->data + (row / p.dst_h) * p.src_w * p.src_h * c;
+        for (int64_t dst_x = 0; dst_x < p.dst_w; ++dst_x) {
+            float * dst_data = (float *)dst->data + (row * p.dst_w + dst_x) * c;
+            const int64_t src_y_base = dst_y * p.stride_y - p.pad_y;
+            const int64_t src_x_base = dst_x * p.stride_x - p.pad_x;
+
+#ifdef GGML_SIMD
+            // Vectorized loop
+            for (int64_t c_i = 0; c_i < c_pkg_end; c_i += pkg_size) {
+                GGML_F32_VEC sum = GGML_F32_VEC_ZERO;
+                for (int64_t knl_y = 0; knl_y < p.knl_h; ++knl_y) {
+                    const int64_t src_y = src_y_base + knl_y * p.dilation_y;
+                    if (src_y < 0 || src_y >= p.src_h) {
+                        continue;
+                    }
+                    for (int64_t knl_x = 0; knl_x < p.knl_w; ++knl_x) {
+                        const int64_t src_x = src_x_base + knl_x * p.dilation_x;
+                        if (src_x < 0 || src_x >= p.src_w) {
+                            continue;
+                        }
+                        GGML_F32_VEC k = GGML_F32_VEC_LOAD(knl_data + (knl_y * p.knl_w + knl_x) * c + c_i);
+                        GGML_F32_VEC s = GGML_F32_VEC_LOAD(src_data + (src_y * p.src_w + src_x) * c + c_i);
+                        sum = GGML_F32_VEC_FMA(sum, k, s);
+                    }
+                }
+                GGML_F32_VEC_STORE(dst_data + c_i, sum);
+            }
+#endif
+            // Scalar loop
+            for (int64_t c_i = c_pkg_end; c_i < c; ++c_i) {
+                float sum = 0.0f;
+                for (int64_t knl_y = 0; knl_y < p.knl_h; ++knl_y) {
+                    const int64_t src_y = src_y_base + knl_y * p.dilation_y;
+                    if (src_y < 0 || src_y >= p.src_h) {
+                        continue;
+                    }
+                    for (int64_t knl_x = 0; knl_x < p.knl_w; ++knl_x) {
+                        const int64_t src_x = src_x_base + knl_x * p.dilation_x;
+                        if (src_x < 0 || src_x >= p.src_w) {
+                            continue;
+                        }
+                        sum += knl_data[(knl_y * p.knl_w + knl_x) * c + c_i]
+                             * src_data[(src_y * p.src_w + src_x) * c + c_i];
+                    }
+                }
+                dst_data[c_i] = sum;
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_conv_2d_dw_whcn(
+        const ggml_compute_params * params,
+        const ggml_tensor * src,
+        const ggml_tensor * kernel,
+        ggml_tensor * dst,
+        const ggml_conv_2d_dw_params & p) {
+
+    const int64_t n = p.channels * p.batch;
+    const int64_t per_thread = (n + params->nth - 1) / params->nth;
+    const int64_t start = params->ith * per_thread;
+    const int64_t end = MIN(start + per_thread, n);
+
+    for (int64_t i = start; i < end; ++i) {
+        const float * knl_data = (const float *)kernel->data + (i % p.channels) * p.knl_w * p.knl_h;
+        const float * src_data = (const float *)src->data + i * p.src_w * p.src_h;
+        float * dst_data = (float *)dst->data + i * p.dst_w * p.dst_h;
+
+        for (int64_t dst_y = 0; dst_y < p.dst_h; ++dst_y) {
+            for (int64_t dst_x = 0; dst_x < p.dst_w; ++dst_x) {
+
+                float sum = 0.0f;
+                for (int64_t knl_y = 0; knl_y < p.knl_h; ++knl_y) {
+                    const int64_t src_y = dst_y * p.stride_y + knl_y * p.dilation_y - p.pad_y;
+                    if (src_y < 0 || src_y >= p.src_h) {
+                        continue;
+                    }
+                    for (int64_t knl_x = 0; knl_x < p.knl_w; ++knl_x) {
+                        const int64_t src_x = dst_x * p.stride_x + knl_x * p.dilation_x - p.pad_x;
+                        if (src_x < 0 || src_x >= p.src_w) {
+                            continue;
+                        }
+                        sum += knl_data[knl_y * p.knl_w + knl_x]
+                             * src_data[src_y * p.src_w + src_x];
+                    }
+                }
+                dst_data[dst_y * p.dst_w + dst_x] = sum;
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_conv_2d_dw(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * kernel = dst->src[0];
+    const ggml_tensor * src = dst->src[1];
+    ggml_conv_2d_dw_params p;
+    p.channels = src->ne[2];
+    p.batch = src->ne[3];
+    p.src_w = src->ne[0];
+    p.src_h = src->ne[1];
+    p.dst_w = dst->ne[0];
+    p.dst_h = dst->ne[1];
+    p.knl_w = kernel->ne[0];
+    p.knl_h = kernel->ne[1];
+    p.stride_x = dst->op_params[0];
+    p.stride_y = dst->op_params[1];
+    p.pad_x = dst->op_params[2];
+    p.pad_y = dst->op_params[3];
+    p.dilation_x = dst->op_params[4];
+    p.dilation_y = dst->op_params[5];
+
+    GGML_ASSERT(kernel->ne[3] == p.channels);
+    GGML_ASSERT(dst->ne[3] == p.batch);
+
+    if (ggml_is_contiguous(src)) {
+        ggml_compute_forward_conv_2d_dw_whcn(params, src, kernel, dst, p);
+    } else if (ggml_is_contiguous_channels(src)) {
+        // kernel should also have channels most contiguous in memory
+        GGML_ASSERT(kernel->nb[0] >= kernel->nb[2] && kernel->nb[1] >= kernel->nb[0]);
+        ggml_compute_forward_conv_2d_dw_cwhn(params, src, kernel, dst, p);
+    } else {
+        GGML_ABORT("non-contiguous memory layout not supported");
+    }
+}
+
+// ggml_compute_forward_pool_1d_sk_p0
+
+static void ggml_compute_forward_pool_1d_sk_p0(
+        const ggml_compute_params * params,
+        const ggml_op_pool op,
+        const int k,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src = dst->src[0];
+
+    assert(src->type == GGML_TYPE_F32 || src->type == GGML_TYPE_F16);
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    const char * cdata = (const char *)src->data;
+    const char * const data_end = cdata + ggml_nbytes(src);
+    float * drow = (float *)dst->data;
+
+    const int64_t rs = dst->ne[0];
+
+    while (cdata < data_end) {
+        const void * srow = (const void *)cdata;
+        int j = 0;
+        for (int64_t i = 0; i < rs; ++i) {
+            switch (op) {
+                case GGML_OP_POOL_AVG:   drow[i] = 0;        break;
+                case GGML_OP_POOL_MAX:   drow[i] = -FLT_MAX; break;
+                case GGML_OP_POOL_COUNT: GGML_ABORT("fatal error");
+            }
+            for (int ki = 0; ki < k; ++ki) {
+                const float srow_j = (src->type == GGML_TYPE_F32) ? ((const float*)srow)[j] : GGML_FP16_TO_FP32(((const ggml_fp16_t*)srow)[j]);
+                switch (op) {
+                    case GGML_OP_POOL_AVG:                         drow[i] += srow_j; break;
+                    case GGML_OP_POOL_MAX:   if (srow_j > drow[i]) drow[i]  = srow_j; break;
+                    case GGML_OP_POOL_COUNT:                       GGML_ABORT("fatal error");
+                }
+                ++j;
+            }
+            switch (op) {
+                case GGML_OP_POOL_AVG:         drow[i] /= k; break;
+                case GGML_OP_POOL_MAX:                       break;
+                case GGML_OP_POOL_COUNT: GGML_ABORT("fatal error");
+            }
+        }
+
+        cdata += src->nb[1];
+        drow  += rs;
+    }
+}
+
+// ggml_compute_forward_pool_1d
+
+void ggml_compute_forward_pool_1d(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const int32_t * opts = (const int32_t *)dst->op_params;
+    ggml_op_pool op = static_cast<ggml_op_pool>(opts[0]);
+    const int k0 = opts[1];
+    const int s0 = opts[2];
+    const int p0 = opts[3];
+    GGML_ASSERT(p0 == 0); // padding not supported
+    GGML_ASSERT(k0 == s0); // only s = k supported
+
+    ggml_compute_forward_pool_1d_sk_p0(params, op, k0, dst);
+}
+
+// ggml_compute_forward_pool_2d
+
+void ggml_compute_forward_pool_2d(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src = dst->src[0];
+
+    assert(src->type == GGML_TYPE_F32 || src->type == GGML_TYPE_F16);
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    const int32_t * opts = (const int32_t *)dst->op_params;
+    ggml_op_pool op = static_cast<ggml_op_pool>(opts[0]);
+    const int k0 = opts[1];
+    const int k1 = opts[2];
+    const int s0 = opts[3];
+    const int s1 = opts[4];
+    const int p0 = opts[5];
+    const int p1 = opts[6];
+    const char * cdata = (const char*)src->data;
+    const char * const data_end = cdata + ggml_nbytes(src);
+
+    const int64_t px = dst->ne[0];
+    const int64_t py = dst->ne[1];
+    const int64_t pa = px * py;
+
+    float * dplane = (float *)dst->data;
+
+    const int ka = k0 * k1;
+    const int offset0 = -p0;
+    const int offset1 = -p1;
+
+    while (cdata < data_end) {
+        for (int oy = 0; oy < py; ++oy) {
+            float * const drow = dplane + oy * px;
+            for (int ox = 0; ox < px; ++ox) {
+                float * const out =  drow + ox;
+                switch (op) {
+                    case GGML_OP_POOL_AVG:     *out = 0;        break;
+                    case GGML_OP_POOL_MAX:     *out = -FLT_MAX; break;
+                    case GGML_OP_POOL_COUNT: GGML_ABORT("fatal error");
+                }
+
+                const int ix = offset0 + ox * s0;
+                const int iy = offset1 + oy * s1;
+
+                for (int ky = 0; ky < k1; ++ky) {
+                    if (iy + ky < 0 || iy + ky >= src->ne[1]) continue;
+                    const void * srow = (const void *)(cdata + src->nb[1] * (iy + ky));
+                    for (int kx = 0; kx < k0; ++kx) {
+                        int j = ix + kx;
+                        if (j < 0 || j >= src->ne[0]) continue;
+                        const float srow_j = (src->type == GGML_TYPE_F32) ? ((const float*)srow)[j] : GGML_FP16_TO_FP32(((const ggml_fp16_t*)srow)[j]);
+                        switch (op) {
+                            case GGML_OP_POOL_AVG:                     *out += srow_j; break;
+                            case GGML_OP_POOL_MAX: if (srow_j > *out)  *out  = srow_j; break;
+                            case GGML_OP_POOL_COUNT:               GGML_ABORT("fatal error");
+                        }
+                    }
+                }
+                switch (op) {
+                    case GGML_OP_POOL_AVG:           *out /= ka; break;
+                    case GGML_OP_POOL_MAX:                       break;
+                    case GGML_OP_POOL_COUNT: GGML_ABORT("fatal error");
+                }
+            }
+        }
+
+        cdata  += src->nb[2];
+        dplane += pa;
+    }
+}
+
+// ggml_compute_forward_pool_2d_back
+
+void ggml_compute_forward_pool_2d_back(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src  = dst->src[0];
+    const ggml_tensor * dstf = dst->src[1]; // forward tensor of dst
+
+    assert(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16);
+
+    if (params->ith != 0) {
+        return;
+    }
+
+    const int32_t * opts = (const int32_t *)dst->op_params;
+    ggml_op_pool op = static_cast<ggml_op_pool>(opts[0]);
+    const int k0 = opts[1];
+    const int k1 = opts[2];
+    const int s0 = opts[3];
+    const int s1 = opts[4];
+    const int p0 = opts[5];
+    const int p1 = opts[6];
+
+    char       * cdata  = (char       *) dst->data;
+    const char * cdataf = (const char *) dstf->data;
+    const char * const data_end = cdata + ggml_nbytes(dst);
+
+    GGML_ASSERT(params->ith == 0);
+    memset(cdata, 0, ggml_nbytes(dst));
+
+    const int64_t px = src->ne[0];
+    const int64_t py = src->ne[1];
+    const int64_t pa = px * py;
+
+    const float * splane = (const float *) src->data;
+
+    const int ka = k0 * k1;
+    const int offset0 = -p0;
+    const int offset1 = -p1;
+
+    while (cdata < data_end) {
+        for (int oy = 0; oy < py; ++oy) {
+            const float * const srow = splane + oy * px;
+            for (int ox = 0; ox < px; ++ox) {
+                const float grad0 = srow[ox];
+
+                const int ix = offset0 + ox * s0;
+                const int iy = offset1 + oy * s1;
+
+                if (op == GGML_OP_POOL_MAX) {
+                    float maxval = -FLT_MAX;
+                    int kxmax = -1;
+                    int kymax = -1;
+
+                    for (int ky = 0; ky < k1; ++ky) {
+                        if (iy + ky < 0 || iy + ky >= dst->ne[1]) {
+                            continue;
+                        }
+                        const void * drowf = (const void *)(cdataf + dst->nb[1] * (iy + ky));
+                        for (int kx = 0; kx < k0; ++kx) {
+                            int j = ix + kx;
+                            if (j < 0 || j >= dst->ne[0]) {
+                                continue;
+                            }
+
+                            const float val = dst->type == GGML_TYPE_F32 ?
+                                ((const float *) drowf)[j] : GGML_FP16_TO_FP32(((const ggml_fp16_t *) drowf)[j]);
+                            if (val <= maxval) {
+                                continue;
+                            }
+
+                            maxval = val;
+                            kxmax = kx;
+                            kymax = ky;
+                        }
+                    }
+
+                    if (kxmax == -1 || kymax == -1) {
+                        continue;
+                    }
+
+                    void * drow = (void *)(cdata + dst->nb[1] * (iy + kymax));
+                    const int j = ix + kxmax;
+                    if (dst->type == GGML_TYPE_F32) {
+                        ((float *) drow)[j] += grad0;
+                    } else {
+                        ((ggml_fp16_t *) drow)[j] = GGML_FP32_TO_FP16(grad0 + GGML_FP16_TO_FP32(((const ggml_fp16_t *) drow)[j]));
+                    }
+                } else if (op == GGML_OP_POOL_AVG) {
+                    const float grad = grad0 / ka;
+
+                    for (int ky = 0; ky < k1; ++ky) {
+                        if (iy + ky < 0 || iy + ky >= dst->ne[1]) {
+                            continue;
+                        }
+                        void * drow = (void *)(cdata + dst->nb[1] * (iy + ky));
+                        for (int kx = 0; kx < k0; ++kx) {
+                            int j = ix + kx;
+                            if (j < 0 || j >= dst->ne[0]) {
+                                continue;
+                            }
+
+                            if (dst->type == GGML_TYPE_F32) {
+                                ((float *) drow)[j] += grad;
+                            } else {
+                                ((ggml_fp16_t *) drow)[j] += GGML_FP32_TO_FP16(grad);
+                            }
+                        }
+                    }
+                } else {
+                    GGML_ASSERT(false);
+                }
+            }
+        }
+
+        cdata  += dst->nb[2];
+        cdataf += dst->nb[2];
+        splane += pa;
+    }
+}
+
+// ggml_compute_forward_upscale
+
+static void ggml_compute_forward_upscale_f32(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    const float sf0 = (float)ne0/src0->ne[0];
+    const float sf1 = (float)ne1/src0->ne[1];
+    const float sf2 = (float)ne2/src0->ne[2];
+    const float sf3 = (float)ne3/src0->ne[3];
+
+    const ggml_scale_mode mode = (ggml_scale_mode) ggml_get_op_params_i32(dst, 0);
+
+    if (mode == GGML_SCALE_MODE_NEAREST) {
+        for (int64_t i3 = 0; i3 < ne3; i3++) {
+            const int64_t i03 = i3 / sf3;
+            for (int64_t i2 = ith; i2 < ne2; i2 += nth) {
+                const int64_t i02 = i2 / sf2;
+                for (int64_t i1 = 0; i1 < ne1; i1++) {
+                    const int64_t i01 = i1 / sf1;
+                    for (int64_t i0 = 0; i0 < ne0; i0++) {
+                        const int64_t i00 = i0 / sf0;
+
+                        const float * x = (float *)((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03);
+                              float * y = (float *)((char *)  dst->data +  i0*nb0  +  i1*nb1  +  i2*nb2  +  i3*nb3);
+
+                        *y = *x;
+                    }
+                }
+            }
+        }
+    } else if (mode == GGML_SCALE_MODE_BILINEAR) {
+        // setting a pixel offset of 0 would replicate the behavior of pytorch interpolate with align_corners=True
+        const float pixel_offset = 0.5f;
+
+        for (int64_t i3 = 0; i3 < ne3; i3++) {
+            const int64_t i03 = i3 / sf3;
+            for (int64_t i2 = ith; i2 < ne2; i2 += nth) {
+                const int64_t i02 = i2 / sf2;
+                for (int64_t i1 = 0; i1 < ne1; i1++) {
+                    const float y = ((float)i1 + pixel_offset) / sf1 - pixel_offset;
+                    int64_t y0 = (int64_t)floorf(y);
+                    int64_t y1 = y0 + 1;
+
+                    y0 = std::max(int64_t(0), std::min(y0, ne01 - 1));
+                    y1 = std::max(int64_t(0), std::min(y1, ne01 - 1));
+
+                    float dy = y - (float)y0;
+                    dy = std::max(0.0f, std::min(dy, 1.0f));
+
+                    for (int64_t i0 = 0; i0 < ne0; i0++) {
+                        const float x = ((float)i0 + pixel_offset) / sf0 - pixel_offset;
+                        int64_t x0 = (int64_t)floorf(x);
+                        int64_t x1 = x0 + 1;
+
+                        x0 = std::max(int64_t(0), std::min(x0, ne00 - 1));
+                        x1 = std::max(int64_t(0), std::min(x1, ne00 - 1));
+
+                        float dx = x - (float)x0;
+                        dx = std::max(0.0f, std::min(dx, 1.0f));
+
+                        // fetch the four surrounding pixel values and interpolate
+                        const float a = *(const float *)((const char *)src0->data + x0*nb00 + y0*nb01 + i02*nb02 + i03*nb03);
+                        const float b = *(const float *)((const char *)src0->data + x1*nb00 + y0*nb01 + i02*nb02 + i03*nb03);
+                        const float c = *(const float *)((const char *)src0->data + x0*nb00 + y1*nb01 + i02*nb02 + i03*nb03);
+                        const float d = *(const float *)((const char *)src0->data + x1*nb00 + y1*nb01 + i02*nb02 + i03*nb03);
+
+                        const float val = a*(1 - dx)*(1 - dy) + b*dx*(1 - dy) + c*(1 - dx)*dy + d*dx*dy;
+
+                        float * y_dst = (float *)((char *)dst->data + i0*nb0 + i1*nb1 + i2*nb2 + i3*nb3);
+                        *y_dst = val;
+                    }
+                }
+            }
+        }
+    } else {
+        GGML_ABORT("unsupported upscale mode");
+    }
+}
+
+void ggml_compute_forward_upscale(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_upscale_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+
+// ggml_compute_forward_pad
+
+static void ggml_compute_forward_pad_f32(
+    const ggml_compute_params * params,
+          ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+    GGML_ASSERT( dst->nb[0] == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    float * dst_ptr = (float *) dst->data;
+
+    // TODO: optimize
+
+    for (int64_t i2 = 0; i2 < ne2; ++i2) {
+        for (int64_t i1 = ith; i1 < ne1; i1 += nth) {
+            for (int64_t i0 = 0; i0 < ne0; ++i0) {
+                for (int64_t i3 = 0; i3 < ne3; ++i3) {
+                    const int64_t dst_idx = i3*(ne0*ne1*ne2) + i2*(ne0*ne1) + i1*ne0 + i0;
+
+                    const float * src_ptr = (const float *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00);
+
+                    if (i0 < ne00 && i1 < ne01 && i2 < ne02 && i3 < ne03) {
+                        dst_ptr[dst_idx] = *src_ptr;
+                    } else {
+                        dst_ptr[dst_idx] = 0;
+                    }
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_pad(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_pad_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_pad_reflect_1d
+
+void ggml_compute_forward_pad_reflect_1d(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int32_t * opts = (const int32_t *) dst->op_params;
+    const int p0 = opts[0];
+    const int p1 = opts[1];
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    for (int64_t i3 = 0; i3 < ne3; i3++) {
+        for (int64_t i2 = 0; i2 < ne2; i2++) {
+            for (int64_t i1 = ith; i1 < ne1; i1 += nth) {
+                float * left  = (float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1 +         p0*nb0);
+                float * right = (float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1 + (ne0-p1-1)*nb0);
+
+                ggml_vec_cpy_f32(ne00, left, (float *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01));
+
+                for (int i0 = 1; i0 <= p0; i0++) { left[-i0] = left[i0];   }
+                for (int i0 = 1; i0 <= p1; i0++) { right[i0] = right[-i0]; }
+            }
+        }
+    }
+}
+
+// ggml_compute_forward_arange
+
+static void ggml_compute_forward_arange_f32(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    GGML_ASSERT(dst->nb[0] == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const float start = ggml_get_op_params_f32(dst, 0);
+    const float stop  = ggml_get_op_params_f32(dst, 1);
+    const float step  = ggml_get_op_params_f32(dst, 2);
+
+    const int64_t steps = (int64_t) ceilf((stop - start) / step);
+
+    GGML_ASSERT(ggml_nelements(dst) == steps);
+
+    for (int64_t i = ith; i < steps; i+= nth) {
+        float value = start + step * i;
+        ((float *)dst->data)[i] = value;
+    }
+}
+
+void ggml_compute_forward_arange(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+    switch (dst->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_arange_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+static void ggml_compute_forward_timestep_embedding_f32(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    const int dim = ggml_get_op_params_i32(dst, 0);
+    const int max_period = ggml_get_op_params_i32(dst, 1);
+
+    int half = dim / 2;
+
+    for (int64_t i = 0; i < ne00; i++) {
+        float * embed_data = (float *)((char *)  dst->data +  i*nb1);
+        for (int64_t j = ith; j < half; j += nth) {
+            float timestep = ((float *)src0->data)[i];
+            float freq = (float)expf(-logf(max_period) * j / half);
+            float arg = timestep * freq;
+            embed_data[j] = cosf(arg);
+            embed_data[j + half] = sinf(arg);
+        }
+        if (dim % 2 != 0 && ith == 0) {
+            embed_data[dim] = 0.f;
+        }
+    }
+}
+
+void ggml_compute_forward_timestep_embedding(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_timestep_embedding_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_argsort
+
+static void ggml_compute_forward_argsort_f32(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT(nb0 == sizeof(float));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int64_t nr = ggml_nrows(src0);
+
+    ggml_sort_order order = (ggml_sort_order) ggml_get_op_params_i32(dst, 0);
+
+    for (int64_t i = ith; i < nr; i += nth) {
+        int32_t * dst_data = (int32_t *)((char *) dst->data + i*nb1);
+        const float * src_data = (float *)((char *) src0->data + i*nb01);
+
+        for (int64_t j = 0; j < ne0; j++) {
+            dst_data[j] = j;
+        }
+
+        // C doesn't have a functional sort, so we do a bubble sort instead
+        for (int64_t j = 0; j < ne0; j++) {
+            for (int64_t k = j + 1; k < ne0; k++) {
+                if ((order == GGML_SORT_ORDER_ASC  && src_data[dst_data[j]] > src_data[dst_data[k]]) ||
+                    (order == GGML_SORT_ORDER_DESC && src_data[dst_data[j]] < src_data[dst_data[k]])) {
+                    int32_t tmp = dst_data[j];
+                    dst_data[j] = dst_data[k];
+                    dst_data[k] = tmp;
+                }
+            }
+        }
+    }
+}
+
+static void ggml_compute_forward_argsort_i32(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT(nb0 == sizeof(int32_t));
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int64_t nr = ggml_nrows(src0);
+
+    ggml_sort_order order = (ggml_sort_order) ggml_get_op_params_i32(dst, 0);
+
+    for (int64_t i = ith; i < nr; i += nth) {
+        int32_t * dst_data = (int32_t *)((char *) dst->data + i*nb1);
+        const int32_t * src_data = (int32_t *)((char *) src0->data + i*nb01);
+
+        for (int64_t j = 0; j < ne0; j++) {
+            dst_data[j] = j;
+        }
+
+        // C doesn't have a functional sort, so we do a bubble sort instead
+        for (int64_t j = 0; j < ne0; j++) {
+            for (int64_t k = j + 1; k < ne0; k++) {
+                if ((order == GGML_SORT_ORDER_ASC  && src_data[dst_data[j]] > src_data[dst_data[k]]) ||
+                    (order == GGML_SORT_ORDER_DESC && src_data[dst_data[j]] < src_data[dst_data[k]])) {
+                    int32_t tmp = dst_data[j];
+                    dst_data[j] = dst_data[k];
+                    dst_data[k] = tmp;
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_argsort(
+    const ggml_compute_params * params,
+    ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_argsort_f32(params, dst);
+            } break;
+        case GGML_TYPE_I32:
+            {
+                ggml_compute_forward_argsort_i32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_flash_attn_ext
+
+static void ggml_compute_forward_flash_attn_ext_f16(
+        const ggml_compute_params * params,
+        const ggml_tensor * q,
+        const ggml_tensor * k,
+        const ggml_tensor * v,
+        const ggml_tensor * mask,
+        ggml_tensor * dst) {
+
+    GGML_TENSOR_LOCALS(int64_t, neq, q,   ne)
+    GGML_TENSOR_LOCALS(size_t,  nbq, q,   nb)
+    GGML_TENSOR_LOCALS(int64_t, nek, k,   ne)
+    GGML_TENSOR_LOCALS(size_t,  nbk, k,   nb)
+    GGML_TENSOR_LOCALS(int64_t, nev, v,   ne)
+    GGML_TENSOR_LOCALS(size_t,  nbv, v,   nb)
+    GGML_TENSOR_LOCALS(int64_t, ne,  dst, ne)
+    GGML_TENSOR_LOCALS(size_t,  nb,  dst, nb)
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int64_t DK = nek0;
+    const int64_t DV = nev0;
+    const int64_t N  = neq1;
+
+    GGML_ASSERT(ne0 == DV);
+    GGML_ASSERT(ne2 == N);
+
+    // input tensor rows must be contiguous
+    GGML_ASSERT(nbq0 == ggml_type_size(q->type));
+    GGML_ASSERT(nbk0 == ggml_type_size(k->type));
+    GGML_ASSERT(nbv0 == ggml_type_size(v->type));
+
+    GGML_ASSERT(neq0 == DK);
+    GGML_ASSERT(nek0 == DK);
+    GGML_ASSERT(nev0 == DV);
+
+    GGML_ASSERT(neq1 == N);
+
+    // dst cannot be transposed or permuted
+    GGML_ASSERT(nb0 == sizeof(float));
+    GGML_ASSERT(nb0 <= nb1);
+    GGML_ASSERT(nb1 <= nb2);
+    GGML_ASSERT(nb2 <= nb3);
+
+    // broadcast factors
+    const int64_t rk2 = neq2/nek2;
+    const int64_t rk3 = neq3/nek3;
+
+    const int64_t rv2 = neq2/nev2;
+    const int64_t rv3 = neq3/nev3;
+
+    // parallelize by q rows using ggml_vec_dot_f32
+
+    // total rows in q
+    const int nr = neq1*neq2*neq3;
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    float scale         = 1.0f;
+    float max_bias      = 0.0f;
+    float logit_softcap = 0.0f;
+
+    memcpy(&scale,         (float *) dst->op_params + 0, sizeof(float));
+    memcpy(&max_bias,      (float *) dst->op_params + 1, sizeof(float));
+    memcpy(&logit_softcap, (float *) dst->op_params + 2, sizeof(float));
+
+    if (logit_softcap != 0) {
+        scale /= logit_softcap;
+    }
+
+    const uint32_t n_head      = neq2;
+    const uint32_t n_head_log2 = 1u << (uint32_t) floor(log2(n_head));
+
+    const float m0 = powf(2.0f, -(max_bias       ) / n_head_log2);
+    const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2);
+
+    ggml_type    const k_vec_dot_type      = ggml_get_type_traits_cpu(k->type)->vec_dot_type;
+    ggml_from_float_t const q_to_vec_dot   = ggml_get_type_traits_cpu(k_vec_dot_type)->from_float;
+    ggml_vec_dot_t    const kq_vec_dot     = ggml_get_type_traits_cpu(k->type)->vec_dot;
+    ggml_to_float_t   const v_to_float     = ggml_get_type_traits(v->type)->to_float;
+
+    GGML_ASSERT((                            q_to_vec_dot) && "fattn: unsupported K-type");
+    GGML_ASSERT((v->type == GGML_TYPE_F32 || v_to_float  ) && "fattn: unsupported V-type");
+
+    // loop over n_batch and n_head
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // q indices
+        const int iq3 = ir/(neq2*neq1);
+        const int iq2 = (ir - iq3*neq2*neq1)/neq1;
+        const int iq1 = (ir - iq3*neq2*neq1 - iq2*neq1);
+
+        const uint32_t h = iq2; // head index
+        const float slope = (max_bias > 0.0f) ? h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2*(h - n_head_log2) + 1) : 1.0f;
+
+        float S = 0.0f;      // sum
+        float M = -INFINITY; // maximum KQ value
+
+        float       * VKQ32 = (float       *) params->wdata + ith*(1*DK + 2*DV + CACHE_LINE_SIZE_F32); // FP32 VKQ accumulator
+        float       * V32   =                 (VKQ32 + 1*DV); // (temporary) FP32 V buffer
+        ggml_fp16_t * VKQ16 = (ggml_fp16_t *) (VKQ32 + 1*DV); // (temporary) FP16 VKQ accumulator
+        ggml_fp16_t * Q_q   = (ggml_fp16_t *) (VKQ32 + 2*DV); // (temporary) buffer for Q converted to quantized/FP16
+
+        if (v->type == GGML_TYPE_F16) {
+            memset(VKQ16, 0, DV*sizeof(ggml_fp16_t));
+        } else {
+            memset(VKQ32, 0, DV*sizeof(float));
+        }
+
+        const ggml_fp16_t * mp = mask ? (ggml_fp16_t *)((char *) mask->data + iq1*mask->nb[1]) : NULL;
+
+        // k indices
+        const int ik3 = iq3 / rk3;
+        const int ik2 = iq2 / rk2;
+
+        // v indices
+        const int iv3 = iq3 / rv3;
+        const int iv2 = iq2 / rv2;
+
+        const float * pq = (const float *) ((char *) q->data + (iq1*nbq1 + iq2*nbq2 + iq3*nbq3));
+        q_to_vec_dot(pq, Q_q, DK);
+
+        // online softmax / attention
+        // loop over n_kv and n_head_kv
+        // ref: https://arxiv.org/pdf/2112.05682.pdf
+        for (int64_t ic = 0; ic < nek1; ++ic) {
+            const float mv = mp ? slope*GGML_FP16_TO_FP32(mp[ic]) : 0.0f;
+            if (mv == -INFINITY) {
+                continue;
+            }
+
+            float s; // KQ value
+
+            const char * k_data = (const char *) k->data + ( ic*nbk1 + ik2*nbk2 + ik3*nbk3);
+            kq_vec_dot(DK, &s, 0, k_data, 0, Q_q, 0, 1);
+
+            s = s*scale; // scale KQ value
+
+            if (logit_softcap != 0.0f) {
+                s = logit_softcap*tanhf(s);
+            }
+
+            s += mv; // apply mask
+
+            const float Mold = M;
+
+            float ms = 1.0f; // upon new higher max val, scale VKQ and KQ sum with this value
+            float vs = 1.0f; // post-softmax KQ value, expf(s - M)
+
+            const char * v_data = ((const char *) v->data + (ic*nbv1 + iv2*nbv2 + iv3*nbv3));
+
+            if (v->type == GGML_TYPE_F16) {
+                if (s > M) {
+                    // s is new maximum, ms < 1.0f, vs == expf(s - s) == 1.0f
+                    M = s;
+                    ms = expf(Mold - M);
+
+                    // V = V*expf(Mold - M)
+                    ggml_vec_scale_f16(DV, VKQ16, ms);
+                } else {
+                    // no new maximum, ms == 1.0f, vs != 1.0f
+                    vs = expf(s - M);
+                }
+
+                // V += v*expf(s - M)
+                ggml_vec_mad_f16(DV, VKQ16, (const ggml_fp16_t *) v_data, vs);
+            } else {
+                if (s > M) {
+                    // s is new maximum, ms < 1.0f, vs == expf(s - s) == 1.0f
+                    M = s;
+                    ms = expf(Mold - M);
+
+                    // V = V*expf(Mold - M)
+                    ggml_vec_scale_f32(DV, VKQ32, ms);
+                } else {
+                    // no new maximum, ms == 1.0f, vs != 1.0f
+                    vs = expf(s - M);
+                }
+
+                // V += v*expf(s - M)
+                if (v_to_float) {
+                    v_to_float(v_data, V32, DV);
+                    ggml_vec_mad_f32(DV, VKQ32, V32, vs);
+                } else {
+                    // V is F32
+                    ggml_vec_mad_f32(DV, VKQ32, (const float *) v_data, vs);
+                }
+            }
+
+            S = S*ms + vs; // scale and increment sum with partial sum
+        }
+
+        if (v->type == GGML_TYPE_F16) {
+            for (int64_t d = 0; d < DV; ++d) {
+                VKQ32[d] = GGML_FP16_TO_FP32(VKQ16[d]);
+            }
+        }
+
+        // V /= S
+        const float S_inv = 1.0f/S;
+        ggml_vec_scale_f32(DV, VKQ32, S_inv);
+
+        // dst indices
+        const int i1 = iq1;
+        const int i2 = iq2;
+        const int i3 = iq3;
+
+        // original
+        //memcpy((char *) dst->data + (i1*nb1 + i2*nb2 + i3*nb3), V, nev0*sizeof(float));
+
+        // permute(0, 2, 1, 3)
+        memcpy((char *) dst->data + (i3*ne2*ne1 + i2 + i1*ne1)*nb1, VKQ32, nb1);
+    }
+}
+
+void ggml_compute_forward_flash_attn_ext(
+        const ggml_compute_params * params,
+        const ggml_tensor * q,
+        const ggml_tensor * k,
+        const ggml_tensor * v,
+        const ggml_tensor * mask,
+        ggml_tensor * dst) {
+    switch (dst->op_params[3]) {
+        case GGML_PREC_DEFAULT:
+        case GGML_PREC_F32:
+            {
+                // uses F32 accumulators
+                ggml_compute_forward_flash_attn_ext_f16(params, q, k, v, mask, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_flash_attn_back
+
+static void ggml_compute_forward_flash_attn_back_f32(
+        const ggml_compute_params * params,
+        const bool masked,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * q = dst->src[0];
+    const ggml_tensor * k = dst->src[1];
+    const ggml_tensor * v = dst->src[2];
+    const ggml_tensor * d = dst->src[3];
+
+    GGML_TENSOR_LOCALS(int64_t, neq, q,   ne)
+    GGML_TENSOR_LOCALS(size_t,  nbq, q,   nb)
+    GGML_TENSOR_LOCALS(int64_t, nek, k,   ne)
+    GGML_TENSOR_LOCALS(size_t,  nbk, k,   nb)
+    GGML_TENSOR_LOCALS(int64_t, nev, v,   ne)
+    GGML_TENSOR_LOCALS(size_t,  nbv, v,   nb)
+    GGML_TENSOR_LOCALS(int64_t, ned, d,   ne)
+    GGML_TENSOR_LOCALS(size_t,  nbd, d,   nb)
+    GGML_TENSOR_LOCALS(int64_t, ne,  dst, ne)
+    GGML_TENSOR_LOCALS(size_t,  nb,  dst, nb)
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int64_t D = neq0;
+    const int64_t N = neq1;
+    const int64_t P = nek1 - N;
+    const int64_t M = P + N;
+
+    const int Mup  = ggml_up(M, GGML_SOFT_MAX_UNROLL);
+    const int mxDM = MAX(D, Mup);
+
+    // GGML_ASSERT(ne0 == D);
+    // GGML_ASSERT(ne1 == N);
+    GGML_ASSERT(P >= 0);
+
+    GGML_ASSERT(nbq0 == sizeof(float));
+    GGML_ASSERT(nbk0 == sizeof(float));
+    GGML_ASSERT(nbv0 == sizeof(float));
+
+    GGML_ASSERT(neq0 == D);
+    GGML_ASSERT(nek0 == D);
+    GGML_ASSERT(nev1 == D);
+    GGML_ASSERT(ned0 == D);
+
+    GGML_ASSERT(neq1 == N);
+    GGML_ASSERT(nek1 == N + P);
+    GGML_ASSERT(nev1 == D);
+    GGML_ASSERT(ned1 == N);
+
+    // dst cannot be transposed or permuted
+    GGML_ASSERT(nb0 == sizeof(float));
+    GGML_ASSERT(nb0 <= nb1);
+    GGML_ASSERT(nb1 <= nb2);
+    GGML_ASSERT(nb2 <= nb3);
+
+    if (ith == 0) {
+        memset(dst->data, 0, nb0*ne0*ne1*ne2*ne3);
+    }
+    ggml_barrier(params->threadpool);
+
+    const int64_t elem_q = ggml_nelements(q);
+    const int64_t elem_k = ggml_nelements(k);
+
+    ggml_type result_type = dst->type;
+    GGML_ASSERT(ggml_blck_size(result_type) == 1);
+    const size_t tsize = ggml_type_size(result_type);
+
+    const size_t offs_q = 0;
+    const size_t offs_k = offs_q + GGML_PAD(elem_q * tsize, GGML_MEM_ALIGN);
+    const size_t offs_v = offs_k + GGML_PAD(elem_k * tsize, GGML_MEM_ALIGN);
+
+    void * grad_q = (char *) dst->data;
+    void * grad_k = (char *) dst->data + offs_k;
+    void * grad_v = (char *) dst->data + offs_v;
+
+    const size_t nbgq1 = nb0*neq0;
+    const size_t nbgq2 = nb0*neq0*neq1;
+    const size_t nbgq3 = nb0*neq0*neq1*neq2;
+
+    const size_t nbgk1 = nb0*nek0;
+    const size_t nbgk2 = nb0*nek0*nek1;
+    const size_t nbgk3 = nb0*nek0*nek1*neq2;
+
+    const size_t nbgv1 = nb0*nev0;
+    const size_t nbgv2 = nb0*nev0*nev1;
+    const size_t nbgv3 = nb0*nev0*nev1*neq2;
+
+    // parallelize by k rows using ggml_vec_dot_f32
+
+    // total rows in k
+    const int nr = nek2*nek3;
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    const float scale = 1.0f/sqrtf(D);
+
+    //printf("P=%d N=%d D=%d ir0=%d ir1=%d scale = %f\n", P, N, D, ir0, ir1, scale);
+
+    // how often k2 (and v2) is repeated in q2
+    int nrep = neq2/nek2;
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        // q indices
+        const int ik3 = ir/(nek2);
+        const int ik2 = ir - ik3*nek2;
+
+        const int iq3 = ik3;
+        const int id3 = ik3;
+        const int iv3 = ik3;
+        const int iv2 = ik2;
+
+        for (int irep = 0; irep < nrep; ++irep) {
+            const int iq2 = ik2 + irep*nek2;
+            const int id2 = iq2;
+
+            // (ik2 + irep*nek2) % nek2 == ik2
+            for (int iq1 = 0; iq1 < neq1; ++iq1) {
+                const int id1 = iq1;
+
+                // not sure about CACHE_LINE_SIZE_F32..
+                // - maybe it must not be multiplied by 2 and excluded from .. in SM 1*(..) offset?
+                float * S  = (float *) params->wdata + ith*2*(mxDM + CACHE_LINE_SIZE_F32) + 0*(mxDM+CACHE_LINE_SIZE_F32);
+                float * SM = (float *) params->wdata + ith*2*(mxDM + CACHE_LINE_SIZE_F32) + 1*(mxDM+CACHE_LINE_SIZE_F32);
+
+                for (int i = M; i < Mup; ++i) {
+                    S[i] = -INFINITY;
+                }
+
+                const int64_t masked_begin = masked ? (P + iq1 + 1) : M;
+                for (int64_t ic = 0; ic < masked_begin; ++ic) {
+                    // k indices
+                    const int ik1 = ic;
+
+                    // S indices
+                    const int i1 = ik1;
+
+                    ggml_vec_dot_f32(neq0,
+                            S + i1, 0,
+                            (float *) ((char *) k->data + (ik1*nbk1 + ik2*nbk2 + ik3*nbk3)), 0,
+                            (float *) ((char *) q->data + (iq1*nbq1 + iq2*nbq2 + iq3*nbq3)), 0, 1);
+                }
+
+                // scale
+                ggml_vec_scale_f32(masked_begin, S, scale);
+
+                for (int64_t i = masked_begin; i < M; i++) {
+                    S[i] = -INFINITY;
+                }
+
+                // softmax
+                // exclude known -INF S[..] values from max and loop
+                // dont forget to set their SM values to zero
+                {
+                    float max = -INFINITY;
+                    ggml_vec_max_f32(masked_begin, &max, S);
+
+                    ggml_float sum = 0.0;
+                    {
+#ifdef GGML_SOFT_MAX_ACCELERATE
+                        max = -max;
+                        vDSP_vsadd(SM, 1, &max, SM, 1, Mup);
+                        vvexpf(SM, SM, &Mup);
+                        ggml_vec_sum_f32(Mup, &sum, SM);
+#else
+                        sum = ggml_vec_soft_max_f32(Mup, SM, S, max);
+#endif
+                    }
+
+                    assert(sum > 0.0);
+
+                    sum = 1.0/sum;
+                    ggml_vec_scale_f32(masked_begin, SM, sum);
+
+                }
+
+                // step-by-step explanation
+                {
+                    // forward-process                    shape      grads from backward process
+                    // parallel_for ik2,ik3:
+                    //  for irep:
+                    //   iq2 = ik2 + irep*nek2
+                    //   k[:D,:M,:,:]                     [D,M,:,:]  grad[k][:D,:M,ik2,ik3]  += grad[kcur]
+                    //   q[:D,:N,:,:]                     [D,N,:,:]  grad[q][:D,iq1,iq2,iq3] += grad[qcur]
+                    //   v[:M,:D,:,:]                     [M,D,:,:]  grad[v][:M,:D,iv2,iv3]  += grad[vcur]
+                    //   for iq1:
+                    //    kcur   = k[:D,:M,ik2,ik3]       [D,M,1,1]  grad[kcur] = grad[S1].T @ qcur
+                    //    qcur   = q[:D,iq1,iq2,iq3]      [D,1,1,1]  grad[qcur] = grad[S1]   @ kcur
+                    //    vcur   = v[:M,:D,iv2,iv3]       [M,D,1,1]  grad[vcur] = grad[S5].T @ S4
+                    //    S0     = -Inf                   [D,1,1,1]
+                    //   ~S1[i]  = dot(kcur[:D,i], qcur)
+                    //    S1     = qcur @ kcur.T          [M,1,1,1]  grad[S1]   = grad[S2] * scale
+                    //    S2     = S1 * scale             [M,1,1,1]  grad[S2]   = diag_mask_zero(grad[S3], P)
+                    //    S3     = diag_mask_inf(S2, P)   [M,1,1,1]  grad[S3]   = S4 * (grad[S4] - dot(S4, grad[S4]))
+                    //    S4     = softmax(S3)            [M,1,1,1]  grad[S4]   = grad[S5] @ vcur
+                    //   ~S5[i]  = dot(vcur[:,i], S4)
+                    //    S5     = S4 @ vcur.T            [D,1,1,1]  grad[S5]   = d[:D,id1,id2,id3]
+                    //   ~dst[i,iq1,iq2,iq3]  = S5[i]              ^
+                    //    dst[:D,iq1,iq2,iq3] = S5                 | grad[dst[:D,iq1,iq2,iq3]] = d[:D,id1,id2,id3]
+                    // dst                               backward-/ grad[dst]                 = d
+                    //
+                    // output gradients with their dependencies:
+                    //
+                    // grad[kcur] = grad[S1].T @ qcur
+                    // grad[S1]   = diag_mask_zero(grad[S3], P) * scale
+                    // grad[S3]   = S4 * (grad[S4] - dot(S4, grad[S4]))
+                    // grad[S4]   = grad[S5] @ vcur
+                    // grad[S4]   = d[:D,id1,id2,id3] @ vcur
+                    // grad[qcur] = grad[S1]   @ kcur
+                    // grad[vcur] = grad[S5].T @ S4
+                    // grad[vcur] = d[:D,id1,id2,id3].T @ S4
+                    //
+                    // in post-order:
+                    //
+                    // S1         = qcur @ kcur.T
+                    // S2         = S1 * scale
+                    // S3         = diag_mask_inf(S2, P)
+                    // S4         = softmax(S3)
+                    // grad[S4]   = d[:D,id1,id2,id3] @ vcur
+                    // grad[S3]   = S4 * (grad[S4] - dot(S4, grad[S4]))
+                    // grad[S1]   = diag_mask_zero(grad[S3], P) * scale
+                    // grad[qcur] = grad[S1]   @ kcur
+                    // grad[kcur] = grad[S1].T @ qcur
+                    // grad[vcur] = d[:D,id1,id2,id3].T @ S4
+                    //
+                    // using less variables (SM=S4):
+                    //
+                    // S             = diag_mask_inf(qcur @ kcur.T * scale, P)
+                    // SM            = softmax(S)
+                    // S             = d[:D,iq1,iq2,iq3] @ vcur
+                    // dot_SM_gradSM = dot(SM, S)
+                    // S             = SM * (S - dot(SM, S))
+                    // S             = diag_mask_zero(S, P) * scale
+                    //
+                    // grad[q][:D,iq1,iq2,iq3] += S   @ kcur
+                    // grad[k][:D,:M,ik2,ik3]  += S.T @ qcur
+                    // grad[v][:M,:D,iv2,iv3]  += d[:D,id1,id2,id3].T @ SM
+                }
+
+                // S = gradSM = d[:D,id1,id2,id3] @ vcur[:,:,iv2,iv3]
+                // S = d[:D,id1,id2,id3] @ vcur[:,:,iv2,iv3]
+                // for ic:
+                //   S[:M] += vcur[:M,ic,iv2,iv3] * d[ic,id1,id2,id3]
+                // exclude known future zero S[..] values from operation
+                ggml_vec_set_f32(masked_begin, S, 0);
+                for (int64_t ic = 0; ic < D; ++ic) {
+                    ggml_vec_mad_f32(masked_begin,
+                            S,
+                             (float *) ((char *) v->data + (          ic*nbv1  + iv2*nbv2 + iv3*nbv3)),
+                            *(float *) ((char *) d->data + (ic*nbd0 + id1*nbd1 + id2*nbd2 + id3*nbd3)));
+                }
+
+                // S = SM * (S - dot(SM, S))
+                float dot_SM_gradSM = 0;
+                ggml_vec_dot_f32 (masked_begin, &dot_SM_gradSM, 0, SM, 0, S, 0, 1);
+                ggml_vec_acc1_f32(M, S, -dot_SM_gradSM);
+                ggml_vec_mul_f32 (masked_begin, S, S, SM);
+
+                // S = diag_mask_zero(S, P) * scale
+                // already done by above ggml_vec_set_f32
+
+                // exclude known zero S[..] values from operation
+                ggml_vec_scale_f32(masked_begin, S, scale);
+
+                // S    shape [M,1]
+                // SM   shape [M,1]
+                // kcur shape [D,M]
+                // qcur shape [D,1]
+                // vcur shape [M,D]
+
+                // grad[q][:D,iq1,iq2,iq3] += S @ kcur
+                // grad[q][:D,iq1,iq2,iq3] += shape[M,1] @ shape[D,M]
+                // for ic:
+                //  grad[q][:D,iq1,iq2,iq3] += S[ic] * kcur[:D,ic,ik2,ik3]
+                // exclude known zero S[..] values from loop
+                for (int64_t ic = 0; ic < masked_begin; ++ic) {
+                    ggml_vec_mad_f32(D,
+                            (float *) ((char *) grad_q  + (iq1*nbgq1 + iq2*nbgq2  + iq3*nbgq3)),
+                            (float *) ((char *) k->data + (ic*nbk1   + ik2*nbk2   + ik3*nbk3)),
+                            S[ic]);
+                }
+
+                // grad[k][:D,:M,iq2,iq3] += S.T @ qcur
+                // for ic:
+                //  grad[k][:D,ic,iq2,iq3] += S.T[0,ic] * qcur[:D,0]
+                //  grad[k][:D,ic,iq2,iq3] += S[ic]     * qcur[:D,0]
+                // exclude known zero S[..] values from loop
+                for (int64_t ic = 0; ic < masked_begin; ++ic) {
+                    ggml_vec_mad_f32(D,
+                            (float *) ((char *) grad_k  + (ic*nbgk1  + ik2*nbgk2  + ik3*nbgk3)),
+                            (float *) ((char *) q->data + (iq1*nbq1  + iq2*nbq2   + iq3*nbq3)),
+                            S[ic]);
+                }
+
+                // grad[v][:M,:D,iv2,iv3] += d[:D,id1,id2,id3].T       @ SM
+                // for ic:
+                //  grad[v][:M,ic,iv2,iv3] += d[:D,id1,id2,id3].T[0,ic] * SM[:M]
+                //  grad[v][:M,ic,iv2,iv3] += d[ic,id1,id2,id3]         * SM[:M]
+                // exclude known zero SM[..] values from mad
+                for (int64_t ic = 0; ic < D; ++ic) {
+                    ggml_vec_mad_f32(masked_begin,
+                            (float *) ((char *) grad_v   + (          ic*nbgv1 + iv2*nbgv2 + iv3*nbgv3)),
+                            SM,
+                            *(float *) ((char *) d->data + (ic*nbd0 + id1*nbd1 + id2*nbd2  + id3*nbd3)));
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_flash_attn_back(
+        const ggml_compute_params * params,
+        const bool masked,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * q = dst->src[0];
+
+    switch (q->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_flash_attn_back_f32(params, masked, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_ssm_conv
+
+static void ggml_compute_forward_ssm_conv_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0]; // conv_x
+    const ggml_tensor * src1 = dst->src[1]; // conv1d.weight
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nc  = src1->ne[0]; // d_conv
+    const int ncs = src0->ne[0]; // d_conv - 1 + n_t
+    const int nr  = src0->ne[1]; // d_inner
+    const int n_t =  dst->ne[1]; // tokens per sequence
+    const int n_s =  dst->ne[2]; // number of sequences in the batch
+
+    GGML_ASSERT( dst->ne[0] == nr);
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+    GGML_ASSERT(src1->nb[0] == sizeof(float));
+    GGML_ASSERT(src0->nb[1] == src0->ne[0]*sizeof(float));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+    const int ir  = ir1 - ir0;
+
+    for (int i3 = 0; i3 < n_s; ++i3) {
+        for (int i2 = 0; i2 < n_t; ++i2) {
+            // {d_conv - 1 + n_t, d_inner, n_seqs}
+            // sliding window
+            const float * s = (const float *) ((const char *) src0->data + ir0*(src0->nb[1]) + i2*(src0->nb[0]) + i3*(src0->nb[2])); // {d_conv, d_inner, n_s}
+            const float * c = (const float *) ((const char *) src1->data + ir0*(src1->nb[1])); // {d_conv, d_inner}
+            float * x = (float *) ((char *) dst->data + ir0*(dst->nb[0]) + i2*(dst->nb[1]) + i3*(dst->nb[2])); // {d_inner, n_t, n_s}
+
+            // TODO: transpose the output for smaller strides for big batches?
+            // d_inner
+            for (int i1 = 0; i1 < ir; ++i1) {
+                // rowwise dot product
+                // NOTE: not using ggml_vec_dot_f32, because its sum is in double precision
+                float sumf = 0.0f;
+
+                // d_conv
+                for (int i0 = 0; i0 < nc; ++i0) {
+                    sumf += s[i0 + i1*ncs] * c[i0 + i1*nc];
+                }
+                x[i1] = sumf;
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_ssm_conv(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    switch (dst->src[0]->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_ssm_conv_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_ssm_scan
+
+static void ggml_compute_forward_ssm_scan_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0]; // s
+    const ggml_tensor * src1 = dst->src[1]; // x
+    const ggml_tensor * src2 = dst->src[2]; // dt
+    const ggml_tensor * src3 = dst->src[3]; // A
+    const ggml_tensor * src4 = dst->src[4]; // B
+    const ggml_tensor * src5 = dst->src[5]; // C
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int64_t nc  = src0->ne[0]; // d_state
+    const int64_t nr  = src0->ne[1]; // d_inner
+    const int64_t n_t = src1->ne[1]; // number of tokens per sequence
+    const int64_t n_s = src0->ne[2]; // number of sequences in the batch
+
+    GGML_ASSERT(ggml_nelements(src1) + ggml_nelements(src0) == ggml_nelements(dst));
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+    GGML_ASSERT(src1->nb[0] == sizeof(float));
+    GGML_ASSERT(src2->nb[0] == sizeof(float));
+    GGML_ASSERT(src3->nb[0] == sizeof(float));
+    GGML_ASSERT(src4->nb[0] == sizeof(float));
+    GGML_ASSERT(src5->nb[0] == sizeof(float));
+    // required for the dot product between s and C
+    GGML_ASSERT(src0->nb[1] == src0->ne[0]*sizeof(float));
+    // required for per-sequence offsets for states
+    GGML_ASSERT(src0->nb[2] == src0->ne[0]*src0->ne[1]*sizeof(float));
+    // required to get correct offset for state destination (i.e. src1->nb[3])
+    GGML_ASSERT(src1->nb[3] == src1->ne[0]*src1->ne[1]*src1->ne[2]*sizeof(float));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+    const int ir  = ir1 - ir0;
+
+    for (int i3 = 0; i3 < n_s; ++i3) {
+        for (int i2 = 0; i2 < n_t; ++i2) {
+            const float * s0 = (const float *) ((const char *) src0->data + ir0*(src0->nb[1]) + i3*(src0->nb[2])); // {d_state, d_inner, n_s}
+            const float * x  = (const float *) ((const char *) src1->data + ir0*(src1->nb[0]) + i2*(src1->nb[1]) + i3*(src1->nb[2])); // {d_inner, n_t, n_s}
+            const float * dt = (const float *) ((const char *) src2->data + ir0*(src2->nb[0]) + i2*(src2->nb[1]) + i3*(src2->nb[2])); // {d_inner, n_t, n_s}
+            const float * A  = (const float *) ((const char *) src3->data + ir0*(src3->nb[1])); // {d_state, d_inner}
+            const float * B  = (const float *) ((const char *) src4->data +  i2*(src4->nb[1]) + i3*(src4->nb[2])); // {d_state, n_t, n_s}
+            const float * C  = (const float *) ((const char *) src5->data +  i2*(src5->nb[1]) + i3*(src5->nb[2])); // {d_state, n_t, n_s}
+                  float * y  = (      float *) ((      char *) dst->data  + ir0*(src1->nb[0]) + i2*(src1->nb[1]) + i3*(src1->nb[2])); // {d_inner, n_t, n_s}
+                  float * s  = (      float *) ((      char *) dst->data  + ir0*(src0->nb[1]) + i3*(src0->nb[2]) +     src1->nb[3]);  // {d_state, d_inner, n_s}
+
+            // use the output as the source for the next token-wise iterations
+            if (i2 > 0) { s0 = s; }
+
+            // d_inner
+            for (int i1 = 0; i1 < ir; ++i1) {
+                // ref: https://github.com/state-spaces/mamba/blob/34076d664838588a3c97727b263478ab9f621a07/mamba_ssm/ops/triton/selective_state_update.py#L78
+                float dt_soft_plus = dt[i1] <= 20.0f ? log1pf(expf(dt[i1])) : dt[i1];
+                float x_dt = x[i1] * dt_soft_plus;
+                float sumf = 0.0f;
+                // d_state
+                for (int i0 = 0; i0 < nc; ++i0) {
+                    int i = i0 + i1*nc;
+                    // state = prev_state * dA + dB * x
+                    float state = (s0[i] * expf(dt_soft_plus * A[i])) + (B[i0] * x_dt);
+                    // y = rowwise_dotprod(state, C)
+                    sumf += state * C[i0];
+                    s[i] = state;
+                }
+                y[i1] = sumf;
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_ssm_scan(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    switch (dst->src[0]->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_ssm_scan_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_win_part
+
+static void ggml_compute_forward_win_part_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    GGML_UNUSED(params);
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne)
+    GGML_TENSOR_LOCALS(int64_t, ne,  dst,  ne)
+
+    const int32_t nep0 = ((const int32_t *)(dst->op_params))[0];
+    const int32_t nep1 = ((const int32_t *)(dst->op_params))[1];
+    const int32_t w    = ((const int32_t *)(dst->op_params))[2];
+
+    assert(ne00 == ne0);
+    assert(ne3  == nep0*nep1);
+
+    // TODO: optimize / multi-thread
+    for (int py = 0; py < nep1; ++py) {
+        for (int px = 0; px < nep0; ++px) {
+            const int64_t i3 = py*nep0 + px;
+            for (int64_t i2 = 0; i2 < ne2; ++i2) {
+                for (int64_t i1 = 0; i1 < ne1; ++i1) {
+                    for (int64_t i0 = 0; i0 < ne0; ++i0) {
+                        const int64_t i02 = py*w + i2;
+                        const int64_t i01 = px*w + i1;
+                        const int64_t i00 = i0;
+
+                        const int64_t i = i3*ne2*ne1*ne0 + i2*ne1*ne0    + i1*ne0   + i0;
+                        const int64_t j =                  i02*ne01*ne00 + i01*ne00 + i00;
+
+                        if (py*w + i2 >= ne02 || px*w + i1 >= ne01) {
+                            ((float *) dst->data)[i] = 0.0f;
+                        } else {
+                            ((float *) dst->data)[i] = ((float *) src0->data)[j];
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_win_part(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_win_part_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_win_unpart
+
+static void ggml_compute_forward_win_unpart_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    GGML_UNUSED(params);
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne)
+    GGML_TENSOR_LOCALS(int64_t, ne,  dst,  ne)
+
+    const int32_t w = ((const int32_t *)(dst->op_params))[0];
+
+    // padding
+    const int px = (w - ne1%w)%w;
+    //const int py = (w - ne2%w)%w;
+
+    const int npx = (px + ne1)/w;
+    //const int npy = (py + ne2)/w;
+
+    assert(ne0 == ne00);
+
+    // TODO: optimize / multi-thread
+    for (int64_t i2 = 0; i2 < ne2; ++i2) {
+        for (int64_t i1 = 0; i1 < ne1; ++i1) {
+            for (int64_t i0 = 0; i0 < ne0; ++i0) {
+                const int ip2 = i2/w;
+                const int ip1 = i1/w;
+
+                const int64_t i02 = i2%w;
+                const int64_t i01 = i1%w;
+                const int64_t i00 = i0;
+
+                const int64_t i = (ip2*npx + ip1)*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00 + i00;
+                const int64_t j =                                  i2*ne1*ne0    + i1*ne0   + i0;
+
+                ((float *) dst->data)[j] = ((float *) src0->data)[i];
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_win_unpart(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_win_unpart_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+//gmml_compute_forward_unary
+
+void ggml_compute_forward_unary(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_unary_op op = ggml_get_unary_op(dst);
+
+    switch (op) {
+        case GGML_UNARY_OP_ABS:
+            {
+                ggml_compute_forward_abs(params, dst);
+            } break;
+        case GGML_UNARY_OP_SGN:
+            {
+                ggml_compute_forward_sgn(params, dst);
+            } break;
+        case GGML_UNARY_OP_NEG:
+            {
+                ggml_compute_forward_neg(params, dst);
+            } break;
+        case GGML_UNARY_OP_STEP:
+            {
+                ggml_compute_forward_step(params, dst);
+            } break;
+        case GGML_UNARY_OP_TANH:
+            {
+                ggml_compute_forward_tanh(params, dst);
+            } break;
+        case GGML_UNARY_OP_ELU:
+            {
+                ggml_compute_forward_elu(params, dst);
+            } break;
+        case GGML_UNARY_OP_RELU:
+            {
+                ggml_compute_forward_relu(params, dst);
+            } break;
+        case GGML_UNARY_OP_SIGMOID:
+            {
+                ggml_compute_forward_sigmoid(params, dst);
+            } break;
+        case GGML_UNARY_OP_GELU:
+            {
+                ggml_compute_forward_gelu(params, dst);
+            } break;
+        case GGML_UNARY_OP_GELU_QUICK:
+            {
+                ggml_compute_forward_gelu_quick(params, dst);
+            } break;
+        case GGML_UNARY_OP_SILU:
+            {
+                ggml_compute_forward_silu(params, dst);
+            } break;
+        case GGML_UNARY_OP_HARDSWISH:
+            {
+                ggml_compute_forward_hardswish(params, dst);
+            } break;
+        case GGML_UNARY_OP_HARDSIGMOID:
+            {
+                ggml_compute_forward_hardsigmoid(params, dst);
+            } break;
+        case GGML_UNARY_OP_EXP:
+            {
+                ggml_compute_forward_exp(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_get_rel_pos
+
+static void ggml_compute_forward_get_rel_pos_f16(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    GGML_UNUSED(params);
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    // ref: https://github.com/facebookresearch/segment-anything/blob/main/segment_anything/modeling/image_encoder.py#L292-L322
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    const int64_t w = ne1;
+
+    ggml_fp16_t * src0_data = (ggml_fp16_t *) src0->data;
+    ggml_fp16_t * dst_data  = (ggml_fp16_t *) dst->data;
+
+    for (int64_t i2 = 0; i2 < ne2; ++i2) {
+        for (int64_t i1 = 0; i1 < ne1; ++i1) {
+            const int64_t pos = (w - i1 - 1) + i2;
+            for (int64_t i0 = 0; i0 < ne0; ++i0) {
+                dst_data[i2*ne1*ne0 + i1*ne0 + i0] = src0_data[pos*ne00 + i0];
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_get_rel_pos(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F16:
+        case GGML_TYPE_BF16:
+            {
+                ggml_compute_forward_get_rel_pos_f16(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_add_rel_pos
+
+static void ggml_compute_forward_add_rel_pos_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+    const ggml_tensor * src2 = dst->src[2];
+
+    const bool inplace = (bool) ((int32_t *) dst->op_params)[0];
+    if (!inplace) {
+        if (params->ith == 0) {
+            memcpy((char *) dst->data, (char *) src0->data, ggml_nbytes(dst));
+        }
+        ggml_barrier(params->threadpool);
+    }
+    // ref: https://github.com/facebookresearch/segment-anything/blob/main/segment_anything/modeling/image_encoder.py#L357-L359
+
+    float * src1_data = (float *) src1->data;
+    float * src2_data = (float *) src2->data;
+    float * dst_data  = (float *) dst->data;
+
+    const int64_t ne10 = src1->ne[0];
+    const int64_t ne11 = src1->ne[1];
+    const int64_t ne12 = src1->ne[2];
+    const int64_t ne13 = src1->ne[3];
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    // total patches in dst
+    const int np = ne13;
+
+    // patches per thread
+    const int dp = (np + nth - 1)/nth;
+
+    // patch range for this thread
+    const int ip0 = dp*ith;
+    const int ip1 = MIN(ip0 + dp, np);
+
+    for (int64_t i13 = ip0; i13 < ip1; ++i13) {
+        for (int64_t i12 = 0; i12 < ne12; ++i12) {
+            for (int64_t i11 = 0; i11 < ne11; ++i11) {
+                const int64_t jp1 = i13*ne12*ne11*ne10 + i12*ne11*ne10 + i11*ne10;
+                for (int64_t i10 = 0; i10 < ne10; ++i10) {
+                    const int64_t jp0  = jp1 + i10;
+                    const float src1_e = src1_data[jp0];
+                    const float src2_e = src2_data[jp0];
+
+                    const int64_t jdh = jp0 * ne10;
+                    const int64_t jdw = jdh - (ne10 - 1) * i10;
+
+                    for (int64_t j = 0; j < ne10; ++j) {
+                        dst_data[jdh + j     ] += src2_e;
+                        dst_data[jdw + j*ne10] += src1_e;
+                    }
+                }
+            }
+        }
+    }
+}
+
+void ggml_compute_forward_add_rel_pos(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_add_rel_pos_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_rwkv_wkv6
+
+static void ggml_compute_forward_rwkv_wkv6_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    const int64_t T = dst->src[1]->ne[2];
+    const int64_t C = dst->ne[0];
+    const int64_t HEADS = dst->src[1]->ne[1];
+    const int64_t n_seqs = dst->src[5]->ne[1];
+    const int64_t head_size = C / HEADS;
+
+    float * dst_data = (float *) dst->data;
+    float * state = ((float *) dst->data) + C * T;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    if (ith >= HEADS) {
+        return;
+    }
+
+    const int h_start = (HEADS * ith) / nth;
+    const int h_end = ((HEADS * (ith + 1)) / nth < HEADS) ?
+                (HEADS * (ith + 1)) / nth : HEADS;
+
+    float * k =          (float *) dst->src[0]->data;
+    float * v =          (float *) dst->src[1]->data;
+    float * r =          (float *) dst->src[2]->data;
+    float * time_faaaa = (float *) dst->src[3]->data;
+    float * time_decay = (float *) dst->src[4]->data;
+
+    size_t t_stride = HEADS * head_size; // Same to C
+
+    size_t h_stride = C / HEADS;
+    GGML_ASSERT(C % HEADS == 0); // C must be divisible by HEADS
+    size_t h_stride_2d = head_size * head_size;
+
+    if (ith == 0) {
+        memset(dst_data, 0, T * C * sizeof(float));
+    }
+    ggml_barrier(params->threadpool);
+
+
+    #if defined(__AVX__) && !defined(__AVX512F__)
+        #define GGML_F32X GGML_F32x8
+        #define GGML_F32X_SET1 GGML_F32x8_SET1
+        #define GGML_F32X_LOAD GGML_F32x8_LOAD
+        #define GGML_F32X_STORE GGML_F32x8_STORE
+        #define GGML_F32X_MUL GGML_F32x8_MUL
+        #define GGML_F32X_FMA GGML_F32x8_FMA
+        #define WKV_VECTOR_SIZE 8
+    #elif defined(__AVX512F__)
+        #define GGML_F32X GGML_F32x16
+        #define GGML_F32X_SET1 GGML_F32x16_SET1
+        #define GGML_F32X_LOAD GGML_F32x16_LOAD
+        #define GGML_F32X_STORE GGML_F32x16_STORE
+        #define GGML_F32X_MUL GGML_F32x16_MUL
+        #define GGML_F32X_FMA GGML_F32x16_FMA
+        #define WKV_VECTOR_SIZE 16
+    #elif defined(__ARM_NEON) && defined(__aarch64__)
+        #define GGML_F32X GGML_F32x4
+        #define GGML_F32X_SET1 GGML_F32x4_SET1
+        #define GGML_F32X_LOAD GGML_F32x4_LOAD
+        #define GGML_F32X_STORE GGML_F32x4_STORE
+        #define GGML_F32X_MUL GGML_F32x4_MUL
+        #define GGML_F32X_FMA GGML_F32x4_FMA
+        #define WKV_VECTOR_SIZE 4
+    #endif
+
+    #ifdef WKV_VECTOR_SIZE
+        const int64_t vec_count = head_size / WKV_VECTOR_SIZE;
+
+        for (int64_t t = 0; t < T; t++) {
+            size_t t_offset = t * t_stride;
+            size_t state_offset = head_size * C * (t / (T / n_seqs));
+            float * state_cur = state + state_offset;
+            float * state_prev = t % (T / n_seqs) ? state_cur : (float*)dst->src[5]->data + state_offset;
+
+            for (int64_t h = h_start; h < h_end; h++) {
+                size_t h_offset = h * h_stride;
+                size_t t_h_offset = t_offset + h_offset;
+                size_t h_2d_offset = h * h_stride_2d;
+
+                for (int64_t i = 0; i < head_size; i++) {
+                    size_t t_h_i_offset = t_h_offset + i;
+                    size_t h_i_offset = h_offset + i;
+                    size_t h_2d_i_offset = h_2d_offset + i * h_stride;
+
+                    float k_val = k[t_h_i_offset];
+                    float r_val = r[t_h_i_offset];
+                    float time_faaaa_val = time_faaaa[h_i_offset];
+                    float time_decay_val = time_decay[t_h_i_offset];
+
+                    // Broadcast scalar values to vectors
+                    GGML_F32X k_vec = GGML_F32X_SET1(k_val);
+                    GGML_F32X r_vec = GGML_F32X_SET1(r_val);
+                    GGML_F32X time_faaaa_vec = GGML_F32X_SET1(time_faaaa_val);
+                    GGML_F32X time_decay_vec = GGML_F32X_SET1(time_decay_val);
+
+                    for (int64_t j = 0; j < vec_count; j++) {
+                        size_t base_j = j * WKV_VECTOR_SIZE;
+                        size_t t_h_j_offset = t_h_offset + base_j;
+                        size_t h_2d_i_j_offset = h_2d_i_offset + base_j;
+
+                        // Load x elements at once
+                        GGML_F32X v_vec = GGML_F32X_LOAD(&v[t_h_j_offset]);
+                        GGML_F32X prev_state_vec = GGML_F32X_LOAD(&state_prev[h_2d_i_j_offset]);
+                        GGML_F32X dst_vec = GGML_F32X_LOAD(&dst_data[t_h_j_offset]);
+
+                        // Compute kv = v * k
+                        GGML_F32X kv_vec = GGML_F32X_MUL(v_vec, k_vec);
+
+                        // Compute temp = kv * time_faaaa + prev_state
+                        GGML_F32X temp_vec = GGML_F32X_FMA(prev_state_vec, kv_vec, time_faaaa_vec);
+
+                        // Update dst: dst += temp * r
+                        dst_vec = GGML_F32X_FMA(dst_vec, temp_vec, r_vec);
+                        GGML_F32X_STORE(&dst_data[t_h_j_offset], dst_vec);
+
+                        // Update state: state = prev_state * time_decay + kv
+                        GGML_F32X new_state_vec = GGML_F32X_FMA(kv_vec, prev_state_vec, time_decay_vec);
+                        GGML_F32X_STORE(&state_cur[h_2d_i_j_offset], new_state_vec);
+                    }
+
+                    // Handle remaining elements, this will not be used.
+                    for (int64_t j = vec_count * WKV_VECTOR_SIZE; j < head_size; j++) {
+                        size_t t_h_j_offset = t_h_offset + j;
+                        size_t h_2d_i_j_offset = h_2d_i_offset + j;
+                        float v_val = v[t_h_j_offset];
+                        float kv_val = v_val * k_val;
+                        float prev_state_val = state_prev[h_2d_i_j_offset];
+                        float temp_val = kv_val * time_faaaa_val + prev_state_val;
+                        dst_data[t_h_j_offset] += temp_val * r_val;
+                        state_cur[h_2d_i_j_offset] = prev_state_val * time_decay_val + kv_val;
+                    }
+                }
+            }
+        }
+
+    #else
+        // basically fused operations:
+        // dst = r @ (time_faaaa * (k @ v) + state),
+        // state = time_decay * state + (k @ v),
+        // recursive through each token
+        for (int64_t t = 0; t < T; t++) {
+            size_t t_offset = t * t_stride;
+            size_t state_offset = head_size * C * (t / (T / n_seqs));
+            float * state_cur = state + state_offset;
+            float * state_prev = t % (T / n_seqs) ? state_cur : (float*)dst->src[5]->data + state_offset;
+
+            for (int64_t h = h_start; h < h_end; h++) {
+                size_t h_offset = h * h_stride;
+                size_t t_h_offset = t_offset + h_offset;
+                size_t h_2d_offset = h * h_stride_2d;
+
+                for (int64_t i = 0; i < head_size; i++) {
+                    size_t t_h_i_offset = t_h_offset + i;
+                    size_t h_i_offset = h_offset + i;
+                    size_t h_2d_i_offset = h_2d_offset + i * h_stride;
+
+                    float k_val = k[t_h_i_offset];
+                    float r_val = r[t_h_i_offset];
+                    float time_faaaa_val = time_faaaa[h_i_offset];
+                    // RWKV v6: different time_decay for each token.
+                    float time_decay_val = time_decay[t_h_i_offset];
+
+                    for (int64_t j = 0; j < head_size; j++) {
+                        size_t t_h_j_offset = t_h_offset + j;
+                        size_t h_2d_i_j_offset = h_2d_i_offset + j;
+
+                        float v_val = v[t_h_j_offset];
+                        float kv_val = v_val * k_val;
+                        float prev_state_val = state_prev[h_2d_i_j_offset];
+                        float temp_val = kv_val * time_faaaa_val + prev_state_val;
+                        dst_data[t_h_j_offset] += temp_val * r_val;
+                        state_cur[h_2d_i_j_offset] = prev_state_val * time_decay_val + kv_val;
+                    }
+                }
+            }
+        }
+    #endif
+}
+
+
+void ggml_compute_forward_rwkv_wkv6(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_rwkv_wkv6_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_gla
+
+static void ggml_compute_forward_gla_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    const int64_t T = dst->src[1]->ne[2];
+    const int64_t C = dst->ne[0];
+    const int64_t HEADS = dst->src[1]->ne[1];
+    const int64_t n_seqs = dst->src[4]->ne[1];
+    const int64_t head_size = C / HEADS;
+    const float scale = ggml_get_op_params_f32(dst, 0);
+
+    float * dst_data = (float *) dst->data;
+    float * state = ((float *) dst->data) + C * T;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    if (ith >= HEADS) {
+        return;
+    }
+
+    const int h_start = (HEADS * ith) / nth;
+    const int h_end = ((HEADS * (ith + 1)) / nth < HEADS) ?
+                (HEADS * (ith + 1)) / nth : HEADS;
+
+    float * k = (float *) dst->src[0]->data;
+    float * v = (float *) dst->src[1]->data;
+    float * q = (float *) dst->src[2]->data;
+    float * g = (float *) dst->src[3]->data;
+
+    size_t t_stride = HEADS * head_size; // Same to C
+
+    size_t h_stride = C / HEADS;
+    GGML_ASSERT(C % HEADS == 0); // C must be divisible by HEADS
+    size_t h_stride_2d = head_size * head_size;
+
+    if (ith == 0) {
+        memset(dst_data, 0, T * C * sizeof(float));
+    }
+    ggml_barrier(params->threadpool);
+
+
+    #if defined(__AVX__) && !defined(__AVX512F__)
+        #define GGML_F32X GGML_F32x8
+        #define GGML_F32X_SET1 GGML_F32x8_SET1
+        #define GGML_F32X_LOAD GGML_F32x8_LOAD
+        #define GGML_F32X_STORE GGML_F32x8_STORE
+        #define GGML_F32X_MUL GGML_F32x8_MUL
+        #define GGML_F32X_FMA GGML_F32x8_FMA
+        #define GLA_VECTOR_SIZE 8
+    #elif defined(__AVX512F__)
+        #define GGML_F32X GGML_F32x16
+        #define GGML_F32X_SET1 GGML_F32x16_SET1
+        #define GGML_F32X_LOAD GGML_F32x16_LOAD
+        #define GGML_F32X_STORE GGML_F32x16_STORE
+        #define GGML_F32X_MUL GGML_F32x16_MUL
+        #define GGML_F32X_FMA GGML_F32x16_FMA
+        #define GLA_VECTOR_SIZE 16
+    #elif defined(__ARM_NEON) && defined(__aarch64__)
+        #define GGML_F32X GGML_F32x4
+        #define GGML_F32X_SET1 GGML_F32x4_SET1
+        #define GGML_F32X_LOAD GGML_F32x4_LOAD
+        #define GGML_F32X_STORE GGML_F32x4_STORE
+        #define GGML_F32X_MUL GGML_F32x4_MUL
+        #define GGML_F32X_FMA GGML_F32x4_FMA
+        #define GLA_VECTOR_SIZE 4
+    #endif
+
+    #ifdef GLA_VECTOR_SIZE
+        const int64_t vec_count = head_size / GLA_VECTOR_SIZE;
+
+        for (int64_t t = 0; t < T; t++) {
+            size_t t_offset = t * t_stride;
+            size_t state_offset = head_size * C * (t / (T / n_seqs));
+            float * state_cur = state + state_offset;
+            float * state_prev = t % (T / n_seqs) ? state_cur : (float*)dst->src[4]->data + state_offset;
+
+            for (int64_t h = h_start; h < h_end; h++) {
+                size_t h_offset = h * h_stride;
+                size_t t_h_offset = t_offset + h_offset;
+                size_t h_2d_offset = h * h_stride_2d;
+
+                for (int64_t i = 0; i < head_size; i++) {
+                    size_t t_h_i_offset = t_h_offset + i;
+                    size_t h_2d_i_offset = h_2d_offset + i * h_stride;
+
+                    float k_val = k[t_h_i_offset];
+                    float q_val = q[t_h_i_offset] * scale;
+                    float g_val = g[t_h_i_offset];
+
+                    // Broadcast scalar values to vectors
+                    GGML_F32X k_vec = GGML_F32X_SET1(k_val);
+                    GGML_F32X q_vec = GGML_F32X_SET1(q_val);
+                    GGML_F32X g_vec = GGML_F32X_SET1(g_val);
+
+                    for (int64_t j = 0; j < vec_count; j++) {
+                        size_t base_j = j * GLA_VECTOR_SIZE;
+                        size_t t_h_j_offset = t_h_offset + base_j;
+                        size_t h_2d_i_j_offset = h_2d_i_offset + base_j;
+
+                        // Load x elements at once
+                        GGML_F32X v_vec = GGML_F32X_LOAD(&v[t_h_j_offset]);
+                        GGML_F32X prev_state_vec = GGML_F32X_LOAD(&state_prev[h_2d_i_j_offset]);
+                        GGML_F32X dst_vec = GGML_F32X_LOAD(&dst_data[t_h_j_offset]);
+
+                        // Compute kv = v * k
+                        GGML_F32X kv_vec = GGML_F32X_MUL(v_vec, k_vec);
+
+                        // Compute temp = prev_state * g + kv
+                        GGML_F32X temp_vec = GGML_F32X_FMA(kv_vec, prev_state_vec, g_vec);
+
+                        // Update dst: dst += temp * q
+                        dst_vec = GGML_F32X_FMA(dst_vec, temp_vec, q_vec);
+                        GGML_F32X_STORE(&dst_data[t_h_j_offset], dst_vec);
+
+                        // Update state
+                        GGML_F32X_STORE(&state_cur[h_2d_i_j_offset], temp_vec);
+                    }
+
+                    // Handle remaining elements, this will not be used.
+                    for (int64_t j = vec_count * GLA_VECTOR_SIZE; j < head_size; j++) {
+                        size_t t_h_j_offset = t_h_offset + j;
+                        size_t h_2d_i_j_offset = h_2d_i_offset + j;
+                        float v_val = v[t_h_j_offset];
+                        float kv_val = v_val * k_val;
+                        float prev_state_val = state_prev[h_2d_i_j_offset];
+                        float temp_val = kv_val + prev_state_val * g_val;
+                        dst_data[t_h_j_offset] += temp_val * q_val;
+                        state_cur[h_2d_i_j_offset] = temp_val;
+                    }
+                }
+            }
+        }
+
+    #else
+        for (int64_t t = 0; t < T; t++) {
+            size_t t_offset = t * t_stride;
+            size_t state_offset = head_size * C * (t / (T / n_seqs));
+            float * state_cur = state + state_offset;
+            float * state_prev = t % (T / n_seqs) ? state_cur : (float*)dst->src[4]->data + state_offset;
+
+            for (int64_t h = h_start; h < h_end; h++) {
+                size_t h_offset = h * h_stride;
+                size_t t_h_offset = t_offset + h_offset;
+                size_t h_2d_offset = h * h_stride_2d;
+
+                for (int64_t i = 0; i < head_size; i++) {
+                    size_t t_h_i_offset = t_h_offset + i;
+                    size_t h_2d_i_offset = h_2d_offset + i * h_stride;
+
+                    float k_val = k[t_h_i_offset];
+                    float q_val = q[t_h_i_offset] * scale;
+                    float g_val = g[t_h_i_offset];
+
+                    for (int64_t j = 0; j < head_size; j++) {
+                        size_t t_h_j_offset = t_h_offset + j;
+                        size_t h_2d_i_j_offset = h_2d_i_offset + j;
+
+                        float v_val = v[t_h_j_offset];
+                        float kv_val = v_val * k_val;
+                        float prev_state_val = state_prev[h_2d_i_j_offset];
+                        float temp_val = prev_state_val * g_val + kv_val;
+                        dst_data[t_h_j_offset] += temp_val * q_val;
+                        state_cur[h_2d_i_j_offset] = temp_val;
+                    }
+                }
+            }
+        }
+    #endif
+}
+
+
+void ggml_compute_forward_gla(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_gla_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_rwkv_wkv7
+
+static void ggml_compute_forward_rwkv_wkv7_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+    const int64_t T = dst->src[1]->ne[2];
+    const int64_t C = dst->ne[0];
+    const int64_t HEADS = dst->src[1]->ne[1];
+    const int64_t n_seqs = dst->src[6]->ne[1];
+    const int64_t head_size = C / HEADS;
+
+    float * dst_data = (float *) dst->data;
+    float * state = ((float *) dst->data) + C * T;
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    if (ith >= HEADS) {
+        return;
+    }
+
+    const int h_start = (HEADS * ith) / nth;
+    const int h_end = ((HEADS * (ith + 1)) / nth < HEADS) ?
+                (HEADS * (ith + 1)) / nth : HEADS;
+
+    float * r = (float *) dst->src[0]->data;
+    float * w = (float *) dst->src[1]->data;
+    float * k = (float *) dst->src[2]->data;
+    float * v = (float *) dst->src[3]->data;
+    float * a = (float *) dst->src[4]->data;
+    float * b = (float *) dst->src[5]->data;
+
+    int64_t t_stride = HEADS * head_size; // Same to C
+
+    int64_t h_stride = C / HEADS;
+    GGML_ASSERT(C % HEADS == 0); // C must be divisible by HEADS
+    int64_t h_stride_2d = head_size * head_size;
+
+    #if defined(GGML_SIMD)
+        for (int64_t t = 0; t < T; t++) {
+            int64_t t_offset = t * t_stride;
+            int64_t state_offset = head_size * C * (t / (T / n_seqs));
+            float * state_cur = state + state_offset;
+            float * state_prev = t % (T / n_seqs) ? state_cur : (float*)dst->src[6]->data + state_offset;
+
+            for (int64_t h = h_start; h < h_end; h++) {
+                int64_t h_offset = h * h_stride;
+                int64_t t_h_offset = t_offset + h_offset;
+                int64_t h_2d_offset = h * h_stride_2d;
+
+                for (int64_t ii = 0; ii < head_size; ii++) {
+                    int64_t t_h_i_offset = t_h_offset + ii;
+                    int64_t h_2d_i_offset = h_2d_offset + ii * h_stride;
+
+                    GGML_F32_VEC v_vec = GGML_F32_VEC_SET1(v[t_h_i_offset]);
+
+                    float sa = 0;
+                    {
+                        GGML_F32_VEC sum[GGML_F32_ARR] = { GGML_F32_VEC_ZERO };
+                        GGML_F32_VEC ax[GGML_F32_ARR];
+                        GGML_F32_VEC ay[GGML_F32_ARR];
+                        for (int64_t j = 0; j < head_size; j += GGML_F32_STEP) {
+                            for (int64_t kk = 0; kk < GGML_F32_ARR; kk++) {
+                                ax[kk] = GGML_F32_VEC_LOAD(&a[t_h_offset + j + kk * GGML_F32_EPR]);
+                                ay[kk] = GGML_F32_VEC_LOAD(&state_prev[h_2d_i_offset + j + kk * GGML_F32_EPR]);
+                                sum[kk] = GGML_F32_VEC_FMA(sum[kk], ax[kk], ay[kk]);
+                            }
+                        }
+                        GGML_F32_VEC_REDUCE(sa, sum);
+                    }
+
+                    GGML_F32_VEC sa_vec = GGML_F32_VEC_SET1(sa);
+
+                    int64_t j = 0;
+                    GGML_F32_VEC result_vec[GGML_F32_ARR] = { GGML_F32_VEC_ZERO };
+                    for (; j < head_size; j += GGML_F32_STEP) {
+                        for (int64_t kk = 0; kk < GGML_F32_ARR; kk++) {
+                            int64_t t_h_j_offset = t_h_offset + j + kk * GGML_F32_EPR;
+                            int64_t h_2d_i_j_offset = h_2d_i_offset + j + kk * GGML_F32_EPR;
+
+                            GGML_F32_VEC r_vec = GGML_F32_VEC_LOAD(&r[t_h_j_offset]);
+                            GGML_F32_VEC w_vec = GGML_F32_VEC_LOAD(&w[t_h_j_offset]);
+                            GGML_F32_VEC k_vec = GGML_F32_VEC_LOAD(&k[t_h_j_offset]);
+                            GGML_F32_VEC b_vec = GGML_F32_VEC_LOAD(&b[t_h_j_offset]);
+
+                            k_vec = GGML_F32_VEC_MUL(v_vec, k_vec);
+
+                            GGML_F32_VEC state_vec = GGML_F32_VEC_LOAD(&state_prev[h_2d_i_j_offset]);
+                            // kv + s * decay + sa * b
+                            state_vec = GGML_F32_VEC_FMA(k_vec, state_vec, w_vec);
+                            state_vec = GGML_F32_VEC_FMA(state_vec, sa_vec, b_vec);
+                            GGML_F32_VEC_STORE(&state_cur[h_2d_i_j_offset], state_vec);
+
+                            result_vec[kk] = GGML_F32_VEC_FMA(result_vec[kk], state_vec, r_vec);
+                        }
+                    }
+                    GGML_F32_VEC_REDUCE(dst_data[t_h_i_offset], result_vec);
+
+                    // There shouldn't be left-overs though.
+                    for (; j < head_size; j++) {
+                        int64_t t_h_j_offset = t_h_offset + j;
+                        int64_t h_2d_i_j_offset = h_2d_i_offset + j;
+
+                        float r_val = r[t_h_j_offset];
+                        float w_val = w[t_h_j_offset];
+                        float k_val = k[t_h_j_offset];
+                        float b_val = b[t_h_j_offset];
+                        float kv_val = v[t_h_i_offset] * k_val;
+
+                        float prev_state_val = state_prev[h_2d_i_j_offset];
+                        state_cur[h_2d_i_j_offset] = prev_state_val * w_val + kv_val + sa * b_val;
+                        dst_data[t_h_i_offset] += state_cur[h_2d_i_j_offset] * r_val;
+                    }
+                }
+            }
+        }
+    #else
+        for (int64_t t = 0; t < T; t++) {
+            int64_t t_offset = t * t_stride;
+            int64_t state_offset = head_size * C * (t / (T / n_seqs));
+            float * state_cur = state + state_offset;
+            float * state_prev = t % (T / n_seqs) ? state_cur : (float*)dst->src[6]->data + state_offset;
+
+            for (int64_t h = h_start; h < h_end; h++) {
+                int64_t h_offset = h * h_stride;
+                int64_t t_h_offset = t_offset + h_offset;
+                int64_t h_2d_offset = h * h_stride_2d;
+
+                for (int64_t i = 0; i < head_size; i++) {
+                    int64_t t_h_i_offset = t_h_offset + i;
+                    int64_t h_2d_i_offset = h_2d_offset + i * h_stride;
+
+                    float v_val = v[t_h_i_offset];
+
+                    float sa = 0, result = 0;
+                    for (int64_t j = 0; j < head_size; j++) {
+                        sa += a[t_h_offset + j] * state_prev[h_2d_i_offset + j];
+                    }
+
+                    for (int64_t j = 0; j < head_size; j++) {
+                        int64_t t_h_j_offset = t_h_offset + j;
+                        int64_t h_2d_i_j_offset = h_2d_i_offset + j;
+
+                        float r_val = r[t_h_j_offset];
+                        float w_val = w[t_h_j_offset];
+                        float k_val = k[t_h_j_offset];
+                        float b_val = b[t_h_j_offset];
+                        float kv_val = v_val * k_val;
+                        float prev_state_val = state_prev[h_2d_i_j_offset];
+                        state_cur[h_2d_i_j_offset] = prev_state_val * w_val + kv_val + sa * b_val;
+                        result += state_cur[h_2d_i_j_offset] * r_val;
+                    }
+                    dst_data[t_h_i_offset] = result;
+                }
+            }
+        }
+    #endif
+}
+
+
+void ggml_compute_forward_rwkv_wkv7(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_rwkv_wkv7_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_map_custom1
+
+void ggml_compute_forward_map_custom1(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * a = dst->src[0];
+
+    struct ggml_map_custom1_op_params p;
+    memcpy(&p, dst->op_params, sizeof(p));
+
+    p.fun(dst, a, params->ith, params->nth, p.userdata);
+}
+
+// ggml_compute_forward_map_custom2
+
+void ggml_compute_forward_map_custom2(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * a = dst->src[0];
+    const ggml_tensor * b = dst->src[1];
+
+    struct ggml_map_custom2_op_params p;
+    memcpy(&p, dst->op_params, sizeof(p));
+
+    p.fun(dst, a, b, params->ith, params->nth, p.userdata);
+}
+
+// ggml_compute_forward_map_custom3
+
+void ggml_compute_forward_map_custom3(
+        const ggml_compute_params * params,
+              ggml_tensor * dst) {
+
+    const ggml_tensor * a = dst->src[0];
+    const ggml_tensor * b = dst->src[1];
+    const ggml_tensor * c = dst->src[2];
+
+    struct ggml_map_custom3_op_params p;
+    memcpy(&p, dst->op_params, sizeof(p));
+
+    p.fun(dst, a, b, c, params->ith, params->nth, p.userdata);
+}
+
+// ggml_compute_forward_custom
+
+void ggml_compute_forward_custom(
+    const struct ggml_compute_params * params,
+          struct ggml_tensor * dst) {
+
+    struct ggml_custom_op_params p;
+    memcpy(&p, dst->op_params, sizeof(p));
+
+    p.fun(dst, params->ith, params->nth, p.userdata);
+}
+
+// ggml_compute_forward_cross_entropy_loss
+
+static void ggml_compute_forward_cross_entropy_loss_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(src0->nb[0] == ggml_type_size(src0->type));
+    GGML_ASSERT(src1->nb[0] == ggml_type_size(src1->type));
+    GGML_ASSERT(ggml_are_same_shape(src0, src1));
+    GGML_ASSERT(ggml_is_scalar(dst));
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+    // TODO: handle transposed/permuted matrices
+    const int64_t nc = src0->ne[0];
+    const int64_t nr = ggml_nrows(src0);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    float * sums =  (float *) params->wdata;
+    float * st   = ((float *) params->wdata) + nth + ith*nc;
+    float sum_thread = 0.0f;
+
+    GGML_ASSERT(params->wsize >= sizeof(float) * (nth + nth * nc));
+
+    // rows per thread
+    const int64_t dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int64_t ir0 = dr*ith;
+    const int64_t ir1 = MIN(ir0 + dr, nr);
+
+    for (int64_t i1 = ir0; i1 < ir1; ++i1) {
+        const float * s0 = (const float *)((const char *) src0->data + i1*src0->nb[1]);
+        const float * s1 = (const float *)((const char *) src1->data + i1*src1->nb[1]);
+
+#ifndef NDEBUG
+        for (int64_t i = 0; i < nc; ++i) {
+            //printf("p[%d] = %f\n", i, p[i]);
+            assert(!isnan(s0[i]));
+            assert(!isnan(s1[i]));
+        }
+#endif
+
+        float max = -INFINITY;
+        ggml_vec_max_f32(nc, &max, s0);
+        const ggml_float sum_softmax = ggml_vec_log_soft_max_f32(nc, st, s0, max);
+        assert(sum_softmax >= 0.0);
+
+        ggml_vec_add1_f32(nc, st, st, -sum_softmax);
+        ggml_vec_mul_f32(nc, st, st, s1);
+
+        float sum_st = 0.0f;
+        ggml_vec_sum_f32(nc, &sum_st, st);
+        sum_thread += sum_st;
+
+#ifndef NDEBUG
+        for (int64_t i = 0; i < nc; ++i) {
+            assert(!isnan(st[i]));
+            assert(!isinf(st[i]));
+        }
+#endif
+    }
+    sums[ith] = sum_thread;
+    ggml_barrier(params->threadpool);
+
+    if (ith == 0) {
+        float * dp = (float *) dst->data;
+        ggml_vec_sum_f32(nth, dp, sums);
+        dp[0] *= -1.0f / (float) nr;
+    }
+}
+
+void ggml_compute_forward_cross_entropy_loss(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_cross_entropy_loss_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+// ggml_compute_forward_cross_entropy_loss_back
+
+static void ggml_compute_forward_cross_entropy_loss_back_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * grad  = dst->src[0]; // gradient of forward pass output
+    const ggml_tensor * src0f = dst->src[1]; // src0 of forward pass
+    const ggml_tensor * src1f = dst->src[2]; // src1 of forward pass
+
+    GGML_ASSERT(ggml_is_contiguous(dst));
+    GGML_ASSERT(ggml_is_contiguous(src0f));
+    GGML_ASSERT(ggml_is_contiguous(src1f));
+    GGML_ASSERT(ggml_is_contiguous(grad));
+    GGML_ASSERT(ggml_are_same_shape(src0f, src1f) && ggml_are_same_shape(src0f, dst));
+
+    const int64_t ith = params->ith;
+    const int64_t nth = params->nth;
+
+    // TODO: handle transposed/permuted matrices
+    const int64_t nc = src0f->ne[0];
+    const int64_t nr = ggml_nrows(src0f);
+
+    // rows per thread
+    const int64_t dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int64_t ir0 = dr*ith;
+    const int64_t ir1 = MIN(ir0 + dr, nr);
+
+    const float d_by_nr = ((const float *) grad->data)[0] / (float) nr;
+
+    for (int64_t i1 = ir0; i1 < ir1; i1++) {
+        float       * ds0 = (float       *)((char       *) dst->data   + i1*dst->nb[1]);
+        const float * s0  = (const float *)((const char *) src0f->data + i1*src0f->nb[1]);
+        const float * s1  = (const float *)((const char *) src1f->data + i1*src1f->nb[1]);
+
+#ifndef NDEBUG
+        for (int64_t i = 0; i < nc; ++i) {
+            //printf("p[%d] = %f\n", i, p[i]);
+            assert(!isnan(s0[i]));
+            assert(!isnan(s1[i]));
+        }
+#endif
+
+        // soft_max
+        float max = -INFINITY;
+        ggml_vec_max_f32(nc, &max, s0);
+        const ggml_float sum = ggml_vec_soft_max_f32(nc, ds0, s0, max);
+        assert(sum > 0.0);
+        ggml_vec_scale_f32(nc, ds0, 1.0/sum);
+
+        // grad(src0f) = (softmax(src0f) - src1f) * grad(cross_entropy_loss(src0f, src1f)) / nr
+        ggml_vec_sub_f32(nc, ds0, ds0, s1);
+        ggml_vec_scale_f32(nc, ds0, d_by_nr);
+
+#ifndef NDEBUG
+        for (int64_t i = 0; i < nc; ++i) {
+            assert(!isnan(ds0[i]));
+            assert(!isinf(ds0[i]));
+        }
+#endif
+    }
+}
+
+void ggml_compute_forward_cross_entropy_loss_back(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_cross_entropy_loss_back_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
+
+static void ggml_compute_forward_opt_step_adamw_f32(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0         = dst->src[0];
+    const ggml_tensor * src0_grad    = dst->src[1];
+    const ggml_tensor * src0_grad_m  = dst->src[2];
+    const ggml_tensor * src0_grad_v  = dst->src[3];
+    const ggml_tensor * adamw_params = dst->src[4];
+
+    GGML_ASSERT(ggml_are_same_shape(src0, src0_grad));
+    GGML_ASSERT(ggml_are_same_shape(src0, src0_grad_m));
+    GGML_ASSERT(ggml_are_same_shape(src0, src0_grad_v));
+    GGML_ASSERT(ggml_nelements(adamw_params) == 7);
+
+    const int ith = params->ith;
+    const int nth = params->nth;
+
+    const int nr  = ggml_nrows(src0);
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+    GGML_ASSERT(nb00 == sizeof(float));
+
+    // rows per thread
+    const int dr = (nr + nth - 1)/nth;
+
+    // row range for this thread
+    const int ir0 = dr*ith;
+    const int ir1 = MIN(ir0 + dr, nr);
+
+    const float * adamw_params_ptr = ggml_get_data_f32(adamw_params);
+    const float alpha  = adamw_params_ptr[0];
+    const float beta1  = adamw_params_ptr[1];
+    const float beta2  = adamw_params_ptr[2];
+    const float eps    = adamw_params_ptr[3];
+    const float wd     = adamw_params_ptr[4];
+    const float beta1h = adamw_params_ptr[5];
+    const float beta2h = adamw_params_ptr[6];
+
+    for (int ir = ir0; ir < ir1; ++ir) {
+        const int64_t i03 = ir/(ne02*ne01);
+        const int64_t i02 = (ir - i03*ne02*ne01)/ne01;
+        const int64_t i01 = (ir - i03*ne02*ne01 - i02*ne01);
+
+        const size_t offset = i03*nb03 + i02*nb02 + i01*nb01;
+
+        float       * w = (float       *) ((char       *) src0->data        + offset); // weight
+        const float * g = (const float *) ((const char *) src0_grad->data   + offset); // grad
+        float       * m = (float       *) ((char       *) src0_grad_m->data + offset);
+        float       * v = (float       *) ((char       *) src0_grad_v->data + offset);
+
+        for (int i00 = 0; i00 < ne00; ++i00) {
+            m[i00] = m[i00]*beta1 +        g[i00]*(1.0f - beta1);
+            v[i00] = v[i00]*beta2 + g[i00]*g[i00]*(1.0f - beta2);
+
+            const float mh =       m[i00]*beta1h;
+            const float vh = sqrtf(v[i00]*beta2h) + eps;
+
+            // The weight decay is applied independently of the Adam momenta m and v.
+            // This is NOT equivalent to l2 regularization that adds w[i00]*w[i00] to the loss.
+            // See: https://arxiv.org/pdf/1711.05101v3.pdf
+            w[i00] = w[i00]*(1.0f - alpha*wd) - alpha*mh/vh;
+        }
+    }
+}
+
+void ggml_compute_forward_opt_step_adamw(
+        const ggml_compute_params * params,
+        ggml_tensor * dst) {
+
+    const ggml_tensor * src0 = dst->src[0];
+
+    switch (src0->type) {
+        case GGML_TYPE_F32:
+            {
+                ggml_compute_forward_opt_step_adamw_f32(params, dst);
+            } break;
+        default:
+            {
+                GGML_ABORT("fatal error");
+            }
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/ops.h b/ml/backend/ggml/ggml/src/ggml-cpu/ops.h
new file mode 100644
index 0000000..dc081b9
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/ops.h
@@ -0,0 +1,110 @@
+#pragma once
+
+#include "ggml.h"
+
+//
+// cache line
+//
+
+#if defined(__cpp_lib_hardware_interference_size)
+#define CACHE_LINE_SIZE std::hardware_destructive_interference_size
+#else
+#if defined(__POWER9_VECTOR__)
+#define CACHE_LINE_SIZE 128
+#elif defined(__VXE__) || defined(__VXE2__)
+#define CACHE_LINE_SIZE 256
+#else
+#define CACHE_LINE_SIZE 64
+#endif
+#endif
+
+static const size_t CACHE_LINE_SIZE_F32 = CACHE_LINE_SIZE/sizeof(float);
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+void ggml_compute_forward_dup(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_add(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_add1(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_acc(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_sum(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_sum_rows(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_mean(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_argmax(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_count_equal(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_repeat(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_repeat_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_concat(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_silu_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_norm(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_rms_norm(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_rms_norm_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_group_norm(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_l2_norm(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_out_prod(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_scale(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_set(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_cpy(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_cont(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_reshape(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_view(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_permute(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_transpose(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_get_rows(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_get_rows_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_diag(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_diag_mask_inf(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_diag_mask_zero(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_soft_max(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_soft_max_ext_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_rope(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_rope_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_clamp(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_conv_transpose_1d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_im2col(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_im2col_back_f32(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_conv_transpose_2d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_conv_2d_dw(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_pool_1d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_pool_2d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_pool_2d_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_upscale(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_pad(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_pad_reflect_1d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_arange(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_timestep_embedding(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_argsort(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_leaky_relu(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_flash_attn_ext(
+    const struct ggml_compute_params * params,
+    const struct ggml_tensor * q,
+    const struct ggml_tensor * k,
+    const struct ggml_tensor * v,
+    const struct ggml_tensor * mask,
+    struct ggml_tensor * dst);
+void ggml_compute_forward_flash_attn_back(
+        const struct ggml_compute_params * params,
+        const bool masked,
+        struct ggml_tensor * dst);
+void ggml_compute_forward_ssm_conv(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_ssm_scan(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_win_part(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_win_unpart(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_unary(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_get_rel_pos(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_add_rel_pos(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_rwkv_wkv6(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_rwkv_wkv7(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_gla(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_map_custom1(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_map_custom2(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_map_custom3(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_custom(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_cross_entropy_loss(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_cross_entropy_loss_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_opt_step_adamw(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/simd-mappings.h b/ml/backend/ggml/ggml/src/ggml-cpu/simd-mappings.h
new file mode 100644
index 0000000..45c31cf
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/simd-mappings.h
@@ -0,0 +1,892 @@
+#pragma once
+
+#include "ggml-cpu-impl.h"
+
+//
+// simd mappings
+//
+
+// we define a common set of C macros which map to specific intrinsics based on the current architecture
+// we then implement the fundamental computation operations below using only these macros
+// adding support for new architectures requires to define the corresponding SIMD macros
+//
+// GGML_F32_STEP / GGML_F16_STEP
+//   number of elements to process in a single step
+//
+// GGML_F32_EPR / GGML_F16_EPR
+//   number of elements to fit in a single register
+//
+
+#if defined(__ARM_NEON) && defined(__ARM_FEATURE_FMA)
+
+#define GGML_SIMD
+
+// F32 NEON
+
+#define GGML_F32_STEP 16
+#define GGML_F32_EPR  4
+
+#define GGML_F32x4              float32x4_t
+#define GGML_F32x4_ZERO         vdupq_n_f32(0.0f)
+#define GGML_F32x4_SET1(x)      vdupq_n_f32(x)
+#define GGML_F32x4_LOAD         vld1q_f32
+#define GGML_F32x4_STORE        vst1q_f32
+#define GGML_F32x4_FMA(a, b, c) vfmaq_f32(a, b, c)
+#define GGML_F32x4_ADD          vaddq_f32
+#define GGML_F32x4_MUL          vmulq_f32
+#define GGML_F32x4_REDUCE_ONE(x) vaddvq_f32(x)
+#define GGML_F32x4_REDUCE(res, x)                       \
+{                                                       \
+    int offset = GGML_F32_ARR >> 1;                     \
+    for (int i = 0; i < offset; ++i) {                  \
+        (x)[i] = vaddq_f32((x)[i], (x)[offset+i]);      \
+    }                                                   \
+    offset >>= 1;                                       \
+    for (int i = 0; i < offset; ++i) {                  \
+        (x)[i] = vaddq_f32((x)[i], (x)[offset+i]);      \
+    }                                                   \
+    offset >>= 1;                                       \
+    for (int i = 0; i < offset; ++i) {                  \
+        (x)[i] = vaddq_f32((x)[i], (x)[offset+i]);      \
+    }                                                   \
+    (res) = (ggml_float) GGML_F32x4_REDUCE_ONE((x)[0]); \
+}
+
+#define GGML_F32_VEC        GGML_F32x4
+#define GGML_F32_VEC_ZERO   GGML_F32x4_ZERO
+#define GGML_F32_VEC_SET1   GGML_F32x4_SET1
+#define GGML_F32_VEC_LOAD   GGML_F32x4_LOAD
+#define GGML_F32_VEC_STORE  GGML_F32x4_STORE
+#define GGML_F32_VEC_FMA    GGML_F32x4_FMA
+#define GGML_F32_VEC_ADD    GGML_F32x4_ADD
+#define GGML_F32_VEC_MUL    GGML_F32x4_MUL
+#define GGML_F32_VEC_REDUCE GGML_F32x4_REDUCE
+
+// F16 NEON
+
+#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC)
+    #define GGML_F16_STEP 32
+    #define GGML_F16_EPR  8
+
+    #define GGML_F16x8              float16x8_t
+    #define GGML_F16x8_ZERO         vdupq_n_f16(0.0f)
+    #define GGML_F16x8_SET1(x)      vdupq_n_f16(x)
+    #define GGML_F16x8_LOAD(x)      vld1q_f16((const __fp16 *)(x))
+    #define GGML_F16x8_STORE        vst1q_f16
+    #define GGML_F16x8_FMA(a, b, c) vfmaq_f16(a, b, c)
+    #define GGML_F16x8_ADD          vaddq_f16
+    #define GGML_F16x8_MUL          vmulq_f16
+    #define GGML_F16x8_REDUCE(res, x)                               \
+    do {                                                            \
+        int offset = GGML_F16_ARR >> 1;                             \
+        for (int i = 0; i < offset; ++i) {                          \
+            (x)[i] = vaddq_f16((x)[i], (x)[offset+i]);              \
+        }                                                           \
+        offset >>= 1;                                               \
+        for (int i = 0; i < offset; ++i) {                          \
+            (x)[i] = vaddq_f16((x)[i], (x)[offset+i]);              \
+        }                                                           \
+        offset >>= 1;                                               \
+        for (int i = 0; i < offset; ++i) {                          \
+            (x)[i] = vaddq_f16((x)[i], (x)[offset+i]);              \
+        }                                                           \
+        const float32x4_t t0 = vcvt_f32_f16(vget_low_f16 ((x)[0])); \
+        const float32x4_t t1 = vcvt_f32_f16(vget_high_f16((x)[0])); \
+        (res) = (ggml_float) vaddvq_f32(vaddq_f32(t0, t1));         \
+    } while (0)
+
+    #define GGML_F16_VEC                GGML_F16x8
+    #define GGML_F16_VEC_ZERO           GGML_F16x8_ZERO
+    #define GGML_F16_VEC_SET1           GGML_F16x8_SET1
+    #define GGML_F16_VEC_LOAD(p, i)     GGML_F16x8_LOAD(p)
+    #define GGML_F16_VEC_STORE(p, r, i) GGML_F16x8_STORE((__fp16 *)(p), (r)[i])
+    #define GGML_F16_VEC_FMA            GGML_F16x8_FMA
+    #define GGML_F16_VEC_ADD            GGML_F16x8_ADD
+    #define GGML_F16_VEC_MUL            GGML_F16x8_MUL
+    #define GGML_F16_VEC_REDUCE         GGML_F16x8_REDUCE
+#else
+    // if FP16 vector arithmetic is not supported, we use FP32 instead
+    // and take advantage of the vcvt_ functions to convert to/from FP16
+
+    #define GGML_F16_STEP 16
+    #define GGML_F16_EPR  4
+
+    #define GGML_F32Cx4              float32x4_t
+    #define GGML_F32Cx4_ZERO         vdupq_n_f32(0.0f)
+    #define GGML_F32Cx4_SET1(x)      vdupq_n_f32(x)
+    #define GGML_F32Cx4_LOAD(x)      vcvt_f32_f16(vld1_f16((const __fp16 *)(x)))
+    #define GGML_F32Cx4_STORE(x, y)  vst1_f16(x, vcvt_f16_f32(y))
+    #define GGML_F32Cx4_FMA(a, b, c) vfmaq_f32(a, b, c)
+    #define GGML_F32Cx4_ADD          vaddq_f32
+    #define GGML_F32Cx4_MUL          vmulq_f32
+    #define GGML_F32Cx4_REDUCE       GGML_F32x4_REDUCE
+
+    #define GGML_F16_VEC                GGML_F32Cx4
+    #define GGML_F16_VEC_ZERO           GGML_F32Cx4_ZERO
+    #define GGML_F16_VEC_SET1           GGML_F32Cx4_SET1
+    #define GGML_F16_VEC_LOAD(p, i)     GGML_F32Cx4_LOAD(p)
+    #define GGML_F16_VEC_STORE(p, r, i) GGML_F32Cx4_STORE((__fp16 *)(p), r[i])
+    #define GGML_F16_VEC_FMA            GGML_F32Cx4_FMA
+    #define GGML_F16_VEC_ADD            GGML_F32Cx4_ADD
+    #define GGML_F16_VEC_MUL            GGML_F32Cx4_MUL
+    #define GGML_F16_VEC_REDUCE         GGML_F32Cx4_REDUCE
+#endif
+
+#elif defined(__AVX512F__)
+
+#define GGML_SIMD
+
+// F32 AVX512
+
+#define GGML_F32_STEP 64
+#define GGML_F32_EPR  16
+
+#define GGML_F32x16         __m512
+#define GGML_F32x16_ZERO    _mm512_setzero_ps()
+#define GGML_F32x16_SET1(x) _mm512_set1_ps(x)
+#define GGML_F32x16_LOAD    _mm512_loadu_ps
+#define GGML_F32x16_STORE   _mm512_storeu_ps
+// _mm512_fmadd_ps is defined in AVX512F so no guard is required
+#define GGML_F32x16_FMA(a, b, c) _mm512_fmadd_ps(b, c, a)
+#define GGML_F32x16_ADD     _mm512_add_ps
+#define GGML_F32x16_MUL     _mm512_mul_ps
+#define GGML_F32x16_REDUCE(res, x)                                    \
+do {                                                                  \
+    int offset = GGML_F32_ARR >> 1;                                   \
+    for (int i = 0; i < offset; ++i) {                                \
+        x[i] = _mm512_add_ps(x[i], x[offset+i]);                      \
+    }                                                                 \
+    offset >>= 1;                                                     \
+    for (int i = 0; i < offset; ++i) {                                \
+        x[i] = _mm512_add_ps(x[i], x[offset+i]);                      \
+    }                                                                 \
+    offset >>= 1;                                                     \
+    for (int i = 0; i < offset; ++i) {                                \
+        x[i] = _mm512_add_ps(x[i], x[offset+i]);                      \
+    }                                                                 \
+    res = (ggml_float) _mm512_reduce_add_ps(x[0]);                    \
+} while (0)
+
+// TODO: is this optimal ?
+
+#define GGML_F32_VEC        GGML_F32x16
+#define GGML_F32_VEC_ZERO   GGML_F32x16_ZERO
+#define GGML_F32_VEC_SET1   GGML_F32x16_SET1
+#define GGML_F32_VEC_LOAD   GGML_F32x16_LOAD
+#define GGML_F32_VEC_STORE  GGML_F32x16_STORE
+#define GGML_F32_VEC_FMA    GGML_F32x16_FMA
+#define GGML_F32_VEC_ADD    GGML_F32x16_ADD
+#define GGML_F32_VEC_MUL    GGML_F32x16_MUL
+#define GGML_F32_VEC_REDUCE GGML_F32x16_REDUCE
+
+// F16 AVX512
+
+// F16 AVX
+
+#define GGML_F16_STEP 64
+#define GGML_F16_EPR  16
+
+// AVX512 has FP16 extension (AVX512_FP16) but I don't have it on my machine so I use FP32 instead
+
+#define GGML_F32Cx16             __m512
+#define GGML_F32Cx16_ZERO        _mm512_setzero_ps()
+#define GGML_F32Cx16_SET1(x)     _mm512_set1_ps(x)
+
+// unlike  _mm256_cvt intrinsics that require F16C, _mm512_cvt is defined in AVX512F
+// so F16C guard isn't required
+#define GGML_F32Cx16_LOAD(x)     _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)(x)))
+#define GGML_F32Cx16_STORE(x, y) _mm256_storeu_si256((__m256i *)(x), _mm512_cvtps_ph(y, 0))
+
+#define GGML_F32Cx16_FMA(a, b, c) _mm512_fmadd_ps(b, c, a)
+#define GGML_F32Cx16_ADD         _mm512_add_ps
+#define GGML_F32Cx16_MUL         _mm512_mul_ps
+#define GGML_F32Cx16_REDUCE(res, x)                               \
+do {                                                              \
+    int offset = GGML_F32_ARR >> 1;                               \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = _mm512_add_ps(x[i], x[offset+i]);                  \
+    }                                                             \
+    offset >>= 1;                                                 \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = _mm512_add_ps(x[i], x[offset+i]);                  \
+    }                                                             \
+    offset >>= 1;                                                 \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = _mm512_add_ps(x[i], x[offset+i]);                  \
+    }                                                             \
+    res = (ggml_float) _mm512_reduce_add_ps(x[0]);                \
+} while (0)
+
+#define GGML_F16_VEC                GGML_F32Cx16
+#define GGML_F16_VEC_ZERO           GGML_F32Cx16_ZERO
+#define GGML_F16_VEC_SET1           GGML_F32Cx16_SET1
+#define GGML_F16_VEC_LOAD(p, i)     GGML_F32Cx16_LOAD(p)
+#define GGML_F16_VEC_STORE(p, r, i) GGML_F32Cx16_STORE(p, r[i])
+#define GGML_F16_VEC_FMA            GGML_F32Cx16_FMA
+#define GGML_F16_VEC_ADD            GGML_F32Cx16_ADD
+#define GGML_F16_VEC_MUL            GGML_F32Cx16_MUL
+
+#define GGML_F16_VEC_REDUCE         GGML_F32Cx16_REDUCE
+#elif defined(__AVX__)
+
+#define GGML_SIMD
+
+// F32 AVX
+
+#define GGML_F32_STEP 32
+#define GGML_F32_EPR  8
+
+#define GGML_F32x8         __m256
+#define GGML_F32x8_ZERO    _mm256_setzero_ps()
+#define GGML_F32x8_SET1(x) _mm256_set1_ps(x)
+#define GGML_F32x8_LOAD    _mm256_loadu_ps
+#define GGML_F32x8_STORE   _mm256_storeu_ps
+#if defined(__FMA__)
+    #define GGML_F32x8_FMA(a, b, c) _mm256_fmadd_ps(b, c, a)
+#else
+    #define GGML_F32x8_FMA(a, b, c) _mm256_add_ps(_mm256_mul_ps(b, c), a)
+#endif
+#define GGML_F32x8_ADD     _mm256_add_ps
+#define GGML_F32x8_MUL     _mm256_mul_ps
+#define GGML_F32x8_REDUCE(res, x)                                 \
+do {                                                              \
+    int offset = GGML_F32_ARR >> 1;                               \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = _mm256_add_ps(x[i], x[offset+i]);                  \
+    }                                                             \
+    offset >>= 1;                                                 \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = _mm256_add_ps(x[i], x[offset+i]);                  \
+    }                                                             \
+    offset >>= 1;                                                 \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = _mm256_add_ps(x[i], x[offset+i]);                  \
+    }                                                             \
+    const __m128 t0 = _mm_add_ps(_mm256_castps256_ps128(x[0]),    \
+                                 _mm256_extractf128_ps(x[0], 1)); \
+    const __m128 t1 = _mm_hadd_ps(t0, t0);                        \
+    res = (ggml_float) _mm_cvtss_f32(_mm_hadd_ps(t1, t1));        \
+} while (0)
+// TODO: is this optimal ?
+
+#define GGML_F32_VEC        GGML_F32x8
+#define GGML_F32_VEC_ZERO   GGML_F32x8_ZERO
+#define GGML_F32_VEC_SET1   GGML_F32x8_SET1
+#define GGML_F32_VEC_LOAD   GGML_F32x8_LOAD
+#define GGML_F32_VEC_STORE  GGML_F32x8_STORE
+#define GGML_F32_VEC_FMA    GGML_F32x8_FMA
+#define GGML_F32_VEC_ADD    GGML_F32x8_ADD
+#define GGML_F32_VEC_MUL    GGML_F32x8_MUL
+#define GGML_F32_VEC_REDUCE GGML_F32x8_REDUCE
+
+// F16 AVX
+
+#define GGML_F16_STEP 32
+#define GGML_F16_EPR  8
+
+// F16 arithmetic is not supported by AVX, so we use F32 instead
+
+#define GGML_F32Cx8             __m256
+#define GGML_F32Cx8_ZERO        _mm256_setzero_ps()
+#define GGML_F32Cx8_SET1(x)     _mm256_set1_ps(x)
+
+#if defined(__F16C__)
+// the  _mm256_cvt intrinsics require F16C
+#define GGML_F32Cx8_LOAD(x)     _mm256_cvtph_ps(_mm_loadu_si128((const __m128i *)(x)))
+#define GGML_F32Cx8_STORE(x, y) _mm_storeu_si128((__m128i *)(x), _mm256_cvtps_ph(y, 0))
+#else
+static inline __m256 __avx_f32cx8_load(const ggml_fp16_t * x) {
+    float tmp[8];
+
+    for (int i = 0; i < 8; i++) {
+        tmp[i] = GGML_FP16_TO_FP32(x[i]);
+    }
+
+    return _mm256_loadu_ps(tmp);
+}
+static inline void __avx_f32cx8_store(ggml_fp16_t *x, __m256 y) {
+    float arr[8];
+
+    _mm256_storeu_ps(arr, y);
+
+    for (int i = 0; i < 8; i++)
+        x[i] = GGML_FP32_TO_FP16(arr[i]);
+}
+#define GGML_F32Cx8_LOAD(x)     __avx_f32cx8_load(x)
+#define GGML_F32Cx8_STORE(x, y) __avx_f32cx8_store(x, y)
+#endif
+
+#define GGML_F32Cx8_FMA         GGML_F32x8_FMA
+#define GGML_F32Cx8_ADD         _mm256_add_ps
+#define GGML_F32Cx8_MUL         _mm256_mul_ps
+#define GGML_F32Cx8_REDUCE      GGML_F32x8_REDUCE
+
+#define GGML_F16_VEC                GGML_F32Cx8
+#define GGML_F16_VEC_ZERO           GGML_F32Cx8_ZERO
+#define GGML_F16_VEC_SET1           GGML_F32Cx8_SET1
+#define GGML_F16_VEC_LOAD(p, i)     GGML_F32Cx8_LOAD(p)
+#define GGML_F16_VEC_STORE(p, r, i) GGML_F32Cx8_STORE(p, r[i])
+#define GGML_F16_VEC_FMA            GGML_F32Cx8_FMA
+#define GGML_F16_VEC_ADD            GGML_F32Cx8_ADD
+#define GGML_F16_VEC_MUL            GGML_F32Cx8_MUL
+#define GGML_F16_VEC_REDUCE         GGML_F32Cx8_REDUCE
+
+#elif defined(__POWER9_VECTOR__)
+
+#define GGML_SIMD
+
+// F32 POWER9
+
+#define GGML_F32_STEP 32
+#define GGML_F32_EPR  4
+
+#define GGML_F32x4              vector float
+#define GGML_F32x4_ZERO         {0.0f}
+#define GGML_F32x4_SET1         vec_splats
+#define GGML_F32x4_LOAD(p)      vec_xl(0, p)
+#define GGML_F32x4_STORE(p, r)  vec_xst(r, 0, p)
+#define GGML_F32x4_FMA(a, b, c) vec_madd(b, c, a)
+#define GGML_F32x4_ADD          vec_add
+#define GGML_F32x4_MUL          vec_mul
+#define GGML_F32x4_REDUCE(res, x)              \
+{                                              \
+    int offset = GGML_F32_ARR >> 1;            \
+    for (int i = 0; i < offset; ++i) {         \
+        x[i] = vec_add(x[i], x[offset+i]);     \
+    }                                          \
+    offset >>= 1;                              \
+    for (int i = 0; i < offset; ++i) {         \
+        x[i] = vec_add(x[i], x[offset+i]);     \
+    }                                          \
+    offset >>= 1;                              \
+    for (int i = 0; i < offset; ++i) {         \
+        x[i] = vec_add(x[i], x[offset+i]);     \
+    }                                          \
+    res = vec_extract(x[0], 0) +               \
+          vec_extract(x[0], 1) +               \
+          vec_extract(x[0], 2) +               \
+          vec_extract(x[0], 3);                \
+}
+
+#define GGML_F32_VEC        GGML_F32x4
+#define GGML_F32_VEC_ZERO   GGML_F32x4_ZERO
+#define GGML_F32_VEC_SET1   GGML_F32x4_SET1
+#define GGML_F32_VEC_LOAD   GGML_F32x4_LOAD
+#define GGML_F32_VEC_STORE  GGML_F32x4_STORE
+#define GGML_F32_VEC_FMA    GGML_F32x4_FMA
+#define GGML_F32_VEC_ADD    GGML_F32x4_ADD
+#define GGML_F32_VEC_MUL    GGML_F32x4_MUL
+#define GGML_F32_VEC_REDUCE GGML_F32x4_REDUCE
+
+// F16 POWER9
+#define GGML_F16_STEP       GGML_F32_STEP
+#define GGML_F16_EPR        GGML_F32_EPR
+#define GGML_F16_VEC        GGML_F32x4
+#define GGML_F16_VEC_ZERO   GGML_F32x4_ZERO
+#define GGML_F16_VEC_SET1   GGML_F32x4_SET1
+#define GGML_F16_VEC_FMA    GGML_F32x4_FMA
+#define GGML_F16_VEC_ADD    GGML_F32x4_ADD
+#define GGML_F16_VEC_MUL    GGML_F32x4_MUL
+#define GGML_F16_VEC_REDUCE GGML_F32x4_REDUCE
+// Use vec_xl, not vec_ld, in case the load address is not aligned.
+#define GGML_F16_VEC_LOAD(p, i) (i & 0x1) ?                   \
+  vec_extract_fp32_from_shorth(vec_xl(0, p - GGML_F16_EPR)) : \
+  vec_extract_fp32_from_shortl(vec_xl(0, p))
+static inline unsigned char ggml_endian_byte(int i) {
+       uint16_t tmp_val = 1;
+       return ((unsigned char *)&tmp_val)[i];
+}
+#define GGML_ENDIAN_BYTE(i) ggml_endian_byte(i)
+#define GGML_F16_VEC_STORE(p, r, i)                             \
+  if (i & 0x1)                                                  \
+    vec_xst(vec_pack_to_short_fp32(r[i - GGML_ENDIAN_BYTE(1)],  \
+                                   r[i - GGML_ENDIAN_BYTE(0)]), \
+            0, p - GGML_F16_EPR)
+
+#elif defined(__wasm_simd128__)
+
+#define GGML_SIMD
+
+// F32 WASM
+
+#define GGML_F32_STEP 16
+#define GGML_F32_EPR  4
+
+#define GGML_F32x4              v128_t
+#define GGML_F32x4_ZERO         wasm_f32x4_splat(0.0f)
+#define GGML_F32x4_SET1(x)      wasm_f32x4_splat(x)
+#define GGML_F32x4_LOAD         wasm_v128_load
+#define GGML_F32x4_STORE        wasm_v128_store
+#define GGML_F32x4_FMA(a, b, c) wasm_f32x4_add(wasm_f32x4_mul(b, c), a)
+#define GGML_F32x4_ADD          wasm_f32x4_add
+#define GGML_F32x4_MUL          wasm_f32x4_mul
+#define GGML_F32x4_REDUCE(res, x)                  \
+{                                                  \
+    int offset = GGML_F32_ARR >> 1;                \
+    for (int i = 0; i < offset; ++i) {             \
+        x[i] = wasm_f32x4_add(x[i], x[offset+i]);  \
+    }                                              \
+    offset >>= 1;                                  \
+    for (int i = 0; i < offset; ++i) {             \
+        x[i] = wasm_f32x4_add(x[i], x[offset+i]);  \
+    }                                              \
+    offset >>= 1;                                  \
+    for (int i = 0; i < offset; ++i) {             \
+        x[i] = wasm_f32x4_add(x[i], x[offset+i]);  \
+    }                                              \
+    res = wasm_f32x4_extract_lane(x[0], 0) +       \
+          wasm_f32x4_extract_lane(x[0], 1) +       \
+          wasm_f32x4_extract_lane(x[0], 2) +       \
+          wasm_f32x4_extract_lane(x[0], 3);        \
+}
+
+#define GGML_F32_VEC        GGML_F32x4
+#define GGML_F32_VEC_ZERO   GGML_F32x4_ZERO
+#define GGML_F32_VEC_SET1   GGML_F32x4_SET1
+#define GGML_F32_VEC_LOAD   GGML_F32x4_LOAD
+#define GGML_F32_VEC_STORE  GGML_F32x4_STORE
+#define GGML_F32_VEC_FMA    GGML_F32x4_FMA
+#define GGML_F32_VEC_ADD    GGML_F32x4_ADD
+#define GGML_F32_VEC_MUL    GGML_F32x4_MUL
+#define GGML_F32_VEC_REDUCE GGML_F32x4_REDUCE
+
+// F16 WASM
+
+#define GGML_F16_STEP 16
+#define GGML_F16_EPR  4
+
+inline static v128_t __wasm_f16x4_load(const ggml_fp16_t * p) {
+    float tmp[4];
+
+    tmp[0] = GGML_FP16_TO_FP32(p[0]);
+    tmp[1] = GGML_FP16_TO_FP32(p[1]);
+    tmp[2] = GGML_FP16_TO_FP32(p[2]);
+    tmp[3] = GGML_FP16_TO_FP32(p[3]);
+
+    return wasm_v128_load(tmp);
+}
+
+inline static void __wasm_f16x4_store(ggml_fp16_t * p, v128_t x) {
+    float tmp[4];
+
+    wasm_v128_store(tmp, x);
+
+    p[0] = GGML_FP32_TO_FP16(tmp[0]);
+    p[1] = GGML_FP32_TO_FP16(tmp[1]);
+    p[2] = GGML_FP32_TO_FP16(tmp[2]);
+    p[3] = GGML_FP32_TO_FP16(tmp[3]);
+}
+
+#define GGML_F16x4             v128_t
+#define GGML_F16x4_ZERO        wasm_f32x4_splat(0.0f)
+#define GGML_F16x4_SET1(x)     wasm_f32x4_splat(x)
+#define GGML_F16x4_LOAD(x)     __wasm_f16x4_load(x)
+#define GGML_F16x4_STORE(x, y) __wasm_f16x4_store(x, y)
+#define GGML_F16x4_FMA         GGML_F32x4_FMA
+#define GGML_F16x4_ADD         wasm_f32x4_add
+#define GGML_F16x4_MUL         wasm_f32x4_mul
+#define GGML_F16x4_REDUCE(res, x)                           \
+{                                                           \
+    int offset = GGML_F16_ARR >> 1;                         \
+    for (int i = 0; i < offset; ++i) {                      \
+        x[i] = wasm_f32x4_add(x[i], x[offset+i]);           \
+    }                                                       \
+    offset >>= 1;                                           \
+    for (int i = 0; i < offset; ++i) {                      \
+        x[i] = wasm_f32x4_add(x[i], x[offset+i]);           \
+    }                                                       \
+    offset >>= 1;                                           \
+    for (int i = 0; i < offset; ++i) {                      \
+        x[i] = wasm_f32x4_add(x[i], x[offset+i]);           \
+    }                                                       \
+    res = (ggml_float) (wasm_f32x4_extract_lane(x[0], 0) +  \
+          wasm_f32x4_extract_lane(x[0], 1) +                \
+          wasm_f32x4_extract_lane(x[0], 2) +                \
+          wasm_f32x4_extract_lane(x[0], 3));                \
+}
+
+#define GGML_F16_VEC                GGML_F16x4
+#define GGML_F16_VEC_ZERO           GGML_F16x4_ZERO
+#define GGML_F16_VEC_SET1           GGML_F16x4_SET1
+#define GGML_F16_VEC_LOAD(p, i)     GGML_F16x4_LOAD(p)
+#define GGML_F16_VEC_STORE(p, r, i) GGML_F16x4_STORE(p, r[i])
+#define GGML_F16_VEC_FMA            GGML_F16x4_FMA
+#define GGML_F16_VEC_ADD            GGML_F16x4_ADD
+#define GGML_F16_VEC_MUL            GGML_F16x4_MUL
+#define GGML_F16_VEC_REDUCE         GGML_F16x4_REDUCE
+
+#elif defined(__SSE3__)
+
+#define GGML_SIMD
+
+// F32 SSE
+
+#define GGML_F32_STEP 32
+#define GGML_F32_EPR  4
+
+#define GGML_F32x4         __m128
+#define GGML_F32x4_ZERO    _mm_setzero_ps()
+#define GGML_F32x4_SET1(x) _mm_set1_ps(x)
+#define GGML_F32x4_LOAD    _mm_loadu_ps
+#define GGML_F32x4_STORE   _mm_storeu_ps
+#if defined(__FMA__)
+    // TODO: Does this work?
+    #define GGML_F32x4_FMA(a, b, c) _mm_fmadd_ps(b, c, a)
+#else
+    #define GGML_F32x4_FMA(a, b, c) _mm_add_ps(_mm_mul_ps(b, c), a)
+#endif
+#define GGML_F32x4_ADD     _mm_add_ps
+#define GGML_F32x4_MUL     _mm_mul_ps
+#define GGML_F32x4_REDUCE(res, x)                                 \
+{                                                                 \
+    int offset = GGML_F32_ARR >> 1;                               \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = _mm_add_ps(x[i], x[offset+i]);                     \
+    }                                                             \
+    offset >>= 1;                                                 \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = _mm_add_ps(x[i], x[offset+i]);                     \
+    }                                                             \
+    offset >>= 1;                                                 \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = _mm_add_ps(x[i], x[offset+i]);                     \
+    }                                                             \
+    const __m128 t0 = _mm_hadd_ps(x[0], x[0]);                    \
+    res = (ggml_float) _mm_cvtss_f32(_mm_hadd_ps(t0, t0));        \
+}
+// TODO: is this optimal ?
+
+#define GGML_F32_VEC        GGML_F32x4
+#define GGML_F32_VEC_ZERO   GGML_F32x4_ZERO
+#define GGML_F32_VEC_SET1   GGML_F32x4_SET1
+#define GGML_F32_VEC_LOAD   GGML_F32x4_LOAD
+#define GGML_F32_VEC_STORE  GGML_F32x4_STORE
+#define GGML_F32_VEC_FMA    GGML_F32x4_FMA
+#define GGML_F32_VEC_ADD    GGML_F32x4_ADD
+#define GGML_F32_VEC_MUL    GGML_F32x4_MUL
+#define GGML_F32_VEC_REDUCE GGML_F32x4_REDUCE
+
+// F16 SSE
+
+#define GGML_F16_STEP 32
+#define GGML_F16_EPR  4
+
+static inline __m128 __sse_f16x4_load(const ggml_fp16_t * x) {
+    float tmp[4];
+
+    tmp[0] = GGML_FP16_TO_FP32(x[0]);
+    tmp[1] = GGML_FP16_TO_FP32(x[1]);
+    tmp[2] = GGML_FP16_TO_FP32(x[2]);
+    tmp[3] = GGML_FP16_TO_FP32(x[3]);
+
+    return _mm_loadu_ps(tmp);
+}
+
+static inline void __sse_f16x4_store(ggml_fp16_t * x, __m128 y) {
+    float arr[4];
+
+    _mm_storeu_ps(arr, y);
+
+    x[0] = GGML_FP32_TO_FP16(arr[0]);
+    x[1] = GGML_FP32_TO_FP16(arr[1]);
+    x[2] = GGML_FP32_TO_FP16(arr[2]);
+    x[3] = GGML_FP32_TO_FP16(arr[3]);
+}
+
+#define GGML_F32Cx4             __m128
+#define GGML_F32Cx4_ZERO        _mm_setzero_ps()
+#define GGML_F32Cx4_SET1(x)     _mm_set1_ps(x)
+#define GGML_F32Cx4_LOAD(x)     __sse_f16x4_load(x)
+#define GGML_F32Cx4_STORE(x, y) __sse_f16x4_store(x, y)
+#define GGML_F32Cx4_FMA         GGML_F32x4_FMA
+#define GGML_F32Cx4_ADD         _mm_add_ps
+#define GGML_F32Cx4_MUL         _mm_mul_ps
+#define GGML_F32Cx4_REDUCE      GGML_F32x4_REDUCE
+
+#define GGML_F16_VEC                 GGML_F32Cx4
+#define GGML_F16_VEC_ZERO            GGML_F32Cx4_ZERO
+#define GGML_F16_VEC_SET1            GGML_F32Cx4_SET1
+#define GGML_F16_VEC_LOAD(p, i)      GGML_F32Cx4_LOAD(p)
+#define GGML_F16_VEC_STORE(p, r, i)  GGML_F32Cx4_STORE(p, r[i])
+#define GGML_F16_VEC_FMA             GGML_F32Cx4_FMA
+#define GGML_F16_VEC_ADD             GGML_F32Cx4_ADD
+#define GGML_F16_VEC_MUL             GGML_F32Cx4_MUL
+#define GGML_F16_VEC_REDUCE          GGML_F32Cx4_REDUCE
+
+#elif defined(__loongarch_asx)
+
+#define GGML_SIMD
+
+// F32 LASX
+#define GGML_F32_STEP 32
+#define GGML_F32_EPR  8
+
+#define GGML_F32x8         __m256
+#define GGML_F32x8_ZERO    (__m256)__lasx_xvldi(0)
+#define GGML_F32x8_SET1(x) (__m256)__lasx_xvreplfr2vr_s((x))
+#define GGML_F32x8_LOAD(x) (__m256)__lasx_xvld((x), 0)
+#define GGML_F32x8_STORE(x,y)   __lasx_xvst((y), (x), 0)
+#define GGML_F32x8_FMA(a, b, c) __lasx_xvfmadd_s(b, c, a)
+#define GGML_F32x8_ADD     __lasx_xvfadd_s
+#define GGML_F32x8_MUL     __lasx_xvfmul_s
+#define GGML_F32x8_REDUCE(res, x)                                 \
+do {                                                              \
+    int offset = GGML_F32_ARR >> 1;                               \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = __lasx_xvfadd_s(x[i], x[offset+i]);                  \
+    }                                                             \
+    offset >>= 1;                                                 \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = __lasx_xvfadd_s(x[i], x[offset+i]);                  \
+    }                                                             \
+    offset >>= 1;                                                 \
+    for (int i = 0; i < offset; ++i) {                            \
+        x[i] = __lasx_xvfadd_s(x[i], x[offset+i]);                  \
+    }                                                             \
+    float *tmp_p = (float *)&x[0]; \
+    res = tmp_p[0] + tmp_p[1] + tmp_p[2] + tmp_p[3] + tmp_p[4] + tmp_p[5] + tmp_p[6] + tmp_p[7];  \
+} while (0)
+// TODO: is this optimal ?
+
+#define GGML_F32_VEC        GGML_F32x8
+#define GGML_F32_VEC_ZERO   GGML_F32x8_ZERO
+#define GGML_F32_VEC_SET1   GGML_F32x8_SET1
+#define GGML_F32_VEC_LOAD   GGML_F32x8_LOAD
+#define GGML_F32_VEC_STORE  GGML_F32x8_STORE
+#define GGML_F32_VEC_FMA    GGML_F32x8_FMA
+#define GGML_F32_VEC_ADD    GGML_F32x8_ADD
+#define GGML_F32_VEC_MUL    GGML_F32x8_MUL
+#define GGML_F32_VEC_REDUCE GGML_F32x8_REDUCE
+
+// F16 LASX
+
+#define GGML_F16_STEP 32
+#define GGML_F16_EPR  8
+
+// F16 arithmetic is not supported by LASX, so we use F32 instead
+
+#define GGML_F32Cx8          __m256
+#define GGML_F32Cx8_ZERO    (__m256)__lasx_xvldi(0)
+#define GGML_F32Cx8_SET1(x) (__m256)__lasx_xvreplgr2vr_w((x))
+
+static inline __m256 __lasx_f32cx8_load(const ggml_fp16_t * x) {
+    __m256i a;
+    memcpy(&a, x, sizeof(ggml_fp16_t) * 8);
+    a = __lasx_xvpermi_d(a, 0 | (1 << 4));
+    return __lasx_xvfcvtl_s_h(a);
+}
+
+static inline void __lasx_f32cx8_store(ggml_fp16_t * x, __m256 y) {
+    __m256i a = __lasx_xvfcvt_h_s(y, y);
+    a = __lasx_xvpermi_d(a, 0 | (2 << 2));
+    memcpy(x, &a, sizeof(ggml_fp16_t) * 8);
+}
+#define GGML_F32Cx8_LOAD(x)     __lasx_f32cx8_load(x)
+#define GGML_F32Cx8_STORE(x, y) __lasx_f32cx8_store(x, y)
+
+#define GGML_F32Cx8_FMA         GGML_F32x8_FMA
+#define GGML_F32Cx8_ADD         __lasx_xvfadd_s
+#define GGML_F32Cx8_MUL         __lasx_xvfmul_s
+#define GGML_F32Cx8_REDUCE      GGML_F32x8_REDUCE
+
+#define GGML_F16_VEC                GGML_F32Cx8
+#define GGML_F16_VEC_ZERO           GGML_F32Cx8_ZERO
+#define GGML_F16_VEC_SET1           GGML_F32Cx8_SET1
+#define GGML_F16_VEC_LOAD(p, i)     GGML_F32Cx8_LOAD(p)
+#define GGML_F16_VEC_STORE(p, r, i) GGML_F32Cx8_STORE(p, r[i])
+#define GGML_F16_VEC_FMA            GGML_F32Cx8_FMA
+#define GGML_F16_VEC_ADD            GGML_F32Cx8_ADD
+#define GGML_F16_VEC_MUL            GGML_F32Cx8_MUL
+#define GGML_F16_VEC_REDUCE         GGML_F32Cx8_REDUCE
+
+#elif defined(__loongarch_sx)
+
+#define GGML_SIMD
+
+// F32 LSX
+
+#define GGML_F32_STEP 32
+#define GGML_F32_EPR  4
+
+#define GGML_F32x4         __m128
+#define GGML_F32x4_ZERO    __lsx_vldi(0)
+#define GGML_F32x4_SET1(x) __lsx_vinsgr2vr_w(__lsx_vldi(0),(x), 0)
+#define GGML_F32x4_LOAD(x) __lsx_vld((x), 0)
+#define GGML_F32x4_STORE((x),(y))   __lsx_vst((y), (x), 0)
+#define GGML_F32x4_FMA(a, b, c) __lsx_vfmadd_s(b, c, a)
+#define GGML_F32x4_ADD     __lsx_vfadd_s
+#define GGML_F32x4_MUL     __lsx_vfmul_s
+#define GGML_F32x4_REDUCE(res, x)                                                     \
+{                                                                                     \
+    int offset = GGML_F32_ARR >> 1;                                                   \
+    for (int i = 0; i < offset; ++i) {                                                \
+        x[i] = __lsx_vfadd_s(x[i], x[offset + i]);                                    \
+    }                                                                                 \
+    offset >>= 1;                                                                     \
+    for (int i = 0; i < offset; ++i) {                                                \
+        x[i] = __lsx_vfadd_s(x[i], x[offset + i]);                                    \
+    }                                                                                 \
+    offset >>= 1;                                                                     \
+    for (int i = 0; i < offset; ++i) {                                                \
+        x[i] = __lsx_vfadd_s(x[i], x[offset + i]);                                    \
+    }                                                                                 \
+    __m128i tmp     = __lsx_vsrli_d((__m128i) x[0], 32);                              \
+    tmp             = (__m128i) __lsx_vfadd_s((__m128) tmp, x[0]);                    \
+    tmp             = __lsx_vpickev_w(__lsx_vldi(0), tmp);                            \
+    const __m128 t0 = __lsx_vshuf4i_w(tmp, 0x88);                                     \
+    tmp             = __lsx_vsrli_d((__m128i) t0, 32);                                \
+    tmp             = (__m128i) __lsx_vfadd_s((__m128) tmp, t0);                      \
+    tmp             = __lsx_vpickev_w(__lsx_vldi(0), tmp);                            \
+    res             = (ggml_float) __lsx_vpickve2gr_w(__lsx_vshuf4i_w(tmp, 0x88), 0); \
+}
+
+#define GGML_F32_VEC        GGML_F32x4
+#define GGML_F32_VEC_ZERO   GGML_F32x4_ZERO
+#define GGML_F32_VEC_SET1   GGML_F32x4_SET1
+#define GGML_F32_VEC_LOAD   GGML_F32x4_LOAD
+#define GGML_F32_VEC_STORE  GGML_F32x4_STORE
+#define GGML_F32_VEC_FMA    GGML_F32x4_FMA
+#define GGML_F32_VEC_ADD    GGML_F32x4_ADD
+#define GGML_F32_VEC_MUL    GGML_F32x4_MUL
+#define GGML_F32_VEC_REDUCE GGML_F32x4_REDUCE
+
+// F16 LSX
+
+#define GGML_F16_STEP 32
+#define GGML_F16_EPR  4
+
+static inline __m128 __lsx_f16x4_load(const ggml_fp16_t * x) {
+    float tmp[4];
+
+    tmp[0] = GGML_FP16_TO_FP32(x[0]);
+    tmp[1] = GGML_FP16_TO_FP32(x[1]);
+    tmp[2] = GGML_FP16_TO_FP32(x[2]);
+    tmp[3] = GGML_FP16_TO_FP32(x[3]);
+
+    return __lsx_vld(tmp, 0);
+}
+
+static inline void __lsx_f16x4_store(ggml_fp16_t * x, __m128 y) {
+    float arr[4];
+
+    __lsx_vst(y, arr, 0);
+
+    x[0] = GGML_FP32_TO_FP16(arr[0]);
+    x[1] = GGML_FP32_TO_FP16(arr[1]);
+    x[2] = GGML_FP32_TO_FP16(arr[2]);
+    x[3] = GGML_FP32_TO_FP16(arr[3]);
+}
+
+#define GGML_F32Cx4             __m128
+#define GGML_F32Cx4_ZERO        __lsx_vldi(0)
+#define GGML_F32Cx4_SET1(x)     __lsx_vinsgr2vr_w(__lsx_vldi(0),(x), 0)
+#define GGML_F32Cx4_LOAD(x)     __lsx_f16x4_load(x)
+#define GGML_F32Cx4_STORE(x, y) __lsx_f16x4_store(x, y)
+#define GGML_F32Cx4_FMA         GGML_F32x4_FMA
+#define GGML_F32Cx4_ADD         __lsx_vfadd_s
+#define GGML_F32Cx4_MUL         __lsx_vfmul_s
+#define GGML_F32Cx4_REDUCE      GGML_F32x4_REDUCE
+
+#define GGML_F16_VEC                 GGML_F32Cx4
+#define GGML_F16_VEC_ZERO            GGML_F32Cx4_ZERO
+#define GGML_F16_VEC_SET1            GGML_F32Cx4_SET1
+#define GGML_F16_VEC_LOAD(p, i)      GGML_F32Cx4_LOAD(p)
+#define GGML_F16_VEC_STORE(p, r, i)  GGML_F32Cx4_STORE(p, r[i])
+#define GGML_F16_VEC_FMA             GGML_F32Cx4_FMA
+#define GGML_F16_VEC_ADD             GGML_F32Cx4_ADD
+#define GGML_F16_VEC_MUL             GGML_F32Cx4_MUL
+#define GGML_F16_VEC_REDUCE          GGML_F32Cx4_REDUCE
+
+#elif defined(__VXE__) || defined(__VXE2__)
+
+#define GGML_SIMD
+
+// F32 s390x
+
+#define GGML_F32_STEP 32
+#define GGML_F32_EPR  4
+
+#define GGML_F32x4              __vector float
+#define GGML_F32x4_ZERO         vec_splats(0.0f)
+#define GGML_F32x4_SET1         vec_splats
+#define GGML_F32x4_LOAD(p)      vec_xl(0, p)
+#define GGML_F32x4_STORE(p, r)  vec_xst(r, 0, p)
+#define GGML_F32x4_FMA(a, b, c) vec_madd(b, c, a)
+#define GGML_F32x4_ADD          vec_add
+#define GGML_F32x4_MUL          vec_mul
+#define GGML_F32x4_REDUCE(res, x)                   \
+{                                                   \
+    int offset = GGML_F32_ARR >> 1;                 \
+    for (int i = 0; i < offset; ++i) {              \
+        x[i] = vec_add(x[i], x[offset + i]);        \
+    }                                               \
+    offset >>= 1;                                   \
+    for (int i = 0; i < offset; ++i) {              \
+        x[i] = vec_add(x[i], x[offset + i]);        \
+    }                                               \
+    offset >>= 1;                                   \
+    for (int i = 0; i < offset; ++i) {              \
+        x[i] = vec_add(x[i], x[offset + i]);        \
+    }                                               \
+    res = vec_extract(x[0], 0) +                    \
+          vec_extract(x[0], 1) +                    \
+          vec_extract(x[0], 2) +                    \
+          vec_extract(x[0], 3);                     \
+}
+
+#define GGML_F32_VEC        GGML_F32x4
+#define GGML_F32_VEC_ZERO   GGML_F32x4_ZERO
+#define GGML_F32_VEC_SET1   GGML_F32x4_SET1
+#define GGML_F32_VEC_LOAD   GGML_F32x4_LOAD
+#define GGML_F32_VEC_STORE  GGML_F32x4_STORE
+#define GGML_F32_VEC_FMA    GGML_F32x4_FMA
+#define GGML_F32_VEC_ADD    GGML_F32x4_ADD
+#define GGML_F32_VEC_MUL    GGML_F32x4_MUL
+#define GGML_F32_VEC_REDUCE GGML_F32x4_REDUCE
+
+// F16 s390x
+#define GGML_F16_STEP GGML_F32_STEP
+#define GGML_F16_EPR  GGML_F32_EPR
+
+static inline __vector float __lzs_f16cx4_load(const ggml_fp16_t * x) {
+    float tmp[4];
+
+    for (int i = 0; i < 4; i++) {
+        tmp[i] = GGML_FP16_TO_FP32(x[i]);
+    }
+
+    // note: keep type-cast here to prevent compiler bugs
+    // see: https://github.com/ggml-org/llama.cpp/issues/12846
+    return vec_xl(0, (const float *)(tmp));
+}
+
+static inline void __lzs_f16cx4_store(ggml_fp16_t * x, __vector float y) {
+    float arr[4];
+
+    // note: keep type-cast here to prevent compiler bugs
+    // see: https://github.com/ggml-org/llama.cpp/issues/12846
+    vec_xst(y, 0, (float *)(arr));
+
+    for (int i = 0; i < 4; i++) {
+        x[i] = GGML_FP32_TO_FP16(arr[i]);
+    }
+}
+
+#define GGML_F16_VEC                GGML_F32x4
+#define GGML_F16_VEC_ZERO           GGML_F32x4_ZERO
+#define GGML_F16_VEC_SET1           GGML_F32x4_SET1
+#define GGML_F16_VEC_LOAD(p, i)     __lzs_f16cx4_load(p)
+#define GGML_F16_VEC_STORE(p, r, i) __lzs_f16cx4_store(p, r[i])
+#define GGML_F16_VEC_FMA            GGML_F32x4_FMA
+#define GGML_F16_VEC_ADD            GGML_F32x4_ADD
+#define GGML_F16_VEC_MUL            GGML_F32x4_MUL
+#define GGML_F16_VEC_REDUCE         GGML_F32x4_REDUCE
+
+#endif
+
+// GGML_F32_ARR / GGML_F16_ARR
+//   number of registers to use per step
+#ifdef GGML_SIMD
+#define GGML_F32_ARR (GGML_F32_STEP/GGML_F32_EPR)
+#define GGML_F16_ARR (GGML_F16_STEP/GGML_F16_EPR)
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/unary-ops.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/unary-ops.cpp
new file mode 100644
index 0000000..4fce569
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/unary-ops.cpp
@@ -0,0 +1,186 @@
+#include "unary-ops.h"
+
+static inline float op_abs(float x) {
+    return fabsf(x);
+}
+
+static inline float op_sgn(float x) {
+    return (x > 0.f) ? 1.f : ((x < 0.f) ? -1.f : 0.f);
+}
+
+static inline float op_neg(float x) {
+    return -x;
+}
+
+static inline float op_step(float x) {
+    return (x > 0.f) ? 1.f : 0.f;
+}
+
+static inline float op_tanh(float x) {
+    return tanhf(x);
+}
+
+static inline float op_elu(float x) {
+    return (x > 0.f) ? x : expm1f(x);
+}
+
+static inline float op_relu(float x) {
+    return (x > 0.f) ? x : 0.f;
+}
+
+static inline float op_sigmoid(float x) {
+    return 1.f / (1.f + expf(-x));
+}
+
+static inline float op_hardsigmoid(float x) {
+    return fminf(1.0f, fmaxf(0.0f, (x + 3.0f) / 6.0f));
+}
+
+static inline float op_exp(float x) {
+    return expf(x);
+}
+
+static inline float op_hardswish(float x) {
+    return x * fminf(1.0f, fmaxf(0.0f, (x + 3.0f) / 6.0f));
+}
+
+static inline float op_sqr(float x) {
+    return x * x;
+}
+
+static inline float op_sqrt(float x) {
+    return sqrtf(x);
+}
+
+static inline float op_sin(float x) {
+    return sinf(x);
+}
+
+static inline float op_cos(float x) {
+    return cosf(x);
+}
+
+static inline float op_log(float x) {
+    return logf(x);
+}
+
+template <float (*op)(float), typename src0_t, typename dst_t>
+static inline void vec_unary_op(int64_t n, dst_t * y, const src0_t * x) {
+    constexpr auto src0_to_f32 = type_conversion_table<src0_t>::to_f32;
+    constexpr auto f32_to_dst  = type_conversion_table<dst_t >::from_f32;
+
+    for (int i = 0; i < n; i++) {
+        y[i] = f32_to_dst(op(src0_to_f32(x[i])));
+    }
+}
+
+template <float (*op)(float), typename src0_t, typename dst_t>
+static void apply_unary_op(const ggml_compute_params * params, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(ggml_is_contiguous_1(src0) && ggml_is_contiguous_1(dst) && ggml_are_same_shape(src0, dst));
+
+    GGML_TENSOR_UNARY_OP_LOCALS
+
+    GGML_ASSERT( nb0 == sizeof(dst_t));
+    GGML_ASSERT(nb00 == sizeof(src0_t));
+
+    const auto [ir0, ir1] = get_thread_range(params, src0);
+
+    for (int64_t ir = ir0; ir < ir1; ++ir) {
+        const int64_t i03 = ir/(ne02*ne01);
+        const int64_t i02 = (ir - i03*ne02*ne01)/ne01;
+        const int64_t i01 = (ir - i03*ne02*ne01 - i02*ne01);
+
+        dst_t        * dst_ptr  = (dst_t  *)       ((char *)       dst->data  + i03*nb3  + i02*nb2  + i01*nb1 );
+        const src0_t * src0_ptr = (const src0_t *) ((const char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01);
+
+        vec_unary_op<op>(ne0, dst_ptr, src0_ptr);
+    }
+}
+
+// TODO: Use the 'traits' lookup table (for type conversion fns), instead of a mass of 'if' conditions with long templates
+template <float (*op)(float)>
+static void unary_op(const ggml_compute_params * params, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+
+    /*  */ if (src0->type == GGML_TYPE_F32  && dst->type == GGML_TYPE_F32) { // all f32
+        apply_unary_op<op, float, float>(params, dst);
+    } else if (src0->type == GGML_TYPE_F16  && dst->type == GGML_TYPE_F16) { // all f16
+        apply_unary_op<op, ggml_fp16_t, ggml_fp16_t>(params, dst);
+    } else if (src0->type == GGML_TYPE_BF16 && dst->type == GGML_TYPE_BF16) { // all bf16
+        apply_unary_op<op, ggml_bf16_t, ggml_bf16_t>(params, dst);
+    } else if (src0->type == GGML_TYPE_BF16 && dst->type == GGML_TYPE_F32) {
+        apply_unary_op<op, ggml_bf16_t, float>(params, dst);
+    } else if (src0->type == GGML_TYPE_F16  && dst->type == GGML_TYPE_F32) {
+        apply_unary_op<op, ggml_fp16_t, float>(params, dst);
+    } else {
+        fprintf(stderr, "%s: unsupported types: dst: %s, src0: %s\n", __func__,
+            ggml_type_name(dst->type), ggml_type_name(src0->type));
+        GGML_ABORT("fatal error");
+    }
+}
+
+void ggml_compute_forward_abs(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_abs>(params, dst);
+}
+
+void ggml_compute_forward_sgn(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_sgn>(params, dst);
+}
+
+void ggml_compute_forward_neg(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_neg>(params, dst);
+}
+
+void ggml_compute_forward_step(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_step>(params, dst);
+}
+
+void ggml_compute_forward_tanh(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_tanh>(params, dst);
+}
+
+void ggml_compute_forward_elu(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_elu>(params, dst);
+}
+
+void ggml_compute_forward_relu(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_relu>(params, dst);
+}
+
+void ggml_compute_forward_sigmoid(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_sigmoid>(params, dst);
+}
+
+void ggml_compute_forward_hardsigmoid(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_hardsigmoid>(params, dst);
+}
+
+void ggml_compute_forward_exp(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_exp>(params, dst);
+}
+
+void ggml_compute_forward_hardswish(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_hardswish>(params, dst);
+}
+
+void ggml_compute_forward_sqr(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_sqr>(params, dst);
+}
+
+void ggml_compute_forward_sqrt(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_sqrt>(params, dst);
+}
+
+void ggml_compute_forward_sin(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_sin>(params, dst);
+}
+
+void ggml_compute_forward_cos(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_cos>(params, dst);
+}
+
+void ggml_compute_forward_log(const ggml_compute_params * params, ggml_tensor * dst) {
+    unary_op<op_log>(params, dst);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/unary-ops.h b/ml/backend/ggml/ggml/src/ggml-cpu/unary-ops.h
new file mode 100644
index 0000000..b1ade2c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/unary-ops.h
@@ -0,0 +1,28 @@
+#pragma once
+
+#include "common.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+void ggml_compute_forward_abs(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_sgn(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_neg(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_step(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_tanh(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_elu(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_relu(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_sigmoid(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_hardsigmoid(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_exp(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_hardswish(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_sqr(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_sqrt(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_sin(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_cos(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+void ggml_compute_forward_log(const struct ggml_compute_params * params, struct ggml_tensor * dst);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/vec.cpp b/ml/backend/ggml/ggml/src/ggml-cpu/vec.cpp
new file mode 100644
index 0000000..02d4061
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/vec.cpp
@@ -0,0 +1,252 @@
+#include "vec.h"
+
+#include <cassert>
+
+// precomputed gelu table for f16 (128 KB)
+ggml_fp16_t ggml_table_gelu_f16[1 << 16];
+
+// precomputed quick gelu table for f16 (128 KB)
+ggml_fp16_t ggml_table_gelu_quick_f16[1 << 16];
+
+void ggml_vec_dot_f32(int n, float * GGML_RESTRICT s, size_t bs, const float * GGML_RESTRICT x, size_t bx, const float * GGML_RESTRICT y, size_t by, int nrc) {
+   assert(nrc == 1);
+   GGML_UNUSED(nrc);
+   GGML_UNUSED(bx);
+   GGML_UNUSED(by);
+   GGML_UNUSED(bs);
+
+#if defined(GGML_SIMD)
+    float sumf = 0.0f;
+    const int np = (n & ~(GGML_F32_STEP - 1));
+
+    GGML_F32_VEC sum[GGML_F32_ARR] = { GGML_F32_VEC_ZERO };
+
+    GGML_F32_VEC ax[GGML_F32_ARR];
+    GGML_F32_VEC ay[GGML_F32_ARR];
+
+    for (int i = 0; i < np; i += GGML_F32_STEP) {
+        for (int j = 0; j < GGML_F32_ARR; j++) {
+            ax[j] = GGML_F32_VEC_LOAD(x + i + j*GGML_F32_EPR);
+            ay[j] = GGML_F32_VEC_LOAD(y + i + j*GGML_F32_EPR);
+
+            sum[j] = GGML_F32_VEC_FMA(sum[j], ax[j], ay[j]);
+        }
+    }
+
+    // reduce sum0..sum3 to sum0
+    GGML_F32_VEC_REDUCE(sumf, sum);
+
+    // leftovers
+    for (int i = np; i < n; ++i) {
+        sumf += x[i]*y[i];
+    }
+#else
+    // scalar
+    ggml_float sumf = 0.0;
+    for (int i = 0; i < n; ++i) {
+        sumf += (ggml_float)(x[i]*y[i]);
+    }
+#endif
+
+    *s = sumf;
+}
+
+void ggml_vec_dot_bf16(int n, float * GGML_RESTRICT s, size_t bs, ggml_bf16_t * GGML_RESTRICT x, size_t bx, ggml_bf16_t * GGML_RESTRICT y, size_t by, int nrc) {
+    assert(nrc == 1);
+    GGML_UNUSED(nrc);
+    GGML_UNUSED(bx);
+    GGML_UNUSED(by);
+    GGML_UNUSED(bs);
+    int i = 0;
+    ggml_float sumf = 0;
+
+#if defined(__AVX512BF16__)
+    __m512 c1 = _mm512_setzero_ps();
+    __m512 c2 = _mm512_setzero_ps();
+    for (; i + 64 <= n; i += 64) {
+        c1 = _mm512_dpbf16_ps(c1, m512bh(_mm512_loadu_si512((x + i))),
+                             m512bh(_mm512_loadu_si512((y + i))));
+        c2 = _mm512_dpbf16_ps(c2, m512bh(_mm512_loadu_si512((x + i + 32))),
+                             m512bh(_mm512_loadu_si512((y + i + 32))));
+    }
+    sumf += (ggml_float)_mm512_reduce_add_ps(c1);
+    sumf += (ggml_float)_mm512_reduce_add_ps(c2);
+
+#elif defined(__AVX512F__)
+#define LOAD(p) _mm512_castsi512_ps(_mm512_slli_epi32(_mm512_cvtepu16_epi32(_mm256_loadu_si256((const __m256i *)(p))), 16))
+    __m512 c1 = _mm512_setzero_ps();
+    __m512 c2 = _mm512_setzero_ps();
+    for (; i + 32 <= n; i += 32) {
+        c1 = _mm512_add_ps(_mm512_mul_ps(LOAD(x + i), LOAD(y + i)), c1);
+        c2 = _mm512_add_ps(_mm512_mul_ps(LOAD(x + i + 16), LOAD(y + i + 16)), c2);
+    }
+    sumf += (ggml_float)_mm512_reduce_add_ps(c1);
+    sumf += (ggml_float)_mm512_reduce_add_ps(c2);
+
+#undef LOAD
+#elif defined(__AVX2__) || defined(__AVX__)
+#if defined(__AVX2__)
+#define LOAD(p) _mm256_castsi256_ps(_mm256_slli_epi32(_mm256_cvtepu16_epi32(_mm_loadu_si128((const __m128i *)(p))), 16))
+#else
+#define LOAD(p) _mm256_castsi256_ps(_mm256_insertf128_si256(_mm256_castsi128_si256(_mm_slli_epi32(_mm_cvtepu16_epi32(_mm_loadu_si128((const __m128i *)(p))), 16)), (_mm_slli_epi32(_mm_cvtepu16_epi32(_mm_bsrli_si128(_mm_loadu_si128((const __m128i *)(p)), 8)), 16)), 1))
+#endif
+    __m256 c1 = _mm256_setzero_ps();
+    __m256 c2 = _mm256_setzero_ps();
+    __m256 c3 = _mm256_setzero_ps();
+    __m256 c4 = _mm256_setzero_ps();
+    for (; i + 32 <= n; i += 32) {
+        c1 = _mm256_add_ps(_mm256_mul_ps(LOAD(x + i), LOAD(y + i)), c1);
+        c2 = _mm256_add_ps(_mm256_mul_ps(LOAD(x + i + 8), LOAD(y + i + 8)), c2);
+        c3 = _mm256_add_ps(_mm256_mul_ps(LOAD(x + i + 16), LOAD(y + i + 16)), c3);
+        c4 = _mm256_add_ps(_mm256_mul_ps(LOAD(x + i + 24), LOAD(y + i + 24)), c4);
+    }
+    __m128 g;
+    c1 = _mm256_add_ps(_mm256_add_ps(c1, c3),
+                       _mm256_add_ps(c2, c4));
+    g = _mm_add_ps(_mm256_extractf128_ps(c1, 1),
+                   _mm256_castps256_ps128(c1));
+    g = _mm_add_ps(g, _mm_movehl_ps(g, g));
+    g = _mm_add_ss(g, _mm_movehdup_ps(g));
+    sumf += (ggml_float)_mm_cvtss_f32(g);
+
+#undef LOAD
+#endif
+
+    for (; i < n; ++i) {
+        sumf += (ggml_float)(GGML_BF16_TO_FP32(x[i]) *
+                             GGML_BF16_TO_FP32(y[i]));
+    }
+    *s = sumf;
+}
+
+void ggml_vec_dot_f16(int n, float * GGML_RESTRICT s, size_t bs, ggml_fp16_t * GGML_RESTRICT x, size_t bx, ggml_fp16_t * GGML_RESTRICT y, size_t by, int nrc) {
+    assert(nrc == 1);
+    GGML_UNUSED(nrc);
+    GGML_UNUSED(bx);
+    GGML_UNUSED(by);
+    GGML_UNUSED(bs);
+
+    ggml_float sumf = 0.0;
+
+#if defined(GGML_SIMD)
+    const int np = (n & ~(GGML_F16_STEP - 1));
+
+    GGML_F16_VEC sum[GGML_F16_ARR] = { GGML_F16_VEC_ZERO };
+
+    GGML_F16_VEC ax[GGML_F16_ARR];
+    GGML_F16_VEC ay[GGML_F16_ARR];
+
+    for (int i = 0; i < np; i += GGML_F16_STEP) {
+        for (int j = 0; j < GGML_F16_ARR; j++) {
+            ax[j] = GGML_F16_VEC_LOAD(x + i + j*GGML_F16_EPR, j);
+            ay[j] = GGML_F16_VEC_LOAD(y + i + j*GGML_F16_EPR, j);
+
+            sum[j] = GGML_F16_VEC_FMA(sum[j], ax[j], ay[j]);
+        }
+    }
+
+    // reduce sum0..sum3 to sum0
+    GGML_F16_VEC_REDUCE(sumf, sum);
+
+    // leftovers
+    for (int i = np; i < n; ++i) {
+        sumf += (ggml_float)(GGML_FP16_TO_FP32(x[i])*GGML_FP16_TO_FP32(y[i]));
+    }
+#else
+    for (int i = 0; i < n; ++i) {
+        sumf += (ggml_float)(GGML_FP16_TO_FP32(x[i])*GGML_FP16_TO_FP32(y[i]));
+    }
+#endif
+
+    *s = sumf;
+}
+
+void ggml_vec_silu_f32(const int n, float * y, const float * x) {
+    int i = 0;
+#if defined(__AVX512F__) && defined(__AVX512DQ__)
+    for (; i + 15 < n; i += 16) {
+        _mm512_storeu_ps(y + i, ggml_v_silu(_mm512_loadu_ps(x + i)));
+    }
+#elif defined(__AVX2__) && defined(__FMA__)
+    for (; i + 7 < n; i += 8) {
+        _mm256_storeu_ps(y + i, ggml_v_silu(_mm256_loadu_ps(x + i)));
+    }
+#elif defined(__SSE2__)
+    for (; i + 3 < n; i += 4) {
+        _mm_storeu_ps(y + i, ggml_v_silu(_mm_loadu_ps(x + i)));
+    }
+#elif defined(__ARM_NEON) && defined(__aarch64__)
+    for (; i + 3 < n; i += 4) {
+        vst1q_f32(y + i, ggml_v_silu(vld1q_f32(x + i)));
+    }
+#endif
+    for (; i < n; ++i) {
+        y[i] = ggml_silu_f32(x[i]);
+    }
+}
+
+ggml_float ggml_vec_soft_max_f32(const int n, float * y, const float * x, float max) {
+    int i = 0;
+    ggml_float sum = 0;
+#if defined(__AVX512F__) && defined(__AVX512DQ__)
+    for (; i + 15 < n; i += 16) {
+        __m512 val = ggml_v_expf(_mm512_sub_ps(_mm512_loadu_ps(x + i),
+                                               _mm512_set1_ps(max)));
+        _mm512_storeu_ps(y + i, val);
+        sum += (ggml_float)_mm512_reduce_add_ps(val);
+    }
+#elif defined(__AVX2__) && defined(__FMA__)
+    for (; i + 7 < n; i += 8) {
+        __m256 val = ggml_v_expf(_mm256_sub_ps(_mm256_loadu_ps(x + i),
+                                               _mm256_set1_ps(max)));
+        _mm256_storeu_ps(y + i, val);
+        __m128 val2 = _mm_add_ps(_mm256_extractf128_ps(val, 1),
+                                 _mm256_castps256_ps128(val));
+        val2 = _mm_add_ps(val2, _mm_movehl_ps(val2, val2));
+        val2 = _mm_add_ss(val2, _mm_movehdup_ps(val2));
+        sum += (ggml_float)_mm_cvtss_f32(val2);
+    }
+#elif defined(__SSE2__)
+    for (; i + 3 < n; i += 4) {
+        __m128 val = ggml_v_expf(_mm_sub_ps(_mm_loadu_ps(x + i),
+                                            _mm_set1_ps(max)));
+        _mm_storeu_ps(y + i, val);
+#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__)
+        val = _mm_add_ps(val, _mm_movehl_ps(val, val));
+        val = _mm_add_ss(val, _mm_movehdup_ps(val));
+#else
+        __m128 tmp = _mm_shuffle_ps(val, val, _MM_SHUFFLE(2, 3, 0, 1));
+        val = _mm_add_ps(val, tmp);
+        tmp = _mm_movehl_ps(tmp, val);
+        val = _mm_add_ss(val, tmp);
+#endif
+        sum += (ggml_float)_mm_cvtss_f32(val);
+    }
+#elif defined(__ARM_NEON) && defined(__aarch64__)
+    for (; i + 3 < n; i += 4) {
+        float32x4_t val = ggml_v_expf(vsubq_f32(vld1q_f32(x + i),
+                                                vdupq_n_f32(max)));
+        vst1q_f32(y + i, val);
+        sum += (ggml_float)vaddvq_f32(val);
+    }
+#endif
+    for (; i < n; ++i) {
+        float val = expf(x[i] - max);
+        sum += (ggml_float)val;
+        y[i] = val;
+    }
+    return sum;
+}
+
+ggml_float ggml_vec_log_soft_max_f32(const int n, float * y, const float * x, float max) {
+    // log(soft_max) = log(soft_max_i / soft_max_sum) = log(soft_max_i) - log(soft_max_sum) = (logit_i - max) - log(soft_max_i)
+
+    int i = 0;
+    ggml_float sum = 0;
+    for (; i < n; ++i) {
+        float val = x[i] - max;
+        y[i] = val;
+        sum += (ggml_float)expf(val);
+    }
+    return sum = (ggml_float)logf(sum);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cpu/vec.h b/ml/backend/ggml/ggml/src/ggml-cpu/vec.h
new file mode 100644
index 0000000..23cbb30
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cpu/vec.h
@@ -0,0 +1,802 @@
+// Vectorized functions for fundamental operations
+
+#pragma once
+
+#include "ggml-impl.h"
+#include "simd-mappings.h"
+#include "ggml.h"
+
+#if defined(GGML_USE_ACCELERATE)
+#include <Accelerate/Accelerate.h>
+#endif
+
+// floating point type used to accumulate sums
+typedef double ggml_float;
+
+#define GGML_GELU_FP16
+#define GGML_GELU_QUICK_FP16
+
+#define GGML_SOFT_MAX_UNROLL 4
+#define GGML_VEC_DOT_UNROLL  2
+#define GGML_VEC_MAD_UNROLL  32
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+//
+// global data
+//
+
+// precomputed gelu table for f16 (128 KB)
+extern ggml_fp16_t ggml_table_gelu_f16[1 << 16];
+
+// precomputed quick gelu table for f16 (128 KB)
+extern ggml_fp16_t ggml_table_gelu_quick_f16[1 << 16];
+
+//
+// fundamental operations
+//
+
+void ggml_vec_dot_f32(int n, float * GGML_RESTRICT s, size_t bs, const float * GGML_RESTRICT x, size_t bx, const float * GGML_RESTRICT y, size_t by, int nrc);
+void ggml_vec_dot_bf16(int n, float * GGML_RESTRICT s, size_t bs, ggml_bf16_t * GGML_RESTRICT x, size_t bx, ggml_bf16_t * GGML_RESTRICT y, size_t by, int nrc);
+void ggml_vec_dot_f16(int n, float * GGML_RESTRICT s, size_t bs, ggml_fp16_t * GGML_RESTRICT x, size_t bx, ggml_fp16_t * GGML_RESTRICT y, size_t by, int nrc);
+
+void ggml_vec_silu_f32(const int n, float * y, const float * x);
+ggml_float ggml_vec_soft_max_f32(const int n, float * y, const float * x, float max);
+ggml_float ggml_vec_log_soft_max_f32(const int n, float * y, const float * x, float max);
+
+inline static void ggml_vec_set_i8(const int n, int8_t * x, const int8_t v) { for (int i = 0; i < n; ++i) x[i] = v; }
+inline static void ggml_vec_set_i16(const int n, int16_t * x, const int16_t v) { for (int i = 0; i < n; ++i) x[i] = v; }
+
+inline static void ggml_vec_set_i32(const int n, int32_t * x, const int32_t   v) { for (int i = 0; i < n; ++i) x[i] = v;    }
+inline static void ggml_vec_cpy_i32(const int n, int32_t * y, const int32_t * x) { for (int i = 0; i < n; ++i) y[i] = x[i]; }
+
+inline static void ggml_vec_set_f16(const int n, ggml_fp16_t * x, const ggml_fp16_t v) { for (int i = 0; i < n; ++i) x[i] = v; }
+inline static void ggml_vec_set_bf16(const int n, ggml_bf16_t * x, const ggml_bf16_t v) { for (int i = 0; i < n; ++i) x[i] = v; }
+inline static void ggml_vec_add_f32 (const int n, float * z, const float * x, const float * y) { for (int i = 0; i < n; ++i) z[i]  = x[i] + y[i]; }
+inline static void ggml_vec_add_f16 (const int n, ggml_fp16_t * z, const ggml_fp16_t * x, const ggml_fp16_t * y) {
+    for (int i = 0; i < n; ++i) {
+        z[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(x[i]) + GGML_FP16_TO_FP32(y[i]));
+    }
+}
+inline static void ggml_vec_add1_f32(const int n, float * z, const float * x, const float   v) { for (int i = 0; i < n; ++i) z[i]  = x[i] + v;    }
+inline static void ggml_vec_acc_f32 (const int n, float * y, const float * x)                  { for (int i = 0; i < n; ++i) y[i] += x[i];        }
+inline static void ggml_vec_acc1_f32(const int n, float * y, const float   v)                  { for (int i = 0; i < n; ++i) y[i] += v;           }
+inline static void ggml_vec_sub_f32 (const int n, float * z, const float * x, const float * y) { for (int i = 0; i < n; ++i) z[i]  = x[i] - y[i]; }
+inline static void ggml_vec_sub_f16 (const int n, ggml_fp16_t * z, const ggml_fp16_t * x, const ggml_fp16_t * y) {
+    for (int i = 0; i < n; ++i) {
+        z[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(x[i]) - GGML_FP16_TO_FP32(y[i]));
+    }
+}
+inline static void ggml_vec_set_f32 (const int n, float * x, const float   v)                  { for (int i = 0; i < n; ++i) x[i]  = v;           }
+inline static void ggml_vec_cpy_f32 (const int n, float * y, const float * x)                  { for (int i = 0; i < n; ++i) y[i]  = x[i];        }
+inline static void ggml_vec_neg_f32 (const int n, float * y, const float * x)                  { for (int i = 0; i < n; ++i) y[i]  = -x[i];       }
+inline static void ggml_vec_neg_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(-GGML_FP16_TO_FP32(x[i]));
+    }
+}
+
+inline static void ggml_vec_mul_f32 (const int n, float * z, const float * x, const float * y) { for (int i = 0; i < n; ++i) z[i]  = x[i]*y[i];   }
+inline static void ggml_vec_mul_f16 (const int n, ggml_fp16_t * z, const ggml_fp16_t * x, const ggml_fp16_t * y) {
+    for (int i = 0; i < n; ++i) {
+        z[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(x[i]) * GGML_FP16_TO_FP32(y[i]));
+    }
+}
+inline static void ggml_vec_div_f32 (const int n, float * z, const float * x, const float * y) { for (int i = 0; i < n; ++i) z[i]  = x[i]/y[i];   }
+inline static void ggml_vec_div_f16 (const int n, ggml_fp16_t * z, const ggml_fp16_t * x, const ggml_fp16_t * y) {
+    for (int i = 0; i < n; ++i) {
+        z[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(x[i]) / GGML_FP16_TO_FP32(y[i]));
+    }
+}
+
+// compute GGML_VEC_DOT_UNROLL dot products at once
+// xs - x row stride in bytes
+inline static void ggml_vec_dot_f16_unroll(const int n, const int xs, float * GGML_RESTRICT s, void * GGML_RESTRICT xv, ggml_fp16_t * GGML_RESTRICT y) {
+    ggml_float sumf[GGML_VEC_DOT_UNROLL] = { 0.0 };
+
+    ggml_fp16_t * GGML_RESTRICT x[GGML_VEC_DOT_UNROLL];
+
+    for (int i = 0; i < GGML_VEC_DOT_UNROLL; ++i) {
+        x[i] = (ggml_fp16_t *) ((char *) xv + i*xs);
+    }
+
+#if defined(GGML_SIMD)
+    const int np = (n & ~(GGML_F16_STEP - 1));
+
+    GGML_F16_VEC sum[GGML_VEC_DOT_UNROLL][GGML_F16_ARR] = { { GGML_F16_VEC_ZERO } };
+
+    GGML_F16_VEC ax[GGML_F16_ARR];
+    GGML_F16_VEC ay[GGML_F16_ARR];
+
+    for (int i = 0; i < np; i += GGML_F16_STEP) {
+        for (int j = 0; j < GGML_F16_ARR; j++) {
+            ay[j] = GGML_F16_VEC_LOAD(y + i + j*GGML_F16_EPR, j);
+
+            for (int k = 0; k < GGML_VEC_DOT_UNROLL; ++k) {
+                ax[j] = GGML_F16_VEC_LOAD(x[k] + i + j*GGML_F16_EPR, j);
+
+                sum[k][j] = GGML_F16_VEC_FMA(sum[k][j], ax[j], ay[j]);
+            }
+        }
+    }
+
+    // reduce sum0..sum3 to sum0
+    for (int k = 0; k < GGML_VEC_DOT_UNROLL; ++k) {
+        GGML_F16_VEC_REDUCE(sumf[k], sum[k]);
+    }
+
+    // leftovers
+    for (int i = np; i < n; ++i) {
+        for (int j = 0; j < GGML_VEC_DOT_UNROLL; ++j) {
+            sumf[j] += (ggml_float)(GGML_FP16_TO_FP32(x[j][i])*GGML_FP16_TO_FP32(y[i]));
+        }
+    }
+#else
+    for (int i = 0; i < n; ++i) {
+        for (int j = 0; j < GGML_VEC_DOT_UNROLL; ++j) {
+            sumf[j] += (ggml_float)(GGML_FP16_TO_FP32(x[j][i])*GGML_FP16_TO_FP32(y[i]));
+        }
+    }
+#endif
+
+    for (int i = 0; i < GGML_VEC_DOT_UNROLL; ++i) {
+        s[i] = (float)sumf[i];
+    }
+}
+
+inline static void ggml_vec_mad_f32(const int n, float * GGML_RESTRICT y, const float * GGML_RESTRICT x, const float v) {
+#if defined(GGML_SIMD)
+    const int np = (n & ~(GGML_F32_STEP - 1));
+
+    GGML_F32_VEC vx = GGML_F32_VEC_SET1(v);
+
+    GGML_F32_VEC ax[GGML_F32_ARR];
+    GGML_F32_VEC ay[GGML_F32_ARR];
+
+    for (int i = 0; i < np; i += GGML_F32_STEP) {
+        for (int j = 0; j < GGML_F32_ARR; j++) {
+            ax[j] = GGML_F32_VEC_LOAD(x + i + j*GGML_F32_EPR);
+            ay[j] = GGML_F32_VEC_LOAD(y + i + j*GGML_F32_EPR);
+            ay[j] = GGML_F32_VEC_FMA(ay[j], ax[j], vx);
+
+            GGML_F32_VEC_STORE(y + i + j*GGML_F32_EPR, ay[j]);
+        }
+    }
+
+    // leftovers
+    for (int i = np; i < n; ++i) {
+        y[i] += x[i]*v;
+    }
+#else
+    // scalar
+    for (int i = 0; i < n; ++i) {
+        y[i] += x[i]*v;
+    }
+#endif
+}
+
+inline static void ggml_vec_mad_f16(const int n, ggml_fp16_t * GGML_RESTRICT y, const ggml_fp16_t * GGML_RESTRICT x, const float v) {
+#if defined(GGML_SIMD)
+    const int np = (n & ~(GGML_F16_STEP - 1));
+
+    GGML_F16_VEC vx = GGML_F16_VEC_SET1(v);
+
+    GGML_F16_VEC ax[GGML_F16_ARR];
+    GGML_F16_VEC ay[GGML_F16_ARR];
+
+    for (int i = 0; i < np; i += GGML_F16_STEP) {
+        for (int j = 0; j < GGML_F16_ARR; j++) {
+            ax[j] = GGML_F16_VEC_LOAD(x + i + j*GGML_F16_EPR, j);
+            ay[j] = GGML_F16_VEC_LOAD(y + i + j*GGML_F16_EPR, j);
+            ay[j] = GGML_F16_VEC_FMA(ay[j], ax[j], vx);
+
+            GGML_F16_VEC_STORE(y + i + j*GGML_F16_EPR, ay, j);
+        }
+    }
+
+    // leftovers
+    for (int i = np; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(y[i]) + GGML_FP16_TO_FP32(x[i])*v);
+    }
+#else
+    // scalar
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(y[i]) + GGML_FP16_TO_FP32(x[i])*v);
+    }
+#endif
+}
+
+// xs and vs are byte strides of x and v
+inline static void ggml_vec_mad_f32_unroll(const int n, const int xs, const int vs, float * GGML_RESTRICT y, const float * GGML_RESTRICT xv, const float * GGML_RESTRICT vv) {
+
+    const float * GGML_RESTRICT x[GGML_VEC_MAD_UNROLL];
+    const float * GGML_RESTRICT v[GGML_VEC_MAD_UNROLL];
+
+    for (int i = 0; i < GGML_VEC_MAD_UNROLL; ++i) {
+        x[i] = (const float *) ((const char *) xv + i*xs);
+        v[i] = (const float *) ((const char *) vv + i*vs);
+    }
+
+#if defined(GGML_SIMD)
+    const int np = (n & ~(GGML_F32_STEP - 1));
+
+    GGML_F32_VEC vx[GGML_VEC_MAD_UNROLL];
+
+    for (int k = 0; k < GGML_VEC_MAD_UNROLL; ++k) {
+        vx[k] = GGML_F32_VEC_SET1(v[k][0]);
+    }
+
+    GGML_F32_VEC ax[GGML_VEC_MAD_UNROLL][GGML_F32_ARR];
+    GGML_F32_VEC ay[GGML_F32_ARR];
+
+    for (int i = 0; i < np; i += GGML_F32_STEP) {
+        for (int j = 0; j < GGML_F32_ARR; j++) {
+            ay[j] = GGML_F32_VEC_LOAD(y + i + j*GGML_F32_EPR);
+
+            for (int k = 0; k < GGML_VEC_MAD_UNROLL; ++k) {
+                ax[k][j] = GGML_F32_VEC_LOAD(x[k] + i + j*GGML_F32_EPR);
+                ay[j] = GGML_F32_VEC_FMA(ay[j], ax[k][j], vx[k]);
+            }
+
+            GGML_F32_VEC_STORE(y + i + j*GGML_F32_EPR, ay[j]);
+        }
+    }
+
+    // leftovers
+    for (int k = 0; k < GGML_VEC_MAD_UNROLL; ++k) {
+        for (int i = np; i < n; ++i) {
+            y[i] += x[k][i]*v[k][0];
+        }
+    }
+#else
+    // scalar
+    for (int k = 0; k < GGML_VEC_MAD_UNROLL; ++k) {
+        for (int i = 0; i < n; ++i) {
+            y[i] += x[k][i]*v[k][0];
+        }
+    }
+#endif
+}
+
+//inline static void ggml_vec_scale_f32(const int n, float * y, const float   v) { for (int i = 0; i < n; ++i) y[i] *= v;          }
+inline static void ggml_vec_scale_f32(const int n, float * y, const float   v) {
+#if defined(GGML_USE_ACCELERATE)
+    vDSP_vsmul(y, 1, &v, y, 1, n);
+#elif defined(GGML_SIMD)
+    const int np = (n & ~(GGML_F32_STEP - 1));
+
+    GGML_F32_VEC vx = GGML_F32_VEC_SET1(v);
+
+    GGML_F32_VEC ay[GGML_F32_ARR];
+
+    for (int i = 0; i < np; i += GGML_F32_STEP) {
+        for (int j = 0; j < GGML_F32_ARR; j++) {
+            ay[j] = GGML_F32_VEC_LOAD(y + i + j*GGML_F32_EPR);
+            ay[j] = GGML_F32_VEC_MUL(ay[j], vx);
+
+            GGML_F32_VEC_STORE(y + i + j*GGML_F32_EPR, ay[j]);
+        }
+    }
+
+    // leftovers
+    for (int i = np; i < n; ++i) {
+        y[i] *= v;
+    }
+#else
+    // scalar
+    for (int i = 0; i < n; ++i) {
+        y[i] *= v;
+    }
+#endif
+}
+
+inline static void ggml_vec_scale_f16(const int n, ggml_fp16_t * y, const float v) {
+#if defined(GGML_SIMD)
+    const int np = (n & ~(GGML_F16_STEP - 1));
+
+    GGML_F16_VEC vx = GGML_F16_VEC_SET1(v);
+
+    GGML_F16_VEC ay[GGML_F16_ARR];
+
+    for (int i = 0; i < np; i += GGML_F16_STEP) {
+        for (int j = 0; j < GGML_F16_ARR; j++) {
+            ay[j] = GGML_F16_VEC_LOAD(y + i + j*GGML_F16_EPR, j);
+            ay[j] = GGML_F16_VEC_MUL(ay[j], vx);
+
+            GGML_F16_VEC_STORE(y + i + j*GGML_F16_EPR, ay, j);
+        }
+    }
+
+    // leftovers
+    for (int i = np; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(y[i])*v);
+    }
+#else
+    // scalar
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(y[i])*v);
+    }
+#endif
+}
+
+inline static void ggml_vec_norm_f32 (const int n, float * s, const float * x) { ggml_vec_dot_f32(n, s, 0, x, 0, x, 0, 1); *s = sqrtf(*s);   }
+inline static void ggml_vec_sqr_f32  (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = x[i]*x[i];   }
+inline static void ggml_vec_sqr_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        float v = GGML_FP16_TO_FP32(x[i]);
+        y[i] = GGML_FP32_TO_FP16(v*v);
+    }
+}
+inline static void ggml_vec_sqrt_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = sqrtf(x[i]); }
+inline static void ggml_vec_sqrt_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(sqrtf(GGML_FP16_TO_FP32(x[i])));
+    }
+}
+inline static void ggml_vec_log_f32  (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = logf(x[i]);  }
+inline static void ggml_vec_log_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(logf(GGML_FP16_TO_FP32(x[i])));
+    }
+}
+inline static void ggml_vec_sin_f32  (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = sinf(x[i]);  }
+inline static void ggml_vec_sin_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(sinf(GGML_FP16_TO_FP32(x[i])));
+    }
+}
+inline static void ggml_vec_cos_f32  (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = cosf(x[i]);  }
+inline static void ggml_vec_cos_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(cosf(GGML_FP16_TO_FP32(x[i])));
+    }
+}
+inline static void ggml_vec_abs_f32  (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = fabsf(x[i]); }
+inline static void ggml_vec_abs_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(fabsf(GGML_FP16_TO_FP32(x[i])));
+    }
+}
+inline static void ggml_vec_sgn_f32  (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? 1.f : ((x[i] < 0.f) ? -1.f : 0.f); }
+inline static void ggml_vec_sgn_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        float v = GGML_FP16_TO_FP32(x[i]);
+        y[i] = GGML_FP32_TO_FP16((v > 0.f) ? 1.f : ((v < 0.f) ? -1.f : 0.f));
+    }
+}
+inline static void ggml_vec_step_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? 1.f : 0.f; }
+inline static void ggml_vec_step_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16((GGML_FP16_TO_FP32(x[i]) > 0.f) ? 1.f : 0.f);
+    }
+}
+inline static void ggml_vec_tanh_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = tanhf(x[i]);  }
+inline static void ggml_vec_tanh_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(tanhf(GGML_FP16_TO_FP32(x[i])));
+    }
+}
+inline static void ggml_vec_elu_f32  (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? x[i] : expm1f(x[i]); }
+inline static void ggml_vec_elu_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(expm1f(GGML_FP16_TO_FP32(x[i])));
+    }
+}
+inline static void ggml_vec_relu_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? x[i] : 0.f; }
+inline static void ggml_vec_relu_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        float v = GGML_FP16_TO_FP32(x[i]);
+        y[i] = GGML_FP32_TO_FP16((v > 0.f) ? v : 0.f);
+    }
+}
+inline static void ggml_vec_leaky_relu_f32 (const int n, float * y, const float * x, const float ns) { for (int i = 0; i < n; ++i) y[i] = ((x[i] > 0.f) ? x[i] : 0.f) + ns * ((x[i] < 0.0f) ? x[i] : 0.f); }
+inline static void ggml_vec_leaky_relu_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x, const float ns) {
+    for (int i = 0; i < n; ++i) {
+        float v = GGML_FP16_TO_FP32(x[i]);
+        y[i] = GGML_FP32_TO_FP16(((v > 0.f) ? v : 0.f) + ns * ((v < 0.0f) ? v : 0.f));
+    }
+}
+inline static void ggml_vec_sigmoid_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = 1.f / (1.f + expf(-x[i])); }
+inline static void ggml_vec_sigmoid_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(1.f / (1.f + expf(-GGML_FP16_TO_FP32(x[i]))));
+    }
+}
+// TODO: optimize performance
+inline static void ggml_vec_hardswish_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = x[i] * fminf(1.0f, fmaxf(0.0f, (x[i] + 3.0f) / 6.0f)); }
+inline static void ggml_vec_hardswish_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        float v = GGML_FP16_TO_FP32(x[i]);
+        y[i] = GGML_FP32_TO_FP16(v * fminf(1.0f, fmaxf(0.0f, (v + 3.0f) / 6.0f)));
+    }
+}
+inline static void ggml_vec_hardsigmoid_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = fminf(1.0f, fmaxf(0.0f, (x[i] + 3.0f) / 6.0f)); }
+inline static void ggml_vec_hardsigmoid_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(fminf(1.0f, fmaxf(0.0f, (GGML_FP16_TO_FP32(x[i]) + 3.0f) / 6.0f)));
+    }
+}
+inline static void ggml_vec_exp_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = expf(x[i]); }
+inline static void ggml_vec_exp_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(expf(GGML_FP16_TO_FP32(x[i])));
+    }
+}
+
+static const float GELU_COEF_A     = 0.044715f;
+static const float GELU_QUICK_COEF = -1.702f;
+static const float SQRT_2_OVER_PI  = 0.79788456080286535587989211986876f;
+
+inline static float ggml_gelu_f32(float x) {
+    return 0.5f*x*(1.0f + tanhf(SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x)));
+}
+
+inline static void ggml_vec_gelu_f16(const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    const uint16_t * i16 = (const uint16_t *) x;
+    for (int i = 0; i < n; ++i) {
+        y[i] = ggml_table_gelu_f16[i16[i]];
+    }
+}
+
+#ifdef GGML_GELU_FP16
+inline static void ggml_vec_gelu_f32(const int n, float * y, const float * x) {
+    uint16_t t;
+    for (int i = 0; i < n; ++i) {
+        if (x[i] <= -10.0f) {
+            y[i] = 0.0f;
+        } else if (x[i] >= 10.0f) {
+            y[i] = x[i];
+        } else {
+            ggml_fp16_t fp16 = GGML_FP32_TO_FP16(x[i]);
+            memcpy(&t, &fp16, sizeof(uint16_t));
+            y[i] = GGML_FP16_TO_FP32(ggml_table_gelu_f16[t]);
+        }
+    }
+}
+#else
+inline static void ggml_vec_gelu_f32(const int n, float * y, const float * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = ggml_gelu_f32(x[i]);
+    }
+}
+#endif
+
+inline static float ggml_gelu_quick_f32(float x) {
+    return x*(1.0f/(1.0f+expf(GELU_QUICK_COEF*x)));
+}
+
+//inline static void ggml_vec_gelu_quick_f16(const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+//    const uint16_t * i16 = (const uint16_t *) x;
+//    for (int i = 0; i < n; ++i) {
+//        y[i] = ggml_table_gelu_quick_f16[i16[i]];
+//    }
+//}
+
+#ifdef GGML_GELU_QUICK_FP16
+inline static void ggml_vec_gelu_quick_f32(const int n, float * y, const float * x) {
+    uint16_t t;
+    for (int i = 0; i < n; ++i) {
+        ggml_fp16_t fp16 = GGML_FP32_TO_FP16(x[i]);
+        memcpy(&t, &fp16, sizeof(uint16_t));
+        y[i] = GGML_FP16_TO_FP32(ggml_table_gelu_quick_f16[t]);
+    }
+}
+#else
+inline static void ggml_vec_gelu_quick_f32(const int n, float * y, const float * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = ggml_gelu_quick_f32(x[i]);
+    }
+}
+#endif
+
+inline static void ggml_vec_gelu_quick_f16(const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        float v = GGML_FP16_TO_FP32(x[i]);
+        y[i] = GGML_FP32_TO_FP16(v*(1.0f/(1.0f+expf(GELU_QUICK_COEF*v))));
+    }
+}
+
+// Sigmoid Linear Unit (SiLU) function
+inline static float ggml_silu_f32(float x) {
+    return x/(1.0f + expf(-x));
+}
+inline static ggml_fp16_t ggml_silu_f16(ggml_fp16_t x) {
+    float v = GGML_FP16_TO_FP32(x);
+    return GGML_FP32_TO_FP16(v/(1.0f + expf(-v)));
+}
+
+#if __FINITE_MATH_ONLY__
+#error "some routines in ggml.c require non-finite math arithmetics -- pass -fno-finite-math-only to the compiler to fix"
+#error "ref: https://github.com/ggml-org/llama.cpp/pull/7154#issuecomment-2143844461"
+#endif
+
+#if defined(__ARM_NEON) && defined(__aarch64__)
+
+// adapted from arm limited optimized routine
+// the maximum error is 1.45358 plus 0.5 ulps
+// numbers above 88.38 will flush to infinity
+// numbers beneath -103.97 will flush to zero
+inline static float32x4_t ggml_v_expf(float32x4_t x) {
+    const float32x4_t r = vdupq_n_f32(0x1.8p23f);
+    const float32x4_t z = vfmaq_f32(r, x, vdupq_n_f32(0x1.715476p+0f));
+    const float32x4_t n = vsubq_f32(z, r);
+    const float32x4_t b = vfmsq_f32(vfmsq_f32(x, n, vdupq_n_f32(0x1.62e4p-1f)), n,
+                                    vdupq_n_f32(0x1.7f7d1cp-20f));
+    const uint32x4_t e = vshlq_n_u32(vreinterpretq_u32_f32(z), 23);
+    const float32x4_t k = vreinterpretq_f32_u32(vaddq_u32(e, vreinterpretq_u32_f32(vdupq_n_f32(1))));
+    const uint32x4_t c = vcagtq_f32(n, vdupq_n_f32(126));
+    const float32x4_t u = vmulq_f32(b, b);
+    const float32x4_t j = vfmaq_f32(
+        vmulq_f32(vdupq_n_f32(0x1.ffffecp-1f), b),
+        vfmaq_f32(vfmaq_f32(vdupq_n_f32(0x1.fffdb6p-2f), vdupq_n_f32(0x1.555e66p-3f), b),
+                  vfmaq_f32(vdupq_n_f32(0x1.573e2ep-5f), vdupq_n_f32(0x1.0e4020p-7f), b), u), u);
+    if (!vpaddd_u64(vreinterpretq_u64_u32(c)))
+        return vfmaq_f32(k, j, k);
+    const uint32x4_t d = vandq_u32(vclezq_f32(n), vdupq_n_u32(0x82000000));
+    const float32x4_t s1 = vreinterpretq_f32_u32(vaddq_u32(d, vdupq_n_u32(0x7f000000)));
+    const float32x4_t s2 = vreinterpretq_f32_u32(vsubq_u32(e, d));
+    return vbslq_f32(vcagtq_f32(n, vdupq_n_f32(192)), vmulq_f32(s1, s1),
+                     vbslq_f32(c, vmulq_f32(vfmaq_f32(s2, s2, j), s1), vfmaq_f32(k, k, j)));
+}
+
+// computes silu x/(1+exp(-x)) in single precision vector
+inline static float32x4_t ggml_v_silu(float32x4_t x) {
+    const float32x4_t one = vdupq_n_f32(1.0f);
+    const float32x4_t zero = vdupq_n_f32(0.0f);
+    const float32x4_t neg_x = vsubq_f32(zero, x);
+    const float32x4_t exp_neg_x = ggml_v_expf(neg_x);
+    const float32x4_t one_plus_exp_neg_x = vaddq_f32(one, exp_neg_x);
+    return vdivq_f32(x, one_plus_exp_neg_x);
+}
+
+#elif defined(__AVX512F__) && defined(__AVX512DQ__)
+
+// adapted from arm limited optimized routine
+// the maximum error is 1.45358 plus 0.5 ulps
+// numbers above 88.38 will flush to infinity
+// numbers beneath -103.97 will flush to zero
+inline static __m512 ggml_v_expf(__m512 x) {
+  const __m512 r = _mm512_set1_ps(0x1.8p23f);
+  const __m512 z = _mm512_fmadd_ps(x, _mm512_set1_ps(0x1.715476p+0f), r);
+  const __m512 n = _mm512_sub_ps(z, r);
+  const __m512 b =
+      _mm512_fnmadd_ps(n, _mm512_set1_ps(0x1.7f7d1cp-20f),
+                       _mm512_fnmadd_ps(n, _mm512_set1_ps(0x1.62e4p-1f), x));
+  const __mmask16 d =
+      _mm512_cmp_ps_mask(_mm512_abs_ps(n), _mm512_set1_ps(192), _CMP_GT_OQ);
+  const __m512 u = _mm512_mul_ps(b, b);
+  const __m512 j = _mm512_fmadd_ps(
+      _mm512_fmadd_ps(_mm512_fmadd_ps(_mm512_set1_ps(0x1.0e4020p-7f), b,
+                                      _mm512_set1_ps(0x1.573e2ep-5f)),
+                      u,
+                      _mm512_fmadd_ps(_mm512_set1_ps(0x1.555e66p-3f), b,
+                                      _mm512_set1_ps(0x1.fffdb6p-2f))),
+      u,
+      _mm512_fmadd_ps(_mm512_set1_ps(0x1.ffffecp-1f), b, _mm512_set1_ps(1.0F)));
+  const __m512 res = _mm512_scalef_ps(j, n);
+  if (_mm512_kortestz(d, d))
+    return res;
+  const __m512 zero = _mm512_setzero_ps();
+  const __m512 alt = _mm512_mask_blend_ps(
+      _mm512_cmp_ps_mask(n, zero, _CMP_LE_OQ), _mm512_set1_ps(INFINITY), zero);
+  return _mm512_mask_blend_ps(d, res, alt);
+}
+
+// computes silu x/(1+exp(-x)) in single precision vector
+inline static __m512 ggml_v_silu(__m512 x) {
+    const __m512 one = _mm512_set1_ps(1);
+    const __m512 zero = _mm512_setzero_ps();
+    const __m512 neg_x = _mm512_sub_ps(zero, x);
+    const __m512 exp_neg_x = ggml_v_expf(neg_x);
+    const __m512 one_plus_exp_neg_x = _mm512_add_ps(one, exp_neg_x);
+    return _mm512_div_ps(x, one_plus_exp_neg_x);
+}
+
+#elif defined(__AVX2__) && defined(__FMA__)
+
+// adapted from arm limited optimized routine
+// the maximum error is 1.45358 plus 0.5 ulps
+// numbers above 88.38 will flush to infinity
+// numbers beneath -103.97 will flush to zero
+inline static __m256 ggml_v_expf(__m256 x) {
+  const __m256 r = _mm256_set1_ps(0x1.8p23f);
+  const __m256 z = _mm256_fmadd_ps(x, _mm256_set1_ps(0x1.715476p+0f), r);
+  const __m256 n = _mm256_sub_ps(z, r);
+  const __m256 b = _mm256_fnmadd_ps(n, _mm256_set1_ps(0x1.7f7d1cp-20f),
+                                    _mm256_fnmadd_ps(n, _mm256_set1_ps(0x1.62e4p-1f), x));
+  const __m256i e = _mm256_slli_epi32(_mm256_castps_si256(z), 23);
+  const __m256 k = _mm256_castsi256_ps(
+      _mm256_add_epi32(e, _mm256_castps_si256(_mm256_set1_ps(1))));
+  const __m256i c = _mm256_castps_si256(
+      _mm256_cmp_ps(_mm256_andnot_ps(_mm256_set1_ps(-0.f), n),
+                    _mm256_set1_ps(126), _CMP_GT_OQ));
+  const __m256 u = _mm256_mul_ps(b, b);
+  const __m256 j = _mm256_fmadd_ps(_mm256_fmadd_ps(_mm256_fmadd_ps(_mm256_set1_ps(0x1.0e4020p-7f), b,
+                                                                   _mm256_set1_ps(0x1.573e2ep-5f)), u,
+                                                   _mm256_fmadd_ps(_mm256_set1_ps(0x1.555e66p-3f), b,
+                                                                   _mm256_set1_ps(0x1.fffdb6p-2f))),
+                                   u, _mm256_mul_ps(_mm256_set1_ps(0x1.ffffecp-1f), b));
+  if (!_mm256_movemask_ps(_mm256_castsi256_ps(c)))
+    return _mm256_fmadd_ps(j, k, k);
+  const __m256i g = _mm256_and_si256(
+      _mm256_castps_si256(_mm256_cmp_ps(n, _mm256_setzero_ps(), _CMP_LE_OQ)),
+      _mm256_set1_epi32(0x82000000u));
+  const __m256 s1 =
+      _mm256_castsi256_ps(_mm256_add_epi32(g, _mm256_set1_epi32(0x7f000000u)));
+  const __m256 s2 = _mm256_castsi256_ps(_mm256_sub_epi32(e, g));
+  const __m256i d = _mm256_castps_si256(
+      _mm256_cmp_ps(_mm256_andnot_ps(_mm256_set1_ps(-0.f), n),
+                    _mm256_set1_ps(192), _CMP_GT_OQ));
+  return _mm256_or_ps(
+      _mm256_and_ps(_mm256_castsi256_ps(d), _mm256_mul_ps(s1, s1)),
+      _mm256_andnot_ps(
+          _mm256_castsi256_ps(d),
+          _mm256_or_ps(
+              _mm256_and_ps(_mm256_castsi256_ps(c),
+                            _mm256_mul_ps(_mm256_fmadd_ps(s2, j, s2), s1)),
+              _mm256_andnot_ps(_mm256_castsi256_ps(c), _mm256_fmadd_ps(k, j, k)))));
+}
+
+// computes silu x/(1+exp(-x)) in single precision vector
+inline static __m256 ggml_v_silu(__m256 x) {
+    const __m256 one = _mm256_set1_ps(1);
+    const __m256 zero = _mm256_setzero_ps();
+    const __m256 neg_x = _mm256_sub_ps(zero, x);
+    const __m256 exp_neg_x = ggml_v_expf(neg_x);
+    const __m256 one_plus_exp_neg_x = _mm256_add_ps(one, exp_neg_x);
+    return _mm256_div_ps(x, one_plus_exp_neg_x);
+}
+
+#elif defined(__SSE2__) // __AVX2__ / __ARM_NEON
+
+#if defined(__FMA__)
+#define MADD128(x, y, z) _mm_fmadd_ps(x, y, z)
+#define NMADD128(x, y, z) _mm_fnmadd_ps(x, y, z)
+#else
+#define MADD128(x, y, z) _mm_add_ps(_mm_mul_ps(x, y), z)
+#define NMADD128(x, y, z) _mm_sub_ps(z, _mm_mul_ps(x, y))
+#endif
+
+// adapted from arm limited optimized routine
+// the maximum error is 1.45358 plus 0.5 ulps
+// numbers above 88.38 will flush to infinity
+// numbers beneath -103.97 will flush to zero
+inline static __m128 ggml_v_expf(__m128 x) {
+    const __m128 r = _mm_set1_ps(0x1.8p23f);
+    const __m128 z = MADD128(x, _mm_set1_ps(0x1.715476p+0f), r);
+    const __m128 n = _mm_sub_ps(z, r);
+    const __m128 b =
+        NMADD128(n, _mm_set1_ps(0x1.7f7d1cp-20f), NMADD128(n, _mm_set1_ps(0x1.62e4p-1f), x));
+    const __m128i e = _mm_slli_epi32(_mm_castps_si128(z), 23);
+    const __m128 k = _mm_castsi128_ps(_mm_add_epi32(e, _mm_castps_si128(_mm_set1_ps(1))));
+    const __m128i c =
+        _mm_castps_si128(_mm_cmpgt_ps(_mm_andnot_ps(_mm_set1_ps(-0.f), n), _mm_set1_ps(126)));
+    const __m128 u = _mm_mul_ps(b, b);
+    const __m128 j =
+        MADD128(MADD128(MADD128(_mm_set1_ps(0x1.0e4020p-7f), b, _mm_set1_ps(0x1.573e2ep-5f)), u,
+                        MADD128(_mm_set1_ps(0x1.555e66p-3f), b, _mm_set1_ps(0x1.fffdb6p-2f))),
+                u, _mm_mul_ps(_mm_set1_ps(0x1.ffffecp-1f), b));
+    if (!_mm_movemask_epi8(c))
+        return MADD128(j, k, k);
+    const __m128i g = _mm_and_si128(_mm_castps_si128(_mm_cmple_ps(n, _mm_setzero_ps())),
+                                    _mm_set1_epi32(0x82000000u));
+    const __m128 s1 = _mm_castsi128_ps(_mm_add_epi32(g, _mm_set1_epi32(0x7f000000u)));
+    const __m128 s2 = _mm_castsi128_ps(_mm_sub_epi32(e, g));
+    const __m128i d =
+        _mm_castps_si128(_mm_cmpgt_ps(_mm_andnot_ps(_mm_set1_ps(-0.f), n), _mm_set1_ps(192)));
+    return _mm_or_ps(
+        _mm_and_ps(_mm_castsi128_ps(d), _mm_mul_ps(s1, s1)),
+        _mm_andnot_ps(_mm_castsi128_ps(d),
+                      _mm_or_ps(_mm_and_ps(_mm_castsi128_ps(c), _mm_mul_ps(MADD128(s2, j, s2), s1)),
+                                _mm_andnot_ps(_mm_castsi128_ps(c), MADD128(k, j, k)))));
+}
+
+// computes silu x/(1+exp(-x)) in single precision vector
+inline static __m128 ggml_v_silu(__m128 x) {
+    const __m128 one = _mm_set1_ps(1);
+    const __m128 zero = _mm_setzero_ps();
+    const __m128 neg_x = _mm_sub_ps(zero, x);
+    const __m128 exp_neg_x = ggml_v_expf(neg_x);
+    const __m128 one_plus_exp_neg_x = _mm_add_ps(one, exp_neg_x);
+    return _mm_div_ps(x, one_plus_exp_neg_x);
+}
+
+#endif // __ARM_NEON / __AVX2__ / __SSE2__
+
+inline static void ggml_vec_silu_f16(const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
+    for (int i = 0; i < n; ++i) {
+        y[i] = ggml_silu_f16(x[i]);
+    }
+}
+
+inline static float ggml_silu_backward_f32(float x, float dy) {
+    const float s = 1.0f/(1.0f + expf(-x));
+    return dy*s*(1.0f + x*(1.0f - s));
+}
+
+inline static ggml_fp16_t ggml_silu_backward_f16(ggml_fp16_t x, ggml_fp16_t dy) {
+    const float v = GGML_FP16_TO_FP32(x);
+    const float s = 1.0f/(1.0f + expf(-v));
+    return GGML_FP32_TO_FP16(GGML_FP16_TO_FP32(dy)*s*(1.0f + v*(1.0f - s)));
+}
+
+inline static void ggml_vec_silu_backward_f32(const int n, float * dx, const float * x, const float * dy) {
+    for (int i = 0; i < n; ++i) {
+        dx[i] = ggml_silu_backward_f32(x[i], dy[i]);
+    }
+}
+
+inline static void ggml_vec_silu_backward_f16(const int n, ggml_fp16_t * dx, const ggml_fp16_t * x, const ggml_fp16_t * dy) {
+    for (int i = 0; i < n; ++i) {
+        dx[i] = ggml_silu_backward_f16(x[i], dy[i]);
+    }
+}
+
+inline static void ggml_vec_sum_f32(const int n, float * s, const float * x) {
+#ifndef GGML_USE_ACCELERATE
+    ggml_float sum = 0.0;
+    for (int i = 0; i < n; ++i) {
+        sum += (ggml_float)x[i];
+    }
+    *s = (float)sum;
+#else
+    vDSP_sve(x, 1, s, n);
+#endif
+}
+
+inline static void ggml_vec_sum_f32_ggf(const int n, ggml_float * s, const float * x) {
+    ggml_float sum = 0.0;
+    for (int i = 0; i < n; ++i) {
+        sum += (ggml_float)x[i];
+    }
+    *s = sum;
+}
+
+inline static void ggml_vec_sum_f16_ggf(const int n, float * s, const ggml_fp16_t * x) {
+    float sum = 0.0f;
+    for (int i = 0; i < n; ++i) {
+        sum += GGML_FP16_TO_FP32(x[i]);
+    }
+    *s = sum;
+}
+
+inline static void ggml_vec_sum_bf16_ggf(const int n, float * s, const ggml_bf16_t * x) {
+    float sum = 0.0f;
+    for (int i = 0; i < n; ++i) {
+        sum += GGML_BF16_TO_FP32(x[i]);
+    }
+    *s = sum;
+}
+
+inline static void ggml_vec_max_f32(const int n, float * s, const float * x) {
+#ifndef GGML_USE_ACCELERATE
+    float max = -INFINITY;
+    for (int i = 0; i < n; ++i) {
+        max = MAX(max, x[i]);
+    }
+    *s = max;
+#else
+    vDSP_maxv(x, 1, s, n);
+#endif
+}
+
+inline static void ggml_vec_norm_inv_f32(const int n, float * s, const float * x) {
+    ggml_vec_norm_f32(n, s, x);
+    *s = 1.f/(*s);
+}
+
+inline static void ggml_vec_argmax_f32(const int n, int * s, const float * x) {
+    float max = -INFINITY;
+    int idx = 0;
+    for (int i = 0; i < n; ++i) {
+        max = MAX(max, x[i]);
+        if (max == x[i]) { idx = i; }
+    }
+    *s = idx;
+}
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/CMakeLists.txt b/ml/backend/ggml/ggml/src/ggml-cuda/CMakeLists.txt
new file mode 100644
index 0000000..c9ff4aa
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/CMakeLists.txt
@@ -0,0 +1,184 @@
+cmake_minimum_required(VERSION 3.18)  # for CMAKE_CUDA_ARCHITECTURES
+
+find_package(CUDAToolkit)
+
+if (CUDAToolkit_FOUND)
+    message(STATUS "CUDA Toolkit found")
+
+    if (NOT DEFINED CMAKE_CUDA_ARCHITECTURES)
+        # native == GPUs available at build time
+        # 50     == Maxwell, lowest CUDA 12 standard
+        # 60     == P100, FP16 CUDA intrinsics
+        # 61     == Pascal, __dp4a instruction (per-byte integer dot product)
+        # 70     == V100, FP16 tensor cores
+        # 75     == Turing, int8 tensor cores
+        # 80     == Ampere, asynchronous data loading, faster tensor core instructions
+        # 86     == RTX 3000, needs CUDA v11.1
+        # 89     == RTX 4000, needs CUDA v11.8
+        #
+        # XX-virtual == compile CUDA code as PTX, do JIT compilation to binary code on first run
+        # XX-real    == compile CUDA code as device code for this specific architecture
+        # no suffix  == compile as both PTX and device code
+        #
+        # The default behavior for a non-native is to build virtual architectures as needed to cover all features needed
+        #     for best performance and to also build real architectures for the most commonly used GPUs.
+        if (GGML_NATIVE AND CUDAToolkit_VERSION VERSION_GREATER_EQUAL "11.6" AND CMAKE_VERSION VERSION_GREATER_EQUAL "3.24")
+            set(CMAKE_CUDA_ARCHITECTURES "native")
+        elseif(GGML_CUDA_F16 OR GGML_CUDA_DMMV_F16)
+            if (CUDAToolkit_VERSION VERSION_GREATER_EQUAL "11.8")
+                set(CMAKE_CUDA_ARCHITECTURES "60-virtual;61-virtual;70-virtual;75-virtual;80-virtual;86-real;89-real")
+            else()
+                set(CMAKE_CUDA_ARCHITECTURES "60-virtual;61-virtual;70-virtual;75-virtual;80-virtual;86-real")
+            endif()
+        else()
+            if (CUDAToolkit_VERSION VERSION_GREATER_EQUAL "11.8")
+                set(CMAKE_CUDA_ARCHITECTURES "50-virtual;61-virtual;70-virtual;75-virtual;80-virtual;86-real;89-real")
+            else()
+                set(CMAKE_CUDA_ARCHITECTURES "50-virtual;61-virtual;70-virtual;75-virtual;80-virtual;86-real")
+            endif()
+        endif()
+    endif()
+    message(STATUS "Using CUDA architectures: ${CMAKE_CUDA_ARCHITECTURES}")
+
+    enable_language(CUDA)
+
+    file(GLOB   GGML_HEADERS_CUDA "*.cuh")
+    list(APPEND GGML_HEADERS_CUDA "../../include/ggml-cuda.h")
+
+    file(GLOB   GGML_SOURCES_CUDA "*.cu")
+    file(GLOB   SRCS "template-instances/fattn-mma*.cu")
+    list(APPEND GGML_SOURCES_CUDA ${SRCS})
+    file(GLOB   SRCS "template-instances/mmq*.cu")
+    list(APPEND GGML_SOURCES_CUDA ${SRCS})
+
+    if (GGML_CUDA_FA_ALL_QUANTS)
+        file(GLOB   SRCS "template-instances/fattn-vec*.cu")
+        list(APPEND GGML_SOURCES_CUDA ${SRCS})
+        add_compile_definitions(GGML_CUDA_FA_ALL_QUANTS)
+    else()
+        file(GLOB   SRCS "template-instances/fattn-vec*q4_0-q4_0.cu")
+        list(APPEND GGML_SOURCES_CUDA ${SRCS})
+        file(GLOB   SRCS "template-instances/fattn-vec*q8_0-q8_0.cu")
+        list(APPEND GGML_SOURCES_CUDA ${SRCS})
+        file(GLOB   SRCS "template-instances/fattn-vec*f16-f16.cu")
+        list(APPEND GGML_SOURCES_CUDA ${SRCS})
+    endif()
+
+    ggml_add_backend_library(ggml-cuda
+                             ${GGML_HEADERS_CUDA}
+                             ${GGML_SOURCES_CUDA}
+                            )
+
+    add_compile_definitions(GGML_CUDA_PEER_MAX_BATCH_SIZE=${GGML_CUDA_PEER_MAX_BATCH_SIZE})
+
+    if (GGML_CUDA_GRAPHS)
+        add_compile_definitions(GGML_CUDA_USE_GRAPHS)
+    endif()
+
+    if (GGML_CUDA_FORCE_MMQ)
+        add_compile_definitions(GGML_CUDA_FORCE_MMQ)
+    endif()
+
+    if (GGML_CUDA_FORCE_CUBLAS)
+        add_compile_definitions(GGML_CUDA_FORCE_CUBLAS)
+    endif()
+
+    if (GGML_CUDA_NO_VMM)
+        add_compile_definitions(GGML_CUDA_NO_VMM)
+    endif()
+
+    if (NOT GGML_CUDA_FA)
+        add_compile_definitions(GGML_CUDA_NO_FA)
+    endif()
+
+    if (GGML_CUDA_F16 OR GGML_CUDA_DMMV_F16)
+        add_compile_definitions(GGML_CUDA_F16)
+    endif()
+
+    if (GGML_CUDA_NO_PEER_COPY)
+        add_compile_definitions(GGML_CUDA_NO_PEER_COPY)
+    endif()
+
+    if (GGML_STATIC)
+        if (WIN32)
+            # As of 12.3.1 CUDA Toolkit for Windows does not offer a static cublas library
+            target_link_libraries(ggml-cuda PRIVATE CUDA::cudart_static CUDA::cublas CUDA::cublasLt)
+        else ()
+            target_link_libraries(ggml-cuda PRIVATE  CUDA::cudart_static CUDA::cublas_static CUDA::cublasLt_static)
+        endif()
+    else()
+        target_link_libraries(ggml-cuda PRIVATE CUDA::cudart CUDA::cublas CUDA::cublasLt)
+    endif()
+
+    if (GGML_CUDA_NO_VMM)
+        # No VMM requested, no need to link directly with the cuda driver lib (libcuda.so)
+    else()
+        target_link_libraries(ggml-cuda PRIVATE CUDA::cuda_driver)
+    endif()
+
+    set(CUDA_CXX_FLAGS "")
+
+    set(CUDA_FLAGS -use_fast_math -extended-lambda)
+
+    if (CUDAToolkit_VERSION VERSION_GREATER_EQUAL "12.8")
+        # Options are:
+        # - none (not recommended)
+        # - speed (nvcc's default)
+        # - balance
+        # - size
+        list(APPEND CUDA_FLAGS -compress-mode=${GGML_CUDA_COMPRESSION_MODE})
+    endif()
+
+    if (GGML_FATAL_WARNINGS)
+        list(APPEND CUDA_FLAGS -Werror all-warnings)
+    endif()
+
+    if (GGML_ALL_WARNINGS AND NOT MSVC)
+        set(NVCC_CMD ${CMAKE_CUDA_COMPILER} .c)
+        if (NOT CMAKE_CUDA_HOST_COMPILER STREQUAL "")
+            list(APPEND NVCC_CMD -ccbin ${CMAKE_CUDA_HOST_COMPILER})
+        endif()
+
+        execute_process(
+            COMMAND ${NVCC_CMD} -Xcompiler --version
+            OUTPUT_VARIABLE CUDA_CCFULLVER
+            ERROR_QUIET
+        )
+
+        if (NOT CUDA_CCFULLVER MATCHES clang)
+            set(CUDA_CCID "GNU")
+            execute_process(
+                COMMAND ${NVCC_CMD} -Xcompiler "-dumpfullversion -dumpversion"
+                OUTPUT_VARIABLE CUDA_CCVER
+                ERROR_QUIET
+                OUTPUT_STRIP_TRAILING_WHITESPACE
+            )
+        else()
+            if (CUDA_CCFULLVER MATCHES Apple)
+                set(CUDA_CCID "AppleClang")
+            else()
+                set(CUDA_CCID "Clang")
+            endif()
+            string(REGEX REPLACE "^.* version ([0-9.]*).*$" "\\1" CUDA_CCVER ${CUDA_CCFULLVER})
+        endif()
+
+        message(STATUS "CUDA host compiler is ${CUDA_CCID} ${CUDA_CCVER}")
+
+        ggml_get_flags(${CUDA_CCID} ${CUDA_CCVER})
+        list(APPEND CUDA_CXX_FLAGS ${CXX_FLAGS} ${GF_CXX_FLAGS})  # This is passed to -Xcompiler later
+    endif()
+
+    if (NOT MSVC)
+        list(APPEND CUDA_CXX_FLAGS -Wno-pedantic)
+    endif()
+
+    list(JOIN   CUDA_CXX_FLAGS " " CUDA_CXX_FLAGS_JOINED)  # pass host compiler flags as a single argument
+
+    if (NOT CUDA_CXX_FLAGS_JOINED STREQUAL "")
+        list(APPEND CUDA_FLAGS -Xcompiler ${CUDA_CXX_FLAGS_JOINED})
+    endif()
+
+    target_compile_options(ggml-cuda PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:${CUDA_FLAGS}>")
+else()
+    message(FATAL_ERROR "CUDA Toolkit not found")
+endif()
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/acc.cu b/ml/backend/ggml/ggml/src/ggml-cuda/acc.cu
new file mode 100644
index 0000000..e084607
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/acc.cu
@@ -0,0 +1,61 @@
+#include "acc.cuh"
+
+static __global__ void acc_f32(const float * x, const float * y, float * dst, const int64_t ne,
+        const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t ne13,
+        const int64_t s11, const int64_t s12, const int64_t s13, const int64_t offset) {
+    const int64_t i = blockDim.x * blockIdx.x + threadIdx.x;
+
+    if (i >= ne) {
+        return;
+    }
+
+    int64_t src1_idx = i - offset;
+
+    int64_t tmp = src1_idx;
+    const int64_t i13 = tmp / s13;
+    tmp -= i13 * s13;
+    const int64_t i12 = tmp / s12;
+    tmp -= i12 * s12;
+    const int64_t i11 = tmp / s11;
+    tmp -= i11 * s11;
+    const int64_t i10 = tmp;
+
+    float val = x[i];
+    if (src1_idx >= 0 && i10 < ne10 && i11 < ne11 && i12 < ne12 && i13 < ne13) {
+        val += y[((i13*ne12 + i12) * ne11 + i11) * ne10 + i10];
+    }
+    dst[i] = val;
+}
+
+static void acc_f32_cuda(const float * x, const float * y, float * dst, const int64_t n_elements,
+        const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t ne13,
+        const int64_t s1, const int64_t s2, const int64_t s3, const int64_t offset, cudaStream_t stream) {
+    const int num_blocks = (n_elements + CUDA_ACC_BLOCK_SIZE - 1) / CUDA_ACC_BLOCK_SIZE;
+    acc_f32<<<num_blocks, CUDA_ACC_BLOCK_SIZE, 0, stream>>>(x, y, dst, n_elements, ne10, ne11, ne12, ne13, s1, s2, s3, offset);
+}
+
+void ggml_cuda_op_acc(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    const float * src0_d = (const float *) src0->data;
+    const float * src1_d = (const float *) src1->data;
+    float       * dst_d  = (float       *)  dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_ASSERT(ggml_is_contiguous(src1));
+    GGML_ASSERT(dst->nb[0] == ggml_element_size(dst));
+    GGML_ASSERT(ggml_is_contiguously_allocated(dst));
+
+    const int64_t s1     = dst->op_params[0] / sizeof(float);
+    const int64_t s2     = dst->op_params[1] / sizeof(float);
+    const int64_t s3     = dst->op_params[2] / sizeof(float);
+    const int64_t offset = dst->op_params[3] / sizeof(float);
+
+    acc_f32_cuda(src0_d, src1_d, dst_d, ggml_nelements(dst), src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], s1, s2, s3, offset, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/acc.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/acc.cuh
new file mode 100644
index 0000000..1168ea1
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/acc.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_ACC_BLOCK_SIZE 256
+
+void ggml_cuda_op_acc(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/arange.cu b/ml/backend/ggml/ggml/src/ggml-cuda/arange.cu
new file mode 100644
index 0000000..b5e495a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/arange.cu
@@ -0,0 +1,34 @@
+#include "arange.cuh"
+
+static __global__ void arange_f32(float * dst, const int ne0, const float start, const float step) {
+    // blockIDx.x: idx of ne0 / BLOCK_SIZE
+    int nidx = threadIdx.x + blockIdx.x * blockDim.x;
+    if (nidx >= ne0) {
+        return;
+    }
+    dst[nidx] = start + step * nidx;
+}
+
+static void arange_f32_cuda(float * dst, const int ne0, const float start, const float step, cudaStream_t stream) {
+    int num_blocks = (ne0 + CUDA_ARANGE_BLOCK_SIZE - 1) / CUDA_ARANGE_BLOCK_SIZE;
+    arange_f32<<<num_blocks, CUDA_ARANGE_BLOCK_SIZE, 0, stream>>>(dst, ne0, start,  step);
+}
+
+void ggml_cuda_op_arange(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+    float start;
+    float stop;
+    float step;
+    memcpy(&start, (float *)dst->op_params + 0, sizeof(float));
+    memcpy(&stop,  (float *)dst->op_params + 1, sizeof(float));
+    memcpy(&step,  (float *)dst->op_params + 2, sizeof(float));
+
+    int64_t steps = (int64_t)ceil((stop - start) / step);
+    GGML_ASSERT(ggml_nelements(dst) == steps);
+
+    arange_f32_cuda(dst_d, dst->ne[0], start, step, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/arange.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/arange.cuh
new file mode 100644
index 0000000..41e74fd
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/arange.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_ARANGE_BLOCK_SIZE 256
+
+void ggml_cuda_op_arange(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/argmax.cu b/ml/backend/ggml/ggml/src/ggml-cuda/argmax.cu
new file mode 100644
index 0000000..5340eed
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/argmax.cu
@@ -0,0 +1,91 @@
+#include <algorithm>
+#include <cstdint>
+
+#include "argmax.cuh"
+#include "common.cuh"
+#include "sum.cuh"
+
+static __global__ void argmax_f32(const float * __restrict__ x, int32_t * __restrict__ dst, const int64_t ncols) {
+    const int64_t row = blockIdx.x;
+
+    float maxval = -FLT_MAX;
+    int   argmax = -1;
+    const float * rowx = x + row * ncols;
+
+    for (int32_t col = threadIdx.x; col < ncols; col += blockDim.x) {
+        const float val = rowx[col];
+        if (val > maxval) {
+            maxval = val;
+            argmax = col;
+        }
+    }
+
+#pragma unroll
+    for (int offset = 16; offset > 0; offset >>= 1) {
+        const float val = __shfl_xor_sync(0xFFFFFFFF, maxval, offset, WARP_SIZE);
+        const int   col = __shfl_xor_sync(0xFFFFFFFF, argmax, offset, WARP_SIZE);
+        if (val > maxval) {
+            maxval = val;
+            argmax = col;
+        }
+    }
+
+    const int n_warps = blockDim.x / WARP_SIZE;
+    const int lane_id = threadIdx.x % WARP_SIZE;
+    const int warp_id = threadIdx.x / WARP_SIZE;
+    if (n_warps > 1) {
+        constexpr int    max_warps = 1024 / WARP_SIZE;
+        __shared__ float shared_maxval[max_warps];
+        __shared__ int   shared_argmax[max_warps];
+        if (lane_id == 0) {
+            shared_maxval[warp_id] = maxval;
+            shared_argmax[warp_id] = argmax;
+        }
+
+        __syncthreads();
+
+        if (warp_id == 0) {
+            if (lane_id < n_warps) {
+                maxval = shared_maxval[lane_id];
+                argmax = shared_argmax[lane_id];
+            }
+#pragma unroll
+            for (int offset = 16; offset > 0; offset >>= 1) {
+                const float val = __shfl_xor_sync(0xFFFFFFFF, maxval, offset, WARP_SIZE);
+                const int   col = __shfl_xor_sync(0xFFFFFFFF, argmax, offset, WARP_SIZE);
+                if (val > maxval) {
+                    maxval = val;
+                    argmax = col;
+                }
+            }
+        }
+    }
+
+    if (warp_id == 0 && lane_id == 0) {
+        dst[row] = argmax;
+    }
+}
+
+void ggml_cuda_argmax(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_I32);
+
+    GGML_ASSERT(ggml_is_contiguous(src0));
+
+    const int64_t ne00  = src0->ne[0];
+    const int64_t nrows = ggml_nrows(src0);
+
+    const float * src0_d = (const float *) src0->data;
+    int32_t     * dst_d  = (int32_t     *) dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    const int64_t num_blocks = nrows;
+    const int64_t num_threads = std::min<int64_t>(1024, (ne00 + WARP_SIZE - 1) / WARP_SIZE * WARP_SIZE);
+    const dim3 blocks_dim(num_threads, 1, 1);
+    const dim3 blocks_num(num_blocks, 1, 1);
+
+    argmax_f32<<<blocks_num, blocks_dim, 0, stream>>>(src0_d, dst_d, ne00);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/argmax.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/argmax.cuh
new file mode 100644
index 0000000..5b7223a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/argmax.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_argmax(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/argsort.cu b/ml/backend/ggml/ggml/src/ggml-cuda/argsort.cu
new file mode 100644
index 0000000..53b0263
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/argsort.cu
@@ -0,0 +1,202 @@
+#include "argsort.cuh"
+
+template<typename T>
+static inline __device__ void ggml_cuda_swap(T & a, T & b) {
+    T tmp = a;
+    a = b;
+    b = tmp;
+}
+
+template<ggml_sort_order order>
+static __global__ void k_argsort_f32_i32(const float * x, int * dst, const int ncols, int ncols_pad) {
+    // bitonic sort
+    int col = threadIdx.x;
+    int row = blockIdx.y;
+
+    if (col >= ncols_pad) {
+        return;
+    }
+
+    const float * x_row = x + row * ncols;
+    extern __shared__ int dst_row[];
+
+    // initialize indices
+    dst_row[col] = col;
+
+    __syncthreads();
+
+    for (int k = 2; k <= ncols_pad; k *= 2) {
+        for (int j = k / 2; j > 0; j /= 2) {
+            int ixj = col ^ j;
+            if (ixj > col) {
+                if ((col & k) == 0) {
+                    if (dst_row[col] >= ncols ||
+                        (dst_row[ixj] < ncols && (order == GGML_SORT_ORDER_ASC ?
+                            x_row[dst_row[col]] > x_row[dst_row[ixj]] :
+                            x_row[dst_row[col]] < x_row[dst_row[ixj]]))
+                    ) {
+                        ggml_cuda_swap(dst_row[col], dst_row[ixj]);
+                    }
+                } else {
+                    if (dst_row[ixj] >= ncols ||
+                        (dst_row[col] < ncols && (order == GGML_SORT_ORDER_ASC ?
+                            x_row[dst_row[col]] < x_row[dst_row[ixj]] :
+                            x_row[dst_row[col]] > x_row[dst_row[ixj]]))
+                    ) {
+                        ggml_cuda_swap(dst_row[col], dst_row[ixj]);
+                    }
+                }
+            }
+            __syncthreads();
+        }
+    }
+
+    // copy the result to dst without the padding
+    if (col < ncols) {
+        dst[row * ncols + col] = dst_row[col];
+    }
+}
+
+static int next_power_of_2(int x) {
+    int n = 1;
+    while (n < x) {
+        n *= 2;
+    }
+    return n;
+}
+
+static void argsort_f32_i32_cuda(const float * x, int * dst, const int ncols, const int nrows, ggml_sort_order order, cudaStream_t stream) {
+    // bitonic sort requires ncols to be power of 2
+    const int ncols_pad = next_power_of_2(ncols);
+
+    const dim3 block_dims(ncols_pad, 1, 1);
+    const dim3 block_nums(1, nrows, 1);
+    const size_t shared_mem = ncols_pad * sizeof(int);
+
+    // FIXME: this limit could be raised by ~2-4x on Ampere or newer
+    GGML_ASSERT(shared_mem <= ggml_cuda_info().devices[ggml_cuda_get_device()].smpb);
+
+    if (order == GGML_SORT_ORDER_ASC) {
+        k_argsort_f32_i32<GGML_SORT_ORDER_ASC><<<block_nums, block_dims, shared_mem, stream>>>(x, dst, ncols, ncols_pad);
+    } else if (order == GGML_SORT_ORDER_DESC) {
+        k_argsort_f32_i32<GGML_SORT_ORDER_DESC><<<block_nums, block_dims, shared_mem, stream>>>(x, dst, ncols, ncols_pad);
+    } else {
+        GGML_ABORT("fatal error");
+    }
+}
+
+
+template<ggml_sort_order order>
+static __global__ void k_argsort_i32_i32(const int32_t * x, int * dst, const int ncols, const int ncols_pad) {
+    extern __shared__ int shared_mem[];
+    int * indices = shared_mem;
+
+    const int tid = threadIdx.x;
+    const int row = blockIdx.y;
+
+    // Initialize all indices, handling the case where threads < ncols_pad
+    for (int i = tid; i < ncols_pad; i += blockDim.x) {
+        indices[i] = i < ncols ? i : 0; // Use 0 for padding indices
+    }
+    __syncthreads();
+
+    // Bitonic sort
+    for (int k = 2; k <= ncols_pad; k *= 2) {
+        for (int j = k/2; j > 0; j /= 2) {
+            for (int i = tid; i < ncols_pad; i += blockDim.x) {
+                const int ij = i ^ j;
+                if (ij > i) {
+                    // Only compare values within the actual data range
+                    if (i < ncols && ij < ncols) {
+                        if ((i & k) == 0) {
+                            if (order == GGML_SORT_ORDER_ASC) {
+                                if (x[row * ncols + indices[i]] > x[row * ncols + indices[ij]]) {
+                                    int tmp = indices[i];
+                                    indices[i] = indices[ij];
+                                    indices[ij] = tmp;
+                                }
+                            } else {
+                                if (x[row * ncols + indices[i]] < x[row * ncols + indices[ij]]) {
+                                    int tmp = indices[i];
+                                    indices[i] = indices[ij];
+                                    indices[ij] = tmp;
+                                }
+                            }
+                        } else {
+                            if (order == GGML_SORT_ORDER_ASC) {
+                                if (x[row * ncols + indices[i]] < x[row * ncols + indices[ij]]) {
+                                    int tmp = indices[i];
+                                    indices[i] = indices[ij];
+                                    indices[ij] = tmp;
+                                }
+                            } else {
+                                if (x[row * ncols + indices[i]] > x[row * ncols + indices[ij]]) {
+                                    int tmp = indices[i];
+                                    indices[i] = indices[ij];
+                                    indices[ij] = tmp;
+                                }
+                            }
+                        }
+                    }
+                }
+            }
+            __syncthreads();
+        }
+    }
+
+    // Write sorted indices to output, only threads handling valid data
+    for (int i = tid; i < ncols; i += blockDim.x) {
+        dst[row * ncols + i] = indices[i];
+    }
+}
+
+static void argsort_i32_i32_cuda(const int32_t * x, int * dst, const int ncols, const int nrows, ggml_sort_order order, cudaStream_t stream) {
+    // Bitonic sort requires ncols to be power of 2
+    const int ncols_pad = next_power_of_2(ncols);
+
+    // Ensure thread count doesn't exceed maximum (typically 1024)
+    const int max_threads = 1024;  // This is the typical max for most GPUs
+    const int threads_per_block = ncols_pad > max_threads ? max_threads : ncols_pad;
+
+    const dim3 block_dims(threads_per_block, 1, 1);
+    const dim3 block_nums(1, nrows, 1);
+    const size_t shared_mem = ncols_pad * sizeof(int);
+
+    // Check if shared memory size is within limits
+    const size_t max_shared_mem = ggml_cuda_info().devices[ggml_cuda_get_device()].smpb;
+
+    // Instead of logging an error, use GGML_ASSERT with a descriptive message
+    GGML_ASSERT(shared_mem <= max_shared_mem && "argsort: required shared memory exceeds device limit");
+
+    // Launch kernels with the updated thread configuration
+    if (order == GGML_SORT_ORDER_ASC) {
+        k_argsort_i32_i32<GGML_SORT_ORDER_ASC><<<block_nums, block_dims, shared_mem, stream>>>(x, dst, ncols, ncols_pad);
+    } else if (order == GGML_SORT_ORDER_DESC) {
+        k_argsort_i32_i32<GGML_SORT_ORDER_DESC><<<block_nums, block_dims, shared_mem, stream>>>(x, dst, ncols, ncols_pad);
+    } else {
+        GGML_ABORT("fatal error");
+    }
+}
+
+
+void ggml_cuda_op_argsort(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_I32);
+    GGML_ASSERT( dst->type == GGML_TYPE_I32);
+    GGML_ASSERT(ggml_is_contiguous(src0));
+
+    const int64_t ncols = src0->ne[0];
+    const int64_t nrows = ggml_nrows(src0);
+
+    enum ggml_sort_order order = (enum ggml_sort_order) dst->op_params[0];
+
+    if (src0->type == GGML_TYPE_I32) {
+        argsort_i32_i32_cuda((const int32_t *)src0_d, (int *)dst_d, ncols, nrows, order, stream);
+    } else {
+        argsort_f32_i32_cuda(src0_d, (int *)dst_d, ncols, nrows, order, stream);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/argsort.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/argsort.cuh
new file mode 100644
index 0000000..68a0015
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/argsort.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_op_argsort(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/binbcast.cu b/ml/backend/ggml/ggml/src/ggml-cuda/binbcast.cu
new file mode 100644
index 0000000..e1fbf0e
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/binbcast.cu
@@ -0,0 +1,363 @@
+#include "binbcast.cuh"
+#include <cstdint>
+
+static __device__ __forceinline__ float op_repeat(const float a, const float b) {
+    return b;
+    GGML_UNUSED(a);
+}
+
+static __device__ __forceinline__ float op_add(const float a, const float b) {
+    return a + b;
+}
+
+static __device__ __forceinline__ float op_sub(const float a, const float b) {
+    return a - b;
+}
+
+static __device__ __forceinline__ float op_mul(const float a, const float b) {
+    return a * b;
+}
+
+static __device__ __forceinline__ float op_div(const float a, const float b) {
+    return a / b;
+}
+
+template<float (*bin_op)(const float, const float), typename src0_t, typename src1_t, typename dst_t>
+static __global__ void k_bin_bcast(const src0_t * src0, const src1_t * src1, dst_t * dst,
+        int ne0, int ne1, int ne2, int ne3,
+        int ne10, int ne11, int ne12, int ne13,
+        /*int s0, */ int s1,  int s2,  int s3,
+        /*int s00,*/ int s01, int s02, int s03,
+        /*int s10,*/ int s11, int s12, int s13) {
+    const int i0s = blockDim.x*blockIdx.x + threadIdx.x;
+    const int i1 = (blockDim.y*blockIdx.y + threadIdx.y);
+    const int i2 = (blockDim.z*blockIdx.z + threadIdx.z) / ne3;
+    const int i3 = (blockDim.z*blockIdx.z + threadIdx.z) % ne3;
+
+    if (i0s >= ne0 || i1 >= ne1 || i2 >= ne2 || i3 >= ne3) {
+        return;
+    }
+
+    const int i11 = i1 % ne11;
+    const int i12 = i2 % ne12;
+    const int i13 = i3 % ne13;
+
+    const size_t i_src0 =  i3*s03 +  i2*s02 +  i1*s01;
+    const size_t i_src1 = i13*s13 + i12*s12 + i11*s11;
+    const size_t i_dst  =  i3*s3  +  i2*s2  +  i1*s1;
+
+    const src0_t * src0_row = src0 + i_src0;
+    const src1_t * src1_row = src1 + i_src1;
+    dst_t * dst_row = dst + i_dst;
+
+    for (int i0 = i0s; i0 < ne0; i0 += blockDim.x*gridDim.x) {
+        const int i10 = i0 % ne10;
+        dst_row[i0] = (dst_t)bin_op(src0 ? (float)src0_row[i0] : 0.0f, (float)src1_row[i10]);
+    }
+}
+
+template<float (*bin_op)(const float, const float), typename src0_t, typename src1_t, typename dst_t>
+static __global__ void k_bin_bcast_unravel(const src0_t * src0, const src1_t * src1, dst_t * dst,
+        int ne0, int ne1, int ne2, int ne3,
+        int ne10, int ne11, int ne12, int ne13,
+        /*int s0, */ int s1,  int s2,  int s3,
+        /*int s00,*/ int s01, int s02, int s03,
+        /*int s10,*/ int s11, int s12, int s13) {
+
+    const int i = blockDim.x*blockIdx.x + threadIdx.x;
+
+    const int i3 = i/(ne2*ne1*ne0);
+    const int i2 = (i/(ne1*ne0)) % ne2;
+    const int i1 = (i/ne0) % ne1;
+    const int i0 = i % ne0;
+
+    if (i0 >= ne0 || i1 >= ne1 || i2 >= ne2 || i3 >= ne3) {
+        return;
+    }
+
+    const int i11 = i1 % ne11;
+    const int i12 = i2 % ne12;
+    const int i13 = i3 % ne13;
+
+    const size_t i_src0 =  i3*s03 +  i2*s02 +  i1*s01;
+    const size_t i_src1 = i13*s13 + i12*s12 + i11*s11;
+    const size_t i_dst  =  i3*s3  +  i2*s2  +  i1*s1;
+
+    const src0_t * src0_row = src0 + i_src0;
+    const src1_t * src1_row = src1 + i_src1;
+    dst_t * dst_row = dst + i_dst;
+
+    const int i10 = i0 % ne10;
+    dst_row[i0] = (dst_t)bin_op(src0 ? (float)src0_row[i0] : 0.0f, (float)src1_row[i10]);
+}
+
+template <typename T>
+static __global__ void k_repeat_back(
+    const T * __restrict__ src, T * __restrict__ dst, const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03,
+    const size_t s00, const size_t s01, const size_t s02, const size_t s03,
+    const int64_t ne0, const int64_t ne1, const int64_t ne2, const int64_t ne3) {
+
+    const int64_t tid0  = int64_t(blockIdx.x)*blockDim.x + threadIdx.x;
+    const int64_t tid1  = int64_t(blockIdx.y)*blockDim.y + threadIdx.y;
+    const int64_t tid23 = int64_t(blockIdx.z)*blockDim.z + threadIdx.z;
+    const int64_t tid2  = tid23 % ne2;
+    const int64_t tid3  = tid23 / ne2;
+
+    if (tid0 >= ne0) {
+        return;
+    }
+
+    T sum = 0;
+    for (int64_t i3 = tid3; i3 < ne03; i3 += ne3) {
+        for (int64_t i2 = tid2; i2 < ne02; i2 += ne2) {
+            for (int64_t i1 = tid1; i1 < ne01; i1 += ne1) {
+                for (int64_t i0 = tid0; i0 < ne00; i0 += ne0) {
+                    sum += src[i3*s03 + i2*s02 + i1*s01 + i0*s00];
+                }
+            }
+        }
+    }
+    dst[tid3*ne2*ne1*ne0 + tid2*ne1*ne0 + tid1*ne0 + tid0] = sum;
+}
+
+template<float (*bin_op)(const float, const float)>
+struct bin_bcast_cuda {
+    template<typename src0_t, typename src1_t, typename dst_t>
+    void operator()(const struct ggml_tensor * src0, const struct ggml_tensor * src1, struct ggml_tensor * dst,
+            const src0_t * src0_dd, const src1_t * src1_dd, dst_t * dst_dd,
+            cudaStream_t stream) {
+
+        GGML_TENSOR_BINARY_OP_LOCALS
+
+        int nr0 = ne10/ne0;
+        int nr1 = ne11/ne1;
+        int nr2 = ne12/ne2;
+        int nr3 = ne13/ne3;
+
+        int nr[4] = { nr0, nr1, nr2, nr3 };
+
+        // collapse dimensions until first broadcast dimension
+        int64_t cne[] = {ne0, ne1, ne2, ne3};
+        int64_t cne0[] = {ne00, ne01, ne02, ne03};
+        int64_t cne1[] = {ne10, ne11, ne12, ne13};
+
+        size_t cnb[] = {nb0, nb1, nb2, nb3};
+        size_t cnb0[] = {nb00, nb01, nb02, nb03};
+        size_t cnb1[] = {nb10, nb11, nb12, nb13};
+
+        auto collapse = [](int64_t cne[]) {
+            cne[0] *= cne[1];
+            cne[1] = cne[2];
+            cne[2] = cne[3];
+            cne[3] = 1;
+        };
+
+        auto collapse_nb = [](size_t cnb[], const int64_t cne[]) {
+            cnb[1] *= cne[1];
+            cnb[2] *= cne[2];
+            cnb[3] *= cne[3];
+        };
+
+        if (ggml_is_contiguous(src0) && ggml_is_contiguous(src1) && ggml_is_contiguous(dst)) {
+            for (int i = 0; i < 4; i++) {
+                if (nr[i] != 1) {
+                    break;
+                }
+                if (i > 0) {
+                    collapse_nb(cnb, cne);
+                    collapse_nb(cnb0, cne0);
+                    collapse_nb(cnb1, cne1);
+                    collapse(cne);
+                    collapse(cne0);
+                    collapse(cne1);
+                }
+            }
+        }
+
+        {
+            int64_t ne0 = cne[0];
+            int64_t ne1 = cne[1];
+            int64_t ne2 = cne[2];
+            int64_t ne3 = cne[3];
+
+            //int64_t ne00 = cne0[0]; GGML_UNUSED(ne00);
+            //int64_t ne01 = cne0[1]; GGML_UNUSED(ne01);
+            //int64_t ne02 = cne0[2]; GGML_UNUSED(ne02);
+            //int64_t ne03 = cne0[3]; GGML_UNUSED(ne03);
+
+            int64_t ne10 = cne1[0];
+            int64_t ne11 = cne1[1];
+            int64_t ne12 = cne1[2];
+            int64_t ne13 = cne1[3];
+
+            size_t nb0 = cnb[0];
+            size_t nb1 = cnb[1];
+            size_t nb2 = cnb[2];
+            size_t nb3 = cnb[3];
+
+            size_t nb00 = cnb0[0];
+            size_t nb01 = cnb0[1];
+            size_t nb02 = cnb0[2];
+            size_t nb03 = cnb0[3];
+
+            size_t nb10 = cnb1[0];
+            size_t nb11 = cnb1[1];
+            size_t nb12 = cnb1[2];
+            size_t nb13 = cnb1[3];
+
+            size_t s0 = nb0 / sizeof(dst_t);
+            size_t s1 = nb1 / sizeof(dst_t);
+            size_t s2 = nb2 / sizeof(dst_t);
+            size_t s3 = nb3 / sizeof(dst_t);
+
+            size_t s10 = nb10 / sizeof(src1_t);
+            size_t s11 = nb11 / sizeof(src1_t);
+            size_t s12 = nb12 / sizeof(src1_t);
+            size_t s13 = nb13 / sizeof(src1_t);
+
+            size_t s00 = nb00 / sizeof(src0_t);
+            size_t s01 = nb01 / sizeof(src0_t);
+            size_t s02 = nb02 / sizeof(src0_t);
+            size_t s03 = nb03 / sizeof(src0_t);
+
+            GGML_ASSERT(nb0 % sizeof(dst_t) == 0);
+            GGML_ASSERT(nb1 % sizeof(dst_t) == 0);
+            GGML_ASSERT(nb2 % sizeof(dst_t) == 0);
+            GGML_ASSERT(nb3 % sizeof(dst_t) == 0);
+
+            GGML_ASSERT(nb00 % sizeof(src0_t) == 0);
+            GGML_ASSERT(nb01 % sizeof(src0_t) == 0);
+            GGML_ASSERT(nb02 % sizeof(src0_t) == 0);
+            GGML_ASSERT(nb03 % sizeof(src0_t) == 0);
+
+            GGML_ASSERT(nb10 % sizeof(src1_t) == 0);
+            GGML_ASSERT(nb11 % sizeof(src1_t) == 0);
+            GGML_ASSERT(nb12 % sizeof(src1_t) == 0);
+            GGML_ASSERT(nb13 % sizeof(src1_t) == 0);
+
+            GGML_ASSERT(s0 == 1);
+            GGML_ASSERT(s00 == 1);
+            GGML_ASSERT(s10 == 1);
+
+            const int block_size = 128;
+
+            int64_t hne0 = std::max(ne0/2LL, 1LL);
+
+            dim3 block_dims;
+            block_dims.x = std::min<unsigned int>(hne0, block_size);
+            block_dims.y = std::min<unsigned int>(ne1, block_size / block_dims.x);
+            block_dims.z = std::min(std::min<unsigned int>(ne2*ne3, block_size / block_dims.x / block_dims.y), 64U);
+
+            dim3 block_nums(
+                (hne0 + block_dims.x - 1) / block_dims.x,
+                (ne1 + block_dims.y - 1) / block_dims.y,
+                (ne2*ne3 + block_dims.z - 1) / block_dims.z
+            );
+
+            if (block_nums.z > 65535) {
+                // this is the maximum number of blocks in z dimension, fallback to 1D grid kernel
+                int block_num = (ne0*ne1*ne2*ne3 + block_size - 1) / block_size;
+                k_bin_bcast_unravel<bin_op><<<block_num, block_size, 0, stream>>>(
+                    src0_dd, src1_dd, dst_dd,
+                    ne0, ne1, ne2, ne3,
+                    ne10, ne11, ne12, ne13,
+                    /* s0, */ s1, s2, s3,
+                    /* s00, */ s01, s02, s03,
+                    /* s10, */ s11, s12, s13);
+            } else {
+                k_bin_bcast<bin_op><<<block_nums, block_dims, 0, stream>>>(
+                    src0_dd, src1_dd, dst_dd,
+                    ne0, ne1, ne2, ne3,
+                    ne10, ne11, ne12, ne13,
+                    /* s0, */ s1, s2, s3,
+                    /* s00, */ s01, s02, s03,
+                    /* s10, */ s11, s12, s13);
+            }
+        }
+    }
+};
+
+template <typename T>
+static void repeat_back_cuda(
+    const T * src, T * dst, const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03,
+    const size_t s00, const size_t s01, const size_t s02, const size_t s03,
+    const int64_t ne0, const int64_t ne1, const int64_t ne2, const int64_t ne3, cudaStream_t stream) {
+
+    const dim3 block_dims(WARP_SIZE, 1, 1);
+    const dim3 block_nums((ne0 + WARP_SIZE - 1) / WARP_SIZE, ne1, ne2*ne3);
+    k_repeat_back<T><<<block_nums, block_dims, 0, stream>>>
+        (src, dst, ne00, ne01, ne02, ne03, s00, s01, s02, s03, ne0, ne1, ne2, ne3);
+}
+
+template<class op>
+static void ggml_cuda_op_bin_bcast(
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst,
+    const void * src0_dd, const void * src1_dd, void * dst_dd, cudaStream_t stream) {
+
+    GGML_ASSERT(src1->type == GGML_TYPE_F32 || src1->type == GGML_TYPE_F16);
+
+    if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) {
+        op()(src0, src1, dst, (const float *)src0_dd, (const float *)src1_dd, (float *)dst_dd, stream);
+    } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F16 && dst->type == GGML_TYPE_F16) {
+        op()(src0, src1, dst, (const half *) src0_dd, (const half *)src1_dd, (half *) dst_dd, stream);
+    } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F16) {
+        op()(src0, src1, dst, (const half *) src0_dd, (const float *)src1_dd, (half *) dst_dd, stream);
+    } else if (src0->type == GGML_TYPE_F16 && dst->type == GGML_TYPE_F32) {
+        op()(src0, src1, dst, (const half *) src0_dd, (const float *)src1_dd, (float *)dst_dd, stream);
+    } else {
+        fprintf(stderr, "%s: unsupported types: dst: %s, src0: %s, src1: %s\n", __func__,
+            ggml_type_name(dst->type), ggml_type_name(src0->type), ggml_type_name(src1->type));
+        GGML_ABORT("fatal error");
+    }
+}
+
+void ggml_cuda_op_repeat(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_bin_bcast<bin_bcast_cuda<op_repeat>>(dst, dst->src[0], dst, nullptr, dst->src[0]->data, dst->data, ctx.stream());
+}
+
+void ggml_cuda_op_add(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_bin_bcast<bin_bcast_cuda<op_add>>(dst->src[0], dst->src[1], dst, dst->src[0]->data, dst->src[1]->data, dst->data, ctx.stream());
+}
+
+void ggml_cuda_op_sub(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_bin_bcast<bin_bcast_cuda<op_sub>>(dst->src[0], dst->src[1], dst, dst->src[0]->data, dst->src[1]->data, dst->data, ctx.stream());
+}
+
+void ggml_cuda_op_mul(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_bin_bcast<bin_bcast_cuda<op_mul>>(dst->src[0], dst->src[1], dst, dst->src[0]->data, dst->src[1]->data, dst->data, ctx.stream());
+}
+
+void ggml_cuda_op_div(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_bin_bcast<bin_bcast_cuda<op_div>>(dst->src[0], dst->src[1], dst, dst->src[0]->data, dst->src[1]->data, dst->data, ctx.stream());
+}
+
+void ggml_cuda_op_repeat_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(src0->type == dst->type);
+    GGML_ASSERT(ggml_is_contiguous(dst));
+    GGML_ASSERT(ggml_can_repeat(dst, src0));
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_TENSOR_UNARY_OP_LOCALS;
+
+    GGML_ASSERT(ne2*ne3 <= (1 << 15));
+
+    const size_t ts = ggml_type_size(src0->type);
+    const size_t s00 = nb00 / ts;
+    const size_t s01 = nb01 / ts;
+    const size_t s02 = nb02 / ts;
+    const size_t s03 = nb03 / ts;
+
+    switch (dst->type) {
+        case GGML_TYPE_F32: {
+            const float * src0_d = (const float *) src0->data;
+            float       * dst_d  = (float       *) dst->data;
+            repeat_back_cuda(src0_d, dst_d, ne00, ne01, ne02, ne03, s00, s01, s02, s03, ne0, ne1, ne2, ne3, stream);
+        } break;
+        default: {
+            GGML_ASSERT(false);
+        } break;
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/binbcast.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/binbcast.cuh
new file mode 100644
index 0000000..3ac1c9b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/binbcast.cuh
@@ -0,0 +1,9 @@
+#include "common.cuh"
+
+void ggml_cuda_op_repeat(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+void ggml_cuda_op_add(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+void ggml_cuda_op_sub(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+void ggml_cuda_op_mul(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+void ggml_cuda_op_div(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_repeat_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/clamp.cu b/ml/backend/ggml/ggml/src/ggml-cuda/clamp.cu
new file mode 100644
index 0000000..fe415e7
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/clamp.cu
@@ -0,0 +1,45 @@
+#include "clamp.cuh"
+
+static __device__ __forceinline__ float op_clamp(float x, float min, float max) {
+    return fminf(fmaxf(x, min), max);
+}
+
+template <class T>
+static __global__ void op_clamp_kernel(const T * x, T * dst, const T min, const T max, const int k) {
+    const int i = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i >= k) {
+        return;
+    }
+
+    dst[i] = (T)op_clamp((float)x[i], (float)min, (float)max);
+}
+
+template <class T>
+static void clamp_cuda(const T * x, T * dst, const T min, const T max, const int k, cudaStream_t stream) {
+    const int num_blocks = (k + CUDA_CLAMP_BLOCK_SIZE - 1) / CUDA_CLAMP_BLOCK_SIZE;
+    op_clamp_kernel<<<num_blocks, CUDA_CLAMP_BLOCK_SIZE, 0, stream>>>(x, dst, min, max, k);
+}
+
+
+void ggml_cuda_op_clamp(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const void * src0_d = src0->data;
+    void * dst_d = dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32 ||  dst->type == GGML_TYPE_F16);
+    GGML_ASSERT(src0->type == dst->type);
+
+    float min;
+    float max;
+    memcpy(&min, dst->op_params, sizeof(float));
+    memcpy(&max, (float *) dst->op_params + 1, sizeof(float));
+
+    if (src0->type == GGML_TYPE_F16) {
+        clamp_cuda((const half *)src0_d, (half *)dst_d, (half)min, (half)max, ggml_nelements(src0), stream);
+    } else {
+        clamp_cuda((const float *)src0_d, (float *)dst_d, (float)min, (float)max, ggml_nelements(src0), stream);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/clamp.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/clamp.cuh
new file mode 100644
index 0000000..7f9559d
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/clamp.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_CLAMP_BLOCK_SIZE 256
+
+void ggml_cuda_op_clamp(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/common.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/common.cuh
new file mode 100644
index 0000000..64fb4ff
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/common.cuh
@@ -0,0 +1,828 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-cuda.h"
+
+#include <cstdint>
+#include <memory>
+
+#if defined(GGML_USE_HIP)
+#define GGML_COMMON_DECL_HIP
+#define GGML_COMMON_IMPL_HIP
+#else
+#define GGML_COMMON_DECL_CUDA
+#define GGML_COMMON_IMPL_CUDA
+#if defined(GGML_USE_MUSA)
+#define GGML_COMMON_DECL_MUSA
+#define GGML_COMMON_IMPL_MUSA
+#endif
+#endif
+#include "ggml-common.h"
+
+#include <cstdio>
+#include <array>
+#include <cassert>
+#include <cfloat>
+#include <string>
+#include <vector>
+
+#if defined(GGML_USE_HIP)
+#include "vendors/hip.h"
+#elif defined(GGML_USE_MUSA)
+#include "vendors/musa.h"
+#else
+#include "vendors/cuda.h"
+#endif // defined(GGML_USE_HIP)
+
+#define STRINGIZE_IMPL(...) #__VA_ARGS__
+#define STRINGIZE(...) STRINGIZE_IMPL(__VA_ARGS__)
+
+#define WARP_SIZE 32
+#define CUDART_HMAX   11070 // CUDA 11.7, min. ver. for which __hmax and __hmax2 are known to work (may be higher than needed)
+#define CUDART_HMASK  12000 // CUDA 12.0, min. ver. for half2 -> uint mask comparisons
+
+#define GGML_CUDA_CC_PASCAL          600
+#define GGML_CUDA_CC_DP4A            610 // minimum compute capability for __dp4a, an intrinsic for byte-wise dot products
+#define GGML_CUDA_CC_VOLTA           700
+#define GGML_CUDA_CC_TURING          750
+#define GGML_CUDA_CC_AMPERE          800
+#define GGML_CUDA_CC_ADA_LOVELACE    890
+#define GGML_CUDA_CC_OFFSET_AMD      0x1000000
+#define GGML_CUDA_CC_OFFSET_MTHREADS 0x0100000
+#define GGML_CUDA_CC_IS_NVIDIA(cc)   (cc < GGML_CUDA_CC_OFFSET_MTHREADS)
+
+// AMD
+// GCN/CDNA, wave size is 64
+#define GGML_CUDA_CC_GCN4       (GGML_CUDA_CC_OFFSET_AMD + 0x803)  // Tonga, Fiji, Polaris, minimum for fast fp16
+#define GGML_CUDA_CC_VEGA       (GGML_CUDA_CC_OFFSET_AMD + 0x900)  // Vega56/64, minimum for fp16 dual issue
+#define GGML_CUDA_CC_VEGA20     (GGML_CUDA_CC_OFFSET_AMD + 0x906)  // MI50/Radeon VII, minimum for dp4a
+#define GGML_CUDA_CC_CDNA       (GGML_CUDA_CC_OFFSET_AMD + 0x908)  // MI100, minimum for MFMA, acc registers
+#define GGML_CUDA_CC_CDNA2      (GGML_CUDA_CC_OFFSET_AMD + 0x910)  // MI210, minimum acc register renameing
+#define GGML_CUDA_CC_CDNA3      (GGML_CUDA_CC_OFFSET_AMD + 0x942)  // MI300
+
+// RDNA removes MFMA, dp4a, xnack, acc registers, wave size is 32
+#define GGML_CUDA_CC_RDNA1      (GGML_CUDA_CC_OFFSET_AMD + 0x1010) // RX 5000
+#define GGML_CUDA_CC_RDNA2      (GGML_CUDA_CC_OFFSET_AMD + 0x1030) // RX 6000, minimum for dp4a
+#define GGML_CUDA_CC_RDNA3      (GGML_CUDA_CC_OFFSET_AMD + 0x1100) // RX 7000, minimum for WMMA
+#define GGML_CUDA_CC_RDNA4      (GGML_CUDA_CC_OFFSET_AMD + 0x1200) // RX 9000
+
+#define GGML_CUDA_CC_IS_AMD(cc)   (cc >= GGML_CUDA_CC_OFFSET_AMD)
+#define GGML_CUDA_CC_IS_RDNA(cc)  (cc >= GGML_CUDA_CC_RDNA1)
+#define GGML_CUDA_CC_IS_RDNA1(cc) (cc >= GGML_CUDA_CC_RDNA1 && cc < GGML_CUDA_CC_RDNA2)
+#define GGML_CUDA_CC_IS_RDNA2(cc) (cc >= GGML_CUDA_CC_RDNA2 && cc < GGML_CUDA_CC_RDNA3)
+#define GGML_CUDA_CC_IS_RDNA3(cc) (cc >= GGML_CUDA_CC_RDNA3 && cc < GGML_CUDA_CC_RDNA4)
+#define GGML_CUDA_CC_IS_RDNA4(cc) (cc >= GGML_CUDA_CC_RDNA4)
+#define GGML_CUDA_CC_IS_GCN(cc)   (cc > GGML_CUDA_CC_OFFSET_AMD && cc < GGML_CUDA_CC_CDNA)
+#define GGML_CUDA_CC_IS_CDNA(cc)  (cc >= GGML_CUDA_CC_CDNA && cc < GGML_CUDA_CC_RDNA1)
+
+// Moore Threads
+#define GGML_CUDA_MUSA_ARCH_IS_QY1 (__MUSA_ARCH__ <= 210)
+
+#define GGML_CUDA_CC_QY1  (GGML_CUDA_CC_OFFSET_MTHREADS + 0x210) // MTT S80, MTT S3000
+#define GGML_CUDA_CC_QY2  (GGML_CUDA_CC_OFFSET_MTHREADS + 0x220) // MTT S4000
+#define GGML_CUDA_CC_NG   (GGML_CUDA_CC_OFFSET_MTHREADS + 0x310) // TBD
+
+#define GGML_CUDA_CC_IS_MTHREADS(cc) (cc >= GGML_CUDA_CC_OFFSET_MTHREADS && cc < GGML_CUDA_CC_OFFSET_AMD)
+#define GGML_CUDA_CC_IS_QY1(cc)      (cc >= GGML_CUDA_CC_QY1 && cc < GGML_CUDA_CC_QY2)
+#define GGML_CUDA_CC_IS_QY2(cc)      (cc >= GGML_CUDA_CC_QY2 && cc < GGML_CUDA_CC_NG)
+#define GGML_CUDA_CC_IS_NG(cc)       (cc >= GGML_CUDA_CC_NG)
+
+#ifdef __CUDA_ARCH_LIST__
+constexpr bool ggml_cuda_has_arch_impl(int) {
+    return false;
+}
+
+template<class ... Archs>
+constexpr bool ggml_cuda_has_arch_impl(const int arch, const int first, Archs... rest) {
+    return arch == first || ggml_cuda_has_arch_impl(arch, rest...);
+}
+
+constexpr bool ggml_cuda_has_arch(const int arch) {
+    return ggml_cuda_has_arch_impl(arch, __CUDA_ARCH_LIST__);
+}
+
+constexpr int ggml_cuda_highest_compiled_arch_impl(const int arch, const int cur) {
+    if (cur == 0) {
+        GGML_ABORT("ggml was not compiled with any CUDA arch <= %d", arch);
+    }
+    return cur;
+}
+
+template<class ... Archs>
+constexpr int ggml_cuda_highest_compiled_arch_impl(const int arch, const int cur, const int first, Archs... rest) {
+    if (first <= arch && first > cur) {
+        return ggml_cuda_highest_compiled_arch_impl(arch, first, rest...);
+    } else {
+        return ggml_cuda_highest_compiled_arch_impl(arch, cur, rest...);
+    }
+}
+
+constexpr int ggml_cuda_highest_compiled_arch(const int arch) {
+    return ggml_cuda_highest_compiled_arch_impl(arch, 0, __CUDA_ARCH_LIST__);
+}
+#else
+static int ggml_cuda_highest_compiled_arch(const int arch) {
+    return arch;
+}
+#endif // __CUDA_ARCH_LIST__
+
+// ---------------------------------------------------------------------------------------------------------
+
+#define MATRIX_ROW_PADDING 512 // last row of quant. matrices is a multiple of this to avoid out-of-bounds memory accesses
+
+#define GGML_CUDA_MAX_STREAMS 8
+
+[[noreturn]]
+void ggml_cuda_error(const char * stmt, const char * func, const char * file, int line, const char * msg);
+
+#define CUDA_CHECK_GEN(err, success, error_fn)                                      \
+     do {                                                                           \
+        auto err_ = (err);                                                          \
+        if (err_ != (success)) {                                                    \
+            ggml_cuda_error(#err, __func__, __FILE__, __LINE__, error_fn(err_));    \
+        }                                                                           \
+    } while (0)
+
+#define CUDA_CHECK(err) CUDA_CHECK_GEN(err, cudaSuccess, cudaGetErrorString)
+
+#if CUDART_VERSION >= 12000 || defined(GGML_USE_MUSA)
+    static const char * cublas_get_error_str(const cublasStatus_t err) {
+        return cublasGetStatusString(err);
+    }
+#else
+    static const char * cublas_get_error_str(const cublasStatus_t err) {
+        switch (err) {
+            case CUBLAS_STATUS_SUCCESS: return "CUBLAS_STATUS_SUCCESS";
+            case CUBLAS_STATUS_NOT_INITIALIZED: return "CUBLAS_STATUS_NOT_INITIALIZED";
+            case CUBLAS_STATUS_ALLOC_FAILED: return "CUBLAS_STATUS_ALLOC_FAILED";
+            case CUBLAS_STATUS_INVALID_VALUE: return "CUBLAS_STATUS_INVALID_VALUE";
+            case CUBLAS_STATUS_ARCH_MISMATCH: return "CUBLAS_STATUS_ARCH_MISMATCH";
+            case CUBLAS_STATUS_MAPPING_ERROR: return "CUBLAS_STATUS_MAPPING_ERROR";
+            case CUBLAS_STATUS_EXECUTION_FAILED: return "CUBLAS_STATUS_EXECUTION_FAILED";
+            case CUBLAS_STATUS_INTERNAL_ERROR: return "CUBLAS_STATUS_INTERNAL_ERROR";
+            case CUBLAS_STATUS_NOT_SUPPORTED: return "CUBLAS_STATUS_NOT_SUPPORTED";
+            default: return "unknown error";
+        }
+    }
+#endif // CUDART_VERSION >= 12000
+
+#define CUBLAS_CHECK(err) CUDA_CHECK_GEN(err, CUBLAS_STATUS_SUCCESS, cublas_get_error_str)
+
+#if !defined(GGML_USE_HIP)
+static const char * cu_get_error_str(CUresult err) {
+    const char * err_str;
+    cuGetErrorString(err, &err_str);
+    return err_str;
+}
+#define CU_CHECK(err) CUDA_CHECK_GEN(err, CUDA_SUCCESS, cu_get_error_str)
+#endif
+
+#if CUDART_VERSION >= 11010 || defined(GGML_USE_MUSA)
+#define GGML_CUDA_ASSUME(x) __builtin_assume(x)
+#else
+#define GGML_CUDA_ASSUME(x)
+#endif // CUDART_VERSION >= 11010
+
+#ifdef GGML_CUDA_F16
+typedef half dfloat; // dequantize float
+typedef half2 dfloat2;
+#else
+typedef float dfloat; // dequantize float
+typedef float2 dfloat2;
+#endif // GGML_CUDA_F16
+
+#if (!defined(GGML_USE_HIP) && !defined(GGML_CUDA_NO_VMM)) || (defined(GGML_USE_HIP) && !defined(GGML_HIP_NO_VMM))
+#define GGML_USE_VMM
+#endif // (!defined(GGML_USE_HIP) && !defined(GGML_CUDA_NO_VMM)) || (defined(GGML_USE_HIP) && !defined(GGML_HIP_NO_VMM))
+
+#if (defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) || __CUDA_ARCH__ >= GGML_CUDA_CC_PASCAL
+#define FP16_AVAILABLE
+#endif // (defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) || __CUDA_ARCH__ >= GGML_CUDA_CC_PASCAL
+
+#if defined(FP16_AVAILABLE) && __CUDA_ARCH__ != 610
+#define FAST_FP16_AVAILABLE
+#endif // defined(FP16_AVAILABLE) && __CUDA_ARCH__ != 610
+
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA
+#define FP16_MMA_AVAILABLE
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA
+
+#if defined(GGML_HIP_ROCWMMA_FATTN) && (defined(CDNA) || defined(RDNA3) || defined(RDNA4))
+#define FP16_MMA_AVAILABLE
+#endif // defined(GGML_HIP_ROCWMMA_FATTN) && (defined(CDNA) || defined(RDNA3) || defined(RDNA4))
+
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_TURING
+#define NEW_MMA_AVAILABLE
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_TURING
+
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+#define CP_ASYNC_AVAILABLE
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+
+#if !defined(GGML_CUDA_NO_FA) && !(defined(GGML_USE_MUSA) && GGML_CUDA_MUSA_ARCH_IS_QY1)
+#define FLASH_ATTN_AVAILABLE
+#endif // !defined(GGML_CUDA_NO_FA) && !(defined(GGML_USE_MUSA) && GGML_CUDA_MUSA_ARCH_IS_QY1)
+
+static bool fp16_available(const int cc) {
+    return ggml_cuda_highest_compiled_arch(cc) >= GGML_CUDA_CC_PASCAL;
+}
+
+static bool fast_fp16_available(const int cc) {
+    return (GGML_CUDA_CC_IS_NVIDIA(cc) && fp16_available(cc) && cc != 610) || GGML_CUDA_CC_IS_AMD(cc);
+}
+
+// To be used for feature selection of external libraries, e.g. cuBLAS.
+static bool fast_fp16_hardware_available(const int cc) {
+    return (GGML_CUDA_CC_IS_NVIDIA(cc) && cc >= GGML_CUDA_CC_PASCAL && cc != 610) || GGML_CUDA_CC_IS_AMD(cc);
+}
+
+// Any FP16 tensor core instructions are available for ggml code.
+static bool fp16_mma_available(const int cc) {
+#if defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__) && !defined(GGML_HIP_ROCWMMA_FATTN)
+    return false;
+#else
+    return (GGML_CUDA_CC_IS_NVIDIA(cc) && ggml_cuda_highest_compiled_arch(cc) >= GGML_CUDA_CC_VOLTA) ||
+        GGML_CUDA_CC_IS_CDNA(cc) || GGML_CUDA_CC_IS_RDNA3(cc) || GGML_CUDA_CC_IS_RDNA4(cc);
+#endif // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__) && !defined(GGML_HIP_ROCWMMA_FATTN)
+}
+
+// To be used for feature selection of external libraries, e.g. cuBLAS.
+static bool fp16_mma_hardware_available(const int cc) {
+    return (GGML_CUDA_CC_IS_NVIDIA(cc) && cc >= GGML_CUDA_CC_VOLTA) ||
+        GGML_CUDA_CC_IS_CDNA(cc) || GGML_CUDA_CC_IS_RDNA3(cc) || GGML_CUDA_CC_IS_RDNA4(cc);
+}
+
+// Volta technically had FP16 tensor cores but they work very differently compared to Turing and later.
+static bool new_mma_available(const int cc) {
+    return GGML_CUDA_CC_IS_NVIDIA(cc) && ggml_cuda_highest_compiled_arch(cc) >= GGML_CUDA_CC_TURING;
+}
+
+static bool cp_async_available(const int cc) {
+    return cc < GGML_CUDA_CC_OFFSET_AMD && ggml_cuda_highest_compiled_arch(cc) >= GGML_CUDA_CC_AMPERE;
+}
+
+static constexpr __device__ int ggml_cuda_get_physical_warp_size() {
+#if defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+    return __AMDGCN_WAVEFRONT_SIZE;
+#else
+    return 32;
+#endif // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+}
+
+[[noreturn]]
+static __device__ void no_device_code(
+    const char * file_name, const int line, const char * function_name, const int arch, const char * arch_list) {
+
+#if defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+    printf("%s:%d: ERROR: HIP kernel %s has no device code compatible with HIP arch %d.\n",
+           file_name, line, function_name, arch);
+    GGML_UNUSED(arch_list);
+#else
+    printf("%s:%d: ERROR: CUDA kernel %s has no device code compatible with CUDA arch %d. ggml-cuda.cu was compiled for: %s\n",
+           file_name, line, function_name, arch, arch_list);
+#endif // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+    __trap();
+
+    GGML_UNUSED(no_device_code); // suppress unused function warning
+
+#if defined(GGML_USE_MUSA)
+    __builtin_unreachable();
+#endif // defined(GGML_USE_MUSA)
+}
+
+#ifdef __CUDA_ARCH__
+#define NO_DEVICE_CODE no_device_code(__FILE__, __LINE__, __FUNCTION__, __CUDA_ARCH__, STRINGIZE(__CUDA_ARCH_LIST__))
+#else
+#define NO_DEVICE_CODE //GGML_ABORT("NO_DEVICE_CODE not valid in host code.")
+#endif // __CUDA_ARCH__
+
+// The compiler is always able to unroll loops if they contain continue expressions.
+// In such cases loop unrolling can still be achieved via recursion:
+template <int n>
+struct ggml_cuda_unroll {
+    template <typename Func, typename... Args>
+    __device__ void operator()(const Func & f, Args... args) const {
+        f(n - 1, args...);
+        ggml_cuda_unroll<n - 1>{}(f, args...);
+    }
+};
+
+template <>
+struct ggml_cuda_unroll<1> {
+    template <typename Func, typename... Args>
+    __device__ void operator()(const Func & f, Args... args) const {
+        f(0, args...);
+    }
+};
+
+template<int width = WARP_SIZE>
+static __device__ __forceinline__ int warp_reduce_sum(int x) {
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+    return __reduce_add_sync(0xffffffff, x);
+#else
+#pragma unroll
+    for (int offset = width/2; offset > 0; offset >>= 1) {
+        x += __shfl_xor_sync(0xffffffff, x, offset, width);
+    }
+    return x;
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+}
+
+template<int width = WARP_SIZE>
+static __device__ __forceinline__ float warp_reduce_sum(float x) {
+#pragma unroll
+    for (int offset = width/2; offset > 0; offset >>= 1) {
+        x += __shfl_xor_sync(0xffffffff, x, offset, width);
+    }
+    return x;
+}
+
+template<int width = WARP_SIZE>
+static __device__ __forceinline__ float2 warp_reduce_sum(float2 a) {
+#pragma unroll
+    for (int offset = width/2; offset > 0; offset >>= 1) {
+        a.x += __shfl_xor_sync(0xffffffff, a.x, offset, width);
+        a.y += __shfl_xor_sync(0xffffffff, a.y, offset, width);
+    }
+    return a;
+}
+
+template<int width = WARP_SIZE>
+static __device__ __forceinline__ half2 warp_reduce_sum(half2 a) {
+#ifdef FP16_AVAILABLE
+#pragma unroll
+    for (int offset = width/2; offset > 0; offset >>= 1) {
+        a = __hadd2(a, __shfl_xor_sync(0xffffffff, a, offset, width));
+    }
+    return a;
+
+#else
+    NO_DEVICE_CODE;
+    return a;
+#endif // FP16_AVAILABLE
+}
+
+template<int width = WARP_SIZE>
+static __device__ __forceinline__ float warp_reduce_max(float x) {
+#pragma unroll
+    for (int offset = width/2; offset > 0; offset >>= 1) {
+        x = fmaxf(x, __shfl_xor_sync(0xffffffff, x, offset, width));
+    }
+    return x;
+}
+
+static __device__ __forceinline__ half ggml_cuda_hmax(const half a, const half b) {
+#ifdef FP16_AVAILABLE
+
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && CUDART_VERSION < CUDART_HMAX
+    return __float2half(fmaxf(__half2float(a), __half2float(b)));
+#else
+    return __hmax(a, b);
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && CUDART_VERSION < CUDART_HMAX
+
+#else
+   NO_DEVICE_CODE;
+   GGML_UNUSED(b);
+   return a;
+#endif // FP16_AVAILABLE
+}
+
+static __device__ __forceinline__ half2 ggml_cuda_hmax2(const half2 a, const half2 b) {
+#if defined(GGML_USE_HIP) && HIP_VERSION >= 50700000
+    return half2(__hmax(a.x, b.x), __hmax(a.y, b.y));
+#elif !defined(GGML_USE_HIP) && CUDART_VERSION >= CUDART_HMAX
+    return __hmax2(a, b);
+#elif !defined(GGML_USE_HIP)
+    half2 ret;
+    reinterpret_cast<half&>(ret.x) = __float2half(fmaxf( __low2float(a),  __low2float(b)));
+    reinterpret_cast<half&>(ret.y) = __float2half(fmaxf(__high2float(a), __high2float(b)));
+    return ret;
+#else
+    GGML_UNUSED(a);
+    GGML_UNUSED(b);
+    NO_DEVICE_CODE;
+#endif
+}
+
+template<int width = WARP_SIZE>
+static __device__ __forceinline__ half2 warp_reduce_max(half2 x) {
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_PASCAL || (defined(GGML_USE_HIP) && HIP_VERSION >= 50700000)
+#pragma unroll
+   for (int offset = width/2; offset > 0; offset >>= 1) {
+       x = ggml_cuda_hmax2(x, __shfl_xor_sync(0xffffffff, x, offset, width));
+   }
+   return x;
+#else
+   GGML_UNUSED(x);
+   NO_DEVICE_CODE;
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && __CUDA_ARCH__ >= GGML_CUDA_CC_PASCAL || (defined(GGML_USE_HIP) && HIP_VERSION >= 50700000)
+}
+
+#if CUDART_VERSION < CUDART_HMASK
+static __device__ __forceinline__ uint32_t __hgt2_mask(const half2 a, const half2 b) {
+    const uint32_t mask_low  = 0x0000FFFF * (float( __low2half(a)) > float( __low2half(b)));
+    const uint32_t mask_high = 0xFFFF0000 * (float(__high2half(a)) > float(__high2half(b)));
+    return mask_low | mask_high;
+}
+#endif // CUDART_VERSION < CUDART_HMASK
+
+static __device__ __forceinline__ int ggml_cuda_dp4a(const int a, const int b, int c) {
+#if defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+#if defined(CDNA) || defined(RDNA2) || defined(__gfx906__)
+    c = __builtin_amdgcn_sdot4(a, b, c, false);
+#elif defined(RDNA3) || defined(RDNA4)
+    c = __builtin_amdgcn_sudot4( true, a, true, b, c, false);
+#elif defined(RDNA1) || defined(__gfx900__)
+    int tmp1;
+    int tmp2;
+    asm("\n \
+        v_mul_i32_i24 %1, sext(%3), sext(%4) dst_sel:DWORD dst_unused:UNUSED_PAD src0_sel:BYTE_0 src1_sel:BYTE_0 \n \
+        v_mul_i32_i24 %2, sext(%3), sext(%4) dst_sel:DWORD dst_unused:UNUSED_PAD src0_sel:BYTE_1 src1_sel:BYTE_1 \n \
+        v_add3_u32 %0, %1, %2, %0 \n \
+        v_mul_i32_i24 %1, sext(%3), sext(%4) dst_sel:DWORD dst_unused:UNUSED_PAD src0_sel:BYTE_2 src1_sel:BYTE_2 \n \
+        v_mul_i32_i24 %2, sext(%3), sext(%4) dst_sel:DWORD dst_unused:UNUSED_PAD src0_sel:BYTE_3 src1_sel:BYTE_3 \n \
+        v_add3_u32 %0, %1, %2, %0 \n \
+        "
+        : "+v"(c), "=&v"(tmp1), "=&v"(tmp2)
+        : "v"(a), "v"(b)
+    );
+#else
+    const int8x4_t va = reinterpret_cast<const int8x4_t&>(a);
+    const int8x4_t vb = reinterpret_cast<const int8x4_t&>(b);
+    c += va[0] * vb[0] + va[1] * vb[1] + va[2] * vb[2] + va[3] * vb[3];
+#endif
+    return c;
+
+#else // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_DP4A || defined(GGML_USE_MUSA)
+    return __dp4a(a, b, c);
+#else // __CUDA_ARCH__ >= GGML_CUDA_CC_DP4A || defined(GGML_USE_MUSA)
+    const int8_t * a8 = (const int8_t *) &a;
+    const int8_t * b8 = (const int8_t *) &b;
+    return c + a8[0]*b8[0] + a8[1]*b8[1] + a8[2]*b8[2] + a8[3]*b8[3];
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_DP4A || defined(GGML_USE_MUSA)
+
+#endif // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+}
+
+// TODO: move to ggml-common.h
+static constexpr __device__ int8_t kvalues_iq4nl[16] = {-127, -104, -83, -65, -49, -35, -22, -10, 1, 13, 25, 38, 53, 69, 89, 113};
+
+typedef void (*dequantize_kernel_t)(const void * vx, const int64_t ib, const int iqs, dfloat2 & v);
+
+static __device__ __forceinline__ float get_alibi_slope(
+    const float max_bias, const uint32_t h, const uint32_t n_head_log2, const float m0, const float m1
+) {
+    if (max_bias <= 0.0f) {
+        return 1.0f;
+    }
+    const float base = h < n_head_log2 ? m0 : m1;
+    const int   exph = h < n_head_log2 ? h + 1 : 2*(h - n_head_log2) + 1;
+
+    return powf(base, exph);
+}
+
+template <ggml_type type>
+struct ggml_cuda_type_traits;
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_F16> {
+    static constexpr int qk = 1;
+    static constexpr int qr = 1;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q4_0> {
+    static constexpr int qk = QK4_0;
+    static constexpr int qr = QR4_0;
+    static constexpr int qi = QI4_0;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q4_1> {
+    static constexpr int qk = QK4_1;
+    static constexpr int qr = QR4_1;
+    static constexpr int qi = QI4_1;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q5_0> {
+    static constexpr int qk = QK5_0;
+    static constexpr int qr = QR5_0;
+    static constexpr int qi = QI5_0;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q5_1> {
+    static constexpr int qk = QK5_1;
+    static constexpr int qr = QR5_1;
+    static constexpr int qi = QI5_1;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q8_0> {
+    static constexpr int qk = QK8_0;
+    static constexpr int qr = QR8_0;
+    static constexpr int qi = QI8_0;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q2_K> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR2_K;
+    static constexpr int qi = QI2_K;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q3_K> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR3_K;
+    static constexpr int qi = QI3_K;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q4_K> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR4_K;
+    static constexpr int qi = QI4_K;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q5_K> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR5_K;
+    static constexpr int qi = QI5_K;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_Q6_K> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR6_K;
+    static constexpr int qi = QI6_K;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_IQ2_XXS> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR2_XXS;
+    static constexpr int qi = QI2_XXS;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_IQ2_XS> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR2_XS;
+    static constexpr int qi = QI2_XS;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_IQ2_S> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR2_S;
+    static constexpr int qi = QI2_S;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_IQ3_XXS> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR3_XXS;
+    static constexpr int qi = QI3_XXS;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_IQ1_S> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR1_S;
+    static constexpr int qi = QI1_S;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_IQ1_M> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR1_M;
+    static constexpr int qi = QI1_M;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_IQ4_NL> {
+    static constexpr int qk = QK4_NL;
+    static constexpr int qr = QR4_NL;
+    static constexpr int qi = QI4_NL;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_IQ4_XS> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR4_XS;
+    static constexpr int qi = QI4_XS;
+};
+
+template<>
+struct ggml_cuda_type_traits<GGML_TYPE_IQ3_S> {
+    static constexpr int qk = QK_K;
+    static constexpr int qr = QR3_S;
+    static constexpr int qi = QI3_S;
+};
+
+//////////////////////
+
+struct ggml_cuda_device_info {
+    int device_count;
+
+    struct cuda_device_info {
+        int     cc;                 // compute capability
+        int     nsm;                // number of streaming multiprocessors
+        size_t  smpb;               // max. shared memory per block
+        size_t  smpbo;              // max. shared memory per block (with opt-in)
+        bool    vmm;                // virtual memory support
+        size_t  vmm_granularity;    // granularity of virtual memory
+        size_t  total_vram;
+        int     warp_size;          // Number of threads in a dispatch
+    };
+
+    cuda_device_info devices[GGML_CUDA_MAX_DEVICES] = {};
+
+    std::array<float, GGML_CUDA_MAX_DEVICES> default_tensor_split = {};
+};
+
+const ggml_cuda_device_info & ggml_cuda_info();
+
+void ggml_cuda_set_device(int device);
+int ggml_cuda_get_device();
+
+struct ggml_cuda_pool {
+    virtual ~ggml_cuda_pool() = default;
+
+    virtual void * alloc(size_t size, size_t * actual_size) = 0;
+    virtual void free(void * ptr, size_t size) = 0;
+};
+
+template<typename T>
+struct ggml_cuda_pool_alloc {
+    ggml_cuda_pool * pool = nullptr;
+    T * ptr = nullptr;
+    size_t actual_size = 0;
+
+    ggml_cuda_pool_alloc() = default;
+
+    explicit ggml_cuda_pool_alloc(ggml_cuda_pool & pool) : pool(&pool) {
+    }
+
+    ggml_cuda_pool_alloc(ggml_cuda_pool & pool, size_t size) : pool(&pool) {
+        alloc(size);
+    }
+
+    ~ggml_cuda_pool_alloc() {
+        if (ptr != nullptr) {
+            pool->free(ptr, actual_size);
+        }
+    }
+
+    // size is in number of elements
+    T * alloc(size_t size) {
+        GGML_ASSERT(pool != nullptr);
+        GGML_ASSERT(ptr == nullptr);
+        ptr = (T *) pool->alloc(size * sizeof(T), &this->actual_size);
+        return ptr;
+    }
+
+    T * alloc(ggml_cuda_pool & pool, size_t size) {
+        this->pool = &pool;
+        return alloc(size);
+    }
+
+    T * get() {
+        return ptr;
+    }
+
+    ggml_cuda_pool_alloc(const ggml_cuda_pool_alloc &) = delete;
+    ggml_cuda_pool_alloc(ggml_cuda_pool_alloc &&) = delete;
+    ggml_cuda_pool_alloc& operator=(const ggml_cuda_pool_alloc &) = delete;
+    ggml_cuda_pool_alloc& operator=(ggml_cuda_pool_alloc &&) = delete;
+};
+
+
+// backend interface
+
+struct ggml_tensor_extra_gpu {
+    void * data_device[GGML_CUDA_MAX_DEVICES]; // 1 pointer for each device for split tensors
+    cudaEvent_t events[GGML_CUDA_MAX_DEVICES][GGML_CUDA_MAX_STREAMS]; // events for synchronizing multiple GPUs
+};
+
+
+#if (defined(GGML_CUDA_USE_GRAPHS) || defined(GGML_HIP_GRAPHS))
+#define USE_CUDA_GRAPH
+#endif
+
+struct ggml_graph_node_properties {
+    void * node_address;
+    ggml_op node_op;
+    int64_t ne[GGML_MAX_DIMS];
+    size_t nb[GGML_MAX_DIMS];
+    void * src_address[GGML_MAX_SRC];
+    int32_t op_params[GGML_MAX_OP_PARAMS / sizeof(int32_t)];
+};
+
+struct ggml_cuda_graph {
+#ifdef USE_CUDA_GRAPH
+    ~ggml_cuda_graph() {
+        if (instance != nullptr) {
+            CUDA_CHECK(cudaGraphExecDestroy(instance));
+        }
+        if (graph != nullptr) {
+            CUDA_CHECK(cudaGraphDestroy(graph));
+        }
+    }
+    cudaGraph_t graph = nullptr;
+    cudaGraphExec_t instance = nullptr;
+    size_t num_nodes = 0;
+    std::vector<cudaGraphNode_t> nodes;
+    std::vector<cudaKernelNodeParams> params;
+    bool disable_due_to_gpu_arch = false;
+    bool disable_due_to_too_many_updates = false;
+    bool disable_due_to_failed_graph_capture = false;
+    int number_consecutive_updates = 0;
+    std::vector<ggml_graph_node_properties> ggml_graph_properties;
+    bool use_cpy_indirection = false;
+    std::vector<char *> cpy_dest_ptrs;
+    char ** dest_ptrs_d;
+    int dest_ptrs_size = 0;
+    // Index to allow each cpy kernel to be aware of it's position within the graph
+    // relative to other cpy nodes.
+    int graph_cpynode_index = -1;
+#endif
+};
+
+struct ggml_backend_cuda_context {
+    int device;
+    std::string name;
+    cudaEvent_t copy_event = nullptr;
+
+    cudaStream_t streams[GGML_CUDA_MAX_DEVICES][GGML_CUDA_MAX_STREAMS] = { { nullptr } };
+    cublasHandle_t cublas_handles[GGML_CUDA_MAX_DEVICES] = {nullptr};
+
+    std::unique_ptr<ggml_cuda_graph> cuda_graph;
+
+    explicit ggml_backend_cuda_context(int device) :
+        device(device),
+        name(GGML_CUDA_NAME + std::to_string(device)) {
+    }
+
+    ~ggml_backend_cuda_context() {
+        if (copy_event != nullptr) {
+            CUDA_CHECK(cudaEventDestroy(copy_event));
+        }
+        for (int i = 0; i < GGML_CUDA_MAX_DEVICES; ++i) {
+            for (int j = 0; j < GGML_CUDA_MAX_STREAMS; ++j) {
+                if (streams[i][j] != nullptr) {
+                    CUDA_CHECK(cudaStreamDestroy(streams[i][j]));
+                }
+            }
+            if (cublas_handles[i] != nullptr) {
+                CUBLAS_CHECK(cublasDestroy(cublas_handles[i]));
+            }
+        }
+    }
+
+    cudaStream_t stream(int device, int stream) {
+        if (streams[device][stream] == nullptr) {
+            ggml_cuda_set_device(device);
+            CUDA_CHECK(cudaStreamCreateWithFlags(&streams[device][stream], cudaStreamNonBlocking));
+        }
+        return streams[device][stream];
+    }
+
+    cudaStream_t stream() {
+        return stream(device, 0);
+    }
+
+    cublasHandle_t cublas_handle(int device) {
+        if (cublas_handles[device] == nullptr) {
+            ggml_cuda_set_device(device);
+            CUBLAS_CHECK(cublasCreate(&cublas_handles[device]));
+            CUBLAS_CHECK(cublasSetMathMode(cublas_handles[device], CUBLAS_TF32_TENSOR_OP_MATH));
+        }
+        return cublas_handles[device];
+    }
+
+    cublasHandle_t cublas_handle() {
+        return cublas_handle(device);
+    }
+
+    // pool
+    std::unique_ptr<ggml_cuda_pool> pools[GGML_CUDA_MAX_DEVICES];
+
+    static std::unique_ptr<ggml_cuda_pool> new_pool_for_device(int device);
+
+    ggml_cuda_pool & pool(int device) {
+        if (pools[device] == nullptr) {
+            pools[device] = new_pool_for_device(device);
+        }
+        return *pools[device];
+    }
+
+    ggml_cuda_pool & pool() {
+        return pool(device);
+    }
+};
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/concat.cu b/ml/backend/ggml/ggml/src/ggml-cuda/concat.cu
new file mode 100644
index 0000000..e9ffd27
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/concat.cu
@@ -0,0 +1,221 @@
+#include "concat.cuh"
+
+// contiguous kernels
+static __global__ void concat_f32_dim0(const float * x, const float * y, float * dst, const int ne0, const int ne00) {
+    int nidx = threadIdx.x + blockIdx.x * blockDim.x;
+    if (nidx >= ne0) {
+        return;
+    }
+
+    int offset_dst =
+        nidx +
+        blockIdx.y * ne0 +
+        blockIdx.z * ne0 * gridDim.y;
+
+    if (nidx < ne00) { // src0
+        int offset_src =
+            nidx +
+            blockIdx.y * ne00 +
+            blockIdx.z * ne00 * gridDim.y;
+        dst[offset_dst] = x[offset_src];
+    } else {
+        int offset_src =
+            (nidx - ne00) +
+            blockIdx.y * (ne0 - ne00) +
+            blockIdx.z * (ne0 - ne00) * gridDim.y;
+        dst[offset_dst] = y[offset_src];
+    }
+}
+
+static __global__ void concat_f32_dim1(const float * x, const float * y, float * dst, const int ne0, const int ne01) {
+    int nidx = threadIdx.x + blockIdx.x * blockDim.x;
+    if (nidx >= ne0) {
+        return;
+    }
+
+    int offset_dst =
+        nidx +
+        blockIdx.y * ne0 +
+        blockIdx.z * ne0 * gridDim.y;
+
+    if (blockIdx.y < (unsigned)ne01) { // src0
+        int offset_src =
+            nidx +
+            blockIdx.y * ne0 +
+            blockIdx.z * ne0 * ne01;
+        dst[offset_dst] = x[offset_src];
+    } else {
+        int offset_src =
+            nidx +
+            (blockIdx.y - ne01) * ne0 +
+            blockIdx.z * ne0 * (gridDim.y - ne01);
+        dst[offset_dst] = y[offset_src];
+    }
+}
+
+static __global__ void concat_f32_dim2(const float * x, const float * y, float * dst, const int ne0, const int ne02) {
+    int nidx = threadIdx.x + blockIdx.x * blockDim.x;
+    if (nidx >= ne0) {
+        return;
+    }
+
+    int offset_dst =
+        nidx +
+        blockIdx.y * ne0 +
+        blockIdx.z * ne0 * gridDim.y;
+
+    if (blockIdx.z < (unsigned)ne02) { // src0
+        int offset_src =
+            nidx +
+            blockIdx.y * ne0 +
+            blockIdx.z * ne0 * gridDim.y;
+        dst[offset_dst] = x[offset_src];
+    } else {
+        int offset_src =
+            nidx +
+            blockIdx.y * ne0 +
+            (blockIdx.z - ne02) * ne0 *  gridDim.y;
+        dst[offset_dst] = y[offset_src];
+    }
+}
+
+static void concat_f32_cuda(const float * x, const float * y, float * dst, int ne00, int ne01, int ne02, int ne0, int ne1, int ne2, int dim, cudaStream_t stream) {
+    int num_blocks = (ne0 + CUDA_CONCAT_BLOCK_SIZE - 1) / CUDA_CONCAT_BLOCK_SIZE;
+    dim3 gridDim(num_blocks, ne1, ne2);
+    if (dim == 0) {
+        concat_f32_dim0<<<gridDim, CUDA_CONCAT_BLOCK_SIZE, 0, stream>>>(x, y, dst, ne0, ne00);
+        return;
+    }
+    if (dim == 1) {
+        concat_f32_dim1<<<gridDim, CUDA_CONCAT_BLOCK_SIZE, 0, stream>>>(x, y, dst, ne0, ne01);
+        return;
+    }
+    concat_f32_dim2<<<gridDim, CUDA_CONCAT_BLOCK_SIZE, 0, stream>>>(x, y, dst, ne0, ne02);
+}
+
+// non-contiguous kernel (slow)
+template <int dim>
+static __global__ void __launch_bounds__(CUDA_CONCAT_BLOCK_SIZE)
+    concat_f32_non_cont(
+        const char * src0,
+        const char * src1,
+              char * dst,
+           int64_t   ne00,
+           int64_t   ne01,
+           int64_t   ne02,
+           int64_t   ne03,
+          uint64_t   nb00,
+          uint64_t   nb01,
+          uint64_t   nb02,
+          uint64_t   nb03,
+           int64_t /*ne10*/,
+           int64_t /*ne11*/,
+           int64_t /*ne12*/,
+           int64_t /*ne13*/,
+          uint64_t   nb10,
+          uint64_t   nb11,
+          uint64_t   nb12,
+          uint64_t   nb13,
+           int64_t   ne0,
+           int64_t /*ne1*/,
+           int64_t /*ne2*/,
+           int64_t /*ne3*/,
+          uint64_t   nb0,
+          uint64_t   nb1,
+          uint64_t   nb2,
+          uint64_t   nb3){
+    static_assert(dim >= 0 && dim <= 3, "dim must be in [0, 3]");
+
+    const int64_t i3 = blockIdx.z;
+    const int64_t i2 = blockIdx.y;
+    const int64_t i1 = blockIdx.x;
+
+    const float * x;
+
+    for (int64_t i0 = threadIdx.x; i0 < ne0; i0 += blockDim.x) {
+        if (i0 < ne00 && i1 < ne01 && i2 < ne02 && i3 < ne03) {
+            x = (const float *)(src0 + (i3       )*nb03 + (i2       )*nb02 + (i1       )*nb01 + (i0       )*nb00);
+        } else {
+            if constexpr (dim == 0) {
+                x = (const float *) (src1 + i3 * nb13 + i2 * nb12 + i1 * nb11 + (i0 - ne00) * nb10);
+            } else if constexpr (dim == 1) {
+                x = (const float *) (src1 + i3 * nb13 + i2 * nb12 + (i1 - ne01) * nb11 + i0 * nb10);
+            } else if constexpr (dim == 2) {
+                x = (const float *) (src1 + i3 * nb13 + (i2 - ne02) * nb12 + i1 * nb11 + i0 * nb10);
+            } else if constexpr (dim == 3) {
+                x = (const float *) (src1 + (i3 - ne03) * nb13 + i2 * nb12 + i1 * nb11 + i0 * nb10);
+            }
+        }
+
+        float * y = (float *)(dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0);
+
+        *y = *x;
+    }
+}
+
+
+void ggml_cuda_op_concat(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    cudaStream_t stream = ctx.stream();
+
+    const int32_t dim = ((int32_t *) dst->op_params)[0];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type  == GGML_TYPE_F32);
+
+    if (ggml_is_contiguous(src0) && ggml_is_contiguous(src1)) {
+        const float * src0_d = (const float *)src0->data;
+        const float * src1_d = (const float *)src1->data;
+
+        float * dst_d = (float *)dst->data;
+
+        if (dim != 3) {
+            for (int i3 = 0; i3 < dst->ne[3]; i3++) {
+                concat_f32_cuda(
+                        src0_d + i3 * (src0->nb[3] / 4),
+                        src1_d + i3 * (src1->nb[3] / 4),
+                        dst_d + i3 * ( dst->nb[3] / 4),
+                        src0->ne[0], src0->ne[1], src0->ne[2],
+                        dst->ne[0],  dst->ne[1],  dst->ne[2], dim, stream);
+            }
+        } else {
+            const size_t size0 = ggml_nbytes(src0);
+            const size_t size1 = ggml_nbytes(src1);
+
+            CUDA_CHECK(cudaMemcpyAsync(dst_d,           src0_d, size0, cudaMemcpyDeviceToDevice, stream));
+            CUDA_CHECK(cudaMemcpyAsync(dst_d + size0/4, src1_d, size1, cudaMemcpyDeviceToDevice, stream));
+        }
+    } else {
+        dim3 grid_dim(dst->ne[1], dst->ne[2], dst->ne[3]);
+        auto launch_kernel = [&](auto dim) {
+            concat_f32_non_cont<dim><<<grid_dim, CUDA_CONCAT_BLOCK_SIZE, 0, stream>>>(
+                (const char *) src0->data, (const char *) src1->data, (char *) dst->data,
+                src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3],
+                src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3],
+                src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3],
+                src1->nb[0], src1->nb[1], src1->nb[2], src1->nb[3],
+                dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3],
+                dst->nb[0], dst->nb[1], dst->nb[2], dst->nb[3]);
+        };
+        switch (dim) {
+            case 0:
+                launch_kernel(std::integral_constant<int, 0>{});
+                break;
+            case 1:
+                launch_kernel(std::integral_constant<int, 1>{});
+                break;
+            case 2:
+                launch_kernel(std::integral_constant<int, 2>{});
+                break;
+            case 3:
+                launch_kernel(std::integral_constant<int, 3>{});
+                break;
+            default:
+                GGML_ABORT("Invalid dim: %d", dim);
+                break;
+        }
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/concat.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/concat.cuh
new file mode 100644
index 0000000..aa506a0
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/concat.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_CONCAT_BLOCK_SIZE 256
+
+void ggml_cuda_op_concat(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/conv-transpose-1d.cu b/ml/backend/ggml/ggml/src/ggml-cuda/conv-transpose-1d.cu
new file mode 100644
index 0000000..fe4caf6
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/conv-transpose-1d.cu
@@ -0,0 +1,89 @@
+#include "conv-transpose-1d.cuh"
+
+static  __global__ void conv_transpose_1d_kernel(
+        const int s0, const int p0, const int d0, const int output_size,
+        const int src0_ne0, const int src0_ne1, const int src0_ne2, const int src0_ne3,
+        const int src1_ne0, const int src1_ne1, const int src1_ne2, const int src1_ne3,
+        const int dst_ne0, const int dst_ne1, const int dst_ne2, const int dst_ne3,
+        const float * src0, const float * src1,  float * dst) {
+    int global_index = threadIdx.x + blockIdx.x * blockDim.x;
+    if (global_index >= output_size) {
+        return;
+    }
+
+    int out_index = global_index / dst_ne0;
+
+    float accumulator = 0;
+
+    for (int c = 0; c < src0_ne2; c++) {
+        int idx = global_index % dst_ne0;
+
+        int kernel_offset = (src0_ne0 * src0_ne1 * c) + (out_index * src0_ne0);
+        int input_offset = src1_ne0 * c;
+
+        for (int i = 0; i < src1_ne0; i++) {
+            if (!(idx >= i*s0 && idx < i*s0 + src0_ne0)) {
+                continue;
+            }
+            int weight_idx = idx - i*s0;
+
+            float kernel_weight = src0[kernel_offset + weight_idx];
+            float input_value =  src1[input_offset+i];
+
+            accumulator += kernel_weight * input_value;
+        }
+    }
+    dst[global_index] = accumulator;
+    GGML_UNUSED(p0); GGML_UNUSED(d0); GGML_UNUSED(src0_ne3);
+    GGML_UNUSED(src1_ne3); GGML_UNUSED(dst_ne3);
+    GGML_UNUSED(src1_ne1); GGML_UNUSED(dst_ne1);
+    GGML_UNUSED(src1_ne2); GGML_UNUSED(dst_ne2);
+}
+
+static void conv_transpose_1d_f32_f32_cuda(
+        const int s0, const int p0, const int d0, const int output_size,
+        const int src0_ne0, const int src0_ne1, const int src0_ne2, const int src0_ne3,
+        const int src1_ne0, const int src1_ne1, const int src1_ne2, const int src1_ne3,
+        const int dst_ne0, const int dst_ne1, const int dst_ne2, const int dst_ne3,
+        const float * src0, const float * src1,  float * dst,
+        cudaStream_t stream) {
+
+    const int num_blocks = (output_size + CUDA_CONV_TRANPOSE_1D_BLOCK_SIZE - 1) / CUDA_CONV_TRANPOSE_1D_BLOCK_SIZE;
+    conv_transpose_1d_kernel<<<num_blocks,CUDA_CONV_TRANPOSE_1D_BLOCK_SIZE, 0, stream>>>(
+        s0,p0,d0,output_size,
+        src0_ne0, src0_ne1,  src0_ne2, src0_ne3,
+        src1_ne0, src1_ne1,  src1_ne2, src1_ne3,
+        dst_ne0,  dst_ne1,   dst_ne2,  dst_ne3,
+        src0,src1, dst);
+}
+
+void ggml_cuda_op_conv_transpose_1d(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+
+    const ggml_tensor * src1 = dst->src[1];
+    const float * src1_d = (const float *)src1->data;
+
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_ASSERT(ggml_is_contiguous(src0));
+    GGML_ASSERT(ggml_is_contiguous(src1));
+
+    const int32_t * opts = (const int32_t *)dst->op_params;
+
+    const int s0 = opts[0];
+    const int p0 = 0;//opts[3];
+    const int d0 = 1;//opts[4];
+
+    const int64_t output_size = ggml_nelements(dst);
+
+    conv_transpose_1d_f32_f32_cuda(s0, p0, d0, output_size,
+        src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3],
+        src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3],
+        dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3],
+        src0_d, src1_d, dst_d, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/conv-transpose-1d.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/conv-transpose-1d.cuh
new file mode 100644
index 0000000..6c2cf66
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/conv-transpose-1d.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_CONV_TRANPOSE_1D_BLOCK_SIZE 256
+
+void ggml_cuda_op_conv_transpose_1d(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/convert.cu b/ml/backend/ggml/ggml/src/ggml-cuda/convert.cu
new file mode 100644
index 0000000..c6dec42
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/convert.cu
@@ -0,0 +1,730 @@
+#include "convert.cuh"
+#include "dequantize.cuh"
+
+#include <cstdint>
+
+#define CUDA_Q8_0_NE_ALIGN 2048
+
+template <int qk, int qr, dequantize_kernel_t dequantize_kernel, typename dst_t>
+static __global__ void dequantize_block(const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t k) {
+    const int64_t i = (int64_t)2*(blockDim.x*blockIdx.x + threadIdx.x);
+
+    if (i >= k) {
+        return;
+    }
+
+    const int64_t ib = i/qk; // block index
+    const int64_t iqs = (i%qk)/qr; // quant index
+    const int64_t iybs = i - i%qk; // y block start index
+    const int64_t y_offset = qr == 1 ? 1 : qk/2;
+
+    // dequantize
+    dfloat2 v;
+    dequantize_kernel(vx, ib, iqs, v);
+
+    y[iybs + iqs + 0]        = v.x;
+    y[iybs + iqs + y_offset] = v.y;
+}
+
+template <bool need_check>
+static __global__ void dequantize_block_q8_0_f16(const void * __restrict__ vx, half * __restrict__ y, const int64_t k) {
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_PASCAL
+    constexpr int nint = CUDA_Q8_0_NE_ALIGN/sizeof(int) + WARP_SIZE;
+
+    const int64_t   i0 = CUDA_Q8_0_NE_ALIGN*blockIdx.x;
+    const int * x0 = ((int *) vx) + blockIdx.x * nint;
+    half2 * y2 = (half2 *) (y + i0);
+
+    __shared__ int vals[nint];
+
+#pragma unroll
+    for (int ix0 = 0; ix0 < nint; ix0 += WARP_SIZE) {
+        if (need_check && i0*sizeof(block_q8_0)/QK8_0 + sizeof(int)*(ix0 + threadIdx.x) >= k*sizeof(block_q8_0)/QK8_0) {
+            break;
+        }
+
+        const int ix = ix0 + threadIdx.x;
+        vals[ix] = x0[ix];
+    }
+
+    __syncthreads();
+
+#pragma unroll
+    for (int iy = 0; iy < CUDA_Q8_0_NE_ALIGN; iy += 2*WARP_SIZE) {
+        if (need_check && i0 + iy + 2*threadIdx.x >= k) {
+            return;
+        }
+
+        const half * b0 = ((const half  *) vals) + (sizeof(block_q8_0)/sizeof(half)) * ((iy + 2*threadIdx.x)/QK8_0);
+        const half    d = *b0;
+        const char2  qs = ((const char2 *) (b0 + 1))[threadIdx.x % (QK8_0/2)];
+
+        y2[iy/2 + threadIdx.x] = __hmul2(make_half2(qs.x, qs.y), __half2half2(d));
+    }
+#else
+    GGML_UNUSED(vx);
+    GGML_UNUSED(y);
+    GGML_UNUSED(k);
+    NO_DEVICE_CODE;
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_PASCAL
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_q4_0(const void * __restrict__ vx, dst_t * __restrict__ yy, int nb32) {
+
+    const int64_t i = blockIdx.x;
+
+    // assume 32 threads
+    const int64_t tid = threadIdx.x;
+    const int64_t il  = tid/8;
+    const int64_t ir  = tid%8;
+    const int64_t ib = 8*i + ir;
+    if (ib >= nb32) {
+        return;
+    }
+
+    dst_t * y = yy + 256*i + 32*ir + 4*il;
+
+    const block_q4_0 * x = (const block_q4_0 *)vx + ib;
+    const float d = __half2float(x->d);
+    const float dm = -8*d;
+
+    const uint8_t * q = x->qs + 4*il;
+
+    for (int l = 0; l < 4; ++l) {
+        y[l+ 0] = d * (q[l] & 0xF) + dm;
+        y[l+16] = d * (q[l] >>  4) + dm;
+    }
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_q4_1(const void * __restrict__ vx, dst_t * __restrict__ yy, int nb32) {
+
+    const int64_t i = blockIdx.x;
+
+    // assume 32 threads
+    const int64_t tid = threadIdx.x;
+    const int64_t il  = tid/8;
+    const int64_t ir  = tid%8;
+    const int64_t ib = 8*i + ir;
+    if (ib >= nb32) {
+        return;
+    }
+
+    dst_t * y = yy + 256*i + 32*ir + 4*il;
+
+    const block_q4_1 * x = (const block_q4_1 *)vx + ib;
+    const float2 d = __half22float2(x->dm);
+
+    const uint8_t * q = x->qs + 4*il;
+
+    for (int l = 0; l < 4; ++l) {
+        y[l+ 0] = d.x * (q[l] & 0xF) + d.y;
+        y[l+16] = d.x * (q[l] >>  4) + d.y;
+    }
+}
+
+//================================== k-quants
+
+template<typename dst_t>
+static __global__ void dequantize_block_q2_K(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i   = blockIdx.x;
+    const block_q2_K * x = (const block_q2_K *) vx;
+
+    const int64_t tid = threadIdx.x;
+    const int64_t n   = tid/32;
+    const int64_t l   = tid - 32*n;
+    const int64_t is  = 8*n + l/16;
+
+    const uint8_t q = x[i].qs[32*n + l];
+    dst_t * y = yy + i*QK_K + 128*n;
+
+    float dall = __low2half(x[i].dm);
+    float dmin = __high2half(x[i].dm);
+    y[l+ 0] = dall * (x[i].scales[is+0] & 0xF) * ((q >> 0) & 3) - dmin * (x[i].scales[is+0] >> 4);
+    y[l+32] = dall * (x[i].scales[is+2] & 0xF) * ((q >> 2) & 3) - dmin * (x[i].scales[is+2] >> 4);
+    y[l+64] = dall * (x[i].scales[is+4] & 0xF) * ((q >> 4) & 3) - dmin * (x[i].scales[is+4] >> 4);
+    y[l+96] = dall * (x[i].scales[is+6] & 0xF) * ((q >> 6) & 3) - dmin * (x[i].scales[is+6] >> 4);
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_q3_K(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i = blockIdx.x;
+    const block_q3_K * x = (const block_q3_K *) vx;
+
+    const int64_t r = threadIdx.x/4;
+    const int64_t tid = r/2;
+    const int64_t is0 = r%2;
+    const int64_t l0 = 16*is0 + 4*(threadIdx.x%4);
+    const int64_t n = tid / 4;
+    const int64_t j = tid - 4*n;
+
+    uint8_t m = 1 << (4*n + j);
+    int64_t is = 8*n + 2*j + is0;
+    int shift = 2*j;
+
+    int8_t us = is <  4 ? (x[i].scales[is-0] & 0xF) | (((x[i].scales[is+8] >> 0) & 3) << 4) :
+                is <  8 ? (x[i].scales[is-0] & 0xF) | (((x[i].scales[is+4] >> 2) & 3) << 4) :
+                is < 12 ? (x[i].scales[is-8] >>  4) | (((x[i].scales[is+0] >> 4) & 3) << 4) :
+                          (x[i].scales[is-8] >>  4) | (((x[i].scales[is-4] >> 6) & 3) << 4);
+    float d_all = x[i].d;
+    float dl = d_all * (us - 32);
+
+    dst_t * y = yy + i*QK_K + 128*n + 32*j;
+    const uint8_t * q = x[i].qs + 32*n;
+    const uint8_t * hm = x[i].hmask;
+
+    for (int l = l0; l < l0+4; ++l) y[l] = dl * ((int8_t)((q[l] >> shift) & 3) - ((hm[l] & m) ? 0 : 4));
+}
+
+static inline __device__ void get_scale_min_k4(int j, const uint8_t * q, uint8_t & d, uint8_t & m) {
+    if (j < 4) {
+        d = q[j] & 63; m = q[j + 4] & 63;
+    } else {
+        d = (q[j+4] & 0xF) | ((q[j-4] >> 6) << 4);
+        m = (q[j+4] >>  4) | ((q[j-0] >> 6) << 4);
+    }
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_q4_K(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+    const block_q4_K * x = (const block_q4_K *) vx;
+
+    const int64_t i = blockIdx.x;
+
+    // assume 32 threads
+    const int64_t tid = threadIdx.x;
+    const int64_t il  = tid/8;
+    const int64_t ir  = tid%8;
+    const int64_t is  = 2*il;
+    const int64_t n   = 4;
+
+    dst_t * y = yy + i*QK_K + 64*il + n*ir;
+
+    const float dall = __low2half(x[i].dm);
+    const float dmin = __high2half(x[i].dm);
+
+    const uint8_t * q = x[i].qs + 32*il + n*ir;
+
+    uint8_t sc, m;
+    get_scale_min_k4(is + 0, x[i].scales, sc, m);
+    const float d1 = dall * sc; const float m1 = dmin * m;
+    get_scale_min_k4(is + 1, x[i].scales, sc, m);
+    const float d2 = dall * sc; const float m2 = dmin * m;
+    for (int l = 0; l < n; ++l) {
+        y[l + 0] = d1 * (q[l] & 0xF) - m1;
+        y[l +32] = d2 * (q[l] >>  4) - m2;
+    }
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_q5_K(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+    const block_q5_K * x = (const block_q5_K *) vx;
+
+    const int64_t i = blockIdx.x;
+
+    // assume 64 threads - this is very slightly better than the one below
+    const int64_t tid = threadIdx.x;
+    const int64_t il  = tid/16;   // il is in 0...3
+    const int64_t ir  = tid%16;   // ir is in 0...15
+    const int64_t is  = 2*il;     // is is in 0...6
+
+    dst_t * y = yy + i*QK_K + 64*il + 2*ir;
+
+    const float dall = __low2half(x[i].dm);
+    const float dmin = __high2half(x[i].dm);
+
+    const uint8_t * ql = x[i].qs + 32*il + 2*ir;
+    const uint8_t * qh = x[i].qh + 2*ir;
+
+    uint8_t sc, m;
+    get_scale_min_k4(is + 0, x[i].scales, sc, m);
+    const float d1 = dall * sc; const float m1 = dmin * m;
+    get_scale_min_k4(is + 1, x[i].scales, sc, m);
+    const float d2 = dall * sc; const float m2 = dmin * m;
+
+    uint8_t   hm  = 1 << (2*il);
+    y[ 0] = d1 * ((ql[ 0] & 0xF) + (qh[ 0] & hm ? 16 : 0)) - m1;
+    y[ 1] = d1 * ((ql[ 1] & 0xF) + (qh[ 1] & hm ? 16 : 0)) - m1;
+    hm <<= 1;
+    y[32] = d2 * ((ql[ 0] >>  4) + (qh[ 0] & hm ? 16 : 0)) - m2;
+    y[33] = d2 * ((ql[ 1] >>  4) + (qh[ 1] & hm ? 16 : 0)) - m2;
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_q6_K(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+    const block_q6_K * x = (const block_q6_K *) vx;
+
+    const int64_t i = blockIdx.x;
+
+    // assume 64 threads - this is very slightly better than the one below
+    const int64_t tid = threadIdx.x;
+    const int64_t ip  = tid/32;   // ip is 0 or 1
+    const int64_t il  = tid - 32*ip; // 0...32
+    const int64_t is  = 8*ip + il/16;
+
+    dst_t * y = yy + i*QK_K + 128*ip + il;
+
+    const float d = x[i].d;
+
+    const uint8_t * ql = x[i].ql + 64*ip + il;
+    const uint8_t   qh = x[i].qh[32*ip + il];
+    const int8_t  * sc = x[i].scales + is;
+
+    y[ 0] = d * sc[0] * ((int8_t)((ql[ 0] & 0xF) | (((qh >> 0) & 3) << 4)) - 32);
+    y[32] = d * sc[2] * ((int8_t)((ql[32] & 0xF) | (((qh >> 2) & 3) << 4)) - 32);
+    y[64] = d * sc[4] * ((int8_t)((ql[ 0]  >> 4) | (((qh >> 4) & 3) << 4)) - 32);
+    y[96] = d * sc[6] * ((int8_t)((ql[32]  >> 4) | (((qh >> 6) & 3) << 4)) - 32);
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_iq2_xxs(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i   = blockIdx.x;
+    const block_iq2_xxs * x = (const block_iq2_xxs  *) vx;
+
+    const int64_t tid = threadIdx.x;
+    const int64_t il = tid/8; // 0...3
+    const int64_t ib = tid%8; // 0...7
+    dst_t * y = yy + i*QK_K + 32*ib + 8*il;
+    const uint16_t * q2 = x[i].qs + 4*ib;
+    const uint8_t  * aux8 = (const uint8_t *)q2;
+    const uint8_t  * grid = (const uint8_t *)(iq2xxs_grid + aux8[il]);
+    const uint32_t aux32 = q2[2] | (q2[3] << 16);
+    const float d = (float)x[i].d * (0.5f + (aux32 >> 28)) * 0.25f;
+    const uint8_t signs = ksigns_iq2xs[(aux32 >> 7*il) & 127];
+    for (int j = 0; j < 8; ++j) y[j] = d * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_iq2_xs(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i   = blockIdx.x;
+    const block_iq2_xs * x = (const block_iq2_xs *) vx;
+
+    const int64_t tid = threadIdx.x;
+    const int64_t il = tid/8; // 0...3
+    const int64_t ib = tid%8; // 0...7
+    dst_t * y = yy + i*QK_K + 32*ib + 8*il;
+    const uint16_t * q2 = x[i].qs + 4*ib;
+    const uint8_t  * grid = (const uint8_t *)(iq2xs_grid + (q2[il] & 511));
+    const float d = (float)x[i].d * (0.5f + ((x[i].scales[ib] >> 4*(il/2)) & 0xf)) * 0.25f;
+    const uint8_t signs = ksigns_iq2xs[q2[il] >> 9];
+    for (int j = 0; j < 8; ++j) y[j] = d * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_iq2_s(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i   = blockIdx.x;
+    const block_iq2_s * x = (const block_iq2_s *) vx;
+
+    const int64_t tid = threadIdx.x;
+    const int64_t il = tid/8; // 0...3
+    const int64_t ib = tid%8; // 0...7
+    dst_t * y = yy + i*QK_K + 32*ib + 8*il;
+    const uint8_t * grid = (const uint8_t *)(iq2s_grid + (x[i].qs[4*ib+il] | ((x[i].qh[ib] << (8-2*il)) & 0x300)));
+    const float d = (float)x[i].d * (0.5f + ((x[i].scales[ib] >> 4*(il/2)) & 0xf)) * 0.25f;
+    const uint8_t signs = x[i].qs[QK_K/8+4*ib+il];
+    for (int j = 0; j < 8; ++j) y[j] = d * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_iq3_xxs(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i   = blockIdx.x;
+    const block_iq3_xxs * x = (const block_iq3_xxs  *) vx;
+
+    const int64_t tid = threadIdx.x;
+    const int64_t il = tid/8; // 0...3
+    const int64_t ib = tid%8; // 0...7
+    dst_t * y = yy + i*QK_K + 32*ib + 8*il;
+    const uint8_t  * q3 = x[i].qs + 8*ib;
+    const uint16_t * gas = (const uint16_t *)(x[i].qs + QK_K/4) + 2*ib;
+    const uint8_t  * grid1 = (const uint8_t *)(iq3xxs_grid + q3[2*il+0]);
+    const uint8_t  * grid2 = (const uint8_t *)(iq3xxs_grid + q3[2*il+1]);
+    const uint32_t aux32 = gas[0] | (gas[1] << 16);
+    const float d = (float)x[i].d * (0.5f + (aux32 >> 28)) * 0.5f;
+    const uint8_t signs = ksigns_iq2xs[(aux32 >> 7*il) & 127];
+    for (int j = 0; j < 4; ++j) {
+        y[j+0] = d * grid1[j] * (signs & kmask_iq2xs[j+0] ? -1.f : 1.f);
+        y[j+4] = d * grid2[j] * (signs & kmask_iq2xs[j+4] ? -1.f : 1.f);
+    }
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_iq3_s(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i   = blockIdx.x;
+    const block_iq3_s * x = (const block_iq3_s *) vx;
+
+    const int64_t tid = threadIdx.x;
+    const int64_t il = tid/8; // 0...3
+    const int64_t ib = tid%8; // 0...7
+    dst_t * y = yy + i*QK_K + 32*ib + 8*il;
+    const uint8_t * qs = x[i].qs + 8*ib;
+    const uint8_t * grid1 = (const uint8_t *)(iq3s_grid + (qs[2*il+0] | ((x[i].qh[ib] << (8-2*il)) & 256)));
+    const uint8_t * grid2 = (const uint8_t *)(iq3s_grid + (qs[2*il+1] | ((x[i].qh[ib] << (7-2*il)) & 256)));
+    const float d = (float)x[i].d * (1 + 2*((x[i].scales[ib/2] >> 4*(ib%2)) & 0xf));
+    const uint8_t signs = x[i].signs[4*ib + il];
+    for (int j = 0; j < 4; ++j) {
+        y[j+0] = d * grid1[j] * (signs & kmask_iq2xs[j+0] ? -1.f : 1.f);
+        y[j+4] = d * grid2[j] * (signs & kmask_iq2xs[j+4] ? -1.f : 1.f);
+    }
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_iq1_s(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i   = blockIdx.x;
+    const block_iq1_s * x = (const block_iq1_s  *) vx;
+
+    const int64_t tid = threadIdx.x;
+    const int64_t il = tid/8; // 0...3
+    const int64_t ib = tid%8; // 0...7
+    dst_t * y = yy + i*QK_K + 32*ib + 8*il;
+    const float delta = x[i].qh[ib] & 0x8000 ? -1 - IQ1S_DELTA : -1 + IQ1S_DELTA;
+    const float d = (float)x[i].d * (2*((x[i].qh[ib] >> 12) & 7) + 1);
+    uint32_t grid32[2]; const int8_t * q = (const int8_t *)grid32;
+    grid32[0] = iq1s_grid_gpu[x[i].qs[4*ib+il] | (((x[i].qh[ib] >> 3*il) & 7) << 8)];
+    grid32[1] = (grid32[0] >> 4) & 0x0f0f0f0f;
+    grid32[0] &= 0x0f0f0f0f;
+    for (int j = 0; j < 8; ++j) {
+        y[j] = d * (q[j] + delta);
+    }
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_iq1_m(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i   = blockIdx.x;
+    const block_iq1_m * x = (const block_iq1_m  *) vx;
+
+    const int64_t tid = threadIdx.x;
+    const int64_t il = tid/8; // 0...3
+    const int64_t ib = tid%8; // 0...7
+    dst_t * y = yy + i*QK_K + 32*ib + 8*il;
+    const uint16_t * sc = (const uint16_t *)x[i].scales;
+    iq1m_scale_t scale;
+    scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+    const int64_t ib16 = 2*ib + il/2; // sc[ib16/4] >> 3*(ib16%4) -> sc[ib/2] >> 3*((2*ib+il/2)%4);
+    const float d = (float)scale.f16 * (2*((sc[ib16/4] >> 3*(ib16%4)) & 0x7) + 1);
+    const float delta = x[i].qh[2*ib+il/2] & (0x08 << 4*(il%2)) ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA;
+    uint32_t grid32[2]; const int8_t * q = (const int8_t *)grid32;
+    grid32[0] = iq1s_grid_gpu[x[i].qs[4*ib+il] | (((x[i].qh[2*ib+il/2] >> 4*(il%2)) & 7) << 8)];
+    grid32[1] = (grid32[0] >> 4) & 0x0f0f0f0f;
+    grid32[0] &= 0x0f0f0f0f;
+    for (int j = 0; j < 8; ++j) {
+        y[j] = d * (q[j] + delta);
+    }
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_iq4_nl(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+
+    const int64_t i   = blockIdx.x;
+    const block_iq4_nl * x = (const block_iq4_nl *) vx + i*(QK_K/QK4_NL);
+
+    const int64_t tid = threadIdx.x;
+    const int64_t il = tid/8; // 0...3
+    const int64_t ib = tid%8; // 0...7
+    dst_t * y = yy + i*QK_K + 32*ib + 4*il;
+    const uint8_t  * q4 = x[ib].qs + 4*il;
+    const float d = (float)x[ib].d;
+    for (int j = 0; j < 4; ++j) {
+        y[j+ 0] = d * kvalues_iq4nl[q4[j] & 0xf];
+        y[j+16] = d * kvalues_iq4nl[q4[j] >>  4];
+    }
+}
+
+template<typename dst_t>
+static __global__ void dequantize_block_iq4_xs(const void * __restrict__ vx, dst_t * __restrict__ yy) {
+    const int64_t i   = blockIdx.x;
+    const block_iq4_xs * x = (const block_iq4_xs *)vx;
+
+    const int64_t tid = threadIdx.x;
+    const int64_t il = tid/8; // 0...3
+    const int64_t ib = tid%8; // 0...7
+    dst_t * y = yy + i*QK_K + 32*ib + 4*il;
+    const uint8_t  * q4 = x[i].qs + 16*ib + 4*il;
+    const float d = (float)x[i].d * ((((x[i].scales_l[ib/2] >> 4*(ib%2)) & 0xf) | (((x[i].scales_h >> 2*ib) & 3) << 4)) - 32);
+    for (int j = 0; j < 4; ++j) {
+        y[j+ 0] = d * kvalues_iq4nl[q4[j] & 0xf];
+        y[j+16] = d * kvalues_iq4nl[q4[j] >>  4];
+    }
+}
+
+template <int qk, int qr, dequantize_kernel_t dequantize_kernel, typename dst_t>
+static void dequantize_block_cuda(const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t k, cudaStream_t stream) {
+    const int num_blocks = (k + 2*CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / (2*CUDA_DEQUANTIZE_BLOCK_SIZE);
+    dequantize_block<qk, qr, dequantize_kernel><<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k);
+}
+
+static void dequantize_block_q8_0_f16_cuda(const void * __restrict__ vx, half * __restrict__ y, const int64_t k, cudaStream_t stream) {
+    const int num_blocks = (k + CUDA_Q8_0_NE_ALIGN - 1) / CUDA_Q8_0_NE_ALIGN;
+    if (k % CUDA_Q8_0_NE_ALIGN == 0) {
+        const bool need_check = false;
+        dequantize_block_q8_0_f16<need_check><<<num_blocks, WARP_SIZE, 0, stream>>>(vx, y, k);
+    } else {
+        const bool need_check = true;
+        dequantize_block_q8_0_f16<need_check><<<num_blocks, WARP_SIZE, 0, stream>>>(vx, y, k);
+    }
+}
+
+template<typename dst_t>
+static void dequantize_row_q2_K_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_q2_K<<<nb, 64, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_q3_K_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_q3_K<<<nb, 64, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_q4_0_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb32 = k / 32;
+    const int nb = (k + 255) / 256;
+    dequantize_block_q4_0<<<nb, 32, 0, stream>>>(vx, y, nb32);
+}
+
+template<typename dst_t>
+static void dequantize_row_q4_1_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb32 = k / 32;
+    const int nb = (k + 255) / 256;
+    dequantize_block_q4_1<<<nb, 32, 0, stream>>>(vx, y, nb32);
+}
+
+template<typename dst_t>
+static void dequantize_row_q4_K_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_q4_K<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_q5_K_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_q5_K<<<nb, 64, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_q6_K_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_q6_K<<<nb, 64, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_iq2_xxs_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_iq2_xxs<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_iq2_xs_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_iq2_xs<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_iq2_s_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_iq2_s<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_iq3_xxs_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_iq3_xxs<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_iq3_s_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_iq3_s<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_iq1_s_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_iq1_s<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_iq4_nl_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = (k + QK_K - 1) / QK_K;
+    dequantize_block_iq4_nl<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_iq1_m_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = k / QK_K;
+    dequantize_block_iq1_m<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template<typename dst_t>
+static void dequantize_row_iq4_xs_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    const int nb = (k + QK_K - 1) / QK_K;
+    dequantize_block_iq4_xs<<<nb, 32, 0, stream>>>(vx, y);
+}
+
+template <typename src_t, typename dst_t>
+static __global__ void convert_unary(
+        const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t ne00, const int64_t ne01, const int64_t ne02,
+        const int64_t s01, const int64_t s02, const int64_t s03) {
+    const int64_t i00 = (int64_t)blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i00 >= ne00) {
+        return;
+    }
+
+    const int64_t i01 = blockIdx.y;
+    const int64_t i02 = blockIdx.z % ne02;
+    const int64_t i03 = blockIdx.z / ne02;
+
+    const src_t * x = (const src_t *) vx;
+
+    const int64_t ix = i03*s03 + i02*s02 + i01*s01 + i00;
+    const int64_t iy = ((i03*ne02 + i02)*ne01 + i01)*ne00 + i00;
+    y[iy] = float(x[ix]);
+}
+
+template <typename src_t, typename dst_t>
+static void convert_unary_cuda(const void * vx, dst_t * y,
+        const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03,
+        const int64_t s01, const int64_t s02, const int64_t s03, cudaStream_t stream) {
+    const dim3 num_blocks((ne00 + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE, ne01, ne02*ne03);
+    convert_unary<src_t><<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>
+        (vx, y, ne00, ne01, ne02, s01, s02, s03);
+}
+
+template <typename src_t, typename dst_t>
+static void convert_unary_cont_cuda(const void * vx, dst_t * y, const int64_t k, cudaStream_t stream) {
+    convert_unary_cuda<src_t>(vx, y, k, 1, 1, 1, k, k, k, stream);
+}
+
+to_bf16_cuda_t ggml_get_to_bf16_cuda(ggml_type type) {
+    switch (type) {
+        case GGML_TYPE_F32:
+            return convert_unary_cont_cuda<float>;
+        case GGML_TYPE_F16:
+            return convert_unary_cont_cuda<half>;
+        default:
+            return nullptr;
+    }
+}
+
+to_fp16_cuda_t ggml_get_to_fp16_cuda(ggml_type type) {
+    switch (type) {
+        case GGML_TYPE_Q4_0:
+            return dequantize_row_q4_0_cuda;
+        case GGML_TYPE_Q4_1:
+            return dequantize_row_q4_1_cuda;
+        case GGML_TYPE_Q5_0:
+            return dequantize_block_cuda<QK5_0, QR5_0, dequantize_q5_0>;
+        case GGML_TYPE_Q5_1:
+            return dequantize_block_cuda<QK5_1, QR5_1, dequantize_q5_1>;
+        case GGML_TYPE_Q8_0:
+            if (fp16_available(ggml_cuda_info().devices[ggml_cuda_get_device()].cc)) {
+                return dequantize_block_q8_0_f16_cuda;
+            }
+            return dequantize_block_cuda<QK8_0, QR8_0, dequantize_q8_0>;
+        case GGML_TYPE_Q2_K:
+            return dequantize_row_q2_K_cuda;
+        case GGML_TYPE_Q3_K:
+            return dequantize_row_q3_K_cuda;
+        case GGML_TYPE_Q4_K:
+            return dequantize_row_q4_K_cuda;
+        case GGML_TYPE_Q5_K:
+            return dequantize_row_q5_K_cuda;
+        case GGML_TYPE_Q6_K:
+            return dequantize_row_q6_K_cuda;
+        case GGML_TYPE_IQ2_XXS:
+            return dequantize_row_iq2_xxs_cuda;
+        case GGML_TYPE_IQ2_XS:
+            return dequantize_row_iq2_xs_cuda;
+        case GGML_TYPE_IQ2_S:
+            return dequantize_row_iq2_s_cuda;
+        case GGML_TYPE_IQ3_XXS:
+            return dequantize_row_iq3_xxs_cuda;
+        case GGML_TYPE_IQ1_S:
+            return dequantize_row_iq1_s_cuda;
+        case GGML_TYPE_IQ1_M:
+            return dequantize_row_iq1_m_cuda;
+        case GGML_TYPE_IQ4_NL:
+            return dequantize_row_iq4_nl_cuda;
+        case GGML_TYPE_IQ4_XS:
+            return dequantize_row_iq4_xs_cuda;
+        case GGML_TYPE_IQ3_S:
+            return dequantize_row_iq3_s_cuda;
+        case GGML_TYPE_F32:
+            return convert_unary_cont_cuda<float>;
+        case GGML_TYPE_BF16:
+            return convert_unary_cont_cuda<nv_bfloat16>;
+        default:
+            return nullptr;
+    }
+}
+
+to_fp32_cuda_t ggml_get_to_fp32_cuda(ggml_type type) {
+    switch (type) {
+        case GGML_TYPE_Q4_0:
+            return dequantize_row_q4_0_cuda;
+        case GGML_TYPE_Q4_1:
+            return dequantize_row_q4_1_cuda;
+        case GGML_TYPE_Q5_0:
+            return dequantize_block_cuda<QK5_0, QR5_0, dequantize_q5_0>;
+        case GGML_TYPE_Q5_1:
+            return dequantize_block_cuda<QK5_1, QR5_1, dequantize_q5_1>;
+        case GGML_TYPE_Q8_0:
+            return dequantize_block_cuda<QK8_0, QR8_0, dequantize_q8_0>;
+        case GGML_TYPE_Q2_K:
+            return dequantize_row_q2_K_cuda;
+        case GGML_TYPE_Q3_K:
+            return dequantize_row_q3_K_cuda;
+        case GGML_TYPE_Q4_K:
+            return dequantize_row_q4_K_cuda;
+        case GGML_TYPE_Q5_K:
+            return dequantize_row_q5_K_cuda;
+        case GGML_TYPE_Q6_K:
+            return dequantize_row_q6_K_cuda;
+        case GGML_TYPE_IQ2_XXS:
+            return dequantize_row_iq2_xxs_cuda;
+        case GGML_TYPE_IQ2_XS:
+            return dequantize_row_iq2_xs_cuda;
+        case GGML_TYPE_IQ2_S:
+            return dequantize_row_iq2_s_cuda;
+        case GGML_TYPE_IQ3_XXS:
+            return dequantize_row_iq3_xxs_cuda;
+        case GGML_TYPE_IQ1_S:
+            return dequantize_row_iq1_s_cuda;
+        case GGML_TYPE_IQ1_M:
+            return dequantize_row_iq1_m_cuda;
+        case GGML_TYPE_IQ4_NL:
+            return dequantize_row_iq4_nl_cuda;
+        case GGML_TYPE_IQ4_XS:
+            return dequantize_row_iq4_xs_cuda;
+        case GGML_TYPE_IQ3_S:
+            return dequantize_row_iq3_s_cuda;
+        case GGML_TYPE_F16:
+            return convert_unary_cont_cuda<half>;
+        case GGML_TYPE_BF16:
+            return convert_unary_cont_cuda<nv_bfloat16>;
+        default:
+            return nullptr;
+    }
+}
+
+to_fp16_nc_cuda_t ggml_get_to_fp16_nc_cuda(ggml_type type) {
+    switch (type) {
+        case GGML_TYPE_F32:
+            return convert_unary_cuda<float>;
+        case GGML_TYPE_BF16:
+            return convert_unary_cuda<nv_bfloat16>;
+        default:
+            return nullptr;
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/convert.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/convert.cuh
new file mode 100644
index 0000000..b65b98e
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/convert.cuh
@@ -0,0 +1,26 @@
+#include "common.cuh"
+
+#define CUDA_DEQUANTIZE_BLOCK_SIZE 256
+
+template<typename T>
+using to_t_cuda_t = void (*)(const void * x, T * y, int64_t k, cudaStream_t stream);
+
+typedef to_t_cuda_t<float> to_fp32_cuda_t;
+typedef to_t_cuda_t<half> to_fp16_cuda_t;
+typedef to_t_cuda_t<nv_bfloat16> to_bf16_cuda_t;
+
+to_fp16_cuda_t ggml_get_to_fp16_cuda(ggml_type type);
+
+to_bf16_cuda_t ggml_get_to_bf16_cuda(ggml_type type);
+
+to_fp32_cuda_t ggml_get_to_fp32_cuda(ggml_type type);
+
+// TODO more general support for non-contiguous inputs
+
+template<typename T>
+using to_t_nc_cuda_t = void (*)(const void * x, T * y,
+    int64_t ne00, int64_t ne01, int64_t ne02, int64_t ne03,
+    int64_t s01, int64_t s02, int64_t s03, cudaStream_t stream);
+
+typedef to_t_nc_cuda_t<half> to_fp16_nc_cuda_t;
+to_fp16_nc_cuda_t ggml_get_to_fp16_nc_cuda(ggml_type type);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/count-equal.cu b/ml/backend/ggml/ggml/src/ggml-cuda/count-equal.cu
new file mode 100644
index 0000000..0889811
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/count-equal.cu
@@ -0,0 +1,64 @@
+#include "common.cuh"
+#include "count-equal.cuh"
+
+#include <cstdint>
+
+template <typename T>
+static __global__ void count_equal(const T * __restrict__ x, const T * __restrict__ y, int64_t * __restrict__ dst, const int64_t dk, const int64_t k) {
+    const int64_t i0 = (int64_t) blockIdx.x*dk;
+    const int64_t i1 = min(i0 + dk, k);
+
+    int nequal = 0;
+
+    for (int64_t i = i0 + threadIdx.x; i < i1; i += WARP_SIZE) {
+        const T xi = x[i];
+        const T yi = y[i];
+        nequal += xi == yi;
+    }
+
+    nequal = warp_reduce_sum(nequal);
+
+    if (threadIdx.x != 0) {
+        return;
+    }
+
+    atomicAdd((int *) dst, nequal);
+}
+
+void ggml_cuda_count_equal(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(src0->type == src1->type);
+    GGML_ASSERT( dst->type == GGML_TYPE_I64);
+
+    GGML_ASSERT(ggml_are_same_shape(src0, src1));
+    GGML_ASSERT(ggml_is_contiguous(src0));
+    GGML_ASSERT(ggml_is_contiguous(src1));
+    GGML_ASSERT(ggml_is_contiguous(dst));
+
+    int64_t * dst_d  = (int64_t *) dst->data;
+
+    cudaStream_t stream = ctx.stream();
+    const int nsm = ggml_cuda_info().devices[ggml_cuda_get_device()].nsm;
+
+    const int64_t ne = ggml_nelements(src0);
+    GGML_ASSERT(ne < (1 << 30) && "atomicAdd implementation only supports int");
+    const int64_t dne = GGML_PAD((ne + 4*nsm - 1) / (4*nsm), CUDA_COUNT_EQUAL_CHUNK_SIZE);
+
+    CUDA_CHECK(cudaMemsetAsync(dst_d, 0, ggml_nbytes(dst), stream));
+
+    const dim3 blocks_dim(WARP_SIZE, 1, 1);
+    const dim3 blocks_num(std::min((int64_t)4*nsm, (ne + CUDA_COUNT_EQUAL_CHUNK_SIZE - 1)/CUDA_COUNT_EQUAL_CHUNK_SIZE), 1, 1);
+
+    switch (src0->type) {
+        case GGML_TYPE_I32: {
+            const int * src0_d = (const int *) src0->data;
+            const int * src1_d = (const int *) src1->data;
+            count_equal<<<blocks_num, blocks_dim, 0, stream>>>(src0_d, src1_d, dst_d, dne, ne);
+        } break;
+        default:
+            GGML_ASSERT(false);
+            break;
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/count-equal.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/count-equal.cuh
new file mode 100644
index 0000000..8467da7
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/count-equal.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_COUNT_EQUAL_CHUNK_SIZE 128
+
+void ggml_cuda_count_equal(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/cp-async.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/cp-async.cuh
new file mode 100644
index 0000000..63d0c48
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/cp-async.cuh
@@ -0,0 +1,57 @@
+// Simplified API for asynchronous data loading.
+
+#include "common.cuh"
+
+
+static __device__ __forceinline__ unsigned int ggml_cuda_cvta_generic_to_shared(void * generic_ptr) {
+#ifdef CP_ASYNC_AVAILABLE
+    return __cvta_generic_to_shared(generic_ptr);
+#else
+    GGML_UNUSED(generic_ptr);
+    NO_DEVICE_CODE;
+    return 0;
+#endif // CP_ASYNC_AVAILABLE
+}
+
+// Copies data from global to shared memory, cg == cache global.
+// Both the src and dst pointers must be aligned to 16 bit.
+// Shared memory uses 32 bit addressing, the pointer is passed as unsigned int.
+// Generic pointers can be converted to 32 bit shared memory pointers using __cvta_generic_to_shared.
+// Only the 16 bit copy is exposed because 4 and 8 bit copies did not yield performance improvements.
+template <int preload>
+static __device__ __forceinline__ void cp_async_cg_16(const unsigned int dst, const void * src) {
+    static_assert(preload == 0 || preload == 64 || preload == 128 || preload == 256, "bad preload");
+#ifdef CP_ASYNC_AVAILABLE
+#if CUDART_VERSION >= 11040
+    if (preload == 256) {
+        asm volatile("cp.async.cg.shared.global.L2::256B [%0], [%1], 16;"
+            : : "r"(dst), "l"(src));
+    } else if (preload == 128) {
+        asm volatile("cp.async.cg.shared.global.L2::128B [%0], [%1], 16;"
+            : : "r"(dst), "l"(src));
+    } else if (preload == 64) {
+        asm volatile("cp.async.cg.shared.global.L2::64B [%0], [%1], 16;"
+            : : "r"(dst), "l"(src));
+    } else
+#endif // CUDART_VERSION >= 11040
+    {
+        asm volatile("cp.async.cg.shared.global [%0], [%1], 16;"
+            : : "r"(dst), "l"(src));
+    }
+#else
+    GGML_UNUSED(dst);
+    GGML_UNUSED(src);
+    NO_DEVICE_CODE;
+#endif // CP_ASYNC_AVAILABLE
+}
+
+// Makes each thread wait until its asynchronous data copies are done.
+// This does NOT provide any additional synchronization.
+// In particular, when copying data with multiple warps a call to __syncthreads will be needed.
+static __device__ __forceinline__ void cp_async_wait_all() {
+#ifdef CP_ASYNC_AVAILABLE
+    asm volatile("cp.async.wait_all;");
+#else
+    NO_DEVICE_CODE;
+#endif // CP_ASYNC_AVAILABLE
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/cpy.cu b/ml/backend/ggml/ggml/src/ggml-cuda/cpy.cu
new file mode 100644
index 0000000..4abd01d
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/cpy.cu
@@ -0,0 +1,744 @@
+#include "cpy.cuh"
+#include "dequantize.cuh"
+
+typedef void (*cpy_kernel_t)(const char * cx, char * cdst);
+
+static __device__ void cpy_1_f32_f32(const char * cxi, char * cdsti) {
+    const float * xi = (const float *) cxi;
+    float * dsti = (float *) cdsti;
+
+    *dsti = *xi;
+}
+
+static __device__ void cpy_1_f32_bf16(const char * cxi, char * cdsti) {
+    const float * xi = (const float *) cxi;
+    nv_bfloat16 * dsti = (nv_bfloat16 *) cdsti;
+
+    *dsti = *xi;
+}
+
+static __device__ void cpy_1_f32_f16(const char * cxi, char * cdsti) {
+    const float * xi = (const float *) cxi;
+    half * dsti = (half *) cdsti;
+
+    *dsti = __float2half(*xi);
+}
+
+static __device__ void cpy_1_f16_f16(const char * cxi, char * cdsti) {
+    const half * xi = (const half *) cxi;
+    half * dsti = (half *) cdsti;
+
+    *dsti = *xi;
+}
+
+static __device__ void cpy_1_f16_f32(const char * cxi, char * cdsti) {
+    const half * xi = (const half *) cxi;
+    float * dsti = (float *) cdsti;
+
+    *dsti = *xi;
+}
+
+static __device__ void cpy_1_i32_i32(const char * cxi, char * cdsti) {
+    const int32_t * xi = (const int32_t *) cxi;
+    int32_t * dsti = (int32_t *) cdsti;
+
+    *dsti = *xi;
+}
+
+template <cpy_kernel_t cpy_1>
+static __global__ void cpy_f32_f16(const char * cx, char * cdst_direct, const int ne,
+                                   const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+                                   const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
+                                   const int nb12, const int nb13, char ** cdst_indirect, int graph_cpynode_index) {
+    const int64_t i = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i >= ne) {
+        return;
+    }
+
+    char * cdst = (cdst_indirect != nullptr) ? cdst_indirect[graph_cpynode_index]: cdst_direct;
+
+    // determine indices i03/i13, i02/i12, i01/i11, i00/i10 as a function of index i of flattened tensor
+    // then combine those indices with the corresponding byte offsets to get the total offsets
+    const int64_t i03 = i/(ne00 * ne01 * ne02);
+    const int64_t i02 = (i - i03*ne00*ne01*ne02 )/ (ne00*ne01);
+    const int64_t i01 = (i - i03*ne00*ne01*ne02  -  i02*ne01*ne00) / ne00;
+    const int64_t i00 = i - i03*ne00*ne01*ne02 - i02*ne01*ne00 - i01*ne00;
+    const int64_t x_offset = i00*nb00 + i01*nb01 + i02*nb02 + i03 * nb03;
+
+    const int64_t i13 = i/(ne10 * ne11 * ne12);
+    const int64_t i12 = (i - i13*ne10*ne11*ne12) / (ne10*ne11);
+    const int64_t i11 = (i - i13*ne10*ne11*ne12 - i12*ne10*ne11) / ne10;
+    const int64_t i10 = i - i13*ne10*ne11*ne12 - i12*ne10*ne11 - i11*ne10;
+    const int64_t dst_offset = i10*nb10 + i11*nb11 + i12*nb12 + i13 * nb13;
+
+    cpy_1(cx + x_offset, cdst + dst_offset);
+}
+
+// First, add this template function after the other template functions
+template <cpy_kernel_t cpy_1>
+static __global__ void cpy_i32_i32(const char * cx, char * cdst, const int ne,
+                                 const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+                                 const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
+                                 const int nb12, const int nb13) {
+    const int64_t i = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i >= ne) {
+        return;
+    }
+
+    const int64_t i03 = i/(ne00 * ne01 * ne02);
+    const int64_t i02 = (i - i03*ne00*ne01*ne02 )/ (ne00*ne01);
+    const int64_t i01 = (i - i03*ne00*ne01*ne02  -  i02*ne01*ne00) / ne00;
+    const int64_t i00 = i - i03*ne00*ne01*ne02 - i02*ne01*ne00 - i01*ne00;
+    const int64_t x_offset = i00*nb00 + i01*nb01 + i02*nb02 + i03 * nb03;
+
+    const int64_t i13 = i/(ne10 * ne11 * ne12);
+    const int64_t i12 = (i - i13*ne10*ne11*ne12) / (ne10*ne11);
+    const int64_t i11 = (i - i13*ne10*ne11*ne12 - i12*ne10*ne11) / ne10;
+    const int64_t i10 = i - i13*ne10*ne11*ne12 - i12*ne10*ne11 - i11*ne10;
+    const int64_t dst_offset = i10*nb10 + i11*nb11 + i12*nb12 + i13 * nb13;
+
+    cpy_1(cx + x_offset, cdst + dst_offset);
+}
+
+// Then modify the ggml_cpy_i32_i32_cuda function to use the new template
+static void ggml_cpy_i32_i32_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int graph_cpynode_index) {
+
+    const int num_blocks = (ne + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
+    cpy_i32_i32<cpy_1_i32_i32><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13);
+}
+
+static __device__ void cpy_blck_f32_q8_0(const char * cxi, char * cdsti) {
+    const float * xi = (const float *) cxi;
+    block_q8_0 * dsti = (block_q8_0 *) cdsti;
+
+    float amax = 0.0f; // absolute max
+
+    for (int j = 0; j < QK8_0; j++) {
+        const float v = xi[j];
+        amax = fmaxf(amax, fabsf(v));
+    }
+
+    const float d = amax / ((1 << 7) - 1);
+    const float id = d ? 1.0f/d : 0.0f;
+
+    dsti->d = d;
+
+    for (int j = 0; j < QK8_0; ++j) {
+        const float x0 = xi[j]*id;
+
+        dsti->qs[j] = roundf(x0);
+    }
+}
+
+static __device__ void cpy_blck_q8_0_f32(const char * cxi, char * cdsti) {
+    float * cdstf = (float *)(cdsti);
+
+#pragma unroll
+    for (int j = 0; j < QK8_0; j += 2) {
+        dfloat2 dq;
+        dequantize_q8_0(cxi, 0, j, dq);
+        *(cdstf + j) = dq.x;
+        *(cdstf + j + 1) = dq.y;
+    }
+}
+
+static __device__ void cpy_blck_f32_q4_0(const char * cxi, char * cdsti) {
+    const float * xi = (const float *) cxi;
+    block_q4_0 * dsti = (block_q4_0 *) cdsti;
+
+    float amax = 0.0f;
+    float vmax = 0.0f;
+
+    for (int j = 0; j < QK4_0; ++j) {
+        const float v = xi[j];
+        if (amax < fabsf(v)) {
+            amax = fabsf(v);
+            vmax = v;
+        }
+    }
+
+    const float d  = vmax / -8;
+    const float id = d ? 1.0f/d : 0.0f;
+
+    dsti->d = d;
+
+    for (int j = 0; j < QK4_0/2; ++j) {
+        const float x0 = xi[0       + j]*id;
+        const float x1 = xi[QK4_0/2 + j]*id;
+
+        const uint8_t xi0 = min(15, (int8_t)(x0 + 8.5f));
+        const uint8_t xi1 = min(15, (int8_t)(x1 + 8.5f));
+
+        dsti->qs[j]  = xi0;
+        dsti->qs[j] |= xi1 << 4;
+    }
+}
+
+static __device__ void cpy_blck_f32_q4_1(const char * cxi, char * cdsti) {
+    const float * xi = (const float *) cxi;
+    block_q4_1 * dsti = (block_q4_1 *) cdsti;
+
+    float vmin = FLT_MAX;
+    float vmax = -FLT_MAX;
+
+    for (int j = 0; j < QK4_1; ++j) {
+        const float v = xi[j];
+
+        if (v < vmin) vmin = v;
+        if (v > vmax) vmax = v;
+    }
+
+    const float d  = (vmax - vmin) / ((1 << 4) - 1);
+    const float id = d ? 1.0f/d : 0.0f;
+
+    dsti->dm.x = d;
+    dsti->dm.y = vmin;
+
+    for (int j = 0; j < QK4_1/2; ++j) {
+        const float x0 = (xi[0       + j] - vmin)*id;
+        const float x1 = (xi[QK4_1/2 + j] - vmin)*id;
+
+        const uint8_t xi0 = min(15, (int8_t)(x0 + 0.5f));
+        const uint8_t xi1 = min(15, (int8_t)(x1 + 0.5f));
+
+        dsti->qs[j]  = xi0;
+        dsti->qs[j] |= xi1 << 4;
+    }
+}
+
+static __device__ void cpy_blck_f32_q5_0(const char * cxi, char * cdsti) {
+    const float * xi = (const float *) cxi;
+    block_q5_0 * dsti = (block_q5_0 *) cdsti;
+
+    float amax = 0.0f;
+    float vmax = 0.0f;
+
+    for (int j = 0; j < QK5_0; ++j) {
+        const float v = xi[j];
+        if (amax < fabsf(v)) {
+            amax = fabsf(v);
+            vmax = v;
+        }
+    }
+
+    const float d  = vmax / -16;
+    const float id = d ? 1.0f/d : 0.0f;
+
+    dsti->d = d;
+
+    uint32_t qh = 0;
+    for (int j = 0; j < QK5_0/2; ++j) {
+        const float x0 = xi[0       + j]*id;
+        const float x1 = xi[QK5_0/2 + j]*id;
+
+        const uint8_t xi0 = min(31, (int8_t)(x0 + 16.5f));
+        const uint8_t xi1 = min(31, (int8_t)(x1 + 16.5f));
+
+        dsti->qs[j]  = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
+        qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+        qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_0/2);
+    }
+    memcpy(dsti->qh, &qh, sizeof(qh));
+}
+
+static __device__ void cpy_blck_f32_q5_1(const char * cxi, char * cdsti) {
+    const float * xi = (const float *) cxi;
+    block_q5_1 * dsti = (block_q5_1 *) cdsti;
+
+    float min = xi[0];
+    float max = xi[0];
+
+    for (int j = 1; j < QK5_1; ++j) {
+        const float v = xi[j];
+        min = v < min ? v : min;
+        max = v > max ? v : max;
+    }
+
+    const float d  = (max - min) / 31;
+    const float id = d ? 1.0f/d : 0.0f;
+
+    dsti->dm.x = d;
+    dsti->dm.y = min;
+
+    uint32_t qh = 0;
+    for (int j = 0; j < QK5_1/2; ++j) {
+        const float x0 = (xi[0       + j] - min)*id;
+        const float x1 = (xi[QK5_1/2 + j] - min)*id;
+
+        const uint8_t xi0 = (uint8_t)(x0 + 0.5f);
+        const uint8_t xi1 = (uint8_t)(x1 + 0.5f);
+
+        dsti->qs[j]  = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
+        qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+        qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_1/2);
+    }
+    memcpy(dsti->qh, &qh, sizeof(qh));
+}
+
+template<dequantize_kernel_t dequant, int qk>
+static __device__ void cpy_blck_q_f32(const char * cxi, char * cdsti) {
+    float * cdstf = (float *)(cdsti);
+
+#pragma unroll
+    for (int j = 0; j < qk/2; j++) {
+        dfloat2 dq;
+        dequant(cxi, 0, j, dq);
+        *(cdstf + j) = dq.x;
+        *(cdstf + j + qk/2) = dq.y;
+    }
+}
+
+static __device__ __forceinline__ int best_index_int8(int n, const int8_t * val, float x) {
+    if (x <= val[0]) return 0;
+    if (x >= val[n-1]) return n-1;
+    int ml = 0, mu = n-1;
+    while (mu-ml > 1) {
+        int mav = (ml+mu)/2;
+        if (x < val[mav]) mu = mav; else ml = mav;
+    }
+    return x - val[mu-1] < val[mu] - x ? mu-1 : mu;
+}
+
+static __device__ void cpy_blck_f32_iq4_nl(const char * cxi, char * cdsti) {
+    const float * xi = (const float *) cxi;
+    block_iq4_nl * dsti = (block_iq4_nl *) cdsti;
+
+    float amax = 0.0f;
+    float vmax = 0.0f;
+
+    for (int j = 0; j < QK4_NL; ++j) {
+        const float v = xi[j];
+        if (amax < fabsf(v)) {
+            amax = fabsf(v);
+            vmax = v;
+        }
+    }
+
+    float d = vmax / kvalues_iq4nl[0];
+    const float id = d ? 1.0f/d : 0.0f;
+
+    float sumqx = 0, sumq2 = 0;
+    for (int j = 0; j < QK4_NL/2; ++j) {
+        const float x0 = xi[0        + j]*id;
+        const float x1 = xi[QK4_NL/2 + j]*id;
+        const uint8_t xi0 = best_index_int8(16, kvalues_iq4nl, x0);
+        const uint8_t xi1 = best_index_int8(16, kvalues_iq4nl, x1);
+        dsti->qs[j] = xi0 | (xi1 << 4);
+        const float v0 = kvalues_iq4nl[xi0];
+        const float v1 = kvalues_iq4nl[xi1];
+        const float w0 = xi[0        + j]*xi[0        + j];
+        const float w1 = xi[QK4_NL/2 + j]*xi[QK4_NL/2 + j];
+        sumqx += w0*v0*xi[j] + w1*v1*xi[QK4_NL/2 + j];
+        sumq2 += w0*v0*v0 + w1*v1*v1;
+    }
+
+    dsti->d = sumq2 > 0 ? sumqx/sumq2 : d;
+}
+
+template <cpy_kernel_t cpy_blck, int qk>
+static __global__ void cpy_f32_q(const char * cx, char * cdst_direct, const int ne,
+                                 const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+                                 const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
+                                 const int nb12, const int nb13, char ** cdst_indirect, int graph_cpynode_index) {
+    const int i = (blockDim.x*blockIdx.x + threadIdx.x)*qk;
+
+    if (i >= ne) {
+        return;
+    }
+
+    char * cdst = (cdst_indirect != nullptr) ? cdst_indirect[graph_cpynode_index]: cdst_direct;
+
+    const int i03 = i/(ne00 * ne01 * ne02);
+    const int i02 = (i - i03*ne00*ne01*ne02 )/ (ne00*ne01);
+    const int i01 = (i - i03*ne00*ne01*ne02  -  i02*ne01*ne00) / ne00;
+    const int i00 = i - i03*ne00*ne01*ne02 - i02*ne01*ne00 - i01*ne00;
+    const int x_offset = i00*nb00 + i01*nb01 + i02*nb02 + i03 * nb03;
+
+    const int i13 = i/(ne10 * ne11 * ne12);
+    const int i12 = (i - i13*ne10*ne11*ne12) / (ne10*ne11);
+    const int i11 = (i - i13*ne10*ne11*ne12 - i12*ne10*ne11) / ne10;
+    const int i10 = i - i13*ne10*ne11*ne12 - i12*ne10*ne11 - i11*ne10;
+    const int dst_offset = (i10/qk)*nb10 + i11*nb11 + i12*nb12 + i13*nb13;
+
+    cpy_blck(cx + x_offset, cdst + dst_offset);
+}
+
+template <cpy_kernel_t cpy_blck, int qk>
+static __global__ void cpy_q_f32(const char * cx, char * cdst_direct, const int ne,
+                                 const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+                                 const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
+                                 const int nb12, const int nb13, char ** cdst_indirect, int graph_cpynode_index) {
+    const int i = (blockDim.x*blockIdx.x + threadIdx.x)*qk;
+
+    if (i >= ne) {
+        return;
+    }
+
+    char * cdst = (cdst_indirect != nullptr) ? cdst_indirect[graph_cpynode_index]: cdst_direct;
+
+    const int i03 = i/(ne00 * ne01 * ne02);
+    const int i02 = (i - i03*ne00*ne01*ne02 )/ (ne00*ne01);
+    const int i01 = (i - i03*ne00*ne01*ne02  -  i02*ne01*ne00) / ne00;
+    const int i00 = i - i03*ne00*ne01*ne02 - i02*ne01*ne00 - i01*ne00;
+    const int x_offset = (i00/qk)*nb00 + i01*nb01 + i02*nb02 + i03 * nb03;
+
+    const int i13 = i/(ne10 * ne11 * ne12);
+    const int i12 = (i - i13*ne10*ne11*ne12) / (ne10*ne11);
+    const int i11 = (i - i13*ne10*ne11*ne12 - i12*ne10*ne11) / ne10;
+    const int i10 = i - i13*ne10*ne11*ne12 - i12*ne10*ne11 - i11*ne10;
+    const int dst_offset = i10*nb10 + i11*nb11 + i12*nb12 + i13*nb13;
+
+    cpy_blck(cx + x_offset, cdst + dst_offset);
+}
+
+// Copy destination pointers to GPU to be available when pointer indirection is in use
+
+void ggml_cuda_cpy_dest_ptrs_copy(ggml_cuda_graph * cuda_graph, char ** host_dest_ptrs, const int host_dest_ptrs_size, cudaStream_t stream) {
+#if defined(GGML_CUDA_USE_GRAPHS) || defined(GGML_HIP_GRAPHS)
+    if (cuda_graph->dest_ptrs_size < host_dest_ptrs_size) { // (re-)allocate GPU memory for destination pointers
+        CUDA_CHECK(cudaStreamSynchronize(stream));
+        if (cuda_graph->dest_ptrs_d != nullptr) {
+            CUDA_CHECK(cudaFree(cuda_graph->dest_ptrs_d));
+        }
+        CUDA_CHECK(cudaMalloc(&cuda_graph->dest_ptrs_d, host_dest_ptrs_size*sizeof(char *)));
+        cuda_graph->dest_ptrs_size = host_dest_ptrs_size;
+    }
+    // copy destination pointers to GPU
+    CUDA_CHECK(cudaMemcpyAsync(cuda_graph->dest_ptrs_d, host_dest_ptrs, host_dest_ptrs_size*sizeof(char *), cudaMemcpyHostToDevice, stream));
+    cuda_graph->graph_cpynode_index = 0; // reset index
+#else
+    GGML_UNUSED(cuda_graph); GGML_UNUSED(host_dest_ptrs);
+    GGML_UNUSED(host_dest_ptrs_size); GGML_UNUSED(stream);
+#endif
+}
+
+static void ggml_cpy_f16_f32_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    const int num_blocks = (ne + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
+    cpy_f32_f16<cpy_1_f16_f32><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f32_f32_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    const int num_blocks = (ne + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
+    cpy_f32_f16<cpy_1_f32_f32><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f32_bf16_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    const int num_blocks = (ne + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
+    cpy_f32_f16<cpy_1_f32_bf16><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f32_f16_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    const int num_blocks = (ne + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
+    cpy_f32_f16<cpy_1_f32_f16><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f32_q8_0_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    GGML_ASSERT(ne % QK8_0 == 0);
+    const int num_blocks = ne / QK8_0;
+    cpy_f32_q<cpy_blck_f32_q8_0, QK8_0><<<num_blocks, 1, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_q8_0_f32_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    const int num_blocks = ne;
+    cpy_q_f32<cpy_blck_q8_0_f32, QK8_0><<<num_blocks, 1, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f32_q4_0_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    GGML_ASSERT(ne % QK4_0 == 0);
+    const int num_blocks = ne / QK4_0;
+    cpy_f32_q<cpy_blck_f32_q4_0, QK4_0><<<num_blocks, 1, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_q4_0_f32_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02,
+    const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12,
+    const int nb10, const int nb11, const int nb12, const int nb13,
+    cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+    const int num_blocks = ne;
+    cpy_q_f32<cpy_blck_q_f32<dequantize_q4_0, QK4_0>, QK4_0><<<num_blocks, 1, 0, stream>>>(
+        cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03,
+         ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f32_q4_1_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    GGML_ASSERT(ne % QK4_1 == 0);
+    const int num_blocks = ne / QK4_1;
+    cpy_f32_q<cpy_blck_f32_q4_1, QK4_1><<<num_blocks, 1, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_q4_1_f32_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02,
+    const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12,
+    const int nb10, const int nb11, const int nb12, const int nb13,
+    cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+    const int num_blocks = ne;
+    cpy_q_f32<cpy_blck_q_f32<dequantize_q4_1, QK4_1>, QK4_1><<<num_blocks, 1, 0, stream>>>(
+        cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03,
+         ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f32_q5_0_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    GGML_ASSERT(ne % QK5_0 == 0);
+    const int num_blocks = ne / QK5_0;
+    cpy_f32_q<cpy_blck_f32_q5_0, QK5_0><<<num_blocks, 1, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_q5_0_f32_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02,
+    const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12,
+    const int nb10, const int nb11, const int nb12, const int nb13,
+    cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+    const int num_blocks = ne;
+    cpy_q_f32<cpy_blck_q_f32<dequantize_q5_0, QK5_0>, QK5_0><<<num_blocks, 1, 0, stream>>>(
+        cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03,
+        ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f32_q5_1_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    GGML_ASSERT(ne % QK5_1 == 0);
+    const int num_blocks = ne / QK5_1;
+    cpy_f32_q<cpy_blck_f32_q5_1, QK5_1><<<num_blocks, 1, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_q5_1_f32_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02,
+    const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12,
+    const int nb10, const int nb11, const int nb12, const int nb13,
+    cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+    const int num_blocks = ne;
+    cpy_q_f32<cpy_blck_q_f32<dequantize_q5_1, QK5_1>, QK5_1><<<num_blocks, 1, 0, stream>>>(
+        cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03,
+        ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f32_iq4_nl_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    GGML_ASSERT(ne % QK4_NL == 0);
+    const int num_blocks = ne / QK4_NL;
+    cpy_f32_q<cpy_blck_f32_iq4_nl, QK4_NL><<<num_blocks, 1, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+static void ggml_cpy_f16_f16_cuda(
+    const char * cx, char * cdst, const int ne,
+    const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02,
+    const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream, char ** cdst_indirect, int & graph_cpynode_index) {
+
+    const int num_blocks = (ne + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
+    cpy_f32_f16<cpy_1_f16_f16><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
+        (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, cdst_indirect, graph_cpynode_index++);
+}
+
+void ggml_cuda_cpy(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, ggml_tensor * src1, bool disable_indirection_for_this_node) {
+    const int64_t ne = ggml_nelements(src0);
+    GGML_ASSERT(ne == ggml_nelements(src1));
+
+    GGML_ASSERT(ggml_nbytes(src0) <= INT_MAX);
+    GGML_ASSERT(ggml_nbytes(src1) <= INT_MAX);
+
+    const int64_t ne00 = src0->ne[0];
+    const int64_t ne01 = src0->ne[1];
+    const int64_t ne02 = src0->ne[2];
+
+    //GGML_ASSERT(src0->ne[3] == 1);
+
+    const int64_t nb00 = src0->nb[0];
+    const int64_t nb01 = src0->nb[1];
+    const int64_t nb02 = src0->nb[2];
+    const int64_t nb03 = src0->nb[3];
+
+    const int64_t ne10 = src1->ne[0];
+    const int64_t ne11 = src1->ne[1];
+    const int64_t ne12 = src1->ne[2];
+
+    //GGML_ASSERT(src1->ne[3] == 1);
+
+    const int64_t nb10 = src1->nb[0];
+    const int64_t nb11 = src1->nb[1];
+    const int64_t nb12 = src1->nb[2];
+    const int64_t nb13 = src1->nb[3];
+
+    cudaStream_t main_stream = ctx.stream();
+
+    char * src0_ddc = (char *) src0->data;
+    char * src1_ddc = (char *) src1->data;
+
+    char ** dest_ptrs_d = nullptr;
+    int graph_cpynode_index = -1;
+#if defined(GGML_CUDA_USE_GRAPHS) || defined(GGML_HIP_GRAPHS)
+    if(ctx.cuda_graph->use_cpy_indirection && !disable_indirection_for_this_node) {
+        dest_ptrs_d = ctx.cuda_graph->dest_ptrs_d;
+        graph_cpynode_index = ctx.cuda_graph->graph_cpynode_index;
+    }
+#else
+    GGML_UNUSED(disable_indirection_for_this_node);
+#endif
+    if (src0->type == src1->type && ggml_is_contiguous(src0) && ggml_is_contiguous(src1)) {
+        GGML_ASSERT(ggml_nbytes(src0) == ggml_nbytes(src1));
+        CUDA_CHECK(cudaMemcpyAsync(src1_ddc, src0_ddc, ggml_nbytes(src0), cudaMemcpyDeviceToDevice, main_stream));
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32) {
+        ggml_cpy_f32_f32_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_BF16) {
+        ggml_cpy_f32_bf16_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F16) {
+        ggml_cpy_f32_f16_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q8_0) {
+        ggml_cpy_f32_q8_0_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_Q8_0 && src1->type == GGML_TYPE_F32) {
+        ggml_cpy_q8_0_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q4_0) {
+        ggml_cpy_f32_q4_0_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_Q4_0 && src1->type == GGML_TYPE_F32) {
+        ggml_cpy_q4_0_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02,
+            nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q4_1) {
+        ggml_cpy_f32_q4_1_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_Q4_1 && src1->type == GGML_TYPE_F32) {
+        ggml_cpy_q4_1_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02,
+            nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q5_0) {
+        ggml_cpy_f32_q5_0_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_Q5_0 && src1->type == GGML_TYPE_F32) {
+        ggml_cpy_q5_0_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02,
+            nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_IQ4_NL) {
+        ggml_cpy_f32_iq4_nl_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q5_1) {
+        ggml_cpy_f32_q5_1_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_Q5_1 && src1->type == GGML_TYPE_F32) {
+        ggml_cpy_q5_1_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F16) {
+        ggml_cpy_f16_f16_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F32) {
+        ggml_cpy_f16_f32_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else if (src0->type == GGML_TYPE_I32 && src1->type == GGML_TYPE_I32) {
+        ggml_cpy_i32_i32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
+    } else {
+        GGML_ABORT("%s: unsupported type combination (%s to %s)\n", __func__,
+                ggml_type_name(src0->type), ggml_type_name(src1->type));
+    }
+#if defined(GGML_CUDA_USE_GRAPHS) || defined(GGML_HIP_GRAPHS)
+    if(ctx.cuda_graph->use_cpy_indirection && !disable_indirection_for_this_node) {
+        ctx.cuda_graph->graph_cpynode_index = graph_cpynode_index;
+    }
+#else
+    GGML_UNUSED(disable_indirection_for_this_node);
+#endif
+
+}
+
+void ggml_cuda_dup(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    bool disable_indirection = true;
+    ggml_cuda_cpy(ctx, src0, dst, disable_indirection);
+}
+
+void* ggml_cuda_cpy_fn(const ggml_tensor * src0, ggml_tensor * src1) {
+    if (src0->type == src1->type && ggml_is_contiguous(src0) && ggml_is_contiguous(src1)) {
+        return nullptr;
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32) {
+        return (void*) cpy_f32_f16<cpy_1_f32_f32>;
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_BF16) {
+        return (void*) cpy_f32_f16<cpy_1_f32_bf16>;
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F16) {
+        return (void*) cpy_f32_f16<cpy_1_f32_f16>;
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q8_0) {
+        return (void*) cpy_f32_q<cpy_blck_f32_q8_0, QK8_0>;
+    } else if (src0->type == GGML_TYPE_Q8_0 && src1->type == GGML_TYPE_F32) {
+        return (void*) cpy_q_f32<cpy_blck_q8_0_f32, QK8_0>;
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q4_0) {
+        return (void*) cpy_f32_q<cpy_blck_f32_q4_0, QK4_0>;
+    } else if (src0->type == GGML_TYPE_Q4_0 && src1->type == GGML_TYPE_F32) {
+        return (void*) cpy_q_f32<cpy_blck_q_f32<dequantize_q4_0, QK4_0>, QK4_0>;
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q4_1) {
+        return (void*) cpy_f32_q<cpy_blck_f32_q4_1, QK4_1>;
+    } else if (src0->type == GGML_TYPE_Q4_1 && src1->type == GGML_TYPE_F32) {
+        return (void*) cpy_q_f32<cpy_blck_q_f32<dequantize_q4_1, QK4_1>, QK4_1>;
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q5_0) {
+        return (void*) cpy_f32_q<cpy_blck_f32_q5_0, QK5_0>;
+    } else if (src0->type == GGML_TYPE_Q5_0 && src1->type == GGML_TYPE_F32) {
+        return (void*) cpy_q_f32<cpy_blck_q_f32<dequantize_q5_0, QK5_0>, QK5_0>;
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_IQ4_NL) {
+        return (void*) cpy_f32_q<cpy_blck_f32_iq4_nl, QK4_NL>;
+    } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q5_1) {
+        return (void*) cpy_f32_q<cpy_blck_f32_q5_1, QK5_1>;
+    } else if (src0->type == GGML_TYPE_Q5_1 && src1->type == GGML_TYPE_F32) {
+        return (void*) cpy_q_f32<cpy_blck_q_f32<dequantize_q5_1, QK5_1>, QK5_1>;
+    } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F16) {
+        return (void*) cpy_f32_f16<cpy_1_f32_f16>;
+    } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F32) {
+        return (void*) cpy_f32_f16<cpy_1_f16_f32>;
+    } else if (src0->type == GGML_TYPE_I32 && src1->type == GGML_TYPE_I32) {
+        return (void*) cpy_i32_i32<cpy_1_i32_i32>;
+    } else {
+        GGML_ABORT("%s: unsupported type combination (%s to %s)\n", __func__,
+                ggml_type_name(src0->type), ggml_type_name(src1->type));
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/cpy.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/cpy.cuh
new file mode 100644
index 0000000..0bd3c0c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/cpy.cuh
@@ -0,0 +1,11 @@
+#include "common.cuh"
+
+#define CUDA_CPY_BLOCK_SIZE 64
+
+void ggml_cuda_cpy(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, ggml_tensor * src1,  bool disable_indirection = false);
+
+void ggml_cuda_dup(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void* ggml_cuda_cpy_fn(const ggml_tensor * src0, ggml_tensor * src1);
+
+void ggml_cuda_cpy_dest_ptrs_copy(ggml_cuda_graph * cuda_graph, char ** host_dest_ptrs, const int host_dest_ptrs_size, cudaStream_t stream);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/cross-entropy-loss.cu b/ml/backend/ggml/ggml/src/ggml-cuda/cross-entropy-loss.cu
new file mode 100644
index 0000000..0ce4afb
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/cross-entropy-loss.cu
@@ -0,0 +1,189 @@
+#include "common.cuh"
+#include "cross-entropy-loss.cuh"
+#include "sum.cuh"
+
+#include <cmath>
+#include <cstdint>
+
+template <bool use_shared>
+static __global__ void cross_entropy_loss_f32(
+        const float * __restrict__ logits, const float * __restrict__ labels, float * __restrict__ dst, const int nclasses, const int k) {
+    extern __shared__ float tmp[];
+
+    logits += int64_t(blockIdx.x)*nclasses;
+    labels += int64_t(blockIdx.x)*nclasses;
+
+    // Find maximum for softmax:
+    float max_logit = -INFINITY;
+    for (int i = threadIdx.x; i < nclasses; i += WARP_SIZE) {
+        const float val = logits[i];
+        max_logit = fmaxf(max_logit, val);
+
+        if (use_shared) {
+            tmp[i] = val;
+        }
+    }
+    max_logit = warp_reduce_max(max_logit);
+
+    // Calculate log(softmax(logits)) which is just logits - max:
+    float sum = 0.0f;
+    for (int i = threadIdx.x; i < nclasses; i += WARP_SIZE) {
+        const float logit_i = use_shared ? tmp[i] : logits[i];
+        sum += expf(logit_i - max_logit);
+    }
+    sum = warp_reduce_sum(sum);
+    sum = logf(sum);
+
+    // log(exp(logits - max) / sum) = (logits - max) - log(sum)
+    float loss = 0.0f;
+    for (int i = threadIdx.x; i < nclasses; i += WARP_SIZE) {
+        const float logit_i = use_shared ? tmp[i] : logits[i];
+        loss += (logit_i - max_logit - sum) * labels[i];
+    }
+    loss = -warp_reduce_sum(loss) / (float)k;
+
+    if (threadIdx.x != 0) {
+        return;
+    }
+
+    dst[blockIdx.x] = loss;
+}
+
+template <bool use_shared>
+static __global__ void cross_entropy_loss_back_f32(
+        const float * __restrict__ grad, const float * __restrict__ logits, const float * __restrict__ labels,
+        float * __restrict__ dst, const int nclasses) {
+    extern __shared__ float tmp[];
+
+    logits += int64_t(blockIdx.x)*nclasses;
+    labels += int64_t(blockIdx.x)*nclasses;
+    dst    += int64_t(blockIdx.x)*nclasses;
+
+    float maxval = -INFINITY;
+    for (int i = threadIdx.x; i < nclasses; i += WARP_SIZE) {
+        const float val = logits[i];
+        maxval = fmaxf(maxval, val);
+
+        if (use_shared) {
+            tmp[i] = val;
+        }
+    }
+    maxval = warp_reduce_max(maxval);
+
+    float sum = 0.0f;
+    for (int i = threadIdx.x; i < nclasses; i += WARP_SIZE) {
+        const float val = expf((use_shared ? tmp[i] : logits[i]) - maxval);
+        sum += val;
+
+        if (use_shared) {
+            tmp[i] = val;
+        } else {
+            dst[i] = val;
+        }
+    }
+    sum = warp_reduce_sum(sum);
+    const float sm_scale = 1.0f/sum;
+
+    const float d_by_nrows = *grad/gridDim.x;
+    for (int i = threadIdx.x; i < nclasses; i += WARP_SIZE) {
+        const float val = use_shared ? tmp[i] : dst[i];
+        dst[i] = (val*sm_scale - labels[i])*d_by_nrows;
+    }
+}
+
+void ggml_cuda_cross_entropy_loss(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_ASSERT(ggml_is_contiguous(src0));
+    GGML_ASSERT(ggml_is_contiguous(src1));
+    GGML_ASSERT(ggml_is_contiguous(dst));
+
+    const int64_t ne00  = src0->ne[0];
+    const int64_t nrows = ggml_nrows(src0);
+
+    const float * src0_d = (const float *) src0->data;
+    const float * src1_d = (const float *) src1->data;
+    float       * dst_d  = (float       *) dst->data;
+
+    ggml_cuda_pool & pool = ctx.pool();
+    cudaStream_t stream = ctx.stream();
+
+    const dim3 blocks_dim(WARP_SIZE, 1, 1);
+    const dim3 blocks_num(nrows, 1, 1);
+    const size_t nbytes_shared = ne00*sizeof(float);
+
+    const int    id    = ggml_cuda_get_device();
+    const size_t smpbo = ggml_cuda_info().devices[id].smpbo;
+
+    ggml_cuda_pool_alloc<float> dst_tmp(pool, blocks_num.x);
+
+    if (nbytes_shared <= smpbo) {
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+        static bool shared_memory_limit_raised[GGML_CUDA_MAX_DEVICES] = {false};
+        if (!shared_memory_limit_raised[id]) {
+            CUDA_CHECK(cudaFuncSetAttribute(cross_entropy_loss_f32<true>, cudaFuncAttributeMaxDynamicSharedMemorySize, smpbo));
+            shared_memory_limit_raised[id] = true;
+        }
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+        cross_entropy_loss_f32<true><<<blocks_num, blocks_dim, nbytes_shared, stream>>>(src0_d, src1_d, dst_tmp.ptr, ne00, nrows);
+    } else {
+        cross_entropy_loss_f32<false><<<blocks_num, blocks_dim, 0, stream>>>(src0_d, src1_d, dst_tmp.ptr, ne00, nrows);
+    }
+    CUDA_CHECK(cudaGetLastError());
+
+    // Combine results from individual blocks:
+    sum_f32_cuda(pool, dst_tmp.ptr, dst_d, blocks_num.x, stream);
+}
+
+void ggml_cuda_cross_entropy_loss_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * grad  = dst->src[0];
+    const ggml_tensor * src0f = dst->src[1];
+    const ggml_tensor * src1f = dst->src[2];
+
+    GGML_ASSERT(src0f->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1f->type == GGML_TYPE_F32);
+    GGML_ASSERT( grad->type == GGML_TYPE_F32);
+    GGML_ASSERT(  dst->type == GGML_TYPE_F32);
+
+    GGML_ASSERT(ggml_is_scalar(grad));
+    GGML_ASSERT(ggml_is_contiguous(src0f));
+    GGML_ASSERT(ggml_is_contiguous(src1f));
+    GGML_ASSERT(ggml_is_contiguous(dst));
+    GGML_ASSERT(ggml_are_same_shape(src0f, src1f));
+    GGML_ASSERT(ggml_are_same_shape(src0f, dst));
+
+    const int64_t ne00  = src0f->ne[0];
+    const int64_t nrows = ggml_nrows(src0f);
+
+    const float * grad_d  = (const float *) grad->data;
+    const float * src0f_d = (const float *) src0f->data;
+    const float * src1f_d = (const float *) src1f->data;
+    float       * dst_d   = (float       *) dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    const dim3 blocks_dim(WARP_SIZE, 1, 1);
+    const dim3 blocks_num(nrows, 1, 1);
+    const size_t nbytes_shared = ne00*sizeof(float);
+
+    const int    id    = ggml_cuda_get_device();
+    const size_t smpbo = ggml_cuda_info().devices[id].smpbo;
+
+    if (nbytes_shared <= smpbo) {
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+        static bool shared_memory_limit_raised[GGML_CUDA_MAX_DEVICES] = {false};
+        if (!shared_memory_limit_raised[id]) {
+            CUDA_CHECK(cudaFuncSetAttribute(cross_entropy_loss_back_f32<true>, cudaFuncAttributeMaxDynamicSharedMemorySize, smpbo));
+            shared_memory_limit_raised[id] = true;
+        }
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+        cross_entropy_loss_back_f32<true><<<blocks_num, blocks_dim, nbytes_shared, stream>>>(grad_d, src0f_d, src1f_d, dst_d, ne00);
+    } else {
+        cross_entropy_loss_back_f32<false><<<blocks_num, blocks_dim, 0, stream>>>(grad_d, src0f_d, src1f_d, dst_d, ne00);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/cross-entropy-loss.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/cross-entropy-loss.cuh
new file mode 100644
index 0000000..9ec7152
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/cross-entropy-loss.cuh
@@ -0,0 +1,7 @@
+#include "common.cuh"
+
+#define CUDA_CROSS_ENTROPY_LOSS_BLOCK_SIZE 256
+
+void ggml_cuda_cross_entropy_loss(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_cross_entropy_loss_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/dequantize.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/dequantize.cuh
new file mode 100644
index 0000000..bd3c2d9
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/dequantize.cuh
@@ -0,0 +1,103 @@
+#include "common.cuh"
+
+static __device__ __forceinline__ void dequantize_q4_0(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){
+    const block_q4_0 * x = (const block_q4_0 *) vx;
+
+    const dfloat d = x[ib].d;
+
+    const int vui = x[ib].qs[iqs];
+
+    v.x = vui & 0xF;
+    v.y = vui >> 4;
+
+#ifdef GGML_CUDA_F16
+    v = __hsub2(v, {8.0f, 8.0f});
+    v = __hmul2(v, {d, d});
+#else
+    v.x = (v.x - 8.0f) * d;
+    v.y = (v.y - 8.0f) * d;
+#endif // GGML_CUDA_F16
+}
+
+static __device__ __forceinline__ void dequantize_q4_1(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){
+    const block_q4_1 * x = (const block_q4_1 *) vx;
+
+    const dfloat d = __low2half(x[ib].dm);
+    const dfloat m = __high2half(x[ib].dm);
+
+    const int vui = x[ib].qs[iqs];
+
+    v.x = vui & 0xF;
+    v.y = vui >> 4;
+
+#ifdef GGML_CUDA_F16
+    v = __hmul2(v, {d, d});
+    v = __hadd2(v, {m, m});
+#else
+    v.x = (v.x * d) + m;
+    v.y = (v.y * d) + m;
+#endif // GGML_CUDA_F16
+}
+
+static __device__ __forceinline__ void dequantize_q5_0(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){
+    const block_q5_0 * x = (const block_q5_0 *) vx;
+
+    const dfloat d = x[ib].d;
+
+    uint32_t qh;
+    memcpy(&qh, x[ib].qh, sizeof(qh));
+
+    const int xh_0 = ((qh >> (iqs +  0)) << 4) & 0x10;
+    const int xh_1 = ((qh >> (iqs + 12))     ) & 0x10;
+
+    v.x = ((x[ib].qs[iqs] & 0xf) | xh_0);
+    v.y = ((x[ib].qs[iqs] >>  4) | xh_1);
+
+#ifdef GGML_CUDA_F16
+    v = __hsub2(v, {16.0f, 16.0f});
+    v = __hmul2(v, {d, d});
+#else
+    v.x = (v.x - 16.0f) * d;
+    v.y = (v.y - 16.0f) * d;
+#endif // GGML_CUDA_F16
+}
+
+static __device__ __forceinline__ void dequantize_q5_1(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){
+    const block_q5_1 * x = (const block_q5_1 *) vx;
+
+    const dfloat d = __low2half(x[ib].dm);
+    const dfloat m = __high2half(x[ib].dm);
+
+    uint32_t qh;
+    memcpy(&qh, x[ib].qh, sizeof(qh));
+
+    const int xh_0 = ((qh >> (iqs +  0)) << 4) & 0x10;
+    const int xh_1 = ((qh >> (iqs + 12))     ) & 0x10;
+
+    v.x = ((x[ib].qs[iqs] & 0xf) | xh_0);
+    v.y = ((x[ib].qs[iqs] >>  4) | xh_1);
+
+#ifdef GGML_CUDA_F16
+    v = __hmul2(v, {d, d});
+    v = __hadd2(v, {m, m});
+#else
+    v.x = (v.x * d) + m;
+    v.y = (v.y * d) + m;
+#endif // GGML_CUDA_F16
+}
+
+static __device__ __forceinline__ void dequantize_q8_0(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){
+    const block_q8_0 * x = (const block_q8_0 *) vx;
+
+    const dfloat d = x[ib].d;
+
+    v.x = x[ib].qs[iqs + 0];
+    v.y = x[ib].qs[iqs + 1];
+
+#ifdef GGML_CUDA_F16
+    v = __hmul2(v, {d, d});
+#else
+    v.x *= d;
+    v.y *= d;
+#endif // GGML_CUDA_F16
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/diagmask.cu b/ml/backend/ggml/ggml/src/ggml-cuda/diagmask.cu
new file mode 100644
index 0000000..4b713ba
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/diagmask.cu
@@ -0,0 +1,40 @@
+#include "diagmask.cuh"
+
+static __global__ void diag_mask_inf_f32(const float * x, float * dst, const int ncols, const int rows_per_channel, const int n_past) {
+    const int col = blockDim.y*blockIdx.y + threadIdx.y;
+    const int row = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (col >= ncols) {
+        return;
+    }
+
+    const int i = row*ncols + col;
+    //dst[i] = col > (n_past + row % rows_per_channel) ? -INFINITY : x[i];
+    //dst[i] = x[i] - (col > n_past + row % rows_per_channel) * INT_MAX; // equivalent within rounding error but slightly faster on GPU
+    dst[i] = x[i] - (col > n_past + row % rows_per_channel) * FLT_MAX;
+}
+
+static void diag_mask_inf_f32_cuda(const float * x, float * dst, const int ncols_x, const int nrows_x, const int rows_per_channel, const int n_past, cudaStream_t stream) {
+    const dim3 block_dims(1, CUDA_DIAG_MASK_INF_BLOCK_SIZE, 1);
+    const int block_num_x = (ncols_x + CUDA_DIAG_MASK_INF_BLOCK_SIZE - 1) / CUDA_DIAG_MASK_INF_BLOCK_SIZE;
+    const dim3 block_nums(nrows_x, block_num_x, 1);
+    diag_mask_inf_f32<<<block_nums, block_dims, 0, stream>>>(x, dst, ncols_x, rows_per_channel, n_past);
+}
+
+void ggml_cuda_op_diag_mask_inf(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    const int64_t ne00 = src0->ne[0];
+    const int64_t ne01 = src0->ne[1];
+    const int nrows0 = ggml_nrows(src0);
+
+    const int n_past = ((int32_t *) dst->op_params)[0];
+
+    diag_mask_inf_f32_cuda(src0_d, dst_d, ne00, nrows0, ne01, n_past, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/diagmask.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/diagmask.cuh
new file mode 100644
index 0000000..6cdbef1
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/diagmask.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_DIAG_MASK_INF_BLOCK_SIZE 32
+
+void ggml_cuda_op_diag_mask_inf(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-common.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-common.cuh
new file mode 100644
index 0000000..b7180d5
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-common.cuh
@@ -0,0 +1,873 @@
+#pragma once
+
+#include "common.cuh"
+#include "convert.cuh"
+#include "vecdotq.cuh"
+
+#include <cstdint>
+
+#define FATTN_KQ_STRIDE       256
+#define HALF_MAX_HALF         __float2half(65504.0f/2) // Use neg. of this instead of -INFINITY to initialize KQ max vals to avoid NaN upon subtraction.
+#define SOFTMAX_FTZ_THRESHOLD -20.0f                   // Softmax exp. of values smaller than this are flushed to zero to avoid NaNs.
+
+typedef void (* fattn_kernel_t)(
+        const char * __restrict__ Q,
+        const char * __restrict__ K,
+        const char * __restrict__ V,
+        const char * __restrict__ mask,
+        float      * __restrict__ dst,
+        float2     * __restrict__ dst_meta,
+        const float scale,
+        const float max_bias,
+        const float m0,
+        const float m1,
+        const uint32_t n_head_log2,
+        const float logit_softcap,
+        const int ne00,
+        const int ne01,
+        const int ne02,
+        const int ne03,
+        const int ne10,
+        const int ne11,
+        const int ne12,
+        const int ne13,
+        const int ne31,
+        const int nb31,
+        const int nb01,
+        const int nb02,
+        const int nb03,
+        const int nb11,
+        const int nb12,
+        const int nb13,
+        const int nb21,
+        const int nb22,
+        const int nb23,
+        const int ne0,
+        const int ne1,
+        const int ne2,
+        const int ne3);
+
+typedef half (*vec_dot_KQ_f16_t)(
+    const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8 , const void * __restrict__ Q_ds);
+typedef float (*vec_dot_KQ_f32_t)(
+    const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8 , const void * __restrict__ Q_ds);
+
+template<typename T, int D, int warp_size>
+static __device__ __forceinline__ T vec_dot_fattn_vec_KQ_q4_0(
+    const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8, const void * __restrict__ Q_ds_v) {
+
+    const block_q4_0 * K_q4_0 = (const block_q4_0 *) K_c;
+    GGML_UNUSED(Q_v);
+
+    T sum = 0.0f;
+
+#pragma unroll
+    for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += warp_size) {
+        const int k_KQ = k_KQ_0 + threadIdx.x;
+
+        const int ib    = k_KQ /  QI8_1;
+        const int iqs4  = k_KQ %  QI4_0;
+        const int shift = k_KQ & (QI8_1/2);
+
+        const int v = (get_int_b2(K_q4_0[ib].qs, iqs4) >> shift) & 0x0F0F0F0F;
+        const int u = Q_q8[k_KQ_0/warp_size];
+
+        const int sumi = ggml_cuda_dp4a(v, u, 0);
+
+#ifdef FP16_AVAILABLE
+        if (std::is_same<T, half>::value) {
+            const half2  * Q_ds = (const half2  *) Q_ds_v;
+
+            const half2 sum2 = __half2half2(K_q4_0[ib].d) * Q_ds[k_KQ_0/warp_size];
+            sum += (T) (((half) sumi)*__low2half(sum2) - __high2half(sum2) /* *8/QI8_1 == 1 */);
+        } else
+#endif // FP16_AVAILABLE
+        {
+            const float2 * Q_ds = (const float2 *) Q_ds_v;
+
+            sum += (T) (__half2float(K_q4_0[ib].d) * (sumi*Q_ds[k_KQ_0/warp_size].x - (8/QI8_1)*Q_ds[k_KQ_0/warp_size].y));
+        }
+    }
+
+    return sum;
+}
+
+template<typename T, int D, int warp_size>
+static __device__ __forceinline__ T vec_dot_fattn_vec_KQ_q4_1(
+    const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8, const void * __restrict__ Q_ds_v) {
+
+    const block_q4_1 * K_q4_1 = (const block_q4_1 *) K_c;
+    GGML_UNUSED(Q_v);
+
+    T sum = 0.0f;
+
+#pragma unroll
+    for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += warp_size) {
+        const int k_KQ = k_KQ_0 + threadIdx.x;
+
+        const int ib    = k_KQ /  QI8_1;
+        const int iqs4  = k_KQ %  QI4_1;
+        const int shift = k_KQ & (QI8_1/2);
+
+        const int v = (get_int_b4(K_q4_1[ib].qs, iqs4) >> shift) & 0x0F0F0F0F;
+        const int u = Q_q8[k_KQ_0/warp_size];
+
+        const int sumi = ggml_cuda_dp4a(v, u, 0);
+
+#ifdef FP16_AVAILABLE
+        if (std::is_same<T, half>::value) {
+            const half2  * Q_ds = (const half2  *) Q_ds_v;
+
+            const half2 d4d8_m4s8 = K_q4_1[ib].dm * Q_ds[k_KQ_0/warp_size];
+            const half2 sumid4d8_m4s8scaled = d4d8_m4s8 * make_half2(sumi, 1.0f/QI8_1);
+            sum += (T) (__low2half(sumid4d8_m4s8scaled) + __high2half(sumid4d8_m4s8scaled));
+        } else
+#endif // FP16_AVAILABLE
+        {
+            const float2 * Q_ds = (const float2 *) Q_ds_v;
+
+            const float sumid4d8   =  __low2float(K_q4_1[ib].dm)*Q_ds[k_KQ_0/warp_size].x * sumi;
+            const float m4s8scaled = __high2float(K_q4_1[ib].dm)*Q_ds[k_KQ_0/warp_size].y / QI8_1;
+
+            sum += (T) (sumid4d8 + m4s8scaled);
+        }
+    }
+
+    return sum;
+}
+
+template<typename T, int D, int warp_size>
+static __device__ __forceinline__ T vec_dot_fattn_vec_KQ_q5_0(
+    const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8, const void * __restrict__ Q_ds_v) {
+
+    const block_q5_0 * K_q5_0 = (const block_q5_0 *) K_c;
+    GGML_UNUSED(Q_v);
+
+    T sum = 0.0f;
+
+#pragma unroll
+    for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += warp_size) {
+        const int k_KQ = k_KQ_0 + threadIdx.x;
+
+        const int ib    = k_KQ /  QI8_1;
+        const int iqs4  = k_KQ %  QI5_0;
+        const int iqs8  = k_KQ %  QI8_1;
+        const int shift = k_KQ & (QI8_1/2);
+
+        int v = (get_int_b2(K_q5_0[ib].qs, iqs4) >> shift) & 0x0F0F0F0F;
+        const int vh = get_int_b2(K_q5_0[ib].qh, 0) >> (iqs8 * QI5_0);
+        v |= (vh <<  4) & 0x00000010; // 0 ->  4
+        v |= (vh << 11) & 0x00001000; // 1 -> 12
+        v |= (vh << 18) & 0x00100000; // 2 -> 20
+        v |= (vh << 25) & 0x10000000; // 3 -> 28
+
+        const int u = Q_q8[k_KQ_0/warp_size];
+
+        const int sumi = ggml_cuda_dp4a(v, u, 0);
+
+#ifdef FP16_AVAILABLE
+        if (std::is_same<T, half>::value) {
+            const half2  * Q_ds = (const half2  *) Q_ds_v;
+
+            const half2 sum2 = __half2half2(K_q5_0[ib].d) * Q_ds[k_KQ_0/warp_size];
+            sum += (T) (((half) sumi)*__low2half(sum2) - __high2half(sum2)*__float2half(2.0f)) /* *16/QI8_1 == 2 */;
+        } else
+#endif // FP16_AVAILABLE
+        {
+            const float2 * Q_ds = (const float2 *) Q_ds_v;
+
+            sum += (T) (__half2float(K_q5_0[ib].d) * (sumi*Q_ds[k_KQ_0/warp_size].x - (16/QI8_1)*Q_ds[k_KQ_0/warp_size].y));
+        }
+    }
+
+    return sum;
+}
+
+template<typename T, int D, int warp_size>
+static __device__ __forceinline__ T vec_dot_fattn_vec_KQ_q5_1(
+    const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8, const void * __restrict__ Q_ds_v) {
+
+    const block_q5_1 * K_q5_1 = (const block_q5_1 *) K_c;
+    GGML_UNUSED(Q_v);
+
+    T sum = 0.0f;
+
+#pragma unroll
+    for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += warp_size) {
+        const int k_KQ = k_KQ_0 + threadIdx.x;
+
+        const int ib    = k_KQ /  QI8_1;
+        const int iqs4  = k_KQ %  QI5_1;
+        const int iqs8  = k_KQ %  QI8_1;
+        const int shift = k_KQ & (QI8_1/2);
+
+        int v = (get_int_b2(K_q5_1[ib].qs, iqs4) >> shift) & 0x0F0F0F0F;
+        const int vh = get_int_b2(K_q5_1[ib].qh, 0) >> (iqs8 * QI5_1);
+        v |= (vh <<  4) & 0x00000010; // 0 ->  4
+        v |= (vh << 11) & 0x00001000; // 1 -> 12
+        v |= (vh << 18) & 0x00100000; // 2 -> 20
+        v |= (vh << 25) & 0x10000000; // 3 -> 28
+
+        const int u = Q_q8[k_KQ_0/warp_size];
+
+        const int sumi = ggml_cuda_dp4a(v, u, 0);
+
+#ifdef FP16_AVAILABLE
+        if (std::is_same<T, half>::value) {
+            const half2  * Q_ds = (const half2  *) Q_ds_v;
+
+            const half2 d5d8_m5s8 = K_q5_1[ib].dm * Q_ds[k_KQ_0/warp_size];
+            const half2 sumid5d8_m5s8scaled = d5d8_m5s8 * make_half2(sumi, 1.0f/QI8_1);
+            sum += (T) (__low2half(sumid5d8_m5s8scaled) + __high2half(sumid5d8_m5s8scaled));
+        } else
+#endif // FP16_AVAILABLE
+        {
+            const float2 * Q_ds = (const float2 *) Q_ds_v;
+
+            const float sumid5d8   =  __low2float(K_q5_1[ib].dm)*Q_ds[k_KQ_0/warp_size].x * sumi;
+            const float m5s8scaled = __high2float(K_q5_1[ib].dm)*Q_ds[k_KQ_0/warp_size].y / QI8_1;
+
+            sum += (T) (sumid5d8 + m5s8scaled);
+        }
+    }
+
+    return sum;
+}
+
+template <typename T, int D, int warp_size>
+static __device__ __forceinline__ T vec_dot_fattn_vec_KQ_q8_0(
+    const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8, const void * __restrict__ Q_ds_v) {
+
+    const block_q8_0 * K_q8_0 = (const block_q8_0 *) K_c;
+    GGML_UNUSED(Q_v);
+
+    T sum = 0.0f;
+
+#pragma unroll
+    for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += warp_size) {
+        const int k_KQ = k_KQ_0 + threadIdx.x;
+
+        const int ib  = k_KQ / QI8_0;
+        const int iqs = k_KQ % QI8_0;
+
+        const int v = get_int_b2(K_q8_0[ib].qs, iqs);
+
+        T Q_d;
+        if (std::is_same<T, half>::value) {
+            const half2  * Q_ds = (const half2  *) Q_ds_v;
+            Q_d = __low2half(Q_ds[k_KQ_0/warp_size]);
+        } else {
+            const float2 * Q_ds = (const float2 *) Q_ds_v;
+            Q_d = Q_ds[k_KQ_0/warp_size].x;
+        }
+
+        sum += vec_dot_q8_0_q8_1_impl<T, 1>(&v, &Q_q8[k_KQ_0/warp_size], K_q8_0[ib].d, Q_d);
+    }
+
+    return sum;
+}
+
+template <typename T, int D, int warp_size>
+static __device__ __forceinline__ T vec_dot_fattn_vec_KQ_f16(
+    const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8 , const void * __restrict__ Q_ds_v) {
+
+    const half2 * K_h2 = (const half2 *) K_c;
+    GGML_UNUSED(Q_q8);
+    GGML_UNUSED(Q_ds_v);
+
+#ifdef FP16_AVAILABLE
+    if (std::is_same<T, half>::value) {
+        const half2 * Q_h2 = (const half2 *) Q_v;
+
+        half2 sum2 = make_half2(0.0f, 0.0f);
+
+#pragma unroll
+        for (int k_KQ_0 = 0; k_KQ_0 < D/2; k_KQ_0 += warp_size) {
+            const int k_KQ = k_KQ_0 + threadIdx.x;
+
+            const half2 K_ik = K_h2[k_KQ];
+            sum2 += K_ik * Q_h2[k_KQ_0/warp_size];
+        }
+
+        return __low2half(sum2) + __high2half(sum2);
+    }
+#endif // FP16_AVAILABLE
+
+    const float2 * Q_f2 = (const float2 *) Q_v;
+
+    float sum = 0.0f;
+
+#pragma unroll
+    for (int k_KQ_0 = 0; k_KQ_0 < D/2; k_KQ_0 += warp_size) {
+        const int k_KQ = k_KQ_0 + threadIdx.x;
+
+        const half2 K_ik = K_h2[k_KQ];
+        sum +=  __low2float(K_ik) * Q_f2[k_KQ_0/warp_size].x;
+        sum += __high2float(K_ik) * Q_f2[k_KQ_0/warp_size].y;
+    }
+
+    return sum;
+}
+
+template <typename Tds>
+static __device__ __forceinline__ void quantize_q8_1_to_shared(
+    const float * __restrict__ x, const float scale, int * __restrict__ yq32, void * __restrict__ yds) {
+
+    float vals[sizeof(int)] = {0.0f};
+#pragma unroll
+    for (int l = 0; l < int(sizeof(int)); ++l) {
+        vals[l] = scale * x[4*threadIdx.x + l];
+    }
+
+    float amax = fabsf(vals[0]);
+    float sum  = vals[0];
+#pragma unroll
+    for (int l = 1; l < int(sizeof(int)); ++l) {
+        amax = fmaxf(amax, fabsf(vals[l]));
+        sum += vals[l];
+    }
+#pragma unroll
+    for (int mask = QI8_1/2; mask > 0; mask >>= 1) {
+        amax = fmaxf(amax, __shfl_xor_sync(0xFFFFFFFF, amax, mask, 32));
+        sum +=             __shfl_xor_sync(0xFFFFFFFF, sum,  mask, 32);
+    }
+
+    const float d = amax / 127;
+    int q32 = 0;
+    int8_t * q8 = (int8_t *) &q32;
+
+    if (d != 0.0f) {
+#pragma unroll
+        for (int l = 0; l < int(sizeof(int)); ++l) {
+            q8[l] = roundf(vals[l] / d);
+        }
+    }
+
+    yq32[threadIdx.x] = q32;
+    if (threadIdx.x % QI8_1 == 0) {
+        if (std::is_same<Tds, half2>::value) {
+            ((half2  *) yds)[threadIdx.x/QI8_1] =  make_half2(d, sum);
+        } else {
+            ((float2 *) yds)[threadIdx.x/QI8_1] = make_float2(d, sum);
+        }
+    }
+}
+
+typedef half  (*dequantize_1_f16_t)(const void *, const int64_t);
+typedef float (*dequantize_1_f32_t)(const void *, const int64_t);
+
+template <typename T>
+static __device__ __forceinline__ T dequantize_1_q4_0(const void * __restrict__ vx, const int64_t i) {
+    const block_q4_0 * x = (const block_q4_0 *) vx;
+
+    const int64_t ib    =  i          /  QK4_0;
+    const int     iqs   =  i          % (QK4_0/2);
+    const int     shift = (i % QK4_0) / (QK4_0/2);
+
+    const T   d  = x[ib].d;
+    const int q0 = x[ib].qs[iqs];
+    const int q  = ((q0 >> (4*shift)) & 0x0F) - 8;
+
+#ifdef FP16_AVAILABLE
+    if (std::is_same<T, half>::value) {
+        return ((half) d)*((half) q);
+    }
+#endif // FP16_AVAILABLE
+
+    return ((float) d)*((float) q);
+}
+
+template <typename T>
+static __device__ __forceinline__ T dequantize_1_q4_1(const void * __restrict__ vx, const int64_t i) {
+    const block_q4_1 * x = (const block_q4_1 *) vx;
+
+    const int64_t ib    =  i          /  QK4_1;
+    const int     iqs   =  i          % (QK4_1/2);
+    const int     shift = (i % QK4_1) / (QK4_1/2);
+
+    const half2 dm = x[ib].dm;
+    const int   q0 = x[ib].qs[iqs];
+    const int   q  = ((q0 >> (4*shift)) & 0x0F);
+
+#ifdef FP16_AVAILABLE
+    if (std::is_same<T, half>::value) {
+        return __low2half(dm)*((half) q) + __high2half(dm);
+    }
+#endif // FP16_AVAILABLE
+
+    return __low2float(dm)*((float) q) + __high2float(dm);
+}
+
+template <typename T>
+static __device__ __forceinline__ T dequantize_1_q5_0(const void * __restrict__ vx, const int64_t i) {
+    const block_q5_0 * x = (const block_q5_0 *) vx;
+
+    const int64_t ib    =  i          /  QK5_0;
+    const int     idq   =  i          %  QK5_0;
+    const int     iqs   =  i          % (QK5_0/2);
+    const int     shift = (i % QK5_0) / (QK5_0/2);
+
+    const T   d   = x[ib].d;
+    const int ql0 = x[ib].qs[iqs];
+    const int qh0 = get_int_b2(x[ib].qh, 0);
+    const int ql  = ((ql0 >> (4*shift)) & 0x0F);
+    const int qh  = ((qh0 >> idq) << 4) & 0x10;
+    const int q   = (ql | qh) - 16;
+
+#ifdef FP16_AVAILABLE
+    if (std::is_same<T, half>::value) {
+        return ((half) d)*((half) q);
+    }
+#endif // FP16_AVAILABLE
+
+    return ((float) d)*((float) q);
+}
+
+template <typename T>
+static __device__ __forceinline__ T dequantize_1_q5_1(const void * __restrict__ vx, const int64_t i) {
+    const block_q5_1 * x = (const block_q5_1 *) vx;
+
+    const int64_t ib    =  i          /  QK5_1;
+    const int     idq   =  i          %  QK5_1;
+    const int     iqs   =  i          % (QK5_1/2);
+    const int     shift = (i % QK5_1) / (QK5_1/2);
+
+    const half2 dm  = x[ib].dm;
+    const int   ql0 = x[ib].qs[iqs];
+    const int   qh0 = get_int_b4(x[ib].qh, 0);
+    const int   ql  = ((ql0 >> (4*shift)) & 0x0F);
+    const int   qh  = ((qh0 >> idq) << 4) & 0x10;
+    const int   q   = (ql | qh);
+
+#ifdef FP16_AVAILABLE
+    if (std::is_same<T, half>::value) {
+        return __low2half(dm)*((half) q) + __high2half(dm);
+    }
+#endif // FP16_AVAILABLE
+
+    return __low2float(dm)*((float) q) + __high2float(dm);
+}
+
+template <typename T>
+static __device__ __forceinline__ T dequantize_1_q8_0(const void * __restrict__ vx, const int64_t i) {
+    const block_q8_0 * x = (const block_q8_0 *) vx;
+
+    const int64_t ib  = i / QK8_0;
+    const int     iqs = i % QK8_0;
+
+    const T   d = x[ib].d;
+    const int q = x[ib].qs[iqs];
+
+#ifdef FP16_AVAILABLE
+    if (std::is_same<T, half>::value) {
+        return ((half) d)*((half) q);
+    }
+#endif // FP16_AVAILABLE
+
+    return ((float) d)*((float) q);
+}
+
+template <typename T>
+static __device__ __forceinline__ T dequantize_1_f16(const void * __restrict__ vx, const int64_t i) {
+    const half * x = (const half *) vx;
+
+    return x[i];
+}
+
+template <int D, int warp_size = WARP_SIZE>
+constexpr __device__ vec_dot_KQ_f16_t get_vec_dot_KQ_f16(ggml_type type_K) {
+    return type_K == GGML_TYPE_Q4_0 ? vec_dot_fattn_vec_KQ_q4_0<half, D, warp_size> :
+        type_K == GGML_TYPE_Q4_1 ? vec_dot_fattn_vec_KQ_q4_1<half, D, warp_size> :
+        type_K == GGML_TYPE_Q5_0 ? vec_dot_fattn_vec_KQ_q5_0<half, D, warp_size> :
+        type_K == GGML_TYPE_Q5_1 ? vec_dot_fattn_vec_KQ_q5_1<half, D, warp_size> :
+        type_K == GGML_TYPE_Q8_0 ? vec_dot_fattn_vec_KQ_q8_0<half, D, warp_size> :
+        type_K == GGML_TYPE_F16 ? vec_dot_fattn_vec_KQ_f16<half, D, warp_size> :
+        nullptr;
+}
+
+template <int D, int warp_size = WARP_SIZE>
+constexpr __device__ vec_dot_KQ_f32_t get_vec_dot_KQ_f32(ggml_type type_K) {
+    return type_K == GGML_TYPE_Q4_0 ? vec_dot_fattn_vec_KQ_q4_0<float, D, warp_size> :
+        type_K == GGML_TYPE_Q4_1 ? vec_dot_fattn_vec_KQ_q4_1<float, D, warp_size> :
+        type_K == GGML_TYPE_Q5_0 ? vec_dot_fattn_vec_KQ_q5_0<float, D, warp_size> :
+        type_K == GGML_TYPE_Q5_1 ? vec_dot_fattn_vec_KQ_q5_1<float, D, warp_size> :
+        type_K == GGML_TYPE_Q8_0 ? vec_dot_fattn_vec_KQ_q8_0<float, D, warp_size> :
+        type_K == GGML_TYPE_F16 ? vec_dot_fattn_vec_KQ_f16<float, D, warp_size> :
+        nullptr;
+}
+
+constexpr __device__ dequantize_1_f16_t get_dequantize_1_f16(ggml_type type_V) {
+    return type_V == GGML_TYPE_Q4_0 ? dequantize_1_q4_0<half> :
+        type_V == GGML_TYPE_Q4_1 ? dequantize_1_q4_1<half> :
+        type_V == GGML_TYPE_Q5_0 ? dequantize_1_q5_0<half> :
+        type_V == GGML_TYPE_Q5_1 ? dequantize_1_q5_1<half> :
+        type_V == GGML_TYPE_Q8_0 ? dequantize_1_q8_0<half> :
+        type_V == GGML_TYPE_F16 ? dequantize_1_f16<half> :
+        nullptr;
+}
+
+constexpr __device__ dequantize_1_f32_t get_dequantize_1_f32(ggml_type type_V) {
+    return type_V == GGML_TYPE_Q4_0 ? dequantize_1_q4_0<float> :
+        type_V == GGML_TYPE_Q4_1 ? dequantize_1_q4_1<float> :
+        type_V == GGML_TYPE_Q5_0 ? dequantize_1_q5_0<float> :
+        type_V == GGML_TYPE_Q5_1 ? dequantize_1_q5_1<float> :
+        type_V == GGML_TYPE_Q8_0 ? dequantize_1_q8_0<float> :
+        type_V == GGML_TYPE_F16 ? dequantize_1_f16<float> :
+        nullptr;
+}
+
+template<int D, int ncols1, int ncols2> // D == head size
+__launch_bounds__(D, 1)
+static __global__ void flash_attn_stream_k_fixup(
+        float * __restrict__ dst, const float2 * __restrict__ dst_fixup, const int ne01, const int ne02, const int ne11) {
+    constexpr int ncols = ncols1*ncols2;
+
+    const int bidx0 = blockIdx.x;
+    const int j     = blockIdx.y;
+    const int c     = blockIdx.z;
+    const int jc    = j*ncols2 + c;
+    const int tid   = threadIdx.x;
+
+    const float * dst_fixup_data = ((const float *) dst_fixup) + gridDim.x*(2*2*ncols);
+
+    const int iter_k = ne11 / FATTN_KQ_STRIDE;
+    const int iter_j = (ne01 + (ncols1 - 1)) / ncols1;
+
+    const int kbc0      = (bidx0 + 0)*iter_k*iter_j*(ne02/ncols2) / gridDim.x;
+    const int kbc0_stop = (bidx0 + 1)*iter_k*iter_j*(ne02/ncols2) / gridDim.x;
+
+    const bool did_not_have_any_data   = kbc0 == kbc0_stop;
+    const bool wrote_beginning_of_tile = kbc0 % iter_k == 0;
+    const bool did_not_write_last      = kbc0/iter_k == kbc0_stop/iter_k && kbc0_stop % iter_k != 0;
+    if (did_not_have_any_data || wrote_beginning_of_tile || did_not_write_last) {
+        return;
+    }
+
+    const int channel = kbc0 / (iter_k*iter_j);
+    const int jt      = (kbc0 - channel*iter_k*iter_j) / iter_k;
+
+    if (jt*ncols1 + j >= ne01) {
+        return;
+    }
+
+    dst += jt*ne02*(ncols1*D) + channel*(ncols2*D) + (j*ne02 + c)*D + tid;
+
+    // Load the partial result that needs a fixup:
+    float dst_val = 0.0f;
+    float max_val = 0.0f;
+    float rowsum  = 0.0f;
+    {
+        dst_val = *dst;
+
+        const float2 tmp = dst_fixup[bidx0*ncols + jc];
+        max_val = tmp.x;
+        rowsum  = tmp.y;
+    }
+
+    // Iterate over previous blocks and compute the combined results.
+    // All CUDA blocks that get here must have a previous block that needs a fixup.
+    int bidx = bidx0 - 1;
+    int kbc_stop = kbc0;
+    while(true) {
+        const int kbc = bidx*iter_k*iter_j*(ne02/ncols2) / gridDim.x;
+        if (kbc == kbc_stop) { // Did not have any data.
+            bidx--;
+            kbc_stop = kbc;
+            continue;
+        }
+
+        const float dst_add = dst_fixup_data[bidx*ncols*D + jc*D + tid];
+
+        const float2 tmp = dst_fixup[(gridDim.x + bidx)*ncols + jc];
+
+        // Scale the current and new value accumulators depending on the max. values.
+        const float max_val_new = fmaxf(max_val, tmp.x);
+
+        const float diff_val = max_val - max_val_new;
+        const float diff_add = tmp.x   - max_val_new;
+
+        const float scale_val = diff_val >= SOFTMAX_FTZ_THRESHOLD ? expf(diff_val) : 0.0f;
+        const float scale_add = diff_add >= SOFTMAX_FTZ_THRESHOLD ? expf(diff_add) : 0.0f;
+
+        dst_val = scale_val*dst_val + scale_add*dst_add;
+        rowsum  = scale_val*rowsum  + scale_add*tmp.y;
+
+        max_val = max_val_new;
+
+        // If this block started in a previous tile we are done and don't need to combine additional partial results.
+        if (kbc % iter_k == 0 || kbc/iter_k < kbc0/iter_k) {
+            break;
+        }
+        bidx--;
+        kbc_stop = kbc;
+    }
+
+    // Write back final result:
+    *dst = dst_val / rowsum;
+}
+
+template<int D> // D == head size
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+__launch_bounds__(D, 1)
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+static __global__ void flash_attn_combine_results(
+        const float  * __restrict__ VKQ_parts,
+        const float2 * __restrict__ VKQ_meta,
+        float * __restrict__ dst,
+        const int parallel_blocks) {
+    VKQ_parts += parallel_blocks*D * gridDim.z*blockIdx.x;
+    VKQ_meta  += parallel_blocks   * gridDim.z*blockIdx.x;
+    dst       +=                 D * gridDim.z*blockIdx.x;
+
+    const int tid = threadIdx.x;
+    __builtin_assume(tid < D);
+
+    extern __shared__ float2 meta[];
+    if (tid < 2*parallel_blocks) {
+        ((float *) meta)[threadIdx.x] = ((const float *)VKQ_meta) [blockIdx.z*(2*parallel_blocks) + tid];
+    }
+
+    __syncthreads();
+
+    float kqmax = meta[0].x;
+    for (int l = 1; l < parallel_blocks; ++l) {
+        kqmax = max(kqmax, meta[l].x);
+    }
+
+    float VKQ_numerator   = 0.0f;
+    float VKQ_denominator = 0.0f;
+    for (int l = 0; l < parallel_blocks; ++l) {
+        const float diff = meta[l].x - kqmax;
+        float KQ_max_scale = expf(diff);
+        const uint32_t ftz_mask = 0xFFFFFFFF * (diff > SOFTMAX_FTZ_THRESHOLD);
+        *((uint32_t *) &KQ_max_scale) &= ftz_mask;
+
+        VKQ_numerator   += KQ_max_scale * VKQ_parts[l*gridDim.z*D + blockIdx.z*D + tid];
+        VKQ_denominator += KQ_max_scale * meta[l].y;
+    }
+
+    dst[blockIdx.z*D + tid] = VKQ_numerator / VKQ_denominator;
+}
+
+[[noreturn]]
+static void on_no_fattn_vec_case(const int D) {
+    if (D == 64) {
+        fprintf(stderr, "Unsupported KV type combination for head_size 64.\n");
+        fprintf(stderr, "By default only f16 KV cache is supported.\n");
+        fprintf(stderr, "Compile with GGML_CUDA_FA_ALL_QUANTS for V cache quantization support.\n");
+        GGML_ABORT("fatal error");
+    } else if (D == 128) {
+        fprintf(stderr, "Unsupported KV type combination for head_size 128.\n");
+        fprintf(stderr, "Supported combinations:\n");
+        fprintf(stderr, "  - K == q4_0, V == q4_0,  4.50 BPV\n");
+        fprintf(stderr, "  - K == q8_0, V == q8_0,  8.50 BPV\n");
+        fprintf(stderr, "  - K == f16,  V == f16,  16.00 BPV\n");
+        fprintf(stderr, "Compile with GGML_CUDA_FA_ALL_QUANTS for all combinations of q4_0, q4_1, q5_0, q5_1, q8_0, and f16.\n");
+        GGML_ABORT("fatal error");
+    } else {
+        fprintf(stderr, "Unsupported KV type combination for head_size %d.\n", D);
+        fprintf(stderr, "Only f16 is supported.\n");
+        GGML_ABORT("fatal error");
+    }
+}
+
+template <int DV, int ncols1, int ncols2>
+void launch_fattn(
+    ggml_backend_cuda_context & ctx, ggml_tensor * dst, fattn_kernel_t fattn_kernel, const int nwarps, const size_t nbytes_shared,
+    const int KQ_row_granularity, const bool need_f16_K, const bool need_f16_V, const bool stream_k, const int warp_size = WARP_SIZE
+) {
+    constexpr int ncols = ncols1 * ncols2;
+
+    const ggml_tensor * Q = dst->src[0];
+    const ggml_tensor * K = dst->src[1];
+    const ggml_tensor * V = dst->src[2];
+
+    const ggml_tensor * mask = dst->src[3];
+
+    ggml_tensor * KQV = dst;
+
+    GGML_ASSERT(Q->type == GGML_TYPE_F32);
+    GGML_ASSERT(KQV->type == GGML_TYPE_F32);
+
+    GGML_ASSERT(!mask || mask->type == GGML_TYPE_F16);
+    GGML_ASSERT(!mask || mask->ne[1] >= GGML_PAD(Q->ne[1], 16) &&
+        "the Flash-Attention CUDA kernel requires the mask to be padded to 16 and at least n_queries big");
+
+    GGML_ASSERT(K->ne[1] % FATTN_KQ_STRIDE == 0 && "Incorrect KV cache padding.");
+
+    GGML_ASSERT(Q->ne[3] == 1);
+
+    ggml_cuda_pool & pool = ctx.pool();
+    cudaStream_t main_stream = ctx.stream();
+    const int id  = ggml_cuda_get_device();
+    const int cc  = ggml_cuda_info().devices[id].cc;
+    const int nsm = ggml_cuda_info().devices[id].nsm;
+
+    ggml_cuda_pool_alloc<half>   K_f16(pool);
+    ggml_cuda_pool_alloc<half>   V_f16(pool);
+    ggml_cuda_pool_alloc<float>  dst_tmp(pool);
+    ggml_cuda_pool_alloc<float2> dst_tmp_meta(pool);
+
+    const char * K_data = (const char *) K->data;
+    size_t nb11 = K->nb[1];
+    size_t nb12 = K->nb[2];
+    size_t nb13 = K->nb[3];
+
+    const char * V_data = (const char *) V->data;
+    size_t nb21 = V->nb[1];
+    size_t nb22 = V->nb[2];
+    size_t nb23 = V->nb[3];
+
+    if (need_f16_K && K->type != GGML_TYPE_F16) {
+        GGML_ASSERT(ggml_is_contiguously_allocated(K));
+        K_f16.alloc(ggml_nelements(K));
+        to_fp16_cuda_t to_fp16 = ggml_get_to_fp16_cuda(K->type);
+        to_fp16(K_data, K_f16.ptr, ggml_nelements(K), main_stream);
+        K_data = (char *) K_f16.ptr;
+
+        const size_t bs = ggml_blck_size(K->type);
+        const size_t ts = ggml_type_size(K->type);
+
+        nb11 = nb11*bs*sizeof(half)/ts;
+        nb12 = nb12*bs*sizeof(half)/ts;
+        nb13 = nb13*bs*sizeof(half)/ts;
+    }
+
+    if (need_f16_V && V->type != GGML_TYPE_F16) {
+        GGML_ASSERT(ggml_is_contiguously_allocated(V));
+        V_f16.alloc(ggml_nelements(V));
+        to_fp16_cuda_t to_fp16 = ggml_get_to_fp16_cuda(V->type);
+        to_fp16(V_data, V_f16.ptr, ggml_nelements(V), main_stream);
+        V_data = (char *) V_f16.ptr;
+
+        const size_t bs = ggml_blck_size(V->type);
+        const size_t ts = ggml_type_size(V->type);
+
+        nb21 = nb21*bs*sizeof(half)/ts;
+        nb22 = nb22*bs*sizeof(half)/ts;
+        nb23 = nb23*bs*sizeof(half)/ts;
+    }
+
+    int parallel_blocks = 1;
+
+    const int ntiles_x = ((Q->ne[1] + ncols1 - 1) / ncols1);
+    const int ntiles_total = ntiles_x * (Q->ne[2] / ncols2) * Q->ne[3];
+
+    const dim3 block_dim(warp_size, nwarps, 1);
+    int max_blocks_per_sm = 1; // Max. number of active blocks limited by occupancy.
+    CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(&max_blocks_per_sm, fattn_kernel, block_dim.x * block_dim.y * block_dim.z, nbytes_shared));
+
+    dim3 blocks_num;
+    if (stream_k) {
+        // For short contexts it can be faster to have the SMs work on whole tiles because this lets us skip the fixup.
+        const int max_blocks = max_blocks_per_sm*nsm;
+        const int tiles_nwaves = (ntiles_total + max_blocks - 1) / max_blocks;
+        const int tiles_efficiency_percent = 100 * ntiles_total / (max_blocks*tiles_nwaves);
+
+        const int nblocks_stream_k = max_blocks;
+
+        const bool use_stream_k = cc >= GGML_CUDA_CC_ADA_LOVELACE || tiles_efficiency_percent < 75;
+
+        blocks_num.x = use_stream_k ? nblocks_stream_k : ntiles_total;
+        blocks_num.y = 1;
+        blocks_num.z = 1;
+
+        dst_tmp_meta.alloc(blocks_num.x*ncols * (2*2 + DV) * sizeof(float));
+    } else {
+        GGML_ASSERT(K->ne[1] % KQ_row_granularity == 0);
+        const int ntiles_KQ = K->ne[1] / KQ_row_granularity; // Max. number of parallel blocks limited by tensor size.
+
+        // parallel_blocks should be at least large enough to achieve max. occupancy for a single wave:
+        parallel_blocks = std::max((nsm * max_blocks_per_sm) / ntiles_total, 1);
+
+        // parallel_blocks must not be larger than what the tensor size allows:
+        parallel_blocks = std::min(parallel_blocks, ntiles_KQ);
+
+        // If ntiles_total % blocks_per_wave != 0 then some efficiency is lost due to tail effects.
+        // Test whether parallel_blocks can be set to a higher value for better efficiency.
+        const int blocks_per_wave = nsm * max_blocks_per_sm;
+        int nwaves_best = 0;
+        int efficiency_percent_best = 0;
+        for (int parallel_blocks_test = parallel_blocks; parallel_blocks_test <= ntiles_KQ; ++parallel_blocks_test) {
+            const int nblocks_total = ntiles_total * parallel_blocks_test;
+            const int nwaves = (nblocks_total + blocks_per_wave - 1) / blocks_per_wave;
+            const int efficiency_percent = 100 * nblocks_total / (nwaves*blocks_per_wave);
+
+            // Stop trying configurations with more waves if we already have good efficiency to avoid excessive overhead.
+            if (efficiency_percent_best >= 90 && nwaves > nwaves_best) {
+                break;
+            }
+
+            if (efficiency_percent > efficiency_percent_best) {
+                nwaves_best = nwaves;
+                efficiency_percent_best = efficiency_percent;
+                parallel_blocks = parallel_blocks_test;
+            }
+        }
+
+        blocks_num.x = ntiles_x;
+        blocks_num.y = parallel_blocks;
+        blocks_num.z = Q->ne[2]*Q->ne[3];
+
+        if (parallel_blocks > 1) {
+            dst_tmp.alloc(parallel_blocks*ggml_nelements(KQV));
+            dst_tmp_meta.alloc(parallel_blocks*ggml_nrows(KQV));
+        }
+    }
+
+    float scale         = 1.0f;
+    float max_bias      = 0.0f;
+    float logit_softcap = 0.0f;
+
+    memcpy(&scale,         (const float *) KQV->op_params + 0, sizeof(float));
+    memcpy(&max_bias,      (const float *) KQV->op_params + 1, sizeof(float));
+    memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float));
+
+    if (logit_softcap != 0.0f) {
+        scale /= logit_softcap;
+    }
+
+    const uint32_t n_head      = Q->ne[2];
+    const uint32_t n_head_log2 = 1u << uint32_t(floorf(log2f(float(n_head))));
+
+    const float m0 = powf(2.0f, -(max_bias       ) / n_head_log2);
+    const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2);
+
+    GGML_ASSERT(block_dim.x % warp_size == 0);
+    fattn_kernel<<<blocks_num, block_dim, nbytes_shared, main_stream>>>(
+        (const char *) Q->data,
+        K_data,
+        V_data,
+        mask ? ((const char *) mask->data) : nullptr,
+        !stream_k && parallel_blocks > 1 ? dst_tmp.ptr : (float *) KQV->data, dst_tmp_meta.ptr,
+        scale, max_bias, m0, m1, n_head_log2, logit_softcap,
+        Q->ne[0], Q->ne[1], Q->ne[2], Q->ne[3],
+        K->ne[0], K->ne[1], K->ne[2], K->ne[3],
+        mask ? mask->ne[1] : 0, mask ?  mask->nb[1] : 0,
+        Q->nb[1], Q->nb[2], Q->nb[3],
+        nb11, nb12, nb13,
+        nb21, nb22, nb23,
+        KQV->ne[0], KQV->ne[1], KQV->ne[2], KQV->ne[3]
+    );
+    CUDA_CHECK(cudaGetLastError());
+
+    if (stream_k) {
+        if (ntiles_total % blocks_num.x != 0) { // Fixup is only needed if the SMs work on fractional tiles.
+            const dim3 block_dim_combine(DV, 1, 1);
+            const dim3 blocks_num_combine = {blocks_num.x, ncols1, ncols2};
+
+            flash_attn_stream_k_fixup<DV, ncols1, ncols2>
+                <<<blocks_num_combine, block_dim_combine, 0, main_stream>>>
+                ((float *) KQV->data, dst_tmp_meta.ptr, Q->ne[1], Q->ne[2], K->ne[1]);
+        }
+    } else if (parallel_blocks > 1) {
+        const dim3 block_dim_combine(DV, 1, 1);
+        const dim3 blocks_num_combine(Q->ne[1], 1, blocks_num.z);
+        const size_t nbytes_shared_combine = parallel_blocks*sizeof(float2);
+
+        flash_attn_combine_results<DV>
+            <<<blocks_num_combine, block_dim_combine, nbytes_shared_combine, main_stream>>>
+            (dst_tmp.ptr, dst_tmp_meta.ptr, (float *) KQV->data, parallel_blocks);
+    }
+    CUDA_CHECK(cudaGetLastError());
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-mma-f16.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-mma-f16.cuh
new file mode 100644
index 0000000..491780a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-mma-f16.cuh
@@ -0,0 +1,1274 @@
+#include "common.cuh"
+#include "cp-async.cuh"
+#include "mma.cuh"
+#include "fattn-common.cuh"
+
+using namespace ggml_cuda_mma;
+
+typedef tile<16,  8, half2> tile_A;
+typedef tile< 8,  8, half2> tile_B;
+typedef tile<16,  8, half2> tile_B_16;
+typedef tile<16,  8, float> tile_C_KQ;
+typedef tile<16, 16, float> tile_C_KQ_16;
+typedef tile<16,  4, half2> tile_C_VKQ;
+typedef tile<16,  8, half2> tile_C_VKQ_16;
+
+// Config options for specific head sizes.
+// Should not affect results, only speed/register pressure/shared memory use.
+//
+// nbatch_fa:      number of KV rows per softmax rescaling of KQ rowsums and VKQ accumulators.
+// nwarps_max:     maximum number of warps per CUDA block, up to 8 warps in total can run per SM (given enough shared memory).
+// Q_in_reg:       whether the Q values should be kept permanently in registers.
+// nstages_target: targeted number of pipeline stages for cp_async (if available), 0 means synchronous data loading.
+// nbatch_K2:      number of K half2 values in direction of DKQ to load in parallel.
+// nbatch_V2:      number of V half2 values in direction of DV to load in parallel.
+// nbatch_combine: number of VKQ half2 values in direction of DV to combine in parallel.
+
+template <int DKQ, int DV>
+struct fattn_mma_f16_config;
+
+template <>
+struct fattn_mma_f16_config< 64,  64> {
+    static constexpr int  nbatch_fa      = 64;
+    static constexpr int  nwarps_max     = 4;
+    static constexpr bool Q_in_reg       = true;
+    static constexpr int  nstages_target = 2;
+    static constexpr int  nbatch_K2      = 32;
+    static constexpr int  nbatch_V2      = 32;
+    static constexpr int  nbatch_combine = 32;
+};
+
+template <>
+struct fattn_mma_f16_config< 80,  80> {
+    static constexpr int  nbatch_fa      = 64;
+    static constexpr int  nwarps_max     = 4;
+    static constexpr bool Q_in_reg       = true;
+    static constexpr int  nstages_target = 2;
+    static constexpr int  nbatch_K2      = 40;
+    static constexpr int  nbatch_V2      = 40;
+    static constexpr int  nbatch_combine = 40;
+};
+
+template <>
+struct fattn_mma_f16_config< 96,  96> {
+    static constexpr int  nbatch_fa      = 64;
+    static constexpr int  nwarps_max     = 4;
+    static constexpr bool Q_in_reg       = true;
+    static constexpr int  nstages_target = 2;
+    static constexpr int  nbatch_K2      = 48;
+    static constexpr int  nbatch_V2      = 48;
+    static constexpr int  nbatch_combine = 48;
+};
+
+template <>
+struct fattn_mma_f16_config<112, 112> {
+    static constexpr int  nbatch_fa      = 64;
+    static constexpr int  nwarps_max     = 4;
+    static constexpr bool Q_in_reg       = true;
+    static constexpr int  nstages_target = 2;
+    static constexpr int  nbatch_K2      = 56;
+    static constexpr int  nbatch_V2      = 56;
+    static constexpr int  nbatch_combine = 56;
+};
+
+template <>
+struct fattn_mma_f16_config<128, 128> {
+    static constexpr int  nbatch_fa      = 64;
+    static constexpr int  nwarps_max     = 4;
+    static constexpr bool Q_in_reg       = true;
+    static constexpr int  nstages_target = 2;
+    static constexpr int  nbatch_K2      = 64;
+    static constexpr int  nbatch_V2      = 64;
+    static constexpr int  nbatch_combine = 64;
+};
+
+template <>
+struct fattn_mma_f16_config<256, 256> {
+    static constexpr int  nbatch_fa      = 32;
+    static constexpr int  nwarps_max     = 4;
+    static constexpr bool Q_in_reg       = true;
+    static constexpr int  nstages_target = 2;
+    static constexpr int  nbatch_K2      = 128;
+    static constexpr int  nbatch_V2      = 128;
+    static constexpr int  nbatch_combine = 128;
+};
+
+template <>
+struct fattn_mma_f16_config<576, 512> {
+    static constexpr int  nbatch_fa      = 32;
+    static constexpr int  nwarps_max     = 8;
+    static constexpr bool Q_in_reg       = false;
+    static constexpr int  nstages_target = 1;
+    static constexpr int  nbatch_K2      = 160;
+    static constexpr int  nbatch_V2      = 128;
+    static constexpr int  nbatch_combine = 128;
+};
+
+// ------------------------------------------------------------------------------------------------------------------
+
+template<int stride_tile, int nwarps, int nbatch_fa, bool use_cp_async>
+static __device__ __forceinline__ void flash_attn_ext_f16_load_tile(
+        const half2 * const __restrict__ KV, half2 * const __restrict__ tile_KV, const int D2, const int stride_KV) {
+
+    // K/V data is loaded with decreasing granularity for D for better memory bandwidth.
+    // The minimum granularity with cp.async is 16 bytes, with synchronous data loading it's 4 bytes.
+
+    if (use_cp_async) {
+        constexpr int preload = 64;
+        constexpr int h2_per_chunk = 16/sizeof(half2);
+        const int chunks_per_row = D2 / h2_per_chunk;
+
+        const unsigned int tile_KV_32 = ggml_cuda_cvta_generic_to_shared(tile_KV);
+
+        auto load = [&] __device__ (const int n) {
+            const int stride_k = WARP_SIZE >> n;
+            const int k0_start = stride_k == WARP_SIZE ? 0 : chunks_per_row - chunks_per_row % (2*stride_k);
+            const int k0_stop  =                             chunks_per_row - chunks_per_row % (1*stride_k);
+            const int stride_i = WARP_SIZE / stride_k;
+
+            if (k0_start == k0_stop) {
+                return;
+            }
+
+#pragma unroll
+            for (int i0 = 0; i0 < nbatch_fa; i0 += nwarps*stride_i) {
+                const int i = i0 + threadIdx.y*stride_i + (stride_k == WARP_SIZE ? 0 : threadIdx.x / stride_k);
+
+                if (i0 + nwarps*stride_i > nbatch_fa && i >= nbatch_fa) {
+                    break;
+                }
+
+#pragma unroll
+                for (int k0 = k0_start; k0 < k0_stop; k0 += stride_k) {
+                    const int k = k0 + (stride_k == WARP_SIZE ? threadIdx.x : threadIdx.x % stride_k);
+
+                    cp_async_cg_16<preload>(tile_KV_32 + i*(stride_tile*sizeof(half2)) + k*16, KV + i*stride_KV + k*h2_per_chunk);
+                }
+            }
+        };
+        ggml_cuda_unroll<5>{}(load);
+    } else {
+        static_assert(nbatch_fa % (4*nwarps) == 0, "out of bounds");
+        auto load = [&] __device__ (const int n) {
+            const int stride_k = WARP_SIZE >> n;
+            const int k0_start = stride_k == WARP_SIZE ? 0 : D2 - D2 % (2*stride_k);
+            const int k0_stop  =                             D2 - D2 % (1*stride_k);
+            const int stride_i = WARP_SIZE / stride_k;
+
+            if (k0_start == k0_stop) {
+                return;
+            }
+
+#pragma unroll
+            for (int i0 = 0; i0 < nbatch_fa; i0 += nwarps*stride_i) {
+                const int i = i0 + threadIdx.y*stride_i + (stride_k == WARP_SIZE ? 0 : threadIdx.x / stride_k);
+
+                if (i0 + nwarps*stride_i > nbatch_fa && i >= nbatch_fa) {
+                    break;
+                }
+
+#pragma unroll
+                for (int k0 = k0_start; k0 < k0_stop; k0 += stride_k) {
+                    const int k = k0 + (stride_k == WARP_SIZE ? threadIdx.x : threadIdx.x % stride_k);
+
+                    tile_KV[i*stride_tile + k] = KV[i*stride_KV + k];
+                }
+            }
+        };
+        ggml_cuda_unroll<3>{}(load);
+    }
+}
+
+template<int ncols1, int nwarps, int nbatch_fa, bool use_cp_async>
+static __device__ __forceinline__ void flash_attn_ext_f16_load_mask(
+        const half2 * const __restrict__ mask_h2, half2 * const __restrict__ tile_mask, const int stride_mask) {
+    static_assert(nbatch_fa == 2*WARP_SIZE || WARP_SIZE % nbatch_fa == 0, "bad KQ_per_iter");
+
+    if (use_cp_async) {
+        constexpr int preload = nbatch_fa >= 32 ? nbatch_fa * sizeof(half) : 64;
+        constexpr int cols_per_warp = 8*WARP_SIZE/nbatch_fa;
+        constexpr int stride_j = nwarps * cols_per_warp;
+
+        const unsigned int tile_mask_32 = ggml_cuda_cvta_generic_to_shared(tile_mask);
+
+#pragma unroll
+        for (int j0 = 0; j0 < ncols1; j0 += stride_j) {
+            const int j = j0 + threadIdx.y*cols_per_warp +
+                (nbatch_fa == 2*WARP_SIZE ? threadIdx.x / (WARP_SIZE/4) : threadIdx.x / (WARP_SIZE/cols_per_warp));
+
+            if (j0 + stride_j > ncols1 && j >= ncols1) {
+                break;
+            }
+
+            const int i = 4 * (threadIdx.x % (nbatch_fa/8));
+
+            cp_async_cg_16<preload>(tile_mask_32 + j*(nbatch_fa*sizeof(half) + 16) + i*sizeof(half2), mask_h2 + j*stride_mask + i);
+        }
+        return;
+    }
+
+    constexpr int cols_per_warp = 2*WARP_SIZE/nbatch_fa;
+    constexpr int stride_j = nwarps * cols_per_warp;
+#pragma unroll
+    for (int j0 = 0; j0 < ncols1; j0 += stride_j) {
+        const int j = j0 + threadIdx.y*cols_per_warp + (nbatch_fa == 2*WARP_SIZE ? 0 : threadIdx.x / (WARP_SIZE/cols_per_warp));
+
+        if (j0 + stride_j > ncols1 && j >= ncols1) {
+            break;
+        }
+
+        const int i = nbatch_fa == 2*WARP_SIZE ? threadIdx.x : threadIdx.x % (WARP_SIZE/cols_per_warp);
+
+        tile_mask[j*(nbatch_fa/2 + 4) + i] = mask_h2[j*stride_mask + i];
+    }
+}
+
+template<int DKQ, int DV, int ncols1, int ncols2, int nwarps, int ntiles, bool use_logit_softcap, bool needs_fixup, bool is_fixup, bool last_iter>
+static __device__ __forceinline__ void flash_attn_ext_f16_iter(
+        const float2 * const __restrict__ Q_f2,
+        const half2  * const __restrict__ K_h2,
+        const half2  * const __restrict__ V_h2,
+        const half2  * const __restrict__ mask_h2,
+        float2       * const __restrict__ dstk,
+        float2       * const __restrict__ dstk_fixup,
+        const float scale,
+        const float slope,
+        const float logit_softcap,
+        const int ne01,
+        const int ne02,
+        const int stride_K,
+        const int stride_V,
+        const int stride_mask,
+        const int jt,
+        half2        * const __restrict__ tile_Q,
+        half2        * const __restrict__ tile_K,
+        half2        * const __restrict__ tile_V,
+        half2        * const __restrict__ tile_mask,
+        const tile_B * const __restrict__ Q_B,
+        tile_C_VKQ   * const __restrict__ VKQ_C,
+        float        * const __restrict__ KQ_max,
+        float        * const __restrict__ KQ_rowsum,
+        const int kb0) {
+#ifdef NEW_MMA_AVAILABLE
+    typedef fattn_mma_f16_config<DKQ, DV> c;
+
+#ifdef CP_ASYNC_AVAILABLE
+    constexpr int nstages = c::nstages_target;
+#else
+    constexpr int nstages = 0;
+#endif // CP_ASYNC_AVAILABLE
+
+    constexpr int cols_per_warp   = ntiles * tile_B::I;
+    constexpr int cols_per_thread = ntiles == 1 ? 2 : ntiles;
+    constexpr int np              = nwarps * (cols_per_warp/ncols2) / ncols1; // Number of parallel CUDA warps per Q column.
+
+    constexpr int stride_tile_Q = DKQ/2        + 4;
+    constexpr int stride_tile_K = c::nbatch_K2 + 4;
+    constexpr int stride_tile_V = c::nbatch_V2 + 4;
+
+    const int k_VKQ_0 = kb0 * c::nbatch_fa;
+    tile_C_KQ KQ_C[c::nbatch_fa/(np*tile_C_KQ::I) * ntiles];
+
+    // Use wide variants of tiles if ntiles >= 2.
+    tile_B_16     * Q_B_16   = (tile_B_16     *) Q_B;
+    tile_C_VKQ_16 * VKQ_C_16 = (tile_C_VKQ_16 *) VKQ_C;
+    tile_C_KQ_16  * KQ_C_16  = (tile_C_KQ_16  *) KQ_C;
+
+    if constexpr (nstages > 1) {
+        static_assert(c::nbatch_K2 == DKQ/2, "batching not implemented for multi stage loading");
+        constexpr bool use_cp_async = true;
+        cp_async_wait_all();
+        __syncthreads();
+        flash_attn_ext_f16_load_tile<stride_tile_V, nwarps, c::nbatch_fa, use_cp_async>
+            (V_h2 + k_VKQ_0*stride_V, tile_V, c::nbatch_V2, stride_V);
+    } else {
+        constexpr bool use_cp_async = nstages == 1;
+        if (ncols2 > 1 || mask_h2) {
+            flash_attn_ext_f16_load_mask<ncols1, nwarps, c::nbatch_fa, use_cp_async>(mask_h2 + k_VKQ_0/2, tile_mask, stride_mask);
+        }
+    }
+
+#pragma unroll
+    for (int k0_start = 0; k0_start < DKQ/2; k0_start += c::nbatch_K2) {
+        const int k0_stop = k0_start + c::nbatch_K2 < DKQ/2 ? k0_start + c::nbatch_K2 : DKQ/2;
+        const int k0_diff = k0_stop - k0_start;
+
+        if (nstages <= 1) {
+            constexpr bool use_cp_async = nstages == 1;
+            flash_attn_ext_f16_load_tile<stride_tile_K, nwarps, c::nbatch_fa, use_cp_async>
+                (K_h2 + k_VKQ_0*stride_K + k0_start, tile_K, k0_diff, stride_K);
+            if (use_cp_async) {
+                cp_async_wait_all();
+            }
+            __syncthreads();
+        }
+
+        // Calculate tile of KQ:
+        if constexpr (c::Q_in_reg) {
+#pragma unroll
+            for (int i_KQ_00 = 0; i_KQ_00 < c::nbatch_fa; i_KQ_00 += np*tile_A::I) {
+                const int i_KQ_0 = i_KQ_00 + (threadIdx.y % np)*tile_A::I;
+#pragma unroll
+                for (int k_KQ_0 = k0_start; k_KQ_0 < k0_stop; k_KQ_0 += tile_A::J) {
+                    tile_A K_A;
+                    load_ldmatrix(K_A, tile_K + i_KQ_0*stride_tile_K + (k_KQ_0 - k0_start), stride_tile_K);
+                    if (ntiles == 1) {
+                        mma(KQ_C[i_KQ_00/(np*tile_A::I)], K_A, Q_B[k_KQ_0/tile_A::J]);
+                    } else {
+#pragma unroll
+                        for (int t = 0; t < ntiles/2; ++t) {
+                            // Wide version of KQ_C is column-major => swap A and B.
+                            mma(KQ_C_16[i_KQ_00/(np*tile_A::I) * ntiles/2 + t], Q_B_16[k_KQ_0/tile_A::J * ntiles/2 + t], K_A);
+                        }
+                    }
+                }
+            }
+        } else {
+            static_assert(ntiles == 2, "ntiles != 2 not implemented");
+#pragma unroll
+            for (int k_KQ_0 = k0_start; k_KQ_0 < k0_stop; k_KQ_0 += tile_A::J) {
+                load_ldmatrix(Q_B_16[0], tile_Q + (threadIdx.y / np)*(tile_B_16::I*stride_tile_Q) + k_KQ_0, stride_tile_Q);
+
+#pragma unroll
+                for (int i_KQ_00 = 0; i_KQ_00 < c::nbatch_fa; i_KQ_00 += np*tile_A::I) {
+                    const int i_KQ_0 = i_KQ_00 + (threadIdx.y % np)*tile_A::I;
+
+                    tile_A K_A;
+                    load_ldmatrix(K_A, tile_K + i_KQ_0*stride_tile_K + (k_KQ_0 - k0_start), stride_tile_K);
+
+                    // Wide version of KQ_C is column-major => swap A and B.
+                    mma(KQ_C_16[i_KQ_00/(np*tile_A::I)], Q_B_16[0], K_A);
+                }
+            }
+        }
+
+        if (nstages <= 1) {
+            __syncthreads(); // Only needed if tile_K == tile_V.
+        }
+    }
+
+    if (use_logit_softcap) {
+        static_assert(c::nbatch_fa % (np*tile_C_KQ::I) == 0, "bad loop size");
+#pragma unroll
+        for (int i = 0; i < c::nbatch_fa/(np*tile_C_KQ::I) * ntiles; ++i) {
+#pragma unroll
+            for (int l = 0; l < tile_C_KQ::ne; ++l) {
+                KQ_C[i].x[l] = logit_softcap*tanhf(KQ_C[i].x[l]);
+            }
+        }
+    }
+
+    float KQ_max_new[cols_per_thread];
+#pragma unroll
+    for (int col = 0; col < cols_per_thread; ++col) {
+        KQ_max_new[col] = KQ_max[col];
+    }
+    float KQ_rowsum_add[cols_per_thread] = {0.0f};
+
+    if (ntiles == 1) {
+        if (ncols2 > 1 || mask_h2) {
+#pragma unroll
+            for (int i00 = 0; i00 < c::nbatch_fa; i00 += np*tile_C_KQ::I) {
+                const int i0 = i00 + (threadIdx.y % np)*tile_C_KQ::I;
+#pragma unroll
+                for (int l = 0; l < tile_C_KQ::ne; ++l) {
+                    const int i = i0 + tile_C_KQ::get_i(l);
+                    const int j = ((threadIdx.y / np)*tile_C_KQ::J + tile_C_KQ::get_j(l)) / ncols2;
+
+                    KQ_C[i00/(np*tile_C_KQ::I)].x[l] += slope *
+                        __half2float(((const half *) tile_mask)[j*(c::nbatch_fa + 8) + i]);
+                }
+            }
+        }
+
+        // Calculate softmax for each KQ column using the current max. value.
+        // The divisor is stored in KQ_rowsum and will be applied at the end.
+        static_assert(c::nbatch_fa % (np*tile_C_KQ::I) == 0, "bad loop size");
+#pragma unroll
+        for (int k = 0; k < c::nbatch_fa/(np*tile_C_KQ::I); ++k) {
+#pragma unroll
+            for (int l = 0; l < tile_C_KQ::ne; ++l) {
+                KQ_max_new[l % 2] = fmaxf(KQ_max_new[l % 2], KQ_C[k].x[l]);
+            }
+        }
+
+        // Values per KQ column are spread across 8 threads, does not need full warp reduce:
+#pragma unroll
+        for (int col = 0; col < cols_per_thread; ++col) {
+#pragma unroll
+            for (int offset = 16; offset >= 4; offset >>= 1) {
+                KQ_max_new[col] = fmaxf(KQ_max_new[col], __shfl_xor_sync(0xFFFFFFFF, KQ_max_new[col], offset, WARP_SIZE));
+            }
+        }
+
+        static_assert(c::nbatch_fa % (np*tile_C_KQ::I) == 0, "bad loop size");
+#pragma unroll
+        for (int k = 0; k < c::nbatch_fa/(np*tile_C_KQ::I); ++k) {
+#pragma unroll
+            for (int l = 0; l < tile_C_KQ::ne; ++l) {
+                KQ_C[k].x[l] = expf(KQ_C[k].x[l] - KQ_max_new[l % 2]);
+
+                KQ_rowsum_add[l % 2] += KQ_C[k].x[l];
+            }
+        }
+    } else { // ntiles > 1
+        if (ncols2 > 1 || mask_h2) {
+#pragma unroll
+            for (int i00 = 0; i00 < c::nbatch_fa; i00 += np*tile_C_KQ_16::J) {
+                const int i0 = i00 + (threadIdx.y % np)*tile_C_KQ_16::J;
+#pragma unroll
+                for (int t = 0; t < ntiles/2; ++t) {
+#pragma unroll
+                    for (int l0 = 0; l0 < tile_C_KQ_16::ne; l0 += 2) {
+                        const int i = (i0 + tile_C_KQ_16::get_j(l0)) / 2;
+                        const int j = ((threadIdx.y / np)*cols_per_warp + t*tile_C_KQ_16::I + tile_C_KQ_16::get_i(l0)) / ncols2;
+
+                        const float2 tmp = __half22float2(tile_mask[j*(c::nbatch_fa/2 + 4) + i]);
+                        const int KQ_index = i00/(np*tile_C_KQ_16::J) * ntiles/2 + t;
+                        KQ_C_16[KQ_index].x[l0 + 0] += slope*tmp.x;
+                        KQ_C_16[KQ_index].x[l0 + 1] += slope*tmp.y;
+                    }
+                }
+            }
+        }
+
+        // Calculate softmax for each KQ column using the current max. value.
+        // The divisor is stored in KQ_rowsum and will be applied at the end.
+        static_assert(c::nbatch_fa % (np*tile_C_KQ::I) == 0, "bad loop size");
+#pragma unroll
+        for (int k = 0; k < c::nbatch_fa/(np*tile_C_KQ_16::J); ++k) {
+#pragma unroll
+            for (int t = 0; t < ntiles/2; ++t) {
+#pragma unroll
+                for (int l = 0; l < tile_C_KQ_16::ne; ++l) {
+                    const int KQ_index = 2*t + (l/2) % 2;
+                    KQ_max_new[KQ_index] = fmaxf(KQ_max_new[KQ_index], KQ_C_16[k*ntiles/2 + t].x[l]);
+                }
+            }
+        }
+
+        // Values per KQ column are spread across 4 threads, does not need full warp reduce:
+#pragma unroll
+        for (int col = 0; col < cols_per_thread; ++col) {
+#pragma unroll
+            for (int offset = 2; offset >= 1; offset >>= 1) {
+                KQ_max_new[col] = fmaxf(KQ_max_new[col], __shfl_xor_sync(0xFFFFFFFF, KQ_max_new[col], offset, WARP_SIZE));
+            }
+        }
+
+        static_assert(c::nbatch_fa % (np*tile_C_KQ_16::J) == 0, "bad loop size");
+#pragma unroll
+        for (int k = 0; k < c::nbatch_fa/(np*tile_C_KQ_16::J); ++k) {
+#pragma unroll
+            for (int t = 0; t < ntiles/2; ++t) {
+#pragma unroll
+                for (int l = 0; l < tile_C_KQ_16::ne; ++l) {
+                    const int KQ_index = 2*t + (l/2) % 2;
+
+                    KQ_C_16[k*ntiles/2 + t].x[l] = expf(KQ_C_16[k*ntiles/2 + t].x[l] - KQ_max_new[KQ_index]);
+
+                    KQ_rowsum_add[KQ_index] += KQ_C_16[k*ntiles/2 + t].x[l];
+                }
+            }
+        }
+    }
+
+    {
+        float KQ_max_scale[cols_per_thread];
+#pragma unroll
+        for (int col = 0; col < cols_per_thread; ++col) {
+            KQ_max_scale[col] = expf(KQ_max[col] - KQ_max_new[col]);
+            KQ_max[col] = KQ_max_new[col];
+
+            // Scale previous KQ_rowsum to account for a potential increase in KQ_max:
+            KQ_rowsum[col] = KQ_max_scale[col]*KQ_rowsum[col] + KQ_rowsum_add[col];
+        }
+
+        if (ntiles == 1) {
+            const half2 KQ_max_scale_h2 = make_half2(KQ_max_scale[0], KQ_max_scale[1]);
+#pragma unroll
+            for (int i = 0; i < DV/tile_C_VKQ::I; ++i) {
+#pragma unroll
+                for (int l = 0; l < tile_C_VKQ::ne; ++l) {
+                    VKQ_C[i].x[l] *= KQ_max_scale_h2;
+                }
+            }
+        } else {
+#pragma unroll
+            for (int col = 0; col < cols_per_thread; ++col) {
+                const half2 KQ_max_scale_h2 = make_half2(KQ_max_scale[col], KQ_max_scale[col]);
+#pragma unroll
+                for (int i = 0; i < DV/tile_C_VKQ_16::J; ++i) {
+#pragma unroll
+                    for (int l0 = 0; l0 < tile_C_VKQ_16::ne; l0 += 2) {
+                        VKQ_C_16[i*ntiles/2 + col/2].x[l0 + col % 2] *= KQ_max_scale_h2;
+                    }
+                }
+            }
+        }
+    }
+
+    // Convert KQ C tiles into B tiles for VKQ calculation:
+    tile_B B[c::nbatch_fa/(np*2*tile_B::J) * ntiles];
+    tile_B_16 * B_16 = (tile_B_16 *) B;
+    static_assert(c::nbatch_fa % (np*2*tile_B::J) == 0, "bad loop size");
+    if (ntiles == 1) {
+#pragma unroll
+        for (int k = 0; k < c::nbatch_fa/(np*2*tile_B::J); ++k) {
+            B[k] = get_transposed(get_half2(KQ_C[k]));
+        }
+    } else {
+        for (int k = 0; k < c::nbatch_fa/(np*2*tile_B_16::J); ++k) {
+#pragma unroll
+            for (int t = 0; t < ntiles/2; ++t) {
+                B_16[k*ntiles/2 + t] = get_half2(KQ_C_16[k*ntiles/2 + t]);
+            }
+        }
+    }
+
+    if (nstages > 1) {
+        // Preload K tile for next iteration:
+        constexpr bool use_cp_async = true;
+        cp_async_wait_all();
+        __syncthreads();
+        if (!last_iter) {
+            if (ncols2 > 1 || mask_h2) {
+                flash_attn_ext_f16_load_mask<ncols1, nwarps, c::nbatch_fa, use_cp_async>
+                    (mask_h2 + (k_VKQ_0 + c::nbatch_fa)/2, tile_mask, stride_mask);
+            }
+            flash_attn_ext_f16_load_tile<stride_tile_K, nwarps, c::nbatch_fa, use_cp_async>
+                (K_h2 + (k_VKQ_0 + c::nbatch_fa)*stride_K, tile_K, c::nbatch_K2, stride_K);
+        }
+    }
+
+#pragma unroll
+    for (int i0_start = 0; i0_start < DV; i0_start += 2*c::nbatch_V2) {
+        const int i0_stop = i0_start + 2*c::nbatch_V2 < DV ? i0_start + 2*c::nbatch_V2 : DV;
+        const int i0_diff = i0_stop - i0_start;
+
+        if (nstages <= 1) {
+            constexpr bool use_cp_async = nstages == 1;
+            flash_attn_ext_f16_load_tile<stride_tile_V, nwarps, c::nbatch_fa, use_cp_async>
+                (V_h2 + k_VKQ_0*stride_V + i0_start/2, tile_V, i0_diff/2, stride_V);
+            if (use_cp_async) {
+                cp_async_wait_all();
+            }
+            __syncthreads();
+        }
+
+        // Calculate VKQ tile:
+#pragma unroll
+        for (int i_VKQ_0 = i0_start; i_VKQ_0 < i0_stop; i_VKQ_0 += tile_C_VKQ::I) {
+            static_assert((c::nbatch_fa/2) % (np*tile_A::J) == 0, "bad loop size");
+#pragma unroll
+            for (int k00 = 0; k00 < c::nbatch_fa/2; k00 += np*tile_A::J) {
+                const int k0 = k00 + (threadIdx.y % np)*tile_A::J;
+
+                tile_A A;
+                load_ldmatrix_trans(A, tile_V + 2*k0*stride_tile_V + (i_VKQ_0 - i0_start)/2, stride_tile_V);
+                if (ntiles == 1) {
+                    mma(VKQ_C[i_VKQ_0/tile_C_VKQ::I], A, B[k00/(np*tile_A::J)]);
+                } else {
+#pragma unroll
+                    for (int t = 0; t < ntiles/2; ++t) {
+                        // Wide version of VKQ_C is column-major => swap A and B.
+                        mma(VKQ_C_16[i_VKQ_0/tile_C_VKQ::I * ntiles/2 + t], B_16[k00/(np*tile_A::J) * ntiles/2 + t], A);
+                    }
+                }
+            }
+        }
+
+        if (nstages <= 1) {
+            __syncthreads(); // Only needed if tile_K == tile_V.
+        }
+    }
+#else
+    GGML_UNUSED(Q_f2); GGML_UNUSED(K_h2); GGML_UNUSED(V_h2);
+    GGML_UNUSED(mask_h2); GGML_UNUSED(dstk); GGML_UNUSED(dstk_fixup);
+    GGML_UNUSED(scale); GGML_UNUSED(slope); GGML_UNUSED(logit_softcap);
+    GGML_UNUSED(ne01); GGML_UNUSED(ne02); GGML_UNUSED(stride_K); GGML_UNUSED(stride_V);
+    GGML_UNUSED(stride_mask); GGML_UNUSED(jt); GGML_UNUSED(tile_K);
+    GGML_UNUSED(stride_mask); GGML_UNUSED(jt); GGML_UNUSED(tile_K);
+    GGML_UNUSED(tile_V); GGML_UNUSED(tile_mask); GGML_UNUSED(Q_B);
+    GGML_UNUSED(VKQ_C); GGML_UNUSED(KQ_max); GGML_UNUSED(KQ_rowsum);
+    GGML_UNUSED(kb0);
+    NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+}
+
+template<int DKQ, int DV, int ncols1, int ncols2, int nwarps, int ntiles, bool use_logit_softcap, bool needs_fixup, bool is_fixup>
+static __device__ __forceinline__ void flash_attn_ext_f16_process_tile(
+        const float2 * const __restrict__ Q_f2,
+        const half2  * const __restrict__ K_h2,
+        const half2  * const __restrict__ V_h2,
+        const half2  * const __restrict__ mask_h2,
+        float2       * const __restrict__ dstk,
+        float2       * const __restrict__ dstk_fixup,
+        const float scale,
+        const float slope,
+        const float logit_softcap,
+        const int ne01,
+        const int ne02,
+        const int stride_Q1,
+        const int stride_Q2,
+        const int stride_K,
+        const int stride_V,
+        const int stride_mask,
+        const int jt,
+        const int kb0_start,
+        const int kb0_stop) {
+#ifdef NEW_MMA_AVAILABLE
+    //In this kernel Q, K, V are matrices while i, j, k are matrix indices.
+
+    typedef fattn_mma_f16_config<DKQ, DV> c;
+
+#ifdef CP_ASYNC_AVAILABLE
+    constexpr int nstages = c::nstages_target;
+#else
+    constexpr int nstages = 0;
+#endif // CP_ASYNC_AVAILABLE
+
+    constexpr int ncols           = ncols1 * ncols2;
+    constexpr int cols_per_warp   = ntiles * tile_B::I;
+    constexpr int cols_per_thread = ntiles == 1 ? 2 : ntiles;
+    constexpr int np              = nwarps * (cols_per_warp/ncols2) / ncols1; // Number of parallel CUDA warps per Q column.
+
+    static_assert(nwarps * (cols_per_warp/ncols2) % ncols1 == 0, "bad nwarps");
+
+    constexpr int stride_tile_Q = DKQ/2        + 4;
+    constexpr int stride_tile_K = c::nbatch_K2 + 4;
+    constexpr int stride_tile_V = c::nbatch_V2 + 4;
+
+    constexpr int stride_tile_KV_max = stride_tile_K > stride_tile_V ? stride_tile_K : stride_tile_V;
+
+    extern __shared__ half2 tile_Q[];
+    half2 * tile_K    = c::Q_in_reg ? tile_Q                                : tile_Q + ncols        * stride_tile_Q;
+    half2 * tile_V    = nstages > 1 ? tile_K + c::nbatch_fa * stride_tile_K : tile_K;
+    half2 * tile_mask = nstages > 1 ? tile_V + c::nbatch_fa * stride_tile_V : tile_V + c::nbatch_fa * stride_tile_KV_max;
+
+    tile_B       Q_B[(c::Q_in_reg ? DKQ/(2*tile_B::J) : 1) * ntiles];
+    tile_C_VKQ VKQ_C[DV/tile_C_VKQ::I  * ntiles];
+
+    tile_B_16     * Q_B_16   = (tile_B_16     *) Q_B;
+    tile_C_VKQ_16 * VKQ_C_16 = (tile_C_VKQ_16 *) VKQ_C;
+
+    float KQ_rowsum[cols_per_thread] = {0.0f};
+    float KQ_max[cols_per_thread];
+#pragma unroll
+    for (int col = 0; col < cols_per_thread; ++col) {
+        KQ_max[col] = -FLT_MAX/2.0f;
+    }
+
+    // Load Q data into tile_Q, either temporarily or permanently.
+    // Q in registers is faster, but register pressure is the biggest bottleneck.
+    // The loading is done with decreasing granularity for D for better memory bandwidth.
+    const half2 scale_h2 = make_half2(scale, scale);
+#pragma unroll
+    for (int stride_k : {WARP_SIZE, WARP_SIZE/2, WARP_SIZE/4}) {
+        const int k0_start  = stride_k == WARP_SIZE ? 0 : DKQ/2 - (DKQ/2) % (2*stride_k);
+        const int k0_stop   =                             DKQ/2 - (DKQ/2) % (1*stride_k);
+        const int stride_jc = WARP_SIZE / stride_k;
+
+        if (k0_start == k0_stop) {
+            continue;
+        }
+
+#pragma unroll
+        for (int jc0 = 0; jc0 < ncols; jc0 += nwarps*stride_jc) {
+            const int jc = jc0 + threadIdx.y*stride_jc + (stride_k == WARP_SIZE ? 0 : threadIdx.x / stride_k);
+
+            if (jc0 + nwarps*stride_jc > ncols && jc >= ncols) {
+                break;
+            }
+
+            const int j = jc / ncols2;
+            const int c = jc % ncols2;
+
+            if (jt*ncols1 + j < ne01) {
+#pragma unroll
+                for (int k0 = k0_start; k0 < k0_stop; k0 += stride_k) {
+                    const int k = k0 + (stride_k == WARP_SIZE ? threadIdx.x : threadIdx.x % stride_k);
+
+                    const float2 tmp = Q_f2[(jt*ncols1 + j)*stride_Q1 + c*stride_Q2 + k];
+                    tile_Q[jc*stride_tile_Q + k] = scale_h2 * make_half2(tmp.x, tmp.y);
+                }
+            } else {
+#pragma unroll
+                for (int k0 = k0_start; k0 < k0_stop; k0 += stride_k) {
+                    const int k = k0 + (stride_k == WARP_SIZE ? threadIdx.x : threadIdx.x % stride_k);
+
+                    tile_Q[jc*stride_tile_Q + k] = make_half2(0.0f, 0.0f);
+                }
+            }
+        }
+    }
+
+    __syncthreads();
+
+    if (c::Q_in_reg) {
+        const int j0 = (threadIdx.y / np) * cols_per_warp;
+
+#pragma unroll
+        for (int k0 = 0; k0 < DKQ/2; k0 += tile_B::J) {
+            if (ntiles == 1) {
+                load_ldmatrix(Q_B[k0/tile_B::J], tile_Q + j0*stride_tile_Q + k0, stride_tile_Q);
+            } else {
+#pragma unroll
+                for (int t = 0; t < ntiles/2; ++t) {
+                    load_ldmatrix(Q_B_16[k0/tile_B_16::J * ntiles/2 + t],
+                        tile_Q + (j0 + t*tile_B_16::I)*stride_tile_Q + k0, stride_tile_Q);
+                }
+            }
+        }
+    }
+
+    __syncthreads();
+
+    // Preload mask and K data for first iteration when using cp_async with multiple stages:
+    if constexpr (nstages > 1) {
+        static_assert(c::nbatch_K2 == DKQ/2, "batching not implemented for multi-stage pipeline");
+        constexpr bool use_cp_async = true;
+        if (ncols2 > 1 || mask_h2) {
+            flash_attn_ext_f16_load_mask<ncols1, nwarps, c::nbatch_fa, use_cp_async>
+                (mask_h2 + kb0_start*c::nbatch_fa/2, tile_mask, stride_mask);
+        }
+        flash_attn_ext_f16_load_tile<stride_tile_K, nwarps, c::nbatch_fa, use_cp_async>
+            (K_h2 + kb0_start*c::nbatch_fa*stride_K, tile_K, c::nbatch_K2, stride_K);
+    }
+
+    // Iterate over ne11 == previous tokens:
+    for (int kb0 = kb0_start; kb0 < kb0_stop-1; ++kb0) {
+        constexpr bool last_iter = false;
+        flash_attn_ext_f16_iter<DKQ, DV, ncols1, ncols2, nwarps, ntiles, use_logit_softcap, needs_fixup, is_fixup, last_iter>
+            (Q_f2, K_h2, V_h2, mask_h2, dstk, dstk_fixup, scale, slope, logit_softcap,
+             ne01, ne02, stride_K, stride_V, stride_mask, jt, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, KQ_max, KQ_rowsum, kb0);
+    }
+    { // kb0_start is always < kb0_stop so the last iter can be executed unconditionally.
+        constexpr bool last_iter = true;
+        flash_attn_ext_f16_iter<DKQ, DV, ncols1, ncols2, nwarps, ntiles, use_logit_softcap, needs_fixup, is_fixup, last_iter>
+            (Q_f2, K_h2, V_h2, mask_h2, dstk, dstk_fixup, scale, slope, logit_softcap,
+             ne01, ne02, stride_K, stride_V, stride_mask, jt, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, KQ_max, KQ_rowsum, kb0_stop-1);
+    }
+
+    // With multi-stage loading there is no __syncthreads at the end of the iter,
+    //     there can be a race condition on shared memory access for combining/writing back results.
+    if (nstages > 1 && nwarps*cols_per_warp > c::nbatch_fa) {
+        __syncthreads();
+    }
+
+    // Finally, sum up partial KQ rowsums.
+    // The partial sums are spread across 8/4 threads each, does not need full reduce.
+    {
+        constexpr int offset_first = ntiles == 1 ? 16 : 2;
+        constexpr int offset_last  = ntiles == 1 ?  4 : 1;
+#pragma unroll
+        for (int col = 0; col < cols_per_thread; ++col) {
+#pragma unroll
+            for (int offset = offset_first; offset >= offset_last; offset >>= 1) {
+                KQ_rowsum[col] += __shfl_xor_sync(0xFFFFFFFF, KQ_rowsum[col], offset, WARP_SIZE);
+            }
+        }
+    }
+
+    // Combine VKQ accumulator values if np > 1.
+    // It's also faster to do small writes to shared memory, then large write to VRAM than to do small writes to VRAM.
+    // So also write VKQ accumulators to shared memory in column-major format if np == 1.
+
+    constexpr int nbatch_combine = c::Q_in_reg ? DV/2 : DV/4;
+    constexpr int tile_stride    = nbatch_combine + 4;
+    static_assert((DV/2) % nbatch_combine == 0, "bad nbatch_combine");
+
+    if constexpr (ntiles == 1) {
+        const int jc_cwmo = (threadIdx.x % (2*tile_C_VKQ::J)) / tile_C_VKQ::J; // jc combine write meta offset
+        const int jc_cwm = threadIdx.y*(2*tile_C_VKQ::J) + 2*tile_C_VKQ::get_j(-1) + jc_cwmo; // jc combine write meta
+        const float2 KQ_cmr = make_float2(KQ_max[jc_cwmo], KQ_rowsum[jc_cwmo]); // KQ combine max rowsum
+
+        if (((!needs_fixup && !is_fixup) || np > 1) && threadIdx.x < 2*tile_C_VKQ::J) {
+            // Use the 16 bytes of padding in each row to store the meta data: KQ max, KQ rowsum, KQ max scale.
+            ((float2 *) tile_Q)[jc_cwm*(tile_stride/2) + nbatch_combine/2] = KQ_cmr;
+        }
+
+        __syncthreads();
+
+        if (np == 1) {
+            // No combination is needed, the meta data can be directly written from registers to VRAM.
+            if (needs_fixup && threadIdx.x < tile_B::I) {
+                float2 * dstk_fixup_meta = dstk_fixup + blockIdx.x*ncols;
+                dstk_fixup_meta[jc_cwm] = KQ_cmr;
+            }
+            if (is_fixup && threadIdx.x < tile_B::I) {
+                float2 * dstk_fixup_meta = dstk_fixup + (gridDim.x + blockIdx.x)*ncols;
+                dstk_fixup_meta[jc_cwm] = KQ_cmr;
+            }
+        }
+    } else {
+        static_assert(ntiles == 2 || ntiles == 4, "bad ntiles");
+        const int jc_cwm = threadIdx.y*cols_per_warp // jc combine write meta
+            + (ntiles == 4 ? ((threadIdx.x % 4) / 2) * tile_C_VKQ_16::I : 0)
+            + tile_C_VKQ_16::get_i(threadIdx.x % 4);
+        const float2 KQ_cmr = make_float2(KQ_max[threadIdx.x % cols_per_thread], KQ_rowsum[threadIdx.x % cols_per_thread]); // KQ combine max rowsum
+
+        if (((!needs_fixup && !is_fixup) || np > 1) && (ntiles == 4 || threadIdx.x % 4 < cols_per_thread)) {
+            // Use the 16 bytes of padding in each row to store the meta data: KQ max, KQ rowsum, KQ max scale.
+            ((float2 *) tile_Q)[jc_cwm*(tile_stride/2) + nbatch_combine/2] = KQ_cmr;
+        }
+
+        __syncthreads();
+
+        if (np == 1) {
+            // No combination is needed, the meta data can be directly written from registers to VRAM.
+            if (needs_fixup && (ntiles == 4 || threadIdx.x % 4 < ntiles)) {
+                float2 * dstk_fixup_meta = dstk_fixup + blockIdx.x*ncols;
+                dstk_fixup_meta[jc_cwm] = KQ_cmr;
+            }
+            if (is_fixup && (ntiles == 4 || threadIdx.x % 4 < ntiles)) {
+                float2 * dstk_fixup_meta = dstk_fixup + (gridDim.x + blockIdx.x)*ncols;
+                dstk_fixup_meta[jc_cwm] = KQ_cmr;
+            }
+        }
+    }
+
+    static_assert(np == 1 || ntiles == 1 || ntiles == 2, "bad ntiles");
+    if (np > 1 && threadIdx.y % np == 0) {
+        // Combine the meta data for parallel warps via shared memory.
+        // Warps with threadIdx.y % np != 0 must NOT return early.
+        // All threads must return simultaneously to avoid race conditions with work on the next tile.
+
+        constexpr int nmeta = np*cols_per_warp >= WARP_SIZE ? np*cols_per_warp/WARP_SIZE : 1;
+
+        const int jc_meta = threadIdx.y*cols_per_warp + (np*cols_per_warp < WARP_SIZE ? threadIdx.x % (np*cols_per_warp) : threadIdx.x);
+        float2 * const meta_ptr = ((float2 *) tile_Q) + jc_meta*(tile_stride/2) + nbatch_combine/2;
+        float2 meta[nmeta];
+#pragma unroll
+        for (int imeta = 0; imeta < nmeta; ++imeta) {
+            meta[imeta] = meta_ptr[imeta * WARP_SIZE * tile_stride/2];
+        }
+
+        float KQ_cmn = meta[0].x; // KQ combine max new, max between all parallel warps.
+#pragma unroll
+        for (int imeta = 1; imeta < nmeta; ++imeta) {
+            KQ_cmn = fmaxf(KQ_cmn, meta[imeta].x);
+        }
+#pragma unroll
+        for (int offset = np*cols_per_warp/2; offset >= cols_per_warp; offset >>= 1) {
+            if (offset < WARP_SIZE) {
+                KQ_cmn = fmaxf(KQ_cmn, __shfl_xor_sync(0xFFFFFFFF, KQ_cmn, offset, WARP_SIZE));
+            }
+        }
+
+        float KQ_cms[nmeta]; // KQ combine max scale per warp.
+#pragma unroll
+        for (int imeta = 0; imeta < nmeta; ++imeta) {
+            KQ_cms[imeta] = expf(meta[imeta].x - KQ_cmn);
+        }
+
+        float KQ_crs = KQ_cms[0]*meta[0].y; // KQ combine rowsum, scaled sum of all parallel warps.
+#pragma unroll
+        for (int imeta = 1; imeta < nmeta; ++imeta) {
+            KQ_crs += KQ_cms[imeta]*meta[imeta].y;
+        }
+#pragma unroll
+        for (int offset = np*cols_per_warp/2; offset >= cols_per_warp; offset >>= 1) {
+            if (offset < WARP_SIZE) {
+                KQ_crs += __shfl_xor_sync(0xFFFFFFFF, KQ_crs, offset, WARP_SIZE);
+            }
+        }
+
+        __syncthreads();
+
+        // Write back combined meta data:
+#pragma unroll
+        for (int imeta = 0; imeta < nmeta; ++imeta) {
+            if (np*cols_per_warp >= WARP_SIZE || threadIdx.x < np*cols_per_warp) {
+                // Combined KQ max scale + rowsum.
+                meta_ptr[imeta * WARP_SIZE * tile_stride/2] = make_float2(KQ_cms[imeta], KQ_crs);
+            }
+        }
+
+        // Combined KQ max + rowsum.
+        static_assert(cols_per_warp <= WARP_SIZE);
+        if (needs_fixup && (cols_per_warp == WARP_SIZE || threadIdx.x < cols_per_warp)) {
+            float2 * dstk_fixup_meta = dstk_fixup + blockIdx.x*ncols;
+            dstk_fixup_meta[(threadIdx.y/np)*cols_per_warp + threadIdx.x] = make_float2(KQ_cmn, KQ_crs);
+        }
+        if (is_fixup && (cols_per_warp == WARP_SIZE || threadIdx.x < cols_per_warp)) {
+            float2 * dstk_fixup_meta = dstk_fixup + (gridDim.x + blockIdx.x)*ncols;
+            dstk_fixup_meta[(threadIdx.y/np)*cols_per_warp + threadIdx.x] = make_float2(KQ_cmn, KQ_crs);
+        }
+    } else if (np > 1) {
+        // Warps with threadIdx.y % np == 0 execute a __syncthreads() in the if branch.
+        // Therefore, all other warps also need to execute a __syncthreads().
+        // Otherwise the points at which warps synchronize with each other would become misaligned.
+        __syncthreads();
+    }
+
+#pragma unroll
+    for (int k00 = 0; k00 < DV/2; k00 += nbatch_combine) {
+        if (ntiles == 1) {
+            const int jc_cwd = threadIdx.y*tile_B::I + tile_B::get_i(-1); // jc combine write data
+#pragma unroll
+            for (int k0 = 0; k0 < nbatch_combine; k0 += tile_B::J) {
+                const tile_B B = get_transposed(VKQ_C[(k00 + k0)/tile_B::J]); // Conversion of C to B matrix puts it in column-major format.
+
+#pragma unroll
+                for (int l = 0; l < tile_B::ne; ++l) {
+                    const int k = k0 + tile_B::get_j(l);
+
+                    tile_Q[jc_cwd*tile_stride + k] = B.x[l];
+                }
+            }
+        } else {
+#pragma unroll
+            for (int t = 0; t < ntiles/2; ++t) {
+                const int j0 = threadIdx.y*cols_per_warp + t*tile_C_VKQ_16::I;
+#pragma unroll
+                for (int k0 = 0; k0 < nbatch_combine; k0 += tile_C_VKQ_16::J) {
+#pragma unroll
+                    for (int l = 0; l < tile_C_VKQ_16::ne; ++l) {
+                        const int j = j0 + tile_C_VKQ_16::get_i(l);
+                        const int k = k0 + tile_C_VKQ_16::get_j(l);
+
+                        tile_Q[j*tile_stride + k] = VKQ_C_16[(k00 + k0)/tile_C_VKQ_16::J * ntiles/2 + t].x[l];
+                    }
+                }
+            }
+        }
+
+        __syncthreads();
+
+        if (np == 1 || threadIdx.y % np == 0) {
+            // The first 2*2*gridDim.x*ncols floats in dstk_fixup are for storing max. values and row sums.
+            // The values after that are for the partial results of the individual blocks.
+            float2 * dstk_fixup_data = dstk_fixup + gridDim.x*(2*ncols) + blockIdx.x*(ncols*(DV/2));
+
+#pragma unroll
+            for (int stride_k : {WARP_SIZE, WARP_SIZE/2, WARP_SIZE/4}) {
+                const int k0_start  = stride_k == WARP_SIZE ? 0 : nbatch_combine - nbatch_combine % (2*stride_k);
+                const int k0_stop   =                             nbatch_combine - nbatch_combine % (1*stride_k);
+                const int stride_jc = WARP_SIZE / stride_k;
+
+                if (k0_start == k0_stop) {
+                    continue;
+                }
+
+#pragma unroll
+                for (int jc0_dst = 0; jc0_dst < ncols; jc0_dst += (nwarps/np)*stride_jc) {
+                    const int jc_dst = jc0_dst + (threadIdx.y/np)*stride_jc + (stride_k == WARP_SIZE ? 0 : threadIdx.x / stride_k);
+
+                    if (jc0_dst + (nwarps/np)*stride_jc > ncols && jc_dst >= ncols) {
+                        break;
+                    }
+
+                    const int jc_tile_K = (jc_dst/cols_per_warp)*(np*cols_per_warp) + jc_dst % cols_per_warp;
+
+                    const int j_dst = jc_dst / ncols2;
+                    const int c_dst = jc_dst % ncols2;
+
+                    if (!is_fixup && jt*ncols1 + j_dst >= ne01) {
+                        continue;
+                    }
+
+                    const float * meta_j = (const float *) tile_Q + jc_tile_K*tile_stride + nbatch_combine;
+#pragma unroll
+                    for (int k0 = k0_start; k0 < k0_stop; k0 += stride_k) {
+                        const int k = k0 + (stride_k == WARP_SIZE ? threadIdx.x : threadIdx.x % stride_k);
+
+                        float2 dstk_val = make_float2(0.0f, 0.0f);
+#pragma unroll
+                        for (int ip = 0; ip < np; ++ip) {
+                            const float KQ_crs = np == 1 ? 1.0f : meta_j[ip*cols_per_warp * tile_stride + 0];
+                            const float2 dstk_val_add = __half22float2(tile_Q[(jc_tile_K + ip*cols_per_warp) * tile_stride + k]);
+                            dstk_val.x += dstk_val_add.x*KQ_crs;
+                            dstk_val.y += dstk_val_add.y*KQ_crs;
+                        }
+
+                        if (!needs_fixup && !is_fixup) {
+                            const float KQ_rowsum_j = meta_j[1];
+                            dstk_val.x /= KQ_rowsum_j;
+                            dstk_val.y /= KQ_rowsum_j;
+                        }
+
+                        if (is_fixup) {
+                            dstk_fixup_data[jc_dst*(DV/2) + k00 + k] = dstk_val;
+                        } else {
+                            dstk[((jt*ncols1 + j_dst)*ne02 + c_dst)*(DV/2) + k00 + k] = dstk_val;
+                        }
+                    }
+                }
+            }
+        }
+        if (np > 1) {
+            __syncthreads();
+        }
+    }
+#else
+    GGML_UNUSED(Q_f2); GGML_UNUSED(K_h2); GGML_UNUSED(V_h2);
+    GGML_UNUSED(mask_h2); GGML_UNUSED(dstk); GGML_UNUSED(dstk_fixup);
+    GGML_UNUSED(scale); GGML_UNUSED(slope); GGML_UNUSED(logit_softcap);
+    GGML_UNUSED(ne01); GGML_UNUSED(ne02); GGML_UNUSED(stride_Q1);
+    GGML_UNUSED(stride_Q2); GGML_UNUSED(stride_K); GGML_UNUSED(stride_V); GGML_UNUSED(stride_mask);
+    GGML_UNUSED(jt); GGML_UNUSED(kb0_start); GGML_UNUSED(kb0_stop);
+    NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+}
+
+template<int DKQ, int DV, int ncols1, int ncols2, int nwarps, int ntiles, bool use_logit_softcap>
+__launch_bounds__(nwarps*WARP_SIZE, 1)
+static __global__ void flash_attn_ext_f16(
+        const char * __restrict__ Q,
+        const char * __restrict__ K,
+        const char * __restrict__ V,
+        const char * __restrict__ mask,
+        float      * __restrict__ dst,
+        float2     * __restrict__ dst_meta,
+        const float scale,
+        const float max_bias,
+        const float m0,
+        const float m1,
+        const uint32_t n_head_log2,
+        const float logit_softcap,
+        const int ne00,
+        const int ne01,
+        const int ne02,
+        const int ne03,
+        const int ne10,
+        const int ne11,
+        const int ne12,
+        const int ne13,
+        const int ne31,
+        const int nb31,
+        const int nb01,
+        const int nb02,
+        const int nb03,
+        const int nb11,
+        const int nb12,
+        const int nb13,
+        const int nb21,
+        const int nb22,
+        const int nb23,
+        const int ne0,
+        const int ne1,
+        const int ne2,
+        const int ne3) {
+#if defined(FLASH_ATTN_AVAILABLE) && defined(NEW_MMA_AVAILABLE)
+
+    // Skip unused kernel variants for faster compilation:
+    if (use_logit_softcap && !(DKQ == 128 || DKQ == 256)) {
+        NO_DEVICE_CODE;
+        return;
+    }
+
+    typedef fattn_mma_f16_config<DKQ, DV> c;
+
+    static_assert(FATTN_KQ_STRIDE % fattn_mma_f16_config<DKQ, DV>::nbatch_fa == 0, "bad nbatch_fa");
+
+    const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix.
+
+    const int stride_Q1   = nb01 / sizeof(float2);
+    const int stride_Q2   = nb02 / sizeof(float2);
+    const int stride_K    = nb11 / sizeof(half2);
+    const int stride_V    = nb21 / sizeof(half2);
+    const int stride_mask = nb31 / sizeof(half2);
+
+    const int iter_k = ne11 / FATTN_KQ_STRIDE;
+    const int iter_j = (ne01 + (ncols1 - 1)) / ncols1;
+
+    constexpr int kb_niter = FATTN_KQ_STRIDE / c::nbatch_fa; // Number of kernel iterations per assigned KQ slice.
+
+    // kbc == k block continuous, current index in continuous ijk space.
+    int       kbc      = (blockIdx.x + 0)*iter_k*iter_j*(ne02/ncols2) / gridDim.x;
+    const int kbc_stop = (blockIdx.x + 1)*iter_k*iter_j*(ne02/ncols2) / gridDim.x;
+
+    // If the seams of 2 CUDA blocks fall within an output tile their results need to be combined.
+    // For this we need to track both the block that starts the tile (needs_fixup) and the block that finishes the tile (is_fixup).
+    // In the most general case >2 seams can fall into the same tile.
+
+    // kb0 == k start index when in the output tile.
+    int kb0_start = kbc % iter_k;
+    int kb0_stop  = min(iter_k, kb0_start + kbc_stop - kbc);
+    while (kbc < kbc_stop && kb0_stop == iter_k) {
+        const int channel = kbc / (iter_k*iter_j);
+        const int jt      = (kbc - channel*iter_k*iter_j) / iter_k; // j index of current tile.
+
+        const float2 * Q_f2    = (const float2 *) (Q + nb02* channel*ncols2);
+        const half2  * K_h2    = (const half2  *) (K + nb12*(channel*ncols2 / gqa_ratio));
+        const half2  * V_h2    = (const half2  *) (V + nb22*(channel*ncols2 / gqa_ratio));
+        const half2  * mask_h2 = ncols2 > 1 || mask ? (const half2  *) mask + (nb31/sizeof(half2))*jt*ncols1 : nullptr;
+        float2       * dstk    = ((float2 *) dst) + channel*(ncols2 * DV/2);
+
+        const float slope = ncols2 == 1 ? get_alibi_slope(max_bias, channel, n_head_log2, m0, m1) : 1.0f;
+
+        const int kb0_start_kernel = kb0_start * kb_niter;
+        const int kb0_stop_kernel  = kb0_stop  * kb_niter;
+
+        constexpr bool is_fixup = false; // All but (potentially) the last iterations write their data to dst rather than the fixup buffer.
+        if (kb0_start == 0) {
+            constexpr bool needs_fixup = false; // CUDA block is working on an entire tile.
+            flash_attn_ext_f16_process_tile<DKQ, DV, ncols1, ncols2, nwarps, ntiles, use_logit_softcap, needs_fixup, is_fixup>
+                (Q_f2, K_h2, V_h2, mask_h2, dstk, dst_meta, scale, slope, logit_softcap,
+                 ne01, ne02, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start_kernel, kb0_stop_kernel);
+        } else {
+            constexpr bool needs_fixup = true; // CUDA block is working on the beginning of a tile.
+            flash_attn_ext_f16_process_tile<DKQ, DV, ncols1, ncols2, nwarps, ntiles, use_logit_softcap, needs_fixup, is_fixup>
+                (Q_f2, K_h2, V_h2, mask_h2, dstk, dst_meta, scale, slope, logit_softcap,
+                 ne01, ne02, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start_kernel, kb0_stop_kernel);
+        }
+
+        kbc += iter_k;
+        kbc -= kbc % iter_k;
+
+        kb0_start = 0;
+        kb0_stop  = min(iter_k, kbc_stop - kbc);
+    }
+
+    if (kbc >= kbc_stop) {
+        return;
+    }
+
+    const int channel = kbc / (iter_k*iter_j);
+    const int jt      = (kbc - channel*iter_k*iter_j) / iter_k; // j index of current tile.
+
+    const float2 * Q_f2    = (const float2 *) (Q + nb02* channel*ncols2);
+    const half2  * K_h2    = (const half2  *) (K + nb12*(channel*ncols2 / gqa_ratio));
+    const half2  * V_h2    = (const half2  *) (V + nb22*(channel*ncols2 / gqa_ratio)); // K and V have same shape
+    const half2  * mask_h2 = ncols2 > 1 || mask ? (const half2  *) mask + (nb31/sizeof(half2))*jt*ncols1 : nullptr;
+    float2       * dstk    = ((float2 *) dst) + channel*(ncols2 * DV/2);
+
+    const float slope = ncols2 == 1 ? get_alibi_slope(max_bias, channel, n_head_log2, m0, m1) : 1.0f;
+
+    const int kb0_start_kernel = kb0_start * kb_niter;
+    const int kb0_stop_kernel  = kb0_stop  * kb_niter;
+
+    constexpr bool is_fixup = true; // Last index writes its data to fixup buffer to avoid data races with other blocks.
+    constexpr bool needs_fixup = false;
+    flash_attn_ext_f16_process_tile<DKQ, DV, ncols1, ncols2, nwarps, ntiles, use_logit_softcap, needs_fixup, is_fixup>
+        (Q_f2, K_h2, V_h2, mask_h2, dstk, dst_meta, scale, slope, logit_softcap,
+         ne01, ne02, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start_kernel, kb0_stop_kernel);
+#else
+    GGML_UNUSED(Q); GGML_UNUSED(K); GGML_UNUSED(V); GGML_UNUSED(mask);
+    GGML_UNUSED(dst); GGML_UNUSED(dst_meta); GGML_UNUSED(scale);
+    GGML_UNUSED(max_bias); GGML_UNUSED(m0); GGML_UNUSED(m1);
+    GGML_UNUSED(n_head_log2); GGML_UNUSED(logit_softcap); GGML_UNUSED(ne00);
+    GGML_UNUSED(ne01); GGML_UNUSED(ne02); GGML_UNUSED(ne03); GGML_UNUSED(ne10);
+    GGML_UNUSED(ne11); GGML_UNUSED(ne12); GGML_UNUSED(ne13); GGML_UNUSED(ne31);
+    GGML_UNUSED(nb31); GGML_UNUSED(nb01); GGML_UNUSED(nb02); GGML_UNUSED(nb03);
+    GGML_UNUSED(nb11); GGML_UNUSED(nb12); GGML_UNUSED(nb13); GGML_UNUSED(nb21);
+    GGML_UNUSED(nb22); GGML_UNUSED(nb23); GGML_UNUSED(ne0); GGML_UNUSED(ne1);
+    GGML_UNUSED(ne2); GGML_UNUSED(ne3);
+    NO_DEVICE_CODE;
+#endif // defined(FLASH_ATTN_AVAILABLE) && defined(NEW_MMA_AVAILABLE)
+}
+
+template <int DKQ, int DV, int ncols1, int ncols2>
+void ggml_cuda_flash_attn_ext_mma_f16_case(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV = dst;
+    const int id = ggml_cuda_get_device();
+    const int cc = ggml_cuda_info().devices[id].cc;
+
+    typedef fattn_mma_f16_config<DKQ, DV> c;
+
+    constexpr int nbatch_K2      = c::nbatch_K2      < 1 ? DKQ/2 : c::nbatch_K2;
+    constexpr int nbatch_V2      = c::nbatch_V2      < 1 ? DV /2 : c::nbatch_V2;
+    constexpr int nbatch_combine = c::nbatch_combine < 1 ? DV /2 : c::nbatch_combine;
+
+    const int nstages = cp_async_available(cc) ? c::nstages_target : 0;
+
+    constexpr int ncols         = ncols1 * ncols2;
+    constexpr int ntiles        = ncols <= 8 ? 1 : 2; // Number of tiles per warp.
+    constexpr int cols_per_warp = ntiles * tile_B::I;
+    constexpr int nwarps_max_x  = ncols / cols_per_warp;
+    constexpr int nwarps_max_y  = c::nbatch_fa / tile_A::I;
+    constexpr int nwarps        = nwarps_max_x*nwarps_max_y <= c::nwarps_max ? nwarps_max_x*nwarps_max_y : c::nwarps_max;
+
+    static_assert(DKQ   % tile_B::J     == 0, "bad DKQ");
+    static_assert(DV    % tile_A::J     == 0, "bad DV");
+    static_assert(ncols % cols_per_warp == 0, "bad ncols");
+
+    const size_t nbytes_shared_KV_1stage = c::nbatch_fa         * std::max(c::nbatch_K2 + 4,  c::nbatch_V2 + 4) * sizeof(half2);
+    const size_t nbytes_shared_KV_2stage = c::nbatch_fa         *         (c::nbatch_K2 + 4 + c::nbatch_V2 + 4) * sizeof(half2);
+    const size_t nbytes_shared_Q         = ncols                * (DKQ/2 + 4)                                   * sizeof(half2);
+    const size_t nbytes_shared_mask      = ncols1               * (c::nbatch_fa/2 + 4)                          * sizeof(half2);
+    const size_t nbytes_shared_combine   = nwarps*cols_per_warp * (nbatch_combine + 4)                          * sizeof(half2);
+
+    const size_t nbytes_shared_KV = nstages <= 1 ? nbytes_shared_KV_1stage : nbytes_shared_KV_2stage;
+
+    const size_t nbytes_shared_total = std::max(nbytes_shared_combine, c::Q_in_reg ?
+        std::max(nbytes_shared_Q,  nbytes_shared_KV + nbytes_shared_mask) :
+                 nbytes_shared_Q + nbytes_shared_KV + nbytes_shared_mask);
+
+    float logit_softcap;
+    memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float));
+
+    fattn_kernel_t fattn_kernel;
+    if (logit_softcap == 0.0f) {
+        constexpr bool use_logit_softcap = false;
+        fattn_kernel = flash_attn_ext_f16<DKQ, DV, ncols1, ncols2, nwarps, ntiles, use_logit_softcap>;
+
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+        static bool shared_memory_limit_raised[GGML_CUDA_MAX_DEVICES] = {false};
+        if (!shared_memory_limit_raised[id]) {
+            CUDA_CHECK(cudaFuncSetAttribute(fattn_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, nbytes_shared_total));
+            shared_memory_limit_raised[id] = true;
+        }
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+    } else {
+        constexpr bool use_logit_softcap = true;
+        fattn_kernel = flash_attn_ext_f16<DKQ, DV, ncols1, ncols2, nwarps, ntiles, use_logit_softcap>;
+
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+        static bool shared_memory_limit_raised[GGML_CUDA_MAX_DEVICES] = {false};
+        if (!shared_memory_limit_raised[id]) {
+            CUDA_CHECK(cudaFuncSetAttribute(fattn_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, nbytes_shared_total));
+            shared_memory_limit_raised[id] = true;
+        }
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+    }
+
+    launch_fattn<DV, ncols1, ncols2>
+        (ctx, dst, fattn_kernel, nwarps, nbytes_shared_total, FATTN_KQ_STRIDE, true, true, true);
+}
+
+
+#define DECL_FATTN_MMA_F16_CASE(DKQ, DV, ncols1, ncols2)                          \
+    template void ggml_cuda_flash_attn_ext_mma_f16_case                           \
+    <DKQ, DV, ncols1, ncols2>(ggml_backend_cuda_context & ctx, ggml_tensor * dst) \
+
+#define DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(DKQ, DV, ncols)   \
+    extern DECL_FATTN_MMA_F16_CASE(DKQ, DV, (ncols)/ 1,  1); \
+    extern DECL_FATTN_MMA_F16_CASE(DKQ, DV, (ncols)/ 2,  2); \
+    extern DECL_FATTN_MMA_F16_CASE(DKQ, DV, (ncols)/ 4,  4); \
+    extern DECL_FATTN_MMA_F16_CASE(DKQ, DV, (ncols)/ 8,  8); \
+    extern DECL_FATTN_MMA_F16_CASE(DKQ, DV, (ncols)/16, 16); \
+
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 64,  64,   8)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 80,  80,   8)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 96,  96,   8)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(112, 112,   8)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(128, 128,   8)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(256, 256,   8)
+
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 64,  64,  16)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 80,  80,  16)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 96,  96,  16)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(112, 112,  16)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(128, 128,  16)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(256, 256,  16)
+
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 64,  64,  32)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 80,  80,  32)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 96,  96,  32)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(112, 112,  32)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(128, 128,  32)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(256, 256,  32)
+
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 64,  64,  64)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 80,  80,  64)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2( 96,  96,  64)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(112, 112,  64)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(128, 128,  64)
+DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(256, 256,  64)
+
+// The number of viable configurations for Deepseek is very limited:
+extern DECL_FATTN_MMA_F16_CASE(576, 512, 1, 16);
+extern DECL_FATTN_MMA_F16_CASE(576, 512, 2, 16);
+extern DECL_FATTN_MMA_F16_CASE(576, 512, 4, 16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f16.cu
new file mode 100644
index 0000000..9283560
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f16.cu
@@ -0,0 +1,357 @@
+#include "common.cuh"
+#include "fattn-common.cuh"
+#include "fattn-tile-f16.cuh"
+
+#define FATTN_KQ_STRIDE_TILE_F16 64
+
+template<int D, int ncols, int nwarps, bool use_logit_softcap> // D == head size
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+__launch_bounds__(nwarps*WARP_SIZE, 1)
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+static __global__ void flash_attn_tile_ext_f16(
+        const char * __restrict__ Q,
+        const char * __restrict__ K,
+        const char * __restrict__ V,
+        const char * __restrict__ mask,
+        float      * __restrict__ dst,
+        float2     * __restrict__ dst_meta,
+        const float scale,
+        const float max_bias,
+        const float m0,
+        const float m1,
+        const uint32_t n_head_log2,
+        const float logit_softcap,
+        const int ne00,
+        const int ne01,
+        const int ne02,
+        const int ne03,
+        const int ne10,
+        const int ne11,
+        const int ne12,
+        const int ne13,
+        const int ne31,
+        const int nb31,
+        const int nb01,
+        const int nb02,
+        const int nb03,
+        const int nb11,
+        const int nb12,
+        const int nb13,
+        const int nb21,
+        const int nb22,
+        const int nb23,
+        const int ne0,
+        const int ne1,
+        const int ne2,
+        const int ne3) {
+#if defined(FLASH_ATTN_AVAILABLE) && defined(FP16_AVAILABLE)
+
+    // Skip unused kernel variants for faster compilation:
+#ifdef FP16_MMA_AVAILABLE
+    NO_DEVICE_CODE;
+    return;
+#endif // FP16_MMA_AVAILABLE
+    if (use_logit_softcap && !(D == 128 || D == 256)) {
+        NO_DEVICE_CODE;
+        return;
+    }
+
+    //In this kernel Q, K, V are matrices while i, j, k are matrix indices.
+
+    const int ic0 = blockIdx.x * ncols; // Index of the Q/QKV column to work on.
+
+    const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix.
+    const float2 * Q_f2  = (const float2 *) (Q    + nb02* blockIdx.z              + nb01*ic0);
+    const half2  * K_h2  = (const half2  *) (K    + nb12*(blockIdx.z / gqa_ratio));
+    const half2  * V_h2  = (const half2  *) (V    + nb12*(blockIdx.z / gqa_ratio)); // K and V have same shape
+    const half   * maskh = (const half   *)  mask + ne11*ic0;
+
+    const int stride_KV2 = nb11 / sizeof(half2);
+
+    const float slopef = get_alibi_slope(max_bias, blockIdx.z, n_head_log2, m0, m1);
+    const half  slopeh = __float2half(slopef);
+
+    static_assert(D % (2*WARP_SIZE) == 0, "D not divisible by 2*WARP_SIZE == 64.");
+
+    __shared__ half KQ[ncols*FATTN_KQ_STRIDE_TILE_F16];
+    half2 * KQ2 = (half2 *) KQ;
+
+    __shared__ half2 KV_tmp[FATTN_KQ_STRIDE_TILE_F16][D/2 + 1]; // Pad D to avoid memory bank conflicts.
+
+    half kqmax[ncols/nwarps];
+#pragma unroll
+    for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+        kqmax[j0/nwarps] = -HALF_MAX_HALF;
+    }
+    half2 kqsum[ncols/nwarps] = {{0.0f, 0.0f}};
+
+    half2 VKQ[ncols/nwarps][(D/2)/WARP_SIZE] = {{{0.0f, 0.0f}}};
+
+    // Convert Q to half2 and store in registers:
+    __shared__ half2 Q_h2[ncols][D/2];
+#pragma unroll
+    for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+        const int j = j0 + threadIdx.y;
+
+#pragma unroll
+        for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+            const int i = i0 + threadIdx.x;
+
+            const float2 tmp = ic0 + j < ne01 ? Q_f2[j*(nb01/sizeof(float2)) + i] : make_float2(0.0f, 0.0f);
+            Q_h2[j][i] = make_half2(scale, scale) * make_half2(tmp.x, tmp.y);
+        }
+    }
+
+    __syncthreads();
+
+    for (int k_VKQ_0 = blockIdx.y*FATTN_KQ_STRIDE_TILE_F16; k_VKQ_0 < ne11; k_VKQ_0 += gridDim.y*FATTN_KQ_STRIDE_TILE_F16) {
+        // Calculate KQ tile and keep track of new maximum KQ values:
+
+        half kqmax_new[ncols/nwarps];
+#pragma unroll
+        for (int j = 0; j < ncols/nwarps; ++j) {
+            kqmax_new[j] = kqmax[j];
+        }
+
+#pragma unroll
+        for (int i_KQ_0 = 0; i_KQ_0 < FATTN_KQ_STRIDE_TILE_F16; i_KQ_0 += nwarps) {
+            const int i_KQ = i_KQ_0 + threadIdx.y;
+
+#pragma unroll
+            for (int k_KQ_0 = 0; k_KQ_0 < D/2; k_KQ_0 += WARP_SIZE) {
+                const int k_KQ = k_KQ_0 + threadIdx.x;
+
+                KV_tmp[i_KQ][k_KQ] = K_h2[(k_VKQ_0 + i_KQ)*stride_KV2 + k_KQ];
+            }
+        }
+
+        __syncthreads();
+
+        half2 sum2[FATTN_KQ_STRIDE_TILE_F16/WARP_SIZE][ncols/nwarps] = {{{0.0f, 0.0f}}};
+
+#pragma unroll
+        for (int k_KQ = 0; k_KQ < D/2; ++k_KQ) {
+            half2 K_k[FATTN_KQ_STRIDE_TILE_F16/WARP_SIZE];
+            half2 Q_k[ncols/nwarps];
+
+#pragma unroll
+            for (int i_KQ_0 = 0; i_KQ_0 < FATTN_KQ_STRIDE_TILE_F16; i_KQ_0 += WARP_SIZE) {
+                const int i_KQ = i_KQ_0 + threadIdx.x;
+
+                K_k[i_KQ_0/WARP_SIZE] = KV_tmp[i_KQ][k_KQ];
+            }
+#pragma unroll
+            for (int j_KQ_0 = 0; j_KQ_0 < ncols; j_KQ_0 += nwarps) {
+                const int j_KQ = j_KQ_0 + threadIdx.y;
+
+                Q_k[j_KQ_0/nwarps] = Q_h2[j_KQ][k_KQ];
+            }
+
+#pragma unroll
+            for (int i_KQ_0 = 0; i_KQ_0 < FATTN_KQ_STRIDE_TILE_F16; i_KQ_0 += WARP_SIZE) {
+#pragma unroll
+                for (int j_KQ_0 = 0; j_KQ_0 < ncols; j_KQ_0 += nwarps) {
+                    sum2[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps] += K_k[i_KQ_0/WARP_SIZE]*Q_k[j_KQ_0/nwarps];
+                }
+            }
+        }
+
+#pragma unroll
+        for (int i_KQ_0 = 0; i_KQ_0 < FATTN_KQ_STRIDE_TILE_F16; i_KQ_0 += WARP_SIZE) {
+            const int i_KQ = i_KQ_0 + threadIdx.x;
+
+#pragma unroll
+            for (int j_KQ_0 = 0; j_KQ_0 < ncols; j_KQ_0 += nwarps) {
+                const int j_KQ = j_KQ_0 + threadIdx.y;
+
+                half sum;
+                if (use_logit_softcap) {
+                    const float2 tmp = __half22float2(sum2[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps]);
+                    sum = logit_softcap * tanhf(tmp.x + tmp.y);
+                } else {
+                    sum = __low2half(sum2[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps]) + __high2half(sum2[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps]);
+                }
+                sum += mask ? slopeh*maskh[j_KQ*ne11 + k_VKQ_0 + i_KQ] : __float2half(0.0f);
+
+                kqmax_new[j_KQ_0/nwarps] = ggml_cuda_hmax(kqmax_new[j_KQ_0/nwarps], sum);
+
+                KQ[j_KQ*FATTN_KQ_STRIDE_TILE_F16 + i_KQ] = sum;
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+            kqmax_new[j0/nwarps] = warp_reduce_max(kqmax_new[j0/nwarps]);
+            const half2 KQ_max_scale = __half2half2(hexp(kqmax[j0/nwarps] - kqmax_new[j0/nwarps]));
+            kqmax[j0/nwarps] = kqmax_new[j0/nwarps];
+
+#pragma unroll
+            for (int i0 = 0; i0 < FATTN_KQ_STRIDE_TILE_F16/2; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                const half2 diff = KQ2[j*(FATTN_KQ_STRIDE_TILE_F16/2) + i] - __half2half2(kqmax[j0/nwarps]);
+                const half2 val = h2exp(diff);
+                kqsum[j0/nwarps] = kqsum[j0/nwarps]*KQ_max_scale + val;
+                KQ2[j*(FATTN_KQ_STRIDE_TILE_F16/2) + i] = val;
+            }
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+                VKQ[j0/nwarps][i0/WARP_SIZE] *= KQ_max_scale;
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int k0 = 0; k0 < FATTN_KQ_STRIDE_TILE_F16; k0 += nwarps) {
+            const int k = k0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                KV_tmp[k][i] = V_h2[(k_VKQ_0 + k)*stride_KV2 + i];
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int k0 = 0; k0 < FATTN_KQ_STRIDE_TILE_F16; k0 += 2) {
+            half2  V_k[(D/2)/WARP_SIZE][2];
+            half2 KQ_k[ncols/nwarps];
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                V_k[i0/WARP_SIZE][0] = KV_tmp[k0 + 0][i];
+                V_k[i0/WARP_SIZE][1] = KV_tmp[k0 + 1][i];
+            }
+#pragma unroll
+            for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+                const int j = j0 + threadIdx.y;
+
+                KQ_k[j0/nwarps] = KQ2[j*(FATTN_KQ_STRIDE_TILE_F16/2) + k0/2];
+            }
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+#pragma unroll
+                for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+                    VKQ[j0/nwarps][i0/WARP_SIZE] += V_k[i0/WARP_SIZE][0]* __low2half2(KQ_k[j0/nwarps]);
+                    VKQ[j0/nwarps][i0/WARP_SIZE] += V_k[i0/WARP_SIZE][1]*__high2half2(KQ_k[j0/nwarps]);
+                }
+            }
+        }
+
+        __syncthreads();
+    }
+
+#pragma unroll
+    for (int j_VKQ_0 = 0; j_VKQ_0 < ncols; j_VKQ_0 += nwarps) {
+        const int j_VKQ = j_VKQ_0 + threadIdx.y;
+
+        if (ic0 + j_VKQ >= ne01) {
+            return;
+        }
+
+        half kqsum_j = __low2half(kqsum[j_VKQ_0/nwarps]) + __high2half(kqsum[j_VKQ_0/nwarps]);
+        kqsum_j = warp_reduce_sum((float)kqsum_j);
+
+#pragma unroll
+        for (int i00 = 0; i00 < D; i00 += 2*WARP_SIZE) {
+            const int i0 = i00 + 2*threadIdx.x;
+
+            half2 dst_val = VKQ[j_VKQ_0/nwarps][i0/(2*WARP_SIZE)];
+            if (gridDim.y == 1) {
+                dst_val /= __half2half2(kqsum_j);
+            }
+            const int j_dst = (ic0 + j_VKQ)*gridDim.y + blockIdx.y;
+            dst[j_dst*D*gridDim.z + D*blockIdx.z + i0 + 0] =  __low2float(dst_val);
+            dst[j_dst*D*gridDim.z + D*blockIdx.z + i0 + 1] = __high2float(dst_val);
+        }
+
+        if (gridDim.y != 1 && threadIdx.x == 0) {
+            dst_meta[((ic0 + j_VKQ)*gridDim.z + blockIdx.z) * gridDim.y + blockIdx.y] = make_float2(kqmax[j_VKQ_0/nwarps], kqsum_j);
+        }
+    }
+#else
+    GGML_UNUSED(Q); GGML_UNUSED(K); GGML_UNUSED(V); GGML_UNUSED(mask);
+    GGML_UNUSED(dst); GGML_UNUSED(dst_meta); GGML_UNUSED(scale);
+    GGML_UNUSED(max_bias); GGML_UNUSED(m0); GGML_UNUSED(m1);
+    GGML_UNUSED(n_head_log2); GGML_UNUSED(logit_softcap);
+    GGML_UNUSED(ne00); GGML_UNUSED(ne01); GGML_UNUSED(ne02);
+    GGML_UNUSED(ne03); GGML_UNUSED(ne10); GGML_UNUSED(ne11);
+    GGML_UNUSED(ne12); GGML_UNUSED(ne13); GGML_UNUSED(ne31);
+    GGML_UNUSED(nb31); GGML_UNUSED(nb01); GGML_UNUSED(nb02);
+    GGML_UNUSED(nb03); GGML_UNUSED(nb11); GGML_UNUSED(nb12);
+    GGML_UNUSED(nb13); GGML_UNUSED(nb21); GGML_UNUSED(nb22);
+    GGML_UNUSED(nb23); GGML_UNUSED(ne0); GGML_UNUSED(ne1);
+    GGML_UNUSED(ne2); GGML_UNUSED(ne3);
+    NO_DEVICE_CODE;
+#endif // defined(FLASH_ATTN_AVAILABLE) && defined(FP16_AVAILABLE)
+}
+
+template <int cols_per_block, bool use_logit_softcap>
+void launch_fattn_tile_f16_64_128(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * Q = dst->src[0];
+    switch (Q->ne[0]) {
+        case  64: {
+            constexpr int    D             = 64;
+            constexpr int    nwarps        = 8;
+            constexpr size_t nbytes_shared = 0;
+            fattn_kernel_t fattn_kernel = flash_attn_tile_ext_f16<D, cols_per_block, nwarps, use_logit_softcap>;
+            launch_fattn<D, cols_per_block, 1>
+                (ctx, dst, fattn_kernel, nwarps, nbytes_shared, FATTN_KQ_STRIDE_TILE_F16, true, true, false);
+        } break;
+        case 128: {
+            constexpr int    D             = 128;
+            constexpr int    nwarps        = 8;
+            constexpr size_t nbytes_shared = 0;
+            fattn_kernel_t fattn_kernel = flash_attn_tile_ext_f16<D, cols_per_block, nwarps, use_logit_softcap>;
+            launch_fattn<D, cols_per_block, 1>
+                (ctx, dst, fattn_kernel, nwarps, nbytes_shared, FATTN_KQ_STRIDE_TILE_F16, true, true, false);
+        } break;
+        default: {
+            GGML_ABORT("FlashAttention without tensor cores only supports head sizes 64 and 128.");
+        } break;
+    }
+}
+
+void ggml_cuda_flash_attn_ext_tile_f16(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV = dst;
+    const ggml_tensor * Q   = dst->src[0];
+
+    const int32_t precision = KQV->op_params[3];
+    GGML_ASSERT(precision == GGML_PREC_DEFAULT);
+
+    float logit_softcap;
+    memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float));
+
+    if (Q->ne[1] <= 16) {
+        constexpr int cols_per_block = 16;
+        if (logit_softcap == 0.0f) {
+            constexpr bool use_logit_softcap = false;
+            launch_fattn_tile_f16_64_128<cols_per_block, use_logit_softcap>(ctx, dst);
+        } else {
+            constexpr bool use_logit_softcap = true;
+            launch_fattn_tile_f16_64_128<cols_per_block, use_logit_softcap>(ctx, dst);
+        }
+        return;
+    }
+
+    constexpr int cols_per_block = 32;
+    if (logit_softcap == 0.0f) {
+        constexpr bool use_logit_softcap = false;
+        launch_fattn_tile_f16_64_128<cols_per_block, use_logit_softcap>(ctx, dst);
+    } else {
+        constexpr bool use_logit_softcap = true;
+        launch_fattn_tile_f16_64_128<cols_per_block, use_logit_softcap>(ctx, dst);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f16.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f16.cuh
new file mode 100644
index 0000000..ffc5878
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f16.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_flash_attn_ext_tile_f16(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f32.cu b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f32.cu
new file mode 100644
index 0000000..32673ad
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f32.cu
@@ -0,0 +1,365 @@
+#include "common.cuh"
+#include "fattn-common.cuh"
+#include "fattn-tile-f32.cuh"
+
+#define FATTN_KQ_STRIDE_TILE_F32 32
+
+template<int D, int ncols, int nwarps, bool use_logit_softcap> // D == head size
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+__launch_bounds__(nwarps*WARP_SIZE, 1)
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+static __global__ void flash_attn_tile_ext_f32(
+        const char * __restrict__ Q,
+        const char * __restrict__ K,
+        const char * __restrict__ V,
+        const char * __restrict__ mask,
+        float      * __restrict__ dst,
+        float2     * __restrict__ dst_meta,
+        const float scale,
+        const float max_bias,
+        const float m0,
+        const float m1,
+        const uint32_t n_head_log2,
+        const float logit_softcap,
+        const int ne00,
+        const int ne01,
+        const int ne02,
+        const int ne03,
+        const int ne10,
+        const int ne11,
+        const int ne12,
+        const int ne13,
+        const int ne31,
+        const int nb31,
+        const int nb01,
+        const int nb02,
+        const int nb03,
+        const int nb11,
+        const int nb12,
+        const int nb13,
+        const int nb21,
+        const int nb22,
+        const int nb23,
+        const int ne0,
+        const int ne1,
+        const int ne2,
+        const int ne3) {
+#ifdef FLASH_ATTN_AVAILABLE
+
+    // Skip unused kernel variants for faster compilation:
+#ifdef FP16_MMA_AVAILABLE
+    NO_DEVICE_CODE;
+    return;
+#endif // FP16_MMA_AVAILABLE
+    if (use_logit_softcap && !(D == 128 || D == 256)) {
+        GGML_UNUSED(Q); GGML_UNUSED(K); GGML_UNUSED(V); GGML_UNUSED(mask);
+        GGML_UNUSED(dst); GGML_UNUSED(dst_meta); GGML_UNUSED(scale);
+        GGML_UNUSED(max_bias); GGML_UNUSED(m0); GGML_UNUSED(m1);
+        GGML_UNUSED(n_head_log2); GGML_UNUSED(logit_softcap);
+        GGML_UNUSED(ne00); GGML_UNUSED(ne01); GGML_UNUSED(ne02);
+        GGML_UNUSED(ne03); GGML_UNUSED(ne10); GGML_UNUSED(ne11);
+        GGML_UNUSED(ne12); GGML_UNUSED(ne13); GGML_UNUSED(ne31);
+        GGML_UNUSED(nb31); GGML_UNUSED(nb01); GGML_UNUSED(nb02);
+        GGML_UNUSED(nb03); GGML_UNUSED(nb11); GGML_UNUSED(nb12);
+        GGML_UNUSED(nb13); GGML_UNUSED(nb21); GGML_UNUSED(nb22);
+        GGML_UNUSED(nb23); GGML_UNUSED(ne0); GGML_UNUSED(ne1);
+        GGML_UNUSED(ne2); GGML_UNUSED(ne3);
+        NO_DEVICE_CODE;
+        return;
+    }
+
+    // In this kernel Q, K, V are matrices while i, j, k are matrix indices.
+
+    const int ic0 = blockIdx.x * ncols; // Index of the Q/QKV column to work on.
+
+    const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix.
+    const float2 * Q_f2  = (const float2 *) (Q    + nb02* blockIdx.z              + nb01*ic0);
+    const half2  * K_h2  = (const half2  *) (K    + nb12*(blockIdx.z / gqa_ratio));
+    const half2  * V_h2  = (const half2  *) (V    + nb12*(blockIdx.z / gqa_ratio)); // K and V have same shape
+    const half   * maskh = (const half   *)  mask + ne11*ic0;
+
+    const int stride_KV2 = nb11 / sizeof(half2);
+
+    const float slope = get_alibi_slope(max_bias, blockIdx.z, n_head_log2, m0, m1);
+
+    static_assert(D % (2*WARP_SIZE) == 0, "D not divisible by 2*WARP_SIZE == 64.");
+
+    __shared__ float KQ[ncols*FATTN_KQ_STRIDE_TILE_F32];
+
+    __shared__ float KV_tmp[FATTN_KQ_STRIDE_TILE_F32][D + 1]; // Pad D to avoid memory bank conflicts.
+    float2 * KV_tmp2 = (float2 *) KV_tmp;
+
+    float kqmax[ncols/nwarps];
+#pragma unroll
+    for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+        kqmax[j0/nwarps] = -FLT_MAX/2.0f;
+    }
+    float kqsum[ncols/nwarps] = {0.0f};
+
+    float2 VKQ[ncols/nwarps][(D/2)/WARP_SIZE] = {{{0.0f, 0.0f}}};
+
+    // Convert Q to half2 and store in registers:
+    __shared__ float Q_f[ncols][D];
+#pragma unroll
+    for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+        const int j = j0 + threadIdx.y;
+
+#pragma unroll
+        for (int i0 = 0; i0 < D; i0 += 2*WARP_SIZE) {
+            float2 tmp = ic0 + j < ne01 ? Q_f2[j*(nb01/sizeof(float2)) + i0/2 + threadIdx.x] : make_float2(0.0f, 0.0f);
+            Q_f[j][i0 + 0*WARP_SIZE + threadIdx.x] = tmp.x * scale;
+            Q_f[j][i0 + 1*WARP_SIZE + threadIdx.x] = tmp.y * scale;
+        }
+    }
+
+    __syncthreads();
+
+    for (int k_VKQ_0 = blockIdx.y*FATTN_KQ_STRIDE_TILE_F32; k_VKQ_0 < ne11; k_VKQ_0 += gridDim.y*FATTN_KQ_STRIDE_TILE_F32) {
+        // Calculate KQ tile and keep track of new maximum KQ values:
+
+        float kqmax_new[ncols/nwarps];
+#pragma unroll
+        for (int j = 0; j < ncols/nwarps; ++j) {
+            kqmax_new[j] = kqmax[j];
+        }
+
+#pragma unroll
+        for (int i_KQ_0 = 0; i_KQ_0 < FATTN_KQ_STRIDE_TILE_F32; i_KQ_0 += nwarps) {
+            const int i_KQ = i_KQ_0 + threadIdx.y;
+
+#pragma unroll
+            for (int k_KQ_0 = 0; k_KQ_0 < D; k_KQ_0 += 2*WARP_SIZE) {
+                const half2 tmp = K_h2[(k_VKQ_0 + i_KQ)*stride_KV2 + k_KQ_0/2 + threadIdx.x];
+                KV_tmp[i_KQ][k_KQ_0 + 0*WARP_SIZE + threadIdx.x] =  __low2float(tmp);
+                KV_tmp[i_KQ][k_KQ_0 + 1*WARP_SIZE + threadIdx.x] = __high2float(tmp);
+            }
+        }
+
+        __syncthreads();
+
+        float sum[FATTN_KQ_STRIDE_TILE_F32/WARP_SIZE][ncols/nwarps] = {{0.0f}};
+
+#pragma unroll
+        for (int k_KQ = 0; k_KQ < D; ++k_KQ) {
+            float K_k[FATTN_KQ_STRIDE_TILE_F32/WARP_SIZE];
+            float Q_k[ncols/nwarps];
+
+#pragma unroll
+            for (int i_KQ_0 = 0; i_KQ_0 < FATTN_KQ_STRIDE_TILE_F32; i_KQ_0 += WARP_SIZE) {
+                const int i_KQ = i_KQ_0 + threadIdx.x;
+
+                K_k[i_KQ_0/WARP_SIZE] = KV_tmp[i_KQ][k_KQ];
+            }
+#pragma unroll
+            for (int j_KQ_0 = 0; j_KQ_0 < ncols; j_KQ_0 += nwarps) {
+                const int j_KQ = j_KQ_0 + threadIdx.y;
+
+                Q_k[j_KQ_0/nwarps] = Q_f[j_KQ][k_KQ];
+            }
+
+#pragma unroll
+            for (int i_KQ_0 = 0; i_KQ_0 < FATTN_KQ_STRIDE_TILE_F32; i_KQ_0 += WARP_SIZE) {
+#pragma unroll
+                for (int j_KQ_0 = 0; j_KQ_0 < ncols; j_KQ_0 += nwarps) {
+                    sum[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps] += K_k[i_KQ_0/WARP_SIZE] * Q_k[j_KQ_0/nwarps];
+                }
+            }
+        }
+
+#pragma unroll
+        for (int i_KQ_0 = 0; i_KQ_0 < FATTN_KQ_STRIDE_TILE_F32; i_KQ_0 += WARP_SIZE) {
+            const int i_KQ = i_KQ_0 + threadIdx.x;
+
+#pragma unroll
+            for (int j_KQ_0 = 0; j_KQ_0 < ncols; j_KQ_0 += nwarps) {
+                const int j_KQ = j_KQ_0 + threadIdx.y;
+
+                if (use_logit_softcap) {
+                    sum[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps] = logit_softcap * tanhf(sum[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps]);
+                }
+
+                sum[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps] += mask ? slope*__half2float(maskh[j_KQ*ne11 + k_VKQ_0 + i_KQ]) : 0.0f;
+
+                kqmax_new[j_KQ_0/nwarps] = fmaxf(kqmax_new[j_KQ_0/nwarps], sum[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps]);
+
+                KQ[j_KQ*FATTN_KQ_STRIDE_TILE_F32 + i_KQ] = sum[i_KQ_0/WARP_SIZE][j_KQ_0/nwarps];
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+            kqmax_new[j0/nwarps] = warp_reduce_max(kqmax_new[j0/nwarps]);
+            const float KQ_max_scale = expf(kqmax[j0/nwarps] - kqmax_new[j0/nwarps]);
+            kqmax[j0/nwarps] = kqmax_new[j0/nwarps];
+
+            float kqsum_add = 0.0f;
+#pragma unroll
+            for (int i0 = 0; i0 < FATTN_KQ_STRIDE_TILE_F32; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                const float diff = KQ[j*FATTN_KQ_STRIDE_TILE_F32 + i] - kqmax[j0/nwarps];
+                const float val = expf(diff);
+                kqsum_add += val;
+                KQ[j*FATTN_KQ_STRIDE_TILE_F32 + i] = val;
+            }
+            kqsum[j0/nwarps] = kqsum[j0/nwarps]*KQ_max_scale + kqsum_add;
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+                VKQ[j0/nwarps][i0/WARP_SIZE].x *= KQ_max_scale;
+                VKQ[j0/nwarps][i0/WARP_SIZE].y *= KQ_max_scale;
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int k0 = 0; k0 < FATTN_KQ_STRIDE_TILE_F32; k0 += nwarps) {
+            const int k = k0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                KV_tmp2[k*(D/2) + i].x =  __low2float(V_h2[(k_VKQ_0 + k)*stride_KV2 + i]);
+                KV_tmp2[k*(D/2) + i].y = __high2float(V_h2[(k_VKQ_0 + k)*stride_KV2 + i]);
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int k = 0; k < FATTN_KQ_STRIDE_TILE_F32; ++k) {
+            float2 V_k[(D/2)/WARP_SIZE];
+            float  KQ_k[ncols/nwarps];
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                V_k[i0/WARP_SIZE] = KV_tmp2[k*(D/2) + i];
+            }
+#pragma unroll
+            for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+                const int j = j0 + threadIdx.y;
+
+                KQ_k[j0/nwarps] = KQ[j*FATTN_KQ_STRIDE_TILE_F32 + k];
+            }
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+#pragma unroll
+                for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+                    VKQ[j0/nwarps][i0/WARP_SIZE].x += V_k[i0/WARP_SIZE].x*KQ_k[j0/nwarps];
+                    VKQ[j0/nwarps][i0/WARP_SIZE].y += V_k[i0/WARP_SIZE].y*KQ_k[j0/nwarps];
+                }
+            }
+        }
+
+        __syncthreads();
+    }
+
+#pragma unroll
+    for (int j_VKQ_0 = 0; j_VKQ_0 < ncols; j_VKQ_0 += nwarps) {
+        const int j_VKQ = j_VKQ_0 + threadIdx.y;
+
+        if (ic0 + j_VKQ >= ne01) {
+            return;
+        }
+
+        float kqsum_j = kqsum[j_VKQ_0/nwarps];
+        kqsum_j = warp_reduce_sum(kqsum_j);
+
+#pragma unroll
+        for (int i00 = 0; i00 < D; i00 += 2*WARP_SIZE) {
+            const int i0 = i00 + 2*threadIdx.x;
+
+            float2 dst_val = VKQ[j_VKQ_0/nwarps][i0/(2*WARP_SIZE)];
+            if (gridDim.y == 1) {
+                dst_val.x /= kqsum_j;
+                dst_val.y /= kqsum_j;
+            }
+            const int j_dst = (ic0 + j_VKQ)*gridDim.y + blockIdx.y;
+            dst[j_dst*D*gridDim.z + D*blockIdx.z + i0 + 0] = dst_val.x;
+            dst[j_dst*D*gridDim.z + D*blockIdx.z + i0 + 1] = dst_val.y;
+        }
+
+        if (gridDim.y != 1 && threadIdx.x == 0) {
+            dst_meta[((ic0 + j_VKQ)*gridDim.z + blockIdx.z) * gridDim.y + blockIdx.y] = make_float2(kqmax[j_VKQ_0/nwarps], kqsum_j);
+        }
+    }
+#else
+    GGML_UNUSED(Q); GGML_UNUSED(K); GGML_UNUSED(V); GGML_UNUSED(mask);
+    GGML_UNUSED(dst); GGML_UNUSED(dst_meta); GGML_UNUSED(scale);
+    GGML_UNUSED(max_bias); GGML_UNUSED(m0); GGML_UNUSED(m1);
+    GGML_UNUSED(n_head_log2); GGML_UNUSED(logit_softcap);
+    GGML_UNUSED(ne00); GGML_UNUSED(ne01); GGML_UNUSED(ne02);
+    GGML_UNUSED(ne03); GGML_UNUSED(ne10); GGML_UNUSED(ne11);
+    GGML_UNUSED(ne12); GGML_UNUSED(ne13); GGML_UNUSED(ne31);
+    GGML_UNUSED(nb31); GGML_UNUSED(nb01); GGML_UNUSED(nb02);
+    GGML_UNUSED(nb03); GGML_UNUSED(nb11); GGML_UNUSED(nb12);
+    GGML_UNUSED(nb13); GGML_UNUSED(nb21); GGML_UNUSED(nb22);
+    GGML_UNUSED(nb23); GGML_UNUSED(ne0); GGML_UNUSED(ne1);
+    GGML_UNUSED(ne2); GGML_UNUSED(ne3);
+    NO_DEVICE_CODE;
+#endif // FLASH_ATTN_AVAILABLE
+}
+
+template <int cols_per_block, bool use_logit_softcap>
+void launch_fattn_tile_f32_64_128(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * Q = dst->src[0];
+    switch (Q->ne[0]) {
+        case  64: {
+            constexpr int    D             = 64;
+            constexpr int    nwarps        = 8;
+            constexpr size_t nbytes_shared = 0;
+            fattn_kernel_t fattn_kernel = flash_attn_tile_ext_f32<D, cols_per_block, nwarps, use_logit_softcap>;
+            launch_fattn<D, cols_per_block, 1>
+                (ctx, dst, fattn_kernel, nwarps, nbytes_shared, FATTN_KQ_STRIDE_TILE_F32, true, true, false);
+        } break;
+        case 128: {
+            constexpr int    D             = 128;
+            constexpr int    nwarps        = 8;
+            constexpr size_t nbytes_shared = 0;
+            fattn_kernel_t fattn_kernel = flash_attn_tile_ext_f32<D, cols_per_block, nwarps, use_logit_softcap>;
+            launch_fattn<D, cols_per_block, 1>
+                (ctx, dst, fattn_kernel, nwarps, nbytes_shared, FATTN_KQ_STRIDE_TILE_F32, true, true, false);
+        } break;
+        default: {
+            GGML_ABORT("FlashAttention without tensor cores only supports head sizes 64 and 128.");
+        } break;
+    }
+}
+
+void ggml_cuda_flash_attn_ext_tile_f32(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV = dst;
+    const ggml_tensor * Q = dst->src[0];
+
+    float logit_softcap;
+    memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float));
+
+    if (Q->ne[1] <= 16) {
+        constexpr int cols_per_block = 16;
+        if (logit_softcap == 0.0f) {
+            constexpr bool use_logit_softcap = false;
+            launch_fattn_tile_f32_64_128<cols_per_block, use_logit_softcap>(ctx, dst);
+        } else {
+            constexpr bool use_logit_softcap = true;
+            launch_fattn_tile_f32_64_128<cols_per_block, use_logit_softcap>(ctx, dst);
+        }
+        return;
+    }
+
+    constexpr int cols_per_block = 32;
+    if (logit_softcap == 0.0f) {
+        constexpr bool use_logit_softcap = false;
+        launch_fattn_tile_f32_64_128<cols_per_block, use_logit_softcap>(ctx, dst);
+    } else {
+        constexpr bool use_logit_softcap = true;
+        launch_fattn_tile_f32_64_128<cols_per_block, use_logit_softcap>(ctx, dst);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f32.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f32.cuh
new file mode 100644
index 0000000..b1c546c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-tile-f32.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_flash_attn_ext_tile_f32(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-vec-f16.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-vec-f16.cuh
new file mode 100644
index 0000000..d96e392
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-vec-f16.cuh
@@ -0,0 +1,437 @@
+#include "common.cuh"
+#include "fattn-common.cuh"
+
+template<int D, int ncols, ggml_type type_K, ggml_type type_V, bool use_logit_softcap> // D == head size
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+__launch_bounds__(D, 1)
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+static __global__ void flash_attn_vec_ext_f16(
+        const char * __restrict__ Q,
+        const char * __restrict__ K,
+        const char * __restrict__ V,
+        const char * __restrict__ mask,
+        float      * __restrict__ dst,
+        float2     * __restrict__ dst_meta,
+        const float scale,
+        const float max_bias,
+        const float m0,
+        const float m1,
+        const uint32_t n_head_log2,
+        const float logit_softcap,
+        const int ne00,
+        const int ne01,
+        const int ne02,
+        const int ne03,
+        const int ne10,
+        const int ne11,
+        const int ne12,
+        const int ne13,
+        const int ne31,
+        const int nb31,
+        const int nb01,
+        const int nb02,
+        const int nb03,
+        const int nb11,
+        const int nb12,
+        const int nb13,
+        const int nb21,
+        const int nb22,
+        const int nb23,
+        const int ne0,
+        const int ne1,
+        const int ne2,
+        const int ne3) {
+#if defined(FLASH_ATTN_AVAILABLE) && defined(FP16_AVAILABLE)
+
+    // Skip unused kernel variants for faster compilation:
+    if (use_logit_softcap && !(D == 128 || D == 256)) {
+        NO_DEVICE_CODE;
+        return;
+    }
+
+    //In this kernel Q, K, V are matrices while i, j, k are matrix indices.
+
+    constexpr vec_dot_KQ_f16_t vec_dot_KQ = get_vec_dot_KQ_f16<D>(type_K);
+    constexpr bool Q_q8_1 = type_K != GGML_TYPE_F16;
+    constexpr dequantize_1_f16_t dequantize_1_v = get_dequantize_1_f16(type_V);
+
+    const int ic0 = blockIdx.x * ncols; // Index of the Q/QKV column to work on.
+
+    const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix.
+    Q += nb02* blockIdx.z              + nb01*ic0;
+    K += nb12*(blockIdx.z / gqa_ratio);
+    V += nb22*(blockIdx.z / gqa_ratio);
+
+    const half * maskh = (const half   *)  mask + ne11*ic0;
+
+    const float slopef = get_alibi_slope(max_bias, blockIdx.z, n_head_log2, m0, m1);
+    const half  slopeh = __float2half(slopef);
+
+    static_assert(D % (2*WARP_SIZE) == 0, "D not divisible by 2*WARP_SIZE == 64.");
+    constexpr int nwarps = D / WARP_SIZE;
+    const int tid = WARP_SIZE*threadIdx.y + threadIdx.x;
+    __builtin_assume(tid < D);
+
+    __shared__ half KQ[ncols*D];
+    half2 * KQ2 = (half2 *) KQ;
+
+    half kqmax[ncols];
+#pragma unroll
+    for (int j = 0; j < ncols; ++j) {
+        kqmax[j] = -HALF_MAX_HALF;
+    }
+    half kqsum[ncols] = {0.0f};
+
+    __shared__ half kqmax_shared[ncols][WARP_SIZE];
+    __shared__ half kqsum_shared[ncols][WARP_SIZE];
+#pragma unroll
+    for (int j = 0; j < ncols; ++j) {
+        if (threadIdx.y == 0) {
+            kqmax_shared[j][threadIdx.x] = -HALF_MAX_HALF;
+            kqsum_shared[j][threadIdx.x] = 0.0f;
+        }
+    }
+    __syncthreads();
+
+    // Convert Q to half2 (f16 K) or q8_1 (quantized K) and store in registers:
+    half2  Q_h2[ncols][D/(2*WARP_SIZE)];
+    int   Q_i32[ncols][D/(sizeof(int)*QK8_1) == 0 ? 1 : D/(sizeof(int)*QK8_1)];
+    half2  Q_ds[ncols][D/QK8_1 == 0 ? 1 : D/QK8_1];
+    if (Q_q8_1) {
+#pragma unroll
+        for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+            if (j0 + nwarps > ncols && j >= ncols) {
+                break;
+            }
+
+            // Reuse KQ as temporary storage for converting Q to q8_1:
+            int   * tmp_q_i32 = (int   *) &KQ[j*D];
+            half2 * tmp_q_ds  = (half2 *) (tmp_q_i32 + D/sizeof(int));
+
+            // Set memory to zero if out of bounds:
+            if (ncols > 2 && ic0 + j >= ne01) {
+#pragma unroll
+                for (int i0 = 0; i0 < D/sizeof(int); i0 += WARP_SIZE) {
+                    const int i = i0 + threadIdx.x;
+
+                    tmp_q_i32[i] = 0;
+                }
+                if (threadIdx.x < D/QK8_1) {
+                    tmp_q_ds[threadIdx.x] = make_half2(0.0f, 0.0f);
+                }
+                continue;
+            }
+
+            const float * Q_f = (const float *) (Q + j*nb01);
+#pragma unroll
+            for (int i0 = 0; i0 < D/sizeof(int); i0 += WARP_SIZE) {
+                quantize_q8_1_to_shared<half2>(Q_f + 4*i0, scale, tmp_q_i32, tmp_q_ds);
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            int   * tmp_q_i32 = (int   *) &KQ[j*D];
+            half2 * tmp_q_ds  = (half2 *) (tmp_q_i32 + D/sizeof(int));
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/sizeof(int); i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                Q_i32[j][i0/WARP_SIZE] = tmp_q_i32[i];
+                Q_ds[j][i0/WARP_SIZE]  = tmp_q_ds[i/QI8_1];
+            }
+        }
+
+        __syncthreads();
+    } else {
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            const float2 * Q_f2_j = (const float2 *) (Q + j*nb01);
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                const float2 tmp = ncols <= 2 || ic0 + j < ne01 ? Q_f2_j[i] : make_float2(0.0f, 0.0f);
+                Q_h2[j][i0/WARP_SIZE] = make_half2(scale, scale) * make_half2(tmp.x, tmp.y);
+            }
+        }
+    }
+
+
+#pragma unroll
+    for (int j = 0; j < ncols; ++j) {
+        KQ[j*D + tid] = -HALF_MAX_HALF;
+    }
+    __syncthreads();
+
+    half2 VKQ[ncols] = {{0.0f, 0.0f}};
+
+    for (int k_VKQ_0 = blockIdx.y*D; k_VKQ_0 < ne11; k_VKQ_0 += gridDim.y*D) {
+        // Calculate KQ tile and keep track of new maximum KQ values:
+
+        // For unknown reasons using a half array of size 1 for kqmax_new causes a performance regression,
+        // see https://github.com/ggerganov/llama.cpp/pull/7061 .
+        // Therefore this variable is defined twice but only used once (so that the compiler can optimize out the unused variable).
+        half kqmax_new = kqmax[0];
+        half kqmax_new_arr[ncols];
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            kqmax_new_arr[j] = kqmax[j];
+        }
+
+#pragma unroll
+        for (int i_KQ_0 = 0; i_KQ_0 < D; i_KQ_0 += nwarps) {
+            const int i_KQ = i_KQ_0 + threadIdx.y;
+
+            if ((i_KQ_0 + nwarps > D && i_KQ >= D) || (FATTN_KQ_STRIDE % D != 0 && k_VKQ_0 + i_KQ >= ne11)) {
+                break;
+            }
+
+#pragma unroll
+            for (int j = 0; j < ncols; ++j) {
+                half sum = vec_dot_KQ(K + (k_VKQ_0 + i_KQ)*nb11, Q_h2[j], Q_i32[j], Q_ds[j]);
+                sum = warp_reduce_sum((float)sum);
+
+                if (use_logit_softcap) {
+                    sum = logit_softcap*tanhf(sum);
+                }
+
+                sum += mask ? slopeh*maskh[j*ne11 + k_VKQ_0 + i_KQ] : __float2half(0.0f);
+
+                if (ncols == 1) {
+                    kqmax_new        = ggml_cuda_hmax(kqmax_new,        sum);
+                } else {
+                    kqmax_new_arr[j] = ggml_cuda_hmax(kqmax_new_arr[j], sum);
+                }
+
+                if (threadIdx.x == 0) {
+                    KQ[j*D + i_KQ] = sum;
+                }
+            }
+        }
+
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            half kqmax_new_j = ncols == 1 ? kqmax_new : kqmax_new_arr[j];
+
+            if (threadIdx.x == 0) {
+                kqmax_shared[j][threadIdx.y] = kqmax_new_j;
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            half kqmax_new_j = kqmax_shared[j][threadIdx.x];
+            kqmax_new_j = warp_reduce_max(kqmax_new_j);
+
+            const half KQ_max_scale = hexp(kqmax[j] - kqmax_new_j);
+            kqmax[j] = kqmax_new_j;
+
+            const half val = hexp(KQ[j*D + tid] - kqmax[j]);
+            kqsum[j] = kqsum[j]*KQ_max_scale + val;
+            KQ[j*D + tid] = val;
+
+            VKQ[j] *= __half2half2(KQ_max_scale);
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int k0 = 0; k0 < D; k0 += 2) {
+            if (FATTN_KQ_STRIDE % D != 0 && k_VKQ_0 + k0 >= ne11) {
+                break;
+            }
+
+            half2 V_k;
+            reinterpret_cast<half&>(V_k.x) = dequantize_1_v(V + (k_VKQ_0 + k0 + 0)*nb21, tid);
+            reinterpret_cast<half&>(V_k.y) = dequantize_1_v(V + (k_VKQ_0 + k0 + 1)*nb21, tid);
+#pragma unroll
+            for (int j = 0; j < ncols; ++j) {
+                VKQ[j] += V_k*KQ2[j*(D/2) + k0/2];
+            }
+        }
+
+        __syncthreads();
+    }
+
+#pragma unroll
+    for (int j = 0; j < ncols; ++j) {
+        kqsum[j] = warp_reduce_sum((float)kqsum[j]);
+        if (threadIdx.x == 0) {
+            kqsum_shared[j][threadIdx.y] = kqsum[j];
+        }
+    }
+
+    __syncthreads();
+
+#pragma unroll
+    for (int j_VKQ = 0; j_VKQ < ncols; ++j_VKQ) {
+        if (ncols > 2 && ic0 + j_VKQ >= ne01) {
+            break;
+        }
+
+        kqsum[j_VKQ] = kqsum_shared[j_VKQ][threadIdx.x];
+        kqsum[j_VKQ] = warp_reduce_sum((float)kqsum[j_VKQ]);
+
+        half dst_val = (__low2half(VKQ[j_VKQ]) + __high2half(VKQ[j_VKQ]));
+        if (gridDim.y == 1) {
+            dst_val /= kqsum[j_VKQ];
+        }
+        const int j_dst = (ic0 + j_VKQ)*gridDim.y + blockIdx.y;
+        dst[j_dst*D*gridDim.z + D*blockIdx.z + tid] = dst_val;
+    }
+
+    if (gridDim.y != 1 && tid < ncols && (ncols <= 2 || ic0 + tid < ne01)) {
+        dst_meta[((ic0 + tid)*gridDim.z + blockIdx.z) * gridDim.y + blockIdx.y] = make_float2(kqmax[tid], kqsum[tid]);
+    }
+#else
+    GGML_UNUSED(Q); GGML_UNUSED(K); GGML_UNUSED(V); GGML_UNUSED(mask);
+    GGML_UNUSED(dst); GGML_UNUSED(dst_meta); GGML_UNUSED(scale);
+    GGML_UNUSED(max_bias); GGML_UNUSED(m0); GGML_UNUSED(m1);
+    GGML_UNUSED(n_head_log2); GGML_UNUSED(logit_softcap);
+    GGML_UNUSED(ne00); GGML_UNUSED(ne01); GGML_UNUSED(ne02);
+    GGML_UNUSED(ne03); GGML_UNUSED(ne10); GGML_UNUSED(ne11);
+    GGML_UNUSED(ne12); GGML_UNUSED(ne13); GGML_UNUSED(ne31);
+    GGML_UNUSED(nb31); GGML_UNUSED(nb01); GGML_UNUSED(nb02);
+    GGML_UNUSED(nb03); GGML_UNUSED(nb11); GGML_UNUSED(nb12);
+    GGML_UNUSED(nb13); GGML_UNUSED(nb21); GGML_UNUSED(nb22);
+    GGML_UNUSED(nb23); GGML_UNUSED(ne0); GGML_UNUSED(ne1);
+    GGML_UNUSED(ne2); GGML_UNUSED(ne3);
+    NO_DEVICE_CODE;
+#endif // defined(FLASH_ATTN_AVAILABLE) && defined(FP16_AVAILABLE)
+}
+
+template <int D, int cols_per_block, ggml_type type_K, ggml_type type_V, bool use_logit_softcap>
+void ggml_cuda_flash_attn_ext_vec_f16_case_impl(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    constexpr int nwarps = D/WARP_SIZE;
+    fattn_kernel_t fattn_kernel = flash_attn_vec_ext_f16<D, cols_per_block, type_K, type_V, use_logit_softcap>;
+    constexpr bool need_f16_K = D != 128;
+    constexpr bool need_f16_V = D != 128 && D != 64;
+    constexpr size_t nbytes_shared = 0;
+    launch_fattn<D, cols_per_block, 1>(ctx, dst, fattn_kernel, nwarps, nbytes_shared, D, need_f16_K, need_f16_V, false);
+}
+
+template <int D, ggml_type type_K, ggml_type type_V>
+void ggml_cuda_flash_attn_ext_vec_f16_case(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV = dst;
+    const ggml_tensor * Q   = dst->src[0];
+    const ggml_tensor * K   = dst->src[1];
+    const ggml_tensor * V   = dst->src[2];
+
+    const int32_t precision = KQV->op_params[3];
+    GGML_ASSERT(precision == GGML_PREC_DEFAULT);
+
+    GGML_ASSERT(K->type == type_K);
+    GGML_ASSERT(V->type == type_V);
+
+    float logit_softcap;
+    memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float));
+
+    if (Q->ne[1] == 1) {
+        constexpr int cols_per_block = 1;
+        if (logit_softcap == 0.0f) {
+            constexpr bool use_logit_softcap = false;
+            ggml_cuda_flash_attn_ext_vec_f16_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        } else {
+            constexpr bool use_logit_softcap = true;
+            ggml_cuda_flash_attn_ext_vec_f16_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        }
+        return;
+    }
+
+    if (Q->ne[1] == 2) {
+        constexpr int cols_per_block = 2;
+        if (logit_softcap == 0.0f) {
+            constexpr bool use_logit_softcap = false;
+            ggml_cuda_flash_attn_ext_vec_f16_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        } else {
+            constexpr bool use_logit_softcap = true;
+            ggml_cuda_flash_attn_ext_vec_f16_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        }
+        return;
+    }
+
+    if (Q->ne[1] <= 4) {
+        constexpr int cols_per_block = 4;
+        if (logit_softcap == 0.0f) {
+            constexpr bool use_logit_softcap = false;
+            ggml_cuda_flash_attn_ext_vec_f16_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        } else {
+            constexpr bool use_logit_softcap = true;
+            ggml_cuda_flash_attn_ext_vec_f16_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        }
+        return;
+    }
+
+    constexpr int cols_per_block = 8;
+    if (logit_softcap == 0.0f) {
+        constexpr bool use_logit_softcap = false;
+        ggml_cuda_flash_attn_ext_vec_f16_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+    } else {
+        constexpr bool use_logit_softcap = true;
+        ggml_cuda_flash_attn_ext_vec_f16_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+    }
+}
+
+#define DECL_FATTN_VEC_F16_CASE(D, type_K, type_V)                          \
+    template void ggml_cuda_flash_attn_ext_vec_f16_case                     \
+    <D, type_K, type_V>(ggml_backend_cuda_context & ctx, ggml_tensor * dst) \
+
+extern DECL_FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_F16);
+
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q4_0);
+
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q4_1);
+
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q5_0);
+
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q5_1);
+
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q8_0);
+
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_F16);
+
+extern DECL_FATTN_VEC_F16_CASE(256, GGML_TYPE_F16, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-vec-f32.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-vec-f32.cuh
new file mode 100644
index 0000000..7064675
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-vec-f32.cuh
@@ -0,0 +1,428 @@
+#include "common.cuh"
+#include "fattn-common.cuh"
+
+template<int D, int ncols, ggml_type type_K, ggml_type type_V, bool use_logit_softcap> // D == head size
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+__launch_bounds__(D, 1)
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+static __global__ void flash_attn_vec_ext_f32(
+        const char * __restrict__ Q,
+        const char * __restrict__ K,
+        const char * __restrict__ V,
+        const char * __restrict__ mask,
+        float      * __restrict__ dst,
+        float2     * __restrict__ dst_meta,
+        const float scale,
+        const float max_bias,
+        const float m0,
+        const float m1,
+        const uint32_t n_head_log2,
+        const float logit_softcap,
+        const int ne00,
+        const int ne01,
+        const int ne02,
+        const int ne03,
+        const int ne10,
+        const int ne11,
+        const int ne12,
+        const int ne13,
+        const int ne31,
+        const int nb31,
+        const int nb01,
+        const int nb02,
+        const int nb03,
+        const int nb11,
+        const int nb12,
+        const int nb13,
+        const int nb21,
+        const int nb22,
+        const int nb23,
+        const int ne0,
+        const int ne1,
+        const int ne2,
+        const int ne3) {
+#ifdef FLASH_ATTN_AVAILABLE
+
+    // Skip unused kernel variants for faster compilation:
+    if (use_logit_softcap && !(D == 128 || D == 256)) {
+        GGML_UNUSED(Q); GGML_UNUSED(K); GGML_UNUSED(V); GGML_UNUSED(mask);
+        GGML_UNUSED(dst); GGML_UNUSED(dst_meta); GGML_UNUSED(scale);
+        GGML_UNUSED(max_bias); GGML_UNUSED(m0); GGML_UNUSED(m1);
+        GGML_UNUSED(n_head_log2); GGML_UNUSED(logit_softcap);
+        GGML_UNUSED(ne00); GGML_UNUSED(ne01); GGML_UNUSED(ne02);
+        GGML_UNUSED(ne03); GGML_UNUSED(ne10); GGML_UNUSED(ne11);
+        GGML_UNUSED(ne12); GGML_UNUSED(ne13); GGML_UNUSED(ne31);
+        GGML_UNUSED(nb31); GGML_UNUSED(nb01); GGML_UNUSED(nb02);
+        GGML_UNUSED(nb03); GGML_UNUSED(nb11); GGML_UNUSED(nb12);
+        GGML_UNUSED(nb13); GGML_UNUSED(nb21); GGML_UNUSED(nb22);
+        GGML_UNUSED(nb23); GGML_UNUSED(ne0); GGML_UNUSED(ne1);
+        GGML_UNUSED(ne2); GGML_UNUSED(ne3);
+        NO_DEVICE_CODE;
+        return;
+    }
+
+    //In this kernel Q, K, V are matrices while i, j, k are matrix indices.
+
+    constexpr vec_dot_KQ_f32_t vec_dot_KQ = get_vec_dot_KQ_f32<D>(type_K);
+    constexpr bool Q_q8_1 = type_K != GGML_TYPE_F16;
+    constexpr dequantize_1_f32_t dequantize_1_v = get_dequantize_1_f32(type_V);
+
+    const int ic0 = blockIdx.x * ncols; // Index of the Q/QKV column to work on.
+
+    const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix.
+    Q += nb02* blockIdx.z              + nb01*ic0;
+    K += nb12*(blockIdx.z / gqa_ratio);
+    V += nb22*(blockIdx.z / gqa_ratio); // K and V have same shape
+    const half * maskh = (const half   *)  mask + ne11*ic0;
+
+    const float slope = get_alibi_slope(max_bias, blockIdx.z, n_head_log2, m0, m1);
+
+    static_assert(D % (2*WARP_SIZE) == 0, "D not divisible by 2*WARP_SIZE == 64.");
+    constexpr int nwarps = D / WARP_SIZE;
+    const int tid = WARP_SIZE*threadIdx.y + threadIdx.x;
+    __builtin_assume(tid < D);
+
+    __shared__ float KQ[ncols*D];
+#pragma unroll
+    for (int j = 0; j < ncols; ++j) {
+        KQ[j*D + tid] = -FLT_MAX/2.0f;
+    }
+
+    float kqmax[ncols];
+#pragma unroll
+    for (int j = 0; j < ncols; ++j) {
+        kqmax[j] = -FLT_MAX/2.0f;
+    }
+    float kqsum[ncols] = {0.0f};
+
+    __shared__ float kqmax_shared[ncols][WARP_SIZE];
+    __shared__ float kqsum_shared[ncols][WARP_SIZE];
+#pragma unroll
+    for (int j = 0; j < ncols; ++j) {
+        if (threadIdx.y == 0) {
+            kqmax_shared[j][threadIdx.x] = -FLT_MAX/2.0f;
+            kqsum_shared[j][threadIdx.x] = 0.0f;
+        }
+    }
+    __syncthreads();
+
+    // Convert Q to float2 (f16 K) or q8_1 (quantized K) and store in registers:
+    float2  Q_f2[ncols][D/(2*WARP_SIZE)];
+    int    Q_i32[ncols][D/(sizeof(int)*QK8_1) == 0 ? 1 : D >= D/(sizeof(int)*QK8_1)];
+    float2  Q_ds[ncols][D/QK8_1 == 0 ? 1 : D/QK8_1];
+    if (Q_q8_1) {
+#pragma unroll
+        for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+            if (j0 + nwarps > ncols && j >= ncols) {
+                break;
+            }
+
+            // Reuse KQ as temporary storage for converting Q to q8_1:
+            int    * tmp_q_i32 = (int    *) &KQ[j*D];
+            float2 * tmp_q_ds  = (float2 *) (tmp_q_i32 + D/sizeof(int));
+
+            // Set memory to zero if out of bounds:
+            if (ncols > 2 && ic0 + j >= ne01) {
+#pragma unroll
+                for (int i0 = 0; i0 < int(D/sizeof(int)); i0 += WARP_SIZE) {
+                    const int i = i0 + threadIdx.x;
+
+                    tmp_q_i32[i] = 0;
+                }
+                if (threadIdx.x < D/QK8_1) {
+                    tmp_q_ds[threadIdx.x] = make_float2(0.0f, 0.0f);
+                }
+                continue;
+            }
+
+            const float * Q_f = (const float *) (Q + j*nb01);
+#pragma unroll
+            for (int i0 = 0; i0 < int(D/sizeof(int)); i0 += WARP_SIZE) {
+                quantize_q8_1_to_shared<float2>(Q_f + 4*i0, scale, tmp_q_i32, tmp_q_ds);
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            int    * tmp_q_i32 = (int    *) &KQ[j*D];
+            float2 * tmp_q_ds  = (float2 *) (tmp_q_i32 + D/sizeof(int));
+
+#pragma unroll
+            for (int i0 = 0; i0 < int(D/sizeof(int)); i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                Q_i32[j][i0/WARP_SIZE] = tmp_q_i32[i];
+                Q_ds[j][i0/WARP_SIZE]  = tmp_q_ds[i/QI8_1];
+            }
+        }
+
+        __syncthreads();
+    } else {
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            const float2 * Q_f2_j = (const float2 *) (Q + j*nb01);
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                Q_f2[j][i0/WARP_SIZE]    = ncols <= 2 || ic0 + j < ne01 ? Q_f2_j[i] : make_float2(0.0f, 0.0f);
+                Q_f2[j][i0/WARP_SIZE].x *= scale;
+                Q_f2[j][i0/WARP_SIZE].y *= scale;
+            }
+        }
+    }
+
+    float VKQ[ncols] = {0.0f};
+
+    for (int k_VKQ_0 = blockIdx.y*D; k_VKQ_0 < ne11; k_VKQ_0 += gridDim.y*D) {
+        // Calculate KQ tile and keep track of new maximum KQ values:
+
+        float kqmax_new_arr[ncols];
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            kqmax_new_arr[j] = kqmax[j];
+        }
+
+#pragma unroll
+        for (int i_KQ_0 = 0; i_KQ_0 < D; i_KQ_0 += nwarps) {
+            const int i_KQ = i_KQ_0 + threadIdx.y;
+
+            if ((i_KQ_0 + nwarps > D && i_KQ >= D) || (FATTN_KQ_STRIDE % D != 0 && k_VKQ_0 + i_KQ >= ne11)) {
+                break;
+            }
+
+#pragma unroll
+            for (int j = 0; j < ncols; ++j) {
+                float sum = vec_dot_KQ(K + (k_VKQ_0 + i_KQ)*nb11, Q_f2[j], Q_i32[j], Q_ds[j]);
+                sum = warp_reduce_sum(sum);
+
+                if (use_logit_softcap) {
+                    sum = logit_softcap*tanhf(sum);
+                }
+
+                sum += mask ? slope*__half2float(maskh[j*ne11 + k_VKQ_0 + i_KQ]) : 0.0f;
+
+                kqmax_new_arr[j] = fmaxf(kqmax_new_arr[j], sum);
+
+                if (threadIdx.x == 0) {
+                    KQ[j*D + i_KQ] = sum;
+                }
+            }
+        }
+
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            float kqmax_new_j = kqmax_new_arr[j];
+
+            if (threadIdx.x == 0) {
+                kqmax_shared[j][threadIdx.y] = kqmax_new_j;
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int j = 0; j < ncols; ++j) {
+            float kqmax_new_j = kqmax_shared[j][threadIdx.x];
+            kqmax_new_j = warp_reduce_max(kqmax_new_j);
+
+            const float KQ_max_scale = expf(kqmax[j] - kqmax_new_j);
+            kqmax[j] = kqmax_new_j;
+
+            const float val = expf(KQ[j*D + tid] - kqmax[j]);
+            kqsum[j] = kqsum[j]*KQ_max_scale + val;
+            KQ[j*D + tid] = val;
+
+            VKQ[j] *= KQ_max_scale;
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int k = 0; k < D; ++k) {
+            if (FATTN_KQ_STRIDE % D != 0 && k_VKQ_0 + k >= ne11) {
+                break;
+            }
+
+            const float V_ki = dequantize_1_v(V + (k_VKQ_0 + k)*nb21, tid);
+#pragma unroll
+            for (int j = 0; j < ncols; ++j) {
+                VKQ[j] += V_ki*KQ[j*D + k];
+            }
+        }
+
+        __syncthreads();
+    }
+
+#pragma unroll
+    for (int j = 0; j < ncols; ++j) {
+        kqsum[j] = warp_reduce_sum(kqsum[j]);
+        if (threadIdx.x == 0) {
+            kqsum_shared[j][threadIdx.y] = kqsum[j];
+        }
+    }
+
+    __syncthreads();
+
+#pragma unroll
+    for (int j_VKQ = 0; j_VKQ < ncols; ++j_VKQ) {
+        if (ncols > 2 && ic0 + j_VKQ >= ne01) {
+            break;
+        }
+
+        kqsum[j_VKQ] = kqsum_shared[j_VKQ][threadIdx.x];
+        kqsum[j_VKQ] = warp_reduce_sum(kqsum[j_VKQ]);
+
+        float dst_val = VKQ[j_VKQ];
+        if (gridDim.y == 1) {
+            dst_val /= kqsum[j_VKQ];
+        }
+        const int j_dst = (ic0 + j_VKQ)*gridDim.y + blockIdx.y;
+        dst[j_dst*D*gridDim.z + D*blockIdx.z + tid] = dst_val;
+    }
+
+    if (gridDim.y != 1 && tid < ncols && (ncols <= 2 || ic0 + tid < ne01)) {
+        dst_meta[((ic0 + tid)*gridDim.z + blockIdx.z) * gridDim.y + blockIdx.y] = make_float2(kqmax[tid], kqsum[tid]);
+    }
+#else
+    GGML_UNUSED(Q); GGML_UNUSED(K); GGML_UNUSED(V); GGML_UNUSED(mask);
+    GGML_UNUSED(dst); GGML_UNUSED(dst_meta); GGML_UNUSED(scale);
+    GGML_UNUSED(max_bias); GGML_UNUSED(m0); GGML_UNUSED(m1);
+    GGML_UNUSED(n_head_log2); GGML_UNUSED(logit_softcap); GGML_UNUSED(ne00);
+    GGML_UNUSED(ne01); GGML_UNUSED(ne02); GGML_UNUSED(ne03); GGML_UNUSED(ne10);
+    GGML_UNUSED(ne11); GGML_UNUSED(ne12); GGML_UNUSED(ne13); GGML_UNUSED(ne31);
+    GGML_UNUSED(nb31); GGML_UNUSED(nb01); GGML_UNUSED(nb02); GGML_UNUSED(nb03);
+    GGML_UNUSED(nb11); GGML_UNUSED(nb12); GGML_UNUSED(nb13); GGML_UNUSED(nb21);
+    GGML_UNUSED(nb22); GGML_UNUSED(nb23); GGML_UNUSED(ne0); GGML_UNUSED(ne1);
+    GGML_UNUSED(ne2); GGML_UNUSED(ne3);
+    NO_DEVICE_CODE;
+#endif // FLASH_ATTN_AVAILABLE
+}
+
+template <int D, int cols_per_block, ggml_type type_K, ggml_type type_V, bool use_logit_softcap>
+void ggml_cuda_flash_attn_ext_vec_f32_case_impl(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    constexpr int nwarps = D/WARP_SIZE;
+    fattn_kernel_t fattn_kernel = flash_attn_vec_ext_f32<D, cols_per_block, type_K, type_V, use_logit_softcap>;
+    constexpr bool need_f16_K = D != 128;
+    constexpr bool need_f16_V = D != 128 && D != 64;
+    constexpr size_t nbytes_shared = 0;
+    launch_fattn<D, cols_per_block, 1>(ctx, dst, fattn_kernel, nwarps, nbytes_shared, D, need_f16_K, need_f16_V, false);
+}
+
+template <int D, ggml_type type_K, ggml_type type_V>
+void ggml_cuda_flash_attn_ext_vec_f32_case(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV = dst;
+    const ggml_tensor * Q   = dst->src[0];
+    const ggml_tensor * K   = dst->src[1];
+    const ggml_tensor * V   = dst->src[2];
+
+    GGML_ASSERT(K->type == type_K);
+    GGML_ASSERT(V->type == type_V);
+
+    float logit_softcap;
+    memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float));
+
+    if (Q->ne[1] == 1) {
+        constexpr int cols_per_block = 1;
+        if (logit_softcap == 0.0f) {
+            constexpr bool use_logit_softcap = false;
+            ggml_cuda_flash_attn_ext_vec_f32_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        } else {
+            constexpr bool use_logit_softcap = true;
+            ggml_cuda_flash_attn_ext_vec_f32_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        }
+        return;
+    }
+
+    if (Q->ne[1] == 2) {
+        constexpr int cols_per_block = 2;
+        if (logit_softcap == 0.0f) {
+            constexpr bool use_logit_softcap = false;
+            ggml_cuda_flash_attn_ext_vec_f32_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        } else {
+            constexpr bool use_logit_softcap = true;
+            ggml_cuda_flash_attn_ext_vec_f32_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        }
+        return;
+    }
+
+    if (Q->ne[1] <= 4) {
+        constexpr int cols_per_block = 4;
+        if (logit_softcap == 0.0f) {
+            constexpr bool use_logit_softcap = false;
+            ggml_cuda_flash_attn_ext_vec_f32_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        } else {
+            constexpr bool use_logit_softcap = true;
+            ggml_cuda_flash_attn_ext_vec_f32_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+        }
+        return;
+    }
+
+    constexpr int cols_per_block = 8;
+    if (logit_softcap == 0.0f) {
+        constexpr bool use_logit_softcap = false;
+        ggml_cuda_flash_attn_ext_vec_f32_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+    } else {
+        constexpr bool use_logit_softcap = true;
+        ggml_cuda_flash_attn_ext_vec_f32_case_impl<D, cols_per_block, type_K, type_V, use_logit_softcap>(ctx, dst);
+    }
+}
+
+#define DECL_FATTN_VEC_F32_CASE(D, type_K, type_V)                          \
+    template void ggml_cuda_flash_attn_ext_vec_f32_case                     \
+    <D, type_K, type_V>(ggml_backend_cuda_context & ctx, ggml_tensor * dst) \
+
+extern DECL_FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_F16);
+
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q4_0);
+
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q4_1);
+
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q5_0);
+
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q5_1);
+
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q8_0);
+
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_F16);
+extern DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_F16);
+
+extern DECL_FATTN_VEC_F32_CASE(256, GGML_TYPE_F16, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-wmma-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-wmma-f16.cu
new file mode 100644
index 0000000..c5668ad
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-wmma-f16.cu
@@ -0,0 +1,634 @@
+// Old and deprecated WMMA FlashAttention implementation.
+// It is still needed for Volta since the memory layout of NVIDIA tensor cores changed with Turing.
+// Long-term the WMMA code should be replaced with a dedicated Volta implementation.
+
+#include "common.cuh"
+#include "fattn-common.cuh"
+#include "fattn-wmma-f16.cuh"
+
+#ifdef FP16_MMA_AVAILABLE
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+#include <mma.h>
+namespace wmma = nvcuda::wmma;
+#elif defined(GGML_HIP_ROCWMMA_FATTN) && defined(FP16_MMA_AVAILABLE)
+#undef HIP_ENABLE_WARP_SYNC_BUILTINS // conflicts with rocWMMA headers
+#include <rocwmma/rocwmma.hpp>
+namespace wmma = rocwmma;
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+#endif // FP16_MMA_AVAILABLE
+
+// D == head size, VKQ_stride == num VKQ rows calculated in parallel:
+template<int D, int ncols, int nwarps, int VKQ_stride, typename KQ_acc_t, bool use_logit_softcap>
+__launch_bounds__(nwarps*ggml_cuda_get_physical_warp_size(), 1)
+static __global__ void flash_attn_ext_f16(
+        const char * __restrict__ Q,
+        const char * __restrict__ K,
+        const char * __restrict__ V,
+        const char * __restrict__ mask,
+        float      * __restrict__ dst,
+        float2     * __restrict__ dst_meta,
+        const float scale,
+        const float max_bias,
+        const float m0,
+        const float m1,
+        const uint32_t n_head_log2,
+        const float logit_softcap,
+        const int ne00,
+        const int ne01,
+        const int ne02,
+        const int ne03,
+        const int ne10,
+        const int ne11,
+        const int ne12,
+        const int ne13,
+        const int ne31,
+        const int nb31,
+        const int nb01,
+        const int nb02,
+        const int nb03,
+        const int nb11,
+        const int nb12,
+        const int nb13,
+        const int nb21,
+        const int nb22,
+        const int nb23,
+        const int ne0,
+        const int ne1,
+        const int ne2,
+        const int ne3) {
+#if defined(FLASH_ATTN_AVAILABLE) && (__CUDA_ARCH__ == GGML_CUDA_CC_VOLTA || (defined(GGML_HIP_ROCWMMA_FATTN) && defined(FP16_MMA_AVAILABLE)))
+    // Skip unused kernel variants for faster compilation:
+    if (use_logit_softcap && !(D == 128 || D == 256)) {
+        NO_DEVICE_CODE;
+        return;
+    }
+
+    //In this kernel Q, K, V are matrices while i, j, k are matrix indices.
+
+    constexpr int warp_size = ggml_cuda_get_physical_warp_size();
+
+    const int ic0 = ncols*blockIdx.x; // Index of the first Q/QKV column to work on.
+
+    static_assert(D <= FATTN_KQ_STRIDE, "D must be <= FATTN_KQ_STRIDE.");
+    static_assert(ncols == 8 || ncols % 16 == 0, "ncols must be 8 or a multiple of 16.");
+    constexpr int frag_m = ncols == 8 ? 32 : 16;
+    constexpr int frag_n = ncols == 8 ?  8 : 16;
+    static_assert(D % frag_m == 0, "If ncols == 8 then D % frag_m must be 0.");
+    typedef wmma::fragment<wmma::matrix_a,    frag_m, frag_n, 16, half, wmma::row_major> frag_a_K;
+    typedef wmma::fragment<wmma::matrix_a,    frag_m, frag_n, 16, half, wmma::col_major> frag_a_V;
+    typedef wmma::fragment<wmma::matrix_b,    frag_m, frag_n, 16, half, wmma::col_major> frag_b;
+    typedef wmma::fragment<wmma::accumulator, frag_m, frag_n, 16, KQ_acc_t>                      frag_c_KQ;
+    typedef wmma::fragment<wmma::accumulator, frag_m, frag_n, 16, half>                          frag_c_VKQ;
+
+    constexpr int KQ_stride_tc  = nwarps*frag_m; // Number of KQ rows calculated in parallel.
+    constexpr int VKQ_ratio = KQ_stride_tc/VKQ_stride; // Number of parallel VKQ accumulators needed to keep all warps busy.
+    static_assert(VKQ_ratio <= nwarps, "VKQ_ratio must be <= nwarps.");
+
+    // Pad internal representation of KQ, KQV to reduce shared memory bank conflicts:
+    constexpr int D_padded = D + 8;
+    constexpr int kqs_padded = FATTN_KQ_STRIDE + 8;
+    constexpr int kqar = sizeof(KQ_acc_t)/sizeof(half);
+
+    const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix.
+    const float * Q_f   = (const float *) (Q + nb02* blockIdx.z              + nb01*ic0);
+    const half  * K_h   = (const half  *) (K + nb12*(blockIdx.z / gqa_ratio));
+    const half  * V_h   = (const half  *) (V + nb12*(blockIdx.z / gqa_ratio)); // K and V have same shape
+    const half  * maskh = (const half  *)  mask + (nb31/sizeof(half))* ic0;
+    const half2 * mask2 = (const half2 *)  mask + (nb31/sizeof(half))*(ic0/2);
+
+    const int stride_Q  = nb01 / sizeof(float);
+    const int stride_KV = nb11 / sizeof(half);
+
+    const float slopef = get_alibi_slope(max_bias, blockIdx.z, n_head_log2, m0, m1);
+    const half  slopeh = __float2half(slopef);
+    const half2 slope2 = make_half2(slopef, slopef);
+
+    const half2 logit_softcap_2 = make_half2(logit_softcap, logit_softcap);
+
+    frag_b Q_b[D/16][ncols/frag_n];
+
+    // A single buffer for temporarily holding tiles of KQ and VKQ parts:
+    constexpr int mem_KQ = ncols*kqs_padded*kqar;
+    constexpr int mem_VKQ_parts = VKQ_ratio*ncols*D_padded;
+    __shared__ half KQ[mem_KQ >= mem_VKQ_parts ? mem_KQ : mem_VKQ_parts];
+    float * KQ_f = (float *) KQ;
+    half2 * KQ2 = (half2 *) KQ;
+
+    float    KQ_rowsum_f[ncols/nwarps] = {0.0f};
+    float       KQ_max_f[ncols/nwarps];
+    float KQ_max_scale_f[ncols/nwarps] = {0.0f};
+
+#pragma unroll
+    for (int j = 0; j < ncols/nwarps; ++j) {
+        KQ_max_f[j] = -FLT_MAX/2.0f;
+    }
+
+    half2    KQ_rowsum_h2[ncols/nwarps] = {{0.0f, 0.0f}};
+    half2       KQ_max_h2[ncols/nwarps];
+    half2 KQ_max_scale_h2[ncols/nwarps] = {{0.0f, 0.0f}};
+
+#pragma unroll
+    for (int j = 0; j < ncols/nwarps; ++j) {
+        KQ_max_h2[j] = make_half2(-HALF_MAX_HALF, -HALF_MAX_HALF);
+    }
+
+    __shared__ half VKQ[ncols*D_padded]; // Accumulator for final VKQ slice.
+    half2 * VKQ2 = (half2 *) VKQ;
+#pragma unroll
+    for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+        const int j = j0 + threadIdx.y;
+#pragma unroll
+        for (int i0 = 0; i0 < D/2; i0 += warp_size) {
+            const int i = i0 + threadIdx.x;
+            if (i0 + warp_size > D/2 && i >= D/2) {
+                break;
+            }
+            VKQ2[j*(D_padded/2) + i] = make_half2(0.0f, 0.0f);
+        }
+    }
+
+    // Convert Q to half and apply scale, temporarily store in KQ:
+#pragma unroll
+    for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+        const int j = j0 + threadIdx.y;
+#pragma unroll
+        for (int i0 = 0; i0 < D; i0 += warp_size) {
+            const int i = i0 + threadIdx.x;
+            if (i0 + warp_size > D && i >= D) {
+                break;
+            }
+            KQ[j*D_padded + i] = ic0 + j < ne01 ? Q_f[j*stride_Q + i] * scale : 0.0f;
+        }
+    }
+
+    __syncthreads();
+
+    // Load Q into tensor core fragments/registers since it will be used frequently:
+#pragma unroll
+    for (int i0 = 0; i0 < D; i0 += 16) {
+#pragma unroll
+        for (int j0 = 0; j0 < ncols; j0 += frag_n) {
+            wmma::load_matrix_sync(Q_b[i0/16][j0/frag_n], KQ + j0*D_padded + i0, D_padded);
+        }
+    }
+
+    __syncthreads();
+
+    // Iterate over ne11 == previous tokens:
+    for (int k_VKQ_0 = blockIdx.y*FATTN_KQ_STRIDE; k_VKQ_0 < ne11; k_VKQ_0 += gridDim.y*FATTN_KQ_STRIDE) {
+        // Calculate tile of KQ:
+#pragma unroll
+        for (int i_KQ_0 = 0; i_KQ_0 < FATTN_KQ_STRIDE; i_KQ_0 += KQ_stride_tc) {
+            frag_c_KQ KQ_c[ncols/frag_n];
+#pragma unroll
+            for (int j = 0; j < ncols/frag_n; ++j) {
+                wmma::fill_fragment(KQ_c[j], static_cast<KQ_acc_t>(0.0f));
+            }
+#pragma unroll
+            for (int k_KQ_0 = 0; k_KQ_0 < D; k_KQ_0 += 16) {
+                frag_a_K K_a;
+                wmma::load_matrix_sync(K_a, K_h + (k_VKQ_0 + i_KQ_0 + frag_m*threadIdx.y)*stride_KV + k_KQ_0, stride_KV);
+#pragma unroll
+                for (int j = 0; j < ncols/frag_n; ++j) {
+                    wmma::mma_sync(KQ_c[j], K_a, Q_b[k_KQ_0/16][j], KQ_c[j]);
+                }
+            }
+#pragma unroll
+            for (int j0 = 0; j0 < ncols; j0 += frag_n) {
+                wmma::store_matrix_sync((KQ_acc_t *) KQ + j0*kqs_padded + i_KQ_0 + frag_m*threadIdx.y, KQ_c[j0/frag_n], kqs_padded, wmma::mem_col_major);
+            }
+        }
+
+        __syncthreads();
+
+        // Calculate softmax for each KQ column using the current max. value.
+        // The divisor is stored in KQ_rowsum and will be applied at the end.
+#pragma unroll
+        for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+            if (std::is_same<KQ_acc_t, float>::value) {
+                float KQ_f_tmp[FATTN_KQ_STRIDE / warp_size];
+#pragma unroll
+                for (int k0 = 0; k0 < FATTN_KQ_STRIDE; k0 += warp_size) {
+                    const int k = k0 + threadIdx.x;
+
+                    KQ_f_tmp[k0/warp_size] = KQ_f[j*kqs_padded + k];
+
+                    if (use_logit_softcap) {
+                        KQ_f_tmp[k0/warp_size] = logit_softcap*tanhf(KQ_f_tmp[k0/warp_size]);
+                    }
+                }
+
+                float KQ_max_new = KQ_max_f[j0/nwarps];
+#pragma unroll
+                for (int k0 = 0; k0 < FATTN_KQ_STRIDE; k0 += warp_size) {
+                    const int k = k0 + threadIdx.x;
+
+                    KQ_f_tmp[k0/warp_size] += mask ? __half2float(slopeh*maskh[j*(nb31/sizeof(half)) + k_VKQ_0 + k]) : 0.0f;
+                    KQ_max_new = max(KQ_max_new, KQ_f_tmp[k0/warp_size]);
+                }
+                KQ_max_new = warp_reduce_max<warp_size>(KQ_max_new);
+
+                const float diff = KQ_max_f[j0/nwarps] - KQ_max_new;
+                KQ_max_scale_f[j0/nwarps] = expf(diff);
+                if (diff <= SOFTMAX_FTZ_THRESHOLD) {
+                    KQ_max_scale_f[j0/nwarps] = 0.0f;
+                }
+                KQ_max_f[j0/nwarps] = KQ_max_new;
+
+                float KQ_rowsum_add = 0.0f;
+#pragma unroll
+                for (int k0 = 0; k0 < FATTN_KQ_STRIDE; k0 += warp_size) {
+                    const int k = k0 + threadIdx.x;
+
+                    const float diff = KQ_f_tmp[k0/warp_size] - KQ_max_f[j0/nwarps];
+                    KQ_f_tmp[k0/warp_size] = expf(diff);
+                    if (diff <= SOFTMAX_FTZ_THRESHOLD) {
+                        KQ_f_tmp[k0/warp_size] = 0.0f;
+                    }
+                    KQ_rowsum_add += KQ_f_tmp[k0/warp_size];
+                    KQ[j*(kqar*kqs_padded) + k] = KQ_f_tmp[k0/warp_size];
+                }
+                KQ_rowsum_add = warp_reduce_sum<warp_size>(KQ_rowsum_add);
+
+                // Scale previous KQ_rowsum to account for a potential increase in KQ_max:
+                KQ_rowsum_f[j0/nwarps] = KQ_max_scale_f[j0/nwarps]*KQ_rowsum_f[j0/nwarps] + KQ_rowsum_add;
+            } else {
+                half2 KQ2_tmp[FATTN_KQ_STRIDE/(2*warp_size)];
+#pragma unroll
+                for (int k0 = 0; k0 < FATTN_KQ_STRIDE/2; k0 += warp_size) {
+                    const int k = k0 + threadIdx.x;
+
+                    KQ2_tmp[k0/warp_size] = KQ2[j*(kqs_padded/2) + k];
+
+                    if (use_logit_softcap) {
+                        // There is no dedicated tangens hyperbolicus function for half2.
+                        KQ2_tmp[k0/warp_size] = h2exp(KQ2_tmp[k0/warp_size]*make_half2(2.0f, 2.0f));
+                        KQ2_tmp[k0/warp_size] = (KQ2_tmp[k0/warp_size] - make_half2(1.0f, 1.0f))
+                                               /(KQ2_tmp[k0/warp_size] + make_half2(1.0f, 1.0f));
+
+                        KQ2_tmp[k0/warp_size] *= logit_softcap_2;
+                    }
+                }
+
+                half2 KQ_max_new = KQ_max_h2[j0/nwarps];
+#pragma unroll
+                for (int k0 = 0; k0 < FATTN_KQ_STRIDE/2; k0 += warp_size) {
+                    const int k = k0 + threadIdx.x;
+
+                    KQ2_tmp[k0/warp_size] += mask ? slope2*mask2[(j*ne11 + k_VKQ_0)/2 + k] : make_half2(0.0f, 0.0f);
+                    KQ_max_new = ggml_cuda_hmax2(KQ_max_new, KQ2_tmp[k0/warp_size]);
+                }
+                KQ_max_new = __half2half2(warp_reduce_max<warp_size>(ggml_cuda_hmax(__low2half(KQ_max_new), __high2half(KQ_max_new))));
+                const half2 diff = KQ_max_h2[j0/nwarps] - KQ_max_new;
+                KQ_max_scale_h2[j0/nwarps] = h2exp(diff);
+                const uint32_t ftz_mask = __hgt2_mask(diff, make_half2(SOFTMAX_FTZ_THRESHOLD, SOFTMAX_FTZ_THRESHOLD));
+                *((uint32_t *) &KQ_max_scale_h2[j0/nwarps]) &= ftz_mask;
+                KQ_max_h2[j0/nwarps] = KQ_max_new;
+
+                half2 KQ_rowsum_add = make_half2(0.0f, 0.0f);
+#pragma unroll
+                for (int k0 = 0; k0 < FATTN_KQ_STRIDE/2; k0 += warp_size) {
+                    const int k = k0 + threadIdx.x;
+
+                    const half2 diff = KQ2_tmp[k0/warp_size] - KQ_max_h2[j0/nwarps];
+                    KQ2_tmp[k0/warp_size] = h2exp(diff);
+                    const uint32_t ftz_mask = __hgt2_mask(diff, make_half2(SOFTMAX_FTZ_THRESHOLD, SOFTMAX_FTZ_THRESHOLD));
+                    *((uint32_t *) &KQ2_tmp[k0/warp_size]) &= ftz_mask;
+                    KQ_rowsum_add += KQ2_tmp[k0/warp_size];
+                    KQ2[j*(kqs_padded/2) + k] = KQ2_tmp[k0/warp_size];
+                }
+                KQ_rowsum_add = warp_reduce_sum<warp_size>(KQ_rowsum_add);
+
+                // Scale previous KQ_rowsum to account for a potential increase in KQ_max:
+                KQ_rowsum_h2[j0/nwarps] = KQ_max_scale_h2[j0/nwarps]*KQ_rowsum_h2[j0/nwarps] + KQ_rowsum_add;
+            }
+        }
+
+        __syncthreads();
+
+        frag_b KQ_b[FATTN_KQ_STRIDE/(VKQ_ratio*16)][ncols/frag_n];
+#pragma unroll
+        for (int j0 = 0; j0 < ncols; j0 += frag_n) {
+#pragma unroll
+            for (int k0 = 0; k0 < FATTN_KQ_STRIDE; k0 += VKQ_ratio*16) {
+                const int k = k0 + (threadIdx.y % VKQ_ratio)*16;
+                wmma::load_matrix_sync(
+                    KQ_b[k0/(VKQ_ratio*16)][j0/frag_n],
+                    KQ + j0*(kqar*kqs_padded) + k,
+                    kqar*kqs_padded);
+            }
+        }
+
+        frag_c_VKQ VKQ_c[D/VKQ_stride][ncols/frag_n];
+#pragma unroll
+        for (int i_VKQ_0 = 0; i_VKQ_0 < D; i_VKQ_0 += VKQ_stride) {
+#pragma unroll
+            for (int j = 0; j < ncols/frag_n; ++j) {
+                wmma::fill_fragment(VKQ_c[i_VKQ_0/VKQ_stride][j], static_cast<half>(0.0f));
+            }
+
+#pragma unroll
+            for (int k0 = 0; k0 < FATTN_KQ_STRIDE; k0 += VKQ_ratio*16) {
+                const int k = k0 + (threadIdx.y % VKQ_ratio)*16;
+
+                frag_a_V v_a;
+                wmma::load_matrix_sync(v_a, V_h + (k_VKQ_0 + k)*stride_KV + i_VKQ_0 + frag_m*(threadIdx.y/VKQ_ratio), stride_KV);
+#pragma unroll
+                for (int j = 0; j < ncols/frag_n; ++j) {
+                    wmma::mma_sync(VKQ_c[i_VKQ_0/VKQ_stride][j], v_a, KQ_b[k0/(VKQ_ratio*16)][j], VKQ_c[i_VKQ_0/VKQ_stride][j]);
+                }
+            }
+        }
+
+        __syncthreads();
+
+        const int offset_k = (threadIdx.y % VKQ_ratio) * (ncols*D_padded);
+#pragma unroll
+        for (int i_KQ_0 = 0; i_KQ_0 < D; i_KQ_0 += VKQ_stride) {
+#pragma unroll
+            for (int j0 = 0; j0 < ncols; j0 += frag_n) {
+                wmma::store_matrix_sync(
+                    KQ + offset_k + j0*D_padded + i_KQ_0 + frag_m*(threadIdx.y/VKQ_ratio),
+                    VKQ_c[i_KQ_0/VKQ_stride][j0/frag_n],
+                    D_padded, wmma::mem_col_major);
+            }
+        }
+
+        __syncthreads();
+
+#pragma unroll
+        for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+            half2 VKQ_scale;
+            if (std::is_same<KQ_acc_t, float>::value) {
+                VKQ_scale = make_half2(KQ_max_scale_f[j0/nwarps], KQ_max_scale_f[j0/nwarps]);
+            } else {
+                VKQ_scale = KQ_max_scale_h2[j0/nwarps];
+            }
+
+#pragma unroll
+            for (int i0 = 0; i0 < D/2; i0 += warp_size) {
+                const int i = i0 + threadIdx.x;
+                if (i0 + warp_size > D/2 && i >= D/2) {
+                    break;
+                }
+
+                half2 VKQ_add = make_half2(0.0f, 0.0f);
+#pragma unroll
+                for (int l = 0; l < VKQ_ratio; ++l) {
+                    VKQ_add += KQ2[l*(ncols*D_padded/2) + j*(D_padded/2) + i];
+                }
+                VKQ2[j*(D_padded/2) + i] = VKQ_scale*VKQ2[j*(D_padded/2) + i] + VKQ_add;
+            }
+        }
+
+        __syncthreads();
+    }
+
+#pragma unroll
+    for (int j0 = 0; j0 < ncols; j0 += nwarps) {
+        const int j_VKQ = j0 + threadIdx.y;
+        if (ic0 + j_VKQ >= ne01) {
+            return;
+        }
+        const int j_dst = (ic0 + j_VKQ)*gridDim.y + blockIdx.y;
+
+        float KQ_rowsum_j;
+        if (std::is_same<KQ_acc_t, float>::value) {
+            KQ_rowsum_j = KQ_rowsum_f[j0/nwarps];
+        } else {
+            KQ_rowsum_j = __low2float(KQ_rowsum_h2[j0/nwarps]) + __high2float(KQ_rowsum_h2[j0/nwarps]);
+        }
+
+#pragma unroll
+        for (int i0 = 0; i0 < D; i0 += warp_size) {
+            const int i = i0 + threadIdx.x;
+            if (i0 + warp_size > D && i >= D) {
+                break;
+            }
+            float dst_val = VKQ[j_VKQ*D_padded + i];
+            if (gridDim.y == 1) {
+                dst_val /= KQ_rowsum_j;
+            }
+            dst[j_dst*gridDim.z*D + blockIdx.z*D + i] = dst_val;
+        }
+
+        if (gridDim.y == 1 || threadIdx.x != 0) {
+            continue;
+        }
+
+        float2 dst_meta_val;
+        if (std::is_same<KQ_acc_t, float>::value) {
+            dst_meta_val.x = KQ_max_f[j0/nwarps];
+        } else {
+            dst_meta_val.x = __low2float(KQ_max_h2[j0/nwarps]);
+        }
+        dst_meta_val.y = KQ_rowsum_j;
+        dst_meta[((ic0 + j_VKQ)*gridDim.z + blockIdx.z) * gridDim.y + blockIdx.y] = dst_meta_val;
+    }
+#else
+    GGML_UNUSED(Q); GGML_UNUSED(K); GGML_UNUSED(V); GGML_UNUSED(mask);
+    GGML_UNUSED(dst); GGML_UNUSED(dst_meta); GGML_UNUSED(scale);
+    GGML_UNUSED(max_bias); GGML_UNUSED(m0); GGML_UNUSED(m1);
+    GGML_UNUSED(n_head_log2); GGML_UNUSED(logit_softcap);
+    GGML_UNUSED(ne00); GGML_UNUSED(ne01); GGML_UNUSED(ne02); GGML_UNUSED(ne03);
+    GGML_UNUSED(ne10); GGML_UNUSED(ne11); GGML_UNUSED(ne12); GGML_UNUSED(ne13);
+    GGML_UNUSED(ne31); GGML_UNUSED(nb31); GGML_UNUSED(nb01); GGML_UNUSED(nb02);
+    GGML_UNUSED(nb03); GGML_UNUSED(nb11); GGML_UNUSED(nb12); GGML_UNUSED(nb13);
+    GGML_UNUSED(nb21); GGML_UNUSED(nb22); GGML_UNUSED(nb23);
+    GGML_UNUSED(ne0); GGML_UNUSED(ne1); GGML_UNUSED(ne2); GGML_UNUSED(ne3);
+    NO_DEVICE_CODE;
+#endif // defined(FLASH_ATTN_AVAILABLE) && (__CUDA_ARCH__ == GGML_CUDA_CC_VOLTA || (defined(GGML_HIP_ROCWMMA_FATTN) && defined(FP16_MMA_AVAILABLE)))
+}
+
+constexpr int get_max_power_of_2(int x) {
+    return x % 2 == 0 ? 2*get_max_power_of_2(x/2) : 1;
+}
+
+static_assert(get_max_power_of_2(1) == 1, "Test failed.");
+static_assert(get_max_power_of_2(2) == 2, "Test failed.");
+static_assert(get_max_power_of_2(4) == 4, "Test failed.");
+static_assert(get_max_power_of_2(6) == 2, "Test failed.");
+
+// Number of VKQ rows calculated in parallel:
+constexpr int get_VKQ_stride(int D, int nwarps, int frag_m) {
+    return (get_max_power_of_2(D/frag_m) < nwarps ? get_max_power_of_2(D/frag_m) : nwarps)*frag_m;
+}
+
+static_assert(get_VKQ_stride(128, 1, 32) ==  32, "Test failed.");
+static_assert(get_VKQ_stride(128, 2, 32) ==  64, "Test failed.");
+static_assert(get_VKQ_stride(128, 4, 32) == 128, "Test failed.");
+static_assert(get_VKQ_stride( 64, 1, 32) ==  32, "Test failed.");
+static_assert(get_VKQ_stride( 64, 2, 32) ==  64, "Test failed.");
+static_assert(get_VKQ_stride( 64, 4, 32) ==  64, "Test failed.");
+static_assert(get_VKQ_stride( 80, 1, 16) ==  16, "Test failed.");
+static_assert(get_VKQ_stride( 80, 2, 16) ==  16, "Test failed.");
+static_assert(get_VKQ_stride( 80, 4, 16) ==  16, "Test failed.");
+
+template <int D, int cols_per_block, typename KQ_acc_t>
+void ggml_cuda_flash_attn_ext_wmma_f16_case(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV = dst;
+
+    constexpr int nwarps = 4;
+
+    constexpr int frag_m = cols_per_block == 8 && D % 32 == 0 ? 32 : 16;
+    const int warp_size = ggml_cuda_info().devices[ggml_cuda_get_device()].warp_size;
+
+    float logit_softcap;
+    memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float));
+
+    fattn_kernel_t fattn_kernel;
+    if (logit_softcap == 0.0f) {
+        constexpr bool use_logit_softcap = false;
+        fattn_kernel = flash_attn_ext_f16<
+            D, cols_per_block, nwarps, get_VKQ_stride(D, nwarps, frag_m), KQ_acc_t, use_logit_softcap>;
+    } else {
+        constexpr bool use_logit_softcap = true;
+        fattn_kernel = flash_attn_ext_f16<
+            D, cols_per_block, nwarps, get_VKQ_stride(D, nwarps, frag_m), KQ_acc_t, use_logit_softcap>;
+    }
+    launch_fattn<D, cols_per_block, 1>(ctx, dst, fattn_kernel, nwarps, 0, FATTN_KQ_STRIDE, true, true, false, warp_size);
+}
+
+void ggml_cuda_flash_attn_ext_wmma_f16(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV = dst;
+    const ggml_tensor * Q   = dst->src[0];
+
+    const enum ggml_prec prec = ggml_flash_attn_ext_get_prec(KQV);
+    const int warp_size = ggml_cuda_info().devices[ctx.device].warp_size;
+
+    if (prec != GGML_PREC_DEFAULT) {
+        if (Q->ne[1] <= 32 || Q->ne[0] > 128) {
+            constexpr int cols_per_block = 16;
+            switch (Q->ne[0]) {
+                case 64:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case< 64, cols_per_block, float>(ctx, dst);
+                    break;
+                case 80:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case< 80, cols_per_block, float>(ctx, dst);
+                    break;
+                case 96:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case< 96, cols_per_block, float>(ctx, dst);
+                    break;
+                case 112:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case<112, cols_per_block, float>(ctx, dst);
+                    break;
+                case 128:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case<128, cols_per_block, float>(ctx, dst);
+                    break;
+                case 256:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case<256, cols_per_block, float>(ctx, dst);
+                    break;
+                default:
+                    GGML_ABORT("fatal error");
+                    break;
+            }
+        } else {
+            constexpr int cols_per_block = 32;
+            switch (Q->ne[0]) {
+                case 64:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case< 64, cols_per_block, float>(ctx, dst);
+                    break;
+                case 80:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case< 80, cols_per_block, float>(ctx, dst);
+                    break;
+                case 96:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case< 96, cols_per_block, float>(ctx, dst);
+                    break;
+                case 112:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case<112, cols_per_block, float>(ctx, dst);
+                    break;
+                case 128:
+                    ggml_cuda_flash_attn_ext_wmma_f16_case<128, cols_per_block, float>(ctx, dst);
+                    break;
+                // case 256:
+                //     ggml_cuda_flash_attn_ext_wmma_f16_case<256, cols_per_block, float>(ctx, dst);
+                //     break;
+                default:
+                    GGML_ABORT("fatal error");
+                    break;
+            }
+        }
+        return;
+    }
+
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+    if (Q->ne[1] <= 8 && Q->ne[0] % warp_size == 0) {
+        constexpr int cols_per_block = 8;
+        switch (Q->ne[0]) {
+            case 64:
+                ggml_cuda_flash_attn_ext_wmma_f16_case< 64, cols_per_block, half>(ctx, dst);
+                break;
+            case 96:
+                ggml_cuda_flash_attn_ext_wmma_f16_case< 96, cols_per_block, half>(ctx, dst);
+                break;
+            case 128:
+                ggml_cuda_flash_attn_ext_wmma_f16_case<128, cols_per_block, half>(ctx, dst);
+                break;
+            case 256:
+                ggml_cuda_flash_attn_ext_wmma_f16_case<256, cols_per_block, half>(ctx, dst);
+                break;
+            default:
+                GGML_ABORT("fatal error");
+                break;
+        }
+        return;
+    }
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__))
+
+    if (Q->ne[1] <= 32) {
+        constexpr int cols_per_block = 16;
+        switch (Q->ne[0]) {
+            case 64:
+                ggml_cuda_flash_attn_ext_wmma_f16_case< 64, cols_per_block, half>(ctx, dst);
+                break;
+            case 80:
+                ggml_cuda_flash_attn_ext_wmma_f16_case< 80, cols_per_block, half>(ctx, dst);
+                break;
+            case 96:
+                ggml_cuda_flash_attn_ext_wmma_f16_case< 96, cols_per_block, half>(ctx, dst);
+                break;
+            case 112:
+                ggml_cuda_flash_attn_ext_wmma_f16_case<112, cols_per_block, half>(ctx, dst);
+                break;
+            case 128:
+                ggml_cuda_flash_attn_ext_wmma_f16_case<128, cols_per_block, half>(ctx, dst);
+                break;
+            case 256:
+                ggml_cuda_flash_attn_ext_wmma_f16_case<256, cols_per_block, half>(ctx, dst);
+                break;
+            default:
+                GGML_ABORT("fatal error");
+                break;
+        }
+        return;
+    }
+
+    constexpr int cols_per_block = 32;
+    switch (Q->ne[0]) {
+        case 64:
+            ggml_cuda_flash_attn_ext_wmma_f16_case< 64, cols_per_block, half>(ctx, dst);
+            break;
+        case 80:
+            ggml_cuda_flash_attn_ext_wmma_f16_case< 80, cols_per_block, half>(ctx, dst);
+            break;
+        case 96:
+            ggml_cuda_flash_attn_ext_wmma_f16_case< 96, cols_per_block, half>(ctx, dst);
+            break;
+        case 112:
+            ggml_cuda_flash_attn_ext_wmma_f16_case<112, cols_per_block, half>(ctx, dst);
+            break;
+        case 128:
+            ggml_cuda_flash_attn_ext_wmma_f16_case<128, cols_per_block, half>(ctx, dst);
+            break;
+        case 256:
+            ggml_cuda_flash_attn_ext_wmma_f16_case<256, cols_per_block, half>(ctx, dst);
+            break;
+        default:
+            GGML_ABORT("fatal error");
+            break;
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn-wmma-f16.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-wmma-f16.cuh
new file mode 100644
index 0000000..beeea95
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn-wmma-f16.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_flash_attn_ext_wmma_f16(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn.cu b/ml/backend/ggml/ggml/src/ggml-cuda/fattn.cu
new file mode 100644
index 0000000..9c5c803
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn.cu
@@ -0,0 +1,345 @@
+#include "common.cuh"
+#include "fattn-common.cuh"
+#include "fattn-mma-f16.cuh"
+#include "fattn-tile-f16.cuh"
+#include "fattn-tile-f32.cuh"
+#include "fattn-vec-f16.cuh"
+#include "fattn-vec-f32.cuh"
+#include "fattn-wmma-f16.cuh"
+#include "fattn.cuh"
+
+template <int DKQ, int DV, int ncols2>
+static void ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * Q = dst->src[0];
+
+    if constexpr (ncols2 <= 8) {
+        if (Q->ne[1] <= 8/ncols2) {
+            ggml_cuda_flash_attn_ext_mma_f16_case<DKQ, DV, 8/ncols2, ncols2>(ctx, dst);
+            return;
+        }
+    }
+
+    if (Q->ne[1] <= 16/ncols2) {
+        ggml_cuda_flash_attn_ext_mma_f16_case<DKQ, DV, 16/ncols2, ncols2>(ctx, dst);
+        return;
+    }
+
+    if (Q->ne[1] <= 32/ncols2) {
+        ggml_cuda_flash_attn_ext_mma_f16_case<DKQ, DV, 32/ncols2, ncols2>(ctx, dst);
+        return;
+    }
+
+    ggml_cuda_flash_attn_ext_mma_f16_case<DKQ, DV, 64/ncols2, ncols2>(ctx, dst);
+}
+
+template <int DKQ, int DV>
+static void ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV  = dst;
+    const ggml_tensor * Q    = dst->src[0];
+    const ggml_tensor * K    = dst->src[1];
+    const ggml_tensor * mask = dst->src[3];
+
+    float max_bias = 0.0f;
+    memcpy(&max_bias, (const float *) KQV->op_params + 1, sizeof(float));
+
+    const bool use_gqa_opt = mask && max_bias == 0.0f;
+
+    GGML_ASSERT(Q->ne[2] % K->ne[2] == 0);
+    const int gqa_ratio = Q->ne[2] / K->ne[2];
+
+    if (use_gqa_opt && gqa_ratio % 8 == 0) {
+        ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1<DKQ, DV, 8>(ctx, dst);
+        return;
+    }
+
+    if (use_gqa_opt && gqa_ratio % 4 == 0) {
+        ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1<DKQ, DV, 4>(ctx, dst);
+        return;
+    }
+
+    if (use_gqa_opt && gqa_ratio % 2 == 0) {
+        ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1<DKQ, DV, 2>(ctx, dst);
+        return;
+    }
+
+    ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1<DKQ, DV, 1>(ctx, dst);
+}
+
+static void ggml_cuda_flash_attn_ext_mma_f16(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV  = dst;
+    const ggml_tensor * Q    = dst->src[0];
+    const ggml_tensor * K    = dst->src[1];
+    const ggml_tensor * V    = dst->src[2];
+    const ggml_tensor * mask = dst->src[3];
+
+    switch (Q->ne[0]) {
+        case 64:
+            GGML_ASSERT(V->ne[0] == 64);
+            ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2< 64,  64>(ctx, dst);
+            break;
+        case 80:
+            GGML_ASSERT(V->ne[0] == 80);
+            ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2< 80,  80>(ctx, dst);
+            break;
+        case 96:
+            GGML_ASSERT(V->ne[0] == 96);
+            ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2< 96,  96>(ctx, dst);
+            break;
+        case 112:
+            GGML_ASSERT(V->ne[0] == 112);
+            ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2<112, 112>(ctx, dst);
+            break;
+        case 128:
+            GGML_ASSERT(V->ne[0] == 128);
+            ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2<128, 128>(ctx, dst);
+            break;
+        case 256:
+            GGML_ASSERT(V->ne[0] == 256);
+            ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2<256, 256>(ctx, dst);
+            break;
+        case 576: {
+            // For Deepseek, go straight to the ncols1 switch to avoid compiling unnecessary kernels.
+            GGML_ASSERT(V->ne[0] == 512);
+            float max_bias = 0.0f;
+            memcpy(&max_bias, (const float *) KQV->op_params + 1, sizeof(float));
+
+            const bool use_gqa_opt = mask && max_bias == 0.0f;
+            GGML_ASSERT(use_gqa_opt);
+
+            GGML_ASSERT(Q->ne[2] % K->ne[2] == 0);
+            const int gqa_ratio = Q->ne[2] / K->ne[2];
+            GGML_ASSERT(gqa_ratio % 16 == 0);
+            ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1<576, 512, 16>(ctx, dst);
+        } break;
+        default:
+            GGML_ABORT("fatal error");
+            break;
+    }
+}
+
+#define FATTN_VEC_F16_CASE(D, type_K, type_V)                               \
+    if (Q->ne[0] == (D) && K->type == (type_K) && V->type == (type_V)) {    \
+        ggml_cuda_flash_attn_ext_vec_f16_case<D, type_K, type_V>(ctx, dst); \
+        return;                                                             \
+    }                                                                       \
+
+static void ggml_cuda_flash_attn_ext_vec_f16(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_tensor * Q = dst->src[0];
+    ggml_tensor * K = dst->src[1];
+    ggml_tensor * V = dst->src[2];
+
+#ifdef GGML_CUDA_FA_ALL_QUANTS
+    FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_0)
+    FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_1)
+    FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_0)
+    FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_1)
+    FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q8_0)
+    FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_F16 )
+
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q4_0)
+
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q4_1)
+
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q5_0)
+
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q5_1)
+
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q8_0)
+
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_F16)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_F16)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_F16)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_F16)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_F16)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_F16,  GGML_TYPE_F16)
+
+    FATTN_VEC_F16_CASE(256, GGML_TYPE_F16, GGML_TYPE_F16)
+#else
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0)
+
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0)
+
+    FATTN_VEC_F16_CASE( 64, GGML_TYPE_F16, GGML_TYPE_F16)
+    FATTN_VEC_F16_CASE(128, GGML_TYPE_F16, GGML_TYPE_F16)
+    FATTN_VEC_F16_CASE(256, GGML_TYPE_F16, GGML_TYPE_F16)
+#endif // GGML_CUDA_FA_ALL_QUANTS
+
+    on_no_fattn_vec_case(Q->ne[0]);
+}
+
+#define FATTN_VEC_F32_CASE(D, type_K, type_V)                               \
+    if (Q->ne[0] == (D) && K->type == (type_K) && V->type == (type_V)) {    \
+        ggml_cuda_flash_attn_ext_vec_f32_case<D, type_K, type_V>(ctx, dst); \
+        return;                                                             \
+    }                                                                       \
+
+static void ggml_cuda_flash_attn_ext_vec_f32(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_tensor * Q = dst->src[0];
+    ggml_tensor * K = dst->src[1];
+    ggml_tensor * V = dst->src[2];
+
+#ifdef GGML_CUDA_FA_ALL_QUANTS
+    FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_0)
+    FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_1)
+    FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_0)
+    FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_1)
+    FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q8_0)
+    FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_F16)
+
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q4_0)
+
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q4_1)
+
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q5_0)
+
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q5_1)
+
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_Q8_0)
+
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_F16)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_F16)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_F16)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_F16)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_F16)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_F16,  GGML_TYPE_F16)
+
+    FATTN_VEC_F32_CASE(256, GGML_TYPE_F16, GGML_TYPE_F16)
+#else
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0)
+
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0)
+
+    FATTN_VEC_F32_CASE( 64, GGML_TYPE_F16, GGML_TYPE_F16)
+    FATTN_VEC_F32_CASE(128, GGML_TYPE_F16, GGML_TYPE_F16)
+    FATTN_VEC_F32_CASE(256, GGML_TYPE_F16, GGML_TYPE_F16)
+#endif // GGML_CUDA_FA_ALL_QUANTS
+
+    on_no_fattn_vec_case(Q->ne[0]);
+}
+
+void ggml_cuda_flash_attn_ext(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * KQV  = dst;
+    const ggml_tensor * Q    = dst->src[0];
+    const ggml_tensor * K    = dst->src[1];
+    const ggml_tensor * V    = dst->src[2];
+    const ggml_tensor * mask = dst->src[3];
+
+    ggml_cuda_set_device(ctx.device);
+    const int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc;
+    const int warp_size = ggml_cuda_info().devices[ggml_cuda_get_device()].warp_size;
+    const enum ggml_prec prec = ggml_flash_attn_ext_get_prec(KQV);
+
+    if (GGML_CUDA_CC_IS_AMD(cc)) {
+#if defined(GGML_HIP_ROCWMMA_FATTN)
+        if (fp16_mma_available(cc)) {
+            ggml_cuda_flash_attn_ext_wmma_f16(ctx, dst);
+            return;
+        }
+#endif // defined(GGML_HIP_ROCWMMA_FATTN)
+
+        // On AMD the tile kernels perform poorly, use the vec kernel instead:
+        if (prec == GGML_PREC_DEFAULT && fast_fp16_available(cc)) {
+            ggml_cuda_flash_attn_ext_vec_f16(ctx, dst);
+        } else {
+            ggml_cuda_flash_attn_ext_vec_f32(ctx, dst);
+        }
+        return;
+    }
+
+    if (!fast_fp16_available(cc)) {
+        if (Q->ne[1] <= 8 || Q->ne[0] == 256) {
+            ggml_cuda_flash_attn_ext_vec_f32(ctx, dst);
+        } else {
+            ggml_cuda_flash_attn_ext_tile_f32(ctx, dst);
+        }
+        return;
+    }
+
+    if (!fp16_mma_available(cc)) {
+        if (prec == GGML_PREC_DEFAULT) {
+            if (Q->ne[1] <= 8 || Q->ne[0] == 256) {
+                ggml_cuda_flash_attn_ext_vec_f16(ctx, dst);
+            } else {
+                ggml_cuda_flash_attn_ext_tile_f16(ctx, dst);
+            }
+        } else {
+            if (Q->ne[1] <= 8 || Q->ne[0] == 256) {
+                ggml_cuda_flash_attn_ext_vec_f32(ctx, dst);
+            } else {
+                ggml_cuda_flash_attn_ext_tile_f32(ctx, dst);
+            }
+        }
+        return;
+    }
+
+    const bool gqa_opt_applies = ((Q->ne[2] / K->ne[2]) % 2 == 0) && mask; // The mma-based kernels have GQA-specific optimizations
+    const bool mma_needs_data_conversion = K->type != GGML_TYPE_F16 || V->type != GGML_TYPE_F16;
+    const bool mma_faster_for_bs1 = new_mma_available(cc) && gqa_opt_applies && cc < GGML_CUDA_CC_ADA_LOVELACE && !mma_needs_data_conversion;
+    const bool can_use_vector_kernel = Q->ne[0] <= 256 && Q->ne[0] % (2*warp_size) == 0;
+    if (Q->ne[1] == 1 && can_use_vector_kernel && !mma_faster_for_bs1) {
+        if (prec == GGML_PREC_DEFAULT) {
+            ggml_cuda_flash_attn_ext_vec_f16(ctx, dst);
+        } else {
+            ggml_cuda_flash_attn_ext_vec_f32(ctx, dst);
+        }
+        return;
+    }
+
+    // The MMA implementation needs Turing or newer, use the old WMMA code for Volta:
+    if (fp16_mma_available(cc) && !new_mma_available(cc)) {
+        ggml_cuda_flash_attn_ext_wmma_f16(ctx, dst);
+        return;
+    }
+
+    ggml_cuda_flash_attn_ext_mma_f16(ctx, dst);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/fattn.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/fattn.cuh
new file mode 100644
index 0000000..ad3ca7a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/fattn.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_flash_attn_ext(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/getrows.cu b/ml/backend/ggml/ggml/src/ggml-cuda/getrows.cu
new file mode 100644
index 0000000..963e4d0
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/getrows.cu
@@ -0,0 +1,275 @@
+#include "getrows.cuh"
+#include "dequantize.cuh"
+
+template<int qk, int qr, dequantize_kernel_t dequantize_kernel, typename dst_t>
+static __global__ void k_get_rows(
+        const void * __restrict__ src0, const int32_t * __restrict__ src1, dst_t * __restrict__ dst,
+        const int64_t ne00, /*const int64_t ne01, const int64_t ne02, const int64_t ne03,*/
+        /*const int64_t ne10, const int64_t ne11,*/ const int64_t ne12, /*const int64_t ne13,*/
+        /*const size_t s0,*/ const size_t s1, const size_t s2, const size_t s3,
+        /*const size_t nb00,*/ const size_t nb01, const size_t nb02, const size_t nb03,
+        const size_t s10, const size_t s11, const size_t s12/*, const size_t s13*/) {
+
+    // The x and y dimensions of the grid are swapped because the maximum allowed grid size for x is higher.
+    const int i00 = (blockIdx.y * blockDim.x + threadIdx.x)*2;
+    const int i10 =  blockIdx.x;
+    const int i11 =  blockIdx.z / ne12;
+    const int i12 =  blockIdx.z % ne12;
+
+    if (i00 >= ne00) {
+        return;
+    }
+
+    const int i01 = src1[i10*s10 + i11*s11 + i12*s12];
+
+    dst_t * dst_row = dst + i10*s1 + i11*s2 + i12*s3;
+    const void * src0_row = (const char *) src0 + i01*nb01 + i11*nb02 + i12*nb03;
+
+    const int ib   =  i00/qk;      // block index
+    const int iqs  = (i00%qk)/qr;  // quant index
+    const int iybs = i00 - i00%qk; // dst block start index
+    const int y_offset = qr == 1 ? 1 : qk/2;
+
+    // dequantize
+    dfloat2 v;
+    dequantize_kernel(src0_row, ib, iqs, v);
+
+    dst_row[iybs + iqs + 0]        = float(v.x);
+    dst_row[iybs + iqs + y_offset] = float(v.y);
+}
+
+template<typename src0_t, typename dst_t>
+static __global__ void k_get_rows_float(
+        const src0_t * __restrict__ src0, const int32_t * __restrict__ src1, dst_t * __restrict__ dst,
+        const int64_t ne00, /*const int64_t ne01, const int64_t ne02, const int64_t ne03,*/
+        /*const int64_t ne10, const int64_t ne11,*/ const int64_t ne12, /*const int64_t ne13,*/
+        /*const size_t s0,*/ const size_t s1, const size_t s2, const size_t s3,
+        /*const size_t nb00,*/ const size_t nb01, const size_t nb02, const size_t nb03,
+        const size_t s10, const size_t s11, const size_t s12/*, const size_t s13*/) {
+
+    // The x and y dimensions of the grid are swapped because the maximum allowed grid size for x is higher.
+    const int i00 = blockIdx.y * blockDim.x + threadIdx.x;
+    const int i10 = blockIdx.x;
+    const int i11 = blockIdx.z / ne12;
+    const int i12 = blockIdx.z % ne12;
+
+    if (i00 >= ne00) {
+        return;
+    }
+
+    const int i01 = src1[i10*s10 + i11*s11 + i12*s12];
+
+    dst_t * dst_row = dst + i10*s1 + i11*s2 + i12*s3;
+    const src0_t * src0_row = (const src0_t *)((const char *) src0 + i01*nb01 + i11*nb02 + i12*nb03);
+
+    dst_row[i00] = float(src0_row[i00]);
+}
+
+template<typename grad_t, typename dst_t>
+static __global__ void k_get_rows_back_float(
+        const grad_t * __restrict__ grad, const int32_t * __restrict__ rows, dst_t * __restrict__ dst, const int64_t ncols, const int64_t nrows_grad) {
+    const int col = blockIdx.x*blockDim.x + threadIdx.x;
+
+    if (col >= ncols) {
+        return;
+    }
+
+    const int dst_row = blockIdx.y*blockDim.y + threadIdx.y;
+
+    float sum = 0.0f;
+
+    for (int64_t i = 0; i < nrows_grad; ++i) {
+        if (rows[i] != dst_row) {
+            continue;
+        }
+        sum += grad[i*ncols + col];
+    }
+
+    dst[dst_row*ncols + col] = sum;
+}
+
+template<int qk, int qr, dequantize_kernel_t dq, typename dst_t>
+static void get_rows_cuda_q(
+        const void * src0_d, const int32_t * src1_d, dst_t * dst_d,
+        const int64_t ne00, const size_t nb01, const size_t nb02, const size_t nb03,
+        const int64_t ne10, const int64_t ne11, const int64_t ne12, const size_t nb10, const size_t nb11, const size_t nb12,
+        const size_t nb1, const size_t nb2, const size_t nb3,
+        cudaStream_t stream) {
+    const dim3 block_dims(CUDA_GET_ROWS_BLOCK_SIZE, 1, 1);
+    const int block_num_y = (ne00 + 2*CUDA_GET_ROWS_BLOCK_SIZE - 1) / (2*CUDA_GET_ROWS_BLOCK_SIZE);
+    const dim3 block_nums(ne10, block_num_y, ne11*ne12);
+
+    // strides in elements
+    // const size_t s0 = nb0 / sizeof(dst_t);
+    const size_t s1 = nb1 / sizeof(dst_t);
+    const size_t s2 = nb2 / sizeof(dst_t);
+    const size_t s3 = nb3 / sizeof(dst_t);
+
+    const size_t s10 = nb10 / sizeof(int32_t);
+    const size_t s11 = nb11 / sizeof(int32_t);
+    const size_t s12 = nb12 / sizeof(int32_t);
+    // const size_t s13 = nb13 / sizeof(int32_t);
+
+    GGML_ASSERT(ne00 % 2 == 0);
+
+    k_get_rows<qk, qr, dq><<<block_nums, block_dims, 0, stream>>>(
+        src0_d, src1_d, dst_d,
+        ne00, /*ne01, ne02, ne03,*/
+        /*ne10, ne11,*/ ne12, /*ne13,*/
+        /* s0,*/ s1, s2, s3,
+        /* nb00,*/ nb01, nb02, nb03,
+        s10, s11, s12/*, s13*/);
+}
+
+template<typename src0_t, typename dst_t>
+static void get_rows_cuda_float(
+        const src0_t * src0_d, const int32_t * src1_d, dst_t * dst_d,
+        const int64_t ne00, const size_t nb01, const size_t nb02, const size_t nb03,
+        const int64_t ne10, const int64_t ne11, const int64_t ne12, const size_t nb10, const size_t nb11, const size_t nb12,
+        const size_t nb1, const size_t nb2, const size_t nb3,
+        cudaStream_t stream) {
+    const dim3 block_dims(CUDA_GET_ROWS_BLOCK_SIZE, 1, 1);
+    const int block_num_y = (ne00 + CUDA_GET_ROWS_BLOCK_SIZE - 1) / CUDA_GET_ROWS_BLOCK_SIZE;
+    const dim3 block_nums(ne10, block_num_y, ne11*ne12);
+
+    // strides in elements
+    // const size_t s0 = nb0 / sizeof(dst_t);
+    const size_t s1 = nb1 / sizeof(dst_t);
+    const size_t s2 = nb2 / sizeof(dst_t);
+    const size_t s3 = nb3 / sizeof(dst_t);
+
+    const size_t s10 = nb10 / sizeof(int32_t);
+    const size_t s11 = nb11 / sizeof(int32_t);
+    const size_t s12 = nb12 / sizeof(int32_t);
+    // const size_t s13 = nb13 / sizeof(int32_t);
+
+    k_get_rows_float<<<block_nums, block_dims, 0, stream>>>(
+        src0_d, src1_d, dst_d,
+        ne00, /*ne01, ne02, ne03,*/
+        /*ne10, ne11,*/ ne12, /*ne13,*/
+        /* s0,*/ s1, s2, s3,
+        /* nb00,*/ nb01, nb02, nb03,
+        s10, s11, s12/*, s13*/);
+}
+
+template <typename dst_t>
+static void ggml_cuda_get_rows_switch_src0_type(
+        const void * src0_d, const ggml_type src0_type, const int32_t * src1_d, dst_t * dst_d,
+        const int64_t ne00, const size_t nb01, const size_t nb02, const size_t nb03,
+        const int64_t ne10, const int64_t ne11, const int64_t ne12, const size_t nb10, const size_t nb11, const size_t nb12,
+        const size_t nb1, const size_t nb2, const size_t nb3,
+        cudaStream_t stream) {
+    switch (src0_type) {
+        case GGML_TYPE_F16:
+            get_rows_cuda_float((const half *) src0_d, src1_d, dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_F32:
+            get_rows_cuda_float((const float *) src0_d, src1_d, dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_BF16:
+            get_rows_cuda_float((const nv_bfloat16 *) src0_d, src1_d, dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_Q4_0:
+            get_rows_cuda_q<QK4_0, QR4_0, dequantize_q4_0>(src0_d, src1_d, dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_Q4_1:
+            get_rows_cuda_q<QK4_1, QR4_1, dequantize_q4_1>(src0_d, src1_d, dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_Q5_0:
+            get_rows_cuda_q<QK5_0, QR5_0, dequantize_q5_0>(src0_d, src1_d, dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_Q5_1:
+            get_rows_cuda_q<QK5_1, QR5_1, dequantize_q5_1>(src0_d, src1_d, dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_Q8_0:
+            get_rows_cuda_q<QK8_0, QR8_0, dequantize_q8_0>(src0_d, src1_d, dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        default:
+            // TODO: k-quants
+            GGML_ABORT("%s: unsupported src0 type: %s\n", __func__, ggml_type_name(src0_type));
+            break;
+    }
+}
+
+void get_rows_cuda(
+        const void * src0_d, ggml_type src0_type, const int32_t * src1_d, void * dst_d, ggml_type dst_type,
+        int64_t ne00, size_t nb01, size_t nb02, size_t nb03,
+        int64_t ne10, int64_t ne11, int64_t ne12, size_t nb10, size_t nb11, size_t nb12,
+        size_t nb1, size_t nb2, size_t nb3,
+        cudaStream_t stream) {
+    switch (dst_type) {
+        case GGML_TYPE_F32:
+            ggml_cuda_get_rows_switch_src0_type(src0_d, src0_type, src1_d, (float *) dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_F16:
+            ggml_cuda_get_rows_switch_src0_type(src0_d, src0_type, src1_d, (half *) dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_BF16:
+            ggml_cuda_get_rows_switch_src0_type(src0_d, src0_type, src1_d, (nv_bfloat16 *) dst_d,
+                ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+            break;
+        default:
+            GGML_ABORT("%s: unsupported dst type: %s\n", __func__, ggml_type_name(dst_type));
+            break;
+    }
+}
+
+void ggml_cuda_op_get_rows(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    GGML_ASSERT(src1->type == GGML_TYPE_I32);
+    GGML_ASSERT(ne13 == 1);
+
+    GGML_ASSERT(src0->nb[0] == ggml_type_size(src0->type));
+    GGML_ASSERT(src1->nb[0] == ggml_type_size(src1->type));
+    GGML_ASSERT(dst->nb[0]  == ggml_type_size(dst->type));
+
+    get_rows_cuda(src0->data, src0->type, (const int32_t *) src1->data, dst->data, dst->type,
+        ne00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb1, nb2, nb3, stream);
+}
+
+void ggml_cuda_op_get_rows_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0]; // gradients of forward pass output
+    const ggml_tensor * src1 = dst->src[1]; // src1 in forward pass
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const float   * src0_d = (const float   *) src0->data;
+    const int32_t * src1_d = (const int32_t *) src1->data;
+    float         * dst_d  = (float         *) dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_I32);
+    GGML_ASSERT(dst->type  == GGML_TYPE_F32);
+
+    GGML_ASSERT(ggml_is_contiguous(src0));
+    GGML_ASSERT(ggml_is_contiguous(src1));
+    GGML_ASSERT(ggml_is_contiguous(dst));
+
+    GGML_ASSERT(ne02*ne03 == 1);
+    GGML_ASSERT(ne12*ne13 == 1);
+    GGML_ASSERT(ne2*ne3 == 1);
+
+    const dim3 block_dims(CUDA_GET_ROWS_BACK_BLOCK_SIZE, 1, 1);
+    const int block_num_x = (ne00 + CUDA_GET_ROWS_BACK_BLOCK_SIZE - 1) / CUDA_GET_ROWS_BACK_BLOCK_SIZE;
+    const dim3 block_nums(block_num_x, ne1, 1);
+
+    k_get_rows_back_float<<<block_nums, block_dims, 0, stream>>>(src0_d, src1_d, dst_d, ne00, ne10);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/getrows.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/getrows.cuh
new file mode 100644
index 0000000..3c5bea5
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/getrows.cuh
@@ -0,0 +1,15 @@
+#include "common.cuh"
+
+#define CUDA_GET_ROWS_BLOCK_SIZE 256
+#define CUDA_GET_ROWS_BACK_BLOCK_SIZE 256
+
+void get_rows_cuda(
+        const void * src0_d, ggml_type src0_type, const int32_t * src1_d, void * dst_d, ggml_type dst_type,
+        int64_t ne00, size_t nb01, size_t nb02, size_t nb03,
+        int64_t ne10, int64_t ne11, int64_t ne12, size_t nb10, size_t nb11, size_t nb12,
+        size_t nb1, size_t nb2, size_t nb3,
+        cudaStream_t stream);
+
+void ggml_cuda_op_get_rows(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_get_rows_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/ggml-cuda.cu b/ml/backend/ggml/ggml/src/ggml-cuda/ggml-cuda.cu
new file mode 100644
index 0000000..cb0d852
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/ggml-cuda.cu
@@ -0,0 +1,3504 @@
+#include "ggml-cuda.h"
+#include "ggml-impl.h"
+#include "ggml-backend-impl.h"
+
+#include "ggml-cuda/common.cuh"
+#include "ggml-cuda/acc.cuh"
+#include "ggml-cuda/arange.cuh"
+#include "ggml-cuda/argmax.cuh"
+#include "ggml-cuda/argsort.cuh"
+#include "ggml-cuda/binbcast.cuh"
+#include "ggml-cuda/clamp.cuh"
+#include "ggml-cuda/concat.cuh"
+#include "ggml-cuda/conv-transpose-1d.cuh"
+#include "ggml-cuda/convert.cuh"
+#include "ggml-cuda/count-equal.cuh"
+#include "ggml-cuda/cpy.cuh"
+#include "ggml-cuda/cross-entropy-loss.cuh"
+#include "ggml-cuda/diagmask.cuh"
+#include "ggml-cuda/fattn.cuh"
+#include "ggml-cuda/getrows.cuh"
+#include "ggml-cuda/im2col.cuh"
+#include "ggml-cuda/mmq.cuh"
+#include "ggml-cuda/mmv.cuh"
+#include "ggml-cuda/mmvq.cuh"
+#include "ggml-cuda/norm.cuh"
+#include "ggml-cuda/opt-step-adamw.cuh"
+#include "ggml-cuda/out-prod.cuh"
+#include "ggml-cuda/pad.cuh"
+#include "ggml-cuda/pool2d.cuh"
+#include "ggml-cuda/quantize.cuh"
+#include "ggml-cuda/rope.cuh"
+#include "ggml-cuda/scale.cuh"
+#include "ggml-cuda/softmax.cuh"
+#include "ggml-cuda/ssm-conv.cuh"
+#include "ggml-cuda/ssm-scan.cuh"
+#include "ggml-cuda/sum.cuh"
+#include "ggml-cuda/sumrows.cuh"
+#include "ggml-cuda/tsembd.cuh"
+#include "ggml-cuda/unary.cuh"
+#include "ggml-cuda/upscale.cuh"
+#include "ggml-cuda/wkv.cuh"
+#include "ggml-cuda/gla.cuh"
+#include "ggml.h"
+
+#include <algorithm>
+#include <array>
+#include <atomic>
+#include <charconv>
+#include <cinttypes>
+#include <cstddef>
+#include <cstdint>
+#include <float.h>
+#include <limits>
+#include <map>
+#include <memory>
+#include <mutex>
+#include <stdint.h>
+#include <stdio.h>
+#include <stdarg.h>
+#include <stdlib.h>
+#include <string>
+#include <vector>
+
+static_assert(sizeof(half) == sizeof(ggml_fp16_t), "wrong fp16 size");
+
+[[noreturn]]
+void ggml_cuda_error(const char * stmt, const char * func, const char * file, int line, const char * msg) {
+    int id = -1; // in case cudaGetDevice fails
+    (void)cudaGetDevice(&id);
+
+    GGML_LOG_ERROR(GGML_CUDA_NAME " error: %s\n", msg);
+    GGML_LOG_ERROR("  current device: %d, in function %s at %s:%d\n", id, func, file, line);
+    GGML_LOG_ERROR("  %s\n", stmt);
+    // abort with GGML_ABORT to get a stack trace
+    GGML_ABORT(GGML_CUDA_NAME " error");
+}
+
+// this is faster on Windows
+// probably because the Windows CUDA libraries forget to make this check before invoking the drivers
+void ggml_cuda_set_device(int device) {
+    int current_device;
+    CUDA_CHECK(cudaGetDevice(&current_device));
+
+    if (device == current_device) {
+        return;
+    }
+
+    CUDA_CHECK(cudaSetDevice(device));
+}
+
+int ggml_cuda_get_device() {
+    int id;
+    CUDA_CHECK(cudaGetDevice(&id));
+    return id;
+}
+
+static cudaError_t ggml_cuda_device_malloc(void ** ptr, size_t size, int device) {
+    ggml_cuda_set_device(device);
+    cudaError_t err;
+    if (getenv("GGML_CUDA_ENABLE_UNIFIED_MEMORY") != nullptr)
+    {
+        err = cudaMallocManaged(ptr, size);
+#if defined(GGML_USE_HIP)
+        if (err == hipSuccess) {
+            CUDA_CHECK(cudaMemAdvise(*ptr, size, hipMemAdviseSetCoarseGrain, device));
+        }
+
+        // fall back to cudaMalloc if not supported (e.g. on Windows)
+        if (err == hipErrorNotSupported) {
+            static bool warned_unsupported = false;
+            if (!warned_unsupported) {
+                GGML_LOG_WARN("hipMallocManaged unsupported, falling back to hipMalloc.\n");
+                warned_unsupported = true;
+            }
+
+            err = cudaMalloc(ptr, size);
+        }
+#endif // defined(GGML_USE_HIP)
+    }
+    else
+    {
+        err = cudaMalloc(ptr, size);
+    }
+    return err;
+}
+
+#if defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+static int ggml_cuda_parse_id(char devName[]) {
+    // A list of possible Target IDs can be found under the rocclr/clr repo in device.cpp
+    // these values are not stable so this is susceptible to breakage
+    // https://github.com/ROCm/clr/blob/amd-staging/rocclr/device/device.cpp
+    int archMajor = 0x0;
+    int archMinor = 0x0;
+    int archNum = GGML_CUDA_CC_OFFSET_AMD;
+    int archLen = strlen(devName);
+    char archName[archLen + 1];
+
+    // strip leading 'gfx' while copying into our buffer
+    if (archLen > 3) {
+        strcpy(archName, &devName[3]);
+        archLen -= 3;
+    }
+
+    // trim trailing :xnack- or :sramecc- statuses
+    archLen = strcspn(archName, ":");
+    archName[archLen] = '\0';
+
+    // tease out the version information
+    if (archLen > 8) {
+        // versions labeled generic use '-' as delimiter
+        // strip the trailing "-generic" then iterate through what remains
+        if ((strstr(archName, "-generic"))) {
+            archName[archLen - 8] = '\0';
+            char * pch;
+            if ((pch = strtok(archName, "-"))) {
+                archMajor = (int)strtoul(pch, 0, 16);
+                if ((pch = strtok(NULL, "-"))) {
+                    archMinor = 0x10 * (int)strtoul(pch, 0, 16);
+                }
+            }
+        }
+    } else if (archLen >= 3) {
+        // last two digits should be the minor * 0x10 + stepping
+        archMinor = (int)strtoul(&archName[archLen - 2], 0, 16);
+        archName[archLen - 2] = '\0';
+
+        // only the major version remains
+        archMajor = (int)strtoul(archName, 0, 16);
+    }
+    archNum += archMajor * 0x100;
+    archNum += archMinor;
+    return archNum;
+}
+#endif // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+
+static ggml_cuda_device_info ggml_cuda_init() {
+#ifdef __HIP_PLATFORM_AMD__
+    // Workaround for a rocBLAS bug when using multiple graphics cards:
+    // https://github.com/ROCmSoftwarePlatform/rocBLAS/issues/1346
+    {
+        int major_version = 0;
+        size_t version_length = 0;
+        if (rocblas_get_version_string_size(&version_length) == rocblas_status_success) {
+            std::vector<char> version(version_length+1, '\0');
+            if (rocblas_get_version_string(version.data(), version.size()) == rocblas_status_success) {
+                version.resize(::strlen(version.data()));
+                int parsed_value = 0;
+                if (std::from_chars(version.data(), version.data() + version.size(), parsed_value).ec == std::errc()) {
+                    major_version = parsed_value;
+                }
+            }
+        }
+        if (major_version < 4) {
+            GGML_LOG_DEBUG(GGML_CUDA_NAME " calling rocblas_initialize as a workaround for a rocBLAS bug\n");
+            rocblas_initialize();
+            CUDA_CHECK(cudaDeviceSynchronize());
+        }
+    }
+#endif
+
+    ggml_cuda_device_info info = {};
+
+    cudaError_t err = cudaGetDeviceCount(&info.device_count);
+    if (err != cudaSuccess) {
+        GGML_LOG_ERROR("%s: failed to initialize " GGML_CUDA_NAME ": %s\n", __func__, cudaGetErrorString(err));
+        return info;
+    }
+
+    GGML_ASSERT(info.device_count <= GGML_CUDA_MAX_DEVICES);
+
+    int64_t total_vram = 0;
+#ifdef GGML_CUDA_FORCE_MMQ
+    GGML_LOG_INFO("%s: GGML_CUDA_FORCE_MMQ:    yes\n", __func__);
+#else
+    GGML_LOG_INFO("%s: GGML_CUDA_FORCE_MMQ:    no\n", __func__);
+#endif // GGML_CUDA_FORCE_MMQ
+#ifdef GGML_CUDA_FORCE_CUBLAS
+    GGML_LOG_INFO("%s: GGML_CUDA_FORCE_CUBLAS: yes\n", __func__);
+#else
+    GGML_LOG_INFO("%s: GGML_CUDA_FORCE_CUBLAS: no\n", __func__);
+#endif // GGML_CUDA_FORCE_CUBLAS
+    GGML_LOG_INFO("%s: found %d " GGML_CUDA_NAME " devices:\n", __func__, info.device_count);
+    for (int id = 0; id < info.device_count; ++id) {
+        int device_vmm = 0;
+
+#if defined(GGML_USE_VMM)
+        CUdevice device;
+        CU_CHECK(cuDeviceGet(&device, id));
+        CU_CHECK(cuDeviceGetAttribute(&device_vmm, CU_DEVICE_ATTRIBUTE_VIRTUAL_MEMORY_MANAGEMENT_SUPPORTED, device));
+
+        if (device_vmm) {
+            CUmemAllocationProp alloc_prop = {};
+            alloc_prop.type = CU_MEM_ALLOCATION_TYPE_PINNED;
+            alloc_prop.location.type = CU_MEM_LOCATION_TYPE_DEVICE;
+            alloc_prop.location.id = id;
+            CU_CHECK(cuMemGetAllocationGranularity(&info.devices[id].vmm_granularity, &alloc_prop, CU_MEM_ALLOC_GRANULARITY_RECOMMENDED));
+        }
+#endif // defined(GGML_USE_VMM)
+        info.devices[id].vmm = !!device_vmm;
+
+        cudaDeviceProp prop;
+        CUDA_CHECK(cudaGetDeviceProperties(&prop, id));
+
+        info.default_tensor_split[id] = total_vram;
+        total_vram += prop.totalGlobalMem;
+
+        info.devices[id].nsm       = prop.multiProcessorCount;
+        info.devices[id].smpb      = prop.sharedMemPerBlock;
+        info.devices[id].warp_size = prop.warpSize;
+#if defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+        info.devices[id].smpbo = prop.sharedMemPerBlock;
+
+        info.devices[id].cc = ggml_cuda_parse_id(prop.gcnArchName);
+        if ((info.devices[id].cc & 0xff00) == 0x0) {
+            GGML_LOG_WARN("invalid architecture ID received for device %d %s: %s  cc %d.%d\n",
+                            id, prop.name, prop.gcnArchName, prop.major, prop.minor);
+
+            // Fallback to prop.major and prop.minor
+            if (prop.major > 0) {
+                info.devices[id].cc = GGML_CUDA_CC_OFFSET_AMD + prop.major * 0x100;
+                info.devices[id].cc += prop.minor * 0x10;
+            }
+        }
+        GGML_LOG_INFO("  Device %d: %s, %s (0x%x), VMM: %s, Wave Size: %d\n",
+                      id, prop.name, prop.gcnArchName, info.devices[id].cc & 0xffff,
+                      device_vmm ? "yes" : "no", prop.warpSize);
+#elif defined(GGML_USE_MUSA)
+        // FIXME: Ensure compatibility with varying warp sizes across different MUSA archs.
+        info.devices[id].warp_size = 32;
+        info.devices[id].smpbo = prop.sharedMemPerBlockOptin;
+        info.devices[id].cc = GGML_CUDA_CC_OFFSET_MTHREADS + prop.major * 0x100;
+        info.devices[id].cc += prop.minor * 0x10;
+        GGML_LOG_INFO("  Device %d: %s, compute capability %d.%d, VMM: %s\n",
+                        id, prop.name, prop.major, prop.minor, device_vmm ? "yes" : "no");
+#else
+        info.devices[id].smpbo = prop.sharedMemPerBlockOptin;
+        info.devices[id].cc = 100*prop.major + 10*prop.minor;
+        GGML_LOG_INFO("  Device %d: %s, compute capability %d.%d, VMM: %s\n",
+                        id, prop.name, prop.major, prop.minor, device_vmm ? "yes" : "no");
+#endif // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+    }
+
+    for (int id = 0; id < info.device_count; ++id) {
+        info.default_tensor_split[id] /= total_vram;
+    }
+
+    // configure logging to stdout
+    // CUBLAS_CHECK(cublasLoggerConfigure(1, 1, 0, nullptr));
+
+    return info;
+}
+
+const ggml_cuda_device_info & ggml_cuda_info() {
+    static ggml_cuda_device_info info = ggml_cuda_init();
+    return info;
+}
+
+// #define DEBUG_CUDA_MALLOC
+
+// buffer pool for cuda (legacy)
+struct ggml_cuda_pool_leg : public ggml_cuda_pool {
+    static const int MAX_BUFFERS = 256;
+
+    int device;
+    struct ggml_cuda_buffer {
+        void * ptr = nullptr;
+        size_t size = 0;
+    };
+
+    ggml_cuda_buffer buffer_pool[MAX_BUFFERS] = {};
+    size_t pool_size = 0;
+
+    explicit ggml_cuda_pool_leg(int device) :
+        device(device) {
+    }
+
+    ~ggml_cuda_pool_leg() {
+        ggml_cuda_set_device(device);
+        for (int i = 0; i < MAX_BUFFERS; ++i) {
+            ggml_cuda_buffer & b = buffer_pool[i];
+            if (b.ptr != nullptr) {
+                CUDA_CHECK(cudaFree(b.ptr));
+                pool_size -= b.size;
+            }
+        }
+        GGML_ASSERT(pool_size == 0);
+    }
+
+    void * alloc(size_t size, size_t * actual_size) override {
+#ifdef DEBUG_CUDA_MALLOC
+        int nnz = 0;
+        size_t max_size = 0;
+#endif
+        size_t best_diff = 1ull << 36;
+        int ibest = -1;
+        for (int i = 0; i < MAX_BUFFERS; ++i) {
+            ggml_cuda_buffer& b = buffer_pool[i];
+            if (b.ptr != nullptr) {
+#ifdef DEBUG_CUDA_MALLOC
+                ++nnz;
+                if (b.size > max_size) max_size = b.size;
+#endif
+                if (b.size >= size) {
+                    size_t diff = b.size - size;
+                    if (diff < best_diff) {
+                        best_diff = diff;
+                        ibest = i;
+                        if (!best_diff) {
+                            void * ptr = b.ptr;
+                            *actual_size = b.size;
+                            b.ptr = nullptr;
+                            b.size = 0;
+                            return ptr;
+                        }
+                    }
+                }
+            }
+        }
+        if (ibest >= 0) {
+            ggml_cuda_buffer& b = buffer_pool[ibest];
+            void * ptr = b.ptr;
+            *actual_size = b.size;
+            b.ptr = nullptr;
+            b.size = 0;
+            return ptr;
+        }
+        void * ptr;
+        size_t look_ahead_size = (size_t) (1.05 * size);
+        look_ahead_size = 256 * ((look_ahead_size + 255)/256);
+        ggml_cuda_set_device(device);
+        CUDA_CHECK(ggml_cuda_device_malloc(&ptr, look_ahead_size, device));
+        *actual_size = look_ahead_size;
+        pool_size += look_ahead_size;
+#ifdef DEBUG_CUDA_MALLOC
+        GGML_LOG_INFO("%s[%d]: %d buffers, max_size = %u MB, pool_size = %u MB, requested %u MB\n", __func__, device, nnz,
+                           (uint32_t)(max_size / 1024 / 1024), (uint32_t)(pool_size / 1024 / 1024), (uint32_t)(size / 1024 / 1024));
+#endif
+        return ptr;
+    }
+
+    void free(void * ptr, size_t size) override {
+        for (int i = 0; i < MAX_BUFFERS; ++i) {
+            ggml_cuda_buffer& b = buffer_pool[i];
+            if (b.ptr == nullptr) {
+                b.ptr = ptr;
+                b.size = size;
+                return;
+            }
+        }
+        GGML_LOG_DEBUG(GGML_CUDA_NAME " buffer pool full, increase MAX_CUDA_BUFFERS\n");
+        ggml_cuda_set_device(device);
+        CUDA_CHECK(cudaFree(ptr));
+        pool_size -= size;
+    }
+};
+
+// pool with virtual memory
+#if defined(GGML_USE_VMM)
+struct ggml_cuda_pool_vmm : public ggml_cuda_pool {
+    static const size_t CUDA_POOL_VMM_MAX_SIZE = 1ull << 35; // 32 GB
+
+    int device;
+    CUdeviceptr pool_addr = 0;
+    size_t pool_used = 0;
+    size_t pool_size = 0;
+    size_t granularity;
+#if defined(GGML_USE_HIP)
+    std::vector<std::pair<CUdeviceptr, size_t>> mappings;
+#endif
+
+    explicit ggml_cuda_pool_vmm(int device) :
+        device(device),
+        granularity(ggml_cuda_info().devices[device].vmm_granularity) {
+    }
+
+    ~ggml_cuda_pool_vmm() {
+        if (pool_addr != 0) {
+#if defined(GGML_USE_HIP)
+            // Workaround for https://github.com/ROCm/ROCR-Runtime/issues/285
+            for (std::pair<CUdeviceptr, size_t> & mapping : mappings) {
+                CU_CHECK(cuMemUnmap(mapping.first, mapping.second));
+            }
+#else
+            CU_CHECK(cuMemUnmap(pool_addr, pool_size));
+#endif
+            CU_CHECK(cuMemAddressFree(pool_addr, CUDA_POOL_VMM_MAX_SIZE));
+        }
+    }
+
+    void * alloc(size_t size, size_t * actual_size) override {
+        // round up the allocation size to the alignment to ensure that all allocations are aligned for all data types
+        const size_t alignment = 128;
+        size = alignment * ((size + alignment - 1) / alignment);
+
+        size_t avail = pool_size - pool_used;
+
+        if (size > avail) {
+            // round up to the next multiple of the granularity
+            size_t reserve_size = size - avail;
+            reserve_size = granularity * ((reserve_size + granularity - 1) / granularity);
+
+            GGML_ASSERT(pool_size + reserve_size <= CUDA_POOL_VMM_MAX_SIZE);
+
+            // allocate more physical memory
+            CUmemAllocationProp prop = {};
+            prop.type = CU_MEM_ALLOCATION_TYPE_PINNED;
+            prop.location.type = CU_MEM_LOCATION_TYPE_DEVICE;
+            prop.location.id = device;
+            CUmemGenericAllocationHandle handle;
+            CU_CHECK(cuMemCreate(&handle, reserve_size, &prop, 0));
+
+            // reserve virtual address space (if not already reserved)
+            if (pool_addr == 0) {
+                CU_CHECK(cuMemAddressReserve(&pool_addr, CUDA_POOL_VMM_MAX_SIZE, 0, 0, 0));
+            }
+
+            // map at the end of the pool
+            CUdeviceptr start_ptr = (CUdeviceptr)((char *)(pool_addr) + pool_size);
+            CU_CHECK(cuMemMap(start_ptr, reserve_size, 0, handle, 0));
+#if defined(GGML_USE_HIP)
+            mappings.push_back({start_ptr, reserve_size});
+#endif
+
+            // the memory allocation handle is no longer needed after mapping
+            CU_CHECK(cuMemRelease(handle));
+
+            // set access
+            CUmemAccessDesc access = {};
+            access.location.type = CU_MEM_LOCATION_TYPE_DEVICE;
+            access.location.id = device;
+            access.flags = CU_MEM_ACCESS_FLAGS_PROT_READWRITE;
+            CU_CHECK(cuMemSetAccess((CUdeviceptr)((char *)(pool_addr) + pool_size), reserve_size, &access, 1));
+
+            // add to the pool
+            pool_size += reserve_size;
+
+            //printf("cuda pool[%d]: size increased to %llu MB (reserved %llu MB)\n",
+            //       device, (unsigned long long) (pool_size/1024/1024),
+            //       (unsigned long long) (reserve_size/1024/1024));
+        }
+
+        GGML_ASSERT(pool_addr != 0);
+
+        void * ptr = (void *) ((CUdeviceptr)((char *)(pool_addr) + pool_used));
+        *actual_size = size;
+        pool_used += size;
+
+#ifdef DEBUG_CUDA_MALLOC
+        printf("cuda pool[%d]: allocated %llu bytes at %llx\n", device, (unsigned long long) size, ptr);
+#endif
+
+        return ptr;
+    }
+
+    void free(void * ptr, size_t size) override {
+#ifdef DEBUG_CUDA_MALLOC
+        printf("cuda pool[%d]: freed %llu bytes at %llx\n", device, (unsigned long long) size, ptr);
+#endif
+
+        pool_used -= size;
+
+        // all deallocations must be in reverse order of the allocations
+        GGML_ASSERT(ptr == (void *) ((char *)(pool_addr) + pool_used));
+    }
+};
+#endif // defined(GGML_USE_VMM)
+
+std::unique_ptr<ggml_cuda_pool> ggml_backend_cuda_context::new_pool_for_device(int device) {
+#if defined(GGML_USE_VMM)
+    if (ggml_cuda_info().devices[device].vmm) {
+        return std::unique_ptr<ggml_cuda_pool>(new ggml_cuda_pool_vmm(device));
+    }
+#endif // defined(GGML_USE_VMM)
+    return std::unique_ptr<ggml_cuda_pool>(new ggml_cuda_pool_leg(device));
+}
+
+// cuda buffer
+
+struct ggml_backend_cuda_buffer_context {
+    int device;
+    void * dev_ptr = nullptr;
+    std::string name;
+
+    ggml_backend_cuda_buffer_context(int device, void * dev_ptr) :
+        device(device), dev_ptr(dev_ptr),
+        name(GGML_CUDA_NAME + std::to_string(device)) {
+    }
+
+    ~ggml_backend_cuda_buffer_context() {
+        CUDA_CHECK(cudaFree(dev_ptr));
+    }
+};
+
+static void ggml_backend_cuda_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+    ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context;
+    delete ctx;
+    delete buffer;
+}
+
+static bool ggml_backend_buffer_is_cuda(ggml_backend_buffer_t buffer) {
+    return buffer->iface.free_buffer == ggml_backend_cuda_buffer_free_buffer;
+}
+
+static void * ggml_backend_cuda_buffer_get_base(ggml_backend_buffer_t buffer) {
+    ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context;
+    return ctx->dev_ptr;
+}
+
+static enum ggml_status ggml_backend_cuda_buffer_init_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor) {
+    ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context;
+
+    if (tensor->view_src != NULL) {
+        assert(tensor->view_src->buffer->buft == buffer->buft);
+        return GGML_STATUS_SUCCESS;
+    }
+
+    if (ggml_is_quantized(tensor->type) && tensor->view_src == nullptr && ggml_backend_buffer_get_usage(buffer) != GGML_BACKEND_BUFFER_USAGE_COMPUTE) {
+        // initialize padding to 0 to avoid possible NaN values
+        const size_t original_size = ggml_nbytes(tensor);
+        const size_t padded_size = ggml_backend_buft_get_alloc_size(buffer->buft, tensor);
+
+        if (padded_size > original_size) {
+            ggml_cuda_set_device(ctx->device);
+            CUDA_CHECK(cudaMemset((char *)tensor->data + original_size, 0, padded_size - original_size));
+        }
+    }
+    return GGML_STATUS_SUCCESS;
+}
+
+static void ggml_backend_cuda_buffer_memset_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) {
+    ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context;
+
+    ggml_cuda_set_device(ctx->device);
+    CUDA_CHECK(cudaMemsetAsync((char *)tensor->data + offset, value, size, cudaStreamPerThread));
+    CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread));
+}
+
+static void ggml_backend_cuda_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context;
+
+    ggml_cuda_set_device(ctx->device);
+    CUDA_CHECK(cudaMemcpyAsync((char *)tensor->data + offset, data, size, cudaMemcpyHostToDevice, cudaStreamPerThread));
+    CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread));
+}
+
+static void ggml_backend_cuda_buffer_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context;
+
+    ggml_cuda_set_device(ctx->device);
+    CUDA_CHECK(cudaMemcpyAsync(data, (const char *)tensor->data + offset, size, cudaMemcpyDeviceToHost, cudaStreamPerThread));
+    CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread));
+}
+
+static bool ggml_backend_cuda_buffer_cpy_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * src, ggml_tensor * dst) {
+    if (ggml_backend_buffer_is_cuda(src->buffer)) {
+        ggml_backend_cuda_buffer_context * src_ctx = (ggml_backend_cuda_buffer_context *)src->buffer->context;
+        ggml_backend_cuda_buffer_context * dst_ctx = (ggml_backend_cuda_buffer_context *)dst->buffer->context;
+        if (src_ctx->device == dst_ctx->device) {
+            CUDA_CHECK(cudaMemcpyAsync(dst->data, src->data, ggml_nbytes(src), cudaMemcpyDeviceToDevice, cudaStreamPerThread));
+        } else {
+#ifdef GGML_CUDA_NO_PEER_COPY
+            return false;
+#else
+            CUDA_CHECK(cudaMemcpyPeerAsync(dst->data, dst_ctx->device, src->data, src_ctx->device, ggml_nbytes(src), cudaStreamPerThread));
+#endif
+        }
+        CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread));
+        return true;
+    }
+    return false;
+
+    GGML_UNUSED(buffer);
+}
+
+static void ggml_backend_cuda_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+    ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context;
+
+    ggml_cuda_set_device(ctx->device);
+    CUDA_CHECK(cudaDeviceSynchronize());
+    CUDA_CHECK(cudaMemset(ctx->dev_ptr, value, buffer->size));
+    CUDA_CHECK(cudaDeviceSynchronize());
+}
+
+static const ggml_backend_buffer_i ggml_backend_cuda_buffer_interface = {
+    /* .free_buffer     = */ ggml_backend_cuda_buffer_free_buffer,
+    /* .get_base        = */ ggml_backend_cuda_buffer_get_base,
+    /* .init_tensor     = */ ggml_backend_cuda_buffer_init_tensor,
+    /* .memset_tensor   = */ ggml_backend_cuda_buffer_memset_tensor,
+    /* .set_tensor      = */ ggml_backend_cuda_buffer_set_tensor,
+    /* .get_tensor      = */ ggml_backend_cuda_buffer_get_tensor,
+    /* .cpy_tensor      = */ ggml_backend_cuda_buffer_cpy_tensor,
+    /* .clear           = */ ggml_backend_cuda_buffer_clear,
+    /* .reset           = */ NULL,
+};
+
+// cuda buffer type
+struct ggml_backend_cuda_buffer_type_context {
+    int device;
+    std::string name;
+};
+
+static const char * ggml_backend_cuda_buffer_type_get_name(ggml_backend_buffer_type_t buft) {
+    ggml_backend_cuda_buffer_type_context * ctx = (ggml_backend_cuda_buffer_type_context *)buft->context;
+
+    return ctx->name.c_str();
+}
+
+static bool ggml_backend_buft_is_cuda(ggml_backend_buffer_type_t buft) {
+    return buft->iface.get_name == ggml_backend_cuda_buffer_type_get_name;
+}
+
+static ggml_backend_buffer_t ggml_backend_cuda_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    ggml_backend_cuda_buffer_type_context * buft_ctx = (ggml_backend_cuda_buffer_type_context *)buft->context;
+
+    ggml_cuda_set_device(buft_ctx->device);
+
+    void * dev_ptr;
+    cudaError_t err = ggml_cuda_device_malloc(&dev_ptr, size, buft_ctx->device);
+    if (err != cudaSuccess) {
+        // clear the error
+        (void)cudaGetLastError();
+        GGML_LOG_ERROR("%s: allocating %.2f MiB on device %d: cudaMalloc failed: %s\n", __func__, size / 1024.0 / 1024.0, buft_ctx->device, cudaGetErrorString(err));
+        return nullptr;
+    }
+
+    ggml_backend_cuda_buffer_context * ctx = new ggml_backend_cuda_buffer_context(buft_ctx->device, dev_ptr);
+
+    return ggml_backend_buffer_init(buft, ggml_backend_cuda_buffer_interface, ctx, size);
+}
+
+static size_t ggml_backend_cuda_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) {
+    return 128;
+
+    GGML_UNUSED(buft);
+}
+
+static size_t ggml_backend_cuda_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) {
+    size_t size = ggml_nbytes(tensor);
+    int64_t ne0 = tensor->ne[0];
+
+    if (ggml_is_quantized(tensor->type)) {
+        if (ne0 % MATRIX_ROW_PADDING != 0) {
+            GGML_ASSERT(tensor->nb[0] == ggml_element_size(tensor));
+            size += ggml_row_size(tensor->type, MATRIX_ROW_PADDING - ne0 % MATRIX_ROW_PADDING);
+        }
+    }
+
+    return size;
+
+    GGML_UNUSED(buft);
+}
+
+static const ggml_backend_buffer_type_i ggml_backend_cuda_buffer_type_interface = {
+    /* .get_name         = */ ggml_backend_cuda_buffer_type_get_name,
+    /* .alloc_buffer     = */ ggml_backend_cuda_buffer_type_alloc_buffer,
+    /* .get_alignment    = */ ggml_backend_cuda_buffer_type_get_alignment,
+    /* .get_max_size     = */ NULL, // defaults to SIZE_MAX
+    /* .get_alloc_size   = */ ggml_backend_cuda_buffer_type_get_alloc_size,
+    /* .is_host          = */ NULL,
+};
+
+ggml_backend_buffer_type_t ggml_backend_cuda_buffer_type(int device) {
+    static std::mutex mutex;
+    std::lock_guard<std::mutex> lock(mutex);
+
+    if (device >= ggml_backend_cuda_get_device_count()) {
+        return nullptr;
+    }
+
+    static ggml_backend_buffer_type ggml_backend_cuda_buffer_types[GGML_CUDA_MAX_DEVICES];
+
+    static bool ggml_backend_cuda_buffer_type_initialized = false;
+
+    if (!ggml_backend_cuda_buffer_type_initialized) {
+        for (int i = 0; i < ggml_backend_cuda_get_device_count(); i++) {
+            ggml_backend_cuda_buffer_types[i] = {
+                /* .iface    = */ ggml_backend_cuda_buffer_type_interface,
+                /* .device   = */ ggml_backend_reg_dev_get(ggml_backend_cuda_reg(), i),
+                /* .context  = */ new ggml_backend_cuda_buffer_type_context{i, GGML_CUDA_NAME + std::to_string(i)},
+            };
+        }
+        ggml_backend_cuda_buffer_type_initialized = true;
+    }
+
+    return &ggml_backend_cuda_buffer_types[device];
+}
+
+// cuda split buffer
+
+static int64_t get_row_rounding(const std::array<float, GGML_CUDA_MAX_DEVICES> & tensor_split) {
+    int64_t row_rounding = 0;
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        if (tensor_split[id] >= (id + 1 < ggml_backend_cuda_get_device_count() ? tensor_split[id + 1] : 1.0f)) {
+            continue;
+        }
+
+        const int cc = ggml_cuda_info().devices[id].cc;
+        row_rounding = std::max(row_rounding, (int64_t)get_mmq_y_host(cc));
+    }
+    return row_rounding;
+}
+
+static void get_row_split(int64_t * row_low, int64_t * row_high, const ggml_tensor * tensor, const std::array<float, GGML_CUDA_MAX_DEVICES> & tensor_split, int id) {
+    const int64_t nrows = ggml_nrows(tensor);
+    const int64_t rounding = get_row_rounding(tensor_split);
+
+    *row_low = id == 0 ? 0 : nrows*tensor_split[id];
+    *row_low -= *row_low % rounding;
+
+    if (id == ggml_backend_cuda_get_device_count() - 1) {
+        *row_high = nrows;
+    } else {
+        *row_high = nrows*tensor_split[id + 1];
+        *row_high -= *row_high % rounding;
+    }
+}
+
+static size_t ggml_nbytes_split(const struct ggml_tensor * tensor, int nrows_split) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return nrows_split*ggml_row_size(tensor->type, tensor->ne[0]);
+}
+
+struct ggml_backend_cuda_split_buffer_type_context {
+    int main_device;
+    std::array<float, GGML_CUDA_MAX_DEVICES> tensor_split;
+    std::string name;
+};
+
+struct ggml_backend_cuda_split_buffer_context {
+    ~ggml_backend_cuda_split_buffer_context() {
+        for (ggml_tensor_extra_gpu * extra : tensor_extras) {
+            for (int id = 0; id < GGML_CUDA_MAX_DEVICES; ++id) {
+                for (int64_t is = 0; is < GGML_CUDA_MAX_STREAMS; ++is) {
+                    if (extra->events[id][is] != nullptr) {
+                        CUDA_CHECK(cudaEventDestroy(extra->events[id][is]));
+                    }
+                }
+                if (extra->data_device[id] != nullptr) {
+                    CUDA_CHECK(cudaFree(extra->data_device[id]));
+                }
+            }
+            delete extra;
+        }
+    }
+
+    std::vector<ggml_tensor_extra_gpu *> tensor_extras;
+};
+
+
+static void ggml_backend_cuda_split_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+    ggml_backend_cuda_split_buffer_context * ctx = (ggml_backend_cuda_split_buffer_context *)buffer->context;
+    delete ctx;
+    delete buffer;
+}
+
+static void * ggml_backend_cuda_split_buffer_get_base(ggml_backend_buffer_t buffer) {
+    // the pointers are stored in the tensor extras, this is just a dummy address and never dereferenced
+    return (void *)0x1000;
+
+    GGML_UNUSED(buffer);
+}
+
+static enum ggml_status ggml_backend_cuda_split_buffer_init_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor) {
+    GGML_ASSERT(tensor->view_src == nullptr); // views of split tensors are not supported
+    GGML_ASSERT(ggml_is_contiguous(tensor) && "split buffers only supported for contiguous tensors");
+
+    ggml_backend_cuda_split_buffer_context * ctx = (ggml_backend_cuda_split_buffer_context *)buffer->context;
+    ggml_backend_cuda_split_buffer_type_context * buft_ctx = (ggml_backend_cuda_split_buffer_type_context *)buffer->buft->context;
+
+    const int64_t ne0 = tensor->ne[0];
+
+    ggml_tensor_extra_gpu * extra = new ggml_tensor_extra_gpu{};
+    ctx->tensor_extras.push_back(extra);
+
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        int64_t row_low, row_high;
+        get_row_split(&row_low, &row_high, tensor, buft_ctx->tensor_split, id);
+
+        int64_t nrows_split = row_high - row_low;
+        if (nrows_split == 0) {
+            continue;
+        }
+
+        size_t size = ggml_nbytes_split(tensor, nrows_split);
+        const size_t original_size = size;
+
+        // pad last row to a multiple of 512 elements to avoid out-of-bounds memory accesses
+        if (ne0 % MATRIX_ROW_PADDING != 0) {
+            size += ggml_row_size(tensor->type, MATRIX_ROW_PADDING - ne0 % MATRIX_ROW_PADDING);
+        }
+
+        // FIXME: do not crash if cudaMalloc fails
+        // currently, init_tensor cannot fail, it needs to be fixed in ggml-backend first
+        ggml_cuda_set_device(id);
+        char * buf;
+        CUDA_CHECK(ggml_cuda_device_malloc((void**)&buf, size, id));
+
+        // set padding to 0 to avoid possible NaN values
+        if (size > original_size) {
+            CUDA_CHECK(cudaMemset(buf + original_size, 0, size - original_size));
+        }
+
+        extra->data_device[id] = buf;
+
+        for (int64_t is = 0; is < GGML_CUDA_MAX_STREAMS; ++is) {
+            CUDA_CHECK(cudaEventCreateWithFlags(&extra->events[id][is], cudaEventDisableTiming));
+        }
+    }
+    tensor->extra = extra;
+    return GGML_STATUS_SUCCESS;
+}
+
+static void ggml_backend_cuda_split_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    // split tensors must always be set in their entirety at once
+    GGML_ASSERT(offset == 0);
+    GGML_ASSERT(size == ggml_nbytes(tensor));
+    GGML_ASSERT(ggml_is_contiguous(tensor) && "split buffers only supported for contiguous tensors");
+
+    ggml_backend_cuda_split_buffer_type_context * buft_ctx = (ggml_backend_cuda_split_buffer_type_context *)buffer->buft->context;
+
+    const int64_t ne0 = tensor->ne[0];
+    const size_t nb1 = tensor->nb[1];
+    ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *)tensor->extra;
+
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        int64_t row_low, row_high;
+        get_row_split(&row_low, &row_high, tensor, buft_ctx->tensor_split, id);
+
+        int64_t nrows_split = row_high - row_low;
+        if (nrows_split == 0) {
+            continue;
+        }
+
+        const size_t offset_split = row_low*nb1;
+        size_t size = ggml_nbytes_split(tensor, nrows_split);
+        const size_t original_size = size;
+
+        // pad last row to a multiple of 512 elements to avoid out-of-bounds memory accesses
+        if (ne0 % MATRIX_ROW_PADDING != 0) {
+            size += ggml_row_size(tensor->type, MATRIX_ROW_PADDING - ne0 % MATRIX_ROW_PADDING);
+        }
+
+        const char * buf_host = (const char *)data + offset_split;
+        CUDA_CHECK(cudaMemcpyAsync(extra->data_device[id], buf_host, original_size, cudaMemcpyHostToDevice, cudaStreamPerThread));
+    }
+
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread));
+    }
+}
+
+static void ggml_backend_cuda_split_buffer_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    // split tensors must always be set in their entirety at once
+    GGML_ASSERT(offset == 0);
+    GGML_ASSERT(size == ggml_nbytes(tensor));
+    GGML_ASSERT(ggml_is_contiguous(tensor) && "split buffers only supported for contiguous tensors");
+
+    ggml_backend_cuda_split_buffer_type_context * buft_ctx = (ggml_backend_cuda_split_buffer_type_context *)buffer->buft->context;
+
+    const int64_t ne0 = tensor->ne[0];
+    const size_t nb1 = tensor->nb[1];
+    ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *)tensor->extra;
+
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        int64_t row_low, row_high;
+        get_row_split(&row_low, &row_high, tensor, buft_ctx->tensor_split, id);
+
+        int64_t nrows_split = row_high - row_low;
+        if (nrows_split == 0) {
+            continue;
+        }
+
+        const size_t offset_split = row_low*nb1;
+        size_t size = ggml_nbytes_split(tensor, nrows_split);
+        const size_t original_size = size;
+
+        // pad last row to a multiple of 512 elements to avoid out-of-bounds memory accesses
+        if (ne0 % MATRIX_ROW_PADDING != 0) {
+            size += ggml_row_size(tensor->type, MATRIX_ROW_PADDING - ne0 % MATRIX_ROW_PADDING);
+        }
+
+        char * buf_host = (char *)data + offset_split;
+        CUDA_CHECK(cudaMemcpyAsync(buf_host, extra->data_device[id], original_size, cudaMemcpyDeviceToHost, cudaStreamPerThread));
+    }
+
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread));
+    }
+}
+
+static void ggml_backend_cuda_split_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+    GGML_UNUSED(buffer);
+    GGML_UNUSED(value);
+}
+
+static const ggml_backend_buffer_i ggml_backend_cuda_split_buffer_interface = {
+    /* .free_buffer     = */ ggml_backend_cuda_split_buffer_free_buffer,
+    /* .get_base        = */ ggml_backend_cuda_split_buffer_get_base,
+    /* .init_tensor     = */ ggml_backend_cuda_split_buffer_init_tensor,
+    /* .memset_tensor   = */ NULL,
+    /* .set_tensor      = */ ggml_backend_cuda_split_buffer_set_tensor,
+    /* .get_tensor      = */ ggml_backend_cuda_split_buffer_get_tensor,
+    /* .cpy_tensor      = */ NULL,
+    /* .clear           = */ ggml_backend_cuda_split_buffer_clear,
+    /* .reset           = */ NULL,
+};
+
+// cuda split buffer type
+
+static const char * ggml_backend_cuda_split_buffer_type_get_name(ggml_backend_buffer_type_t buft) {
+    ggml_backend_cuda_split_buffer_type_context * ctx = (ggml_backend_cuda_split_buffer_type_context *)buft->context;
+
+    return ctx->name.c_str();
+}
+
+static bool ggml_backend_buft_is_cuda_split(ggml_backend_buffer_type_t buft) {
+    return buft->iface.get_name == ggml_backend_cuda_split_buffer_type_get_name;
+}
+
+static ggml_backend_buffer_t ggml_backend_cuda_split_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    // since we don't know the exact split after rounding, we cannot allocate the device buffers at this point
+    // instead, we allocate them for each tensor separately in init_tensor
+    // however, the size still represents the maximum cumulative size of all the device buffers after the tensors are allocated,
+    // as returned by get_alloc_size. this limit is enforced during tensor allocation by ggml-alloc, so it must be correct.
+    ggml_backend_cuda_split_buffer_context * ctx = new ggml_backend_cuda_split_buffer_context();
+
+    return ggml_backend_buffer_init(buft, ggml_backend_cuda_split_buffer_interface, ctx, size);
+}
+
+static size_t ggml_backend_cuda_split_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) {
+    return 128;
+
+    GGML_UNUSED(buft);
+}
+
+static size_t ggml_backend_cuda_split_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) {
+    ggml_backend_cuda_split_buffer_type_context * ctx = (ggml_backend_cuda_split_buffer_type_context *)buft->context;
+    GGML_ASSERT(ggml_is_contiguous(tensor) && "split buffers only supported for contiguous tensors");
+
+    size_t total_size = 0;
+
+    const int64_t ne0 = tensor->ne[0];
+
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        int64_t row_low, row_high;
+        get_row_split(&row_low, &row_high, tensor, ctx->tensor_split, id);
+
+        int64_t nrows_split = row_high - row_low;
+        if (nrows_split == 0) {
+            continue;
+        }
+
+        total_size += ggml_nbytes_split(tensor, nrows_split);
+
+        // pad last row to a multiple of 512 elements to avoid out-of-bounds memory accesses
+        if (ne0 % MATRIX_ROW_PADDING != 0) {
+            total_size += ggml_row_size(tensor->type, MATRIX_ROW_PADDING - ne0 % MATRIX_ROW_PADDING);
+        }
+    }
+
+    return total_size;
+}
+
+static bool ggml_backend_cuda_split_buffer_type_is_host(ggml_backend_buffer_type_t buft) {
+    return false;
+
+    GGML_UNUSED(buft);
+}
+
+static const ggml_backend_buffer_type_i ggml_backend_cuda_split_buffer_type_interface = {
+    /* .get_name         = */ ggml_backend_cuda_split_buffer_type_get_name,
+    /* .alloc_buffer     = */ ggml_backend_cuda_split_buffer_type_alloc_buffer,
+    /* .get_alignment    = */ ggml_backend_cuda_split_buffer_type_get_alignment,
+    /* .get_max_size     = */ NULL, // defaults to SIZE_MAX
+    /* .get_alloc_size   = */ ggml_backend_cuda_split_buffer_type_get_alloc_size,
+    /* .is_host          = */ ggml_backend_cuda_split_buffer_type_is_host,
+};
+
+ggml_backend_buffer_type_t ggml_backend_cuda_split_buffer_type(int main_device, const float * tensor_split) {
+    static std::mutex mutex;
+    std::lock_guard<std::mutex> lock(mutex);
+
+    static std::map<std::pair<int, std::array<float, GGML_CUDA_MAX_DEVICES>>, struct ggml_backend_buffer_type> buft_map;
+
+    std::array<float, GGML_CUDA_MAX_DEVICES> tensor_split_arr = {};
+
+    bool all_zero = tensor_split == nullptr || std::all_of(tensor_split, tensor_split + GGML_CUDA_MAX_DEVICES, [](float x) { return x == 0.0f; });
+    if (all_zero) {
+        tensor_split_arr = ggml_cuda_info().default_tensor_split;
+    } else {
+        float split_sum = 0.0f;
+        for (int i = 0; i < ggml_backend_cuda_get_device_count(); ++i) {
+            tensor_split_arr[i] = split_sum;
+            split_sum += tensor_split[i];
+        }
+        for (int i = 0; i < ggml_backend_cuda_get_device_count(); ++i) {
+            tensor_split_arr[i] /= split_sum;
+        }
+    }
+
+    auto it = buft_map.find({main_device, tensor_split_arr});
+    if (it != buft_map.end()) {
+        return &it->second;
+    }
+    auto * ctx = new ggml_backend_cuda_split_buffer_type_context{
+        main_device,
+        tensor_split_arr,
+        GGML_CUDA_NAME + std::to_string(main_device) + "_Split",
+    };
+
+    struct ggml_backend_buffer_type buft {
+        /* .iface   = */ ggml_backend_cuda_split_buffer_type_interface,
+        /* .device  = */ ggml_backend_reg_dev_get(ggml_backend_cuda_reg(), main_device),
+        /* .context = */ ctx,
+    };
+
+    auto result = buft_map.emplace(std::make_pair(main_device, tensor_split_arr), buft);
+    return &result.first->second;
+}
+
+// host buffer type
+
+static const char * ggml_backend_cuda_host_buffer_type_name(ggml_backend_buffer_type_t buft) {
+    return GGML_CUDA_NAME "_Host";
+
+    GGML_UNUSED(buft);
+}
+
+static void ggml_backend_cuda_host_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+    CUDA_CHECK(cudaFreeHost(buffer->context));
+    delete buffer;
+}
+
+static void * ggml_cuda_host_malloc(size_t size) {
+    if (getenv("GGML_CUDA_NO_PINNED") != nullptr) {
+        return nullptr;
+    }
+
+    void * ptr = nullptr;
+    cudaError_t err = cudaMallocHost((void **) &ptr, size);
+    if (err != cudaSuccess) {
+        // clear the error
+        (void)cudaGetLastError();
+        GGML_LOG_DEBUG("%s: failed to allocate %.2f MiB of pinned memory: %s\n", __func__,
+                           size / 1024.0 / 1024.0, cudaGetErrorString(err));
+        return nullptr;
+    }
+
+    return ptr;
+}
+
+static ggml_backend_buffer_t ggml_backend_cuda_host_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    void * ptr = ggml_cuda_host_malloc(size);
+
+    if (ptr == nullptr) {
+        // fallback to cpu buffer
+        return ggml_backend_buft_alloc_buffer(ggml_backend_cpu_buffer_type(), size);
+    }
+
+    ggml_backend_buffer_t buffer = ggml_backend_cpu_buffer_from_ptr(ptr, size);
+    buffer->buft = buft;
+    buffer->iface.free_buffer = ggml_backend_cuda_host_buffer_free_buffer;
+
+    return buffer;
+}
+
+ggml_backend_buffer_type_t ggml_backend_cuda_host_buffer_type() {
+    static struct ggml_backend_buffer_type ggml_backend_cuda_buffer_type_host = {
+        /* .iface    = */ {
+            /* .get_name         = */ ggml_backend_cuda_host_buffer_type_name,
+            /* .alloc_buffer     = */ ggml_backend_cuda_host_buffer_type_alloc_buffer,
+            /* .get_alignment    = */ ggml_backend_cpu_buffer_type()->iface.get_alignment,
+            /* .get_max_size     = */ NULL, // defaults to SIZE_MAX
+            /* .get_alloc_size   = */ ggml_backend_cpu_buffer_type()->iface.get_alloc_size,
+            /* .is_host          = */ ggml_backend_cpu_buffer_type()->iface.is_host,
+        },
+        /* .device   = */ ggml_backend_reg_dev_get(ggml_backend_cuda_reg(), 0),
+        /* .context  = */ nullptr,
+    };
+
+    return &ggml_backend_cuda_buffer_type_host;
+}
+
+//static bool ggml_backend_buffer_is_cuda_host(ggml_backend_buffer_t buffer) {
+//    return buffer->buft->iface.get_name == ggml_backend_cuda_host_buffer_type_name;
+//}
+
+/// kernels
+
+typedef void (*ggml_cuda_op_mul_mat_t)(
+    ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, const char * src0_dd_i, const float * src1_ddf_i,
+    const char * src1_ddq_i, float * dst_dd_i, const int64_t row_low, const int64_t row_high, const int64_t src1_ncols,
+    const int64_t src1_padded_row_size, cudaStream_t stream);
+
+#ifndef GGML_CUDA_PEER_MAX_BATCH_SIZE
+#define GGML_CUDA_PEER_MAX_BATCH_SIZE 128
+#endif // GGML_CUDA_PEER_MAX_BATCH_SIZE
+
+#define MUL_MAT_SRC1_COL_STRIDE 128
+
+static cudaError_t ggml_cuda_cpy_tensor_2d(
+    void * dst, const struct ggml_tensor * src, int64_t i3, int64_t i2, int64_t i1_low, int64_t i1_high, cudaStream_t stream) {
+
+    GGML_ASSERT(ggml_backend_buffer_is_cuda(src->buffer));
+    const char * src_ptr = (const char *) src->data;
+    char       * dst_ptr = (char       *) dst;
+
+    const int64_t ne0 = src->ne[0];
+    const int64_t nb0 = src->nb[0];
+    const int64_t nb1 = src->nb[1];
+    const int64_t nb2 = src->nb[2];
+    const int64_t nb3 = src->nb[3];
+    const enum ggml_type type = src->type;
+    const int64_t ts = ggml_type_size(type);
+    const int64_t bs = ggml_blck_size(type);
+    const int64_t i1_diff = i1_high - i1_low;
+
+    const char * x = src_ptr + i1_low*nb1 + i2*nb2 + i3*nb3;
+    if (nb0 == ts && nb1 == ts*ne0/bs) {
+        return cudaMemcpyAsync(dst_ptr, x, i1_diff*nb1, cudaMemcpyDeviceToDevice, stream);
+    } else if (nb0 == ts) {
+        return cudaMemcpy2DAsync(dst_ptr, ts*ne0/bs, x, nb1, ts*ne0/bs, i1_diff, cudaMemcpyDeviceToDevice, stream);
+    } else {
+        for (int64_t i1 = 0; i1 < i1_diff; i1++) {
+            const void * rx = (const void *) ((const char *) x + i1*nb1);
+            void * rd = (void *) (dst_ptr + i1*ts*ne0/bs);
+            // pretend the row is a matrix with cols=1
+            cudaError_t r = cudaMemcpy2DAsync(rd, ts/bs, rx, nb0, ts/bs, ne0, cudaMemcpyDeviceToDevice, stream);
+            if (r != cudaSuccess) {
+                return r;
+            }
+        }
+        return cudaSuccess;
+    }
+}
+
+static void ggml_cuda_op_mul_mat_cublas(
+    ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, const char * src0_dd_i, const float * src1_ddf_i,
+    const char * src1_ddq_i, float * dst_dd_i, const int64_t row_low, const int64_t row_high, const int64_t src1_ncols,
+    const int64_t src1_padded_row_size, cudaStream_t stream) {
+
+    GGML_ASSERT(src0_dd_i  != nullptr);
+    GGML_ASSERT(src1_ddf_i != nullptr);
+    GGML_ASSERT(dst_dd_i   != nullptr);
+
+    const int64_t ne00 = src0->ne[0];
+    const int64_t ne10 = src1->ne[0];
+
+    const int64_t ne0 = dst->ne[0];
+
+    const int64_t row_diff = row_high - row_low;
+
+    int id = ggml_cuda_get_device();
+
+    // the main device has a larger memory buffer to hold the results from all GPUs
+    // ldc == nrows of the matrix that cuBLAS writes into
+    int64_t ldc = id == ctx.device ? ne0 : row_diff;
+
+    const int cc = ggml_cuda_info().devices[id].cc;
+
+    const bool use_fp16 = (src0->type == GGML_TYPE_F16 || ggml_is_quantized(src0->type)) && ggml_is_contiguous(src0) && row_diff == src0->ne[1] && dst->op_params[0] == GGML_PREC_DEFAULT;
+
+    if (src0->type == GGML_TYPE_BF16 && ggml_is_contiguous(src0) && row_diff == src0->ne[1]) {
+        ggml_cuda_pool_alloc<nv_bfloat16> src1_as_bf16(ctx.pool(id));
+        if (src1->type != GGML_TYPE_BF16) {
+            const to_bf16_cuda_t to_bf16_cuda = ggml_get_to_bf16_cuda(src1->type);
+            GGML_ASSERT(to_bf16_cuda != nullptr);
+            size_t ne = src1_ncols*ne10;
+            src1_as_bf16.alloc(ne);
+            to_bf16_cuda(src1_ddf_i, src1_as_bf16.get(), ne, stream);
+        }
+        const nv_bfloat16 * src1_ptr = src1->type == GGML_TYPE_BF16 ? (const nv_bfloat16 *) src1_ddf_i : src1_as_bf16.get();
+        const nv_bfloat16 * src0_ptr = (const nv_bfloat16 *)src0_dd_i;
+        ggml_cuda_pool_alloc<nv_bfloat16> dst_bf16(ctx.pool(id), row_diff*src1_ncols);
+
+        const float alpha_f32 = 1.0f;
+        const float beta_f32  = 0.0f;
+
+        CUBLAS_CHECK(cublasSetStream(ctx.cublas_handle(id), stream));
+        CUBLAS_CHECK(
+            cublasGemmEx(ctx.cublas_handle(id), CUBLAS_OP_T, CUBLAS_OP_N,
+                    row_diff, src1_ncols, ne10,
+                    &alpha_f32,  src0_ptr,       CUDA_R_16BF, ne00,
+                                 src1_ptr,       CUDA_R_16BF, ne10,
+                    &beta_f32,   dst_bf16.get(), CUDA_R_16BF, ldc,
+                    CUBLAS_COMPUTE_32F,
+                    CUBLAS_GEMM_DEFAULT_TENSOR_OP));
+
+        const to_fp32_cuda_t to_fp32_cuda = ggml_get_to_fp32_cuda(GGML_TYPE_BF16);
+        to_fp32_cuda(dst_bf16.get(), dst_dd_i, row_diff*src1_ncols, stream);
+    } else if (((GGML_CUDA_CC_IS_NVIDIA(cc) && cc >= GGML_CUDA_CC_VOLTA) || GGML_CUDA_CC_IS_AMD(cc)) && use_fp16) {
+        // convert src0 and src1 to fp16, multiply as fp16, convert dst to fp32
+        ggml_cuda_pool_alloc<half> src0_as_f16(ctx.pool(id));
+        if (src0->type != GGML_TYPE_F16) {
+            const to_fp16_cuda_t to_fp16_cuda = ggml_get_to_fp16_cuda(src0->type);
+            GGML_ASSERT(to_fp16_cuda != nullptr);
+            size_t ne = row_diff*ne00;
+            src0_as_f16.alloc(ne);
+            to_fp16_cuda(src0_dd_i, src0_as_f16.get(), ne, stream);
+        }
+        const half * src0_ptr = src0->type == GGML_TYPE_F16 ? (const half *) src0_dd_i : src0_as_f16.get();
+
+        ggml_cuda_pool_alloc<half> src1_as_f16(ctx.pool(id));
+        if (src1->type != GGML_TYPE_F16) {
+            const to_fp16_cuda_t to_fp16_cuda = ggml_get_to_fp16_cuda(src1->type);
+            GGML_ASSERT(to_fp16_cuda != nullptr);
+            size_t ne = src1_ncols*ne10;
+            src1_as_f16.alloc(ne);
+            to_fp16_cuda(src1_ddf_i, src1_as_f16.get(), ne, stream);
+        }
+        const half * src1_ptr = src1->type == GGML_TYPE_F16 ? (const half *) src1_ddf_i : src1_as_f16.get();
+
+        CUBLAS_CHECK(cublasSetStream(ctx.cublas_handle(id), stream));
+
+        if (GGML_CUDA_CC_IS_CDNA(cc) || GGML_CUDA_CC_IS_RDNA4(cc)) {
+            const float alpha = 1.0f;
+            const float beta = 0.0f;
+            CUBLAS_CHECK(
+                cublasGemmEx(ctx.cublas_handle(id), CUBLAS_OP_T, CUBLAS_OP_N,
+                        row_diff, src1_ncols, ne10,
+                        &alpha, src0_ptr,  CUDA_R_16F, ne00,
+                                src1_ptr,  CUDA_R_16F, ne10,
+                        &beta,   dst_dd_i, CUDA_R_32F, ldc,
+                        CUBLAS_COMPUTE_32F,
+                        CUBLAS_GEMM_DEFAULT_TENSOR_OP));
+        } else {
+            ggml_cuda_pool_alloc<half> dst_f16(ctx.pool(id), row_diff*src1_ncols);
+
+            const half alpha_f16 = 1.0f;
+            const half beta_f16 = 0.0f;
+
+            CUBLAS_CHECK(
+                cublasGemmEx(ctx.cublas_handle(id), CUBLAS_OP_T, CUBLAS_OP_N,
+                        row_diff, src1_ncols, ne10,
+                        &alpha_f16, src0_ptr,      CUDA_R_16F, ne00,
+                                    src1_ptr,      CUDA_R_16F, ne10,
+                        &beta_f16,  dst_f16.get(), CUDA_R_16F, ldc,
+                        CUBLAS_COMPUTE_16F,
+                        CUBLAS_GEMM_DEFAULT_TENSOR_OP));
+
+            const to_fp32_cuda_t to_fp32_cuda = ggml_get_to_fp32_cuda(GGML_TYPE_F16);
+            to_fp32_cuda(dst_f16.get(), dst_dd_i, row_diff*src1_ncols, stream);
+        }
+    } else {
+        ggml_cuda_pool_alloc<float> src0_ddq_as_f32(ctx.pool(id));
+        ggml_cuda_pool_alloc<float> src1_ddq_as_f32(ctx.pool(id));
+
+        if (src0->type != GGML_TYPE_F32) {
+            const to_fp32_cuda_t to_fp32_cuda = ggml_get_to_fp32_cuda(src0->type);
+            GGML_ASSERT(to_fp32_cuda != nullptr);
+            src0_ddq_as_f32.alloc(row_diff*ne00);
+            to_fp32_cuda(src0_dd_i, src0_ddq_as_f32.get(), row_diff*ne00, stream);
+        }
+        if (src1->type != GGML_TYPE_F32) {
+            const to_fp32_cuda_t to_fp32_cuda = ggml_get_to_fp32_cuda(src1->type);
+            GGML_ASSERT(to_fp32_cuda != nullptr);
+            src1_ddq_as_f32.alloc(src1_ncols*ne10);
+            to_fp32_cuda(src1_ddf_i, src1_ddq_as_f32.get(), src1_ncols*ne10, stream);
+        }
+
+        const float * src0_ddf_i = src0->type == GGML_TYPE_F32 ? (const float *) src0_dd_i : src0_ddq_as_f32.get();
+        const float * src1_ddf1_i = src1->type == GGML_TYPE_F32 ? (const float *) src1_ddf_i : src1_ddq_as_f32.get();
+
+        const float alpha = 1.0f;
+        const float beta = 0.0f;
+
+        CUBLAS_CHECK(cublasSetStream(ctx.cublas_handle(id), stream));
+        CUBLAS_CHECK(
+            cublasSgemm(ctx.cublas_handle(id), CUBLAS_OP_T, CUBLAS_OP_N,
+                    row_diff, src1_ncols, ne10,
+                    &alpha, src0_ddf_i,  ne00,
+                            src1_ddf1_i, ne10,
+                    &beta,  dst_dd_i,    ldc));
+    }
+
+    GGML_UNUSED(dst);
+    GGML_UNUSED(src1_ddq_i);
+    GGML_UNUSED(src1_padded_row_size);
+}
+
+static void ggml_cuda_set_peer_access(const int n_tokens, int main_device) {
+    static bool peer_access_enabled = false;
+
+    const bool enable_peer_access = n_tokens <= GGML_CUDA_PEER_MAX_BATCH_SIZE;
+
+    if (peer_access_enabled == enable_peer_access) {
+        return;
+    }
+
+#ifdef NDEBUG
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        ggml_cuda_set_device(id);
+        CUDA_CHECK(cudaDeviceSynchronize());
+    }
+
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        ggml_cuda_set_device(id);
+
+        for (int id_other = 0; id_other < ggml_backend_cuda_get_device_count(); ++id_other) {
+            if (id == id_other) {
+                continue;
+            }
+            if (id != main_device && id_other != main_device) {
+                continue;
+            }
+
+            int can_access_peer;
+            CUDA_CHECK(cudaDeviceCanAccessPeer(&can_access_peer, id, id_other));
+            if (can_access_peer) {
+                if (enable_peer_access) {
+                    cudaError_t err = cudaDeviceEnablePeerAccess(id_other, 0);
+                    if (err != cudaErrorPeerAccessAlreadyEnabled) {
+                        CUDA_CHECK(err);
+                    } else {
+                        // reset the error
+                        (void)cudaGetLastError();
+                    }
+                } else {
+                    cudaError_t err = cudaDeviceDisablePeerAccess(id_other);
+                    if (err != cudaErrorPeerAccessNotEnabled) {
+                        CUDA_CHECK(err);
+                    } else {
+                        // reset the error
+                        (void)cudaGetLastError();
+                    }
+                }
+            }
+        }
+    }
+
+    ggml_cuda_set_device(main_device);
+#endif // NDEBUG
+
+    peer_access_enabled = enable_peer_access;
+
+    GGML_UNUSED(main_device);
+}
+
+static cudaError_t ggml_cuda_Memcpy2DPeerAsync(
+    void * dst, int dstDevice, size_t dpitch, void * src, int srcDevice, size_t spitch, size_t width, size_t height, cudaStream_t stream) {
+
+#if !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA)
+    // cudaMemcpy2DAsync may fail with copies between vmm pools of different devices
+    cudaMemcpy3DPeerParms p = {};
+    p.dstDevice = dstDevice;
+    p.dstPtr = make_cudaPitchedPtr(dst, dpitch, dpitch, height);
+    p.srcDevice = srcDevice;
+    p.srcPtr = make_cudaPitchedPtr(src, spitch, spitch, height);
+    p.extent = make_cudaExtent(width, height, 1);
+    return cudaMemcpy3DPeerAsync(&p, stream);
+#else
+    // HIP does not support cudaMemcpy3DPeerAsync or vmm pools
+    GGML_UNUSED(dstDevice);
+    GGML_UNUSED(srcDevice);
+    return cudaMemcpy2DAsync(dst, dpitch, src, spitch, width, height, cudaMemcpyDeviceToDevice, stream);
+#endif // !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA)
+}
+
+static void ggml_cuda_op_mul_mat(
+    ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, ggml_cuda_op_mul_mat_t op,
+    quantize_cuda_t quantize_src1) {
+
+    const int64_t ne00 = src0->ne[0];
+    const int64_t ne01 = src0->ne[1];
+    const int64_t ne02 = src0->ne[2];
+    const int64_t ne03 = src0->ne[3];
+
+    const int64_t ne10 = src1->ne[0];
+    const int64_t ne11 = src1->ne[1];
+    const int64_t ne12 = src1->ne[2];
+    const int64_t ne13 = src1->ne[3];
+    const int64_t nrows1 = ggml_nrows(src1);
+
+    const int64_t ne0 = dst->ne[0];
+    const int64_t ne1 = dst->ne[1];
+
+    // const int64_t nb10 = src1->nb[0];
+    const int64_t nb11 = src1->nb[1];
+    const int64_t nb12 = src1->nb[2];
+    const int64_t nb13 = src1->nb[3];
+
+    const int64_t nb2 = dst->nb[2];
+    const int64_t nb3 = dst->nb[3];
+
+    GGML_ASSERT(ggml_backend_buffer_is_cuda(dst->buffer));
+    GGML_ASSERT(ggml_backend_buffer_is_cuda(src1->buffer));
+    ggml_backend_cuda_buffer_context * src1_ctx = (ggml_backend_cuda_buffer_context *) src1->buffer->context;
+    ggml_backend_cuda_buffer_context * dst_ctx  = (ggml_backend_cuda_buffer_context *) dst->buffer->context;
+
+    GGML_ASSERT(src1->type == GGML_TYPE_F32 || (src1->ne[2] == 1 && src1->ne[3] == 1));
+
+    GGML_ASSERT(ne12 % ne02 == 0);
+    GGML_ASSERT(ne13 % ne03 == 0);
+
+    const int64_t i02_divisor = ne12 / ne02;
+    const int64_t i03_divisor = ne13 / ne03;
+
+    const size_t src0_ts = ggml_type_size(src0->type);
+    const size_t src0_bs = ggml_blck_size(src0->type);
+    const size_t q8_1_ts = sizeof(block_q8_1);
+    const size_t q8_1_bs = QK8_1;
+
+    const bool src0_is_contiguous = ggml_is_contiguous(src0);
+    const bool src1_is_contiguous = ggml_is_contiguous(src1);
+
+    const int64_t src1_padded_col_size = GGML_PAD(ne10, MATRIX_ROW_PADDING);
+
+    const bool split = ggml_backend_buft_is_cuda_split(src0->buffer->buft);
+    GGML_ASSERT(!(split && ne02 > 1));
+    GGML_ASSERT(!(split && ne03 > 1));
+    GGML_ASSERT(!(split && ne02 < ne12));
+    GGML_ASSERT(!(split && ne03 < ne13));
+
+    ggml_tensor_extra_gpu * src0_extra = split ? (ggml_tensor_extra_gpu *) src0->extra : nullptr;
+
+
+    std::array<float, GGML_CUDA_MAX_DEVICES> tensor_split;
+    if (split) {
+        ggml_backend_cuda_split_buffer_type_context * buft_ctx = (ggml_backend_cuda_split_buffer_type_context *) src0->buffer->buft->context;
+        tensor_split = buft_ctx->tensor_split;
+    }
+
+    struct dev_data {
+        int cc;
+
+        ggml_cuda_pool_alloc<char>   src0_dd_alloc;
+        ggml_cuda_pool_alloc<float> src1_ddf_alloc;
+        ggml_cuda_pool_alloc<char>  src1_ddq_alloc;
+        ggml_cuda_pool_alloc<float>   dst_dd_alloc;
+
+        char  *  src0_dd = nullptr;
+        float * src1_ddf = nullptr; // float
+        char  * src1_ddq = nullptr; // q8_1
+        float *   dst_dd = nullptr;
+
+        int64_t  row_low;
+        int64_t row_high;
+    };
+
+    dev_data dev[GGML_CUDA_MAX_DEVICES];
+
+    int used_devices = 0;
+
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        dev[id].cc = ggml_cuda_info().devices[id].cc;
+
+        // by default, use all rows
+        dev[id].row_low  = 0;
+        dev[id].row_high = ne01;
+
+        // for multi GPU, get the row boundaries from tensor split
+        // and round to mul_mat_q tile sizes
+        if (split) {
+            const int64_t rounding = get_row_rounding(tensor_split);
+
+            if (id != 0) {
+                dev[id].row_low  = ne01*tensor_split[id];
+                if (dev[id].row_low < ne01) {
+                    dev[id].row_low -= dev[id].row_low % rounding;
+                }
+            }
+
+            if (id != ggml_backend_cuda_get_device_count() - 1) {
+                dev[id].row_high  = ne01*tensor_split[id + 1];
+                if (dev[id].row_high < ne01) {
+                    dev[id].row_high -= dev[id].row_high % rounding;
+                }
+            }
+        }
+    }
+
+    for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+        if ((!split && id != ctx.device) || dev[id].row_low == dev[id].row_high) {
+            continue;
+        }
+
+        used_devices++;
+
+        const bool src1_on_device = id == src1_ctx->device;
+        const bool  dst_on_device = id == dst_ctx->device;
+
+        ggml_cuda_set_device(id);
+        cudaStream_t stream = ctx.stream(id, 0);
+
+        if (src0_is_contiguous) {
+            dev[id].src0_dd = split ? (char *) src0_extra->data_device[id] : (char *) src0->data;
+        } else {
+            // If src0 is not contiguous it will be copied to a temporary buffer.
+            // This buffer needs to be cleared entirely because multiple regions will function as padding.
+            const size_t nbytes_data    = ggml_nbytes(src0);
+            const size_t nbytes_padding = ggml_row_size(src0->type, MATRIX_ROW_PADDING - ne00 % MATRIX_ROW_PADDING);
+            dev[id].src0_dd = dev[id].src0_dd_alloc.alloc(ctx.pool(id), nbytes_data + nbytes_padding);
+            CUDA_CHECK(cudaMemsetAsync(dev[id].src0_dd, 0, nbytes_data + nbytes_padding, stream));
+        }
+
+        // If src0 is on a temporary compute buffer (partial offloading) there may be some padding that needs to be cleared:
+        if (ne00 % MATRIX_ROW_PADDING != 0 && ggml_is_quantized(src0->type) && ggml_backend_buffer_get_usage(src0->buffer) == GGML_BACKEND_BUFFER_USAGE_COMPUTE && src0->view_src == nullptr) {
+            GGML_ASSERT(ggml_is_contiguously_allocated(src0));
+            GGML_ASSERT(!src0->view_src);
+            const size_t nbytes_data    = ggml_row_size(src0->type, (dev[id].row_high - dev[id].row_low)*ne00);
+            const size_t nbytes_padding = ggml_row_size(src0->type, MATRIX_ROW_PADDING - ne00 % MATRIX_ROW_PADDING);
+            CUDA_CHECK(cudaMemsetAsync(dev[id].src0_dd + nbytes_data, 0, nbytes_padding, stream));
+        }
+
+        if (src1_on_device && src1_is_contiguous) {
+            dev[id].src1_ddf = (float *) src1->data;
+        } else {
+            dev[id].src1_ddf = dev[id].src1_ddf_alloc.alloc(ctx.pool(id), ggml_nelements(src1));
+        }
+
+        if (quantize_src1) {
+            size_t src_1_ddq_size = nrows1*src1_padded_col_size*q8_1_ts/q8_1_bs;
+            if (quantize_src1 == quantize_mmq_q8_1_cuda) {
+                src_1_ddq_size += get_mmq_x_max_host(dev[id].cc)*sizeof(block_q8_1_mmq);
+            }
+            dev[id].src1_ddq = dev[id].src1_ddq_alloc.alloc(ctx.pool(id), src_1_ddq_size);
+
+            if (src1_on_device && src1_is_contiguous) {
+                quantize_src1(
+                    dev[id].src1_ddf, nullptr, dev[id].src1_ddq, src0->type, ne10,
+                    nb11/sizeof(float), nb12/sizeof(float), nb13/sizeof(float),
+                    src1_padded_col_size, ne11, ne12, ne13, stream);
+                CUDA_CHECK(cudaGetLastError());
+            }
+        }
+
+        if (dst_on_device) {
+            dev[id].dst_dd = (float *) dst->data;
+        } else {
+            const size_t size_dst_ddf = split ? (dev[id].row_high - dev[id].row_low)*ne1 : ggml_nelements(dst);
+            dev[id].dst_dd = dev[id].dst_dd_alloc.alloc(ctx.pool(id), size_dst_ddf);
+        }
+    }
+
+    // if multiple devices are used they need to wait for the main device
+    // here an event is recorded that signals that the main device has finished calculating the input data
+    if (split && used_devices > 1) {
+        ggml_cuda_set_device(ctx.device);
+        CUDA_CHECK(cudaEventRecord(src0_extra->events[ctx.device][0], ctx.stream()));
+    }
+
+    const int64_t src1_col_stride = split && used_devices > 1 ? MUL_MAT_SRC1_COL_STRIDE : ne11;
+    for (int64_t src1_col_0 = 0; src1_col_0 < ne11; src1_col_0 += src1_col_stride) {
+        const int64_t is = split ? (src1_col_0/src1_col_stride) % GGML_CUDA_MAX_STREAMS : 0;
+        const int64_t src1_ncols = src1_col_0 + src1_col_stride > ne11 ? ne11 - src1_col_0 : src1_col_stride;
+
+        for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+            if ((!split && id != ctx.device) || dev[id].row_low == dev[id].row_high) {
+                continue;
+            }
+
+            const bool src1_on_device = id == src1_ctx->device;
+            const bool  dst_on_device = id == dst_ctx->device;
+            const int64_t row_diff = dev[id].row_high - dev[id].row_low;
+
+            ggml_cuda_set_device(id);
+            cudaStream_t stream = ctx.stream(id, is);
+
+            // wait for main GPU data if necessary
+            if (split && (id != ctx.device || is != 0)) {
+                CUDA_CHECK(cudaStreamWaitEvent(stream, src0_extra->events[ctx.device][0], 0));
+            }
+
+            for (int64_t i0 = 0; i0 < ne13*ne12; ++i0) {
+                const int64_t i03 = i0 / ne12;
+                const int64_t i02 = i0 % ne12;
+
+                size_t src1_ddq_i_offset = i0*ne11 * src1_padded_col_size*q8_1_ts/q8_1_bs;
+                if (quantize_src1 == quantize_mmq_q8_1_cuda) {
+                    src1_ddq_i_offset += src1_col_0 * sizeof(block_q8_1_mmq);
+                } else {
+                    src1_ddq_i_offset += src1_col_0 * src1_padded_col_size*q8_1_ts/q8_1_bs;
+                }
+
+                // for split tensors the data begins at i0 == i0_offset_low
+                const size_t nbytes_src0_matrix = ne01*ne00*src0_ts / src0_bs;
+                char  *  src0_dd_i =  dev[id].src0_dd + ((i03/i03_divisor)*ne02 + (i02/i02_divisor)) * nbytes_src0_matrix;
+                float * src1_ddf_i = dev[id].src1_ddf + (i0*ne11 + src1_col_0) * ne10;
+                char  * src1_ddq_i = dev[id].src1_ddq +  src1_ddq_i_offset;
+                float *   dst_dd_i =   dev[id].dst_dd + (i0*ne1  + src1_col_0) * (dst_on_device ? ne0 : row_diff);
+
+                // the main device memory buffer can be on VRAM scratch, with space for all partial results
+                // in that case an offset on dst_ddf_i is needed
+                if (id == ctx.device) {
+                    dst_dd_i += dev[id].row_low; // offset is 0 if no tensor split
+                }
+
+                // copy src0, src1 to device if necessary
+                if (src1_is_contiguous) {
+                    if (id != ctx.device) {
+                        if (quantize_src1) {
+                            char * src1_ddq_i_source = dev[ctx.device].src1_ddq + src1_ddq_i_offset;
+                            if (quantize_src1 == quantize_mmq_q8_1_cuda) {
+                                const size_t pitch = ne11*sizeof(block_q8_1_mmq);
+                                const size_t width = src1_ncols*sizeof(block_q8_1_mmq);
+                                const size_t height = src1_padded_col_size/(4*QK8_1);
+                                CUDA_CHECK(ggml_cuda_Memcpy2DPeerAsync(src1_ddq_i, id, pitch, src1_ddq_i_source, ctx.device, pitch, width, height, stream));
+                            } else {
+                                CUDA_CHECK(cudaMemcpyPeerAsync(
+                                    src1_ddq_i, id, src1_ddq_i_source, ctx.device, src1_ncols*src1_padded_col_size*q8_1_ts/q8_1_bs, stream));
+                            }
+                        } else {
+                            float * src1_ddf_i_source = (float *) src1->data;
+                            src1_ddf_i_source += (i0*ne11 + src1_col_0) * ne10;
+                            CUDA_CHECK(cudaMemcpyPeerAsync(src1_ddf_i, id, src1_ddf_i_source, ctx.device,
+                                                            src1_ncols*ne10*sizeof(float), stream));
+                        }
+                    }
+                } else if (src1_on_device && !src1_is_contiguous) {
+                    CUDA_CHECK(ggml_cuda_cpy_tensor_2d(
+                                src1_ddf_i, src1, i03, i02, src1_col_0, src1_col_0+src1_ncols, stream));
+                } else {
+                    GGML_ABORT("fatal error");
+                }
+
+                if (quantize_src1 && !src1_is_contiguous) {
+                    quantize_src1(
+                        src1_ddf_i, nullptr, src1_ddq_i, src0->type, ne10, ne10, ne11*ne10, ne12*ne11*ne10,
+                        src1_padded_col_size, src1_ncols, 1, 1, stream);
+                    CUDA_CHECK(cudaGetLastError());
+                }
+
+                if (src1_col_0 == 0 && !src0_is_contiguous && i03 % i03_divisor == 0 && i02 % i02_divisor == 0) {
+                    CUDA_CHECK(ggml_cuda_cpy_tensor_2d(
+                        src0_dd_i, src0, i03/i03_divisor, i02/i02_divisor, dev[id].row_low, dev[id].row_high, stream));
+                }
+
+                // do the computation
+                op(ctx, src0, src1, dst, src0_dd_i, src1_ddf_i, src1_ddq_i, dst_dd_i,
+                    dev[id].row_low, dev[id].row_high, src1_ncols, src1_padded_col_size, stream);
+                CUDA_CHECK(cudaGetLastError());
+
+                // copy dst to host or other device if necessary
+                if (!dst_on_device) {
+                    void * dst_off_device = dst->data;
+                    if (split) {
+                        // src0 = weight matrix is saved as a transposed matrix for better memory layout.
+                        // dst is NOT transposed.
+                        // The outputs of matrix matrix multiplications can therefore NOT simply be concatenated for >1 GPU.
+                        // Instead they need to be copied to the correct slice in ne0 = dst row index.
+                        // If dst is a vector with ne0 == 1 then you don't have to do this but it still produces correct results.
+                        float * dhf_dst_i = (float *) ((char *) dst_off_device + i02*nb2 + i03*nb3);
+                        GGML_ASSERT(dst->nb[1] == ne0*sizeof(float));
+                        dhf_dst_i += src1_col_0*ne0 + dev[id].row_low;
+                        CUDA_CHECK(ggml_cuda_Memcpy2DPeerAsync(
+                            dhf_dst_i, ctx.device, ne0*sizeof(float), dst_dd_i, id, row_diff*sizeof(float), row_diff*sizeof(float), src1_ncols, stream));
+                    } else {
+                        float * dhf_dst_i = (float *) ((char *) dst_off_device + i02*nb2 + i03*nb3);
+                        GGML_ASSERT(dst->nb[1] == ne0*sizeof(float));
+                        dhf_dst_i += src1_col_0*ne0;
+                        CUDA_CHECK(cudaMemcpyAsync(dhf_dst_i, dst_dd_i, src1_ncols*ne0*sizeof(float), cudaMemcpyDeviceToDevice, stream));
+                    }
+                }
+
+                // add event for the main device to wait on until other device is done
+                if (split && (id != ctx.device || is != 0)) {
+                    CUDA_CHECK(cudaEventRecord(src0_extra->events[id][is], stream));
+                }
+            }
+        }
+    }
+
+    // main device waits for all other devices to be finished
+    if (split && ggml_backend_cuda_get_device_count() > 1) {
+        int64_t is_max = (ne11 + MUL_MAT_SRC1_COL_STRIDE - 1) / MUL_MAT_SRC1_COL_STRIDE;
+        is_max = is_max <= GGML_CUDA_MAX_STREAMS ? is_max : GGML_CUDA_MAX_STREAMS;
+
+        ggml_cuda_set_device(ctx.device);
+        for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+            if (dev[id].row_low == dev[id].row_high) {
+                continue;
+            }
+            for (int64_t is = 0; is < is_max; ++is) {
+                CUDA_CHECK(cudaStreamWaitEvent(ctx.stream(), src0_extra->events[id][is], 0));
+            }
+        }
+    }
+}
+
+static __global__ void k_compute_batched_ptrs(
+        const half * src0_as_f16, const half * src1_as_f16, char * dst,
+        const void ** ptrs_src, void ** ptrs_dst,
+        int64_t ne12, int64_t ne13,
+        int64_t ne23,
+        size_t  nb02, size_t  nb03,
+        size_t  nb12, size_t  nb13,
+        size_t  nbd2, size_t  nbd3,
+        int64_t r2,   int64_t r3) {
+    const int64_t i13 = blockIdx.x * blockDim.x + threadIdx.x;
+    const int64_t i12 = blockIdx.y * blockDim.y + threadIdx.y;
+
+    if (i13 >= ne13 || i12 >= ne12) {
+        return;
+    }
+
+    const int64_t i03 = i13 / r3;
+    const int64_t i02 = i12 / r2;
+
+    ptrs_src[0*ne23 + i12 + i13*ne12] = (const char *) src0_as_f16 + i02*nb02 + i03*nb03;
+    ptrs_src[1*ne23 + i12 + i13*ne12] = (const char *) src1_as_f16 + i12*nb12 + i13*nb13;
+    ptrs_dst[0*ne23 + i12 + i13*ne12] = (      char *)         dst + i12*nbd2 + i13*nbd3;
+}
+
+static void ggml_cuda_mul_mat_batched_cublas(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) {
+    GGML_ASSERT(!ggml_is_transposed(src0));
+    GGML_ASSERT(!ggml_is_transposed(src1));
+
+    GGML_ASSERT(ggml_backend_buffer_is_cuda(src0->buffer));
+    GGML_ASSERT(src0->type == GGML_TYPE_F16);
+
+    // Byte offsets and tensor dimensions are currently used in an inconsistent way for dst.
+    // As long as dst is contiguous this does not matter though.
+    GGML_ASSERT(ggml_is_contiguous(dst));
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int64_t ne_dst = ggml_nelements(dst);
+
+    cudaStream_t main_stream = ctx.stream();
+
+    CUBLAS_CHECK(cublasSetStream(ctx.cublas_handle(), main_stream));
+
+    const half * src0_f16 = (const half *) src0->data;
+    float * dst_ddf = (float *) dst->data;
+
+    const half * src1_f16 = (const half *) src1->data;
+    const size_t ts_src1 = ggml_type_size(src1->type);
+    GGML_ASSERT(nb10 == ts_src1);
+    int64_t s11 = nb11 / ts_src1;
+    int64_t s12 = nb12 / ts_src1;
+    int64_t s13 = nb13 / ts_src1;
+    ggml_cuda_pool_alloc<half> src1_f16_alloc(ctx.pool());
+
+    // convert src1 to fp16
+    if (src1->type != GGML_TYPE_F16) {
+        const to_fp16_nc_cuda_t to_fp16_cuda = ggml_get_to_fp16_nc_cuda(src1->type);
+        const int64_t ne_src1 = ggml_nelements(src1);
+        src1_f16_alloc.alloc(ne_src1);
+        GGML_ASSERT(to_fp16_cuda != nullptr);
+
+        to_fp16_cuda(src1_f16, src1_f16_alloc.get(), ne10, ne11, ne12, ne13, s11, s12, s13, main_stream);
+
+        src1_f16 = src1_f16_alloc.get();
+        s11 = ne10;
+        s12 = ne11*s11;
+        s13 = ne12*s12;
+    }
+
+    ggml_cuda_pool_alloc<half> dst_f16(ctx.pool());
+    char * dst_t;
+
+    cublasComputeType_t cu_compute_type = CUBLAS_COMPUTE_16F;
+    cudaDataType_t      cu_data_type    = CUDA_R_16F;
+
+    // dst strides
+    size_t nbd2 = dst->nb[2];
+    size_t nbd3 = dst->nb[3];
+
+    const half  alpha_f16 = 1.0f;
+    const half  beta_f16  = 0.0f;
+
+    const float alpha_f32 = 1.0f;
+    const float beta_f32  = 0.0f;
+
+    const void * alpha = &alpha_f16;
+    const void * beta  = &beta_f16;
+
+    if (dst->op_params[0] == GGML_PREC_DEFAULT) {
+        dst_t = (char *) dst_f16.alloc(ne_dst);
+
+        nbd2 /= sizeof(float) / sizeof(half);
+        nbd3 /= sizeof(float) / sizeof(half);
+    } else {
+        dst_t = (char *) dst_ddf;
+
+        cu_compute_type = CUBLAS_COMPUTE_32F;
+        cu_data_type    = CUDA_R_32F;
+
+        alpha = &alpha_f32;
+        beta  = &beta_f32;
+    }
+
+    int id = ggml_cuda_get_device();
+    const int cc = ggml_cuda_info().devices[id].cc;
+    if (GGML_CUDA_CC_IS_CDNA(cc) || GGML_CUDA_CC_IS_RDNA4(cc)) {
+        cu_compute_type = CUBLAS_COMPUTE_32F;
+        alpha = &alpha_f32;
+        beta  = &beta_f32;
+    }
+
+    GGML_ASSERT(ne12 % ne02 == 0);
+    GGML_ASSERT(ne13 % ne03 == 0);
+
+    // broadcast factors
+    const int64_t r2 = ne12/ne02;
+    const int64_t r3 = ne13/ne03;
+
+#if 0
+    // use cublasGemmEx
+    {
+        for (int i13 = 0; i13 < ne13; ++i13) {
+            for (int i12 = 0; i12 < ne12; ++i12) {
+                int i03 = i13 / r3;
+                int i02 = i12 / r2;
+
+                CUBLAS_CHECK(
+                cublasGemmEx(ctx.cublas_handle(), CUBLAS_OP_T, CUBLAS_OP_N,
+                    ne01, ne11, ne10,
+                    alpha, (const char *) src0_f16 + i03*nb03 + i02*nb02, CUDA_R_16F,   nb01/sizeof(half),
+                                          src1_f16 + i13*s13  + i12*s12,  CUDA_R_16F,   s11,
+                    beta,  (      char *)    dst_t + i13*nbd3 + i12*nbd2, cu_data_type, ne0,
+                    cu_compute_type,
+                    CUBLAS_GEMM_DEFAULT_TENSOR_OP));
+            }
+        }
+    }
+#else
+    if (r2 == 1 && r3 == 1 && ggml_is_contiguous_2(src0) && ggml_is_contiguous_2(src1)) {
+        // there is no broadcast and src0, src1 are contiguous across dims 2, 3
+        // use cublasGemmStridedBatchedEx
+        CUBLAS_CHECK(
+        cublasGemmStridedBatchedEx(ctx.cublas_handle(), CUBLAS_OP_T, CUBLAS_OP_N,
+                ne01, ne11, ne10,
+                alpha, src0_f16, CUDA_R_16F,   nb01/nb00, nb02/nb00, // strideA
+                       src1_f16, CUDA_R_16F,   s11,       s12,       // strideB
+                beta,     dst_t, cu_data_type, ne0,       ne1*ne0,   // strideC
+                ne12*ne13,
+                cu_compute_type,
+                CUBLAS_GEMM_DEFAULT_TENSOR_OP));
+    } else {
+        // use cublasGemmBatchedEx
+        const int64_t ne23 = ne12*ne13;
+
+        ggml_cuda_pool_alloc<const void *> ptrs_src(ctx.pool(), 2*ne23);
+        ggml_cuda_pool_alloc<      void *> ptrs_dst(ctx.pool(), 1*ne23);
+
+        dim3 block_dims(ne13, ne12);
+        k_compute_batched_ptrs<<<1, block_dims, 0, main_stream>>>(
+                src0_f16, src1_f16, dst_t,
+                ptrs_src.get(), ptrs_dst.get(),
+                ne12, ne13,
+                ne23,
+                nb02, nb03,
+                src1->type == GGML_TYPE_F16 ? nb12 : s12*sizeof(half),
+                src1->type == GGML_TYPE_F16 ? nb13 : s13*sizeof(half),
+                nbd2, nbd3,
+                r2, r3);
+        CUDA_CHECK(cudaGetLastError());
+
+        CUBLAS_CHECK(
+        cublasGemmBatchedEx(ctx.cublas_handle(), CUBLAS_OP_T, CUBLAS_OP_N,
+                ne01, ne11, ne10,
+                alpha, (const void **) (ptrs_src.get() + 0*ne23), CUDA_R_16F,   nb01/nb00,
+                       (const void **) (ptrs_src.get() + 1*ne23), CUDA_R_16F,   s11,
+                beta,  (      void **) (ptrs_dst.get() + 0*ne23), cu_data_type, ne0,
+                ne23,
+                cu_compute_type,
+                CUBLAS_GEMM_DEFAULT_TENSOR_OP));
+    }
+#endif
+
+    if (dst->op_params[0] == GGML_PREC_DEFAULT && cu_data_type == CUDA_R_16F) {
+        const to_fp32_cuda_t to_fp32_cuda = ggml_get_to_fp32_cuda(GGML_TYPE_F16);
+        to_fp32_cuda(dst_f16.get(), dst_ddf, ne_dst, main_stream);
+    }
+}
+
+static void ggml_cuda_mul_mat(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) {
+    const bool split = ggml_backend_buft_is_cuda_split(src0->buffer->buft);
+
+    // If src0 is a temporary compute buffer it may have some padding that needs to be cleared for mul_mat_vec_q or mul_mat_q.
+    // But if src0 is also a view of another tensor then this cannot be done safely because it may overwrite valid tensor data.
+    // Therefore, in such cases use cuBLAS.
+    const bool bad_padding_clear = ggml_backend_buffer_get_usage(src0->buffer) == GGML_BACKEND_BUFFER_USAGE_COMPUTE
+        && ggml_nbytes(src0) != ggml_backend_buffer_get_alloc_size(src0->buffer, src0) && src0->view_src;
+
+    bool use_mul_mat_vec   = (src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16 || src0->type == GGML_TYPE_BF16)
+        && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32
+        && src0->ne[0] % 2 == 0 && src1->ne[1] == 1;
+    bool use_mul_mat_vec_q = ggml_is_quantized(src0->type) && !bad_padding_clear
+        && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32
+        && src1->ne[1] <= MMVQ_MAX_BATCH_SIZE;
+    bool use_mul_mat_q     = ggml_is_quantized(src0->type) && !bad_padding_clear
+        && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32;
+
+    bool any_gpus_with_slow_fp16   = false;
+    bool any_gpus_without_fp16_mma = false;
+
+    if (split) {
+        ggml_backend_cuda_split_buffer_type_context * buft_ctx = (ggml_backend_cuda_split_buffer_type_context *) src0->buffer->buft->context;
+        auto & tensor_split = buft_ctx->tensor_split;
+        for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
+            // skip devices that are not going to do any work:
+            if (tensor_split[id] >= (id + 1 < ggml_backend_cuda_get_device_count() ? tensor_split[id + 1] : 1.0f)) {
+                continue;
+            }
+
+            const int cc              = ggml_cuda_info().devices[id].cc;
+            use_mul_mat_q             = use_mul_mat_q             && ggml_cuda_should_use_mmq(src0->type, cc, src1->ne[1]);
+            any_gpus_with_slow_fp16   = any_gpus_with_slow_fp16   || !fast_fp16_hardware_available(cc);
+            any_gpus_without_fp16_mma = any_gpus_without_fp16_mma || !fp16_mma_hardware_available(cc);
+        }
+    } else {
+        const int cc              = ggml_cuda_info().devices[ctx.device].cc;
+        use_mul_mat_q             = use_mul_mat_q             && ggml_cuda_should_use_mmq(src0->type, cc, src1->ne[1]);
+        any_gpus_with_slow_fp16   = any_gpus_with_slow_fp16   || !fast_fp16_hardware_available(cc);
+        any_gpus_without_fp16_mma = any_gpus_without_fp16_mma || !fp16_mma_hardware_available(cc);
+    }
+
+    // debug helpers
+    //printf("src0: %8d %8d %8d %8d\n", src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3]);
+    //printf("      %8d %8d %8d %8d\n", src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3]);
+    //printf("src1: %8d %8d %8d %8d\n", src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3]);
+    //printf("      %8d %8d %8d %8d\n", src1->nb[0], src1->nb[1], src1->nb[2], src1->nb[3]);
+    //printf("src0 is contiguous %d, transposed %d, type = %s, name = %s\n", ggml_is_contiguous(src0), ggml_is_transposed(src0), ggml_type_name(src0->type), src0->name);
+    //printf("src1 is contiguous %d, transposed %d, type = %s, name = %s\n", ggml_is_contiguous(src1), ggml_is_transposed(src1), ggml_type_name(src1->type), src1->name);
+
+    if (!split && use_mul_mat_vec && (src0->ne[1] <= MMV_MAX_ROWS || any_gpus_without_fp16_mma)) {
+        // the custom F16 vector kernel can be used over batched cuBLAS GEMM
+        // but this is only faster for GPUs without tensor cores or with a thin src0 matrix (particularly KQV in attention)
+        ggml_cuda_mul_mat_vec(ctx, src0, src1, nullptr, dst);
+    } else if (!split && use_mul_mat_vec_q) {
+        ggml_cuda_mul_mat_vec_q(ctx, src0, src1, nullptr, dst);
+    } else if (!split && use_mul_mat_q) {
+        ggml_cuda_mul_mat_q(ctx, src0, src1, nullptr, dst);
+    } else if (!split && src0->type == GGML_TYPE_F16 && (src1->type == GGML_TYPE_F16 || !any_gpus_with_slow_fp16) &&
+            !ggml_is_transposed(src0) && !ggml_is_transposed(src1) && src1->ne[2]*src1->ne[3] > 1) {
+        // general KQ + KQV multi-batch without FlashAttention
+        ggml_cuda_mul_mat_batched_cublas(ctx, src0, src1, dst);
+    } else if (use_mul_mat_vec) {
+        ggml_cuda_op_mul_mat(ctx, src0, src1, dst, ggml_cuda_op_mul_mat_vec, nullptr);
+    } else if (use_mul_mat_vec_q) {
+        ggml_cuda_op_mul_mat(ctx, src0, src1, dst, ggml_cuda_op_mul_mat_vec_q, quantize_row_q8_1_cuda);
+    } else if (use_mul_mat_q) {
+        ggml_cuda_op_mul_mat(ctx, src0, src1, dst, ggml_cuda_op_mul_mat_q, quantize_mmq_q8_1_cuda);
+    } else {
+        ggml_cuda_op_mul_mat(ctx, src0, src1, dst, ggml_cuda_op_mul_mat_cublas, nullptr);
+    }
+}
+
+static void ggml_cuda_mul_mat_id(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+    const ggml_tensor * ids  = dst->src[2];
+
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type  == GGML_TYPE_F32);
+    GGML_ASSERT(!ggml_backend_buft_is_cuda_split(src0->buffer->buft) && "mul_mat_id does not support split buffers");
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    const int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc;
+
+    if (src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) {
+        if (ne2 == 1) {
+            if (ggml_is_quantized(src0->type)) {
+                ggml_cuda_mul_mat_vec_q(ctx, src0, src1, ids, dst);
+            } else {
+                ggml_cuda_mul_mat_vec(ctx, src0, src1, ids, dst);
+            }
+            return;
+        }
+
+        if (ggml_cuda_should_use_mmq(src0->type, cc, ne12)) {
+            ggml_cuda_mul_mat_q(ctx, src0, src1, ids, dst);
+            return;
+        }
+    }
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(nb12 % nb11 == 0);
+    GGML_ASSERT(nb2  % nb1  == 0);
+
+    const ggml_type type_src1_sorted = (src0->type == GGML_TYPE_F16 && !fast_fp16_hardware_available(cc))
+        || ggml_is_quantized(src0->type) ? GGML_TYPE_F32 : src0->type;
+    const ggml_type type_dst_sorted  = GGML_TYPE_F32;
+    const size_t ts_src1_sorted = ggml_type_size(type_src1_sorted);
+    const size_t ts_dst_sorted  = ggml_type_size(type_dst_sorted);
+
+    const int64_t n_expert_used = ids->ne[0];
+    const int64_t ne_get_rows = ne12 * n_expert_used;
+
+    std::vector<int32_t> ids_to_sorted_host;
+    ids_to_sorted_host.reserve(2*ne_get_rows);
+    std::vector<int32_t> ids_from_sorted_host(ne_get_rows);
+
+    ggml_cuda_pool_alloc<int32_t> ids_buf_dev(ctx.pool(), 2*ne_get_rows);
+
+    std::vector<int32_t> tokens_per_expert(ne02);
+
+    ggml_cuda_pool_alloc<char> src1_sorted(ctx.pool(), ne12*n_expert_used*ne10*ts_src1_sorted);
+    ggml_cuda_pool_alloc<char>  dst_sorted(ctx.pool(), ne2 *n_expert_used* ne0*ts_dst_sorted);
+
+    std::vector<char> ids_host(ggml_nbytes(ids));
+    CUDA_CHECK(cudaMemcpyAsync(ids_host.data(), ids->data, ggml_nbytes(ids), cudaMemcpyDeviceToHost, stream));
+    CUDA_CHECK(cudaStreamSynchronize(stream));
+
+    for (int64_t i02 = 0; i02 < ne02; ++i02) { // expert matrices
+        for (int64_t i12 = 0; i12 < ne12; ++i12) { // tokens
+            for (int64_t iex = 0; iex < n_expert_used; ++iex) {
+                const int32_t expert_to_use = *(const int32_t *)(ids_host.data() + i12*ids->nb[1] + iex*ids->nb[0]);
+                assert(expert_to_use >= 0 && expert_to_use < ne02);
+                if (expert_to_use == i02) {
+                    ids_from_sorted_host[i12*n_expert_used + iex] = ids_to_sorted_host.size();
+                    ids_to_sorted_host.push_back(i12*ne11 + iex % ne11);
+                    tokens_per_expert[i02]++;
+                    break;
+                }
+            }
+        }
+    }
+    GGML_ASSERT(ids_to_sorted_host.size() == size_t(ne_get_rows));
+
+    ids_to_sorted_host.insert(ids_to_sorted_host.end(), ids_from_sorted_host.begin(), ids_from_sorted_host.end());
+
+    CUDA_CHECK(cudaMemcpyAsync(ids_buf_dev.ptr, ids_to_sorted_host.data(), 2*ne_get_rows*sizeof(int32_t), cudaMemcpyHostToDevice, stream));
+    CUDA_CHECK(cudaStreamSynchronize(stream));
+
+    const int32_t * ids_to_sorted   = ids_buf_dev.ptr + 0*ne_get_rows;
+    const int32_t * ids_from_sorted = ids_buf_dev.ptr + 1*ne_get_rows;
+
+    get_rows_cuda(src1->data, src1->type, ids_to_sorted, src1_sorted.ptr, type_src1_sorted,
+        ne10, nb11, nb12, nb13,
+        ne_get_rows, 1, 1, sizeof(int32_t), ne_get_rows*sizeof(int32_t), ne_get_rows*sizeof(int32_t),
+        ne10*ts_src1_sorted, ne_get_rows*ne10*ts_src1_sorted, ne_get_rows*ne10*ts_src1_sorted, stream);
+    CUDA_CHECK(cudaGetLastError());
+
+    char * src1_data_cur = (char *) src1_sorted.ptr;
+    char *  dst_data_cur = (char *)  dst_sorted.ptr;
+    for (int64_t i02 = 0; i02 < ne02; ++i02) {
+        if (tokens_per_expert[i02] == 0) {
+            continue;
+        }
+
+        ggml_tensor src0_slice = *src0;
+        src0_slice.ne[2]    = 1;
+        src0_slice.nb[3]    = src0_slice.nb[2];
+        src0_slice.op       = GGML_OP_VIEW;
+        src0_slice.view_src = dst->src[0]; // non-const pointer to src0
+        src0_slice.data     = (char *) src0->data + i02*nb02;
+
+        ggml_tensor src1_slice;
+        memset(&src1_slice, 0, sizeof(src1_slice));
+        src1_slice.buffer = src1->buffer;
+        src1_slice.type   = type_src1_sorted;
+        src1_slice.ne[0]  = ne10;
+        src1_slice.ne[1]  = tokens_per_expert[i02];
+        src1_slice.ne[2]  = 1;
+        src1_slice.ne[3]  = 1;
+        src1_slice.nb[0]  = ts_src1_sorted;
+        src1_slice.nb[1]  = src1_slice.ne[0] * src1_slice.nb[0];
+        src1_slice.nb[2]  = src1_slice.ne[1] * src1_slice.nb[1];
+        src1_slice.nb[3]  = src1_slice.ne[2] * src1_slice.nb[2];
+        src1_slice.data   = src1_data_cur;
+
+        ggml_tensor dst_slice;
+        memset(&dst_slice, 0, sizeof(dst_slice));
+        dst_slice.buffer = dst->buffer;
+        dst_slice.type   = type_dst_sorted;
+        dst_slice.ne[0]  = ne0;
+        dst_slice.ne[1]  = tokens_per_expert[i02];
+        dst_slice.ne[2]  = 1;
+        dst_slice.ne[3]  = 1;
+        dst_slice.nb[0]  = ts_dst_sorted;
+        dst_slice.nb[1]  = dst_slice.ne[0] * dst_slice.nb[0];
+        dst_slice.nb[2]  = dst_slice.ne[1] * dst_slice.nb[1];
+        dst_slice.nb[3]  = dst_slice.ne[2] * dst_slice.nb[2];
+        dst_slice.data   = dst_data_cur;
+
+        ggml_cuda_mul_mat(ctx, &src0_slice, &src1_slice, &dst_slice);
+        CUDA_CHECK(cudaGetLastError());
+
+        src1_data_cur += src1_slice.nb[2];
+        dst_data_cur  +=  dst_slice.nb[2];
+    }
+
+    get_rows_cuda(dst_sorted.ptr, type_dst_sorted, ids_from_sorted, dst->data, dst->type,
+        ne0, ne0*ts_dst_sorted, ne_get_rows*ne0*ts_dst_sorted, ne_get_rows*ne0*ts_dst_sorted,
+        ne_get_rows, 1, 1, sizeof(int32_t), ne_get_rows*sizeof(int32_t), ne_get_rows*sizeof(int32_t),
+        nb1, nb2, nb3, stream);
+}
+
+static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct ggml_tensor * dst) {
+    // why is this here instead of mul_mat?
+    if (dst->src[0] != nullptr && ggml_backend_buft_is_cuda_split(dst->src[0]->buffer->buft)) {
+        ggml_cuda_set_peer_access(dst->src[1]->ne[1], ctx.device);
+    }
+
+    switch (dst->op) {
+        case GGML_OP_ARGMAX:
+            ggml_cuda_argmax(ctx, dst);
+            break;
+        case GGML_OP_COUNT_EQUAL:
+            ggml_cuda_count_equal(ctx, dst);
+            break;
+        case GGML_OP_REPEAT:
+            ggml_cuda_op_repeat(ctx, dst);
+            break;
+        case GGML_OP_REPEAT_BACK:
+            ggml_cuda_op_repeat_back(ctx, dst);
+            break;
+        case GGML_OP_GET_ROWS:
+            ggml_cuda_op_get_rows(ctx, dst);
+            break;
+        case GGML_OP_GET_ROWS_BACK:
+            ggml_cuda_op_get_rows_back(ctx, dst);
+            break;
+        case GGML_OP_DUP:
+            ggml_cuda_dup(ctx, dst);
+            break;
+        case GGML_OP_CPY:
+            ggml_cuda_cpy(ctx, dst->src[0], dst->src[1]);
+            break;
+        case GGML_OP_CONT:
+            ggml_cuda_dup(ctx, dst);
+            break;
+        case GGML_OP_ADD:
+        case GGML_OP_ADD1: // TODO: more efficient implementation
+            ggml_cuda_op_add(ctx, dst);
+            break;
+        case GGML_OP_SUB:
+            ggml_cuda_op_sub(ctx, dst);
+            break;
+        case GGML_OP_ACC:
+            ggml_cuda_op_acc(ctx, dst);
+            break;
+        case GGML_OP_MUL:
+            ggml_cuda_op_mul(ctx, dst);
+            break;
+        case GGML_OP_DIV:
+            ggml_cuda_op_div(ctx, dst);
+            break;
+        case GGML_OP_UNARY:
+            switch (ggml_get_unary_op(dst)) {
+                case GGML_UNARY_OP_ABS:
+                    ggml_cuda_op_abs(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_SGN:
+                    ggml_cuda_op_sgn(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_NEG:
+                    ggml_cuda_op_neg(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_STEP:
+                    ggml_cuda_op_step(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_GELU:
+                    ggml_cuda_op_gelu(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_SILU:
+                    ggml_cuda_op_silu(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_GELU_QUICK:
+                    ggml_cuda_op_gelu_quick(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_TANH:
+                    ggml_cuda_op_tanh(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_RELU:
+                    ggml_cuda_op_relu(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_SIGMOID:
+                    ggml_cuda_op_sigmoid(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_HARDSIGMOID:
+                    ggml_cuda_op_hardsigmoid(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_HARDSWISH:
+                    ggml_cuda_op_hardswish(ctx, dst);
+                    break;
+                case GGML_UNARY_OP_EXP:
+                    ggml_cuda_op_exp(ctx, dst);
+                    break;
+                default:
+                    return false;
+            }
+            break;
+        case GGML_OP_NORM:
+            ggml_cuda_op_norm(ctx, dst);
+            break;
+        case GGML_OP_GROUP_NORM:
+            ggml_cuda_op_group_norm(ctx, dst);
+            break;
+        case GGML_OP_L2_NORM:
+            ggml_cuda_op_l2_norm(ctx, dst);
+            break;
+        case GGML_OP_CONCAT:
+            ggml_cuda_op_concat(ctx, dst);
+            break;
+        case GGML_OP_UPSCALE:
+            ggml_cuda_op_upscale(ctx, dst);
+            break;
+        case GGML_OP_PAD:
+            ggml_cuda_op_pad(ctx, dst);
+            break;
+        case GGML_OP_ARANGE:
+            ggml_cuda_op_arange(ctx, dst);
+            break;
+        case GGML_OP_TIMESTEP_EMBEDDING:
+            ggml_cuda_op_timestep_embedding(ctx, dst);
+            break;
+        case GGML_OP_LEAKY_RELU:
+            ggml_cuda_op_leaky_relu(ctx, dst);
+            break;
+        case GGML_OP_SILU_BACK:
+            ggml_cuda_op_silu_back(ctx, dst);
+            break;
+        case GGML_OP_RMS_NORM:
+            ggml_cuda_op_rms_norm(ctx, dst);
+            break;
+        case GGML_OP_RMS_NORM_BACK:
+            ggml_cuda_op_rms_norm_back(ctx, dst);
+            break;
+        case GGML_OP_MUL_MAT:
+            ggml_cuda_mul_mat(ctx, dst->src[0], dst->src[1], dst);
+            break;
+        case GGML_OP_MUL_MAT_ID:
+            ggml_cuda_mul_mat_id(ctx, dst);
+            break;
+        case GGML_OP_OUT_PROD:
+            ggml_cuda_out_prod(ctx, dst);
+            break;
+        case GGML_OP_SCALE:
+            ggml_cuda_op_scale(ctx, dst);
+            break;
+        case GGML_OP_SQR:
+            ggml_cuda_op_sqr(ctx, dst);
+            break;
+        case GGML_OP_SQRT:
+            ggml_cuda_op_sqrt(ctx, dst);
+            break;
+        case GGML_OP_SIN:
+            ggml_cuda_op_sin(ctx, dst);
+            break;
+        case GGML_OP_COS:
+            ggml_cuda_op_cos(ctx, dst);
+            break;
+        case GGML_OP_CLAMP:
+            ggml_cuda_op_clamp(ctx, dst);
+            break;
+        case GGML_OP_LOG:
+            ggml_cuda_op_log(ctx, dst);
+            break;
+        case GGML_OP_NONE:
+        case GGML_OP_RESHAPE:
+        case GGML_OP_VIEW:
+        case GGML_OP_PERMUTE:
+        case GGML_OP_TRANSPOSE:
+                break;
+        case GGML_OP_DIAG_MASK_INF:
+            ggml_cuda_op_diag_mask_inf(ctx, dst);
+            break;
+        case GGML_OP_SOFT_MAX:
+            ggml_cuda_op_soft_max(ctx, dst);
+            break;
+        case GGML_OP_SOFT_MAX_BACK:
+            ggml_cuda_op_soft_max_back(ctx, dst);
+            break;
+        case GGML_OP_ROPE:
+            ggml_cuda_op_rope(ctx, dst);
+            break;
+        case GGML_OP_ROPE_BACK:
+            ggml_cuda_op_rope_back(ctx, dst);
+            break;
+        case GGML_OP_IM2COL:
+            ggml_cuda_op_im2col(ctx, dst);
+            break;
+        case GGML_OP_CONV_TRANSPOSE_1D:
+            ggml_cuda_op_conv_transpose_1d(ctx,dst);
+            break;
+        case GGML_OP_POOL_2D:
+            ggml_cuda_op_pool2d(ctx, dst);
+            break;
+        case GGML_OP_SUM:
+            ggml_cuda_op_sum(ctx, dst);
+            break;
+        case GGML_OP_SUM_ROWS:
+            ggml_cuda_op_sum_rows(ctx, dst);
+            break;
+        case GGML_OP_SSM_CONV:
+            ggml_cuda_op_ssm_conv(ctx, dst);
+            break;
+        case GGML_OP_SSM_SCAN:
+            ggml_cuda_op_ssm_scan(ctx, dst);
+            break;
+        case GGML_OP_ARGSORT:
+            ggml_cuda_op_argsort(ctx, dst);
+            break;
+        case GGML_OP_FLASH_ATTN_EXT:
+            ggml_cuda_flash_attn_ext(ctx, dst);
+            break;
+        case GGML_OP_CROSS_ENTROPY_LOSS:
+            ggml_cuda_cross_entropy_loss(ctx, dst);
+            break;
+        case GGML_OP_RWKV_WKV6:
+            ggml_cuda_op_rwkv_wkv6(ctx, dst);
+            break;
+        case GGML_OP_GATED_LINEAR_ATTN:
+            ggml_cuda_op_gated_linear_attn(ctx, dst);
+            break;
+        case GGML_OP_RWKV_WKV7:
+            ggml_cuda_op_rwkv_wkv7(ctx, dst);
+            break;
+        case GGML_OP_CROSS_ENTROPY_LOSS_BACK:
+            ggml_cuda_cross_entropy_loss_back(ctx, dst);
+            break;
+        case GGML_OP_OPT_STEP_ADAMW:
+            ggml_cuda_opt_step_adamw(ctx, dst);
+            break;
+        default:
+            return false;
+    }
+
+    cudaError_t err = cudaGetLastError();
+    if (err != cudaSuccess) {
+        GGML_LOG_ERROR("%s: %s failed\n", __func__, ggml_op_desc(dst));
+        CUDA_CHECK(err);
+    }
+
+    return true;
+}
+
+////////////////////////////////////////////////////////////////////////////////
+
+// backend
+
+static const char * ggml_backend_cuda_get_name(ggml_backend_t backend) {
+    ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context;
+
+    return cuda_ctx->name.c_str();
+}
+
+static void ggml_backend_cuda_free(ggml_backend_t backend) {
+    ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context;
+
+    delete cuda_ctx;
+    delete backend;
+}
+
+static void ggml_backend_cuda_set_tensor_async(ggml_backend_t backend, ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context;
+    ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer;
+
+    GGML_ASSERT(buf->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) && "unsupported buffer type");
+
+    CUDA_CHECK(cudaMemcpyAsync((char *)tensor->data + offset, data, size, cudaMemcpyHostToDevice, cuda_ctx->stream()));
+}
+
+static void ggml_backend_cuda_get_tensor_async(ggml_backend_t backend, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context;
+    ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer;
+
+    GGML_ASSERT(buf->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) && "unsupported buffer type");
+
+    CUDA_CHECK(cudaMemcpyAsync(data, (const char *)tensor->data + offset, size, cudaMemcpyDeviceToHost, cuda_ctx->stream()));
+}
+
+static bool ggml_backend_cuda_cpy_tensor_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, const ggml_tensor * src, ggml_tensor * dst) {
+    ggml_backend_buffer_t buf_src = src->view_src ? src->view_src->buffer : src->buffer;
+    ggml_backend_buffer_t buf_dst = dst->view_src ? dst->view_src->buffer : dst->buffer;
+
+    if (!ggml_backend_is_cuda(backend_src) || !ggml_backend_is_cuda(backend_dst)) {
+        return false;
+    }
+
+    if (!ggml_backend_buffer_is_cuda(src->buffer) || !ggml_backend_buffer_is_cuda(dst->buffer)) {
+        return false;
+    }
+
+    // device -> device copy
+    ggml_backend_cuda_context * cuda_ctx_src = (ggml_backend_cuda_context *)backend_src->context;
+    ggml_backend_cuda_context * cuda_ctx_dst = (ggml_backend_cuda_context *)backend_dst->context;
+
+    ggml_backend_cuda_buffer_context * buf_ctx_src = (ggml_backend_cuda_buffer_context *)buf_src->context;
+    ggml_backend_cuda_buffer_context * buf_ctx_dst = (ggml_backend_cuda_buffer_context *)buf_dst->context;
+
+    if (cuda_ctx_src->device != buf_ctx_src->device || cuda_ctx_dst->device != buf_ctx_dst->device) {
+#ifndef NDEBUG
+        GGML_LOG_DEBUG("%s: backend and buffer devices do not match\n", __func__);
+#endif
+        return false;
+    }
+
+    if (backend_src != backend_dst) {
+        // copy on src stream
+        if (cuda_ctx_src->device == cuda_ctx_dst->device) {
+            CUDA_CHECK(cudaMemcpyAsync(dst->data, src->data, ggml_nbytes(dst), cudaMemcpyDeviceToDevice, cuda_ctx_src->stream()));
+        } else {
+#ifdef GGML_CUDA_NO_PEER_COPY
+            return false;
+#else
+            CUDA_CHECK(cudaMemcpyPeerAsync(dst->data, cuda_ctx_dst->device, src->data, cuda_ctx_src->device, ggml_nbytes(dst), cuda_ctx_src->stream()));
+#endif
+        }
+
+        // record event on src stream after the copy
+        if (!cuda_ctx_src->copy_event) {
+            ggml_cuda_set_device(cuda_ctx_src->device);
+            CUDA_CHECK(cudaEventCreateWithFlags(&cuda_ctx_src->copy_event, cudaEventDisableTiming));
+        }
+
+        CUDA_CHECK(cudaEventRecord(cuda_ctx_src->copy_event, cuda_ctx_src->stream()));
+
+        // wait on dst stream for the copy to complete
+        CUDA_CHECK(cudaStreamWaitEvent(cuda_ctx_dst->stream(), cuda_ctx_src->copy_event, 0));
+    } else {
+        // src and dst are on the same backend
+        CUDA_CHECK(cudaMemcpyAsync(dst->data, src->data, ggml_nbytes(dst), cudaMemcpyDeviceToDevice, cuda_ctx_src->stream()));
+    }
+    return true;
+}
+
+static void ggml_backend_cuda_synchronize(ggml_backend_t backend) {
+    ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context;
+
+    CUDA_CHECK(cudaStreamSynchronize(cuda_ctx->stream()));
+
+    GGML_UNUSED(backend);
+}
+
+#ifdef USE_CUDA_GRAPH
+static bool check_node_graph_compatibility_and_refresh_copy_ops(ggml_backend_cuda_context * cuda_ctx, ggml_cgraph * cgraph,
+    bool use_cuda_graph) {
+
+    // Loop over nodes in GGML graph to obtain info needed for CUDA graph
+    cuda_ctx->cuda_graph->cpy_dest_ptrs.clear();
+
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        ggml_tensor * node = cgraph->nodes[i];
+
+        if (ggml_is_empty(node) || node->op == GGML_OP_RESHAPE || node->op == GGML_OP_TRANSPOSE || node->op == GGML_OP_VIEW || node->op == GGML_OP_PERMUTE || node->op == GGML_OP_NONE) {
+            continue;
+        }
+
+        if (node->src[0] && node->src[0]->buffer && ggml_backend_buft_is_cuda_split(node->src[0]->buffer->buft)) {
+            use_cuda_graph = false; // Split buffers are not supported by CUDA graph capture
+#ifndef NDEBUG
+            GGML_LOG_DEBUG("%s: disabling CUDA graphs due to split buffer\n", __func__);
+#endif
+        }
+
+        if (node->op == GGML_OP_MUL_MAT_ID && node->ne[2] != 1) {
+            use_cuda_graph = false; // This node type is not supported by CUDA graph capture
+#ifndef NDEBUG
+            GGML_LOG_DEBUG("%s: disabling CUDA graphs due to unsupported node type\n", __func__);
+#endif
+        }
+
+        if (node->op == GGML_OP_ADD && node->src[1] && node->src[1]->ne[1] > 1) {
+            // disable CUDA graphs for batch size > 1 for now.
+            // Changes in batch size or context size can cause changes to the grid size of some kernels.
+            use_cuda_graph = false;
+#ifndef NDEBUG
+            GGML_LOG_DEBUG("%s: disabling CUDA graphs due to batch size > 1 [%s] [%ld %ld %ld %ld]\n", __func__, node->name, node->ne[0], node->ne[1], node->ne[2], node->ne[3]);
+#endif
+        }
+
+        if (node->op == GGML_OP_CPY) {
+
+            // Store the pointers which are updated for each token, such that these can be sent
+            // to the device and accessed using indirection from CUDA graph
+            cuda_ctx->cuda_graph->cpy_dest_ptrs.push_back((char *) node->src[1]->data);
+
+            // store a pointer to each copy op CUDA kernel to identify it later
+            void * ptr = ggml_cuda_cpy_fn(node->src[0], node->src[1]);
+            if (!ptr) {
+                use_cuda_graph = false;
+#ifndef NDEBUG
+                GGML_LOG_DEBUG("%s: disabling CUDA graphs due to unsupported copy op\n", __func__);
+#endif
+            }
+        }
+
+        if (!use_cuda_graph) {
+            break;
+        }
+    }
+
+    if (use_cuda_graph) {
+        cuda_ctx->cuda_graph->use_cpy_indirection = true;
+        // copy pointers to GPU so they can be accessed via indirection within CUDA graph
+        ggml_cuda_cpy_dest_ptrs_copy(cuda_ctx->cuda_graph.get(), cuda_ctx->cuda_graph->cpy_dest_ptrs.data(), cuda_ctx->cuda_graph->cpy_dest_ptrs.size(), cuda_ctx->stream());
+    }
+
+    return use_cuda_graph;
+}
+
+static void set_ggml_graph_node_properties(ggml_tensor * node, ggml_graph_node_properties * graph_node_properties) {
+    graph_node_properties->node_address = node->data;
+    graph_node_properties->node_op = node->op;
+    for (int i = 0; i < GGML_MAX_DIMS; i++) {
+        graph_node_properties->ne[i] = node->ne[i];
+        graph_node_properties->nb[i] = node->nb[i];
+    }
+    for (int i = 0; i < GGML_MAX_SRC; i++) {
+        graph_node_properties->src_address[i] = node->src[i] ? node->src[i]->data : nullptr;
+    }
+    memcpy(graph_node_properties->op_params, node->op_params, GGML_MAX_OP_PARAMS);
+}
+
+static bool ggml_graph_node_has_matching_properties(ggml_tensor * node, ggml_graph_node_properties * graph_node_properties) {
+    if (node->data != graph_node_properties->node_address &&
+          node->op != GGML_OP_CPY &&
+          node->op != GGML_OP_VIEW) {
+        return false;
+    }
+
+    if (node->op != graph_node_properties->node_op) {
+        return false;
+    }
+
+    for (int i = 0; i < GGML_MAX_DIMS; i++) {
+        if (node->ne[i] != graph_node_properties->ne[i]) {
+            return false;
+        }
+        if (node->nb[i] != graph_node_properties->nb[i]) {
+            return false;
+        }
+    }
+
+    for (int i = 0; i < GGML_MAX_SRC; i++) {
+        if (node->src[i] &&
+            node->src[i]->data != graph_node_properties->src_address[i] &&
+            node->op != GGML_OP_CPY &&
+            node->op != GGML_OP_VIEW
+        ) {
+            return false;
+        }
+    }
+
+    if (node->op == GGML_OP_SCALE &&
+        memcmp(graph_node_properties->op_params, node->op_params, GGML_MAX_OP_PARAMS) != 0) {
+        return false;
+    }
+
+    return true;
+}
+
+static bool is_cuda_graph_update_required(ggml_backend_cuda_context * cuda_ctx, ggml_cgraph * cgraph) {
+
+    bool cuda_graph_update_required = false;
+
+    if (cuda_ctx->cuda_graph->instance == nullptr) {
+        cuda_graph_update_required = true;
+    }
+
+    // Check if the graph size has changed
+    if (cuda_ctx->cuda_graph->ggml_graph_properties.size() != (size_t)cgraph->n_nodes) {
+        cuda_graph_update_required = true;
+        cuda_ctx->cuda_graph->ggml_graph_properties.resize(cgraph->n_nodes);
+    }
+
+    // Loop over nodes in GGML graph to determine if CUDA graph update is required
+    // and store properties to allow this comparison for the next token
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        bool has_matching_properties = true;
+        if (!cuda_graph_update_required) {
+            has_matching_properties = ggml_graph_node_has_matching_properties(cgraph->nodes[i], &cuda_ctx->cuda_graph->ggml_graph_properties[i]);
+        }
+        if (!has_matching_properties) {
+            cuda_graph_update_required = true;
+        }
+        set_ggml_graph_node_properties(cgraph->nodes[i], &cuda_ctx->cuda_graph->ggml_graph_properties[i]);
+    }
+
+    return cuda_graph_update_required;
+}
+
+static void update_cuda_graph_executable(ggml_backend_cuda_context * cuda_ctx) {
+
+#if CUDART_VERSION >= 12000
+    cudaGraphExecUpdateResultInfo result_info;
+    cudaError_t stat = cudaGraphExecUpdate(cuda_ctx->cuda_graph->instance, cuda_ctx->cuda_graph->graph, &result_info);
+#else
+    cudaGraphNode_t errorNode;
+    cudaGraphExecUpdateResult result_info;
+    cudaError_t stat = cudaGraphExecUpdate(cuda_ctx->cuda_graph->instance, cuda_ctx->cuda_graph->graph, &errorNode, &result_info);
+#endif // CUDART_VERSION >= 12000
+
+    if (stat == cudaErrorGraphExecUpdateFailure) {
+#ifndef NDEBUG
+        GGML_LOG_DEBUG("%s: CUDA graph update failed\n", __func__);
+#endif
+
+        // The pre-existing graph exec cannot be updated due to violated constraints
+        // so instead clear error and re-instantiate
+        (void)cudaGetLastError();
+        CUDA_CHECK(cudaGraphExecDestroy(cuda_ctx->cuda_graph->instance));
+        cuda_ctx->cuda_graph->instance = nullptr;
+        CUDA_CHECK(cudaGraphInstantiate(&cuda_ctx->cuda_graph->instance, cuda_ctx->cuda_graph->graph, NULL, NULL, 0));
+    } else {
+        GGML_ASSERT(stat == cudaSuccess);
+    }
+}
+#endif
+
+static void evaluate_and_capture_cuda_graph(ggml_backend_cuda_context * cuda_ctx, ggml_cgraph * cgraph,
+    bool & graph_evaluated_or_captured, bool & use_cuda_graph, bool & cuda_graph_update_required) {
+
+    while (!graph_evaluated_or_captured) {
+        // Only perform the graph execution if CUDA graphs are not enabled, or we are capturing the graph.
+        // With the use of CUDA graphs, the execution will be performed by the graph launch.
+        if (!use_cuda_graph || cuda_graph_update_required) {
+            for (int i = 0; i < cgraph->n_nodes; i++) {
+                ggml_tensor * node = cgraph->nodes[i];
+
+                if (ggml_is_empty(node) || node->op == GGML_OP_RESHAPE || node->op == GGML_OP_TRANSPOSE || node->op == GGML_OP_VIEW || node->op == GGML_OP_PERMUTE || node->op == GGML_OP_NONE) {
+                    continue;
+                }
+
+#ifndef NDEBUG
+                assert(node->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device));
+                for (int j = 0; j < GGML_MAX_SRC; j++) {
+                    if (node->src[j] != nullptr) {
+                        assert(node->src[j]->buffer);
+                        assert(node->src[j]->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) ||
+                               ggml_backend_buft_is_cuda_split(node->src[j]->buffer->buft));
+                    }
+                }
+#endif
+
+                bool ok = ggml_cuda_compute_forward(*cuda_ctx, node);
+                if (!ok) {
+                    GGML_LOG_ERROR("%s: op not supported %s (%s)\n", __func__, node->name, ggml_op_name(node->op));
+                }
+                GGML_ASSERT(ok);
+            }
+        }
+
+#ifdef USE_CUDA_GRAPH
+        if (use_cuda_graph && cuda_graph_update_required) { // End CUDA graph capture
+            if (cuda_ctx->cuda_graph->graph != nullptr) {
+                CUDA_CHECK(cudaGraphDestroy(cuda_ctx->cuda_graph->graph));
+                cuda_ctx->cuda_graph->graph = nullptr;
+            }
+
+            CUDA_CHECK(cudaStreamEndCapture(cuda_ctx->stream(), &cuda_ctx->cuda_graph->graph));
+            graph_evaluated_or_captured = true; // CUDA graph has been captured
+        } else {
+            graph_evaluated_or_captured = true; // ggml graph has been directly evaluated
+        }
+    }
+
+    if (use_cuda_graph) {
+        if (cuda_ctx->cuda_graph->instance == nullptr) { // Create executable graph from captured graph.
+            CUDA_CHECK(cudaGraphInstantiate(&cuda_ctx->cuda_graph->instance, cuda_ctx->cuda_graph->graph, NULL, NULL, 0));
+        }
+        if (cuda_graph_update_required) { // Update graph executable
+            update_cuda_graph_executable(cuda_ctx);
+        }
+        // Launch graph
+        CUDA_CHECK(cudaGraphLaunch(cuda_ctx->cuda_graph->instance, cuda_ctx->stream()));
+#else
+        graph_evaluated_or_captured = true;
+#endif  // USE_CUDA_GRAPH
+    }
+}
+
+static enum ggml_status ggml_backend_cuda_graph_compute(ggml_backend_t backend, ggml_cgraph * cgraph) {
+    ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context;
+
+    ggml_cuda_set_device(cuda_ctx->device);
+
+#ifdef USE_CUDA_GRAPH
+    static const bool disable_cuda_graphs_due_to_env = (getenv("GGML_CUDA_DISABLE_GRAPHS") != nullptr);
+
+    // Objects required for CUDA Graph
+    if (cuda_ctx->cuda_graph == nullptr) {
+        cuda_ctx->cuda_graph.reset(new ggml_cuda_graph());
+    }
+
+    bool use_cuda_graph = true;
+    bool cuda_graph_update_required = false;
+
+    if (cuda_ctx->cuda_graph->graph == nullptr) {
+        if (ggml_cuda_info().devices[cuda_ctx->device].cc < GGML_CUDA_CC_AMPERE) {
+            cuda_ctx->cuda_graph->disable_due_to_gpu_arch = true;
+#ifndef NDEBUG
+            GGML_LOG_DEBUG("%s: disabling CUDA graphs due to GPU architecture\n", __func__);
+#endif
+        }
+    }
+
+    // Disable CUDA graphs in presence of env var, old GPU, use-case which is changing too rapidly,
+    // or previous graph capture failure.
+    // Also disable for multi-gpu for now. TO DO investigate
+    if (disable_cuda_graphs_due_to_env
+        || cuda_ctx->cuda_graph->disable_due_to_gpu_arch
+        || cuda_ctx->cuda_graph->disable_due_to_too_many_updates
+        || cuda_ctx->cuda_graph->disable_due_to_failed_graph_capture) {
+        use_cuda_graph = false;
+    }
+
+    if (use_cuda_graph) {
+        cuda_graph_update_required = is_cuda_graph_update_required(cuda_ctx, cgraph);
+
+        use_cuda_graph = check_node_graph_compatibility_and_refresh_copy_ops(cuda_ctx, cgraph, use_cuda_graph);
+
+        // Disable CUDA graphs (from the next token) if the use-case is demanding too many consecutive graph updates.
+        if (use_cuda_graph && cuda_graph_update_required) {
+            cuda_ctx->cuda_graph->number_consecutive_updates++;
+        } else {
+            cuda_ctx->cuda_graph->number_consecutive_updates = 0;
+        }
+
+        if (cuda_ctx->cuda_graph->number_consecutive_updates >= 4) {
+            cuda_ctx->cuda_graph->disable_due_to_too_many_updates = true;
+#ifndef NDEBUG
+            GGML_LOG_DEBUG("%s: disabling CUDA graphs due to too many consecutive updates\n", __func__);
+#endif
+        }
+    }
+
+    if (use_cuda_graph && cuda_graph_update_required) { // Start CUDA graph capture
+        CUDA_CHECK(cudaStreamBeginCapture(cuda_ctx->stream(), cudaStreamCaptureModeRelaxed));
+    }
+
+    if (!use_cuda_graph) {
+        cuda_ctx->cuda_graph->use_cpy_indirection = false;
+    }
+
+#else
+    bool use_cuda_graph = false;
+    bool cuda_graph_update_required = false;
+#endif // USE_CUDA_GRAPH
+
+    bool graph_evaluated_or_captured = false;
+
+    evaluate_and_capture_cuda_graph(cuda_ctx, cgraph, graph_evaluated_or_captured, use_cuda_graph, cuda_graph_update_required);
+
+    return GGML_STATUS_SUCCESS;
+}
+
+static void ggml_backend_cuda_event_record(ggml_backend_t backend, ggml_backend_event_t event) {
+    ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context;
+
+    CUDA_CHECK(cudaEventRecord((cudaEvent_t)event->context, cuda_ctx->stream()));
+}
+
+static void ggml_backend_cuda_event_wait(ggml_backend_t backend, ggml_backend_event_t event) {
+    ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context;
+
+    if (ggml_backend_is_cuda(backend)) {
+        CUDA_CHECK(cudaStreamWaitEvent(cuda_ctx->stream(), (cudaEvent_t)event->context, 0));
+    } else {
+#if 0
+        // untested
+        auto wait_fn = [](void * user_data) {
+            ggml_backend_event_t event = (ggml_backend_event_t)user_data;
+            ggml_backend_event_synchronize(event);
+        };
+
+        CUDA_CHECK(cudaLaunchHostFunc(cuda_ctx->stream(), wait_fn, event));
+#endif
+        GGML_ABORT("fatal error");
+    }
+}
+
+static const ggml_backend_i ggml_backend_cuda_interface = {
+    /* .get_name                = */ ggml_backend_cuda_get_name,
+    /* .free                    = */ ggml_backend_cuda_free,
+    /* .set_tensor_async        = */ ggml_backend_cuda_set_tensor_async,
+    /* .get_tensor_async        = */ ggml_backend_cuda_get_tensor_async,
+    /* .cpy_tensor_async        = */ ggml_backend_cuda_cpy_tensor_async,
+    /* .synchronize             = */ ggml_backend_cuda_synchronize,
+    /* .graph_plan_create       = */ NULL,
+    /* .graph_plan_free         = */ NULL,
+    /* .graph_plan_update       = */ NULL,
+    /* .graph_plan_compute      = */ NULL,
+    /* .graph_compute           = */ ggml_backend_cuda_graph_compute,
+    /* .event_record            = */ ggml_backend_cuda_event_record,
+    /* .event_wait              = */ ggml_backend_cuda_event_wait,
+};
+
+static ggml_guid_t ggml_backend_cuda_guid() {
+    static ggml_guid guid = { 0x2c, 0xdd, 0xe8, 0x1c, 0x65, 0xb3, 0x65, 0x73, 0x6a, 0x12, 0x88, 0x61, 0x1c, 0xc9, 0xdc, 0x25 };
+    return &guid;
+}
+
+bool ggml_backend_is_cuda(ggml_backend_t backend) {
+    return backend != NULL && ggml_guid_matches(backend->guid, ggml_backend_cuda_guid());
+}
+
+int ggml_backend_cuda_get_device_count() {
+    return ggml_cuda_info().device_count;
+}
+
+void ggml_backend_cuda_get_device_description(int device, char * description, size_t description_size) {
+    cudaDeviceProp prop;
+    CUDA_CHECK(cudaGetDeviceProperties(&prop, device));
+    snprintf(description, description_size, "%s", prop.name);
+}
+
+void ggml_backend_cuda_get_device_memory(int device, size_t * free, size_t * total) {
+    ggml_cuda_set_device(device);
+
+    CUDA_CHECK(cudaMemGetInfo(free, total));
+}
+
+bool ggml_backend_cuda_register_host_buffer(void * buffer, size_t size) {
+    if (getenv("GGML_CUDA_REGISTER_HOST") == nullptr) {
+        return false;
+    }
+
+#if CUDART_VERSION >= 11010 || defined(GGML_USE_MUSA)
+    cudaError_t err = cudaHostRegister(buffer, size, cudaHostRegisterPortable | cudaHostRegisterReadOnly);
+    if (err != cudaSuccess) {
+        // clear the error
+        (void)cudaGetLastError();
+
+        GGML_LOG_DEBUG("%s: failed to register %.2f MiB of pinned memory: %s\n", __func__,
+                           size / 1024.0 / 1024.0, cudaGetErrorString(err));
+        return false;
+    }
+    return true;
+#else
+    GGML_UNUSED(buffer);
+    GGML_UNUSED(size);
+    return false;
+#endif // CUDART_VERSION >= 11010 || defined(GGML_USE_MUSA)
+}
+
+void ggml_backend_cuda_unregister_host_buffer(void * buffer) {
+    if (getenv("GGML_CUDA_REGISTER_HOST") == nullptr) {
+        return;
+    }
+
+    cudaError_t err = cudaHostUnregister(buffer);
+    if (err != cudaSuccess) {
+        // clear the error
+        (void)cudaGetLastError();
+    }
+}
+
+
+// backend device
+
+struct ggml_backend_cuda_device_context {
+    int device;
+    std::string name;
+    std::string description;
+};
+
+static const char * ggml_backend_cuda_device_get_name(ggml_backend_dev_t dev) {
+    ggml_backend_cuda_device_context * ctx = (ggml_backend_cuda_device_context *)dev->context;
+    return ctx->name.c_str();
+}
+
+static const char * ggml_backend_cuda_device_get_description(ggml_backend_dev_t dev) {
+    ggml_backend_cuda_device_context * ctx = (ggml_backend_cuda_device_context *)dev->context;
+    return ctx->description.c_str();
+}
+
+static void ggml_backend_cuda_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) {
+    ggml_backend_cuda_device_context * ctx = (ggml_backend_cuda_device_context *)dev->context;
+    ggml_cuda_set_device(ctx->device);
+    CUDA_CHECK(cudaMemGetInfo(free, total));
+}
+
+static enum ggml_backend_dev_type ggml_backend_cuda_device_get_type(ggml_backend_dev_t dev) {
+    GGML_UNUSED(dev);
+    return GGML_BACKEND_DEVICE_TYPE_GPU;
+}
+
+static void ggml_backend_cuda_device_get_props(ggml_backend_dev_t dev, ggml_backend_dev_props * props) {
+    props->name        = ggml_backend_cuda_device_get_name(dev);
+    props->description = ggml_backend_cuda_device_get_description(dev);
+    props->type        = ggml_backend_cuda_device_get_type(dev);
+    ggml_backend_cuda_device_get_memory(dev, &props->memory_free, &props->memory_total);
+
+    bool host_buffer = getenv("GGML_CUDA_NO_PINNED") == nullptr;
+#ifdef GGML_CUDA_NO_PEER_COPY
+    bool events = false;
+#else
+    bool events = true;
+#endif
+
+    props->caps = {
+        /* .async                 = */ true,
+        /* .host_buffer           = */ host_buffer,
+        /* .buffer_from_host_ptr  = */ false,
+        /* .events                = */ events,
+    };
+}
+
+static ggml_backend_t ggml_backend_cuda_device_init_backend(ggml_backend_dev_t dev, const char * params) {
+    GGML_UNUSED(params);
+    ggml_backend_cuda_device_context * ctx = (ggml_backend_cuda_device_context *)dev->context;
+    return ggml_backend_cuda_init(ctx->device);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_cuda_device_get_buffer_type(ggml_backend_dev_t dev) {
+    ggml_backend_cuda_device_context * ctx = (ggml_backend_cuda_device_context *)dev->context;
+    return ggml_backend_cuda_buffer_type(ctx->device);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_cuda_device_get_host_buffer_type(ggml_backend_dev_t dev) {
+    GGML_UNUSED(dev);
+    return ggml_backend_cuda_host_buffer_type();
+}
+
+// TODO: move these functions here
+static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const ggml_tensor * op) {
+    ggml_backend_cuda_device_context * dev_ctx = (ggml_backend_cuda_device_context *) dev->context;
+
+    // split buffers can only be used with GGML_OP_MUL_MAT
+    if (op->op != GGML_OP_MUL_MAT) {
+        for (int i = 0; i < GGML_MAX_SRC; i++) {
+            if (op->src[i] && op->src[i]->buffer && ggml_backend_buft_is_cuda_split(op->src[i]->buffer->buft)) {
+                return false;
+            }
+        }
+    }
+
+    // check if all the sources are allocated on this device
+    for (int i = 0; i < GGML_MAX_SRC; i++) {
+        if (op->src[i] && op->src[i]->buffer && ggml_backend_buft_is_cuda(op->src[i]->buffer->buft)) {
+            ggml_backend_cuda_buffer_type_context * buft_ctx = (ggml_backend_cuda_buffer_type_context *)op->src[i]->buffer->buft->context;
+            if (buft_ctx->device != dev_ctx->device) {
+                return false;
+            }
+        }
+    }
+
+    switch (op->op) {
+        case GGML_OP_UNARY:
+            switch (ggml_get_unary_op(op)) {
+                case GGML_UNARY_OP_ABS:
+                case GGML_UNARY_OP_SGN:
+                case GGML_UNARY_OP_NEG:
+                case GGML_UNARY_OP_STEP:
+                case GGML_UNARY_OP_GELU:
+                case GGML_UNARY_OP_SILU:
+                case GGML_UNARY_OP_RELU:
+                case GGML_UNARY_OP_SIGMOID:
+                case GGML_UNARY_OP_HARDSIGMOID:
+                case GGML_UNARY_OP_HARDSWISH:
+                case GGML_UNARY_OP_GELU_QUICK:
+                case GGML_UNARY_OP_TANH:
+                case GGML_UNARY_OP_EXP:
+                    return ggml_is_contiguous(op->src[0]);
+                default:
+                    return false;
+            }
+            break;
+        case GGML_OP_MUL_MAT:
+        case GGML_OP_MUL_MAT_ID:
+            {
+                struct ggml_tensor * a = op->src[0];
+                struct ggml_tensor * b = op->src[1];
+                // for small weight matrices the active device can end up without any rows, don't use row split in those cases
+                // this avoids some edge cases (and the performance would not be good anyways)
+                if (a->buffer && ggml_backend_buft_is_cuda_split(a->buffer->buft)) {
+                    ggml_backend_cuda_split_buffer_type_context * buft_ctx = (ggml_backend_cuda_split_buffer_type_context *) a->buffer->buft->context;
+                    int64_t row_low;
+                    int64_t row_high;
+                    get_row_split(&row_low, &row_high, a, buft_ctx->tensor_split, dev_ctx->device);
+                    if (row_low == row_high) {
+                        return false;
+                    }
+                }
+                if (b->type == GGML_TYPE_F16 && a->type != GGML_TYPE_F16) {
+                    return false;
+                }
+#ifdef GGML_USE_MUSA
+                if (b->type == GGML_TYPE_F16 && b->ne[2]*b->ne[3] > 1 &&
+                    !ggml_is_transposed(a) && !ggml_is_transposed(b)) {
+                    return false;
+                }
+#endif // GGML_USE_MUSA
+                switch (a->type) {
+                    case GGML_TYPE_F32:
+                    case GGML_TYPE_F16:
+                    case GGML_TYPE_Q4_0:
+                    case GGML_TYPE_Q4_1:
+                    case GGML_TYPE_Q5_0:
+                    case GGML_TYPE_Q5_1:
+                    case GGML_TYPE_Q8_0:
+                    case GGML_TYPE_Q2_K:
+                    case GGML_TYPE_Q3_K:
+                    case GGML_TYPE_Q4_K:
+                    case GGML_TYPE_Q5_K:
+                    case GGML_TYPE_Q6_K:
+                    case GGML_TYPE_Q8_K:
+                    case GGML_TYPE_IQ1_M:
+                    case GGML_TYPE_IQ1_S:
+                    case GGML_TYPE_IQ2_S:
+                    case GGML_TYPE_IQ2_XS:
+                    case GGML_TYPE_IQ2_XXS:
+                    case GGML_TYPE_IQ3_S:
+                    case GGML_TYPE_IQ3_XXS:
+                    case GGML_TYPE_IQ4_NL:
+                    case GGML_TYPE_IQ4_XS:
+                    case GGML_TYPE_BF16:
+#ifdef GGML_USE_MUSA
+                        if (a->type == GGML_TYPE_Q3_K) {
+                            return false;
+                        }
+#endif // GGML_USE_MUSA
+                        return true;
+                    default:
+                        return false;
+                }
+            } break;
+        case GGML_OP_OUT_PROD:
+            return op->type == GGML_TYPE_F32 && op->src[0]->type == GGML_TYPE_F32 && op->src[1]->type == GGML_TYPE_F32;
+        case GGML_OP_GET_ROWS:
+            {
+                switch (op->src[0]->type) {
+                    case GGML_TYPE_F16:
+                    case GGML_TYPE_F32:
+                    case GGML_TYPE_Q4_0:
+                    case GGML_TYPE_Q4_1:
+                    case GGML_TYPE_Q5_0:
+                    case GGML_TYPE_Q5_1:
+                    case GGML_TYPE_Q8_0:
+                        return true;
+                    default:
+                        return false;
+                }
+            } break;
+        case GGML_OP_GET_ROWS_BACK:
+            {
+                return op->type == GGML_TYPE_F32 && op->src[0]->type == GGML_TYPE_F32 && op->ne[2] == 1 && op->ne[3] == 1;
+            } break;
+        case GGML_OP_CPY:
+            {
+                ggml_type src0_type = op->src[0]->type;
+                ggml_type src1_type = op->src[1]->type;
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_F32) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_BF16) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_F16) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_Q8_0) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_Q8_0 && src1_type == GGML_TYPE_F32) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_Q4_0) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_Q4_0 && src1_type == GGML_TYPE_F32) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_Q4_1) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_Q4_1 && src1_type == GGML_TYPE_F32) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_Q5_0) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_Q5_0 && src1_type == GGML_TYPE_F32) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_Q5_1) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_Q5_1 && src1_type == GGML_TYPE_F32) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_IQ4_NL) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F16 && src1_type == GGML_TYPE_F16) {
+                    return true;
+                }
+                if (src0_type == GGML_TYPE_F16 && src1_type == GGML_TYPE_F32) {
+                    return true;
+                }
+                if (src0_type == src1_type && ggml_is_contiguous(op->src[0]) && ggml_is_contiguous(op->src[1])) {
+                    return true;
+                }
+                return false;
+            } break;
+        case GGML_OP_DUP:
+            {
+                ggml_type src0_type = op->src[0]->type;
+                return src0_type != GGML_TYPE_I32 && src0_type != GGML_TYPE_I16;
+            } break;
+        case GGML_OP_ARGMAX:
+        case GGML_OP_COUNT_EQUAL:
+            {
+                return true;
+            } break;
+        case GGML_OP_REPEAT:
+            {
+                ggml_type src0_type = op->src[0]->type;
+                return src0_type != GGML_TYPE_I32 && src0_type != GGML_TYPE_I16;
+            } break;
+        case GGML_OP_REPEAT_BACK:
+                return op->type == GGML_TYPE_F32 && (op->src[0]->ne[2]*op->src[0]->ne[3]) <= (1 << 15);
+        case GGML_OP_CONCAT:
+            {
+                ggml_type src0_type = op->src[0]->type;
+                return src0_type != GGML_TYPE_I32 && src0_type != GGML_TYPE_I16;
+            } break;
+        case GGML_OP_CONV_TRANSPOSE_1D:
+            {
+                ggml_type src0_type = op->src[0]->type;
+                ggml_type src1_type = op->src[1]->type;
+                if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_F32) {
+                    return true;
+                }
+                return false;
+            } break;
+        case GGML_OP_SILU_BACK:
+            return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32;
+            break;
+        case GGML_OP_NORM:
+        case GGML_OP_RMS_NORM:
+        case GGML_OP_L2_NORM:
+            return true;
+        case GGML_OP_RMS_NORM_BACK:
+            return ggml_is_contiguous(op->src[0]) && op->ne[0] % WARP_SIZE == 0;
+            break;
+        case GGML_OP_NONE:
+        case GGML_OP_RESHAPE:
+        case GGML_OP_VIEW:
+        case GGML_OP_PERMUTE:
+        case GGML_OP_TRANSPOSE:
+        case GGML_OP_ADD:
+        case GGML_OP_ADD1:
+        case GGML_OP_SUB:
+        case GGML_OP_MUL:
+        case GGML_OP_DIV:
+        case GGML_OP_SCALE:
+        case GGML_OP_SQR:
+        case GGML_OP_SQRT:
+        case GGML_OP_SIN:
+        case GGML_OP_COS:
+        case GGML_OP_CLAMP:
+        case GGML_OP_LOG:
+        case GGML_OP_SSM_SCAN:
+        case GGML_OP_SSM_CONV:
+            return true;
+        case GGML_OP_CONT:
+            return op->src[0]->type != GGML_TYPE_BF16;
+        case GGML_OP_DIAG_MASK_INF:
+        case GGML_OP_SOFT_MAX:
+            return true;
+        case GGML_OP_SOFT_MAX_BACK: {
+            float max_bias = 0.0f;
+            memcpy(&max_bias, (const float *) op->op_params + 1, sizeof(float));
+            return max_bias == 0.0f;
+        }
+        case GGML_OP_ROPE:
+        case GGML_OP_ROPE_BACK: {
+            return op->src[0]->nb[0] == ggml_type_size(op->src[0]->type) && ggml_is_contiguous_2(op->src[0]);
+        }
+        case GGML_OP_IM2COL:
+        case GGML_OP_POOL_2D:
+        case GGML_OP_SUM:
+        case GGML_OP_SUM_ROWS:
+        case GGML_OP_ARGSORT:
+        case GGML_OP_ACC:
+            return true;
+        case GGML_OP_GROUP_NORM:
+            return ggml_is_contiguous(op->src[0]);
+        case GGML_OP_UPSCALE:
+            return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST;
+        case GGML_OP_PAD:
+        case GGML_OP_ARANGE:
+        case GGML_OP_TIMESTEP_EMBEDDING:
+        case GGML_OP_LEAKY_RELU:
+        case GGML_OP_RWKV_WKV6:
+        case GGML_OP_GATED_LINEAR_ATTN:
+        case GGML_OP_RWKV_WKV7:
+            return true;
+        case GGML_OP_FLASH_ATTN_EXT: {
+#ifndef FLASH_ATTN_AVAILABLE
+            return false;
+#endif // FLASH_ATTN_AVAILABLE
+            if (op->src[1]->ne[0] != op->src[2]->ne[0]) {
+                const int cc = ggml_cuda_info().devices[dev_ctx->device].cc;
+                if (!new_mma_available(cc) || cc < GGML_CUDA_CC_AMPERE) {
+                    return false;
+                }
+                const int gqa_ratio = op->src[0]->ne[2] / op->src[1]->ne[2];
+                return op->src[1]->ne[0] == 576 && op->src[2]->ne[0] == 512 && op->src[3] && gqa_ratio % 16 == 0;
+            }
+            if (op->src[0]->ne[0] == 192) {
+                return false;
+            }
+            if (op->src[0]->ne[3] != 1) {
+                return false;
+            }
+            if (op->src[1]->type == GGML_TYPE_BF16 || op->src[2]->type == GGML_TYPE_BF16) {
+                return false;
+            }
+            if (op->src[0]->ne[0] ==  64 && op->src[1]->type == GGML_TYPE_F16) {
+                return true;
+            }
+            if (op->src[0]->ne[0] == 128) {
+                return true;
+            }
+            if (op->src[0]->ne[0] == 256 && op->src[1]->type == GGML_TYPE_F16 && op->src[2]->type == GGML_TYPE_F16) {
+                return true;
+            }
+            return fp16_mma_available(ggml_cuda_info().devices[dev_ctx->device].cc) &&
+                op->src[1]->type == GGML_TYPE_F16 && op->src[2]->type == GGML_TYPE_F16;
+        }
+        case GGML_OP_CROSS_ENTROPY_LOSS:
+        case GGML_OP_CROSS_ENTROPY_LOSS_BACK:
+        case GGML_OP_OPT_STEP_ADAMW:
+            return true;
+        default:
+            return false;
+    }
+}
+
+static bool ggml_backend_cuda_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) {
+    return (ggml_backend_buft_is_cuda(buft) || ggml_backend_buft_is_cuda_split(buft)) && buft->device == dev;
+}
+
+static int64_t get_op_batch_size(const ggml_tensor * op) {
+    switch (op->op) {
+        case GGML_OP_GET_ROWS:
+            return 0;
+        case GGML_OP_MUL_MAT:
+            return op->ne[1];
+        case GGML_OP_MUL_MAT_ID:
+        case GGML_OP_ROPE:
+        case GGML_OP_ROPE_BACK:
+            return op->ne[2];
+        default:
+            return ggml_nrows(op);
+    }
+}
+
+static bool ggml_backend_cuda_device_offload_op(ggml_backend_dev_t dev, const ggml_tensor * op) {
+    const int min_batch_size = 32;
+
+    return get_op_batch_size(op) >= min_batch_size;
+
+    GGML_UNUSED(dev);
+}
+
+static ggml_backend_event_t ggml_backend_cuda_device_event_new(ggml_backend_dev_t dev) {
+#ifdef GGML_CUDA_NO_PEER_COPY
+    return nullptr;
+#else
+    ggml_backend_cuda_device_context * dev_ctx = (ggml_backend_cuda_device_context *)dev->context;
+
+    ggml_cuda_set_device(dev_ctx->device);
+
+    cudaEvent_t event;
+    CUDA_CHECK(cudaEventCreateWithFlags(&event, cudaEventDisableTiming));
+
+    return new ggml_backend_event {
+        /* .device  = */ dev,
+        /* .context = */ event,
+    };
+#endif
+}
+
+static void ggml_backend_cuda_device_event_free(ggml_backend_dev_t dev, ggml_backend_event_t event) {
+    GGML_UNUSED(dev);
+
+    CUDA_CHECK(cudaEventDestroy((cudaEvent_t)event->context));
+    delete event;
+}
+
+static void ggml_backend_cuda_device_event_synchronize(ggml_backend_dev_t dev, ggml_backend_event_t event) {
+    GGML_UNUSED(dev);
+    CUDA_CHECK(cudaEventSynchronize((cudaEvent_t)event->context));
+}
+
+static const ggml_backend_device_i ggml_backend_cuda_device_interface = {
+    /* .get_name                = */ ggml_backend_cuda_device_get_name,
+    /* .get_description         = */ ggml_backend_cuda_device_get_description,
+    /* .get_memory              = */ ggml_backend_cuda_device_get_memory,
+    /* .get_type                = */ ggml_backend_cuda_device_get_type,
+    /* .get_props               = */ ggml_backend_cuda_device_get_props,
+    /* .init_backend            = */ ggml_backend_cuda_device_init_backend,
+    /* .get_buffer_type         = */ ggml_backend_cuda_device_get_buffer_type,
+    /* .get_host_buffer_type    = */ ggml_backend_cuda_device_get_host_buffer_type,
+    /* .buffer_from_host_ptr    = */ NULL,
+    /* .supports_op             = */ ggml_backend_cuda_device_supports_op,
+    /* .supports_buft           = */ ggml_backend_cuda_device_supports_buft,
+    /* .offload_op              = */ ggml_backend_cuda_device_offload_op,
+    /* .event_new               = */ ggml_backend_cuda_device_event_new,
+    /* .event_free              = */ ggml_backend_cuda_device_event_free,
+    /* .event_synchronize       = */ ggml_backend_cuda_device_event_synchronize,
+};
+
+// backend reg
+
+struct ggml_backend_cuda_reg_context {
+    std::vector<ggml_backend_dev_t> devices;
+};
+
+static const char * ggml_backend_cuda_reg_get_name(ggml_backend_reg_t reg) {
+    GGML_UNUSED(reg);
+    return GGML_CUDA_NAME;
+}
+
+static size_t ggml_backend_cuda_reg_get_device_count(ggml_backend_reg_t reg) {
+    ggml_backend_cuda_reg_context * ctx = (ggml_backend_cuda_reg_context *)reg->context;
+    return ctx->devices.size();
+}
+
+static ggml_backend_dev_t ggml_backend_cuda_reg_get_device(ggml_backend_reg_t reg, size_t index) {
+    ggml_backend_cuda_reg_context * ctx = (ggml_backend_cuda_reg_context *)reg->context;
+    GGML_ASSERT(index < ctx->devices.size());
+    return ctx->devices[index];
+}
+
+static ggml_backend_feature * ggml_backend_cuda_get_features(ggml_backend_reg_t reg) {
+    static std::vector<ggml_backend_feature> features = []() {
+        std::vector<ggml_backend_feature> features;
+    #define _STRINGIFY(...) #__VA_ARGS__
+    #define STRINGIFY(...) _STRINGIFY(__VA_ARGS__)
+
+    #ifdef __CUDA_ARCH_LIST__
+        features.push_back({ "ARCHS", STRINGIFY(__CUDA_ARCH_LIST__) });
+    #endif
+
+    #ifdef GGML_CUDA_FORCE_MMQ
+        features.push_back({ "FORCE_MMQ", "1" });
+    #endif
+
+    #ifdef GGML_CUDA_FORCE_CUBLAS
+        features.push_back({ "FORCE_CUBLAS", "1" });
+    #endif
+
+    #ifndef GGML_USE_VMM
+        features.push_back({ "NO_VMM", "1" });
+    #endif
+
+    #ifdef GGML_CUDA_NO_PEER_COPY
+        features.push_back({ "NO_PEER_COPY", "1" });
+    #endif
+
+    #ifdef GGML_CUDA_F16
+        features.push_back({ "F16", "1" });
+    #endif
+
+    #ifdef GGML_CUDA_USE_GRAPHS
+        features.push_back({ "USE_GRAPHS", "1" });
+    #endif
+
+    #ifdef GGML_CUDA_PEER_MAX_BATCH_SIZE
+        features.push_back({ "PEER_MAX_BATCH_SIZE", STRINGIFY(GGML_CUDA_PEER_MAX_BATCH_SIZE) });
+    #endif
+
+    #ifdef GGML_CUDA_FA_ALL_QUANTS
+        features.push_back({ "FA_ALL_QUANTS", "1" });
+    #endif
+
+    #undef _STRINGIFY
+    #undef STRINGIFY
+
+        features.push_back({ nullptr, nullptr });
+
+        return features;
+    }();
+
+    return features.data();
+
+    GGML_UNUSED(reg);
+}
+
+static void * ggml_backend_cuda_reg_get_proc_address(ggml_backend_reg_t reg, const char * name) {
+    GGML_UNUSED(reg);
+    if (strcmp(name, "ggml_backend_split_buffer_type") == 0) {
+        return (void *)ggml_backend_cuda_split_buffer_type;
+    }
+    if (strcmp(name, "ggml_backend_register_host_buffer") == 0) {
+        return (void *)ggml_backend_cuda_register_host_buffer;
+    }
+    if (strcmp(name, "ggml_backend_unregister_host_buffer") == 0) {
+        return (void *)ggml_backend_cuda_unregister_host_buffer;
+    }
+    if (strcmp(name, "ggml_backend_get_features") == 0) {
+        return (void *)ggml_backend_cuda_get_features;
+    }
+    return nullptr;
+}
+
+static const ggml_backend_reg_i ggml_backend_cuda_reg_interface = {
+    /* .get_name          = */ ggml_backend_cuda_reg_get_name,
+    /* .get_device_count  = */ ggml_backend_cuda_reg_get_device_count,
+    /* .get_device        = */ ggml_backend_cuda_reg_get_device,
+    /* .get_proc_address  = */ ggml_backend_cuda_reg_get_proc_address,
+};
+
+// backend registry
+ggml_backend_reg_t ggml_backend_cuda_reg() {
+    static ggml_backend_reg reg;
+    static bool initialized = false;
+
+    {
+        static std::mutex mutex;
+        std::lock_guard<std::mutex> lock(mutex);
+        if (!initialized) {
+            ggml_backend_cuda_reg_context * ctx = new ggml_backend_cuda_reg_context;
+
+            for (int i = 0; i < ggml_cuda_info().device_count; i++) {
+                ggml_backend_cuda_device_context * dev_ctx = new ggml_backend_cuda_device_context;
+                dev_ctx->device = i;
+                dev_ctx->name = GGML_CUDA_NAME + std::to_string(i);
+
+                ggml_cuda_set_device(i);
+                cudaDeviceProp prop;
+                CUDA_CHECK(cudaGetDeviceProperties(&prop, i));
+                dev_ctx->description = prop.name;
+
+                ggml_backend_dev_t dev = new ggml_backend_device {
+                    /* .iface   = */ ggml_backend_cuda_device_interface,
+                    /* .reg     = */ &reg,
+                    /* .context = */ dev_ctx
+                };
+                ctx->devices.push_back(dev);
+            }
+
+            reg = ggml_backend_reg {
+                /* .api_version = */ GGML_BACKEND_API_VERSION,
+                /* .iface       = */ ggml_backend_cuda_reg_interface,
+                /* .context     = */ ctx
+            };
+        }
+
+        initialized = true;
+    }
+
+    return &reg;
+}
+
+ggml_backend_t ggml_backend_cuda_init(int device) {
+    if (device < 0 || device >= ggml_backend_cuda_get_device_count()) {
+        GGML_LOG_ERROR("%s: invalid device %d\n", __func__, device);
+        return nullptr;
+    }
+
+    ggml_backend_cuda_context * ctx = new ggml_backend_cuda_context(device);
+    if (ctx == nullptr) {
+        GGML_LOG_ERROR("%s: failed to allocate context\n", __func__);
+        return nullptr;
+    }
+
+    ggml_backend_t cuda_backend = new ggml_backend {
+        /* .guid      = */ ggml_backend_cuda_guid(),
+        /* .interface = */ ggml_backend_cuda_interface,
+        /* .device    = */ ggml_backend_reg_dev_get(ggml_backend_cuda_reg(), device),
+        /* .context   = */ ctx,
+    };
+
+    return cuda_backend;
+}
+
+GGML_BACKEND_DL_IMPL(ggml_backend_cuda_reg)
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/gla.cu b/ml/backend/ggml/ggml/src/ggml-cuda/gla.cu
new file mode 100644
index 0000000..f7d615a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/gla.cu
@@ -0,0 +1,93 @@
+#include "common.cuh"
+#include "gla.cuh"
+
+template<int HEAD_SIZE>
+static __global__ void gated_linear_attn_f32(const int B, const int T, const int C, const int H, const float scale,
+     const float * k, const float * v, const float * r, const float * td, const float * s, float * dst) {
+    const int tid = threadIdx.x;
+    const int bid = blockIdx.x;
+
+    const int head_size = HEAD_SIZE;
+    const int batch_i = bid / H;
+    const int head_i = bid % H;
+    const int state_size = C * head_size;
+    const int n_seq_tokens = T / B;
+
+    float state[head_size];
+    __shared__ float _k[head_size], _r[head_size], _td[head_size];
+
+    #pragma unroll
+    for (int i = 0; i < head_size; i++) {
+        state[i] = s[batch_i * state_size + head_i * head_size * head_size + i * head_size + tid];
+    }
+
+    for (int t = batch_i * n_seq_tokens * C + head_i * head_size + tid; t < (batch_i + 1) * n_seq_tokens * C + head_i * head_size + tid; t += C) {
+        __syncthreads();
+        _k[tid] = k[t];
+        _r[tid] = r[t];
+        _td[tid] = td[t];
+        __syncthreads();
+
+        const float _v = v[t];
+        float y = 0;
+        for (int j = 0; j < head_size; j += 4) {
+            const float4 & k = (float4 &)(_k[j]);
+            const float4 & r = (float4 &)(_r[j]);
+            const float4 & td = (float4 &)(_td[j]);
+            float4 & s = (float4 &)(state[j]);
+            float4 kv;
+
+            kv.x = k.x * _v;
+            kv.y = k.y * _v;
+            kv.z = k.z * _v;
+            kv.w = k.w * _v;
+
+            s.x = s.x * td.x + kv.x;
+            s.y = s.y * td.y + kv.y;
+            s.z = s.z * td.z + kv.z;
+            s.w = s.w * td.w + kv.w;
+
+            y += r.x * s.x;
+            y += r.y * s.y;
+            y += r.z * s.z;
+            y += r.w * s.w;
+        }
+        dst[t] = y * scale;
+    }
+
+    #pragma unroll
+    for (int i = 0; i < head_size; i++) {
+        dst[T * C + batch_i * state_size + head_i * head_size * head_size + i * head_size + tid] = state[i];
+    }
+}
+
+void ggml_cuda_op_gated_linear_attn(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const float * k_d  = (const float *)dst->src[0]->data;
+    const float * v_d  = (const float *)dst->src[1]->data;
+    const float * r_d  = (const float *)dst->src[2]->data;
+    const float * td_d = (const float *)dst->src[3]->data;
+    const float * s_d  = (const float *)dst->src[4]->data;
+
+    const int64_t B = dst->src[4]->ne[1];
+    const int64_t T = dst->src[0]->ne[2];
+    const int64_t C = dst->ne[0];
+    const int64_t H = dst->src[0]->ne[1];
+
+    float scale;
+    memcpy(&scale, (float*)dst->op_params, sizeof(float));
+
+    float * dst_d = (float *)dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(dst->src[4]->type == GGML_TYPE_F32);
+    GGML_ASSERT(C % H == 0);
+    GGML_ASSERT(C / H == 64 || C / H == 128);
+
+
+    if (C / H == 64) {
+        gated_linear_attn_f32<64><<<B * H, C / H, 0, stream>>>(B, T, C, H, scale, k_d, v_d, r_d, td_d, s_d, dst_d);
+    } else {
+        gated_linear_attn_f32<128><<<B * H, C / H, 0, stream>>>(B, T, C, H, scale, k_d, v_d, r_d, td_d, s_d, dst_d);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/gla.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/gla.cuh
new file mode 100644
index 0000000..2c82ad7
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/gla.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_op_gated_linear_attn(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/im2col.cu b/ml/backend/ggml/ggml/src/ggml-cuda/im2col.cu
new file mode 100644
index 0000000..86a54e4
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/im2col.cu
@@ -0,0 +1,103 @@
+#include "im2col.cuh"
+
+template <typename T>
+static  __global__ void im2col_kernel(
+        const float * x, T * dst, int64_t batch_offset,
+        int64_t offset_delta, int64_t IC, int64_t IW, int64_t IH, int64_t OH, int64_t OW, int64_t KW, int64_t KH, int64_t pelements, int64_t CHW,
+        int s0, int s1, int p0, int p1, int d0, int d1) {
+    const int64_t i = threadIdx.x + blockIdx.x * blockDim.x;
+    if (i >= pelements) {
+        return;
+    }
+
+    const int64_t  ksize = OW * (KH > 1 ? KW : 1);
+    const int64_t  kx = i / ksize;
+    const int64_t  kd = kx * ksize;
+    const int64_t  ky = (i - kd) / OW;
+    const int64_t  ix = i % OW;
+
+    const int64_t  oh = blockIdx.y;
+    const int64_t  batch = blockIdx.z / IC;
+    const int64_t  ic = blockIdx.z % IC;
+
+    const int64_t iiw = ix * s0 + kx * d0 - p0;
+    const int64_t iih = oh * s1 + ky * d1 - p1;
+
+    const int64_t offset_dst =
+        ((batch * OH + oh) * OW + ix) * CHW +
+        (ic * (KW * KH) + ky * KW + kx);
+
+    if (iih < 0 || iih >= IH || iiw < 0 || iiw >= IW) {
+        dst[offset_dst] = 0.0f;
+    } else {
+        const int64_t offset_src = ic * offset_delta + batch * batch_offset;
+        dst[offset_dst] = x[offset_src + iih * IW + iiw];
+    }
+}
+
+template <typename T>
+static void im2col_cuda(const float * x, T* dst,
+    int64_t IW, int64_t IH, int64_t OW, int64_t OH, int64_t KW, int64_t KH, int64_t IC,
+    int64_t batch, int64_t batch_offset, int64_t offset_delta,
+    int s0,int s1,int p0,int p1,int d0,int d1, cudaStream_t stream) {
+    const int parallel_elements = OW * KW * KH;
+    const int num_blocks = (parallel_elements + CUDA_IM2COL_BLOCK_SIZE - 1) / CUDA_IM2COL_BLOCK_SIZE;
+    dim3 block_nums(num_blocks, OH, batch * IC);
+    im2col_kernel<<<block_nums, CUDA_IM2COL_BLOCK_SIZE, 0, stream>>>(x, dst, batch_offset, offset_delta, IC, IW, IH, OH, OW, KW, KH, parallel_elements, (IC * KH * KW), s0, s1, p0, p1, d0, d1);
+}
+
+static void im2col_cuda_f16(const float * x, half * dst,
+    int64_t IW, int64_t IH, int64_t OW, int64_t OH, int64_t KW, int64_t KH, int64_t IC,
+    int64_t batch, int64_t batch_offset, int64_t offset_delta,
+    int s0,int s1,int p0,int p1,int d0,int d1, cudaStream_t stream) {
+
+    im2col_cuda<half>(x, dst, IW, IH, OW, OH, KW, KH, IC, batch, batch_offset, offset_delta, s0, s1, p0, p1, d0, d1, stream);
+}
+
+static void im2col_cuda_f32(const float * x, float * dst,
+    int64_t IW, int64_t IH, int64_t OW, int64_t OH, int64_t KW, int64_t KH, int64_t IC,
+    int64_t batch, int64_t batch_offset, int64_t offset_delta,
+    int s0,int s1,int p0,int p1,int d0,int d1, cudaStream_t stream) {
+
+    im2col_cuda<float>(x, dst, IW, IH, OW, OH, KW, KH, IC, batch, batch_offset, offset_delta, s0, s1, p0, p1, d0, d1, stream);
+}
+
+void ggml_cuda_op_im2col(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+    const float * src1_d = (const float *)src1->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F16 || dst->type == GGML_TYPE_F32);
+
+    const int32_t s0 = ((const int32_t*)(dst->op_params))[0];
+    const int32_t s1 = ((const int32_t*)(dst->op_params))[1];
+    const int32_t p0 = ((const int32_t*)(dst->op_params))[2];
+    const int32_t p1 = ((const int32_t*)(dst->op_params))[3];
+    const int32_t d0 = ((const int32_t*)(dst->op_params))[4];
+    const int32_t d1 = ((const int32_t*)(dst->op_params))[5];
+
+    const bool is_2D = ((const int32_t*)(dst->op_params))[6] == 1;
+
+    const int64_t IC = src1->ne[is_2D ? 2 : 1];
+    const int64_t IH = is_2D ? src1->ne[1] : 1;
+    const int64_t IW =         src1->ne[0];
+
+    const int64_t KH = is_2D ? src0->ne[1] : 1;
+    const int64_t KW =         src0->ne[0];
+
+    const int64_t OH = is_2D ? dst->ne[2] : 1;
+    const int64_t OW =         dst->ne[1];
+
+    const size_t  delta_offset = src1->nb[is_2D ? 2 : 1] / 4; // nb is byte offset, src is type float32
+    const int64_t batch        = src1->ne[is_2D ? 3 : 2];
+    const size_t  batch_offset = src1->nb[is_2D ? 3 : 2] / 4; // nb is byte offset, src is type float32
+
+    if(dst->type == GGML_TYPE_F16) {
+        im2col_cuda_f16(src1_d, (half *) dst_d, IW, IH, OW, OH, KW, KH, IC, batch, batch_offset, delta_offset, s0, s1, p0, p1, d0, d1, stream);
+    } else {
+        im2col_cuda_f32(src1_d, (float *) dst_d, IW, IH, OW, OH, KW, KH, IC, batch, batch_offset, delta_offset, s0, s1, p0, p1, d0, d1, stream);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/im2col.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/im2col.cuh
new file mode 100644
index 0000000..1ce8fae
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/im2col.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_IM2COL_BLOCK_SIZE 256
+
+void ggml_cuda_op_im2col(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/mma.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/mma.cuh
new file mode 100644
index 0000000..2af6335
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/mma.cuh
@@ -0,0 +1,396 @@
+// This file contains primitives that expose the tensor core PTX instructions for CUDA code.
+// The primitives can be used in a similar way as the nvcuda::wmma interface but with a well-defined memory layout.
+// The documentation for the PTX instructions can be found under:
+//   https://docs.nvidia.com/cuda/parallel-thread-execution/index.html#matrix-multiply-accumulate-operation-using-mma-instruction
+//
+// Like with nvcuda::wmma there are three types of matrix tiles: A, B, and C with A @ B = C.
+// A is a row-major matrix with shape M x K.
+// B is a column-major matrix with shape K x N.
+// C is a column-major matrix with shape M x N.
+// A, B, and C are represented using the same fundamental data type: a row-major matrix with I rows and J columns.
+// Note that J is measured in physical 32 bit elements instead of logical elements.
+// The methods get_i and get_j can be used to get the physical 32 bit index of the lth element of a thread within a tile.
+// All matrix tiles have ne physical 32 bit elements per warp.
+//
+// As described in the documentation, all pointers for load_ldmatrix must be to shared memory and aligned to 16 bytes.
+
+#include "common.cuh"
+
+
+#if CUDART_VERSION >= 11080
+
+static __device__ __forceinline__ int ggml_cuda_movmatrix(const int x) {
+    int ret = 0;
+
+#ifdef NEW_MMA_AVAILABLE
+    asm("movmatrix.sync.aligned.m8n8.trans.b16 %0, %1;"
+        : "=r"(ret) : "r"(x));
+#else
+    GGML_UNUSED(x);
+    NO_DEVICE_CODE;
+#endif // defined(NEW_MMA_AVAILABLE)
+    return ret;
+}
+
+#else
+
+static __device__ __forceinline__ int ggml_cuda_movmatrix(const int x) {
+    // Imagine transposing row-major matrix to column-major matrix.
+    const int src_i_low  = 2 * (threadIdx.x % 4);
+    const int src_i_high = src_i_low + 1;
+    const int src_j      = threadIdx.x / 4;
+
+    const int src_laneid_low  = src_i_low  * 4 + src_j / 2;
+    const int src_laneid_high = src_i_high * 4 + src_j / 2;
+
+    const int shift_low  = ((src_j + 0) % 2) * 16;
+    const int shift_high = ((src_j + 1) % 2) * 16;
+
+    const int ret_low  = (__shfl_sync(0xFFFFFFFF, x, src_laneid_low,  WARP_SIZE) >> shift_low)  & 0x0000FFFF;
+    const int ret_high = (__shfl_sync(0xFFFFFFFF, x, src_laneid_high, WARP_SIZE) << shift_high) & 0xFFFF0000;
+
+    return ret_low | ret_high;
+}
+
+#endif // CUDART_VERSION >= 11080
+
+static __device__ __forceinline__ half2 ggml_cuda_movmatrix(const half2 x) {
+    half2 ret;
+    *((int *) &ret) = ggml_cuda_movmatrix(*((const int *) &x));
+    return ret;
+}
+
+namespace ggml_cuda_mma {
+
+    template <int I_, int J_, typename T>
+    struct tile {
+        static constexpr int I  = I_;
+        static constexpr int J  = J_;
+        static constexpr int ne = I * J / WARP_SIZE;
+        T x[ne] = {0};
+
+        static __device__ __forceinline__ int get_i(const int l) {
+            if constexpr (I == 8 && (J == 4 || J == 8)) {
+                return threadIdx.x / 4;
+            } else if constexpr (I == 16 && J == 8) {
+                return (l / 2) * 8 + threadIdx.x / 4;
+            } else if constexpr (I == 16 && J == 16) {
+                return ((l / 2) % 2) * 8 + threadIdx.x / 4;
+            } else {
+                static_assert(I == -1 && J == -1, "template specialization not implemented");
+            }
+        }
+
+        static __device__ __forceinline__ int get_j(const int l) {
+            if constexpr (I == 8 && J == 4) {
+                return threadIdx.x % 4;
+            } else if constexpr (I == 8 && J == 8) {
+                return 4 * l + threadIdx.x % 4;
+            } else if constexpr (I == 16 && J == 8) {
+                return 2 * (threadIdx.x % 4) + l % 2;
+            } else if constexpr (I == 16 && J == 16) {
+                return 8 * (l / 4) + 2 * (threadIdx.x % 4) + l % 2;
+            } else {
+                static_assert(I == -1 && J == -1, "template specialization not implemented");
+            }
+        }
+    };
+
+    template <int I_, int J_>
+    struct tile<I_, J_, half2> {
+        static constexpr int I  = I_;
+        static constexpr int J  = J_;
+        static constexpr int ne = I * J / WARP_SIZE;
+        half2 x[ne] = {{0.0f, 0.0f}};
+
+        static __device__ __forceinline__ int get_i(const int l) {
+            if constexpr (I == 8 && J == 8) {
+                return threadIdx.x / 4;
+            } else if constexpr (I == 16 && J == 4) {
+                return l * 8 + threadIdx.x / 4;
+            } else if constexpr (I == 16 && J == 8) {
+                return (l % 2) * 8 + threadIdx.x / 4;
+            } else {
+                static_assert(I == -1 && J == -1, "template specialization not implemented");
+            }
+        }
+
+        static __device__ __forceinline__ int get_j(const int l) {
+            if constexpr (I == 8 && J == 8) {
+                return l * 4 + threadIdx.x % 4;
+            } else if constexpr (I == 16 && J == 4) {
+                return threadIdx.x % 4;
+            } else if constexpr (I == 16 && J == 8) {
+                return (l / 2) * 4 + threadIdx.x % 4;
+            } else {
+                static_assert(I == -1 && J == -1, "template specialization not implemented");
+            }
+        }
+    };
+
+    template <int I, int J>
+    static __device__ __forceinline__ tile<I, J/2, half2> get_half2(const tile<I, J, float> & tile_float) {
+        tile<I, J/2, half2> ret;
+#pragma unroll
+        for (int l0 = 0; l0 < tile_float.ne; l0 += 2) {
+            ret.x[l0/2] = make_half2(tile_float.x[l0 + 0], tile_float.x[l0 + 1]);
+        }
+        return ret;
+    }
+
+    static __device__ __forceinline__ tile<8, 8, half2> get_transposed(const tile<16, 4, half2> & t) {
+        tile<8, 8, half2> ret;
+        ret.x[0] = ggml_cuda_movmatrix(t.x[0]);
+        ret.x[1] = ggml_cuda_movmatrix(t.x[1]);
+
+        return ret;
+    }
+
+    template <int I, int J, typename T>
+    static __device__ __forceinline__ void load_generic(tile<I, J, T> & t, const T * __restrict__ xs0, const int stride) {
+#pragma unroll
+        for (int l = 0; l < t.ne; ++l) {
+            t.x[l] = xs0[t.get_i(l)*stride + t.get_j(l)];
+        }
+    }
+
+    template <typename T>
+    static __device__ __forceinline__ void load_ldmatrix(
+            tile<8, 8, T> & t, const T * __restrict__ xs0, const int stride) {
+#ifdef NEW_MMA_AVAILABLE
+        int * xi = (int *) t.x;
+        const int * xs = (const int *) xs0 + (threadIdx.x % t.I) * stride + ((threadIdx.x / t.I) * (t.J / 2)) % t.J;
+        asm volatile("ldmatrix.sync.aligned.m8n8.x2.b16 {%0, %1}, [%2];"
+            : "=r"(xi[0]), "=r"(xi[1])
+            : "l"(xs));
+#else
+        load_generic(t, xs0, stride);
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    template <typename T>
+    static __device__ __forceinline__ void load_ldmatrix(
+            tile<16, 4, T> & t, const T * __restrict__ xs0, const int stride) {
+#ifdef NEW_MMA_AVAILABLE
+        int * xi = (int *) t.x;
+        const int * xs = (const int *) xs0 + (threadIdx.x % t.I) * stride;
+        asm volatile("ldmatrix.sync.aligned.m8n8.x2.b16 {%0, %1}, [%2];"
+            : "=r"(xi[0]), "=r"(xi[1])
+            : "l"(xs));
+#else
+        load_generic(xs0, stride);
+        GGML_UNUSED(t);
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    template <typename T>
+    static __device__ __forceinline__ void load_ldmatrix(
+            tile<16, 8, T> & t, const T * __restrict__ xs0, const int stride) {
+#ifdef NEW_MMA_AVAILABLE
+        int * xi = (int * ) t.x;
+        const int * xs = (const int *) xs0 + (threadIdx.x % t.I) * stride + (threadIdx.x / t.I) * (t.J / 2);
+        asm volatile("ldmatrix.sync.aligned.m8n8.x4.b16 {%0, %1, %2, %3}, [%4];"
+            : "=r"(xi[0]), "=r"(xi[1]), "=r"(xi[2]), "=r"(xi[3])
+            : "l"(xs));
+#else
+        load_generic(t, xs0, stride);
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    template <typename T>
+    static __device__ __forceinline__ void load_ldmatrix_trans(
+            tile<16, 8, T> & t, const T * __restrict__ xs0, const int stride) {
+#ifdef NEW_MMA_AVAILABLE
+        int * xi = (int * ) t.x;
+        const int * xs = (const int *) xs0 + (threadIdx.x % t.I) * stride + (threadIdx.x / t.I) * (t.J / 2);
+        asm volatile("ldmatrix.sync.aligned.m8n8.x4.trans.b16 {%0, %1, %2, %3}, [%4];"
+            : "=r"(xi[0]), "=r"(xi[2]), "=r"(xi[1]), "=r"(xi[3])
+            : "l"(xs));
+#else
+        GGML_UNUSED(t);
+        GGML_UNUSED(xs0);
+        GGML_UNUSED(stride);
+        NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    static __device__ __forceinline__ void mma(
+            tile<16, 8, int> & D, const tile<16, 4, int> & A, const tile<8, 4, int> & B) {
+#ifdef NEW_MMA_AVAILABLE
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+        asm("mma.sync.aligned.m16n8k16.row.col.s32.s8.s8.s32 {%0, %1, %2, %3}, {%4, %5}, {%6}, {%0, %1, %2, %3};"
+            : "+r"(D.x[0]), "+r"(D.x[1]), "+r"(D.x[2]), "+r"(D.x[3])
+            : "r"(A.x[0]), "r"(A.x[1]), "r"(B.x[0]));
+#else
+        // On Turing m16n8k16 mma is not available, use 2x m8n8k16 mma instead:
+        asm("mma.sync.aligned.m8n8k16.row.col.s32.s8.s8.s32 {%0, %1}, {%2}, {%3}, {%0, %1};"
+            : "+r"(D.x[0]), "+r"(D.x[1])
+            : "r"(A.x[0]), "r"(B.x[0]));
+        asm("mma.sync.aligned.m8n8k16.row.col.s32.s8.s8.s32 {%0, %1}, {%2}, {%3}, {%0, %1};"
+            : "+r"(D.x[2]), "+r"(D.x[3])
+            : "r"(A.x[1]), "r"(B.x[0]));
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+#else
+        GGML_UNUSED(D);
+        GGML_UNUSED(A);
+        GGML_UNUSED(B);
+        NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    static __device__ __forceinline__ void mma(
+            tile<16, 8, int> & D, const tile<16, 8, int> & A, const tile<8, 8, int> & B) {
+#ifdef NEW_MMA_AVAILABLE
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+        asm("mma.sync.aligned.m16n8k32.row.col.s32.s8.s8.s32 {%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9}, {%0, %1, %2, %3};"
+            : "+r"(D.x[0]), "+r"(D.x[1]), "+r"(D.x[2]), "+r"(D.x[3])
+            : "r"(A.x[0]), "r"(A.x[1]), "r"(A.x[2]), "r"(A.x[3]), "r"(B.x[0]), "r"(B.x[1]));
+#else
+        // On Turing m16n8k32 mma is not available, use 4x m8n8k16 mma instead:
+        asm("mma.sync.aligned.m8n8k16.row.col.s32.s8.s8.s32 {%0, %1}, {%2}, {%3}, {%0, %1};"
+            : "+r"(D.x[0]), "+r"(D.x[1])
+            : "r"(A.x[0]), "r"(B.x[0]));
+        asm("mma.sync.aligned.m8n8k16.row.col.s32.s8.s8.s32 {%0, %1}, {%2}, {%3}, {%0, %1};"
+            : "+r"(D.x[2]), "+r"(D.x[3])
+            : "r"(A.x[1]), "r"(B.x[0]));
+        asm("mma.sync.aligned.m8n8k16.row.col.s32.s8.s8.s32 {%0, %1}, {%2}, {%3}, {%0, %1};"
+            : "+r"(D.x[0]), "+r"(D.x[1])
+            : "r"(A.x[2]), "r"(B.x[1]));
+        asm("mma.sync.aligned.m8n8k16.row.col.s32.s8.s8.s32 {%0, %1}, {%2}, {%3}, {%0, %1};"
+            : "+r"(D.x[2]), "+r"(D.x[3])
+            : "r"(A.x[3]), "r"(B.x[1]));
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+#else
+        GGML_UNUSED(D);
+        GGML_UNUSED(A);
+        GGML_UNUSED(B);
+        NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    static __device__ __forceinline__ void mma(
+            tile<16, 4, half2> & D, const tile<16, 8, half2> & A, const tile<8, 8, half2> & B) {
+#ifdef NEW_MMA_AVAILABLE
+        const int * Axi = (const int *) A.x;
+        const int * Bxi = (const int *) B.x;
+        int       * Dxi = (int       *) D.x;
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+        asm("mma.sync.aligned.m16n8k16.row.col.f16.f16.f16.f16 {%0, %1}, {%2, %3, %4, %5}, {%6, %7}, {%0, %1};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[0]), "r"(Bxi[1]));
+#else
+        // On Turing m16n8k16 mma is not available, use 2x m8n8k8 mma instead:
+        asm("mma.sync.aligned.m16n8k8.row.col.f16.f16.f16.f16 {%0, %1}, {%2, %3}, {%4}, {%0, %1};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Bxi[0]));
+        asm("mma.sync.aligned.m16n8k8.row.col.f16.f16.f16.f16 {%0, %1}, {%2, %3}, {%4}, {%0, %1};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1])
+            : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[1]));
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+#else
+        GGML_UNUSED(D);
+        GGML_UNUSED(A);
+        GGML_UNUSED(B);
+        NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    static __device__ __forceinline__ void mma(
+            tile<16, 8, half2> & D, const tile<16, 8, half2> & A, const tile<16, 8, half2> & B) {
+#ifdef NEW_MMA_AVAILABLE
+        const int * Axi = (const int *) A.x;
+        const int * Bxi = (const int *) B.x;
+        int       * Dxi = (int       *) D.x;
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+        asm("mma.sync.aligned.m16n8k16.row.col.f16.f16.f16.f16 {%0, %1}, {%2, %3, %4, %5}, {%6, %7}, {%0, %1};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[0]), "r"(Bxi[2]));
+        asm("mma.sync.aligned.m16n8k16.row.col.f16.f16.f16.f16 {%0, %1}, {%2, %3, %4, %5}, {%6, %7}, {%0, %1};"
+            : "+r"(Dxi[2]), "+r"(Dxi[3])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[1]), "r"(Bxi[3]));
+#else
+        // On Turing m16n8k16 mma is not available, use 4x m8n8k8 mma instead:
+        asm("mma.sync.aligned.m16n8k8.row.col.f16.f16.f16.f16 {%0, %1}, {%2, %3}, {%4}, {%0, %1};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Bxi[0]));
+        asm("mma.sync.aligned.m16n8k8.row.col.f16.f16.f16.f16 {%0, %1}, {%2, %3}, {%4}, {%0, %1};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1])
+            : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[2]));
+        asm("mma.sync.aligned.m16n8k8.row.col.f16.f16.f16.f16 {%0, %1}, {%2, %3}, {%4}, {%0, %1};"
+            : "+r"(Dxi[2]), "+r"(Dxi[3])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Bxi[1]));
+        asm("mma.sync.aligned.m16n8k8.row.col.f16.f16.f16.f16 {%0, %1}, {%2, %3}, {%4}, {%0, %1};"
+            : "+r"(Dxi[2]), "+r"(Dxi[3])
+            : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[3]));
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+#else
+        GGML_UNUSED(D);
+        GGML_UNUSED(A);
+        GGML_UNUSED(B);
+        NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    static __device__ __forceinline__ void mma(
+            tile<16, 8, float> & D, const tile<16, 8, half2> & A, const tile<8, 8, half2> & B) {
+#ifdef NEW_MMA_AVAILABLE
+        const int * Axi = (const int *) A.x;
+        const int * Bxi = (const int *) B.x;
+        int       * Dxi = (int       *) D.x;
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+        asm("mma.sync.aligned.m16n8k16.row.col.f32.f16.f16.f32 {%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9}, {%0, %1, %2, %3};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[0]), "r"(Bxi[1]));
+#else
+        // On Turing m16n8k16 mma is not available, use 2x m8n8k8 mma instead:
+        asm("mma.sync.aligned.m16n8k8.row.col.f32.f16.f16.f32 {%0, %1, %2, %3}, {%4, %5}, {%6}, {%0, %1, %2, %3};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Bxi[0]));
+        asm("mma.sync.aligned.m16n8k8.row.col.f32.f16.f16.f32 {%0, %1, %2, %3}, {%4, %5}, {%6}, {%0, %1, %2, %3};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3])
+            : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[1]));
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+#else
+        GGML_UNUSED(D);
+        GGML_UNUSED(A);
+        GGML_UNUSED(B);
+        NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    static __device__ __forceinline__ void mma(
+            tile<16, 16, float> & D, const tile<16, 8, half2> & A, const tile<16, 8, half2> & B) {
+#ifdef NEW_MMA_AVAILABLE
+        const int * Axi = (const int *) A.x;
+        const int * Bxi = (const int *) B.x;
+        int       * Dxi = (int       *) D.x;
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+        asm("mma.sync.aligned.m16n8k16.row.col.f32.f16.f16.f32 {%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9}, {%0, %1, %2, %3};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[0]), "r"(Bxi[2]));
+        asm("mma.sync.aligned.m16n8k16.row.col.f32.f16.f16.f32 {%0, %1, %2, %3}, {%4, %5, %6, %7}, {%8, %9}, {%0, %1, %2, %3};"
+            : "+r"(Dxi[4]), "+r"(Dxi[5]), "+r"(Dxi[6]), "+r"(Dxi[7])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[1]), "r"(Bxi[3]));
+#else
+        // On Turing m16n8k16 mma is not available, use 4x m8n8k8 mma instead:
+        asm("mma.sync.aligned.m16n8k8.row.col.f32.f16.f16.f32 {%0, %1, %2, %3}, {%4, %5}, {%6}, {%0, %1, %2, %3};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Bxi[0]));
+        asm("mma.sync.aligned.m16n8k8.row.col.f32.f16.f16.f32 {%0, %1, %2, %3}, {%4, %5}, {%6}, {%0, %1, %2, %3};"
+            : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3])
+            : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[2]));
+        asm("mma.sync.aligned.m16n8k8.row.col.f32.f16.f16.f32 {%0, %1, %2, %3}, {%4, %5}, {%6}, {%0, %1, %2, %3};"
+            : "+r"(Dxi[4]), "+r"(Dxi[5]), "+r"(Dxi[6]), "+r"(Dxi[7])
+            : "r"(Axi[0]), "r"(Axi[1]), "r"(Bxi[1]));
+        asm("mma.sync.aligned.m16n8k8.row.col.f32.f16.f16.f32 {%0, %1, %2, %3}, {%4, %5}, {%6}, {%0, %1, %2, %3};"
+            : "+r"(Dxi[4]), "+r"(Dxi[5]), "+r"(Dxi[6]), "+r"(Dxi[7])
+            : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[3]));
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE
+#else
+        GGML_UNUSED(D);
+        GGML_UNUSED(A);
+        GGML_UNUSED(B);
+        NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/mmq.cu b/ml/backend/ggml/ggml/src/ggml-cuda/mmq.cu
new file mode 100644
index 0000000..e1cf843
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/mmq.cu
@@ -0,0 +1,322 @@
+#include "mmq.cuh"
+#include "quantize.cuh"
+
+#include <vector>
+
+static void ggml_cuda_mul_mat_q_switch_type(ggml_backend_cuda_context & ctx, const mmq_args & args, cudaStream_t stream) {
+    switch (args.type_x) {
+        case GGML_TYPE_Q4_0:
+            mul_mat_q_case<GGML_TYPE_Q4_0>(ctx, args, stream);
+            break;
+        case GGML_TYPE_Q4_1:
+            mul_mat_q_case<GGML_TYPE_Q4_1>(ctx, args, stream);
+            break;
+        case GGML_TYPE_Q5_0:
+            mul_mat_q_case<GGML_TYPE_Q5_0>(ctx, args, stream);
+            break;
+        case GGML_TYPE_Q5_1:
+            mul_mat_q_case<GGML_TYPE_Q5_1>(ctx, args, stream);
+            break;
+        case GGML_TYPE_Q8_0:
+            mul_mat_q_case<GGML_TYPE_Q8_0>(ctx, args, stream);
+            break;
+        case GGML_TYPE_Q2_K:
+            mul_mat_q_case<GGML_TYPE_Q2_K>(ctx, args, stream);
+            break;
+        case GGML_TYPE_Q3_K:
+            mul_mat_q_case<GGML_TYPE_Q3_K>(ctx, args, stream);
+            break;
+        case GGML_TYPE_Q4_K:
+            mul_mat_q_case<GGML_TYPE_Q4_K>(ctx, args, stream);
+            break;
+        case GGML_TYPE_Q5_K:
+            mul_mat_q_case<GGML_TYPE_Q5_K>(ctx, args, stream);
+            break;
+        case GGML_TYPE_Q6_K:
+            mul_mat_q_case<GGML_TYPE_Q6_K>(ctx, args, stream);
+            break;
+        case GGML_TYPE_IQ2_XXS:
+            mul_mat_q_case<GGML_TYPE_IQ2_XXS>(ctx, args, stream);
+            break;
+        case GGML_TYPE_IQ2_XS:
+            mul_mat_q_case<GGML_TYPE_IQ2_XS>(ctx, args, stream);
+            break;
+        case GGML_TYPE_IQ2_S:
+            mul_mat_q_case<GGML_TYPE_IQ2_S>(ctx, args, stream);
+            break;
+        case GGML_TYPE_IQ3_XXS:
+            mul_mat_q_case<GGML_TYPE_IQ3_XXS>(ctx, args, stream);
+            break;
+        case GGML_TYPE_IQ3_S:
+            mul_mat_q_case<GGML_TYPE_IQ3_S>(ctx, args, stream);
+            break;
+        case GGML_TYPE_IQ1_S:
+            mul_mat_q_case<GGML_TYPE_IQ1_S>(ctx, args, stream);
+            break;
+        case GGML_TYPE_IQ4_XS:
+            mul_mat_q_case<GGML_TYPE_IQ4_XS>(ctx, args, stream);
+            break;
+        case GGML_TYPE_IQ4_NL:
+            mul_mat_q_case<GGML_TYPE_IQ4_NL>(ctx, args, stream);
+            break;
+        default:
+            GGML_ABORT("fatal error");
+            break;
+    }
+}
+
+void ggml_cuda_mul_mat_q(
+        ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst) {
+    GGML_ASSERT(        src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(        dst->type  == GGML_TYPE_F32);
+    GGML_ASSERT(!ids || ids->type  == GGML_TYPE_I32); // Optional, used for batched GGML_MUL_MAT_ID.
+
+    GGML_TENSOR_BINARY_OP_LOCALS;
+
+    cudaStream_t stream = ctx.stream();
+    const int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc;
+
+    const size_t ts_src0 = ggml_type_size(src0->type);
+    const size_t ts_src1 = ggml_type_size(src1->type);
+    const size_t ts_dst  = ggml_type_size(dst->type);
+
+    GGML_ASSERT(        nb00       == ts_src0);
+    GGML_ASSERT(        nb10       == ts_src1);
+    GGML_ASSERT(        nb0        == ts_dst);
+    GGML_ASSERT(!ids || ids->nb[0] == ggml_type_size(ids->type));
+
+    const char  * src0_d = (const char  *) src0->data;
+    const float * src1_d = (const float *) src1->data;
+    float       *  dst_d = (float       *)  dst->data;
+
+    // If src0 is a temporary compute buffer, clear any potential padding.
+    if (ggml_backend_buffer_get_usage(src0->buffer) == GGML_BACKEND_BUFFER_USAGE_COMPUTE) {
+        const size_t size_data  = ggml_nbytes(src0);
+        const size_t size_alloc = ggml_backend_buffer_get_alloc_size(src0->buffer, src0);
+        if (size_alloc > size_data) {
+            GGML_ASSERT(ggml_is_contiguously_allocated(src0));
+            GGML_ASSERT(!src0->view_src);
+            CUDA_CHECK(cudaMemsetAsync((char *) src0->data + size_data, 0, size_alloc - size_data, stream));
+        }
+    }
+
+    const int64_t ne10_padded = GGML_PAD(ne10, MATRIX_ROW_PADDING);
+
+    const int64_t s01 = src0->nb[1] / ts_src0;
+    const int64_t s1  =  dst->nb[1] / ts_dst;
+    const int64_t s02 = src0->nb[2] / ts_src0;
+    const int64_t s2  =  dst->nb[2] / ts_dst;
+    const int64_t s03 = src0->nb[3] / ts_src0;
+    const int64_t s3  =  dst->nb[3] / ts_dst;
+
+    const bool use_stream_k = GGML_CUDA_CC_IS_NVIDIA(cc) && ggml_cuda_highest_compiled_arch(cc) >= GGML_CUDA_CC_VOLTA;
+
+    if (!ids) {
+        const size_t nbytes_src1_q8_1 = ne13*ne12 * ne11*ne10_padded * sizeof(block_q8_1)/QK8_1 +
+            get_mmq_x_max_host(cc)*sizeof(block_q8_1_mmq);
+        ggml_cuda_pool_alloc<char> src1_q8_1(ctx.pool(), nbytes_src1_q8_1);
+
+        {
+            const int64_t s11 = src1->nb[1] / ts_src1;
+            const int64_t s12 = src1->nb[2] / ts_src1;
+            const int64_t s13 = src1->nb[3] / ts_src1;
+            quantize_mmq_q8_1_cuda(src1_d, nullptr, src1_q8_1.get(), src0->type,
+                ne10, s11, s12, s13, ne10_padded, ne11, ne12, ne13, stream);
+        }
+
+        const int64_t s12 = ne11*ne10_padded * sizeof(block_q8_1)/(QK8_1*sizeof(int));
+        const int64_t s13 = ne12*s12;
+
+        const mmq_args args = {
+            src0_d, src0->type, (const int *) src1_q8_1.ptr, nullptr, nullptr, dst_d,
+            ne00, ne01, ne1, s01, ne11, s1,
+            ne02, ne12, s02, s12, s2,
+            ne03, ne13, s03, s13, s3,
+            use_stream_k};
+        ggml_cuda_mul_mat_q_switch_type(ctx, args, stream);
+        return;
+    }
+
+    GGML_ASSERT(ne13 == 1);
+    GGML_ASSERT(nb12 % nb11 == 0);
+    GGML_ASSERT(nb2  % nb1  == 0);
+
+    const int64_t n_expert_used = ids->ne[0];
+    const int64_t ne_get_rows = ne12 * n_expert_used;
+
+    std::vector<char> ids_host(ggml_nbytes(ids));
+    std::vector<int32_t> ids_src1_host;
+    ids_src1_host.reserve(ne_get_rows);
+    std::vector<int32_t> ids_dst_host;
+    ids_dst_host.reserve(ne_get_rows);
+    std::vector<int32_t> tokens_per_expert_host(ne02);
+    std::vector<int32_t> expert_bounds_host(ne02 + 1);
+    ggml_cuda_pool_alloc<int32_t> ids_buf_dev(ctx.pool());
+
+    CUDA_CHECK(cudaMemcpyAsync(ids_host.data(), ids->data, ggml_nbytes(ids), cudaMemcpyDeviceToHost, stream));
+    CUDA_CHECK(cudaStreamSynchronize(stream));
+
+    for (int64_t i02 = 0; i02 < ne02; ++i02) { // expert matrices
+        for (int64_t i12 = 0; i12 < ne12; ++i12) { // tokens
+            for (int64_t iex = 0; iex < n_expert_used; ++iex) {
+                const int32_t expert_to_use = *(const int32_t *)(ids_host.data() + i12*ids->nb[1] + iex*ids->nb[0]);
+                assert(expert_to_use >= 0 && expert_to_use < ne02);
+                if (expert_to_use == i02) {
+                    ids_src1_host.push_back(i12*(nb12/nb11) + iex % ne11);
+                    ids_dst_host.push_back(i12*ne1 + iex);
+                    tokens_per_expert_host[i02]++;
+                    break;
+                }
+            }
+        }
+    }
+
+    int32_t cumsum = 0;
+    for (int64_t i = 0; i < ne02; ++i) {
+        expert_bounds_host[i] = cumsum;
+        cumsum += tokens_per_expert_host[i];
+    }
+    expert_bounds_host[ne02] = cumsum;
+
+    std::vector<int32_t> ids_buf_host;
+    ids_buf_host.reserve(ids_src1_host.size() + ids_dst_host.size() + expert_bounds_host.size());
+    ids_buf_host.insert(ids_buf_host.end(), ids_src1_host.begin(), ids_src1_host.end());
+    ids_buf_host.insert(ids_buf_host.end(), ids_dst_host.begin(), ids_dst_host.end());
+    ids_buf_host.insert(ids_buf_host.end(), expert_bounds_host.begin(), expert_bounds_host.end());
+    ids_buf_dev.alloc(ids_buf_host.size() + get_mmq_x_max_host(cc)); // Expert bounds are padded on device.
+    CUDA_CHECK(cudaMemcpyAsync(ids_buf_dev.ptr, ids_buf_host.data(), ids_buf_host.size()*sizeof(int32_t), cudaMemcpyHostToDevice, stream));
+    CUDA_CHECK(cudaStreamSynchronize(stream));
+
+    const int32_t * ids_src1_dev      = ids_buf_dev.ptr;
+    const int32_t * ids_dst_dev       = ids_src1_dev + ids_src1_host.size();
+    const int32_t * expert_bounds_dev = ids_dst_dev + ids_dst_host.size();
+
+    const size_t nbytes_src1_q8_1 = ne12*n_expert_used*ne10_padded * sizeof(block_q8_1)/QK8_1 +
+        get_mmq_x_max_host(cc)*sizeof(block_q8_1_mmq);
+    ggml_cuda_pool_alloc<char> src1_q8_1(ctx.pool(), nbytes_src1_q8_1);
+
+    const int64_t ne11_flat = ne12*n_expert_used;
+    const int64_t ne12_flat = 1;
+    const int64_t ne13_flat = 1;
+
+    {
+        const int64_t s11 = src1->nb[1] / ts_src1;
+        const int64_t s12 = src1->nb[2] / ts_src1;
+        const int64_t s13 = src1->nb[2] / ts_src1;
+        quantize_mmq_q8_1_cuda(src1_d, ids_src1_dev, src1_q8_1.get(), src0->type,
+            ne10, s11, s12, s13, ne10_padded, ne11_flat, ne12_flat, ne13_flat, stream);
+    }
+
+    const int64_t s12 = ne11*ne10_padded * sizeof(block_q8_1)/(QK8_1*sizeof(int));
+    const int64_t s13 = ne12*s12;
+
+    // Note that ne02 is used instead of ne12 because the number of y channels determines the z dimension of the CUDA grid.
+    const mmq_args args = {
+        src0_d, src0->type, (const int *) src1_q8_1.ptr, ids_dst_dev, expert_bounds_dev, dst_d,
+        ne00, ne01, ne_get_rows, s01, ne_get_rows, s1,
+        ne02, ne02, s02, s12, s2,
+        ne03, ne13, s03, s13, s3,
+        use_stream_k};
+
+    ggml_cuda_mul_mat_q_switch_type(ctx, args, stream);
+}
+
+void ggml_cuda_op_mul_mat_q(
+    ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, const char * src0_dd_i, const float * src1_ddf_i,
+    const char * src1_ddq_i, float * dst_dd_i, const int64_t row_low, const int64_t row_high, const int64_t src1_ncols,
+    const int64_t src1_padded_row_size, cudaStream_t stream) {
+
+    const int64_t ne00 = src0->ne[0];
+
+    const int64_t ne10 = src1->ne[0];
+    const int64_t ne11 = src1->ne[1];
+    GGML_ASSERT(ne10 % QK8_1 == 0);
+
+    const int64_t ne0 = dst->ne[0];
+
+    const int64_t row_diff = row_high - row_low;
+    const int64_t stride01 = ne00 / ggml_blck_size(src0->type);
+
+    const int id = ggml_cuda_get_device();
+    const int cc = ggml_cuda_info().devices[id].cc;
+
+    // the main device has a larger memory buffer to hold the results from all GPUs
+    // nrows_dst == nrows of the matrix that the kernel writes into
+    const int64_t nrows_dst = id == ctx.device ? ne0 : row_diff;
+
+    // The stream-k decomposition is only faster for recent NVIDIA GPUs.
+    // Also its fixup needs to allocate a temporary buffer in the memory pool.
+    // There are multiple parallel CUDA streams for src1_ncols != ne11 which would introduce a race condition for this buffer.
+    const bool use_stream_k = GGML_CUDA_CC_IS_NVIDIA(cc) &&
+        ggml_cuda_highest_compiled_arch(cc) >= GGML_CUDA_CC_VOLTA && src1_ncols == ne11;
+    const mmq_args args = {
+        src0_dd_i, src0->type, (const int *) src1_ddq_i, nullptr, nullptr, dst_dd_i,
+        ne00, row_diff, src1_ncols, stride01, ne11, nrows_dst,
+        1, 1, 0, 0, 0,
+        1, 1, 0, 0, 0,
+        use_stream_k};
+
+    ggml_cuda_mul_mat_q_switch_type(ctx, args, stream);
+
+    GGML_UNUSED(src1);
+    GGML_UNUSED(dst);
+    GGML_UNUSED(src1_ddf_i);
+    GGML_UNUSED(src1_padded_row_size);
+}
+
+bool ggml_cuda_should_use_mmq(enum ggml_type type, int cc, int64_t ne11) {
+#ifdef GGML_CUDA_FORCE_CUBLAS
+    return false;
+#endif // GGML_CUDA_FORCE_CUBLAS
+
+    bool mmq_supported;
+
+    switch (type) {
+        case GGML_TYPE_Q4_0:
+        case GGML_TYPE_Q4_1:
+        case GGML_TYPE_Q5_0:
+        case GGML_TYPE_Q5_1:
+        case GGML_TYPE_Q8_0:
+        case GGML_TYPE_Q2_K:
+        case GGML_TYPE_Q3_K:
+        case GGML_TYPE_Q4_K:
+        case GGML_TYPE_Q5_K:
+        case GGML_TYPE_Q6_K:
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ2_S:
+        case GGML_TYPE_IQ3_XXS:
+        case GGML_TYPE_IQ3_S:
+        case GGML_TYPE_IQ1_S:
+        case GGML_TYPE_IQ4_XS:
+        case GGML_TYPE_IQ4_NL:
+            mmq_supported = true;
+            break;
+        default:
+            mmq_supported = false;
+            break;
+    }
+
+    if (!mmq_supported) {
+        return false;
+    }
+
+    if (new_mma_available(cc)) {
+        return true;
+    }
+
+    if (ggml_cuda_highest_compiled_arch(cc) < GGML_CUDA_CC_DP4A) {
+        return false;
+    }
+
+#ifdef GGML_CUDA_FORCE_MMQ
+    return true;
+#endif //GGML_CUDA_FORCE_MMQ
+
+    if (GGML_CUDA_CC_IS_NVIDIA(cc)) {
+        return !fp16_mma_hardware_available(cc) || ne11 < MMQ_DP4A_MAX_BATCH_SIZE;
+    }
+
+    return (!GGML_CUDA_CC_IS_RDNA4(cc) && !GGML_CUDA_CC_IS_RDNA3(cc) && !GGML_CUDA_CC_IS_CDNA(cc)) || ne11 < MMQ_DP4A_MAX_BATCH_SIZE;
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/mmq.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/mmq.cuh
new file mode 100644
index 0000000..80baf45
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/mmq.cuh
@@ -0,0 +1,3217 @@
+#pragma once
+
+#include "common.cuh"
+#include "vecdotq.cuh"
+#include "mma.cuh"
+
+#include <climits>
+#include <cstdint>
+
+using namespace ggml_cuda_mma;
+
+#define MMQ_DP4A_MAX_BATCH_SIZE 64 // Max. batch size to use for dp4a MMQ kernels when FP16 tensor cores are available.
+#define MMQ_ITER_K 256
+#define MMQ_NWARPS 8
+
+typedef void (*load_tiles_mmq_t)(const char * __restrict__ x, int * x_tile, const int kbx0, const int i_max, const int stride);
+typedef void (*vec_dot_mmq_t)(const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00);
+typedef void (*mmq_write_back_t)(const float * __restrict__ sum, const int32_t * __restrict__ get_rows_to_sorted,
+    float * __restrict__ dst, const int stride, const int i_max, const int j_max);
+
+enum mmq_q8_1_ds_layout {
+    MMQ_Q8_1_DS_LAYOUT_D4,
+    MMQ_Q8_1_DS_LAYOUT_DS4,
+    MMQ_Q8_1_DS_LAYOUT_D2S6,
+};
+
+struct block_q8_1_mmq {
+    // The y float data is converted to a data layout that can simply be copied to shared memory as a contiguous block.
+    // The y float data is first grouped as blocks of 128 values.
+    // These blocks are then treated as individual data values and transposed.
+    //
+    // To avoid shared memory bank conflicts each block is padded with 16 bytes.
+    // This padding is also used to store block scales/partial sums.
+    // The scales multiplied with the quantized data are equal to the unquantized values.
+    // The partial sums are obtained by summing up a subgroup of the contained values (prior to quantization)
+    //     and are only needed for performance reasons.
+    //
+    // The exact data stored depends on the x data type.
+    union {
+        float d4[4];    // 1 32 bit scale per 32 values, stored as d0,d1,d2,d3
+        half2 ds4[4];   // 1 16 bit scale + 1 16 bit partial sum per 32 values, stored as d0,s0,d1,s1,d2,s2,d3,s3
+        half  d2s6[8];  // 1 16 bit scale per 64 values + 1 16 bit partial sum per 16 values for the first 96 values,
+                        //     stored as d0,d1,s1,s2,s3,s4,s5
+    };
+    int8_t qs[4*QK8_1]; // 128 values quantized to 8 bit each
+};
+static_assert(sizeof(block_q8_1_mmq) == 4*QK8_1 + 4*sizeof(half2), "Unexpected block_q8_1_mmq size");
+static_assert(sizeof(block_q8_1_mmq) == 4*sizeof(block_q8_1),      "Unexpected block_q8_1_mmq size");
+
+static mmq_q8_1_ds_layout mmq_get_q8_1_ds_layout(const ggml_type type_x) {
+    switch (type_x) {
+        case GGML_TYPE_Q4_0:
+        case GGML_TYPE_Q4_1:
+            return MMQ_Q8_1_DS_LAYOUT_DS4;
+        case GGML_TYPE_Q5_0:
+            return MMQ_Q8_1_DS_LAYOUT_D4;
+        case GGML_TYPE_Q5_1:
+            return MMQ_Q8_1_DS_LAYOUT_DS4;
+        case GGML_TYPE_Q8_0:
+            return MMQ_Q8_1_DS_LAYOUT_D4;
+        case GGML_TYPE_Q2_K:
+            return MMQ_Q8_1_DS_LAYOUT_D2S6;
+        case GGML_TYPE_Q3_K:
+            return MMQ_Q8_1_DS_LAYOUT_D4;
+        case GGML_TYPE_Q4_K:
+        case GGML_TYPE_Q5_K:
+            return MMQ_Q8_1_DS_LAYOUT_DS4;
+        case GGML_TYPE_Q6_K:
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ2_S:
+        case GGML_TYPE_IQ3_XXS:
+        case GGML_TYPE_IQ3_S:
+            return MMQ_Q8_1_DS_LAYOUT_D4;
+        case GGML_TYPE_IQ1_S:
+            return MMQ_Q8_1_DS_LAYOUT_DS4;
+        case GGML_TYPE_IQ4_XS:
+        case GGML_TYPE_IQ4_NL:
+            return MMQ_Q8_1_DS_LAYOUT_D4;
+        default:
+            GGML_ABORT("fatal error");
+            break;
+    }
+}
+
+struct tile_x_sizes {
+    int qs;
+    int dm;
+    int sc;
+};
+
+static int get_mmq_x_max_host(const int cc) {
+    return new_mma_available(cc) ? 128 :
+        GGML_CUDA_CC_IS_NVIDIA(cc) && ggml_cuda_highest_compiled_arch(cc) >= GGML_CUDA_CC_VOLTA ?
+#ifdef GGML_CUDA_FORCE_MMQ
+            128                     : 64;
+#else
+            MMQ_DP4A_MAX_BATCH_SIZE : 64;
+#endif // GGML_CUDA_FORCE_MMQ
+}
+
+static constexpr __device__ int get_mmq_x_max_device() {
+#ifdef NEW_MMA_AVAILABLE
+    return 128;
+#else // NEW_MMA_AVAILABLE
+
+#if defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+    return 128;
+#else // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA
+#ifdef GGML_CUDA_FORCE_MMQ
+    return 128;
+#else // GGML_CUDA_FORCE_MMQ
+    return MMQ_DP4A_MAX_BATCH_SIZE;
+#endif // GGML_CUDA_FORCE_MMQ
+#else // __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA
+
+    return 64;
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA
+
+#endif // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+#endif // NEW_MMA_AVAILABLE
+}
+
+static int get_mmq_y_host(const int cc) {
+    return GGML_CUDA_CC_IS_AMD(cc) ? (GGML_CUDA_CC_IS_RDNA1(cc) ? 64 : 128) :
+        ((GGML_CUDA_CC_IS_NVIDIA(cc) && ggml_cuda_highest_compiled_arch(cc) >= GGML_CUDA_CC_VOLTA) ? 128 : 64);
+}
+
+static constexpr __device__ int get_mmq_y_device() {
+#if defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+#if defined(RDNA1)
+    return 64;
+#else
+    return 128;
+#endif // defined RDNA1
+#else
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA
+    return 128;
+#else
+    return 64;
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA
+#endif // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+}
+
+#define MMQ_DP4A_TXS_Q4_0    tile_x_sizes{mmq_y*WARP_SIZE   + mmq_y, mmq_y*WARP_SIZE/QI4_0   + mmq_y/QI4_0,     0}
+#define MMQ_DP4A_TXS_Q4_1    tile_x_sizes{mmq_y*WARP_SIZE   + mmq_y, mmq_y*WARP_SIZE/QI4_1   + mmq_y/QI4_1,     0}
+#define MMQ_DP4A_TXS_Q8_0    tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE*2/QI8_0 + mmq_y/(QI8_0/2), 0}
+#define MMQ_DP4A_TXS_Q8_0_16 tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE*4/QI8_0 + mmq_y/(QI8_0/4), 0}
+#define MMQ_DP4A_TXS_Q8_1    tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE*2/QI8_1 + mmq_y/(QI8_1/2), 0}
+#define MMQ_DP4A_TXS_Q2_K    tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE         + mmq_y,           0}
+#define MMQ_DP4A_TXS_Q3_K    tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y,                                     mmq_y*WARP_SIZE/8 + mmq_y/8}
+#define MMQ_DP4A_TXS_Q4_K    tile_x_sizes{mmq_y*WARP_SIZE   + mmq_y, mmq_y*WARP_SIZE/QI4_K,                     mmq_y*WARP_SIZE/8 + mmq_y/8}
+#define MMQ_DP4A_TXS_Q5_K    tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI5_K   + mmq_y/QI5_K,     mmq_y*WARP_SIZE/8 + mmq_y/8}
+#define MMQ_DP4A_TXS_Q6_K    tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI6_K   + mmq_y/QI6_K,     mmq_y*WARP_SIZE/8 + mmq_y/8}
+
+static constexpr __host__ __device__ tile_x_sizes mmq_get_dp4a_tile_x_sizes(ggml_type type, int mmq_y) {
+    switch (type) {
+        case GGML_TYPE_Q4_0:    return MMQ_DP4A_TXS_Q4_0;
+        case GGML_TYPE_Q4_1:    return MMQ_DP4A_TXS_Q4_1;
+        case GGML_TYPE_Q5_0:    return MMQ_DP4A_TXS_Q8_0;
+        case GGML_TYPE_Q5_1:    return MMQ_DP4A_TXS_Q8_1;
+        case GGML_TYPE_Q8_0:    return MMQ_DP4A_TXS_Q8_0;
+        case GGML_TYPE_Q2_K:    return MMQ_DP4A_TXS_Q2_K;
+        case GGML_TYPE_Q3_K:    return MMQ_DP4A_TXS_Q3_K;
+        case GGML_TYPE_Q4_K:    return MMQ_DP4A_TXS_Q4_K;
+        case GGML_TYPE_Q5_K:    return MMQ_DP4A_TXS_Q5_K;
+        case GGML_TYPE_Q6_K:    return MMQ_DP4A_TXS_Q6_K;
+        case GGML_TYPE_IQ2_XXS: return MMQ_DP4A_TXS_Q8_0;
+        case GGML_TYPE_IQ2_XS:  return MMQ_DP4A_TXS_Q8_0_16;
+        case GGML_TYPE_IQ2_S:   return MMQ_DP4A_TXS_Q8_0_16;
+        case GGML_TYPE_IQ3_XXS: return MMQ_DP4A_TXS_Q8_0;
+        case GGML_TYPE_IQ3_S:   return MMQ_DP4A_TXS_Q8_0;
+        case GGML_TYPE_IQ1_S:   return MMQ_DP4A_TXS_Q8_0;
+        case GGML_TYPE_IQ4_XS:  return MMQ_DP4A_TXS_Q8_0;
+        case GGML_TYPE_IQ4_NL:  return MMQ_DP4A_TXS_Q8_0;
+        default:                return tile_x_sizes{0, 0, 0};
+    }
+}
+
+#define MMQ_MMA_TILE_X_K_Q8_0 (2*WARP_SIZE + 2*WARP_SIZE/QI8_0                 + 4)
+#define MMQ_MMA_TILE_X_K_Q8_1 (2*WARP_SIZE + 2*WARP_SIZE/QI8_0                 + 4)
+#define MMQ_MMA_TILE_X_K_Q2_K (2*WARP_SIZE + WARP_SIZE                         + 4)
+#define MMQ_MMA_TILE_X_K_Q3_K (2*WARP_SIZE + WARP_SIZE/2                       + 4)
+#define MMQ_MMA_TILE_X_K_Q6_K (2*WARP_SIZE + WARP_SIZE/QI6_K     + WARP_SIZE/8 + 7)
+
+static_assert(MMQ_MMA_TILE_X_K_Q8_0 % 8 == 4, "Wrong padding.");
+static_assert(MMQ_MMA_TILE_X_K_Q8_1 % 8 == 4, "Wrong padding.");
+static_assert(MMQ_MMA_TILE_X_K_Q2_K % 8 == 4, "Wrong padding.");
+static_assert(MMQ_MMA_TILE_X_K_Q3_K % 8 == 4, "Wrong padding.");
+static_assert(MMQ_MMA_TILE_X_K_Q6_K % 8 == 4, "Wrong padding.");
+
+static constexpr __host__ __device__ int mmq_get_mma_tile_x_k(ggml_type type) {
+    switch (type) {
+        case GGML_TYPE_Q4_0:    return MMQ_MMA_TILE_X_K_Q8_0;
+        case GGML_TYPE_Q4_1:    return MMQ_MMA_TILE_X_K_Q8_1;
+        case GGML_TYPE_Q5_0:    return MMQ_MMA_TILE_X_K_Q8_0;
+        case GGML_TYPE_Q5_1:    return MMQ_MMA_TILE_X_K_Q8_1;
+        case GGML_TYPE_Q8_0:    return MMQ_MMA_TILE_X_K_Q8_0;
+        case GGML_TYPE_Q2_K:    return MMQ_MMA_TILE_X_K_Q2_K;
+        case GGML_TYPE_Q3_K:    return MMQ_MMA_TILE_X_K_Q3_K;
+        case GGML_TYPE_Q4_K:    return MMQ_MMA_TILE_X_K_Q8_1;
+        case GGML_TYPE_Q5_K:    return MMQ_MMA_TILE_X_K_Q8_1;
+        case GGML_TYPE_Q6_K:    return MMQ_MMA_TILE_X_K_Q6_K;
+        case GGML_TYPE_IQ2_XXS: return MMQ_MMA_TILE_X_K_Q8_0;
+        case GGML_TYPE_IQ2_XS:  return MMQ_MMA_TILE_X_K_Q3_K;
+        case GGML_TYPE_IQ2_S:   return MMQ_MMA_TILE_X_K_Q3_K;
+        case GGML_TYPE_IQ3_XXS: return MMQ_MMA_TILE_X_K_Q8_0;
+        case GGML_TYPE_IQ3_S:   return MMQ_MMA_TILE_X_K_Q8_0;
+        case GGML_TYPE_IQ1_S:   return MMQ_MMA_TILE_X_K_Q8_0;
+        case GGML_TYPE_IQ4_XS:  return MMQ_MMA_TILE_X_K_Q8_0;
+        case GGML_TYPE_IQ4_NL:  return MMQ_MMA_TILE_X_K_Q8_0;
+        default:                return 0;
+    }
+}
+
+#define MMQ_TILE_Y_K (WARP_SIZE + WARP_SIZE/QI8_1)
+
+static int mmq_get_granularity_host(const int mmq_x, const int cc) {
+    return new_mma_available(cc) && mmq_x >= 48 ? 16 : 8;
+}
+
+#ifdef NEW_MMA_AVAILABLE
+static constexpr __device__ int mmq_get_granularity_device(const int mmq_x) {
+    return mmq_x >= 48 ? 16 : 8;
+}
+#else
+static constexpr __device__ int mmq_get_granularity_device(const int /* mmq_x */) {
+    return 8;
+}
+#endif // NEW_MMA_AVAILABLE
+
+// ------------------------------------------------------------
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q4_0(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + 2*WARP_SIZE);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_0, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kbx  = threadIdx.x / QI4_0;
+    const int kqsx = threadIdx.x % QI4_0;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q4_0 * bxi = (const block_q4_0 *) x + kbx0 + i*stride + kbx;
+        const int qs0 = get_int_b2(bxi->qs, kqsx);
+
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI4_0) + kqsx + 0]     = __vsubss4((qs0 >> 0) & 0x0F0F0F0F, 0x08080808);
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI4_0) + kqsx + QI4_0] = __vsubss4((qs0 >> 4) & 0x0F0F0F0F, 0x08080808);
+#else
+        x_qs[i*(WARP_SIZE + 1) + threadIdx.x] = qs0;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    const int blocks_per_tile_x_row = WARP_SIZE / QI4_0;
+    const int kbxd = threadIdx.x % blocks_per_tile_x_row;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI4_0) {
+        int i = i0 + threadIdx.y * QI4_0 + threadIdx.x / blocks_per_tile_x_row;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q4_0 * bxi = (const block_q4_0 *) x + kbx0 + i*stride + kbxd;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q8_0       + kbxd] = bxi->d;
+#else
+        x_df[i*(WARP_SIZE/QI4_0) + i/QI4_0 + kbxd] = bxi->d;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q4_0_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_0, mmq_y);
+    const int   * x_qs = (const int   *) x;
+    const float * x_df = (const float *) x_qs + txs.qs;
+    const int   * y_qs = (const int   *) y + 4;
+    const half2 * y_ds = (const half2 *) y;
+
+// #pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_0*VDR_Q4_0_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                const int kyqs = QI8_1 * ((k01/2) / (QI8_1/2)) + (k01/2) % (QI8_1/2);
+
+                int u[2*VDR_Q4_0_Q8_1_MMQ];
+
+#pragma unroll
+                for (int l = 0; l < VDR_Q4_0_Q8_1_MMQ; ++l) {
+                    u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + kyqs +  l];
+                    u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + kyqs + (l + QI4_0)];
+                }
+
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_0_q8_1_impl<VDR_Q4_0_Q8_1_MMQ>
+                    (&x_qs[i*(WARP_SIZE + 1) + k0/QR4_0], u,
+                     x_df[i*(WARP_SIZE/QI4_0) + i/QI4_0 + k0/(QR4_0*QI4_0)], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]);
+            }
+        }
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q4_1(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + 2*WARP_SIZE);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_1, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kbx  = threadIdx.x / QI4_1;
+    const int kqsx = threadIdx.x % QI4_1;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q4_1 * bxi = (const block_q4_1 *) x + kbx0 + i*stride + kbx;
+        const int qs0 = get_int_b4(bxi->qs, kqsx);
+
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI4_1) + kqsx + 0]     = (qs0 >> 0) & 0x0F0F0F0F;
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI4_1) + kqsx + QI4_1] = (qs0 >> 4) & 0x0F0F0F0F;
+#else
+        x_qs[i*(WARP_SIZE + 1) + threadIdx.x] = qs0;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    const int blocks_per_tile_x_row = WARP_SIZE / QI4_1;
+    const int kbxd = threadIdx.x % blocks_per_tile_x_row;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI4_1) {
+        int i = i0 + threadIdx.y * QI4_1 + threadIdx.x / blocks_per_tile_x_row;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q4_1 * bxi = (const block_q4_1 *) x + kbx0 + i*stride + kbxd;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_dm[i*MMQ_MMA_TILE_X_K_Q8_1       + kbxd] = bxi->dm;
+#else
+        x_dm[i*(WARP_SIZE/QI4_1) + i/QI4_1 + kbxd] = bxi->dm;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q4_1_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_1, mmq_y);
+    const int   * x_qs = (const int   *) x;
+    const half2 * x_dm = (const half2 *) x_qs + txs.qs;
+    const int   * y_qs = (const int   *) y + 4;
+    const half2 * y_ds = (const half2 *) y;
+
+// #pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_1*VDR_Q4_1_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                const int kyqs = QI8_1 * ((k01/2) / (QI8_1/2)) + (k01/2) % (QI8_1/2);
+
+                int u[2*VDR_Q4_1_Q8_1_MMQ];
+
+#pragma unroll
+                for (int l = 0; l < VDR_Q4_1_Q8_1_MMQ; ++l) {
+                    u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + kyqs +  l];
+                    u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + kyqs + (l + QI4_1)];
+                }
+
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_1_q8_1_impl<VDR_Q4_1_Q8_1_MMQ>
+                    (&x_qs[i*(WARP_SIZE + 1) + k0/QR4_1], u,
+                     x_dm[i*(WARP_SIZE/QI4_1) + i/QI4_1 + k0/(QR4_1*QI4_1)], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]);
+            }
+        }
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q5_0(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_0, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kbx  = threadIdx.x / QI5_0;
+    const int kqsx = threadIdx.x % QI5_0;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q5_0 * bxi = (const block_q5_0 *) x + kbx0 + i*stride + kbx;
+
+        const int ql = get_int_b2(bxi->qs, kqsx);
+        const int qh = get_int_b2(bxi->qh, 0) >> (4 * (threadIdx.x % QI5_0));
+
+        int qs0 = (ql >>  0)   & 0x0F0F0F0F;
+        qs0    |= (qh <<  4)   & 0x00000010;  // 0 ->  4
+        qs0    |= (qh << 11)   & 0x00001000;  // 1 -> 12
+        qs0    |= (qh << 18)   & 0x00100000;  // 2 -> 20
+        qs0    |= (qh << 25)   & 0x10000000;  // 3 -> 28
+        qs0     = __vsubss4(qs0, 0x10101010); // subtract 16
+
+        int qs1 = (ql >>  4)   & 0x0F0F0F0F;
+        qs1    |= (qh >> 12)   & 0x00000010;  // 16 ->  4
+        qs1    |= (qh >>  5)   & 0x00001000;  // 17 -> 12
+        qs1    |= (qh <<  2)   & 0x00100000;  // 18 -> 20
+        qs1    |= (qh <<  9)   & 0x10000000;  // 19 -> 28
+        qs1     = __vsubss4(qs1, 0x10101010); // subtract 16
+
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI5_0) + kqsx + 0]     = qs0;
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1;
+#else
+        x_qs[i*(2*WARP_SIZE + 1)     + kbx*(2*QI5_0) + kqsx + 0]     = qs0;
+        x_qs[i*(2*WARP_SIZE + 1)     + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    const int blocks_per_tile_x_row = WARP_SIZE / QI5_0;
+    const int kbxd = threadIdx.x % blocks_per_tile_x_row;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI5_0) {
+        int i = i0 + threadIdx.y * QI5_0 + threadIdx.x / blocks_per_tile_x_row;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q5_0 * bxi = (const block_q5_0 *) x + kbx0 + i*stride + kbxd;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q8_0       + kbxd] = bxi->d;
+#else
+        x_df[i*(WARP_SIZE/QI5_0) + i/QI5_0 + kbxd] = bxi->d;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q5_1(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + 2*WARP_SIZE);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_1, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kbx  = threadIdx.x / QI5_1;
+    const int kqsx = threadIdx.x % QI5_1;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q5_1 * bxi = (const block_q5_1 *) x + kbx0 + i*stride + kbx;
+
+        const int ql = get_int_b4(bxi->qs, kqsx);
+        const int qh = get_int_b4(bxi->qh, 0) >> (4 * (threadIdx.x % QI5_1));
+
+        int qs0 = (ql >>  0) & 0x0F0F0F0F;
+        qs0    |= (qh <<  4) & 0x00000010; // 0 ->  4
+        qs0    |= (qh << 11) & 0x00001000; // 1 -> 12
+        qs0    |= (qh << 18) & 0x00100000; // 2 -> 20
+        qs0    |= (qh << 25) & 0x10000000; // 3 -> 28
+
+        int qs1 = (ql >>  4) & 0x0F0F0F0F;
+        qs1    |= (qh >> 12) & 0x00000010; // 16 ->  4
+        qs1    |= (qh >>  5) & 0x00001000; // 17 -> 12
+        qs1    |= (qh <<  2) & 0x00100000; // 18 -> 20
+        qs1    |= (qh <<  9) & 0x10000000; // 19 -> 28
+
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI5_1) + kqsx + 0]     = qs0;
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1;
+#else
+        x_qs[i*(2*WARP_SIZE + 1)     + kbx*(2*QI5_1) + kqsx + 0]     = qs0;
+        x_qs[i*(2*WARP_SIZE + 1)     + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    const int blocks_per_tile_x_row = WARP_SIZE / QI5_1;
+    const int kbxd = threadIdx.x % blocks_per_tile_x_row;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI5_1) {
+        int i = i0 + threadIdx.y * QI5_1 + threadIdx.x / blocks_per_tile_x_row;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q5_1 * bxi = (const block_q5_1 *) x + kbx0 + i*stride + kbxd;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_dm[i*MMQ_MMA_TILE_X_K_Q8_1       + kbxd] = bxi->dm;
+#else
+        x_dm[i*(WARP_SIZE/QI5_1) + i/QI5_1 + kbxd] = bxi->dm;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q8_0(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_tile + 2*WARP_SIZE);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q8_0, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kbx  = threadIdx.x / QI8_0;
+    const int kqsx = threadIdx.x % QI8_0;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbx;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 0         + threadIdx.x] = get_int_b2(bxi[0].qs,               kqsx);
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + WARP_SIZE + threadIdx.x] = get_int_b2(bxi[WARP_SIZE/QI8_0].qs, kqsx);
+#else
+        x_qs[i*(2*WARP_SIZE + 1)     + 0         + threadIdx.x] = get_int_b2(bxi[0].qs,               kqsx);
+        x_qs[i*(2*WARP_SIZE + 1)     + WARP_SIZE + threadIdx.x] = get_int_b2(bxi[WARP_SIZE/QI8_0].qs, kqsx);
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    const int blocks_per_tile_x_row = 2*WARP_SIZE / QI8_0;
+    const int kbxd = threadIdx.x % blocks_per_tile_x_row;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI8_0/2) {
+        int i = i0 + threadIdx.y * (QI8_0/2) + threadIdx.x / blocks_per_tile_x_row;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbxd;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q8_0             + kbxd] = bxi->d;
+#else
+        x_df[i*(2*WARP_SIZE/QI8_0) + i/(QI8_0/2) + kbxd] = bxi->d;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q8_0_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q8_0, mmq_y);
+    const int   * x_qs = (const int   *) x;
+    const float * x_df = (const float *) x_qs + txs.qs;
+    const int   * y_qs = (const int   *) y + 4;
+    const float * y_df = (const float *) y;
+
+// #pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE; k01 += VDR_Q8_0_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_0_q8_1_impl<float, VDR_Q8_0_Q8_1_MMQ>
+                    (&x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k0 % WARP_SIZE],
+                     x_df[i*(2*WARP_SIZE/QI8_0) + i/(QI8_0/2) + k0/QI8_0], y_df[j*MMQ_TILE_Y_K + (k0/QI8_1) % (WARP_SIZE/QI8_1)]);
+            }
+        }
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps, mmq_q8_1_ds_layout ds_layout>
+static __device__ __forceinline__ void vec_dot_q8_0_q8_1_mma(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    typedef tile<16, 8, int> tile_A;
+    typedef tile< 8, 8, int> tile_B;
+    typedef tile<16, 8, int> tile_C;
+
+    constexpr int granularity = mmq_get_granularity_device(mmq_x);
+    constexpr int rows_per_warp = 2 * granularity;
+    constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp.
+
+    y += (threadIdx.y % ntx) * (tile_B::I*MMQ_TILE_Y_K);
+
+    const int   * x_qs = (const int   *) x;
+    const float * x_df = (const float *) x_qs + 2*WARP_SIZE;
+    const int   * y_qs = (const int   *) y + 4;
+    const float * y_df = (const float *) y;
+    const half2 * y_ds = (const half2 *) y;
+
+    tile_A A[ntx][WARP_SIZE/QI8_0];
+    float dA[ntx][tile_C::ne/2][WARP_SIZE/QI8_0];
+
+    const int i0 = (threadIdx.y/ntx)*rows_per_warp;
+
+#pragma unroll
+    for (int n = 0; n < ntx; ++n) {
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) {
+            const int k0 = k00 + k01;
+
+            load_ldmatrix(A[n][k01/QI8_0], x_qs + (i0 + n*tile_A::I)*MMQ_MMA_TILE_X_K_Q8_0 + k0, MMQ_MMA_TILE_X_K_Q8_0);
+        }
+
+#pragma unroll
+        for (int l = 0; l < tile_C::ne/2; ++l) {
+            const int i = i0 + n*tile_A::I + tile_C::get_i(2*l);
+
+#pragma unroll
+            for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) {
+                const int k0 = k00 + k01;
+
+                dA[n][l][k01/QI8_0] = x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + k0/QI8_0];
+            }
+        }
+    }
+
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) {
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) {
+            tile_B B;
+            float dB[tile_C::ne/2];
+
+            load_generic(B, y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); // faster than load_ldmatrix
+
+#pragma unroll
+            for (int l = 0; l < tile_C::ne/2; ++l) {
+                const int j = j0 + tile_C::get_j(l);
+
+                if (ds_layout == MMQ_Q8_1_DS_LAYOUT_D4) {
+                    dB[l] =             y_df[j*MMQ_TILE_Y_K + k01/QI8_1];
+                } else {
+                    dB[l] = __low2float(y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]);
+                }
+            }
+
+#pragma unroll
+            for (int n = 0; n < ntx; ++n) {
+                tile_C C;
+                mma(C, A[n][k01/QI8_0], B);
+
+#pragma unroll
+                for (int l = 0; l < tile_C::ne; ++l) {
+                    sum[(j0/tile_C::J + n)*tile_C::ne + l] += C.x[l]*dA[n][l/2][k01/QI8_0]*dB[l%2];
+                }
+            }
+        }
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q8_1_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_1, mmq_y);
+    const int   * x_qs = (const int   *) x;
+    const half2 * x_dm = (const half2 *) x_qs + txs.qs;
+    const int   * y_qs = (const int   *) y + 4;
+    const half2 * y_ds = (const half2 *) y;
+
+// #pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE; k01 += VDR_Q8_0_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_1_q8_1_impl<QR5_1*VDR_Q5_1_Q8_1_MMQ>
+                    (&x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01],
+                    x_dm[i*(WARP_SIZE/QI5_1) + i/QI5_1 + k0/QI8_1], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]);
+            }
+        }
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q8_1_q8_1_mma(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    typedef tile<16, 8, int> tile_A;
+    typedef tile< 8, 8, int> tile_B;
+    typedef tile<16, 8, int> tile_C;
+
+    constexpr int granularity = mmq_get_granularity_device(mmq_x);
+    constexpr int rows_per_warp = 2 * granularity;
+    constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp.
+
+    y += (threadIdx.y % ntx) * (tile_B::J*MMQ_TILE_Y_K);
+
+    const int   * x_qs = (const int   *) x;
+    const half2 * x_dm = (const half2 *) x_qs + 2*WARP_SIZE;
+    const int   * y_qs = (const int   *) y + 4;
+    const half2 * y_dm = (const half2 *) y;
+
+    tile_A   A[ntx][WARP_SIZE/QI8_1];
+    float2 dmA[ntx][tile_C::ne/2][WARP_SIZE/QI8_1];
+
+    const int i0 = (threadIdx.y/ntx)*rows_per_warp;
+
+#pragma unroll
+    for (int n = 0; n < ntx; ++n) {
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) {
+            const int k0 = k00 + k01;
+
+            load_ldmatrix(A[n][k01/QI8_1], x_qs + (i0 + n*tile_A::I)*MMQ_MMA_TILE_X_K_Q8_1 + k0, MMQ_MMA_TILE_X_K_Q8_1);
+        }
+
+#pragma unroll
+        for (int l = 0; l < tile_C::ne/2; ++l) {
+            const int i = i0 + n*tile_A::I + tile_C::get_i(2*l);
+
+#pragma unroll
+            for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) {
+                const int k0 = k00 + k01;
+
+                dmA[n][l][k01/QI8_1] = __half22float2(x_dm[i*MMQ_MMA_TILE_X_K_Q8_1 + k0/QI8_1]);
+            }
+        }
+    }
+
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) {
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) {
+            tile_B   B;
+            float2 dsB[tile_C::ne/2];
+
+            load_generic(B, y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); // faster than load_ldmatrix
+
+#pragma unroll
+            for (int l = 0; l < tile_C::ne/2; ++l) {
+                const int j = j0 + tile_C::get_j(l);
+
+                dsB[l] = __half22float2(y_dm[j*MMQ_TILE_Y_K + k01/QI8_1]);
+            }
+
+#pragma unroll
+            for (int n = 0; n < ntx; ++n) {
+                tile_C C;
+                mma(C, A[n][k01/QI8_1], B);
+
+#pragma unroll
+                for (int l = 0; l < tile_C::ne; ++l) {
+                    sum[(j0/tile_C::J + n)*tile_C::ne + l] += dmA[n][l/2][k01/QI8_1].x*dsB[l%2].x*C.x[l];
+                    sum[(j0/tile_C::J + n)*tile_C::ne + l] += dmA[n][l/2][k01/QI8_1].y*dsB[l%2].y;
+                }
+            }
+        }
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q8_0_16_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = MMQ_DP4A_TXS_Q8_0_16;
+    const int   * x_qs = (const int   *) x;
+    const float * x_df = (const float *) x_qs + txs.qs;
+    const int   * y_qs = (const int   *) y + 4;
+    const float * y_df = (const float *) y;
+
+// #pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_0_16_q8_1_impl<QI8_0>(
+                    &x_qs[i*(2*WARP_SIZE + 1) + k0],
+                    &y_qs[j*MMQ_TILE_Y_K + k01],
+                    &x_df[i*(2*WARP_SIZE*2/QI8_0) + i/(QI8_0/4) + k0/(QI8_0/2)],
+                    y_df[j*MMQ_TILE_Y_K + k01/QI8_1]);
+            }
+        }
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q8_0_16_q8_1_mma(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+#ifdef NEW_MMA_AVAILABLE
+
+    typedef tile<16, 4, int> tile_A;
+    typedef tile<16, 8, int> tile_A_8;
+    typedef tile< 8, 4, int> tile_B;
+    typedef tile<16, 8, int> tile_C;
+
+    constexpr int granularity = mmq_get_granularity_device(mmq_x);
+    constexpr int rows_per_warp = 2 * granularity;
+    constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp.
+
+    y += (threadIdx.y % ntx) * (tile_B::I*MMQ_TILE_Y_K);
+
+    const int   * x_qs = (const int   *) x;
+    const float * x_df = (const float *) x_qs + WARP_SIZE*2;
+    const int   * y_qs = (const int   *) y + 4;
+    const float * y_df = (const float *) y;
+
+    const int i0 = (threadIdx.y / ntx) * (ntx*tile_A::I);
+
+    tile_A  A[ntx][8];
+    float  dA[ntx][tile_C::ne/2][8];
+
+#pragma unroll
+    for (int n = 0; n < ntx; ++n) {
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) {
+            const int k0 = k00 + k01;
+
+            load_ldmatrix(((tile_A_8 *) A[n])[k01/8], x_qs + (i0 + n*tile_A::I)*MMQ_MMA_TILE_X_K_Q3_K + k0, MMQ_MMA_TILE_X_K_Q3_K);
+        }
+
+#pragma unroll
+        for (int l = 0; l < tile_C::ne/2; ++l) {
+            const int i = i0 + n*tile_C::I + tile_C::get_i(2*l);
+
+#pragma unroll
+            for (int k01 = 0; k01 < WARP_SIZE; k01 += 4) {
+                const int k0 = k00 + k01;
+
+                dA[n][l][k01/4] = x_df[i*MMQ_MMA_TILE_X_K_Q3_K + k0/4];
+            }
+        }
+    }
+
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) {
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += QR3_K*VDR_Q3_K_Q8_1_MMQ) {
+            tile_B B[2];
+            float dB[tile_C::ne/2];
+
+            // Here load_generic is faster than load_ldmatrix.
+            load_generic(B[0], y_qs + j0*MMQ_TILE_Y_K + (k01 + 0),         MMQ_TILE_Y_K);
+            load_generic(B[1], y_qs + j0*MMQ_TILE_Y_K + (k01 + tile_B::J), MMQ_TILE_Y_K);
+
+#pragma unroll
+            for (int l = 0; l < tile_C::ne/2; ++l) {
+                const int j = j0 + tile_C::get_j(l);
+
+                dB[l] = y_df[j*MMQ_TILE_Y_K + k01/QI8_1];
+            }
+
+#pragma unroll
+            for (int n = 0; n < ntx; ++n) {
+                tile_C C[2];
+                mma(C[0], A[n][k01/4 + 0], B[0]);
+                mma(C[1], A[n][k01/4 + 1], B[1]);
+
+#pragma unroll
+                for (int l = 0; l < tile_C::ne; ++l) {
+                    sum[(j0/tile_C::J + n)*tile_C::ne + l] += dB[l%2]*(C[0].x[l]*dA[n][l/2][k01/4 + 0] + C[1].x[l]*dA[n][l/2][k01/4 + 1]);
+                }
+            }
+        }
+    }
+#else
+    GGML_UNUSED(x); GGML_UNUSED(y); GGML_UNUSED(sum); GGML_UNUSED(k00);
+    NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q2_K(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + 2*WARP_SIZE);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q2_K, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kqsx = threadIdx.x % QI2_K;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/QI2_K) {
+        int i = i0 + threadIdx.y*(WARP_SIZE/QI2_K) + threadIdx.x/QI2_K;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q2_K * bxi = (const block_q2_K *) x + kbx0 + i*stride;
+
+        const int x_ql_0 = get_int_b2(bxi->qs, kqsx);
+
+#pragma unroll
+        for (int l = 0; l < QR2_K; ++l) {
+            const int k = (kqsx/8)*32 + l*8 + kqsx % 8;
+
+            const int x_qs_k = (x_ql_0 >> (2*l)) & 0x03030303;
+
+#ifdef NEW_MMA_AVAILABLE
+            x_qs[i*MMQ_MMA_TILE_X_K_Q2_K + k] = x_qs_k;
+#else
+            x_qs[i*(2*WARP_SIZE + 1)     + k] = x_qs_k;
+#endif // NEW_MMA_AVAILABLE
+        }
+
+        const int sc_m = bxi->scales[kqsx];
+#ifdef FAST_FP16_AVAILABLE
+        const half2 x_dm_ik = __hmul2(bxi->dm, make_half2(sc_m & 0x0F, sc_m >> 4));
+#else
+        const float2 bxi_dmf = __half22float2(bxi->dm);
+        const half2 x_dm_ik = make_half2(bxi_dmf.x*(sc_m & 0x0F), bxi_dmf.y*(sc_m >> 4));
+#endif // FAST_FP16_AVAILABLE
+
+#ifdef NEW_MMA_AVAILABLE
+        x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + kqsx] = x_dm_ik;
+#else
+        x_dm[i*(WARP_SIZE + 1)       + kqsx] = x_dm_ik;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q2_K_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q2_K, mmq_y);
+    const int   * x_qs = (const int   *) x;
+    const half2 * x_dm = (const half2 *) x_qs + txs.qs;
+    const int   * y_qs = (const int   *) y + 4;
+    const half2 * y_ds = (const half2 *) y;
+
+    float2 y_df[mmq_x/nwarps];
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+        const int j = j0 + threadIdx.y;
+
+        y_df[j0/nwarps] = __half22float2(y_ds[j*MMQ_TILE_Y_K]);
+    }
+
+#pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE/2; k01 += QR2_K*VDR_Q2_K_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                constexpr int ns = 2;
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q2_K_q8_1_impl_mmq<ns>(
+                    &x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01],
+                    &x_dm[i*(WARP_SIZE + 1) + k0/4], k01 < WARP_SIZE/2 ? y_df[j0/nwarps].x : y_df[j0/nwarps].y,
+                    &y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]);
+            }
+        }
+    }
+
+    // Some compilers fail to unroll the loop over k01 if there is a conditional statement for ns in the inner loop.
+    // As a workaround 2 separate loops are used instead.
+#pragma unroll
+    for (int k01 = WARP_SIZE/2; k01 < WARP_SIZE; k01 += QR2_K*VDR_Q2_K_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                constexpr int ns = 1;
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q2_K_q8_1_impl_mmq<ns>(
+                    &x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01],
+                    &x_dm[i*(WARP_SIZE + 1) + k0/4], k01 < WARP_SIZE/2 ? y_df[j0/nwarps].x : y_df[j0/nwarps].y,
+                    &y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]);
+            }
+        }
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q2_K_q8_1_mma(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+#ifdef NEW_MMA_AVAILABLE
+
+    typedef tile<16, 4, int> tile_A;
+    typedef tile<16, 8, int> tile_A_8;
+    typedef tile< 8, 4, int> tile_B;
+    typedef tile<16, 8, int> tile_C;
+
+    constexpr int granularity = mmq_get_granularity_device(mmq_x);
+    constexpr int rows_per_warp = 2 * granularity;
+    constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp.
+
+    y += (threadIdx.y % ntx) * (tile_B::I*MMQ_TILE_Y_K);
+
+    const int   * x_qs = (const int   *) x;
+    const half2 * x_dm = (const half2 *) x_qs + WARP_SIZE*2;
+    const int   * y_qs = (const int   *) y + 4;
+    const half2 * y_ds = (const half2 *) y;
+
+    const int i0 = (threadIdx.y / ntx) * (ntx*tile_A::I);
+
+    tile_A  A[ntx][8];
+    float  dA[ntx][tile_C::ne/2][8];
+    float  mA[ntx][tile_C::ne/2][8];
+
+#pragma unroll
+    for (int n = 0; n < ntx; ++n) {
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) {
+            const int k0 = k00 + k01;
+
+            load_ldmatrix(((tile_A_8 *) A[n])[k01/QI8_1], x_qs + (i0 + n*tile_A::I)*MMQ_MMA_TILE_X_K_Q2_K + k0, MMQ_MMA_TILE_X_K_Q2_K);
+        }
+    }
+
+#pragma unroll
+    for (int n = 0; n < ntx; ++n) {
+#pragma unroll
+        for (int l = 0; l < tile_C::ne/2; ++l) {
+            const int i = i0 + n*tile_C::I + tile_C::get_i(2*l);
+
+#pragma unroll
+            for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1/2) {
+                const int k0 = k00 + k01;
+
+                const float2 dm = __half22float2(x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + k0/(QI8_1/2)]);
+
+                dA[n][l][k01/(QI8_1/2)] = dm.x;
+                mA[n][l][k01/(QI8_1/2)] = dm.y;
+            }
+        }
+    }
+
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) {
+        float2 dB[tile_C::ne/2];
+
+#pragma unroll
+        for (int l = 0; l < tile_C::ne/2; ++l) {
+            const int j = j0 + tile_C::get_j(l);
+
+            dB[l] = __half22float2(y_ds[j*MMQ_TILE_Y_K]);
+        }
+
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) {
+            tile_B B[2];
+
+            // Here load_generic is faster than load_ldmatrix.
+            load_generic(B[0], y_qs + j0*MMQ_TILE_Y_K + (k01 + 0),         MMQ_TILE_Y_K);
+            load_generic(B[1], y_qs + j0*MMQ_TILE_Y_K + (k01 + tile_B::J), MMQ_TILE_Y_K);
+
+            tile_C Cm[2];
+            if (k01 >= WARP_SIZE * 3/4) {
+                tile_A A1;
+                A1.x[0] = 0x01010101;
+                A1.x[1] = 0x01010101;
+                mma(Cm[0], A1, B[0]);
+                mma(Cm[1], A1, B[1]);
+            }
+
+#pragma unroll
+            for (int n = 0; n < ntx; ++n) {
+                tile_C Cd[2];
+
+                mma(Cd[0], A[n][k01/4 + 0], B[0]);
+                mma(Cd[1], A[n][k01/4 + 1], B[1]);
+
+#pragma unroll
+                for (int l = 0; l < tile_C::ne; ++l) {
+                    float tmp = Cd[0].x[l]*dA[n][l/2][k01/4 + 0] + Cd[1].x[l]*dA[n][l/2][k01/4 + 1];
+                    if (k01 >= WARP_SIZE * 3/4) {
+                        tmp -= Cm[0].x[l]*mA[n][l/2][k01/4 + 0] + Cm[1].x[l]*mA[n][l/2][k01/4 + 1];
+                    }
+                    sum[(j0/tile_C::J + n)*tile_C::ne + l] += tmp*(k01 < WARP_SIZE/2 ? dB[l%2].x : dB[l%2].y);
+                }
+            }
+        }
+
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE * 3/4; k01 += QI8_1) {
+            float2 sB[tile_C::ne/2];
+
+#pragma unroll
+            for (int l = 0; l < tile_C::ne/2; ++l) {
+                const int j = j0 + tile_C::get_j(l);
+
+                sB[l] = __half22float2(y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]);
+            }
+
+#pragma unroll
+            for (int n = 0; n < ntx; ++n) {
+#pragma unroll
+                for (int l = 0; l < tile_C::ne; ++l) {
+                    sum[(j0/tile_C::J + n)*tile_C::ne + l] -= mA[n][l/2][k01/4 + 0]*sB[l%2].x;
+                    sum[(j0/tile_C::J + n)*tile_C::ne + l] -= mA[n][l/2][k01/4 + 1]*sB[l%2].y;
+                }
+            }
+        }
+    }
+#else
+    GGML_UNUSED(x); GGML_UNUSED(y); GGML_UNUSED(sum); GGML_UNUSED(k00);
+    NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q3_K(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q3_K, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+    int   * x_sc = (int   *) (x_df + txs.dm);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kqsx = threadIdx.x % QI3_K;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/QI3_K) {
+        int i = i0 + threadIdx.y * (WARP_SIZE/QI3_K) + threadIdx.x / QI3_K;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride;
+
+        const int x_ql_0 = get_int_b2(bxi->qs,    kqsx);
+        const int x_qh_0 = get_int_b2(bxi->hmask, kqsx % (QI3_K/2)) >> (4 * (kqsx / (QI3_K/2)));
+
+#pragma unroll
+        for (int l = 0; l < QR3_K; ++l) {
+            const int k = (kqsx/8)*32 + l*8 + kqsx % 8;
+
+            const int x_ql_k =  (x_ql_0 >> (2*l))       & 0x03030303;
+            const int x_qh_k = ((x_qh_0 >>    l)  << 2) & 0x04040404;
+
+            const int x_qs_k = __vsubss4(x_ql_k | x_qh_k, 0x04040404);
+
+#ifdef NEW_MMA_AVAILABLE
+            x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k] = x_qs_k;
+#else
+            x_qs[i*(2*WARP_SIZE + 1)     + k] = x_qs_k;
+#endif // NEW_MMA_AVAILABLE
+        }
+    }
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps*8) {
+        int i = i0 + threadIdx.y*8 + threadIdx.x/(WARP_SIZE/8);
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride;
+
+        const int ksc = threadIdx.x % (WARP_SIZE/8);
+
+        const int ksc_low = ksc % (QI3_K/8);
+        const int shift_low = 4 * (ksc / (QI3_K/8));
+        const int sc_low = (get_int_b2(bxi->scales, ksc_low) >> shift_low) & 0x0F0F0F0F;
+
+        const int ksc_high = QI3_K/8;
+        const int shift_high = 2 * ksc;
+        const int sc_high = ((get_int_b2(bxi->scales, ksc_high) >> shift_high) << 4) & 0x30303030;
+
+        const int sc = __vsubss4(sc_low | sc_high, 0x20202020);
+
+#ifdef NEW_MMA_AVAILABLE
+        const int8_t * sc8 = (const int8_t *) &sc;
+        const float d = bxi->d;
+
+#pragma unroll
+        for (int l = 0; l < int(sizeof(int)); ++l) {
+            x_df[i*MMQ_MMA_TILE_X_K_Q3_K + sizeof(int)*(threadIdx.x % (WARP_SIZE/8)) + l] = d*sc8[l];
+        }
+#else
+        x_sc[i*(WARP_SIZE/8) + i/8 + threadIdx.x % (WARP_SIZE/8)] = sc;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+#ifndef NEW_MMA_AVAILABLE
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps*WARP_SIZE) {
+        int i = (i0 + threadIdx.y*WARP_SIZE + threadIdx.x) % mmq_y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride;
+
+        x_df[i] = bxi->d;
+    }
+#endif // NEW_MMA_AVAILABLE
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q3_K_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q3_K, mmq_y);
+    const int   * x_qs = (const int   *) x;
+    const float * x_df = (const float *) x_qs + txs.qs;
+    const int   * x_sc = (const int   *) x_df + txs.dm;
+    const int   * y_qs = (const int   *) y + 4;
+    const float * y_df = (const float *) y;
+
+// #pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE; k01 += QR3_K*VDR_Q3_K_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                const int8_t * scales = ((const int8_t *) (x_sc + i*(WARP_SIZE/8) + i/8)) + k0/4;
+
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q3_K_q8_1_impl_mmq(
+                    &x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], scales,
+                    x_df[i], y_df[j*MMQ_TILE_Y_K + k01/QI8_1]);
+            }
+        }
+    }
+}
+
+static __device__ __forceinline__ int unpack_scales_q45_K(const int * scales, const int ksc) {
+    // scale arrangement after the following two lines:
+    //   - ksc == 0: sc0, sc1, sc2, sc3
+    //   - ksc == 1: sc4, sc5, sc6, sc7
+    //   - ksc == 2:  m0,  m1,  m2,  m3
+    //   - ksc == 3:  m4,  m5,  m6,  m7
+    return ((scales[(ksc%2) + (ksc!=0)] >> (4 * (ksc & (ksc/2)))) & 0x0F0F0F0F) | // lower 4 bits
+           ((scales[ksc/2]              >> (2 * (ksc % 2)))       & 0x30303030);  // upper 2 bits
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q4_K(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + 2*WARP_SIZE);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_K, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + txs.qs);
+    int   * x_sc = (int   *) (x_dm + txs.dm);
+#endif // NEW_MMA_AVAILABLE
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q4_K * bxi = (const block_q4_K *) x + kbx0 + i*stride;
+        const int qs0 = get_int_b4(bxi->qs, threadIdx.x);
+
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + 16*(threadIdx.x/8) + threadIdx.x % 8 + 0] = (qs0 >> 0) & 0x0F0F0F0F;
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + 16*(threadIdx.x/8) + threadIdx.x % 8 + 8] = (qs0 >> 4) & 0x0F0F0F0F;
+#else
+        x_qs[i*(WARP_SIZE + 1) + threadIdx.x] = qs0;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+#ifdef NEW_MMA_AVAILABLE
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps*16) {
+        int i = (i0 + threadIdx.y*16 + threadIdx.x/(WARP_SIZE/16)) % mmq_y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q4_K * bxi = (const block_q4_K *) x + kbx0 + i*stride;
+
+        const int * scales = (const int *) bxi->scales;
+        const int ksc = threadIdx.x % (WARP_SIZE/16);
+
+        const int sc32 = unpack_scales_q45_K(scales, ksc + 0);
+        const int  m32 = unpack_scales_q45_K(scales, ksc + 2);
+
+        const uint8_t * sc8 = (const uint8_t *) &sc32;
+        const uint8_t *  m8 = (const uint8_t *)  &m32;
+
+        const half2 dm = bxi->dm * make_half2(1.0f, -1.0f);
+
+#pragma unroll
+        for (int l = 0; l < int(sizeof(int)); ++l) {
+            x_dm[i*MMQ_MMA_TILE_X_K_Q8_1 + sizeof(int)*ksc + l] = dm*make_half2(sc8[l], m8[l]);
+        }
+    }
+
+#else
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps*QI4_K) {
+        int i = (i0 + threadIdx.y*QI4_K + threadIdx.x) % mmq_y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q4_K * bxi = (const block_q4_K *) x + kbx0 + i*stride;
+
+        x_dm[i] = bxi->dm;
+    }
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * 8) {
+        int i = (i0 + threadIdx.y * 8 + threadIdx.x / (WARP_SIZE/8)) % mmq_y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q4_K * bxi = (const block_q4_K *) x + kbx0 + i*stride + (threadIdx.x % (WARP_SIZE/8)) / (QI4_K/8);
+
+        const int * scales = (const int *) bxi->scales;
+
+        const int ksc = threadIdx.x % (WARP_SIZE/8);
+        const int scales8 = unpack_scales_q45_K(scales, ksc);
+
+        x_sc[i*(WARP_SIZE/8) + i/8 + ksc] = scales8;
+    }
+#endif // NEW_MMA_AVAILABLE
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q4_K_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_K, mmq_y);
+    const int   * x_qs = (const int   *) x;
+    const half2 * x_dm = (const half2 *) x_qs + txs.qs;
+    const int   * x_sc = (const int   *) x_dm + txs.dm;
+    const int   * y_qs = (const int   *) y + 4;
+    const half2 * y_ds = (const half2 *) y;
+
+// #pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_K*VDR_Q4_K_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                const uint8_t * sc = (const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/32] + 2*(k01/16);
+
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_K_q8_1_impl_mmq(
+                    &x_qs[i*(WARP_SIZE + 1) + k0/2], &y_qs[j*MMQ_TILE_Y_K + k01], sc, sc+8,
+                    x_dm[i], &y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]);
+            }
+        }
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q5_K(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_K, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_dm = (half2 *) (x_qs + txs.qs);
+    int   * x_sc = (int   *) (x_dm + txs.dm);
+#endif // NEW_MMA_AVAILABLE
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q5_K * bxi = (const block_q5_K *) x + kbx0 + i*stride;
+        const int ky = QR5_K*threadIdx.x;
+
+        const int ql = get_int_b4(bxi->qs, threadIdx.x);
+        const int ql0 = (ql >> 0) & 0x0F0F0F0F;
+        const int ql1 = (ql >> 4) & 0x0F0F0F0F;
+
+        const int qh = get_int_b4(bxi->qh, threadIdx.x % (QI5_K/4));
+        const int qh0 = ((qh >> (2 * (threadIdx.x / (QI5_K/4)) + 0)) << 4) & 0x10101010;
+        const int qh1 = ((qh >> (2 * (threadIdx.x / (QI5_K/4)) + 1)) << 4) & 0x10101010;
+
+        const int kq0 = ky - ky % (QI5_K/2) + threadIdx.x % (QI5_K/4) + 0;
+        const int kq1 = ky - ky % (QI5_K/2) + threadIdx.x % (QI5_K/4) + QI5_K/4;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kq0] = ql0 | qh0;
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kq1] = ql1 | qh1;
+#else
+        x_qs[i*(2*WARP_SIZE + 1)     + kq0] = ql0 | qh0;
+        x_qs[i*(2*WARP_SIZE + 1)     + kq1] = ql1 | qh1;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+#ifdef NEW_MMA_AVAILABLE
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps*16) {
+        int i = (i0 + threadIdx.y*16 + threadIdx.x/(WARP_SIZE/16)) % mmq_y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q5_K * bxi = (const block_q5_K *) x + kbx0 + i*stride;
+
+        const int * scales = (const int *) bxi->scales;
+        const int ksc = threadIdx.x % (WARP_SIZE/16);
+
+        const int sc32 = unpack_scales_q45_K(scales, ksc + 0);
+        const int  m32 = unpack_scales_q45_K(scales, ksc + 2);
+
+        const uint8_t * sc8 = (const uint8_t *) &sc32;
+        const uint8_t *  m8 = (const uint8_t *)  &m32;
+
+        const half2 dm = bxi->dm * make_half2(1.0f, -1.0f);
+
+#pragma unroll
+        for (int l = 0; l < int(sizeof(int)); ++l) {
+            x_dm[i*MMQ_MMA_TILE_X_K_Q8_1 + sizeof(int)*ksc + l] = dm*make_half2(sc8[l], m8[l]);
+        }
+    }
+
+#else
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps*QI5_K) {
+        int i = (i0 + threadIdx.y*QI5_K + threadIdx.x) % mmq_y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q5_K * bxi = (const block_q5_K *) x + kbx0 + i*stride;
+
+        x_dm[i] = bxi->dm;
+    }
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps*8) {
+        int i = (i0 + threadIdx.y*8 + threadIdx.x/(WARP_SIZE/8)) % mmq_y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q5_K * bxi = (const block_q5_K *) x + kbx0 + i*stride;
+
+        const int * scales = (const int *) bxi->scales;
+
+        const int ksc = threadIdx.x % (WARP_SIZE/8);
+        const int scales8 = unpack_scales_q45_K(scales, ksc);
+
+        x_sc[i*(WARP_SIZE/8) + i/8 + ksc] = scales8;
+    }
+#endif // NEW_MMA_AVAILABLE
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q5_K_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_K, mmq_y);
+    const int   * x_qs = (const int   *) x;
+    const half2 * x_dm = (const half2 *) x_qs + txs.qs;
+    const int   * x_sc = (const int   *) x_dm + txs.dm;
+    const int   * y_qs = (const int   *) y + 4;
+    const half2 * y_ds = (const half2 *) y;
+
+// #pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE; k01 += QR5_K*VDR_Q5_K_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                const uint8_t * sc = ((const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k00/32]) + 2*(k01/16);
+
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q5_K_q8_1_impl_mmq(
+                    &x_qs[i*(QR5_K*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], sc, sc+8,
+                    x_dm[i], &y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]);
+            }
+        }
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q6_K(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+    int   * x_sc = (int   *) (x_df + WARP_SIZE/QI6_K);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q6_K, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+    int   * x_sc = (int   *) (x_df + txs.dm);
+#endif // NEW_MMA_AVAILABLE
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q6_K * bxi = (const block_q6_K *) x + kbx0 + i*stride;
+
+        const int ql = get_int_b2(bxi->ql, threadIdx.x);
+        const int ql0 = (ql >> 0) & 0x0F0F0F0F;
+        const int ql1 = (ql >> 4) & 0x0F0F0F0F;
+
+        const int qh = get_int_b2(bxi->qh, (QI6_K/4) * (threadIdx.x / (QI6_K/2)) + threadIdx.x % (QI6_K/4));
+        const int qh0 = ((qh >> ((threadIdx.x & 0x08) >> 2)) << 4) & 0x30303030;
+        const int qh1 =  (qh >> ((threadIdx.x & 0x08) >> 2))       & 0x30303030;
+
+        const int kq0 = 2*threadIdx.x - threadIdx.x % (QI6_K/2) + 0;
+        const int kq1 = 2*threadIdx.x - threadIdx.x % (QI6_K/2) + QI6_K/2;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q6_K + kq0] = __vsubss4(ql0 | qh0, 0x20202020);
+        x_qs[i*MMQ_MMA_TILE_X_K_Q6_K + kq1] = __vsubss4(ql1 | qh1, 0x20202020);
+#else
+        x_qs[i*(2*WARP_SIZE + 1)     + kq0] = __vsubss4(ql0 | qh0, 0x20202020);
+        x_qs[i*(2*WARP_SIZE + 1)     + kq1] = __vsubss4(ql1 | qh1, 0x20202020);
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    const int blocks_per_tile_x_row = WARP_SIZE / QI6_K;  // == 1 if QK_K == 256
+    const int kbxd = threadIdx.x % blocks_per_tile_x_row; // == 0 if QK_K == 256
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI6_K) {
+        int i = (i0 + threadIdx.y * QI6_K + threadIdx.x / blocks_per_tile_x_row) % mmq_y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q6_K * bxi = (const block_q6_K *) x + kbx0 + i*stride + kbxd;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q6_K       + kbxd] = bxi->d;
+#else
+        x_df[i*(WARP_SIZE/QI6_K) + i/QI6_K + kbxd] = bxi->d;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * 8) {
+        int i = (i0 + threadIdx.y * 8 + threadIdx.x / (WARP_SIZE/8)) % mmq_y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q6_K * bxi = (const block_q6_K *) x + kbx0 + i*stride + (threadIdx.x % (WARP_SIZE/8)) / 4;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_sc[i*MMQ_MMA_TILE_X_K_Q6_K + threadIdx.x % (WARP_SIZE/8)] = get_int_b2(bxi->scales, threadIdx.x % (QI6_K/8));
+#else
+        x_sc[i*(WARP_SIZE/8) + i/8   + threadIdx.x % (WARP_SIZE/8)] = get_int_b2(bxi->scales, threadIdx.x % (QI6_K/8));
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q6_K_q8_1_dp4a(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q6_K, mmq_y);
+    const int   * x_qs = (const int   *) x;
+    const float * x_df = (const float *) x_qs + txs.qs;
+    const int   * x_sc = (const int   *) x_df + txs.dm;
+    const int   * y_qs = (const int   *) y + 4;
+    const float * y_df = (const float *) y;
+
+// #pragma unroll
+    for (int k01 = 0; k01 < WARP_SIZE; k01 += QR6_K*VDR_Q6_K_Q8_1_MMQ) {
+        const int k0 = k00 + k01;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                const int8_t * sc = ((const int8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/16]);
+
+                sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q6_K_q8_1_impl_mmq(
+                    &x_qs[i*(QR6_K*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], sc,
+                    x_df[i*(WARP_SIZE/QI6_K) + i/QI6_K], &y_df[j*MMQ_TILE_Y_K + k01/QI8_1]);
+            }
+        }
+    }
+}
+
+template <int mmq_x, int mmq_y, int nwarps>
+static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma(
+    const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) {
+#ifdef NEW_MMA_AVAILABLE
+
+    typedef tile<16, 4, int> tile_A;
+    typedef tile< 8, 4, int> tile_B;
+    typedef tile<16, 8, int> tile_C;
+
+    constexpr int granularity = mmq_get_granularity_device(mmq_x);
+    constexpr int rows_per_warp = 2 * granularity;
+    constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp.
+
+    y += (threadIdx.y % ntx) * (tile_B::I*MMQ_TILE_Y_K);
+
+    const int   * x_qs = (const int   *) x;
+    const float * x_df = (const float *) x_qs + WARP_SIZE*2;
+    const int   * x_sc = (const int   *) x_df + WARP_SIZE/QI6_K;
+    const int   * y_qs = (const int   *) y + 4;
+    const float * y_df = (const float *) y;
+
+    const int i0 = (threadIdx.y / ntx) * (ntx*tile_A::I);
+
+    tile_A   A[ntx][8];
+    int    scA[ntx][tile_C::ne/2][8];
+    float   dA[ntx][tile_C::ne/2];
+
+#pragma unroll
+    for (int n = 0; n < ntx; ++n) {
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) {
+            const int k0 = k00 + k01;
+
+            load_ldmatrix(A[n][k01/4 + 0], x_qs + (i0 + n*tile_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (k0 + 0),         MMQ_MMA_TILE_X_K_Q6_K);
+            load_ldmatrix(A[n][k01/4 + 1], x_qs + (i0 + n*tile_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (k0 + tile_A::J), MMQ_MMA_TILE_X_K_Q6_K);
+        }
+
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += 16) {
+            const int k0 = k00 + k01;
+
+#pragma unroll
+            for (int l = 0; l < tile_C::ne/2; ++l) {
+                const int i = i0 + n*tile_C::I + tile_C::get_i(2*l);
+
+                const int      sc_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q6_K + k0/16];
+                const int8_t * sc        = (const int8_t *) &sc_packed;
+
+#pragma unroll
+                for (int ksc = 0; ksc < sizeof(int); ++ksc) {
+                    scA[n][l][k01/4 + ksc] = sc[ksc];
+                }
+            }
+        }
+
+#pragma unroll
+        for (int l = 0; l < tile_C::ne/2; ++l) {
+            const int i = i0 + n*tile_C::I + tile_C::get_i(2*l);
+
+            dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q6_K];
+        }
+    }
+
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) {
+        float tmp[ntx][tile_C::ne] = {{0.0f}};
+
+#pragma unroll
+        for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) {
+            tile_B B[2];
+            float dB[tile_C::ne/2];
+
+            // Here load_generic is faster than load_ldmatrix.
+            load_generic(B[0], y_qs + j0*MMQ_TILE_Y_K + 0         + k01, MMQ_TILE_Y_K);
+            load_generic(B[1], y_qs + j0*MMQ_TILE_Y_K + tile_B::J + k01, MMQ_TILE_Y_K);
+
+#pragma unroll
+            for (int l = 0; l < tile_C::ne/2; ++l) {
+                const int j = j0 + tile_C::get_j(l);
+
+                dB[l] = y_df[j*MMQ_TILE_Y_K + k01/QI8_1];
+            }
+
+#pragma unroll
+            for (int n = 0; n < ntx; ++n) {
+                tile_C C[2];
+                mma(C[0], A[n][k01/4 + 0], B[0]);
+                mma(C[1], A[n][k01/4 + 1], B[1]);
+
+#pragma unroll
+                for (int l = 0; l < tile_C::ne; ++l) {
+                    tmp[n][l] += (C[0].x[l]*scA[n][l/2][k01/4 + 0] + C[1].x[l]*scA[n][l/2][k01/4 + 1])*dB[l%2];
+                }
+            }
+        }
+
+#pragma unroll
+        for (int n = 0; n < ntx; ++n) {
+#pragma unroll
+            for (int l = 0; l < tile_C::ne; ++l) {
+                sum[(j0/tile_C::J + n)*tile_C::ne + l] += tmp[n][l]*dA[n][l/2];
+            }
+        }
+    }
+#else
+    GGML_UNUSED(x); GGML_UNUSED(y); GGML_UNUSED(sum); GGML_UNUSED(k00);
+    NO_DEVICE_CODE;
+#endif // NEW_MMA_AVAILABLE
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_iq4_nl(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ4_NL, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kbx  = threadIdx.x / QI4_NL;
+    const int kqsx = threadIdx.x % QI4_NL;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq4_nl * bxi = (const block_iq4_nl *) x + kbx0 + i*stride + kbx;
+
+        const int aux_q4 = get_int_b2(bxi->qs, kqsx);
+        const int2 v = get_int_from_table_16(aux_q4);
+        const int k0 = 8 * (threadIdx.x / 4) + threadIdx.x % 4;
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 0] = v.x;
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 4] = v.y;
+#else
+        x_qs[i*(2*WARP_SIZE + 1)     + k0 + 0] = v.x;
+        x_qs[i*(2*WARP_SIZE + 1)     + k0 + 4] = v.y;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+    const int blocks_per_tile_x_row = WARP_SIZE / QI4_NL;
+    const int kbxd = threadIdx.x % blocks_per_tile_x_row;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI4_NL) {
+        int i = i0 + threadIdx.y * QI4_NL + threadIdx.x / blocks_per_tile_x_row;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq4_nl * bxi = (const block_iq4_nl *) x + kbx0 + i*stride + kbxd;
+
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = __half2float(bxi->d);
+#else
+        x_df[i*(WARP_SIZE/4) + i/4   + kbxd] = __half2float(bxi->d);
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_iq2_xxs(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ2_XXS, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kqsx = threadIdx.x % (QI2_XXS/2);
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/(QI2_XXS/2)) {
+        int i = i0 + threadIdx.y*(2*WARP_SIZE/QI2_XXS) + threadIdx.x/(QI2_XXS/2);
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq2_xxs * bxi = (const block_iq2_xxs *) x + kbx0 + i*stride;
+
+        const int q2 = get_int_b2(bxi->qs, 2*kqsx+0);
+        const uint8_t * aux8 = (const uint8_t *) &q2;
+        const uint32_t aux32 = get_int_b2(bxi->qs, 2*kqsx+1);
+
+#pragma unroll
+        for (int l = 0; l < QR2_XXS; ++l) {
+            const int * grid_pos = (const int *) (iq2xxs_grid + aux8[l]);
+            const int signs_packed = ksigns_iq2xs[(aux32 >> (7*l)) & 0x7F];
+
+            const int signs0 = __vcmpne4(((signs_packed & 0x03) << 7) | ((signs_packed & 0x0C) << 21), 0x00000000);
+            const int grid0 = __vsub4(grid_pos[0] ^ signs0, signs0);
+
+            const int signs1 = __vcmpne4(((signs_packed & 0x30) << 3) | ((signs_packed & 0xC0) << 17), 0x00000000);
+            const int grid1 = __vsub4(grid_pos[1] ^ signs1, signs1);
+
+#ifdef NEW_MMA_AVAILABLE
+            x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l + 0)] = grid0;
+            x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l + 1)] = grid1;
+#else
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l + 0)] = grid0;
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l + 1)] = grid1;
+#endif // NEW_MMA_AVAILABLE
+        }
+
+        const int ls = aux32 >> 28;
+        const float d = bxi->d;
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kqsx] = (ls*d + d/2)/4;
+#else
+        x_df[i*(WARP_SIZE/4) + i/4   + kqsx] = (ls*d + d/2)/4;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_iq2_xs(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = MMQ_DP4A_TXS_Q8_0_16;
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kqsx = threadIdx.x % (QI2_XS/2);
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/(QI2_XS/2)) {
+        int i = i0 + threadIdx.y*(2*WARP_SIZE/QI2_XS) + threadIdx.x/(QI2_XS/2);
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq2_xs * bxi = (const block_iq2_xs *) x + kbx0 + i*stride;
+
+        const int2 q2_packed = make_int2(get_int_b2(bxi->qs, 2*kqsx+0), get_int_b2(bxi->qs, 2*kqsx+1));
+        const uint16_t * q2 = (const uint16_t *) &q2_packed;
+
+    #pragma unroll
+        for (int l = 0; l < QR2_XS; ++l) {
+            const uint32_t * grid_pos = (const uint32_t *)(iq2xs_grid + (q2[l] & 0x000001FF));
+            const uint32_t * signs    = (const uint32_t *)(ksigns64   + (q2[l] >> 9));
+
+            const int grid_l = __vsub4(grid_pos[0] ^ signs[0], signs[0]);
+            const int grid_h = __vsub4(grid_pos[1] ^ signs[1], signs[1]);
+
+#ifdef NEW_MMA_AVAILABLE
+            x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + 8*kqsx + (2*l + 0)] = grid_l;
+            x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + 8*kqsx + (2*l + 1)] = grid_h;
+#else
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l + 0)] = grid_l;
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l + 1)] = grid_h;
+#endif // NEW_MMA_AVAILABLE
+        }
+
+        const int ls = bxi->scales[kqsx];
+        const float d = bxi->d;
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q3_K               + 2*kqsx+0] = ((ls &  0x0F)*d + d/2)/4;
+        x_df[i*MMQ_MMA_TILE_X_K_Q3_K               + 2*kqsx+1] = ((ls >>    4)*d + d/2)/4;
+#else
+        x_df[i*(2*WARP_SIZE*2/QI8_0) + i/(QI8_0/4) + 2*kqsx+0] = ((ls &  0x0F)*d + d/2)/4;
+        x_df[i*(2*WARP_SIZE*2/QI8_0) + i/(QI8_0/4) + 2*kqsx+1] = ((ls >>    4)*d + d/2)/4;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_iq2_s(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ2_S, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kqsx = threadIdx.x % (QI2_S/2);
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/(QI2_S/2)) {
+        int i = i0 + threadIdx.y*(2*WARP_SIZE/QI2_S) + threadIdx.x/(QI2_S/2);
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq2_s * bxi = (const block_iq2_s *) x + kbx0 + i*stride;
+
+        const int       qs_packed = get_int_b2(bxi->qs, kqsx);
+        const uint8_t * qs        = (const uint8_t *) &qs_packed;
+
+        const int qh = bxi->qh[kqsx];
+
+        const int       signs_packed_32 = get_int_b2(bxi->qs, QK_K/32 + kqsx);
+        const uint8_t * signs_packed_8  = (const uint8_t *) &signs_packed_32;
+
+#pragma unroll
+        for (int l = 0; l < QR2_S; ++l) {
+            const int * grid_pos = (const int *)(iq2s_grid + (qs[l] | ((qh << (8-2*l)) & 0x300)));
+
+            const int signs0 = __vcmpne4(((signs_packed_8[l] & 0x03) << 7) | ((signs_packed_8[l] & 0x0C) << 21), 0x00000000);
+            const int signs1 = __vcmpne4(((signs_packed_8[l] & 0x30) << 3) | ((signs_packed_8[l] & 0xC0) << 17), 0x00000000);
+
+            const int grid_l = __vsub4(grid_pos[0] ^ signs0, signs0);
+            const int grid_h = __vsub4(grid_pos[1] ^ signs1, signs1);
+
+#ifdef NEW_MMA_AVAILABLE
+            x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + 8*kqsx + (2*l + 0)] = grid_l;
+            x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + 8*kqsx + (2*l + 1)] = grid_h;
+#else
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l + 0)] = grid_l;
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l + 1)] = grid_h;
+#endif // NEW_MMA_AVAILABLE
+        }
+
+        const int ls = bxi->scales[kqsx];
+        const float d = bxi->d;
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q3_K               + 2*kqsx+0] = ((ls &  0x0F)*d + d/2)/4;
+        x_df[i*MMQ_MMA_TILE_X_K_Q3_K               + 2*kqsx+1] = ((ls >>    4)*d + d/2)/4;
+#else
+        x_df[i*(2*WARP_SIZE*2/QI8_0) + i/(QI8_0/4) + 2*kqsx+0] = ((ls &  0x0F)*d + d/2)/4;
+        x_df[i*(2*WARP_SIZE*2/QI8_0) + i/(QI8_0/4) + 2*kqsx+1] = ((ls >>    4)*d + d/2)/4;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_iq3_xxs(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ3_XXS, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kqsx = threadIdx.x % (QI3_XXS/2);
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/(QI3_XXS/2)) {
+        int i = i0 + threadIdx.y*(2*WARP_SIZE/QI3_XXS) + threadIdx.x/(QI3_XXS/2);
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq3_xxs * bxi = (const block_iq3_xxs *) x + kbx0 + i*stride;
+
+        const int2 q3_packed = make_int2(get_int_b2(bxi->qs, 2*kqsx+0), get_int_b2(bxi->qs, 2*kqsx+1));
+        const uint8_t * q3 = (const uint8_t *) &q3_packed;
+        const uint32_t aux32 = get_int_b2(bxi->qs, QK_K/16 + kqsx);
+
+#pragma unroll
+        for (int l = 0; l < QR3_XXS; ++l) {
+            const int2 grid_pos = make_int2(iq3xxs_grid[q3[2*l+0]], iq3xxs_grid[q3[2*l+1]]);
+
+            const int * signs = (const int *)(ksigns64 + ((aux32 >> (7*l)) & 0x7F));
+
+            const int grid_l = __vsub4(grid_pos.x ^ signs[0], signs[0]);
+            const int grid_h = __vsub4(grid_pos.y ^ signs[1], signs[1]);
+
+#ifdef NEW_MMA_AVAILABLE
+            x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l + 0)] = grid_l;
+            x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l + 1)] = grid_h;
+#else
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l + 0)] = grid_l;
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l + 1)] = grid_h;
+#endif // NEW_MMA_AVAILABLE
+        }
+
+        const int ls = aux32 >> 28;
+        const float d = bxi->d;
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kqsx] = (ls*d + d/2)/2;
+#else
+        x_df[i*(WARP_SIZE/4) + i/4   + kqsx] = (ls*d + d/2)/2;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_iq3_s(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ3_S, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kqsx = threadIdx.x % (QI3_S/2);
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/(QI3_S/2)) {
+        int i = i0 + threadIdx.y*(2*WARP_SIZE/QI3_S) + threadIdx.x/(QI3_S/2);
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq3_s * bxi = (const block_iq3_s *) x + kbx0 + i*stride;
+
+        const int2      qs_packed = make_int2(get_int_b2(bxi->qs, 2*kqsx+0), get_int_b2(bxi->qs, 2*kqsx+1));
+        const uint8_t * qs        = (const uint8_t *) &qs_packed;
+
+        const int qh = bxi->qh[kqsx];
+
+        const int       signs_packed_32 = get_int_b2(bxi->signs, kqsx);
+        const uint8_t * signs_packed_8  = (const uint8_t *) &signs_packed_32;
+
+#pragma unroll
+        for (int l = 0; l < QR3_S; ++l) {
+            const int2 grid_pos = make_int2(
+                iq3s_grid[qs[2*l+0] | ((qh << (8 - 2*l)) & 0x100)],
+                iq3s_grid[qs[2*l+1] | ((qh << (7 - 2*l)) & 0x100)]);
+
+            const int signs0 = __vcmpne4(((signs_packed_8[l] & 0x03) << 7) | ((signs_packed_8[l] & 0x0C) << 21), 0x00000000);
+            const int signs1 = __vcmpne4(((signs_packed_8[l] & 0x30) << 3) | ((signs_packed_8[l] & 0xC0) << 17), 0x00000000);
+
+            const int grid_l = __vsub4(grid_pos.x ^ signs0, signs0);
+            const int grid_h = __vsub4(grid_pos.y ^ signs1, signs1);
+
+#ifdef NEW_MMA_AVAILABLE
+            x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l+0)] = grid_l;
+            x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l+1)] = grid_h;
+#else
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l+0)] = grid_l;
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l+1)] = grid_h;
+#endif // NEW_MMA_AVAILABLE
+        }
+
+        const int ls = 1 + 2*((bxi->scales[kqsx/2] >> (((2*kqsx) << 1) & 0x04)) & 0x0F);
+        const float d = bxi->d;
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kqsx] = ls*d;
+#else
+        x_df[i*(WARP_SIZE/4) + i/4   + kqsx] = ls*d;
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_iq1_s(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_ds = (half2 *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ3_S, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    half2 * x_ds = (half2 *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kqsx = threadIdx.x % QI1_S;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/QI1_S) {
+        int i = i0 + threadIdx.y*(WARP_SIZE/QI1_S) + threadIdx.x/QI1_S;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq1_s * bxi = (const block_iq1_s *) x + kbx0 + i*stride;
+
+        const int       qs_packed = get_int_b2(bxi->qs, kqsx);
+        const uint8_t * qs        = (const uint8_t *) &qs_packed;
+
+        const int qh = bxi->qh[kqsx];
+
+    #pragma unroll
+        for (int l = 0; l < QR1_S/2; ++l) {
+            const int grid = iq1s_grid_gpu[qs[l] | (((qh >> (3*l)) & 0x07) << 8)];
+
+            const int grid0 = (grid >> 0) & 0x0F0F0F0F;
+            const int grid1 = (grid >> 4) & 0x0F0F0F0F;
+
+#ifdef NEW_MMA_AVAILABLE
+            x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + 8*kqsx + (2*l+0)] = grid0;
+            x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + 8*kqsx + (2*l+1)] = grid1;
+#else
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l+0)] = grid0;
+            x_qs[i*(2*WARP_SIZE + 1)     + 8*kqsx + (2*l+1)] = grid1;
+#endif // NEW_MMA_AVAILABLE
+        }
+
+        const float  d1q   = __half2float(bxi->d) * (((qh >> 11) & 0x0E) + 1);
+        const float  delta = -1.0f + IQ1S_DELTA - (qh & 0x8000) * (2.0f*IQ1S_DELTA/0x8000);
+
+#ifdef NEW_MMA_AVAILABLE
+        x_ds[i*MMQ_MMA_TILE_X_K_Q8_1 + kqsx] = make_half2(d1q, d1q*delta);
+#else
+        x_ds[i*(WARP_SIZE/4) + i/4   + kqsx] = make_half2(d1q, d1q*delta);
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_iq4_xs(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) {
+
+#ifdef NEW_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ4_XS, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // NEW_MMA_AVAILABLE
+
+    const int kbx  = 0;           // threadIdx.x / QI4_XS
+    const int kqsx = threadIdx.x; // threadIdx.x % QI4_XS
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq4_xs * bxi = (const block_iq4_xs *) x + kbx0 + i*stride + kbx;
+
+        const int aux_q4 = get_int_b4(bxi->qs, kqsx);
+        const int2 v = get_int_from_table_16(aux_q4);
+        const int k0 = 8 * (threadIdx.x / 4) + threadIdx.x % 4;
+#ifdef NEW_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 0] = v.x;
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 4] = v.y;
+#else
+        x_qs[i*(2*WARP_SIZE + 1)     + k0 + 0] = v.x;
+        x_qs[i*(2*WARP_SIZE + 1)     + k0 + 4] = v.y;
+#endif // NEW_MMA_AVAILABLE
+    }
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * 4) {
+        int i = i0 + threadIdx.y * 4 + threadIdx.x / (WARP_SIZE/4);
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_iq4_xs * bxi = (const block_iq4_xs *) x + kbx0 + i*stride;
+
+        const float d = __half2float(bxi->d);
+
+        const int ls = ((bxi->scales_l[(threadIdx.x % 8)/2] >> (4*(threadIdx.x % 2))) & 0x0F)
+            | (((bxi->scales_h >> (2*(threadIdx.x % 8))) & 0x03) << 4);
+
+#ifdef NEW_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + threadIdx.x % 8] = d * (ls - 32);
+#else
+        x_df[i*(WARP_SIZE/4) + i/4   + threadIdx.x % 8] = d * (ls - 32);
+#endif // NEW_MMA_AVAILABLE
+    }
+}
+
+template<int mmq_x, int mmq_y, int nwarps, bool need_check>
+static __device__ __forceinline__ void mmq_write_back_dp4a(
+        const float * __restrict__ sum, const int32_t * __restrict__ ids_dst, float * __restrict__ dst,
+        const int stride, const int i_max, const int j_max) {
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+        const int j = j0 + threadIdx.y;
+
+        if (j > j_max) {
+            return;
+        }
+
+#pragma unroll
+        for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+            const int i = i0 + threadIdx.x;
+
+            if (need_check && i > i_max) {
+                continue;
+            }
+
+            dst[ids_dst[j]*stride + i] = sum[(j0/nwarps) * (mmq_y/WARP_SIZE) + i0/WARP_SIZE];
+        }
+    }
+}
+
+template<int mmq_x, int mmq_y, int nwarps, bool need_check>
+static __device__ __forceinline__ void mmq_write_back_mma(
+        const float * __restrict__ sum, const int * __restrict__ ids_dst, float * __restrict__ dst,
+        const int stride, const int i_max, const int j_max) {
+    typedef tile<16, 8, int> tile_C;
+
+    constexpr int granularity = mmq_get_granularity_device(mmq_x);
+    constexpr int rows_per_warp = 2 * granularity;
+    constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp.
+
+    const int i0 = (threadIdx.y / ntx) * (ntx*tile_C::I);
+#ifdef NEW_MMA_AVAILABLE
+    static_assert(nwarps*tile_C::I == mmq_y, "nwarps*tile_C::I != mmq_y");
+#endif // NEW_MMA_AVAILABLE
+
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) {
+#pragma unroll
+        for (int n = 0; n < ntx; ++n) {
+#pragma unroll
+            for (int l = 0; l < tile_C::ne; ++l) {
+                const int j = j0 + (threadIdx.y % ntx) * tile_C::J + tile_C::get_j(l);
+
+                if (j > j_max) {
+                    continue;
+                }
+
+                const int i = i0 + n*tile_C::I + tile_C::get_i(l);
+
+                if (need_check && i > i_max) {
+                    continue;
+                }
+
+                dst[ids_dst[j]*stride + i] = sum[(j0/tile_C::J + n)*tile_C::ne + l];
+            }
+        }
+    }
+}
+
+// -------------------------------------------------------------------------------------------------------------------------------------
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check, ggml_type type>
+struct mmq_type_traits;
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q4_0> {
+    static constexpr int              vdr          = VDR_Q4_0_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q4_0<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_q8_1_mma<mmq_x, mmq_y, nwarps, MMQ_Q8_1_DS_LAYOUT_DS4>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q4_0_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q4_1> {
+    static constexpr int              vdr          = VDR_Q4_1_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q4_1<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_1_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q4_1_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q5_0> {
+    static constexpr int              vdr          = VDR_Q5_0_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q5_0<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_q8_1_mma<mmq_x, mmq_y, nwarps, MMQ_Q8_1_DS_LAYOUT_D4>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q5_1> {
+    static constexpr int              vdr          = VDR_Q5_1_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q5_1<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_1_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_1_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q8_0> {
+    static constexpr int              vdr          = VDR_Q8_0_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q8_0<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_q8_1_mma<mmq_x, mmq_y, nwarps, MMQ_Q8_1_DS_LAYOUT_D4>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q2_K> {
+    static constexpr int              vdr          = VDR_Q2_K_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q2_K<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q2_K_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q2_K_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q3_K> {
+    static constexpr int              vdr          = VDR_Q3_K_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q3_K<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_16_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q3_K_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q4_K> {
+    static constexpr int              vdr          = VDR_Q4_K_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q4_K<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_1_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q4_K_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q5_K> {
+    static constexpr int              vdr          = VDR_Q5_K_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q5_K<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_1_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q5_K_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q6_K> {
+    static constexpr int              vdr          = VDR_Q6_K_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q6_K<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q6_K_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q6_K_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_IQ2_XXS> {
+    static constexpr int              vdr          = VDR_IQ2_XXS_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_iq2_xxs<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_q8_1_mma<mmq_x, mmq_y, nwarps, MMQ_Q8_1_DS_LAYOUT_D4>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_IQ2_XS> {
+    static constexpr int              vdr          = VDR_IQ2_XS_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_iq2_xs<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_16_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_16_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_IQ2_S> {
+    static constexpr int              vdr          = VDR_IQ2_S_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_iq2_s<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_16_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_16_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_IQ3_XXS> {
+    static constexpr int              vdr          = VDR_IQ3_XXS_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_iq3_xxs<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_q8_1_mma<mmq_x, mmq_y, nwarps, MMQ_Q8_1_DS_LAYOUT_D4>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_IQ3_S> {
+    static constexpr int              vdr          = VDR_IQ3_S_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_iq3_s<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_q8_1_mma<mmq_x, mmq_y, nwarps, MMQ_Q8_1_DS_LAYOUT_D4>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_IQ1_S> {
+    static constexpr int              vdr          = VDR_IQ1_S_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_iq1_s<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_1_q8_1_mma<mmq_x, mmq_y, nwarps>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_1_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_IQ4_NL> {
+    static constexpr int              vdr          = VDR_IQ4_NL_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_iq4_nl<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_q8_1_mma<mmq_x, mmq_y, nwarps, MMQ_Q8_1_DS_LAYOUT_D4>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_IQ4_XS> {
+    static constexpr int              vdr          = VDR_IQ4_XS_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_iq4_xs<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_q8_1_mma<mmq_x, mmq_y, nwarps, MMQ_Q8_1_DS_LAYOUT_D4>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
+template <ggml_type type, int mmq_x, int nwarps, bool need_check, bool fixup>
+static __device__ __forceinline__ void mul_mat_q_process_tile(
+        const char * __restrict__ x, const int offset_x, const int * __restrict__ y,
+        const int * __restrict__ ids_dst, float * __restrict__ dst, float * __restrict__ tmp_fixup,
+        const int stride_row_x, const int ncols_y, const int stride_col_dst,
+        const int tile_x_max_i, const int tile_y_max_j, const int kb0_start, const int kb0_stop) {
+
+    constexpr int              qk         = ggml_cuda_type_traits<type>::qk;
+    constexpr int              mmq_y      = get_mmq_y_device();
+    constexpr load_tiles_mmq_t load_tiles = mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, type>::load_tiles;
+
+    extern __shared__ int data_mul_mat_q[];
+    int * tile_y = data_mul_mat_q + mmq_x;
+    int * tile_x = tile_y + GGML_PAD(mmq_x*(WARP_SIZE + WARP_SIZE/QI8_1), nwarps*WARP_SIZE);
+
+#ifdef NEW_MMA_AVAILABLE
+    constexpr vec_dot_mmq_t    vec_dot    = mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, type>::vec_dot_mma;
+    constexpr mmq_write_back_t write_back = mmq_write_back_mma<mmq_x, mmq_y, nwarps, need_check>;
+#else
+    constexpr vec_dot_mmq_t    vec_dot    = mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, type>::vec_dot_dp4a;
+    constexpr mmq_write_back_t write_back = mmq_write_back_dp4a<mmq_x, mmq_y, nwarps, need_check>;
+#endif // NEW_MMA_AVAILABLE
+
+    constexpr int blocks_per_iter = MMQ_ITER_K / qk;
+
+    float sum[mmq_x*mmq_y / (nwarps*WARP_SIZE)] = {0.0f};
+
+    for (int kb0 = kb0_start; kb0 < kb0_stop; kb0 += blocks_per_iter) {
+        load_tiles(x, tile_x, offset_x + kb0, tile_x_max_i, stride_row_x);
+
+        {
+            const int * by0 = y + ncols_y*(kb0*(qk*sizeof(block_q8_1_mmq) / (4*QK8_1*sizeof(int))) + 0*sizeof(block_q8_1_mmq)/sizeof(int));
+#pragma unroll
+            for (int l0 = 0; l0 < mmq_x*MMQ_TILE_Y_K; l0 += nwarps*WARP_SIZE) {
+                int l = l0 + threadIdx.y*WARP_SIZE + threadIdx.x;
+
+                tile_y[l] = by0[l];
+            }
+        }
+
+        __syncthreads();
+
+        vec_dot(tile_x, tile_y, sum, 0);
+
+        __syncthreads();
+
+        {
+            const int * by0 = y + ncols_y*(kb0*(qk*sizeof(block_q8_1_mmq) / (4*QK8_1*sizeof(int))) + 1*sizeof(block_q8_1_mmq)/sizeof(int));
+#pragma unroll
+            for (int l0 = 0; l0 < mmq_x*MMQ_TILE_Y_K; l0 += nwarps*WARP_SIZE) {
+                int l = l0 + threadIdx.y*WARP_SIZE + threadIdx.x;
+
+                tile_y[l] = by0[l];
+            }
+        }
+
+        __syncthreads();
+
+        vec_dot(tile_x, tile_y, sum, WARP_SIZE);
+
+        __syncthreads();
+    }
+
+    if (fixup) {
+        write_back(sum, ids_dst, tmp_fixup + blockIdx.x*(mmq_x*mmq_y), mmq_y, mmq_y, mmq_x);
+    } else {
+        write_back(sum, ids_dst, dst, stride_col_dst, tile_x_max_i, tile_y_max_j);
+    }
+}
+
+
+// The mul_mat_q kernel implements "stream-k" work partitioning as described in https://arxiv.org/abs/2301.03598
+
+template <ggml_type type, int mmq_x, int nwarps, bool need_check>
+#if defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+#if defined(RDNA4) || defined(RDNA3) || defined(RDNA2) || defined(CDNA) || defined(GCN)
+    __launch_bounds__(WARP_SIZE*nwarps, 2)
+#endif // defined(RDNA4) || defined(RDNA3) || defined(RDNA2) || defined(CDNA) || defined(GCN)
+#else
+#if __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA
+    __launch_bounds__(WARP_SIZE*nwarps, 1)
+#else
+    __launch_bounds__(WARP_SIZE*nwarps, 2)
+#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA
+#endif // defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)
+static __global__ void mul_mat_q(
+        const char * __restrict__ x, const int * __restrict__ y, const int32_t * __restrict__ ids_dst,
+        const int32_t * __restrict__ expert_bounds, float * __restrict__ dst, float * __restrict__ tmp_fixup,
+        const int ncols_x, const int nrows_x, const int ncols_dst, const int stride_row_x, const int ncols_y, const int stride_col_dst,
+        const int channel_ratio, const int nchannels_y, const int stride_channel_x, const int stride_channel_y, const int stride_channel_dst,
+        const int sample_ratio, const int nsamples_y, const int stride_sample_x, const int stride_sample_y, const int stride_sample_dst) {
+
+    // Skip unused template specializations for faster compilation:
+    if (mmq_x > get_mmq_x_max_device() || mmq_x % mmq_get_granularity_device(mmq_x) != 0) {
+        NO_DEVICE_CODE;
+        return;
+    }
+
+    constexpr int qk    = ggml_cuda_type_traits<type>::qk;
+    constexpr int mmq_y = get_mmq_y_device();
+
+    const int ntx = (ncols_dst + mmq_x - 1) / mmq_x; // Number of tiles x
+    const int nty = (nrows_x   + mmq_y - 1) / mmq_y; // Number of tiles y
+
+    // Initialize the ids for writing back data with just the index.
+    // For regular matrix multiplications this is never changed.
+    // For MoE the correct indices are loaded from ids_dst.
+    extern __shared__ int ids_dst_shared[]; // Stored at beginning of shared memory.
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += nwarps*WARP_SIZE) {
+        const int j = j0 + threadIdx.y*WARP_SIZE + threadIdx.x;
+
+        if (j0 + nwarps*WARP_SIZE > mmq_x && j >= mmq_x) {
+            break;
+        }
+
+        ids_dst_shared[j] = j;
+    }
+    __syncthreads();
+
+    // On AMD or old CUDA the performance with stream-k was worse, use conventional tiling instead:
+#if (defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) || __CUDA_ARCH__ < GGML_CUDA_CC_VOLTA
+    {
+        const int wt = blockIdx.z / nchannels_y;
+        const int zt = blockIdx.z - wt*nchannels_y;
+        const int jt = blockIdx.y;
+        const int it = blockIdx.x;
+
+        // Defaults for regular matrix multiplication:
+        int col_low    = 0;
+        int col_high   = ncols_dst;
+        int col_diff   = ncols_dst;
+        int offset_y   = wt*stride_sample_y   + zt*stride_channel_y;
+        int offset_dst = wt*stride_sample_dst + zt*stride_channel_dst + jt*mmq_x*stride_col_dst;
+
+        if (ids_dst) {
+            col_low  = expert_bounds[zt + 0];
+            col_high = expert_bounds[zt + 1];
+            col_diff = col_high - col_low;
+
+            offset_y   = 0;
+            offset_dst = 0;
+
+            if (jt*mmq_x >= col_diff) {
+                return;
+            }
+
+            // __syncthreads(); // There is no previous tile that could cause a race condition.
+#pragma unroll
+            for (int j0 = 0; j0 < mmq_x; j0 += nwarps*WARP_SIZE) {
+                const int j = j0 + threadIdx.y*WARP_SIZE + threadIdx.x;
+
+                if (j0 + nwarps*WARP_SIZE > mmq_x && j >= mmq_x) {
+                    break;
+                }
+
+                ids_dst_shared[j] = ids_dst[col_low + jt*mmq_x + j];
+            }
+            __syncthreads();
+        }
+
+        offset_y   += (col_low + jt*mmq_x)*(sizeof(block_q8_1_mmq)/sizeof(int));
+        offset_dst += it*mmq_y;
+
+        const int tile_x_max_i = nrows_x  - it*mmq_y - 1;
+        const int tile_y_max_j = col_diff - jt*mmq_x - 1;
+
+        const int offset_x = (wt/sample_ratio)*stride_sample_x + (zt/channel_ratio)*stride_channel_x + it*mmq_y*stride_row_x;
+
+        constexpr bool fixup = false;
+        mul_mat_q_process_tile<type, mmq_x, nwarps, need_check, fixup>
+            (x, offset_x, y + offset_y, ids_dst_shared, dst + offset_dst, tmp_fixup, stride_row_x, ncols_y, stride_col_dst,
+             tile_x_max_i, tile_y_max_j, 0, ncols_x/qk);
+        return;
+    }
+#endif // (defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) || __CUDA_ARCH__ < GGML_CUDA_CC_VOLTA
+
+    const     int64_t blocks_per_ne00 = ncols_x / qk;
+    constexpr int     blocks_per_iter = MMQ_ITER_K / qk;
+
+    // kbc == k block continuous, current index in continuous ijk space.
+    int64_t kbc      = (int64_t) blockIdx.x     *nsamples_y*nchannels_y*ntx*nty*blocks_per_ne00 / gridDim.x;
+    int64_t kbc_stop = (int64_t)(blockIdx.x + 1)*nsamples_y*nchannels_y*ntx*nty*blocks_per_ne00 / gridDim.x;
+
+    kbc      -= (kbc      % blocks_per_ne00) % blocks_per_iter;
+    kbc_stop -= (kbc_stop % blocks_per_ne00) % blocks_per_iter;
+
+    // kb0 == k index when doing the matrix multiplication for an output tile.
+    int kb0_start = kbc % blocks_per_ne00;
+    int kb0_stop  = min(blocks_per_ne00, kb0_start + kbc_stop - kbc);
+    while (kbc < kbc_stop && kb0_stop == blocks_per_ne00) {
+        int tmp = kbc;
+        const int it = tmp / (nsamples_y*nchannels_y*ntx*blocks_per_ne00);
+        tmp -= it * (nsamples_y*nchannels_y*ntx*blocks_per_ne00);
+        const int wt = tmp / (nchannels_y*ntx*blocks_per_ne00);
+        tmp -= wt * (nchannels_y*ntx*blocks_per_ne00);
+        const int zt = tmp / (ntx*blocks_per_ne00);
+        tmp -= zt * (ntx*blocks_per_ne00);
+        const int jt = tmp / blocks_per_ne00;
+
+        // Defaults for regular matrix multiplication:
+        int col_low    = 0;
+        int col_high   = ncols_dst;
+        int col_diff   = ncols_dst;
+        int offset_y   = wt*stride_sample_y   + zt*stride_channel_y;
+        int offset_dst = wt*stride_sample_dst + zt*stride_channel_dst + jt*mmq_x*stride_col_dst;
+
+        if (ids_dst) {
+            col_low  = expert_bounds[zt + 0];
+            col_high = expert_bounds[zt + 1];
+            col_diff = col_high - col_low;
+
+            offset_y   = 0;
+            offset_dst = 0;
+
+            if (jt*mmq_x >= col_diff) {
+                kbc += blocks_per_ne00;
+                kbc -= kbc % blocks_per_ne00;
+
+                kb0_start = 0;
+                kb0_stop  = min(blocks_per_ne00, kbc_stop - kbc);
+
+                continue;
+            }
+
+            __syncthreads();
+#pragma unroll
+            for (int j0 = 0; j0 < mmq_x; j0 += nwarps*WARP_SIZE) {
+                const int j = j0 + threadIdx.y*WARP_SIZE + threadIdx.x;
+
+                if (j0 + nwarps*WARP_SIZE > mmq_x && j >= mmq_x) {
+                    break;
+                }
+
+                ids_dst_shared[j] = ids_dst[col_low + jt*mmq_x + j];
+            }
+            __syncthreads();
+        }
+
+        offset_y   += (col_low + jt*mmq_x)*(sizeof(block_q8_1_mmq)/sizeof(int));
+        offset_dst += it*mmq_y;
+
+        const int tile_x_max_i = nrows_x  - it*mmq_y - 1;
+        const int tile_y_max_j = col_diff - jt*mmq_x - 1;
+
+        const int offset_x = (wt/sample_ratio)*stride_sample_x + (zt/channel_ratio)*stride_channel_x + it*mmq_y*stride_row_x;
+
+        constexpr bool fixup = false; // All but (potentially) the last iterations write their data to dst rather than the fixup buffer.
+        mul_mat_q_process_tile<type, mmq_x, nwarps, need_check, fixup>
+            (x, offset_x, y + offset_y, ids_dst_shared, dst + offset_dst, tmp_fixup, stride_row_x, ncols_y, stride_col_dst,
+             tile_x_max_i, tile_y_max_j, kb0_start, kb0_stop);
+
+        kbc += blocks_per_ne00;
+        kbc -= kbc % blocks_per_ne00;
+
+        kb0_start = 0;
+        kb0_stop  = min(blocks_per_ne00, kbc_stop - kbc);
+    }
+
+    if (kbc >= kbc_stop) {
+        return;
+    }
+
+    int tmp = kbc;
+    const int it = tmp / (nsamples_y*nchannels_y*ntx*blocks_per_ne00);
+    tmp -= it * (nsamples_y*nchannels_y*ntx*blocks_per_ne00);
+    const int wt = tmp / (nchannels_y*ntx*blocks_per_ne00);
+    tmp -= wt * (nchannels_y*ntx*blocks_per_ne00);
+    const int zt = tmp / (ntx*blocks_per_ne00);
+    tmp -= zt * (ntx*blocks_per_ne00);
+    const int jt = tmp / blocks_per_ne00;
+
+    // Defaults for regular matrix multiplication:
+    int col_low    = 0;
+    int col_high   = ncols_dst;
+    int col_diff   = ncols_dst;
+    int offset_y   = wt*stride_sample_y   + zt*stride_channel_y;
+    int offset_dst = wt*stride_sample_dst + zt*stride_channel_dst + jt*mmq_x*stride_col_dst;
+
+    if (ids_dst) {
+        col_low  = expert_bounds[zt + 0];
+        col_high = expert_bounds[zt + 1];
+        col_diff = col_high - col_low;
+
+        offset_y   = 0;
+        offset_dst = 0;
+
+        if (jt*mmq_x >= col_diff) {
+            return;
+        }
+
+        // The memory layout for the fixup buffer is always contiguous, therefore reset ids:
+        __syncthreads();
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps*WARP_SIZE) {
+            const int j = j0 + threadIdx.y*WARP_SIZE + threadIdx.x;
+
+            if (j0 + nwarps*WARP_SIZE > mmq_x && j >= mmq_x) {
+                break;
+            }
+
+            ids_dst_shared[j] = j;
+        }
+        __syncthreads();
+    }
+
+    offset_y   += (col_low + jt*mmq_x)*(sizeof(block_q8_1_mmq)/sizeof(int));
+    offset_dst += it*mmq_y;
+
+    const int tile_x_max_i = nrows_x  - it*mmq_y - 1;
+    const int tile_y_max_j = col_diff - jt*mmq_x - 1;
+
+    const int offset_x = (wt/sample_ratio)*stride_sample_x + (zt/channel_ratio)*stride_channel_x + it*mmq_y*stride_row_x;
+
+    constexpr bool fixup = true; // Last index writes its data to fixup buffer to avoid data races with other blocks.
+    mul_mat_q_process_tile<type, mmq_x, nwarps, need_check, fixup>
+        (x, offset_x, y + offset_y, ids_dst_shared, dst + offset_dst, tmp_fixup, stride_row_x, ncols_y, stride_col_dst,
+         tile_x_max_i, tile_y_max_j, kb0_start, kb0_stop);
+}
+
+
+template <ggml_type type, int mmq_x, int nwarps, bool need_check>
+static __global__ void mul_mat_q_stream_k_fixup(
+        const int32_t * ids_dst, const int32_t * expert_bounds, float * __restrict__ dst, const float * __restrict__ tmp_last_tile,
+        const int ncols_x, const int nrows_x, const int ncols_dst, const int stride_col_dst,
+        const int nchannels_y, const int stride_channel_dst, const int nsamples_y, const int stride_sample_dst) {
+    constexpr int     mmq_y           = get_mmq_y_device();
+    constexpr int     qk              = ggml_cuda_type_traits<type>::qk;
+    constexpr int     blocks_per_iter = MMQ_ITER_K / qk;
+    const     int64_t blocks_per_ne00 = ncols_x / qk;
+
+    float sum[mmq_x*mmq_y / (nwarps*WARP_SIZE)] = {0.0f};
+
+    const int ntx  = (ncols_dst + mmq_x - 1) / mmq_x;
+    const int nty  = (nrows_x   + mmq_y - 1) / mmq_y;
+
+    const int bidx0 = blockIdx.x;
+
+    // kbc == k block continuous, current index in continuous ijk space.
+    int64_t kbc0      = (int64_t) bidx0     *nsamples_y*nchannels_y*ntx*nty*blocks_per_ne00 / gridDim.x;
+    int64_t kbc0_stop = (int64_t)(bidx0 + 1)*nsamples_y*nchannels_y*ntx*nty*blocks_per_ne00 / gridDim.x;
+
+    kbc0      -= (kbc0      % blocks_per_ne00) % blocks_per_iter;
+    kbc0_stop -= (kbc0_stop % blocks_per_ne00) % blocks_per_iter;
+
+    const bool did_not_have_any_data   = kbc0 == kbc0_stop;
+    const bool wrote_beginning_of_tile = kbc0 % blocks_per_ne00 == 0;
+    const bool did_not_write_last      = kbc0/blocks_per_ne00 == kbc0_stop/blocks_per_ne00 && kbc0_stop % blocks_per_ne00 != 0;
+    if (did_not_have_any_data || wrote_beginning_of_tile || did_not_write_last) {
+        return;
+    }
+
+    bool any_fixup = false;
+
+    // Iterate over previous blocks and sum up partial sums written to fixup buffer.
+    // All CUDA blocks that get here must have a previous block that needs a fixup.
+    int64_t bidx = bidx0 - 1;
+    int64_t kbc_stop = kbc0;
+    while(true) {
+        int64_t kbc = bidx*nsamples_y*nchannels_y*ntx*nty*blocks_per_ne00 / gridDim.x;
+        kbc -= (kbc % blocks_per_ne00) % blocks_per_iter;
+
+        if (kbc == kbc_stop) { // Did not have any data.
+            bidx--;
+            kbc_stop = kbc;
+            continue;
+        }
+
+        any_fixup = true;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                sum[(j0/nwarps) * (mmq_y/WARP_SIZE) + i0/WARP_SIZE] += tmp_last_tile[bidx*(mmq_x*mmq_y) + j*mmq_y + i];
+            }
+        }
+
+        // If this block started in a previous tile we are done and don't need to combine additional partial results.
+        if (kbc % blocks_per_ne00 == 0 || kbc/blocks_per_ne00 < kbc0/blocks_per_ne00) {
+            break;
+        }
+        bidx--;
+        kbc_stop = kbc;
+    }
+
+    if (!any_fixup) {
+        return;
+    }
+
+    int tmp = kbc0;
+    const int it = tmp / (nsamples_y*nchannels_y*ntx*blocks_per_ne00);
+    tmp -= it * (nsamples_y*nchannels_y*ntx*blocks_per_ne00);
+    const int wt = tmp / (nchannels_y*ntx*blocks_per_ne00);
+    tmp -= wt * (nchannels_y*ntx*blocks_per_ne00);
+    const int zt = tmp / (ntx*blocks_per_ne00);
+    tmp -= zt * (ntx*blocks_per_ne00);
+    const int jt = tmp / blocks_per_ne00;
+
+    if (!ids_dst) {
+        const int offset_dst = wt*stride_sample_dst + zt*stride_channel_dst + jt*mmq_x*stride_col_dst + it*mmq_y;
+        dst += offset_dst;
+
+        const int i_max = nrows_x   - it*mmq_y - 1;
+        const int j_max = ncols_dst - jt*mmq_x - 1;
+
+#pragma unroll
+        for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+            const int j = j0 + threadIdx.y;
+
+            if (j > j_max) {
+                return;
+            }
+
+#pragma unroll
+            for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+                const int i = i0 + threadIdx.x;
+
+                if (need_check && i > i_max) {
+                    continue;
+                }
+
+                dst[j*stride_col_dst + i] += sum[(j0/nwarps) * (mmq_y/WARP_SIZE) + i0/WARP_SIZE];
+            }
+        }
+        return;
+    }
+
+    __shared__ int ids_dst_shared[mmq_x];
+    const int col_low  = expert_bounds[zt + 0];
+    const int col_high = expert_bounds[zt + 1];
+    const int col_diff = col_high - col_low;
+
+    for (int j = threadIdx.y*WARP_SIZE + threadIdx.x; j < mmq_x; j += nwarps*WARP_SIZE) {
+        ids_dst_shared[j] = ids_dst[col_low + j];
+    }
+    __syncthreads();
+
+    const int offset_dst = it*mmq_y;
+    dst += offset_dst;
+
+    const int i_max = nrows_x  - it*mmq_y - 1;
+    const int j_max = col_diff - jt*mmq_x - 1;
+
+#pragma unroll
+    for (int j0 = 0; j0 < mmq_x; j0 += nwarps) {
+        const int j = j0 + threadIdx.y;
+
+        if (j > j_max) {
+            return;
+        }
+
+#pragma unroll
+        for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) {
+            const int i = i0 + threadIdx.x;
+
+            if (need_check && i > i_max) {
+                continue;
+            }
+
+            dst[ids_dst_shared[j]*stride_col_dst + i] += sum[(j0/nwarps) * (mmq_y/WARP_SIZE) + i0/WARP_SIZE];
+        }
+    }
+}
+
+struct mmq_args {
+    const char * x; ggml_type type_x; const int * y; const int32_t * ids_dst; const int32_t * expert_bounds; float * dst;
+    int64_t ncols_x; int64_t nrows_x; int64_t ncols_dst; int64_t stride_row_x; int64_t ncols_y; int64_t nrows_dst;
+    int64_t nchannels_x; int64_t nchannels_y; int64_t stride_channel_x; int64_t stride_channel_y; int64_t stride_channel_dst;
+    int64_t nsamples_x; int64_t nsamples_y; int64_t stride_sample_x; int64_t stride_sample_y; int64_t stride_sample_dst;
+    bool use_stream_k;
+};
+
+template<ggml_type type>
+static size_t mmq_get_nbytes_shared(const int mmq_x, const int mmq_y, const int cc) {
+    const tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(type, mmq_y);
+    const int mmq_tile_x_k = mmq_get_mma_tile_x_k(type);
+    const size_t nbs_ids = mmq_x*sizeof(int);
+    const size_t nbs_x = new_mma_available(cc) ? mmq_y*mmq_tile_x_k*sizeof(int) : txs.qs*sizeof(int) + txs.dm*sizeof(half2) + txs.sc*sizeof(int);
+    const size_t nbs_y = mmq_x*sizeof(block_q8_1_mmq);
+    return nbs_ids + nbs_x + GGML_PAD(nbs_y, MMQ_NWARPS*WARP_SIZE*sizeof(int));
+}
+
+template <ggml_type type, int mmq_x>
+static void launch_mul_mat_q(ggml_backend_cuda_context & ctx, const mmq_args & args, cudaStream_t stream) {
+    const int id = ggml_cuda_get_device();
+    const int cc = ggml_cuda_info().devices[id].cc;
+    const int nsm = ggml_cuda_info().devices[id].nsm;
+    const int mmq_y = get_mmq_y_host(cc);
+
+    const dim3 block_dims(WARP_SIZE, MMQ_NWARPS, 1);
+
+    const int nbytes_shared = mmq_get_nbytes_shared<type>(mmq_x, mmq_y, cc);
+
+#if !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+    static bool shared_memory_limit_raised[GGML_CUDA_MAX_DEVICES] = {false};
+    if (!shared_memory_limit_raised[id]) {
+        CUDA_CHECK(cudaFuncSetAttribute(mul_mat_q<type, mmq_x, MMQ_NWARPS, false>, cudaFuncAttributeMaxDynamicSharedMemorySize, nbytes_shared));
+        CUDA_CHECK(cudaFuncSetAttribute(mul_mat_q<type, mmq_x, MMQ_NWARPS, true>,  cudaFuncAttributeMaxDynamicSharedMemorySize, nbytes_shared));
+        shared_memory_limit_raised[id] = true;
+    }
+#endif // !(defined(GGML_USE_HIP) && defined(__HIP_PLATFORM_AMD__)) && !defined(GGML_USE_MUSA)
+
+    const int nty  = (args.nrows_x   + mmq_y - 1) / mmq_y;
+    const int ntx  = (args.ncols_dst + mmq_x - 1) / mmq_x;
+    const int ntzw = args.nchannels_y * args.nsamples_y;
+    const dim3 block_nums_xy_tiling(nty, ntx, ntzw);
+
+    GGML_ASSERT(args.nchannels_y % args.nchannels_x == 0);
+    GGML_ASSERT(args.nsamples_y  % args.nsamples_x  == 0);
+    const int channel_ratio = args.nchannels_y / args.nchannels_x;
+    const int sample_ratio  = args.nsamples_y  / args.nsamples_x;
+
+    if (!args.use_stream_k) {
+        if (args.nrows_x % mmq_y == 0) {
+            constexpr bool need_check = false;
+            mul_mat_q<type, mmq_x, MMQ_NWARPS, need_check><<<block_nums_xy_tiling, block_dims, nbytes_shared, stream>>>
+                (args.x, args.y, args.ids_dst, args.expert_bounds, args.dst, nullptr,
+                 args.ncols_x, args.nrows_x, args.ncols_dst, args.stride_row_x, args.ncols_y, args.nrows_dst,
+                 channel_ratio, args.nchannels_y, args.stride_channel_x, args.stride_channel_y, args.stride_channel_dst,
+                 sample_ratio, args.nsamples_y, args.stride_sample_x, args.stride_sample_y, args.stride_sample_dst);
+        } else {
+            constexpr bool need_check = true;
+            mul_mat_q<type, mmq_x, MMQ_NWARPS, need_check><<<block_nums_xy_tiling, block_dims, nbytes_shared, stream>>>
+                (args.x, args.y, args.ids_dst, args.expert_bounds, args.dst, nullptr,
+                 args.ncols_x, args.nrows_x, args.ncols_dst, args.stride_row_x, args.ncols_y, args.nrows_dst,
+                 channel_ratio, args.nchannels_y, args.stride_channel_x, args.stride_channel_y, args.stride_channel_dst,
+                 sample_ratio, args.nsamples_y, args.stride_sample_x, args.stride_sample_y, args.stride_sample_dst);
+        }
+        return;
+    }
+
+    const dim3 block_nums_stream_k(nsm, 1, 1);
+    const bool fixup_needed = ntx*nty*ntzw % nsm != 0;
+
+    ggml_cuda_pool & pool = ctx.pool(id);
+    ggml_cuda_pool_alloc<float> tmp_fixup(pool);
+    if (fixup_needed) {
+        tmp_fixup.alloc(block_nums_stream_k.x * mmq_x*mmq_y);
+    }
+
+    if (args.nrows_x % mmq_y == 0) {
+        constexpr bool need_check = false;
+
+        mul_mat_q<type, mmq_x, MMQ_NWARPS, need_check><<<block_nums_stream_k, block_dims, nbytes_shared, stream>>>
+            (args.x, args.y, args.ids_dst, args.expert_bounds, args.dst, tmp_fixup.ptr,
+             args.ncols_x, args.nrows_x, args.ncols_dst, args.stride_row_x, args.ncols_y, args.nrows_dst,
+             channel_ratio, args.nchannels_y, args.stride_channel_x, args.stride_channel_y, args.stride_channel_dst,
+             sample_ratio, args.nsamples_y, args.stride_sample_x, args.stride_sample_y, args.stride_sample_dst);
+
+        if (!fixup_needed) {
+            return;
+        }
+
+        mul_mat_q_stream_k_fixup<type, mmq_x, MMQ_NWARPS, need_check><<<block_nums_stream_k, block_dims, 0, stream>>>
+            (args.ids_dst, args.expert_bounds, args.dst, tmp_fixup.ptr, args.ncols_x, args.nrows_x, args.ncols_dst,
+             args.nrows_dst, args.nchannels_y, args.stride_channel_dst, args.nsamples_y, args.stride_sample_dst);
+    } else {
+        constexpr bool need_check = true;
+
+        mul_mat_q<type, mmq_x, MMQ_NWARPS, need_check><<<block_nums_stream_k, block_dims, nbytes_shared, stream>>>
+            (args.x, args.y, args.ids_dst, args.expert_bounds, args.dst, tmp_fixup.ptr,
+             args.ncols_x, args.nrows_x, args.ncols_dst, args.stride_row_x, args.ncols_y, args.nrows_dst,
+             channel_ratio, args.nchannels_y, args.stride_channel_x, args.stride_channel_y, args.stride_channel_dst,
+             sample_ratio, args.nsamples_y, args.stride_sample_x, args.stride_sample_y, args.stride_sample_dst);
+
+        if (!fixup_needed) {
+            return;
+        }
+
+        mul_mat_q_stream_k_fixup<type, mmq_x, MMQ_NWARPS, need_check><<<block_nums_stream_k, block_dims, 0, stream>>>
+            (args.ids_dst, args.expert_bounds, args.dst, tmp_fixup.ptr, args.ncols_x, args.nrows_x, args.ncols_dst,
+             args.nrows_dst, args.nchannels_y, args.stride_channel_dst, args.nsamples_y, args.stride_sample_dst);
+    }
+}
+
+template <ggml_type type>
+void mul_mat_q_case(ggml_backend_cuda_context & ctx, const mmq_args & args, cudaStream_t stream) {
+    const int    id    = ggml_cuda_get_device();
+    const int    cc    = ggml_cuda_info().devices[id].cc;
+    const size_t smpbo = ggml_cuda_info().devices[id].smpbo;
+
+    const int mmq_x_max = get_mmq_x_max_host(cc);
+    const int mmq_y = get_mmq_y_host(cc);
+
+    int mmq_x_best  = 0;
+    int ntiles_x_best = INT_MAX;
+
+    for (int mmq_x = 8; mmq_x <= mmq_x_max && ntiles_x_best > 1; mmq_x += 8) {
+        const int granularity = mmq_get_granularity_host(mmq_x, cc);
+
+        if (mmq_x % granularity != 0 || mmq_get_nbytes_shared<type>(mmq_x, mmq_y, cc) > smpbo) {
+            continue;
+        }
+
+        const int ntiles_x = (args.ncols_y + mmq_x - 1) / mmq_x;
+
+        if (ntiles_x < ntiles_x_best) {
+            mmq_x_best = mmq_x;
+            ntiles_x_best = ntiles_x;
+        }
+    }
+
+    switch (mmq_x_best) {
+        case   8:
+            launch_mul_mat_q<type,   8>(ctx, args, stream);
+            break;
+        case  16:
+            launch_mul_mat_q<type,  16>(ctx, args, stream);
+            break;
+        case  24:
+            launch_mul_mat_q<type,  24>(ctx, args, stream);
+            break;
+        case  32:
+            launch_mul_mat_q<type,  32>(ctx, args, stream);
+            break;
+        case  40:
+            launch_mul_mat_q<type,  40>(ctx, args, stream);
+            break;
+        case  48:
+            launch_mul_mat_q<type,  48>(ctx, args, stream);
+            break;
+        case  56:
+            launch_mul_mat_q<type,  56>(ctx, args, stream);
+            break;
+        case  64:
+            launch_mul_mat_q<type,  64>(ctx, args, stream);
+            break;
+        case  72:
+            launch_mul_mat_q<type,  72>(ctx, args, stream);
+            break;
+        case  80:
+            launch_mul_mat_q<type,  80>(ctx, args, stream);
+            break;
+        case  88:
+            launch_mul_mat_q<type,  88>(ctx, args, stream);
+            break;
+        case  96:
+            launch_mul_mat_q<type,  96>(ctx, args, stream);
+            break;
+        case 104:
+            launch_mul_mat_q<type, 104>(ctx, args, stream);
+            break;
+        case 112:
+            launch_mul_mat_q<type, 112>(ctx, args, stream);
+            break;
+        case 120:
+            launch_mul_mat_q<type, 120>(ctx, args, stream);
+            break;
+        case 128:
+            launch_mul_mat_q<type, 128>(ctx, args, stream);
+            break;
+        default:
+            fprintf(stderr, "mmq_x_best=%d\n", mmq_x_best);
+            GGML_ABORT("fatal error");
+            break;
+    }
+}
+
+#define DECL_MMQ_CASE(type)                                                        \
+    template void mul_mat_q_case<type>(ggml_backend_cuda_context & ctx, const mmq_args & args, cudaStream_t stream) \
+
+extern DECL_MMQ_CASE(GGML_TYPE_Q4_0);
+extern DECL_MMQ_CASE(GGML_TYPE_Q4_1);
+extern DECL_MMQ_CASE(GGML_TYPE_Q5_0);
+extern DECL_MMQ_CASE(GGML_TYPE_Q5_1);
+extern DECL_MMQ_CASE(GGML_TYPE_Q8_0);
+extern DECL_MMQ_CASE(GGML_TYPE_Q2_K);
+extern DECL_MMQ_CASE(GGML_TYPE_Q3_K);
+extern DECL_MMQ_CASE(GGML_TYPE_Q4_K);
+extern DECL_MMQ_CASE(GGML_TYPE_Q5_K);
+extern DECL_MMQ_CASE(GGML_TYPE_Q6_K);
+extern DECL_MMQ_CASE(GGML_TYPE_IQ2_XXS);
+extern DECL_MMQ_CASE(GGML_TYPE_IQ2_XS);
+extern DECL_MMQ_CASE(GGML_TYPE_IQ2_S);
+extern DECL_MMQ_CASE(GGML_TYPE_IQ3_XXS);
+extern DECL_MMQ_CASE(GGML_TYPE_IQ3_S);
+extern DECL_MMQ_CASE(GGML_TYPE_IQ1_S);
+extern DECL_MMQ_CASE(GGML_TYPE_IQ4_NL);
+extern DECL_MMQ_CASE(GGML_TYPE_IQ4_XS);
+
+// -------------------------------------------------------------------------------------------------------------------------
+
+void ggml_cuda_mul_mat_q(
+        ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst);
+
+void ggml_cuda_op_mul_mat_q(
+    ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, const char * src0_dd_i, const float * src1_ddf_i,
+    const char * src1_ddq_i, float * dst_dd_i, const int64_t row_low, const int64_t row_high, const int64_t src1_ncols,
+    const int64_t src1_padded_row_size, cudaStream_t stream);
+
+bool ggml_cuda_should_use_mmq(enum ggml_type type, int cc, int64_t ne11);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/mmv.cu b/ml/backend/ggml/ggml/src/ggml-cuda/mmv.cu
new file mode 100644
index 0000000..d8c385e
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/mmv.cu
@@ -0,0 +1,336 @@
+#include "ggml.h"
+#include "common.cuh"
+#include "mmv.cuh"
+
+template <typename T, typename type_acc, int block_size>
+static __global__ void mul_mat_vec(
+        const T * __restrict__ x, const float * __restrict__ y, const int32_t * __restrict__ ids, float * __restrict__ dst,
+        const int64_t ncols2, const int64_t nchannels_y, const int64_t stride_row,
+        const int64_t channel_ratio, const int64_t stride_channel_x, const int64_t stride_channel_y, const int64_t stride_channel_dst,
+        const int64_t sample_ratio, const int64_t stride_sample_x, const int64_t stride_sample_y, const int64_t stride_sample_dst) {
+    const int64_t row         = blockIdx.x;
+    const int64_t channel_dst = blockIdx.y;
+    const int64_t channel_x   = ids ? ids[channel_dst]          : channel_dst / channel_ratio;
+    const int64_t channel_y   = ids ? channel_dst % nchannels_y : channel_dst;
+    const int64_t sample_dst  = blockIdx.z;
+    const int64_t sample_x    = sample_dst / sample_ratio;
+    const int64_t sample_y    = sample_dst;
+    const int     tid         = threadIdx.x;
+    constexpr int warp_size   = ggml_cuda_get_physical_warp_size();
+
+    x   += sample_x  *stride_sample_x   + channel_x  *stride_channel_x   + row*stride_row;
+    y   += sample_y  *stride_sample_y   + channel_y  *stride_channel_y;
+    dst += sample_dst*stride_sample_dst + channel_dst*stride_channel_dst;
+
+    const float2 * y2 = (const float2 *) y;
+
+    extern __shared__ char data_mmv[];
+    float * buf_iw = (float *) data_mmv;
+
+    if (block_size > warp_size) {
+        if (tid < warp_size) {
+            buf_iw[tid] = 0.0f;
+        }
+        __syncthreads();
+    }
+
+    float sumf = 0.0f;
+
+    if constexpr (std::is_same<T, float>::value) {
+        const float2 * x2 = (const float2 *) x;
+
+        for (int64_t col2 = tid; col2 < ncols2; col2 += block_size) {
+            const float2 tmpx = x2[col2];
+            const float2 tmpy = y2[col2];
+            sumf += tmpx.x*tmpy.x;
+            sumf += tmpx.y*tmpy.y;
+        }
+    } else if constexpr (std::is_same<T, half>::value) {
+        const half2 * x2 = (const half2 *) x;
+
+        if (std::is_same<type_acc, float>::value) {
+            for (int64_t col2 = tid; col2 < ncols2; col2 += block_size) {
+                const float2 tmpx = __half22float2(x2[col2]);
+                const float2 tmpy = y2[col2];
+                sumf += tmpx.x * tmpy.x;
+                sumf += tmpx.y * tmpy.y;
+            }
+        } else {
+#ifdef FP16_AVAILABLE
+            half2 sumh2 = make_half2(0.0f, 0.0f);
+
+            for (int64_t col2 = tid; col2 < ncols2; col2 += block_size) {
+                const float2 tmp = y2[col2];
+                sumh2 += x2[col2] * make_half2(tmp.x, tmp.y);
+            }
+
+            sumf = __low2float(sumh2) + __high2float(sumh2);
+#else
+            NO_DEVICE_CODE;
+#endif // FP16_AVAILABLE
+        }
+    } else if constexpr (std::is_same<T, nv_bfloat16>::value) {
+        const int * x2 = (const int *) x;
+        for (int64_t col2 = tid; col2 < ncols2; col2 += block_size) {
+            const int    tmpx = x2[col2];
+            const float2 tmpy = y2[col2];
+            sumf += float(reinterpret_cast<const nv_bfloat16 *>(&tmpx)[0]) * tmpy.x;
+            sumf += float(reinterpret_cast<const nv_bfloat16 *>(&tmpx)[1]) * tmpy.y;
+        }
+    } else {
+        static_assert(std::is_same<T, void>::value, "unsupported type");
+    }
+
+    sumf = warp_reduce_sum<warp_size>(sumf);
+
+    if (block_size > warp_size) {
+        buf_iw[tid/warp_size] = sumf;
+        __syncthreads();
+        if (tid >= warp_size) {
+            return;
+        }
+        sumf = buf_iw[tid];
+        sumf = warp_reduce_sum<warp_size>(sumf);
+    }
+
+    if (tid != 0) {
+        return;
+    }
+
+    dst[row] = sumf;
+}
+
+template <typename T, typename type_acc>
+static void launch_mul_mat_vec_cuda(
+        const T * x, const float * y, const int32_t * ids, float * dst,
+        const int64_t ncols, const int64_t nrows, const int64_t stride_row, const int64_t nchannels_x, const int64_t nchannels_y, const int64_t nchannels_dst,
+        const int64_t stride_channel_x, const int64_t stride_channel_y, const int64_t stride_channel_dst, const int64_t nsamples_x,
+        const int64_t nsamples_dst, const int64_t stride_sample_x, const int64_t stride_sample_y, const int64_t stride_sample_dst,
+        cudaStream_t stream) {
+    GGML_ASSERT(ncols      % 2 == 0);
+    GGML_ASSERT(stride_row % 2 == 0);
+    GGML_ASSERT(ids || nchannels_dst % nchannels_x == 0);
+    GGML_ASSERT(       nsamples_dst  % nsamples_x  == 0);
+    const int64_t channel_ratio = nchannels_dst / nchannels_x;
+    const int64_t sample_ratio  = nsamples_dst  / nsamples_x;
+    int device;
+    int warp_size;
+
+    CUDA_CHECK(cudaGetDevice(&device));
+    warp_size = ggml_cuda_info().devices[device].warp_size;
+
+    int64_t block_size_best = warp_size;
+    int64_t niter_best      = (ncols + 2*warp_size - 1) / (2*warp_size);
+    int64_t max_block_size  = 256;
+    if(ggml_cuda_info().devices[device].cc > GGML_CUDA_CC_OFFSET_AMD && ggml_cuda_info().devices[device].cc < GGML_CUDA_CC_RDNA1) {
+        max_block_size = 128;
+    }
+    for (int64_t block_size = 2*warp_size; block_size <= max_block_size; block_size += warp_size) {
+        const int64_t niter = (ncols + 2*block_size - 1) / (2*block_size);
+        if (niter < niter_best) {
+            niter_best      = niter;
+            block_size_best = block_size;
+        }
+    }
+
+    const int smem = warp_size*sizeof(float);
+    const dim3 block_nums(nrows, nchannels_dst, nsamples_dst);
+    const dim3 block_dims(block_size_best, 1, 1);
+    switch (block_size_best) {
+        case   32: {
+            mul_mat_vec<T, type_acc,  32><<<block_nums, block_dims, smem, stream>>>
+                (x, y, ids, dst, ncols/2, nchannels_y, stride_row, channel_ratio, stride_channel_x, stride_channel_y,
+                 stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+        } break;
+        case   64: {
+            mul_mat_vec<T, type_acc,  64><<<block_nums, block_dims, smem, stream>>>
+                (x, y, ids, dst, ncols/2, nchannels_y, stride_row, channel_ratio, stride_channel_x, stride_channel_y,
+                 stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+        } break;
+        case   96: {
+            mul_mat_vec<T, type_acc,  96><<<block_nums, block_dims, smem, stream>>>
+                (x, y, ids, dst, ncols/2, nchannels_y, stride_row, channel_ratio, stride_channel_x, stride_channel_y,
+                 stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+        } break;
+        case  128: {
+            mul_mat_vec<T, type_acc, 128><<<block_nums, block_dims, smem, stream>>>
+                (x, y, ids, dst, ncols/2, nchannels_y, stride_row, channel_ratio, stride_channel_x, stride_channel_y,
+                 stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+        } break;
+        case  160: {
+            mul_mat_vec<T, type_acc, 160><<<block_nums, block_dims, smem, stream>>>
+                (x, y, ids, dst, ncols/2, nchannels_y, stride_row, channel_ratio, stride_channel_x, stride_channel_y,
+                 stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+        } break;
+        case  192: {
+            mul_mat_vec<T, type_acc, 192><<<block_nums, block_dims, smem, stream>>>
+                (x, y, ids, dst, ncols/2, nchannels_y, stride_row, channel_ratio, stride_channel_x, stride_channel_y,
+                 stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+        } break;
+        case  224: {
+            mul_mat_vec<T, type_acc, 224><<<block_nums, block_dims, smem, stream>>>
+                (x, y, ids, dst, ncols/2, nchannels_y, stride_row, channel_ratio, stride_channel_x, stride_channel_y,
+                 stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+        } break;
+        case  256: {
+            mul_mat_vec<T, type_acc, 256><<<block_nums, block_dims, smem, stream>>>
+                (x, y, ids, dst, ncols/2, nchannels_y, stride_row, channel_ratio, stride_channel_x, stride_channel_y,
+                 stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+        } break;
+        default: {
+            GGML_ABORT("fatal error");
+        } break;
+    }
+}
+
+template<typename T>
+static void mul_mat_vec_cuda(
+        const T * x, const float * y, const int32_t * ids, float * dst,
+        const int64_t ncols, const int64_t nrows, const int64_t stride_row, const int64_t nchannels_x, const int64_t nchannels_y, const int64_t nchannels_dst,
+        const int64_t stride_channel_x, const int64_t stride_channel_y, const int64_t stride_channel_dst, const int64_t nsamples_x,
+        const int64_t nsamples_dst, const int64_t stride_sample_x, const int64_t stride_sample_y, const int64_t stride_sample_dst,
+        enum ggml_prec prec, cudaStream_t stream) {
+    if constexpr(std::is_same<T, half>::value) {
+        if (prec == GGML_PREC_DEFAULT) {
+            launch_mul_mat_vec_cuda<T, half>
+                (x, y, ids, dst, ncols, nrows, stride_row, nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y,
+                 stride_channel_dst, nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst, stream);
+            return;
+        }
+    }
+    launch_mul_mat_vec_cuda<T, float>
+        (x, y, ids, dst, ncols, nrows, stride_row, nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y,
+         stride_channel_dst, nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst, stream);
+}
+
+void ggml_cuda_mul_mat_vec(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst) {
+    GGML_ASSERT(        src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(!ids ||  ids->type == GGML_TYPE_I32);
+    GGML_ASSERT(         dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_BINARY_OP_LOCALS;
+
+    const size_t ts_src0 = ggml_type_size(src0->type);
+    const size_t ts_src1 = ggml_type_size(src1->type);
+    const size_t ts_dst  = ggml_type_size(dst->type);
+
+    GGML_ASSERT(!ids || ne12 == 1); // Implementation is only correct for  batch size 1.
+    GGML_ASSERT(ne13 == ne3);
+
+    GGML_ASSERT(        nb00       == ts_src0);
+    GGML_ASSERT(        nb10       == ts_src1);
+    GGML_ASSERT(!ids || ids->nb[0] == ggml_type_size(ids->type));
+    GGML_ASSERT(        nb0        == ts_dst);
+
+    const int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc;
+    const enum ggml_prec prec = fast_fp16_available(cc) ? ggml_prec(dst->op_params[0]) : GGML_PREC_F32;
+
+    const float   * src1_d =       (const float   *) src1->data;
+    const int32_t *  ids_d = ids ? (const int32_t *)  ids->data : nullptr;
+    float         *  dst_d =       (float         *)  dst->data;
+
+    const int64_t s01 = src0->nb[1] / ts_src0;
+    const int64_t s11 = src1->nb[1] / ts_src1;
+    const int64_t s1  =  dst->nb[1] / ts_dst;
+    const int64_t s02 = src0->nb[2] / ts_src0;
+    const int64_t s12 = src1->nb[2] / ts_src1;
+    const int64_t s2  =  dst->nb[2] / ts_dst;
+    const int64_t s03 = src0->nb[3] / ts_src0;
+    const int64_t s13 = src1->nb[3] / ts_src1;
+    const int64_t s3  =  dst->nb[3] / ts_dst;
+
+    // For MUL_MAT_ID the memory layout is different than for MUL_MAT:
+    const int64_t ncols_dst          = ids ? ne2  : ne1;
+    const int64_t nchannels_y        = ids ? ne11 : ne12;
+    const int64_t nchannels_dst      = ids ? ne1  : ne2;
+    const int64_t stride_channel_dst = ids ? s1   : s2;
+    const int64_t stride_channel_y   = ids ? s11  : s12;
+
+    GGML_ASSERT(ncols_dst == 1);
+
+    switch (src0->type) {
+        case GGML_TYPE_F32: {
+            const float * src0_d = (const float *) src0->data;
+            mul_mat_vec_cuda(src0_d, src1_d, ids_d, dst_d, ne00, ne01, s01,
+                ne02, nchannels_y, nchannels_dst, s02, stride_channel_y, stride_channel_dst,
+                ne03,              ne3,           s03, s13,              s3,                 prec, ctx.stream());
+        } break;
+        case GGML_TYPE_F16: {
+            const half * src0_d = (const half *) src0->data;
+            mul_mat_vec_cuda(src0_d, src1_d, ids_d, dst_d, ne00, ne01, s01,
+                ne02, nchannels_y, nchannels_dst, s02, stride_channel_y, stride_channel_dst,
+                ne03,              ne3,           s03, s13,              s3,                 prec, ctx.stream());
+        } break;
+        case GGML_TYPE_BF16: {
+            const nv_bfloat16 * src0_d = (const nv_bfloat16 *) src0->data;
+            mul_mat_vec_cuda(src0_d, src1_d, ids_d, dst_d, ne00, ne01, s01,
+                ne02, nchannels_y, nchannels_dst, s02, stride_channel_y, stride_channel_dst,
+                ne03,              ne3,           s03, s13,              s3,                 prec, ctx.stream());
+        } break;
+        default:
+            GGML_ABORT("unsupported type: %s", ggml_type_name(src0->type));
+    }
+}
+
+void ggml_cuda_op_mul_mat_vec(
+    ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, const char * src0_dd_i, const float * src1_ddf_i,
+    const char * src1_ddq_i, float * dst_dd_i, const int64_t row_low, const int64_t row_high, const int64_t src1_ncols,
+    const int64_t src1_padded_row_size, cudaStream_t stream) {
+
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type  == GGML_TYPE_F32);
+
+    const int64_t ne00 = src0->ne[0];
+    const int64_t row_diff = row_high - row_low;
+
+    GGML_ASSERT(src1_ncols == 1);
+
+    const int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc;
+    const enum ggml_prec prec = fast_fp16_available(cc) ? ggml_prec(dst->op_params[0]) : GGML_PREC_F32;
+
+
+    // ggml_cuda_op provides single, contiguous matrices
+    const int64_t stride_row         = ne00;
+    const int64_t nchannels_x        = 1;
+    const int64_t nchannels_y        = 1;
+    const int64_t nchannels_dst      = 1;
+    const int64_t stride_channel_x   = 0;
+    const int64_t stride_channel_y   = 0;
+    const int64_t stride_channel_dst = 0;
+    const int64_t nsamples_x         = 1;
+    const int64_t nsamples_dst       = 1;
+    const int64_t stride_sample_x    = 0;
+    const int64_t stride_sample_y    = 0;
+    const int64_t stride_sample_dst  = 0;
+
+    switch (src0->type) {
+        case GGML_TYPE_F32: {
+            const float * src0_d = (const float *) src0_dd_i;
+            mul_mat_vec_cuda(src0_d, src1_ddf_i, nullptr, dst_dd_i, ne00, row_diff, stride_row,
+                nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst, prec, stream);
+        } break;
+        case GGML_TYPE_F16: {
+            const half * src0_d = (const half *) src0_dd_i;
+            mul_mat_vec_cuda(src0_d, src1_ddf_i, nullptr, dst_dd_i, ne00, row_diff, stride_row,
+                nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst, prec, stream);
+        } break;
+        case GGML_TYPE_BF16: {
+            const nv_bfloat16 * src0_d = (const nv_bfloat16 *) src0_dd_i;
+            mul_mat_vec_cuda(src0_d, src1_ddf_i, nullptr, dst_dd_i, ne00, row_diff, stride_row,
+                nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst, prec, stream);
+        } break;
+        default:
+            GGML_ABORT("unsupported type: %s", ggml_type_name(src0->type));
+    }
+
+    GGML_UNUSED(ctx);
+    GGML_UNUSED(src1);
+    GGML_UNUSED(dst);
+    GGML_UNUSED(src1_ddq_i);
+    GGML_UNUSED(src1_ncols);
+    GGML_UNUSED(src1_padded_row_size);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/mmv.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/mmv.cuh
new file mode 100644
index 0000000..756e7e1
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/mmv.cuh
@@ -0,0 +1,12 @@
+#include "common.cuh"
+
+// maximum number of src0 rows with which to use mul_mat_vec over cuBLAS if FP16 tensor cores are available
+#define MMV_MAX_ROWS 512
+
+void ggml_cuda_mul_mat_vec(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst);
+
+void ggml_cuda_op_mul_mat_vec(
+    ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, const char * src0_dd_i, const float * src1_ddf_i,
+    const char * src1_ddq_i, float * dst_dd_i, const int64_t row_low, const int64_t row_high, const int64_t src1_ncols,
+    const int64_t src1_padded_row_size, cudaStream_t stream);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/mmvq.cu b/ml/backend/ggml/ggml/src/ggml-cuda/mmvq.cu
new file mode 100644
index 0000000..dc7adf5
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/mmvq.cu
@@ -0,0 +1,595 @@
+#include "mmvq.cuh"
+#include "quantize.cuh"
+#include "vecdotq.cuh"
+
+#include <cstdint>
+
+typedef float (*vec_dot_q_cuda_t)(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs);
+
+static constexpr __device__ vec_dot_q_cuda_t get_vec_dot_q_cuda(ggml_type type) {
+    switch (type) {
+        case GGML_TYPE_Q4_0:    return vec_dot_q4_0_q8_1;
+        case GGML_TYPE_Q4_1:    return vec_dot_q4_1_q8_1;
+        case GGML_TYPE_Q5_0:    return vec_dot_q5_0_q8_1;
+        case GGML_TYPE_Q5_1:    return vec_dot_q5_1_q8_1;
+        case GGML_TYPE_Q8_0:    return vec_dot_q8_0_q8_1;
+        case GGML_TYPE_Q2_K:    return vec_dot_q2_K_q8_1;
+        case GGML_TYPE_Q3_K:    return vec_dot_q3_K_q8_1;
+        case GGML_TYPE_Q4_K:    return vec_dot_q4_K_q8_1;
+        case GGML_TYPE_Q5_K:    return vec_dot_q5_K_q8_1;
+        case GGML_TYPE_Q6_K:    return vec_dot_q6_K_q8_1;
+        case GGML_TYPE_IQ2_XXS: return vec_dot_iq2_xxs_q8_1;
+        case GGML_TYPE_IQ2_XS:  return vec_dot_iq2_xs_q8_1;
+        case GGML_TYPE_IQ2_S:   return vec_dot_iq2_s_q8_1;
+        case GGML_TYPE_IQ3_XXS: return vec_dot_iq3_xxs_q8_1;
+        case GGML_TYPE_IQ1_S:   return vec_dot_iq1_s_q8_1;
+        case GGML_TYPE_IQ1_M:   return vec_dot_iq1_m_q8_1;
+        case GGML_TYPE_IQ4_NL:  return vec_dot_iq4_nl_q8_1;
+        case GGML_TYPE_IQ4_XS:  return vec_dot_iq4_xs_q8_1;
+        case GGML_TYPE_IQ3_S:   return vec_dot_iq3_s_q8_1;
+        default:                return nullptr;
+    }
+}
+
+static constexpr __device__ int get_vdr_mmvq(ggml_type type) {
+    switch (type) {
+        case GGML_TYPE_Q4_0:    return VDR_Q4_0_Q8_1_MMVQ;
+        case GGML_TYPE_Q4_1:    return VDR_Q4_1_Q8_1_MMVQ;
+        case GGML_TYPE_Q5_0:    return VDR_Q5_0_Q8_1_MMVQ;
+        case GGML_TYPE_Q5_1:    return VDR_Q5_1_Q8_1_MMVQ;
+        case GGML_TYPE_Q8_0:    return VDR_Q8_0_Q8_1_MMVQ;
+        case GGML_TYPE_Q2_K:    return VDR_Q2_K_Q8_1_MMVQ;
+        case GGML_TYPE_Q3_K:    return VDR_Q3_K_Q8_1_MMVQ;
+        case GGML_TYPE_Q4_K:    return VDR_Q4_K_Q8_1_MMVQ;
+        case GGML_TYPE_Q5_K:    return VDR_Q5_K_Q8_1_MMVQ;
+        case GGML_TYPE_Q6_K:    return VDR_Q6_K_Q8_1_MMVQ;
+        case GGML_TYPE_IQ2_XXS: return VDR_IQ2_XXS_Q8_1_MMVQ;
+        case GGML_TYPE_IQ2_XS:  return VDR_IQ2_XS_Q8_1_MMVQ;
+        case GGML_TYPE_IQ2_S:   return VDR_IQ2_S_Q8_1_MMVQ;
+        case GGML_TYPE_IQ3_XXS: return VDR_IQ3_XXS_Q8_1_MMVQ;
+        case GGML_TYPE_IQ3_S:   return VDR_IQ3_S_Q8_1_MMVQ;
+        case GGML_TYPE_IQ4_NL:  return VDR_IQ4_NL_Q8_1_MMVQ;
+        case GGML_TYPE_IQ4_XS:  return VDR_IQ4_XS_Q8_1_MMVQ;
+        default:                return 1;
+    }
+}
+
+enum mmvq_parameter_table_id {
+    MMVQ_PARAMETERS_GENERIC = 0,
+    MMVQ_PARAMETERS_GCN,
+    MMVQ_PARAMETERS_RDNA2
+};
+
+static constexpr __device__ mmvq_parameter_table_id get_device_table_id() {
+#if defined(RDNA2) || defined(RDNA3) || defined(RDNA4)
+    return MMVQ_PARAMETERS_RDNA2;
+#elif defined(GCN) || defined(CDNA)
+    return MMVQ_PARAMETERS_GCN;
+#else
+    return MMVQ_PARAMETERS_GENERIC;
+#endif
+}
+
+static __host__ mmvq_parameter_table_id get_device_table_id(int cc) {
+    if (GGML_CUDA_CC_IS_RDNA2(cc) || GGML_CUDA_CC_IS_RDNA3(cc) || GGML_CUDA_CC_IS_RDNA4(cc)) {
+        return MMVQ_PARAMETERS_RDNA2;
+    }
+    if (GGML_CUDA_CC_IS_GCN(cc) || GGML_CUDA_CC_IS_CDNA(cc)) {
+        return MMVQ_PARAMETERS_GCN;
+    }
+    return MMVQ_PARAMETERS_GENERIC;
+}
+
+static constexpr __host__ __device__ int calc_nwarps(int ncols_dst,  mmvq_parameter_table_id table_id) {
+    if (table_id == MMVQ_PARAMETERS_GENERIC) {
+        switch (ncols_dst) {
+            case 1:
+            case 2:
+            case 3:
+            case 4:
+                return 4;
+            case 5:
+            case 6:
+            case 7:
+            case 8:
+                return 2;
+            default:
+                return 1;
+        }
+    } else if (table_id == MMVQ_PARAMETERS_GCN) {
+        switch (ncols_dst) {
+            case 1:
+            case 2:
+            case 3:
+            case 4:
+                return 2;
+            case 5:
+            case 6:
+            case 7:
+            case 8:
+            default:
+                return 1;
+        }
+    }
+    return 1;
+}
+
+static constexpr __host__ __device__ int calc_rows_per_block(int ncols_dst, int table_id) {
+    if (table_id == MMVQ_PARAMETERS_GENERIC || table_id == MMVQ_PARAMETERS_GCN) {
+        switch (ncols_dst) {
+            case 1:
+                return 1;
+            case 2:
+            case 3:
+            case 4:
+            case 5:
+            case 6:
+            case 7:
+            case 8:
+                return 2;
+            default:
+                return 1;
+        }
+    }
+    return 1;
+}
+
+template <ggml_type type, int ncols_dst>
+// tell the compiler to use as many registers as it wants, see nwarps definition below
+__launch_bounds__(calc_nwarps(ncols_dst, get_device_table_id())*ggml_cuda_get_physical_warp_size(), 1)
+static __global__ void mul_mat_vec_q(
+        const void * __restrict__ vx, const void * __restrict__ vy, const int32_t * __restrict__ ids, float * __restrict__ dst,
+        const int ncols_x, const int nchannels_y, const int stride_row_x, const int stride_col_y, const int stride_col_dst,
+        const int channel_ratio, const int stride_channel_x, const int stride_channel_y, const int stride_channel_dst,
+        const int sample_ratio, const int stride_sample_x, const int stride_sample_y, const int stride_sample_dst) {
+
+    constexpr int qk  = ggml_cuda_type_traits<type>::qk;
+    constexpr int qi  = ggml_cuda_type_traits<type>::qi;
+    constexpr int vdr = get_vdr_mmvq(type);
+    constexpr mmvq_parameter_table_id table_id = get_device_table_id();
+    constexpr int nwarps = calc_nwarps(ncols_dst, table_id);
+    constexpr int rows_per_cuda_block = calc_rows_per_block(ncols_dst, table_id);
+    constexpr int warp_size = ggml_cuda_get_physical_warp_size();
+
+    constexpr vec_dot_q_cuda_t vec_dot_q_cuda = get_vec_dot_q_cuda(type);
+
+    const     int tid = warp_size*threadIdx.y + threadIdx.x;
+    const     int row0 = rows_per_cuda_block*blockIdx.x;
+    const     int blocks_per_row_x = ncols_x / qk;
+    constexpr int blocks_per_iter = vdr * nwarps*warp_size / qi;
+
+    // The MUL_MAT_ID code path with ids != nullptr is only implemented for ncols_dst == 1.
+    const int channel_dst = blockIdx.y;
+    const int channel_x   = ncols_dst == 1 && ids ? ids[channel_dst]          : channel_dst / channel_ratio;
+    const int channel_y   = ncols_dst == 1 && ids ? channel_dst % nchannels_y : channel_dst;
+    const int sample_dst  = blockIdx.z;
+    const int sample_x    = sample_dst / sample_ratio;
+    const int sample_y    = sample_dst;
+
+    // partial sum for each thread
+    float tmp[ncols_dst][rows_per_cuda_block] = {{0.0f}};
+
+    const block_q8_1 * y = ((const block_q8_1 *) vy) + sample_y*stride_sample_y + channel_y*stride_channel_y;
+    const int kbx_offset = sample_x*stride_sample_x + channel_x*stride_channel_x + row0*stride_row_x;
+
+    for (int kbx = tid / (qi/vdr); kbx < blocks_per_row_x; kbx += blocks_per_iter) {
+        const int kby = kbx * (qk/QK8_1); // y block index that aligns with kbx
+
+        // x block quant index when casting the quants to int
+        const int kqs = vdr * (tid % (qi/vdr));
+
+#pragma unroll
+        for (int j = 0; j < ncols_dst; ++j) {
+#pragma unroll
+            for (int i = 0; i < rows_per_cuda_block; ++i) {
+                tmp[j][i] += vec_dot_q_cuda(
+                    vx, &y[j*stride_col_y + kby], kbx_offset + i*stride_row_x + kbx, kqs);
+            }
+        }
+    }
+
+    __shared__ float tmp_shared[nwarps-1 > 0 ? nwarps-1 : 1][ncols_dst][rows_per_cuda_block][warp_size];
+    if (threadIdx.y > 0) {
+#pragma unroll
+        for (int j = 0; j < ncols_dst; ++j) {
+#pragma unroll
+            for (int i = 0; i < rows_per_cuda_block; ++i) {
+                tmp_shared[threadIdx.y-1][j][i][threadIdx.x] = tmp[j][i];
+            }
+        }
+    }
+    __syncthreads();
+    if (threadIdx.y > 0) {
+        return;
+    }
+
+    dst += sample_dst*stride_sample_dst + channel_dst*stride_channel_dst + row0;
+
+    // sum up partial sums and write back result
+#pragma unroll
+    for (int j = 0; j < ncols_dst; ++j) {
+#pragma unroll
+        for (int i = 0; i < rows_per_cuda_block; ++i) {
+#pragma unroll
+            for (int l = 0; l < nwarps-1; ++l) {
+                tmp[j][i] += tmp_shared[l][j][i][threadIdx.x];
+            }
+            tmp[j][i] = warp_reduce_sum<warp_size>(tmp[j][i]);
+        }
+
+        if (threadIdx.x < rows_per_cuda_block && (rows_per_cuda_block == 1 || row0 + int(threadIdx.x) < stride_col_dst)) {
+            dst[j*stride_col_dst + threadIdx.x] = tmp[j][threadIdx.x];
+        }
+    }
+}
+
+static std::pair<dim3, dim3> calc_launch_params(
+        const int ncols_dst, const int nrows_x, const int nchannels_y, const int nsamples_y,
+        const int warp_size, const mmvq_parameter_table_id table_id) {
+    const int64_t nblocks = (nrows_x + calc_rows_per_block(ncols_dst, table_id) - 1) / calc_rows_per_block(ncols_dst, table_id);
+    const dim3 block_nums(nblocks, nchannels_y, nsamples_y);
+    const dim3 block_dims(warp_size, calc_nwarps(ncols_dst, table_id), 1);
+    return {block_nums, block_dims};
+}
+
+template <ggml_type type>
+static void mul_mat_vec_q_switch_ncols_dst(
+        const void * vx, const void * vy, const int32_t * ids, float * dst,
+        const int ncols_x, const int nrows_x, const int ncols_dst,
+        const int stride_row_x, const int stride_col_y, const int stride_col_dst,
+        const int nchannels_x, const int nchannels_y, const int nchannels_dst,
+        const int stride_channel_x, const int stride_channel_y, const int stride_channel_dst,
+        const int nsamples_x, const int nsamples_dst, const int stride_sample_x, const int stride_sample_y, const int stride_sample_dst,
+        cudaStream_t stream) {
+
+    GGML_ASSERT(ncols_x % ggml_blck_size(type) == 0);
+    GGML_ASSERT(ncols_dst <= MMVQ_MAX_BATCH_SIZE);
+
+    const int channel_ratio = nchannels_dst / nchannels_x;
+    const int sample_ratio  = nsamples_dst  / nsamples_x;
+
+    const int device = ggml_cuda_get_device();
+    const int warp_size = ggml_cuda_info().devices[device].warp_size;
+    const mmvq_parameter_table_id table_id = get_device_table_id(ggml_cuda_info().devices[device].cc);
+
+    GGML_ASSERT(!ids || ncols_dst == 1);
+    switch (ncols_dst) {
+        case 1:
+        {
+            constexpr int c_ncols_dst = 1;
+            std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
+            mul_mat_vec_q<type, c_ncols_dst><<<dims.first, dims.second, 0, stream>>>
+                (vx, vy, ids, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst,
+                 channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+            break;
+        }
+        case 2:
+        {
+            constexpr int c_ncols_dst = 2;
+            std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
+            mul_mat_vec_q<type, c_ncols_dst><<<dims.first, dims.second, 0, stream>>>
+                (vx, vy, ids, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst,
+                 channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+            break;
+        }
+        case 3:
+        {
+            constexpr int c_ncols_dst = 3;
+            std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
+            mul_mat_vec_q<type, c_ncols_dst><<<dims.first, dims.second, 0, stream>>>
+                (vx, vy, ids, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst,
+                 channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+            break;
+        }
+        case 4:
+        {
+            constexpr int c_ncols_dst = 4;
+            std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
+            mul_mat_vec_q<type, c_ncols_dst><<<dims.first, dims.second, 0, stream>>>
+                (vx, vy, ids, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst,
+                 channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+            break;
+        }
+        case 5:
+        {
+            constexpr int c_ncols_dst = 5;
+            std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
+            mul_mat_vec_q<type, c_ncols_dst><<<dims.first, dims.second, 0, stream>>>
+                (vx, vy, ids, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst,
+                 channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+            break;
+        }
+        case 6:
+        {
+            constexpr int c_ncols_dst = 6;
+            std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
+            mul_mat_vec_q<type, c_ncols_dst><<<dims.first, dims.second, 0, stream>>>
+                (vx, vy, ids, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst,
+                 channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+            break;
+        }
+        case 7:
+        {
+            constexpr int c_ncols_dst = 7;
+            std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
+            mul_mat_vec_q<type, c_ncols_dst><<<dims.first, dims.second, 0, stream>>>
+                (vx, vy, ids, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst,
+                 channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+            break;
+        }
+        case 8:
+        {
+            constexpr int c_ncols_dst = 8;
+            std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
+            mul_mat_vec_q<type, c_ncols_dst><<<dims.first, dims.second, 0, stream>>>
+                (vx, vy, ids, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst,
+                 channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst);
+            break;
+        }
+        default:
+            GGML_ABORT("fatal error");
+            break;
+    }
+}
+
+static void mul_mat_vec_q_switch_type(
+        const void * vx, const ggml_type type_x, const void * vy, const int32_t * ids, float * dst,
+        const int ncols_x, const int nrows_x, const int ncols_dst,
+        const int stride_row_x, const int stride_col_y, const int stride_col_dst,
+        const int nchannels_x, const int nchannels_y, const int nchannels_dst,
+        const int stride_channel_x, const int stride_channel_y, const int stride_channel_dst,
+        const int nsamples_x, const int nsamples_dst, const int stride_sample_x, const int stride_sample_y, const int stride_sample_dst,
+        cudaStream_t stream) {
+    switch (type_x) {
+        case GGML_TYPE_Q4_0:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q4_0>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_Q4_1:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q4_1>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_Q5_0:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q5_0>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_Q5_1:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q5_1>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_Q8_0:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q8_0>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_Q2_K:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q2_K>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_Q3_K:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q3_K>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_Q4_K:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q4_K>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_Q5_K:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q5_K>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_Q6_K:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_Q6_K>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_IQ2_XXS:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_IQ2_XXS>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_IQ2_XS:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_IQ2_XS>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_IQ2_S:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_IQ2_S>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_IQ3_XXS:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_IQ3_XXS>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_IQ1_S:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_IQ1_S>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_IQ1_M:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_IQ1_M>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_IQ4_NL:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_IQ4_NL>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_IQ4_XS:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_IQ4_XS>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        case GGML_TYPE_IQ3_S:
+            mul_mat_vec_q_switch_ncols_dst<GGML_TYPE_IQ3_S>
+                (vx, vy, ids, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst,
+                 nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst,
+                 nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst,
+                 stream);
+            break;
+        default:
+            GGML_ABORT("fatal error");
+            break;
+    }
+}
+
+void ggml_cuda_mul_mat_vec_q(
+        ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst) {
+    GGML_ASSERT(        src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(        dst->type  == GGML_TYPE_F32);
+    GGML_ASSERT(!ids || ids->type  == GGML_TYPE_I32); // Optional, used for batched GGML_MUL_MAT_ID.
+
+    GGML_TENSOR_BINARY_OP_LOCALS;
+
+    cudaStream_t stream = ctx.stream();
+
+    const size_t ts_src0 = ggml_type_size(src0->type);
+    const size_t ts_src1 = ggml_type_size(src1->type);
+    const size_t ts_dst  = ggml_type_size(dst->type);
+
+    GGML_ASSERT(        nb00       == ts_src0);
+    GGML_ASSERT(        nb10       == ts_src1);
+    GGML_ASSERT(        nb0        == ts_dst);
+    GGML_ASSERT(!ids || ids->nb[0] == ggml_type_size(ids->type));
+
+    GGML_ASSERT(!ids || ne12 == 1); // Implementation is only correct for batch size 1.
+
+    const float   * src1_d =       (const float   *) src1->data;
+    const int32_t *  ids_d = ids ? (const int32_t *)  ids->data : nullptr;
+    float         *  dst_d =       (float         *)  dst->data;
+
+    // If src0 is a temporary compute buffer, clear any potential padding.
+    if (ggml_backend_buffer_get_usage(src0->buffer) == GGML_BACKEND_BUFFER_USAGE_COMPUTE) {
+        const size_t size_data  = ggml_nbytes(src0);
+        const size_t size_alloc = ggml_backend_buffer_get_alloc_size(src0->buffer, src0);
+        if (size_alloc > size_data) {
+            GGML_ASSERT(ggml_is_contiguously_allocated(src0));
+            GGML_ASSERT(!src0->view_src);
+            CUDA_CHECK(cudaMemsetAsync((char *) src0->data + size_data, 0, size_alloc - size_data, stream));
+        }
+    }
+
+    const int64_t ne10_padded = GGML_PAD(ne10, MATRIX_ROW_PADDING);
+    ggml_cuda_pool_alloc<char> src1_q8_1(ctx.pool(), ne13*ne12 * ne11*ne10_padded * sizeof(block_q8_1)/QK8_1);
+    {
+        const int64_t s11 = src1->nb[1] / ts_src1;
+        const int64_t s12 = src1->nb[2] / ts_src1;
+        const int64_t s13 = src1->nb[3] / ts_src1;
+        quantize_row_q8_1_cuda(src1_d, nullptr, src1_q8_1.get(), src0->type, ne10, s11, s12, s13, ne10_padded, ne11, ne12, ne13, stream);
+    }
+
+    const int64_t s01 = src0->nb[1] / ts_src0;
+    const int64_t s11 = ne10_padded / QK8_1;
+    const int64_t s1  =  dst->nb[1] / ts_dst;
+    const int64_t s02 = src0->nb[2] / ts_src0;
+    const int64_t s2  =  dst->nb[2] / ts_dst;
+    const int64_t s03 = src0->nb[3] / ts_src0;
+    const int64_t s3  =  dst->nb[3] / ts_dst;
+
+    const int64_t s12 = ne11*s11;
+    const int64_t s13 = ne12*s12;
+
+    // For MUL_MAT_ID the memory layout is different than for MUL_MAT:
+    const int64_t ncols_dst          = ids ? ne2  : ne1;
+    const int64_t nchannels_y        = ids ? ne11 : ne12;
+    const int64_t nchannels_dst      = ids ? ne1  : ne2;
+    const int64_t stride_col_dst     = ids ? s2   : s1;
+    const int64_t stride_col_y       = ids ? s12  : s11;
+    const int64_t stride_channel_dst = ids ? s1   : s2;
+    const int64_t stride_channel_y   = ids ? s11  : s12;
+
+    mul_mat_vec_q_switch_type(
+        src0->data, src0->type, src1_q8_1.get(), ids_d, dst_d, ne00,
+        ne01,              ncols_dst,     s01, stride_col_y,     stride_col_dst,
+        ne02, nchannels_y, nchannels_dst, s02, stride_channel_y, stride_channel_dst,
+        ne03,              ne3,           s03, s13,              s3,                 stream);
+}
+
+void ggml_cuda_op_mul_mat_vec_q(
+    ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, const char * src0_dd_i, const float * src1_ddf_i,
+    const char * src1_ddq_i, float * dst_dd_i, const int64_t row_low, const int64_t row_high, const int64_t src1_ncols,
+    const int64_t src1_padded_row_size, cudaStream_t stream) {
+
+    const int64_t ne00 = src0->ne[0];
+    const int64_t row_diff = row_high - row_low;
+
+    const int64_t ne10 = src1->ne[0];
+    GGML_ASSERT(ne10 % QK8_1 == 0);
+
+    const int64_t ne0 = dst->ne[0];
+
+    int id = ggml_cuda_get_device();
+
+    // the main device has a larger memory buffer to hold the results from all GPUs
+    // nrows_dst == nrows of the matrix that the kernel writes into
+    const int64_t nrows_dst = id == ctx.device ? ne0 : row_diff;
+
+    const int stride_row_x = ne00 / ggml_blck_size(src0->type);
+    const int stride_col_y = src1_padded_row_size / QK8_1;
+
+    mul_mat_vec_q_switch_type(
+        src0_dd_i, src0->type, src1_ddq_i, nullptr, dst_dd_i, ne00, row_diff, src1_ncols, stride_row_x, stride_col_y, nrows_dst,
+        1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, stream);
+
+    GGML_UNUSED(src1);
+    GGML_UNUSED(dst);
+    GGML_UNUSED(src1_ddf_i);
+    GGML_UNUSED(src1_ncols);
+    GGML_UNUSED(src1_padded_row_size);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/mmvq.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/mmvq.cuh
new file mode 100644
index 0000000..39dc7d3
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/mmvq.cuh
@@ -0,0 +1,12 @@
+#include "common.cuh"
+
+#define MMVQ_MAX_BATCH_SIZE 8 // Max. batch size for which to use MMVQ kernels.
+
+void ggml_cuda_mul_mat_vec_q(ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst);
+
+void ggml_cuda_op_mul_mat_vec_q(
+    ggml_backend_cuda_context & ctx,
+    const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, const char * src0_dd_i, const float * src1_ddf_i,
+    const char * src1_ddq_i, float * dst_dd_i, const int64_t row_low, const int64_t row_high, const int64_t src1_ncols,
+    const int64_t src1_padded_row_size, cudaStream_t stream);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/norm.cu b/ml/backend/ggml/ggml/src/ggml-cuda/norm.cu
new file mode 100644
index 0000000..0020dbc
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/norm.cu
@@ -0,0 +1,458 @@
+#include "norm.cuh"
+#include <cstdint>
+
+template <int block_size>
+static __global__ void norm_f32(
+        const float * x, float * dst, const int ncols, const int64_t stride_row, const int64_t stride_channel,
+        const int64_t stride_sample, const float eps) {
+    const int nrows     = gridDim.x;
+    const int nchannels = gridDim.y;
+
+    const int row       = blockIdx.x;
+    const int channel   = blockIdx.y;
+    const int sample    = blockIdx.z;
+    const int tid       = threadIdx.x;
+
+    x   += sample*stride_sample + channel*stride_channel + row*stride_row;
+    dst += ((sample*nchannels + channel)*nrows + row)*ncols;
+
+    float2 mean_var = make_float2(0.0f, 0.0f);
+
+    for (int col = tid; col < ncols; col += block_size) {
+        const float xi = x[col];
+        mean_var.x += xi;
+        mean_var.y += xi * xi;
+    }
+
+    // sum up partial sums
+    mean_var = warp_reduce_sum(mean_var);
+    if constexpr (block_size > WARP_SIZE) {
+        static_assert(block_size == 1024, "unexpected block_size");
+        __shared__ float2 s_sum[32];
+        const int warp_id = threadIdx.x / WARP_SIZE;
+        const int lane_id = threadIdx.x % WARP_SIZE;
+        if (lane_id == 0) {
+            s_sum[warp_id] = mean_var;
+        }
+        __syncthreads();
+        mean_var = s_sum[lane_id];
+        mean_var = warp_reduce_sum(mean_var);
+    }
+
+    const float mean = mean_var.x / ncols;
+    const float var = mean_var.y / ncols - mean * mean;
+    const float inv_std = rsqrtf(var + eps);
+
+    for (int col = tid; col < ncols; col += block_size) {
+        dst[col] = (x[col] - mean) * inv_std;
+    }
+}
+
+template <int block_size>
+static __global__ void group_norm_f32(const float * x, float * dst, const int group_size, const int ne_elements, const float eps) {
+    // blockIdx.x: num_groups idx
+    // threadIdx.x: block_size idx
+    const int start =     blockIdx.x*group_size + threadIdx.x;
+    const int end   = min(blockIdx.x*group_size + group_size,  ne_elements);
+
+    float tmp = 0.0f; // partial sum for thread in warp
+
+    for (int j = start; j < end; j += block_size) {
+        tmp += x[j];
+    }
+
+    tmp = warp_reduce_sum(tmp);
+    if constexpr (block_size > WARP_SIZE) {
+        static_assert(block_size == 1024, "unexpected block_size");
+        __shared__ float s_sum[32];
+        const int warp_id = threadIdx.x / WARP_SIZE;
+        const int lane_id = threadIdx.x % WARP_SIZE;
+        if (lane_id == 0) {
+            s_sum[warp_id] = tmp;
+        }
+        __syncthreads();
+        tmp = s_sum[lane_id];
+        tmp = warp_reduce_sum(tmp);
+    }
+
+    const float mean = tmp / group_size;
+    tmp = 0.0f;
+
+    for (int j = start; j < end; j += block_size) {
+        const float xi = x[j] - mean;
+        dst[j] = xi;
+        tmp += xi * xi;
+    }
+
+    tmp = warp_reduce_sum(tmp);
+    if (block_size > WARP_SIZE) {
+        __shared__ float s_sum[32];
+        const int warp_id = threadIdx.x / WARP_SIZE;
+        const int lane_id = threadIdx.x % WARP_SIZE;
+        if (lane_id == 0) {
+            s_sum[warp_id] = tmp;
+        }
+        __syncthreads();
+        tmp = s_sum[lane_id];
+        tmp = warp_reduce_sum(tmp);
+    }
+
+    const float variance = tmp / group_size;
+    const float scale = rsqrtf(variance + eps);
+    for (int j = start; j < end; j += block_size) {
+        dst[j] *= scale;
+    }
+}
+
+template <int block_size>
+static __global__ void rms_norm_f32(
+        const float * x, float * dst, const int ncols, const int64_t stride_row, const int64_t stride_channel,
+        const int64_t stride_sample, const float eps) {
+    const int nrows     = gridDim.x;
+    const int nchannels = gridDim.y;
+
+    const int row       = blockIdx.x;
+    const int channel   = blockIdx.y;
+    const int sample    = blockIdx.z;
+    const int tid       = threadIdx.x;
+
+    x   += sample*stride_sample + channel*stride_channel + row*stride_row;
+    dst += ((sample*nchannels + channel)*nrows + row)*ncols;
+
+    float tmp = 0.0f; // partial sum for thread in warp
+
+    for (int col = tid; col < ncols; col += block_size) {
+        const float xi = x[col];
+        tmp += xi * xi;
+    }
+
+    // sum up partial sums
+    tmp = warp_reduce_sum(tmp);
+    if constexpr (block_size > WARP_SIZE) {
+        static_assert(block_size == 1024, "unexpected block_size");
+        __shared__ float s_sum[32];
+        const int warp_id = threadIdx.x / WARP_SIZE;
+        const int lane_id = threadIdx.x % WARP_SIZE;
+        if (lane_id == 0) {
+            s_sum[warp_id] = tmp;
+        }
+        __syncthreads();
+        tmp = s_sum[lane_id];
+        tmp = warp_reduce_sum(tmp);
+    }
+
+    const float mean = tmp / ncols;
+    const float scale = rsqrtf(mean + eps);
+
+    for (int col = tid; col < ncols; col += block_size) {
+        dst[col] = scale * x[col];
+    }
+}
+
+template <int block_size>
+static __global__ void rms_norm_back_f32(
+        const float * grad, const float * xf, float * dst, const int ncols, const float eps) {
+    const int row = blockIdx.x*blockDim.y + threadIdx.y;
+    const int tid = threadIdx.x;
+
+    grad += int64_t(row)*ncols;
+    xf   += int64_t(row)*ncols;
+    dst  += int64_t(row)*ncols;
+
+    float sum_xx = 0.0f; // sum for squares of x, equivalent to forward pass
+    float sum_xg = 0.0f; // sum for x * gradient, needed because RMS norm mixes inputs
+
+    for (int col = tid; col < ncols; col += block_size) {
+        const float xfi = xf[col];
+        sum_xx += xfi * xfi;
+        sum_xg += xfi * grad[col];
+    }
+
+    // sum up partial sums
+    sum_xx = warp_reduce_sum(sum_xx);
+    sum_xg = warp_reduce_sum(sum_xg);
+    if constexpr (block_size > WARP_SIZE) {
+        static_assert(block_size == 1024, "unexpected block_size");
+        __shared__ float s_sum_xx[32];
+        __shared__ float s_sum_xg[32];
+        const int warp_id = threadIdx.x / WARP_SIZE;
+        const int lane_id = threadIdx.x % WARP_SIZE;
+        if (lane_id == 0) {
+            s_sum_xx[warp_id] = sum_xx;
+            s_sum_xg[warp_id] = sum_xg;
+        }
+        __syncthreads();
+
+        sum_xx = s_sum_xx[lane_id];
+        sum_xx = warp_reduce_sum(sum_xx);
+
+        sum_xg = s_sum_xg[lane_id];
+        sum_xg = warp_reduce_sum(sum_xg);
+    }
+
+    const float mean_eps = sum_xx / ncols + eps;
+    const float sum_eps  = sum_xx + ncols*eps;
+
+    const float scale_grad = rsqrtf(mean_eps);
+    const float scale_x    = -scale_grad * sum_xg/sum_eps;
+
+    for (int col = tid; col < ncols; col += block_size) {
+        dst[col] = scale_grad*grad[col] + scale_x*xf[col];
+    }
+}
+
+// template <int block_size>
+// static __global__ void l2_norm_f32(const float * x, float * dst, const int ncols, const float eps) {
+//     const int row = blockIdx.x*blockDim.y + threadIdx.y;
+//     const int tid = threadIdx.x;
+
+//     float tmp = 0.0f; // partial sum for thread in warp
+
+//     for (int col = tid; col < ncols; col += block_size) {
+//         const float xi = x[row*ncols + col];
+//         tmp += xi * xi;
+//     }
+
+//     // sum up partial sums
+//     tmp = warp_reduce_sum(tmp);
+//     if (block_size > WARP_SIZE) {
+//         __shared__ float s_sum[32];
+//         int warp_id = threadIdx.x / WARP_SIZE;
+//         int lane_id = threadIdx.x % WARP_SIZE;
+//         if (lane_id == 0) {
+//             s_sum[warp_id] = tmp;
+//         }
+//         __syncthreads();
+//         tmp = s_sum[lane_id];
+//         tmp = warp_reduce_sum(tmp);
+//     }
+
+//     // from https://pytorch.org/docs/stable/generated/torch.nn.functional.normalize.html
+//     const float scale = rsqrtf(fmaxf(tmp, eps * eps));
+
+//     for (int col = tid; col < ncols; col += block_size) {
+//         dst[row*ncols + col] = scale * x[row*ncols + col];
+//     }
+// }
+
+template <int block_size>
+static __global__ void l2_norm_f32(
+        const float * x, float * dst, const int ncols, const int64_t stride_row, const int64_t stride_channel,
+        const int64_t stride_sample, const float eps) {
+    const int nrows     = gridDim.x;
+    const int nchannels = gridDim.y;
+
+    const int row       = blockIdx.x;
+    const int channel   = blockIdx.y;
+    const int sample    = blockIdx.z;
+    const int tid       = threadIdx.x;
+
+    x   += sample*stride_sample + channel*stride_channel + row*stride_row;
+    dst += ((sample*nchannels + channel)*nrows + row)*ncols;
+
+    float tmp = 0.0f; // partial sum for thread in warp
+
+    for (int col = tid; col < ncols; col += block_size) {
+        const float xi = x[col];
+        tmp += xi * xi;
+    }
+
+    // sum up partial sums
+    tmp = warp_reduce_sum(tmp);
+    if constexpr (block_size > WARP_SIZE) {
+        static_assert(block_size == 1024, "unexpected block_size");
+        __shared__ float s_sum[32];
+        const int warp_id = threadIdx.x / WARP_SIZE;
+        const int lane_id = threadIdx.x % WARP_SIZE;
+        if (lane_id == 0) {
+            s_sum[warp_id] = tmp;
+        }
+        __syncthreads();
+        tmp = s_sum[lane_id];
+        tmp = warp_reduce_sum(tmp);
+    }
+
+    // from https://pytorch.org/docs/stable/generated/torch.nn.functional.normalize.html
+    const float scale = rsqrtf(fmaxf(tmp, eps * eps));
+
+    for (int col = tid; col < ncols; col += block_size) {
+        dst[col] = scale * x[col];
+    }
+}
+
+static void norm_f32_cuda(
+        const float * x, float * dst, const int ncols, const int nrows, const int nchannels, const int nsamples,
+        const int64_t stride_row, const int64_t stride_channel, const int64_t stride_sample, const float eps, cudaStream_t stream) {
+    const dim3 blocks_num(nrows, nchannels, nsamples);
+    if (ncols < 1024) {
+        const dim3 block_dims(WARP_SIZE, 1, 1);
+        norm_f32<WARP_SIZE><<<blocks_num, block_dims, 0, stream>>>(x, dst, ncols, stride_row, stride_channel, stride_sample, eps);
+    } else {
+        const dim3 block_dims(1024, 1, 1);
+        norm_f32<1024><<<blocks_num, block_dims, 0, stream>>>(x, dst, ncols, stride_row, stride_channel, stride_sample, eps);
+    }
+}
+
+static void group_norm_f32_cuda(
+        const float * x, float * dst, const int num_groups, const float eps, const int group_size, const int ne_elements, cudaStream_t stream) {
+    if (group_size < 1024) {
+        const dim3 block_dims(WARP_SIZE, 1, 1);
+        group_norm_f32<WARP_SIZE><<<num_groups, block_dims, 0, stream>>>(x, dst, group_size, ne_elements, eps);
+    } else {
+        const dim3 block_dims(1024, 1, 1);
+        group_norm_f32<1024><<<num_groups, block_dims, 0, stream>>>(x, dst, group_size, ne_elements, eps);
+    }
+}
+
+static void rms_norm_f32_cuda(
+        const float * x, float * dst, const int ncols, const int nrows, const int nchannels, const int nsamples,
+        const int64_t stride_row, const int64_t stride_channel, const int64_t stride_sample, const float eps, cudaStream_t stream) {
+    const dim3 blocks_num(nrows, nchannels, nsamples);
+    if (ncols < 1024) {
+        const dim3 block_dims(WARP_SIZE, 1, 1);
+        rms_norm_f32<WARP_SIZE><<<blocks_num, block_dims, 0, stream>>>(x, dst, ncols, stride_row, stride_channel, stride_sample, eps);
+    } else {
+        const dim3 block_dims(1024, 1, 1);
+        rms_norm_f32<1024><<<blocks_num, block_dims, 0, stream>>>(x, dst, ncols, stride_row, stride_channel, stride_sample, eps);
+    }
+}
+
+static void rms_norm_back_f32_cuda(const float * grad, const float * xf, float * dst, const int ncols, const int nrows, const float eps, cudaStream_t stream) {
+    if (ncols < 1024) {
+        const dim3 block_dims(WARP_SIZE, 1, 1);
+        rms_norm_back_f32<WARP_SIZE><<<nrows, block_dims, 0, stream>>>(grad, xf, dst, ncols, eps);
+    } else {
+        const dim3 block_dims(1024, 1, 1);
+        rms_norm_back_f32<1024><<<nrows, block_dims, 0, stream>>>(grad, xf, dst, ncols, eps);
+    }
+}
+
+static void l2_norm_f32_cuda(
+        const float * x, float * dst, const int ncols, const int nrows, const int nchannels, const int nsamples,
+        const int64_t stride_row, const int64_t stride_channel, const int64_t stride_sample, const float eps, cudaStream_t stream) {
+    const dim3 blocks_num(nrows, nchannels, nsamples);
+    if (ncols < 1024) {
+        const dim3 block_dims(WARP_SIZE, 1, 1);
+        l2_norm_f32<WARP_SIZE><<<blocks_num, block_dims, 0, stream>>>(x, dst, ncols, stride_row, stride_channel, stride_sample, eps);
+    } else {
+        const dim3 block_dims(1024, 1, 1);
+        l2_norm_f32<1024><<<blocks_num, block_dims, 0, stream>>>(x, dst, ncols, stride_row, stride_channel, stride_sample, eps);
+    }
+}
+
+void ggml_cuda_op_norm(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *) src0->data;
+    float * dst_d = (float *) dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_UNARY_OP_LOCALS;
+
+    float eps;
+    memcpy(&eps, dst->op_params, sizeof(float));
+    GGML_ASSERT(eps >= 0.0f);
+
+    const size_t ts0 = ggml_type_size(src0->type);
+    GGML_ASSERT(nb00 == ts0);
+    const int64_t s01 = nb01 / ts0;
+    const int64_t s02 = nb02 / ts0;
+    const int64_t s03 = nb03 / ts0;
+
+    norm_f32_cuda(src0_d, dst_d, ne00, ne01, ne02, ne03, s01, s02, s03, eps, stream);
+}
+
+void ggml_cuda_op_group_norm(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    int num_groups = dst->op_params[0];
+
+    float eps;
+    memcpy(&eps, dst->op_params + 1, sizeof(float));
+    GGML_ASSERT(eps >= 0.0f);
+
+    int group_size = src0->ne[0] * src0->ne[1] * ((src0->ne[2] + num_groups - 1) / num_groups);
+    group_norm_f32_cuda(src0_d, dst_d, num_groups * src0->ne[3], eps, group_size, ggml_nelements(src0), stream);
+}
+
+void ggml_cuda_op_rms_norm(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *) src0->data;
+    float * dst_d = (float *) dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_UNARY_OP_LOCALS;
+
+    float eps;
+    memcpy(&eps, dst->op_params, sizeof(float));
+    GGML_ASSERT(eps >= 0.0f);
+
+    const size_t ts0 = ggml_type_size(src0->type);
+    GGML_ASSERT(nb00 == ts0);
+    const int64_t s01 = nb01 / ts0;
+    const int64_t s02 = nb02 / ts0;
+    const int64_t s03 = nb03 / ts0;
+
+    rms_norm_f32_cuda(src0_d, dst_d, ne00, ne01, ne02, ne03, s01, s02, s03, eps, stream);
+}
+
+void ggml_cuda_op_rms_norm_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * grad  = dst->src[0]; // gradients
+    const ggml_tensor * src0f = dst->src[1]; // src0 from forward pass
+
+    const float * grad_d  = (const float *) grad->data;
+    const float * src0f_d = (const float *) src0f->data;
+    float       * dst_d   = (float       *) dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(ggml_is_contiguous(grad));
+
+    GGML_ASSERT( grad->type == GGML_TYPE_F32);
+    GGML_ASSERT(src0f->type == GGML_TYPE_F32);
+    GGML_ASSERT(  dst->type == GGML_TYPE_F32);
+
+    const int64_t ne00 = src0f->ne[0];
+    const int64_t nrows = ggml_nrows(src0f);
+
+    float eps;
+    memcpy(&eps, dst->op_params, sizeof(float));
+    GGML_ASSERT(eps >= 0.0f);
+
+    rms_norm_back_f32_cuda(grad_d, src0f_d, dst_d, ne00, nrows, eps, stream);
+}
+
+void ggml_cuda_op_l2_norm(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *) src0->data;
+    float * dst_d = (float *) dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_UNARY_OP_LOCALS;
+
+    float eps;
+    memcpy(&eps, dst->op_params, sizeof(float));
+    GGML_ASSERT(eps >= 0.0f);
+
+    const size_t ts0 = ggml_type_size(src0->type);
+    GGML_ASSERT(nb00 == ts0);
+    const int64_t s01 = nb01 / ts0;
+    const int64_t s02 = nb02 / ts0;
+    const int64_t s03 = nb03 / ts0;
+
+    l2_norm_f32_cuda(src0_d, dst_d, ne00, ne01, ne02, ne03, s01, s02, s03, eps, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/norm.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/norm.cuh
new file mode 100644
index 0000000..706a566
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/norm.cuh
@@ -0,0 +1,11 @@
+#include "common.cuh"
+
+void ggml_cuda_op_norm(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_group_norm(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_rms_norm(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_rms_norm_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_l2_norm(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/opt-step-adamw.cu b/ml/backend/ggml/ggml/src/ggml-cuda/opt-step-adamw.cu
new file mode 100644
index 0000000..35154f2
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/opt-step-adamw.cu
@@ -0,0 +1,78 @@
+#include "ggml-impl.h"
+#include "opt-step-adamw.cuh"
+
+#include <cstdint>
+
+static __global__ void opt_step_adamw_f32(
+    float * __restrict__ x, const float * __restrict__ g, float * __restrict__ g_m, float * __restrict__ g_v,
+    const float * __restrict__ pars, const int64_t k) {
+
+    const int64_t i = (int64_t) blockIdx.x*blockDim.x + threadIdx.x;
+
+    if (i >= k) {
+        return;
+    }
+
+    const float alpha  = pars[0];
+    const float beta1  = pars[1];
+    const float beta2  = pars[2];
+    const float eps    = pars[3];
+    const float wd     = pars[4];
+    const float beta1h = pars[5];
+    const float beta2h = pars[6];
+
+    const float gi = g[i];
+    const float gmi = g_m[i]*beta1 +    gi*(1.0f - beta1);
+    const float gvi = g_v[i]*beta2 + gi*gi*(1.0f - beta2);
+
+    g_m[i] = gmi;
+    g_v[i] = gvi;
+
+    const float mh =       gmi*beta1h;
+    const float vh = sqrtf(gvi*beta2h) + eps;
+
+    x[i] = x[i]*(1.0f - alpha*wd) - alpha*mh/vh;
+}
+
+static void opt_step_adamw_f32_cuda(
+    float * x, const float * g, float * g_m, float * g_v, const float * pars, const int64_t k, cudaStream_t stream) {
+
+    const dim3 block_dims(CUDA_OPT_STEP_ADAMW_BLOCK_SIZE, 1, 1);
+    const dim3 block_nums((k + CUDA_OPT_STEP_ADAMW_BLOCK_SIZE - 1) / CUDA_OPT_STEP_ADAMW_BLOCK_SIZE, 1, 1);
+    opt_step_adamw_f32<<<block_nums, block_dims, 0, stream>>>(x, g, g_m, g_v, pars, k);
+}
+
+void ggml_cuda_opt_step_adamw(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0         = dst->src[0];
+    const ggml_tensor * src0_grad    = dst->src[1];
+    const ggml_tensor * src0_grad_m  = dst->src[2];
+    const ggml_tensor * src0_grad_v  = dst->src[3];
+    const ggml_tensor * adamw_params = dst->src[4];
+
+    GGML_ASSERT(src0->type         == GGML_TYPE_F32);
+    GGML_ASSERT(src0_grad->type    == GGML_TYPE_F32);
+    GGML_ASSERT(src0_grad_m->type  == GGML_TYPE_F32);
+    GGML_ASSERT(src0_grad_v->type  == GGML_TYPE_F32);
+    GGML_ASSERT(adamw_params->type == GGML_TYPE_F32);
+    GGML_ASSERT(ggml_is_contiguous(src0));
+    GGML_ASSERT(ggml_is_contiguous(src0_grad));
+    GGML_ASSERT(ggml_is_contiguous(src0_grad_m));
+    GGML_ASSERT(ggml_is_contiguous(src0_grad_v));
+    GGML_ASSERT(ggml_is_contiguous(adamw_params));
+    GGML_ASSERT(ggml_are_same_shape(src0, src0_grad));
+    GGML_ASSERT(ggml_are_same_shape(src0, src0_grad_m));
+    GGML_ASSERT(ggml_are_same_shape(src0, src0_grad_v));
+    GGML_ASSERT(ggml_nelements(adamw_params) == 7);
+
+    float       * src0_d         = (float       *) src0->data;
+    const float * src0_grad_d    = (const float *) src0_grad->data;
+    float       * src0_grad_m_d  = (float       *) src0_grad_m->data;
+    float       * src0_grad_v_d  = (float       *) src0_grad_v->data;
+    const float * adamw_params_d = (const float *) adamw_params->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    const int64_t ne = ggml_nelements(src0);
+
+    opt_step_adamw_f32_cuda(src0_d, src0_grad_d, src0_grad_m_d, src0_grad_v_d, adamw_params_d, ne, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/opt-step-adamw.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/opt-step-adamw.cuh
new file mode 100644
index 0000000..58d6f6e
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/opt-step-adamw.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_OPT_STEP_ADAMW_BLOCK_SIZE 256
+
+void ggml_cuda_opt_step_adamw(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/out-prod.cu b/ml/backend/ggml/ggml/src/ggml-cuda/out-prod.cu
new file mode 100644
index 0000000..c9b2b69
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/out-prod.cu
@@ -0,0 +1,68 @@
+#include "out-prod.cuh"
+
+#include <cstdint>
+
+void ggml_cuda_out_prod(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    GGML_TENSOR_BINARY_OP_LOCALS
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type  == GGML_TYPE_F32);
+
+    GGML_ASSERT(ne01 == ne11);
+    GGML_ASSERT(ne0 == ne00);
+    GGML_ASSERT(ne1 == ne10);
+
+    GGML_ASSERT(ne2 % src0->ne[2] == 0);
+    GGML_ASSERT(ne3 % src0->ne[3] == 0);
+
+    GGML_ASSERT(ne2 == src1->ne[2]);
+    GGML_ASSERT(ne3 == src1->ne[3]);
+
+    const float * src0_d = (const float *) src0->data;
+    const float * src1_d = (const float *) src1->data;
+    float       *  dst_d = (float       *)  dst->data;
+
+    cudaStream_t   stream = ctx.stream();
+    cublasHandle_t handle = ctx.cublas_handle();
+
+    const float alpha = 1.0f;
+    const float beta = 0.0f;
+
+    CUBLAS_CHECK(cublasSetStream(handle, stream));
+
+    const int64_t lda = nb01 / sizeof(float);
+    const int64_t ldc = nb1  / sizeof(float);
+
+    const bool src1_T = ggml_is_transposed(src1);
+    const cublasOperation_t src1_cublas_op =  src1_T ? CUBLAS_OP_N : CUBLAS_OP_T;
+    const int64_t           ldb            = (src1_T ?        nb10 :        nb11) /  sizeof(float);
+    GGML_ASSERT(                             (src1_T ?        nb11 :        nb10) == sizeof(float));
+
+    // data strides in dimensions 2/3
+    const size_t s02 = nb02 / sizeof(float);
+    const size_t s03 = nb03 / sizeof(float);
+    const size_t s12 = nb12 / sizeof(float);
+    const size_t s13 = nb13 / sizeof(float);
+    const size_t s2  = nb2  / sizeof(float);
+    const size_t s3  = nb3  / sizeof(float);
+
+    // dps == dst per src0, used for group query attention
+    const int64_t dps2 = ne2 / ne02;
+    const int64_t dps3 = ne3 / ne03;
+
+    // TODO batched matrix multiplication
+    for (int64_t i3 = 0; i3 < ne3; ++i3) {
+        for (int64_t i2 = 0; i2 < ne2; ++i2) {
+            CUBLAS_CHECK(
+                cublasSgemm(handle, CUBLAS_OP_N, src1_cublas_op,
+                        ne0, ne1, ne01,
+                        &alpha, src0_d + (i3/dps3)*s03 + (i2/dps2)*s02, lda,
+                                src1_d +  i3      *s13 +  i2      *s12, ldb,
+                        &beta,  dst_d  +  i3      *s3  +  i2      *s2,  ldc));
+        }
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/out-prod.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/out-prod.cuh
new file mode 100644
index 0000000..a0046f5
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/out-prod.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_out_prod(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/pad.cu b/ml/backend/ggml/ggml/src/ggml-cuda/pad.cu
new file mode 100644
index 0000000..77432b0
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/pad.cu
@@ -0,0 +1,49 @@
+#include "pad.cuh"
+
+static __global__ void pad_f32(const float * x, float * dst, const int ne0, const int ne00, const int ne01, const int ne02, const int ne03) {
+    // blockIdx.z: idx of ne2*ne3, aka ne02*ne03
+    // blockIdx.y: idx of ne1
+    // blockIDx.x: idx of ne0 / BLOCK_SIZE
+    int nidx = threadIdx.x + blockIdx.x * blockDim.x;
+    if (nidx >= ne0) {
+        return;
+    }
+
+    // operation
+    int offset_dst =
+        nidx +
+        blockIdx.y * ne0 +
+        blockIdx.z * ne0 * gridDim.y;
+    if (nidx < ne00 && blockIdx.y < (unsigned)ne01 && blockIdx.z < (unsigned)(ne02*ne03)) {
+        int offset_src =
+            nidx +
+            blockIdx.y * ne00 +
+            blockIdx.z * ne00 * ne01;
+        dst[offset_dst] = x[offset_src];
+    } else {
+        dst[offset_dst] = 0.0f;
+    }
+}
+
+static void pad_f32_cuda(const float * x, float * dst,
+    const int ne00, const int ne01, const int ne02, const int ne03,
+    const int ne0, const int ne1, const int ne2, const int ne3, cudaStream_t stream) {
+    int num_blocks = (ne0 + CUDA_PAD_BLOCK_SIZE - 1) / CUDA_PAD_BLOCK_SIZE;
+    dim3 gridDim(num_blocks, ne1, ne2*ne3);
+    pad_f32<<<gridDim, CUDA_PAD_BLOCK_SIZE, 0, stream>>>(x, dst, ne0, ne00, ne01, ne02, ne03);
+}
+
+void ggml_cuda_op_pad(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+    GGML_ASSERT(src0->ne[3] == 1 && dst->ne[3] == 1); // just 3D tensors
+
+    pad_f32_cuda(src0_d, dst_d,
+        src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3],
+        dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/pad.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/pad.cuh
new file mode 100644
index 0000000..8fd386b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/pad.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_PAD_BLOCK_SIZE 256
+
+void ggml_cuda_op_pad(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/pool2d.cu b/ml/backend/ggml/ggml/src/ggml-cuda/pool2d.cu
new file mode 100644
index 0000000..c6d51e4
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/pool2d.cu
@@ -0,0 +1,94 @@
+#include "pool2d.cuh"
+
+template <typename Ti, typename To>
+static  __global__ void pool2d_nchw_kernel(
+        const int ih, const int iw, const int oh, const int ow,
+        const int kh, const int kw, const int sh, const int sw,
+        const int ph, const int pw, const int parallel_elements,
+        const Ti* src, To* dst, const enum ggml_op_pool op) {
+    int idx = threadIdx.x + blockIdx.x * blockDim.x;
+    if (idx >= parallel_elements) {
+        return;
+    }
+
+    const int I_HW = ih * iw;
+    const int O_HW = oh * ow;
+    const int nc = idx / O_HW;
+    const int cur_oh = idx % O_HW / ow;
+    const int cur_ow = idx % O_HW % ow;
+    const Ti* i_ptr = src + nc * I_HW;
+    To* o_ptr = dst + nc * O_HW;
+    const int start_h = cur_oh * sh - ph;
+    const int bh = max(0, start_h);
+    const int eh = min(ih, start_h + kh);
+    const int start_w = cur_ow * sw - pw;
+    const int bw = max(0, start_w);
+    const int ew = min(iw, start_w + kw);
+    const To scale = 1. / (kh * kw);
+    To res = 0;
+
+    switch (op) {
+        case GGML_OP_POOL_AVG: res = 0; break;
+        case GGML_OP_POOL_MAX: res = -FLT_MAX; break;
+        default: assert(false);
+    }
+
+    for (int i = bh; i < eh; i += 1) {
+        for (int j = bw; j < ew; j += 1) {
+#if __CUDA_ARCH__ >= 350
+            Ti cur = __ldg(i_ptr + i * iw + j);
+#else
+            Ti cur = i_ptr[i * iw + j];
+#endif
+            switch (op) {
+                case GGML_OP_POOL_AVG: res += cur * scale; break;
+                case GGML_OP_POOL_MAX: res = max(res, (To)cur); break;
+                default: assert(false);
+            }
+        }
+    }
+    o_ptr[cur_oh * ow + cur_ow] = res;
+}
+
+static void pool2d_nchw_kernel_f32_f32_cuda(
+        const int ih, const int iw, const int oh, const int ow,
+        const int kh, const int kw, const int sh, const int sw,
+        const int ph, const int pw, const int parallel_elements,
+        const float * src, float * dst, const enum ggml_op_pool op,
+        cudaStream_t stream) {
+
+    const int num_blocks = (parallel_elements + CUDA_POOL2D_BLOCK_SIZE - 1) / CUDA_POOL2D_BLOCK_SIZE;
+    dim3 block_nums(num_blocks);
+    pool2d_nchw_kernel<<<block_nums, CUDA_POOL2D_BLOCK_SIZE, 0, stream>>>(ih, iw, oh, ow, kh, kw, sh, sw, ph, pw, parallel_elements, src, dst, op);
+}
+
+void ggml_cuda_op_pool2d(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    const int32_t * opts = (const int32_t *)dst->op_params;
+    enum ggml_op_pool op = static_cast<ggml_op_pool>(opts[0]);
+    const int k0 = opts[1];
+    const int k1 = opts[2];
+    const int s0 = opts[3];
+    const int s1 = opts[4];
+    const int p0 = opts[5];
+    const int p1 = opts[6];
+
+    const int64_t IH = src0->ne[1];
+    const int64_t IW = src0->ne[0];
+
+    const int64_t N = dst->ne[3];
+    const int64_t OC = dst->ne[2];
+    const int64_t OH = dst->ne[1];
+    const int64_t OW = dst->ne[0];
+
+    const int parallel_elements = N * OC * OH * OW;
+
+    pool2d_nchw_kernel_f32_f32_cuda(IH, IW, OH, OW, k1, k0, s1, s0, p1, p0, parallel_elements, src0_d, dst_d, op, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/pool2d.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/pool2d.cuh
new file mode 100644
index 0000000..7841292
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/pool2d.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_POOL2D_BLOCK_SIZE 256
+
+void ggml_cuda_op_pool2d(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/quantize.cu b/ml/backend/ggml/ggml/src/ggml-cuda/quantize.cu
new file mode 100644
index 0000000..cb93181
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/quantize.cu
@@ -0,0 +1,189 @@
+#include "quantize.cuh"
+#include <cstdint>
+
+static __global__ void quantize_q8_1(
+        const float * __restrict__ x, void * __restrict__ vy,
+        const int64_t ne00, const int64_t s01, const int64_t s02, const int64_t s03,
+        const int64_t ne0, const int ne1, const int ne2) {
+    const int64_t i0 = (int64_t)blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i0 >= ne0) {
+        return;
+    }
+
+    const int64_t i1 = blockIdx.y;
+    const int64_t i2 = blockIdx.z % ne2;
+    const int64_t i3 = blockIdx.z / ne2;
+
+    const int64_t & i00 = i0;
+    const int64_t & i01 = i1;
+    const int64_t & i02 = i2;
+    const int64_t & i03 = i3;
+
+    const int64_t i_cont = ((i3*ne2 + i2) * ne1 + i1) * ne0 + i0;
+
+    block_q8_1 * y = (block_q8_1 *) vy;
+
+    const int64_t ib  = i_cont / QK8_1; // block index
+    const int64_t iqs = i_cont % QK8_1; // quant index
+
+    const float xi = i0 < ne00 ? x[i03*s03 + i02*s02 + i01*s01 + i00] : 0.0f;
+    float amax = fabsf(xi);
+    float sum = xi;
+
+    amax = warp_reduce_max(amax);
+    sum  = warp_reduce_sum(sum);
+
+    const float  d = amax / 127;
+    const int8_t q = amax == 0.0f ? 0 : roundf(xi / d);
+
+    y[ib].qs[iqs] = q;
+
+    if (iqs > 0) {
+        return;
+    }
+
+    reinterpret_cast<half&>(y[ib].ds.x) = d;
+    reinterpret_cast<half&>(y[ib].ds.y) = sum;
+}
+
+template <mmq_q8_1_ds_layout ds_layout>
+static __global__ void quantize_mmq_q8_1(
+        const float * __restrict__ x, const int32_t * __restrict__ ids, void * __restrict__ vy,
+        const int64_t ne00, const int64_t s01, const int64_t s02, const int64_t s03,
+        const int64_t ne0, const int ne1, const int ne2) {
+
+    constexpr int vals_per_scale = ds_layout == MMQ_Q8_1_DS_LAYOUT_D2S6 ? 64 : 32;
+    constexpr int vals_per_sum   = ds_layout == MMQ_Q8_1_DS_LAYOUT_D2S6 ? 16 : 32;
+
+    const int64_t i0 = ((int64_t)blockDim.x*blockIdx.x + threadIdx.x)*4;
+
+    if (i0 >= ne0) {
+        return;
+    }
+
+    const int64_t i1 = blockIdx.y;
+    const int64_t i2 = blockIdx.z % ne2;
+    const int64_t i3 = blockIdx.z / ne2;
+
+    const int64_t i00 = i0;
+    const int64_t i01 = ids ? ids[i1] : i1;
+    const int64_t i02 = i2;
+    const int64_t i03 = i3;
+
+    const float4 * x4 = (const float4 *) x;
+
+    block_q8_1_mmq * y = (block_q8_1_mmq *) vy;
+
+    const int64_t ib0 = blockIdx.z*((int64_t)gridDim.y*gridDim.x*blockDim.x/QK8_1); // first block of channel
+    const int64_t ib  = ib0 + (i0 / (4*QK8_1))*ne1 + blockIdx.y;                    // block index in channel
+    const int64_t iqs = i0 % (4*QK8_1);                                             // quant index in block
+
+    // Load 4 floats per thread and calculate max. abs. value between them:
+    const float4 xi = i0 < ne00 ? x4[(i03*s03 + i02*s02 + i01*s01 + i00)/4] : make_float4(0.0f, 0.0f, 0.0f, 0.0f);
+    float amax = fabsf(xi.x);
+    amax = fmaxf(amax, fabsf(xi.y));
+    amax = fmaxf(amax, fabsf(xi.z));
+    amax = fmaxf(amax, fabsf(xi.w));
+
+    // Exchange max. abs. value between vals_per_scale/4 threads.
+#pragma unroll
+    for (int offset = vals_per_scale/8; offset > 0; offset >>= 1) {
+        amax = fmaxf(amax, __shfl_xor_sync(0xFFFFFFFF, amax, offset, WARP_SIZE));
+    }
+
+    float sum;
+    if (ds_layout != MMQ_Q8_1_DS_LAYOUT_D4) {
+        sum = xi.x + xi.y + xi.z + xi.w;
+
+        // Calculate sums across vals_per_sum/4 threads.
+#pragma unroll
+        for (int offset = vals_per_sum/8; offset > 0; offset >>= 1) {
+            sum += __shfl_xor_sync(0xFFFFFFFF, sum, offset, WARP_SIZE);
+        }
+    }
+
+    const float d_inv = 127.0f / amax;
+    char4 q;
+    q.x = roundf(xi.x*d_inv);
+    q.y = roundf(xi.y*d_inv);
+    q.z = roundf(xi.z*d_inv);
+    q.w = roundf(xi.w*d_inv);
+
+    // Write back 4 int8 values as a single 32 bit value for better memroy bandwidth:
+    char4 * yqs4 = (char4 *) y[ib].qs;
+    yqs4[iqs/4] = q;
+
+    if (ds_layout == MMQ_Q8_1_DS_LAYOUT_D2S6) {
+        if (iqs % 16 != 0 || iqs >= 96) {
+            return;
+        }
+
+        y[ib].d2s6[2 + iqs/16] = sum;
+
+        if (iqs % 64 != 0) {
+            return;
+        }
+
+        const float d = 1.0f / d_inv;
+
+        y[ib].d2s6[iqs/64] = d;
+
+        return;
+    }
+
+    if (iqs % 32 != 0) {
+        return;
+    }
+
+    const float d = 1.0f / d_inv;
+
+    if (ds_layout == MMQ_Q8_1_DS_LAYOUT_DS4) {
+        y[ib].ds4[iqs/32] = make_half2(d, sum);
+    } else {
+        y[ib].d4[iqs/32]  = d;
+    }
+}
+
+void quantize_row_q8_1_cuda(
+        const float * x, const int32_t * ids, void * vy, const ggml_type type_src0,
+        const int64_t ne00, const int64_t s01, const int64_t s02, const int64_t s03,
+        const int64_t ne0, const int64_t ne1, const int64_t ne2, const int64_t ne3, cudaStream_t stream) {
+    GGML_ASSERT(!ids);
+    GGML_ASSERT(ne0 % QK8_1 == 0);
+
+    const int64_t block_num_x = (ne0 + CUDA_QUANTIZE_BLOCK_SIZE - 1) / CUDA_QUANTIZE_BLOCK_SIZE;
+    const dim3 num_blocks(block_num_x, ne1, ne2*ne3);
+    const dim3 block_size(CUDA_QUANTIZE_BLOCK_SIZE, 1, 1);
+    quantize_q8_1<<<num_blocks, block_size, 0, stream>>>(x, vy, ne00, s01, s02, s03, ne0, ne1, ne2);
+    GGML_UNUSED(type_src0);
+}
+
+void quantize_mmq_q8_1_cuda(
+        const float * x, const int32_t * ids, void * vy, const ggml_type type_src0,
+        const int64_t ne00, const int64_t s01, const int64_t s02, const int64_t s03,
+        const int64_t ne0, const int64_t ne1, const int64_t ne2, const int64_t ne3, cudaStream_t stream) {
+    GGML_ASSERT(ne00 % 4 == 0);
+    GGML_ASSERT(ne0 % (4*QK8_1) == 0);
+
+    const int64_t block_num_x = (ne0 + 4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ - 1) / (4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ);
+    const dim3 num_blocks(block_num_x, ne1, ne2*ne3);
+    const dim3 block_size(CUDA_QUANTIZE_BLOCK_SIZE_MMQ, 1, 1);
+    switch (mmq_get_q8_1_ds_layout(type_src0)) {
+        case MMQ_Q8_1_DS_LAYOUT_D4:
+            quantize_mmq_q8_1<MMQ_Q8_1_DS_LAYOUT_D4>
+                <<<num_blocks, block_size, 0, stream>>>(x, ids, vy, ne00, s01, s02, s03, ne0, ne1, ne2);
+            break;
+        case MMQ_Q8_1_DS_LAYOUT_DS4:
+            quantize_mmq_q8_1<MMQ_Q8_1_DS_LAYOUT_DS4>
+                <<<num_blocks, block_size, 0, stream>>>(x, ids, vy, ne00, s01, s02, s03, ne0, ne1, ne2);
+            break;
+        case MMQ_Q8_1_DS_LAYOUT_D2S6:
+            quantize_mmq_q8_1<MMQ_Q8_1_DS_LAYOUT_D2S6>
+                <<<num_blocks, block_size, 0, stream>>>(x, ids, vy, ne00, s01, s02, s03, ne0, ne1, ne2);
+            break;
+        default:
+            GGML_ABORT("fatal error");
+            break;
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/quantize.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/quantize.cuh
new file mode 100644
index 0000000..725ab52
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/quantize.cuh
@@ -0,0 +1,27 @@
+#pragma once
+
+#include "common.cuh"
+#include "mmq.cuh"
+
+#include <cstdint>
+
+#define CUDA_QUANTIZE_BLOCK_SIZE     256
+#define CUDA_QUANTIZE_BLOCK_SIZE_MMQ 128
+
+static_assert(MATRIX_ROW_PADDING %    CUDA_QUANTIZE_BLOCK_SIZE      == 0, "Risk of out-of-bounds access.");
+static_assert(MATRIX_ROW_PADDING % (4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ) == 0, "Risk of out-of-bounds access.");
+
+typedef void (*quantize_cuda_t)(
+        const float * x, const int32_t * ids, void * vy,
+        ggml_type type_src0, int64_t ne00, int64_t s01, int64_t s02, int64_t s03,
+        int64_t ne0, int64_t ne1, int64_t ne2, int64_t ne3, cudaStream_t stream);
+
+void quantize_row_q8_1_cuda(
+        const float * x, const int32_t * ids, void * vy,
+        ggml_type type_src0, int64_t ne00, int64_t s01, int64_t s02, int64_t s03,
+        int64_t ne0, int64_t ne1, int64_t ne2, int64_t ne3, cudaStream_t stream);
+
+void quantize_mmq_q8_1_cuda(
+        const float * x, const int32_t * ids, void * vy,
+        ggml_type type_src0, int64_t ne00, int64_t s01, int64_t s02, int64_t s03,
+        int64_t ne0, int64_t ne1, int64_t ne2, int64_t ne3, cudaStream_t stream);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/rope.cu b/ml/backend/ggml/ggml/src/ggml-cuda/rope.cu
new file mode 100644
index 0000000..18f691b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/rope.cu
@@ -0,0 +1,456 @@
+#include "rope.cuh"
+
+struct rope_corr_dims {
+    float v[2];
+};
+
+
+struct mrope_sections {
+    int v[4];
+};
+
+static __device__ float rope_yarn_ramp(const float low, const float high, const int i0) {
+    const float y = (i0 / 2 - low) / max(0.001f, high - low);
+    return 1.0f - min(1.0f, max(0.0f, y));
+}
+
+// YaRN algorithm based on LlamaYaRNScaledRotaryEmbedding.py from https://github.com/jquesnelle/yarn
+// MIT licensed. Copyright (c) 2023 Jeffrey Quesnelle and Bowen Peng.
+template<bool forward>
+static __device__ void rope_yarn(
+        const float theta_extrap, const float freq_scale, const rope_corr_dims corr_dims, const int64_t i0, const float ext_factor,
+        float mscale, float & cos_theta, float & sin_theta) {
+    // Get n-d rotational scaling corrected for extrapolation
+    float theta_interp = freq_scale * theta_extrap;
+    float theta = theta_interp;
+    if (ext_factor != 0.0f) {
+        float ramp_mix = rope_yarn_ramp(corr_dims.v[0], corr_dims.v[1], i0) * ext_factor;
+        theta = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix;
+
+        // Get n-d magnitude scaling corrected for interpolation
+        mscale *= 1.0f + 0.1f * logf(1.0f / freq_scale);
+    }
+    cos_theta = cosf(theta) * mscale;
+    sin_theta = sinf(theta) * mscale;
+    if (!forward) {
+        sin_theta *= -1.0f;
+    }
+}
+
+template<bool forward, bool has_ff, typename T>
+static __global__ void rope_norm(
+        const T * x, T * dst, const int ne0, const int ne1, const int s1, const int s2, const int n_dims,
+        const int32_t * pos, const float freq_scale, const float ext_factor, const float attn_factor,
+        const rope_corr_dims corr_dims, const float theta_scale, const float * freq_factors) {
+    const int i0 = 2*(blockDim.y*blockIdx.y + threadIdx.y);
+
+    if (i0 >= ne0) {
+        return;
+    }
+
+    const int row_dst = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i0 >= n_dims) {
+        const int i = row_dst*ne0 + i0;
+
+        dst[i + 0] = x[i + 0];
+        dst[i + 1] = x[i + 1];
+
+        return;
+    }
+
+    const int row_x     = row_dst % ne1;
+    const int channel_x = row_dst / ne1;
+
+    const int idst = row_dst*ne0 + i0;
+    const int ix   = channel_x*s2 + row_x*s1 + i0;
+
+    const float theta_base = pos[channel_x]*powf(theta_scale, i0/2.0f);
+
+    const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f;
+
+    float cos_theta;
+    float sin_theta;
+
+    rope_yarn<forward>(theta_base/freq_factor, freq_scale, corr_dims, i0, ext_factor, attn_factor, cos_theta, sin_theta);
+
+    const float x0 = x[ix + 0];
+    const float x1 = x[ix + 1];
+
+    dst[idst + 0] = x0*cos_theta - x1*sin_theta;
+    dst[idst + 1] = x0*sin_theta + x1*cos_theta;
+}
+
+template<bool forward, bool has_ff, typename T>
+static __global__ void rope_neox(
+        const T * x, T * dst, const int ne0, const int ne1, const int s1, const int s2, const int n_dims,
+        const int32_t * pos, const float freq_scale, const float ext_factor, const float attn_factor,
+        const rope_corr_dims corr_dims, const float theta_scale, const float * freq_factors) {
+    const int i0 = 2*(blockDim.y*blockIdx.y + threadIdx.y);
+
+    if (i0 >= ne0) {
+        return;
+    }
+
+    const int row_dst = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i0 >= n_dims) {
+        const int i = row_dst*ne0 + i0;
+
+        dst[i + 0] = x[i + 0];
+        dst[i + 1] = x[i + 1];
+
+        return;
+    }
+
+    const int row_x     = row_dst % ne1;
+    const int channel_x = row_dst / ne1;
+
+    const int idst = row_dst*ne0 + i0/2;
+    const int ix   = channel_x*s2 + row_x*s1 + i0/2;
+
+    const float theta_base = pos[channel_x]*powf(theta_scale, i0/2.0f);
+
+    const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f;
+
+    float cos_theta;
+    float sin_theta;
+
+    rope_yarn<forward>(theta_base/freq_factor, freq_scale, corr_dims, i0, ext_factor, attn_factor, cos_theta, sin_theta);
+
+    const float x0 = x[ix + 0];
+    const float x1 = x[ix + n_dims/2];
+
+    dst[idst + 0]        = x0*cos_theta - x1*sin_theta;
+    dst[idst + n_dims/2] = x0*sin_theta + x1*cos_theta;
+}
+
+template<bool forward, bool has_ff, typename T>
+static __global__ void rope_multi(
+        const T * x, T * dst, const int ne0, const int ne1, const int ne2, const int s1, const int s2,
+        const int n_dims, const int32_t * pos, const float freq_scale, const float ext_factor, const float attn_factor,
+        const rope_corr_dims corr_dims, const float theta_scale, const float * freq_factors, const mrope_sections sections) {
+    const int i0 = 2*(blockDim.y*blockIdx.y + threadIdx.y);
+
+    if (i0 >= ne0) {
+        return;
+    }
+
+    const int row_dst = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i0 >= n_dims) {
+        const int i = row_dst*ne0 + i0;
+
+        dst[i + 0] = x[i + 0];
+        dst[i + 1] = x[i + 1];
+
+        return;
+    }
+
+    const int row_x     = row_dst % ne1;
+    const int channel_x = row_dst / ne1;
+
+    const int idst = row_dst*ne0 + i0/2;
+    const int ix   = channel_x*s2 + row_x*s1 + i0/2;
+
+    const int sect_dims = sections.v[0] + sections.v[1] + sections.v[2] + sections.v[3];
+    const int sec_w = sections.v[1] + sections.v[0];
+    const int sector = (i0 / 2) % sect_dims;
+
+    float theta_base = 0.0;
+    if (sector < sections.v[0]) {
+        theta_base = pos[channel_x]*powf(theta_scale, i0/2.0f);
+    }
+    else if (sector >= sections.v[0] && sector < sec_w) {
+        theta_base = pos[channel_x + ne2 * 1]*powf(theta_scale, i0/2.0f);
+    }
+    else if (sector >= sec_w && sector < sec_w + sections.v[2]) {
+        theta_base = pos[channel_x + ne2 * 2]*powf(theta_scale, i0/2.0f);
+    }
+    else if (sector >= sec_w + sections.v[2]) {
+        theta_base = pos[channel_x + ne2 * 3]*powf(theta_scale, i0/2.0f);
+    }
+
+    const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f;
+
+    float cos_theta;
+    float sin_theta;
+
+    rope_yarn<forward>(theta_base/freq_factor, freq_scale, corr_dims, i0, ext_factor, attn_factor, cos_theta, sin_theta);
+
+    const float x0 = x[ix + 0];
+    const float x1 = x[ix + n_dims/2];
+
+    dst[idst + 0]        = x0*cos_theta - x1*sin_theta;
+    dst[idst + n_dims/2] = x0*sin_theta + x1*cos_theta;
+}
+
+template<bool forward, bool has_ff, typename T>
+static __global__ void rope_vision(
+        const T * x, T * dst, const int ne0, const int ne1, const int ne2, const int s1, const int s2, const int n_dims,
+        const int32_t * pos, const float freq_scale, const float ext_factor, const float attn_factor, const rope_corr_dims corr_dims,
+        const float theta_scale, const float * freq_factors, const mrope_sections sections) {
+    const int i0 = 2*(blockDim.y*blockIdx.y + threadIdx.y);
+
+    if (i0 >= ne0) {
+        return;
+    }
+
+    const int row_dst = blockDim.x*blockIdx.x + threadIdx.x;
+
+    const int row_x     = row_dst % ne1;
+    const int channel_x = row_dst / ne1;
+
+    const int idst = row_dst*ne0 + i0/2;
+    const int ix   = channel_x*s2 + row_x*s1 + i0/2;
+
+    const int sect_dims = sections.v[0] + sections.v[1];
+    const int sec_w = sections.v[1] + sections.v[0];
+    const int sector = (i0 / 2) % sect_dims;
+
+    float theta_base = 0.0;
+    if (sector < sections.v[0]) {
+        const int p = sector;
+        theta_base = pos[channel_x]*powf(theta_scale, p);
+    }
+    else if (sector >= sections.v[0] && sector < sec_w) {
+        const int p = sector - sections.v[0];
+        theta_base = pos[channel_x + ne2]*powf(theta_scale, p);
+    }
+
+    const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f;
+
+    float cos_theta;
+    float sin_theta;
+
+    rope_yarn<forward>(theta_base/freq_factor, freq_scale, corr_dims, i0, ext_factor, attn_factor, cos_theta, sin_theta);
+
+    const float x0 = x[ix + 0];
+    const float x1 = x[ix + n_dims];
+
+    dst[idst + 0]      = x0*cos_theta - x1*sin_theta;
+    dst[idst + n_dims] = x0*sin_theta + x1*cos_theta;
+}
+
+template<bool forward, typename T>
+static void rope_norm_cuda(
+        const T * x, T * dst, const int ne0, const int ne1, const int s1, const int s2, const int n_dims, const int nr,
+        const int32_t * pos, const float freq_scale, const float freq_base, const float ext_factor, const float attn_factor,
+        const rope_corr_dims corr_dims, const float * freq_factors, cudaStream_t stream) {
+    GGML_ASSERT(ne0 % 2 == 0);
+    const dim3 block_dims(1, CUDA_ROPE_BLOCK_SIZE, 1);
+    const int n_blocks_x = (ne0 + 2*CUDA_ROPE_BLOCK_SIZE - 1) / (2*CUDA_ROPE_BLOCK_SIZE);
+    const dim3 block_nums(nr, n_blocks_x, 1);
+
+    const float theta_scale = powf(freq_base, -2.0f/n_dims);
+
+    if (freq_factors == nullptr) {
+        rope_norm<forward, false><<<block_nums, block_dims, 0, stream>>>(
+            x, dst, ne0, ne1, s1, s2, n_dims, pos, freq_scale, ext_factor,
+            attn_factor, corr_dims, theta_scale, freq_factors);
+    } else {
+        rope_norm<forward, true><<<block_nums, block_dims, 0, stream>>>(
+            x, dst, ne0, ne1, s1, s2, n_dims, pos, freq_scale, ext_factor,
+            attn_factor, corr_dims, theta_scale, freq_factors);
+    }
+}
+
+template<bool forward, typename T>
+static void rope_neox_cuda(
+        const T * x, T * dst, const int ne0, const int ne1, const int s1, const int s2, const int n_dims, const int nr,
+        const int32_t * pos, const float freq_scale, const float freq_base, const float ext_factor, const float attn_factor,
+        const rope_corr_dims corr_dims, const float * freq_factors, cudaStream_t stream) {
+    GGML_ASSERT(ne0 % 2 == 0);
+    const dim3 block_dims(1, CUDA_ROPE_BLOCK_SIZE, 1);
+    const int n_blocks_x = (ne0 + 2*CUDA_ROPE_BLOCK_SIZE - 1) / (2*CUDA_ROPE_BLOCK_SIZE);
+    const dim3 block_nums(nr, n_blocks_x, 1);
+
+    const float theta_scale = powf(freq_base, -2.0f/n_dims);
+
+    if (freq_factors == nullptr) {
+        rope_neox<forward, false, T><<<block_nums, block_dims, 0, stream>>>(
+            x, dst, ne0, ne1, s1, s2, n_dims, pos, freq_scale, ext_factor,
+            attn_factor, corr_dims, theta_scale, freq_factors);
+    } else {
+        rope_neox<forward, true, T><<<block_nums, block_dims, 0, stream>>>(
+            x, dst, ne0, ne1, s1, s2, n_dims, pos, freq_scale, ext_factor,
+            attn_factor, corr_dims, theta_scale, freq_factors);
+    }
+}
+
+template<bool forward, typename T>
+static void rope_multi_cuda(
+        const T * x, T * dst, const int ne0, const int ne1, const int ne2, const int s1, const int s2, const int n_dims, const int nr,
+        const int32_t * pos, const float freq_scale, const float freq_base, const float ext_factor, const float attn_factor,
+        const rope_corr_dims corr_dims, const float * freq_factors, const mrope_sections sections, cudaStream_t stream) {
+    GGML_ASSERT(ne0 % 2 == 0);
+    const dim3 block_dims(1, CUDA_ROPE_BLOCK_SIZE, 1);
+    const int n_blocks_x = (ne0 + 2*CUDA_ROPE_BLOCK_SIZE - 1) / (2*CUDA_ROPE_BLOCK_SIZE);
+    const dim3 block_nums(nr, n_blocks_x, 1);
+
+    const float theta_scale = powf(freq_base, -2.0f/n_dims);
+
+    if (freq_factors == nullptr) {
+        rope_multi<forward, false, T><<<block_nums, block_dims, 0, stream>>>(
+            x, dst, ne0, ne1, ne2, s1, s2, n_dims, pos, freq_scale, ext_factor,
+            attn_factor, corr_dims, theta_scale, freq_factors, sections);
+    } else {
+        rope_multi<forward, true, T><<<block_nums, block_dims, 0, stream>>>(
+            x, dst, ne0, ne1, ne2, s1, s2, n_dims, pos, freq_scale, ext_factor,
+            attn_factor, corr_dims, theta_scale, freq_factors, sections);
+    }
+}
+
+template<bool forward, typename T>
+static void rope_vision_cuda(
+        const T * x, T * dst, const int ne0, const int ne1, const int ne2, const int s1, const int s2, const int n_dims, const int nr,
+        const int32_t * pos, const float freq_scale, const float freq_base, const float ext_factor, const float attn_factor,
+        const rope_corr_dims corr_dims, const float * freq_factors, const mrope_sections sections, cudaStream_t stream) {
+    GGML_ASSERT(ne0 % 2 == 0);
+    const dim3 block_dims(1, CUDA_ROPE_BLOCK_SIZE, 1);
+    const int n_blocks_x = (ne0 + 2*CUDA_ROPE_BLOCK_SIZE - 1) / (2*CUDA_ROPE_BLOCK_SIZE);
+    const dim3 block_nums(nr, n_blocks_x, 1);
+    // break down (head_dim, heads, seq) into (CUDA_ROPE_BLOCK_SIZE, x, heads * seq)
+    // where x ~= ceil(head_dim / CUDA_ROPE_BLOCK_SIZE);
+
+    const float theta_scale = powf(freq_base, -2.0f/n_dims);
+
+    if (freq_factors == nullptr) {
+        rope_vision<forward, false, T><<<block_nums, block_dims, 0, stream>>>(
+            x, dst, ne0, ne1, ne2, s1, s2, n_dims, pos, freq_scale, ext_factor,
+            attn_factor, corr_dims, theta_scale, freq_factors, sections);
+    } else {
+        rope_vision<forward, true, T><<<block_nums, block_dims, 0, stream>>>(
+            x, dst, ne0, ne1, ne2, s1, s2, n_dims, pos, freq_scale, ext_factor,
+            attn_factor, corr_dims, theta_scale, freq_factors, sections);
+    }
+}
+
+template <bool forward>
+void ggml_cuda_op_rope_impl(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+    const ggml_tensor * src2 = dst->src[2];
+
+    const float * src0_d = (const float *)src0->data;
+    const float * src1_d = (const float *)src1->data;
+
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32 ||  dst->type == GGML_TYPE_F16);
+    GGML_ASSERT(src0->type == dst->type);
+
+    const int64_t ne00 = src0->ne[0]; // head dims
+    const int64_t ne01 = src0->ne[1]; // num heads
+    const int64_t ne02 = src0->ne[2]; // num heads
+    const int64_t nr = ggml_nrows(src0);
+
+    const size_t s01 = src0->nb[1] / ggml_type_size(src0->type);
+    const size_t s02 = src0->nb[2] / ggml_type_size(src0->type);
+
+    //const int n_past     = ((int32_t *) dst->op_params)[0];
+    const int n_dims     = ((int32_t *) dst->op_params)[1];
+    const int mode       = ((int32_t *) dst->op_params)[2];
+    //const int n_ctx      = ((int32_t *) dst->op_params)[3];
+    const int n_ctx_orig = ((int32_t *) dst->op_params)[4];
+    mrope_sections sections;
+
+    // RoPE alteration for extended context
+    float freq_base;
+    float freq_scale;
+    float ext_factor;
+    float attn_factor;
+    float beta_fast;
+    float beta_slow;
+
+    memcpy(&freq_base,   (int32_t *) dst->op_params +  5, sizeof(float));
+    memcpy(&freq_scale,  (int32_t *) dst->op_params +  6, sizeof(float));
+    memcpy(&ext_factor,  (int32_t *) dst->op_params +  7, sizeof(float));
+    memcpy(&attn_factor, (int32_t *) dst->op_params +  8, sizeof(float));
+    memcpy(&beta_fast,   (int32_t *) dst->op_params +  9, sizeof(float));
+    memcpy(&beta_slow,   (int32_t *) dst->op_params + 10, sizeof(float));
+    memcpy(&sections.v,  (int32_t *) dst->op_params + 11, sizeof(int)*4);
+
+    const bool is_neox = mode & GGML_ROPE_TYPE_NEOX;
+    const bool is_mrope = mode & GGML_ROPE_TYPE_MROPE;
+    const bool is_vision = mode == GGML_ROPE_TYPE_VISION;
+
+    if (is_mrope) {
+        GGML_ASSERT(sections.v[0] > 0 || sections.v[1] > 0 || sections.v[2] > 0);
+    }
+
+    if (is_vision) {
+        GGML_ASSERT(n_dims == ne00/2);
+    }
+
+    const int32_t * pos = (const int32_t *) src1_d;
+
+    const float * freq_factors = nullptr;
+    if (src2 != nullptr) {
+        freq_factors = (const float *) src2->data;
+    }
+
+    rope_corr_dims corr_dims;
+    ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims.v);
+
+    // compute
+    if (is_neox) {
+        if (src0->type == GGML_TYPE_F32) {
+            rope_neox_cuda<forward>(
+                (const float *) src0_d, (float *) dst_d, ne00, ne01, s01, s02, n_dims, nr, pos, freq_scale,
+                freq_base, ext_factor, attn_factor, corr_dims, freq_factors, stream);
+        } else if (src0->type == GGML_TYPE_F16) {
+            rope_neox_cuda<forward>(
+                (const half *) src0_d, (half *) dst_d, ne00, ne01, s01, s02, n_dims, nr, pos, freq_scale,
+                freq_base, ext_factor, attn_factor, corr_dims, freq_factors, stream);
+        } else {
+            GGML_ABORT("fatal error");
+        }
+    } else if (is_mrope && !is_vision) {
+        if (src0->type == GGML_TYPE_F32) {
+            rope_multi_cuda<forward>(
+                (const float *) src0_d, (float *) dst_d, ne00, ne01, ne02, s01, s02, n_dims, nr, pos, freq_scale,
+                freq_base, ext_factor, attn_factor, corr_dims, freq_factors, sections, stream);
+        } else if (src0->type == GGML_TYPE_F16) {
+            rope_multi_cuda<forward>(
+                (const half *) src0_d, (half *) dst_d, ne00, ne01, ne02, s01, s02, n_dims, nr, pos, freq_scale,
+                freq_base, ext_factor, attn_factor, corr_dims, freq_factors, sections, stream);
+        } else {
+            GGML_ABORT("fatal error");
+        }
+    } else if (is_vision) {
+        if (src0->type == GGML_TYPE_F32) {
+            rope_vision_cuda<forward>(
+                (const float *) src0_d, (float *) dst_d, ne00, ne01, ne02, s01, s02, n_dims, nr, pos, freq_scale,
+                freq_base, ext_factor, attn_factor, corr_dims, freq_factors, sections, stream);
+        } else if (src0->type == GGML_TYPE_F16) {
+            rope_vision_cuda<forward>(
+                (const half *) src0_d, (half *) dst_d, ne00, ne01, ne02, s01, s02, n_dims, nr, pos, freq_scale,
+                freq_base, ext_factor, attn_factor, corr_dims, freq_factors, sections, stream);
+        } else {
+            GGML_ABORT("fatal error");
+        }
+    } else {
+        if (src0->type == GGML_TYPE_F32) {
+            rope_norm_cuda<forward>(
+                (const float *) src0_d, (float *) dst_d, ne00, ne01, s01, s02, n_dims, nr, pos, freq_scale,
+                freq_base, ext_factor, attn_factor, corr_dims, freq_factors, stream);
+        } else if (src0->type == GGML_TYPE_F16) {
+            rope_norm_cuda<forward>(
+                (const half *) src0_d, (half *) dst_d, ne00, ne01, s01, s02, n_dims, nr, pos, freq_scale,
+                freq_base, ext_factor, attn_factor, corr_dims, freq_factors, stream);
+        } else {
+            GGML_ABORT("fatal error");
+        }
+    }
+}
+
+void ggml_cuda_op_rope(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_rope_impl<true>(ctx, dst);
+}
+
+void ggml_cuda_op_rope_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_rope_impl<false>(ctx, dst);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/rope.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/rope.cuh
new file mode 100644
index 0000000..9139f3b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/rope.cuh
@@ -0,0 +1,7 @@
+#include "common.cuh"
+
+#define CUDA_ROPE_BLOCK_SIZE 256
+
+void ggml_cuda_op_rope(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_rope_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/scale.cu b/ml/backend/ggml/ggml/src/ggml-cuda/scale.cu
new file mode 100644
index 0000000..1405e06
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/scale.cu
@@ -0,0 +1,31 @@
+#include "scale.cuh"
+
+static __global__ void scale_f32(const float * x, float * dst, const float scale, const int k) {
+    const int i = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i >= k) {
+        return;
+    }
+
+    dst[i] = scale * x[i];
+}
+
+static void scale_f32_cuda(const float * x, float * dst, const float scale, const int k, cudaStream_t stream) {
+    const int num_blocks = (k + CUDA_SCALE_BLOCK_SIZE - 1) / CUDA_SCALE_BLOCK_SIZE;
+    scale_f32<<<num_blocks, CUDA_SCALE_BLOCK_SIZE, 0, stream>>>(x, dst, scale, k);
+}
+
+void ggml_cuda_op_scale(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    float scale;
+    memcpy(&scale, dst->op_params, sizeof(float));
+
+    scale_f32_cuda(src0_d, dst_d, scale, ggml_nelements(src0), stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/scale.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/scale.cuh
new file mode 100644
index 0000000..8ff75c8
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/scale.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_SCALE_BLOCK_SIZE 256
+
+void ggml_cuda_op_scale(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/softmax.cu b/ml/backend/ggml/ggml/src/ggml-cuda/softmax.cu
new file mode 100644
index 0000000..aac6e09
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/softmax.cu
@@ -0,0 +1,283 @@
+#include "common.cuh"
+#include "ggml.h"
+#include "softmax.cuh"
+#include <cstdint>
+
+template <typename T>
+static __device__ __forceinline__ float t2f32(T val) {
+    return (float) val;
+}
+
+template <>
+__device__ float __forceinline__ t2f32<half>(half val) {
+    return __half2float(val);
+}
+
+// When ncols_template == 0 the bounds for the loops in this function are not known and can't be unrolled.
+// As we want to keep pragma unroll for all other cases we supress the clang transformation warning here.
+#ifdef __clang__
+#pragma clang diagnostic push
+#pragma clang diagnostic ignored "-Wpass-failed"
+#endif // __clang__
+template <bool use_shared, int ncols_template, int block_size_template, typename T>
+static __global__ void soft_max_f32(
+        const float * x, const T * mask, float * dst, const int ncols_par, const int nrows_y,
+        const float scale, const float max_bias, const float m0, const float m1, uint32_t n_head_log2) {
+    const int ncols = ncols_template == 0 ? ncols_par : ncols_template;
+
+    const int tid  = threadIdx.x;
+    const int rowx = blockIdx.x;
+    const int rowy = rowx % nrows_y; // broadcast the mask in the row dimension
+
+    x    += int64_t(rowx)*ncols;
+    mask += int64_t(rowy)*ncols * (mask != nullptr);
+    dst  += int64_t(rowx)*ncols;
+
+    const int block_size = block_size_template == 0 ? blockDim.x : block_size_template;
+
+    const int warp_id = threadIdx.x / WARP_SIZE;
+    const int lane_id = threadIdx.x % WARP_SIZE;
+
+    const float slope = get_alibi_slope(max_bias, rowx/nrows_y, n_head_log2, m0, m1);
+
+    extern __shared__ float data_soft_max_f32[];
+    float * buf_iw = data_soft_max_f32; // shared memory buffer for inter-warp communication
+    // shared memory buffer to cache values between iterations:
+    float * vals = use_shared ? buf_iw + WARP_SIZE : dst;
+
+    float max_val = -INFINITY;
+
+#pragma unroll
+    for (int col0 = 0; col0 < ncols; col0 += block_size) {
+        const int col = col0 + tid;
+
+        if (ncols_template == 0 && col >= ncols) {
+            break;
+        }
+
+        const float val = x[col]*scale + (mask ? slope*t2f32(mask[col]) : 0.0f);
+
+        vals[col] = val;
+        max_val = max(max_val, val);
+    }
+
+    // find the max value in the block
+    max_val = warp_reduce_max(max_val);
+    if (block_size > WARP_SIZE) {
+        if (warp_id == 0) {
+            buf_iw[lane_id] = -INFINITY;
+        }
+        __syncthreads();
+
+        if (lane_id == 0) {
+            buf_iw[warp_id] = max_val;
+        }
+        __syncthreads();
+
+        max_val = buf_iw[lane_id];
+        max_val = warp_reduce_max(max_val);
+    }
+
+    float tmp = 0.0f; // partial sum
+
+#pragma unroll
+    for (int col0 = 0; col0 < ncols; col0 += block_size) {
+        const int col = col0 + tid;
+
+        if (ncols_template == 0 && col >= ncols) {
+            break;
+        }
+
+        const float val = expf(vals[col] - max_val);
+        tmp += val;
+        vals[col] = val;
+    }
+
+    // find the sum of exps in the block
+    tmp = warp_reduce_sum(tmp);
+    if (block_size > WARP_SIZE) {
+        __syncthreads();
+        if (warp_id == 0) {
+            buf_iw[lane_id] = 0.0f;
+        }
+        __syncthreads();
+
+        if (lane_id == 0) {
+            buf_iw[warp_id] = tmp;
+        }
+        __syncthreads();
+
+        tmp = buf_iw[lane_id];
+        tmp = warp_reduce_sum(tmp);
+    }
+
+    const float inv_sum = 1.0f / tmp;
+
+#pragma unroll
+    for (int col0 = 0; col0 < ncols; col0 += block_size) {
+        const int col = col0 + tid;
+
+        if (ncols_template == 0 && col >= ncols) {
+            return;
+        }
+
+        dst[col] = vals[col] * inv_sum;
+    }
+}
+#ifdef __clang__
+#pragma clang diagnostic pop
+#endif // __clang__
+
+static __global__ void soft_max_back_f32(
+        const float * grad, const float * dstf, float * dst, const int ncols, const float scale) {
+    const int tid  = threadIdx.x;
+    const int rowx = blockIdx.x;
+
+    grad += int64_t(rowx)*ncols;
+    dstf += int64_t(rowx)*ncols;
+    dst  += int64_t(rowx)*ncols;
+
+    float dgf_dot = 0.0f; // dot product of dst from forward pass and gradients
+
+    for (int col = tid; col < ncols; col += WARP_SIZE) {
+        dgf_dot += dstf[col]*grad[col];
+    }
+
+    dgf_dot = warp_reduce_sum(dgf_dot);
+
+    for (int col = tid; col < ncols; col += WARP_SIZE) {
+        dst[col] = scale * (grad[col] - dgf_dot) * dstf[col];
+    }
+}
+
+template<typename T>
+static void soft_max_f32_cuda(const float * x, const T * mask, float * dst, const int ncols_x, const int nrows_x, const int nrows_y, const float scale, const float max_bias, cudaStream_t stream) {
+    int nth = WARP_SIZE;
+    while (nth < ncols_x && nth < CUDA_SOFT_MAX_BLOCK_SIZE) nth *= 2;
+    const dim3 block_dims(nth,     1, 1);
+    const dim3 block_nums(nrows_x, 1, 1);
+    const size_t nbytes_shared = (GGML_PAD(ncols_x, WARP_SIZE) + WARP_SIZE)*sizeof(float);
+    static_assert(CUDA_SOFT_MAX_BLOCK_SIZE == 1024, "These values need to be adjusted.");
+
+    const uint32_t n_head      = nrows_x/nrows_y;
+    const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head));
+
+    const float m0 = powf(2.0f, -(max_bias       ) / n_head_log2);
+    const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2);
+
+    // FIXME: this limit could be raised by ~2-4x on Ampere or newer
+    if (nbytes_shared < ggml_cuda_info().devices[ggml_cuda_get_device()].smpb) {
+        switch (ncols_x) {
+            case 32:
+                soft_max_f32<true,   32,   32><<<block_nums, block_dims, nbytes_shared, stream>>>
+                    (x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+                break;
+            case 64:
+                soft_max_f32<true,   64,   64><<<block_nums, block_dims, nbytes_shared, stream>>>
+                    (x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+                break;
+            case 128:
+                soft_max_f32<true,  128,  128><<<block_nums, block_dims, nbytes_shared, stream>>>
+                    (x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+                break;
+            case 256:
+                soft_max_f32<true,  256,  256><<<block_nums, block_dims, nbytes_shared, stream>>>
+                    (x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+                break;
+            case 512:
+                soft_max_f32<true,  512,  512><<<block_nums, block_dims, nbytes_shared, stream>>>
+                    (x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+                break;
+            case 1024:
+                soft_max_f32<true, 1024, 1024><<<block_nums, block_dims, nbytes_shared, stream>>>
+                    (x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+                break;
+            case 2048:
+                soft_max_f32<true, 2048, 1024><<<block_nums, block_dims, nbytes_shared, stream>>>
+                    (x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+                break;
+            case 4096:
+                soft_max_f32<true, 4096, 1024><<<block_nums, block_dims, nbytes_shared, stream>>>
+                    (x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+                break;
+            default:
+                soft_max_f32<true,    0,    0><<<block_nums, block_dims, nbytes_shared, stream>>>
+                    (x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+                break;
+        }
+    } else {
+        const size_t nbytes_shared_low = WARP_SIZE*sizeof(float);
+        soft_max_f32<false, 0, 0><<<block_nums, block_dims, nbytes_shared_low, stream>>>(x, mask, dst, ncols_x, nrows_y, scale, max_bias, m0, m1, n_head_log2);
+    }
+}
+
+static void soft_max_back_f32_cuda(
+        const float * grad, const float * dstf, float * dst,
+        const int ncols, const int nrows, const float scale, cudaStream_t stream) {
+    const dim3 block_dims(WARP_SIZE, 1, 1);
+    const dim3 block_nums(nrows,     1, 1);
+
+    soft_max_back_f32<<<block_nums, block_dims, 0, stream>>>(grad, dstf, dst, ncols, scale);
+}
+
+void ggml_cuda_op_soft_max(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    const float * src0_d = (const float *) src0->data;
+    const void  * src1_d = src1 ? (const void *) src1->data : nullptr;
+    float       *  dst_d = (float *) dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    GGML_ASSERT(!src1 || src1->type == GGML_TYPE_F16 || src1->type == GGML_TYPE_F32); // src1 contains mask and it is optional
+
+    const int64_t ne00    = src0->ne[0];
+    const int64_t nrows_x = ggml_nrows(src0);
+    const int64_t nrows_y = src0->ne[1];
+
+    float scale    = 1.0f;
+    float max_bias = 0.0f;
+
+    memcpy(&scale,    (const float *) dst->op_params + 0, sizeof(float));
+    memcpy(&max_bias, (const float *) dst->op_params + 1, sizeof(float));
+
+    const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16);
+
+    if (use_f16) {
+        soft_max_f32_cuda(src0_d, (const half  *) src1_d, dst_d, ne00, nrows_x, nrows_y, scale, max_bias, stream);
+    } else {
+        soft_max_f32_cuda(src0_d, (const float *) src1_d, dst_d, ne00, nrows_x, nrows_y, scale, max_bias, stream);
+    }
+}
+
+void ggml_cuda_op_soft_max_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0]; // grad
+    const ggml_tensor * src1 = dst->src[1]; // forward pass output
+
+    const float * src0_d = (const float *) src0->data;
+    const float * src1_d = (const float *) src1->data;
+    float       * dst_d  = (float       *) dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(src1->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    const int64_t ncols = src0->ne[0];
+    const int64_t nrows = ggml_nrows(src0);
+
+    float scale    = 1.0f;
+    float max_bias = 0.0f;
+
+    memcpy(&scale,    (const float *) dst->op_params + 0, sizeof(float));
+    memcpy(&max_bias, (const float *) dst->op_params + 1, sizeof(float));
+
+    GGML_ASSERT(max_bias == 0.0f);
+
+    soft_max_back_f32_cuda(src0_d, src1_d, dst_d, ncols, nrows, scale, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/softmax.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/softmax.cuh
new file mode 100644
index 0000000..93dfee8
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/softmax.cuh
@@ -0,0 +1,7 @@
+#include "common.cuh"
+
+#define CUDA_SOFT_MAX_BLOCK_SIZE 1024
+
+void ggml_cuda_op_soft_max(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_soft_max_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/ssm-conv.cu b/ml/backend/ggml/ggml/src/ggml-cuda/ssm-conv.cu
new file mode 100644
index 0000000..f637571
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/ssm-conv.cu
@@ -0,0 +1,148 @@
+#include "ssm-conv.cuh"
+
+template <size_t split_d_inner, size_t d_conv>
+static __global__ void ssm_conv_f32(const float * __restrict__ src0, const float * __restrict__ src1,
+                                    const int src0_nb0, const int src0_nb1, const int src0_nb2, const int src1_nb1,
+                                    float * __restrict__ dst, const int dst_nb0, const int dst_nb1, const int dst_nb2,
+                                    const int64_t n_t) {
+    GGML_UNUSED(src0_nb0);
+    const int tid  = threadIdx.x;
+    const int bidx = blockIdx.x;
+    const int bidy = blockIdx.y;
+
+    const float * x_block = (const float *) ((const char *) src0 + bidx * src0_nb2 + bidy * split_d_inner * src0_nb1);
+    const float * w_block = (const float *) ((const char *) src1 + bidy * split_d_inner * src1_nb1);
+    float *       y_block = (float *) ((char *) dst + bidx * dst_nb2 + bidy * split_d_inner * dst_nb0);
+
+    const int stride_x = src0_nb1 / sizeof(float);
+    const int stride_w = src1_nb1 / sizeof(float);
+    const int stride_y = dst_nb1 / sizeof(float);
+
+    float x[d_conv] = { 0.0f };
+    float w[d_conv] = { 0.0f };
+
+#pragma unroll
+    for (size_t j = 0; j < d_conv; j++) {
+        w[j] = w_block[tid * stride_w + j];
+    }
+
+    for (int64_t i = 0; i < n_t; i++) {
+        float sumf = 0.0f;
+
+        if (i == 0) {
+            for (size_t j = 0; j < d_conv; j++) {
+                x[j] = x_block[tid * stride_x + j];
+            }
+        } else {
+            x[(i - 1) % d_conv] = x_block[tid * stride_x + i + d_conv - 1];
+        }
+
+#pragma unroll
+        for (size_t j = 0; j < d_conv; j++) {
+            sumf += x[(i + j) % d_conv] * w[j];
+        }
+        y_block[i * stride_y + tid] = sumf;
+    }
+}
+
+template <size_t split_d_inner, size_t d_conv, int64_t split_n_t>
+static __global__ void ssm_conv_long_token_f32(const float * __restrict__ src0, const float * __restrict__ src1,
+                                               const int src0_nb0, const int src0_nb1, const int src0_nb2,
+                                               const int src1_nb1, float * __restrict__ dst, const int dst_nb0,
+                                               const int dst_nb1, const int dst_nb2, const int64_t n_t) {
+    const int tid  = threadIdx.x;
+    const int bidx = blockIdx.x;
+    const int bidy = blockIdx.y;
+    const int bidz = blockIdx.z;
+
+    const float * x_block = (const float *) ((const char *) src0 + bidx * src0_nb2 + bidy * split_d_inner * src0_nb1 +
+                                             bidz * split_n_t * src0_nb0);
+    const float * w_block = (const float *) ((const char *) src1 + bidy * split_d_inner * src1_nb1);
+    float *       y_block =
+        (float *) ((char *) dst + bidx * dst_nb2 + bidz * split_n_t * dst_nb1 + bidy * split_d_inner * dst_nb0);
+
+    const int stride_x = src0_nb1 / sizeof(float);
+    const int stride_w = src1_nb1 / sizeof(float);
+    const int stride_y = dst_nb1 / sizeof(float);
+
+    float x[d_conv] = { 0.0f };
+    float w[d_conv] = { 0.0f };
+
+#pragma unroll
+    for (size_t j = 0; j < d_conv; j++) {
+        w[j] = w_block[tid * stride_w + j];
+    }
+
+#pragma unroll
+    for (int64_t i = 0; i < split_n_t; i++) {
+        if (bidz * split_n_t + i < n_t) {
+            float sumf = 0.0f;
+
+            if (i == 0) {
+                for (size_t j = 0; j < d_conv; j++) {
+                    x[j] = x_block[tid * stride_x + j];
+                }
+            } else {
+                x[(i - 1) % d_conv] = x_block[tid * stride_x + i + d_conv - 1];
+            }
+
+#pragma unroll
+            for (size_t j = 0; j < d_conv; j++) {
+                sumf += x[(i + j) % d_conv] * w[j];
+            }
+            y_block[i * stride_y + tid] = sumf;
+        }
+    }
+}
+
+static void ssm_conv_f32_cuda(const float * src0, const float * src1, const int src0_nb0, const int src0_nb1,
+                              const int src0_nb2, const int src1_nb1, float * dst, const int dst_nb0, const int dst_nb1,
+                              const int dst_nb2, const int64_t nc, const int64_t nr, const int64_t n_t,
+                              const int64_t n_s, cudaStream_t stream) {
+    const int threads = 128;
+    GGML_ASSERT(nr % threads == 0);
+
+    if (n_t <= 32) {
+        const dim3 blocks(n_s, (nr + threads - 1) / threads, 1);
+        if (nc == 4) {
+            ssm_conv_f32<threads, 4><<<blocks, threads, 0, stream>>>(src0, src1, src0_nb0, src0_nb1, src0_nb2, src1_nb1,
+                                                                     dst, dst_nb0, dst_nb1, dst_nb2, n_t);
+        } else {
+            GGML_ABORT("Only support kernel size = 4  now.");
+        }
+    } else {
+        if (nc == 4) {
+            const int64_t split_n_t = 32;
+            dim3          blocks(n_s, (nr + threads - 1) / threads, (n_t + split_n_t - 1) / split_n_t);
+            ssm_conv_long_token_f32<threads, 4, split_n_t><<<blocks, threads, 0, stream>>>(
+                src0, src1, src0_nb0, src0_nb1, src0_nb2, src1_nb1, dst, dst_nb0, dst_nb1, dst_nb2, n_t);
+        } else {
+            GGML_ABORT("Only support kernel size = 4 right now.");
+        }
+    }
+}
+
+void ggml_cuda_op_ssm_conv(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const struct ggml_tensor * src0 = dst->src[0];  // conv_x
+    const struct ggml_tensor * src1 = dst->src[1];  // conv1d.weight
+
+    const int64_t nc  = src1->ne[0];                // d_conv
+    const int64_t nr  = src0->ne[1];                // d_inner
+    const int64_t n_t = dst->ne[1];                 // tokens per sequence
+    const int64_t n_s = dst->ne[2];                 // number of sequences in the batch
+
+    GGML_ASSERT(dst->ne[0] == nr);
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+    GGML_ASSERT(src1->nb[0] == sizeof(float));
+    GGML_ASSERT(src0->nb[1] == src0->ne[0] * sizeof(float));
+
+    const float * src0_d = (const float *) src0->data;
+    const float * src1_d = (const float *) src1->data;
+    float *       dst_d  = (float *) dst->data;
+    cudaStream_t  stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+    ssm_conv_f32_cuda(src0_d, src1_d, src0->nb[0], src0->nb[1], src0->nb[2], src1->nb[1], dst_d, dst->nb[0], dst->nb[1],
+                      dst->nb[2], nc, nr, n_t, n_s, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/ssm-conv.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/ssm-conv.cuh
new file mode 100644
index 0000000..8e6c1f0
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/ssm-conv.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_op_ssm_conv(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/ssm-scan.cu b/ml/backend/ggml/ggml/src/ggml-cuda/ssm-scan.cu
new file mode 100644
index 0000000..37ee208
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/ssm-scan.cu
@@ -0,0 +1,153 @@
+#include "ssm-scan.cuh"
+
+template <size_t splitD, size_t N>
+__global__ void __launch_bounds__(splitD, 2)
+    ssm_scan_f32(const float * __restrict__ src0, const float * __restrict__ src1, const float * __restrict__ src2,
+                 const float * __restrict__ src3, const float * __restrict__ src4, const float * __restrict__ src5,
+                 const int src0_nb1, const int src0_nb2, const int src1_nb0, const int src1_nb1, const int src1_nb2,
+                 const int src1_nb3, const int src2_nb0, const int src2_nb1, const int src2_nb2, const int src3_nb1,
+                 const int src4_nb1, const int src4_nb2, const int src5_nb1, const int src5_nb2,
+                 float * __restrict__ dst, const int64_t L) {
+    GGML_UNUSED(src1_nb0);
+    GGML_UNUSED(src2_nb0);
+    const int bidx = blockIdx.x;  // split along B
+    const int bidy = blockIdx.y;  // split along D
+    const int tid  = threadIdx.x;
+    const int wid  = tid / 32;
+    const int wtid = tid % 32;
+
+    extern __shared__ float smem[];
+    const int               stride_sA  = N + 1;
+    const int               stride_ss0 = N + 1;
+    float *                 smem_A     = smem;
+    float *                 smem_s0    = smem_A + splitD * stride_sA;
+
+    const float * s0_block = (const float *) ((const char *) src0 + bidx * src0_nb2 + bidy * splitD * src0_nb1);
+    const float * x_block  = (const float *) ((const char *) src1 + (bidx * src1_nb2) + bidy * splitD * sizeof(float));
+    const float * dt_block = (const float *) ((const char *) src2 + (bidx * src2_nb2) + bidy * splitD * sizeof(float));
+    const float * A_block  = (const float *) ((const char *) src3 + bidy * splitD * src3_nb1);
+    const float * B_block  = (const float *) ((const char *) src4 + (bidx * src4_nb2));
+    const float * C_block  = (const float *) ((const char *) src5 + (bidx * src5_nb2));
+    float *       y_block  = (float *) ((char *) dst + (bidx * src1_nb2) + bidy * splitD * sizeof(float));
+    float *       s_block  = (float *) ((char *) dst + src1_nb3 + bidx * src0_nb2 + bidy * splitD * src0_nb1);
+
+    const int stride_s0 = src0_nb1 / sizeof(float);
+    const int stride_x  = src1_nb1 / sizeof(float);
+    const int stride_dt = src2_nb1 / sizeof(float);
+    const int stride_A  = src3_nb1 / sizeof(float);
+    const int stride_B  = src4_nb1 / sizeof(float);
+    const int stride_C  = src5_nb1 / sizeof(float);
+    const int stride_s  = stride_s0;
+    const int stride_y  = stride_x;
+
+    // can N not be 16? for example 32?
+    if (N == 16) {
+#pragma unroll
+        for (size_t i = 0; i < splitD / 4; i += 2) {
+            float value = A_block[(wid * warpSize + i) * stride_A + wtid];
+            // todo: bank conflict
+            // I am always confused with how to use the swizzling method to solve
+            // bank conflit. Hoping somebody can tell me.
+            smem_A[(wid * warpSize + i) * stride_sA + wtid + ((wtid / 16) > 0 ? 1 : 0)] = value;
+        }
+#pragma unroll
+        for (size_t i = 0; i < splitD / 4; i += 2) {
+            float value = s0_block[(wid * warpSize + i) * stride_s0 + wtid];
+            smem_s0[(wid * warpSize + i) * stride_ss0 + wtid + ((wtid / 16) > 0 ? 1 : 0)] = value;
+        }
+    }
+
+    __syncthreads();
+
+    for (int64_t i = 0; i < L; i++) {
+        float dt_soft_plus = dt_block[i * stride_dt + tid];
+        if (dt_soft_plus <= 20.0f) {
+            dt_soft_plus = log1pf(exp(dt_soft_plus));
+        }
+        float x_dt = x_block[i * stride_x + tid] * dt_soft_plus;
+        float sumf = 0.0f;
+#pragma unroll
+        for (size_t j = 0; j < N; j++) {
+            float state = (smem_s0[tid * stride_ss0 + j] * expf(dt_soft_plus * smem_A[tid * stride_sA + j])) +
+                          (B_block[i * stride_B + j] * x_dt);
+            sumf += state * C_block[i * stride_C + j];
+            if (i == L - 1) {
+                s_block[tid * stride_s + j] = state;
+            } else {
+                smem_s0[tid * stride_ss0 + j] = state;
+            }
+        }
+        __syncthreads();
+        y_block[i * stride_y + tid] = sumf;
+    }
+}
+
+static void ssm_scan_f32_cuda(const float * src0, const float * src1, const float * src2, const float * src3,
+                              const float * src4, const float * src5, const int src0_nb1, const int src0_nb2,
+                              const int src1_nb0, const int src1_nb1, const int src1_nb2, const int src1_nb3,
+                              const int src2_nb0, const int src2_nb1, const int src2_nb2, const int src3_nb1,
+                              const int src4_nb1, const int src4_nb2, const int src5_nb1, const int src5_nb2,
+                              float * dst, const int64_t N, const int64_t D, const int64_t L, const int64_t B,
+                              cudaStream_t stream) {
+    const int threads = 128;
+    // todo: consider D cannot be divided,does this situation exist?
+    GGML_ASSERT(D % threads == 0);
+    const dim3 blocks(B, (D + threads - 1) / threads, 1);
+    const int  smem_size = (threads * (N + 1) * 2) * sizeof(float);
+    if (N == 16) {
+        ssm_scan_f32<128, 16><<<blocks, threads, smem_size, stream>>>(
+            src0, src1, src2, src3, src4, src5, src0_nb1, src0_nb2, src1_nb0, src1_nb1, src1_nb2, src1_nb3, src2_nb0,
+            src2_nb1, src2_nb2, src3_nb1, src4_nb1, src4_nb2, src5_nb1, src5_nb2, dst, L);
+    } else {
+        GGML_ABORT("doesn't support N!=16.");
+    }
+}
+
+void ggml_cuda_op_ssm_scan(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const struct ggml_tensor * src0 = dst->src[0];  // s
+    const struct ggml_tensor * src1 = dst->src[1];  // x
+    const struct ggml_tensor * src2 = dst->src[2];  // dt
+    const struct ggml_tensor * src3 = dst->src[3];  // A
+    const struct ggml_tensor * src4 = dst->src[4];  // B
+    const struct ggml_tensor * src5 = dst->src[5];  // C
+
+    //   const int64_t d_state = src0->ne[0];
+    //   const int64_t d_inner = src0->ne[1];
+    //   const int64_t l = src1->ne[1];
+    //   const int64_t b = src0->ne[2];
+
+    const int64_t nc  = src0->ne[0];  // d_state
+    const int64_t nr  = src0->ne[1];  // d_inner
+    const int64_t n_t = src1->ne[1];  // number of tokens per sequence
+    const int64_t n_s = src0->ne[2];  // number of sequences in the batch
+
+    GGML_ASSERT(ggml_nelements(src1) + ggml_nelements(src0) == ggml_nelements(dst));
+    GGML_ASSERT(src0->nb[0] == sizeof(float));
+    GGML_ASSERT(src1->nb[0] == sizeof(float));
+    GGML_ASSERT(src2->nb[0] == sizeof(float));
+    GGML_ASSERT(src3->nb[0] == sizeof(float));
+    GGML_ASSERT(src4->nb[0] == sizeof(float));
+    GGML_ASSERT(src5->nb[0] == sizeof(float));
+    // required for the dot product between s and C
+    GGML_ASSERT(src0->nb[1] == src0->ne[0] * sizeof(float));
+    // required for per-sequence offsets for states
+    GGML_ASSERT(src0->nb[2] == src0->ne[0] * src0->ne[1] * sizeof(float));
+    // required to get correct offset for state destination (i.e. src1->nb[3])
+    GGML_ASSERT(src1->nb[3] == src1->ne[0] * src1->ne[1] * src1->ne[2] * sizeof(float));
+
+    const float * src0_d = (const float *) src0->data;
+    const float * src1_d = (const float *) src1->data;
+    const float * src2_d = (const float *) src2->data;
+    const float * src3_d = (const float *) src3->data;
+    const float * src4_d = (const float *) src4->data;
+    const float * src5_d = (const float *) src5->data;
+    float *       dst_d  = (float *) dst->data;
+    cudaStream_t  stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+    ssm_scan_f32_cuda(src0_d, src1_d, src2_d, src3_d, src4_d, src5_d, src0->nb[1], src0->nb[2], src1->nb[0],
+                      src1->nb[1], src1->nb[2], src1->nb[3], src2->nb[0], src2->nb[1], src2->nb[2], src3->nb[1],
+                      src4->nb[1], src4->nb[2], src5->nb[1], src5->nb[2], dst_d, nc, nr, n_t, n_s, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/ssm-scan.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/ssm-scan.cuh
new file mode 100644
index 0000000..ee078f5
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/ssm-scan.cuh
@@ -0,0 +1,3 @@
+#include "common.cuh"
+
+void ggml_cuda_op_ssm_scan(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/sum.cu b/ml/backend/ggml/ggml/src/ggml-cuda/sum.cu
new file mode 100644
index 0000000..eb3d7cd
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/sum.cu
@@ -0,0 +1,45 @@
+#if !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) && CUDART_VERSION >= 11070
+#define USE_CUB
+#endif // !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) && CUDART_VERSION >= 11070
+
+#ifdef USE_CUB
+#include <cub/cub.cuh>
+using namespace cub;
+#endif // USE_CUB
+
+#include "sumrows.cuh"
+#include "sum.cuh"
+
+#include <cstdint>
+
+void sum_f32_cuda(ggml_cuda_pool & pool, const float * x, float * dst, const int64_t ne, cudaStream_t stream) {
+#ifdef USE_CUB
+    size_t tmp_size = 0;
+    DeviceReduce::Sum(nullptr,       tmp_size, x, dst, ne, stream);
+    ggml_cuda_pool_alloc<uint8_t> tmp_alloc(pool, tmp_size);
+    DeviceReduce::Sum(tmp_alloc.ptr, tmp_size, x, dst, ne, stream);
+#else
+    // Use (inefficient) sum_rows implementation as a fallback.
+    // For AMD there is rocPRIM which could be used as a drop-in replacement via hipcub but this would require C++11 -> C++14.
+    sum_rows_f32_cuda(x, dst, ne, 1, stream);
+    GGML_UNUSED(pool);
+#endif // USE_CUB
+}
+
+void ggml_cuda_op_sum(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+    GGML_ASSERT(ggml_is_contiguously_allocated(src0));
+
+    const float * src0_d = (const float *) src0->data;
+    float * dst_d = (float *) dst->data;
+
+    const int64_t ne = ggml_nelements(src0);
+
+    ggml_cuda_pool & pool = ctx.pool();
+    cudaStream_t stream = ctx.stream();
+
+    sum_f32_cuda(pool, src0_d, dst_d, ne, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/sum.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/sum.cuh
new file mode 100644
index 0000000..8cadc37
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/sum.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+void sum_f32_cuda(ggml_cuda_pool & pool, const float * x, float * dst, const int64_t ne, cudaStream_t stream);
+
+void ggml_cuda_op_sum(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/sumrows.cu b/ml/backend/ggml/ggml/src/ggml-cuda/sumrows.cu
new file mode 100644
index 0000000..38dbf1b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/sumrows.cu
@@ -0,0 +1,39 @@
+#include "sumrows.cuh"
+
+static __global__ void k_sum_rows_f32(const float * x, float * dst, const int ncols) {
+    const int row = blockIdx.x;
+    const int col = threadIdx.x;
+
+    float sum = 0.0f;
+    for (int i = col; i < ncols; i += blockDim.x) {
+        sum += x[row * ncols + i];
+    }
+
+    sum = warp_reduce_sum(sum);
+
+    if (col == 0) {
+        dst[row] = sum;
+    }
+}
+
+void sum_rows_f32_cuda(const float * x, float * dst, const int ncols, const int nrows, cudaStream_t stream) {
+    const dim3 block_dims(WARP_SIZE, 1, 1);
+    const dim3 block_nums(nrows, 1, 1);
+    k_sum_rows_f32<<<block_nums, block_dims, 0, stream>>>(x, dst, ncols);
+}
+
+void ggml_cuda_op_sum_rows(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+    GGML_ASSERT(ggml_is_contiguous(src0));
+
+    const int64_t ncols = src0->ne[0];
+    const int64_t nrows = ggml_nrows(src0);
+
+    sum_rows_f32_cuda(src0_d, dst_d, ncols, nrows, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/sumrows.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/sumrows.cuh
new file mode 100644
index 0000000..191db1c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/sumrows.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+void sum_rows_f32_cuda(const float * x, float * dst, const int ncols, const int nrows, cudaStream_t stream);
+
+void ggml_cuda_op_sum_rows(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_16.cu
new file mode 100644
index 0000000..fb26abe
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(576, 512, 1, 16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_8.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_8.cu
new file mode 100644
index 0000000..dc16829
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_8.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 1, 8);
+DECL_FATTN_MMA_F16_CASE(80, 80, 1, 8);
+DECL_FATTN_MMA_F16_CASE(96, 96, 1, 8);
+DECL_FATTN_MMA_F16_CASE(112, 112, 1, 8);
+DECL_FATTN_MMA_F16_CASE(128, 128, 1, 8);
+DECL_FATTN_MMA_F16_CASE(256, 256, 1, 8);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_1.cu
new file mode 100644
index 0000000..9d3cfd8
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_1.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 16, 1);
+DECL_FATTN_MMA_F16_CASE(80, 80, 16, 1);
+DECL_FATTN_MMA_F16_CASE(96, 96, 16, 1);
+DECL_FATTN_MMA_F16_CASE(112, 112, 16, 1);
+DECL_FATTN_MMA_F16_CASE(128, 128, 16, 1);
+DECL_FATTN_MMA_F16_CASE(256, 256, 16, 1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_2.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_2.cu
new file mode 100644
index 0000000..2e1883a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_2.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 16, 2);
+DECL_FATTN_MMA_F16_CASE(80, 80, 16, 2);
+DECL_FATTN_MMA_F16_CASE(96, 96, 16, 2);
+DECL_FATTN_MMA_F16_CASE(112, 112, 16, 2);
+DECL_FATTN_MMA_F16_CASE(128, 128, 16, 2);
+DECL_FATTN_MMA_F16_CASE(256, 256, 16, 2);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_4.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_4.cu
new file mode 100644
index 0000000..2074e95
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_4.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 16, 4);
+DECL_FATTN_MMA_F16_CASE(80, 80, 16, 4);
+DECL_FATTN_MMA_F16_CASE(96, 96, 16, 4);
+DECL_FATTN_MMA_F16_CASE(112, 112, 16, 4);
+DECL_FATTN_MMA_F16_CASE(128, 128, 16, 4);
+DECL_FATTN_MMA_F16_CASE(256, 256, 16, 4);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_16.cu
new file mode 100644
index 0000000..f011a20
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(576, 512, 2, 16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_4.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_4.cu
new file mode 100644
index 0000000..24c64cf
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_4.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 2, 4);
+DECL_FATTN_MMA_F16_CASE(80, 80, 2, 4);
+DECL_FATTN_MMA_F16_CASE(96, 96, 2, 4);
+DECL_FATTN_MMA_F16_CASE(112, 112, 2, 4);
+DECL_FATTN_MMA_F16_CASE(128, 128, 2, 4);
+DECL_FATTN_MMA_F16_CASE(256, 256, 2, 4);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_8.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_8.cu
new file mode 100644
index 0000000..163b1d9
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_8.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 2, 8);
+DECL_FATTN_MMA_F16_CASE(80, 80, 2, 8);
+DECL_FATTN_MMA_F16_CASE(96, 96, 2, 8);
+DECL_FATTN_MMA_F16_CASE(112, 112, 2, 8);
+DECL_FATTN_MMA_F16_CASE(128, 128, 2, 8);
+DECL_FATTN_MMA_F16_CASE(256, 256, 2, 8);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_32-ncols2_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_32-ncols2_1.cu
new file mode 100644
index 0000000..0543532
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_32-ncols2_1.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 32, 1);
+DECL_FATTN_MMA_F16_CASE(80, 80, 32, 1);
+DECL_FATTN_MMA_F16_CASE(96, 96, 32, 1);
+DECL_FATTN_MMA_F16_CASE(112, 112, 32, 1);
+DECL_FATTN_MMA_F16_CASE(128, 128, 32, 1);
+DECL_FATTN_MMA_F16_CASE(256, 256, 32, 1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_32-ncols2_2.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_32-ncols2_2.cu
new file mode 100644
index 0000000..407b6cf
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_32-ncols2_2.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 32, 2);
+DECL_FATTN_MMA_F16_CASE(80, 80, 32, 2);
+DECL_FATTN_MMA_F16_CASE(96, 96, 32, 2);
+DECL_FATTN_MMA_F16_CASE(112, 112, 32, 2);
+DECL_FATTN_MMA_F16_CASE(128, 128, 32, 2);
+DECL_FATTN_MMA_F16_CASE(256, 256, 32, 2);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_16.cu
new file mode 100644
index 0000000..f5fd0e2
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(576, 512, 4, 16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_2.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_2.cu
new file mode 100644
index 0000000..5e46685
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_2.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 4, 2);
+DECL_FATTN_MMA_F16_CASE(80, 80, 4, 2);
+DECL_FATTN_MMA_F16_CASE(96, 96, 4, 2);
+DECL_FATTN_MMA_F16_CASE(112, 112, 4, 2);
+DECL_FATTN_MMA_F16_CASE(128, 128, 4, 2);
+DECL_FATTN_MMA_F16_CASE(256, 256, 4, 2);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_4.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_4.cu
new file mode 100644
index 0000000..1ada657
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_4.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 4, 4);
+DECL_FATTN_MMA_F16_CASE(80, 80, 4, 4);
+DECL_FATTN_MMA_F16_CASE(96, 96, 4, 4);
+DECL_FATTN_MMA_F16_CASE(112, 112, 4, 4);
+DECL_FATTN_MMA_F16_CASE(128, 128, 4, 4);
+DECL_FATTN_MMA_F16_CASE(256, 256, 4, 4);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_8.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_8.cu
new file mode 100644
index 0000000..bad296b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_8.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 4, 8);
+DECL_FATTN_MMA_F16_CASE(80, 80, 4, 8);
+DECL_FATTN_MMA_F16_CASE(96, 96, 4, 8);
+DECL_FATTN_MMA_F16_CASE(112, 112, 4, 8);
+DECL_FATTN_MMA_F16_CASE(128, 128, 4, 8);
+DECL_FATTN_MMA_F16_CASE(256, 256, 4, 8);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_64-ncols2_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_64-ncols2_1.cu
new file mode 100644
index 0000000..0d7a9c7
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_64-ncols2_1.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 64, 1);
+DECL_FATTN_MMA_F16_CASE(80, 80, 64, 1);
+DECL_FATTN_MMA_F16_CASE(96, 96, 64, 1);
+DECL_FATTN_MMA_F16_CASE(112, 112, 64, 1);
+DECL_FATTN_MMA_F16_CASE(128, 128, 64, 1);
+DECL_FATTN_MMA_F16_CASE(256, 256, 64, 1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_1.cu
new file mode 100644
index 0000000..9d5a997
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_1.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 8, 1);
+DECL_FATTN_MMA_F16_CASE(80, 80, 8, 1);
+DECL_FATTN_MMA_F16_CASE(96, 96, 8, 1);
+DECL_FATTN_MMA_F16_CASE(112, 112, 8, 1);
+DECL_FATTN_MMA_F16_CASE(128, 128, 8, 1);
+DECL_FATTN_MMA_F16_CASE(256, 256, 8, 1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_2.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_2.cu
new file mode 100644
index 0000000..a6e6f09
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_2.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 8, 2);
+DECL_FATTN_MMA_F16_CASE(80, 80, 8, 2);
+DECL_FATTN_MMA_F16_CASE(96, 96, 8, 2);
+DECL_FATTN_MMA_F16_CASE(112, 112, 8, 2);
+DECL_FATTN_MMA_F16_CASE(128, 128, 8, 2);
+DECL_FATTN_MMA_F16_CASE(256, 256, 8, 2);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_4.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_4.cu
new file mode 100644
index 0000000..86d4ffa
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_4.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 8, 4);
+DECL_FATTN_MMA_F16_CASE(80, 80, 8, 4);
+DECL_FATTN_MMA_F16_CASE(96, 96, 8, 4);
+DECL_FATTN_MMA_F16_CASE(112, 112, 8, 4);
+DECL_FATTN_MMA_F16_CASE(128, 128, 8, 4);
+DECL_FATTN_MMA_F16_CASE(256, 256, 8, 4);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_8.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_8.cu
new file mode 100644
index 0000000..680a13c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_8.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-mma-f16.cuh"
+
+DECL_FATTN_MMA_F16_CASE(64, 64, 8, 8);
+DECL_FATTN_MMA_F16_CASE(80, 80, 8, 8);
+DECL_FATTN_MMA_F16_CASE(96, 96, 8, 8);
+DECL_FATTN_MMA_F16_CASE(112, 112, 8, 8);
+DECL_FATTN_MMA_F16_CASE(128, 128, 8, 8);
+DECL_FATTN_MMA_F16_CASE(256, 256, 8, 8);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-f16.cu
new file mode 100644
index 0000000..6696a23
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q4_0.cu
new file mode 100644
index 0000000..dd070db
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q4_1.cu
new file mode 100644
index 0000000..54dcde6
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q5_0.cu
new file mode 100644
index 0000000..4ec22f7
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q5_1.cu
new file mode 100644
index 0000000..3c15bf7
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q8_0.cu
new file mode 100644
index 0000000..7e61b5f
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-f16-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-f16.cu
new file mode 100644
index 0000000..fdb15b5
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q4_0.cu
new file mode 100644
index 0000000..0f7c417
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q4_1.cu
new file mode 100644
index 0000000..851f33c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q5_0.cu
new file mode 100644
index 0000000..763809c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q5_1.cu
new file mode 100644
index 0000000..f2a276e
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q8_0.cu
new file mode 100644
index 0000000..cb227f6
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_0-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-f16.cu
new file mode 100644
index 0000000..97ac052
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q4_0.cu
new file mode 100644
index 0000000..c772b42
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q4_1.cu
new file mode 100644
index 0000000..5cb7430
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q5_0.cu
new file mode 100644
index 0000000..98a709d
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q5_1.cu
new file mode 100644
index 0000000..4f2f947
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q8_0.cu
new file mode 100644
index 0000000..11f96b6
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q4_1-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-f16.cu
new file mode 100644
index 0000000..b39bdc0
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q4_0.cu
new file mode 100644
index 0000000..bbd6a2c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q4_1.cu
new file mode 100644
index 0000000..9d84ff2
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q5_0.cu
new file mode 100644
index 0000000..bc8a5bf
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q5_1.cu
new file mode 100644
index 0000000..a679100
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q8_0.cu
new file mode 100644
index 0000000..8f21bcc
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_0-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-f16.cu
new file mode 100644
index 0000000..858b00f
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q4_0.cu
new file mode 100644
index 0000000..0fc8011
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q4_1.cu
new file mode 100644
index 0000000..261fdf6
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q5_0.cu
new file mode 100644
index 0000000..0fb8247
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q5_1.cu
new file mode 100644
index 0000000..a9d9d08
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q8_0.cu
new file mode 100644
index 0000000..7d7b279
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q5_1-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-f16.cu
new file mode 100644
index 0000000..a092ee2
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q4_0.cu
new file mode 100644
index 0000000..db55927
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q4_1.cu
new file mode 100644
index 0000000..c3c21ce
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q5_0.cu
new file mode 100644
index 0000000..35dd9f5
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q5_1.cu
new file mode 100644
index 0000000..050c22a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q8_0.cu
new file mode 100644
index 0000000..de4866c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs128-q8_0-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs256-f16-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs256-f16-f16.cu
new file mode 100644
index 0000000..57a10bc
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs256-f16-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(256, GGML_TYPE_F16, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-f16.cu
new file mode 100644
index 0000000..e0f08b4
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(64, GGML_TYPE_F16, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q4_0.cu
new file mode 100644
index 0000000..1c8e8a4
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q4_1.cu
new file mode 100644
index 0000000..cefed83
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q5_0.cu
new file mode 100644
index 0000000..aede6e3
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q5_1.cu
new file mode 100644
index 0000000..1a1a92c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q8_0.cu
new file mode 100644
index 0000000..ad66747
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f16-instance-hs64-f16-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f16.cuh"
+
+DECL_FATTN_VEC_F16_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-f16.cu
new file mode 100644
index 0000000..c499f45
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q4_0.cu
new file mode 100644
index 0000000..8286ebf
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q4_1.cu
new file mode 100644
index 0000000..4587868
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q5_0.cu
new file mode 100644
index 0000000..d89103c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q5_1.cu
new file mode 100644
index 0000000..bb75fd4
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q8_0.cu
new file mode 100644
index 0000000..b162981
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-f16-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-f16.cu
new file mode 100644
index 0000000..d865760
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q4_0.cu
new file mode 100644
index 0000000..2e5bd2f
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q4_1.cu
new file mode 100644
index 0000000..be5f302
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q5_0.cu
new file mode 100644
index 0000000..8dd91cd
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q5_1.cu
new file mode 100644
index 0000000..4cb7915
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q8_0.cu
new file mode 100644
index 0000000..09dea42
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_0-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-f16.cu
new file mode 100644
index 0000000..0fbb607
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q4_0.cu
new file mode 100644
index 0000000..2aeab83
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q4_1.cu
new file mode 100644
index 0000000..599415b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q5_0.cu
new file mode 100644
index 0000000..e4f8e30
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q5_1.cu
new file mode 100644
index 0000000..34d1665
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q8_0.cu
new file mode 100644
index 0000000..4bebef4
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q4_1-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-f16.cu
new file mode 100644
index 0000000..326468d
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q4_0.cu
new file mode 100644
index 0000000..511b58f
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q4_1.cu
new file mode 100644
index 0000000..d9906d1
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q5_0.cu
new file mode 100644
index 0000000..f61c183
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q5_1.cu
new file mode 100644
index 0000000..c10450f
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q8_0.cu
new file mode 100644
index 0000000..2d5cb19
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_0-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-f16.cu
new file mode 100644
index 0000000..b384f34
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q4_0.cu
new file mode 100644
index 0000000..446e293
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q4_1.cu
new file mode 100644
index 0000000..6f43029
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q5_0.cu
new file mode 100644
index 0000000..1cd8ba8
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q5_1.cu
new file mode 100644
index 0000000..1ee2eab
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q8_0.cu
new file mode 100644
index 0000000..2bc7781
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q5_1-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-f16.cu
new file mode 100644
index 0000000..d55ced0
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q4_0.cu
new file mode 100644
index 0000000..8361e99
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q4_1.cu
new file mode 100644
index 0000000..7507a67
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q5_0.cu
new file mode 100644
index 0000000..61f050b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q5_1.cu
new file mode 100644
index 0000000..d4a49d9
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q8_0.cu
new file mode 100644
index 0000000..d146278
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs128-q8_0-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs256-f16-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs256-f16-f16.cu
new file mode 100644
index 0000000..e73f917
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs256-f16-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(256, GGML_TYPE_F16, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-f16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-f16.cu
new file mode 100644
index 0000000..d40825d
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-f16.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(64, GGML_TYPE_F16, GGML_TYPE_F16);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q4_0.cu
new file mode 100644
index 0000000..b5c6869
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q4_1.cu
new file mode 100644
index 0000000..4e21b0c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q5_0.cu
new file mode 100644
index 0000000..2eac321
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q5_1.cu
new file mode 100644
index 0000000..f7d2c3b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q8_0.cu
new file mode 100644
index 0000000..a013f40
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-vec-f32-instance-hs64-f16-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-vec-f32.cuh"
+
+DECL_FATTN_VEC_F32_CASE(64, GGML_TYPE_F16, GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqfloat-cpb16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqfloat-cpb16.cu
new file mode 100644
index 0000000..2d94e65
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqfloat-cpb16.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-wmma-f16.cuh"
+
+DECL_FATTN_WMMA_F16_CASE(64, 16, float);
+DECL_FATTN_WMMA_F16_CASE(80, 16, float);
+DECL_FATTN_WMMA_F16_CASE(96, 16, float);
+DECL_FATTN_WMMA_F16_CASE(112, 16, float);
+DECL_FATTN_WMMA_F16_CASE(128, 16, float);
+DECL_FATTN_WMMA_F16_CASE(256, 16, float);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqfloat-cpb32.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqfloat-cpb32.cu
new file mode 100644
index 0000000..c3d9df3
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqfloat-cpb32.cu
@@ -0,0 +1,9 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-wmma-f16.cuh"
+
+DECL_FATTN_WMMA_F16_CASE(64, 32, float);
+DECL_FATTN_WMMA_F16_CASE(80, 32, float);
+DECL_FATTN_WMMA_F16_CASE(96, 32, float);
+DECL_FATTN_WMMA_F16_CASE(112, 32, float);
+DECL_FATTN_WMMA_F16_CASE(128, 32, float);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqhalf-cpb16.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqhalf-cpb16.cu
new file mode 100644
index 0000000..bb680e4
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqhalf-cpb16.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-wmma-f16.cuh"
+
+DECL_FATTN_WMMA_F16_CASE(64, 16, half);
+DECL_FATTN_WMMA_F16_CASE(80, 16, half);
+DECL_FATTN_WMMA_F16_CASE(96, 16, half);
+DECL_FATTN_WMMA_F16_CASE(112, 16, half);
+DECL_FATTN_WMMA_F16_CASE(128, 16, half);
+DECL_FATTN_WMMA_F16_CASE(256, 16, half);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqhalf-cpb32.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqhalf-cpb32.cu
new file mode 100644
index 0000000..073f71b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqhalf-cpb32.cu
@@ -0,0 +1,10 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-wmma-f16.cuh"
+
+DECL_FATTN_WMMA_F16_CASE(64, 32, half);
+DECL_FATTN_WMMA_F16_CASE(80, 32, half);
+DECL_FATTN_WMMA_F16_CASE(96, 32, half);
+DECL_FATTN_WMMA_F16_CASE(112, 32, half);
+DECL_FATTN_WMMA_F16_CASE(128, 32, half);
+DECL_FATTN_WMMA_F16_CASE(256, 32, half);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqhalf-cpb8.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqhalf-cpb8.cu
new file mode 100644
index 0000000..d30710c
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/fattn-wmma-f16-instance-kqhalf-cpb8.cu
@@ -0,0 +1,8 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../fattn-wmma-f16.cuh"
+
+DECL_FATTN_WMMA_F16_CASE(64, 8, half);
+DECL_FATTN_WMMA_F16_CASE(96, 8, half);
+DECL_FATTN_WMMA_F16_CASE(128, 8, half);
+DECL_FATTN_WMMA_F16_CASE(256, 8, half);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq1_s.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq1_s.cu
new file mode 100644
index 0000000..84ec850
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq1_s.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_IQ1_S);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq2_s.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq2_s.cu
new file mode 100644
index 0000000..583c4e5
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq2_s.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_IQ2_S);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq2_xs.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq2_xs.cu
new file mode 100644
index 0000000..edaf156
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq2_xs.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_IQ2_XS);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq2_xxs.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq2_xxs.cu
new file mode 100644
index 0000000..233d934
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq2_xxs.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_IQ2_XXS);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq3_s.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq3_s.cu
new file mode 100644
index 0000000..6092dc7
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq3_s.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_IQ3_S);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq3_xxs.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq3_xxs.cu
new file mode 100644
index 0000000..1d5bd20
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq3_xxs.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_IQ3_XXS);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq4_nl.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq4_nl.cu
new file mode 100644
index 0000000..eb02fab
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq4_nl.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_IQ4_NL);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq4_xs.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq4_xs.cu
new file mode 100644
index 0000000..1eb3b74
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-iq4_xs.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_IQ4_XS);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q2_k.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q2_k.cu
new file mode 100644
index 0000000..6415369
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q2_k.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q2_K);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q3_k.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q3_k.cu
new file mode 100644
index 0000000..ffb6213
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q3_k.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q3_K);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q4_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q4_0.cu
new file mode 100644
index 0000000..0c0b0c8
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q4_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q4_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q4_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q4_1.cu
new file mode 100644
index 0000000..ee67f69
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q4_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q4_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q4_k.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q4_k.cu
new file mode 100644
index 0000000..9eeb3cd
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q4_k.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q4_K);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q5_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q5_0.cu
new file mode 100644
index 0000000..cc57fb9
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q5_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q5_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q5_1.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q5_1.cu
new file mode 100644
index 0000000..721ac79
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q5_1.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q5_1);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q5_k.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q5_k.cu
new file mode 100644
index 0000000..a2e90ff
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q5_k.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q5_K);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q6_k.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q6_k.cu
new file mode 100644
index 0000000..470938f
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q6_k.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q6_K);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q8_0.cu b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q8_0.cu
new file mode 100644
index 0000000..974477b
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/template-instances/mmq-instance-q8_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q8_0);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/tsembd.cu b/ml/backend/ggml/ggml/src/ggml-cuda/tsembd.cu
new file mode 100644
index 0000000..153ddbc
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/tsembd.cu
@@ -0,0 +1,47 @@
+#include "tsembd.cuh"
+
+static __global__ void timestep_embedding_f32(const float * timesteps, float * dst, const int nb1, const int dim, const int max_period) {
+    // blockIDx.y: idx of timesteps->ne[0]
+    // blockIDx.x: idx of ((dim + 1) / 2) / BLOCK_SIZE
+    int i = blockIdx.y;
+    int j = threadIdx.x + blockIdx.x * blockDim.x;
+    float * embed_data = (float *)((char *)dst +  i*nb1);
+
+    if (dim % 2 != 0 && j == ((dim + 1) / 2)) {
+        embed_data[dim] = 0.f;
+    }
+
+    int half = dim / 2;
+    if (j >= half) {
+        return;
+    }
+
+    float timestep = timesteps[i];
+    float freq = (float)expf(-logf(max_period) * j / half);
+    float arg = timestep * freq;
+    embed_data[j] = cosf(arg);
+    embed_data[j + half] = sinf(arg);
+}
+
+static void timestep_embedding_f32_cuda(const float * x, float * dst, const int ne00, const int nb1,
+                                        const int dim, const int max_period, cudaStream_t stream) {
+    int half_ceil = (dim + 1) / 2;
+    int num_blocks = (half_ceil + CUDA_TIMESTEP_EMBEDDING_BLOCK_SIZE - 1) / CUDA_TIMESTEP_EMBEDDING_BLOCK_SIZE;
+    dim3 gridDim(num_blocks, ne00, 1);
+    timestep_embedding_f32<<<gridDim, CUDA_TIMESTEP_EMBEDDING_BLOCK_SIZE, 0, stream>>>(x, dst, nb1, dim, max_period);
+}
+
+void ggml_cuda_op_timestep_embedding(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+    const int dim = dst->op_params[0];
+    const int max_period = dst->op_params[1];
+
+    timestep_embedding_f32_cuda(src0_d, dst_d, src0->ne[0], dst->nb[1], dim, max_period, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/tsembd.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/tsembd.cuh
new file mode 100644
index 0000000..84340e3
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/tsembd.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_TIMESTEP_EMBEDDING_BLOCK_SIZE 256
+
+void ggml_cuda_op_timestep_embedding(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/unary.cu b/ml/backend/ggml/ggml/src/ggml-cuda/unary.cu
new file mode 100644
index 0000000..ec5773e
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/unary.cu
@@ -0,0 +1,279 @@
+#include "unary.cuh"
+
+static __device__ __forceinline__ float op_abs(float x) {
+    return fabsf(x);
+}
+
+static __device__ __forceinline__ float op_sgn(float x) {
+    return (x > 0.f ? 1.f : ((x < 0.f ? -1.f : 0.f)));
+}
+
+static __device__ __forceinline__ float op_neg(float x) {
+    return -x;
+}
+
+static __device__ __forceinline__ float op_step(float x) {
+    return x > 0.0f;
+}
+
+static __device__ __forceinline__ float op_gelu(float x) {
+    const float GELU_COEF_A    = 0.044715f;
+    const float SQRT_2_OVER_PI = 0.79788456080286535587989211986876f;
+
+    return 0.5f*x*(1.0f + tanhf(SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x)));
+}
+
+static __device__ __forceinline__ float op_gelu_quick(float x) {
+    const float GELU_QUICK_COEF = -1.702f;
+
+    return x * (1.0f / (1.0f + expf(GELU_QUICK_COEF * x)));
+}
+
+static __device__ __forceinline__ float op_silu(float x) {
+    return x / (1.0f + expf(-x));
+}
+
+static __device__ __forceinline__ float op_tanh(float x) {
+    return tanhf(x);
+}
+
+static __device__ __forceinline__ float op_relu(float x) {
+    return fmaxf(x, 0);
+}
+
+static __device__ __forceinline__ float op_sigmoid(float x) {
+    return 1.0f / (1.0f + expf(-x));
+}
+
+static __device__ __forceinline__ float op_hardsigmoid(float x) {
+    return fminf(1.0f, fmaxf(0.0f, (x + 3.0f) / 6.0f));
+}
+
+static __device__ __forceinline__ float op_hardswish(float x) {
+    return x * fminf(1.0f, fmaxf(0.0f, (x + 3.0f) / 6.0f));
+}
+
+static __device__ __forceinline__ float op_exp(float x) {
+    return expf(x);
+}
+
+static __device__ __forceinline__ float op_sqr(float x) {
+    return x * x;
+}
+
+static __device__ __forceinline__ float op_sqrt(float x) {
+    return sqrtf(x);
+}
+
+static __device__ __forceinline__ float op_sin(float x) {
+    return sinf(x);
+}
+
+static __device__ __forceinline__ float op_cos(float x) {
+    return cosf(x);
+}
+
+static __device__ __forceinline__ float op_log(float x) {
+    return logf(x);
+}
+
+template <float (*op)(float), typename T>
+static __global__ void unary_op_kernel(const T * x, T * dst, const int k) {
+    const int i = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i >= k) {
+        return;
+    }
+
+    dst[i] = (T)op((float)x[i]);
+}
+
+template <float (*op)(float), typename T>
+static void unary_cuda(const T * x, T * dst, const int k, cudaStream_t stream) {
+    const int num_blocks = (k + CUDA_NEG_BLOCK_SIZE - 1) / CUDA_NEG_BLOCK_SIZE;
+    unary_op_kernel<op><<<num_blocks, CUDA_NEG_BLOCK_SIZE, 0, stream>>>(x, dst, k);
+}
+
+template <float (*op)(float)>
+void ggml_cuda_op_unary(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const void * src0_d = src0->data;
+    void * dst_d = dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(ggml_is_contiguous(src0));
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32 ||  dst->type == GGML_TYPE_F16);
+    GGML_ASSERT(src0->type == dst->type);
+
+    if (src0->type == GGML_TYPE_F16) {
+        unary_cuda<op>((const half *)src0_d, (half *)dst_d, ggml_nelements(src0), stream);
+    } else {
+        unary_cuda<op>((const float *)src0_d, (float *)dst_d, ggml_nelements(src0), stream);
+    }
+}
+
+void ggml_cuda_op_abs(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_abs>(ctx, dst);
+}
+
+void ggml_cuda_op_sgn(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_sgn>(ctx, dst);
+}
+
+void ggml_cuda_op_neg(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_neg>(ctx, dst);
+}
+
+void ggml_cuda_op_step(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_step>(ctx, dst);
+}
+
+void ggml_cuda_op_gelu(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_gelu>(ctx, dst);
+}
+
+void ggml_cuda_op_gelu_quick(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_gelu_quick>(ctx, dst);
+}
+
+void ggml_cuda_op_silu(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_silu>(ctx, dst);
+}
+
+void ggml_cuda_op_tanh(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_tanh>(ctx, dst);
+}
+
+void ggml_cuda_op_relu(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_relu>(ctx, dst);
+}
+
+void ggml_cuda_op_sigmoid(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_sigmoid>(ctx, dst);
+}
+
+void ggml_cuda_op_hardsigmoid(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_hardsigmoid>(ctx, dst);
+}
+
+void ggml_cuda_op_hardswish(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_hardswish>(ctx, dst);
+}
+
+void ggml_cuda_op_exp(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_exp>(ctx, dst);
+}
+
+void ggml_cuda_op_sqr(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_sqr>(ctx, dst);
+}
+
+void ggml_cuda_op_sqrt(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_sqrt>(ctx, dst);
+}
+
+void ggml_cuda_op_sin(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_sin>(ctx, dst);
+}
+
+void ggml_cuda_op_cos(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_cos>(ctx, dst);
+}
+
+void ggml_cuda_op_log(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    ggml_cuda_op_unary<op_log>(ctx, dst);
+}
+
+/* silu_back */
+
+static __device__ __forceinline__ float op_silu_back(float grad, float x) {
+    const float s = 1.0f / (1.0f + expf(-x));
+    return grad * s * (1.0f + x * (1.0f - s));
+}
+
+template <class T>
+static __global__ void silu_back_kernel(const T * grad, const T * xf, T * dst, const int k) {
+    const int i = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i >= k) {
+        return;
+    }
+
+    dst[i] = (T)op_silu_back((float)grad[i], (float)xf[i]);
+}
+
+template <class T>
+static void silu_back_cuda(const T * grad, const T * x, T * dst, const int k, cudaStream_t stream) {
+    const int num_blocks = (k + CUDA_SILU_BACK_BLOCK_SIZE - 1) / CUDA_SILU_BLOCK_SIZE;
+    silu_back_kernel<<<num_blocks, CUDA_SILU_BACK_BLOCK_SIZE, 0, stream>>>(grad, x, dst, k);
+}
+
+void ggml_cuda_op_silu_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0]; // input from forward pass
+    const ggml_tensor * src1 = dst->src[1]; // grads of forward pass output
+
+    const float * src0_d = (const float *) src0->data;
+    const float * src1_d = (const float *) src1->data;
+    float       * dst_d  = (float       *) dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(ggml_is_contiguous(src0));
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32 ||  dst->type == GGML_TYPE_F16);
+    GGML_ASSERT(src0->type == dst->type);
+
+    if (src0->type == GGML_TYPE_F16) {
+        silu_back_cuda((const half *)src0_d, (const half *)src1_d, (half *)dst_d, ggml_nelements(src0), stream);
+    } else {
+        silu_back_cuda((const float*)src0_d, (const float*)src1_d, (float *)dst_d, ggml_nelements(src0), stream);
+    }
+}
+
+/* leaky relu */
+
+static __device__ __forceinline__ float op_leaky_relu(float x, const float negative_slope) {
+    return fmaxf(x, 0) + fminf(x, 0.0f) * negative_slope;
+}
+
+template <class T>
+static __global__ void leaky_relu_kernel(const T * x, T * dst, const int k, const float negative_slope) {
+    const int i  = blockDim.x*blockIdx.x + threadIdx.x;
+
+    if (i >= k) {
+        return;
+    }
+
+    dst[i] = (T)op_leaky_relu((float)x[i], negative_slope);
+}
+
+template <class T>
+static void leaky_relu_cuda(const T * x, T * dst, const int k, const float negative_slope, cudaStream_t stream) {
+    const int num_blocks = (k + CUDA_RELU_BLOCK_SIZE - 1) / CUDA_RELU_BLOCK_SIZE;
+    leaky_relu_kernel<<<num_blocks, CUDA_RELU_BLOCK_SIZE, 0, stream>>>(x, dst, k, negative_slope);
+}
+
+void ggml_cuda_op_leaky_relu(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const void * src0_d = src0->data;
+    void * dst_d = dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(ggml_is_contiguous(src0));
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32 ||  dst->type == GGML_TYPE_F16);
+    GGML_ASSERT(src0->type == dst->type);
+
+    float negative_slope;
+    memcpy(&negative_slope, dst->op_params, sizeof(float));
+
+    if (src0->type == GGML_TYPE_F16) {
+        leaky_relu_cuda((const half *)src0_d, (half *)dst_d, ggml_nelements(src0), negative_slope, stream);
+    } else {
+        leaky_relu_cuda((const float *)src0_d, (float *)dst_d, ggml_nelements(src0), negative_slope, stream);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/unary.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/unary.cuh
new file mode 100644
index 0000000..940a1fe
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/unary.cuh
@@ -0,0 +1,57 @@
+#include "common.cuh"
+
+#define CUDA_NEG_BLOCK_SIZE 256
+#define CUDA_STEP_BLOCK_SIZE 256
+#define CUDA_GELU_BLOCK_SIZE 256
+#define CUDA_SILU_BLOCK_SIZE 256
+#define CUDA_SILU_BACK_BLOCK_SIZE 256
+#define CUDA_TANH_BLOCK_SIZE 256
+#define CUDA_RELU_BLOCK_SIZE 256
+#define CUDA_SIGMOID_BLOCK_SIZE 256
+#define CUDA_HARDSIGMOID_BLOCK_SIZE 256
+#define CUDA_EXP_BLOCK_SIZE 256
+#define CUDA_HARDSWISH_BLOCK_SIZE 256
+#define CUDA_SQR_BLOCK_SIZE 256
+#define CUDA_SQRT_BLOCK_SIZE 256
+#define CUDA_SIN_BLOCK_SIZE 256
+#define CUDA_COS_BLOCK_SIZE 256
+
+void ggml_cuda_op_abs(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_sgn(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_neg(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_step(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_gelu(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_silu(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_silu_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_gelu_quick(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_tanh(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_relu(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_sigmoid(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_hardsigmoid(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_exp(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_hardswish(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_leaky_relu(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_sqr(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_sqrt(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_sin(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_cos(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_log(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/upscale.cu b/ml/backend/ggml/ggml/src/ggml-cuda/upscale.cu
new file mode 100644
index 0000000..524e979
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/upscale.cu
@@ -0,0 +1,51 @@
+#include "upscale.cuh"
+
+static __global__ void upscale_f32(const float * x, float * dst,
+        const int nb00, const int nb01, const int nb02, const int nb03,
+        const int ne10, const int ne11, const int ne12, const int ne13,
+        const float sf0, const float sf1, const float sf2, const float sf3) {
+    int index = threadIdx.x + blockIdx.x * blockDim.x;
+    if (index >= ne10 * ne11 * ne12 * ne13) {
+        return;
+    }
+
+    int i10 = index % ne10;
+    int i11 = (index / ne10) % ne11;
+    int i12 = (index / (ne10 * ne11)) % ne12;
+    int i13 = (index / (ne10 * ne11 * ne12)) % ne13;
+
+    int i00 = i10 / sf0;
+    int i01 = i11 / sf1;
+    int i02 = i12 / sf2;
+    int i03 = i13 / sf3;
+
+    dst[index] = *( (const float *)((const char *)x + i03 * nb03 + i02 * nb02 + i01 * nb01 + i00 * nb00) );
+}
+
+static void upscale_f32_cuda(const float * x, float * dst,
+        const int nb00, const int nb01, const int nb02, const int nb03,
+        const int ne10, const int ne11, const int ne12, const int ne13,
+        const float sf0, const float sf1, const float sf2, const float sf3,
+        cudaStream_t stream) {
+    int dst_size = ne10 * ne11 * ne12 * ne13;
+    int num_blocks = (dst_size + CUDA_UPSCALE_BLOCK_SIZE - 1) / CUDA_UPSCALE_BLOCK_SIZE;
+
+    upscale_f32<<<num_blocks, CUDA_UPSCALE_BLOCK_SIZE,0,stream>>>(x, dst, nb00, nb01, nb02, nb03, ne10, ne11, ne12, ne13, sf0, sf1, sf2, sf3);
+}
+
+void ggml_cuda_op_upscale(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const ggml_tensor * src0 = dst->src[0];
+    const float * src0_d = (const float *)src0->data;
+    float * dst_d = (float *)dst->data;
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(src0->type == GGML_TYPE_F32);
+    GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+    const float sf0 = (float)dst->ne[0]/src0->ne[0];
+    const float sf1 = (float)dst->ne[1]/src0->ne[1];
+    const float sf2 = (float)dst->ne[2]/src0->ne[2];
+    const float sf3 = (float)dst->ne[3]/src0->ne[3];
+
+    upscale_f32_cuda(src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], sf0, sf1, sf2, sf3, stream);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/upscale.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/upscale.cuh
new file mode 100644
index 0000000..d4d7652
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/upscale.cuh
@@ -0,0 +1,5 @@
+#include "common.cuh"
+
+#define CUDA_UPSCALE_BLOCK_SIZE 256
+
+void ggml_cuda_op_upscale(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/vecdotq.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/vecdotq.cuh
new file mode 100644
index 0000000..ba195e1
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/vecdotq.cuh
@@ -0,0 +1,1135 @@
+#pragma once
+
+#include "common.cuh"
+#include <cstdint>
+
+static __device__ __forceinline__ int get_int_b2(const void * x, const int & i32) {
+    const uint16_t * x16 = (const uint16_t *) x; // assume at least 2 byte alignment
+
+    int x32  = x16[2*i32 + 0] <<  0;
+    x32     |= x16[2*i32 + 1] << 16;
+
+    return x32;
+}
+
+static __device__ __forceinline__ int get_int_b4(const void * x, const int & i32) {
+    return ((const int *) x)[i32]; // assume at least 4 byte alignment
+}
+
+// VDR = vec dot ratio, how many contiguous integers each thread processes when the vec dot kernel is called
+// MMVQ = mul_mat_vec_q, MMQ = mul_mat_q
+
+#define VDR_Q4_0_Q8_1_MMVQ 2
+#define VDR_Q4_0_Q8_1_MMQ  4
+
+template <int vdr> static __device__ __forceinline__ float vec_dot_q4_0_q8_1_impl(
+    const int * v, const int * u, const float & d4, const half2 & ds8) {
+
+    int sumi = 0;
+
+#pragma unroll
+    for (int i = 0; i < vdr; ++i) {
+        const int vi0 = (v[i] >> 0) & 0x0F0F0F0F;
+        const int vi1 = (v[i] >> 4) & 0x0F0F0F0F;
+
+        // SIMD dot product of quantized values
+        sumi = ggml_cuda_dp4a(vi0, u[2*i+0], sumi);
+        sumi = ggml_cuda_dp4a(vi1, u[2*i+1], sumi);
+    }
+
+    const float2 ds8f = __half22float2(ds8);
+
+    // second part effectively subtracts 8 from each quant value
+    return d4 * (sumi * ds8f.x - (8*vdr/QI4_0) * ds8f.y);
+}
+
+#define VDR_Q4_1_Q8_1_MMVQ 2
+#define VDR_Q4_1_Q8_1_MMQ  4
+
+template <int vdr> static __device__ __forceinline__ float vec_dot_q4_1_q8_1_impl(
+    const int * v, const int * u, const half2 & dm4, const half2 & ds8) {
+
+    int sumi = 0;
+
+#pragma unroll
+    for (int i = 0; i < vdr; ++i) {
+        const int vi0 = (v[i] >> 0) & 0x0F0F0F0F;
+        const int vi1 = (v[i] >> 4) & 0x0F0F0F0F;
+
+        // SIMD dot product of quantized values
+        sumi = ggml_cuda_dp4a(vi0, u[2*i+0], sumi);
+        sumi = ggml_cuda_dp4a(vi1, u[2*i+1], sumi);
+    }
+
+#ifdef GGML_CUDA_F16
+    const float2 tmp = __half22float2(__hmul2(dm4, ds8));
+    const float d4d8 = tmp.x;
+    const float m4s8 = tmp.y;
+#else
+    const float2 dm4f = __half22float2(dm4);
+    const float2 ds8f = __half22float2(ds8);
+    const float d4d8 = dm4f.x * ds8f.x;
+    const float m4s8 = dm4f.y * ds8f.y;
+#endif // GGML_CUDA_F16
+
+    // scale second part of sum by QI8_1/(vdr * QR4_1) to compensate for multiple threads adding it
+    return sumi * d4d8 + m4s8 / (QI8_1 / (vdr * QR4_1));
+}
+
+#define VDR_Q5_0_Q8_1_MMVQ 2
+#define VDR_Q5_0_Q8_1_MMQ  4
+
+template <int vdr> static __device__ __forceinline__ float vec_dot_q5_0_q8_1_impl(
+    const int * vl, const int * vh, const int * u, const float & d5, const half2 & ds8) {
+
+    int sumi = 0;
+
+#pragma unroll
+    for (int i = 0; i < vdr; ++i) {
+        int vi0 = (vl[i] >>  0) & 0x0F0F0F0F; // lower 4 qs bits, still need qh as 5th bits
+        vi0    |= (vh[i] <<  4) & 0x00000010; // 0 ->  4
+        vi0    |= (vh[i] << 11) & 0x00001000; // 1 -> 12
+        vi0    |= (vh[i] << 18) & 0x00100000; // 2 -> 20
+        vi0    |= (vh[i] << 25) & 0x10000000; // 3 -> 28
+        sumi = ggml_cuda_dp4a(vi0, u[2*i+0], sumi); // SIMD dot product of quantized values
+
+        int vi1 = (vl[i] >>  4) & 0x0F0F0F0F; // upper 4 qs bits, still need qh as 5th bits
+        vi1    |= (vh[i] >> 12) & 0x00000010; // 16 ->  4
+        vi1    |= (vh[i] >>  5) & 0x00001000; // 17 -> 12
+        vi1    |= (vh[i] <<  2) & 0x00100000; // 18 -> 20
+        vi1    |= (vh[i] <<  9) & 0x10000000; // 19 -> 28
+        sumi = ggml_cuda_dp4a(vi1, u[2*i+1], sumi); // SIMD dot product of quantized values
+    }
+
+    const float2 ds8f = __half22float2(ds8);
+
+    // second part effectively subtracts 16 from each quant value
+    return d5 * (sumi * ds8f.x - (16*vdr/QI5_0) * ds8f.y);
+}
+
+#define VDR_Q5_1_Q8_1_MMVQ 2
+#define VDR_Q5_1_Q8_1_MMQ  4
+
+template <int vdr> static __device__ __forceinline__ float vec_dot_q5_1_q8_1_impl(
+    const int * vl, const int * vh, const int * u, const half2 & dm5, const half2 & ds8) {
+
+    int sumi = 0;
+
+#pragma unroll
+    for (int i = 0; i < vdr; ++i) {
+        int vi0 = (vl[i] >>  0) & 0x0F0F0F0F; // lower 4 qs bits, still need qh as 5th bits
+        vi0    |= (vh[i] <<  4) & 0x00000010; // 0 ->  4
+        vi0    |= (vh[i] << 11) & 0x00001000; // 1 -> 12
+        vi0    |= (vh[i] << 18) & 0x00100000; // 2 -> 20
+        vi0    |= (vh[i] << 25) & 0x10000000; // 3 -> 28
+        sumi = ggml_cuda_dp4a(vi0, u[2*i+0], sumi); // SIMD dot product of quantized values
+
+        int vi1 = (vl[i] >>  4) & 0x0F0F0F0F; // upper 4 qs bits, still need qh as 5th bits
+        vi1    |= (vh[i] >> 12) & 0x00000010; // 16 ->  4
+        vi1    |= (vh[i] >>  5) & 0x00001000; // 17 -> 12
+        vi1    |= (vh[i] <<  2) & 0x00100000; // 18 -> 20
+        vi1    |= (vh[i] <<  9) & 0x10000000; // 19 -> 28
+        sumi = ggml_cuda_dp4a(vi1, u[2*i+1], sumi); // SIMD dot product of quantized values
+    }
+
+#ifdef GGML_CUDA_F16
+    const float2 tmp = __half22float2(__hmul2(dm5, ds8));
+    const float d5d8 = tmp.x;
+    const float m5s8 = tmp.y;
+#else
+    const float2 dm5f = __half22float2(dm5);
+    const float2 ds8f = __half22float2(ds8);
+    const float d5d8 = dm5f.x * ds8f.x;
+    const float m5s8 = dm5f.y * ds8f.y;
+#endif // GGML_CUDA_F16
+
+    // scale second part of sum by QI5_1 / vdr to compensate for multiple threads adding it
+    return sumi*d5d8 + m5s8 / (QI5_1 / vdr);
+}
+
+#define VDR_Q8_0_Q8_1_MMVQ 2
+#define VDR_Q8_0_Q8_1_MMQ 8
+
+template <typename T, int vdr> static __device__ __forceinline__ T vec_dot_q8_0_q8_1_impl(
+    const int * v, const int * u, const T & d8_0, const T & d8_1) {
+
+    int sumi = 0;
+
+#pragma unroll
+    for (int i = 0; i < vdr; ++i) {
+        // SIMD dot product of quantized values
+        sumi = ggml_cuda_dp4a(v[i], u[i], sumi);
+    }
+
+    return d8_0*d8_1 * ((T) sumi);
+}
+
+template <int vdr> static __device__ __forceinline__ float vec_dot_q8_1_q8_1_impl(
+    const int * v, const int * u, const half2 & dm8, const half2 & ds8) {
+
+    int sumi = 0;
+
+#pragma unroll
+    for (int i = 0; i < vdr; ++i) {
+        // SIMD dot product of quantized values
+        sumi = ggml_cuda_dp4a(v[i], u[i], sumi);
+    }
+
+#ifdef GGML_CUDA_F16
+    const float2 tmp = __half22float2(__hmul2(dm8, ds8));
+    const float d8d8 = tmp.x;
+    const float m8s8 = tmp.y;
+#else
+    const float2 dm8f = __half22float2(dm8);
+    const float2 ds8f = __half22float2(ds8);
+    const float d8d8 = dm8f.x * ds8f.x;
+    const float m8s8 = dm8f.y * ds8f.y;
+#endif // GGML_CUDA_F16
+
+    // scale second part of sum by QI8_1/ vdr to compensate for multiple threads adding it
+    return sumi*d8d8 + m8s8 / (QI8_1 / vdr);
+}
+
+template <int vdr> static __device__ __forceinline__ float vec_dot_q8_0_16_q8_1_impl(
+    const int * v, const int * u, const float * d8_0, const float & d8_1) {
+
+    float sumf = 0.0f;
+
+#pragma unroll
+    for (int i0 = 0; i0 < vdr; i0 += QI8_0/2) {
+        int sumi = 0;
+
+#pragma unroll
+        for (int i = i0; i < i0 + QI8_0/2; ++i) {
+            // SIMD dot product of quantized values
+            sumi = ggml_cuda_dp4a(v[i], u[i], sumi);
+        }
+
+        sumf += d8_0[i0/(QI8_0/2)]*sumi;
+    }
+
+    return d8_1*sumf;
+}
+
+#define VDR_Q2_K_Q8_1_MMVQ 1
+#define VDR_Q2_K_Q8_1_MMQ  4
+
+// contiguous v/x values
+static __device__ __forceinline__ float vec_dot_q2_K_q8_1_impl_mmvq(
+    const int & v, const int * __restrict__ u, const uint8_t * __restrict__ scales,
+    const half2 & dm2, const float * __restrict__ d8) {
+
+    float sumf_d = 0.0f;
+    float sumf_m = 0.0f;
+
+#pragma unroll
+    for (int i = 0; i < QR2_K; ++i) {
+        const int sc = scales[2*i];
+
+        const int vi = (v >> (2*i)) & 0x03030303;
+
+        sumf_d += d8[i] * (ggml_cuda_dp4a(vi, u[i], 0) * (sc & 0xF)); // SIMD dot product
+
+        // fill int with 4x m
+        int m = sc >> 4;
+        m |= m <<  8;
+        m |= m << 16;
+        sumf_m += d8[i] * ggml_cuda_dp4a(m, u[i], 0); // multiply constant q2_K part with sum of q8_1 values
+    }
+
+    const float2 dm2f = __half22float2(dm2);
+
+    return dm2f.x*sumf_d - dm2f.y*sumf_m;
+}
+
+// contiguous v/x + u/y values
+template <int ns8>
+static __device__ __forceinline__ float vec_dot_q2_K_q8_1_impl_mmq(
+    const int * __restrict__ v, const int * __restrict__ u, const half2 * dm2, const float & d8, const half2 * s8) {
+
+    float sumf    = 0.0f;
+    float sumf_d8 = 0.0f;
+
+#pragma unroll
+    for (int i0 = 0; i0 < QR2_K*VDR_Q2_K_Q8_1_MMQ; i0 += QI8_1) {
+        const float2 dm2f0 = __half22float2(dm2[i0/(QI8_1/2) + 0]);
+        int sumi_d0 = 0;
+
+        const float2 dm2f1 = __half22float2(dm2[i0/(QI8_1/2) + 1]);
+        int sumi_d1 = 0;
+
+#pragma unroll
+        for (int i = i0; i < i0 + QI8_1/2; ++i) {
+            sumi_d0 = ggml_cuda_dp4a(v[i], u[i], sumi_d0);
+        }
+        sumf_d8 += dm2f0.x * sumi_d0;
+
+#pragma unroll
+        for (int i = i0 + QI8_1/2; i < i0 + QI8_1; ++i) {
+            sumi_d1 = ggml_cuda_dp4a(v[i], u[i], sumi_d1);
+        }
+        sumf_d8 += dm2f1.x * sumi_d1;
+
+        if (i0/QI8_1 < ns8) {
+            const float2 s8f = __half22float2(s8[i0/QI8_1]);
+            sumf -= dm2f0.y*s8f.x;
+            sumf -= dm2f1.y*s8f.y;
+        } else {
+            int sumi_m0 = 0;
+#pragma unroll
+            for (int i = i0; i < i0 + QI8_1/2; ++i) {
+                sumi_m0 = ggml_cuda_dp4a(0x01010101, u[i], sumi_m0);
+            }
+            sumf_d8 -= dm2f0.y * sumi_m0;
+
+            int sumi_m1 = 0;
+#pragma unroll
+            for (int i = i0 + QI8_1/2; i < i0 + QI8_1; ++i) {
+                sumi_m1 = ggml_cuda_dp4a(0x01010101, u[i], sumi_m1);
+            }
+            sumf_d8 -= dm2f1.y * sumi_m1;
+        }
+    }
+
+    return sumf + d8*sumf_d8;
+}
+
+#define VDR_Q3_K_Q8_1_MMVQ 1
+#define VDR_Q3_K_Q8_1_MMQ  2
+
+// contiguous v/x values
+static __device__ __forceinline__ float vec_dot_q3_K_q8_1_impl_mmvq(
+    const int & vl, const int & vh, const int * __restrict__ u, const uint8_t * __restrict__ scales,
+    const int & scale_offset, const float & d3, const float * __restrict__ d8) {
+
+    float sumf = 0.0f;
+
+#pragma unroll
+    for (int i = 0; i < QR3_K; ++i) {
+        const int isc = scale_offset + 2*i;
+
+        const int isc_low = isc % (QK_K/32);
+        const int sc_shift_low = 4 * (isc / (QK_K/32));
+        const int sc_low  = (scales[isc_low] >> sc_shift_low) & 0xF;
+
+        const int isc_high = isc % (QK_K/64);
+        const int sc_shift_high = 2 * (isc / (QK_K/64));
+        const int sc_high = ((scales[(QK_K/32) + isc_high] >> sc_shift_high) & 3) << 4;
+
+        const int sc = (sc_low | sc_high) - 32;
+
+        const int vil = (vl >> (2*i)) & 0x03030303;
+
+        const int vih = ((vh >> i) << 2) & 0x04040404;
+
+        const int vi = __vsubss4(vil, vih);
+
+        sumf += d8[i] * (ggml_cuda_dp4a(vi, u[i], 0) * sc); // SIMD dot product
+    }
+
+    return d3 * sumf;
+}
+
+// contiguous v/x + u/y values
+static __device__ __forceinline__ float vec_dot_q3_K_q8_1_impl_mmq(
+    const int * __restrict__ v, const int * __restrict__ u, const int8_t * __restrict__ scales,
+    const float & d3, const float & d8) {
+
+    int sumi = 0;
+
+#pragma unroll
+    for (int i0 = 0; i0 < QR3_K*VDR_Q3_K_Q8_1_MMQ; i0 += QI8_1/2) {
+        int sumi_sc = 0;
+
+#pragma unroll
+        for (int i = i0; i < i0 + QI8_1/2; ++i) {
+            sumi_sc = ggml_cuda_dp4a(v[i], u[i], sumi_sc); // SIMD dot product
+        }
+
+        sumi += sumi_sc * scales[i0 / (QI8_1/2)];
+    }
+
+    return d3*d8 * sumi;
+}
+
+#define VDR_Q4_K_Q8_1_MMVQ 2
+#define VDR_Q4_K_Q8_1_MMQ  8
+
+// contiguous v/x values
+static __device__ __forceinline__ float vec_dot_q4_K_q8_1_impl_vmmq(
+    const int * __restrict__ v, const int * __restrict__ u, const uint8_t * __restrict__ sc,
+    const uint8_t * __restrict__ m, const half2 & dm4, const float * __restrict__ d8) {
+
+    float sumf_d = 0.0f;
+    float sumf_m = 0.0f;
+
+#pragma unroll
+    for (int i = 0; i < QR4_K; ++i) {
+        const int v0i = (v[0] >> (4*i)) & 0x0F0F0F0F;
+        const int v1i = (v[1] >> (4*i)) & 0x0F0F0F0F;
+
+        const int dot1 = ggml_cuda_dp4a(v1i, u[2*i+1], ggml_cuda_dp4a(v0i, u[2*i+0], 0)); // SIMD dot product
+        const int dot2 = ggml_cuda_dp4a(0x01010101, u[2*i+1], ggml_cuda_dp4a(0x01010101, u[2*i+0], 0)); // sum of u
+
+        sumf_d += d8[i] * (dot1 * sc[i]);
+        sumf_m += d8[i] * (dot2 * m[i]);  // multiply constant part of q4_K with sum of q8_1 values
+    }
+
+    const float2 dm4f = __half22float2(dm4);
+
+    return dm4f.x*sumf_d - dm4f.y*sumf_m;
+}
+
+// contiguous v/x + u/y values
+static __device__ __forceinline__ float vec_dot_q4_K_q8_1_impl_mmq(
+    const int * __restrict__ v, const int * __restrict__ u, const uint8_t * __restrict__ sc,
+    const uint8_t * __restrict__ m, const half2 & dm4, const half2 * __restrict__ ds8) {
+
+    float sumf_d = 0.0f;
+    float sumf_m = 0.0f;
+
+#pragma unroll
+    for (int i = 0; i < QR4_K*VDR_Q4_K_Q8_1_MMQ/QI8_1; ++i) {
+        int sumi_d = 0;
+
+#pragma unroll
+        for (int j = 0; j < QI8_1; ++j) {
+            sumi_d = ggml_cuda_dp4a((v[j] >> (4*i)) & 0x0F0F0F0F, u[i*QI8_1 + j], sumi_d); // SIMD dot product
+        }
+
+        const float2 ds8f = __half22float2(ds8[i]);
+
+        sumf_d += ds8f.x * (sc[i] * sumi_d);
+        sumf_m += ds8f.y *   m[i]; // sum of q8_1 block * q4_K min val
+    }
+
+    const float2 dm4f = __half22float2(dm4);
+
+    return dm4f.x*sumf_d - dm4f.y*sumf_m;
+}
+
+#define VDR_Q5_K_Q8_1_MMVQ 2
+#define VDR_Q5_K_Q8_1_MMQ  8
+
+// contiguous v/x values
+static __device__ __forceinline__ float vec_dot_q5_K_q8_1_impl_vmmq(
+    const int * __restrict__ vl, const int * __restrict__ vh, const int * __restrict__ u, const uint8_t * __restrict__ sc,
+    const uint8_t * __restrict__ m, const half2 & dm5, const float * __restrict__ d8) {
+
+    float sumf_d = 0.0f;
+    float sumf_m = 0.0f;
+
+#pragma unroll
+    for (int i = 0; i < QR5_K; ++i) {
+        const int vl0i = (vl[0] >> (4*i)) & 0x0F0F0F0F;
+        const int vl1i = (vl[1] >> (4*i)) & 0x0F0F0F0F;
+
+        const int vh0i = ((vh[0] >> i) << 4) & 0x10101010;
+        const int vh1i = ((vh[1] >> i) << 4) & 0x10101010;
+
+        const int v0i = vl0i | vh0i;
+        const int v1i = vl1i | vh1i;
+
+        const int dot1 = ggml_cuda_dp4a(v0i, u[2*i+0], ggml_cuda_dp4a(v1i, u[2*i+1], 0)); // SIMD dot product
+        const int dot2 = ggml_cuda_dp4a(0x01010101, u[2*i+0], ggml_cuda_dp4a(0x01010101, u[2*i+1], 0)); // sum of u
+
+        sumf_d += d8[i] * (dot1 * sc[i]);
+        sumf_m += d8[i] * (dot2 * m[i]);
+
+    }
+
+    const float2 dm5f = __half22float2(dm5);
+
+    return dm5f.x*sumf_d - dm5f.y*sumf_m;
+}
+
+// contiguous v/x + u/y values
+static __device__ __forceinline__ float vec_dot_q5_K_q8_1_impl_mmq(
+    const int * __restrict__ v, const int * __restrict__ u, const uint8_t * __restrict__ sc,
+    const uint8_t * __restrict__ m, const half2 & dm4, const half2 * __restrict__ ds8) {
+
+    float sumf_d = 0.0f;
+    float sumf_m = 0.0f;
+
+#pragma unroll
+    for (int i = 0; i < QR5_K*VDR_Q5_K_Q8_1_MMQ/QI8_1; ++i) {
+        int sumi_d = 0;
+
+#pragma unroll
+        for (int j = 0; j < QI8_1; ++j) {
+            sumi_d = ggml_cuda_dp4a(v[i*QI8_1 + j], u[i*QI8_1 + j], sumi_d); // SIMD dot product
+        }
+
+        const float2 ds8f = __half22float2(ds8[i]);
+
+        sumf_d += ds8f.x * (sc[i] * sumi_d);
+        sumf_m += ds8f.y *   m[i]; // sum of q8_1 block * q4_K min val
+    }
+
+    const float2 dm4f = __half22float2(dm4);
+
+    return dm4f.x*sumf_d - dm4f.y*sumf_m;
+}
+
+#define VDR_Q6_K_Q8_1_MMVQ 1
+#define VDR_Q6_K_Q8_1_MMQ  8
+
+// contiguous v/x values
+static __device__ __forceinline__ float vec_dot_q6_K_q8_1_impl_mmvq(
+    const int & vl, const int & vh, const int * __restrict__ u, const int8_t * __restrict__ scales,
+    const float & d, const float * __restrict__ d8) {
+
+    float sumf = 0.0f;
+
+#pragma unroll
+    for (int i = 0; i < QR6_K; ++i) {
+        const int sc = scales[4*i];
+
+        const int vil = (vl >> (4*i)) & 0x0F0F0F0F;
+
+        const int vih = ((vh >> (4*i)) << 4) & 0x30303030;
+
+        const int vi = __vsubss4((vil | vih), 0x20202020); // vi = (vil | vih) - 32
+
+        sumf += d8[i] * (ggml_cuda_dp4a(vi, u[i], 0) * sc); // SIMD dot product
+    }
+
+    return d*sumf;
+}
+
+// contiguous v/x + u/y values
+static __device__ __forceinline__ float vec_dot_q6_K_q8_1_impl_mmq(
+    const int * __restrict__ v, const int * __restrict__ u, const int8_t * __restrict__ sc,
+    const float & d6, const float * __restrict__ d8) {
+
+    float sumf_d = 0.0f;
+
+    const int      sc_packed = get_int_b4(sc, 0);
+    const int8_t * sc_reg    = (const int8_t *) &sc_packed;
+
+#pragma unroll
+    for (int i0 = 0; i0 < VDR_Q6_K_Q8_1_MMQ; i0 += 4) {
+        int2 sumi_d = {0, 0}; // 2 q6_K scales per q8_1 scale
+
+#pragma unroll
+        for (int i = i0; i < i0 + 2; ++i) {
+            sumi_d.x = ggml_cuda_dp4a(v[2*i+0], u[2*i+0], sumi_d.x); // SIMD dot product
+            sumi_d.x = ggml_cuda_dp4a(v[2*i+1], u[2*i+1], sumi_d.x); // SIMD dot product
+
+            sumi_d.y = ggml_cuda_dp4a(v[2*i+4], u[2*i+4], sumi_d.y); // SIMD dot product
+            sumi_d.y = ggml_cuda_dp4a(v[2*i+5], u[2*i+5], sumi_d.y); // SIMD dot product
+        }
+
+        sumf_d += d8[i0/4] * (sc_reg[i0/2+0]*sumi_d.x + sc_reg[i0/2+1]*sumi_d.y);
+    }
+
+    return d6 * sumf_d;
+}
+
+static __device__ __forceinline__ float vec_dot_q4_0_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q4_0 * bq4_0 = (const block_q4_0 *) vbq + kbx;
+
+    int v[VDR_Q4_0_Q8_1_MMVQ];
+    int u[2*VDR_Q4_0_Q8_1_MMVQ];
+
+#pragma unroll
+    for (int i = 0; i < VDR_Q4_0_Q8_1_MMVQ; ++i) {
+        v[i]     = get_int_b2(bq4_0->qs, iqs + i);
+        u[2*i+0] = get_int_b4(bq8_1->qs, iqs + i);
+        u[2*i+1] = get_int_b4(bq8_1->qs, iqs + i + QI4_0);
+    }
+
+    return vec_dot_q4_0_q8_1_impl<VDR_Q4_0_Q8_1_MMVQ>(v, u, bq4_0->d, bq8_1->ds);
+}
+
+
+static __device__ __forceinline__ float vec_dot_q4_1_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q4_1 * bq4_1 = (const block_q4_1 *) vbq + kbx;
+
+    int v[VDR_Q4_1_Q8_1_MMVQ];
+    int u[2*VDR_Q4_1_Q8_1_MMVQ];
+
+#pragma unroll
+    for (int i = 0; i < VDR_Q4_1_Q8_1_MMVQ; ++i) {
+        v[i]     = get_int_b4(bq4_1->qs, iqs + i);
+        u[2*i+0] = get_int_b4(bq8_1->qs, iqs + i);
+        u[2*i+1] = get_int_b4(bq8_1->qs, iqs + i + QI4_1);
+    }
+
+    return vec_dot_q4_1_q8_1_impl<VDR_Q4_1_Q8_1_MMVQ>(v, u, bq4_1->dm, bq8_1->ds);
+}
+
+static __device__ __forceinline__ float vec_dot_q5_0_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q5_0 * bq5_0 = (const block_q5_0 *) vbq + kbx;
+
+    int vl[VDR_Q5_0_Q8_1_MMVQ];
+    int vh[VDR_Q5_0_Q8_1_MMVQ];
+    int  u[2*VDR_Q5_0_Q8_1_MMVQ];
+
+#pragma unroll
+    for (int i = 0; i < VDR_Q5_0_Q8_1_MMVQ; ++i) {
+        vl[i]    = get_int_b2(bq5_0->qs, iqs + i);
+        vh[i]    = get_int_b2(bq5_0->qh, 0) >> (4 * (iqs + i));
+        u[2*i+0] = get_int_b4(bq8_1->qs, iqs + i);
+        u[2*i+1] = get_int_b4(bq8_1->qs, iqs + i + QI5_0);
+    }
+
+    return vec_dot_q5_0_q8_1_impl<VDR_Q5_0_Q8_1_MMVQ>(vl, vh, u, bq5_0->d, bq8_1->ds);
+}
+
+static __device__ __forceinline__ float vec_dot_q5_1_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q5_1 * bq5_1 = (const block_q5_1 *) vbq + kbx;
+
+    int vl[VDR_Q5_1_Q8_1_MMVQ];
+    int vh[VDR_Q5_1_Q8_1_MMVQ];
+    int  u[2*VDR_Q5_1_Q8_1_MMVQ];
+
+#pragma unroll
+    for (int i = 0; i < VDR_Q5_1_Q8_1_MMVQ; ++i) {
+        vl[i]    = get_int_b4(bq5_1->qs, iqs + i);
+        vh[i]    = get_int_b4(bq5_1->qh, 0) >> (4 * (iqs + i));
+        u[2*i+0] = get_int_b4(bq8_1->qs, iqs + i);
+        u[2*i+1] = get_int_b4(bq8_1->qs, iqs + i + QI5_1);
+    }
+
+    return vec_dot_q5_1_q8_1_impl<VDR_Q5_1_Q8_1_MMVQ>(vl, vh, u, bq5_1->dm, bq8_1->ds);
+}
+
+static __device__ __forceinline__ float vec_dot_q8_0_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q8_0 * bq8_0 = (const block_q8_0 *) vbq + kbx;
+
+    int v[VDR_Q8_0_Q8_1_MMVQ];
+    int u[VDR_Q8_0_Q8_1_MMVQ];
+
+#pragma unroll
+    for (int i = 0; i < VDR_Q8_0_Q8_1_MMVQ; ++i) {
+        v[i] = get_int_b2(bq8_0->qs, iqs + i);
+        u[i] = get_int_b4(bq8_1->qs, iqs + i);
+    }
+
+    return vec_dot_q8_0_q8_1_impl<float, VDR_Q8_0_Q8_1_MMVQ>(v, u, bq8_0->d, __low2half(bq8_1->ds));
+}
+
+static __device__ __forceinline__ float vec_dot_q2_K_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q2_K * bq2_K = (const block_q2_K *) vbq + kbx;
+
+    const int bq8_offset = QR2_K * (iqs / QI8_1);
+    const int scale_offset = iqs - iqs % QI8_1 + (iqs % QI8_1) / (QI8_1/2);
+
+    const uint8_t * scales = bq2_K->scales + scale_offset;
+
+    const int v = get_int_b4(bq2_K->qs, iqs);
+    int    u[QR2_K];
+    float d8[QR2_K];
+
+#pragma unroll
+    for (int i = 0; i < QR2_K; ++ i) {
+        u[i]  = get_int_b4(bq8_1[bq8_offset + i].qs, iqs % QI8_1);
+        d8[i] = __low2float(bq8_1[bq8_offset + i].ds);
+    }
+
+    return vec_dot_q2_K_q8_1_impl_mmvq(v, u, scales, bq2_K->dm, d8);
+}
+
+static __device__ __forceinline__ float vec_dot_q3_K_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q3_K * bq3_K = (const block_q3_K *) vbq + kbx;
+
+    const int bq8_offset = QR3_K * (iqs / (QI3_K/2));
+    const int scale_offset = iqs - iqs % QI8_1 + (iqs % QI8_1) / (QI8_1/2);
+
+    const float d = bq3_K->d;
+
+    const int vl = get_int_b2(bq3_K->qs, iqs);
+
+    // invert the mask with ~ so that a 0/1 results in 4/0 being subtracted
+    const int vh = ~get_int_b2(bq3_K->hmask, iqs % (QI3_K/2)) >> bq8_offset;
+
+    int    u[QR3_K];
+    float d8[QR3_K];
+
+#pragma unroll
+    for (int i = 0; i < QR3_K; ++i) {
+        u[i]  = get_int_b4(bq8_1[bq8_offset + i].qs, iqs % QI8_1);
+        d8[i] = __low2float(bq8_1[bq8_offset + i].ds);
+    }
+
+    return vec_dot_q3_K_q8_1_impl_mmvq(vl, vh, u, bq3_K->scales, scale_offset, d, d8);
+}
+
+static __device__ __forceinline__ float vec_dot_q4_K_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q4_K * bq4_K = (const block_q4_K *) vbq + kbx;
+
+    int    v[2];
+    int    u[2*QR4_K];
+    float d8[QR4_K];
+
+    // iqs is in 0,2..30. bq8_offset = iqs/4 -> bq8_offset = 0, 2, 4, 6
+    const int bq8_offset = QR4_K * ((iqs/2) / (QI8_1/2));
+
+    // iqs = 0....3 -> bq8_offset = 0, want q4_offset = 0, 4, 8, 12
+    // iqs = 4....7 -> bq8_offset = 2, want q4_offset = 32, 36, 40, 44
+    // iqs = 8...11 -> bq8_offset = 4, want q4_offset = 64, 68, 72, 76
+    // iqs = 12..15 -> bq8_offset = 6, want q4_offset = 96, 100, 104, 108
+
+    const int * q4 = (const int *)(bq4_K->qs + 16 * bq8_offset + 4 * ((iqs/2)%4));
+    v[0] = q4[0];
+    v[1] = q4[4];
+
+    const uint16_t * scales = (const uint16_t *)bq4_K->scales;
+    uint16_t aux[2];
+    const int j = bq8_offset/2;
+    if (j < 2) {
+        aux[0] = scales[j+0] & 0x3f3f;
+        aux[1] = scales[j+2] & 0x3f3f;
+    } else {
+        aux[0] = ((scales[j+2] >> 0) & 0x0f0f) | ((scales[j-2] & 0xc0c0) >> 2);
+        aux[1] = ((scales[j+2] >> 4) & 0x0f0f) | ((scales[j-0] & 0xc0c0) >> 2);
+    }
+    const uint8_t * sc = (const uint8_t *)aux;
+    const uint8_t * m  = sc + 2;
+
+    for (int i = 0; i < QR4_K; ++i) {
+        const block_q8_1 * bq8i = bq8_1 + bq8_offset + i;
+        d8[i] = __low2float(bq8i->ds);
+
+        const int * q8 = (const int *)bq8i->qs + ((iqs/2)%4);
+        u[2*i+0] = q8[0];
+        u[2*i+1] = q8[4];
+    }
+
+    return vec_dot_q4_K_q8_1_impl_vmmq(v, u, sc, m, bq4_K->dm, d8);
+}
+
+static __device__ __forceinline__ float vec_dot_q5_K_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q5_K * bq5_K = (const block_q5_K *) vbq + kbx;
+
+    int   vl[2];
+    int   vh[2];
+    int    u[2*QR5_K];
+    float d8[QR5_K];
+
+    const int bq8_offset = QR5_K * ((iqs/2) / (QI8_1/2));
+    const int * ql = (const int *)(bq5_K->qs + 16 * bq8_offset + 4 * ((iqs/2)%4));
+    const int * qh = (const int *)(bq5_K->qh + 4 * ((iqs/2)%4));
+
+    vl[0] = ql[0];
+    vl[1] = ql[4];
+
+    vh[0] = qh[0] >> bq8_offset;
+    vh[1] = qh[4] >> bq8_offset;
+
+    const uint16_t * scales = (const uint16_t *)bq5_K->scales;
+    uint16_t aux[2];
+    const int j = bq8_offset/2;
+    if (j < 2) {
+        aux[0] = scales[j+0] & 0x3f3f;
+        aux[1] = scales[j+2] & 0x3f3f;
+    } else {
+        aux[0] = ((scales[j+2] >> 0) & 0x0f0f) | ((scales[j-2] & 0xc0c0) >> 2);
+        aux[1] = ((scales[j+2] >> 4) & 0x0f0f) | ((scales[j-0] & 0xc0c0) >> 2);
+    }
+    const uint8_t * sc = (const uint8_t *)aux;
+    const uint8_t * m  = sc + 2;
+
+#pragma unroll
+    for (int i = 0; i < QR5_K; ++i) {
+        const block_q8_1 * bq8i = bq8_1 + bq8_offset + i;
+        d8[i] = __low2float(bq8i->ds);
+
+        const int * q8 = (const int *)bq8i->qs + ((iqs/2)%4);
+        u[2*i+0] = q8[0];
+        u[2*i+1] = q8[4];
+    }
+
+    return vec_dot_q5_K_q8_1_impl_vmmq(vl, vh, u, sc, m, bq5_K->dm, d8);
+}
+
+static __device__ __forceinline__ float vec_dot_q6_K_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_q6_K * bq6_K = (const block_q6_K *) vbq + kbx;
+
+    const int bq8_offset = 2 * QR6_K * (iqs / (QI6_K/2)) + (iqs % (QI6_K/2)) / (QI6_K/4);
+    const int scale_offset = (QI6_K/4) * (iqs / (QI6_K/2)) + (iqs % (QI6_K/2)) / (QI6_K/8);
+    const int vh_shift = 2 * ((iqs % (QI6_K/2)) / (QI6_K/4));
+
+    const int vl = get_int_b2(bq6_K->ql, iqs);
+    const int vh = get_int_b2(bq6_K->qh, (QI6_K/4) * (iqs / (QI6_K/2)) + iqs % (QI6_K/4)) >> vh_shift;
+
+    const int8_t * scales = bq6_K->scales + scale_offset;
+
+    int    u[QR6_K];
+    float d8[QR6_K];
+
+#pragma unroll
+    for (int i = 0; i < QR6_K; ++i) {
+        u[i]  = get_int_b4(bq8_1[bq8_offset + 2*i].qs, iqs % QI8_1);
+        d8[i] = __low2float(bq8_1[bq8_offset + 2*i].ds);
+    }
+
+    return vec_dot_q6_K_q8_1_impl_mmvq(vl, vh, u, scales, bq6_K->d, d8);
+}
+
+#define VDR_IQ2_XXS_Q8_1_MMVQ 2
+#define VDR_IQ2_XXS_Q8_1_MMQ  2
+
+static __device__ __forceinline__ float vec_dot_iq2_xxs_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_iq2_xxs * bq2 = (const block_iq2_xxs *) vbq + kbx;
+
+    const int q2 = get_int_b2(bq2->qs, iqs);
+    const uint8_t * aux8 = (const uint8_t *) &q2;
+    const uint32_t aux32 = get_int_b2(bq2->qs, iqs + 1);
+
+    int sumi = 0;
+#pragma unroll
+    for (int k0 = 0; k0 < 8; k0 += 2) {
+        const int * grid_pos = (const int *) (iq2xxs_grid + aux8[k0/2]);
+        const int signs_packed = ksigns_iq2xs[(aux32 >> (7*k0/2)) & 0x7F];
+
+        const int signs0 = __vcmpne4(((signs_packed & 0x03) << 7) | ((signs_packed & 0x0C) << 21), 0x00000000);
+        const int grid0 = __vsub4(grid_pos[0] ^ signs0, signs0);
+        const int u0 = get_int_b4(bq8_1[iqs/2].qs, k0 + 0);
+        sumi = ggml_cuda_dp4a(grid0, u0, sumi);
+
+        const int signs1 = __vcmpne4(((signs_packed & 0x30) << 3) | ((signs_packed & 0xC0) << 17), 0x00000000);
+        const int grid1 = __vsub4(grid_pos[1] ^ signs1, signs1);
+        const int u1 = get_int_b4(bq8_1[iqs/2].qs, k0 + 1);
+        sumi = ggml_cuda_dp4a(grid1, u1, sumi);
+    }
+
+    const int ls = aux32 >> 28;
+    sumi = (ls*sumi + sumi/2)/4;
+    const float d = __half2float(bq2->d) * __low2float(bq8_1[iqs/2].ds);
+    return d * sumi;
+}
+
+#define VDR_IQ2_XS_Q8_1_MMVQ 2
+#define VDR_IQ2_XS_Q8_1_MMQ  2
+
+static __device__ __forceinline__ float vec_dot_iq2_xs_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_iq2_xs * bq2 = (const block_iq2_xs *) vbq + kbx;
+
+    const int2 q2_packed = make_int2(get_int_b2(bq2->qs, iqs + 0), get_int_b2(bq2->qs, iqs + 1));
+    const uint16_t * q2 = (const uint16_t *) &q2_packed;
+    const int ls0 = bq2->scales[iqs/2] & 0x0F;
+    const int ls1 = bq2->scales[iqs/2] >> 4;
+
+    int sumi0 = 0;
+    int sumi1 = 0;
+#pragma unroll
+    for (int l0 = 0; l0 < 8; l0 += 2) {
+        const uint32_t * grid_pos = (const uint32_t *)(iq2xs_grid + (q2[l0/2] & 0x000001FF));
+        const uint32_t * signs    = (const uint32_t *)(ksigns64   + (q2[l0/2] >> 9));
+
+        const int grid_l = __vsub4(grid_pos[0] ^ signs[0], signs[0]);
+        const int grid_h = __vsub4(grid_pos[1] ^ signs[1], signs[1]);
+
+        const int u0 = get_int_b4(bq8_1[iqs/2].qs, l0 + 0);
+        const int u1 = get_int_b4(bq8_1[iqs/2].qs, l0 + 1);
+
+        if (l0 < 4) {
+            sumi0 = ggml_cuda_dp4a(grid_l, u0, sumi0);
+            sumi0 = ggml_cuda_dp4a(grid_h, u1, sumi0);
+        } else {
+            sumi1 = ggml_cuda_dp4a(grid_l, u0, sumi1);
+            sumi1 = ggml_cuda_dp4a(grid_h, u1, sumi1);
+        }
+    }
+    const int sumi = (sumi0*ls0 + sumi1*ls1 + (sumi0 + sumi1)/2)/4;
+    const float d = __half2float(bq2->d) * __low2float(bq8_1[iqs/2].ds);
+    return d * sumi;
+}
+
+#define VDR_IQ2_S_Q8_1_MMVQ 2
+#define VDR_IQ2_S_Q8_1_MMQ  2
+
+static __device__ __forceinline__ float vec_dot_iq2_s_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_iq2_s * bq2 = (const block_iq2_s *) vbq + kbx;
+
+    const int       qs_packed = get_int_b2(bq2->qs, iqs/2);
+    const uint8_t * qs        = (const uint8_t *) &qs_packed;
+
+    const int qh = bq2->qh[iqs/2];
+
+    const int       signs_packed_32 = get_int_b2(bq2->qs, QK_K/32 + iqs/2);
+    const uint8_t * signs_packed_8  = (const uint8_t *) &signs_packed_32;
+
+    const int ls0 = bq2->scales[iqs/2] & 0x0F;
+    const int ls1 = bq2->scales[iqs/2] >> 4;
+
+    int sumi0 = 0;
+    int sumi1 = 0;
+#pragma unroll
+    for (int l0 = 0; l0 < 8; l0 += 2) {
+        const int * grid_pos = (const int *)(iq2s_grid + (qs[l0/2] | ((qh << (8-l0)) & 0x300)));
+
+        const int signs0 = __vcmpne4(((signs_packed_8[l0/2] & 0x03) << 7) | ((signs_packed_8[l0/2] & 0x0C) << 21), 0x00000000);
+        const int signs1 = __vcmpne4(((signs_packed_8[l0/2] & 0x30) << 3) | ((signs_packed_8[l0/2] & 0xC0) << 17), 0x00000000);
+
+        const int grid_l = __vsub4(grid_pos[0] ^ signs0, signs0);
+        const int grid_h = __vsub4(grid_pos[1] ^ signs1, signs1);
+
+        const int u0 = get_int_b4(bq8_1[iqs/2].qs, l0 + 0);
+        const int u1 = get_int_b4(bq8_1[iqs/2].qs, l0 + 1);
+
+        if (l0 < 4) {
+            sumi0 = ggml_cuda_dp4a(grid_l, u0, sumi0);
+            sumi0 = ggml_cuda_dp4a(grid_h, u1, sumi0);
+        } else {
+            sumi1 = ggml_cuda_dp4a(grid_l, u0, sumi1);
+            sumi1 = ggml_cuda_dp4a(grid_h, u1, sumi1);
+        }
+    }
+    const int sumi = (sumi0*ls0 + sumi1*ls1 + (sumi0 + sumi1)/2)/4;
+
+    const float d = __half2float(bq2->d) * __low2float(bq8_1[iqs/2].ds);
+    return d * sumi;
+}
+
+#define VDR_IQ3_XXS_Q8_1_MMVQ 2
+#define VDR_IQ3_XXS_Q8_1_MMQ  2
+
+static __device__ __forceinline__ float vec_dot_iq3_xxs_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_iq3_xxs * bq3 = (const block_iq3_xxs *) vbq + kbx;
+
+    const int2 q3_packed = make_int2(get_int_b2(bq3->qs, iqs), get_int_b2(bq3->qs, iqs+1));
+    const uint8_t * q3 = (const uint8_t *) &q3_packed;
+    const uint32_t aux32 = get_int_b2(bq3->qs, QK_K/16 + iqs/2);
+
+    int sumi = 0;
+#pragma unroll
+    for (int l0 = 0; l0 < 8; l0 += 2) {
+        const int2 grid_pos = make_int2(iq3xxs_grid[q3[l0 + 0]], iq3xxs_grid[q3[l0 + 1]]);
+
+        const int * signs = (const int *)(ksigns64 + ((aux32 >> (7*l0/2)) & 0x7F));
+
+        const int grid_l = __vsub4(grid_pos.x ^ signs[0], signs[0]);
+        const int grid_h = __vsub4(grid_pos.y ^ signs[1], signs[1]);
+
+        const int u0 = get_int_b4(bq8_1[iqs/2].qs, l0 + 0);
+        const int u1 = get_int_b4(bq8_1[iqs/2].qs, l0 + 1);
+
+        sumi = ggml_cuda_dp4a(grid_l, u0, sumi);
+        sumi = ggml_cuda_dp4a(grid_h, u1, sumi);
+    }
+
+    const int ls = aux32 >> 28;
+    sumi = (ls*sumi + sumi/2)/2;
+    const float d = __half2float(bq3->d) * __low2float(bq8_1[iqs/2].ds);
+    return d * sumi;
+}
+
+#define VDR_IQ3_S_Q8_1_MMVQ 2
+#define VDR_IQ3_S_Q8_1_MMQ  2
+
+// TODO: don't use lookup table for signs
+static __device__ __forceinline__ float vec_dot_iq3_s_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_iq3_s * bq3 = (const block_iq3_s *) vbq + kbx;
+
+    const int2      qs_packed = make_int2(get_int_b2(bq3->qs, iqs + 0), get_int_b2(bq3->qs, iqs + 1));
+    const uint8_t * qs        = (const uint8_t *) &qs_packed;
+
+    const int qh = bq3->qh[iqs/2];
+
+    const int       signs_packed_32 = get_int_b2(bq3->signs, iqs/2);
+    const uint8_t * signs_packed_8  = (const uint8_t *) &signs_packed_32;
+
+    int sumi = 0;
+#pragma unroll
+    for (int l0 = 0; l0 < 8; l0 += 2) {
+        const int2 grid_pos = make_int2(
+            iq3s_grid[qs[l0 + 0] | ((qh << (8 - l0)) & 0x100)],
+            iq3s_grid[qs[l0 + 1] | ((qh << (7 - l0)) & 0x100)]);
+
+        const int signs0 = __vcmpne4(((signs_packed_8[l0/2] & 0x03) << 7) | ((signs_packed_8[l0/2] & 0x0C) << 21), 0x00000000);
+        const int signs1 = __vcmpne4(((signs_packed_8[l0/2] & 0x30) << 3) | ((signs_packed_8[l0/2] & 0xC0) << 17), 0x00000000);
+
+        const int grid_l = __vsub4(grid_pos.x ^ signs0, signs0);
+        const int grid_h = __vsub4(grid_pos.y ^ signs1, signs1);
+
+        const int u0 = get_int_b4(bq8_1[iqs/2].qs, l0 + 0);
+        const int u1 = get_int_b4(bq8_1[iqs/2].qs, l0 + 1);
+
+        sumi = ggml_cuda_dp4a(grid_l, u0, sumi);
+        sumi = ggml_cuda_dp4a(grid_h, u1, sumi);
+    }
+
+    sumi *= 1 + 2*((bq3->scales[iqs/4] >> ((iqs << 1) & 0x04)) & 0x0F);
+
+    const float d = __half2float(bq3->d) * __low2float(bq8_1[iqs/2].ds);
+    return d * sumi;
+}
+
+#define VDR_IQ1_S_Q8_1_MMVQ 1
+#define VDR_IQ1_S_Q8_1_MMQ  1
+
+static __device__ __forceinline__ float vec_dot_iq1_s_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+    const block_iq1_s * bq1 = (const block_iq1_s *) vbq + kbx;
+
+    const int       qs_packed = get_int_b2(bq1->qs, iqs);
+    const uint8_t * qs        = (const uint8_t *) &qs_packed;
+
+    const int qh = bq1->qh[iqs];
+
+    int sumi = 0;
+#pragma unroll
+    for (int l0 = 0; l0 < 8; l0 += 2) {
+        const int grid = iq1s_grid_gpu[qs[l0/2] | (((qh >> 3*(l0/2)) & 0x07) << 8)];
+
+        const int grid0 = (grid >> 0) & 0x0F0F0F0F;
+        const int grid1 = (grid >> 4) & 0x0F0F0F0F;
+
+        const int u0 = get_int_b4(bq8_1[iqs].qs, l0 + 0);
+        const int u1 = get_int_b4(bq8_1[iqs].qs, l0 + 1);
+
+        sumi = ggml_cuda_dp4a(grid0, u0, sumi);
+        sumi = ggml_cuda_dp4a(grid1, u1, sumi);
+    }
+
+    const float  d1q   = __half2float(bq1->d) * (((qh >> 11) & 0x0E) + 1);
+    const float  delta = -1.0f + IQ1S_DELTA - (qh & 0x8000) * (2.0f*IQ1S_DELTA/0x8000);
+    const float2 ds    = __half22float2(bq8_1[iqs].ds);
+    return d1q * (ds.x*sumi + ds.y*delta);
+}
+
+#define VDR_IQ1_M_Q8_1_MMVQ 1
+#define VDR_IQ1_M_Q8_1_MMQ  1
+
+static __device__ __forceinline__ float vec_dot_iq1_m_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_iq1_m * bq1 = (const block_iq1_m *) vbq + kbx;
+
+    const int       qs_packed = get_int_b4(bq1->qs, iqs);
+    const uint8_t * qs        = (const uint8_t *) &qs_packed;
+
+    int   sumi[2] = {0};
+    float sumf[2] = {0.0f};
+#pragma unroll
+    for (int l0 = 0; l0 < 8; l0 += 2) {
+        const int qhl = bq1->qh[2*iqs + l0/4] >> (4 * ((l0/2) % 2));
+
+        const int grid = iq1s_grid_gpu[qs[l0/2] | ((qhl & 0x07) << 8)];
+
+        const int grid0 = (grid >> 0) & 0x0F0F0F0F;
+        const int grid1 = (grid >> 4) & 0x0F0F0F0F;
+
+        const int u0 = get_int_b4(bq8_1[iqs].qs, l0 + 0);
+        const int u1 = get_int_b4(bq8_1[iqs].qs, l0 + 1);
+
+        sumi[l0/4] = ggml_cuda_dp4a(grid0, u0, sumi[l0/4]);
+        sumi[l0/4] = ggml_cuda_dp4a(grid1, u1, sumi[l0/4]);
+
+        const float delta = -1.0f + IQ1M_DELTA - (qhl & 0x08) * (2.0f*IQ1M_DELTA/0x08);
+        int sumy = 0;
+        sumy = ggml_cuda_dp4a(u0, 0x01010101, sumy);
+        sumy = ggml_cuda_dp4a(u1, 0x01010101, sumy);
+        sumf[l0/4] += delta*sumy;
+    }
+
+    const uint16_t * sc = (const uint16_t *) bq1->scales;
+
+    iq1m_scale_t scale;
+    scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00F0) | ((sc[2] >> 4) & 0x0F00) | (sc[3] & 0xF000);
+    const float d = __half2float(scale.f16) * __low2float(bq8_1[iqs].ds);
+
+    const int tmp = sc[iqs/2] >> (6*(iqs%2));
+    const int sc0 = 2*((tmp >> 0) & 0x07) + 1;
+    const int sc1 = 2*((tmp >> 3) & 0x07) + 1;
+    return d * ((sumi[0] + sumf[0]) * sc0 + (sumi[1] + sumf[1]) * sc1);
+}
+
+static __device__ __forceinline__ int2 get_int_from_table_16(const int & q4) {
+    const int      q0_32  = (q4 >> 0) & 0x0F0F0F0F;
+    const int8_t * q0_8   = (const int8_t *) &q0_32;
+    const char4    val0_8 = make_char4(
+        kvalues_iq4nl[q0_8[0]], kvalues_iq4nl[q0_8[1]], kvalues_iq4nl[q0_8[2]], kvalues_iq4nl[q0_8[3]]);
+
+    const int      q1_32  = (q4 >> 4) & 0x0F0F0F0F;
+    const int8_t * q1_8   = (const int8_t *) &q1_32;
+    const char4    val1_8 = make_char4(
+        kvalues_iq4nl[q1_8[0]], kvalues_iq4nl[q1_8[1]], kvalues_iq4nl[q1_8[2]], kvalues_iq4nl[q1_8[3]]);
+
+    return make_int2(*((const int *) &val0_8), *((const int *) &val1_8));
+}
+
+#define VDR_IQ4_NL_Q8_1_MMVQ 2
+#define VDR_IQ4_NL_Q8_1_MMQ  4
+
+static __device__ __forceinline__ float vec_dot_iq4_nl_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_iq4_nl * bq4 = (const block_iq4_nl *) vbq + kbx;
+
+    const int * q8 = (const int *) bq8_1->qs + iqs;
+
+    int sumi = 0;
+#pragma unroll
+    for (int l = 0; l < VDR_Q4_0_Q8_1_MMVQ; ++l) {
+        const int aux_q4 = get_int_b2(bq4->qs, iqs + l);
+        const int2 v = get_int_from_table_16(aux_q4);
+
+        sumi = ggml_cuda_dp4a(v.x, q8[l + 0], sumi);
+        sumi = ggml_cuda_dp4a(v.y, q8[l + 4], sumi);
+    }
+
+    const float d = __half2float(bq4->d) * __low2float(bq8_1->ds);
+    return d * sumi;
+}
+
+#define VDR_IQ4_XS_Q8_1_MMVQ 4
+#define VDR_IQ4_XS_Q8_1_MMQ  4
+
+static __device__ __forceinline__ float vec_dot_iq4_xs_q8_1(
+    const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs) {
+
+    const block_iq4_xs * bq4 = (const block_iq4_xs *) vbq + kbx;
+
+    int sumi = 0;
+#pragma unroll
+    for (int j = 0; j < 4; ++j) {
+        const int aux_q4 = get_int_b4(bq4->qs, iqs + j);
+        const int2 v = get_int_from_table_16(aux_q4);
+
+        const int u0 = get_int_b4(bq8_1[iqs/4].qs, j + 0);
+        const int u1 = get_int_b4(bq8_1[iqs/4].qs, j + 4);
+
+        sumi = ggml_cuda_dp4a(v.x, u0, sumi);
+        sumi = ggml_cuda_dp4a(v.y, u1, sumi);
+    }
+
+    const int ls = ((bq4->scales_l[iqs/8] >> (iqs & 0x04)) & 0x0F) | (((bq4->scales_h >> (iqs/2)) & 0x03) << 4);
+    sumi *= ls - 32;
+
+    const float d = __half2float(bq4->d) * __low2float(bq8_1[iqs/4].ds);
+    return d * sumi;
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/vendors/cuda.h b/ml/backend/ggml/ggml/src/ggml-cuda/vendors/cuda.h
new file mode 100644
index 0000000..1746b07
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/vendors/cuda.h
@@ -0,0 +1,15 @@
+#pragma once
+
+#include <cuda_runtime.h>
+#include <cuda.h>
+#include <cublas_v2.h>
+#include <cuda_bf16.h>
+#include <cuda_fp16.h>
+
+#if CUDART_VERSION < 11020
+#define CU_DEVICE_ATTRIBUTE_VIRTUAL_MEMORY_MANAGEMENT_SUPPORTED CU_DEVICE_ATTRIBUTE_VIRTUAL_ADDRESS_MANAGEMENT_SUPPORTED
+#define CUBLAS_TF32_TENSOR_OP_MATH CUBLAS_TENSOR_OP_MATH
+#define CUBLAS_COMPUTE_16F CUDA_R_16F
+#define CUBLAS_COMPUTE_32F CUDA_R_32F
+#define cublasComputeType_t cudaDataType_t
+#endif // CUDART_VERSION < 11020
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/vendors/hip.h b/ml/backend/ggml/ggml/src/ggml-cuda/vendors/hip.h
new file mode 100644
index 0000000..1a28831
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/vendors/hip.h
@@ -0,0 +1,243 @@
+#pragma once
+
+#define HIP_ENABLE_WARP_SYNC_BUILTINS 1
+#include <hip/hip_runtime.h>
+#include <hipblas/hipblas.h>
+#include <hip/hip_fp16.h>
+#include <hip/hip_bfloat16.h>
+#ifdef __HIP_PLATFORM_AMD__
+// for rocblas_initialize()
+#include "rocblas/rocblas.h"
+#endif // __HIP_PLATFORM_AMD__
+
+#define CUBLAS_COMPUTE_16F HIPBLAS_R_16F
+#define CUBLAS_COMPUTE_32F HIPBLAS_R_32F
+#define CUBLAS_COMPUTE_32F_FAST_16F HIPBLAS_R_32F
+#define CUBLAS_GEMM_DEFAULT HIPBLAS_GEMM_DEFAULT
+#define CUBLAS_GEMM_DEFAULT_TENSOR_OP HIPBLAS_GEMM_DEFAULT
+#define CUBLAS_OP_N HIPBLAS_OP_N
+#define CUBLAS_OP_T HIPBLAS_OP_T
+#define CUBLAS_STATUS_SUCCESS HIPBLAS_STATUS_SUCCESS
+#define CUBLAS_TF32_TENSOR_OP_MATH 0
+#define CUDA_R_16F  HIPBLAS_R_16F
+#define CUDA_R_16BF HIPBLAS_R_16B
+#define CUDA_R_32F  HIPBLAS_R_32F
+#define CU_DEVICE_ATTRIBUTE_VIRTUAL_MEMORY_MANAGEMENT_SUPPORTED hipDeviceAttributeVirtualMemoryManagementSupported
+#define CU_MEM_ALLOC_GRANULARITY_RECOMMENDED hipMemAllocationGranularityRecommended
+#define CU_MEM_ALLOCATION_TYPE_PINNED hipMemAllocationTypePinned
+#define CU_MEM_LOCATION_TYPE_DEVICE hipMemLocationTypeDevice
+#define CU_MEM_ACCESS_FLAGS_PROT_READWRITE hipMemAccessFlagsProtReadWrite
+#define CU_CHECK(fn) {hipError_t err = fn; if(err != hipSuccess) { GGML_ABORT("HipVMM Failure: %s\n", hipGetErrorString(err)); }}
+#define __shfl_sync(mask, var, laneMask, width) __shfl(var, laneMask, width)
+#define __shfl_xor_sync(mask, var, laneMask, width) __shfl_xor(var, laneMask, width)
+#define cublasComputeType_t hipblasDatatype_t //deprecated, new hipblasComputeType_t not in 5.6
+#define cublasCreate hipblasCreate
+#define cublasDestroy hipblasDestroy
+#define cublasGemmEx hipblasGemmEx
+#define cublasGemmBatchedEx hipblasGemmBatchedEx
+#define cublasGemmStridedBatchedEx hipblasGemmStridedBatchedEx
+#define cublasHandle_t hipblasHandle_t
+#define cublasSetMathMode(handle, mode) CUBLAS_STATUS_SUCCESS
+#define cublasSetStream hipblasSetStream
+#define cublasSgemm hipblasSgemm
+#define cublasStatus_t hipblasStatus_t
+#define cublasOperation_t hipblasOperation_t
+#define cudaDataType_t hipblasDatatype_t //deprecated, new hipblasDatatype not in 5.6
+#define cudaDeviceCanAccessPeer hipDeviceCanAccessPeer
+#define cudaDeviceDisablePeerAccess hipDeviceDisablePeerAccess
+#define cudaDeviceEnablePeerAccess hipDeviceEnablePeerAccess
+#define cudaDeviceProp hipDeviceProp_t
+#define cudaDeviceSynchronize hipDeviceSynchronize
+#define cudaError_t hipError_t
+#define cudaErrorPeerAccessAlreadyEnabled hipErrorPeerAccessAlreadyEnabled
+#define cudaErrorPeerAccessNotEnabled hipErrorPeerAccessNotEnabled
+#define cudaEventCreateWithFlags hipEventCreateWithFlags
+#define cudaEventDisableTiming hipEventDisableTiming
+#define cudaEventRecord hipEventRecord
+#define cudaEventSynchronize hipEventSynchronize
+#define cudaEvent_t hipEvent_t
+#define cudaEventDestroy hipEventDestroy
+#define cudaFree hipFree
+#define cudaFreeHost hipHostFree
+#define cudaGetDevice hipGetDevice
+#define cudaGetDeviceCount hipGetDeviceCount
+#define cudaGetDeviceProperties hipGetDeviceProperties
+#define cudaGetErrorString hipGetErrorString
+#define cudaGetLastError hipGetLastError
+#define cudaHostRegister hipHostRegister
+#define cudaHostRegisterPortable hipHostRegisterPortable
+#define cudaHostRegisterReadOnly hipHostRegisterReadOnly
+#define cudaHostUnregister hipHostUnregister
+#define cudaLaunchHostFunc hipLaunchHostFunc
+#define cudaMalloc hipMalloc
+#define cudaMallocHost(ptr, size) hipHostMalloc(ptr, size, hipHostMallocDefault)
+#define cudaMallocManaged hipMallocManaged
+#define cudaMemAdvise hipMemAdvise
+#define cudaMemcpy hipMemcpy
+#define cudaMemcpyAsync hipMemcpyAsync
+#define cudaMemcpyPeerAsync hipMemcpyPeerAsync
+#define cudaMemcpy2DAsync hipMemcpy2DAsync
+#define cudaMemcpyDeviceToDevice hipMemcpyDeviceToDevice
+#define cudaMemcpyDeviceToHost hipMemcpyDeviceToHost
+#define cudaMemcpyHostToDevice hipMemcpyHostToDevice
+#define cudaMemcpyKind hipMemcpyKind
+#define cudaMemset hipMemset
+#define cudaMemsetAsync hipMemsetAsync
+#define cudaMemGetInfo hipMemGetInfo
+#define cudaOccupancyMaxPotentialBlockSize hipOccupancyMaxPotentialBlockSize
+#define cudaSetDevice hipSetDevice
+#define cuDeviceGet hipDeviceGet
+#define CUdevice hipDevice_t
+#define CUdeviceptr hipDeviceptr_t
+#define cuMemUnmap hipMemUnmap
+#define CUmemAccessDesc hipMemAccessDesc
+#define cuMemAddressFree hipMemAddressFree
+#define cuMemRelease hipMemRelease
+#define CUmemGenericAllocationHandle hipMemGenericAllocationHandle_t
+#define cuMemCreate hipMemCreate
+#define cuMemAddressReserve hipMemAddressReserve
+#define cuMemMap hipMemMap
+#define cuMemSetAccess hipMemSetAccess
+#define cuMemGetAllocationGranularity hipMemGetAllocationGranularity
+#define CUmemAllocationProp hipMemAllocationProp
+#define cuDeviceGetAttribute hipDeviceGetAttribute
+#define cudaStreamCreateWithFlags hipStreamCreateWithFlags
+#define cudaStreamDestroy hipStreamDestroy
+#define cudaStreamFireAndForget hipStreamFireAndForget
+#define cudaStreamNonBlocking hipStreamNonBlocking
+#define cudaStreamPerThread hipStreamPerThread
+#define cudaStreamSynchronize hipStreamSynchronize
+#define cudaStreamWaitEvent(stream, event, flags) hipStreamWaitEvent(stream, event, flags)
+#define cudaGraphExec_t hipGraphExec_t
+#define cudaGraphNode_t hipGraphNode_t
+#define cudaKernelNodeParams hipKernelNodeParams
+#define cudaKernelNodeParams hipKernelNodeParams
+#define cudaGraphExecDestroy hipGraphExecDestroy
+#define cudaGraphLaunch hipGraphLaunch
+#define cudaErrorGraphExecUpdateFailure hipErrorGraphExecUpdateFailure
+#define cudaGraphExecUpdateResult hipGraphExecUpdateResult
+#define cudaGraphNodeType hipGraphNodeType
+#define cudaGraphNodeTypeKernel hipGraphNodeTypeKernel
+#define cudaGraphInstantiate hipGraphInstantiate
+#define cudaStreamEndCapture hipStreamEndCapture
+#define cudaGraphDestroy hipGraphDestroy
+#define cudaGraphKernelNodeSetParams hipGraphKernelNodeSetParams
+#define cudaErrorInvalidDeviceFunction hipErrorInvalidDeviceFunction
+#define cudaGraphKernelNodeGetParams hipGraphKernelNodeGetParams
+#define cudaGraphNodeGetType hipGraphNodeGetType
+#define cudaGraphGetNodes hipGraphGetNodes
+#define cudaGraphExecUpdate hipGraphExecUpdate
+#define cudaStreamCaptureModeRelaxed hipStreamCaptureModeRelaxed
+#define cudaStreamBeginCapture hipStreamBeginCapture
+#define cudaGraph_t hipGraph_t
+#define cudaStream_t hipStream_t
+#define cudaSuccess hipSuccess
+#define cudaOccupancyMaxActiveBlocksPerMultiprocessor hipOccupancyMaxActiveBlocksPerMultiprocessor
+#define __trap() do { abort(); __builtin_unreachable(); } while(0)
+#define CUBLAS_STATUS_SUCCESS HIPBLAS_STATUS_SUCCESS
+#define CUBLAS_STATUS_NOT_INITIALIZED HIPBLAS_STATUS_NOT_INITIALIZED
+#define CUBLAS_STATUS_ALLOC_FAILED HIPBLAS_STATUS_ALLOC_FAILED
+#define CUBLAS_STATUS_INVALID_VALUE HIPBLAS_STATUS_INVALID_VALUE
+#define CUBLAS_STATUS_ARCH_MISMATCH HIPBLAS_STATUS_ARCH_MISMATCH
+#define CUBLAS_STATUS_MAPPING_ERROR HIPBLAS_STATUS_MAPPING_ERROR
+#define CUBLAS_STATUS_EXECUTION_FAILED HIPBLAS_STATUS_EXECUTION_FAILED
+#define CUBLAS_STATUS_INTERNAL_ERROR HIPBLAS_STATUS_INTERNAL_ERROR
+#define CUBLAS_STATUS_NOT_SUPPORTED HIPBLAS_STATUS_NOT_SUPPORTED
+
+#define __CUDA_ARCH__ 1300
+
+#if defined(__gfx803__) || defined(__gfx900__) || defined(__gfx906__)
+#define GCN
+#endif
+
+#if defined(__gfx908__) || defined(__gfx90a__) || defined(__gfx942__)
+#define CDNA
+#endif
+
+#if defined(__GFX12__)
+#define RDNA4
+#endif
+
+#if defined(__gfx1100__) || defined(__gfx1101__) || defined(__gfx1102__) || defined(__gfx1103__) || \
+    defined(__gfx1150__) || defined(__gfx1151__)
+#define RDNA3
+#endif
+
+#if defined(__gfx1030__) || defined(__gfx1031__) || defined(__gfx1032__) || defined(__gfx1033__) || \
+    defined(__gfx1034__) || defined(__gfx1035__) || defined(__gfx1036__) || defined(__gfx1037__)
+#define RDNA2
+#endif
+
+#if defined(__gfx1010__) || defined(__gfx1012__)
+#define RDNA1
+#endif
+
+#ifndef __has_builtin
+    #define __has_builtin(x) 0
+#endif
+
+typedef hip_bfloat16 nv_bfloat16;
+
+typedef int8_t int8x4_t __attribute__((ext_vector_type(4)));
+typedef uint8_t uint8x4_t __attribute__((ext_vector_type(4)));
+static __device__ __forceinline__ int __vsubss4(const int a, const int b) {
+    const int8x4_t va = reinterpret_cast<const int8x4_t&>(a);
+    const int8x4_t vb = reinterpret_cast<const int8x4_t&>(b);
+#if __has_builtin(__builtin_elementwise_sub_sat)
+    const int8x4_t c = __builtin_elementwise_sub_sat(va, vb);
+    return reinterpret_cast<const int &>(c);
+#else
+    int8x4_t c;
+    int16_t tmp;
+#pragma unroll
+    for (int i = 0; i < 4; i++) {
+        tmp = va[i] - vb[i];
+        if(tmp > std::numeric_limits<int8_t>::max()) tmp = std::numeric_limits<int8_t>::max();
+        if(tmp < std::numeric_limits<int8_t>::min()) tmp = std::numeric_limits<int8_t>::min();
+        c[i] = tmp;
+    }
+    return reinterpret_cast<int &>(c);
+#endif // __has_builtin(__builtin_elementwise_sub_sat)
+}
+
+static __device__ __forceinline__ int __vsub4(const int a, const int b) {
+    return __vsubss4(a, b);
+}
+
+static __device__ __forceinline__ unsigned int __vcmpeq4(unsigned int a, unsigned int b) {
+    const uint8x4_t& va = reinterpret_cast<const uint8x4_t&>(a);
+    const uint8x4_t& vb = reinterpret_cast<const uint8x4_t&>(b);
+    unsigned int c;
+    uint8x4_t& vc = reinterpret_cast<uint8x4_t&>(c);
+#pragma unroll
+    for (int i = 0; i < 4; ++i) {
+        vc[i] = va[i] == vb[i] ? 0xff : 0x00;
+    }
+    return c;
+}
+
+static __device__ __forceinline__ unsigned int __vcmpne4(unsigned int a, unsigned int b) {
+    const uint8x4_t& va = reinterpret_cast<const uint8x4_t&>(a);
+    const uint8x4_t& vb = reinterpret_cast<const uint8x4_t&>(b);
+    unsigned int c;
+    uint8x4_t& vc = reinterpret_cast<uint8x4_t&>(c);
+#pragma unroll
+    for (int i = 0; i < 4; ++i) {
+        vc[i] = va[i] == vb[i] ? 0x00 : 0xff;
+    }
+    return c;
+}
+
+#if defined(__HIP_PLATFORM_AMD__) && HIP_VERSION < 50600000
+// __shfl_xor() for half2 was added in ROCm 5.6
+static __device__ __forceinline__ half2 __shfl_xor(half2 var, int laneMask, int width) {
+    typedef union half2_b32 {
+        half2 val;
+        int   b32;
+    } half2_b32_t;
+    half2_b32_t tmp;
+    tmp.val = var;
+    tmp.b32 = __shfl_xor(tmp.b32, laneMask, width);
+    return tmp.val;
+}
+#endif // defined(__HIP_PLATFORM_AMD__) && HIP_VERSION < 50600000
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/vendors/musa.h b/ml/backend/ggml/ggml/src/ggml-cuda/vendors/musa.h
new file mode 100644
index 0000000..937779a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/vendors/musa.h
@@ -0,0 +1,140 @@
+#pragma once
+
+#include <musa_runtime.h>
+#include <musa.h>
+#include <mublas.h>
+#include <musa_bf16.h>
+#include <musa_fp16.h>
+#define CUBLAS_COMPUTE_16F CUDA_R_16F
+#define CUBLAS_COMPUTE_32F CUDA_R_32F
+#define CUBLAS_COMPUTE_32F_FAST_16F MUBLAS_COMPUTE_32F_FAST_16F
+#define CUBLAS_GEMM_DEFAULT MUBLAS_GEMM_DEFAULT
+#define CUBLAS_GEMM_DEFAULT_TENSOR_OP MUBLAS_GEMM_DEFAULT
+#define CUBLAS_OP_N MUBLAS_OP_N
+#define CUBLAS_OP_T MUBLAS_OP_T
+#define CUBLAS_STATUS_SUCCESS MUBLAS_STATUS_SUCCESS
+#define CUBLAS_TF32_TENSOR_OP_MATH MUBLAS_MATH_MODE_DEFAULT
+#define CUDA_R_16F  MUSA_R_16F
+#define CUDA_R_16BF MUSA_R_16BF
+#define CUDA_R_32F  MUSA_R_32F
+#define cublasComputeType_t cudaDataType_t
+#define cublasCreate mublasCreate
+#define cublasDestroy mublasDestroy
+#define cublasGemmEx mublasGemmEx
+#define cublasGemmBatchedEx mublasGemmBatchedEx
+#define cublasGemmStridedBatchedEx mublasGemmStridedBatchedEx
+#define cublasHandle_t mublasHandle_t
+#define cublasSetMathMode mublasSetMathMode
+#define cublasSetStream mublasSetStream
+#define cublasSgemm mublasSgemm
+#define cublasStatus_t mublasStatus_t
+#define cublasOperation_t mublasOperation_t
+#define cublasGetStatusString mublasStatus_to_string
+#define cudaDataType_t musaDataType_t
+#define cudaDeviceCanAccessPeer musaDeviceCanAccessPeer
+#define cudaDeviceDisablePeerAccess musaDeviceDisablePeerAccess
+#define cudaDeviceEnablePeerAccess musaDeviceEnablePeerAccess
+#define cudaDeviceProp musaDeviceProp
+#define cudaDeviceSynchronize musaDeviceSynchronize
+#define cudaError_t musaError_t
+#define cudaErrorPeerAccessAlreadyEnabled musaErrorPeerAccessAlreadyEnabled
+#define cudaErrorPeerAccessNotEnabled musaErrorPeerAccessNotEnabled
+#define cudaEventCreateWithFlags musaEventCreateWithFlags
+#define cudaEventDisableTiming musaEventDisableTiming
+#define cudaEventRecord musaEventRecord
+#define cudaEventSynchronize musaEventSynchronize
+#define cudaEvent_t musaEvent_t
+#define cudaEventDestroy musaEventDestroy
+#define cudaFree musaFree
+#define cudaFreeHost musaFreeHost
+#define cudaGetDevice musaGetDevice
+#define cudaGetDeviceCount musaGetDeviceCount
+#define cudaGetDeviceProperties musaGetDeviceProperties
+#define cudaGetErrorString musaGetErrorString
+#define cudaGetLastError musaGetLastError
+#define cudaHostRegister musaHostRegister
+#define cudaHostRegisterPortable musaHostRegisterPortable
+#define cudaHostRegisterReadOnly musaHostRegisterReadOnly
+#define cudaHostUnregister musaHostUnregister
+#define cudaLaunchHostFunc musaLaunchHostFunc
+#define cudaMalloc musaMalloc
+#define cudaMallocHost musaMallocHost
+#define cudaMallocManaged musaMallocManaged
+#define cudaMemcpy musaMemcpy
+#define cudaMemcpyAsync musaMemcpyAsync
+#define cudaMemcpyPeerAsync musaMemcpyPeerAsync
+#define cudaMemcpy2DAsync musaMemcpy2DAsync
+#define cudaMemcpyDeviceToDevice musaMemcpyDeviceToDevice
+#define cudaMemcpyDeviceToHost musaMemcpyDeviceToHost
+#define cudaMemcpyHostToDevice musaMemcpyHostToDevice
+#define cudaMemcpyKind musaMemcpyKind
+#define cudaMemset musaMemset
+#define cudaMemsetAsync musaMemsetAsync
+#define cudaMemGetInfo musaMemGetInfo
+#define cudaOccupancyMaxPotentialBlockSize musaOccupancyMaxPotentialBlockSize
+#define cudaSetDevice musaSetDevice
+#define cudaStreamCreateWithFlags musaStreamCreateWithFlags
+#define cudaStreamDestroy musaStreamDestroy
+#define cudaStreamFireAndForget musaStreamFireAndForget
+#define cudaStreamNonBlocking musaStreamNonBlocking
+#define cudaStreamPerThread musaStreamPerThread
+#define cudaStreamSynchronize musaStreamSynchronize
+#define cudaStreamWaitEvent musaStreamWaitEvent
+#define cudaStream_t musaStream_t
+#define cudaSuccess musaSuccess
+
+// Additional mappings for MUSA virtual memory pool
+#define CU_DEVICE_ATTRIBUTE_VIRTUAL_MEMORY_MANAGEMENT_SUPPORTED MU_DEVICE_ATTRIBUTE_VIRTUAL_ADDRESS_MANAGEMENT_SUPPORTED
+#define CU_MEM_ACCESS_FLAGS_PROT_READWRITE MU_MEM_ACCESS_FLAGS_PROT_READWRITE
+#define CU_MEM_ALLOC_GRANULARITY_RECOMMENDED MU_MEM_ALLOC_GRANULARITY_RECOMMENDED
+#define CU_MEM_ALLOCATION_TYPE_PINNED MU_MEM_ALLOCATION_TYPE_PINNED
+#define CU_MEM_LOCATION_TYPE_DEVICE MU_MEM_LOCATION_TYPE_DEVICE
+#define CUdevice MUdevice
+#define CUdeviceptr MUdeviceptr
+#define CUmemAccessDesc MUmemAccessDesc
+#define CUmemAllocationProp MUmemAllocationProp
+#define CUmemGenericAllocationHandle MUmemGenericAllocationHandle
+#define cuDeviceGet muDeviceGet
+#define cuDeviceGetAttribute muDeviceGetAttribute
+#define cuMemAddressFree muMemAddressFree
+#define cuMemAddressReserve muMemAddressReserve
+#define cuMemCreate muMemCreate
+#define cuMemGetAllocationGranularity muMemGetAllocationGranularity
+#define cuMemMap muMemMap
+#define cuMemRelease muMemRelease
+#define cuMemSetAccess muMemSetAccess
+#define cuMemUnmap muMemUnmap
+#define cudaFuncAttributeMaxDynamicSharedMemorySize musaFuncAttributeMaxDynamicSharedMemorySize
+#define cudaFuncSetAttribute musaFuncSetAttribute
+#define cudaMemcpy3DPeerParms musaMemcpy3DPeerParms
+#define make_cudaExtent make_musaExtent
+#define make_cudaPitchedPtr make_musaPitchedPtr
+
+// Additional mappings for MUSA graphs
+#define CUDA_SUCCESS MUSA_SUCCESS
+#define CUresult MUresult
+#define cuGetErrorString muGetErrorString
+#define cudaErrorGraphExecUpdateFailure musaErrorGraphExecUpdateFailure
+#define cudaErrorInvalidDeviceFunction musaErrorInvalidDeviceFunction
+#define cudaGraphDestroy musaGraphDestroy
+#define cudaGraphExecDestroy musaGraphExecDestroy
+#define cudaGraphExec_t musaGraphExec_t
+#define cudaGraphExecUpdate musaGraphExecUpdate
+#define cudaGraphExecUpdateResult musaGraphExecUpdateResult
+#define cudaGraphGetNodes musaGraphGetNodes
+#define cudaGraphInstantiate musaGraphInstantiate
+#define cudaGraphKernelNodeGetParams musaGraphKernelNodeGetParams
+#define cudaGraphKernelNodeSetParams musaGraphKernelNodeSetParams
+#define cudaGraphLaunch musaGraphLaunch
+#define cudaGraphNodeGetType musaGraphNodeGetType
+#define cudaGraphNode_t musaGraphNode_t
+#define cudaGraphNodeType musaGraphNodeType
+#define cudaGraphNodeTypeKernel musaGraphNodeTypeKernel
+#define cudaGraph_t musaGraph_t
+#define cudaKernelNodeParams musaKernelNodeParams
+#define cudaStreamCaptureModeRelaxed musaStreamCaptureModeRelaxed
+#define cudaStreamBeginCapture musaStreamBeginCapture
+#define cudaStreamEndCapture musaStreamEndCapture
+#define cudaOccupancyMaxActiveBlocksPerMultiprocessor musaOccupancyMaxActiveBlocksPerMultiprocessor
+
+typedef mt_bfloat16 nv_bfloat16;
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/wkv.cu b/ml/backend/ggml/ggml/src/ggml-cuda/wkv.cu
new file mode 100644
index 0000000..d2fced7
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/wkv.cu
@@ -0,0 +1,199 @@
+#include "common.cuh"
+#include "wkv.cuh"
+
+template <int block_size>
+static __global__ void rwkv_wkv_f32(const int B, const int T, const int C, const int H, const float * k, const float * v, const float * r, const float * tf, const float * td, const float * s, float * dst) {
+    const int tid = threadIdx.x;
+    const int bid = blockIdx.x;
+
+    const int head_size = block_size;
+    const int batch_i = bid / H;
+    const int head_i = bid % H;
+    const int state_size = C * head_size;
+    const int n_seq_tokens = T / B;
+
+    float state[head_size];
+    __shared__ float _k[head_size], _r[head_size], _tf[head_size], _td[head_size];
+
+    #pragma unroll
+    for (int i = 0; i < head_size; i++) {
+        state[i] = s[batch_i * state_size + head_i * head_size * head_size + i * head_size + tid];
+    }
+
+    __syncthreads();
+    _tf[tid] = tf[head_i * head_size + tid];
+    __syncthreads();
+
+    for (int t = batch_i * n_seq_tokens * C + head_i * head_size + tid; t < (batch_i + 1) * n_seq_tokens * C + head_i * head_size + tid; t += C) {
+        __syncthreads();
+        _k[tid] = k[t];
+        _r[tid] = r[t];
+        _td[tid] = td[t];
+        __syncthreads();
+
+        const float _v = v[t];
+        float y = 0;
+        for (int j = 0; j < head_size; j += 4) {
+            const float4& k = (float4&)(_k[j]);
+            const float4& r = (float4&)(_r[j]);
+            const float4& tf = (float4&)(_tf[j]);
+            const float4& td = (float4&)(_td[j]);
+            float4& s = (float4&)(state[j]);
+            float4 kv;
+
+            kv.x = k.x * _v;
+            kv.y = k.y * _v;
+            kv.z = k.z * _v;
+            kv.w = k.w * _v;
+
+            y += r.x * (tf.x * kv.x + s.x);
+            y += r.y * (tf.y * kv.y + s.y);
+            y += r.z * (tf.z * kv.z + s.z);
+            y += r.w * (tf.w * kv.w + s.w);
+
+            s.x = s.x * td.x + kv.x;
+            s.y = s.y * td.y + kv.y;
+            s.z = s.z * td.z + kv.z;
+            s.w = s.w * td.w + kv.w;
+        }
+        dst[t] = y;
+    }
+
+    #pragma unroll
+    for (int i = 0; i < head_size; i++) {
+        dst[T * C + batch_i * state_size + head_i * head_size * head_size + i * head_size + tid] = state[i];
+    }
+}
+
+template <int block_size>
+static __global__ void rwkv_wkv7_f32(const int B, const int T, const int C, const int H, const float * r, const float * w, const float * k, const float * v, const float * a, const float * b, const float * s, float * dst) {
+    const int tid = threadIdx.x;
+    const int bid = blockIdx.x;
+
+    const int head_size = block_size;
+    const int batch_i = bid / H;
+    const int head_i = bid % H;
+    const int state_size = C * head_size;
+    const int n_seq_tokens = T / B;
+
+    float state[head_size];
+    __shared__ float _r[head_size], _w[head_size], _k[head_size], _a[head_size], _b[head_size];
+
+#ifndef GGML_USE_MUSA
+    #pragma unroll
+#endif
+    for (int i = 0; i < head_size; i++) {
+        state[i] = s[batch_i * state_size + head_i * head_size * head_size + tid * head_size + i];
+    }
+
+    for (int t = batch_i * n_seq_tokens * C + head_i * head_size + tid; t < (batch_i + 1) * n_seq_tokens * C + head_i * head_size + tid; t += C) {
+        __syncthreads();
+        _r[tid] = r[t];
+        _w[tid] = w[t];
+        _k[tid] = k[t];
+        _a[tid] = a[t];
+        _b[tid] = b[t];
+        __syncthreads();
+
+        float sa = 0;
+        #pragma unroll
+        for (int j = 0; j < head_size; j += 4)
+        {
+            const float4& a = (float4&)(_a[j]);
+            const float4& s = (float4&)(state[j]);
+            sa += a.x * s.x;
+            sa += a.y * s.y;
+            sa += a.z * s.z;
+            sa += a.w * s.w;
+        }
+
+        const float _v = v[t];
+        float y = 0;
+        for (int j = 0; j < head_size; j += 4) {
+            const float4& r = (float4&)(_r[j]);
+            const float4& w = (float4&)(_w[j]);
+            const float4& k = (float4&)(_k[j]);
+            const float4& b = (float4&)(_b[j]);
+            float4& s = (float4&)(state[j]);
+            float4 kv;
+
+            kv.x = k.x * _v;
+            kv.y = k.y * _v;
+            kv.z = k.z * _v;
+            kv.w = k.w * _v;
+
+            s.x = s.x * w.x + kv.x + sa * b.x;
+            s.y = s.y * w.y + kv.y + sa * b.y;
+            s.z = s.z * w.z + kv.z + sa * b.z;
+            s.w = s.w * w.w + kv.w + sa * b.w;
+
+            y += s.x * r.x;
+            y += s.y * r.y;
+            y += s.z * r.z;
+            y += s.w * r.w;
+        }
+        dst[t] = y;
+    }
+
+    #pragma unroll
+    for (int i = 0; i < head_size; i++) {
+        dst[T * C + batch_i * state_size + head_i * head_size * head_size + tid * head_size + i] = state[i];
+    }
+}
+
+void ggml_cuda_op_rwkv_wkv6(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const float * k_d  = (const float *)dst->src[0]->data;
+    const float * v_d  = (const float *)dst->src[1]->data;
+    const float * r_d  = (const float *)dst->src[2]->data;
+    const float * tf_d = (const float *)dst->src[3]->data;
+    const float * td_d = (const float *)dst->src[4]->data;
+    const float * s_d  = (const float *)dst->src[5]->data;
+
+    const int64_t B = dst->src[5]->ne[1];
+    const int64_t T = dst->src[0]->ne[2];
+    const int64_t C = dst->ne[0];
+    const int64_t H = dst->src[0]->ne[1];
+
+    float * dst_d = (float *)dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(dst->src[5]->type == GGML_TYPE_F32);
+    GGML_ASSERT(C % H == 0);
+    GGML_ASSERT(C / H == CUDA_WKV_BLOCK_SIZE || C / H == CUDA_WKV_BLOCK_SIZE * 2);
+
+    if (C / H == CUDA_WKV_BLOCK_SIZE) {
+        rwkv_wkv_f32<CUDA_WKV_BLOCK_SIZE><<<B * H, C / H, 0, stream>>>(B, T, C, H, k_d, v_d, r_d, tf_d, td_d, s_d, dst_d);
+    } else {
+        rwkv_wkv_f32<CUDA_WKV_BLOCK_SIZE * 2><<<B * H, C / H, 0, stream>>>(B, T, C, H, k_d, v_d, r_d, tf_d, td_d, s_d, dst_d);
+    }
+}
+
+void ggml_cuda_op_rwkv_wkv7(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
+    const float * r_d = (const float *)dst->src[0]->data;
+    const float * w_d = (const float *)dst->src[1]->data;
+    const float * k_d = (const float *)dst->src[2]->data;
+    const float * v_d = (const float *)dst->src[3]->data;
+    const float * a_d = (const float *)dst->src[4]->data;
+    const float * b_d = (const float *)dst->src[5]->data;
+    const float * s_d = (const float *)dst->src[6]->data;
+
+    const int64_t B = dst->src[6]->ne[1];
+    const int64_t T = dst->src[0]->ne[2];
+    const int64_t C = dst->ne[0];
+    const int64_t H = dst->src[0]->ne[1];
+
+    float * dst_d = (float *)dst->data;
+
+    cudaStream_t stream = ctx.stream();
+
+    GGML_ASSERT(dst->src[6]->type == GGML_TYPE_F32);
+    GGML_ASSERT(C % H == 0);
+    GGML_ASSERT(C / H == CUDA_WKV_BLOCK_SIZE || C / H == CUDA_WKV_BLOCK_SIZE * 2);
+
+    if (C / H == CUDA_WKV_BLOCK_SIZE) {
+        rwkv_wkv7_f32<CUDA_WKV_BLOCK_SIZE><<<B * H, C / H, 0, stream>>>(B, T, C, H, r_d, w_d, k_d, v_d, a_d, b_d, s_d, dst_d);
+    } else {
+        rwkv_wkv7_f32<CUDA_WKV_BLOCK_SIZE * 2><<<B * H, C / H, 0, stream>>>(B, T, C, H, r_d, w_d, k_d, v_d, a_d, b_d, s_d, dst_d);
+    }
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-cuda/wkv.cuh b/ml/backend/ggml/ggml/src/ggml-cuda/wkv.cuh
new file mode 100644
index 0000000..9623dd7
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-cuda/wkv.cuh
@@ -0,0 +1,7 @@
+#include "common.cuh"
+
+#define CUDA_WKV_BLOCK_SIZE 64
+
+void ggml_cuda_op_rwkv_wkv6(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
+
+void ggml_cuda_op_rwkv_wkv7(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
diff --git a/ml/backend/ggml/ggml/src/ggml-hip/CMakeLists.txt b/ml/backend/ggml/ggml/src/ggml-hip/CMakeLists.txt
new file mode 100644
index 0000000..1fe8fe3
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-hip/CMakeLists.txt
@@ -0,0 +1,131 @@
+if (NOT EXISTS $ENV{ROCM_PATH})
+    if (NOT EXISTS /opt/rocm)
+        set(ROCM_PATH /usr)
+    else()
+        set(ROCM_PATH /opt/rocm)
+    endif()
+else()
+    set(ROCM_PATH $ENV{ROCM_PATH})
+endif()
+
+list(APPEND CMAKE_PREFIX_PATH  ${ROCM_PATH})
+list(APPEND CMAKE_PREFIX_PATH "${ROCM_PATH}/lib64/cmake")
+
+# CMake on Windows doesn't support the HIP language yet
+if (WIN32)
+    set(CXX_IS_HIPCC TRUE)
+else()
+    string(REGEX MATCH "hipcc(\.bat)?$" CXX_IS_HIPCC "${CMAKE_CXX_COMPILER}")
+endif()
+
+if (CXX_IS_HIPCC)
+    if (LINUX)
+        if (NOT ${CMAKE_CXX_COMPILER_ID} MATCHES "Clang")
+            message(WARNING "Only LLVM is supported for HIP, hint: CXX=/opt/rocm/llvm/bin/clang++")
+        endif()
+
+        message(WARNING "Setting hipcc as the C++ compiler is legacy behavior."
+                " Prefer setting the HIP compiler directly. See README for details.")
+    endif()
+else()
+    # Forward AMDGPU_TARGETS to CMAKE_HIP_ARCHITECTURES.
+    if (AMDGPU_TARGETS AND NOT CMAKE_HIP_ARCHITECTURES)
+        set(CMAKE_HIP_ARCHITECTURES ${AMDGPU_TARGETS})
+    endif()
+    cmake_minimum_required(VERSION 3.21)
+    enable_language(HIP)
+endif()
+
+find_package(hip     REQUIRED)
+find_package(hipblas REQUIRED)
+find_package(rocblas REQUIRED)
+if (GGML_HIP_ROCWMMA_FATTN)
+    CHECK_INCLUDE_FILE_CXX("rocwmma/rocwmma.hpp" FOUND_ROCWMMA)
+    if (NOT ${FOUND_ROCWMMA})
+        message(FATAL_ERROR "rocwmma has not been found")
+    endif()
+endif()
+
+if (${hip_VERSION} VERSION_LESS 5.5)
+    message(FATAL_ERROR "At least ROCM/HIP V5.5 is required")
+endif()
+
+message(STATUS "HIP and hipBLAS found")
+
+# Workaround old compilers
+set(CMAKE_HIP_FLAGS "${CMAKE_HIP_FLAGS} --gpu-max-threads-per-block=1024")
+
+file(GLOB   GGML_HEADERS_ROCM "../ggml-cuda/*.cuh")
+list(APPEND GGML_HEADERS_ROCM "../../include/ggml-cuda.h")
+
+file(GLOB   GGML_SOURCES_ROCM "../ggml-cuda/*.cu")
+file(GLOB   SRCS "../ggml-cuda/template-instances/fattn-mma*.cu")
+list(APPEND GGML_SOURCES_ROCM ${SRCS})
+file(GLOB   SRCS "../ggml-cuda/template-instances/mmq*.cu")
+list(APPEND GGML_SOURCES_ROCM ${SRCS})
+
+if (GGML_CUDA_FA_ALL_QUANTS)
+    file(GLOB   SRCS "../ggml-cuda/template-instances/fattn-vec*.cu")
+    list(APPEND GGML_SOURCES_ROCM ${SRCS})
+    add_compile_definitions(GGML_CUDA_FA_ALL_QUANTS)
+else()
+    file(GLOB   SRCS "../ggml-cuda/template-instances/fattn-vec*q4_0-q4_0.cu")
+    list(APPEND GGML_SOURCES_ROCM ${SRCS})
+    file(GLOB   SRCS "../ggml-cuda/template-instances/fattn-vec*q8_0-q8_0.cu")
+    list(APPEND GGML_SOURCES_ROCM ${SRCS})
+    file(GLOB   SRCS "../ggml-cuda/template-instances/fattn-vec*f16-f16.cu")
+    list(APPEND GGML_SOURCES_ROCM ${SRCS})
+endif()
+
+ggml_add_backend_library(ggml-hip
+                         ${GGML_HEADERS_ROCM}
+                         ${GGML_SOURCES_ROCM}
+                        )
+
+# TODO: do not use CUDA definitions for HIP
+if (NOT GGML_BACKEND_DL)
+    target_compile_definitions(ggml PUBLIC GGML_USE_CUDA)
+endif()
+
+add_compile_definitions(GGML_USE_HIP)
+
+if (GGML_CUDA_FORCE_MMQ)
+    add_compile_definitions(GGML_CUDA_FORCE_MMQ)
+endif()
+
+if (GGML_CUDA_FORCE_CUBLAS)
+    add_compile_definitions(GGML_CUDA_FORCE_CUBLAS)
+endif()
+
+if (GGML_CUDA_NO_PEER_COPY)
+    add_compile_definitions(GGML_CUDA_NO_PEER_COPY)
+endif()
+
+if (GGML_HIP_GRAPHS)
+    add_compile_definitions(GGML_HIP_GRAPHS)
+endif()
+
+if (GGML_HIP_NO_VMM)
+    add_compile_definitions(GGML_HIP_NO_VMM)
+endif()
+
+if (GGML_HIP_ROCWMMA_FATTN)
+    add_compile_definitions(GGML_HIP_ROCWMMA_FATTN)
+endif()
+
+if (NOT GGML_CUDA_FA)
+    add_compile_definitions(GGML_CUDA_NO_FA)
+endif()
+
+if (CXX_IS_HIPCC)
+    set_source_files_properties(${GGML_SOURCES_ROCM} PROPERTIES LANGUAGE CXX)
+    target_link_libraries(ggml-hip PRIVATE hip::device)
+else()
+    set_source_files_properties(${GGML_SOURCES_ROCM} PROPERTIES LANGUAGE HIP)
+endif()
+
+if (GGML_STATIC)
+    message(FATAL_ERROR "Static linking not supported for HIP/ROCm")
+endif()
+
+target_link_libraries(ggml-hip PRIVATE ggml-base hip::host roc::rocblas roc::hipblas)
diff --git a/ml/backend/ggml/ggml/src/ggml-impl.h b/ml/backend/ggml/ggml/src/ggml-impl.h
new file mode 100644
index 0000000..a19cfb1
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-impl.h
@@ -0,0 +1,601 @@
+#pragma once
+
+// GGML internal header
+
+#include "ggml.h"
+#include "gguf.h"
+
+#include <assert.h>
+#include <math.h>
+#include <stdlib.h> // load `stdlib.h` before other headers to work around MinGW bug: https://sourceforge.net/p/mingw-w64/bugs/192/
+#include <stdbool.h>
+#include <stdint.h>
+#include <string.h>
+
+#ifdef __ARM_FEATURE_SVE
+#include <arm_sve.h>
+#endif // __ARM_FEATURE_SVE
+
+#if defined(__ARM_NEON) && !defined(__CUDACC__) && !defined(__MUSACC__)
+// if YCM cannot find <arm_neon.h>, make a symbolic link to it, for example:
+//
+//   $ ln -sfn /Library/Developer/CommandLineTools/usr/lib/clang/13.1.6/include/arm_neon.h ./src/
+//
+#include <arm_neon.h>
+#endif
+
+#if defined(__F16C__)
+#include <immintrin.h>
+#endif
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+#ifndef MIN
+#    define MIN(a, b) ((a) < (b) ? (a) : (b))
+#endif
+
+#ifndef MAX
+#    define MAX(a, b) ((a) > (b) ? (a) : (b))
+#endif
+
+// required for mmap as gguf only guarantees 32-byte alignment
+#define TENSOR_ALIGNMENT 32
+
+// static_assert should be a #define, but if it's not,
+// fall back to the _Static_assert C11 keyword.
+// if C99 - static_assert is noop
+// ref: https://stackoverflow.com/a/53923785/4039976
+#ifndef __cplusplus
+    #ifndef static_assert
+        #if defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 201100L)
+            #define static_assert(cond, msg) _Static_assert(cond, msg)
+        #else
+            #define static_assert(cond, msg) struct global_scope_noop_trick
+        #endif
+    #endif
+#endif
+
+static inline int ggml_up32(int n) {
+    return (n + 31) & ~31;
+}
+
+//static inline int ggml_up64(int n) {
+//    return (n + 63) & ~63;
+//}
+
+static inline int ggml_up(int n, int m) {
+    // assert m is a power of 2
+    GGML_ASSERT((m & (m - 1)) == 0);
+    return (n + m - 1) & ~(m - 1);
+}
+
+//
+// logging
+//
+
+GGML_ATTRIBUTE_FORMAT(2, 3)
+GGML_API void ggml_log_internal        (enum ggml_log_level level, const char * format, ...);
+GGML_API void ggml_log_callback_default(enum ggml_log_level level, const char * text, void * user_data);
+
+#define GGML_LOG(...)       ggml_log_internal(GGML_LOG_LEVEL_NONE , __VA_ARGS__)
+#define GGML_LOG_INFO(...)  ggml_log_internal(GGML_LOG_LEVEL_INFO , __VA_ARGS__)
+#define GGML_LOG_WARN(...)  ggml_log_internal(GGML_LOG_LEVEL_WARN , __VA_ARGS__)
+#define GGML_LOG_ERROR(...) ggml_log_internal(GGML_LOG_LEVEL_ERROR, __VA_ARGS__)
+#define GGML_LOG_DEBUG(...) ggml_log_internal(GGML_LOG_LEVEL_DEBUG, __VA_ARGS__)
+#define GGML_LOG_CONT(...)  ggml_log_internal(GGML_LOG_LEVEL_CONT , __VA_ARGS__)
+
+#define GGML_DEBUG 0
+
+#if (GGML_DEBUG >= 1)
+#define GGML_PRINT_DEBUG(...) GGML_LOG_DEBUG(__VA_ARGS__)
+#else
+#define GGML_PRINT_DEBUG(...)
+#endif
+
+#if (GGML_DEBUG >= 5)
+#define GGML_PRINT_DEBUG_5(...) GGML_LOG_DEBUG(__VA_ARGS__)
+#else
+#define GGML_PRINT_DEBUG_5(...)
+#endif
+
+#if (GGML_DEBUG >= 10)
+#define GGML_PRINT_DEBUG_10(...) GGML_LOG_DEBUG(__VA_ARGS__)
+#else
+#define GGML_PRINT_DEBUG_10(...)
+#endif
+
+// tensor params
+
+static void ggml_set_op_params(struct ggml_tensor * tensor, const void * params, size_t params_size) {
+    GGML_ASSERT(tensor != NULL); // silence -Warray-bounds warnings
+    assert(params_size <= GGML_MAX_OP_PARAMS);
+    memcpy(tensor->op_params, params, params_size);
+}
+
+static int32_t ggml_get_op_params_i32(const struct ggml_tensor * tensor, uint32_t i) {
+    assert(i < GGML_MAX_OP_PARAMS / sizeof(int32_t));
+    return ((const int32_t *)(tensor->op_params))[i];
+}
+
+static float ggml_get_op_params_f32(const struct ggml_tensor * tensor, uint32_t i) {
+    assert(i < GGML_MAX_OP_PARAMS / sizeof(float));
+    return ((const float *)(tensor->op_params))[i];
+}
+
+static void ggml_set_op_params_i32(struct ggml_tensor * tensor, uint32_t i, int32_t value) {
+    assert(i < GGML_MAX_OP_PARAMS / sizeof(int32_t));
+    ((int32_t *)(tensor->op_params))[i] = value;
+}
+
+static void ggml_set_op_params_f32(struct ggml_tensor * tensor, uint32_t i, float value) {
+    assert(i < GGML_MAX_OP_PARAMS / sizeof(float));
+    ((float *)(tensor->op_params))[i] = value;
+}
+
+struct ggml_map_custom1_op_params {
+    ggml_custom1_op_t  fun;
+    int                n_tasks;
+    void             * userdata;
+};
+
+struct ggml_map_custom2_op_params {
+    ggml_custom2_op_t   fun;
+    int                 n_tasks;
+    void              * userdata;
+};
+
+struct ggml_map_custom3_op_params {
+    ggml_custom3_op_t fun;
+    int               n_tasks;
+    void            * userdata;
+};
+
+struct ggml_custom_op_params {
+    ggml_custom_op_t fun;
+    int              n_tasks;
+    void           * userdata;
+};
+
+// bitset
+
+typedef uint32_t ggml_bitset_t;
+
+static_assert(sizeof(ggml_bitset_t) == 4, "bitset_t constants must be updated");
+#define BITSET_SHR 5 // log2(sizeof(ggml_bitset_t)*8)
+#define BITSET_MASK (sizeof(ggml_bitset_t)*8 - 1)
+
+static size_t ggml_bitset_size(size_t n) {
+    return (n + BITSET_MASK) >> BITSET_SHR;
+}
+
+static inline bool ggml_bitset_get(const ggml_bitset_t * bitset, size_t i) {
+    return !!(bitset[i >> BITSET_SHR] & (1u << (i & BITSET_MASK)));
+}
+
+static inline void ggml_bitset_set(ggml_bitset_t * bitset, size_t i) {
+    bitset[i >> BITSET_SHR] |= (1u << (i & BITSET_MASK));
+}
+
+static inline void ggml_bitset_clear(ggml_bitset_t * bitset, size_t i) {
+    bitset[i >> BITSET_SHR] &= ~(1u << (i & BITSET_MASK));
+}
+
+// hash set
+
+#define GGML_HASHSET_FULL ((size_t)-1)
+#define GGML_HASHSET_ALREADY_EXISTS ((size_t)-2)
+
+struct ggml_hash_set {
+    size_t size;
+    ggml_bitset_t * used;       // whether or not the keys are in use i.e. set
+    struct ggml_tensor ** keys; // actual tensors in the set, keys[i] is only defined if ggml_bitset_get(used, i)
+};
+
+struct ggml_hash_set ggml_hash_set_new(size_t size);
+void                 ggml_hash_set_free(struct ggml_hash_set * hash_set);
+
+// returns the minimum size for a hash set that can hold min_sz elements
+size_t ggml_hash_size(size_t min_sz);
+
+// remove all elements from the hash set
+void ggml_hash_set_reset(struct ggml_hash_set * hash_set);
+
+// returns true if key is in the hash set
+static bool ggml_hash_contains(const struct ggml_hash_set * hash_set, struct ggml_tensor * key);
+
+// returns GGML_HASHSET_FULL if table is full, otherwise the current index of the key or where it should be inserted
+static size_t ggml_hash_find(const struct ggml_hash_set * hash_set, const struct ggml_tensor * key);
+
+// returns GGML_HASHSET_ALREADY_EXISTS if key already exists, index otherwise, asserts if table is full
+static size_t ggml_hash_insert(struct ggml_hash_set * hash_set, struct ggml_tensor * key);
+
+// return index, asserts if table is full
+static size_t ggml_hash_find_or_insert(struct ggml_hash_set * hash_set, struct ggml_tensor * key);
+
+// hash function for ggml_tensor
+static inline size_t ggml_hash(const struct ggml_tensor * p) {
+    // the last 4 bits are always zero due to alignment
+    return (size_t)(uintptr_t)p >> 4;
+}
+
+static size_t ggml_hash_find(const struct ggml_hash_set * hash_set, const struct ggml_tensor * key) {
+    size_t h = ggml_hash(key) % hash_set->size;
+
+    // linear probing
+    size_t i = h;
+    while (ggml_bitset_get(hash_set->used, i) && hash_set->keys[i] != key) {
+        i = (i + 1) % hash_set->size;
+        if (i == h) {
+            // visited all hash table entries -> not found
+            return GGML_HASHSET_FULL;
+        }
+    }
+    return i;
+}
+
+static bool ggml_hash_contains(const struct ggml_hash_set * hash_set, struct ggml_tensor * key) {
+    size_t i = ggml_hash_find(hash_set, key);
+    return i != GGML_HASHSET_FULL && ggml_bitset_get(hash_set->used, i);
+}
+
+static size_t ggml_hash_insert(struct ggml_hash_set * hash_set, struct ggml_tensor * key) {
+    size_t h = ggml_hash(key) % hash_set->size;
+
+    // linear probing
+    size_t i = h;
+    do {
+        if (!ggml_bitset_get(hash_set->used, i)) {
+            ggml_bitset_set(hash_set->used, i);
+            hash_set->keys[i] = key;
+            return i;
+        }
+        if (hash_set->keys[i] == key) {
+            return GGML_HASHSET_ALREADY_EXISTS;
+        }
+        i = (i + 1) % hash_set->size;
+    } while (i != h);
+
+    // visited all hash table entries -> not found
+    GGML_ABORT("fatal error");
+}
+
+static size_t ggml_hash_find_or_insert(struct ggml_hash_set * hash_set, struct ggml_tensor * key) {
+    size_t h = ggml_hash(key) % hash_set->size;
+
+    // linear probing
+    size_t i = h;
+    do {
+        if (!ggml_bitset_get(hash_set->used, i)) {
+            ggml_bitset_set(hash_set->used, i);
+            hash_set->keys[i] = key;
+            return i;
+        }
+        if (hash_set->keys[i] == key) {
+            return i;
+        }
+        i = (i + 1) % hash_set->size;
+    } while (i != h);
+
+    // visited all hash table entries -> not found
+    GGML_ABORT("fatal error");
+}
+
+// computation graph
+
+enum ggml_cgraph_eval_order {
+    GGML_CGRAPH_EVAL_ORDER_LEFT_TO_RIGHT = 0,
+    GGML_CGRAPH_EVAL_ORDER_RIGHT_TO_LEFT,
+    GGML_CGRAPH_EVAL_ORDER_COUNT
+};
+
+struct ggml_cgraph {
+    int size;    // maximum number of nodes/leafs/grads/grad_accs
+    int n_nodes; // number of nodes currently in use
+    int n_leafs; // number of leafs currently in use
+
+    struct ggml_tensor ** nodes;     // tensors with data that can change if the graph is evaluated
+    struct ggml_tensor ** grads;     // the outputs of these tensors are the gradients of the nodes
+    struct ggml_tensor ** grad_accs; // accumulators for node gradients
+    struct ggml_tensor ** leafs;     // tensors with constant data
+
+    struct ggml_hash_set visited_hash_set;
+
+    enum ggml_cgraph_eval_order order;
+};
+
+// returns a slice of cgraph with nodes [i0, i1)
+// the slice does not have leafs or gradients
+// if you need the gradients, get them from the original graph
+struct ggml_cgraph ggml_graph_view(struct ggml_cgraph * cgraph, int i0, int i1);
+
+// Memory allocation
+
+GGML_API void * ggml_aligned_malloc(size_t size);
+GGML_API void ggml_aligned_free(void * ptr, size_t size);
+
+// FP16 to FP32 conversion
+
+// 16-bit float
+// on Arm, we use __fp16
+// on x86, we use uint16_t
+//
+// for old CUDA compilers (<= 11), we use uint16_t: ref https://github.com/ggml-org/llama.cpp/pull/10616
+// for     MUSA compilers        , we use uint16_t: ref https://github.com/ggml-org/llama.cpp/pull/11843
+//
+#if defined(__ARM_NEON) && !(defined(__CUDACC__) && __CUDACC_VER_MAJOR__ <= 11) && !defined(__MUSACC__)
+    #define GGML_COMPUTE_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
+    #define GGML_COMPUTE_FP32_TO_FP16(x) ggml_compute_fp32_to_fp16(x)
+
+    #define GGML_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
+
+    static inline float ggml_compute_fp16_to_fp32(ggml_fp16_t h) {
+        __fp16 tmp;
+        memcpy(&tmp, &h, sizeof(ggml_fp16_t));
+        return (float)tmp;
+    }
+
+    static inline ggml_fp16_t ggml_compute_fp32_to_fp16(float f) {
+        ggml_fp16_t res;
+        __fp16 tmp = f;
+        memcpy(&res, &tmp, sizeof(ggml_fp16_t));
+        return res;
+    }
+
+#elif defined(__F16C__)
+
+    #ifdef _MSC_VER
+        #define GGML_COMPUTE_FP16_TO_FP32(x) _mm_cvtss_f32(_mm_cvtph_ps(_mm_cvtsi32_si128(x)))
+        #define GGML_COMPUTE_FP32_TO_FP16(x) _mm_extract_epi16(_mm_cvtps_ph(_mm_set_ss(x), 0), 0)
+    #else
+        #define GGML_COMPUTE_FP16_TO_FP32(x) _cvtsh_ss(x)
+        #define GGML_COMPUTE_FP32_TO_FP16(x) _cvtss_sh(x, 0)
+    #endif
+
+#elif defined(__POWER9_VECTOR__)
+
+    #define GGML_COMPUTE_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
+    #define GGML_COMPUTE_FP32_TO_FP16(x) ggml_compute_fp32_to_fp16(x)
+    /* the inline asm below is about 12% faster than the lookup method */
+    #define GGML_FP16_TO_FP32(x) GGML_COMPUTE_FP16_TO_FP32(x)
+    #define GGML_FP32_TO_FP16(x) GGML_COMPUTE_FP32_TO_FP16(x)
+
+    static inline float ggml_compute_fp16_to_fp32(ggml_fp16_t h) {
+        float f;
+        double d;
+        __asm__(
+            "mtfprd %0,%2\n"
+            "xscvhpdp %0,%0\n"
+            "frsp %1,%0\n" :
+            /* temp */ "=d"(d),
+            /* out */  "=f"(f):
+            /* in */   "r"(h));
+        return f;
+    }
+
+    static inline ggml_fp16_t ggml_compute_fp32_to_fp16(float f) {
+        double d;
+        ggml_fp16_t r;
+        __asm__( /* xscvdphp can work on double or single precision */
+            "xscvdphp %0,%2\n"
+            "mffprd %1,%0\n" :
+            /* temp */ "=d"(d),
+            /* out */  "=r"(r):
+            /* in */   "f"(f));
+        return r;
+    }
+
+#elif defined(__riscv) && defined(GGML_RV_ZFH)
+
+    static inline float ggml_compute_fp16_to_fp32(ggml_fp16_t h) {
+        float f;
+        __asm__(
+            "fmv.h.x %[f], %[h]\n\t"
+            "fcvt.s.h %[f], %[f]"
+            : [f] "=&f" (f)
+            : [h] "r" (h)
+        );
+        return f;
+    }
+
+    static inline ggml_fp16_t ggml_compute_fp32_to_fp16(float f) {
+        ggml_fp16_t res;
+        __asm__(
+            "fcvt.h.s %[f], %[f]\n\t"
+            "fmv.x.h %[h], %[f]"
+            : [h] "=&r" (res)
+            : [f] "f" (f)
+        );
+        return res;
+    }
+
+    #define GGML_COMPUTE_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
+    #define GGML_COMPUTE_FP32_TO_FP16(x) ggml_compute_fp32_to_fp16(x)
+    #define GGML_FP16_TO_FP32(x) GGML_COMPUTE_FP16_TO_FP32(x)
+    #define GGML_FP32_TO_FP16(x) GGML_COMPUTE_FP32_TO_FP16(x)
+
+#else
+
+    // FP16 <-> FP32
+    // ref: https://github.com/Maratyszcza/FP16
+
+    static inline float fp32_from_bits(uint32_t w) {
+        union {
+            uint32_t as_bits;
+            float as_value;
+        } fp32;
+        fp32.as_bits = w;
+        return fp32.as_value;
+    }
+
+    static inline uint32_t fp32_to_bits(float f) {
+        union {
+            float as_value;
+            uint32_t as_bits;
+        } fp32;
+        fp32.as_value = f;
+        return fp32.as_bits;
+    }
+
+    static inline float ggml_compute_fp16_to_fp32(ggml_fp16_t h) {
+        const uint32_t w = (uint32_t) h << 16;
+        const uint32_t sign = w & UINT32_C(0x80000000);
+        const uint32_t two_w = w + w;
+
+        const uint32_t exp_offset = UINT32_C(0xE0) << 23;
+    #if (defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 199901L) || defined(__GNUC__) && !defined(__STRICT_ANSI__)) && (!defined(__cplusplus) || __cplusplus >= 201703L)
+        const float exp_scale = 0x1.0p-112f;
+    #else
+        const float exp_scale = fp32_from_bits(UINT32_C(0x7800000));
+    #endif
+        const float normalized_value = fp32_from_bits((two_w >> 4) + exp_offset) * exp_scale;
+
+        const uint32_t magic_mask = UINT32_C(126) << 23;
+        const float magic_bias = 0.5f;
+        const float denormalized_value = fp32_from_bits((two_w >> 17) | magic_mask) - magic_bias;
+
+        const uint32_t denormalized_cutoff = UINT32_C(1) << 27;
+        const uint32_t result = sign |
+            (two_w < denormalized_cutoff ? fp32_to_bits(denormalized_value) : fp32_to_bits(normalized_value));
+        return fp32_from_bits(result);
+    }
+
+    static inline ggml_fp16_t ggml_compute_fp32_to_fp16(float f) {
+    #if (defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 199901L) || defined(__GNUC__) && !defined(__STRICT_ANSI__)) && (!defined(__cplusplus) || __cplusplus >= 201703L)
+        const float scale_to_inf = 0x1.0p+112f;
+        const float scale_to_zero = 0x1.0p-110f;
+    #else
+        const float scale_to_inf = fp32_from_bits(UINT32_C(0x77800000));
+        const float scale_to_zero = fp32_from_bits(UINT32_C(0x08800000));
+    #endif
+        float base = (fabsf(f) * scale_to_inf) * scale_to_zero;
+
+        const uint32_t w = fp32_to_bits(f);
+        const uint32_t shl1_w = w + w;
+        const uint32_t sign = w & UINT32_C(0x80000000);
+        uint32_t bias = shl1_w & UINT32_C(0xFF000000);
+        if (bias < UINT32_C(0x71000000)) {
+            bias = UINT32_C(0x71000000);
+        }
+
+        base = fp32_from_bits((bias >> 1) + UINT32_C(0x07800000)) + base;
+        const uint32_t bits = fp32_to_bits(base);
+        const uint32_t exp_bits = (bits >> 13) & UINT32_C(0x00007C00);
+        const uint32_t mantissa_bits = bits & UINT32_C(0x00000FFF);
+        const uint32_t nonsign = exp_bits + mantissa_bits;
+        return (sign >> 16) | (shl1_w > UINT32_C(0xFF000000) ? UINT16_C(0x7E00) : nonsign);
+    }
+
+    #define GGML_COMPUTE_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
+    #define GGML_COMPUTE_FP32_TO_FP16(x) ggml_compute_fp32_to_fp16(x)
+
+#endif // defined(__ARM_NEON) && !(defined(__CUDACC__) && __CUDACC_VER_MAJOR__ <= 11) && !defined(__MUSACC__)
+
+// precomputed f32 table for f16 (256 KB)
+// defined in ggml.c, initialized in ggml_init()
+GGML_API float ggml_table_f32_f16[1 << 16];
+
+// On ARM NEON, it's quicker to directly convert x -> x instead of calling into ggml_lookup_fp16_to_fp32,
+// so we define GGML_FP16_TO_FP32 and GGML_FP32_TO_FP16 elsewhere for NEON.
+// This is also true for POWER9.
+#if !defined(GGML_FP16_TO_FP32)
+inline static float ggml_lookup_fp16_to_fp32(ggml_fp16_t f) {
+    uint16_t s;
+    memcpy(&s, &f, sizeof(uint16_t));
+    return ggml_table_f32_f16[s];
+}
+
+#define GGML_FP16_TO_FP32(x) ggml_lookup_fp16_to_fp32(x)
+#endif
+
+#if !defined(GGML_FP32_TO_FP16)
+#define GGML_FP32_TO_FP16(x) GGML_COMPUTE_FP32_TO_FP16(x)
+#endif
+
+/**
+ * Converts brain16 to float32.
+ *
+ * The bfloat16 floating point format has the following structure:
+ *
+ *       ┌sign
+ *       │
+ *       │   ┌exponent
+ *       │   │
+ *       │   │      ┌mantissa
+ *       │   │      │
+ *       │┌──┴───┐┌─┴───┐
+ *     0b0000000000000000 brain16
+ *
+ * Since bf16 has the same number of exponent bits as a 32bit float,
+ * encoding and decoding numbers becomes relatively straightforward.
+ *
+ *       ┌sign
+ *       │
+ *       │   ┌exponent
+ *       │   │
+ *       │   │      ┌mantissa
+ *       │   │      │
+ *       │┌──┴───┐┌─┴───────────────────┐
+ *     0b00000000000000000000000000000000 IEEE binary32
+ *
+ * For comparison, the standard fp16 format has fewer exponent bits.
+ *
+ *       ┌sign
+ *       │
+ *       │  ┌exponent
+ *       │  │
+ *       │  │    ┌mantissa
+ *       │  │    │
+ *       │┌─┴─┐┌─┴──────┐
+ *     0b0000000000000000 IEEE binary16
+ *
+ * @see IEEE 754-2008
+ */
+static inline float ggml_compute_bf16_to_fp32(ggml_bf16_t h) {
+    union {
+        float f;
+        uint32_t i;
+    } u;
+    u.i = (uint32_t)h.bits << 16;
+    return u.f;
+}
+
+/**
+ * Converts float32 to brain16.
+ *
+ * This is binary identical with Google Brain float conversion.
+ * Floats shall round to nearest even, and NANs shall be quiet.
+ * Subnormals aren't flushed to zero, except perhaps when used.
+ * This code should vectorize nicely if using modern compilers.
+ */
+static inline ggml_bf16_t ggml_compute_fp32_to_bf16(float s) {
+    ggml_bf16_t h;
+    union {
+        float f;
+        uint32_t i;
+    } u;
+    u.f = s;
+    if ((u.i & 0x7fffffff) > 0x7f800000) { /* nan */
+        h.bits = (u.i >> 16) | 64; /* force to quiet */
+        return h;
+    }
+    h.bits = (u.i + (0x7fff + ((u.i >> 16) & 1))) >> 16;
+    return h;
+}
+
+#define GGML_FP32_TO_BF16(x) ggml_compute_fp32_to_bf16(x)
+#define GGML_BF16_TO_FP32(x) ggml_compute_bf16_to_fp32(x)
+
+#ifdef __cplusplus
+}
+#endif
+
+#ifdef __cplusplus
+#include <vector>
+
+// expose GGUF internals for test code
+GGML_API size_t gguf_type_size(enum gguf_type type);
+GGML_API struct gguf_context * gguf_init_from_file_impl(FILE * file, struct gguf_init_params params);
+GGML_API void gguf_write_to_buf(const struct gguf_context * ctx, std::vector<int8_t> & buf, bool only_meta);
+#endif // __cplusplus
diff --git a/ml/backend/ggml/ggml/src/ggml-metal/CMakeLists.txt b/ml/backend/ggml/ggml/src/ggml-metal/CMakeLists.txt
new file mode 100644
index 0000000..e222327
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-metal/CMakeLists.txt
@@ -0,0 +1,120 @@
+find_library(FOUNDATION_LIBRARY Foundation REQUIRED)
+find_library(METAL_FRAMEWORK    Metal      REQUIRED)
+find_library(METALKIT_FRAMEWORK MetalKit   REQUIRED)
+
+message(STATUS "Metal framework found")
+
+ggml_add_backend_library(ggml-metal
+                         ggml-metal.m
+                        )
+
+target_link_libraries(ggml-metal PRIVATE
+                      ${FOUNDATION_LIBRARY}
+                      ${METAL_FRAMEWORK}
+                      ${METALKIT_FRAMEWORK}
+                      )
+
+if (GGML_METAL_NDEBUG)
+    add_compile_definitions(GGML_METAL_NDEBUG)
+endif()
+
+if (GGML_METAL_USE_BF16)
+    add_compile_definitions(GGML_METAL_USE_BF16)
+endif()
+
+# copy metal files to bin directory
+configure_file(../ggml-common.h  ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-common.h     COPYONLY)
+configure_file(ggml-metal.metal  ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal  COPYONLY)
+configure_file(ggml-metal-impl.h ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal-impl.h COPYONLY)
+
+set(METALLIB_COMMON "${CMAKE_CURRENT_SOURCE_DIR}/../ggml-common.h")
+if (GGML_METAL_EMBED_LIBRARY)
+    enable_language(ASM)
+
+    add_compile_definitions(GGML_METAL_EMBED_LIBRARY)
+
+    set(METALLIB_SOURCE "${CMAKE_CURRENT_SOURCE_DIR}/ggml-metal.metal")
+    set(METALLIB_IMPL   "${CMAKE_CURRENT_SOURCE_DIR}/ggml-metal-impl.h")
+
+    file(MAKE_DIRECTORY "${CMAKE_BINARY_DIR}/autogenerated")
+
+    # merge ggml-common.h and ggml-metal.metal into a single file
+    set(METALLIB_EMBED_ASM        "${CMAKE_BINARY_DIR}/autogenerated/ggml-metal-embed.s")
+    set(METALLIB_SOURCE_EMBED     "${CMAKE_BINARY_DIR}/autogenerated/ggml-metal-embed.metal")
+    set(METALLIB_SOURCE_EMBED_TMP "${CMAKE_BINARY_DIR}/autogenerated/ggml-metal-embed.metal.tmp")
+
+    add_custom_command(
+        OUTPUT ${METALLIB_EMBED_ASM}
+        COMMAND echo "Embedding Metal library"
+        COMMAND sed -e '/__embed_ggml-common.h__/r         ${METALLIB_COMMON}' -e '/__embed_ggml-common.h__/d'         < ${METALLIB_SOURCE}           > ${METALLIB_SOURCE_EMBED_TMP}
+        COMMAND sed -e '/\#include \"ggml-metal-impl.h\"/r ${METALLIB_IMPL}'   -e '/\#include \"ggml-metal-impl.h\"/d' < ${METALLIB_SOURCE_EMBED_TMP} > ${METALLIB_SOURCE_EMBED}
+        COMMAND echo ".section __DATA,__ggml_metallib"          >  ${METALLIB_EMBED_ASM}
+        COMMAND echo ".globl _ggml_metallib_start"              >> ${METALLIB_EMBED_ASM}
+        COMMAND echo "_ggml_metallib_start:"                    >> ${METALLIB_EMBED_ASM}
+        COMMAND echo ".incbin \\\"${METALLIB_SOURCE_EMBED}\\\"" >> ${METALLIB_EMBED_ASM}
+        COMMAND echo ".globl _ggml_metallib_end"                >> ${METALLIB_EMBED_ASM}
+        COMMAND echo "_ggml_metallib_end:"                      >> ${METALLIB_EMBED_ASM}
+        DEPENDS ../ggml-common.h ggml-metal.metal ggml-metal-impl.h
+        COMMENT "Generate assembly for embedded Metal library"
+    )
+
+    target_sources(ggml-metal PRIVATE ${METALLIB_EMBED_ASM})
+else()
+    if (GGML_METAL_SHADER_DEBUG)
+        # custom command to do the following:
+        #   xcrun -sdk macosx metal    -fno-fast-math -c ggml-metal.metal -o ggml-metal.air
+        #   xcrun -sdk macosx metallib                   ggml-metal.air   -o default.metallib
+        #
+        # note: this is the only way I found to disable fast-math in Metal. it's ugly, but at least it works
+        #       disabling fast math is needed in order to pass tests/test-backend-ops
+        # note: adding -fno-inline fixes the tests when using MTL_SHADER_VALIDATION=1
+        # note: unfortunately, we have to call it default.metallib instead of ggml.metallib
+        #       ref: https://github.com/ggerganov/whisper.cpp/issues/1720
+        set(XC_FLAGS -fno-fast-math -fno-inline -g)
+    else()
+        set(XC_FLAGS -O3)
+    endif()
+
+    # Append macOS metal versioning flags
+    if (GGML_METAL_MACOSX_VERSION_MIN)
+        message(STATUS "Adding  -mmacosx-version-min=${GGML_METAL_MACOSX_VERSION_MIN} flag to metal compilation")
+        list   (APPEND XC_FLAGS -mmacosx-version-min=${GGML_METAL_MACOSX_VERSION_MIN})
+    endif()
+
+    if (GGML_METAL_STD)
+        message(STATUS "Adding  -std=${GGML_METAL_STD} flag to metal compilation")
+        list   (APPEND XC_FLAGS -std=${GGML_METAL_STD})
+    endif()
+
+    add_custom_command(
+        OUTPUT ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib
+        COMMAND xcrun -sdk macosx metal ${XC_FLAGS} -c ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal -o - |
+            xcrun -sdk macosx metallib - -o ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib
+        COMMAND rm -f ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-common.h
+        COMMAND rm -f ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-metal.metal
+        DEPENDS ggml-metal.metal ${METALLIB_COMMON}
+        COMMENT "Compiling Metal kernels"
+        )
+
+    # FIXME: only add to the ggml-metal target?
+    add_custom_target(
+        ggml-metal-lib ALL
+        DEPENDS ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib
+        )
+endif() # GGML_METAL_EMBED_LIBRARY
+
+if (NOT GGML_METAL_EMBED_LIBRARY)
+    install(
+        FILES src/ggml-metal/ggml-metal.metal
+        PERMISSIONS
+            OWNER_READ
+            OWNER_WRITE
+            GROUP_READ
+            WORLD_READ
+        DESTINATION ${CMAKE_INSTALL_BINDIR})
+
+        install(
+            FILES ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/default.metallib
+            DESTINATION ${CMAKE_INSTALL_BINDIR}
+        )
+endif()
diff --git a/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.metal b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.metal
new file mode 100644
index 0000000..3656c23
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.metal
@@ -0,0 +1,9515 @@
+// Code generated by go generate. DO NOT EDIT.
+#define GGML_COMMON_DECL_METAL
+#define GGML_COMMON_IMPL_METAL
+#if defined(GGML_METAL_EMBED_LIBRARY)
+#ifndef GGML_COMMON_DECL
+
+#if defined(GGML_COMMON_DECL_C)
+#include <stdint.h>
+
+typedef uint16_t ggml_half;
+typedef uint32_t ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_CPP)
+#include <cstdint>
+
+typedef uint16_t ggml_half;
+typedef uint32_t ggml_half2;
+
+// std-c++ allow anonymous unions but some compiler warn on it
+#define GGML_COMMON_AGGR_U data
+// std-c++ do not allow it.
+#define GGML_COMMON_AGGR_S data
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_METAL)
+#include <metal_stdlib>
+
+typedef half  ggml_half;
+typedef half2 ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_CUDA)
+#if defined(GGML_COMMON_DECL_MUSA)
+#include <musa_fp16.h>
+#else
+#include <cuda_fp16.h>
+#endif
+#include <cstdint>
+
+typedef half  ggml_half;
+typedef half2 ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S data
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_HIP)
+#include <hip/hip_fp16.h>
+#include <cstdint>
+
+typedef half  ggml_half;
+typedef half2 ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S data
+
+#define GGML_COMMON_DECL
+#elif defined(GGML_COMMON_DECL_SYCL)
+#include <sycl/half_type.hpp>
+#include <cstdint>
+
+typedef sycl::half  ggml_half;
+typedef sycl::half2 ggml_half2;
+
+#define GGML_COMMON_AGGR_U
+#define GGML_COMMON_AGGR_S data
+
+#define GGML_COMMON_DECL
+#endif
+
+#if defined(GGML_COMMON_DECL)
+
+#ifndef __cplusplus
+#ifndef static_assert
+#if defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 201100L)
+#define static_assert(cond, msg) _Static_assert(cond, msg)
+#else
+#define static_assert(cond, msg) struct global_scope_noop_trick
+#endif
+#endif
+#endif // __cplusplus
+
+// QK = number of values after dequantization
+// QK_K = super-block size
+
+#define QK_K 256
+#define K_SCALE_SIZE 12
+
+#if defined(GGML_COMMON_DECL_CUDA) || defined(GGML_COMMON_DECL_HIP) || defined(GGML_COMMON_DECL_SYCL)
+// QR = QK / number of values before dequantization
+// QI = number of 32 bit integers before dequantization
+
+#define QI4_0 (QK4_0 / (4 * QR4_0))
+#define QR4_0 2
+
+#define QI4_1 (QK4_1 / (4 * QR4_1))
+#define QR4_1 2
+
+#define QI5_0 (QK5_0 / (4 * QR5_0))
+#define QR5_0 2
+
+#define QI5_1 (QK5_1 / (4 * QR5_1))
+#define QR5_1 2
+
+#define QI8_0 (QK8_0 / (4 * QR8_0))
+#define QR8_0 1
+
+#define QI8_1 (QK8_1 / (4 * QR8_1))
+#define QR8_1 1
+
+#define QI2_K (QK_K / (4*QR2_K))
+#define QR2_K 4
+
+#define QI3_K (QK_K / (4*QR3_K))
+#define QR3_K 4
+
+#define QI4_K (QK_K / (4*QR4_K))
+#define QR4_K 2
+
+#define QI5_K (QK_K / (4*QR5_K))
+#define QR5_K 2
+
+#define QI6_K (QK_K / (4*QR6_K))
+#define QR6_K 2
+
+#define QI2_XXS (QK_K / (4*QR2_XXS))
+#define QR2_XXS 4
+
+#define QI2_XS (QK_K / (4*QR2_XS))
+#define QR2_XS 4
+
+#define QI2_S (QK_K / (4*QR2_S))
+#define QR2_S 4
+
+#define QI3_XXS (QK_K / (4*QR3_XXS))
+#define QR3_XXS 4
+
+#define QI3_XS (QK_K / (4*QR3_XS))
+#define QR3_XS 4
+
+#define QI1_S (QK_K / (4*QR1_S))
+#define QR1_S 8
+
+#define QI1_M (QK_K / (4*QR1_M))
+#define QR1_M 8
+
+#define QI4_NL (QK4_NL / (4*QR4_NL))
+#define QR4_NL 2
+
+#define QI4_XS (QK_K / (4*QR4_XS))
+#define QR4_XS 2
+
+#define QI3_S (QK_K / (4*QR3_S))
+#define QR3_S 4
+
+#endif // GGML_COMMON_DECL_CUDA || GGML_COMMON_DECL_HIP
+
+#ifdef _MSC_VER
+#define GGML_EXTENSION
+#else // _MSC_VER
+#define GGML_EXTENSION __extension__
+#endif // _MSC_VER
+
+#define QK4_0 32
+typedef struct {
+    ggml_half d;           // delta
+    uint8_t qs[QK4_0 / 2]; // nibbles / quants
+} block_q4_0;
+static_assert(sizeof(block_q4_0) == sizeof(ggml_half) + QK4_0 / 2, "wrong q4_0 block size/padding");
+
+#define QK4_1 32
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d; // delta
+            ggml_half m; // min
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+    uint8_t qs[QK4_1 / 2]; // nibbles / quants
+} block_q4_1;
+static_assert(sizeof(block_q4_1) == 2 * sizeof(ggml_half) + QK4_1 / 2, "wrong q4_1 block size/padding");
+
+#define QK5_0 32
+typedef struct {
+    ggml_half d;           // delta
+    uint8_t qh[4];         // 5-th bit of quants
+    uint8_t qs[QK5_0 / 2]; // nibbles / quants
+} block_q5_0;
+static_assert(sizeof(block_q5_0) == sizeof(ggml_half) + sizeof(uint32_t) + QK5_0 / 2, "wrong q5_0 block size/padding");
+
+#define QK5_1 32
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d; // delta
+            ggml_half m; // min
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+    uint8_t qh[4];         // 5-th bit of quants
+    uint8_t qs[QK5_1 / 2]; // nibbles / quants
+} block_q5_1;
+static_assert(sizeof(block_q5_1) == 2 * sizeof(ggml_half) + sizeof(uint32_t) + QK5_1 / 2, "wrong q5_1 block size/padding");
+
+#define QK8_0 32
+typedef struct {
+    ggml_half d;       // delta
+    int8_t  qs[QK8_0]; // quants
+} block_q8_0;
+static_assert(sizeof(block_q8_0) == sizeof(ggml_half) + QK8_0, "wrong q8_0 block size/padding");
+
+#define QK8_1 32
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d; // delta
+            ggml_half s; // d * sum(qs[i])
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 ds;
+    } GGML_COMMON_AGGR_U;
+    int8_t qs[QK8_1]; // quants
+} block_q8_1;
+static_assert(sizeof(block_q8_1) == 2*sizeof(ggml_half) + QK8_1, "wrong q8_1 block size/padding");
+
+//
+// Ternary quantization
+//
+
+// 1.6875 bpw
+typedef struct {
+    uint8_t qs[(QK_K - 4 * QK_K / 64) / 5]; // 5 elements per byte (3^5 = 243 < 256)
+    uint8_t qh[QK_K/64]; // 4 elements per byte
+    ggml_half d;
+} block_tq1_0;
+static_assert(sizeof(block_tq1_0) == sizeof(ggml_half) + QK_K / 64 + (QK_K - 4 * QK_K / 64) / 5, "wrong tq1_0 block size/padding");
+
+// 2.0625 bpw
+typedef struct {
+    uint8_t qs[QK_K/4]; // 2 bits per element
+    ggml_half d;
+} block_tq2_0;
+static_assert(sizeof(block_tq2_0) == sizeof(ggml_half) + QK_K / 4, "wrong tq2_0 block size/padding");
+
+//
+// Super-block quantization structures
+//
+
+// 2-bit quantization
+// weight is represented as x = a * q + b
+// 16 blocks of 16 elements each
+// Effectively 2.625 bits per weight
+typedef struct {
+    uint8_t scales[QK_K/16]; // scales and mins, quantized with 4 bits
+    uint8_t qs[QK_K/4];      // quants
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d;    // super-block scale for quantized scales
+            ggml_half dmin; // super-block scale for quantized mins
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+} block_q2_K;
+static_assert(sizeof(block_q2_K) == 2*sizeof(ggml_half) + QK_K/16 + QK_K/4, "wrong q2_K block size/padding");
+
+// 3-bit quantization
+// weight is represented as x = a * q
+// 16 blocks of 16 elements each
+// Effectively 3.4375 bits per weight
+typedef struct {
+    uint8_t hmask[QK_K/8]; // quants - high bit
+    uint8_t qs[QK_K/4];    // quants - low 2 bits
+    uint8_t scales[12];    // scales, quantized with 6 bits
+    ggml_half d;           // super-block scale
+} block_q3_K;
+static_assert(sizeof(block_q3_K) == sizeof(ggml_half) + QK_K / 4 + QK_K / 8 + 12, "wrong q3_K block size/padding");
+
+// 4-bit quantization
+// 8 blocks of 32 elements each
+// weight is represented as x = a * q + b
+// Effectively 4.5 bits per weight
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d;    // super-block scale for quantized scales
+            ggml_half dmin; // super-block scale for quantized mins
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+    uint8_t scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits
+    uint8_t qs[QK_K/2];           // 4--bit quants
+} block_q4_K;
+static_assert(sizeof(block_q4_K) == 2*sizeof(ggml_half) + K_SCALE_SIZE + QK_K/2, "wrong q4_K block size/padding");
+
+// 5-bit quantization
+// 8 blocks of 32 elements each
+// weight is represented as x = a * q + b
+// Effectively 5.5 bits per weight
+typedef struct {
+    GGML_EXTENSION union {
+        struct {
+            ggml_half d;    // super-block scale for quantized scales
+            ggml_half dmin; // super-block scale for quantized mins
+        } GGML_COMMON_AGGR_S;
+        ggml_half2 dm;
+    } GGML_COMMON_AGGR_U;
+    uint8_t scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits
+    uint8_t qh[QK_K/8];           // quants, high bit
+    uint8_t qs[QK_K/2];           // quants, low 4 bits
+} block_q5_K;
+static_assert(sizeof(block_q5_K) == 2*sizeof(ggml_half) + K_SCALE_SIZE + QK_K/2 + QK_K/8, "wrong q5_K block size/padding");
+
+// 6-bit quantization
+// weight is represented as x = a * q
+// 16 blocks of 16 elements each
+// Effectively 6.5625 bits per weight
+typedef struct {
+    uint8_t ql[QK_K/2];      // quants, lower 4 bits
+    uint8_t qh[QK_K/4];      // quants, upper 2 bits
+    int8_t  scales[QK_K/16]; // scales, quantized with 8 bits
+    ggml_half d;             // super-block scale
+} block_q6_K;
+static_assert(sizeof(block_q6_K) == sizeof(ggml_half) + QK_K / 16 + 3*QK_K/4, "wrong q6_K block size/padding");
+
+// This is only used for intermediate quantization and dot products
+typedef struct {
+    float   d;              // delta
+    int8_t  qs[QK_K];       // quants
+    int16_t bsums[QK_K/16]; // sum of quants in groups of 16
+} block_q8_K;
+static_assert(sizeof(block_q8_K) == sizeof(float) + QK_K + QK_K/16*sizeof(int16_t), "wrong q8_K block size/padding");
+
+// (Almost) "true" 2-bit quantization.
+// Due to the need to use blocks as per ggml design, it ends up using
+// 2.0625 bpw because of the 16-bit scale for each block of 256.
+typedef struct {
+    ggml_half d;
+    uint16_t qs[QK_K/8];
+} block_iq2_xxs;
+static_assert(sizeof(block_iq2_xxs) == sizeof(ggml_half) + QK_K/8*sizeof(uint16_t), "wrong iq2_xxs block size/padding");
+
+// 2.3125 bpw quants
+typedef struct {
+    ggml_half d;
+    uint16_t qs[QK_K/8];
+    uint8_t  scales[QK_K/32];
+} block_iq2_xs;
+static_assert(sizeof(block_iq2_xs) == sizeof(ggml_half) + QK_K/8*sizeof(uint16_t) + QK_K/32, "wrong iq2_xs block size/padding");
+
+// 2.5625 bpw quants
+typedef struct {
+    ggml_half d;
+    uint8_t qs[QK_K/4];
+    uint8_t qh[QK_K/32];
+    uint8_t scales[QK_K/32];
+} block_iq2_s;
+static_assert(sizeof(block_iq2_s) == sizeof(ggml_half) + QK_K/4 + QK_K/16, "wrong iq2_s block size/padding");
+
+// (Almost) "true" 3-bit quantization.
+// Due to the need to use blocks as per ggml design, it ends up using
+// 3.0625 bpw because of the 16-bit scale for each block of 256.
+typedef struct {
+    ggml_half d;
+    uint8_t qs[3*QK_K/8];
+} block_iq3_xxs;
+static_assert(sizeof(block_iq3_xxs) == sizeof(ggml_half) + 3*(QK_K/8), "wrong iq3_xxs block size/padding");
+
+// 3.4375 bpw
+#define IQ3S_N_SCALE QK_K/64
+typedef struct {
+    ggml_half d;
+    uint8_t qs[QK_K/4];
+    uint8_t qh[QK_K/32];
+    uint8_t signs[QK_K/8];
+    uint8_t scales[IQ3S_N_SCALE];
+} block_iq3_s;
+static_assert(sizeof(block_iq3_s) == sizeof(ggml_half) + 13*(QK_K/32) + IQ3S_N_SCALE, "wrong iq3_s block size/padding");
+
+// 1.5625 bpw
+typedef struct {
+    ggml_half d;
+    uint8_t  qs[QK_K/8];
+    uint16_t qh[QK_K/32];
+} block_iq1_s;
+static_assert(sizeof(block_iq1_s) == sizeof(ggml_half) + QK_K/8 + QK_K/16, "wrong iq1_s block size/padding");
+
+// 1.75 bpw
+typedef struct {
+    uint8_t  qs[QK_K/8];      // grid index, low 8 bits
+    uint8_t  qh[QK_K/16];     // grid index, high 3 bits + grid shift bit (for two groups of 8)
+    uint8_t  scales[QK_K/32]; // 3-bit block scales (4-bit if QK_K == 64)
+} block_iq1_m;
+static_assert(sizeof(block_iq1_m) == QK_K/8 + QK_K/16 + QK_K/32, "wrong iq1_m block size/padding");
+
+// Used by IQ1_M quants
+typedef union {
+    ggml_half f16;
+    uint16_t  u16;
+} iq1m_scale_t;
+
+// Non-linear quants
+#define QK4_NL 32
+typedef struct {
+    ggml_half d;
+    uint8_t qs[QK4_NL/2];
+} block_iq4_nl;
+static_assert(sizeof(block_iq4_nl) == sizeof(ggml_half) + QK4_NL/2, "wrong iq4_nl block size/padding");
+
+typedef struct {
+    ggml_half d;
+    uint16_t scales_h;
+    uint8_t  scales_l[QK_K/64];
+    uint8_t  qs[QK_K/2];
+} block_iq4_xs;
+static_assert(sizeof(block_iq4_xs) == sizeof(ggml_half) + sizeof(uint16_t) + QK_K/64 + QK_K/2, "wrong iq4_xs block size/padding");
+
+#endif // GGML_COMMON_DECL
+#endif // GGML_COMMON_DECL
+
+////////////////////////////////////////////////////////////////////////////////
+
+#ifndef GGML_COMMON_IMPL
+
+#if defined(GGML_COMMON_IMPL_C)
+#include <stdint.h>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#elif defined(GGML_COMMON_IMPL_CPP)
+#include <cstdint>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#elif defined(GGML_COMMON_IMPL_METAL)
+#include <metal_stdlib>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const constant type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#elif defined(GGML_COMMON_IMPL_CUDA) || defined(GGML_COMMON_IMPL_HIP) || defined(GGML_COMMON_IMPL_MUSA)
+#include <cstdint>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const __device__ type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#elif defined(GGML_COMMON_IMPL_SYCL)
+
+#include <cstdint>
+
+#define GGML_TABLE_BEGIN(type, name, size) static const type name[size] = {
+#define GGML_TABLE_END() };
+
+#define GGML_COMMON_IMPL
+#endif
+
+#if defined(GGML_COMMON_IMPL)
+
+GGML_TABLE_BEGIN(uint8_t, kmask_iq2xs, 8)
+    1, 2, 4, 8, 16, 32, 64, 128
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint8_t, ksigns_iq2xs, 128)
+      0, 129, 130,   3, 132,   5,   6, 135, 136,   9,  10, 139,  12, 141, 142,  15,
+    144,  17,  18, 147,  20, 149, 150,  23,  24, 153, 154,  27, 156,  29,  30, 159,
+    160,  33,  34, 163,  36, 165, 166,  39,  40, 169, 170,  43, 172,  45,  46, 175,
+     48, 177, 178,  51, 180,  53,  54, 183, 184,  57,  58, 187,  60, 189, 190,  63,
+    192,  65,  66, 195,  68, 197, 198,  71,  72, 201, 202,  75, 204,  77,  78, 207,
+     80, 209, 210,  83, 212,  85,  86, 215, 216,  89,  90, 219,  92, 221, 222,  95,
+     96, 225, 226,  99, 228, 101, 102, 231, 232, 105, 106, 235, 108, 237, 238, 111,
+    240, 113, 114, 243, 116, 245, 246, 119, 120, 249, 250, 123, 252, 125, 126, 255,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint64_t, ksigns64, 128)
+    0x0000000000000000, 0xff000000000000ff, 0xff0000000000ff00, 0x000000000000ffff,
+    0xff00000000ff0000, 0x0000000000ff00ff, 0x0000000000ffff00, 0xff00000000ffffff,
+    0xff000000ff000000, 0x00000000ff0000ff, 0x00000000ff00ff00, 0xff000000ff00ffff,
+    0x00000000ffff0000, 0xff000000ffff00ff, 0xff000000ffffff00, 0x00000000ffffffff,
+    0xff0000ff00000000, 0x000000ff000000ff, 0x000000ff0000ff00, 0xff0000ff0000ffff,
+    0x000000ff00ff0000, 0xff0000ff00ff00ff, 0xff0000ff00ffff00, 0x000000ff00ffffff,
+    0x000000ffff000000, 0xff0000ffff0000ff, 0xff0000ffff00ff00, 0x000000ffff00ffff,
+    0xff0000ffffff0000, 0x000000ffffff00ff, 0x000000ffffffff00, 0xff0000ffffffffff,
+    0xff00ff0000000000, 0x0000ff00000000ff, 0x0000ff000000ff00, 0xff00ff000000ffff,
+    0x0000ff0000ff0000, 0xff00ff0000ff00ff, 0xff00ff0000ffff00, 0x0000ff0000ffffff,
+    0x0000ff00ff000000, 0xff00ff00ff0000ff, 0xff00ff00ff00ff00, 0x0000ff00ff00ffff,
+    0xff00ff00ffff0000, 0x0000ff00ffff00ff, 0x0000ff00ffffff00, 0xff00ff00ffffffff,
+    0x0000ffff00000000, 0xff00ffff000000ff, 0xff00ffff0000ff00, 0x0000ffff0000ffff,
+    0xff00ffff00ff0000, 0x0000ffff00ff00ff, 0x0000ffff00ffff00, 0xff00ffff00ffffff,
+    0xff00ffffff000000, 0x0000ffffff0000ff, 0x0000ffffff00ff00, 0xff00ffffff00ffff,
+    0x0000ffffffff0000, 0xff00ffffffff00ff, 0xff00ffffffffff00, 0x0000ffffffffffff,
+    0xffff000000000000, 0x00ff0000000000ff, 0x00ff00000000ff00, 0xffff00000000ffff,
+    0x00ff000000ff0000, 0xffff000000ff00ff, 0xffff000000ffff00, 0x00ff000000ffffff,
+    0x00ff0000ff000000, 0xffff0000ff0000ff, 0xffff0000ff00ff00, 0x00ff0000ff00ffff,
+    0xffff0000ffff0000, 0x00ff0000ffff00ff, 0x00ff0000ffffff00, 0xffff0000ffffffff,
+    0x00ff00ff00000000, 0xffff00ff000000ff, 0xffff00ff0000ff00, 0x00ff00ff0000ffff,
+    0xffff00ff00ff0000, 0x00ff00ff00ff00ff, 0x00ff00ff00ffff00, 0xffff00ff00ffffff,
+    0xffff00ffff000000, 0x00ff00ffff0000ff, 0x00ff00ffff00ff00, 0xffff00ffff00ffff,
+    0x00ff00ffffff0000, 0xffff00ffffff00ff, 0xffff00ffffffff00, 0x00ff00ffffffffff,
+    0x00ffff0000000000, 0xffffff00000000ff, 0xffffff000000ff00, 0x00ffff000000ffff,
+    0xffffff0000ff0000, 0x00ffff0000ff00ff, 0x00ffff0000ffff00, 0xffffff0000ffffff,
+    0xffffff00ff000000, 0x00ffff00ff0000ff, 0x00ffff00ff00ff00, 0xffffff00ff00ffff,
+    0x00ffff00ffff0000, 0xffffff00ffff00ff, 0xffffff00ffffff00, 0x00ffff00ffffffff,
+    0xffffffff00000000, 0x00ffffff000000ff, 0x00ffffff0000ff00, 0xffffffff0000ffff,
+    0x00ffffff00ff0000, 0xffffffff00ff00ff, 0xffffffff00ffff00, 0x00ffffff00ffffff,
+    0x00ffffffff000000, 0xffffffffff0000ff, 0xffffffffff00ff00, 0x00ffffffff00ffff,
+    0xffffffffffff0000, 0x00ffffffffff00ff, 0x00ffffffffffff00, 0xffffffffffffffff,
+GGML_TABLE_END()
+
+
+GGML_TABLE_BEGIN(uint64_t, iq2xxs_grid, 256)
+    0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08,
+    0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x08080808082b0808,
+    0x08080808082b082b, 0x08080808082b2b08, 0x08080808082b2b2b, 0x0808080819080819,
+    0x0808080819081908, 0x0808080819190808, 0x0808080819192b08, 0x08080808192b0819,
+    0x08080808192b1908, 0x080808082b080808, 0x080808082b08082b, 0x080808082b082b2b,
+    0x080808082b2b082b, 0x0808081908080819, 0x0808081908081908, 0x0808081908190808,
+    0x0808081908191919, 0x0808081919080808, 0x080808192b081908, 0x080808192b192b08,
+    0x0808082b08080808, 0x0808082b0808082b, 0x0808082b082b082b, 0x0808082b2b08082b,
+    0x0808190808080819, 0x0808190808081908, 0x0808190808190808, 0x08081908082b0819,
+    0x08081908082b1908, 0x0808190819080808, 0x080819081908082b, 0x0808190819082b08,
+    0x08081908192b0808, 0x080819082b080819, 0x080819082b081908, 0x080819082b190808,
+    0x080819082b2b1908, 0x0808191908080808, 0x080819190808082b, 0x0808191908082b08,
+    0x08081919082b0808, 0x080819191908192b, 0x08081919192b2b19, 0x080819192b080808,
+    0x080819192b190819, 0x0808192b08082b19, 0x0808192b08190808, 0x0808192b19080808,
+    0x0808192b2b081908, 0x0808192b2b2b1908, 0x08082b0808080808, 0x08082b0808081919,
+    0x08082b0808082b08, 0x08082b0808191908, 0x08082b08082b2b08, 0x08082b0819080819,
+    0x08082b0819081908, 0x08082b0819190808, 0x08082b081919082b, 0x08082b082b082b08,
+    0x08082b1908081908, 0x08082b1919080808, 0x08082b2b0808082b, 0x08082b2b08191908,
+    0x0819080808080819, 0x0819080808081908, 0x0819080808190808, 0x08190808082b0819,
+    0x0819080819080808, 0x08190808192b0808, 0x081908082b081908, 0x081908082b190808,
+    0x081908082b191919, 0x0819081908080808, 0x0819081908082b08, 0x08190819082b0808,
+    0x0819081919190808, 0x0819081919192b2b, 0x081908192b080808, 0x0819082b082b1908,
+    0x0819082b19081919, 0x0819190808080808, 0x0819190808082b08, 0x08191908082b0808,
+    0x08191908082b1919, 0x0819190819082b19, 0x081919082b080808, 0x0819191908192b08,
+    0x08191919192b082b, 0x0819192b08080808, 0x0819192b0819192b, 0x08192b0808080819,
+    0x08192b0808081908, 0x08192b0808190808, 0x08192b0819080808, 0x08192b082b080819,
+    0x08192b1908080808, 0x08192b1908081919, 0x08192b192b2b0808, 0x08192b2b19190819,
+    0x082b080808080808, 0x082b08080808082b, 0x082b080808082b2b, 0x082b080819081908,
+    0x082b0808192b0819, 0x082b08082b080808, 0x082b08082b08082b, 0x082b0819082b2b19,
+    0x082b081919082b08, 0x082b082b08080808, 0x082b082b0808082b, 0x082b190808080819,
+    0x082b190808081908, 0x082b190808190808, 0x082b190819080808, 0x082b19081919192b,
+    0x082b191908080808, 0x082b191919080819, 0x082b1919192b1908, 0x082b192b2b190808,
+    0x082b2b0808082b08, 0x082b2b08082b0808, 0x082b2b082b191908, 0x082b2b2b19081908,
+    0x1908080808080819, 0x1908080808081908, 0x1908080808190808, 0x1908080808192b08,
+    0x19080808082b0819, 0x19080808082b1908, 0x1908080819080808, 0x1908080819082b08,
+    0x190808081919192b, 0x19080808192b0808, 0x190808082b080819, 0x190808082b081908,
+    0x190808082b190808, 0x1908081908080808, 0x19080819082b0808, 0x19080819192b0819,
+    0x190808192b080808, 0x190808192b081919, 0x1908082b08080819, 0x1908082b08190808,
+    0x1908082b19082b08, 0x1908082b1919192b, 0x1908082b192b2b08, 0x1908190808080808,
+    0x1908190808082b08, 0x19081908082b0808, 0x190819082b080808, 0x190819082b192b19,
+    0x190819190819082b, 0x19081919082b1908, 0x1908192b08080808, 0x19082b0808080819,
+    0x19082b0808081908, 0x19082b0808190808, 0x19082b0819080808, 0x19082b0819081919,
+    0x19082b1908080808, 0x19082b1919192b08, 0x19082b19192b0819, 0x19082b192b08082b,
+    0x19082b2b19081919, 0x19082b2b2b190808, 0x1919080808080808, 0x1919080808082b08,
+    0x1919080808190819, 0x1919080808192b19, 0x19190808082b0808, 0x191908082b080808,
+    0x191908082b082b08, 0x1919081908081908, 0x191908191908082b, 0x191908192b2b1908,
+    0x1919082b2b190819, 0x191919082b190808, 0x191919082b19082b, 0x1919191908082b2b,
+    0x1919192b08080819, 0x1919192b19191908, 0x19192b0808080808, 0x19192b0808190819,
+    0x19192b0808192b19, 0x19192b08192b1908, 0x19192b1919080808, 0x19192b2b08082b08,
+    0x192b080808081908, 0x192b080808190808, 0x192b080819080808, 0x192b0808192b2b08,
+    0x192b081908080808, 0x192b081919191919, 0x192b082b08192b08, 0x192b082b192b0808,
+    0x192b190808080808, 0x192b190808081919, 0x192b191908190808, 0x192b19190819082b,
+    0x192b19192b081908, 0x192b2b081908082b, 0x2b08080808080808, 0x2b0808080808082b,
+    0x2b08080808082b2b, 0x2b08080819080819, 0x2b0808082b08082b, 0x2b08081908081908,
+    0x2b08081908192b08, 0x2b08081919080808, 0x2b08082b08190819, 0x2b08190808080819,
+    0x2b08190808081908, 0x2b08190808190808, 0x2b08190808191919, 0x2b08190819080808,
+    0x2b081908192b0808, 0x2b08191908080808, 0x2b0819191908192b, 0x2b0819192b191908,
+    0x2b08192b08082b19, 0x2b08192b19080808, 0x2b08192b192b0808, 0x2b082b080808082b,
+    0x2b082b1908081908, 0x2b082b2b08190819, 0x2b19080808081908, 0x2b19080808190808,
+    0x2b190808082b1908, 0x2b19080819080808, 0x2b1908082b2b0819, 0x2b1908190819192b,
+    0x2b1908192b080808, 0x2b19082b19081919, 0x2b19190808080808, 0x2b191908082b082b,
+    0x2b19190819081908, 0x2b19191919190819, 0x2b192b082b080819, 0x2b192b19082b0808,
+    0x2b2b08080808082b, 0x2b2b080819190808, 0x2b2b08082b081919, 0x2b2b081908082b19,
+    0x2b2b082b08080808, 0x2b2b190808192b08, 0x2b2b2b0819190808, 0x2b2b2b1908081908,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint64_t, iq2xs_grid, 512)
+    0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08,
+    0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x080808080819192b,
+    0x0808080808192b19, 0x08080808082b0808, 0x08080808082b082b, 0x08080808082b1919,
+    0x08080808082b2b08, 0x0808080819080819, 0x0808080819081908, 0x080808081908192b,
+    0x0808080819082b19, 0x0808080819190808, 0x080808081919082b, 0x0808080819191919,
+    0x0808080819192b08, 0x08080808192b0819, 0x08080808192b1908, 0x080808082b080808,
+    0x080808082b08082b, 0x080808082b081919, 0x080808082b082b08, 0x080808082b190819,
+    0x080808082b191908, 0x080808082b192b19, 0x080808082b2b0808, 0x0808081908080819,
+    0x0808081908081908, 0x080808190808192b, 0x0808081908082b19, 0x0808081908190808,
+    0x080808190819082b, 0x0808081908191919, 0x0808081908192b08, 0x0808081908192b2b,
+    0x08080819082b0819, 0x08080819082b1908, 0x0808081919080808, 0x080808191908082b,
+    0x0808081919081919, 0x0808081919082b08, 0x0808081919190819, 0x0808081919191908,
+    0x08080819192b0808, 0x08080819192b2b08, 0x080808192b080819, 0x080808192b081908,
+    0x080808192b190808, 0x0808082b08080808, 0x0808082b0808082b, 0x0808082b08081919,
+    0x0808082b08082b08, 0x0808082b08190819, 0x0808082b08191908, 0x0808082b082b0808,
+    0x0808082b19080819, 0x0808082b19081908, 0x0808082b19190808, 0x0808082b19191919,
+    0x0808082b2b080808, 0x0808082b2b082b2b, 0x0808190808080819, 0x0808190808081908,
+    0x080819080808192b, 0x0808190808082b19, 0x0808190808190808, 0x080819080819082b,
+    0x0808190808191919, 0x0808190808192b08, 0x08081908082b0819, 0x08081908082b1908,
+    0x0808190819080808, 0x080819081908082b, 0x0808190819081919, 0x0808190819082b08,
+    0x0808190819190819, 0x0808190819191908, 0x080819081919192b, 0x08081908192b0808,
+    0x080819082b080819, 0x080819082b081908, 0x080819082b190808, 0x0808191908080808,
+    0x080819190808082b, 0x0808191908081919, 0x0808191908082b08, 0x0808191908190819,
+    0x0808191908191908, 0x08081919082b0808, 0x0808191919080819, 0x0808191919081908,
+    0x0808191919190808, 0x08081919192b0819, 0x080819192b080808, 0x0808192b08080819,
+    0x0808192b08081908, 0x0808192b08190808, 0x0808192b082b192b, 0x0808192b19080808,
+    0x0808192b1908082b, 0x0808192b2b081908, 0x08082b0808080808, 0x08082b080808082b,
+    0x08082b0808081919, 0x08082b0808082b08, 0x08082b0808082b2b, 0x08082b0808190819,
+    0x08082b0808191908, 0x08082b08082b0808, 0x08082b08082b1919, 0x08082b0819080819,
+    0x08082b0819081908, 0x08082b0819190808, 0x08082b0819192b08, 0x08082b082b080808,
+    0x08082b082b2b0808, 0x08082b082b2b2b2b, 0x08082b1908080819, 0x08082b1908081908,
+    0x08082b1908190808, 0x08082b1919080808, 0x08082b192b080819, 0x08082b192b082b19,
+    0x08082b2b08080808, 0x08082b2b082b0808, 0x08082b2b082b2b08, 0x08082b2b2b19192b,
+    0x08082b2b2b2b0808, 0x0819080808080819, 0x0819080808081908, 0x081908080808192b,
+    0x0819080808082b19, 0x0819080808190808, 0x081908080819082b, 0x0819080808191919,
+    0x0819080808192b08, 0x08190808082b0819, 0x08190808082b1908, 0x0819080819080808,
+    0x081908081908082b, 0x0819080819081919, 0x0819080819082b08, 0x0819080819190819,
+    0x0819080819191908, 0x08190808192b0808, 0x08190808192b2b2b, 0x081908082b080819,
+    0x081908082b081908, 0x081908082b190808, 0x0819081908080808, 0x081908190808082b,
+    0x0819081908081919, 0x0819081908082b08, 0x0819081908190819, 0x0819081908191908,
+    0x08190819082b0808, 0x0819081919080819, 0x0819081919081908, 0x0819081919190808,
+    0x081908192b080808, 0x081908192b191908, 0x081908192b19192b, 0x0819082b08080819,
+    0x0819082b08081908, 0x0819082b0808192b, 0x0819082b08190808, 0x0819082b19080808,
+    0x0819082b192b0808, 0x0819190808080808, 0x081919080808082b, 0x0819190808081919,
+    0x0819190808082b08, 0x0819190808190819, 0x0819190808191908, 0x08191908082b0808,
+    0x0819190819080819, 0x0819190819081908, 0x0819190819082b19, 0x0819190819190808,
+    0x08191908192b1908, 0x081919082b080808, 0x0819191908080819, 0x0819191908081908,
+    0x0819191908190808, 0x0819191919080808, 0x0819192b08080808, 0x0819192b08191908,
+    0x0819192b19082b19, 0x08192b0808080819, 0x08192b0808081908, 0x08192b0808190808,
+    0x08192b080819082b, 0x08192b0819080808, 0x08192b0819191908, 0x08192b082b08192b,
+    0x08192b1908080808, 0x08192b1908081919, 0x08192b19192b192b, 0x08192b2b19190819,
+    0x08192b2b2b2b2b19, 0x082b080808080808, 0x082b08080808082b, 0x082b080808081919,
+    0x082b080808082b08, 0x082b080808082b2b, 0x082b080808190819, 0x082b080808191908,
+    0x082b0808082b0808, 0x082b080819080819, 0x082b080819081908, 0x082b080819190808,
+    0x082b08082b080808, 0x082b08082b2b0808, 0x082b081908080819, 0x082b081908081908,
+    0x082b081908190808, 0x082b081919080808, 0x082b081919082b08, 0x082b0819192b1919,
+    0x082b082b08080808, 0x082b082b082b082b, 0x082b082b2b080808, 0x082b082b2b2b2b08,
+    0x082b190808080819, 0x082b190808081908, 0x082b190808190808, 0x082b1908082b2b19,
+    0x082b190819080808, 0x082b191908080808, 0x082b191919080819, 0x082b19191919082b,
+    0x082b19192b192b19, 0x082b192b08080819, 0x082b192b08192b2b, 0x082b192b2b2b192b,
+    0x082b2b0808080808, 0x082b2b0808082b08, 0x082b2b0808082b2b, 0x082b2b08082b0808,
+    0x082b2b0819191919, 0x082b2b082b082b08, 0x082b2b082b2b082b, 0x082b2b19192b2b08,
+    0x082b2b192b190808, 0x082b2b2b08082b08, 0x082b2b2b082b0808, 0x082b2b2b2b08082b,
+    0x082b2b2b2b082b08, 0x082b2b2b2b082b2b, 0x1908080808080819, 0x1908080808081908,
+    0x190808080808192b, 0x1908080808082b19, 0x1908080808190808, 0x190808080819082b,
+    0x1908080808191919, 0x1908080808192b08, 0x19080808082b0819, 0x19080808082b1908,
+    0x1908080819080808, 0x190808081908082b, 0x1908080819081919, 0x1908080819082b08,
+    0x1908080819082b2b, 0x1908080819190819, 0x1908080819191908, 0x19080808192b0808,
+    0x19080808192b1919, 0x190808082b080819, 0x190808082b081908, 0x190808082b190808,
+    0x1908081908080808, 0x190808190808082b, 0x1908081908081919, 0x1908081908082b08,
+    0x1908081908190819, 0x1908081908191908, 0x19080819082b0808, 0x1908081919080819,
+    0x1908081919081908, 0x1908081919190808, 0x190808192b080808, 0x190808192b081919,
+    0x190808192b2b082b, 0x1908082b08080819, 0x1908082b08081908, 0x1908082b08190808,
+    0x1908082b0819082b, 0x1908082b082b2b19, 0x1908082b19080808, 0x1908190808080808,
+    0x190819080808082b, 0x1908190808081919, 0x1908190808082b08, 0x1908190808190819,
+    0x1908190808191908, 0x1908190808192b19, 0x19081908082b0808, 0x1908190819080819,
+    0x1908190819081908, 0x1908190819190808, 0x190819082b080808, 0x190819082b191908,
+    0x1908191908080819, 0x1908191908081908, 0x1908191908190808, 0x19081919082b1908,
+    0x1908191919080808, 0x190819192b192b2b, 0x1908192b08080808, 0x1908192b08082b2b,
+    0x1908192b19081908, 0x1908192b19190808, 0x19082b0808080819, 0x19082b0808081908,
+    0x19082b0808190808, 0x19082b0819080808, 0x19082b0819081919, 0x19082b0819191908,
+    0x19082b08192b082b, 0x19082b1908080808, 0x19082b1908190819, 0x19082b1919081908,
+    0x19082b1919190808, 0x19082b19192b2b19, 0x19082b2b08081908, 0x1919080808080808,
+    0x191908080808082b, 0x1919080808081919, 0x1919080808082b08, 0x1919080808190819,
+    0x1919080808191908, 0x19190808082b0808, 0x19190808082b2b08, 0x1919080819080819,
+    0x1919080819081908, 0x1919080819190808, 0x191908082b080808, 0x1919081908080819,
+    0x1919081908081908, 0x1919081908190808, 0x1919081908191919, 0x1919081919080808,
+    0x191908191908082b, 0x1919082b08080808, 0x1919082b19081908, 0x1919082b2b2b2b2b,
+    0x1919190808080819, 0x1919190808081908, 0x1919190808190808, 0x19191908082b0819,
+    0x1919190819080808, 0x19191908192b0808, 0x191919082b080819, 0x191919082b2b0819,
+    0x1919191908080808, 0x1919191908082b08, 0x191919192b080808, 0x191919192b082b08,
+    0x1919192b082b0819, 0x1919192b192b2b08, 0x1919192b2b2b0819, 0x19192b0808080808,
+    0x19192b0808191908, 0x19192b0819080819, 0x19192b0819190808, 0x19192b082b192b19,
+    0x19192b1908192b2b, 0x19192b1919080808, 0x19192b191908082b, 0x19192b2b2b081919,
+    0x192b080808080819, 0x192b080808081908, 0x192b080808190808, 0x192b080819080808,
+    0x192b080819191908, 0x192b0808192b082b, 0x192b08082b08192b, 0x192b08082b2b2b19,
+    0x192b081908080808, 0x192b082b082b1908, 0x192b082b19082b2b, 0x192b082b2b19082b,
+    0x192b190808080808, 0x192b19080819192b, 0x192b191908190808, 0x192b191919080808,
+    0x192b191919081919, 0x192b19192b2b1908, 0x192b2b0808080819, 0x192b2b08192b2b2b,
+    0x192b2b19082b1919, 0x192b2b2b0808192b, 0x192b2b2b19191908, 0x192b2b2b192b082b,
+    0x2b08080808080808, 0x2b0808080808082b, 0x2b08080808081919, 0x2b08080808082b08,
+    0x2b08080808190819, 0x2b08080808191908, 0x2b080808082b0808, 0x2b080808082b2b2b,
+    0x2b08080819080819, 0x2b08080819081908, 0x2b08080819190808, 0x2b0808082b080808,
+    0x2b0808082b08082b, 0x2b0808082b2b2b08, 0x2b0808082b2b2b2b, 0x2b08081908080819,
+    0x2b08081908081908, 0x2b0808190808192b, 0x2b08081908190808, 0x2b08081919080808,
+    0x2b08081919190819, 0x2b08081919192b19, 0x2b08082b08080808, 0x2b08082b082b0808,
+    0x2b08082b2b080808, 0x2b08082b2b08082b, 0x2b08082b2b2b0808, 0x2b08082b2b2b2b08,
+    0x2b08190808080819, 0x2b08190808081908, 0x2b08190808190808, 0x2b0819080819082b,
+    0x2b08190808191919, 0x2b08190819080808, 0x2b081908192b0808, 0x2b0819082b082b19,
+    0x2b08191908080808, 0x2b08191919081908, 0x2b0819192b2b1919, 0x2b08192b08192b08,
+    0x2b08192b192b2b2b, 0x2b082b0808080808, 0x2b082b0808082b08, 0x2b082b08082b1919,
+    0x2b082b0819192b2b, 0x2b082b082b080808, 0x2b082b082b08082b, 0x2b082b082b2b2b08,
+    0x2b082b190808192b, 0x2b082b2b082b082b, 0x2b082b2b2b080808, 0x2b082b2b2b082b08,
+    0x2b082b2b2b19192b, 0x2b082b2b2b2b2b08, 0x2b19080808080819, 0x2b19080808081908,
+    0x2b19080808190808, 0x2b19080819080808, 0x2b1908081919192b, 0x2b1908082b081908,
+    0x2b19081908080808, 0x2b190819082b082b, 0x2b190819192b1908, 0x2b19082b1919192b,
+    0x2b19082b2b082b19, 0x2b19190808080808, 0x2b19190808081919, 0x2b19190819081908,
+    0x2b19190819190808, 0x2b19190819192b08, 0x2b191919082b2b19, 0x2b1919192b190808,
+    0x2b1919192b19082b, 0x2b19192b19080819, 0x2b192b0819190819, 0x2b192b082b2b192b,
+    0x2b192b1919082b19, 0x2b192b2b08191919, 0x2b192b2b192b0808, 0x2b2b080808080808,
+    0x2b2b08080808082b, 0x2b2b080808082b08, 0x2b2b080808082b2b, 0x2b2b0808082b0808,
+    0x2b2b0808082b2b2b, 0x2b2b08082b2b0808, 0x2b2b081919190819, 0x2b2b081919192b19,
+    0x2b2b08192b2b192b, 0x2b2b082b08080808, 0x2b2b082b0808082b, 0x2b2b082b08082b08,
+    0x2b2b082b082b2b2b, 0x2b2b082b2b080808, 0x2b2b082b2b2b0808, 0x2b2b190819080808,
+    0x2b2b19082b191919, 0x2b2b192b192b1919, 0x2b2b192b2b192b08, 0x2b2b2b0808082b2b,
+    0x2b2b2b08082b0808, 0x2b2b2b08082b082b, 0x2b2b2b08082b2b08, 0x2b2b2b082b2b0808,
+    0x2b2b2b082b2b2b08, 0x2b2b2b1908081908, 0x2b2b2b192b081908, 0x2b2b2b192b08192b,
+    0x2b2b2b2b082b2b08, 0x2b2b2b2b082b2b2b, 0x2b2b2b2b2b190819, 0x2b2b2b2b2b2b2b2b,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint64_t, iq2s_grid, 1024)
+    0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08,
+    0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x080808080819192b,
+    0x0808080808192b19, 0x08080808082b0808, 0x08080808082b082b, 0x08080808082b1919,
+    0x08080808082b2b08, 0x0808080819080819, 0x0808080819081908, 0x080808081908192b,
+    0x0808080819082b19, 0x0808080819190808, 0x080808081919082b, 0x0808080819191919,
+    0x0808080819192b08, 0x08080808192b0819, 0x08080808192b1908, 0x08080808192b192b,
+    0x08080808192b2b19, 0x080808082b080808, 0x080808082b08082b, 0x080808082b081919,
+    0x080808082b082b08, 0x080808082b190819, 0x080808082b191908, 0x080808082b2b0808,
+    0x080808082b2b1919, 0x080808082b2b2b2b, 0x0808081908080819, 0x0808081908081908,
+    0x080808190808192b, 0x0808081908082b19, 0x0808081908190808, 0x080808190819082b,
+    0x0808081908191919, 0x0808081908192b08, 0x08080819082b0819, 0x08080819082b1908,
+    0x0808081919080808, 0x080808191908082b, 0x0808081919081919, 0x0808081919082b08,
+    0x0808081919190819, 0x0808081919191908, 0x080808191919192b, 0x0808081919192b19,
+    0x08080819192b0808, 0x08080819192b1919, 0x08080819192b2b08, 0x080808192b080819,
+    0x080808192b081908, 0x080808192b190808, 0x080808192b19082b, 0x080808192b191919,
+    0x080808192b2b0819, 0x080808192b2b1908, 0x0808082b08080808, 0x0808082b0808082b,
+    0x0808082b08081919, 0x0808082b08082b08, 0x0808082b08190819, 0x0808082b08191908,
+    0x0808082b082b0808, 0x0808082b082b2b2b, 0x0808082b19080819, 0x0808082b19081908,
+    0x0808082b1908192b, 0x0808082b19082b19, 0x0808082b19190808, 0x0808082b19191919,
+    0x0808082b2b080808, 0x0808082b2b081919, 0x0808082b2b082b2b, 0x0808082b2b191908,
+    0x0808082b2b2b082b, 0x0808190808080819, 0x0808190808081908, 0x080819080808192b,
+    0x0808190808082b19, 0x0808190808190808, 0x080819080819082b, 0x0808190808191919,
+    0x0808190808192b08, 0x08081908082b0819, 0x08081908082b1908, 0x08081908082b192b,
+    0x08081908082b2b19, 0x0808190819080808, 0x080819081908082b, 0x0808190819081919,
+    0x0808190819082b08, 0x0808190819082b2b, 0x0808190819190819, 0x0808190819191908,
+    0x080819081919192b, 0x0808190819192b19, 0x08081908192b0808, 0x08081908192b082b,
+    0x08081908192b1919, 0x080819082b080819, 0x080819082b081908, 0x080819082b08192b,
+    0x080819082b082b19, 0x080819082b190808, 0x080819082b191919, 0x080819082b192b08,
+    0x080819082b2b0819, 0x080819082b2b1908, 0x0808191908080808, 0x080819190808082b,
+    0x0808191908081919, 0x0808191908082b08, 0x0808191908082b2b, 0x0808191908190819,
+    0x0808191908191908, 0x080819190819192b, 0x0808191908192b19, 0x08081919082b0808,
+    0x08081919082b1919, 0x08081919082b2b08, 0x0808191919080819, 0x0808191919081908,
+    0x080819191908192b, 0x0808191919082b19, 0x0808191919190808, 0x080819191919082b,
+    0x0808191919191919, 0x0808191919192b08, 0x08081919192b0819, 0x08081919192b1908,
+    0x080819192b080808, 0x080819192b08082b, 0x080819192b081919, 0x080819192b082b08,
+    0x080819192b190819, 0x080819192b191908, 0x080819192b2b0808, 0x0808192b08080819,
+    0x0808192b08081908, 0x0808192b0808192b, 0x0808192b08082b19, 0x0808192b08190808,
+    0x0808192b08191919, 0x0808192b19080808, 0x0808192b19081919, 0x0808192b19082b08,
+    0x0808192b19190819, 0x0808192b19191908, 0x0808192b192b0808, 0x0808192b2b080819,
+    0x0808192b2b081908, 0x0808192b2b190808, 0x08082b0808080808, 0x08082b080808082b,
+    0x08082b0808081919, 0x08082b0808082b08, 0x08082b0808190819, 0x08082b0808191908,
+    0x08082b080819192b, 0x08082b0808192b19, 0x08082b08082b0808, 0x08082b08082b1919,
+    0x08082b08082b2b2b, 0x08082b0819080819, 0x08082b0819081908, 0x08082b081908192b,
+    0x08082b0819082b19, 0x08082b0819190808, 0x08082b081919082b, 0x08082b0819191919,
+    0x08082b0819192b08, 0x08082b08192b0819, 0x08082b08192b1908, 0x08082b082b080808,
+    0x08082b082b081919, 0x08082b082b191908, 0x08082b082b2b2b2b, 0x08082b1908080819,
+    0x08082b1908081908, 0x08082b1908190808, 0x08082b190819082b, 0x08082b1908191919,
+    0x08082b1908192b08, 0x08082b19082b0819, 0x08082b1919080808, 0x08082b1919081919,
+    0x08082b1919082b08, 0x08082b1919190819, 0x08082b1919191908, 0x08082b19192b0808,
+    0x08082b192b080819, 0x08082b192b190808, 0x08082b2b08080808, 0x08082b2b08190819,
+    0x08082b2b08191908, 0x08082b2b082b082b, 0x08082b2b082b2b08, 0x08082b2b082b2b2b,
+    0x08082b2b19190808, 0x08082b2b2b192b19, 0x0819080808080819, 0x0819080808081908,
+    0x081908080808192b, 0x0819080808082b19, 0x0819080808190808, 0x081908080819082b,
+    0x0819080808191919, 0x0819080808192b08, 0x08190808082b0819, 0x08190808082b1908,
+    0x08190808082b192b, 0x0819080819080808, 0x081908081908082b, 0x0819080819081919,
+    0x0819080819082b08, 0x0819080819190819, 0x0819080819191908, 0x081908081919192b,
+    0x0819080819192b19, 0x08190808192b0808, 0x08190808192b082b, 0x08190808192b1919,
+    0x08190808192b2b08, 0x081908082b080819, 0x081908082b081908, 0x081908082b08192b,
+    0x081908082b190808, 0x081908082b191919, 0x081908082b192b08, 0x081908082b2b0819,
+    0x081908082b2b1908, 0x0819081908080808, 0x081908190808082b, 0x0819081908081919,
+    0x0819081908082b08, 0x0819081908082b2b, 0x0819081908190819, 0x0819081908191908,
+    0x081908190819192b, 0x0819081908192b19, 0x08190819082b0808, 0x08190819082b082b,
+    0x08190819082b1919, 0x08190819082b2b08, 0x0819081919080819, 0x0819081919081908,
+    0x081908191908192b, 0x0819081919082b19, 0x0819081919190808, 0x081908191919082b,
+    0x0819081919191919, 0x0819081919192b08, 0x08190819192b0819, 0x08190819192b1908,
+    0x081908192b080808, 0x081908192b08082b, 0x081908192b081919, 0x081908192b082b08,
+    0x081908192b190819, 0x081908192b191908, 0x0819082b08080819, 0x0819082b08081908,
+    0x0819082b08082b19, 0x0819082b08190808, 0x0819082b08191919, 0x0819082b082b0819,
+    0x0819082b082b1908, 0x0819082b19080808, 0x0819082b19081919, 0x0819082b19190819,
+    0x0819082b19191908, 0x0819082b2b080819, 0x0819082b2b081908, 0x0819082b2b190808,
+    0x0819190808080808, 0x081919080808082b, 0x0819190808081919, 0x0819190808082b08,
+    0x0819190808190819, 0x0819190808191908, 0x081919080819192b, 0x0819190808192b19,
+    0x08191908082b0808, 0x08191908082b1919, 0x08191908082b2b08, 0x0819190819080819,
+    0x0819190819081908, 0x081919081908192b, 0x0819190819082b19, 0x0819190819190808,
+    0x081919081919082b, 0x0819190819191919, 0x0819190819192b08, 0x08191908192b0819,
+    0x08191908192b1908, 0x081919082b080808, 0x081919082b08082b, 0x081919082b081919,
+    0x081919082b082b08, 0x081919082b190819, 0x081919082b191908, 0x081919082b2b0808,
+    0x0819191908080819, 0x0819191908081908, 0x081919190808192b, 0x0819191908082b19,
+    0x0819191908190808, 0x081919190819082b, 0x0819191908191919, 0x0819191908192b08,
+    0x08191919082b0819, 0x08191919082b1908, 0x0819191919080808, 0x081919191908082b,
+    0x0819191919081919, 0x0819191919082b08, 0x0819191919190819, 0x0819191919191908,
+    0x08191919192b0808, 0x081919192b080819, 0x081919192b081908, 0x081919192b190808,
+    0x0819192b08080808, 0x0819192b08081919, 0x0819192b08082b08, 0x0819192b08190819,
+    0x0819192b08191908, 0x0819192b082b0808, 0x0819192b19080819, 0x0819192b19081908,
+    0x0819192b19190808, 0x0819192b2b080808, 0x0819192b2b2b2b2b, 0x08192b0808080819,
+    0x08192b0808081908, 0x08192b080808192b, 0x08192b0808082b19, 0x08192b0808190808,
+    0x08192b0808191919, 0x08192b0808192b08, 0x08192b08082b0819, 0x08192b0819080808,
+    0x08192b081908082b, 0x08192b0819081919, 0x08192b0819082b08, 0x08192b0819190819,
+    0x08192b0819191908, 0x08192b08192b0808, 0x08192b082b080819, 0x08192b082b081908,
+    0x08192b1908080808, 0x08192b190808082b, 0x08192b1908081919, 0x08192b1908082b08,
+    0x08192b1908190819, 0x08192b1908191908, 0x08192b19082b0808, 0x08192b1919080819,
+    0x08192b1919081908, 0x08192b1919190808, 0x08192b19192b2b19, 0x08192b192b2b082b,
+    0x08192b2b08081908, 0x08192b2b08190808, 0x08192b2b19080808, 0x08192b2b1919192b,
+    0x082b080808080808, 0x082b08080808082b, 0x082b080808081919, 0x082b080808082b08,
+    0x082b080808190819, 0x082b080808191908, 0x082b08080819192b, 0x082b080808192b19,
+    0x082b0808082b0808, 0x082b0808082b1919, 0x082b0808082b2b2b, 0x082b080819080819,
+    0x082b080819081908, 0x082b080819190808, 0x082b08081919082b, 0x082b080819191919,
+    0x082b0808192b1908, 0x082b08082b080808, 0x082b08082b082b2b, 0x082b08082b191908,
+    0x082b08082b2b2b2b, 0x082b081908080819, 0x082b081908081908, 0x082b081908190808,
+    0x082b08190819082b, 0x082b081908191919, 0x082b0819082b0819, 0x082b081919080808,
+    0x082b08191908082b, 0x082b081919081919, 0x082b081919190819, 0x082b081919191908,
+    0x082b0819192b0808, 0x082b08192b080819, 0x082b08192b081908, 0x082b08192b190808,
+    0x082b082b08080808, 0x082b082b08082b2b, 0x082b082b082b082b, 0x082b082b082b2b08,
+    0x082b082b082b2b2b, 0x082b082b19081908, 0x082b082b19190808, 0x082b082b2b082b08,
+    0x082b082b2b082b2b, 0x082b082b2b2b2b08, 0x082b190808080819, 0x082b190808081908,
+    0x082b19080808192b, 0x082b190808082b19, 0x082b190808190808, 0x082b190808191919,
+    0x082b190808192b08, 0x082b1908082b0819, 0x082b1908082b1908, 0x082b190819080808,
+    0x082b19081908082b, 0x082b190819081919, 0x082b190819082b08, 0x082b190819190819,
+    0x082b190819191908, 0x082b1908192b0808, 0x082b19082b080819, 0x082b19082b081908,
+    0x082b19082b190808, 0x082b191908080808, 0x082b191908081919, 0x082b191908082b08,
+    0x082b191908190819, 0x082b191908191908, 0x082b1919082b0808, 0x082b191919080819,
+    0x082b191919081908, 0x082b191919190808, 0x082b1919192b192b, 0x082b19192b080808,
+    0x082b192b08080819, 0x082b192b08081908, 0x082b192b08190808, 0x082b192b19080808,
+    0x082b192b19192b19, 0x082b2b0808080808, 0x082b2b0808081919, 0x082b2b0808190819,
+    0x082b2b0808191908, 0x082b2b0819080819, 0x082b2b0819081908, 0x082b2b0819190808,
+    0x082b2b082b082b2b, 0x082b2b082b2b2b2b, 0x082b2b1908080819, 0x082b2b1908081908,
+    0x082b2b1908190808, 0x082b2b192b191919, 0x082b2b2b08082b2b, 0x082b2b2b082b082b,
+    0x082b2b2b192b1908, 0x082b2b2b2b082b08, 0x082b2b2b2b082b2b, 0x1908080808080819,
+    0x1908080808081908, 0x190808080808192b, 0x1908080808082b19, 0x1908080808190808,
+    0x190808080819082b, 0x1908080808191919, 0x1908080808192b08, 0x1908080808192b2b,
+    0x19080808082b0819, 0x19080808082b1908, 0x19080808082b192b, 0x1908080819080808,
+    0x190808081908082b, 0x1908080819081919, 0x1908080819082b08, 0x1908080819082b2b,
+    0x1908080819190819, 0x1908080819191908, 0x190808081919192b, 0x1908080819192b19,
+    0x19080808192b0808, 0x19080808192b082b, 0x19080808192b1919, 0x190808082b080819,
+    0x190808082b081908, 0x190808082b190808, 0x190808082b191919, 0x190808082b192b08,
+    0x190808082b2b0819, 0x190808082b2b1908, 0x1908081908080808, 0x190808190808082b,
+    0x1908081908081919, 0x1908081908082b08, 0x1908081908190819, 0x1908081908191908,
+    0x190808190819192b, 0x1908081908192b19, 0x19080819082b0808, 0x19080819082b082b,
+    0x19080819082b1919, 0x1908081919080819, 0x1908081919081908, 0x190808191908192b,
+    0x1908081919082b19, 0x1908081919190808, 0x190808191919082b, 0x1908081919191919,
+    0x1908081919192b08, 0x19080819192b0819, 0x19080819192b1908, 0x190808192b080808,
+    0x190808192b08082b, 0x190808192b081919, 0x190808192b082b08, 0x190808192b190819,
+    0x190808192b191908, 0x190808192b2b0808, 0x1908082b08080819, 0x1908082b08081908,
+    0x1908082b08190808, 0x1908082b0819082b, 0x1908082b08191919, 0x1908082b08192b08,
+    0x1908082b082b1908, 0x1908082b19080808, 0x1908082b19081919, 0x1908082b19082b08,
+    0x1908082b19190819, 0x1908082b19191908, 0x1908082b192b0808, 0x1908082b2b080819,
+    0x1908082b2b081908, 0x1908190808080808, 0x190819080808082b, 0x1908190808081919,
+    0x1908190808082b08, 0x1908190808082b2b, 0x1908190808190819, 0x1908190808191908,
+    0x190819080819192b, 0x1908190808192b19, 0x19081908082b0808, 0x19081908082b082b,
+    0x19081908082b1919, 0x19081908082b2b08, 0x1908190819080819, 0x1908190819081908,
+    0x190819081908192b, 0x1908190819082b19, 0x1908190819190808, 0x190819081919082b,
+    0x1908190819191919, 0x1908190819192b08, 0x19081908192b0819, 0x19081908192b1908,
+    0x190819082b080808, 0x190819082b08082b, 0x190819082b081919, 0x190819082b082b08,
+    0x190819082b190819, 0x190819082b191908, 0x190819082b2b0808, 0x1908191908080819,
+    0x1908191908081908, 0x190819190808192b, 0x1908191908082b19, 0x1908191908190808,
+    0x190819190819082b, 0x1908191908191919, 0x1908191908192b08, 0x19081919082b0819,
+    0x19081919082b1908, 0x1908191919080808, 0x190819191908082b, 0x1908191919081919,
+    0x1908191919082b08, 0x1908191919190819, 0x1908191919191908, 0x19081919192b0808,
+    0x19081919192b2b2b, 0x190819192b080819, 0x190819192b081908, 0x190819192b190808,
+    0x1908192b08080808, 0x1908192b0808082b, 0x1908192b08081919, 0x1908192b08082b08,
+    0x1908192b08190819, 0x1908192b08191908, 0x1908192b082b0808, 0x1908192b19080819,
+    0x1908192b19081908, 0x1908192b19190808, 0x1908192b2b080808, 0x1908192b2b2b1919,
+    0x19082b0808080819, 0x19082b0808081908, 0x19082b0808082b19, 0x19082b0808190808,
+    0x19082b080819082b, 0x19082b0808191919, 0x19082b0808192b08, 0x19082b08082b0819,
+    0x19082b08082b1908, 0x19082b0819080808, 0x19082b081908082b, 0x19082b0819081919,
+    0x19082b0819082b08, 0x19082b0819190819, 0x19082b0819191908, 0x19082b08192b0808,
+    0x19082b082b081908, 0x19082b082b190808, 0x19082b1908080808, 0x19082b190808082b,
+    0x19082b1908081919, 0x19082b1908082b08, 0x19082b1908190819, 0x19082b1908191908,
+    0x19082b19082b0808, 0x19082b1919080819, 0x19082b1919081908, 0x19082b1919190808,
+    0x19082b192b080808, 0x19082b192b19192b, 0x19082b2b08080819, 0x19082b2b08081908,
+    0x19082b2b08190808, 0x19082b2b19080808, 0x1919080808080808, 0x191908080808082b,
+    0x1919080808081919, 0x1919080808082b08, 0x1919080808190819, 0x1919080808191908,
+    0x191908080819192b, 0x1919080808192b19, 0x19190808082b0808, 0x19190808082b082b,
+    0x19190808082b1919, 0x19190808082b2b08, 0x1919080819080819, 0x1919080819081908,
+    0x191908081908192b, 0x1919080819082b19, 0x1919080819190808, 0x191908081919082b,
+    0x1919080819191919, 0x1919080819192b08, 0x19190808192b0819, 0x19190808192b1908,
+    0x191908082b080808, 0x191908082b08082b, 0x191908082b081919, 0x191908082b082b08,
+    0x191908082b190819, 0x191908082b191908, 0x1919081908080819, 0x1919081908081908,
+    0x191908190808192b, 0x1919081908082b19, 0x1919081908190808, 0x191908190819082b,
+    0x1919081908191919, 0x1919081908192b08, 0x19190819082b0819, 0x19190819082b1908,
+    0x1919081919080808, 0x191908191908082b, 0x1919081919081919, 0x1919081919082b08,
+    0x1919081919190819, 0x1919081919191908, 0x19190819192b0808, 0x191908192b080819,
+    0x191908192b081908, 0x191908192b190808, 0x1919082b08080808, 0x1919082b08081919,
+    0x1919082b08082b08, 0x1919082b08190819, 0x1919082b08191908, 0x1919082b082b0808,
+    0x1919082b19080819, 0x1919082b19081908, 0x1919082b19190808, 0x1919082b192b2b19,
+    0x1919082b2b080808, 0x1919190808080819, 0x1919190808081908, 0x191919080808192b,
+    0x1919190808082b19, 0x1919190808190808, 0x191919080819082b, 0x1919190808191919,
+    0x1919190808192b08, 0x19191908082b0819, 0x19191908082b1908, 0x1919190819080808,
+    0x191919081908082b, 0x1919190819081919, 0x1919190819082b08, 0x1919190819190819,
+    0x1919190819191908, 0x19191908192b0808, 0x191919082b080819, 0x191919082b081908,
+    0x191919082b190808, 0x1919191908080808, 0x191919190808082b, 0x1919191908081919,
+    0x1919191908082b08, 0x1919191908190819, 0x1919191908191908, 0x19191919082b0808,
+    0x1919191919080819, 0x1919191919081908, 0x1919191919190808, 0x191919192b080808,
+    0x1919192b08080819, 0x1919192b08081908, 0x1919192b08190808, 0x1919192b082b192b,
+    0x1919192b19080808, 0x19192b0808080808, 0x19192b080808082b, 0x19192b0808081919,
+    0x19192b0808082b08, 0x19192b0808190819, 0x19192b0808191908, 0x19192b08082b0808,
+    0x19192b0819080819, 0x19192b0819081908, 0x19192b0819190808, 0x19192b0819192b2b,
+    0x19192b082b080808, 0x19192b1908080819, 0x19192b1908081908, 0x19192b1908190808,
+    0x19192b1919080808, 0x19192b2b08080808, 0x19192b2b08192b19, 0x19192b2b2b081919,
+    0x19192b2b2b2b2b08, 0x192b080808080819, 0x192b080808081908, 0x192b08080808192b,
+    0x192b080808190808, 0x192b08080819082b, 0x192b080808191919, 0x192b080808192b08,
+    0x192b0808082b0819, 0x192b0808082b1908, 0x192b080819080808, 0x192b080819081919,
+    0x192b080819082b08, 0x192b080819190819, 0x192b080819191908, 0x192b0808192b0808,
+    0x192b08082b081908, 0x192b08082b190808, 0x192b081908080808, 0x192b08190808082b,
+    0x192b081908081919, 0x192b081908082b08, 0x192b081908190819, 0x192b081908191908,
+    0x192b0819082b0808, 0x192b081919080819, 0x192b081919081908, 0x192b081919190808,
+    0x192b08192b080808, 0x192b08192b192b19, 0x192b082b08081908, 0x192b082b08190808,
+    0x192b082b19080808, 0x192b082b1919192b, 0x192b082b2b2b0819, 0x192b190808080808,
+    0x192b190808081919, 0x192b190808082b08, 0x192b190808190819, 0x192b190808191908,
+    0x192b1908082b0808, 0x192b190819080819, 0x192b190819081908, 0x192b190819190808,
+    0x192b19082b080808, 0x192b191908080819, 0x192b191908081908, 0x192b191908190808,
+    0x192b191919080808, 0x192b191919082b2b, 0x192b1919192b2b08, 0x192b19192b19082b,
+    0x192b192b08080808, 0x192b192b2b191908, 0x192b2b0808080819, 0x192b2b0808081908,
+    0x192b2b0808190808, 0x192b2b08192b1919, 0x192b2b082b192b08, 0x192b2b1908080808,
+    0x192b2b19082b2b2b, 0x192b2b2b1908082b, 0x192b2b2b2b2b0819, 0x2b08080808080808,
+    0x2b0808080808082b, 0x2b08080808081919, 0x2b08080808082b08, 0x2b08080808190819,
+    0x2b08080808191908, 0x2b08080808192b19, 0x2b080808082b0808, 0x2b080808082b1919,
+    0x2b08080819080819, 0x2b08080819081908, 0x2b08080819190808, 0x2b0808081919082b,
+    0x2b08080819191919, 0x2b08080819192b08, 0x2b080808192b0819, 0x2b0808082b080808,
+    0x2b0808082b081919, 0x2b0808082b190819, 0x2b0808082b191908, 0x2b08081908080819,
+    0x2b08081908081908, 0x2b08081908082b19, 0x2b08081908190808, 0x2b0808190819082b,
+    0x2b08081908191919, 0x2b08081908192b08, 0x2b080819082b0819, 0x2b080819082b1908,
+    0x2b08081919080808, 0x2b0808191908082b, 0x2b08081919081919, 0x2b08081919082b08,
+    0x2b08081919190819, 0x2b08081919191908, 0x2b0808192b080819, 0x2b0808192b081908,
+    0x2b0808192b190808, 0x2b0808192b2b2b19, 0x2b08082b08080808, 0x2b08082b08081919,
+    0x2b08082b08082b2b, 0x2b08082b08190819, 0x2b08082b08191908, 0x2b08082b19080819,
+    0x2b08082b19081908, 0x2b08082b19190808, 0x2b08190808080819, 0x2b08190808081908,
+    0x2b0819080808192b, 0x2b08190808082b19, 0x2b08190808190808, 0x2b0819080819082b,
+    0x2b08190808191919, 0x2b08190808192b08, 0x2b081908082b0819, 0x2b08190819080808,
+    0x2b0819081908082b, 0x2b08190819081919, 0x2b08190819082b08, 0x2b08190819190819,
+    0x2b08190819191908, 0x2b081908192b0808, 0x2b0819082b080819, 0x2b0819082b081908,
+    0x2b0819082b190808, 0x2b08191908080808, 0x2b0819190808082b, 0x2b08191908081919,
+    0x2b08191908082b08, 0x2b08191908190819, 0x2b08191908191908, 0x2b081919082b0808,
+    0x2b08191919080819, 0x2b08191919081908, 0x2b08191919190808, 0x2b0819192b080808,
+    0x2b0819192b082b2b, 0x2b08192b08080819, 0x2b08192b08081908, 0x2b08192b08190808,
+    0x2b08192b082b2b19, 0x2b08192b19080808, 0x2b082b0808080808, 0x2b082b0808081919,
+    0x2b082b0808190819, 0x2b082b0808191908, 0x2b082b0819080819, 0x2b082b0819081908,
+    0x2b082b0819190808, 0x2b082b082b2b082b, 0x2b082b1908080819, 0x2b082b1908081908,
+    0x2b082b1919080808, 0x2b082b19192b1919, 0x2b082b2b082b082b, 0x2b082b2b19192b08,
+    0x2b082b2b19192b2b, 0x2b082b2b2b08082b, 0x2b082b2b2b2b082b, 0x2b19080808080819,
+    0x2b19080808081908, 0x2b19080808082b19, 0x2b19080808190808, 0x2b1908080819082b,
+    0x2b19080808191919, 0x2b19080808192b08, 0x2b190808082b1908, 0x2b19080819080808,
+    0x2b1908081908082b, 0x2b19080819081919, 0x2b19080819082b08, 0x2b19080819190819,
+    0x2b19080819191908, 0x2b190808192b0808, 0x2b1908082b080819, 0x2b1908082b081908,
+    0x2b1908082b190808, 0x2b19081908080808, 0x2b19081908081919, 0x2b19081908190819,
+    0x2b19081908191908, 0x2b19081919080819, 0x2b19081919081908, 0x2b19081919190808,
+    0x2b19081919192b2b, 0x2b19082b08080819, 0x2b19082b08081908, 0x2b19082b08190808,
+    0x2b19082b19080808, 0x2b19082b2b2b192b, 0x2b19190808080808, 0x2b1919080808082b,
+    0x2b19190808081919, 0x2b19190808082b08, 0x2b19190808190819, 0x2b19190808191908,
+    0x2b191908082b0808, 0x2b19190819080819, 0x2b19190819081908, 0x2b19190819190808,
+    0x2b1919082b080808, 0x2b1919082b19192b, 0x2b19191908080819, 0x2b19191908081908,
+    0x2b19191908190808, 0x2b19191919080808, 0x2b1919192b192b08, 0x2b1919192b2b0819,
+    0x2b19192b08080808, 0x2b19192b1908192b, 0x2b19192b192b1908, 0x2b192b0808080819,
+    0x2b192b0808081908, 0x2b192b0808190808, 0x2b192b08082b192b, 0x2b192b0819080808,
+    0x2b192b082b2b2b19, 0x2b192b1908080808, 0x2b192b1919082b19, 0x2b192b191919082b,
+    0x2b192b2b2b190808, 0x2b2b080808080808, 0x2b2b080808081919, 0x2b2b080808082b2b,
+    0x2b2b080808191908, 0x2b2b0808082b082b, 0x2b2b0808082b2b2b, 0x2b2b080819080819,
+    0x2b2b080819081908, 0x2b2b080819190808, 0x2b2b08082b2b082b, 0x2b2b08082b2b2b2b,
+    0x2b2b081919080808, 0x2b2b0819192b1919, 0x2b2b082b0808082b, 0x2b2b082b08082b2b,
+    0x2b2b082b082b082b, 0x2b2b082b082b2b08, 0x2b2b082b082b2b2b, 0x2b2b082b2b08082b,
+    0x2b2b082b2b082b08, 0x2b2b082b2b082b2b, 0x2b2b082b2b2b2b08, 0x2b2b190808080819,
+    0x2b2b190808081908, 0x2b2b190808190808, 0x2b2b190819080808, 0x2b2b19082b082b19,
+    0x2b2b19082b2b1908, 0x2b2b191908080808, 0x2b2b191908192b19, 0x2b2b192b19190819,
+    0x2b2b2b0808082b2b, 0x2b2b2b08082b2b08, 0x2b2b2b082b2b082b, 0x2b2b2b1919191908,
+    0x2b2b2b192b08192b, 0x2b2b2b2b08082b08, 0x2b2b2b2b08082b2b, 0x2b2b2b2b082b0808,
+    0x2b2b2b2b082b082b, 0x2b2b2b2b082b2b08, 0x2b2b2b2b2b082b08, 0x2b2b2b2b2b2b2b2b,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint32_t, iq3xxs_grid, 256)
+    0x04040404, 0x04040414, 0x04040424, 0x04040c0c, 0x04040c1c, 0x04040c3e, 0x04041404, 0x04041414,
+    0x04041c0c, 0x04042414, 0x04043e1c, 0x04043e2c, 0x040c040c, 0x040c041c, 0x040c0c04, 0x040c0c14,
+    0x040c140c, 0x040c142c, 0x040c1c04, 0x040c1c14, 0x040c240c, 0x040c2c24, 0x040c3e04, 0x04140404,
+    0x04140414, 0x04140424, 0x04140c0c, 0x04141404, 0x04141414, 0x04141c0c, 0x04141c1c, 0x04141c3e,
+    0x04142c0c, 0x04142c3e, 0x04143e2c, 0x041c040c, 0x041c043e, 0x041c0c04, 0x041c0c14, 0x041c142c,
+    0x041c3e04, 0x04240c1c, 0x04241c3e, 0x04242424, 0x04242c3e, 0x04243e1c, 0x04243e2c, 0x042c040c,
+    0x042c043e, 0x042c1c14, 0x042c2c14, 0x04341c2c, 0x04343424, 0x043e0c04, 0x043e0c24, 0x043e0c34,
+    0x043e241c, 0x043e340c, 0x0c04040c, 0x0c04041c, 0x0c040c04, 0x0c040c14, 0x0c04140c, 0x0c04141c,
+    0x0c041c04, 0x0c041c14, 0x0c041c24, 0x0c04243e, 0x0c042c04, 0x0c0c0404, 0x0c0c0414, 0x0c0c0c0c,
+    0x0c0c1404, 0x0c0c1414, 0x0c14040c, 0x0c14041c, 0x0c140c04, 0x0c140c14, 0x0c14140c, 0x0c141c04,
+    0x0c143e14, 0x0c1c0404, 0x0c1c0414, 0x0c1c1404, 0x0c1c1c0c, 0x0c1c2434, 0x0c1c3434, 0x0c24040c,
+    0x0c24042c, 0x0c242c04, 0x0c2c1404, 0x0c2c1424, 0x0c2c2434, 0x0c2c3e0c, 0x0c34042c, 0x0c3e1414,
+    0x0c3e2404, 0x14040404, 0x14040414, 0x14040c0c, 0x14040c1c, 0x14041404, 0x14041414, 0x14041434,
+    0x14041c0c, 0x14042414, 0x140c040c, 0x140c041c, 0x140c042c, 0x140c0c04, 0x140c0c14, 0x140c140c,
+    0x140c1c04, 0x140c341c, 0x140c343e, 0x140c3e04, 0x14140404, 0x14140414, 0x14140c0c, 0x14140c3e,
+    0x14141404, 0x14141414, 0x14141c3e, 0x14142404, 0x14142c2c, 0x141c040c, 0x141c0c04, 0x141c0c24,
+    0x141c3e04, 0x141c3e24, 0x14241c2c, 0x14242c1c, 0x142c041c, 0x142c143e, 0x142c240c, 0x142c3e24,
+    0x143e040c, 0x143e041c, 0x143e0c34, 0x143e242c, 0x1c04040c, 0x1c040c04, 0x1c040c14, 0x1c04140c,
+    0x1c04141c, 0x1c042c04, 0x1c04342c, 0x1c043e14, 0x1c0c0404, 0x1c0c0414, 0x1c0c1404, 0x1c0c1c0c,
+    0x1c0c2424, 0x1c0c2434, 0x1c14040c, 0x1c14041c, 0x1c140c04, 0x1c14142c, 0x1c142c14, 0x1c143e14,
+    0x1c1c0c0c, 0x1c1c1c1c, 0x1c241c04, 0x1c24243e, 0x1c243e14, 0x1c2c0404, 0x1c2c0434, 0x1c2c1414,
+    0x1c2c2c2c, 0x1c340c24, 0x1c341c34, 0x1c34341c, 0x1c3e1c1c, 0x1c3e3404, 0x24040424, 0x24040c3e,
+    0x24041c2c, 0x24041c3e, 0x24042c1c, 0x24042c3e, 0x240c3e24, 0x24141404, 0x24141c3e, 0x24142404,
+    0x24143404, 0x24143434, 0x241c043e, 0x241c242c, 0x24240424, 0x24242c0c, 0x24243424, 0x242c142c,
+    0x242c241c, 0x242c3e04, 0x243e042c, 0x243e0c04, 0x243e0c14, 0x243e1c04, 0x2c040c14, 0x2c04240c,
+    0x2c043e04, 0x2c0c0404, 0x2c0c0434, 0x2c0c1434, 0x2c0c2c2c, 0x2c140c24, 0x2c141c14, 0x2c143e14,
+    0x2c1c0414, 0x2c1c2c1c, 0x2c240c04, 0x2c24141c, 0x2c24143e, 0x2c243e14, 0x2c2c0414, 0x2c2c1c0c,
+    0x2c342c04, 0x2c3e1424, 0x2c3e2414, 0x34041424, 0x34042424, 0x34042434, 0x34043424, 0x340c140c,
+    0x340c340c, 0x34140c3e, 0x34143424, 0x341c1c04, 0x341c1c34, 0x34242424, 0x342c042c, 0x342c2c14,
+    0x34341c1c, 0x343e041c, 0x343e140c, 0x3e04041c, 0x3e04042c, 0x3e04043e, 0x3e040c04, 0x3e041c14,
+    0x3e042c14, 0x3e0c1434, 0x3e0c2404, 0x3e140c14, 0x3e14242c, 0x3e142c14, 0x3e1c0404, 0x3e1c0c2c,
+    0x3e1c1c1c, 0x3e1c3404, 0x3e24140c, 0x3e24240c, 0x3e2c0404, 0x3e2c0414, 0x3e2c1424, 0x3e341c04,
+GGML_TABLE_END()
+
+GGML_TABLE_BEGIN(uint32_t, iq3s_grid, 512)
+    0x01010101, 0x01010103, 0x01010105, 0x0101010b, 0x0101010f, 0x01010301, 0x01010303, 0x01010305,
+    0x01010309, 0x0101030d, 0x01010501, 0x01010503, 0x0101050b, 0x01010707, 0x01010901, 0x01010905,
+    0x0101090b, 0x0101090f, 0x01010b03, 0x01010b07, 0x01010d01, 0x01010d05, 0x01010f03, 0x01010f09,
+    0x01010f0f, 0x01030101, 0x01030103, 0x01030105, 0x01030109, 0x01030301, 0x01030303, 0x0103030b,
+    0x01030501, 0x01030507, 0x0103050f, 0x01030703, 0x0103070b, 0x01030909, 0x01030d03, 0x01030d0b,
+    0x01030f05, 0x01050101, 0x01050103, 0x0105010b, 0x0105010f, 0x01050301, 0x01050307, 0x0105030d,
+    0x01050503, 0x0105050b, 0x01050701, 0x01050709, 0x01050905, 0x0105090b, 0x0105090f, 0x01050b03,
+    0x01050b07, 0x01050f01, 0x01050f07, 0x01070107, 0x01070303, 0x0107030b, 0x01070501, 0x01070505,
+    0x01070703, 0x01070707, 0x0107070d, 0x01070909, 0x01070b01, 0x01070b05, 0x01070d0f, 0x01070f03,
+    0x01070f0b, 0x01090101, 0x01090307, 0x0109030f, 0x01090503, 0x01090509, 0x01090705, 0x01090901,
+    0x01090907, 0x01090b03, 0x01090f01, 0x010b0105, 0x010b0109, 0x010b0501, 0x010b0505, 0x010b050d,
+    0x010b0707, 0x010b0903, 0x010b090b, 0x010b090f, 0x010b0d0d, 0x010b0f07, 0x010d010d, 0x010d0303,
+    0x010d0307, 0x010d0703, 0x010d0b05, 0x010d0f03, 0x010f0101, 0x010f0105, 0x010f0109, 0x010f0501,
+    0x010f0505, 0x010f050d, 0x010f0707, 0x010f0b01, 0x010f0b09, 0x03010101, 0x03010103, 0x03010105,
+    0x03010109, 0x03010301, 0x03010303, 0x03010307, 0x0301030b, 0x0301030f, 0x03010501, 0x03010505,
+    0x03010703, 0x03010709, 0x0301070d, 0x03010b09, 0x03010b0d, 0x03010d03, 0x03010f05, 0x03030101,
+    0x03030103, 0x03030107, 0x0303010d, 0x03030301, 0x03030309, 0x03030503, 0x03030701, 0x03030707,
+    0x03030903, 0x03030b01, 0x03030b05, 0x03030f01, 0x03030f0d, 0x03050101, 0x03050305, 0x0305030b,
+    0x0305030f, 0x03050501, 0x03050509, 0x03050705, 0x03050901, 0x03050907, 0x03050b0b, 0x03050d01,
+    0x03050f05, 0x03070103, 0x03070109, 0x0307010f, 0x03070301, 0x03070307, 0x03070503, 0x0307050f,
+    0x03070701, 0x03070709, 0x03070903, 0x03070d05, 0x03070f01, 0x03090107, 0x0309010b, 0x03090305,
+    0x03090309, 0x03090703, 0x03090707, 0x03090905, 0x0309090d, 0x03090b01, 0x03090b09, 0x030b0103,
+    0x030b0301, 0x030b0307, 0x030b0503, 0x030b0701, 0x030b0705, 0x030b0b03, 0x030d0501, 0x030d0509,
+    0x030d050f, 0x030d0909, 0x030d090d, 0x030f0103, 0x030f0107, 0x030f0301, 0x030f0305, 0x030f0503,
+    0x030f070b, 0x030f0903, 0x030f0d05, 0x030f0f01, 0x05010101, 0x05010103, 0x05010107, 0x0501010b,
+    0x0501010f, 0x05010301, 0x05010305, 0x05010309, 0x0501030d, 0x05010503, 0x05010507, 0x0501050f,
+    0x05010701, 0x05010705, 0x05010903, 0x05010907, 0x0501090b, 0x05010b01, 0x05010b05, 0x05010d0f,
+    0x05010f01, 0x05010f07, 0x05010f0b, 0x05030101, 0x05030105, 0x05030301, 0x05030307, 0x0503030f,
+    0x05030505, 0x0503050b, 0x05030703, 0x05030709, 0x05030905, 0x05030b03, 0x05050103, 0x05050109,
+    0x0505010f, 0x05050503, 0x05050507, 0x05050701, 0x0505070f, 0x05050903, 0x05050b07, 0x05050b0f,
+    0x05050f03, 0x05050f09, 0x05070101, 0x05070105, 0x0507010b, 0x05070303, 0x05070505, 0x05070509,
+    0x05070703, 0x05070707, 0x05070905, 0x05070b01, 0x05070d0d, 0x05090103, 0x0509010f, 0x05090501,
+    0x05090507, 0x05090705, 0x0509070b, 0x05090903, 0x05090f05, 0x05090f0b, 0x050b0109, 0x050b0303,
+    0x050b0505, 0x050b070f, 0x050b0901, 0x050b0b07, 0x050b0f01, 0x050d0101, 0x050d0105, 0x050d010f,
+    0x050d0503, 0x050d0b0b, 0x050d0d03, 0x050f010b, 0x050f0303, 0x050f050d, 0x050f0701, 0x050f0907,
+    0x050f0b01, 0x07010105, 0x07010303, 0x07010307, 0x0701030b, 0x0701030f, 0x07010505, 0x07010703,
+    0x07010707, 0x0701070b, 0x07010905, 0x07010909, 0x0701090f, 0x07010b03, 0x07010d07, 0x07010f03,
+    0x07030103, 0x07030107, 0x0703010b, 0x07030309, 0x07030503, 0x07030507, 0x07030901, 0x07030d01,
+    0x07030f05, 0x07030f0d, 0x07050101, 0x07050305, 0x07050501, 0x07050705, 0x07050709, 0x07050b01,
+    0x07070103, 0x07070301, 0x07070309, 0x07070503, 0x07070507, 0x0707050f, 0x07070701, 0x07070903,
+    0x07070907, 0x0707090f, 0x07070b0b, 0x07070f07, 0x07090107, 0x07090303, 0x0709030d, 0x07090505,
+    0x07090703, 0x07090b05, 0x07090d01, 0x07090d09, 0x070b0103, 0x070b0301, 0x070b0305, 0x070b050b,
+    0x070b0705, 0x070b0909, 0x070b0b0d, 0x070b0f07, 0x070d030d, 0x070d0903, 0x070f0103, 0x070f0107,
+    0x070f0501, 0x070f0505, 0x070f070b, 0x09010101, 0x09010109, 0x09010305, 0x09010501, 0x09010509,
+    0x0901050f, 0x09010705, 0x09010903, 0x09010b01, 0x09010f01, 0x09030105, 0x0903010f, 0x09030303,
+    0x09030307, 0x09030505, 0x09030701, 0x0903070b, 0x09030907, 0x09030b03, 0x09030b0b, 0x09050103,
+    0x09050107, 0x09050301, 0x0905030b, 0x09050503, 0x09050707, 0x09050901, 0x09050b0f, 0x09050d05,
+    0x09050f01, 0x09070109, 0x09070303, 0x09070307, 0x09070501, 0x09070505, 0x09070703, 0x0907070b,
+    0x09090101, 0x09090105, 0x09090509, 0x0909070f, 0x09090901, 0x09090f03, 0x090b010b, 0x090b010f,
+    0x090b0503, 0x090b0d05, 0x090d0307, 0x090d0709, 0x090d0d01, 0x090f0301, 0x090f030b, 0x090f0701,
+    0x090f0907, 0x090f0b03, 0x0b010105, 0x0b010301, 0x0b010309, 0x0b010505, 0x0b010901, 0x0b010909,
+    0x0b01090f, 0x0b010b05, 0x0b010d0d, 0x0b010f09, 0x0b030103, 0x0b030107, 0x0b03010b, 0x0b030305,
+    0x0b030503, 0x0b030705, 0x0b030f05, 0x0b050101, 0x0b050303, 0x0b050507, 0x0b050701, 0x0b05070d,
+    0x0b050b07, 0x0b070105, 0x0b07010f, 0x0b070301, 0x0b07050f, 0x0b070909, 0x0b070b03, 0x0b070d0b,
+    0x0b070f07, 0x0b090103, 0x0b090109, 0x0b090501, 0x0b090705, 0x0b09090d, 0x0b0b0305, 0x0b0b050d,
+    0x0b0b0b03, 0x0b0b0b07, 0x0b0d0905, 0x0b0f0105, 0x0b0f0109, 0x0b0f0505, 0x0d010303, 0x0d010307,
+    0x0d01030b, 0x0d010703, 0x0d010707, 0x0d010d01, 0x0d030101, 0x0d030501, 0x0d03050f, 0x0d030d09,
+    0x0d050305, 0x0d050709, 0x0d050905, 0x0d050b0b, 0x0d050d05, 0x0d050f01, 0x0d070101, 0x0d070309,
+    0x0d070503, 0x0d070901, 0x0d09050b, 0x0d090907, 0x0d090d05, 0x0d0b0101, 0x0d0b0107, 0x0d0b0709,
+    0x0d0b0d01, 0x0d0d010b, 0x0d0d0901, 0x0d0f0303, 0x0d0f0307, 0x0f010101, 0x0f010109, 0x0f01010f,
+    0x0f010501, 0x0f010505, 0x0f01070d, 0x0f010901, 0x0f010b09, 0x0f010d05, 0x0f030105, 0x0f030303,
+    0x0f030509, 0x0f030907, 0x0f03090b, 0x0f050103, 0x0f050109, 0x0f050301, 0x0f05030d, 0x0f050503,
+    0x0f050701, 0x0f050b03, 0x0f070105, 0x0f070705, 0x0f07070b, 0x0f070b07, 0x0f090103, 0x0f09010b,
+    0x0f090307, 0x0f090501, 0x0f090b01, 0x0f0b0505, 0x0f0b0905, 0x0f0d0105, 0x0f0d0703, 0x0f0f0101,
+GGML_TABLE_END()
+
+#define NGRID_IQ1S 2048
+#define IQ1S_DELTA 0.125f
+#define IQ1M_DELTA 0.125f
+#if defined(GGML_COMMON_IMPL_C)
+GGML_TABLE_BEGIN(uint64_t, iq1s_grid, NGRID_IQ1S)
+    0xffffffffffffffff, 0xffffffffffffff01, 0xffffffffffff0000, 0xffffffffffff01ff,
+    0xffffffffffff0101, 0xffffffffff00ff00, 0xffffffffff000000, 0xffffffffff01ffff,
+    0xffffffffff01ff01, 0xffffffffff0101ff, 0xffffffffff010101, 0xffffffff00ff0000,
+    0xffffffff0000ff00, 0xffffffff000000ff, 0xffffffff00000001, 0xffffffff00010000,
+    0xffffffff01ffffff, 0xffffffff01ffff01, 0xffffffff01ff01ff, 0xffffffff01ff0101,
+    0xffffffff01000000, 0xffffffff0101ffff, 0xffffffff0101ff01, 0xffffffff010101ff,
+    0xffffffff01010101, 0xffffff00ffff00ff, 0xffffff00ffff0000, 0xffffff00ff00ff00,
+    0xffffff00ff0000ff, 0xffffff00ff000001, 0xffffff00ff000100, 0xffffff00ff000101,
+    0xffffff00ff010000, 0xffffff0000ffff00, 0xffffff0000ff0001, 0xffffff0000ff0100,
+    0xffffff000000ff01, 0xffffff0000000000, 0xffffff0000000101, 0xffffff000001ff00,
+    0xffffff00000100ff, 0xffffff0000010001, 0xffffff00000101ff, 0xffffff0001ff0000,
+    0xffffff000100ff00, 0xffffff00010000ff, 0xffffff0001000001, 0xffffff0001010000,
+    0xffffff01ffffffff, 0xffffff01ffffff01, 0xffffff01ffff01ff, 0xffffff01ffff0101,
+    0xffffff01ff000000, 0xffffff01ff01ffff, 0xffffff01ff01ff01, 0xffffff01ff0101ff,
+    0xffffff01ff010101, 0xffffff0100ff0000, 0xffffff010000ff00, 0xffffff0100000100,
+    0xffffff01000100ff, 0xffffff0100010100, 0xffffff0101ffffff, 0xffffff0101ffff01,
+    0xffffff0101ff01ff, 0xffffff0101ff0101, 0xffffff010100ff00, 0xffffff0101000000,
+    0xffffff0101000100, 0xffffff010101ffff, 0xffffff010101ff01, 0xffffff01010101ff,
+    0xffffff0101010101, 0xffff00ffff00ff00, 0xffff00ffff0000ff, 0xffff00ffff000001,
+    0xffff00ffff010000, 0xffff00ff00ffff00, 0xffff00ff00ff0100, 0xffff00ff00000000,
+    0xffff00ff00000101, 0xffff00ff000100ff, 0xffff00ff00010000, 0xffff00ff0100ff00,
+    0xffff00ff01000100, 0xffff00ff01010000, 0xffff0000ffffff00, 0xffff0000ffff00ff,
+    0xffff0000ffff0000, 0xffff0000ffff0001, 0xffff0000ff000000, 0xffff0000ff0001ff,
+    0xffff0000ff000101, 0xffff0000ff010100, 0xffff000000ffffff, 0xffff000000ff0000,
+    0xffff000000ff0101, 0xffff00000000ffff, 0xffff00000000ff00, 0xffff0000000000ff,
+    0xffff000000000000, 0xffff000000000001, 0xffff000000000100, 0xffff00000001ffff,
+    0xffff00000001ff01, 0xffff000000010000, 0xffff0000000101ff, 0xffff000000010101,
+    0xffff000001ffff00, 0xffff00000100ff00, 0xffff000001000000, 0xffff0000010001ff,
+    0xffff000001000101, 0xffff00000101ff00, 0xffff0000010100ff, 0xffff000001010000,
+    0xffff000001010001, 0xffff000001010100, 0xffff0001ff0000ff, 0xffff0001ff000100,
+    0xffff000100ffff00, 0xffff000100ff00ff, 0xffff00010000ffff, 0xffff00010000ff01,
+    0xffff000100000000, 0xffff0001000001ff, 0xffff00010001ffff, 0xffff00010001ff00,
+    0xffff000100010001, 0xffff000100010100, 0xffff000101ff0000, 0xffff00010100ff00,
+    0xffff0001010000ff, 0xffff000101000100, 0xffff01ffffffffff, 0xffff01ffffffff01,
+    0xffff01ffffff01ff, 0xffff01ffffff0101, 0xffff01ffff000000, 0xffff01ffff01ffff,
+    0xffff01ffff01ff01, 0xffff01ffff0101ff, 0xffff01ffff010101, 0xffff01ff00ff0000,
+    0xffff01ff0000ff00, 0xffff01ff00000001, 0xffff01ff00010000, 0xffff01ff01ffffff,
+    0xffff01ff01ffff01, 0xffff01ff01ff01ff, 0xffff01ff01ff0101, 0xffff01ff01000000,
+    0xffff01ff0101ffff, 0xffff01ff0101ff01, 0xffff01ff010101ff, 0xffff01ff01010101,
+    0xffff0100ffff0000, 0xffff0100ff00ff00, 0xffff0100ff0000ff, 0xffff0100ff000100,
+    0xffff0100ff0100ff, 0xffff0100ff010000, 0xffff010000ffff00, 0xffff01000000ffff,
+    0xffff01000000ff00, 0xffff010000000000, 0xffff01000001ff00, 0xffff0100000100ff,
+    0xffff010000010100, 0xffff01000100ff00, 0xffff0100010000ff, 0xffff010001000001,
+    0xffff010001000100, 0xffff010001010000, 0xffff0101ffffffff, 0xffff0101ffffff01,
+    0xffff0101ffff01ff, 0xffff0101ffff0101, 0xffff0101ff000000, 0xffff0101ff01ffff,
+    0xffff0101ff01ff01, 0xffff0101ff0101ff, 0xffff0101ff010101, 0xffff010100ff0000,
+    0xffff01010000ff00, 0xffff010100000100, 0xffff01010001ff00, 0xffff010100010000,
+    0xffff010101ffffff, 0xffff010101ffff01, 0xffff010101ff0000, 0xffff010101ff01ff,
+    0xffff010101ff0101, 0xffff010101000000, 0xffff01010101ffff, 0xffff01010101ff01,
+    0xffff0101010101ff, 0xffff010101010101, 0xff00ffffff00ffff, 0xff00ffffff00ff00,
+    0xff00ffffff0000ff, 0xff00ffffff000100, 0xff00ffffff0100ff, 0xff00ffffff010000,
+    0xff00ffff00ffff00, 0xff00ffff00ff00ff, 0xff00ffff0000ffff, 0xff00ffff00000000,
+    0xff00ffff000001ff, 0xff00ffff0001ff00, 0xff00ffff000100ff, 0xff00ffff00010000,
+    0xff00ffff00010100, 0xff00ffff0100ff00, 0xff00ffff010000ff, 0xff00ffff01000001,
+    0xff00ffff0101ff00, 0xff00ffff01010000, 0xff00ff00ffffff00, 0xff00ff00ffff00ff,
+    0xff00ff00ffff0001, 0xff00ff00ffff0100, 0xff00ff00ff00ffff, 0xff00ff00ff00ff01,
+    0xff00ff00ff000000, 0xff00ff00ff0001ff, 0xff00ff00ff01ff00, 0xff00ff00ff0100ff,
+    0xff00ff00ff010100, 0xff00ff0000ff0000, 0xff00ff0000ff0101, 0xff00ff000000ffff,
+    0xff00ff000000ff00, 0xff00ff000000ff01, 0xff00ff00000000ff, 0xff00ff0000000000,
+    0xff00ff0000000001, 0xff00ff0000000100, 0xff00ff000001ffff, 0xff00ff0000010000,
+    0xff00ff0001ff00ff, 0xff00ff000100ff01, 0xff00ff0001000000, 0xff00ff000101ff00,
+    0xff00ff00010100ff, 0xff00ff01ff00ff00, 0xff00ff01ff0000ff, 0xff00ff01ff000001,
+    0xff00ff01ff010000, 0xff00ff0100ffffff, 0xff00ff0100ff0001, 0xff00ff0100ff0100,
+    0xff00ff010000ff01, 0xff00ff0100000000, 0xff00ff01000001ff, 0xff00ff0100000101,
+    0xff00ff01000100ff, 0xff00ff0100010001, 0xff00ff0101ff0000, 0xff00ff010100ff00,
+    0xff00ff01010000ff, 0xff00ff0101000001, 0xff00ff0101010000, 0xff0000ffffffff00,
+    0xff0000ffffff0001, 0xff0000ffffff0100, 0xff0000ffff0000ff, 0xff0000ffff000000,
+    0xff0000ffff0001ff, 0xff0000ffff000100, 0xff0000ffff01ff00, 0xff0000ffff010001,
+    0xff0000ff00ffff00, 0xff0000ff00ff0000, 0xff0000ff00ff0001, 0xff0000ff00ff01ff,
+    0xff0000ff00ff0101, 0xff0000ff0000ff00, 0xff0000ff000000ff, 0xff0000ff00000000,
+    0xff0000ff00000001, 0xff0000ff00000100, 0xff0000ff0001ff01, 0xff0000ff00010000,
+    0xff0000ff000101ff, 0xff0000ff01ff00ff, 0xff0000ff01ff0100, 0xff0000ff0100ffff,
+    0xff0000ff010000ff, 0xff0000ff01000000, 0xff0000ff010001ff, 0xff0000ff01000100,
+    0xff0000ff01000101, 0xff0000ff0101ff00, 0xff0000ff010100ff, 0xff0000ff01010000,
+    0xff0000ff01010100, 0xff000000ffffff01, 0xff000000ffff0000, 0xff000000ffff0101,
+    0xff000000ff00ff00, 0xff000000ff0000ff, 0xff000000ff000000, 0xff000000ff000001,
+    0xff000000ff000100, 0xff000000ff01ffff, 0xff000000ff01ff01, 0xff000000ff010000,
+    0xff000000ff0101ff, 0xff000000ff010101, 0xff00000000ffff00, 0xff00000000ff00ff,
+    0xff00000000ff0000, 0xff00000000ff0001, 0xff0000000000ff00, 0xff0000000000ff01,
+    0xff000000000000ff, 0xff00000000000000, 0xff00000000000001, 0xff00000000000100,
+    0xff00000000000101, 0xff0000000001ff00, 0xff000000000100ff, 0xff00000000010000,
+    0xff00000000010001, 0xff00000000010100, 0xff00000001ffffff, 0xff00000001ffff01,
+    0xff00000001ff00ff, 0xff00000001ff0000, 0xff00000001ff01ff, 0xff00000001ff0101,
+    0xff0000000100ffff, 0xff0000000100ff00, 0xff000000010000ff, 0xff00000001000000,
+    0xff00000001000001, 0xff00000001000100, 0xff00000001000101, 0xff0000000101ffff,
+    0xff0000000101ff01, 0xff00000001010000, 0xff000001ffffff00, 0xff000001ffff00ff,
+    0xff000001ffff0000, 0xff000001ffff0001, 0xff000001ff000000, 0xff000001ff000001,
+    0xff000001ff0001ff, 0xff000001ff000101, 0xff000001ff01ff00, 0xff000001ff010001,
+    0xff00000100ffffff, 0xff00000100ffff01, 0xff00000100ff00ff, 0xff00000100ff0000,
+    0xff00000100ff01ff, 0xff00000100ff0101, 0xff0000010000ff00, 0xff00000100000000,
+    0xff00000100000001, 0xff000001000001ff, 0xff00000100000100, 0xff0000010001ff00,
+    0xff000001000100ff, 0xff00000100010000, 0xff000001000101ff, 0xff00000100010100,
+    0xff00000100010101, 0xff00000101ff0001, 0xff00000101ff0101, 0xff0000010100ff01,
+    0xff00000101000000, 0xff000001010100ff, 0xff00000101010100, 0xff0001ffff00ff00,
+    0xff0001ffff000001, 0xff0001ffff010000, 0xff0001ff00ffff00, 0xff0001ff00ff00ff,
+    0xff0001ff00ff0001, 0xff0001ff00ff0100, 0xff0001ff0000ffff, 0xff0001ff00000000,
+    0xff0001ff000001ff, 0xff0001ff00000101, 0xff0001ff0001ffff, 0xff0001ff0001ff00,
+    0xff0001ff000100ff, 0xff0001ff00010001, 0xff0001ff00010100, 0xff0001ff01ff0000,
+    0xff0001ff0100ff00, 0xff0001ff010000ff, 0xff0001ff01010000, 0xff000100ff00ffff,
+    0xff000100ff00ff01, 0xff000100ff000000, 0xff000100ff000101, 0xff000100ff01ff00,
+    0xff000100ff010000, 0xff00010000ffff01, 0xff00010000ff00ff, 0xff00010000ff0000,
+    0xff00010000ff01ff, 0xff0001000000ff00, 0xff000100000000ff, 0xff00010000000000,
+    0xff00010000000001, 0xff00010000000100, 0xff00010000000101, 0xff0001000001ffff,
+    0xff00010000010000, 0xff00010000010101, 0xff00010001ff0100, 0xff0001000100ff00,
+    0xff0001000100ff01, 0xff00010001000000, 0xff000100010001ff, 0xff0001000101ff00,
+    0xff00010001010001, 0xff00010001010100, 0xff000101ffff0100, 0xff000101ff000001,
+    0xff000101ff0100ff, 0xff000101ff010001, 0xff00010100ff00ff, 0xff00010100ff0001,
+    0xff00010100ff0100, 0xff0001010000ffff, 0xff0001010000ff01, 0xff00010100000000,
+    0xff000101000001ff, 0xff0001010001ff00, 0xff00010100010001, 0xff00010100010100,
+    0xff00010101ff0000, 0xff0001010100ff00, 0xff00010101000001, 0xff00010101000101,
+    0xff01ffffffffffff, 0xff01ffffffffff01, 0xff01ffffffff01ff, 0xff01ffffffff0101,
+    0xff01ffffff000000, 0xff01ffffff01ffff, 0xff01ffffff01ff01, 0xff01ffffff010000,
+    0xff01ffffff0101ff, 0xff01ffffff010101, 0xff01ffff00ff0000, 0xff01ffff0000ff00,
+    0xff01ffff00000100, 0xff01ffff0001ff00, 0xff01ffff00010000, 0xff01ffff01ffffff,
+    0xff01ffff01ffff01, 0xff01ffff01ff01ff, 0xff01ffff01ff0101, 0xff01ffff01000000,
+    0xff01ffff0101ffff, 0xff01ffff0101ff01, 0xff01ffff01010000, 0xff01ffff010101ff,
+    0xff01ffff01010101, 0xff01ff00ffff0000, 0xff01ff00ff00ff00, 0xff01ff00ff0000ff,
+    0xff01ff00ff000100, 0xff01ff00ff010000, 0xff01ff0000ffff01, 0xff01ff0000ff00ff,
+    0xff01ff0000ff0100, 0xff01ff0000000000, 0xff01ff00000001ff, 0xff01ff0000000101,
+    0xff01ff000001ff00, 0xff01ff00000100ff, 0xff01ff0000010000, 0xff01ff0000010001,
+    0xff01ff0001ff0000, 0xff01ff000100ffff, 0xff01ff0001000001, 0xff01ff0001000100,
+    0xff01ff0001010000, 0xff01ff01ffffff00, 0xff01ff01ffff01ff, 0xff01ff01ffff0101,
+    0xff01ff01ff00ff00, 0xff01ff01ff000000, 0xff01ff01ff01ffff, 0xff01ff01ff01ff01,
+    0xff01ff01ff0101ff, 0xff01ff01ff010101, 0xff01ff0100ff0000, 0xff01ff010000ff00,
+    0xff01ff0100000001, 0xff01ff0100000100, 0xff01ff0100010000, 0xff01ff0101ffff00,
+    0xff01ff0101ff01ff, 0xff01ff0101ff0101, 0xff01ff010100ff00, 0xff01ff0101000000,
+    0xff01ff010101ffff, 0xff01ff010101ff01, 0xff01ff01010101ff, 0xff01ff0101010101,
+    0xff0100ffffff0000, 0xff0100ffff0000ff, 0xff0100ffff000001, 0xff0100ffff000100,
+    0xff0100ffff010000, 0xff0100ff00ff00ff, 0xff0100ff00ff0000, 0xff0100ff00ff0001,
+    0xff0100ff00ff0100, 0xff0100ff0000ff01, 0xff0100ff00000000, 0xff0100ff000001ff,
+    0xff0100ff00000101, 0xff0100ff00010001, 0xff0100ff01ff0000, 0xff0100ff0100ff00,
+    0xff0100ff010000ff, 0xff0100ff01000100, 0xff0100ff0101ff00, 0xff0100ff01010000,
+    0xff010000ffff0100, 0xff010000ff000000, 0xff010000ff01ff00, 0xff010000ff010100,
+    0xff01000000ffffff, 0xff01000000ff0000, 0xff01000000ff01ff, 0xff0100000000ff00,
+    0xff010000000000ff, 0xff01000000000000, 0xff01000000000100, 0xff0100000001ff01,
+    0xff01000000010000, 0xff010000000101ff, 0xff01000001ff0100, 0xff0100000100ffff,
+    0xff010000010000ff, 0xff01000001000000, 0xff010000010001ff, 0xff01000001000101,
+    0xff0100000101ff00, 0xff010000010100ff, 0xff01000001010001, 0xff01000001010100,
+    0xff010001ffff0000, 0xff010001ff00ffff, 0xff010001ff00ff01, 0xff010001ff000100,
+    0xff010001ff010000, 0xff01000100ffff00, 0xff01000100ff0100, 0xff01000100000000,
+    0xff0100010001ffff, 0xff0100010001ff00, 0xff01000100010100, 0xff01000101ff00ff,
+    0xff01000101ff0001, 0xff0100010100ffff, 0xff01000101000101, 0xff0101ffffffffff,
+    0xff0101ffffffff01, 0xff0101ffffff01ff, 0xff0101ffffff0101, 0xff0101ffff000000,
+    0xff0101ffff01ffff, 0xff0101ffff01ff01, 0xff0101ffff0101ff, 0xff0101ffff010101,
+    0xff0101ff00ff0000, 0xff0101ff0000ff00, 0xff0101ff000000ff, 0xff0101ff00010000,
+    0xff0101ff01ffffff, 0xff0101ff01ffff01, 0xff0101ff01ff01ff, 0xff0101ff01ff0101,
+    0xff0101ff0101ffff, 0xff0101ff0101ff01, 0xff0101ff010101ff, 0xff0101ff01010101,
+    0xff010100ffff0100, 0xff010100ff00ff00, 0xff010100ff0000ff, 0xff010100ff000100,
+    0xff010100ff010000, 0xff01010000ff0001, 0xff01010000ff0100, 0xff0101000000ff01,
+    0xff01010000000000, 0xff0101000001ff00, 0xff010100000100ff, 0xff01010000010001,
+    0xff01010000010100, 0xff01010001ff0000, 0xff0101000100ffff, 0xff01010001000001,
+    0xff01010001000100, 0xff010100010100ff, 0xff01010001010000, 0xff010101ffffffff,
+    0xff010101ffffff01, 0xff010101ffff01ff, 0xff010101ffff0101, 0xff010101ff01ffff,
+    0xff010101ff01ff01, 0xff010101ff0101ff, 0xff010101ff010101, 0xff01010100ff0000,
+    0xff0101010000ff00, 0xff01010100000001, 0xff01010100000100, 0xff01010100010000,
+    0xff01010101ffffff, 0xff01010101ffff01, 0xff01010101ff01ff, 0xff01010101ff0101,
+    0xff01010101000000, 0xff0101010101ffff, 0xff0101010101ff01, 0xff010101010101ff,
+    0xff01010101010101, 0x00ffffffffff0000, 0x00ffffffff00ff00, 0x00ffffffff000001,
+    0x00ffffffff010000, 0x00ffffff00ff0100, 0x00ffffff0000ff01, 0x00ffffff00000000,
+    0x00ffffff000001ff, 0x00ffffff00000101, 0x00ffffff0001ff00, 0x00ffffff000100ff,
+    0x00ffffff00010001, 0x00ffffff010000ff, 0x00ffffff01000100, 0x00ffffff0101ff00,
+    0x00ffffff01010001, 0x00ffff00ffffffff, 0x00ffff00ffffff00, 0x00ffff00ffff00ff,
+    0x00ffff00ffff0001, 0x00ffff00ffff0100, 0x00ffff00ff00ff01, 0x00ffff00ff000000,
+    0x00ffff00ff000001, 0x00ffff00ff0001ff, 0x00ffff00ff000101, 0x00ffff00ff01ff00,
+    0x00ffff00ff010001, 0x00ffff00ff010100, 0x00ffff0000ff0000, 0x00ffff0000ff01ff,
+    0x00ffff0000ff0101, 0x00ffff000000ff00, 0x00ffff00000000ff, 0x00ffff0000000000,
+    0x00ffff0000000001, 0x00ffff0000000100, 0x00ffff0000000101, 0x00ffff0000010000,
+    0x00ffff00000101ff, 0x00ffff0000010101, 0x00ffff0001ffff00, 0x00ffff0001ff00ff,
+    0x00ffff0001ff0001, 0x00ffff000100ffff, 0x00ffff000100ff01, 0x00ffff0001000000,
+    0x00ffff000101ffff, 0x00ffff000101ff00, 0x00ffff000101ff01, 0x00ffff01ffff0000,
+    0x00ffff01ff00ff00, 0x00ffff01ff0000ff, 0x00ffff01ff000001, 0x00ffff01ff010000,
+    0x00ffff0100ffff00, 0x00ffff010000ff01, 0x00ffff0100000000, 0x00ffff0100000101,
+    0x00ffff01000100ff, 0x00ffff0100010100, 0x00ffff0101ff0100, 0x00ffff01010000ff,
+    0x00ffff0101010000, 0x00ff00ffffffff00, 0x00ff00ffff000000, 0x00ff00ffff000100,
+    0x00ff00ffff010100, 0x00ff00ff00ff0000, 0x00ff00ff00ff01ff, 0x00ff00ff00ff0101,
+    0x00ff00ff0000ff00, 0x00ff00ff000000ff, 0x00ff00ff00000000, 0x00ff00ff00000001,
+    0x00ff00ff0001ff00, 0x00ff00ff0001ff01, 0x00ff00ff00010000, 0x00ff00ff000101ff,
+    0x00ff00ff00010101, 0x00ff00ff01ffff00, 0x00ff00ff01ff0001, 0x00ff00ff01ff0100,
+    0x00ff00ff0100ffff, 0x00ff00ff0100ff01, 0x00ff00ff01000000, 0x00ff00ff0101ffff,
+    0x00ff00ff0101ff00, 0x00ff00ff01010100, 0x00ff0000ffffff00, 0x00ff0000ffffff01,
+    0x00ff0000ffff0000, 0x00ff0000ffff0101, 0x00ff0000ff00ff00, 0x00ff0000ff0000ff,
+    0x00ff0000ff000000, 0x00ff0000ff000001, 0x00ff0000ff000100, 0x00ff0000ff01ffff,
+    0x00ff0000ff010000, 0x00ff0000ff010101, 0x00ff000000ffff00, 0x00ff000000ff00ff,
+    0x00ff000000ff0000, 0x00ff000000ff0001, 0x00ff000000ff0100, 0x00ff00000000ffff,
+    0x00ff00000000ff00, 0x00ff0000000000ff, 0x00ff000000000000, 0x00ff000000000001,
+    0x00ff0000000001ff, 0x00ff000000000100, 0x00ff00000001ff00, 0x00ff0000000100ff,
+    0x00ff000000010000, 0x00ff000000010001, 0x00ff000000010100, 0x00ff000001ffff01,
+    0x00ff000001ff00ff, 0x00ff000001ff0000, 0x00ff000001ff01ff, 0x00ff00000100ff00,
+    0x00ff0000010000ff, 0x00ff000001000000, 0x00ff000001000001, 0x00ff000001000100,
+    0x00ff000001000101, 0x00ff000001010000, 0x00ff0000010101ff, 0x00ff000001010101,
+    0x00ff0001ffffff00, 0x00ff0001ffff0000, 0x00ff0001ffff0100, 0x00ff0001ff0000ff,
+    0x00ff0001ff000000, 0x00ff0001ff0001ff, 0x00ff0001ff000101, 0x00ff0001ff01ff00,
+    0x00ff0001ff0100ff, 0x00ff0001ff010100, 0x00ff000100ffffff, 0x00ff000100ffff01,
+    0x00ff000100ff0000, 0x00ff000100ff01ff, 0x00ff00010000ffff, 0x00ff00010000ff00,
+    0x00ff00010000ff01, 0x00ff000100000000, 0x00ff000100000001, 0x00ff000100000100,
+    0x00ff00010001ff01, 0x00ff000100010000, 0x00ff0001000101ff, 0x00ff000101ffff00,
+    0x00ff000101ff0000, 0x00ff000101ff0101, 0x00ff0001010000ff, 0x00ff000101000000,
+    0x00ff00010101ff00, 0x00ff0001010100ff, 0x00ff000101010001, 0x00ff01ffffff0000,
+    0x00ff01ffff00ff00, 0x00ff01ffff000000, 0x00ff01ffff000101, 0x00ff01ffff010000,
+    0x00ff01ff00ffff01, 0x00ff01ff00ff0100, 0x00ff01ff0000ffff, 0x00ff01ff00000000,
+    0x00ff01ff000001ff, 0x00ff01ff0001ff00, 0x00ff01ff000100ff, 0x00ff01ff00010001,
+    0x00ff01ff00010100, 0x00ff01ff01ff0000, 0x00ff01ff0100ff00, 0x00ff01ff010000ff,
+    0x00ff01ff01000001, 0x00ff01ff01000100, 0x00ff01ff01010000, 0x00ff0100ffffff00,
+    0x00ff0100ffff0000, 0x00ff0100ffff0001, 0x00ff0100ffff0101, 0x00ff0100ff00ffff,
+    0x00ff0100ff0000ff, 0x00ff0100ff000000, 0x00ff0100ff0001ff, 0x00ff0100ff01ff00,
+    0x00ff0100ff0100ff, 0x00ff0100ff010001, 0x00ff010000ffffff, 0x00ff010000ff0000,
+    0x00ff010000ff0101, 0x00ff01000000ff00, 0x00ff01000000ff01, 0x00ff0100000000ff,
+    0x00ff010000000000, 0x00ff010000000001, 0x00ff010000000100, 0x00ff01000001ffff,
+    0x00ff01000001ff01, 0x00ff010000010000, 0x00ff010000010001, 0x00ff010000010101,
+    0x00ff010001ff0001, 0x00ff010001ff0100, 0x00ff01000100ff01, 0x00ff010001000000,
+    0x00ff010001000001, 0x00ff0100010001ff, 0x00ff01000101ff00, 0x00ff0100010100ff,
+    0x00ff010001010001, 0x00ff010001010100, 0x00ff0101ff000001, 0x00ff010100ff00ff,
+    0x00ff010100ff0001, 0x00ff010100ff0100, 0x00ff010100000000, 0x00ff0101000001ff,
+    0x00ff010100000101, 0x00ff0101000100ff, 0x00ff010100010100, 0x00ff0101010000ff,
+    0x00ff010101010000, 0x0000ffffffffff00, 0x0000ffffffff00ff, 0x0000ffffffff0000,
+    0x0000ffffffff0001, 0x0000ffffffff0100, 0x0000ffffff00ff01, 0x0000ffffff000000,
+    0x0000ffffff000101, 0x0000ffffff01ff00, 0x0000ffffff0100ff, 0x0000ffffff010100,
+    0x0000ffff00ffffff, 0x0000ffff00ff0000, 0x0000ffff00ff01ff, 0x0000ffff0000ff00,
+    0x0000ffff000000ff, 0x0000ffff00000000, 0x0000ffff00000001, 0x0000ffff00000100,
+    0x0000ffff00010000, 0x0000ffff000101ff, 0x0000ffff01ff0001, 0x0000ffff01ff0100,
+    0x0000ffff01000000, 0x0000ffff010001ff, 0x0000ffff0101ffff, 0x0000ffff0101ff00,
+    0x0000ffff01010001, 0x0000ffff01010100, 0x0000ff00ffff0000, 0x0000ff00ffff01ff,
+    0x0000ff00ffff0100, 0x0000ff00ffff0101, 0x0000ff00ff00ff00, 0x0000ff00ff0000ff,
+    0x0000ff00ff000000, 0x0000ff00ff000001, 0x0000ff00ff0001ff, 0x0000ff00ff000100,
+    0x0000ff00ff01ffff, 0x0000ff00ff010000, 0x0000ff00ff010001, 0x0000ff00ff0101ff,
+    0x0000ff00ff010101, 0x0000ff0000ffff00, 0x0000ff0000ff00ff, 0x0000ff0000ff0000,
+    0x0000ff0000ff0001, 0x0000ff0000ff0100, 0x0000ff000000ffff, 0x0000ff000000ff00,
+    0x0000ff000000ff01, 0x0000ff00000000ff, 0x0000ff0000000000, 0x0000ff0000000001,
+    0x0000ff00000001ff, 0x0000ff0000000100, 0x0000ff0000000101, 0x0000ff000001ff00,
+    0x0000ff00000100ff, 0x0000ff0000010000, 0x0000ff0000010001, 0x0000ff0000010100,
+    0x0000ff0001ffff01, 0x0000ff0001ff0000, 0x0000ff000100ff00, 0x0000ff00010000ff,
+    0x0000ff0001000000, 0x0000ff0001000001, 0x0000ff0001000100, 0x0000ff000101ffff,
+    0x0000ff0001010000, 0x0000ff0001010101, 0x0000ff01ffffff00, 0x0000ff01ffff0001,
+    0x0000ff01ff00ff01, 0x0000ff01ff000000, 0x0000ff01ff000101, 0x0000ff01ff01ff00,
+    0x0000ff01ff0100ff, 0x0000ff0100ffff01, 0x0000ff0100ff0000, 0x0000ff0100ff0101,
+    0x0000ff010000ff00, 0x0000ff01000000ff, 0x0000ff0100000000, 0x0000ff0100000001,
+    0x0000ff0100000100, 0x0000ff010001ff01, 0x0000ff0100010000, 0x0000ff0101ff0000,
+    0x0000ff010100ffff, 0x0000ff010100ff01, 0x0000ff0101000000, 0x0000ff0101000100,
+    0x0000ff0101000101, 0x0000ff01010100ff, 0x000000ffffff00ff, 0x000000ffffff0000,
+    0x000000ffff00ff00, 0x000000ffff0000ff, 0x000000ffff000000, 0x000000ffff000001,
+    0x000000ffff0001ff, 0x000000ffff000100, 0x000000ffff01ff00, 0x000000ffff010000,
+    0x000000ffff0101ff, 0x000000ffff010101, 0x000000ff00ffff00, 0x000000ff00ff00ff,
+    0x000000ff00ff0000, 0x000000ff00ff0001, 0x000000ff00ff0100, 0x000000ff00ff0101,
+    0x000000ff0000ffff, 0x000000ff0000ff00, 0x000000ff000000ff, 0x000000ff00000000,
+    0x000000ff00000001, 0x000000ff000001ff, 0x000000ff00000100, 0x000000ff00000101,
+    0x000000ff0001ff00, 0x000000ff0001ff01, 0x000000ff000100ff, 0x000000ff00010000,
+    0x000000ff00010001, 0x000000ff00010100, 0x000000ff01ffffff, 0x000000ff01ff01ff,
+    0x000000ff01ff0101, 0x000000ff0100ff00, 0x000000ff010000ff, 0x000000ff01000000,
+    0x000000ff01000001, 0x000000ff01000100, 0x000000ff0101ff00, 0x000000ff010100ff,
+    0x000000ff01010000, 0x000000ff01010101, 0x00000000ffffff00, 0x00000000ffffff01,
+    0x00000000ffff00ff, 0x00000000ffff0000, 0x00000000ffff0001, 0x00000000ffff0100,
+    0x00000000ff00ffff, 0x00000000ff00ff00, 0x00000000ff00ff01, 0x00000000ff0000ff,
+    0x00000000ff000000, 0x00000000ff000001, 0x00000000ff000100, 0x00000000ff000101,
+    0x00000000ff01ff00, 0x00000000ff0100ff, 0x00000000ff010000, 0x00000000ff010001,
+    0x00000000ff010100, 0x0000000000ffffff, 0x0000000000ffff00, 0x0000000000ffff01,
+    0x0000000000ff00ff, 0x0000000000ff0000, 0x0000000000ff0001, 0x0000000000ff01ff,
+    0x0000000000ff0100, 0x000000000000ffff, 0x000000000000ff00, 0x000000000000ff01,
+    0x00000000000000ff, 0x0000000000000000, 0x0000000000000001, 0x00000000000001ff,
+    0x0000000000000100, 0x0000000000000101, 0x000000000001ffff, 0x000000000001ff00,
+    0x00000000000100ff, 0x0000000000010000, 0x0000000000010001, 0x00000000000101ff,
+    0x0000000000010100, 0x0000000000010101, 0x0000000001ffff00, 0x0000000001ff00ff,
+    0x0000000001ff0000, 0x0000000001ff0100, 0x0000000001ff0101, 0x000000000100ffff,
+    0x000000000100ff00, 0x00000000010000ff, 0x0000000001000000, 0x0000000001000001,
+    0x00000000010001ff, 0x0000000001000100, 0x000000000101ff00, 0x00000000010100ff,
+    0x0000000001010000, 0x0000000001010001, 0x0000000001010100, 0x00000001ffffffff,
+    0x00000001ffffff00, 0x00000001ffffff01, 0x00000001ffff00ff, 0x00000001ffff0001,
+    0x00000001ffff01ff, 0x00000001ffff0100, 0x00000001ff00ff00, 0x00000001ff0000ff,
+    0x00000001ff000000, 0x00000001ff0001ff, 0x00000001ff000100, 0x00000001ff01ffff,
+    0x00000001ff01ff00, 0x00000001ff01ff01, 0x00000001ff0100ff, 0x00000001ff010000,
+    0x00000001ff010001, 0x00000001ff0101ff, 0x00000001ff010100, 0x0000000100ffff00,
+    0x0000000100ff0000, 0x0000000100ff0001, 0x0000000100ff01ff, 0x0000000100ff0100,
+    0x0000000100ff0101, 0x000000010000ffff, 0x000000010000ff00, 0x000000010000ff01,
+    0x00000001000000ff, 0x0000000100000000, 0x0000000100000001, 0x00000001000001ff,
+    0x0000000100000100, 0x0000000100000101, 0x000000010001ff00, 0x00000001000100ff,
+    0x0000000100010000, 0x0000000100010100, 0x0000000101ffff01, 0x0000000101ff0000,
+    0x0000000101ff0001, 0x0000000101ff01ff, 0x0000000101ff0100, 0x0000000101ff0101,
+    0x000000010100ff00, 0x0000000101000000, 0x0000000101000101, 0x000000010101ff01,
+    0x0000000101010000, 0x0000000101010001, 0x00000001010101ff, 0x0000000101010100,
+    0x000001ffffff00ff, 0x000001ffffff0000, 0x000001ffffff0001, 0x000001ffffff0100,
+    0x000001ffff00ffff, 0x000001ffff000000, 0x000001ffff0001ff, 0x000001ffff01ff00,
+    0x000001ffff010101, 0x000001ff00ff0000, 0x000001ff00ff01ff, 0x000001ff00ff0101,
+    0x000001ff0000ff00, 0x000001ff000000ff, 0x000001ff00000000, 0x000001ff00000001,
+    0x000001ff000001ff, 0x000001ff00000100, 0x000001ff0001ffff, 0x000001ff0001ff01,
+    0x000001ff000100ff, 0x000001ff00010000, 0x000001ff01ffff01, 0x000001ff01ff0100,
+    0x000001ff0100ffff, 0x000001ff0100ff01, 0x000001ff01000000, 0x000001ff010001ff,
+    0x000001ff0101ff00, 0x000001ff01010100, 0x00000100ffffff00, 0x00000100ffffff01,
+    0x00000100ffff0000, 0x00000100ffff0101, 0x00000100ff00ff00, 0x00000100ff0000ff,
+    0x00000100ff000000, 0x00000100ff000001, 0x00000100ff000100, 0x00000100ff010000,
+    0x0000010000ffff00, 0x0000010000ff00ff, 0x0000010000ff0000, 0x0000010000ff0001,
+    0x0000010000ff0100, 0x000001000000ffff, 0x000001000000ff00, 0x000001000000ff01,
+    0x00000100000000ff, 0x0000010000000000, 0x0000010000000001, 0x00000100000001ff,
+    0x0000010000000100, 0x0000010000000101, 0x000001000001ff00, 0x00000100000100ff,
+    0x0000010000010000, 0x0000010000010001, 0x0000010000010100, 0x0000010001ffff00,
+    0x0000010001ff0000, 0x0000010001ff0100, 0x000001000100ff00, 0x00000100010000ff,
+    0x0000010001000000, 0x0000010001000001, 0x00000100010001ff, 0x0000010001000100,
+    0x0000010001010000, 0x00000101ffff00ff, 0x00000101ffff01ff, 0x00000101ff000000,
+    0x00000101ff000101, 0x00000101ff01ffff, 0x00000101ff010000, 0x00000101ff010001,
+    0x00000101ff010100, 0x0000010100ff0000, 0x0000010100ff01ff, 0x0000010100ff0100,
+    0x000001010000ff00, 0x0000010100000000, 0x0000010100000001, 0x00000101000001ff,
+    0x0000010100000100, 0x000001010001ff01, 0x0000010100010000, 0x00000101000101ff,
+    0x0000010100010101, 0x0000010101ffff00, 0x0000010101ff0101, 0x000001010100ff01,
+    0x0000010101000000, 0x0000010101000001, 0x00000101010001ff, 0x0000010101000101,
+    0x000001010101ff00, 0x0001ffffffff0000, 0x0001ffffff0000ff, 0x0001ffffff000001,
+    0x0001ffffff000100, 0x0001ffffff010000, 0x0001ffff00ff00ff, 0x0001ffff0000ffff,
+    0x0001ffff00000000, 0x0001ffff00000001, 0x0001ffff000001ff, 0x0001ffff00000101,
+    0x0001ffff0001ff00, 0x0001ffff000100ff, 0x0001ffff00010001, 0x0001ffff00010100,
+    0x0001ffff01ffff00, 0x0001ffff01000001, 0x0001ffff01010000, 0x0001ff00ffffff00,
+    0x0001ff00ffff00ff, 0x0001ff00ffff0001, 0x0001ff00ffff0100, 0x0001ff00ff00ff01,
+    0x0001ff00ff000000, 0x0001ff00ff01ff00, 0x0001ff00ff01ff01, 0x0001ff00ff010001,
+    0x0001ff00ff010100, 0x0001ff0000ff0000, 0x0001ff0000ff0100, 0x0001ff000000ff00,
+    0x0001ff0000000000, 0x0001ff0000000001, 0x0001ff0000000100, 0x0001ff0000010000,
+    0x0001ff0000010001, 0x0001ff0000010101, 0x0001ff0001ff00ff, 0x0001ff0001ff0101,
+    0x0001ff000100ff01, 0x0001ff0001000000, 0x0001ff000101ff00, 0x0001ff0001010001,
+    0x0001ff0001010100, 0x0001ff01ff00ff00, 0x0001ff01ff000001, 0x0001ff01ff000100,
+    0x0001ff0100ffffff, 0x0001ff0100ffff00, 0x0001ff0100ff0001, 0x0001ff0100000000,
+    0x0001ff0100000001, 0x0001ff01000001ff, 0x0001ff010001ffff, 0x0001ff0101ff0000,
+    0x0001ff010100ff00, 0x0001ff0101000001, 0x0001ff0101010000, 0x000100ffff00ff00,
+    0x000100ffff00ff01, 0x000100ffff000000, 0x000100ffff000001, 0x000100ffff000101,
+    0x000100ffff01ff00, 0x000100ffff010001, 0x000100ffff010100, 0x000100ff00ffffff,
+    0x000100ff00ffff01, 0x000100ff00ff0000, 0x000100ff00ff01ff, 0x000100ff00ff0101,
+    0x000100ff0000ff00, 0x000100ff000000ff, 0x000100ff00000000, 0x000100ff00000001,
+    0x000100ff00000100, 0x000100ff00000101, 0x000100ff0001ffff, 0x000100ff0001ff01,
+    0x000100ff00010000, 0x000100ff01ff00ff, 0x000100ff01ff0000, 0x000100ff01ff0100,
+    0x000100ff0100ffff, 0x000100ff0100ff01, 0x000100ff010000ff, 0x000100ff01000000,
+    0x000100ff01000001, 0x000100ff010001ff, 0x000100ff01000101, 0x000100ff0101ff00,
+    0x000100ff010100ff, 0x000100ff01010100, 0x00010000ffff0000, 0x00010000ffff01ff,
+    0x00010000ffff0101, 0x00010000ff00ff00, 0x00010000ff000000, 0x00010000ff000001,
+    0x00010000ff000100, 0x0001000000ff00ff, 0x0001000000ff0000, 0x0001000000ff0001,
+    0x0001000000ff0100, 0x000100000000ffff, 0x000100000000ff00, 0x00010000000000ff,
+    0x0001000000000000, 0x0001000000000001, 0x0001000000000100, 0x000100000001ff00,
+    0x00010000000100ff, 0x0001000000010000, 0x0001000000010001, 0x0001000000010100,
+    0x0001000001ff0001, 0x0001000001ff0100, 0x0001000001ff0101, 0x000100000100ff00,
+    0x0001000001000000, 0x0001000001000001, 0x0001000001000100, 0x0001000001000101,
+    0x000100000101ff01, 0x0001000001010000, 0x0001000001010001, 0x00010000010101ff,
+    0x00010001ffffff01, 0x00010001ffff0100, 0x00010001ff000000, 0x00010001ff01ffff,
+    0x00010001ff010001, 0x00010001ff0101ff, 0x00010001ff010100, 0x0001000100ffffff,
+    0x0001000100ff0000, 0x0001000100ff01ff, 0x0001000100ff0101, 0x000100010000ff00,
+    0x00010001000000ff, 0x0001000100000000, 0x0001000100000001, 0x00010001000001ff,
+    0x0001000100000101, 0x000100010001ffff, 0x0001000100010000, 0x00010001000101ff,
+    0x0001000101ffffff, 0x0001000101ffff01, 0x0001000101ff0000, 0x0001000101ff0101,
+    0x00010001010000ff, 0x0001000101000001, 0x00010001010001ff, 0x0001000101000100,
+    0x000100010101ffff, 0x00010001010100ff, 0x0001000101010001, 0x0001000101010101,
+    0x000101ffff000001, 0x000101ffff000100, 0x000101ffff010000, 0x000101ff00ffff00,
+    0x000101ff0000ff01, 0x000101ff00000000, 0x000101ff00000101, 0x000101ff0001ff00,
+    0x000101ff00010100, 0x000101ff01ff0000, 0x000101ff0100ff00, 0x000101ff010001ff,
+    0x000101ff01010001, 0x00010100ffffff00, 0x00010100ffff00ff, 0x00010100ff00ffff,
+    0x00010100ff000000, 0x00010100ff01ff00, 0x00010100ff0100ff, 0x00010100ff010001,
+    0x00010100ff010100, 0x0001010000ffffff, 0x0001010000ffff00, 0x0001010000ff0000,
+    0x0001010000ff0001, 0x0001010000ff01ff, 0x000101000000ff00, 0x00010100000000ff,
+    0x0001010000000000, 0x0001010000000001, 0x0001010000000100, 0x000101000001ffff,
+    0x0001010000010000, 0x0001010000010101, 0x0001010001ffff01, 0x0001010001ff00ff,
+    0x0001010001ff0101, 0x0001010001000000, 0x000101000101ff00, 0x00010100010100ff,
+    0x0001010001010000, 0x0001010001010100, 0x00010101ff00ff00, 0x00010101ff000001,
+    0x00010101ff0001ff, 0x0001010100ffff00, 0x0001010100ff00ff, 0x0001010100ff0100,
+    0x000101010000ffff, 0x0001010100000000, 0x00010101000001ff, 0x0001010100000101,
+    0x00010101000100ff, 0x0001010100010000, 0x0001010100010100, 0x0001010101ff0001,
+    0x00010101010000ff, 0x00010101010001ff, 0x0001010101000101, 0x0001010101010001,
+    0x01ffffffffffffff, 0x01ffffffffffff01, 0x01ffffffffff01ff, 0x01ffffffffff0101,
+    0x01ffffffff01ffff, 0x01ffffffff01ff01, 0x01ffffffff0101ff, 0x01ffffffff010101,
+    0x01ffffff00ff0000, 0x01ffffff0000ffff, 0x01ffffff0000ff00, 0x01ffffff000000ff,
+    0x01ffffff00000001, 0x01ffffff00000100, 0x01ffffff00010000, 0x01ffffff01ffffff,
+    0x01ffffff01ffff01, 0x01ffffff01ff01ff, 0x01ffffff01ff0101, 0x01ffffff01000000,
+    0x01ffffff0101ffff, 0x01ffffff0101ff01, 0x01ffffff010101ff, 0x01ffffff01010101,
+    0x01ffff00ffff0000, 0x01ffff00ff00ff00, 0x01ffff00ff0000ff, 0x01ffff00ff000001,
+    0x01ffff00ff000100, 0x01ffff00ff010000, 0x01ffff0000ffff00, 0x01ffff0000ff00ff,
+    0x01ffff0000ff0100, 0x01ffff000000ffff, 0x01ffff000000ff01, 0x01ffff0000000000,
+    0x01ffff0000000001, 0x01ffff00000001ff, 0x01ffff0000000100, 0x01ffff00000100ff,
+    0x01ffff0000010001, 0x01ffff0000010100, 0x01ffff0001ff0000, 0x01ffff0001ff0100,
+    0x01ffff00010000ff, 0x01ffff0001000001, 0x01ffff0001000100, 0x01ffff0001010000,
+    0x01ffff01ffffffff, 0x01ffff01ffffff01, 0x01ffff01ffff01ff, 0x01ffff01ffff0101,
+    0x01ffff01ff000000, 0x01ffff01ff01ffff, 0x01ffff01ff01ff01, 0x01ffff01ff0101ff,
+    0x01ffff01ff010101, 0x01ffff010000ff00, 0x01ffff01000000ff, 0x01ffff0100000100,
+    0x01ffff0100010000, 0x01ffff0101ffffff, 0x01ffff0101ffff01, 0x01ffff0101ff01ff,
+    0x01ffff0101ff0101, 0x01ffff0101000000, 0x01ffff010101ffff, 0x01ffff010101ff01,
+    0x01ffff01010101ff, 0x01ffff0101010101, 0x01ff00ffff0000ff, 0x01ff00ffff000100,
+    0x01ff00ff00ffff00, 0x01ff00ff00ff00ff, 0x01ff00ff0000ff00, 0x01ff00ff00000000,
+    0x01ff00ff00000101, 0x01ff00ff0001ff00, 0x01ff00ff000100ff, 0x01ff00ff00010100,
+    0x01ff00ff010000ff, 0x01ff00ff01000100, 0x01ff0000ffffff00, 0x01ff0000ffff0100,
+    0x01ff0000ff00ff01, 0x01ff0000ff000000, 0x01ff0000ff000101, 0x01ff0000ff010001,
+    0x01ff0000ff010100, 0x01ff000000ffffff, 0x01ff000000ffff00, 0x01ff000000ff0000,
+    0x01ff000000ff01ff, 0x01ff00000000ff00, 0x01ff0000000000ff, 0x01ff000000000000,
+    0x01ff000000000001, 0x01ff000000000100, 0x01ff000000000101, 0x01ff000000010000,
+    0x01ff000000010001, 0x01ff0000000101ff, 0x01ff000000010101, 0x01ff000001ffff00,
+    0x01ff000001ff00ff, 0x01ff000001ff0001, 0x01ff000001ff0100, 0x01ff00000100ffff,
+    0x01ff00000100ff01, 0x01ff000001000000, 0x01ff0000010001ff, 0x01ff000001010001,
+    0x01ff0001ff00ff00, 0x01ff0001ff000001, 0x01ff0001ff000100, 0x01ff0001ff010000,
+    0x01ff000100ffff00, 0x01ff000100ff00ff, 0x01ff000100ff0100, 0x01ff000100ff0101,
+    0x01ff00010000ffff, 0x01ff000100000000, 0x01ff000100000100, 0x01ff000100000101,
+    0x01ff00010001ff00, 0x01ff000100010001, 0x01ff000100010101, 0x01ff000101ff0000,
+    0x01ff00010100ff00, 0x01ff000101000101, 0x01ff0001010100ff, 0x01ff01ffffffffff,
+    0x01ff01ffffffff01, 0x01ff01ffffff01ff, 0x01ff01ffffff0101, 0x01ff01ffff000000,
+    0x01ff01ffff01ffff, 0x01ff01ffff01ff01, 0x01ff01ffff0101ff, 0x01ff01ffff010101,
+    0x01ff01ff00ffff00, 0x01ff01ff00ff0000, 0x01ff01ff0000ff00, 0x01ff01ff000000ff,
+    0x01ff01ff00000100, 0x01ff01ff00010000, 0x01ff01ff00010100, 0x01ff01ff01ffffff,
+    0x01ff01ff01ffff01, 0x01ff01ff01ff01ff, 0x01ff01ff01ff0101, 0x01ff01ff01000000,
+    0x01ff01ff0101ffff, 0x01ff01ff0101ff01, 0x01ff01ff010101ff, 0x01ff01ff01010101,
+    0x01ff0100ffff0000, 0x01ff0100ffff0001, 0x01ff0100ff00ff00, 0x01ff0100ff0000ff,
+    0x01ff0100ff000001, 0x01ff0100ff010000, 0x01ff010000ffff00, 0x01ff010000ff00ff,
+    0x01ff010000ff0001, 0x01ff010000ff0100, 0x01ff01000000ffff, 0x01ff01000000ff01,
+    0x01ff010000000000, 0x01ff010000000101, 0x01ff01000001ff00, 0x01ff0100000100ff,
+    0x01ff010001ff0000, 0x01ff010001000001, 0x01ff010001000100, 0x01ff010001010000,
+    0x01ff0101ffffffff, 0x01ff0101ffffff01, 0x01ff0101ffff01ff, 0x01ff0101ffff0101,
+    0x01ff0101ff000000, 0x01ff0101ff01ffff, 0x01ff0101ff01ff01, 0x01ff0101ff0101ff,
+    0x01ff0101ff010101, 0x01ff010100ff0000, 0x01ff01010000ff00, 0x01ff0101000000ff,
+    0x01ff010100000001, 0x01ff010101ffffff, 0x01ff010101ffff01, 0x01ff010101ff01ff,
+    0x01ff010101ff0101, 0x01ff010101000000, 0x01ff01010101ffff, 0x01ff01010101ff01,
+    0x01ff0101010101ff, 0x01ff010101010101, 0x0100ffffffff0000, 0x0100ffffff00ff00,
+    0x0100ffffff000001, 0x0100ffffff0001ff, 0x0100ffffff000100, 0x0100ffffff010000,
+    0x0100ffff00ffff00, 0x0100ffff00ff0001, 0x0100ffff00ff0100, 0x0100ffff00000000,
+    0x0100ffff000001ff, 0x0100ffff00000101, 0x0100ffff00010100, 0x0100ffff00010101,
+    0x0100ffff01ff0000, 0x0100ffff0100ff00, 0x0100ffff010000ff, 0x0100ffff01000001,
+    0x0100ffff01000100, 0x0100ffff01010000, 0x0100ff00ffffff00, 0x0100ff00ffff00ff,
+    0x0100ff00ffff0001, 0x0100ff00ffff0100, 0x0100ff00ff00ffff, 0x0100ff00ff000000,
+    0x0100ff00ff0001ff, 0x0100ff00ff000101, 0x0100ff00ff01ff00, 0x0100ff00ff0100ff,
+    0x0100ff00ff010001, 0x0100ff00ff010100, 0x0100ff0000ffffff, 0x0100ff0000ff0000,
+    0x0100ff000000ffff, 0x0100ff000000ff00, 0x0100ff00000000ff, 0x0100ff0000000000,
+    0x0100ff0000000001, 0x0100ff0000000100, 0x0100ff000001ff01, 0x0100ff0000010000,
+    0x0100ff0001ff00ff, 0x0100ff0001ff0001, 0x0100ff000100ff01, 0x0100ff0001000000,
+    0x0100ff00010001ff, 0x0100ff000101ff00, 0x0100ff00010100ff, 0x0100ff0001010001,
+    0x0100ff0001010100, 0x0100ff01ffff0000, 0x0100ff01ff00ff00, 0x0100ff01ff0000ff,
+    0x0100ff01ff000100, 0x0100ff01ff010000, 0x0100ff0100ff00ff, 0x0100ff0100ff0001,
+    0x0100ff0100ff0100, 0x0100ff010000ffff, 0x0100ff010000ff01, 0x0100ff0100000000,
+    0x0100ff01000001ff, 0x0100ff0100010001, 0x0100ff0100010100, 0x0100ff0101ff0000,
+    0x0100ff01010000ff, 0x0100ff0101000001, 0x0100ff0101010100, 0x010000ffffffff00,
+    0x010000ffffff00ff, 0x010000ffffff0001, 0x010000ffff00ffff, 0x010000ffff000000,
+    0x010000ffff0001ff, 0x010000ffff010001, 0x010000ff00ffffff, 0x010000ff00ff0101,
+    0x010000ff0000ff00, 0x010000ff000000ff, 0x010000ff00000000, 0x010000ff00000001,
+    0x010000ff000001ff, 0x010000ff00000100, 0x010000ff0001ffff, 0x010000ff0001ff00,
+    0x010000ff0001ff01, 0x010000ff00010000, 0x010000ff01ff00ff, 0x010000ff01ff0001,
+    0x010000ff0100ff01, 0x010000ff010000ff, 0x010000ff01000000, 0x010000ff010001ff,
+    0x010000ff0101ff00, 0x010000ff01010100, 0x01000000ffffffff, 0x01000000ffff0000,
+    0x01000000ffff01ff, 0x01000000ffff0101, 0x01000000ff00ffff, 0x01000000ff00ff00,
+    0x01000000ff0000ff, 0x01000000ff000000, 0x01000000ff000001, 0x01000000ff000100,
+    0x01000000ff01ff00, 0x01000000ff010000, 0x01000000ff010100, 0x01000000ff010101,
+    0x0100000000ffff00, 0x0100000000ff00ff, 0x0100000000ff0000, 0x0100000000ff0001,
+    0x0100000000ff0100, 0x010000000000ffff, 0x010000000000ff00, 0x010000000000ff01,
+    0x01000000000000ff, 0x0100000000000000, 0x0100000000000001, 0x01000000000001ff,
+    0x0100000000000100, 0x0100000000000101, 0x010000000001ff00, 0x01000000000100ff,
+    0x0100000000010000, 0x0100000000010001, 0x0100000000010100, 0x0100000001ffff00,
+    0x0100000001ff0000, 0x0100000001ff01ff, 0x010000000100ff00, 0x010000000100ff01,
+    0x01000000010000ff, 0x0100000001000000, 0x0100000001000001, 0x0100000001000100,
+    0x0100000001000101, 0x010000000101ffff, 0x010000000101ff01, 0x0100000001010000,
+    0x01000000010101ff, 0x0100000001010101, 0x01000001ffffff00, 0x01000001ffff00ff,
+    0x01000001ff00ffff, 0x01000001ff000000, 0x01000001ff000100, 0x01000001ff01ffff,
+    0x01000001ff010001, 0x01000001ff010100, 0x0100000100ff0000, 0x0100000100ff01ff,
+    0x0100000100ff0100, 0x010000010000ff00, 0x010000010000ff01, 0x0100000100000000,
+    0x0100000100000001, 0x0100000100000100, 0x0100000100010000, 0x01000001000101ff,
+    0x0100000101ffff01, 0x0100000101ff00ff, 0x0100000101ff0100, 0x0100000101ff0101,
+    0x010000010100ff01, 0x01000001010000ff, 0x0100000101000000, 0x01000001010100ff,
+    0x0100000101010001, 0x0100000101010100, 0x010001ffffff0000, 0x010001ffff000001,
+    0x010001ffff000100, 0x010001ffff010000, 0x010001ff00ffff00, 0x010001ff00ff0001,
+    0x010001ff0000ffff, 0x010001ff0000ff01, 0x010001ff00000000, 0x010001ff00000001,
+    0x010001ff00000101, 0x010001ff000100ff, 0x010001ff00010000, 0x010001ff01ff0000,
+    0x010001ff0100ff00, 0x010001ff01000001, 0x010001ff01000100, 0x010001ff01010000,
+    0x01000100ffff00ff, 0x01000100ffff0001, 0x01000100ffff0100, 0x01000100ff00ffff,
+    0x01000100ff00ff01, 0x01000100ff000000, 0x01000100ff0001ff, 0x01000100ff000101,
+    0x01000100ff01ffff, 0x01000100ff01ff00, 0x01000100ff0100ff, 0x01000100ff010001,
+    0x0100010000ffffff, 0x0100010000ffff01, 0x0100010000ff0000, 0x0100010000ff01ff,
+    0x0100010000ff0101, 0x010001000000ff00, 0x01000100000000ff, 0x0100010000000000,
+    0x0100010000000001, 0x0100010000000100, 0x010001000001ff01, 0x0100010000010000,
+    0x0100010000010001, 0x0100010000010101, 0x0100010001ffff00, 0x0100010001ff00ff,
+    0x010001000100ffff, 0x010001000100ff01, 0x0100010001000000, 0x0100010001000101,
+    0x010001000101ff00, 0x0100010001010001, 0x01000101ffff0000, 0x01000101ff000000,
+    0x01000101ff010000, 0x0100010100ff00ff, 0x0100010100ff0001, 0x0100010100ff0100,
+    0x010001010000ffff, 0x0100010100000000, 0x01000101000001ff, 0x010001010001ff00,
+    0x0100010101ff0000, 0x010001010100ff00, 0x01000101010000ff, 0x0100010101000000,
+    0x0100010101000001, 0x0101ffffffffffff, 0x0101ffffffffff01, 0x0101ffffffff01ff,
+    0x0101ffffffff0101, 0x0101ffffff000000, 0x0101ffffff01ffff, 0x0101ffffff01ff01,
+    0x0101ffffff0101ff, 0x0101ffffff010101, 0x0101ffff00ff0000, 0x0101ffff0000ff00,
+    0x0101ffff000000ff, 0x0101ffff00000001, 0x0101ffff00000100, 0x0101ffff01ffffff,
+    0x0101ffff01ffff01, 0x0101ffff01ff01ff, 0x0101ffff01ff0101, 0x0101ffff01000000,
+    0x0101ffff0101ffff, 0x0101ffff0101ff01, 0x0101ffff010101ff, 0x0101ffff01010101,
+    0x0101ff00ffff0000, 0x0101ff00ffff0100, 0x0101ff00ff00ff00, 0x0101ff00ff0000ff,
+    0x0101ff00ff000001, 0x0101ff00ff000100, 0x0101ff00ff000101, 0x0101ff0000ff0001,
+    0x0101ff0000ff0100, 0x0101ff000000ff00, 0x0101ff0000000000, 0x0101ff00000001ff,
+    0x0101ff0000000101, 0x0101ff000001ff00, 0x0101ff00000100ff, 0x0101ff0001ff0000,
+    0x0101ff000100ffff, 0x0101ff000100ff01, 0x0101ff0001000001, 0x0101ff0001000100,
+    0x0101ff01ffffff01, 0x0101ff01ffff01ff, 0x0101ff01ffff0101, 0x0101ff01ff00ffff,
+    0x0101ff01ff000100, 0x0101ff01ff01ff01, 0x0101ff01ff0101ff, 0x0101ff01ff010101,
+    0x0101ff0100ff0000, 0x0101ff010000ff00, 0x0101ff0100000001, 0x0101ff0100000100,
+    0x0101ff0100010000, 0x0101ff0101ffffff, 0x0101ff0101ffff01, 0x0101ff0101ff01ff,
+    0x0101ff0101ff0101, 0x0101ff0101000000, 0x0101ff010101ffff, 0x0101ff010101ff01,
+    0x0101ff01010101ff, 0x0101ff0101010101, 0x010100ffff000100, 0x010100ffff010000,
+    0x010100ff00ffff00, 0x010100ff00ff00ff, 0x010100ff0000ffff, 0x010100ff000000ff,
+    0x010100ff00000000, 0x010100ff000001ff, 0x010100ff00000101, 0x010100ff0001ff00,
+    0x010100ff00010000, 0x010100ff00010001, 0x010100ff000101ff, 0x010100ff00010100,
+    0x010100ff01ff0000, 0x01010000ffff0001, 0x01010000ffff0100, 0x01010000ff00ffff,
+    0x01010000ff00ff01, 0x01010000ff000000, 0x01010000ff0001ff, 0x01010000ff010001,
+    0x01010000ff010100, 0x0101000000ffff01, 0x0101000000ff0000, 0x010100000000ff00,
+    0x01010000000000ff, 0x0101000000000000, 0x0101000000000001, 0x0101000000000100,
+    0x0101000000010000, 0x0101000000010101, 0x0101000001ffff00, 0x0101000001ff00ff,
+    0x0101000001ff0000, 0x0101000001ff0001, 0x0101000001ff0100, 0x010100000100ff01,
+    0x0101000001000000, 0x01010000010001ff, 0x01010001ffff0000, 0x01010001ff00ff00,
+    0x01010001ff000001, 0x01010001ff000101, 0x01010001ff01ff00, 0x01010001ff010000,
+    0x0101000100ff00ff, 0x0101000100ff0001, 0x0101000100ff0101, 0x010100010000ff01,
+    0x0101000100000000, 0x0101000100000001, 0x01010001000001ff, 0x010100010001ffff,
+    0x010100010001ff01, 0x0101000101ff0001, 0x010100010100ffff, 0x0101000101000000,
+    0x0101000101000001, 0x0101000101000100, 0x010100010101ff00, 0x01010001010100ff,
+    0x0101000101010001, 0x010101ffffffffff, 0x010101ffffffff01, 0x010101ffffff01ff,
+    0x010101ffffff0101, 0x010101ffff01ffff, 0x010101ffff01ff01, 0x010101ffff0101ff,
+    0x010101ffff010101, 0x010101ff0000ff00, 0x010101ff000000ff, 0x010101ff00000001,
+    0x010101ff00000100, 0x010101ff01ffffff, 0x010101ff01ffff01, 0x010101ff01ff01ff,
+    0x010101ff01ff0101, 0x010101ff01000000, 0x010101ff0101ffff, 0x010101ff0101ff01,
+    0x010101ff010101ff, 0x010101ff01010101, 0x01010100ffff0000, 0x01010100ff0000ff,
+    0x01010100ff000100, 0x01010100ff01ff00, 0x01010100ff010000, 0x0101010000ffff00,
+    0x010101000000ffff, 0x0101010000000000, 0x0101010000000101, 0x010101000001ff00,
+    0x0101010000010001, 0x0101010000010100, 0x010101000100ffff, 0x0101010001000001,
+    0x01010101ffffffff, 0x01010101ffffff01, 0x01010101ffff01ff, 0x01010101ffff0101,
+    0x01010101ff01ffff, 0x01010101ff01ff01, 0x01010101ff0101ff, 0x01010101ff010101,
+    0x010101010000ff00, 0x01010101000000ff, 0x0101010100000001, 0x0101010101ffffff,
+    0x0101010101ffff01, 0x0101010101ff01ff, 0x0101010101ff0101, 0x0101010101000000,
+    0x010101010101ffff, 0x010101010101ff01, 0x01010101010101ff, 0x0101010101010101,
+GGML_TABLE_END()
+#else
+GGML_TABLE_BEGIN(uint32_t, iq1s_grid_gpu, NGRID_IQ1S)
+    0x00000000, 0x00000002, 0x00000101, 0x00000200, 0x00000202, 0x00010001, 0x00010101, 0x00020000,
+    0x00020002, 0x00020200, 0x00020202, 0x01000101, 0x01010001, 0x01010100, 0x01010102, 0x01020101,
+    0x02000000, 0x02000002, 0x02000200, 0x02000202, 0x02010101, 0x02020000, 0x02020002, 0x02020200,
+    0x02020202, 0x00000110, 0x00000111, 0x00010011, 0x00010110, 0x00010112, 0x00010211, 0x00010212,
+    0x00020111, 0x01000011, 0x01000112, 0x01000211, 0x01010012, 0x01010111, 0x01010212, 0x01020011,
+    0x01020110, 0x01020112, 0x01020210, 0x02000111, 0x02010011, 0x02010110, 0x02010112, 0x02020111,
+    0x00000020, 0x00000022, 0x00000220, 0x00000222, 0x00010121, 0x00020020, 0x00020022, 0x00020220,
+    0x00020222, 0x01000121, 0x01010021, 0x01010221, 0x01020120, 0x01020221, 0x02000020, 0x02000022,
+    0x02000220, 0x02000222, 0x02010021, 0x02010121, 0x02010221, 0x02020020, 0x02020022, 0x02020220,
+    0x02020222, 0x00011001, 0x00011100, 0x00011102, 0x00021101, 0x01001001, 0x01001201, 0x01011101,
+    0x01011202, 0x01021100, 0x01021101, 0x02011001, 0x02011201, 0x02021101, 0x00001011, 0x00001110,
+    0x00001111, 0x00001112, 0x00011111, 0x00011210, 0x00011212, 0x00021211, 0x01001010, 0x01001111,
+    0x01001212, 0x01011010, 0x01011011, 0x01011110, 0x01011111, 0x01011112, 0x01011211, 0x01021010,
+    0x01021012, 0x01021111, 0x01021210, 0x01021212, 0x02001011, 0x02011011, 0x02011111, 0x02011210,
+    0x02011212, 0x02021011, 0x02021110, 0x02021111, 0x02021112, 0x02021211, 0x00011120, 0x00011221,
+    0x01001021, 0x01001120, 0x01011020, 0x01011022, 0x01011121, 0x01011220, 0x01021020, 0x01021021,
+    0x01021122, 0x01021221, 0x02001121, 0x02011021, 0x02011120, 0x02011221, 0x00002000, 0x00002002,
+    0x00002200, 0x00002202, 0x00012101, 0x00022000, 0x00022002, 0x00022200, 0x00022202, 0x01002101,
+    0x01012001, 0x01012102, 0x01022101, 0x02002000, 0x02002002, 0x02002200, 0x02002202, 0x02012101,
+    0x02022000, 0x02022002, 0x02022200, 0x02022202, 0x00002111, 0x00012011, 0x00012110, 0x00012211,
+    0x00022110, 0x00022111, 0x01002011, 0x01012010, 0x01012011, 0x01012111, 0x01022011, 0x01022110,
+    0x01022211, 0x02012011, 0x02012110, 0x02012112, 0x02012211, 0x02022111, 0x00002020, 0x00002022,
+    0x00002220, 0x00002222, 0x00012121, 0x00022020, 0x00022022, 0x00022220, 0x00022222, 0x01002121,
+    0x01012021, 0x01012221, 0x01022021, 0x01022121, 0x02002020, 0x02002022, 0x02002121, 0x02002220,
+    0x02002222, 0x02012121, 0x02022020, 0x02022022, 0x02022220, 0x02022222, 0x00110000, 0x00110001,
+    0x00110100, 0x00110201, 0x00120100, 0x00120101, 0x01100001, 0x01100100, 0x01110000, 0x01110101,
+    0x01110200, 0x01120001, 0x01120100, 0x01120101, 0x01120201, 0x02110001, 0x02110100, 0x02110102,
+    0x02120001, 0x02120101, 0x00100011, 0x00100110, 0x00100112, 0x00100211, 0x00110010, 0x00110012,
+    0x00110111, 0x00110210, 0x00120011, 0x00120110, 0x00120211, 0x01100111, 0x01100212, 0x01110010,
+    0x01110011, 0x01110012, 0x01110110, 0x01110111, 0x01110112, 0x01110211, 0x01120010, 0x01120111,
+    0x02100110, 0x02110012, 0x02110111, 0x02120011, 0x02120110, 0x00110021, 0x00110120, 0x00110122,
+    0x00120121, 0x01100020, 0x01100122, 0x01100221, 0x01110022, 0x01110121, 0x01110220, 0x01110222,
+    0x01120120, 0x01120122, 0x02100121, 0x02110021, 0x02110120, 0x02110122, 0x02120121, 0x00101001,
+    0x00101102, 0x00101201, 0x00111100, 0x00111101, 0x00111200, 0x00111201, 0x00121001, 0x00121102,
+    0x01101001, 0x01101101, 0x01101102, 0x01101200, 0x01101202, 0x01111001, 0x01111100, 0x01111101,
+    0x01111102, 0x01111201, 0x01121002, 0x01121101, 0x01121200, 0x02101100, 0x02101201, 0x02111000,
+    0x02111100, 0x02111101, 0x02111200, 0x02111201, 0x02111202, 0x02121001, 0x02121100, 0x02121101,
+    0x02121201, 0x00101012, 0x00101111, 0x00101212, 0x00111011, 0x00111110, 0x00111111, 0x00111112,
+    0x00111211, 0x00121010, 0x00121012, 0x00121111, 0x00121210, 0x00121212, 0x01101011, 0x01101110,
+    0x01101111, 0x01101112, 0x01111011, 0x01111012, 0x01111110, 0x01111111, 0x01111112, 0x01111211,
+    0x01111212, 0x01121011, 0x01121110, 0x01121111, 0x01121112, 0x01121211, 0x02101010, 0x02101012,
+    0x02101110, 0x02101111, 0x02101210, 0x02101212, 0x02111010, 0x02111011, 0x02111110, 0x02111111,
+    0x02111112, 0x02111211, 0x02111212, 0x02121010, 0x02121012, 0x02121111, 0x00101021, 0x00101120,
+    0x00101121, 0x00101122, 0x00111121, 0x00111122, 0x00111220, 0x00111222, 0x00121021, 0x00121122,
+    0x01101020, 0x01101022, 0x01101120, 0x01101121, 0x01101220, 0x01101222, 0x01111021, 0x01111121,
+    0x01111122, 0x01111220, 0x01111221, 0x01121021, 0x01121120, 0x01121121, 0x01121220, 0x01121221,
+    0x01121222, 0x02101122, 0x02101222, 0x02111022, 0x02111121, 0x02121120, 0x02121221, 0x00112001,
+    0x00112102, 0x00122101, 0x01102001, 0x01102100, 0x01102102, 0x01102201, 0x01112000, 0x01112101,
+    0x01112200, 0x01112202, 0x01122000, 0x01122001, 0x01122100, 0x01122102, 0x01122201, 0x02102101,
+    0x02112001, 0x02112100, 0x02122101, 0x00112010, 0x00112012, 0x00112111, 0x00112212, 0x00122011,
+    0x00122111, 0x01102012, 0x01102110, 0x01102111, 0x01102210, 0x01112011, 0x01112110, 0x01112111,
+    0x01112112, 0x01112211, 0x01112212, 0x01122010, 0x01122111, 0x01122212, 0x02102211, 0x02112011,
+    0x02112012, 0x02112111, 0x02112210, 0x02122011, 0x02122112, 0x02122211, 0x00102221, 0x00112122,
+    0x00122120, 0x00122122, 0x01102120, 0x01102122, 0x01102221, 0x01112020, 0x01112022, 0x01112121,
+    0x01112220, 0x01122021, 0x01122122, 0x01122221, 0x02102121, 0x02112021, 0x02112122, 0x02112222,
+    0x00200000, 0x00200002, 0x00200200, 0x00200202, 0x00210101, 0x00220000, 0x00220002, 0x00220101,
+    0x00220200, 0x00220202, 0x01200101, 0x01210001, 0x01210201, 0x01220001, 0x01220101, 0x02200000,
+    0x02200002, 0x02200200, 0x02200202, 0x02210101, 0x02220000, 0x02220002, 0x02220101, 0x02220200,
+    0x02220202, 0x00200111, 0x00210011, 0x00210110, 0x00210211, 0x00220111, 0x01200012, 0x01200110,
+    0x01200211, 0x01210111, 0x01210210, 0x01210212, 0x01220011, 0x01220110, 0x01220111, 0x01220112,
+    0x02200111, 0x02210010, 0x02210112, 0x02210211, 0x02220111, 0x00200021, 0x00200220, 0x00200222,
+    0x00210021, 0x00210121, 0x00220020, 0x00220022, 0x00220220, 0x00220222, 0x01200121, 0x01210021,
+    0x01210122, 0x01210221, 0x01220121, 0x02200021, 0x02200220, 0x02200222, 0x02210021, 0x02210121,
+    0x02220020, 0x02220022, 0x02220220, 0x02220222, 0x00201101, 0x00211100, 0x00211102, 0x00211201,
+    0x00221101, 0x01201100, 0x01201101, 0x01201102, 0x01201201, 0x01211002, 0x01211101, 0x01211200,
+    0x01211202, 0x01221102, 0x02201101, 0x02211001, 0x02211100, 0x02211201, 0x02221001, 0x02221101,
+    0x00201211, 0x00211111, 0x00221011, 0x00221211, 0x01201010, 0x01201111, 0x01201210, 0x01211011,
+    0x01211110, 0x01211111, 0x01211211, 0x01221012, 0x01221111, 0x01221210, 0x02201211, 0x02211010,
+    0x02211110, 0x02211111, 0x02211210, 0x02211212, 0x02221011, 0x02221110, 0x02221112, 0x02221211,
+    0x00201121, 0x00211020, 0x00211022, 0x00211221, 0x00221121, 0x01201021, 0x01201221, 0x01211121,
+    0x01221020, 0x01221021, 0x01221221, 0x02201120, 0x02201122, 0x02211020, 0x02211222, 0x00202000,
+    0x00202002, 0x00202200, 0x00202202, 0x00212101, 0x00222000, 0x00222002, 0x00222200, 0x00222202,
+    0x01202101, 0x01212001, 0x01212100, 0x01222101, 0x02202000, 0x02202002, 0x02202200, 0x02202202,
+    0x02222000, 0x02222002, 0x02222200, 0x02222202, 0x00202211, 0x00212011, 0x00212110, 0x00212211,
+    0x00222111, 0x01202112, 0x01202211, 0x01212012, 0x01212111, 0x01222011, 0x01222110, 0x01222112,
+    0x01222211, 0x02202111, 0x02212010, 0x02212112, 0x02212211, 0x02222110, 0x02222111, 0x00202020,
+    0x00202022, 0x00202220, 0x00202222, 0x00222020, 0x00222022, 0x00222220, 0x00222222, 0x01202121,
+    0x01212021, 0x01212122, 0x01212221, 0x01222121, 0x02202020, 0x02202022, 0x02202220, 0x02202222,
+    0x02212121, 0x02222020, 0x02222022, 0x02222220, 0x02222222, 0x10000101, 0x10010001, 0x10010102,
+    0x10020101, 0x11000201, 0x11010002, 0x11010101, 0x11010200, 0x11010202, 0x11020001, 0x11020100,
+    0x11020102, 0x12010100, 0x12010201, 0x12020001, 0x12020102, 0x10000010, 0x10000011, 0x10000110,
+    0x10000112, 0x10000211, 0x10010012, 0x10010111, 0x10010112, 0x10010210, 0x10010212, 0x10020011,
+    0x10020112, 0x10020211, 0x11000111, 0x11000210, 0x11000212, 0x11010011, 0x11010110, 0x11010111,
+    0x11010112, 0x11010211, 0x11010212, 0x11020111, 0x11020210, 0x11020212, 0x12000011, 0x12000110,
+    0x12000112, 0x12010010, 0x12010012, 0x12010111, 0x12020010, 0x12020011, 0x12020012, 0x10000121,
+    0x10010021, 0x10010120, 0x10010122, 0x10020121, 0x11000021, 0x11010022, 0x11010121, 0x11010222,
+    0x11020120, 0x11020221, 0x12000221, 0x12010120, 0x12020121, 0x10001001, 0x10011101, 0x10011201,
+    0x10021201, 0x11001101, 0x11001200, 0x11001202, 0x11011001, 0x11011100, 0x11011101, 0x11011102,
+    0x11021001, 0x11021002, 0x11021101, 0x11021200, 0x11021202, 0x12001001, 0x12001102, 0x12001201,
+    0x12011000, 0x12011002, 0x12011101, 0x12021000, 0x12021001, 0x12021201, 0x10001011, 0x10001012,
+    0x10001111, 0x10001212, 0x10011011, 0x10011110, 0x10011111, 0x10011112, 0x10011211, 0x10021010,
+    0x10021111, 0x10021212, 0x11001011, 0x11001110, 0x11001111, 0x11001112, 0x11001211, 0x11011010,
+    0x11011011, 0x11011110, 0x11011111, 0x11011112, 0x11011210, 0x11011211, 0x11021011, 0x11021110,
+    0x11021111, 0x11021112, 0x11021211, 0x12001012, 0x12001110, 0x12001111, 0x12001210, 0x12011011,
+    0x12011110, 0x12011111, 0x12011112, 0x12011211, 0x12011212, 0x12021111, 0x12021210, 0x12021212,
+    0x10001021, 0x10001121, 0x10001221, 0x10011120, 0x10011121, 0x10011220, 0x10011222, 0x10021021,
+    0x10021120, 0x10021221, 0x11001020, 0x11001022, 0x11001121, 0x11001220, 0x11011020, 0x11011021,
+    0x11011022, 0x11011121, 0x11011122, 0x11011221, 0x11021022, 0x11021121, 0x11021220, 0x12001021,
+    0x12001121, 0x12001222, 0x12011120, 0x12011121, 0x12021021, 0x12021120, 0x12021122, 0x10002101,
+    0x10012001, 0x10012101, 0x10012202, 0x10022101, 0x11002002, 0x11002201, 0x11012000, 0x11012101,
+    0x11012200, 0x11022001, 0x11022100, 0x11022102, 0x11022201, 0x12002101, 0x12012001, 0x12012100,
+    0x12012102, 0x12012201, 0x12022101, 0x10002011, 0x10002111, 0x10002112, 0x10002212, 0x10012010,
+    0x10012110, 0x10012111, 0x10012210, 0x10022011, 0x10022110, 0x10022112, 0x11002010, 0x11002111,
+    0x11002212, 0x11012011, 0x11012012, 0x11012110, 0x11012111, 0x11012112, 0x11012211, 0x11022010,
+    0x11022012, 0x11022111, 0x11022112, 0x11022212, 0x12002112, 0x12002211, 0x12012012, 0x12012111,
+    0x12012112, 0x12012210, 0x12022011, 0x12022110, 0x12022112, 0x12022211, 0x10012122, 0x11002120,
+    0x11002122, 0x11002221, 0x11012121, 0x11012220, 0x11012222, 0x11022120, 0x11022221, 0x12012120,
+    0x12022121, 0x10100001, 0x10100100, 0x10100101, 0x10100102, 0x10100201, 0x10110002, 0x10110101,
+    0x10110202, 0x10120001, 0x10120100, 0x10120201, 0x11100000, 0x11100101, 0x11100200, 0x11110001,
+    0x11110100, 0x11110101, 0x11110102, 0x11110201, 0x11120101, 0x11120200, 0x12100102, 0x12100201,
+    0x12110101, 0x12110200, 0x12120000, 0x12120001, 0x12120102, 0x12120201, 0x10100111, 0x10100210,
+    0x10100211, 0x10100212, 0x10110011, 0x10110110, 0x10110111, 0x10110112, 0x10110210, 0x10110211,
+    0x10120010, 0x10120111, 0x10120112, 0x10120210, 0x10120212, 0x11100011, 0x11100110, 0x11100111,
+    0x11100112, 0x11100211, 0x11110010, 0x11110011, 0x11110012, 0x11110110, 0x11110111, 0x11110112,
+    0x11110210, 0x11110211, 0x11110212, 0x11120011, 0x11120110, 0x11120111, 0x11120112, 0x11120211,
+    0x12100012, 0x12100111, 0x12110011, 0x12110110, 0x12110111, 0x12110112, 0x12110211, 0x12120010,
+    0x12120111, 0x12120212, 0x10100021, 0x10100122, 0x10110022, 0x10110121, 0x10110222, 0x10120021,
+    0x10120120, 0x11100022, 0x11100121, 0x11100222, 0x11110021, 0x11110120, 0x11110121, 0x11110122,
+    0x11110221, 0x11120022, 0x11120121, 0x12100121, 0x12110020, 0x12110022, 0x12110121, 0x12110221,
+    0x12110222, 0x12120120, 0x10101100, 0x10101101, 0x10111001, 0x10111100, 0x10111101, 0x10111102,
+    0x10111200, 0x10111201, 0x10121001, 0x10121101, 0x10121200, 0x10121202, 0x11101001, 0x11101100,
+    0x11101101, 0x11101102, 0x11101201, 0x11101202, 0x11111000, 0x11111001, 0x11111100, 0x11111101,
+    0x11111102, 0x11111200, 0x11111201, 0x11111202, 0x11121001, 0x11121002, 0x11121100, 0x11121101,
+    0x11121102, 0x11121201, 0x12101000, 0x12101200, 0x12101202, 0x12111001, 0x12111100, 0x12111101,
+    0x12111102, 0x12111201, 0x12121001, 0x12121100, 0x12121101, 0x12121202, 0x10101011, 0x10101012,
+    0x10101110, 0x10101111, 0x10101112, 0x10101211, 0x10111010, 0x10111011, 0x10111012, 0x10111110,
+    0x10111111, 0x10111112, 0x10111211, 0x10111212, 0x10121011, 0x10121110, 0x10121111, 0x10121112,
+    0x10121211, 0x11101010, 0x11101011, 0x11101012, 0x11101110, 0x11101111, 0x11101112, 0x11101210,
+    0x11101211, 0x11111010, 0x11111011, 0x11111012, 0x11111110, 0x11111111, 0x11111112, 0x11111210,
+    0x11111211, 0x11111212, 0x11121010, 0x11121011, 0x11121110, 0x11121111, 0x11121112, 0x11121210,
+    0x11121211, 0x11121212, 0x12101011, 0x12101110, 0x12101111, 0x12101211, 0x12101212, 0x12111010,
+    0x12111011, 0x12111110, 0x12111111, 0x12111112, 0x12111210, 0x12111211, 0x12121011, 0x12121110,
+    0x12121111, 0x12121112, 0x12121211, 0x10101020, 0x10101021, 0x10101022, 0x10101120, 0x10101122,
+    0x10101220, 0x10101221, 0x10111021, 0x10111120, 0x10111121, 0x10111220, 0x10111221, 0x10121020,
+    0x10121021, 0x10121022, 0x10121120, 0x10121121, 0x10121122, 0x10121220, 0x10121221, 0x11101021,
+    0x11101121, 0x11101122, 0x11101220, 0x11101221, 0x11101222, 0x11111020, 0x11111021, 0x11111022,
+    0x11111120, 0x11111121, 0x11111122, 0x11111220, 0x11111221, 0x11111222, 0x11121021, 0x11121120,
+    0x11121121, 0x11121221, 0x12101022, 0x12101121, 0x12101122, 0x12101220, 0x12101221, 0x12101222,
+    0x12111021, 0x12111121, 0x12111222, 0x12121022, 0x12121121, 0x12121122, 0x12121220, 0x12121221,
+    0x10102100, 0x10102101, 0x10102102, 0x10102201, 0x10112000, 0x10112101, 0x10112200, 0x10122001,
+    0x10122202, 0x11102101, 0x11102200, 0x11102202, 0x11112001, 0x11112100, 0x11112101, 0x11112102,
+    0x11112200, 0x11112201, 0x11122000, 0x11122002, 0x11122100, 0x11122101, 0x12102002, 0x12102201,
+    0x12112000, 0x12112002, 0x12112101, 0x12112200, 0x12122001, 0x12122201, 0x10102011, 0x10102012,
+    0x10102111, 0x10102212, 0x10112011, 0x10112110, 0x10112111, 0x10112112, 0x10112211, 0x10122111,
+    0x11102011, 0x11102110, 0x11102111, 0x11102112, 0x11102211, 0x11112010, 0x11112011, 0x11112012,
+    0x11112110, 0x11112111, 0x11112112, 0x11112210, 0x11112211, 0x11112212, 0x11122011, 0x11122110,
+    0x11122111, 0x11122112, 0x11122211, 0x12102011, 0x12102111, 0x12102211, 0x12112011, 0x12112110,
+    0x12112111, 0x12112112, 0x12112210, 0x12112211, 0x12122111, 0x10102120, 0x10102220, 0x10112121,
+    0x10112222, 0x10122020, 0x10122121, 0x10122122, 0x10122221, 0x11102121, 0x11102220, 0x11102221,
+    0x11112021, 0x11112121, 0x11112122, 0x11112220, 0x11112221, 0x11122022, 0x11122121, 0x11122220,
+    0x11122222, 0x12102021, 0x12102222, 0x12112022, 0x12112121, 0x12112122, 0x12112220, 0x12112222,
+    0x12122021, 0x10200101, 0x10210100, 0x10210102, 0x10210201, 0x10220101, 0x11200100, 0x11210000,
+    0x11210101, 0x11210102, 0x11210200, 0x11210202, 0x11220001, 0x11220100, 0x11220102, 0x11220201,
+    0x12200001, 0x12210102, 0x12220101, 0x10200011, 0x10200110, 0x10200112, 0x10200211, 0x10210012,
+    0x10210111, 0x10220011, 0x10220012, 0x10220112, 0x10220211, 0x11200111, 0x11200211, 0x11210011,
+    0x11210111, 0x11210112, 0x11210211, 0x11220111, 0x11220112, 0x11220212, 0x12200110, 0x12200212,
+    0x12210012, 0x12210111, 0x12220011, 0x12220112, 0x12220211, 0x10210021, 0x10210122, 0x10210221,
+    0x11200020, 0x11200021, 0x11200122, 0x11210121, 0x11210122, 0x11210220, 0x11220020, 0x12200121,
+    0x12210021, 0x12210122, 0x12220121, 0x10211001, 0x10211002, 0x10211101, 0x10211102, 0x10211202,
+    0x10221001, 0x10221102, 0x10221201, 0x11201000, 0x11201002, 0x11201101, 0x11201200, 0x11201202,
+    0x11211001, 0x11211100, 0x11211101, 0x11211102, 0x11211201, 0x11211202, 0x11221000, 0x11221002,
+    0x11221101, 0x12201100, 0x12201101, 0x12201201, 0x12211000, 0x12211002, 0x12211100, 0x12211101,
+    0x12211102, 0x12211200, 0x12211202, 0x12221001, 0x12221100, 0x12221201, 0x10201111, 0x10201210,
+    0x10201212, 0x10211011, 0x10211111, 0x10211112, 0x10211211, 0x11201110, 0x11201111, 0x11201112,
+    0x11201211, 0x11211010, 0x11211011, 0x11211110, 0x11211111, 0x11211112, 0x11211211, 0x11221011,
+    0x11221110, 0x11221111, 0x11221112, 0x11221211, 0x12201112, 0x12201211, 0x12201212, 0x12211011,
+    0x12211111, 0x12211112, 0x12211211, 0x12211212, 0x12221012, 0x12221111, 0x12221112, 0x12221210,
+    0x10201022, 0x10201221, 0x10211121, 0x10221020, 0x10221122, 0x10221220, 0x10221221, 0x11201020,
+    0x11201121, 0x11201220, 0x11201222, 0x11211021, 0x11211120, 0x11211121, 0x11211122, 0x11211220,
+    0x11211222, 0x11221020, 0x11221121, 0x11221220, 0x12201020, 0x12201022, 0x12201121, 0x12201222,
+    0x12211120, 0x12211122, 0x12211220, 0x12211221, 0x12221020, 0x12221120, 0x12221122, 0x12221222,
+    0x10212102, 0x10212201, 0x10222101, 0x11202001, 0x11212002, 0x11212101, 0x11212202, 0x11222001,
+    0x11222201, 0x12202101, 0x12212001, 0x12212200, 0x12222102, 0x10202011, 0x10202110, 0x10212010,
+    0x10212111, 0x10222011, 0x10222110, 0x10222112, 0x10222211, 0x11202010, 0x11202011, 0x11202111,
+    0x11202112, 0x11202210, 0x11212011, 0x11212110, 0x11212111, 0x11212112, 0x11212211, 0x11222010,
+    0x11222111, 0x11222212, 0x12202012, 0x12202110, 0x12202212, 0x12212111, 0x12222011, 0x12222110,
+    0x12222111, 0x12222211, 0x10212021, 0x10212122, 0x10212220, 0x11202021, 0x11202120, 0x11202221,
+    0x11212020, 0x11212121, 0x11212220, 0x11212222, 0x11222120, 0x11222121, 0x11222221, 0x12202122,
+    0x12212120, 0x12212220, 0x12212222, 0x12222122, 0x20000000, 0x20000002, 0x20000200, 0x20000202,
+    0x20020000, 0x20020002, 0x20020200, 0x20020202, 0x21000101, 0x21010000, 0x21010001, 0x21010100,
+    0x21010102, 0x21010201, 0x21020101, 0x22000000, 0x22000002, 0x22000200, 0x22000202, 0x22010101,
+    0x22020000, 0x22020002, 0x22020200, 0x22020202, 0x20000111, 0x20010011, 0x20010110, 0x20010112,
+    0x20010211, 0x20020111, 0x21000011, 0x21000110, 0x21000211, 0x21010010, 0x21010012, 0x21010111,
+    0x21010112, 0x21010210, 0x21010211, 0x21020110, 0x21020112, 0x21020211, 0x22000111, 0x22000211,
+    0x22010110, 0x22010112, 0x22010211, 0x22020111, 0x20000020, 0x20000022, 0x20000220, 0x20000222,
+    0x20010121, 0x20020020, 0x20020022, 0x20020220, 0x20020222, 0x21010021, 0x21010120, 0x21010221,
+    0x21020121, 0x22000020, 0x22000022, 0x22000220, 0x22000222, 0x22010121, 0x22020020, 0x22020022,
+    0x22020220, 0x22020222, 0x20011100, 0x20011201, 0x21001001, 0x21001100, 0x21011001, 0x21011101,
+    0x21011202, 0x21021001, 0x21021100, 0x21021201, 0x22011100, 0x22011201, 0x20001011, 0x20001211,
+    0x20011012, 0x20011111, 0x20011212, 0x20021112, 0x20021211, 0x21001010, 0x21001011, 0x21001111,
+    0x21001210, 0x21011011, 0x21011110, 0x21011111, 0x21011112, 0x21011211, 0x21011212, 0x21021111,
+    0x21021112, 0x21021210, 0x21021212, 0x22001011, 0x22001110, 0x22001112, 0x22001211, 0x22011010,
+    0x22011012, 0x22011111, 0x22011210, 0x22021112, 0x20011021, 0x20011122, 0x20011221, 0x20021121,
+    0x21001021, 0x21001120, 0x21001221, 0x21001222, 0x21011020, 0x21011121, 0x21011221, 0x21011222,
+    0x21021021, 0x21021122, 0x21021222, 0x22001121, 0x22011021, 0x22011222, 0x22021120, 0x20002000,
+    0x20002002, 0x20002200, 0x20002202, 0x20012101, 0x20022000, 0x20022002, 0x20022200, 0x20022202,
+    0x21002001, 0x21002101, 0x21012001, 0x21012100, 0x21012201, 0x21022101, 0x21022201, 0x22002000,
+    0x22002002, 0x22002200, 0x22002202, 0x22012101, 0x22022000, 0x22022002, 0x22022200, 0x22022202,
+    0x20002111, 0x20002112, 0x20012011, 0x20012110, 0x20012112, 0x20022111, 0x21002011, 0x21002110,
+    0x21002112, 0x21002211, 0x21012010, 0x21012012, 0x21012111, 0x21012212, 0x21022011, 0x21022110,
+    0x22002111, 0x22012112, 0x22012211, 0x22022111, 0x20002020, 0x20002022, 0x20002220, 0x20002222,
+    0x20012121, 0x20022020, 0x20022022, 0x20022220, 0x20022222, 0x21002121, 0x21012021, 0x21012120,
+    0x21012122, 0x22002020, 0x22002022, 0x22002220, 0x22002222, 0x22012121, 0x22022020, 0x22022022,
+    0x22022220, 0x22022222, 0x20100101, 0x20110001, 0x20110102, 0x20110200, 0x20110201, 0x20120101,
+    0x21100001, 0x21100102, 0x21100201, 0x21110101, 0x21110200, 0x21110202, 0x21120201, 0x21120202,
+    0x22100101, 0x22110001, 0x22110100, 0x22110102, 0x22110201, 0x22120101, 0x20100011, 0x20100110,
+    0x20100112, 0x20100211, 0x20110010, 0x20110111, 0x20110210, 0x20110212, 0x20120011, 0x20120110,
+    0x20120112, 0x20120211, 0x21100010, 0x21100111, 0x21110010, 0x21110011, 0x21110110, 0x21110111,
+    0x21110112, 0x21110211, 0x21120012, 0x21120111, 0x22100110, 0x22100112, 0x22110012, 0x22110111,
+    0x22110210, 0x22120011, 0x22120110, 0x22120112, 0x22120211, 0x20100121, 0x20110021, 0x20110120,
+    0x20110221, 0x20120121, 0x21100120, 0x21100122, 0x21100221, 0x21110020, 0x21110022, 0x21110121,
+    0x21110220, 0x21120122, 0x21120221, 0x22100121, 0x22110120, 0x22110122, 0x22120221, 0x20101001,
+    0x20101100, 0x20101102, 0x20111000, 0x20111101, 0x20111200, 0x20121102, 0x21101000, 0x21101202,
+    0x21111001, 0x21111100, 0x21111101, 0x21111102, 0x21111200, 0x21111201, 0x21121000, 0x21121001,
+    0x21121002, 0x21121101, 0x22101100, 0x22101102, 0x22111002, 0x22111100, 0x22111101, 0x22111200,
+    0x22121001, 0x22121201, 0x20101010, 0x20101111, 0x20101210, 0x20101212, 0x20111010, 0x20111011,
+    0x20111110, 0x20111111, 0x20111112, 0x20111211, 0x20121011, 0x20121111, 0x20121211, 0x20121212,
+    0x21101011, 0x21101110, 0x21101111, 0x21101112, 0x21101211, 0x21111010, 0x21111011, 0x21111012,
+    0x21111110, 0x21111111, 0x21111112, 0x21111210, 0x21111211, 0x21111212, 0x21121011, 0x21121110,
+    0x21121111, 0x21121112, 0x21121211, 0x22101011, 0x22101111, 0x22101210, 0x22111011, 0x22111012,
+    0x22111110, 0x22111111, 0x22111112, 0x22111211, 0x22111212, 0x22121010, 0x22121012, 0x22121111,
+    0x22121210, 0x22121212, 0x20101021, 0x20101120, 0x20111020, 0x20111121, 0x20111221, 0x20121020,
+    0x20121122, 0x20121221, 0x21101121, 0x21101220, 0x21101221, 0x21111021, 0x21111022, 0x21111121,
+    0x21111122, 0x21111221, 0x21121121, 0x21121220, 0x22101022, 0x22101120, 0x22101221, 0x22101222,
+    0x22111022, 0x22111120, 0x22111121, 0x22121120, 0x22121122, 0x22121221, 0x20102101, 0x20112102,
+    0x20112201, 0x20122101, 0x21102001, 0x21102102, 0x21112000, 0x21112002, 0x21112101, 0x21112102,
+    0x21112202, 0x21122100, 0x21122101, 0x22102101, 0x22112001, 0x22112102, 0x22112201, 0x22122101,
+    0x20102110, 0x20102112, 0x20102211, 0x20112010, 0x20112012, 0x20112111, 0x20112210, 0x20112212,
+    0x20122010, 0x20122011, 0x20122110, 0x20122112, 0x21102010, 0x21102012, 0x21102111, 0x21102210,
+    0x21102212, 0x21112011, 0x21112110, 0x21112111, 0x21112112, 0x21112211, 0x21122012, 0x21122111,
+    0x21122112, 0x21122212, 0x22102011, 0x22102110, 0x22112010, 0x22112012, 0x22112111, 0x22112212,
+    0x22122011, 0x22122112, 0x20102121, 0x20112121, 0x20122121, 0x21102120, 0x21102122, 0x21102221,
+    0x21112020, 0x21112121, 0x21112220, 0x21122021, 0x22102121, 0x22112021, 0x22112120, 0x22112121,
+    0x22112122, 0x20200000, 0x20200002, 0x20200200, 0x20200202, 0x20210101, 0x20220000, 0x20220002,
+    0x20220200, 0x20220202, 0x21200101, 0x21210001, 0x21210100, 0x21210102, 0x21210201, 0x22200000,
+    0x22200002, 0x22200200, 0x22200202, 0x22210101, 0x22220000, 0x22220002, 0x22220200, 0x22220202,
+    0x20200111, 0x20200211, 0x20210011, 0x20210110, 0x20210112, 0x20210211, 0x20210212, 0x21200112,
+    0x21200211, 0x21210011, 0x21210111, 0x21210210, 0x21210212, 0x21220011, 0x21220110, 0x22200111,
+    0x22210010, 0x22210012, 0x22210112, 0x22210211, 0x20200022, 0x20200220, 0x20200222, 0x20210020,
+    0x20210221, 0x20220022, 0x20220220, 0x20220222, 0x21200121, 0x21210021, 0x21210122, 0x21210221,
+    0x21220121, 0x22200020, 0x22200022, 0x22200220, 0x22200222, 0x22210121, 0x22220020, 0x22220022,
+    0x22220220, 0x22220222, 0x20211201, 0x20221101, 0x21201001, 0x21201100, 0x21211000, 0x21211100,
+    0x21211101, 0x21211200, 0x21211202, 0x21221001, 0x21221101, 0x21221102, 0x21221200, 0x21221201,
+    0x22201101, 0x20201112, 0x20201211, 0x20211010, 0x20211012, 0x20211111, 0x20211210, 0x20221112,
+    0x20221211, 0x21201012, 0x21201111, 0x21211011, 0x21211110, 0x21211111, 0x21211112, 0x21211211,
+    0x21221111, 0x21221212, 0x22201011, 0x22201110, 0x22201111, 0x22201112, 0x22201211, 0x22211012,
+    0x22211111, 0x22211210, 0x20201121, 0x20211021, 0x20211122, 0x20211222, 0x20221021, 0x20221121,
+    0x21201120, 0x21201122, 0x21201222, 0x21211022, 0x21211121, 0x21211122, 0x21211220, 0x21221020,
+    0x21221022, 0x22201122, 0x22211020, 0x22211121, 0x22211122, 0x22211221, 0x22221021, 0x22221120,
+    0x22221122, 0x20202000, 0x20202002, 0x20202200, 0x20202202, 0x20222000, 0x20222002, 0x20222200,
+    0x20222202, 0x21212001, 0x21212100, 0x21212102, 0x21212201, 0x22202000, 0x22202002, 0x22202200,
+    0x22202202, 0x22212101, 0x22222000, 0x22222002, 0x22222200, 0x22222202, 0x20202111, 0x20212110,
+    0x20212211, 0x20222011, 0x20222111, 0x21202011, 0x21212010, 0x21212111, 0x21212212, 0x21222011,
+    0x21222112, 0x21222211, 0x22212010, 0x22212112, 0x20202020, 0x20202022, 0x20202220, 0x20202222,
+    0x20222020, 0x20222022, 0x20222220, 0x20222222, 0x21212021, 0x21212120, 0x21212122, 0x22202020,
+    0x22202022, 0x22202220, 0x22202222, 0x22212121, 0x22222020, 0x22222022, 0x22222220, 0x22222222,
+GGML_TABLE_END()
+#endif
+
+#endif // GGML_COMMON_IMPL
+#endif // GGML_COMMON_IMPL
+#else
+#include "ggml-common.h"
+#endif
+#ifndef GGML_METAL_IMPL
+#define GGML_METAL_IMPL
+
+// kernel parameters for mat-vec threadgroups
+//
+// N_R0: number of src0 rows to process per simdgroup
+// N_SG: number of simdgroups per threadgroup
+//
+// TODO: for optimal performance, become function of the device and work size
+
+#define N_R0_Q4_0 4
+#define N_SG_Q4_0 2
+
+#define N_R0_Q4_1 4
+#define N_SG_Q4_1 2
+
+#define N_R0_Q5_0 4
+#define N_SG_Q5_0 2
+
+#define N_R0_Q5_1 4
+#define N_SG_Q5_1 2
+
+#define N_R0_Q8_0 4
+#define N_SG_Q8_0 2
+
+#define N_R0_Q2_K 4
+#define N_SG_Q2_K 2
+
+#define N_R0_Q3_K 2
+#define N_SG_Q3_K 2
+
+#define N_R0_Q4_K 4
+#define N_SG_Q4_K 2
+
+#define N_R0_Q5_K 2
+#define N_SG_Q5_K 2
+
+#define N_R0_Q6_K 1
+#define N_SG_Q6_K 2
+
+#define N_R0_IQ1_S 4
+#define N_SG_IQ1_S 2
+
+#define N_R0_IQ1_M 4
+#define N_SG_IQ1_M 2
+
+#define N_R0_IQ2_XXS 4
+#define N_SG_IQ2_XXS 2
+
+#define N_R0_IQ2_XS 4
+#define N_SG_IQ2_XS 2
+
+#define N_R0_IQ2_S 4
+#define N_SG_IQ2_S 2
+
+#define N_R0_IQ3_XXS 4
+#define N_SG_IQ3_XXS 2
+
+#define N_R0_IQ3_S 4
+#define N_SG_IQ3_S 2
+
+#define N_R0_IQ4_NL 2
+#define N_SG_IQ4_NL 2
+
+#define N_R0_IQ4_XS 2
+#define N_SG_IQ4_XS 2
+
+// kernel argument structs
+//
+// - element counters (e.g. ne00) typically use int32_t to reduce register usage
+//   however, be careful from int overflows when using those in the kernel implementation
+//
+// - strides (e.g. nb00) use uint64_t
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    int32_t  ne13;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int32_t  ne2;
+    int32_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    int32_t  dim;
+} ggml_metal_kargs_concat;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    int32_t  ne13;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int32_t  ne2;
+    int32_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    uint64_t offs;
+} ggml_metal_kargs_bin;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne0;
+    int32_t  ne1;
+    int32_t  ne2;
+    int32_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+} ggml_metal_kargs_repeat;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+} ggml_metal_kargs_cpy;
+
+typedef struct {
+    int64_t  ne10;
+    int64_t  ne11;
+    int64_t  ne12;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    uint64_t offs;
+    bool     inplace;
+} ggml_metal_kargs_set;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne0;
+    int32_t  ne1;
+    int32_t  ne2;
+    int32_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    int32_t  n_past;
+    int32_t  n_dims;
+    int32_t  n_ctx_orig;
+    float    freq_base;
+    float    freq_scale;
+    float    ext_factor;
+    float    attn_factor;
+    float    beta_fast;
+    float    beta_slow;
+    int32_t  sect_0;
+    int32_t  sect_1;
+    int32_t  sect_2;
+    int32_t  sect_3;
+} ggml_metal_kargs_rope;
+
+typedef struct {
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne11;
+    int32_t  ne_12_2; // assume K and V are same shape
+    int32_t  ne_12_3;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    uint64_t nb21;
+    uint64_t nb22;
+    uint64_t nb23;
+    uint64_t nb31;
+    int32_t  ne1;
+    int32_t  ne2;
+    float    scale;
+    float    max_bias;
+    float    m0;
+    float    m1;
+    uint16_t n_head_log2;
+    float    logit_softcap;
+} ggml_metal_kargs_flash_attn_ext;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne02;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne12;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int16_t  r2;
+    int16_t  r3;
+} ggml_metal_kargs_mul_mm;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int16_t  r2;
+    int16_t  r3;
+} ggml_metal_kargs_mul_mv;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int16_t  r2;
+    int16_t  r3;
+    int16_t  nsg;
+    int16_t  nxpsg;
+    int16_t  r1ptg;
+} ggml_metal_kargs_mul_mv_ext;
+
+typedef struct {
+    int32_t  ne10;
+    int32_t  ne11;  // n_expert_used (bcast)
+    uint64_t nb11;
+    uint64_t nb12;
+    int32_t  neh11; // n_tokens
+    uint64_t nbh11;
+    int32_t  ne20;  // n_expert_used
+    uint64_t nb21;
+} ggml_metal_kargs_mul_mm_id_map0;
+
+typedef struct {
+    int32_t  ne20; // n_expert_used
+    int32_t  neh0;
+    int32_t  neh1;
+    uint64_t nbh1;
+    uint64_t nbh2;
+    int32_t  ne0;
+    uint64_t nb1;
+    uint64_t nb2;
+} ggml_metal_kargs_mul_mm_id_map1;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne02;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  neh12;
+    uint64_t nbh10;
+    uint64_t nbh11;
+    uint64_t nbh12;
+    uint64_t nbh13;
+    int32_t  neh0;
+    int32_t  neh1;
+    int16_t  r2;
+    int16_t  r3;
+} ggml_metal_kargs_mul_mm_id;
+
+typedef struct {
+    int32_t  nei0;
+    int32_t  nei1;
+    uint64_t nbi1;
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    int32_t  ne13;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    int32_t  ne0;
+    int32_t  ne1;
+    uint64_t nb1;
+} ggml_metal_kargs_mul_mv_id;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne00_4;
+    uint64_t nb01;
+    float    eps;
+} ggml_metal_kargs_norm;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne00_4;
+    uint64_t nb01;
+    float    eps;
+} ggml_metal_kargs_rms_norm;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne00_4;
+    uint64_t nb01;
+    float    eps;
+} ggml_metal_kargs_l2_norm;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    int32_t  n_groups;
+    float    eps;
+} ggml_metal_kargs_group_norm;
+
+typedef struct {
+    int32_t  IC;
+    int32_t  IL;
+    int32_t  K;
+    int32_t  s0;
+    uint64_t nb0;
+    uint64_t nb1;
+} ggml_metal_kargs_conv_transpose_1d;
+
+typedef struct {
+    uint64_t  ofs0;
+    uint64_t  ofs1;
+    int32_t  IW;
+    int32_t  IH;
+    int32_t  CHW;
+    int32_t  s0;
+    int32_t  s1;
+    int32_t  p0;
+    int32_t  p1;
+    int32_t  d0;
+    int32_t  d1;
+    int32_t  N;
+    int32_t  KH;
+    int32_t  KW;
+    int32_t  KHW; // KH * KW, pre-computed on CPU to save GPU resources
+} ggml_metal_kargs_im2col;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne10;
+    int64_t  ne11;
+    int64_t  ne12;
+    int64_t  ne13;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+} ggml_metal_kargs_sum_rows;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    float    scale;
+    float    max_bias;
+    float    m0;
+    float    m1;
+    uint32_t n_head_log2;
+} ggml_metal_kargs_soft_max;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int      n_past;
+} ggml_metal_kargs_diag_mask_inf;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    int64_t  ne10;
+    int64_t  ne11;
+    uint64_t nb10;
+    uint64_t nb11;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+} ggml_metal_kargs_ssm_conv;
+
+typedef struct {
+    int64_t  d_state;
+    int64_t  d_inner;
+    int64_t  n_seq_tokens;
+    int64_t  n_seqs;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    uint64_t nb20;
+    uint64_t nb21;
+    uint64_t nb22;
+    uint64_t nb30;
+    uint64_t nb31;
+    uint64_t nb40;
+    uint64_t nb41;
+    uint64_t nb42;
+    uint64_t nb50;
+    uint64_t nb51;
+    uint64_t nb52;
+} ggml_metal_kargs_ssm_scan;
+
+typedef struct {
+    int64_t  ne00;
+    uint64_t nb01;
+    uint64_t nb02;
+    int64_t  ne10;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb1;
+    uint64_t nb2;
+} ggml_metal_kargs_get_rows;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    float    sf0;
+    float    sf1;
+    float    sf2;
+    float    sf3;
+} ggml_metal_kargs_upscale;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+} ggml_metal_kargs_pad;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    int32_t  p0;
+    int32_t  p1;
+} ggml_metal_kargs_pad_reflect_1d;
+
+typedef struct {
+    uint64_t nb1;
+    int      dim;
+    int      max_period;
+} ggml_metal_kargs_timestep_embedding;
+
+typedef struct {
+    float    slope;
+} ggml_metal_kargs_leaky_relu;
+
+typedef struct {
+    int64_t  ncols;
+    int64_t  ncols_pad;
+} ggml_metal_kargs_argsort;
+
+typedef struct {
+    int64_t  ne0;
+    float    start;
+    float    step;
+} ggml_metal_kargs_arange;
+
+typedef struct {
+    int32_t  k0;
+    int32_t  k1;
+    int32_t  s0;
+    int32_t  s1;
+    int32_t  p0;
+    int32_t  p1;
+    int64_t  IH;
+    int64_t  IW;
+    int64_t  OH;
+    int64_t  OW;
+    int64_t  parallel_elements;
+} ggml_metal_kargs_pool_2d;
+
+#endif // GGML_METAL_IMPL
+
+#include <metal_stdlib>
+
+using namespace metal;
+
+#define MAX(x, y) ((x) > (y) ? (x) : (y))
+#define MIN(x, y) ((x) < (y) ? (x) : (y))
+#define SWAP(x, y) { auto tmp = (x); (x) = (y); (y) = tmp; }
+
+#define N_SIMDWIDTH 32 // assuming SIMD group size is 32
+
+// ref: https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf
+//
+// cmd:
+//   .../usr/bin/metal -dM -E -c                             ggml/src/ggml-metal/ggml-metal.metal
+//   .../usr/bin/metal -dM -E -c -target air64-apple-ios14.0 ggml/src/ggml-metal/ggml-metal.metal
+//
+#if __METAL_VERSION__ < 310 && defined(GGML_METAL_USE_BF16)
+#undef GGML_METAL_USE_BF16
+#endif
+
+#if defined(GGML_METAL_USE_BF16)
+typedef matrix<bfloat, 4, 4> bfloat4x4;
+#endif
+
+constexpr constant static float kvalues_iq4nl_f[16] = {
+    -127.f, -104.f, -83.f, -65.f, -49.f, -35.f, -22.f, -10.f, 1.f, 13.f, 25.f, 38.f, 53.f, 69.f, 89.f, 113.f
+};
+
+// NOTE: this is not dequantizing - we are simply fitting the template
+template <typename type4x4>
+void dequantize_f32(device const float4x4 * src, short il, thread type4x4 & reg) {
+    reg = (type4x4)(*src);
+}
+
+template <typename type4x4>
+void dequantize_f16(device const half4x4 * src, short il, thread type4x4 & reg) {
+    reg = (type4x4)(*src);
+}
+
+template <typename type4>
+void dequantize_f16_t4(device const half4 * src, short il, thread type4 & reg) {
+    reg = (type4)(*(src));
+}
+
+#if defined(GGML_METAL_USE_BF16)
+template <typename type4x4>
+void dequantize_bf16(device const bfloat4x4 * src, short il, thread type4x4 & reg) {
+    reg = (type4x4)(*src);
+}
+
+template <typename type4>
+void dequantize_bf16_t4(device const bfloat4 * src, short il, thread type4 & reg) {
+    reg = (type4)(*(src));
+}
+#endif
+
+template <typename type4x4>
+void dequantize_q4_0(device const block_q4_0 * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 1);
+    const float d1 = il ? (xb->d / 16.h) : xb->d;
+    const float d2 = d1 / 256.f;
+    const float md = -8.h * xb->d;
+    const ushort mask0 = il ? 0x00F0 : 0x000F;
+    const ushort mask1 = mask0 << 8;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 8; i++) {
+        reg_f[i/2][2*(i%2) + 0] = d1 * (qs[i] & mask0) + md;
+        reg_f[i/2][2*(i%2) + 1] = d2 * (qs[i] & mask1) + md;
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q4_0_t4(device const block_q4_0 * xb, short il, thread type4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 1);
+    const float d1 = (il/4) ? (xb->d / 16.h) : xb->d;
+    const float d2 = d1 / 256.f;
+    const float md = -8.h * xb->d;
+    const ushort mask0 = (il/4) ? 0x00F0 : 0x000F;
+    const ushort mask1 = mask0 << 8;
+
+    for (int i = 0; i < 2; i++) {
+        reg[2*i + 0] = d1 * (qs[2*(il%4) + i] & mask0) + md;
+        reg[2*i + 1] = d2 * (qs[2*(il%4) + i] & mask1) + md;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q4_1(device const block_q4_1 * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 2);
+    const float d1 = il ? (xb->d / 16.h) : xb->d;
+    const float d2 = d1 / 256.f;
+    const float  m = xb->m;
+    const ushort mask0 = il ? 0x00F0 : 0x000F;
+    const ushort mask1 = mask0 << 8;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 8; i++) {
+        reg_f[i/2][2*(i%2) + 0] = ((qs[i] & mask0) * d1) + m;
+        reg_f[i/2][2*(i%2) + 1] = ((qs[i] & mask1) * d2) + m;
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q4_1_t4(device const block_q4_1 * xb, short il, thread type4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 2);
+    const float d1 = (il/4) ? (xb->d / 16.h) : xb->d;
+    const float d2 = d1 / 256.f;
+    const float  m = xb->m;
+    const ushort mask0 = (il/4) ? 0x00F0 : 0x000F;
+    const ushort mask1 = mask0 << 8;
+
+    for (int i = 0; i < 2; i++) {
+        reg[2*i + 0] = d1 * (qs[2*(il%4) + i] & mask0) + m;
+        reg[2*i + 1] = d2 * (qs[2*(il%4) + i] & mask1) + m;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q5_0(device const block_q5_0 * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 3);
+    const float d = xb->d;
+    const float md = -16.h * xb->d;
+    const ushort mask = il ? 0x00F0 : 0x000F;
+
+    const uint32_t qh = *((device const uint32_t *)xb->qh);
+
+    const int x_mv = il ? 4 : 0;
+
+    const int gh_mv = il ? 12 : 0;
+    const int gh_bk = il ?  0 : 4;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 8; i++) {
+        // extract the 5-th bits for x0 and x1
+        const uint8_t xh_0 = ((qh >> (gh_mv + 2*i  )) << gh_bk) & 0x10;
+        const uint8_t xh_1 = ((qh >> (gh_mv + 2*i+1)) << gh_bk) & 0x10;
+
+        // combine the 4-bits from qs with the 5th bit
+        const int32_t x0 = ((((qs[i]     ) & mask) >> x_mv) | xh_0);
+        const int32_t x1 = ((((qs[i] >> 8) & mask) >> x_mv) | xh_1);
+
+        reg_f[i/2][2*(i%2) + 0] = d * x0 + md;
+        reg_f[i/2][2*(i%2) + 1] = d * x1 + md;
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q5_0_t4(device const block_q5_0 * xb, short il, thread type4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 3);
+    const float d = xb->d;
+    const float md = -16.h * xb->d;
+    const ushort mask = (il/4) ? 0x00F0 : 0x000F;
+
+    const uint32_t qh = *((device const uint32_t *)xb->qh);
+
+    const int x_mv = (il/4) ? 4 : 0;
+
+    const int gh_mv = (il/4) ? 12 : 0;
+    const int gh_bk = (il/4) ?  0 : 4;
+
+    for (int ii = 0; ii < 2; ii++) {
+        int i = 2*(il%4) + ii;
+
+        // extract the 5-th bits for x0 and x1
+        const uint8_t xh_0 = ((qh >> (gh_mv + 2*i  )) << gh_bk) & 0x10;
+        const uint8_t xh_1 = ((qh >> (gh_mv + 2*i+1)) << gh_bk) & 0x10;
+
+        // combine the 4-bits from qs with the 5th bit
+        const int32_t x0 = ((((qs[i]     ) & mask) >> x_mv) | xh_0);
+        const int32_t x1 = ((((qs[i] >> 8) & mask) >> x_mv) | xh_1);
+
+        reg[2*ii + 0] = d * x0 + md;
+        reg[2*ii + 1] = d * x1 + md;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q5_1(device const block_q5_1 * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 4);
+    const float d = xb->d;
+    const float m = xb->m;
+    const ushort mask = il ? 0x00F0 : 0x000F;
+
+    const uint32_t qh = *((device const uint32_t *)xb->qh);
+
+    const int x_mv = il ? 4 : 0;
+
+    const int gh_mv = il ? 12 : 0;
+    const int gh_bk = il ?  0 : 4;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 8; i++) {
+        // extract the 5-th bits for x0 and x1
+        const uint8_t xh_0 = ((qh >> (gh_mv + 2*i  )) << gh_bk) & 0x10;
+        const uint8_t xh_1 = ((qh >> (gh_mv + 2*i+1)) << gh_bk) & 0x10;
+
+        // combine the 4-bits from qs with the 5th bit
+        const int32_t x0 = ((((qs[i]     ) & mask) >> x_mv) | xh_0);
+        const int32_t x1 = ((((qs[i] >> 8) & mask) >> x_mv) | xh_1);
+
+        reg_f[i/2][2*(i%2) + 0] = d * x0 + m;
+        reg_f[i/2][2*(i%2) + 1] = d * x1 + m;
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q5_1_t4(device const block_q5_1 * xb, short il, thread type4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 4);
+    const float d = xb->d;
+    const float m = xb->m;
+    const ushort mask = (il/4) ? 0x00F0 : 0x000F;
+
+    const uint32_t qh = *((device const uint32_t *)xb->qh);
+
+    const int x_mv = (il/4) ? 4 : 0;
+
+    const int gh_mv = (il/4) ? 12 : 0;
+    const int gh_bk = (il/4) ?  0 : 4;
+
+    for (int ii = 0; ii < 2; ii++) {
+        int i = 2*(il%4) + ii;
+
+        // extract the 5-th bits for x0 and x1
+        const uint8_t xh_0 = ((qh >> (gh_mv + 2*i  )) << gh_bk) & 0x10;
+        const uint8_t xh_1 = ((qh >> (gh_mv + 2*i+1)) << gh_bk) & 0x10;
+
+        // combine the 4-bits from qs with the 5th bit
+        const int32_t x0 = ((((qs[i]     ) & mask) >> x_mv) | xh_0);
+        const int32_t x1 = ((((qs[i] >> 8) & mask) >> x_mv) | xh_1);
+
+        reg[2*ii + 0] = d * x0 + m;
+        reg[2*ii + 1] = d * x1 + m;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q8_0(device const block_q8_0 *xb, short il, thread type4x4 & reg) {
+    device const int8_t * qs = ((device const int8_t *)xb->qs);
+    const float d = xb->d;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 16; i++) {
+        reg_f[i/4][i%4] = (qs[i + 16*il] * d);
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q8_0_t4(device const block_q8_0 *xb, short il, thread type4 & reg) {
+    device const int8_t * qs = ((device const int8_t *)xb->qs);
+    const float d = xb->d;
+
+    for (int i = 0; i < 4; i++) {
+        reg[i] = (qs[4*(il%4) + i + 16*(il/4)] * d);
+    }
+}
+
+template <typename type4x4>
+void dequantize_q2_K(device const block_q2_K *xb, short il, thread type4x4 & reg) {
+    const float d = xb->d;
+    const float min = xb->dmin;
+    device const uint8_t * q = (device const uint8_t *)xb->qs;
+    float dl, ml;
+    uint8_t sc = xb->scales[il];
+
+    q = q + 32*(il/8) + 16*(il&1);
+    il = (il/2)%4;
+
+    half  coef = il>1 ? (il>2 ? 1/64.h : 1/16.h) : (il>0 ? 1/4.h : 1.h);
+    uchar mask = il>1 ? (il>2 ? 192    : 48)     : (il>0 ? 12    : 3);
+    dl = d * (sc & 0xF) * coef, ml = min * (sc >> 4);
+    for (int i = 0; i < 16; ++i) {
+        reg[i/4][i%4] = dl * (q[i] & mask) - ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q3_K(device const block_q3_K *xb, short il, thread type4x4 & reg) {
+    const half d_all = xb->d;
+    device const uint8_t * q = (device const uint8_t *)xb->qs;
+    device const uint8_t * h = (device const uint8_t *)xb->hmask;
+    device const int8_t * scales = (device const int8_t *)xb->scales;
+
+    q = q + 32 * (il/8) + 16 * (il&1);
+    h = h + 16 * (il&1);
+    uint8_t m = 1 << (il/2);
+    uint16_t kmask1 = (il/4)>1 ? ((il/4)>2 ? 192 : 48) : \
+                                 ((il/4)>0 ? 12  : 3);
+    uint16_t kmask2 = il/8 ? 0xF0 : 0x0F;
+    uint16_t scale_2 = scales[il%8], scale_1 = scales[8 + il%4];
+    int16_t  dl_int = (il/4)&1 ? (scale_2&kmask2) | ((scale_1&kmask1) << 2)
+                               : (scale_2&kmask2) | ((scale_1&kmask1) << 4);
+    float dl = il<8 ? d_all * (dl_int - 32.f) : d_all * (dl_int / 16.f - 32.f);
+    const float ml = 4.f * dl;
+
+    il = (il/2) & 3;
+    const half    coef = il>1 ? (il>2 ? 1/64.h : 1/16.h) : (il>0 ? 1/4.h : 1.h);
+    const uint8_t mask = il>1 ? (il>2 ? 192    : 48)     : (il>0 ? 12    : 3);
+    dl *= coef;
+
+    for (int i = 0; i < 16; ++i) {
+        reg[i/4][i%4] = dl * (q[i] & mask) - (h[i] & m ? 0 : ml);
+    }
+}
+
+static inline uchar2 get_scale_min_k4_just2(int j, int k, device const uchar * q) {
+    return j < 4 ? uchar2{uchar(q[j+0+k] & 63), uchar(q[j+4+k] & 63)}
+                 : uchar2{uchar((q[j+4+k] & 0xF) | ((q[j-4+k] & 0xc0) >> 2)), uchar((q[j+4+k] >> 4) | ((q[j-0+k] & 0xc0) >> 2))};
+}
+
+template <typename type4x4>
+void dequantize_q4_K(device const block_q4_K * xb, short il, thread type4x4 & reg) {
+    device const uchar * q = xb->qs;
+
+    short is = (il/4) * 2;
+    q = q + (il/4) * 32 + 16 * (il&1);
+    il = il & 3;
+    const uchar2 sc = get_scale_min_k4_just2(is, il/2, xb->scales);
+    const float d   = il < 2 ? xb->d : xb->d / 16.h;
+    const float min = xb->dmin;
+    const float dl = d * sc[0];
+    const float ml = min * sc[1];
+
+    const ushort mask = il < 2 ? 0x0F : 0xF0;
+    for (int i = 0; i < 16; ++i) {
+        reg[i/4][i%4] = dl * (q[i] & mask) - ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q5_K(device const block_q5_K *xb, short il, thread type4x4 & reg) {
+    device const uint8_t * q  = xb->qs;
+    device const uint8_t * qh = xb->qh;
+
+    short is = (il/4) * 2;
+    q  = q + 32 * (il/4) + 16 * (il&1);
+    qh = qh + 16 * (il&1);
+    uint8_t ul = 1 << (il/2);
+    il = il & 3;
+    const uchar2 sc = get_scale_min_k4_just2(is, il/2, xb->scales);
+    const float d = il < 2 ? xb->d : xb->d / 16.f;
+    const float min = xb->dmin;
+    const float dl = d * sc[0];
+    const float ml = min * sc[1];
+
+    const ushort mask  = il<2 ? 0x0F : 0xF0;
+    const float qh_val = il<2 ? 16.f : 256.f;
+    for (int i = 0; i < 16; ++i) {
+        reg[i/4][i%4] = dl * ((q[i] & mask) + (qh[i] & ul ? qh_val : 0)) - ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q6_K(device const block_q6_K *xb, short il, thread type4x4 & reg) {
+    const half d_all = xb->d;
+    device const uint16_t * ql = (device const uint16_t *)xb->ql;
+    device const uint16_t * qh = (device const uint16_t *)xb->qh;
+    device const int8_t * scales = (device const int8_t *)xb->scales;
+
+    ql = ql + 32*(il/8) + 16*((il/2)&1) + 8*(il&1);
+    qh = qh + 16*(il/8) + 8*(il&1);
+    float sc = scales[(il%2) + 2 * ((il/2))];
+    il = (il/2) & 3;
+
+    const uint32_t kmask1 = il>1 ? (il>2 ? 0xC0C0C0C0 : 0x30303030) : (il>0 ? 0x0C0C0C0C : 0x03030303);
+    const uint32_t kmask2 = il>1 ? 0xF0F0F0F0                       : 0x0F0F0F0F;
+    const float ml = d_all * sc * 32.f;
+    const float dl0 = d_all * sc;
+    const float dl1 = dl0 / 256.f;
+    const float dl2 = dl0 / (256.f * 256.f);
+    const float dl3 = dl0 / (256.f * 256.f * 256.f);
+    const uint8_t shr_h = il>2 ? 2 : 0;
+    const uint8_t shl_h = il>1 ? 0 : (il>0 ? 2 : 4);
+    const uint8_t shr_l = il>1 ? 4 : 0;
+    for (int i = 0; i < 4; ++i) {
+        const uint32_t  low = (ql[2*i] | (uint32_t)(ql[2*i+1] << 16)) & kmask2;
+        const uint32_t high = (qh[2*i] | (uint32_t)(qh[2*i+1] << 16)) & kmask1;
+        const uint32_t q = ((high << shl_h) >> shr_h) | (low >> shr_l);
+        reg[i][0] = dl0 *  ((half)(q & 0xFF))       - ml;
+        reg[i][1] = dl1 * ((float)(q & 0xFF00))     - ml;
+        reg[i][2] = dl2 * ((float)(q & 0xFF0000))   - ml;
+        reg[i][3] = dl3 * ((float)(q & 0xFF000000)) - ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq2_xxs(device const block_iq2_xxs * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    // each block of 32 needs 2 uint32_t's for the quants & scale, so 4 uint16_t's.
+    device const uint16_t * q2 = xb->qs + 4*ib32;
+    const uint32_t aux32_g = q2[0] | (q2[1] << 16);
+    const uint32_t aux32_s = q2[2] | (q2[3] << 16);
+    thread const uint8_t * aux8 = (thread const uint8_t *)&aux32_g;
+    const float dl = d * (0.5f + (aux32_s >> 28)) * 0.25f;
+    constant uint8_t * grid = (constant uint8_t *)(iq2xxs_grid + aux8[2*il+0]);
+    uint8_t signs = ksigns_iq2xs[(aux32_s >> 14*il) & 127];
+    for (int i = 0; i < 8; ++i) {
+        reg[i/4][i%4] = dl * grid[i] * (signs & kmask_iq2xs[i] ? -1.f : 1.f);
+    }
+    grid = (constant uint8_t *)(iq2xxs_grid + aux8[2*il+1]);
+    signs = ksigns_iq2xs[(aux32_s >> (14*il+7)) & 127];
+    for (int i = 0; i < 8; ++i) {
+        reg[2+i/4][i%4] = dl * grid[i] * (signs & kmask_iq2xs[i] ? -1.f : 1.f);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq2_xs(device const block_iq2_xs * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint16_t * q2 = xb->qs + 4*ib32;
+    const float dl = d * (0.5f + ((xb->scales[ib32] >> 4*il) & 0xf)) * 0.25f;
+    constant uint8_t * grid = (constant uint8_t *)(iq2xs_grid + (q2[2*il+0] & 511));
+    uint8_t signs = ksigns_iq2xs[q2[2*il+0] >> 9];
+    for (int i = 0; i < 8; ++i) {
+        reg[i/4][i%4] = dl * grid[i] * (signs & kmask_iq2xs[i] ? -1.f : 1.f);
+    }
+    grid = (constant uint8_t *)(iq2xs_grid + (q2[2*il+1] & 511));
+    signs = ksigns_iq2xs[q2[2*il+1] >> 9];
+    for (int i = 0; i < 8; ++i) {
+        reg[2+i/4][i%4] = dl * grid[i] * (signs & kmask_iq2xs[i] ? -1.f : 1.f);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq3_xxs(device const block_iq3_xxs * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint8_t * q3 = xb->qs + 8*ib32;
+    device const uint16_t * gas = (device const uint16_t *)(xb->qs + QK_K/4) + 2*ib32;
+    const uint32_t aux32 = gas[0] | (gas[1] << 16);
+    const float dl = d * (0.5f + (aux32 >> 28)) * 0.5f;
+    constant uint8_t * grid1 = (constant uint8_t *)(iq3xxs_grid + q3[4*il+0]);
+    constant uint8_t * grid2 = (constant uint8_t *)(iq3xxs_grid + q3[4*il+1]);
+    uint8_t signs = ksigns_iq2xs[(aux32 >> 14*il) & 127];
+    for (int i = 0; i < 4; ++i) {
+        reg[0][i] = dl * grid1[i] * (signs & kmask_iq2xs[i+0] ? -1.f : 1.f);
+        reg[1][i] = dl * grid2[i] * (signs & kmask_iq2xs[i+4] ? -1.f : 1.f);
+    }
+    grid1 = (constant uint8_t *)(iq3xxs_grid + q3[4*il+2]);
+    grid2 = (constant uint8_t *)(iq3xxs_grid + q3[4*il+3]);
+    signs = ksigns_iq2xs[(aux32 >> (14*il+7)) & 127];
+    for (int i = 0; i < 4; ++i) {
+        reg[2][i] = dl * grid1[i] * (signs & kmask_iq2xs[i+0] ? -1.f : 1.f);
+        reg[3][i] = dl * grid2[i] * (signs & kmask_iq2xs[i+4] ? -1.f : 1.f);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq3_s(device const block_iq3_s * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint8_t * qs = xb->qs + 8*ib32;
+    device const uint8_t * signs = xb->signs + 4*ib32 + 2*il;
+    const uint8_t qh = xb->qh[ib32] >> 4*il;
+    const float dl = d * (1 + 2*((xb->scales[ib32/2] >> 4*(ib32%2)) & 0xf));
+    constant uint8_t * grid1 = (constant uint8_t *)(iq3s_grid + (qs[4*il+0] | ((qh << 8) & 256)));
+    constant uint8_t * grid2 = (constant uint8_t *)(iq3s_grid + (qs[4*il+1] | ((qh << 7) & 256)));
+    for (int i = 0; i < 4; ++i) {
+        reg[0][i] = dl * grid1[i] * select(1, -1, signs[0] & kmask_iq2xs[i+0]);
+        reg[1][i] = dl * grid2[i] * select(1, -1, signs[0] & kmask_iq2xs[i+4]);
+    }
+    grid1 = (constant uint8_t *)(iq3s_grid + (qs[4*il+2] | ((qh << 6) & 256)));
+    grid2 = (constant uint8_t *)(iq3s_grid + (qs[4*il+3] | ((qh << 5) & 256)));
+    for (int i = 0; i < 4; ++i) {
+        reg[2][i] = dl * grid1[i] * select(1, -1, signs[1] & kmask_iq2xs[i+0]);
+        reg[3][i] = dl * grid2[i] * select(1, -1, signs[1] & kmask_iq2xs[i+4]);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq2_s(device const block_iq2_s * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint8_t * qs = xb->qs + 4*ib32 + 2*il;
+    device const uint8_t * signs = qs + QK_K/8;
+    const uint8_t qh = xb->qh[ib32] >> 4*il;
+    const float dl = d * (0.5f + ((xb->scales[ib32] >> 4*il) & 0xf)) * 0.25f;
+    constant uint8_t * grid1 = (constant uint8_t *)(iq2s_grid + (qs[0] | ((qh << 8) & 0x300)));
+    constant uint8_t * grid2 = (constant uint8_t *)(iq2s_grid + (qs[1] | ((qh << 6) & 0x300)));
+    for (int i = 0; i < 8; ++i) {
+        reg[i/4+0][i%4] = dl * grid1[i] * select(1, -1, signs[0] & kmask_iq2xs[i]);
+        reg[i/4+2][i%4] = dl * grid2[i] * select(1, -1, signs[1] & kmask_iq2xs[i]);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq1_s(device const block_iq1_s * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const int ib32 = il/2;
+    il = il%2;
+    const float d = xb->d;
+    device const uint8_t  * qs = xb->qs + 4*ib32 + 2*il;
+    device const uint16_t * qh = xb->qh;
+    const float dl = d * (2*((qh[ib32] >> 12) & 7) + 1);
+    const float ml = dl * (qh[ib32] & 0x8000 ? -1 - IQ1S_DELTA : -1 + IQ1S_DELTA);
+    const uint16_t h = qh[ib32] >> 6*il;
+    constant uint8_t * grid1 = (constant uint8_t *)(iq1s_grid_gpu + (qs[0] | ((h << 8) & 0x700)));
+    constant uint8_t * grid2 = (constant uint8_t *)(iq1s_grid_gpu + (qs[1] | ((h << 5) & 0x700)));
+    for (int i = 0; i < 4; ++i) {
+        reg[0][i] = dl * (grid1[i] & 0xf) + ml;
+        reg[1][i] = dl * (grid1[i] >>  4) + ml;
+        reg[2][i] = dl * (grid2[i] & 0xf) + ml;
+        reg[3][i] = dl * (grid2[i] >>  4) + ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq1_m(device const block_iq1_m * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const int ib32 = il/2;
+    il = il%2;
+    device const uint16_t * sc = (device const uint16_t *)xb->scales;
+
+    iq1m_scale_t scale;
+    scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+    const float d = scale.f16;
+
+    device const uint8_t * qs = xb->qs + 4*ib32 + 2*il;
+    device const uint8_t * qh = xb->qh + 2*ib32 + il;
+
+    const float dl  = d * (2*((sc[ib32/2] >> (6*(ib32%2)+3*il)) & 7) + 1);
+    const float ml1 = dl * (qh[0] & 0x08 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA);
+    const float ml2 = dl * (qh[0] & 0x80 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA);
+    constant uint8_t * grid1 = (constant uint8_t *)(iq1s_grid_gpu + (qs[0] | ((qh[0] << 8) & 0x700)));
+    constant uint8_t * grid2 = (constant uint8_t *)(iq1s_grid_gpu + (qs[1] | ((qh[0] << 4) & 0x700)));
+    for (int i = 0; i < 4; ++i) {
+        reg[0][i] = dl * (grid1[i] & 0xf) + ml1;
+        reg[1][i] = dl * (grid1[i] >>  4) + ml1;
+        reg[2][i] = dl * (grid2[i] & 0xf) + ml2;
+        reg[3][i] = dl * (grid2[i] >>  4) + ml2;
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq4_nl(device const block_iq4_nl * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * q4 = (device const uint16_t *)xb->qs;
+    const float d = xb->d;
+    uint32_t aux32;
+    thread const uint8_t * q8 = (thread const uint8_t *)&aux32;
+    for (int i = 0; i < 4; ++i) {
+        aux32 = ((q4[2*i] | (q4[2*i+1] << 16)) >> 4*il) & 0x0f0f0f0f;
+        reg[i][0] = d * kvalues_iq4nl_f[q8[0]];
+        reg[i][1] = d * kvalues_iq4nl_f[q8[1]];
+        reg[i][2] = d * kvalues_iq4nl_f[q8[2]];
+        reg[i][3] = d * kvalues_iq4nl_f[q8[3]];
+    }
+}
+
+template <typename type4>
+void dequantize_iq4_nl_t4(device const block_iq4_nl * xb, short il, thread type4 & reg) {
+    device const uint16_t * q4 = (device const uint16_t *)xb->qs;
+    const float d = xb->d;
+    uint32_t aux32;
+    thread const uint8_t * q8 = (thread const uint8_t *)&aux32;
+    aux32 = ((q4[2*(il%4)] | (q4[2*(il%4)+1] << 16)) >> 4*(il/4)) & 0x0f0f0f0f;
+    reg[0] = d * kvalues_iq4nl_f[q8[0]];
+    reg[1] = d * kvalues_iq4nl_f[q8[1]];
+    reg[2] = d * kvalues_iq4nl_f[q8[2]];
+    reg[3] = d * kvalues_iq4nl_f[q8[3]];
+}
+
+template <typename type4x4>
+void dequantize_iq4_xs(device const block_iq4_xs * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint32_t * q4 = (device const uint32_t *)xb->qs + 4*ib32;
+    const int ls = ((xb->scales_l[ib32/2] >> 4*(ib32%2)) & 0xf) | (((xb->scales_h >> 2*ib32) & 3) << 4);
+    const float d = (float)xb->d * (ls - 32);
+    uint32_t aux32;
+    thread const uint8_t * q8 = (thread const uint8_t *)&aux32;
+    for (int i = 0; i < 4; ++i) {
+        aux32 = (q4[i] >> 4*il) & 0x0f0f0f0f;
+        reg[i][0] = d * kvalues_iq4nl_f[q8[0]];
+        reg[i][1] = d * kvalues_iq4nl_f[q8[1]];
+        reg[i][2] = d * kvalues_iq4nl_f[q8[2]];
+        reg[i][3] = d * kvalues_iq4nl_f[q8[3]];
+    }
+}
+
+enum ggml_sort_order {
+    GGML_SORT_ORDER_ASC,
+    GGML_SORT_ORDER_DESC,
+};
+
+// general-purpose kernel for addition, subtraction, multiplication and division of two tensors
+// pros: works for non-contiguous tensors, supports broadcast across all dims
+// cons: not very efficient
+kernel void kernel_add(
+        constant ggml_metal_kargs_bin & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig.z;
+    const int i02 = tgpig.y;
+    const int i01 = tgpig.x;
+
+    const int i13 = i03%args.ne13;
+    const int i12 = i02%args.ne12;
+    const int i11 = i01%args.ne11;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + args.offs;
+    device const char * src1_ptr = src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11;
+    device       char * dst_ptr  = dst  + i03*args.nb3  + i02*args.nb2  + i01*args.nb1  + args.offs;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i10 = i0%args.ne10;
+        *((device float *)(dst_ptr + i0*args.nb0)) = *((device float *)(src0_ptr + i0*args.nb00)) + *((device float *)(src1_ptr + i10*args.nb10));
+    }
+}
+
+kernel void kernel_sub(
+        constant ggml_metal_kargs_bin & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig.z;
+    const int i02 = tgpig.y;
+    const int i01 = tgpig.x;
+
+    const int i13 = i03%args.ne13;
+    const int i12 = i02%args.ne12;
+    const int i11 = i01%args.ne11;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + args.offs;
+    device const char * src1_ptr = src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11;
+    device       char * dst_ptr  = dst  + i03*args.nb3  + i02*args.nb2  + i01*args.nb1  + args.offs;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i10 = i0%args.ne10;
+        *((device float *)(dst_ptr + i0*args.nb0)) = *((device float *)(src0_ptr + i0*args.nb00)) - *((device float *)(src1_ptr + i10*args.nb10));
+    }
+}
+
+kernel void kernel_mul(
+        constant ggml_metal_kargs_bin & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig.z;
+    const int i02 = tgpig.y;
+    const int i01 = tgpig.x;
+
+    const int i13 = i03%args.ne13;
+    const int i12 = i02%args.ne12;
+    const int i11 = i01%args.ne11;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01;
+    device const char * src1_ptr = src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11;
+    device       char * dst_ptr  = dst  + i03*args.nb3  + i02*args.nb2  + i01*args.nb1;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i10 = i0%args.ne10;
+        *((device float *)(dst_ptr + i0*args.nb0)) = *((device float *)(src0_ptr + i0*args.nb00)) * *((device float *)(src1_ptr + i10*args.nb10));
+    }
+}
+
+kernel void kernel_div(
+        constant ggml_metal_kargs_bin & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig.z;
+    const int i02 = tgpig.y;
+    const int i01 = tgpig.x;
+
+    const int i13 = i03%args.ne13;
+    const int i12 = i02%args.ne12;
+    const int i11 = i01%args.ne11;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01;
+    device const char * src1_ptr = src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11;
+    device       char * dst_ptr  = dst  + i03*args.nb3  + i02*args.nb2  + i01*args.nb1;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i10 = i0%args.ne10;
+        *((device float *)(dst_ptr + i0*args.nb0)) = *((device float *)(src0_ptr + i0*args.nb00)) / *((device float *)(src1_ptr + i10*args.nb10));
+    }
+}
+
+template<typename T>
+kernel void kernel_repeat(
+        constant ggml_metal_kargs_repeat & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i3 = tgpig.z;
+    const int i2 = tgpig.y;
+    const int i1 = tgpig.x;
+
+    const int i03 = i3%args.ne03;
+    const int i02 = i2%args.ne02;
+    const int i01 = i1%args.ne01;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01;
+    device       char * dst_ptr  = dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i00 = i0%args.ne00;
+        *((device T *)(dst_ptr + i0*args.nb0)) = *((device T *)(src0_ptr + i00*args.nb00));
+    }
+}
+
+typedef decltype(kernel_repeat<float>) kernel_repeat_t;
+
+template [[host_name("kernel_repeat_f32")]] kernel kernel_repeat_t kernel_repeat<float>;
+template [[host_name("kernel_repeat_f16")]] kernel kernel_repeat_t kernel_repeat<half>;
+template [[host_name("kernel_repeat_i32")]] kernel kernel_repeat_t kernel_repeat<int>;
+template [[host_name("kernel_repeat_i16")]] kernel kernel_repeat_t kernel_repeat<short>;
+
+// assumption: src1 is a row
+// broadcast src1 into src0
+kernel void kernel_add_row(
+        constant ggml_metal_kargs_bin & args,
+        device const float4 * src0,
+        device const float4 * src1,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    const uint nb = args.ne00/4;
+    dst[tpig] = src0[tpig] + src1[tpig % nb];
+}
+
+kernel void kernel_sub_row(
+        constant ggml_metal_kargs_bin & args,
+        device const float4 * src0,
+        device const float4 * src1,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    const uint nb = args.ne00/4;
+    dst[tpig] = src0[tpig] - src1[tpig % nb];
+}
+
+kernel void kernel_mul_row(
+        constant ggml_metal_kargs_bin & args,
+        device const float4 * src0,
+        device const float4 * src1,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    const uint nb = args.ne00/4;
+    dst[tpig] = src0[tpig] * src1[tpig % nb];
+}
+
+kernel void kernel_div_row(
+        constant ggml_metal_kargs_bin & args,
+        device const float4 * src0,
+        device const float4 * src1,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    const uint nb = args.ne00/4;
+    dst[tpig] = src0[tpig] / src1[tpig % nb];
+}
+
+kernel void kernel_scale(
+        device const float * src0,
+        device       float * dst,
+        constant     float & scale,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] * scale;
+}
+
+kernel void kernel_scale_4(
+        device const float4 * src0,
+        device       float4 * dst,
+        constant     float  & scale,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] * scale;
+}
+
+kernel void kernel_clamp(
+        device const float * src0,
+        device       float * dst,
+        constant     float & min,
+        constant     float & max,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] < min ? min : (src0[tpig] > max ? max : src0[tpig]);
+}
+
+kernel void kernel_relu(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = max(0.0f, src0[tpig]);
+}
+
+kernel void kernel_sigmoid(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = 1.0f / (1.0f + exp(-src0[tpig]));
+}
+
+kernel void kernel_tanh(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+    dst[tpig] = precise::tanh(x);
+}
+
+constant float GELU_COEF_A     = 0.044715f;
+constant float GELU_QUICK_COEF = -1.702f;
+constant float SQRT_2_OVER_PI  = 0.79788456080286535587989211986876f;
+
+kernel void kernel_gelu(
+    device const float * src0,
+    device       float * dst,
+    uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+
+    dst[tpig] = 0.5f*x*(1.0f + precise::tanh(SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x)));
+}
+
+kernel void kernel_gelu_4(
+    device const float4 * src0,
+    device       float4 * dst,
+    uint tpig[[thread_position_in_grid]]) {
+    device const float4 & x = src0[tpig];
+
+    // BEWARE !!!
+    // Simply using "tanh" instead of "precise::tanh" will sometimes results in NaNs!
+    // This was observed with Falcon 7B and 40B models
+    //
+    dst[tpig] = 0.5f*x*(1.0f + precise::tanh(SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x)));
+}
+
+kernel void kernel_gelu_quick(
+    device const float * src0,
+    device       float * dst,
+    uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+
+    dst[tpig] = x*(1.0f/(1.0f+exp(GELU_QUICK_COEF*x)));
+}
+
+kernel void kernel_gelu_quick_4(
+    device const float4 * src0,
+    device       float4 * dst,
+    uint tpig[[thread_position_in_grid]]) {
+    device const float4 & x = src0[tpig];
+
+    dst[tpig] = x*(1.0f/(1.0f+exp(GELU_QUICK_COEF*x)));
+}
+
+kernel void kernel_silu(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+    dst[tpig] = x / (1.0f + exp(-x));
+}
+
+kernel void kernel_silu_4(
+        device const float4 * src0,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    device const float4 & x = src0[tpig];
+    dst[tpig] = x / (1.0f + exp(-x));
+}
+
+kernel void kernel_elu(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+    dst[tpig] = (x > 0.0f) ? x : (exp(x) - 1.0f);
+}
+
+kernel void kernel_sqr(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] * src0[tpig];
+}
+
+kernel void kernel_sqrt(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = sqrt(src0[tpig]);
+}
+
+kernel void kernel_sin(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = sin(src0[tpig]);
+}
+
+kernel void kernel_cos(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = cos(src0[tpig]);
+}
+
+kernel void kernel_neg(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = -src0[tpig];
+}
+
+kernel void kernel_sum_rows(
+        device const float * src0,
+        device       float * dst,
+        constant ggml_metal_kargs_sum_rows & args,
+        uint3 tpig[[thread_position_in_grid]]) {
+    int64_t i3 = tpig.z;
+    int64_t i2 = tpig.y;
+    int64_t i1 = tpig.x;
+
+    if (i3 >= args.ne03 || i2 >= args.ne02 || i1 >= args.ne01) {
+        return;
+    }
+
+    device const float * src_row = (device const float *) ((device const char *) src0 + i1*args.nb01 + i2*args.nb02 + i3*args.nb03);
+    device       float * dst_row = (device       float *) ((device       char *) dst  + i1*args.nb1  + i2*args.nb2  + i3*args.nb3);
+
+    float row_sum = 0;
+
+    for (int64_t i0 = 0; i0 < args.ne00; i0++) {
+        row_sum += src_row[i0];
+    }
+
+    dst_row[0] = row_sum;
+}
+
+template<typename T>
+kernel void kernel_soft_max(
+        device const  char * src0,
+        device const  char * src1,
+        device        char * dst,
+        constant ggml_metal_kargs_soft_max & args,
+        threadgroup  float * buf [[threadgroup(0)]],
+        uint  tgpig[[threadgroup_position_in_grid]],
+        uint  tpitg[[thread_position_in_threadgroup]],
+        uint  sgitg[[simdgroup_index_in_threadgroup]],
+        uint  tiisg[[thread_index_in_simdgroup]],
+        uint    ntg[[threads_per_threadgroup]]) {
+    const int64_t i03 = (tgpig) / (args.ne02*args.ne01);
+    const int64_t i02 = (tgpig - i03*args.ne02*args.ne01) / args.ne01;
+    const int64_t i01 = (tgpig - i03*args.ne02*args.ne01 - i02*args.ne01);
+
+    device const float * psrc0 = (device const float *) src0 + (i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00);
+    device const     T * pmask = src1 != src0 ? (device const    T *) src1         + i01*args.ne00 : nullptr;
+    device       float * pdst  = (device       float *) dst  + (i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00);
+
+    float slope = 1.0f;
+
+    // ALiBi
+    if (args.max_bias > 0.0f) {
+        const int64_t h = i02;
+
+        const float base = h < args.n_head_log2 ? args.m0 : args.m1;
+        const int   exp  = h < args.n_head_log2 ? h + 1 : 2*(h - args.n_head_log2) + 1;
+
+        slope = pow(base, exp);
+    }
+
+    // parallel max
+    float lmax = -INFINITY;
+
+    for (int i00 = tpitg; i00 < args.ne00; i00 += ntg) {
+        lmax = MAX(lmax, psrc0[i00]*args.scale + (pmask ? slope*pmask[i00] : 0.0f));
+    }
+
+    // find the max value in the block
+    float max_val = simd_max(lmax);
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = -INFINITY;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = max_val;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        max_val = buf[tiisg];
+        max_val = simd_max(max_val);
+    }
+
+    // parallel sum
+    float lsum = 0.0f;
+    for (int i00 = tpitg; i00 < args.ne00; i00 += ntg) {
+        const float exp_psrc0 = exp((psrc0[i00]*args.scale + (pmask ? slope*pmask[i00] : 0.0f)) - max_val);
+        lsum += exp_psrc0;
+        pdst[i00] = exp_psrc0;
+    }
+
+    // This barrier fixes a failing test
+    // ref: https://github.com/ggml-org/ggml/pull/621#discussion_r1425156335
+    threadgroup_barrier(mem_flags::mem_none);
+
+    float sum = simd_sum(lsum);
+
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = 0.0f;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = sum;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        sum = buf[tiisg];
+        sum = simd_sum(sum);
+    }
+
+    const float inv_sum = 1.0f/sum;
+
+    for (int i00 = tpitg; i00 < args.ne00; i00 += ntg) {
+        pdst[i00] *= inv_sum;
+    }
+}
+
+template<typename T>
+kernel void kernel_soft_max_4(
+        device const  char * src0,
+        device const  char * src1,
+        device        char * dst,
+        constant ggml_metal_kargs_soft_max & args,
+        threadgroup  float * buf [[threadgroup(0)]],
+        uint  tgpig[[threadgroup_position_in_grid]],
+        uint  tpitg[[thread_position_in_threadgroup]],
+        uint  sgitg[[simdgroup_index_in_threadgroup]],
+        uint  tiisg[[thread_index_in_simdgroup]],
+        uint    ntg[[threads_per_threadgroup]]) {
+    const int64_t i03 = (tgpig) / (args.ne02*args.ne01);
+    const int64_t i02 = (tgpig - i03*args.ne02*args.ne01) / args.ne01;
+    const int64_t i01 = (tgpig - i03*args.ne02*args.ne01 - i02*args.ne01);
+
+    device const float4 * psrc4 = (device const float4 *) src0 + (i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00)/4;
+    device const      T * pmask = src1 != src0 ? (device const     T *) src1         + i01*args.ne00/4 : nullptr;
+    device       float4 * pdst4 = (device       float4 *) dst  + (i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00)/4;
+
+    float slope = 1.0f;
+
+    if (args.max_bias > 0.0f) {
+        const int64_t h = i02;
+
+        const float base = h < args.n_head_log2 ? args.m0 : args.m1;
+        const int   exp  = h < args.n_head_log2 ? h + 1 : 2*(h - args.n_head_log2) + 1;
+
+        slope = pow(base, exp);
+    }
+
+    // parallel max
+    float4 lmax4 = -INFINITY;
+
+    for (int i00 = tpitg; i00 < args.ne00/4; i00 += ntg) {
+        lmax4 = fmax(lmax4, psrc4[i00]*args.scale + (float4)((pmask ? slope*pmask[i00] : 0.0f)));
+    }
+
+    const float lmax = MAX(MAX(lmax4[0], lmax4[1]), MAX(lmax4[2], lmax4[3]));
+
+    float max_val = simd_max(lmax);
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = -INFINITY;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = max_val;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        max_val = buf[tiisg];
+        max_val = simd_max(max_val);
+    }
+
+    // parallel sum
+    float4 lsum4 = 0.0f;
+    for (int i00 = tpitg; i00 < args.ne00/4; i00 += ntg) {
+        const float4 exp_psrc4 = exp((psrc4[i00]*args.scale + (float4)((pmask ? slope*pmask[i00] : 0.0f))) - max_val);
+        lsum4 += exp_psrc4;
+        pdst4[i00] = exp_psrc4;
+    }
+
+    const float lsum = lsum4[0] + lsum4[1] + lsum4[2] + lsum4[3];
+
+    // This barrier fixes a failing test
+    // ref: https://github.com/ggml-org/ggml/pull/621#discussion_r1425156335
+    threadgroup_barrier(mem_flags::mem_none);
+
+    float sum = simd_sum(lsum);
+
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = 0.0f;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = sum;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        sum = buf[tiisg];
+        sum = simd_sum(sum);
+    }
+
+    const float inv_sum = 1.0f/sum;
+
+    for (int i00 = tpitg; i00 < args.ne00/4; i00 += ntg) {
+        pdst4[i00] *= inv_sum;
+    }
+}
+
+typedef decltype(kernel_soft_max<float>)    kernel_soft_max_t;
+typedef decltype(kernel_soft_max_4<float4>) kernel_soft_max_4_t;
+
+template [[host_name("kernel_soft_max_f16")]]   kernel kernel_soft_max_t   kernel_soft_max<half>;
+template [[host_name("kernel_soft_max_f32")]]   kernel kernel_soft_max_t   kernel_soft_max<float>;
+template [[host_name("kernel_soft_max_f16_4")]] kernel kernel_soft_max_4_t kernel_soft_max_4<half4>;
+template [[host_name("kernel_soft_max_f32_4")]] kernel kernel_soft_max_4_t kernel_soft_max_4<float4>;
+
+kernel void kernel_diag_mask_inf(
+        device const float * src0,
+        device       float * dst,
+        constant ggml_metal_kargs_diag_mask_inf & args,
+        uint3 tpig[[thread_position_in_grid]]) {
+    const int64_t i02 = tpig[2];
+    const int64_t i01 = tpig[1];
+    const int64_t i00 = tpig[0];
+
+    if (i00 > args.n_past + i01) {
+        dst[i02*args.ne01*args.ne00 + i01*args.ne00 + i00] = -INFINITY;
+    } else {
+        dst[i02*args.ne01*args.ne00 + i01*args.ne00 + i00] = src0[i02*args.ne01*args.ne00 + i01*args.ne00 + i00];
+    }
+}
+
+kernel void kernel_diag_mask_inf_8(
+        device const float4 * src0,
+        device       float4 * dst,
+        constant ggml_metal_kargs_diag_mask_inf & args,
+        uint3 tpig[[thread_position_in_grid]]) {
+
+    const int64_t i = 2*tpig[0];
+
+    dst[i+0] = src0[i+0];
+    dst[i+1] = src0[i+1];
+    int64_t i4 = 4*i;
+    const int64_t i02 = i4/(args.ne00*args.ne01); i4 -= i02*args.ne00*args.ne01;
+    const int64_t i01 = i4/(args.ne00);      i4 -= i01*args.ne00;
+    const int64_t i00 = i4;
+    for (int k = 3; k >= 0; --k) {
+        if (i00 + 4 + k <= args.n_past + i01) {
+            break;
+        }
+        dst[i+1][k] = -INFINITY;
+        if (i00 + k > args.n_past + i01) {
+            dst[i][k] = -INFINITY;
+        }
+    }
+}
+
+// ref: ggml.c:ggml_compute_forward_ssm_conv_f32
+kernel void kernel_ssm_conv_f32(
+        device const  void * src0,
+        device const  void * src1,
+        device       float * dst,
+        constant ggml_metal_kargs_ssm_conv & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]) {
+    const int64_t ir = tgpig.x;
+    const int64_t i2 = tgpig.y;
+    const int64_t i3 = tgpig.z;
+
+    const int64_t nc  = args.ne10;
+  //const int64_t ncs = args.ne00;
+  //const int64_t nr  = args.ne01;
+  //const int64_t n_t = args.ne1;
+  //const int64_t n_s = args.ne2;
+
+    device const float * s = (device const float *) ((device const char *) src0 + ir*args.nb01 + i2*args.nb00 + i3*args.nb02);
+    device const float * c = (device const float *) ((device const char *) src1 + ir*args.nb11);
+    device       float * x = (device       float *) ((device       char *) dst  + ir*args.nb0  + i2*args.nb1  + i3*args.nb2);
+
+    float sumf = 0.0f;
+
+    for (int64_t i0 = 0; i0 < nc; ++i0) {
+        sumf += s[i0] * c[i0];
+    }
+
+    x[0] = sumf;
+}
+
+// ref: ggml.c:ggml_compute_forward_ssm_scan_f32
+kernel void kernel_ssm_scan_f32(
+        device const void * src0,
+        device const void * src1,
+        device const void * src2,
+        device const void * src3,
+        device const void * src4,
+        device const void * src5,
+        device      float * dst,
+        constant ggml_metal_kargs_ssm_scan & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]) {
+    const int64_t ir = tgpig.x;
+    const int64_t i3 = tgpig.y;
+
+    const int64_t nc  = args.d_state;
+    // const int64_t nr  = args.d_inner;
+    const int64_t n_t = args.n_seq_tokens;
+    // const int64_t n_s = args.n_seqs;
+
+    for (int64_t i2 = 0; i2 < n_t; ++i2) {
+        device const float * s0 = (device const float *) ((device const char *) src0 + ir*args.nb01 + i3*args.nb02);
+        device const float * x  = (device const float *) ((device const char *) src1 + ir*args.nb10 + i2*args.nb11 + i3*args.nb12);
+        device const float * dt = (device const float *) ((device const char *) src2 + ir*args.nb20 + i2*args.nb21 + i3*args.nb22);
+        device const float * A  = (device const float *) ((device const char *) src3 + ir*args.nb31);
+        device const float * B  = (device const float *) ((device const char *) src4 + i2*args.nb41 + i3*args.nb42);
+        device const float * C  = (device const float *) ((device const char *) src5 + i2*args.nb51 + i3*args.nb52);
+        device       float * y  = (device       float *) ((device       char *) dst  + ir*args.nb10 + i2*args.nb11 + i3*args.nb12); // TODO: do not use src1 strides
+        device       float * s  = (device       float *) ((device       char *) dst  + ir*args.nb01 + i3*args.nb02 +    args.nb13);
+
+        if (i2 > 0) {
+            s0 = s;
+        }
+
+        // i1 == 0
+        float dt_soft_plus = dt[0] <= 20.0f ? log(1.0f + exp(dt[0])) : dt[0];
+        float x_dt = x[0] * dt_soft_plus;
+        float sumf = 0.0f;
+
+        for (int64_t i0 = 0; i0 < nc; ++i0) {
+            int64_t i = i0;
+            float state = (s0[i] * exp(dt_soft_plus * A[i])) + (B[i0] * x_dt);
+            sumf += state * C[i0];
+            s[i] = state;
+        }
+
+        y[0] = sumf;
+    }
+}
+
+kernel void kernel_rwkv_wkv6_f32(
+    device const float * k,
+    device const float * v,
+    device const float * r,
+    device const float * tf,
+    device const float * td,
+    device const float * state_in,
+    device       float * dst,
+    constant    uint & B,
+    constant    uint & T,
+    constant    uint & C,
+    constant    uint & H,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]])  {
+
+    const uint head_size = 64; // TODO: support head_size = 128
+    const uint batch_id = tgpig.x / H;
+    const uint head_id = tgpig.x % H;
+    const uint tid = tpitg.x;
+
+    if (batch_id >= B || head_id >= H) {
+        return;
+    }
+
+    const uint state_size = C * head_size;
+    const uint n_seq_tokens = T / B;
+
+    threadgroup float _k[head_size];
+    threadgroup float _r[head_size];
+    threadgroup float _tf[head_size];
+    threadgroup float _td[head_size];
+
+    float state[head_size];
+
+    for (uint i = 0; i < head_size; i++) {
+        state[i] = state_in[batch_id * state_size + head_id * head_size * head_size
+                          + i * head_size + tid];
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+    _tf[tid] = tf[head_id * head_size + tid];
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    const uint start_t = batch_id * n_seq_tokens * C + head_id * head_size + tid;
+    const uint end_t = (batch_id + 1) * n_seq_tokens * C + head_id * head_size + tid;
+
+    for (uint t = start_t; t < end_t; t += C) {
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+        _k[tid] = k[t];
+        _r[tid] = r[t];
+        _td[tid] = td[t];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        const float v_val = v[t];
+        float y = 0.0;
+
+        for (uint j = 0; j < head_size; j += 4) {
+            float4 k_vec = float4(_k[j], _k[j+1], _k[j+2], _k[j+3]);
+            float4 r_vec = float4(_r[j], _r[j+1], _r[j+2], _r[j+3]);
+            float4 tf_vec = float4(_tf[j], _tf[j+1], _tf[j+2], _tf[j+3]);
+            float4 td_vec = float4(_td[j], _td[j+1], _td[j+2], _td[j+3]);
+            float4 s_vec = float4(state[j], state[j+1], state[j+2], state[j+3]);
+
+            float4 kv = k_vec * v_val;
+
+            float4 temp = tf_vec * kv + s_vec;
+            y += dot(r_vec, temp);
+
+            s_vec = s_vec * td_vec + kv;
+            state[j]   = s_vec[0];
+            state[j+1] = s_vec[1];
+            state[j+2] = s_vec[2];
+            state[j+3] = s_vec[3];
+        }
+
+        dst[t] = y;
+    }
+
+    for (uint i = 0; i < head_size; i++) {
+        dst[T * C + batch_id * state_size + head_id * head_size * head_size
+            + i * head_size + tid] = state[i];
+    }
+}
+
+kernel void kernel_rwkv_wkv7_f32(
+    device const float * r,
+    device const float * w,
+    device const float * k,
+    device const float * v,
+    device const float * a,
+    device const float * b,
+    device const float * state_in,
+    device       float * dst,
+    constant    uint & B,
+    constant    uint & T,
+    constant    uint & C,
+    constant    uint & H,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]])  {
+
+    const uint head_size = 64; // TODO: support head_size = 128
+    const uint batch_id = tgpig.x / H;
+    const uint head_id = tgpig.x % H;
+    const uint tid = tpitg.x;
+
+    if (batch_id >= B || head_id >= H) {
+        return;
+    }
+
+    const uint state_size = C * head_size;
+    const uint n_seq_tokens = T / B;
+
+    threadgroup float _r[head_size];
+    threadgroup float _w[head_size];
+    threadgroup float _k[head_size];
+    threadgroup float _a[head_size];
+    threadgroup float _b[head_size];
+
+    float state[head_size];
+
+    for (uint i = 0; i < head_size; i++) {
+        state[i] = state_in[batch_id * state_size + head_id * head_size * head_size
+                          + tid * head_size + i];
+    }
+
+    const uint start_t = batch_id * n_seq_tokens * C + head_id * head_size + tid;
+    const uint end_t = (batch_id + 1) * n_seq_tokens * C + head_id * head_size + tid;
+
+    for (uint t = start_t; t < end_t; t += C) {
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+        _r[tid] = r[t];
+        _w[tid] = w[t];
+        _k[tid] = k[t];
+        _a[tid] = a[t];
+        _b[tid] = b[t];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        const float v_val = v[t];
+        float y = 0.0, sa = 0.0;
+
+        float4 sa_vec(0.0);
+
+        for (uint j = 0; j < head_size; j += 4) {
+            float4 a_vec = float4(_a[j], _a[j+1], _a[j+2], _a[j+3]);
+            float4 s_vec = float4(state[j], state[j+1], state[j+2], state[j+3]);
+            sa_vec += a_vec * s_vec;
+        }
+        sa = sa_vec[0] + sa_vec[1] + sa_vec[2] + sa_vec[3];
+
+        for (uint j = 0; j < head_size; j += 4) {
+            float4 r_vec = float4(_r[j], _r[j+1], _r[j+2], _r[j+3]);
+            float4 w_vec = float4(_w[j], _w[j+1], _w[j+2], _w[j+3]);
+            float4 k_vec = float4(_k[j], _k[j+1], _k[j+2], _k[j+3]);
+            float4 b_vec = float4(_b[j], _b[j+1], _b[j+2], _b[j+3]);
+            float4 s_vec = float4(state[j], state[j+1], state[j+2], state[j+3]);
+
+            float4 kv = k_vec * v_val;
+
+            s_vec = s_vec * w_vec + kv + sa * b_vec;
+            y += dot(s_vec, r_vec);
+
+            state[j]   = s_vec[0];
+            state[j+1] = s_vec[1];
+            state[j+2] = s_vec[2];
+            state[j+3] = s_vec[3];
+        }
+
+        dst[t] = y;
+    }
+
+    for (uint i = 0; i < head_size; i++) {
+        dst[T * C + batch_id * state_size + head_id * head_size * head_size
+            + tid * head_size + i] = state[i];
+    }
+}
+
+kernel void kernel_argmax(
+        device   const void * x,
+        device      int32_t * dst,
+        constant    int64_t & ncols,
+        constant   uint64_t & nb01,
+        threadgroup   float * shared_maxval [[threadgroup(0)]],
+        threadgroup int32_t * shared_argmax [[threadgroup(1)]],
+        uint  tgpig[[threadgroup_position_in_grid]],
+        uint  tpitg[[thread_position_in_threadgroup]],
+        uint  sgitg[[simdgroup_index_in_threadgroup]],
+        uint  tiisg[[thread_index_in_simdgroup]],
+        uint    ntg[[threads_per_threadgroup]]) {
+    device const float * x_row = (device const float *) ((device const char *) x + tgpig * nb01);
+
+    float   lmax = -INFINITY;
+    int32_t larg = -1;
+
+    for (int i00 = tpitg; i00 < ncols; i00 += ntg) {
+        if (x_row[i00] > lmax) {
+            lmax = x_row[i00];
+            larg = i00;
+        }
+    }
+
+    // find the argmax value in the block
+    float max_val = simd_max(lmax);
+    int32_t arg_val = simd_max(select(-1, larg, lmax == max_val));
+
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            shared_maxval[tiisg] = -INFINITY;
+            shared_argmax[tiisg] = -1;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            shared_maxval[sgitg] = max_val;
+            shared_argmax[sgitg] = arg_val;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        max_val = shared_maxval[tiisg];
+        arg_val = shared_argmax[tiisg];
+
+        float max_val_reduced   = simd_max(max_val);
+        int32_t arg_val_reduced = simd_max(select(-1, arg_val, max_val == max_val_reduced));
+
+        dst[tgpig] = arg_val_reduced;
+
+        return;
+    }
+
+    dst[tgpig] = arg_val;
+}
+
+kernel void kernel_norm(
+        constant ggml_metal_kargs_norm & args,
+        device const char * src0,
+        device       char * dst,
+        threadgroup float * shmem_f32 [[threadgroup(0)]],
+        uint   tgpig[[threadgroup_position_in_grid]],
+        ushort tpitg[[thread_position_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort   ntg[[threads_per_threadgroup]]) {
+    if (sgitg == 0) {
+        shmem_f32[tiisg] = 0.0f;
+    }
+
+    device const float4 * x = (device const float4 *) (src0 + tgpig*args.nb01);
+
+    float4 sumf4(0.0f);
+
+    float sumf = 0.0f;
+
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        sumf4 += x[i00];
+    }
+    sumf = sumf4[0] + sumf4[1] + sumf4[2] + sumf4[3];
+    sumf = simd_sum(sumf);
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    if (tiisg == 0) {
+        shmem_f32[sgitg] = sumf;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    sumf = shmem_f32[tiisg];
+    sumf = simd_sum(sumf);
+
+    const float mean = sumf/args.ne00;
+
+    device float4 * y = (device float4 *) dst + tgpig*args.ne00_4;
+
+    sumf = 0.0f;
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        y[i00] = x[i00] - mean;
+        sumf += dot(y[i00], y[i00]);
+    }
+    sumf = simd_sum(sumf);
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    if (tiisg == 0) {
+        shmem_f32[sgitg] = sumf;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    sumf = shmem_f32[tiisg];
+    sumf = simd_sum(sumf);
+
+    const float variance = sumf/args.ne00;
+
+    const float scale = 1.0f/sqrt(variance + args.eps);
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        y[i00] = y[i00] * scale;
+    }
+}
+
+kernel void kernel_rms_norm(
+        constant ggml_metal_kargs_rms_norm & args,
+        device const char * src0,
+        device       char * dst,
+        threadgroup float * shmem_f32 [[threadgroup(0)]],
+        uint   tgpig[[threadgroup_position_in_grid]],
+        ushort tpitg[[thread_position_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort   ntg[[threads_per_threadgroup]]) {
+    if (sgitg == 0) {
+        shmem_f32[tiisg] = 0.0f;
+    }
+
+    device const float4 * x = (device const float4 *) (src0 + tgpig*args.nb01);
+
+    float sumf = 0.0f;
+
+    // parallel sum
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        sumf += dot(x[i00], x[i00]);
+    }
+    sumf = simd_sum(sumf);
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    if (tiisg == 0) {
+        shmem_f32[sgitg] = sumf;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    sumf = shmem_f32[tiisg];
+    sumf = simd_sum(sumf);
+
+    const float mean  = sumf/args.ne00;
+    const float scale = 1.0f/sqrt(mean + args.eps);
+
+    device float4 * y = (device float4 *) dst + tgpig*args.ne00_4;
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        y[i00] = x[i00] * scale;
+    }
+}
+
+kernel void kernel_l2_norm(
+        constant ggml_metal_kargs_l2_norm & args,
+        device const char * src0,
+        device       char * dst,
+        threadgroup float * shmem_f32 [[threadgroup(0)]],
+        uint   tgpig[[threadgroup_position_in_grid]],
+        ushort tpitg[[thread_position_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort   ntg[[threads_per_threadgroup]]) {
+    if (sgitg == 0) {
+        shmem_f32[tiisg] = 0.0f;
+    }
+
+    device const float4 * x = (device const float4 *) (src0 + tgpig*args.nb01);
+
+    float sumf = 0.0f;
+
+    // parallel sum
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        sumf += dot(x[i00], x[i00]);
+    }
+    sumf = simd_sum(sumf);
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    if (tiisg == 0) {
+        shmem_f32[sgitg] = sumf;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    sumf = shmem_f32[tiisg];
+    sumf = simd_sum(sumf);
+
+    const float scale = 1.0f/sqrt(max(sumf, args.eps));
+
+    device float4 * y = (device float4 *) dst + tgpig*args.ne00_4;
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        y[i00] = x[i00] * scale;
+    }
+}
+
+kernel void kernel_group_norm(
+        device const float * src0,
+        device       float * dst,
+        constant ggml_metal_kargs_group_norm & args,
+        threadgroup float  * buf [[threadgroup(0)]],
+        uint tgpig[[threadgroup_position_in_grid]],
+        uint tpitg[[thread_position_in_threadgroup]],
+        uint sgitg[[simdgroup_index_in_threadgroup]],
+        uint tiisg[[thread_index_in_simdgroup]],
+        uint   ntg[[threads_per_threadgroup]]) {
+    const int64_t ne = args.ne00*args.ne01*args.ne02;
+    const int64_t gs = args.ne00*args.ne01*((args.ne02 + args.n_groups - 1) / args.n_groups);
+
+    int start = tgpig * gs;
+    int end   = start + gs;
+
+    start += tpitg;
+
+    if (end >= ne) {
+        end = ne;
+    }
+
+    float tmp = 0.0f; // partial sum for thread in warp
+
+    for (int j = start; j < end; j += ntg) {
+        tmp += src0[j];
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+    tmp = simd_sum(tmp);
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = 0.0f;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = tmp;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        tmp = buf[tiisg];
+        tmp = simd_sum(tmp);
+    }
+
+    const float mean = tmp / gs;
+    tmp = 0.0f;
+
+    for (int j = start; j < end; j += ntg) {
+        float xi = src0[j] - mean;
+        dst[j] = xi;
+        tmp += xi * xi;
+    }
+
+    tmp = simd_sum(tmp);
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = 0.0f;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = tmp;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        tmp = buf[tiisg];
+        tmp = simd_sum(tmp);
+    }
+
+    const float variance = tmp / gs;
+    const float scale = 1.0f/sqrt(variance + args.eps);
+    for (int j = start; j < end; j += ntg) {
+        dst[j] *= scale;
+    }
+}
+
+// function for calculate inner product between half a q4_0 block and 16 floats (yl), sumy is SUM(yl[i])
+// il indicates where the q4 quants begin (0 or QK4_0/4)
+// we assume that the yl's have been multiplied with the appropriate scale factor
+// that corresponds to the missing bit shifts (1, 1/16, 1/256, 1/4096)
+inline float block_q_n_dot_y(device const block_q4_0 * qb_curr, float sumy, thread float * yl, int il) {
+    float d = qb_curr->d;
+
+    float acc[4] = { 0.0f, 0.0f, 0.0f, 0.0f };
+
+    device const uint16_t * qs = ((device const uint16_t *) qb_curr + 1 + il/2);
+
+    for (int i = 0; i < 8; i += 2) {
+        acc[0] += yl[i + 0] * (qs[i / 2] & 0x000F);
+        acc[1] += yl[i + 1] * (qs[i / 2] & 0x0F00);
+        acc[2] += yl[i + 8] * (qs[i / 2] & 0x00F0);
+        acc[3] += yl[i + 9] * (qs[i / 2] & 0xF000);
+    }
+
+    return d * (sumy * -8.f + acc[0] + acc[1] + acc[2] + acc[3]);
+}
+
+// function for calculate inner product between half a q4_1 block and 16 floats (yl), sumy is SUM(yl[i])
+// il indicates where the q4 quants begin (0 or QK4_0/4)
+// we assume that the yl's have been multiplied with the appropriate scale factor
+// that corresponds to the missing bit shifts (1, 1/16, 1/256, 1/4096)
+inline float block_q_n_dot_y(device const block_q4_1 * qb_curr, float sumy, thread float * yl, int il) {
+    float d = qb_curr->d;
+    float m = qb_curr->m;
+
+    float acc[4] = { 0.0f, 0.0f, 0.0f, 0.0f };
+
+    device const uint16_t * qs = ((device const uint16_t *) qb_curr + 2 + il/2);
+
+    for (int i = 0; i < 8; i+=2) {
+        acc[0] += yl[i + 0] * (qs[i / 2] & 0x000F);
+        acc[1] += yl[i + 1] * (qs[i / 2] & 0x0F00);
+        acc[2] += yl[i + 8] * (qs[i / 2] & 0x00F0);
+        acc[3] += yl[i + 9] * (qs[i / 2] & 0xF000);
+    }
+
+    return d * (acc[0] + acc[1] + acc[2] + acc[3]) + sumy * m;
+}
+
+// function for calculate inner product between half a q5_0 block and 16 floats (yl), sumy is SUM(yl[i])
+// il indicates where the q5 quants begin (0 or QK5_0/4)
+// we assume that the yl's have been multiplied with the appropriate scale factor
+// that corresponds to the missing bit shifts (1, 1/16, 1/256, 1/4096)
+inline float block_q_n_dot_y(device const block_q5_0 * qb_curr, float sumy, thread float * yl, int il) {
+    float d = qb_curr->d;
+
+    float acc[4] = { 0.0f, 0.0f, 0.0f, 0.0f };
+
+    device const uint16_t * qs =  ((device const uint16_t *)qb_curr + 3 + il/2);
+           const uint32_t   qh = *((device const uint32_t *)qb_curr->qh);
+
+    for (int i = 0; i < 8; i+=2) {
+        acc[0] += yl[i + 0] * ((qs[i / 2] & 0x000F) | ((qh >> (i+0+il        ) << 4 ) & 0x00010));
+        acc[1] += yl[i + 1] * ((qs[i / 2] & 0x0F00) | ((qh >> (i+1+il        ) << 12) & 0x01000));
+        acc[2] += yl[i + 8] * ((qs[i / 2] & 0x00F0) | ((qh >> (i+0+il+QK5_0/2) << 8 ) & 0x00100));
+        acc[3] += yl[i + 9] * ((qs[i / 2] & 0xF000) | ((qh >> (i+1+il+QK5_0/2) << 16) & 0x10000));
+    }
+
+    return d * (sumy * -16.f + acc[0] + acc[1] + acc[2] + acc[3]);
+}
+
+// function for calculate inner product between half a q5_1 block and 16 floats (yl), sumy is SUM(yl[i])
+// il indicates where the q5 quants begin (0 or QK5_1/4)
+// we assume that the yl's have been multiplied with the appropriate scale factor
+// that corresponds to the missing bit shifts (1, 1/16, 1/256, 1/4096)
+inline float block_q_n_dot_y(device const block_q5_1 * qb_curr, float sumy, thread float * yl, int il) {
+    float d = qb_curr->d;
+    float m = qb_curr->m;
+
+    float acc[4] = { 0.0f, 0.0f, 0.0f, 0.0f };
+
+    device const uint16_t * qs =  ((device const uint16_t *)qb_curr + 4 + il/2);
+           const uint32_t   qh = *((device const uint32_t *)qb_curr->qh);
+
+    for (int i = 0; i < 8; i+=2) {
+        acc[0] += yl[i + 0] * ((qs[i / 2] & 0x000F) | ((qh >> (i+0+il        ) << 4 ) & 0x00010));
+        acc[1] += yl[i + 1] * ((qs[i / 2] & 0x0F00) | ((qh >> (i+1+il        ) << 12) & 0x01000));
+        acc[2] += yl[i + 8] * ((qs[i / 2] & 0x00F0) | ((qh >> (i+0+il+QK5_0/2) << 8 ) & 0x00100));
+        acc[3] += yl[i + 9] * ((qs[i / 2] & 0xF000) | ((qh >> (i+1+il+QK5_0/2) << 16) & 0x10000));
+    }
+
+    return d * (acc[0] + acc[1] + acc[2] + acc[3]) + sumy * m;
+}
+
+template<typename block_q_type, int nr0, int nsg, int nw, typename args_t>
+void mul_vec_q_n_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+    const int nb = args.ne00/QK4_0;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+  //const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+  //device const block_q_type * x = (device const block_q_type *) (src0 + offset0);
+    device const float        * y = (device const float        *) (src1 + offset1);
+
+    // pointers to src0 rows
+    device const block_q_type * ax[nr0];
+    for (int row = 0; row < nr0; ++row) {
+        const uint64_t offset0 = (first_row + row)*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+
+        ax[row] = (device const block_q_type *) ((device char *) src0 + offset0);
+    }
+
+    float yl[16]; // src1 vector cache
+    float sumf[nr0] = {0.f};
+
+    const short ix = (tiisg/2);
+    const short il = (tiisg%2)*8;
+
+    device const float * yb = y + ix*QK4_0 + il;
+
+    // each thread in a SIMD group deals with half a block.
+    for (int ib = ix; ib < nb; ib += nw/2) {
+        float sumy[2] = { 0.f, 0.f };
+
+#pragma unroll
+        for (short i = 0; i < 8; i += 2) {
+            sumy[0]  += yb[i +  0] + yb[i +  1];
+            yl[i + 0] = yb[i +  0];
+            yl[i + 1] = yb[i +  1]/256.f;
+
+            sumy[1]  += yb[i + 16] + yb[i + 17];
+            yl[i + 8] = yb[i + 16]/16.f;
+            yl[i + 9] = yb[i + 17]/4096.f;
+        }
+
+#pragma unroll
+        for (short row = 0; row < nr0; row++) {
+            sumf[row] += block_q_n_dot_y(ax[row] + ib, sumy[0] + sumy[1], yl, il);
+        }
+
+        yb += QK4_0 * 16;
+    }
+
+    device float * dst_f32 = (device float *) dst + im*args.ne0*args.ne1 + r1*args.ne0;
+
+    for (int row = 0; row < nr0; ++row) {
+        const float tot = simd_sum(sumf[row]);
+
+        if (tiisg == 0 && first_row + row < args.ne01) {
+            dst_f32[first_row + row] = tot;
+        }
+    }
+}
+
+kernel void kernel_mul_mv_q4_0_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    mul_vec_q_n_f32_impl<block_q4_0, N_R0_Q4_0, N_SG_Q4_0, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+kernel void kernel_mul_mv_q4_1_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+     mul_vec_q_n_f32_impl<block_q4_1, N_R0_Q4_1, N_SG_Q4_1, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+kernel void kernel_mul_mv_q5_0_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    mul_vec_q_n_f32_impl<block_q5_0, N_R0_Q5_0, N_SG_Q5_0, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+kernel void kernel_mul_mv_q5_1_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    mul_vec_q_n_f32_impl<block_q5_1, N_R0_Q5_1, N_SG_Q5_1, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+#define NB_Q8_0 8
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q8_0_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+    const int nb = args.ne00/QK8_0;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+  //const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+  //device const block_q8_0 * x = (device const block_q8_0 *) (src0 + offset0);
+    device const float      * y = (device const float      *) (src1 + offset1);
+
+    // pointers to src0 rows
+    device const block_q8_0 * ax[nr0];
+    for (int row = 0; row < nr0; ++row) {
+        const uint64_t offset0 = (first_row + row)*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+
+        ax[row] = (device const block_q8_0 *) ((device char *) src0 + offset0);
+    }
+
+    float yl[NB_Q8_0];
+    float sumf[nr0] = { 0.f };
+
+    const short ix = tiisg/4;
+    const short il = tiisg%4;
+
+    device const float * yb = y + ix*QK8_0 + il*NB_Q8_0;
+
+    // each thread in a SIMD group deals with NB_Q8_0 quants at a time
+    for (int ib = ix; ib < nb; ib += nw/4) {
+        for (short i = 0; i < NB_Q8_0; ++i) {
+            yl[i] = yb[i];
+        }
+
+        for (short row = 0; row < nr0; row++) {
+            device const int8_t * qs = ax[row][ib].qs + il*NB_Q8_0;
+            float sumq = 0.f;
+            for (short iq = 0; iq < NB_Q8_0; ++iq) {
+                sumq += qs[iq] * yl[iq];
+            }
+            sumf[row] += sumq*ax[row][ib].d;
+        }
+
+        yb += nw*NB_Q8_0;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0; ++row) {
+        const float tot = simd_sum(sumf[row]);
+
+        if (tiisg == 0 && first_row + row < args.ne01) {
+            dst_f32[first_row + row] = tot;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q8_0_f32")]]
+kernel void kernel_mul_mv_q8_0_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    kernel_mul_mv_q8_0_f32_impl<N_R0_Q8_0, N_SG_Q8_0, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+// mat-vec kernel processing in chunks of float4
+// chpb - chunks per quantization block
+template<short nxpsg, short r1ptg, typename q_t, short chpb, void (*deq_t4)(device const q_t *, short, thread float4 &) >
+void kernel_mul_mv_ext_q4_f32_impl(
+        constant ggml_metal_kargs_mul_mv_ext & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    const short chpt = 4; // chunks per thread
+
+  //const short nxpsg = (32);
+    const short nypsg = (32/nxpsg);
+
+    const short tx = tiisg%nxpsg;
+    const short ty = tiisg/nxpsg;
+
+    const int i01 = tgpig.x*(nypsg*args.nsg) + nypsg*sgitg + ty;
+    const int i11 = tgpig.y*r1ptg;
+    const int i1m = tgpig.z;
+
+    const int i12 = i1m%args.ne12;
+    const int i13 = i1m/args.ne12;
+
+    const uint64_t offset0 = i01*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 = i11*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const q_t * xq = (i01 < args.ne01) ? (device const q_t *) (src0 + offset0) + tx/chpb : (device const q_t *) src0;
+
+    device const float4 * y4[r1ptg];
+
+    for (int ir1 = 0; ir1 < r1ptg; ++ir1) {
+        y4[ir1] = (i11 + ir1 < args.ne11) ? (device const float4 *) (src1 + offset1 + ir1*args.nb11) + tx : (device const float4 *) src1;
+    }
+
+    float sumf[r1ptg] = { [ 0 ... r1ptg - 1 ] = 0.0f };
+
+    short cch = tx%chpb; // current chunk index
+
+    for (int ich = tx; 4*ich < args.ne00; ich += chpt*nxpsg) {
+        float4 lx[chpt];
+
+#pragma unroll(chpt)
+        for (short ch = 0; ch < chpt; ++ch) {
+            deq_t4(xq, cch, lx[ch]);
+
+            cch += nxpsg;
+            if (cch >= chpb) {
+                xq  += cch/chpb;
+                cch %= chpb;
+            }
+        }
+
+#pragma unroll(chpt)
+        for (short ch = 0; ch < chpt; ++ch) {
+#pragma unroll(r1ptg)
+            for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+                sumf[ir1] += dot(lx[ch], y4[ir1][ch*nxpsg]);
+
+            }
+        }
+
+#pragma unroll(r1ptg)
+        for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+            y4[ir1] += chpt*nxpsg;
+        }
+    }
+
+    // reduce only the threads in each row
+    for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+        if (nxpsg >= 32) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1], 16);
+        }
+        if (nxpsg >= 16) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  8);
+        }
+        if (nxpsg >= 8) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  4);
+        }
+        if (nxpsg >= 4) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  2);
+        }
+        if (nxpsg >= 2) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  1);
+        }
+
+        //sumf[ir1] = simd_sum(sumf[ir1]);
+    }
+
+    if (tx == 0) {
+        for (short ir1 = 0; ir1 < r1ptg && i11 + ir1 < args.ne11; ++ir1) {
+            device float * dst_f32 = (device float *) dst + (uint64_t)i1m*args.ne0*args.ne1 + (uint64_t)(i11 + ir1)*args.ne0;
+
+            if (i01 < args.ne01) {
+                dst_f32[i01] = sumf[ir1];
+            }
+        }
+    }
+}
+
+// mat-vec kernel processing in chunks of float4x4
+template<short nxpsg, short r1ptg, typename q_t, short chpb, void (*deq_t4x4)(device const q_t *, short, thread float4x4 &) >
+void kernel_mul_mv_ext_q4x4_f32_impl(
+        constant ggml_metal_kargs_mul_mv_ext & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    const short chpt = 1;
+
+  //const short nxpsg = (32);
+    const short nypsg = (32/nxpsg);
+
+    const short tx = tiisg%nxpsg;
+    const short ty = tiisg/nxpsg;
+
+    const int i01 = tgpig.x*(nypsg*args.nsg) + nypsg*sgitg + ty;
+    const int i11 = tgpig.y*r1ptg;
+    const int i1m = tgpig.z;
+
+    const int i12 = i1m%args.ne12;
+    const int i13 = i1m/args.ne12;
+
+    const uint64_t offset0 = i01*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 = i11*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const q_t * xq = (i01 < args.ne01) ? (device const q_t *) (src0 + offset0) + tx/chpb : (device const q_t *) src0;
+
+    device const float4x4 * y4x4[r1ptg];
+
+    for (int ir1 = 0; ir1 < r1ptg; ++ir1) {
+        y4x4[ir1] = (i11 + ir1 < args.ne11) ? (device const float4x4 *) (src1 + offset1 + ir1*args.nb11) + tx : (device const float4x4 *) src1;
+    }
+
+    float sumf[r1ptg] = { [ 0 ... r1ptg - 1 ] = 0.0f };
+
+    short cch = tx%chpb;
+
+    for (int ich = tx; 16*ich < args.ne00; ich += chpt*nxpsg) {
+        float4x4 lx[chpt];
+
+#pragma unroll(chpt)
+        for (short ch = 0; ch < chpt; ++ch) {
+            deq_t4x4(xq, cch, lx[ch]);
+
+            cch += nxpsg;
+            if (cch >= chpb) {
+                xq  += cch/chpb;
+                cch %= chpb;
+            }
+        }
+
+#pragma unroll(chpt)
+        for (short ch = 0; ch < chpt; ++ch) {
+#pragma unroll(r1ptg)
+            for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+                sumf[ir1] +=
+                    dot(lx[ch][0], y4x4[ir1][ch*nxpsg][0]) +
+                    dot(lx[ch][1], y4x4[ir1][ch*nxpsg][1]) +
+                    dot(lx[ch][2], y4x4[ir1][ch*nxpsg][2]) +
+                    dot(lx[ch][3], y4x4[ir1][ch*nxpsg][3]);
+
+            }
+        }
+
+#pragma unroll(r1ptg)
+        for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+            y4x4[ir1] += chpt*nxpsg;
+        }
+    }
+
+    for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+        if (nxpsg >= 32) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1], 16);
+        }
+        if (nxpsg >= 16) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  8);
+        }
+        if (nxpsg >= 8) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  4);
+        }
+        if (nxpsg >= 4) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  2);
+        }
+        if (nxpsg >= 2) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  1);
+        }
+
+        //sumf[ir1] = simd_sum(sumf[ir1]);
+    }
+
+    if (tx == 0) {
+        for (short ir1 = 0; ir1 < r1ptg && i11 + ir1 < args.ne11; ++ir1) {
+            device float * dst_f32 = (device float *) dst + (uint64_t)i1m*args.ne0*args.ne1 + (uint64_t)(i11 + ir1)*args.ne0;
+
+            if (i01 < args.ne01) {
+                dst_f32[i01] = sumf[ir1];
+            }
+        }
+    }
+}
+
+// dispatchers needed for compile-time nxpsg
+// epb - elements per quantization block
+template<short r1ptg, typename q_t, short epb, void (*deq_t4)(device const q_t *, short, thread float4 &)>
+kernel void kernel_mul_mv_ext_q4_f32_disp(
+        constant ggml_metal_kargs_mul_mv_ext & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    switch (args.nxpsg) {
+        case 4:  kernel_mul_mv_ext_q4_f32_impl<4,  r1ptg, q_t, epb/4, deq_t4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 8:  kernel_mul_mv_ext_q4_f32_impl<8,  r1ptg, q_t, epb/4, deq_t4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 16: kernel_mul_mv_ext_q4_f32_impl<16, r1ptg, q_t, epb/4, deq_t4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 32: kernel_mul_mv_ext_q4_f32_impl<32, r1ptg, q_t, epb/4, deq_t4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+    }
+}
+
+template<short r1ptg, typename q_t, short epb, void (*deq_t4x4)(device const q_t *, short, thread float4x4 &)>
+kernel void kernel_mul_mv_ext_q4x4_f32_disp(
+        constant ggml_metal_kargs_mul_mv_ext & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    switch (args.nxpsg) {
+        case 4:  kernel_mul_mv_ext_q4x4_f32_impl<4,  r1ptg, q_t, epb/16, deq_t4x4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 8:  kernel_mul_mv_ext_q4x4_f32_impl<8,  r1ptg, q_t, epb/16, deq_t4x4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 16: kernel_mul_mv_ext_q4x4_f32_impl<16, r1ptg, q_t, epb/16, deq_t4x4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 32: kernel_mul_mv_ext_q4x4_f32_impl<32, r1ptg, q_t, epb/16, deq_t4x4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+    }
+}
+
+typedef decltype(kernel_mul_mv_ext_q4_f32_disp  <2, block_q8_0, 32,  dequantize_q8_0_t4>) mul_mv_ext_q4_f32_t;
+typedef decltype(kernel_mul_mv_ext_q4x4_f32_disp<2, block_q4_K, 256, dequantize_q4_K>)    mul_mv_ext_q4x4_f32_t;
+
+template [[host_name("kernel_mul_mv_ext_f16_f32_r1_2")]]    kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, half4,        4,  dequantize_f16_t4>;
+template [[host_name("kernel_mul_mv_ext_f16_f32_r1_3")]]    kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, half4,        4,  dequantize_f16_t4>;
+template [[host_name("kernel_mul_mv_ext_f16_f32_r1_4")]]    kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, half4,        4,  dequantize_f16_t4>;
+template [[host_name("kernel_mul_mv_ext_f16_f32_r1_5")]]    kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, half4,        4,  dequantize_f16_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q4_0,   32, dequantize_q4_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q4_0,   32, dequantize_q4_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q4_0,   32, dequantize_q4_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q4_0,   32, dequantize_q4_0_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q4_1_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q4_1,   32, dequantize_q4_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_1_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q4_1,   32, dequantize_q4_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_1_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q4_1,   32, dequantize_q4_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_1_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q4_1,   32, dequantize_q4_1_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q5_0_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q5_0,   32, dequantize_q5_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_0_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q5_0,   32, dequantize_q5_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_0_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q5_0,   32, dequantize_q5_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_0_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q5_0,   32, dequantize_q5_0_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q5_1_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q5_1,   32, dequantize_q5_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_1_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q5_1,   32, dequantize_q5_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_1_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q5_1,   32, dequantize_q5_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_1_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q5_1,   32, dequantize_q5_1_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q8_0_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q8_0,   32, dequantize_q8_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q8_0_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q8_0,   32, dequantize_q8_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q8_0_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q8_0,   32, dequantize_q8_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q8_0_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q8_0,   32, dequantize_q8_0_t4>;
+
+template [[host_name("kernel_mul_mv_ext_iq4_nl_f32_r1_2")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_iq4_nl, 32, dequantize_iq4_nl_t4>;
+template [[host_name("kernel_mul_mv_ext_iq4_nl_f32_r1_3")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_iq4_nl, 32, dequantize_iq4_nl_t4>;
+template [[host_name("kernel_mul_mv_ext_iq4_nl_f32_r1_4")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_iq4_nl, 32, dequantize_iq4_nl_t4>;
+template [[host_name("kernel_mul_mv_ext_iq4_nl_f32_r1_5")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_iq4_nl, 32, dequantize_iq4_nl_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q4_K_f32_r1_2")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<2, block_q4_K, 256, dequantize_q4_K>;
+template [[host_name("kernel_mul_mv_ext_q4_K_f32_r1_3")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<3, block_q4_K, 256, dequantize_q4_K>;
+template [[host_name("kernel_mul_mv_ext_q4_K_f32_r1_4")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<4, block_q4_K, 256, dequantize_q4_K>;
+template [[host_name("kernel_mul_mv_ext_q4_K_f32_r1_5")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<5, block_q4_K, 256, dequantize_q4_K>;
+
+template [[host_name("kernel_mul_mv_ext_q5_K_f32_r1_2")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<2, block_q5_K, 256, dequantize_q5_K>;
+template [[host_name("kernel_mul_mv_ext_q5_K_f32_r1_3")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<3, block_q5_K, 256, dequantize_q5_K>;
+template [[host_name("kernel_mul_mv_ext_q5_K_f32_r1_4")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<4, block_q5_K, 256, dequantize_q5_K>;
+template [[host_name("kernel_mul_mv_ext_q5_K_f32_r1_5")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<5, block_q5_K, 256, dequantize_q5_K>;
+
+template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_2")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<2, block_q6_K, 256, dequantize_q6_K>;
+template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_3")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<3, block_q6_K, 256, dequantize_q6_K>;
+template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_4")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<4, block_q6_K, 256, dequantize_q6_K>;
+template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_5")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<5, block_q6_K, 256, dequantize_q6_K>;
+
+#define N_MV_T_T 4
+
+template<typename T0, typename T04, typename T1, typename T14, typename args_t>
+void kernel_mul_mv_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig,
+        ushort tiisg) {
+    const int r0 = tgpig.x;
+    const int rb = tgpig.y*N_MV_T_T;
+    const int im = tgpig.z;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = r0*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+
+    device const T0 * x = (device const T0 *) (src0 + offset0);
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1;
+
+    if (args.ne00 < 128) {
+        for (int row = 0; row < N_MV_T_T; ++row) {
+            int r1 = rb + row;
+            if (r1 >= args.ne11) {
+                break;
+            }
+
+            const uint64_t offset1 = r1*args.nb11 + (i12   )*args.nb12 + (i13   )*args.nb13;
+
+            device const T1 * y = (device const T1 *) (src1 + offset1);
+
+            float sumf = 0;
+            for (int i = tiisg; i < args.ne00; i += 32) {
+                sumf += (T0) x[i] * (T1) y[i];
+            }
+
+            float sum_all = simd_sum(sumf);
+            if (tiisg == 0) {
+                dst_f32[(uint64_t)r1*args.ne0 + r0] = sum_all;
+            }
+        }
+    } else {
+        device const T04 * x4 = (device const T04 *) x;
+        for (int row = 0; row < N_MV_T_T; ++row) {
+            int r1 = rb + row;
+            if (r1 >= args.ne11) {
+                break;
+            }
+
+            const uint64_t offset1 = r1*args.nb11 + (i12   )*args.nb12 + (i13   )*args.nb13;
+
+            device const T1  * y  = (device const T1  *) (src1 + offset1);
+            device const T14 * y4 = (device const T14 *) y;
+
+            float sumf = 0;
+            for (int i = tiisg; i < args.ne00/4; i += 32) {
+                sumf += dot((float4) x4[i], (float4) y4[i]);
+            }
+
+            float sum_all = simd_sum(sumf);
+            if (tiisg == 0) {
+                for (int i = 4*(args.ne00/4); i < args.ne00; ++i) sum_all += (float) (x[i] * y[i]);
+                dst_f32[(uint64_t)r1*args.ne0 + r0] = sum_all;
+            }
+        }
+    }
+}
+
+template<typename T0, typename T04, typename T1, typename T14>
+kernel void kernel_mul_mv(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]]) {
+    kernel_mul_mv_impl<T0, T04, T1, T14, constant ggml_metal_kargs_mul_mv &>(
+        args,
+        src0,
+        src1,
+        dst,
+        tgpig,
+        tiisg);
+}
+
+typedef decltype(kernel_mul_mv<half, half4, half, half4>) mul_mv_t;
+
+template [[host_name("kernel_mul_mv_f32_f32")]]   kernel mul_mv_t kernel_mul_mv<float,  float4,  float,  float4>;
+template [[host_name("kernel_mul_mv_f16_f32")]]   kernel mul_mv_t kernel_mul_mv<half,   half4,   float,  float4>;
+template [[host_name("kernel_mul_mv_f16_f16")]]   kernel mul_mv_t kernel_mul_mv<half,   half4,   half,   half4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mv_bf16_f32")]]  kernel mul_mv_t kernel_mul_mv<bfloat, bfloat4, float,  float4>;
+template [[host_name("kernel_mul_mv_bf16_bf16")]] kernel mul_mv_t kernel_mul_mv<bfloat, bfloat4, bfloat, bfloat4>;
+#endif
+
+template<typename T, typename T4>
+kernel void kernel_mul_mv_1row(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]]) {
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = r0*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 = r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const T     * x = (device const T     *) (src0 + offset0);
+    device const float * y = (device const float *) (src1 + offset1);
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    float sumf = 0;
+    if (args.ne00 < 128) {
+        for (int i = tiisg; i < args.ne00; i += 32) {
+            sumf += (float) x[i] * (float) y[i];
+        }
+        float sum_all = simd_sum(sumf);
+        if (tiisg == 0) {
+            dst_f32[r0] = sum_all;
+        }
+    } else {
+        device const T4     * x4 = (device const T4     *) x;
+        device const float4 * y4 = (device const float4 *) y;
+
+        for (int i = tiisg; i < args.ne00/4; i += 32) {
+            sumf += dot((float4) x4[i], y4[i]);
+        }
+
+        float sum_all = simd_sum(sumf);
+
+        if (tiisg == 0) {
+            for (int i = 4*(args.ne00/4); i < args.ne00; ++i) sum_all += (float) (x[i] * y[i]);
+            dst_f32[r0] = sum_all;
+        }
+    }
+}
+
+typedef decltype(kernel_mul_mv_1row<half, half4>) mul_mv_1row_t;
+
+template [[host_name("kernel_mul_mv_f16_f32_1row")]]  kernel mul_mv_1row_t kernel_mul_mv_1row<half,   half4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mv_bf16_f32_1row")]] kernel mul_mv_1row_t kernel_mul_mv_1row<bfloat, bfloat4>;
+#endif
+
+// Assumes row size (ne00) is a multiple of 4
+template<typename T, typename T4>
+kernel void kernel_mul_mv_l4(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]]) {
+
+    const int nrows = args.ne11;
+    const int r0 = tgpig.x;
+    const int im = tgpig.z;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = r0*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+
+    device const T4 * x4 = (device const T4 *) (src0 + offset0);
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1;
+
+    for (int r1 = 0; r1 < nrows; ++r1) {
+        const uint64_t offset1 = r1*args.nb11 + (i12   )*args.nb12 + (i13   )*args.nb13;
+
+        device const float4 * y4 = (device const float4 *) (src1 + offset1);
+
+        float sumf = 0;
+        for (int i = tiisg; i < args.ne00/4; i += 32) {
+            sumf += dot((float4) x4[i], y4[i]);
+        }
+
+        float sum_all = simd_sum(sumf);
+        if (tiisg == 0) {
+            dst_f32[(uint64_t)r1*args.ne0 + r0] = sum_all;
+        }
+    }
+}
+
+typedef decltype(kernel_mul_mv_l4<half, half4>) mul_mv_l4_t;
+
+template [[host_name("kernel_mul_mv_f16_f32_l4")]]  kernel mul_mv_l4_t kernel_mul_mv_l4<half, half4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mv_bf16_f32_l4")]] kernel mul_mv_l4_t kernel_mul_mv_l4<bfloat, bfloat4>;
+#endif
+
+static float rope_yarn_ramp(const float low, const float high, const int i0) {
+    const float y = (i0 / 2 - low) / max(0.001f, high - low);
+    return 1.0f - min(1.0f, max(0.0f, y));
+}
+
+// YaRN algorithm based on LlamaYaRNScaledRotaryEmbedding.py from https://github.com/jquesnelle/yarn
+// MIT licensed. Copyright (c) 2023 Jeffrey Quesnelle and Bowen Peng.
+static void rope_yarn(
+    float theta_extrap, float freq_scale, float corr_dims[2], int i0, float ext_factor, float mscale,
+    thread float * cos_theta, thread float * sin_theta) {
+    // Get n-d rotational scaling corrected for extrapolation
+    float theta_interp = freq_scale * theta_extrap;
+    float theta = theta_interp;
+    if (ext_factor != 0.0f) {
+        float ramp_mix = rope_yarn_ramp(corr_dims[0], corr_dims[1], i0) * ext_factor;
+        theta = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix;
+
+        // Get n-d magnitude scaling corrected for interpolation
+        mscale *= 1.0f + 0.1f * log(1.0f / freq_scale);
+    }
+    *cos_theta = cos(theta) * mscale;
+    *sin_theta = sin(theta) * mscale;
+}
+
+// Apparently solving `n_rot = 2pi * x * base^((2 * max_pos_emb) / n_dims)` for x, we get
+// `corr_fac(n_rot) = n_dims * log(max_pos_emb / (n_rot * 2pi)) / (2 * log(base))`
+static float rope_yarn_corr_factor(int n_dims, int n_ctx_orig, float n_rot, float base) {
+    return n_dims * log(n_ctx_orig / (n_rot * 2 * M_PI_F)) / (2 * log(base));
+}
+
+static void rope_yarn_corr_dims(
+    int n_dims, int n_ctx_orig, float freq_base, float beta_fast, float beta_slow, float dims[2]
+) {
+    // start and end correction dims
+    dims[0] = max(0.0f,         floor(rope_yarn_corr_factor(n_dims, n_ctx_orig, beta_fast, freq_base)));
+    dims[1] = min(n_dims - 1.0f, ceil(rope_yarn_corr_factor(n_dims, n_ctx_orig, beta_slow, freq_base)));
+}
+
+template<typename T>
+kernel void kernel_rope_norm(
+        constant ggml_metal_kargs_rope & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * src2,
+        device       char * dst,
+        ushort  tiitg[[thread_index_in_threadgroup]],
+        ushort3 tptg [[threads_per_threadgroup]],
+        uint3   tgpig[[threadgroup_position_in_grid]]) {
+    const int i3 = tgpig[2];
+    const int i2 = tgpig[1];
+    const int i1 = tgpig[0];
+
+    float corr_dims[2];
+    rope_yarn_corr_dims(args.n_dims, args.n_ctx_orig, args.freq_base, args.beta_fast, args.beta_slow, corr_dims);
+
+    device const int32_t * pos = (device const int32_t *) src1;
+
+    const float theta_base = (float) pos[i2];
+    const float inv_ndims = -1.f/args.n_dims;
+
+    float cos_theta;
+    float sin_theta;
+
+    for (int i0 = 2*tiitg; i0 < args.ne0; i0 += 2*tptg.x) {
+        if (i0 < args.n_dims) {
+            const int ic = i0/2;
+
+            const float theta = theta_base * pow(args.freq_base, inv_ndims*i0);
+
+            const float freq_factor = src2 != src0 ? ((device const float *) src2)[ic] : 1.0f;
+
+            rope_yarn(theta/freq_factor, args.freq_scale, corr_dims, i0, args.ext_factor, args.attn_factor, &cos_theta, &sin_theta);
+
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            const float x0 = src[0];
+            const float x1 = src[1];
+
+            dst_data[0] = x0*cos_theta - x1*sin_theta;
+            dst_data[1] = x0*sin_theta + x1*cos_theta;
+        } else {
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            dst_data[0] = src[0];
+            dst_data[1] = src[1];
+        }
+    }
+}
+
+template<typename T>
+kernel void kernel_rope_neox(
+        constant ggml_metal_kargs_rope & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * src2,
+        device       char * dst,
+        ushort  tiitg[[thread_index_in_threadgroup]],
+        ushort3 tptg [[threads_per_threadgroup]],
+        uint3   tgpig[[threadgroup_position_in_grid]]) {
+    const int i3 = tgpig[2];
+    const int i2 = tgpig[1];
+    const int i1 = tgpig[0];
+
+    float corr_dims[2];
+    rope_yarn_corr_dims(args.n_dims, args.n_ctx_orig, args.freq_base, args.beta_fast, args.beta_slow, corr_dims);
+
+    device const int32_t * pos = (device const int32_t *) src1;
+
+    const float theta_base = (float) pos[i2];
+    const float inv_ndims = -1.f/args.n_dims;
+
+    float cos_theta;
+    float sin_theta;
+
+    for (int i0 = 2*tiitg; i0 < args.ne0; i0 += 2*tptg.x) {
+        if (i0 < args.n_dims) {
+            const int ic = i0/2;
+
+            const float theta = theta_base * pow(args.freq_base, inv_ndims*i0);
+
+            const float freq_factor = src2 != src0 ? ((device const float *) src2)[ic] : 1.0f;
+
+            rope_yarn(theta/freq_factor, args.freq_scale, corr_dims, i0, args.ext_factor, args.attn_factor, &cos_theta, &sin_theta);
+
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + ic*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + ic*args.nb0);
+
+            const float x0 = src[0];
+            const float x1 = src[args.n_dims/2];
+
+            dst_data[0]             = x0*cos_theta - x1*sin_theta;
+            dst_data[args.n_dims/2] = x0*sin_theta + x1*cos_theta;
+        } else {
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            dst_data[0] = src[0];
+            dst_data[1] = src[1];
+        }
+    }
+}
+
+template<typename T>
+kernel void kernel_rope_multi(
+        constant ggml_metal_kargs_rope & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * src2,
+        device       char * dst,
+        ushort  tiitg[[thread_index_in_threadgroup]],
+        ushort3 tptg [[threads_per_threadgroup]],
+        uint3   tgpig[[threadgroup_position_in_grid]]) {
+    const int i3 = tgpig[2];
+    const int i2 = tgpig[1];
+    const int i1 = tgpig[0];
+
+    float corr_dims[2];
+    rope_yarn_corr_dims(args.n_dims, args.n_ctx_orig, args.freq_base, args.beta_fast, args.beta_slow, corr_dims);
+
+    device const int32_t * pos = (device const int32_t *) src1;
+
+    const float inv_ndims = -1.f/args.n_dims;
+
+    float cos_theta;
+    float sin_theta;
+
+    for (int i0 = 2*tiitg; i0 < args.ne0; i0 += 2*tptg.x) {
+        if (i0 < args.n_dims) {
+            const int ic = i0/2;
+
+            // mrope theta calculations
+            // note: the rest is the same as kernel_rope_neox
+            const int sect_dims = args.sect_0 + args.sect_1 + args.sect_2 + args.sect_3;
+            const int sec_w01   = args.sect_0 + args.sect_1;               // end of section 1
+            const int sec_w012  = args.sect_0 + args.sect_1 + args.sect_2; // end of section 2
+            const int sector    = ic % sect_dims;
+
+            float theta_base;
+            if (sector < args.sect_0) {
+                theta_base = (float) pos[i2];
+            } else if (sector < sec_w01) {
+                theta_base = (float) pos[i2 + args.ne02];
+            } else if (sector < sec_w012) {
+                theta_base = (float) pos[i2 + args.ne02 * 2];
+            } else {
+                theta_base = (float) pos[i2 + args.ne02 * 3];
+            }
+            // end of mrope
+
+            const float theta = theta_base * pow(args.freq_base, inv_ndims*i0);
+
+            const float freq_factor = src2 != src0 ? ((device const float *) src2)[ic] : 1.0f;
+
+            rope_yarn(theta/freq_factor, args.freq_scale, corr_dims, i0, args.ext_factor, args.attn_factor, &cos_theta, &sin_theta);
+
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + ic*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + ic*args.nb0);
+
+            const float x0 = src[0];
+            const float x1 = src[args.n_dims/2];
+
+            dst_data[0]             = x0*cos_theta - x1*sin_theta;
+            dst_data[args.n_dims/2] = x0*sin_theta + x1*cos_theta;
+        } else {
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            dst_data[0] = src[0];
+            dst_data[1] = src[1];
+        }
+    }
+}
+
+template<typename T>
+kernel void kernel_rope_vision(
+        constant ggml_metal_kargs_rope & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * src2,
+        device       char * dst,
+        ushort  tiitg[[thread_index_in_threadgroup]],
+        ushort3 tptg [[threads_per_threadgroup]],
+        uint3   tgpig[[threadgroup_position_in_grid]]) {
+    const int i3 = tgpig[2];
+    const int i2 = tgpig[1];
+    const int i1 = tgpig[0];
+
+    float corr_dims[2];
+    rope_yarn_corr_dims(args.n_dims, args.n_ctx_orig, args.freq_base, args.beta_fast, args.beta_slow, corr_dims);
+
+    device const int32_t * pos = (device const int32_t *) src1;
+
+    const float inv_ndims = -1.f/args.n_dims;
+
+    float cos_theta;
+    float sin_theta;
+
+    for (int i0 = 2*tiitg; i0 < args.ne0; i0 += 2*tptg.x) {
+        if (i0 < 2*args.n_dims) { // different from kernel_rope_multi
+            const int ic = i0/2;
+
+            // mrope theta calculations (only support 2 dimensions)
+            const int sect_dims = args.sect_0 + args.sect_1;
+            const int sector    = ic % sect_dims;
+
+            float p;
+            float theta_base;
+            if (sector < args.sect_1) {
+                p = (float) sector;
+                theta_base = (float) pos[i2];
+            } else {
+                p = (float) sector - args.sect_0;
+                theta_base = (float) pos[i2 + args.ne02];
+            }
+
+            const float theta = theta_base * pow(args.freq_base, 2.0f * inv_ndims * p);
+            // end of mrope
+
+            const float freq_factor = src2 != src0 ? ((device const float *) src2)[ic] : 1.0f;
+
+            rope_yarn(theta/freq_factor, args.freq_scale, corr_dims, i0, args.ext_factor, args.attn_factor, &cos_theta, &sin_theta);
+
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + ic*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + ic*args.nb0);
+
+            const float x0 = src[0];
+            const float x1 = src[args.n_dims]; // different from kernel_rope_multi
+
+            dst_data[0]           = x0*cos_theta - x1*sin_theta;
+            dst_data[args.n_dims] = x0*sin_theta + x1*cos_theta; // different from kernel_rope_multi
+        } else {
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            dst_data[0] = src[0];
+            dst_data[1] = src[1];
+        }
+    }
+}
+
+typedef decltype(kernel_rope_norm<float>) kernel_rope_norm_t;
+typedef decltype(kernel_rope_neox<float>) kernel_rope_neox_t;
+typedef decltype(kernel_rope_multi<float>) kernel_rope_multi_t;
+typedef decltype(kernel_rope_vision<float>) kernel_rope_vision_t;
+
+template [[host_name("kernel_rope_norm_f32")]] kernel kernel_rope_norm_t kernel_rope_norm<float>;
+template [[host_name("kernel_rope_norm_f16")]] kernel kernel_rope_norm_t kernel_rope_norm<half>;
+
+template [[host_name("kernel_rope_neox_f32")]] kernel kernel_rope_neox_t kernel_rope_neox<float>;
+template [[host_name("kernel_rope_neox_f16")]] kernel kernel_rope_neox_t kernel_rope_neox<half>;
+
+template [[host_name("kernel_rope_multi_f32")]] kernel kernel_rope_multi_t kernel_rope_multi<float>;
+template [[host_name("kernel_rope_multi_f16")]] kernel kernel_rope_multi_t kernel_rope_multi<half>;
+
+template [[host_name("kernel_rope_vision_f32")]] kernel kernel_rope_vision_t kernel_rope_vision<float>;
+template [[host_name("kernel_rope_vision_f16")]] kernel kernel_rope_vision_t kernel_rope_vision<half>;
+
+typedef void (im2col_t)(
+        device const float * x,
+        device        char * dst,
+        constant ggml_metal_kargs_im2col & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3  tgpg[[threadgroups_per_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]);
+
+template <typename T>
+kernel void kernel_im2col(
+        device const float * x,
+        device        char * dst,
+        constant ggml_metal_kargs_im2col & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3  tgpg[[threadgroups_per_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]) {
+//    const int64_t IC = tgpg[0];
+    const int64_t OH = tgpg[1];
+    const int64_t OW = tgpg[2];
+
+//    const int64_t N  = ntg[0];
+    const int64_t KH = ntg[1];
+    const int64_t KW = ntg[2];
+
+    const int64_t in  = tpitg[0];
+    const int64_t ikh = tpitg[1];
+    const int64_t ikw = tpitg[2];
+
+    const int64_t iic = tgpig[0];
+    const int64_t ioh = tgpig[1];
+    const int64_t iow = tgpig[2];
+
+    const int64_t iiw = iow*args.s0 + ikw*args.d0 - args.p0;
+    const int64_t iih = ioh*args.s1 + ikh*args.d1 - args.p1;
+
+    const int64_t offset_dst = (in*OH*OW + ioh*OW + iow)*args.CHW + (iic*(KH*KW) + ikh*KW + ikw);
+
+    device T * pdst = (device T *) (dst);
+
+    if (iih < 0 || iih >= args.IH || iiw < 0 || iiw >= args.IW) {
+        pdst[offset_dst] = 0.0f;
+    } else {
+        const int64_t offset_src = in*args.ofs0 + iic*args.ofs1 + iih*args.IW + iiw;
+        pdst[offset_dst] = x[offset_src];
+    }
+}
+
+template [[host_name("kernel_im2col_f32")]] kernel im2col_t kernel_im2col<float>;
+template [[host_name("kernel_im2col_f16")]] kernel im2col_t kernel_im2col<half>;
+
+typedef void (im2col_ext_t)(
+        device const float * x,
+        device        char * dst,
+        constant ggml_metal_kargs_im2col & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3  tgpg[[threadgroups_per_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]);
+
+template <typename T>
+kernel void kernel_im2col_ext(
+        device const float * x,
+        device        char * dst,
+        constant ggml_metal_kargs_im2col & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3  tgpg[[threadgroups_per_grid]],      // tgpg[0] = D x IC x KH x KW, CHW = IC x KH x KW
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]) {  // [M, 1, 1]
+    const int64_t KHW = (int64_t)args.KHW;
+
+    const int64_t d = tgpig[0] / args.CHW;
+    const int64_t chw = tgpig[0] % args.CHW;
+    const int64_t tgpig_0 = chw / KHW;  // 0 ~ (IC - 1)
+    const int64_t HW = tgpig[0] % KHW;
+
+    const int64_t tpitg_0 = (d * ntg[0]) + tpitg[0];
+    if (tpitg_0 >= args.N) {
+        return;
+    }
+
+    const int64_t tpitg_1 = HW / args.KW;
+    const int64_t tpitg_2 = HW % args.KW;
+
+    const int64_t iiw = tgpig[2] * args.s0 + tpitg_2 * args.d0 - args.p0;
+    const int64_t iih = tgpig[1] * args.s1 + tpitg_1 * args.d1 - args.p1;
+
+    const int64_t offset_dst =
+        (tpitg_0 * tgpg[1] * tgpg[2] + tgpig[1] * tgpg[2] + tgpig[2]) * args.CHW +
+        (tgpig_0 * KHW + tpitg_1 * args.KW + tpitg_2);
+
+    device T * pdst = (device T *) (dst);
+
+    if (iih < 0 || iih >= args.IH || iiw < 0 || iiw >= args.IW) {
+        pdst[offset_dst] = 0.0f;
+    } else {
+        const int64_t offset_src = tpitg_0 * args.ofs0 + tgpig_0 * args.ofs1;
+        pdst[offset_dst] = x[offset_src + iih * args.IW + iiw];
+    }
+}
+
+template [[host_name("kernel_im2col_ext_f32")]] kernel im2col_ext_t kernel_im2col_ext<float>;
+template [[host_name("kernel_im2col_ext_f16")]] kernel im2col_ext_t kernel_im2col_ext<half>;
+
+typedef void (conv_transpose_1d_t)(
+        device const float * src0,
+        device const float * src1,
+        device        char * dst,
+        constant ggml_metal_kargs_conv_transpose_1d & args,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        uint3    tgpg[[threadgroups_per_grid]]);
+
+template <typename T>
+kernel void kernel_conv_transpose_1d(
+        device const     T * src0,
+        device const float * src1,
+        device        char * dst,
+        constant ggml_metal_kargs_conv_transpose_1d & args,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        uint3   tgpg[[threadgroups_per_grid]]) {
+
+    float v = 0.0f;
+
+    for (int64_t c = 0; c < args.IC; c++) {
+        const int32_t kernel_offset = c * tgpg[1] * args.K + args.K * tgpig[1];
+        const int32_t input_offset = c * args.IL;
+
+        for (int64_t i = 0; i < args.IL; i++) {
+            if (tgpig[0] >= i * args.s0 && tgpig[0] < i * args.s0 + args.K) {
+                v += src0[kernel_offset + tgpig[0] - i * args.s0] * src1[input_offset + i];
+            }
+        }
+    }
+
+    device float * dst_ptr = (device float *) (dst + tgpig[0] * args.nb0 + tgpig[1] * args.nb1);
+
+    dst_ptr[0] = v;
+}
+
+template [[host_name("kernel_conv_transpose_1d_f32_f32")]]
+kernel void kernel_conv_transpose_1d<float>(
+    device const float * src0,
+    device const float * src1,
+    device        char * dst,
+    constant ggml_metal_kargs_conv_transpose_1d & args,
+    uint3   tgpig[[threadgroup_position_in_grid]],
+    uint3    tgpg[[threadgroups_per_grid]]);
+
+template [[host_name("kernel_conv_transpose_1d_f16_f32")]]
+kernel void kernel_conv_transpose_1d<half>(
+    device const half  * src0,
+    device const float * src1,
+    device        char * dst,
+    constant ggml_metal_kargs_conv_transpose_1d & args,
+    uint3   tgpig[[threadgroup_position_in_grid]],
+    uint3    tgpg[[threadgroups_per_grid]]);
+
+kernel void kernel_upscale_f32(
+    device  const char * src0,
+    device        char * dst,
+    constant ggml_metal_kargs_upscale & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    const int64_t i3 = tgpig.z;
+    const int64_t i2 = tgpig.y;
+    const int64_t i1 = tgpig.x;
+
+    const int64_t i03 = i3/args.sf3;
+    const int64_t i02 = i2/args.sf2;
+    const int64_t i01 = i1/args.sf1;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int64_t i00 = i0/args.sf0;
+
+        device const float * src0_ptr = (device const float *) (src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+        device       float * dst_ptr  = (device       float *) (dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1  +  i0*args.nb0);
+
+        dst_ptr[0] = src0_ptr[0];
+    }
+}
+
+kernel void kernel_pad_f32(
+    device  const char * src0,
+    device        char * dst,
+    constant ggml_metal_kargs_pad & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    const int64_t i3 = tgpig.z;
+    const int64_t i2 = tgpig.y;
+    const int64_t i1 = tgpig.x;
+
+    const int64_t i03 = i3;
+    const int64_t i02 = i2;
+    const int64_t i01 = i1;
+
+    device const float * src0_ptr = (device const float *) (src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01);
+    device       float * dst_ptr  = (device       float *) (dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1);
+
+    if (i1 < args.ne01 && i2 < args.ne02 && i3 < args.ne03) {
+        for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+            if (i0 < args.ne00) {
+                dst_ptr[i0] = src0_ptr[i0];
+            } else {
+                dst_ptr[i0] = 0.0f;
+            }
+        }
+
+        return;
+    }
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        dst_ptr[i0] = 0.0f;
+    }
+}
+
+kernel void kernel_pad_reflect_1d_f32(
+    device  const char * src0,
+    device        char * dst,
+    constant   ggml_metal_kargs_pad_reflect_1d & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3  tgpg[[threadgroups_per_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    const int64_t i3 = tgpig.z;
+    const int64_t i2 = tgpig.y;
+    const int64_t i1 = tgpig.x;
+
+    const int64_t i03 = i3;
+    const int64_t i02 = i2;
+    const int64_t i01 = i1;
+
+    device const float * src0_ptr = (device const float *) (src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01);
+    device       float * dst_ptr  = (device       float *) (dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1);
+
+    if (i1 < args.ne01 && i2 < args.ne02 && i3 < args.ne03) {
+        for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+            if (i0 < args.p0) {
+                dst_ptr[i0] = src0_ptr[args.p0 - i0];
+            } else if (i0 < args.ne0 - args.p1) {
+                dst_ptr[i0] = src0_ptr[i0 - args.p0];
+            } else {
+                dst_ptr[i0] = src0_ptr[(args.ne0 - args.p1 - args.p0) - (args.p1 + 1 - (args.ne0 - i0)) - 1];
+            }
+        }
+    }
+}
+
+kernel void kernel_arange_f32(
+    device        char * dst,
+    constant   ggml_metal_kargs_arange & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    device float * dst_ptr = (device float *) dst;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        dst_ptr[i0] = args.start + args.step * i0;
+    }
+}
+
+kernel void kernel_timestep_embedding_f32(
+    device  const char * src0,
+    device        char * dst,
+    constant  ggml_metal_kargs_timestep_embedding & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    int i = tgpig.x;
+    device float * embed_data = (device float *)(dst + i*args.nb1);
+
+    int half_ = args.dim / 2;
+    for (int j = tpitg.x; j < half_; j += ntg.x) {
+        float timestep = ((device float *)src0)[i];
+        float freq = (float)exp(-log((float)args.max_period) * j / half_);
+        float arg = timestep * freq;
+        embed_data[j        ] = cos(arg);
+        embed_data[j + half_] = sin(arg);
+    }
+
+    if (args.dim % 2 != 0 && tpitg.x == 0) {
+        embed_data[args.dim] = 0.f;
+    }
+}
+
+// bitonic sort implementation following the CUDA kernels as reference
+typedef void (argsort_t)(
+        device const float  * x,
+        device     int32_t  * dst,
+        constant   ggml_metal_kargs_argsort & args,
+        threadgroup int32_t * shared_values [[threadgroup(0)]],
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]]);
+
+template<ggml_sort_order order>
+kernel void kernel_argsort_f32_i32(
+        device const float   * x,
+        device       int32_t * dst,
+        constant   ggml_metal_kargs_argsort & args,
+        threadgroup int32_t  * shared_values [[threadgroup(0)]],
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]]) {
+    // bitonic sort
+    int col = tpitg[0];
+    int row = tgpig[1];
+
+    if (col >= args.ncols_pad) return;
+
+    device const float   * x_row   = x + row * args.ncols;
+    threadgroup int32_t  * dst_row = shared_values;
+
+    // initialize indices
+    dst_row[col] = col;
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    for (int k = 2; k <= args.ncols_pad; k *= 2) {
+        for (int j = k / 2; j > 0; j /= 2) {
+            int ixj = col ^ j;
+            if (ixj > col) {
+                if ((col & k) == 0) {
+                    if (dst_row[col] >= args.ncols ||
+                        (dst_row[ixj] < args.ncols && (order == GGML_SORT_ORDER_ASC ?
+                            x_row[dst_row[col]] > x_row[dst_row[ixj]] :
+                            x_row[dst_row[col]] < x_row[dst_row[ixj]]))
+                    ) {
+                        SWAP(dst_row[col], dst_row[ixj]);
+                    }
+                } else {
+                    if (dst_row[ixj] >= args.ncols ||
+                        (dst_row[col] < args.ncols && (order == GGML_SORT_ORDER_ASC ?
+                            x_row[dst_row[col]] < x_row[dst_row[ixj]] :
+                            x_row[dst_row[col]] > x_row[dst_row[ixj]]))
+                    ) {
+                        SWAP(dst_row[col], dst_row[ixj]);
+                    }
+                }
+            }
+            threadgroup_barrier(mem_flags::mem_threadgroup);
+        }
+    }
+
+    // copy the result to dst without the padding
+    if (col < args.ncols) {
+        dst[row * args.ncols + col] = dst_row[col];
+    }
+}
+
+template [[host_name("kernel_argsort_f32_i32_asc")]]  kernel argsort_t kernel_argsort_f32_i32<GGML_SORT_ORDER_ASC>;
+template [[host_name("kernel_argsort_f32_i32_desc")]] kernel argsort_t kernel_argsort_f32_i32<GGML_SORT_ORDER_DESC>;
+
+kernel void kernel_leaky_relu_f32(
+        device const float * src0,
+        device       float * dst,
+        constant     ggml_metal_kargs_leaky_relu & args,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] > 0.0f ? src0[tpig] : src0[tpig] * args.slope;
+}
+
+// ref: https://arxiv.org/pdf/2307.08691.pdf
+template<
+    typename q_t,     // query types in shared memory
+    typename q4_t,
+    typename q8x8_t,
+    typename k_t,     // key types in shared memory
+    typename k4x4_t,
+    typename k8x8_t,
+    typename v_t,     // value types in shared memory
+    typename v4x4_t,
+    typename v8x8_t,
+    typename qk_t,    // Q*K types
+    typename qk8x8_t,
+    typename s_t,     // soft-max types
+    typename s8x8_t,
+    typename o_t,     // attention accumulation types
+    typename o4_t,
+    typename o8x8_t,
+    typename kd4x4_t, // key type in device memory
+    short nl_k,
+    void (*deq_k)(device const kd4x4_t *, short, thread k4x4_t &),
+    typename vd4x4_t, // key type in device memory
+    short nl_v,
+    void (*deq_v)(device const vd4x4_t *, short, thread v4x4_t &),
+    short DK,        // K head size
+    short DV,        // V head size
+    short Q  = 8,    // queries per threadgroup
+    short KV = 8,    // key/value processed per each simdgroup
+    short C  = 32>   // cache items per threadgroup
+kernel void kernel_flash_attn_ext(
+        constant ggml_metal_kargs_flash_attn_ext & args,
+        device const char * q,
+        device const char * k,
+        device const char * v,
+        device const char * mask,
+        device       char * dst,
+        threadgroup  half * shmem_f16 [[threadgroup(0)]],
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3   ntg[[threads_per_threadgroup]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    const short nsg = ntg.y; // number of simdgroups
+
+    const int iq3 = tgpig[2];
+    const int iq2 = tgpig[1];
+    const int iq1 = tgpig[0]*Q;
+
+    constexpr short DK4  = DK/4;
+    constexpr short DK8  = DK/8;
+    constexpr short DK16 = DK/16;
+    constexpr short DV4  = DV/4;
+    constexpr short DV8  = DV/8;
+    constexpr short DV16 = DV/16;
+
+    constexpr short NW  = N_SIMDWIDTH;
+    constexpr short SH  = (2*C + Q); // shared memory per simdgroup (s_t == float)
+
+    const short TS = nsg*SH;   // shared memory size per query in (s_t == float)
+    const short T  = DK + 2*TS; // shared memory size per query in (half)
+
+    threadgroup q_t  * sq  = (threadgroup q_t  *) (shmem_f16 +              0*DK); // holds the query data
+    threadgroup q4_t * sq4 = (threadgroup q4_t *) (shmem_f16 +              0*DK); // same as above but in q4_t
+    threadgroup o_t  * so  = (threadgroup o_t  *) (shmem_f16 +              0*DK); // reuse query data for accumulation
+    threadgroup o4_t * so4 = (threadgroup o4_t *) (shmem_f16 +              0*DK); // same as above but in o4_t
+    threadgroup s_t  * ss  = (threadgroup s_t  *) (shmem_f16 + 2*sgitg*SH + Q*DK); // scratch buffer for attention, mask and diagonal matrix
+
+    threadgroup k_t    * sk    = (threadgroup k_t    *) (shmem_f16 + sgitg*(4*16*KV) + Q*T); // scratch buffer to load K in shared memory
+    threadgroup k4x4_t * sk4x4 = (threadgroup k4x4_t *) (shmem_f16 + sgitg*(4*16*KV) + Q*T); // same as above but in k4x4_t
+
+    threadgroup v_t    * sv    = (threadgroup v_t    *) (shmem_f16 + sgitg*(4*16*KV) + Q*T); // scratch buffer to load V in shared memory
+    threadgroup v4x4_t * sv4x4 = (threadgroup v4x4_t *) (shmem_f16 + sgitg*(4*16*KV) + Q*T); // same as above but in v4x4_t
+
+    // store the result for all queries in local memory in 8x8 matrices (the O matrix from the paper)
+    o8x8_t lo[DV8];
+
+    // load heads from Q to shared memory
+    for (short j = sgitg; j < Q; j += nsg) {
+        device const float4 * q4 = (device const float4 *) ((device const char *) q + ((iq1 + j)*args.nb01 + iq2*args.nb02 + iq3*args.nb03));
+
+        for (short i = tiisg; i < DK4; i += NW) {
+            if (iq1 + j < args.ne01) {
+                sq4[j*DK4 + i] = (q4_t) q4[i];
+            } else {
+                sq4[j*DK4 + i] = (q4_t) 0.0f;
+            }
+        }
+    }
+
+    // zero out lo
+    for (short i = 0; i < DV8; ++i) {
+        lo[i] = make_filled_simdgroup_matrix<o_t, 8>((o_t) 0.0f);
+    }
+
+    // zero out shared memory SH
+    for (short j = 0; j < Q; ++j) {
+        for (short i = tiisg; i < SH; i += NW) {
+            ss[j*TS + i] = 0.0f;
+        }
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    {
+        float S[Q] = { [0 ... Q-1] = 0.0f };
+        float M[Q] = { [0 ... Q-1] = -__FLT_MAX__/2 };
+
+        // thread indices inside the simdgroup
+        // TODO: see if we can utilize quad-group functions for better performance
+        //       https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf (6.9.3)
+        const short tx = tiisg%4;
+        const short ty = tiisg/4;
+
+        // broadcast kv
+        //const short rk2 = args.ne02/args.ne12;
+        //const short rk3 = args.ne03/args.ne13;
+
+        const short ikv2 = iq2/(args.ne02/args.ne_12_2);
+        const short ikv3 = iq3/(args.ne03/args.ne_12_3);
+
+        const bool has_mask = mask != q;
+
+        float slope = 1.0f;
+
+        // ALiBi
+        if (args.max_bias > 0.0f) {
+            const short h = iq2;
+
+            const float base = h < args.n_head_log2 ? args.m0 : args.m1;
+            const short exph = h < args.n_head_log2 ? h + 1 : 2*(h - args.n_head_log2) + 1;
+
+            slope = pow(base, exph);
+        }
+
+        // loop over the KV cache
+        // each simdgroup handles blocks of Q rows and C columns
+        for (int ic0 = 0; ic0 < args.ne11; ic0 += C*nsg) {
+            const int ic = ic0 + C*sgitg;
+            if (ic >= args.ne11) {
+                break;
+            }
+
+            if (has_mask) {
+                // used to detect blocks full of -INF
+                float smax = -INFINITY;
+
+                // load the mask in shared memory
+                #pragma unroll(Q)
+                for (short j = 0; j < Q; ++j) {
+                    device const half * pm = (device const half *) ((device const char *) mask + (iq1 + j)*args.nb31);
+
+                    const float m = pm[ic + tiisg];
+
+                    ss[j*TS + C + tiisg] = m;
+                    smax = max(smax, m);
+                }
+
+                smax = simd_max(smax);
+
+                if (smax == -INFINITY) {
+                    continue;
+                }
+            }
+
+            // Q*K^T
+            {
+                for (short cc = 0; cc < C/8; ++cc) {
+                    qk8x8_t mqk = make_filled_simdgroup_matrix<qk_t, 8>((qk_t) 0.0f);
+
+                    // this is compile-time check, so it does not have runtime overhead
+                    if (is_same<kd4x4_t, k4x4_t>::value) {
+                        // we can read directly from global memory
+                        device const k_t * pk = (device const k_t *) ((device const char *) k + ((ic + 8*cc)*args.nb11 + ikv2*args.nb12 + ikv3*args.nb13));
+
+                        #pragma unroll(DK8)
+                        for (short i = 0; i < DK8; ++i) {
+                            k8x8_t mk;
+                            simdgroup_load(mk, pk + i*8, args.nb11/sizeof(k_t), 0, true); // transpose // TODO: use ne10
+
+                            q8x8_t mq;
+                            simdgroup_load(mq, sq + i*8, DK);
+                            simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+                        }
+                    } else {
+                        for (short ii = 0; ii < DK16; ii += 4) {
+                            device const kd4x4_t * pk4x4 = (device const kd4x4_t *) ((device const char *) k + ((ic + 8*cc + ty)*args.nb11 + ikv2*args.nb12 + ikv3*args.nb13));
+
+                            if (DK16%4 == 0) {
+                                // the head is evenly divisible by 4*16 = 64, so no need for bound checks
+                                {
+                                    k4x4_t tmp;
+                                    deq_k(pk4x4 + (ii + tx)/nl_k, (ii + tx)%nl_k, tmp);
+                                    sk4x4[4*ty + tx] = tmp;
+                                }
+
+                                simdgroup_barrier(mem_flags::mem_threadgroup);
+
+                                #pragma unroll(4)
+                                for (short k = 0; k < 4; ++k) {
+                                    k8x8_t mk;
+                                    q8x8_t mq;
+
+                                    simdgroup_load(mk, sk + 16*k + 0*8, 4*16, 0, true); // transpose
+                                    simdgroup_load(mq, sq + (2*(ii + k) + 0)*8, DK);
+                                    simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+
+                                    simdgroup_load(mk, sk + 16*k + 1*8, 4*16, 0, true); // transpose
+                                    simdgroup_load(mq, sq + (2*(ii + k) + 1)*8, DK);
+                                    simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+                                }
+                            } else {
+                                if (ii + tx < DK16) {
+                                    k4x4_t tmp;
+                                    deq_k(pk4x4 + (ii + tx)/nl_k, (ii + tx)%nl_k, tmp);
+                                    sk4x4[4*ty + tx] = tmp;
+                                }
+
+                                simdgroup_barrier(mem_flags::mem_threadgroup);
+
+                                for (short k = 0; k < 4 && ii + k < DK16; ++k) {
+                                    k8x8_t mk;
+                                    q8x8_t mq;
+
+                                    simdgroup_load(mk, sk + 16*k + 0*8, 4*16, 0, true); // transpose
+                                    simdgroup_load(mq, sq + (2*(ii + k) + 0)*8, DK);
+                                    simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+
+                                    simdgroup_load(mk, sk + 16*k + 1*8, 4*16, 0, true); // transpose
+                                    simdgroup_load(mq, sq + (2*(ii + k) + 1)*8, DK);
+                                    simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+                                }
+                            }
+                        }
+                    }
+
+                    // cast qk_t -> s_t
+                    //s8x8_t mqks(1.0f);
+                    //simdgroup_multiply(mqks, mqk, mqks);
+                    //simdgroup_store(mqks, ss + 8*cc, TS, 0, false);
+
+                    simdgroup_store(mqk, ss + 8*cc, TS, 0, false);
+                }
+            }
+
+            // online softmax
+            {
+                for (ushort j = 0; j < Q; ++j) {
+                    const float m = M[j];
+
+                    // scale and apply the logitcap / mask
+                    float s = ss[j*TS + tiisg]*args.scale;
+
+                    if (args.logit_softcap != 0.0f) {
+                        s = args.logit_softcap*precise::tanh(s);
+                    }
+
+                    // mqk = mqk + mask*slope
+                    s += slope*ss[j*TS + C + tiisg];
+
+                    M[j] = simd_max(max(M[j], s));
+
+                    const float ms = exp(m - M[j]);
+                    const float vs = exp(s - M[j]);
+
+                    S[j] = S[j]*ms + simd_sum(vs);
+
+                    // the P matrix from the paper (Q rows, C columns)
+                    ss[j*TS + tiisg] = vs;
+
+                    // create a QxQ diagonal matrix for rescaling the output
+                    if (tiisg == j) {
+                        ss[j*TS + 2*C + j] = ms;
+                    }
+                }
+            }
+
+            // O = diag(ms)*O
+            {
+                s8x8_t mm;
+                simdgroup_load(mm, ss + 2*C, TS, 0, false);
+
+                #pragma unroll(DV8)
+                for (short i = 0; i < DV8; ++i) {
+                    simdgroup_multiply(lo[i], mm, lo[i]);
+                }
+            }
+
+            // O = O + (Q*K^T)*V
+            {
+                for (short cc = 0; cc < C/8; ++cc) {
+                    s8x8_t ms;
+                    simdgroup_load(ms, ss + 8*cc, TS, 0, false);
+
+                    if (is_same<vd4x4_t, v4x4_t>::value) {
+                        // we can read directly from global memory
+                        device const v_t * pv = (device const v_t *) ((device const char *) v + ((ic + 8*cc)*args.nb21 + ikv2*args.nb22 + ikv3*args.nb23));
+
+                        #pragma unroll(DV8)
+                        for (short i = 0; i < DV8; ++i) {
+                            v8x8_t mv;
+                            simdgroup_load(mv, pv + i*8, args.nb21/sizeof(v_t), 0, false); // TODO: use ne20
+
+                            simdgroup_multiply_accumulate(lo[i], ms, mv, lo[i]);
+                        }
+                    } else {
+                        for (short ii = 0; ii < DV16; ii += 4) {
+                            device const vd4x4_t * pv4x4 = (device const vd4x4_t *) ((device const char *) v + ((ic + 8*cc + ty)*args.nb21 + ikv2*args.nb22 + ikv3*args.nb23));
+
+                            if (DV16%4 == 0) {
+                                // no need for bound checks
+                                {
+                                    v4x4_t tmp;
+                                    deq_v(pv4x4 + (ii + tx)/nl_v, (ii + tx)%nl_v, tmp);
+                                    sv4x4[4*ty + tx] = tmp;
+                                }
+
+                                simdgroup_barrier(mem_flags::mem_threadgroup);
+
+                                #pragma unroll(4)
+                                for (short k = 0; k < 4; ++k) {
+                                    v8x8_t mv;
+
+                                    simdgroup_load(mv, sv + 16*k + 0*8, 4*16, 0, false);
+                                    simdgroup_multiply_accumulate(lo[2*(ii + k) + 0], ms, mv, lo[2*(ii + k) + 0]);
+
+                                    simdgroup_load(mv, sv + 16*k + 1*8, 4*16, 0, false);
+                                    simdgroup_multiply_accumulate(lo[2*(ii + k) + 1], ms, mv, lo[2*(ii + k) + 1]);
+                                }
+                            } else {
+                                if (ii + tx < DV16) {
+                                    v4x4_t tmp;
+                                    deq_v(pv4x4 + (ii + tx)/nl_v, (ii + tx)%nl_v, tmp);
+                                    sv4x4[4*ty + tx] = tmp;
+                                }
+
+                                simdgroup_barrier(mem_flags::mem_threadgroup);
+
+                                for (short k = 0; k < 4 && ii + k < DV16; ++k) {
+                                    v8x8_t mv;
+
+                                    simdgroup_load(mv, sv + 16*k + 0*8, 4*16, 0, false);
+                                    simdgroup_multiply_accumulate(lo[2*(ii + k) + 0], ms, mv, lo[2*(ii + k) + 0]);
+
+                                    simdgroup_load(mv, sv + 16*k + 1*8, 4*16, 0, false);
+                                    simdgroup_multiply_accumulate(lo[2*(ii + k) + 1], ms, mv, lo[2*(ii + k) + 1]);
+                                }
+                            }
+                        }
+                    }
+                }
+            }
+        }
+
+        // these are needed for reducing the results from the simdgroups (reuse the ss buffer)
+        for (short j = 0; j < Q; ++j) {
+            if (tiisg == 0) {
+                ss[j*TS + 0] = S[j];
+                ss[j*TS + 1] = M[j];
+            }
+        }
+    }
+
+    // reduce the warps sequentially
+    for (ushort sg = 1; sg < nsg; ++sg) {
+        float S = { 0.0f };
+        float M = { -__FLT_MAX__/2 };
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        // each simdgroup stores its output to shared memory, reusing sq
+        if (sgitg == sg) {
+            for (short i = 0; i < DV8; ++i) {
+                simdgroup_store(lo[i], so + i*8, DV, 0, false);
+            }
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        // the first simdgroup accumulates the results from the other simdgroups
+        if (sgitg == 0) {
+            for (short j = 0; j < Q; ++j) {
+                const float S0 = ss[j*TS +         0];
+                const float S1 = ss[j*TS + sg*SH + 0];
+
+                const float M0 = ss[j*TS +         1];
+                const float M1 = ss[j*TS + sg*SH + 1];
+
+                M = max(M0, M1);
+
+                const float ms0 = exp(M0 - M);
+                const float ms1 = exp(M1 - M);
+
+                S = S0*ms0 + S1*ms1;
+
+                if (tiisg == 0) {
+                    ss[j*TS + 0] = S;
+                    ss[j*TS + 1] = M;
+
+                    ss[j*TS + 2*C + j        ] = ms0;
+                    ss[j*TS + 2*C + j + sg*SH] = ms1;
+                }
+            }
+
+            // O_0 = diag(ms0)*O_0 + diag(ms1)*O_1
+            {
+                s8x8_t ms0;
+                s8x8_t ms1;
+
+                simdgroup_load(ms0, ss + 2*C,         TS, 0, false);
+                simdgroup_load(ms1, ss + 2*C + sg*SH, TS, 0, false);
+
+                #pragma unroll(DV8)
+                for (short i = 0; i < DV8; ++i) {
+                    o8x8_t t;
+
+                    simdgroup_load    (t, so + i*8, DV, 0, false);
+                    simdgroup_multiply(t, ms1, t);
+
+                    simdgroup_multiply_accumulate(lo[i], ms0, lo[i], t);
+                }
+            }
+        }
+    }
+
+    // store result to shared memory (reuse sq)
+    if (sgitg == 0) {
+        for (short i = 0; i < DV8; ++i) {
+            simdgroup_store(lo[i], so + i*8, DV, 0, false);
+        }
+    }
+
+    device float4 * dst4 = (device float4 *) dst;
+
+    // final rescale with 1/S and store to global memory
+    if (sgitg == 0) {
+        for (short j = 0; j < Q && iq1 + j < args.ne01; ++j) {
+            const float S = ss[j*TS + 0];
+
+            for (short i = tiisg; i < DV4; i += NW) {
+                dst4[((uint64_t)iq3*args.ne2*args.ne1 + iq2 + (uint64_t)(iq1 + j)*args.ne1)*DV4 + i] = (float4) so4[j*DV4 + i]/S;
+            }
+        }
+    }
+}
+
+// TODO: this is quite ugly. in the future these types will be hardcoded in the kernel, but for now keep them as
+//       template to be able to explore different combinations
+//
+#define FA_TYPES \
+    half,  half4,   simdgroup_half8x8,  \
+    half,  half4x4, simdgroup_half8x8,  \
+    half,  half4x4, simdgroup_half8x8,  \
+    float,          simdgroup_float8x8, \
+    float,          simdgroup_float8x8, \
+    half,  half4,   simdgroup_half8x8
+
+typedef decltype(kernel_flash_attn_ext<FA_TYPES, half4x4, 1, dequantize_f16, half4x4, 1, dequantize_f16, 64, 64>) flash_attn_ext_t;
+
+template [[host_name("kernel_flash_attn_ext_f16_h64" )]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  64,  64>;
+template [[host_name("kernel_flash_attn_ext_f16_h80" )]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  80,  80>;
+template [[host_name("kernel_flash_attn_ext_f16_h96" )]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  96,  96>;
+template [[host_name("kernel_flash_attn_ext_f16_h112")]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  112, 112>;
+template [[host_name("kernel_flash_attn_ext_f16_h128")]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  128, 128>;
+template [[host_name("kernel_flash_attn_ext_f16_h192")]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  192, 192>;
+template [[host_name("kernel_flash_attn_ext_f16_hk192_hv128")]]  kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  192, 128>;
+template [[host_name("kernel_flash_attn_ext_f16_h256")]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  256, 256>;
+template [[host_name("kernel_flash_attn_ext_f16_hk576_hv512")]]  kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  576, 512>;
+
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_bf16_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_bf16_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_bf16_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_bf16_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_bf16_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_bf16_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_bf16_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_bf16_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_bf16_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 576, 512>;
+#endif
+
+template [[host_name("kernel_flash_attn_ext_q4_0_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q4_0_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q4_0_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 576, 512>;
+
+template [[host_name("kernel_flash_attn_ext_q4_1_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q4_1_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q4_1_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 576, 512>;
+
+template [[host_name("kernel_flash_attn_ext_q5_0_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q5_0_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q5_0_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 576, 512>;
+
+template [[host_name("kernel_flash_attn_ext_q5_1_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q5_1_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q5_1_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 576, 512>;
+
+template [[host_name("kernel_flash_attn_ext_q8_0_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q8_0_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q8_0_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 576, 512>;
+
+#undef FA_TYPES
+
+template<
+    typename q4_t,  // query types in shared memory
+    typename k4_t,  // key types in shared memory
+    typename v4_t,  // value types in shared memory
+    typename qk_t,  // Q*K types
+    typename s_t,   // soft-max types
+    typename s4_t,
+    typename o4_t,  // attention accumulation types
+    typename kd4_t, // key type in device memory
+    short nl_k,
+    void (*deq_k_t4)(device const kd4_t *, short, thread k4_t &),
+    typename vd4_t, // key type in device memory
+    short nl_v,
+    void (*deq_v_t4)(device const vd4_t *, short, thread v4_t &),
+    short DK,       // K head size
+    short DV,       // V head size
+    short NE = 4,   // head elements per thread
+    short Q  = 1,   // queries per threadgroup
+    short C  = 32>  // cache items per threadgroup
+kernel void kernel_flash_attn_ext_vec(
+        constant ggml_metal_kargs_flash_attn_ext & args,
+        device const char * q,
+        device const char * k,
+        device const char * v,
+        device const char * mask,
+        device       char * dst,
+        threadgroup  half * shmem_f16 [[threadgroup(0)]],
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3   ntg[[threads_per_threadgroup]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    const short nsg = ntg.y; // number of simdgroups
+
+    const int iq3 = tgpig[2];
+    const int iq2 = tgpig[1];
+    const int iq1 = tgpig[0];
+
+    constexpr short DK4 = DK/4;
+    constexpr short DV4 = DV/4;
+    constexpr short NW  = N_SIMDWIDTH;
+    constexpr short NL  = NW/NE; // note: this can be adjusted to support different head sizes and simdgroup work loads
+    constexpr short SH  = 4*C;   // shared memory per simdgroup
+
+    const short T = DK + nsg*SH; // shared memory size per query in (half)
+
+  //threadgroup q_t   * sq  = (threadgroup q_t   *) (shmem_f16 +                  0*DK); // holds the query data
+    threadgroup q4_t  * sq4 = (threadgroup q4_t  *) (shmem_f16 +                  0*DK); // same as above but in q4_t
+    threadgroup s_t   * ss  = (threadgroup s_t   *) (shmem_f16 + sgitg*SH       + Q*DK); // scratch buffer for attention
+    threadgroup s4_t  * ss4 = (threadgroup s4_t  *) (shmem_f16 + sgitg*SH       + Q*DK); // same as above but in s4_t
+    threadgroup float * sm  = (threadgroup float *) (shmem_f16 + sgitg*SH + 2*C + Q*DK); // scratch buffer for mask
+    threadgroup o4_t  * sr4 = (threadgroup o4_t  *) (shmem_f16 + sgitg*DV       + Q*T);  // scratch buffer for the results
+
+    // store the result for all queries in local memory (the O matrix from the paper)
+    o4_t lo[DV4/NL];
+
+    // load heads from Q to shared memory
+    device const float4 * q4 = (device const float4 *) ((device const char *) q + (iq1*args.nb01 + iq2*args.nb02 + iq3*args.nb03));
+
+    for (short i = tiisg; i < DK4; i += NW) {
+        if (iq1 < args.ne01) {
+            sq4[i] = (q4_t) q4[i];
+        } else {
+            sq4[i] = (q4_t) 0.0f;
+        }
+    }
+
+    // zero out lo
+    for (short i = 0; i < DV4/NL; ++i) {
+        lo[i] = (o4_t) 0.0f;
+    }
+
+    // zero out shared memory SH
+    for (short i = tiisg; i < SH/4; i += NW) {
+        ss4[i] = (s4_t) 0.0f;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    {
+        float S = 0.0f;
+        float M = -__FLT_MAX__/2;
+
+        // thread indices inside the simdgroup
+        const short tx = tiisg%NL;
+        const short ty = tiisg/NL;
+
+        // broadcast kv
+        //const short rk2 = args.ne02/args.ne12;
+        //const short rk3 = args.ne03/args.ne13;
+
+        const short ikv2 = iq2/(args.ne02/args.ne_12_2);
+        const short ikv3 = iq3/(args.ne03/args.ne_12_3);
+
+        const bool has_mask = mask != q;
+
+        // pointer to the mask
+        device const half * pm = (device const half *) (mask + iq1*args.nb31);
+
+        float slope = 1.0f;
+
+        // ALiBi
+        if (args.max_bias > 0.0f) {
+            const short h = iq2;
+
+            const float base = h < args.n_head_log2 ? args.m0 : args.m1;
+            const short exph = h < args.n_head_log2 ? h + 1 : 2*(h - args.n_head_log2) + 1;
+
+            slope = pow(base, exph);
+        }
+
+        // loop over the KV cache
+        // each simdgroup handles blocks of Q rows and C columns
+        for (int ic0 = 0; ic0 < args.ne11; ic0 += C*nsg) {
+            const int ic = ic0 + C*sgitg;
+            if (ic >= args.ne11) {
+                break;
+            }
+
+            if (has_mask) {
+                sm[tiisg] = pm[ic + tiisg];
+            }
+
+            // Q*K^T
+            {
+                // each simdgroup processes 1 query and NE (NW/NL) head elements
+                for (short cc = 0; cc < C/NE; ++cc) {
+                    qk_t mqk = 0.0f;
+
+                    device const kd4_t * pk = (device const kd4_t *) ((device const char *) k + ((ic + NE*cc + ty)*args.nb11 + ikv2*args.nb12 + ikv3*args.nb13));
+
+                    #pragma unroll(DK4/NL)
+                    for (short ii = 0; ii < DK4; ii += NL) {
+                        const short i = ii + tx;
+
+                        k4_t mk;
+                        deq_k_t4(pk + i/nl_k, i%nl_k, mk);
+
+                        // note: this is less precise than the version below
+                        //mqka[0] += dot(mq[0], mk[0]);
+                        //mqka[1] += dot(mq[1], mk[1]);
+                        //mqka[2] += dot(mq[2], mk[2]);
+                        //mqka[3] += dot(mq[3], mk[3]);
+
+                        //q4x4_t mq = sq4x4[i];
+                        //mqka[0] += dot((float4) mq[0], (float4) mk[0]);
+                        //mqka[1] += dot((float4) mq[1], (float4) mk[1]);
+                        //mqka[2] += dot((float4) mq[2], (float4) mk[2]);
+                        //mqka[3] += dot((float4) mq[3], (float4) mk[3]);
+
+                        mqk += dot((float4) mk, (float4) sq4[i]);
+                    }
+
+                    static_assert(NE > 1, "NE must be > 1"); // note: not sure why NE == 1 fails
+
+                    // simdgroup reduce (NE = 4)
+                    // [ 0 ..  7] -> [ 0]
+                    // [ 8 .. 15] -> [ 8]
+                    // [16 .. 23] -> [16]
+                    // [24 .. 31] -> [24]
+                    if (NE <= 1) {
+                        mqk += simd_shuffle_down(mqk, 16);
+                    }
+                    if (NE <= 2) {
+                        mqk += simd_shuffle_down(mqk,  8);
+                    }
+                    if (NE <= 4) {
+                        mqk += simd_shuffle_down(mqk,  4);
+                    }
+                    if (NE <= 8) {
+                        mqk += simd_shuffle_down(mqk,  2);
+                    }
+                    if (NE <= 16) {
+                        mqk += simd_shuffle_down(mqk,  1);
+                    }
+
+                    // mqk = mqk*scale + mask*slope
+                    if (tx == 0) {
+                        mqk *= args.scale;
+
+                        if (args.logit_softcap != 0.0f) {
+                            mqk = args.logit_softcap*precise::tanh(mqk);
+                        }
+
+                        mqk += sm[NE*cc + ty]*slope;
+
+                        ss[NE*cc + ty] = mqk;
+                    }
+                }
+            }
+
+            simdgroup_barrier(mem_flags::mem_threadgroup);
+
+            // online softmax
+            {
+                const float m = M;
+                const float s = ss[tiisg];
+
+                M = simd_max(max(M, s));
+
+                const float ms = exp(m - M);
+                const float vs = exp(s - M);
+
+                S = S*ms + simd_sum(vs);
+
+                // the P matrix from the paper (Q rows, C columns)
+                ss[tiisg] = vs;
+
+                // O = diag(ms)*O
+                #pragma unroll(DV4/NL)
+                for (short ii = 0; ii < DV4; ii += NL) {
+                    lo[ii/NL] *= ms;
+                }
+            }
+
+            simdgroup_barrier(mem_flags::mem_threadgroup);
+
+            // O = O + (Q*K^T)*V
+            {
+                //#pragma unroll(C/NE)
+                for (short cc = 0; cc < C/NE; ++cc) {
+                    device const vd4_t * pv4 = (device const vd4_t *) ((device const char *) v + ((ic + NE*cc + ty)*args.nb21 + ikv2*args.nb22 + ikv3*args.nb23));
+
+                    const s4_t ms(ss[NE*cc + ty]);
+
+                    #pragma unroll(DV4/NL)
+                    for (short ii = 0; ii < DV4; ii += NL) {
+                        const short i = ii + tx;
+
+                        v4_t mv;
+                        deq_v_t4(pv4 + i/nl_v, i%nl_v, mv);
+
+                        lo[ii/NL] += o4_t(float4(mv)*float4(ms));
+                    }
+                }
+            }
+        }
+
+        // these are needed for reducing the results from the simdgroups (reuse the ss buffer)
+        if (tiisg == 0) {
+            ss[0] = (s_t) S;
+            ss[1] = (s_t) M;
+        }
+    }
+
+    // simdgroup reduce (NE = 4)
+    // [ 0,  8, 16, 24] -> [ 0]
+    // [ 1,  9, 17, 25] -> [ 1]
+    // [ 2, 10, 18, 26] -> [ 2]
+    // [ 3, 11, 19, 27] -> [ 3]
+    // [ 4, 12, 20, 28] -> [ 4]
+    // [ 5, 13, 21, 29] -> [ 5]
+    // [ 6, 14, 22, 30] -> [ 6]
+    // [ 7, 15, 23, 31] -> [ 7]
+    for (short ii = 0; ii < DV4; ii += NL) {
+        if (NE > 1) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0], 16);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1], 16);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2], 16);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3], 16);
+        }
+
+        if (NE > 2) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0],  8);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1],  8);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2],  8);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3],  8);
+        }
+
+        if (NE > 4) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0],  4);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1],  4);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2],  4);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3],  4);
+        }
+
+        if (NE > 8) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0],  2);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1],  2);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2],  2);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3],  2);
+        }
+
+        if (NE > 16) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0],  1);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1],  1);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2],  1);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3],  1);
+        }
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    // store results to shared memory
+    for (short i = tiisg; i < DV4; i += NL) {
+        sr4[i] = lo[i/NL];
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    // parallel reduce
+    for (short r = nsg/2; r > 0; r >>= 1) {
+        if (sgitg < r) {
+            const float S0 = ss[           0];
+            const float S1 = ss[r*(SH/2) + 0];
+
+            const float M0 = ss[           1];
+            const float M1 = ss[r*(SH/2) + 1];
+
+            const float M = max(M0, M1);
+
+            const float ms0 = exp(M0 - M);
+            const float ms1 = exp(M1 - M);
+
+            const float S = S0*ms0 + S1*ms1;
+
+            if (tiisg == 0) {
+                ss[0] = S;
+                ss[1] = M;
+            }
+
+            // O_0 = diag(ms0)*O_0 + diag(ms1)*O_1
+            for (short i = tiisg; i < DV4; i += NW) {
+                sr4[i] = sr4[i]*ms0 + sr4[i + r*DV4]*ms1;
+            }
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    device float4 * dst4 = (device float4 *) dst;
+
+    // final rescale with 1/S and store to global memory
+    if (sgitg == 0) {
+        const float S = ss[0];
+
+        for (short i = tiisg; i < DV4; i += NW) {
+            dst4[((uint64_t)iq3*args.ne2*args.ne1 + iq2 + (uint64_t)iq1*args.ne1)*DV4 + i] = (float4) sr4[i]/S;
+        }
+    }
+}
+
+// note: I think the s_t can be half instead of float, because the Q*K scaling is done before storing to shared mem
+//       in the other (non-vec) kernel, we need s_t to also be float because we scale during the soft_max
+//
+#define FA_TYPES \
+           half4,  \
+           half4,  \
+           half4,  \
+    float,         \
+    float, float4, \
+           half4
+
+typedef decltype(kernel_flash_attn_ext_vec<FA_TYPES, half4, 1, dequantize_f16_t4, half4, 1, dequantize_f16_t4, 128, 128, 4>) flash_attn_ext_vec_t;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_h96")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,             1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  96, 96, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,           1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 96, 96, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0,        8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 96, 96, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1,        8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 96, 96, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0,        8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 96, 96, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1,        8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 96, 96, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0,        8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 96, 96, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_h128")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,             1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  128, 128, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,           1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 128, 128, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0,        8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 128, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1,        8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 128, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0,        8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 128, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1,        8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 128, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0,        8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 128, 128, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_h192")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,             1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  192, 192, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,           1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 192, 192, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0,        8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 192, 192, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1,        8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 192, 192, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0,        8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 192, 192, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1,        8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 192, 192, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0,        8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 192, 192, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_hk192_hv128")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,      1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  192, 128, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,    1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 192, 128, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0, 8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 192, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1, 8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 192, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0, 8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 192, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1, 8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 192, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0, 8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 192, 128, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_h256")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,             1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  256, 256, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,           1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 256, 256, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0,        8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 256, 256, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1,        8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 256, 256, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0,        8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 256, 256, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1,        8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 256, 256, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0,        8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 256, 256, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_hk576_hv512")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,      1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  576, 512, 2>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,    1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 576, 512, 2>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0, 8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 576, 512, 2>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1, 8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 576, 512, 2>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0, 8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 576, 512, 2>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1, 8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 576, 512, 2>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0, 8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 576, 512, 2>;
+
+#undef FA_TYPES
+
+template<typename T>
+kernel void kernel_set(
+    constant ggml_metal_kargs_set & args,
+    device  const char * src0,
+    device  const char * src1,
+    device        char * dst,
+    uint3   tgpig[[threadgroup_position_in_grid]],
+    ushort3 tpitg[[thread_position_in_threadgroup]],
+    ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i13 = tgpig[2];
+    const int i12 = tgpig[1];
+    const int i11 = tgpig[0];
+
+    const int64_t n = i13*args.ne12*args.ne11*args.ne10 + i12*args.ne11*args.ne10 + i11*args.ne10;
+
+    const int64_t i3 = n / (args.ne12*args.ne11*args.ne10);
+    const int64_t i2 = (n - i3*args.ne12*args.ne11*args.ne10) / (args.ne11*args.ne10);
+    const int64_t i1 = (n - i3*args.ne12*args.ne11*args.ne10 - i2*args.ne11*args.ne10) / args.ne10;
+
+    device T * dst_data = (device T *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + args.offs);
+
+    for (int64_t i10 = tpitg.x; i10 < args.ne10; i10 += ntg.x) {
+        device const T * src = (device T *) (src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11 + i10*args.nb10);
+        dst_data[i10] = (T) src[0];
+    }
+}
+
+typedef decltype(kernel_set<float>) kernel_set_t;
+
+template [[host_name("kernel_set_f32")]] kernel kernel_set_t kernel_set<float>;
+template [[host_name("kernel_set_i32")]] kernel kernel_set_t kernel_set<int32_t>;
+
+template<typename T0, typename T1>
+kernel void kernel_cpy(
+        constant ggml_metal_kargs_cpy & args,
+        device  const char * src0,
+        device        char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n/(args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0)/(args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0)/args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0);
+
+    device T1 * dst_data = (device T1 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x; i00 < args.ne00; i00 += ntg.x) {
+        device const T0 * src = (device T0 *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+        dst_data[i00] = (T1) src[0];
+    }
+}
+
+typedef decltype(kernel_cpy<float, float>) kernel_cpy_t;
+
+template [[host_name("kernel_cpy_f32_f32")]]   kernel kernel_cpy_t kernel_cpy<float,  float>;
+template [[host_name("kernel_cpy_f32_f16")]]   kernel kernel_cpy_t kernel_cpy<float,  half>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_cpy_f32_bf16")]]  kernel kernel_cpy_t kernel_cpy<float,  bfloat>;
+#endif
+template [[host_name("kernel_cpy_f16_f32")]]   kernel kernel_cpy_t kernel_cpy<half,   float>;
+template [[host_name("kernel_cpy_f16_f16")]]   kernel kernel_cpy_t kernel_cpy<half,   half>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_cpy_bf16_f32")]]  kernel kernel_cpy_t kernel_cpy<bfloat, float>;
+template [[host_name("kernel_cpy_bf16_bf16")]] kernel kernel_cpy_t kernel_cpy<bfloat, bfloat>;
+#endif
+
+kernel void kernel_cpy_f32_q8_0(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK8_0;
+
+    device block_q8_0 * dst_data = (device block_q8_0 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK8_0; i00 < args.ne00; i00 += ntg.x*QK8_0) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float amax = 0.0f; // absolute max
+
+        for (int j = 0; j < QK8_0; j++) {
+            const float v = src[j];
+            amax = MAX(amax, fabs(v));
+        }
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK8_0].d = d;
+
+        for (int j = 0; j < QK8_0; ++j) {
+            const float x0 = src[j]*id;
+
+            dst_data[i00/QK8_0].qs[j] = round(x0);
+        }
+    }
+}
+
+kernel void kernel_cpy_f32_q4_0(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK4_0;
+
+    device block_q4_0 * dst_data = (device block_q4_0 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK4_0; i00 < args.ne00; i00 += ntg.x*QK4_0) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float amax = 0.0f; // absolute max
+        float max  = 0.0f;
+
+        for (int j = 0; j < QK4_0; j++) {
+            const float v = src[j];
+            if (amax < fabs(v)) {
+                amax = fabs(v);
+                max  = v;
+            }
+        }
+
+        const float d = max / -8;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK4_0].d = d;
+
+        for (int j = 0; j < QK4_0/2; ++j) {
+            const float x0 = src[0       + j]*id;
+            const float x1 = src[QK4_0/2 + j]*id;
+
+            const uint8_t xi0 = MIN(15, (int8_t)(x0 + 8.5f));
+            const uint8_t xi1 = MIN(15, (int8_t)(x1 + 8.5f));
+
+            dst_data[i00/QK4_0].qs[j]  = xi0;
+            dst_data[i00/QK4_0].qs[j] |= xi1 << 4;
+        }
+    }
+}
+
+kernel void kernel_cpy_f32_q4_1(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK4_1;
+
+    device block_q4_1 * dst_data = (device block_q4_1 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK4_1; i00 < args.ne00; i00 += ntg.x*QK4_1) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float min = FLT_MAX;
+        float max = -FLT_MAX;
+
+        for (int j = 0; j < QK4_1; j++) {
+            const float v = src[j];
+            if (min > v) min = v;
+            if (max < v) max = v;
+        }
+
+        const float d = (max - min) / ((1 << 4) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK4_1].d = d;
+        dst_data[i00/QK4_1].m = min;
+
+        for (int j = 0; j < QK4_1/2; ++j) {
+            const float x0 = (src[0       + j] - min)*id;
+            const float x1 = (src[QK4_1/2 + j] - min)*id;
+
+            const uint8_t xi0 = MIN(15, (int8_t)(x0 + 0.5f));
+            const uint8_t xi1 = MIN(15, (int8_t)(x1 + 0.5f));
+
+            dst_data[i00/QK4_1].qs[j]  = xi0;
+            dst_data[i00/QK4_1].qs[j] |= xi1 << 4;
+        }
+    }
+}
+
+kernel void kernel_cpy_f32_q5_0(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK5_0;
+
+    device block_q5_0 * dst_data = (device block_q5_0 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK5_0; i00 < args.ne00; i00 += ntg.x*QK5_0) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float amax = 0.0f; // absolute max
+        float max  = 0.0f;
+
+        for (int j = 0; j < QK5_0; j++) {
+            const float v = src[j];
+            if (amax < fabs(v)) {
+                amax = fabs(v);
+                max  = v;
+            }
+        }
+
+        const float d = max / -16;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK5_0].d = d;
+
+        uint32_t qh = 0;
+        for (int j = 0; j < QK5_0/2; ++j) {
+            const float x0 = src[0       + j]*id;
+            const float x1 = src[QK5_0/2 + j]*id;
+
+            const uint8_t xi0 = MIN(31, (int8_t)(x0 + 16.5f));
+            const uint8_t xi1 = MIN(31, (int8_t)(x1 + 16.5f));
+
+            dst_data[i00/QK5_0].qs[j] = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
+            qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+            qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_0/2);
+        }
+        thread const uint8_t * qh8 = (thread const uint8_t *)&qh;
+        for (int j = 0; j < 4; ++j) {
+            dst_data[i00/QK5_0].qh[j] = qh8[j];
+        }
+    }
+}
+
+kernel void kernel_cpy_f32_q5_1(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK5_1;
+
+    device block_q5_1 * dst_data = (device block_q5_1 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK5_1; i00 < args.ne00; i00 += ntg.x*QK5_1) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float max = src[0];
+        float min = src[0];
+
+        for (int j = 1; j < QK5_1; j++) {
+            const float v = src[j];
+            min = v < min ? v : min;
+            max = v > max ? v : max;
+        }
+
+        const float d = (max - min) / 31;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK5_1].d = d;
+        dst_data[i00/QK5_1].m = min;
+
+        uint32_t qh = 0;
+        for (int j = 0; j < QK5_1/2; ++j) {
+            const float x0 = (src[0       + j] - min)*id;
+            const float x1 = (src[QK5_1/2 + j] - min)*id;
+
+            const uint8_t xi0 = (uint8_t)(x0 + 0.5f);
+            const uint8_t xi1 = (uint8_t)(x1 + 0.5f);
+
+            dst_data[i00/QK5_1].qs[j] = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
+            qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+            qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_1/2);
+        }
+        thread const uint8_t * qh8 = (thread const uint8_t *)&qh;
+        for (int j = 0; j < 4; ++j) {
+            dst_data[i00/QK5_1].qh[j] = qh8[j];
+        }
+    }
+}
+
+static inline int best_index_int8(int n, constant float * val, float x) {
+    if (x <= val[0]) return 0;
+    if (x >= val[n-1]) return n-1;
+    int ml = 0, mu = n-1;
+    while (mu-ml > 1) {
+        int mav = (ml+mu)/2;
+        if (x < val[mav]) mu = mav; else ml = mav;
+    }
+    return x - val[mu-1] < val[mu] - x ? mu-1 : mu;
+}
+
+kernel void kernel_cpy_f32_iq4_nl(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK4_NL;
+
+    device block_iq4_nl * dst_data = (device block_iq4_nl *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK4_NL; i00 < args.ne00; i00 += ntg.x*QK4_NL) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float amax = 0.0f; // absolute max
+        float max  = 0.0f;
+
+        for (int j = 0; j < QK4_NL; j++) {
+            const float v = src[j];
+            if (amax < fabs(v)) {
+                amax = fabs(v);
+                max  = v;
+            }
+        }
+
+        const float d = max / kvalues_iq4nl_f[0];
+        const float id = d ? 1.0f/d : 0.0f;
+
+        float sumqx = 0, sumq2 = 0;
+        for (int j = 0; j < QK4_NL/2; ++j) {
+            const float x0 = src[0        + j]*id;
+            const float x1 = src[QK4_NL/2 + j]*id;
+
+            const uint8_t xi0 = best_index_int8(16, kvalues_iq4nl_f, x0);
+            const uint8_t xi1 = best_index_int8(16, kvalues_iq4nl_f, x1);
+
+            dst_data[i00/QK4_NL].qs[j] = xi0 | (xi1 << 4);
+
+            const float v0 = kvalues_iq4nl_f[xi0];
+            const float v1 = kvalues_iq4nl_f[xi1];
+            const float w0 = src[0        + j]*src[0        + j];
+            const float w1 = src[QK4_NL/2 + j]*src[QK4_NL/2 + j];
+            sumqx += w0*v0*src[j] + w1*v1*src[QK4_NL/2 + j];
+            sumq2 += w0*v0*v0 + w1*v1*v1;
+
+        }
+
+        dst_data[i00/QK4_NL].d = sumq2 > 0 ? sumqx/sumq2 : d;
+    }
+}
+
+template<typename T4x4, typename block_q, short nl, void (*dequantize_func)(device const block_q *, short, thread T4x4 &)>
+kernel void kernel_cpy_q_f32(
+        constant ggml_metal_kargs_cpy & args,
+        device  const char * src0,
+        device        char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n/(args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0)/(args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0)/args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0);
+
+    device const block_q * src_data = (device const block_q *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01);
+    device       T4x4    * dst_data = (device       T4x4    *)(dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x; i00 < args.ne00/16; i00 += ntg.x) {
+        T4x4 temp;
+        dequantize_func(src_data + i00/nl, i00%nl, temp);
+        dst_data[i00] = temp;
+    }
+}
+
+typedef decltype(kernel_cpy_q_f32<float4x4, block_q4_0, 2, dequantize_q4_0>) cpy_q_f_t;
+
+template [[host_name("kernel_cpy_q4_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q4_0, 2, dequantize_q4_0>;
+template [[host_name("kernel_cpy_q4_1_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q4_1, 2, dequantize_q4_1>;
+template [[host_name("kernel_cpy_q5_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q5_0, 2, dequantize_q5_0>;
+template [[host_name("kernel_cpy_q5_1_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q5_1, 2, dequantize_q5_1>;
+template [[host_name("kernel_cpy_q8_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q8_0, 2, dequantize_q8_0>;
+
+template [[host_name("kernel_cpy_q4_0_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q4_0, 2, dequantize_q4_0>;
+template [[host_name("kernel_cpy_q4_1_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q4_1, 2, dequantize_q4_1>;
+template [[host_name("kernel_cpy_q5_0_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q5_0, 2, dequantize_q5_0>;
+template [[host_name("kernel_cpy_q5_1_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q5_1, 2, dequantize_q5_1>;
+template [[host_name("kernel_cpy_q8_0_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q8_0, 2, dequantize_q8_0>;
+
+kernel void kernel_concat(
+    constant ggml_metal_kargs_concat & args,
+    device  const char * src0,
+    device  const char * src1,
+    device        char * dst,
+    uint3   tgpig[[threadgroup_position_in_grid]],
+    ushort3 tpitg[[thread_position_in_threadgroup]],
+    ushort3   ntg[[threads_per_threadgroup]]) {
+
+    const int i3 = tgpig.z;
+    const int i2 = tgpig.y;
+    const int i1 = tgpig.x;
+
+    int o[4] = {0, 0, 0, 0};
+    o[args.dim] = args.dim == 0 ? args.ne00 : (args.dim == 1 ? args.ne01 : (args.dim == 2 ? args.ne02 : args.ne03));
+
+    device const float * x;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        if (i0 < args.ne00 && i1 < args.ne01 && i2 < args.ne02 && i3 < args.ne03) {
+            x = (device const float *)(src0 + (i3       )*args.nb03 + (i2       )*args.nb02 + (i1       )*args.nb01 + (i0       )*args.nb00);
+        } else {
+            x = (device const float *)(src1 + (i3 - o[3])*args.nb13 + (i2 - o[2])*args.nb12 + (i1 - o[1])*args.nb11 + (i0 - o[0])*args.nb10);
+        }
+
+        device float * y = (device float *)(dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+        *y = *x;
+    }
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q2_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q2_K * x = (device const block_q2_K *) (src0 + offset0);
+    device const float      * y = (device const float      *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const short ix = tiisg/8;  // 0...3
+    const short it = tiisg%8;  // 0...7
+    const short iq = it/4;     // 0 or 1
+    const short ir = it%4;     // 0...3
+    const short is = (8*ir)/16;// 0 or 1
+
+    device const float * y4 = y + ix * QK_K + 128 * iq + 8 * ir;
+
+    for (int ib = ix; ib < nb; ib += 4) {
+        float4 sumy = {0.f, 0.f, 0.f, 0.f};
+        for (short i = 0; i < 8; ++i) {
+            yl[i+ 0] = y4[i+ 0]; sumy[0] += yl[i+ 0];
+            yl[i+ 8] = y4[i+32]; sumy[1] += yl[i+ 8];
+            yl[i+16] = y4[i+64]; sumy[2] += yl[i+16];
+            yl[i+24] = y4[i+96]; sumy[3] += yl[i+24];
+        }
+
+        device const uint8_t  * sc = (device const uint8_t  *)x[ib].scales + 8*iq + is;
+        device const uint16_t * qs = (device const uint16_t *)x[ib].qs + 16 * iq + 4 * ir;
+        device const half     * dh = &x[ib].d;
+
+        for (short row = 0; row < nr0; row++) {
+            float4 acc1 = {0.f, 0.f, 0.f, 0.f};
+            float4 acc2 = {0.f, 0.f, 0.f, 0.f};
+            for (int i = 0; i < 8; i += 2) {
+                acc1[0] += yl[i+ 0] * (qs[i/2] & 0x0003);
+                acc2[0] += yl[i+ 1] * (qs[i/2] & 0x0300);
+                acc1[1] += yl[i+ 8] * (qs[i/2] & 0x000c);
+                acc2[1] += yl[i+ 9] * (qs[i/2] & 0x0c00);
+                acc1[2] += yl[i+16] * (qs[i/2] & 0x0030);
+                acc2[2] += yl[i+17] * (qs[i/2] & 0x3000);
+                acc1[3] += yl[i+24] * (qs[i/2] & 0x00c0);
+                acc2[3] += yl[i+25] * (qs[i/2] & 0xc000);
+            }
+            float dall = dh[0];
+            float dmin = dh[1] * 1.f/16.f;
+            sumf[row] += dall * ((acc1[0] + 1.f/256.f * acc2[0]) * (sc[0] & 0xF) * 1.f/ 1.f +
+                                 (acc1[1] + 1.f/256.f * acc2[1]) * (sc[2] & 0xF) * 1.f/ 4.f +
+                                 (acc1[2] + 1.f/256.f * acc2[2]) * (sc[4] & 0xF) * 1.f/16.f +
+                                 (acc1[3] + 1.f/256.f * acc2[3]) * (sc[6] & 0xF) * 1.f/64.f) -
+                         dmin * (sumy[0] * (sc[0] & 0xF0) + sumy[1] * (sc[2] & 0xF0) + sumy[2] * (sc[4] & 0xF0) + sumy[3] * (sc[6] & 0xF0));
+
+            qs += args.nb01/2;
+            sc += args.nb01;
+            dh += args.nb01/2;
+        }
+
+        y4 += 4 * QK_K;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q2_K_f32")]]
+kernel void kernel_mul_mv_q2_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q2_K_f32_impl<N_R0_Q2_K, N_SG_Q2_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q3_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q3_K * x = (device const block_q3_K *) (src0 + offset0);
+    device const float     * yy = (device const float      *) (src1 + offset1);
+
+    float yl[32];
+
+    //const uint16_t kmask1 = 0x3030;
+    //const uint16_t kmask2 = 0x0f0f;
+
+    const short tid = tiisg/4;
+    const short ix  = tiisg%4;
+    const short ip  = tid/4;          // 0 or 1
+    const short il  = 2*((tid%4)/2);  // 0 or 2
+    const short ir  = tid%2;
+    const short l0  = 8*ir;
+
+    // One would think that the Metal compiler would figure out that ip and il can only have
+    // 4 possible states, and optimize accordingly. Well, no. It needs help, and we do it
+    // with these two tales.
+    //
+    // Possible masks for the high bit
+    const ushort4 mm[4] = {{0x0001, 0x0100, 0x0002, 0x0200},  // ip = 0, il = 0
+                           {0x0004, 0x0400, 0x0008, 0x0800},  // ip = 0, il = 2
+                           {0x0010, 0x1000, 0x0020, 0x2000},  // ip = 1, il = 0
+                           {0x0040, 0x4000, 0x0080, 0x8000}}; // ip = 1, il = 2
+
+    // Possible masks for the low 2 bits
+    const int4 qm[2] = {{0x0003, 0x0300, 0x000c, 0x0c00}, {0x0030, 0x3000, 0x00c0, 0xc000}};
+
+    const ushort4 hm = mm[2*ip + il/2];
+
+    const short shift = 2*il;
+
+    const float v1 = il == 0 ? 4.f : 64.f;
+    const float v2 = 4.f * v1;
+
+    const uint16_t s_shift1 = 4*ip;
+    const uint16_t s_shift2 = s_shift1 + il;
+
+    const short q_offset = 32*ip + l0;
+    const short y_offset = 128*ip + 32*il + l0;
+
+    device const float * y1 = yy + ix*QK_K + y_offset;
+
+    uint32_t scales32, aux32;
+    thread uint16_t * scales16 = (thread uint16_t *)&scales32;
+    thread const int8_t * scales = (thread const int8_t *)&scales32;
+
+    float sumf1[nr0] = {0.f};
+    float sumf2[nr0] = {0.f};
+
+    for (int i = ix; i < nb; i += 4) {
+        for (short l = 0; l < 8; ++l) {
+            yl[l+ 0] = y1[l+ 0];
+            yl[l+ 8] = y1[l+16];
+            yl[l+16] = y1[l+32];
+            yl[l+24] = y1[l+48];
+        }
+
+        device const uint16_t * q = (device const uint16_t *)(x[i].qs + q_offset);
+        device const uint16_t * h = (device const uint16_t *)(x[i].hmask + l0);
+        device const uint16_t * a = (device const uint16_t *)(x[i].scales);
+        device const half * dh = &x[i].d;
+
+        for (short row = 0; row < nr0; ++row) {
+            const float d_all = (float)dh[0];
+
+            scales16[0] = a[4];
+            scales16[1] = a[5];
+            aux32 = ((scales32 >> s_shift2) << 4) & 0x30303030;
+            scales16[0] = a[il+0];
+            scales16[1] = a[il+1];
+            scales32 = ((scales32 >> s_shift1) & 0x0f0f0f0f) | aux32;
+
+            float s1 = 0, s2 = 0, s3 = 0, s4 = 0, s5 = 0, s6 = 0;
+            for (short l = 0; l < 8; l += 2) {
+                const int32_t qs = q[l/2];
+                s1 += yl[l+0] * (qs & qm[il/2][0]);
+                s2 += yl[l+1] * (qs & qm[il/2][1]);
+                s3 += ((h[l/2] & hm[0]) ? 0.f : yl[l+0]) + ((h[l/2] & hm[1]) ? 0.f : yl[l+1]);
+                s4 += yl[l+16] * (qs & qm[il/2][2]);
+                s5 += yl[l+17] * (qs & qm[il/2][3]);
+                s6 += ((h[l/2] & hm[2]) ? 0.f : yl[l+16]) + ((h[l/2] & hm[3]) ? 0.f : yl[l+17]);
+            }
+            float d1 = d_all * (s1 + 1.f/256.f * s2 - s3*v1);
+            float d2 = d_all * (s4 + 1.f/256.f * s5 - s6*v2);
+            sumf1[row] += d1 * (scales[0] - 32);
+            sumf2[row] += d2 * (scales[2] - 32);
+
+            s1 = s2 = s3 = s4 = s5 = s6 = 0;
+            for (short l = 0; l < 8; l += 2) {
+                const int32_t qs = q[l/2+8];
+                s1 += yl[l+8] * (qs & qm[il/2][0]);
+                s2 += yl[l+9] * (qs & qm[il/2][1]);
+                s3 += ((h[l/2+8] & hm[0]) ? 0.f : yl[l+8]) + ((h[l/2+8] & hm[1]) ? 0.f : yl[l+9]);
+                s4 += yl[l+24] * (qs & qm[il/2][2]);
+                s5 += yl[l+25] * (qs & qm[il/2][3]);
+                s6 += ((h[l/2+8] & hm[2]) ? 0.f : yl[l+24]) + ((h[l/2+8] & hm[3]) ? 0.f : yl[l+25]);
+            }
+            d1 = d_all * (s1 + 1.f/256.f * s2 - s3*v1);
+            d2 = d_all * (s4 + 1.f/256.f * s5 - s6*v2);
+            sumf1[row] += d1 * (scales[1] - 32);
+            sumf2[row] += d2 * (scales[3] - 32);
+
+            q  += args.nb01/2;
+            h  += args.nb01/2;
+            a  += args.nb01/2;
+            dh += args.nb01/2;
+        }
+
+        y1 += 4 * QK_K;
+    }
+
+    for (int row = 0; row < nr0; ++row) {
+        const float sumf = (sumf1[row] + 0.25f * sumf2[row]) / (1 << shift);
+        sumf1[row] = simd_sum(sumf);
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    if (tiisg == 0) {
+        for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+            dst_f32[first_row + row] = sumf1[row];
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q3_K_f32")]]
+kernel void kernel_mul_mv_q3_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q3_K_f32_impl<N_R0_Q3_K, N_SG_Q3_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q4_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+    const uint16_t kmask1 = 0x3f3f;
+    const uint16_t kmask2 = 0x0f0f;
+    const uint16_t kmask3 = 0xc0c0;
+
+    const short ix = tiisg/8;  // 0...3
+    const short it = tiisg%8;  // 0...7
+    const short iq = it/4;     // 0 or 1
+    const short ir = it%4;     // 0...3
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q4_K * x = (device const block_q4_K *) (src0 + offset0);
+    device const float      * y = (device const float      *) (src1 + offset1);
+
+    float yl[16];
+    float yh[16];
+
+    float sumf[nr0]={0.f};
+
+    device const float * y4 = y + ix * QK_K + 64 * iq + 8 * ir;
+
+    uint16_t sc16[4];
+    thread const uint8_t * sc8 = (thread const uint8_t *)sc16;
+
+    for (int ib = ix; ib < nb; ib += 4) {
+        float4 sumy = {0.f, 0.f, 0.f, 0.f};
+
+        for (short i = 0; i < 8; ++i) {
+            yl[i+0] = y4[i+  0]; sumy[0] += yl[i+0];
+            yl[i+8] = y4[i+ 32]; sumy[1] += yl[i+8];
+            yh[i+0] = y4[i+128]; sumy[2] += yh[i+0];
+            yh[i+8] = y4[i+160]; sumy[3] += yh[i+8];
+        }
+
+        device const uint16_t * sc = (device const uint16_t *)x[ib].scales + iq;
+        device const uint16_t * q1 = (device const uint16_t *)x[ib].qs + 16 * iq + 4 * ir;
+        device const half     * dh = &x[ib].d;
+
+        for (short row = 0; row < nr0; row++) {
+            sc16[0] = sc[0] & kmask1;
+            sc16[1] = sc[2] & kmask1;
+            sc16[2] = ((sc[4] >> 0) & kmask2) | ((sc[0] & kmask3) >> 2);
+            sc16[3] = ((sc[4] >> 4) & kmask2) | ((sc[2] & kmask3) >> 2);
+
+            device const uint16_t * q2 = q1 + 32;
+
+            float4 acc1 = {0.f, 0.f, 0.f, 0.f};
+            float4 acc2 = {0.f, 0.f, 0.f, 0.f};
+
+            for (short i = 0; i < 4; ++i) {
+                acc1[0] += yl[2*i + 0] * (q1[i] & 0x000F);
+                acc1[1] += yl[2*i + 1] * (q1[i] & 0x0F00);
+                acc1[2] += yl[2*i + 8] * (q1[i] & 0x00F0);
+                acc1[3] += yl[2*i + 9] * (q1[i] & 0xF000);
+                acc2[0] += yh[2*i + 0] * (q2[i] & 0x000F);
+                acc2[1] += yh[2*i + 1] * (q2[i] & 0x0F00);
+                acc2[2] += yh[2*i + 8] * (q2[i] & 0x00F0);
+                acc2[3] += yh[2*i + 9] * (q2[i] & 0xF000);
+            }
+
+            float dall = dh[0];
+            float dmin = dh[1];
+
+            sumf[row] += dall * ((acc1[0] + 1.f/256.f * acc1[1]) * sc8[0] +
+                                 (acc1[2] + 1.f/256.f * acc1[3]) * sc8[1] * 1.f/16.f +
+                                 (acc2[0] + 1.f/256.f * acc2[1]) * sc8[4] +
+                                 (acc2[2] + 1.f/256.f * acc2[3]) * sc8[5] * 1.f/16.f) -
+                         dmin * (sumy[0] * sc8[2] + sumy[1] * sc8[3] + sumy[2] * sc8[6] + sumy[3] * sc8[7]);
+
+            q1 += args.nb01/2;
+            sc += args.nb01/2;
+            dh += args.nb01/2;
+        }
+
+        y4 += 4 * QK_K;
+    }
+
+    device float * dst_f32 = (device float *) dst + (int64_t)im*args.ne0*args.ne1 + (int64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q4_K_f32")]]
+kernel void kernel_mul_mv_q4_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q4_K_f32_impl<N_R0_Q4_K, N_SG_Q4_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q5_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q5_K * x = (device const block_q5_K *) (src0 + offset0);
+    device const float     * yy = (device const float      *) (src1 + offset1);
+
+    float sumf[nr0]={0.f};
+
+    float yl[16], yh[16];
+
+    const uint16_t kmask1 = 0x3f3f;
+    const uint16_t kmask2 = 0x0f0f;
+    const uint16_t kmask3 = 0xc0c0;
+
+    const short tid = tiisg/4;
+    const short ix  = tiisg%4;
+    const short iq  = tid/4;
+    const short ir  = tid%4;
+
+    const short l0 = 8*ir;
+    const short q_offset = 32*iq + l0;
+    const short y_offset = 64*iq + l0;
+
+    const uint8_t hm1 = 1u << (2*iq);
+    const uint8_t hm2 = hm1 << 1;
+    const uint8_t hm3 = hm1 << 4;
+    const uint8_t hm4 = hm2 << 4;
+
+    uint16_t sc16[4];
+    thread const uint8_t * sc8 = (thread const uint8_t *)sc16;
+
+    device const float * y1 = yy + ix*QK_K + y_offset;
+
+    for (int i = ix; i < nb; i += 4) {
+        device const uint8_t * q1 = x[i].qs + q_offset;
+        device const uint8_t * qh = x[i].qh + l0;
+        device const half * dh = &x[i].d;
+        device const uint16_t * a = (device const uint16_t *)x[i].scales + iq;
+
+        device const float * y2 = y1 + 128;
+        float4 sumy = {0.f, 0.f, 0.f, 0.f};
+        for (short l = 0; l < 8; ++l) {
+            yl[l+0] = y1[l+ 0]; sumy[0] += yl[l+0];
+            yl[l+8] = y1[l+32]; sumy[1] += yl[l+8];
+            yh[l+0] = y2[l+ 0]; sumy[2] += yh[l+0];
+            yh[l+8] = y2[l+32]; sumy[3] += yh[l+8];
+        }
+
+        for (short row = 0; row < nr0; ++row) {
+            device const uint8_t * q2 = q1 + 64;
+
+            sc16[0] = a[0] & kmask1;
+            sc16[1] = a[2] & kmask1;
+            sc16[2] = ((a[4] >> 0) & kmask2) | ((a[0] & kmask3) >> 2);
+            sc16[3] = ((a[4] >> 4) & kmask2) | ((a[2] & kmask3) >> 2);
+
+            float4 acc1 = {0.f};
+            float4 acc2 = {0.f};
+            for (short l = 0; l < 8; ++l) {
+                uint8_t h = qh[l];
+                acc1[0] += yl[l+0] * (q1[l] & 0x0F);
+                acc1[1] += yl[l+8] * (q1[l] & 0xF0);
+                acc1[2] += yh[l+0] * (q2[l] & 0x0F);
+                acc1[3] += yh[l+8] * (q2[l] & 0xF0);
+                acc2[0] += h & hm1 ? yl[l+0] : 0.f;
+                acc2[1] += h & hm2 ? yl[l+8] : 0.f;
+                acc2[2] += h & hm3 ? yh[l+0] : 0.f;
+                acc2[3] += h & hm4 ? yh[l+8] : 0.f;
+            }
+            const float dall = dh[0];
+            const float dmin = dh[1];
+            sumf[row] += dall * (sc8[0] * (acc1[0] +  16.f*acc2[0]) +
+                                 sc8[1] * (acc1[1]/16.f + 16.f*acc2[1]) +
+                                 sc8[4] * (acc1[2] +  16.f*acc2[2]) +
+                                 sc8[5] * (acc1[3]/16.f + 16.f*acc2[3])) -
+                         dmin * (sumy[0] * sc8[2] + sumy[1] * sc8[3] + sumy[2] * sc8[6] + sumy[3] * sc8[7]);
+
+            q1 += args.nb01;
+            qh += args.nb01;
+            dh += args.nb01/2;
+            a  += args.nb01/2;
+        }
+
+        y1 += 4 * QK_K;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        const float tot = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = tot;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q5_K_f32")]]
+kernel void kernel_mul_mv_q5_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q5_K_f32_impl<N_R0_Q5_K, N_SG_Q5_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q6_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const uint8_t kmask1 = 0x03;
+    const uint8_t kmask2 = 0x0C;
+    const uint8_t kmask3 = 0x30;
+    const uint8_t kmask4 = 0xC0;
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q6_K * x = (device const block_q6_K *) (src0 + offset0);
+    device const float     * yy = (device const float      *) (src1 + offset1);
+
+    float sumf[nr0] = { 0.f };
+
+    float yl[16];
+
+    const short tid = tiisg/2;
+    const short ix  = tiisg%2;
+    const short ip  = tid/8;         // 0 or 1
+    const short il  = tid%8;
+    const short l0  = 4*il;
+    const short is  = 8*ip + l0/16;
+
+    const short y_offset   = 128*ip + l0;
+    const short q_offset_l =  64*ip + l0;
+    const short q_offset_h =  32*ip + l0;
+
+    for (int i = ix; i < nb; i += 2) {
+        device const uint8_t * q1 = x[i].ql + q_offset_l;
+        device const uint8_t * q2 = q1 + 32;
+        device const uint8_t * qh = x[i].qh + q_offset_h;
+        device const int8_t  * sc = x[i].scales + is;
+        device const half    * dh = &x[i].d;
+
+        device const float * y = yy + i * QK_K + y_offset;
+
+        for (short l = 0; l < 4; ++l) {
+            yl[4*l + 0] = y[l +  0];
+            yl[4*l + 1] = y[l + 32];
+            yl[4*l + 2] = y[l + 64];
+            yl[4*l + 3] = y[l + 96];
+        }
+
+        for (short row = 0; row < nr0; ++row) {
+            const float dall = dh[0];
+
+            float4 sums = {0.f, 0.f, 0.f, 0.f};
+
+            for (short l = 0; l < 4; ++l) {
+                sums[0] += yl[4*l + 0] * ((int8_t)((q1[l] & 0xF) | ((qh[l] & kmask1) << 4)) - 32);
+                sums[1] += yl[4*l + 1] * ((int8_t)((q2[l] & 0xF) | ((qh[l] & kmask2) << 2)) - 32);
+                sums[2] += yl[4*l + 2] * ((int8_t)((q1[l]  >> 4) | ((qh[l] & kmask3) << 0)) - 32);
+                sums[3] += yl[4*l + 3] * ((int8_t)((q2[l]  >> 4) | ((qh[l] & kmask4) >> 2)) - 32);
+            }
+
+            sumf[row] += dall * (sums[0] * sc[0] + sums[1] * sc[2] + sums[2] * sc[4] + sums[3] * sc[6]);
+
+            q1 += args.nb01;
+            q2 += args.nb01;
+            qh += args.nb01;
+            sc += args.nb01;
+            dh += args.nb01/2;
+        }
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q6_K_f32")]]
+kernel void kernel_mul_mv_q6_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q6_K_f32_impl<N_R0_Q6_K, N_SG_Q6_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+// ======================= "True" 2-bit
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq2_xxs_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq2_xxs * x = (device const block_iq2_xxs *) (src0 + offset0);
+    device const float         * y = (device const float         *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    threadgroup uint64_t * svalues = (threadgroup uint64_t *)(shmem);
+    threadgroup uint8_t  * ssigns  = (threadgroup uint8_t  *)(svalues + 256);
+    {
+        int nval = 4;
+        int pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) svalues[pos + i] = iq2xxs_grid[pos + i];
+        nval = 2;
+        pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) ssigns[pos+i] = ksigns_iq2xs[pos+i];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    const int ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq2_xxs * xr = x + ibl;
+        device const uint16_t * q2 = xr->qs + 4 * ib;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            device const uint8_t * aux8 = (device const uint8_t *)q2;
+            const uint32_t aux32 = q2[2] | (q2[3] << 16);
+            const float d = db * (0.5f + (aux32 >> 28));
+
+            float sum = 0;
+            for (short l = 0; l < 4; ++l) {
+                const threadgroup uint8_t * grid = (const threadgroup uint8_t *)(svalues + aux8[l]);
+                const uint8_t signs = ssigns[(aux32 >> 7*l) & 127];
+                for (short j = 0; j < 8; ++j) {
+                    sum += yl[8*l + j] * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+                }
+            }
+            sumf[row] += d * sum;
+
+            dh += args.nb01/2;
+            q2 += args.nb01/2;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all * 0.25f;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq2_xxs_f32")]]
+kernel void kernel_mul_mv_iq2_xxs_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    kernel_mul_mv_iq2_xxs_f32_impl<N_R0_IQ2_XXS, N_SG_IQ2_XXS, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq2_xs_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq2_xs * x = (device const block_iq2_xs *) (src0 + offset0);
+    device const float        * y = (device const float        *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    threadgroup uint64_t * svalues = (threadgroup uint64_t *)(shmem);
+    threadgroup uint8_t  * ssigns  = (threadgroup uint8_t  *)(svalues + 512);
+    {
+        int nval = 8;
+        int pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) svalues[pos + i] = iq2xs_grid[pos + i];
+        nval = 2;
+        pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) ssigns[pos+i] = ksigns_iq2xs[pos+i];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    const int ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq2_xs * xr = x + ibl;
+        device const uint16_t * q2 = xr->qs + 4 * ib;
+        device const uint8_t  * sc = xr->scales + ib;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            const uint8_t ls1 = sc[0] & 0xf;
+            const uint8_t ls2 = sc[0] >>  4;
+            const float d1 = db * (0.5f + ls1);
+            const float d2 = db * (0.5f + ls2);
+
+            float sum1 = 0, sum2 = 0;
+            for (short l = 0; l < 2; ++l) {
+                const threadgroup uint8_t * grid = (const threadgroup uint8_t *)(svalues + (q2[l] & 511));
+                const uint8_t signs = ssigns[(q2[l] >> 9)];
+                for (short j = 0; j < 8; ++j) {
+                    sum1 += yl[8*l + j] * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+                }
+            }
+            for (short l = 2; l < 4; ++l) {
+                const threadgroup uint8_t * grid = (const threadgroup uint8_t *)(svalues + (q2[l] & 511));
+                const uint8_t signs = ssigns[(q2[l] >> 9)];
+                for (short j = 0; j < 8; ++j) {
+                    sum2 += yl[8*l + j] * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+                }
+            }
+            sumf[row] += d1 * sum1 + d2 * sum2;
+
+            dh += args.nb01/2;
+            q2 += args.nb01/2;
+            sc += args.nb01;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all * 0.25f;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq2_xs_f32")]]
+kernel void kernel_mul_mv_iq2_xs_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq2_xs_f32_impl<N_R0_IQ2_XS, N_SG_IQ2_XS, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq3_xxs_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq3_xxs * x = (device const block_iq3_xxs *) (src0 + offset0);
+    device const float         * y = (device const float         *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    threadgroup uint32_t * svalues = (threadgroup uint32_t *)(shmem);
+    threadgroup uint8_t  * ssigns  = (threadgroup uint8_t  *)(svalues + 256);
+    {
+        int nval = 4;
+        int pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) svalues[pos + i] = iq3xxs_grid[pos + i];
+        nval = 2;
+        pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) ssigns[pos+i] = ksigns_iq2xs[pos+i];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    const int ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq3_xxs * xr = x + ibl;
+        device const uint8_t  * q3 = xr->qs + 8 * ib;
+        device const uint16_t * gas = (device const uint16_t *)(xr->qs + QK_K/4) + 2 * ib;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            const uint32_t aux32 = gas[0] | (gas[1] << 16);
+            const float d = db * (0.5f + (aux32 >> 28));
+
+            float2 sum = {0};
+            for (short l = 0; l < 4; ++l) {
+                const threadgroup uint8_t * grid1 = (const threadgroup uint8_t *)(svalues + q3[2*l+0]);
+                const threadgroup uint8_t * grid2 = (const threadgroup uint8_t *)(svalues + q3[2*l+1]);
+                const uint8_t signs = ssigns[(aux32 >> 7*l) & 127];
+                for (short j = 0; j < 4; ++j) {
+                    sum[0] += yl[8*l + j + 0] * grid1[j] * (signs & kmask_iq2xs[j+0] ? -1.f : 1.f);
+                    sum[1] += yl[8*l + j + 4] * grid2[j] * (signs & kmask_iq2xs[j+4] ? -1.f : 1.f);
+                }
+            }
+            sumf[row] += d * (sum[0] + sum[1]);
+
+            dh  += args.nb01/2;
+            q3  += args.nb01;
+            gas += args.nb01/2;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all * 0.5f;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq3_xxs_f32")]]
+kernel void kernel_mul_mv_iq3_xxs_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq3_xxs_f32_impl<N_R0_IQ3_XXS, N_SG_IQ3_XXS, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq3_s_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq3_s * x = (device const block_iq3_s *) (src0 + offset0);
+    device const float       * y = (device const float       *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    threadgroup uint32_t * svalues = (threadgroup uint32_t *) shmem;
+    {
+        int nval = 8;
+        int pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) svalues[pos + i] = iq3s_grid[pos + i];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    const int ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq3_s * xr = x + ibl;
+        device const uint8_t * qs = xr->qs + 8 * ib;
+        device const uint8_t * qh = xr->qh + ib;
+        device const uint8_t * sc = xr->scales + (ib/2);
+        device const uint8_t * signs = xr->signs + 4 * ib;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            const float d = db * (1 + 2*((sc[0] >> 4*(ib%2)) & 0xf));
+
+            float2 sum = {0};
+            for (short l = 0; l < 4; ++l) {
+                const threadgroup uint32_t * table1 = qh[0] & kmask_iq2xs[2*l+0] ? svalues + 256 : svalues;
+                const threadgroup uint32_t * table2 = qh[0] & kmask_iq2xs[2*l+1] ? svalues + 256 : svalues;
+                const threadgroup uint8_t * grid1 = (const threadgroup uint8_t *)(table1 + qs[2*l+0]);
+                const threadgroup uint8_t * grid2 = (const threadgroup uint8_t *)(table2 + qs[2*l+1]);
+                for (short j = 0; j < 4; ++j) {
+                    sum[0] += yl[8*l + j + 0] * grid1[j] * select(1, -1, signs[l] & kmask_iq2xs[j+0]);
+                    sum[1] += yl[8*l + j + 4] * grid2[j] * select(1, -1, signs[l] & kmask_iq2xs[j+4]);
+                }
+            }
+            sumf[row] += d * (sum[0] + sum[1]);
+
+            dh    += args.nb01/2;
+            qs    += args.nb01;
+            qh    += args.nb01;
+            sc    += args.nb01;
+            signs += args.nb01;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq3_s_f32")]]
+kernel void kernel_mul_mv_iq3_s_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq3_s_f32_impl<N_R0_IQ3_S, N_SG_IQ3_S, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq2_s_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq2_s * x = (device const block_iq2_s *) (src0 + offset0);
+    device const float       * y = (device const float       *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    //threadgroup uint64_t * svalues = (threadgroup uint64_t *) shmem;
+    //{
+    //    int nval = 32;
+    //    int pos  = (32*sgitg + tiisg)*nval;
+    //    for (int i = 0; i < nval; ++i) svalues[pos + i] = iq2s_grid[pos + i];
+    //    threadgroup_barrier(mem_flags::mem_threadgroup);
+    //}
+
+    const short ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq2_s * xr = x + ibl;
+        device const uint8_t * qs = xr->qs + 4 * ib;
+        device const uint8_t * qh = xr->qh + ib;
+        device const uint8_t * sc = xr->scales + ib;
+        device const uint8_t * signs = qs + QK_K/8;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            const float d1 = db * (0.5f + (sc[0] & 0xf));
+            const float d2 = db * (0.5f + (sc[0] >>  4));
+
+            float2 sum = {0};
+            for (short l = 0; l < 2; ++l) {
+                //const threadgroup uint8_t * grid1 = (const threadgroup uint8_t *)(svalues + (qs[l+0] | ((qh[0] << (8-2*l)) & 0x300)));
+                //const threadgroup uint8_t * grid2 = (const threadgroup uint8_t *)(svalues + (qs[l+2] | ((qh[0] << (4-2*l)) & 0x300)));
+                constant uint8_t * grid1 = (constant uint8_t *)(iq2s_grid + (qs[l+0] | ((qh[0] << (8-2*l)) & 0x300)));
+                constant uint8_t * grid2 = (constant uint8_t *)(iq2s_grid + (qs[l+2] | ((qh[0] << (4-2*l)) & 0x300)));
+                for (short j = 0; j < 8; ++j) {
+                    sum[0] += yl[8*l + j +  0] * grid1[j] * select(1, -1, signs[l+0] & kmask_iq2xs[j]);
+                    sum[1] += yl[8*l + j + 16] * grid2[j] * select(1, -1, signs[l+2] & kmask_iq2xs[j]);
+                }
+            }
+            sumf[row] += d1 * sum[0] + d2 * sum[1];
+
+            dh    += args.nb01/2;
+            qs    += args.nb01;
+            qh    += args.nb01;
+            sc    += args.nb01;
+            signs += args.nb01;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all * 0.25f;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq2_s_f32")]]
+kernel void kernel_mul_mv_iq2_s_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq2_s_f32_impl<N_R0_IQ2_S, N_SG_IQ2_S, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq1_s_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq1_s * x = (device const block_iq1_s *) (src0 + offset0);
+    device const float       * y = (device const float       *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    const short ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        float sumy = 0;
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+            sumy += yl[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq1_s * xr = x + ibl;
+        device const uint8_t  * qs = xr->qs + 4 * ib;
+        device const uint16_t * qh = xr->qh + ib;
+        device const half     * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            constant uint8_t * grid1 = (constant uint8_t *)(iq1s_grid_gpu + (qs[0] | ((qh[0] << 8) & 0x700)));
+            constant uint8_t * grid2 = (constant uint8_t *)(iq1s_grid_gpu + (qs[1] | ((qh[0] << 5) & 0x700)));
+            constant uint8_t * grid3 = (constant uint8_t *)(iq1s_grid_gpu + (qs[2] | ((qh[0] << 2) & 0x700)));
+            constant uint8_t * grid4 = (constant uint8_t *)(iq1s_grid_gpu + (qs[3] | ((qh[0] >> 1) & 0x700)));
+
+            float sum = 0;
+            for (short j = 0; j < 4; ++j) {
+                sum += yl[j+ 0] * (grid1[j] & 0xf) + yl[j+ 4] * (grid1[j] >> 4)
+                     + yl[j+ 8] * (grid2[j] & 0xf) + yl[j+12] * (grid2[j] >> 4)
+                     + yl[j+16] * (grid3[j] & 0xf) + yl[j+20] * (grid3[j] >> 4)
+                     + yl[j+24] * (grid4[j] & 0xf) + yl[j+28] * (grid4[j] >> 4);
+            }
+            sumf[row] += (float)dh[0] * (sum + sumy * (qh[0] & 0x8000 ? -1 - IQ1S_DELTA : -1 + IQ1S_DELTA)) * (2*((qh[0] >> 12) & 7) + 1);
+
+            dh += args.nb01/2;
+            qs += args.nb01;
+            qh += args.nb01/2;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq1_s_f32")]]
+kernel void kernel_mul_mv_iq1_s_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq1_s_f32_impl<N_R0_IQ1_S, N_SG_IQ1_S, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq1_m_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq1_m * x = (device const block_iq1_m *) (src0 + offset0);
+    device const float       * y = (device const float       *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    const short ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    iq1m_scale_t scale;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        float4 sumy = {0.f};
+        for (short i = 0; i < 8; ++i) {
+            yl[i+ 0] = y4[i+ 0]; sumy[0] += yl[i+ 0];
+            yl[i+ 8] = y4[i+ 8]; sumy[1] += yl[i+ 8];
+            yl[i+16] = y4[i+16]; sumy[2] += yl[i+16];
+            yl[i+24] = y4[i+24]; sumy[3] += yl[i+24];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq1_m * xr = x + ibl;
+        device const uint8_t  * qs = xr->qs + 4 * ib;
+        device const uint8_t  * qh = xr->qh + 2 * ib;
+        device const uint16_t * sc = (device const uint16_t *)xr->scales;
+
+        for (short row = 0; row < nr0; row++) {
+            scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+
+            constant uint8_t * grid1 = (constant uint8_t *)(iq1s_grid_gpu + (qs[0] | ((qh[0] << 8) & 0x700)));
+            constant uint8_t * grid2 = (constant uint8_t *)(iq1s_grid_gpu + (qs[1] | ((qh[0] << 4) & 0x700)));
+            constant uint8_t * grid3 = (constant uint8_t *)(iq1s_grid_gpu + (qs[2] | ((qh[1] << 8) & 0x700)));
+            constant uint8_t * grid4 = (constant uint8_t *)(iq1s_grid_gpu + (qs[3] | ((qh[1] << 4) & 0x700)));
+
+            float2 sum = {0.f};
+            for (short j = 0; j < 4; ++j) {
+                sum[0] += yl[j+ 0] * (grid1[j] & 0xf) + yl[j+ 4] * (grid1[j] >> 4)
+                        + yl[j+ 8] * (grid2[j] & 0xf) + yl[j+12] * (grid2[j] >> 4);
+                sum[1] += yl[j+16] * (grid3[j] & 0xf) + yl[j+20] * (grid3[j] >> 4)
+                        + yl[j+24] * (grid4[j] & 0xf) + yl[j+28] * (grid4[j] >> 4);
+            }
+            const float delta1 = sumy[0] * (qh[0] & 0x08 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA) + sumy[1] * (qh[0] & 0x80 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA);
+            const float delta2 = sumy[2] * (qh[1] & 0x08 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA) + sumy[3] * (qh[1] & 0x80 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA);
+
+            sumf[row] += (float)scale.f16 * ((sum[0] + delta1) * (2*((sc[ib/2] >> (6*(ib%2)+0)) & 7) + 1) +
+                                             (sum[1] + delta2) * (2*((sc[ib/2] >> (6*(ib%2)+3)) & 7) + 1));
+
+            sc += args.nb01/2;
+            qs += args.nb01;
+            qh += args.nb01;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq1_m_f32")]]
+kernel void kernel_mul_mv_iq1_m_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq1_m_f32_impl<N_R0_IQ1_M, N_SG_IQ1_M, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq4_nl_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    threadgroup float * shmem_f32 = (threadgroup float *) shmem;
+    const int nb = args.ne00/QK4_NL;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq4_nl * x = (device const block_iq4_nl *) (src0 + offset0);
+    device const float        * y = (device const float        *) (src1 + offset1);
+
+    const short ix = tiisg/2;  // 0...15
+    const short it = tiisg%2;  // 0 or 1
+
+    shmem_f32[tiisg] = kvalues_iq4nl_f[tiisg%16];
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    float4 yl[4];
+    float sumf[nr0]={0.f};
+
+    device const float * yb = y + ix * QK4_NL + it * 8;
+
+    uint32_t aux32[2];
+    thread const uint8_t * q8 = (thread const uint8_t *)aux32;
+
+    float4 qf1, qf2;
+
+    for (int ib = ix; ib < nb; ib += 16) {
+        device const float4 * y4 = (device const float4 *)yb;
+        yl[0] = y4[0];
+        yl[1] = y4[4];
+        yl[2] = y4[1];
+        yl[3] = y4[5];
+
+        for (short row = 0; row < nr0; row++) {
+            device const block_iq4_nl & xb = x[row*nb + ib];
+            device const uint16_t * q4 = (device const uint16_t *)(xb.qs + 8*it);
+
+            float4 acc1 = {0.f}, acc2 = {0.f};
+
+            aux32[0] = q4[0] | (q4[1] << 16);
+            aux32[1] = (aux32[0] >> 4) & 0x0f0f0f0f;
+            aux32[0] &= 0x0f0f0f0f;
+            qf1 = {shmem_f32[q8[0]], shmem_f32[q8[1]], shmem_f32[q8[2]], shmem_f32[q8[3]]};
+            qf2 = {shmem_f32[q8[4]], shmem_f32[q8[5]], shmem_f32[q8[6]], shmem_f32[q8[7]]};
+            acc1 += yl[0] * qf1;
+            acc2 += yl[1] * qf2;
+
+            aux32[0] = q4[2] | (q4[3] << 16);
+            aux32[1] = (aux32[0] >> 4) & 0x0f0f0f0f;
+            aux32[0] &= 0x0f0f0f0f;
+            qf1 = {shmem_f32[q8[0]], shmem_f32[q8[1]], shmem_f32[q8[2]], shmem_f32[q8[3]]};
+            qf2 = {shmem_f32[q8[4]], shmem_f32[q8[5]], shmem_f32[q8[6]], shmem_f32[q8[7]]};
+            acc1 += yl[2] * qf1;
+            acc2 += yl[3] * qf2;
+
+            acc1 += acc2;
+
+            sumf[row] += (float)xb.d * (acc1[0] + acc1[1] + acc1[2] + acc1[3]);
+        }
+
+        yb += 16 * QK4_NL;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq4_nl_f32")]]
+kernel void kernel_mul_mv_iq4_nl_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq4_nl_f32_impl<N_R0_IQ4_NL, N_SG_IQ4_NL, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq4_xs_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    threadgroup float * shmem_f32 = (threadgroup float *) shmem;
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq4_xs * x = (device const block_iq4_xs *) (src0 + offset0);
+    device const float        * y = (device const float        *) (src1 + offset1);
+
+    const short ix = tiisg/16;  // 0 or 1
+    const short it = tiisg%16;  // 0...15
+    const short ib = it/2;
+    const short il = it%2;
+
+    shmem_f32[tiisg] = kvalues_iq4nl_f[tiisg%16];
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    float4 yl[4];
+    float sumf[nr0]={0.f};
+
+    device const float * yb = y + ix * QK_K + ib * 32 + il * 8;
+
+    uint32_t aux32[2];
+    thread const uint8_t * q8 = (thread const uint8_t *)aux32;
+
+    float4 qf1, qf2;
+
+    for (int ibl = ix; ibl < nb; ibl += 2) {
+        device const float4 * y4 = (device const float4 *)yb;
+        yl[0] = y4[0];
+        yl[1] = y4[4];
+        yl[2] = y4[1];
+        yl[3] = y4[5];
+
+        for (short row = 0; row < nr0; ++row) {
+            device const block_iq4_xs & xb = x[row*nb + ibl];
+            device const uint32_t * q4 = (device const uint32_t *)(xb.qs + 16*ib + 8*il);
+
+            float4 acc1 = {0.f}, acc2 = {0.f};
+
+            aux32[0] = (q4[0]     ) & 0x0f0f0f0f;
+            aux32[1] = (q4[0] >> 4) & 0x0f0f0f0f;
+            qf1 = {shmem_f32[q8[0]], shmem_f32[q8[1]], shmem_f32[q8[2]], shmem_f32[q8[3]]};
+            qf2 = {shmem_f32[q8[4]], shmem_f32[q8[5]], shmem_f32[q8[6]], shmem_f32[q8[7]]};
+            acc1 += yl[0] * qf1;
+            acc2 += yl[1] * qf2;
+
+            aux32[0] = (q4[1]     ) & 0x0f0f0f0f;
+            aux32[1] = (q4[1] >> 4) & 0x0f0f0f0f;
+            qf1 = {shmem_f32[q8[0]], shmem_f32[q8[1]], shmem_f32[q8[2]], shmem_f32[q8[3]]};
+            qf2 = {shmem_f32[q8[4]], shmem_f32[q8[5]], shmem_f32[q8[6]], shmem_f32[q8[7]]};
+            acc1 += yl[2] * qf1;
+            acc2 += yl[3] * qf2;
+
+            acc1 += acc2;
+
+            const int ls = (((xb.scales_l[ib/2] >> 4*(ib%2)) & 0xf) | (((xb.scales_h >> 2*ib) & 3) << 4)) - 32;
+            sumf[row] += (float)xb.d * ls * (acc1[0] + acc1[1] + acc1[2] + acc1[3]);
+        }
+
+        yb += 2 * QK_K;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq4_xs_f32")]]
+kernel void kernel_mul_mv_iq4_xs_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq4_xs_f32_impl<N_R0_IQ4_XS, N_SG_IQ4_XS, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<typename block_q, short nl, void (*dequantize_func)(device const block_q *, short, thread float4x4 &)>
+kernel void kernel_get_rows_q(
+        device const  void * src0,
+        device const  void * src1,
+        device       float * dst,
+        constant ggml_metal_kargs_get_rows & args,
+        uint3                tgpig[[threadgroup_position_in_grid]],
+        uint                 tiitg[[thread_index_in_threadgroup]],
+        uint3                tptg [[threads_per_threadgroup]]) {
+    const int64_t i10 = tgpig.x;
+    const int64_t i11 = tgpig.y;
+
+    const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*args.nb11 + i10*args.nb10))[0];
+
+    const int64_t i02 = i11;
+
+    for (int64_t ind = tiitg; ind < args.ne00/16; ind += tptg.x) {
+        float4x4 temp;
+        dequantize_func(((device const block_q *) ((const device char *) src0 + r*args.nb01 + i02*args.nb02)) + ind/nl, ind%nl, temp);
+        *(((device float4x4 *) ((device char *) dst + i11*args.nb2 + i10*args.nb1)) + ind) = temp;
+    }
+}
+
+template<typename T>
+kernel void kernel_get_rows_f(
+        device const  void * src0,
+        device const  void * src1,
+        device       float * dst,
+        constant ggml_metal_kargs_get_rows & args,
+        uint3                tgpig[[threadgroup_position_in_grid]],
+        uint                 tiitg[[thread_index_in_threadgroup]],
+        uint3                tptg [[threads_per_threadgroup]]) {
+    const int64_t i10 = tgpig.x;
+    const int64_t i11 = tgpig.y;
+
+    const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*args.nb11 + i10*args.nb10))[0];
+
+    const int64_t i02 = i11;
+
+    for (int ind = tiitg; ind < args.ne00; ind += tptg.x) {
+        ((      device float *) ((      device char *)  dst + i11*args.nb2  + i10*args.nb1))[ind] =
+        ((const device T     *) ((const device char *) src0 + i02*args.nb02 +  r*args.nb01))[ind];
+    }
+}
+
+kernel void kernel_get_rows_i32(
+        device const  void * src0,
+        device const  void * src1,
+        device     int32_t * dst,
+        constant ggml_metal_kargs_get_rows & args,
+        uint3                tgpig[[threadgroup_position_in_grid]],
+        uint                 tiitg[[thread_index_in_threadgroup]],
+        uint3                tptg [[threads_per_threadgroup]]) {
+    const int64_t i10 = tgpig.x;
+    const int64_t i11 = tgpig.y;
+
+    const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*args.nb11 + i10*args.nb10))[0];
+
+    const int64_t i02 = i11;
+
+    for (int ind = tiitg; ind < args.ne00; ind += tptg.x) {
+        ((      device int32_t *) ((      device char *) dst  + i11*args.nb2 + i10*args.nb1))[ind] =
+        ((const device int32_t *) ((const device char *) src0 + i02*args.nb02 + r*args.nb01))[ind];
+    }
+}
+
+
+#define BLOCK_SIZE_M 64 // 8 simdgroup matrices from matrix A
+#define BLOCK_SIZE_N 32 // 4 simdgroup matrices from matrix B
+#define BLOCK_SIZE_K 32
+#define THREAD_MAT_M 4 // each thread take 4 simdgroup matrices from matrix A
+#define THREAD_MAT_N 2 // each thread take 2 simdgroup matrices from matrix B
+#define THREAD_PER_BLOCK 128
+#define THREAD_PER_ROW 2 // 2 thread for each row in matrix A to load numbers
+#define THREAD_PER_COL 4 // 4 thread for each row in matrix B to load numbers
+#define SG_MAT_SIZE 64 // simdgroup matrix is of shape 8x8
+#define SG_MAT_ROW 8
+
+// each block_q contains 16*nl weights
+template<typename T, typename T4x4, typename simdgroup_T8x8, typename block_q, short nl, void (*dequantize_func)(device const block_q *, short, thread T4x4 &)>
+kernel void kernel_mul_mm(
+        constant ggml_metal_kargs_mul_mm & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiitg[[thread_index_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    threadgroup T     * sa = (threadgroup T     *)(shmem);
+    threadgroup float * sb = (threadgroup float *)(shmem + 4096);
+
+    const int r0 = tgpig.y;
+    const int r1 = tgpig.x;
+    const int im = tgpig.z;
+
+    // if this block is of 64x32 shape or smaller
+    const short n_rows = (args.ne0 - r0*BLOCK_SIZE_M < BLOCK_SIZE_M) ? (args.ne0 - r0*BLOCK_SIZE_M) : BLOCK_SIZE_M;
+    const short n_cols = (args.ne1 - r1*BLOCK_SIZE_N < BLOCK_SIZE_N) ? (args.ne1 - r1*BLOCK_SIZE_N) : BLOCK_SIZE_N;
+
+    // a thread shouldn't load data outside of the matrix
+    const short thread_row = ((short)tiitg/THREAD_PER_ROW) < n_rows ? ((short)tiitg/THREAD_PER_ROW) : n_rows - 1;
+    const short thread_col = ((short)tiitg/THREAD_PER_COL) < n_cols ? ((short)tiitg/THREAD_PER_COL) : n_cols - 1;
+
+    simdgroup_T8x8     ma[4];
+    simdgroup_float8x8 mb[2];
+    simdgroup_float8x8 mc[8];
+
+    for (short i = 0; i < 8; i++){
+        mc[i] = make_filled_simdgroup_matrix<float, 8>(0.f);
+    }
+
+    short il = (tiitg % THREAD_PER_ROW);
+
+    const int i12 = im%args.ne12;
+    const int i13 = im/args.ne12;
+
+    const uint64_t offset0 = (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const short    offset1 = il/nl;
+
+    device const block_q * x = (device const block_q *)(src0
+        + args.nb01*(r0*BLOCK_SIZE_M + thread_row) + offset0) + offset1;
+
+    device const float   * y = (device const float   *)(src1
+        + args.nb13*i13
+        + args.nb12*i12
+        + args.nb11*(r1*BLOCK_SIZE_N + thread_col)
+        + args.nb10*(BLOCK_SIZE_K / THREAD_PER_COL * (tiitg % THREAD_PER_COL)));
+
+    for (int loop_k = 0; loop_k < args.ne00; loop_k += BLOCK_SIZE_K) {
+        // load data and store to threadgroup memory
+        T4x4 temp_a;
+        dequantize_func(x, il, temp_a);
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        #pragma unroll(16)
+        for (short i = 0; i < 16; i++) {
+            *(sa + SG_MAT_SIZE * ((tiitg/THREAD_PER_ROW/8) \
+            +                     (tiitg%THREAD_PER_ROW)*16 + (i/8)*8) \
+            +                     (tiitg/THREAD_PER_ROW)%8  + (i&7)*8) = temp_a[i/4][i%4];
+        }
+
+        *(threadgroup float2x4 *)(sb + 32*8*(tiitg%THREAD_PER_COL) + 8*(tiitg/THREAD_PER_COL)) = *((device float2x4 *) y);
+
+        il = (il + 2 < nl) ? il + 2 : il % 2;
+        x  = (il < 2) ? x + (2 + nl - 1)/nl : x;
+        y += BLOCK_SIZE_K;
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        // load matrices from threadgroup memory and conduct outer products
+        threadgroup const T     * lsma = (sa + THREAD_MAT_M*SG_MAT_SIZE*(sgitg%2));
+        threadgroup const float * lsmb = (sb + THREAD_MAT_N*SG_MAT_SIZE*(sgitg/2));
+
+        #pragma unroll(4)
+        for (short ik = 0; ik < BLOCK_SIZE_K/8; ik++) {
+            #pragma unroll(4)
+            for (short i = 0; i < 4; i++) {
+                simdgroup_load(ma[i], lsma + SG_MAT_SIZE * i);
+            }
+
+            simdgroup_barrier(mem_flags::mem_none);
+
+            #pragma unroll(2)
+            for (short i = 0; i < 2; i++) {
+                simdgroup_load(mb[i], lsmb + SG_MAT_SIZE * i);
+            }
+
+            #pragma unroll(8)
+            for (short i = 0; i < 8; i++){
+                simdgroup_multiply_accumulate(mc[i], mb[i/4], ma[i%4], mc[i]);
+            }
+
+            lsma += (BLOCK_SIZE_M/SG_MAT_ROW)*SG_MAT_SIZE;
+            lsmb += (BLOCK_SIZE_N/SG_MAT_ROW)*SG_MAT_SIZE;
+        }
+    }
+
+    if ((r0 + 1) * BLOCK_SIZE_M <= args.ne0 && (r1 + 1) * BLOCK_SIZE_N <= args.ne1) {
+        device float * C = (device float *) dst +
+            (BLOCK_SIZE_M * r0 + 32*(sgitg &  1)) + \
+            (BLOCK_SIZE_N * r1 + 16*(sgitg >> 1)) * args.ne0 + im*args.ne1*args.ne0;
+
+        for (short i = 0; i < 8; i++) {
+            simdgroup_store(mc[i], C + 8 * (i%4) + 8 * args.ne0 * (i/4), args.ne0);
+        }
+    } else {
+        // block is smaller than 64x32, we should avoid writing data outside of the matrix
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+        threadgroup float * temp_str = ((threadgroup float *) shmem) \
+                                     + 32*(sgitg&1) + (16*(sgitg >> 1))*BLOCK_SIZE_M;
+        for (short i = 0; i < 8; i++) {
+            simdgroup_store(mc[i], temp_str + 8*(i%4) + 8*BLOCK_SIZE_M*(i/4), BLOCK_SIZE_M);
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (sgitg == 0) {
+            for (int j = tiitg; j < n_cols; j += BLOCK_SIZE_N) {
+                device float  * D  = (device float  *) dst + (r0*BLOCK_SIZE_M) + (r1*BLOCK_SIZE_N + j)*args.ne0 + im*args.ne1*args.ne0;
+                device float4 * D4 = (device float4 *) D;
+
+                threadgroup float  * C  = temp_str + (j*BLOCK_SIZE_M);
+                threadgroup float4 * C4 = (threadgroup float4 *) C;
+
+                int i = 0;
+                for (; i < n_rows/4; i++) {
+                    *(D4 + i) = *(C4 + i);
+                }
+
+                i *= 4;
+                for (; i < n_rows; i++) {
+                    *(D + i) = *(C + i);
+                }
+            }
+        }
+    }
+}
+
+template<typename T4>
+kernel void kernel_mul_mm_id_map0(
+        constant ggml_metal_kargs_mul_mm_id_map0 & args,
+        device  const char * src1,
+        device  const char * src2,
+        device        char * hsrc1,
+        device        char * htpe,
+        device        char * hids,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int ide = tgpig[0]; // expert id
+
+    int n_all = 0;
+
+    device int32_t * ids_i32 = (device int32_t *) (hids);
+
+    for (int i21 = 0; i21 < args.neh11; i21++) { // n_tokens
+        device const int32_t * src2_i32 = (device const int32_t *) (src2 + i21*args.nb21);
+
+        for (int i20 = 0; i20 < args.ne20; i20++) { // n_expert_used
+            if (src2_i32[i20] != ide) {
+                continue;
+            }
+
+            device const float4 *  src1_f32x4 = (device const float4 *) ( src1 + i21*args.nb12 + (i20%args.ne11)*args.nb11);
+            device       T4     * hsrc1_f32x4 = (device       T4     *) (hsrc1 + (ide*args.neh11 + n_all)*args.nbh11);
+
+            for (int64_t i00 = tpitg.x; i00 < args.ne10/4; i00 += ntg.x) {
+                hsrc1_f32x4[i00] = (T4) (src1_f32x4[i00]);
+            }
+
+            if (tpitg.x == 0) {
+                ids_i32[i21*args.ne20 + i20] = ide*args.neh11 + n_all;
+            }
+
+            ++n_all;
+        }
+    }
+
+    if (tpitg.x == 0) {
+        device int32_t * tpe_i32 = (device int32_t *) (htpe);
+        tpe_i32[ide] = n_all;
+    }
+}
+
+typedef decltype(kernel_mul_mm_id_map0<half4>) kernel_mul_mm_id_map0_t;
+
+template [[host_name("kernel_mul_mm_id_map0_f16")]] kernel kernel_mul_mm_id_map0_t kernel_mul_mm_id_map0<half4>;
+
+template<typename T>
+kernel void kernel_mul_mm_id_map1(
+        constant ggml_metal_kargs_mul_mm_id_map1 & args,
+        device  const char * hdst,
+        device  const char * hids,
+        device        char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i20 = tgpig[0]; // used expert
+    const int i21 = tgpig[1]; // token
+
+    device const int32_t * ids_i32    = (device const int32_t *) (hids);
+    device       float4  * dst_f32x4  = (device       float4  *) (dst + i20*args.nb1 + i21*args.nb2);
+
+    const int id = ids_i32[i21*args.ne20 + i20];
+
+    const int ide = id / args.neh1;
+    const int idt = id % args.neh1;
+
+    device const float4 * hdst_f32x4 = (device const float4 *) (hdst + idt*args.nbh1 + ide*args.nbh2);
+
+    for (int64_t i0 = tpitg.x; i0 < args.neh0/4; i0 += ntg.x) {
+        dst_f32x4[i0] = hdst_f32x4[i0];
+    }
+}
+
+typedef decltype(kernel_mul_mm_id_map1<float>) kernel_mul_mm_id_map1_t;
+
+template [[host_name("kernel_mul_mm_id_map1_f32")]] kernel kernel_mul_mm_id_map1_t kernel_mul_mm_id_map1<float>;
+
+template<typename T, typename T4x4, typename simdgroup_T8x8, typename block_q, short nl, void (*dequantize_func)(device const block_q *, short, thread T4x4 &)>
+kernel void kernel_mul_mm_id(
+        constant ggml_metal_kargs_mul_mm_id & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * tpe,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiitg[[thread_index_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    threadgroup T    * sa = (threadgroup T    *)(shmem);
+    threadgroup half * sb = (threadgroup half *)(shmem + 4096);
+
+    const int r0 = tgpig.y;
+    const int r1 = tgpig.x;
+    const int im = tgpig.z;
+
+    device const int32_t * tpe_i32 = (device const int32_t *) (tpe);
+
+    const int neh1 = tpe_i32[im];
+
+    if (r1*BLOCK_SIZE_N >= neh1) {
+        return;
+    }
+
+    // if this block is of 64x32 shape or smaller
+    const short n_rows = (args.neh0 - r0*BLOCK_SIZE_M < BLOCK_SIZE_M) ? (args.neh0 - r0*BLOCK_SIZE_M) : BLOCK_SIZE_M;
+    const short n_cols = (     neh1 - r1*BLOCK_SIZE_N < BLOCK_SIZE_N) ? (     neh1 - r1*BLOCK_SIZE_N) : BLOCK_SIZE_N;
+
+    // a thread shouldn't load data outside of the matrix
+    const short thread_row = ((short)tiitg/THREAD_PER_ROW) < n_rows ? ((short)tiitg/THREAD_PER_ROW) : n_rows - 1;
+    const short thread_col = ((short)tiitg/THREAD_PER_COL) < n_cols ? ((short)tiitg/THREAD_PER_COL) : n_cols - 1;
+
+    simdgroup_T8x8     ma[4];
+    simdgroup_half8x8  mb[2];
+    simdgroup_float8x8 mc[8];
+
+    for (short i = 0; i < 8; i++){
+        mc[i] = make_filled_simdgroup_matrix<float, 8>(0.f);
+    }
+
+    short il = (tiitg % THREAD_PER_ROW);
+
+    const int i12 = im%args.neh12;
+    const int i13 = im/args.neh12;
+
+    const uint64_t offset0 = (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const short    offset1 = il/nl;
+
+    device const block_q * x = (device const block_q *)(src0
+        + args.nb01*(r0*BLOCK_SIZE_M + thread_row) + offset0) + offset1;
+
+    device const half   * y = (device const half   *)(src1
+        + args.nbh13*i13
+        + args.nbh12*i12
+        + args.nbh11*(r1*BLOCK_SIZE_N + thread_col)
+        + args.nbh10*(BLOCK_SIZE_K / THREAD_PER_COL * (tiitg % THREAD_PER_COL)));
+
+    for (int loop_k = 0; loop_k < args.ne00; loop_k += BLOCK_SIZE_K) {
+        // load data and store to threadgroup memory
+        T4x4 temp_a;
+        dequantize_func(x, il, temp_a);
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        #pragma unroll(16)
+        for (short i = 0; i < 16; i++) {
+            *(sa + SG_MAT_SIZE * ((tiitg/THREAD_PER_ROW/8) \
+            +                     (tiitg%THREAD_PER_ROW)*16 + (i/8)*8) \
+            +                     (tiitg/THREAD_PER_ROW)%8  + (i&7)*8) = temp_a[i/4][i%4];
+        }
+
+        *(threadgroup half2x4 *)(sb + 32*8*(tiitg%THREAD_PER_COL) + 8*(tiitg/THREAD_PER_COL)) = *((device half2x4 *) y);
+
+        il = (il + 2 < nl) ? il + 2 : il % 2;
+        x  = (il < 2) ? x + (2 + nl - 1)/nl : x;
+        y += BLOCK_SIZE_K;
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        // load matrices from threadgroup memory and conduct outer products
+        threadgroup const T    * lsma = (sa + THREAD_MAT_M*SG_MAT_SIZE*(sgitg%2));
+        threadgroup const half * lsmb = (sb + THREAD_MAT_N*SG_MAT_SIZE*(sgitg/2));
+
+        #pragma unroll(4)
+        for (short ik = 0; ik < BLOCK_SIZE_K/8; ik++) {
+            #pragma unroll(4)
+            for (short i = 0; i < 4; i++) {
+                simdgroup_load(ma[i], lsma + SG_MAT_SIZE * i);
+            }
+
+            simdgroup_barrier(mem_flags::mem_none);
+
+            #pragma unroll(2)
+            for (short i = 0; i < 2; i++) {
+                simdgroup_load(mb[i], lsmb + SG_MAT_SIZE * i);
+            }
+
+            #pragma unroll(8)
+            for (short i = 0; i < 8; i++){
+                simdgroup_multiply_accumulate(mc[i], mb[i/4], ma[i%4], mc[i]);
+            }
+
+            lsma += (BLOCK_SIZE_M/SG_MAT_ROW)*SG_MAT_SIZE;
+            lsmb += (BLOCK_SIZE_N/SG_MAT_ROW)*SG_MAT_SIZE;
+        }
+    }
+
+    if ((r0 + 1) * BLOCK_SIZE_M <= args.neh0 && (r1 + 1) * BLOCK_SIZE_N <= neh1) {
+        device float * C = (device float *) dst +
+            (BLOCK_SIZE_M * r0 + 32*(sgitg &  1)) + \
+            (BLOCK_SIZE_N * r1 + 16*(sgitg >> 1)) * args.neh0 + im*args.neh1*args.neh0;
+
+        for (short i = 0; i < 8; i++) {
+            simdgroup_store(mc[i], C + 8 * (i%4) + 8 * args.neh0 * (i/4), args.neh0);
+        }
+    } else {
+        // block is smaller than 64x32, we should avoid writing data outside of the matrix
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+        threadgroup float * temp_str = ((threadgroup float *) shmem) \
+                                     + 32*(sgitg&1) + (16*(sgitg >> 1))*BLOCK_SIZE_M;
+        for (short i = 0; i < 8; i++) {
+            simdgroup_store(mc[i], temp_str + 8*(i%4) + 8*BLOCK_SIZE_M*(i/4), BLOCK_SIZE_M);
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (sgitg == 0) {
+            for (int j = tiitg; j < n_cols; j += BLOCK_SIZE_N) {
+                device float  * D  = (device float  *) dst + (r0*BLOCK_SIZE_M) + (r1*BLOCK_SIZE_N + j)*args.neh0 + im*args.neh1*args.neh0;
+                device float4 * D4 = (device float4 *) D;
+
+                threadgroup float  * C  = temp_str + (j*BLOCK_SIZE_M);
+                threadgroup float4 * C4 = (threadgroup float4 *) C;
+
+                int i = 0;
+                for (; i < n_rows/4; i++) {
+                    *(D4 + i) = *(C4 + i);
+                }
+
+                i *= 4;
+                for (; i < n_rows; i++) {
+                    *(D + i) = *(C + i);
+                }
+            }
+        }
+    }
+}
+
+#define QK_NL 16
+
+//
+// get rows
+//
+
+typedef decltype(kernel_get_rows_f<float>) get_rows_f_t;
+
+template [[host_name("kernel_get_rows_f32")]]  kernel get_rows_f_t kernel_get_rows_f<float>;
+template [[host_name("kernel_get_rows_f16")]]  kernel get_rows_f_t kernel_get_rows_f<half>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_get_rows_bf16")]] kernel get_rows_f_t kernel_get_rows_f<bfloat>;
+#endif
+
+typedef decltype(kernel_get_rows_q<block_q4_0, 2, dequantize_q4_0>) get_rows_q_t;
+
+template [[host_name("kernel_get_rows_q4_0")]]    kernel get_rows_q_t kernel_get_rows_q<block_q4_0,    2, dequantize_q4_0>;
+template [[host_name("kernel_get_rows_q4_1")]]    kernel get_rows_q_t kernel_get_rows_q<block_q4_1,    2, dequantize_q4_1>;
+template [[host_name("kernel_get_rows_q5_0")]]    kernel get_rows_q_t kernel_get_rows_q<block_q5_0,    2, dequantize_q5_0>;
+template [[host_name("kernel_get_rows_q5_1")]]    kernel get_rows_q_t kernel_get_rows_q<block_q5_1,    2, dequantize_q5_1>;
+template [[host_name("kernel_get_rows_q8_0")]]    kernel get_rows_q_t kernel_get_rows_q<block_q8_0,    2, dequantize_q8_0>;
+template [[host_name("kernel_get_rows_q2_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q2_K,    QK_NL, dequantize_q2_K>;
+template [[host_name("kernel_get_rows_q3_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q3_K,    QK_NL, dequantize_q3_K>;
+template [[host_name("kernel_get_rows_q4_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q4_K,    QK_NL, dequantize_q4_K>;
+template [[host_name("kernel_get_rows_q5_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q5_K,    QK_NL, dequantize_q5_K>;
+template [[host_name("kernel_get_rows_q6_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q6_K,    QK_NL, dequantize_q6_K>;
+template [[host_name("kernel_get_rows_iq2_xxs")]] kernel get_rows_q_t kernel_get_rows_q<block_iq2_xxs, QK_NL, dequantize_iq2_xxs>;
+template [[host_name("kernel_get_rows_iq2_xs")]]  kernel get_rows_q_t kernel_get_rows_q<block_iq2_xs,  QK_NL, dequantize_iq2_xs>;
+template [[host_name("kernel_get_rows_iq3_xxs")]] kernel get_rows_q_t kernel_get_rows_q<block_iq3_xxs, QK_NL, dequantize_iq3_xxs>;
+template [[host_name("kernel_get_rows_iq3_s")]]   kernel get_rows_q_t kernel_get_rows_q<block_iq3_s,   QK_NL, dequantize_iq3_s>;
+template [[host_name("kernel_get_rows_iq2_s")]]   kernel get_rows_q_t kernel_get_rows_q<block_iq2_s,   QK_NL, dequantize_iq2_s>;
+template [[host_name("kernel_get_rows_iq1_s")]]   kernel get_rows_q_t kernel_get_rows_q<block_iq1_s,   QK_NL, dequantize_iq1_s>;
+template [[host_name("kernel_get_rows_iq1_m")]]   kernel get_rows_q_t kernel_get_rows_q<block_iq1_m,   QK_NL, dequantize_iq1_m>;
+template [[host_name("kernel_get_rows_iq4_nl")]]  kernel get_rows_q_t kernel_get_rows_q<block_iq4_nl,  2,     dequantize_iq4_nl>;
+template [[host_name("kernel_get_rows_iq4_xs")]]  kernel get_rows_q_t kernel_get_rows_q<block_iq4_xs,  QK_NL, dequantize_iq4_xs>;
+
+//
+// matrix-matrix multiplication
+//
+
+typedef decltype(kernel_mul_mm<half, half4x4, simdgroup_half8x8, float4x4, 1, dequantize_f32>) mul_mm_t;
+
+template [[host_name("kernel_mul_mm_f32_f32")]]     kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   float4x4,      1,     dequantize_f32>;
+template [[host_name("kernel_mul_mm_f16_f32")]]     kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   half4x4,       1,     dequantize_f16>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mm_bf16_f32")]]    kernel mul_mm_t kernel_mul_mm<bfloat, bfloat4x4, simdgroup_bfloat8x8, bfloat4x4,     1,     dequantize_bf16>;
+#endif
+template [[host_name("kernel_mul_mm_q4_0_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q4_0,    2,     dequantize_q4_0>;
+template [[host_name("kernel_mul_mm_q4_1_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q4_1,    2,     dequantize_q4_1>;
+template [[host_name("kernel_mul_mm_q5_0_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q5_0,    2,     dequantize_q5_0>;
+template [[host_name("kernel_mul_mm_q5_1_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q5_1,    2,     dequantize_q5_1>;
+template [[host_name("kernel_mul_mm_q8_0_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q8_0,    2,     dequantize_q8_0>;
+template [[host_name("kernel_mul_mm_q2_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q2_K,    QK_NL, dequantize_q2_K>;
+template [[host_name("kernel_mul_mm_q3_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q3_K,    QK_NL, dequantize_q3_K>;
+template [[host_name("kernel_mul_mm_q4_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q4_K,    QK_NL, dequantize_q4_K>;
+template [[host_name("kernel_mul_mm_q5_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q5_K,    QK_NL, dequantize_q5_K>;
+template [[host_name("kernel_mul_mm_q6_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q6_K,    QK_NL, dequantize_q6_K>;
+template [[host_name("kernel_mul_mm_iq2_xxs_f32")]] kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq2_xxs, QK_NL, dequantize_iq2_xxs>;
+template [[host_name("kernel_mul_mm_iq2_xs_f32")]]  kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq2_xs,  QK_NL, dequantize_iq2_xs>;
+template [[host_name("kernel_mul_mm_iq3_xxs_f32")]] kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq3_xxs, QK_NL, dequantize_iq3_xxs>;
+template [[host_name("kernel_mul_mm_iq3_s_f32")]]   kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq3_s,   QK_NL, dequantize_iq3_s>;
+template [[host_name("kernel_mul_mm_iq2_s_f32")]]   kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq2_s,   QK_NL, dequantize_iq2_s>;
+template [[host_name("kernel_mul_mm_iq1_s_f32")]]   kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq1_s,   QK_NL, dequantize_iq1_s>;
+template [[host_name("kernel_mul_mm_iq1_m_f32")]]   kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq1_m,   QK_NL, dequantize_iq1_m>;
+template [[host_name("kernel_mul_mm_iq4_nl_f32")]]  kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq4_nl,  2,     dequantize_iq4_nl>;
+template [[host_name("kernel_mul_mm_iq4_xs_f32")]]  kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq4_xs,  QK_NL, dequantize_iq4_xs>;
+
+//
+// indirect matrix-matrix multiplication
+//
+
+typedef decltype(kernel_mul_mm_id<half, half4x4, simdgroup_half8x8, float4x4, 1, dequantize_f32>) mul_mm_id;
+
+template [[host_name("kernel_mul_mm_id_f32_f16")]]     kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   float4x4,      1,     dequantize_f32>;
+template [[host_name("kernel_mul_mm_id_f16_f16")]]     kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   half4x4,       1,     dequantize_f16>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mm_id_bf16_f16")]]    kernel mul_mm_id kernel_mul_mm_id<bfloat, bfloat4x4, simdgroup_bfloat8x8, bfloat4x4,     1,     dequantize_bf16>;
+#endif
+template [[host_name("kernel_mul_mm_id_q4_0_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q4_0,    2,     dequantize_q4_0>;
+template [[host_name("kernel_mul_mm_id_q4_1_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q4_1,    2,     dequantize_q4_1>;
+template [[host_name("kernel_mul_mm_id_q5_0_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q5_0,    2,     dequantize_q5_0>;
+template [[host_name("kernel_mul_mm_id_q5_1_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q5_1,    2,     dequantize_q5_1>;
+template [[host_name("kernel_mul_mm_id_q8_0_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q8_0,    2,     dequantize_q8_0>;
+template [[host_name("kernel_mul_mm_id_q2_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q2_K,    QK_NL, dequantize_q2_K>;
+template [[host_name("kernel_mul_mm_id_q3_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q3_K,    QK_NL, dequantize_q3_K>;
+template [[host_name("kernel_mul_mm_id_q4_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q4_K,    QK_NL, dequantize_q4_K>;
+template [[host_name("kernel_mul_mm_id_q5_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q5_K,    QK_NL, dequantize_q5_K>;
+template [[host_name("kernel_mul_mm_id_q6_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q6_K,    QK_NL, dequantize_q6_K>;
+template [[host_name("kernel_mul_mm_id_iq2_xxs_f16")]] kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq2_xxs, QK_NL, dequantize_iq2_xxs>;
+template [[host_name("kernel_mul_mm_id_iq2_xs_f16")]]  kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq2_xs,  QK_NL, dequantize_iq2_xs>;
+template [[host_name("kernel_mul_mm_id_iq3_xxs_f16")]] kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq3_xxs, QK_NL, dequantize_iq3_xxs>;
+template [[host_name("kernel_mul_mm_id_iq3_s_f16")]]   kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq3_s,   QK_NL, dequantize_iq3_s>;
+template [[host_name("kernel_mul_mm_id_iq2_s_f16")]]   kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq2_s,   QK_NL, dequantize_iq2_s>;
+template [[host_name("kernel_mul_mm_id_iq1_s_f16")]]   kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq1_s,   QK_NL, dequantize_iq1_s>;
+template [[host_name("kernel_mul_mm_id_iq1_m_f16")]]   kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq1_m,   QK_NL, dequantize_iq1_m>;
+template [[host_name("kernel_mul_mm_id_iq4_nl_f16")]]  kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq4_nl,  2,     dequantize_iq4_nl>;
+template [[host_name("kernel_mul_mm_id_iq4_xs_f16")]]  kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq4_xs,  QK_NL, dequantize_iq4_xs>;
+
+
+//
+// matrix-vector multiplication
+//
+
+typedef void (kernel_mul_mv_impl_t)(
+        ggml_metal_kargs_mul_mv args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig,
+        ushort tiisg);
+
+typedef void (kernel_mul_mv2_impl_t)(
+        ggml_metal_kargs_mul_mv args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg);
+
+template<kernel_mul_mv_impl_t impl_fn>
+void mmv_fn(
+        ggml_metal_kargs_mul_mv args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiitg,
+        ushort tiisg,
+        ushort sgitg) {
+    impl_fn(args, src0, src1, dst, tgpig, tiisg);
+}
+
+template<kernel_mul_mv2_impl_t impl_fn>
+void mmv_fn(
+        ggml_metal_kargs_mul_mv args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiitg,
+        ushort tiisg,
+        ushort sgitg) {
+    impl_fn(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+typedef decltype(mmv_fn<kernel_mul_mv_impl<half, half4, half, half4, ggml_metal_kargs_mul_mv>>) mul_mv_impl_fn_t;
+
+template<mul_mv_impl_fn_t impl_fn>
+kernel void kernel_mul_mv_id(
+        constant ggml_metal_kargs_mul_mv_id & args,
+        device const char * src0s,
+        device const char * src1,
+        device       char * dst,
+        device const char * ids,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiitg[[thread_index_in_threadgroup]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    const int iid1 = tgpig.z/args.nei0;
+    const int idx  = tgpig.z%args.nei0;
+
+    tgpig.z = 0;
+
+    const int32_t i02 = ((device const int32_t *) (ids + iid1*args.nbi1))[idx];
+
+    const int64_t i11 = idx % args.ne11;
+    const int64_t i12 = iid1;
+
+    const int64_t i1 = idx;
+    const int64_t i2 = i12;
+
+    device const char * src0_cur = src0s + i02*args.nb02;
+    device const char * src1_cur = src1  + i11*args.nb11 + i12*args.nb12;
+
+    device char * dst_cur = dst + (i1*args.ne0 + i2*args.ne1*args.ne0)*sizeof(float);
+
+    ggml_metal_kargs_mul_mv args0 = {
+        /*.ne00 =*/ args.ne00,
+        /*.ne01 =*/ args.ne01,
+        /*.ne02 =*/ 1, // args.ne02,
+        /*.nb00 =*/ args.nb00,
+        /*.nb01 =*/ args.nb01,
+        /*.nb02 =*/ args.nb02,
+        /*.nb03 =*/ args.nb02, // args.ne02 == 1
+        /*.ne10 =*/ args.ne10,
+        /*.ne11 =*/ 1, // args.ne11,
+        /*.ne12 =*/ 1, // args.ne12,
+        /*.nb10 =*/ args.nb10,
+        /*.nb11 =*/ args.nb11,
+        /*.nb12 =*/ args.nb12,
+        /*.nb13 =*/ args.nb12, // ne12 == 1
+        /*.ne0  =*/ args.ne0,
+        /*.ne1  =*/ 1, // args.ne1,
+        /*.r2   =*/ 1,
+        /*.r3   =*/ 1,
+    };
+
+    impl_fn(
+        args0,
+        /* src0 */ src0_cur,
+        /* src1 */ src1_cur,
+        /* dst  */ dst_cur,
+        shmem,
+        tgpig,
+        tiitg,
+        tiisg,
+        sgitg);
+}
+
+typedef decltype(kernel_mul_mv_id<mmv_fn<kernel_mul_mv_impl<float, float4, float, float4>>>) kernel_mul_mv_id_t;
+
+template [[host_name("kernel_mul_mv_id_f32_f32")]]     kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_impl<float, float4, float, float4>>>;
+template [[host_name("kernel_mul_mv_id_f16_f32")]]     kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_impl<half, half4, float, float4>>>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mv_id_bf16_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_impl<bfloat, bfloat4, float, float4>>>;
+#endif
+template [[host_name("kernel_mul_mv_id_q8_0_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q8_0_f32_impl<N_R0_Q8_0, N_SG_Q8_0, N_SIMDWIDTH>>>;
+
+template [[host_name("kernel_mul_mv_id_q4_0_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<mul_vec_q_n_f32_impl<block_q4_0, N_R0_Q4_0, N_SG_Q4_0, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q4_1_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<mul_vec_q_n_f32_impl<block_q4_1, N_R0_Q4_1, N_SG_Q4_1, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q5_0_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<mul_vec_q_n_f32_impl<block_q5_0, N_R0_Q5_0, N_SG_Q5_0, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q5_1_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<mul_vec_q_n_f32_impl<block_q5_1, N_R0_Q5_1, N_SG_Q5_1, N_SIMDWIDTH>>>;
+
+template [[host_name("kernel_mul_mv_id_q2_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q2_K_f32_impl   <N_R0_Q2_K,    N_SG_Q2_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q3_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q3_K_f32_impl   <N_R0_Q3_K,    N_SG_Q3_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q4_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q4_K_f32_impl   <N_R0_Q4_K,    N_SG_Q4_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q5_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q5_K_f32_impl   <N_R0_Q5_K,    N_SG_Q5_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q6_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q6_K_f32_impl   <N_R0_Q6_K,    N_SG_Q6_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq1_s_f32")]]   kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq1_s_f32_impl  <N_R0_IQ1_S,   N_SG_IQ1_S,   N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq1_m_f32")]]   kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq1_m_f32_impl  <N_R0_IQ1_M,   N_SG_IQ1_M,   N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq2_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq2_xxs_f32_impl<N_R0_IQ2_XXS, N_SG_IQ2_XXS, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq2_xs_f32")]]  kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq2_xs_f32_impl <N_R0_IQ2_XS,  N_SG_IQ2_XS,  N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq3_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq3_xxs_f32_impl<N_R0_IQ3_XXS, N_SG_IQ3_XXS, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq3_s_f32")]]   kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq3_s_f32_impl  <N_R0_IQ3_S,   N_SG_IQ3_S,   N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq2_s_f32")]]   kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq2_s_f32_impl  <N_R0_IQ2_S,   N_SG_IQ2_S,   N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq4_nl_f32")]]  kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq4_nl_f32_impl <N_R0_IQ4_NL,  N_SG_IQ4_NL,  N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq4_xs_f32")]]  kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq4_xs_f32_impl <N_R0_IQ4_XS,  N_SG_IQ4_XS,  N_SIMDWIDTH>>>;
+
+kernel void kernel_pool_2d_max_f32(
+        device  const float * src0,
+        device        float * dst,
+        constant    ggml_metal_kargs_pool_2d & args,
+        uint        gid[[thread_position_in_grid]]) {
+
+    if (gid >= args.parallel_elements) {
+        return;
+    }
+
+    const int idx = gid;
+    const int I_HW = args.IH * args.IW;
+    const int O_HW = args.OH * args.OW;
+    const int nc = idx / O_HW;
+    const int cur_oh = idx % O_HW / args.OW;
+    const int cur_ow = idx % O_HW % args.OW;
+
+    device const float * i_ptr = src0 + nc * I_HW;
+    device       float * o_ptr = dst  + nc * O_HW;
+
+    const int start_h = cur_oh * args.s1 - args.p1;
+    const int bh = MAX(0,  start_h);
+    const int eh = MIN(args.IH, start_h + args.k1);
+    const int start_w = cur_ow * args.s0 - args.p0;
+    const int bw = MAX(0,  start_w);
+    const int ew = MIN(args.IW, start_w + args.k0);
+
+    float res = -INFINITY;
+
+    for (int i = bh; i < eh; i += 1) {
+        for (int j = bw; j < ew; j += 1) {
+            res = MAX(res, i_ptr[i * args.IW + j]);
+        }
+    }
+
+    o_ptr[cur_oh * args.OW + cur_ow] = res;
+}
+
+kernel void kernel_pool_2d_avg_f32(
+        device  const float * src0,
+        device        float * dst,
+        constant    ggml_metal_kargs_pool_2d & args,
+        uint        gid[[thread_position_in_grid]]) {
+
+    if (gid >= args.parallel_elements) {
+        return;
+    }
+
+    const int idx = gid;
+    const int I_HW = args.IH * args.IW;
+    const int O_HW = args.OH * args.OW;
+    const int nc = idx / O_HW;
+    const int cur_oh = idx % O_HW / args.OW;
+    const int cur_ow = idx % O_HW % args.OW;
+
+    device const float * i_ptr = src0 + nc * I_HW;
+    device       float * o_ptr = dst  + nc * O_HW;
+
+    const int start_h = cur_oh * args.s1 - args.p1;
+    const int bh = MAX(0,  start_h);
+    const int eh = MIN(args.IH, start_h + args.k1);
+    const int start_w = cur_ow * args.s0 - args.p0;
+    const int bw = MAX(0,  start_w);
+    const int ew = MIN(args.IW, start_w + args.k0);
+    // const float scale = 1. / ((eh - bh) * (ew - bw));
+    const float scale = 1. / (args.k0 * args.k1);
+
+    float res = 0;
+
+    for (int i = bh; i < eh; i += 1) {
+        for (int j = bw; j < ew; j += 1) {
+            float cur = i_ptr[i * args.IW + j];
+            res += cur * scale;
+        }
+    }
+
+    o_ptr[cur_oh * args.OW + cur_ow] = res;
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.s b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.s
new file mode 100644
index 0000000..47c729a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-embed.s
@@ -0,0 +1,6 @@
+.section __DATA, __ggml_metallib
+.globl _ggml_metallib_start
+_ggml_metallib_start:
+.incbin "ggml-metal-embed.metal"
+.globl _ggml_metallib_end
+_ggml_metallib_end:
diff --git a/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-impl.h b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-impl.h
new file mode 100644
index 0000000..17eab97
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal-impl.h
@@ -0,0 +1,622 @@
+#ifndef GGML_METAL_IMPL
+#define GGML_METAL_IMPL
+
+// kernel parameters for mat-vec threadgroups
+//
+// N_R0: number of src0 rows to process per simdgroup
+// N_SG: number of simdgroups per threadgroup
+//
+// TODO: for optimal performance, become function of the device and work size
+
+#define N_R0_Q4_0 4
+#define N_SG_Q4_0 2
+
+#define N_R0_Q4_1 4
+#define N_SG_Q4_1 2
+
+#define N_R0_Q5_0 4
+#define N_SG_Q5_0 2
+
+#define N_R0_Q5_1 4
+#define N_SG_Q5_1 2
+
+#define N_R0_Q8_0 4
+#define N_SG_Q8_0 2
+
+#define N_R0_Q2_K 4
+#define N_SG_Q2_K 2
+
+#define N_R0_Q3_K 2
+#define N_SG_Q3_K 2
+
+#define N_R0_Q4_K 4
+#define N_SG_Q4_K 2
+
+#define N_R0_Q5_K 2
+#define N_SG_Q5_K 2
+
+#define N_R0_Q6_K 1
+#define N_SG_Q6_K 2
+
+#define N_R0_IQ1_S 4
+#define N_SG_IQ1_S 2
+
+#define N_R0_IQ1_M 4
+#define N_SG_IQ1_M 2
+
+#define N_R0_IQ2_XXS 4
+#define N_SG_IQ2_XXS 2
+
+#define N_R0_IQ2_XS 4
+#define N_SG_IQ2_XS 2
+
+#define N_R0_IQ2_S 4
+#define N_SG_IQ2_S 2
+
+#define N_R0_IQ3_XXS 4
+#define N_SG_IQ3_XXS 2
+
+#define N_R0_IQ3_S 4
+#define N_SG_IQ3_S 2
+
+#define N_R0_IQ4_NL 2
+#define N_SG_IQ4_NL 2
+
+#define N_R0_IQ4_XS 2
+#define N_SG_IQ4_XS 2
+
+// kernel argument structs
+//
+// - element counters (e.g. ne00) typically use int32_t to reduce register usage
+//   however, be careful from int overflows when using those in the kernel implementation
+//
+// - strides (e.g. nb00) use uint64_t
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    int32_t  ne13;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int32_t  ne2;
+    int32_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    int32_t  dim;
+} ggml_metal_kargs_concat;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    int32_t  ne13;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int32_t  ne2;
+    int32_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    uint64_t offs;
+} ggml_metal_kargs_bin;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne0;
+    int32_t  ne1;
+    int32_t  ne2;
+    int32_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+} ggml_metal_kargs_repeat;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+} ggml_metal_kargs_cpy;
+
+typedef struct {
+    int64_t  ne10;
+    int64_t  ne11;
+    int64_t  ne12;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    uint64_t offs;
+    bool     inplace;
+} ggml_metal_kargs_set;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne0;
+    int32_t  ne1;
+    int32_t  ne2;
+    int32_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    int32_t  n_past;
+    int32_t  n_dims;
+    int32_t  n_ctx_orig;
+    float    freq_base;
+    float    freq_scale;
+    float    ext_factor;
+    float    attn_factor;
+    float    beta_fast;
+    float    beta_slow;
+    int32_t  sect_0;
+    int32_t  sect_1;
+    int32_t  sect_2;
+    int32_t  sect_3;
+} ggml_metal_kargs_rope;
+
+typedef struct {
+    int32_t  ne01;
+    int32_t  ne02;
+    int32_t  ne03;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne11;
+    int32_t  ne_12_2; // assume K and V are same shape
+    int32_t  ne_12_3;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    uint64_t nb21;
+    uint64_t nb22;
+    uint64_t nb23;
+    uint64_t nb31;
+    int32_t  ne1;
+    int32_t  ne2;
+    float    scale;
+    float    max_bias;
+    float    m0;
+    float    m1;
+    uint16_t n_head_log2;
+    float    logit_softcap;
+} ggml_metal_kargs_flash_attn_ext;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne02;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne12;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int16_t  r2;
+    int16_t  r3;
+} ggml_metal_kargs_mul_mm;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int16_t  r2;
+    int16_t  r3;
+} ggml_metal_kargs_mul_mv;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int32_t  ne0;
+    int32_t  ne1;
+    int16_t  r2;
+    int16_t  r3;
+    int16_t  nsg;
+    int16_t  nxpsg;
+    int16_t  r1ptg;
+} ggml_metal_kargs_mul_mv_ext;
+
+typedef struct {
+    int32_t  ne10;
+    int32_t  ne11;  // n_expert_used (bcast)
+    uint64_t nb11;
+    uint64_t nb12;
+    int32_t  neh11; // n_tokens
+    uint64_t nbh11;
+    int32_t  ne20;  // n_expert_used
+    uint64_t nb21;
+} ggml_metal_kargs_mul_mm_id_map0;
+
+typedef struct {
+    int32_t  ne20; // n_expert_used
+    int32_t  neh0;
+    int32_t  neh1;
+    uint64_t nbh1;
+    uint64_t nbh2;
+    int32_t  ne0;
+    uint64_t nb1;
+    uint64_t nb2;
+} ggml_metal_kargs_mul_mm_id_map1;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne02;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int32_t  neh12;
+    uint64_t nbh10;
+    uint64_t nbh11;
+    uint64_t nbh12;
+    uint64_t nbh13;
+    int32_t  neh0;
+    int32_t  neh1;
+    int16_t  r2;
+    int16_t  r3;
+} ggml_metal_kargs_mul_mm_id;
+
+typedef struct {
+    int32_t  nei0;
+    int32_t  nei1;
+    uint64_t nbi1;
+    int32_t  ne00;
+    int32_t  ne01;
+    int32_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    int32_t  ne10;
+    int32_t  ne11;
+    int32_t  ne12;
+    int32_t  ne13;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    int32_t  ne0;
+    int32_t  ne1;
+    uint64_t nb1;
+} ggml_metal_kargs_mul_mv_id;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne00_4;
+    uint64_t nb01;
+    float    eps;
+} ggml_metal_kargs_norm;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne00_4;
+    uint64_t nb01;
+    float    eps;
+} ggml_metal_kargs_rms_norm;
+
+typedef struct {
+    int32_t  ne00;
+    int32_t  ne00_4;
+    uint64_t nb01;
+    float    eps;
+} ggml_metal_kargs_l2_norm;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    int32_t  n_groups;
+    float    eps;
+} ggml_metal_kargs_group_norm;
+
+typedef struct {
+    int32_t  IC;
+    int32_t  IL;
+    int32_t  K;
+    int32_t  s0;
+    uint64_t nb0;
+    uint64_t nb1;
+} ggml_metal_kargs_conv_transpose_1d;
+
+typedef struct {
+    uint64_t  ofs0;
+    uint64_t  ofs1;
+    int32_t  IW;
+    int32_t  IH;
+    int32_t  CHW;
+    int32_t  s0;
+    int32_t  s1;
+    int32_t  p0;
+    int32_t  p1;
+    int32_t  d0;
+    int32_t  d1;
+    int32_t  N;
+    int32_t  KH;
+    int32_t  KW;
+    int32_t  KHW; // KH * KW, pre-computed on CPU to save GPU resources
+} ggml_metal_kargs_im2col;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne10;
+    int64_t  ne11;
+    int64_t  ne12;
+    int64_t  ne13;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+} ggml_metal_kargs_sum_rows;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    float    scale;
+    float    max_bias;
+    float    m0;
+    float    m1;
+    uint32_t n_head_log2;
+} ggml_metal_kargs_soft_max;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int      n_past;
+} ggml_metal_kargs_diag_mask_inf;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    int64_t  ne10;
+    int64_t  ne11;
+    uint64_t nb10;
+    uint64_t nb11;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+} ggml_metal_kargs_ssm_conv;
+
+typedef struct {
+    int64_t  d_state;
+    int64_t  d_inner;
+    int64_t  n_seq_tokens;
+    int64_t  n_seqs;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb12;
+    uint64_t nb13;
+    uint64_t nb20;
+    uint64_t nb21;
+    uint64_t nb22;
+    uint64_t nb30;
+    uint64_t nb31;
+    uint64_t nb40;
+    uint64_t nb41;
+    uint64_t nb42;
+    uint64_t nb50;
+    uint64_t nb51;
+    uint64_t nb52;
+} ggml_metal_kargs_ssm_scan;
+
+typedef struct {
+    int64_t  ne00;
+    uint64_t nb01;
+    uint64_t nb02;
+    int64_t  ne10;
+    uint64_t nb10;
+    uint64_t nb11;
+    uint64_t nb1;
+    uint64_t nb2;
+} ggml_metal_kargs_get_rows;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    float    sf0;
+    float    sf1;
+    float    sf2;
+    float    sf3;
+} ggml_metal_kargs_upscale;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+} ggml_metal_kargs_pad;
+
+typedef struct {
+    int64_t  ne00;
+    int64_t  ne01;
+    int64_t  ne02;
+    int64_t  ne03;
+    uint64_t nb00;
+    uint64_t nb01;
+    uint64_t nb02;
+    uint64_t nb03;
+    int64_t  ne0;
+    int64_t  ne1;
+    int64_t  ne2;
+    int64_t  ne3;
+    uint64_t nb0;
+    uint64_t nb1;
+    uint64_t nb2;
+    uint64_t nb3;
+    int32_t  p0;
+    int32_t  p1;
+} ggml_metal_kargs_pad_reflect_1d;
+
+typedef struct {
+    uint64_t nb1;
+    int      dim;
+    int      max_period;
+} ggml_metal_kargs_timestep_embedding;
+
+typedef struct {
+    float    slope;
+} ggml_metal_kargs_leaky_relu;
+
+typedef struct {
+    int64_t  ncols;
+    int64_t  ncols_pad;
+} ggml_metal_kargs_argsort;
+
+typedef struct {
+    int64_t  ne0;
+    float    start;
+    float    step;
+} ggml_metal_kargs_arange;
+
+typedef struct {
+    int32_t  k0;
+    int32_t  k1;
+    int32_t  s0;
+    int32_t  s1;
+    int32_t  p0;
+    int32_t  p1;
+    int64_t  IH;
+    int64_t  IW;
+    int64_t  OH;
+    int64_t  OW;
+    int64_t  parallel_elements;
+} ggml_metal_kargs_pool_2d;
+
+#endif // GGML_METAL_IMPL
diff --git a/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal.m b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal.m
new file mode 100644
index 0000000..1b56f85
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal.m
@@ -0,0 +1,5943 @@
+#import "ggml-metal.h"
+
+#import "ggml-impl.h"
+#import "ggml-backend-impl.h"
+#import "ggml-metal-impl.h"
+
+#import <Foundation/Foundation.h>
+
+#import <Metal/Metal.h>
+
+#undef MIN
+#undef MAX
+#define MIN(a, b) ((a) < (b) ? (a) : (b))
+#define MAX(a, b) ((a) > (b) ? (a) : (b))
+
+// max memory buffers that can be mapped to the device
+#define GGML_METAL_MAX_BUFFERS 64
+
+// max number of MTLCommandBuffer used to submit a graph for processing
+#define GGML_METAL_MAX_COMMAND_BUFFERS 8
+
+#ifndef TARGET_OS_VISION
+#define TARGET_OS_VISION 0
+#endif
+
+// create residency sets only on macOS >= 15.0
+#if !TARGET_CPU_X86_64 && TARGET_OS_OSX && __MAC_OS_X_VERSION_MAX_ALLOWED >= 150000 || \
+    TARGET_OS_IOS && __IPHONE_OS_VERSION_MAX_ALLOWED >= 180000 || \
+    TARGET_OS_TV && __TV_OS_VERSION_MAX_ALLOWED >= 180000 || \
+    TARGET_OS_VISION && __VISION_OS_VERSION_MAX_ALLOWED >= 200000
+#define GGML_METAL_HAS_RESIDENCY_SETS 1
+#endif
+
+// globals
+
+// overload of MTLGPUFamilyMetal3 (not available in some environments)
+static const NSInteger MTLGPUFamilyMetal3_GGML = 5001;
+
+// initialized in ggml_backend_metal_reg
+static struct ggml_backend_reg    g_ggml_backend_metal_reg;
+static struct ggml_backend_device g_ggml_backend_metal_device;
+
+// information about a Metal device
+// note: assumes single GPU device - the default one
+// TODO: support multiple GPU devices
+static struct ggml_backend_metal_device_context {
+    id<MTLDevice>  mtl_device;
+    int            mtl_device_ref_count;
+    id<MTLLibrary> mtl_library;
+
+    bool has_simdgroup_reduction;
+    bool has_simdgroup_mm;
+    bool has_residency_sets;
+    bool has_bfloat;
+    bool use_bfloat;
+
+    char name[128];
+} g_ggml_ctx_dev_main = {
+    /*.mtl_device              =*/ nil,
+    /*.mtl_device_ref_count    =*/ 0,
+    /*.mtl_library             =*/ nil,
+    /*.has_simdgroup_reduction =*/ false,
+    /*.has_simdgroup_mm        =*/ false,
+    /*.has_residency_sets      =*/ false,
+    /*.has_bfloat              =*/ false,
+    /*.use_bfloat              =*/ false,
+    /*.name                    =*/ "",
+};
+
+// acquire
+static id<MTLDevice> ggml_backend_metal_device_acq(struct ggml_backend_metal_device_context * ctx) {
+    assert(ctx != NULL);
+
+    if (ctx->mtl_device == nil) {
+        ctx->mtl_device = MTLCreateSystemDefaultDevice();
+    }
+
+    if (ctx->mtl_device) {
+        ctx->has_simdgroup_reduction  = [ctx->mtl_device supportsFamily:MTLGPUFamilyApple7];
+        ctx->has_simdgroup_reduction |= [ctx->mtl_device supportsFamily:MTLGPUFamilyMetal3_GGML];
+
+        ctx->has_simdgroup_mm = [ctx->mtl_device supportsFamily:MTLGPUFamilyApple7];
+
+#if defined(GGML_METAL_HAS_RESIDENCY_SETS)
+        ctx->has_residency_sets = getenv("GGML_METAL_NO_RESIDENCY") == NULL;
+#endif
+
+        ctx->has_bfloat  = [ctx->mtl_device supportsFamily:MTLGPUFamilyMetal3_GGML];
+        ctx->has_bfloat |= [ctx->mtl_device supportsFamily:MTLGPUFamilyApple6];
+
+#if defined(GGML_METAL_USE_BF16)
+        ctx->use_bfloat = ctx->has_bfloat;
+#else
+        ctx->use_bfloat = false;
+#endif
+
+        strncpy(ctx->name, [[ctx->mtl_device name] UTF8String], sizeof(ctx->name) - 1);
+    }
+
+    ctx->mtl_device_ref_count++;
+
+    return ctx->mtl_device;
+}
+
+// release
+static void ggml_backend_metal_device_rel(struct ggml_backend_metal_device_context * ctx) {
+    assert(ctx != NULL);
+    assert(ctx->mtl_device_ref_count > 0);
+
+    ctx->mtl_device_ref_count--;
+
+    if (ctx->mtl_device_ref_count == 0) {
+        if (ctx->mtl_library) {
+            [ctx->mtl_library release];
+            ctx->mtl_library = nil;
+        }
+
+        if (ctx->mtl_device) {
+            [ctx->mtl_device release];
+            ctx->mtl_device = nil;
+        }
+    }
+}
+
+// kernels
+
+struct ggml_metal_kernel {
+    id<MTLComputePipelineState> pipeline;
+};
+
+enum ggml_metal_kernel_type {
+    GGML_METAL_KERNEL_TYPE_ADD,
+    GGML_METAL_KERNEL_TYPE_ADD_ROW,
+    GGML_METAL_KERNEL_TYPE_SUB,
+    GGML_METAL_KERNEL_TYPE_SUB_ROW,
+    GGML_METAL_KERNEL_TYPE_MUL,
+    GGML_METAL_KERNEL_TYPE_MUL_ROW,
+    GGML_METAL_KERNEL_TYPE_DIV,
+    GGML_METAL_KERNEL_TYPE_DIV_ROW,
+    GGML_METAL_KERNEL_TYPE_REPEAT_F32,
+    GGML_METAL_KERNEL_TYPE_REPEAT_F16,
+    GGML_METAL_KERNEL_TYPE_REPEAT_I32,
+    GGML_METAL_KERNEL_TYPE_REPEAT_I16,
+    GGML_METAL_KERNEL_TYPE_SCALE,
+    GGML_METAL_KERNEL_TYPE_SCALE_4,
+    GGML_METAL_KERNEL_TYPE_CLAMP,
+    GGML_METAL_KERNEL_TYPE_TANH,
+    GGML_METAL_KERNEL_TYPE_RELU,
+    GGML_METAL_KERNEL_TYPE_SIGMOID,
+    GGML_METAL_KERNEL_TYPE_GELU,
+    GGML_METAL_KERNEL_TYPE_GELU_4,
+    GGML_METAL_KERNEL_TYPE_GELU_QUICK,
+    GGML_METAL_KERNEL_TYPE_GELU_QUICK_4,
+    GGML_METAL_KERNEL_TYPE_SILU,
+    GGML_METAL_KERNEL_TYPE_SILU_4,
+    GGML_METAL_KERNEL_TYPE_ELU,
+    GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16,
+    GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16_4,
+    GGML_METAL_KERNEL_TYPE_SOFT_MAX_F32,
+    GGML_METAL_KERNEL_TYPE_SOFT_MAX_F32_4,
+    GGML_METAL_KERNEL_TYPE_DIAG_MASK_INF,
+    GGML_METAL_KERNEL_TYPE_DIAG_MASK_INF_8,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_F32,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_F16,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_BF16,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q4_0,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q4_1,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q5_0,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q5_1,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q8_0,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q2_K,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q3_K,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q4_K,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q5_K,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_Q6_K,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ2_XXS,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ2_XS,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ3_XXS,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ3_S,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ2_S,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ1_S,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ1_M,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ4_NL,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ4_XS,
+    GGML_METAL_KERNEL_TYPE_GET_ROWS_I32,
+    GGML_METAL_KERNEL_TYPE_RMS_NORM,
+    GGML_METAL_KERNEL_TYPE_L2_NORM,
+    GGML_METAL_KERNEL_TYPE_GROUP_NORM,
+    GGML_METAL_KERNEL_TYPE_NORM,
+    GGML_METAL_KERNEL_TYPE_SSM_CONV_F32,
+    GGML_METAL_KERNEL_TYPE_SSM_SCAN_F32,
+    GGML_METAL_KERNEL_TYPE_RWKV_WKV6_F32,
+    GGML_METAL_KERNEL_TYPE_RWKV_WKV7_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_F32_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F32_1ROW,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F32_L4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_F32_1ROW,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_F32_L4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_BF16,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q4_0_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q4_1_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q5_0_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q5_1_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q8_0_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_2,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_3,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_4,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_5,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q2_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q3_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q4_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q5_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_Q6_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_IQ2_XXS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_IQ2_XS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_IQ3_XXS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_IQ3_S_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_IQ2_S_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_IQ1_S_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_IQ1_M_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_IQ4_NL_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_IQ4_XS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F32_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F16_F32,
+  //GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F16_F32_1ROW,
+  //GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F16_F32_L4,
+  //GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F16_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_BF16_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q4_0_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q4_1_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q5_0_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q5_1_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q8_0_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q2_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q3_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q4_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q5_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q6_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ2_XXS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ2_XS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ3_XXS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ3_S_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ2_S_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ1_S_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ1_M_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ4_NL_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ4_XS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_F32_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_F16_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_BF16_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q4_0_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q4_1_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q5_0_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q5_1_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q8_0_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q2_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q3_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q4_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q5_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_Q6_K_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_IQ2_XXS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_IQ2_XS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_IQ3_XXS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_IQ3_S_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_IQ2_S_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_IQ1_S_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_IQ1_M_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_IQ4_NL_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_IQ4_XS_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_MAP0_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_MAP1_F32,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_F32_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_F16_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_BF16_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q4_0_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q4_1_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q5_0_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q5_1_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q8_0_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q2_K_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q3_K_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q4_K_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q5_K_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q6_K_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ2_XXS_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ2_XS_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ3_XXS_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ3_S_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ2_S_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ1_S_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ1_M_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ4_NL_F16,
+    GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ4_XS_F16,
+    GGML_METAL_KERNEL_TYPE_ROPE_NORM_F32,
+    GGML_METAL_KERNEL_TYPE_ROPE_NORM_F16,
+    GGML_METAL_KERNEL_TYPE_ROPE_MULTI_F32,
+    GGML_METAL_KERNEL_TYPE_ROPE_MULTI_F16,
+    GGML_METAL_KERNEL_TYPE_ROPE_VISION_F32,
+    GGML_METAL_KERNEL_TYPE_ROPE_VISION_F16,
+    GGML_METAL_KERNEL_TYPE_ROPE_NEOX_F32,
+    GGML_METAL_KERNEL_TYPE_ROPE_NEOX_F16,
+    GGML_METAL_KERNEL_TYPE_IM2COL_F16,
+    GGML_METAL_KERNEL_TYPE_IM2COL_F32,
+    GGML_METAL_KERNEL_TYPE_IM2COL_EXT_F16,
+    GGML_METAL_KERNEL_TYPE_IM2COL_EXT_F32,
+    GGML_METAL_KERNEL_TYPE_CONV_TRANSPOSE_1D_F32_F32,
+    GGML_METAL_KERNEL_TYPE_CONV_TRANSPOSE_1D_F16_F32,
+    GGML_METAL_KERNEL_TYPE_UPSCALE_F32,
+    GGML_METAL_KERNEL_TYPE_PAD_F32,
+    GGML_METAL_KERNEL_TYPE_PAD_REFLECT_1D_F32,
+    GGML_METAL_KERNEL_TYPE_ARANGE_F32,
+    GGML_METAL_KERNEL_TYPE_TIMESTEP_EMBEDDING_F32,
+    GGML_METAL_KERNEL_TYPE_ARGSORT_F32_I32_ASC,
+    GGML_METAL_KERNEL_TYPE_ARGSORT_F32_I32_DESC,
+    GGML_METAL_KERNEL_TYPE_LEAKY_RELU_F32,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H64,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H80,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H112,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H64,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H80,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H112,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H64,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H80,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H112,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H64,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H80,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H112,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H64,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H80,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H112,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H64,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H80,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H112,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H64,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H80,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H112,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H96,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H192,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_HK192_HV128,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H256,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_HK576_HV512,
+    GGML_METAL_KERNEL_TYPE_SET_I32,
+    GGML_METAL_KERNEL_TYPE_SET_F32,
+    GGML_METAL_KERNEL_TYPE_CPY_F32_F32,
+    GGML_METAL_KERNEL_TYPE_CPY_F32_F16,
+    GGML_METAL_KERNEL_TYPE_CPY_F32_BF16,
+    GGML_METAL_KERNEL_TYPE_CPY_F16_F16,
+    GGML_METAL_KERNEL_TYPE_CPY_F16_F32,
+    GGML_METAL_KERNEL_TYPE_CPY_BF16_F32,
+    GGML_METAL_KERNEL_TYPE_CPY_BF16_BF16,
+    GGML_METAL_KERNEL_TYPE_CPY_F32_Q8_0,
+    GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_0,
+    GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_1,
+    GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_0,
+    GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_1,
+    GGML_METAL_KERNEL_TYPE_CPY_F32_IQ4_NL,
+    GGML_METAL_KERNEL_TYPE_CPY_Q4_0_F32,
+    GGML_METAL_KERNEL_TYPE_CPY_Q4_0_F16,
+    GGML_METAL_KERNEL_TYPE_CPY_Q4_1_F32,
+    GGML_METAL_KERNEL_TYPE_CPY_Q4_1_F16,
+    GGML_METAL_KERNEL_TYPE_CPY_Q5_0_F32,
+    GGML_METAL_KERNEL_TYPE_CPY_Q5_0_F16,
+    GGML_METAL_KERNEL_TYPE_CPY_Q5_1_F32,
+    GGML_METAL_KERNEL_TYPE_CPY_Q5_1_F16,
+    GGML_METAL_KERNEL_TYPE_CPY_Q8_0_F32,
+    GGML_METAL_KERNEL_TYPE_CPY_Q8_0_F16,
+    GGML_METAL_KERNEL_TYPE_CONCAT,
+    GGML_METAL_KERNEL_TYPE_SQR,
+    GGML_METAL_KERNEL_TYPE_SQRT,
+    GGML_METAL_KERNEL_TYPE_SIN,
+    GGML_METAL_KERNEL_TYPE_COS,
+    GGML_METAL_KERNEL_TYPE_NEG,
+    GGML_METAL_KERNEL_TYPE_SUM_ROWS,
+    GGML_METAL_KERNEL_TYPE_POOL_2D_AVG_F32,
+    GGML_METAL_KERNEL_TYPE_POOL_2D_MAX_F32,
+    GGML_METAL_KERNEL_TYPE_ARGMAX,
+
+    GGML_METAL_KERNEL_TYPE_COUNT
+};
+
+//
+// ggml_metal_heap
+//
+
+struct ggml_metal_heap {
+    // number of times the heap was unused
+    int n_unused;
+
+    // total number of buffer allocations in this heap across all computes
+    int64_t n_alloc;
+
+    // current offset in the heap - we reset this after each node in order to reuse the memory
+    size_t offs;
+
+    // the currently allocated MTLBuffer objects in this heap
+    id<MTLHeap> obj;
+
+    NSMutableArray * bufs;
+};
+
+static struct ggml_metal_heap * ggml_metal_heap_init(id<MTLDevice> device, size_t size) {
+    struct ggml_metal_heap * heap = calloc(1, sizeof(struct ggml_metal_heap));
+
+    MTLHeapDescriptor * desc = [[MTLHeapDescriptor alloc] init];
+    desc.storageMode  = MTLStorageModePrivate;
+    desc.cpuCacheMode = MTLCPUCacheModeDefaultCache;
+    desc.type         = MTLHeapTypePlacement;
+    desc.size         = size;
+
+    heap->n_unused = 0;
+    heap->n_alloc = 0;
+
+    heap->obj = [device newHeapWithDescriptor:desc];
+    if (!heap->obj) {
+        GGML_LOG_ERROR("%s: error: failed to create MTLHeap with size %zu\n", __func__, size);
+
+        free(heap);
+
+        return false;
+    }
+
+    [desc release];
+
+    heap->bufs = [[NSMutableArray alloc] init];
+
+    return heap;
+}
+
+static void ggml_metal_heap_reset(struct ggml_metal_heap * heap) {
+    heap->offs = 0;
+
+    // count how many graph computes the heap ended up being unused
+    if ([heap->bufs count] > 0) {
+        heap->n_unused = 0;
+    } else {
+        heap->n_unused++;
+    }
+
+    for (id<MTLBuffer> buf in heap->bufs) {
+        [buf release];
+    }
+    [heap->bufs removeAllObjects];
+
+    // tell the OS that it can reuse this memory if needed
+    // ref: https://developer.apple.com/documentation/metal/mtlpurgeablestate?language=objc
+    [heap->obj setPurgeableState:MTLPurgeableStateVolatile];
+}
+
+static void ggml_metal_heap_free(struct ggml_metal_heap * heap) {
+    if (heap == nil) {
+        return;
+    }
+
+    ggml_metal_heap_reset(heap);
+
+    [heap->obj  release];
+    [heap->bufs release];
+
+    free(heap);
+}
+
+@interface ggml_metal_heap_ptr : NSObject
+
+@property (nonatomic, assign) struct ggml_metal_heap * data;
+
+@end
+
+@implementation ggml_metal_heap_ptr
+@end
+
+//
+// ggml_metal_mem_pool
+//
+
+struct ggml_metal_mem_pool {
+    id<MTLDevice> device;
+
+    int n_heaps; // total number of heaps ever created (including those that were removed)
+
+    NSMutableArray * heaps;
+    NSMutableArray * heaps_to_remove;
+};
+
+static struct ggml_metal_mem_pool * ggml_metal_mem_pool_init(void) {
+    struct ggml_metal_mem_pool * mem_pool = calloc(1, sizeof(struct ggml_metal_mem_pool));
+
+    mem_pool->n_heaps = 0;
+
+    mem_pool->heaps           = [[NSMutableArray alloc] init];
+    mem_pool->heaps_to_remove = [[NSMutableArray alloc] init];
+
+    return mem_pool;
+}
+
+static void ggml_metal_mem_pool_free(struct ggml_metal_mem_pool * mem_pool) {
+    GGML_LOG_DEBUG("%s: freeing memory pool, num heaps = %zu (total = %d)\n", __func__, [mem_pool->heaps count], mem_pool->n_heaps);
+
+    size_t size_all = 0;
+    size_t size_cur = 0;
+
+    for (ggml_metal_heap_ptr * ptr in mem_pool->heaps) {
+        GGML_LOG_DEBUG("%s:   heap: %p\n",                __func__, (void *) ptr.data);
+        GGML_LOG_DEBUG("%s:     n_alloc:  %" PRId64 "\n", __func__, ptr.data->n_alloc);
+        GGML_LOG_DEBUG("%s:     n_unused: %d\n",          __func__, ptr.data->n_unused);
+        GGML_LOG_DEBUG("%s:     size:     %.2f MiB\n",    __func__, [ptr.data->obj size] / 1024.0 / 1024.0);
+        GGML_LOG_DEBUG("%s:     bufs:     %zu\n",         __func__, [ptr.data->bufs count]);
+
+        if ([ptr.data->bufs count] > 0) {
+            size_cur += [ptr.data->obj size];
+        }
+        size_all += [ptr.data->obj size];
+
+        ggml_metal_heap_free(ptr.data);
+        [ptr release];
+    }
+    [mem_pool->heaps           release];
+    [mem_pool->heaps_to_remove release];
+
+    if (size_all > 0) {
+        GGML_LOG_DEBUG("%s:   size_all: %.2f MiB\n", __func__, size_all / 1024.0 / 1024.0);
+        GGML_LOG_DEBUG("%s:   size_cur: %.2f MiB\n", __func__, size_cur / 1024.0 / 1024.0);
+    }
+
+    free(mem_pool);
+}
+
+static void ggml_metal_mem_pool_reset(struct ggml_metal_mem_pool * mem_pool) {
+    for (NSUInteger i = 0; i < [mem_pool->heaps count]; i++) {
+        ggml_metal_heap_ptr * ptr = [mem_pool->heaps objectAtIndex:i];
+
+        struct ggml_metal_heap * heap = ptr.data;
+        ggml_metal_heap_reset(heap);
+
+        // if the heap hasn't been used for a while, remove it
+        if (heap->n_unused >= 128) {
+            [mem_pool->heaps_to_remove addObject:@(i)];
+        }
+    }
+
+    if (mem_pool->heaps_to_remove.count > 0) {
+        // remove in reverse order
+        for (NSUInteger i = [mem_pool->heaps_to_remove count] - 1; ; --i) {
+            NSUInteger index = [[mem_pool->heaps_to_remove objectAtIndex:i] intValue];
+            ggml_metal_heap_ptr * ptr = [mem_pool->heaps objectAtIndex:index];
+
+            struct ggml_metal_heap * heap = ptr.data;
+            ggml_metal_heap_free(heap);
+
+            [mem_pool->heaps removeObjectAtIndex:index];
+            [ptr release];
+
+            if (i == 0) {
+                break;
+            }
+        }
+
+        [mem_pool->heaps_to_remove removeAllObjects];
+    }
+}
+
+static void ggml_metal_mem_pool_clear(struct ggml_metal_mem_pool * mem_pool) {
+    for (ggml_metal_heap_ptr * ptr in mem_pool->heaps) {
+        ptr.data->offs = 0;
+    }
+}
+
+static id<MTLBuffer> ggml_metal_mem_pool_alloc(struct ggml_metal_mem_pool * mem_pool, size_t size) {
+    const size_t alignment = 256;
+
+    const size_t size_aligned = GGML_PAD(size, alignment);
+
+    // try one of the existing heaps
+    for (ggml_metal_heap_ptr * ptr in mem_pool->heaps) {
+        struct ggml_metal_heap * heap = ptr.data;
+        if (heap->offs + size_aligned <= [heap->obj size]) {
+            // if this is the first buffer in the heap for the current command buffer, tell the OS that
+            //   it cannot free the memory used by the heap
+            // ref: https://developer.apple.com/documentation/metal/mtlpurgeablestate?language=objc
+            if ([heap->bufs count] == 0) {
+                [heap->obj setPurgeableState:MTLPurgeableStateNonVolatile];
+            }
+
+            id<MTLBuffer> buf = [heap->obj newBufferWithLength:size_aligned options:MTLResourceStorageModePrivate offset:heap->offs];
+            if (buf == nil) {
+                GGML_LOG_ERROR("%s: error: failed to create MTLBuffer with size %zu\n", __func__, size_aligned);
+                return nil;
+            }
+
+            heap->n_alloc++;
+            heap->offs += size_aligned;
+
+            [heap->bufs addObject:buf];
+
+            return buf;
+        }
+    }
+
+    // create a new heap that can fit this buffer
+    ggml_metal_heap_ptr * heap_ptr = [ggml_metal_heap_ptr new];
+
+    struct ggml_metal_heap * heap = ggml_metal_heap_init(mem_pool->device, size_aligned);
+    if (heap == NULL) {
+        GGML_LOG_ERROR("%s: error: failed to create heap of size %zu\n", __func__, size_aligned);
+        return NULL;
+    }
+
+    //GGML_LOG_DEBUG("%s: creating new heap of size %zu, got %zu\n", __func__, size_aligned, [heap->obj size]);
+
+    heap_ptr.data = heap;
+    ggml_metal_heap_reset(heap);
+
+    [heap->obj setPurgeableState:MTLPurgeableStateNonVolatile];
+    id<MTLBuffer> buf = [heap->obj newBufferWithLength:size_aligned options:MTLResourceStorageModePrivate offset:heap->offs];
+    if (buf == nil) {
+        GGML_LOG_ERROR("%s: error: failed to create MTLBuffer with size %zu\n", __func__, size_aligned);
+        return NULL;
+    }
+
+    heap->n_alloc++;
+    heap->offs += size_aligned;
+
+    [heap->bufs addObject:buf];
+
+    [mem_pool->heaps addObject:heap_ptr];
+    mem_pool->n_heaps++;
+
+    return buf;
+}
+
+struct ggml_metal_command_buffer {
+    id<MTLCommandBuffer> obj;
+
+    // each command buffer has a memory pool from which it can allocate temporary buffers during the compute
+    struct ggml_metal_mem_pool * mem_pool;
+};
+
+struct ggml_backend_metal_context {
+    id<MTLDevice>       device;
+    id<MTLCommandQueue> queue;
+
+    dispatch_queue_t d_queue;
+
+    struct ggml_metal_kernel kernels[GGML_METAL_KERNEL_TYPE_COUNT];
+
+    // capture state
+    bool capture_next_compute;
+    bool capture_started;
+
+    id<MTLCaptureScope> capture_scope;
+
+    // command buffer state
+    int n_cb;           // number of extra threads used to submit the command buffers
+    int n_nodes_0;      // number of nodes submitted by the main thread
+    int n_nodes_1;      // remaining number of nodes submitted by the n_cb threads
+    int n_nodes_per_cb;
+
+    struct ggml_cgraph * gf;
+
+    // the callback given to the thread pool
+    void (^encode_async)(size_t ith);
+
+    // n_cb command buffers + 1 used by the main thread
+    struct ggml_metal_command_buffer cmd_bufs[GGML_METAL_MAX_COMMAND_BUFFERS + 1];
+
+    // abort ggml_metal_graph_compute if callback returns true
+    ggml_abort_callback abort_callback;
+    void *              abort_callback_data;
+};
+
+// MSL code
+// TODO: move the contents here when ready
+//       for now it is easier to work in a separate file
+// static NSString * const msl_library_source = @"see metal.metal";
+
+#if !GGML_METAL_EMBED_LIBRARY
+// Here to assist with NSBundle Path Hack
+@interface GGMLMetalClass : NSObject
+@end
+@implementation GGMLMetalClass
+@end
+#endif
+
+static void * ggml_metal_host_malloc(size_t n) {
+    void * data = NULL;
+
+#if TARGET_OS_OSX
+    kern_return_t err = vm_allocate((vm_map_t) mach_task_self(), (void *) &data, n, VM_FLAGS_ANYWHERE);
+    if (err != KERN_SUCCESS) {
+        GGML_LOG_ERROR("%s: error: vm_allocate failed\n", __func__);
+        return NULL;
+    }
+#else
+    const int result = posix_memalign((void **) &data, sysconf(_SC_PAGESIZE), n);
+    if (result != 0) {
+        GGML_LOG_ERROR("%s: error: posix_memalign failed\n", __func__);
+        return NULL;
+    }
+#endif
+
+    return data;
+}
+
+// load library
+//
+// - first check if the library is embedded
+// - then check if the library is in the bundle
+// - if not found, load the source and compile it
+// - if that fails, return NULL
+static id<MTLLibrary> ggml_metal_load_library(id<MTLDevice> device, bool use_bfloat) {
+    id<MTLLibrary> metal_library = nil;
+    NSError * error = nil;
+    NSString * src = nil;
+
+#if GGML_METAL_EMBED_LIBRARY
+    GGML_LOG_INFO("%s: using embedded metal library\n", __func__);
+
+    extern const char ggml_metallib_start[];
+    extern const char ggml_metallib_end[];
+
+    src = [[NSString alloc] initWithBytes:ggml_metallib_start length:(ggml_metallib_end-ggml_metallib_start) encoding:NSUTF8StringEncoding];
+
+#else
+
+#ifdef SWIFT_PACKAGE
+    NSBundle * bundle = SWIFTPM_MODULE_BUNDLE;
+#else
+    NSBundle * bundle = [NSBundle bundleForClass:[GGMLMetalClass class]];
+#endif
+
+    NSString * path_lib = [bundle pathForResource:@"default" ofType:@"metallib"];
+    if (path_lib == nil) {
+        // Try to find the resource in the directory where the current binary located.
+        NSString * current_binary = [[NSProcessInfo processInfo] arguments][0];
+        NSString * bin_dir = [current_binary stringByDeletingLastPathComponent];
+        NSString * default_metallib_path = [NSString pathWithComponents:@[bin_dir, @"default.metallib"]];
+        if ([[NSFileManager defaultManager] isReadableFileAtPath:default_metallib_path]) {
+            GGML_LOG_INFO("%s: found '%s'\n", __func__, [default_metallib_path UTF8String]);
+            NSDictionary * atts = [[NSFileManager defaultManager] attributesOfItemAtPath:default_metallib_path error:&error];
+            if (atts && atts[NSFileType] == NSFileTypeSymbolicLink) {
+                // Optionally, if this is a symlink, try to resolve it.
+                default_metallib_path = [[NSFileManager defaultManager] destinationOfSymbolicLinkAtPath:default_metallib_path error:&error];
+                if (default_metallib_path && [default_metallib_path length] > 0 && ![[default_metallib_path substringToIndex:1] isEqualToString:@"/"]) {
+                    // It is a relative path, adding the binary directory as directory prefix.
+                    default_metallib_path = [NSString pathWithComponents:@[bin_dir, default_metallib_path]];
+                }
+                if (!default_metallib_path || ![[NSFileManager defaultManager] isReadableFileAtPath:default_metallib_path]) {
+                    // Link to the resource could not be resolved.
+                    default_metallib_path = nil;
+                } else {
+                    GGML_LOG_INFO("%s: symlink resolved '%s'\n", __func__, [default_metallib_path UTF8String]);
+                }
+            }
+        } else {
+            // The resource couldn't be found in the binary's directory.
+            default_metallib_path = nil;
+        }
+        path_lib = default_metallib_path;
+    }
+
+    if (path_lib != nil) {
+        // pre-compiled library found
+        NSURL * libURL = [NSURL fileURLWithPath:path_lib];
+        GGML_LOG_INFO("%s: loading '%s'\n", __func__, [path_lib UTF8String]);
+
+        metal_library = [device newLibraryWithURL:libURL error:&error];
+        if (error) {
+            GGML_LOG_ERROR("%s: error: %s\n", __func__, [[error description] UTF8String]);
+            return NULL;
+        }
+    } else {
+        GGML_LOG_INFO("%s: default.metallib not found, loading from source\n", __func__);
+
+        NSString * path_source;
+        NSString * path_resource = [[NSProcessInfo processInfo].environment objectForKey:@"GGML_METAL_PATH_RESOURCES"];
+
+        GGML_LOG_INFO("%s: GGML_METAL_PATH_RESOURCES = %s\n", __func__, path_resource ? [path_resource UTF8String] : "nil");
+
+        if (path_resource) {
+            path_source = [path_resource stringByAppendingPathComponent:@"ggml-metal.metal"];
+        } else {
+            path_source = [bundle pathForResource:@"ggml-metal" ofType:@"metal"];
+        }
+
+        if (path_source == nil) {
+            GGML_LOG_WARN("%s: error: could not use bundle path to find ggml-metal.metal, falling back to trying cwd\n", __func__);
+            path_source = @"ggml-metal.metal";
+        }
+
+        GGML_LOG_INFO("%s: loading '%s'\n", __func__, [path_source UTF8String]);
+
+        src = [NSString stringWithContentsOfFile:path_source encoding:NSUTF8StringEncoding error:&error];
+        if (error) {
+            GGML_LOG_ERROR("%s: error: %s\n", __func__, [[error description] UTF8String]);
+            return NULL;
+        }
+    }
+#endif
+
+    if (!metal_library) {
+        @autoreleasepool {
+            // dictionary of preprocessor macros
+            NSMutableDictionary * prep = [NSMutableDictionary dictionary];
+
+            if (use_bfloat) {
+                [prep setObject:@"1" forKey:@"GGML_METAL_USE_BF16"];
+            }
+
+#if GGML_METAL_EMBED_LIBRARY
+            [prep setObject:@"1" forKey:@"GGML_METAL_EMBED_LIBRARY"];
+#endif
+
+            MTLCompileOptions * options = [MTLCompileOptions new];
+            options.preprocessorMacros = prep;
+
+            //[options setFastMathEnabled:false];
+
+            metal_library = [device newLibraryWithSource:src options:options error:&error];
+            if (error) {
+                GGML_LOG_ERROR("%s: error: %s\n", __func__, [[error description] UTF8String]);
+                return NULL;
+            }
+
+#if !__has_feature(objc_arc)
+            [options release];
+#endif
+        }
+    }
+
+#if GGML_METAL_EMBED_LIBRARY
+    [src release];
+#endif // GGML_METAL_EMBED_LIBRARY
+
+    return metal_library;
+}
+
+static struct ggml_backend_metal_context * ggml_metal_init(ggml_backend_dev_t dev) {
+    GGML_LOG_INFO("%s: allocating\n", __func__);
+
+#if TARGET_OS_OSX && !GGML_METAL_NDEBUG
+    // Show all the Metal device instances in the system
+    NSArray * devices = MTLCopyAllDevices();
+    for (id<MTLDevice> device in devices) {
+        GGML_LOG_INFO("%s: found device: %s\n", __func__, [[device name] UTF8String]);
+    }
+    [devices release]; // since it was created by a *Copy* C method
+#endif
+
+    // init context
+    struct ggml_backend_metal_context * ctx = calloc(1, sizeof(struct ggml_backend_metal_context));
+    struct ggml_backend_metal_device_context * ctx_dev = dev->context;
+
+    id<MTLDevice> device = ggml_backend_metal_device_acq(ctx_dev);
+
+    GGML_LOG_INFO("%s: picking default device: %s\n", __func__, [[device name] UTF8String]);
+
+    ctx->device = device;
+    ctx->queue = [device newCommandQueue];
+    if (ctx->queue == nil) {
+        GGML_LOG_ERROR("%s: error: failed to create command queue\n", __func__);
+        return NULL;
+    }
+
+    ctx->d_queue = dispatch_queue_create("ggml-metal", DISPATCH_QUEUE_CONCURRENT);
+
+    // load library
+    if (ctx_dev->mtl_library == nil) {
+        ctx_dev->mtl_library = ggml_metal_load_library(device, ctx_dev->use_bfloat);
+    }
+    id<MTLLibrary> metal_library = ctx_dev->mtl_library;
+    if (metal_library == nil) {
+        GGML_LOG_ERROR("%s: error: metal library is nil\n", __func__);
+        return NULL;
+    }
+
+    // print MTL GPU family:
+    GGML_LOG_INFO("%s: GPU name:   %s\n", __func__, [[device name] UTF8String]);
+
+    // determine max supported GPU family
+    // https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf
+    // https://developer.apple.com/metal/Metal-Feature-Set-Tables.pdf
+    {
+        for (int i = MTLGPUFamilyApple1 + 20; i >= MTLGPUFamilyApple1; --i) {
+            if ([device supportsFamily:i]) {
+                GGML_LOG_INFO("%s: GPU family: MTLGPUFamilyApple%d  (%d)\n", __func__, i - (int) MTLGPUFamilyApple1 + 1, i);
+                break;
+            }
+        }
+
+        for (int i = MTLGPUFamilyCommon1 + 5; i >= MTLGPUFamilyCommon1; --i) {
+            if ([device supportsFamily:i]) {
+                GGML_LOG_INFO("%s: GPU family: MTLGPUFamilyCommon%d (%d)\n", __func__, i - (int) MTLGPUFamilyCommon1 + 1, i);
+                break;
+            }
+        }
+
+        for (int i = MTLGPUFamilyMetal3_GGML + 5; i >= MTLGPUFamilyMetal3_GGML; --i) {
+            if ([device supportsFamily:i]) {
+                GGML_LOG_INFO("%s: GPU family: MTLGPUFamilyMetal%d  (%d)\n", __func__, i - (int) MTLGPUFamilyMetal3_GGML + 3, i);
+                break;
+            }
+        }
+    }
+
+    GGML_LOG_INFO("%s: simdgroup reduction   = %s\n", __func__, ctx_dev->has_simdgroup_reduction     ? "true" : "false");
+    GGML_LOG_INFO("%s: simdgroup matrix mul. = %s\n", __func__, ctx_dev->has_simdgroup_mm            ? "true" : "false");
+    GGML_LOG_INFO("%s: has residency sets    = %s\n", __func__, ctx_dev->has_residency_sets          ? "true" : "false");
+    GGML_LOG_INFO("%s: has bfloat            = %s\n", __func__, ctx_dev->has_bfloat                  ? "true" : "false");
+    GGML_LOG_INFO("%s: use bfloat            = %s\n", __func__, ctx_dev->use_bfloat                  ? "true" : "false");
+    GGML_LOG_INFO("%s: hasUnifiedMemory      = %s\n", __func__, ctx_dev->mtl_device.hasUnifiedMemory ? "true" : "false");
+
+    ctx->capture_next_compute = false;
+    ctx->capture_started = false;
+    ctx->capture_scope = nil;
+
+    ctx->gf = nil;
+    ctx->encode_async = nil;
+    for (int i = 0; i < GGML_METAL_MAX_COMMAND_BUFFERS; ++i) {
+        ctx->cmd_bufs[i].obj = nil;
+
+        ctx->cmd_bufs[i].mem_pool = ggml_metal_mem_pool_init();
+        ctx->cmd_bufs[i].mem_pool->device = device;
+    }
+
+#if TARGET_OS_OSX || (TARGET_OS_IOS && __clang_major__ >= 15)
+    if (@available(macOS 10.12, iOS 16.0, *)) {
+        GGML_LOG_INFO("%s: recommendedMaxWorkingSetSize  = %8.2f MB\n", __func__, device.recommendedMaxWorkingSetSize / 1e6);
+    }
+#endif
+
+    // load kernels
+    {
+        NSError * error = nil;
+
+        for (int i = 0; i < GGML_METAL_KERNEL_TYPE_COUNT; ++i) {
+            ctx->kernels[i].pipeline = nil;
+        }
+
+#define GGML_METAL_ADD_KERNEL(e, name, supported) \
+        if (supported) { \
+            struct ggml_metal_kernel * kernel = &ctx->kernels[e]; \
+            id<MTLFunction> metal_function = [metal_library newFunctionWithName:@"kernel_"#name]; \
+            kernel->pipeline = [device newComputePipelineStateWithFunction:metal_function error:&error]; \
+            GGML_LOG_DEBUG("%s: loaded %-40s %16p | th_max = %4d | th_width = %4d\n", __func__, "kernel_"#name, (void *) kernel->pipeline, \
+                    (int) kernel->pipeline.maxTotalThreadsPerThreadgroup, \
+                    (int) kernel->pipeline.threadExecutionWidth); \
+            [metal_function release]; \
+            if (error) { \
+                GGML_LOG_ERROR("%s: error: load pipeline error: %s\n", __func__, [[error description] UTF8String]); \
+                return NULL; \
+            } \
+        } else { \
+            GGML_LOG_WARN("%s: skipping %-40s (not supported)\n", __func__, "kernel_"#name); \
+        }
+
+        const bool has_simdgroup_mm        = ctx_dev->has_simdgroup_mm;
+        const bool has_simdgroup_reduction = ctx_dev->has_simdgroup_reduction;
+        const bool use_bfloat              = ctx_dev->use_bfloat;
+
+        // simd_sum and simd_max requires MTLGPUFamilyApple7
+
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ADD,                             add,                             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ADD_ROW,                         add_row,                         true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SUB,                             sub,                             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SUB_ROW,                         sub_row,                         true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL,                             mul,                             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_ROW,                         mul_row,                         true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_DIV,                             div,                             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_DIV_ROW,                         div_row,                         true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_REPEAT_F32,                      repeat_f32,                      true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_REPEAT_F16,                      repeat_f16,                      true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_REPEAT_I32,                      repeat_i32,                      true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_REPEAT_I16,                      repeat_i16,                      true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SCALE,                           scale,                           true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SCALE_4,                         scale_4,                         true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CLAMP,                           clamp,                           true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_TANH,                            tanh,                            true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_RELU,                            relu,                            true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SIGMOID,                         sigmoid,                         true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GELU,                            gelu,                            true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GELU_4,                          gelu_4,                          true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GELU_QUICK,                      gelu_quick,                      true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GELU_QUICK_4,                    gelu_quick_4,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SILU,                            silu,                            true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SILU_4,                          silu_4,                          true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ELU,                             elu,                             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16,                    soft_max_f16,                    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16_4,                  soft_max_f16_4,                  has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SOFT_MAX_F32,                    soft_max_f32,                    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SOFT_MAX_F32_4,                  soft_max_f32_4,                  has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_DIAG_MASK_INF,                   diag_mask_inf,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_DIAG_MASK_INF_8,                 diag_mask_inf_8,                 true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_F32,                    get_rows_f32,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_F16,                    get_rows_f16,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_BF16,                   get_rows_bf16,                   use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q4_0,                   get_rows_q4_0,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q4_1,                   get_rows_q4_1,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q5_0,                   get_rows_q5_0,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q5_1,                   get_rows_q5_1,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q8_0,                   get_rows_q8_0,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q2_K,                   get_rows_q2_K,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q3_K,                   get_rows_q3_K,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q4_K,                   get_rows_q4_K,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q5_K,                   get_rows_q5_K,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_Q6_K,                   get_rows_q6_K,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ2_XXS,                get_rows_iq2_xxs,                true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ2_XS,                 get_rows_iq2_xs,                 true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ3_XXS,                get_rows_iq3_xxs,                true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ3_S,                  get_rows_iq3_s,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ2_S,                  get_rows_iq2_s,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ1_S,                  get_rows_iq1_s,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ1_M,                  get_rows_iq1_m,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ4_NL,                 get_rows_iq4_nl,                 true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ4_XS,                 get_rows_iq4_xs,                 true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GET_ROWS_I32,                    get_rows_i32,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_RMS_NORM,                        rms_norm,                        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_L2_NORM,                         l2_norm,                         has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GROUP_NORM,                      group_norm,                      has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_NORM,                            norm,                            true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SSM_CONV_F32,                    ssm_conv_f32,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SSM_SCAN_F32,                    ssm_scan_f32,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_RWKV_WKV6_F32,                   rwkv_wkv6_f32,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_RWKV_WKV7_F32,                   rwkv_wkv7_f32,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_F32_F32,                  mul_mv_f32_f32,                  has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_F32,                 mul_mv_bf16_f32,                 has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_F32_1ROW,            mul_mv_bf16_f32_1row,            has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_F32_L4,              mul_mv_bf16_f32_l4,              has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_BF16,                mul_mv_bf16_bf16,                has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F32,                  mul_mv_f16_f32,                  has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F32_1ROW,             mul_mv_f16_f32_1row,             has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F32_L4,               mul_mv_f16_f32_l4,               has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F16,                  mul_mv_f16_f16,                  has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q4_0_F32,                 mul_mv_q4_0_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q4_1_F32,                 mul_mv_q4_1_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q5_0_F32,                 mul_mv_q5_0_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q5_1_F32,                 mul_mv_q5_1_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q8_0_F32,                 mul_mv_q8_0_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_2,         mul_mv_ext_f16_f32_r1_2,         has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_3,         mul_mv_ext_f16_f32_r1_3,         has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_4,         mul_mv_ext_f16_f32_r1_4,         has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_5,         mul_mv_ext_f16_f32_r1_5,         has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_2,        mul_mv_ext_q4_0_f32_r1_2,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_3,        mul_mv_ext_q4_0_f32_r1_3,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_4,        mul_mv_ext_q4_0_f32_r1_4,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_5,        mul_mv_ext_q4_0_f32_r1_5,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_2,        mul_mv_ext_q4_1_f32_r1_2,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_3,        mul_mv_ext_q4_1_f32_r1_3,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_4,        mul_mv_ext_q4_1_f32_r1_4,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_5,        mul_mv_ext_q4_1_f32_r1_5,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_2,        mul_mv_ext_q5_0_f32_r1_2,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_3,        mul_mv_ext_q5_0_f32_r1_3,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_4,        mul_mv_ext_q5_0_f32_r1_4,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_5,        mul_mv_ext_q5_0_f32_r1_5,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_2,        mul_mv_ext_q5_1_f32_r1_2,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_3,        mul_mv_ext_q5_1_f32_r1_3,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_4,        mul_mv_ext_q5_1_f32_r1_4,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_5,        mul_mv_ext_q5_1_f32_r1_5,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_2,        mul_mv_ext_q8_0_f32_r1_2,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_3,        mul_mv_ext_q8_0_f32_r1_3,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_4,        mul_mv_ext_q8_0_f32_r1_4,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_5,        mul_mv_ext_q8_0_f32_r1_5,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_2,        mul_mv_ext_q4_K_f32_r1_2,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_3,        mul_mv_ext_q4_K_f32_r1_3,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_4,        mul_mv_ext_q4_K_f32_r1_4,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_5,        mul_mv_ext_q4_K_f32_r1_5,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_2,        mul_mv_ext_q5_K_f32_r1_2,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_3,        mul_mv_ext_q5_K_f32_r1_3,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_4,        mul_mv_ext_q5_K_f32_r1_4,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_5,        mul_mv_ext_q5_K_f32_r1_5,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_2,        mul_mv_ext_q6_K_f32_r1_2,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_3,        mul_mv_ext_q6_K_f32_r1_3,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_4,        mul_mv_ext_q6_K_f32_r1_4,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_5,        mul_mv_ext_q6_K_f32_r1_5,        has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_2,      mul_mv_ext_iq4_nl_f32_r1_2,      has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_3,      mul_mv_ext_iq4_nl_f32_r1_3,      has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_4,      mul_mv_ext_iq4_nl_f32_r1_4,      has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_5,      mul_mv_ext_iq4_nl_f32_r1_5,      has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q2_K_F32,                 mul_mv_q2_K_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q3_K_F32,                 mul_mv_q3_K_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q4_K_F32,                 mul_mv_q4_K_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q5_K_F32,                 mul_mv_q5_K_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_Q6_K_F32,                 mul_mv_q6_K_f32,                 has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_IQ2_XXS_F32,              mul_mv_iq2_xxs_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_IQ2_XS_F32,               mul_mv_iq2_xs_f32,               has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_IQ3_XXS_F32,              mul_mv_iq3_xxs_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_IQ3_S_F32,                mul_mv_iq3_s_f32,                has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_IQ2_S_F32,                mul_mv_iq2_s_f32,                has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_IQ1_S_F32,                mul_mv_iq1_s_f32,                has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_IQ1_M_F32,                mul_mv_iq1_m_f32,                has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_IQ4_NL_F32,               mul_mv_iq4_nl_f32,               has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_IQ4_XS_F32,               mul_mv_iq4_xs_f32,               has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F32_F32,               mul_mv_id_f32_f32,               has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F16_F32,               mul_mv_id_f16_f32,               has_simdgroup_reduction);
+      //GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F16_F32_1ROW,          mul_mv_id_f16_f32_1row,          has_simdgroup_reduction);
+      //GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F16_F32_L4,            mul_mv_id_f16_f32_l4,            has_simdgroup_reduction);
+      //GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F16_F16,               mul_mv_id_f16_f16,               has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_BF16_F32,              mul_mv_id_bf16_f32,              has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q4_0_F32,              mul_mv_id_q4_0_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q4_1_F32,              mul_mv_id_q4_1_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q5_0_F32,              mul_mv_id_q5_0_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q5_1_F32,              mul_mv_id_q5_1_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q8_0_F32,              mul_mv_id_q8_0_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q2_K_F32,              mul_mv_id_q2_K_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q3_K_F32,              mul_mv_id_q3_K_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q4_K_F32,              mul_mv_id_q4_K_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q5_K_F32,              mul_mv_id_q5_K_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q6_K_F32,              mul_mv_id_q6_K_f32,              has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ2_XXS_F32,           mul_mv_id_iq2_xxs_f32,           has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ2_XS_F32,            mul_mv_id_iq2_xs_f32,            has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ3_XXS_F32,           mul_mv_id_iq3_xxs_f32,           has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ3_S_F32,             mul_mv_id_iq3_s_f32,             has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ2_S_F32,             mul_mv_id_iq2_s_f32,             has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ1_S_F32,             mul_mv_id_iq1_s_f32,             has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ1_M_F32,             mul_mv_id_iq1_m_f32,             has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ4_NL_F32,            mul_mv_id_iq4_nl_f32,            has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ4_XS_F32,            mul_mv_id_iq4_xs_f32,            has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_F32_F32,                  mul_mm_f32_f32,                  has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_F16_F32,                  mul_mm_f16_f32,                  has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_BF16_F32,                 mul_mm_bf16_f32,                 has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q4_0_F32,                 mul_mm_q4_0_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q4_1_F32,                 mul_mm_q4_1_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q5_0_F32,                 mul_mm_q5_0_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q5_1_F32,                 mul_mm_q5_1_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q8_0_F32,                 mul_mm_q8_0_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q2_K_F32,                 mul_mm_q2_K_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q3_K_F32,                 mul_mm_q3_K_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q4_K_F32,                 mul_mm_q4_K_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q5_K_F32,                 mul_mm_q5_K_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_Q6_K_F32,                 mul_mm_q6_K_f32,                 has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_IQ2_XXS_F32,              mul_mm_iq2_xxs_f32,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_IQ2_XS_F32,               mul_mm_iq2_xs_f32,               has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_IQ3_XXS_F32,              mul_mm_iq3_xxs_f32,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_IQ3_S_F32,                mul_mm_iq3_s_f32,                has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_IQ2_S_F32,                mul_mm_iq2_s_f32,                has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_IQ1_S_F32,                mul_mm_iq1_s_f32,                has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_IQ1_M_F32,                mul_mm_iq1_m_f32,                has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_IQ4_NL_F32,               mul_mm_iq4_nl_f32,               has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_IQ4_XS_F32,               mul_mm_iq4_xs_f32,               has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_MAP0_F16,              mul_mm_id_map0_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_MAP1_F32,              mul_mm_id_map1_f32,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_F32_F16,               mul_mm_id_f32_f16,               has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_F16_F16,               mul_mm_id_f16_f16,               has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_BF16_F16,              mul_mm_id_bf16_f16,              has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q4_0_F16,              mul_mm_id_q4_0_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q4_1_F16,              mul_mm_id_q4_1_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q5_0_F16,              mul_mm_id_q5_0_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q5_1_F16,              mul_mm_id_q5_1_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q8_0_F16,              mul_mm_id_q8_0_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q2_K_F16,              mul_mm_id_q2_K_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q3_K_F16,              mul_mm_id_q3_K_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q4_K_F16,              mul_mm_id_q4_K_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q5_K_F16,              mul_mm_id_q5_K_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q6_K_F16,              mul_mm_id_q6_K_f16,              has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ2_XXS_F16,           mul_mm_id_iq2_xxs_f16,           has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ2_XS_F16,            mul_mm_id_iq2_xs_f16,            has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ3_XXS_F16,           mul_mm_id_iq3_xxs_f16,           has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ3_S_F16,             mul_mm_id_iq3_s_f16,             has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ2_S_F16,             mul_mm_id_iq2_s_f16,             has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ1_S_F16,             mul_mm_id_iq1_s_f16,             has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ1_M_F16,             mul_mm_id_iq1_m_f16,             has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ4_NL_F16,            mul_mm_id_iq4_nl_f16,            has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ4_XS_F16,            mul_mm_id_iq4_xs_f16,            has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_NORM_F32,                   rope_norm_f32,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_NORM_F16,                   rope_norm_f16,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_MULTI_F32,                  rope_multi_f32,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_MULTI_F16,                  rope_multi_f16,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_VISION_F32,                 rope_vision_f32,                 true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_VISION_F16,                 rope_vision_f16,                 true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_NEOX_F32,                   rope_neox_f32,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ROPE_NEOX_F16,                   rope_neox_f16,                   true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_IM2COL_F16,                      im2col_f16,                      true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_IM2COL_F32,                      im2col_f32,                      true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_IM2COL_EXT_F16,                  im2col_ext_f16,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_IM2COL_EXT_F32,                  im2col_ext_f32,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CONV_TRANSPOSE_1D_F32_F32,       conv_transpose_1d_f32_f32,       true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CONV_TRANSPOSE_1D_F16_F32,       conv_transpose_1d_f16_f32,       true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_UPSCALE_F32,                     upscale_f32,                     true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_PAD_F32,                         pad_f32,                         true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_PAD_REFLECT_1D_F32,              pad_reflect_1d_f32,              true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_TIMESTEP_EMBEDDING_F32,          timestep_embedding_f32,          true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ARANGE_F32,                      arange_f32,                      true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ARGSORT_F32_I32_ASC,             argsort_f32_i32_asc,             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ARGSORT_F32_I32_DESC,            argsort_f32_i32_desc,            true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_LEAKY_RELU_F32,                  leaky_relu_f32,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H64,          flash_attn_ext_f16_h64,          has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H80,          flash_attn_ext_f16_h80,          has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H96,          flash_attn_ext_f16_h96,          has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H112,         flash_attn_ext_f16_h112,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H128,         flash_attn_ext_f16_h128,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H192,         flash_attn_ext_f16_h192,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_HK192_HV128,  flash_attn_ext_f16_hk192_hv128,  has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H256,         flash_attn_ext_f16_h256,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_HK576_HV512,  flash_attn_ext_f16_hk576_hv512,  has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H64,         flash_attn_ext_bf16_h64,         has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H80,         flash_attn_ext_bf16_h80,         has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H96,         flash_attn_ext_bf16_h96,         has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H112,        flash_attn_ext_bf16_h112,        has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H128,        flash_attn_ext_bf16_h128,        has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H192,        flash_attn_ext_bf16_h192,        has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_HK192_HV128, flash_attn_ext_bf16_hk192_hv128, has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H256,        flash_attn_ext_bf16_h256,        has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_HK576_HV512, flash_attn_ext_bf16_hk576_hv512, has_simdgroup_mm && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H64,         flash_attn_ext_q4_0_h64,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H80,         flash_attn_ext_q4_0_h80,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H96,         flash_attn_ext_q4_0_h96,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H112,        flash_attn_ext_q4_0_h112,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H128,        flash_attn_ext_q4_0_h128,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H192,        flash_attn_ext_q4_0_h192,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_HK192_HV128, flash_attn_ext_q4_0_hk192_hv128, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H256,        flash_attn_ext_q4_0_h256,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_HK576_HV512, flash_attn_ext_q4_0_hk576_hv512, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H64,         flash_attn_ext_q4_1_h64,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H80,         flash_attn_ext_q4_1_h80,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H96,         flash_attn_ext_q4_1_h96,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H112,        flash_attn_ext_q4_1_h112,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H128,        flash_attn_ext_q4_1_h128,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H192,        flash_attn_ext_q4_1_h192,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_HK192_HV128, flash_attn_ext_q4_1_hk192_hv128, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H256,        flash_attn_ext_q4_1_h256,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_HK576_HV512, flash_attn_ext_q4_1_hk576_hv512, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H64,         flash_attn_ext_q5_0_h64,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H80,         flash_attn_ext_q5_0_h80,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H96,         flash_attn_ext_q5_0_h96,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H112,        flash_attn_ext_q5_0_h112,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H128,        flash_attn_ext_q5_0_h128,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H192,        flash_attn_ext_q5_0_h192,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_HK192_HV128, flash_attn_ext_q5_0_hk192_hv128, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H256,        flash_attn_ext_q5_0_h256,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_HK576_HV512, flash_attn_ext_q5_0_hk576_hv512, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H64,         flash_attn_ext_q5_1_h64,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H80,         flash_attn_ext_q5_1_h80,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H96,         flash_attn_ext_q5_1_h96,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H112,        flash_attn_ext_q5_1_h112,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H128,        flash_attn_ext_q5_1_h128,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H192,        flash_attn_ext_q5_1_h192,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_HK192_HV128, flash_attn_ext_q5_1_hk192_hv128, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H256,        flash_attn_ext_q5_1_h256,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_HK576_HV512, flash_attn_ext_q5_1_hk576_hv512, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H64,         flash_attn_ext_q8_0_h64,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H80,         flash_attn_ext_q8_0_h80,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H96,         flash_attn_ext_q8_0_h96,         has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H112,        flash_attn_ext_q8_0_h112,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H128,        flash_attn_ext_q8_0_h128,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H192,        flash_attn_ext_q8_0_h192,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_HK192_HV128, flash_attn_ext_q8_0_hk192_hv128, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H256,        flash_attn_ext_q8_0_h256,        has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_HK576_HV512, flash_attn_ext_q8_0_hk576_hv512, has_simdgroup_mm);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H96,      flash_attn_ext_vec_f16_h96,      has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H96,     flash_attn_ext_vec_bf16_h96,     has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H96,     flash_attn_ext_vec_q4_0_h96,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H96,     flash_attn_ext_vec_q4_1_h96,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H96,     flash_attn_ext_vec_q5_0_h96,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H96,     flash_attn_ext_vec_q5_1_h96,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H96,     flash_attn_ext_vec_q8_0_h96,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H128,     flash_attn_ext_vec_f16_h128,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H128,    flash_attn_ext_vec_bf16_h128,    has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H128,    flash_attn_ext_vec_q4_0_h128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H128,    flash_attn_ext_vec_q4_1_h128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H128,    flash_attn_ext_vec_q5_0_h128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H128,    flash_attn_ext_vec_q5_1_h128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H128,    flash_attn_ext_vec_q8_0_h128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H192,     flash_attn_ext_vec_f16_h192,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H192,    flash_attn_ext_vec_bf16_h192,    has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H192,    flash_attn_ext_vec_q4_0_h192,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H192,    flash_attn_ext_vec_q4_1_h192,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H192,    flash_attn_ext_vec_q5_0_h192,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H192,    flash_attn_ext_vec_q5_1_h192,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H192,    flash_attn_ext_vec_q8_0_h192,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_HK192_HV128,     flash_attn_ext_vec_f16_hk192_hv128,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_HK192_HV128,    flash_attn_ext_vec_bf16_hk192_hv128,    has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_HK192_HV128,    flash_attn_ext_vec_q4_0_hk192_hv128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_HK192_HV128,    flash_attn_ext_vec_q4_1_hk192_hv128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_HK192_HV128,    flash_attn_ext_vec_q5_0_hk192_hv128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_HK192_HV128,    flash_attn_ext_vec_q5_1_hk192_hv128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_HK192_HV128,    flash_attn_ext_vec_q8_0_hk192_hv128,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H256,     flash_attn_ext_vec_f16_h256,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H256,    flash_attn_ext_vec_bf16_h256,    has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H256,    flash_attn_ext_vec_q4_0_h256,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H256,    flash_attn_ext_vec_q4_1_h256,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H256,    flash_attn_ext_vec_q5_0_h256,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H256,    flash_attn_ext_vec_q5_1_h256,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H256,    flash_attn_ext_vec_q8_0_h256,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_HK576_HV512,     flash_attn_ext_vec_f16_hk576_hv512,     has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_HK576_HV512,    flash_attn_ext_vec_bf16_hk576_hv512,    has_simdgroup_reduction && use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_HK576_HV512,    flash_attn_ext_vec_q4_0_hk576_hv512,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_HK576_HV512,    flash_attn_ext_vec_q4_1_hk576_hv512,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_HK576_HV512,    flash_attn_ext_vec_q5_0_hk576_hv512,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_HK576_HV512,    flash_attn_ext_vec_q5_1_hk576_hv512,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_HK576_HV512,    flash_attn_ext_vec_q8_0_hk576_hv512,    has_simdgroup_reduction);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SET_F32,                         set_f32,                         true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SET_I32,                         set_i32,                         true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_F32,                     cpy_f32_f32,                     true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_F16,                     cpy_f32_f16,                     true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_BF16,                    cpy_f32_bf16,                    use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F32,                     cpy_f16_f32,                     true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F16,                     cpy_f16_f16,                     true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_BF16_F32,                    cpy_bf16_f32,                    use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_BF16_BF16,                   cpy_bf16_bf16,                   use_bfloat);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q8_0,                    cpy_f32_q8_0,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_0,                    cpy_f32_q4_0,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_1,                    cpy_f32_q4_1,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_0,                    cpy_f32_q5_0,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_1,                    cpy_f32_q5_1,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_IQ4_NL,                  cpy_f32_iq4_nl,                  true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q4_0_F32,                    cpy_q4_0_f32,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q4_0_F16,                    cpy_q4_0_f16,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q4_1_F32,                    cpy_q4_1_f32,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q4_1_F16,                    cpy_q4_1_f16,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q5_0_F32,                    cpy_q5_0_f32,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q5_0_F16,                    cpy_q5_0_f16,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q5_1_F32,                    cpy_q5_1_f32,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q5_1_F16,                    cpy_q5_1_f16,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q8_0_F32,                    cpy_q8_0_f32,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_Q8_0_F16,                    cpy_q8_0_f16,                    true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CONCAT,                          concat,                          true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SQR,                             sqr,                             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SQRT,                            sqrt,                            true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SIN,                             sin,                             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_COS,                             cos,                             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_NEG,                             neg,                             true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SUM_ROWS,                        sum_rows,                        true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ARGMAX,                          argmax,                          true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_POOL_2D_AVG_F32,                 pool_2d_avg_f32,                 true);
+        GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_POOL_2D_MAX_F32,                 pool_2d_max_f32,                 true);
+    }
+
+    return ctx;
+}
+
+static void ggml_metal_free(struct ggml_backend_metal_context * ctx) {
+    GGML_LOG_INFO("%s: deallocating\n", __func__);
+
+    for (int i = 0; i < GGML_METAL_KERNEL_TYPE_COUNT; ++i) {
+        [ctx->kernels[i].pipeline release];
+    }
+
+    Block_release(ctx->encode_async);
+
+    [ctx->queue release];
+
+    for (int i = 0; i < GGML_METAL_MAX_COMMAND_BUFFERS; ++i) {
+        // ctx->cmd_bufs[i].obj is auto released
+
+        ggml_metal_mem_pool_free(ctx->cmd_bufs[i].mem_pool);
+    }
+
+    dispatch_release(ctx->d_queue);
+
+    free(ctx);
+}
+
+// temporarily defined here for compatibility between ggml-backend and the old API
+
+struct ggml_backend_metal_buffer {
+    void   * data;
+    size_t   size;
+
+    id<MTLBuffer> metal;
+};
+
+struct ggml_backend_metal_buffer_context {
+    void * all_data;
+    size_t all_size;
+    bool owned;
+
+    // multiple buffers are used only to avoid the maximum buffer size limitation when using mmap
+    int n_buffers;
+    struct ggml_backend_metal_buffer buffers[GGML_METAL_MAX_BUFFERS];
+
+    // optional MTLResidencySet
+    id rset;
+};
+
+// rset init
+static bool ggml_backend_metal_buffer_rset_init(
+        struct ggml_backend_metal_buffer_context * ctx,
+        struct ggml_backend_metal_device_context * ctx_dev,
+        id<MTLDevice> device) {
+    ctx->rset = nil;
+
+    if (!ctx_dev->has_residency_sets) {
+        return true;
+    }
+
+#if defined(GGML_METAL_HAS_RESIDENCY_SETS)
+    if (@available(macOS 15.0, iOS 18.0, tvOS 18.0, visionOS 2.0, *)) {
+        MTLResidencySetDescriptor * desc = [[MTLResidencySetDescriptor alloc] init];
+        desc.label = @"ggml_backend_metal";
+        desc.initialCapacity = ctx->n_buffers;
+
+        NSError * error;
+        ctx->rset = [device newResidencySetWithDescriptor:desc error:&error];
+        if (error) {
+            GGML_LOG_ERROR("%s: error: %s\n", __func__, [[error description] UTF8String]);
+            [desc release];
+            return false;
+        }
+
+        [desc release];
+
+        for (int i = 0; i < ctx->n_buffers; i++) {
+            [ctx->rset addAllocation:ctx->buffers[i].metal];
+        }
+
+        [ctx->rset commit];
+        [ctx->rset requestResidency];
+
+        return true;
+    }
+#else
+    GGML_UNUSED(ctx_dev);
+    GGML_UNUSED(device);
+#endif
+
+    return true;
+}
+
+// rset free
+static void ggml_backend_metal_buffer_rset_free(struct ggml_backend_metal_buffer_context * ctx) {
+#if defined(GGML_METAL_HAS_RESIDENCY_SETS)
+    if (@available(macOS 15.0, iOS 18.0, tvOS 18.0, visionOS 2.0, *)) {
+        if (ctx->rset) {
+            [ctx->rset endResidency];
+            [ctx->rset removeAllAllocations];
+            [ctx->rset release];
+        }
+    }
+#else
+    GGML_UNUSED(ctx);
+#endif
+}
+
+// finds the Metal buffer that contains the tensor data on the GPU device
+// the assumption is that there is 1-to-1 mapping between the host and device memory buffers, so we can find the
+// Metal buffer based on the host memory pointer
+//
+static id<MTLBuffer> ggml_metal_get_buffer(struct ggml_tensor * t, size_t * offs) {
+    //GGML_LOG_INFO("%s: data tensor '%16s', offs_data = %8ld, offs_eval = %8ld, offs_cach = %8ld\n", __func__, t->name, offs_data, offs_eval, offs_cach);
+
+    const int64_t tsize = ggml_nbytes(t);
+
+    ggml_backend_buffer_t buffer = t->view_src ? t->view_src->buffer : t->buffer;
+
+    struct ggml_backend_metal_buffer_context * buf_ctx = (struct ggml_backend_metal_buffer_context *) buffer->context;
+
+    // find the view that contains the tensor fully
+    for (int i = 0; i < buf_ctx->n_buffers; ++i) {
+        const int64_t ioffs = (int64_t) t->data - (int64_t) buf_ctx->buffers[i].data;
+
+        //GGML_LOG_INFO("ioffs = %10ld, tsize = %10ld, sum = %10ld, buf_ctx->buffers[%d].size = %10ld\n", ioffs, tsize, ioffs + tsize, i, buf_ctx->buffers[i].size);
+        if (ioffs >= 0 && ioffs + tsize <= (int64_t) buf_ctx->buffers[i].size) {
+            *offs = (size_t) ioffs;
+
+            //GGML_LOG_INFO("%s: tensor '%16s', offs = %8ld\n", __func__, t->name, *offs);
+
+            return buf_ctx->buffers[i].metal;
+        }
+    }
+
+    GGML_LOG_ERROR("%s: error: tensor '%s' buffer is nil\n", __func__, t->name);
+
+    return nil;
+}
+
+static bool ggml_metal_supports_op(const struct ggml_backend_metal_device_context * ctx_dev, const struct ggml_tensor * op) {
+    const bool has_simdgroup_mm        = ctx_dev->has_simdgroup_mm;
+    const bool has_simdgroup_reduction = ctx_dev->has_simdgroup_reduction;
+    const bool use_bfloat              = ctx_dev->use_bfloat;
+
+    if (!use_bfloat) {
+        for (size_t i = 0, n = 3; i < n; ++i) {
+            if (op->src[i] != NULL && op->src[i]->type == GGML_TYPE_BF16) {
+                return false;
+            }
+        }
+    }
+
+    switch (op->op) {
+        case GGML_OP_UNARY:
+            switch (ggml_get_unary_op(op)) {
+                case GGML_UNARY_OP_TANH:
+                case GGML_UNARY_OP_RELU:
+                case GGML_UNARY_OP_SIGMOID:
+                case GGML_UNARY_OP_GELU:
+                case GGML_UNARY_OP_GELU_QUICK:
+                case GGML_UNARY_OP_SILU:
+                case GGML_UNARY_OP_ELU:
+                case GGML_UNARY_OP_NEG:
+                    return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32;
+                default:
+                    return false;
+            }
+        case GGML_OP_NONE:
+        case GGML_OP_RESHAPE:
+        case GGML_OP_VIEW:
+        case GGML_OP_TRANSPOSE:
+        case GGML_OP_PERMUTE:
+        case GGML_OP_CONCAT:
+            return true;
+        case GGML_OP_ADD:
+        case GGML_OP_SUB:
+        case GGML_OP_MUL:
+        case GGML_OP_DIV:
+            return op->src[0]->type == GGML_TYPE_F32;
+        case GGML_OP_ACC:
+        case GGML_OP_REPEAT:
+        case GGML_OP_SCALE:
+        case GGML_OP_CONV_TRANSPOSE_1D:
+            return true;
+        case GGML_OP_CLAMP:
+            return op->src[0]->type == GGML_TYPE_F32;
+        case GGML_OP_SQR:
+        case GGML_OP_SQRT:
+        case GGML_OP_SIN:
+        case GGML_OP_COS:
+            return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32;
+        case GGML_OP_LOG:
+            return false; // TODO: implement
+        case GGML_OP_SUM_ROWS:
+        case GGML_OP_SOFT_MAX:
+        case GGML_OP_GROUP_NORM:
+            return has_simdgroup_reduction && ggml_is_contiguous(op->src[0]);
+        case GGML_OP_RMS_NORM:
+        case GGML_OP_L2_NORM:
+            return has_simdgroup_reduction && (op->ne[0] % 4 == 0 && ggml_is_contiguous_1(op->src[0]));
+        case GGML_OP_ARGMAX:
+            return true;
+        case GGML_OP_NORM:
+            return has_simdgroup_reduction && (op->ne[0] % 4 == 0 && ggml_is_contiguous_1(op->src[0]));
+        case GGML_OP_ROPE:
+            return true;
+        case GGML_OP_IM2COL:
+            return op->src[0]->type == GGML_TYPE_F16;
+        case GGML_OP_POOL_1D:
+            return false;
+        case GGML_OP_UPSCALE:
+            return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST;
+        case GGML_OP_POOL_2D:
+        case GGML_OP_PAD:
+        case GGML_OP_PAD_REFLECT_1D:
+        case GGML_OP_TIMESTEP_EMBEDDING:
+        case GGML_OP_ARGSORT:
+        case GGML_OP_LEAKY_RELU:
+            return op->src[0]->type == GGML_TYPE_F32;
+        case GGML_OP_ARANGE:
+            return true;
+        case GGML_OP_FLASH_ATTN_EXT:
+            if (op->src[0]->ne[0] == 32) {
+                // head size == 32 (e.g. bert-bge-small)
+                // TODO: not sure if it is worth adding kernels for this size
+                return false;
+            }
+            if (op->src[0]->ne[0] == 576) {
+                // DeepSeek sizes
+                // TODO: disabled for now, until optmized
+                return false;
+            }
+            if (op->src[1]->type != op->src[2]->type) {
+                return false;
+            }
+            return has_simdgroup_mm; // TODO: over-restricted for vec-kernels
+        case GGML_OP_SSM_CONV:
+        case GGML_OP_SSM_SCAN:
+        case GGML_OP_RWKV_WKV6:
+        case GGML_OP_RWKV_WKV7:
+            return true;
+        case GGML_OP_MUL_MAT:
+        case GGML_OP_MUL_MAT_ID:
+            return has_simdgroup_reduction &&
+                (op->src[0]->type != GGML_TYPE_F32 || op->src[1]->type == GGML_TYPE_F32);
+        case GGML_OP_CPY:
+        case GGML_OP_DUP:
+        case GGML_OP_CONT:
+            {
+                switch (op->src[0]->type) {
+                    case GGML_TYPE_F32:
+                        switch (op->type) {
+                           case GGML_TYPE_F32:
+                           case GGML_TYPE_F16:
+                           case GGML_TYPE_BF16:
+                           case GGML_TYPE_Q8_0:
+                           case GGML_TYPE_Q4_0:
+                           case GGML_TYPE_Q4_1:
+                           case GGML_TYPE_Q5_0:
+                           case GGML_TYPE_Q5_1:
+                           case GGML_TYPE_IQ4_NL:
+                                return true;
+                           default:
+                                return false;
+                        }
+                    case GGML_TYPE_F16:
+                        switch (op->type) {
+                            case GGML_TYPE_F32:
+                            case GGML_TYPE_F16:
+                                return true;
+                            default:
+                                return false;
+                        }
+                    case GGML_TYPE_BF16:
+                        switch (op->type) {
+                            case GGML_TYPE_F32:
+                            case GGML_TYPE_BF16:
+                                return true;
+                            default:
+                                return false;
+                        }
+                    case GGML_TYPE_Q4_0:
+                    case GGML_TYPE_Q4_1:
+                    case GGML_TYPE_Q5_0:
+                    case GGML_TYPE_Q5_1:
+                    case GGML_TYPE_Q8_0:
+                        switch (op->type) {
+                            case GGML_TYPE_F32:
+                            case GGML_TYPE_F16:
+                                return true;
+                            default:
+                                return false;
+                        }
+                    default:
+                        return false;
+                };
+            }
+        case GGML_OP_SET:
+            {
+                switch (op->src[0]->type) {
+                    case GGML_TYPE_F32:
+                    case GGML_TYPE_I32:
+                        return true;
+                    default:
+                        return false;
+                };
+            }
+        case GGML_OP_DIAG_MASK_INF:
+        case GGML_OP_GET_ROWS:
+            {
+                return op->ne[3] == 1;
+            }
+        default:
+            return false;
+    }
+}
+
+static bool ggml_metal_encode_node(
+                        ggml_backend_t   backend,
+                                   int   idx,
+          id<MTLComputeCommandEncoder>   encoder,
+            struct ggml_metal_mem_pool * mem_pool) {
+    struct ggml_backend_metal_context        * ctx     = backend->context;
+    struct ggml_backend_metal_device_context * ctx_dev = backend->device->context;
+
+    struct ggml_cgraph * gf = ctx->gf;
+
+    struct ggml_tensor * node = ggml_graph_node(gf, idx);
+
+    //GGML_LOG_INFO("%s: encoding node %3d, op = %8s\n", __func__, idx, ggml_op_name(node->op));
+
+    struct ggml_tensor * src0 = node->src[0];
+    struct ggml_tensor * src1 = node->src[1];
+    struct ggml_tensor * src2 = node->src[2];
+    struct ggml_tensor * dst  = node;
+
+    if (ggml_is_empty(dst)) {
+        return true;
+    }
+
+    switch (dst->op) {
+        case GGML_OP_NONE:
+        case GGML_OP_RESHAPE:
+        case GGML_OP_VIEW:
+        case GGML_OP_TRANSPOSE:
+        case GGML_OP_PERMUTE:
+            {
+                // noop -> next node
+            } return true;
+        default:
+            {
+            } break;
+    }
+
+    if (!ggml_metal_supports_op(ctx_dev, dst)) {
+        GGML_LOG_ERROR("%s: error: unsupported op '%s'\n", __func__, ggml_op_desc(dst));
+        GGML_ABORT("unsupported op");
+    }
+
+    ggml_metal_mem_pool_clear(mem_pool);
+
+    const int64_t  ne00 = src0 ? src0->ne[0] : 0;
+    const int64_t  ne01 = src0 ? src0->ne[1] : 0;
+    const int64_t  ne02 = src0 ? src0->ne[2] : 0;
+    const int64_t  ne03 = src0 ? src0->ne[3] : 0;
+
+    const uint64_t nb00 = src0 ? src0->nb[0] : 0;
+    const uint64_t nb01 = src0 ? src0->nb[1] : 0;
+    const uint64_t nb02 = src0 ? src0->nb[2] : 0;
+    const uint64_t nb03 = src0 ? src0->nb[3] : 0;
+
+    const int64_t  ne10 = src1 ? src1->ne[0] : 0;
+    const int64_t  ne11 = src1 ? src1->ne[1] : 0;
+    const int64_t  ne12 = src1 ? src1->ne[2] : 0;
+    const int64_t  ne13 = src1 ? src1->ne[3] : 0;
+
+    const uint64_t nb10 = src1 ? src1->nb[0] : 0;
+    const uint64_t nb11 = src1 ? src1->nb[1] : 0;
+    const uint64_t nb12 = src1 ? src1->nb[2] : 0;
+    const uint64_t nb13 = src1 ? src1->nb[3] : 0;
+
+    const int64_t  ne20 = src2 ? src2->ne[0] : 0;
+    const int64_t  ne21 = src2 ? src2->ne[1] : 0;
+    const int64_t  ne22 = src2 ? src2->ne[2] : 0; GGML_UNUSED(ne22);
+    const int64_t  ne23 = src2 ? src2->ne[3] : 0; GGML_UNUSED(ne23);
+
+    const uint64_t nb20 = src2 ? src2->nb[0] : 0; GGML_UNUSED(nb20);
+    const uint64_t nb21 = src2 ? src2->nb[1] : 0;
+    const uint64_t nb22 = src2 ? src2->nb[2] : 0;
+    const uint64_t nb23 = src2 ? src2->nb[3] : 0; GGML_UNUSED(nb23);
+
+    const int64_t  ne0  =  dst ?  dst->ne[0] : 0;
+    const int64_t  ne1  =  dst ?  dst->ne[1] : 0;
+    const int64_t  ne2  =  dst ?  dst->ne[2] : 0;
+    const int64_t  ne3  =  dst ?  dst->ne[3] : 0;
+
+    const uint64_t nb0  =  dst ?  dst->nb[0] : 0;
+    const uint64_t nb1  =  dst ?  dst->nb[1] : 0;
+    const uint64_t nb2  =  dst ?  dst->nb[2] : 0;
+    const uint64_t nb3  =  dst ?  dst->nb[3] : 0;
+
+    const enum ggml_type src0t = src0 ? src0->type : GGML_TYPE_COUNT;
+    const enum ggml_type src1t = src1 ? src1->type : GGML_TYPE_COUNT;
+    const enum ggml_type dstt  = dst  ? dst->type  : GGML_TYPE_COUNT;
+
+    size_t offs_src0 = 0;
+    size_t offs_src1 = 0;
+    size_t offs_src2 = 0;
+    size_t offs_dst  = 0;
+
+    id<MTLBuffer> id_src0 = src0 ? ggml_metal_get_buffer(src0, &offs_src0) : nil;
+    id<MTLBuffer> id_src1 = src1 ? ggml_metal_get_buffer(src1, &offs_src1) : nil;
+    id<MTLBuffer> id_src2 = src2 ? ggml_metal_get_buffer(src2, &offs_src2) : nil;
+    id<MTLBuffer> id_dst  = dst  ? ggml_metal_get_buffer(dst,  &offs_dst)  : nil;
+
+#if 0
+    GGML_LOG_INFO("%s: op - %s\n", __func__, ggml_op_name(dst->op));
+    if (src0) {
+        GGML_LOG_INFO("%s: src0 - %4s [%5lld, %5lld, %5lld, %5lld] [%5lld, %5lld, %5lld, %5lld], %d, %s\n", __func__, ggml_type_name(src0t), ne00, ne01, ne02, ne03, nb00, nb01, nb02, nb03,
+                ggml_is_contiguous(src0), src0->name);
+    }
+    if (src1) {
+        GGML_LOG_INFO("%s: src1 - %4s [%5lld, %5lld, %5lld, %5lld] [%5lld, %5lld, %5lld, %5lld], %d, %s\n", __func__, ggml_type_name(src1t), ne10, ne11, ne12, ne13, nb10, nb11, nb12, nb13,
+                ggml_is_contiguous(src1), src1->name);
+    }
+    if (dst) {
+        GGML_LOG_INFO("%s: dst  - %4s [%5lld, %5lld, %5lld, %5lld] [%5lld, %5lld, %5lld, %5lld], 1, %s\n", __func__, ggml_type_name(dstt), ne0, ne1, ne2, ne3, nb0, nb1, nb2, nb3,
+                dst->name);
+    }
+#endif
+
+    id<MTLDevice> device = ctx_dev->mtl_device;
+
+    switch (dst->op) {
+        case GGML_OP_CONCAT:
+            {
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CONCAT].pipeline;
+
+                const int32_t dim = ((const int32_t *) dst->op_params)[0];
+
+                ggml_metal_kargs_concat args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.ne03 =*/ ne03,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.nb03 =*/ nb03,
+                    /*.ne10 =*/ ne10,
+                    /*.ne11 =*/ ne11,
+                    /*.ne12 =*/ ne12,
+                    /*.ne13 =*/ ne13,
+                    /*.nb10 =*/ nb10,
+                    /*.nb11 =*/ nb11,
+                    /*.nb12 =*/ nb12,
+                    /*.nb13 =*/ nb13,
+                    /*.ne0  =*/ ne0,
+                    /*.ne1  =*/ ne1,
+                    /*.ne2  =*/ ne2,
+                    /*.ne3  =*/ ne3,
+                    /*.nb0  =*/ nb0,
+                    /*.nb1  =*/ nb1,
+                    /*.nb2  =*/ nb2,
+                    /*.nb3  =*/ nb3,
+                    /*.dim  =*/ dim,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                [encoder setBuffer:id_src1 offset:offs_src1 atIndex:2];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:3];
+
+                const int nth = MIN(1024, ne0);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne1, ne2, ne3) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_ADD:
+        case GGML_OP_SUB:
+        case GGML_OP_MUL:
+        case GGML_OP_DIV:
+            {
+                GGML_ASSERT(src0t == GGML_TYPE_F32);
+                GGML_ASSERT(src1t == GGML_TYPE_F32);
+
+                const size_t offs = 0;
+
+                bool bcast_row = false;
+
+                id<MTLComputePipelineState> pipeline = nil;
+
+                if (ggml_nelements(src1) == ne10 && ggml_is_contiguous(src1) && ne00 % 4 == 0 && ne10 % 4 == 0) {
+                    GGML_ASSERT(ggml_is_contiguous(src0));
+
+                    // src1 is a row
+                    GGML_ASSERT(ne11 == 1);
+
+                    switch (dst->op) {
+                        case GGML_OP_ADD: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ADD_ROW].pipeline; break;
+                        case GGML_OP_SUB: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SUB_ROW].pipeline; break;
+                        case GGML_OP_MUL: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_ROW].pipeline; break;
+                        case GGML_OP_DIV: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_DIV_ROW].pipeline; break;
+                        default: GGML_ABORT("fatal error");
+                    }
+
+                    bcast_row = true;
+                } else {
+                    switch (dst->op) {
+                        case GGML_OP_ADD: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ADD].pipeline; break;
+                        case GGML_OP_SUB: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SUB].pipeline; break;
+                        case GGML_OP_MUL: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL].pipeline; break;
+                        case GGML_OP_DIV: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_DIV].pipeline; break;
+                        default: GGML_ABORT("fatal error");
+                    }
+                }
+
+                ggml_metal_kargs_bin args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.ne03 =*/ ne03,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.nb03 =*/ nb03,
+                    /*.ne10 =*/ ne10,
+                    /*.ne11 =*/ ne11,
+                    /*.ne12 =*/ ne12,
+                    /*.ne13 =*/ ne13,
+                    /*.nb10 =*/ nb10,
+                    /*.nb11 =*/ nb11,
+                    /*.nb12 =*/ nb12,
+                    /*.nb13 =*/ nb13,
+                    /*.ne0  =*/ ne0,
+                    /*.ne1  =*/ ne1,
+                    /*.ne2  =*/ ne2,
+                    /*.ne3  =*/ ne3,
+                    /*.nb0  =*/ nb0,
+                    /*.nb1  =*/ nb1,
+                    /*.nb2  =*/ nb2,
+                    /*.nb3  =*/ nb3,
+                    /*.offs =*/ offs,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                [encoder setBuffer:id_src1 offset:offs_src1 atIndex:2];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:3];
+
+                if (bcast_row) {
+                    const int64_t n = ggml_nelements(dst)/4;
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                } else {
+                    const int nth = MIN((int) pipeline.maxTotalThreadsPerThreadgroup, ne0);
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+                }
+            } break;
+        case GGML_OP_REPEAT:
+            {
+                id<MTLComputePipelineState> pipeline;
+
+                switch (src0t) {
+                    case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_REPEAT_F32].pipeline; break;
+                    case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_REPEAT_F16].pipeline; break;
+                    case GGML_TYPE_I32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_REPEAT_I32].pipeline; break;
+                    case GGML_TYPE_I16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_REPEAT_I16].pipeline; break;
+                    default: GGML_ABORT("fatal error");
+                }
+
+                ggml_metal_kargs_repeat args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.ne03 =*/ ne03,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.nb03 =*/ nb03,
+                    /*.ne0  =*/ ne0,
+                    /*.ne1  =*/ ne1,
+                    /*.ne2  =*/ ne2,
+                    /*.ne3  =*/ ne3,
+                    /*.nb0  =*/ nb0,
+                    /*.nb1  =*/ nb1,
+                    /*.nb2  =*/ nb2,
+                    /*.nb3  =*/ nb3,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:2];
+
+                const int nth = MIN((int) pipeline.maxTotalThreadsPerThreadgroup, ne0);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne1, ne2, ne3) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_ACC:
+            {
+                GGML_ASSERT(src0t == GGML_TYPE_F32);
+                GGML_ASSERT(src1t == GGML_TYPE_F32);
+                GGML_ASSERT(dstt  == GGML_TYPE_F32);
+
+                GGML_ASSERT(ggml_is_contiguous(src0));
+                GGML_ASSERT(ggml_is_contiguous(src1));
+
+                const size_t pnb1 = ((const int32_t *) dst->op_params)[0];
+                const size_t pnb2 = ((const int32_t *) dst->op_params)[1];
+                const size_t pnb3 = ((const int32_t *) dst->op_params)[2];
+                const size_t offs = ((const int32_t *) dst->op_params)[3];
+
+                const bool inplace = (bool) ((const int32_t *) dst->op_params)[4];
+
+                if (!inplace) {
+                    // run a separete kernel to cpy src->dst
+                    // not sure how to avoid this
+                    // TODO: make a simpler cpy_bytes kernel
+
+                    const id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F32].pipeline;
+
+                    ggml_metal_kargs_cpy args = {
+                        /*.ne00 =*/ ne00,
+                        /*.ne01 =*/ ne01,
+                        /*.ne02 =*/ ne02,
+                        /*.ne03 =*/ ne03,
+                        /*.nb00 =*/ nb00,
+                        /*.nb01 =*/ nb01,
+                        /*.nb02 =*/ nb02,
+                        /*.nb03 =*/ nb03,
+                        /*.ne0  =*/ ne0,
+                        /*.ne1  =*/ ne1,
+                        /*.ne2  =*/ ne2,
+                        /*.ne3  =*/ ne3,
+                        /*.nb0  =*/ nb0,
+                        /*.nb1  =*/ nb1,
+                        /*.nb2  =*/ nb2,
+                        /*.nb3  =*/ nb3,
+                    };
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:2];
+
+                    const int nth = MIN((int) pipeline.maxTotalThreadsPerThreadgroup, ne00);
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+                }
+
+                const id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ADD].pipeline;
+
+                ggml_metal_kargs_bin args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.ne03 =*/ ne03,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ pnb1,
+                    /*.nb02 =*/ pnb2,
+                    /*.nb03 =*/ pnb3,
+                    /*.ne10 =*/ ne10,
+                    /*.ne11 =*/ ne11,
+                    /*.ne12 =*/ ne12,
+                    /*.ne13 =*/ ne13,
+                    /*.nb10 =*/ nb10,
+                    /*.nb11 =*/ nb11,
+                    /*.nb12 =*/ nb12,
+                    /*.nb13 =*/ nb13,
+                    /*.ne0  =*/ ne0,
+                    /*.ne1  =*/ ne1,
+                    /*.ne2  =*/ ne2,
+                    /*.ne3  =*/ ne3,
+                    /*.nb0  =*/ nb0,
+                    /*.nb1  =*/ pnb1,
+                    /*.nb2  =*/ pnb2,
+                    /*.nb3  =*/ pnb3,
+                    /*.offs =*/ offs,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                [encoder setBuffer:id_src1 offset:offs_src1 atIndex:2];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:3];
+
+                const int nth = MIN((int) pipeline.maxTotalThreadsPerThreadgroup, ne00);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne11, ne12, ne13) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_SCALE:
+            {
+                GGML_ASSERT(ggml_is_contiguous(src0));
+
+                float scale;
+                memcpy(&scale, dst->op_params, sizeof(scale));
+
+                int64_t n = ggml_nelements(dst);
+
+                id<MTLComputePipelineState> pipeline = nil;
+
+                if (n % 4 == 0) {
+                    n /= 4;
+                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SCALE_4].pipeline;
+                } else {
+                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SCALE].pipeline;
+                }
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0   offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst    offset:offs_dst  atIndex:1];
+                [encoder setBytes:&scale length:sizeof(scale) atIndex:2];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_CLAMP:
+            {
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CLAMP].pipeline;
+
+                float min;
+                float max;
+                memcpy(&min, ((const int32_t *) dst->op_params) + 0, sizeof(float));
+                memcpy(&max, ((const int32_t *) dst->op_params) + 1, sizeof(float));
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+                [encoder setBytes:&min   length:sizeof(min) atIndex:2];
+                [encoder setBytes:&max   length:sizeof(max) atIndex:3];
+
+                const int64_t n = ggml_nelements(dst);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_UNARY:
+            switch (ggml_get_unary_op(node)) {
+                // we are not taking into account the strides, so for now require contiguous tensors
+                GGML_ASSERT(ggml_is_contiguous(src0));
+
+                case GGML_UNARY_OP_TANH:
+                {
+                    id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_TANH].pipeline;
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+
+                    const int64_t n = ggml_nelements(dst);
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                } break;
+                case GGML_UNARY_OP_RELU:
+                {
+                    id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_RELU].pipeline;
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+
+                    const int64_t n = ggml_nelements(dst);
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                } break;
+                case GGML_UNARY_OP_SIGMOID:
+                {
+                    id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SIGMOID].pipeline;
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+
+                    const int64_t n = ggml_nelements(dst);
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                } break;
+                case GGML_UNARY_OP_GELU:
+                {
+                    int64_t n = ggml_nelements(dst);
+
+                    id<MTLComputePipelineState> pipeline = nil;
+
+                    if (n % 4 == 0) {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU_4].pipeline;
+                        n /= 4;
+                    } else {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU].pipeline;
+                    }
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                } break;
+                case GGML_UNARY_OP_GELU_QUICK:
+                {
+                    int64_t n = ggml_nelements(dst);
+
+                    id<MTLComputePipelineState> pipeline = nil;
+
+                    if (n % 4 == 0) {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU_QUICK_4].pipeline;
+                        n /= 4;
+                    } else {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU_QUICK].pipeline;
+                    }
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                } break;
+                case GGML_UNARY_OP_SILU:
+                {
+                    int64_t n = ggml_nelements(dst);
+
+                    id<MTLComputePipelineState> pipeline = nil;
+
+                    if (n % 4 == 0) {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SILU_4].pipeline;
+                        n /= 4;
+                    } else {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SILU].pipeline;
+                    }
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                } break;
+                case GGML_UNARY_OP_ELU:
+                {
+                    id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ELU].pipeline;
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+
+                    const int64_t n = ggml_nelements(dst);
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                } break;
+                case GGML_UNARY_OP_NEG:
+                {
+                    id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_NEG].pipeline;
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+
+                    const int64_t n = ggml_nelements(dst);
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                } break;
+                default:
+                {
+                    GGML_LOG_WARN("%s: node %3d, op = %8s not implemented\n", __func__, idx, ggml_op_name(dst->op));
+                    GGML_ABORT("fatal error");
+                }
+            } break;
+        case GGML_OP_SQR:
+            {
+                GGML_ASSERT(ggml_is_contiguous(src0));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SQR].pipeline;
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst atIndex:1];
+
+                const int64_t n = ggml_nelements(dst);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_SQRT:
+            {
+                GGML_ASSERT(ggml_is_contiguous(src0));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SQRT].pipeline;
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst atIndex:1];
+
+                const int64_t n = ggml_nelements(dst);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_SIN:
+            {
+                GGML_ASSERT(ggml_is_contiguous(src0));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SIN].pipeline;
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst atIndex:1];
+
+                const int64_t n = ggml_nelements(dst);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_COS:
+            {
+                GGML_ASSERT(ggml_is_contiguous(src0));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_COS].pipeline;
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst atIndex:1];
+
+                const int64_t n = ggml_nelements(dst);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_SUM_ROWS:
+            {
+                GGML_ASSERT(src0->nb[0] == ggml_type_size(src0->type));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SUM_ROWS].pipeline;
+
+
+                ggml_metal_kargs_sum_rows args = {
+                   /*.ne00 =*/ ne00,
+                   /*.ne01 =*/ ne01,
+                   /*.ne02 =*/ ne02,
+                   /*.ne03 =*/ ne03,
+                   /*.nb00 =*/ nb00,
+                   /*.nb01 =*/ nb01,
+                   /*.nb02 =*/ nb02,
+                   /*.nb03 =*/ nb03,
+                   /*.ne10 =*/ ne10,
+                   /*.ne11 =*/ ne11,
+                   /*.ne12 =*/ ne12,
+                   /*.ne13 =*/ ne13,
+                   /*.nb10 =*/ nb10,
+                   /*.nb11 =*/ nb11,
+                   /*.nb12 =*/ nb12,
+                   /*.nb13 =*/ nb13,
+                   /*.ne0  =*/ ne0,
+                   /*.ne1  =*/ ne1,
+                   /*.ne2  =*/ ne2,
+                   /*.ne3  =*/ ne3,
+                   /*.nb0  =*/ nb0,
+                   /*.nb1  =*/ nb1,
+                   /*.nb2  =*/ nb2,
+                   /*.nb3  =*/ nb3,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+                [encoder setBytes:&args length:sizeof(args) atIndex:2];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_SOFT_MAX:
+            {
+                GGML_ASSERT(!src1 || src1->type == GGML_TYPE_F16 || src1->type == GGML_TYPE_F32);
+
+                int nth = 32; // SIMD width
+
+                id<MTLComputePipelineState> pipeline = nil;
+
+                const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16);
+
+                if (ne00%4 == 0) {
+                    while (nth < ne00/4 && nth*ne01*ne02*ne03 < 256) {
+                        nth *= 2;
+                    }
+                    if (use_f16) {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16_4].pipeline;
+                    } else {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SOFT_MAX_F32_4].pipeline;
+                    }
+                } else {
+                    while (nth < ne00 && nth*ne01*ne02*ne03 < 256) {
+                        nth *= 2;
+                    }
+                    if (use_f16) {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16].pipeline;
+                    } else {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SOFT_MAX_F32].pipeline;
+                    }
+                }
+
+                float scale;
+                float max_bias;
+
+                memcpy(&scale,    ((const int32_t *) dst->op_params) + 0, sizeof(scale));
+                memcpy(&max_bias, ((const int32_t *) dst->op_params) + 1, sizeof(max_bias));
+
+                const int64_t nrows_x = ggml_nrows(src0);
+                const int64_t nrows_y = src0->ne[1];
+
+                const uint32_t n_head      = nrows_x/nrows_y;
+                const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head));
+
+                const float m0 = powf(2.0f, -(max_bias       ) / n_head_log2);
+                const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2);
+
+// use this branch to test the ggml_metal_mem_pool functionality
+#if 0
+                // cpy to tmp buffer in MTLHeap
+
+                id<MTLBuffer> h_src0 = h_src0 = ggml_metal_mem_pool_alloc(mem_pool, ggml_nbytes(src0));
+                if (!h_src0) {
+                    GGML_LOG_ERROR("%s: failed to allocate buffer from memory pool, size = %zu\n", __func__, ggml_nbytes(src0));
+                    return false;
+                }
+
+                offs_src0 = 0;
+
+                ggml_metal_kargs_cpy args_cpy = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.ne03 =*/ ne03,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.nb03 =*/ nb03,
+                    /*.ne0  =*/ ne00,
+                    /*.ne1  =*/ ne01,
+                    /*.ne2  =*/ ne02,
+                    /*.ne3  =*/ ne03,
+                    /*.nb0  =*/ nb00,
+                    /*.nb1  =*/ nb01,
+                    /*.nb2  =*/ nb02,
+                    /*.nb3  =*/ nb03,
+                };
+
+                if (src0->type == GGML_TYPE_F16) {
+                    [encoder setComputePipelineState:ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F16].pipeline];
+                } else {
+                    [encoder setComputePipelineState:ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F32].pipeline];
+                }
+                [encoder setBytes:&args_cpy length:sizeof(args_cpy) atIndex:0];
+                [encoder setBuffer:id_src0  offset:offs_src0        atIndex:1];
+                [encoder setBuffer:h_src0   offset:0                atIndex:2];
+
+                GGML_ASSERT(ne00 % ggml_blck_size(src0->type) == 0);
+                int nth_cpy = MIN(1024, ne00 / ggml_blck_size(src0->type));
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(nth_cpy, 1, 1)];
+
+#else
+                id<MTLBuffer> h_src0 = id_src0;
+#endif
+                // softmax
+
+                ggml_metal_kargs_soft_max args = {
+                    /*.ne00        =*/ ne00,
+                    /*.ne01        =*/ ne01,
+                    /*.ne02        =*/ ne02,
+                    /*.scale       =*/ scale,
+                    /*.max_bias    =*/ max_bias,
+                    /*.m0          =*/ m0,
+                    /*.m1          =*/ m1,
+                    /*.n_head_log2 =*/ n_head_log2,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:h_src0 offset:offs_src0      atIndex:0];
+                if (id_src1) {
+                    [encoder setBuffer:id_src1 offset:offs_src1 atIndex:1];
+                } else {
+                    [encoder setBuffer:h_src0 offset:offs_src0  atIndex:1];
+                }
+                [encoder setBuffer:id_dst offset:offs_dst       atIndex:2];
+                [encoder setBytes:&args   length:sizeof(args)   atIndex:3];
+
+                [encoder setThreadgroupMemoryLength:32*sizeof(float) atIndex:0];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne01*ne02*ne03, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_DIAG_MASK_INF:
+            {
+                const int n_past = ((const int32_t *)(dst->op_params))[0];
+
+                id<MTLComputePipelineState> pipeline = nil;
+
+                if (ne00%8 == 0) {
+                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_DIAG_MASK_INF_8].pipeline;
+                } else {
+                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_DIAG_MASK_INF].pipeline;
+                }
+
+                ggml_metal_kargs_diag_mask_inf args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.n_past =*/ n_past,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+                [encoder setBytes:&args  length:sizeof(args) atIndex:2];
+
+                if (ne00%8 == 0) {
+                    [encoder dispatchThreadgroups:MTLSizeMake(ne00*ne01*ne02/8, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                }
+                else {
+                    [encoder dispatchThreadgroups:MTLSizeMake(ne00, ne01, ne02) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+                }
+            } break;
+        case GGML_OP_SSM_CONV:
+            {
+                GGML_ASSERT(src0t == GGML_TYPE_F32);
+                GGML_ASSERT(src1t == GGML_TYPE_F32);
+
+                GGML_ASSERT(ggml_is_contiguous(src0));
+                GGML_ASSERT(ggml_is_contiguous(src1));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SSM_CONV_F32].pipeline;
+
+                ggml_metal_kargs_ssm_conv args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.ne10 =*/ ne10,
+                    /*.ne11 =*/ ne11,
+                    /*.nb10 =*/ nb10,
+                    /*.nb11 =*/ nb11,
+                    /*.ne0  =*/ ne0,
+                    /*.ne1  =*/ ne1,
+                    /*.ne2  =*/ ne2,
+                    /*.nb0  =*/ nb0,
+                    /*.nb1  =*/ nb1,
+                    /*.nb2  =*/ nb2,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0    atIndex:0];
+                [encoder setBuffer:id_src1 offset:offs_src1    atIndex:1];
+                [encoder setBuffer:id_dst  offset:offs_dst     atIndex:2];
+                [encoder setBytes:&args    length:sizeof(args) atIndex:3];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne01, ne1, ne02) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_SSM_SCAN:
+            {
+                struct ggml_tensor * src3 = node->src[3];
+                struct ggml_tensor * src4 = node->src[4];
+                struct ggml_tensor * src5 = node->src[5];
+
+                GGML_ASSERT(src3);
+                GGML_ASSERT(src4);
+                GGML_ASSERT(src5);
+
+                size_t offs_src3 = 0;
+                size_t offs_src4 = 0;
+                size_t offs_src5 = 0;
+
+                id<MTLBuffer> id_src3 = src3 ? ggml_metal_get_buffer(src3, &offs_src3) : nil;
+                id<MTLBuffer> id_src4 = src4 ? ggml_metal_get_buffer(src4, &offs_src4) : nil;
+                id<MTLBuffer> id_src5 = src5 ? ggml_metal_get_buffer(src5, &offs_src5) : nil;
+
+                const int64_t  ne30 = src3->ne[0]; GGML_UNUSED(ne30);
+                const int64_t  ne31 = src3->ne[1]; GGML_UNUSED(ne31);
+
+                const uint64_t nb30 = src3->nb[0];
+                const uint64_t nb31 = src3->nb[1];
+
+                const int64_t  ne40 = src4->ne[0]; GGML_UNUSED(ne40);
+                const int64_t  ne41 = src4->ne[1]; GGML_UNUSED(ne41);
+                const int64_t  ne42 = src4->ne[2]; GGML_UNUSED(ne42);
+
+                const uint64_t nb40 = src4->nb[0];
+                const uint64_t nb41 = src4->nb[1];
+                const uint64_t nb42 = src4->nb[2];
+
+                const int64_t  ne50 = src5->ne[0]; GGML_UNUSED(ne50);
+                const int64_t  ne51 = src5->ne[1]; GGML_UNUSED(ne51);
+                const int64_t  ne52 = src5->ne[2]; GGML_UNUSED(ne52);
+
+                const uint64_t nb50 = src5->nb[0];
+                const uint64_t nb51 = src5->nb[1];
+                const uint64_t nb52 = src5->nb[2];
+
+                const int64_t d_state      = ne00;
+                const int64_t d_inner      = ne01;
+                const int64_t n_seq_tokens = ne11;
+                const int64_t n_seqs       = ne02;
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SSM_SCAN_F32].pipeline;
+
+                ggml_metal_kargs_ssm_scan args = {
+                    /*.d_state =*/ d_state,
+                    /*.d_inner =*/ d_inner,
+                    /*.n_seq_tokens =*/ n_seq_tokens,
+                    /*.n_seqs =*/ n_seqs,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.nb10 =*/ nb10,
+                    /*.nb11 =*/ nb11,
+                    /*.nb12 =*/ nb12,
+                    /*.nb13 =*/ nb13,
+                    /*.nb20 =*/ nb20,
+                    /*.nb21 =*/ nb21,
+                    /*.nb22 =*/ nb22,
+                    /*.nb30 =*/ nb30,
+                    /*.nb31 =*/ nb31,
+                    /*.nb40 =*/ nb40,
+                    /*.nb41 =*/ nb41,
+                    /*.nb42 =*/ nb42,
+                    /*.nb50 =*/ nb50,
+                    /*.nb51 =*/ nb51,
+                    /*.nb52 =*/ nb52,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_src1 offset:offs_src1 atIndex:1];
+                [encoder setBuffer:id_src2 offset:offs_src2 atIndex:2];
+                [encoder setBuffer:id_src3 offset:offs_src3 atIndex:3];
+                [encoder setBuffer:id_src4 offset:offs_src4 atIndex:4];
+                [encoder setBuffer:id_src5 offset:offs_src5 atIndex:5];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:6];
+                [encoder setBytes:&args    length:sizeof(args) atIndex:7];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(d_inner, n_seqs, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_RWKV_WKV6:
+            {
+                const int64_t B = dst->src[5]->ne[1];
+                const int64_t T = dst->src[0]->ne[2];
+                const int64_t C = dst->ne[0];
+                const int64_t H = dst->src[0]->ne[1];
+
+                GGML_ASSERT(dst->src[5]->type == GGML_TYPE_F32);
+                GGML_ASSERT(C % H == 0);
+                GGML_ASSERT(C / H == 64);
+
+                size_t offs_src3 = 0;
+                size_t offs_src4 = 0;
+                size_t offs_src5 = 0;
+
+                id<MTLBuffer> id_src3 = dst->src[3] ? ggml_metal_get_buffer(dst->src[3], &offs_src3) : nil;
+                id<MTLBuffer> id_src4 = dst->src[4] ? ggml_metal_get_buffer(dst->src[4], &offs_src4) : nil;
+                id<MTLBuffer> id_src5 = dst->src[5] ? ggml_metal_get_buffer(dst->src[5], &offs_src5) : nil;
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_RWKV_WKV6_F32].pipeline;
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_src1 offset:offs_src1 atIndex:1];
+                [encoder setBuffer:id_src2 offset:offs_src2 atIndex:2];
+                [encoder setBuffer:id_src3 offset:offs_src3 atIndex:3];
+                [encoder setBuffer:id_src4 offset:offs_src4 atIndex:4];
+                [encoder setBuffer:id_src5 offset:offs_src5 atIndex:5];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:6];
+
+                [encoder setBytes:&B length:sizeof(B) atIndex:7];
+                [encoder setBytes:&T length:sizeof(T) atIndex:8];
+                [encoder setBytes:&C length:sizeof(C) atIndex:9];
+                [encoder setBytes:&H length:sizeof(H) atIndex:10];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(B * H, 1, 1) threadsPerThreadgroup:MTLSizeMake(C/ H, 1, 1)];
+            } break;
+        case GGML_OP_RWKV_WKV7:
+            {
+                const int64_t B = dst->src[6]->ne[1];
+                const int64_t T = dst->src[0]->ne[2];
+                const int64_t C = dst->ne[0];
+                const int64_t H = dst->src[0]->ne[1];
+
+                GGML_ASSERT(dst->src[6]->type == GGML_TYPE_F32);
+                GGML_ASSERT(C % H == 0);
+                GGML_ASSERT(C / H == 64);
+
+                size_t offs_src3 = 0;
+                size_t offs_src4 = 0;
+                size_t offs_src5 = 0;
+                size_t offs_src6 = 0;
+
+                id<MTLBuffer> id_src3 = dst->src[3] ? ggml_metal_get_buffer(dst->src[3], &offs_src3) : nil;
+                id<MTLBuffer> id_src4 = dst->src[4] ? ggml_metal_get_buffer(dst->src[4], &offs_src4) : nil;
+                id<MTLBuffer> id_src5 = dst->src[5] ? ggml_metal_get_buffer(dst->src[5], &offs_src5) : nil;
+                id<MTLBuffer> id_src6 = dst->src[6] ? ggml_metal_get_buffer(dst->src[6], &offs_src6) : nil;
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_RWKV_WKV7_F32].pipeline;
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_src1 offset:offs_src1 atIndex:1];
+                [encoder setBuffer:id_src2 offset:offs_src2 atIndex:2];
+                [encoder setBuffer:id_src3 offset:offs_src3 atIndex:3];
+                [encoder setBuffer:id_src4 offset:offs_src4 atIndex:4];
+                [encoder setBuffer:id_src5 offset:offs_src5 atIndex:5];
+                [encoder setBuffer:id_src6 offset:offs_src6 atIndex:6];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:7];
+
+                [encoder setBytes:&B length:sizeof(B) atIndex:8];
+                [encoder setBytes:&T length:sizeof(T) atIndex:9];
+                [encoder setBytes:&C length:sizeof(C) atIndex:10];
+                [encoder setBytes:&H length:sizeof(H) atIndex:11];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(B * H, 1, 1) threadsPerThreadgroup:MTLSizeMake(C/ H, 1, 1)];
+            } break;
+        case GGML_OP_MUL_MAT:
+            {
+                GGML_ASSERT(ne00 == ne10);
+
+                GGML_ASSERT(ne12 % ne02 == 0);
+                GGML_ASSERT(ne13 % ne03 == 0);
+
+                const uint32_t r2 = ne12/ne02;
+                const uint32_t r3 = ne13/ne03;
+
+                // find the break-even point where the matrix-matrix kernel becomes more efficient compared
+                // to the matrix-vector kernel
+                const int ne11_mm_min = 4;
+
+                // first try to use small-batch mat-mv kernels
+                // these should be efficient for BS [2, ~8]
+                if (src1t == GGML_TYPE_F32 && (ne00%256 == 0) &&
+                    (
+                     (
+                      (
+                       src0t == GGML_TYPE_F16  || // TODO: helper function
+                       src0t == GGML_TYPE_Q4_0 ||
+                       src0t == GGML_TYPE_Q4_1 ||
+                       src0t == GGML_TYPE_Q5_0 ||
+                       src0t == GGML_TYPE_Q5_1 ||
+                       src0t == GGML_TYPE_Q8_0 ||
+                       src0t == GGML_TYPE_IQ4_NL ||
+                       false) && (ne11 >= 2 && ne11 <= 8)
+                     ) ||
+                     (
+                      (
+                       src0t == GGML_TYPE_Q4_K ||
+                       src0t == GGML_TYPE_Q5_K ||
+                       src0t == GGML_TYPE_Q6_K ||
+                       false) && (ne11 >= 4 && ne11 <= 8)
+                     )
+                    )
+                   ) {
+                    // TODO: determine the optimal parameters based on grid utilization
+                    //       I still don't know why we should not always use the maximum available threads:
+                    //
+                    //       nsg = pipeline.maxTotalThreadsPerThreadgroup / 32
+                    //
+                    //       my current hypothesis is that the work grid is not evenly divisible for different nsg
+                    //       values and there can be some tail effects when nsg is high. need to confirm this
+                    //
+                    const int nsg    = 2;                 // num simdgroups per threadgroup
+                    const int nxpsg  = ne11 < 3 ? 16 : 8; // num threads along row per simdgroup
+                    const int nypsg  = 32/nxpsg;          // num threads along col per simdgroup (i.e. a simdgroup processes that many src0 rows at a time)
+                    const int r0ptg  = nypsg*nsg;         // num src0 rows per threadgroup
+                          int r1ptg  = 4;                 // num src1 rows per threadgroup
+
+                    // note: not sure how optimal are those across all different hardware. there might be someting cleverer
+                    switch (ne11) {
+                        case 2:
+                            r1ptg = 2; break;
+                        case 3:
+                        case 6:
+                            r1ptg = 3; break;
+                        case 4:
+                        case 7:
+                        case 8:
+                            r1ptg = 4; break;
+                        case 5:
+                            r1ptg = 5; break;
+                    };
+
+                    id<MTLComputePipelineState> pipeline = nil;
+
+                    switch (src0->type) {
+                        case GGML_TYPE_F16:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_F16_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        case GGML_TYPE_Q4_0:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_0_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        case GGML_TYPE_Q4_1:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_1_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        case GGML_TYPE_Q5_0:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_0_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        case GGML_TYPE_Q5_1:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_1_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        case GGML_TYPE_Q8_0:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q8_0_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        case GGML_TYPE_Q4_K:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q4_K_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        case GGML_TYPE_Q5_K:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q5_K_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        case GGML_TYPE_Q6_K:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_Q6_K_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        case GGML_TYPE_IQ4_NL:
+                            switch (r1ptg) {
+                                case 2: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_2].pipeline; break;
+                                case 3: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_3].pipeline; break;
+                                case 4: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_4].pipeline; break;
+                                case 5: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_EXT_IQ4_NL_F32_R1_5].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            } break;
+                        default: GGML_ABORT("not implemented");
+                    }
+
+                    ggml_metal_kargs_mul_mv_ext args = {
+                        /*.ne00  =*/ ne00,
+                        /*.ne01  =*/ ne01,
+                        /*.ne02  =*/ ne02,
+                        /*.nb00  =*/ nb00,
+                        /*.nb01  =*/ nb01,
+                        /*.nb02  =*/ nb02,
+                        /*.nb03  =*/ nb03,
+                        /*.ne10  =*/ ne10,
+                        /*.ne11  =*/ ne11,
+                        /*.ne12  =*/ ne12,
+                        /*.nb10  =*/ nb10,
+                        /*.nb11  =*/ nb11,
+                        /*.nb12  =*/ nb12,
+                        /*.nb13  =*/ nb13,
+                        /*.ne0   =*/ ne0,
+                        /*.ne1   =*/ ne1,
+                        /*.r2    =*/ r2,
+                        /*.r3    =*/ r3,
+                        /*.nsg   =*/ nsg,
+                        /*.nxpsg =*/ nxpsg,
+                        /*.r1ptg =*/ r1ptg,
+                    };
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                    [encoder setBuffer:id_src1 offset:offs_src1 atIndex:2];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:3];
+
+                    //printf("ne01 = %lld nr0ptg = %d\n", ne01, nr0ptg);
+                    [encoder dispatchThreadgroups:MTLSizeMake((ne01 + r0ptg - 1)/r0ptg, (ne11 + r1ptg - 1)/r1ptg, ne12*ne13) threadsPerThreadgroup:MTLSizeMake(32, nsg, 1)];
+                } else
+                // for now the matrix-matrix multiplication kernel only works on A14+/M1+ SoCs
+                // AMD GPU and older A-chips will reuse matrix-vector multiplication kernel
+                if ([device supportsFamily:MTLGPUFamilyApple7] &&
+                        !ggml_is_transposed(src0) &&
+                        !ggml_is_transposed(src1) &&
+                        src1t == GGML_TYPE_F32 &&
+                        ne00 % 32 == 0 && ne00 >= 64 &&
+                        (ne11 > ne11_mm_min || (ggml_is_quantized(src0t) && ne12 > 1))) {
+                    //printf("matrix: ne00 = %6d, ne01 = %6d, ne02 = %6d, ne11 = %6d, ne12 = %6d\n", ne00, ne01, ne02, ne11, ne12);
+
+                    // some Metal matrix data types require aligned pointers
+                    // ref: https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf (Table 2.5)
+                    switch (src0->type) {
+                        case GGML_TYPE_F32:  GGML_ASSERT(nb01 % 16 == 0); break;
+                        case GGML_TYPE_F16:  GGML_ASSERT(nb01 % 8  == 0); break;
+                        case GGML_TYPE_BF16: GGML_ASSERT(nb01 % 8  == 0); break;
+                        default: break;
+                    }
+
+                    id<MTLComputePipelineState> pipeline = nil;
+
+                    switch (src0->type) {
+                        case GGML_TYPE_F32:     pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_F32_F32    ].pipeline; break;
+                        case GGML_TYPE_F16:     pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_F16_F32    ].pipeline; break;
+                        case GGML_TYPE_BF16:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_BF16_F32   ].pipeline; break;
+                        case GGML_TYPE_Q4_0:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q4_0_F32   ].pipeline; break;
+                        case GGML_TYPE_Q4_1:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q4_1_F32   ].pipeline; break;
+                        case GGML_TYPE_Q5_0:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q5_0_F32   ].pipeline; break;
+                        case GGML_TYPE_Q5_1:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q5_1_F32   ].pipeline; break;
+                        case GGML_TYPE_Q8_0:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q8_0_F32   ].pipeline; break;
+                        case GGML_TYPE_Q2_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q2_K_F32   ].pipeline; break;
+                        case GGML_TYPE_Q3_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q3_K_F32   ].pipeline; break;
+                        case GGML_TYPE_Q4_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q4_K_F32   ].pipeline; break;
+                        case GGML_TYPE_Q5_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q5_K_F32   ].pipeline; break;
+                        case GGML_TYPE_Q6_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_Q6_K_F32   ].pipeline; break;
+                        case GGML_TYPE_IQ2_XXS: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_IQ2_XXS_F32].pipeline; break;
+                        case GGML_TYPE_IQ2_XS:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_IQ2_XS_F32 ].pipeline; break;
+                        case GGML_TYPE_IQ3_XXS: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_IQ3_XXS_F32].pipeline; break;
+                        case GGML_TYPE_IQ3_S:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_IQ3_S_F32  ].pipeline; break;
+                        case GGML_TYPE_IQ2_S:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_IQ2_S_F32  ].pipeline; break;
+                        case GGML_TYPE_IQ1_S:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_IQ1_S_F32  ].pipeline; break;
+                        case GGML_TYPE_IQ1_M:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_IQ1_M_F32  ].pipeline; break;
+                        case GGML_TYPE_IQ4_NL:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_IQ4_NL_F32 ].pipeline; break;
+                        case GGML_TYPE_IQ4_XS:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_IQ4_XS_F32 ].pipeline; break;
+                        default: GGML_ABORT("MUL MAT-MAT not implemented");
+                    }
+
+                    ggml_metal_kargs_mul_mm args = {
+                        /*.ne00 =*/ ne00,
+                        /*.ne02 =*/ ne02,
+                        /*.nb01 =*/ nb01,
+                        /*.nb02 =*/ nb02,
+                        /*.nb03 =*/ nb03,
+                        /*.ne12 =*/ ne12,
+                        /*.nb10 =*/ nb10,
+                        /*.nb11 =*/ nb11,
+                        /*.nb12 =*/ nb12,
+                        /*.nb13 =*/ nb13,
+                        /*.ne0  =*/ ne0,
+                        /*.ne1  =*/ ne1,
+                        /*.r2   =*/ r2,
+                        /*.r3   =*/ r3,
+                    };
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBytes:&args    length:sizeof(args) atIndex:0];
+                    [encoder setBuffer:id_src0 offset:offs_src0    atIndex:1];
+                    [encoder setBuffer:id_src1 offset:offs_src1    atIndex:2];
+                    [encoder setBuffer:id_dst  offset:offs_dst     atIndex:3];
+
+                    [encoder setThreadgroupMemoryLength:8192 atIndex:0];
+                    [encoder dispatchThreadgroups:MTLSizeMake((ne11 + 31)/32, (ne01 + 63)/64, ne12*ne13) threadsPerThreadgroup:MTLSizeMake(128, 1, 1)];
+                } else {
+                    id<MTLComputePipelineState> pipeline = nil;
+
+                    int nsg = 0; // number of simdgroups
+                    int nr0 = 0; // number of src0 rows per simdgroup
+                    int nr1 = 1; // number of src1 rows per threadgroup
+
+                    size_t smem = 0; // shared memory
+
+                    // use custom matrix x vector kernel
+                    switch (src0t) {
+                        case GGML_TYPE_F32:
+                            {
+                                GGML_ASSERT(src1t == GGML_TYPE_F32);
+                                nsg = 1;
+                                nr0 = 1;
+                                nr1 = 4;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_F32_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_F16:
+                            {
+                                nsg = 1;
+                                nr0 = 1;
+                                if (src1t == GGML_TYPE_F32) {
+                                    if (ne11 * ne12 < 4) {
+                                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F32_1ROW].pipeline;
+                                    } else if (ne00 >= 128 && ne01 >= 8 && ne00%4 == 0) {
+                                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F32_L4].pipeline;
+                                        nr1 = ne11;
+                                    } else {
+                                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F32].pipeline;
+                                        nr1 = 4;
+                                    }
+                                } else {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_F16_F16].pipeline;
+                                    nr1 = 4;
+                                }
+                            } break;
+                        case GGML_TYPE_BF16:
+                            {
+                                nsg = 1;
+                                nr0 = 1;
+                                if (src1t == GGML_TYPE_F32) {
+                                    if (ne11 * ne12 < 4) {
+                                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_F32_1ROW].pipeline;
+                                    } else if (ne00 >= 128 && ne01 >= 8 && ne00%4 == 0) {
+                                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_F32_L4].pipeline;
+                                        nr1 = ne11;
+                                    } else {
+                                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_F32].pipeline;
+                                        nr1 = 4;
+                                    }
+                                } else {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_BF16_BF16].pipeline;
+                                    nr1 = 4;
+                                }
+                            } break;
+                        case GGML_TYPE_Q4_0:
+                            {
+                                nsg = N_SG_Q4_0;
+                                nr0 = N_R0_Q4_0;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q4_0_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q4_1:
+                            {
+                                nsg = N_SG_Q4_1;
+                                nr0 = N_R0_Q4_1;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q4_1_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q5_0:
+                            {
+                                nsg = N_SG_Q5_0;
+                                nr0 = N_R0_Q5_0;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q5_0_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q5_1:
+                            {
+                                nsg = N_SG_Q5_1;
+                                nr0 = N_R0_Q5_1;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q5_1_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q8_0:
+                            {
+                                nsg = N_SG_Q8_0;
+                                nr0 = N_R0_Q8_0;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q8_0_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q2_K:
+                            {
+                                nsg = N_SG_Q2_K;
+                                nr0 = N_R0_Q2_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q2_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q3_K:
+                            {
+                                nsg = N_SG_Q3_K;
+                                nr0 = N_R0_Q3_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q3_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q4_K:
+                            {
+                                nsg = N_SG_Q4_K;
+                                nr0 = N_R0_Q4_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q4_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q5_K:
+                            {
+                                nsg = N_SG_Q5_K;
+                                nr0 = N_R0_Q5_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q5_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q6_K:
+                            {
+                                nsg = N_SG_Q6_K;
+                                nr0 = N_R0_Q6_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_Q6_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ2_XXS:
+                            {
+                                nsg = N_SG_IQ2_XXS;
+                                nr0 = N_R0_IQ2_XXS;
+                                smem = 256*8+128;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_IQ2_XXS_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ2_XS:
+                            {
+                                nsg = N_SG_IQ2_XS;
+                                nr0 = N_R0_IQ2_XS;
+                                smem = 512*8+128;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_IQ2_XS_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ3_XXS:
+                            {
+                                nsg = N_SG_IQ3_XXS;
+                                nr0 = N_R0_IQ3_XXS;
+                                smem = 256*4+128;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_IQ3_XXS_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ3_S:
+                            {
+                                nsg = N_SG_IQ3_S;
+                                nr0 = N_R0_IQ3_S;
+                                smem = 512*4;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_IQ3_S_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ2_S:
+                            {
+                                nsg = N_SG_IQ2_S;
+                                nr0 = N_R0_IQ2_S;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_IQ2_S_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ1_S:
+                            {
+                                nsg = N_SG_IQ1_S;
+                                nr0 = N_R0_IQ1_S;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_IQ1_S_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ1_M:
+                            {
+                                nsg = N_SG_IQ1_M;
+                                nr0 = N_R0_IQ1_M;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_IQ1_M_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ4_NL:
+                            {
+                                nsg = N_SG_IQ4_NL;
+                                nr0 = N_R0_IQ4_NL;
+                                smem = 32*sizeof(float);
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_IQ4_NL_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ4_XS:
+                            {
+                                nsg = N_SG_IQ4_XS;
+                                nr0 = N_R0_IQ4_XS;
+                                smem = 32*sizeof(float);
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_IQ4_XS_F32].pipeline;
+                            } break;
+                        default:
+                            {
+                                GGML_LOG_ERROR("Asserting on type %d\n", (int)src0t);
+                                GGML_ABORT("not implemented");
+                            }
+                    };
+
+                    ggml_metal_kargs_mul_mv args = {
+                        /*.ne00 =*/ ne00,
+                        /*.ne01 =*/ ne01,
+                        /*.ne02 =*/ ne02,
+                        /*.nb00 =*/ nb00,
+                        /*.nb01 =*/ nb01,
+                        /*.nb02 =*/ nb02,
+                        /*.nb03 =*/ nb03,
+                        /*.ne10 =*/ ne10,
+                        /*.ne11 =*/ ne11,
+                        /*.ne12 =*/ ne12,
+                        /*.nb10 =*/ nb10,
+                        /*.nb11 =*/ nb11,
+                        /*.nb12 =*/ nb12,
+                        /*.nb13 =*/ nb13,
+                        /*.ne0  =*/ ne0,
+                        /*.ne1  =*/ ne1,
+                        /*.r2   =*/ r2,
+                        /*.r3   =*/ r3,
+                    };
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                    [encoder setBuffer:id_src1 offset:offs_src1 atIndex:2];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:3];
+
+                    if (smem > 0) {
+                        [encoder setThreadgroupMemoryLength:smem atIndex:0];
+                    }
+                    [encoder dispatchThreadgroups:MTLSizeMake((ne01 + nr0*nsg - 1)/(nr0*nsg), (ne11 + nr1 - 1)/nr1, ne12*ne13) threadsPerThreadgroup:MTLSizeMake(32, nsg, 1)];
+                }
+            } break;
+        case GGML_OP_MUL_MAT_ID:
+            {
+                // src2 = ids
+                const enum ggml_type src2t = src2->type; GGML_UNUSED(src2t);
+
+                GGML_ASSERT(src2t == GGML_TYPE_I32);
+
+                GGML_ASSERT(!ggml_is_transposed(src0));
+                GGML_ASSERT(!ggml_is_transposed(src1));
+
+                GGML_ASSERT(src1t == GGML_TYPE_F32);
+
+                GGML_ASSERT(ne03 == 1);
+                GGML_ASSERT(ne13 == 1);
+
+                const uint32_t r2 = 1;
+                const uint32_t r3 = 1;
+
+                // find the break-even point where the matrix-matrix kernel becomes more efficient compared
+                // to the matrix-vector kernel
+                // ne20 = n_used_experts
+                // ne21 = n_rows (batch size)
+                const int ne21_mm_id_min = 32;
+
+                // for now the matrix-matrix multiplication kernel only works on A14+/M1+ SoCs
+                // AMD GPU and older A-chips will reuse matrix-vector multiplication kernel
+                if ([device supportsFamily:MTLGPUFamilyApple7] &&
+                        ne00 % 32 == 0 && ne00 >= 64 &&
+                        (ne21 >= ne21_mm_id_min)) {
+                    GGML_ASSERT(ne00 % 4 == 0);
+
+                    // some Metal matrix data types require aligned pointers
+                    // ref: https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf (Table 2.5)
+                    switch (src0->type) {
+                        case GGML_TYPE_F32:  GGML_ASSERT(nb01 % 16 == 0); break;
+                        case GGML_TYPE_F16:  GGML_ASSERT(nb01 % 8  == 0); break;
+                        case GGML_TYPE_BF16: GGML_ASSERT(nb01 % 8  == 0); break;
+                        default: break;
+                    }
+
+                    const int64_t neh10 = ne10; // n_embd
+                    const int64_t neh11 = ne21; // n_tokens
+                    const int64_t neh12 = ne02; // n_expert
+
+                    const uint64_t nbh10 = ggml_type_size(GGML_TYPE_F16);
+                    const uint64_t nbh11 = nbh10*neh10;
+                    const uint64_t nbh12 = nbh11*neh11;
+                    const uint64_t nbh13 = nbh12*neh12;
+
+                    const size_t s_src1 = ggml_type_size(GGML_TYPE_F16)*neh10*neh11*neh12;
+                    id<MTLBuffer> h_src1 = ggml_metal_mem_pool_alloc(mem_pool, s_src1);
+                    if (!h_src1) {
+                        GGML_LOG_ERROR("%s: failed to allocate buffer from memory pool, size = %zu\n", __func__, s_src1);
+                        return false;
+                    }
+
+                    const int64_t neh0 = ne0;
+                    const int64_t neh1 = ne21;
+                    const int64_t neh2 = ne02;
+
+                    const uint64_t nbh0 = ggml_type_size(GGML_TYPE_F32);
+                    const uint64_t nbh1 = nbh0*neh0;
+                    const uint64_t nbh2 = nbh1*neh1;
+                  //const uint64_t nbh3 = nbh2*neh2;
+
+                    const size_t s_dst = ggml_type_size(GGML_TYPE_F32)*neh0*neh1*neh2;
+                    id<MTLBuffer> h_dst = ggml_metal_mem_pool_alloc(mem_pool, s_dst);
+                    if (!h_dst) {
+                        GGML_LOG_ERROR("%s: failed to allocate buffer from memory pool, size = %zu\n", __func__, s_dst);
+                        return false;
+                    }
+
+                    // tokens per expert
+                    const size_t s_tpe = ggml_type_size(GGML_TYPE_I32)*ne02;
+                    id<MTLBuffer> h_tpe = ggml_metal_mem_pool_alloc(mem_pool, s_tpe);
+                    if (!h_tpe) {
+                        GGML_LOG_ERROR("%s: failed to allocate buffer from memory pool, size = %zu\n", __func__, s_tpe);
+                        return false;
+                    }
+
+                    // id map
+                    // [n_expert_used, n_tokens]
+                    const size_t s_ids = ggml_type_size(GGML_TYPE_I32)*ne20*ne21;
+                    id<MTLBuffer> h_ids = ggml_metal_mem_pool_alloc(mem_pool, s_ids);
+                    if (!h_ids) {
+                        GGML_LOG_ERROR("%s: failed to allocate buffer from memory pool, size = %zu\n", __func__, s_ids);
+                        return false;
+                    }
+
+                    {
+                        const int nth = MIN(1024, ne10/4);
+
+                        ggml_metal_kargs_mul_mm_id_map0 args = {
+                            ne10,
+                            ne11,  // n_expert_used (bcast)
+                            nb11,
+                            nb12,
+                            neh11, // n_tokens
+                            nbh11,
+                            ne20,  // n_expert_used
+                            nb21,
+                        };
+
+                        id<MTLComputePipelineState> pipeline = nil;
+
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_MAP0_F16].pipeline;
+
+                        [encoder setComputePipelineState:pipeline];
+                        [encoder setBytes:&args    length:sizeof(args) atIndex:0];
+                        [encoder setBuffer:id_src1 offset:offs_src1    atIndex:1];
+                        [encoder setBuffer:id_src2 offset:offs_src2    atIndex:2];
+                        [encoder setBuffer: h_src1 offset:0            atIndex:3];
+                        [encoder setBuffer: h_tpe  offset:0            atIndex:4];
+                        [encoder setBuffer: h_ids  offset:0            atIndex:5];
+
+                        [encoder dispatchThreadgroups:MTLSizeMake(ne02, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+                    }
+
+                    {
+                        id<MTLComputePipelineState> pipeline = nil;
+
+                        switch (src0->type) {
+                            case GGML_TYPE_F32:     pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_F32_F16    ].pipeline; break;
+                            case GGML_TYPE_F16:     pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_F16_F16    ].pipeline; break;
+                            case GGML_TYPE_BF16:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_BF16_F16   ].pipeline; break;
+                            case GGML_TYPE_Q4_0:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q4_0_F16   ].pipeline; break;
+                            case GGML_TYPE_Q4_1:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q4_1_F16   ].pipeline; break;
+                            case GGML_TYPE_Q5_0:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q5_0_F16   ].pipeline; break;
+                            case GGML_TYPE_Q5_1:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q5_1_F16   ].pipeline; break;
+                            case GGML_TYPE_Q8_0:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q8_0_F16   ].pipeline; break;
+                            case GGML_TYPE_Q2_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q2_K_F16   ].pipeline; break;
+                            case GGML_TYPE_Q3_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q3_K_F16   ].pipeline; break;
+                            case GGML_TYPE_Q4_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q4_K_F16   ].pipeline; break;
+                            case GGML_TYPE_Q5_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q5_K_F16   ].pipeline; break;
+                            case GGML_TYPE_Q6_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_Q6_K_F16   ].pipeline; break;
+                            case GGML_TYPE_IQ2_XXS: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ2_XXS_F16].pipeline; break;
+                            case GGML_TYPE_IQ2_XS:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ2_XS_F16 ].pipeline; break;
+                            case GGML_TYPE_IQ3_XXS: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ3_XXS_F16].pipeline; break;
+                            case GGML_TYPE_IQ3_S:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ3_S_F16  ].pipeline; break;
+                            case GGML_TYPE_IQ2_S:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ2_S_F16  ].pipeline; break;
+                            case GGML_TYPE_IQ1_S:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ1_S_F16  ].pipeline; break;
+                            case GGML_TYPE_IQ1_M:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ1_M_F16  ].pipeline; break;
+                            case GGML_TYPE_IQ4_NL:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ4_NL_F16 ].pipeline; break;
+                            case GGML_TYPE_IQ4_XS:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_IQ4_XS_F16 ].pipeline; break;
+                            default: GGML_ABORT("MUL_MAT_ID not implemented");
+                        }
+
+                        ggml_metal_kargs_mul_mm_id args = {
+                            /*.ne00  =*/ ne00,
+                            /*.ne02  =*/ ne02,
+                            /*.nb01  =*/ nb01,
+                            /*.nb02  =*/ nb02,
+                            /*.nb03  =*/ nb03,
+                            /*.neh12 =*/ neh12,
+                            /*.nbh10 =*/ nbh10,
+                            /*.nbh11 =*/ nbh11,
+                            /*.nbh12 =*/ nbh12,
+                            /*.nbh13 =*/ nbh13,
+                            /*.neh0  =*/ neh0,
+                            /*.neh1  =*/ neh1,
+                            /*.r2    =*/ r2,
+                            /*.r3    =*/ r3,
+                        };
+
+                        [encoder setComputePipelineState:pipeline];
+                        [encoder setBytes:&args    length:sizeof(args) atIndex:0];
+                        [encoder setBuffer:id_src0 offset:offs_src0    atIndex:1];
+                        [encoder setBuffer: h_src1 offset:0            atIndex:2];
+                        [encoder setBuffer: h_tpe  offset:0            atIndex:3];
+                        [encoder setBuffer: h_dst  offset:0            atIndex:4];
+
+                        [encoder setThreadgroupMemoryLength:8192 atIndex:0];
+                        [encoder dispatchThreadgroups:MTLSizeMake((ne21 + 31)/32, (ne01 + 63)/64, ne02) threadsPerThreadgroup:MTLSizeMake(128, 1, 1)];
+                    }
+
+                    {
+                        GGML_ASSERT(ne0 % 4 == 0);
+
+                        const int nth = MIN(1024, ne0/4);
+
+                        ggml_metal_kargs_mul_mm_id_map1 args = {
+                            ne20, // n_expert_used
+                            neh0,
+                            neh1,
+                            nbh1,
+                            nbh2,
+                            ne0,
+                            nb1,
+                            nb2,
+                        };
+
+                        id<MTLComputePipelineState> pipeline = nil;
+
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MM_ID_MAP1_F32].pipeline;
+
+                        [encoder setComputePipelineState:pipeline];
+                        [encoder setBytes:&args   length:sizeof(args) atIndex:0];
+                        [encoder setBuffer: h_dst offset:0            atIndex:1];
+                        [encoder setBuffer: h_ids offset:0            atIndex:2];
+                        [encoder setBuffer:id_dst offset:offs_dst     atIndex:3];
+
+                        [encoder dispatchThreadgroups:MTLSizeMake(ne20, ne21, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+                    }
+                } else {
+                    id<MTLComputePipelineState> pipeline = nil;
+
+                    int nsg = 0; // number of simdgroups
+                    int nr0 = 0; // number of src0 rows per simdgroup
+                    int nr1 = 1; // number of src1 rows per threadgroup
+
+                    size_t smem = 0; // shared memory
+
+                    // use custom matrix x vector kernel
+                    switch (src0t) {
+                        case GGML_TYPE_F32:
+                            {
+                                GGML_ASSERT(src1t == GGML_TYPE_F32);
+                                nsg = 1;
+                                nr0 = 1;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F32_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_F16:
+                            {
+                                GGML_ASSERT(src1t == GGML_TYPE_F32);
+                                nsg = 1;
+                                nr0 = 1;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_F16_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_BF16:
+                            {
+                                GGML_ASSERT(src1t == GGML_TYPE_F32);
+                                nsg = 1;
+                                nr0 = 1;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_BF16_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q4_0:
+                            {
+                                nsg = N_SG_Q4_0;
+                                nr0 = N_R0_Q4_0;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q4_0_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q4_1:
+                            {
+                                nsg = N_SG_Q4_1;
+                                nr0 = N_R0_Q4_1;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q4_1_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q5_0:
+                            {
+                                nsg = N_SG_Q5_0;
+                                nr0 = N_R0_Q5_0;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q5_0_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q5_1:
+                            {
+                                nsg = N_SG_Q5_1;
+                                nr0 = N_R0_Q5_1;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q5_1_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q8_0:
+                            {
+                                nsg = N_SG_Q8_0;
+                                nr0 = N_R0_Q8_0;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q8_0_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q2_K:
+                            {
+                                nsg = N_SG_Q2_K;
+                                nr0 = N_R0_Q2_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q2_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q3_K:
+                            {
+                                nsg = N_SG_Q3_K;
+                                nr0 = N_R0_Q3_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q3_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q4_K:
+                            {
+                                nsg = N_SG_Q4_K;
+                                nr0 = N_R0_Q4_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q4_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q5_K:
+                            {
+                                nsg = N_SG_Q5_K;
+                                nr0 = N_R0_Q5_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q5_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_Q6_K:
+                            {
+                                nsg = N_SG_Q6_K;
+                                nr0 = N_R0_Q6_K;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_Q6_K_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ2_XXS:
+                            {
+                                nsg = N_SG_IQ2_XXS;
+                                nr0 = N_R0_IQ2_XXS;
+                                smem = 256*8+128;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ2_XXS_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ2_XS:
+                            {
+                                nsg = N_SG_IQ2_XS;
+                                nr0 = N_R0_IQ2_XS;
+                                smem = 512*8+128;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ2_XS_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ3_XXS:
+                            {
+                                nsg = N_SG_IQ3_XXS;
+                                nr0 = N_R0_IQ3_XXS;
+                                smem = 256*4+128;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ3_XXS_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ3_S:
+                            {
+                                nsg = N_SG_IQ3_S;
+                                nr0 = N_R0_IQ3_S;
+                                smem = 512*4;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ3_S_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ2_S:
+                            {
+                                nsg = N_SG_IQ2_S;
+                                nr0 = N_R0_IQ2_S;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ2_S_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ1_S:
+                            {
+                                nsg = N_SG_IQ1_S;
+                                nr0 = N_R0_IQ1_S;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ1_S_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ1_M:
+                            {
+                                nsg = N_SG_IQ1_M;
+                                nr0 = N_R0_IQ1_M;
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ1_M_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ4_NL:
+                            {
+                                nsg = N_SG_IQ4_NL;
+                                nr0 = N_R0_IQ4_NL;
+                                smem = 32*sizeof(float);
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ4_NL_F32].pipeline;
+                            } break;
+                        case GGML_TYPE_IQ4_XS:
+                            {
+                                nsg = N_SG_IQ4_XS;
+                                nr0 = N_R0_IQ4_XS;
+                                smem = 32*sizeof(float);
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ4_XS_F32].pipeline;
+                            } break;
+                        default:
+                            {
+                                GGML_LOG_ERROR("Asserting on type %d\n", (int)src2t);
+                                GGML_ABORT("not implemented");
+                            }
+                    };
+
+                    if (ggml_is_quantized(src0t)) {
+                        GGML_ASSERT(ne00 >= nsg*nr0);
+                    }
+
+                    ggml_metal_kargs_mul_mv_id args = {
+                        /*.nei0 =*/ ne20,
+                        /*.nei1 =*/ ne21,
+                        /*.nbi1 =*/ nb21,
+                        /*.ne00 =*/ ne00,
+                        /*.ne01 =*/ ne01,
+                        /*.ne02 =*/ ne02,
+                        /*.nb00 =*/ nb00,
+                        /*.nb01 =*/ nb01,
+                        /*.nb02 =*/ nb02,
+                        /*.ne10 =*/ ne10,
+                        /*.ne11 =*/ ne11,
+                        /*.ne12 =*/ ne12,
+                        /*.ne13 =*/ ne13,
+                        /*.nb10 =*/ nb10,
+                        /*.nb11 =*/ nb11,
+                        /*.nb12 =*/ nb12,
+                        /*.ne0  =*/ ne0,
+                        /*.ne1  =*/ ne1,
+                        /*.nb1  =*/ nb1,
+                    };
+
+                    [encoder setComputePipelineState:pipeline];
+                    [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                    [encoder setBuffer:id_src1 offset:offs_src1 atIndex:2];
+                    [encoder setBuffer:id_dst  offset:offs_dst  atIndex:3];
+                    [encoder setBuffer:id_src2 offset:offs_src2 atIndex:4];
+
+                    const int64_t _ne1 = 1;
+                    const int64_t ne123 = ne20*ne21;
+
+                    if (smem > 0) {
+                        [encoder setThreadgroupMemoryLength:smem atIndex:0];
+                    }
+                    [encoder dispatchThreadgroups:MTLSizeMake((ne01 + nr0*nsg - 1)/(nr0*nsg), (_ne1 + nr1 - 1)/nr1, ne123) threadsPerThreadgroup:MTLSizeMake(32, nsg, 1)];
+                }
+            } break;
+        case GGML_OP_GET_ROWS:
+            {
+                id<MTLComputePipelineState> pipeline = nil;
+
+                switch (src0->type) {
+                    case GGML_TYPE_F32:     pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_F32    ].pipeline; break;
+                    case GGML_TYPE_F16:     pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_F16    ].pipeline; break;
+                    case GGML_TYPE_BF16:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_BF16   ].pipeline; break;
+                    case GGML_TYPE_Q4_0:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q4_0   ].pipeline; break;
+                    case GGML_TYPE_Q4_1:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q4_1   ].pipeline; break;
+                    case GGML_TYPE_Q5_0:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q5_0   ].pipeline; break;
+                    case GGML_TYPE_Q5_1:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q5_1   ].pipeline; break;
+                    case GGML_TYPE_Q8_0:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q8_0   ].pipeline; break;
+                    case GGML_TYPE_Q2_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q2_K   ].pipeline; break;
+                    case GGML_TYPE_Q3_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q3_K   ].pipeline; break;
+                    case GGML_TYPE_Q4_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q4_K   ].pipeline; break;
+                    case GGML_TYPE_Q5_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q5_K   ].pipeline; break;
+                    case GGML_TYPE_Q6_K:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_Q6_K   ].pipeline; break;
+                    case GGML_TYPE_IQ2_XXS: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ2_XXS].pipeline; break;
+                    case GGML_TYPE_IQ2_XS:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ2_XS ].pipeline; break;
+                    case GGML_TYPE_IQ3_XXS: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ3_XXS].pipeline; break;
+                    case GGML_TYPE_IQ3_S:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ3_S  ].pipeline; break;
+                    case GGML_TYPE_IQ2_S:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ2_S  ].pipeline; break;
+                    case GGML_TYPE_IQ1_S:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ1_S  ].pipeline; break;
+                    case GGML_TYPE_IQ1_M:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ1_M  ].pipeline; break;
+                    case GGML_TYPE_IQ4_NL:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ4_NL ].pipeline; break;
+                    case GGML_TYPE_IQ4_XS:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_IQ4_XS ].pipeline; break;
+                    case GGML_TYPE_I32:     pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GET_ROWS_I32    ].pipeline; break;
+                    default: GGML_ABORT("not implemented");
+                }
+
+                ggml_metal_kargs_get_rows args = {
+                    /*.ne00 =*/ ne00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.ne10 =*/ ne10,
+                    /*.nb10 =*/ nb10,
+                    /*.nb11 =*/ nb11,
+                    /*.nb1 =*/ nb1,
+                    /*.nb2 =*/ nb2,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0     offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_src1     offset:offs_src1 atIndex:1];
+                [encoder setBuffer:id_dst      offset:offs_dst  atIndex:2];
+                [encoder setBytes:&args length:sizeof(args) atIndex:3];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne10, ne11, 1) threadsPerThreadgroup:MTLSizeMake(32, 1, 1)];
+            } break;
+        case GGML_OP_RMS_NORM:
+            {
+                GGML_ASSERT(ne00 % 4 == 0);
+                GGML_ASSERT(ggml_is_contiguous_1(src0));
+
+                float eps;
+                memcpy(&eps, dst->op_params, sizeof(float));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_RMS_NORM].pipeline;
+
+                int nth = 32; // SIMD width
+
+                while (nth < ne00/4 && nth < (int) pipeline.maxTotalThreadsPerThreadgroup) {
+                    nth *= 2;
+                }
+
+                nth = MIN(nth, ne00/4);
+
+                ggml_metal_kargs_rms_norm args = {
+                    /*.ne00   =*/ ne00,
+                    /*.ne00_4 =*/ ne00/4,
+                    /*.nb01   =*/ nb01,
+                    /*.eps    =*/ eps,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:2];
+
+                [encoder setThreadgroupMemoryLength:32*sizeof(float) atIndex:0];
+
+                const int64_t nrows = ggml_nrows(src0);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(nrows, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_L2_NORM:
+            {
+                GGML_ASSERT(ne00 % 4 == 0);
+                GGML_ASSERT(ggml_is_contiguous_1(src0));
+
+                float eps;
+                memcpy(&eps, dst->op_params, sizeof(float));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_L2_NORM].pipeline;
+
+                int nth = 32; // SIMD width
+
+                while (nth < ne00/4 && nth < (int) pipeline.maxTotalThreadsPerThreadgroup) {
+                    nth *= 2;
+                }
+
+                nth = MIN(nth, ne00/4);
+
+                ggml_metal_kargs_l2_norm args = {
+                    /*.ne00   =*/ ne00,
+                    /*.ne00_4 =*/ ne00/4,
+                    /*.nb01   =*/ nb01,
+                    /*.eps    =*/ eps,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:2];
+
+                [encoder setThreadgroupMemoryLength:32*sizeof(float) atIndex:0];
+
+                const int64_t nrows = ggml_nrows(src0);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(nrows, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_GROUP_NORM:
+            {
+                GGML_ASSERT(ggml_is_contiguous(src0));
+
+                float eps;
+                memcpy(&eps, dst->op_params + 1, sizeof(float));
+
+                const int32_t n_groups = ((const int32_t *) dst->op_params)[0];
+
+                int nth = 32; // SIMD width
+
+                //while (nth < ne00/4 && nth < 1024) {
+                //    nth *= 2;
+                //}
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GROUP_NORM].pipeline;
+
+                ggml_metal_kargs_group_norm args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.n_groups =*/ n_groups,
+                    /*.eps =*/ eps,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0  offset:offs_src0        atIndex:0];
+                [encoder setBuffer:id_dst   offset:offs_dst         atIndex:1];
+                [encoder setBytes:&args     length:sizeof(args)     atIndex:2];
+                [encoder setThreadgroupMemoryLength:32*sizeof(float) atIndex:0];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(n_groups, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_NORM:
+            {
+                GGML_ASSERT(ne00 % 4 == 0);
+                GGML_ASSERT(ggml_is_contiguous_1(src0));
+
+                float eps;
+                memcpy(&eps, dst->op_params, sizeof(float));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_NORM].pipeline;
+
+                int nth = 32; // SIMD width
+
+                while (nth < ne00/4 && nth < (int) pipeline.maxTotalThreadsPerThreadgroup) {
+                    nth *= 2;
+                }
+
+                nth = MIN(nth, ne00/4);
+
+                ggml_metal_kargs_norm args = {
+                    /*.ne00   =*/ ne00,
+                    /*.ne00_4 =*/ ne00/4,
+                    /*.nb01   =*/ nb01,
+                    /*.eps    =*/ eps,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:2];
+
+                [encoder setThreadgroupMemoryLength:32*sizeof(float) atIndex:0];
+
+                const int64_t nrows = ggml_nrows(src0);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(nrows, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_ROPE:
+            {
+
+                // make sure we have one or more position id(ne10) per token(ne02)
+                GGML_ASSERT(ne10 % ne02 == 0);
+                GGML_ASSERT(ne10 >= ne02);
+
+                const int nth = MIN(1024, ne00);
+
+                const int n_past     = ((const int32_t *) dst->op_params)[0];
+                const int n_dims     = ((const int32_t *) dst->op_params)[1];
+                const int mode       = ((const int32_t *) dst->op_params)[2];
+                // skip 3, n_ctx, used in GLM RoPE, unimplemented in metal
+                const int n_ctx_orig = ((const int32_t *) dst->op_params)[4];
+
+                float freq_base;
+                float freq_scale;
+                float ext_factor;
+                float attn_factor;
+                float beta_fast;
+                float beta_slow;
+
+                memcpy(&freq_base,   (const int32_t *) dst->op_params +  5, sizeof(float));
+                memcpy(&freq_scale,  (const int32_t *) dst->op_params +  6, sizeof(float));
+                memcpy(&ext_factor,  (const int32_t *) dst->op_params +  7, sizeof(float));
+                memcpy(&attn_factor, (const int32_t *) dst->op_params +  8, sizeof(float));
+                memcpy(&beta_fast,   (const int32_t *) dst->op_params +  9, sizeof(float));
+                memcpy(&beta_slow,   (const int32_t *) dst->op_params + 10, sizeof(float));
+
+                const bool is_neox   = mode & GGML_ROPE_TYPE_NEOX;
+                const bool is_mrope  = mode & GGML_ROPE_TYPE_MROPE;
+                const bool is_vision = mode == GGML_ROPE_TYPE_VISION;
+
+                // mrope
+                const int sect_0 = ((const int32_t *) dst->op_params)[11];
+                const int sect_1 = ((const int32_t *) dst->op_params)[12];
+                const int sect_2 = ((const int32_t *) dst->op_params)[13];
+                const int sect_3 = ((const int32_t *) dst->op_params)[14];
+
+                id<MTLComputePipelineState> pipeline = nil;
+
+                if (is_neox) {
+                    switch (src0->type) {
+                        case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ROPE_NEOX_F32].pipeline; break;
+                        case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ROPE_NEOX_F16].pipeline; break;
+                        default: GGML_ABORT("fatal error");
+                    };
+                } else if (is_mrope && !is_vision) {
+                    GGML_ASSERT(ne10*4 >= ne02); // need at least 4 pos per token
+                    switch (src0->type) {
+                        case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ROPE_MULTI_F32].pipeline; break;
+                        case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ROPE_MULTI_F16].pipeline; break;
+                        default: GGML_ABORT("fatal error");
+                    };
+                } else if (is_vision) {
+                    GGML_ASSERT(ne10*4 >= ne02); // need at least 4 pos per token
+                    switch (src0->type) {
+                        case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ROPE_VISION_F32].pipeline; break;
+                        case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ROPE_VISION_F16].pipeline; break;
+                        default: GGML_ABORT("fatal error");
+                    };
+                } else {
+                    switch (src0->type) {
+                        case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ROPE_NORM_F32].pipeline; break;
+                        case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ROPE_NORM_F16].pipeline; break;
+                        default: GGML_ABORT("fatal error");
+                    };
+                }
+
+                ggml_metal_kargs_rope args = {
+                    /*.ne00        =*/ ne00,
+                    /*.ne01        =*/ ne01,
+                    /*.ne02        =*/ ne02,
+                    /*.ne03        =*/ ne03,
+                    /*.nb00        =*/ nb00,
+                    /*.nb01        =*/ nb01,
+                    /*.nb02        =*/ nb02,
+                    /*.nb03        =*/ nb03,
+                    /*.ne0         =*/ ne0,
+                    /*.ne1         =*/ ne1,
+                    /*.ne2         =*/ ne2,
+                    /*.ne3         =*/ ne3,
+                    /*.nb0         =*/ nb0,
+                    /*.nb1         =*/ nb1,
+                    /*.nb2         =*/ nb2,
+                    /*.nb3         =*/ nb3,
+                    /*.n_past      =*/ n_past,
+                    /*.n_dims      =*/ n_dims,
+                    /*.n_ctx_orig  =*/ n_ctx_orig,
+                    /*.freq_base   =*/ freq_base,
+                    /*.freq_scale  =*/ freq_scale,
+                    /*.ext_factor  =*/ ext_factor,
+                    /*.attn_factor =*/ attn_factor,
+                    /*.beta_fast   =*/ beta_fast,
+                    /*.beta_slow   =*/ beta_slow,
+                    /* sect_0      =*/ sect_0,
+                    /* sect_1      =*/ sect_1,
+                    /* sect_2      =*/ sect_2,
+                    /* sect_3      =*/ sect_3,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args)     atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0     atIndex:1];
+                [encoder setBuffer:id_src1 offset:offs_src1     atIndex:2];
+                if (id_src2 != nil) {
+                    [encoder setBuffer:id_src2 offset:offs_src2 atIndex:3];
+                } else {
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:3];
+                }
+                [encoder setBuffer:id_dst  offset:offs_dst      atIndex:4];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_IM2COL:
+            {
+                GGML_ASSERT(ggml_is_contiguous(src0));
+                GGML_ASSERT(ggml_is_contiguous(src1));
+                GGML_ASSERT(src0->type == GGML_TYPE_F16);
+                GGML_ASSERT(src1->type == GGML_TYPE_F32);
+                GGML_ASSERT( dst->type == GGML_TYPE_F16 || dst->type == GGML_TYPE_F32);
+
+                const int32_t s0 = ((const int32_t *)(dst->op_params))[0];
+                const int32_t s1 = ((const int32_t *)(dst->op_params))[1];
+                const int32_t p0 = ((const int32_t *)(dst->op_params))[2];
+                const int32_t p1 = ((const int32_t *)(dst->op_params))[3];
+                const int32_t d0 = ((const int32_t *)(dst->op_params))[4];
+                const int32_t d1 = ((const int32_t *)(dst->op_params))[5];
+
+                const bool is_2D = ((const int32_t *)(dst->op_params))[6] == 1;
+
+                const int32_t N  = src1->ne[is_2D ? 3 : 2];
+                const int32_t IC = src1->ne[is_2D ? 2 : 1];
+                const int32_t IH = is_2D ? src1->ne[1] : 1;
+                const int32_t IW =         src1->ne[0];
+
+                const int32_t KH = is_2D ? src0->ne[1] : 1;
+                const int32_t KW =         src0->ne[0];
+
+                const int32_t OH = is_2D ? dst->ne[2] : 1;
+                const int32_t OW =         dst->ne[1];
+
+                const int32_t CHW = IC * KH * KW;
+
+                const uint64_t ofs0 = src1->nb[is_2D ? 3 : 2] / 4;
+                const uint64_t ofs1 = src1->nb[is_2D ? 2 : 1] / 4;
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_IM2COL_F32].pipeline;
+
+                const bool is_gt_mttpt = ((size_t)(N * KH * KW)) > pipeline.maxTotalThreadsPerThreadgroup;
+
+                switch (dst->type) {
+                    case GGML_TYPE_F32: {
+                        pipeline = (is_gt_mttpt ?
+                                    ctx->kernels[GGML_METAL_KERNEL_TYPE_IM2COL_EXT_F32].pipeline
+                                    :
+                                    ctx->kernels[GGML_METAL_KERNEL_TYPE_IM2COL_F32].pipeline);
+                    } break;
+                    case GGML_TYPE_F16: {
+                        pipeline = (is_gt_mttpt ?
+                                    ctx->kernels[GGML_METAL_KERNEL_TYPE_IM2COL_EXT_F16].pipeline
+                                    :
+                                    ctx->kernels[GGML_METAL_KERNEL_TYPE_IM2COL_F16].pipeline);
+                    } break;
+                    default: GGML_ABORT("fatal error");
+                };
+
+                ggml_metal_kargs_im2col args = {
+                    /*.ofs0 =*/ ofs0,
+                    /*.ofs1 =*/ ofs1,
+                    /*.IW   =*/ IW,
+                    /*.IH   =*/ IH,
+                    /*.CHW  =*/ CHW,
+                    /*.s0   =*/ s0,
+                    /*.s1   =*/ s1,
+                    /*.p0   =*/ p0,
+                    /*.p1   =*/ p1,
+                    /*.d0   =*/ d0,
+                    /*.d1   =*/ d1,
+                    /*.N    =*/ N,
+                    /*.KH   =*/ KH,
+                    /*.KW   =*/ KW,
+                    /*.KHW  =*/ KH * KW,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src1 offset:offs_src1       atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst        atIndex:1];
+                [encoder setBytes:&args length:sizeof(args)       atIndex:2];
+
+                if (is_gt_mttpt) {
+                    const uint64_t n_threads = MIN(pipeline.maxTotalThreadsPerThreadgroup, (uint64_t)N);
+
+                    const int64_t  quotient  = N / n_threads + (N % n_threads > 0 ? 1 : 0);
+
+                    [encoder dispatchThreadgroups:MTLSizeMake(quotient * CHW, OH, OW) threadsPerThreadgroup:MTLSizeMake(n_threads, 1, 1)];
+                } else {
+                    [encoder dispatchThreadgroups:MTLSizeMake(IC, OH, OW) threadsPerThreadgroup:MTLSizeMake(N, KH, KW)];
+                }
+            } break;
+        case GGML_OP_CONV_TRANSPOSE_1D:
+            {
+                GGML_ASSERT(ggml_is_contiguous(src0));
+                GGML_ASSERT(ggml_is_contiguous(src1));
+                GGML_ASSERT(src0->type == GGML_TYPE_F16 || src0->type == GGML_TYPE_F32);
+                GGML_ASSERT(src1->type == GGML_TYPE_F32);
+                GGML_ASSERT( dst->type == GGML_TYPE_F32);
+
+                const int32_t s0 = ((const int32_t *)(dst->op_params))[0];
+
+                const int32_t IC = src1->ne[1];
+                const int32_t IL = src1->ne[0];
+
+                const int32_t K  = src0->ne[0];
+
+                const int32_t OL = dst->ne[0];
+                const int32_t OC = dst->ne[1];
+
+                id<MTLComputePipelineState> pipeline;
+
+                switch (src0->type) {
+                    case GGML_TYPE_F32: {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CONV_TRANSPOSE_1D_F32_F32].pipeline;
+                    } break;
+                    case GGML_TYPE_F16: {
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CONV_TRANSPOSE_1D_F16_F32].pipeline;
+                    } break;
+                    default: GGML_ABORT("fatal error");
+                };
+
+                ggml_metal_kargs_conv_transpose_1d args = {
+                    /*.IC =*/ IC,
+                    /*.IL =*/ IL,
+                    /*.K  =*/ K,
+                    /*.s0 =*/ s0,
+                    /*.nb0 =*/ nb0,
+                    /*.nb1 =*/ nb1,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0         atIndex:0];
+                [encoder setBuffer:id_src1 offset:offs_src1         atIndex:1];
+                [encoder setBuffer:id_dst  offset:offs_dst          atIndex:2];
+                [encoder setBytes:&args    length:sizeof(args)       atIndex:3];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(OL, OC, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_UPSCALE:
+            {
+                GGML_ASSERT(src0->type == GGML_TYPE_F32);
+
+                const float sf0 = (float)ne0/src0->ne[0];
+                const float sf1 = (float)ne1/src0->ne[1];
+                const float sf2 = (float)ne2/src0->ne[2];
+                const float sf3 = (float)ne3/src0->ne[3];
+
+                const id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_UPSCALE_F32].pipeline;
+
+                ggml_metal_kargs_upscale args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.ne03 =*/ ne03,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.nb03 =*/ nb03,
+                    /*.ne0 =*/ ne0,
+                    /*.ne1 =*/ ne1,
+                    /*.ne2 =*/ ne2,
+                    /*.ne3 =*/ ne3,
+                    /*.nb0 =*/ nb0,
+                    /*.nb1 =*/ nb1,
+                    /*.nb2 =*/ nb2,
+                    /*.nb3 =*/ nb3,
+                    /*.sf0 =*/ sf0,
+                    /*.sf1 =*/ sf1,
+                    /*.sf2 =*/ sf2,
+                    /*.sf3 =*/ sf3
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+                [encoder setBytes:&args length:sizeof(args) atIndex:2];
+
+                const int nth = MIN((int) pipeline.maxTotalThreadsPerThreadgroup, ne0);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne1, ne2, ne3) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_PAD:
+            {
+                GGML_ASSERT(src0->type == GGML_TYPE_F32);
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_PAD_F32].pipeline;
+
+                ggml_metal_kargs_pad args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.ne03 =*/ ne03,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.nb03 =*/ nb03,
+                    /*.ne0 =*/ ne0,
+                    /*.ne1 =*/ ne1,
+                    /*.ne2 =*/ ne2,
+                    /*.ne3 =*/ ne3,
+                    /*.nb0 =*/ nb0,
+                    /*.nb1 =*/ nb1,
+                    /*.nb2 =*/ nb2,
+                    /*.nb3 =*/ nb3
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+                [encoder setBytes:&args length:sizeof(args) atIndex:2];
+
+                const int nth = MIN(1024, ne0);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne1, ne2, ne3) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_PAD_REFLECT_1D:
+            {
+                GGML_ASSERT(src0->type == GGML_TYPE_F32);
+
+                const int32_t p0 = ((const int32_t *)(dst->op_params))[0];
+                const int32_t p1 = ((const int32_t *)(dst->op_params))[1];
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_PAD_REFLECT_1D_F32].pipeline;
+
+                ggml_metal_kargs_pad_reflect_1d args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.ne03 =*/ ne03,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.nb03 =*/ nb03,
+                    /*.ne0 =*/ ne0,
+                    /*.ne1 =*/ ne1,
+                    /*.ne2 =*/ ne2,
+                    /*.ne3 =*/ ne3,
+                    /*.nb0 =*/ nb0,
+                    /*.nb1 =*/ nb1,
+                    /*.nb2 =*/ nb2,
+                    /*.nb3 =*/ nb3,
+                    /*.p0 =*/ p0,
+                    /*.p1 =*/ p1
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+                [encoder setBytes:&args length:sizeof(args) atIndex:2];
+
+                const int nth = MIN(1024, ne0);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne1, ne2, ne3) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_ARANGE:
+            {
+                GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+                float start;
+                float step;
+
+                memcpy(&start, ((const int32_t *) dst->op_params) + 0, sizeof(float));
+                memcpy(&step,  ((const int32_t *) dst->op_params) + 2, sizeof(float));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ARANGE_F32].pipeline;
+
+                ggml_metal_kargs_arange args = {
+                    /*.ne0 =*/ ne0,
+                    /*.start =*/ start,
+                    /*.step =*/ step
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:0];
+                [encoder setBytes:&args length:sizeof(args) atIndex:1];
+
+                const int nth = MIN(1024, ne0);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(1, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_TIMESTEP_EMBEDDING:
+            {
+                GGML_ASSERT(src0->type == GGML_TYPE_F32);
+
+                const int dim        = dst->op_params[0];
+                const int max_period = dst->op_params[1];
+
+                const int half = dim / 2;
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_TIMESTEP_EMBEDDING_F32].pipeline;
+
+                ggml_metal_kargs_timestep_embedding args = {
+                    /*.nb1 =*/ nb1,
+                    /*.dim =*/ dim,
+                    /*.max_period =*/ max_period
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+                [encoder setBytes:&args length:sizeof(args) atIndex:2];
+
+                const int nth = MIN(1024, half);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne00, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_ARGSORT:
+            {
+                GGML_ASSERT(src0->type == GGML_TYPE_F32);
+                GGML_ASSERT( dst->type == GGML_TYPE_I32);
+
+                const int nrows = ggml_nrows(src0);
+
+                enum ggml_sort_order order = (enum ggml_sort_order) dst->op_params[0];
+
+                // bitonic sort requires the number of elements to be power of 2
+                int64_t ne00_padded = 1;
+                while (ne00_padded < ne00) {
+                    ne00_padded *= 2;
+                }
+
+                // Metal kernels require the buffer size to be multiple of 16 bytes
+                // https://developer.apple.com/documentation/metal/mtlcomputecommandencoder/1443142-setthreadgroupmemorylength
+                const int mem_size = GGML_PAD(ne00_padded*sizeof(int32_t), 16);
+
+                id<MTLComputePipelineState> pipeline = nil;
+
+                switch (order) {
+                    case GGML_SORT_ORDER_ASC:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ARGSORT_F32_I32_ASC].pipeline;  break;
+                    case GGML_SORT_ORDER_DESC: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ARGSORT_F32_I32_DESC].pipeline; break;
+                    default: GGML_ABORT("fatal error");
+                };
+
+                ggml_metal_kargs_argsort args = {
+                    /*.ncols =*/ ne00,
+                    /*.ncols_pad =*/ ne00_padded
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+                [encoder setBytes:&args length:sizeof(args) atIndex:2];
+                [encoder setThreadgroupMemoryLength:mem_size atIndex:0];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(1, nrows, 1) threadsPerThreadgroup:MTLSizeMake(ne00_padded, 1, 1)];
+            } break;
+        case GGML_OP_LEAKY_RELU:
+            {
+                GGML_ASSERT(src0->type == GGML_TYPE_F32);
+
+                float slope;
+                memcpy(&slope, dst->op_params, sizeof(float));
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_LEAKY_RELU_F32].pipeline;
+
+                ggml_metal_kargs_leaky_relu args = {
+                    /*.slope =*/ slope
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0   atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst    atIndex:1];
+                [encoder setBytes:&args length:sizeof(args)   atIndex:2];
+
+                const int64_t n = ggml_nelements(dst);
+
+                [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
+            } break;
+        case GGML_OP_FLASH_ATTN_EXT:
+            {
+                GGML_ASSERT(ne00 % 4  == 0);
+                GGML_ASSERT(ne11 % 32 == 0);
+
+                GGML_ASSERT(src0->type == GGML_TYPE_F32);
+                GGML_ASSERT(src1->type == src2->type);
+
+                //GGML_ASSERT(ggml_are_same_shape (src1, src2));
+                GGML_ASSERT(ne11 == ne21);
+                GGML_ASSERT(ne12 == ne22);
+
+                struct ggml_tensor * src3 = node->src[3];
+
+                size_t offs_src3 = 0;
+
+                id<MTLBuffer> id_src3 = src3 ? ggml_metal_get_buffer(src3, &offs_src3) : nil;
+
+                GGML_ASSERT(!src3 || src3->type == GGML_TYPE_F16);
+                GGML_ASSERT(!src3 || src3->ne[1] >= GGML_PAD(src0->ne[1], 8) &&
+                        "the Flash-Attention Metal kernel requires the mask to be padded to 8 and at least n_queries big");
+
+                const int64_t  ne30 = src3 ? src3->ne[0] : 0; GGML_UNUSED(ne30);
+                //const int64_t  ne31 = src3 ? src3->ne[1] : 0;
+                const int64_t  ne32 = src3 ? src3->ne[2] : 0; GGML_UNUSED(ne32);
+                const int64_t  ne33 = src3 ? src3->ne[3] : 0; GGML_UNUSED(ne33);
+
+                const uint64_t nb30 = src3 ? src3->nb[0] : 0; GGML_UNUSED(nb30);
+                const uint64_t nb31 = src3 ? src3->nb[1] : 0;
+                const uint64_t nb32 = src3 ? src3->nb[2] : 0; GGML_UNUSED(nb32);
+                const uint64_t nb33 = src3 ? src3->nb[3] : 0; GGML_UNUSED(nb33);
+
+                const enum ggml_type src2t = src2 ? src2->type : GGML_TYPE_COUNT; GGML_UNUSED(src2t);
+
+                float scale;
+                float max_bias;
+                float logit_softcap;
+                memcpy(&scale,         ((const int32_t *) dst->op_params) + 0, sizeof(scale));
+                memcpy(&max_bias,      ((const int32_t *) dst->op_params) + 1, sizeof(max_bias));
+                memcpy(&logit_softcap, ((const int32_t *) dst->op_params) + 2, sizeof(logit_softcap));
+
+                if (logit_softcap != 0.0f) {
+                    scale /= logit_softcap;
+                }
+
+                const uint32_t n_head      = src0->ne[2];
+                const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head));
+
+                const float m0 = powf(2.0f, -(max_bias       ) / n_head_log2);
+                const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2);
+
+                id<MTLComputePipelineState> pipeline = nil;
+
+                bool use_vec_kernel = false;
+
+                // TODO: add vec kernels for (ne00%64 == 0) and maybe also for (ne00%32 == 0)
+                //       for now avoiding mainly to keep the number of templates/kernels a bit lower
+                //       these are now trivial to add after: https://github.com/ggml-org/llama.cpp/pull/12612
+                if (ne01 >= 4 || (ne00%128 != 0 && ne00 != 96 && ne00 != 192 && ne00 != 576)) {
+                    switch (src1->type) {
+                        case GGML_TYPE_F16:
+                            {
+                                if (ne00 == 192 && ne20 == 128) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_HK192_HV128].pipeline;
+                                } else if (ne00 == 576 && ne20 == 512) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_HK576_HV512].pipeline;
+                                } else {
+                                    switch (ne00) {
+                                        case 64:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H64 ].pipeline; break;
+                                        case 80:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H80 ].pipeline; break;
+                                        case 96:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H96 ].pipeline; break;
+                                        case 112: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H112].pipeline; break;
+                                        case 128: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H128].pipeline; break;
+                                        case 192: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H192].pipeline; break;
+                                        case 256: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H256].pipeline; break;
+                                        default:
+                                                  {
+                                                      GGML_LOG_ERROR("unsupported size: %lld\n", ne00);
+                                                      GGML_LOG_ERROR("add template specialization for this size\n");
+                                                      GGML_ABORT("add template specialization for this size");
+                                                  }
+                                    }
+                                }
+                            } break;
+                        case GGML_TYPE_BF16:
+                            {
+                                if (ne00 == 192 && ne20 == 128) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_HK192_HV128].pipeline;
+                                } else if (ne00 == 576 && ne20 == 512) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_HK576_HV512].pipeline;
+                                } else {
+                                    switch (ne00) {
+                                        case 64:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H64 ].pipeline; break;
+                                        case 80:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H80 ].pipeline; break;
+                                        case 96:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H96 ].pipeline; break;
+                                        case 112: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H112].pipeline; break;
+                                        case 128: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H128].pipeline; break;
+                                        case 192: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H192].pipeline; break;
+                                        case 256: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_BF16_H256].pipeline; break;
+                                        default:
+                                                  {
+                                                      GGML_LOG_ERROR("unsupported size: %lld\n", ne00);
+                                                      GGML_LOG_ERROR("add template specialization for this size\n");
+                                                      GGML_ABORT("add template specialization for this size");
+                                                  }
+                                    }
+                                }
+                            } break;
+                        case GGML_TYPE_Q4_0:
+                            {
+                                if (ne00 == 192 && ne20 == 128) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_HK192_HV128].pipeline;
+                                } else if (ne00 == 576 && ne20 == 512) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_HK576_HV512].pipeline;
+                                } else {
+                                    switch (ne00) {
+                                        case 64:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H64 ].pipeline; break;
+                                        case 80:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H80 ].pipeline; break;
+                                        case 96:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H96 ].pipeline; break;
+                                        case 112: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H112].pipeline; break;
+                                        case 128: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H128].pipeline; break;
+                                        case 192: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H192].pipeline; break;
+                                        case 256: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_0_H256].pipeline; break;
+                                        default:
+                                                  {
+                                                      GGML_LOG_ERROR("unsupported size: %lld\n", ne00);
+                                                      GGML_LOG_ERROR("add template specialization for this size\n");
+                                                      GGML_ABORT("add template specialization for this size");
+                                                  }
+                                    }
+                                }
+                            } break;
+                        case GGML_TYPE_Q4_1:
+                            {
+                                if (ne00 == 192 && ne20 == 128) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_HK192_HV128].pipeline;
+                                } else if (ne00 == 576 && ne20 == 512) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_HK576_HV512].pipeline;
+                                } else {
+                                    switch (ne00) {
+                                        case 64:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H64 ].pipeline; break;
+                                        case 80:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H80 ].pipeline; break;
+                                        case 96:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H96 ].pipeline; break;
+                                        case 112: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H112].pipeline; break;
+                                        case 128: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H128].pipeline; break;
+                                        case 192: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H192].pipeline; break;
+                                        case 256: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q4_1_H256].pipeline; break;
+                                        default:
+                                                  {
+                                                      GGML_LOG_ERROR("unsupported size: %lld\n", ne00);
+                                                      GGML_LOG_ERROR("add template specialization for this size\n");
+                                                      GGML_ABORT("add template specialization for this size");
+                                                  }
+                                    }
+                                }
+                            } break;
+                        case GGML_TYPE_Q5_0:
+                            {
+                                if (ne00 == 192 && ne20 == 128) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_HK192_HV128].pipeline;
+                                } else if (ne00 == 576 && ne20 == 512) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_HK576_HV512].pipeline;
+                                } else {
+                                    switch (ne00) {
+                                        case 64:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H64 ].pipeline; break;
+                                        case 80:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H80 ].pipeline; break;
+                                        case 96:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H96 ].pipeline; break;
+                                        case 112: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H112].pipeline; break;
+                                        case 128: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H128].pipeline; break;
+                                        case 192: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H192].pipeline; break;
+                                        case 256: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_0_H256].pipeline; break;
+                                        default:
+                                                  {
+                                                      GGML_LOG_ERROR("unsupported size: %lld\n", ne00);
+                                                      GGML_LOG_ERROR("add template specialization for this size\n");
+                                                      GGML_ABORT("add template specialization for this size");
+                                                  }
+                                    }
+                                }
+                            } break;
+                        case GGML_TYPE_Q5_1:
+                            {
+                                if (ne00 == 192 && ne20 == 128) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_HK192_HV128].pipeline;
+                                } else if (ne00 == 576 && ne20 == 512) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_HK576_HV512].pipeline;
+                                } else {
+                                    switch (ne00) {
+                                        case 64:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H64 ].pipeline; break;
+                                        case 80:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H80 ].pipeline; break;
+                                        case 96:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H96 ].pipeline; break;
+                                        case 112: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H112].pipeline; break;
+                                        case 128: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H128].pipeline; break;
+                                        case 192: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H192].pipeline; break;
+                                        case 256: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q5_1_H256].pipeline; break;
+                                        default:
+                                                  {
+                                                      GGML_LOG_ERROR("unsupported size: %lld\n", ne00);
+                                                      GGML_LOG_ERROR("add template specialization for this size\n");
+                                                      GGML_ABORT("add template specialization for this size");
+                                                  }
+                                    }
+                                }
+                            } break;
+                        case GGML_TYPE_Q8_0:
+                            {
+                                if (ne00 == 192 && ne20 == 128) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_HK192_HV128].pipeline;
+                                } else if (ne00 == 576 && ne20 == 512) {
+                                    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_HK576_HV512].pipeline;
+                                } else {
+                                    switch (ne00) {
+                                        case 64:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H64 ].pipeline; break;
+                                        case 80:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H80 ].pipeline; break;
+                                        case 96:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H96 ].pipeline; break;
+                                        case 112: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H112].pipeline; break;
+                                        case 128: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H128].pipeline; break;
+                                        case 192: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H192].pipeline; break;
+                                        case 256: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_Q8_0_H256].pipeline; break;
+                                        default:
+                                                  {
+                                                      GGML_LOG_ERROR("unsupported size: %lld\n", ne00);
+                                                      GGML_LOG_ERROR("add template specialization for this size\n");
+                                                      GGML_ABORT("add template specialization for this size");
+                                                  }
+                                    }
+                                }
+                            } break;
+                        default:
+                            {
+                                GGML_LOG_ERROR("unsupported type: %d\n", src1->type);
+                                GGML_LOG_ERROR("add template specialization for this type\n");
+                                GGML_ABORT("add template specialization for this type");
+                            }
+                    }
+                } else {
+                    use_vec_kernel = true;
+
+                    switch (ne00) {
+                        case 96:
+                            {
+                                switch (src1->type) {
+                                    case GGML_TYPE_F16:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H96].pipeline; break;
+                                    case GGML_TYPE_BF16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H96].pipeline; break;
+                                    case GGML_TYPE_Q4_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H96].pipeline; break;
+                                    case GGML_TYPE_Q4_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H96].pipeline; break;
+                                    case GGML_TYPE_Q5_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H96].pipeline; break;
+                                    case GGML_TYPE_Q5_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H96].pipeline; break;
+                                    case GGML_TYPE_Q8_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H96].pipeline; break;
+                                    default:
+                                        {
+                                            GGML_LOG_ERROR("unsupported type: %d\n", src1->type);
+                                            GGML_LOG_ERROR("add template specialization for this type\n");
+                                            GGML_ABORT("add template specialization for this type");
+                                        }
+                                }
+                            } break;
+                        case 128:
+                            {
+                                switch (src1->type) {
+                                    case GGML_TYPE_F16:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H128].pipeline; break;
+                                    case GGML_TYPE_BF16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H128].pipeline; break;
+                                    case GGML_TYPE_Q4_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H128].pipeline; break;
+                                    case GGML_TYPE_Q4_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H128].pipeline; break;
+                                    case GGML_TYPE_Q5_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H128].pipeline; break;
+                                    case GGML_TYPE_Q5_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H128].pipeline; break;
+                                    case GGML_TYPE_Q8_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H128].pipeline; break;
+                                    default:
+                                        {
+                                            GGML_LOG_ERROR("unsupported type: %d\n", src1->type);
+                                            GGML_LOG_ERROR("add template specialization for this type\n");
+                                            GGML_ABORT("add template specialization for this type");
+                                        }
+                                }
+                            } break;
+                        case 192:
+                            {
+                                if (ne20 == 128) {
+                                    switch (src1->type) {
+                                        case GGML_TYPE_F16:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_HK192_HV128].pipeline; break;
+                                        case GGML_TYPE_BF16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_HK192_HV128].pipeline; break;
+                                        case GGML_TYPE_Q4_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_HK192_HV128].pipeline; break;
+                                        case GGML_TYPE_Q4_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_HK192_HV128].pipeline; break;
+                                        case GGML_TYPE_Q5_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_HK192_HV128].pipeline; break;
+                                        case GGML_TYPE_Q5_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_HK192_HV128].pipeline; break;
+                                        case GGML_TYPE_Q8_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_HK192_HV128].pipeline; break;
+                                        default:
+                                            {
+                                                GGML_LOG_ERROR("unsupported type: %d\n", src1->type);
+                                                GGML_LOG_ERROR("add template specialization for this type\n");
+                                                GGML_ABORT("add template specialization for this type");
+                                            }
+                                    }
+                                } else {
+                                    switch (src1->type) {
+                                        case GGML_TYPE_F16:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H192].pipeline; break;
+                                        case GGML_TYPE_BF16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H192].pipeline; break;
+                                        case GGML_TYPE_Q4_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H192].pipeline; break;
+                                        case GGML_TYPE_Q4_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H192].pipeline; break;
+                                        case GGML_TYPE_Q5_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H192].pipeline; break;
+                                        case GGML_TYPE_Q5_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H192].pipeline; break;
+                                        case GGML_TYPE_Q8_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H192].pipeline; break;
+                                        default:
+                                            {
+                                                GGML_LOG_ERROR("unsupported type: %d\n", src1->type);
+                                                GGML_LOG_ERROR("add template specialization for this type\n");
+                                                GGML_ABORT("add template specialization for this type");
+                                            }
+                                    }
+                                }
+                            } break;
+                        case 256:
+                            {
+                                switch (src1->type) {
+                                    case GGML_TYPE_F16:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H256].pipeline; break;
+                                    case GGML_TYPE_BF16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_H256].pipeline; break;
+                                    case GGML_TYPE_Q4_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_H256].pipeline; break;
+                                    case GGML_TYPE_Q4_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_H256].pipeline; break;
+                                    case GGML_TYPE_Q5_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_H256].pipeline; break;
+                                    case GGML_TYPE_Q5_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_H256].pipeline; break;
+                                    case GGML_TYPE_Q8_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_H256].pipeline; break;
+                                    default:
+                                        {
+                                            GGML_LOG_ERROR("unsupported type: %d\n", src1->type);
+                                            GGML_LOG_ERROR("add template specialization for this type\n");
+                                            GGML_ABORT("add template specialization for this type");
+                                        }
+                                }
+                            } break;
+                        case 576:
+                            {
+                                if (ne20 == 512) {
+                                    switch (src1->type) {
+                                        case GGML_TYPE_F16:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_HK576_HV512].pipeline; break;
+                                        case GGML_TYPE_BF16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_BF16_HK576_HV512].pipeline; break;
+                                        case GGML_TYPE_Q4_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_0_HK576_HV512].pipeline; break;
+                                        case GGML_TYPE_Q4_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q4_1_HK576_HV512].pipeline; break;
+                                        case GGML_TYPE_Q5_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_0_HK576_HV512].pipeline; break;
+                                        case GGML_TYPE_Q5_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q5_1_HK576_HV512].pipeline; break;
+                                        case GGML_TYPE_Q8_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_Q8_0_HK576_HV512].pipeline; break;
+                                        default:
+                                            {
+                                                GGML_LOG_ERROR("unsupported type: %d\n", src1->type);
+                                                GGML_LOG_ERROR("add template specialization for this type\n");
+                                                GGML_ABORT("add template specialization for this type");
+                                            }
+                                    }
+                                } else {
+                                    GGML_LOG_ERROR("unsupported size: %lld\n", ne20);
+                                    GGML_LOG_ERROR("add template specialization for this size\n");
+                                    GGML_ABORT("add template specialization for this size");
+                                }
+                            } break;
+                        default:
+                            {
+                                GGML_LOG_ERROR("unsupported size: %lld\n", ne00);
+                                GGML_LOG_ERROR("add template specialization for this size\n");
+                                GGML_ABORT("add template specialization for this size");
+                            }
+                    }
+                }
+
+                ggml_metal_kargs_flash_attn_ext args = {
+                    /*.ne01          =*/ ne01,
+                    /*.ne02          =*/ ne02,
+                    /*.ne03          =*/ ne03,
+                    /*.nb01          =*/ nb01,
+                    /*.nb02          =*/ nb02,
+                    /*.nb03          =*/ nb03,
+                    /*.ne11          =*/ ne11,
+                    /*.ne_12_2       =*/ ne12,
+                    /*.ne_12_3       =*/ ne13,
+                    /*.nb11          =*/ nb11,
+                    /*.nb12          =*/ nb12,
+                    /*.nb13          =*/ nb13,
+                    /*.nb21          =*/ nb21,
+                    /*.nb22          =*/ nb22,
+                    /*.nb23          =*/ nb23,
+                    /*.nb31          =*/ nb31,
+                    /*.ne1           =*/ ne1,
+                    /*.ne2           =*/ ne2,
+                    /*.scale         =*/ scale,
+                    /*.max_bias      =*/ max_bias,
+                    /*.m0            =*/ m0,
+                    /*.m1            =*/ m1,
+                    /*.n_head_log2   =*/ n_head_log2,
+                    /*.logit_softcap =*/ logit_softcap,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args)     atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0     atIndex:1];
+                [encoder setBuffer:id_src1 offset:offs_src1     atIndex:2];
+                [encoder setBuffer:id_src2 offset:offs_src2     atIndex:3];
+                if (id_src3) {
+                    [encoder setBuffer:id_src3 offset:offs_src3 atIndex:4];
+                } else {
+                    [encoder setBuffer:id_src0 offset:offs_src0 atIndex:4];
+                }
+                [encoder setBuffer:id_dst offset:offs_dst       atIndex:5];
+
+                if (!use_vec_kernel) {
+                    // half8x8 kernel
+                    const int64_t nqptg = 8;  // queries per threadgroup    !! sync with kernel template arguments !!
+                    const int64_t ncpsg = 32; // cache values per simdgroup !! sync with kernel template arguments !!
+
+                    GGML_ASSERT(nqptg <= 32);
+                    GGML_ASSERT(nqptg  % 8  == 0);
+                    GGML_ASSERT(ncpsg  % 32 == 0);
+
+                    // 2*(2*ncpsg + nqptg)*(nsg)
+                    // ncpsg soft_max values + ncpsg mask values + a diagonal scaling matrix (in float)
+                    //
+                    // 16*32*(nsg)
+                    // the shared memory needed for the simdgroups to load the KV cache
+                    // each thread loads (dequantizes) 16 head elements, there are 32 threads in th SG
+                    //
+#define FATTN_SMEM(nsg) (GGML_PAD((nqptg*(ne00 + 2*(2*ncpsg + nqptg)*(nsg)) + 16*32*(nsg))*(sizeof(float)/2), 16))
+
+                    int64_t nsgmax = 2;
+
+                    while (true) {
+                        const size_t smem = FATTN_SMEM(nsgmax);
+                        if (smem > device.maxThreadgroupMemoryLength) {
+                            break;
+                        }
+                        nsgmax *= 2;
+                    }
+                    nsgmax /= 2;
+
+                    // simdgroups per threadgroup (a.k.a. warps)
+                    const int64_t nsg = ne01 <= nqptg ? MAX(4, MIN(nsgmax, MIN(ne11/ncpsg, (int64_t) pipeline.maxTotalThreadsPerThreadgroup/32))) : 4;
+
+                    const size_t smem = FATTN_SMEM(nsg);
+
+                    //printf("smem: %zu, max: %zu, nsg = %d\n", smem, device.maxThreadgroupMemoryLength, (int) nsg);
+                    GGML_ASSERT(smem <= device.maxThreadgroupMemoryLength);
+                    [encoder setThreadgroupMemoryLength:smem atIndex:0];
+#undef FATTN_SMEM
+                    [encoder dispatchThreadgroups:MTLSizeMake((ne01 + nqptg - 1)/nqptg, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(32, nsg, 1)];
+                } else {
+                    // half4x4 kernel
+                    const int64_t nqptg = 1;  // queries per threadgroup    !! sync with kernel template arguments !!
+                    const int64_t ncpsg = 32; // cache values per simdgroup !! sync with kernel template arguments !!
+
+                    GGML_ASSERT(nqptg <= 32);
+                    GGML_ASSERT(nqptg  % 1  == 0);
+                    GGML_ASSERT(ncpsg  % 32 == 0);
+
+                    // ne00 + 2*ncpsg*(nsg)
+                    // for each query, we load it as f16 in shared memory (ne00)
+                    // and store the soft_max values and the mask
+                    //
+                    // ne00*(nsg)
+                    // each simdgroup has a full f16 head vector in shared mem to accumulate results
+                    //
+#define FATTN_SMEM(nsg) (GGML_PAD((nqptg*(GGML_PAD(ne00, 128) + 4*ncpsg*(nsg)) + ne20*(nsg))*(sizeof(float)/2), 16))
+
+                    int64_t nsgmax = 2;
+                    while (true) {
+                        const size_t smem = FATTN_SMEM(nsgmax);
+                        if (smem > device.maxThreadgroupMemoryLength) {
+                            break;
+                        }
+                        nsgmax *= 2;
+                    }
+                    nsgmax /= 2;
+
+                    // simdgroups per threadgroup (a.k.a. warps)
+                    const int64_t nsgt = MAX(2, MIN(nsgmax, MIN(ne11/ncpsg, (int64_t) pipeline.maxTotalThreadsPerThreadgroup/32)));
+
+                    int64_t nsg = 1;
+                    while (nsg <= nsgt) {
+                        nsg *= 2;
+                    }
+                    nsg /= 2;
+
+                    const size_t smem = FATTN_SMEM(nsg);
+
+                    //printf("smem: %zu, max: %zu, nsg = %d\n", smem, device.maxThreadgroupMemoryLength, (int) nsg);
+                    GGML_ASSERT(smem <= device.maxThreadgroupMemoryLength);
+                    [encoder setThreadgroupMemoryLength:smem atIndex:0];
+#undef FATTN_SMEM
+                    [encoder dispatchThreadgroups:MTLSizeMake((ne01 + nqptg - 1)/nqptg, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(32, nsg, 1)];
+                }
+            } break;
+        case GGML_OP_DUP:
+        case GGML_OP_CPY:
+        case GGML_OP_CONT:
+            {
+                id<MTLComputePipelineState> pipeline = nil;
+
+                switch (src0t) {
+                    case GGML_TYPE_F32:
+                        {
+                            GGML_ASSERT(ne0 % ggml_blck_size(dst->type) == 0);
+
+                            switch (dstt) {
+                                case GGML_TYPE_F32:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F32].pipeline; break;
+                                case GGML_TYPE_F16:    pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F16].pipeline; break;
+                                case GGML_TYPE_BF16:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_BF16].pipeline; break;
+                                case GGML_TYPE_Q8_0:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q8_0].pipeline; break;
+                                case GGML_TYPE_Q4_0:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_0].pipeline; break;
+                                case GGML_TYPE_Q4_1:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_1].pipeline; break;
+                                case GGML_TYPE_Q5_0:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_0].pipeline; break;
+                                case GGML_TYPE_Q5_1:   pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_1].pipeline; break;
+                                case GGML_TYPE_IQ4_NL: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_IQ4_NL].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            };
+                        } break;
+                    case GGML_TYPE_F16:
+                        {
+                            switch (dstt) {
+                                case GGML_TYPE_F32:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F32].pipeline; break;
+                                case GGML_TYPE_F16:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F16].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            };
+                        } break;
+                    case GGML_TYPE_BF16:
+                        {
+                            switch (dstt) {
+                                case GGML_TYPE_F32:  pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_BF16_F32].pipeline; break;
+                                case GGML_TYPE_BF16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_BF16_BF16].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            };
+                        } break;
+                    case GGML_TYPE_Q4_0:
+                        {
+                            switch (dstt) {
+                                case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q4_0_F32].pipeline; break;
+                                case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q4_0_F16].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            };
+                        } break;
+                    case GGML_TYPE_Q4_1:
+                        {
+                            switch (dstt) {
+                                case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q4_1_F32].pipeline; break;
+                                case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q4_1_F16].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            };
+                        } break;
+                    case GGML_TYPE_Q5_0:
+                        {
+                            switch (dstt) {
+                                case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q5_0_F32].pipeline; break;
+                                case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q5_0_F16].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            };
+                        } break;
+                    case GGML_TYPE_Q5_1:
+                        {
+                            switch (dstt) {
+                                case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q5_1_F32].pipeline; break;
+                                case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q5_1_F16].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            };
+                        } break;
+                    case GGML_TYPE_Q8_0:
+                        {
+                            switch (dstt) {
+                                case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q8_0_F32].pipeline; break;
+                                case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_Q8_0_F16].pipeline; break;
+                                default: GGML_ABORT("not implemented");
+                            };
+                        } break;
+                    default: GGML_ABORT("not implemented");
+                }
+
+                ggml_metal_kargs_cpy args = {
+                    /*.ne00 =*/ ne00,
+                    /*.ne01 =*/ ne01,
+                    /*.ne02 =*/ ne02,
+                    /*.ne03 =*/ ne03,
+                    /*.nb00 =*/ nb00,
+                    /*.nb01 =*/ nb01,
+                    /*.nb02 =*/ nb02,
+                    /*.nb03 =*/ nb03,
+                    /*.ne0  =*/ ne0,
+                    /*.ne1  =*/ ne1,
+                    /*.ne2  =*/ ne2,
+                    /*.ne3  =*/ ne3,
+                    /*.nb0  =*/ nb0,
+                    /*.nb1  =*/ nb1,
+                    /*.nb2  =*/ nb2,
+                    /*.nb3  =*/ nb3,
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args length:sizeof(args) atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:1];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:2];
+
+                GGML_ASSERT(ne00 % ggml_blck_size(src0->type) == 0);
+                int nth = MIN(1024, ne00/ggml_blck_size(src0->type));
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+
+            } break;
+        case GGML_OP_SET:
+            {
+                GGML_ASSERT(ggml_are_same_shape(src0, dst));
+                GGML_ASSERT(ggml_is_contiguous(dst) && ggml_is_contiguous(src0));
+
+                // src0 and dst as viewed during set
+                const size_t dst_nb0 = ggml_element_size(src0);
+
+                const size_t dst_nb1 = ((int32_t *) dst->op_params)[0];
+                const size_t dst_nb2 = ((int32_t *) dst->op_params)[1];
+                const size_t dst_nb3 = ((int32_t *) dst->op_params)[2];
+                const size_t offset  = ((int32_t *) dst->op_params)[3];
+                const bool   inplace = (bool) ((int32_t *) dst->op_params)[4];
+
+                if (!inplace) {
+                    memcpy(((char *)  dst->data), ((char *) src0->data), ggml_nbytes(dst));
+                }
+
+                const int im0 = (ne10 == 0 ? 0 : ne10-1);
+                const int im1 = (ne11 == 0 ? 0 : ne11-1);
+                const int im2 = (ne12 == 0 ? 0 : ne12-1);
+                const int im3 = (ne13 == 0 ? 0 : ne13-1);
+
+                GGML_ASSERT(offset + im0*dst_nb0  + im1*dst_nb1  + im2*dst_nb2  + im3*dst_nb3  <= ggml_nbytes(dst));
+
+                id<MTLComputePipelineState> pipeline = nil;
+
+                switch (src0t) {
+                    case GGML_TYPE_F32:
+                        GGML_ASSERT(nb10 == sizeof(float));
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SET_F32].pipeline; break;
+                    case GGML_TYPE_I32:
+                        GGML_ASSERT(nb10 == sizeof(int32_t));
+                        pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SET_I32].pipeline; break;
+                    default: GGML_ABORT("fatal error");
+                }
+
+                ggml_metal_kargs_set args = {
+                    /*.ne10    =*/ ne10,
+                    /*.ne11    =*/ ne11,
+                    /*.ne12    =*/ ne12,
+                    /*.nb10    =*/ nb10,
+                    /*.nb11    =*/ nb11,
+                    /*.nb12    =*/ nb12,
+                    /*.nb13    =*/ nb13,
+                    /*.nb1     =*/ dst_nb1,
+                    /*.nb2     =*/ dst_nb2,
+                    /*.nb3     =*/ dst_nb3,
+                    /*.offs    =*/ offset,
+                    /*.inplace =*/ inplace,
+                };
+
+                const int nth = MIN((int) pipeline.maxTotalThreadsPerThreadgroup, ne10);
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBytes:&args    length:sizeof(args) atIndex:0];
+                [encoder setBuffer:id_src0 offset:offs_src0    atIndex:1];
+                [encoder setBuffer:id_src1 offset:offs_src1    atIndex:2];
+                [encoder setBuffer:id_dst  offset:offs_dst     atIndex:3];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(ne11, ne12, ne13) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+        case GGML_OP_POOL_2D:
+            {
+                GGML_ASSERT(ggml_is_contiguous(src0));
+                GGML_ASSERT(src0t == GGML_TYPE_F32 && src0t == dstt);
+
+                const int32_t * opts = dst->op_params;
+                enum ggml_op_pool op = opts[0];
+
+                id<MTLComputePipelineState> pipeline = nil;
+                switch (src0t) {
+                    case GGML_TYPE_F32: {
+                        switch(op) {
+                            case GGML_OP_POOL_AVG:
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_POOL_2D_AVG_F32].pipeline; break;
+                            case GGML_OP_POOL_MAX:
+                                pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_POOL_2D_MAX_F32].pipeline; break;
+                            default: GGML_ASSERT(false && "not implemented");
+                        }
+                    } break;
+                    default: GGML_ASSERT(false && "not implemented");
+                }
+
+                const int32_t k0 = opts[1];
+                const int32_t k1 = opts[2];
+                const int32_t s0 = opts[3];
+                const int32_t s1 = opts[4];
+                const int32_t p0 = opts[5];
+                const int32_t p1 = opts[6];
+
+                const int64_t IH = src0->ne[1];
+                const int64_t IW = src0->ne[0];
+
+                const int64_t N  = dst->ne[3];
+                const int64_t OC = dst->ne[2];
+                const int64_t OH = dst->ne[1];
+                const int64_t OW = dst->ne[0];
+
+                const int64_t parallel_elements = N * OC * OH * OW;
+                const int64_t n_threads = MIN((int64_t)[pipeline maxTotalThreadsPerThreadgroup], parallel_elements);
+                const int64_t n_tg = (parallel_elements + n_threads - 1) / n_threads;
+
+                ggml_metal_kargs_pool_2d args_pool_2d = {
+                    /* .k0 = */ k0,
+                    /* .k1 = */ k1,
+                    /* .s0 = */ s0,
+                    /* .s1 = */ s1,
+                    /* .p0 = */ p0,
+                    /* .p1 = */ p1,
+                    /* .IH = */ IH,
+                    /* .IW = */ IW,
+                    /* .OH = */ OH,
+                    /* .OW = */ OW,
+                    /* .parallel_elements = */ parallel_elements
+                };
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst  atIndex:1];
+                [encoder setBytes:&args_pool_2d length:sizeof(args_pool_2d) atIndex:2];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(n_tg, 1, 1) threadsPerThreadgroup:MTLSizeMake(n_threads, 1, 1)];
+            } break;
+            case GGML_OP_ARGMAX:
+            {
+                GGML_ASSERT(src0->type == GGML_TYPE_F32);
+                GGML_ASSERT(ggml_is_contiguous_1(src0));
+                GGML_ASSERT(nb00 == ggml_type_size(src0->type));
+
+                const int64_t nrows = ggml_nrows(src0);
+
+                int nth = 32; // SIMD width
+                while (nth < ne00 && nth*ne01*ne02*ne03 < 256) {
+                    nth *= 2;
+                }
+
+                id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ARGMAX].pipeline;
+
+                [encoder setComputePipelineState:pipeline];
+                [encoder setBuffer:id_src0 offset:offs_src0        atIndex:0];
+                [encoder setBuffer:id_dst  offset:offs_dst         atIndex:1];
+                [encoder setBytes:&ne00    length:sizeof( int64_t) atIndex:2];
+                [encoder setBytes:&nb01    length:sizeof(uint64_t) atIndex:3];
+                [encoder setThreadgroupMemoryLength:32*sizeof(float)   atIndex:0];
+                [encoder setThreadgroupMemoryLength:32*sizeof(int32_t) atIndex:1];
+
+                [encoder dispatchThreadgroups:MTLSizeMake(nrows, 1, 1) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+            } break;
+       default:
+            {
+                GGML_LOG_ERROR("%s: error: node %3d, op = %8s not implemented\n", __func__, idx, ggml_op_name(dst->op));
+                GGML_ABORT("fatal error");
+            }
+    }
+
+    return true;
+}
+
+static enum ggml_status ggml_metal_graph_compute(
+            ggml_backend_t   backend,
+        struct ggml_cgraph * gf) {
+    struct ggml_backend_metal_context        * ctx     = backend->context;
+    struct ggml_backend_metal_device_context * ctx_dev = backend->device->context;
+
+    // number of nodes encoded by the main thread (empirically determined)
+    const int n_main = 128;
+
+    // number of threads in addition to the main thread
+    const int n_cb = ctx->n_cb;
+
+    // submit the ggml compute graph to the GPU by creating command buffers and encoding the ops in them
+    // the first n_nodes_0 are encoded and submitted for processing directly by the calling thread
+    // while these nodes are processing, we start n_cb threads to enqueue the rest of the nodes
+    // each thread creates it's own command buffer and enqueues the ops in parallel
+    //
+    // tests on M1 Pro and M2 Ultra using LLaMA models, show that optimal values for n_cb are 1 or 2
+
+    @autoreleasepool {
+        ctx->gf = gf;
+
+        ctx->n_nodes_0 = MIN(n_main, gf->n_nodes);
+        ctx->n_nodes_1 = gf->n_nodes - ctx->n_nodes_0;
+
+        ctx->n_nodes_per_cb = (ctx->n_nodes_1 + ctx->n_cb - 1) / ctx->n_cb;
+
+        const bool should_capture = ctx->capture_next_compute;
+        if (should_capture) {
+            ctx->capture_next_compute = false;
+
+            if (!ctx->capture_started) {
+                // create capture scope
+                ctx->capture_scope = [[MTLCaptureManager sharedCaptureManager] newCaptureScopeWithDevice:ctx_dev->mtl_device];
+
+                MTLCaptureDescriptor * descriptor = [MTLCaptureDescriptor new];
+                descriptor.captureObject = ctx->capture_scope;
+                descriptor.destination = MTLCaptureDestinationGPUTraceDocument;
+                descriptor.outputURL = [NSURL fileURLWithPath:[NSString stringWithFormat:@"/tmp/perf-metal.gputrace"]];
+
+                NSError * error = nil;
+                if (![[MTLCaptureManager sharedCaptureManager] startCaptureWithDescriptor:descriptor error:&error]) {
+                    GGML_LOG_ERROR("%s: error: unable to start capture '%s'\n", __func__, [[error localizedDescription] UTF8String]);
+                } else {
+                    [ctx->capture_scope beginScope];
+                    ctx->capture_started = true;
+                }
+            }
+        }
+
+        // the main thread commits the first few commands immediately
+        // cmd_buf[n_cb]
+        {
+            id<MTLCommandBuffer> cmd_buf = [ctx->queue commandBufferWithUnretainedReferences];
+            ctx->cmd_bufs[n_cb].obj = cmd_buf;
+
+            [cmd_buf enqueue];
+            ctx->encode_async(n_cb);
+        }
+
+        // prepare the rest of the command buffers asynchronously
+        // cmd_buf[0.. n_cb)
+        for (int cb_idx = 0; cb_idx < n_cb; ++cb_idx) {
+            id<MTLCommandBuffer> cmd_buf = [ctx->queue commandBufferWithUnretainedReferences];
+            ctx->cmd_bufs[cb_idx].obj = cmd_buf;
+
+            // always enqueue the first two command buffers
+            // enqueue all of the command buffers if we don't need to abort
+            if (cb_idx < 2 || ctx->abort_callback == NULL) {
+                [cmd_buf enqueue];
+            }
+        }
+
+        dispatch_apply(n_cb, ctx->d_queue, ctx->encode_async);
+
+        // wait for completion and check status of each command buffer
+        // needed to detect if the device ran out-of-memory for example (#1881)
+        {
+            id<MTLCommandBuffer> cmd_buf = ctx->cmd_bufs[n_cb].obj;
+            [cmd_buf waitUntilCompleted];
+
+            MTLCommandBufferStatus status = [cmd_buf status];
+            if (status != MTLCommandBufferStatusCompleted) {
+                GGML_LOG_INFO("%s: command buffer %d failed with status %lu\n", __func__, n_cb, status);
+                if (status == MTLCommandBufferStatusError) {
+                    GGML_LOG_INFO("error: %s\n", [[cmd_buf error].localizedDescription UTF8String]);
+                }
+
+                return GGML_STATUS_FAILED;
+            }
+        }
+
+        for (int i = 0; i < n_cb; ++i) {
+            id<MTLCommandBuffer> cmd_buf = ctx->cmd_bufs[i].obj;
+            [cmd_buf waitUntilCompleted];
+
+            MTLCommandBufferStatus status = [cmd_buf status];
+            if (status != MTLCommandBufferStatusCompleted) {
+                GGML_LOG_INFO("%s: command buffer %d failed with status %lu\n", __func__, i, status);
+                if (status == MTLCommandBufferStatusError) {
+                    GGML_LOG_INFO("error: %s\n", [[cmd_buf error].localizedDescription UTF8String]);
+                }
+
+                return GGML_STATUS_FAILED;
+            }
+
+            id<MTLCommandBuffer> next_buffer = (i + 1 < n_cb ? ctx->cmd_bufs[i + 1].obj : nil);
+            if (!next_buffer) {
+                continue;
+            }
+
+            const bool next_queued = ([next_buffer status] != MTLCommandBufferStatusNotEnqueued);
+            if (next_queued) {
+                continue;
+            }
+
+            if (ctx->abort_callback && ctx->abort_callback(ctx->abort_callback_data)) {
+                GGML_LOG_INFO("%s: command buffer %d aborted", __func__, i);
+                return GGML_STATUS_ABORTED;
+            }
+
+            [next_buffer commit];
+        }
+
+        if (!should_capture && ctx->capture_started) {
+            [ctx->capture_scope endScope];
+            [[MTLCaptureManager sharedCaptureManager] stopCapture];
+        }
+    }
+
+    return GGML_STATUS_SUCCESS;
+}
+
+////////////////////////////////////////////////////////////////////////////////
+
+// backend interface
+
+static void ggml_backend_metal_buffer_free_buffer(ggml_backend_buffer_t buffer) {
+    struct ggml_backend_metal_buffer_context * ctx = (struct ggml_backend_metal_buffer_context *)buffer->context;
+
+    for (int i = 0; i < ctx->n_buffers; i++) {
+        [ctx->buffers[i].metal release];
+    }
+
+    ggml_backend_metal_buffer_rset_free(ctx);
+    ggml_backend_metal_device_rel(buffer->buft->device->context);
+
+    if (ctx->owned) {
+#if TARGET_OS_OSX
+        vm_deallocate((vm_map_t)mach_task_self(), (vm_address_t)ctx->all_data, ctx->all_size);
+#else
+        free(ctx->all_data);
+#endif
+    }
+
+    free(ctx);
+    free(buffer);
+}
+
+static void * ggml_backend_metal_buffer_get_base(ggml_backend_buffer_t buffer) {
+    struct ggml_backend_metal_buffer_context * ctx = (struct ggml_backend_metal_buffer_context *)buffer->context;
+
+    return ctx->all_data;
+}
+
+static void ggml_backend_metal_buffer_memset_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) {
+    memset((char *)tensor->data + offset, value, size);
+
+    GGML_UNUSED(buffer);
+}
+
+static void ggml_backend_metal_buffer_set_tensor(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    memcpy((char *)tensor->data + offset, data, size);
+
+    GGML_UNUSED(buffer);
+}
+
+static void ggml_backend_metal_buffer_get_tensor(ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    memcpy(data, (const char *)tensor->data + offset, size);
+
+    GGML_UNUSED(buffer);
+}
+
+static bool ggml_backend_metal_buffer_cpy_tensor(ggml_backend_buffer_t buffer, const struct ggml_tensor * src, struct ggml_tensor * dst) {
+    if (ggml_backend_buffer_is_host(src->buffer)) {
+        memcpy(dst->data, src->data, ggml_nbytes(src));
+        return true;
+    }
+    return false;
+
+    GGML_UNUSED(buffer);
+}
+
+static void ggml_backend_metal_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+    struct ggml_backend_metal_buffer_context * ctx = (struct ggml_backend_metal_buffer_context *)buffer->context;
+
+    memset(ctx->all_data, value, ctx->all_size);
+}
+
+static struct ggml_backend_buffer_i ggml_backend_metal_buffer_i = {
+    /* .free_buffer     = */ ggml_backend_metal_buffer_free_buffer,
+    /* .get_base        = */ ggml_backend_metal_buffer_get_base,
+    /* .init_tensor     = */ NULL,
+    /* .memset_tensor   = */ ggml_backend_metal_buffer_memset_tensor,
+    /* .set_tensor      = */ ggml_backend_metal_buffer_set_tensor,
+    /* .get_tensor      = */ ggml_backend_metal_buffer_get_tensor,
+    /* .cpy_tensor      = */ ggml_backend_metal_buffer_cpy_tensor,
+    /* .clear           = */ ggml_backend_metal_buffer_clear,
+    /* .reset           = */ NULL,
+};
+
+// default buffer type
+
+static const char * ggml_backend_metal_buffer_type_get_name(ggml_backend_buffer_type_t buft) {
+    return "Metal";
+
+    GGML_UNUSED(buft);
+}
+
+static void ggml_backend_metal_log_allocated_size(id<MTLDevice> device, size_t size_aligned) {
+#ifndef GGML_METAL_NDEBUG
+#if TARGET_OS_OSX || (TARGET_OS_IOS && __clang_major__ >= 15)
+    if (@available(macOS 10.12, iOS 16.0, *)) {
+        GGML_LOG_DEBUG("%s: allocated buffer, size = %8.2f MiB, (%8.2f / %8.2f)\n",
+                __func__,
+                size_aligned / 1024.0 / 1024.0,
+                device.currentAllocatedSize / 1024.0 / 1024.0,
+                device.recommendedMaxWorkingSetSize / 1024.0 / 1024.0);
+
+        if (device.currentAllocatedSize > device.recommendedMaxWorkingSetSize) {
+            GGML_LOG_WARN("%s: warning: current allocated size is greater than the recommended max working set size\n", __func__);
+        }
+    } else {
+        GGML_LOG_INFO("%s: allocated buffer, size = %8.2f MiB, (%8.2f)\n",
+                __func__,
+                size_aligned / 1024.0 / 1024.0,
+                device.currentAllocatedSize / 1024.0 / 1024.0);
+    }
+#endif
+#endif
+    GGML_UNUSED(device);
+    GGML_UNUSED(size_aligned);
+}
+
+static ggml_backend_buffer_t ggml_backend_metal_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    struct ggml_backend_metal_buffer_context * ctx = calloc(1, sizeof(struct ggml_backend_metal_buffer_context));
+
+    const size_t size_page = sysconf(_SC_PAGESIZE);
+
+    size_t size_aligned = size;
+    if ((size_aligned % size_page) != 0) {
+        size_aligned += (size_page - (size_aligned % size_page));
+    }
+
+    struct ggml_backend_metal_device_context * ctx_dev = (struct ggml_backend_metal_device_context *)buft->device->context;
+    id<MTLDevice> device = ggml_backend_metal_device_acq(ctx_dev);
+
+    ctx->all_data = ggml_metal_host_malloc(size_aligned);
+    ctx->all_size = size_aligned;
+    ctx->owned = true;
+    ctx->n_buffers = 1;
+
+    if (ctx->all_data != NULL) {
+        ctx->buffers[0].data  = ctx->all_data;
+        ctx->buffers[0].size  = size;
+        ctx->buffers[0].metal = nil;
+
+        if (size_aligned > 0) {
+            ctx->buffers[0].metal = [device newBufferWithBytesNoCopy:ctx->all_data
+                                            length:size_aligned
+                                            options:MTLResourceStorageModeShared
+                                            deallocator:nil];
+        }
+    }
+
+    if (size_aligned > 0 && (ctx->all_data == NULL || ctx->buffers[0].metal == nil)) {
+        GGML_LOG_ERROR("%s: error: failed to allocate buffer, size = %8.2f MiB\n", __func__, size_aligned / 1024.0 / 1024.0);
+        free(ctx);
+        ggml_backend_metal_device_rel(ctx_dev);
+        return NULL;
+    }
+
+    if (!ggml_backend_metal_buffer_rset_init(ctx, ctx_dev, device)) {
+        GGML_LOG_ERROR("%s: error: failed to initialize residency set\n", __func__);
+        free(ctx);
+        ggml_backend_metal_device_rel(ctx_dev);
+        return NULL;
+    }
+
+    //ggml_backend_metal_log_allocated_size(device, size_aligned);
+
+    return ggml_backend_buffer_init(buft, ggml_backend_metal_buffer_i, ctx, size);
+}
+
+static size_t ggml_backend_metal_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) {
+    return 32;
+    GGML_UNUSED(buft);
+}
+
+static size_t ggml_backend_metal_buffer_type_get_max_size(ggml_backend_buffer_type_t buft) {
+    id<MTLDevice> device = ggml_backend_metal_device_acq(buft->device->context);
+    const size_t max_size = device.maxBufferLength;
+    ggml_backend_metal_device_rel(buft->device->context);
+
+    return max_size;
+
+    GGML_UNUSED(buft);
+}
+
+static bool ggml_backend_metal_buffer_type_is_host(ggml_backend_buffer_type_t buft) {
+    return true;
+
+    GGML_UNUSED(buft);
+}
+
+ggml_backend_buffer_type_t ggml_backend_metal_buffer_type(void) {
+    static struct ggml_backend_buffer_type ggml_backend_buffer_type_metal = {
+        /* .iface = */ {
+            /* .get_name         = */ ggml_backend_metal_buffer_type_get_name,
+            /* .alloc_buffer     = */ ggml_backend_metal_buffer_type_alloc_buffer,
+            /* .get_alignment    = */ ggml_backend_metal_buffer_type_get_alignment,
+            /* .get_max_size     = */ ggml_backend_metal_buffer_type_get_max_size,
+            /* .get_alloc_size   = */ NULL, // defaults to ggml_nbytes
+            /* .is_host          = */ ggml_backend_metal_buffer_type_is_host,
+        },
+        /* .device  = */ &g_ggml_backend_metal_device,
+        /* .context = */ NULL,
+    };
+
+    return &ggml_backend_buffer_type_metal;
+}
+
+static const char * ggml_backend_metal_buffer_from_ptr_type_get_name(ggml_backend_buffer_type_t buft) {
+    return "Metal_Mapped";
+
+    GGML_UNUSED(buft);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_metal_buffer_from_ptr_type(void) {
+    static struct ggml_backend_buffer_type ggml_backend_buffer_from_ptr_type_metal = {
+        /* .iface = */ {
+            /* .get_name         = */ ggml_backend_metal_buffer_from_ptr_type_get_name,
+            /* .alloc_buffer     = */ ggml_backend_metal_buffer_type_alloc_buffer,
+            /* .get_alignment    = */ ggml_backend_metal_buffer_type_get_alignment,
+            /* .get_max_size     = */ ggml_backend_metal_buffer_type_get_max_size,
+            /* .get_alloc_size   = */ NULL, // defaults to ggml_nbytes
+            /* .is_host          = */ ggml_backend_metal_buffer_type_is_host,
+        },
+        /* .device  = */ &g_ggml_backend_metal_device,
+        /* .context = */ NULL,
+    };
+
+    return &ggml_backend_buffer_from_ptr_type_metal;
+}
+
+// TODO: obsoleted by ggml_backend_metal_device_buffer_from_ptr
+ggml_backend_buffer_t ggml_backend_metal_buffer_from_ptr(void * data, size_t size, size_t max_size) {
+    struct ggml_backend_metal_buffer_context * ctx = calloc(1, sizeof(struct ggml_backend_metal_buffer_context));
+
+    ctx->all_data = data;
+    ctx->all_size = size;
+    ctx->owned = false;
+    ctx->n_buffers = 0;
+
+    const size_t size_page = sysconf(_SC_PAGESIZE);
+
+    // page-align the data ptr
+    {
+        const uintptr_t offs = (uintptr_t) data % size_page;
+        data  = (void *) ((char *) data - offs);
+        size += offs;
+    }
+
+    size_t size_aligned = size;
+    if ((size_aligned % size_page) != 0) {
+        size_aligned += (size_page - (size_aligned % size_page));
+    }
+
+    struct ggml_backend_metal_device_context * ctx_dev = &g_ggml_ctx_dev_main;
+    id<MTLDevice> device = ggml_backend_metal_device_acq(ctx_dev);
+
+    // the buffer fits into the max buffer size allowed by the device
+    if (size_aligned <= device.maxBufferLength) {
+        ctx->buffers[ctx->n_buffers].data  = data;
+        ctx->buffers[ctx->n_buffers].size  = size;
+        ctx->buffers[ctx->n_buffers].metal = nil;
+
+        if (size_aligned > 0) {
+            ctx->buffers[ctx->n_buffers].metal = [device newBufferWithBytesNoCopy:data length:size_aligned options:MTLResourceStorageModeShared deallocator:nil];
+
+            if (ctx->buffers[ctx->n_buffers].metal == nil) {
+                GGML_LOG_ERROR("%s: error: failed to allocate buffer, size = %8.2f MiB\n", __func__, size_aligned / 1024.0 / 1024.0);
+                return false;
+            }
+        }
+
+        ggml_backend_metal_log_allocated_size(device, size_aligned);
+
+        ++ctx->n_buffers;
+    } else {
+        // this overlap between the views will guarantee that the tensor with the maximum size will fully fit into
+        // one of the views
+        const size_t size_ovlp = ((max_size + size_page - 1) / size_page + 1) * size_page; // round-up 2 pages just in case
+        const size_t size_step = device.maxBufferLength - size_ovlp;
+        const size_t size_view = device.maxBufferLength;
+
+        for (size_t i = 0; i < size; i += size_step) {
+            const size_t size_step_aligned = (i + size_view <= size) ? size_view : (size_aligned - i);
+
+            ctx->buffers[ctx->n_buffers].data  = (void *) ((uint8_t *) data + i);
+            ctx->buffers[ctx->n_buffers].size  = size_step_aligned;
+            ctx->buffers[ctx->n_buffers].metal = nil;
+
+            if (size_step_aligned > 0) {
+                ctx->buffers[ctx->n_buffers].metal = [device newBufferWithBytesNoCopy:(void *) ((uint8_t *) data + i) length:size_step_aligned options:MTLResourceStorageModeShared deallocator:nil];
+
+                if (ctx->buffers[ctx->n_buffers].metal == nil) {
+                    GGML_LOG_ERROR("%s: error: failed to allocate buffer, size = %8.2f MiB\n", __func__, size_step_aligned / 1024.0 / 1024.0);
+                    return false;
+                }
+            }
+
+            ggml_backend_metal_log_allocated_size(device, size_step_aligned);
+
+            if (i + size_step < size) {
+                GGML_LOG_INFO("\n");
+            }
+
+            ++ctx->n_buffers;
+        }
+    }
+
+    if (!ggml_backend_metal_buffer_rset_init(ctx, ctx_dev, device)) {
+        GGML_LOG_ERROR("%s: error: failed to initialize residency set\n", __func__);
+        free(ctx);
+        ggml_backend_metal_device_rel(ctx_dev);
+        return NULL;
+    }
+
+    return ggml_backend_buffer_init(ggml_backend_metal_buffer_from_ptr_type(), ggml_backend_metal_buffer_i, ctx, size);
+}
+
+// backend
+
+static const char * ggml_backend_metal_name(ggml_backend_t backend) {
+    return "Metal";
+
+    GGML_UNUSED(backend);
+}
+
+static void ggml_backend_metal_free(ggml_backend_t backend) {
+    struct ggml_backend_metal_context        * ctx     = backend->context;
+    struct ggml_backend_metal_device_context * ctx_dev = backend->device->context;
+
+    ggml_backend_metal_device_rel(ctx_dev);
+    ggml_metal_free(ctx);
+
+    free(backend);
+}
+
+static enum ggml_status ggml_backend_metal_graph_compute(ggml_backend_t backend, struct ggml_cgraph * cgraph) {
+    return ggml_metal_graph_compute(backend, cgraph);
+}
+
+static void ggml_backend_metal_set_n_cb(ggml_backend_t backend, int n_cb) {
+    GGML_ASSERT(ggml_backend_is_metal(backend));
+
+    struct ggml_backend_metal_context * ctx = (struct ggml_backend_metal_context *)backend->context;
+
+    if (ctx->n_cb != n_cb) {
+        ctx->n_cb = MIN(n_cb, GGML_METAL_MAX_COMMAND_BUFFERS);
+
+        if (ctx->n_cb > 2) {
+            GGML_LOG_WARN("%s: n_cb = %d, using n_cb > 2 is not recommended and can degrade the performance in some cases\n", __func__, n_cb);
+        }
+    }
+
+    if (ctx->encode_async) {
+        Block_release(ctx->encode_async);
+    }
+
+    ctx->encode_async = Block_copy(^(size_t iter) {
+        const int cb_idx = iter;
+        const int n_cb_l = ctx->n_cb;
+
+        const int n_nodes_0 = ctx->n_nodes_0;
+        const int n_nodes_1 = ctx->n_nodes_1;
+
+        const int n_nodes_per_cb = ctx->n_nodes_per_cb;
+
+        id<MTLCommandBuffer> cmd_buf = ctx->cmd_bufs[cb_idx].obj;
+
+        id<MTLComputeCommandEncoder> encoder = [cmd_buf computeCommandEncoder];
+
+        int node_start = 0;
+        int node_end   = n_nodes_0;
+
+        if (cb_idx < n_cb_l) {
+            node_start = n_nodes_0 + (                                         (cb_idx + 0) * n_nodes_per_cb);
+            node_end   = n_nodes_0 + (MIN((cb_idx == n_cb_l - 1) ? n_nodes_1 : (cb_idx + 1) * n_nodes_per_cb, n_nodes_1));
+        }
+
+        const bool should_capture = ctx->capture_next_compute;
+
+        struct ggml_metal_mem_pool * mem_pool = ctx->cmd_bufs[cb_idx].mem_pool;
+        ggml_metal_mem_pool_reset(mem_pool);
+
+        for (int idx = node_start; idx < node_end; ++idx) {
+            if (should_capture) {
+                [encoder pushDebugGroup:[NSString stringWithCString:ggml_op_desc(ggml_graph_node(ctx->gf, idx)) encoding:NSUTF8StringEncoding]];
+            }
+
+            const bool res = ggml_metal_encode_node(backend, idx, encoder, mem_pool);
+
+            if (should_capture) {
+                [encoder popDebugGroup];
+            }
+
+            if (!res) {
+                break;
+            }
+        }
+
+        [encoder endEncoding];
+
+        if (cb_idx < 2 || ctx->abort_callback == NULL) {
+            [cmd_buf commit];
+        }
+    });
+}
+
+static struct ggml_backend_i ggml_backend_metal_i = {
+    /* .get_name                = */ ggml_backend_metal_name,
+    /* .free                    = */ ggml_backend_metal_free,
+    /* .set_tensor_async        = */ NULL,
+    /* .get_tensor_async        = */ NULL,
+    /* .cpy_tensor_async        = */ NULL,
+    /* .synchronize             = */ NULL,
+    /* .graph_plan_create       = */ NULL,
+    /* .graph_plan_free         = */ NULL,
+    /* .graph_plan_update       = */ NULL,
+    /* .graph_plan_compute      = */ NULL,
+    /* .graph_compute           = */ ggml_backend_metal_graph_compute,
+    /* .event_record            = */ NULL,
+    /* .event_wait              = */ NULL,
+};
+
+static ggml_guid_t ggml_backend_metal_guid(void) {
+    static ggml_guid guid = { 0x81, 0xa1, 0x8b, 0x1e, 0x71, 0xec, 0x79, 0xed, 0x2b, 0x85, 0xdc, 0x8a, 0x61, 0x98, 0x30, 0xe6 };
+    return &guid;
+}
+
+// TODO: remove in the future
+ggml_backend_t ggml_backend_metal_init(void) {
+    ggml_backend_dev_t dev = ggml_backend_reg_dev_get(ggml_backend_metal_reg(), 0);
+
+    struct ggml_backend_metal_context * ctx = ggml_metal_init(dev);
+    if (ctx == NULL) {
+        GGML_LOG_ERROR("%s: error: failed to allocate context\n", __func__);
+        return NULL;
+    }
+
+    ggml_backend_t backend = malloc(sizeof(struct ggml_backend));
+
+    *backend = (struct ggml_backend) {
+        /* .guid      = */ ggml_backend_metal_guid(),
+        /* .interface = */ ggml_backend_metal_i,
+        /* .device    = */ dev,
+        /* .context   = */ ctx,
+    };
+
+    ggml_backend_metal_set_n_cb(backend, 1);
+
+    return backend;
+}
+
+bool ggml_backend_is_metal(ggml_backend_t backend) {
+    return backend != NULL && ggml_guid_matches(backend->guid, ggml_backend_metal_guid());
+}
+
+void ggml_backend_metal_set_abort_callback(ggml_backend_t backend, ggml_abort_callback abort_callback, void * user_data) {
+    GGML_ASSERT(ggml_backend_is_metal(backend));
+
+    struct ggml_backend_metal_context * ctx = (struct ggml_backend_metal_context *)backend->context;
+
+    ctx->abort_callback = abort_callback;
+    ctx->abort_callback_data = user_data;
+}
+
+bool ggml_backend_metal_supports_family(ggml_backend_t backend, int family) {
+    GGML_ASSERT(ggml_backend_is_metal(backend));
+
+    struct ggml_backend_metal_device_context * ctx_dev = backend->device->context;
+
+    return [ctx_dev->mtl_device supportsFamily:(MTLGPUFamilyApple1 + family - 1)];
+}
+
+void ggml_backend_metal_capture_next_compute(ggml_backend_t backend) {
+    GGML_ASSERT(ggml_backend_is_metal(backend));
+
+    struct ggml_backend_metal_context * ctx = (struct ggml_backend_metal_context *)backend->context;
+    ctx->capture_next_compute = true;
+}
+
+// backend device
+
+static const char * ggml_backend_metal_device_get_name(ggml_backend_dev_t dev) {
+    return "Metal";
+
+    GGML_UNUSED(dev);
+}
+
+static const char * ggml_backend_metal_device_get_description(ggml_backend_dev_t dev) {
+    // acq/rel just to populate ctx->name in case it hasn't been done yet
+    struct ggml_backend_metal_device_context * ctx_dev = (struct ggml_backend_metal_device_context *)dev->context;
+    ggml_backend_metal_device_acq(ctx_dev);
+    ggml_backend_metal_device_rel(ctx_dev);
+
+    return ctx_dev->name;
+}
+
+static void ggml_backend_metal_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) {
+    if (@available(macOS 10.12, iOS 16.0, *)) {
+        struct ggml_backend_metal_device_context * ctx_dev = (struct ggml_backend_metal_device_context *)dev->context;
+        id<MTLDevice> device = ggml_backend_metal_device_acq(ctx_dev);
+
+        *total = device.recommendedMaxWorkingSetSize;
+        *free  = *total - device.currentAllocatedSize;
+
+        ggml_backend_metal_device_rel(ctx_dev);
+    } else {
+        *free = 1;
+        *total = 1;
+    }
+}
+
+static enum ggml_backend_dev_type ggml_backend_metal_device_get_type(ggml_backend_dev_t dev) {
+    return GGML_BACKEND_DEVICE_TYPE_GPU;
+
+    GGML_UNUSED(dev);
+}
+
+static void ggml_backend_metal_device_get_props(ggml_backend_dev_t dev, struct ggml_backend_dev_props * props) {
+    props->name        = ggml_backend_metal_device_get_name(dev);
+    props->description = ggml_backend_metal_device_get_description(dev);
+    props->type        = ggml_backend_metal_device_get_type(dev);
+    ggml_backend_metal_device_get_memory(dev, &props->memory_free, &props->memory_total);
+    props->caps = (struct ggml_backend_dev_caps) {
+        /* .async                 = */ false,
+        /* .host_buffer           = */ false,
+        /* .buffer_from_host_ptr  = */ true,
+        /* .events                = */ false,
+    };
+}
+
+static ggml_backend_t ggml_backend_metal_device_init(ggml_backend_dev_t dev, const char * params) {
+    struct ggml_backend_metal_context * ctx = ggml_metal_init(dev);
+    if (ctx == NULL) {
+        GGML_LOG_ERROR("%s: error: failed to allocate context\n", __func__);
+        return NULL;
+    }
+
+    ggml_backend_t backend = malloc(sizeof(struct ggml_backend));
+
+    *backend = (struct ggml_backend) {
+        /* .guid      = */ ggml_backend_metal_guid(),
+        /* .interface = */ ggml_backend_metal_i,
+        /* .device    = */ dev,
+        /* .context   = */ ctx,
+    };
+
+    ggml_backend_metal_set_n_cb(backend, 1);
+
+    return backend;
+
+    GGML_UNUSED(params);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_metal_device_get_buffer_type(ggml_backend_dev_t dev) {
+    return ggml_backend_metal_buffer_type();
+
+    GGML_UNUSED(dev);
+}
+
+static ggml_backend_buffer_t ggml_backend_metal_device_buffer_from_ptr(ggml_backend_dev_t dev, void * ptr, size_t size, size_t max_tensor_size) {
+    struct ggml_backend_metal_buffer_context * ctx = calloc(1, sizeof(struct ggml_backend_metal_buffer_context));
+
+    ctx->all_data = ptr;
+    ctx->all_size = size;
+    ctx->owned = false;
+    ctx->n_buffers = 0;
+
+    const size_t size_page = sysconf(_SC_PAGESIZE);
+
+    // page-align the data ptr
+    {
+        const uintptr_t offs = (uintptr_t) ptr % size_page;
+        ptr  = (void *) ((char *) ptr - offs);
+        size += offs;
+    }
+
+    size_t size_aligned = size;
+    if ((size_aligned % size_page) != 0) {
+        size_aligned += (size_page - (size_aligned % size_page));
+    }
+
+    struct ggml_backend_metal_device_context * ctx_dev = (struct ggml_backend_metal_device_context *)dev->context;
+    id<MTLDevice> device = ggml_backend_metal_device_acq(ctx_dev);
+
+    // the buffer fits into the max buffer size allowed by the device
+    if (size_aligned <= device.maxBufferLength) {
+        ctx->buffers[ctx->n_buffers].data  = ptr;
+        ctx->buffers[ctx->n_buffers].size  = size;
+        ctx->buffers[ctx->n_buffers].metal = nil;
+
+        if (size_aligned > 0) {
+            ctx->buffers[ctx->n_buffers].metal = [device newBufferWithBytesNoCopy:ptr length:size_aligned options:MTLResourceStorageModeShared deallocator:nil];
+
+            if (ctx->buffers[ctx->n_buffers].metal == nil) {
+                GGML_LOG_ERROR("%s: error: failed to allocate buffer, size = %8.2f MiB\n", __func__, size_aligned / 1024.0 / 1024.0);
+                return false;
+            }
+        }
+
+        ggml_backend_metal_log_allocated_size(device, size_aligned);
+
+        ++ctx->n_buffers;
+    } else {
+        // this overlap between the views will guarantee that the tensor with the maximum size will fully fit into
+        // one of the views
+        const size_t size_ovlp = ((max_tensor_size + size_page - 1) / size_page + 1) * size_page; // round-up 2 pages just in case
+        const size_t size_step = device.maxBufferLength - size_ovlp;
+        const size_t size_view = device.maxBufferLength;
+
+        for (size_t i = 0; i < size; i += size_step) {
+            const size_t size_step_aligned = (i + size_view <= size) ? size_view : (size_aligned - i);
+
+            ctx->buffers[ctx->n_buffers].data  = (void *) ((uint8_t *) ptr + i);
+            ctx->buffers[ctx->n_buffers].size  = size_step_aligned;
+            ctx->buffers[ctx->n_buffers].metal = nil;
+
+            if (size_step_aligned > 0) {
+                ctx->buffers[ctx->n_buffers].metal = [device newBufferWithBytesNoCopy:(void *) ((uint8_t *) ptr + i) length:size_step_aligned options:MTLResourceStorageModeShared deallocator:nil];
+
+                if (ctx->buffers[ctx->n_buffers].metal == nil) {
+                    GGML_LOG_ERROR("%s: error: failed to allocate buffer, size = %8.2f MiB\n", __func__, size_step_aligned / 1024.0 / 1024.0);
+                    return false;
+                }
+            }
+
+            ggml_backend_metal_log_allocated_size(device, size_step_aligned);
+
+            if (i + size_step < size) {
+                GGML_LOG_INFO("\n");
+            }
+
+            ++ctx->n_buffers;
+        }
+    }
+
+    if (!ggml_backend_metal_buffer_rset_init(ctx, ctx_dev, device)) {
+        GGML_LOG_ERROR("%s: error: failed to initialize residency set\n", __func__);
+        free(ctx);
+        ggml_backend_metal_device_rel(ctx_dev);
+        return NULL;
+    }
+
+    return ggml_backend_buffer_init(ggml_backend_metal_buffer_from_ptr_type(), ggml_backend_metal_buffer_i, ctx, size);
+}
+
+static bool ggml_backend_metal_device_supports_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) {
+    struct ggml_backend_metal_device_context * ctx_dev = dev->context;
+
+    return ggml_metal_supports_op(ctx_dev, op);
+}
+
+static bool ggml_backend_metal_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) {
+    return buft->iface.get_name == ggml_backend_metal_buffer_type_get_name ||
+            buft->iface.get_name == ggml_backend_metal_buffer_from_ptr_type_get_name;
+
+    GGML_UNUSED(dev);
+}
+
+static bool ggml_backend_metal_device_offload_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) {
+    return false;
+
+    GGML_UNUSED(dev);
+    GGML_UNUSED(op);
+}
+
+static struct ggml_backend_device_i ggml_backend_metal_device_i = {
+    /* .get_name             = */ ggml_backend_metal_device_get_name,
+    /* .get_description      = */ ggml_backend_metal_device_get_description,
+    /* .get_memory           = */ ggml_backend_metal_device_get_memory,
+    /* .get_type             = */ ggml_backend_metal_device_get_type,
+    /* .get_props            = */ ggml_backend_metal_device_get_props,
+    /* .init_backend         = */ ggml_backend_metal_device_init,
+    /* .get_buffer_type      = */ ggml_backend_metal_device_get_buffer_type,
+    /* .get_host_buffer_type = */ NULL,
+    /* .buffer_from_host_ptr = */ ggml_backend_metal_device_buffer_from_ptr,
+    /* .supports_op          = */ ggml_backend_metal_device_supports_op,
+    /* .supports_buft        = */ ggml_backend_metal_device_supports_buft,
+    /* .offload_op           = */ ggml_backend_metal_device_offload_op,
+    /* .event_new            = */ NULL,
+    /* .event_free           = */ NULL,
+    /* .event_synchronize    = */ NULL,
+};
+
+// backend registry
+
+static const char * ggml_backend_metal_reg_get_name(ggml_backend_reg_t reg) {
+    return "Metal";
+
+    GGML_UNUSED(reg);
+}
+
+static size_t ggml_backend_metal_reg_device_count(ggml_backend_reg_t reg) {
+    return 1;
+
+    GGML_UNUSED(reg);
+}
+
+static ggml_backend_dev_t ggml_backend_metal_reg_device_get(ggml_backend_reg_t reg, size_t index) {
+    GGML_ASSERT(index == 0);
+
+    return &g_ggml_backend_metal_device;
+
+    GGML_UNUSED(reg);
+    GGML_UNUSED(index);
+}
+
+static struct ggml_backend_feature g_ggml_backend_metal_features[] = {
+#if defined(GGML_METAL_EMBED_LIBRARY)
+    { "EMBED_LIBRARY", "1" },
+#endif
+#if defined(GGML_METAL_USE_BF16)
+    { "BF16", "1" },
+#endif
+    { nil, nil },
+};
+
+static struct ggml_backend_feature * ggml_backend_metal_get_features(ggml_backend_reg_t reg) {
+    return g_ggml_backend_metal_features;
+
+    GGML_UNUSED(reg);
+}
+
+static void * ggml_backend_metal_get_proc_address(ggml_backend_reg_t reg, const char * name) {
+    if (strcmp(name, "ggml_backend_get_features") == 0) {
+        return (void *)ggml_backend_metal_get_features;
+    }
+
+    return NULL;
+
+    GGML_UNUSED(reg);
+}
+static struct ggml_backend_reg_i ggml_backend_metal_reg_i = {
+    /* .get_name         = */ ggml_backend_metal_reg_get_name,
+    /* .device_count     = */ ggml_backend_metal_reg_device_count,
+    /* .device_get       = */ ggml_backend_metal_reg_device_get,
+    /* .get_proc_address = */ ggml_backend_metal_get_proc_address,
+};
+
+ggml_backend_reg_t ggml_backend_metal_reg(void) {
+    // TODO: make this thread-safe somehow?
+    {
+        g_ggml_backend_metal_reg = (struct ggml_backend_reg) {
+            /* .api_version = */ GGML_BACKEND_API_VERSION,
+            /* .iface       = */ ggml_backend_metal_reg_i,
+            /* .context     = */ NULL,
+        };
+
+        g_ggml_backend_metal_device = (struct ggml_backend_device) {
+            /* .iface   = */ ggml_backend_metal_device_i,
+            /* .reg     = */ &g_ggml_backend_metal_reg,
+            /* .context = */ &g_ggml_ctx_dev_main,
+        };
+    }
+
+    return &g_ggml_backend_metal_reg;
+}
+
+GGML_BACKEND_DL_IMPL(ggml_backend_metal_reg)
diff --git a/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal.metal b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal.metal
new file mode 100644
index 0000000..9cfddf4
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-metal/ggml-metal.metal
@@ -0,0 +1,7037 @@
+#define GGML_COMMON_DECL_METAL
+#define GGML_COMMON_IMPL_METAL
+#if defined(GGML_METAL_EMBED_LIBRARY)
+__embed_ggml-common.h__
+#else
+#include "ggml-common.h"
+#endif
+#include "ggml-metal-impl.h"
+
+#include <metal_stdlib>
+
+using namespace metal;
+
+#define MAX(x, y) ((x) > (y) ? (x) : (y))
+#define MIN(x, y) ((x) < (y) ? (x) : (y))
+#define SWAP(x, y) { auto tmp = (x); (x) = (y); (y) = tmp; }
+
+#define N_SIMDWIDTH 32 // assuming SIMD group size is 32
+
+// ref: https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf
+//
+// cmd:
+//   .../usr/bin/metal -dM -E -c                             ggml/src/ggml-metal/ggml-metal.metal
+//   .../usr/bin/metal -dM -E -c -target air64-apple-ios14.0 ggml/src/ggml-metal/ggml-metal.metal
+//
+#if __METAL_VERSION__ < 310 && defined(GGML_METAL_USE_BF16)
+#undef GGML_METAL_USE_BF16
+#endif
+
+#if defined(GGML_METAL_USE_BF16)
+typedef matrix<bfloat, 4, 4> bfloat4x4;
+#endif
+
+constexpr constant static float kvalues_iq4nl_f[16] = {
+    -127.f, -104.f, -83.f, -65.f, -49.f, -35.f, -22.f, -10.f, 1.f, 13.f, 25.f, 38.f, 53.f, 69.f, 89.f, 113.f
+};
+
+// NOTE: this is not dequantizing - we are simply fitting the template
+template <typename type4x4>
+void dequantize_f32(device const float4x4 * src, short il, thread type4x4 & reg) {
+    reg = (type4x4)(*src);
+}
+
+template <typename type4x4>
+void dequantize_f16(device const half4x4 * src, short il, thread type4x4 & reg) {
+    reg = (type4x4)(*src);
+}
+
+template <typename type4>
+void dequantize_f16_t4(device const half4 * src, short il, thread type4 & reg) {
+    reg = (type4)(*(src));
+}
+
+#if defined(GGML_METAL_USE_BF16)
+template <typename type4x4>
+void dequantize_bf16(device const bfloat4x4 * src, short il, thread type4x4 & reg) {
+    reg = (type4x4)(*src);
+}
+
+template <typename type4>
+void dequantize_bf16_t4(device const bfloat4 * src, short il, thread type4 & reg) {
+    reg = (type4)(*(src));
+}
+#endif
+
+template <typename type4x4>
+void dequantize_q4_0(device const block_q4_0 * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 1);
+    const float d1 = il ? (xb->d / 16.h) : xb->d;
+    const float d2 = d1 / 256.f;
+    const float md = -8.h * xb->d;
+    const ushort mask0 = il ? 0x00F0 : 0x000F;
+    const ushort mask1 = mask0 << 8;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 8; i++) {
+        reg_f[i/2][2*(i%2) + 0] = d1 * (qs[i] & mask0) + md;
+        reg_f[i/2][2*(i%2) + 1] = d2 * (qs[i] & mask1) + md;
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q4_0_t4(device const block_q4_0 * xb, short il, thread type4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 1);
+    const float d1 = (il/4) ? (xb->d / 16.h) : xb->d;
+    const float d2 = d1 / 256.f;
+    const float md = -8.h * xb->d;
+    const ushort mask0 = (il/4) ? 0x00F0 : 0x000F;
+    const ushort mask1 = mask0 << 8;
+
+    for (int i = 0; i < 2; i++) {
+        reg[2*i + 0] = d1 * (qs[2*(il%4) + i] & mask0) + md;
+        reg[2*i + 1] = d2 * (qs[2*(il%4) + i] & mask1) + md;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q4_1(device const block_q4_1 * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 2);
+    const float d1 = il ? (xb->d / 16.h) : xb->d;
+    const float d2 = d1 / 256.f;
+    const float  m = xb->m;
+    const ushort mask0 = il ? 0x00F0 : 0x000F;
+    const ushort mask1 = mask0 << 8;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 8; i++) {
+        reg_f[i/2][2*(i%2) + 0] = ((qs[i] & mask0) * d1) + m;
+        reg_f[i/2][2*(i%2) + 1] = ((qs[i] & mask1) * d2) + m;
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q4_1_t4(device const block_q4_1 * xb, short il, thread type4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 2);
+    const float d1 = (il/4) ? (xb->d / 16.h) : xb->d;
+    const float d2 = d1 / 256.f;
+    const float  m = xb->m;
+    const ushort mask0 = (il/4) ? 0x00F0 : 0x000F;
+    const ushort mask1 = mask0 << 8;
+
+    for (int i = 0; i < 2; i++) {
+        reg[2*i + 0] = d1 * (qs[2*(il%4) + i] & mask0) + m;
+        reg[2*i + 1] = d2 * (qs[2*(il%4) + i] & mask1) + m;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q5_0(device const block_q5_0 * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 3);
+    const float d = xb->d;
+    const float md = -16.h * xb->d;
+    const ushort mask = il ? 0x00F0 : 0x000F;
+
+    const uint32_t qh = *((device const uint32_t *)xb->qh);
+
+    const int x_mv = il ? 4 : 0;
+
+    const int gh_mv = il ? 12 : 0;
+    const int gh_bk = il ?  0 : 4;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 8; i++) {
+        // extract the 5-th bits for x0 and x1
+        const uint8_t xh_0 = ((qh >> (gh_mv + 2*i  )) << gh_bk) & 0x10;
+        const uint8_t xh_1 = ((qh >> (gh_mv + 2*i+1)) << gh_bk) & 0x10;
+
+        // combine the 4-bits from qs with the 5th bit
+        const int32_t x0 = ((((qs[i]     ) & mask) >> x_mv) | xh_0);
+        const int32_t x1 = ((((qs[i] >> 8) & mask) >> x_mv) | xh_1);
+
+        reg_f[i/2][2*(i%2) + 0] = d * x0 + md;
+        reg_f[i/2][2*(i%2) + 1] = d * x1 + md;
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q5_0_t4(device const block_q5_0 * xb, short il, thread type4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 3);
+    const float d = xb->d;
+    const float md = -16.h * xb->d;
+    const ushort mask = (il/4) ? 0x00F0 : 0x000F;
+
+    const uint32_t qh = *((device const uint32_t *)xb->qh);
+
+    const int x_mv = (il/4) ? 4 : 0;
+
+    const int gh_mv = (il/4) ? 12 : 0;
+    const int gh_bk = (il/4) ?  0 : 4;
+
+    for (int ii = 0; ii < 2; ii++) {
+        int i = 2*(il%4) + ii;
+
+        // extract the 5-th bits for x0 and x1
+        const uint8_t xh_0 = ((qh >> (gh_mv + 2*i  )) << gh_bk) & 0x10;
+        const uint8_t xh_1 = ((qh >> (gh_mv + 2*i+1)) << gh_bk) & 0x10;
+
+        // combine the 4-bits from qs with the 5th bit
+        const int32_t x0 = ((((qs[i]     ) & mask) >> x_mv) | xh_0);
+        const int32_t x1 = ((((qs[i] >> 8) & mask) >> x_mv) | xh_1);
+
+        reg[2*ii + 0] = d * x0 + md;
+        reg[2*ii + 1] = d * x1 + md;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q5_1(device const block_q5_1 * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 4);
+    const float d = xb->d;
+    const float m = xb->m;
+    const ushort mask = il ? 0x00F0 : 0x000F;
+
+    const uint32_t qh = *((device const uint32_t *)xb->qh);
+
+    const int x_mv = il ? 4 : 0;
+
+    const int gh_mv = il ? 12 : 0;
+    const int gh_bk = il ?  0 : 4;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 8; i++) {
+        // extract the 5-th bits for x0 and x1
+        const uint8_t xh_0 = ((qh >> (gh_mv + 2*i  )) << gh_bk) & 0x10;
+        const uint8_t xh_1 = ((qh >> (gh_mv + 2*i+1)) << gh_bk) & 0x10;
+
+        // combine the 4-bits from qs with the 5th bit
+        const int32_t x0 = ((((qs[i]     ) & mask) >> x_mv) | xh_0);
+        const int32_t x1 = ((((qs[i] >> 8) & mask) >> x_mv) | xh_1);
+
+        reg_f[i/2][2*(i%2) + 0] = d * x0 + m;
+        reg_f[i/2][2*(i%2) + 1] = d * x1 + m;
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q5_1_t4(device const block_q5_1 * xb, short il, thread type4 & reg) {
+    device const uint16_t * qs = ((device const uint16_t *)xb + 4);
+    const float d = xb->d;
+    const float m = xb->m;
+    const ushort mask = (il/4) ? 0x00F0 : 0x000F;
+
+    const uint32_t qh = *((device const uint32_t *)xb->qh);
+
+    const int x_mv = (il/4) ? 4 : 0;
+
+    const int gh_mv = (il/4) ? 12 : 0;
+    const int gh_bk = (il/4) ?  0 : 4;
+
+    for (int ii = 0; ii < 2; ii++) {
+        int i = 2*(il%4) + ii;
+
+        // extract the 5-th bits for x0 and x1
+        const uint8_t xh_0 = ((qh >> (gh_mv + 2*i  )) << gh_bk) & 0x10;
+        const uint8_t xh_1 = ((qh >> (gh_mv + 2*i+1)) << gh_bk) & 0x10;
+
+        // combine the 4-bits from qs with the 5th bit
+        const int32_t x0 = ((((qs[i]     ) & mask) >> x_mv) | xh_0);
+        const int32_t x1 = ((((qs[i] >> 8) & mask) >> x_mv) | xh_1);
+
+        reg[2*ii + 0] = d * x0 + m;
+        reg[2*ii + 1] = d * x1 + m;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q8_0(device const block_q8_0 *xb, short il, thread type4x4 & reg) {
+    device const int8_t * qs = ((device const int8_t *)xb->qs);
+    const float d = xb->d;
+
+    float4x4 reg_f;
+
+    for (int i = 0; i < 16; i++) {
+        reg_f[i/4][i%4] = (qs[i + 16*il] * d);
+    }
+
+    reg = (type4x4) reg_f;
+}
+
+template <typename type4>
+void dequantize_q8_0_t4(device const block_q8_0 *xb, short il, thread type4 & reg) {
+    device const int8_t * qs = ((device const int8_t *)xb->qs);
+    const float d = xb->d;
+
+    for (int i = 0; i < 4; i++) {
+        reg[i] = (qs[4*(il%4) + i + 16*(il/4)] * d);
+    }
+}
+
+template <typename type4x4>
+void dequantize_q2_K(device const block_q2_K *xb, short il, thread type4x4 & reg) {
+    const float d = xb->d;
+    const float min = xb->dmin;
+    device const uint8_t * q = (device const uint8_t *)xb->qs;
+    float dl, ml;
+    uint8_t sc = xb->scales[il];
+
+    q = q + 32*(il/8) + 16*(il&1);
+    il = (il/2)%4;
+
+    half  coef = il>1 ? (il>2 ? 1/64.h : 1/16.h) : (il>0 ? 1/4.h : 1.h);
+    uchar mask = il>1 ? (il>2 ? 192    : 48)     : (il>0 ? 12    : 3);
+    dl = d * (sc & 0xF) * coef, ml = min * (sc >> 4);
+    for (int i = 0; i < 16; ++i) {
+        reg[i/4][i%4] = dl * (q[i] & mask) - ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q3_K(device const block_q3_K *xb, short il, thread type4x4 & reg) {
+    const half d_all = xb->d;
+    device const uint8_t * q = (device const uint8_t *)xb->qs;
+    device const uint8_t * h = (device const uint8_t *)xb->hmask;
+    device const int8_t * scales = (device const int8_t *)xb->scales;
+
+    q = q + 32 * (il/8) + 16 * (il&1);
+    h = h + 16 * (il&1);
+    uint8_t m = 1 << (il/2);
+    uint16_t kmask1 = (il/4)>1 ? ((il/4)>2 ? 192 : 48) : \
+                                 ((il/4)>0 ? 12  : 3);
+    uint16_t kmask2 = il/8 ? 0xF0 : 0x0F;
+    uint16_t scale_2 = scales[il%8], scale_1 = scales[8 + il%4];
+    int16_t  dl_int = (il/4)&1 ? (scale_2&kmask2) | ((scale_1&kmask1) << 2)
+                               : (scale_2&kmask2) | ((scale_1&kmask1) << 4);
+    float dl = il<8 ? d_all * (dl_int - 32.f) : d_all * (dl_int / 16.f - 32.f);
+    const float ml = 4.f * dl;
+
+    il = (il/2) & 3;
+    const half    coef = il>1 ? (il>2 ? 1/64.h : 1/16.h) : (il>0 ? 1/4.h : 1.h);
+    const uint8_t mask = il>1 ? (il>2 ? 192    : 48)     : (il>0 ? 12    : 3);
+    dl *= coef;
+
+    for (int i = 0; i < 16; ++i) {
+        reg[i/4][i%4] = dl * (q[i] & mask) - (h[i] & m ? 0 : ml);
+    }
+}
+
+static inline uchar2 get_scale_min_k4_just2(int j, int k, device const uchar * q) {
+    return j < 4 ? uchar2{uchar(q[j+0+k] & 63), uchar(q[j+4+k] & 63)}
+                 : uchar2{uchar((q[j+4+k] & 0xF) | ((q[j-4+k] & 0xc0) >> 2)), uchar((q[j+4+k] >> 4) | ((q[j-0+k] & 0xc0) >> 2))};
+}
+
+template <typename type4x4>
+void dequantize_q4_K(device const block_q4_K * xb, short il, thread type4x4 & reg) {
+    device const uchar * q = xb->qs;
+
+    short is = (il/4) * 2;
+    q = q + (il/4) * 32 + 16 * (il&1);
+    il = il & 3;
+    const uchar2 sc = get_scale_min_k4_just2(is, il/2, xb->scales);
+    const float d   = il < 2 ? xb->d : xb->d / 16.h;
+    const float min = xb->dmin;
+    const float dl = d * sc[0];
+    const float ml = min * sc[1];
+
+    const ushort mask = il < 2 ? 0x0F : 0xF0;
+    for (int i = 0; i < 16; ++i) {
+        reg[i/4][i%4] = dl * (q[i] & mask) - ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q5_K(device const block_q5_K *xb, short il, thread type4x4 & reg) {
+    device const uint8_t * q  = xb->qs;
+    device const uint8_t * qh = xb->qh;
+
+    short is = (il/4) * 2;
+    q  = q + 32 * (il/4) + 16 * (il&1);
+    qh = qh + 16 * (il&1);
+    uint8_t ul = 1 << (il/2);
+    il = il & 3;
+    const uchar2 sc = get_scale_min_k4_just2(is, il/2, xb->scales);
+    const float d = il < 2 ? xb->d : xb->d / 16.f;
+    const float min = xb->dmin;
+    const float dl = d * sc[0];
+    const float ml = min * sc[1];
+
+    const ushort mask  = il<2 ? 0x0F : 0xF0;
+    const float qh_val = il<2 ? 16.f : 256.f;
+    for (int i = 0; i < 16; ++i) {
+        reg[i/4][i%4] = dl * ((q[i] & mask) + (qh[i] & ul ? qh_val : 0)) - ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_q6_K(device const block_q6_K *xb, short il, thread type4x4 & reg) {
+    const half d_all = xb->d;
+    device const uint16_t * ql = (device const uint16_t *)xb->ql;
+    device const uint16_t * qh = (device const uint16_t *)xb->qh;
+    device const int8_t * scales = (device const int8_t *)xb->scales;
+
+    ql = ql + 32*(il/8) + 16*((il/2)&1) + 8*(il&1);
+    qh = qh + 16*(il/8) + 8*(il&1);
+    float sc = scales[(il%2) + 2 * ((il/2))];
+    il = (il/2) & 3;
+
+    const uint32_t kmask1 = il>1 ? (il>2 ? 0xC0C0C0C0 : 0x30303030) : (il>0 ? 0x0C0C0C0C : 0x03030303);
+    const uint32_t kmask2 = il>1 ? 0xF0F0F0F0                       : 0x0F0F0F0F;
+    const float ml = d_all * sc * 32.f;
+    const float dl0 = d_all * sc;
+    const float dl1 = dl0 / 256.f;
+    const float dl2 = dl0 / (256.f * 256.f);
+    const float dl3 = dl0 / (256.f * 256.f * 256.f);
+    const uint8_t shr_h = il>2 ? 2 : 0;
+    const uint8_t shl_h = il>1 ? 0 : (il>0 ? 2 : 4);
+    const uint8_t shr_l = il>1 ? 4 : 0;
+    for (int i = 0; i < 4; ++i) {
+        const uint32_t  low = (ql[2*i] | (uint32_t)(ql[2*i+1] << 16)) & kmask2;
+        const uint32_t high = (qh[2*i] | (uint32_t)(qh[2*i+1] << 16)) & kmask1;
+        const uint32_t q = ((high << shl_h) >> shr_h) | (low >> shr_l);
+        reg[i][0] = dl0 *  ((half)(q & 0xFF))       - ml;
+        reg[i][1] = dl1 * ((float)(q & 0xFF00))     - ml;
+        reg[i][2] = dl2 * ((float)(q & 0xFF0000))   - ml;
+        reg[i][3] = dl3 * ((float)(q & 0xFF000000)) - ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq2_xxs(device const block_iq2_xxs * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    // each block of 32 needs 2 uint32_t's for the quants & scale, so 4 uint16_t's.
+    device const uint16_t * q2 = xb->qs + 4*ib32;
+    const uint32_t aux32_g = q2[0] | (q2[1] << 16);
+    const uint32_t aux32_s = q2[2] | (q2[3] << 16);
+    thread const uint8_t * aux8 = (thread const uint8_t *)&aux32_g;
+    const float dl = d * (0.5f + (aux32_s >> 28)) * 0.25f;
+    constant uint8_t * grid = (constant uint8_t *)(iq2xxs_grid + aux8[2*il+0]);
+    uint8_t signs = ksigns_iq2xs[(aux32_s >> 14*il) & 127];
+    for (int i = 0; i < 8; ++i) {
+        reg[i/4][i%4] = dl * grid[i] * (signs & kmask_iq2xs[i] ? -1.f : 1.f);
+    }
+    grid = (constant uint8_t *)(iq2xxs_grid + aux8[2*il+1]);
+    signs = ksigns_iq2xs[(aux32_s >> (14*il+7)) & 127];
+    for (int i = 0; i < 8; ++i) {
+        reg[2+i/4][i%4] = dl * grid[i] * (signs & kmask_iq2xs[i] ? -1.f : 1.f);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq2_xs(device const block_iq2_xs * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint16_t * q2 = xb->qs + 4*ib32;
+    const float dl = d * (0.5f + ((xb->scales[ib32] >> 4*il) & 0xf)) * 0.25f;
+    constant uint8_t * grid = (constant uint8_t *)(iq2xs_grid + (q2[2*il+0] & 511));
+    uint8_t signs = ksigns_iq2xs[q2[2*il+0] >> 9];
+    for (int i = 0; i < 8; ++i) {
+        reg[i/4][i%4] = dl * grid[i] * (signs & kmask_iq2xs[i] ? -1.f : 1.f);
+    }
+    grid = (constant uint8_t *)(iq2xs_grid + (q2[2*il+1] & 511));
+    signs = ksigns_iq2xs[q2[2*il+1] >> 9];
+    for (int i = 0; i < 8; ++i) {
+        reg[2+i/4][i%4] = dl * grid[i] * (signs & kmask_iq2xs[i] ? -1.f : 1.f);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq3_xxs(device const block_iq3_xxs * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint8_t * q3 = xb->qs + 8*ib32;
+    device const uint16_t * gas = (device const uint16_t *)(xb->qs + QK_K/4) + 2*ib32;
+    const uint32_t aux32 = gas[0] | (gas[1] << 16);
+    const float dl = d * (0.5f + (aux32 >> 28)) * 0.5f;
+    constant uint8_t * grid1 = (constant uint8_t *)(iq3xxs_grid + q3[4*il+0]);
+    constant uint8_t * grid2 = (constant uint8_t *)(iq3xxs_grid + q3[4*il+1]);
+    uint8_t signs = ksigns_iq2xs[(aux32 >> 14*il) & 127];
+    for (int i = 0; i < 4; ++i) {
+        reg[0][i] = dl * grid1[i] * (signs & kmask_iq2xs[i+0] ? -1.f : 1.f);
+        reg[1][i] = dl * grid2[i] * (signs & kmask_iq2xs[i+4] ? -1.f : 1.f);
+    }
+    grid1 = (constant uint8_t *)(iq3xxs_grid + q3[4*il+2]);
+    grid2 = (constant uint8_t *)(iq3xxs_grid + q3[4*il+3]);
+    signs = ksigns_iq2xs[(aux32 >> (14*il+7)) & 127];
+    for (int i = 0; i < 4; ++i) {
+        reg[2][i] = dl * grid1[i] * (signs & kmask_iq2xs[i+0] ? -1.f : 1.f);
+        reg[3][i] = dl * grid2[i] * (signs & kmask_iq2xs[i+4] ? -1.f : 1.f);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq3_s(device const block_iq3_s * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint8_t * qs = xb->qs + 8*ib32;
+    device const uint8_t * signs = xb->signs + 4*ib32 + 2*il;
+    const uint8_t qh = xb->qh[ib32] >> 4*il;
+    const float dl = d * (1 + 2*((xb->scales[ib32/2] >> 4*(ib32%2)) & 0xf));
+    constant uint8_t * grid1 = (constant uint8_t *)(iq3s_grid + (qs[4*il+0] | ((qh << 8) & 256)));
+    constant uint8_t * grid2 = (constant uint8_t *)(iq3s_grid + (qs[4*il+1] | ((qh << 7) & 256)));
+    for (int i = 0; i < 4; ++i) {
+        reg[0][i] = dl * grid1[i] * select(1, -1, signs[0] & kmask_iq2xs[i+0]);
+        reg[1][i] = dl * grid2[i] * select(1, -1, signs[0] & kmask_iq2xs[i+4]);
+    }
+    grid1 = (constant uint8_t *)(iq3s_grid + (qs[4*il+2] | ((qh << 6) & 256)));
+    grid2 = (constant uint8_t *)(iq3s_grid + (qs[4*il+3] | ((qh << 5) & 256)));
+    for (int i = 0; i < 4; ++i) {
+        reg[2][i] = dl * grid1[i] * select(1, -1, signs[1] & kmask_iq2xs[i+0]);
+        reg[3][i] = dl * grid2[i] * select(1, -1, signs[1] & kmask_iq2xs[i+4]);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq2_s(device const block_iq2_s * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const float d = xb->d;
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint8_t * qs = xb->qs + 4*ib32 + 2*il;
+    device const uint8_t * signs = qs + QK_K/8;
+    const uint8_t qh = xb->qh[ib32] >> 4*il;
+    const float dl = d * (0.5f + ((xb->scales[ib32] >> 4*il) & 0xf)) * 0.25f;
+    constant uint8_t * grid1 = (constant uint8_t *)(iq2s_grid + (qs[0] | ((qh << 8) & 0x300)));
+    constant uint8_t * grid2 = (constant uint8_t *)(iq2s_grid + (qs[1] | ((qh << 6) & 0x300)));
+    for (int i = 0; i < 8; ++i) {
+        reg[i/4+0][i%4] = dl * grid1[i] * select(1, -1, signs[0] & kmask_iq2xs[i]);
+        reg[i/4+2][i%4] = dl * grid2[i] * select(1, -1, signs[1] & kmask_iq2xs[i]);
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq1_s(device const block_iq1_s * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const int ib32 = il/2;
+    il = il%2;
+    const float d = xb->d;
+    device const uint8_t  * qs = xb->qs + 4*ib32 + 2*il;
+    device const uint16_t * qh = xb->qh;
+    const float dl = d * (2*((qh[ib32] >> 12) & 7) + 1);
+    const float ml = dl * (qh[ib32] & 0x8000 ? -1 - IQ1S_DELTA : -1 + IQ1S_DELTA);
+    const uint16_t h = qh[ib32] >> 6*il;
+    constant uint8_t * grid1 = (constant uint8_t *)(iq1s_grid_gpu + (qs[0] | ((h << 8) & 0x700)));
+    constant uint8_t * grid2 = (constant uint8_t *)(iq1s_grid_gpu + (qs[1] | ((h << 5) & 0x700)));
+    for (int i = 0; i < 4; ++i) {
+        reg[0][i] = dl * (grid1[i] & 0xf) + ml;
+        reg[1][i] = dl * (grid1[i] >>  4) + ml;
+        reg[2][i] = dl * (grid2[i] & 0xf) + ml;
+        reg[3][i] = dl * (grid2[i] >>  4) + ml;
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq1_m(device const block_iq1_m * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const int ib32 = il/2;
+    il = il%2;
+    device const uint16_t * sc = (device const uint16_t *)xb->scales;
+
+    iq1m_scale_t scale;
+    scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+    const float d = scale.f16;
+
+    device const uint8_t * qs = xb->qs + 4*ib32 + 2*il;
+    device const uint8_t * qh = xb->qh + 2*ib32 + il;
+
+    const float dl  = d * (2*((sc[ib32/2] >> (6*(ib32%2)+3*il)) & 7) + 1);
+    const float ml1 = dl * (qh[0] & 0x08 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA);
+    const float ml2 = dl * (qh[0] & 0x80 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA);
+    constant uint8_t * grid1 = (constant uint8_t *)(iq1s_grid_gpu + (qs[0] | ((qh[0] << 8) & 0x700)));
+    constant uint8_t * grid2 = (constant uint8_t *)(iq1s_grid_gpu + (qs[1] | ((qh[0] << 4) & 0x700)));
+    for (int i = 0; i < 4; ++i) {
+        reg[0][i] = dl * (grid1[i] & 0xf) + ml1;
+        reg[1][i] = dl * (grid1[i] >>  4) + ml1;
+        reg[2][i] = dl * (grid2[i] & 0xf) + ml2;
+        reg[3][i] = dl * (grid2[i] >>  4) + ml2;
+    }
+}
+
+template <typename type4x4>
+void dequantize_iq4_nl(device const block_iq4_nl * xb, short il, thread type4x4 & reg) {
+    device const uint16_t * q4 = (device const uint16_t *)xb->qs;
+    const float d = xb->d;
+    uint32_t aux32;
+    thread const uint8_t * q8 = (thread const uint8_t *)&aux32;
+    for (int i = 0; i < 4; ++i) {
+        aux32 = ((q4[2*i] | (q4[2*i+1] << 16)) >> 4*il) & 0x0f0f0f0f;
+        reg[i][0] = d * kvalues_iq4nl_f[q8[0]];
+        reg[i][1] = d * kvalues_iq4nl_f[q8[1]];
+        reg[i][2] = d * kvalues_iq4nl_f[q8[2]];
+        reg[i][3] = d * kvalues_iq4nl_f[q8[3]];
+    }
+}
+
+template <typename type4>
+void dequantize_iq4_nl_t4(device const block_iq4_nl * xb, short il, thread type4 & reg) {
+    device const uint16_t * q4 = (device const uint16_t *)xb->qs;
+    const float d = xb->d;
+    uint32_t aux32;
+    thread const uint8_t * q8 = (thread const uint8_t *)&aux32;
+    aux32 = ((q4[2*(il%4)] | (q4[2*(il%4)+1] << 16)) >> 4*(il/4)) & 0x0f0f0f0f;
+    reg[0] = d * kvalues_iq4nl_f[q8[0]];
+    reg[1] = d * kvalues_iq4nl_f[q8[1]];
+    reg[2] = d * kvalues_iq4nl_f[q8[2]];
+    reg[3] = d * kvalues_iq4nl_f[q8[3]];
+}
+
+template <typename type4x4>
+void dequantize_iq4_xs(device const block_iq4_xs * xb, short il, thread type4x4 & reg) {
+    // il is 0...15 for QK_K = 256 => index of block of 32 is il/2
+    const int ib32 = il/2;
+    il = il%2;
+    // il = 0 or 1. il = 0 processes the first 16 quants in a block of 32, il = 1 the second 16
+    device const uint32_t * q4 = (device const uint32_t *)xb->qs + 4*ib32;
+    const int ls = ((xb->scales_l[ib32/2] >> 4*(ib32%2)) & 0xf) | (((xb->scales_h >> 2*ib32) & 3) << 4);
+    const float d = (float)xb->d * (ls - 32);
+    uint32_t aux32;
+    thread const uint8_t * q8 = (thread const uint8_t *)&aux32;
+    for (int i = 0; i < 4; ++i) {
+        aux32 = (q4[i] >> 4*il) & 0x0f0f0f0f;
+        reg[i][0] = d * kvalues_iq4nl_f[q8[0]];
+        reg[i][1] = d * kvalues_iq4nl_f[q8[1]];
+        reg[i][2] = d * kvalues_iq4nl_f[q8[2]];
+        reg[i][3] = d * kvalues_iq4nl_f[q8[3]];
+    }
+}
+
+enum ggml_sort_order {
+    GGML_SORT_ORDER_ASC,
+    GGML_SORT_ORDER_DESC,
+};
+
+// general-purpose kernel for addition, subtraction, multiplication and division of two tensors
+// pros: works for non-contiguous tensors, supports broadcast across all dims
+// cons: not very efficient
+kernel void kernel_add(
+        constant ggml_metal_kargs_bin & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig.z;
+    const int i02 = tgpig.y;
+    const int i01 = tgpig.x;
+
+    const int i13 = i03%args.ne13;
+    const int i12 = i02%args.ne12;
+    const int i11 = i01%args.ne11;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + args.offs;
+    device const char * src1_ptr = src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11;
+    device       char * dst_ptr  = dst  + i03*args.nb3  + i02*args.nb2  + i01*args.nb1  + args.offs;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i10 = i0%args.ne10;
+        *((device float *)(dst_ptr + i0*args.nb0)) = *((device float *)(src0_ptr + i0*args.nb00)) + *((device float *)(src1_ptr + i10*args.nb10));
+    }
+}
+
+kernel void kernel_sub(
+        constant ggml_metal_kargs_bin & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig.z;
+    const int i02 = tgpig.y;
+    const int i01 = tgpig.x;
+
+    const int i13 = i03%args.ne13;
+    const int i12 = i02%args.ne12;
+    const int i11 = i01%args.ne11;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + args.offs;
+    device const char * src1_ptr = src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11;
+    device       char * dst_ptr  = dst  + i03*args.nb3  + i02*args.nb2  + i01*args.nb1  + args.offs;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i10 = i0%args.ne10;
+        *((device float *)(dst_ptr + i0*args.nb0)) = *((device float *)(src0_ptr + i0*args.nb00)) - *((device float *)(src1_ptr + i10*args.nb10));
+    }
+}
+
+kernel void kernel_mul(
+        constant ggml_metal_kargs_bin & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig.z;
+    const int i02 = tgpig.y;
+    const int i01 = tgpig.x;
+
+    const int i13 = i03%args.ne13;
+    const int i12 = i02%args.ne12;
+    const int i11 = i01%args.ne11;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01;
+    device const char * src1_ptr = src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11;
+    device       char * dst_ptr  = dst  + i03*args.nb3  + i02*args.nb2  + i01*args.nb1;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i10 = i0%args.ne10;
+        *((device float *)(dst_ptr + i0*args.nb0)) = *((device float *)(src0_ptr + i0*args.nb00)) * *((device float *)(src1_ptr + i10*args.nb10));
+    }
+}
+
+kernel void kernel_div(
+        constant ggml_metal_kargs_bin & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig.z;
+    const int i02 = tgpig.y;
+    const int i01 = tgpig.x;
+
+    const int i13 = i03%args.ne13;
+    const int i12 = i02%args.ne12;
+    const int i11 = i01%args.ne11;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01;
+    device const char * src1_ptr = src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11;
+    device       char * dst_ptr  = dst  + i03*args.nb3  + i02*args.nb2  + i01*args.nb1;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i10 = i0%args.ne10;
+        *((device float *)(dst_ptr + i0*args.nb0)) = *((device float *)(src0_ptr + i0*args.nb00)) / *((device float *)(src1_ptr + i10*args.nb10));
+    }
+}
+
+template<typename T>
+kernel void kernel_repeat(
+        constant ggml_metal_kargs_repeat & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i3 = tgpig.z;
+    const int i2 = tgpig.y;
+    const int i1 = tgpig.x;
+
+    const int i03 = i3%args.ne03;
+    const int i02 = i2%args.ne02;
+    const int i01 = i1%args.ne01;
+
+    device const char * src0_ptr = src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01;
+    device       char * dst_ptr  = dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int i00 = i0%args.ne00;
+        *((device T *)(dst_ptr + i0*args.nb0)) = *((device T *)(src0_ptr + i00*args.nb00));
+    }
+}
+
+typedef decltype(kernel_repeat<float>) kernel_repeat_t;
+
+template [[host_name("kernel_repeat_f32")]] kernel kernel_repeat_t kernel_repeat<float>;
+template [[host_name("kernel_repeat_f16")]] kernel kernel_repeat_t kernel_repeat<half>;
+template [[host_name("kernel_repeat_i32")]] kernel kernel_repeat_t kernel_repeat<int>;
+template [[host_name("kernel_repeat_i16")]] kernel kernel_repeat_t kernel_repeat<short>;
+
+// assumption: src1 is a row
+// broadcast src1 into src0
+kernel void kernel_add_row(
+        constant ggml_metal_kargs_bin & args,
+        device const float4 * src0,
+        device const float4 * src1,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    const uint nb = args.ne00/4;
+    dst[tpig] = src0[tpig] + src1[tpig % nb];
+}
+
+kernel void kernel_sub_row(
+        constant ggml_metal_kargs_bin & args,
+        device const float4 * src0,
+        device const float4 * src1,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    const uint nb = args.ne00/4;
+    dst[tpig] = src0[tpig] - src1[tpig % nb];
+}
+
+kernel void kernel_mul_row(
+        constant ggml_metal_kargs_bin & args,
+        device const float4 * src0,
+        device const float4 * src1,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    const uint nb = args.ne00/4;
+    dst[tpig] = src0[tpig] * src1[tpig % nb];
+}
+
+kernel void kernel_div_row(
+        constant ggml_metal_kargs_bin & args,
+        device const float4 * src0,
+        device const float4 * src1,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    const uint nb = args.ne00/4;
+    dst[tpig] = src0[tpig] / src1[tpig % nb];
+}
+
+kernel void kernel_scale(
+        device const float * src0,
+        device       float * dst,
+        constant     float & scale,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] * scale;
+}
+
+kernel void kernel_scale_4(
+        device const float4 * src0,
+        device       float4 * dst,
+        constant     float  & scale,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] * scale;
+}
+
+kernel void kernel_clamp(
+        device const float * src0,
+        device       float * dst,
+        constant     float & min,
+        constant     float & max,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] < min ? min : (src0[tpig] > max ? max : src0[tpig]);
+}
+
+kernel void kernel_relu(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = max(0.0f, src0[tpig]);
+}
+
+kernel void kernel_sigmoid(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = 1.0f / (1.0f + exp(-src0[tpig]));
+}
+
+kernel void kernel_tanh(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+    dst[tpig] = precise::tanh(x);
+}
+
+constant float GELU_COEF_A     = 0.044715f;
+constant float GELU_QUICK_COEF = -1.702f;
+constant float SQRT_2_OVER_PI  = 0.79788456080286535587989211986876f;
+
+kernel void kernel_gelu(
+    device const float * src0,
+    device       float * dst,
+    uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+
+    dst[tpig] = 0.5f*x*(1.0f + precise::tanh(SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x)));
+}
+
+kernel void kernel_gelu_4(
+    device const float4 * src0,
+    device       float4 * dst,
+    uint tpig[[thread_position_in_grid]]) {
+    device const float4 & x = src0[tpig];
+
+    // BEWARE !!!
+    // Simply using "tanh" instead of "precise::tanh" will sometimes results in NaNs!
+    // This was observed with Falcon 7B and 40B models
+    //
+    dst[tpig] = 0.5f*x*(1.0f + precise::tanh(SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x)));
+}
+
+kernel void kernel_gelu_quick(
+    device const float * src0,
+    device       float * dst,
+    uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+
+    dst[tpig] = x*(1.0f/(1.0f+exp(GELU_QUICK_COEF*x)));
+}
+
+kernel void kernel_gelu_quick_4(
+    device const float4 * src0,
+    device       float4 * dst,
+    uint tpig[[thread_position_in_grid]]) {
+    device const float4 & x = src0[tpig];
+
+    dst[tpig] = x*(1.0f/(1.0f+exp(GELU_QUICK_COEF*x)));
+}
+
+kernel void kernel_silu(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+    dst[tpig] = x / (1.0f + exp(-x));
+}
+
+kernel void kernel_silu_4(
+        device const float4 * src0,
+        device       float4 * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    device const float4 & x = src0[tpig];
+    dst[tpig] = x / (1.0f + exp(-x));
+}
+
+kernel void kernel_elu(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    device const float & x = src0[tpig];
+    dst[tpig] = (x > 0.0f) ? x : (exp(x) - 1.0f);
+}
+
+kernel void kernel_sqr(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] * src0[tpig];
+}
+
+kernel void kernel_sqrt(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = sqrt(src0[tpig]);
+}
+
+kernel void kernel_sin(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = sin(src0[tpig]);
+}
+
+kernel void kernel_cos(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = cos(src0[tpig]);
+}
+
+kernel void kernel_neg(
+        device const float * src0,
+        device       float * dst,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = -src0[tpig];
+}
+
+kernel void kernel_sum_rows(
+        device const float * src0,
+        device       float * dst,
+        constant ggml_metal_kargs_sum_rows & args,
+        uint3 tpig[[thread_position_in_grid]]) {
+    int64_t i3 = tpig.z;
+    int64_t i2 = tpig.y;
+    int64_t i1 = tpig.x;
+
+    if (i3 >= args.ne03 || i2 >= args.ne02 || i1 >= args.ne01) {
+        return;
+    }
+
+    device const float * src_row = (device const float *) ((device const char *) src0 + i1*args.nb01 + i2*args.nb02 + i3*args.nb03);
+    device       float * dst_row = (device       float *) ((device       char *) dst  + i1*args.nb1  + i2*args.nb2  + i3*args.nb3);
+
+    float row_sum = 0;
+
+    for (int64_t i0 = 0; i0 < args.ne00; i0++) {
+        row_sum += src_row[i0];
+    }
+
+    dst_row[0] = row_sum;
+}
+
+template<typename T>
+kernel void kernel_soft_max(
+        device const  char * src0,
+        device const  char * src1,
+        device        char * dst,
+        constant ggml_metal_kargs_soft_max & args,
+        threadgroup  float * buf [[threadgroup(0)]],
+        uint  tgpig[[threadgroup_position_in_grid]],
+        uint  tpitg[[thread_position_in_threadgroup]],
+        uint  sgitg[[simdgroup_index_in_threadgroup]],
+        uint  tiisg[[thread_index_in_simdgroup]],
+        uint    ntg[[threads_per_threadgroup]]) {
+    const int64_t i03 = (tgpig) / (args.ne02*args.ne01);
+    const int64_t i02 = (tgpig - i03*args.ne02*args.ne01) / args.ne01;
+    const int64_t i01 = (tgpig - i03*args.ne02*args.ne01 - i02*args.ne01);
+
+    device const float * psrc0 = (device const float *) src0 + (i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00);
+    device const     T * pmask = src1 != src0 ? (device const    T *) src1         + i01*args.ne00 : nullptr;
+    device       float * pdst  = (device       float *) dst  + (i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00);
+
+    float slope = 1.0f;
+
+    // ALiBi
+    if (args.max_bias > 0.0f) {
+        const int64_t h = i02;
+
+        const float base = h < args.n_head_log2 ? args.m0 : args.m1;
+        const int   exp  = h < args.n_head_log2 ? h + 1 : 2*(h - args.n_head_log2) + 1;
+
+        slope = pow(base, exp);
+    }
+
+    // parallel max
+    float lmax = -INFINITY;
+
+    for (int i00 = tpitg; i00 < args.ne00; i00 += ntg) {
+        lmax = MAX(lmax, psrc0[i00]*args.scale + (pmask ? slope*pmask[i00] : 0.0f));
+    }
+
+    // find the max value in the block
+    float max_val = simd_max(lmax);
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = -INFINITY;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = max_val;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        max_val = buf[tiisg];
+        max_val = simd_max(max_val);
+    }
+
+    // parallel sum
+    float lsum = 0.0f;
+    for (int i00 = tpitg; i00 < args.ne00; i00 += ntg) {
+        const float exp_psrc0 = exp((psrc0[i00]*args.scale + (pmask ? slope*pmask[i00] : 0.0f)) - max_val);
+        lsum += exp_psrc0;
+        pdst[i00] = exp_psrc0;
+    }
+
+    // This barrier fixes a failing test
+    // ref: https://github.com/ggml-org/ggml/pull/621#discussion_r1425156335
+    threadgroup_barrier(mem_flags::mem_none);
+
+    float sum = simd_sum(lsum);
+
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = 0.0f;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = sum;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        sum = buf[tiisg];
+        sum = simd_sum(sum);
+    }
+
+    const float inv_sum = 1.0f/sum;
+
+    for (int i00 = tpitg; i00 < args.ne00; i00 += ntg) {
+        pdst[i00] *= inv_sum;
+    }
+}
+
+template<typename T>
+kernel void kernel_soft_max_4(
+        device const  char * src0,
+        device const  char * src1,
+        device        char * dst,
+        constant ggml_metal_kargs_soft_max & args,
+        threadgroup  float * buf [[threadgroup(0)]],
+        uint  tgpig[[threadgroup_position_in_grid]],
+        uint  tpitg[[thread_position_in_threadgroup]],
+        uint  sgitg[[simdgroup_index_in_threadgroup]],
+        uint  tiisg[[thread_index_in_simdgroup]],
+        uint    ntg[[threads_per_threadgroup]]) {
+    const int64_t i03 = (tgpig) / (args.ne02*args.ne01);
+    const int64_t i02 = (tgpig - i03*args.ne02*args.ne01) / args.ne01;
+    const int64_t i01 = (tgpig - i03*args.ne02*args.ne01 - i02*args.ne01);
+
+    device const float4 * psrc4 = (device const float4 *) src0 + (i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00)/4;
+    device const      T * pmask = src1 != src0 ? (device const     T *) src1         + i01*args.ne00/4 : nullptr;
+    device       float4 * pdst4 = (device       float4 *) dst  + (i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00)/4;
+
+    float slope = 1.0f;
+
+    if (args.max_bias > 0.0f) {
+        const int64_t h = i02;
+
+        const float base = h < args.n_head_log2 ? args.m0 : args.m1;
+        const int   exp  = h < args.n_head_log2 ? h + 1 : 2*(h - args.n_head_log2) + 1;
+
+        slope = pow(base, exp);
+    }
+
+    // parallel max
+    float4 lmax4 = -INFINITY;
+
+    for (int i00 = tpitg; i00 < args.ne00/4; i00 += ntg) {
+        lmax4 = fmax(lmax4, psrc4[i00]*args.scale + (float4)((pmask ? slope*pmask[i00] : 0.0f)));
+    }
+
+    const float lmax = MAX(MAX(lmax4[0], lmax4[1]), MAX(lmax4[2], lmax4[3]));
+
+    float max_val = simd_max(lmax);
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = -INFINITY;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = max_val;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        max_val = buf[tiisg];
+        max_val = simd_max(max_val);
+    }
+
+    // parallel sum
+    float4 lsum4 = 0.0f;
+    for (int i00 = tpitg; i00 < args.ne00/4; i00 += ntg) {
+        const float4 exp_psrc4 = exp((psrc4[i00]*args.scale + (float4)((pmask ? slope*pmask[i00] : 0.0f))) - max_val);
+        lsum4 += exp_psrc4;
+        pdst4[i00] = exp_psrc4;
+    }
+
+    const float lsum = lsum4[0] + lsum4[1] + lsum4[2] + lsum4[3];
+
+    // This barrier fixes a failing test
+    // ref: https://github.com/ggml-org/ggml/pull/621#discussion_r1425156335
+    threadgroup_barrier(mem_flags::mem_none);
+
+    float sum = simd_sum(lsum);
+
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = 0.0f;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = sum;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        sum = buf[tiisg];
+        sum = simd_sum(sum);
+    }
+
+    const float inv_sum = 1.0f/sum;
+
+    for (int i00 = tpitg; i00 < args.ne00/4; i00 += ntg) {
+        pdst4[i00] *= inv_sum;
+    }
+}
+
+typedef decltype(kernel_soft_max<float>)    kernel_soft_max_t;
+typedef decltype(kernel_soft_max_4<float4>) kernel_soft_max_4_t;
+
+template [[host_name("kernel_soft_max_f16")]]   kernel kernel_soft_max_t   kernel_soft_max<half>;
+template [[host_name("kernel_soft_max_f32")]]   kernel kernel_soft_max_t   kernel_soft_max<float>;
+template [[host_name("kernel_soft_max_f16_4")]] kernel kernel_soft_max_4_t kernel_soft_max_4<half4>;
+template [[host_name("kernel_soft_max_f32_4")]] kernel kernel_soft_max_4_t kernel_soft_max_4<float4>;
+
+kernel void kernel_diag_mask_inf(
+        device const float * src0,
+        device       float * dst,
+        constant ggml_metal_kargs_diag_mask_inf & args,
+        uint3 tpig[[thread_position_in_grid]]) {
+    const int64_t i02 = tpig[2];
+    const int64_t i01 = tpig[1];
+    const int64_t i00 = tpig[0];
+
+    if (i00 > args.n_past + i01) {
+        dst[i02*args.ne01*args.ne00 + i01*args.ne00 + i00] = -INFINITY;
+    } else {
+        dst[i02*args.ne01*args.ne00 + i01*args.ne00 + i00] = src0[i02*args.ne01*args.ne00 + i01*args.ne00 + i00];
+    }
+}
+
+kernel void kernel_diag_mask_inf_8(
+        device const float4 * src0,
+        device       float4 * dst,
+        constant ggml_metal_kargs_diag_mask_inf & args,
+        uint3 tpig[[thread_position_in_grid]]) {
+
+    const int64_t i = 2*tpig[0];
+
+    dst[i+0] = src0[i+0];
+    dst[i+1] = src0[i+1];
+    int64_t i4 = 4*i;
+    const int64_t i02 = i4/(args.ne00*args.ne01); i4 -= i02*args.ne00*args.ne01;
+    const int64_t i01 = i4/(args.ne00);      i4 -= i01*args.ne00;
+    const int64_t i00 = i4;
+    for (int k = 3; k >= 0; --k) {
+        if (i00 + 4 + k <= args.n_past + i01) {
+            break;
+        }
+        dst[i+1][k] = -INFINITY;
+        if (i00 + k > args.n_past + i01) {
+            dst[i][k] = -INFINITY;
+        }
+    }
+}
+
+// ref: ggml.c:ggml_compute_forward_ssm_conv_f32
+kernel void kernel_ssm_conv_f32(
+        device const  void * src0,
+        device const  void * src1,
+        device       float * dst,
+        constant ggml_metal_kargs_ssm_conv & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]) {
+    const int64_t ir = tgpig.x;
+    const int64_t i2 = tgpig.y;
+    const int64_t i3 = tgpig.z;
+
+    const int64_t nc  = args.ne10;
+  //const int64_t ncs = args.ne00;
+  //const int64_t nr  = args.ne01;
+  //const int64_t n_t = args.ne1;
+  //const int64_t n_s = args.ne2;
+
+    device const float * s = (device const float *) ((device const char *) src0 + ir*args.nb01 + i2*args.nb00 + i3*args.nb02);
+    device const float * c = (device const float *) ((device const char *) src1 + ir*args.nb11);
+    device       float * x = (device       float *) ((device       char *) dst  + ir*args.nb0  + i2*args.nb1  + i3*args.nb2);
+
+    float sumf = 0.0f;
+
+    for (int64_t i0 = 0; i0 < nc; ++i0) {
+        sumf += s[i0] * c[i0];
+    }
+
+    x[0] = sumf;
+}
+
+// ref: ggml.c:ggml_compute_forward_ssm_scan_f32
+kernel void kernel_ssm_scan_f32(
+        device const void * src0,
+        device const void * src1,
+        device const void * src2,
+        device const void * src3,
+        device const void * src4,
+        device const void * src5,
+        device      float * dst,
+        constant ggml_metal_kargs_ssm_scan & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]) {
+    const int64_t ir = tgpig.x;
+    const int64_t i3 = tgpig.y;
+
+    const int64_t nc  = args.d_state;
+    // const int64_t nr  = args.d_inner;
+    const int64_t n_t = args.n_seq_tokens;
+    // const int64_t n_s = args.n_seqs;
+
+    for (int64_t i2 = 0; i2 < n_t; ++i2) {
+        device const float * s0 = (device const float *) ((device const char *) src0 + ir*args.nb01 + i3*args.nb02);
+        device const float * x  = (device const float *) ((device const char *) src1 + ir*args.nb10 + i2*args.nb11 + i3*args.nb12);
+        device const float * dt = (device const float *) ((device const char *) src2 + ir*args.nb20 + i2*args.nb21 + i3*args.nb22);
+        device const float * A  = (device const float *) ((device const char *) src3 + ir*args.nb31);
+        device const float * B  = (device const float *) ((device const char *) src4 + i2*args.nb41 + i3*args.nb42);
+        device const float * C  = (device const float *) ((device const char *) src5 + i2*args.nb51 + i3*args.nb52);
+        device       float * y  = (device       float *) ((device       char *) dst  + ir*args.nb10 + i2*args.nb11 + i3*args.nb12); // TODO: do not use src1 strides
+        device       float * s  = (device       float *) ((device       char *) dst  + ir*args.nb01 + i3*args.nb02 +    args.nb13);
+
+        if (i2 > 0) {
+            s0 = s;
+        }
+
+        // i1 == 0
+        float dt_soft_plus = dt[0] <= 20.0f ? log(1.0f + exp(dt[0])) : dt[0];
+        float x_dt = x[0] * dt_soft_plus;
+        float sumf = 0.0f;
+
+        for (int64_t i0 = 0; i0 < nc; ++i0) {
+            int64_t i = i0;
+            float state = (s0[i] * exp(dt_soft_plus * A[i])) + (B[i0] * x_dt);
+            sumf += state * C[i0];
+            s[i] = state;
+        }
+
+        y[0] = sumf;
+    }
+}
+
+kernel void kernel_rwkv_wkv6_f32(
+    device const float * k,
+    device const float * v,
+    device const float * r,
+    device const float * tf,
+    device const float * td,
+    device const float * state_in,
+    device       float * dst,
+    constant    uint & B,
+    constant    uint & T,
+    constant    uint & C,
+    constant    uint & H,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]])  {
+
+    const uint head_size = 64; // TODO: support head_size = 128
+    const uint batch_id = tgpig.x / H;
+    const uint head_id = tgpig.x % H;
+    const uint tid = tpitg.x;
+
+    if (batch_id >= B || head_id >= H) {
+        return;
+    }
+
+    const uint state_size = C * head_size;
+    const uint n_seq_tokens = T / B;
+
+    threadgroup float _k[head_size];
+    threadgroup float _r[head_size];
+    threadgroup float _tf[head_size];
+    threadgroup float _td[head_size];
+
+    float state[head_size];
+
+    for (uint i = 0; i < head_size; i++) {
+        state[i] = state_in[batch_id * state_size + head_id * head_size * head_size
+                          + i * head_size + tid];
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+    _tf[tid] = tf[head_id * head_size + tid];
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    const uint start_t = batch_id * n_seq_tokens * C + head_id * head_size + tid;
+    const uint end_t = (batch_id + 1) * n_seq_tokens * C + head_id * head_size + tid;
+
+    for (uint t = start_t; t < end_t; t += C) {
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+        _k[tid] = k[t];
+        _r[tid] = r[t];
+        _td[tid] = td[t];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        const float v_val = v[t];
+        float y = 0.0;
+
+        for (uint j = 0; j < head_size; j += 4) {
+            float4 k_vec = float4(_k[j], _k[j+1], _k[j+2], _k[j+3]);
+            float4 r_vec = float4(_r[j], _r[j+1], _r[j+2], _r[j+3]);
+            float4 tf_vec = float4(_tf[j], _tf[j+1], _tf[j+2], _tf[j+3]);
+            float4 td_vec = float4(_td[j], _td[j+1], _td[j+2], _td[j+3]);
+            float4 s_vec = float4(state[j], state[j+1], state[j+2], state[j+3]);
+
+            float4 kv = k_vec * v_val;
+
+            float4 temp = tf_vec * kv + s_vec;
+            y += dot(r_vec, temp);
+
+            s_vec = s_vec * td_vec + kv;
+            state[j]   = s_vec[0];
+            state[j+1] = s_vec[1];
+            state[j+2] = s_vec[2];
+            state[j+3] = s_vec[3];
+        }
+
+        dst[t] = y;
+    }
+
+    for (uint i = 0; i < head_size; i++) {
+        dst[T * C + batch_id * state_size + head_id * head_size * head_size
+            + i * head_size + tid] = state[i];
+    }
+}
+
+kernel void kernel_rwkv_wkv7_f32(
+    device const float * r,
+    device const float * w,
+    device const float * k,
+    device const float * v,
+    device const float * a,
+    device const float * b,
+    device const float * state_in,
+    device       float * dst,
+    constant    uint & B,
+    constant    uint & T,
+    constant    uint & C,
+    constant    uint & H,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]])  {
+
+    const uint head_size = 64; // TODO: support head_size = 128
+    const uint batch_id = tgpig.x / H;
+    const uint head_id = tgpig.x % H;
+    const uint tid = tpitg.x;
+
+    if (batch_id >= B || head_id >= H) {
+        return;
+    }
+
+    const uint state_size = C * head_size;
+    const uint n_seq_tokens = T / B;
+
+    threadgroup float _r[head_size];
+    threadgroup float _w[head_size];
+    threadgroup float _k[head_size];
+    threadgroup float _a[head_size];
+    threadgroup float _b[head_size];
+
+    float state[head_size];
+
+    for (uint i = 0; i < head_size; i++) {
+        state[i] = state_in[batch_id * state_size + head_id * head_size * head_size
+                          + tid * head_size + i];
+    }
+
+    const uint start_t = batch_id * n_seq_tokens * C + head_id * head_size + tid;
+    const uint end_t = (batch_id + 1) * n_seq_tokens * C + head_id * head_size + tid;
+
+    for (uint t = start_t; t < end_t; t += C) {
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+        _r[tid] = r[t];
+        _w[tid] = w[t];
+        _k[tid] = k[t];
+        _a[tid] = a[t];
+        _b[tid] = b[t];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        const float v_val = v[t];
+        float y = 0.0, sa = 0.0;
+
+        float4 sa_vec(0.0);
+
+        for (uint j = 0; j < head_size; j += 4) {
+            float4 a_vec = float4(_a[j], _a[j+1], _a[j+2], _a[j+3]);
+            float4 s_vec = float4(state[j], state[j+1], state[j+2], state[j+3]);
+            sa_vec += a_vec * s_vec;
+        }
+        sa = sa_vec[0] + sa_vec[1] + sa_vec[2] + sa_vec[3];
+
+        for (uint j = 0; j < head_size; j += 4) {
+            float4 r_vec = float4(_r[j], _r[j+1], _r[j+2], _r[j+3]);
+            float4 w_vec = float4(_w[j], _w[j+1], _w[j+2], _w[j+3]);
+            float4 k_vec = float4(_k[j], _k[j+1], _k[j+2], _k[j+3]);
+            float4 b_vec = float4(_b[j], _b[j+1], _b[j+2], _b[j+3]);
+            float4 s_vec = float4(state[j], state[j+1], state[j+2], state[j+3]);
+
+            float4 kv = k_vec * v_val;
+
+            s_vec = s_vec * w_vec + kv + sa * b_vec;
+            y += dot(s_vec, r_vec);
+
+            state[j]   = s_vec[0];
+            state[j+1] = s_vec[1];
+            state[j+2] = s_vec[2];
+            state[j+3] = s_vec[3];
+        }
+
+        dst[t] = y;
+    }
+
+    for (uint i = 0; i < head_size; i++) {
+        dst[T * C + batch_id * state_size + head_id * head_size * head_size
+            + tid * head_size + i] = state[i];
+    }
+}
+
+kernel void kernel_argmax(
+        device   const void * x,
+        device      int32_t * dst,
+        constant    int64_t & ncols,
+        constant   uint64_t & nb01,
+        threadgroup   float * shared_maxval [[threadgroup(0)]],
+        threadgroup int32_t * shared_argmax [[threadgroup(1)]],
+        uint  tgpig[[threadgroup_position_in_grid]],
+        uint  tpitg[[thread_position_in_threadgroup]],
+        uint  sgitg[[simdgroup_index_in_threadgroup]],
+        uint  tiisg[[thread_index_in_simdgroup]],
+        uint    ntg[[threads_per_threadgroup]]) {
+    device const float * x_row = (device const float *) ((device const char *) x + tgpig * nb01);
+
+    float   lmax = -INFINITY;
+    int32_t larg = -1;
+
+    for (int i00 = tpitg; i00 < ncols; i00 += ntg) {
+        if (x_row[i00] > lmax) {
+            lmax = x_row[i00];
+            larg = i00;
+        }
+    }
+
+    // find the argmax value in the block
+    float max_val = simd_max(lmax);
+    int32_t arg_val = simd_max(select(-1, larg, lmax == max_val));
+
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            shared_maxval[tiisg] = -INFINITY;
+            shared_argmax[tiisg] = -1;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            shared_maxval[sgitg] = max_val;
+            shared_argmax[sgitg] = arg_val;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        max_val = shared_maxval[tiisg];
+        arg_val = shared_argmax[tiisg];
+
+        float max_val_reduced   = simd_max(max_val);
+        int32_t arg_val_reduced = simd_max(select(-1, arg_val, max_val == max_val_reduced));
+
+        dst[tgpig] = arg_val_reduced;
+
+        return;
+    }
+
+    dst[tgpig] = arg_val;
+}
+
+kernel void kernel_norm(
+        constant ggml_metal_kargs_norm & args,
+        device const char * src0,
+        device       char * dst,
+        threadgroup float * shmem_f32 [[threadgroup(0)]],
+        uint   tgpig[[threadgroup_position_in_grid]],
+        ushort tpitg[[thread_position_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort   ntg[[threads_per_threadgroup]]) {
+    if (sgitg == 0) {
+        shmem_f32[tiisg] = 0.0f;
+    }
+
+    device const float4 * x = (device const float4 *) (src0 + tgpig*args.nb01);
+
+    float4 sumf4(0.0f);
+
+    float sumf = 0.0f;
+
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        sumf4 += x[i00];
+    }
+    sumf = sumf4[0] + sumf4[1] + sumf4[2] + sumf4[3];
+    sumf = simd_sum(sumf);
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    if (tiisg == 0) {
+        shmem_f32[sgitg] = sumf;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    sumf = shmem_f32[tiisg];
+    sumf = simd_sum(sumf);
+
+    const float mean = sumf/args.ne00;
+
+    device float4 * y = (device float4 *) dst + tgpig*args.ne00_4;
+
+    sumf = 0.0f;
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        y[i00] = x[i00] - mean;
+        sumf += dot(y[i00], y[i00]);
+    }
+    sumf = simd_sum(sumf);
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    if (tiisg == 0) {
+        shmem_f32[sgitg] = sumf;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    sumf = shmem_f32[tiisg];
+    sumf = simd_sum(sumf);
+
+    const float variance = sumf/args.ne00;
+
+    const float scale = 1.0f/sqrt(variance + args.eps);
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        y[i00] = y[i00] * scale;
+    }
+}
+
+kernel void kernel_rms_norm(
+        constant ggml_metal_kargs_rms_norm & args,
+        device const char * src0,
+        device       char * dst,
+        threadgroup float * shmem_f32 [[threadgroup(0)]],
+        uint   tgpig[[threadgroup_position_in_grid]],
+        ushort tpitg[[thread_position_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort   ntg[[threads_per_threadgroup]]) {
+    if (sgitg == 0) {
+        shmem_f32[tiisg] = 0.0f;
+    }
+
+    device const float4 * x = (device const float4 *) (src0 + tgpig*args.nb01);
+
+    float sumf = 0.0f;
+
+    // parallel sum
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        sumf += dot(x[i00], x[i00]);
+    }
+    sumf = simd_sum(sumf);
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    if (tiisg == 0) {
+        shmem_f32[sgitg] = sumf;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    sumf = shmem_f32[tiisg];
+    sumf = simd_sum(sumf);
+
+    const float mean  = sumf/args.ne00;
+    const float scale = 1.0f/sqrt(mean + args.eps);
+
+    device float4 * y = (device float4 *) dst + tgpig*args.ne00_4;
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        y[i00] = x[i00] * scale;
+    }
+}
+
+kernel void kernel_l2_norm(
+        constant ggml_metal_kargs_l2_norm & args,
+        device const char * src0,
+        device       char * dst,
+        threadgroup float * shmem_f32 [[threadgroup(0)]],
+        uint   tgpig[[threadgroup_position_in_grid]],
+        ushort tpitg[[thread_position_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort   ntg[[threads_per_threadgroup]]) {
+    if (sgitg == 0) {
+        shmem_f32[tiisg] = 0.0f;
+    }
+
+    device const float4 * x = (device const float4 *) (src0 + tgpig*args.nb01);
+
+    float sumf = 0.0f;
+
+    // parallel sum
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        sumf += dot(x[i00], x[i00]);
+    }
+    sumf = simd_sum(sumf);
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    if (tiisg == 0) {
+        shmem_f32[sgitg] = sumf;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    sumf = shmem_f32[tiisg];
+    sumf = simd_sum(sumf);
+
+    const float scale = 1.0f/sqrt(max(sumf, args.eps));
+
+    device float4 * y = (device float4 *) dst + tgpig*args.ne00_4;
+    for (int i00 = tpitg; i00 < args.ne00_4; i00 += ntg) {
+        y[i00] = x[i00] * scale;
+    }
+}
+
+kernel void kernel_group_norm(
+        device const float * src0,
+        device       float * dst,
+        constant ggml_metal_kargs_group_norm & args,
+        threadgroup float  * buf [[threadgroup(0)]],
+        uint tgpig[[threadgroup_position_in_grid]],
+        uint tpitg[[thread_position_in_threadgroup]],
+        uint sgitg[[simdgroup_index_in_threadgroup]],
+        uint tiisg[[thread_index_in_simdgroup]],
+        uint   ntg[[threads_per_threadgroup]]) {
+    const int64_t ne = args.ne00*args.ne01*args.ne02;
+    const int64_t gs = args.ne00*args.ne01*((args.ne02 + args.n_groups - 1) / args.n_groups);
+
+    int start = tgpig * gs;
+    int end   = start + gs;
+
+    start += tpitg;
+
+    if (end >= ne) {
+        end = ne;
+    }
+
+    float tmp = 0.0f; // partial sum for thread in warp
+
+    for (int j = start; j < end; j += ntg) {
+        tmp += src0[j];
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+    tmp = simd_sum(tmp);
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = 0.0f;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = tmp;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        tmp = buf[tiisg];
+        tmp = simd_sum(tmp);
+    }
+
+    const float mean = tmp / gs;
+    tmp = 0.0f;
+
+    for (int j = start; j < end; j += ntg) {
+        float xi = src0[j] - mean;
+        dst[j] = xi;
+        tmp += xi * xi;
+    }
+
+    tmp = simd_sum(tmp);
+    if (ntg > N_SIMDWIDTH) {
+        if (sgitg == 0) {
+            buf[tiisg] = 0.0f;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (tiisg == 0) {
+            buf[sgitg] = tmp;
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        tmp = buf[tiisg];
+        tmp = simd_sum(tmp);
+    }
+
+    const float variance = tmp / gs;
+    const float scale = 1.0f/sqrt(variance + args.eps);
+    for (int j = start; j < end; j += ntg) {
+        dst[j] *= scale;
+    }
+}
+
+// function for calculate inner product between half a q4_0 block and 16 floats (yl), sumy is SUM(yl[i])
+// il indicates where the q4 quants begin (0 or QK4_0/4)
+// we assume that the yl's have been multiplied with the appropriate scale factor
+// that corresponds to the missing bit shifts (1, 1/16, 1/256, 1/4096)
+inline float block_q_n_dot_y(device const block_q4_0 * qb_curr, float sumy, thread float * yl, int il) {
+    float d = qb_curr->d;
+
+    float acc[4] = { 0.0f, 0.0f, 0.0f, 0.0f };
+
+    device const uint16_t * qs = ((device const uint16_t *) qb_curr + 1 + il/2);
+
+    for (int i = 0; i < 8; i += 2) {
+        acc[0] += yl[i + 0] * (qs[i / 2] & 0x000F);
+        acc[1] += yl[i + 1] * (qs[i / 2] & 0x0F00);
+        acc[2] += yl[i + 8] * (qs[i / 2] & 0x00F0);
+        acc[3] += yl[i + 9] * (qs[i / 2] & 0xF000);
+    }
+
+    return d * (sumy * -8.f + acc[0] + acc[1] + acc[2] + acc[3]);
+}
+
+// function for calculate inner product between half a q4_1 block and 16 floats (yl), sumy is SUM(yl[i])
+// il indicates where the q4 quants begin (0 or QK4_0/4)
+// we assume that the yl's have been multiplied with the appropriate scale factor
+// that corresponds to the missing bit shifts (1, 1/16, 1/256, 1/4096)
+inline float block_q_n_dot_y(device const block_q4_1 * qb_curr, float sumy, thread float * yl, int il) {
+    float d = qb_curr->d;
+    float m = qb_curr->m;
+
+    float acc[4] = { 0.0f, 0.0f, 0.0f, 0.0f };
+
+    device const uint16_t * qs = ((device const uint16_t *) qb_curr + 2 + il/2);
+
+    for (int i = 0; i < 8; i+=2) {
+        acc[0] += yl[i + 0] * (qs[i / 2] & 0x000F);
+        acc[1] += yl[i + 1] * (qs[i / 2] & 0x0F00);
+        acc[2] += yl[i + 8] * (qs[i / 2] & 0x00F0);
+        acc[3] += yl[i + 9] * (qs[i / 2] & 0xF000);
+    }
+
+    return d * (acc[0] + acc[1] + acc[2] + acc[3]) + sumy * m;
+}
+
+// function for calculate inner product between half a q5_0 block and 16 floats (yl), sumy is SUM(yl[i])
+// il indicates where the q5 quants begin (0 or QK5_0/4)
+// we assume that the yl's have been multiplied with the appropriate scale factor
+// that corresponds to the missing bit shifts (1, 1/16, 1/256, 1/4096)
+inline float block_q_n_dot_y(device const block_q5_0 * qb_curr, float sumy, thread float * yl, int il) {
+    float d = qb_curr->d;
+
+    float acc[4] = { 0.0f, 0.0f, 0.0f, 0.0f };
+
+    device const uint16_t * qs =  ((device const uint16_t *)qb_curr + 3 + il/2);
+           const uint32_t   qh = *((device const uint32_t *)qb_curr->qh);
+
+    for (int i = 0; i < 8; i+=2) {
+        acc[0] += yl[i + 0] * ((qs[i / 2] & 0x000F) | ((qh >> (i+0+il        ) << 4 ) & 0x00010));
+        acc[1] += yl[i + 1] * ((qs[i / 2] & 0x0F00) | ((qh >> (i+1+il        ) << 12) & 0x01000));
+        acc[2] += yl[i + 8] * ((qs[i / 2] & 0x00F0) | ((qh >> (i+0+il+QK5_0/2) << 8 ) & 0x00100));
+        acc[3] += yl[i + 9] * ((qs[i / 2] & 0xF000) | ((qh >> (i+1+il+QK5_0/2) << 16) & 0x10000));
+    }
+
+    return d * (sumy * -16.f + acc[0] + acc[1] + acc[2] + acc[3]);
+}
+
+// function for calculate inner product between half a q5_1 block and 16 floats (yl), sumy is SUM(yl[i])
+// il indicates where the q5 quants begin (0 or QK5_1/4)
+// we assume that the yl's have been multiplied with the appropriate scale factor
+// that corresponds to the missing bit shifts (1, 1/16, 1/256, 1/4096)
+inline float block_q_n_dot_y(device const block_q5_1 * qb_curr, float sumy, thread float * yl, int il) {
+    float d = qb_curr->d;
+    float m = qb_curr->m;
+
+    float acc[4] = { 0.0f, 0.0f, 0.0f, 0.0f };
+
+    device const uint16_t * qs =  ((device const uint16_t *)qb_curr + 4 + il/2);
+           const uint32_t   qh = *((device const uint32_t *)qb_curr->qh);
+
+    for (int i = 0; i < 8; i+=2) {
+        acc[0] += yl[i + 0] * ((qs[i / 2] & 0x000F) | ((qh >> (i+0+il        ) << 4 ) & 0x00010));
+        acc[1] += yl[i + 1] * ((qs[i / 2] & 0x0F00) | ((qh >> (i+1+il        ) << 12) & 0x01000));
+        acc[2] += yl[i + 8] * ((qs[i / 2] & 0x00F0) | ((qh >> (i+0+il+QK5_0/2) << 8 ) & 0x00100));
+        acc[3] += yl[i + 9] * ((qs[i / 2] & 0xF000) | ((qh >> (i+1+il+QK5_0/2) << 16) & 0x10000));
+    }
+
+    return d * (acc[0] + acc[1] + acc[2] + acc[3]) + sumy * m;
+}
+
+template<typename block_q_type, int nr0, int nsg, int nw, typename args_t>
+void mul_vec_q_n_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+    const int nb = args.ne00/QK4_0;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+  //const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+  //device const block_q_type * x = (device const block_q_type *) (src0 + offset0);
+    device const float        * y = (device const float        *) (src1 + offset1);
+
+    // pointers to src0 rows
+    device const block_q_type * ax[nr0];
+    for (int row = 0; row < nr0; ++row) {
+        const uint64_t offset0 = (first_row + row)*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+
+        ax[row] = (device const block_q_type *) ((device char *) src0 + offset0);
+    }
+
+    float yl[16]; // src1 vector cache
+    float sumf[nr0] = {0.f};
+
+    const short ix = (tiisg/2);
+    const short il = (tiisg%2)*8;
+
+    device const float * yb = y + ix*QK4_0 + il;
+
+    // each thread in a SIMD group deals with half a block.
+    for (int ib = ix; ib < nb; ib += nw/2) {
+        float sumy[2] = { 0.f, 0.f };
+
+#pragma unroll
+        for (short i = 0; i < 8; i += 2) {
+            sumy[0]  += yb[i +  0] + yb[i +  1];
+            yl[i + 0] = yb[i +  0];
+            yl[i + 1] = yb[i +  1]/256.f;
+
+            sumy[1]  += yb[i + 16] + yb[i + 17];
+            yl[i + 8] = yb[i + 16]/16.f;
+            yl[i + 9] = yb[i + 17]/4096.f;
+        }
+
+#pragma unroll
+        for (short row = 0; row < nr0; row++) {
+            sumf[row] += block_q_n_dot_y(ax[row] + ib, sumy[0] + sumy[1], yl, il);
+        }
+
+        yb += QK4_0 * 16;
+    }
+
+    device float * dst_f32 = (device float *) dst + im*args.ne0*args.ne1 + r1*args.ne0;
+
+    for (int row = 0; row < nr0; ++row) {
+        const float tot = simd_sum(sumf[row]);
+
+        if (tiisg == 0 && first_row + row < args.ne01) {
+            dst_f32[first_row + row] = tot;
+        }
+    }
+}
+
+kernel void kernel_mul_mv_q4_0_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    mul_vec_q_n_f32_impl<block_q4_0, N_R0_Q4_0, N_SG_Q4_0, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+kernel void kernel_mul_mv_q4_1_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+     mul_vec_q_n_f32_impl<block_q4_1, N_R0_Q4_1, N_SG_Q4_1, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+kernel void kernel_mul_mv_q5_0_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    mul_vec_q_n_f32_impl<block_q5_0, N_R0_Q5_0, N_SG_Q5_0, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+kernel void kernel_mul_mv_q5_1_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    mul_vec_q_n_f32_impl<block_q5_1, N_R0_Q5_1, N_SG_Q5_1, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+#define NB_Q8_0 8
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q8_0_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+    const int nb = args.ne00/QK8_0;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+  //const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+  //device const block_q8_0 * x = (device const block_q8_0 *) (src0 + offset0);
+    device const float      * y = (device const float      *) (src1 + offset1);
+
+    // pointers to src0 rows
+    device const block_q8_0 * ax[nr0];
+    for (int row = 0; row < nr0; ++row) {
+        const uint64_t offset0 = (first_row + row)*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+
+        ax[row] = (device const block_q8_0 *) ((device char *) src0 + offset0);
+    }
+
+    float yl[NB_Q8_0];
+    float sumf[nr0] = { 0.f };
+
+    const short ix = tiisg/4;
+    const short il = tiisg%4;
+
+    device const float * yb = y + ix*QK8_0 + il*NB_Q8_0;
+
+    // each thread in a SIMD group deals with NB_Q8_0 quants at a time
+    for (int ib = ix; ib < nb; ib += nw/4) {
+        for (short i = 0; i < NB_Q8_0; ++i) {
+            yl[i] = yb[i];
+        }
+
+        for (short row = 0; row < nr0; row++) {
+            device const int8_t * qs = ax[row][ib].qs + il*NB_Q8_0;
+            float sumq = 0.f;
+            for (short iq = 0; iq < NB_Q8_0; ++iq) {
+                sumq += qs[iq] * yl[iq];
+            }
+            sumf[row] += sumq*ax[row][ib].d;
+        }
+
+        yb += nw*NB_Q8_0;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0; ++row) {
+        const float tot = simd_sum(sumf[row]);
+
+        if (tiisg == 0 && first_row + row < args.ne01) {
+            dst_f32[first_row + row] = tot;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q8_0_f32")]]
+kernel void kernel_mul_mv_q8_0_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    kernel_mul_mv_q8_0_f32_impl<N_R0_Q8_0, N_SG_Q8_0, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+// mat-vec kernel processing in chunks of float4
+// chpb - chunks per quantization block
+template<short nxpsg, short r1ptg, typename q_t, short chpb, void (*deq_t4)(device const q_t *, short, thread float4 &) >
+void kernel_mul_mv_ext_q4_f32_impl(
+        constant ggml_metal_kargs_mul_mv_ext & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    const short chpt = 4; // chunks per thread
+
+  //const short nxpsg = (32);
+    const short nypsg = (32/nxpsg);
+
+    const short tx = tiisg%nxpsg;
+    const short ty = tiisg/nxpsg;
+
+    const int i01 = tgpig.x*(nypsg*args.nsg) + nypsg*sgitg + ty;
+    const int i11 = tgpig.y*r1ptg;
+    const int i1m = tgpig.z;
+
+    const int i12 = i1m%args.ne12;
+    const int i13 = i1m/args.ne12;
+
+    const uint64_t offset0 = i01*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 = i11*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const q_t * xq = (i01 < args.ne01) ? (device const q_t *) (src0 + offset0) + tx/chpb : (device const q_t *) src0;
+
+    device const float4 * y4[r1ptg];
+
+    for (int ir1 = 0; ir1 < r1ptg; ++ir1) {
+        y4[ir1] = (i11 + ir1 < args.ne11) ? (device const float4 *) (src1 + offset1 + ir1*args.nb11) + tx : (device const float4 *) src1;
+    }
+
+    float sumf[r1ptg] = { [ 0 ... r1ptg - 1 ] = 0.0f };
+
+    short cch = tx%chpb; // current chunk index
+
+    for (int ich = tx; 4*ich < args.ne00; ich += chpt*nxpsg) {
+        float4 lx[chpt];
+
+#pragma unroll(chpt)
+        for (short ch = 0; ch < chpt; ++ch) {
+            deq_t4(xq, cch, lx[ch]);
+
+            cch += nxpsg;
+            if (cch >= chpb) {
+                xq  += cch/chpb;
+                cch %= chpb;
+            }
+        }
+
+#pragma unroll(chpt)
+        for (short ch = 0; ch < chpt; ++ch) {
+#pragma unroll(r1ptg)
+            for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+                sumf[ir1] += dot(lx[ch], y4[ir1][ch*nxpsg]);
+
+            }
+        }
+
+#pragma unroll(r1ptg)
+        for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+            y4[ir1] += chpt*nxpsg;
+        }
+    }
+
+    // reduce only the threads in each row
+    for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+        if (nxpsg >= 32) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1], 16);
+        }
+        if (nxpsg >= 16) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  8);
+        }
+        if (nxpsg >= 8) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  4);
+        }
+        if (nxpsg >= 4) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  2);
+        }
+        if (nxpsg >= 2) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  1);
+        }
+
+        //sumf[ir1] = simd_sum(sumf[ir1]);
+    }
+
+    if (tx == 0) {
+        for (short ir1 = 0; ir1 < r1ptg && i11 + ir1 < args.ne11; ++ir1) {
+            device float * dst_f32 = (device float *) dst + (uint64_t)i1m*args.ne0*args.ne1 + (uint64_t)(i11 + ir1)*args.ne0;
+
+            if (i01 < args.ne01) {
+                dst_f32[i01] = sumf[ir1];
+            }
+        }
+    }
+}
+
+// mat-vec kernel processing in chunks of float4x4
+template<short nxpsg, short r1ptg, typename q_t, short chpb, void (*deq_t4x4)(device const q_t *, short, thread float4x4 &) >
+void kernel_mul_mv_ext_q4x4_f32_impl(
+        constant ggml_metal_kargs_mul_mv_ext & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    const short chpt = 1;
+
+  //const short nxpsg = (32);
+    const short nypsg = (32/nxpsg);
+
+    const short tx = tiisg%nxpsg;
+    const short ty = tiisg/nxpsg;
+
+    const int i01 = tgpig.x*(nypsg*args.nsg) + nypsg*sgitg + ty;
+    const int i11 = tgpig.y*r1ptg;
+    const int i1m = tgpig.z;
+
+    const int i12 = i1m%args.ne12;
+    const int i13 = i1m/args.ne12;
+
+    const uint64_t offset0 = i01*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 = i11*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const q_t * xq = (i01 < args.ne01) ? (device const q_t *) (src0 + offset0) + tx/chpb : (device const q_t *) src0;
+
+    device const float4x4 * y4x4[r1ptg];
+
+    for (int ir1 = 0; ir1 < r1ptg; ++ir1) {
+        y4x4[ir1] = (i11 + ir1 < args.ne11) ? (device const float4x4 *) (src1 + offset1 + ir1*args.nb11) + tx : (device const float4x4 *) src1;
+    }
+
+    float sumf[r1ptg] = { [ 0 ... r1ptg - 1 ] = 0.0f };
+
+    short cch = tx%chpb;
+
+    for (int ich = tx; 16*ich < args.ne00; ich += chpt*nxpsg) {
+        float4x4 lx[chpt];
+
+#pragma unroll(chpt)
+        for (short ch = 0; ch < chpt; ++ch) {
+            deq_t4x4(xq, cch, lx[ch]);
+
+            cch += nxpsg;
+            if (cch >= chpb) {
+                xq  += cch/chpb;
+                cch %= chpb;
+            }
+        }
+
+#pragma unroll(chpt)
+        for (short ch = 0; ch < chpt; ++ch) {
+#pragma unroll(r1ptg)
+            for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+                sumf[ir1] +=
+                    dot(lx[ch][0], y4x4[ir1][ch*nxpsg][0]) +
+                    dot(lx[ch][1], y4x4[ir1][ch*nxpsg][1]) +
+                    dot(lx[ch][2], y4x4[ir1][ch*nxpsg][2]) +
+                    dot(lx[ch][3], y4x4[ir1][ch*nxpsg][3]);
+
+            }
+        }
+
+#pragma unroll(r1ptg)
+        for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+            y4x4[ir1] += chpt*nxpsg;
+        }
+    }
+
+    for (short ir1 = 0; ir1 < r1ptg; ++ir1) {
+        if (nxpsg >= 32) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1], 16);
+        }
+        if (nxpsg >= 16) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  8);
+        }
+        if (nxpsg >= 8) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  4);
+        }
+        if (nxpsg >= 4) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  2);
+        }
+        if (nxpsg >= 2) {
+            sumf[ir1] += simd_shuffle_down(sumf[ir1],  1);
+        }
+
+        //sumf[ir1] = simd_sum(sumf[ir1]);
+    }
+
+    if (tx == 0) {
+        for (short ir1 = 0; ir1 < r1ptg && i11 + ir1 < args.ne11; ++ir1) {
+            device float * dst_f32 = (device float *) dst + (uint64_t)i1m*args.ne0*args.ne1 + (uint64_t)(i11 + ir1)*args.ne0;
+
+            if (i01 < args.ne01) {
+                dst_f32[i01] = sumf[ir1];
+            }
+        }
+    }
+}
+
+// dispatchers needed for compile-time nxpsg
+// epb - elements per quantization block
+template<short r1ptg, typename q_t, short epb, void (*deq_t4)(device const q_t *, short, thread float4 &)>
+kernel void kernel_mul_mv_ext_q4_f32_disp(
+        constant ggml_metal_kargs_mul_mv_ext & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    switch (args.nxpsg) {
+        case 4:  kernel_mul_mv_ext_q4_f32_impl<4,  r1ptg, q_t, epb/4, deq_t4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 8:  kernel_mul_mv_ext_q4_f32_impl<8,  r1ptg, q_t, epb/4, deq_t4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 16: kernel_mul_mv_ext_q4_f32_impl<16, r1ptg, q_t, epb/4, deq_t4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 32: kernel_mul_mv_ext_q4_f32_impl<32, r1ptg, q_t, epb/4, deq_t4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+    }
+}
+
+template<short r1ptg, typename q_t, short epb, void (*deq_t4x4)(device const q_t *, short, thread float4x4 &)>
+kernel void kernel_mul_mv_ext_q4x4_f32_disp(
+        constant ggml_metal_kargs_mul_mv_ext & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    switch (args.nxpsg) {
+        case 4:  kernel_mul_mv_ext_q4x4_f32_impl<4,  r1ptg, q_t, epb/16, deq_t4x4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 8:  kernel_mul_mv_ext_q4x4_f32_impl<8,  r1ptg, q_t, epb/16, deq_t4x4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 16: kernel_mul_mv_ext_q4x4_f32_impl<16, r1ptg, q_t, epb/16, deq_t4x4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+        case 32: kernel_mul_mv_ext_q4x4_f32_impl<32, r1ptg, q_t, epb/16, deq_t4x4>(args, src0, src1, dst, tgpig, tiisg, sgitg); break;
+    }
+}
+
+typedef decltype(kernel_mul_mv_ext_q4_f32_disp  <2, block_q8_0, 32,  dequantize_q8_0_t4>) mul_mv_ext_q4_f32_t;
+typedef decltype(kernel_mul_mv_ext_q4x4_f32_disp<2, block_q4_K, 256, dequantize_q4_K>)    mul_mv_ext_q4x4_f32_t;
+
+template [[host_name("kernel_mul_mv_ext_f16_f32_r1_2")]]    kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, half4,        4,  dequantize_f16_t4>;
+template [[host_name("kernel_mul_mv_ext_f16_f32_r1_3")]]    kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, half4,        4,  dequantize_f16_t4>;
+template [[host_name("kernel_mul_mv_ext_f16_f32_r1_4")]]    kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, half4,        4,  dequantize_f16_t4>;
+template [[host_name("kernel_mul_mv_ext_f16_f32_r1_5")]]    kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, half4,        4,  dequantize_f16_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q4_0,   32, dequantize_q4_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q4_0,   32, dequantize_q4_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q4_0,   32, dequantize_q4_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q4_0,   32, dequantize_q4_0_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q4_1_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q4_1,   32, dequantize_q4_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_1_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q4_1,   32, dequantize_q4_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_1_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q4_1,   32, dequantize_q4_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q4_1_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q4_1,   32, dequantize_q4_1_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q5_0_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q5_0,   32, dequantize_q5_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_0_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q5_0,   32, dequantize_q5_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_0_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q5_0,   32, dequantize_q5_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_0_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q5_0,   32, dequantize_q5_0_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q5_1_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q5_1,   32, dequantize_q5_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_1_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q5_1,   32, dequantize_q5_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_1_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q5_1,   32, dequantize_q5_1_t4>;
+template [[host_name("kernel_mul_mv_ext_q5_1_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q5_1,   32, dequantize_q5_1_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q8_0_f32_r1_2")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q8_0,   32, dequantize_q8_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q8_0_f32_r1_3")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q8_0,   32, dequantize_q8_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q8_0_f32_r1_4")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q8_0,   32, dequantize_q8_0_t4>;
+template [[host_name("kernel_mul_mv_ext_q8_0_f32_r1_5")]]   kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q8_0,   32, dequantize_q8_0_t4>;
+
+template [[host_name("kernel_mul_mv_ext_iq4_nl_f32_r1_2")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_iq4_nl, 32, dequantize_iq4_nl_t4>;
+template [[host_name("kernel_mul_mv_ext_iq4_nl_f32_r1_3")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_iq4_nl, 32, dequantize_iq4_nl_t4>;
+template [[host_name("kernel_mul_mv_ext_iq4_nl_f32_r1_4")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_iq4_nl, 32, dequantize_iq4_nl_t4>;
+template [[host_name("kernel_mul_mv_ext_iq4_nl_f32_r1_5")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_iq4_nl, 32, dequantize_iq4_nl_t4>;
+
+template [[host_name("kernel_mul_mv_ext_q4_K_f32_r1_2")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<2, block_q4_K, 256, dequantize_q4_K>;
+template [[host_name("kernel_mul_mv_ext_q4_K_f32_r1_3")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<3, block_q4_K, 256, dequantize_q4_K>;
+template [[host_name("kernel_mul_mv_ext_q4_K_f32_r1_4")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<4, block_q4_K, 256, dequantize_q4_K>;
+template [[host_name("kernel_mul_mv_ext_q4_K_f32_r1_5")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<5, block_q4_K, 256, dequantize_q4_K>;
+
+template [[host_name("kernel_mul_mv_ext_q5_K_f32_r1_2")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<2, block_q5_K, 256, dequantize_q5_K>;
+template [[host_name("kernel_mul_mv_ext_q5_K_f32_r1_3")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<3, block_q5_K, 256, dequantize_q5_K>;
+template [[host_name("kernel_mul_mv_ext_q5_K_f32_r1_4")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<4, block_q5_K, 256, dequantize_q5_K>;
+template [[host_name("kernel_mul_mv_ext_q5_K_f32_r1_5")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<5, block_q5_K, 256, dequantize_q5_K>;
+
+template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_2")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<2, block_q6_K, 256, dequantize_q6_K>;
+template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_3")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<3, block_q6_K, 256, dequantize_q6_K>;
+template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_4")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<4, block_q6_K, 256, dequantize_q6_K>;
+template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_5")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<5, block_q6_K, 256, dequantize_q6_K>;
+
+#define N_MV_T_T 4
+
+template<typename T0, typename T04, typename T1, typename T14, typename args_t>
+void kernel_mul_mv_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig,
+        ushort tiisg) {
+    const int r0 = tgpig.x;
+    const int rb = tgpig.y*N_MV_T_T;
+    const int im = tgpig.z;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = r0*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+
+    device const T0 * x = (device const T0 *) (src0 + offset0);
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1;
+
+    if (args.ne00 < 128) {
+        for (int row = 0; row < N_MV_T_T; ++row) {
+            int r1 = rb + row;
+            if (r1 >= args.ne11) {
+                break;
+            }
+
+            const uint64_t offset1 = r1*args.nb11 + (i12   )*args.nb12 + (i13   )*args.nb13;
+
+            device const T1 * y = (device const T1 *) (src1 + offset1);
+
+            float sumf = 0;
+            for (int i = tiisg; i < args.ne00; i += 32) {
+                sumf += (T0) x[i] * (T1) y[i];
+            }
+
+            float sum_all = simd_sum(sumf);
+            if (tiisg == 0) {
+                dst_f32[(uint64_t)r1*args.ne0 + r0] = sum_all;
+            }
+        }
+    } else {
+        device const T04 * x4 = (device const T04 *) x;
+        for (int row = 0; row < N_MV_T_T; ++row) {
+            int r1 = rb + row;
+            if (r1 >= args.ne11) {
+                break;
+            }
+
+            const uint64_t offset1 = r1*args.nb11 + (i12   )*args.nb12 + (i13   )*args.nb13;
+
+            device const T1  * y  = (device const T1  *) (src1 + offset1);
+            device const T14 * y4 = (device const T14 *) y;
+
+            float sumf = 0;
+            for (int i = tiisg; i < args.ne00/4; i += 32) {
+                sumf += dot((float4) x4[i], (float4) y4[i]);
+            }
+
+            float sum_all = simd_sum(sumf);
+            if (tiisg == 0) {
+                for (int i = 4*(args.ne00/4); i < args.ne00; ++i) sum_all += (float) (x[i] * y[i]);
+                dst_f32[(uint64_t)r1*args.ne0 + r0] = sum_all;
+            }
+        }
+    }
+}
+
+template<typename T0, typename T04, typename T1, typename T14>
+kernel void kernel_mul_mv(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]]) {
+    kernel_mul_mv_impl<T0, T04, T1, T14, constant ggml_metal_kargs_mul_mv &>(
+        args,
+        src0,
+        src1,
+        dst,
+        tgpig,
+        tiisg);
+}
+
+typedef decltype(kernel_mul_mv<half, half4, half, half4>) mul_mv_t;
+
+template [[host_name("kernel_mul_mv_f32_f32")]]   kernel mul_mv_t kernel_mul_mv<float,  float4,  float,  float4>;
+template [[host_name("kernel_mul_mv_f16_f32")]]   kernel mul_mv_t kernel_mul_mv<half,   half4,   float,  float4>;
+template [[host_name("kernel_mul_mv_f16_f16")]]   kernel mul_mv_t kernel_mul_mv<half,   half4,   half,   half4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mv_bf16_f32")]]  kernel mul_mv_t kernel_mul_mv<bfloat, bfloat4, float,  float4>;
+template [[host_name("kernel_mul_mv_bf16_bf16")]] kernel mul_mv_t kernel_mul_mv<bfloat, bfloat4, bfloat, bfloat4>;
+#endif
+
+template<typename T, typename T4>
+kernel void kernel_mul_mv_1row(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]]) {
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = r0*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 = r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const T     * x = (device const T     *) (src0 + offset0);
+    device const float * y = (device const float *) (src1 + offset1);
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    float sumf = 0;
+    if (args.ne00 < 128) {
+        for (int i = tiisg; i < args.ne00; i += 32) {
+            sumf += (float) x[i] * (float) y[i];
+        }
+        float sum_all = simd_sum(sumf);
+        if (tiisg == 0) {
+            dst_f32[r0] = sum_all;
+        }
+    } else {
+        device const T4     * x4 = (device const T4     *) x;
+        device const float4 * y4 = (device const float4 *) y;
+
+        for (int i = tiisg; i < args.ne00/4; i += 32) {
+            sumf += dot((float4) x4[i], y4[i]);
+        }
+
+        float sum_all = simd_sum(sumf);
+
+        if (tiisg == 0) {
+            for (int i = 4*(args.ne00/4); i < args.ne00; ++i) sum_all += (float) (x[i] * y[i]);
+            dst_f32[r0] = sum_all;
+        }
+    }
+}
+
+typedef decltype(kernel_mul_mv_1row<half, half4>) mul_mv_1row_t;
+
+template [[host_name("kernel_mul_mv_f16_f32_1row")]]  kernel mul_mv_1row_t kernel_mul_mv_1row<half,   half4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mv_bf16_f32_1row")]] kernel mul_mv_1row_t kernel_mul_mv_1row<bfloat, bfloat4>;
+#endif
+
+// Assumes row size (ne00) is a multiple of 4
+template<typename T, typename T4>
+kernel void kernel_mul_mv_l4(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]]) {
+
+    const int nrows = args.ne11;
+    const int r0 = tgpig.x;
+    const int im = tgpig.z;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = r0*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+
+    device const T4 * x4 = (device const T4 *) (src0 + offset0);
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1;
+
+    for (int r1 = 0; r1 < nrows; ++r1) {
+        const uint64_t offset1 = r1*args.nb11 + (i12   )*args.nb12 + (i13   )*args.nb13;
+
+        device const float4 * y4 = (device const float4 *) (src1 + offset1);
+
+        float sumf = 0;
+        for (int i = tiisg; i < args.ne00/4; i += 32) {
+            sumf += dot((float4) x4[i], y4[i]);
+        }
+
+        float sum_all = simd_sum(sumf);
+        if (tiisg == 0) {
+            dst_f32[(uint64_t)r1*args.ne0 + r0] = sum_all;
+        }
+    }
+}
+
+typedef decltype(kernel_mul_mv_l4<half, half4>) mul_mv_l4_t;
+
+template [[host_name("kernel_mul_mv_f16_f32_l4")]]  kernel mul_mv_l4_t kernel_mul_mv_l4<half, half4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mv_bf16_f32_l4")]] kernel mul_mv_l4_t kernel_mul_mv_l4<bfloat, bfloat4>;
+#endif
+
+static float rope_yarn_ramp(const float low, const float high, const int i0) {
+    const float y = (i0 / 2 - low) / max(0.001f, high - low);
+    return 1.0f - min(1.0f, max(0.0f, y));
+}
+
+// YaRN algorithm based on LlamaYaRNScaledRotaryEmbedding.py from https://github.com/jquesnelle/yarn
+// MIT licensed. Copyright (c) 2023 Jeffrey Quesnelle and Bowen Peng.
+static void rope_yarn(
+    float theta_extrap, float freq_scale, float corr_dims[2], int i0, float ext_factor, float mscale,
+    thread float * cos_theta, thread float * sin_theta) {
+    // Get n-d rotational scaling corrected for extrapolation
+    float theta_interp = freq_scale * theta_extrap;
+    float theta = theta_interp;
+    if (ext_factor != 0.0f) {
+        float ramp_mix = rope_yarn_ramp(corr_dims[0], corr_dims[1], i0) * ext_factor;
+        theta = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix;
+
+        // Get n-d magnitude scaling corrected for interpolation
+        mscale *= 1.0f + 0.1f * log(1.0f / freq_scale);
+    }
+    *cos_theta = cos(theta) * mscale;
+    *sin_theta = sin(theta) * mscale;
+}
+
+// Apparently solving `n_rot = 2pi * x * base^((2 * max_pos_emb) / n_dims)` for x, we get
+// `corr_fac(n_rot) = n_dims * log(max_pos_emb / (n_rot * 2pi)) / (2 * log(base))`
+static float rope_yarn_corr_factor(int n_dims, int n_ctx_orig, float n_rot, float base) {
+    return n_dims * log(n_ctx_orig / (n_rot * 2 * M_PI_F)) / (2 * log(base));
+}
+
+static void rope_yarn_corr_dims(
+    int n_dims, int n_ctx_orig, float freq_base, float beta_fast, float beta_slow, float dims[2]
+) {
+    // start and end correction dims
+    dims[0] = max(0.0f,         floor(rope_yarn_corr_factor(n_dims, n_ctx_orig, beta_fast, freq_base)));
+    dims[1] = min(n_dims - 1.0f, ceil(rope_yarn_corr_factor(n_dims, n_ctx_orig, beta_slow, freq_base)));
+}
+
+template<typename T>
+kernel void kernel_rope_norm(
+        constant ggml_metal_kargs_rope & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * src2,
+        device       char * dst,
+        ushort  tiitg[[thread_index_in_threadgroup]],
+        ushort3 tptg [[threads_per_threadgroup]],
+        uint3   tgpig[[threadgroup_position_in_grid]]) {
+    const int i3 = tgpig[2];
+    const int i2 = tgpig[1];
+    const int i1 = tgpig[0];
+
+    float corr_dims[2];
+    rope_yarn_corr_dims(args.n_dims, args.n_ctx_orig, args.freq_base, args.beta_fast, args.beta_slow, corr_dims);
+
+    device const int32_t * pos = (device const int32_t *) src1;
+
+    const float theta_base = (float) pos[i2];
+    const float inv_ndims = -1.f/args.n_dims;
+
+    float cos_theta;
+    float sin_theta;
+
+    for (int i0 = 2*tiitg; i0 < args.ne0; i0 += 2*tptg.x) {
+        if (i0 < args.n_dims) {
+            const int ic = i0/2;
+
+            const float theta = theta_base * pow(args.freq_base, inv_ndims*i0);
+
+            const float freq_factor = src2 != src0 ? ((device const float *) src2)[ic] : 1.0f;
+
+            rope_yarn(theta/freq_factor, args.freq_scale, corr_dims, i0, args.ext_factor, args.attn_factor, &cos_theta, &sin_theta);
+
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            const float x0 = src[0];
+            const float x1 = src[1];
+
+            dst_data[0] = x0*cos_theta - x1*sin_theta;
+            dst_data[1] = x0*sin_theta + x1*cos_theta;
+        } else {
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            dst_data[0] = src[0];
+            dst_data[1] = src[1];
+        }
+    }
+}
+
+template<typename T>
+kernel void kernel_rope_neox(
+        constant ggml_metal_kargs_rope & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * src2,
+        device       char * dst,
+        ushort  tiitg[[thread_index_in_threadgroup]],
+        ushort3 tptg [[threads_per_threadgroup]],
+        uint3   tgpig[[threadgroup_position_in_grid]]) {
+    const int i3 = tgpig[2];
+    const int i2 = tgpig[1];
+    const int i1 = tgpig[0];
+
+    float corr_dims[2];
+    rope_yarn_corr_dims(args.n_dims, args.n_ctx_orig, args.freq_base, args.beta_fast, args.beta_slow, corr_dims);
+
+    device const int32_t * pos = (device const int32_t *) src1;
+
+    const float theta_base = (float) pos[i2];
+    const float inv_ndims = -1.f/args.n_dims;
+
+    float cos_theta;
+    float sin_theta;
+
+    for (int i0 = 2*tiitg; i0 < args.ne0; i0 += 2*tptg.x) {
+        if (i0 < args.n_dims) {
+            const int ic = i0/2;
+
+            const float theta = theta_base * pow(args.freq_base, inv_ndims*i0);
+
+            const float freq_factor = src2 != src0 ? ((device const float *) src2)[ic] : 1.0f;
+
+            rope_yarn(theta/freq_factor, args.freq_scale, corr_dims, i0, args.ext_factor, args.attn_factor, &cos_theta, &sin_theta);
+
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + ic*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + ic*args.nb0);
+
+            const float x0 = src[0];
+            const float x1 = src[args.n_dims/2];
+
+            dst_data[0]             = x0*cos_theta - x1*sin_theta;
+            dst_data[args.n_dims/2] = x0*sin_theta + x1*cos_theta;
+        } else {
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            dst_data[0] = src[0];
+            dst_data[1] = src[1];
+        }
+    }
+}
+
+template<typename T>
+kernel void kernel_rope_multi(
+        constant ggml_metal_kargs_rope & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * src2,
+        device       char * dst,
+        ushort  tiitg[[thread_index_in_threadgroup]],
+        ushort3 tptg [[threads_per_threadgroup]],
+        uint3   tgpig[[threadgroup_position_in_grid]]) {
+    const int i3 = tgpig[2];
+    const int i2 = tgpig[1];
+    const int i1 = tgpig[0];
+
+    float corr_dims[2];
+    rope_yarn_corr_dims(args.n_dims, args.n_ctx_orig, args.freq_base, args.beta_fast, args.beta_slow, corr_dims);
+
+    device const int32_t * pos = (device const int32_t *) src1;
+
+    const float inv_ndims = -1.f/args.n_dims;
+
+    float cos_theta;
+    float sin_theta;
+
+    for (int i0 = 2*tiitg; i0 < args.ne0; i0 += 2*tptg.x) {
+        if (i0 < args.n_dims) {
+            const int ic = i0/2;
+
+            // mrope theta calculations
+            // note: the rest is the same as kernel_rope_neox
+            const int sect_dims = args.sect_0 + args.sect_1 + args.sect_2 + args.sect_3;
+            const int sec_w01   = args.sect_0 + args.sect_1;               // end of section 1
+            const int sec_w012  = args.sect_0 + args.sect_1 + args.sect_2; // end of section 2
+            const int sector    = ic % sect_dims;
+
+            float theta_base;
+            if (sector < args.sect_0) {
+                theta_base = (float) pos[i2];
+            } else if (sector < sec_w01) {
+                theta_base = (float) pos[i2 + args.ne02];
+            } else if (sector < sec_w012) {
+                theta_base = (float) pos[i2 + args.ne02 * 2];
+            } else {
+                theta_base = (float) pos[i2 + args.ne02 * 3];
+            }
+            // end of mrope
+
+            const float theta = theta_base * pow(args.freq_base, inv_ndims*i0);
+
+            const float freq_factor = src2 != src0 ? ((device const float *) src2)[ic] : 1.0f;
+
+            rope_yarn(theta/freq_factor, args.freq_scale, corr_dims, i0, args.ext_factor, args.attn_factor, &cos_theta, &sin_theta);
+
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + ic*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + ic*args.nb0);
+
+            const float x0 = src[0];
+            const float x1 = src[args.n_dims/2];
+
+            dst_data[0]             = x0*cos_theta - x1*sin_theta;
+            dst_data[args.n_dims/2] = x0*sin_theta + x1*cos_theta;
+        } else {
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            dst_data[0] = src[0];
+            dst_data[1] = src[1];
+        }
+    }
+}
+
+template<typename T>
+kernel void kernel_rope_vision(
+        constant ggml_metal_kargs_rope & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * src2,
+        device       char * dst,
+        ushort  tiitg[[thread_index_in_threadgroup]],
+        ushort3 tptg [[threads_per_threadgroup]],
+        uint3   tgpig[[threadgroup_position_in_grid]]) {
+    const int i3 = tgpig[2];
+    const int i2 = tgpig[1];
+    const int i1 = tgpig[0];
+
+    float corr_dims[2];
+    rope_yarn_corr_dims(args.n_dims, args.n_ctx_orig, args.freq_base, args.beta_fast, args.beta_slow, corr_dims);
+
+    device const int32_t * pos = (device const int32_t *) src1;
+
+    const float inv_ndims = -1.f/args.n_dims;
+
+    float cos_theta;
+    float sin_theta;
+
+    for (int i0 = 2*tiitg; i0 < args.ne0; i0 += 2*tptg.x) {
+        if (i0 < 2*args.n_dims) { // different from kernel_rope_multi
+            const int ic = i0/2;
+
+            // mrope theta calculations (only support 2 dimensions)
+            const int sect_dims = args.sect_0 + args.sect_1;
+            const int sector    = ic % sect_dims;
+
+            float p;
+            float theta_base;
+            if (sector < args.sect_1) {
+                p = (float) sector;
+                theta_base = (float) pos[i2];
+            } else {
+                p = (float) sector - args.sect_0;
+                theta_base = (float) pos[i2 + args.ne02];
+            }
+
+            const float theta = theta_base * pow(args.freq_base, 2.0f * inv_ndims * p);
+            // end of mrope
+
+            const float freq_factor = src2 != src0 ? ((device const float *) src2)[ic] : 1.0f;
+
+            rope_yarn(theta/freq_factor, args.freq_scale, corr_dims, i0, args.ext_factor, args.attn_factor, &cos_theta, &sin_theta);
+
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + ic*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + ic*args.nb0);
+
+            const float x0 = src[0];
+            const float x1 = src[args.n_dims]; // different from kernel_rope_multi
+
+            dst_data[0]           = x0*cos_theta - x1*sin_theta;
+            dst_data[args.n_dims] = x0*sin_theta + x1*cos_theta; // different from kernel_rope_multi
+        } else {
+            device const T * const src = (device T *)(src0 + i3*args.nb03 + i2*args.nb02 + i1*args.nb01 + i0*args.nb00);
+            device       T * dst_data  = (device T *)( dst + i3*args.nb3  + i2*args.nb2  + i1*args.nb1  + i0*args.nb0);
+
+            dst_data[0] = src[0];
+            dst_data[1] = src[1];
+        }
+    }
+}
+
+typedef decltype(kernel_rope_norm<float>) kernel_rope_norm_t;
+typedef decltype(kernel_rope_neox<float>) kernel_rope_neox_t;
+typedef decltype(kernel_rope_multi<float>) kernel_rope_multi_t;
+typedef decltype(kernel_rope_vision<float>) kernel_rope_vision_t;
+
+template [[host_name("kernel_rope_norm_f32")]] kernel kernel_rope_norm_t kernel_rope_norm<float>;
+template [[host_name("kernel_rope_norm_f16")]] kernel kernel_rope_norm_t kernel_rope_norm<half>;
+
+template [[host_name("kernel_rope_neox_f32")]] kernel kernel_rope_neox_t kernel_rope_neox<float>;
+template [[host_name("kernel_rope_neox_f16")]] kernel kernel_rope_neox_t kernel_rope_neox<half>;
+
+template [[host_name("kernel_rope_multi_f32")]] kernel kernel_rope_multi_t kernel_rope_multi<float>;
+template [[host_name("kernel_rope_multi_f16")]] kernel kernel_rope_multi_t kernel_rope_multi<half>;
+
+template [[host_name("kernel_rope_vision_f32")]] kernel kernel_rope_vision_t kernel_rope_vision<float>;
+template [[host_name("kernel_rope_vision_f16")]] kernel kernel_rope_vision_t kernel_rope_vision<half>;
+
+typedef void (im2col_t)(
+        device const float * x,
+        device        char * dst,
+        constant ggml_metal_kargs_im2col & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3  tgpg[[threadgroups_per_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]);
+
+template <typename T>
+kernel void kernel_im2col(
+        device const float * x,
+        device        char * dst,
+        constant ggml_metal_kargs_im2col & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3  tgpg[[threadgroups_per_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]) {
+//    const int64_t IC = tgpg[0];
+    const int64_t OH = tgpg[1];
+    const int64_t OW = tgpg[2];
+
+//    const int64_t N  = ntg[0];
+    const int64_t KH = ntg[1];
+    const int64_t KW = ntg[2];
+
+    const int64_t in  = tpitg[0];
+    const int64_t ikh = tpitg[1];
+    const int64_t ikw = tpitg[2];
+
+    const int64_t iic = tgpig[0];
+    const int64_t ioh = tgpig[1];
+    const int64_t iow = tgpig[2];
+
+    const int64_t iiw = iow*args.s0 + ikw*args.d0 - args.p0;
+    const int64_t iih = ioh*args.s1 + ikh*args.d1 - args.p1;
+
+    const int64_t offset_dst = (in*OH*OW + ioh*OW + iow)*args.CHW + (iic*(KH*KW) + ikh*KW + ikw);
+
+    device T * pdst = (device T *) (dst);
+
+    if (iih < 0 || iih >= args.IH || iiw < 0 || iiw >= args.IW) {
+        pdst[offset_dst] = 0.0f;
+    } else {
+        const int64_t offset_src = in*args.ofs0 + iic*args.ofs1 + iih*args.IW + iiw;
+        pdst[offset_dst] = x[offset_src];
+    }
+}
+
+template [[host_name("kernel_im2col_f32")]] kernel im2col_t kernel_im2col<float>;
+template [[host_name("kernel_im2col_f16")]] kernel im2col_t kernel_im2col<half>;
+
+typedef void (im2col_ext_t)(
+        device const float * x,
+        device        char * dst,
+        constant ggml_metal_kargs_im2col & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3  tgpg[[threadgroups_per_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]);
+
+template <typename T>
+kernel void kernel_im2col_ext(
+        device const float * x,
+        device        char * dst,
+        constant ggml_metal_kargs_im2col & args,
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3  tgpg[[threadgroups_per_grid]],      // tgpg[0] = D x IC x KH x KW, CHW = IC x KH x KW
+        uint3 tpitg[[thread_position_in_threadgroup]],
+        uint3   ntg[[threads_per_threadgroup]]) {  // [M, 1, 1]
+    const int64_t KHW = (int64_t)args.KHW;
+
+    const int64_t d = tgpig[0] / args.CHW;
+    const int64_t chw = tgpig[0] % args.CHW;
+    const int64_t tgpig_0 = chw / KHW;  // 0 ~ (IC - 1)
+    const int64_t HW = tgpig[0] % KHW;
+
+    const int64_t tpitg_0 = (d * ntg[0]) + tpitg[0];
+    if (tpitg_0 >= args.N) {
+        return;
+    }
+
+    const int64_t tpitg_1 = HW / args.KW;
+    const int64_t tpitg_2 = HW % args.KW;
+
+    const int64_t iiw = tgpig[2] * args.s0 + tpitg_2 * args.d0 - args.p0;
+    const int64_t iih = tgpig[1] * args.s1 + tpitg_1 * args.d1 - args.p1;
+
+    const int64_t offset_dst =
+        (tpitg_0 * tgpg[1] * tgpg[2] + tgpig[1] * tgpg[2] + tgpig[2]) * args.CHW +
+        (tgpig_0 * KHW + tpitg_1 * args.KW + tpitg_2);
+
+    device T * pdst = (device T *) (dst);
+
+    if (iih < 0 || iih >= args.IH || iiw < 0 || iiw >= args.IW) {
+        pdst[offset_dst] = 0.0f;
+    } else {
+        const int64_t offset_src = tpitg_0 * args.ofs0 + tgpig_0 * args.ofs1;
+        pdst[offset_dst] = x[offset_src + iih * args.IW + iiw];
+    }
+}
+
+template [[host_name("kernel_im2col_ext_f32")]] kernel im2col_ext_t kernel_im2col_ext<float>;
+template [[host_name("kernel_im2col_ext_f16")]] kernel im2col_ext_t kernel_im2col_ext<half>;
+
+typedef void (conv_transpose_1d_t)(
+        device const float * src0,
+        device const float * src1,
+        device        char * dst,
+        constant ggml_metal_kargs_conv_transpose_1d & args,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        uint3    tgpg[[threadgroups_per_grid]]);
+
+template <typename T>
+kernel void kernel_conv_transpose_1d(
+        device const     T * src0,
+        device const float * src1,
+        device        char * dst,
+        constant ggml_metal_kargs_conv_transpose_1d & args,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        uint3   tgpg[[threadgroups_per_grid]]) {
+
+    float v = 0.0f;
+
+    for (int64_t c = 0; c < args.IC; c++) {
+        const int32_t kernel_offset = c * tgpg[1] * args.K + args.K * tgpig[1];
+        const int32_t input_offset = c * args.IL;
+
+        for (int64_t i = 0; i < args.IL; i++) {
+            if (tgpig[0] >= i * args.s0 && tgpig[0] < i * args.s0 + args.K) {
+                v += src0[kernel_offset + tgpig[0] - i * args.s0] * src1[input_offset + i];
+            }
+        }
+    }
+
+    device float * dst_ptr = (device float *) (dst + tgpig[0] * args.nb0 + tgpig[1] * args.nb1);
+
+    dst_ptr[0] = v;
+}
+
+template [[host_name("kernel_conv_transpose_1d_f32_f32")]]
+kernel void kernel_conv_transpose_1d<float>(
+    device const float * src0,
+    device const float * src1,
+    device        char * dst,
+    constant ggml_metal_kargs_conv_transpose_1d & args,
+    uint3   tgpig[[threadgroup_position_in_grid]],
+    uint3    tgpg[[threadgroups_per_grid]]);
+
+template [[host_name("kernel_conv_transpose_1d_f16_f32")]]
+kernel void kernel_conv_transpose_1d<half>(
+    device const half  * src0,
+    device const float * src1,
+    device        char * dst,
+    constant ggml_metal_kargs_conv_transpose_1d & args,
+    uint3   tgpig[[threadgroup_position_in_grid]],
+    uint3    tgpg[[threadgroups_per_grid]]);
+
+kernel void kernel_upscale_f32(
+    device  const char * src0,
+    device        char * dst,
+    constant ggml_metal_kargs_upscale & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    const int64_t i3 = tgpig.z;
+    const int64_t i2 = tgpig.y;
+    const int64_t i1 = tgpig.x;
+
+    const int64_t i03 = i3/args.sf3;
+    const int64_t i02 = i2/args.sf2;
+    const int64_t i01 = i1/args.sf1;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        const int64_t i00 = i0/args.sf0;
+
+        device const float * src0_ptr = (device const float *) (src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+        device       float * dst_ptr  = (device       float *) (dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1  +  i0*args.nb0);
+
+        dst_ptr[0] = src0_ptr[0];
+    }
+}
+
+kernel void kernel_pad_f32(
+    device  const char * src0,
+    device        char * dst,
+    constant ggml_metal_kargs_pad & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    const int64_t i3 = tgpig.z;
+    const int64_t i2 = tgpig.y;
+    const int64_t i1 = tgpig.x;
+
+    const int64_t i03 = i3;
+    const int64_t i02 = i2;
+    const int64_t i01 = i1;
+
+    device const float * src0_ptr = (device const float *) (src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01);
+    device       float * dst_ptr  = (device       float *) (dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1);
+
+    if (i1 < args.ne01 && i2 < args.ne02 && i3 < args.ne03) {
+        for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+            if (i0 < args.ne00) {
+                dst_ptr[i0] = src0_ptr[i0];
+            } else {
+                dst_ptr[i0] = 0.0f;
+            }
+        }
+
+        return;
+    }
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        dst_ptr[i0] = 0.0f;
+    }
+}
+
+kernel void kernel_pad_reflect_1d_f32(
+    device  const char * src0,
+    device        char * dst,
+    constant   ggml_metal_kargs_pad_reflect_1d & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3  tgpg[[threadgroups_per_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    const int64_t i3 = tgpig.z;
+    const int64_t i2 = tgpig.y;
+    const int64_t i1 = tgpig.x;
+
+    const int64_t i03 = i3;
+    const int64_t i02 = i2;
+    const int64_t i01 = i1;
+
+    device const float * src0_ptr = (device const float *) (src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01);
+    device       float * dst_ptr  = (device       float *) (dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1);
+
+    if (i1 < args.ne01 && i2 < args.ne02 && i3 < args.ne03) {
+        for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+            if (i0 < args.p0) {
+                dst_ptr[i0] = src0_ptr[args.p0 - i0];
+            } else if (i0 < args.ne0 - args.p1) {
+                dst_ptr[i0] = src0_ptr[i0 - args.p0];
+            } else {
+                dst_ptr[i0] = src0_ptr[(args.ne0 - args.p1 - args.p0) - (args.p1 + 1 - (args.ne0 - i0)) - 1];
+            }
+        }
+    }
+}
+
+kernel void kernel_arange_f32(
+    device        char * dst,
+    constant   ggml_metal_kargs_arange & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    device float * dst_ptr = (device float *) dst;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        dst_ptr[i0] = args.start + args.step * i0;
+    }
+}
+
+kernel void kernel_timestep_embedding_f32(
+    device  const char * src0,
+    device        char * dst,
+    constant  ggml_metal_kargs_timestep_embedding & args,
+    uint3 tgpig[[threadgroup_position_in_grid]],
+    uint3 tpitg[[thread_position_in_threadgroup]],
+    uint3   ntg[[threads_per_threadgroup]]) {
+
+    int i = tgpig.x;
+    device float * embed_data = (device float *)(dst + i*args.nb1);
+
+    int half_ = args.dim / 2;
+    for (int j = tpitg.x; j < half_; j += ntg.x) {
+        float timestep = ((device float *)src0)[i];
+        float freq = (float)exp(-log((float)args.max_period) * j / half_);
+        float arg = timestep * freq;
+        embed_data[j        ] = cos(arg);
+        embed_data[j + half_] = sin(arg);
+    }
+
+    if (args.dim % 2 != 0 && tpitg.x == 0) {
+        embed_data[args.dim] = 0.f;
+    }
+}
+
+// bitonic sort implementation following the CUDA kernels as reference
+typedef void (argsort_t)(
+        device const float  * x,
+        device     int32_t  * dst,
+        constant   ggml_metal_kargs_argsort & args,
+        threadgroup int32_t * shared_values [[threadgroup(0)]],
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]]);
+
+template<ggml_sort_order order>
+kernel void kernel_argsort_f32_i32(
+        device const float   * x,
+        device       int32_t * dst,
+        constant   ggml_metal_kargs_argsort & args,
+        threadgroup int32_t  * shared_values [[threadgroup(0)]],
+        uint3 tgpig[[threadgroup_position_in_grid]],
+        uint3 tpitg[[thread_position_in_threadgroup]]) {
+    // bitonic sort
+    int col = tpitg[0];
+    int row = tgpig[1];
+
+    if (col >= args.ncols_pad) return;
+
+    device const float   * x_row   = x + row * args.ncols;
+    threadgroup int32_t  * dst_row = shared_values;
+
+    // initialize indices
+    dst_row[col] = col;
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    for (int k = 2; k <= args.ncols_pad; k *= 2) {
+        for (int j = k / 2; j > 0; j /= 2) {
+            int ixj = col ^ j;
+            if (ixj > col) {
+                if ((col & k) == 0) {
+                    if (dst_row[col] >= args.ncols ||
+                        (dst_row[ixj] < args.ncols && (order == GGML_SORT_ORDER_ASC ?
+                            x_row[dst_row[col]] > x_row[dst_row[ixj]] :
+                            x_row[dst_row[col]] < x_row[dst_row[ixj]]))
+                    ) {
+                        SWAP(dst_row[col], dst_row[ixj]);
+                    }
+                } else {
+                    if (dst_row[ixj] >= args.ncols ||
+                        (dst_row[col] < args.ncols && (order == GGML_SORT_ORDER_ASC ?
+                            x_row[dst_row[col]] < x_row[dst_row[ixj]] :
+                            x_row[dst_row[col]] > x_row[dst_row[ixj]]))
+                    ) {
+                        SWAP(dst_row[col], dst_row[ixj]);
+                    }
+                }
+            }
+            threadgroup_barrier(mem_flags::mem_threadgroup);
+        }
+    }
+
+    // copy the result to dst without the padding
+    if (col < args.ncols) {
+        dst[row * args.ncols + col] = dst_row[col];
+    }
+}
+
+template [[host_name("kernel_argsort_f32_i32_asc")]]  kernel argsort_t kernel_argsort_f32_i32<GGML_SORT_ORDER_ASC>;
+template [[host_name("kernel_argsort_f32_i32_desc")]] kernel argsort_t kernel_argsort_f32_i32<GGML_SORT_ORDER_DESC>;
+
+kernel void kernel_leaky_relu_f32(
+        device const float * src0,
+        device       float * dst,
+        constant     ggml_metal_kargs_leaky_relu & args,
+        uint tpig[[thread_position_in_grid]]) {
+    dst[tpig] = src0[tpig] > 0.0f ? src0[tpig] : src0[tpig] * args.slope;
+}
+
+// ref: https://arxiv.org/pdf/2307.08691.pdf
+template<
+    typename q_t,     // query types in shared memory
+    typename q4_t,
+    typename q8x8_t,
+    typename k_t,     // key types in shared memory
+    typename k4x4_t,
+    typename k8x8_t,
+    typename v_t,     // value types in shared memory
+    typename v4x4_t,
+    typename v8x8_t,
+    typename qk_t,    // Q*K types
+    typename qk8x8_t,
+    typename s_t,     // soft-max types
+    typename s8x8_t,
+    typename o_t,     // attention accumulation types
+    typename o4_t,
+    typename o8x8_t,
+    typename kd4x4_t, // key type in device memory
+    short nl_k,
+    void (*deq_k)(device const kd4x4_t *, short, thread k4x4_t &),
+    typename vd4x4_t, // key type in device memory
+    short nl_v,
+    void (*deq_v)(device const vd4x4_t *, short, thread v4x4_t &),
+    short DK,        // K head size
+    short DV,        // V head size
+    short Q  = 8,    // queries per threadgroup
+    short KV = 8,    // key/value processed per each simdgroup
+    short C  = 32>   // cache items per threadgroup
+kernel void kernel_flash_attn_ext(
+        constant ggml_metal_kargs_flash_attn_ext & args,
+        device const char * q,
+        device const char * k,
+        device const char * v,
+        device const char * mask,
+        device       char * dst,
+        threadgroup  half * shmem_f16 [[threadgroup(0)]],
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3   ntg[[threads_per_threadgroup]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    const short nsg = ntg.y; // number of simdgroups
+
+    const int iq3 = tgpig[2];
+    const int iq2 = tgpig[1];
+    const int iq1 = tgpig[0]*Q;
+
+    constexpr short DK4  = DK/4;
+    constexpr short DK8  = DK/8;
+    constexpr short DK16 = DK/16;
+    constexpr short DV4  = DV/4;
+    constexpr short DV8  = DV/8;
+    constexpr short DV16 = DV/16;
+
+    constexpr short NW  = N_SIMDWIDTH;
+    constexpr short SH  = (2*C + Q); // shared memory per simdgroup (s_t == float)
+
+    const short TS = nsg*SH;   // shared memory size per query in (s_t == float)
+    const short T  = DK + 2*TS; // shared memory size per query in (half)
+
+    threadgroup q_t  * sq  = (threadgroup q_t  *) (shmem_f16 +              0*DK); // holds the query data
+    threadgroup q4_t * sq4 = (threadgroup q4_t *) (shmem_f16 +              0*DK); // same as above but in q4_t
+    threadgroup o_t  * so  = (threadgroup o_t  *) (shmem_f16 +              0*DK); // reuse query data for accumulation
+    threadgroup o4_t * so4 = (threadgroup o4_t *) (shmem_f16 +              0*DK); // same as above but in o4_t
+    threadgroup s_t  * ss  = (threadgroup s_t  *) (shmem_f16 + 2*sgitg*SH + Q*DK); // scratch buffer for attention, mask and diagonal matrix
+
+    threadgroup k_t    * sk    = (threadgroup k_t    *) (shmem_f16 + sgitg*(4*16*KV) + Q*T); // scratch buffer to load K in shared memory
+    threadgroup k4x4_t * sk4x4 = (threadgroup k4x4_t *) (shmem_f16 + sgitg*(4*16*KV) + Q*T); // same as above but in k4x4_t
+
+    threadgroup v_t    * sv    = (threadgroup v_t    *) (shmem_f16 + sgitg*(4*16*KV) + Q*T); // scratch buffer to load V in shared memory
+    threadgroup v4x4_t * sv4x4 = (threadgroup v4x4_t *) (shmem_f16 + sgitg*(4*16*KV) + Q*T); // same as above but in v4x4_t
+
+    // store the result for all queries in local memory in 8x8 matrices (the O matrix from the paper)
+    o8x8_t lo[DV8];
+
+    // load heads from Q to shared memory
+    for (short j = sgitg; j < Q; j += nsg) {
+        device const float4 * q4 = (device const float4 *) ((device const char *) q + ((iq1 + j)*args.nb01 + iq2*args.nb02 + iq3*args.nb03));
+
+        for (short i = tiisg; i < DK4; i += NW) {
+            if (iq1 + j < args.ne01) {
+                sq4[j*DK4 + i] = (q4_t) q4[i];
+            } else {
+                sq4[j*DK4 + i] = (q4_t) 0.0f;
+            }
+        }
+    }
+
+    // zero out lo
+    for (short i = 0; i < DV8; ++i) {
+        lo[i] = make_filled_simdgroup_matrix<o_t, 8>((o_t) 0.0f);
+    }
+
+    // zero out shared memory SH
+    for (short j = 0; j < Q; ++j) {
+        for (short i = tiisg; i < SH; i += NW) {
+            ss[j*TS + i] = 0.0f;
+        }
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    {
+        float S[Q] = { [0 ... Q-1] = 0.0f };
+        float M[Q] = { [0 ... Q-1] = -__FLT_MAX__/2 };
+
+        // thread indices inside the simdgroup
+        // TODO: see if we can utilize quad-group functions for better performance
+        //       https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf (6.9.3)
+        const short tx = tiisg%4;
+        const short ty = tiisg/4;
+
+        // broadcast kv
+        //const short rk2 = args.ne02/args.ne12;
+        //const short rk3 = args.ne03/args.ne13;
+
+        const short ikv2 = iq2/(args.ne02/args.ne_12_2);
+        const short ikv3 = iq3/(args.ne03/args.ne_12_3);
+
+        const bool has_mask = mask != q;
+
+        float slope = 1.0f;
+
+        // ALiBi
+        if (args.max_bias > 0.0f) {
+            const short h = iq2;
+
+            const float base = h < args.n_head_log2 ? args.m0 : args.m1;
+            const short exph = h < args.n_head_log2 ? h + 1 : 2*(h - args.n_head_log2) + 1;
+
+            slope = pow(base, exph);
+        }
+
+        // loop over the KV cache
+        // each simdgroup handles blocks of Q rows and C columns
+        for (int ic0 = 0; ic0 < args.ne11; ic0 += C*nsg) {
+            const int ic = ic0 + C*sgitg;
+            if (ic >= args.ne11) {
+                break;
+            }
+
+            if (has_mask) {
+                // used to detect blocks full of -INF
+                float smax = -INFINITY;
+
+                // load the mask in shared memory
+                #pragma unroll(Q)
+                for (short j = 0; j < Q; ++j) {
+                    device const half * pm = (device const half *) ((device const char *) mask + (iq1 + j)*args.nb31);
+
+                    const float m = pm[ic + tiisg];
+
+                    ss[j*TS + C + tiisg] = m;
+                    smax = max(smax, m);
+                }
+
+                smax = simd_max(smax);
+
+                if (smax == -INFINITY) {
+                    continue;
+                }
+            }
+
+            // Q*K^T
+            {
+                for (short cc = 0; cc < C/8; ++cc) {
+                    qk8x8_t mqk = make_filled_simdgroup_matrix<qk_t, 8>((qk_t) 0.0f);
+
+                    // this is compile-time check, so it does not have runtime overhead
+                    if (is_same<kd4x4_t, k4x4_t>::value) {
+                        // we can read directly from global memory
+                        device const k_t * pk = (device const k_t *) ((device const char *) k + ((ic + 8*cc)*args.nb11 + ikv2*args.nb12 + ikv3*args.nb13));
+
+                        #pragma unroll(DK8)
+                        for (short i = 0; i < DK8; ++i) {
+                            k8x8_t mk;
+                            simdgroup_load(mk, pk + i*8, args.nb11/sizeof(k_t), 0, true); // transpose // TODO: use ne10
+
+                            q8x8_t mq;
+                            simdgroup_load(mq, sq + i*8, DK);
+                            simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+                        }
+                    } else {
+                        for (short ii = 0; ii < DK16; ii += 4) {
+                            device const kd4x4_t * pk4x4 = (device const kd4x4_t *) ((device const char *) k + ((ic + 8*cc + ty)*args.nb11 + ikv2*args.nb12 + ikv3*args.nb13));
+
+                            if (DK16%4 == 0) {
+                                // the head is evenly divisible by 4*16 = 64, so no need for bound checks
+                                {
+                                    k4x4_t tmp;
+                                    deq_k(pk4x4 + (ii + tx)/nl_k, (ii + tx)%nl_k, tmp);
+                                    sk4x4[4*ty + tx] = tmp;
+                                }
+
+                                simdgroup_barrier(mem_flags::mem_threadgroup);
+
+                                #pragma unroll(4)
+                                for (short k = 0; k < 4; ++k) {
+                                    k8x8_t mk;
+                                    q8x8_t mq;
+
+                                    simdgroup_load(mk, sk + 16*k + 0*8, 4*16, 0, true); // transpose
+                                    simdgroup_load(mq, sq + (2*(ii + k) + 0)*8, DK);
+                                    simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+
+                                    simdgroup_load(mk, sk + 16*k + 1*8, 4*16, 0, true); // transpose
+                                    simdgroup_load(mq, sq + (2*(ii + k) + 1)*8, DK);
+                                    simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+                                }
+                            } else {
+                                if (ii + tx < DK16) {
+                                    k4x4_t tmp;
+                                    deq_k(pk4x4 + (ii + tx)/nl_k, (ii + tx)%nl_k, tmp);
+                                    sk4x4[4*ty + tx] = tmp;
+                                }
+
+                                simdgroup_barrier(mem_flags::mem_threadgroup);
+
+                                for (short k = 0; k < 4 && ii + k < DK16; ++k) {
+                                    k8x8_t mk;
+                                    q8x8_t mq;
+
+                                    simdgroup_load(mk, sk + 16*k + 0*8, 4*16, 0, true); // transpose
+                                    simdgroup_load(mq, sq + (2*(ii + k) + 0)*8, DK);
+                                    simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+
+                                    simdgroup_load(mk, sk + 16*k + 1*8, 4*16, 0, true); // transpose
+                                    simdgroup_load(mq, sq + (2*(ii + k) + 1)*8, DK);
+                                    simdgroup_multiply_accumulate(mqk, mq, mk, mqk);
+                                }
+                            }
+                        }
+                    }
+
+                    // cast qk_t -> s_t
+                    //s8x8_t mqks(1.0f);
+                    //simdgroup_multiply(mqks, mqk, mqks);
+                    //simdgroup_store(mqks, ss + 8*cc, TS, 0, false);
+
+                    simdgroup_store(mqk, ss + 8*cc, TS, 0, false);
+                }
+            }
+
+            // online softmax
+            {
+                for (ushort j = 0; j < Q; ++j) {
+                    const float m = M[j];
+
+                    // scale and apply the logitcap / mask
+                    float s = ss[j*TS + tiisg]*args.scale;
+
+                    if (args.logit_softcap != 0.0f) {
+                        s = args.logit_softcap*precise::tanh(s);
+                    }
+
+                    // mqk = mqk + mask*slope
+                    s += slope*ss[j*TS + C + tiisg];
+
+                    M[j] = simd_max(max(M[j], s));
+
+                    const float ms = exp(m - M[j]);
+                    const float vs = exp(s - M[j]);
+
+                    S[j] = S[j]*ms + simd_sum(vs);
+
+                    // the P matrix from the paper (Q rows, C columns)
+                    ss[j*TS + tiisg] = vs;
+
+                    // create a QxQ diagonal matrix for rescaling the output
+                    if (tiisg == j) {
+                        ss[j*TS + 2*C + j] = ms;
+                    }
+                }
+            }
+
+            // O = diag(ms)*O
+            {
+                s8x8_t mm;
+                simdgroup_load(mm, ss + 2*C, TS, 0, false);
+
+                #pragma unroll(DV8)
+                for (short i = 0; i < DV8; ++i) {
+                    simdgroup_multiply(lo[i], mm, lo[i]);
+                }
+            }
+
+            // O = O + (Q*K^T)*V
+            {
+                for (short cc = 0; cc < C/8; ++cc) {
+                    s8x8_t ms;
+                    simdgroup_load(ms, ss + 8*cc, TS, 0, false);
+
+                    if (is_same<vd4x4_t, v4x4_t>::value) {
+                        // we can read directly from global memory
+                        device const v_t * pv = (device const v_t *) ((device const char *) v + ((ic + 8*cc)*args.nb21 + ikv2*args.nb22 + ikv3*args.nb23));
+
+                        #pragma unroll(DV8)
+                        for (short i = 0; i < DV8; ++i) {
+                            v8x8_t mv;
+                            simdgroup_load(mv, pv + i*8, args.nb21/sizeof(v_t), 0, false); // TODO: use ne20
+
+                            simdgroup_multiply_accumulate(lo[i], ms, mv, lo[i]);
+                        }
+                    } else {
+                        for (short ii = 0; ii < DV16; ii += 4) {
+                            device const vd4x4_t * pv4x4 = (device const vd4x4_t *) ((device const char *) v + ((ic + 8*cc + ty)*args.nb21 + ikv2*args.nb22 + ikv3*args.nb23));
+
+                            if (DV16%4 == 0) {
+                                // no need for bound checks
+                                {
+                                    v4x4_t tmp;
+                                    deq_v(pv4x4 + (ii + tx)/nl_v, (ii + tx)%nl_v, tmp);
+                                    sv4x4[4*ty + tx] = tmp;
+                                }
+
+                                simdgroup_barrier(mem_flags::mem_threadgroup);
+
+                                #pragma unroll(4)
+                                for (short k = 0; k < 4; ++k) {
+                                    v8x8_t mv;
+
+                                    simdgroup_load(mv, sv + 16*k + 0*8, 4*16, 0, false);
+                                    simdgroup_multiply_accumulate(lo[2*(ii + k) + 0], ms, mv, lo[2*(ii + k) + 0]);
+
+                                    simdgroup_load(mv, sv + 16*k + 1*8, 4*16, 0, false);
+                                    simdgroup_multiply_accumulate(lo[2*(ii + k) + 1], ms, mv, lo[2*(ii + k) + 1]);
+                                }
+                            } else {
+                                if (ii + tx < DV16) {
+                                    v4x4_t tmp;
+                                    deq_v(pv4x4 + (ii + tx)/nl_v, (ii + tx)%nl_v, tmp);
+                                    sv4x4[4*ty + tx] = tmp;
+                                }
+
+                                simdgroup_barrier(mem_flags::mem_threadgroup);
+
+                                for (short k = 0; k < 4 && ii + k < DV16; ++k) {
+                                    v8x8_t mv;
+
+                                    simdgroup_load(mv, sv + 16*k + 0*8, 4*16, 0, false);
+                                    simdgroup_multiply_accumulate(lo[2*(ii + k) + 0], ms, mv, lo[2*(ii + k) + 0]);
+
+                                    simdgroup_load(mv, sv + 16*k + 1*8, 4*16, 0, false);
+                                    simdgroup_multiply_accumulate(lo[2*(ii + k) + 1], ms, mv, lo[2*(ii + k) + 1]);
+                                }
+                            }
+                        }
+                    }
+                }
+            }
+        }
+
+        // these are needed for reducing the results from the simdgroups (reuse the ss buffer)
+        for (short j = 0; j < Q; ++j) {
+            if (tiisg == 0) {
+                ss[j*TS + 0] = S[j];
+                ss[j*TS + 1] = M[j];
+            }
+        }
+    }
+
+    // reduce the warps sequentially
+    for (ushort sg = 1; sg < nsg; ++sg) {
+        float S = { 0.0f };
+        float M = { -__FLT_MAX__/2 };
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        // each simdgroup stores its output to shared memory, reusing sq
+        if (sgitg == sg) {
+            for (short i = 0; i < DV8; ++i) {
+                simdgroup_store(lo[i], so + i*8, DV, 0, false);
+            }
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        // the first simdgroup accumulates the results from the other simdgroups
+        if (sgitg == 0) {
+            for (short j = 0; j < Q; ++j) {
+                const float S0 = ss[j*TS +         0];
+                const float S1 = ss[j*TS + sg*SH + 0];
+
+                const float M0 = ss[j*TS +         1];
+                const float M1 = ss[j*TS + sg*SH + 1];
+
+                M = max(M0, M1);
+
+                const float ms0 = exp(M0 - M);
+                const float ms1 = exp(M1 - M);
+
+                S = S0*ms0 + S1*ms1;
+
+                if (tiisg == 0) {
+                    ss[j*TS + 0] = S;
+                    ss[j*TS + 1] = M;
+
+                    ss[j*TS + 2*C + j        ] = ms0;
+                    ss[j*TS + 2*C + j + sg*SH] = ms1;
+                }
+            }
+
+            // O_0 = diag(ms0)*O_0 + diag(ms1)*O_1
+            {
+                s8x8_t ms0;
+                s8x8_t ms1;
+
+                simdgroup_load(ms0, ss + 2*C,         TS, 0, false);
+                simdgroup_load(ms1, ss + 2*C + sg*SH, TS, 0, false);
+
+                #pragma unroll(DV8)
+                for (short i = 0; i < DV8; ++i) {
+                    o8x8_t t;
+
+                    simdgroup_load    (t, so + i*8, DV, 0, false);
+                    simdgroup_multiply(t, ms1, t);
+
+                    simdgroup_multiply_accumulate(lo[i], ms0, lo[i], t);
+                }
+            }
+        }
+    }
+
+    // store result to shared memory (reuse sq)
+    if (sgitg == 0) {
+        for (short i = 0; i < DV8; ++i) {
+            simdgroup_store(lo[i], so + i*8, DV, 0, false);
+        }
+    }
+
+    device float4 * dst4 = (device float4 *) dst;
+
+    // final rescale with 1/S and store to global memory
+    if (sgitg == 0) {
+        for (short j = 0; j < Q && iq1 + j < args.ne01; ++j) {
+            const float S = ss[j*TS + 0];
+
+            for (short i = tiisg; i < DV4; i += NW) {
+                dst4[((uint64_t)iq3*args.ne2*args.ne1 + iq2 + (uint64_t)(iq1 + j)*args.ne1)*DV4 + i] = (float4) so4[j*DV4 + i]/S;
+            }
+        }
+    }
+}
+
+// TODO: this is quite ugly. in the future these types will be hardcoded in the kernel, but for now keep them as
+//       template to be able to explore different combinations
+//
+#define FA_TYPES \
+    half,  half4,   simdgroup_half8x8,  \
+    half,  half4x4, simdgroup_half8x8,  \
+    half,  half4x4, simdgroup_half8x8,  \
+    float,          simdgroup_float8x8, \
+    float,          simdgroup_float8x8, \
+    half,  half4,   simdgroup_half8x8
+
+typedef decltype(kernel_flash_attn_ext<FA_TYPES, half4x4, 1, dequantize_f16, half4x4, 1, dequantize_f16, 64, 64>) flash_attn_ext_t;
+
+template [[host_name("kernel_flash_attn_ext_f16_h64" )]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  64,  64>;
+template [[host_name("kernel_flash_attn_ext_f16_h80" )]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  80,  80>;
+template [[host_name("kernel_flash_attn_ext_f16_h96" )]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  96,  96>;
+template [[host_name("kernel_flash_attn_ext_f16_h112")]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  112, 112>;
+template [[host_name("kernel_flash_attn_ext_f16_h128")]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  128, 128>;
+template [[host_name("kernel_flash_attn_ext_f16_h192")]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  192, 192>;
+template [[host_name("kernel_flash_attn_ext_f16_hk192_hv128")]]  kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  192, 128>;
+template [[host_name("kernel_flash_attn_ext_f16_h256")]]         kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  256, 256>;
+template [[host_name("kernel_flash_attn_ext_f16_hk576_hv512")]]  kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, half4x4,    1, dequantize_f16,  half4x4,    1, dequantize_f16,  576, 512>;
+
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_bf16_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_bf16_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_bf16_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_bf16_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_bf16_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_bf16_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_bf16_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_bf16_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_bf16_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, bfloat4x4,  1, dequantize_bf16, bfloat4x4,  1, dequantize_bf16, 576, 512>;
+#endif
+
+template [[host_name("kernel_flash_attn_ext_q4_0_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q4_0_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q4_0_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q4_0_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_0, 2, dequantize_q4_0, block_q4_0, 2, dequantize_q4_0, 576, 512>;
+
+template [[host_name("kernel_flash_attn_ext_q4_1_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q4_1_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q4_1_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q4_1_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q4_1, 2, dequantize_q4_1, block_q4_1, 2, dequantize_q4_1, 576, 512>;
+
+template [[host_name("kernel_flash_attn_ext_q5_0_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q5_0_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q5_0_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q5_0_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_0, 2, dequantize_q5_0, block_q5_0, 2, dequantize_q5_0, 576, 512>;
+
+template [[host_name("kernel_flash_attn_ext_q5_1_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q5_1_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q5_1_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q5_1_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q5_1, 2, dequantize_q5_1, block_q5_1, 2, dequantize_q5_1, 576, 512>;
+
+template [[host_name("kernel_flash_attn_ext_q8_0_h64" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 64,  64>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h80" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 80,  80>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h96" )]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 96,  96>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h112")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 112, 112>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h128")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 128, 128>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h192")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 192, 192>;
+template [[host_name("kernel_flash_attn_ext_q8_0_hk192_hv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 192, 128>;
+template [[host_name("kernel_flash_attn_ext_q8_0_h256")]]        kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 256, 256>;
+template [[host_name("kernel_flash_attn_ext_q8_0_hk576_hv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext<FA_TYPES, block_q8_0, 2, dequantize_q8_0, block_q8_0, 2, dequantize_q8_0, 576, 512>;
+
+#undef FA_TYPES
+
+template<
+    typename q4_t,  // query types in shared memory
+    typename k4_t,  // key types in shared memory
+    typename v4_t,  // value types in shared memory
+    typename qk_t,  // Q*K types
+    typename s_t,   // soft-max types
+    typename s4_t,
+    typename o4_t,  // attention accumulation types
+    typename kd4_t, // key type in device memory
+    short nl_k,
+    void (*deq_k_t4)(device const kd4_t *, short, thread k4_t &),
+    typename vd4_t, // key type in device memory
+    short nl_v,
+    void (*deq_v_t4)(device const vd4_t *, short, thread v4_t &),
+    short DK,       // K head size
+    short DV,       // V head size
+    short NE = 4,   // head elements per thread
+    short Q  = 1,   // queries per threadgroup
+    short C  = 32>  // cache items per threadgroup
+kernel void kernel_flash_attn_ext_vec(
+        constant ggml_metal_kargs_flash_attn_ext & args,
+        device const char * q,
+        device const char * k,
+        device const char * v,
+        device const char * mask,
+        device       char * dst,
+        threadgroup  half * shmem_f16 [[threadgroup(0)]],
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3   ntg[[threads_per_threadgroup]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]]) {
+    const short nsg = ntg.y; // number of simdgroups
+
+    const int iq3 = tgpig[2];
+    const int iq2 = tgpig[1];
+    const int iq1 = tgpig[0];
+
+    constexpr short DK4 = DK/4;
+    constexpr short DV4 = DV/4;
+    constexpr short NW  = N_SIMDWIDTH;
+    constexpr short NL  = NW/NE; // note: this can be adjusted to support different head sizes and simdgroup work loads
+    constexpr short SH  = 4*C;   // shared memory per simdgroup
+
+    const short T = DK + nsg*SH; // shared memory size per query in (half)
+
+  //threadgroup q_t   * sq  = (threadgroup q_t   *) (shmem_f16 +                  0*DK); // holds the query data
+    threadgroup q4_t  * sq4 = (threadgroup q4_t  *) (shmem_f16 +                  0*DK); // same as above but in q4_t
+    threadgroup s_t   * ss  = (threadgroup s_t   *) (shmem_f16 + sgitg*SH       + Q*DK); // scratch buffer for attention
+    threadgroup s4_t  * ss4 = (threadgroup s4_t  *) (shmem_f16 + sgitg*SH       + Q*DK); // same as above but in s4_t
+    threadgroup float * sm  = (threadgroup float *) (shmem_f16 + sgitg*SH + 2*C + Q*DK); // scratch buffer for mask
+    threadgroup o4_t  * sr4 = (threadgroup o4_t  *) (shmem_f16 + sgitg*DV       + Q*T);  // scratch buffer for the results
+
+    // store the result for all queries in local memory (the O matrix from the paper)
+    o4_t lo[DV4/NL];
+
+    // load heads from Q to shared memory
+    device const float4 * q4 = (device const float4 *) ((device const char *) q + (iq1*args.nb01 + iq2*args.nb02 + iq3*args.nb03));
+
+    for (short i = tiisg; i < DK4; i += NW) {
+        if (iq1 < args.ne01) {
+            sq4[i] = (q4_t) q4[i];
+        } else {
+            sq4[i] = (q4_t) 0.0f;
+        }
+    }
+
+    // zero out lo
+    for (short i = 0; i < DV4/NL; ++i) {
+        lo[i] = (o4_t) 0.0f;
+    }
+
+    // zero out shared memory SH
+    for (short i = tiisg; i < SH/4; i += NW) {
+        ss4[i] = (s4_t) 0.0f;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    {
+        float S = 0.0f;
+        float M = -__FLT_MAX__/2;
+
+        // thread indices inside the simdgroup
+        const short tx = tiisg%NL;
+        const short ty = tiisg/NL;
+
+        // broadcast kv
+        //const short rk2 = args.ne02/args.ne12;
+        //const short rk3 = args.ne03/args.ne13;
+
+        const short ikv2 = iq2/(args.ne02/args.ne_12_2);
+        const short ikv3 = iq3/(args.ne03/args.ne_12_3);
+
+        const bool has_mask = mask != q;
+
+        // pointer to the mask
+        device const half * pm = (device const half *) (mask + iq1*args.nb31);
+
+        float slope = 1.0f;
+
+        // ALiBi
+        if (args.max_bias > 0.0f) {
+            const short h = iq2;
+
+            const float base = h < args.n_head_log2 ? args.m0 : args.m1;
+            const short exph = h < args.n_head_log2 ? h + 1 : 2*(h - args.n_head_log2) + 1;
+
+            slope = pow(base, exph);
+        }
+
+        // loop over the KV cache
+        // each simdgroup handles blocks of Q rows and C columns
+        for (int ic0 = 0; ic0 < args.ne11; ic0 += C*nsg) {
+            const int ic = ic0 + C*sgitg;
+            if (ic >= args.ne11) {
+                break;
+            }
+
+            if (has_mask) {
+                sm[tiisg] = pm[ic + tiisg];
+            }
+
+            // Q*K^T
+            {
+                // each simdgroup processes 1 query and NE (NW/NL) head elements
+                for (short cc = 0; cc < C/NE; ++cc) {
+                    qk_t mqk = 0.0f;
+
+                    device const kd4_t * pk = (device const kd4_t *) ((device const char *) k + ((ic + NE*cc + ty)*args.nb11 + ikv2*args.nb12 + ikv3*args.nb13));
+
+                    #pragma unroll(DK4/NL)
+                    for (short ii = 0; ii < DK4; ii += NL) {
+                        const short i = ii + tx;
+
+                        k4_t mk;
+                        deq_k_t4(pk + i/nl_k, i%nl_k, mk);
+
+                        // note: this is less precise than the version below
+                        //mqka[0] += dot(mq[0], mk[0]);
+                        //mqka[1] += dot(mq[1], mk[1]);
+                        //mqka[2] += dot(mq[2], mk[2]);
+                        //mqka[3] += dot(mq[3], mk[3]);
+
+                        //q4x4_t mq = sq4x4[i];
+                        //mqka[0] += dot((float4) mq[0], (float4) mk[0]);
+                        //mqka[1] += dot((float4) mq[1], (float4) mk[1]);
+                        //mqka[2] += dot((float4) mq[2], (float4) mk[2]);
+                        //mqka[3] += dot((float4) mq[3], (float4) mk[3]);
+
+                        mqk += dot((float4) mk, (float4) sq4[i]);
+                    }
+
+                    static_assert(NE > 1, "NE must be > 1"); // note: not sure why NE == 1 fails
+
+                    // simdgroup reduce (NE = 4)
+                    // [ 0 ..  7] -> [ 0]
+                    // [ 8 .. 15] -> [ 8]
+                    // [16 .. 23] -> [16]
+                    // [24 .. 31] -> [24]
+                    if (NE <= 1) {
+                        mqk += simd_shuffle_down(mqk, 16);
+                    }
+                    if (NE <= 2) {
+                        mqk += simd_shuffle_down(mqk,  8);
+                    }
+                    if (NE <= 4) {
+                        mqk += simd_shuffle_down(mqk,  4);
+                    }
+                    if (NE <= 8) {
+                        mqk += simd_shuffle_down(mqk,  2);
+                    }
+                    if (NE <= 16) {
+                        mqk += simd_shuffle_down(mqk,  1);
+                    }
+
+                    // mqk = mqk*scale + mask*slope
+                    if (tx == 0) {
+                        mqk *= args.scale;
+
+                        if (args.logit_softcap != 0.0f) {
+                            mqk = args.logit_softcap*precise::tanh(mqk);
+                        }
+
+                        mqk += sm[NE*cc + ty]*slope;
+
+                        ss[NE*cc + ty] = mqk;
+                    }
+                }
+            }
+
+            simdgroup_barrier(mem_flags::mem_threadgroup);
+
+            // online softmax
+            {
+                const float m = M;
+                const float s = ss[tiisg];
+
+                M = simd_max(max(M, s));
+
+                const float ms = exp(m - M);
+                const float vs = exp(s - M);
+
+                S = S*ms + simd_sum(vs);
+
+                // the P matrix from the paper (Q rows, C columns)
+                ss[tiisg] = vs;
+
+                // O = diag(ms)*O
+                #pragma unroll(DV4/NL)
+                for (short ii = 0; ii < DV4; ii += NL) {
+                    lo[ii/NL] *= ms;
+                }
+            }
+
+            simdgroup_barrier(mem_flags::mem_threadgroup);
+
+            // O = O + (Q*K^T)*V
+            {
+                //#pragma unroll(C/NE)
+                for (short cc = 0; cc < C/NE; ++cc) {
+                    device const vd4_t * pv4 = (device const vd4_t *) ((device const char *) v + ((ic + NE*cc + ty)*args.nb21 + ikv2*args.nb22 + ikv3*args.nb23));
+
+                    const s4_t ms(ss[NE*cc + ty]);
+
+                    #pragma unroll(DV4/NL)
+                    for (short ii = 0; ii < DV4; ii += NL) {
+                        const short i = ii + tx;
+
+                        v4_t mv;
+                        deq_v_t4(pv4 + i/nl_v, i%nl_v, mv);
+
+                        lo[ii/NL] += o4_t(float4(mv)*float4(ms));
+                    }
+                }
+            }
+        }
+
+        // these are needed for reducing the results from the simdgroups (reuse the ss buffer)
+        if (tiisg == 0) {
+            ss[0] = (s_t) S;
+            ss[1] = (s_t) M;
+        }
+    }
+
+    // simdgroup reduce (NE = 4)
+    // [ 0,  8, 16, 24] -> [ 0]
+    // [ 1,  9, 17, 25] -> [ 1]
+    // [ 2, 10, 18, 26] -> [ 2]
+    // [ 3, 11, 19, 27] -> [ 3]
+    // [ 4, 12, 20, 28] -> [ 4]
+    // [ 5, 13, 21, 29] -> [ 5]
+    // [ 6, 14, 22, 30] -> [ 6]
+    // [ 7, 15, 23, 31] -> [ 7]
+    for (short ii = 0; ii < DV4; ii += NL) {
+        if (NE > 1) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0], 16);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1], 16);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2], 16);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3], 16);
+        }
+
+        if (NE > 2) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0],  8);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1],  8);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2],  8);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3],  8);
+        }
+
+        if (NE > 4) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0],  4);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1],  4);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2],  4);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3],  4);
+        }
+
+        if (NE > 8) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0],  2);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1],  2);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2],  2);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3],  2);
+        }
+
+        if (NE > 16) {
+            lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0],  1);
+            lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1],  1);
+            lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2],  1);
+            lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3],  1);
+        }
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    // store results to shared memory
+    for (short i = tiisg; i < DV4; i += NL) {
+        sr4[i] = lo[i/NL];
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    // parallel reduce
+    for (short r = nsg/2; r > 0; r >>= 1) {
+        if (sgitg < r) {
+            const float S0 = ss[           0];
+            const float S1 = ss[r*(SH/2) + 0];
+
+            const float M0 = ss[           1];
+            const float M1 = ss[r*(SH/2) + 1];
+
+            const float M = max(M0, M1);
+
+            const float ms0 = exp(M0 - M);
+            const float ms1 = exp(M1 - M);
+
+            const float S = S0*ms0 + S1*ms1;
+
+            if (tiisg == 0) {
+                ss[0] = S;
+                ss[1] = M;
+            }
+
+            // O_0 = diag(ms0)*O_0 + diag(ms1)*O_1
+            for (short i = tiisg; i < DV4; i += NW) {
+                sr4[i] = sr4[i]*ms0 + sr4[i + r*DV4]*ms1;
+            }
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    device float4 * dst4 = (device float4 *) dst;
+
+    // final rescale with 1/S and store to global memory
+    if (sgitg == 0) {
+        const float S = ss[0];
+
+        for (short i = tiisg; i < DV4; i += NW) {
+            dst4[((uint64_t)iq3*args.ne2*args.ne1 + iq2 + (uint64_t)iq1*args.ne1)*DV4 + i] = (float4) sr4[i]/S;
+        }
+    }
+}
+
+// note: I think the s_t can be half instead of float, because the Q*K scaling is done before storing to shared mem
+//       in the other (non-vec) kernel, we need s_t to also be float because we scale during the soft_max
+//
+#define FA_TYPES \
+           half4,  \
+           half4,  \
+           half4,  \
+    float,         \
+    float, float4, \
+           half4
+
+typedef decltype(kernel_flash_attn_ext_vec<FA_TYPES, half4, 1, dequantize_f16_t4, half4, 1, dequantize_f16_t4, 128, 128, 4>) flash_attn_ext_vec_t;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_h96")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,             1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  96, 96, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,           1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 96, 96, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0,        8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 96, 96, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1,        8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 96, 96, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0,        8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 96, 96, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1,        8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 96, 96, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_h96")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0,        8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 96, 96, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_h128")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,             1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  128, 128, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,           1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 128, 128, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0,        8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 128, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1,        8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 128, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0,        8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 128, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1,        8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 128, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_h128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0,        8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 128, 128, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_h192")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,             1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  192, 192, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,           1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 192, 192, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0,        8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 192, 192, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1,        8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 192, 192, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0,        8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 192, 192, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1,        8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 192, 192, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_h192")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0,        8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 192, 192, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_hk192_hv128")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,      1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  192, 128, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,    1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 192, 128, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0, 8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 192, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1, 8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 192, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0, 8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 192, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1, 8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 192, 128, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_hk192_hv128")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0, 8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 192, 128, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_h256")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,             1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  256, 256, 4>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,           1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 256, 256, 4>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0,        8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 256, 256, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1,        8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 256, 256, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0,        8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 256, 256, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1,        8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 256, 256, 4>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_h256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0,        8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 256, 256, 4>;
+
+template [[host_name("kernel_flash_attn_ext_vec_f16_hk576_hv512")]]  kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, half4,      1, dequantize_f16_t4,  half4,       1, dequantize_f16_t4,  576, 512, 2>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_flash_attn_ext_vec_bf16_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, bfloat4,    1, dequantize_bf16_t4, bfloat4,     1, dequantize_bf16_t4, 576, 512, 2>;
+#endif
+template [[host_name("kernel_flash_attn_ext_vec_q4_0_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_0, 8, dequantize_q4_0_t4, block_q4_0,  8, dequantize_q4_0_t4, 576, 512, 2>;
+template [[host_name("kernel_flash_attn_ext_vec_q4_1_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q4_1, 8, dequantize_q4_1_t4, block_q4_1,  8, dequantize_q4_1_t4, 576, 512, 2>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_0_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_0, 8, dequantize_q5_0_t4, block_q5_0,  8, dequantize_q5_0_t4, 576, 512, 2>;
+template [[host_name("kernel_flash_attn_ext_vec_q5_1_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q5_1, 8, dequantize_q5_1_t4, block_q5_1,  8, dequantize_q5_1_t4, 576, 512, 2>;
+template [[host_name("kernel_flash_attn_ext_vec_q8_0_hk576_hv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec<FA_TYPES, block_q8_0, 8, dequantize_q8_0_t4, block_q8_0,  8, dequantize_q8_0_t4, 576, 512, 2>;
+
+#undef FA_TYPES
+
+template<typename T>
+kernel void kernel_set(
+    constant ggml_metal_kargs_set & args,
+    device  const char * src0,
+    device  const char * src1,
+    device        char * dst,
+    uint3   tgpig[[threadgroup_position_in_grid]],
+    ushort3 tpitg[[thread_position_in_threadgroup]],
+    ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i13 = tgpig[2];
+    const int i12 = tgpig[1];
+    const int i11 = tgpig[0];
+
+    const int64_t n = i13*args.ne12*args.ne11*args.ne10 + i12*args.ne11*args.ne10 + i11*args.ne10;
+
+    const int64_t i3 = n / (args.ne12*args.ne11*args.ne10);
+    const int64_t i2 = (n - i3*args.ne12*args.ne11*args.ne10) / (args.ne11*args.ne10);
+    const int64_t i1 = (n - i3*args.ne12*args.ne11*args.ne10 - i2*args.ne11*args.ne10) / args.ne10;
+
+    device T * dst_data = (device T *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + args.offs);
+
+    for (int64_t i10 = tpitg.x; i10 < args.ne10; i10 += ntg.x) {
+        device const T * src = (device T *) (src1 + i13*args.nb13 + i12*args.nb12 + i11*args.nb11 + i10*args.nb10);
+        dst_data[i10] = (T) src[0];
+    }
+}
+
+typedef decltype(kernel_set<float>) kernel_set_t;
+
+template [[host_name("kernel_set_f32")]] kernel kernel_set_t kernel_set<float>;
+template [[host_name("kernel_set_i32")]] kernel kernel_set_t kernel_set<int32_t>;
+
+template<typename T0, typename T1>
+kernel void kernel_cpy(
+        constant ggml_metal_kargs_cpy & args,
+        device  const char * src0,
+        device        char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n/(args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0)/(args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0)/args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0);
+
+    device T1 * dst_data = (device T1 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x; i00 < args.ne00; i00 += ntg.x) {
+        device const T0 * src = (device T0 *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+        dst_data[i00] = (T1) src[0];
+    }
+}
+
+typedef decltype(kernel_cpy<float, float>) kernel_cpy_t;
+
+template [[host_name("kernel_cpy_f32_f32")]]   kernel kernel_cpy_t kernel_cpy<float,  float>;
+template [[host_name("kernel_cpy_f32_f16")]]   kernel kernel_cpy_t kernel_cpy<float,  half>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_cpy_f32_bf16")]]  kernel kernel_cpy_t kernel_cpy<float,  bfloat>;
+#endif
+template [[host_name("kernel_cpy_f16_f32")]]   kernel kernel_cpy_t kernel_cpy<half,   float>;
+template [[host_name("kernel_cpy_f16_f16")]]   kernel kernel_cpy_t kernel_cpy<half,   half>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_cpy_bf16_f32")]]  kernel kernel_cpy_t kernel_cpy<bfloat, float>;
+template [[host_name("kernel_cpy_bf16_bf16")]] kernel kernel_cpy_t kernel_cpy<bfloat, bfloat>;
+#endif
+
+kernel void kernel_cpy_f32_q8_0(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK8_0;
+
+    device block_q8_0 * dst_data = (device block_q8_0 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK8_0; i00 < args.ne00; i00 += ntg.x*QK8_0) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float amax = 0.0f; // absolute max
+
+        for (int j = 0; j < QK8_0; j++) {
+            const float v = src[j];
+            amax = MAX(amax, fabs(v));
+        }
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK8_0].d = d;
+
+        for (int j = 0; j < QK8_0; ++j) {
+            const float x0 = src[j]*id;
+
+            dst_data[i00/QK8_0].qs[j] = round(x0);
+        }
+    }
+}
+
+kernel void kernel_cpy_f32_q4_0(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK4_0;
+
+    device block_q4_0 * dst_data = (device block_q4_0 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK4_0; i00 < args.ne00; i00 += ntg.x*QK4_0) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float amax = 0.0f; // absolute max
+        float max  = 0.0f;
+
+        for (int j = 0; j < QK4_0; j++) {
+            const float v = src[j];
+            if (amax < fabs(v)) {
+                amax = fabs(v);
+                max  = v;
+            }
+        }
+
+        const float d = max / -8;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK4_0].d = d;
+
+        for (int j = 0; j < QK4_0/2; ++j) {
+            const float x0 = src[0       + j]*id;
+            const float x1 = src[QK4_0/2 + j]*id;
+
+            const uint8_t xi0 = MIN(15, (int8_t)(x0 + 8.5f));
+            const uint8_t xi1 = MIN(15, (int8_t)(x1 + 8.5f));
+
+            dst_data[i00/QK4_0].qs[j]  = xi0;
+            dst_data[i00/QK4_0].qs[j] |= xi1 << 4;
+        }
+    }
+}
+
+kernel void kernel_cpy_f32_q4_1(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK4_1;
+
+    device block_q4_1 * dst_data = (device block_q4_1 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK4_1; i00 < args.ne00; i00 += ntg.x*QK4_1) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float min = FLT_MAX;
+        float max = -FLT_MAX;
+
+        for (int j = 0; j < QK4_1; j++) {
+            const float v = src[j];
+            if (min > v) min = v;
+            if (max < v) max = v;
+        }
+
+        const float d = (max - min) / ((1 << 4) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK4_1].d = d;
+        dst_data[i00/QK4_1].m = min;
+
+        for (int j = 0; j < QK4_1/2; ++j) {
+            const float x0 = (src[0       + j] - min)*id;
+            const float x1 = (src[QK4_1/2 + j] - min)*id;
+
+            const uint8_t xi0 = MIN(15, (int8_t)(x0 + 0.5f));
+            const uint8_t xi1 = MIN(15, (int8_t)(x1 + 0.5f));
+
+            dst_data[i00/QK4_1].qs[j]  = xi0;
+            dst_data[i00/QK4_1].qs[j] |= xi1 << 4;
+        }
+    }
+}
+
+kernel void kernel_cpy_f32_q5_0(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK5_0;
+
+    device block_q5_0 * dst_data = (device block_q5_0 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK5_0; i00 < args.ne00; i00 += ntg.x*QK5_0) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float amax = 0.0f; // absolute max
+        float max  = 0.0f;
+
+        for (int j = 0; j < QK5_0; j++) {
+            const float v = src[j];
+            if (amax < fabs(v)) {
+                amax = fabs(v);
+                max  = v;
+            }
+        }
+
+        const float d = max / -16;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK5_0].d = d;
+
+        uint32_t qh = 0;
+        for (int j = 0; j < QK5_0/2; ++j) {
+            const float x0 = src[0       + j]*id;
+            const float x1 = src[QK5_0/2 + j]*id;
+
+            const uint8_t xi0 = MIN(31, (int8_t)(x0 + 16.5f));
+            const uint8_t xi1 = MIN(31, (int8_t)(x1 + 16.5f));
+
+            dst_data[i00/QK5_0].qs[j] = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
+            qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+            qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_0/2);
+        }
+        thread const uint8_t * qh8 = (thread const uint8_t *)&qh;
+        for (int j = 0; j < 4; ++j) {
+            dst_data[i00/QK5_0].qh[j] = qh8[j];
+        }
+    }
+}
+
+kernel void kernel_cpy_f32_q5_1(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK5_1;
+
+    device block_q5_1 * dst_data = (device block_q5_1 *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK5_1; i00 < args.ne00; i00 += ntg.x*QK5_1) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float max = src[0];
+        float min = src[0];
+
+        for (int j = 1; j < QK5_1; j++) {
+            const float v = src[j];
+            min = v < min ? v : min;
+            max = v > max ? v : max;
+        }
+
+        const float d = (max - min) / 31;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        dst_data[i00/QK5_1].d = d;
+        dst_data[i00/QK5_1].m = min;
+
+        uint32_t qh = 0;
+        for (int j = 0; j < QK5_1/2; ++j) {
+            const float x0 = (src[0       + j] - min)*id;
+            const float x1 = (src[QK5_1/2 + j] - min)*id;
+
+            const uint8_t xi0 = (uint8_t)(x0 + 0.5f);
+            const uint8_t xi1 = (uint8_t)(x1 + 0.5f);
+
+            dst_data[i00/QK5_1].qs[j] = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
+            qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+            qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_1/2);
+        }
+        thread const uint8_t * qh8 = (thread const uint8_t *)&qh;
+        for (int j = 0; j < 4; ++j) {
+            dst_data[i00/QK5_1].qh[j] = qh8[j];
+        }
+    }
+}
+
+static inline int best_index_int8(int n, constant float * val, float x) {
+    if (x <= val[0]) return 0;
+    if (x >= val[n-1]) return n-1;
+    int ml = 0, mu = n-1;
+    while (mu-ml > 1) {
+        int mav = (ml+mu)/2;
+        if (x < val[mav]) mu = mav; else ml = mav;
+    }
+    return x - val[mu-1] < val[mu] - x ? mu-1 : mu;
+}
+
+kernel void kernel_cpy_f32_iq4_nl(
+        constant ggml_metal_kargs_cpy & args,
+        device const char * src0,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n / (args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0) / (args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0) / args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0)/QK4_NL;
+
+    device block_iq4_nl * dst_data = (device block_iq4_nl *) (dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x*QK4_NL; i00 < args.ne00; i00 += ntg.x*QK4_NL) {
+        device const float * src = (device float *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01 + i00*args.nb00);
+
+        float amax = 0.0f; // absolute max
+        float max  = 0.0f;
+
+        for (int j = 0; j < QK4_NL; j++) {
+            const float v = src[j];
+            if (amax < fabs(v)) {
+                amax = fabs(v);
+                max  = v;
+            }
+        }
+
+        const float d = max / kvalues_iq4nl_f[0];
+        const float id = d ? 1.0f/d : 0.0f;
+
+        float sumqx = 0, sumq2 = 0;
+        for (int j = 0; j < QK4_NL/2; ++j) {
+            const float x0 = src[0        + j]*id;
+            const float x1 = src[QK4_NL/2 + j]*id;
+
+            const uint8_t xi0 = best_index_int8(16, kvalues_iq4nl_f, x0);
+            const uint8_t xi1 = best_index_int8(16, kvalues_iq4nl_f, x1);
+
+            dst_data[i00/QK4_NL].qs[j] = xi0 | (xi1 << 4);
+
+            const float v0 = kvalues_iq4nl_f[xi0];
+            const float v1 = kvalues_iq4nl_f[xi1];
+            const float w0 = src[0        + j]*src[0        + j];
+            const float w1 = src[QK4_NL/2 + j]*src[QK4_NL/2 + j];
+            sumqx += w0*v0*src[j] + w1*v1*src[QK4_NL/2 + j];
+            sumq2 += w0*v0*v0 + w1*v1*v1;
+
+        }
+
+        dst_data[i00/QK4_NL].d = sumq2 > 0 ? sumqx/sumq2 : d;
+    }
+}
+
+template<typename T4x4, typename block_q, short nl, void (*dequantize_func)(device const block_q *, short, thread T4x4 &)>
+kernel void kernel_cpy_q_f32(
+        constant ggml_metal_kargs_cpy & args,
+        device  const char * src0,
+        device        char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i03 = tgpig[2];
+    const int i02 = tgpig[1];
+    const int i01 = tgpig[0];
+
+    const int64_t n = i03*args.ne02*args.ne01*args.ne00 + i02*args.ne01*args.ne00 + i01*args.ne00;
+
+    const int64_t i3 = n/(args.ne2*args.ne1*args.ne0);
+    const int64_t i2 = (n - i3*args.ne2*args.ne1*args.ne0)/(args.ne1*args.ne0);
+    const int64_t i1 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0)/args.ne0;
+    const int64_t i0 = (n - i3*args.ne2*args.ne1*args.ne0 - i2*args.ne1*args.ne0 - i1*args.ne0);
+
+    device const block_q * src_data = (device const block_q *)(src0 + i03*args.nb03 + i02*args.nb02 + i01*args.nb01);
+    device       T4x4    * dst_data = (device       T4x4    *)(dst  +  i3*args.nb3  +  i2*args.nb2  +  i1*args.nb1 + i0*args.nb0);
+
+    for (int64_t i00 = tpitg.x; i00 < args.ne00/16; i00 += ntg.x) {
+        T4x4 temp;
+        dequantize_func(src_data + i00/nl, i00%nl, temp);
+        dst_data[i00] = temp;
+    }
+}
+
+typedef decltype(kernel_cpy_q_f32<float4x4, block_q4_0, 2, dequantize_q4_0>) cpy_q_f_t;
+
+template [[host_name("kernel_cpy_q4_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q4_0, 2, dequantize_q4_0>;
+template [[host_name("kernel_cpy_q4_1_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q4_1, 2, dequantize_q4_1>;
+template [[host_name("kernel_cpy_q5_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q5_0, 2, dequantize_q5_0>;
+template [[host_name("kernel_cpy_q5_1_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q5_1, 2, dequantize_q5_1>;
+template [[host_name("kernel_cpy_q8_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32<float4x4, block_q8_0, 2, dequantize_q8_0>;
+
+template [[host_name("kernel_cpy_q4_0_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q4_0, 2, dequantize_q4_0>;
+template [[host_name("kernel_cpy_q4_1_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q4_1, 2, dequantize_q4_1>;
+template [[host_name("kernel_cpy_q5_0_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q5_0, 2, dequantize_q5_0>;
+template [[host_name("kernel_cpy_q5_1_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q5_1, 2, dequantize_q5_1>;
+template [[host_name("kernel_cpy_q8_0_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32<half4x4, block_q8_0, 2, dequantize_q8_0>;
+
+kernel void kernel_concat(
+    constant ggml_metal_kargs_concat & args,
+    device  const char * src0,
+    device  const char * src1,
+    device        char * dst,
+    uint3   tgpig[[threadgroup_position_in_grid]],
+    ushort3 tpitg[[thread_position_in_threadgroup]],
+    ushort3   ntg[[threads_per_threadgroup]]) {
+
+    const int i3 = tgpig.z;
+    const int i2 = tgpig.y;
+    const int i1 = tgpig.x;
+
+    int o[4] = {0, 0, 0, 0};
+    o[args.dim] = args.dim == 0 ? args.ne00 : (args.dim == 1 ? args.ne01 : (args.dim == 2 ? args.ne02 : args.ne03));
+
+    device const float * x;
+
+    for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) {
+        if (i0 < args.ne00 && i1 < args.ne01 && i2 < args.ne02 && i3 < args.ne03) {
+            x = (device const float *)(src0 + (i3       )*args.nb03 + (i2       )*args.nb02 + (i1       )*args.nb01 + (i0       )*args.nb00);
+        } else {
+            x = (device const float *)(src1 + (i3 - o[3])*args.nb13 + (i2 - o[2])*args.nb12 + (i1 - o[1])*args.nb11 + (i0 - o[0])*args.nb10);
+        }
+
+        device float * y = (device float *)(dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1 + i0*args.nb0);
+
+        *y = *x;
+    }
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q2_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q2_K * x = (device const block_q2_K *) (src0 + offset0);
+    device const float      * y = (device const float      *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const short ix = tiisg/8;  // 0...3
+    const short it = tiisg%8;  // 0...7
+    const short iq = it/4;     // 0 or 1
+    const short ir = it%4;     // 0...3
+    const short is = (8*ir)/16;// 0 or 1
+
+    device const float * y4 = y + ix * QK_K + 128 * iq + 8 * ir;
+
+    for (int ib = ix; ib < nb; ib += 4) {
+        float4 sumy = {0.f, 0.f, 0.f, 0.f};
+        for (short i = 0; i < 8; ++i) {
+            yl[i+ 0] = y4[i+ 0]; sumy[0] += yl[i+ 0];
+            yl[i+ 8] = y4[i+32]; sumy[1] += yl[i+ 8];
+            yl[i+16] = y4[i+64]; sumy[2] += yl[i+16];
+            yl[i+24] = y4[i+96]; sumy[3] += yl[i+24];
+        }
+
+        device const uint8_t  * sc = (device const uint8_t  *)x[ib].scales + 8*iq + is;
+        device const uint16_t * qs = (device const uint16_t *)x[ib].qs + 16 * iq + 4 * ir;
+        device const half     * dh = &x[ib].d;
+
+        for (short row = 0; row < nr0; row++) {
+            float4 acc1 = {0.f, 0.f, 0.f, 0.f};
+            float4 acc2 = {0.f, 0.f, 0.f, 0.f};
+            for (int i = 0; i < 8; i += 2) {
+                acc1[0] += yl[i+ 0] * (qs[i/2] & 0x0003);
+                acc2[0] += yl[i+ 1] * (qs[i/2] & 0x0300);
+                acc1[1] += yl[i+ 8] * (qs[i/2] & 0x000c);
+                acc2[1] += yl[i+ 9] * (qs[i/2] & 0x0c00);
+                acc1[2] += yl[i+16] * (qs[i/2] & 0x0030);
+                acc2[2] += yl[i+17] * (qs[i/2] & 0x3000);
+                acc1[3] += yl[i+24] * (qs[i/2] & 0x00c0);
+                acc2[3] += yl[i+25] * (qs[i/2] & 0xc000);
+            }
+            float dall = dh[0];
+            float dmin = dh[1] * 1.f/16.f;
+            sumf[row] += dall * ((acc1[0] + 1.f/256.f * acc2[0]) * (sc[0] & 0xF) * 1.f/ 1.f +
+                                 (acc1[1] + 1.f/256.f * acc2[1]) * (sc[2] & 0xF) * 1.f/ 4.f +
+                                 (acc1[2] + 1.f/256.f * acc2[2]) * (sc[4] & 0xF) * 1.f/16.f +
+                                 (acc1[3] + 1.f/256.f * acc2[3]) * (sc[6] & 0xF) * 1.f/64.f) -
+                         dmin * (sumy[0] * (sc[0] & 0xF0) + sumy[1] * (sc[2] & 0xF0) + sumy[2] * (sc[4] & 0xF0) + sumy[3] * (sc[6] & 0xF0));
+
+            qs += args.nb01/2;
+            sc += args.nb01;
+            dh += args.nb01/2;
+        }
+
+        y4 += 4 * QK_K;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q2_K_f32")]]
+kernel void kernel_mul_mv_q2_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q2_K_f32_impl<N_R0_Q2_K, N_SG_Q2_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q3_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q3_K * x = (device const block_q3_K *) (src0 + offset0);
+    device const float     * yy = (device const float      *) (src1 + offset1);
+
+    float yl[32];
+
+    //const uint16_t kmask1 = 0x3030;
+    //const uint16_t kmask2 = 0x0f0f;
+
+    const short tid = tiisg/4;
+    const short ix  = tiisg%4;
+    const short ip  = tid/4;          // 0 or 1
+    const short il  = 2*((tid%4)/2);  // 0 or 2
+    const short ir  = tid%2;
+    const short l0  = 8*ir;
+
+    // One would think that the Metal compiler would figure out that ip and il can only have
+    // 4 possible states, and optimize accordingly. Well, no. It needs help, and we do it
+    // with these two tales.
+    //
+    // Possible masks for the high bit
+    const ushort4 mm[4] = {{0x0001, 0x0100, 0x0002, 0x0200},  // ip = 0, il = 0
+                           {0x0004, 0x0400, 0x0008, 0x0800},  // ip = 0, il = 2
+                           {0x0010, 0x1000, 0x0020, 0x2000},  // ip = 1, il = 0
+                           {0x0040, 0x4000, 0x0080, 0x8000}}; // ip = 1, il = 2
+
+    // Possible masks for the low 2 bits
+    const int4 qm[2] = {{0x0003, 0x0300, 0x000c, 0x0c00}, {0x0030, 0x3000, 0x00c0, 0xc000}};
+
+    const ushort4 hm = mm[2*ip + il/2];
+
+    const short shift = 2*il;
+
+    const float v1 = il == 0 ? 4.f : 64.f;
+    const float v2 = 4.f * v1;
+
+    const uint16_t s_shift1 = 4*ip;
+    const uint16_t s_shift2 = s_shift1 + il;
+
+    const short q_offset = 32*ip + l0;
+    const short y_offset = 128*ip + 32*il + l0;
+
+    device const float * y1 = yy + ix*QK_K + y_offset;
+
+    uint32_t scales32, aux32;
+    thread uint16_t * scales16 = (thread uint16_t *)&scales32;
+    thread const int8_t * scales = (thread const int8_t *)&scales32;
+
+    float sumf1[nr0] = {0.f};
+    float sumf2[nr0] = {0.f};
+
+    for (int i = ix; i < nb; i += 4) {
+        for (short l = 0; l < 8; ++l) {
+            yl[l+ 0] = y1[l+ 0];
+            yl[l+ 8] = y1[l+16];
+            yl[l+16] = y1[l+32];
+            yl[l+24] = y1[l+48];
+        }
+
+        device const uint16_t * q = (device const uint16_t *)(x[i].qs + q_offset);
+        device const uint16_t * h = (device const uint16_t *)(x[i].hmask + l0);
+        device const uint16_t * a = (device const uint16_t *)(x[i].scales);
+        device const half * dh = &x[i].d;
+
+        for (short row = 0; row < nr0; ++row) {
+            const float d_all = (float)dh[0];
+
+            scales16[0] = a[4];
+            scales16[1] = a[5];
+            aux32 = ((scales32 >> s_shift2) << 4) & 0x30303030;
+            scales16[0] = a[il+0];
+            scales16[1] = a[il+1];
+            scales32 = ((scales32 >> s_shift1) & 0x0f0f0f0f) | aux32;
+
+            float s1 = 0, s2 = 0, s3 = 0, s4 = 0, s5 = 0, s6 = 0;
+            for (short l = 0; l < 8; l += 2) {
+                const int32_t qs = q[l/2];
+                s1 += yl[l+0] * (qs & qm[il/2][0]);
+                s2 += yl[l+1] * (qs & qm[il/2][1]);
+                s3 += ((h[l/2] & hm[0]) ? 0.f : yl[l+0]) + ((h[l/2] & hm[1]) ? 0.f : yl[l+1]);
+                s4 += yl[l+16] * (qs & qm[il/2][2]);
+                s5 += yl[l+17] * (qs & qm[il/2][3]);
+                s6 += ((h[l/2] & hm[2]) ? 0.f : yl[l+16]) + ((h[l/2] & hm[3]) ? 0.f : yl[l+17]);
+            }
+            float d1 = d_all * (s1 + 1.f/256.f * s2 - s3*v1);
+            float d2 = d_all * (s4 + 1.f/256.f * s5 - s6*v2);
+            sumf1[row] += d1 * (scales[0] - 32);
+            sumf2[row] += d2 * (scales[2] - 32);
+
+            s1 = s2 = s3 = s4 = s5 = s6 = 0;
+            for (short l = 0; l < 8; l += 2) {
+                const int32_t qs = q[l/2+8];
+                s1 += yl[l+8] * (qs & qm[il/2][0]);
+                s2 += yl[l+9] * (qs & qm[il/2][1]);
+                s3 += ((h[l/2+8] & hm[0]) ? 0.f : yl[l+8]) + ((h[l/2+8] & hm[1]) ? 0.f : yl[l+9]);
+                s4 += yl[l+24] * (qs & qm[il/2][2]);
+                s5 += yl[l+25] * (qs & qm[il/2][3]);
+                s6 += ((h[l/2+8] & hm[2]) ? 0.f : yl[l+24]) + ((h[l/2+8] & hm[3]) ? 0.f : yl[l+25]);
+            }
+            d1 = d_all * (s1 + 1.f/256.f * s2 - s3*v1);
+            d2 = d_all * (s4 + 1.f/256.f * s5 - s6*v2);
+            sumf1[row] += d1 * (scales[1] - 32);
+            sumf2[row] += d2 * (scales[3] - 32);
+
+            q  += args.nb01/2;
+            h  += args.nb01/2;
+            a  += args.nb01/2;
+            dh += args.nb01/2;
+        }
+
+        y1 += 4 * QK_K;
+    }
+
+    for (int row = 0; row < nr0; ++row) {
+        const float sumf = (sumf1[row] + 0.25f * sumf2[row]) / (1 << shift);
+        sumf1[row] = simd_sum(sumf);
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    if (tiisg == 0) {
+        for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+            dst_f32[first_row + row] = sumf1[row];
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q3_K_f32")]]
+kernel void kernel_mul_mv_q3_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q3_K_f32_impl<N_R0_Q3_K, N_SG_Q3_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q4_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+    const uint16_t kmask1 = 0x3f3f;
+    const uint16_t kmask2 = 0x0f0f;
+    const uint16_t kmask3 = 0xc0c0;
+
+    const short ix = tiisg/8;  // 0...3
+    const short it = tiisg%8;  // 0...7
+    const short iq = it/4;     // 0 or 1
+    const short ir = it%4;     // 0...3
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q4_K * x = (device const block_q4_K *) (src0 + offset0);
+    device const float      * y = (device const float      *) (src1 + offset1);
+
+    float yl[16];
+    float yh[16];
+
+    float sumf[nr0]={0.f};
+
+    device const float * y4 = y + ix * QK_K + 64 * iq + 8 * ir;
+
+    uint16_t sc16[4];
+    thread const uint8_t * sc8 = (thread const uint8_t *)sc16;
+
+    for (int ib = ix; ib < nb; ib += 4) {
+        float4 sumy = {0.f, 0.f, 0.f, 0.f};
+
+        for (short i = 0; i < 8; ++i) {
+            yl[i+0] = y4[i+  0]; sumy[0] += yl[i+0];
+            yl[i+8] = y4[i+ 32]; sumy[1] += yl[i+8];
+            yh[i+0] = y4[i+128]; sumy[2] += yh[i+0];
+            yh[i+8] = y4[i+160]; sumy[3] += yh[i+8];
+        }
+
+        device const uint16_t * sc = (device const uint16_t *)x[ib].scales + iq;
+        device const uint16_t * q1 = (device const uint16_t *)x[ib].qs + 16 * iq + 4 * ir;
+        device const half     * dh = &x[ib].d;
+
+        for (short row = 0; row < nr0; row++) {
+            sc16[0] = sc[0] & kmask1;
+            sc16[1] = sc[2] & kmask1;
+            sc16[2] = ((sc[4] >> 0) & kmask2) | ((sc[0] & kmask3) >> 2);
+            sc16[3] = ((sc[4] >> 4) & kmask2) | ((sc[2] & kmask3) >> 2);
+
+            device const uint16_t * q2 = q1 + 32;
+
+            float4 acc1 = {0.f, 0.f, 0.f, 0.f};
+            float4 acc2 = {0.f, 0.f, 0.f, 0.f};
+
+            for (short i = 0; i < 4; ++i) {
+                acc1[0] += yl[2*i + 0] * (q1[i] & 0x000F);
+                acc1[1] += yl[2*i + 1] * (q1[i] & 0x0F00);
+                acc1[2] += yl[2*i + 8] * (q1[i] & 0x00F0);
+                acc1[3] += yl[2*i + 9] * (q1[i] & 0xF000);
+                acc2[0] += yh[2*i + 0] * (q2[i] & 0x000F);
+                acc2[1] += yh[2*i + 1] * (q2[i] & 0x0F00);
+                acc2[2] += yh[2*i + 8] * (q2[i] & 0x00F0);
+                acc2[3] += yh[2*i + 9] * (q2[i] & 0xF000);
+            }
+
+            float dall = dh[0];
+            float dmin = dh[1];
+
+            sumf[row] += dall * ((acc1[0] + 1.f/256.f * acc1[1]) * sc8[0] +
+                                 (acc1[2] + 1.f/256.f * acc1[3]) * sc8[1] * 1.f/16.f +
+                                 (acc2[0] + 1.f/256.f * acc2[1]) * sc8[4] +
+                                 (acc2[2] + 1.f/256.f * acc2[3]) * sc8[5] * 1.f/16.f) -
+                         dmin * (sumy[0] * sc8[2] + sumy[1] * sc8[3] + sumy[2] * sc8[6] + sumy[3] * sc8[7]);
+
+            q1 += args.nb01/2;
+            sc += args.nb01/2;
+            dh += args.nb01/2;
+        }
+
+        y4 += 4 * QK_K;
+    }
+
+    device float * dst_f32 = (device float *) dst + (int64_t)im*args.ne0*args.ne1 + (int64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q4_K_f32")]]
+kernel void kernel_mul_mv_q4_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q4_K_f32_impl<N_R0_Q4_K, N_SG_Q4_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q5_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q5_K * x = (device const block_q5_K *) (src0 + offset0);
+    device const float     * yy = (device const float      *) (src1 + offset1);
+
+    float sumf[nr0]={0.f};
+
+    float yl[16], yh[16];
+
+    const uint16_t kmask1 = 0x3f3f;
+    const uint16_t kmask2 = 0x0f0f;
+    const uint16_t kmask3 = 0xc0c0;
+
+    const short tid = tiisg/4;
+    const short ix  = tiisg%4;
+    const short iq  = tid/4;
+    const short ir  = tid%4;
+
+    const short l0 = 8*ir;
+    const short q_offset = 32*iq + l0;
+    const short y_offset = 64*iq + l0;
+
+    const uint8_t hm1 = 1u << (2*iq);
+    const uint8_t hm2 = hm1 << 1;
+    const uint8_t hm3 = hm1 << 4;
+    const uint8_t hm4 = hm2 << 4;
+
+    uint16_t sc16[4];
+    thread const uint8_t * sc8 = (thread const uint8_t *)sc16;
+
+    device const float * y1 = yy + ix*QK_K + y_offset;
+
+    for (int i = ix; i < nb; i += 4) {
+        device const uint8_t * q1 = x[i].qs + q_offset;
+        device const uint8_t * qh = x[i].qh + l0;
+        device const half * dh = &x[i].d;
+        device const uint16_t * a = (device const uint16_t *)x[i].scales + iq;
+
+        device const float * y2 = y1 + 128;
+        float4 sumy = {0.f, 0.f, 0.f, 0.f};
+        for (short l = 0; l < 8; ++l) {
+            yl[l+0] = y1[l+ 0]; sumy[0] += yl[l+0];
+            yl[l+8] = y1[l+32]; sumy[1] += yl[l+8];
+            yh[l+0] = y2[l+ 0]; sumy[2] += yh[l+0];
+            yh[l+8] = y2[l+32]; sumy[3] += yh[l+8];
+        }
+
+        for (short row = 0; row < nr0; ++row) {
+            device const uint8_t * q2 = q1 + 64;
+
+            sc16[0] = a[0] & kmask1;
+            sc16[1] = a[2] & kmask1;
+            sc16[2] = ((a[4] >> 0) & kmask2) | ((a[0] & kmask3) >> 2);
+            sc16[3] = ((a[4] >> 4) & kmask2) | ((a[2] & kmask3) >> 2);
+
+            float4 acc1 = {0.f};
+            float4 acc2 = {0.f};
+            for (short l = 0; l < 8; ++l) {
+                uint8_t h = qh[l];
+                acc1[0] += yl[l+0] * (q1[l] & 0x0F);
+                acc1[1] += yl[l+8] * (q1[l] & 0xF0);
+                acc1[2] += yh[l+0] * (q2[l] & 0x0F);
+                acc1[3] += yh[l+8] * (q2[l] & 0xF0);
+                acc2[0] += h & hm1 ? yl[l+0] : 0.f;
+                acc2[1] += h & hm2 ? yl[l+8] : 0.f;
+                acc2[2] += h & hm3 ? yh[l+0] : 0.f;
+                acc2[3] += h & hm4 ? yh[l+8] : 0.f;
+            }
+            const float dall = dh[0];
+            const float dmin = dh[1];
+            sumf[row] += dall * (sc8[0] * (acc1[0] +  16.f*acc2[0]) +
+                                 sc8[1] * (acc1[1]/16.f + 16.f*acc2[1]) +
+                                 sc8[4] * (acc1[2] +  16.f*acc2[2]) +
+                                 sc8[5] * (acc1[3]/16.f + 16.f*acc2[3])) -
+                         dmin * (sumy[0] * sc8[2] + sumy[1] * sc8[3] + sumy[2] * sc8[6] + sumy[3] * sc8[7]);
+
+            q1 += args.nb01;
+            qh += args.nb01;
+            dh += args.nb01/2;
+            a  += args.nb01/2;
+        }
+
+        y1 += 4 * QK_K;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        const float tot = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = tot;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q5_K_f32")]]
+kernel void kernel_mul_mv_q5_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q5_K_f32_impl<N_R0_Q5_K, N_SG_Q5_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_q6_K_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const uint8_t kmask1 = 0x03;
+    const uint8_t kmask2 = 0x0C;
+    const uint8_t kmask3 = 0x30;
+    const uint8_t kmask4 = 0xC0;
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_q6_K * x = (device const block_q6_K *) (src0 + offset0);
+    device const float     * yy = (device const float      *) (src1 + offset1);
+
+    float sumf[nr0] = { 0.f };
+
+    float yl[16];
+
+    const short tid = tiisg/2;
+    const short ix  = tiisg%2;
+    const short ip  = tid/8;         // 0 or 1
+    const short il  = tid%8;
+    const short l0  = 4*il;
+    const short is  = 8*ip + l0/16;
+
+    const short y_offset   = 128*ip + l0;
+    const short q_offset_l =  64*ip + l0;
+    const short q_offset_h =  32*ip + l0;
+
+    for (int i = ix; i < nb; i += 2) {
+        device const uint8_t * q1 = x[i].ql + q_offset_l;
+        device const uint8_t * q2 = q1 + 32;
+        device const uint8_t * qh = x[i].qh + q_offset_h;
+        device const int8_t  * sc = x[i].scales + is;
+        device const half    * dh = &x[i].d;
+
+        device const float * y = yy + i * QK_K + y_offset;
+
+        for (short l = 0; l < 4; ++l) {
+            yl[4*l + 0] = y[l +  0];
+            yl[4*l + 1] = y[l + 32];
+            yl[4*l + 2] = y[l + 64];
+            yl[4*l + 3] = y[l + 96];
+        }
+
+        for (short row = 0; row < nr0; ++row) {
+            const float dall = dh[0];
+
+            float4 sums = {0.f, 0.f, 0.f, 0.f};
+
+            for (short l = 0; l < 4; ++l) {
+                sums[0] += yl[4*l + 0] * ((int8_t)((q1[l] & 0xF) | ((qh[l] & kmask1) << 4)) - 32);
+                sums[1] += yl[4*l + 1] * ((int8_t)((q2[l] & 0xF) | ((qh[l] & kmask2) << 2)) - 32);
+                sums[2] += yl[4*l + 2] * ((int8_t)((q1[l]  >> 4) | ((qh[l] & kmask3) << 0)) - 32);
+                sums[3] += yl[4*l + 3] * ((int8_t)((q2[l]  >> 4) | ((qh[l] & kmask4) >> 2)) - 32);
+            }
+
+            sumf[row] += dall * (sums[0] * sc[0] + sums[1] * sc[2] + sums[2] * sc[4] + sums[3] * sc[6]);
+
+            q1 += args.nb01;
+            q2 += args.nb01;
+            qh += args.nb01;
+            sc += args.nb01;
+            dh += args.nb01/2;
+        }
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_q6_K_f32")]]
+kernel void kernel_mul_mv_q6_K_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_q6_K_f32_impl<N_R0_Q6_K, N_SG_Q6_K, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+// ======================= "True" 2-bit
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq2_xxs_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq2_xxs * x = (device const block_iq2_xxs *) (src0 + offset0);
+    device const float         * y = (device const float         *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    threadgroup uint64_t * svalues = (threadgroup uint64_t *)(shmem);
+    threadgroup uint8_t  * ssigns  = (threadgroup uint8_t  *)(svalues + 256);
+    {
+        int nval = 4;
+        int pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) svalues[pos + i] = iq2xxs_grid[pos + i];
+        nval = 2;
+        pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) ssigns[pos+i] = ksigns_iq2xs[pos+i];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    const int ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq2_xxs * xr = x + ibl;
+        device const uint16_t * q2 = xr->qs + 4 * ib;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            device const uint8_t * aux8 = (device const uint8_t *)q2;
+            const uint32_t aux32 = q2[2] | (q2[3] << 16);
+            const float d = db * (0.5f + (aux32 >> 28));
+
+            float sum = 0;
+            for (short l = 0; l < 4; ++l) {
+                const threadgroup uint8_t * grid = (const threadgroup uint8_t *)(svalues + aux8[l]);
+                const uint8_t signs = ssigns[(aux32 >> 7*l) & 127];
+                for (short j = 0; j < 8; ++j) {
+                    sum += yl[8*l + j] * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+                }
+            }
+            sumf[row] += d * sum;
+
+            dh += args.nb01/2;
+            q2 += args.nb01/2;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all * 0.25f;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq2_xxs_f32")]]
+kernel void kernel_mul_mv_iq2_xxs_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    kernel_mul_mv_iq2_xxs_f32_impl<N_R0_IQ2_XXS, N_SG_IQ2_XXS, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq2_xs_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq2_xs * x = (device const block_iq2_xs *) (src0 + offset0);
+    device const float        * y = (device const float        *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    threadgroup uint64_t * svalues = (threadgroup uint64_t *)(shmem);
+    threadgroup uint8_t  * ssigns  = (threadgroup uint8_t  *)(svalues + 512);
+    {
+        int nval = 8;
+        int pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) svalues[pos + i] = iq2xs_grid[pos + i];
+        nval = 2;
+        pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) ssigns[pos+i] = ksigns_iq2xs[pos+i];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    const int ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq2_xs * xr = x + ibl;
+        device const uint16_t * q2 = xr->qs + 4 * ib;
+        device const uint8_t  * sc = xr->scales + ib;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            const uint8_t ls1 = sc[0] & 0xf;
+            const uint8_t ls2 = sc[0] >>  4;
+            const float d1 = db * (0.5f + ls1);
+            const float d2 = db * (0.5f + ls2);
+
+            float sum1 = 0, sum2 = 0;
+            for (short l = 0; l < 2; ++l) {
+                const threadgroup uint8_t * grid = (const threadgroup uint8_t *)(svalues + (q2[l] & 511));
+                const uint8_t signs = ssigns[(q2[l] >> 9)];
+                for (short j = 0; j < 8; ++j) {
+                    sum1 += yl[8*l + j] * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+                }
+            }
+            for (short l = 2; l < 4; ++l) {
+                const threadgroup uint8_t * grid = (const threadgroup uint8_t *)(svalues + (q2[l] & 511));
+                const uint8_t signs = ssigns[(q2[l] >> 9)];
+                for (short j = 0; j < 8; ++j) {
+                    sum2 += yl[8*l + j] * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+                }
+            }
+            sumf[row] += d1 * sum1 + d2 * sum2;
+
+            dh += args.nb01/2;
+            q2 += args.nb01/2;
+            sc += args.nb01;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all * 0.25f;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq2_xs_f32")]]
+kernel void kernel_mul_mv_iq2_xs_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq2_xs_f32_impl<N_R0_IQ2_XS, N_SG_IQ2_XS, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq3_xxs_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq3_xxs * x = (device const block_iq3_xxs *) (src0 + offset0);
+    device const float         * y = (device const float         *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    threadgroup uint32_t * svalues = (threadgroup uint32_t *)(shmem);
+    threadgroup uint8_t  * ssigns  = (threadgroup uint8_t  *)(svalues + 256);
+    {
+        int nval = 4;
+        int pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) svalues[pos + i] = iq3xxs_grid[pos + i];
+        nval = 2;
+        pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) ssigns[pos+i] = ksigns_iq2xs[pos+i];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    const int ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq3_xxs * xr = x + ibl;
+        device const uint8_t  * q3 = xr->qs + 8 * ib;
+        device const uint16_t * gas = (device const uint16_t *)(xr->qs + QK_K/4) + 2 * ib;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            const uint32_t aux32 = gas[0] | (gas[1] << 16);
+            const float d = db * (0.5f + (aux32 >> 28));
+
+            float2 sum = {0};
+            for (short l = 0; l < 4; ++l) {
+                const threadgroup uint8_t * grid1 = (const threadgroup uint8_t *)(svalues + q3[2*l+0]);
+                const threadgroup uint8_t * grid2 = (const threadgroup uint8_t *)(svalues + q3[2*l+1]);
+                const uint8_t signs = ssigns[(aux32 >> 7*l) & 127];
+                for (short j = 0; j < 4; ++j) {
+                    sum[0] += yl[8*l + j + 0] * grid1[j] * (signs & kmask_iq2xs[j+0] ? -1.f : 1.f);
+                    sum[1] += yl[8*l + j + 4] * grid2[j] * (signs & kmask_iq2xs[j+4] ? -1.f : 1.f);
+                }
+            }
+            sumf[row] += d * (sum[0] + sum[1]);
+
+            dh  += args.nb01/2;
+            q3  += args.nb01;
+            gas += args.nb01/2;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all * 0.5f;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq3_xxs_f32")]]
+kernel void kernel_mul_mv_iq3_xxs_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq3_xxs_f32_impl<N_R0_IQ3_XXS, N_SG_IQ3_XXS, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq3_s_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq3_s * x = (device const block_iq3_s *) (src0 + offset0);
+    device const float       * y = (device const float       *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    threadgroup uint32_t * svalues = (threadgroup uint32_t *) shmem;
+    {
+        int nval = 8;
+        int pos  = (32*sgitg + tiisg)*nval;
+        for (int i = 0; i < nval; ++i) svalues[pos + i] = iq3s_grid[pos + i];
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+    }
+
+    const int ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq3_s * xr = x + ibl;
+        device const uint8_t * qs = xr->qs + 8 * ib;
+        device const uint8_t * qh = xr->qh + ib;
+        device const uint8_t * sc = xr->scales + (ib/2);
+        device const uint8_t * signs = xr->signs + 4 * ib;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            const float d = db * (1 + 2*((sc[0] >> 4*(ib%2)) & 0xf));
+
+            float2 sum = {0};
+            for (short l = 0; l < 4; ++l) {
+                const threadgroup uint32_t * table1 = qh[0] & kmask_iq2xs[2*l+0] ? svalues + 256 : svalues;
+                const threadgroup uint32_t * table2 = qh[0] & kmask_iq2xs[2*l+1] ? svalues + 256 : svalues;
+                const threadgroup uint8_t * grid1 = (const threadgroup uint8_t *)(table1 + qs[2*l+0]);
+                const threadgroup uint8_t * grid2 = (const threadgroup uint8_t *)(table2 + qs[2*l+1]);
+                for (short j = 0; j < 4; ++j) {
+                    sum[0] += yl[8*l + j + 0] * grid1[j] * select(1, -1, signs[l] & kmask_iq2xs[j+0]);
+                    sum[1] += yl[8*l + j + 4] * grid2[j] * select(1, -1, signs[l] & kmask_iq2xs[j+4]);
+                }
+            }
+            sumf[row] += d * (sum[0] + sum[1]);
+
+            dh    += args.nb01/2;
+            qs    += args.nb01;
+            qh    += args.nb01;
+            sc    += args.nb01;
+            signs += args.nb01;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq3_s_f32")]]
+kernel void kernel_mul_mv_iq3_s_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq3_s_f32_impl<N_R0_IQ3_S, N_SG_IQ3_S, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq2_s_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq2_s * x = (device const block_iq2_s *) (src0 + offset0);
+    device const float       * y = (device const float       *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    //threadgroup uint64_t * svalues = (threadgroup uint64_t *) shmem;
+    //{
+    //    int nval = 32;
+    //    int pos  = (32*sgitg + tiisg)*nval;
+    //    for (int i = 0; i < nval; ++i) svalues[pos + i] = iq2s_grid[pos + i];
+    //    threadgroup_barrier(mem_flags::mem_threadgroup);
+    //}
+
+    const short ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq2_s * xr = x + ibl;
+        device const uint8_t * qs = xr->qs + 4 * ib;
+        device const uint8_t * qh = xr->qh + ib;
+        device const uint8_t * sc = xr->scales + ib;
+        device const uint8_t * signs = qs + QK_K/8;
+        device const half * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            const float db = dh[0];
+            const float d1 = db * (0.5f + (sc[0] & 0xf));
+            const float d2 = db * (0.5f + (sc[0] >>  4));
+
+            float2 sum = {0};
+            for (short l = 0; l < 2; ++l) {
+                //const threadgroup uint8_t * grid1 = (const threadgroup uint8_t *)(svalues + (qs[l+0] | ((qh[0] << (8-2*l)) & 0x300)));
+                //const threadgroup uint8_t * grid2 = (const threadgroup uint8_t *)(svalues + (qs[l+2] | ((qh[0] << (4-2*l)) & 0x300)));
+                constant uint8_t * grid1 = (constant uint8_t *)(iq2s_grid + (qs[l+0] | ((qh[0] << (8-2*l)) & 0x300)));
+                constant uint8_t * grid2 = (constant uint8_t *)(iq2s_grid + (qs[l+2] | ((qh[0] << (4-2*l)) & 0x300)));
+                for (short j = 0; j < 8; ++j) {
+                    sum[0] += yl[8*l + j +  0] * grid1[j] * select(1, -1, signs[l+0] & kmask_iq2xs[j]);
+                    sum[1] += yl[8*l + j + 16] * grid2[j] * select(1, -1, signs[l+2] & kmask_iq2xs[j]);
+                }
+            }
+            sumf[row] += d1 * sum[0] + d2 * sum[1];
+
+            dh    += args.nb01/2;
+            qs    += args.nb01;
+            qh    += args.nb01;
+            sc    += args.nb01;
+            signs += args.nb01;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all * 0.25f;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq2_s_f32")]]
+kernel void kernel_mul_mv_iq2_s_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq2_s_f32_impl<N_R0_IQ2_S, N_SG_IQ2_S, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq1_s_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq1_s * x = (device const block_iq1_s *) (src0 + offset0);
+    device const float       * y = (device const float       *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    const short ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        float sumy = 0;
+        for (short i = 0; i < 32; ++i) {
+            yl[i] = y4[i];
+            sumy += yl[i];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq1_s * xr = x + ibl;
+        device const uint8_t  * qs = xr->qs + 4 * ib;
+        device const uint16_t * qh = xr->qh + ib;
+        device const half     * dh = &xr->d;
+
+        for (short row = 0; row < nr0; row++) {
+            constant uint8_t * grid1 = (constant uint8_t *)(iq1s_grid_gpu + (qs[0] | ((qh[0] << 8) & 0x700)));
+            constant uint8_t * grid2 = (constant uint8_t *)(iq1s_grid_gpu + (qs[1] | ((qh[0] << 5) & 0x700)));
+            constant uint8_t * grid3 = (constant uint8_t *)(iq1s_grid_gpu + (qs[2] | ((qh[0] << 2) & 0x700)));
+            constant uint8_t * grid4 = (constant uint8_t *)(iq1s_grid_gpu + (qs[3] | ((qh[0] >> 1) & 0x700)));
+
+            float sum = 0;
+            for (short j = 0; j < 4; ++j) {
+                sum += yl[j+ 0] * (grid1[j] & 0xf) + yl[j+ 4] * (grid1[j] >> 4)
+                     + yl[j+ 8] * (grid2[j] & 0xf) + yl[j+12] * (grid2[j] >> 4)
+                     + yl[j+16] * (grid3[j] & 0xf) + yl[j+20] * (grid3[j] >> 4)
+                     + yl[j+24] * (grid4[j] & 0xf) + yl[j+28] * (grid4[j] >> 4);
+            }
+            sumf[row] += (float)dh[0] * (sum + sumy * (qh[0] & 0x8000 ? -1 - IQ1S_DELTA : -1 + IQ1S_DELTA)) * (2*((qh[0] >> 12) & 7) + 1);
+
+            dh += args.nb01/2;
+            qs += args.nb01;
+            qh += args.nb01/2;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq1_s_f32")]]
+kernel void kernel_mul_mv_iq1_s_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq1_s_f32_impl<N_R0_IQ1_S, N_SG_IQ1_S, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq1_m_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    const int nb = args.ne00/QK_K;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq1_m * x = (device const block_iq1_m *) (src0 + offset0);
+    device const float       * y = (device const float       *) (src1 + offset1);
+
+    float yl[32];
+    float sumf[nr0]={0.f};
+
+    const int nb32 = nb * (QK_K / 32);
+
+    const short ix = tiisg;
+
+    device const float * y4 = y + 32 * ix;
+
+    iq1m_scale_t scale;
+
+    for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
+        float4 sumy = {0.f};
+        for (short i = 0; i < 8; ++i) {
+            yl[i+ 0] = y4[i+ 0]; sumy[0] += yl[i+ 0];
+            yl[i+ 8] = y4[i+ 8]; sumy[1] += yl[i+ 8];
+            yl[i+16] = y4[i+16]; sumy[2] += yl[i+16];
+            yl[i+24] = y4[i+24]; sumy[3] += yl[i+24];
+        }
+
+        const int ibl = ib32 / (QK_K / 32);
+        const int ib  = ib32 % (QK_K / 32);
+
+        device const block_iq1_m * xr = x + ibl;
+        device const uint8_t  * qs = xr->qs + 4 * ib;
+        device const uint8_t  * qh = xr->qh + 2 * ib;
+        device const uint16_t * sc = (device const uint16_t *)xr->scales;
+
+        for (short row = 0; row < nr0; row++) {
+            scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+
+            constant uint8_t * grid1 = (constant uint8_t *)(iq1s_grid_gpu + (qs[0] | ((qh[0] << 8) & 0x700)));
+            constant uint8_t * grid2 = (constant uint8_t *)(iq1s_grid_gpu + (qs[1] | ((qh[0] << 4) & 0x700)));
+            constant uint8_t * grid3 = (constant uint8_t *)(iq1s_grid_gpu + (qs[2] | ((qh[1] << 8) & 0x700)));
+            constant uint8_t * grid4 = (constant uint8_t *)(iq1s_grid_gpu + (qs[3] | ((qh[1] << 4) & 0x700)));
+
+            float2 sum = {0.f};
+            for (short j = 0; j < 4; ++j) {
+                sum[0] += yl[j+ 0] * (grid1[j] & 0xf) + yl[j+ 4] * (grid1[j] >> 4)
+                        + yl[j+ 8] * (grid2[j] & 0xf) + yl[j+12] * (grid2[j] >> 4);
+                sum[1] += yl[j+16] * (grid3[j] & 0xf) + yl[j+20] * (grid3[j] >> 4)
+                        + yl[j+24] * (grid4[j] & 0xf) + yl[j+28] * (grid4[j] >> 4);
+            }
+            const float delta1 = sumy[0] * (qh[0] & 0x08 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA) + sumy[1] * (qh[0] & 0x80 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA);
+            const float delta2 = sumy[2] * (qh[1] & 0x08 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA) + sumy[3] * (qh[1] & 0x80 ? -1 - IQ1M_DELTA : -1 + IQ1M_DELTA);
+
+            sumf[row] += (float)scale.f16 * ((sum[0] + delta1) * (2*((sc[ib/2] >> (6*(ib%2)+0)) & 7) + 1) +
+                                             (sum[1] + delta2) * (2*((sc[ib/2] >> (6*(ib%2)+3)) & 7) + 1));
+
+            sc += args.nb01/2;
+            qs += args.nb01;
+            qh += args.nb01;
+        }
+
+        y4 += 32 * 32;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq1_m_f32")]]
+kernel void kernel_mul_mv_iq1_m_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq1_m_f32_impl<N_R0_IQ1_M, N_SG_IQ1_M, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq4_nl_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    threadgroup float * shmem_f32 = (threadgroup float *) shmem;
+    const int nb = args.ne00/QK4_NL;
+
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq4_nl * x = (device const block_iq4_nl *) (src0 + offset0);
+    device const float        * y = (device const float        *) (src1 + offset1);
+
+    const short ix = tiisg/2;  // 0...15
+    const short it = tiisg%2;  // 0 or 1
+
+    shmem_f32[tiisg] = kvalues_iq4nl_f[tiisg%16];
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    float4 yl[4];
+    float sumf[nr0]={0.f};
+
+    device const float * yb = y + ix * QK4_NL + it * 8;
+
+    uint32_t aux32[2];
+    thread const uint8_t * q8 = (thread const uint8_t *)aux32;
+
+    float4 qf1, qf2;
+
+    for (int ib = ix; ib < nb; ib += 16) {
+        device const float4 * y4 = (device const float4 *)yb;
+        yl[0] = y4[0];
+        yl[1] = y4[4];
+        yl[2] = y4[1];
+        yl[3] = y4[5];
+
+        for (short row = 0; row < nr0; row++) {
+            device const block_iq4_nl & xb = x[row*nb + ib];
+            device const uint16_t * q4 = (device const uint16_t *)(xb.qs + 8*it);
+
+            float4 acc1 = {0.f}, acc2 = {0.f};
+
+            aux32[0] = q4[0] | (q4[1] << 16);
+            aux32[1] = (aux32[0] >> 4) & 0x0f0f0f0f;
+            aux32[0] &= 0x0f0f0f0f;
+            qf1 = {shmem_f32[q8[0]], shmem_f32[q8[1]], shmem_f32[q8[2]], shmem_f32[q8[3]]};
+            qf2 = {shmem_f32[q8[4]], shmem_f32[q8[5]], shmem_f32[q8[6]], shmem_f32[q8[7]]};
+            acc1 += yl[0] * qf1;
+            acc2 += yl[1] * qf2;
+
+            aux32[0] = q4[2] | (q4[3] << 16);
+            aux32[1] = (aux32[0] >> 4) & 0x0f0f0f0f;
+            aux32[0] &= 0x0f0f0f0f;
+            qf1 = {shmem_f32[q8[0]], shmem_f32[q8[1]], shmem_f32[q8[2]], shmem_f32[q8[3]]};
+            qf2 = {shmem_f32[q8[4]], shmem_f32[q8[5]], shmem_f32[q8[6]], shmem_f32[q8[7]]};
+            acc1 += yl[2] * qf1;
+            acc2 += yl[3] * qf2;
+
+            acc1 += acc2;
+
+            sumf[row] += (float)xb.d * (acc1[0] + acc1[1] + acc1[2] + acc1[3]);
+        }
+
+        yb += 16 * QK4_NL;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq4_nl_f32")]]
+kernel void kernel_mul_mv_iq4_nl_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq4_nl_f32_impl<N_R0_IQ4_NL, N_SG_IQ4_NL, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<int nr0, int nsg, int nw, typename args_t>
+void kernel_mul_mv_iq4_xs_f32_impl(
+        args_t args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg) {
+
+    threadgroup float * shmem_f32 = (threadgroup float *) shmem;
+    const int nb = args.ne00/QK_K;
+    const int r0 = tgpig.x;
+    const int r1 = tgpig.y;
+    const int im = tgpig.z;
+    const int first_row = (r0 * nsg + sgitg) * nr0;
+
+    const uint i12 = im%args.ne12;
+    const uint i13 = im/args.ne12;
+
+    const uint64_t offset0 = first_row*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const uint64_t offset1 =        r1*args.nb11 + (i12        )*args.nb12 + (i13        )*args.nb13;
+
+    device const block_iq4_xs * x = (device const block_iq4_xs *) (src0 + offset0);
+    device const float        * y = (device const float        *) (src1 + offset1);
+
+    const short ix = tiisg/16;  // 0 or 1
+    const short it = tiisg%16;  // 0...15
+    const short ib = it/2;
+    const short il = it%2;
+
+    shmem_f32[tiisg] = kvalues_iq4nl_f[tiisg%16];
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    float4 yl[4];
+    float sumf[nr0]={0.f};
+
+    device const float * yb = y + ix * QK_K + ib * 32 + il * 8;
+
+    uint32_t aux32[2];
+    thread const uint8_t * q8 = (thread const uint8_t *)aux32;
+
+    float4 qf1, qf2;
+
+    for (int ibl = ix; ibl < nb; ibl += 2) {
+        device const float4 * y4 = (device const float4 *)yb;
+        yl[0] = y4[0];
+        yl[1] = y4[4];
+        yl[2] = y4[1];
+        yl[3] = y4[5];
+
+        for (short row = 0; row < nr0; ++row) {
+            device const block_iq4_xs & xb = x[row*nb + ibl];
+            device const uint32_t * q4 = (device const uint32_t *)(xb.qs + 16*ib + 8*il);
+
+            float4 acc1 = {0.f}, acc2 = {0.f};
+
+            aux32[0] = (q4[0]     ) & 0x0f0f0f0f;
+            aux32[1] = (q4[0] >> 4) & 0x0f0f0f0f;
+            qf1 = {shmem_f32[q8[0]], shmem_f32[q8[1]], shmem_f32[q8[2]], shmem_f32[q8[3]]};
+            qf2 = {shmem_f32[q8[4]], shmem_f32[q8[5]], shmem_f32[q8[6]], shmem_f32[q8[7]]};
+            acc1 += yl[0] * qf1;
+            acc2 += yl[1] * qf2;
+
+            aux32[0] = (q4[1]     ) & 0x0f0f0f0f;
+            aux32[1] = (q4[1] >> 4) & 0x0f0f0f0f;
+            qf1 = {shmem_f32[q8[0]], shmem_f32[q8[1]], shmem_f32[q8[2]], shmem_f32[q8[3]]};
+            qf2 = {shmem_f32[q8[4]], shmem_f32[q8[5]], shmem_f32[q8[6]], shmem_f32[q8[7]]};
+            acc1 += yl[2] * qf1;
+            acc2 += yl[3] * qf2;
+
+            acc1 += acc2;
+
+            const int ls = (((xb.scales_l[ib/2] >> 4*(ib%2)) & 0xf) | (((xb.scales_h >> 2*ib) & 3) << 4)) - 32;
+            sumf[row] += (float)xb.d * ls * (acc1[0] + acc1[1] + acc1[2] + acc1[3]);
+        }
+
+        yb += 2 * QK_K;
+    }
+
+    device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
+
+    for (int row = 0; row < nr0 && first_row + row < args.ne0; ++row) {
+        float sum_all = simd_sum(sumf[row]);
+        if (tiisg == 0) {
+            dst_f32[first_row + row] = sum_all;
+        }
+    }
+}
+
+[[host_name("kernel_mul_mv_iq4_xs_f32")]]
+kernel void kernel_mul_mv_iq4_xs_f32(
+        constant ggml_metal_kargs_mul_mv & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    kernel_mul_mv_iq4_xs_f32_impl<N_R0_IQ4_XS, N_SG_IQ4_XS, N_SIMDWIDTH, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+template<typename block_q, short nl, void (*dequantize_func)(device const block_q *, short, thread float4x4 &)>
+kernel void kernel_get_rows_q(
+        device const  void * src0,
+        device const  void * src1,
+        device       float * dst,
+        constant ggml_metal_kargs_get_rows & args,
+        uint3                tgpig[[threadgroup_position_in_grid]],
+        uint                 tiitg[[thread_index_in_threadgroup]],
+        uint3                tptg [[threads_per_threadgroup]]) {
+    const int64_t i10 = tgpig.x;
+    const int64_t i11 = tgpig.y;
+
+    const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*args.nb11 + i10*args.nb10))[0];
+
+    const int64_t i02 = i11;
+
+    for (int64_t ind = tiitg; ind < args.ne00/16; ind += tptg.x) {
+        float4x4 temp;
+        dequantize_func(((device const block_q *) ((const device char *) src0 + r*args.nb01 + i02*args.nb02)) + ind/nl, ind%nl, temp);
+        *(((device float4x4 *) ((device char *) dst + i11*args.nb2 + i10*args.nb1)) + ind) = temp;
+    }
+}
+
+template<typename T>
+kernel void kernel_get_rows_f(
+        device const  void * src0,
+        device const  void * src1,
+        device       float * dst,
+        constant ggml_metal_kargs_get_rows & args,
+        uint3                tgpig[[threadgroup_position_in_grid]],
+        uint                 tiitg[[thread_index_in_threadgroup]],
+        uint3                tptg [[threads_per_threadgroup]]) {
+    const int64_t i10 = tgpig.x;
+    const int64_t i11 = tgpig.y;
+
+    const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*args.nb11 + i10*args.nb10))[0];
+
+    const int64_t i02 = i11;
+
+    for (int ind = tiitg; ind < args.ne00; ind += tptg.x) {
+        ((      device float *) ((      device char *)  dst + i11*args.nb2  + i10*args.nb1))[ind] =
+        ((const device T     *) ((const device char *) src0 + i02*args.nb02 +  r*args.nb01))[ind];
+    }
+}
+
+kernel void kernel_get_rows_i32(
+        device const  void * src0,
+        device const  void * src1,
+        device     int32_t * dst,
+        constant ggml_metal_kargs_get_rows & args,
+        uint3                tgpig[[threadgroup_position_in_grid]],
+        uint                 tiitg[[thread_index_in_threadgroup]],
+        uint3                tptg [[threads_per_threadgroup]]) {
+    const int64_t i10 = tgpig.x;
+    const int64_t i11 = tgpig.y;
+
+    const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*args.nb11 + i10*args.nb10))[0];
+
+    const int64_t i02 = i11;
+
+    for (int ind = tiitg; ind < args.ne00; ind += tptg.x) {
+        ((      device int32_t *) ((      device char *) dst  + i11*args.nb2 + i10*args.nb1))[ind] =
+        ((const device int32_t *) ((const device char *) src0 + i02*args.nb02 + r*args.nb01))[ind];
+    }
+}
+
+
+#define BLOCK_SIZE_M 64 // 8 simdgroup matrices from matrix A
+#define BLOCK_SIZE_N 32 // 4 simdgroup matrices from matrix B
+#define BLOCK_SIZE_K 32
+#define THREAD_MAT_M 4 // each thread take 4 simdgroup matrices from matrix A
+#define THREAD_MAT_N 2 // each thread take 2 simdgroup matrices from matrix B
+#define THREAD_PER_BLOCK 128
+#define THREAD_PER_ROW 2 // 2 thread for each row in matrix A to load numbers
+#define THREAD_PER_COL 4 // 4 thread for each row in matrix B to load numbers
+#define SG_MAT_SIZE 64 // simdgroup matrix is of shape 8x8
+#define SG_MAT_ROW 8
+
+// each block_q contains 16*nl weights
+template<typename T, typename T4x4, typename simdgroup_T8x8, typename block_q, short nl, void (*dequantize_func)(device const block_q *, short, thread T4x4 &)>
+kernel void kernel_mul_mm(
+        constant ggml_metal_kargs_mul_mm & args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiitg[[thread_index_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    threadgroup T     * sa = (threadgroup T     *)(shmem);
+    threadgroup float * sb = (threadgroup float *)(shmem + 4096);
+
+    const int r0 = tgpig.y;
+    const int r1 = tgpig.x;
+    const int im = tgpig.z;
+
+    // if this block is of 64x32 shape or smaller
+    const short n_rows = (args.ne0 - r0*BLOCK_SIZE_M < BLOCK_SIZE_M) ? (args.ne0 - r0*BLOCK_SIZE_M) : BLOCK_SIZE_M;
+    const short n_cols = (args.ne1 - r1*BLOCK_SIZE_N < BLOCK_SIZE_N) ? (args.ne1 - r1*BLOCK_SIZE_N) : BLOCK_SIZE_N;
+
+    // a thread shouldn't load data outside of the matrix
+    const short thread_row = ((short)tiitg/THREAD_PER_ROW) < n_rows ? ((short)tiitg/THREAD_PER_ROW) : n_rows - 1;
+    const short thread_col = ((short)tiitg/THREAD_PER_COL) < n_cols ? ((short)tiitg/THREAD_PER_COL) : n_cols - 1;
+
+    simdgroup_T8x8     ma[4];
+    simdgroup_float8x8 mb[2];
+    simdgroup_float8x8 mc[8];
+
+    for (short i = 0; i < 8; i++){
+        mc[i] = make_filled_simdgroup_matrix<float, 8>(0.f);
+    }
+
+    short il = (tiitg % THREAD_PER_ROW);
+
+    const int i12 = im%args.ne12;
+    const int i13 = im/args.ne12;
+
+    const uint64_t offset0 = (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const short    offset1 = il/nl;
+
+    device const block_q * x = (device const block_q *)(src0
+        + args.nb01*(r0*BLOCK_SIZE_M + thread_row) + offset0) + offset1;
+
+    device const float   * y = (device const float   *)(src1
+        + args.nb13*i13
+        + args.nb12*i12
+        + args.nb11*(r1*BLOCK_SIZE_N + thread_col)
+        + args.nb10*(BLOCK_SIZE_K / THREAD_PER_COL * (tiitg % THREAD_PER_COL)));
+
+    for (int loop_k = 0; loop_k < args.ne00; loop_k += BLOCK_SIZE_K) {
+        // load data and store to threadgroup memory
+        T4x4 temp_a;
+        dequantize_func(x, il, temp_a);
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        #pragma unroll(16)
+        for (short i = 0; i < 16; i++) {
+            *(sa + SG_MAT_SIZE * ((tiitg/THREAD_PER_ROW/8) \
+            +                     (tiitg%THREAD_PER_ROW)*16 + (i/8)*8) \
+            +                     (tiitg/THREAD_PER_ROW)%8  + (i&7)*8) = temp_a[i/4][i%4];
+        }
+
+        *(threadgroup float2x4 *)(sb + 32*8*(tiitg%THREAD_PER_COL) + 8*(tiitg/THREAD_PER_COL)) = *((device float2x4 *) y);
+
+        il = (il + 2 < nl) ? il + 2 : il % 2;
+        x  = (il < 2) ? x + (2 + nl - 1)/nl : x;
+        y += BLOCK_SIZE_K;
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        // load matrices from threadgroup memory and conduct outer products
+        threadgroup const T     * lsma = (sa + THREAD_MAT_M*SG_MAT_SIZE*(sgitg%2));
+        threadgroup const float * lsmb = (sb + THREAD_MAT_N*SG_MAT_SIZE*(sgitg/2));
+
+        #pragma unroll(4)
+        for (short ik = 0; ik < BLOCK_SIZE_K/8; ik++) {
+            #pragma unroll(4)
+            for (short i = 0; i < 4; i++) {
+                simdgroup_load(ma[i], lsma + SG_MAT_SIZE * i);
+            }
+
+            simdgroup_barrier(mem_flags::mem_none);
+
+            #pragma unroll(2)
+            for (short i = 0; i < 2; i++) {
+                simdgroup_load(mb[i], lsmb + SG_MAT_SIZE * i);
+            }
+
+            #pragma unroll(8)
+            for (short i = 0; i < 8; i++){
+                simdgroup_multiply_accumulate(mc[i], mb[i/4], ma[i%4], mc[i]);
+            }
+
+            lsma += (BLOCK_SIZE_M/SG_MAT_ROW)*SG_MAT_SIZE;
+            lsmb += (BLOCK_SIZE_N/SG_MAT_ROW)*SG_MAT_SIZE;
+        }
+    }
+
+    if ((r0 + 1) * BLOCK_SIZE_M <= args.ne0 && (r1 + 1) * BLOCK_SIZE_N <= args.ne1) {
+        device float * C = (device float *) dst +
+            (BLOCK_SIZE_M * r0 + 32*(sgitg &  1)) + \
+            (BLOCK_SIZE_N * r1 + 16*(sgitg >> 1)) * args.ne0 + im*args.ne1*args.ne0;
+
+        for (short i = 0; i < 8; i++) {
+            simdgroup_store(mc[i], C + 8 * (i%4) + 8 * args.ne0 * (i/4), args.ne0);
+        }
+    } else {
+        // block is smaller than 64x32, we should avoid writing data outside of the matrix
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+        threadgroup float * temp_str = ((threadgroup float *) shmem) \
+                                     + 32*(sgitg&1) + (16*(sgitg >> 1))*BLOCK_SIZE_M;
+        for (short i = 0; i < 8; i++) {
+            simdgroup_store(mc[i], temp_str + 8*(i%4) + 8*BLOCK_SIZE_M*(i/4), BLOCK_SIZE_M);
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (sgitg == 0) {
+            for (int j = tiitg; j < n_cols; j += BLOCK_SIZE_N) {
+                device float  * D  = (device float  *) dst + (r0*BLOCK_SIZE_M) + (r1*BLOCK_SIZE_N + j)*args.ne0 + im*args.ne1*args.ne0;
+                device float4 * D4 = (device float4 *) D;
+
+                threadgroup float  * C  = temp_str + (j*BLOCK_SIZE_M);
+                threadgroup float4 * C4 = (threadgroup float4 *) C;
+
+                int i = 0;
+                for (; i < n_rows/4; i++) {
+                    *(D4 + i) = *(C4 + i);
+                }
+
+                i *= 4;
+                for (; i < n_rows; i++) {
+                    *(D + i) = *(C + i);
+                }
+            }
+        }
+    }
+}
+
+template<typename T4>
+kernel void kernel_mul_mm_id_map0(
+        constant ggml_metal_kargs_mul_mm_id_map0 & args,
+        device  const char * src1,
+        device  const char * src2,
+        device        char * hsrc1,
+        device        char * htpe,
+        device        char * hids,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int ide = tgpig[0]; // expert id
+
+    int n_all = 0;
+
+    device int32_t * ids_i32 = (device int32_t *) (hids);
+
+    for (int i21 = 0; i21 < args.neh11; i21++) { // n_tokens
+        device const int32_t * src2_i32 = (device const int32_t *) (src2 + i21*args.nb21);
+
+        for (int i20 = 0; i20 < args.ne20; i20++) { // n_expert_used
+            if (src2_i32[i20] != ide) {
+                continue;
+            }
+
+            device const float4 *  src1_f32x4 = (device const float4 *) ( src1 + i21*args.nb12 + (i20%args.ne11)*args.nb11);
+            device       T4     * hsrc1_f32x4 = (device       T4     *) (hsrc1 + (ide*args.neh11 + n_all)*args.nbh11);
+
+            for (int64_t i00 = tpitg.x; i00 < args.ne10/4; i00 += ntg.x) {
+                hsrc1_f32x4[i00] = (T4) (src1_f32x4[i00]);
+            }
+
+            if (tpitg.x == 0) {
+                ids_i32[i21*args.ne20 + i20] = ide*args.neh11 + n_all;
+            }
+
+            ++n_all;
+        }
+    }
+
+    if (tpitg.x == 0) {
+        device int32_t * tpe_i32 = (device int32_t *) (htpe);
+        tpe_i32[ide] = n_all;
+    }
+}
+
+typedef decltype(kernel_mul_mm_id_map0<half4>) kernel_mul_mm_id_map0_t;
+
+template [[host_name("kernel_mul_mm_id_map0_f16")]] kernel kernel_mul_mm_id_map0_t kernel_mul_mm_id_map0<half4>;
+
+template<typename T>
+kernel void kernel_mul_mm_id_map1(
+        constant ggml_metal_kargs_mul_mm_id_map1 & args,
+        device  const char * hdst,
+        device  const char * hids,
+        device        char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort3 tpitg[[thread_position_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    const int i20 = tgpig[0]; // used expert
+    const int i21 = tgpig[1]; // token
+
+    device const int32_t * ids_i32    = (device const int32_t *) (hids);
+    device       float4  * dst_f32x4  = (device       float4  *) (dst + i20*args.nb1 + i21*args.nb2);
+
+    const int id = ids_i32[i21*args.ne20 + i20];
+
+    const int ide = id / args.neh1;
+    const int idt = id % args.neh1;
+
+    device const float4 * hdst_f32x4 = (device const float4 *) (hdst + idt*args.nbh1 + ide*args.nbh2);
+
+    for (int64_t i0 = tpitg.x; i0 < args.neh0/4; i0 += ntg.x) {
+        dst_f32x4[i0] = hdst_f32x4[i0];
+    }
+}
+
+typedef decltype(kernel_mul_mm_id_map1<float>) kernel_mul_mm_id_map1_t;
+
+template [[host_name("kernel_mul_mm_id_map1_f32")]] kernel kernel_mul_mm_id_map1_t kernel_mul_mm_id_map1<float>;
+
+template<typename T, typename T4x4, typename simdgroup_T8x8, typename block_q, short nl, void (*dequantize_func)(device const block_q *, short, thread T4x4 &)>
+kernel void kernel_mul_mm_id(
+        constant ggml_metal_kargs_mul_mm_id & args,
+        device const char * src0,
+        device const char * src1,
+        device const char * tpe,
+        device       char * dst,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiitg[[thread_index_in_threadgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+
+    threadgroup T    * sa = (threadgroup T    *)(shmem);
+    threadgroup half * sb = (threadgroup half *)(shmem + 4096);
+
+    const int r0 = tgpig.y;
+    const int r1 = tgpig.x;
+    const int im = tgpig.z;
+
+    device const int32_t * tpe_i32 = (device const int32_t *) (tpe);
+
+    const int neh1 = tpe_i32[im];
+
+    if (r1*BLOCK_SIZE_N >= neh1) {
+        return;
+    }
+
+    // if this block is of 64x32 shape or smaller
+    const short n_rows = (args.neh0 - r0*BLOCK_SIZE_M < BLOCK_SIZE_M) ? (args.neh0 - r0*BLOCK_SIZE_M) : BLOCK_SIZE_M;
+    const short n_cols = (     neh1 - r1*BLOCK_SIZE_N < BLOCK_SIZE_N) ? (     neh1 - r1*BLOCK_SIZE_N) : BLOCK_SIZE_N;
+
+    // a thread shouldn't load data outside of the matrix
+    const short thread_row = ((short)tiitg/THREAD_PER_ROW) < n_rows ? ((short)tiitg/THREAD_PER_ROW) : n_rows - 1;
+    const short thread_col = ((short)tiitg/THREAD_PER_COL) < n_cols ? ((short)tiitg/THREAD_PER_COL) : n_cols - 1;
+
+    simdgroup_T8x8     ma[4];
+    simdgroup_half8x8  mb[2];
+    simdgroup_float8x8 mc[8];
+
+    for (short i = 0; i < 8; i++){
+        mc[i] = make_filled_simdgroup_matrix<float, 8>(0.f);
+    }
+
+    short il = (tiitg % THREAD_PER_ROW);
+
+    const int i12 = im%args.neh12;
+    const int i13 = im/args.neh12;
+
+    const uint64_t offset0 = (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03;
+    const short    offset1 = il/nl;
+
+    device const block_q * x = (device const block_q *)(src0
+        + args.nb01*(r0*BLOCK_SIZE_M + thread_row) + offset0) + offset1;
+
+    device const half   * y = (device const half   *)(src1
+        + args.nbh13*i13
+        + args.nbh12*i12
+        + args.nbh11*(r1*BLOCK_SIZE_N + thread_col)
+        + args.nbh10*(BLOCK_SIZE_K / THREAD_PER_COL * (tiitg % THREAD_PER_COL)));
+
+    for (int loop_k = 0; loop_k < args.ne00; loop_k += BLOCK_SIZE_K) {
+        // load data and store to threadgroup memory
+        T4x4 temp_a;
+        dequantize_func(x, il, temp_a);
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        #pragma unroll(16)
+        for (short i = 0; i < 16; i++) {
+            *(sa + SG_MAT_SIZE * ((tiitg/THREAD_PER_ROW/8) \
+            +                     (tiitg%THREAD_PER_ROW)*16 + (i/8)*8) \
+            +                     (tiitg/THREAD_PER_ROW)%8  + (i&7)*8) = temp_a[i/4][i%4];
+        }
+
+        *(threadgroup half2x4 *)(sb + 32*8*(tiitg%THREAD_PER_COL) + 8*(tiitg/THREAD_PER_COL)) = *((device half2x4 *) y);
+
+        il = (il + 2 < nl) ? il + 2 : il % 2;
+        x  = (il < 2) ? x + (2 + nl - 1)/nl : x;
+        y += BLOCK_SIZE_K;
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        // load matrices from threadgroup memory and conduct outer products
+        threadgroup const T    * lsma = (sa + THREAD_MAT_M*SG_MAT_SIZE*(sgitg%2));
+        threadgroup const half * lsmb = (sb + THREAD_MAT_N*SG_MAT_SIZE*(sgitg/2));
+
+        #pragma unroll(4)
+        for (short ik = 0; ik < BLOCK_SIZE_K/8; ik++) {
+            #pragma unroll(4)
+            for (short i = 0; i < 4; i++) {
+                simdgroup_load(ma[i], lsma + SG_MAT_SIZE * i);
+            }
+
+            simdgroup_barrier(mem_flags::mem_none);
+
+            #pragma unroll(2)
+            for (short i = 0; i < 2; i++) {
+                simdgroup_load(mb[i], lsmb + SG_MAT_SIZE * i);
+            }
+
+            #pragma unroll(8)
+            for (short i = 0; i < 8; i++){
+                simdgroup_multiply_accumulate(mc[i], mb[i/4], ma[i%4], mc[i]);
+            }
+
+            lsma += (BLOCK_SIZE_M/SG_MAT_ROW)*SG_MAT_SIZE;
+            lsmb += (BLOCK_SIZE_N/SG_MAT_ROW)*SG_MAT_SIZE;
+        }
+    }
+
+    if ((r0 + 1) * BLOCK_SIZE_M <= args.neh0 && (r1 + 1) * BLOCK_SIZE_N <= neh1) {
+        device float * C = (device float *) dst +
+            (BLOCK_SIZE_M * r0 + 32*(sgitg &  1)) + \
+            (BLOCK_SIZE_N * r1 + 16*(sgitg >> 1)) * args.neh0 + im*args.neh1*args.neh0;
+
+        for (short i = 0; i < 8; i++) {
+            simdgroup_store(mc[i], C + 8 * (i%4) + 8 * args.neh0 * (i/4), args.neh0);
+        }
+    } else {
+        // block is smaller than 64x32, we should avoid writing data outside of the matrix
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+        threadgroup float * temp_str = ((threadgroup float *) shmem) \
+                                     + 32*(sgitg&1) + (16*(sgitg >> 1))*BLOCK_SIZE_M;
+        for (short i = 0; i < 8; i++) {
+            simdgroup_store(mc[i], temp_str + 8*(i%4) + 8*BLOCK_SIZE_M*(i/4), BLOCK_SIZE_M);
+        }
+
+        threadgroup_barrier(mem_flags::mem_threadgroup);
+
+        if (sgitg == 0) {
+            for (int j = tiitg; j < n_cols; j += BLOCK_SIZE_N) {
+                device float  * D  = (device float  *) dst + (r0*BLOCK_SIZE_M) + (r1*BLOCK_SIZE_N + j)*args.neh0 + im*args.neh1*args.neh0;
+                device float4 * D4 = (device float4 *) D;
+
+                threadgroup float  * C  = temp_str + (j*BLOCK_SIZE_M);
+                threadgroup float4 * C4 = (threadgroup float4 *) C;
+
+                int i = 0;
+                for (; i < n_rows/4; i++) {
+                    *(D4 + i) = *(C4 + i);
+                }
+
+                i *= 4;
+                for (; i < n_rows; i++) {
+                    *(D + i) = *(C + i);
+                }
+            }
+        }
+    }
+}
+
+#define QK_NL 16
+
+//
+// get rows
+//
+
+typedef decltype(kernel_get_rows_f<float>) get_rows_f_t;
+
+template [[host_name("kernel_get_rows_f32")]]  kernel get_rows_f_t kernel_get_rows_f<float>;
+template [[host_name("kernel_get_rows_f16")]]  kernel get_rows_f_t kernel_get_rows_f<half>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_get_rows_bf16")]] kernel get_rows_f_t kernel_get_rows_f<bfloat>;
+#endif
+
+typedef decltype(kernel_get_rows_q<block_q4_0, 2, dequantize_q4_0>) get_rows_q_t;
+
+template [[host_name("kernel_get_rows_q4_0")]]    kernel get_rows_q_t kernel_get_rows_q<block_q4_0,    2, dequantize_q4_0>;
+template [[host_name("kernel_get_rows_q4_1")]]    kernel get_rows_q_t kernel_get_rows_q<block_q4_1,    2, dequantize_q4_1>;
+template [[host_name("kernel_get_rows_q5_0")]]    kernel get_rows_q_t kernel_get_rows_q<block_q5_0,    2, dequantize_q5_0>;
+template [[host_name("kernel_get_rows_q5_1")]]    kernel get_rows_q_t kernel_get_rows_q<block_q5_1,    2, dequantize_q5_1>;
+template [[host_name("kernel_get_rows_q8_0")]]    kernel get_rows_q_t kernel_get_rows_q<block_q8_0,    2, dequantize_q8_0>;
+template [[host_name("kernel_get_rows_q2_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q2_K,    QK_NL, dequantize_q2_K>;
+template [[host_name("kernel_get_rows_q3_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q3_K,    QK_NL, dequantize_q3_K>;
+template [[host_name("kernel_get_rows_q4_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q4_K,    QK_NL, dequantize_q4_K>;
+template [[host_name("kernel_get_rows_q5_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q5_K,    QK_NL, dequantize_q5_K>;
+template [[host_name("kernel_get_rows_q6_K")]]    kernel get_rows_q_t kernel_get_rows_q<block_q6_K,    QK_NL, dequantize_q6_K>;
+template [[host_name("kernel_get_rows_iq2_xxs")]] kernel get_rows_q_t kernel_get_rows_q<block_iq2_xxs, QK_NL, dequantize_iq2_xxs>;
+template [[host_name("kernel_get_rows_iq2_xs")]]  kernel get_rows_q_t kernel_get_rows_q<block_iq2_xs,  QK_NL, dequantize_iq2_xs>;
+template [[host_name("kernel_get_rows_iq3_xxs")]] kernel get_rows_q_t kernel_get_rows_q<block_iq3_xxs, QK_NL, dequantize_iq3_xxs>;
+template [[host_name("kernel_get_rows_iq3_s")]]   kernel get_rows_q_t kernel_get_rows_q<block_iq3_s,   QK_NL, dequantize_iq3_s>;
+template [[host_name("kernel_get_rows_iq2_s")]]   kernel get_rows_q_t kernel_get_rows_q<block_iq2_s,   QK_NL, dequantize_iq2_s>;
+template [[host_name("kernel_get_rows_iq1_s")]]   kernel get_rows_q_t kernel_get_rows_q<block_iq1_s,   QK_NL, dequantize_iq1_s>;
+template [[host_name("kernel_get_rows_iq1_m")]]   kernel get_rows_q_t kernel_get_rows_q<block_iq1_m,   QK_NL, dequantize_iq1_m>;
+template [[host_name("kernel_get_rows_iq4_nl")]]  kernel get_rows_q_t kernel_get_rows_q<block_iq4_nl,  2,     dequantize_iq4_nl>;
+template [[host_name("kernel_get_rows_iq4_xs")]]  kernel get_rows_q_t kernel_get_rows_q<block_iq4_xs,  QK_NL, dequantize_iq4_xs>;
+
+//
+// matrix-matrix multiplication
+//
+
+typedef decltype(kernel_mul_mm<half, half4x4, simdgroup_half8x8, float4x4, 1, dequantize_f32>) mul_mm_t;
+
+template [[host_name("kernel_mul_mm_f32_f32")]]     kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   float4x4,      1,     dequantize_f32>;
+template [[host_name("kernel_mul_mm_f16_f32")]]     kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   half4x4,       1,     dequantize_f16>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mm_bf16_f32")]]    kernel mul_mm_t kernel_mul_mm<bfloat, bfloat4x4, simdgroup_bfloat8x8, bfloat4x4,     1,     dequantize_bf16>;
+#endif
+template [[host_name("kernel_mul_mm_q4_0_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q4_0,    2,     dequantize_q4_0>;
+template [[host_name("kernel_mul_mm_q4_1_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q4_1,    2,     dequantize_q4_1>;
+template [[host_name("kernel_mul_mm_q5_0_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q5_0,    2,     dequantize_q5_0>;
+template [[host_name("kernel_mul_mm_q5_1_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q5_1,    2,     dequantize_q5_1>;
+template [[host_name("kernel_mul_mm_q8_0_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q8_0,    2,     dequantize_q8_0>;
+template [[host_name("kernel_mul_mm_q2_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q2_K,    QK_NL, dequantize_q2_K>;
+template [[host_name("kernel_mul_mm_q3_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q3_K,    QK_NL, dequantize_q3_K>;
+template [[host_name("kernel_mul_mm_q4_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q4_K,    QK_NL, dequantize_q4_K>;
+template [[host_name("kernel_mul_mm_q5_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q5_K,    QK_NL, dequantize_q5_K>;
+template [[host_name("kernel_mul_mm_q6_K_f32")]]    kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_q6_K,    QK_NL, dequantize_q6_K>;
+template [[host_name("kernel_mul_mm_iq2_xxs_f32")]] kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq2_xxs, QK_NL, dequantize_iq2_xxs>;
+template [[host_name("kernel_mul_mm_iq2_xs_f32")]]  kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq2_xs,  QK_NL, dequantize_iq2_xs>;
+template [[host_name("kernel_mul_mm_iq3_xxs_f32")]] kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq3_xxs, QK_NL, dequantize_iq3_xxs>;
+template [[host_name("kernel_mul_mm_iq3_s_f32")]]   kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq3_s,   QK_NL, dequantize_iq3_s>;
+template [[host_name("kernel_mul_mm_iq2_s_f32")]]   kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq2_s,   QK_NL, dequantize_iq2_s>;
+template [[host_name("kernel_mul_mm_iq1_s_f32")]]   kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq1_s,   QK_NL, dequantize_iq1_s>;
+template [[host_name("kernel_mul_mm_iq1_m_f32")]]   kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq1_m,   QK_NL, dequantize_iq1_m>;
+template [[host_name("kernel_mul_mm_iq4_nl_f32")]]  kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq4_nl,  2,     dequantize_iq4_nl>;
+template [[host_name("kernel_mul_mm_iq4_xs_f32")]]  kernel mul_mm_t kernel_mul_mm<half,   half4x4,   simdgroup_half8x8,   block_iq4_xs,  QK_NL, dequantize_iq4_xs>;
+
+//
+// indirect matrix-matrix multiplication
+//
+
+typedef decltype(kernel_mul_mm_id<half, half4x4, simdgroup_half8x8, float4x4, 1, dequantize_f32>) mul_mm_id;
+
+template [[host_name("kernel_mul_mm_id_f32_f16")]]     kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   float4x4,      1,     dequantize_f32>;
+template [[host_name("kernel_mul_mm_id_f16_f16")]]     kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   half4x4,       1,     dequantize_f16>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mm_id_bf16_f16")]]    kernel mul_mm_id kernel_mul_mm_id<bfloat, bfloat4x4, simdgroup_bfloat8x8, bfloat4x4,     1,     dequantize_bf16>;
+#endif
+template [[host_name("kernel_mul_mm_id_q4_0_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q4_0,    2,     dequantize_q4_0>;
+template [[host_name("kernel_mul_mm_id_q4_1_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q4_1,    2,     dequantize_q4_1>;
+template [[host_name("kernel_mul_mm_id_q5_0_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q5_0,    2,     dequantize_q5_0>;
+template [[host_name("kernel_mul_mm_id_q5_1_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q5_1,    2,     dequantize_q5_1>;
+template [[host_name("kernel_mul_mm_id_q8_0_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q8_0,    2,     dequantize_q8_0>;
+template [[host_name("kernel_mul_mm_id_q2_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q2_K,    QK_NL, dequantize_q2_K>;
+template [[host_name("kernel_mul_mm_id_q3_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q3_K,    QK_NL, dequantize_q3_K>;
+template [[host_name("kernel_mul_mm_id_q4_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q4_K,    QK_NL, dequantize_q4_K>;
+template [[host_name("kernel_mul_mm_id_q5_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q5_K,    QK_NL, dequantize_q5_K>;
+template [[host_name("kernel_mul_mm_id_q6_K_f16")]]    kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_q6_K,    QK_NL, dequantize_q6_K>;
+template [[host_name("kernel_mul_mm_id_iq2_xxs_f16")]] kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq2_xxs, QK_NL, dequantize_iq2_xxs>;
+template [[host_name("kernel_mul_mm_id_iq2_xs_f16")]]  kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq2_xs,  QK_NL, dequantize_iq2_xs>;
+template [[host_name("kernel_mul_mm_id_iq3_xxs_f16")]] kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq3_xxs, QK_NL, dequantize_iq3_xxs>;
+template [[host_name("kernel_mul_mm_id_iq3_s_f16")]]   kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq3_s,   QK_NL, dequantize_iq3_s>;
+template [[host_name("kernel_mul_mm_id_iq2_s_f16")]]   kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq2_s,   QK_NL, dequantize_iq2_s>;
+template [[host_name("kernel_mul_mm_id_iq1_s_f16")]]   kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq1_s,   QK_NL, dequantize_iq1_s>;
+template [[host_name("kernel_mul_mm_id_iq1_m_f16")]]   kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq1_m,   QK_NL, dequantize_iq1_m>;
+template [[host_name("kernel_mul_mm_id_iq4_nl_f16")]]  kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq4_nl,  2,     dequantize_iq4_nl>;
+template [[host_name("kernel_mul_mm_id_iq4_xs_f16")]]  kernel mul_mm_id kernel_mul_mm_id<half,   half4x4,   simdgroup_half8x8,   block_iq4_xs,  QK_NL, dequantize_iq4_xs>;
+
+
+//
+// matrix-vector multiplication
+//
+
+typedef void (kernel_mul_mv_impl_t)(
+        ggml_metal_kargs_mul_mv args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        uint3  tgpig,
+        ushort tiisg);
+
+typedef void (kernel_mul_mv2_impl_t)(
+        ggml_metal_kargs_mul_mv args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiisg,
+        ushort sgitg);
+
+template<kernel_mul_mv_impl_t impl_fn>
+void mmv_fn(
+        ggml_metal_kargs_mul_mv args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiitg,
+        ushort tiisg,
+        ushort sgitg) {
+    impl_fn(args, src0, src1, dst, tgpig, tiisg);
+}
+
+template<kernel_mul_mv2_impl_t impl_fn>
+void mmv_fn(
+        ggml_metal_kargs_mul_mv args,
+        device const char * src0,
+        device const char * src1,
+        device       char * dst,
+        threadgroup  char * shmem,
+        uint3  tgpig,
+        ushort tiitg,
+        ushort tiisg,
+        ushort sgitg) {
+    impl_fn(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
+}
+
+typedef decltype(mmv_fn<kernel_mul_mv_impl<half, half4, half, half4, ggml_metal_kargs_mul_mv>>) mul_mv_impl_fn_t;
+
+template<mul_mv_impl_fn_t impl_fn>
+kernel void kernel_mul_mv_id(
+        constant ggml_metal_kargs_mul_mv_id & args,
+        device const char * src0s,
+        device const char * src1,
+        device       char * dst,
+        device const char * ids,
+        threadgroup  char * shmem [[threadgroup(0)]],
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiitg[[thread_index_in_threadgroup]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    const int iid1 = tgpig.z/args.nei0;
+    const int idx  = tgpig.z%args.nei0;
+
+    tgpig.z = 0;
+
+    const int32_t i02 = ((device const int32_t *) (ids + iid1*args.nbi1))[idx];
+
+    const int64_t i11 = idx % args.ne11;
+    const int64_t i12 = iid1;
+
+    const int64_t i1 = idx;
+    const int64_t i2 = i12;
+
+    device const char * src0_cur = src0s + i02*args.nb02;
+    device const char * src1_cur = src1  + i11*args.nb11 + i12*args.nb12;
+
+    device char * dst_cur = dst + (i1*args.ne0 + i2*args.ne1*args.ne0)*sizeof(float);
+
+    ggml_metal_kargs_mul_mv args0 = {
+        /*.ne00 =*/ args.ne00,
+        /*.ne01 =*/ args.ne01,
+        /*.ne02 =*/ 1, // args.ne02,
+        /*.nb00 =*/ args.nb00,
+        /*.nb01 =*/ args.nb01,
+        /*.nb02 =*/ args.nb02,
+        /*.nb03 =*/ args.nb02, // args.ne02 == 1
+        /*.ne10 =*/ args.ne10,
+        /*.ne11 =*/ 1, // args.ne11,
+        /*.ne12 =*/ 1, // args.ne12,
+        /*.nb10 =*/ args.nb10,
+        /*.nb11 =*/ args.nb11,
+        /*.nb12 =*/ args.nb12,
+        /*.nb13 =*/ args.nb12, // ne12 == 1
+        /*.ne0  =*/ args.ne0,
+        /*.ne1  =*/ 1, // args.ne1,
+        /*.r2   =*/ 1,
+        /*.r3   =*/ 1,
+    };
+
+    impl_fn(
+        args0,
+        /* src0 */ src0_cur,
+        /* src1 */ src1_cur,
+        /* dst  */ dst_cur,
+        shmem,
+        tgpig,
+        tiitg,
+        tiisg,
+        sgitg);
+}
+
+typedef decltype(kernel_mul_mv_id<mmv_fn<kernel_mul_mv_impl<float, float4, float, float4>>>) kernel_mul_mv_id_t;
+
+template [[host_name("kernel_mul_mv_id_f32_f32")]]     kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_impl<float, float4, float, float4>>>;
+template [[host_name("kernel_mul_mv_id_f16_f32")]]     kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_impl<half, half4, float, float4>>>;
+#if defined(GGML_METAL_USE_BF16)
+template [[host_name("kernel_mul_mv_id_bf16_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_impl<bfloat, bfloat4, float, float4>>>;
+#endif
+template [[host_name("kernel_mul_mv_id_q8_0_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q8_0_f32_impl<N_R0_Q8_0, N_SG_Q8_0, N_SIMDWIDTH>>>;
+
+template [[host_name("kernel_mul_mv_id_q4_0_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<mul_vec_q_n_f32_impl<block_q4_0, N_R0_Q4_0, N_SG_Q4_0, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q4_1_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<mul_vec_q_n_f32_impl<block_q4_1, N_R0_Q4_1, N_SG_Q4_1, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q5_0_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<mul_vec_q_n_f32_impl<block_q5_0, N_R0_Q5_0, N_SG_Q5_0, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q5_1_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<mul_vec_q_n_f32_impl<block_q5_1, N_R0_Q5_1, N_SG_Q5_1, N_SIMDWIDTH>>>;
+
+template [[host_name("kernel_mul_mv_id_q2_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q2_K_f32_impl   <N_R0_Q2_K,    N_SG_Q2_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q3_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q3_K_f32_impl   <N_R0_Q3_K,    N_SG_Q3_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q4_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q4_K_f32_impl   <N_R0_Q4_K,    N_SG_Q4_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q5_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q5_K_f32_impl   <N_R0_Q5_K,    N_SG_Q5_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_q6_K_f32")]]    kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_q6_K_f32_impl   <N_R0_Q6_K,    N_SG_Q6_K,    N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq1_s_f32")]]   kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq1_s_f32_impl  <N_R0_IQ1_S,   N_SG_IQ1_S,   N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq1_m_f32")]]   kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq1_m_f32_impl  <N_R0_IQ1_M,   N_SG_IQ1_M,   N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq2_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq2_xxs_f32_impl<N_R0_IQ2_XXS, N_SG_IQ2_XXS, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq2_xs_f32")]]  kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq2_xs_f32_impl <N_R0_IQ2_XS,  N_SG_IQ2_XS,  N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq3_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq3_xxs_f32_impl<N_R0_IQ3_XXS, N_SG_IQ3_XXS, N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq3_s_f32")]]   kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq3_s_f32_impl  <N_R0_IQ3_S,   N_SG_IQ3_S,   N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq2_s_f32")]]   kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq2_s_f32_impl  <N_R0_IQ2_S,   N_SG_IQ2_S,   N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq4_nl_f32")]]  kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq4_nl_f32_impl <N_R0_IQ4_NL,  N_SG_IQ4_NL,  N_SIMDWIDTH>>>;
+template [[host_name("kernel_mul_mv_id_iq4_xs_f32")]]  kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq4_xs_f32_impl <N_R0_IQ4_XS,  N_SG_IQ4_XS,  N_SIMDWIDTH>>>;
+
+kernel void kernel_pool_2d_max_f32(
+        device  const float * src0,
+        device        float * dst,
+        constant    ggml_metal_kargs_pool_2d & args,
+        uint        gid[[thread_position_in_grid]]) {
+
+    if (gid >= args.parallel_elements) {
+        return;
+    }
+
+    const int idx = gid;
+    const int I_HW = args.IH * args.IW;
+    const int O_HW = args.OH * args.OW;
+    const int nc = idx / O_HW;
+    const int cur_oh = idx % O_HW / args.OW;
+    const int cur_ow = idx % O_HW % args.OW;
+
+    device const float * i_ptr = src0 + nc * I_HW;
+    device       float * o_ptr = dst  + nc * O_HW;
+
+    const int start_h = cur_oh * args.s1 - args.p1;
+    const int bh = MAX(0,  start_h);
+    const int eh = MIN(args.IH, start_h + args.k1);
+    const int start_w = cur_ow * args.s0 - args.p0;
+    const int bw = MAX(0,  start_w);
+    const int ew = MIN(args.IW, start_w + args.k0);
+
+    float res = -INFINITY;
+
+    for (int i = bh; i < eh; i += 1) {
+        for (int j = bw; j < ew; j += 1) {
+            res = MAX(res, i_ptr[i * args.IW + j]);
+        }
+    }
+
+    o_ptr[cur_oh * args.OW + cur_ow] = res;
+}
+
+kernel void kernel_pool_2d_avg_f32(
+        device  const float * src0,
+        device        float * dst,
+        constant    ggml_metal_kargs_pool_2d & args,
+        uint        gid[[thread_position_in_grid]]) {
+
+    if (gid >= args.parallel_elements) {
+        return;
+    }
+
+    const int idx = gid;
+    const int I_HW = args.IH * args.IW;
+    const int O_HW = args.OH * args.OW;
+    const int nc = idx / O_HW;
+    const int cur_oh = idx % O_HW / args.OW;
+    const int cur_ow = idx % O_HW % args.OW;
+
+    device const float * i_ptr = src0 + nc * I_HW;
+    device       float * o_ptr = dst  + nc * O_HW;
+
+    const int start_h = cur_oh * args.s1 - args.p1;
+    const int bh = MAX(0,  start_h);
+    const int eh = MIN(args.IH, start_h + args.k1);
+    const int start_w = cur_ow * args.s0 - args.p0;
+    const int bw = MAX(0,  start_w);
+    const int ew = MIN(args.IW, start_w + args.k0);
+    // const float scale = 1. / ((eh - bh) * (ew - bw));
+    const float scale = 1. / (args.k0 * args.k1);
+
+    float res = 0;
+
+    for (int i = bh; i < eh; i += 1) {
+        for (int j = bw; j < ew; j += 1) {
+            float cur = i_ptr[i * args.IW + j];
+            res += cur * scale;
+        }
+    }
+
+    o_ptr[cur_oh * args.OW + cur_ow] = res;
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-metal/metal.go b/ml/backend/ggml/ggml/src/ggml-metal/metal.go
new file mode 100644
index 0000000..eb65dfd
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-metal/metal.go
@@ -0,0 +1,9 @@
+//go:build darwin && arm64
+
+package metal
+
+//go:generate sh -c "{ echo // Code generated by 'go generate'. DO NOT EDIT.; sed -e '/__embed_ggml-common.h__/r ../ggml-common.h' -e '/__embed_ggml-common.h__/d' -e '/#include \"ggml-metal-impl.h\"/r ggml-metal-impl.h' -e '/#include \"ggml-metal-impl.h\"/d' ggml-metal.metal; } >ggml-metal-embed.metal"
+
+// #cgo CPPFLAGS: -DGGML_METAL_EMBED_LIBRARY -I.. -I../../include
+// #cgo LDFLAGS: -framework Metal -framework MetalKit
+import "C"
diff --git a/ml/backend/ggml/ggml/src/ggml-opt.cpp b/ml/backend/ggml/ggml/src/ggml-opt.cpp
new file mode 100644
index 0000000..58d7757
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-opt.cpp
@@ -0,0 +1,1032 @@
+#include "ggml-opt.h"
+
+#include "ggml.h"
+#include "ggml-alloc.h"
+#include "ggml-backend.h"
+#include "ggml-impl.h"
+
+#include <algorithm>
+#include <cmath>
+#include <cstdint>
+#include <cinttypes>
+#include <map>
+#include <random>
+#include <vector>
+
+struct ggml_opt_dataset {
+    struct ggml_context   * ctx    = nullptr;
+    ggml_backend_buffer_t   buf    = nullptr;
+    struct ggml_tensor    * data   = nullptr;
+    struct ggml_tensor    * labels = nullptr;
+
+    int64_t ndata       = -1;
+    int64_t ndata_shard = -1;
+    size_t  nbs_data    = -1;
+    size_t  nbs_labels  = -1;
+
+    std::vector<int64_t> permutation;
+};
+
+struct ggml_opt_context {
+    ggml_backend_sched_t       backend_sched        = nullptr;
+    ggml_cgraph              * allocated_graph      = nullptr;
+    ggml_cgraph              * allocated_graph_copy = nullptr;
+    struct ggml_context      * ctx_static           = nullptr;
+    struct ggml_context      * ctx_cpu              = nullptr;
+    struct ggml_context      * ctx_compute          = nullptr;
+    struct ggml_context      * ctx_copy             = nullptr;
+    ggml_backend_buffer_t      buf_static           = nullptr;
+    ggml_backend_buffer_t      buf_cpu              = nullptr;
+    std::mt19937               rng;
+    enum ggml_opt_loss_type    loss_type;
+    enum ggml_opt_build_type   build_type;
+    enum ggml_opt_build_type   build_type_alloc;
+
+    struct ggml_tensor * inputs  = nullptr;
+    struct ggml_tensor * outputs = nullptr;
+    struct ggml_tensor * labels  = nullptr;
+
+    struct ggml_tensor * loss     = nullptr;
+    struct ggml_tensor * pred     = nullptr;
+    struct ggml_tensor * ncorrect = nullptr;
+
+    struct ggml_cgraph * gf      = nullptr;
+    struct ggml_cgraph * gb_grad = nullptr;
+    struct ggml_cgraph * gb_opt  = nullptr;
+    bool static_graphs           = false;
+    bool eval_ready              = false;
+    std::vector<struct ggml_tensor *> grad_accs;
+    std::vector<struct ggml_tensor *> grad_m;
+    std::vector<struct ggml_tensor *> grad_v;
+
+    int64_t iter               = 1;
+    int32_t opt_period         = 1;
+    int32_t opt_i              = 0;
+    bool    loss_per_datapoint = false;
+
+    ggml_opt_get_optimizer_params get_opt_pars = nullptr;
+    void * get_opt_pars_ud                     = nullptr;
+    struct ggml_tensor * adamw_params          = nullptr;
+};
+
+struct ggml_opt_result {
+    int64_t              ndata    = 0;
+    std::vector<float>   loss;
+    std::vector<int32_t> pred;
+    int64_t              ncorrect = 0;
+
+    int64_t opt_period         = -1;
+    bool    loss_per_datapoint = false;
+};
+
+// ====== Dataset ======
+
+ggml_opt_dataset_t ggml_opt_dataset_init(
+        enum ggml_type type_data,
+        enum ggml_type type_label,
+        int64_t        ne_datapoint,
+        int64_t        ne_label,
+        int64_t        ndata,
+        int64_t        ndata_shard) {
+    GGML_ASSERT(ne_datapoint >  0);
+    GGML_ASSERT(ne_label     >= 0);
+    GGML_ASSERT(ndata        >  0);
+    GGML_ASSERT(ndata_shard  >  0);
+
+    ggml_opt_dataset_t result = new ggml_opt_dataset;
+    result->ndata       = ndata;
+    result->ndata_shard = ndata_shard;
+
+    {
+        struct ggml_init_params params = {
+            /*.mem_size   =*/ 2*ggml_tensor_overhead(),
+            /*.mem_buffer =*/ nullptr,
+            /*.no_alloc   =*/ true,
+        };
+        result->ctx = ggml_init(params);
+    }
+
+    result->data = ggml_new_tensor_2d(result->ctx, type_data, ne_datapoint, ndata);
+    result->nbs_data = ggml_nbytes(result->data) * ndata_shard/ndata;
+
+    if (ne_label > 0) {
+        result->labels = ggml_new_tensor_2d(result->ctx, type_label, ne_label, ndata);
+        result->nbs_labels = ggml_nbytes(result->labels) * ndata_shard/ndata;
+    } else {
+        result->labels = nullptr;
+        result->nbs_labels = 0;
+    }
+
+    result->buf = ggml_backend_alloc_ctx_tensors_from_buft(result->ctx, ggml_backend_cpu_buffer_type());
+
+    const int64_t nshards = ndata/ndata_shard;
+    result->permutation.resize(nshards);
+    for (int64_t i = 0; i < nshards; ++i) {
+        result->permutation[i] = i;
+    }
+    return result;
+}
+
+void ggml_opt_dataset_free(ggml_opt_dataset_t dataset) {
+    ggml_backend_buffer_free(dataset->buf);
+    ggml_free(dataset->ctx);
+    delete dataset;
+}
+
+int64_t ggml_opt_dataset_ndata(ggml_opt_dataset_t dataset) {
+    return dataset->ndata;
+}
+
+struct ggml_tensor * ggml_opt_dataset_data(ggml_opt_dataset_t dataset) {
+    return dataset->data;
+}
+
+struct ggml_tensor * ggml_opt_dataset_labels(ggml_opt_dataset_t dataset) {
+    return dataset->labels;
+}
+
+void ggml_opt_dataset_shuffle(ggml_opt_context_t opt_ctx, ggml_opt_dataset_t dataset, int64_t idata) {
+    GGML_ASSERT(idata <= dataset->ndata);
+
+    if (idata < 0) {
+        std::shuffle(dataset->permutation.begin(), dataset->permutation.end(), opt_ctx->rng);
+        return;
+    }
+
+    GGML_ASSERT(idata % dataset->ndata_shard == 0);
+    const int64_t ishard_max = idata / dataset->ndata_shard;
+    std::shuffle(dataset->permutation.begin(), dataset->permutation.begin() + ishard_max, opt_ctx->rng);
+}
+
+void ggml_opt_dataset_get_batch(ggml_opt_dataset_t dataset, struct ggml_tensor * data_batch, struct ggml_tensor * labels_batch, int64_t ibatch) {
+    GGML_ASSERT(   data_batch && ggml_is_contiguous(data_batch));
+    GGML_ASSERT(!labels_batch || ggml_is_contiguous(labels_batch));
+    GGML_ASSERT((labels_batch == nullptr) == (dataset->labels == nullptr));
+    GGML_ASSERT(                   data_batch->type == dataset->data->type);
+    GGML_ASSERT(!labels_batch || labels_batch->type == dataset->labels->type);
+
+    const size_t nb_data_batch = ggml_nbytes(data_batch);
+    GGML_ASSERT(nb_data_batch % dataset->nbs_data == 0);
+    const int64_t shards_per_batch = nb_data_batch / dataset->nbs_data;
+
+    if (labels_batch) {
+        const size_t nb_labels_batch = ggml_nbytes(labels_batch);
+        GGML_ASSERT(nb_labels_batch == shards_per_batch*dataset->nbs_labels);
+    }
+
+    GGML_ASSERT((ibatch + 1)*shards_per_batch <= int64_t(dataset->permutation.size()));
+
+    for (int64_t ishard_batch = 0; ishard_batch < shards_per_batch; ++ishard_batch) {
+        const int64_t ishard = dataset->permutation[ibatch*shards_per_batch + ishard_batch];
+
+        const char * ptr_data = (const char *) dataset->data->data + ishard*dataset->nbs_data;
+        ggml_backend_tensor_set(data_batch, ptr_data, ishard_batch*dataset->nbs_data, dataset->nbs_data);
+
+        if (!labels_batch) {
+            continue;
+        }
+
+        const char * ptr_labels = (const char *) dataset->labels->data + ishard*dataset->nbs_labels;
+        ggml_backend_tensor_set(labels_batch, ptr_labels, ishard_batch*dataset->nbs_labels, dataset->nbs_labels);
+    }
+}
+
+void ggml_opt_dataset_get_batch_host(ggml_opt_dataset_t dataset, void * data_batch, size_t nb_data_batch, void * labels_batch, int64_t ibatch) {
+    GGML_ASSERT((labels_batch == nullptr) == (dataset->labels == nullptr));
+    GGML_ASSERT(nb_data_batch % dataset->nbs_data == 0);
+
+    const int64_t shards_per_batch = nb_data_batch / dataset->nbs_data;
+
+    GGML_ASSERT((ibatch + 1)*shards_per_batch <= int64_t(dataset->permutation.size()));
+
+    for (int64_t ishard_batch = 0; ishard_batch < shards_per_batch; ++ishard_batch) {
+        const int64_t ishard = dataset->permutation[ibatch*shards_per_batch + ishard_batch];
+
+        const char * ptr_data       = (const char *) dataset->data->data + ishard      *dataset->nbs_data;
+        char       * ptr_data_batch = (char       *) data_batch          + ishard_batch*dataset->nbs_data;
+        memcpy(ptr_data_batch, ptr_data, dataset->nbs_data);
+
+        if (!labels_batch) {
+            continue;
+        }
+
+        const char * ptr_labels       = (const char *) dataset->labels->data + ishard      *dataset->nbs_labels;
+        char       * ptr_labels_batch = (char       *) labels_batch          + ishard_batch*dataset->nbs_labels;
+        memcpy(ptr_labels_batch, ptr_labels, dataset->nbs_labels);
+    }
+}
+
+// ====== Model / Context ======
+
+struct ggml_opt_optimizer_params ggml_opt_get_default_optimizer_params(void * userdata) {
+    GGML_UNUSED(userdata);
+
+    ggml_opt_optimizer_params result;
+
+    result.adamw.alpha = 0.001f;
+    result.adamw.beta1 = 0.9f;
+    result.adamw.beta2 = 0.999f;
+    result.adamw.eps   = 1e-8f;
+    result.adamw.wd    = 0.0f;
+
+    return result;
+}
+
+struct ggml_opt_optimizer_params ggml_opt_get_constant_optimizer_params(void * userdata) {
+    return *((struct ggml_opt_optimizer_params *) userdata);
+}
+
+struct ggml_opt_params ggml_opt_default_params(
+        ggml_backend_sched_t      backend_sched,
+        enum ggml_opt_loss_type   loss_type) {
+    return {
+        /*backend_sched   =*/ backend_sched,
+        /*ctx_compute     =*/ nullptr,
+        /*inputs          =*/ nullptr,
+        /*logits          =*/ nullptr,
+        /*loss_type       =*/ loss_type,
+        /*build_type      =*/ GGML_OPT_BUILD_TYPE_OPT,
+        /*opt_period      =*/ 1,
+        /*get_opt_pars    =*/ ggml_opt_get_default_optimizer_params,
+        /*get_opt_pars_ud =*/ nullptr,
+    };
+}
+
+static ggml_tensor * map_tensor(std::map<ggml_tensor *, ggml_tensor *> & tensor_map, ggml_context * ctx, ggml_tensor * tensor) {
+    if (!tensor) {
+        return nullptr;
+    }
+
+    if (tensor_map.find(tensor) != tensor_map.end()) {
+        return tensor_map[tensor];
+    }
+
+    ggml_tensor * new_tensor = ggml_dup_tensor(ctx, tensor);
+    tensor_map[tensor] = new_tensor;
+
+    new_tensor->op = tensor->op;
+    for (int i = 0; i < GGML_MAX_DIMS; i++) {
+        new_tensor->nb[i] = tensor->nb[i];
+    }
+    new_tensor->flags = tensor->flags;
+    memcpy(new_tensor->op_params, tensor->op_params, sizeof(tensor->op_params));
+    strcpy(new_tensor->name, tensor->name);
+    new_tensor->data = tensor->data;
+    new_tensor->buffer = tensor->buffer;
+    new_tensor->extra = tensor->extra;
+    new_tensor->view_offs = tensor->view_offs;
+    new_tensor->view_src = map_tensor(tensor_map, ctx, tensor->view_src);
+    for (int i = 0; i < GGML_MAX_SRC; i++) {
+        new_tensor->src[i] = map_tensor(tensor_map, ctx, tensor->src[i]);
+    }
+
+    return new_tensor;
+}
+
+static ggml_cgraph * dup_graph(ggml_context * ctx, ggml_cgraph * src) {
+    std::map<ggml_tensor *, ggml_tensor *> tensor_map;
+
+    ggml_cgraph * dst = ggml_new_graph_custom(ctx, src->size, /*grads =*/ true);
+
+    for (int i = 0; i < src->n_leafs; i++) {
+        ggml_build_forward_expand(dst, map_tensor(tensor_map, ctx, src->leafs[i]));
+    }
+    GGML_ASSERT(dst->n_leafs == src->n_leafs);
+    for (int i = 0; i < src->n_nodes; i++) {
+        ggml_build_forward_expand(dst, map_tensor(tensor_map, ctx, src->nodes[i]));
+    }
+    GGML_ASSERT(dst->n_nodes == src->n_nodes);
+    for (int i = 0; i < src->n_nodes; ++i) {
+        const size_t igrad_src = ggml_hash_find(&src->visited_hash_set, src->nodes[i]);
+        const size_t igrad_dst = ggml_hash_find(&dst->visited_hash_set, dst->nodes[i]);
+
+        GGML_ASSERT(igrad_src != GGML_HASHSET_FULL);
+        GGML_ASSERT(ggml_bitset_get(src->visited_hash_set.used, igrad_src));
+        GGML_ASSERT(igrad_dst != GGML_HASHSET_FULL);
+        GGML_ASSERT(ggml_bitset_get(dst->visited_hash_set.used, igrad_dst));
+
+        dst->grads[igrad_dst]     = src->grads[igrad_src];
+        dst->grad_accs[igrad_dst] = src->grad_accs[igrad_src];
+    }
+
+    return dst;
+}
+
+static void ggml_opt_build(ggml_opt_context_t opt_ctx) {
+    GGML_ASSERT(opt_ctx->ctx_compute && "no compute context set, either use static graphs or set one with ggml_opt_prepare_alloc");
+    GGML_ASSERT((!opt_ctx->static_graphs || opt_ctx->inputs->data) && "when using static graphs the inputs must be allocated statically");
+
+    const bool accumulate = opt_ctx->build_type_alloc >= GGML_OPT_BUILD_TYPE_GRAD &&
+        !(opt_ctx->static_graphs && opt_ctx->build_type_alloc == GGML_OPT_BUILD_TYPE_OPT && opt_ctx->opt_period == 1);
+
+    ggml_set_input(opt_ctx->inputs);
+    ggml_set_output(opt_ctx->outputs);
+
+    int n_param = 0;
+    for (int i = 0; i < opt_ctx->gf->n_nodes; ++i) {
+        const struct ggml_tensor * node = opt_ctx->gf->nodes[i];
+        if (node->flags & GGML_TENSOR_FLAG_PARAM) {
+            n_param++;
+        }
+        GGML_ASSERT(!(node->flags & GGML_TENSOR_FLAG_LOSS) && "support for extra loss terms not implemented");
+    }
+
+    if (!opt_ctx->ctx_static) {
+        // The static context is used for:
+        //   - gradients (1 per loss, 1 tensor per param if using gradient accumulation)
+        //   - optimizer momenta (2 tensors per param)
+        //   - labels (if using static graphs)
+        //   - loss (if using static graphs, up to 5 tensors)
+        //   - pred (if using static graphs)
+        //   - ncorrect (if using static graphs, 2 tensors).
+        constexpr size_t n_loss = 1;
+        const size_t tensors_per_param = (accumulate ? 1 : 0) +
+            (opt_ctx->build_type_alloc == GGML_OPT_BUILD_TYPE_OPT ? 2 : 0);
+        const size_t tensors_const = opt_ctx->static_graphs ? 9 : 0;
+        const size_t size_meta = (n_loss + tensors_per_param*n_param + tensors_const) * ggml_tensor_overhead();
+        struct ggml_init_params params = {
+            /*.mem_size   =*/ size_meta,
+            /*.mem_buffer =*/ nullptr,
+            /*.no_alloc   =*/ true,
+        };
+        opt_ctx->ctx_static = ggml_init(params);
+    }
+    GGML_ASSERT(opt_ctx->build_type <= opt_ctx->build_type_alloc);
+
+    {
+        // The cpu context is allocated statically if using static graphs, dynamically otherwise.
+        // It is used for:
+        //   - optimizer parameters (1 shared for all optimizer invocations)
+        const size_t size_meta = 1 * ggml_tensor_overhead();
+        struct ggml_init_params params = {
+            /*.mem_size   =*/ size_meta,
+            /*.mem_buffer =*/ nullptr,
+            /*.no_alloc   =*/ true,
+        };
+        ggml_free(opt_ctx->ctx_cpu);
+        opt_ctx->ctx_cpu = ggml_init(params);
+
+        ggml_backend_buffer_free(opt_ctx->buf_cpu);
+        opt_ctx->buf_cpu = nullptr;
+    }
+
+    struct ggml_context * ctx_results = opt_ctx->static_graphs ? opt_ctx->ctx_static : opt_ctx->ctx_compute;
+
+    switch (opt_ctx->loss_type) {
+        case GGML_OPT_LOSS_TYPE_MEAN: {
+            opt_ctx->loss = ggml_sum(ctx_results, opt_ctx->outputs);
+            ggml_set_name(opt_ctx->loss, "loss_sum");
+            const float scale = 1.0f / (opt_ctx->opt_period * ggml_nelements(opt_ctx->outputs));
+            opt_ctx->loss = ggml_scale(ctx_results, opt_ctx->loss, scale);
+            ggml_set_name(opt_ctx->loss, "loss_mean");
+            opt_ctx->loss_per_datapoint = true;
+            break;
+        }
+        case GGML_OPT_LOSS_TYPE_SUM: {
+            opt_ctx->loss = ggml_sum(ctx_results, opt_ctx->outputs);
+            ggml_set_name(opt_ctx->loss, "loss_sum");
+            opt_ctx->loss_per_datapoint = false;
+            break;
+        }
+        case GGML_OPT_LOSS_TYPE_CROSS_ENTROPY: {
+            opt_ctx->labels = ggml_dup_tensor(ctx_results, opt_ctx->outputs);
+            ggml_set_input(opt_ctx->labels);
+            ggml_set_name(opt_ctx->labels, "labels");
+            opt_ctx->loss = ggml_cross_entropy_loss(ctx_results, opt_ctx->outputs, opt_ctx->labels);
+            ggml_set_name(opt_ctx->loss, "loss_cross_entropy");
+            if (opt_ctx->opt_period > 1) {
+                opt_ctx->loss = ggml_scale(ctx_results, opt_ctx->loss, 1.0f / opt_ctx->opt_period);
+                ggml_set_name(opt_ctx->loss, "loss_cross_entropy_scaled");
+            }
+            opt_ctx->loss_per_datapoint = true;
+            break;
+        }
+        case GGML_OPT_LOSS_TYPE_MEAN_SQUARED_ERROR: {
+            opt_ctx->labels = ggml_dup_tensor(ctx_results, opt_ctx->outputs);
+            ggml_set_input(opt_ctx->labels);
+            ggml_set_name(opt_ctx->labels, "labels");
+            opt_ctx->loss = ggml_sub(ctx_results, opt_ctx->outputs, opt_ctx->labels);
+            ggml_set_name(opt_ctx->loss, "loss_error");
+            opt_ctx->loss = ggml_sqr(ctx_results, opt_ctx->loss);
+            ggml_set_name(opt_ctx->loss, "loss_squared_error");
+            opt_ctx->loss = ggml_sum(ctx_results, opt_ctx->loss);
+            ggml_set_name(opt_ctx->loss, "loss_sum_squared_error");
+            const float scale = 1.0f / (opt_ctx->opt_period * ggml_nelements(opt_ctx->outputs));
+            opt_ctx->loss = ggml_scale(ctx_results, opt_ctx->loss, scale);
+            ggml_set_name(opt_ctx->loss, "loss_mean_squared_error");
+            opt_ctx->loss_per_datapoint = true;
+            break;
+        }
+    }
+    ggml_set_output(opt_ctx->loss);
+    ggml_set_loss(opt_ctx->loss);
+    ggml_build_forward_expand(opt_ctx->gf, opt_ctx->loss);
+
+    if (opt_ctx->loss_type == GGML_OPT_LOSS_TYPE_CROSS_ENTROPY) {
+        opt_ctx->pred = ggml_argmax(ctx_results, opt_ctx->outputs);
+        ggml_set_name(opt_ctx->pred, "pred");
+        ggml_set_output(opt_ctx->pred);
+        ggml_build_forward_expand(opt_ctx->gf, opt_ctx->pred);
+
+        opt_ctx->ncorrect = ggml_count_equal(ctx_results, opt_ctx->pred, ggml_argmax(ctx_results, opt_ctx->labels));
+        ggml_set_name(opt_ctx->ncorrect, "ncorrect");
+        ggml_set_output(opt_ctx->ncorrect);
+        ggml_build_forward_expand(opt_ctx->gf, opt_ctx->ncorrect);
+    }
+
+    if (opt_ctx->buf_static) {
+        if (opt_ctx->build_type == GGML_OPT_BUILD_TYPE_FORWARD) {
+            return;
+        }
+    } else if (opt_ctx->build_type_alloc == GGML_OPT_BUILD_TYPE_FORWARD) {
+        opt_ctx->buf_static = ggml_backend_alloc_ctx_tensors(
+            opt_ctx->ctx_static, ggml_backend_sched_get_backend(opt_ctx->backend_sched, 0));
+        return;
+    }
+
+    if (opt_ctx->grad_accs.empty()) {
+        GGML_ASSERT(opt_ctx->build_type_alloc >= GGML_OPT_BUILD_TYPE_GRAD);
+
+        const int n_nodes = opt_ctx->gf->n_nodes;
+        opt_ctx->grad_accs.resize(n_nodes);
+        for (int i = 0; i < n_nodes; ++i) {
+            ggml_tensor * node = opt_ctx->gf->nodes[i];
+            if ((accumulate && (node->flags & GGML_TENSOR_FLAG_PARAM)) || (node->flags & GGML_TENSOR_FLAG_LOSS)) {
+                opt_ctx->grad_accs[i] = ggml_new_tensor(opt_ctx->ctx_static, GGML_TYPE_F32, GGML_MAX_DIMS, node->ne);
+            } else {
+                opt_ctx->grad_accs[i] = nullptr;
+            }
+        }
+
+        if (opt_ctx->build_type_alloc >= GGML_OPT_BUILD_TYPE_OPT) {
+            opt_ctx->grad_m.resize(n_nodes);
+            opt_ctx->grad_v.resize(n_nodes);
+            for (int i = 0; i < n_nodes; ++i) {
+                ggml_tensor * node = opt_ctx->gf->nodes[i];
+                if (node->flags & GGML_TENSOR_FLAG_PARAM) {
+                    opt_ctx->grad_m[i] = ggml_new_tensor(opt_ctx->ctx_static, GGML_TYPE_F32, GGML_MAX_DIMS, node->ne);
+                    opt_ctx->grad_v[i] = ggml_new_tensor(opt_ctx->ctx_static, GGML_TYPE_F32, GGML_MAX_DIMS, node->ne);
+                } else {
+                    opt_ctx->grad_m[i] = nullptr;
+                    opt_ctx->grad_v[i] = nullptr;
+                }
+            }
+        }
+    }
+
+    // gb_grad == graph backward gradients, forward pass, then backward pass to calculate gradients.
+    opt_ctx->gb_grad = ggml_graph_dup(opt_ctx->ctx_compute, opt_ctx->gf, /*force_grads =*/ true);
+    ggml_build_backward_expand(opt_ctx->ctx_compute, opt_ctx->gb_grad, opt_ctx->grad_accs.data());
+
+    if (opt_ctx->buf_static) {
+        if (opt_ctx->build_type == GGML_OPT_BUILD_TYPE_GRAD) {
+            return;
+        }
+    } else if (opt_ctx->build_type_alloc == GGML_OPT_BUILD_TYPE_GRAD) {
+        opt_ctx->buf_static = ggml_backend_alloc_ctx_tensors(opt_ctx->ctx_static, ggml_backend_sched_get_backend(opt_ctx->backend_sched, 0));
+        ggml_graph_reset(opt_ctx->gb_grad);
+    }
+
+    GGML_ASSERT(opt_ctx->build_type_alloc == GGML_OPT_BUILD_TYPE_OPT);
+
+    // gb_opt == graph backward optimize, forward pass, then backward pass to calculate gradients, then optimizer step.
+    opt_ctx->gb_opt = ggml_graph_dup(opt_ctx->ctx_compute, opt_ctx->gb_grad, /*force_grads =*/ true);
+
+    opt_ctx->adamw_params = ggml_new_tensor_1d(opt_ctx->ctx_cpu, GGML_TYPE_F32, 7);
+    ggml_set_input(opt_ctx->adamw_params);
+    ggml_set_name(opt_ctx->adamw_params, "adamw_params");
+
+    for (int i = opt_ctx->gf->n_nodes-1; i >= 0; --i) {
+        struct ggml_tensor * node = opt_ctx->gb_opt->nodes[i];
+        struct ggml_tensor * grad = ggml_graph_get_grad(opt_ctx->gb_opt, node);
+
+        if (grad && (node->flags & GGML_TENSOR_FLAG_PARAM)) {
+            struct ggml_tensor * m        = opt_ctx->grad_m[i];
+            struct ggml_tensor * v        = opt_ctx->grad_v[i];
+            struct ggml_tensor * opt_step = ggml_opt_step_adamw(opt_ctx->ctx_compute, node, grad, m, v, opt_ctx->adamw_params);
+
+            ggml_set_name(m,        (std::string("AdamW m for ")    + std::string(node->name)).c_str());
+            ggml_set_name(v,        (std::string("AdamW v for ")    + std::string(node->name)).c_str());
+            ggml_set_name(opt_step, (std::string("AdamW step for ") + std::string(node->name)).c_str());
+
+            ggml_build_forward_expand(opt_ctx->gb_opt, opt_step);
+        }
+    }
+
+    if (!opt_ctx->buf_static) {
+        opt_ctx->buf_static = ggml_backend_alloc_ctx_tensors(
+            opt_ctx->ctx_static, ggml_backend_sched_get_backend(opt_ctx->backend_sched, 0));
+        ggml_graph_reset(opt_ctx->gb_opt);
+    }
+
+    opt_ctx->buf_cpu = ggml_backend_alloc_ctx_tensors_from_buft(opt_ctx->ctx_cpu, ggml_backend_cpu_buffer_type());
+}
+
+ggml_opt_context_t ggml_opt_init(struct ggml_opt_params params) {
+    ggml_opt_context_t result = new struct ggml_opt_context;
+    result->backend_sched    = params.backend_sched;
+    result->ctx_compute      = params.ctx_compute;
+    result->loss_type        = params.loss_type;
+    result->build_type       = params.build_type;
+    result->build_type_alloc = params.build_type;
+    result->inputs           = params.inputs;
+    result->outputs          = params.outputs;
+    result->opt_period       = params.opt_period;
+    result->get_opt_pars     = params.get_opt_pars;
+    result->get_opt_pars_ud  = params.get_opt_pars_ud;
+
+    GGML_ASSERT(result->opt_period >= 1);
+
+    result->static_graphs = result->ctx_compute;
+
+    if (!result->static_graphs) {
+        GGML_ASSERT(!result->inputs);
+        GGML_ASSERT(!result->outputs);
+        return result;
+    }
+
+    GGML_ASSERT(result->inputs);
+    GGML_ASSERT(result->outputs);
+
+    result->gf = ggml_new_graph_custom(result->ctx_compute, GGML_DEFAULT_GRAPH_SIZE, /*grads =*/ true); // Forward pass.
+    ggml_build_forward_expand(result->gf, result->outputs);
+
+    ggml_opt_build(result);
+
+    return result;
+}
+
+void ggml_opt_free(ggml_opt_context_t opt_ctx) {
+    if (opt_ctx == nullptr) {
+        return;
+    }
+    ggml_backend_buffer_free(opt_ctx->buf_static);
+    ggml_backend_buffer_free(opt_ctx->buf_cpu);
+    ggml_free(opt_ctx->ctx_static);
+    ggml_free(opt_ctx->ctx_cpu);
+    delete opt_ctx;
+}
+
+void ggml_opt_reset(ggml_opt_context_t opt_ctx, bool optimizer) {
+    if (optimizer) {
+        ggml_graph_reset(opt_ctx->gb_opt);
+        opt_ctx->iter = 1;
+    } else {
+        ggml_graph_reset(opt_ctx->gb_grad);
+    }
+}
+
+struct ggml_tensor * ggml_opt_inputs(ggml_opt_context_t opt_ctx) {
+    return opt_ctx->inputs;
+}
+
+struct ggml_tensor * ggml_opt_outputs(ggml_opt_context_t opt_ctx) {
+    return opt_ctx->outputs;
+}
+
+struct ggml_tensor * ggml_opt_labels(ggml_opt_context_t opt_ctx) {
+    return opt_ctx->labels;
+}
+
+struct ggml_tensor * ggml_opt_loss(ggml_opt_context_t opt_ctx) {
+    return opt_ctx->loss;
+}
+
+struct ggml_tensor * ggml_opt_pred(ggml_opt_context_t opt_ctx) {
+    return opt_ctx->pred;
+}
+
+struct ggml_tensor * ggml_opt_ncorrect(ggml_opt_context_t opt_ctx) {
+    return opt_ctx->ncorrect;
+}
+
+struct ggml_tensor * ggml_opt_grad_acc(ggml_opt_context_t opt_ctx, struct ggml_tensor * node) {
+    return ggml_graph_get_grad_acc(opt_ctx->gb_opt, node);
+}
+
+// ====== Optimization Result ======
+
+ggml_opt_result_t ggml_opt_result_init() {
+    return new ggml_opt_result;
+}
+
+void ggml_opt_result_free(ggml_opt_result_t result) {
+    delete result;
+}
+
+void ggml_opt_result_reset(ggml_opt_result_t result) {
+    result->ndata = 0;
+    result->loss.clear();
+    result->pred.clear();
+    result->ncorrect = 0;
+}
+
+void ggml_opt_result_ndata(ggml_opt_result_t result, int64_t * ndata) {
+    *ndata = result->ndata;
+}
+
+void ggml_opt_result_loss(ggml_opt_result_t result, double * loss, double * unc) {
+    const int64_t nbatches = result->loss.size(); // Number of physical batches.
+
+    if (nbatches == 0) {
+        *loss = 0.0;
+        *unc  = NAN;
+        return;
+    }
+
+    double sum         = 0.0;
+    double sum_squared = 0.0;
+
+    for (const float & loss : result->loss) {
+        // If the loss is per datapoint it was scaled by 1.0f/opt_period for each physical batch.
+        const float loss_scaled = result->loss_per_datapoint ? loss*result->opt_period : loss;
+        sum         += loss_scaled;
+        sum_squared += loss_scaled*loss_scaled;
+    }
+
+    const double mean = sum/nbatches;
+    *loss = result->loss_per_datapoint ? mean : sum;
+
+    if (!unc) {
+        return;
+    }
+
+    if (nbatches < 2) {
+        *unc = NAN;
+        return;
+    }
+
+    const double var_sum = sum_squared/nbatches - mean*mean; // variance without Bessel's correction, i.e. nbatches/(nbatches-1)
+    *unc = result->loss_per_datapoint ? sqrt(var_sum / (nbatches - 1)) : sqrt(var_sum * nbatches/(nbatches - 1));
+}
+
+void ggml_opt_result_pred(ggml_opt_result_t result, int32_t * pred) {
+    for (size_t i = 0; i < result->pred.size(); ++i) {
+        pred[i] = result->pred[i];
+    }
+}
+
+void ggml_opt_result_accuracy(ggml_opt_result_t result, double * accuracy, double * unc) {
+    *accuracy = result->ncorrect >= 0 ? double(result->ncorrect) / double(result->ndata) : NAN;
+
+    if (!unc) {
+        return;
+    }
+
+    *unc = result->ncorrect >= 0 && result->ndata >= 2 ?
+        sqrt((*accuracy) * (1.0 - (*accuracy)) / double(result->ndata - 1)) : NAN;
+}
+
+// ====== Computation ======
+
+void ggml_opt_prepare_alloc(
+        ggml_opt_context_t    opt_ctx,
+        struct ggml_context * ctx_compute,
+        struct ggml_cgraph  * gf,
+        struct ggml_tensor  * inputs,
+        struct ggml_tensor  * outputs) {
+    GGML_ASSERT(!opt_ctx->static_graphs);
+    opt_ctx->ctx_compute = ctx_compute;
+    opt_ctx->gf          = gf;
+    opt_ctx->inputs      = inputs;
+    opt_ctx->outputs     = outputs;
+}
+
+void ggml_opt_alloc(ggml_opt_context_t opt_ctx, bool backward) {
+    GGML_ASSERT(!opt_ctx->eval_ready);
+    if (opt_ctx->build_type == GGML_OPT_BUILD_TYPE_OPT && opt_ctx->opt_period > 1 && opt_ctx->opt_i == 0) {
+        ggml_graph_reset(opt_ctx->gb_grad);
+    }
+    if (backward) {
+        const int32_t opt_i_next = (opt_ctx->opt_i + 1) % opt_ctx->opt_period;
+        opt_ctx->build_type = opt_i_next == 0 ? GGML_OPT_BUILD_TYPE_OPT : GGML_OPT_BUILD_TYPE_GRAD;
+    } else {
+        opt_ctx->build_type = GGML_OPT_BUILD_TYPE_FORWARD;
+    }
+
+    if (!opt_ctx->static_graphs) {
+        ggml_opt_build(opt_ctx);
+    }
+
+    struct ggml_cgraph * graph = nullptr;
+    switch (opt_ctx->build_type) {
+        case GGML_OPT_BUILD_TYPE_FORWARD: {
+            graph = opt_ctx->gf;
+        } break;
+        case GGML_OPT_BUILD_TYPE_GRAD: {
+            graph = opt_ctx->gb_grad;
+        } break;
+        case GGML_OPT_BUILD_TYPE_OPT: {
+            graph = opt_ctx->gb_opt;
+        } break;
+    }
+    GGML_ASSERT(graph);
+
+    if (opt_ctx->allocated_graph == graph) {
+        opt_ctx->eval_ready = true;
+        return;
+    }
+
+    ggml_backend_sched_reset(opt_ctx->backend_sched); // clear allocation of previous graph
+
+    if (opt_ctx->static_graphs) {
+        ggml_init_params params = {
+            /*.mem_size   =*/ graph->size*ggml_tensor_overhead() + ggml_graph_overhead_custom(graph->size, graph->grads),
+            /*.mem_buffer =*/ nullptr,
+            /*.no_alloc   =*/ true,
+        };
+        ggml_free(opt_ctx->ctx_copy);
+        opt_ctx->ctx_copy = ggml_init(params);
+
+        opt_ctx->allocated_graph_copy = dup_graph(opt_ctx->ctx_copy, graph);
+    } else {
+        opt_ctx->allocated_graph_copy = graph;
+    }
+
+    ggml_backend_sched_alloc_graph(opt_ctx->backend_sched, opt_ctx->allocated_graph_copy);
+    opt_ctx->allocated_graph = graph;
+
+    opt_ctx->eval_ready = true;
+}
+
+void ggml_opt_eval(ggml_opt_context_t opt_ctx, ggml_opt_result_t result) {
+    GGML_ASSERT(opt_ctx->eval_ready);
+    if (opt_ctx->allocated_graph == opt_ctx->gb_opt) {
+        struct ggml_opt_optimizer_params opt_pars = opt_ctx->get_opt_pars(opt_ctx->get_opt_pars_ud);
+
+        GGML_ASSERT(opt_pars.adamw.alpha >  0.0f);
+        GGML_ASSERT(opt_pars.adamw.beta1 >= 0.0f);
+        GGML_ASSERT(opt_pars.adamw.beta1 <= 1.0f);
+        GGML_ASSERT(opt_pars.adamw.beta2 >= 0.0f);
+        GGML_ASSERT(opt_pars.adamw.beta2 <= 1.0f);
+        GGML_ASSERT(opt_pars.adamw.eps   >= 0.0f);
+        GGML_ASSERT(opt_pars.adamw.wd    >= 0.0f);
+        GGML_ASSERT(opt_pars.adamw.wd    <= 1.0f);
+
+        // beta1, beta2 after applying warmup
+        const float beta1h = 1.0f/(1.0f - powf(opt_pars.adamw.beta1, opt_ctx->iter));
+        const float beta2h = 1.0f/(1.0f - powf(opt_pars.adamw.beta2, opt_ctx->iter));
+
+        float * adamw_par_data = ggml_get_data_f32(opt_ctx->adamw_params);
+        adamw_par_data[0] = opt_pars.adamw.alpha;
+        adamw_par_data[1] = opt_pars.adamw.beta1;
+        adamw_par_data[2] = opt_pars.adamw.beta2;
+        adamw_par_data[3] = opt_pars.adamw.eps;
+        adamw_par_data[4] = opt_pars.adamw.wd;
+        adamw_par_data[5] = beta1h;
+        adamw_par_data[6] = beta2h;
+    }
+
+    ggml_backend_sched_graph_compute(opt_ctx->backend_sched, opt_ctx->allocated_graph_copy);
+    opt_ctx->iter += opt_ctx->allocated_graph == opt_ctx->gb_opt;
+    opt_ctx->opt_i = (opt_ctx->opt_i + 1) % opt_ctx->opt_period;
+
+    if (!opt_ctx->static_graphs) {
+        opt_ctx->gf                   = nullptr;
+        opt_ctx->gb_grad              = nullptr;
+        opt_ctx->gb_opt               = nullptr;
+        opt_ctx->allocated_graph      = nullptr;
+        opt_ctx->allocated_graph_copy = nullptr;
+    }
+
+    opt_ctx->eval_ready = false;
+
+    if (!result) {
+        return;
+    }
+
+    if (result->ndata == 0) {
+        result->loss_per_datapoint = opt_ctx->loss_per_datapoint;
+        result->opt_period         = opt_ctx->opt_period;
+    } else {
+        GGML_ASSERT(result->loss_per_datapoint == opt_ctx->loss_per_datapoint);
+        GGML_ASSERT(result->opt_period         == opt_ctx->opt_period);
+    }
+
+    const int64_t ndata = opt_ctx->outputs->ne[1];
+    GGML_ASSERT(result->ndata == ndata*int64_t(result->loss.size()) && "varying batch size not supported");
+    result->ndata += ndata;
+
+    GGML_ASSERT(ggml_is_scalar(opt_ctx->loss));
+    GGML_ASSERT(opt_ctx->loss->type == GGML_TYPE_F32);
+    float loss;
+    ggml_backend_tensor_get(opt_ctx->loss, &loss, 0, ggml_nbytes(opt_ctx->loss));
+    result->loss.push_back(loss);
+
+    if (opt_ctx->pred) {
+        GGML_ASSERT(opt_ctx->pred->type == GGML_TYPE_I32);
+        std::vector<int32_t> pred(ndata);
+        ggml_backend_tensor_get(opt_ctx->pred, pred.data(), 0, ggml_nbytes(opt_ctx->pred));
+        result->pred.insert(result->pred.end(), pred.begin(), pred.end());
+    }
+
+    if (!opt_ctx->ncorrect || result->ncorrect < 0) {
+        result->ncorrect = -1;
+        return;
+    }
+
+    GGML_ASSERT(ggml_is_scalar(opt_ctx->ncorrect));
+    GGML_ASSERT(opt_ctx->ncorrect->type == GGML_TYPE_I64);
+    int64_t ncorrect;
+    ggml_backend_tensor_get(opt_ctx->ncorrect, &ncorrect, 0, ggml_nbytes(opt_ctx->ncorrect));
+    result->ncorrect += ncorrect;
+}
+
+// ====== High-Level Functions ======
+
+void ggml_opt_epoch(
+        ggml_opt_context_t      opt_ctx,
+        ggml_opt_dataset_t      dataset,
+        ggml_opt_result_t       result_train,
+        ggml_opt_result_t       result_eval,
+        int64_t                 idata_split,
+        ggml_opt_epoch_callback callback_train,
+        ggml_opt_epoch_callback callback_eval) {
+    struct ggml_tensor * inputs = ggml_opt_inputs(opt_ctx);
+    struct ggml_tensor * labels = ggml_opt_labels(opt_ctx);
+    struct ggml_tensor * data   = ggml_opt_dataset_data(dataset);
+    GGML_ASSERT(data->ne[0] == inputs->ne[0]);
+
+    const int64_t ndata       =   data->ne[1];
+    const int64_t ndata_batch = inputs->ne[1];
+
+    GGML_ASSERT(data->ne[1] % inputs->ne[1] == 0);
+    const int64_t nbatches = ndata/ndata_batch;
+
+    idata_split = idata_split < 0 ? ndata : idata_split;
+    GGML_ASSERT(idata_split % ndata_batch == 0);
+    const int64_t ibatch_split = idata_split / ndata_batch;
+
+    int64_t ibatch = 0;
+    int64_t t_loop_start = ggml_time_us();
+    for (; ibatch < ibatch_split; ++ibatch) {
+        ggml_opt_alloc(opt_ctx, /*backward =*/ true);
+        ggml_opt_dataset_get_batch(dataset, inputs, labels, ibatch);
+        ggml_opt_eval(opt_ctx, result_train);
+        if (callback_train) {
+            callback_train(true, opt_ctx, dataset, result_train, ibatch+1, ibatch_split, t_loop_start);
+        }
+    }
+    t_loop_start = ggml_time_us();
+    for (; ibatch < nbatches; ++ibatch) {
+        ggml_opt_alloc(opt_ctx, /*backward =*/ false);
+        ggml_opt_dataset_get_batch(dataset, inputs, labels, ibatch);
+        ggml_opt_eval(opt_ctx, result_eval);
+        if (callback_eval) {
+            callback_eval(false, opt_ctx, dataset, result_eval, ibatch+1-ibatch_split, nbatches-ibatch_split, t_loop_start);
+        }
+    }
+}
+
+void ggml_opt_epoch_callback_progress_bar(
+        bool               train,
+        ggml_opt_context_t opt_ctx,
+        ggml_opt_dataset_t dataset,
+        ggml_opt_result_t  result,
+        int64_t            ibatch,
+        int64_t            ibatch_max,
+        int64_t            t_start_us) {
+    fprintf(stderr, "%s[", train ? "train: " : "val:   ");
+
+    // The progress bar consists of partially filled blocks, unicode has 8 separate fill levels.
+    constexpr int64_t bar_length = 8;
+    const int64_t ibatch8 = 8 * ibatch;
+    for (int64_t j = 0; j < bar_length; ++j) {
+        if        (ibatch_max * (8*j + 8) / bar_length < ibatch8) {
+            fprintf(stderr, "\u2588"); // full block
+        } else if (ibatch_max * (8*j + 7) / bar_length < ibatch8) {
+            fprintf(stderr, "\u2589"); // 7/8 filled
+        } else if (ibatch_max * (8*j + 6) / bar_length < ibatch8) {
+            fprintf(stderr, "\u258A"); // 6/8 filled
+        } else if (ibatch_max * (8*j + 5) / bar_length < ibatch8) {
+            fprintf(stderr, "\u258B"); // 5/8 filled
+        } else if (ibatch_max * (8*j + 4) / bar_length < ibatch8) {
+            fprintf(stderr, "\u258C"); // 4/8 filled
+        } else if (ibatch_max * (8*j + 3) / bar_length < ibatch8) {
+            fprintf(stderr, "\u258D"); // 3/8 filled
+        } else if (ibatch_max * (8*j + 2) / bar_length < ibatch8) {
+            fprintf(stderr, "\u258E"); // 2/8 filled
+        } else if (ibatch_max * (8*j + 1) / bar_length < ibatch8) {
+            fprintf(stderr, "\u258F"); // 1/8 filled
+        } else {
+            fprintf(stderr, " ");
+        }
+    }
+
+    const int64_t batch_size = ggml_opt_inputs(opt_ctx)->ne[1];
+    const int64_t idata      = ibatch*batch_size;
+    const int64_t idata_max  = ibatch_max*batch_size;
+
+    double loss;
+    double loss_unc;
+    ggml_opt_result_loss(result, &loss, &loss_unc);
+
+    double accuracy;
+    double accuracy_unc;
+    ggml_opt_result_accuracy(result, &accuracy, &accuracy_unc);
+
+    const int64_t t_ibatch_us = ggml_time_us() - t_start_us;
+    int64_t t_ibatch_s = t_ibatch_us / 1000000;
+    const int64_t t_ibatch_h = t_ibatch_s / 3600;
+    t_ibatch_s -= t_ibatch_h * 3600;
+    const int64_t t_ibatch_m = t_ibatch_s / 60;
+    t_ibatch_s -= t_ibatch_m * 60;
+
+    const int64_t t_eta_us = t_ibatch_us * (ibatch_max - ibatch)/ibatch;
+    int64_t t_eta_s = t_eta_us / 1000000;
+    const int64_t t_eta_h = t_eta_s / 3600;
+    t_eta_s -= t_eta_h * 3600;
+    const int64_t t_eta_m = t_eta_s / 60;
+    t_eta_s -= t_eta_m * 60;
+
+    fprintf(stderr, "] data=%07" PRId64 "/%07" PRId64 " loss=%.5lf±%.5lf acc=%.2lf±%.2lf%% "
+            "t=%02" PRId64 ":%02" PRId64 ":%02" PRId64 " ETA=%02" PRId64 ":%02" PRId64 ":%02" PRId64 " \r",
+            idata, idata_max, loss, loss_unc, 100.0*accuracy, 100.0*accuracy_unc,
+            t_ibatch_h, t_ibatch_m, t_ibatch_s, t_eta_h, t_eta_m, t_eta_s);
+    if (ibatch == ibatch_max) {
+        fprintf(stderr, "\n");
+    }
+    fflush(stderr);
+
+    GGML_UNUSED(dataset);
+}
+
+void ggml_opt_fit(
+        ggml_backend_sched_t            backend_sched,
+        ggml_context                  * ctx_compute,
+        ggml_tensor                   * inputs,
+        ggml_tensor                   * outputs,
+        ggml_opt_dataset_t              dataset,
+        enum ggml_opt_loss_type         loss_type,
+        ggml_opt_get_optimizer_params   get_opt_pars,
+        int64_t                         nepoch,
+        int64_t                         nbatch_logical,
+        float                           val_split,
+        bool                            silent) {
+    ggml_time_init();
+    const int64_t t_start_us = ggml_time_us();
+
+    const int64_t ndata           = ggml_opt_dataset_data(dataset)->ne[1];
+    const int64_t nbatch_physical = inputs->ne[1];
+    GGML_ASSERT(ndata          % nbatch_logical  == 0);
+    GGML_ASSERT(nbatch_logical % nbatch_physical == 0);
+
+    const int64_t opt_period       = nbatch_logical / nbatch_physical;
+    const int64_t nbatches_logical = ndata / nbatch_logical;
+
+    GGML_ASSERT(val_split >= 0.0f);
+    GGML_ASSERT(val_split <  1.0f);
+    const int64_t ibatch_split = int64_t(((1.0f - val_split) * nbatches_logical)) * opt_period; // train <-> val split index (physical)
+    const int64_t idata_split  = ibatch_split * nbatch_physical;
+
+    int64_t epoch = 1;
+
+    ggml_opt_params params = ggml_opt_default_params(backend_sched, loss_type);
+    params.ctx_compute     = ctx_compute;
+    params.inputs          = inputs;
+    params.outputs         = outputs;
+    params.opt_period      = opt_period;
+    params.get_opt_pars    = get_opt_pars;
+    params.get_opt_pars_ud = &epoch;
+    ggml_opt_context_t opt_ctx = ggml_opt_init(params);
+
+    // Shuffling the data is generally useful but there is only a point if not all data is used in a single batch.
+    if (nbatch_logical < ndata) {
+        ggml_opt_dataset_shuffle(opt_ctx, dataset, -1); // Shuffle all data (train + validation).
+    }
+
+    ggml_opt_result_t result_train = ggml_opt_result_init();
+    ggml_opt_result_t result_val   = ggml_opt_result_init();
+
+    ggml_opt_epoch_callback epoch_callback = silent ? nullptr : ggml_opt_epoch_callback_progress_bar;
+
+    for (; epoch <= nepoch; ++epoch) {
+        if (nbatch_logical < idata_split) {
+            ggml_opt_dataset_shuffle(opt_ctx, dataset, idata_split);
+        }
+
+        ggml_opt_result_reset(result_train);
+        ggml_opt_result_reset(result_val);
+
+        if (!silent) {
+            fprintf(stderr, "%s: epoch %04" PRId64 "/%04" PRId64 ":\n", __func__, epoch, nepoch);
+        }
+        ggml_opt_epoch(opt_ctx, dataset, result_train, result_val, idata_split, epoch_callback, epoch_callback);
+        if (!silent) {
+            fprintf(stderr, "\n");
+        }
+    }
+
+    if (!silent) {
+        int64_t t_total_s = (ggml_time_us() - t_start_us) / 1000000;
+        const int64_t t_total_h = t_total_s / 3600;
+        t_total_s -= t_total_h * 3600;
+        const int64_t t_total_m = t_total_s / 60;
+        t_total_s -= t_total_m * 60;
+        fprintf(stderr, "%s: training took %02" PRId64 ":%02" PRId64 ":%02" PRId64 "\n", __func__, t_total_h, t_total_m, t_total_s);
+    }
+
+    ggml_opt_free(opt_ctx);
+    ggml_opt_result_free(result_train);
+    ggml_opt_result_free(result_val);
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-quants.c b/ml/backend/ggml/ggml/src/ggml-quants.c
new file mode 100644
index 0000000..84ec6df
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-quants.c
@@ -0,0 +1,5232 @@
+#define GGML_COMMON_IMPL_C
+#include "ggml-common.h"
+
+#include "ggml-quants.h"
+#include "ggml-impl.h"
+#include "ggml-cpu/ggml-cpu-impl.h"
+#include "ggml-cpu.h"
+
+#include <math.h>
+#include <string.h>
+#include <assert.h>
+#include <float.h>
+#include <stdlib.h> // for qsort
+#include <stdio.h>  // for GGML_ASSERT
+
+#define GROUP_MAX_EPS 1e-15f
+#define GROUP_MAX_EPS_IQ3_XXS 1e-8f
+#define GROUP_MAX_EPS_IQ2_S 1e-8f
+#define GROUP_MAX_EPS_IQ1_M 1e-7f
+#define GROUP_MAX_EPS_IQ1_S 1e-12f
+
+#define UNUSED GGML_UNUSED
+
+// reference implementation for deterministic creation of model files
+void quantize_row_q4_0_ref(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k) {
+    static const int qk = QK4_0;
+
+    assert(k % qk == 0);
+
+    const int nb = k / qk;
+
+    for (int i = 0; i < nb; i++) {
+        float amax = 0.0f; // absolute max
+        float max  = 0.0f;
+
+        for (int j = 0; j < qk; j++) {
+            const float v = x[i*qk + j];
+            if (amax < fabsf(v)) {
+                amax = fabsf(v);
+                max  = v;
+            }
+        }
+
+        const float d  = max / -8;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        for (int j = 0; j < qk/2; ++j) {
+            const float x0 = x[i*qk + 0    + j]*id;
+            const float x1 = x[i*qk + qk/2 + j]*id;
+
+            const uint8_t xi0 = MIN(15, (int8_t)(x0 + 8.5f));
+            const uint8_t xi1 = MIN(15, (int8_t)(x1 + 8.5f));
+
+            y[i].qs[j]  = xi0;
+            y[i].qs[j] |= xi1 << 4;
+        }
+    }
+}
+
+void quantize_row_q4_1_ref(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k) {
+    const int qk = QK4_1;
+
+    assert(k % qk == 0);
+
+    const int nb = k / qk;
+
+    for (int i = 0; i < nb; i++) {
+        float min = FLT_MAX;
+        float max = -FLT_MAX;
+
+        for (int j = 0; j < qk; j++) {
+            const float v = x[i*qk + j];
+
+            if (v < min) min = v;
+            if (v > max) max = v;
+        }
+
+        const float d  = (max - min) / ((1 << 4) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+        y[i].m = GGML_FP32_TO_FP16(min);
+
+        for (int j = 0; j < qk/2; ++j) {
+            const float x0 = (x[i*qk + 0    + j] - min)*id;
+            const float x1 = (x[i*qk + qk/2 + j] - min)*id;
+
+            const uint8_t xi0 = MIN(15, (int8_t)(x0 + 0.5f));
+            const uint8_t xi1 = MIN(15, (int8_t)(x1 + 0.5f));
+
+            y[i].qs[j]  = xi0;
+            y[i].qs[j] |= xi1 << 4;
+        }
+    }
+}
+
+void quantize_row_q5_0_ref(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k) {
+    static const int qk = QK5_0;
+
+    assert(k % qk == 0);
+
+    const int nb = k / qk;
+
+    for (int i = 0; i < nb; i++) {
+        float amax = 0.0f; // absolute max
+        float max  = 0.0f;
+
+        for (int j = 0; j < qk; j++) {
+            const float v = x[i*qk + j];
+            if (amax < fabsf(v)) {
+                amax = fabsf(v);
+                max  = v;
+            }
+        }
+
+        const float d  = max / -16;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        uint32_t qh = 0;
+
+        for (int j = 0; j < qk/2; ++j) {
+            const float x0 = x[i*qk + 0    + j]*id;
+            const float x1 = x[i*qk + qk/2 + j]*id;
+
+            const uint8_t xi0 = MIN(31, (int8_t)(x0 + 16.5f));
+            const uint8_t xi1 = MIN(31, (int8_t)(x1 + 16.5f));
+
+            y[i].qs[j] = (xi0 & 0x0F) | ((xi1 & 0x0F) << 4);
+
+            // get the 5-th bit and store it in qh at the right position
+            qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+            qh |= ((xi1 & 0x10u) >> 4) << (j + qk/2);
+        }
+
+        memcpy(&y[i].qh, &qh, sizeof(qh));
+    }
+}
+
+void quantize_row_q5_1_ref(const float * GGML_RESTRICT x, block_q5_1 * GGML_RESTRICT y, int64_t k) {
+    const int qk = QK5_1;
+
+    assert(k % qk == 0);
+
+    const int nb = k / qk;
+
+    for (int i = 0; i < nb; i++) {
+        float min = FLT_MAX;
+        float max = -FLT_MAX;
+
+        for (int j = 0; j < qk; j++) {
+            const float v = x[i*qk + j];
+
+            if (v < min) min = v;
+            if (v > max) max = v;
+        }
+
+        const float d  = (max - min) / ((1 << 5) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+        y[i].m = GGML_FP32_TO_FP16(min);
+
+        uint32_t qh = 0;
+
+        for (int j = 0; j < qk/2; ++j) {
+            const float x0 = (x[i*qk + 0    + j] - min)*id;
+            const float x1 = (x[i*qk + qk/2 + j] - min)*id;
+
+            const uint8_t xi0 = (uint8_t)(x0 + 0.5f);
+            const uint8_t xi1 = (uint8_t)(x1 + 0.5f);
+
+            y[i].qs[j] = (xi0 & 0x0F) | ((xi1 & 0x0F) << 4);
+
+            // get the 5-th bit and store it in qh at the right position
+            qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+            qh |= ((xi1 & 0x10u) >> 4) << (j + qk/2);
+        }
+
+        memcpy(&y[i].qh, &qh, sizeof(y[i].qh));
+    }
+}
+
+// reference implementation for deterministic creation of model files
+void quantize_row_q8_0_ref(const float * GGML_RESTRICT x, block_q8_0 * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK8_0 == 0);
+    const int nb = k / QK8_0;
+
+    for (int i = 0; i < nb; i++) {
+        float amax = 0.0f; // absolute max
+
+        for (int j = 0; j < QK8_0; j++) {
+            const float v = x[i*QK8_0 + j];
+            amax = MAX(amax, fabsf(v));
+        }
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        for (int j = 0; j < QK8_0; ++j) {
+            const float x0 = x[i*QK8_0 + j]*id;
+
+            y[i].qs[j] = roundf(x0);
+        }
+    }
+}
+
+// reference implementation for deterministic creation of model files
+void quantize_row_q8_1_ref(const float * GGML_RESTRICT x, block_q8_1 * GGML_RESTRICT y, int64_t k) {
+    assert(QK8_1 == 32);
+    assert(k % QK8_1 == 0);
+    const int nb = k / QK8_1;
+
+    for (int i = 0; i < nb; i++) {
+        float amax = 0.0f; // absolute max
+
+        for (int j = 0; j < QK8_1; j++) {
+            const float v = x[i*QK8_1 + j];
+            amax = MAX(amax, fabsf(v));
+        }
+
+        const float d = amax / ((1 << 7) - 1);
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        int sum = 0;
+
+        for (int j = 0; j < QK8_1/2; ++j) {
+            const float v0 = x[i*QK8_1           + j]*id;
+            const float v1 = x[i*QK8_1 + QK8_1/2 + j]*id;
+
+            y[i].qs[          j] = roundf(v0);
+            y[i].qs[QK8_1/2 + j] = roundf(v1);
+
+            sum += y[i].qs[          j];
+            sum += y[i].qs[QK8_1/2 + j];
+        }
+
+        y[i].s = GGML_FP32_TO_FP16(sum*d);
+    }
+}
+
+void dequantize_row_q4_0(const block_q4_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    static const int qk = QK4_0;
+
+    assert(k % qk == 0);
+
+    const int nb = k / qk;
+
+    for (int i = 0; i < nb; i++) {
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+
+        for (int j = 0; j < qk/2; ++j) {
+            const int x0 = (x[i].qs[j] & 0x0F) - 8;
+            const int x1 = (x[i].qs[j] >>   4) - 8;
+
+            y[i*qk + j + 0   ] = x0*d;
+            y[i*qk + j + qk/2] = x1*d;
+        }
+    }
+}
+
+void dequantize_row_q4_1(const block_q4_1 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    static const int qk = QK4_1;
+
+    assert(k % qk == 0);
+
+    const int nb = k / qk;
+
+    for (int i = 0; i < nb; i++) {
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+        const float m = GGML_FP16_TO_FP32(x[i].m);
+
+        for (int j = 0; j < qk/2; ++j) {
+            const int x0 = (x[i].qs[j] & 0x0F);
+            const int x1 = (x[i].qs[j] >>   4);
+
+            y[i*qk + j + 0   ] = x0*d + m;
+            y[i*qk + j + qk/2] = x1*d + m;
+        }
+    }
+}
+
+void dequantize_row_q5_0(const block_q5_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    static const int qk = QK5_0;
+
+    assert(k % qk == 0);
+
+    const int nb = k / qk;
+
+    for (int i = 0; i < nb; i++) {
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+
+        uint32_t qh;
+        memcpy(&qh, x[i].qh, sizeof(qh));
+
+        for (int j = 0; j < qk/2; ++j) {
+            const uint8_t xh_0 = ((qh >> (j +  0)) << 4) & 0x10;
+            const uint8_t xh_1 = ((qh >> (j + 12))     ) & 0x10;
+
+            const int32_t x0 = ((x[i].qs[j] & 0x0F) | xh_0) - 16;
+            const int32_t x1 = ((x[i].qs[j] >>   4) | xh_1) - 16;
+
+            y[i*qk + j + 0   ] = x0*d;
+            y[i*qk + j + qk/2] = x1*d;
+        }
+    }
+}
+
+void dequantize_row_q5_1(const block_q5_1 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    static const int qk = QK5_1;
+
+    assert(k % qk == 0);
+
+    const int nb = k / qk;
+
+    for (int i = 0; i < nb; i++) {
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+        const float m = GGML_FP16_TO_FP32(x[i].m);
+
+        uint32_t qh;
+        memcpy(&qh, x[i].qh, sizeof(qh));
+
+        for (int j = 0; j < qk/2; ++j) {
+            const uint8_t xh_0 = ((qh >> (j +  0)) << 4) & 0x10;
+            const uint8_t xh_1 = ((qh >> (j + 12))     ) & 0x10;
+
+            const int x0 = (x[i].qs[j] & 0x0F) | xh_0;
+            const int x1 = (x[i].qs[j] >>   4) | xh_1;
+
+            y[i*qk + j + 0   ] = x0*d + m;
+            y[i*qk + j + qk/2] = x1*d + m;
+        }
+    }
+}
+
+void dequantize_row_q8_0(const block_q8_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    static const int qk = QK8_0;
+
+    assert(k % qk == 0);
+
+    const int nb = k / qk;
+
+    for (int i = 0; i < nb; i++) {
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+
+        for (int j = 0; j < qk; ++j) {
+            y[i*qk + j] = x[i].qs[j]*d;
+        }
+    }
+}
+
+//
+// 2-6 bit quantization in super-blocks
+//
+
+//
+// ===================== Helper functions
+//
+static inline int nearest_int(float fval) {
+    assert(fabsf(fval) <= 4194303.f);
+    float val = fval + 12582912.f;
+    int i; memcpy(&i, &val, sizeof(int));
+    return (i & 0x007fffff) - 0x00400000;
+}
+
+static float make_qx_quants(int n, int nmax, const float * GGML_RESTRICT x, int8_t * GGML_RESTRICT L, int rmse_type,
+        const float * GGML_RESTRICT qw) {
+    float max = 0;
+    float amax = 0;
+    for (int i = 0; i < n; ++i) {
+        float ax = fabsf(x[i]);
+        if (ax > amax) { amax = ax; max = x[i]; }
+    }
+    if (amax < GROUP_MAX_EPS) { // all zero
+        for (int i = 0; i < n; ++i) {
+            L[i] = 0;
+        }
+        return 0.f;
+    }
+    float iscale = -nmax / max;
+    if (rmse_type == 0) {
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale * x[i]);
+            L[i] = nmax + MAX(-nmax, MIN(nmax-1, l));
+        }
+        return 1/iscale;
+    }
+    bool return_early = false;
+    if (rmse_type < 0) {
+        rmse_type = -rmse_type;
+        return_early = true;
+    }
+    float sumlx = 0;
+    float suml2 = 0;
+#ifdef HAVE_BUGGY_APPLE_LINKER
+    // use 'volatile' to prevent unroll and work around a bug in Apple ld64 1015.7
+    for (volatile int i = 0; i < n; ++i) {
+#else
+    for (int i = 0; i < n; ++i) {
+#endif
+        int l = nearest_int(iscale * x[i]);
+        l = MAX(-nmax, MIN(nmax-1, l));
+        L[i] = l + nmax;
+        float w = qw ? qw[i] : rmse_type == 1 ? x[i] * x[i] : rmse_type == 2 ? 1 : rmse_type == 3 ? fabsf(x[i]) : sqrtf(fabsf(x[i]));
+        sumlx += w*x[i]*l;
+        suml2 += w*l*l;
+    }
+    float scale = suml2 ? sumlx/suml2 : 0.0f;
+    if (return_early) return suml2 > 0 ? 0.5f*(scale + 1/iscale) : 1/iscale;
+    float best = scale * sumlx;
+    for (int is = -9; is <= 9; ++is) {
+        if (is == 0) {
+            continue;
+        }
+        iscale = -(nmax + 0.1f*is) / max;
+        sumlx = suml2 = 0;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale * x[i]);
+            l = MAX(-nmax, MIN(nmax-1, l));
+            float w = qw ? qw[i] : rmse_type == 1 ? x[i] * x[i] : rmse_type == 2 ? 1 : rmse_type == 3 ? fabsf(x[i]) : sqrtf(fabsf(x[i]));
+            sumlx += w*x[i]*l;
+            suml2 += w*l*l;
+        }
+        if (suml2 > 0 && sumlx*sumlx > best*suml2) {
+            for (int i = 0; i < n; ++i) {
+                int l = nearest_int(iscale * x[i]);
+                L[i] = nmax + MAX(-nmax, MIN(nmax-1, l));
+            }
+            scale = sumlx/suml2; best = scale*sumlx;
+        }
+    }
+    return scale;
+}
+
+static float make_q3_quants(int n, int nmax, const float * GGML_RESTRICT x, int8_t * GGML_RESTRICT L, bool do_rmse) {
+    float max = 0;
+    float amax = 0;
+    for (int i = 0; i < n; ++i) {
+        float ax = fabsf(x[i]);
+        if (ax > amax) { amax = ax; max = x[i]; }
+    }
+    if (amax < GROUP_MAX_EPS) { // all zero
+        for (int i = 0; i < n; ++i) { L[i] = 0; }
+        return 0.f;
+    }
+    float iscale = -nmax / max;
+    if (do_rmse) {
+        float sumlx = 0;
+        float suml2 = 0;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale * x[i]);
+            l = MAX(-nmax, MIN(nmax-1, l));
+            L[i] = l;
+            float w = x[i]*x[i];
+            sumlx += w*x[i]*l;
+            suml2 += w*l*l;
+        }
+        for (int itry = 0; itry < 5; ++itry) {
+            int n_changed = 0;
+            for (int i = 0; i < n; ++i) {
+                float w = x[i]*x[i];
+                float slx = sumlx - w*x[i]*L[i];
+                if (slx > 0) {
+                    float sl2 = suml2 - w*L[i]*L[i];
+                    int new_l = nearest_int(x[i] * sl2 / slx);
+                    new_l = MAX(-nmax, MIN(nmax-1, new_l));
+                    if (new_l != L[i]) {
+                        slx += w*x[i]*new_l;
+                        sl2 += w*new_l*new_l;
+                        if (sl2 > 0 && slx*slx*suml2 > sumlx*sumlx*sl2) {
+                            L[i] = new_l; sumlx = slx; suml2 = sl2;
+                            ++n_changed;
+                        }
+                    }
+                }
+            }
+            if (!n_changed) {
+                break;
+            }
+        }
+        for (int i = 0; i < n; ++i) {
+            L[i] += nmax;
+        }
+        return sumlx / suml2;
+    }
+    for (int i = 0; i < n; ++i) {
+        int l = nearest_int(iscale * x[i]);
+        l = MAX(-nmax, MIN(nmax-1, l));
+        L[i] = l + nmax;
+    }
+    return 1/iscale;
+}
+
+static float make_qkx1_quants(int n, int nmax, const float * GGML_RESTRICT x, uint8_t * GGML_RESTRICT L, float * GGML_RESTRICT the_min,
+        int ntry, float alpha) {
+    float min = x[0];
+    float max = x[0];
+    for (int i = 1; i < n; ++i) {
+        if (x[i] < min) min = x[i];
+        if (x[i] > max) max = x[i];
+    }
+    if (max == min) {
+        for (int i = 0; i < n; ++i) L[i] = 0;
+        *the_min = 0;
+        return 0.f;
+    }
+    if (min > 0) min = 0;
+    float iscale = nmax/(max - min);
+    float scale = 1/iscale;
+    for (int itry = 0; itry < ntry; ++itry) {
+        float sumlx = 0; int suml2 = 0;
+        bool did_change = false;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale*(x[i] - min));
+            l = MAX(0, MIN(nmax, l));
+            if (l != L[i]) {
+                L[i] = l;
+                did_change = true;
+            }
+            sumlx += (x[i] - min)*l;
+            suml2 += l*l;
+        }
+        scale = sumlx/suml2;
+        float sum = 0;
+        for (int i = 0; i < n; ++i) {
+            sum += x[i] - scale*L[i];
+        }
+        min = alpha*min + (1 - alpha)*sum/n;
+        if (min > 0) min = 0;
+        iscale = 1/scale;
+        if (!did_change) break;
+    }
+    *the_min = -min;
+    return scale;
+}
+
+static float make_qkx2_quants(int n, int nmax, const float * GGML_RESTRICT x, const float * GGML_RESTRICT weights,
+        uint8_t * GGML_RESTRICT L, float * GGML_RESTRICT the_min, uint8_t * GGML_RESTRICT Laux,
+        float rmin, float rdelta, int nstep, bool use_mad) {
+    float min = x[0];
+    float max = x[0];
+    float sum_w = weights[0];
+    float sum_x = sum_w * x[0];
+#ifdef HAVE_BUGGY_APPLE_LINKER
+    // use 'volatile' to prevent unroll and work around a bug in Apple ld64 1015.7
+    for (volatile int i = 1; i < n; ++i) {
+#else
+    for (int i = 1; i < n; ++i) {
+#endif
+        if (x[i] < min) min = x[i];
+        if (x[i] > max) max = x[i];
+        float w = weights[i];
+        sum_w += w;
+        sum_x += w * x[i];
+    }
+    if (min > 0) min = 0;
+    if (max == min) {
+        for (int i = 0; i < n; ++i) L[i] = 0;
+        *the_min = -min;
+        return 0.f;
+    }
+    float iscale = nmax/(max - min);
+    float scale = 1/iscale;
+    float best_mad = 0;
+    for (int i = 0; i < n; ++i) {
+        int l = nearest_int(iscale*(x[i] - min));
+        L[i] = MAX(0, MIN(nmax, l));
+        float diff = scale * L[i] + min - x[i];
+        diff = use_mad ? fabsf(diff) : diff * diff;
+        float w = weights[i];
+        best_mad += w * diff;
+    }
+    if (nstep < 1) {
+        *the_min = -min;
+        return scale;
+    }
+    for (int is = 0; is <= nstep; ++is) {
+        iscale = (rmin + rdelta*is + nmax)/(max - min);
+        float sum_l = 0, sum_l2 = 0, sum_xl = 0;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale*(x[i] - min));
+            l = MAX(0, MIN(nmax, l));
+            Laux[i] = l;
+            float w = weights[i];
+            sum_l += w*l;
+            sum_l2 += w*l*l;
+            sum_xl += w*l*x[i];
+        }
+        float D = sum_w * sum_l2 - sum_l * sum_l;
+        if (D > 0) {
+            float this_scale = (sum_w * sum_xl - sum_x * sum_l)/D;
+            float this_min   = (sum_l2 * sum_x - sum_l * sum_xl)/D;
+            if (this_min > 0) {
+                this_min = 0;
+                this_scale = sum_xl / sum_l2;
+            }
+            float mad = 0;
+            for (int i = 0; i < n; ++i) {
+                float diff = this_scale * Laux[i] + this_min - x[i];
+                diff = use_mad ? fabsf(diff) : diff * diff;
+                float w = weights[i];
+                mad += w * diff;
+            }
+            if (mad < best_mad) {
+                for (int i = 0; i < n; ++i) {
+                    L[i] = Laux[i];
+                }
+                best_mad = mad;
+                scale = this_scale;
+                min = this_min;
+            }
+        }
+    }
+    *the_min = -min;
+    return scale;
+}
+
+static inline void get_scale_min_k4(int j, const uint8_t * GGML_RESTRICT q, uint8_t * GGML_RESTRICT d, uint8_t * GGML_RESTRICT m) {
+    if (j < 4) {
+        *d = q[j] & 63; *m = q[j + 4] & 63;
+    } else {
+        *d = (q[j+4] & 0xF) | ((q[j-4] >> 6) << 4);
+        *m = (q[j+4] >>  4) | ((q[j-0] >> 6) << 4);
+    }
+}
+
+//========================- 2-bit (de)-quantization
+
+void quantize_row_q2_K_ref(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int nb = k / QK_K;
+
+    uint8_t L[QK_K];
+    uint8_t Laux[16];
+    float   weights[16];
+    float mins[QK_K/16];
+    float scales[QK_K/16];
+
+    const float q4scale = 15.f;
+
+    for (int i = 0; i < nb; i++) {
+        float max_scale = 0; // as we are deducting the min, scales are always positive
+        float max_min = 0;
+        for (int j = 0; j < QK_K/16; ++j) {
+            for (int l = 0; l < 16; ++l) weights[l] = fabsf(x[16*j + l]);
+            scales[j] = make_qkx2_quants(16, 3, x + 16*j, weights, L + 16*j, &mins[j], Laux, -0.5f, 0.1f, 15, true);
+            float scale = scales[j];
+            if (scale > max_scale) {
+                max_scale = scale;
+            }
+            float min = mins[j];
+            if (min > max_min) {
+                max_min = min;
+            }
+        }
+
+        if (max_scale > 0) {
+            float iscale = q4scale/max_scale;
+            for (int j = 0; j < QK_K/16; ++j) {
+                int l = nearest_int(iscale*scales[j]);
+                y[i].scales[j] = l;
+            }
+            y[i].d = GGML_FP32_TO_FP16(max_scale/q4scale);
+        } else {
+            for (int j = 0; j < QK_K/16; ++j) y[i].scales[j] = 0;
+            y[i].d = GGML_FP32_TO_FP16(0.f);
+        }
+        if (max_min > 0) {
+            float iscale = q4scale/max_min;
+            for (int j = 0; j < QK_K/16; ++j) {
+                int l = nearest_int(iscale*mins[j]);
+                y[i].scales[j] |= (l << 4);
+            }
+            y[i].dmin = GGML_FP32_TO_FP16(max_min/q4scale);
+        } else {
+            y[i].dmin = GGML_FP32_TO_FP16(0.f);
+        }
+        for (int j = 0; j < QK_K/16; ++j) {
+            const float d = GGML_FP16_TO_FP32(y[i].d) * (y[i].scales[j] & 0xF);
+            if (!d) continue;
+            const float dm = GGML_FP16_TO_FP32(y[i].dmin) * (y[i].scales[j] >> 4);
+            for (int ii = 0; ii < 16; ++ii) {
+                int l = nearest_int((x[16*j + ii] + dm)/d);
+                l = MAX(0, MIN(3, l));
+                L[16*j + ii] = l;
+            }
+        }
+
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int l = 0; l < 32; ++l) {
+                y[i].qs[j/4 + l] = L[j + l] | (L[j + l + 32] << 2) | (L[j + l + 64] << 4) | (L[j + l + 96] << 6);
+            }
+        }
+
+        x += QK_K;
+    }
+}
+
+void dequantize_row_q2_K(const block_q2_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int nb = k / QK_K;
+
+    for (int i = 0; i < nb; i++) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+        const float min = GGML_FP16_TO_FP32(x[i].dmin);
+
+        const uint8_t * q = x[i].qs;
+
+        int is = 0;
+        float dl, ml;
+        for (int n = 0; n < QK_K; n += 128) {
+            int shift = 0;
+            for (int j = 0; j < 4; ++j) {
+
+                uint8_t sc = x[i].scales[is++];
+                dl = d * (sc & 0xF); ml = min * (sc >> 4);
+                for (int l = 0; l < 16; ++l) *y++ = dl * ((int8_t)((q[l] >> shift) & 3)) - ml;
+
+                sc = x[i].scales[is++];
+                dl = d * (sc & 0xF); ml = min * (sc >> 4);
+                for (int l = 0; l < 16; ++l) *y++ = dl * ((int8_t)((q[l+16] >> shift) & 3)) - ml;
+
+                shift += 2;
+            }
+            q += 32;
+        }
+    }
+}
+
+static float make_qkx3_quants(int n, int nmax, const float * GGML_RESTRICT x, const float * GGML_RESTRICT weights,
+        uint8_t * GGML_RESTRICT L, float * GGML_RESTRICT the_min, uint8_t * GGML_RESTRICT Laux,
+        float rmin, float rdelta, int nstep, bool use_mad) {
+    float min = x[0];
+    float max = x[0];
+    float sum_w = weights ? weights[0] : x[0]*x[0];
+    float sum_x = sum_w * x[0];
+#ifdef HAVE_BUGGY_APPLE_LINKER
+    // use 'volatile' to prevent unroll and work around a bug in Apple ld64 1015.7
+    for (volatile int i = 1; i < n; ++i) {
+#else
+    for (int i = 1; i < n; ++i) {
+#endif
+        if (x[i] < min) min = x[i];
+        if (x[i] > max) max = x[i];
+        float w = weights ? weights[i] : x[i]*x[i];
+        sum_w += w;
+        sum_x += w * x[i];
+    }
+    if (min > 0) {
+        min = 0;
+    }
+    if (max <= min) {
+        memset(L, 0, n);
+        *the_min = -min;
+        return 0.f;
+    }
+    float iscale = nmax/(max - min);
+    float scale = 1/iscale;
+    float best_mad = 0;
+    for (int i = 0; i < n; ++i) {
+        int l = nearest_int(iscale*(x[i] - min));
+        L[i] = MAX(0, MIN(nmax, l));
+        float diff = scale * L[i] + min - x[i];
+        diff = use_mad ? fabsf(diff) : diff*diff;
+        float w = weights ? weights[i] : x[i]*x[i];
+        best_mad += w * diff;
+    }
+    if (nstep < 1) {
+        *the_min = -min;
+        return scale;
+    }
+    for (int is = 0; is <= nstep; ++is) {
+        iscale = (rmin + rdelta*is + nmax)/(max - min);
+        float sum_l = 0, sum_l2 = 0, sum_xl = 0;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale*(x[i] - min));
+            l = MAX(0, MIN(nmax, l));
+            Laux[i] = l;
+            float w = weights ? weights[i] : x[i]*x[i];
+            sum_l  += w*l;
+            sum_l2 += w*l*l;
+            sum_xl += w*l*x[i];
+        }
+        float D = sum_w * sum_l2 - sum_l * sum_l;
+        if (D > 0) {
+            float this_scale = (sum_w * sum_xl - sum_x * sum_l)/D;
+            float this_min   = (sum_l2 * sum_x - sum_l * sum_xl)/D;
+            if (this_min > 0) {
+                this_min = 0;
+                this_scale = sum_xl / sum_l2;
+            }
+            float mad = 0;
+            for (int i = 0; i < n; ++i) {
+                float diff = this_scale * Laux[i] + this_min - x[i];
+                diff = use_mad ? fabsf(diff) : diff*diff;
+                float w = weights ? weights[i] : x[i]*x[i];
+                mad += w * diff;
+            }
+            if (mad < best_mad) {
+                for (int i = 0; i < n; ++i) {
+                    L[i] = Laux[i];
+                }
+                best_mad = mad;
+                scale = this_scale;
+                min = this_min;
+            }
+        }
+    }
+    *the_min = -min;
+    return scale;
+}
+
+static float make_qp_quants(int n, int nmax, const float * GGML_RESTRICT x, uint8_t * GGML_RESTRICT L, const float * quant_weights) {
+    float max = 0;
+    for (int i = 0; i < n; ++i) {
+        max = MAX(max, x[i]);
+    }
+    if (!max) { // all zero
+        for (int i = 0; i < n; ++i) { L[i] = 0; }
+        return 0.f;
+    }
+    float iscale = nmax / max;
+    for (int i = 0; i < n; ++i) {
+        L[i] = nearest_int(iscale * x[i]);
+    }
+    float scale = 1/iscale;
+    float best_mse = 0;
+    for (int i = 0; i < n; ++i) {
+        float diff = x[i] - scale*L[i];
+        float w = quant_weights[i];
+        best_mse += w*diff*diff;
+    }
+    for (int is = -4; is <= 4; ++is) {
+        if (is == 0) continue;
+        float iscale_is = (0.1f*is + nmax)/max;
+        float scale_is = 1/iscale_is;
+        float mse = 0;
+        for (int i = 0; i < n; ++i) {
+            int l = nearest_int(iscale_is*x[i]);
+            l = MIN(nmax, l);
+            float diff = x[i] - scale_is*l;
+            float w = quant_weights[i];
+            mse += w*diff*diff;
+        }
+        if (mse < best_mse) {
+            best_mse = mse;
+            iscale = iscale_is;
+        }
+    }
+    float sumlx = 0;
+    float suml2 = 0;
+    for (int i = 0; i < n; ++i) {
+        int l = nearest_int(iscale * x[i]);
+        l = MIN(nmax, l);
+        L[i] = l;
+        float w = quant_weights[i];
+        sumlx += w*x[i]*l;
+        suml2 += w*l*l;
+    }
+    for (int itry = 0; itry < 5; ++itry) {
+        int n_changed = 0;
+        for (int i = 0; i < n; ++i) {
+            float w = quant_weights[i];
+            float slx = sumlx - w*x[i]*L[i];
+            float sl2 = suml2 - w*L[i]*L[i];
+            if (slx > 0 && sl2 > 0) {
+                int new_l = nearest_int(x[i] * sl2 / slx);
+                new_l = MIN(nmax, new_l);
+                if (new_l != L[i]) {
+                    slx += w*x[i]*new_l;
+                    sl2 += w*new_l*new_l;
+                    if (slx*slx*suml2 > sumlx*sumlx*sl2) {
+                        L[i] = new_l; sumlx = slx; suml2 = sl2;
+                        ++n_changed;
+                    }
+                }
+            }
+        }
+        if (!n_changed) {
+            break;
+        }
+    }
+    return sumlx/suml2;
+}
+
+static void quantize_row_q2_K_impl(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int k, const float * GGML_RESTRICT quant_weights) {
+    GGML_ASSERT(quant_weights);
+    assert(k % QK_K == 0);
+    const int nb = k / QK_K;
+    const bool requantize = true;
+
+    uint8_t L[QK_K];
+    uint8_t Laux[16];
+    float mins[QK_K/16];
+    float scales[QK_K/16];
+    float sw[QK_K/16];
+    float weight[16];
+    uint8_t Ls[QK_K/16], Lm[QK_K/16];
+
+    for (int i = 0; i < nb; i++) {
+        memset(sw, 0, QK_K/16*sizeof(float));
+        float sumx2 = 0;
+        for (int j = 0; j < QK_K; ++j) sumx2 += x[j]*x[j];
+        float sigma2 = sumx2/QK_K;
+        for (int j = 0; j < QK_K/16; ++j) {
+            const float * GGML_RESTRICT qw = quant_weights + QK_K * i + 16*j;
+            for (int l = 0; l < 16; ++l) weight[l] = qw[l] * sqrtf(sigma2 + x[16*j + l]*x[16*j + l]);
+            for (int l = 0; l < QK_K/16; ++l) sw[j] += weight[l];
+            scales[j] = make_qkx3_quants(16, 3, x + 16*j, weight, L + 16*j, &mins[j], Laux, -0.9f, 0.05f, 36, false);
+        }
+
+        float dm, mm;
+        dm  = make_qp_quants(QK_K/16, 15, scales, Ls, sw);
+        mm  = make_qp_quants(QK_K/16, 15, mins,   Lm, sw);
+
+        y[i].d    = GGML_FP32_TO_FP16(dm);
+        y[i].dmin = GGML_FP32_TO_FP16(mm);
+        dm        = GGML_FP16_TO_FP32(y[i].d);
+        mm        = GGML_FP16_TO_FP32(y[i].dmin);
+
+        for (int j = 0; j < QK_K/16; ++j) {
+            y[i].scales[j] = Ls[j] | (Lm[j] << 4);
+        }
+
+        if (requantize) {
+            for (int j = 0; j < QK_K/16; ++j) {
+                const float d = dm * (y[i].scales[j] & 0xF);
+                if (!d) continue;
+                const float m = mm * (y[i].scales[j] >> 4);
+                for (int ii = 0; ii < 16; ++ii) {
+                    int l = nearest_int((x[16*j + ii] + m)/d);
+                    l = MAX(0, MIN(3, l));
+                    L[16*j + ii] = l;
+                }
+            }
+        }
+
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int l = 0; l < 32; ++l) {
+                y[i].qs[j/4 + l] = L[j + l] | (L[j + l + 32] << 2) | (L[j + l + 64] << 4) | (L[j + l + 96] << 6);
+            }
+        }
+
+        x += QK_K;
+    }
+}
+
+size_t quantize_q2_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    size_t row_size = ggml_row_size(GGML_TYPE_Q2_K, n_per_row);
+    if (!quant_weights) {
+        quantize_row_q2_K_ref(src, dst, (int64_t)nrow*n_per_row);
+    }
+    else {
+        char * qrow = (char *)dst;
+        for (int64_t row = 0; row < nrow; ++row) {
+            quantize_row_q2_K_impl(src, (block_q2_K*)qrow, n_per_row, quant_weights);
+            src += n_per_row;
+            qrow += row_size;
+        }
+    }
+    return nrow * row_size;
+}
+
+//========================= 3-bit (de)-quantization
+
+void quantize_row_q3_K_ref(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int nb = k / QK_K;
+
+    int8_t L[QK_K];
+    float scales[QK_K / 16];
+
+    for (int i = 0; i < nb; i++) {
+
+        float max_scale = 0;
+        float amax = 0;
+        for (int j = 0; j < QK_K/16; ++j) {
+            scales[j] = make_q3_quants(16, 4, x + 16*j, L + 16*j, true);
+            float scale = fabsf(scales[j]);
+            if (scale > amax) {
+                amax = scale; max_scale = scales[j];
+            }
+        }
+
+        memset(y[i].scales, 0, 12);
+        if (max_scale) {
+            float iscale = -32.f/max_scale;
+            for (int j = 0; j < QK_K/16; ++j) {
+                int8_t l = nearest_int(iscale*scales[j]);
+                l = MAX(-32, MIN(31, l)) + 32;
+                if (j < 8) {
+                    y[i].scales[j] = l & 0xF;
+                } else {
+                    y[i].scales[j-8] |= ((l & 0xF) << 4);
+                }
+                l >>= 4;
+                y[i].scales[j%4 + 8] |= (l << (2*(j/4)));
+            }
+            y[i].d = GGML_FP32_TO_FP16(1/iscale);
+        } else {
+            y[i].d = GGML_FP32_TO_FP16(0.f);
+        }
+
+        int8_t sc;
+        for (int j = 0; j < QK_K/16; ++j) {
+            sc = j < 8 ? y[i].scales[j] & 0xF : y[i].scales[j-8] >> 4;
+            sc = (sc | (((y[i].scales[8 + j%4] >> (2*(j/4))) & 3) << 4)) - 32;
+            float d = GGML_FP16_TO_FP32(y[i].d) * sc;
+            if (!d) {
+                continue;
+            }
+            for (int ii = 0; ii < 16; ++ii) {
+                int l = nearest_int(x[16*j + ii]/d);
+                l = MAX(-4, MIN(3, l));
+                L[16*j + ii] = l + 4;
+            }
+        }
+
+        memset(y[i].hmask, 0, QK_K/8);
+        // We put the high-bit for the 1st 8 quants into bit 0, the next 8 into bit 1, etc.
+        int m = 0;
+        uint8_t hm = 1;
+        for (int j = 0; j < QK_K; ++j) {
+            if (L[j] > 3) {
+                y[i].hmask[m] |= hm;
+                L[j] -= 4;
+            }
+            if (++m == QK_K/8) {
+                m = 0; hm <<= 1;
+            }
+        }
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int l = 0; l < 32; ++l) {
+                y[i].qs[j/4 + l] = L[j + l] | (L[j + l + 32] << 2) | (L[j + l + 64] << 4) | (L[j + l + 96] << 6);
+            }
+        }
+
+        x += QK_K;
+    }
+}
+
+void dequantize_row_q3_K(const block_q3_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int nb = k / QK_K;
+
+    const uint32_t kmask1 = 0x03030303;
+    const uint32_t kmask2 = 0x0f0f0f0f;
+
+    uint32_t aux[4];
+    const int8_t * scales = (const int8_t*)aux;
+
+    for (int i = 0; i < nb; i++) {
+
+        const float d_all = GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT q = x[i].qs;
+        const uint8_t * GGML_RESTRICT hm = x[i].hmask;
+        uint8_t m = 1;
+
+        memcpy(aux, x[i].scales, 12);
+        uint32_t tmp = aux[2];
+        aux[2] = ((aux[0] >> 4) & kmask2) | (((tmp >> 4) & kmask1) << 4);
+        aux[3] = ((aux[1] >> 4) & kmask2) | (((tmp >> 6) & kmask1) << 4);
+        aux[0] = (aux[0] & kmask2) | (((tmp >> 0) & kmask1) << 4);
+        aux[1] = (aux[1] & kmask2) | (((tmp >> 2) & kmask1) << 4);
+
+        int is = 0;
+        float dl;
+        for (int n = 0; n < QK_K; n += 128) {
+            int shift = 0;
+            for (int j = 0; j < 4; ++j) {
+
+                dl = d_all * (scales[is++] - 32);
+                for (int l = 0; l < 16; ++l) {
+                    *y++ = dl * ((int8_t)((q[l+ 0] >> shift) & 3) - ((hm[l+ 0] & m) ? 0 : 4));
+                }
+
+                dl = d_all * (scales[is++] - 32);
+                for (int l = 0; l < 16; ++l) {
+                    *y++ = dl * ((int8_t)((q[l+16] >> shift) & 3) - ((hm[l+16] & m) ? 0 : 4));
+                }
+
+                shift += 2;
+                m <<= 1;
+            }
+            q += 32;
+        }
+
+    }
+}
+
+static void quantize_row_q3_K_impl(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t n_per_row, const float * GGML_RESTRICT quant_weights) {
+    assert(n_per_row % QK_K == 0);
+    const int nb = n_per_row / QK_K;
+
+    int8_t L[QK_K];
+    float scales[QK_K / 16];
+    float weight[16];
+    float sw[QK_K / 16];
+    int8_t Ls[QK_K / 16];
+
+    for (int i = 0; i < nb; i++) {
+
+        float sumx2 = 0;
+        for (int j = 0; j < QK_K; ++j) sumx2 += x[j]*x[j];
+        float sigma2 = 2*sumx2/QK_K;
+
+        for (int j = 0; j < QK_K/16; ++j) {
+            if (quant_weights) {
+                const float * qw = quant_weights + QK_K * i + 16*j;
+                for (int l = 0; l < 16; ++l) weight[l] = qw[l] * sqrtf(sigma2 + x[16*j+l]*x[16*j+l]);
+            } else {
+                for (int l = 0; l < 16; ++l) weight[l] = x[16*j+l]*x[16*j+l];
+            }
+            float sumw = 0;
+            for (int l = 0; l < 16; ++l) sumw += weight[l];
+            sw[j] = sumw;
+
+            scales[j] = make_qx_quants(16, 4, x + 16*j, L + 16*j, 1, weight);
+
+        }
+
+        memset(y[i].scales, 0, 12);
+
+        float d_block = make_qx_quants(QK_K/16, 32, scales, Ls, 1, sw);
+        for (int j = 0; j < QK_K/16; ++j) {
+            int l = Ls[j];
+            if (j < 8) {
+                y[i].scales[j] = l & 0xF;
+            } else {
+                y[i].scales[j-8] |= ((l & 0xF) << 4);
+            }
+            l >>= 4;
+            y[i].scales[j%4 + 8] |= (l << (2*(j/4)));
+        }
+        y[i].d = GGML_FP32_TO_FP16(d_block);
+
+        int8_t sc;
+        for (int j = 0; j < QK_K/16; ++j) {
+            sc = j < 8 ? y[i].scales[j] & 0xF : y[i].scales[j-8] >> 4;
+            sc = (sc | (((y[i].scales[8 + j%4] >> (2*(j/4))) & 3) << 4)) - 32;
+            float d = GGML_FP16_TO_FP32(y[i].d) * sc;
+            if (!d) {
+                continue;
+            }
+            for (int ii = 0; ii < 16; ++ii) {
+                int l = nearest_int(x[16*j + ii]/d);
+                l = MAX(-4, MIN(3, l));
+                L[16*j + ii] = l + 4;
+            }
+        }
+
+        memset(y[i].hmask, 0, QK_K/8);
+        // We put the high-bit for the 1st 8 quants into bit 0, the next 8 into bit 1, etc.
+        int m = 0;
+        uint8_t hm = 1;
+        for (int j = 0; j < QK_K; ++j) {
+            if (L[j] > 3) {
+                y[i].hmask[m] |= hm;
+                L[j] -= 4;
+            }
+            if (++m == QK_K/8) {
+                m = 0; hm <<= 1;
+            }
+        }
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int l = 0; l < 32; ++l) {
+                y[i].qs[j/4 + l] = L[j + l] | (L[j + l + 32] << 2) | (L[j + l + 64] << 4) | (L[j + l + 96] << 6);
+            }
+        }
+
+        x += QK_K;
+    }
+}
+
+size_t quantize_q3_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    size_t row_size = ggml_row_size(GGML_TYPE_Q3_K, n_per_row);
+    if (!quant_weights) {
+        quantize_row_q3_K_ref(src, dst, (int64_t)nrow*n_per_row);
+    }
+    else {
+        char * qrow = (char *)dst;
+        for (int64_t row = 0; row < nrow; ++row) {
+            quantize_row_q3_K_impl(src, (block_q3_K*)qrow, n_per_row, quant_weights);
+            src += n_per_row;
+            qrow += row_size;
+        }
+    }
+    return nrow * row_size;
+}
+
+// ====================== 4-bit (de)-quantization
+
+void quantize_row_q4_K_ref(const float * GGML_RESTRICT x, block_q4_K * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int nb = k / QK_K;
+
+    uint8_t L[QK_K];
+    uint8_t Laux[32];
+    float   weights[32];
+    float mins[QK_K/32];
+    float scales[QK_K/32];
+
+    for (int i = 0; i < nb; i++) {
+        float max_scale = 0; // as we are deducting the min, scales are always positive
+        float max_min = 0;
+        for (int j = 0; j < QK_K/32; ++j) {
+            //scales[j] = make_qkx1_quants(32, 15, x + 32*j, L + 32*j, &mins[j], 9, 0.5f);
+            float sum_x2 = 0;
+            for (int l = 0; l < 32; ++l) sum_x2 += x[32*j + l] * x[32*j + l];
+            float av_x = sqrtf(sum_x2/32);
+            for (int l = 0; l < 32; ++l) weights[l] = av_x + fabsf(x[32*j + l]);
+            scales[j] = make_qkx2_quants(32, 15, x + 32*j, weights, L + 32*j, &mins[j], Laux, -1.f, 0.1f, 20, false);
+            float scale = scales[j];
+            if (scale > max_scale) {
+                max_scale = scale;
+            }
+            float min = mins[j];
+            if (min > max_min) {
+                max_min = min;
+            }
+        }
+
+        float inv_scale = max_scale > 0 ? 63.f/max_scale : 0.f;
+        float inv_min   = max_min   > 0 ? 63.f/max_min   : 0.f;
+        for (int j = 0; j < QK_K/32; ++j) {
+            uint8_t ls = nearest_int(inv_scale*scales[j]);
+            uint8_t lm = nearest_int(inv_min*mins[j]);
+            ls = MIN(63, ls);
+            lm = MIN(63, lm);
+            if (j < 4) {
+                y[i].scales[j] = ls;
+                y[i].scales[j+4] = lm;
+            } else {
+                y[i].scales[j+4] = (ls & 0xF) | ((lm & 0xF) << 4);
+                y[i].scales[j-4] |= ((ls >> 4) << 6);
+                y[i].scales[j-0] |= ((lm >> 4) << 6);
+            }
+        }
+        y[i].d = GGML_FP32_TO_FP16(max_scale/63.f);
+        y[i].dmin = GGML_FP32_TO_FP16(max_min/63.f);
+
+        uint8_t sc, m;
+        for (int j = 0; j < QK_K/32; ++j) {
+            get_scale_min_k4(j, y[i].scales, &sc, &m);
+            const float d = GGML_FP16_TO_FP32(y[i].d) * sc;
+            if (!d) continue;
+            const float dm = GGML_FP16_TO_FP32(y[i].dmin) * m;
+            for (int ii = 0; ii < 32; ++ii) {
+                int l = nearest_int((x[32*j + ii] + dm)/d);
+                l = MAX(0, MIN(15, l));
+                L[32*j + ii] = l;
+            }
+        }
+
+        uint8_t * q = y[i].qs;
+        for (int j = 0; j < QK_K; j += 64) {
+            for (int l = 0; l < 32; ++l) q[l] = L[j + l] | (L[j + l + 32] << 4);
+            q += 32;
+        }
+
+        x += QK_K;
+    }
+}
+
+void dequantize_row_q4_K(const block_q4_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int nb = k / QK_K;
+
+    for (int i = 0; i < nb; i++) {
+        const uint8_t * q = x[i].qs;
+
+        const float d   = GGML_FP16_TO_FP32(x[i].d);
+        const float min = GGML_FP16_TO_FP32(x[i].dmin);
+
+        int is = 0;
+        uint8_t sc, m;
+        for (int j = 0; j < QK_K; j += 64) {
+            get_scale_min_k4(is + 0, x[i].scales, &sc, &m);
+            const float d1 = d * sc; const float m1 = min * m;
+            get_scale_min_k4(is + 1, x[i].scales, &sc, &m);
+            const float d2 = d * sc; const float m2 = min * m;
+            for (int l = 0; l < 32; ++l) *y++ = d1 * (q[l] & 0xF) - m1;
+            for (int l = 0; l < 32; ++l) *y++ = d2 * (q[l]  >> 4) - m2;
+            q += 32; is += 2;
+        }
+    }
+}
+
+static void quantize_row_q4_K_impl(const float * GGML_RESTRICT x, block_q4_K * GGML_RESTRICT y, int64_t n_per_row, const float * quant_weights) {
+    assert(n_per_row % QK_K == 0);
+    const int64_t nb = n_per_row / QK_K;
+
+    uint8_t L[QK_K];
+    uint8_t Laux[32];
+    uint8_t Ls[QK_K/32];
+    uint8_t Lm[QK_K/32];
+    float   weights[32];
+    float   sw[QK_K/32];
+    float   mins[QK_K/32];
+    float   scales[QK_K/32];
+
+    for (int i = 0; i < nb; i++) {
+
+        float sum_x2 = 0;
+        for (int l = 0; l < QK_K; ++l) sum_x2 += x[l] * x[l];
+        float sigma2 = 2*sum_x2/QK_K;
+        float av_x = sqrtf(sigma2);
+
+        for (int j = 0; j < QK_K/32; ++j) {
+            if (quant_weights) {
+                const float * qw = quant_weights + QK_K*i + 32*j;
+                for (int l = 0; l < 32; ++l) weights[l] = qw[l] * sqrtf(sigma2 + x[32*j + l]*x[32*j + l]);
+            } else {
+                for (int l = 0; l < 32; ++l) weights[l] = av_x + fabsf(x[32*j + l]);
+            }
+            float sumw = 0;
+            for (int l = 0; l < 32; ++l) sumw += weights[l];
+            sw[j] = sumw;
+            scales[j] = make_qkx3_quants(32, 15, x + 32*j, weights, L + 32*j, &mins[j], Laux, -0.9f, 0.05f, 36, false);
+        }
+
+        float d_block = make_qp_quants(QK_K/32, 63, scales, Ls, sw);
+        float m_block = make_qp_quants(QK_K/32, 63, mins,   Lm, sw);
+        for (int j = 0; j < QK_K/32; ++j) {
+            uint8_t ls = Ls[j];
+            uint8_t lm = Lm[j];
+            if (j < 4) {
+                y[i].scales[j] = ls;
+                y[i].scales[j+4] = lm;
+            } else {
+                y[i].scales[j+4] = (ls & 0xF) | ((lm & 0xF) << 4);
+                y[i].scales[j-4] |= ((ls >> 4) << 6);
+                y[i].scales[j-0] |= ((lm >> 4) << 6);
+            }
+        }
+        y[i].d = GGML_FP32_TO_FP16(d_block);
+        y[i].dmin = GGML_FP32_TO_FP16(m_block);
+
+        uint8_t sc, m;
+        for (int j = 0; j < QK_K/32; ++j) {
+            get_scale_min_k4(j, y[i].scales, &sc, &m);
+            const float d = GGML_FP16_TO_FP32(y[i].d) * sc;
+            if (!d) continue;
+            const float dm = GGML_FP16_TO_FP32(y[i].dmin) * m;
+            for (int ii = 0; ii < 32; ++ii) {
+                int l = nearest_int((x[32*j + ii] + dm)/d);
+                l = MAX(0, MIN(15, l));
+                L[32*j + ii] = l;
+            }
+        }
+        uint8_t * q = y[i].qs;
+        for (int j = 0; j < QK_K; j += 64) {
+            for (int l = 0; l < 32; ++l) q[l] = L[j + l] | (L[j + l + 32] << 4);
+            q += 32;
+        }
+
+        x += QK_K;
+
+    }
+}
+
+size_t quantize_q4_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    size_t row_size = ggml_row_size(GGML_TYPE_Q4_K, n_per_row);
+    if (!quant_weights) {
+        quantize_row_q4_K_ref(src, dst, (int64_t)nrow*n_per_row);
+    }
+    else {
+        char * qrow = (char *)dst;
+        for (int64_t row = 0; row < nrow; ++row) {
+            quantize_row_q4_K_impl(src, (block_q4_K*)qrow, n_per_row, quant_weights);
+            src += n_per_row;
+            qrow += row_size;
+        }
+    }
+    return nrow * row_size;
+}
+
+// ====================== 5-bit (de)-quantization
+
+void quantize_row_q5_K_ref(const float * GGML_RESTRICT x, block_q5_K * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    uint8_t L[QK_K];
+    float mins[QK_K/32];
+    float scales[QK_K/32];
+    float weights[32];
+    uint8_t Laux[32];
+
+    for (int i = 0; i < nb; i++) {
+        float max_scale = 0; // as we are deducting the min, scales are always positive
+        float max_min = 0;
+        for (int j = 0; j < QK_K/32; ++j) {
+            //scales[j] = make_qkx1_quants(32, 31, x + 32*j, L + 32*j, &mins[j], 9, 0.5f);
+            float sum_x2 = 0;
+            for (int l = 0; l < 32; ++l) sum_x2 += x[32*j + l] * x[32*j + l];
+            float av_x = sqrtf(sum_x2/32);
+            for (int l = 0; l < 32; ++l) weights[l] = av_x + fabsf(x[32*j + l]);
+            scales[j] = make_qkx2_quants(32, 31, x + 32*j, weights, L + 32*j, &mins[j], Laux, -0.5f, 0.1f, 15, false);
+            float scale = scales[j];
+            if (scale > max_scale) {
+                max_scale = scale;
+            }
+            float min = mins[j];
+            if (min > max_min) {
+                max_min = min;
+            }
+        }
+
+        float inv_scale = max_scale > 0 ? 63.f/max_scale : 0.f;
+        float inv_min   = max_min   > 0 ? 63.f/max_min   : 0.f;
+        for (int j = 0; j < QK_K/32; ++j) {
+            uint8_t ls = nearest_int(inv_scale*scales[j]);
+            uint8_t lm = nearest_int(inv_min*mins[j]);
+            ls = MIN(63, ls);
+            lm = MIN(63, lm);
+            if (j < 4) {
+                y[i].scales[j] = ls;
+                y[i].scales[j+4] = lm;
+            } else {
+                y[i].scales[j+4] = (ls & 0xF) | ((lm & 0xF) << 4);
+                y[i].scales[j-4] |= ((ls >> 4) << 6);
+                y[i].scales[j-0] |= ((lm >> 4) << 6);
+            }
+        }
+        y[i].d = GGML_FP32_TO_FP16(max_scale/63.f);
+        y[i].dmin = GGML_FP32_TO_FP16(max_min/63.f);
+
+        uint8_t sc, m;
+        for (int j = 0; j < QK_K/32; ++j) {
+            get_scale_min_k4(j, y[i].scales, &sc, &m);
+            const float d = GGML_FP16_TO_FP32(y[i].d) * sc;
+            if (!d) continue;
+            const float dm = GGML_FP16_TO_FP32(y[i].dmin) * m;
+            for (int ii = 0; ii < 32; ++ii) {
+                int l = nearest_int((x[32*j + ii] + dm)/d);
+                l = MAX(0, MIN(31, l));
+                L[32*j + ii] = l;
+            }
+        }
+
+        uint8_t * GGML_RESTRICT qh = y[i].qh;
+        uint8_t * GGML_RESTRICT ql = y[i].qs;
+        memset(qh, 0, QK_K/8);
+
+        uint8_t m1 = 1, m2 = 2;
+        for (int n = 0; n < QK_K; n += 64) {
+            for (int j = 0; j < 32; ++j) {
+                int l1 = L[n + j];
+                if (l1 > 15) {
+                    l1 -= 16; qh[j] |= m1;
+                }
+                int l2 = L[n + j + 32];
+                if (l2 > 15) {
+                    l2 -= 16; qh[j] |= m2;
+                }
+                ql[j] = l1 | (l2 << 4);
+            }
+            m1 <<= 2; m2 <<= 2;
+            ql += 32;
+        }
+
+        x += QK_K;
+    }
+}
+
+void dequantize_row_q5_K(const block_q5_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int i = 0; i < nb; i++) {
+        const uint8_t * ql = x[i].qs;
+        const uint8_t * qh = x[i].qh;
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+        const float min = GGML_FP16_TO_FP32(x[i].dmin);
+
+        int is = 0;
+        uint8_t sc, m;
+        uint8_t u1 = 1, u2 = 2;
+        for (int j = 0; j < QK_K; j += 64) {
+            get_scale_min_k4(is + 0, x[i].scales, &sc, &m);
+            const float d1 = d * sc; const float m1 = min * m;
+            get_scale_min_k4(is + 1, x[i].scales, &sc, &m);
+            const float d2 = d * sc; const float m2 = min * m;
+            for (int l = 0; l < 32; ++l) *y++ = d1 * ((ql[l] & 0xF) + (qh[l] & u1 ? 16 : 0)) - m1;
+            for (int l = 0; l < 32; ++l) *y++ = d2 * ((ql[l]  >> 4) + (qh[l] & u2 ? 16 : 0)) - m2;
+            ql += 32; is += 2;
+            u1 <<= 2; u2 <<= 2;
+        }
+    }
+}
+
+static void quantize_row_q5_K_impl(const float * GGML_RESTRICT x, block_q5_K * GGML_RESTRICT y, int64_t n_per_row, const float * quant_weights) {
+    assert(n_per_row % QK_K == 0);
+    const int64_t nb = n_per_row / QK_K;
+
+    uint8_t L[QK_K];
+    uint8_t Laux[32];
+    uint8_t Ls[QK_K/32];
+    uint8_t Lm[QK_K/32];
+    float   mins[QK_K/32];
+    float   scales[QK_K/32];
+    float   sw[QK_K/32];
+    float   weights[32];
+
+    for (int i = 0; i < nb; i++) {
+
+        float sum_x2 = 0;
+        for (int l = 0; l < QK_K; ++l) sum_x2 += x[l] * x[l];
+        float sigma2 = 2*sum_x2/QK_K;
+        float av_x = sqrtf(sigma2);
+
+        for (int j = 0; j < QK_K/32; ++j) {
+            if (quant_weights) {
+                const float * qw = quant_weights + QK_K*i + 32*j;
+                for (int l = 0; l < 32; ++l) weights[l] = qw[l] * sqrtf(sigma2 + x[32*j + l]*x[32*j + l]);
+            } else {
+                for (int l = 0; l < 32; ++l) weights[l] = av_x + fabsf(x[32*j + l]);
+            }
+            float sumw = 0;
+            for (int l = 0; l < 32; ++l) sumw += weights[l];
+            sw[j] = sumw;
+
+            scales[j] = make_qkx3_quants(32, 31, x + 32*j, weights, L + 32*j, &mins[j], Laux, -0.9f, 0.05f, 36, false);
+        }
+
+        float d_block = make_qp_quants(QK_K/32, 63, scales, Ls, sw);
+        float m_block = make_qp_quants(QK_K/32, 63, mins,   Lm, sw);
+
+        for (int j = 0; j < QK_K/32; ++j) {
+            uint8_t ls = Ls[j];
+            uint8_t lm = Lm[j];
+            ls = MIN(63, ls);
+            lm = MIN(63, lm);
+            if (j < 4) {
+                y[i].scales[j] = ls;
+                y[i].scales[j+4] = lm;
+            } else {
+                y[i].scales[j+4] = (ls & 0xF) | ((lm & 0xF) << 4);
+                y[i].scales[j-4] |= ((ls >> 4) << 6);
+                y[i].scales[j-0] |= ((lm >> 4) << 6);
+            }
+        }
+        y[i].d = GGML_FP32_TO_FP16(d_block);
+        y[i].dmin = GGML_FP32_TO_FP16(m_block);
+
+        uint8_t sc, m;
+        for (int j = 0; j < QK_K/32; ++j) {
+            get_scale_min_k4(j, y[i].scales, &sc, &m);
+            const float d = GGML_FP16_TO_FP32(y[i].d) * sc;
+            if (!d) continue;
+            const float dm = GGML_FP16_TO_FP32(y[i].dmin) * m;
+            for (int ii = 0; ii < 32; ++ii) {
+                int l = nearest_int((x[32*j + ii] + dm)/d);
+                l = MAX(0, MIN(31, l));
+                L[32*j + ii] = l;
+            }
+        }
+
+        uint8_t * GGML_RESTRICT qh = y[i].qh;
+        uint8_t * GGML_RESTRICT ql = y[i].qs;
+        memset(qh, 0, QK_K/8);
+
+        uint8_t m1 = 1, m2 = 2;
+        for (int n = 0; n < QK_K; n += 64) {
+            for (int j = 0; j < 32; ++j) {
+                int l1 = L[n + j];
+                if (l1 > 15) {
+                    l1 -= 16; qh[j] |= m1;
+                }
+                int l2 = L[n + j + 32];
+                if (l2 > 15) {
+                    l2 -= 16; qh[j] |= m2;
+                }
+                ql[j] = l1 | (l2 << 4);
+            }
+            m1 <<= 2; m2 <<= 2;
+            ql += 32;
+        }
+
+        x += QK_K;
+
+    }
+}
+
+size_t quantize_q5_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    size_t row_size = ggml_row_size(GGML_TYPE_Q5_K, n_per_row);
+    if (!quant_weights) {
+        quantize_row_q5_K_ref(src, dst, (int64_t)nrow*n_per_row);
+    }
+    else {
+        char * qrow = (char *)dst;
+        for (int64_t row = 0; row < nrow; ++row) {
+            quantize_row_q5_K_impl(src, (block_q5_K*)qrow, n_per_row, quant_weights);
+            src += n_per_row;
+            qrow += row_size;
+        }
+    }
+    return nrow * row_size;
+}
+
+// ====================== 6-bit (de)-quantization
+
+void quantize_row_q6_K_ref(const float * GGML_RESTRICT x, block_q6_K * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    int8_t L[QK_K];
+    float   scales[QK_K/16];
+
+    for (int i = 0; i < nb; i++) {
+
+        float max_scale = 0;
+        float max_abs_scale = 0;
+
+        for (int ib = 0; ib < QK_K/16; ++ib) {
+
+            const float scale = make_qx_quants(16, 32, x + 16*ib, L + 16*ib, 1, NULL);
+            scales[ib] = scale;
+
+            const float abs_scale = fabsf(scale);
+            if (abs_scale > max_abs_scale) {
+                max_abs_scale = abs_scale;
+                max_scale = scale;
+            }
+
+        }
+
+        if (max_abs_scale < GROUP_MAX_EPS) {
+            memset(&y[i], 0, sizeof(block_q6_K));
+            y[i].d = GGML_FP32_TO_FP16(0.f);
+            x += QK_K;
+            continue;
+        }
+
+        float iscale = -128.f/max_scale;
+        y[i].d = GGML_FP32_TO_FP16(1/iscale);
+        for (int ib = 0; ib < QK_K/16; ++ib) {
+            y[i].scales[ib] = MIN(127, nearest_int(iscale*scales[ib]));
+        }
+
+        for (int j = 0; j < QK_K/16; ++j) {
+            float d = GGML_FP16_TO_FP32(y[i].d) * y[i].scales[j];
+            if (!d) {
+                continue;
+            }
+            for (int ii = 0; ii < 16; ++ii) {
+                int l = nearest_int(x[16*j + ii]/d);
+                l = MAX(-32, MIN(31, l));
+                L[16*j + ii] = l + 32;
+            }
+        }
+
+        uint8_t * GGML_RESTRICT ql = y[i].ql;
+        uint8_t * GGML_RESTRICT qh = y[i].qh;
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int l = 0; l < 32; ++l) {
+                const uint8_t q1 = L[j + l +  0] & 0xF;
+                const uint8_t q2 = L[j + l + 32] & 0xF;
+                const uint8_t q3 = L[j + l + 64] & 0xF;
+                const uint8_t q4 = L[j + l + 96] & 0xF;
+                ql[l+ 0] = q1 | (q3 << 4);
+                ql[l+32] = q2 | (q4 << 4);
+                qh[l] = (L[j + l] >> 4) | ((L[j + l + 32] >> 4) << 2) | ((L[j + l + 64] >> 4) << 4) | ((L[j + l + 96] >> 4) << 6);
+            }
+            ql += 64;
+            qh += 32;
+        }
+
+        x += QK_K;
+    }
+}
+
+void dequantize_row_q6_K(const block_q6_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int i = 0; i < nb; i++) {
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+
+        const uint8_t * GGML_RESTRICT ql = x[i].ql;
+        const uint8_t * GGML_RESTRICT qh = x[i].qh;
+        const int8_t  * GGML_RESTRICT sc = x[i].scales;
+
+        for (int n = 0; n < QK_K; n += 128) {
+            for (int l = 0; l < 32; ++l) {
+                int is = l/16;
+                const int8_t q1 = (int8_t)((ql[l +  0] & 0xF) | (((qh[l] >> 0) & 3) << 4)) - 32;
+                const int8_t q2 = (int8_t)((ql[l + 32] & 0xF) | (((qh[l] >> 2) & 3) << 4)) - 32;
+                const int8_t q3 = (int8_t)((ql[l +  0]  >> 4) | (((qh[l] >> 4) & 3) << 4)) - 32;
+                const int8_t q4 = (int8_t)((ql[l + 32]  >> 4) | (((qh[l] >> 6) & 3) << 4)) - 32;
+                y[l +  0] = d * sc[is + 0] * q1;
+                y[l + 32] = d * sc[is + 2] * q2;
+                y[l + 64] = d * sc[is + 4] * q3;
+                y[l + 96] = d * sc[is + 6] * q4;
+            }
+            y  += 128;
+            ql += 64;
+            qh += 32;
+            sc += 8;
+        }
+    }
+}
+
+static void quantize_row_q6_K_impl(const float * GGML_RESTRICT x, block_q6_K * GGML_RESTRICT y, int64_t n_per_row, const float * quant_weights) {
+    assert(n_per_row % QK_K == 0);
+    const int64_t nb = n_per_row / QK_K;
+
+    int8_t L[QK_K];
+    float   scales[QK_K/16];
+    //float   weights[16];
+
+    for (int i = 0; i < nb; i++) {
+
+        //float sum_x2 = 0;
+        //for (int j = 0; j < QK_K; ++j) sum_x2 += x[j]*x[j];
+        //float sigma2 = sum_x2/QK_K;
+
+        float max_scale = 0;
+        float max_abs_scale = 0;
+
+        for (int ib = 0; ib < QK_K/16; ++ib) {
+
+            float scale;
+            if (quant_weights) {
+                const float * qw = quant_weights + QK_K*i + 16*ib;
+                //for (int j = 0; j < 16; ++j) weights[j] = qw[j] * sqrtf(sigma2 + x[16*ib + j]*x[16*ib + j]);
+                //scale = make_qx_quants(16, 32, x + 16*ib, L + 16*ib, 1, weights);
+                scale = make_qx_quants(16, 32, x + 16*ib, L + 16*ib, 1, qw);
+            } else {
+                scale = make_qx_quants(16, 32, x + 16*ib, L + 16*ib, 1, NULL);
+            }
+            scales[ib] = scale;
+
+            const float abs_scale = fabsf(scale);
+            if (abs_scale > max_abs_scale) {
+                max_abs_scale = abs_scale;
+                max_scale = scale;
+            }
+
+        }
+
+        if (max_abs_scale < GROUP_MAX_EPS) {
+            memset(&y[i], 0, sizeof(block_q6_K));
+            y[i].d = GGML_FP32_TO_FP16(0.f);
+            x += QK_K;
+            continue;
+        }
+
+        float iscale = -128.f/max_scale;
+        y[i].d = GGML_FP32_TO_FP16(1/iscale);
+        for (int ib = 0; ib < QK_K/16; ++ib) {
+            y[i].scales[ib] = MIN(127, nearest_int(iscale*scales[ib]));
+        }
+
+        for (int j = 0; j < QK_K/16; ++j) {
+            float d = GGML_FP16_TO_FP32(y[i].d) * y[i].scales[j];
+            if (!d) {
+                continue;
+            }
+            for (int ii = 0; ii < 16; ++ii) {
+                int l = nearest_int(x[16*j + ii]/d);
+                l = MAX(-32, MIN(31, l));
+                L[16*j + ii] = l + 32;
+            }
+        }
+
+        uint8_t * GGML_RESTRICT ql = y[i].ql;
+        uint8_t * GGML_RESTRICT qh = y[i].qh;
+        for (int j = 0; j < QK_K; j += 128) {
+            for (int l = 0; l < 32; ++l) {
+                const uint8_t q1 = L[j + l +  0] & 0xF;
+                const uint8_t q2 = L[j + l + 32] & 0xF;
+                const uint8_t q3 = L[j + l + 64] & 0xF;
+                const uint8_t q4 = L[j + l + 96] & 0xF;
+                ql[l+ 0] = q1 | (q3 << 4);
+                ql[l+32] = q2 | (q4 << 4);
+                qh[l] = (L[j + l] >> 4) | ((L[j + l + 32] >> 4) << 2) | ((L[j + l + 64] >> 4) << 4) | ((L[j + l + 96] >> 4) << 6);
+            }
+            ql += 64;
+            qh += 32;
+        }
+
+        x += QK_K;
+
+    }
+}
+
+size_t quantize_q6_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    size_t row_size = ggml_row_size(GGML_TYPE_Q6_K, n_per_row);
+    if (!quant_weights) {
+        quantize_row_q6_K_ref(src, dst, (int64_t)nrow*n_per_row);
+    }
+    else {
+        char * qrow = (char *)dst;
+        for (int64_t row = 0; row < nrow; ++row) {
+            quantize_row_q6_K_impl(src, (block_q6_K*)qrow, n_per_row, quant_weights);
+            src += n_per_row;
+            qrow += row_size;
+        }
+    }
+    return nrow * row_size;
+}
+
+static void quantize_row_q4_0_impl(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t n_per_row, const float * quant_weights) {
+    static_assert(QK4_0 == 32, "QK4_0 must be 32");
+
+    if (!quant_weights) {
+        quantize_row_q4_0_ref(x, y, n_per_row);
+        return;
+    }
+
+    float weight[QK4_0];
+    int8_t L[QK4_0];
+
+    float sum_x2 = 0;
+    for (int j = 0; j < n_per_row; ++j) sum_x2 += x[j]*x[j];
+    float sigma2 = sum_x2/n_per_row;
+
+    const int64_t nb = n_per_row/QK4_0;
+    for (int ib = 0; ib < nb; ++ib) {
+        const float * xb = x + QK4_0 * ib;
+        const float * qw = quant_weights + QK4_0 * ib;
+        for (int j = 0; j < QK4_0; ++j) weight[j] = qw[j] * sqrtf(sigma2 + xb[j]*xb[j]);
+        float d = make_qx_quants(QK4_0, 8, xb, L, 1, weight);
+        y[ib].d = GGML_FP32_TO_FP16(d);
+        for (int j = 0; j < 16; ++j) {
+            y[ib].qs[j] = L[j] | (L[j+16] << 4);
+        }
+    }
+}
+
+size_t quantize_q4_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    if (!quant_weights) {
+        quantize_row_q4_0_ref(src, dst, (int64_t)nrow*n_per_row);
+        return nrow * ggml_row_size(GGML_TYPE_Q4_0, n_per_row);
+    }
+    size_t row_size = ggml_row_size(GGML_TYPE_Q4_0, n_per_row);
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_q4_0_impl(src, (block_q4_0*)qrow, n_per_row, quant_weights);
+        src += n_per_row;
+        qrow += row_size;
+    }
+    return nrow * row_size;
+}
+
+static void quantize_row_q4_1_impl(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t n_per_row, const float * quant_weights) {
+    static_assert(QK4_1 == 32, "QK4_1 must be 32");
+
+    if (!quant_weights) {
+        quantize_row_q4_1_ref(x, y, n_per_row);
+        return;
+    }
+
+    float weight[QK4_1];
+    uint8_t L[QK4_1], Laux[QK4_1];
+
+    float sum_x2 = 0;
+    for (int j = 0; j < n_per_row; ++j) sum_x2 += x[j]*x[j];
+    float sigma2 = sum_x2/n_per_row;
+
+    const int64_t nb = n_per_row/QK4_1;
+    for (int ib = 0; ib < nb; ++ib) {
+        const float * xb = x + QK4_1 * ib;
+        const float * qw = quant_weights + QK4_1 * ib;
+        for (int j = 0; j < QK4_1; ++j) weight[j] = qw[j] * sqrtf(sigma2 + xb[j]*xb[j]);
+        float min;
+        float d = make_qkx3_quants(QK4_1, 15, xb, weight, L, &min, Laux, -0.9f, 0.05f, 36, false);
+        y[ib].d = GGML_FP32_TO_FP16(d);
+        y[ib].m = GGML_FP32_TO_FP16(-min);
+        for (int j = 0; j < 16; ++j) {
+            y[ib].qs[j] = L[j] | (L[j+16] << 4);
+        }
+    }
+}
+
+size_t quantize_q4_1(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    if (!quant_weights) {
+        quantize_row_q4_1_ref(src, dst, (int64_t)nrow*n_per_row);
+        return nrow * ggml_row_size(GGML_TYPE_Q4_1, n_per_row);
+    }
+    size_t row_size = ggml_row_size(GGML_TYPE_Q4_1, n_per_row);
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_q4_1_impl(src, (block_q4_1*)qrow, n_per_row, quant_weights);
+        src += n_per_row;
+        qrow += row_size;
+    }
+    return nrow * row_size;
+}
+
+static void quantize_row_q5_0_impl(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t n_per_row, const float * quant_weights) {
+    static_assert(QK5_0 == 32, "QK5_0 must be 32");
+
+    if (!quant_weights) {
+        quantize_row_q5_0_ref(x, y, n_per_row);
+        return;
+    }
+
+    float weight[QK5_0];
+    int8_t L[QK5_0];
+
+    float sum_x2 = 0;
+    for (int j = 0; j < n_per_row; ++j) sum_x2 += x[j]*x[j];
+    float sigma2 = sum_x2/n_per_row;
+
+    const int64_t nb = n_per_row/QK5_0;
+    for (int ib = 0; ib < nb; ++ib) {
+        const float * xb = x + QK5_0 * ib;
+        const float * qw = quant_weights + QK5_0 * ib;
+        for (int j = 0; j < QK5_0; ++j) weight[j] = qw[j] * sqrtf(sigma2 + xb[j]*xb[j]);
+        float d = make_qx_quants(QK5_0, 16, xb, L, 1, weight);
+        y[ib].d = GGML_FP32_TO_FP16(d);
+
+        uint32_t qh = 0;
+
+        for (int j = 0; j < 16; ++j) {
+            const uint8_t xi0 = L[j];
+            const uint8_t xi1 = L[j+16];
+            y[ib].qs[j] = (xi0 & 0x0F) | ((xi1 & 0x0F) << 4);
+
+            // get the 5-th bit and store it in qh at the right position
+            qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+            qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_0/2);
+        }
+
+        memcpy(&y[ib].qh, &qh, sizeof(qh));
+    }
+}
+
+size_t quantize_q5_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    if (!quant_weights) {
+        quantize_row_q5_0_ref(src, dst, (int64_t)nrow*n_per_row);
+        return nrow * ggml_row_size(GGML_TYPE_Q5_0, n_per_row);
+    }
+    size_t row_size = ggml_row_size(GGML_TYPE_Q5_0, n_per_row);
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_q5_0_impl(src, (block_q5_0*)qrow, n_per_row, quant_weights);
+        src += n_per_row;
+        qrow += row_size;
+    }
+    return nrow * row_size;
+}
+
+static void quantize_row_q5_1_impl(const float * GGML_RESTRICT x, block_q5_1 * GGML_RESTRICT y, int64_t n_per_row, const float * quant_weights) {
+    static_assert(QK5_1 == 32, "QK5_1 must be 32");
+
+    if (!quant_weights) {
+        quantize_row_q5_1_ref(x, y, n_per_row);
+        return;
+    }
+
+    float weight[QK5_1];
+    uint8_t L[QK5_1], Laux[QK5_1];
+
+    float sum_x2 = 0;
+    for (int j = 0; j < n_per_row; ++j) sum_x2 += x[j]*x[j];
+    float sigma2 = sum_x2/n_per_row;
+
+    const int64_t nb = n_per_row/QK5_1;
+    for (int ib = 0; ib < nb; ++ib) {
+        const float * xb = x + QK5_1 * ib;
+        const float * qw = quant_weights + QK5_1 * ib;
+        for (int j = 0; j < QK5_1; ++j) weight[j] = qw[j] * sqrtf(sigma2 + xb[j]*xb[j]);
+        float min;
+        float d = make_qkx3_quants(QK5_1, 31, xb, weight, L, &min, Laux, -0.9f, 0.05f, 36, false);
+        y[ib].d = GGML_FP32_TO_FP16(d);
+        y[ib].m = GGML_FP32_TO_FP16(-min);
+
+        uint32_t qh = 0;
+        for (int j = 0; j < 16; ++j) {
+            const uint8_t xi0 = L[j];
+            const uint8_t xi1 = L[j+16];
+            y[ib].qs[j] = (xi0 & 0x0F) | ((xi1 & 0x0F) << 4);
+            // get the 5-th bit and store it in qh at the right position
+            qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+            qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_0/2);
+        }
+        memcpy(&y[ib].qh, &qh, sizeof(qh));
+    }
+}
+
+size_t quantize_q5_1(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    if (!quant_weights) {
+        quantize_row_q5_1_ref(src, dst, (int64_t)nrow*n_per_row);
+        return nrow * ggml_row_size(GGML_TYPE_Q5_1, n_per_row);
+    }
+    size_t row_size = ggml_row_size(GGML_TYPE_Q5_1, n_per_row);
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_q5_1_impl(src, (block_q5_1*)qrow, n_per_row, quant_weights);
+        src += n_per_row;
+        qrow += row_size;
+    }
+    return nrow * row_size;
+}
+
+size_t quantize_q8_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    (void)quant_weights; // not used
+    const size_t row_size = ggml_row_size(GGML_TYPE_Q8_0, n_per_row);
+    quantize_row_q8_0_ref(src, dst, (int64_t)nrow*n_per_row);
+    return nrow * row_size;
+}
+
+// ====================== Ternary (de)-quantization (BitNet b1.58 and TriLMs)
+
+void quantize_row_tq1_0_ref(const float * GGML_RESTRICT x, block_tq1_0 * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int64_t i = 0; i < nb; i++) {
+        float amax = 0.0f; // absolute max
+
+        for (int j = 0; j < QK_K; j++) {
+            const float v = x[j];
+            amax = MAX(amax, fabsf(v));
+        }
+
+        const float d = amax;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        // 5 elements per byte, along 32 bytes
+        for (size_t j = 0; j < sizeof(y->qs) - sizeof(y->qs) % 32; j += 32) {
+            for (size_t m = 0; m < 32; ++m) {
+                uint8_t q = 0;
+                for (size_t n = 0; n < 5; ++n) {
+                    int xi = lroundf(x[m + n*32] * id) + 1; // -1, 0, 1 -> 0, 1, 2
+                    q *= 3;
+                    q += xi;
+                }
+                // ceiling division (243 == pow(3, 5))
+                q = ((uint16_t)q * 256 + (243 - 1)) / 243;
+                y[i].qs[j + m] = q;
+            }
+            x += 5*32;
+        }
+        // along 16 bytes
+        for (size_t j = sizeof(y->qs) - sizeof(y->qs) % 32; j < sizeof(y->qs); j += 16) {
+            for (size_t m = 0; m < 16; ++m) {
+                uint8_t q = 0;
+                for (size_t n = 0; n < 5; ++n) {
+                    int xi = lroundf(x[m + n*16] * id) + 1; // -1, 0, 1 -> 0, 1, 2
+                    q *= 3;
+                    q += xi;
+                }
+                // ceiling division (243 == pow(3, 5))
+                q = ((uint16_t)q * 256 + (243 - 1)) / 243;
+                y[i].qs[j + m] = q;
+            }
+            x += 5*16;
+        }
+        // 4 elements per byte
+        for (size_t j = 0; j < sizeof(y->qh); ++j) {
+            uint8_t q = 0;
+            for (size_t m = 0; m < 4; ++m) {
+                // -1, 0, 1 -> 0, 1, 2
+                int xi = lroundf(x[j + m*sizeof(y->qh)] * id) + 1;
+                q *= 3;
+                q += xi;
+            }
+            // shift the first value to the most significant trit
+            q *= 3;
+            // ceiling division (243 == pow(3, 5))
+            q = ((uint16_t)q * 256 + (243 - 1)) / 243;
+            y[i].qh[j] = q;
+        }
+        x += 4*sizeof(y->qh);
+    }
+}
+
+void quantize_row_tq2_0_ref(const float * GGML_RESTRICT x, block_tq2_0 * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int64_t i = 0; i < nb; i++) {
+        float amax = 0.0f; // absolute max
+
+        for (int j = 0; j < QK_K; j++) {
+            const float v = x[j];
+            amax = MAX(amax, fabsf(v));
+        }
+
+        const float d = amax;
+        const float id = d ? 1.0f/d : 0.0f;
+
+        y[i].d = GGML_FP32_TO_FP16(d);
+
+        for (size_t j = 0; j < sizeof(y->qs); j += 32) {
+            for (size_t m = 0; m < 32; ++m) {
+                uint8_t q = 0;
+                for (size_t n = 0; n < 4; ++n) {
+                    // -1, 0, 1 -> 0, 1, 2
+                    int xi = lroundf(x[m + n*32] * id) + 1;
+                    q += (xi & 3) << (2*n);
+                }
+                y[i].qs[j + m] = q;
+            }
+            x += 4*32;
+        }
+    }
+}
+
+size_t quantize_tq1_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    (void)quant_weights; // not used
+    const size_t row_size = ggml_row_size(GGML_TYPE_TQ1_0, n_per_row);
+    quantize_row_tq1_0_ref(src, dst, (int64_t)nrow*n_per_row);
+    return nrow * row_size;
+}
+
+size_t quantize_tq2_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    (void)quant_weights; // not used
+    const size_t row_size = ggml_row_size(GGML_TYPE_TQ2_0, n_per_row);
+    quantize_row_tq2_0_ref(src, dst, (int64_t)nrow*n_per_row);
+    return nrow * row_size;
+}
+
+void dequantize_row_tq1_0(const block_tq1_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    const uint8_t pow3[6] = {1, 3, 9, 27, 81, 243};
+
+    for (int64_t i = 0; i < nb; ++i) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+
+        for (size_t j = 0; j < sizeof(x->qs) - sizeof(x->qs) % 32; j += 32) {
+            for (size_t n = 0; n < 5; ++n) {
+                for (size_t m = 0; m < 32; ++m) {
+                    uint8_t q = x[i].qs[j + m] * pow3[n];
+                    int16_t xi = ((uint16_t) q * 3) >> 8;
+                    *y++ = (float) (xi - 1) * d;
+                }
+            }
+        }
+        for (size_t j = sizeof(x->qs) - sizeof(x->qs) % 32; j < sizeof(x->qs); j += 16) {
+            for (size_t n = 0; n < 5; ++n) {
+                for (size_t m = 0; m < 16; ++m) {
+                    uint8_t q = x[i].qs[j + m] * pow3[n];
+                    int16_t xi = ((uint16_t) q * 3) >> 8;
+                    *y++ = (float) (xi - 1) * d;
+                }
+            }
+        }
+
+        for (size_t n = 0; n < 4; ++n) {
+            for (size_t j = 0; j < sizeof(x->qh); ++j) {
+                uint8_t q = x[i].qh[j] * pow3[n];
+                int16_t xi = ((uint16_t) q * 3) >> 8;
+                *y++ = (float) (xi - 1) * d;
+            }
+        }
+    }
+}
+
+void dequantize_row_tq2_0(const block_tq2_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int64_t i = 0; i < nb; ++i) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+
+        for (size_t j = 0; j < sizeof(x->qs); j += 32) {
+            for (size_t l = 0; l < 4; ++l) {
+                for (size_t m = 0; m < 32; ++m) {
+                    int8_t q = (x[i].qs[j + m] >> (l*2)) & 3;
+                    *y++ = (float) (q - 1) * d;
+                }
+            }
+        }
+    }
+}
+
+// ====================== "True" 2-bit (de)-quantization
+
+void dequantize_row_iq2_xxs(const block_iq2_xxs * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    uint32_t aux32[2];
+    const uint8_t * aux8 = (const uint8_t *)aux32;
+
+    for (int i = 0; i < nb; i++) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+
+        for (int ib32 = 0; ib32 < QK_K/32; ++ib32) {
+            memcpy(aux32, x[i].qs + 4*ib32, 2*sizeof(uint32_t));
+            const float db = d * (0.5f + (aux32[1] >> 28)) * 0.25f;
+            for (int l = 0; l < 4; ++l) {
+                const uint8_t * grid = (const uint8_t *)(iq2xxs_grid + aux8[l]);
+                const uint8_t  signs = ksigns_iq2xs[(aux32[1] >> 7*l) & 127];
+                for (int j = 0; j < 8; ++j) {
+                    y[j] = db * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+                }
+                y += 8;
+            }
+        }
+    }
+}
+
+// ====================== 2.3125 bpw (de)-quantization
+
+void dequantize_row_iq2_xs(const block_iq2_xs * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    float db[2];
+
+    for (int i = 0; i < nb; i++) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+
+        for (int ib32 = 0; ib32 < QK_K/32; ++ib32) {
+            db[0] = d * (0.5f + (x[i].scales[ib32] & 0xf)) * 0.25f;
+            db[1] = d * (0.5f + (x[i].scales[ib32] >>  4)) * 0.25f;
+            for (int l = 0; l < 4; ++l) {
+                const uint8_t * grid = (const uint8_t *)(iq2xs_grid + (x[i].qs[4*ib32 + l] & 511));
+                const uint8_t  signs = ksigns_iq2xs[x[i].qs[4*ib32 + l] >> 9];
+                for (int j = 0; j < 8; ++j) {
+                    y[j] = db[l/2] * grid[j] * (signs & kmask_iq2xs[j] ? -1.f : 1.f);
+                }
+                y += 8;
+            }
+        }
+    }
+}
+
+// ====================== 2.5625 bpw (de)-quantization
+
+void dequantize_row_iq2_s(const block_iq2_s * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    float db[2];
+
+    for (int i = 0; i < nb; i++) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+        const uint8_t * qs = x[i].qs;
+        const uint8_t * qh = x[i].qh;
+        const uint8_t * signs = qs + QK_K/8;
+
+        for (int ib32 = 0; ib32 < QK_K/32; ++ib32) {
+            db[0] = d * (0.5f + (x[i].scales[ib32] & 0xf)) * 0.25f;
+            db[1] = d * (0.5f + (x[i].scales[ib32] >>  4)) * 0.25f;
+            for (int l = 0; l < 4; ++l) {
+                const float dl = db[l/2];
+                const uint8_t * grid = (const uint8_t *)(iq2s_grid + (qs[l] | (qh[ib32] << (8-2*l) & 0x300)));
+                for (int j = 0; j < 8; ++j) {
+                    y[j] = dl * grid[j] * (signs[l] & kmask_iq2xs[j] ? -1.f : 1.f);
+                }
+                y += 8;
+            }
+            qs += 4;
+            signs += 4;
+        }
+    }
+}
+
+// ====================== 3.0625 bpw (de)-quantization
+
+void dequantize_row_iq3_xxs(const block_iq3_xxs * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    uint32_t aux32;
+
+    for (int i = 0; i < nb; i++) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+        const uint8_t * qs = x[i].qs;
+        const uint8_t * scales_and_signs = qs + QK_K/4;
+
+        for (int ib32 = 0; ib32 < QK_K/32; ++ib32) {
+            memcpy(&aux32, scales_and_signs + 4*ib32, sizeof(uint32_t));
+            const float db = d * (0.5f + (aux32 >> 28)) * 0.5f;
+            for (int l = 0; l < 4; ++l) {
+                const uint8_t  signs = ksigns_iq2xs[(aux32 >> 7*l) & 127];
+                const uint8_t * grid1 = (const uint8_t *)(iq3xxs_grid + qs[2*l+0]);
+                const uint8_t * grid2 = (const uint8_t *)(iq3xxs_grid + qs[2*l+1]);
+                for (int j = 0; j < 4; ++j) {
+                    y[j+0] = db * grid1[j] * (signs & kmask_iq2xs[j+0] ? -1.f : 1.f);
+                    y[j+4] = db * grid2[j] * (signs & kmask_iq2xs[j+4] ? -1.f : 1.f);
+                }
+                y += 8;
+            }
+            qs += 8;
+        }
+    }
+}
+
+// ====================== 3.3125 bpw (de)-quantization
+
+void dequantize_row_iq3_s(const block_iq3_s * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int i = 0; i < nb; i++) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+        const uint8_t * qs = x[i].qs;
+        const uint8_t * qh = x[i].qh;
+        const uint8_t * signs = x[i].signs;
+
+        for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) {
+            const float db1 = d * (1 + 2*(x[i].scales[ib32/2] & 0xf));
+            const float db2 = d * (1 + 2*(x[i].scales[ib32/2] >>  4));
+            for (int l = 0; l < 4; ++l) {
+                const uint8_t * grid1 = (const uint8_t *)(iq3s_grid + (qs[2*l+0] | ((qh[0] << (8-2*l)) & 256)));
+                const uint8_t * grid2 = (const uint8_t *)(iq3s_grid + (qs[2*l+1] | ((qh[0] << (7-2*l)) & 256)));
+                for (int j = 0; j < 4; ++j) {
+                    y[j+0] = db1 * grid1[j] * (signs[l] & kmask_iq2xs[j+0] ? -1.f : 1.f);
+                    y[j+4] = db1 * grid2[j] * (signs[l] & kmask_iq2xs[j+4] ? -1.f : 1.f);
+                }
+                y += 8;
+            }
+            qs += 8;
+            signs += 4;
+            for (int l = 0; l < 4; ++l) {
+                const uint8_t * grid1 = (const uint8_t *)(iq3s_grid + (qs[2*l+0] | ((qh[1] << (8-2*l)) & 256)));
+                const uint8_t * grid2 = (const uint8_t *)(iq3s_grid + (qs[2*l+1] | ((qh[1] << (7-2*l)) & 256)));
+                for (int j = 0; j < 4; ++j) {
+                    y[j+0] = db2 * grid1[j] * (signs[l] & kmask_iq2xs[j+0] ? -1.f : 1.f);
+                    y[j+4] = db2 * grid2[j] * (signs[l] & kmask_iq2xs[j+4] ? -1.f : 1.f);
+                }
+                y += 8;
+            }
+            qh += 2;
+            qs += 8;
+            signs += 4;
+        }
+    }
+}
+
+// ====================== 1.5625 bpw (de)-quantization
+
+void dequantize_row_iq1_s(const block_iq1_s * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int i = 0; i < nb; i++) {
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+        const uint8_t  * qs = x[i].qs;
+        const uint16_t * qh = x[i].qh;
+
+        for (int ib = 0; ib < QK_K/32; ++ib) {
+            const float dl = d * (2*((qh[ib] >> 12) & 7) + 1);
+            const float delta = qh[ib] & 0x8000 ? -IQ1S_DELTA : IQ1S_DELTA;
+            for (int l = 0; l < 4; ++l) {
+                const int8_t * grid = (const int8_t *)(iq1s_grid + (qs[l] | (((qh[ib] >> 3*l) & 7) << 8)));
+                for (int j = 0; j < 8; ++j) {
+                    y[j] = dl * (grid[j] + delta);
+                }
+                y += 8;
+            }
+            qs += 4;
+        }
+    }
+}
+
+void dequantize_row_iq1_m(const block_iq1_m * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    float delta[4];
+    uint16_t idx[4];
+
+    iq1m_scale_t scale;
+
+    for (int i = 0; i < nb; i++) {
+
+        const uint16_t * sc = (const uint16_t *)x[i].scales;
+        scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+        const float d = GGML_FP16_TO_FP32(scale.f16);
+
+        const uint8_t * qs = x[i].qs;
+        const uint8_t * qh = x[i].qh;
+
+        for (int ib = 0; ib < QK_K/32; ++ib) {
+            const float dl1 = d * (2*((sc[ib/2] >> (6*(ib%2)+0)) & 0x7) + 1);
+            const float dl2 = d * (2*((sc[ib/2] >> (6*(ib%2)+3)) & 0x7) + 1);
+
+            idx[0] = qs[0] | ((qh[0] << 8) & 0x700);
+            idx[1] = qs[1] | ((qh[0] << 4) & 0x700);
+            idx[2] = qs[2] | ((qh[1] << 8) & 0x700);
+            idx[3] = qs[3] | ((qh[1] << 4) & 0x700);
+            delta[0] = qh[0] & 0x08 ? -IQ1S_DELTA : IQ1S_DELTA;
+            delta[1] = qh[0] & 0x80 ? -IQ1S_DELTA : IQ1S_DELTA;
+            delta[2] = qh[1] & 0x08 ? -IQ1S_DELTA : IQ1S_DELTA;
+            delta[3] = qh[1] & 0x80 ? -IQ1S_DELTA : IQ1S_DELTA;
+            for (int l = 0; l < 2; ++l) {
+                const int8_t * grid = (const int8_t *)(iq1s_grid + idx[l]);
+                for (int j = 0; j < 8; ++j) {
+                    y[j] = dl1 * (grid[j] + delta[l]);
+                }
+                y += 8;
+            }
+            for (int l = 2; l < 4; ++l) {
+                const int8_t * grid = (const int8_t *)(iq1s_grid + idx[l]);
+                for (int j = 0; j < 8; ++j) {
+                    y[j] = dl2 * (grid[j] + delta[l]);
+                }
+                y += 8;
+            }
+            qs += 4;
+            qh += 2;
+        }
+    }
+}
+
+static const int8_t kvalues_iq4nl[16] = {-127, -104, -83, -65, -49, -35, -22, -10, 1, 13, 25, 38, 53, 69, 89, 113};
+
+void dequantize_row_iq4_nl(const block_iq4_nl * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK4_NL == 0);
+    const int64_t nb = k / QK4_NL;
+
+    for (int i = 0; i < nb; i++) {
+
+        const uint8_t * qs = x[i].qs;
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+        for (int j = 0; j < QK4_NL/2; ++j) {
+            y[j+       0] = d * kvalues_iq4nl[qs[j] & 0xf];
+            y[j+QK4_NL/2] = d * kvalues_iq4nl[qs[j] >>  4];
+        }
+        y  += QK4_NL;
+        qs += QK4_NL/2;
+    }
+}
+
+void dequantize_row_iq4_xs(const block_iq4_xs * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int i = 0; i < nb; i++) {
+
+        const uint8_t * qs = x[i].qs;
+
+        const float d = GGML_FP16_TO_FP32(x[i].d);
+
+        for (int ib = 0; ib < QK_K/32; ++ib) {
+            const int ls = ((x[i].scales_l[ib/2] >> 4*(ib%2)) & 0xf) | (((x[i].scales_h >> 2*ib) & 3) << 4);
+            const float dl = d * (ls - 32);
+            for (int j = 0; j < 16; ++j) {
+                y[j+ 0] = dl * kvalues_iq4nl[qs[j] & 0xf];
+                y[j+16] = dl * kvalues_iq4nl[qs[j] >>  4];
+            }
+            y  += 32;
+            qs += 16;
+        }
+    }
+}
+
+//===================================== Q8_K ==============================================
+
+void quantize_row_q8_K_ref(const float * GGML_RESTRICT x, block_q8_K * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int i = 0; i < nb; i++) {
+
+        float max = 0;
+        float amax = 0;
+        for (int j = 0; j < QK_K; ++j) {
+            float ax = fabsf(x[j]);
+            if (ax > amax) {
+                amax = ax; max = x[j];
+            }
+        }
+        if (!amax) {
+            y[i].d = 0;
+            memset(y[i].qs, 0, QK_K);
+            x += QK_K;
+            continue;
+        }
+        //const float iscale = -128.f/max;
+        // We need this change for IQ2_XXS, else the AVX implementation becomes very awkward
+        const float iscale = -127.f/max;
+        for (int j = 0; j < QK_K; ++j) {
+            int v = nearest_int(iscale*x[j]);
+            y[i].qs[j] = MIN(127, v);
+        }
+        for (int j = 0; j < QK_K/16; ++j) {
+            int sum = 0;
+            for (int ii = 0; ii < 16; ++ii) {
+                sum += y[i].qs[j*16 + ii];
+            }
+            y[i].bsums[j] = sum;
+        }
+        y[i].d = 1/iscale;
+        x += QK_K;
+    }
+}
+
+void dequantize_row_q8_K(const block_q8_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    const int64_t nb = k / QK_K;
+
+    for (int i = 0; i < nb; i++) {
+        for (int j = 0; j < QK_K; ++j) {
+            *y++ = x[i].d * x[i].qs[j];
+        }
+    }
+}
+
+// ================================ IQ2 quantization =============================================
+
+typedef struct {
+    uint64_t * grid;
+    int      * map;
+    uint16_t * neighbours;
+} iq2_entry_t;
+
+static iq2_entry_t iq2_data[4] = {
+    {NULL, NULL, NULL},
+    {NULL, NULL, NULL},
+    {NULL, NULL, NULL},
+    {NULL, NULL, NULL},
+};
+
+static inline int iq2_data_index(enum ggml_type type) {
+    GGML_ASSERT(type == GGML_TYPE_IQ2_XXS || type == GGML_TYPE_IQ2_XS || type == GGML_TYPE_IQ1_S || type == GGML_TYPE_IQ1_M || type == GGML_TYPE_IQ2_S);
+    return type == GGML_TYPE_IQ2_XXS ? 0 :
+           type == GGML_TYPE_IQ2_XS  ? 1 :
+           type == GGML_TYPE_IQ1_S || type == GGML_TYPE_IQ1_M ? 2 : 3;
+}
+
+static inline int iq2_grid_size(enum ggml_type type) {
+    GGML_ASSERT(type == GGML_TYPE_IQ2_XXS || type == GGML_TYPE_IQ2_XS || type == GGML_TYPE_IQ1_S || type == GGML_TYPE_IQ1_M || type == GGML_TYPE_IQ2_S);
+    return type == GGML_TYPE_IQ2_XXS ? 256 :
+           type == GGML_TYPE_IQ2_XS  ? 512 :
+           type == GGML_TYPE_IQ1_S || type == GGML_TYPE_IQ1_M ? NGRID_IQ1S : 1024;
+}
+
+static int iq2_compare_func(const void * left, const void * right) {
+    const int * l = (const int *)left;
+    const int * r = (const int *)right;
+    return l[0] < r[0] ? -1 : l[0] > r[0] ? 1 : l[1] < r[1] ? -1 : l[1] > r[1] ? 1 : 0;
+}
+
+void iq2xs_init_impl(enum ggml_type type) {
+    const int gindex = iq2_data_index(type);
+    const int grid_size = iq2_grid_size(type);
+    if (iq2_data[gindex].grid) {
+        return;
+    }
+    static const uint16_t kgrid_2bit_256[256] = {
+            0,     2,     5,     8,    10,    17,    20,    32,    34,    40,    42,    65,    68,    80,    88,    97,
+          100,   128,   130,   138,   162,   257,   260,   272,   277,   320,   388,   408,   512,   514,   546,   642,
+         1025,  1028,  1040,  1057,  1060,  1088,  1090,  1096,  1120,  1153,  1156,  1168,  1188,  1280,  1282,  1288,
+         1312,  1350,  1385,  1408,  1425,  1545,  1552,  1600,  1668,  1700,  2048,  2053,  2056,  2068,  2088,  2113,
+         2116,  2128,  2130,  2184,  2308,  2368,  2562,  2580,  4097,  4100,  4112,  4129,  4160,  4192,  4228,  4240,
+         4245,  4352,  4360,  4384,  4432,  4442,  4480,  4644,  4677,  5120,  5128,  5152,  5157,  5193,  5248,  5400,
+         5474,  5632,  5654,  6145,  6148,  6160,  6208,  6273,  6400,  6405,  6560,  6737,  8192,  8194,  8202,  8260,
+         8289,  8320,  8322,  8489,  8520,  8704,  8706,  9217,  9220,  9232,  9280,  9302,  9472,  9537,  9572,  9872,
+        10248, 10272, 10388, 10820, 16385, 16388, 16400, 16408, 16417, 16420, 16448, 16456, 16470, 16480, 16513, 16516,
+        16528, 16640, 16672, 16737, 16768, 16773, 16897, 16912, 16968, 16982, 17000, 17408, 17416, 17440, 17536, 17561,
+        17682, 17700, 17920, 18433, 18436, 18448, 18496, 18501, 18688, 18776, 18785, 18818, 19013, 19088, 20480, 20488,
+        20497, 20505, 20512, 20608, 20616, 20740, 20802, 20900, 21137, 21648, 21650, 21770, 22017, 22100, 22528, 22545,
+        22553, 22628, 22848, 23048, 24580, 24592, 24640, 24680, 24832, 24917, 25112, 25184, 25600, 25605, 25872, 25874,
+        25988, 26690, 32768, 32770, 32778, 32833, 32898, 33028, 33048, 33088, 33297, 33793, 33796, 33808, 33813, 33856,
+        33888, 34048, 34118, 34196, 34313, 34368, 34400, 34818, 35076, 35345, 36868, 36880, 36900, 36928, 37025, 37142,
+        37248, 37445, 37888, 37922, 37956, 38225, 39041, 39200, 40962, 41040, 41093, 41225, 41472, 42008, 43088, 43268,
+    };
+    static const uint16_t kgrid_2bit_512[512] = {
+            0,     2,     5,     8,    10,    17,    20,    22,    25,    32,    34,    37,    40,    65,    68,    70,
+           73,    80,    82,    85,    88,    97,   100,   128,   130,   133,   136,   145,   148,   153,   160,   257,
+          260,   262,   265,   272,   274,   277,   280,   282,   289,   292,   320,   322,   325,   328,   337,   340,
+          352,   360,   385,   388,   400,   512,   514,   517,   520,   529,   532,   544,   577,   580,   592,   597,
+          640,   650,  1025,  1028,  1030,  1033,  1040,  1042,  1045,  1048,  1057,  1060,  1088,  1090,  1093,  1096,
+         1105,  1108,  1110,  1120,  1153,  1156,  1168,  1280,  1282,  1285,  1288,  1297,  1300,  1312,  1345,  1348,
+         1360,  1377,  1408,  1537,  1540,  1552,  1574,  1600,  1602,  1668,  2048,  2050,  2053,  2056,  2058,  2065,
+         2068,  2080,  2085,  2113,  2116,  2128,  2136,  2176,  2208,  2218,  2305,  2308,  2320,  2368,  2433,  2441,
+         2560,  2592,  2600,  2710,  2720,  4097,  4100,  4102,  4105,  4112,  4114,  4117,  4120,  4129,  4132,  4160,
+         4162,  4165,  4168,  4177,  4180,  4192,  4202,  4225,  4228,  4240,  4352,  4354,  4357,  4360,  4369,  4372,
+         4384,  4417,  4420,  4432,  4480,  4500,  4502,  4609,  4612,  4614,  4624,  4672,  4704,  5120,  5122,  5125,
+         5128,  5137,  5140,  5152,  5185,  5188,  5193,  5200,  5220,  5248,  5377,  5380,  5392,  5440,  5632,  5652,
+         5705,  6145,  6148,  6160,  6162,  6208,  6228,  6278,  6400,  6405,  6502,  6737,  6825,  8192,  8194,  8197,
+         8200,  8202,  8209,  8212,  8224,  8257,  8260,  8272,  8320,  8352,  8449,  8452,  8464,  8512,  8520,  8549,
+         8704,  8738,  8832,  8872,  9217,  9220,  9232,  9257,  9280,  9472,  9537,  9554,  9625,  9729,  9754,  9894,
+        10240, 10248, 10250, 10272, 10325, 10376, 10402, 10600, 10640, 10760, 10784, 10882, 10888, 10890, 16385, 16388,
+        16390, 16393, 16400, 16402, 16405, 16408, 16417, 16420, 16448, 16450, 16453, 16456, 16458, 16465, 16468, 16480,
+        16485, 16513, 16516, 16528, 16640, 16642, 16645, 16648, 16657, 16660, 16672, 16705, 16708, 16720, 16768, 16773,
+        16802, 16897, 16900, 16912, 16914, 16937, 16960, 17408, 17410, 17413, 17416, 17425, 17428, 17433, 17440, 17473,
+        17476, 17488, 17536, 17556, 17665, 17668, 17680, 17700, 17728, 17818, 17920, 17930, 17988, 18000, 18433, 18436,
+        18448, 18496, 18501, 18516, 18530, 18688, 18705, 18756, 18768, 18793, 18948, 20480, 20482, 20485, 20488, 20497,
+        20500, 20512, 20520, 20545, 20548, 20560, 20608, 20737, 20740, 20752, 20757, 20800, 20802, 20992, 21060, 21162,
+        21505, 21508, 21520, 21537, 21568, 21600, 21633, 21665, 21760, 21768, 21888, 21896, 22049, 22120, 22177, 22528,
+        22548, 22593, 22608, 22681, 22810, 22848, 22850, 23173, 24577, 24580, 24592, 24640, 24660, 24674, 24710, 24745,
+        24832, 25124, 25162, 25234, 25600, 25622, 25872, 25920, 25925, 26020, 26625, 26730, 26917, 27142, 27220, 27234,
+        32768, 32770, 32773, 32776, 32785, 32788, 32800, 32810, 32833, 32836, 32848, 32896, 32898, 32936, 32938, 33025,
+        33028, 33030, 33040, 33088, 33105, 33113, 33280, 33312, 33408, 33410, 33440, 33448, 33793, 33796, 33808, 33810,
+        33813, 33856, 33888, 33929, 34048, 34116, 34213, 34328, 34410, 34816, 34824, 34853, 34906, 34944, 34946, 34984,
+        35078, 35362, 35456, 35464, 35478, 35496, 36865, 36868, 36880, 36928, 36950, 36996, 37120, 37154, 37220, 37462,
+        37513, 37888, 37893, 37956, 37968, 37976, 38185, 38288, 38290, 38465, 38993, 39078, 39241, 39445, 39520, 40960,
+        40962, 40968, 40970, 40992, 41002, 41120, 41297, 41305, 41382, 41472, 41474, 41480, 41514, 41600, 41632, 42048,
+        42133, 42597, 42648, 43018, 43040, 43042, 43048, 43168, 43176, 43268, 43396, 43398, 43560, 43562, 43665, 43690,
+    };
+    static const uint16_t kgrid_1bit_2048[NGRID_IQ1S] = {
+            0,     2,     5,     8,    10,    17,    21,    32,    34,    40,    42,    69,    81,    84,    86,   101,
+          128,   130,   136,   138,   149,   160,   162,   168,   170,   260,   261,   273,   276,   278,   281,   282,
+          293,   321,   326,   329,   338,   341,   346,   353,   356,   358,   360,   389,   401,   404,   406,   421,
+          512,   514,   520,   522,   533,   544,   546,   552,   554,   581,   593,   601,   612,   617,   640,   642,
+          648,   650,   657,   661,   665,   672,   674,   680,   682,  1041,  1044,  1046,  1061,  1089,  1097,  1109,
+         1114,  1124,  1125,  1169,  1177,  1189,  1281,  1284,  1285,  1286,  1301,  1304,  1306,  1321,  1344,  1349,
+         1354,  1360,  1361,  1364,  1365,  1366,  1369,  1376,  1378,  1381,  1384,  1386,  1409,  1425,  1429,  1432,
+         1434,  1441,  1444,  1445,  1446,  1449,  1556,  1561,  1601,  1604,  1616,  1618,  1621,  1624,  1632,  1633,
+         1638,  1641,  1669,  1681,  1684,  1689,  2048,  2050,  2056,  2058,  2069,  2080,  2082,  2088,  2090,  2117,
+         2129,  2134,  2149,  2176,  2178,  2184,  2186,  2197,  2208,  2210,  2216,  2218,  2309,  2321,  2324,  2329,
+         2340,  2341,  2369,  2384,  2385,  2389,  2401,  2404,  2409,  2449,  2452,  2454,  2457,  2469,  2560,  2562,
+         2568,  2570,  2581,  2592,  2594,  2600,  2602,  2629,  2641,  2649,  2657,  2661,  2688,  2690,  2693,  2696,
+         2698,  2709,  2720,  2722,  2728,  2730,  4112,  4113,  4116,  4121,  4132,  4133,  4161,  4164,  4176,  4181,
+         4184,  4193,  4196,  4197,  4201,  4241,  4244,  4246,  4257,  4261,  4353,  4356,  4358,  4361,  4368,  4370,
+         4373,  4376,  4385,  4388,  4393,  4421,  4426,  4432,  4433,  4434,  4436,  4437,  4438,  4441,  4448,  4453,
+         4484,  4498,  4501,  4513,  4516,  4625,  4628,  4630,  4645,  4672,  4678,  4681,  4690,  4693,  4696,  4698,
+         4708,  4710,  4741,  4753,  4756,  4758,  4773,  5121,  5126,  5129,  5140,  5141,  5144,  5145,  5153,  5158,
+         5185,  5189,  5190,  5192,  5194,  5201,  5204,  5205,  5206,  5209,  5218,  5221,  5224,  5252,  5257,  5264,
+         5268,  5269,  5272,  5273,  5274,  5281,  5284,  5285,  5289,  5378,  5381,  5386,  5393,  5396,  5397,  5398,
+         5401,  5408,  5410,  5413,  5416,  5418,  5441,  5444,  5445,  5446,  5457,  5458,  5460,  5461,  5462,  5465,
+         5466,  5473,  5476,  5477,  5478,  5481,  5504,  5506,  5508,  5509,  5512,  5514,  5520,  5521,  5524,  5525,
+         5526,  5529,  5530,  5536,  5538,  5541,  5633,  5636,  5637,  5638,  5653,  5654,  5656,  5658,  5665,  5670,
+         5696,  5698,  5700,  5701,  5704,  5706,  5713,  5717,  5718,  5720,  5721,  5729,  5732,  5733,  5736,  5737,
+         5738,  5766,  5770,  5778,  5781,  5796,  5801,  6161,  6166,  6181,  6209,  6212,  6214,  6217,  6224,  6229,
+         6232,  6234,  6240,  6241,  6244,  6246,  6249,  6277,  6289,  6292,  6309,  6416,  6418,  6421,  6426,  6433,
+         6437,  6466,  6468,  6469,  6472,  6481,  6484,  6485,  6486,  6489,  6490,  6496,  6501,  6506,  6537,  6545,
+         6546,  6549,  6552,  6561,  6566,  6569,  6665,  6678,  6692,  6694,  6724,  6726,  6729,  6736,  6738,  6741,
+         6744,  6753,  6758,  6761,  6789,  6801,  6806,  6810,  8192,  8194,  8200,  8202,  8213,  8224,  8226,  8229,
+         8232,  8234,  8261,  8273,  8281,  8289,  8293,  8320,  8322,  8328,  8330,  8341,  8352,  8354,  8357,  8360,
+         8362,  8453,  8465,  8468,  8473,  8485,  8514,  8516,  8521,  8533,  8536,  8538,  8545,  8548,  8549,  8550,
+         8581,  8592,  8598,  8601,  8613,  8705,  8712,  8714,  8721,  8725,  8736,  8738,  8744,  8746,  8773,  8785,
+         8790,  8793,  8805,  8833,  8840,  8842,  8849,  8853,  8864,  8866,  8872,  8874,  9221,  9236,  9238,  9241,
+         9253,  9284,  9285,  9286,  9289,  9298,  9301,  9304,  9306,  9318,  9349,  9361,  9364,  9369,  9377,  9381,
+         9481,  9493,  9505,  9513,  9536,  9541,  9544,  9553,  9556,  9557,  9561,  9570,  9573,  9576,  9609,  9616,
+         9620,  9621,  9624,  9626,  9633,  9636,  9638,  9641,  9733,  9744,  9746,  9753,  9765,  9793,  9801,  9813,
+         9824,  9825,  9833,  9860,  9862,  9872,  9882, 10240, 10242, 10248, 10250, 10261, 10272, 10274, 10280, 10282,
+        10309, 10321, 10324, 10341, 10368, 10370, 10376, 10378, 10400, 10402, 10408, 10410, 10505, 10513, 10516, 10521,
+        10533, 10566, 10569, 10578, 10581, 10593, 10596, 10598, 10601, 10629, 10640, 10646, 10649, 10660, 10661, 10752,
+        10754, 10760, 10762, 10784, 10786, 10792, 10794, 10821, 10833, 10838, 10841, 10853, 10880, 10882, 10888, 10890,
+        10901, 10912, 10914, 10920, 10922, 16389, 16401, 16406, 16421, 16457, 16466, 16469, 16472, 16474, 16481, 16484,
+        16486, 16532, 16537, 16545, 16550, 16640, 16641, 16644, 16646, 16649, 16658, 16661, 16662, 16664, 16666, 16673,
+        16678, 16681, 16709, 16712, 16714, 16721, 16724, 16725, 16726, 16729, 16730, 16741, 16744, 16746, 16769, 16772,
+        16774, 16784, 16786, 16789, 16800, 16801, 16802, 16901, 16913, 16916, 16918, 16933, 16961, 16978, 16981, 16986,
+        16996, 17001, 17033, 17044, 17061, 17409, 17429, 17433, 17449, 17477, 17480, 17482, 17489, 17492, 17493, 17494,
+        17505, 17506, 17509, 17512, 17514, 17537, 17542, 17545, 17552, 17554, 17557, 17568, 17569, 17577, 17665, 17666,
+        17669, 17674, 17681, 17684, 17685, 17686, 17689, 17696, 17701, 17706, 17729, 17732, 17733, 17734, 17737, 17744,
+        17745, 17748, 17749, 17750, 17752, 17753, 17761, 17764, 17765, 17766, 17769, 17794, 17796, 17797, 17800, 17809,
+        17812, 17813, 17814, 17817, 17818, 17829, 17832, 17834, 17921, 17925, 17929, 17940, 17941, 17944, 17946, 17953,
+        17956, 17961, 17984, 17986, 17989, 17992, 18000, 18001, 18002, 18005, 18006, 18009, 18018, 18021, 18024, 18049,
+        18053, 18058, 18068, 18069, 18081, 18084, 18086, 18437, 18449, 18453, 18458, 18469, 18498, 18505, 18512, 18517,
+        18520, 18529, 18532, 18534, 18537, 18565, 18577, 18580, 18582, 18585, 18597, 18689, 18693, 18694, 18698, 18704,
+        18708, 18709, 18712, 18721, 18724, 18726, 18752, 18757, 18762, 18769, 18770, 18772, 18773, 18774, 18777, 18784,
+        18786, 18789, 18790, 18794, 18822, 18825, 18834, 18837, 18838, 18840, 18849, 18852, 18854, 18857, 18966, 19012,
+        19014, 19017, 19029, 19032, 19034, 19044, 19049, 19092, 19109, 20481, 20484, 20485, 20486, 20489, 20498, 20501,
+        20506, 20513, 20516, 20521, 20544, 20549, 20552, 20561, 20564, 20565, 20566, 20569, 20581, 20584, 20614, 20617,
+        20629, 20632, 20640, 20641, 20646, 20649, 20741, 20744, 20745, 20746, 20753, 20756, 20757, 20758, 20760, 20761,
+        20768, 20773, 20774, 20776, 20778, 20801, 20804, 20805, 20806, 20809, 20816, 20817, 20818, 20820, 20821, 20822,
+        20824, 20825, 20826, 20833, 20836, 20837, 20838, 20841, 20866, 20869, 20881, 20884, 20885, 20886, 20889, 20896,
+        20901, 20906, 20993, 20998, 21010, 21013, 21018, 21025, 21028, 21058, 21061, 21066, 21073, 21076, 21077, 21078,
+        21081, 21090, 21093, 21125, 21136, 21138, 21141, 21145, 21146, 21156, 21508, 21509, 21521, 21524, 21525, 21526,
+        21528, 21529, 21537, 21541, 21544, 21546, 21569, 21572, 21573, 21574, 21577, 21578, 21584, 21585, 21588, 21589,
+        21590, 21592, 21593, 21594, 21601, 21602, 21604, 21605, 21606, 21609, 21632, 21640, 21642, 21649, 21652, 21653,
+        21654, 21657, 21665, 21668, 21669, 21674, 21761, 21762, 21764, 21765, 21766, 21769, 21776, 21777, 21778, 21780,
+        21781, 21782, 21785, 21786, 21793, 21796, 21797, 21798, 21801, 21824, 21825, 21826, 21828, 21829, 21830, 21832,
+        21833, 21840, 21841, 21842, 21844, 21845, 21846, 21848, 21849, 21850, 21856, 21857, 21860, 21861, 21862, 21864,
+        21865, 21866, 21889, 21892, 21893, 21897, 21898, 21904, 21905, 21908, 21909, 21910, 21912, 21913, 21921, 21924,
+        21925, 21926, 21929, 22016, 22017, 22018, 22020, 22022, 22024, 22025, 22033, 22036, 22037, 22040, 22041, 22048,
+        22049, 22050, 22052, 22053, 22054, 22056, 22057, 22081, 22085, 22086, 22088, 22089, 22090, 22096, 22097, 22098,
+        22100, 22101, 22102, 22104, 22105, 22106, 22113, 22116, 22117, 22121, 22146, 22149, 22150, 22152, 22153, 22154,
+        22161, 22165, 22170, 22178, 22181, 22182, 22184, 22185, 22532, 22533, 22534, 22537, 22544, 22549, 22552, 22561,
+        22570, 22597, 22600, 22602, 22609, 22612, 22613, 22614, 22616, 22617, 22624, 22626, 22628, 22629, 22658, 22665,
+        22672, 22674, 22677, 22680, 22689, 22697, 22785, 22786, 22789, 22794, 22801, 22804, 22805, 22806, 22809, 22821,
+        22849, 22852, 22853, 22854, 22857, 22864, 22865, 22866, 22868, 22869, 22870, 22872, 22873, 22874, 22881, 22884,
+        22885, 22886, 22889, 22913, 22917, 22921, 22929, 22932, 22933, 22934, 22936, 22937, 22949, 23044, 23048, 23061,
+        23066, 23072, 23077, 23078, 23081, 23109, 23112, 23113, 23121, 23125, 23126, 23128, 23129, 23138, 23141, 23144,
+        23146, 23169, 23178, 23186, 23189, 23190, 23192, 23194, 23201, 24581, 24596, 24598, 24601, 24613, 24644, 24656,
+        24661, 24662, 24664, 24666, 24673, 24676, 24678, 24681, 24705, 24726, 24741, 24833, 24836, 24838, 24841, 24850,
+        24853, 24865, 24866, 24870, 24873, 24901, 24905, 24913, 24917, 24918, 24921, 24933, 24934, 24938, 24964, 24970,
+        24978, 24981, 24993, 24998, 25001, 25105, 25110, 25113, 25152, 25153, 25158, 25173, 25174, 25176, 25184, 25221,
+        25233, 25238, 25253, 25617, 25618, 25621, 25622, 25626, 25633, 25638, 25641, 25664, 25666, 25669, 25672, 25674,
+        25681, 25684, 25685, 25686, 25689, 25690, 25696, 25698, 25701, 25732, 25733, 25737, 25744, 25746, 25748, 25749,
+        25750, 25752, 25754, 25761, 25764, 25769, 25861, 25864, 25866, 25873, 25877, 25878, 25881, 25924, 25925, 25926,
+        25929, 25936, 25937, 25940, 25941, 25942, 25945, 25953, 25956, 25957, 25958, 25961, 25990, 25993, 25994, 26001,
+        26005, 26006, 26009, 26010, 26018, 26021, 26022, 26024, 26114, 26121, 26133, 26144, 26150, 26152, 26153, 26176,
+        26181, 26184, 26186, 26193, 26196, 26197, 26198, 26200, 26202, 26208, 26213, 26216, 26240, 26242, 26245, 26250,
+        26260, 26262, 26264, 26265, 26272, 26276, 26278, 26282, 26646, 26649, 26661, 26689, 26706, 26709, 26714, 26721,
+        26729, 26757, 26769, 26776, 26790, 26881, 26884, 26896, 26901, 26913, 26916, 26918, 26921, 26944, 26945, 26949,
+        26950, 26952, 26961, 26964, 26965, 26966, 26969, 26976, 26981, 26986, 27010, 27012, 27018, 27029, 27041, 27044,
+        27045, 27049, 27153, 27158, 27160, 27201, 27204, 27209, 27216, 27221, 27224, 27226, 27236, 27237, 27241, 27270,
+        27284, 27288, 27290, 27302, 32768, 32770, 32776, 32778, 32800, 32802, 32808, 32810, 32837, 32848, 32849, 32852,
+        32854, 32857, 32869, 32896, 32898, 32904, 32906, 32917, 32928, 32930, 32936, 32938, 33029, 33041, 33044, 33046,
+        33049, 33061, 33089, 33092, 33097, 33104, 33106, 33109, 33110, 33112, 33113, 33124, 33126, 33129, 33157, 33161,
+        33172, 33174, 33177, 33189, 33280, 33282, 33288, 33290, 33301, 33312, 33314, 33320, 33322, 33361, 33364, 33369,
+        33381, 33408, 33410, 33416, 33418, 33429, 33440, 33442, 33448, 33450, 33812, 33817, 33857, 33860, 33873, 33877,
+        33882, 33889, 33892, 33897, 33940, 33945, 34049, 34057, 34066, 34069, 34074, 34086, 34089, 34112, 34113, 34117,
+        34120, 34129, 34132, 34133, 34134, 34137, 34138, 34149, 34150, 34152, 34154, 34177, 34180, 34182, 34185, 34192,
+        34194, 34197, 34200, 34214, 34321, 34326, 34329, 34341, 34369, 34372, 34377, 34378, 34384, 34389, 34393, 34394,
+        34401, 34406, 34410, 34437, 34449, 34458, 34468, 34816, 34818, 34824, 34826, 34837, 34848, 34850, 34856, 34858,
+        34881, 34885, 34897, 34900, 34905, 34917, 34921, 34944, 34946, 34952, 34954, 34965, 34976, 34978, 34984, 34986,
+        35077, 35078, 35089, 35092, 35094, 35109, 35137, 35140, 35142, 35145, 35152, 35154, 35157, 35162, 35169, 35172,
+        35205, 35222, 35225, 35237, 35328, 35330, 35336, 35338, 35349, 35360, 35362, 35368, 35370, 35397, 35409, 35412,
+        35414, 35456, 35458, 35464, 35466, 35477, 35488, 35490, 35496, 35498, 36869, 36881, 36886, 36888, 36889, 36901,
+        36929, 36934, 36937, 36949, 36952, 36954, 36969, 36970, 36997, 37009, 37012, 37014, 37017, 37029, 37121, 37124,
+        37126, 37129, 37136, 37141, 37144, 37146, 37153, 37156, 37158, 37161, 37184, 37189, 37200, 37201, 37204, 37205,
+        37206, 37209, 37218, 37221, 37252, 37254, 37266, 37269, 37272, 37281, 37284, 37286, 37289, 37381, 37393, 37396,
+        37401, 37413, 37444, 37446, 37449, 37456, 37458, 37461, 37464, 37478, 37481, 37509, 37524, 37526, 37545, 37889,
+        37892, 37894, 37904, 37909, 37912, 37926, 37952, 37962, 37969, 37972, 37973, 37974, 37976, 37977, 37984, 37985,
+        37986, 37989, 38020, 38022, 38034, 38036, 38037, 38040, 38049, 38057, 38144, 38149, 38152, 38154, 38160, 38161,
+        38164, 38165, 38166, 38169, 38177, 38181, 38185, 38186, 38209, 38212, 38213, 38214, 38217, 38224, 38225, 38226,
+        38228, 38229, 38230, 38232, 38233, 38234, 38241, 38244, 38245, 38246, 38249, 38273, 38277, 38280, 38289, 38290,
+        38292, 38293, 38294, 38297, 38298, 38304, 38306, 38309, 38312, 38314, 38401, 38404, 38416, 38421, 38425, 38432,
+        38438, 38441, 38469, 38472, 38473, 38481, 38482, 38485, 38486, 38489, 38501, 38504, 38530, 38532, 38537, 38538,
+        38546, 38548, 38549, 38564, 38566, 38569, 38917, 38934, 38937, 38949, 38977, 38982, 38992, 38994, 38997, 38998,
+        39002, 39012, 39013, 39045, 39057, 39062, 39065, 39077, 39172, 39174, 39177, 39184, 39186, 39189, 39192, 39194,
+        39200, 39201, 39204, 39206, 39232, 39234, 39237, 39240, 39242, 39249, 39252, 39253, 39254, 39257, 39266, 39269,
+        39270, 39274, 39297, 39300, 39312, 39314, 39317, 39322, 39329, 39334, 39429, 39445, 39461, 39492, 39494, 39497,
+        39504, 39509, 39512, 39521, 39557, 39569, 39572, 39573, 39574, 40960, 40962, 40968, 40970, 40981, 40992, 40994,
+        41000, 41002, 41029, 41041, 41044, 41046, 41049, 41088, 41090, 41096, 41098, 41109, 41120, 41122, 41128, 41130,
+        41221, 41225, 41233, 41236, 41238, 41241, 41242, 41286, 41289, 41297, 41301, 41304, 41306, 41313, 41316, 41349,
+        41360, 41362, 41366, 41369, 41474, 41480, 41482, 41488, 41497, 41506, 41512, 41514, 41541, 41553, 41558, 41561,
+        41573, 41600, 41602, 41608, 41610, 41621, 41632, 41634, 41640, 41642, 42009, 42021, 42049, 42052, 42064, 42068,
+        42069, 42072, 42074, 42081, 42085, 42086, 42088, 42089, 42117, 42246, 42249, 42256, 42258, 42261, 42264, 42278,
+        42281, 42306, 42309, 42321, 42324, 42325, 42326, 42329, 42341, 42346, 42369, 42372, 42373, 42374, 42377, 42386,
+        42389, 42392, 42501, 42513, 42518, 42522, 42529, 42533, 42564, 42566, 42570, 42578, 42581, 42582, 42584, 42592,
+        42594, 42630, 42640, 42645, 42646, 42649, 42657, 42660, 42662, 43008, 43010, 43016, 43018, 43040, 43042, 43048,
+        43050, 43089, 43092, 43094, 43097, 43136, 43138, 43144, 43146, 43157, 43168, 43170, 43176, 43178, 43269, 43284,
+        43289, 43297, 43301, 43329, 43344, 43349, 43354, 43361, 43366, 43369, 43408, 43414, 43520, 43522, 43528, 43530,
+        43552, 43554, 43560, 43562, 43601, 43604, 43606, 43648, 43650, 43656, 43658, 43669, 43680, 43682, 43688, 43690,
+    };
+    static const uint16_t kgrid_2bit_1024[1024] = {
+            0,     2,     5,     8,    10,    17,    20,    22,    25,    32,    34,    37,    40,    65,    68,    70,
+           73,    80,    82,    85,    88,    97,   100,   102,   105,   128,   130,   133,   136,   145,   148,   160,
+          165,   170,   257,   260,   262,   265,   272,   274,   277,   280,   289,   292,   320,   322,   325,   328,
+          337,   340,   342,   345,   352,   357,   360,   385,   388,   400,   402,   405,   417,   420,   512,   514,
+          517,   520,   529,   532,   544,   554,   577,   580,   582,   585,   592,   597,   640,   645,   650,   660,
+          674,  1025,  1028,  1030,  1033,  1040,  1042,  1045,  1048,  1057,  1060,  1062,  1065,  1088,  1090,  1093,
+         1096,  1098,  1105,  1108,  1110,  1113,  1120,  1122,  1125,  1153,  1156,  1158,  1161,  1168,  1173,  1176,
+         1185,  1188,  1280,  1282,  1285,  1288,  1290,  1297,  1300,  1302,  1305,  1312,  1317,  1320,  1345,  1348,
+         1350,  1353,  1360,  1362,  1365,  1368,  1377,  1380,  1408,  1410,  1413,  1416,  1425,  1428,  1440,  1537,
+         1540,  1542,  1545,  1552,  1557,  1600,  1605,  1608,  1617,  1620,  1632,  1665,  1668,  1680,  2048,  2050,
+         2053,  2056,  2065,  2068,  2070,  2073,  2080,  2085,  2090,  2113,  2116,  2118,  2121,  2128,  2130,  2133,
+         2136,  2145,  2148,  2176,  2181,  2196,  2218,  2305,  2308,  2320,  2322,  2325,  2328,  2337,  2368,  2373,
+         2376,  2385,  2388,  2400,  2433,  2448,  2560,  2577,  2580,  2594,  2600,  2602,  2640,  2713,  4097,  4100,
+         4102,  4105,  4112,  4114,  4117,  4120,  4129,  4132,  4134,  4160,  4162,  4165,  4168,  4177,  4180,  4182,
+         4185,  4192,  4194,  4197,  4200,  4225,  4228,  4230,  4240,  4245,  4248,  4257,  4260,  4352,  4354,  4357,
+         4360,  4362,  4369,  4372,  4374,  4377,  4384,  4386,  4389,  4392,  4417,  4420,  4422,  4425,  4432,  4434,
+         4437,  4440,  4449,  4452,  4480,  4482,  4485,  4488,  4497,  4500,  4609,  4612,  4617,  4624,  4629,  4641,
+         4644,  4672,  4677,  4689,  4692,  4737,  4740,  4752,  5120,  5122,  5125,  5128,  5137,  5140,  5142,  5145,
+         5152,  5157,  5160,  5185,  5188,  5190,  5193,  5200,  5202,  5205,  5208,  5217,  5220,  5248,  5250,  5253,
+         5256,  5265,  5268,  5280,  5377,  5380,  5382,  5385,  5392,  5394,  5397,  5400,  5409,  5412,  5440,  5442,
+         5445,  5448,  5457,  5460,  5472,  5505,  5508,  5520,  5632,  5637,  5640,  5649,  5652,  5664,  5697,  5700,
+         5712,  5760,  5802,  6145,  6148,  6150,  6153,  6160,  6165,  6168,  6177,  6208,  6210,  6213,  6216,  6225,
+         6228,  6240,  6273,  6276,  6400,  6402,  6405,  6408,  6417,  6420,  6432,  6465,  6468,  6480,  6505,  6562,
+         6660,  6672,  6720,  6742,  8192,  8194,  8197,  8200,  8209,  8212,  8214,  8217,  8224,  8229,  8234,  8257,
+         8260,  8272,  8274,  8277,  8292,  8320,  8330,  8340,  8362,  8449,  8452,  8464,  8466,  8469,  8481,  8512,
+         8514,  8517,  8529,  8532,  8544,  8577,  8580,  8592,  8704,  8714,  8738,  8744,  8746,  8772,  8784,  8840,
+         8842,  8872,  9217,  9220,  9222,  9225,  9232,  9237,  9240,  9249,  9252,  9280,  9282,  9285,  9288,  9297,
+         9300,  9312,  9345,  9348,  9360,  9472,  9477,  9480,  9489,  9492,  9504,  9537,  9540,  9552,  9574,  9600,
+         9729,  9732,  9744,  9792,  9817, 10240, 10245, 10257, 10260, 10305, 10308, 10320, 10378, 10410, 10497, 10500,
+        10512, 10645, 10762, 10786, 10852, 10888, 10890, 16385, 16388, 16390, 16393, 16400, 16402, 16405, 16408, 16410,
+        16417, 16420, 16422, 16448, 16450, 16453, 16456, 16458, 16465, 16468, 16470, 16473, 16480, 16482, 16485, 16513,
+        16516, 16528, 16533, 16536, 16545, 16548, 16640, 16642, 16645, 16648, 16657, 16660, 16662, 16665, 16672, 16674,
+        16677, 16705, 16708, 16710, 16713, 16720, 16722, 16725, 16728, 16737, 16740, 16768, 16770, 16773, 16776, 16785,
+        16788, 16800, 16897, 16900, 16912, 16914, 16917, 16920, 16932, 16960, 16965, 16968, 16977, 16980, 16992, 17025,
+        17028, 17408, 17410, 17413, 17416, 17418, 17425, 17428, 17430, 17433, 17440, 17442, 17445, 17448, 17473, 17476,
+        17478, 17481, 17488, 17490, 17493, 17496, 17505, 17508, 17536, 17538, 17541, 17544, 17553, 17556, 17568, 17665,
+        17668, 17670, 17673, 17680, 17682, 17685, 17688, 17697, 17700, 17728, 17730, 17733, 17736, 17745, 17748, 17760,
+        17770, 17793, 17796, 17808, 17920, 17922, 17925, 17928, 17937, 17940, 17952, 17985, 17988, 18000, 18048, 18085,
+        18433, 18436, 18441, 18448, 18450, 18453, 18456, 18465, 18468, 18496, 18498, 18501, 18504, 18513, 18516, 18528,
+        18564, 18576, 18688, 18690, 18693, 18696, 18705, 18708, 18720, 18753, 18756, 18768, 18816, 18838, 18945, 18948,
+        18960, 19008, 20480, 20482, 20485, 20488, 20497, 20500, 20502, 20505, 20512, 20514, 20517, 20520, 20545, 20548,
+        20550, 20553, 20560, 20562, 20565, 20568, 20577, 20580, 20608, 20610, 20613, 20616, 20625, 20628, 20737, 20740,
+        20742, 20745, 20752, 20754, 20757, 20760, 20769, 20772, 20800, 20802, 20805, 20808, 20817, 20820, 20832, 20865,
+        20868, 20880, 20992, 20997, 21000, 21009, 21012, 21024, 21057, 21060, 21072, 21097, 21120, 21505, 21508, 21510,
+        21513, 21520, 21522, 21525, 21528, 21537, 21540, 21568, 21570, 21573, 21576, 21585, 21588, 21600, 21633, 21636,
+        21648, 21760, 21762, 21765, 21768, 21777, 21780, 21792, 21825, 21828, 21840, 21888, 22017, 22020, 22032, 22054,
+        22080, 22528, 22530, 22533, 22536, 22545, 22548, 22560, 22593, 22596, 22608, 22618, 22656, 22785, 22788, 22800,
+        22848, 23040, 23065, 23173, 23208, 24577, 24580, 24582, 24592, 24594, 24597, 24600, 24609, 24612, 24640, 24645,
+        24648, 24657, 24660, 24672, 24708, 24720, 24832, 24834, 24837, 24840, 24849, 24852, 24864, 24897, 24900, 24912,
+        24960, 24985, 25092, 25104, 25152, 25174, 25249, 25600, 25605, 25608, 25617, 25620, 25632, 25665, 25668, 25680,
+        25728, 25857, 25860, 25872, 25920, 25930, 25960, 26002, 26112, 26260, 26625, 26628, 26640, 26725, 26776, 26880,
+        26922, 27202, 27297, 32768, 32770, 32773, 32776, 32785, 32788, 32793, 32800, 32805, 32833, 32836, 32848, 32850,
+        32853, 32856, 32865, 32896, 32901, 32913, 32916, 33025, 33028, 33033, 33040, 33042, 33045, 33048, 33057, 33060,
+        33088, 33090, 33093, 33096, 33105, 33108, 33153, 33156, 33168, 33193, 33280, 33285, 33290, 33297, 33300, 33345,
+        33348, 33360, 33793, 33796, 33798, 33801, 33808, 33810, 33813, 33816, 33825, 33856, 33858, 33861, 33864, 33873,
+        33876, 33888, 33921, 33924, 33936, 34048, 34050, 34053, 34056, 34065, 34068, 34080, 34113, 34116, 34128, 34176,
+        34186, 34305, 34308, 34320, 34345, 34368, 34816, 34821, 34833, 34836, 34881, 34884, 34896, 34978, 35073, 35076,
+        35136, 35173, 35362, 35416, 35418, 35458, 35490, 36865, 36868, 36873, 36880, 36882, 36885, 36888, 36900, 36928,
+        36930, 36933, 36936, 36945, 36948, 36960, 36993, 36996, 37008, 37120, 37125, 37137, 37140, 37185, 37188, 37200,
+        37210, 37377, 37380, 37392, 37440, 37542, 37888, 37890, 37893, 37896, 37905, 37908, 37920, 37953, 37956, 37968,
+        38016, 38038, 38145, 38148, 38160, 38208, 38296, 38305, 38400, 38470, 38500, 38913, 38916, 38928, 38950, 38976,
+        39081, 39168, 39241, 39250, 39568, 40960, 40965, 40970, 40980, 40994, 41002, 41025, 41028, 41040, 41122, 41130,
+        41280, 41317, 41474, 41482, 41506, 41512, 41514, 41602, 41608, 41610, 41640, 41985, 41988, 42000, 42048, 42121,
+        42148, 42240, 42265, 42577, 43018, 43048, 43170, 43348, 43398, 43528, 43530, 43552, 43554, 43560, 43656, 43690,
+    };
+
+    const int kmap_size = 43692;
+    //const int nwant = type == GGML_TYPE_IQ1_S ? 3 : 2;
+    const int nwant = type == GGML_TYPE_IQ1_S || type == GGML_TYPE_IQ1_M ? 3 : type == GGML_TYPE_IQ2_S ? 1 : 2;
+    const uint16_t * kgrid = type == GGML_TYPE_IQ2_XXS ? kgrid_2bit_256 :
+                             type == GGML_TYPE_IQ2_XS  ? kgrid_2bit_512 :
+                             type == GGML_TYPE_IQ1_S || type == GGML_TYPE_IQ1_M ? kgrid_1bit_2048 : kgrid_2bit_1024;
+    uint64_t * kgrid_q2xs;
+    int      * kmap_q2xs;
+    uint16_t * kneighbors_q2xs;
+
+    //printf("================================================================= %s(grid_size = %d)\n", __func__, grid_size);
+    uint64_t * the_grid = (uint64_t *)malloc(grid_size*sizeof(uint64_t));
+    for (int k = 0; k < grid_size; ++k) {
+        int8_t * pos = (int8_t *)(the_grid + k);
+        for (int i = 0; i < 8; ++i) {
+            int l = (kgrid[k] >> 2*i) & 0x3;
+            pos[i] = 2*l + 1;
+        }
+    }
+    kgrid_q2xs = the_grid;
+    iq2_data[gindex].grid = the_grid;
+    kmap_q2xs = (int *)malloc(kmap_size*sizeof(int));
+    iq2_data[gindex].map = kmap_q2xs;
+    for (int i = 0; i < kmap_size; ++i) kmap_q2xs[i] = -1;
+    uint64_t aux64;
+    uint8_t * aux8 = (uint8_t *)&aux64;
+    for (int i = 0; i < grid_size; ++i) {
+        aux64 = kgrid_q2xs[i];
+        uint16_t index = 0;
+        for (int k=0; k<8; ++k) {
+            uint16_t q = (aux8[k] - 1)/2;
+            index |= (q << 2*k);
+        }
+        kmap_q2xs[index] = i;
+    }
+    int8_t pos[8];
+    int * dist2 = (int *)malloc(2*grid_size*sizeof(int));
+    int num_neighbors = 0, num_not_in_map = 0;
+    for (int i = 0; i < kmap_size; ++i) {
+        if (kmap_q2xs[i] >= 0) continue;
+        ++num_not_in_map;
+        for (int k = 0; k < 8; ++k) {
+            int l = (i >> 2*k) & 0x3;
+            pos[k] = 2*l + 1;
+        }
+        for (int j = 0; j < grid_size; ++j) {
+            const int8_t * pg = (const int8_t *)(kgrid_q2xs + j);
+            int d2 = 0;
+            for (int k = 0; k < 8; ++k) d2 += (pg[k] - pos[k])*(pg[k] - pos[k]);
+            dist2[2*j+0] = d2;
+            dist2[2*j+1] = j;
+        }
+        qsort(dist2, grid_size, 2*sizeof(int), iq2_compare_func);
+        int n = 0; int d2 = dist2[0];
+        int nhave = 1;
+        for (int j = 0; j < grid_size; ++j) {
+            if (dist2[2*j] > d2) {
+                if (nhave == nwant) break;
+                d2 = dist2[2*j];
+                ++nhave;
+            }
+            ++n;
+        }
+        num_neighbors += n;
+    }
+    //printf("%s: %d neighbours in total\n", __func__, num_neighbors);
+    kneighbors_q2xs = (uint16_t *)malloc((num_neighbors + num_not_in_map)*sizeof(uint16_t));
+    iq2_data[gindex].neighbours = kneighbors_q2xs;
+    int counter = 0;
+    for (int i = 0; i < kmap_size; ++i) {
+        if (kmap_q2xs[i] >= 0) continue;
+        for (int k = 0; k < 8; ++k) {
+            int l = (i >> 2*k) & 0x3;
+            pos[k] = 2*l + 1;
+        }
+        for (int j = 0; j < grid_size; ++j) {
+            const int8_t * pg = (const int8_t *)(kgrid_q2xs + j);
+            int d2 = 0;
+            for (int k = 0; k < 8; ++k) d2 += (pg[k] - pos[k])*(pg[k] - pos[k]);
+            dist2[2*j+0] = d2;
+            dist2[2*j+1] = j;
+        }
+        qsort(dist2, grid_size, 2*sizeof(int), iq2_compare_func);
+        kmap_q2xs[i] = -(counter + 1);
+        int d2 = dist2[0];
+        uint16_t * start = &kneighbors_q2xs[counter++];
+        int n = 0, nhave = 1;
+        for (int j = 0; j < grid_size; ++j) {
+            if (dist2[2*j] > d2) {
+                if (nhave == nwant) break;
+                d2 = dist2[2*j];
+                ++nhave;
+            }
+            kneighbors_q2xs[counter++] = dist2[2*j+1];
+            ++n;
+        }
+        *start = n;
+    }
+    free(dist2);
+}
+
+void iq2xs_free_impl(enum ggml_type type) {
+    GGML_ASSERT(type == GGML_TYPE_IQ2_XXS || type == GGML_TYPE_IQ2_XS || type == GGML_TYPE_IQ1_S || type == GGML_TYPE_IQ1_M || type == GGML_TYPE_IQ2_S);
+    const int gindex = iq2_data_index(type);
+    if (iq2_data[gindex].grid) {
+        free(iq2_data[gindex].grid);       iq2_data[gindex].grid = NULL;
+        free(iq2_data[gindex].map);        iq2_data[gindex].map  = NULL;
+        free(iq2_data[gindex].neighbours); iq2_data[gindex].neighbours = NULL;
+    }
+}
+
+static int iq2_find_best_neighbour(const uint16_t * GGML_RESTRICT neighbours, const uint64_t * GGML_RESTRICT grid,
+        const float * GGML_RESTRICT xval, const float * GGML_RESTRICT weight, float scale, int8_t * GGML_RESTRICT L) {
+    int num_neighbors = neighbours[0];
+    GGML_ASSERT(num_neighbors > 0);
+    float best_d2 = FLT_MAX;
+    int grid_index = -1;
+    for (int j = 1; j <= num_neighbors; ++j) {
+        const int8_t * pg = (const int8_t *)(grid + neighbours[j]);
+        float d2 = 0;
+        for (int i = 0; i < 8; ++i) {
+            float q = pg[i];
+            float diff = scale*q - xval[i];
+            d2 += weight[i]*diff*diff;
+        }
+        if (d2 < best_d2) {
+            best_d2 = d2; grid_index = neighbours[j];
+        }
+    }
+    GGML_ASSERT(grid_index >= 0);
+    const int8_t * pg = (const int8_t *)(grid + grid_index);
+    for (int i = 0; i < 8; ++i) L[i] = (pg[i] - 1)/2;
+    return grid_index;
+}
+
+static void quantize_row_iq2_xxs_impl(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t n, const float * GGML_RESTRICT quant_weights) {
+
+    const int gindex = iq2_data_index(GGML_TYPE_IQ2_XXS);
+
+    const uint64_t * kgrid_q2xs      = iq2_data[gindex].grid;
+    const int      * kmap_q2xs       = iq2_data[gindex].map;
+    const uint16_t * kneighbors_q2xs = iq2_data[gindex].neighbours;
+
+    GGML_ASSERT(quant_weights   && "missing quantization weights");
+    GGML_ASSERT(kgrid_q2xs      && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kmap_q2xs       && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kneighbors_q2xs && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(n%QK_K == 0);
+
+    const int kMaxQ = 3;
+
+    const int64_t nbl = n/QK_K;
+
+    block_iq2_xxs * y = vy;
+
+    float scales[QK_K/32];
+    float weight[32];
+    float xval[32];
+    int8_t L[32];
+    int8_t Laux[32];
+    float  waux[32];
+    uint8_t block_signs[4];
+    uint32_t q2[2*(QK_K/32)];
+
+    for (int ibl = 0; ibl < nbl; ++ibl) {
+
+        y[ibl].d = GGML_FP32_TO_FP16(0.f);
+        memset(q2, 0, QK_K/4);
+
+        float max_scale = 0;
+
+        const float * xbl = x + QK_K*ibl;
+        float sumx2 = 0;
+        for (int i = 0; i < QK_K; ++i) sumx2 += xbl[i]*xbl[i];
+        float sigma2 = sumx2/QK_K;
+
+        for (int ib = 0; ib < QK_K/32; ++ib) {
+            const float * xb = xbl + 32*ib;
+            const float * qw = quant_weights + QK_K*ibl + 32*ib;
+            for (int i = 0; i < 32; ++i) weight[i] = qw[i] * sqrtf(sigma2 + xb[i]*xb[i]);
+            for (int i = 0; i < 32; ++i) waux[i] = sqrtf(weight[i]);
+            for (int k = 0; k < 4; ++k) {
+                int nflip = 0;
+                uint8_t s = 0;
+                for (int i = 0; i < 8; ++i) {
+                    if (xb[8*k + i] >= 0) xval[8*k + i] = xb[8*k + i];
+                    else {
+                        xval[8*k + i] = -xb[8*k + i]; ++nflip; s |= (1 << i);
+                    }
+                }
+                if (nflip%2) {
+                    int imin = 0; float min = weight[8*k+imin]*xb[8*k+imin]*xb[8*k+imin];
+                    for (int i = 1; i < 8; ++i) {
+                        float ax = weight[8*k+i]*xb[8*k+i]*xb[8*k+i];
+                        if (ax < min) {
+                            min = ax; imin = i;
+                        }
+                    }
+                    xval[8*k+imin] = -xval[8*k+imin];
+                    s ^= (1 << imin);
+                }
+                block_signs[k] = s & 127;
+            }
+            float max = xval[0];
+            for (int i = 1; i < 32; ++i) max = MAX(max, xval[i]);
+            if (max < GROUP_MAX_EPS) {
+                scales[ib] = 0;
+                memset(L, 0, 32);
+                continue;
+            }
+            float scale = make_qp_quants(32, kMaxQ+1, xval, (uint8_t*)L, weight);
+            float eff_max = scale*kMaxQ;
+            float best = 0;
+            for (int is = -6; is <= 6; ++is) {
+                float id = (2*kMaxQ-1+is*0.1f)/eff_max;
+                float this_scale = 1/id;
+                for (int k = 0; k < 4; ++k) {
+                    for (int i = 0; i < 8; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[8*k+i]-1));
+                        Laux[8*k+i] = MAX(0, MIN(kMaxQ-1, l));
+                    }
+                    uint16_t u = 0;
+                    for (int i = 0; i < 8; ++i) u |= (Laux[8*k+i] << 2*i);
+                    int grid_index = kmap_q2xs[u];
+                    if (grid_index < 0) {
+                        const uint16_t * neighbours = kneighbors_q2xs - kmap_q2xs[u] - 1;
+                        grid_index = iq2_find_best_neighbour(neighbours, kgrid_q2xs, xval + 8*k, waux + 8*k, this_scale, Laux + 8*k);
+                    }
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < 32; ++i) {
+                    float w = weight[i];
+                    float q = 2*Laux[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0 && sumqx*sumqx > best*sumq2) {
+                    scale = sumqx/sumq2; best = scale*sumqx;
+                    memcpy(L, Laux, 32);
+                }
+            }
+            if (scale > 0) {
+                float id = 1/scale;
+                for (int k = 0; k < 4; ++k) {
+                    uint16_t u = 0;
+                    for (int i = 0; i < 8; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[8*k+i]-1));
+                        l = MAX(0, MIN(kMaxQ-1, l));
+                        u |= (l << 2*i);
+                    }
+                    int grid_index = kmap_q2xs[u];
+                    if (grid_index < 0) {
+                        const uint16_t * neighbours = kneighbors_q2xs - kmap_q2xs[u] - 1;
+                        grid_index = iq2_find_best_neighbour(neighbours, kgrid_q2xs, xval + 8*k, waux + 8*k, scale, L + 8*k);
+                    }
+                    const int8_t * pg = (const int8_t *)(kgrid_q2xs + grid_index);
+                    for (int i = 0; i < 8; ++i) L[8*k+i] = (pg[i] - 1)/2;
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < 32; ++i) {
+                    float w = weight[i];
+                    float q = 2*L[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0) scale = sumqx/sumq2;
+            }
+            if (scale < 0) {
+                // This should never happen, but just in case, flip scale so that it is positive (we use uint's to encode the scale)
+                // and correspondingly flip quant signs.
+                scale = -scale;
+                for (int k = 0; k < 4; ++k) block_signs[k] = (~block_signs[k]) & 127;
+            }
+            for (int k = 0; k < 4; ++k) {
+                uint16_t u = 0;
+                for (int i = 0; i < 8; ++i) u |= (L[8*k+i] << 2*i);
+                int grid_index = kmap_q2xs[u];
+                if (grid_index < 0) {
+                    printf("Oops: found point %u not on grid:", u);
+                    for (int i = 0; i < 8; ++i) printf(" %d", L[8*k+i]);
+                    printf("\n");
+                    GGML_ABORT("fatal error");
+                }
+                q2[2*ib+0] |= ((uint32_t) grid_index << 8*k);
+                q2[2*ib+1] |= (block_signs[k] << 7*k);
+            }
+            GGML_ASSERT(scale >= 0);
+            scales[ib] = scale;
+            max_scale = MAX(max_scale, scale);
+        }
+
+        if (!max_scale) {
+            memset(y[ibl].qs, 0, QK_K/4);
+            continue;
+        }
+
+        float d = max_scale/31;
+        y[ibl].d = GGML_FP32_TO_FP16(d);
+        float id = 1/d;
+        for (int ib = 0; ib < QK_K/32; ++ib) {
+            int l = nearest_int(0.5f*(id*scales[ib]-1));
+            l = MAX(0, MIN(15, l));
+            q2[2*ib+1] |= ((uint32_t)l << 28);
+        }
+        memcpy(y[ibl].qs, q2, QK_K/4);
+    }
+}
+
+static void quantize_row_iq2_xs_impl(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t n, const float * GGML_RESTRICT quant_weights) {
+
+    const int gindex = iq2_data_index(GGML_TYPE_IQ2_XS);
+
+    const uint64_t * kgrid_q2xs      = iq2_data[gindex].grid;
+    const int      * kmap_q2xs       = iq2_data[gindex].map;
+    const uint16_t * kneighbors_q2xs = iq2_data[gindex].neighbours;
+
+    GGML_ASSERT(quant_weights   && "missing quantization weights");
+    GGML_ASSERT(kmap_q2xs       && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kgrid_q2xs      && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kneighbors_q2xs && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(n%QK_K == 0);
+
+    const int kMaxQ = 3;
+
+    const int64_t nbl = n/QK_K;
+
+    block_iq2_xs * y = vy;
+
+    float scales[QK_K/16];
+    float weight[16];
+    float xval[16];
+    int8_t L[16];
+    int8_t Laux[16];
+    float  waux[16];
+    bool   is_on_grid[2];
+    bool   is_on_grid_aux[2];
+    uint8_t block_signs[2];
+    uint16_t q2[2*(QK_K/16)];
+
+    for (int ibl = 0; ibl < nbl; ++ibl) {
+
+        y[ibl].d = GGML_FP32_TO_FP16(0.f);
+        memset(q2, 0, QK_K/4);
+        memset(y[ibl].scales, 0, QK_K/32);
+
+        float max_scale = 0;
+
+        const float * xbl = x + QK_K*ibl;
+        float sumx2 = 0;
+        for (int i = 0; i < QK_K; ++i) sumx2 += xbl[i]*xbl[i];
+        float sigma2 = sumx2/QK_K;
+
+        for (int ib = 0; ib < QK_K/16; ++ib) {
+            const float * xb = xbl + 16*ib;
+            const float * qw = quant_weights + QK_K*ibl + 16*ib;
+            for (int i = 0; i < 16; ++i) weight[i] = qw[i] * sqrtf(sigma2 + xb[i]*xb[i]);
+            for (int i = 0; i < 16; ++i) waux[i] = sqrtf(weight[i]);
+            for (int k = 0; k < 2; ++k) {
+                int nflip = 0;
+                uint8_t s = 0;
+                for (int i = 0; i < 8; ++i) {
+                    if (xb[8*k + i] >= 0) xval[8*k + i] = xb[8*k + i];
+                    else {
+                        xval[8*k + i] = -xb[8*k + i]; ++nflip; s |= (1 << i);
+                    }
+                }
+                if (nflip%2) {
+                    int imin = 0; float min = weight[8*k+imin]*xb[8*k+imin]*xb[8*k+imin];
+                    for (int i = 1; i < 8; ++i) {
+                        float ax = weight[8*k+i]*xb[8*k+i]*xb[8*k+i];
+                        if (ax < min) {
+                            min = ax; imin = i;
+                        }
+                    }
+                    xval[8*k+imin] = -xval[8*k+imin];
+                    s ^= (1 << imin);
+                }
+                block_signs[k] = s & 127;
+            }
+            float max = xval[0];
+            for (int i = 1; i < 16; ++i) max = MAX(max, xval[i]);
+            if (max < GROUP_MAX_EPS) {
+                scales[ib] = 0;
+                memset(L, 0, 16);
+                continue;
+            }
+            float best = 0;
+            float scale = max/(2*kMaxQ-1);
+            is_on_grid[0] = is_on_grid[1] = true;
+            for (int is = -9; is <= 9; ++is) {
+                float id = (2*kMaxQ-1+is*0.1f)/max;
+                float this_scale = 1/id;
+                for (int k = 0; k < 2; ++k) {
+                    for (int i = 0; i < 8; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[8*k+i]-1));
+                        Laux[8*k+i] = MAX(0, MIN(kMaxQ-1, l));
+                    }
+                    uint16_t u = 0;
+                    for (int i = 0; i < 8; ++i) u |= (Laux[8*k+i] << 2*i);
+                    int grid_index = kmap_q2xs[u];
+                    is_on_grid_aux[k] = true;
+                    if (grid_index < 0) {
+                        is_on_grid_aux[k] = false;
+                        const uint16_t * neighbours = kneighbors_q2xs - kmap_q2xs[u] - 1;
+                        grid_index = iq2_find_best_neighbour(neighbours, kgrid_q2xs, xval + 8*k, waux + 8*k, this_scale, Laux + 8*k);
+                    }
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < 16; ++i) {
+                    float w = weight[i];
+                    float q = 2*Laux[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0 && sumqx*sumqx > best*sumq2) {
+                    scale = sumqx/sumq2; best = scale*sumqx;
+                    for (int i = 0; i < 16; ++i) L[i] = Laux[i];
+                    for (int k = 0; k <  2; ++k) is_on_grid[k] = is_on_grid_aux[k];
+                }
+            }
+            int n_not_ongrid = 0;
+            for (int k = 0; k < 2; ++k) if (!is_on_grid[k]) ++n_not_ongrid;
+            if (n_not_ongrid > 0 && scale > 0) {
+                float id = 1/scale;
+                for (int k = 0; k < 2; ++k) {
+                    if (is_on_grid[k]) continue;
+                    uint16_t u = 0;
+                    for (int i = 0; i < 8; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[8*k+i]-1));
+                        l = MAX(0, MIN(kMaxQ-1, l));
+                        u |= (l << 2*i);
+                        L[8*k + i] = l;
+                    }
+                    int grid_index = kmap_q2xs[u];
+                    if (grid_index < 0) {
+                        const uint16_t * neighbours = kneighbors_q2xs - kmap_q2xs[u] - 1;
+                        grid_index = iq2_find_best_neighbour(neighbours, kgrid_q2xs, xval + 8*k, waux + 8*k, scale, L + 8*k);
+                    }
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < 16; ++i) {
+                    float w = weight[i];
+                    float q = 2*L[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0) scale = sumqx/sumq2;
+            }
+            if (scale < 0) {
+                scale = -scale;
+                for (int k = 0; k < 2; ++k) block_signs[k] = (~block_signs[k]) & 127;
+            }
+            for (int k = 0; k < 2; ++k) {
+                uint16_t u = 0;
+                for (int i = 0; i < 8; ++i) u |= (L[8*k+i] << 2*i);
+                int grid_index = kmap_q2xs[u];
+                if (grid_index < 0) {
+                    printf("Oops: found point %u not on grid:", u);
+                    for (int i = 0; i < 8; ++i) printf(" %d", L[8*k+i]);
+                    printf("\n");
+                    GGML_ABORT("fatal error");
+                }
+                q2[2*ib+k] = grid_index | (block_signs[k] << 9);
+            }
+            GGML_ASSERT(scale >= 0);
+            scales[ib] = scale;
+            max_scale = MAX(max_scale, scale);
+        }
+
+        if (!max_scale) {
+            memset(y[ibl].qs, 0, QK_K/4);
+            continue;
+        }
+
+        float d = max_scale/31;
+        y[ibl].d = GGML_FP32_TO_FP16(d);
+        float id = 1/d;
+        for (int ib = 0; ib < QK_K/16; ++ib) {
+            int l = nearest_int(0.5f*(id*scales[ib]-1));
+            l = MAX(0, MIN(15, l));
+            if (ib%2 == 0) y[ibl].scales[ib/2] = l;
+            else y[ibl].scales[ib/2] |= (l << 4);
+        }
+        memcpy(y[ibl].qs, q2, QK_K/4);
+
+    }
+}
+
+size_t quantize_iq2_xxs(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    GGML_ASSERT(n_per_row%QK_K == 0);
+    int64_t nblock = n_per_row/QK_K;
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_iq2_xxs_impl(src, qrow, n_per_row, quant_weights);
+        src += n_per_row;
+        qrow += nblock*sizeof(block_iq2_xxs);
+    }
+    return nrow * nblock * sizeof(block_iq2_xxs);
+}
+
+size_t quantize_iq2_xs(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    GGML_ASSERT(n_per_row%QK_K == 0);
+    int64_t nblock = n_per_row/QK_K;
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_iq2_xs_impl(src, qrow, n_per_row, quant_weights);
+        src += n_per_row;
+        qrow += nblock*sizeof(block_iq2_xs);
+    }
+    return nrow * nblock * sizeof(block_iq2_xs);
+}
+
+//
+// ============================================= 3-bit using D4 lattice
+//
+
+typedef struct {
+    uint32_t * grid;
+    int      * map;
+    uint16_t * neighbours;
+} iq3_entry_t;
+
+static iq3_entry_t iq3_data[2] = {
+    {NULL, NULL, NULL},
+    {NULL, NULL, NULL},
+};
+
+static inline int iq3_data_index(int grid_size) {
+    (void)grid_size;
+    GGML_ASSERT(grid_size == 256 || grid_size == 512);
+    return grid_size == 256 ? 0 : 1;
+}
+
+static int iq3_compare_func(const void * left, const void * right) {
+    const int * l = (const int *)left;
+    const int * r = (const int *)right;
+    return l[0] < r[0] ? -1 : l[0] > r[0] ? 1 : l[1] < r[1] ? -1 : l[1] > r[1] ? 1 : 0;
+}
+
+void iq3xs_init_impl(int grid_size) {
+    const int gindex = iq3_data_index(grid_size);
+    if (iq3_data[gindex].grid) {
+        return;
+    }
+    static const uint16_t kgrid_256[256] = {
+            0,     2,     4,     9,    11,    15,    16,    18,    25,    34,    59,    61,    65,    67,    72,    74,
+           81,    85,    88,    90,    97,   108,   120,   128,   130,   132,   137,   144,   146,   153,   155,   159,
+          169,   175,   189,   193,   199,   200,   202,   213,   248,   267,   287,   292,   303,   315,   317,   321,
+          327,   346,   362,   413,   436,   456,   460,   462,   483,   497,   513,   515,   520,   522,   529,   531,
+          536,   538,   540,   551,   552,   576,   578,   585,   592,   594,   641,   643,   648,   650,   657,   664,
+          698,   704,   706,   720,   729,   742,   758,   769,   773,   808,   848,   852,   870,   889,   901,   978,
+          992,  1024,  1026,  1033,  1035,  1040,  1042,  1046,  1049,  1058,  1089,  1091,  1093,  1096,  1098,  1105,
+         1112,  1139,  1143,  1144,  1152,  1154,  1161,  1167,  1168,  1170,  1183,  1184,  1197,  1217,  1224,  1228,
+         1272,  1276,  1309,  1323,  1347,  1367,  1377,  1404,  1473,  1475,  1486,  1509,  1537,  1544,  1546,  1553,
+         1555,  1576,  1589,  1594,  1600,  1602,  1616,  1625,  1636,  1638,  1665,  1667,  1672,  1685,  1706,  1722,
+         1737,  1755,  1816,  1831,  1850,  1856,  1862,  1874,  1901,  1932,  1950,  1971,  2011,  2032,  2052,  2063,
+         2077,  2079,  2091,  2095,  2172,  2192,  2207,  2208,  2224,  2230,  2247,  2277,  2308,  2345,  2356,  2389,
+         2403,  2424,  2501,  2504,  2506,  2520,  2570,  2593,  2616,  2624,  2630,  2646,  2669,  2700,  2714,  2746,
+         2754,  2795,  2824,  2835,  2839,  2874,  2882,  2905,  2984,  3028,  3042,  3092,  3108,  3110,  3124,  3153,
+         3185,  3215,  3252,  3288,  3294,  3364,  3397,  3434,  3483,  3523,  3537,  3587,  3589,  3591,  3592,  3610,
+         3626,  3670,  3680,  3722,  3749,  3754,  3776,  3789,  3803,  3824,  3857,  3873,  3904,  3906,  3924,  3992,
+    };
+    static const uint16_t kgrid_512[512] = {
+            0,     1,     2,     5,     7,     8,     9,    10,    12,    14,    16,    17,    21,    27,    32,    34,
+           37,    39,    41,    43,    48,    50,    57,    60,    63,    64,    65,    66,    68,    72,    73,    77,
+           80,    83,    87,    89,    93,   100,   113,   117,   122,   128,   129,   133,   135,   136,   139,   142,
+          145,   149,   152,   156,   162,   165,   167,   169,   171,   184,   187,   195,   201,   205,   208,   210,
+          217,   219,   222,   228,   232,   234,   247,   249,   253,   256,   267,   271,   273,   276,   282,   288,
+          291,   297,   312,   322,   324,   336,   338,   342,   347,   353,   357,   359,   374,   379,   390,   393,
+          395,   409,   426,   441,   448,   450,   452,   464,   466,   470,   475,   488,   492,   512,   513,   514,
+          516,   520,   521,   523,   525,   527,   528,   530,   537,   540,   542,   556,   558,   561,   570,   576,
+          577,   579,   582,   584,   588,   593,   600,   603,   609,   616,   618,   632,   638,   640,   650,   653,
+          655,   656,   660,   666,   672,   675,   685,   688,   698,   705,   708,   711,   712,   715,   721,   727,
+          728,   732,   737,   754,   760,   771,   773,   778,   780,   793,   795,   802,   806,   808,   812,   833,
+          840,   843,   849,   856,   858,   873,   912,   916,   919,   932,   934,   961,   963,   968,   970,   977,
+          989,   993,  1010,  1016,  1024,  1025,  1027,  1029,  1031,  1032,  1034,  1036,  1038,  1041,  1043,  1047,
+         1048,  1050,  1057,  1059,  1061,  1064,  1066,  1079,  1080,  1083,  1085,  1088,  1090,  1096,  1099,  1103,
+         1106,  1109,  1113,  1116,  1122,  1129,  1153,  1156,  1159,  1169,  1171,  1176,  1183,  1185,  1195,  1199,
+         1209,  1212,  1216,  1218,  1221,  1225,  1234,  1236,  1241,  1243,  1250,  1256,  1270,  1281,  1287,  1296,
+         1299,  1306,  1309,  1313,  1338,  1341,  1348,  1353,  1362,  1375,  1376,  1387,  1400,  1408,  1410,  1415,
+         1425,  1453,  1457,  1477,  1481,  1494,  1496,  1507,  1512,  1538,  1545,  1547,  1549,  1551,  1554,  1561,
+         1563,  1565,  1570,  1572,  1575,  1577,  1587,  1593,  1601,  1603,  1605,  1612,  1617,  1619,  1632,  1648,
+         1658,  1662,  1664,  1674,  1680,  1690,  1692,  1704,  1729,  1736,  1740,  1745,  1747,  1751,  1752,  1761,
+         1763,  1767,  1773,  1787,  1795,  1801,  1806,  1810,  1817,  1834,  1840,  1844,  1857,  1864,  1866,  1877,
+         1882,  1892,  1902,  1915,  1934,  1953,  1985,  1987,  2000,  2002,  2013,  2048,  2052,  2058,  2064,  2068,
+         2071,  2074,  2081,  2088,  2104,  2114,  2119,  2121,  2123,  2130,  2136,  2141,  2147,  2153,  2157,  2177,
+         2179,  2184,  2189,  2193,  2203,  2208,  2223,  2226,  2232,  2244,  2249,  2251,  2256,  2258,  2265,  2269,
+         2304,  2306,  2324,  2335,  2336,  2361,  2373,  2375,  2385,  2418,  2443,  2460,  2480,  2504,  2509,  2520,
+         2531,  2537,  2562,  2568,  2572,  2578,  2592,  2596,  2599,  2602,  2614,  2620,  2625,  2627,  2629,  2634,
+         2641,  2650,  2682,  2688,  2697,  2707,  2712,  2718,  2731,  2754,  2759,  2760,  2775,  2788,  2793,  2805,
+         2811,  2817,  2820,  2832,  2842,  2854,  2890,  2902,  2921,  2923,  2978,  3010,  3012,  3026,  3081,  3083,
+         3085,  3097,  3099,  3120,  3136,  3152,  3159,  3188,  3210,  3228,  3234,  3245,  3250,  3256,  3264,  3276,
+         3281,  3296,  3349,  3363,  3378,  3392,  3395,  3420,  3440,  3461,  3488,  3529,  3531,  3584,  3588,  3591,
+         3600,  3602,  3614,  3616,  3628,  3634,  3650,  3657,  3668,  3683,  3685,  3713,  3716,  3720,  3726,  3729,
+         3736,  3753,  3778,  3802,  3805,  3819,  3841,  3845,  3851,  3856,  3880,  3922,  3938,  3970,  3993,  4032,
+    };
+
+    const int kmap_size = 4096;
+    const int nwant = grid_size == 256 ? 2 : 3;
+    const uint16_t * kgrid = grid_size == 256 ? kgrid_256 : kgrid_512;
+    uint32_t * kgrid_q3xs;
+    int      * kmap_q3xs;
+    uint16_t * kneighbors_q3xs;
+
+    //printf("================================================================= %s(grid_size = %d)\n", __func__, grid_size);
+    uint32_t * the_grid = (uint32_t *)malloc(grid_size*sizeof(uint32_t));
+    for (int k = 0; k < grid_size; ++k) {
+        int8_t * pos = (int8_t *)(the_grid + k);
+        for (int i = 0; i < 4; ++i) {
+            int l = (kgrid[k] >> 3*i) & 0x7;
+            pos[i] = 2*l + 1;
+        }
+    }
+    kgrid_q3xs = the_grid;
+    iq3_data[gindex].grid = the_grid;
+    kmap_q3xs = (int *)malloc(kmap_size*sizeof(int));
+    iq3_data[gindex].map = kmap_q3xs;
+    for (int i = 0; i < kmap_size; ++i) kmap_q3xs[i] = -1;
+    uint32_t aux32;
+    uint8_t * aux8 = (uint8_t *)&aux32;
+    for (int i = 0; i < grid_size; ++i) {
+        aux32 = kgrid_q3xs[i];
+        uint16_t index = 0;
+        for (int k=0; k<4; ++k) {
+            uint16_t q = (aux8[k] - 1)/2;
+            index |= (q << 3*k);
+        }
+        kmap_q3xs[index] = i;
+    }
+    int8_t pos[4];
+    int * dist2 = (int *)malloc(2*grid_size*sizeof(int));
+    int num_neighbors = 0, num_not_in_map = 0;
+    for (int i = 0; i < kmap_size; ++i) {
+        if (kmap_q3xs[i] >= 0) continue;
+        ++num_not_in_map;
+        for (int k = 0; k < 4; ++k) {
+            int l = (i >> 3*k) & 0x7;
+            pos[k] = 2*l + 1;
+        }
+        for (int j = 0; j < grid_size; ++j) {
+            const int8_t * pg = (const int8_t *)(kgrid_q3xs + j);
+            int d2 = 0;
+            for (int k = 0; k < 4; ++k) d2 += (pg[k] - pos[k])*(pg[k] - pos[k]);
+            dist2[2*j+0] = d2;
+            dist2[2*j+1] = j;
+        }
+        qsort(dist2, grid_size, 2*sizeof(int), iq3_compare_func);
+        int n = 0; int d2 = dist2[0];
+        int nhave = 1;
+        for (int j = 0; j < grid_size; ++j) {
+            if (dist2[2*j] > d2) {
+                if (nhave == nwant) break;
+                d2 = dist2[2*j];
+                ++nhave;
+            }
+            ++n;
+        }
+        num_neighbors += n;
+    }
+    //printf("%s: %d neighbours in total\n", __func__, num_neighbors);
+    kneighbors_q3xs = (uint16_t *)malloc((num_neighbors + num_not_in_map)*sizeof(uint16_t));
+    iq3_data[gindex].neighbours = kneighbors_q3xs;
+    int counter = 0;
+    for (int i = 0; i < kmap_size; ++i) {
+        if (kmap_q3xs[i] >= 0) continue;
+        for (int k = 0; k < 4; ++k) {
+            int l = (i >> 3*k) & 0x7;
+            pos[k] = 2*l + 1;
+        }
+        for (int j = 0; j < grid_size; ++j) {
+            const int8_t * pg = (const int8_t *)(kgrid_q3xs + j);
+            int d2 = 0;
+            for (int k = 0; k < 4; ++k) d2 += (pg[k] - pos[k])*(pg[k] - pos[k]);
+            dist2[2*j+0] = d2;
+            dist2[2*j+1] = j;
+        }
+        qsort(dist2, grid_size, 2*sizeof(int), iq3_compare_func);
+        kmap_q3xs[i] = -(counter + 1);
+        int d2 = dist2[0];
+        uint16_t * start = &kneighbors_q3xs[counter++];
+        int n = 0, nhave = 1;
+        for (int j = 0; j < grid_size; ++j) {
+            if (dist2[2*j] > d2) {
+                if (nhave == nwant) break;
+                d2 = dist2[2*j];
+                ++nhave;
+            }
+            kneighbors_q3xs[counter++] = dist2[2*j+1];
+            ++n;
+        }
+        *start = n;
+    }
+    free(dist2);
+}
+
+void iq3xs_free_impl(int grid_size) {
+    GGML_ASSERT(grid_size == 256 || grid_size == 512);
+    const int gindex = iq3_data_index(grid_size);
+    if (iq3_data[gindex].grid) {
+        free(iq3_data[gindex].grid);       iq3_data[gindex].grid = NULL;
+        free(iq3_data[gindex].map);        iq3_data[gindex].map  = NULL;
+        free(iq3_data[gindex].neighbours); iq3_data[gindex].neighbours = NULL;
+    }
+}
+
+static int iq3_find_best_neighbour(const uint16_t * GGML_RESTRICT neighbours, const uint32_t * GGML_RESTRICT grid,
+        const float * GGML_RESTRICT xval, const float * GGML_RESTRICT weight, float scale, int8_t * GGML_RESTRICT L) {
+    int num_neighbors = neighbours[0];
+    GGML_ASSERT(num_neighbors > 0);
+    float best_d2 = FLT_MAX;
+    int grid_index = -1;
+    for (int j = 1; j <= num_neighbors; ++j) {
+        const int8_t * pg = (const int8_t *)(grid + neighbours[j]);
+        float d2 = 0;
+        for (int i = 0; i < 4; ++i) {
+            float q = pg[i];
+            float diff = scale*q - xval[i];
+            d2 += weight[i]*diff*diff;
+        }
+        if (d2 < best_d2) {
+            best_d2 = d2; grid_index = neighbours[j];
+        }
+    }
+    GGML_ASSERT(grid_index >= 0);
+    const int8_t * pg = (const int8_t *)(grid + grid_index);
+    for (int i = 0; i < 4; ++i) L[i] = (pg[i] - 1)/2;
+    return grid_index;
+}
+
+static void quantize_row_iq3_xxs_impl(int grid_size, const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t n,
+        const float * GGML_RESTRICT quant_weights) {
+
+    const int gindex = iq3_data_index(grid_size);
+
+    const uint32_t * kgrid_q3xs      = iq3_data[gindex].grid;
+    const int      * kmap_q3xs       = iq3_data[gindex].map;
+    const uint16_t * kneighbors_q3xs = iq3_data[gindex].neighbours;
+
+    //GGML_ASSERT(quant_weights   && "missing quantization weights");
+    GGML_ASSERT(kgrid_q3xs      && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kmap_q3xs       && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kneighbors_q3xs && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(n%QK_K == 0);
+
+    const int kMaxQ = 8;
+
+    const int64_t nbl = n/QK_K;
+
+    ggml_fp16_t * dh;
+    uint8_t * qs;
+    int block_size;
+    if (grid_size == 256) {
+        block_iq3_xxs * y = vy;
+        dh = &y->d;
+        qs = y->qs;
+        block_size = sizeof(block_iq3_xxs);
+    } else {
+        block_iq3_s * y = vy;
+        dh = &y->d;
+        qs = y->qs;
+        block_size = sizeof(block_iq3_s);
+    }
+    int quant_size = block_size - sizeof(ggml_fp16_t);
+
+    float scales[QK_K/32];
+    float weight[32];
+    float xval[32];
+    int8_t L[32];
+    int8_t Laux[32];
+    float  waux[32];
+    bool   is_on_grid[8];
+    bool   is_on_grid_aux[8];
+    uint8_t block_signs[8];
+    uint8_t q3[3*(QK_K/8)+QK_K/32];
+    uint32_t * scales_and_signs = (uint32_t *)(q3 + QK_K/4);
+    uint8_t  * qh = q3 + 3*(QK_K/8);
+
+    for (int ibl = 0; ibl < nbl; ++ibl) {
+
+        dh[0] = GGML_FP32_TO_FP16(0.f);
+        memset(q3, 0, 3*QK_K/8+QK_K/32);
+
+        float max_scale = 0;
+
+        const float * xbl = x + QK_K*ibl;
+        float sumx2 = 0;
+        for (int i = 0; i < QK_K; ++i) sumx2 += xbl[i]*xbl[i];
+        float sigma2 = 2*sumx2/QK_K;
+
+        for (int ib = 0; ib < QK_K/32; ++ib) {
+            const float * xb = xbl + 32*ib;
+            if (quant_weights) {
+                const float * qw = quant_weights + QK_K*ibl + 32*ib;
+                for (int i = 0; i < 32; ++i) weight[i] = qw[i] * sqrtf(sigma2 + xb[i]*xb[i]);
+            } else {
+                for (int i = 0; i < 32; ++i) weight[i] = xb[i]*xb[i];
+            }
+            for (int i = 0; i < 32; ++i) waux[i] = sqrtf(weight[i]);
+            for (int k = 0; k < 4; ++k) {
+                int nflip = 0;
+                uint8_t s = 0;
+                for (int i = 0; i < 8; ++i) {
+                    if (xb[8*k + i] >= 0) xval[8*k + i] = xb[8*k + i];
+                    else {
+                        xval[8*k + i] = -xb[8*k + i]; ++nflip; s |= (1 << i);
+                    }
+                }
+                if (nflip%2) {
+                    int imin = 0; float min = weight[8*k+imin]*xb[8*k+imin]*xb[8*k+imin];
+                    for (int i = 1; i < 8; ++i) {
+                        float ax = weight[8*k+i]*xb[8*k+i]*xb[8*k+i];
+                        if (ax < min) {
+                            min = ax; imin = i;
+                        }
+                    }
+                    xval[8*k+imin] = -xval[8*k+imin];
+                    s ^= (1 << imin);
+                }
+                block_signs[k] = s & 127;
+            }
+            float max = xval[0];
+            for (int i = 1; i < 32; ++i) max = MAX(max, xval[i]);
+            if (max < GROUP_MAX_EPS_IQ3_XXS) {
+                scales[ib] = 0;
+                memset(L, 0, 32);
+                continue;
+            }
+            float best = 0;
+            float scale = max/(2*kMaxQ-1);
+            for (int is = -15; is <= 15; ++is) {
+                float id = (2*kMaxQ-1+is*0.2f)/max;
+                float this_scale = 1/id;
+                for (int k = 0; k < 8; ++k) {
+                    for (int i = 0; i < 4; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[4*k+i]-1));
+                        Laux[4*k+i] = MAX(0, MIN(kMaxQ-1, l));
+                    }
+                    uint16_t u = 0;
+                    for (int i = 0; i < 4; ++i) u |= (Laux[4*k+i] << 3*i);
+                    int grid_index = kmap_q3xs[u];
+                    is_on_grid_aux[k] = true;
+                    if (grid_index < 0) {
+                        is_on_grid_aux[k] = false;
+                        const uint16_t * neighbours = kneighbors_q3xs - kmap_q3xs[u] - 1;
+                        grid_index = iq3_find_best_neighbour(neighbours, kgrid_q3xs, xval + 4*k, waux + 4*k, this_scale, Laux + 4*k);
+                    }
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < 32; ++i) {
+                    float w = weight[i];
+                    float q = 2*Laux[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0 && sumqx*sumqx > best*sumq2) {
+                    scale = sumqx/sumq2; best = scale*sumqx;
+                    for (int i = 0; i < 32; ++i) L[i] = Laux[i];
+                    for (int k = 0; k <  8; ++k) is_on_grid[k] = is_on_grid_aux[k];
+                }
+            }
+            int n_not_ongrid = 0;
+            for (int k = 0; k < 8; ++k) if (!is_on_grid[k]) ++n_not_ongrid;
+            if (n_not_ongrid > 0 && scale > 0) {
+                float id = 1/scale;
+                for (int k = 0; k < 8; ++k) {
+                    if (is_on_grid[k]) continue;
+                    uint16_t u = 0;
+                    for (int i = 0; i < 4; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[4*k+i]-1));
+                        l = MAX(0, MIN(kMaxQ-1, l));
+                        u |= (l << 3*i);
+                    }
+                    int grid_index = kmap_q3xs[u];
+                    if (grid_index < 0) {
+                        const uint16_t * neighbours = kneighbors_q3xs - kmap_q3xs[u] - 1;
+                        grid_index = iq3_find_best_neighbour(neighbours, kgrid_q3xs, xval + 4*k, waux + 4*k, scale, L + 4*k);
+                    }
+                    const int8_t * pg = (const int8_t *)(kgrid_q3xs + grid_index);
+                    for (int i = 0; i < 4; ++i) L[4*k+i] = (pg[i] - 1)/2;
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < 32; ++i) {
+                    float w = weight[i];
+                    float q = 2*L[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0) scale = sumqx/sumq2;
+            }
+            if (scale < 0) {
+                // This should never happen, but just in case, flip scale so that it is positive (we use uint's to encode the scale)
+                // and correspondingly flip quant signs.
+                scale = -scale;
+                for (int k = 0; k < 4; ++k) block_signs[k] = (~block_signs[k]) & 127;
+            }
+            for (int k = 0; k < 8; ++k) {
+                uint16_t u = 0;
+                for (int i = 0; i < 4; ++i) u |= (L[4*k+i] << 3*i);
+                int grid_index = kmap_q3xs[u];
+                if (grid_index < 0) {
+                    printf("Oops: found point %u not on grid:", u);
+                    for (int i = 0; i < 4; ++i) printf(" %d", L[4*k+i]);
+                    printf("\n");
+                    GGML_ABORT("fatal error");
+                }
+                if (grid_size == 256) {
+                    q3[8*ib+k] = grid_index;
+                } else {
+                    q3[8*ib+k] = grid_index & 255;
+                    qh[ib] |= ((grid_index >> 8) << k);
+                }
+
+            }
+            scales_and_signs[ib] = block_signs[0] | (block_signs[1] << 7) | (block_signs[2] << 14) | (block_signs[3] << 21);
+            GGML_ASSERT(scale >= 0);
+            scales[ib] = scale;
+            max_scale = MAX(max_scale, scale);
+        }
+
+        if (!max_scale) {
+            memset(qs, 0, quant_size);
+            dh += block_size/sizeof(ggml_fp16_t);
+            qs += block_size;
+            continue;
+        }
+
+        float d = max_scale/31;
+        dh[0] = GGML_FP32_TO_FP16(d * 1.0125f);  // small improvement via this fudge factor
+        float id = 1/d;
+        for (int ib = 0; ib < QK_K/32; ++ib) {
+            int l = nearest_int(0.5f*(id*scales[ib]-1));
+            l = MAX(0, MIN(15, l));
+            scales_and_signs[ib] |= ((uint32_t)l << 28);
+        }
+        memcpy(qs, q3, quant_size);
+
+        dh += block_size/sizeof(ggml_fp16_t);
+        qs += block_size;
+
+    }
+}
+
+size_t quantize_iq3_xxs(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    GGML_ASSERT(n_per_row%QK_K == 0);
+    int64_t nblock = n_per_row/QK_K;
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_iq3_xxs_impl(256, src, qrow, n_per_row, quant_weights);
+        src += n_per_row;
+        qrow += nblock*sizeof(block_iq3_xxs);
+    }
+    return nrow * nblock * sizeof(block_iq3_xxs);
+}
+
+void quantize_row_iq3_xxs_ref(const float * GGML_RESTRICT x, block_iq3_xxs * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    quantize_row_iq3_xxs_impl(256, x, y, k, NULL);
+}
+
+static void quantize_row_iq3_s_impl(int block_size, const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int n,
+        const float * GGML_RESTRICT quant_weights,
+        float   * scales,
+        float   * weight,
+        float   * xval,
+        int8_t  * L,
+        int8_t  * Laux,
+        float   * waux,
+        bool    * is_on_grid,
+        bool    * is_on_grid_aux,
+        uint8_t * block_signs) {
+
+    const int gindex = iq3_data_index(512);
+
+    const uint32_t * kgrid_q3xs      = iq3_data[gindex].grid;
+    const int      * kmap_q3xs       = iq3_data[gindex].map;
+    const uint16_t * kneighbors_q3xs = iq3_data[gindex].neighbours;
+
+    //GGML_ASSERT(quant_weights   && "missing quantization weights");
+    GGML_ASSERT(kgrid_q3xs      && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kmap_q3xs       && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kneighbors_q3xs && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(n%QK_K == 0);
+
+    const int kMaxQ = 8;
+
+    const int64_t nbl = n/QK_K;
+
+    block_iq3_s * y = vy;
+
+    const int bs4 = block_size/4;
+    const int bs8 = block_size/8;
+
+    for (int ibl = 0; ibl < nbl; ++ibl) {
+
+        memset(&y[ibl], 0, sizeof(block_iq3_s));
+        y[ibl].d = GGML_FP32_TO_FP16(0.f);
+
+        uint8_t * qs = y[ibl].qs;
+        uint8_t * qh = y[ibl].qh;
+        uint8_t * signs = y[ibl].signs;
+
+        float max_scale = 0;
+
+        const float * xbl = x + QK_K*ibl;
+        float sumx2 = 0;
+        for (int i = 0; i < QK_K; ++i) sumx2 += xbl[i]*xbl[i];
+        float sigma2 = 2*sumx2/QK_K;
+
+        for (int ib = 0; ib < QK_K/block_size; ++ib) {
+            const float * xb = xbl + block_size*ib;
+            if (quant_weights) {
+                const float * qw = quant_weights + QK_K*ibl + block_size*ib;
+                for (int i = 0; i < block_size; ++i) weight[i] = qw[i] * sqrtf(sigma2 + xb[i]*xb[i]);
+            } else {
+                for (int i = 0; i < block_size; ++i) weight[i] = xb[i]*xb[i];
+            }
+            for (int i = 0; i < block_size; ++i) waux[i] = sqrtf(weight[i]);
+            for (int k = 0; k < bs8; ++k) {
+                uint8_t s = 0;
+                for (int i = 0; i < 8; ++i) {
+                    if (xb[8*k + i] >= 0) xval[8*k + i] = xb[8*k + i];
+                    else {
+                        xval[8*k + i] = -xb[8*k + i]; s |= (1 << i);
+                    }
+                }
+                block_signs[k] = s;
+            }
+            float max = xval[0];
+            for (int i = 1; i < block_size; ++i) max = MAX(max, xval[i]);
+            if (!max) {
+                scales[ib] = 0;
+                continue;
+            }
+            float best = 0;
+            float scale = max/(2*kMaxQ-1);
+            for (int k = 0; k < bs4; ++k) is_on_grid[k] = false;
+            for (int is = -9; is <= 9; ++is) {
+                float id = (2*kMaxQ-1+is*0.2f)/max;
+                float this_scale = 1/id;
+                for (int k = 0; k < bs4; ++k) {
+                    for (int i = 0; i < 4; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[4*k+i]-1));
+                        Laux[4*k+i] = MAX(0, MIN(kMaxQ-1, l));
+                    }
+                    uint16_t u = 0;
+                    for (int i = 0; i < 4; ++i) u |= (Laux[4*k+i] << 3*i);
+                    int grid_index = kmap_q3xs[u];
+                    is_on_grid_aux[k] = true;
+                    if (grid_index < 0) {
+                        is_on_grid_aux[k] = false;
+                        const uint16_t * neighbours = kneighbors_q3xs - kmap_q3xs[u] - 1;
+                        grid_index = iq3_find_best_neighbour(neighbours, kgrid_q3xs, xval + 4*k, waux + 4*k, this_scale, Laux + 4*k);
+                    }
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < block_size; ++i) {
+                    float w = weight[i];
+                    float q = 2*Laux[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0 && sumqx*sumqx > best*sumq2) {
+                    scale = sumqx/sumq2; best = scale*sumqx;
+                    for (int i = 0; i < block_size; ++i) L[i] = Laux[i];
+                    for (int k = 0; k < bs4; ++k) is_on_grid[k] = is_on_grid_aux[k];
+                }
+            }
+            int n_not_ongrid = 0;
+            for (int k = 0; k < bs4; ++k) if (!is_on_grid[k]) ++n_not_ongrid;
+            if (n_not_ongrid > 0 && scale > 0) {
+                float id = 1/scale;
+                for (int k = 0; k < bs4; ++k) {
+                    //if (is_on_grid[k]) continue;
+                    uint16_t u = 0;
+                    for (int i = 0; i < 4; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[4*k+i]-1));
+                        l = MAX(0, MIN(kMaxQ-1, l));
+                        u |= (l << 3*i);
+                    }
+                    int grid_index = kmap_q3xs[u];
+                    if (grid_index < 0) {
+                        const uint16_t * neighbours = kneighbors_q3xs - kmap_q3xs[u] - 1;
+                        grid_index = iq3_find_best_neighbour(neighbours, kgrid_q3xs, xval + 4*k, waux + 4*k, scale, L + 4*k);
+                    }
+                    const int8_t * pg = (const int8_t *)(kgrid_q3xs + grid_index);
+                    for (int i = 0; i < 4; ++i) L[4*k+i] = (pg[i] - 1)/2;
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < block_size; ++i) {
+                    float w = weight[i];
+                    float q = 2*L[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0) scale = sumqx/sumq2;
+            }
+            if (scale < 0) {
+                // This should never happen, but just in case, flip scale so that it is positive (we use uint's to encode the scale)
+                // and correspondingly flip quant signs.
+                scale = -scale;
+                for (int k = 0; k < bs8; ++k) block_signs[k] = ~block_signs[k];
+            }
+            for (int k = 0; k < bs4; ++k) {
+                uint16_t u = 0;
+                for (int i = 0; i < 4; ++i) u |= (L[4*k+i] << 3*i);
+                int grid_index = kmap_q3xs[u];
+                if (grid_index < 0) {
+                    printf("Oops: found point %u not on grid:", u);
+                    for (int i = 0; i < 4; ++i) printf(" %d", L[4*k+i]);
+                    printf("\n");
+                    GGML_ABORT("fatal error");
+                }
+                qs[k] = grid_index & 255;
+                qh[(ib*bs4+k)/8] |= ((grid_index >> 8) << ((ib*bs4+k)%8));
+            }
+            qs += bs4;
+            for (int k = 0; k < bs8; ++k) signs[k] = block_signs[k];
+            signs += bs8;
+            GGML_ASSERT(scale >= 0);
+            scales[ib] = scale;
+            max_scale = MAX(max_scale, scale);
+        }
+
+        if (!max_scale) {
+            continue;
+        }
+
+        float d = max_scale/31;
+        y[ibl].d = GGML_FP32_TO_FP16(d * 1.033f);
+        float id = 1/d;
+        for (int ib = 0; ib < QK_K/block_size; ib += 2) {
+            int l1 = nearest_int(0.5f*(id*scales[ib+0]-1));
+            l1 = MAX(0, MIN(15, l1));
+            int l2 = nearest_int(0.5f*(id*scales[ib+1]-1));
+            l2 = MAX(0, MIN(15, l2));
+            y[ibl].scales[ib/2] = l1 | (l2 << 4);
+        }
+
+    }
+}
+
+#define IQ3S_BLOCK_SIZE 32
+size_t quantize_iq3_s(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    GGML_ASSERT(n_per_row%QK_K == 0);
+    int64_t nblock = n_per_row/QK_K;
+    float scales[QK_K/IQ3S_BLOCK_SIZE];
+    float weight[IQ3S_BLOCK_SIZE];
+    float xval[IQ3S_BLOCK_SIZE];
+    int8_t L[IQ3S_BLOCK_SIZE];
+    int8_t Laux[IQ3S_BLOCK_SIZE];
+    float  waux[IQ3S_BLOCK_SIZE];
+    bool   is_on_grid[IQ3S_BLOCK_SIZE/4];
+    bool   is_on_grid_aux[IQ3S_BLOCK_SIZE/4];
+    uint8_t block_signs[IQ3S_BLOCK_SIZE/8];
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_iq3_s_impl(IQ3S_BLOCK_SIZE, src, qrow, n_per_row, quant_weights,
+                scales, weight, xval, L, Laux, waux, is_on_grid, is_on_grid_aux, block_signs);
+        src += n_per_row;
+        qrow += nblock*sizeof(block_iq3_s);
+    }
+    return nrow * nblock * sizeof(block_iq3_s);
+}
+
+void quantize_row_iq3_s_ref(const float * GGML_RESTRICT x, block_iq3_s * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    quantize_iq3_s(x, y, 1, k, NULL);
+}
+
+
+// =================================== 1.5 bpw ===================================================
+
+static int iq1_find_best_neighbour(const uint16_t * GGML_RESTRICT neighbours, const uint64_t * GGML_RESTRICT grid,
+        const float * GGML_RESTRICT xval, const float * GGML_RESTRICT weight, float * scale, int8_t * GGML_RESTRICT L, int ngrid) {
+    int num_neighbors = neighbours[0];
+    GGML_ASSERT(num_neighbors > 0);
+    float best_score = -FLT_MAX;
+    int grid_index = -1;
+    for (int j = 1; j <= num_neighbors; ++j) {
+        const int8_t * pg = (const int8_t *)(grid + neighbours[j]);
+        float sumqx = 0, sumq2 = 0;
+        for (int i = 0; i < 8; ++i) {
+            float q = (pg[i] - 3)/2;
+            float w = weight[i];
+            sumqx += w*q*xval[i];
+            sumq2 += w*q*q;
+        }
+        if (sumqx > 0 && sumq2 > 0 && sumqx*sumqx > best_score*sumq2) {
+            *scale = sumqx/sumq2; best_score = *scale * sumqx;
+            grid_index = neighbours[j];
+        }
+    }
+    if (grid_index < 0) {
+        for (int i = 0; i < ngrid; ++i) {
+            const int8_t * grid_i = (const int8_t *)(grid + i);
+            float sumqx = 0, sumq2 = 0;
+            for (int j = 0; j < 8; ++j) {
+                float w = weight[j];
+                float q = (grid_i[j] - 3)/2;
+                sumqx += w*q*xval[j];
+                sumq2 += w*q*q;
+            }
+            if (sumqx > 0 && sumq2 > 0 && sumqx*sumqx > best_score*sumq2) {
+                *scale = sumqx/sumq2; best_score = *scale*sumqx;
+                grid_index = i;
+            }
+        }
+    }
+    if (grid_index < 0) {
+        printf("Oops, did not find grid point\n");
+        printf("Have %d neighbours\n", num_neighbors);
+        for (int j = 1; j <= num_neighbors; ++j) {
+            const int8_t * pg = (const int8_t *)(grid + neighbours[j]);
+            float sumqx = 0, sumq2 = 0;
+            for (int i = 0; i < 8; ++i) {
+                float q = (pg[i] - 3)/2;
+                float w = weight[i];
+                sumqx += w*q*xval[i];
+                sumq2 += w*q*q;
+            }
+            printf("    neighbour %d: sumqx = %g sumq2 = %g\n", j, (double)sumqx, (double)sumq2);
+        }
+    }
+    GGML_ASSERT(grid_index >= 0);
+    //!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
+    *scale *= 1.05f;  // This is a fudge factor. Don't ask me why it improves the result.
+    //!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
+    const int8_t * pg = (const int8_t *)(grid + grid_index);
+    for (int i = 0; i < 8; ++i) L[i] = (pg[i] - 1)/2;
+    return grid_index;
+}
+
+static int iq1_find_best_neighbour2(const uint16_t * GGML_RESTRICT neighbours, const uint64_t * GGML_RESTRICT grid,
+        const float * GGML_RESTRICT xval, const float * GGML_RESTRICT weight, float scale, const float * GGML_RESTRICT xg, int8_t * GGML_RESTRICT L, int ngrid) {
+    int num_neighbors = neighbours[0];
+    GGML_ASSERT(num_neighbors > 0);
+    float best_score = FLT_MAX;
+    int grid_index = -1;
+    for (int j = 1; j <= num_neighbors; ++j) {
+        const int8_t * pg = (const int8_t *)(grid + neighbours[j]);
+        float d2 = 0;
+        for (int i = 0; i < 8; ++i) {
+            float q = xg[(pg[i] - 1)/2];
+            float w = weight[i];
+            float diff = scale*q - xval[i];
+            d2 += w*diff*diff;
+        }
+        if (d2 < best_score) {
+            best_score = d2;
+            grid_index = neighbours[j];
+        }
+    }
+    if (grid_index < 0) {
+        for (int i = 0; i < ngrid; ++i) {
+            const int8_t * grid_i = (const int8_t *)(grid + i);
+            float d2 = 0;
+            for (int j = 0; j < 8; ++j) {
+                float w = weight[j];
+                float q = xg[(grid_i[j] - 1)/2];
+                float diff = scale*q - xval[i];
+                d2 += w*diff*diff;
+            }
+            if (d2 < best_score) {
+                best_score = d2;
+                grid_index = i;
+            }
+        }
+    }
+    if (grid_index < 0) {
+        printf("Oops, did not find grid point\n");
+        printf("Have %d neighbours\n", num_neighbors);
+        for (int j = 1; j <= num_neighbors; ++j) {
+            const int8_t * pg = (const int8_t *)(grid + neighbours[j]);
+            float sumqx = 0, sumq2 = 0;
+            for (int i = 0; i < 8; ++i) {
+                float q = xg[(pg[i] - 1)/2];
+                float w = weight[i];
+                sumqx += w*q*xval[i];
+                sumq2 += w*q*q;
+            }
+            printf("    neighbour %d: sumqx = %g sumq2 = %g\n", j, (double)sumqx, (double)sumq2);
+        }
+    }
+    GGML_ASSERT(grid_index >= 0);
+    const int8_t * pg = (const int8_t *)(grid + grid_index);
+    for (int i = 0; i < 8; ++i) L[i] = (pg[i] - 1)/2;
+    return grid_index;
+}
+
+static int iq1_sort_helper(const void * left, const void * right) {
+    const float * l = left;
+    const float * r = right;
+    return *l < *r ? -1 : *l > *r ? 1 : 0;
+}
+
+#define IQ1S_BLOCK_SIZE 32
+#define IQ1M_BLOCK_SIZE 16
+static void quantize_row_iq1_s_impl(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t n, const float * GGML_RESTRICT quant_weights,
+        float    * scales,
+        float    * weight,
+        float    * sumx,
+        float    * sumw,
+        float    * pairs,
+        int8_t   * L,
+        uint16_t * index,
+        int8_t   * shifts) {
+
+    const int gindex = iq2_data_index(GGML_TYPE_IQ1_S);
+
+    const uint64_t * kgrid_q2xs      = iq2_data[gindex].grid;
+    const int      * kmap_q2xs       = iq2_data[gindex].map;
+    const uint16_t * kneighbors_q2xs = iq2_data[gindex].neighbours;
+
+    GGML_ASSERT(quant_weights   && "missing quantization weights");
+    GGML_ASSERT(kgrid_q2xs      && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kmap_q2xs       && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kneighbors_q2xs && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(n%QK_K == 0);
+
+    block_iq1_s * y = vy;
+
+    const int64_t nbl = n/QK_K;
+
+    const int block_size = IQ1S_BLOCK_SIZE;
+
+    const float x_p[3] = {-1 + IQ1S_DELTA,  IQ1S_DELTA, 1 + IQ1S_DELTA};
+    const float x_m[3] = {-1 - IQ1S_DELTA, -IQ1S_DELTA, 1 - IQ1S_DELTA};
+
+
+    int * idx = (int *)(pairs + 1);
+
+    for (int ibl = 0; ibl < nbl; ++ibl) {
+
+        y[ibl].d = GGML_FP32_TO_FP16(0.f);
+        memset(y[ibl].qs, 0, QK_K/8);
+        memset(y[ibl].qh, 0, QK_K/16);
+
+        float max_scale = 0;
+
+        const float * xbl = x + QK_K*ibl;
+        float sumx2 = 0;
+        for (int i = 0; i < QK_K; ++i) sumx2 += xbl[i]*xbl[i];
+        float sigma2 = 2*sumx2/QK_K;
+
+        for (int ib = 0; ib < QK_K/block_size; ++ib) {
+            const float * xb = xbl + block_size*ib;
+            const float * qw = quant_weights + QK_K*ibl + block_size*ib;
+            for (int i = 0; i < block_size; ++i) weight[i] = qw[i] * sqrtf(sigma2 + xb[i]*xb[i]);
+            float max = fabsf(xb[0]);
+            for (int i = 1; i < block_size; ++i) max = MAX(max, fabsf(xb[i]));
+            if (max < GROUP_MAX_EPS_IQ1_S) {
+                scales[ib] = 0;
+                memset(L, 1, block_size);
+                continue;
+            }
+            // Here we solve exactly the sum of squared difference (SSD) weighted minimization problem.
+            // With just 3 allowed quant values (-1, 0, 1), we can search exhaustively for the two
+            // boundaries that split the weights xb[i] into 3 groups. To do so, we sort the weights
+            // in ascending order, compute Si = sum[weight[j] xb[j], j = 0...i] and
+            // Wi = sum[weight[j], j = 0...i], and use these to quckly get get the optimum scale
+            // for each possible and score for each split.
+            for (int j = 0; j < block_size; ++j) {
+                pairs[2*j] = xb[j];
+                idx[2*j] = j;
+            }
+            qsort(pairs, block_size, 2*sizeof(float), iq1_sort_helper);
+            {
+                sumx[0] = sumw[0] = 0;
+                for (int j = 0; j < block_size; ++j) {
+                    int i = idx[2*j];
+                    sumx[j+1] = sumx[j] + weight[i]*xb[i];
+                    sumw[j+1] = sumw[j] + weight[i];
+                }
+            }
+            float best_score = -FLT_MIN, scale = max;
+            int besti1 = -1, besti2 = -1, best_shift = 0;
+            for (int i1 = 0; i1 <= block_size; ++i1) {
+                for (int i2 = i1; i2 <= block_size; ++i2) {
+                    float sumqx = (sumx[i1] - sumx[0])*x_p[0] + (sumx[i2] - sumx[i1])*x_p[1] + (sumx[block_size] - sumx[i2])*x_p[2];
+                    float sumq2 = (sumw[i1] - sumw[0])*x_p[0]*x_p[0] + (sumw[i2] - sumw[i1])*x_p[1]*x_p[1] + (sumw[block_size] - sumw[i2])*x_p[2]*x_p[2];
+                    if (sumq2 > 0 && sumqx*sumqx > best_score*sumq2) {
+                        scale = sumqx/sumq2; best_score = scale*sumqx;
+                        besti1 = i1; besti2 = i2; best_shift = 1;
+                    }
+                    sumqx = (sumx[i1] - sumx[0])*x_m[0] + (sumx[i2] - sumx[i1])*x_m[1] + (sumx[block_size] - sumx[i2])*x_m[2];
+                    sumq2 = (sumw[i1] - sumw[0])*x_m[0]*x_m[0] + (sumw[i2] - sumw[i1])*x_m[1]*x_m[1] + (sumw[block_size] - sumw[i2])*x_m[2]*x_m[2];
+                    if (sumq2 > 0 && sumqx*sumqx > best_score*sumq2) {
+                        scale = sumqx/sumq2; best_score = scale*sumqx;
+                        besti1 = i1; besti2 = i2; best_shift = -1;
+                    }
+                }
+            }
+            GGML_ASSERT(besti1 >= 0 && besti2 >= 0 && best_shift != 0);
+            for (int j =      0; j < besti1; ++j) L[idx[2*j]] = 0;
+            for (int j = besti1; j < besti2; ++j) L[idx[2*j]] = 1;
+            for (int j = besti2; j < block_size; ++j) L[idx[2*j]] = 2;
+            if (scale < 0) {
+                for (int j = 0; j < block_size; ++j) L[j] = 2 - L[j];
+                scale = -scale; best_shift = -best_shift;
+            }
+            bool all_on_grid = true;
+            const float * xx = best_shift == 1 ? x_p : x_m;
+            for (int k = 0; k < block_size/8; ++k) {
+                uint16_t u = 0;
+                for (int j = 0; j < 8; ++j) u |= (L[8*k+j] << 2*j);
+                int grid_index = kmap_q2xs[u];
+                if (grid_index < 0) {
+                    all_on_grid = false;
+                    const uint16_t * neighbours = kneighbors_q2xs - kmap_q2xs[u] - 1;
+                    grid_index = iq1_find_best_neighbour2(neighbours, kgrid_q2xs, xb + 8*k, weight + 8*k, scale, xx, L + 8*k, NGRID_IQ1S);
+                    GGML_ASSERT(grid_index >= 0);
+                }
+                index[k] = grid_index;
+            }
+            if (!all_on_grid) {
+                float sumqx = 0, sumq2 = 0;
+                for (int k = 0; k < block_size/8; ++k) {
+                    const int8_t * pg = (const int8_t *)(kgrid_q2xs + index[k]);
+                    for (int j = 0; j < 8; ++j) {
+                        float w = weight[8*k + j];
+                        float q = xx[(pg[j] - 1)/2];
+                        sumqx += w*q*xb[8*k+j];
+                        sumq2 += w*q*q;
+                    }
+                }
+                if (sumqx > 0 && sumq2 > 0) scale = sumqx/sumq2;
+            }
+            uint16_t h = 0;
+            for (int k = 0; k < block_size/8; ++k) {
+                y[ibl].qs[(block_size/8)*ib + k] = index[k] & 255;
+                h |= (index[k] >> 8) << 3*k;
+            }
+            y[ibl].qh[ib] = h;
+            GGML_ASSERT(scale >= 0);
+            scales[ib] = scale;
+            shifts[ib] = best_shift;
+            max_scale = MAX(max_scale, scale);
+        }
+
+        if (!max_scale) {
+            continue;
+        }
+
+        float d = max_scale/15;
+        y[ibl].d = GGML_FP32_TO_FP16(d*1.125f); // 1.125f is another fudge factor. Don't ask me why it is needed.
+        float id = 1/d;
+        for (int ib = 0; ib < QK_K/block_size; ++ib) {
+            int l = nearest_int(0.5f*(id*scales[ib]-1));
+            l = MAX(0, MIN(7, l));
+            if (shifts[ib] == -1) l |= 8;
+            y[ibl].qh[ib] |= (l << 12);
+        }
+    }
+}
+
+size_t quantize_iq1_s(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    GGML_ASSERT(n_per_row%QK_K == 0);
+    float  scales[QK_K/IQ1S_BLOCK_SIZE];
+    float  weight[IQ1S_BLOCK_SIZE];
+    int8_t L[IQ1S_BLOCK_SIZE];
+    float  sumx[IQ1S_BLOCK_SIZE+1];
+    float  sumw[IQ1S_BLOCK_SIZE+1];
+    float  pairs[2*IQ1S_BLOCK_SIZE];
+    uint16_t index[IQ1S_BLOCK_SIZE/8];
+    int8_t shifts[QK_K/IQ1S_BLOCK_SIZE];
+    int64_t nblock = n_per_row/QK_K;
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_iq1_s_impl(src, qrow, n_per_row, quant_weights, scales, weight, sumx, sumw, pairs, L, index, shifts);
+        src += n_per_row;
+        qrow += nblock*sizeof(block_iq1_s);
+    }
+    return nrow * nblock * sizeof(block_iq1_s);
+}
+
+static void quantize_row_iq1_m_impl(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t n, const float * GGML_RESTRICT quant_weights,
+        float    * scales,
+        float    * weight,
+        float    * pairs,
+        int8_t   * L,
+        uint16_t * index,
+        int8_t   * shifts) {
+
+    const int gindex = iq2_data_index(GGML_TYPE_IQ1_M);
+
+    const uint64_t * kgrid_q2xs      = iq2_data[gindex].grid;
+    const int      * kmap_q2xs       = iq2_data[gindex].map;
+    const uint16_t * kneighbors_q2xs = iq2_data[gindex].neighbours;
+
+    //GGML_ASSERT(quant_weights   && "missing quantization weights");
+    GGML_ASSERT(kgrid_q2xs      && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kmap_q2xs       && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kneighbors_q2xs && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(n%QK_K == 0);
+
+    block_iq1_m * y = vy;
+
+    const int64_t nbl = n/QK_K;
+
+    const int block_size = IQ1M_BLOCK_SIZE;
+
+    const float x_p[3] = {-1 + IQ1M_DELTA,  IQ1M_DELTA, 1 + IQ1M_DELTA};
+    const float x_m[3] = {-1 - IQ1M_DELTA, -IQ1M_DELTA, 1 - IQ1M_DELTA};
+    const uint8_t masks[4] = {0x00, 0x80, 0x08, 0x88};
+
+    int * idx = (int *)(pairs + 1);
+
+    float sumqx[4], sumq2[4];
+
+    iq1m_scale_t s;
+    const float * xx;
+
+    for (int ibl = 0; ibl < nbl; ++ibl) {
+        memset(y[ibl].qs, 0, QK_K/8);
+        memset(y[ibl].qh, 0, QK_K/16);
+        memset(y[ibl].scales, 0, QK_K/32);
+
+        float max_scale = 0;
+
+        const float * xbl = x + QK_K*ibl;
+        float sumx2 = 0;
+        for (int i = 0; i < QK_K; ++i) sumx2 += xbl[i]*xbl[i];
+        float sigma2 = 2*sumx2/QK_K;
+
+        for (int ib = 0; ib < QK_K/block_size; ++ib) {
+            const float * xb = xbl + block_size*ib;
+            if (quant_weights) {
+                const float * qw = quant_weights + QK_K*ibl + block_size*ib;
+                for (int i = 0; i < block_size; ++i) weight[i] = qw[i] * sqrtf(sigma2 + xb[i]*xb[i]);
+            } else {
+                for (int i = 0; i < block_size; ++i) weight[i] = xb[i]*xb[i];
+            }
+            float max = fabsf(xb[0]);
+            for (int i = 1; i < block_size; ++i) max = MAX(max, fabsf(xb[i]));
+            if (max < GROUP_MAX_EPS_IQ1_M) {
+                scales[ib] = 0;
+                memset(L, 1, block_size);
+                continue;
+            }
+            // Here we solve exactly the sum of squared difference (SSD) weighted minimization problem.
+            // With just 3 allowed quant values (-1, 0, 1), we can search exhaustively for the two
+            // boundaries that split the weights xb[i] into 3 groups. To do so, we sort the weights
+            // in ascending order, compute Si = sum[weight[j] xb[j], j = 0...i] and
+            // Wi = sum[weight[j], j = 0...i], and use these to quckly get get the optimum scale
+            // for each possible and score for each split.
+            for (int j = 0; j < block_size; ++j) {
+                pairs[2*j] = xb[j];
+                idx[2*j] = j;
+            }
+            qsort(pairs, block_size, 2*sizeof(float), iq1_sort_helper);
+            float best_score = -FLT_MIN, scale = max;
+            int besti1 = -1, besti2 = -1, best_k = -1;
+            // 0: +, +
+            // 1: +, -
+            // 2: -, +
+            // 3: -, -
+            for (int i1 = 0; i1 <= block_size; ++i1) {
+                for (int i2 = i1; i2 <= block_size; ++i2) {
+                    memset(sumqx, 0, 4*sizeof(float));
+                    memset(sumq2, 0, 4*sizeof(float));
+                    for (int j = 0; j < i1; ++j) {
+                        int i = idx[2*j];
+                        if (i < block_size/2) {
+                            sumqx[0] += weight[i]*x_p[0]*xb[i];
+                            sumqx[1] += weight[i]*x_p[0]*xb[i];
+                            sumqx[2] += weight[i]*x_m[0]*xb[i];
+                            sumqx[3] += weight[i]*x_m[0]*xb[i];
+                            sumq2[0] += weight[i]*x_p[0]*x_p[0];
+                            sumq2[1] += weight[i]*x_p[0]*x_p[0];
+                            sumq2[2] += weight[i]*x_m[0]*x_m[0];
+                            sumq2[3] += weight[i]*x_m[0]*x_m[0];
+                        } else {
+                            sumqx[0] += weight[i]*x_p[0]*xb[i];
+                            sumqx[2] += weight[i]*x_p[0]*xb[i];
+                            sumqx[1] += weight[i]*x_m[0]*xb[i];
+                            sumqx[3] += weight[i]*x_m[0]*xb[i];
+                            sumq2[0] += weight[i]*x_p[0]*x_p[0];
+                            sumq2[2] += weight[i]*x_p[0]*x_p[0];
+                            sumq2[1] += weight[i]*x_m[0]*x_m[0];
+                            sumq2[3] += weight[i]*x_m[0]*x_m[0];
+                        }
+                    }
+                    for (int j = i1; j < i2; ++j) {
+                        int i = idx[2*j];
+                        if (i < block_size/2) {
+                            sumqx[0] += weight[i]*x_p[1]*xb[i];
+                            sumqx[1] += weight[i]*x_p[1]*xb[i];
+                            sumqx[2] += weight[i]*x_m[1]*xb[i];
+                            sumqx[3] += weight[i]*x_m[1]*xb[i];
+                            sumq2[0] += weight[i]*x_p[1]*x_p[1];
+                            sumq2[1] += weight[i]*x_p[1]*x_p[1];
+                            sumq2[2] += weight[i]*x_m[1]*x_m[1];
+                            sumq2[3] += weight[i]*x_m[1]*x_m[1];
+                        } else {
+                            sumqx[0] += weight[i]*x_p[1]*xb[i];
+                            sumqx[2] += weight[i]*x_p[1]*xb[i];
+                            sumqx[1] += weight[i]*x_m[1]*xb[i];
+                            sumqx[3] += weight[i]*x_m[1]*xb[i];
+                            sumq2[0] += weight[i]*x_p[1]*x_p[1];
+                            sumq2[2] += weight[i]*x_p[1]*x_p[1];
+                            sumq2[1] += weight[i]*x_m[1]*x_m[1];
+                            sumq2[3] += weight[i]*x_m[1]*x_m[1];
+                        }
+                    }
+                    for (int j = i2; j < block_size; ++j) {
+                        int i = idx[2*j];
+                        if (i < block_size/2) {
+                            sumqx[0] += weight[i]*x_p[2]*xb[i];
+                            sumqx[1] += weight[i]*x_p[2]*xb[i];
+                            sumqx[2] += weight[i]*x_m[2]*xb[i];
+                            sumqx[3] += weight[i]*x_m[2]*xb[i];
+                            sumq2[0] += weight[i]*x_p[2]*x_p[2];
+                            sumq2[1] += weight[i]*x_p[2]*x_p[2];
+                            sumq2[2] += weight[i]*x_m[2]*x_m[2];
+                            sumq2[3] += weight[i]*x_m[2]*x_m[2];
+                        } else {
+                            sumqx[0] += weight[i]*x_p[2]*xb[i];
+                            sumqx[2] += weight[i]*x_p[2]*xb[i];
+                            sumqx[1] += weight[i]*x_m[2]*xb[i];
+                            sumqx[3] += weight[i]*x_m[2]*xb[i];
+                            sumq2[0] += weight[i]*x_p[2]*x_p[2];
+                            sumq2[2] += weight[i]*x_p[2]*x_p[2];
+                            sumq2[1] += weight[i]*x_m[2]*x_m[2];
+                            sumq2[3] += weight[i]*x_m[2]*x_m[2];
+                        }
+                    }
+                    for (int k = 0; k < 4; ++k) {
+                        if (sumq2[k] > 0 && sumqx[k]*sumqx[k] > best_score*sumq2[k]) {
+                            scale = sumqx[k]/sumq2[k]; best_score = scale*sumqx[k];
+                            besti1 = i1; besti2 = i2; best_k = k;
+                        }
+                    }
+                }
+            }
+            GGML_ASSERT(besti1 >= 0 && besti2 >= 0 && best_k >= 0);
+            for (int j =      0; j < besti1; ++j) L[idx[2*j]] = 0;
+            for (int j = besti1; j < besti2; ++j) L[idx[2*j]] = 1;
+            for (int j = besti2; j < block_size; ++j) L[idx[2*j]] = 2;
+            if (scale < 0) {
+                for (int j = 0; j < block_size; ++j) L[j] = 2 - L[j];
+                scale = -scale;
+                best_k = best_k == 0 ? 3 : best_k == 1 ? 2 : best_k == 2 ? 1 : 0;
+            }
+            bool all_on_grid = true;
+            for (int k = 0; k < block_size/8; ++k) {
+                if (k == 0) xx = best_k < 2 ? x_p : x_m;
+                else xx = best_k%2 == 0 ? x_p : x_m;
+                uint16_t u = 0;
+                for (int j = 0; j < 8; ++j) u |= (L[8*k+j] << 2*j);
+                int grid_index = kmap_q2xs[u];
+                if (grid_index < 0) {
+                    all_on_grid = false;
+                    const uint16_t * neighbours = kneighbors_q2xs - kmap_q2xs[u] - 1;
+                    grid_index = iq1_find_best_neighbour2(neighbours, kgrid_q2xs, xb + 8*k, weight + 8*k, scale, xx, L + 8*k, NGRID_IQ1S);
+                    GGML_ASSERT(grid_index >= 0);
+                }
+                index[k] = grid_index;
+            }
+            if (!all_on_grid) {
+                float sumqx_f = 0, sumq2_f = 0;
+                for (int k = 0; k < block_size/8; ++k) {
+                    if (k == 0) xx = best_k < 2 ? x_p : x_m;
+                    else xx = best_k%2 == 0 ? x_p : x_m;
+                    const int8_t * pg = (const int8_t *)(kgrid_q2xs + index[k]);
+                    for (int j = 0; j < 8; ++j) {
+                        float w = weight[8*k + j];
+                        float q = xx[(pg[j] - 1)/2];
+                        sumqx_f += w*q*xb[8*k+j];
+                        sumq2_f += w*q*q;
+                    }
+                }
+                if (sumqx_f > 0 && sumq2_f > 0) scale = sumqx_f/sumq2_f;
+            }
+            y[ibl].qs[2*ib + 0] = index[0] & 255;
+            y[ibl].qs[2*ib + 1] = index[1] & 255;
+            y[ibl].qh[ib] = (index[0] >> 8) | ((index[1] >> 8) << 4);
+            GGML_ASSERT(scale >= 0);
+            scales[ib] = scale;
+            shifts[ib] = best_k;
+            max_scale = MAX(max_scale, scale);
+        }
+
+        if (!max_scale) {
+            continue;
+        }
+
+        uint16_t * sc = (uint16_t *)y[ibl].scales;
+        float d = max_scale/15;
+        float id = 1/d;
+        float sumqx_f = 0, sumq2_f = 0;
+        for (int ib = 0; ib < QK_K/block_size; ++ib) {
+            int l = nearest_int(0.5f*(id*scales[ib+0]-1));
+            l = MAX(0, MIN(7, l));
+            sc[ib/4] |= (l << 3*(ib%4));
+            y[ibl].qh[ib] |= masks[shifts[ib]];
+            const float * xb = xbl + block_size*ib;
+            if (quant_weights) {
+                const float * qw = quant_weights + QK_K*ibl + block_size*ib;
+                for (int i = 0; i < block_size; ++i) weight[i] = qw[i] * sqrtf(sigma2 + xb[i]*xb[i]);
+            } else {
+                for (int i = 0; i < block_size; ++i) weight[i] = xb[i]*xb[i];
+            }
+            for (int k = 0; k < block_size/8; ++k) {
+                if (k == 0) xx = shifts[ib] < 2 ? x_p : x_m;
+                else xx = shifts[ib]%2 == 0 ? x_p : x_m;
+                const int8_t * pg = (const int8_t *)(kgrid_q2xs + y[ibl].qs[2*ib+k] + ((y[ibl].qh[ib] << (8 - 4*k)) & 0x700));
+                for (int j = 0; j < 8; ++j) {
+                    float w = weight[8*k + j];
+                    float q = xx[(pg[j] - 1)/2]*(2*l+1);
+                    sumqx_f += w*q*xb[8*k+j];
+                    sumq2_f += w*q*q;
+                }
+            }
+        }
+        if (sumq2_f > 0) d = sumqx_f/sumq2_f;
+        s.f16 = GGML_FP32_TO_FP16(d*1.1125f); // 1.1125f is another fudge factor. Don't ask me why it is needed.
+        sc[0] |= ((s.u16 & 0x000f) << 12);
+        sc[1] |= ((s.u16 & 0x00f0) <<  8);
+        sc[2] |= ((s.u16 & 0x0f00) <<  4);
+        sc[3] |= ((s.u16 & 0xf000) <<  0);
+    }
+}
+
+size_t quantize_iq1_m(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    GGML_ASSERT(n_per_row%QK_K == 0);
+    float  scales[QK_K/IQ1M_BLOCK_SIZE];
+    float  weight[IQ1M_BLOCK_SIZE];
+    int8_t L[IQ1M_BLOCK_SIZE];
+    float  pairs[2*IQ1M_BLOCK_SIZE];
+    uint16_t index[IQ1M_BLOCK_SIZE/8];
+    int8_t shifts[QK_K/IQ1M_BLOCK_SIZE];
+    int64_t nblock = n_per_row/QK_K;
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_iq1_m_impl(src, qrow, n_per_row, quant_weights, scales, weight, pairs, L, index, shifts);
+        src += n_per_row;
+        qrow += nblock*sizeof(block_iq1_m);
+    }
+    return nrow * nblock * sizeof(block_iq1_m);
+}
+
+// ============================ 4-bit non-linear quants
+
+static inline int best_index_int8(int n, const int8_t * val, float x) {
+    if (x <= val[0]) return 0;
+    if (x >= val[n-1]) return n-1;
+    int ml = 0, mu = n-1;
+    while (mu-ml > 1) {
+        int mav = (ml+mu)/2;
+        if (x < val[mav]) mu = mav; else ml = mav;
+    }
+    return x - val[mu-1] < val[mu] - x ? mu-1 : mu;
+}
+
+static void quantize_row_iq4_nl_impl(const int super_block_size, const int block_size, const float * GGML_RESTRICT x,
+        ggml_fp16_t * dh, uint8_t * q4, uint16_t * scales_h, uint8_t * scales_l,
+        float * scales, float * weight, uint8_t * L,
+        const int8_t * values,
+        const float * quant_weights,
+        const int ntry) {
+
+    float sigma2 = 0;
+    for (int j = 0; j < super_block_size; ++j) sigma2 += x[j]*x[j];
+    sigma2 *= 2.f/super_block_size;
+
+    memset(q4, 0, super_block_size/2);
+    dh[0] = GGML_FP32_TO_FP16(0.f);
+
+    float max_scale = 0, amax_scale = 0;
+    for (int ib = 0; ib < super_block_size/block_size; ++ib) {
+        const float * xb = x + ib*block_size;
+        uint8_t * Lb = L + ib*block_size;
+        if (quant_weights) {
+            const float * qw = quant_weights + ib*block_size;
+            for (int j = 0; j < block_size; ++j) weight[j] = qw[j] * sqrtf(sigma2 + xb[j]*xb[j]);
+        } else {
+            for (int j = 0; j < block_size; ++j) weight[j] = xb[j]*xb[j];
+        }
+        float amax = 0, max = 0;
+        for (int j = 0; j < block_size; ++j) {
+            float ax = fabsf(xb[j]);
+            if (ax > amax) {
+                amax = ax; max = xb[j];
+            }
+        }
+        if (amax < GROUP_MAX_EPS) {
+            scales[ib] = 0;
+            continue;
+        }
+        float d = ntry > 0 ? -max/values[0] : max/values[0];
+        float id = 1/d;
+        float sumqx = 0, sumq2 = 0;
+        for (int j = 0; j < block_size; ++j) {
+            float al = id*xb[j];
+            int l = best_index_int8(16, values, al);
+            Lb[j] = l;
+            float q = values[l];
+            float w = weight[j];
+            sumqx += w*q*xb[j];
+            sumq2 += w*q*q;
+        }
+        d = sumqx/sumq2;
+        float best = d*sumqx;
+        for (int itry = -ntry; itry <= ntry; ++itry) {
+            id = (itry + values[0])/max;
+            sumqx = sumq2 = 0;
+            for (int j = 0; j < block_size; ++j) {
+                float al = id*xb[j];
+                int l = best_index_int8(16, values, al);
+                float q = values[l];
+                float w = weight[j];
+                sumqx += w*q*xb[j];
+                sumq2 += w*q*q;
+            }
+            if (sumq2 > 0 && sumqx*sumqx > best*sumq2) {
+                d = sumqx/sumq2; best = d * sumqx;
+            }
+        }
+        scales[ib] = d;
+        float abs_d = fabsf(d);
+        if (abs_d > amax_scale) {
+            amax_scale = abs_d; max_scale = d;
+        }
+    }
+
+    if (super_block_size/block_size > 1) {
+        int nb = super_block_size/block_size;
+        memset(scales_h, 0, ((nb+7)/8)*sizeof(uint16_t));
+        float d = -max_scale/32;
+        dh[0] = GGML_FP32_TO_FP16(d);
+        float id = d ? 1/d : 0.f;
+        for (int ib = 0; ib < super_block_size/block_size; ++ib) {
+            int l = nearest_int(id*scales[ib]);
+            l = MAX(-32, MIN(31, l));
+            float dl = d * l;
+            float idl = dl ? 1/dl : 0.f;
+            uint8_t * Lb = L + ib*block_size;
+            const float * xb = x + ib*block_size;
+            for (int j = 0; j < block_size; ++j) {
+                Lb[j] = best_index_int8(16, values, idl*xb[j]);
+            }
+            l += 32;
+            uint8_t l_l = l & 0xf;
+            uint8_t l_h = l >>  4;
+            if (ib%2 == 0) scales_l[ib/2] = l_l;
+            else scales_l[ib/2] |= (l_l << 4);
+            scales_h[ib/8] |= (l_h << 2*(ib%8));
+        }
+    } else {
+        dh[0] = GGML_FP32_TO_FP16(scales[0]);
+        if (ntry > 0) {
+            float id = scales[0] ? 1/scales[0] : 0;
+            for (int j = 0; j < super_block_size; ++j) {
+                L[j] = best_index_int8(16, values, id*x[j]);
+            }
+        }
+    }
+
+    for (int i = 0; i < super_block_size/32; ++i) {
+        for (int j = 0; j < 16; ++j) {
+            q4[16*i + j] = L[32*i + j] | (L[32*i + 16 + j] << 4);
+        }
+    }
+}
+
+size_t quantize_iq4_nl(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    GGML_ASSERT(n_per_row%QK4_NL == 0);
+    int64_t nblock = n_per_row/QK4_NL;
+    char * qrow = (char *)dst;
+    uint8_t L[QK4_NL];
+    float weight[QK4_NL];
+    uint16_t unused_h;
+    uint8_t * unused_l = NULL;
+    float scale;
+    for (int64_t row = 0; row < nrow; ++row) {
+        block_iq4_nl * iq4 = (block_iq4_nl *)qrow;
+        for (int ibl = 0; ibl < nblock; ++ibl) {
+            const float * qw = quant_weights ? quant_weights + QK4_NL*ibl : NULL;
+            quantize_row_iq4_nl_impl(QK4_NL, 32, src + QK4_NL*ibl, &iq4[ibl].d, iq4[ibl].qs, &unused_h, unused_l,
+                    &scale, weight, L, kvalues_iq4nl, qw, 7);
+        }
+        src += n_per_row;
+        qrow += nblock*sizeof(block_iq4_nl);
+    }
+    return nrow * nblock * sizeof(block_iq4_nl);
+}
+
+//void quantize_row_iq4_nl_ref(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) {
+void quantize_row_iq4_nl_ref(const float * GGML_RESTRICT x, block_iq4_nl * GGML_RESTRICT y, int64_t k) {
+    GGML_ASSERT(k%QK4_NL == 0);
+    int64_t nblock = k/QK4_NL;
+    uint8_t L[QK4_NL];
+    float weight[QK4_NL];
+    uint16_t unused_h;
+    uint8_t * unused_l = NULL;
+    float scale;
+    block_iq4_nl * iq4 = y;
+    for (int ibl = 0; ibl < nblock; ++ibl) {
+        quantize_row_iq4_nl_impl(QK4_NL, 32, x + QK4_NL*ibl, &iq4[ibl].d, iq4[ibl].qs, &unused_h, unused_l,
+                &scale, weight, L, kvalues_iq4nl, NULL, -1);
+    }
+}
+
+size_t quantize_iq4_xs(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    GGML_ASSERT(n_per_row%QK_K == 0);
+    int64_t nblock = n_per_row/QK_K;
+    char * qrow = (char *)dst;
+    uint8_t L[QK_K];
+    float weight[32];
+    float scales[QK_K/32];
+    for (int64_t row = 0; row < nrow; ++row) {
+        block_iq4_xs * iq4 = (block_iq4_xs *)qrow;
+        for (int ibl = 0; ibl < nblock; ++ibl) {
+            const float * qw = quant_weights ? quant_weights + QK_K*ibl : NULL;
+            quantize_row_iq4_nl_impl(QK_K, 32, src + QK_K*ibl, &iq4[ibl].d, iq4[ibl].qs, &iq4[ibl].scales_h, iq4[ibl].scales_l,
+                    scales, weight, L, kvalues_iq4nl, qw, 7);
+        }
+        src += n_per_row;
+        qrow += nblock*sizeof(block_iq4_xs);
+    }
+    return nrow * nblock * sizeof(block_iq4_xs);
+}
+
+void quantize_row_iq4_xs_ref(const float * GGML_RESTRICT x, block_iq4_xs * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    quantize_iq4_xs(x, y, 1, k, NULL);
+}
+
+// =============================== 2.5625 bpw
+
+static void quantize_row_iq2_s_impl(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t n, const float * GGML_RESTRICT quant_weights) {
+
+    const int gindex = iq2_data_index(GGML_TYPE_IQ2_S);
+
+    const uint64_t * kgrid_q2xs      = iq2_data[gindex].grid;
+    const int      * kmap_q2xs       = iq2_data[gindex].map;
+    const uint16_t * kneighbors_q2xs = iq2_data[gindex].neighbours;
+
+    GGML_ASSERT(kmap_q2xs       && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kgrid_q2xs      && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(kneighbors_q2xs && "forgot to call ggml_quantize_init()?");
+    GGML_ASSERT(n%QK_K == 0);
+
+    const int kMaxQ = 3;
+
+    const int64_t nbl = n/QK_K;
+
+    block_iq2_s * y = vy;
+
+    float scales[QK_K/16];
+    float weight[16];
+    float xval[16];
+    int8_t L[16];
+    int8_t Laux[16];
+    float  waux[16];
+    bool   is_on_grid[2];
+    bool   is_on_grid_aux[2];
+    uint8_t block_signs[2];
+
+    for (int ibl = 0; ibl < nbl; ++ibl) {
+
+        memset(&y[ibl], 0, sizeof(block_iq2_s));
+        y[ibl].d = GGML_FP32_TO_FP16(0.f);
+
+        float max_scale = 0;
+
+        const float * xbl = x + QK_K*ibl;
+        float sumx2 = 0;
+        for (int i = 0; i < QK_K; ++i) sumx2 += xbl[i]*xbl[i];
+        float sigma2 = 2*sumx2/QK_K;
+
+        for (int ib = 0; ib < QK_K/16; ++ib) {
+            const float * xb = xbl + 16*ib;
+            if (quant_weights) {
+                const float * qw = quant_weights + QK_K*ibl + 16*ib;
+                for (int i = 0; i < 16; ++i) weight[i] = qw[i] * sqrtf(sigma2 + xb[i]*xb[i]);
+            } else {
+                for (int i = 0; i < 16; ++i) weight[i] = 0.25f*sigma2 + xb[i]*xb[i];
+            }
+            for (int i = 0; i < 16; ++i) waux[i] = sqrtf(weight[i]);
+            for (int k = 0; k < 2; ++k) {
+                uint8_t s = 0;
+                for (int i = 0; i < 8; ++i) {
+                    if (xb[8*k + i] >= 0) xval[8*k + i] = xb[8*k + i];
+                    else {
+                        xval[8*k + i] = -xb[8*k + i]; s |= (1 << i);
+                    }
+                }
+                block_signs[k] = s;
+            }
+            float max = xval[0];
+            for (int i = 1; i < 16; ++i) max = MAX(max, xval[i]);
+            if (max < GROUP_MAX_EPS_IQ2_S) {
+                scales[ib] = 0;
+                continue;
+            }
+            float best = 0;
+            float scale = max/(2*kMaxQ-1);
+            is_on_grid[0] = is_on_grid[1] = true;
+            for (int is = -9; is <= 9; ++is) {
+                float id = (2*kMaxQ-1+is*0.1f)/max;
+                float this_scale = 1/id;
+                for (int k = 0; k < 2; ++k) {
+                    for (int i = 0; i < 8; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[8*k+i]-1));
+                        Laux[8*k+i] = MAX(0, MIN(kMaxQ-1, l));
+                    }
+                    uint16_t u = 0;
+                    for (int i = 0; i < 8; ++i) u |= (Laux[8*k+i] << 2*i);
+                    int grid_index = kmap_q2xs[u];
+                    is_on_grid_aux[k] = true;
+                    if (grid_index < 0) {
+                        is_on_grid_aux[k] = false;
+                        const uint16_t * neighbours = kneighbors_q2xs - kmap_q2xs[u] - 1;
+                        grid_index = iq2_find_best_neighbour(neighbours, kgrid_q2xs, xval + 8*k, waux + 8*k, this_scale, Laux + 8*k);
+                    }
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < 16; ++i) {
+                    float w = weight[i];
+                    float q = 2*Laux[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0 && sumqx*sumqx > best*sumq2) {
+                    scale = sumqx/sumq2; best = scale*sumqx;
+                    for (int i = 0; i < 16; ++i) L[i] = Laux[i];
+                    for (int k = 0; k <  2; ++k) is_on_grid[k] = is_on_grid_aux[k];
+                }
+            }
+            int n_not_ongrid = 0;
+            for (int k = 0; k < 2; ++k) if (!is_on_grid[k]) ++n_not_ongrid;
+            if (n_not_ongrid > 0 && scale > 0) {
+                float id = 1/scale;
+                for (int k = 0; k < 2; ++k) {
+                    if (is_on_grid[k]) continue;
+                    uint16_t u = 0;
+                    for (int i = 0; i < 8; ++i) {
+                        int l = nearest_int(0.5f*(id*xval[8*k+i]-1));
+                        l = MAX(0, MIN(kMaxQ-1, l));
+                        u |= (l << 2*i);
+                        L[8*k + i] = l;
+                    }
+                    int grid_index = kmap_q2xs[u];
+                    if (grid_index < 0) {
+                        const uint16_t * neighbours = kneighbors_q2xs - kmap_q2xs[u] - 1;
+                        grid_index = iq2_find_best_neighbour(neighbours, kgrid_q2xs, xval + 8*k, waux + 8*k, scale, L + 8*k);
+                    }
+                }
+                float sumqx = 0, sumq2 = 0;
+                for (int i = 0; i < 16; ++i) {
+                    float w = weight[i];
+                    float q = 2*L[i] + 1;
+                    sumqx += w*xval[i]*q;
+                    sumq2 += w*q*q;
+                }
+                if (sumq2 > 0) scale = sumqx/sumq2;
+            }
+            if (scale < 0) {
+                scale = -scale;
+                for (int k = 0; k < 2; ++k) block_signs[k] = ~block_signs[k];
+            }
+            for (int k = 0; k < 2; ++k) {
+                uint16_t u = 0;
+                for (int i = 0; i < 8; ++i) u |= (L[8*k+i] << 2*i);
+                int grid_index = kmap_q2xs[u];
+                if (grid_index < 0) {
+                    printf("Oops: found point %u not on grid:", u);
+                    for (int i = 0; i < 8; ++i) printf(" %d", L[8*k+i]);
+                    printf("\n");
+                    GGML_ABORT("fatal error");
+                }
+                const int i8 = 2*ib + k;
+                y[ibl].qs[i8] = grid_index & 255;
+                y[ibl].qh[i8/4] |= ((grid_index >> 8) << 2*(i8%4));
+                y[ibl].qs[QK_K/8 + i8] = block_signs[k];
+            }
+            GGML_ASSERT(scale >= 0);
+            scales[ib] = scale;
+            max_scale = MAX(max_scale, scale);
+        }
+
+        if (!max_scale) {
+            continue;
+        }
+
+        float d = max_scale/31;
+        y[ibl].d = GGML_FP32_TO_FP16(d * 0.9875f);
+        float id = 1/d;
+        for (int ib = 0; ib < QK_K/16; ++ib) {
+            int l = nearest_int(0.5f*(id*scales[ib]-1));
+            l = MAX(0, MIN(15, l));
+            if (ib%2 == 0) y[ibl].scales[ib/2] = l;
+            else y[ibl].scales[ib/2] |= (l << 4);
+        }
+    }
+}
+
+size_t quantize_iq2_s(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
+    GGML_ASSERT(n_per_row%QK_K == 0);
+    int64_t nblock = n_per_row/QK_K;
+    char * qrow = (char *)dst;
+    for (int64_t row = 0; row < nrow; ++row) {
+        quantize_row_iq2_s_impl(src, qrow, n_per_row, quant_weights);
+        src += n_per_row;
+        qrow += nblock*sizeof(block_iq2_s);
+    }
+    return nrow * nblock * sizeof(block_iq2_s);
+}
+
+void quantize_row_iq2_s_ref(const float * GGML_RESTRICT x, block_iq2_s * GGML_RESTRICT y, int64_t k) {
+    assert(k % QK_K == 0);
+    quantize_iq2_s(x, y, 1, k, NULL);
+}
+
+// =============================== data validation
+
+static bool validate_float(float f, size_t i) {
+    if (isinf(f)) {
+        fprintf(stderr, "ggml_validate_row_data: found inf value at block %zu\n", i);
+        return false;
+    }
+
+    if (isnan(f)) {
+        fprintf(stderr, "ggml_validate_row_data: found nan value at block %zu\n", i);
+        return false;
+    }
+
+    return true;
+}
+
+static bool isinf_fp16(ggml_fp16_t f) {
+    return (f & 0x7c00) == 0x7c00 && (f & 0x03ff) == 0;
+}
+
+static bool isnan_fp16(ggml_fp16_t f) {
+    return (f & 0x7c00) == 0x7c00 && (f & 0x03ff) != 0;
+}
+
+static bool validate_fp16(ggml_fp16_t f, size_t i) {
+    if (isinf_fp16(f)) {
+        fprintf(stderr, "ggml_validate_row_data: found inf value at block %zu\n", i);
+        return false;
+    }
+
+    if (isnan_fp16(f)) {
+        fprintf(stderr, "ggml_validate_row_data: found nan value at block %zu\n", i);
+        return false;
+    }
+
+    return true;
+}
+
+#define VALIDATE_ROW_DATA_D_F16_IMPL(type, data, nb) \
+    const type * q = (const type *) (data); \
+    for (size_t i = 0; i < (nb); ++i) { \
+        if (!validate_fp16(q[i].d, i)) { \
+            return false; \
+        } \
+    }
+
+#define VALIDATE_ROW_DATA_DM_F16_IMPL(type, data, nb, d, m) \
+    const type * q = (const type *) (data); \
+    for (size_t i = 0; i < (nb); ++i) { \
+        if (!validate_fp16(q[i].d, i) || !validate_fp16(q[i].m, i)) { \
+            return false; \
+        } \
+    }
+
+#define VALIDATE_ROW_DATA_DVEC_F16_IMPL(type, data, nb, nr) \
+    const type * q = (const type *) (data); \
+    for (size_t i = 0; i < (nb); ++i) { \
+        for (size_t j = 0; j < (nr); ++j) { \
+            if (!validate_fp16(q[i].d[j], i)) { \
+                return false; \
+            } \
+        } \
+    }
+
+bool ggml_validate_row_data(enum ggml_type type, const void * data, size_t nbytes) {
+    if (type < 0 || type >= GGML_TYPE_COUNT) {
+        fprintf(stderr, "%s: invalid type %d\n", __func__, type);
+        return false;
+    }
+
+    if (nbytes % ggml_type_size(type) != 0) {
+        fprintf(stderr, "%s: invalid size %zu for type %s (type size = %zu)\n", __func__, nbytes, ggml_type_name(type), ggml_type_size(type));
+        return false;
+    }
+
+    const size_t nb = nbytes/ggml_type_size(type);
+
+    switch (type) {
+        case GGML_TYPE_BF16:
+            {
+                int nans = 0;
+                int infs = 0;
+                const unsigned short * f = (const unsigned short *) data;
+                for (size_t i = 0; i < nb; ++i) {
+                    nans += (f[i] & 0x7fff) > 0x7f80;
+                    infs += (f[i] & 0x7fff) == 0x7f80;
+                }
+                if (nans) {
+                    fprintf(stderr, "%s: found %d NaNs in row of %zu BF16 values\n", __func__, nans, nb);
+                    return false;
+                }
+                if (infs) {
+                    fprintf(stderr, "%s: found %d infinities in row of %zu BF16 values\n", __func__, infs, nb);
+                    return false;
+                }
+            } break;
+        case GGML_TYPE_F16:
+            {
+                const ggml_fp16_t * f = (const ggml_fp16_t *) data;
+                size_t i = 0;
+#if defined(__AVX2__)
+                for (; i + 15 < nb; i += 16) {
+                    __m256i v = _mm256_loadu_si256((const __m256i *)(f + i));
+                    __m256i vexp = _mm256_and_si256(v, _mm256_set1_epi16(0x7c00));
+                    __m256i cmp = _mm256_cmpeq_epi16(vexp, _mm256_set1_epi16(0x7c00));
+                    int mask = _mm256_movemask_epi8(cmp);
+                    if (mask) {
+                        for (size_t j = 0; j < 16; ++j) {
+                            if (!validate_fp16(f[i + j], i + j)) {
+                                return false;
+                            }
+                        }
+                        GGML_UNREACHABLE();
+                    }
+                }
+#elif defined(__ARM_NEON)
+                for (; i + 7 < nb; i += 8) {
+                    uint16x8_t v = vld1q_u16(f + i);
+                    uint16x8_t vexp = vandq_u16(v, vdupq_n_u16(0x7c00));
+                    uint16x8_t cmp = vceqq_u16(vexp, vdupq_n_u16(0x7c00));
+                    uint64_t mask = vget_lane_u64(vreinterpret_u64_u8(vshrn_n_u16(cmp, 4)), 0);
+                    if (mask) {
+                        for (size_t j = 0; j < 8; ++j) {
+                            if (!validate_fp16(f[i + j], i + j)) {
+                                return false;
+                            }
+                        }
+                        GGML_UNREACHABLE();
+                    }
+                }
+#endif
+                for (; i < nb; ++i) {
+                    if (!validate_fp16(f[i], i)) {
+                        return false;
+                    }
+                }
+            } break;
+        case GGML_TYPE_F32:
+            {
+                const float * f = (const float *) data;
+                size_t i = 0;
+#if defined(__AVX2__)
+                for (; i + 7 < nb; i += 8) {
+                    __m256i v = _mm256_loadu_si256((const __m256i *)(f + i));
+                    __m256i vexp = _mm256_and_si256(v, _mm256_set1_epi32(0x7f800000));
+                    __m256i cmp = _mm256_cmpeq_epi32(vexp, _mm256_set1_epi32(0x7f800000));
+                    int mask = _mm256_movemask_epi8(cmp);
+                    if (mask) {
+                        for (size_t j = 0; j < 8; ++j) {
+                            if (!validate_float(f[i + j], i + j)) {
+                                return false;
+                            }
+                        }
+                        GGML_UNREACHABLE();
+                    }
+                }
+#elif defined(__ARM_NEON)
+                for (; i + 3 < nb; i += 4) {
+                    uint32x4_t v = vld1q_u32((const uint32_t *)f + i);
+                    uint32x4_t vexp = vandq_u32(v, vdupq_n_u32(0x7f800000));
+                    uint32x4_t cmp = vceqq_u32(vexp, vdupq_n_u32(0x7f800000));
+                    uint64_t mask = vget_lane_u64(vreinterpret_u64_u16(vshrn_n_u32(cmp, 8)), 0);
+                    if (mask) {
+                        for (size_t j = 0; j < 4; ++j) {
+                            if (!validate_float(f[i + j], i + j)) {
+                                return false;
+                            }
+                        }
+                        GGML_UNREACHABLE();
+                    }
+                }
+#endif
+                for (; i < nb; ++i) {
+                    if (!validate_float(f[i], i)) {
+                        return false;
+                    }
+                }
+            } break;
+        case GGML_TYPE_F64:
+            {
+                const double * f = (const double *) data;
+                for (size_t i = 0; i < nb; ++i) {
+                    if (!validate_float(f[i], i)) {
+                        return false;
+                    }
+                }
+            } break;
+        case GGML_TYPE_Q4_0:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_q4_0, data, nb);
+            } break;
+        case GGML_TYPE_Q4_1:
+            {
+                VALIDATE_ROW_DATA_DM_F16_IMPL(block_q4_1, data, nb, d, m);
+            } break;
+        case GGML_TYPE_Q5_0:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_q5_0, data, nb);
+            } break;
+        case GGML_TYPE_Q5_1:
+            {
+                VALIDATE_ROW_DATA_DM_F16_IMPL(block_q5_1, data, nb, d, m);
+            } break;
+        case GGML_TYPE_Q8_0:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_q8_0, data, nb);
+            } break;
+        case GGML_TYPE_Q2_K:
+            {
+                VALIDATE_ROW_DATA_DM_F16_IMPL(block_q2_K, data, nb, d, dmin);
+            } break;
+        case GGML_TYPE_Q3_K:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_q3_K, data, nb);
+            } break;
+        case GGML_TYPE_Q4_K:
+            {
+                VALIDATE_ROW_DATA_DM_F16_IMPL(block_q4_K, data, nb, d, dmin);
+            } break;
+        case GGML_TYPE_Q5_K:
+            {
+                VALIDATE_ROW_DATA_DM_F16_IMPL(block_q5_K, data, nb, d, dmin);
+            } break;
+        case GGML_TYPE_Q6_K:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_q6_K, data, nb);
+            } break;
+        case GGML_TYPE_Q8_K:
+            {
+                const block_q8_K * q = (const block_q8_K *) data;
+                for (size_t i = 0; i < nb; ++i) {
+                    if (!validate_float(q[i].d, i)) {
+                        return false;
+                    }
+                }
+            } break;
+        case GGML_TYPE_TQ1_0:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_tq1_0, data, nb);
+            } break;
+        case GGML_TYPE_TQ2_0:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_tq2_0, data, nb);
+            } break;
+        case GGML_TYPE_IQ1_S:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_iq1_s, data, nb);
+            } break;
+        case GGML_TYPE_IQ1_M:
+            {
+                const block_iq1_m * q = (const block_iq1_m *) data;
+                for (size_t i = 0; i < nb; ++i) {
+                    iq1m_scale_t scale;
+                    const uint16_t * sc = (const uint16_t *)q[i].scales;
+                    scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000);
+                    if (!validate_fp16(scale.f16, i)) {
+                        return false;
+                    }
+                }
+            } break;
+        case GGML_TYPE_IQ2_XXS:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_iq2_xxs, data, nb);
+            } break;
+        case GGML_TYPE_IQ2_XS:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_iq2_xs, data, nb);
+            } break;
+        case GGML_TYPE_IQ2_S:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_iq2_s, data, nb);
+            } break;
+        case GGML_TYPE_IQ3_XXS:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_iq3_xxs, data, nb);
+            } break;
+
+        case GGML_TYPE_IQ3_S:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_iq3_s, data, nb);
+            } break;
+        case GGML_TYPE_IQ4_XS:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_iq4_xs, data, nb);
+            } break;
+        case GGML_TYPE_IQ4_NL:
+            {
+                VALIDATE_ROW_DATA_D_F16_IMPL(block_iq4_nl, data, nb);
+            } break;
+
+        case GGML_TYPE_I8:
+        case GGML_TYPE_I16:
+        case GGML_TYPE_I32:
+        case GGML_TYPE_I64:
+            // nothing to validate
+            break;
+        default:
+            {
+                fprintf(stderr, "%s: invalid type %d\n", __func__, type);
+                return false;
+            }
+    }
+
+    return true;
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-quants.h b/ml/backend/ggml/ggml/src/ggml-quants.h
new file mode 100644
index 0000000..d09173e
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-quants.h
@@ -0,0 +1,100 @@
+#pragma once
+
+#define GGML_COMMON_DECL_C
+#include "ggml-common.h"
+
+#include "ggml.h"
+
+// GGML internal header
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+// NOTE: these functions are defined as GGML_API because they used by the CPU backend
+
+// Quantization
+GGML_API void quantize_row_q4_0_ref(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q4_1_ref(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q5_0_ref(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q5_1_ref(const float * GGML_RESTRICT x, block_q5_1 * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q8_0_ref(const float * GGML_RESTRICT x, block_q8_0 * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q8_1_ref(const float * GGML_RESTRICT x, block_q8_1 * GGML_RESTRICT y, int64_t k);
+
+GGML_API void quantize_row_q2_K_ref(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q3_K_ref(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q4_K_ref(const float * GGML_RESTRICT x, block_q4_K * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q5_K_ref(const float * GGML_RESTRICT x, block_q5_K * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q6_K_ref(const float * GGML_RESTRICT x, block_q6_K * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_q8_K_ref(const float * GGML_RESTRICT x, block_q8_K * GGML_RESTRICT y, int64_t k);
+
+GGML_API void quantize_row_tq1_0_ref(const float * GGML_RESTRICT x, block_tq1_0 * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_tq2_0_ref(const float * GGML_RESTRICT x, block_tq2_0 * GGML_RESTRICT y, int64_t k);
+
+GGML_API void quantize_row_iq3_xxs_ref(const float * GGML_RESTRICT x, block_iq3_xxs * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_iq4_nl_ref (const float * GGML_RESTRICT x, block_iq4_nl  * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_iq4_xs_ref (const float * GGML_RESTRICT x, block_iq4_xs  * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_iq3_s_ref  (const float * GGML_RESTRICT x, block_iq3_s   * GGML_RESTRICT y, int64_t k);
+GGML_API void quantize_row_iq2_s_ref  (const float * GGML_RESTRICT x, block_iq2_s   * GGML_RESTRICT y, int64_t k);
+
+// Dequantization
+GGML_API void dequantize_row_q4_0(const block_q4_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_q4_1(const block_q4_1 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_q5_0(const block_q5_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_q5_1(const block_q5_1 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_q8_0(const block_q8_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+//GGML_API void dequantize_row_q8_1(const block_q8_1 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+
+GGML_API void dequantize_row_q2_K(const block_q2_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_q3_K(const block_q3_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_q4_K(const block_q4_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_q5_K(const block_q5_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_q6_K(const block_q6_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_q8_K(const block_q8_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+
+GGML_API void dequantize_row_tq1_0(const block_tq1_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_tq2_0(const block_tq2_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+
+GGML_API void dequantize_row_iq2_xxs(const block_iq2_xxs * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_iq2_xs (const block_iq2_xs  * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_iq2_s  (const block_iq2_s   * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_iq3_xxs(const block_iq3_xxs * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_iq1_s  (const block_iq1_s   * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_iq1_m  (const block_iq1_m   * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_iq4_nl (const block_iq4_nl  * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_iq4_xs (const block_iq4_xs  * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+GGML_API void dequantize_row_iq3_s  (const block_iq3_s   * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
+
+// Quantization utilizing an importance matrix (a.k.a. "Activation aWare Quantization")
+GGML_API size_t quantize_iq2_xxs(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_iq2_xs (const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_iq2_s  (const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_iq3_xxs(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_iq1_s  (const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_iq1_m  (const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_iq4_nl (const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_iq4_xs (const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_iq3_s  (const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+
+GGML_API size_t quantize_tq1_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_tq2_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+
+GGML_API size_t quantize_q2_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_q3_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_q4_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_q5_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_q6_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_q4_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_q4_1(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_q5_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_q5_1(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+GGML_API size_t quantize_q8_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
+
+GGML_API void iq2xs_init_impl(enum ggml_type type);
+GGML_API void iq2xs_free_impl(enum ggml_type type);
+GGML_API void iq3xs_init_impl(int grid_size);
+GGML_API void iq3xs_free_impl(int grid_size);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml-threading.cpp b/ml/backend/ggml/ggml/src/ggml-threading.cpp
new file mode 100644
index 0000000..25a19ee
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-threading.cpp
@@ -0,0 +1,12 @@
+#include "ggml-threading.h"
+#include <mutex>
+
+std::mutex ggml_critical_section_mutex;
+
+void ggml_critical_section_start() {
+    ggml_critical_section_mutex.lock();
+}
+
+void ggml_critical_section_end(void) {
+    ggml_critical_section_mutex.unlock();
+}
diff --git a/ml/backend/ggml/ggml/src/ggml-threading.h b/ml/backend/ggml/ggml/src/ggml-threading.h
new file mode 100644
index 0000000..dec2c88
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml-threading.h
@@ -0,0 +1,14 @@
+#pragma once
+
+#include "ggml.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+GGML_API void ggml_critical_section_start(void);
+GGML_API void ggml_critical_section_end(void);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ml/backend/ggml/ggml/src/ggml.c b/ml/backend/ggml/ggml/src/ggml.c
new file mode 100644
index 0000000..8a65462
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml.c
@@ -0,0 +1,6504 @@
+#define _CRT_SECURE_NO_DEPRECATE // Disables "unsafe" warnings on Windows
+#define _USE_MATH_DEFINES // For M_PI on MSVC
+
+#include "ggml-backend.h"
+#include "ggml-impl.h"
+#include "ggml-threading.h"
+#include "ggml-cpu.h"
+#include "ggml.h"
+
+// FIXME: required here for quantization functions
+#include "ggml-quants.h"
+
+#ifdef GGML_USE_CPU_HBM
+#include <hbwmalloc.h>
+#endif
+
+#if defined(_MSC_VER) || defined(__MINGW32__)
+#include <malloc.h> // using malloc.h with MSC/MINGW
+#elif !defined(__FreeBSD__) && !defined(__NetBSD__) && !defined(__OpenBSD__)
+#include <alloca.h>
+#endif
+
+#include <assert.h>
+#include <errno.h>
+#include <time.h>
+#include <math.h>
+#include <stdlib.h>
+#include <string.h>
+#include <stdint.h>
+#include <inttypes.h>
+#include <stdio.h>
+#include <float.h>
+#include <limits.h>
+#include <stdarg.h>
+#include <signal.h>
+#if defined(__gnu_linux__)
+#include <syscall.h>
+#endif
+
+#if defined(__APPLE__)
+#include <unistd.h>
+#include <mach/mach.h>
+#include <TargetConditionals.h>
+#endif
+
+#if defined(_WIN32)
+#define WIN32_LEAN_AND_MEAN
+#ifndef NOMINMAX
+    #define NOMINMAX
+#endif
+#include <windows.h>
+#endif
+
+#define UNUSED GGML_UNUSED
+
+#if defined(_MSC_VER)
+#define m512bh(p) p
+#define m512i(p) p
+#else
+#define m512bh(p) (__m512bh)(p)
+#define m512i(p) (__m512i)(p)
+#endif
+
+// precomputed f32 table for f16 (256 KB) (ggml-impl.h)
+float ggml_table_f32_f16[1 << 16];
+
+#if (defined(__linux__) || defined(__APPLE__) || defined(__FreeBSD__) || defined(__NetBSD__) || defined(__OpenBSD__)) && \
+    (!defined(TARGET_OS_TV) && !defined(TARGET_OS_WATCH))
+#include <unistd.h>
+#include <sys/types.h>
+#include <sys/stat.h>
+#include <sys/wait.h>
+
+#if defined(__ANDROID__)
+#include <unwind.h>
+#include <dlfcn.h>
+#include <stdio.h>
+
+struct backtrace_state {
+    void ** current;
+    void ** end;
+};
+
+static _Unwind_Reason_Code unwind_callback(struct _Unwind_Context* context, void* arg) {
+    struct backtrace_state * state = (struct backtrace_state *)arg;
+    uintptr_t pc = _Unwind_GetIP(context);
+    if (pc) {
+        if (state->current == state->end) {
+            return _URC_END_OF_STACK;
+        } else {
+            *state->current++ = (void*)pc;
+        }
+    }
+    return _URC_NO_REASON;
+}
+
+static void ggml_print_backtrace_symbols(void) {
+    const int max = 100;
+    void* buffer[max];
+
+    struct backtrace_state state = {buffer, buffer + max};
+    _Unwind_Backtrace(unwind_callback, &state);
+
+    int count = state.current - buffer;
+
+    for (int idx = 0; idx < count; ++idx) {
+        const void * addr = buffer[idx];
+        const char * symbol = "";
+
+        Dl_info info;
+        if (dladdr(addr, &info) && info.dli_sname) {
+            symbol = info.dli_sname;
+        }
+
+        fprintf(stderr, "%d: %p %s\n", idx, addr, symbol);
+    }
+}
+#elif defined(__linux__) && defined(__GLIBC__)
+#include <execinfo.h>
+static void ggml_print_backtrace_symbols(void) {
+    void * trace[100];
+    int nptrs = backtrace(trace, sizeof(trace)/sizeof(trace[0]));
+    backtrace_symbols_fd(trace, nptrs, STDERR_FILENO);
+}
+#else
+static void ggml_print_backtrace_symbols(void) {
+    // platform not supported
+}
+#endif
+
+static void ggml_print_backtrace(void) {
+    const char * GGML_NO_BACKTRACE = getenv("GGML_NO_BACKTRACE");
+    if (GGML_NO_BACKTRACE) {
+        return;
+    }
+    char attach[32];
+    snprintf(attach, sizeof(attach), "attach %d", getpid());
+    int pid = fork();
+    if (pid == 0) {
+        // try gdb
+        execlp("gdb", "gdb", "--batch",
+            "-ex", "set style enabled on",
+            "-ex", attach,
+            "-ex", "bt -frame-info source-and-location",
+            "-ex", "detach",
+            "-ex", "quit",
+            (char *) NULL);
+        // try lldb
+        execlp("lldb", "lldb", "--batch",
+            "-o", "bt",
+            "-o", "quit",
+            "-p", attach,
+            (char *) NULL);
+        exit(EXIT_FAILURE);
+    } else {
+        int wstatus;
+        waitpid(pid, &wstatus, 0);
+        if (WIFEXITED(wstatus)) {
+            if (WEXITSTATUS(wstatus) == EXIT_FAILURE) {
+                // gdb failed, fallback to backtrace_symbols
+                ggml_print_backtrace_symbols();
+            }
+        }
+    }
+}
+#else
+static void ggml_print_backtrace(void) {
+    // platform not supported
+}
+#endif
+
+void ggml_abort(const char * file, int line, const char * fmt, ...) {
+    fflush(stdout);
+
+    fprintf(stderr, "%s:%d: ", file, line);
+
+    va_list args;
+    va_start(args, fmt);
+    vfprintf(stderr, fmt, args);
+    va_end(args);
+
+    fprintf(stderr, "\n");
+
+    ggml_print_backtrace();
+    abort();
+}
+
+//
+// logging
+//
+
+struct ggml_logger_state {
+    ggml_log_callback log_callback;
+    void * log_callback_user_data;
+};
+static struct ggml_logger_state g_logger_state = {ggml_log_callback_default, NULL};
+
+static void ggml_log_internal_v(enum ggml_log_level level, const char * format, va_list args) {
+    if (format == NULL) {
+        return;
+    }
+    va_list args_copy;
+    va_copy(args_copy, args);
+    char buffer[128];
+    int len = vsnprintf(buffer, 128, format, args);
+    if (len < 128) {
+        g_logger_state.log_callback(level, buffer, g_logger_state.log_callback_user_data);
+    } else {
+        char * buffer2 = (char *) calloc(len + 1, sizeof(char));
+        vsnprintf(buffer2, len + 1, format, args_copy);
+        buffer2[len] = 0;
+        g_logger_state.log_callback(level, buffer2, g_logger_state.log_callback_user_data);
+        free(buffer2);
+    }
+    va_end(args_copy);
+}
+
+void ggml_log_internal(enum ggml_log_level level, const char * format, ...) {
+    va_list args;
+    va_start(args, format);
+    ggml_log_internal_v(level, format, args);
+    va_end(args);
+}
+
+void ggml_log_callback_default(enum ggml_log_level level, const char * text, void * user_data) {
+    (void) level;
+    (void) user_data;
+    fputs(text, stderr);
+    fflush(stderr);
+}
+
+//
+// end of logging block
+//
+
+#ifdef GGML_USE_ACCELERATE
+// uncomment to use vDSP for soft max computation
+// note: not sure if it is actually faster
+//#define GGML_SOFT_MAX_ACCELERATE
+#endif
+
+
+void * ggml_aligned_malloc(size_t size) {
+#if defined(__s390x__)
+    const int alignment = 256;
+#else
+    const int alignment = 64;
+#endif
+
+#if defined(_MSC_VER) || defined(__MINGW32__)
+    return _aligned_malloc(size, alignment);
+#else
+    if (size == 0) {
+        GGML_LOG_WARN("Behavior may be unexpected when allocating 0 bytes for ggml_aligned_malloc!\n");
+        return NULL;
+    }
+    void * aligned_memory = NULL;
+  #ifdef GGML_USE_CPU_HBM
+    int result = hbw_posix_memalign(&aligned_memory, alignment, size);
+  #elif TARGET_OS_OSX
+    GGML_UNUSED(alignment);
+    kern_return_t alloc_status = vm_allocate((vm_map_t) mach_task_self(), (vm_address_t *) &aligned_memory, size, VM_FLAGS_ANYWHERE);
+    int result = EFAULT;
+    switch (alloc_status) {
+        case KERN_SUCCESS:
+            result = 0;
+            break;
+        case KERN_INVALID_ADDRESS:
+            result = EINVAL;
+            break;
+        case KERN_NO_SPACE:
+            result = ENOMEM;
+            break;
+        default:
+            result = EFAULT;
+            break;
+    }
+  #else
+    int result = posix_memalign(&aligned_memory, alignment, size);
+  #endif
+    if (result != 0) {
+        // Handle allocation failure
+        const char *error_desc = "unknown allocation error";
+        switch (result) {
+            case EINVAL:
+                error_desc = "invalid alignment value";
+                break;
+            case ENOMEM:
+                error_desc = "insufficient memory";
+                break;
+        }
+        GGML_LOG_ERROR("%s: %s (attempted to allocate %6.2f MB)\n", __func__, error_desc, size/(1024.0*1024.0));
+        return NULL;
+    }
+    return aligned_memory;
+#endif
+}
+
+void ggml_aligned_free(void * ptr, size_t size) {
+    GGML_UNUSED(size);
+#if defined(_MSC_VER) || defined(__MINGW32__)
+    _aligned_free(ptr);
+#elif GGML_USE_CPU_HBM
+    if (ptr != NULL) {
+        hbw_free(ptr);
+    }
+#elif TARGET_OS_OSX
+    if (ptr != NULL) {
+        vm_deallocate((vm_map_t)mach_task_self(), (vm_address_t)ptr, size);
+    }
+#else
+    free(ptr);
+#endif
+}
+
+
+inline static void * ggml_malloc(size_t size) {
+    if (size == 0) {
+        GGML_LOG_WARN("Behavior may be unexpected when allocating 0 bytes for ggml_malloc!\n");
+        return NULL;
+    }
+    void * result = malloc(size);
+    if (result == NULL) {
+        GGML_LOG_ERROR("%s: failed to allocate %6.2f MB\n", __func__, size/(1024.0*1024.0));
+        GGML_ABORT("fatal error");
+    }
+    return result;
+}
+
+// calloc
+inline static void * ggml_calloc(size_t num, size_t size) {
+    if (num == 0 || size == 0) {
+        GGML_LOG_WARN("Behavior may be unexpected when allocating 0 bytes for ggml_calloc!\n");
+        return NULL;
+    }
+    void * result = calloc(num, size);
+    if (result == NULL) {
+        GGML_LOG_ERROR("%s: failed to allocate %6.2f MB\n", __func__, size/(1024.0*1024.0));
+        GGML_ABORT("fatal error");
+    }
+    return result;
+}
+
+#define GGML_MALLOC(size)      ggml_malloc(size)
+#define GGML_CALLOC(num, size) ggml_calloc(num, size)
+
+#define GGML_FREE(ptr) free(ptr)
+
+const char * ggml_status_to_string(enum ggml_status status) {
+    switch (status) {
+        case GGML_STATUS_ALLOC_FAILED: return "GGML status: error (failed to allocate memory)";
+        case GGML_STATUS_FAILED:       return "GGML status: error (operation failed)";
+        case GGML_STATUS_SUCCESS:      return "GGML status: success";
+        case GGML_STATUS_ABORTED:      return "GGML status: warning (operation aborted)";
+    }
+
+    return "GGML status: unknown";
+}
+
+float ggml_fp16_to_fp32(ggml_fp16_t x) {
+#define ggml_fp16_to_fp32 do_not_use__ggml_fp16_to_fp32__in_ggml
+    return GGML_FP16_TO_FP32(x);
+}
+
+ggml_fp16_t ggml_fp32_to_fp16(float x) {
+#define ggml_fp32_to_fp16 do_not_use__ggml_fp32_to_fp16__in_ggml
+    return GGML_FP32_TO_FP16(x);
+}
+
+float ggml_bf16_to_fp32(ggml_bf16_t x) {
+#define ggml_bf16_to_fp32 do_not_use__ggml_bf16_to_fp32__in_ggml
+    return GGML_BF16_TO_FP32(x);  // it just left shifts
+}
+
+ggml_bf16_t ggml_fp32_to_bf16(float x) {
+#define ggml_fp32_to_bf16 do_not_use__ggml_fp32_to_bf16__in_ggml
+    return GGML_FP32_TO_BF16(x);
+}
+
+void ggml_fp16_to_fp32_row(const ggml_fp16_t * x, float * y, int64_t n) {
+    for (int64_t i = 0; i < n; i++) {
+        y[i] = GGML_FP16_TO_FP32(x[i]);
+    }
+}
+
+void ggml_fp32_to_fp16_row(const float * x, ggml_fp16_t * y, int64_t n) {
+    int i = 0;
+    for (; i < n; ++i) {
+        y[i] = GGML_FP32_TO_FP16(x[i]);
+    }
+}
+
+void ggml_bf16_to_fp32_row(const ggml_bf16_t * x, float * y, int64_t n) {
+    int i = 0;
+    for (; i < n; ++i) {
+        y[i] = GGML_BF16_TO_FP32(x[i]);
+    }
+}
+
+void ggml_fp32_to_bf16_row_ref(const float * x, ggml_bf16_t * y, int64_t n) {
+    for (int i = 0; i < n; i++) {
+        y[i] = ggml_compute_fp32_to_bf16(x[i]);
+    }
+}
+
+void ggml_fp32_to_bf16_row(const float * x, ggml_bf16_t * y, int64_t n) {
+  int i = 0;
+#if defined(__AVX512BF16__)
+  // subnormals are flushed to zero on this platform
+  for (; i + 32 <= n; i += 32) {
+        _mm512_storeu_si512(
+            (__m512i *)(y + i),
+            m512i(_mm512_cvtne2ps_pbh(_mm512_loadu_ps(x + i + 16),
+                                _mm512_loadu_ps(x + i))));
+  }
+#endif
+    for (; i < n; i++) {
+        y[i] = GGML_FP32_TO_BF16(x[i]);
+    }
+}
+
+bool ggml_guid_matches(ggml_guid_t guid_a, ggml_guid_t guid_b) {
+    return memcmp(guid_a, guid_b, sizeof(ggml_guid)) == 0;
+}
+
+//
+// timing
+//
+
+#if defined(_MSC_VER) || defined(__MINGW32__)
+static int64_t timer_freq, timer_start;
+void ggml_time_init(void) {
+    LARGE_INTEGER t;
+    QueryPerformanceFrequency(&t);
+    timer_freq = t.QuadPart;
+
+    // The multiplication by 1000 or 1000000 below can cause an overflow if timer_freq
+    // and the uptime is high enough.
+    // We subtract the program start time to reduce the likelihood of that happening.
+    QueryPerformanceCounter(&t);
+    timer_start = t.QuadPart;
+}
+int64_t ggml_time_ms(void) {
+    LARGE_INTEGER t;
+    QueryPerformanceCounter(&t);
+    return ((t.QuadPart-timer_start) * 1000) / timer_freq;
+}
+int64_t ggml_time_us(void) {
+    LARGE_INTEGER t;
+    QueryPerformanceCounter(&t);
+    return ((t.QuadPart-timer_start) * 1000000) / timer_freq;
+}
+#else
+void ggml_time_init(void) {}
+int64_t ggml_time_ms(void) {
+    struct timespec ts;
+    clock_gettime(CLOCK_MONOTONIC, &ts);
+    return (int64_t)ts.tv_sec*1000 + (int64_t)ts.tv_nsec/1000000;
+}
+
+int64_t ggml_time_us(void) {
+    struct timespec ts;
+    clock_gettime(CLOCK_MONOTONIC, &ts);
+    return (int64_t)ts.tv_sec*1000000 + (int64_t)ts.tv_nsec/1000;
+}
+#endif
+
+int64_t ggml_cycles(void) {
+    return clock();
+}
+
+int64_t ggml_cycles_per_ms(void) {
+    return CLOCKS_PER_SEC/1000;
+}
+
+//
+// cross-platform UTF-8 file paths
+//
+
+#ifdef _WIN32
+static wchar_t * ggml_mbstowcs(const char * mbs) {
+    int wlen = MultiByteToWideChar(CP_UTF8, 0, mbs, -1, NULL, 0);
+    if (!wlen) {
+        errno = EINVAL;
+        return NULL;
+    }
+
+    wchar_t * wbuf = GGML_MALLOC(wlen * sizeof(wchar_t));
+    wlen = MultiByteToWideChar(CP_UTF8, 0, mbs, -1, wbuf, wlen);
+    if (!wlen) {
+        GGML_FREE(wbuf);
+        errno = EINVAL;
+        return NULL;
+    }
+
+    return wbuf;
+}
+#endif
+
+FILE * ggml_fopen(const char * fname, const char * mode) {
+#ifdef _WIN32
+    FILE * file = NULL;
+
+    // convert fname (UTF-8)
+    wchar_t * wfname = ggml_mbstowcs(fname);
+    if (wfname) {
+        // convert mode (ANSI)
+        wchar_t * wmode = GGML_MALLOC((strlen(mode) + 1) * sizeof(wchar_t));
+        wchar_t * wmode_p = wmode;
+        do {
+            *wmode_p++ = (wchar_t)*mode;
+        } while (*mode++);
+
+        // open file
+        file = _wfopen(wfname, wmode);
+
+        GGML_FREE(wfname);
+        GGML_FREE(wmode);
+    }
+
+    return file;
+#else
+    return fopen(fname, mode);
+#endif
+
+}
+static void ggml_vec_dot_f32(int n, float * GGML_RESTRICT s, size_t bs, const float * GGML_RESTRICT x, size_t bx, const float * GGML_RESTRICT y, size_t by, int nrc);
+static void ggml_vec_dot_f16(int n, float * GGML_RESTRICT s, size_t bs, ggml_fp16_t * GGML_RESTRICT x, size_t bx, ggml_fp16_t * GGML_RESTRICT y, size_t by, int nrc);
+static void ggml_vec_dot_bf16(int n, float * GGML_RESTRICT s, size_t bs, ggml_bf16_t * GGML_RESTRICT x, size_t bx, ggml_bf16_t * GGML_RESTRICT y, size_t by, int nrc);
+
+static const struct ggml_type_traits type_traits[GGML_TYPE_COUNT] = {
+    [GGML_TYPE_I8] = {
+        .type_name                = "i8",
+        .blck_size                = 1,
+        .type_size                = sizeof(int8_t),
+        .is_quantized             = false,
+    },
+    [GGML_TYPE_I16] = {
+        .type_name                = "i16",
+        .blck_size                = 1,
+        .type_size                = sizeof(int16_t),
+        .is_quantized             = false,
+    },
+    [GGML_TYPE_I32] = {
+        .type_name                = "i32",
+        .blck_size                = 1,
+        .type_size                = sizeof(int32_t),
+        .is_quantized             = false,
+    },
+    [GGML_TYPE_I64] = {
+        .type_name                = "i64",
+        .blck_size                = 1,
+        .type_size                = sizeof(int64_t),
+        .is_quantized             = false,
+    },
+    [GGML_TYPE_F64] = {
+        .type_name                = "f64",
+        .blck_size                = 1,
+        .type_size                = sizeof(double),
+        .is_quantized             = false,
+    },
+    [GGML_TYPE_F32] = {
+        .type_name                = "f32",
+        .blck_size                = 1,
+        .type_size                = sizeof(float),
+        .is_quantized             = false,
+    },
+    [GGML_TYPE_F16] = {
+        .type_name                = "f16",
+        .blck_size                = 1,
+        .type_size                = sizeof(ggml_fp16_t),
+        .is_quantized             = false,
+        .to_float                 = (ggml_to_float_t) ggml_fp16_to_fp32_row,
+        .from_float_ref           = (ggml_from_float_t) ggml_fp32_to_fp16_row,
+    },
+    [GGML_TYPE_Q4_0] = {
+        .type_name                = "q4_0",
+        .blck_size                = QK4_0,
+        .type_size                = sizeof(block_q4_0),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q4_0,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q4_0_ref,
+    },
+    [GGML_TYPE_Q4_1] = {
+        .type_name                = "q4_1",
+        .blck_size                = QK4_1,
+        .type_size                = sizeof(block_q4_1),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q4_1,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q4_1_ref,
+    },
+    [4] = { // GGML_TYPE_Q4_2
+        .type_name                = "DEPRECATED",
+        .blck_size                = 0,
+        .type_size                = 0,
+        .is_quantized             = false,
+    },
+    [5] = { // GGML_TYPE_Q4_3
+        .type_name                = "DEPRECATED",
+        .blck_size                = 0,
+        .type_size                = 0,
+        .is_quantized             = false,
+    },
+    [GGML_TYPE_Q5_0] = {
+        .type_name                = "q5_0",
+        .blck_size                = QK5_0,
+        .type_size                = sizeof(block_q5_0),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q5_0,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q5_0_ref,
+    },
+    [GGML_TYPE_Q5_1] = {
+        .type_name                = "q5_1",
+        .blck_size                = QK5_1,
+        .type_size                = sizeof(block_q5_1),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q5_1,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q5_1_ref,
+    },
+    [GGML_TYPE_Q8_0] = {
+        .type_name                = "q8_0",
+        .blck_size                = QK8_0,
+        .type_size                = sizeof(block_q8_0),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q8_0,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q8_0_ref,
+    },
+    [GGML_TYPE_Q8_1] = {
+        .type_name                = "q8_1",
+        .blck_size                = QK8_1,
+        .type_size                = sizeof(block_q8_1),
+        .is_quantized             = true,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q8_1_ref,
+    },
+    [GGML_TYPE_Q2_K] = {
+        .type_name                = "q2_K",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_q2_K),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q2_K,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q2_K_ref,
+    },
+    [GGML_TYPE_Q3_K] = {
+        .type_name                = "q3_K",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_q3_K),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q3_K,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q3_K_ref,
+    },
+    [GGML_TYPE_Q4_K] = {
+        .type_name                = "q4_K",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_q4_K),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q4_K,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q4_K_ref,
+    },
+    [GGML_TYPE_Q5_K] = {
+        .type_name                = "q5_K",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_q5_K),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q5_K,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q5_K_ref,
+    },
+    [GGML_TYPE_Q6_K] = {
+        .type_name                = "q6_K",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_q6_K),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_q6_K,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_q6_K_ref,
+    },
+    [GGML_TYPE_IQ2_XXS] = {
+        .type_name                = "iq2_xxs",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_iq2_xxs),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_iq2_xxs,
+        .from_float_ref           = NULL,
+    },
+    [GGML_TYPE_IQ2_XS] = {
+        .type_name                = "iq2_xs",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_iq2_xs),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_iq2_xs,
+        .from_float_ref           = NULL,
+    },
+    [GGML_TYPE_IQ3_XXS] = {
+        .type_name                = "iq3_xxs",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_iq3_xxs),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_iq3_xxs,
+        .from_float_ref           = (ggml_from_float_t)quantize_row_iq3_xxs_ref,
+    },
+    [GGML_TYPE_IQ3_S] = {
+        .type_name                = "iq3_s",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_iq3_s),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_iq3_s,
+        .from_float_ref           = (ggml_from_float_t)quantize_row_iq3_s_ref,
+    },
+    [GGML_TYPE_IQ2_S] = {
+        .type_name                = "iq2_s",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_iq2_s),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_iq2_s,
+        .from_float_ref           = (ggml_from_float_t)quantize_row_iq2_s_ref,
+    },
+    [GGML_TYPE_IQ1_S] = {
+        .type_name                = "iq1_s",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_iq1_s),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_iq1_s,
+        .from_float_ref           = NULL,
+    },
+    [GGML_TYPE_IQ1_M] = {
+        .type_name                = "iq1_m",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_iq1_m),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_iq1_m,
+        .from_float_ref           = NULL,
+    },
+    [GGML_TYPE_IQ4_NL] = {
+        .type_name                = "iq4_nl",
+        .blck_size                = QK4_NL,
+        .type_size                = sizeof(block_iq4_nl),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_iq4_nl,
+        .from_float_ref           = (ggml_from_float_t)quantize_row_iq4_nl_ref,
+    },
+    [GGML_TYPE_IQ4_XS] = {
+        .type_name                = "iq4_xs",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_iq4_xs),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_iq4_xs,
+        .from_float_ref           = (ggml_from_float_t)quantize_row_iq4_xs_ref,
+    },
+    [GGML_TYPE_Q8_K] = {
+        .type_name                = "q8_K",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_q8_K),
+        .is_quantized             = true,
+    },
+    [GGML_TYPE_BF16] = {
+        .type_name                = "bf16",
+        .blck_size                = 1,
+        .type_size                = sizeof(ggml_bf16_t),
+        .is_quantized             = false,
+        .to_float                 = (ggml_to_float_t) ggml_bf16_to_fp32_row,
+        .from_float_ref           = (ggml_from_float_t) ggml_fp32_to_bf16_row_ref,
+    },
+    [31] = { // GGML_TYPE_Q4_0_4_4
+        .type_name                = "TYPE_Q4_0_4_4 REMOVED, use Q4_0 with runtime repacking",
+        .blck_size                = 0,
+        .type_size                = 0,
+        .is_quantized             = false,
+    },
+    [32] = { // GGML_TYPE_Q4_0_4_8
+        .type_name                = "TYPE_Q4_0_4_8 REMOVED, use Q4_0 with runtime repacking",
+        .blck_size                = 0,
+        .type_size                = 0,
+        .is_quantized             = false,
+    },
+    [33] = { // GGML_TYPE_Q4_0_8_8
+        .type_name                = "TYPE_Q4_0_8_8 REMOVED, use Q4_0 with runtime repacking",
+        .blck_size                = 0,
+        .type_size                = 0,
+        .is_quantized             = false,
+    },
+    [GGML_TYPE_TQ1_0] = {
+        .type_name                = "tq1_0",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_tq1_0),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_tq1_0,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_tq1_0_ref,
+    },
+    [GGML_TYPE_TQ2_0] = {
+        .type_name                = "tq2_0",
+        .blck_size                = QK_K,
+        .type_size                = sizeof(block_tq2_0),
+        .is_quantized             = true,
+        .to_float                 = (ggml_to_float_t) dequantize_row_tq2_0,
+        .from_float_ref           = (ggml_from_float_t) quantize_row_tq2_0_ref,
+    },
+    [36] = { // GGML_TYPE_IQ4_NL_4_4
+        .type_name                = "TYPE_IQ4_NL_4_4 REMOVED, use IQ4_NL with runtime repacking",
+        .blck_size                = 0,
+        .type_size                = 0,
+        .is_quantized             = false,
+    },
+    [37] = { // GGML_TYPE_IQ4_NL_4_8
+        .type_name                = "TYPE_IQ4_NL_4_8 REMOVED, use IQ4_NL with runtime repacking",
+        .blck_size                = 0,
+        .type_size                = 0,
+        .is_quantized             = false,
+    },
+    [38] = { // GGML_TYPE_IQ4_NL_8_8
+        .type_name                = "TYPE_IQ4_NL_8_8 REMOVED, use IQ4_NL with runtime repacking",
+        .blck_size                = 0,
+        .type_size                = 0,
+        .is_quantized             = false,
+    },
+};
+
+const struct ggml_type_traits * ggml_get_type_traits(enum ggml_type type) {
+    GGML_ASSERT(type < GGML_TYPE_COUNT);
+    return &type_traits[type];
+}
+
+//
+// ggml object
+//
+
+struct ggml_object {
+    size_t offs;
+    size_t size;
+
+    struct ggml_object * next;
+
+    enum ggml_object_type type;
+
+    char padding[4];
+};
+
+static const size_t GGML_OBJECT_SIZE = sizeof(struct ggml_object);
+
+//
+// ggml context
+//
+
+struct ggml_context {
+    size_t mem_size;
+    void * mem_buffer;
+    bool   mem_buffer_owned;
+    bool   no_alloc;
+
+    int    n_objects;
+
+    struct ggml_object * objects_begin;
+    struct ggml_object * objects_end;
+};
+
+struct ggml_context_container {
+    bool used;
+
+    struct ggml_context context;
+};
+
+//
+// data types
+//
+
+static const char * GGML_OP_NAME[GGML_OP_COUNT] = {
+    "NONE",
+
+    "DUP",
+    "ADD",
+    "ADD1",
+    "ACC",
+    "SUB",
+    "MUL",
+    "DIV",
+    "SQR",
+    "SQRT",
+    "LOG",
+    "SIN",
+    "COS",
+    "SUM",
+    "SUM_ROWS",
+    "MEAN",
+    "ARGMAX",
+    "COUNT_EQUAL",
+    "REPEAT",
+    "REPEAT_BACK",
+    "CONCAT",
+    "SILU_BACK",
+    "NORM",
+    "RMS_NORM",
+    "RMS_NORM_BACK",
+    "GROUP_NORM",
+    "L2_NORM",
+
+    "MUL_MAT",
+    "MUL_MAT_ID",
+    "OUT_PROD",
+
+    "SCALE",
+    "SET",
+    "CPY",
+    "CONT",
+    "RESHAPE",
+    "VIEW",
+    "PERMUTE",
+    "TRANSPOSE",
+    "GET_ROWS",
+    "GET_ROWS_BACK",
+    "DIAG",
+    "DIAG_MASK_INF",
+    "DIAG_MASK_ZERO",
+    "SOFT_MAX",
+    "SOFT_MAX_BACK",
+    "ROPE",
+    "ROPE_BACK",
+    "CLAMP",
+    "CONV_TRANSPOSE_1D",
+    "IM2COL",
+    "IM2COL_BACK",
+    "CONV_2D_DW",
+    "CONV_TRANSPOSE_2D",
+    "POOL_1D",
+    "POOL_2D",
+    "POOL_2D_BACK",
+    "UPSCALE",
+    "PAD",
+    "PAD_REFLECT_1D",
+    "ARANGE",
+    "TIMESTEP_EMBEDDING",
+    "ARGSORT",
+    "LEAKY_RELU",
+
+    "FLASH_ATTN_EXT",
+    "FLASH_ATTN_BACK",
+    "SSM_CONV",
+    "SSM_SCAN",
+    "WIN_PART",
+    "WIN_UNPART",
+    "GET_REL_POS",
+    "ADD_REL_POS",
+    "RWKV_WKV6",
+    "GATED_LINEAR_ATTN",
+    "RWKV_WKV7",
+
+    "UNARY",
+
+    "MAP_CUSTOM1",
+    "MAP_CUSTOM2",
+    "MAP_CUSTOM3",
+
+    "CUSTOM",
+
+    "CROSS_ENTROPY_LOSS",
+    "CROSS_ENTROPY_LOSS_BACK",
+    "OPT_STEP_ADAMW",
+};
+
+static_assert(GGML_OP_COUNT == 82, "GGML_OP_COUNT != 82");
+
+static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = {
+    "none",
+
+    "x",
+    "x+y",
+    "x+y",
+    "view(x,nb,offset)+=y->x",
+    "x-y",
+    "x*y",
+    "x/y",
+    "x^2",
+    "√x",
+    "log(x)",
+    "sin(x)",
+    "cos(x)",
+    "Σx",
+    "Σx_k",
+    "Σx/n",
+    "argmax(x)",
+    "count_equal(x)",
+    "repeat(x)",
+    "repeat_back(x)",
+    "concat(x, y)",
+    "silu_back(x)",
+    "norm(x)",
+    "rms_norm(x)",
+    "rms_norm_back(x)",
+    "group_norm(x)",
+    "l2_norm(x)",
+
+    "X*Y",
+    "X[i]*Y",
+    "X*Y",
+
+    "x*v",
+    "y-\\>view(x)",
+    "x-\\>y",
+    "cont(x)",
+    "reshape(x)",
+    "view(x)",
+    "permute(x)",
+    "transpose(x)",
+    "get_rows(x)",
+    "get_rows_back(x)",
+    "diag(x)",
+    "diag_mask_inf(x)",
+    "diag_mask_zero(x)",
+    "soft_max(x)",
+    "soft_max_back(x)",
+    "rope(x)",
+    "rope_back(x)",
+    "clamp(x)",
+    "conv_transpose_1d(x)",
+    "im2col(x)",
+    "im2col_back(x)",
+    "conv_2d_dw(x)",
+    "conv_transpose_2d(x)",
+    "pool_1d(x)",
+    "pool_2d(x)",
+    "pool_2d_back(x)",
+    "upscale(x)",
+    "pad(x)",
+    "pad_reflect_1d(x)",
+    "arange(start, stop, step)",
+    "timestep_embedding(timesteps, dim, max_period)",
+    "argsort(x)",
+    "leaky_relu(x)",
+
+    "flash_attn_ext(x)",
+    "flash_attn_back(x)",
+    "ssm_conv(x)",
+    "ssm_scan(x)",
+    "win_part(x)",
+    "win_unpart(x)",
+    "get_rel_pos(x)",
+    "add_rel_pos(x)",
+    "rwkv_wkv6(k, v, r, tf, td, s)",
+    "gated_linear_attn(k, v, q, gate, s)",
+    "rwkv_wkv7(r, w, k, v, a, b, s)",
+
+    "unary(x)",
+
+    "map_custom(x)",
+    "map_custom(x,y)",
+    "map_custom(x,y,z)",
+
+    "custom(x)",
+
+    "cross_entropy_loss(x,y)",
+    "cross_entropy_loss_back(x,y)",
+    "adamw(x)",
+};
+
+static_assert(GGML_OP_COUNT == 82, "GGML_OP_COUNT != 82");
+
+static_assert(GGML_OP_POOL_COUNT == 2, "GGML_OP_POOL_COUNT != 2");
+
+
+static const char * GGML_UNARY_OP_NAME[GGML_UNARY_OP_COUNT] = {
+    "ABS",
+    "SGN",
+    "NEG",
+    "STEP",
+    "TANH",
+    "ELU",
+    "RELU",
+    "SIGMOID",
+    "GELU",
+    "GELU_QUICK",
+    "SILU",
+    "HARDSWISH",
+    "HARDSIGMOID",
+    "EXP",
+};
+
+static_assert(GGML_UNARY_OP_COUNT == 14, "GGML_UNARY_OP_COUNT != 14");
+
+
+static_assert(sizeof(struct ggml_object)%GGML_MEM_ALIGN == 0, "ggml_object size must be a multiple of GGML_MEM_ALIGN");
+static_assert(sizeof(struct ggml_tensor)%GGML_MEM_ALIGN == 0, "ggml_tensor size must be a multiple of GGML_MEM_ALIGN");
+
+
+////////////////////////////////////////////////////////////////////////////////
+
+void ggml_print_object(const struct ggml_object * obj) {
+    GGML_LOG_INFO(" - ggml_object: type = %d, offset = %zu, size = %zu, next = %p\n",
+            obj->type, obj->offs, obj->size, (const void *) obj->next);
+}
+
+void ggml_print_objects(const struct ggml_context * ctx) {
+    struct ggml_object * obj = ctx->objects_begin;
+
+    GGML_LOG_INFO("%s: objects in context %p:\n", __func__, (const void *) ctx);
+
+    while (obj != NULL) {
+        ggml_print_object(obj);
+        obj = obj->next;
+    }
+
+    GGML_LOG_INFO("%s: --- end ---\n", __func__);
+}
+
+int64_t ggml_nelements(const struct ggml_tensor * tensor) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return tensor->ne[0]*tensor->ne[1]*tensor->ne[2]*tensor->ne[3];
+}
+
+int64_t ggml_nrows(const struct ggml_tensor * tensor) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return tensor->ne[1]*tensor->ne[2]*tensor->ne[3];
+}
+
+size_t ggml_nbytes(const struct ggml_tensor * tensor) {
+    for (int i = 0; i < GGML_MAX_DIMS; ++i) {
+        if (tensor->ne[i] <= 0) {
+            return 0;
+        }
+    }
+
+    size_t nbytes;
+    const size_t blck_size = ggml_blck_size(tensor->type);
+    if (blck_size == 1) {
+        nbytes = ggml_type_size(tensor->type);
+        for (int i = 0; i < GGML_MAX_DIMS; ++i) {
+            nbytes += (tensor->ne[i] - 1)*tensor->nb[i];
+        }
+    }
+    else {
+        nbytes = tensor->ne[0]*tensor->nb[0]/blck_size;
+        for (int i = 1; i < GGML_MAX_DIMS; ++i) {
+            nbytes += (tensor->ne[i] - 1)*tensor->nb[i];
+        }
+    }
+
+    return nbytes;
+}
+
+size_t ggml_nbytes_pad(const struct ggml_tensor * tensor) {
+    return GGML_PAD(ggml_nbytes(tensor), GGML_MEM_ALIGN);
+}
+
+int64_t ggml_blck_size(enum ggml_type type) {
+    return type_traits[type].blck_size;
+}
+
+size_t ggml_type_size(enum ggml_type type) {
+    return type_traits[type].type_size;
+}
+
+size_t ggml_row_size(enum ggml_type type, int64_t ne) {
+    assert(ne % ggml_blck_size(type) == 0);
+    return ggml_type_size(type)*ne/ggml_blck_size(type);
+}
+
+double ggml_type_sizef(enum ggml_type type) {
+    return ((double)(type_traits[type].type_size))/type_traits[type].blck_size;
+}
+
+const char * ggml_type_name(enum ggml_type type) {
+    return type < GGML_TYPE_COUNT ? type_traits[type].type_name : "NONE";
+}
+
+bool ggml_is_quantized(enum ggml_type type) {
+    return type_traits[type].is_quantized;
+}
+
+const char * ggml_op_name(enum ggml_op op) {
+    return GGML_OP_NAME[op];
+}
+
+const char * ggml_op_symbol(enum ggml_op op) {
+    return GGML_OP_SYMBOL[op];
+}
+
+const char * ggml_unary_op_name(enum ggml_unary_op op) {
+    return GGML_UNARY_OP_NAME[op];
+}
+
+const char * ggml_op_desc(const struct ggml_tensor * t) {
+    if (t->op == GGML_OP_UNARY) {
+        enum ggml_unary_op uop = ggml_get_unary_op(t);
+        return ggml_unary_op_name(uop);
+    }
+    return ggml_op_name(t->op);
+}
+
+size_t ggml_element_size(const struct ggml_tensor * tensor) {
+    return ggml_type_size(tensor->type);
+}
+
+bool ggml_is_scalar(const struct ggml_tensor * tensor) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return tensor->ne[0] == 1 && tensor->ne[1] == 1 && tensor->ne[2] == 1 && tensor->ne[3] == 1;
+}
+
+bool ggml_is_vector(const struct ggml_tensor * tensor) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return tensor->ne[1] == 1 && tensor->ne[2] == 1 && tensor->ne[3] == 1;
+}
+
+bool ggml_is_matrix(const struct ggml_tensor * tensor) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return tensor->ne[2] == 1 && tensor->ne[3] == 1;
+}
+
+bool ggml_is_3d(const struct ggml_tensor * tensor) {
+    return tensor->ne[3] == 1;
+}
+
+int ggml_n_dims(const struct ggml_tensor * tensor) {
+    for (int i = GGML_MAX_DIMS - 1; i >= 1; --i) {
+        if (tensor->ne[i] > 1) {
+            return i + 1;
+        }
+    }
+    return 1;
+}
+
+enum ggml_type ggml_ftype_to_ggml_type(enum ggml_ftype ftype) {
+    enum ggml_type wtype = GGML_TYPE_COUNT;
+
+    switch (ftype) {
+        case GGML_FTYPE_ALL_F32:              wtype = GGML_TYPE_F32;   break;
+        case GGML_FTYPE_MOSTLY_F16:           wtype = GGML_TYPE_F16;   break;
+        case GGML_FTYPE_MOSTLY_BF16:          wtype = GGML_TYPE_BF16;  break;
+        case GGML_FTYPE_MOSTLY_Q4_0:          wtype = GGML_TYPE_Q4_0;  break;
+        case GGML_FTYPE_MOSTLY_Q4_1:          wtype = GGML_TYPE_Q4_1;  break;
+        case GGML_FTYPE_MOSTLY_Q5_0:          wtype = GGML_TYPE_Q5_0;  break;
+        case GGML_FTYPE_MOSTLY_Q5_1:          wtype = GGML_TYPE_Q5_1;  break;
+        case GGML_FTYPE_MOSTLY_Q8_0:          wtype = GGML_TYPE_Q8_0;  break;
+        case GGML_FTYPE_MOSTLY_Q2_K:          wtype = GGML_TYPE_Q2_K;  break;
+        case GGML_FTYPE_MOSTLY_Q3_K:          wtype = GGML_TYPE_Q3_K;  break;
+        case GGML_FTYPE_MOSTLY_Q4_K:          wtype = GGML_TYPE_Q4_K;  break;
+        case GGML_FTYPE_MOSTLY_Q5_K:          wtype = GGML_TYPE_Q5_K;  break;
+        case GGML_FTYPE_MOSTLY_Q6_K:          wtype = GGML_TYPE_Q6_K;  break;
+        case GGML_FTYPE_MOSTLY_IQ2_XXS:       wtype = GGML_TYPE_IQ2_XXS;  break;
+        case GGML_FTYPE_MOSTLY_IQ2_XS:        wtype = GGML_TYPE_IQ2_XS;   break;
+        case GGML_FTYPE_MOSTLY_IQ3_XXS:       wtype = GGML_TYPE_IQ3_XXS;  break;
+        case GGML_FTYPE_MOSTLY_IQ1_S:         wtype = GGML_TYPE_IQ1_S;    break;
+        case GGML_FTYPE_MOSTLY_IQ1_M:         wtype = GGML_TYPE_IQ1_M;    break;
+        case GGML_FTYPE_MOSTLY_IQ4_NL:        wtype = GGML_TYPE_IQ4_NL;   break;
+        case GGML_FTYPE_MOSTLY_IQ4_XS:        wtype = GGML_TYPE_IQ4_XS;   break;
+        case GGML_FTYPE_MOSTLY_IQ3_S:         wtype = GGML_TYPE_IQ3_S;    break;
+        case GGML_FTYPE_MOSTLY_IQ2_S:         wtype = GGML_TYPE_IQ2_S;    break;
+        case GGML_FTYPE_UNKNOWN:              wtype = GGML_TYPE_COUNT; break;
+        case GGML_FTYPE_MOSTLY_Q4_1_SOME_F16: wtype = GGML_TYPE_COUNT; break;
+    }
+
+    GGML_ASSERT(wtype != GGML_TYPE_COUNT);
+
+    return wtype;
+}
+
+size_t ggml_tensor_overhead(void) {
+    return GGML_OBJECT_SIZE + GGML_TENSOR_SIZE;
+}
+
+bool ggml_is_transposed(const struct ggml_tensor * tensor) {
+    return tensor->nb[0] > tensor->nb[1];
+}
+
+static bool ggml_is_contiguous_n(const struct ggml_tensor * tensor, int n) {
+    size_t next_nb = ggml_type_size(tensor->type);
+    if (tensor->ne[0] != ggml_blck_size(tensor->type) && tensor->nb[0] != next_nb) {
+        return false;
+    }
+    next_nb *= tensor->ne[0]/ggml_blck_size(tensor->type);
+    for (int i = 1; i < GGML_MAX_DIMS; i++) {
+        if (tensor->ne[i] != 1) {
+            if (i > n) {
+                if (tensor->nb[i] != next_nb) {
+                    return false;
+                }
+                next_nb *= tensor->ne[i];
+            } else {
+                // this dimension does not need to be contiguous
+                next_nb = tensor->ne[i]*tensor->nb[i];
+            }
+        }
+    }
+    return true;
+}
+
+bool ggml_is_contiguous(const struct ggml_tensor * tensor) {
+    return ggml_is_contiguous_0(tensor);
+}
+
+bool ggml_is_contiguous_0(const struct ggml_tensor * tensor) {
+    return ggml_is_contiguous_n(tensor, 0);
+}
+
+bool ggml_is_contiguous_1(const struct ggml_tensor * tensor) {
+    return ggml_is_contiguous_n(tensor, 1);
+}
+
+bool ggml_is_contiguous_2(const struct ggml_tensor * tensor) {
+    return ggml_is_contiguous_n(tensor, 2);
+}
+
+bool ggml_is_contiguously_allocated(const struct ggml_tensor * tensor) {
+    return ggml_nbytes(tensor) == ggml_nelements(tensor) * ggml_type_size(tensor->type)/ggml_blck_size(tensor->type);
+}
+
+bool ggml_is_permuted(const struct ggml_tensor * tensor) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return tensor->nb[0] > tensor->nb[1] || tensor->nb[1] > tensor->nb[2] || tensor->nb[2] > tensor->nb[3];
+}
+
+bool ggml_is_contiguous_channels(const struct ggml_tensor * tensor) {
+    return
+        tensor->nb[0] > tensor->nb[2] &&
+        tensor->nb[1] > tensor->nb[0] &&
+        tensor->nb[2] == ggml_type_size(tensor->type);
+}
+
+static inline bool ggml_is_padded_1d(const struct ggml_tensor * tensor) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return
+        tensor->nb[0] == ggml_type_size(tensor->type) &&
+        tensor->nb[2] == tensor->nb[1]*tensor->ne[1] &&
+        tensor->nb[3] == tensor->nb[2]*tensor->ne[2];
+}
+
+bool ggml_is_empty(const struct ggml_tensor * tensor) {
+    for (int i = 0; i < GGML_MAX_DIMS; ++i) {
+        if (tensor->ne[i] == 0) {
+            // empty if any dimension has no elements
+            return true;
+        }
+    }
+    return false;
+}
+
+bool ggml_are_same_shape(const struct ggml_tensor * t0, const struct ggml_tensor * t1) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return
+        (t0->ne[0] == t1->ne[0]) &&
+        (t0->ne[1] == t1->ne[1]) &&
+        (t0->ne[2] == t1->ne[2]) &&
+        (t0->ne[3] == t1->ne[3]);
+}
+
+bool ggml_are_same_stride(const struct ggml_tensor * t0, const struct ggml_tensor * t1) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return
+        (t0->nb[0] == t1->nb[0]) &&
+        (t0->nb[1] == t1->nb[1]) &&
+        (t0->nb[2] == t1->nb[2]) &&
+        (t0->nb[3] == t1->nb[3]);
+}
+
+// check if t1 can be represented as a repetition of t0
+bool ggml_can_repeat(const struct ggml_tensor * t0, const struct ggml_tensor * t1) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return ggml_is_empty(t0) ? ggml_is_empty(t1) :
+        (t1->ne[0]%t0->ne[0] == 0) &&
+        (t1->ne[1]%t0->ne[1] == 0) &&
+        (t1->ne[2]%t0->ne[2] == 0) &&
+        (t1->ne[3]%t0->ne[3] == 0);
+}
+
+static inline bool ggml_can_repeat_rows(const struct ggml_tensor * t0, const struct ggml_tensor * t1) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return (t0->ne[0] == t1->ne[0]) && ggml_can_repeat(t0, t1);
+}
+
+// assert that pointer is aligned to GGML_MEM_ALIGN
+#define GGML_ASSERT_ALIGNED(ptr) \
+    GGML_ASSERT(((uintptr_t) (ptr))%GGML_MEM_ALIGN == 0)
+
+////////////////////////////////////////////////////////////////////////////////
+
+struct ggml_context * ggml_init(struct ggml_init_params params) {
+    static bool is_first_call = true;
+
+    ggml_critical_section_start();
+
+    if (is_first_call) {
+        // initialize time system (required on Windows)
+        ggml_time_init();
+
+        for (int i = 0; i < (1 << 16); ++i) {
+            union {
+                uint16_t u16;
+                ggml_fp16_t fp16;
+            } u = {i};
+            ggml_table_f32_f16[i] = GGML_COMPUTE_FP16_TO_FP32(u.fp16);
+        }
+
+        is_first_call = false;
+    }
+
+    ggml_critical_section_end();
+
+    struct ggml_context * ctx = GGML_MALLOC(sizeof(struct ggml_context));
+
+    // allow to call ggml_init with 0 size
+    if (params.mem_size == 0) {
+        params.mem_size = GGML_MEM_ALIGN;
+    }
+
+    const size_t mem_size = params.mem_buffer ? params.mem_size : GGML_PAD(params.mem_size, GGML_MEM_ALIGN);
+
+    *ctx = (struct ggml_context) {
+        /*.mem_size           =*/ mem_size,
+        /*.mem_buffer         =*/ params.mem_buffer ? params.mem_buffer : ggml_aligned_malloc(mem_size),
+        /*.mem_buffer_owned   =*/ params.mem_buffer ? false : true,
+        /*.no_alloc           =*/ params.no_alloc,
+        /*.n_objects          =*/ 0,
+        /*.objects_begin      =*/ NULL,
+        /*.objects_end        =*/ NULL,
+    };
+
+    GGML_ASSERT(ctx->mem_buffer != NULL);
+
+    GGML_ASSERT_ALIGNED(ctx->mem_buffer);
+
+    GGML_PRINT_DEBUG("%s: context initialized\n", __func__);
+
+    return ctx;
+}
+
+void ggml_reset(struct ggml_context * ctx) {
+    if (ctx == NULL) {
+        return;
+    }
+
+    ctx->n_objects     = 0;
+    ctx->objects_begin = NULL;
+    ctx->objects_end   = NULL;
+}
+
+void ggml_free(struct ggml_context * ctx) {
+    if (ctx == NULL) {
+        return;
+    }
+
+    if (ctx->mem_buffer_owned) {
+        ggml_aligned_free(ctx->mem_buffer, ctx->mem_size);
+    }
+
+    GGML_FREE(ctx);
+}
+
+size_t ggml_used_mem(const struct ggml_context * ctx) {
+    return ctx->objects_end == NULL ? 0 : ctx->objects_end->offs + ctx->objects_end->size;
+}
+
+bool ggml_get_no_alloc(struct ggml_context * ctx) {
+    return ctx->no_alloc;
+}
+
+void ggml_set_no_alloc(struct ggml_context * ctx, bool no_alloc) {
+    ctx->no_alloc = no_alloc;
+}
+
+void * ggml_get_mem_buffer(const struct ggml_context * ctx) {
+    return ctx->mem_buffer;
+}
+
+size_t ggml_get_mem_size(const struct ggml_context * ctx) {
+    return ctx->mem_size;
+}
+
+size_t ggml_get_max_tensor_size(const struct ggml_context * ctx) {
+    size_t max_size = 0;
+
+    for (struct ggml_tensor * tensor = ggml_get_first_tensor(ctx); tensor != NULL; tensor = ggml_get_next_tensor(ctx, tensor)) {
+        size_t bytes = ggml_nbytes(tensor);
+        max_size = MAX(max_size, bytes);
+    }
+
+    return max_size;
+}
+
+////////////////////////////////////////////////////////////////////////////////
+
+static struct ggml_object * ggml_new_object(struct ggml_context * ctx, enum ggml_object_type type, size_t size) {
+    // always insert objects at the end of the context's memory pool
+    struct ggml_object * obj_cur = ctx->objects_end;
+
+    const size_t cur_offs = obj_cur == NULL ? 0 : obj_cur->offs;
+    const size_t cur_size = obj_cur == NULL ? 0 : obj_cur->size;
+    const size_t cur_end  = cur_offs + cur_size;
+
+    // align to GGML_MEM_ALIGN
+    size_t size_needed = GGML_PAD(size, GGML_MEM_ALIGN);
+
+    char * const mem_buffer = ctx->mem_buffer;
+    struct ggml_object * const obj_new = (struct ggml_object *)(mem_buffer + cur_end);
+
+    if (cur_end + size_needed + GGML_OBJECT_SIZE > ctx->mem_size) {
+        GGML_LOG_WARN("%s: not enough space in the context's memory pool (needed %zu, available %zu)\n",
+                __func__, cur_end + size_needed + GGML_OBJECT_SIZE, ctx->mem_size);
+#ifndef NDEBUG
+        GGML_ABORT("not enough space in the context's memory pool");
+#endif
+        return NULL;
+    }
+
+    *obj_new = (struct ggml_object) {
+        .offs = cur_end + GGML_OBJECT_SIZE,
+        .size = size_needed,
+        .next = NULL,
+        .type = type,
+    };
+
+    GGML_ASSERT_ALIGNED(mem_buffer + obj_new->offs);
+
+    if (obj_cur != NULL) {
+        obj_cur->next = obj_new;
+    } else {
+        // this is the first object in this context
+        ctx->objects_begin = obj_new;
+    }
+
+    ctx->objects_end = obj_new;
+
+    //printf("%s: inserted new object at %zu, size = %zu\n", __func__, cur_end, obj_new->size);
+
+    return obj_new;
+}
+
+static struct ggml_tensor * ggml_new_tensor_impl(
+        struct ggml_context * ctx,
+        enum   ggml_type      type,
+        int                   n_dims,
+        const int64_t       * ne,
+        struct ggml_tensor  * view_src,
+        size_t                view_offs) {
+
+    GGML_ASSERT(type >= 0 && type < GGML_TYPE_COUNT);
+    GGML_ASSERT(n_dims >= 1 && n_dims <= GGML_MAX_DIMS);
+
+    // find the base tensor and absolute offset
+    if (view_src != NULL && view_src->view_src != NULL) {
+        view_offs += view_src->view_offs;
+        view_src   = view_src->view_src;
+    }
+
+    size_t data_size = ggml_row_size(type, ne[0]);
+    for (int i = 1; i < n_dims; i++) {
+        data_size *= ne[i];
+    }
+
+    GGML_ASSERT(view_src == NULL || data_size == 0 || data_size + view_offs <= ggml_nbytes(view_src));
+
+    void * data = view_src != NULL ? view_src->data : NULL;
+    if (data != NULL) {
+        data = (char *) data + view_offs;
+    }
+
+    size_t obj_alloc_size = 0;
+
+    if (view_src == NULL && !ctx->no_alloc) {
+        // allocate tensor data in the context's memory pool
+        obj_alloc_size = data_size;
+    }
+
+    struct ggml_object * const obj_new = ggml_new_object(ctx, GGML_OBJECT_TYPE_TENSOR, GGML_TENSOR_SIZE + obj_alloc_size);
+    GGML_ASSERT(obj_new);
+
+    struct ggml_tensor * const result = (struct ggml_tensor *)((char *)ctx->mem_buffer + obj_new->offs);
+
+    *result = (struct ggml_tensor) {
+        /*.type         =*/ type,
+        /*.buffer       =*/ NULL,
+        /*.ne           =*/ { 1, 1, 1, 1 },
+        /*.nb           =*/ { 0, 0, 0, 0 },
+        /*.op           =*/ GGML_OP_NONE,
+        /*.op_params    =*/ { 0 },
+        /*.flags        =*/ 0,
+        /*.src          =*/ { NULL },
+        /*.view_src     =*/ view_src,
+        /*.view_offs    =*/ view_offs,
+        /*.data         =*/ obj_alloc_size > 0 ? (void *)(result + 1) : data,
+        /*.name         =*/ { 0 },
+        /*.extra        =*/ NULL,
+        /*.padding      =*/ { 0 },
+    };
+
+    // TODO: this should not be needed as long as we don't rely on aligned SIMD loads
+    //GGML_ASSERT_ALIGNED(result->data);
+
+    for (int i = 0; i < n_dims; i++) {
+        result->ne[i] = ne[i];
+    }
+
+    result->nb[0] = ggml_type_size(type);
+    result->nb[1] = result->nb[0]*(result->ne[0]/ggml_blck_size(type));
+    for (int i = 2; i < GGML_MAX_DIMS; i++) {
+        result->nb[i] = result->nb[i - 1]*result->ne[i - 1];
+    }
+
+    ctx->n_objects++;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_new_tensor(
+        struct ggml_context * ctx,
+        enum   ggml_type      type,
+        int                   n_dims,
+        const int64_t       * ne) {
+    return ggml_new_tensor_impl(ctx, type, n_dims, ne, NULL, 0);
+}
+
+struct ggml_tensor * ggml_new_tensor_1d(
+        struct ggml_context * ctx,
+        enum   ggml_type      type,
+        int64_t ne0) {
+    return ggml_new_tensor(ctx, type, 1, &ne0);
+}
+
+struct ggml_tensor * ggml_new_tensor_2d(
+        struct ggml_context * ctx,
+        enum   ggml_type      type,
+        int64_t ne0,
+        int64_t ne1) {
+    const int64_t ne[2] = { ne0, ne1 };
+    return ggml_new_tensor(ctx, type, 2, ne);
+}
+
+struct ggml_tensor * ggml_new_tensor_3d(
+        struct ggml_context * ctx,
+        enum   ggml_type      type,
+        int64_t ne0,
+        int64_t ne1,
+        int64_t ne2) {
+    const int64_t ne[3] = { ne0, ne1, ne2 };
+    return ggml_new_tensor(ctx, type, 3, ne);
+}
+
+struct ggml_tensor * ggml_new_tensor_4d(
+        struct ggml_context * ctx,
+        enum   ggml_type type,
+        int64_t ne0,
+        int64_t ne1,
+        int64_t ne2,
+        int64_t ne3) {
+    const int64_t ne[4] = { ne0, ne1, ne2, ne3 };
+    return ggml_new_tensor(ctx, type, 4, ne);
+}
+
+void * ggml_new_buffer(struct ggml_context * ctx, size_t nbytes) {
+    struct ggml_object * obj = ggml_new_object(ctx, GGML_OBJECT_TYPE_WORK_BUFFER, nbytes);
+
+    return (uint8_t *)ctx->mem_buffer + obj->offs;
+}
+
+struct ggml_tensor * ggml_dup_tensor(struct ggml_context * ctx, const struct ggml_tensor * src) {
+    return ggml_new_tensor(ctx, src->type, GGML_MAX_DIMS, src->ne);
+}
+
+void ggml_unravel_index(const struct ggml_tensor * tensor, int64_t i, int64_t * i0, int64_t * i1, int64_t * i2, int64_t * i3) {
+    const int64_t ne2 = tensor->ne[2];
+    const int64_t ne1 = tensor->ne[1];
+    const int64_t ne0 = tensor->ne[0];
+
+    const int64_t i3_ = (i/(ne2*ne1*ne0));
+    const int64_t i2_ = (i - i3_*ne2*ne1*ne0)/(ne1*ne0);
+    const int64_t i1_ = (i - i3_*ne2*ne1*ne0 - i2_*ne1*ne0)/ne0;
+    const int64_t i0_ = (i - i3_*ne2*ne1*ne0 - i2_*ne1*ne0 - i1_*ne0);
+
+    if (i0) {
+        * i0 = i0_;
+    }
+    if (i1) {
+        * i1 = i1_;
+    }
+    if (i2) {
+        * i2 = i2_;
+    }
+    if (i3) {
+        * i3 = i3_;
+    }
+}
+
+void * ggml_get_data(const struct ggml_tensor * tensor) {
+    return tensor->data;
+}
+
+float * ggml_get_data_f32(const struct ggml_tensor * tensor) {
+    assert(tensor->type == GGML_TYPE_F32);
+    return (float *)(tensor->data);
+}
+
+enum ggml_unary_op ggml_get_unary_op(const struct ggml_tensor * tensor) {
+    GGML_ASSERT(tensor->op == GGML_OP_UNARY);
+    return (enum ggml_unary_op) ggml_get_op_params_i32(tensor, 0);
+}
+
+const char * ggml_get_name(const struct ggml_tensor * tensor) {
+    return tensor->name;
+}
+
+struct ggml_tensor * ggml_set_name(struct ggml_tensor * tensor, const char * name) {
+    size_t i;
+    for (i = 0; i < sizeof(tensor->name) - 1 && name[i] != '\0'; i++) {
+        tensor->name[i] = name[i];
+    }
+    tensor->name[i] = '\0';
+    return tensor;
+}
+
+struct ggml_tensor * ggml_format_name(struct ggml_tensor * tensor, const char * fmt, ...) {
+    va_list args;
+    va_start(args, fmt);
+    vsnprintf(tensor->name, sizeof(tensor->name), fmt, args);
+    va_end(args);
+    return tensor;
+}
+
+struct ggml_tensor * ggml_view_tensor(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * src) {
+    struct ggml_tensor * result = ggml_new_tensor_impl(ctx, src->type, GGML_MAX_DIMS, src->ne, src, 0);
+    ggml_format_name(result, "%s (view)", src->name);
+
+    for (int i = 0; i < GGML_MAX_DIMS; i++) {
+        result->nb[i] = src->nb[i];
+    }
+
+    return result;
+}
+
+struct ggml_tensor * ggml_get_first_tensor(const struct ggml_context * ctx) {
+    struct ggml_object * obj = ctx->objects_begin;
+
+    char * const mem_buffer = ctx->mem_buffer;
+
+    while (obj != NULL) {
+        if (obj->type == GGML_OBJECT_TYPE_TENSOR) {
+            return (struct ggml_tensor *)(mem_buffer + obj->offs);
+        }
+
+        obj = obj->next;
+    }
+
+    return NULL;
+}
+
+struct ggml_tensor * ggml_get_next_tensor(const struct ggml_context * ctx, struct ggml_tensor * tensor) {
+    struct ggml_object * obj = (struct ggml_object *) ((char *)tensor - GGML_OBJECT_SIZE);
+    obj = obj->next;
+
+    char * const mem_buffer = ctx->mem_buffer;
+
+    while (obj != NULL) {
+        if (obj->type == GGML_OBJECT_TYPE_TENSOR) {
+            return (struct ggml_tensor *)(mem_buffer + obj->offs);
+        }
+
+        obj = obj->next;
+    }
+
+    return NULL;
+}
+
+struct ggml_tensor * ggml_get_tensor(struct ggml_context * ctx, const char * name) {
+    struct ggml_object * obj = ctx->objects_begin;
+
+    char * const mem_buffer = ctx->mem_buffer;
+
+    while (obj != NULL) {
+        if (obj->type == GGML_OBJECT_TYPE_TENSOR) {
+            struct ggml_tensor * cur = (struct ggml_tensor *)(mem_buffer + obj->offs);
+            if (strcmp(cur->name, name) == 0) {
+                return cur;
+            }
+        }
+
+        obj = obj->next;
+    }
+
+    return NULL;
+}
+
+////////////////////////////////////////////////////////////////////////////////
+
+// ggml_dup
+
+static struct ggml_tensor * ggml_dup_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_DUP;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_dup(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_dup_impl(ctx, a, false);
+}
+
+struct ggml_tensor * ggml_dup_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_dup_impl(ctx, a, true);
+}
+
+// ggml_add
+
+static struct ggml_tensor * ggml_add_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_can_repeat(b, a));
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_ADD;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_add(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_add_impl(ctx, a, b, false);
+}
+
+struct ggml_tensor * ggml_add_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_add_impl(ctx, a, b, true);
+}
+
+// ggml_add_cast
+
+static struct ggml_tensor * ggml_add_cast_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        enum   ggml_type      type) {
+    // TODO: support less-strict constraint
+    //       GGML_ASSERT(ggml_can_repeat(b, a));
+    GGML_ASSERT(ggml_can_repeat_rows(b, a));
+
+    // currently only supported for quantized input and f16
+    GGML_ASSERT(ggml_is_quantized(a->type) ||
+                a->type == GGML_TYPE_F16 ||
+                a->type == GGML_TYPE_BF16);
+
+    struct ggml_tensor * result = ggml_new_tensor(ctx, type, GGML_MAX_DIMS, a->ne);
+
+    result->op     = GGML_OP_ADD;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_add_cast(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        enum   ggml_type      type) {
+    return ggml_add_cast_impl(ctx, a, b, type);
+}
+
+// ggml_add1
+
+static struct ggml_tensor * ggml_add1_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_is_scalar(b));
+    GGML_ASSERT(ggml_is_padded_1d(a));
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_ADD1;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_add1(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_add1_impl(ctx, a, b, false);
+}
+
+struct ggml_tensor * ggml_add1_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_add1_impl(ctx, a, b, true);
+}
+
+// ggml_acc
+
+static struct ggml_tensor * ggml_acc_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                nb1,
+        size_t                nb2,
+        size_t                nb3,
+        size_t                offset,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_nelements(b) <= ggml_nelements(a));
+    GGML_ASSERT(ggml_is_contiguous(a));
+    GGML_ASSERT(a->type == GGML_TYPE_F32);
+    GGML_ASSERT(b->type == GGML_TYPE_F32);
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    int32_t params[] = { nb1, nb2, nb3, offset, inplace ? 1 : 0 };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_ACC;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_acc(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                nb1,
+        size_t                nb2,
+        size_t                nb3,
+        size_t                offset) {
+    return ggml_acc_impl(ctx, a, b, nb1, nb2, nb3, offset, false);
+}
+
+struct ggml_tensor * ggml_acc_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                nb1,
+        size_t                nb2,
+        size_t                nb3,
+        size_t                offset) {
+    return ggml_acc_impl(ctx, a, b, nb1, nb2, nb3, offset, true);
+}
+
+// ggml_sub
+
+static struct ggml_tensor * ggml_sub_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_can_repeat(b, a));
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_SUB;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_sub(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_sub_impl(ctx, a, b, false);
+}
+
+struct ggml_tensor * ggml_sub_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_sub_impl(ctx, a, b, true);
+}
+
+// ggml_mul
+
+static struct ggml_tensor * ggml_mul_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_can_repeat(b, a));
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_MUL;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_mul(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_mul_impl(ctx, a, b, false);
+}
+
+struct ggml_tensor * ggml_mul_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_mul_impl(ctx, a, b, true);
+}
+
+// ggml_div
+
+static struct ggml_tensor * ggml_div_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_can_repeat(b, a));
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_DIV;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_div(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_div_impl(ctx, a, b, false);
+}
+
+struct ggml_tensor * ggml_div_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_div_impl(ctx, a, b, true);
+}
+
+// ggml_sqr
+
+static struct ggml_tensor * ggml_sqr_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_SQR;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_sqr(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_sqr_impl(ctx, a, false);
+}
+
+struct ggml_tensor * ggml_sqr_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_sqr_impl(ctx, a, true);
+}
+
+// ggml_sqrt
+
+static struct ggml_tensor * ggml_sqrt_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_SQRT;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_sqrt(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_sqrt_impl(ctx, a, false);
+}
+
+struct ggml_tensor * ggml_sqrt_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_sqrt_impl(ctx, a, true);
+}
+
+// ggml_log
+
+static struct ggml_tensor * ggml_log_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_LOG;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_log(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_log_impl(ctx, a, false);
+}
+
+struct ggml_tensor * ggml_log_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_log_impl(ctx, a, true);
+}
+
+// ggml_sin
+
+static struct ggml_tensor * ggml_sin_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_SIN;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_sin(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_sin_impl(ctx, a, false);
+}
+
+struct ggml_tensor * ggml_sin_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_sin_impl(ctx, a, true);
+}
+
+// ggml_cos
+
+static struct ggml_tensor * ggml_cos_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_COS;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_cos(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_cos_impl(ctx, a, false);
+}
+
+struct ggml_tensor * ggml_cos_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_cos_impl(ctx, a, true);
+}
+
+// ggml_sum
+
+struct ggml_tensor * ggml_sum(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    struct ggml_tensor * result = ggml_new_tensor_1d(ctx, a->type, 1);
+
+    result->op     = GGML_OP_SUM;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_sum_rows
+
+struct ggml_tensor * ggml_sum_rows(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    int64_t ne[GGML_MAX_DIMS] = { 1 };
+    for (int i = 1; i < GGML_MAX_DIMS; ++i) {
+        ne[i] = a->ne[i];
+    }
+
+    struct ggml_tensor * result = ggml_new_tensor(ctx, a->type, GGML_MAX_DIMS, ne);
+
+    result->op     = GGML_OP_SUM_ROWS;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_mean
+
+struct ggml_tensor * ggml_mean(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    int64_t ne[4] = { 1, a->ne[1], a->ne[2], a->ne[3] };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    result->op     = GGML_OP_MEAN;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_argmax
+
+struct ggml_tensor * ggml_argmax(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    GGML_ASSERT(ggml_is_matrix(a));
+    GGML_ASSERT(a->ne[0] <= INT32_MAX);
+
+    struct ggml_tensor * result = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, a->ne[1]);
+
+    result->op     = GGML_OP_ARGMAX;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_count_equal
+
+struct ggml_tensor * ggml_count_equal(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    GGML_ASSERT(ggml_are_same_shape(a, b));
+
+    struct ggml_tensor * result = ggml_new_tensor_1d(ctx, GGML_TYPE_I64, 1);
+
+    result->op     = GGML_OP_COUNT_EQUAL;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_repeat
+
+struct ggml_tensor * ggml_repeat(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    GGML_ASSERT(ggml_can_repeat(a, b));
+
+    struct ggml_tensor * result = ggml_new_tensor(ctx, a->type, GGML_MAX_DIMS, b->ne);
+
+    result->op     = GGML_OP_REPEAT;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_repeat_back
+
+struct ggml_tensor * ggml_repeat_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    GGML_ASSERT(ggml_can_repeat(b, a));
+
+    struct ggml_tensor * result = ggml_new_tensor(ctx, a->type, GGML_MAX_DIMS, b->ne);
+
+    result->op     = GGML_OP_REPEAT_BACK;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_concat
+
+struct ggml_tensor * ggml_concat(
+    struct ggml_context * ctx,
+    struct ggml_tensor  * a,
+    struct ggml_tensor  * b,
+    int                   dim) {
+    GGML_ASSERT(dim >= 0 && dim < GGML_MAX_DIMS);
+    GGML_ASSERT(a->type == b->type);
+
+    int64_t ne[GGML_MAX_DIMS];
+    for (int d = 0; d < GGML_MAX_DIMS; ++d) {
+        if (d == dim) {
+            ne[d] = a->ne[d] + b->ne[d];
+            continue;
+        }
+        GGML_ASSERT(a->ne[d] == b->ne[d]);
+        ne[d] = a->ne[d];
+    }
+
+    struct ggml_tensor * result = ggml_new_tensor(ctx, a->type, GGML_MAX_DIMS, ne);
+
+    ggml_set_op_params_i32(result, 0, dim);
+
+    result->op     = GGML_OP_CONCAT;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_abs
+
+struct ggml_tensor * ggml_abs(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_ABS);
+}
+
+struct ggml_tensor * ggml_abs_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_ABS);
+}
+
+// ggml_sgn
+
+struct ggml_tensor * ggml_sgn(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_SGN);
+}
+
+struct ggml_tensor * ggml_sgn_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_SGN);
+}
+
+// ggml_neg
+
+struct ggml_tensor * ggml_neg(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_NEG);
+}
+
+struct ggml_tensor * ggml_neg_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_NEG);
+}
+
+// ggml_step
+
+struct ggml_tensor * ggml_step(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_STEP);
+}
+
+struct ggml_tensor * ggml_step_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_STEP);
+}
+
+// ggml_tanh
+
+struct ggml_tensor * ggml_tanh(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_TANH);
+}
+
+struct ggml_tensor * ggml_tanh_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_TANH);
+}
+
+// ggml_elu
+
+struct ggml_tensor * ggml_elu(
+    struct ggml_context * ctx,
+    struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_ELU);
+}
+
+struct ggml_tensor * ggml_elu_inplace(
+    struct ggml_context * ctx,
+    struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_ELU);
+}
+
+// ggml_relu
+
+struct ggml_tensor * ggml_relu(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_RELU);
+}
+
+struct ggml_tensor * ggml_relu_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_RELU);
+}
+
+// ggml_leaky_relu
+
+struct ggml_tensor * ggml_leaky_relu(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 negative_slope,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    ggml_set_op_params(result, &negative_slope, sizeof(negative_slope));
+
+    result->op     = GGML_OP_LEAKY_RELU;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_sigmoid
+
+struct ggml_tensor * ggml_sigmoid(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_SIGMOID);
+}
+
+struct ggml_tensor * ggml_sigmoid_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_SIGMOID);
+}
+
+// ggml_gelu
+
+struct ggml_tensor * ggml_gelu(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_GELU);
+}
+
+struct ggml_tensor * ggml_gelu_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_GELU);
+}
+
+// ggml_gelu_quick
+
+struct ggml_tensor * ggml_gelu_quick(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_GELU_QUICK);
+}
+
+struct ggml_tensor * ggml_gelu_quick_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_GELU_QUICK);
+}
+
+// ggml_silu
+
+struct ggml_tensor * ggml_silu(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_SILU);
+}
+
+struct ggml_tensor * ggml_silu_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_SILU);
+}
+
+// ggml_silu_back
+
+struct ggml_tensor * ggml_silu_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    struct ggml_tensor * result = ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_SILU_BACK;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml hardswish
+
+struct ggml_tensor * ggml_hardswish(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_HARDSWISH);
+}
+
+// ggml hardsigmoid
+
+struct ggml_tensor * ggml_hardsigmoid(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_HARDSIGMOID);
+}
+
+// ggml exp
+
+struct ggml_tensor * ggml_exp(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary(ctx, a, GGML_UNARY_OP_EXP);
+}
+
+struct ggml_tensor * ggml_exp_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_unary_inplace(ctx, a, GGML_UNARY_OP_EXP);
+}
+
+// ggml_norm
+
+static struct ggml_tensor * ggml_norm_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 eps,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    ggml_set_op_params(result, &eps, sizeof(eps));
+
+    result->op     = GGML_OP_NORM;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_norm(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 eps) {
+    return ggml_norm_impl(ctx, a, eps, false);
+}
+
+struct ggml_tensor * ggml_norm_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 eps) {
+    return ggml_norm_impl(ctx, a, eps, true);
+}
+
+// ggml_rms_norm
+
+static struct ggml_tensor * ggml_rms_norm_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 eps,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    ggml_set_op_params(result, &eps, sizeof(eps));
+
+    result->op     = GGML_OP_RMS_NORM;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_rms_norm(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 eps) {
+    return ggml_rms_norm_impl(ctx, a, eps, false);
+}
+
+struct ggml_tensor * ggml_rms_norm_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 eps) {
+    return ggml_rms_norm_impl(ctx, a, eps, true);
+}
+
+// ggml_rms_norm_back
+
+struct ggml_tensor * ggml_rms_norm_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        float                 eps) {
+    struct ggml_tensor * result = ggml_dup_tensor(ctx, a);
+
+    ggml_set_op_params(result, &eps, sizeof(eps));
+
+    result->op     = GGML_OP_RMS_NORM_BACK;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_group_norm
+
+static struct ggml_tensor * ggml_group_norm_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_groups,
+        float                 eps,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    ggml_set_op_params_i32(result, 0, n_groups);
+    ggml_set_op_params_f32(result, 1, eps);
+
+    result->op     = GGML_OP_GROUP_NORM;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_group_norm(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_groups,
+        float                 eps) {
+    return ggml_group_norm_impl(ctx, a, n_groups, eps, false);
+}
+
+struct ggml_tensor * ggml_group_norm_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_groups,
+        float                 eps) {
+    return ggml_group_norm_impl(ctx, a, n_groups, eps, true);
+}
+
+// ggml_l2_norm
+
+static struct ggml_tensor * ggml_l2_norm_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 eps,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    ggml_set_op_params_f32(result, 0, eps);
+
+    result->op     = GGML_OP_L2_NORM;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_l2_norm(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 eps) {
+    return ggml_l2_norm_impl(ctx, a, eps, false);
+}
+
+struct ggml_tensor * ggml_l2_norm_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 eps) {
+    return ggml_l2_norm_impl(ctx, a, eps, true);
+}
+
+// ggml_mul_mat
+
+static inline bool ggml_can_mul_mat(const struct ggml_tensor * t0, const struct ggml_tensor * t1) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return (t0->ne[0]           == t1->ne[0])  &&
+           (t1->ne[2]%t0->ne[2] == 0)          && // verify t0 is broadcastable
+           (t1->ne[3]%t0->ne[3] == 0);
+}
+
+struct ggml_tensor * ggml_mul_mat(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    GGML_ASSERT(ggml_can_mul_mat(a, b));
+    GGML_ASSERT(!ggml_is_transposed(a));
+
+    const int64_t ne[4] = { a->ne[1], b->ne[1], b->ne[2], b->ne[3] };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    result->op     = GGML_OP_MUL_MAT;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+void ggml_mul_mat_set_prec(
+        struct ggml_tensor * a,
+        enum ggml_prec       prec) {
+    GGML_ASSERT(a->op == GGML_OP_MUL_MAT);
+
+    const int32_t prec_i32 = (int32_t) prec;
+
+    ggml_set_op_params_i32(a, 0, prec_i32);
+}
+
+// ggml_mul_mat_id
+
+/*
+    c = ggml_mul_mat_id(ctx, as, b, ids);
+
+    as  -> [cols, rows, n_expert]
+    b   -> [cols, n_expert_used, n_tokens]
+    ids -> [n_expert_used, n_tokens] (i32)
+    c   -> [rows, n_expert_used, n_tokens]
+
+    in b, n_expert_used can be broadcasted to match the n_expert_used of ids
+
+    c ~= as[:,:,i] @ b[:,i%r,t], i = ids[e,t] for all e,t in ids
+*/
+struct ggml_tensor * ggml_mul_mat_id(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * as,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * ids) {
+    GGML_ASSERT(!ggml_is_transposed(as));
+    GGML_ASSERT(ids->type == GGML_TYPE_I32);
+
+    GGML_ASSERT(as->ne[3] == 1); // as is 3d (one matrix per expert)
+    GGML_ASSERT(b->ne[3] == 1); // b is 3d
+    GGML_ASSERT(ids->ne[2] == 1 && ids->ne[3] == 1); // ids is 2d
+    GGML_ASSERT(ids->ne[1] == b->ne[2]); // must have an expert list per b row
+    GGML_ASSERT(as->ne[0] == b->ne[0]); // can_mul_mat
+    GGML_ASSERT(ids->ne[0] % b->ne[1] == 0); // can broadcast
+
+    const int64_t ne[4] = { as->ne[1], ids->ne[0], b->ne[2], 1 };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    result->op     = GGML_OP_MUL_MAT_ID;
+    result->src[0] = as;
+    result->src[1] = b;
+    result->src[2] = ids;
+
+    return result;
+}
+
+// ggml_out_prod
+
+static inline bool ggml_can_out_prod(const struct ggml_tensor * t0, const struct ggml_tensor * t1) {
+    static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function");
+
+    return (t0->ne[1] == t1->ne[1])   &&
+           (t1->ne[2]%t0->ne[2] == 0) && // verify t0 is broadcastable
+           (t1->ne[3]%t0->ne[3] == 0);
+}
+
+struct ggml_tensor * ggml_out_prod(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    GGML_ASSERT(ggml_can_out_prod(a, b));
+    GGML_ASSERT(!ggml_is_transposed(a));
+
+    // a is broadcastable to b for ne[2] and ne[3] -> use b->ne[2] and b->ne[3]
+    const int64_t ne[4] = { a->ne[0], b->ne[0], b->ne[2], b->ne[3] };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    result->op     = GGML_OP_OUT_PROD;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_scale
+
+static struct ggml_tensor * ggml_scale_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 s,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_is_padded_1d(a));
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    ggml_set_op_params(result, &s, sizeof(s));
+
+    result->op     = GGML_OP_SCALE;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_scale(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 s) {
+    return ggml_scale_impl(ctx, a, s, false);
+}
+
+struct ggml_tensor * ggml_scale_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 s) {
+    return ggml_scale_impl(ctx, a, s, true);
+}
+
+// ggml_set
+
+static struct ggml_tensor * ggml_set_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                nb1,
+        size_t                nb2,
+        size_t                nb3,
+        size_t                offset,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_nelements(a) >= ggml_nelements(b));
+
+    // make a view of the destination
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    GGML_ASSERT(offset < (size_t)(1 << 30));
+    int32_t params[] = { nb1, nb2, nb3, offset, inplace ? 1 : 0 };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_SET;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_set(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                nb1,
+        size_t                nb2,
+        size_t                nb3,
+        size_t                offset) {
+    return ggml_set_impl(ctx, a, b, nb1, nb2, nb3, offset, false);
+}
+
+struct ggml_tensor * ggml_set_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                nb1,
+        size_t                nb2,
+        size_t                nb3,
+        size_t                offset) {
+    return ggml_set_impl(ctx, a, b, nb1, nb2, nb3, offset, true);
+}
+
+struct ggml_tensor * ggml_set_1d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                offset) {
+    return ggml_set_impl(ctx, a, b, a->nb[1], a->nb[2], a->nb[3], offset, false);
+}
+
+struct ggml_tensor * ggml_set_1d_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                offset) {
+    return ggml_set_impl(ctx, a, b, a->nb[1], a->nb[2], a->nb[3], offset, true);
+}
+
+struct ggml_tensor * ggml_set_2d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                nb1,
+        size_t                offset) {
+    return ggml_set_impl(ctx, a, b, nb1, a->nb[2], a->nb[3], offset, false);
+}
+
+struct ggml_tensor * ggml_set_2d_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        size_t                nb1,
+        size_t                offset) {
+    return ggml_set_impl(ctx, a, b, nb1, a->nb[2], a->nb[3], offset, true);
+}
+
+// ggml_cpy
+
+static struct ggml_tensor * ggml_cpy_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    GGML_ASSERT(ggml_nelements(a) == ggml_nelements(b));
+
+    // make a view of the destination
+    struct ggml_tensor * result = ggml_view_tensor(ctx, b);
+    if (strlen(b->name) > 0) {
+        ggml_format_name(result, "%s (copy of %s)", b->name, a->name);
+    } else {
+        ggml_format_name(result, "%s (copy)", a->name);
+    }
+
+    result->op     = GGML_OP_CPY;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_cpy(
+        struct ggml_context * ctx,
+        struct ggml_tensor * a,
+        struct ggml_tensor * b) {
+    return ggml_cpy_impl(ctx, a, b);
+}
+
+struct ggml_tensor * ggml_cast(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        enum   ggml_type      type) {
+    struct ggml_tensor * result = ggml_new_tensor(ctx, type, GGML_MAX_DIMS, a->ne);
+    ggml_format_name(result, "%s (copy)", a->name);
+
+    result->op     = GGML_OP_CPY;
+    result->src[0] = a;
+    result->src[1] = result;
+
+    return result;
+}
+
+// ggml_cont
+
+static struct ggml_tensor * ggml_cont_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    struct ggml_tensor * result = ggml_dup_tensor(ctx, a);
+    ggml_format_name(result, "%s (cont)", a->name);
+
+    result->op     = GGML_OP_CONT;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_cont(
+        struct ggml_context * ctx,
+        struct ggml_tensor * a) {
+    return ggml_cont_impl(ctx, a);
+}
+
+// make contiguous, with new shape
+GGML_API struct ggml_tensor * ggml_cont_1d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0) {
+    return ggml_cont_4d(ctx, a, ne0, 1, 1, 1);
+}
+
+GGML_API struct ggml_tensor * ggml_cont_2d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        int64_t               ne1) {
+    return ggml_cont_4d(ctx, a, ne0, ne1, 1, 1);
+}
+
+GGML_API struct ggml_tensor * ggml_cont_3d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        int64_t               ne1,
+        int64_t               ne2) {
+    return ggml_cont_4d(ctx, a, ne0, ne1, ne2, 1);
+}
+
+struct ggml_tensor * ggml_cont_4d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        int64_t               ne1,
+        int64_t               ne2,
+        int64_t               ne3) {
+    GGML_ASSERT(ggml_nelements(a) == (ne0*ne1*ne2*ne3));
+
+    struct ggml_tensor * result = ggml_new_tensor_4d(ctx, a->type, ne0, ne1, ne2, ne3);
+    ggml_format_name(result, "%s (cont)", a->name);
+
+    result->op     = GGML_OP_CONT;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_reshape
+
+struct ggml_tensor * ggml_reshape(
+        struct ggml_context * ctx,
+        struct ggml_tensor * a,
+        struct ggml_tensor * b) {
+    GGML_ASSERT(ggml_is_contiguous(a));
+    // as only the shape of b is relevant, and not its memory layout, b is allowed to be non contiguous.
+    GGML_ASSERT(ggml_nelements(a) == ggml_nelements(b));
+
+    struct ggml_tensor * result = ggml_new_tensor_impl(ctx, a->type, GGML_MAX_DIMS, b->ne, a, 0);
+    ggml_format_name(result, "%s (reshaped)", a->name);
+
+    result->op     = GGML_OP_RESHAPE;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_reshape_1d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0) {
+    GGML_ASSERT(ggml_is_contiguous(a));
+    GGML_ASSERT(ggml_nelements(a) == ne0);
+
+    const int64_t ne[1] = { ne0 };
+    struct ggml_tensor * result = ggml_new_tensor_impl(ctx, a->type, 1, ne, a, 0);
+    ggml_format_name(result, "%s (reshaped)", a->name);
+
+    result->op     = GGML_OP_RESHAPE;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_reshape_2d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        int64_t               ne1) {
+    GGML_ASSERT(ggml_is_contiguous(a));
+    GGML_ASSERT(ggml_nelements(a) == ne0*ne1);
+
+    const int64_t ne[2] = { ne0, ne1 };
+    struct ggml_tensor * result = ggml_new_tensor_impl(ctx, a->type, 2, ne, a, 0);
+    ggml_format_name(result, "%s (reshaped)", a->name);
+
+    result->op     = GGML_OP_RESHAPE;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_reshape_3d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        int64_t               ne1,
+        int64_t               ne2) {
+    GGML_ASSERT(ggml_is_contiguous(a));
+    GGML_ASSERT(ggml_nelements(a) == ne0*ne1*ne2);
+
+    const int64_t ne[3] = { ne0, ne1, ne2 };
+    struct ggml_tensor * result = ggml_new_tensor_impl(ctx, a->type, 3, ne, a, 0);
+    ggml_format_name(result, "%s (reshaped)", a->name);
+
+    result->op     = GGML_OP_RESHAPE;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_reshape_4d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        int64_t               ne1,
+        int64_t               ne2,
+        int64_t               ne3) {
+    GGML_ASSERT(ggml_is_contiguous(a));
+    GGML_ASSERT(ggml_nelements(a) == ne0*ne1*ne2*ne3);
+
+    const int64_t ne[4] = { ne0, ne1, ne2, ne3 };
+    struct ggml_tensor * result = ggml_new_tensor_impl(ctx, a->type, 4, ne, a, 0);
+    ggml_format_name(result, "%s (reshaped)", a->name);
+
+    result->op     = GGML_OP_RESHAPE;
+    result->src[0] = a;
+
+    return result;
+}
+
+static struct ggml_tensor * ggml_view_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_dims,
+        const int64_t       * ne,
+        size_t                offset) {
+    struct ggml_tensor * result = ggml_new_tensor_impl(ctx, a->type, n_dims, ne, a, offset);
+    ggml_format_name(result, "%s (view)", a->name);
+
+    ggml_set_op_params(result, &offset, sizeof(offset));
+
+    result->op     = GGML_OP_VIEW;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_view_1d
+
+struct ggml_tensor * ggml_view_1d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        size_t                offset) {
+    struct ggml_tensor * result = ggml_view_impl(ctx, a, 1, &ne0, offset);
+
+    return result;
+}
+
+// ggml_view_2d
+
+struct ggml_tensor * ggml_view_2d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        int64_t               ne1,
+        size_t                nb1,
+        size_t                offset) {
+    const int64_t ne[2] = { ne0, ne1 };
+
+    struct ggml_tensor * result = ggml_view_impl(ctx, a, 2, ne, offset);
+
+    result->nb[1] = nb1;
+    result->nb[2] = result->nb[1]*ne1;
+    result->nb[3] = result->nb[2];
+
+    return result;
+}
+
+// ggml_view_3d
+
+struct ggml_tensor * ggml_view_3d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        int64_t               ne1,
+        int64_t               ne2,
+        size_t                nb1,
+        size_t                nb2,
+        size_t                offset) {
+    const int64_t ne[3] = { ne0, ne1, ne2 };
+
+    struct ggml_tensor * result = ggml_view_impl(ctx, a, 3, ne, offset);
+
+    result->nb[1] = nb1;
+    result->nb[2] = nb2;
+    result->nb[3] = result->nb[2]*ne2;
+
+    return result;
+}
+
+// ggml_view_4d
+
+struct ggml_tensor * ggml_view_4d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int64_t               ne0,
+        int64_t               ne1,
+        int64_t               ne2,
+        int64_t               ne3,
+        size_t                nb1,
+        size_t                nb2,
+        size_t                nb3,
+        size_t                offset) {
+    const int64_t ne[4] = { ne0, ne1, ne2, ne3 };
+
+    struct ggml_tensor * result = ggml_view_impl(ctx, a, 4, ne, offset);
+
+    result->nb[1] = nb1;
+    result->nb[2] = nb2;
+    result->nb[3] = nb3;
+
+    return result;
+}
+
+// ggml_permute
+
+struct ggml_tensor * ggml_permute(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   axis0,
+        int                   axis1,
+        int                   axis2,
+        int                   axis3) {
+    GGML_ASSERT(axis0 >= 0 && axis0 < GGML_MAX_DIMS);
+    GGML_ASSERT(axis1 >= 0 && axis1 < GGML_MAX_DIMS);
+    GGML_ASSERT(axis2 >= 0 && axis2 < GGML_MAX_DIMS);
+    GGML_ASSERT(axis3 >= 0 && axis3 < GGML_MAX_DIMS);
+
+    GGML_ASSERT(axis0 != axis1);
+    GGML_ASSERT(axis0 != axis2);
+    GGML_ASSERT(axis0 != axis3);
+    GGML_ASSERT(axis1 != axis2);
+    GGML_ASSERT(axis1 != axis3);
+    GGML_ASSERT(axis2 != axis3);
+
+    struct ggml_tensor * result = ggml_view_tensor(ctx, a);
+    ggml_format_name(result, "%s (permuted)", a->name);
+
+    int ne[GGML_MAX_DIMS];
+    int nb[GGML_MAX_DIMS];
+
+    ne[axis0] = a->ne[0];
+    ne[axis1] = a->ne[1];
+    ne[axis2] = a->ne[2];
+    ne[axis3] = a->ne[3];
+
+    nb[axis0] = a->nb[0];
+    nb[axis1] = a->nb[1];
+    nb[axis2] = a->nb[2];
+    nb[axis3] = a->nb[3];
+
+    result->ne[0] = ne[0];
+    result->ne[1] = ne[1];
+    result->ne[2] = ne[2];
+    result->ne[3] = ne[3];
+
+    result->nb[0] = nb[0];
+    result->nb[1] = nb[1];
+    result->nb[2] = nb[2];
+    result->nb[3] = nb[3];
+
+    result->op     = GGML_OP_PERMUTE;
+    result->src[0] = a;
+
+    int32_t params[] = { axis0, axis1, axis2, axis3 };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    return result;
+}
+
+// ggml_transpose
+
+struct ggml_tensor * ggml_transpose(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    struct ggml_tensor * result = ggml_view_tensor(ctx, a);
+    ggml_format_name(result, "%s (transposed)", a->name);
+
+    result->ne[0] = a->ne[1];
+    result->ne[1] = a->ne[0];
+
+    result->nb[0] = a->nb[1];
+    result->nb[1] = a->nb[0];
+
+    result->op     = GGML_OP_TRANSPOSE;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_get_rows
+
+struct ggml_tensor * ggml_get_rows(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    GGML_ASSERT(a->ne[2] == b->ne[1]);
+    GGML_ASSERT(b->ne[3] == 1);
+    GGML_ASSERT(b->type == GGML_TYPE_I32);
+
+    // TODO: implement non F32 return
+    enum ggml_type type = GGML_TYPE_F32;
+    if (a->type == GGML_TYPE_I32) {
+        type = a->type;
+    }
+    struct ggml_tensor * result = ggml_new_tensor_4d(ctx, type, a->ne[0], b->ne[0], b->ne[1], b->ne[2]);
+
+    result->op     = GGML_OP_GET_ROWS;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_get_rows_back
+
+struct ggml_tensor * ggml_get_rows_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * c) {
+    GGML_ASSERT(ggml_is_matrix(a) && ggml_is_vector(b) && b->type == GGML_TYPE_I32);
+    GGML_ASSERT(ggml_is_matrix(c) && (a->ne[0] == c->ne[0]));
+
+    // TODO: implement non F32 return
+    //struct ggml_tensor * result = ggml_new_tensor_2d(ctx, a->type, a->ne[0], b->ne[0]);
+    struct ggml_tensor * result = ggml_new_tensor_2d(ctx, GGML_TYPE_F32, c->ne[0], c->ne[1]);
+
+    result->op     = GGML_OP_GET_ROWS_BACK;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_diag
+
+struct ggml_tensor * ggml_diag(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    GGML_ASSERT(a->ne[1] == 1);
+
+    const int64_t ne[4] = { a->ne[0], a->ne[0], a->ne[2], a->ne[3] };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, a->type, 4, ne);
+
+    result->op     = GGML_OP_DIAG;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_diag_mask_inf
+
+static struct ggml_tensor * ggml_diag_mask_inf_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_past,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    int32_t params[] = { n_past };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_DIAG_MASK_INF;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_diag_mask_inf(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_past) {
+    return ggml_diag_mask_inf_impl(ctx, a, n_past, false);
+}
+
+struct ggml_tensor * ggml_diag_mask_inf_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_past) {
+    return ggml_diag_mask_inf_impl(ctx, a, n_past, true);
+}
+
+// ggml_diag_mask_zero
+
+static struct ggml_tensor * ggml_diag_mask_zero_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_past,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    int32_t params[] = { n_past };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_DIAG_MASK_ZERO;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_diag_mask_zero(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_past) {
+    return ggml_diag_mask_zero_impl(ctx, a, n_past, false);
+}
+
+struct ggml_tensor * ggml_diag_mask_zero_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   n_past) {
+    return ggml_diag_mask_zero_impl(ctx, a, n_past, true);
+}
+
+// ggml_soft_max
+
+static struct ggml_tensor * ggml_soft_max_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * mask,
+        float                 scale,
+        float                 max_bias,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_is_contiguous(a));
+
+    if (mask) {
+        GGML_ASSERT(mask->type == GGML_TYPE_F16 || mask->type == GGML_TYPE_F32);
+        GGML_ASSERT(ggml_is_contiguous(mask));
+        GGML_ASSERT(ggml_is_matrix(mask));
+        GGML_ASSERT(mask->ne[0] == a->ne[0]);
+        GGML_ASSERT(mask->ne[1] >= a->ne[1]);
+    }
+
+    if (max_bias > 0.0f) {
+        GGML_ASSERT(mask);
+    }
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    float params[] = { scale, max_bias };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_SOFT_MAX;
+    result->src[0] = a;
+    result->src[1] = mask;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_soft_max(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_soft_max_impl(ctx, a, NULL, 1.0f, 0.0f, false);
+}
+
+struct ggml_tensor * ggml_soft_max_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a) {
+    return ggml_soft_max_impl(ctx, a, NULL, 1.0f, 0.0f, true);
+}
+
+struct ggml_tensor * ggml_soft_max_ext(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * mask,
+        float                 scale,
+        float                 max_bias) {
+    return ggml_soft_max_impl(ctx, a, mask, scale, max_bias, false);
+}
+
+// ggml_soft_max_ext_back
+
+static struct ggml_tensor * ggml_soft_max_ext_back_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        float                 scale,
+        float                 max_bias,
+        bool                  inplace) {
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    result->op     = GGML_OP_SOFT_MAX_BACK;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    memcpy((float *) result->op_params + 0, &scale,    sizeof(float));
+    memcpy((float *) result->op_params + 1, &max_bias, sizeof(float));
+
+    return result;
+}
+
+struct ggml_tensor * ggml_soft_max_ext_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        float                 scale,
+        float                 max_bias) {
+    return ggml_soft_max_ext_back_impl(ctx, a, b, scale, max_bias, false);
+}
+
+struct ggml_tensor * ggml_soft_max_ext_back_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        float                 scale,
+        float                 max_bias) {
+    return ggml_soft_max_ext_back_impl(ctx, a, b, scale, max_bias, true);
+}
+
+// ggml_rope
+
+static struct ggml_tensor * ggml_rope_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * c,
+        int                   n_dims,
+        int                   mode,
+        int                   n_ctx_orig,
+        float                 freq_base,
+        float                 freq_scale,
+        float                 ext_factor,
+        float                 attn_factor,
+        float                 beta_fast,
+        float                 beta_slow,
+        bool                  inplace) {
+    GGML_ASSERT((mode & 1) == 0 && "mode & 1 == 1 is no longer supported");
+
+    GGML_ASSERT(ggml_is_vector(b));
+    GGML_ASSERT(b->type == GGML_TYPE_I32);
+    GGML_ASSERT(a->ne[2] == b->ne[0]);
+
+    if (c) {
+        GGML_ASSERT(c->type == GGML_TYPE_F32);
+        GGML_ASSERT(c->ne[0] >= n_dims / 2);
+    }
+
+    int sections[4] = {0, 0, 0, 0};
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    int32_t params[15] = { /*n_past*/ 0, n_dims, mode, /*n_ctx*/ 0, n_ctx_orig };
+    memcpy(params +  5, &freq_base,    sizeof(float));
+    memcpy(params +  6, &freq_scale,   sizeof(float));
+    memcpy(params +  7, &ext_factor,   sizeof(float));
+    memcpy(params +  8, &attn_factor,  sizeof(float));
+    memcpy(params +  9, &beta_fast,    sizeof(float));
+    memcpy(params + 10, &beta_slow,    sizeof(float));
+    memcpy(params + 11, &sections,     sizeof(int)*4);
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_ROPE;
+    result->src[0] = a;
+    result->src[1] = b;
+    result->src[2] = c;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_rope(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   n_dims,
+        int                   mode) {
+    return ggml_rope_impl(
+        ctx, a, b, NULL, n_dims, mode, 0, 10000.0f, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f, false
+    );
+}
+
+struct ggml_tensor * ggml_rope_multi(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * c,
+        int                   n_dims,
+        int                   sections[4],
+        int                   mode,
+        int                   n_ctx_orig,
+        float                 freq_base,
+        float                 freq_scale,
+        float                 ext_factor,
+        float                 attn_factor,
+        float                 beta_fast,
+        float                 beta_slow) {
+    // Multimodal Rotary Position Embedding
+    GGML_ASSERT((mode & 1) == 0 && "mode & 1 == 1 is no longer supported");
+
+    GGML_ASSERT(ggml_is_vector(b));
+    GGML_ASSERT(b->type == GGML_TYPE_I32);
+    GGML_ASSERT(a->ne[2] * 4 == b->ne[0]); // mrope expecting 4 position ids per token
+
+    if (c) {
+        GGML_ASSERT(c->type == GGML_TYPE_F32);
+        GGML_ASSERT(c->ne[0] >= n_dims / 2);
+    }
+
+    struct ggml_tensor * result = ggml_dup_tensor(ctx, a);
+
+    int32_t params[11 + 4] = { /*n_past*/ 0, n_dims, mode, /*n_ctx*/ 0, n_ctx_orig };
+    memcpy(params +  5, &freq_base,    sizeof(float));
+    memcpy(params +  6, &freq_scale,   sizeof(float));
+    memcpy(params +  7, &ext_factor,   sizeof(float));
+    memcpy(params +  8, &attn_factor,  sizeof(float));
+    memcpy(params +  9, &beta_fast,    sizeof(float));
+    memcpy(params + 10, &beta_slow,    sizeof(float));
+    memcpy(&params[11], sections,      sizeof(int)*4);
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op   = GGML_OP_ROPE;
+    result->src[0] = a;
+    result->src[1] = b;
+    result->src[2] = c;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_rope_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   n_dims,
+        int                   mode) {
+    return ggml_rope_impl(
+        ctx, a, b, NULL, n_dims, mode, 0, 10000.0f, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f, true
+    );
+}
+
+struct ggml_tensor * ggml_rope_ext(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * c,
+        int                   n_dims,
+        int                   mode,
+        int                   n_ctx_orig,
+        float                 freq_base,
+        float                 freq_scale,
+        float                 ext_factor,
+        float                 attn_factor,
+        float                 beta_fast,
+        float                 beta_slow) {
+    return ggml_rope_impl(
+        ctx, a, b, c, n_dims, mode, n_ctx_orig, freq_base, freq_scale,
+        ext_factor, attn_factor, beta_fast, beta_slow, false
+    );
+}
+
+struct ggml_tensor * ggml_rope_ext_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * c,
+        int                   n_dims,
+        int                   mode,
+        int                   n_ctx_orig,
+        float                 freq_base,
+        float                 freq_scale,
+        float                 ext_factor,
+        float                 attn_factor,
+        float                 beta_fast,
+        float                 beta_slow) {
+    return ggml_rope_impl(
+        ctx, a, b, c, n_dims, mode, n_ctx_orig, freq_base, freq_scale,
+        ext_factor, attn_factor, beta_fast, beta_slow, true
+    );
+}
+
+struct ggml_tensor * ggml_rope_custom(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   n_dims,
+        int                   mode,
+        int                   n_ctx_orig,
+        float                 freq_base,
+        float                 freq_scale,
+        float                 ext_factor,
+        float                 attn_factor,
+        float                 beta_fast,
+        float                 beta_slow) {
+    return ggml_rope_impl(
+        ctx, a, b, NULL, n_dims, mode, n_ctx_orig, freq_base, freq_scale,
+        ext_factor, attn_factor, beta_fast, beta_slow, false
+    );
+}
+
+struct ggml_tensor * ggml_rope_custom_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   n_dims,
+        int                   mode,
+        int                   n_ctx_orig,
+        float                 freq_base,
+        float                 freq_scale,
+        float                 ext_factor,
+        float                 attn_factor,
+        float                 beta_fast,
+        float                 beta_slow) {
+    return ggml_rope_impl(
+        ctx, a, b, NULL, n_dims, mode, n_ctx_orig, freq_base, freq_scale,
+        ext_factor, attn_factor, beta_fast, beta_slow, true
+    );
+}
+
+// Apparently solving `n_rot = 2pi * x * base^((2 * max_pos_emb) / n_dims)` for x, we get
+// `corr_dim(n_rot) = n_dims * log(max_pos_emb / (n_rot * 2pi)) / (2 * log(base))`
+static float ggml_rope_yarn_corr_dim(int n_dims, int n_ctx_orig, float n_rot, float base) {
+    return n_dims * logf(n_ctx_orig / (n_rot * 2 * (float)M_PI)) / (2 * logf(base));
+}
+
+void ggml_rope_yarn_corr_dims(
+    int n_dims, int n_ctx_orig, float freq_base, float beta_fast, float beta_slow, float dims[2]
+) {
+    // start and end correction dims
+    float start = floorf(ggml_rope_yarn_corr_dim(n_dims, n_ctx_orig, beta_fast, freq_base));
+    float end   =  ceilf(ggml_rope_yarn_corr_dim(n_dims, n_ctx_orig, beta_slow, freq_base));
+    dims[0] = MAX(0, start);
+    dims[1] = MIN(n_dims - 1, end);
+}
+
+// ggml_rope_back
+
+struct ggml_tensor * ggml_rope_ext_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * c,
+        int                   n_dims,
+        int                   mode,
+        int                   n_ctx_orig,
+        float                 freq_base,
+        float                 freq_scale,
+        float                 ext_factor,
+        float                 attn_factor,
+        float                 beta_fast,
+        float                 beta_slow) {
+    struct ggml_tensor * result = ggml_rope_ext(
+        ctx, a, b, c, n_dims, mode, n_ctx_orig, freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow);
+    result->op = GGML_OP_ROPE_BACK;
+    return result;
+}
+
+struct ggml_tensor * ggml_rope_multi_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * c,
+        int                   n_dims,
+        int                   sections[4],
+        int                   mode,
+        int                   n_ctx_orig,
+        float                 freq_base,
+        float                 freq_scale,
+        float                 ext_factor,
+        float                 attn_factor,
+        float                 beta_fast,
+        float                 beta_slow) {
+    struct ggml_tensor * result = ggml_rope_multi(
+        ctx, a, b, c, n_dims, sections, mode, n_ctx_orig, freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow);
+    result->op = GGML_OP_ROPE_BACK;
+    return result;
+}
+// ggml_clamp
+
+struct ggml_tensor * ggml_clamp(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        float                 min,
+        float                 max) {
+    // TODO: when implement backward, fix this:
+    struct ggml_tensor * result = ggml_view_tensor(ctx, a);
+
+    float params[] = { min, max };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_CLAMP;
+    result->src[0] = a;
+
+    return result;
+}
+
+static int64_t ggml_calc_conv_output_size(int64_t ins, int64_t ks, int s, int p, int d) {
+    return (ins + 2 * p - d * (ks - 1) - 1) / s + 1;
+}
+
+// im2col: [N, IC, IH, IW] => [N, OH, OW, IC*KH*KW]
+// a: [OC，IC, KH, KW]
+// b: [N, IC, IH, IW]
+// result: [N, OH, OW, IC*KH*KW]
+struct ggml_tensor * ggml_im2col(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   s0,
+        int                   s1,
+        int                   p0,
+        int                   p1,
+        int                   d0,
+        int                   d1,
+        bool                  is_2D,
+        enum ggml_type        dst_type) {
+    if (is_2D) {
+        GGML_ASSERT(a->ne[2] == b->ne[2]);
+    } else {
+        //GGML_ASSERT(b->ne[1] % a->ne[1] == 0);
+        GGML_ASSERT(b->ne[1] == a->ne[1]);
+        GGML_ASSERT(b->ne[3] == 1);
+    }
+
+    const int64_t OH = is_2D ? ggml_calc_conv_output_size(b->ne[1], a->ne[1], s1, p1, d1) : 0;
+    const int64_t OW =         ggml_calc_conv_output_size(b->ne[0], a->ne[0], s0, p0, d0);
+
+    GGML_ASSERT((!is_2D || OH > 0) && "b too small compared to a");
+    GGML_ASSERT((OW > 0)           && "b too small compared to a");
+
+    const int64_t ne[4] = {
+        is_2D ? (a->ne[2] * a->ne[1] * a->ne[0]) : a->ne[1] * a->ne[0],
+        OW,
+        is_2D ? OH : b->ne[2],
+        is_2D ?      b->ne[3] : 1,
+    };
+
+    struct ggml_tensor * result = ggml_new_tensor(ctx, dst_type, 4, ne);
+    int32_t params[] = { s0, s1, p0, p1, d0, d1, (is_2D ? 1 : 0) };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_IM2COL;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_im2col_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int64_t             * ne,
+        int                   s0,
+        int                   s1,
+        int                   p0,
+        int                   p1,
+        int                   d0,
+        int                   d1,
+        bool                  is_2D) {
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+    int32_t params[] = { s0, s1, p0, p1, d0, d1, (is_2D ? 1 : 0) };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_IM2COL_BACK;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_conv_1d
+
+struct ggml_tensor * ggml_conv_1d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   s0,
+        int                   p0,
+        int                   d0) {
+    struct ggml_tensor * im2col = ggml_im2col(ctx, a, b, s0, 0, p0, 0, d0, 0, false, GGML_TYPE_F16); // [N, OL, IC * K]
+
+    struct ggml_tensor * result =
+        ggml_mul_mat(ctx,
+                ggml_reshape_2d(ctx, im2col, im2col->ne[0], (im2col->ne[2] * im2col->ne[1])), // [N, OL, IC * K] => [N*OL, IC * K]
+                ggml_reshape_2d(ctx, a, (a->ne[0] * a->ne[1]), a->ne[2]));                    // [OC，IC, K] => [OC, IC * K]
+
+    result = ggml_reshape_3d(ctx, result, im2col->ne[1], a->ne[2], im2col->ne[2]); // [N, OC, OL]
+
+    return result;
+}
+
+// ggml_conv_1d_ph
+
+struct ggml_tensor* ggml_conv_1d_ph(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   s,
+        int                   d) {
+    return ggml_conv_1d(ctx, a, b, s, a->ne[0] / 2, d);
+}
+
+// ggml_conv_1d_dw
+
+struct ggml_tensor * ggml_conv_1d_dw(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   s0,
+        int                   p0,
+        int                   d0) {
+    struct ggml_tensor * new_a = ggml_reshape_4d(ctx, a, a->ne[0], 1, a->ne[1], a->ne[2]);
+    struct ggml_tensor * new_b = ggml_reshape_4d(ctx, b, b->ne[0], 1, b->ne[1], b->ne[2]);
+
+    struct ggml_tensor * im2col = ggml_im2col(ctx, new_a, new_b, s0, 0, p0, 0, d0, 0, false, GGML_TYPE_F16);
+
+    struct ggml_tensor * result = ggml_mul_mat(ctx, im2col, a);
+
+    result = ggml_reshape_3d(ctx, result, b->ne[0], b->ne[1], 1);
+
+    return result;
+}
+
+// ggml_conv_1d_dw_ph
+
+struct ggml_tensor * ggml_conv_1d_dw_ph(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   s0,
+        int                   d0) {
+    return ggml_conv_1d_dw(ctx, a, b, s0, a->ne[0] / 2, d0);
+}
+
+// ggml_conv_transpose_1d
+
+static int64_t ggml_calc_conv_transpose_1d_output_size(int64_t ins, int64_t ks, int s, int p, int d) {
+    return (ins - 1) * s - 2 * p + d * (ks - 1) + 1;
+}
+
+GGML_API struct ggml_tensor * ggml_conv_transpose_1d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   s0,
+        int                   p0,
+        int                   d0) {
+    GGML_ASSERT(ggml_is_matrix(b));
+    GGML_ASSERT(a->ne[2] == b->ne[1]);
+    GGML_ASSERT(a->ne[3] == 1);
+
+    GGML_ASSERT(p0 == 0);
+    GGML_ASSERT(d0 == 1);
+
+    const int64_t ne[4] = {
+        ggml_calc_conv_transpose_1d_output_size(b->ne[0], a->ne[0], s0, 0 /*p0*/, 1 /*d0*/),
+        a->ne[1], b->ne[2], 1,
+    };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    int32_t params[] = { s0, p0, d0 };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_CONV_TRANSPOSE_1D;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_conv_2d
+
+// a: [OC，IC, KH, KW]
+// b: [N, IC, IH, IW]
+// result: [N, OC, OH, OW]
+struct ggml_tensor * ggml_conv_2d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   s0,
+        int                   s1,
+        int                   p0,
+        int                   p1,
+        int                   d0,
+        int                   d1) {
+    struct ggml_tensor * im2col = ggml_im2col(ctx, a, b, s0, s1, p0, p1, d0, d1, true, a->type); // [N, OH, OW, IC * KH * KW]
+
+    struct ggml_tensor * result =
+        ggml_mul_mat(ctx,
+                ggml_reshape_2d(ctx, im2col, im2col->ne[0],  im2col->ne[3] * im2col->ne[2] * im2col->ne[1]), // [N, OH, OW, IC * KH * KW] => [N*OH*OW, IC * KH * KW]
+                ggml_reshape_2d(ctx, a, (a->ne[0] * a->ne[1] * a->ne[2]),  a->ne[3]));                       // [OC，IC, KH, KW] => [OC, IC * KH * KW]
+
+    result = ggml_reshape_4d(ctx, result, im2col->ne[1], im2col->ne[2], im2col->ne[3], a->ne[3]); // [OC, N, OH, OW]
+    result = ggml_cont(ctx, ggml_permute(ctx, result, 0, 1, 3, 2)); // [N, OC, OH, OW]
+
+
+    return result;
+}
+
+// ggml_conv_2d_sk_p0
+
+struct ggml_tensor * ggml_conv_2d_sk_p0(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_conv_2d(ctx, a, b, a->ne[0], a->ne[1], 0, 0, 1, 1);
+}
+
+// ggml_conv_2d_s1_ph
+
+struct ggml_tensor * ggml_conv_2d_s1_ph(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    return ggml_conv_2d(ctx, a, b, 1, 1, a->ne[0] / 2, a->ne[1] / 2, 1, 1);
+}
+
+// ggml_conv_2d_dw
+
+struct ggml_tensor * ggml_conv_2d_dw(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   s0,
+        int                   s1,
+        int                   p0,
+        int                   p1,
+        int                   d0,
+        int                   d1) {
+    struct ggml_tensor * new_a = ggml_reshape_4d(ctx, a, a->ne[0], a->ne[1], 1, a->ne[2] * a->ne[3]);
+    struct ggml_tensor * im2col = ggml_im2col(ctx, new_a,
+                                        ggml_reshape_4d(ctx, b, b->ne[0], b->ne[1], 1, b->ne[2] * b->ne[3]),
+                                        s0, s1, p0, p1, d0, d1, true, GGML_TYPE_F16); // [N * IC, OH, OW, KH * KW]
+    struct ggml_tensor * new_b = ggml_reshape_4d(ctx, im2col, im2col->ne[0], im2col->ne[2] * im2col->ne[1], b->ne[2], b->ne[3]); // [N * IC, OH, OW, KH * KW] => [N, IC, OH * OW, KH * KW]
+
+    new_a = ggml_reshape_4d(ctx, new_a, (new_a->ne[0] * new_a->ne[1]), new_a->ne[2],  new_a->ne[3], 1);                       // [OC，1, KH, KW] => [1, OC, 1, KH * KW]
+    struct ggml_tensor * result = ggml_mul_mat(ctx, new_a, new_b);
+    result = ggml_reshape_4d(ctx, result, im2col->ne[1], im2col->ne[2], b->ne[2], b->ne[3]); // [N, OC, OH, OW]
+
+    return result;
+}
+
+// ggml_conv_2d_dw_direct
+
+struct ggml_tensor * ggml_conv_2d_dw_direct(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   stride0,
+        int                   stride1,
+        int                   pad0,
+        int                   pad1,
+        int                   dilation0,
+        int                   dilation1) {
+    GGML_ASSERT(a->ne[2] == 1);
+    GGML_ASSERT(a->ne[3] == b->ne[2]);
+    int64_t ne[4];
+    ne[0] = ggml_calc_conv_output_size(b->ne[0], a->ne[0], stride0, pad0, dilation0);
+    ne[1] = ggml_calc_conv_output_size(b->ne[1], a->ne[1], stride1, pad1, dilation1);
+    ne[2] = b->ne[2];
+    ne[3] = b->ne[3];
+
+    struct ggml_tensor * result = ggml_new_tensor(ctx, b->type, 4, ne);
+
+    if (ggml_is_contiguous_channels(b)) {
+        // Result will be permuted the same way as input (CWHN order)
+        const int64_t type_size = ggml_type_size(result->type);
+        GGML_ASSERT(ggml_blck_size(result->type) == 1);
+        result->nb[0] = result->ne[2] * type_size;
+        result->nb[1] = result->ne[0] * result->nb[0];
+        result->nb[2] = type_size;
+    }
+
+    int32_t params[] = { stride0, stride1, pad0, pad1, dilation0, dilation1 };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_CONV_2D_DW;
+    result->src[0] = a;
+    result->src[1] = b;
+    return result;
+}
+
+// ggml_conv_transpose_2d_p0
+
+static int64_t ggml_calc_conv_transpose_output_size(int64_t ins, int64_t ks, int s, int p) {
+    return (ins - 1) * s - 2 * p + ks;
+}
+
+struct ggml_tensor * ggml_conv_transpose_2d_p0(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        int                   stride) {
+    GGML_ASSERT(a->ne[3] == b->ne[2]);
+
+    const int64_t ne[4] = {
+        ggml_calc_conv_transpose_output_size(b->ne[0], a->ne[0], stride, 0 /*p0*/),
+        ggml_calc_conv_transpose_output_size(b->ne[1], a->ne[1], stride, 0 /*p1*/),
+        a->ne[2], b->ne[3],
+    };
+
+    struct ggml_tensor* result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    ggml_set_op_params_i32(result, 0, stride);
+
+    result->op     = GGML_OP_CONV_TRANSPOSE_2D;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_pool_*
+
+static int64_t ggml_calc_pool_output_size(int64_t ins, int ks, int s, float p) {
+    return (ins + 2 * p - ks) / s + 1;
+}
+
+// ggml_pool_1d
+
+struct ggml_tensor * ggml_pool_1d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        enum ggml_op_pool     op,
+        int                   k0,
+        int                   s0,
+        int                   p0) {
+    const int64_t ne[4] = {
+        ggml_calc_pool_output_size(a->ne[0], k0, s0, p0),
+        a->ne[1],
+        a->ne[2],
+        a->ne[3],
+    };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    int32_t params[] = { op, k0, s0, p0 };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_POOL_1D;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_pool_2d
+
+struct ggml_tensor * ggml_pool_2d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        enum ggml_op_pool     op,
+        int                   k0,
+        int                   k1,
+        int                   s0,
+        int                   s1,
+        float                 p0,
+        float                 p1) {
+    struct ggml_tensor * result;
+    const int64_t ne[4] = {
+        ggml_calc_pool_output_size(a->ne[0], k0, s0, p0),
+        ggml_calc_pool_output_size(a->ne[1], k1, s1, p1),
+        a->ne[2],
+        a->ne[3],
+    };
+    result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    int32_t params[] = { op, k0, k1, s0, s1, p0, p1 };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_POOL_2D;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_pool_2d_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * af,
+        enum ggml_op_pool     op,
+        int                   k0,
+        int                   k1,
+        int                   s0,
+        int                   s1,
+        float                 p0,
+        float                 p1) {
+    struct ggml_tensor * result;
+    result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, af->ne);
+
+    int32_t params[] = { op, k0, k1, s0, s1, p0, p1 };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_POOL_2D_BACK;
+    result->src[0] = a;
+    result->src[1] = af;
+
+    return result;
+}
+
+// ggml_upscale
+
+static struct ggml_tensor * ggml_upscale_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   ne0,
+        int                   ne1,
+        int                   ne2,
+        int                   ne3,
+        enum ggml_scale_mode  mode) {
+    GGML_ASSERT(a->ne[0] <= ne0);
+    GGML_ASSERT(a->ne[1] <= ne1);
+    GGML_ASSERT(a->ne[2] <= ne2);
+    GGML_ASSERT(a->ne[3] <= ne3);
+
+    struct ggml_tensor * result = ggml_new_tensor_4d(ctx, a->type, ne0, ne1, ne2, ne3);
+
+    ggml_set_op_params_i32(result, 0, mode);
+
+    result->op     = GGML_OP_UPSCALE;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_upscale(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   scale_factor,
+        enum ggml_scale_mode  mode) {
+    return ggml_upscale_impl(ctx, a, a->ne[0] * scale_factor, a->ne[1] * scale_factor, a->ne[2], a->ne[3], mode);
+}
+
+struct ggml_tensor * ggml_upscale_ext(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   ne0,
+        int                   ne1,
+        int                   ne2,
+        int                   ne3,
+        enum ggml_scale_mode  mode) {
+    return ggml_upscale_impl(ctx, a, ne0, ne1, ne2, ne3, mode);
+}
+
+// ggml_pad
+
+struct ggml_tensor * ggml_pad(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   p0,
+        int                   p1,
+        int                   p2,
+        int                   p3) {
+    struct ggml_tensor * result = ggml_new_tensor_4d(ctx, a->type,
+            a->ne[0] + p0,
+            a->ne[1] + p1,
+            a->ne[2] + p2,
+            a->ne[3] + p3);
+
+    result->op     = GGML_OP_PAD;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_pad_reflect_1d
+
+struct ggml_tensor * ggml_pad_reflect_1d(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   p0,
+        int                   p1) {
+    GGML_ASSERT(p0 >= 0);
+    GGML_ASSERT(p1 >= 0);
+
+    GGML_ASSERT(p0 < a->ne[0]); // padding length on each size must be less than the
+    GGML_ASSERT(p1 < a->ne[0]); // existing length of the dimension being padded
+
+    GGML_ASSERT(ggml_is_contiguous(a));
+    GGML_ASSERT(a->type == GGML_TYPE_F32);
+
+    struct ggml_tensor * result = ggml_new_tensor_4d(ctx, a->type,
+            a->ne[0] + p0 + p1,
+            a->ne[1],
+            a->ne[2],
+            a->ne[3]);
+
+    int32_t params[] = { p0, p1 };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_PAD_REFLECT_1D;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_arange
+
+struct ggml_tensor * ggml_arange(
+        struct ggml_context * ctx,
+        float                 start,
+        float                 stop,
+        float                 step) {
+    GGML_ASSERT(stop > start);
+
+    const int64_t steps = (int64_t) ceilf((stop - start) / step);
+
+    struct ggml_tensor * result = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, steps);
+
+    ggml_set_op_params_f32(result, 0, start);
+    ggml_set_op_params_f32(result, 1, stop);
+    ggml_set_op_params_f32(result, 2, step);
+
+    result->op = GGML_OP_ARANGE;
+
+    return result;
+}
+
+// ggml_timestep_embedding
+
+struct ggml_tensor * ggml_timestep_embedding(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * timesteps,
+        int                   dim,
+        int                   max_period) {
+    int actual_dim = dim;
+    if (dim % 2 != 0) {
+        actual_dim = dim + 1;
+    }
+
+    struct ggml_tensor * result = ggml_new_tensor_2d(ctx, GGML_TYPE_F32, actual_dim, timesteps->ne[0]);
+
+    ggml_set_op_params_i32(result, 0, dim);
+    ggml_set_op_params_i32(result, 1, max_period);
+
+    result->op     = GGML_OP_TIMESTEP_EMBEDDING;
+    result->src[0] = timesteps;
+
+    return result;
+}
+
+// ggml_argsort
+
+struct ggml_tensor * ggml_argsort(
+        struct ggml_context  * ctx,
+        struct ggml_tensor   * a,
+        enum ggml_sort_order   order) {
+    GGML_ASSERT(a->ne[0] <= INT32_MAX);
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_I32, GGML_MAX_DIMS, a->ne);
+
+    ggml_set_op_params_i32(result, 0, (int32_t) order);
+
+    result->op     = GGML_OP_ARGSORT;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_top_k
+
+struct ggml_tensor * ggml_top_k(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   k) {
+    GGML_ASSERT(a->ne[0] >= k);
+
+    struct ggml_tensor * result = ggml_argsort(ctx, a, GGML_SORT_ORDER_DESC);
+
+    result = ggml_view_4d(ctx, result,
+                k, result->ne[1], result->ne[2], result->ne[3],
+                   result->nb[1], result->nb[2], result->nb[3],
+                0);
+
+    return result;
+}
+
+// ggml_flash_attn_ext
+
+struct ggml_tensor * ggml_flash_attn_ext(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * q,
+        struct ggml_tensor  * k,
+        struct ggml_tensor  * v,
+        struct ggml_tensor  * mask,
+        float                 scale,
+        float                 max_bias,
+        float                 logit_softcap) {
+    GGML_ASSERT(ggml_can_mul_mat(k, q));
+    // TODO: check if vT can be multiplied by (k*qT)
+
+    if (mask) {
+        GGML_ASSERT(ggml_is_contiguous(mask));
+        GGML_ASSERT(mask->ne[2] == 1);
+        GGML_ASSERT(mask->ne[3] == 1);
+        GGML_ASSERT(mask->ne[1] >= GGML_PAD(q->ne[1], GGML_KQ_MASK_PAD) &&
+                "the Flash-Attention kernel requires the mask to be padded to GGML_KQ_MASK_PAD and at least n_queries big");
+        //GGML_ASSERT(ggml_can_repeat_rows(mask, qk));
+    }
+
+    if (max_bias > 0.0f) {
+        GGML_ASSERT(mask);
+    }
+
+    // permute(0, 2, 1, 3)
+    int64_t ne[4] = { v->ne[0], q->ne[2], q->ne[1], q->ne[3] };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    float params[] = { scale, max_bias, logit_softcap };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_FLASH_ATTN_EXT;
+    result->src[0] = q;
+    result->src[1] = k;
+    result->src[2] = v;
+    result->src[3] = mask;
+
+    return result;
+}
+
+void ggml_flash_attn_ext_set_prec(
+        struct ggml_tensor * a,
+        enum ggml_prec       prec) {
+    GGML_ASSERT(a->op == GGML_OP_FLASH_ATTN_EXT);
+
+    const int32_t prec_i32 = (int32_t) prec;
+
+    ggml_set_op_params_i32(a, 3, prec_i32); // scale is on first pos, max_bias on second
+}
+
+enum ggml_prec ggml_flash_attn_ext_get_prec(
+        const struct ggml_tensor * a) {
+    GGML_ASSERT(a->op == GGML_OP_FLASH_ATTN_EXT);
+
+    const int32_t prec_i32 = ggml_get_op_params_i32(a, 3);
+
+    return (enum ggml_prec) prec_i32;
+}
+
+// ggml_flash_attn_back
+
+struct ggml_tensor * ggml_flash_attn_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * q,
+        struct ggml_tensor  * k,
+        struct ggml_tensor  * v,
+        struct ggml_tensor  * d,
+        bool                  masked) {
+    GGML_ABORT("TODO: adapt to ggml_flash_attn_ext() changes");
+
+    GGML_ASSERT(ggml_can_mul_mat(k, q));
+    // TODO: check if vT can be multiplied by (k*qT)
+
+    // d shape [D,N,ne2,ne3]
+    // q shape [D,N,ne2,ne3]
+    // k shape [D,M,kvne2,ne3]
+    // v shape [M,D,kvne2,ne3]
+
+    const int64_t     D = q->ne[0];
+    const int64_t     N = q->ne[1];
+    const int64_t     M = k->ne[1];
+    const int64_t   ne2 = q->ne[2];
+    const int64_t   ne3 = q->ne[3];
+    const int64_t kvne2 = k->ne[2];
+
+    GGML_ASSERT(k->ne[0] == D);
+    GGML_ASSERT(v->ne[0] == M);
+    GGML_ASSERT(v->ne[1] == D);
+    GGML_ASSERT(d->ne[0] == D);
+    GGML_ASSERT(d->ne[1] == N);
+    GGML_ASSERT(k->ne[2] == kvne2);
+    GGML_ASSERT(k->ne[3] == ne3);
+    GGML_ASSERT(v->ne[2] == kvne2);
+    GGML_ASSERT(v->ne[3] == ne3);
+    GGML_ASSERT(d->ne[2] == ne2);
+    GGML_ASSERT(d->ne[3] == ne3);
+
+    GGML_ASSERT(ne2 % kvne2 == 0);
+
+    // store gradients of q, k and v as continuous tensors concatenated in result.
+    // note: v and gradv are actually transposed, i.e. v->ne[0] != D.
+    const int64_t elem_q = ggml_nelements(q);
+    const int64_t elem_k = ggml_nelements(k);
+    const int64_t elem_v = ggml_nelements(v);
+
+    enum ggml_type result_type = GGML_TYPE_F32;
+    GGML_ASSERT(ggml_blck_size(result_type) == 1);
+    const size_t tsize = ggml_type_size(result_type);
+
+    const size_t offs_q = 0;
+    const size_t offs_k = offs_q + GGML_PAD(elem_q * tsize, GGML_MEM_ALIGN);
+    const size_t offs_v = offs_k + GGML_PAD(elem_k * tsize, GGML_MEM_ALIGN);
+    const size_t end    = offs_v + GGML_PAD(elem_v * tsize, GGML_MEM_ALIGN);
+
+    const size_t nelements = (end + tsize - 1)/tsize;
+
+    struct ggml_tensor * result = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, nelements);
+
+    int32_t masked_i = masked ? 1 : 0;
+    ggml_set_op_params(result, &masked_i, sizeof(masked_i));
+
+    result->op     = GGML_OP_FLASH_ATTN_BACK;
+    result->src[0] = q;
+    result->src[1] = k;
+    result->src[2] = v;
+    result->src[3] = d;
+
+    return result;
+}
+
+// ggml_ssm_conv
+
+struct ggml_tensor * ggml_ssm_conv(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * sx,
+        struct ggml_tensor  * c) {
+    GGML_ASSERT(ggml_is_3d(sx));
+    GGML_ASSERT(ggml_is_matrix(c));
+
+    const int64_t d_conv  = c->ne[0];
+    const int64_t d_inner = c->ne[1];
+    const int64_t n_t     = sx->ne[0] - d_conv + 1; // tokens per sequence
+    const int64_t n_s     = sx->ne[2];
+
+    // TODO: maybe support other strides than 1?
+    // FIXME: this is always true?
+    GGML_ASSERT(sx->ne[0] == d_conv - 1 + n_t);
+    GGML_ASSERT(sx->ne[1] == d_inner);
+    GGML_ASSERT(n_t >= 0);
+
+    struct ggml_tensor * result = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, d_inner, n_t, n_s);
+
+    result->op     = GGML_OP_SSM_CONV;
+    result->src[0] = sx;
+    result->src[1] = c;
+
+    return result;
+}
+
+// ggml_ssm_scan
+
+struct ggml_tensor * ggml_ssm_scan(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * s,
+        struct ggml_tensor  * x,
+        struct ggml_tensor  * dt,
+        struct ggml_tensor  * A,
+        struct ggml_tensor  * B,
+        struct ggml_tensor  * C) {
+    GGML_ASSERT(ggml_is_contiguous(s));
+    GGML_ASSERT(ggml_is_contiguous(x));
+    GGML_ASSERT(ggml_is_contiguous(dt));
+    GGML_ASSERT(ggml_is_contiguous(A));
+    GGML_ASSERT(ggml_is_matrix(A));
+    GGML_ASSERT(ggml_is_3d(B));
+    GGML_ASSERT(ggml_is_3d(s));
+    GGML_ASSERT(B->nb[0] == ggml_type_size(B->type));
+    GGML_ASSERT(C->nb[0] == ggml_type_size(C->type));
+    GGML_ASSERT(ggml_are_same_shape(x, dt));
+    GGML_ASSERT(ggml_are_same_shape(B, C));
+
+    {
+        const int64_t d_state      = s->ne[0];
+        const int64_t d_inner      = s->ne[1];
+        const int64_t n_seq_tokens = x->ne[1];
+        const int64_t n_seqs       = x->ne[2];
+
+        GGML_ASSERT(s->ne[2] == n_seqs);
+        GGML_ASSERT(x->ne[0] == d_inner);
+        GGML_ASSERT(A->ne[0] == d_state);
+        GGML_ASSERT(A->ne[1] == d_inner);
+        GGML_ASSERT(B->ne[0] == d_state);
+        GGML_ASSERT(B->ne[1] == n_seq_tokens);
+        GGML_ASSERT(B->ne[2] == n_seqs);
+    }
+
+    // concatenated y + ssm_states
+    struct ggml_tensor * result = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, ggml_nelements(x) + ggml_nelements(s));
+
+    result->op   = GGML_OP_SSM_SCAN;
+    result->src[0] = s;
+    result->src[1] = x;
+    result->src[2] = dt;
+    result->src[3] = A;
+    result->src[4] = B;
+    result->src[5] = C;
+
+    return result;
+}
+
+// ggml_win_part
+
+struct ggml_tensor * ggml_win_part(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   w) {
+    GGML_ASSERT(a->ne[3] == 1);
+    GGML_ASSERT(a->type  == GGML_TYPE_F32);
+
+    // padding
+    const int px = (w - a->ne[1]%w)%w;
+    const int py = (w - a->ne[2]%w)%w;
+
+    const int npx = (px + a->ne[1])/w;
+    const int npy = (py + a->ne[2])/w;
+    const int np  = npx*npy;
+
+    const int64_t ne[4] = { a->ne[0], w, w, np, };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    int32_t params[] = { npx, npy, w };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_WIN_PART;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_win_unpart
+
+struct ggml_tensor * ggml_win_unpart(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   w0,
+        int                   h0,
+        int                   w) {
+    GGML_ASSERT(a->type == GGML_TYPE_F32);
+
+    const int64_t ne[4] = { a->ne[0], w0, h0, 1, };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 3, ne);
+
+    int32_t params[] = { w };
+    ggml_set_op_params(result, params, sizeof(params));
+
+    result->op     = GGML_OP_WIN_UNPART;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_get_rel_pos
+
+struct ggml_tensor * ggml_get_rel_pos(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        int                   qh,
+        int                   kh) {
+    GGML_ASSERT(qh == kh);
+    GGML_ASSERT(2*MAX(qh, kh) - 1 == a->ne[1]);
+
+    const int64_t ne[4] = { a->ne[0], kh, qh, 1, };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F16, 3, ne);
+
+    result->op     = GGML_OP_GET_REL_POS;
+    result->src[0] = a;
+
+    return result;
+}
+
+// ggml_add_rel_pos
+
+static struct ggml_tensor * ggml_add_rel_pos_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * pw,
+        struct ggml_tensor  * ph,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_are_same_shape(pw, ph));
+    GGML_ASSERT(ggml_is_contiguous(a));
+    GGML_ASSERT(ggml_is_contiguous(pw));
+    GGML_ASSERT(ggml_is_contiguous(ph));
+    GGML_ASSERT(ph->type == GGML_TYPE_F32);
+    GGML_ASSERT(pw->type == GGML_TYPE_F32);
+    GGML_ASSERT(pw->ne[3] == a->ne[2]);
+    GGML_ASSERT(pw->ne[0]*pw->ne[0] == a->ne[0]);
+    GGML_ASSERT(pw->ne[1]*pw->ne[2] == a->ne[1]);
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+    ggml_set_op_params_i32(result, 0, inplace ? 1 : 0);
+
+    result->op     = GGML_OP_ADD_REL_POS;
+    result->src[0] = a;
+    result->src[1] = pw;
+    result->src[2] = ph;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_add_rel_pos(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * pw,
+        struct ggml_tensor  * ph) {
+    return ggml_add_rel_pos_impl(ctx, a, pw, ph, false);
+}
+
+struct ggml_tensor * ggml_add_rel_pos_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * pw,
+        struct ggml_tensor  * ph) {
+    return ggml_add_rel_pos_impl(ctx, a, pw, ph, true);
+}
+
+// ggml_rwkv_wkv6
+
+struct ggml_tensor * ggml_rwkv_wkv6(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * k,
+        struct ggml_tensor  * v,
+        struct ggml_tensor  * r,
+        struct ggml_tensor  * tf,
+        struct ggml_tensor  * td,
+        struct ggml_tensor  * state) {
+    GGML_ASSERT(ggml_is_contiguous(k));
+    GGML_ASSERT(ggml_is_contiguous(v));
+    GGML_ASSERT(ggml_is_contiguous(r));
+    GGML_ASSERT(ggml_is_contiguous(tf));
+    GGML_ASSERT(ggml_is_contiguous(td));
+    GGML_ASSERT(ggml_is_contiguous(state));
+
+    const int64_t S = k->ne[0];
+    const int64_t H = k->ne[1];
+    const int64_t n_tokens = k->ne[2];
+    const int64_t n_seqs = state->ne[1];
+    {
+        GGML_ASSERT(v->ne[0] == S && v->ne[1] == H && v->ne[2] == n_tokens);
+        GGML_ASSERT(r->ne[0] == S && r->ne[1] == H && r->ne[2] == n_tokens);
+        GGML_ASSERT(td->ne[0] == S && td->ne[1] == H && td->ne[2] == n_tokens);
+        GGML_ASSERT(ggml_nelements(state) == S * S * H * n_seqs);
+    }
+
+    // concat output and new_state
+    const int64_t ne[4] = { S * H, n_tokens + S * n_seqs, 1, 1 };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    result->op     = GGML_OP_RWKV_WKV6;
+    result->src[0] = k;
+    result->src[1] = v;
+    result->src[2] = r;
+    result->src[3] = tf;
+    result->src[4] = td;
+    result->src[5] = state;
+
+    return result;
+}
+
+// ggml_gated_linear_attn
+
+struct ggml_tensor * ggml_gated_linear_attn(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * k,
+        struct ggml_tensor  * v,
+        struct ggml_tensor  * q,
+        struct ggml_tensor  * g,
+        struct ggml_tensor  * state,
+        float scale) {
+    GGML_ASSERT(ggml_is_contiguous(k));
+    GGML_ASSERT(ggml_is_contiguous(v));
+    GGML_ASSERT(ggml_is_contiguous(q));
+    GGML_ASSERT(ggml_is_contiguous(g));
+    GGML_ASSERT(ggml_is_contiguous(state));
+
+    const int64_t S = k->ne[0];
+    const int64_t H = k->ne[1];
+    const int64_t n_tokens = k->ne[2];
+    const int64_t n_seqs = state->ne[1];
+    {
+        GGML_ASSERT(v->ne[0] == S && v->ne[1] == H && v->ne[2] == n_tokens);
+        GGML_ASSERT(q->ne[0] == S && q->ne[1] == H && q->ne[2] == n_tokens);
+        GGML_ASSERT(g->ne[0] == S && g->ne[1] == H && g->ne[2] == n_tokens);
+        GGML_ASSERT(ggml_nelements(state) == S * S * H * n_seqs);
+    }
+
+    // concat output and new_state
+    const int64_t ne[4] = { S * H, n_tokens + S * n_seqs, 1, 1 };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    ggml_set_op_params_f32(result, 0, scale);
+
+    result->op     = GGML_OP_GATED_LINEAR_ATTN;
+    result->src[0] = k;
+    result->src[1] = v;
+    result->src[2] = q;
+    result->src[3] = g;
+    result->src[4] = state;
+
+    return result;
+}
+
+// ggml_rwkv_wkv7
+
+struct ggml_tensor * ggml_rwkv_wkv7(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * r,
+        struct ggml_tensor  * w,
+        struct ggml_tensor  * k,
+        struct ggml_tensor  * v,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * state) {
+    GGML_ASSERT(ggml_is_contiguous(r));
+    GGML_ASSERT(ggml_is_contiguous(w));
+    GGML_ASSERT(ggml_is_contiguous(k));
+    GGML_ASSERT(ggml_is_contiguous(v));
+    GGML_ASSERT(ggml_is_contiguous(a));
+    GGML_ASSERT(ggml_is_contiguous(b));
+    GGML_ASSERT(ggml_is_contiguous(state));
+
+    const int64_t S = k->ne[0];
+    const int64_t H = k->ne[1];
+    const int64_t n_tokens = k->ne[2];
+    const int64_t n_seqs = state->ne[1];
+    {
+        GGML_ASSERT(w->ne[0] == S && w->ne[1] == H && w->ne[2] == n_tokens);
+        GGML_ASSERT(k->ne[0] == S && k->ne[1] == H && k->ne[2] == n_tokens);
+        GGML_ASSERT(v->ne[0] == S && v->ne[1] == H && v->ne[2] == n_tokens);
+        GGML_ASSERT(a->ne[0] == S && a->ne[1] == H && a->ne[2] == n_tokens);
+        GGML_ASSERT(b->ne[0] == S && b->ne[1] == H && b->ne[2] == n_tokens);
+        GGML_ASSERT(ggml_nelements(state) == S * S * H * n_seqs);
+    }
+
+    // concat output and new_state
+    const int64_t ne[4] = { S * H, n_tokens + S * n_seqs, 1, 1 };
+    struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
+
+    result->op     = GGML_OP_RWKV_WKV7;
+    result->src[0] = r;
+    result->src[1] = w;
+    result->src[2] = k;
+    result->src[3] = v;
+    result->src[4] = a;
+    result->src[5] = b;
+    result->src[6] = state;
+
+    return result;
+}
+
+// ggml_unary
+
+static struct ggml_tensor * ggml_unary_impl(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        enum ggml_unary_op    op,
+        bool                  inplace) {
+    GGML_ASSERT(ggml_is_contiguous_1(a));
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    ggml_set_op_params_i32(result, 0, (int32_t) op);
+
+    result->op     = GGML_OP_UNARY;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_unary(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        enum ggml_unary_op    op) {
+    return ggml_unary_impl(ctx, a, op, false);
+}
+
+struct ggml_tensor * ggml_unary_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        enum ggml_unary_op    op) {
+    return ggml_unary_impl(ctx, a, op, true);
+}
+
+// ggml_map_custom1
+
+static struct ggml_tensor * ggml_map_custom1_impl(
+        struct ggml_context      * ctx,
+        struct ggml_tensor       * a,
+        const  ggml_custom1_op_t   fun,
+        int                        n_tasks,
+        void                     * userdata,
+        bool                       inplace) {
+    GGML_ASSERT(n_tasks == GGML_N_TASKS_MAX || n_tasks > 0);
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    struct ggml_map_custom1_op_params params = {
+        /*.fun      =*/ fun,
+        /*.n_tasks  =*/ n_tasks,
+        /*.userdata =*/ userdata
+    };
+    ggml_set_op_params(result, &params, sizeof(params));
+
+    result->op     = GGML_OP_MAP_CUSTOM1;
+    result->src[0] = a;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_map_custom1(
+        struct ggml_context      * ctx,
+        struct ggml_tensor       * a,
+        const  ggml_custom1_op_t   fun,
+        int                        n_tasks,
+        void                     * userdata) {
+    return ggml_map_custom1_impl(ctx, a, fun, n_tasks, userdata, false);
+}
+
+struct ggml_tensor * ggml_map_custom1_inplace(
+        struct ggml_context      * ctx,
+        struct ggml_tensor       * a,
+        const  ggml_custom1_op_t   fun,
+        int                        n_tasks,
+        void                     * userdata) {
+    return ggml_map_custom1_impl(ctx, a, fun, n_tasks, userdata, true);
+}
+
+// ggml_map_custom2
+
+static struct ggml_tensor * ggml_map_custom2_impl(
+        struct ggml_context      * ctx,
+        struct ggml_tensor       * a,
+        struct ggml_tensor       * b,
+        const  ggml_custom2_op_t   fun,
+        int                        n_tasks,
+        void                     * userdata,
+        bool                       inplace) {
+    GGML_ASSERT(n_tasks == GGML_N_TASKS_MAX || n_tasks > 0);
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    struct ggml_map_custom2_op_params params = {
+        /*.fun      =*/ fun,
+        /*.n_tasks  =*/ n_tasks,
+        /*.userdata =*/ userdata
+    };
+    ggml_set_op_params(result, &params, sizeof(params));
+
+    result->op     = GGML_OP_MAP_CUSTOM2;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_map_custom2(
+        struct ggml_context      * ctx,
+        struct ggml_tensor       * a,
+        struct ggml_tensor       * b,
+        const  ggml_custom2_op_t   fun,
+        int                        n_tasks,
+        void                     * userdata) {
+    return ggml_map_custom2_impl(ctx, a, b, fun, n_tasks, userdata, false);
+}
+
+struct ggml_tensor * ggml_map_custom2_inplace(
+        struct ggml_context      * ctx,
+        struct ggml_tensor       * a,
+        struct ggml_tensor       * b,
+        const  ggml_custom2_op_t   fun,
+        int                        n_tasks,
+        void                     * userdata) {
+    return ggml_map_custom2_impl(ctx, a, b, fun, n_tasks, userdata, true);
+}
+
+// ggml_map_custom3
+
+static struct ggml_tensor * ggml_map_custom3_impl(
+        struct ggml_context      * ctx,
+        struct ggml_tensor       * a,
+        struct ggml_tensor       * b,
+        struct ggml_tensor       * c,
+        const  ggml_custom3_op_t   fun,
+        int                        n_tasks,
+        void                     * userdata,
+        bool                       inplace) {
+    GGML_ASSERT(n_tasks == GGML_N_TASKS_MAX || n_tasks > 0);
+
+    struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a);
+
+    struct ggml_map_custom3_op_params params = {
+        /*.fun      =*/ fun,
+        /*.n_tasks  =*/ n_tasks,
+        /*.userdata =*/ userdata
+    };
+    ggml_set_op_params(result, &params, sizeof(params));
+
+    result->op     = GGML_OP_MAP_CUSTOM3;
+    result->src[0] = a;
+    result->src[1] = b;
+    result->src[2] = c;
+
+    return result;
+}
+
+struct ggml_tensor * ggml_map_custom3(
+        struct ggml_context      * ctx,
+        struct ggml_tensor       * a,
+        struct ggml_tensor       * b,
+        struct ggml_tensor       * c,
+        const  ggml_custom3_op_t   fun,
+        int                        n_tasks,
+        void                     * userdata) {
+    return ggml_map_custom3_impl(ctx, a, b, c, fun, n_tasks, userdata, false);
+}
+
+struct ggml_tensor * ggml_map_custom3_inplace(
+        struct ggml_context      * ctx,
+        struct ggml_tensor       * a,
+        struct ggml_tensor       * b,
+        struct ggml_tensor       * c,
+        const  ggml_custom3_op_t   fun,
+        int                        n_tasks,
+        void                     * userdata) {
+    return ggml_map_custom3_impl(ctx, a, b, c, fun, n_tasks, userdata, true);
+}
+
+struct ggml_tensor * ggml_custom_4d(
+        struct ggml_context * ctx,
+        enum ggml_type        type,
+        int64_t               ne0,
+        int64_t               ne1,
+        int64_t               ne2,
+        int64_t               ne3,
+        struct ggml_tensor ** args,
+        int                   n_args,
+        ggml_custom_op_t      fun,
+        int                   n_tasks,
+        void                * userdata) {
+
+    GGML_ASSERT(n_args < GGML_MAX_SRC);
+
+    struct ggml_tensor * result = ggml_new_tensor_4d(ctx, type, ne0, ne1, ne2, ne3);
+
+    struct ggml_custom_op_params params = {
+        /*.fun      =*/ fun,
+        /*.n_tasks  =*/ n_tasks,
+        /*.userdata =*/ userdata
+    };
+    ggml_set_op_params(result, &params, sizeof(params));
+
+    result->op = GGML_OP_CUSTOM;
+    for (int i = 0; i < n_args; i++) {
+        result->src[i] = args[i];
+    }
+
+    return result;
+}
+
+struct ggml_tensor * ggml_custom_inplace(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor ** args,
+        int                   n_args,
+        ggml_custom_op_t      fun,
+        int                   n_tasks,
+        void                * userdata) {
+
+    GGML_ASSERT(n_args < GGML_MAX_SRC - 1);
+
+    struct ggml_tensor * result = ggml_view_tensor(ctx, a);
+
+    struct ggml_custom_op_params params = {
+        /*.fun      =*/ fun,
+        /*.n_tasks  =*/ n_tasks,
+        /*.userdata =*/ userdata
+    };
+    ggml_set_op_params(result, &params, sizeof(params));
+
+    result->op = GGML_OP_CUSTOM;
+    result->src[0] = a;
+    for (int i = 0; i < n_args; i++) {
+        result->src[i + 1] = args[i];
+    }
+
+    return result;
+}
+// ggml_cross_entropy_loss
+
+struct ggml_tensor * ggml_cross_entropy_loss(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b) {
+    GGML_ASSERT(ggml_are_same_shape(a, b));
+
+    struct ggml_tensor * result = ggml_new_tensor_1d(ctx, a->type, 1);
+
+    result->op     = GGML_OP_CROSS_ENTROPY_LOSS;
+    result->src[0] = a;
+    result->src[1] = b;
+
+    return result;
+}
+
+// ggml_cross_entropy_loss_back
+
+struct ggml_tensor * ggml_cross_entropy_loss_back(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * b,
+        struct ggml_tensor  * c) {
+    GGML_ASSERT(ggml_is_scalar(a));
+    GGML_ASSERT(ggml_are_same_shape(b, c));
+
+    struct ggml_tensor * result = ggml_dup_tensor(ctx, b);
+
+    result->op     = GGML_OP_CROSS_ENTROPY_LOSS_BACK;
+    result->src[0] = a;
+    result->src[1] = b;
+    result->src[2] = c;
+
+    return result;
+}
+
+// opt_step_adamw
+
+struct ggml_tensor * ggml_opt_step_adamw(
+        struct ggml_context * ctx,
+        struct ggml_tensor  * a,
+        struct ggml_tensor  * grad,
+        struct ggml_tensor  * m,
+        struct ggml_tensor  * v,
+        struct ggml_tensor  * adamw_params) {
+    GGML_ASSERT(a->flags & GGML_TENSOR_FLAG_PARAM);
+    GGML_ASSERT(ggml_are_same_shape(a, grad));
+    GGML_ASSERT(ggml_are_same_shape(a, m));
+    GGML_ASSERT(ggml_are_same_shape(a, v));
+    GGML_ASSERT(adamw_params->type == GGML_TYPE_F32);
+    GGML_ASSERT(ggml_nelements(adamw_params) == 7);
+
+    struct ggml_tensor * result = ggml_view_tensor(ctx, a);
+
+    result->op     = GGML_OP_OPT_STEP_ADAMW;
+    result->src[0] = a;
+    result->src[1] = grad;
+    result->src[2] = m;
+    result->src[3] = v;
+    result->src[4] = adamw_params;
+
+    return result;
+}
+
+////////////////////////////////////////////////////////////////////////////////
+
+struct ggml_hash_set ggml_hash_set_new(size_t size) {
+    size = ggml_hash_size(size);
+    struct ggml_hash_set result;
+    result.size = size;
+    result.keys = GGML_MALLOC(sizeof(struct ggml_tensor *) * size);
+    result.used = GGML_CALLOC(ggml_bitset_size(size), sizeof(ggml_bitset_t));
+    return result;
+}
+
+void ggml_hash_set_reset(struct ggml_hash_set * hash_set) {
+    memset(hash_set->used, 0, sizeof(ggml_bitset_t) * ggml_bitset_size(hash_set->size));
+}
+
+void ggml_hash_set_free(struct ggml_hash_set * hash_set) {
+    GGML_FREE(hash_set->used);
+    GGML_FREE(hash_set->keys);
+}
+
+size_t ggml_hash_size(size_t min_sz) {
+    // next primes after powers of two
+    static const size_t primes[] = {
+        2, 3, 5, 11, 17, 37, 67, 131, 257, 521, 1031,
+        2053, 4099, 8209, 16411, 32771, 65537, 131101,
+        262147, 524309, 1048583, 2097169, 4194319, 8388617,
+        16777259, 33554467, 67108879, 134217757, 268435459,
+        536870923, 1073741827, 2147483659
+    };
+    static const size_t n_primes = sizeof(primes)/sizeof(primes[0]);
+
+    // find the smallest prime that is larger or equal than min_sz
+    size_t l = 0;
+    size_t r = n_primes;
+    while (l < r) {
+        size_t m = (l + r)/2;
+        if (primes[m] < min_sz) {
+            l = m + 1;
+        } else {
+            r = m;
+        }
+    }
+    size_t sz = l < n_primes ? primes[l] : min_sz | 1;
+    return sz;
+}
+
+struct hash_map {
+    struct ggml_hash_set set;
+    struct ggml_tensor ** vals;
+};
+
+static struct hash_map * ggml_new_hash_map(size_t size) {
+    struct hash_map * result = GGML_MALLOC(sizeof(struct hash_map));
+    result->set = ggml_hash_set_new(size);
+    result->vals = GGML_CALLOC(result->set.size, sizeof(struct ggml_tensor *));
+    return result;
+}
+
+static void ggml_hash_map_free(struct hash_map * map) {
+    ggml_hash_set_free(&map->set);
+    GGML_FREE(map->vals);
+    GGML_FREE(map);
+}
+
+// utility functions to change gradients
+// isrc is the index of tensor in cgraph->visited_has_set.keys
+// the corresponding gradient (accumulators) are also at position isrc
+// if tensor has a gradient accumulator, modify that accumulator in-place
+// else if there is no gradient for tensor, set the corresponding value
+// else, just add/subtract/etc. the gradients
+
+static void ggml_add_or_set(
+        struct ggml_context * ctx,
+        struct ggml_cgraph  * cgraph,
+        size_t                isrc,
+        struct ggml_tensor  * tensor) {
+    struct ggml_tensor * src = cgraph->visited_hash_set.keys[isrc];
+    GGML_ASSERT(src);
+    if (cgraph->grads[isrc]) {
+        cgraph->grads[isrc] = ggml_add_impl(ctx, cgraph->grads[isrc], tensor, /*inplace =*/ cgraph->grad_accs[isrc]);
+    } else {
+        cgraph->grads[isrc] = tensor;
+    }
+    ggml_format_name(cgraph->grads[isrc], "grad for %s", src->name);
+    ggml_build_forward_expand(cgraph, cgraph->grads[isrc]);
+}
+
+static void ggml_acc_or_set(
+        struct ggml_context * ctx,
+        struct ggml_cgraph  * cgraph,
+        size_t                isrc,
+        struct ggml_tensor  * tensor,
+        const  size_t         nb1,
+        const  size_t         nb2,
+        const  size_t         nb3,
+        const  size_t         offset) {
+    struct ggml_tensor * src = cgraph->visited_hash_set.keys[isrc];
+    GGML_ASSERT(src);
+    if (cgraph->grads[isrc]) {
+        cgraph->grads[isrc] = ggml_acc_impl(ctx, cgraph->grads[isrc], tensor, nb1, nb2, nb3, offset, cgraph->grad_accs[isrc]);
+    } else {
+        struct ggml_tensor * a_zero = ggml_scale(ctx, src, 0.0f); // FIXME this is going to produce NaN if a contains inf/NaN
+        cgraph->grads[isrc] = ggml_acc_impl(ctx, a_zero, tensor, nb1, nb2, nb3, offset, false);
+    }
+    ggml_format_name(cgraph->grads[isrc], "grad for %s", cgraph->visited_hash_set.keys[isrc]->name);
+    ggml_build_forward_expand(cgraph, cgraph->grads[isrc]);
+}
+
+static void ggml_add1_or_set(
+        struct ggml_context * ctx,
+        struct ggml_cgraph  * cgraph,
+        size_t                isrc,
+        struct ggml_tensor  * tensor) {
+    struct ggml_tensor * src = cgraph->visited_hash_set.keys[isrc];
+    GGML_ASSERT(src);
+    if (cgraph->grads[isrc]) {
+        cgraph->grads[isrc] = ggml_add1_impl(ctx, cgraph->grads[isrc], tensor, cgraph->grad_accs[isrc]);
+    } else {
+        cgraph->grads[isrc] = ggml_repeat(ctx, tensor, src);
+    }
+    ggml_format_name(cgraph->grads[isrc], "grad for %s", src->name);
+    ggml_build_forward_expand(cgraph, cgraph->grads[isrc]);
+}
+
+static void ggml_sub_or_set(
+        struct ggml_context * ctx,
+        struct ggml_cgraph  * cgraph,
+        size_t                isrc,
+        struct ggml_tensor  * tensor) {
+    struct ggml_tensor * src = cgraph->visited_hash_set.keys[isrc];
+    GGML_ASSERT(src);
+    if (cgraph->grads[isrc]) {
+        cgraph->grads[isrc] = ggml_sub_impl(ctx, cgraph->grads[isrc], tensor, cgraph->grad_accs[isrc]);
+    } else {
+        cgraph->grads[isrc] = ggml_neg(ctx, tensor);
+    }
+    ggml_format_name(cgraph->grads[isrc], "grad for %s", src->name);
+    ggml_build_forward_expand(cgraph, cgraph->grads[isrc]);
+}
+
+static void ggml_compute_backward(
+        struct ggml_context * ctx, struct ggml_cgraph * cgraph, int i, const bool * grads_needed) {
+    struct ggml_tensor * tensor = cgraph->nodes[i];
+    struct ggml_tensor * grad   = ggml_graph_get_grad(cgraph, tensor);
+
+    if (!grad) {
+        return;
+    }
+
+    struct ggml_tensor * src0 = tensor->src[0];
+    struct ggml_tensor * src1 = tensor->src[1];
+    struct ggml_tensor * src2 = tensor->src[2];
+    struct ggml_hash_set * hash_set = &cgraph->visited_hash_set;
+    const size_t isrc0 = src0 ? ggml_hash_find(hash_set, src0) : (size_t) -1;
+    const size_t isrc1 = src1 ? ggml_hash_find(hash_set, src1) : (size_t) -1;
+    const size_t isrc2 = src2 ? ggml_hash_find(hash_set, src2) : (size_t) -1;
+    const bool src0_needs_grads = src0 && isrc0 != GGML_HASHSET_FULL && ggml_bitset_get(hash_set->used, isrc0) && grads_needed[isrc0];
+    const bool src1_needs_grads = src1 && isrc1 != GGML_HASHSET_FULL && ggml_bitset_get(hash_set->used, isrc1) && grads_needed[isrc1];
+    const bool src2_needs_grads = src2 && isrc2 != GGML_HASHSET_FULL && ggml_bitset_get(hash_set->used, isrc2) && grads_needed[isrc2];
+
+    switch (tensor->op) {
+        case GGML_OP_DUP: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, grad);
+            }
+        } break;
+        case GGML_OP_ADD: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, grad);
+            }
+            if (src1_needs_grads) {
+                struct ggml_tensor * tmp = grad;
+                if (!ggml_are_same_shape(src0, src1)) {
+                    tmp = ggml_repeat_back(ctx, tmp, src1);
+                }
+                ggml_add_or_set(ctx, cgraph, isrc1, tmp);
+            }
+        } break;
+        case GGML_OP_ADD1: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, grad);
+            }
+            if (src1_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc1, ggml_mean(ctx, grad)); // TODO: should probably be sum instead of mean
+            }
+        } break;
+        case GGML_OP_ACC: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, grad);
+            }
+            if (src1_needs_grads) {
+                const size_t nb1    = ((int32_t *) tensor->op_params)[0];
+                const size_t nb2    = ((int32_t *) tensor->op_params)[1];
+                const size_t nb3    = ((int32_t *) tensor->op_params)[2];
+                const size_t offset = ((int32_t *) tensor->op_params)[3];
+
+                struct ggml_tensor * tensor_grad_view = ggml_view_4d(ctx,
+                    grad, src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3],
+                    nb1, nb2, nb3, offset);
+
+                ggml_add_or_set(ctx, cgraph, isrc1, ggml_reshape(ctx, ggml_cont(ctx, tensor_grad_view), src1));
+            }
+        } break;
+        case GGML_OP_SUB: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, grad);
+            }
+            if (src1_needs_grads) {
+                ggml_sub_or_set(ctx, cgraph, isrc1, grad);
+            }
+        } break;
+        case GGML_OP_MUL: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_mul(ctx, grad, src1));
+            }
+            if (src1_needs_grads) {
+                struct ggml_tensor * tmp = ggml_mul(ctx, src0, grad);
+                if (!ggml_are_same_shape(src0, src1)) {
+                    tmp = ggml_repeat_back(ctx, tmp, src1);
+                }
+                ggml_add_or_set(ctx, cgraph, isrc1, tmp);
+            }
+        } break;
+        case GGML_OP_DIV: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_div(ctx, grad, src1));
+            }
+            if (src1_needs_grads) {
+                ggml_sub_or_set(ctx, cgraph, isrc1, ggml_mul(ctx, grad, ggml_div(ctx, tensor, src1)));
+            }
+        } break;
+        case GGML_OP_SQR: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_scale(ctx, ggml_mul(ctx, src0, grad), 2.0f));
+            }
+        } break;
+        case GGML_OP_SQRT: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_scale(ctx, ggml_div(ctx, grad, tensor), 0.5f));
+            }
+        } break;
+        case GGML_OP_LOG: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_div(ctx, grad, src0));
+            }
+        } break;
+        case GGML_OP_SIN: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_mul(ctx, grad, ggml_cos(ctx, src0)));
+            }
+        } break;
+        case GGML_OP_COS: {
+            if (src0_needs_grads) {
+                ggml_sub_or_set(ctx, cgraph, isrc0, ggml_mul(ctx, grad, ggml_sin(ctx, src0)));
+            }
+        } break;
+        case GGML_OP_SUM: {
+            if (src0_needs_grads) {
+                ggml_add1_or_set(ctx, cgraph, isrc0, grad);
+            }
+        } break;
+        case GGML_OP_SUM_ROWS: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_repeat(ctx, grad, src0));
+            }
+        } break;
+        case GGML_OP_MEAN: {
+            if (src0_needs_grads) {
+                ggml_add1_or_set(ctx, cgraph, isrc0, ggml_scale_impl(ctx, grad, 1.0f/src0->ne[0], false));
+            }
+        } break;
+        case GGML_OP_REPEAT: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_repeat_back(ctx, grad, src0));
+            }
+        } break;
+        case GGML_OP_REPEAT_BACK: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_repeat(ctx, grad, src0));
+            }
+        } break;
+        case GGML_OP_RMS_NORM: {
+            if (src0_needs_grads) {
+                float eps;
+                memcpy(&eps, tensor->op_params, sizeof(float));
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_rms_norm_back(ctx, grad, src0, eps));
+            }
+        } break;
+        case GGML_OP_MUL_MAT: {
+            // https://cs231n.github.io/optimization-2/#staged
+            // # forward pass
+            // s0 = np.random.randn(5, 10)
+            // s1 = np.random.randn(10, 3)
+            // t = s0.dot(s1)
+
+            // # now suppose we had the gradient on t from above in the circuit
+            // dt = np.random.randn(*t.shape) # same shape as t
+            // ds0 = dt.dot(s1.T) #.T gives the transpose of the matrix
+            // ds1 = t.T.dot(dt)
+
+            // tensor.shape [m,p,qq,rr]
+            // src0.shape   [n,m,q1,r1]
+            // src1.shape   [n,p,qq,rr]
+
+            if (src0_needs_grads) {
+                GGML_ASSERT(grad->ne[2] == src1->ne[2]);
+                GGML_ASSERT(grad->ne[3] == src1->ne[3]);
+                struct ggml_tensor * tmp =
+                    ggml_out_prod(ctx, // [n,m,qq,rr]
+                        src1,          // [n,p,qq,rr]
+                        grad);         // [m,p,qq,rr]
+                if (!ggml_are_same_shape(tmp, src0)) {
+                    GGML_ASSERT(tmp->ne[0] == src0->ne[0]);
+                    GGML_ASSERT(tmp->ne[1] == src0->ne[1]);
+                    GGML_ASSERT(tmp->ne[3] == 1);
+
+                    const int64_t nr2 = tmp->ne[2] / src0->ne[2];
+                    const size_t nb2 = tmp->nb[2] * nr2;
+                    const size_t nb3 = tmp->nb[2];
+
+                    tmp = ggml_view_4d(ctx, tmp, src0->ne[0], src0->ne[1], src0->ne[2], nr2, tmp->nb[1], nb2, nb3, 0);
+                    tmp = ggml_repeat_back(ctx, tmp, src0);
+                }
+                ggml_add_or_set(ctx, cgraph, isrc0, tmp);
+            }
+            if (src1_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc1,
+                        // ggml_mul_mat(ctx,                   // [n,p,qq,rr]
+                        //     ggml_cont(ctx,                  // [m,n,q1,r1]
+                        //         ggml_transpose(ctx, src0)), // [m,n,q1,r1]
+                        //     grad),                          // [m,p,qq,rr]
+
+                        // when src0 is bigger than tensor->grad (this is mostly the case in llama),
+                        // avoid transpose of src0, rather transpose smaller tensor->grad
+                        // and then use ggml_out_prod
+                        ggml_out_prod(ctx,      // [n,p,qq,rr]
+                            src0,               // [n,m,q1,r1]
+                            ggml_transpose(ctx, // [p,m,qq,rr]
+                                grad)));        // [m,p,qq,rr]
+            }
+        } break;
+        case GGML_OP_SCALE: {
+            if (src0_needs_grads) {
+                float s;
+                memcpy(&s, tensor->op_params, sizeof(float));
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_scale_impl(ctx, grad, s, false));
+            }
+        } break;
+        case GGML_OP_SET: {
+            const size_t nb1    = ((const int32_t *) tensor->op_params)[0];
+            const size_t nb2    = ((const int32_t *) tensor->op_params)[1];
+            const size_t nb3    = ((const int32_t *) tensor->op_params)[2];
+            const size_t offset = ((const int32_t *) tensor->op_params)[3];
+
+            struct ggml_tensor * tensor_grad_view = NULL;
+
+            if (src0_needs_grads || src1_needs_grads) {
+                GGML_ASSERT(src0->type == tensor->type);
+                GGML_ASSERT(!cgraph->grads[isrc0] ||                      cgraph->grads[isrc0]->type == grad->type);
+                GGML_ASSERT(!cgraph->grads[isrc1] || !src1_needs_grads || cgraph->grads[isrc1]->type == grad->type);
+
+                tensor_grad_view = ggml_view_4d(ctx,
+                    grad, src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3],
+                    nb1, nb2, nb3, offset);
+            }
+
+            if (src0_needs_grads) {
+                struct ggml_tensor * tmp = ggml_neg(ctx, tensor_grad_view);
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_acc_impl(ctx, grad, tmp, nb1, nb2, nb3, offset, false));
+            }
+
+            if (src1_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc1, ggml_reshape(ctx, ggml_cont(ctx, tensor_grad_view), src1));
+            }
+        } break;
+        case GGML_OP_CPY: {
+            // cpy overwrites value of src1 by src0 and returns view(src1)
+            // the overwriting is mathematically equivalent to:
+            // tensor = src0 * 1 + src1 * 0
+            if (src0_needs_grads) {
+                // dsrc0 = dtensor * 1
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_reshape(ctx, grad, src0));
+            }
+            if (src1_needs_grads) {
+                // dsrc1 = dtensor * 0 -> noop
+            }
+        } break;
+        case GGML_OP_CONT: {
+            // same as cpy
+            if (src0_needs_grads) {
+                GGML_ASSERT(!cgraph->grads[isrc0] || ggml_is_contiguous(cgraph->grads[isrc0]));
+                GGML_ASSERT(ggml_is_contiguous(grad));
+                GGML_ASSERT(ggml_nelements(tensor) == ggml_nelements(src0));
+                ggml_add_or_set(ctx, cgraph, isrc0,
+                    ggml_are_same_shape(tensor, src0) ? grad : ggml_reshape(ctx, grad, src0));
+            }
+        } break;
+        case GGML_OP_RESHAPE: {
+            if (src0_needs_grads) {
+                struct ggml_tensor * grad_cont = ggml_is_contiguous(grad) ? grad : ggml_cont(ctx, grad);
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_reshape(ctx, grad_cont, src0));
+            }
+        } break;
+        case GGML_OP_VIEW: {
+            if (src0_needs_grads) {
+                size_t offset;
+
+                memcpy(&offset, tensor->op_params, sizeof(offset));
+
+                size_t nb1 = tensor->nb[1];
+                size_t nb2 = tensor->nb[2];
+                size_t nb3 = tensor->nb[3];
+
+                if (cgraph->grads[isrc0] && src0->type != cgraph->grads[isrc0]->type) {
+                    // gradient is typically F32, but src0 could be other type
+                    size_t ng = ggml_element_size(cgraph->grads[isrc0]);
+                    size_t n0 = ggml_element_size(src0);
+                    GGML_ASSERT(offset % n0 == 0);
+                    GGML_ASSERT(nb1 % n0 == 0);
+                    GGML_ASSERT(nb2 % n0 == 0);
+                    GGML_ASSERT(nb3 % n0 == 0);
+                    offset = (offset / n0) * ng;
+                    nb1 = (nb1 / n0) * ng;
+                    nb2 = (nb2 / n0) * ng;
+                    nb3 = (nb3 / n0) * ng;
+                }
+
+                ggml_acc_or_set(ctx, cgraph, isrc0, grad, nb1, nb2, nb3, offset);
+            }
+        } break;
+        case GGML_OP_PERMUTE: {
+            if (src0_needs_grads) {
+                const int32_t * axes = (const int32_t *) tensor->op_params;
+                const int axis0 = axes[0] & 0x3;
+                const int axis1 = axes[1] & 0x3;
+                const int axis2 = axes[2] & 0x3;
+                const int axis3 = axes[3] & 0x3;
+                int axb[4] = {0,0,0,0}; // axes backward
+                axb[axis0] = 0;
+                axb[axis1] = 1;
+                axb[axis2] = 2;
+                axb[axis3] = 3;
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_permute(ctx, grad, axb[0], axb[1], axb[2], axb[3]));
+            }
+        } break;
+        case GGML_OP_TRANSPOSE: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_transpose(ctx, grad));
+            }
+        } break;
+        case GGML_OP_GET_ROWS: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_get_rows_back(ctx, grad, src1, src0));
+            }
+            if (src1_needs_grads) {
+                // noop
+            }
+        } break;
+        case GGML_OP_DIAG_MASK_INF: {
+            if (src0_needs_grads) {
+                /* ggml_diag_mask_inf_impl() shouldn't be here */
+                /* ref:  https://github.com/ggerganov/llama.cpp/pull/4203#discussion_r1412377992 */
+                const int n_past = ((const int32_t *) tensor->op_params)[0];
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_diag_mask_zero_impl(ctx, grad, n_past, false));
+            }
+        } break;
+        case GGML_OP_DIAG_MASK_ZERO: {
+            if (src0_needs_grads) {
+                const int n_past = ((const int32_t *) tensor->op_params)[0];
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_diag_mask_zero_impl(ctx, grad, n_past, false));
+            }
+        } break;
+        case GGML_OP_SOFT_MAX: {
+            if (src0_needs_grads) {
+                float scale    = 1.0f;
+                float max_bias = 0.0f;
+
+                memcpy(&scale,    (const float *) tensor->op_params + 0, sizeof(float));
+                memcpy(&max_bias, (const float *) tensor->op_params + 1, sizeof(float));
+
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_soft_max_ext_back(ctx, grad, tensor, scale, max_bias));
+            }
+            GGML_ASSERT((!src1 || !src1_needs_grads) && "backward pass for softmax mask not implemented");
+        } break;
+        case GGML_OP_ROPE: {
+            if (src0_needs_grads) {
+                //const int n_past = ((int32_t *) tensor->op_params)[0];
+                const int n_dims     = ((const int32_t *) tensor->op_params)[1];
+                const int mode       = ((const int32_t *) tensor->op_params)[2];
+                //const int n_ctx      = ((int32_t *) tensor->op_params)[3];
+                const int n_ctx_orig = ((const int32_t *) tensor->op_params)[4];
+                float freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow;
+                int sections[4] = {0, 0, 0, 0};
+
+                memcpy(&freq_base,   (const float *) tensor->op_params +  5, sizeof(float));
+                memcpy(&freq_scale,  (const float *) tensor->op_params +  6, sizeof(float));
+                memcpy(&ext_factor,  (const float *) tensor->op_params +  7, sizeof(float));
+                memcpy(&attn_factor, (const float *) tensor->op_params +  8, sizeof(float));
+                memcpy(&beta_fast,   (const float *) tensor->op_params +  9, sizeof(float));
+                memcpy(&beta_slow,   (const float *) tensor->op_params + 10, sizeof(float));
+                memcpy(&sections,                    tensor->op_params + 11, sizeof(sections));
+
+                struct ggml_tensor * rope_back = grad->ne[2] == src1->ne[0] ?
+                    ggml_rope_ext_back(ctx, grad, src1, src2, n_dims,
+                        mode, n_ctx_orig, freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow) :
+                    ggml_rope_multi_back(ctx, grad, src1, src2, n_dims, sections,
+                        mode, n_ctx_orig, freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow);
+                ggml_add_or_set(ctx, cgraph, isrc0, rope_back);
+            }
+            GGML_ASSERT((!src2 || !src2_needs_grads) && "gradients for freq factors not implemented");
+        } break;
+        case GGML_OP_IM2COL: {
+            if (src1_needs_grads) {
+                const int32_t s0    = ggml_get_op_params_i32(tensor, 0);
+                const int32_t s1    = ggml_get_op_params_i32(tensor, 1);
+                const int32_t p0    = ggml_get_op_params_i32(tensor, 2);
+                const int32_t p1    = ggml_get_op_params_i32(tensor, 3);
+                const int32_t d0    = ggml_get_op_params_i32(tensor, 4);
+                const int32_t d1    = ggml_get_op_params_i32(tensor, 5);
+                const bool    is_2D = ggml_get_op_params_i32(tensor, 6) == 1;
+
+                ggml_add_or_set(ctx, cgraph, isrc1, ggml_im2col_back(ctx, grad, src0, src1->ne, s0, s1, p0, p1, d0, d1, is_2D));
+            }
+        } break;
+        case GGML_OP_POOL_2D: {
+            if (src0_needs_grads) {
+                const enum ggml_op_pool op = ggml_get_op_params_i32(tensor, 0);
+                const      int32_t      k0 = ggml_get_op_params_i32(tensor, 1);
+                const      int32_t      k1 = ggml_get_op_params_i32(tensor, 2);
+                const      int32_t      s0 = ggml_get_op_params_i32(tensor, 3);
+                const      int32_t      s1 = ggml_get_op_params_i32(tensor, 4);
+                const      int32_t      p0 = ggml_get_op_params_i32(tensor, 5);
+                const      int32_t      p1 = ggml_get_op_params_i32(tensor, 6);
+
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_pool_2d_back(ctx, grad, src0, op, k0, k1, s0, s1, p0, p1));
+            }
+        } break;
+        case GGML_OP_WIN_PART:
+        case GGML_OP_WIN_UNPART:
+        case GGML_OP_UNARY: {
+            switch (ggml_get_unary_op(tensor)) {
+                case GGML_UNARY_OP_ABS: {
+                    if (src0_needs_grads) {
+                        ggml_add_or_set(ctx, cgraph, isrc0, ggml_mul(ctx, ggml_sgn(ctx, src0), grad));
+                    }
+                } break;
+                case GGML_UNARY_OP_SGN: {
+                    // noop
+                } break;
+                case GGML_UNARY_OP_NEG: {
+                    if (src0_needs_grads) {
+                        ggml_sub_or_set(ctx, cgraph, isrc0, grad);
+                    }
+                } break;
+                case GGML_UNARY_OP_STEP: {
+                    // noop
+                } break;
+                case GGML_UNARY_OP_RELU: {
+                    if (src0_needs_grads) {
+                        ggml_add_or_set(ctx, cgraph, isrc0, ggml_mul(ctx, ggml_step(ctx, src0), grad));
+                    }
+                } break;
+                case GGML_UNARY_OP_SILU: {
+                    if (src0_needs_grads) {
+                        ggml_add_or_set(ctx, cgraph, isrc0, ggml_silu_back(ctx, grad, src0));
+                    }
+                } break;
+                case GGML_UNARY_OP_EXP: {
+                    if (src0_needs_grads) {
+                        ggml_add_or_set(ctx, cgraph, isrc0, ggml_mul(ctx, tensor, grad));
+                    }
+                } break;
+                default: {
+                    fprintf(stderr, "%s: unsupported unary op for backward pass: %s\n",
+                        __func__, ggml_unary_op_name(ggml_get_unary_op(tensor)));
+                    GGML_ABORT("fatal error");
+                } //break;
+            }
+        } break;
+        case GGML_OP_CROSS_ENTROPY_LOSS: {
+            if (src0_needs_grads) {
+                ggml_add_or_set(ctx, cgraph, isrc0, ggml_cross_entropy_loss_back(ctx, grad, src0, src1));
+            }
+            GGML_ASSERT(!src1_needs_grads && "backward pass for labels not implemented");
+        } break;
+        case GGML_OP_NONE: {
+            // noop
+        } break;
+        case GGML_OP_COUNT:
+        default: {
+            fprintf(stderr, "%s: unsupported ggml op for backward pass: %s\n", __func__, ggml_op_name(tensor->op));
+            GGML_ABORT("fatal error");
+        } //break;
+    }
+
+    GGML_ASSERT(!src0_needs_grads || ggml_are_same_shape(src0, cgraph->grads[isrc0]));
+    GGML_ASSERT(!src1_needs_grads || ggml_are_same_shape(src1, cgraph->grads[isrc1]));
+    GGML_ASSERT(!src2_needs_grads || ggml_are_same_shape(src2, cgraph->grads[isrc2]));
+}
+
+static void ggml_visit_parents(struct ggml_cgraph * cgraph, struct ggml_tensor * node) {
+    // check if already visited
+    if (ggml_hash_insert(&cgraph->visited_hash_set, node) == GGML_HASHSET_ALREADY_EXISTS) {
+        return;
+    }
+
+    for (int i = 0; i < GGML_MAX_SRC; ++i) {
+        const int k =
+            (cgraph->order == GGML_CGRAPH_EVAL_ORDER_LEFT_TO_RIGHT) ? i :
+            (cgraph->order == GGML_CGRAPH_EVAL_ORDER_RIGHT_TO_LEFT) ? (GGML_MAX_SRC-1-i) :
+            /* unknown order, just fall back to using i*/ i;
+        if (node->src[k]) {
+            ggml_visit_parents(cgraph, node->src[k]);
+        }
+    }
+
+    if (node->op == GGML_OP_NONE && !(node->flags & GGML_TENSOR_FLAG_PARAM)) {
+        // reached a leaf node, not part of the gradient graph (e.g. a constant)
+        GGML_ASSERT(cgraph->n_leafs < cgraph->size);
+
+        if (strlen(node->name) == 0) {
+            ggml_format_name(node, "leaf_%d", cgraph->n_leafs);
+        }
+
+        cgraph->leafs[cgraph->n_leafs] = node;
+        cgraph->n_leafs++;
+    } else {
+        GGML_ASSERT(cgraph->n_nodes < cgraph->size);
+
+        if (strlen(node->name) == 0) {
+            ggml_format_name(node, "node_%d", cgraph->n_nodes);
+        }
+
+        cgraph->nodes[cgraph->n_nodes] = node;
+        cgraph->n_nodes++;
+    }
+}
+
+static void ggml_build_forward_impl(struct ggml_cgraph * cgraph, struct ggml_tensor * tensor, bool expand) {
+    if (!expand) {
+        // TODO: this branch isn't accessible anymore, maybe move this to ggml_build_forward_expand
+        ggml_graph_clear(cgraph);
+    }
+
+    const int n0 = cgraph->n_nodes;
+
+    ggml_visit_parents(cgraph, tensor);
+
+    const int n_new = cgraph->n_nodes - n0;
+    GGML_PRINT_DEBUG("%s: visited %d new nodes\n", __func__, n_new);
+
+    if (n_new > 0) {
+        // the last added node should always be starting point
+        GGML_ASSERT(cgraph->nodes[cgraph->n_nodes - 1] == tensor);
+    }
+}
+
+void ggml_build_forward_expand(struct ggml_cgraph * cgraph, struct ggml_tensor * tensor) {
+    ggml_build_forward_impl(cgraph, tensor, true);
+}
+
+void ggml_build_backward_expand(
+        struct ggml_context *  ctx,
+        struct ggml_cgraph  *  cgraph,
+        struct ggml_tensor  ** grad_accs) {
+    GGML_ASSERT(cgraph->n_nodes > 0);
+    GGML_ASSERT(cgraph->grads);
+    GGML_ASSERT(cgraph->grad_accs);
+
+    const int n_nodes_f = cgraph->n_nodes;
+
+    memset(cgraph->grads,     0, cgraph->visited_hash_set.size*sizeof(struct ggml_tensor *));
+    memset(cgraph->grad_accs, 0, cgraph->visited_hash_set.size*sizeof(struct ggml_tensor *));
+    bool * grads_needed = calloc(cgraph->visited_hash_set.size, sizeof(bool));
+
+    {
+        bool any_params = false;
+        bool any_loss   = false;
+        for (int i = 0; i < n_nodes_f; ++i) {
+            struct ggml_tensor * node = cgraph->nodes[i];
+            any_params = any_params || (node->flags & GGML_TENSOR_FLAG_PARAM);
+            any_loss   = any_loss   || (node->flags & GGML_TENSOR_FLAG_LOSS);
+        }
+        GGML_ASSERT(any_params && "no trainable parameters found, did you forget to call ggml_set_param?");
+        GGML_ASSERT(any_loss && "no training loss found, did you forget to call ggml_set_loss?");
+    }
+
+    for (int i = 0; i < n_nodes_f; ++i) {
+        struct ggml_tensor * node = cgraph->nodes[i];
+
+        if (node->type == GGML_TYPE_I32) {
+            continue;
+        }
+
+        bool node_needs_grad = (node->flags & GGML_TENSOR_FLAG_PARAM) || (node->flags & GGML_TENSOR_FLAG_LOSS);
+        bool ignore_src[GGML_MAX_SRC] = {false};
+        switch (node->op) {
+            // gradients in node->src[0] for one reason or another have no effect on output gradients
+            case GGML_OP_IM2COL:      // only used for its shape
+            case GGML_OP_IM2COL_BACK: // same as IM2COL
+                ignore_src[0] = true;
+                break;
+            case GGML_OP_UNARY: {
+                const enum ggml_unary_op uop = ggml_get_unary_op(node);
+                // SGN and STEP unary ops are piecewise constant
+                if (uop == GGML_UNARY_OP_SGN || uop == GGML_UNARY_OP_STEP) {
+                    ignore_src[0] = true;
+                }
+            } break;
+
+            // gradients in node->src[1] for one reason or another have no effect on output gradients
+            case GGML_OP_CPY:           // gradients in CPY target are irrelevant
+            case GGML_OP_GET_ROWS:      // row indices not differentiable
+            case GGML_OP_GET_ROWS_BACK: // same as for GET_ROWS
+            case GGML_OP_ROPE:          // positions not differentiable
+                ignore_src[1] = true;
+                break;
+
+            default:
+                break;
+        }
+        for (int j = 0; j < GGML_MAX_SRC; ++j) {
+            if (!node->src[j] || ignore_src[j] || !grads_needed[ggml_hash_find(&cgraph->visited_hash_set, node->src[j])]) {
+                continue;
+            }
+            GGML_ASSERT(node->src[j]->type == GGML_TYPE_F32 || node->src[j]->type == GGML_TYPE_F16);
+            node_needs_grad = true;
+            break;
+        }
+        if (!node_needs_grad) {
+            continue;
+        }
+
+        // inplace operations are currently not supported
+        GGML_ASSERT(!node->view_src || node->op == GGML_OP_CPY || node->op == GGML_OP_VIEW ||
+            node->op == GGML_OP_RESHAPE || node->op == GGML_OP_PERMUTE || node->op == GGML_OP_TRANSPOSE);
+
+        const size_t ihash = ggml_hash_find(&cgraph->visited_hash_set, node);
+        GGML_ASSERT(ihash != GGML_HASHSET_FULL);
+        GGML_ASSERT(ggml_bitset_get(cgraph->visited_hash_set.used, ihash));
+        if (grad_accs && grad_accs[i]) {
+            cgraph->grad_accs[ihash] = grad_accs[i];
+            cgraph->grads[ihash]     = cgraph->grad_accs[ihash];
+        } else if (node->flags & GGML_TENSOR_FLAG_LOSS) {
+            // loss tensors always need a gradient accumulator
+            cgraph->grad_accs[ihash] = ggml_new_tensor(ctx, GGML_TYPE_F32, GGML_MAX_DIMS, node->ne);
+            cgraph->grads[ihash]     = cgraph->grad_accs[ihash];
+        }
+        grads_needed[ihash] = true;
+    }
+
+    for (int i = n_nodes_f - 1; i >= 0; --i) {
+        // inplace operations to add gradients are not created by ggml_compute_backward except for gradient accumulation
+        // use allocator to automatically make inplace operations
+        ggml_compute_backward(ctx, cgraph, i, grads_needed);
+    }
+
+    free(grads_needed);
+}
+
+static void * incr_ptr_aligned(void ** p, size_t size, size_t align) {
+    void * ptr = *p;
+    ptr = (void *) GGML_PAD((uintptr_t) ptr, align);
+    *p = (void *) ((char *) ptr + size);
+    return ptr;
+}
+
+static size_t ggml_graph_nbytes(size_t size, bool grads) {
+    size_t hash_size = ggml_hash_size(size * 2);
+    void * p = 0;
+    incr_ptr_aligned(&p, sizeof(struct ggml_cgraph), 1);
+    incr_ptr_aligned(&p, size * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *)); // nodes
+    incr_ptr_aligned(&p, size * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *)); // leafs
+    incr_ptr_aligned(&p, hash_size * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *)); // hash keys
+    if (grads) {
+        incr_ptr_aligned(&p, hash_size * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *)); // grads
+        incr_ptr_aligned(&p, hash_size * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *)); // grad_accs
+    }
+    incr_ptr_aligned(&p, ggml_bitset_size(hash_size) * sizeof(ggml_bitset_t), sizeof(ggml_bitset_t));
+
+    size_t nbytes = (size_t) p;
+    return nbytes;
+}
+
+size_t ggml_graph_overhead_custom(size_t size, bool grads) {
+    return GGML_OBJECT_SIZE + GGML_PAD(ggml_graph_nbytes(size, grads), GGML_MEM_ALIGN);
+}
+
+size_t ggml_graph_overhead(void) {
+    return ggml_graph_overhead_custom(GGML_DEFAULT_GRAPH_SIZE, false);
+}
+
+struct ggml_cgraph * ggml_new_graph_custom(struct ggml_context * ctx, size_t size, bool grads) {
+    const size_t obj_size = ggml_graph_nbytes(size, grads);
+    struct ggml_object * obj = ggml_new_object(ctx, GGML_OBJECT_TYPE_GRAPH, obj_size);
+    struct ggml_cgraph * cgraph = (struct ggml_cgraph *) ((char *) ctx->mem_buffer + obj->offs);
+
+    // the size of the hash table is doubled since it needs to hold both nodes and leafs
+    size_t hash_size = ggml_hash_size(size * 2);
+
+    void * p = cgraph + 1;
+
+    struct ggml_tensor ** nodes_ptr     =         incr_ptr_aligned(&p, size      * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *));
+    struct ggml_tensor ** leafs_ptr     =         incr_ptr_aligned(&p, size      * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *));
+    struct ggml_tensor ** hash_keys_ptr =         incr_ptr_aligned(&p, hash_size * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *));
+    struct ggml_tensor ** grads_ptr     = grads ? incr_ptr_aligned(&p, hash_size * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *)) : NULL;
+    struct ggml_tensor ** grad_accs_ptr = grads ? incr_ptr_aligned(&p, hash_size * sizeof(struct ggml_tensor *), sizeof(struct ggml_tensor *)) : NULL;
+
+    ggml_bitset_t * hash_used = incr_ptr_aligned(&p, ggml_bitset_size(hash_size) * sizeof(ggml_bitset_t), sizeof(ggml_bitset_t));
+
+    // check that we allocated the correct amount of memory
+    assert(obj_size == (size_t)((char *)p - (char *)cgraph));
+
+    *cgraph = (struct ggml_cgraph) {
+        /*.size         =*/ size,
+        /*.n_nodes      =*/ 0,
+        /*.n_leafs      =*/ 0,
+        /*.nodes        =*/ nodes_ptr,
+        /*.grads        =*/ grads_ptr,
+        /*.grad_accs    =*/ grad_accs_ptr,
+        /*.leafs        =*/ leafs_ptr,
+        /*.hash_table   =*/ { hash_size, hash_used, hash_keys_ptr },
+        /*.order        =*/ GGML_CGRAPH_EVAL_ORDER_LEFT_TO_RIGHT,
+    };
+
+    ggml_hash_set_reset(&cgraph->visited_hash_set);
+    if (grads) {
+        memset(cgraph->grads,     0, hash_size*sizeof(struct ggml_tensor *));
+        memset(cgraph->grad_accs, 0, hash_size*sizeof(struct ggml_tensor *));
+    }
+
+    return cgraph;
+}
+
+struct ggml_cgraph * ggml_new_graph(struct ggml_context * ctx) {
+    return ggml_new_graph_custom(ctx, GGML_DEFAULT_GRAPH_SIZE, false);
+}
+
+struct ggml_cgraph ggml_graph_view(struct ggml_cgraph * cgraph0, int i0, int i1) {
+    struct ggml_cgraph cgraph = {
+        /*.size             =*/ 0,
+        /*.n_nodes          =*/ i1 - i0,
+        /*.n_leafs          =*/ 0,
+        /*.nodes            =*/ cgraph0->nodes + i0,
+        /*.grads            =*/ NULL, // gradients would need visited_hash_set
+        /*.grad_accs        =*/ NULL,
+        /*.leafs            =*/ NULL,
+        /*.visited_hash_set =*/ { 0, NULL, NULL },
+        /*.order            =*/ cgraph0->order,
+    };
+
+    return cgraph;
+}
+
+void ggml_graph_cpy(struct ggml_cgraph * src, struct ggml_cgraph * dst) {
+    GGML_ASSERT(dst->size >= src->n_leafs);
+    GGML_ASSERT(dst->size >= src->n_nodes);
+    GGML_ASSERT(dst->visited_hash_set.size >= src->visited_hash_set.size);
+
+    dst->n_leafs = src->n_leafs;
+    dst->n_nodes = src->n_nodes;
+    dst->order   = src->order;
+
+    for (int i = 0; i < src->n_leafs; ++i) {
+        dst->leafs[i] = src->leafs[i];
+    }
+
+    for (int i = 0; i < src->n_nodes; ++i) {
+        dst->nodes[i] = src->nodes[i];
+    }
+
+    for (size_t i = 0; i < src->visited_hash_set.size; ++i) {
+        // copy all hashset keys (tensors) that are in use
+        if (ggml_bitset_get(src->visited_hash_set.used, i)) {
+            ggml_hash_insert(&dst->visited_hash_set, src->visited_hash_set.keys[i]);
+        }
+    }
+
+    if (dst->grads) {
+        memset(dst->grads,     0, dst->visited_hash_set.size*sizeof(struct ggml_tensor *));
+        memset(dst->grad_accs, 0, dst->visited_hash_set.size*sizeof(struct ggml_tensor *));
+    }
+    if (src->grads) {
+        GGML_ASSERT(dst->grads     != NULL);
+        GGML_ASSERT(dst->grad_accs != NULL);
+        for (int i = 0; i < src->n_nodes; ++i) {
+            const size_t igrad_src = ggml_hash_find(&src->visited_hash_set, src->nodes[i]);
+            const size_t igrad_dst = ggml_hash_find(&dst->visited_hash_set, dst->nodes[i]);
+
+            GGML_ASSERT(igrad_src != GGML_HASHSET_FULL);
+            GGML_ASSERT(ggml_bitset_get(src->visited_hash_set.used, igrad_src));
+            GGML_ASSERT(igrad_dst != GGML_HASHSET_FULL);
+            GGML_ASSERT(ggml_bitset_get(dst->visited_hash_set.used, igrad_dst));
+
+            dst->grads[igrad_dst]     = src->grads[igrad_src];
+            dst->grad_accs[igrad_dst] = src->grad_accs[igrad_src];
+        }
+    }
+}
+
+struct ggml_cgraph * ggml_graph_dup(struct ggml_context * ctx, struct ggml_cgraph * cgraph, bool force_grads) {
+    struct ggml_cgraph * result = ggml_new_graph_custom(ctx, cgraph->size, cgraph->grads || force_grads);
+    ggml_graph_cpy(cgraph, result);
+    return result;
+}
+
+struct ggml_tensor * ggml_set_zero(struct ggml_tensor * tensor) {
+    if (ggml_is_empty(tensor)) {
+        return tensor;
+    }
+    if (tensor->buffer) {
+        ggml_backend_tensor_memset(tensor, 0, 0, ggml_nbytes(tensor));
+    } else {
+        GGML_ASSERT(tensor->data);
+        memset(tensor->data, 0, ggml_nbytes(tensor));
+    }
+    return tensor;
+}
+
+void ggml_graph_reset(struct ggml_cgraph * cgraph) {
+    if (!cgraph) {
+        return;
+    }
+    GGML_ASSERT(cgraph->grads != NULL);
+
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        struct ggml_tensor * node     = cgraph->nodes[i];
+        struct ggml_tensor * grad_acc = ggml_graph_get_grad_acc(cgraph, node);
+
+        if (node->op == GGML_OP_OPT_STEP_ADAMW) {
+            // clear momenta
+            ggml_set_zero(node->src[2]);
+            ggml_set_zero(node->src[3]);
+        }
+
+        // initial gradients of loss should be 1, 0 otherwise
+        if (grad_acc) {
+            if (node->flags & GGML_TENSOR_FLAG_LOSS) {
+                GGML_ASSERT(grad_acc->type == GGML_TYPE_F32);
+                GGML_ASSERT(ggml_is_scalar(grad_acc));
+
+                const float onef = 1.0f;
+                if (grad_acc->buffer) {
+                    ggml_backend_tensor_set(grad_acc, &onef, 0, sizeof(float));
+                } else {
+                    GGML_ASSERT(grad_acc->data);
+                    *((float *) grad_acc->data) = onef;
+                }
+            } else {
+                ggml_set_zero(grad_acc);
+            }
+        }
+    }
+}
+
+void ggml_graph_clear(struct ggml_cgraph * cgraph) {
+    cgraph->n_leafs = 0;
+    cgraph->n_nodes = 0;
+    ggml_hash_set_reset(&cgraph->visited_hash_set);
+}
+
+int ggml_graph_size(struct ggml_cgraph * cgraph) {
+    return cgraph->size;
+}
+
+struct ggml_tensor * ggml_graph_node(struct ggml_cgraph * cgraph, int i) {
+    if (i < 0) {
+        GGML_ASSERT(cgraph->n_nodes + i >= 0);
+        return cgraph->nodes[cgraph->n_nodes + i];
+    }
+
+    GGML_ASSERT(i < cgraph->n_nodes);
+    return cgraph->nodes[i];
+}
+
+struct ggml_tensor ** ggml_graph_nodes(struct ggml_cgraph * cgraph) {
+    return cgraph->nodes;
+}
+
+int ggml_graph_n_nodes(struct ggml_cgraph * cgraph) {
+    return cgraph->n_nodes;
+}
+
+void ggml_graph_add_node(struct ggml_cgraph * cgraph, struct ggml_tensor * tensor) {
+    GGML_ASSERT(cgraph->size > cgraph->n_nodes);
+    cgraph->nodes[cgraph->n_nodes] = tensor;
+    cgraph->n_nodes++;
+}
+
+struct ggml_tensor * ggml_graph_get_tensor(const struct ggml_cgraph * cgraph, const char * name) {
+    for (int i = 0; i < cgraph->n_leafs; i++) {
+        struct ggml_tensor * leaf = cgraph->leafs[i];
+
+        if (strcmp(leaf->name, name) == 0) {
+            return leaf;
+        }
+    }
+
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        struct ggml_tensor * node = cgraph->nodes[i];
+
+        if (strcmp(node->name, name) == 0) {
+            return node;
+        }
+    }
+
+    return NULL;
+}
+
+struct ggml_tensor * ggml_graph_get_grad(const struct ggml_cgraph * cgraph, const struct ggml_tensor * node) {
+    const size_t igrad = ggml_hash_find(&cgraph->visited_hash_set, node);
+    return igrad != GGML_HASHSET_FULL && ggml_bitset_get(cgraph->visited_hash_set.used, igrad) && cgraph->grads ? cgraph->grads[igrad] : NULL;
+}
+
+struct ggml_tensor * ggml_graph_get_grad_acc(const struct ggml_cgraph * cgraph, const struct ggml_tensor * node) {
+    const size_t igrad = ggml_hash_find(&cgraph->visited_hash_set, node);
+    return igrad != GGML_HASHSET_FULL && ggml_bitset_get(cgraph->visited_hash_set.used, igrad) && cgraph->grad_accs ? cgraph->grad_accs[igrad] : NULL;
+}
+
+void ggml_graph_print(const struct ggml_cgraph * cgraph) {
+    GGML_LOG_INFO("=== GRAPH ===\n");
+
+    GGML_LOG_INFO("n_nodes = %d\n", cgraph->n_nodes);
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        struct ggml_tensor * node = cgraph->nodes[i];
+
+        GGML_LOG_INFO(" - %3d: [ %5" PRId64 ", %5" PRId64 ", %5" PRId64 "] %16s %s\n",
+                i,
+                node->ne[0], node->ne[1], node->ne[2],
+                ggml_op_name(node->op), (node->flags & GGML_TENSOR_FLAG_PARAM) ? "x" :
+                      ggml_graph_get_grad(cgraph, node) ? "g" : " ");
+    }
+
+    GGML_LOG_INFO("n_leafs = %d\n", cgraph->n_leafs);
+    for (int i = 0; i < cgraph->n_leafs; i++) {
+        struct ggml_tensor * node = cgraph->leafs[i];
+
+        GGML_LOG_INFO(" - %3d: [ %5" PRId64 ", %5" PRId64 "] %8s %16s\n",
+                i,
+                node->ne[0], node->ne[1],
+                ggml_op_name(node->op),
+                ggml_get_name(node));
+    }
+
+    GGML_LOG_INFO("========================================\n");
+}
+
+// check if node is part of the graph
+static bool ggml_graph_find(const struct ggml_cgraph * cgraph, const struct ggml_tensor * node) {
+    if (cgraph == NULL) {
+        return true;
+    }
+
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        if (cgraph->nodes[i] == node) {
+            return true;
+        }
+    }
+
+    return false;
+}
+
+static struct ggml_tensor * ggml_graph_get_parent(const struct ggml_cgraph * cgraph, const struct ggml_tensor * node) {
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        struct ggml_tensor * parent = cgraph->nodes[i];
+        struct ggml_tensor * grad = ggml_graph_get_grad(cgraph, parent);
+
+        if (grad == node) {
+            return parent;
+        }
+    }
+
+    return NULL;
+}
+
+static void ggml_graph_dump_dot_node_edge(FILE * fp, const struct ggml_cgraph * gb, struct ggml_tensor * node, struct ggml_tensor * parent, const char * label)  {
+    struct ggml_tensor * gparent = ggml_graph_get_parent(gb, node);
+    struct ggml_tensor * gparent0 = ggml_graph_get_parent(gb, parent);
+    fprintf(fp, "  \"%p\":%s -> \"%p\":%s [ arrowhead = %s; style = %s; label = \"%s\"; ]\n",
+            gparent0 ? (void *) gparent0 : (void *) parent,
+            gparent0 ? "g" : "x",
+            gparent ? (void *) gparent : (void *) node,
+            gparent ? "g" : "x",
+            gparent ? "empty" : "vee",
+            gparent ? "dashed" : "solid",
+            label);
+}
+
+static void ggml_graph_dump_dot_leaf_edge(FILE * fp, struct ggml_tensor * node, struct ggml_tensor * parent, const char * label)  {
+    fprintf(fp, "  \"%p\":%s -> \"%p\":%s [ label = \"%s\"; ]\n",
+            (void *) parent, "x",
+            (void *) node, "x",
+            label);
+}
+
+void ggml_graph_dump_dot(const struct ggml_cgraph * gb, const struct ggml_cgraph * gf, const char * filename) {
+    char color[16];
+
+    FILE * fp = ggml_fopen(filename, "w");
+    GGML_ASSERT(fp);
+
+    fprintf(fp, "digraph G {\n");
+    fprintf(fp, "  newrank = true;\n");
+    fprintf(fp, "  rankdir = TB;\n");
+
+    for (int i = 0; i < gb->n_nodes; i++) {
+        struct ggml_tensor * node = gb->nodes[i];
+        struct ggml_tensor * grad = ggml_graph_get_grad(gb, node);
+
+        if (ggml_graph_get_parent(gb, node) != NULL) {
+            continue;
+        }
+
+        if (node->flags & GGML_TENSOR_FLAG_PARAM) {
+            snprintf(color, sizeof(color), "yellow");
+        } else if (grad) {
+            if (ggml_graph_find(gf, node)) {
+                snprintf(color, sizeof(color), "green");
+            } else {
+                snprintf(color, sizeof(color), "lightblue");
+            }
+        } else {
+            snprintf(color, sizeof(color), "white");
+        }
+
+        fprintf(fp, "  \"%p\" [ "
+                    "style = filled; fillcolor = %s; shape = record; "
+                    "label=\"",
+                (void *) node, color);
+
+        if (strlen(node->name) > 0) {
+            fprintf(fp, "%s (%s)|", node->name, ggml_type_name(node->type));
+        } else {
+            fprintf(fp, "(%s)|", ggml_type_name(node->type));
+        }
+
+        if (ggml_is_matrix(node)) {
+            fprintf(fp, "%d [%" PRId64 ", %" PRId64 "] | <x>%s", i, node->ne[0], node->ne[1], ggml_op_symbol(node->op));
+        } else {
+            fprintf(fp, "%d [%" PRId64 ", %" PRId64 ", %" PRId64 "] | <x>%s", i, node->ne[0], node->ne[1], node->ne[2], ggml_op_symbol(node->op));
+        }
+
+        if (grad) {
+            fprintf(fp, " | <g>%s\"; ]\n", ggml_op_symbol(grad->op));
+        } else {
+            fprintf(fp, "\"; ]\n");
+        }
+    }
+
+    for (int i = 0; i < gb->n_leafs; i++) {
+        struct ggml_tensor * node = gb->leafs[i];
+
+        snprintf(color, sizeof(color), "pink");
+
+        fprintf(fp, "  \"%p\" [ "
+                    "style = filled; fillcolor = %s; shape = record; "
+                    "label=\"<x>",
+                (void *) node, color);
+
+        if (strlen(node->name) > 0) {
+            fprintf(fp, "%s (%s)|", node->name, ggml_type_name(node->type));
+        } else {
+            fprintf(fp, "(%s)|", ggml_type_name(node->type));
+        }
+
+        fprintf(fp, "CONST %d [%" PRId64 ", %" PRId64 "]", i, node->ne[0], node->ne[1]);
+        if (ggml_nelements(node) < 5 && node->data != NULL) {
+            fprintf(fp, " | (");
+            for (int j = 0; j < ggml_nelements(node); j++) {
+                // FIXME: use ggml-backend to obtain the tensor data
+                //if (node->type == GGML_TYPE_I8 || node->type == GGML_TYPE_I16 || node->type == GGML_TYPE_I32) {
+                //    fprintf(fp, "%d", ggml_get_i32_1d(node, j));
+                //}
+                //else if (node->type == GGML_TYPE_F32 ||
+                //         node->type == GGML_TYPE_F16 ||
+                //         node->type == GGML_TYPE_BF16) {
+                //    fprintf(fp, "%.1e", (double)ggml_get_f32_1d(node, j));
+                //}
+                //else
+                {
+                    fprintf(fp, "#");
+                }
+                if (j < ggml_nelements(node) - 1) {
+                    fprintf(fp, ", ");
+                }
+            }
+            fprintf(fp, ")");
+        }
+        fprintf(fp, "\"; ]\n");
+    }
+
+    for (int i = 0; i < gb->n_nodes; i++) {
+        struct ggml_tensor * node = gb->nodes[i];
+
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            if (node->src[j]) {
+                char label[16];
+                snprintf(label, sizeof(label), "src %d", j);
+                ggml_graph_dump_dot_node_edge(fp, gb, node, node->src[j], label);
+            }
+        }
+    }
+
+    for (int i = 0; i < gb->n_leafs; i++) {
+        struct ggml_tensor * node = gb->leafs[i];
+
+        for (int j = 0; j < GGML_MAX_SRC; j++) {
+            if (node->src[j]) {
+                char label[16];
+                snprintf(label, sizeof(label), "src %d", j);
+                ggml_graph_dump_dot_leaf_edge(fp, node, node->src[j], label);
+            }
+        }
+    }
+
+    fprintf(fp, "}\n");
+
+    fclose(fp);
+
+    GGML_LOG_INFO("%s: dot -Tpng %s -o %s.png && open %s.png\n", __func__, filename, filename, filename);
+}
+
+////////////////////////////////////////////////////////////////////////////////
+
+void ggml_set_input(struct ggml_tensor * tensor) {
+    tensor->flags |= GGML_TENSOR_FLAG_INPUT;
+}
+
+void ggml_set_output(struct ggml_tensor * tensor) {
+    tensor->flags |= GGML_TENSOR_FLAG_OUTPUT;
+}
+
+void ggml_set_param(struct ggml_tensor * tensor) {
+    GGML_ASSERT(tensor->op == GGML_OP_NONE);
+    tensor->flags |= GGML_TENSOR_FLAG_PARAM;
+}
+
+void ggml_set_loss(struct ggml_tensor * tensor) {
+    GGML_ASSERT(ggml_is_scalar(tensor));
+    GGML_ASSERT(tensor->type == GGML_TYPE_F32);
+    tensor->flags |= GGML_TENSOR_FLAG_LOSS;
+}
+
+////////////////////////////////////////////////////////////////////////////////
+
+void ggml_quantize_init(enum ggml_type type) {
+    ggml_critical_section_start();
+
+    switch (type) {
+        case GGML_TYPE_IQ2_XXS:
+        case GGML_TYPE_IQ2_XS:
+        case GGML_TYPE_IQ2_S:
+        case GGML_TYPE_IQ1_S:
+        case GGML_TYPE_IQ1_M:   iq2xs_init_impl(type); break;
+        case GGML_TYPE_IQ3_XXS: iq3xs_init_impl(256); break;
+        case GGML_TYPE_IQ3_S:   iq3xs_init_impl(512); break;
+        default: // nothing
+            break;
+    }
+
+    ggml_critical_section_end();
+}
+
+void ggml_quantize_free(void) {
+    ggml_critical_section_start();
+
+    iq2xs_free_impl(GGML_TYPE_IQ2_XXS);
+    iq2xs_free_impl(GGML_TYPE_IQ2_XS);
+    iq2xs_free_impl(GGML_TYPE_IQ1_S);
+    iq3xs_free_impl(256);
+
+    ggml_critical_section_end();
+}
+
+bool ggml_quantize_requires_imatrix(enum ggml_type type) {
+    return
+        type == GGML_TYPE_IQ2_XXS ||
+        type == GGML_TYPE_IQ2_XS  ||
+        type == GGML_TYPE_IQ1_S;//   ||
+        //type == GGML_TYPE_IQ1_M;
+}
+
+size_t ggml_quantize_chunk(
+        enum ggml_type   type,
+           const float * src,
+                  void * dst,
+               int64_t   start,
+               int64_t   nrows,
+               int64_t   n_per_row,
+           const float * imatrix) {
+    const int64_t n = (int64_t) nrows * n_per_row;
+
+    if (ggml_quantize_requires_imatrix(type)) {
+        GGML_ASSERT(imatrix != NULL);
+    }
+
+    GGML_ASSERT(start % type_traits[type].blck_size == 0);
+    GGML_ASSERT(start % n_per_row == 0);
+
+    ggml_quantize_init(type); // this is noop if already initialized
+
+    const size_t start_row = start / n_per_row;
+    const size_t row_size  = ggml_row_size(type, n_per_row);
+
+    size_t result = 0;
+
+    switch (type) {
+        case GGML_TYPE_Q4_0:    result = quantize_q4_0(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_Q4_1:    result = quantize_q4_1(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_Q5_0:    result = quantize_q5_0(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_Q5_1:    result = quantize_q5_1(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_Q8_0:    result = quantize_q8_0(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_Q2_K:    result = quantize_q2_K(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_Q3_K:    result = quantize_q3_K(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_Q4_K:    result = quantize_q4_K(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_Q5_K:    result = quantize_q5_K(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_Q6_K:    result = quantize_q6_K(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_TQ1_0:   result = quantize_tq1_0(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_TQ2_0:   result = quantize_tq2_0(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_IQ2_XXS: result = quantize_iq2_xxs(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_IQ2_XS:  result = quantize_iq2_xs (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_IQ3_XXS: result = quantize_iq3_xxs(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_IQ3_S:   result = quantize_iq3_s  (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_IQ2_S:   result = quantize_iq2_s  (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_IQ1_S:   result = quantize_iq1_s  (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_IQ1_M:   result = quantize_iq1_m  (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_IQ4_NL:  result = quantize_iq4_nl (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_IQ4_XS:  result = quantize_iq4_xs (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
+        case GGML_TYPE_F16:
+            {
+                size_t elemsize = sizeof(ggml_fp16_t);
+                ggml_fp32_to_fp16_row(src + start, (ggml_fp16_t *)dst + start, n);
+                result = n * elemsize;
+            } break;
+        case GGML_TYPE_BF16:
+            {
+                size_t elemsize = sizeof(ggml_bf16_t);
+                ggml_fp32_to_bf16_row_ref(src + start, (ggml_bf16_t *)dst + start, n);
+                result = n * elemsize;
+            } break;
+        case GGML_TYPE_F32:
+            {
+                size_t elemsize = sizeof(float);
+                result = n * elemsize;
+                memcpy((uint8_t *)dst + start * elemsize, src + start, result);
+            } break;
+        default:
+            assert(false);
+    }
+
+    GGML_ASSERT(result == nrows * row_size);
+
+    return result;
+}
+
+////////////////////////////////////////////////////////////////////////////////
+
+void ggml_log_set(ggml_log_callback log_callback, void * user_data) {
+    g_logger_state.log_callback = log_callback ? log_callback : ggml_log_callback_default;
+    g_logger_state.log_callback_user_data = user_data;
+}
+
+void ggml_threadpool_params_init(struct ggml_threadpool_params * p, int n_threads) {
+    p->n_threads  = n_threads;
+    p->prio       = 0;     // default priority (usually means normal or inherited)
+    p->poll       = 50;    // hybrid-polling enabled
+    p->strict_cpu = false; // no strict placement (all threads share same cpumask)
+    p->paused     = false; // threads are ready to go
+    memset(p->cpumask, 0, GGML_MAX_N_THREADS); // all-zero means use the default affinity (usually inherited)
+}
+
+struct ggml_threadpool_params ggml_threadpool_params_default(int n_threads) {
+    struct ggml_threadpool_params p;
+    ggml_threadpool_params_init(&p, n_threads);
+    return p;
+}
+
+bool ggml_threadpool_params_match(const struct ggml_threadpool_params * p0, const struct ggml_threadpool_params * p1) {
+    if (p0->n_threads      != p1->n_threads  )    return false;
+    if (p0->prio           != p1->prio       )    return false;
+    if (p0->poll           != p1->poll       )    return false;
+    if (p0->strict_cpu     != p1->strict_cpu )    return false;
+    return memcmp(p0->cpumask, p1->cpumask, GGML_MAX_N_THREADS) == 0;
+}
diff --git a/ml/backend/ggml/ggml/src/ggml.go b/ml/backend/ggml/ggml/src/ggml.go
new file mode 100644
index 0000000..91f1f1a
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml.go
@@ -0,0 +1,142 @@
+package ggml
+
+// #cgo CXXFLAGS: -std=c++17
+// #cgo CPPFLAGS: -DNDEBUG -DGGML_USE_CPU
+// #cgo CPPFLAGS: -I${SRCDIR}/../include -I${SRCDIR}/ggml-cpu
+// #cgo windows CFLAGS: -Wno-dll-attribute-on-redeclaration
+// #cgo windows LDFLAGS: -lmsvcrt -static -static-libgcc -static-libstdc++
+// #include <stdlib.h>
+// #include "ggml-backend.h"
+// extern void sink(int level, char *text, void *user_data);
+// static struct ggml_backend_feature * first_feature(ggml_backend_get_features_t fp, ggml_backend_reg_t reg) { return fp(reg); }
+// static struct ggml_backend_feature * next_feature(struct ggml_backend_feature * feature) { return &feature[1]; }
+/*
+typedef enum { COMPILER_CLANG, COMPILER_GNUC, COMPILER_UNKNOWN } COMPILER;
+static COMPILER compiler_name(void) {
+#if defined(__clang__)
+	return COMPILER_CLANG;
+#elif defined(__GNUC__)
+	return COMPILER_GNUC;
+#else
+	return COMPILER_UNKNOWN;
+#endif
+}
+*/
+import "C"
+
+import (
+	"context"
+	"fmt"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strconv"
+	"strings"
+	"sync"
+	"unsafe"
+
+	_ "github.com/ollama/ollama/ml/backend/ggml/ggml/src/ggml-cpu"
+)
+
+func init() {
+	C.ggml_log_set(C.ggml_log_callback(C.sink), nil)
+}
+
+//export sink
+func sink(level C.int, text *C.char, _ unsafe.Pointer) {
+	// slog levels zeros INFO and are multiples of 4
+	if slog.Default().Enabled(context.TODO(), slog.Level(int(level-C.GGML_LOG_LEVEL_INFO)*4)) {
+		fmt.Fprint(os.Stderr, C.GoString(text))
+	}
+}
+
+var OnceLoad = sync.OnceFunc(func() {
+	exe, err := os.Executable()
+	if err != nil {
+		slog.Warn("failed to get executable path", "error", err)
+		exe = "."
+	}
+
+	var value string
+	switch runtime.GOOS {
+	case "darwin":
+		value = filepath.Dir(exe)
+	case "windows":
+		value = filepath.Join(filepath.Dir(exe), "lib", "ollama")
+	default:
+		value = filepath.Join(filepath.Dir(exe), "..", "lib", "ollama")
+	}
+
+	// Avoid potentially loading incompatible GGML libraries
+	paths, ok := os.LookupEnv("OLLAMA_LIBRARY_PATH")
+	if !ok {
+		slog.Debug("OLLAMA_LIBRARY_PATH not set, falling back to default", "search", value)
+		paths = value
+	}
+
+	split := filepath.SplitList(paths)
+	visited := make(map[string]struct{}, len(split))
+	for _, path := range split {
+		abspath, err := filepath.Abs(path)
+		if err != nil {
+			slog.Error("failed to get absolute path", "error", err)
+			continue
+		}
+
+		if abspath != filepath.Dir(exe) && !strings.Contains(abspath, filepath.FromSlash("lib/ollama")) {
+			slog.Debug("skipping path which is not part of ollama", "path", abspath)
+			continue
+		}
+
+		if _, ok := visited[abspath]; !ok {
+			func() {
+				slog.Debug("ggml backend load all from path", "path", abspath)
+				cpath := C.CString(abspath)
+				defer C.free(unsafe.Pointer(cpath))
+				C.ggml_backend_load_all_from_path(cpath)
+			}()
+
+			visited[abspath] = struct{}{}
+		}
+	}
+
+	slog.Info("system", "", system{})
+})
+
+type system struct{}
+
+func (system) LogValue() slog.Value {
+	var attrs []slog.Attr
+	names := make(map[string]int)
+	for i := range C.ggml_backend_dev_count() {
+		r := C.ggml_backend_dev_backend_reg(C.ggml_backend_dev_get(i))
+
+		func() {
+			fName := C.CString("ggml_backend_get_features")
+			defer C.free(unsafe.Pointer(fName))
+
+			if fn := C.ggml_backend_reg_get_proc_address(r, fName); fn != nil {
+				var features []any
+				for f := C.first_feature(C.ggml_backend_get_features_t(fn), r); f.name != nil; f = C.next_feature(f) {
+					features = append(features, C.GoString(f.name), C.GoString(f.value))
+				}
+
+				name := C.GoString(C.ggml_backend_reg_name(r))
+				attrs = append(attrs, slog.Group(name+"."+strconv.Itoa(names[name]), features...))
+				names[name] += 1
+			}
+		}()
+	}
+
+	switch C.compiler_name() {
+	case C.COMPILER_CLANG:
+		attrs = append(attrs, slog.String("compiler", "cgo(clang)"))
+	case C.COMPILER_GNUC:
+		attrs = append(attrs, slog.String("compiler", "cgo(gcc)"))
+	default:
+		attrs = append(attrs, slog.String("compiler", "cgo(unknown)"))
+	}
+
+	return slog.GroupValue(attrs...)
+}
diff --git a/ml/backend/ggml/ggml/src/ggml_darwin_arm64.go b/ml/backend/ggml/ggml/src/ggml_darwin_arm64.go
new file mode 100644
index 0000000..d4354c6
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ggml_darwin_arm64.go
@@ -0,0 +1,10 @@
+package ggml
+
+// #cgo CPPFLAGS: -DGGML_USE_METAL -DGGML_METAL_EMBED_LIBRARY -DGGML_USE_BLAS
+// #cgo LDFLAGS: -framework Foundation
+import "C"
+
+import (
+	_ "github.com/ollama/ollama/ml/backend/ggml/ggml/src/ggml-blas"
+	_ "github.com/ollama/ollama/ml/backend/ggml/ggml/src/ggml-metal"
+)
diff --git a/ml/backend/ggml/ggml/src/gguf.cpp b/ml/backend/ggml/ggml/src/gguf.cpp
new file mode 100644
index 0000000..e45b453
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/gguf.cpp
@@ -0,0 +1,1333 @@
+#include "ggml.h"
+#include "ggml-backend.h"
+#include "ggml-impl.h"
+#include "gguf.h"
+
+#include <cinttypes>
+#include <cstddef>
+#include <cstdint>
+#include <cstdio>
+#include <cstdlib>
+#include <cstring>
+#include <map>
+#include <new>
+#include <stdexcept>
+#include <string>
+#include <vector>
+
+template <typename T>
+struct type_to_gguf_type;
+
+template <>
+struct type_to_gguf_type<uint8_t> {
+    static constexpr enum gguf_type value = GGUF_TYPE_UINT8;
+};
+
+template <>
+struct type_to_gguf_type<int8_t> {
+    static constexpr enum gguf_type value = GGUF_TYPE_INT8;
+};
+
+template <>
+struct type_to_gguf_type<uint16_t> {
+    static constexpr enum gguf_type value = GGUF_TYPE_UINT16;
+};
+
+template <>
+struct type_to_gguf_type<int16_t> {
+    static constexpr enum gguf_type value = GGUF_TYPE_INT16;
+};
+
+template <>
+struct type_to_gguf_type<uint32_t> {
+    static constexpr enum gguf_type value = GGUF_TYPE_UINT32;
+};
+
+template <>
+struct type_to_gguf_type<int32_t> {
+    static constexpr enum gguf_type value = GGUF_TYPE_INT32;
+};
+
+template <>
+struct type_to_gguf_type<float> {
+    static constexpr enum gguf_type value = GGUF_TYPE_FLOAT32;
+};
+
+template <>
+struct type_to_gguf_type<bool> {
+    static constexpr enum gguf_type value = GGUF_TYPE_BOOL;
+};
+
+template <>
+struct type_to_gguf_type<std::string> {
+    static constexpr enum gguf_type value = GGUF_TYPE_STRING;
+};
+
+template <>
+struct type_to_gguf_type<uint64_t> {
+    static constexpr enum gguf_type value = GGUF_TYPE_UINT64;
+};
+
+template <>
+struct type_to_gguf_type<int64_t> {
+    static constexpr enum gguf_type value = GGUF_TYPE_INT64;
+};
+
+template <>
+struct type_to_gguf_type<double> {
+    static constexpr enum gguf_type value = GGUF_TYPE_FLOAT64;
+};
+
+static const std::map<gguf_type, size_t> GGUF_TYPE_SIZE = {
+    {GGUF_TYPE_UINT8,   sizeof(uint8_t)},
+    {GGUF_TYPE_INT8,    sizeof(int8_t)},
+    {GGUF_TYPE_UINT16,  sizeof(uint16_t)},
+    {GGUF_TYPE_INT16,   sizeof(int16_t)},
+    {GGUF_TYPE_UINT32,  sizeof(uint32_t)},
+    {GGUF_TYPE_INT32,   sizeof(int32_t)},
+    {GGUF_TYPE_FLOAT32, sizeof(float)},
+    {GGUF_TYPE_BOOL,    sizeof(int8_t)},
+    {GGUF_TYPE_STRING,  0}, // undefined
+    {GGUF_TYPE_ARRAY,   0}, // undefined
+    {GGUF_TYPE_UINT64,  sizeof(uint64_t)},
+    {GGUF_TYPE_INT64,   sizeof(int64_t)},
+    {GGUF_TYPE_FLOAT64, sizeof(double)},
+};
+static_assert(GGUF_TYPE_COUNT == 13, "GGUF_TYPE_COUNT != 13");
+
+static const std::map<gguf_type, const char *> GGUF_TYPE_NAME = {
+    {GGUF_TYPE_UINT8,   "u8"},
+    {GGUF_TYPE_INT8,    "i8"},
+    {GGUF_TYPE_UINT16,  "u16"},
+    {GGUF_TYPE_INT16,   "i16"},
+    {GGUF_TYPE_UINT32,  "u32"},
+    {GGUF_TYPE_INT32,   "i32"},
+    {GGUF_TYPE_FLOAT32, "f32"},
+    {GGUF_TYPE_BOOL,    "bool"},
+    {GGUF_TYPE_STRING,  "str"},
+    {GGUF_TYPE_ARRAY,   "arr"},
+    {GGUF_TYPE_UINT64,  "u64"},
+    {GGUF_TYPE_INT64,   "i64"},
+    {GGUF_TYPE_FLOAT64, "f64"},
+};
+static_assert(GGUF_TYPE_COUNT == 13, "GGUF_TYPE_COUNT != 13");
+
+size_t gguf_type_size(enum gguf_type type) {
+    auto it = GGUF_TYPE_SIZE.find(type);
+    return it == GGUF_TYPE_SIZE.end() ? 0 : it->second;
+}
+
+struct gguf_kv {
+    std::string key;
+
+    bool is_array;
+    enum gguf_type type;
+
+    std::vector<int8_t>      data;
+    std::vector<std::string> data_string;
+
+    template <typename T>
+    gguf_kv(const std::string & key, const T value)
+            : key(key), is_array(false), type(type_to_gguf_type<T>::value) {
+        GGML_ASSERT(!key.empty());
+        data.resize(sizeof(T));
+        memcpy(data.data(), &value, sizeof(T));
+    }
+
+    template <typename T>
+    gguf_kv(const std::string & key, const std::vector<T> & value)
+            : key(key), is_array(true), type(type_to_gguf_type<T>::value) {
+        GGML_ASSERT(!key.empty());
+        data.resize(value.size()*sizeof(T));
+        for (size_t i = 0; i < value.size(); ++i) {
+            const T tmp = value[i];
+            memcpy(data.data() + i*sizeof(T), &tmp, sizeof(T));
+        }
+    }
+
+    gguf_kv(const std::string & key, const std::string & value)
+            : key(key), is_array(false), type(GGUF_TYPE_STRING) {
+        GGML_ASSERT(!key.empty());
+        data_string.push_back(value);
+    }
+
+    gguf_kv(const std::string & key, const std::vector<std::string> & value)
+            : key(key), is_array(true), type(GGUF_TYPE_STRING) {
+        GGML_ASSERT(!key.empty());
+        data_string = value;
+    }
+
+    const std::string & get_key() const {
+        return key;
+    }
+
+    const enum gguf_type & get_type() const {
+        return type;
+    }
+
+    size_t get_ne() const {
+        if (type == GGUF_TYPE_STRING) {
+            const size_t ne = data_string.size();
+            GGML_ASSERT(is_array || ne == 1);
+            return ne;
+        }
+        const size_t type_size = gguf_type_size(type);
+        GGML_ASSERT(data.size() % type_size == 0);
+        const size_t ne = data.size() / type_size;
+        GGML_ASSERT(is_array || ne == 1);
+        return ne;
+    }
+
+    template <typename T>
+    const T & get_val(const size_t i = 0) const {
+        GGML_ASSERT(type_to_gguf_type<T>::value == type);
+        if constexpr (std::is_same<T, std::string>::value) {
+            GGML_ASSERT(data_string.size() >= i+1);
+            return data_string[i];
+        }
+        const size_t type_size = gguf_type_size(type);
+        GGML_ASSERT(data.size() % type_size == 0);
+        GGML_ASSERT(data.size() >= (i+1)*type_size);
+        return reinterpret_cast<const T *>(data.data())[i];
+    }
+
+    void cast(const enum gguf_type new_type) {
+        const size_t new_type_size = gguf_type_size(new_type);
+        GGML_ASSERT(data.size() % new_type_size == 0);
+        type = new_type;
+    }
+};
+
+struct gguf_tensor_info {
+    struct ggml_tensor t; // for holding the equivalent info
+    uint64_t offset;      // offset from start of `data`, must be a multiple of `ALIGNMENT`
+};
+
+struct gguf_context {
+    uint32_t version = GGUF_VERSION;
+
+    std::vector<struct gguf_kv> kv;
+    std::vector<struct gguf_tensor_info> info;
+
+    size_t alignment = GGUF_DEFAULT_ALIGNMENT;
+    size_t offset    = 0; // offset of `data` from beginning of file
+    size_t size      = 0; // size of `data` in bytes
+
+    void * data = nullptr;
+};
+
+struct gguf_reader {
+    FILE * file;
+
+    gguf_reader(FILE * file) : file(file) {}
+
+    template <typename T>
+    bool read(T & dst) const {
+        return fread(&dst, 1, sizeof(dst), file) == sizeof(dst);
+    }
+
+    template <typename T>
+    bool read(std::vector<T> & dst, const size_t n) const {
+        dst.resize(n);
+        for (size_t i = 0; i < dst.size(); ++i) {
+            if constexpr (std::is_same<T, bool>::value) {
+                bool tmp;
+                if (!read(tmp)) {
+                    return false;
+                }
+                dst[i] = tmp;
+            } else {
+                if (!read(dst[i])) {
+                    return false;
+                }
+            }
+        }
+        return true;
+    }
+
+    bool read(bool & dst) const {
+        int8_t tmp = -1;
+        if (!read(tmp)) {
+            return false;
+        }
+        dst = tmp != 0;
+        return true;
+    }
+
+    bool read(enum ggml_type & dst) const {
+        int32_t tmp = -1;
+        if (!read(tmp)) {
+            return false;
+        }
+        dst = ggml_type(tmp);
+        return true;
+    }
+
+    bool read(enum gguf_type & dst) const {
+        int32_t tmp = -1;
+        if (!read(tmp)) {
+            return false;
+        }
+        dst = gguf_type(tmp);
+        return true;
+    }
+
+    bool read(std::string & dst) const {
+        uint64_t size = -1;
+        if (!read(size)) {
+            return false;
+        }
+        dst.resize(size);
+        return fread(dst.data(), 1, dst.length(), file) == dst.length();
+    }
+
+    bool read(void * dst, const size_t size) const {
+        return fread(dst, 1, size, file) == size;
+    }
+};
+
+struct gguf_context * gguf_init_empty(void) {
+    return new gguf_context;
+}
+
+template<typename T>
+bool gguf_read_emplace_helper(const struct gguf_reader & gr, std::vector<struct gguf_kv> & kv, const std::string & key, const bool is_array, const size_t n) {
+    if (is_array) {
+        std::vector<T> value;
+        try {
+            if (!gr.read(value, n)) {
+                return false;
+            }
+        } catch (std::length_error &) {
+            fprintf(stderr, "%s: encountered length_error while reading value for key '%s'\n", __func__, key.c_str());
+            return false;
+        } catch (std::bad_alloc &) {
+            fprintf(stderr, "%s: encountered bad_alloc error while reading value for key '%s'\n", __func__, key.c_str());
+            return false;
+        }
+        kv.emplace_back(key, value);
+    } else {
+        T value;
+        if (!gr.read(value)) {
+            return false;
+        }
+        kv.emplace_back(key, value);
+    }
+    return true;
+}
+
+struct gguf_context * gguf_init_from_file_impl(FILE * file, struct gguf_init_params params) {
+    const struct gguf_reader gr(file);
+    struct gguf_context * ctx = new gguf_context;
+
+    bool ok = true;
+
+    // file magic
+    {
+        std::vector<char> magic;
+        ok = ok && gr.read(magic, 4);
+
+        if (!ok) {
+            fprintf(stderr, "%s: failed to read magic\n", __func__);
+            gguf_free(ctx);
+            return nullptr;
+        }
+
+        for (uint32_t i = 0; i < magic.size(); i++) {
+            if (magic[i] != GGUF_MAGIC[i]) {
+                fprintf(stderr, "%s: invalid magic characters: '%c%c%c%c', expected 'GGUF'\n", __func__, magic[0], magic[1], magic[2], magic[3]);
+                gguf_free(ctx);
+                return nullptr;
+            }
+        }
+    }
+
+    // header
+    int64_t n_kv      = 0;
+    int64_t n_tensors = 0;
+
+    if (ok && gr.read(ctx->version)) {
+        if (ctx->version == 1) {
+            fprintf(stderr, "%s: GGUFv1 is no longer supported, please use a more up-to-date version\n", __func__);
+            ok = false;
+        }
+        if (ctx->version > GGUF_VERSION) {
+            fprintf(stderr, "%s: this GGUF file is version %" PRIu32 " but this software only supports up to version %d\n",
+                __func__, ctx->version, GGUF_VERSION);
+            ok = false;
+        }
+    } else {
+        ok = false;
+    }
+
+    if (ok && gr.read(n_tensors)) {
+        static_assert(sizeof(size_t) <= 8 && sizeof(gguf_tensor_info) >= 2, "int64_t insufficient for indexing");
+        if (n_tensors < 0 || n_tensors > int64_t(SIZE_MAX/sizeof(gguf_tensor_info))) {
+            fprintf(stderr, "%s: number of tensors is %" PRIi64 " but must be in [0, %zu]\n",
+                __func__, n_tensors, SIZE_MAX/sizeof(gguf_tensor_info));
+            ok = false;
+        }
+    } else {
+        ok = false;
+    }
+
+    if (ok && gr.read(n_kv)) {
+        static_assert(sizeof(size_t) <= 8 && sizeof(gguf_tensor_info) >= 2, "int64_t insufficient for indexing");
+        if (n_kv < 0 || n_kv > int64_t(SIZE_MAX/sizeof(gguf_kv))) {
+            fprintf(stderr, "%s: number of key value pairs is %" PRIi64 " but must be in [0, %zu]\n",
+                    __func__, n_kv, SIZE_MAX/sizeof(gguf_kv));
+            ok = false;
+        }
+    } else {
+        ok = false;
+    }
+
+    if (!ok) {
+        fprintf(stderr, "%s: failed to read header\n", __func__);
+        gguf_free(ctx);
+        return nullptr;
+    }
+
+    // KV pairs
+    {
+        for (int64_t i = 0; ok && i < n_kv; ++i) {
+            std::string key;
+            gguf_type   type     = gguf_type(-1);
+            bool        is_array = false;
+            uint64_t    n        = 1;
+
+            try {
+                ok = ok && gr.read(key);
+            } catch (std::length_error &) {
+                fprintf(stderr, "%s: encountered length_error while reading key %" PRIi64 "\n", __func__, i);
+                ok = false;
+            } catch (std::bad_alloc &) {
+                fprintf(stderr, "%s: encountered bad_alloc error while reading key %" PRIi64 "\n", __func__, i);
+                ok = false;
+            }
+            for (size_t j = 0; ok && j < ctx->kv.size(); ++j) {
+                if (key == ctx->kv[j].key) {
+                    fprintf(stderr, "%s: duplicate key '%s' for tensors %zu and %" PRIi64 " \n", __func__, key.c_str(), j, i);
+                    ok = false;
+                }
+            }
+            if (!ok) {
+                break;
+            }
+
+            ok = ok && gr.read(type);
+            if (type == GGUF_TYPE_ARRAY) {
+                is_array = true;
+                ok = ok && gr.read(type);
+                ok = ok && gr.read(n);
+            }
+            if (!ok) {
+                break;
+            }
+
+            switch (type) {
+                case GGUF_TYPE_UINT8:   ok = ok && gguf_read_emplace_helper<uint8_t>    (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_INT8:    ok = ok && gguf_read_emplace_helper<int8_t>     (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_UINT16:  ok = ok && gguf_read_emplace_helper<uint16_t>   (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_INT16:   ok = ok && gguf_read_emplace_helper<int16_t>    (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_UINT32:  ok = ok && gguf_read_emplace_helper<uint32_t>   (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_INT32:   ok = ok && gguf_read_emplace_helper<int32_t>    (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_FLOAT32: ok = ok && gguf_read_emplace_helper<float>      (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_BOOL:    ok = ok && gguf_read_emplace_helper<bool>       (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_STRING:  ok = ok && gguf_read_emplace_helper<std::string>(gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_UINT64:  ok = ok && gguf_read_emplace_helper<uint64_t>   (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_INT64:   ok = ok && gguf_read_emplace_helper<int64_t>    (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_FLOAT64: ok = ok && gguf_read_emplace_helper<double>     (gr, ctx->kv, key, is_array, n); break;
+                case GGUF_TYPE_ARRAY:
+                default:
+                    {
+                        fprintf(stderr, "%s: key '%s' has invalid GGUF type %d\n", __func__, key.c_str(), type);
+                        ok = false;
+                    } break;
+            }
+        }
+
+        if (!ok) {
+            fprintf(stderr, "%s: failed to read key-value pairs\n", __func__);
+            gguf_free(ctx);
+            return nullptr;
+        }
+        GGML_ASSERT(int64_t(ctx->kv.size()) == n_kv);
+
+        const int alignment_idx = gguf_find_key(ctx, GGUF_KEY_GENERAL_ALIGNMENT);
+        ctx->alignment = alignment_idx == -1 ? GGUF_DEFAULT_ALIGNMENT : gguf_get_val_u32(ctx, alignment_idx);
+
+        if (ctx->alignment == 0 || (ctx->alignment & (ctx->alignment - 1)) != 0) {
+            fprintf(stderr, "%s: alignment %zu is not a power of 2\n", __func__, ctx->alignment);
+            gguf_free(ctx);
+            return nullptr;
+        }
+    }
+
+    // read the tensor info
+    for (int64_t i = 0; ok && i < n_tensors; ++i) {
+        struct gguf_tensor_info info;
+
+        // tensor name
+        {
+            std::string name;
+            try {
+                ok = ok && gr.read(name);
+            } catch (std::length_error &) {
+                fprintf(stderr, "%s: encountered length_error while reading tensor name %" PRIi64 "\n", __func__, i);
+                ok = false;
+            } catch (std::bad_alloc &) {
+                fprintf(stderr, "%s: encountered bad_alloc error while reading tensor name %" PRIi64 "\n", __func__, i);
+                ok = false;
+            }
+            if (name.length() >= GGML_MAX_NAME) {
+                fprintf(stderr, "%s: tensor name %" PRIi64 " is too long: %zu >= %d\n", __func__, i, name.length(), GGML_MAX_NAME);
+                ok = false;
+                break;
+            }
+            ggml_set_name(&info.t, name.c_str());
+
+            // make sure there are no duplicate tensor names
+            for (int64_t j = 0; ok && j < i; ++j) {
+                if (strcmp(info.t.name, ctx->info[j].t.name) == 0) {
+                    fprintf(stderr, "%s: duplicate tensor name '%s' for tensors %" PRIi64 " and %" PRIi64 "\n", __func__, info.t.name, j, i);
+                    ok = false;
+                    break;
+                }
+            }
+        }
+        if (!ok) {
+            break;
+        }
+
+        // tensor shape
+        {
+            uint32_t n_dims = -1;
+            ok = ok && gr.read(n_dims);
+            if (n_dims > GGML_MAX_DIMS) {
+                fprintf(stderr, "%s: tensor '%s' has invalid number of dimensions: %" PRIu32 " > %" PRIu32 "\n",
+                    __func__, info.t.name, n_dims, GGML_MAX_DIMS);
+                ok = false;
+                break;
+            }
+            for (uint32_t j = 0; ok && j < GGML_MAX_DIMS; ++j) {
+                info.t.ne[j] = 1;
+                if (j < n_dims) {
+                    ok = ok && gr.read(info.t.ne[j]);
+                }
+
+                // check that all ne are non-negative
+                if (info.t.ne[j] < 0) {
+                    fprintf(stderr, "%s: tensor '%s' dimension %" PRIu32 " has invalid number of elements: %" PRIi64 " < 0\n",
+                        __func__, info.t.name, j, info.t.ne[j]);
+                    ok = false;
+                    break;
+                }
+            }
+
+            // check that the total number of elements is representable
+            if (ok && ((INT64_MAX/info.t.ne[1] <= info.t.ne[0]) ||
+                       (INT64_MAX/info.t.ne[2] <= info.t.ne[0]*info.t.ne[1]) ||
+                       (INT64_MAX/info.t.ne[3] <= info.t.ne[0]*info.t.ne[1]*info.t.ne[2]))) {
+
+                fprintf(stderr, "%s: total number of elements in tensor '%s' with shape "
+                    "(%" PRIi64 ", %" PRIi64 ", %" PRIi64 ", %" PRIi64 ") is >= %" PRIi64 "\n",
+                    __func__, info.t.name, info.t.ne[0], info.t.ne[1], info.t.ne[2], info.t.ne[3], INT64_MAX);
+                ok = false;
+                break;
+            }
+        }
+        if (!ok) {
+            break;
+        }
+
+        // tensor type
+        {
+            ok = ok && gr.read(info.t.type);
+
+            // check that tensor type is within defined range
+            if (info.t.type < 0 || info.t.type >= GGML_TYPE_COUNT) {
+                fprintf(stderr, "%s: tensor '%s' has invalid ggml type %d (%s)\n",
+                    __func__, info.t.name, info.t.type, ggml_type_name(info.t.type));
+                ok = false;
+                break;
+            }
+            const size_t  type_size = ggml_type_size(info.t.type);
+            const int64_t blck_size = ggml_blck_size(info.t.type);
+
+            // check that row size is divisible by block size
+            if (blck_size == 0 || info.t.ne[0] % blck_size != 0) {
+                fprintf(stderr, "%s: tensor '%s' of type %d (%s) has %" PRId64 " elements per row, "
+                    "not a multiple of block size (%" PRId64 ")\n",
+                    __func__, info.t.name, (int) info.t.type, ggml_type_name(info.t.type), info.t.ne[0], blck_size);
+                ok = false;
+                break;
+            }
+
+            // calculate byte offsets given the tensor shape and type
+            info.t.nb[0] = type_size;
+            info.t.nb[1] = info.t.nb[0]*(info.t.ne[0]/blck_size);
+            for (int j = 2; j < GGML_MAX_DIMS; ++j) {
+                info.t.nb[j] = info.t.nb[j - 1]*info.t.ne[j - 1];
+            }
+        }
+        if (!ok) {
+            break;
+        }
+
+        // tensor data offset within buffer
+        ok = ok && gr.read(info.offset);
+
+        ctx->info.push_back(info);
+    }
+
+    if (!ok) {
+        fprintf(stderr, "%s: failed to read tensor info\n", __func__);
+        gguf_free(ctx);
+        return nullptr;
+    }
+    GGML_ASSERT(int64_t(ctx->info.size()) == n_tensors);
+
+    // we require the data section to be aligned, so take into account any padding
+    if (fseek(file, GGML_PAD(ftell(file), ctx->alignment), SEEK_SET) != 0) {
+        fprintf(stderr, "%s: failed to seek to beginning of data section\n", __func__);
+        gguf_free(ctx);
+        return nullptr;
+    }
+
+    // store the current file offset - this is where the data section starts
+    ctx->offset = ftell(file);
+
+    // compute the total size of the data section, taking into account the alignment
+    {
+        ctx->size = 0;
+        for (size_t i = 0; i < ctx->info.size(); ++i) {
+            const gguf_tensor_info & ti = ctx->info[i];
+            if (ti.offset != ctx->size) {
+                fprintf(stderr, "%s: tensor '%s' has offset %" PRIu64 ", expected %zu\n",
+                    __func__, ti.t.name, ti.offset, ctx->size);
+                fprintf(stderr, "%s: failed to read tensor data\n", __func__);
+                gguf_free(ctx);
+                return nullptr;
+            }
+            ctx->size += GGML_PAD(ggml_nbytes(&ti.t), ctx->alignment);
+        }
+    }
+
+    // load the tensor data only if requested
+    if (params.ctx != nullptr) {
+        // if the provided gguf_context is no_alloc, then we create "empty" tensors and do not read the binary blob
+        // otherwise, we load the binary blob into the created ggml_context as well, and point the "data" members of
+        //   the ggml_tensor structs to the appropriate locations in the binary blob
+
+        // compute the exact size needed for the new ggml_context
+        const size_t mem_size =
+            params.no_alloc ?
+            (n_tensors    )*ggml_tensor_overhead() :
+            (n_tensors + 1)*ggml_tensor_overhead() + ctx->size;
+
+        struct ggml_init_params pdata = {
+            /*mem_size   =*/ mem_size,
+            /*mem_buffer =*/ nullptr,
+            /*no_alloc   =*/ params.no_alloc,
+        };
+
+        *params.ctx = ggml_init(pdata);
+        if (*params.ctx == nullptr) {
+            fprintf(stderr, "%s: failed to initialize ggml context for storing tensors\n", __func__);
+            gguf_free(ctx);
+            return nullptr;
+        }
+
+        struct ggml_context * ctx_data = *params.ctx;
+
+        struct ggml_tensor * data = nullptr;
+
+        if (!params.no_alloc) {
+            data = ggml_new_tensor_1d(ctx_data, GGML_TYPE_I8, ctx->size);
+
+            ok = ok && data != nullptr;
+
+            if (ok) {
+                ggml_set_name(data, "GGUF tensor data binary blob");
+            }
+
+            // read the binary blob with the tensor data
+            ok = ok && gr.read(data->data, ctx->size);
+
+            if (!ok) {
+                fprintf(stderr, "%s: failed to read tensor data binary blob\n", __func__);
+                ggml_free(ctx_data);
+                *params.ctx = nullptr;
+                gguf_free(ctx);
+                return nullptr;
+            }
+
+            ctx->data = data->data;
+        }
+
+        ggml_set_no_alloc(ctx_data, true);
+
+        // create the tensors
+        for (size_t i = 0; i < ctx->info.size(); ++i) {
+            const struct gguf_tensor_info & info = ctx->info[i];
+
+            struct ggml_tensor * cur = ggml_new_tensor(ctx_data, info.t.type, GGML_MAX_DIMS, info.t.ne);
+
+            ok = ok && cur != nullptr;
+
+            if (!ok) {
+                break;
+            }
+
+            ggml_set_name(cur, info.t.name);
+
+            // point the data member to the appropriate location in the binary blob using the tensor info
+            if (!params.no_alloc) {
+                cur->data = (char *) data->data + info.offset;
+            }
+        }
+
+        if (!ok) {
+            fprintf(stderr, "%s: failed to create tensors\n", __func__);
+            ggml_free(ctx_data);
+            *params.ctx = nullptr;
+            gguf_free(ctx);
+            return nullptr;
+        }
+
+        ggml_set_no_alloc(ctx_data, params.no_alloc);
+    }
+
+    return ctx;
+}
+
+struct gguf_context * gguf_init_from_file(const char * fname, struct gguf_init_params params) {
+    FILE * file = ggml_fopen(fname, "rb");
+
+    if (!file) {
+        fprintf(stderr, "%s: failed to open GGUF file '%s'\n", __func__, fname);
+        return nullptr;
+    }
+
+    struct gguf_context * result = gguf_init_from_file_impl(file, params);
+    fclose(file);
+    return result;
+}
+
+void gguf_free(struct gguf_context * ctx) {
+    if (ctx == nullptr) {
+        return;
+    }
+    delete ctx;
+}
+
+const char * gguf_type_name(enum gguf_type type) {
+    auto it = GGUF_TYPE_NAME.find(type);
+    return it == GGUF_TYPE_NAME.end() ? nullptr : it->second;
+}
+
+uint32_t gguf_get_version(const struct gguf_context * ctx) {
+    return ctx->version;
+}
+
+size_t gguf_get_alignment(const struct gguf_context * ctx) {
+    return ctx->alignment;
+}
+
+size_t gguf_get_data_offset(const struct gguf_context * ctx) {
+    return ctx->offset;
+}
+
+int64_t gguf_get_n_kv(const struct gguf_context * ctx) {
+    return ctx->kv.size();
+}
+
+int64_t gguf_find_key(const struct gguf_context * ctx, const char * key) {
+    // return -1 if key not found
+    int64_t keyfound = -1;
+
+    const int64_t n_kv = gguf_get_n_kv(ctx);
+
+    for (int64_t i = 0; i < n_kv; ++i) {
+        if (strcmp(key, gguf_get_key(ctx, i)) == 0) {
+            keyfound = i;
+            break;
+        }
+    }
+
+    return keyfound;
+}
+
+const char * gguf_get_key(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    return ctx->kv[key_id].get_key().c_str();
+}
+
+enum gguf_type gguf_get_kv_type(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    return ctx->kv[key_id].is_array ? GGUF_TYPE_ARRAY : ctx->kv[key_id].get_type();
+}
+
+enum gguf_type gguf_get_arr_type(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].is_array);
+    return ctx->kv[key_id].get_type();
+}
+
+const void * gguf_get_arr_data(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    return ctx->kv[key_id].data.data();
+}
+
+size_t gguf_get_arr_data_n(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    return ctx->kv[key_id].data.size();
+}
+
+const char * gguf_get_arr_str(const struct gguf_context * ctx, int64_t key_id, size_t i) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_type() == GGUF_TYPE_STRING);
+    return ctx->kv[key_id].data_string[i].c_str();
+}
+
+size_t gguf_get_arr_n(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+
+    if (ctx->kv[key_id].type == GGUF_TYPE_STRING) {
+        return ctx->kv[key_id].data_string.size();
+    }
+
+    const size_t type_size = gguf_type_size(ctx->kv[key_id].type);
+    GGML_ASSERT(ctx->kv[key_id].data.size() % type_size == 0);
+    return ctx->kv[key_id].data.size() / type_size;
+}
+
+uint8_t gguf_get_val_u8(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<uint8_t>();
+}
+
+int8_t gguf_get_val_i8(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<int8_t>();
+}
+
+uint16_t gguf_get_val_u16(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<uint16_t>();
+}
+
+int16_t gguf_get_val_i16(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<int16_t>();
+}
+
+uint32_t gguf_get_val_u32(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<uint32_t>();
+}
+
+int32_t gguf_get_val_i32(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<int32_t>();
+}
+
+float gguf_get_val_f32(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<float>();
+}
+
+uint64_t gguf_get_val_u64(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<uint64_t>();
+}
+
+int64_t gguf_get_val_i64(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<int64_t>();
+}
+
+double gguf_get_val_f64(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<double>();
+}
+
+bool gguf_get_val_bool(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<bool>();
+}
+
+const char * gguf_get_val_str(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].get_val<std::string>().c_str();
+}
+
+const void * gguf_get_val_data(const struct gguf_context * ctx, int64_t key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].get_ne() == 1);
+    return ctx->kv[key_id].data.data();
+}
+
+int64_t gguf_get_n_tensors(const struct gguf_context * ctx) {
+    return ctx->info.size();
+}
+
+int64_t gguf_find_tensor(const struct gguf_context * ctx, const char * name) {
+    // return -1 if tensor not found
+    int64_t tensor_id = -1;
+
+    const int64_t n_tensors = gguf_get_n_tensors(ctx);
+
+    for (int64_t i = 0; i < n_tensors; ++i) {
+        if (strcmp(name, gguf_get_tensor_name(ctx, i)) == 0) {
+            tensor_id = i;
+            break;
+        }
+    }
+
+    return tensor_id;
+}
+
+size_t gguf_get_tensor_offset(const struct gguf_context * ctx, int64_t tensor_id) {
+    GGML_ASSERT(tensor_id >= 0 && tensor_id < gguf_get_n_tensors(ctx));
+    return ctx->info[tensor_id].offset;
+}
+
+const char * gguf_get_tensor_name(const struct gguf_context * ctx, int64_t tensor_id) {
+    GGML_ASSERT(tensor_id >= 0 && tensor_id < gguf_get_n_tensors(ctx));
+    return ctx->info[tensor_id].t.name;
+}
+
+enum ggml_type gguf_get_tensor_type(const struct gguf_context * ctx, int64_t tensor_id) {
+    GGML_ASSERT(tensor_id >= 0 && tensor_id < gguf_get_n_tensors(ctx));
+    return ctx->info[tensor_id].t.type;
+}
+
+size_t gguf_get_tensor_size(const struct gguf_context * ctx, int64_t tensor_id) {
+    GGML_ASSERT(tensor_id >= 0 && tensor_id < gguf_get_n_tensors(ctx));
+    return ggml_nbytes(&ctx->info[tensor_id].t);
+}
+
+int64_t gguf_remove_key(struct gguf_context * ctx, const char * key) {
+    const int64_t key_id = gguf_find_key(ctx, key);
+    if (key_id >= 0) {
+        ctx->kv.erase(ctx->kv.begin() + key_id);
+    }
+    return key_id;
+}
+
+template<typename T>
+static void gguf_check_reserved_keys(const std::string & key, const T val) {
+    if (key == GGUF_KEY_GENERAL_ALIGNMENT) {
+        if constexpr (std::is_same<T, uint32_t>::value) {
+            GGML_ASSERT(val > 0 && (val & (val - 1)) == 0 && GGUF_KEY_GENERAL_ALIGNMENT " must be power of 2");
+        } else {
+            GGML_UNUSED(val);
+            GGML_ABORT(GGUF_KEY_GENERAL_ALIGNMENT " must be type u32");
+        }
+    }
+}
+
+void gguf_set_val_u8(struct gguf_context * ctx, const char * key, uint8_t val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_i8(struct gguf_context * ctx, const char * key, int8_t val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_u16(struct gguf_context * ctx, const char * key, uint16_t val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_i16(struct gguf_context * ctx, const char * key, int16_t val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_u32(struct gguf_context * ctx, const char * key, uint32_t val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_i32(struct gguf_context * ctx, const char * key, int32_t val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_f32(struct gguf_context * ctx, const char * key, float val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_u64(struct gguf_context * ctx, const char * key, uint64_t val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_i64(struct gguf_context * ctx, const char * key, int64_t val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_f64(struct gguf_context * ctx, const char * key, double val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_bool(struct gguf_context * ctx, const char * key, bool val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, val);
+}
+
+void gguf_set_val_str(struct gguf_context * ctx, const char * key, const char * val) {
+    gguf_check_reserved_keys(key, val);
+    gguf_remove_key(ctx, key);
+    ctx->kv.emplace_back(key, std::string(val));
+}
+
+void gguf_set_arr_data(struct gguf_context * ctx, const char * key, enum gguf_type type, const void * data, size_t n) {
+    gguf_check_reserved_keys(key, data);
+    gguf_remove_key(ctx, key);
+
+    const size_t nbytes = n*gguf_type_size(type);
+    std::vector<int8_t> tmp(nbytes);
+    if (!tmp.empty()) {
+        memcpy(tmp.data(), data, nbytes);
+    }
+    ctx->kv.emplace_back(key, tmp);
+    ctx->kv.back().cast(type);
+}
+
+void gguf_set_arr_str(struct gguf_context * ctx, const char * key, const char ** data, size_t n) {
+    gguf_check_reserved_keys(key, data);
+    gguf_remove_key(ctx, key);
+
+    std::vector<std::string> tmp(n);
+    for (size_t i = 0; i < n; ++i) {
+        tmp[i] = data[i];
+    }
+    ctx->kv.emplace_back(key, tmp);
+}
+
+// set or add KV pairs from another context
+void gguf_set_kv(struct gguf_context * ctx, const struct gguf_context * src) {
+    const int64_t n_kv = gguf_get_n_kv(src);
+    for (int64_t i = 0; i < n_kv; ++i) {
+        const struct gguf_kv & kv = src->kv[i];
+
+        if (!kv.is_array) {
+            switch (kv.get_type()) {
+                case GGUF_TYPE_UINT8:   gguf_set_val_u8  (ctx, kv.get_key().c_str(), kv.get_val<uint8_t>());             break;
+                case GGUF_TYPE_INT8:    gguf_set_val_i8  (ctx, kv.get_key().c_str(), kv.get_val<int8_t>());              break;
+                case GGUF_TYPE_UINT16:  gguf_set_val_u16 (ctx, kv.get_key().c_str(), kv.get_val<uint16_t>());            break;
+                case GGUF_TYPE_INT16:   gguf_set_val_i16 (ctx, kv.get_key().c_str(), kv.get_val<int16_t>());             break;
+                case GGUF_TYPE_UINT32:  gguf_set_val_u32 (ctx, kv.get_key().c_str(), kv.get_val<uint32_t>());            break;
+                case GGUF_TYPE_INT32:   gguf_set_val_i32 (ctx, kv.get_key().c_str(), kv.get_val<int32_t>());             break;
+                case GGUF_TYPE_FLOAT32: gguf_set_val_f32 (ctx, kv.get_key().c_str(), kv.get_val<float>());               break;
+                case GGUF_TYPE_UINT64:  gguf_set_val_u64 (ctx, kv.get_key().c_str(), kv.get_val<uint64_t>());            break;
+                case GGUF_TYPE_INT64:   gguf_set_val_i64 (ctx, kv.get_key().c_str(), kv.get_val<int64_t>());             break;
+                case GGUF_TYPE_FLOAT64: gguf_set_val_f64 (ctx, kv.get_key().c_str(), kv.get_val<double>());              break;
+                case GGUF_TYPE_BOOL:    gguf_set_val_bool(ctx, kv.get_key().c_str(), kv.get_val<bool>());                break;
+                case GGUF_TYPE_STRING:  gguf_set_val_str (ctx, kv.get_key().c_str(), kv.get_val<std::string>().c_str()); break;
+                case GGUF_TYPE_ARRAY:
+                default: GGML_ABORT("invalid type");
+            }
+            continue;
+        }
+
+        const size_t ne = kv.get_ne();
+
+        switch (kv.get_type()) {
+            case GGUF_TYPE_UINT8:
+            case GGUF_TYPE_INT8:
+            case GGUF_TYPE_UINT16:
+            case GGUF_TYPE_INT16:
+            case GGUF_TYPE_UINT32:
+            case GGUF_TYPE_INT32:
+            case GGUF_TYPE_FLOAT32:
+            case GGUF_TYPE_UINT64:
+            case GGUF_TYPE_INT64:
+            case GGUF_TYPE_FLOAT64:
+            case GGUF_TYPE_BOOL: {
+                gguf_set_arr_data(ctx, kv.get_key().c_str(), kv.get_type(), kv.data.data(), ne);
+            } break;
+            case GGUF_TYPE_STRING: {
+                std::vector<const char *> tmp(ne);
+                for (size_t j = 0; j < ne; ++j) {
+                    tmp[j] = kv.data_string[j].c_str();
+                }
+                gguf_set_arr_str(ctx, kv.get_key().c_str(), tmp.data(), ne);
+            } break;
+            case GGUF_TYPE_ARRAY:
+            default: GGML_ABORT("invalid type");
+        }
+    }
+}
+
+void gguf_add_tensor(
+             struct gguf_context * ctx,
+        const struct ggml_tensor * tensor) {
+    GGML_ASSERT(tensor);
+    if (gguf_find_tensor(ctx, tensor->name) != -1) {
+        GGML_ABORT("duplicate tensor name: %s", tensor->name);
+    }
+
+    struct gguf_tensor_info ti;
+    ti.t = *tensor;
+    ti.offset = ctx->info.empty() ? 0 :
+        ctx->info.back().offset + GGML_PAD(ggml_nbytes(&ctx->info.back().t), ctx->alignment);
+    ctx->info.push_back(ti);
+}
+
+void gguf_set_tensor_type(struct gguf_context * ctx, const char * name, enum ggml_type type) {
+    const int64_t tensor_id = gguf_find_tensor(ctx, name);
+    if (tensor_id < 0) {
+        GGML_ABORT("tensor not found: %s", name);
+    }
+    struct ggml_tensor * tensor = &ctx->info[tensor_id].t;
+    const size_t  type_size = ggml_type_size(type);
+    const int64_t blck_size = ggml_blck_size(type);
+
+    tensor->type = type;
+    GGML_ASSERT(tensor->ne[0] % blck_size == 0 && "tensor row size not divisible by block size of new type");
+
+    tensor->nb[0] = type_size;
+    tensor->nb[1] = tensor->nb[0]*(tensor->ne[0]/blck_size);
+    for (int i = 2; i < GGML_MAX_DIMS; i++) {
+        tensor->nb[i] = tensor->nb[i - 1]*tensor->ne[i - 1];
+    }
+
+    // update offsets
+    const int64_t n_tensors = gguf_get_n_tensors(ctx);
+    for (int64_t i = tensor_id + 1; i < n_tensors; ++i) {
+        ctx->info[i].offset = ctx->info[i - 1].offset + GGML_PAD(ggml_nbytes(&ctx->info[i - 1].t), ctx->alignment);
+    }
+}
+
+void gguf_set_tensor_data(struct gguf_context * ctx, const char * name, const void * data) {
+    const int64_t tensor_id = gguf_find_tensor(ctx, name);
+    if (tensor_id < 0) {
+        GGML_ABORT("tensor not found: %s", name);
+    }
+
+    ctx->info[tensor_id].t.data = (void *)(uintptr_t)data; // double cast suppresses warning about casting away const
+}
+
+struct gguf_writer {
+    std::vector<int8_t> & buf;
+
+    gguf_writer(std::vector<int8_t> & buf) : buf(buf) {}
+
+    template <typename T>
+    void write(const T & val) const {
+        for (size_t i = 0; i < sizeof(val); ++i) {
+            buf.push_back(reinterpret_cast<const int8_t *>(&val)[i]);
+        }
+    }
+
+    void write(const std::vector<int8_t> & val) const {
+        buf.insert(buf.end(), val.begin(), val.end());
+    }
+
+    void write(const bool & val) const {
+        const int8_t val8 = val ? 1 : 0;
+        write(val8);
+    }
+
+    void write(const std::string & val) const {
+        {
+            const uint64_t n = val.length();
+            write(n);
+        }
+        for (size_t i = 0; i < val.length(); ++i) {
+            buf.push_back(reinterpret_cast<const int8_t *>(val.data())[i]);
+        }
+    }
+
+    void write(const char * val) const {
+        write(std::string(val));
+    }
+
+    void write(const enum ggml_type & val) const {
+        write(int32_t(val));
+    }
+
+    void write(const enum gguf_type & val) const {
+        write(int32_t(val));
+    }
+
+    void write(const struct gguf_kv & kv) const {
+        const uint64_t ne = kv.get_ne();
+
+        write(kv.get_key());
+
+        if (kv.is_array) {
+            write(GGUF_TYPE_ARRAY);
+            write(kv.get_type());
+            write(ne);
+        } else {
+            write(kv.get_type());
+        }
+
+        switch (kv.get_type()) {
+            case GGUF_TYPE_UINT8:
+            case GGUF_TYPE_INT8:
+            case GGUF_TYPE_UINT16:
+            case GGUF_TYPE_INT16:
+            case GGUF_TYPE_UINT32:
+            case GGUF_TYPE_INT32:
+            case GGUF_TYPE_FLOAT32:
+            case GGUF_TYPE_UINT64:
+            case GGUF_TYPE_INT64:
+            case GGUF_TYPE_FLOAT64: {
+                write(kv.data);
+            } break;
+            case GGUF_TYPE_BOOL: {
+                for (size_t i = 0; i < ne; ++i) {
+                    write(kv.get_val<bool>(i));
+                }
+            } break;
+            case GGUF_TYPE_STRING: {
+                for (size_t i = 0; i < ne; ++i) {
+                    write(kv.get_val<std::string>(i));
+                }
+            } break;
+            case GGUF_TYPE_ARRAY:
+            default: GGML_ABORT("invalid type");
+        }
+    }
+
+    void write_tensor_meta(const struct gguf_tensor_info & info) const {
+        write(info.t.name);
+
+        const uint32_t n_dims = ggml_n_dims(&info.t);
+        write(n_dims);
+
+        for (uint32_t j = 0; j < n_dims; ++j) {
+            write(info.t.ne[j]);
+        }
+        write(info.t.type);
+        write(info.offset);
+    }
+
+    void pad(const size_t alignment) const {
+        while (buf.size() % alignment != 0) {
+            const int8_t zero = 0;
+            write(zero);
+        }
+    }
+
+    void write_tensor_data(const struct gguf_tensor_info & info, const size_t offset_data, const size_t alignment) const {
+        GGML_ASSERT(buf.size() - offset_data == info.offset);
+
+        GGML_ASSERT(ggml_is_contiguous(&info.t));
+        const size_t offset = buf.size();
+        const size_t nbytes = ggml_nbytes(&info.t);
+
+        buf.resize(offset + nbytes);
+        if (info.t.buffer) {
+            ggml_backend_tensor_get(&info.t, buf.data() + offset, 0, nbytes);
+        } else {
+            GGML_ASSERT(info.t.data);
+            memcpy(buf.data() + offset, info.t.data, nbytes);
+        }
+
+        pad(alignment);
+    }
+};
+
+void gguf_write_to_buf(const struct gguf_context * ctx, std::vector<int8_t> & buf, bool only_meta) {
+    const struct gguf_writer gw(buf);
+
+    const int64_t n_kv      = gguf_get_n_kv(ctx);
+    const int64_t n_tensors = gguf_get_n_tensors(ctx);
+
+    // write header
+    gw.write(GGUF_MAGIC[0]);
+    gw.write(GGUF_MAGIC[1]);
+    gw.write(GGUF_MAGIC[2]);
+    gw.write(GGUF_MAGIC[3]);
+    gw.write(ctx->version);
+    gw.write(n_tensors);
+    gw.write(n_kv);
+
+    // write key-value pairs
+    for (int64_t i = 0; i < n_kv; ++i) {
+        gw.write(ctx->kv[i]);
+    }
+
+    // write tensor info
+    for (int64_t i = 0; i < n_tensors; ++i) {
+        gw.write_tensor_meta(ctx->info[i]);
+    }
+
+    // we require the data section to be aligned
+    gw.pad(ctx->alignment);
+
+    if (only_meta) {
+        return;
+    }
+
+    const size_t offset_data = gw.buf.size();
+
+    // write tensor data
+    for (int64_t i = 0; i < n_tensors; ++i) {
+        gw.write_tensor_data(ctx->info[i], offset_data, ctx->alignment);
+    }
+}
+
+bool gguf_write_to_file(const struct gguf_context * ctx, const char * fname, bool only_meta) {
+    FILE * file = ggml_fopen(fname, "wb");
+
+    if (!file) {
+        fprintf(stderr, "%s: failed to open file '%s' for writing GGUF data\n", __func__, fname);
+        return false;
+    }
+
+    std::vector<int8_t> buf;
+    gguf_write_to_buf(ctx, buf, only_meta);
+    const bool ok = fwrite(buf.data(), 1, buf.size(), file) == buf.size();
+    fclose(file);
+    return ok;
+}
+
+size_t gguf_get_meta_size(const struct gguf_context * ctx) {
+    // only return size
+    std::vector<int8_t> buf;
+    gguf_write_to_buf(ctx, buf, /*only_meta =*/ true);
+    return buf.size();
+}
+
+void gguf_get_meta_data(const struct gguf_context * ctx, void * data) {
+    std::vector<int8_t> buf;
+    gguf_write_to_buf(ctx, buf, /*only_meta =*/ true);
+    memcpy(data, buf.data(), buf.size());
+}
diff --git a/ml/backend/ggml/ggml/src/ollama-debug.c b/ml/backend/ggml/ggml/src/ollama-debug.c
new file mode 100644
index 0000000..7c2ba93
--- /dev/null
+++ b/ml/backend/ggml/ggml/src/ollama-debug.c
@@ -0,0 +1,116 @@
+#include <string.h>
+#include <inttypes.h>
+
+#include "ollama-debug.h"
+
+static int mul(int64_t *dims, int ndims) {
+    int result = 1;
+    for (int i = 0; i < ndims; i++) {
+        result *= dims[i];
+    }
+
+    return result;
+}
+
+static void repeat(char c, int n) {
+    for (int i = 0; i < n; i++) {
+        fprintf(stderr, "%c", c);
+    }
+}
+
+static void print_tensor(const void *tensor, void (*cb)(const void *, int),
+                         int shape,
+                         int64_t *dims, int ndims, int stride,
+                         int nitems, int pad) {
+    fprintf(stderr, "[");
+    for (int i = 0; i < dims[0]; i++) {
+        if (i >= nitems && i < dims[0] - nitems) {
+            fprintf(stderr, "... (%" PRIi64 " more), ", dims[0] - 2 * nitems);
+            int skip = dims[0] - 2 * nitems;
+            if (ndims > 1) {
+                stride += mul(dims + 1, ndims - 1) * skip;
+                repeat('\n', ndims - 1);
+                repeat(' ', shape - ndims + 1 + pad);
+            }
+            i += skip - 1;
+        } else if (ndims > 1) {
+            print_tensor(tensor, cb, shape, dims + 1, ndims - 1, stride,
+                         nitems, pad);
+            stride += mul(dims + 1, ndims - 1);
+            if (i < dims[0] - 1) {
+                fprintf(stderr, ", ");
+                repeat('\n', ndims - 1);
+                repeat(' ', shape - ndims + 1 + pad);
+            }
+        } else {
+            cb(tensor, stride + i);
+            if (i < dims[0] - 1) {
+                fprintf(stderr, ", ");
+            }
+        }
+    }
+    fprintf(stderr, "]");
+}
+
+static void print_tensor_f16(const void *tensor, int i) {
+    float value = ggml_fp16_to_fp32(((const ggml_fp16_t *)tensor)[i]);
+    fprintf(stderr, "%s%f", value < 0 ? "" : " ", value);
+}
+
+static void print_tensor_f32(const void *tensor, int i) {
+    float value = ((const float *)tensor)[i];
+    fprintf(stderr, "%s%f", value < 0 ? "" : " ", value);
+}
+
+static void print_tensor_i32(const void *tensor, int i) {
+    int32_t value = ((const int32_t *)tensor)[i];
+    fprintf(stderr, "%s%d", value < 0 ? "" : " ", value);
+}
+
+static void ollama_debug_tensor(const struct ggml_tensor *tensor, bool verbose, const char *prefix, int indent) {
+    fprintf(stderr, "%s%s %s (%s): [%" PRIi64 " %" PRIi64 " %" PRIi64 " %" PRIi64 "]\n", prefix, tensor->name,
+            ggml_op_name(tensor->op), ggml_type_name(tensor->type), tensor->ne[0],
+            tensor->ne[1], tensor->ne[2], tensor->ne[3]);
+
+    if (!verbose) {
+        return;
+    }
+
+    for (int i = 0; i < indent; i++) {
+        fprintf(stderr, " ");
+    }
+
+    switch (tensor->type) {
+    case GGML_TYPE_F16:
+        print_tensor(ggml_get_data(tensor), print_tensor_f16, ggml_n_dims(tensor),
+                     (int64_t *)tensor->ne, ggml_n_dims(tensor), 0, 3, indent);
+        break;
+    case GGML_TYPE_F32:
+        print_tensor(ggml_get_data(tensor), print_tensor_f32, ggml_n_dims(tensor),
+                     (int64_t *)tensor->ne, ggml_n_dims(tensor), 0, 3, indent);
+        break;
+    case GGML_TYPE_I32:
+        print_tensor(ggml_get_data(tensor), print_tensor_i32, ggml_n_dims(tensor),
+                     (int64_t *)tensor->ne, ggml_n_dims(tensor), 0, 3, indent);
+        break;
+    default:
+        fprintf(stderr, "<unsupported type>\n");
+        return;
+    }
+
+    fprintf(stderr, "\n");
+}
+
+void ollama_debug(const struct ggml_tensor *tensor, bool verbose) {
+    ollama_debug_tensor(tensor, verbose, ">>> ", 4);
+
+    for (int i = 0; i < GGML_MAX_SRC && tensor->src[i] != NULL; ++i) {
+        char src[8];
+        const int n = snprintf(src, sizeof(src), " src%d ", i);
+        if (n >= sizeof(src)) {
+            src[sizeof(src) - 1] = '\0';
+        }
+
+        ollama_debug_tensor(tensor->src[i], verbose, src, 4);
+    }
+}
diff --git a/ml/backend/ggml/quantization.go b/ml/backend/ggml/quantization.go
new file mode 100644
index 0000000..bb31e45
--- /dev/null
+++ b/ml/backend/ggml/quantization.go
@@ -0,0 +1,83 @@
+package ggml
+
+// #cgo CPPFLAGS: -I${SRCDIR}/ggml/src
+// #include <stdlib.h>
+// #include <stdint.h>
+// #include "ggml.h"
+// #include "ggml-cpu.h"
+// #include "ggml-backend.h"
+// #include "ggml-quants.h"
+import "C"
+
+import (
+	"unsafe"
+
+	fsggml "github.com/ollama/ollama/fs/ggml"
+)
+
+// convertToF32 converts (dequantizes) the raw data to F32 so we can then quantize it
+func ConvertToF32(data []byte, dtype uint32, nelements uint64) []float32 {
+	f32s := make([]float32, nelements)
+	elems := C.int64_t(nelements)
+	switch dtype {
+	case C.GGML_TYPE_F16:
+		C.ggml_fp16_to_fp32_row((*C.uint16_t)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q4_0:
+		C.dequantize_row_q4_0((*C.block_q4_0)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q4_1:
+		C.dequantize_row_q4_1((*C.block_q4_1)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q5_0:
+		C.dequantize_row_q5_0((*C.block_q5_0)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q5_1:
+		C.dequantize_row_q5_1((*C.block_q5_1)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q8_0:
+		C.dequantize_row_q8_0((*C.block_q8_0)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q2_K:
+		C.dequantize_row_q2_K((*C.block_q2_K)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q3_K:
+		C.dequantize_row_q3_K((*C.block_q3_K)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q4_K:
+		C.dequantize_row_q4_K((*C.block_q4_K)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q5_K:
+		C.dequantize_row_q5_K((*C.block_q5_K)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_Q6_K:
+		C.dequantize_row_q6_K((*C.block_q6_K)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	case C.GGML_TYPE_BF16:
+		C.ggml_bf16_to_fp32_row((*C.ggml_bf16_t)(unsafe.Pointer(&data[0])), (*C.float)(&f32s[0]), elems)
+	default:
+		panic("unsupported quantization format")
+	}
+	return f32s
+}
+
+func Quantize(newType fsggml.TensorType, f32s []float32, shape []uint64) []byte {
+	buf := make([]byte, len(f32s)*4) // upper bound on size
+	nPerRow := C.int64_t(shape[0])
+	nrows := C.int64_t(1)
+	if len(shape) > 1 {
+		nrows = C.int64_t(shape[1])
+	}
+	shape2 := C.int64_t(1)
+	if len(shape) > 2 {
+		shape2 = C.int64_t(shape[2])
+	}
+	nelements_matrix := nPerRow * nrows
+	newSize := C.size_t(0)
+	for i03 := C.int64_t(0); i03 < shape2; i03++ {
+		f32s_03 := i03 * nelements_matrix
+		buf_03 := C.int64_t(C.ggml_row_size(uint32(newType), nPerRow)) * i03 * nrows
+		newSize += C.ggml_quantize_chunk(
+			uint32(newType),
+			(*C.float)(&f32s[f32s_03]),
+			unsafe.Pointer((uintptr)(unsafe.Pointer(&buf[0]))+uintptr(buf_03)),
+			0,
+			nrows,
+			nPerRow,
+			nil)
+	}
+	return buf[:newSize]
+}
+
+func QuantizationVersion() uint32 {
+	return uint32(C.GGML_QNT_VERSION)
+}
diff --git a/ml/backend/ggml/threads.go b/ml/backend/ggml/threads.go
new file mode 100644
index 0000000..cbc524f
--- /dev/null
+++ b/ml/backend/ggml/threads.go
@@ -0,0 +1,7 @@
+//go:build !debug
+
+package ggml
+
+func Threads(n int) int {
+	return n
+}
diff --git a/ml/backend/ggml/threads_debug.go b/ml/backend/ggml/threads_debug.go
new file mode 100644
index 0000000..cfd334b
--- /dev/null
+++ b/ml/backend/ggml/threads_debug.go
@@ -0,0 +1,7 @@
+//go:build debug
+
+package ggml
+
+func Threads(_ int) int {
+	return 1
+}
diff --git a/ml/nn/attention.go b/ml/nn/attention.go
new file mode 100644
index 0000000..a3f43a1
--- /dev/null
+++ b/ml/nn/attention.go
@@ -0,0 +1,70 @@
+package nn
+
+import (
+	"fmt"
+
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+)
+
+// Attention implements scaled dot-product attention for transformer models:
+// Attention(Q, K, V) = softmax(QK^T/√d_k)V
+//
+// Parameters:
+//   - ctx: Context for tensor operations
+//   - query: Query tensor (Q) with shape [d_k, heads, seq_len_q]
+//   - key: Key tensor (K) with shape [d_k, kv_heads, seq_len_k], can be nil to read from cache only
+//   - value: Value tensor (V) with shape [d_v, kv_heads, seq_len_k], can be nil to read from cache only
+//   - scale: Scaling factor, typically 1/√d_k where d_k is the key dimension
+//   - cache: KV cache to store key/value and get past history, can be nil to only use provided key/value
+//
+// Returns:
+//
+//	Attention output with shape [d_v, heads, seq_len_q]
+func Attention(ctx ml.Context, query, key, value ml.Tensor, scale float64, cache kvcache.Cache) ml.Tensor {
+	if key != nil && value != nil {
+		if query.Dim(0) != key.Dim(0) {
+			panic(fmt.Errorf("d_k in attention operation does not match between query(%v) and key(%v)", query.Dim(0), key.Dim(0)))
+		}
+
+		if key.Dim(1) != value.Dim(1) {
+			panic(fmt.Errorf("kv_heads in attention operation does not match between key(%v) and value(%v)", key.Dim(1), value.Dim(1)))
+		}
+
+		if key.Dim(2) != value.Dim(2) {
+			panic(fmt.Errorf("seq_len_k in attention operation does not match between key(%v) and value(%v)", key.Dim(2), value.Dim(2)))
+		}
+
+		if cache != nil {
+			cache.Put(ctx, key, value)
+		}
+	} else if cache == nil {
+		panic("key & value tensors must be provided if cache is nil")
+	}
+
+	var mask ml.Tensor
+	if cache != nil {
+		key, value, mask = cache.Get(ctx)
+	}
+
+	// Only use the fast SDPA implementation if we have a cache, since that's what
+	// will do any expected backend-specific transformations for us
+	if sdpa, ok := query.(ml.ScaledDotProductAttention); ok && cache != nil {
+		return sdpa.ScaledDotProductAttention(ctx, key, value, mask, scale)
+	} else {
+		query = query.Permute(ctx, 0, 2, 1, 3)
+		key = key.Permute(ctx, 0, 2, 1, 3)
+		value = value.Permute(ctx, 1, 2, 0, 3).Contiguous(ctx)
+
+		kq := key.MulmatFullPrec(ctx, query)
+
+		kq = kq.Scale(ctx, scale)
+		if mask != nil {
+			kq = kq.Add(ctx, mask)
+		}
+		kq = kq.Softmax(ctx)
+
+		kqv := value.Mulmat(ctx, kq)
+		return kqv.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	}
+}
diff --git a/ml/nn/convolution.go b/ml/nn/convolution.go
new file mode 100644
index 0000000..8e015c7
--- /dev/null
+++ b/ml/nn/convolution.go
@@ -0,0 +1,11 @@
+package nn
+
+import "github.com/ollama/ollama/ml"
+
+type Conv2D struct {
+	Weight ml.Tensor `gguf:"weight"`
+}
+
+func (m *Conv2D) Forward(ctx ml.Context, t ml.Tensor, s0, s1, p0, p1, d0, d1 int) ml.Tensor {
+	return m.Weight.Conv2D(ctx, t, s0, s1, p0, p1, d0, d1)
+}
diff --git a/ml/nn/embedding.go b/ml/nn/embedding.go
new file mode 100644
index 0000000..621efbc
--- /dev/null
+++ b/ml/nn/embedding.go
@@ -0,0 +1,11 @@
+package nn
+
+import "github.com/ollama/ollama/ml"
+
+type Embedding struct {
+	Weight ml.Tensor `gguf:"weight"`
+}
+
+func (m *Embedding) Forward(ctx ml.Context, hiddenState ml.Tensor) ml.Tensor {
+	return m.Weight.Rows(ctx, hiddenState)
+}
diff --git a/ml/nn/linear.go b/ml/nn/linear.go
new file mode 100644
index 0000000..3985dd6
--- /dev/null
+++ b/ml/nn/linear.go
@@ -0,0 +1,17 @@
+package nn
+
+import "github.com/ollama/ollama/ml"
+
+type Linear struct {
+	Weight ml.Tensor `gguf:"weight"`
+	Bias   ml.Tensor `gguf:"bias"`
+}
+
+func (m *Linear) Forward(ctx ml.Context, t ml.Tensor) ml.Tensor {
+	t = m.Weight.Mulmat(ctx, t)
+	if m.Bias != nil {
+		t = t.Add(ctx, m.Bias)
+	}
+
+	return t
+}
diff --git a/ml/nn/normalization.go b/ml/nn/normalization.go
new file mode 100644
index 0000000..8346bf7
--- /dev/null
+++ b/ml/nn/normalization.go
@@ -0,0 +1,22 @@
+package nn
+
+import (
+	"github.com/ollama/ollama/ml"
+)
+
+type LayerNorm struct {
+	Weight ml.Tensor `gguf:"weight"`
+	Bias   ml.Tensor `gguf:"bias"`
+}
+
+func (m *LayerNorm) Forward(ctx ml.Context, t ml.Tensor, eps float32) ml.Tensor {
+	return t.LayerNorm(ctx, m.Weight, m.Bias, eps)
+}
+
+type RMSNorm struct {
+	Weight ml.Tensor `gguf:"weight"`
+}
+
+func (m *RMSNorm) Forward(ctx ml.Context, t ml.Tensor, eps float32) ml.Tensor {
+	return t.RMSNorm(ctx, m.Weight, eps)
+}
diff --git a/model/bytepairencoding.go b/model/bytepairencoding.go
new file mode 100644
index 0000000..6bb9a00
--- /dev/null
+++ b/model/bytepairencoding.go
@@ -0,0 +1,239 @@
+package model
+
+import (
+	"cmp"
+	"context"
+	"iter"
+	"log/slog"
+	"strings"
+
+	"github.com/dlclark/regexp2"
+	heap "github.com/emirpasic/gods/v2/trees/binaryheap"
+	"github.com/ollama/ollama/logutil"
+)
+
+type BytePairEncoding struct {
+	pre   *regexp2.Regexp
+	vocab *Vocabulary
+}
+
+var _ TextProcessor = (*BytePairEncoding)(nil)
+
+func NewBytePairEncoding(pre string, vocab *Vocabulary) BytePairEncoding {
+	return BytePairEncoding{
+		pre:   regexp2.MustCompile(pre, regexp2.Unicode|regexp2.RE2),
+		vocab: vocab,
+	}
+}
+
+func (bpe BytePairEncoding) Vocabulary() *Vocabulary {
+	return bpe.vocab
+}
+
+func (bpe BytePairEncoding) Is(id int32, special Special) bool {
+	return bpe.vocab.Is(id, special)
+}
+
+func (bpe *BytePairEncoding) split(s string) iter.Seq[string] {
+	return func(yield func(string) bool) {
+		for m, _ := bpe.pre.FindStringMatch(s); m != nil; m, _ = bpe.pre.FindNextMatch(m) {
+			if !yield(m.String()) {
+				break
+			}
+		}
+	}
+}
+
+// fragment is a string fragment and their corresponding token IDs
+type fragment struct {
+	value string
+	ids   []int32
+}
+
+// pair is a pair of runes and its rank
+type pair struct {
+	a, b  int
+	rank  int
+	value string
+}
+
+type merge struct {
+	p, n  int
+	runes []rune
+}
+
+func (bpe BytePairEncoding) Encode(s string, addSpecial bool) ([]int32, error) {
+	fragments := []fragment{{value: s}}
+	for _, special := range bpe.vocab.SpecialVocabulary() {
+		// TODO: process special tokens concurrently
+		id := bpe.vocab.Encode(special)
+		for i := 0; i < len(fragments); i++ {
+			frag := fragments[i]
+			if len(frag.ids) > 0 {
+				continue
+			}
+
+			var middle []fragment
+			switch i := strings.Index(frag.value, special); {
+			case i < 0:
+				middle = append(middle, frag)
+			case i > 0:
+				middle = append(middle, fragment{value: frag.value[:i]})
+				fallthrough
+			default:
+				middle = append(middle, fragment{value: special, ids: []int32{id}})
+				if rest := frag.value[i+len(special):]; rest != "" {
+					middle = append(middle, fragment{value: rest})
+				}
+			}
+
+			fragments = append(fragments[:i], append(middle, fragments[i+1:]...)...)
+		}
+	}
+
+	var ids []int32
+	for _, frag := range fragments {
+		if len(frag.ids) > 0 {
+			ids = append(ids, frag.ids...)
+			continue
+		}
+
+		for split := range bpe.split(frag.value) {
+			// TODO: process splits concurrently
+			var sb strings.Builder
+			for _, b := range []byte(split) {
+				r := rune(b)
+				switch {
+				case r == 0x00ad:
+					r = 0x0143
+				case r <= 0x0020:
+					r = r + 0x0100
+				case r >= 0x007e && r <= 0x00a0:
+					r = r + 0x00a2
+				}
+
+				sb.WriteRune(r)
+			}
+
+			// short circuit if the fragment is in the vocabulary
+			if id := bpe.vocab.Encode(sb.String()); id >= 0 {
+				ids = append(ids, id)
+				continue
+			}
+
+			runes := []rune(sb.String())
+			merges := make([]merge, len(runes))
+			for r := range runes {
+				merges[r] = merge{
+					p:     r - 1,
+					n:     r + 1,
+					runes: []rune{runes[r]},
+				}
+			}
+
+			pairwise := func(a, b int) *pair {
+				if a < 0 || b >= len(runes) {
+					return nil
+				}
+
+				left, right := string(merges[a].runes), string(merges[b].runes)
+				rank := bpe.vocab.Merge(left, right)
+				if rank < 0 {
+					return nil
+				}
+
+				return &pair{
+					a:     a,
+					b:     b,
+					rank:  rank,
+					value: left + right,
+				}
+			}
+
+			pairs := heap.NewWith(func(i, j *pair) int {
+				return cmp.Compare(i.rank, j.rank)
+			})
+
+			for i := range len(runes) - 1 {
+				if pair := pairwise(i, i+1); pair != nil {
+					pairs.Push(pair)
+				}
+			}
+
+			for !pairs.Empty() {
+				pair, _ := pairs.Pop()
+
+				left, right := merges[pair.a], merges[pair.b]
+				if len(left.runes) == 0 || len(right.runes) == 0 ||
+					string(left.runes)+string(right.runes) != pair.value {
+					continue
+				}
+
+				if id := bpe.vocab.Encode(pair.value); id < 0 {
+					continue
+				}
+
+				merges[pair.a].runes = append(left.runes, right.runes...)
+				merges[pair.b].runes = nil
+
+				merges[pair.a].n = right.n
+				if right.n < len(merges) {
+					merges[right.n].p = pair.a
+				}
+
+				if pair := pairwise(merges[pair.a].p, pair.a); pair != nil {
+					pairs.Push(pair)
+				}
+
+				if pair := pairwise(pair.a, merges[pair.a].n); pair != nil {
+					pairs.Push(pair)
+				}
+			}
+
+			for _, merge := range merges {
+				if len(merge.runes) > 0 {
+					// TODO: handle the edge case where the rune isn't in the vocabulary
+					if id := bpe.vocab.Encode(string(merge.runes)); id >= 0 {
+						ids = append(ids, id)
+					}
+				}
+			}
+		}
+	}
+
+	slog.Log(context.TODO(), logutil.LevelTrace, "encoded", "string", s, "ids", ids)
+
+	if addSpecial && len(ids) > 0 {
+		ids = bpe.vocab.addSpecials(ids)
+	}
+
+	return ids, nil
+}
+
+func (bpe BytePairEncoding) Decode(ids []int32) (string, error) {
+	var sb strings.Builder
+	for _, id := range ids {
+		for _, r := range bpe.vocab.Decode(id) {
+			switch {
+			case r == 0x0100:
+				// this produces 0x00 aka NULL
+				continue
+			case r == 0x0143:
+				r = 0x00ad
+			case r > 0x0100 && r <= 0x0120:
+				r = r - 0x0100
+			case r > 0x0120 && r <= 0x0142:
+				r = r - 0x00a2
+			}
+
+			// NOTE: not using WriteRune here because it writes the UTF-8
+			// encoding of the rune which is _not_ what we want
+			if err := sb.WriteByte(byte(r)); err != nil {
+				return "", err
+			}
+		}
+	}
+
+	slog.Log(context.TODO(), logutil.LevelTrace, "decoded", "ids", ids, "string", sb.String())
+	return sb.String(), nil
+}
diff --git a/model/bytepairencoding_test.go b/model/bytepairencoding_test.go
new file mode 100644
index 0000000..7e310b5
--- /dev/null
+++ b/model/bytepairencoding_test.go
@@ -0,0 +1,254 @@
+package model
+
+import (
+	"bufio"
+	"encoding/json"
+	"math"
+	"os"
+	"path/filepath"
+	"slices"
+	"strconv"
+	"strings"
+	"testing"
+
+	"github.com/google/go-cmp/cmp"
+)
+
+func llama(t testing.TB) BytePairEncoding {
+	t.Helper()
+
+	f, err := os.Open(filepath.Join("testdata", "llama3.2", "encoder.json"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	vocab := make(map[string]int32)
+	if err := json.NewDecoder(f).Decode(&vocab); err != nil {
+		t.Fatal(err)
+	}
+
+	types := make([]int32, len(vocab))
+	tokens := make([]string, len(vocab))
+	for token, id := range vocab {
+		tokens[id] = token
+		types[id] = 1
+	}
+
+	for _, token := range []string{"<|begin_of_text|>", "<|end_of_text|>"} {
+		if _, ok := vocab[token]; !ok {
+			tokens = append(tokens, token) //nolint:makezero
+			types = append(types, 3)       //nolint:makezero
+			vocab[token] = int32(len(vocab))
+		}
+	}
+
+	f, err = os.Open(filepath.Join("testdata", "llama3.2", "vocab.bpe"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	merges := make([]string, 0, 50000)
+
+	scanner := bufio.NewScanner(f)
+	for scanner.Scan() {
+		if !strings.HasPrefix(scanner.Text(), "#") {
+			merges = append(merges, scanner.Text())
+		}
+	}
+
+	return NewBytePairEncoding(
+		`(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+`,
+		&Vocabulary{
+			Values: tokens,
+			Types:  types,
+			Merges: merges,
+		},
+	)
+}
+
+func TestLlama(t *testing.T) {
+	tokenizer := llama(t)
+
+	t.Run("simple", func(t *testing.T) {
+		t.Parallel()
+
+		ids, err := tokenizer.Encode("hello world", true)
+		if err != nil {
+			t.Error(err)
+		}
+
+		if diff := cmp.Diff([]int32{15339, 1917}, ids); diff != "" {
+			t.Errorf("no match (-theirs +ours):\n%s", diff)
+		}
+
+		s, err := tokenizer.Decode([]int32{15339, 1917})
+		if err != nil {
+			t.Fatal(err)
+		}
+
+		if s != "hello world" {
+			t.Errorf("got %q, want hello world", s)
+		}
+
+		ids, err = tokenizer.Encode("hello <|end_of_text|>", true)
+		if err != nil {
+			t.Error(err)
+		}
+
+		if diff := cmp.Diff([]int32{15339, 220, 128001}, ids); diff != "" {
+			t.Errorf("no match (-theirs +ours):\n%s", diff)
+		}
+	})
+
+	t.Run("simple repeated", func(t *testing.T) {
+		t.Parallel()
+
+		cases := map[string][]int32{
+			strings.Repeat("0", 1):  {15},
+			strings.Repeat("0", 2):  {410},
+			strings.Repeat("0", 3):  {931},
+			strings.Repeat("0", 4):  {931, 15},
+			strings.Repeat("0", 5):  {931, 410},
+			strings.Repeat("0", 6):  {931, 931},
+			strings.Repeat("0", 7):  {931, 931, 15},
+			strings.Repeat("0", 8):  {931, 931, 410},
+			strings.Repeat("0", 9):  {931, 931, 931},
+			strings.Repeat("0", 10): {931, 931, 931, 15},
+			strings.Repeat("0", 11): {931, 931, 931, 410},
+			strings.Repeat("0", 12): {931, 931, 931, 931},
+			strings.Repeat("0", 13): {931, 931, 931, 931, 15},
+			strings.Repeat("0", 14): {931, 931, 931, 931, 410},
+			strings.Repeat("0", 15): {931, 931, 931, 931, 931},
+			strings.Repeat("0", 16): {931, 931, 931, 931, 931, 15},
+			strings.Repeat("0", 17): {931, 931, 931, 931, 931, 410},
+		}
+
+		for s, want := range cases {
+			ids, err := tokenizer.Encode(s, true)
+			if err != nil {
+				t.Error(err)
+			}
+
+			if diff := cmp.Diff(want, ids); diff != "" {
+				t.Errorf("%q no match (-theirs +ours):\n%s", s, diff)
+			}
+		}
+	})
+
+	t.Run("basic roundtrip", func(t *testing.T) {
+		t.Parallel()
+
+		cases := []string{
+			"hello",
+			"hello ",
+			"hello  ",
+			" hello",
+			" hello ",
+			" hello  ",
+			"hello world",
+			"请考试我的软件！12345",
+		}
+
+		for _, want := range cases {
+			ids, err := tokenizer.Encode(want, true)
+			if err != nil {
+				t.Error(err)
+			}
+
+			if got, err := tokenizer.Decode(ids); err != nil {
+				t.Fatal(err)
+			} else if got != want {
+				t.Errorf("got %q, want %q", got, want)
+			}
+		}
+	})
+
+	t.Run("special", func(t *testing.T) {
+		t.Parallel()
+
+		cases := map[string][]int32{
+			"<|begin_of_text|>A B!":                                               {128000, 32, 426, 0},
+			"<|begin_of_text|>A<|end_of_text|>B!":                                 {128000, 32, 128001, 33, 0},
+			"<|begin_of_text|>A<|end_of_text|>B<|begin_of_text|>!":                {128000, 32, 128001, 33, 128000, 0},
+			"<|begin_of_text|>A<|end_of_text|>B<|begin_of_text|>!<|end_of_text|>": {128000, 32, 128001, 33, 128000, 0, 128001},
+		}
+
+		for s, want := range cases {
+			ids, err := tokenizer.Encode(s, true)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			if diff := cmp.Diff(want, ids); diff != "" {
+				t.Errorf("no match (-theirs +ours):\n%s", diff)
+			}
+		}
+	})
+
+	t.Run("split", func(t *testing.T) {
+		t.Parallel()
+
+		cases := map[string][]string{
+			"Hello World!":                   {"Hello", " World", "!"},
+			"I'm don't won't":                {"I", "'m", " don", "'t", " won", "'t"},
+			"In 2024 there are 366 days":     {"In", " ", "202", "4", " there", " are", " ", "366", " days"},
+			"Hello!! ...world":               {"Hello", "!!", " ...", "world"},
+			"Hello    World":                 {"Hello", "   ", " World"},
+			"Hello\nWorld":                   {"Hello", "\n", "World"},
+			"Hello, WORLD!! How's it going?": {"Hello", ",", " WORLD", "!!", " How", "'s", " it", " going", "?"},
+		}
+
+		for s, want := range cases {
+			got := slices.Collect(tokenizer.split(s))
+			if diff := cmp.Diff(want, got); diff != "" {
+				t.Errorf("no match (-theirs +ours):\n%s", diff)
+			}
+		}
+	})
+}
+
+func BenchmarkBytePairEncoding(b *testing.B) {
+	tokenizer := llama(b)
+	bts, err := os.ReadFile(filepath.Join("testdata", "war-and-peace.txt"))
+	if err != nil {
+		b.Fatal(err)
+	}
+
+	for i := range 8 {
+		n := min(int(math.Pow10(i)), len(bts))
+		bts := bts[:n]
+		b.Run("encode"+strconv.Itoa(n), func(b *testing.B) {
+			b.ResetTimer()
+			for range b.N {
+				_, err := tokenizer.Encode(string(bts), true)
+				if err != nil {
+					b.Fatal(err)
+				}
+			}
+		})
+
+		b.Run("decode"+strconv.Itoa(n), func(b *testing.B) {
+			ids, err := tokenizer.Encode(string(bts), true)
+			if err != nil {
+				b.Fatal(err)
+			}
+
+			b.ResetTimer()
+			for range b.N {
+				_, err := tokenizer.Decode(ids)
+				if err != nil {
+					b.Fatal(err)
+				}
+			}
+		})
+
+		b.Run("split"+strconv.Itoa(n), func(b *testing.B) {
+			b.ResetTimer()
+			for range b.N {
+				slices.Collect(tokenizer.split(string(bts)))
+			}
+		})
+	}
+}
diff --git a/model/imageproc/images.go b/model/imageproc/images.go
new file mode 100644
index 0000000..7afe367
--- /dev/null
+++ b/model/imageproc/images.go
@@ -0,0 +1,111 @@
+package imageproc
+
+import (
+	"image"
+	"image/color"
+
+	"golang.org/x/image/draw"
+)
+
+var (
+	ImageNetDefaultMean  = [3]float32{0.485, 0.456, 0.406}
+	ImageNetDefaultSTD   = [3]float32{0.229, 0.224, 0.225}
+	ImageNetStandardMean = [3]float32{0.5, 0.5, 0.5}
+	ImageNetStandardSTD  = [3]float32{0.5, 0.5, 0.5}
+	ClipDefaultMean      = [3]float32{0.48145466, 0.4578275, 0.40821073}
+	ClipDefaultSTD       = [3]float32{0.26862954, 0.26130258, 0.27577711}
+)
+
+const (
+	ResizeBilinear = iota
+	ResizeNearestNeighbor
+	ResizeApproxBilinear
+	ResizeCatmullrom
+)
+
+// Composite returns an image with the alpha channel removed by drawing over a white background.
+func Composite(img image.Image) image.Image {
+	dst := image.NewRGBA(img.Bounds())
+
+	white := color.RGBA{255, 255, 255, 255}
+	draw.Draw(dst, dst.Bounds(), &image.Uniform{white}, image.Point{}, draw.Src)
+	draw.Draw(dst, dst.Bounds(), img, img.Bounds().Min, draw.Over)
+
+	return dst
+}
+
+// Resize returns an image which has been scaled to a new size.
+func Resize(img image.Image, newSize image.Point, method int) image.Image {
+	dst := image.NewRGBA(image.Rect(0, 0, newSize.X, newSize.Y))
+
+	kernels := map[int]draw.Interpolator{
+		ResizeBilinear:        draw.BiLinear,
+		ResizeNearestNeighbor: draw.NearestNeighbor,
+		ResizeApproxBilinear:  draw.ApproxBiLinear,
+		ResizeCatmullrom:      draw.CatmullRom,
+	}
+
+	kernel, ok := kernels[method]
+	if !ok {
+		panic("no resizing method found")
+	}
+
+	kernel.Scale(dst, dst.Rect, img, img.Bounds(), draw.Over, nil)
+
+	return dst
+}
+
+// Normalize returns a slice of float32 containing each of the r, g, b values for an image normalized around a value.
+func Normalize(img image.Image, mean, std [3]float32, rescale bool, channelFirst bool) []float32 {
+	var pixelVals []float32
+
+	bounds := img.Bounds()
+	if channelFirst {
+		var rVals, gVals, bVals []float32
+		for y := bounds.Min.Y; y < bounds.Max.Y; y++ {
+			for x := bounds.Min.X; x < bounds.Max.X; x++ {
+				c := img.At(x, y)
+				r, g, b, _ := c.RGBA()
+				var rVal, gVal, bVal float32
+				if rescale {
+					rVal = float32(r>>8) / 255.0
+					gVal = float32(g>>8) / 255.0
+					bVal = float32(b>>8) / 255.0
+				}
+
+				rVal = (rVal - mean[0]) / std[0]
+				gVal = (gVal - mean[1]) / std[1]
+				bVal = (bVal - mean[2]) / std[2]
+
+				rVals = append(rVals, rVal)
+				gVals = append(gVals, gVal)
+				bVals = append(bVals, bVal)
+			}
+		}
+
+		pixelVals = append(pixelVals, rVals...)
+		pixelVals = append(pixelVals, gVals...)
+		pixelVals = append(pixelVals, bVals...)
+	} else {
+		for y := bounds.Min.Y; y < bounds.Max.Y; y++ {
+			for x := bounds.Min.X; x < bounds.Max.X; x++ {
+				c := img.At(x, y)
+				r, g, b, _ := c.RGBA()
+				var rVal, gVal, bVal float32
+				if rescale {
+					rVal = float32(r>>8) / 255.0
+					gVal = float32(g>>8) / 255.0
+					bVal = float32(b>>8) / 255.0
+				}
+
+				rVal = (rVal - mean[0]) / std[0]
+				gVal = (gVal - mean[1]) / std[1]
+				bVal = (bVal - mean[2]) / std[2]
+
+				pixelVals = append(pixelVals, rVal, gVal, bVal)
+			}
+		}
+	}
+
+	return pixelVals
+}
diff --git a/model/imageproc/images_test.go b/model/imageproc/images_test.go
new file mode 100644
index 0000000..a2e9ed9
--- /dev/null
+++ b/model/imageproc/images_test.go
@@ -0,0 +1,177 @@
+package imageproc
+
+import (
+	"image"
+	"image/color"
+	"image/draw"
+	"reflect"
+	"testing"
+)
+
+func createImage(width, height int, fillCol color.RGBA) image.Image {
+	img := image.NewRGBA(image.Rect(0, 0, width, height))
+	draw.Draw(img, img.Bounds(), &image.Uniform{fillCol}, image.Point{}, draw.Src)
+	return img
+}
+
+func TestComposite(t *testing.T) {
+	tests := []struct {
+		name         string
+		img          image.Image
+		expectedRGBA color.RGBA
+	}{
+		{
+			name:         "Transparent image",
+			img:          createImage(5, 5, color.RGBA{0, 0, 0, 0}),
+			expectedRGBA: color.RGBA{255, 255, 255, 255},
+		},
+		{
+			name:         "Solid red image",
+			img:          createImage(5, 5, color.RGBA{255, 0, 0, 255}),
+			expectedRGBA: color.RGBA{255, 0, 0, 255},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			resultImg := Composite(tt.img)
+
+			// Check the pixel values in the resulting image
+			for x := range resultImg.Bounds().Dx() {
+				for y := range resultImg.Bounds().Dy() {
+					r, g, b, a := resultImg.At(x, y).RGBA()
+					expectedR, expectedG, expectedB, expectedA := tt.expectedRGBA.RGBA()
+
+					if r != expectedR || g != expectedG || b != expectedB || a != expectedA {
+						t.Errorf("Pixel mismatch at (%d, %d): got (%d, %d, %d, %d), want (%d, %d, %d, %d)",
+							x, y, r, g, b, a, expectedR, expectedG, expectedB, expectedA)
+					}
+				}
+			}
+		})
+	}
+}
+
+func TestResize(t *testing.T) {
+	tests := []struct {
+		name     string
+		img      image.Image
+		newSize  image.Point
+		method   int
+		expected image.Point
+	}{
+		{
+			name:     "Resize with bilinear interpolation",
+			img:      createImage(5, 5, color.RGBA{255, 0, 0, 255}),
+			newSize:  image.Point{10, 10},
+			method:   ResizeBilinear,
+			expected: image.Point{10, 10},
+		},
+		{
+			name:     "Resize with nearest neighbor",
+			img:      createImage(10, 10, color.RGBA{0, 255, 0, 255}),
+			newSize:  image.Point{5, 5},
+			method:   ResizeNearestNeighbor,
+			expected: image.Point{5, 5},
+		},
+		{
+			name:     "Resize with catmullrom",
+			img:      createImage(1024, 1024, color.RGBA{0, 0, 255, 255}),
+			newSize:  image.Point{10, 10},
+			method:   ResizeCatmullrom,
+			expected: image.Point{10, 10},
+		},
+		{
+			name:     "Resize with approx bilinear",
+			img:      createImage(1024, 768, color.RGBA{100, 100, 100, 255}),
+			newSize:  image.Point{4, 3},
+			method:   ResizeApproxBilinear,
+			expected: image.Point{4, 3},
+		},
+	}
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			resizedImg := Resize(tt.img, tt.newSize, tt.method)
+
+			if resizedImg.Bounds().Dx() != tt.expected.X || resizedImg.Bounds().Dy() != tt.expected.Y {
+				t.Errorf("Unexpected size for resized image: got (%d, %d), want (%d, %d)",
+					resizedImg.Bounds().Dx(), resizedImg.Bounds().Dy(), tt.expected.X, tt.expected.Y)
+			}
+		})
+	}
+}
+
+func TestResizeInvalidMethod(t *testing.T) {
+	defer func() {
+		if r := recover(); r == nil {
+			t.Errorf("Expected panic for invalid resizing method, but did not panic")
+		}
+	}()
+
+	img := createImage(10, 10, color.RGBA{0, 0, 0, 255})
+	Resize(img, image.Point{5, 5}, -1)
+}
+
+func TestNormalize(t *testing.T) {
+	tests := []struct {
+		name         string
+		img          image.Image
+		mean         [3]float32
+		std          [3]float32
+		rescale      bool
+		channelFirst bool
+		expected     []float32
+	}{
+		{
+			name:         "Rescale with channel first",
+			img:          createImage(2, 2, color.RGBA{128, 128, 128, 255}),
+			mean:         ImageNetStandardMean,
+			std:          ImageNetStandardSTD,
+			rescale:      true,
+			channelFirst: true,
+			expected: []float32{
+				0.003921628, 0.003921628, 0.003921628, 0.003921628, // R values
+				0.003921628, 0.003921628, 0.003921628, 0.003921628, // G values
+				0.003921628, 0.003921628, 0.003921628, 0.003921628, // B values
+			},
+		},
+		{
+			name:         "Rescale without channel first",
+			img:          createImage(2, 2, color.RGBA{255, 0, 0, 255}),
+			mean:         [3]float32{0.0, 0.0, 0.0},
+			std:          [3]float32{1.0, 1.0, 1.0},
+			rescale:      true,
+			channelFirst: false,
+			expected: []float32{
+				1.0, 0.0, 0.0,
+				1.0, 0.0, 0.0,
+				1.0, 0.0, 0.0,
+				1.0, 0.0, 0.0,
+			},
+		},
+		{
+			name:         "No rescale with mean/std adjustment",
+			img:          createImage(2, 2, color.RGBA{100, 150, 200, 255}),
+			mean:         ClipDefaultMean,
+			std:          ClipDefaultSTD,
+			rescale:      false,
+			channelFirst: false,
+			expected: []float32{
+				-1.7922626, -1.7520971, -1.4802198,
+				-1.7922626, -1.7520971, -1.4802198,
+				-1.7922626, -1.7520971, -1.4802198,
+				-1.7922626, -1.7520971, -1.4802198,
+			},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := Normalize(tt.img, tt.mean, tt.std, tt.rescale, tt.channelFirst)
+
+			if !reflect.DeepEqual(result, tt.expected) {
+				t.Errorf("Test %s failed: got %v, want %v", tt.name, result, tt.expected)
+			}
+		})
+	}
+}
diff --git a/model/input/input.go b/model/input/input.go
new file mode 100644
index 0000000..bd9b53e
--- /dev/null
+++ b/model/input/input.go
@@ -0,0 +1,72 @@
+package input
+
+import "github.com/ollama/ollama/ml"
+
+// Multimodal is a multimodal embedding or a component of one.
+// For example, it could be a row of an image that can be processed
+// independently.
+type Multimodal struct {
+	// Tensor is the embedding data. Implementations may chose what to
+	// store here or it may be nil if not needed. However, any ml.Tensor
+	// objects must be stored here and not in Data.
+	Tensor ml.Tensor
+
+	// Data is implementation-specific opaque data, such as metadata on how
+	// to layout Tensor. It may be nil if not needed. It may also store larger
+	// objects such as complete images if they are to be processed later.
+	Data any
+}
+
+// Input represents one token in the input stream
+type Input struct {
+	// Token is a single element of text.
+	Token int32
+
+	// Multimodal is represents a non-text element such as an
+	// image (or part of one if the image can be processed in pieces).
+	// It may be used either together with Token or on its own.
+	Multimodal []Multimodal
+
+	// MultimodalHash is a unique representation of the data
+	// stored in Multimodal, used for caching and comparing
+	// equality.
+	MultimodalHash uint64
+
+	// SameBatch forces the following number of tokens to be processed
+	// in a single batch, breaking and extending batches as needed.
+	// Useful for things like images that must be processed in one
+	// shot.
+	SameBatch int
+}
+
+// MultimodalIndex is a multimodal element (such as an image)
+// together with an index into the slice of Inputs with the
+// corresponding token. Note that the index is not the same
+// as the position - to find that use the index with the
+// Positions slice.
+type MultimodalIndex struct {
+	Index      int
+	Multimodal []Multimodal
+}
+
+// Batch contains the inputs for a model forward pass
+type Batch struct {
+	// Inputs is the input tokens, including placeholders for multimodal inputs.
+	Inputs ml.Tensor
+
+	// Multimodal is a set of multimodal embeddings previously created by
+	// EncodeMultimodal, along with an index into Inputs. Unused for text-only
+	// models or for batches without multimodal elements.
+	Multimodal []MultimodalIndex
+
+	// Positions is the position for each Input, relative to its sequence. Equal
+	// in length to Inputs.
+	Positions []int32
+
+	// Sequences is the sequence for each Input. Equal in length to Inputs.
+	Sequences []int
+
+	// Outputs are the set of indicies into Inputs for which output data should
+	// be returned.
+	Outputs []int32
+}
diff --git a/model/model.go b/model/model.go
new file mode 100644
index 0000000..39b68db
--- /dev/null
+++ b/model/model.go
@@ -0,0 +1,312 @@
+package model
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	_ "image/jpeg"
+	_ "image/png"
+	"log/slog"
+	"os"
+	"reflect"
+	"strconv"
+	"strings"
+
+	_ "golang.org/x/image/bmp"
+	_ "golang.org/x/image/tiff"
+	_ "golang.org/x/image/webp"
+
+	"github.com/ollama/ollama/fs"
+	fsggml "github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/logutil"
+	"github.com/ollama/ollama/ml"
+	_ "github.com/ollama/ollama/ml/backend"
+	"github.com/ollama/ollama/model/input"
+)
+
+var ErrNoVisionModel = errors.New("this model is missing data required for image input")
+
+// Model implements a specific model architecture, defining the forward pass and any model-specific configuration
+type Model interface {
+	Forward(ml.Context, input.Batch) (ml.Tensor, error)
+
+	Backend() ml.Backend
+	Config() config
+}
+
+// MultimodalProcessor must be implemented by multimodal models.
+type MultimodalProcessor interface {
+	// EncodeMultimodal processes a single input (such as an image) and
+	// generates an output (typically an embedding) that can be used by the model.
+	//
+	// The return value is one or more tensors, each with optional model-specific
+	// opaque metadata. Typically, the tensors might be views into an embedding
+	// with each view representing a chunk of data that can be processed independently
+	// in different batches.
+	//
+	// The result may be cached by the runner.
+	EncodeMultimodal(ml.Context, []byte) ([]input.Multimodal, error)
+
+	// PostTokenize is called after tokenization to allow the model to edit the
+	// input stream to correctly arrange multimodal elements.
+	//
+	// The input is a slice of tokens with the results of EncodeMultimodal interleaved
+	// in the order that the user provided them. Each element of the slice will be
+	// either a single token or single multimodal object.
+	//
+	// The model must ensure that inputs are stored according to how they will be
+	// processed and stored in the cache. For example, Llava-style models should insert
+	// placeholder tokens equal to the feature size of the corresponding image with
+	// the image itself attached to and split across these tokens. When Forward is called
+	// a partial subset of these tokens may be submitted according to the batch size.
+	//
+	// This function is also responsible for updating MultimodalHash for any Multimodal
+	// that is modified to ensure that there is a unique hash value that accurately
+	// represents the contents.
+	PostTokenize([]input.Input) ([]input.Input, error)
+}
+
+// Base implements the common fields and methods for all models
+type Base struct {
+	b ml.Backend
+	config
+}
+
+type config struct {
+	Cache kvcache.Cache
+}
+
+// Backend returns the underlying backend that will run the model
+func (m *Base) Backend() ml.Backend {
+	return m.b
+}
+
+func (m *Base) Config() config {
+	return m.config
+}
+
+var models = make(map[string]func(fs.Config) (Model, error))
+
+// Register registers a model constructor for the given architecture
+func Register(name string, f func(fs.Config) (Model, error)) {
+	if _, ok := models[name]; ok {
+		panic("model: model already registered")
+	}
+
+	models[name] = f
+}
+
+// New initializes a new model instance with the provided configuration based on the metadata in the model file
+func New(modelPath string, params ml.BackendParams) (Model, error) {
+	b, err := ml.NewBackend(modelPath, params)
+	if err != nil {
+		return nil, err
+	}
+
+	arch := b.Config().Architecture()
+	f, ok := models[arch]
+	if !ok {
+		return nil, fmt.Errorf("unsupported model architecture %q", arch)
+	}
+
+	m, err := f(b.Config())
+	if err != nil {
+		return nil, err
+	}
+
+	base := Base{b: b, config: m.Config()}
+
+	v := reflect.ValueOf(m)
+	v.Elem().Set(populateFields(base, v.Elem()))
+	return m, nil
+}
+
+func NewTextProcessor(s string) (TextProcessor, error) {
+	r, err := os.Open(s)
+	if err != nil {
+		return nil, err
+	}
+	defer r.Close()
+	meta, err := fsggml.Decode(r, -1)
+	if err != nil {
+		return nil, err
+	}
+	return getTextProcessor(meta.KV())
+}
+
+func getTextProcessor(kv fsggml.KV) (TextProcessor, error) {
+	arch := kv.Architecture()
+	f, ok := models[arch]
+	if !ok {
+		return nil, fmt.Errorf("unsupported model architecture %q", arch)
+	}
+	m, err := f(kv)
+	if err != nil {
+		return nil, err
+	}
+	tp, ok := m.(TextProcessor)
+	if !ok {
+		return nil, fmt.Errorf("%v is not a TextProcessor", m)
+	}
+	return tp, nil
+}
+
+func populateFields(base Base, v reflect.Value, tags ...Tag) reflect.Value {
+	t := v.Type()
+
+	if t.Kind() == reflect.Struct {
+		allNil := true
+		for i := range t.NumField() {
+			tt := t.Field(i).Type
+			vv := v.Field(i)
+			if !vv.CanSet() {
+				continue
+			}
+
+			// make a copy
+			tagsCopy := tags
+			if tag := t.Field(i).Tag.Get("gguf"); tag != "" {
+				tagsCopy = append(tagsCopy, ParseTags(tag))
+			}
+
+			if tt == reflect.TypeOf((*Base)(nil)).Elem() {
+				vv.Set(reflect.ValueOf(base))
+			} else if tt == reflect.TypeOf((*ml.Tensor)(nil)).Elem() {
+				var fn func([]Tag) [][]string
+				fn = func(tags []Tag) (values [][]string) {
+					if len(tags) < 1 {
+						return nil
+					}
+
+					values = [][]string{{tags[0].Name}}
+					for _, alt := range tags[0].Alternate {
+						values = append(values, []string{alt})
+					}
+
+					for i, value := range values {
+						for _, rest := range fn(tags[1:]) {
+							value = append(value, rest...)
+						}
+
+						values[i] = value
+					}
+
+					return values
+				}
+
+				names := fn(tagsCopy)
+				for _, name := range names {
+					if tensor := base.Backend().Get(strings.Join(name, ".")); tensor != nil {
+						slog.Log(context.TODO(), logutil.LevelTrace, "found tensor", "", tensor)
+						vv.Set(reflect.ValueOf(tensor))
+						break
+					}
+				}
+			} else if tt.Kind() == reflect.Pointer || tt.Kind() == reflect.Interface {
+				setPointer(base, vv, tagsCopy)
+			} else if tt.Kind() == reflect.Slice || tt.Kind() == reflect.Array {
+				for i := range vv.Len() {
+					vvv := vv.Index(i)
+					if vvv.Kind() == reflect.Pointer || vvv.Kind() == reflect.Interface {
+						setPointer(base, vvv, append(tagsCopy, Tag{Name: strconv.Itoa(i)}))
+					} else {
+						vvv.Set(populateFields(base, vvv, append(tagsCopy, Tag{Name: strconv.Itoa(i)})...))
+					}
+				}
+			}
+
+			if !canNil(tt) || !vv.IsNil() {
+				allNil = false
+			}
+		}
+
+		if allNil {
+			return reflect.Zero(t)
+		}
+	}
+
+	return v
+}
+
+func setPointer(base Base, v reflect.Value, tags []Tag) {
+	vv := v
+	if v.Kind() == reflect.Interface {
+		if v.IsNil() {
+			return
+		}
+
+		vv = vv.Elem()
+	}
+
+	vv = vv.Elem()
+	if v.IsNil() {
+		vv = reflect.New(v.Type().Elem()).Elem()
+	}
+
+	if f := populateFields(base, vv, tags...); f.CanAddr() {
+		v.Set(f.Addr())
+	}
+}
+
+type Tag struct {
+	Name      string
+	Alternate []string
+}
+
+func ParseTags(s string) (tag Tag) {
+	parts := strings.Split(s, ",")
+	if len(parts) > 0 {
+		tag.Name = parts[0]
+
+		for _, part := range parts[1:] {
+			if value, ok := strings.CutPrefix(part, "alt:"); ok {
+				tag.Alternate = append(tag.Alternate, value)
+			}
+		}
+	}
+
+	return
+}
+
+func canNil(t reflect.Type) bool {
+	return t.Kind() == reflect.Chan ||
+		t.Kind() == reflect.Func ||
+		t.Kind() == reflect.Interface ||
+		t.Kind() == reflect.Map ||
+		t.Kind() == reflect.Pointer ||
+		t.Kind() == reflect.Slice
+}
+
+func Forward(ctx ml.Context, m Model, inputs []int32, batch input.Batch) (ml.Tensor, error) {
+	if len(batch.Positions) != len(batch.Sequences) {
+		return nil, fmt.Errorf("length of positions (%v) must match length of seqs (%v)", len(batch.Positions), len(batch.Sequences))
+	}
+
+	if len(batch.Positions) < 1 {
+		return nil, errors.New("batch size cannot be less than 1")
+	}
+
+	var err error
+	batch.Inputs, err = ctx.Input().FromIntSlice(inputs, len(inputs))
+	if err != nil {
+		return nil, err
+	}
+
+	cache := m.Config().Cache
+	if cache != nil {
+		err := cache.StartForward(ctx, batch, false)
+		if err != nil {
+			return nil, err
+		}
+	}
+
+	t, err := m.Forward(ctx, batch)
+	if err != nil {
+		return nil, err
+	}
+
+	ctx.Forward(t).Compute(t)
+
+	return t, nil
+}
diff --git a/model/model_test.go b/model/model_test.go
new file mode 100644
index 0000000..717c425
--- /dev/null
+++ b/model/model_test.go
@@ -0,0 +1,177 @@
+package model
+
+import (
+	"reflect"
+	"slices"
+	"strings"
+	"testing"
+
+	"github.com/google/go-cmp/cmp"
+	"github.com/ollama/ollama/fs"
+	fsggml "github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/backend/ggml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model/input"
+)
+
+func TestParseTags(t *testing.T) {
+	cases := []struct {
+		value string
+		want  Tag
+	}{
+		{
+			value: "output",
+			want: Tag{
+				Name: "output",
+			},
+		},
+		{
+			value: "output,alt:token_embd",
+			want: Tag{
+				Name: "output",
+				Alternate: []string{
+					"token_embd",
+				},
+			},
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.value, func(t *testing.T) {
+			got := ParseTags(tt.value)
+			if diff := cmp.Diff(tt.want, got); diff != "" {
+				t.Errorf("ParseTags() returned unexpected values (-want +got):\n%s", diff)
+			}
+		})
+	}
+}
+
+type fakeBackend struct {
+	*ggml.Backend
+	names []string
+}
+
+type fakeTensor struct {
+	*ggml.Tensor
+	Name string
+}
+
+func (m *fakeBackend) Get(name string) ml.Tensor {
+	if slices.Contains(m.names, name) {
+		return &fakeTensor{Name: name}
+	}
+
+	return nil
+}
+
+func TestPopulateFields(t *testing.T) {
+	type fakeLayer struct {
+		Query  *nn.Linear `gguf:"attn_q"`
+		Key    *nn.Linear `gguf:"attn_k"`
+		Value  *nn.Linear `gguf:"attn_v"`
+		Output *nn.Linear `gguf:"attn_o"`
+	}
+
+	type fakeModel struct {
+		Input      *nn.Embedding `gguf:"input"`
+		OutputNorm *nn.RMSNorm   `gguf:"output_norm"`
+		Output     *nn.Linear    `gguf:"output"`
+		Layers     [2]fakeLayer  `gguf:"blk"`
+	}
+
+	var m fakeModel
+	v := reflect.ValueOf(&m)
+	v.Elem().Set(populateFields(Base{b: &fakeBackend{
+		names: []string{
+			"input.weight",
+			"blk.0.attn_q.weight",
+			"blk.0.attn_k.weight",
+			"blk.0.attn_v.weight",
+			"blk.1.attn_q.weight",
+			"blk.1.attn_k.weight",
+			"blk.1.attn_v.weight",
+			"output_norm.weight",
+			"output.weight",
+		},
+	}}, v.Elem()))
+
+	if diff := cmp.Diff(fakeModel{
+		Input:      &nn.Embedding{Weight: &fakeTensor{Name: "input.weight"}},
+		OutputNorm: &nn.RMSNorm{Weight: &fakeTensor{Name: "output_norm.weight"}},
+		Output:     &nn.Linear{Weight: &fakeTensor{Name: "output.weight"}},
+		Layers: [2]fakeLayer{
+			{
+				Query: &nn.Linear{Weight: &fakeTensor{Name: "blk.0.attn_q.weight"}},
+				Key:   &nn.Linear{Weight: &fakeTensor{Name: "blk.0.attn_k.weight"}},
+				Value: &nn.Linear{Weight: &fakeTensor{Name: "blk.0.attn_v.weight"}},
+			},
+			{
+				Query: &nn.Linear{Weight: &fakeTensor{Name: "blk.1.attn_q.weight"}},
+				Key:   &nn.Linear{Weight: &fakeTensor{Name: "blk.1.attn_k.weight"}},
+				Value: &nn.Linear{Weight: &fakeTensor{Name: "blk.1.attn_v.weight"}},
+			},
+		},
+	}, m); diff != "" {
+		t.Errorf("populateFields() set incorrect values (-want +got):\n%s", diff)
+	}
+}
+
+func TestPopulateFieldsAlternateName(t *testing.T) {
+	type fakeModel struct {
+		Input  *nn.Embedding `gguf:"input"`
+		Output *nn.Linear    `gguf:"output,alt:input"`
+	}
+
+	m := fakeModel{}
+	v := reflect.ValueOf(&m)
+	v.Elem().Set(populateFields(Base{b: &fakeBackend{
+		names: []string{
+			"input.weight",
+		},
+	}}, v.Elem()))
+
+	if diff := cmp.Diff(fakeModel{
+		Input:  &nn.Embedding{Weight: &fakeTensor{Name: "input.weight"}},
+		Output: &nn.Linear{Weight: &fakeTensor{Name: "input.weight"}},
+	}, m); diff != "" {
+		t.Errorf("populateFields() set incorrect values (-want +got):\n%s", diff)
+	}
+}
+
+func TestGetTextProcessor(t *testing.T) {
+	tp, err := getTextProcessor(fsggml.KV{})
+	if err == nil {
+		t.Error("expected error")
+	} else if !strings.Contains(err.Error(), "unsupported model architecture") {
+		t.Errorf("unexpected error: %v", err)
+	} else if tp != nil {
+		t.Error("expected nil tp")
+	}
+
+	models["dummy"] = func(fs.Config) (Model, error) {
+		return notTextProcessorModel{}, nil
+	}
+	tp, err = getTextProcessor(fsggml.KV{"general.architecture": "dummy"})
+	if err == nil {
+		t.Error("expected error")
+	} else if !strings.Contains(err.Error(), "not a TextProcessor") {
+		t.Errorf("unexpected error: %v", err)
+	} else if tp != nil {
+		t.Error("expected nil tp")
+	}
+}
+
+type notTextProcessorModel struct{}
+
+func (notTextProcessorModel) Forward(ml.Context, input.Batch) (ml.Tensor, error) {
+	panic("unimplemented")
+}
+
+func (notTextProcessorModel) Backend() ml.Backend {
+	panic("unimplemented")
+}
+
+func (notTextProcessorModel) Config() config {
+	panic("unimplemented")
+}
diff --git a/model/models/gemma2/model.go b/model/models/gemma2/model.go
new file mode 100644
index 0000000..a87534c
--- /dev/null
+++ b/model/models/gemma2/model.go
@@ -0,0 +1,219 @@
+package gemma2
+
+import (
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model"
+	"github.com/ollama/ollama/model/input"
+)
+
+type Options struct {
+	hiddenSize, numHeads, numKVHeads int
+	attnKeyLen, attnValLen           int
+	eps, ropeBase, ropeScale         float32
+	attnLogitSoftcap                 float32
+	finalLogitSoftcap                float32
+	largeModelScaling                bool
+}
+
+type Model struct {
+	model.Base
+	model.SentencePieceModel
+
+	TokenEmbedding *nn.Embedding `gguf:"token_embd"`
+	Layers         []Layer       `gguf:"blk"`
+	OutputNorm     *nn.RMSNorm   `gguf:"output_norm"`
+	Output         *nn.Linear    `gguf:"output,alt:token_embd"` // just set to token_embd?
+
+	*Options
+}
+
+const (
+	gemma27BLayerCount = 46
+)
+
+func New(c fs.Config) (model.Model, error) {
+	m := Model{
+		SentencePieceModel: model.NewSentencePieceModel(
+			&model.Vocabulary{
+				Values: c.Strings("tokenizer.ggml.tokens"),
+				Scores: c.Floats("tokenizer.ggml.scores"),
+				Types:  c.Ints("tokenizer.ggml.token_type"),
+				AddBOS: c.Bool("tokenizer.ggml.add_bos_token", true),
+				BOS:    []int32{int32(c.Uint("tokenizer.ggml.bos_token_id"))},
+				AddEOS: c.Bool("tokenizer.ggml.add_eos_token", false),
+				EOS: append(
+					[]int32{int32(c.Uint("tokenizer.ggml.eos_token_id"))},
+					c.Ints("tokenizer.ggml.eos_token_ids")...,
+				),
+			},
+		),
+		Layers: make([]Layer, c.Uint("block_count")),
+		Options: &Options{
+			hiddenSize:        int(c.Uint("embedding_length")),
+			numHeads:          int(c.Uint("attention.head_count")),
+			numKVHeads:        int(c.Uint("attention.head_count_kv")),
+			attnKeyLen:        int(c.Uint("attention.key_length")),
+			attnValLen:        int(c.Uint("attention.value_length")),
+			eps:               c.Float("attention.layer_norm_rms_epsilon"),
+			ropeBase:          c.Float("rope.freq_base", 10000.0),
+			ropeScale:         c.Float("rope.freq_scale", 1.0),
+			attnLogitSoftcap:  c.Float("attn_logit_softcapping"),
+			finalLogitSoftcap: c.Float("final_logit_softcapping"),
+		},
+	}
+
+	slidingWindowLen := int32(c.Uint("attention.sliding_window"))
+	m.Cache = kvcache.NewWrapperCache(kvcache.NewSWACache(slidingWindowLen, m.Shift), kvcache.NewCausalCache(m.Shift))
+	m.Cache.SetConfig(ml.CacheConfig{})
+
+	return &m, nil
+}
+
+type SelfAttention struct {
+	Query  *nn.Linear `gguf:"attn_q"`
+	Key    *nn.Linear `gguf:"attn_k"`
+	Value  *nn.Linear `gguf:"attn_v"`
+	Output *nn.Linear `gguf:"attn_output"`
+}
+
+func (sa *SelfAttention) Forward(ctx ml.Context, hiddenState, positionIDs ml.Tensor, cache kvcache.Cache, opts *Options) ml.Tensor {
+	batchSize := hiddenState.Dim(1)
+	ropeType := uint32(2)
+
+	q := sa.Query.Forward(ctx, hiddenState)
+	q = q.Reshape(ctx, opts.attnKeyLen, opts.numHeads, batchSize)
+	q = q.RoPE(ctx, positionIDs, nil, uint32(opts.attnKeyLen), ropeType, opts.ropeBase, opts.ropeScale)
+
+	if opts.largeModelScaling {
+		q = q.Scale(ctx, 1.0/math.Sqrt(float64(opts.hiddenSize/opts.numHeads)))
+	} else {
+		q = q.Scale(ctx, 1.0/math.Sqrt(float64(opts.attnKeyLen)))
+	}
+
+	k := sa.Key.Forward(ctx, hiddenState)
+	k = k.Reshape(ctx, opts.attnKeyLen, opts.numKVHeads, batchSize)
+	k = k.RoPE(ctx, positionIDs, nil, uint32(opts.attnKeyLen), ropeType, opts.ropeBase, opts.ropeScale)
+
+	v := sa.Value.Forward(ctx, hiddenState)
+	v = v.Reshape(ctx, opts.attnValLen, opts.numKVHeads, batchSize)
+
+	cache.Put(ctx, k, v)
+	k, v, mask := cache.Get(ctx)
+
+	q = q.Permute(ctx, 0, 2, 1, 3)
+	k = k.Permute(ctx, 0, 2, 1, 3)
+	v = v.Permute(ctx, 1, 2, 0, 3).Contiguous(ctx)
+
+	kq := k.Mulmat(ctx, q)
+
+	// logit softcap
+	kq = kq.Scale(ctx, 1.0/float64(opts.attnLogitSoftcap))
+	kq = kq.Tanh(ctx)
+	kq = kq.Scale(ctx, float64(opts.attnLogitSoftcap))
+
+	kq = kq.Add(ctx, mask)
+	kq = kq.Softmax(ctx)
+
+	kqv := v.Mulmat(ctx, kq)
+	kqv = kqv.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	kqv = kqv.Reshape(ctx, opts.attnValLen*opts.numHeads, batchSize)
+
+	return sa.Output.Forward(ctx, kqv)
+}
+
+func (m *Model) Shift(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
+	return key.RoPE(ctx, shift, nil, uint32(m.Options.attnKeyLen), uint32(2), m.Options.ropeBase, m.Options.ropeScale), nil
+}
+
+type MLP struct {
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+	Gate *nn.Linear `gguf:"ffn_gate"`
+}
+
+func (mlp *MLP) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *Options) ml.Tensor {
+	hiddenState = mlp.Gate.Forward(ctx, hiddenState).GELU(ctx).Mul(ctx, mlp.Up.Forward(ctx, hiddenState))
+	return mlp.Down.Forward(ctx, hiddenState)
+}
+
+type Layer struct {
+	AttentionNorm     *nn.RMSNorm `gguf:"attn_norm"`
+	SelfAttention     *SelfAttention
+	PostAttentionNorm *nn.RMSNorm `gguf:"post_attention_norm"`
+	MLPNorm           *nn.RMSNorm `gguf:"ffn_norm"`
+	MLP               *MLP
+	PostMLPNorm       *nn.RMSNorm `gguf:"post_ffw_norm"`
+}
+
+func (l *Layer) Forward(ctx ml.Context, hiddenState, positionIDs, outputs ml.Tensor, cache kvcache.Cache, opts *Options) ml.Tensor {
+	residual := hiddenState
+
+	hiddenState = l.AttentionNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.SelfAttention.Forward(ctx, hiddenState, positionIDs, cache, opts)
+	hiddenState = l.PostAttentionNorm.Forward(ctx, hiddenState, opts.eps)
+
+	// In the final layer (outputs != nil), optimize by pruning to just the token positions
+	// we need logits for.
+	if outputs != nil {
+		hiddenState = hiddenState.Rows(ctx, outputs)
+		residual = residual.Rows(ctx, outputs)
+	}
+
+	hiddenState = hiddenState.Add(ctx, residual)
+	residual = hiddenState
+
+	hiddenState = l.MLPNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.MLP.Forward(ctx, hiddenState, opts)
+	hiddenState = l.PostMLPNorm.Forward(ctx, hiddenState, opts.eps)
+	return hiddenState.Add(ctx, residual)
+}
+
+func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
+	positions, err := ctx.Input().FromIntSlice(batch.Positions, len(batch.Positions))
+	if err != nil {
+		return nil, err
+	}
+
+	outputs, err := ctx.Input().FromIntSlice(batch.Outputs, len(batch.Outputs))
+	if err != nil {
+		return nil, err
+	}
+
+	hiddenState := m.TokenEmbedding.Forward(ctx, batch.Inputs)
+	hiddenState = hiddenState.Scale(ctx, math.Sqrt(float64(m.Options.hiddenSize)))
+
+	if len(m.Layers) == gemma27BLayerCount {
+		m.Options.largeModelScaling = true
+	}
+
+	for i, layer := range m.Layers {
+		cacheType := i % 2
+		m.Cache.SetLayer(i)
+		wc := m.Cache.(*kvcache.WrapperCache)
+		wc.SetLayerType(cacheType)
+
+		var lastLayerOutputs ml.Tensor
+		if i == len(m.Layers)-1 {
+			lastLayerOutputs = outputs
+		}
+
+		hiddenState = layer.Forward(ctx, hiddenState, positions, lastLayerOutputs, m.Cache, m.Options)
+	}
+
+	hiddenState = m.OutputNorm.Forward(ctx, hiddenState, m.eps)
+	hiddenState = m.Output.Forward(ctx, hiddenState)
+
+	// final logit softcap
+	hiddenState = hiddenState.Scale(ctx, 1.0/float64(m.Options.finalLogitSoftcap))
+	hiddenState = hiddenState.Tanh(ctx)
+	return hiddenState.Scale(ctx, float64(m.Options.finalLogitSoftcap)), nil
+}
+
+func init() {
+	model.Register("gemma2", New)
+}
diff --git a/model/models/gemma3/model.go b/model/models/gemma3/model.go
new file mode 100644
index 0000000..89d1788
--- /dev/null
+++ b/model/models/gemma3/model.go
@@ -0,0 +1,162 @@
+package gemma3
+
+import (
+	"bytes"
+	"image"
+	"math"
+	"slices"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model"
+	"github.com/ollama/ollama/model/input"
+)
+
+type Model struct {
+	model.Base
+	model.SentencePieceModel
+
+	*VisionModel `gguf:"v,vision"`
+	*TextModel
+
+	*MultiModalProjector `gguf:"mm"`
+
+	ImageProcessor
+}
+
+var _ model.MultimodalProcessor = (*Model)(nil)
+
+type MultiModalProjector struct {
+	SoftEmbNorm     *nn.RMSNorm `gguf:"mm_soft_emb_norm"`
+	InputProjection *nn.Linear  `gguf:"mm_input_projection"`
+
+	tokensPerImage int
+}
+
+func (p *MultiModalProjector) Forward(ctx ml.Context, visionOutputs ml.Tensor, imageSize, patchSize int, eps float32) ml.Tensor {
+	l := visionOutputs.Dim(0)
+
+	visionOutputs = visionOutputs.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+	patchesPerImage := imageSize / patchSize
+	visionOutputs = visionOutputs.Reshape(ctx, patchesPerImage, patchesPerImage, l)
+
+	kernelSize := patchesPerImage / int(math.Sqrt(float64(p.tokensPerImage)))
+	visionOutputs = visionOutputs.AvgPool2D(ctx, kernelSize, kernelSize, 0)
+	visionOutputs = visionOutputs.Reshape(ctx, visionOutputs.Dim(0)*visionOutputs.Dim(1), l)
+	visionOutputs = visionOutputs.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+	visionOutputs = p.SoftEmbNorm.Forward(ctx, visionOutputs, eps)
+
+	// TODO: inputProjection must be transposed since they're incompatible with visionOutputs
+	visionOutputs = p.InputProjection.Weight.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx).Mulmat(ctx, visionOutputs)
+	return visionOutputs
+}
+
+func New(c fs.Config) (model.Model, error) {
+	m := Model{
+		SentencePieceModel: model.NewSentencePieceModel(
+			&model.Vocabulary{
+				Values: c.Strings("tokenizer.ggml.tokens"),
+				Scores: c.Floats("tokenizer.ggml.scores"),
+				Types:  c.Ints("tokenizer.ggml.token_type"),
+				AddBOS: c.Bool("tokenizer.ggml.add_bos_token", true),
+				BOS:    []int32{int32(c.Uint("tokenizer.ggml.bos_token_id"))},
+				AddEOS: c.Bool("tokenizer.ggml.add_eos_token", false),
+				EOS: append(
+					[]int32{
+						int32(c.Uint("tokenizer.ggml.eos_token_id")),
+						int32(c.Uint("tokenizer.ggml.eot_token_id", 106)),
+					},
+					c.Ints("tokenizer.ggml.eos_token_ids")...,
+				),
+			},
+		),
+		ImageProcessor: newImageProcessor(c),
+		VisionModel:    newVisionModel(c),
+		TextModel:      newTextModel(c),
+		MultiModalProjector: &MultiModalProjector{
+			tokensPerImage: int(c.Uint("mm_tokens_per_image", 256)),
+		},
+	}
+
+	slidingWindowLen := int32(c.Uint("attention.sliding_window"))
+	m.Cache = kvcache.NewWrapperCache(kvcache.NewSWACache(slidingWindowLen, m.Shift), kvcache.NewCausalCache(m.Shift))
+
+	return &m, nil
+}
+
+func (m *Model) EncodeMultimodal(ctx ml.Context, multimodalData []byte) ([]input.Multimodal, error) {
+	if len(m.VisionModel.Layers) == 0 {
+		return nil, model.ErrNoVisionModel
+	}
+
+	image, _, err := image.Decode(bytes.NewReader(multimodalData))
+	if err != nil {
+		return nil, err
+	}
+
+	f32s, err := m.ImageProcessor.ProcessImage(image)
+	if err != nil {
+		return nil, err
+	}
+
+	pixelValues, err := ctx.Input().FromFloatSlice(f32s,
+		m.ImageProcessor.imageSize,
+		m.ImageProcessor.imageSize,
+		m.ImageProcessor.numChannels,
+	)
+	if err != nil {
+		return nil, err
+	}
+
+	visionOutputs := m.VisionModel.Forward(ctx, pixelValues)
+	visionOutputs = m.MultiModalProjector.Forward(ctx, visionOutputs, m.imageSize, m.patchSize, m.VisionModel.eps)
+	return []input.Multimodal{{Tensor: visionOutputs}}, nil
+}
+
+func (m *Model) PostTokenize(inputs []input.Input) ([]input.Input, error) {
+	var result []input.Input
+
+	for _, inp := range inputs {
+		if len(inp.Multimodal) == 0 {
+			result = append(result, inp)
+		} else {
+			inputMultimodal := inp.Multimodal[0].Tensor
+
+			result = append(result,
+				input.Input{Token: 108, SameBatch: inputMultimodal.Dim(1) + 3}, // "\n\n"
+				input.Input{Token: 255999},                                     // "<start_of_image>""
+				input.Input{Multimodal: []input.Multimodal{{Tensor: inputMultimodal}}, MultimodalHash: inp.MultimodalHash}, // image data is on the first placeholder
+			)
+
+			// add image token placeholders
+			result = append(result, slices.Repeat([]input.Input{{Token: 0}}, inputMultimodal.Dim(1)-1)...)
+
+			result = append(result,
+				input.Input{Token: 256000}, // <end_of_image>
+				input.Input{Token: 108},    // "\n\n"
+			)
+		}
+	}
+
+	return result, nil
+}
+
+func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
+	positions, err := ctx.Input().FromIntSlice(batch.Positions, len(batch.Positions))
+	if err != nil {
+		return nil, err
+	}
+
+	outputs, err := ctx.Input().FromIntSlice(batch.Outputs, len(batch.Outputs))
+	if err != nil {
+		return nil, err
+	}
+
+	return m.TextModel.Forward(ctx, batch.Inputs, positions, outputs, batch, m.Cache), nil
+}
+
+func init() {
+	model.Register("gemma3", New)
+}
diff --git a/model/models/gemma3/model_text.go b/model/models/gemma3/model_text.go
new file mode 100644
index 0000000..a40614a
--- /dev/null
+++ b/model/models/gemma3/model_text.go
@@ -0,0 +1,201 @@
+package gemma3
+
+import (
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model/input"
+)
+
+type TextConfig struct {
+	hiddenSize, numHeads, numKVHeads int
+	attnKeyLen, attnValLen           int
+	eps, ropeScale                   float32
+	ropeLocalBase, ropeGlobalBase    float32
+	largeModelScaling                bool
+}
+
+type TextModel struct {
+	TokenEmbedding *nn.Embedding `gguf:"token_embd"`
+	Layers         []TextLayer   `gguf:"blk"`
+	OutputNorm     *nn.RMSNorm   `gguf:"output_norm"`
+	Output         *nn.Linear    `gguf:"output,alt:token_embd"`
+
+	*TextConfig
+}
+
+const (
+	gemmaGlobalCacheCount = 6
+	gemma27BLayerCount    = 62
+)
+
+const (
+	cacheTypeSWA = iota
+	cacheTypeCausal
+)
+
+func newTextModel(c fs.Config) *TextModel {
+	numBlocks := int(c.Uint("block_count"))
+
+	m := TextModel{
+		Layers: make([]TextLayer, numBlocks),
+		TextConfig: &TextConfig{
+			hiddenSize:     int(c.Uint("embedding_length")),
+			numHeads:       int(c.Uint("attention.head_count")),
+			numKVHeads:     int(c.Uint("attention.head_count_kv")),
+			attnKeyLen:     int(c.Uint("attention.key_length", 256)),
+			attnValLen:     int(c.Uint("attention.value_length", 256)),
+			eps:            c.Float("attention.layer_norm_rms_epsilon", 1e-06),
+			ropeLocalBase:  c.Float("rope.local.freq_base", 10000.0),
+			ropeGlobalBase: c.Float("rope.global.freq_base", 1000000.0),
+			ropeScale:      c.Float("rope.freq_scale", 1.0),
+		},
+	}
+
+	if numBlocks == gemma27BLayerCount {
+		m.largeModelScaling = true
+	}
+
+	return &m
+}
+
+type TextSelfAttention struct {
+	Query     *nn.Linear  `gguf:"attn_q"`
+	QueryNorm *nn.RMSNorm `gguf:"attn_q_norm"`
+	Key       *nn.Linear  `gguf:"attn_k"`
+	KeyNorm   *nn.RMSNorm `gguf:"attn_k_norm"`
+	Value     *nn.Linear  `gguf:"attn_v"`
+	Output    *nn.Linear  `gguf:"attn_output"`
+}
+
+func (sa *TextSelfAttention) Forward(ctx ml.Context, layer int, hiddenState, positionIDs ml.Tensor, cache kvcache.Cache, opts *TextConfig) ml.Tensor {
+	batchSize := hiddenState.Dim(1)
+	ropeType := uint32(2)
+
+	ropeBase := opts.ropeLocalBase
+	if (layer+1)%gemmaGlobalCacheCount == 0 {
+		ropeBase = opts.ropeGlobalBase
+	}
+
+	q := sa.Query.Forward(ctx, hiddenState)
+	q = q.Reshape(ctx, opts.attnKeyLen, opts.numHeads, batchSize)
+	q = sa.QueryNorm.Forward(ctx, q, opts.eps)
+	q = q.RoPE(ctx, positionIDs, nil, uint32(opts.attnKeyLen), ropeType, ropeBase, opts.ropeScale)
+
+	if opts.largeModelScaling {
+		q = q.Scale(ctx, 1.0/math.Sqrt(float64(opts.hiddenSize/opts.numHeads)))
+	} else {
+		q = q.Scale(ctx, 1.0/math.Sqrt(float64(opts.attnKeyLen)))
+	}
+
+	k := sa.Key.Forward(ctx, hiddenState)
+	k = k.Reshape(ctx, opts.attnKeyLen, opts.numKVHeads, batchSize)
+	k = sa.KeyNorm.Forward(ctx, k, opts.eps)
+	k = k.RoPE(ctx, positionIDs, nil, uint32(opts.attnKeyLen), ropeType, ropeBase, opts.ropeScale)
+
+	v := sa.Value.Forward(ctx, hiddenState)
+	v = v.Reshape(ctx, opts.attnValLen, opts.numKVHeads, batchSize)
+
+	scaleFactor := 1.0
+	kqv := nn.Attention(ctx, q, k, v, scaleFactor, cache)
+	kqv = kqv.Reshape(ctx, opts.attnValLen*opts.numHeads, batchSize)
+
+	return sa.Output.Forward(ctx, kqv)
+}
+
+func (m *TextModel) Shift(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
+	ropeBase := m.TextConfig.ropeLocalBase
+	if (layer+1)%gemmaGlobalCacheCount == 0 {
+		ropeBase = m.TextConfig.ropeGlobalBase
+	}
+
+	return key.RoPE(ctx, shift, nil, uint32(m.TextConfig.attnKeyLen), uint32(2), ropeBase, m.TextConfig.ropeScale), nil
+}
+
+type TextMLP struct {
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+	Gate *nn.Linear `gguf:"ffn_gate"`
+}
+
+func (mlp *TextMLP) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *TextConfig) ml.Tensor {
+	hiddenState = mlp.Gate.Forward(ctx, hiddenState).GELU(ctx).Mul(ctx, mlp.Up.Forward(ctx, hiddenState))
+	return mlp.Down.Forward(ctx, hiddenState)
+}
+
+type TextLayer struct {
+	AttentionNorm     *nn.RMSNorm `gguf:"attn_norm"`
+	SelfAttention     *TextSelfAttention
+	PostAttentionNorm *nn.RMSNorm `gguf:"post_attention_norm"`
+	MLPNorm           *nn.RMSNorm `gguf:"ffn_norm"`
+	MLP               *TextMLP
+	PostMLPNorm       *nn.RMSNorm `gguf:"post_ffw_norm"`
+}
+
+func (l *TextLayer) Forward(ctx ml.Context, layer int, hiddenState, positionIDs, outputs ml.Tensor, cache kvcache.Cache, opts *TextConfig) ml.Tensor {
+	residual := hiddenState
+
+	hiddenState = l.AttentionNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.SelfAttention.Forward(ctx, layer, hiddenState, positionIDs, cache, opts)
+	hiddenState = l.PostAttentionNorm.Forward(ctx, hiddenState, opts.eps)
+
+	// In the final layer (outputs != nil), optimize by pruning to just the token positions
+	// we need logits for.
+	if outputs != nil {
+		hiddenState = hiddenState.Rows(ctx, outputs)
+		residual = residual.Rows(ctx, outputs)
+	}
+
+	hiddenState = hiddenState.Add(ctx, residual)
+	residual = hiddenState
+
+	hiddenState = l.MLPNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.MLP.Forward(ctx, hiddenState, opts)
+	hiddenState = l.PostMLPNorm.Forward(ctx, hiddenState, opts.eps)
+	return hiddenState.Add(ctx, residual)
+}
+
+func (m *TextModel) Forward(ctx ml.Context, inputs, positions, outputs ml.Tensor, batch input.Batch, cache kvcache.Cache) ml.Tensor {
+	hiddenState := m.TokenEmbedding.Forward(ctx, inputs)
+	hiddenState = hiddenState.Scale(ctx, math.Sqrt(float64(m.TextConfig.hiddenSize)))
+
+	// set image embeddings
+	var except []int
+	for _, image := range batch.Multimodal {
+		visionOutputs := image.Multimodal[0].Tensor
+		ctx.Forward(visionOutputs.Copy(ctx, hiddenState.View(ctx, image.Index*hiddenState.Stride(1), visionOutputs.Dim(0)*visionOutputs.Dim(1))))
+
+		for i := range visionOutputs.Dim(1) {
+			except = append(except, image.Index+i)
+		}
+	}
+
+	for i, layer := range m.Layers {
+		// gemma alternates between the sliding window (local) and causal (global)
+		// kv cache every 6 layers
+		cacheType := cacheTypeSWA
+		if (i+1)%gemmaGlobalCacheCount == 0 {
+			cacheType = cacheTypeCausal
+		}
+		cache.SetLayer(i)
+		wc := cache.(*kvcache.WrapperCache)
+		wc.SetLayerType(cacheType)
+
+		if causal, ok := wc.UnderlyingCache().(*kvcache.Causal); ok {
+			causal.SetCausal(ctx, kvcache.CausalOptions{Except: except})
+		}
+
+		var lastLayerOutputs ml.Tensor
+		if i == len(m.Layers)-1 {
+			lastLayerOutputs = outputs
+		}
+
+		hiddenState = layer.Forward(ctx, i, hiddenState, positions, lastLayerOutputs, cache, m.TextConfig)
+	}
+
+	hiddenState = m.OutputNorm.Forward(ctx, hiddenState, m.eps)
+	return m.Output.Forward(ctx, hiddenState)
+}
diff --git a/model/models/gemma3/model_vision.go b/model/models/gemma3/model_vision.go
new file mode 100644
index 0000000..8b1a8eb
--- /dev/null
+++ b/model/models/gemma3/model_vision.go
@@ -0,0 +1,119 @@
+package gemma3
+
+import (
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+)
+
+var batchSize int = 1
+
+type VisionSelfAttention struct {
+	Query  *nn.Linear `gguf:"attn_q"`
+	Key    *nn.Linear `gguf:"attn_k"`
+	Value  *nn.Linear `gguf:"attn_v"`
+	Output *nn.Linear `gguf:"attn_output"`
+}
+
+func (sa *VisionSelfAttention) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	headDim := opts.hiddenSize / opts.numHeads
+
+	query := sa.Query.Forward(ctx, hiddenState)
+	key := sa.Key.Forward(ctx, hiddenState)
+	value := sa.Value.Forward(ctx, hiddenState)
+
+	query = query.Reshape(ctx, headDim, opts.numHeads, query.Dim(1), batchSize)
+	key = key.Reshape(ctx, headDim, opts.numHeads, key.Dim(1), batchSize)
+	value = value.Reshape(ctx, headDim, opts.numHeads, value.Dim(1), batchSize)
+
+	attention := nn.Attention(ctx, query, key, value, 1.0/math.Sqrt(float64(headDim)), nil)
+	attention = attention.Reshape(ctx, opts.hiddenSize, attention.Dim(2), batchSize)
+
+	hiddenState = sa.Output.Forward(ctx, attention)
+	return hiddenState
+}
+
+type VisionMLP struct {
+	FC1 *nn.Linear `gguf:"fc1"`
+	FC2 *nn.Linear `gguf:"fc2"`
+}
+
+func (mlp *VisionMLP) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	hiddenState = mlp.FC1.Forward(ctx, hiddenState).GELU(ctx)
+	hiddenState = mlp.FC2.Forward(ctx, hiddenState)
+	return hiddenState
+}
+
+type VisionEncoderLayer struct {
+	LayerNorm1    *nn.LayerNorm `gguf:"layer_norm1"`
+	SelfAttention *VisionSelfAttention
+
+	LayerNorm2 *nn.LayerNorm `gguf:"layer_norm2"`
+	MLP        *VisionMLP    `gguf:"mlp"`
+}
+
+func (e *VisionEncoderLayer) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	residual := hiddenState
+
+	// self attention
+	hiddenState = e.LayerNorm1.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = e.SelfAttention.Forward(ctx, hiddenState, opts)
+	hiddenState = hiddenState.Add(ctx, residual)
+	residual = hiddenState
+
+	// feed forward
+	hiddenState = e.LayerNorm2.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = e.MLP.Forward(ctx, hiddenState, opts)
+	return hiddenState.Add(ctx, residual)
+}
+
+type VisionModelOptions struct {
+	hiddenSize, numHeads int
+	imageSize, patchSize int
+	eps                  float32
+}
+
+type VisionModel struct {
+	PatchEmbedding    *nn.Conv2D    `gguf:"patch_embedding"`
+	PositionEmbedding *nn.Embedding `gguf:"position_embedding"`
+	PostLayerNorm     *nn.LayerNorm `gguf:"post_layernorm"`
+
+	Layers []VisionEncoderLayer `gguf:"blk"`
+
+	*VisionModelOptions
+}
+
+func (m *VisionModel) Forward(ctx ml.Context, pixelValues ml.Tensor) ml.Tensor {
+	numPatches := (m.imageSize / m.patchSize) * (m.imageSize / m.patchSize)
+
+	hiddenState := m.PatchEmbedding.Forward(ctx, pixelValues, m.patchSize, m.patchSize, 0, 0, 1, 1)
+	hiddenState = hiddenState.Reshape(ctx, numPatches, m.hiddenSize)
+	hiddenState = hiddenState.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+
+	positionIDs := ctx.Arange(0, float32(numPatches), 1, ml.DTypeI32)
+	hiddenState = hiddenState.Add(ctx, m.PositionEmbedding.Forward(ctx, positionIDs))
+
+	for _, layer := range m.Layers {
+		hiddenState = layer.Forward(ctx, hiddenState, m.VisionModelOptions)
+	}
+
+	hiddenState = m.PostLayerNorm.Forward(ctx, hiddenState, m.eps)
+	return hiddenState
+}
+
+func newVisionModel(c fs.Config) *VisionModel {
+	return &VisionModel{
+		Layers: make([]VisionEncoderLayer, c.Uint("vision.block_count")),
+		VisionModelOptions: &VisionModelOptions{
+			hiddenSize: int(c.Uint("vision.embedding_length")),
+			numHeads:   int(c.Uint("vision.attention.head_count")),
+
+			imageSize: int(c.Uint("vision.image_size")),
+			patchSize: int(c.Uint("vision.patch_size")),
+
+			eps: c.Float("vision.attention.layer_norm_epsilon"),
+		},
+	}
+}
diff --git a/model/models/gemma3/process_image.go b/model/models/gemma3/process_image.go
new file mode 100644
index 0000000..611a17b
--- /dev/null
+++ b/model/models/gemma3/process_image.go
@@ -0,0 +1,58 @@
+package gemma3
+
+import (
+	"image"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/model/imageproc"
+)
+
+type ImageProcessor struct {
+	imageSize, patchSize, numChannels int
+}
+
+func newImageProcessor(c fs.Config) ImageProcessor {
+	return ImageProcessor{
+		imageSize:   int(c.Uint("vision.image_size")),
+		patchSize:   int(c.Uint("vision.patch_size")),
+		numChannels: int(c.Uint("vision.num_channels")),
+	}
+}
+
+func (p *ImageProcessor) pack(img image.Image, mean, std [3]float32) []float32 {
+	var pixelVals, rVals, gVals, bVals []float32
+
+	bounds := img.Bounds()
+	for y := bounds.Min.Y; y < bounds.Max.Y; y++ {
+		for x := bounds.Min.X; x < bounds.Max.X; x++ {
+			c := img.At(x, y)
+			r, g, b, _ := c.RGBA()
+			rVal := float32(r>>8) / 255.0
+			gVal := float32(g>>8) / 255.0
+			bVal := float32(b>>8) / 255.0
+
+			rVal = (rVal - mean[0]) / std[0]
+			gVal = (gVal - mean[1]) / std[1]
+			bVal = (bVal - mean[2]) / std[2]
+
+			rVals = append(rVals, rVal)
+			gVals = append(gVals, gVal)
+			bVals = append(bVals, bVal)
+		}
+	}
+
+	pixelVals = append(pixelVals, rVals...)
+	pixelVals = append(pixelVals, gVals...)
+	pixelVals = append(pixelVals, bVals...)
+
+	return pixelVals
+}
+
+func (p ImageProcessor) ProcessImage(img image.Image) ([]float32, error) {
+	outputSize := image.Point{p.imageSize, p.imageSize}
+	newImage := imageproc.Composite(img)
+	newImage = imageproc.Resize(newImage, outputSize, imageproc.ResizeBilinear)
+
+	data := p.pack(newImage, imageproc.ImageNetStandardMean, imageproc.ImageNetStandardSTD)
+	return data, nil
+}
diff --git a/model/models/llama/model.go b/model/models/llama/model.go
new file mode 100644
index 0000000..9b85f1c
--- /dev/null
+++ b/model/models/llama/model.go
@@ -0,0 +1,172 @@
+package llama
+
+import (
+	"cmp"
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model"
+	"github.com/ollama/ollama/model/input"
+)
+
+type Options struct {
+	hiddenSize, numHeads, numKVHeads, headDim int
+	eps, ropeBase, ropeScale                  float32
+	ropeDim                                   uint32
+}
+
+type Model struct {
+	model.Base
+	model.BytePairEncoding
+
+	TokenEmbedding *nn.Embedding `gguf:"token_embd"`
+	Layers         []Layer       `gguf:"blk"`
+	OutputNorm     *nn.RMSNorm   `gguf:"output_norm"`
+	Output         *nn.Linear    `gguf:"output,alt:token_embd"`
+
+	*Options
+}
+
+func New(c fs.Config) (model.Model, error) {
+	m := Model{
+		BytePairEncoding: model.NewBytePairEncoding(
+			c.String("tokenizer.ggml.pretokenizer", `(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+`),
+			&model.Vocabulary{
+				Values: c.Strings("tokenizer.ggml.tokens"),
+				Types:  c.Ints("tokenizer.ggml.token_type"),
+				Merges: c.Strings("tokenizer.ggml.merges"),
+				AddBOS: c.Bool("tokenizer.ggml.add_bos_token", true),
+				BOS:    []int32{int32(c.Uint("tokenizer.ggml.bos_token_id"))},
+				AddEOS: c.Bool("tokenizer.ggml.add_eos_token", false),
+				EOS: append(
+					[]int32{int32(c.Uint("tokenizer.ggml.eos_token_id"))},
+					c.Ints("tokenizer.ggml.eos_token_ids")...,
+				),
+			},
+		),
+		Layers: make([]Layer, c.Uint("block_count")),
+		Options: &Options{
+			hiddenSize: int(c.Uint("embedding_length")),
+			numHeads:   int(c.Uint("attention.head_count")),
+			numKVHeads: int(c.Uint("attention.head_count_kv")),
+			headDim:    int(c.Uint("attention.key_length")),
+			eps:        c.Float("attention.layer_norm_rms_epsilon"),
+			ropeBase:   c.Float("rope.freq_base"),
+			ropeScale:  c.Float("rope.freq_scale", 1),
+			ropeDim:    c.Uint("rope.dimension_count"),
+		},
+	}
+
+	m.Cache = kvcache.NewCausalCache(m.Shift)
+
+	return &m, nil
+}
+
+type SelfAttention struct {
+	Query       *nn.Linear `gguf:"attn_q"`
+	Key         *nn.Linear `gguf:"attn_k"`
+	Value       *nn.Linear `gguf:"attn_v"`
+	Output      *nn.Linear `gguf:"attn_output"`
+	RopeFactors ml.Tensor  `gguf:"rope_freqs.weight"`
+}
+
+func (sa *SelfAttention) Forward(ctx ml.Context, hiddenState, positionIDs ml.Tensor, cache kvcache.Cache, opts *Options) ml.Tensor {
+	batchSize := hiddenState.Dim(1)
+	headDim := cmp.Or(opts.headDim, opts.hiddenSize/opts.numHeads)
+	ropeType := uint32(0)
+
+	q := sa.Query.Forward(ctx, hiddenState)
+	q = q.Reshape(ctx, headDim, opts.numHeads, batchSize)
+	q = q.RoPE(ctx, positionIDs, sa.RopeFactors, opts.ropeDim, ropeType, opts.ropeBase, opts.ropeScale)
+
+	k := sa.Key.Forward(ctx, hiddenState)
+	k = k.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+	k = k.RoPE(ctx, positionIDs, sa.RopeFactors, opts.ropeDim, ropeType, opts.ropeBase, opts.ropeScale)
+
+	v := sa.Value.Forward(ctx, hiddenState)
+	v = v.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+
+	scaleFactor := 1.0 / math.Sqrt(float64(headDim))
+	kqv := nn.Attention(ctx, q, k, v, scaleFactor, cache)
+	kqv = kqv.Reshape(ctx, headDim*opts.numHeads, batchSize)
+
+	return sa.Output.Forward(ctx, kqv)
+}
+
+func (m *Model) Shift(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
+	return key.RoPE(ctx, shift, m.Layers[layer].SelfAttention.RopeFactors, uint32(0), m.ropeDim, m.ropeBase, m.ropeScale), nil
+}
+
+type MLP struct {
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+	Gate *nn.Linear `gguf:"ffn_gate"`
+}
+
+func (mlp *MLP) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *Options) ml.Tensor {
+	hiddenState = mlp.Gate.Forward(ctx, hiddenState).SILU(ctx).Mul(ctx, mlp.Up.Forward(ctx, hiddenState))
+	return mlp.Down.Forward(ctx, hiddenState)
+}
+
+type Layer struct {
+	AttentionNorm *nn.RMSNorm `gguf:"attn_norm"`
+	SelfAttention *SelfAttention
+	MLPNorm       *nn.RMSNorm `gguf:"ffn_norm"`
+	MLP           *MLP
+}
+
+func (l *Layer) Forward(ctx ml.Context, hiddenState, positionIDs, outputs ml.Tensor, cache kvcache.Cache, opts *Options) ml.Tensor {
+	residual := hiddenState
+
+	hiddenState = l.AttentionNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.SelfAttention.Forward(ctx, hiddenState, positionIDs, cache, opts)
+
+	// In the final layer (outputs != nil), optimize by pruning to just the token positions
+	// we need logits for.
+	if outputs != nil {
+		hiddenState = hiddenState.Rows(ctx, outputs)
+		residual = residual.Rows(ctx, outputs)
+	}
+
+	hiddenState = hiddenState.Add(ctx, residual)
+	residual = hiddenState
+
+	hiddenState = l.MLPNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.MLP.Forward(ctx, hiddenState, opts)
+	return hiddenState.Add(ctx, residual)
+}
+
+func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
+	positions, err := ctx.Input().FromIntSlice(batch.Positions, len(batch.Positions))
+	if err != nil {
+		return nil, err
+	}
+
+	outputs, err := ctx.Input().FromIntSlice(batch.Outputs, len(batch.Outputs))
+	if err != nil {
+		return nil, err
+	}
+
+	hiddenState := m.TokenEmbedding.Forward(ctx, batch.Inputs)
+
+	for i, layer := range m.Layers {
+		m.Cache.SetLayer(i)
+
+		var lastLayerOutputs ml.Tensor
+		if i == len(m.Layers)-1 {
+			lastLayerOutputs = outputs
+		}
+
+		hiddenState = layer.Forward(ctx, hiddenState, positions, lastLayerOutputs, m.Cache, m.Options)
+	}
+
+	hiddenState = m.OutputNorm.Forward(ctx, hiddenState, m.eps)
+	return m.Output.Forward(ctx, hiddenState), nil
+}
+
+func init() {
+	model.Register("llama", New)
+}
diff --git a/model/models/llama4/model.go b/model/models/llama4/model.go
new file mode 100644
index 0000000..af5173a
--- /dev/null
+++ b/model/models/llama4/model.go
@@ -0,0 +1,200 @@
+package llama4
+
+import (
+	"bytes"
+	"image"
+	"slices"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model"
+	"github.com/ollama/ollama/model/input"
+)
+
+type Model struct {
+	model.Base
+	model.BytePairEncoding
+	ImageProcessor
+
+	*VisionModel `gguf:"v,vision"`
+	*Projector   `gguf:"mm"`
+	*TextModel
+}
+
+type Projector struct {
+	Linear1 *nn.Linear `gguf:"linear_1"`
+}
+
+func (p *Projector) Forward(ctx ml.Context, visionOutputs ml.Tensor) ml.Tensor {
+	return p.Linear1.Forward(ctx, visionOutputs)
+}
+
+func New(c fs.Config) (model.Model, error) {
+	m := Model{
+		BytePairEncoding: model.NewBytePairEncoding(
+			c.String("tokenizer.ggml.pretokenizer",
+				`[^\r\n\p{L}\p{N}]?[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]*[\p{Ll}\p{Lm}\p{Lo}\p{M}]+(?i:'s|'t|'re|'ve|'m|'ll|'d)?|[^\r\n\p{L}\p{N}]?[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]+[\p{Ll}\p{Lm}\p{Lo}\p{M}]*(?i:'s|'t|'re|'ve|'m|'ll|'d)?|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n/]*|\s*[\r\n]+|\s+(?!\S)|\s+`),
+			&model.Vocabulary{
+				Values: c.Strings("tokenizer.ggml.tokens"),
+				Types:  c.Ints("tokenizer.ggml.token_type"),
+				Merges: c.Strings("tokenizer.ggml.merges"),
+				AddBOS: c.Bool("tokenizer.ggml.add_bos_token", true),
+				BOS:    []int32{int32(c.Uint("tokenizer.ggml.bos_token_id"))},
+				AddEOS: c.Bool("tokenizer.ggml.add_eos_token", false),
+				EOS: append(
+					[]int32{int32(c.Uint("tokenizer.ggml.eos_token_id"))},
+					c.Ints("tokenizer.ggml.eos_token_ids")...,
+				),
+			},
+		),
+		ImageProcessor: newImageProcessor(c),
+		VisionModel:    newVisionModel(c),
+		TextModel:      newTextModel(c),
+	}
+
+	m.Cache = kvcache.NewWrapperCache(
+		kvcache.NewChunkedAttentionCache(int32(c.Uint("attention.chunk_size", 8192)), m.Shift),
+		kvcache.NewCausalCache(m.Shift),
+	)
+
+	return &m, nil
+}
+
+func (m *Model) EncodeMultimodal(ctx ml.Context, multimodalData []byte) ([]input.Multimodal, error) {
+	if len(m.VisionModel.Layers) < 1 {
+		return nil, model.ErrNoVisionModel
+	}
+
+	img, _, err := image.Decode(bytes.NewReader(multimodalData))
+	if err != nil {
+		return nil, err
+	}
+
+	pixelsLocal, pixelsGlobal, size, err := m.ProcessImage(img)
+	if err != nil {
+		return nil, err
+	}
+
+	tilesLocal, err := ctx.Input().FromFloatSlice(pixelsLocal, size.X, size.Y, m.numChannels)
+	if err != nil {
+		return nil, err
+	}
+
+	ratioW, ratioH := size.X/m.imageSize, size.Y/m.imageSize
+
+	tilesLocal = tilesLocal.Reshape(ctx, size.X/ratioW, ratioW, size.Y, m.numChannels).Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	tilesLocal = tilesLocal.Reshape(ctx, size.X/ratioW*size.Y/ratioH, ratioH, ratioW, m.numChannels).Permute(ctx, 0, 3, 2, 1).Contiguous(ctx)
+	tilesLocal = tilesLocal.Reshape(ctx, size.X/ratioW, size.Y/ratioH, m.numChannels, ratioH*ratioW)
+
+	pixelValues := tilesLocal
+
+	if len(pixelsGlobal) > 0 {
+		tilesGlobal, err := ctx.Input().FromFloatSlice(pixelsGlobal, m.imageSize, m.imageSize, m.numChannels)
+		if err != nil {
+			return nil, err
+		}
+
+		pixelValues = pixelValues.Concat(ctx, tilesGlobal, 3)
+	}
+
+	visionOutputs := m.VisionModel.Forward(ctx, pixelValues)
+	visionOutputs = visionOutputs.Reshape(ctx, visionOutputs.Dim(0), visionOutputs.Dim(1)*visionOutputs.Dim(2)*visionOutputs.Dim(3))
+	projectedOutputs := m.Projector.Forward(ctx, visionOutputs)
+
+	var multimodal []input.Multimodal
+	aspectRatio := image.Point{ratioW, ratioH}
+
+	var offset int
+	patchesPerChunk := projectedOutputs.Dim(1)
+	if aspectRatio.Y*aspectRatio.X > 1 {
+		patchesPerChunk = projectedOutputs.Dim(1) / (aspectRatio.X*aspectRatio.Y + 1)
+
+		for range aspectRatio.Y {
+			for x := range aspectRatio.X {
+				view := projectedOutputs.View(ctx, projectedOutputs.Stride(1)*offset,
+					projectedOutputs.Dim(0), projectedOutputs.Stride(1),
+					patchesPerChunk)
+				var separator separator
+				if x < aspectRatio.X-1 {
+					separator.x = true // <|tile_x_separator|>
+				} else {
+					separator.y = true // <|tile_y_separator|>
+				}
+				multimodal = append(multimodal, input.Multimodal{Tensor: view, Data: &separator})
+				offset += patchesPerChunk
+			}
+		}
+	}
+
+	view := projectedOutputs.View(ctx, projectedOutputs.Stride(1)*offset,
+		projectedOutputs.Dim(0), projectedOutputs.Stride(1),
+		patchesPerChunk)
+	multimodal = append(multimodal, input.Multimodal{Tensor: view, Data: &separator{}})
+
+	return multimodal, nil
+}
+
+type separator struct {
+	x bool
+	y bool
+}
+
+func (m *Model) PostTokenize(inputs []input.Input) ([]input.Input, error) {
+	var result []input.Input
+	for _, inp := range inputs {
+		if len(inp.Multimodal) == 0 {
+			result = append(result, inp)
+			continue
+		}
+
+		var imageInputs []input.Input
+		imageInputs = append(imageInputs, input.Input{Token: 200080}) // <|image_start|>
+
+		for i, mm := range inp.Multimodal {
+			patchesPerChunk := mm.Tensor.Dim(1)
+
+			if i < len(inp.Multimodal)-1 {
+				separator := mm.Data.(*separator)
+
+				imageInputs = append(imageInputs, input.Input{Token: 200092, Multimodal: []input.Multimodal{{Tensor: mm.Tensor}}, MultimodalHash: inp.MultimodalHash, SameBatch: patchesPerChunk}) // <|patch|>
+				imageInputs = append(imageInputs, slices.Repeat([]input.Input{{Token: 200092}}, patchesPerChunk-1)...)
+
+				if separator.x {
+					imageInputs = append(imageInputs, input.Input{Token: 200084}) // <|tile_x_separator|>
+				}
+				if separator.y {
+					imageInputs = append(imageInputs, input.Input{Token: 200085}) // <|tile_y_separator|>
+				}
+			} else {
+				imageInputs = append(imageInputs, input.Input{Token: 200090})                                                                                                                      // <|image|>
+				imageInputs = append(imageInputs, input.Input{Token: 200092, Multimodal: []input.Multimodal{{Tensor: mm.Tensor}}, MultimodalHash: inp.MultimodalHash, SameBatch: patchesPerChunk}) // <|patch|>
+				imageInputs = append(imageInputs, slices.Repeat([]input.Input{{Token: 200092}}, patchesPerChunk-1)...)
+				imageInputs = append(imageInputs, input.Input{Token: 200080}) // <|image_end|>
+			}
+		}
+
+		result = append(result, imageInputs...)
+	}
+
+	return result, nil
+}
+
+func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
+	positions, err := ctx.Input().FromIntSlice(batch.Positions, len(batch.Positions))
+	if err != nil {
+		return nil, err
+	}
+
+	outputs, err := ctx.Input().FromIntSlice(batch.Outputs, len(batch.Outputs))
+	if err != nil {
+		return nil, err
+	}
+
+	return m.TextModel.Forward(ctx, batch.Inputs, positions, outputs, batch, m.Cache), nil
+}
+
+func init() {
+	model.Register("llama4", New)
+}
diff --git a/model/models/llama4/model_text.go b/model/models/llama4/model_text.go
new file mode 100644
index 0000000..d98587b
--- /dev/null
+++ b/model/models/llama4/model_text.go
@@ -0,0 +1,254 @@
+package llama4
+
+import (
+	"cmp"
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model/input"
+)
+
+type TextAttention struct {
+	Query       *nn.Linear `gguf:"attn_q"`
+	Key         *nn.Linear `gguf:"attn_k"`
+	Value       *nn.Linear `gguf:"attn_v"`
+	Output      *nn.Linear `gguf:"attn_output"`
+	RopeFactors ml.Tensor  `gguf:"rope_factors"`
+}
+
+func (sa *TextAttention) Forward(ctx ml.Context, hiddenStates, positions, attentionScales ml.Tensor, cache kvcache.Cache, useRope bool, opts *TextOptions) ml.Tensor {
+	batchSize, headDim := hiddenStates.Dim(1), cmp.Or(opts.headDim, opts.hiddenSize/opts.numHeads)
+
+	query := sa.Query.Forward(ctx, hiddenStates)
+	key := sa.Key.Forward(ctx, hiddenStates)
+	value := sa.Value.Forward(ctx, hiddenStates)
+
+	query = query.Reshape(ctx, headDim, opts.numHeads, batchSize)
+	key = key.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+	value = value.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+
+	if useRope {
+		query = query.RoPE(ctx, positions, sa.RopeFactors, uint32(opts.ropeDim), uint32(0), opts.ropeBase, opts.ropeScale)
+		key = key.RoPE(ctx, positions, sa.RopeFactors, uint32(opts.ropeDim), uint32(0), opts.ropeBase, opts.ropeScale)
+	}
+
+	if opts.useQKNorm {
+		query = query.RMSNorm(ctx, nil, opts.eps)
+		key = key.RMSNorm(ctx, nil, opts.eps)
+	}
+
+	if attentionScales != nil && !useRope {
+		query = query.Mul(ctx, attentionScales)
+	}
+
+	attention := nn.Attention(ctx, query, key, value, 1./math.Sqrt(float64(headDim)), cache)
+	attention = attention.Reshape(ctx, opts.hiddenSize, batchSize)
+	return sa.Output.Forward(ctx, attention)
+}
+
+type TextMLP struct {
+	Gate *nn.Linear `gguf:"ffn_gate"`
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+}
+
+func (mlp *TextMLP) Forward(ctx ml.Context, hiddenStates ml.Tensor, opts *TextOptions) ml.Tensor {
+	hiddenStates = mlp.Gate.Forward(ctx, hiddenStates).SILU(ctx).Mul(ctx, mlp.Up.Forward(ctx, hiddenStates))
+	return mlp.Down.Forward(ctx, hiddenStates)
+}
+
+type TextExperts struct {
+	Gate ml.Tensor `gguf:"ffn_gate_exps.weight"`
+	Up   ml.Tensor `gguf:"ffn_up_exps.weight"`
+	Down ml.Tensor `gguf:"ffn_down_exps.weight"`
+}
+
+func (e *TextExperts) Forward(ctx ml.Context, hiddenStates, routerLogits ml.Tensor, opts *TextOptions) ml.Tensor {
+	experts := routerLogits.TopK(ctx, opts.numExpertsUsed)
+	scores := routerLogits.Sigmoid(ctx).Reshape(ctx, 1, opts.numExperts, hiddenStates.Dim(1)).Rows(ctx, experts)
+
+	hiddenStates = hiddenStates.Reshape(ctx, hiddenStates.Dim(0), 1, hiddenStates.Dim(1))
+	hiddenStates = hiddenStates.Repeat(ctx, 1, opts.numExpertsUsed)
+	hiddenStates = hiddenStates.Mul(ctx, scores)
+
+	upStates := e.Up.MulmatID(ctx, hiddenStates, experts)
+	gateStates := e.Gate.MulmatID(ctx, hiddenStates, experts)
+	downStates := e.Down.MulmatID(ctx, upStates.Mul(ctx, gateStates.SILU(ctx)), experts)
+
+	nextStates := downStates.View(ctx, 0, hiddenStates.Dim(0), downStates.Stride(2), hiddenStates.Dim(2))
+	for i := 1; i < opts.numExpertsUsed; i++ {
+		nextStates.Add(ctx, downStates.View(ctx, i*downStates.Stride(1), hiddenStates.Dim(0), downStates.Stride(2), hiddenStates.Dim(2)))
+	}
+
+	return nextStates
+}
+
+// TextSharedExpert is TextMLP with different tensor names
+type TextSharedExpert struct {
+	Gate *nn.Linear `gguf:"ffn_gate_shexp"`
+	Up   *nn.Linear `gguf:"ffn_up_shexp"`
+	Down *nn.Linear `gguf:"ffn_down_shexp"`
+}
+
+func (mlp *TextSharedExpert) Forward(ctx ml.Context, hiddenStates ml.Tensor, opts *TextOptions) ml.Tensor {
+	hiddenStates = mlp.Gate.Forward(ctx, hiddenStates).SILU(ctx).Mul(ctx, mlp.Up.Forward(ctx, hiddenStates))
+	return mlp.Down.Forward(ctx, hiddenStates)
+}
+
+type TextMOE struct {
+	Router       *nn.Linear `gguf:"ffn_gate_inp"`
+	Experts      *TextExperts
+	SharedExpert *TextSharedExpert
+}
+
+func (moe *TextMOE) Forward(ctx ml.Context, hiddenStates ml.Tensor, opts *TextOptions) ml.Tensor {
+	hiddenDim, sequenceLength, batchSize := hiddenStates.Dim(0), hiddenStates.Dim(1), hiddenStates.Dim(2)
+	hiddenStates = hiddenStates.Reshape(ctx, hiddenDim, sequenceLength*batchSize)
+	routerLogits := moe.Router.Forward(ctx, hiddenStates)
+
+	sharedStates := moe.SharedExpert.Forward(ctx, hiddenStates, opts)
+	routedStates := moe.Experts.Forward(ctx, hiddenStates, routerLogits, opts)
+	return sharedStates.Add(ctx, routedStates)
+}
+
+type TextFeedForward interface {
+	Forward(ctx ml.Context, hiddenStates ml.Tensor, opts *TextOptions) ml.Tensor
+}
+
+type TextLayer struct {
+	AttentionNorm *nn.LayerNorm `gguf:"attn_norm"`
+	Attention     *TextAttention
+
+	FFNNorm     *nn.LayerNorm `gguf:"ffn_norm"`
+	FeedForward TextFeedForward
+}
+
+func (d *TextLayer) Forward(ctx ml.Context, hiddenStates, positions, attentionScales, outputs ml.Tensor, cache kvcache.Cache, useRope bool, opts *TextOptions) ml.Tensor {
+	residual := hiddenStates
+
+	// self attention
+	hiddenStates = d.AttentionNorm.Forward(ctx, hiddenStates, opts.eps)
+	hiddenStates = d.Attention.Forward(ctx, hiddenStates, positions, attentionScales, cache, useRope, opts)
+
+	if outputs != nil {
+		hiddenStates = hiddenStates.Rows(ctx, outputs)
+		residual = residual.Rows(ctx, outputs)
+	}
+
+	hiddenStates = hiddenStates.Add(ctx, residual)
+	residual = hiddenStates
+
+	hiddenStates = d.FFNNorm.Forward(ctx, hiddenStates, opts.eps)
+	hiddenStates = d.FeedForward.Forward(ctx, hiddenStates, opts)
+
+	return residual.Add(ctx, hiddenStates)
+}
+
+type TextOptions struct {
+	hiddenSize                    int
+	numHeads, numKVHeads, headDim int
+	numExperts, numExpertsUsed    int
+	ropeDim                       int
+	ropeBase, ropeScale           float32
+	eps                           float32
+	interleaveLayerStep           int
+	noRopeInterval                int
+	useQKNorm                     bool
+	attentionTemperatureTuning    bool
+	attentionScale                float64
+	attentionFloorScale           float64
+}
+
+type TextModel struct {
+	Layers []TextLayer `gguf:"blk"`
+
+	TokenEmbedding *nn.Embedding `gguf:"token_embd"`
+	OutputNorm     *nn.LayerNorm `gguf:"output_norm"`
+	Output         *nn.Linear    `gguf:"output,alt:token_embd"`
+
+	*TextOptions
+}
+
+func newTextModel(c fs.Config) *TextModel {
+	layers := make([]TextLayer, c.Uint("block_count"))
+	interleaveLayerStep := c.Uint("interleave_moe_layer_step", 1)
+	for i := range layers {
+		if (i+1)%int(interleaveLayerStep) == 0 {
+			layers[i] = TextLayer{FeedForward: &TextMOE{}}
+		} else {
+			layers[i] = TextLayer{FeedForward: &TextMLP{}}
+		}
+	}
+
+	return &TextModel{
+		Layers: layers,
+		TextOptions: &TextOptions{
+			hiddenSize:                 int(c.Uint("embedding_length")),
+			numHeads:                   int(c.Uint("attention.head_count")),
+			numKVHeads:                 int(c.Uint("attention.head_count_kv")),
+			headDim:                    int(c.Uint("attention.head_dim", 128)),
+			numExperts:                 int(c.Uint("expert_count")),
+			numExpertsUsed:             int(c.Uint("expert_used_count")),
+			ropeDim:                    int(c.Uint("rope.dimension_count")),
+			ropeBase:                   c.Float("rope.freq_base"),
+			ropeScale:                  c.Float("rope.freq_scale", 1),
+			eps:                        c.Float("attention.layer_norm_rms_epsilon"),
+			interleaveLayerStep:        int(c.Uint("interleave_moe_layer_step", 1)),
+			noRopeInterval:             int(c.Uint("no_rope_interval", 4)),
+			useQKNorm:                  c.Bool("use_qk_norm", true),
+			attentionTemperatureTuning: c.Bool("attention.temperature_tuning", true),
+			attentionScale:             float64(c.Float("attention.scale", 0.1)),
+			attentionFloorScale:        float64(c.Float("attention.floor_scale", 8192)),
+		},
+	}
+}
+
+func (m *TextModel) Forward(ctx ml.Context, inputs, positions, outputs ml.Tensor, batch input.Batch, cache kvcache.Cache) ml.Tensor {
+	hiddenStates := m.TokenEmbedding.Forward(ctx, inputs).Duplicate(ctx)
+
+	for _, mi := range batch.Multimodal {
+		img := mi.Multimodal[0].Tensor
+		ctx.Forward(img.Copy(ctx, hiddenStates.View(ctx, mi.Index*hiddenStates.Stride(1), img.Dim(0)*img.Dim(1))))
+	}
+
+	var attentionScales ml.Tensor
+	if m.attentionTemperatureTuning {
+		scales := make([]float32, len(batch.Positions))
+		for i, p := range batch.Positions {
+			scales[i] = float32(math.Log(math.Floor(((float64(p)+1.0)/float64(m.attentionFloorScale))+1.0))*m.attentionScale + 1.0)
+		}
+
+		var err error
+		attentionScales, err = ctx.Input().FromFloatSlice(scales, 1, 1, len(scales))
+		if err != nil {
+			panic(err)
+		}
+	}
+
+	for i, layer := range m.Layers {
+		cache.SetLayer(i)
+		wc := cache.(*kvcache.WrapperCache)
+		wc.SetLayerType(1)
+		useChunkedAttention := (i+1)%m.noRopeInterval != 0
+		if useChunkedAttention {
+			wc.SetLayerType(0)
+		}
+
+		var lastLayerOutputs ml.Tensor
+		if i == len(m.Layers)-1 {
+			lastLayerOutputs = outputs
+		}
+
+		hiddenStates = layer.Forward(ctx, hiddenStates, positions, attentionScales, lastLayerOutputs, cache, useChunkedAttention, m.TextOptions)
+	}
+
+	hiddenStates = m.OutputNorm.Forward(ctx, hiddenStates, m.eps)
+	return m.Output.Forward(ctx, hiddenStates)
+}
+
+func (m *TextModel) Shift(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
+	return key.RoPE(ctx, shift, m.Layers[layer].Attention.RopeFactors, uint32(0), uint32(m.ropeDim), m.ropeBase, m.ropeScale), nil
+}
diff --git a/model/models/llama4/model_vision.go b/model/models/llama4/model_vision.go
new file mode 100644
index 0000000..e6b1afe
--- /dev/null
+++ b/model/models/llama4/model_vision.go
@@ -0,0 +1,256 @@
+package llama4
+
+import (
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+)
+
+type VisionAttention struct {
+	Query  *nn.Linear `gguf:"attn_q"`
+	Key    *nn.Linear `gguf:"attn_k"`
+	Value  *nn.Linear `gguf:"attn_v"`
+	Output *nn.Linear `gguf:"attn_output"`
+}
+
+// applyVisionRotaryEmbedding applies 2D rotary embedding to the input tensor.
+// This is equivalent to the Pytorch implmentation using half rotations:
+//
+//	cos, sin = torch.cos(freqs), torch.sin(freqs)
+//	cos = cos.unsqueeze(-1)
+//	sin = sin.unsqueeze(-1)
+//	t = t.reshape(*t.shape[:-1], -1, 2)
+//	t_out = (t * cos) + (_rotate_half(t) * sin)
+//	t_out = t_out.flatten(3)
+//
+// Which is equivalent to the Pytorch implementation using complex numbers:
+//
+//	t_ = torch.view_as_complex(t.float().reshape(*t.shape[:-1], -1, 2))
+//	freqs_ci = reshape_for_broadcast(freqs_ci=freq_cis, t=t_)  # freqs_ci[:,:,None,:]
+//	freqs_ci = freqs_ci.to(t_.device)
+//	t_out = torch.view_as_real(t_ * freqs_ci).flatten(3)
+//
+// Due to the 1) the dimensional and 2) the datatype limitations of current backends,
+// we need to use a different approach to achieve the same result.
+func applyVisionRotaryEmbedding(ctx ml.Context, t, cos, sin ml.Tensor) ml.Tensor {
+	width, height, channels, tiles := t.Dim(0), t.Dim(1), t.Dim(2), t.Dim(3)
+
+	t = t.Reshape(ctx, 2, t.Dim(0)/2, t.Dim(1)*t.Dim(2)*t.Dim(3))
+
+	// t1 = t[..., 0::2]
+	t1 := t.View(ctx, 0, 1, t.Stride(1), t.Dim(1), t.Stride(2), t.Dim(2)).Contiguous(ctx)
+	t1 = t1.Reshape(ctx, width/2, height, channels, tiles)
+
+	// t2 = t[..., 1::2]
+	t2 := t.View(ctx, t.Stride(0), 1, t.Stride(1), t.Dim(1), t.Stride(2), t.Dim(2)).Contiguous(ctx)
+	t2 = t2.Reshape(ctx, width/2, height, channels, tiles)
+
+	// cos_out = torch.stack((t1 * cos, t2 * cos), dim=-1)
+	cosOut := t1.Mul(ctx, cos).Concat(ctx, t2.Mul(ctx, cos), 0)
+	cosOut = cosOut.Reshape(ctx, cosOut.Dim(0)/2, 2, cosOut.Dim(1)*cosOut.Dim(2)*cosOut.Dim(3))
+	cosOut = cosOut.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+	cosOut = cosOut.Reshape(ctx, width, height, channels, tiles)
+
+	// sin_out = torch.stack((-t2 * sin, t1 * sin), dim=-1)
+	sinOut := t2.Neg(ctx).Mul(ctx, sin).Concat(ctx, t1.Mul(ctx, sin), 0)
+	sinOut = sinOut.Reshape(ctx, sinOut.Dim(0)/2, 2, sinOut.Dim(1)*sinOut.Dim(2)*sinOut.Dim(3))
+	sinOut = sinOut.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+	sinOut = sinOut.Reshape(ctx, width, height, channels, tiles)
+
+	return cosOut.Add(ctx, sinOut)
+}
+
+func (sa *VisionAttention) Forward(ctx ml.Context, hiddenState, cos, sin ml.Tensor, opts *VisionOptions) ml.Tensor {
+	headDim := opts.hiddenSize / opts.numHeads
+
+	query := sa.Query.Forward(ctx, hiddenState)
+	key := sa.Key.Forward(ctx, hiddenState)
+	value := sa.Value.Forward(ctx, hiddenState)
+
+	query = query.Reshape(ctx, headDim, opts.numHeads, query.Dim(1), query.Dim(2))
+	key = key.Reshape(ctx, headDim, opts.numHeads, key.Dim(1), key.Dim(2))
+	value = value.Reshape(ctx, headDim, opts.numHeads, value.Dim(1), value.Dim(2))
+
+	query = applyVisionRotaryEmbedding(ctx, query, cos, sin)
+	key = applyVisionRotaryEmbedding(ctx, key, cos, sin)
+
+	attention := nn.Attention(ctx, query, key, value, 1./math.Sqrt(float64(headDim)), nil)
+	attention = attention.Reshape(ctx, opts.hiddenSize, attention.Dim(2), attention.Dim(3))
+	return sa.Output.Forward(ctx, attention)
+}
+
+type VisionMLP struct {
+	FC1 *nn.Linear `gguf:"fc1"`
+	FC2 *nn.Linear `gguf:"fc2"`
+}
+
+func (mlp *VisionMLP) Forward(ctx ml.Context, hiddenStates ml.Tensor, opts *VisionOptions) ml.Tensor {
+	hiddenStates = mlp.FC1.Forward(ctx, hiddenStates).GELU(ctx)
+	hiddenStates = mlp.FC2.Forward(ctx, hiddenStates)
+	return hiddenStates
+}
+
+type VisionLayer struct {
+	InputLayerNorm *nn.LayerNorm `gguf:"attn_norm"`
+	*VisionAttention
+
+	PostAttentionNorm *nn.LayerNorm `gguf:"ffn_norm"`
+	*VisionMLP        `gguf:"mlp"`
+}
+
+func (e *VisionLayer) Forward(ctx ml.Context, hiddenStates, cos, sin ml.Tensor, opts *VisionOptions) ml.Tensor {
+	residual := hiddenStates
+
+	// self attention
+	hiddenStates = e.InputLayerNorm.Forward(ctx, hiddenStates, opts.eps)
+	hiddenStates = e.VisionAttention.Forward(ctx, hiddenStates, cos, sin, opts)
+	hiddenStates = hiddenStates.Add(ctx, residual)
+
+	// MLP
+	residual = hiddenStates
+	hiddenStates = e.PostAttentionNorm.Forward(ctx, hiddenStates, opts.eps)
+	hiddenStates = e.VisionMLP.Forward(ctx, hiddenStates, opts)
+	hiddenStates = hiddenStates.Add(ctx, residual)
+
+	return hiddenStates
+}
+
+type VisionAdapter struct {
+	FC1 *nn.Linear `gguf:"mlp.fc1"`
+	FC2 *nn.Linear `gguf:"mlp.fc2"`
+}
+
+func (a *VisionAdapter) Forward(ctx ml.Context, hiddenStates ml.Tensor, opts *VisionOptions) ml.Tensor {
+	patches := hiddenStates.Dim(1)
+	patchSize := int(math.Sqrt(float64(patches)))
+
+	hiddenStates = hiddenStates.Reshape(ctx, hiddenStates.Dim(0), patchSize, patchSize, hiddenStates.Dim(2))
+
+	channels, width, height, tiles := hiddenStates.Dim(0), hiddenStates.Dim(1), hiddenStates.Dim(2), hiddenStates.Dim(3)
+
+	channels, width = int(float32(channels)/opts.pixelShuffleRatio), int(float32(width)*opts.pixelShuffleRatio)
+	hiddenStates = hiddenStates.Reshape(ctx, channels, width, height, tiles)
+	hiddenStates = hiddenStates.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+
+	channels, height = int(float32(channels)/opts.pixelShuffleRatio), int(float32(height)*opts.pixelShuffleRatio)
+	hiddenStates = hiddenStates.Reshape(ctx, channels, width, height, tiles)
+	hiddenStates = hiddenStates.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+
+	hiddenStates = hiddenStates.Reshape(ctx, channels, width*height, tiles)
+
+	hiddenStates = a.FC1.Forward(ctx, hiddenStates).GELU(ctx)
+	hiddenStates = a.FC2.Forward(ctx, hiddenStates).GELU(ctx)
+	return hiddenStates
+}
+
+type VisionOptions struct {
+	hiddenSize, numHeads int
+	imageSize, patchSize int
+
+	ropeTheta         float32
+	eps               float32
+	pixelShuffleRatio float32
+}
+
+type PatchEmbedding struct {
+	*nn.Linear
+}
+
+func (p *PatchEmbedding) Forward(ctx ml.Context, hiddenStates ml.Tensor, opts *VisionOptions) ml.Tensor {
+	kernel := ctx.Input().Empty(ml.DTypeF32, opts.patchSize, opts.patchSize, hiddenStates.Dim(2))
+	hiddenStates = kernel.IM2Col(ctx, hiddenStates, opts.patchSize, opts.patchSize, 0, 0, 1, 1)
+	hiddenStates = hiddenStates.Reshape(ctx, hiddenStates.Dim(0), hiddenStates.Dim(1)*hiddenStates.Dim(2), hiddenStates.Dim(3))
+	return p.Linear.Forward(ctx, hiddenStates)
+}
+
+type VisionModel struct {
+	Layers []VisionLayer `gguf:"blk"`
+
+	*PatchEmbedding     `gguf:"patch_embedding"`
+	ClassEmbedding      ml.Tensor `gguf:"class_embedding"`
+	PositionalEmbedding ml.Tensor `gguf:"positional_embedding_vlm"`
+
+	LayerNormPre  *nn.LayerNorm `gguf:"layernorm_pre"`
+	LayerNormPost *nn.LayerNorm `gguf:"layernorm_post"`
+
+	*VisionAdapter `gguf:"vision_adapter"`
+
+	*VisionOptions
+}
+
+func newVisionModel(c fs.Config) *VisionModel {
+	return &VisionModel{
+		Layers: make([]VisionLayer, c.Uint("vision.block_count")),
+		VisionOptions: &VisionOptions{
+			hiddenSize:        int(c.Uint("vision.embedding_length")),
+			numHeads:          int(c.Uint("vision.attention.head_count")),
+			imageSize:         int(c.Uint("vision.image_size")),
+			patchSize:         int(c.Uint("vision.patch_size")),
+			ropeTheta:         float32(c.Float("vision.rope.freq_base")),
+			eps:               c.Float("vision.layer_norm_epsilon"),
+			pixelShuffleRatio: float32(c.Float("vision.pixel_shuffle_ratio")),
+		},
+	}
+}
+
+func (m *VisionModel) Forward(ctx ml.Context, pixelValues ml.Tensor) ml.Tensor {
+	hiddenStates := m.PatchEmbedding.Forward(ctx, pixelValues, m.VisionOptions)
+	hiddenStates = hiddenStates.Concat(ctx, m.ClassEmbedding.Repeat(ctx, 2, hiddenStates.Dim(2)), 1)
+
+	hiddenStates = hiddenStates.Add(ctx, m.PositionalEmbedding)
+	hiddenStates = m.LayerNormPre.Forward(ctx, hiddenStates, m.eps)
+
+	cos, sin := m.rotaryEmbedding(ctx)
+	for _, layer := range m.Layers {
+		hiddenStates = layer.Forward(ctx, hiddenStates, cos, sin, m.VisionOptions)
+	}
+
+	hiddenStates = m.LayerNormPost.Forward(ctx, hiddenStates, m.eps)
+	hiddenStates = hiddenStates.Pad(ctx, 0, -1, 0, 0)
+	hiddenStates = m.VisionAdapter.Forward(ctx, hiddenStates, m.VisionOptions)
+	return hiddenStates
+}
+
+// floorDiv is a helper function to perform floor division. This mimics PyTorch's div(round_mode='floor') function
+// which in turn mimics Python's // operator.
+func floorDiv[T int | int16 | int32 | int64 | uint | uint16 | uint32 | uint64](a, b T) T {
+	if b == 0 {
+		panic("division by zero")
+	}
+
+	if (a >= 0 && b > 0) || (a <= 0 && b < 0) || a%b == 0 {
+		return a / b
+	}
+
+	return a/b - 1
+}
+
+func (m *VisionModel) rotaryEmbedding(ctx ml.Context) (ml.Tensor, ml.Tensor) {
+	patchesPerSide := m.imageSize / m.patchSize
+	numPatches := patchesPerSide*patchesPerSide + 1
+
+	headDim := m.hiddenSize / m.numHeads
+	freqDim := headDim / 2
+
+	freqs := make([]float32, numPatches*freqDim)
+	for i := range numPatches - 1 {
+		for j := 0; j < freqDim; j += 2 {
+			positionX := i*freqDim/2 + j/2
+			positionY := (i+numPatches)*freqDim/2 + j/2
+			ropeFreq := math.Pow(float64(m.ropeTheta), float64(j)*2/float64(headDim))
+			freqs[positionX] = float32(float64(1+i-floorDiv(i, patchesPerSide)*patchesPerSide) / ropeFreq)
+			freqs[positionY] = float32(float64(1+floorDiv(i, patchesPerSide)) / ropeFreq)
+		}
+	}
+
+	ropeFreqs, err := ctx.Input().FromFloatSlice(freqs, freqDim/2, numPatches, 2)
+	if err != nil {
+		panic(err)
+	}
+
+	ropeFreqs = ropeFreqs.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	ropeFreqs = ropeFreqs.Reshape(ctx, freqDim, 1, numPatches)
+	return ropeFreqs.Cos(ctx), ropeFreqs.Sin(ctx)
+}
diff --git a/model/models/llama4/process_image.go b/model/models/llama4/process_image.go
new file mode 100644
index 0000000..916f6f9
--- /dev/null
+++ b/model/models/llama4/process_image.go
@@ -0,0 +1,167 @@
+package llama4
+
+import (
+	"cmp"
+	"image"
+	"math"
+	"slices"
+	"sort"
+
+	"golang.org/x/image/draw"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/model/imageproc"
+)
+
+type ImageProcessor struct {
+	imageSize, patchSize, numChannels, maxUpscalingSize int
+}
+
+func newImageProcessor(c fs.Config) ImageProcessor {
+	return ImageProcessor{
+		imageSize:        int(c.Uint("vision.image_size")),
+		patchSize:        int(c.Uint("vision.patch_size")),
+		numChannels:      int(c.Uint("vision.num_channels", 3)),
+		maxUpscalingSize: int(c.Uint("vision.max_upscaling_size", 448)),
+	}
+}
+
+func factors(n int) []int {
+	var result []int
+	seen := make(map[int]bool)
+
+	for i := 1; i <= n/2; i++ {
+		if n%i == 0 && !seen[i] {
+			result = append(result, i)
+			seen[i] = true
+		}
+	}
+
+	result = append(result, n)
+	sort.Ints(result)
+
+	return result
+}
+
+func (p ImageProcessor) supportedResolutions() []image.Point {
+	var resolutions []image.Point
+
+	aspectMap := make(map[float64][]image.Point)
+	for i := p.patchSize; i >= 1; i-- {
+		for _, f := range factors(i) {
+			x := f
+			y := i / f
+			k := float64(y) / float64(x)
+			aspectMap[k] = append(aspectMap[k], image.Point{x, y})
+		}
+	}
+
+	for _, v := range aspectMap {
+		for _, i := range v {
+			resolutions = append(resolutions, image.Point{i.X * p.imageSize, i.Y * p.imageSize})
+		}
+	}
+
+	return resolutions
+}
+
+func (p ImageProcessor) bestResolution(img image.Point, possibleResolutions []image.Point, resizeToMaxCanvas bool) image.Point {
+	w, h := img.X, img.Y
+
+	scales := make([]float64, len(possibleResolutions))
+
+	for i, res := range possibleResolutions {
+		scaleW := float64(res.X) / float64(w)
+		scaleH := float64(res.Y) / float64(h)
+		scale := math.Min(scaleW, scaleH)
+
+		scales[i] = scale
+	}
+
+	minAboveOne := func(scales []float64) (float64, bool) {
+		min := math.MaxFloat64
+		found := false
+
+		for _, s := range scales {
+			if s >= 1.0 && s < min {
+				min = s
+				found = true
+			}
+		}
+
+		return min, found
+	}
+
+	bestScale, ok := minAboveOne(scales)
+	if resizeToMaxCanvas || !ok {
+		bestScale = slices.Max(scales)
+	}
+
+	var bestOptions []image.Point
+	for i, scale := range scales {
+		if math.Abs(scale-bestScale) < 1e-6 {
+			bestOptions = append(bestOptions, possibleResolutions[i])
+		}
+	}
+
+	var chosenResolution image.Point
+	if len(bestOptions) > 1 {
+		chosenResolution = slices.MinFunc(bestOptions, func(a, b image.Point) int {
+			return cmp.Compare(a.X*a.Y, b.X*b.Y)
+		})
+	} else {
+		chosenResolution = bestOptions[0]
+	}
+
+	return chosenResolution
+}
+
+func (p ImageProcessor) maxResolution(imageRes, targetRes image.Point) image.Point {
+	scaleW := float64(targetRes.X) / float64(imageRes.X)
+	scaleH := float64(targetRes.Y) / float64(imageRes.Y)
+
+	var newRes image.Point
+	if scaleW < scaleH {
+		newRes = image.Point{
+			targetRes.X,
+			int(math.Min(math.Floor(float64(imageRes.Y)*scaleW), float64(targetRes.Y))),
+		}
+	} else {
+		newRes = image.Point{
+			int(math.Min(math.Floor(float64(imageRes.X)*scaleH), float64(targetRes.X))),
+			targetRes.Y,
+		}
+	}
+
+	return newRes
+}
+
+func (p ImageProcessor) pad(src image.Image, outputSize image.Point) image.Image {
+	dst := image.NewRGBA(image.Rect(0, 0, outputSize.X, outputSize.Y))
+	draw.Draw(dst, src.Bounds(), src, image.Point{}, draw.Over)
+	return dst
+}
+
+func (p ImageProcessor) ProcessImage(img image.Image) (pixelsLocal, pixelsGlobal []float32, targetSize image.Point, _ error) {
+	img = imageproc.Composite(img)
+
+	targetSize = p.bestResolution(img.Bounds().Max, p.supportedResolutions(), false)
+	targetSizeWithoutDistortion := targetSize
+	if p.maxUpscalingSize > 0 {
+		targetSizeWithoutDistortion = p.maxResolution(img.Bounds().Max, targetSize)
+		targetSizeWithoutDistortion.X = min(max(img.Bounds().Max.X, p.maxUpscalingSize), targetSize.X)
+		targetSizeWithoutDistortion.Y = min(max(img.Bounds().Max.Y, p.maxUpscalingSize), targetSize.Y)
+	}
+
+	newSizeWithoutDistortion := p.maxResolution(img.Bounds().Max, targetSizeWithoutDistortion)
+
+	padded := p.pad(imageproc.Resize(img, newSizeWithoutDistortion, imageproc.ResizeBilinear), targetSize)
+	pixelsLocal = imageproc.Normalize(padded, imageproc.ImageNetStandardMean, imageproc.ImageNetStandardSTD, true, true)
+
+	if targetSize.X/p.imageSize*targetSize.Y/p.imageSize > 1 {
+		padded := imageproc.Resize(img, image.Point{p.imageSize, p.imageSize}, imageproc.ResizeBilinear)
+		pixelsGlobal = imageproc.Normalize(padded, imageproc.ImageNetStandardMean, imageproc.ImageNetStandardSTD, true, true)
+	}
+
+	return pixelsLocal, pixelsGlobal, targetSize, nil
+}
diff --git a/model/models/llama4/process_image_test.go b/model/models/llama4/process_image_test.go
new file mode 100644
index 0000000..6dde549
--- /dev/null
+++ b/model/models/llama4/process_image_test.go
@@ -0,0 +1,300 @@
+package llama4
+
+import (
+	"cmp"
+	"image"
+	"image/color"
+	"reflect"
+	"slices"
+	"testing"
+
+	gocmp "github.com/google/go-cmp/cmp"
+)
+
+func TestFactors(t *testing.T) {
+	tests := []struct {
+		name     string
+		input    int
+		expected []int
+	}{
+		{
+			name:     "factors of 1",
+			input:    1,
+			expected: []int{1},
+		},
+		{
+			name:     "factors of 2",
+			input:    2,
+			expected: []int{1, 2},
+		},
+		{
+			name:     "factors of 6",
+			input:    6,
+			expected: []int{1, 2, 3, 6},
+		},
+		{
+			name:     "factors of 28",
+			input:    28,
+			expected: []int{1, 2, 4, 7, 14, 28},
+		},
+		{
+			name:     "factors of 49",
+			input:    49,
+			expected: []int{1, 7, 49},
+		},
+		{
+			name:     "factors of 97 (prime)",
+			input:    97,
+			expected: []int{1, 97},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			actual := factors(tt.input)
+			if !reflect.DeepEqual(actual, tt.expected) {
+				t.Errorf("factors(%d) = %v; want %v", tt.input, actual, tt.expected)
+			}
+		})
+	}
+}
+
+func TestSupportedResolutions(t *testing.T) {
+	expectedResolutions := []image.Point{
+		{X: 3360, Y: 336},
+		{X: 672, Y: 2688},
+		{X: 336, Y: 1344},
+		{X: 336, Y: 4032},
+		{X: 1008, Y: 1344},
+		{X: 1344, Y: 1008},
+		{X: 336, Y: 1680},
+		{X: 1680, Y: 336},
+		{X: 336, Y: 5040},
+		{X: 4032, Y: 336},
+		{X: 2352, Y: 336},
+		{X: 2688, Y: 672},
+		{X: 1344, Y: 336},
+		{X: 5376, Y: 336},
+		{X: 2352, Y: 672},
+		{X: 672, Y: 1008},
+		{X: 1008, Y: 672},
+		{X: 336, Y: 5376},
+		{X: 1680, Y: 1008},
+		{X: 5040, Y: 336},
+		{X: 336, Y: 3024},
+		{X: 3024, Y: 336},
+		{X: 336, Y: 2688},
+		{X: 672, Y: 1344},
+		{X: 336, Y: 672},
+		{X: 336, Y: 2352},
+		{X: 2016, Y: 672},
+		{X: 1008, Y: 336},
+		{X: 336, Y: 3360},
+		{X: 336, Y: 4368},
+		{X: 1008, Y: 1680},
+		{X: 336, Y: 4704},
+		{X: 4704, Y: 336},
+		{X: 1344, Y: 672},
+		{X: 672, Y: 336},
+		{X: 2688, Y: 336},
+		{X: 3696, Y: 336},
+		{X: 2016, Y: 336},
+		{X: 1344, Y: 1344},
+		{X: 1008, Y: 1008},
+		{X: 672, Y: 672},
+		{X: 336, Y: 336},
+		{X: 4368, Y: 336},
+		{X: 672, Y: 2016},
+		{X: 336, Y: 1008},
+		{X: 336, Y: 3696},
+		{X: 672, Y: 1680},
+		{X: 1680, Y: 672},
+		{X: 336, Y: 2016},
+		{X: 672, Y: 2352},
+	}
+
+	sortResolutionFunc := func(a, b image.Point) int {
+		return cmp.Or(cmp.Compare(a.X, b.X), cmp.Compare(a.Y, b.Y))
+	}
+
+	slices.SortStableFunc(expectedResolutions, sortResolutionFunc)
+
+	imgProc := ImageProcessor{
+		imageSize:        336,
+		patchSize:        16,
+		numChannels:      3,
+		maxUpscalingSize: 448,
+	}
+
+	actualResolutions := imgProc.supportedResolutions()
+	slices.SortStableFunc(actualResolutions, sortResolutionFunc)
+
+	if diff := gocmp.Diff(expectedResolutions, actualResolutions); diff != "" {
+		t.Errorf("supportedResolutions() mismatch (-want +got):\n%s", diff)
+	}
+}
+
+func TestBestResolution(t *testing.T) {
+	tests := []struct {
+		name        string
+		size        image.Point
+		resolutions []image.Point
+		max         bool
+		expected    image.Point
+	}{
+		{
+			"normal",
+			image.Point{800, 600},
+			[]image.Point{
+				{300, 200},
+				{640, 480},
+				{800, 600},
+				{1024, 768},
+				{1600, 1200},
+			},
+			false,
+			image.Point{800, 600},
+		},
+		{
+			"max",
+			image.Point{800, 600},
+			[]image.Point{
+				{300, 200},
+				{640, 480},
+				{800, 600},
+				{1024, 768},
+				{1600, 1200},
+			},
+			true,
+			image.Point{1600, 1200},
+		},
+		{
+			"mid",
+			image.Point{1000, 700},
+			[]image.Point{
+				{300, 200},
+				{640, 480},
+				{800, 600},
+				{1024, 768},
+				{1600, 1200},
+			},
+			false,
+			image.Point{1024, 768},
+		},
+		{
+			"smol",
+			image.Point{100, 100},
+			[]image.Point{
+				{300, 200},
+				{640, 480},
+				{800, 600},
+				{1024, 768},
+				{1600, 1200},
+			},
+			false,
+			image.Point{300, 200},
+		},
+		{
+			"huge",
+			image.Point{10000, 10000},
+			[]image.Point{
+				{300, 200},
+				{640, 480},
+				{800, 600},
+				{1024, 768},
+				{1600, 1200},
+			},
+			false,
+			image.Point{1600, 1200},
+		},
+	}
+
+	p := ImageProcessor{}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			actual := p.bestResolution(tt.size, tt.resolutions, tt.max)
+			if diff := gocmp.Diff(tt.expected, actual); diff != "" {
+				t.Errorf("best resolution mismatch (-want +got):\n%s", diff)
+			}
+		})
+	}
+}
+
+func TestMaxResolution(t *testing.T) {
+	tests := []struct {
+		name      string
+		origRes   image.Point
+		targetRes image.Point
+		expected  image.Point
+	}{
+		{
+			"normal",
+			image.Point{800, 600},
+			image.Point{800, 600},
+			image.Point{800, 600},
+		},
+		{
+			"skew",
+			image.Point{800, 600},
+			image.Point{1100, 700},
+			image.Point{933, 700},
+		},
+	}
+
+	p := ImageProcessor{}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			actual := p.maxResolution(tt.origRes, tt.targetRes)
+			if !reflect.DeepEqual(actual, tt.expected) {
+				t.Errorf("max resolution; got %v want %v", actual, tt.expected)
+			}
+		})
+	}
+}
+
+func TestProcessImage(t *testing.T) {
+	imgProc := ImageProcessor{
+		imageSize:        336,
+		patchSize:        16,
+		numChannels:      3,
+		maxUpscalingSize: 448,
+	}
+
+	generateImage := func(seed int) image.Image {
+		width, height := 20, 10
+		img := image.NewRGBA(image.Rect(0, 0, width, height))
+
+		for x := range width {
+			// Use the seed to vary color generation
+			r := uint8((seed + x*11) % 256)
+			g := uint8((seed + x*17) % 256)
+			b := uint8((seed + x*23) % 256)
+
+			c := color.RGBA{R: r, G: g, B: b, A: 255}
+			for y := range height {
+				img.Set(x, y, c)
+			}
+		}
+
+		return img
+	}
+
+	pixelsLocal, pixelsGlobal, targetSize, err := imgProc.ProcessImage(generateImage(12))
+	if err != nil {
+		t.Error(err)
+	}
+
+	if n := len(pixelsLocal); n != 336*336*3 {
+		t.Errorf("unexpected size of f32s: %d", n)
+	}
+
+	if n := len(pixelsGlobal); n > 0 {
+		t.Errorf("unexpected size of f32s: %d", n)
+	}
+
+	if !targetSize.Eq(image.Point{336, 336}) {
+		t.Errorf("unexpected target size: %v", targetSize)
+	}
+}
diff --git a/model/models/mistral3/imageproc.go b/model/models/mistral3/imageproc.go
new file mode 100644
index 0000000..3d464bc
--- /dev/null
+++ b/model/models/mistral3/imageproc.go
@@ -0,0 +1,56 @@
+package mistral3
+
+import (
+	"image"
+	_ "image/jpeg"
+	_ "image/png"
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/model/imageproc"
+)
+
+type ImageProcessor struct {
+	imageSize   int
+	patchSize   int
+	numChannels int
+	longestEdge int
+}
+
+func newImageProcessor(c fs.Config) ImageProcessor {
+	return ImageProcessor{
+		imageSize:   int(c.Uint("vision.image_size", 1540)),
+		patchSize:   int(c.Uint("vision.patch_size", 14)),
+		numChannels: int(c.Uint("vision.num_channels", 3)),
+		longestEdge: int(c.Uint("vision.longest_edge", 1540)),
+	}
+}
+
+// ProcessImage prepares an image for the vision model by:
+// 1. Compositing transparent images
+// 2. Resizing to fit model constraints while preserving aspect ratio
+// 3. Normalizing pixel values
+// Returns normalized image data and the final size in pixels
+func (p *ImageProcessor) ProcessImage(img image.Image) ([]float32, image.Point, error) {
+	img = imageproc.Composite(img)
+
+	size := img.Bounds().Size()
+	ratio := max(float64(size.Y)/float64(p.longestEdge), float64(size.X)/float64(p.longestEdge))
+	if ratio > 1.0 {
+		size = image.Point{
+			int(math.Floor(float64(size.X) / ratio)),
+			int(math.Floor(float64(size.Y) / ratio)),
+		}
+	}
+
+	patchesX := (size.X-1)/p.patchSize + 1
+	patchesY := (size.Y-1)/p.patchSize + 1
+	size = image.Point{
+		patchesX * p.patchSize,
+		patchesY * p.patchSize,
+	}
+
+	img = imageproc.Resize(img, size, imageproc.ResizeBilinear)
+	data := imageproc.Normalize(img, imageproc.ClipDefaultMean, imageproc.ClipDefaultSTD, true, true)
+	return data, size, nil
+}
diff --git a/model/models/mistral3/model.go b/model/models/mistral3/model.go
new file mode 100644
index 0000000..dd01a58
--- /dev/null
+++ b/model/models/mistral3/model.go
@@ -0,0 +1,179 @@
+package mistral3
+
+import (
+	"bytes"
+	"image"
+	"slices"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model"
+	"github.com/ollama/ollama/model/input"
+)
+
+type Model struct {
+	model.Base
+	model.BytePairEncoding
+
+	*TextModel
+	*VisionModel         `gguf:"v,vision"`
+	*MultiModalProjector `gguf:"mm"`
+
+	ImageProcessor
+}
+
+// Implement MultimodalProcessor interface
+var _ model.MultimodalProcessor = (*Model)(nil)
+
+// Implement TextProcessor interface
+var _ model.TextProcessor = (*Model)(nil)
+
+func New(c fs.Config) (model.Model, error) {
+	m := &Model{
+		BytePairEncoding: model.NewBytePairEncoding(
+			c.String("tokenizer.ggml.pretokenizer", `[^\r\n\p{L}\p{N}]?[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]*[\p{Ll}\p{Lm}\p{Lo}\p{M}]+|[^\r\n\p{L}\p{N}]?[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]+[\p{Ll}\p{Lm}\p{Lo}\p{M}]*|\p{N}| ?[^\s\p{L}\p{N}]+[\r\n/]*|\s*[\r\n]+|\s+(?!\S)|\s+`),
+			&model.Vocabulary{
+				Values: c.Strings("tokenizer.ggml.tokens"),
+				Types:  c.Ints("tokenizer.ggml.token_type"),
+				Merges: c.Strings("tokenizer.ggml.merges"),
+				AddBOS: c.Bool("tokenizer.ggml.add_bos_token", true),
+				BOS:    []int32{int32(c.Uint("tokenizer.ggml.bos_token_id"))},
+				AddEOS: c.Bool("tokenizer.ggml.add_eos_token", false),
+				EOS: append(
+					[]int32{int32(c.Uint("tokenizer.ggml.eos_token_id"))},
+					c.Ints("tokenizer.ggml.eos_token_ids")...,
+				),
+			},
+		),
+		TextModel:           newTextModel(c),
+		VisionModel:         newVisionModel(c),
+		ImageProcessor:      newImageProcessor(c),
+		MultiModalProjector: newMultiModalProjector(c),
+	}
+
+	m.Cache = kvcache.NewCausalCache(m.TextModel.Shift)
+
+	return m, nil
+}
+
+type PatchMerger struct {
+	MergingLayer *nn.Linear `gguf:"merging_layer"`
+}
+
+func (pm *PatchMerger) Forward(ctx ml.Context, visionOutputs ml.Tensor, size image.Point, spatialMergeSize int) ml.Tensor {
+	d := visionOutputs.Dim(0)
+	imageGrid := visionOutputs.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx).Reshape(ctx, size.X, size.Y, d)
+	kernel := ctx.Input().Empty(ml.DTypeF32, spatialMergeSize, spatialMergeSize, d)
+	patches := kernel.IM2Col(ctx, imageGrid, spatialMergeSize, spatialMergeSize, 0, 0, 1, 1)
+	reshaped := patches.Reshape(ctx, d*spatialMergeSize*spatialMergeSize, patches.Dim(1)*patches.Dim(2))
+	return pm.MergingLayer.Forward(ctx, reshaped)
+}
+
+type MultiModalProjector struct {
+	Norm        *nn.RMSNorm  `gguf:"norm"`
+	Linear1     *nn.Linear   `gguf:"linear_1"`
+	Linear2     *nn.Linear   `gguf:"linear_2"`
+	PatchMerger *PatchMerger `gguf:"patch_merger"`
+
+	spatialMergeSize int
+	eps              float32
+	patchSize        int
+}
+
+func (p *MultiModalProjector) Forward(ctx ml.Context, visionOutputs ml.Tensor, size image.Point) (ml.Tensor, image.Point) {
+	visionOutputs = p.Norm.Forward(ctx, visionOutputs, p.eps)
+	patchSizes := image.Point{size.X / p.patchSize, size.Y / p.patchSize}
+	visionOutputs = p.PatchMerger.Forward(ctx, visionOutputs, patchSizes, p.spatialMergeSize)
+	visionOutputs = p.Linear1.Forward(ctx, visionOutputs)
+	visionOutputs = visionOutputs.GELU(ctx)
+	return p.Linear2.Forward(ctx, visionOutputs), image.Point{patchSizes.X / p.spatialMergeSize, patchSizes.Y / p.spatialMergeSize}
+}
+
+func newMultiModalProjector(c fs.Config) *MultiModalProjector {
+	return &MultiModalProjector{
+		spatialMergeSize: int(c.Uint("spatial_merge_size", 2)),
+		eps:              c.Float("text_config.rms_norm_eps", 1e-5),
+		patchSize:        int(c.Uint("vision.patch_size", 14)),
+	}
+}
+
+func (m *Model) EncodeMultimodal(ctx ml.Context, multimodalData []byte) ([]input.Multimodal, error) {
+	if len(m.VisionModel.Layers) == 0 {
+		return nil, model.ErrNoVisionModel
+	}
+
+	image, _, err := image.Decode(bytes.NewReader(multimodalData))
+	if err != nil {
+		return nil, err
+	}
+
+	f32s, size, err := m.ImageProcessor.ProcessImage(image)
+	if err != nil {
+		return nil, err
+	}
+
+	pixelValues, err := ctx.Input().FromFloatSlice(f32s, size.X, size.Y, m.ImageProcessor.numChannels)
+	if err != nil {
+		return nil, err
+	}
+
+	visionOutputs := m.VisionModel.Forward(ctx, pixelValues)
+	features, size := m.MultiModalProjector.Forward(ctx, visionOutputs, size)
+
+	// split into patches to be sent to the text transformer
+	rows := make([]input.Multimodal, size.Y)
+	for i := range rows {
+		rows[i].Tensor = features.View(ctx, features.Stride(1)*size.X*i, features.Dim(0), features.Stride(1), size.X)
+	}
+
+	return rows, nil
+}
+
+// PostTokenize arranges Mistral 3's inputs for the forward pass
+// In Mistral 3 and Pixtral, the input patches are arranged as follows:
+// [IMG]...[IMG][IMG_BREAK][IMG]...[IMG][IMG_BREAK][IMG]...[IMG][IMG_END]
+// Each sequence of [IMG]...[IMG] is a set of patches of vision embeddings
+// that can be processed together.
+func (m *Model) PostTokenize(inputs []input.Input) ([]input.Input, error) {
+	var result []input.Input
+	for _, inp := range inputs {
+		if len(inp.Multimodal) == 0 {
+			result = append(result, inp)
+		} else {
+			for i, row := range inp.Multimodal {
+				// [IMG]
+				result = append(result, input.Input{Token: 10, Multimodal: []input.Multimodal{{Tensor: row.Tensor}}, MultimodalHash: inp.MultimodalHash, SameBatch: row.Tensor.Dim(1)})
+				result = append(result, slices.Repeat([]input.Input{{Token: 10}}, row.Tensor.Dim(1)-1)...)
+				if i == len(inp.Multimodal)-1 {
+					// [IMG_END]
+					result = append(result, input.Input{Token: 13})
+				} else {
+					// [IMG_BREAK]
+					result = append(result, input.Input{Token: 12})
+				}
+			}
+		}
+	}
+
+	return result, nil
+}
+
+func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
+	positions, err := ctx.Input().FromIntSlice(batch.Positions, len(batch.Positions))
+	if err != nil {
+		return nil, err
+	}
+
+	outputs, err := ctx.Input().FromIntSlice(batch.Outputs, len(batch.Outputs))
+	if err != nil {
+		return nil, err
+	}
+
+	return m.TextModel.Forward(ctx, batch.Inputs, positions, outputs, batch, m.Cache), nil
+}
+
+func init() {
+	model.Register("mistral3", New)
+}
diff --git a/model/models/mistral3/model_text.go b/model/models/mistral3/model_text.go
new file mode 100644
index 0000000..57e2a40
--- /dev/null
+++ b/model/models/mistral3/model_text.go
@@ -0,0 +1,138 @@
+package mistral3
+
+import (
+	"cmp"
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model/input"
+)
+
+type TextOptions struct {
+	hiddenSize, numHeads, numKVHeads, headDim int
+	eps, ropeBase, ropeScale                  float32
+	ropeDim                                   uint32
+}
+
+type TextModel struct {
+	TokenEmbedding *nn.Embedding `gguf:"token_embd"`
+	Layers         []Layer       `gguf:"blk"`
+	OutputNorm     *nn.RMSNorm   `gguf:"output_norm"`
+	Output         *nn.Linear    `gguf:"output,alt:token_embd"`
+
+	*TextOptions
+}
+
+type SelfAttention struct {
+	Query  *nn.Linear `gguf:"attn_q"`
+	Key    *nn.Linear `gguf:"attn_k"`
+	Value  *nn.Linear `gguf:"attn_v"`
+	Output *nn.Linear `gguf:"attn_output"`
+}
+
+func (sa *SelfAttention) Forward(ctx ml.Context, hiddenState, positionIDs ml.Tensor, cache kvcache.Cache, opts *TextOptions) ml.Tensor {
+	batchSize := hiddenState.Dim(1)
+	ropeType := uint32(0)
+	headDim := cmp.Or(opts.headDim, opts.hiddenSize/opts.numHeads)
+
+	q := sa.Query.Forward(ctx, hiddenState)
+	q = q.Reshape(ctx, headDim, opts.numHeads, batchSize)
+	q = q.RoPE(ctx, positionIDs, nil, opts.ropeDim, ropeType, opts.ropeBase, opts.ropeScale)
+
+	k := sa.Key.Forward(ctx, hiddenState)
+	k = k.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+	k = k.RoPE(ctx, positionIDs, nil, opts.ropeDim, ropeType, opts.ropeBase, opts.ropeScale)
+
+	v := sa.Value.Forward(ctx, hiddenState)
+	v = v.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+
+	kqv := nn.Attention(ctx, q, k, v, 1.0/math.Sqrt(float64(headDim)), cache)
+	kqv = kqv.Reshape(ctx, headDim*opts.numHeads, batchSize)
+	return sa.Output.Forward(ctx, kqv)
+}
+
+func (m *TextModel) Shift(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
+	return key.RoPE(ctx, shift, nil, uint32(0), m.ropeDim, m.ropeBase, m.ropeScale), nil
+}
+
+type MLP struct {
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+	Gate *nn.Linear `gguf:"ffn_gate"`
+}
+
+func (mlp *MLP) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *TextOptions) ml.Tensor {
+	hiddenState = mlp.Gate.Forward(ctx, hiddenState).SILU(ctx).Mul(ctx, mlp.Up.Forward(ctx, hiddenState))
+	return mlp.Down.Forward(ctx, hiddenState)
+}
+
+type Layer struct {
+	AttentionNorm *nn.RMSNorm `gguf:"attn_norm"`
+	SelfAttention *SelfAttention
+	MLPNorm       *nn.RMSNorm `gguf:"ffn_norm"`
+	MLP           *MLP
+}
+
+func (l *Layer) Forward(ctx ml.Context, hiddenState, positionIDs, outputs ml.Tensor, cache kvcache.Cache, opts *TextOptions) ml.Tensor {
+	residual := hiddenState
+
+	hiddenState = l.AttentionNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.SelfAttention.Forward(ctx, hiddenState, positionIDs, cache, opts)
+
+	// In the final layer (outputs != nil), optimize by pruning to just the token positions
+	// we need logits for.
+	if outputs != nil {
+		hiddenState = hiddenState.Rows(ctx, outputs)
+		residual = residual.Rows(ctx, outputs)
+	}
+
+	hiddenState = hiddenState.Add(ctx, residual)
+	residual = hiddenState
+
+	hiddenState = l.MLPNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.MLP.Forward(ctx, hiddenState, opts)
+	return hiddenState.Add(ctx, residual)
+}
+
+func (m *TextModel) Forward(ctx ml.Context, inputs, positions, outputs ml.Tensor, batch input.Batch, cache kvcache.Cache) ml.Tensor {
+	hiddenState := m.TokenEmbedding.Forward(ctx, inputs).Duplicate(ctx)
+
+	// image embeddings
+	for _, image := range batch.Multimodal {
+		imageFeature := image.Multimodal[0].Tensor
+		ctx.Forward(imageFeature.Copy(ctx, hiddenState.View(ctx, image.Index*hiddenState.Stride(1), imageFeature.Dim(0)*imageFeature.Dim(1))))
+	}
+
+	for i, layer := range m.Layers {
+		cache.SetLayer(i)
+
+		var lastLayerOutputs ml.Tensor
+		if i == len(m.Layers)-1 {
+			lastLayerOutputs = outputs
+		}
+
+		hiddenState = layer.Forward(ctx, hiddenState, positions, lastLayerOutputs, cache, m.TextOptions)
+	}
+
+	hiddenState = m.OutputNorm.Forward(ctx, hiddenState, m.eps)
+	return m.Output.Forward(ctx, hiddenState)
+}
+
+func newTextModel(c fs.Config) *TextModel {
+	return &TextModel{
+		Layers: make([]Layer, c.Uint("block_count")),
+		TextOptions: &TextOptions{
+			hiddenSize: int(c.Uint("embedding_length")),
+			numHeads:   int(c.Uint("attention.head_count")),
+			numKVHeads: int(c.Uint("attention.head_count_kv")),
+			headDim:    int(c.Uint("attention.key_length")),
+			eps:        c.Float("attention.layer_norm_rms_epsilon"),
+			ropeBase:   c.Float("rope.freq_base"),
+			ropeScale:  c.Float("rope.freq_scale", 1),
+			ropeDim:    c.Uint("rope.dimension_count"),
+		},
+	}
+}
diff --git a/model/models/mistral3/model_vision.go b/model/models/mistral3/model_vision.go
new file mode 100644
index 0000000..2454100
--- /dev/null
+++ b/model/models/mistral3/model_vision.go
@@ -0,0 +1,186 @@
+package mistral3
+
+import (
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+)
+
+var batchSize int = 1
+
+func rotateHalf(ctx ml.Context, t ml.Tensor) ml.Tensor {
+	x1 := t.View(ctx, 0, t.Dim(0)/2, t.Stride(1), t.Dim(1), t.Stride(2), t.Dim(2), t.Stride(3), t.Dim(3))
+	x2 := t.View(ctx, t.Stride(0)*t.Dim(0)/2, t.Dim(0)/2, t.Stride(1), t.Dim(1), t.Stride(2), t.Dim(2), t.Stride(3), t.Dim(3)).Contiguous(ctx)
+	return x2.Neg(ctx).Concat(ctx, x1, 0)
+}
+
+func applyRotaryPositionalEmbedding(ctx ml.Context, t, cos, sin ml.Tensor) ml.Tensor {
+	return t.Mul(ctx, cos).Add(ctx, rotateHalf(ctx, t).Mul(ctx, sin))
+}
+
+type VisionSelfAttention struct {
+	Query  *nn.Linear `gguf:"attn_q"`
+	Key    *nn.Linear `gguf:"attn_k"`
+	Value  *nn.Linear `gguf:"attn_v"`
+	Output *nn.Linear `gguf:"attn_output"`
+}
+
+func (sa *VisionSelfAttention) Forward(ctx ml.Context, hiddenStates, cos, sin ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	query := sa.Query.Forward(ctx, hiddenStates)
+	key := sa.Key.Forward(ctx, hiddenStates)
+	value := sa.Value.Forward(ctx, hiddenStates)
+
+	query = query.Reshape(ctx, opts.headDim, opts.numHeads, query.Dim(1), batchSize)
+	key = key.Reshape(ctx, opts.headDim, opts.numHeads, key.Dim(1), batchSize)
+	value = value.Reshape(ctx, opts.headDim, opts.numHeads, value.Dim(1), batchSize)
+
+	query = applyRotaryPositionalEmbedding(ctx, query, cos, sin)
+	key = applyRotaryPositionalEmbedding(ctx, key, cos, sin)
+
+	attention := nn.Attention(ctx, query, key, value, 1./math.Sqrt(float64(opts.headDim)), nil)
+	attention = attention.Reshape(ctx, opts.hiddenSize, attention.Dim(2), batchSize)
+	return sa.Output.Forward(ctx, attention)
+}
+
+type VisionMLP struct {
+	Gate *nn.Linear `gguf:"ffn_gate"`
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+}
+
+func (mlp *VisionMLP) Forward(ctx ml.Context, hiddenStates ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	hiddenStates = mlp.Gate.Forward(ctx, hiddenStates).SILU(ctx).Mul(ctx, mlp.Up.Forward(ctx, hiddenStates))
+	return mlp.Down.Forward(ctx, hiddenStates)
+}
+
+type VisionEncoderLayer struct {
+	AttentionNorm *nn.RMSNorm `gguf:"attn_norm"`
+	SelfAttention *VisionSelfAttention
+	FFNNorm       *nn.RMSNorm `gguf:"ffn_norm"`
+	MLP           *VisionMLP
+}
+
+func (e *VisionEncoderLayer) Forward(ctx ml.Context, hiddenStates, cos, sin ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	residual := hiddenStates
+	hiddenStates = e.AttentionNorm.Forward(ctx, hiddenStates, opts.eps)
+	hiddenStates = e.SelfAttention.Forward(ctx, hiddenStates, cos, sin, opts)
+	hiddenStates = hiddenStates.Add(ctx, residual)
+
+	residual = hiddenStates
+	hiddenStates = e.FFNNorm.Forward(ctx, hiddenStates, opts.eps)
+	hiddenStates = e.MLP.Forward(ctx, hiddenStates, opts)
+	return hiddenStates.Add(ctx, residual)
+}
+
+type VisionModelOptions struct {
+	hiddenSize       int
+	numHeads         int
+	headDim          int
+	intermediateSize int
+	imageSize        int
+	patchSize        int
+	numChannels      int
+	eps              float32
+	ropeBase         float32
+}
+
+type VisionModel struct {
+	PatchEmbedding *nn.Conv2D           `gguf:"patch_conv"`
+	EncoderNorm    *nn.RMSNorm          `gguf:"encoder_norm"`
+	Layers         []VisionEncoderLayer `gguf:"blk"`
+
+	*VisionModelOptions
+}
+
+func (m *VisionModel) positionalEmbedding(ctx ml.Context, positionIDs ml.Tensor) ml.Tensor {
+	maxPatchesPerSide := m.imageSize / m.patchSize
+	frequencies := m.headDim / 2
+	frequenciesHeight := make([]float32, frequencies/2*maxPatchesPerSide)
+	frequenciesWidth := make([]float32, frequencies/2*maxPatchesPerSide)
+	for i := range frequencies {
+		for j := range maxPatchesPerSide {
+			frequency := float32(j) / float32(math.Pow(float64(m.ropeBase), float64(i)*2/float64(m.headDim)))
+			if i%2 == 0 {
+				frequenciesHeight[i/2*maxPatchesPerSide+j] = frequency
+			} else {
+				frequenciesWidth[i/2*maxPatchesPerSide+j] = frequency
+			}
+		}
+	}
+
+	h, err := ctx.Input().FromFloatSlice(frequenciesHeight, maxPatchesPerSide, frequencies/2)
+	if err != nil {
+		panic(err)
+	}
+
+	w, err := ctx.Input().FromFloatSlice(frequenciesWidth, maxPatchesPerSide, frequencies/2)
+	if err != nil {
+		panic(err)
+	}
+
+	h = h.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+	w = w.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+
+	h = h.Repeat(ctx, 1, maxPatchesPerSide)
+	h = h.Reshape(ctx, frequencies/2, maxPatchesPerSide, maxPatchesPerSide).Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	w = w.Repeat(ctx, 2, maxPatchesPerSide)
+
+	inverseFrequencies := h.Concat(ctx, w, 0).Reshape(ctx, frequencies, maxPatchesPerSide*maxPatchesPerSide)
+	inverseFrequencies = inverseFrequencies.Concat(ctx, inverseFrequencies, 0)
+	return inverseFrequencies.Rows(ctx, positionIDs)
+}
+
+func (m *VisionModel) Forward(ctx ml.Context, pixelValues ml.Tensor) ml.Tensor {
+	numPatchesW := pixelValues.Dim(0) / m.patchSize
+	numPatchesH := pixelValues.Dim(1) / m.patchSize
+	numPatches := numPatchesW * numPatchesH
+
+	hiddenStates := m.PatchEmbedding.Forward(ctx, pixelValues, m.patchSize, m.patchSize, 0, 0, 1, 1)
+	hiddenStates = hiddenStates.Reshape(ctx, numPatches, m.hiddenSize)
+	hiddenStates = hiddenStates.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+	hiddenStates = m.EncoderNorm.Forward(ctx, hiddenStates, m.VisionModelOptions.eps)
+
+	// Prepare position IDs for 2D rope
+	positions := make([]int32, numPatches)
+	for h := range numPatchesH {
+		for w := range numPatchesW {
+			idx := h*numPatchesW + w
+			positions[idx] = int32(h*m.imageSize/m.patchSize + w)
+		}
+	}
+
+	positionIDs, err := ctx.Input().FromIntSlice(positions, len(positions))
+	if err != nil {
+		panic(err)
+	}
+
+	positionEmbedding := m.positionalEmbedding(ctx, positionIDs)
+	cos, sin := positionEmbedding.Cos(ctx), positionEmbedding.Sin(ctx)
+	cos = cos.Reshape(ctx, cos.Dim(0), 1, cos.Dim(1))
+	sin = sin.Reshape(ctx, sin.Dim(0), 1, sin.Dim(1))
+
+	for _, layer := range m.Layers {
+		hiddenStates = layer.Forward(ctx, hiddenStates, cos, sin, m.VisionModelOptions)
+	}
+
+	return hiddenStates
+}
+
+func newVisionModel(c fs.Config) *VisionModel {
+	return &VisionModel{
+		Layers: make([]VisionEncoderLayer, c.Uint("vision.block_count")),
+		VisionModelOptions: &VisionModelOptions{
+			hiddenSize:       int(c.Uint("vision.embedding_length", 1024)),
+			numHeads:         int(c.Uint("vision.attention.head_count", 16)),
+			headDim:          int(c.Uint("vision.attention.key_length", 64)),
+			intermediateSize: int(c.Uint("vision.feed_forward_length", 4096)),
+			imageSize:        int(c.Uint("vision.image_size", 1540)),
+			patchSize:        int(c.Uint("vision.patch_size", 14)),
+			numChannels:      int(c.Uint("vision.num_channels", 3)),
+			eps:              c.Float("vision.attention.layer_norm_epsilon", 1e-5),
+			ropeBase:         c.Float("vision.rope.freq_base", 10000.0),
+		},
+	}
+}
diff --git a/model/models/mllama/model.go b/model/models/mllama/model.go
new file mode 100644
index 0000000..547e2cb
--- /dev/null
+++ b/model/models/mllama/model.go
@@ -0,0 +1,132 @@
+package mllama
+
+import (
+	"bytes"
+	"image"
+	"slices"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model"
+	"github.com/ollama/ollama/model/input"
+)
+
+type Model struct {
+	model.Base
+	model.BytePairEncoding
+
+	*VisionModel `gguf:"v,vision"`
+	*TextModel
+
+	Projector *nn.Linear `gguf:"mm.0"`
+
+	ImageProcessor
+}
+
+const (
+	crossAttentionLayer = iota
+	selfAttentionLayer
+)
+
+func New(c fs.Config) (model.Model, error) {
+	m := Model{
+		BytePairEncoding: model.NewBytePairEncoding(
+			c.String("tokenizer.ggml.pretokenizer", `(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+`),
+			&model.Vocabulary{
+				Values: c.Strings("tokenizer.ggml.tokens"),
+				Types:  c.Ints("tokenizer.ggml.token_type"),
+				Merges: c.Strings("tokenizer.ggml.merges"),
+				AddBOS: c.Bool("tokenizer.ggml.add_bos_token", true),
+				BOS:    []int32{int32(c.Uint("tokenizer.ggml.bos_token_id"))},
+				AddEOS: c.Bool("tokenizer.ggml.add_eos_token", false),
+				EOS: append(
+					[]int32{int32(c.Uint("tokenizer.ggml.eos_token_id"))},
+					c.Ints("tokenizer.ggml.eos_token_ids")...,
+				),
+			},
+		),
+		ImageProcessor: newImageProcessor(c),
+		VisionModel:    newVisionModel(c),
+		TextModel:      newTextModel(c),
+	}
+
+	encoderCache := kvcache.NewEncoderCache()
+	encoderCache.SetConfig(ml.CacheConfig{})
+	m.Cache = kvcache.NewWrapperCache(encoderCache, kvcache.NewCausalCache(m.TextModel.Shift))
+
+	return &m, nil
+}
+
+func (m *Model) EncodeMultimodal(ctx ml.Context, multimodalData []byte) ([]input.Multimodal, error) {
+	if len(m.VisionModel.Transformer.Layers) == 0 || len(m.GlobalTransformer.Layers) == 0 {
+		return nil, model.ErrNoVisionModel
+	}
+
+	image, _, err := image.Decode(bytes.NewReader(multimodalData))
+	if err != nil {
+		return nil, err
+	}
+
+	f32s, ratio, err := m.ImageProcessor.ProcessImage(image)
+	if err != nil {
+		return nil, err
+	}
+
+	if ratio.numTiles() < m.maxNumTiles {
+		// Pad tiles to maxNumTiles
+		f32s = slices.Grow(f32s, m.imageSize*m.imageSize*m.numChannels*m.maxNumTiles)
+		f32s = f32s[:m.imageSize*m.imageSize*m.numChannels*m.maxNumTiles]
+	}
+
+	pixelValues, err := ctx.Input().FromFloatSlice(f32s, m.imageSize, m.imageSize, m.numChannels, m.maxNumTiles)
+	if err != nil {
+		return nil, err
+	}
+
+	aspectRatio, err := ctx.Input().FromIntSlice([]int32{int32(ratio.rank)}, 1)
+	if err != nil {
+		return nil, err
+	}
+
+	positionIDs := ctx.Arange(0, 1601, 1, ml.DTypeI32)
+	crossAttentionStates := m.VisionModel.Forward(ctx, pixelValues, positionIDs, aspectRatio)
+	projectedOutputs := m.Projector.Forward(ctx, crossAttentionStates)
+
+	return []input.Multimodal{{Tensor: projectedOutputs}}, nil
+}
+
+func (m *Model) PostTokenize(inputs []input.Input) ([]input.Input, error) {
+	for i := range inputs {
+		if inputs[i].Multimodal != nil {
+			inputs[i].Token = 128256 // <|image|>
+		}
+	}
+
+	return inputs, nil
+}
+
+func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
+	var crossAttentionStates ml.Tensor
+	if len(batch.Multimodal) > 0 {
+		crossAttentionStates = batch.Multimodal[len(batch.Multimodal)-1].Multimodal[0].Tensor
+	}
+
+	positions, err := ctx.Input().FromIntSlice(batch.Positions, len(batch.Positions))
+	if err != nil {
+		return nil, err
+	}
+
+	outputs, err := ctx.Input().FromIntSlice(batch.Outputs, len(batch.Outputs))
+	if err != nil {
+		return nil, err
+	}
+
+	// TODO: attention mask, cross attention mask
+	return m.TextModel.Forward(ctx, batch.Inputs, positions, outputs, crossAttentionStates, nil, m.Cache.(*kvcache.WrapperCache)), nil
+}
+
+func init() {
+	model.Register("mllama", New)
+}
diff --git a/model/models/mllama/model_text.go b/model/models/mllama/model_text.go
new file mode 100644
index 0000000..9bd414a
--- /dev/null
+++ b/model/models/mllama/model_text.go
@@ -0,0 +1,250 @@
+package mllama
+
+import (
+	"math"
+	"slices"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+)
+
+type TextSelfAttention struct {
+	Query       *nn.Linear `gguf:"attn_q"`
+	Key         *nn.Linear `gguf:"attn_k"`
+	Value       *nn.Linear `gguf:"attn_v"`
+	Output      *nn.Linear `gguf:"attn_output"`
+	RopeFactors ml.Tensor  `gguf:"rope_freqs.weight"`
+}
+
+func (sa *TextSelfAttention) Forward(ctx ml.Context, hiddenState, positions ml.Tensor, cache *kvcache.WrapperCache, opts *TextModelOptions) ml.Tensor {
+	batchSize := hiddenState.Dim(1)
+	headDim := opts.hiddenSize / opts.numHeads
+	ropeType := uint32(0)
+
+	query := sa.Query.Forward(ctx, hiddenState)
+	query = query.Reshape(ctx, headDim, opts.numHeads, batchSize)
+	query = query.RoPE(ctx, positions, sa.RopeFactors, opts.ropeDim, ropeType, opts.ropeBase, opts.ropeScale)
+
+	key := sa.Key.Forward(ctx, hiddenState)
+	key = key.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+	key = key.RoPE(ctx, positions, sa.RopeFactors, opts.ropeDim, ropeType, opts.ropeBase, opts.ropeScale)
+
+	value := sa.Value.Forward(ctx, hiddenState)
+	value = value.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+
+	scaleFactor := 1.0 / math.Sqrt(float64(headDim))
+	attention := nn.Attention(ctx, query, key, value, scaleFactor, cache)
+	attention = attention.Reshape(ctx, opts.hiddenSize, batchSize)
+
+	return sa.Output.Forward(ctx, attention)
+}
+
+func (m *TextModel) Shift(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
+	// This will only get called for layers in the cache, which are just the self attention layers
+	if sa, ok := m.Transformer.Layers[layer].(*TextSelfAttentionDecoderLayer); ok {
+		return key.RoPE(ctx, shift, sa.SelfAttention.RopeFactors, m.ropeDim, uint32(0), m.ropeBase, m.ropeScale), nil
+	}
+
+	return key, nil
+}
+
+type TextMLP struct {
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+	Gate *nn.Linear `gguf:"ffn_gate"`
+}
+
+func (mlp *TextMLP) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *TextModelOptions) ml.Tensor {
+	hiddenState = mlp.Gate.Forward(ctx, hiddenState).SILU(ctx).Mul(ctx, mlp.Up.Forward(ctx, hiddenState))
+	return mlp.Down.Forward(ctx, hiddenState)
+}
+
+type TextSelfAttentionDecoderLayer struct {
+	AttentionNorm *nn.RMSNorm `gguf:"attn_norm"`
+	SelfAttention *TextSelfAttention
+
+	MLPNorm *nn.RMSNorm `gguf:"ffn_norm"`
+	MLP     *TextMLP
+}
+
+func (d *TextSelfAttentionDecoderLayer) Forward(ctx ml.Context, hiddenState, positions, outputs, _, _ ml.Tensor, cache *kvcache.WrapperCache, opts *TextModelOptions) ml.Tensor {
+	residual := hiddenState
+
+	hiddenState = d.AttentionNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = d.SelfAttention.Forward(ctx, hiddenState, positions, cache, opts)
+
+	// In the final layer (outputs != nil), optimize by pruning to just the token positions
+	// we need logits for.
+	if outputs != nil {
+		hiddenState = hiddenState.Rows(ctx, outputs)
+		residual = residual.Rows(ctx, outputs)
+	}
+
+	hiddenState = hiddenState.Add(ctx, residual)
+	residual = hiddenState
+
+	hiddenState = d.MLPNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = d.MLP.Forward(ctx, hiddenState, opts)
+	return hiddenState.Add(ctx, residual)
+}
+
+type TextCrossAttention struct {
+	QueryNorm *nn.RMSNorm `gguf:"cross_attn_q_norm"`
+	Query     *nn.Linear  `gguf:"cross_attn_q_proj"`
+	KeyNorm   *nn.RMSNorm `gguf:"cross_attn_k_norm"`
+	Key       *nn.Linear  `gguf:"cross_attn_k_proj"`
+	Value     *nn.Linear  `gguf:"cross_attn_v_proj"`
+	Output    *nn.Linear  `gguf:"cross_attn_o_proj"`
+}
+
+func (ca *TextCrossAttention) Forward(ctx ml.Context, hiddenState, crossAttentionStates ml.Tensor, cache *kvcache.WrapperCache, opts *TextModelOptions) ml.Tensor {
+	batchSize := hiddenState.Dim(1)
+	headDim := opts.hiddenSize / opts.numHeads
+
+	query := ca.Query.Forward(ctx, hiddenState)
+	query = query.Reshape(ctx, headDim, opts.numHeads, batchSize)
+	query = ca.QueryNorm.Forward(ctx, query, opts.eps)
+
+	var key, value ml.Tensor
+	if crossAttentionStates != nil {
+		numVisionTokens, numTiles := crossAttentionStates.Dim(1), crossAttentionStates.Dim(2)
+
+		key = ca.Key.Forward(ctx, crossAttentionStates)
+		key = key.Reshape(ctx, headDim, opts.numKVHeads, numVisionTokens*numTiles)
+		key = ca.KeyNorm.Forward(ctx, key, opts.eps)
+
+		value = ca.Value.Forward(ctx, crossAttentionStates)
+		value = value.Reshape(ctx, headDim, opts.numKVHeads, numVisionTokens*numTiles)
+
+		cache.Put(ctx, key, value)
+	}
+
+	key, value, _ = cache.Get(ctx)
+
+	scaleFactor := 1.0 / math.Sqrt(float64(headDim))
+
+	query = query.Permute(ctx, 0, 2, 1, 3)
+	key = key.Permute(ctx, 0, 2, 1, 3)
+	value = value.Permute(ctx, 1, 2, 0, 3).Contiguous(ctx)
+
+	kq := key.MulmatFullPrec(ctx, query)
+
+	kq = kq.Scale(ctx, scaleFactor)
+	kq = kq.Softmax(ctx)
+
+	kqv := value.Mulmat(ctx, kq)
+	attention := kqv.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	attention = attention.Reshape(ctx, opts.hiddenSize, batchSize)
+
+	return ca.Output.Forward(ctx, attention)
+}
+
+type TextCrossAttentionDecoderLayer struct {
+	AttentionNorm  *nn.RMSNorm `gguf:"attn_norm"`
+	CrossAttention *TextCrossAttention
+	AttentionGate  ml.Tensor `gguf:"cross_attn_attn_gate"`
+
+	MLPNorm *nn.RMSNorm `gguf:"ffn_norm"`
+	MLP     *TextMLP
+	MLPGate ml.Tensor `gguf:"cross_attn_mlp_gate"`
+}
+
+func (d *TextCrossAttentionDecoderLayer) Forward(ctx ml.Context, hiddenState, _, _, crossAttentionStates, crossAttentionMask ml.Tensor, cache *kvcache.WrapperCache, opts *TextModelOptions) ml.Tensor {
+	residual := hiddenState
+
+	hiddenState = d.AttentionNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = d.CrossAttention.Forward(ctx, hiddenState, crossAttentionStates, cache, opts)
+	hiddenState = hiddenState.Mul(ctx, d.AttentionGate.Tanh(ctx))
+	hiddenState = hiddenState.Add(ctx, residual)
+	residual = hiddenState
+
+	hiddenState = d.MLPNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = d.MLP.Forward(ctx, hiddenState, opts)
+	hiddenState = hiddenState.Mul(ctx, d.MLPGate.Tanh(ctx))
+	return hiddenState.Add(ctx, residual)
+}
+
+type TextDecoderLayer interface {
+	Forward(ctx ml.Context, hiddenState, positionIDs, outputs, crossAttentionStates, crossAttentionMask ml.Tensor, cache *kvcache.WrapperCache, opts *TextModelOptions) ml.Tensor
+}
+
+type TextDecoder struct {
+	Layers []TextDecoderLayer
+}
+
+func (d *TextDecoder) Forward(ctx ml.Context, hiddenState, positionIDs, outputs, crossAttentionStates, crossAttentionMask ml.Tensor, cache *kvcache.WrapperCache, opts *TextModelOptions) ml.Tensor {
+	for i, layer := range d.Layers {
+		layerType := selfAttentionLayer
+		if slices.Contains(opts.crossAttentionLayers, int32(i)) {
+			layerType = crossAttentionLayer
+		}
+
+		cache.SetLayer(i)
+		cache.SetLayerType(layerType)
+
+		if layerType == selfAttentionLayer || crossAttentionStates != nil || cache.UnderlyingCache().(*kvcache.EncoderCache).EncoderCached() {
+			var lastLayerOutputs ml.Tensor
+			if i == len(d.Layers)-1 {
+				lastLayerOutputs = outputs
+			}
+
+			hiddenState = layer.Forward(ctx, hiddenState, positionIDs, lastLayerOutputs, crossAttentionStates, crossAttentionMask, cache, opts)
+		}
+	}
+
+	return hiddenState
+}
+
+type TextModelOptions struct {
+	hiddenSize, numHeads, numKVHeads int
+	eps, ropeBase, ropeScale         float32
+	ropeDim                          uint32
+
+	crossAttentionLayers []int32
+}
+
+type TextModel struct {
+	TokenEmbedding *nn.Embedding `gguf:"token_embd"`
+	Transformer    *TextDecoder  `gguf:"blk"`
+	OutputNorm     *nn.RMSNorm   `gguf:"output_norm"`
+	Output         *nn.Linear    `gguf:"output"`
+
+	*TextModelOptions
+}
+
+func (m *TextModel) Forward(ctx ml.Context, inputIDs, positionIDs, outputs, crossAttentionStates, crossAttentionMask ml.Tensor, cache *kvcache.WrapperCache) ml.Tensor {
+	hiddenState := m.TokenEmbedding.Forward(ctx, inputIDs)
+	hiddenState = m.Transformer.Forward(ctx, hiddenState, positionIDs, outputs, crossAttentionStates, crossAttentionMask, cache, m.TextModelOptions)
+	hiddenState = m.OutputNorm.Forward(ctx, hiddenState, m.eps)
+	return m.Output.Forward(ctx, hiddenState)
+}
+
+func newTextModel(c fs.Config) *TextModel {
+	var decoderLayers []TextDecoderLayer
+	for i := range c.Uint("block_count") {
+		var textDecoderLayer TextDecoderLayer
+		if slices.Contains(c.Ints("attention.cross_attention_layers"), int32(i)) {
+			textDecoderLayer = &TextCrossAttentionDecoderLayer{}
+		} else {
+			textDecoderLayer = &TextSelfAttentionDecoderLayer{}
+		}
+
+		decoderLayers = append(decoderLayers, textDecoderLayer)
+	}
+
+	return &TextModel{
+		Transformer: &TextDecoder{Layers: decoderLayers},
+		TextModelOptions: &TextModelOptions{
+			hiddenSize:           int(c.Uint("embedding_length")),
+			numHeads:             int(c.Uint("attention.head_count")),
+			numKVHeads:           int(c.Uint("attention.head_count_kv")),
+			eps:                  c.Float("attention.layer_norm_rms_epsilon"),
+			ropeBase:             c.Float("rope.freq_base"),
+			ropeScale:            c.Float("rope.freq_scale", 1),
+			ropeDim:              c.Uint("rope.dimension_count"),
+			crossAttentionLayers: c.Ints("attention.cross_attention_layers"),
+		},
+	}
+}
diff --git a/model/models/mllama/model_vision.go b/model/models/mllama/model_vision.go
new file mode 100644
index 0000000..77ea537
--- /dev/null
+++ b/model/models/mllama/model_vision.go
@@ -0,0 +1,238 @@
+package mllama
+
+import (
+	"math"
+	"slices"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+)
+
+var batchSize int = 1
+
+type VisionSelfAttention struct {
+	Query  *nn.Linear `gguf:"attn_q"`
+	Key    *nn.Linear `gguf:"attn_k"`
+	Value  *nn.Linear `gguf:"attn_v"`
+	Output *nn.Linear `gguf:"attn_output"`
+
+	Gate ml.Tensor `gguf:"attn_gate"`
+}
+
+func (sa *VisionSelfAttention) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	headDim := opts.hiddenSize / opts.numHeads
+
+	query := sa.Query.Forward(ctx, hiddenState)
+	query = query.Reshape(ctx, headDim, opts.numHeads, query.Dim(1), batchSize)
+	query = query.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+
+	key := sa.Key.Forward(ctx, hiddenState)
+	key = key.Reshape(ctx, headDim, opts.numHeads, key.Dim(1), batchSize)
+	key = key.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+
+	value := sa.Value.Forward(ctx, hiddenState)
+	value = value.Reshape(ctx, headDim, opts.numHeads, value.Dim(1), batchSize)
+	value = value.Permute(ctx, 1, 2, 0, 3).Contiguous(ctx)
+
+	scores := key.Mulmat(ctx, query)
+	scores = scores.Scale(ctx, 1.0/math.Sqrt(float64(headDim)))
+	scores = scores.Softmax(ctx)
+
+	attention := value.Mulmat(ctx, scores)
+	attention = attention.Reshape(ctx, headDim, attention.Dim(1), opts.numHeads, batchSize)
+	attention = attention.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	attention = attention.Reshape(ctx, opts.hiddenSize, attention.Dim(2), batchSize)
+
+	hiddenState = sa.Output.Forward(ctx, attention)
+	return hiddenState
+}
+
+type VisionMLP struct {
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+}
+
+func (mlp *VisionMLP) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	hiddenState = mlp.Up.Forward(ctx, hiddenState).GELU(ctx)
+	hiddenState = mlp.Down.Forward(ctx, hiddenState)
+
+	return hiddenState
+}
+
+type VisionEncoderLayer struct {
+	AttentionNorm *nn.LayerNorm `gguf:"attn_norm"`
+	SelfAttention *VisionSelfAttention
+	AttentionGate ml.Tensor `gguf:"attn_gate"`
+
+	MLPNorm *nn.LayerNorm `gguf:"ffn_norm"`
+	MLP     *VisionMLP
+	MLPGate ml.Tensor `gguf:"ffn_gate"`
+}
+
+func (e *VisionEncoderLayer) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	residual := hiddenState
+
+	// self attention
+	hiddenState = e.AttentionNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = e.SelfAttention.Forward(ctx, hiddenState, opts)
+
+	if e.AttentionGate != nil {
+		hiddenState = hiddenState.Mul(ctx, e.AttentionGate)
+	}
+	hiddenState = hiddenState.Add(ctx, residual)
+	residual = hiddenState
+
+	// feed forward
+	hiddenState = e.MLPNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = e.MLP.Forward(ctx, hiddenState, opts)
+	hiddenState = hiddenState.Add(ctx, residual)
+	if e.MLPGate != nil {
+		hiddenState = hiddenState.Mul(ctx, e.MLPGate)
+	}
+
+	return hiddenState
+}
+
+type VisionEncoder struct {
+	Layers []VisionEncoderLayer
+}
+
+func (e *VisionEncoder) Forward(ctx ml.Context, hiddenState ml.Tensor, intermediateLayersIndices []int32, opts *VisionModelOptions) (ml.Tensor, []ml.Tensor) {
+	var intermediateHiddenStates []ml.Tensor
+	for i, layer := range e.Layers {
+		if slices.Contains(intermediateLayersIndices, int32(i)) {
+			intermediateHiddenStates = append(intermediateHiddenStates, hiddenState.Reshape(ctx, append([]int{1}, hiddenState.Shape()...)...))
+		}
+
+		hiddenState = layer.Forward(ctx, hiddenState, opts)
+	}
+
+	return hiddenState, intermediateHiddenStates
+}
+
+type PrecomputedAspectRatioEmbedding struct {
+	Embedding *nn.Embedding
+	Gate      ml.Tensor `gguf:"gate"`
+}
+
+func (e *PrecomputedAspectRatioEmbedding) Forward(ctx ml.Context, hiddenState ml.Tensor, aspectRatioIDs ml.Tensor, numTiles int, opts *VisionModelOptions) ml.Tensor {
+	embeddings := e.Embedding.Forward(ctx, aspectRatioIDs)
+	embeddings = embeddings.Reshape(ctx, opts.hiddenSize, 1, numTiles)
+	if e.Gate != nil {
+		embeddings = embeddings.Mul(ctx, e.Gate)
+	}
+
+	return hiddenState.Add(ctx, embeddings)
+}
+
+type PrecomputedPositionEmbedding struct {
+	PositionEmbedding     *nn.Embedding `gguf:"position_embd"`
+	PositionEmbeddingGate ml.Tensor     `gguf:"position_embd.gate"`
+
+	TilePositionEmbedding     *nn.Embedding `gguf:"tile_position_embd"`
+	TilePositionEmbeddingGate ml.Tensor     `gguf:"tile_position_embd.gate"`
+}
+
+func (e *PrecomputedPositionEmbedding) Forward(ctx ml.Context, hiddenState, positionIDs, aspectRatioIDs ml.Tensor, numPositions, numTiles int, opts *VisionModelOptions) ml.Tensor {
+	positionEmbedding := e.PositionEmbedding.Forward(ctx, positionIDs)
+	if e.PositionEmbeddingGate != nil {
+		positionEmbedding = positionEmbedding.Mul(ctx, e.PositionEmbeddingGate)
+	}
+
+	hiddenState = hiddenState.Add(ctx, positionEmbedding)
+
+	tilePositionEmbedding := e.TilePositionEmbedding.Forward(ctx, aspectRatioIDs)
+	tilePositionEmbedding = tilePositionEmbedding.Reshape(ctx, opts.hiddenSize, numPositions, numTiles)
+	if e.TilePositionEmbeddingGate != nil {
+		tilePositionEmbedding = tilePositionEmbedding.Mul(ctx, e.TilePositionEmbeddingGate)
+	}
+
+	return hiddenState.Add(ctx, tilePositionEmbedding)
+}
+
+type VisionModelOptions struct {
+	hiddenSize, numHeads int
+	imageSize, patchSize int
+	eps                  float32
+
+	intermediateLayersIndices []int32
+}
+
+type VisionModel struct {
+	PatchEmbeddings *nn.Conv2D `gguf:"patch_embd"`
+
+	PreTilePositionEmbedding  *PrecomputedAspectRatioEmbedding `gguf:"pre_tile_position_embd"`
+	PostTilePositionEmbedding *PrecomputedAspectRatioEmbedding `gguf:"post_tile_position_embd"`
+	PositionEmbedding         *PrecomputedPositionEmbedding
+
+	PreLayerNorm   *nn.LayerNorm `gguf:"pre_ln"`
+	PostLayerNorm  *nn.LayerNorm `gguf:"post_ln"`
+	ClassEmbedding ml.Tensor     `gguf:"class_embd"`
+
+	Transformer       *VisionEncoder `gguf:"blk"`
+	GlobalTransformer *VisionEncoder `gguf:"global.blk"`
+
+	*VisionModelOptions
+}
+
+func (m *VisionModel) Forward(ctx ml.Context, pixelValues, positionIDs, aspectRatioIDs ml.Tensor) ml.Tensor {
+	numPatches := (m.imageSize / m.patchSize) * (m.imageSize / m.patchSize)
+	numPositions := numPatches
+	if m.ClassEmbedding != nil {
+		numPositions++
+	}
+
+	numTiles := pixelValues.Dim(3)
+
+	hiddenState := m.PatchEmbeddings.Forward(ctx, pixelValues, m.patchSize, m.patchSize, 0, 0, 1, 1)
+	hiddenState = hiddenState.Reshape(ctx, numPatches, m.hiddenSize, numTiles)
+	hiddenState = hiddenState.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+
+	hiddenState = m.PreTilePositionEmbedding.Forward(ctx, hiddenState, aspectRatioIDs, numTiles, m.VisionModelOptions)
+	hiddenState = m.ClassEmbedding.Repeat(ctx, 2, numTiles).Concat(ctx, hiddenState, 1)
+
+	hiddenState = m.PositionEmbedding.Forward(ctx, hiddenState, positionIDs, aspectRatioIDs, numPositions, numTiles, m.VisionModelOptions)
+	hiddenState = m.PreLayerNorm.Forward(ctx, hiddenState, m.eps)
+
+	numPaddingPatches := 8 - (hiddenState.Dim(1)%8)%8
+	hiddenState = hiddenState.Pad(ctx, 0, numPaddingPatches, 0, 0)
+
+	hiddenState = hiddenState.Reshape(ctx, hiddenState.Dim(0), hiddenState.Dim(1)*hiddenState.Dim(2), batchSize)
+	hiddenState, intermediateHiddenStates := m.Transformer.Forward(ctx, hiddenState, m.intermediateLayersIndices, m.VisionModelOptions)
+
+	hiddenState = m.PostLayerNorm.Forward(ctx, hiddenState, m.eps)
+
+	hiddenState = hiddenState.Reshape(ctx, m.hiddenSize, numPositions+numPaddingPatches, numTiles, batchSize)
+	hiddenState = m.PostTilePositionEmbedding.Forward(ctx, hiddenState, aspectRatioIDs, numTiles, m.VisionModelOptions)
+
+	hiddenState = hiddenState.Reshape(ctx, m.hiddenSize, numTiles*(numPositions+numPaddingPatches), batchSize)
+	hiddenState, _ = m.GlobalTransformer.Forward(ctx, hiddenState, nil, m.VisionModelOptions)
+
+	hiddenStates := intermediateHiddenStates[0].Stack(ctx, 0, intermediateHiddenStates[1:]...)
+	hiddenStates = hiddenStates.Reshape(ctx, len(intermediateHiddenStates)*m.hiddenSize, numPositions+numPaddingPatches, numTiles, batchSize)
+	hiddenStates = hiddenStates.Pad(ctx, 0, -numPaddingPatches, 0, 0)
+
+	hiddenState = hiddenState.Reshape(ctx, m.hiddenSize, numPositions+numPaddingPatches, numTiles, batchSize)
+	hiddenState = hiddenState.Pad(ctx, 0, -numPaddingPatches, 0, 0)
+	return hiddenState.Concat(ctx, hiddenStates, 0)
+}
+
+func newVisionModel(c fs.Config) *VisionModel {
+	return &VisionModel{
+		Transformer:       &VisionEncoder{Layers: make([]VisionEncoderLayer, c.Uint("vision.block_count"))},
+		GlobalTransformer: &VisionEncoder{Layers: make([]VisionEncoderLayer, c.Uint("vision.global.block_count"))},
+
+		VisionModelOptions: &VisionModelOptions{
+			hiddenSize: int(c.Uint("vision.embedding_length")),
+			numHeads:   int(c.Uint("vision.attention.head_count")),
+
+			imageSize: int(c.Uint("vision.image_size")),
+			patchSize: int(c.Uint("vision.patch_size")),
+
+			eps: c.Float("vision.attention.layer_norm_epsilon"),
+
+			intermediateLayersIndices: c.Ints("vision.intermediate_layers_indices"),
+		},
+	}
+}
diff --git a/model/models/mllama/process_image.go b/model/models/mllama/process_image.go
new file mode 100644
index 0000000..8e60508
--- /dev/null
+++ b/model/models/mllama/process_image.go
@@ -0,0 +1,222 @@
+package mllama
+
+import (
+	"image"
+	"math"
+	"slices"
+
+	"golang.org/x/image/draw"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/model/imageproc"
+)
+
+type supportedAspectRatio struct {
+	rank, width, height int
+}
+
+func (a supportedAspectRatio) Point() image.Point {
+	return image.Point{a.width, a.height}
+}
+
+func (a supportedAspectRatio) numTiles() int {
+	return a.width * a.height
+}
+
+type ImageProcessor struct {
+	imageSize, numChannels, maxNumTiles int
+
+	mean, std [3]float32
+}
+
+func newImageProcessor(c fs.Config) ImageProcessor {
+	return ImageProcessor{
+		imageSize:   int(c.Uint("vision.image_size")),
+		numChannels: int(c.Uint("vision.num_channels")),
+		maxNumTiles: int(c.Uint("vision.max_num_tiles")),
+
+		mean: imageproc.ClipDefaultMean,
+		std:  imageproc.ClipDefaultSTD,
+	}
+}
+
+func (p ImageProcessor) supportedAspectRatios() (ratios []supportedAspectRatio) {
+	for w := 1; w <= p.maxNumTiles; w++ {
+		for h := 1; h <= p.maxNumTiles/w; h++ {
+			ratios = append(ratios, supportedAspectRatio{len(ratios) + 1, w, h})
+		}
+	}
+	return ratios
+}
+
+func (p ImageProcessor) fitToCanvas(imageSize, canvasSize image.Point) image.Point {
+	tw := min(max(imageSize.X, p.imageSize), canvasSize.X)
+	th := min(max(imageSize.Y, p.imageSize), canvasSize.Y)
+
+	r := math.Min(
+		float64(tw)/float64(imageSize.X),
+		float64(th)/float64(imageSize.Y),
+	)
+
+	w := min(int(math.Floor(float64(imageSize.X)*r)), tw)
+	h := min(int(math.Floor(float64(imageSize.Y)*r)), th)
+
+	return image.Point{w, h}
+}
+
+func (p ImageProcessor) optimalTiledCanvas(imageSize image.Point) image.Point {
+	possibleTileArrangements := p.supportedAspectRatios()
+	possibleCanvasSizes := make([]image.Point, len(possibleTileArrangements))
+	for i, pta := range possibleTileArrangements {
+		possibleCanvasSizes[i] = image.Point{pta.width * p.imageSize, pta.height * p.imageSize}
+	}
+
+	scales := make([]float64, len(possibleCanvasSizes))
+	for i, pcs := range possibleCanvasSizes {
+		scales[i] = min(
+			float64(pcs.Y)/float64(imageSize.Y),
+			float64(pcs.X)/float64(imageSize.X),
+		)
+	}
+
+	var minUpscale float64
+	var maxDownscale float64
+	var upscale bool
+
+	for _, s := range scales {
+		if s > 1.0 {
+			upscale = true
+			if minUpscale == 0 {
+				minUpscale = s
+			} else {
+				minUpscale = math.Min(minUpscale, s)
+			}
+		} else {
+			maxDownscale = math.Max(maxDownscale, s)
+		}
+	}
+
+	selectedScale := maxDownscale
+	if upscale {
+		selectedScale = minUpscale
+	}
+
+	var selectedCanvas image.Point
+	for n, pcs := range possibleCanvasSizes {
+		if scales[n] == selectedScale {
+			// choose the smallest possible canvas
+			if selectedCanvas.X == 0 && selectedCanvas.Y == 0 {
+				selectedCanvas = pcs
+			} else if pcs.X*pcs.Y < selectedCanvas.X*selectedCanvas.Y {
+				selectedCanvas = pcs
+			}
+		}
+	}
+	return selectedCanvas
+}
+
+func (p ImageProcessor) splitToTiles(img image.Image, numTilesSize image.Point) []image.Image {
+	b := img.Bounds()
+	width := b.Max.X - b.Min.X
+	height := b.Max.Y - b.Min.Y
+	tileHeight := height / numTilesSize.Y
+	tileWidth := width / numTilesSize.X
+
+	images := make([]image.Image, 0, numTilesSize.Y*numTilesSize.X)
+
+	for h := range numTilesSize.Y {
+		for w := range numTilesSize.X {
+			rect := image.Rect(tileWidth*w, tileHeight*h, tileWidth*(w+1), tileHeight*(h+1))
+			if subImg, ok := img.(interface {
+				SubImage(image.Rectangle) image.Image
+			}); ok {
+				images = append(images, subImg.SubImage(rect))
+			} else {
+				// Handle the case where img does not implement SubImage
+				// This is a fallback and may not be efficient
+				newImg := image.NewRGBA(rect)
+				draw.Draw(newImg, rect, img, rect.Min, draw.Src)
+				images = append(images, newImg)
+			}
+		}
+	}
+
+	return images
+}
+
+func (p ImageProcessor) resize(img image.Image) (image.Image, image.Point) {
+	b := img.Bounds()
+
+	canvasSize := p.optimalTiledCanvas(b.Max)
+	aspectRatio := image.Point{canvasSize.X / p.imageSize, canvasSize.Y / p.imageSize}
+	newSize := p.fitToCanvas(b.Max, canvasSize)
+
+	dst := image.NewRGBA(image.Rect(0, 0, newSize.X, newSize.Y))
+
+	// scaling choices:
+	//   NearestNeighbor	fast, blocky output
+	//   ApproxBiLinear	fast, medium quality
+	//   BiLinear		slow, high quality
+	//   CatmullRom		very slow, very high quality
+	draw.BiLinear.Scale(dst, dst.Rect, img, b, draw.Over, nil)
+
+	return dst, aspectRatio
+}
+
+func (p ImageProcessor) pad(img image.Image, aspectRatio image.Point) image.Image {
+	paddedSize := image.Point{
+		X: p.imageSize * aspectRatio.X,
+		Y: p.imageSize * aspectRatio.Y,
+	}
+
+	dst := image.NewRGBA(image.Rect(0, 0, paddedSize.X, paddedSize.Y))
+	draw.Draw(dst, img.Bounds(), img, image.Point{0, 0}, draw.Over)
+
+	return dst
+}
+
+func (p ImageProcessor) pack(img image.Image, aspectRatio image.Point) []float32 {
+	subImages := p.splitToTiles(img, aspectRatio)
+
+	var pixelVals []float32
+
+	for _, subImg := range subImages {
+		bounds := subImg.Bounds()
+		var rVals, gVals, bVals []float32
+		for y := bounds.Min.Y; y < bounds.Max.Y; y++ {
+			for x := bounds.Min.X; x < bounds.Max.X; x++ {
+				c := subImg.At(x, y)
+				r, g, b, _ := c.RGBA()
+				rVal := float32(r>>8) / 255.0
+				gVal := float32(g>>8) / 255.0
+				bVal := float32(b>>8) / 255.0
+
+				rVal = (rVal - p.mean[0]) / p.std[0]
+				gVal = (gVal - p.mean[1]) / p.std[1]
+				bVal = (bVal - p.mean[2]) / p.std[2]
+
+				rVals = append(rVals, rVal)
+				gVals = append(gVals, gVal)
+				bVals = append(bVals, bVal)
+			}
+		}
+		pixelVals = append(pixelVals, rVals...)
+		pixelVals = append(pixelVals, gVals...)
+		pixelVals = append(pixelVals, bVals...)
+	}
+
+	return pixelVals
+}
+
+func (p ImageProcessor) ProcessImage(img image.Image) ([]float32, supportedAspectRatio, error) {
+	newImage, newImageRatio := p.resize(img)
+	newImage = p.pad(newImage, newImageRatio)
+	pixelValues := p.pack(newImage, newImageRatio)
+
+	supportedAspectRatios := p.supportedAspectRatios()
+	aspectRatioID := slices.IndexFunc(supportedAspectRatios, func(i supportedAspectRatio) bool {
+		return i.width == newImageRatio.X && i.height == newImageRatio.Y
+	})
+
+	return pixelValues, supportedAspectRatios[aspectRatioID], nil
+}
diff --git a/model/models/mllama/process_image_test.go b/model/models/mllama/process_image_test.go
new file mode 100644
index 0000000..a9669b1
--- /dev/null
+++ b/model/models/mllama/process_image_test.go
@@ -0,0 +1,387 @@
+package mllama
+
+import (
+	"image"
+	"testing"
+
+	"github.com/google/go-cmp/cmp"
+)
+
+func TestSupportedAspectRatios(t *testing.T) {
+	cases := []struct {
+		p    ImageProcessor
+		want []supportedAspectRatio
+	}{
+		{
+			p: ImageProcessor{maxNumTiles: 1},
+			want: []supportedAspectRatio{
+				{1, 1, 1},
+			},
+		},
+		{
+			p: ImageProcessor{maxNumTiles: 2},
+			want: []supportedAspectRatio{
+				{1, 1, 1},
+				{2, 1, 2},
+				{3, 2, 1},
+			},
+		},
+		{
+			p: ImageProcessor{maxNumTiles: 3},
+			want: []supportedAspectRatio{
+				{1, 1, 1},
+				{2, 1, 2},
+				{3, 1, 3},
+				{4, 2, 1},
+				{5, 3, 1},
+			},
+		},
+		{
+			p: ImageProcessor{maxNumTiles: 4},
+			want: []supportedAspectRatio{
+				{1, 1, 1},
+				{2, 1, 2},
+				{3, 1, 3},
+				{4, 1, 4},
+				{5, 2, 1},
+				{6, 2, 2},
+				{7, 3, 1},
+				{8, 4, 1},
+			},
+		},
+	}
+
+	for _, tt := range cases {
+		actual := tt.p.supportedAspectRatios()
+		if diff := cmp.Diff(actual, tt.want, cmp.AllowUnexported(supportedAspectRatio{})); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	}
+}
+
+func TestFitToCanvas(t *testing.T) {
+	cases := []struct {
+		p      ImageProcessor
+		image  image.Point
+		canvas image.Point
+		expect image.Point
+	}{
+		{
+			p:      ImageProcessor{imageSize: 200},
+			image:  image.Point{400, 400},
+			canvas: image.Point{640, 480},
+			expect: image.Point{400, 400},
+		},
+		{
+			p:      ImageProcessor{imageSize: 200},
+			image:  image.Point{1024, 768},
+			canvas: image.Point{640, 480},
+			expect: image.Point{640, 480},
+		},
+		{
+			p:      ImageProcessor{imageSize: 750},
+			image:  image.Point{500, 500},
+			canvas: image.Point{1000, 1000},
+			expect: image.Point{750, 750},
+		},
+		{
+			p:      ImageProcessor{imageSize: 2000},
+			image:  image.Point{500, 1000},
+			canvas: image.Point{2000, 2000},
+			expect: image.Point{1000, 2000},
+		},
+		{
+			p:      ImageProcessor{imageSize: 1000},
+			image:  image.Point{4000, 3000},
+			canvas: image.Point{2000, 1000},
+			expect: image.Point{1333, 1000},
+		},
+		{
+			p:      ImageProcessor{imageSize: 560},
+			image:  image.Point{667, 1000},
+			canvas: image.Point{1000, 1000},
+			expect: image.Point{667, 1000},
+		},
+	}
+
+	for _, tt := range cases {
+		actual := tt.p.fitToCanvas(tt.image, tt.canvas)
+		if diff := cmp.Diff(actual, tt.expect); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	}
+}
+
+func TestOptimalTiledCanvas(t *testing.T) {
+	cases := []struct {
+		p      ImageProcessor
+		image  image.Point
+		expect image.Point
+	}{
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 1000},
+			image:  image.Point{1024, 768},
+			expect: image.Point{2000, 1000},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{1024, 768},
+			expect: image.Point{1120, 1120},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{800, 600},
+			expect: image.Point{1120, 1120},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{640, 480},
+			expect: image.Point{1120, 560},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{320, 200},
+			expect: image.Point{560, 560},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{1320, 200},
+			expect: image.Point{1680, 560},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{2000, 200},
+			expect: image.Point{2240, 560},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{10000, 200},
+			expect: image.Point{2240, 560},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{480, 640},
+			expect: image.Point{560, 1120},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{200, 320},
+			expect: image.Point{560, 560},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{200, 1320},
+			expect: image.Point{560, 1680},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{200, 2000},
+			expect: image.Point{560, 2240},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{200, 10000},
+			expect: image.Point{560, 2240},
+		},
+		{
+			p:      ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			image:  image.Point{10000, 10000},
+			expect: image.Point{1120, 1120},
+		},
+	}
+
+	for _, tt := range cases {
+		actual := tt.p.optimalTiledCanvas(tt.image)
+		if diff := cmp.Diff(actual, tt.expect); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	}
+}
+
+func TestSplitToTiles(t *testing.T) {
+	cases := []struct {
+		imageMax image.Point
+		numTiles image.Point
+		expect   []image.Image
+	}{
+		{
+			imageMax: image.Point{1024, 768},
+			numTiles: image.Point{1, 1},
+			expect:   []image.Image{image.NewRGBA(image.Rect(0, 0, 1024, 768))},
+		},
+		{
+			imageMax: image.Point{1000, 500},
+			numTiles: image.Point{2, 1},
+			expect: []image.Image{
+				image.NewRGBA(image.Rect(0, 0, 500, 500)),
+				image.NewRGBA(image.Rect(500, 0, 1000, 500)),
+			},
+		},
+		{
+			imageMax: image.Point{1000, 1000},
+			numTiles: image.Point{2, 2},
+			expect: []image.Image{
+				image.NewRGBA(image.Rect(0, 0, 500, 500)),
+				image.NewRGBA(image.Rect(500, 0, 1000, 500)),
+				image.NewRGBA(image.Rect(0, 500, 500, 1000)),
+				image.NewRGBA(image.Rect(500, 500, 1000, 1000)),
+			},
+		},
+	}
+
+	var p ImageProcessor
+
+	for _, tt := range cases {
+		actual := p.splitToTiles(image.NewRGBA(image.Rectangle{Max: tt.imageMax}), tt.numTiles)
+
+		if len(actual) != len(tt.expect) {
+			t.Errorf("incorrect number of images '%d': expect: '%d'", len(actual), len(tt.expect))
+		}
+
+		for i := range actual {
+			if actual[i].Bounds() != tt.expect[i].Bounds() {
+				t.Errorf("image size incorrect: '%#v': expect: '%#v'", actual[i].Bounds(), tt.expect[i].Bounds())
+			}
+		}
+	}
+}
+
+func TestResize(t *testing.T) {
+	cases := []struct {
+		p                 ImageProcessor
+		imageMax          image.Point
+		expectImage       image.Image
+		expectAspectRatio image.Point
+	}{
+		{
+			p:                 ImageProcessor{maxNumTiles: 1, imageSize: 100},
+			imageMax:          image.Point{200, 200},
+			expectImage:       image.NewRGBA(image.Rect(0, 0, 100, 100)),
+			expectAspectRatio: image.Point{1, 1},
+		},
+		{
+			p:                 ImageProcessor{maxNumTiles: 2, imageSize: 100},
+			imageMax:          image.Point{200, 200},
+			expectImage:       image.NewRGBA(image.Rect(0, 0, 100, 100)),
+			expectAspectRatio: image.Point{1, 1},
+		},
+		{
+			p:                 ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			imageMax:          image.Point{10, 10},
+			expectImage:       image.NewRGBA(image.Rect(0, 0, 560, 560)),
+			expectAspectRatio: image.Point{1, 1},
+		},
+		{
+			p:                 ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			imageMax:          image.Point{2560, 1920},
+			expectImage:       image.NewRGBA(image.Rect(0, 0, 1120, 840)),
+			expectAspectRatio: image.Point{2, 2},
+		},
+		{
+			p:                 ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			imageMax:          image.Point{1024, 768},
+			expectImage:       image.NewRGBA(image.Rect(0, 0, 1024, 768)),
+			expectAspectRatio: image.Point{2, 2},
+		},
+	}
+
+	for _, tt := range cases {
+		actualImage, actualAspectRatio := tt.p.resize(image.Rectangle{Max: tt.imageMax})
+
+		if actualImage.Bounds() != tt.expectImage.Bounds() {
+			t.Errorf("image size incorrect: '%#v': expect: '%#v'", actualImage.Bounds(), tt.expectImage.Bounds())
+		}
+
+		if actualAspectRatio != tt.expectAspectRatio {
+			t.Errorf("aspect ratio incorrect: '%#v': expect: '%#v'", actualAspectRatio, tt.expectAspectRatio)
+		}
+	}
+}
+
+func TestPad(t *testing.T) {
+	cases := []struct {
+		p           ImageProcessor
+		imageMax    image.Point
+		aspectRatio image.Point
+		expect      image.Image
+	}{
+		{
+			p:           ImageProcessor{maxNumTiles: 4, imageSize: 560},
+			imageMax:    image.Point{1000, 667},
+			aspectRatio: image.Point{2, 2},
+			expect:      image.NewRGBA(image.Rect(0, 0, 1120, 1120)),
+		},
+	}
+
+	for _, tt := range cases {
+		actual := tt.p.pad(image.Rectangle{Max: tt.imageMax}, tt.aspectRatio)
+
+		if actual.Bounds() != tt.expect.Bounds() {
+			t.Errorf("image size incorrect: '%#v': expect: '%#v'", actual.Bounds(), tt.expect.Bounds())
+		}
+	}
+}
+
+func TestPackImages(t *testing.T) {
+	cases := []struct {
+		imageMax    image.Point
+		aspectRatio image.Point
+		expectVals  int
+	}{
+		{
+			imageMax:    image.Point{1120, 1120},
+			aspectRatio: image.Point{2, 2},
+			expectVals:  2 * 2 * 3 * 560 * 560,
+		},
+		{
+			imageMax:    image.Point{560, 560},
+			aspectRatio: image.Point{1, 1},
+			expectVals:  1 * 1 * 3 * 560 * 560,
+		},
+		{
+			imageMax:    image.Point{1120, 560},
+			aspectRatio: image.Point{1, 2},
+			expectVals:  1 * 2 * 3 * 560 * 560,
+		},
+	}
+
+	for _, tt := range cases {
+		var p ImageProcessor
+		actualVals := p.pack(image.NewRGBA(image.Rectangle{Max: tt.imageMax}), tt.aspectRatio)
+		if len(actualVals) != tt.expectVals {
+			t.Errorf("packed image size incorrect: '%d': expect: '%d'", len(actualVals), tt.expectVals)
+		}
+	}
+}
+
+func TestPreprocess(t *testing.T) {
+	cases := []struct {
+		imageMax            image.Point
+		expectAspectRatioID int
+	}{
+		{
+			imageMax:            image.Point{10, 10},
+			expectAspectRatioID: 1,
+		},
+		{
+			imageMax:            image.Point{1024, 768},
+			expectAspectRatioID: 6,
+		},
+	}
+
+	p := ImageProcessor{imageSize: 560, maxNumTiles: 4}
+	for _, tt := range cases {
+		img, aspectRatio, err := p.ProcessImage(image.NewRGBA(image.Rectangle{Max: tt.imageMax}))
+		if err != nil {
+			t.Fatalf("error processing: %q", err)
+		}
+
+		if len(img) == 0 {
+			t.Errorf("no image data returned")
+		}
+
+		if aspectRatio.rank != tt.expectAspectRatioID {
+			t.Errorf("aspect ratio incorrect: '%d': expect: '%d'", aspectRatio, tt.expectAspectRatioID)
+		}
+	}
+}
diff --git a/model/models/models.go b/model/models/models.go
new file mode 100644
index 0000000..133e517
--- /dev/null
+++ b/model/models/models.go
@@ -0,0 +1,11 @@
+package models
+
+import (
+	_ "github.com/ollama/ollama/model/models/gemma2"
+	_ "github.com/ollama/ollama/model/models/gemma3"
+	_ "github.com/ollama/ollama/model/models/llama"
+	_ "github.com/ollama/ollama/model/models/llama4"
+	_ "github.com/ollama/ollama/model/models/mistral3"
+	_ "github.com/ollama/ollama/model/models/mllama"
+	_ "github.com/ollama/ollama/model/models/qwen25vl"
+)
diff --git a/model/models/qwen25vl/model.go b/model/models/qwen25vl/model.go
new file mode 100644
index 0000000..7de9b6e
--- /dev/null
+++ b/model/models/qwen25vl/model.go
@@ -0,0 +1,159 @@
+package qwen25vl
+
+import (
+	"bytes"
+	"fmt"
+	"image"
+	"slices"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model"
+	"github.com/ollama/ollama/model/input"
+)
+
+type Model struct {
+	model.Base
+	model.BytePairEncoding
+
+	*TextModel
+	*VisionModel `gguf:"v,vision"`
+
+	ImageProcessor
+}
+
+// Implement MultimodalProcessor interface
+var _ model.MultimodalProcessor = (*Model)(nil)
+
+func New(c fs.Config) (model.Model, error) {
+	m := &Model{
+		BytePairEncoding: model.NewBytePairEncoding(
+			c.String("tokenizer.ggml.pretokenizer", `(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+`),
+			&model.Vocabulary{
+				Values: c.Strings("tokenizer.ggml.tokens"),
+				Types:  c.Ints("tokenizer.ggml.token_type"),
+				Merges: c.Strings("tokenizer.ggml.merges"),
+				AddBOS: c.Bool("tokenizer.ggml.add_bos_token", true),
+				BOS:    []int32{int32(c.Uint("tokenizer.ggml.bos_token_id"))},
+				AddEOS: c.Bool("tokenizer.ggml.add_eos_token", false),
+				EOS: append(
+					[]int32{int32(c.Uint("tokenizer.ggml.eos_token_id"))},
+					c.Ints("tokenizer.ggml.eos_token_ids")...,
+				),
+			},
+		),
+		TextModel:      NewTextModel(c),
+		VisionModel:    newVisionModel(c),
+		ImageProcessor: newImageProcessor(c),
+	}
+
+	m.Cache = kvcache.NewCausalCache(m.TextModel.Shift)
+
+	return m, nil
+}
+
+func (m *Model) PixelValues(ctx ml.Context, multimodalData []byte) (ml.Tensor, *Grid, error) {
+	image, _, err := image.Decode(bytes.NewReader(multimodalData))
+	if err != nil {
+		return nil, nil, err
+	}
+
+	f32s, grid, err := m.ImageProcessor.ProcessImage(image)
+	if err != nil {
+		return nil, nil, err
+	}
+
+	// Calculate tensor dimensions
+	patchDim := m.ImageProcessor.numChannels * m.ImageProcessor.temporalPatchSize *
+		m.ImageProcessor.patchSize * m.ImageProcessor.patchSize
+	numPatches := grid.Temporal * grid.Height * grid.Width
+
+	pixelValues, err := ctx.Input().FromFloatSlice(f32s, patchDim, numPatches)
+	if err != nil {
+		return nil, nil, fmt.Errorf("failed to create tensor from image: %w", err)
+	}
+
+	return pixelValues, grid, nil
+}
+
+func (m *Model) EncodeMultimodal(ctx ml.Context, multimodalData []byte) ([]input.Multimodal, error) {
+	if len(m.VisionModel.Layers) == 0 {
+		return nil, model.ErrNoVisionModel
+	}
+
+	pixels, grid, err := m.PixelValues(ctx, multimodalData)
+	if err != nil {
+		return nil, err
+	}
+
+	visionOutputs := m.VisionModel.Forward(ctx, pixels, grid)
+	return []input.Multimodal{{Tensor: visionOutputs}}, nil
+}
+
+// PostTokenize arranges Qwen-2.5-VL's inputs for the forward pass
+func (m *Model) PostTokenize(inputs []input.Input) ([]input.Input, error) {
+	var result []input.Input
+
+	var (
+		imageToken       int32 = 151655
+		visionStartToken int32 = 151652
+		visionEndToken   int32 = 151653
+	)
+
+	nImg := 0
+	for _, inp := range inputs {
+		if inp.Multimodal == nil {
+			// If not a multimodal input, add it to the result unchanged
+			result = append(result, inp)
+		} else {
+			// Adding the 'Picture' prefix is a hack, at the time of writing there is no way to prefix
+			// the image tokens with a prompt, so we add a prefix here
+			nImg++
+			pre, err := m.Encode(fmt.Sprintf(" Picture %d: ", nImg), true)
+			if err != nil {
+				return nil, fmt.Errorf("failed to encode image prompt: %w", err)
+			}
+			for i := range pre {
+				result = append(result, input.Input{Token: pre[i]})
+			}
+
+			patchesPerChunk := inp.Multimodal[0].Tensor.Dim(1)
+
+			// First add the vision start token
+			result = append(result, input.Input{Token: visionStartToken, SameBatch: patchesPerChunk + 1})
+
+			// Add the image token with the multimodal tensor data at the first position
+			result = append(result, input.Input{
+				Token:          imageToken,
+				Multimodal:     inp.Multimodal,
+				MultimodalHash: inp.MultimodalHash,
+			})
+
+			// Add the placeholder tokens for the remaining positions (tokensPerGrid-1)
+			result = append(result, slices.Repeat([]input.Input{{Token: imageToken}}, patchesPerChunk-1)...)
+
+			result = append(result, input.Input{Token: visionEndToken})
+		}
+	}
+
+	return result, nil
+}
+
+func (m *Model) Forward(ctx ml.Context, batch input.Batch) (ml.Tensor, error) {
+	positions, err := ctx.Input().FromIntSlice(batch.Positions, len(batch.Positions))
+	if err != nil {
+		return nil, err
+	}
+
+	outputs, err := ctx.Input().FromIntSlice(batch.Outputs, len(batch.Outputs))
+	if err != nil {
+		return nil, err
+	}
+
+	return m.TextModel.Forward(ctx, batch.Inputs, positions, outputs, batch, m.Cache)
+}
+
+func init() {
+	model.Register("qwen25vl", New)
+}
diff --git a/model/models/qwen25vl/model_text.go b/model/models/qwen25vl/model_text.go
new file mode 100644
index 0000000..800fd96
--- /dev/null
+++ b/model/models/qwen25vl/model_text.go
@@ -0,0 +1,150 @@
+package qwen25vl
+
+import (
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+	"github.com/ollama/ollama/model/input"
+)
+
+type TextOptions struct {
+	ctxLen, hiddenSize, numHeads, numKVHeads int
+	eps, ropeBase, ropeScale                 float32
+	ropeDim, defaultContextLen               uint32
+}
+
+type TextModel struct {
+	TokenEmbedding *nn.Embedding `gguf:"token_embd"`
+	Layers         []Layer       `gguf:"blk"`
+	OutputNorm     *nn.RMSNorm   `gguf:"output_norm"`
+	Output         *nn.Linear    `gguf:"output,alt:token_embd"`
+
+	*TextOptions
+}
+
+func NewTextModel(c fs.Config) *TextModel {
+	m := TextModel{
+		Layers: make([]Layer, c.Uint("block_count")),
+		TextOptions: &TextOptions{
+			ctxLen:            int(c.Uint("context_length")),
+			hiddenSize:        int(c.Uint("embedding_length")),
+			numHeads:          int(c.Uint("attention.head_count")),
+			numKVHeads:        int(c.Uint("attention.head_count_kv")),
+			eps:               c.Float("attention.layer_norm_rms_epsilon"),
+			ropeBase:          c.Float("rope.freq_base"),
+			ropeScale:         c.Float("rope.freq_scale", 1),
+			ropeDim:           c.Uint("rope.dimension_count", 128),
+			defaultContextLen: c.Uint("context_length", 128000),
+		},
+	}
+
+	return &m
+}
+
+// SelfAttention implements the multi-head self-attention mechanism
+// with separate projections for query, key, value and output transformations
+type SelfAttention struct {
+	Query  *nn.Linear `gguf:"attn_q"`
+	Key    *nn.Linear `gguf:"attn_k"`
+	Value  *nn.Linear `gguf:"attn_v"`
+	Output *nn.Linear `gguf:"attn_output"`
+}
+
+func (sa *SelfAttention) Forward(ctx ml.Context, hiddenState, positionIDs ml.Tensor, cache kvcache.Cache, opts *TextOptions) ml.Tensor {
+	batchSize := hiddenState.Dim(1)
+	headDim := opts.hiddenSize / opts.numHeads
+
+	q := sa.Query.Forward(ctx, hiddenState)
+	q = q.Reshape(ctx, headDim, opts.numHeads, batchSize)
+	q = q.RoPE(ctx, positionIDs, nil, opts.ropeDim, 2, opts.ropeBase, opts.ropeScale, ml.WithContextLen(opts.defaultContextLen))
+
+	k := sa.Key.Forward(ctx, hiddenState)
+	k = k.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+	k = k.RoPE(ctx, positionIDs, nil, opts.ropeDim, 2, opts.ropeBase, opts.ropeScale, ml.WithContextLen(opts.defaultContextLen))
+
+	v := sa.Value.Forward(ctx, hiddenState)
+	v = v.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
+
+	scaleFactor := 1.0 / math.Sqrt(float64(headDim))
+	kqv := nn.Attention(ctx, q, k, v, scaleFactor, cache)
+	kqv = kqv.Reshape(ctx, opts.hiddenSize, batchSize)
+
+	return sa.Output.Forward(ctx, kqv)
+}
+
+// Shift applies rotary position embeddings to the key tensor for causal attention caching
+func (m *TextModel) Shift(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
+	return key.RoPE(ctx, shift, nil, m.ropeDim, 2, m.ropeBase, m.ropeScale, ml.WithContextLen(m.defaultContextLen)), nil
+}
+
+// MLP implements the feed-forward network component with SwiGLU activation
+type MLP struct {
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+	Gate *nn.Linear `gguf:"ffn_gate"`
+}
+
+func (mlp *MLP) Forward(ctx ml.Context, hiddenState ml.Tensor, opts *TextOptions) ml.Tensor {
+	// Apply SwiGLU activation gating
+	hiddenState = mlp.Gate.Forward(ctx, hiddenState).SILU(ctx).Mul(ctx, mlp.Up.Forward(ctx, hiddenState))
+	// Project back to hidden dimension
+	return mlp.Down.Forward(ctx, hiddenState)
+}
+
+// Layer represents a single transformer layer combining self-attention and feed-forward components
+type Layer struct {
+	AttentionNorm *nn.RMSNorm `gguf:"attn_norm"`
+	SelfAttention *SelfAttention
+	MLPNorm       *nn.RMSNorm `gguf:"ffn_norm"`
+	MLP           *MLP
+}
+
+func (l *Layer) Forward(ctx ml.Context, hiddenState, positionIDs, outputs ml.Tensor, cache kvcache.Cache, opts *TextOptions) ml.Tensor {
+	// Self-attention branch with residual connection
+	residual := hiddenState
+
+	hiddenState = l.AttentionNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.SelfAttention.Forward(ctx, hiddenState, positionIDs, cache, opts)
+
+	// In the final layer (outputs != nil), optimize by pruning to just the token positions
+	// we need logits for.
+	if outputs != nil {
+		hiddenState = hiddenState.Rows(ctx, outputs)
+		residual = residual.Rows(ctx, outputs)
+	}
+
+	hiddenState = hiddenState.Add(ctx, residual)
+	// Feed-forward branch with residual connection
+	residual = hiddenState
+	hiddenState = l.MLPNorm.Forward(ctx, hiddenState, opts.eps)
+	hiddenState = l.MLP.Forward(ctx, hiddenState, opts)
+	return hiddenState.Add(ctx, residual)
+}
+
+func (m *TextModel) Forward(ctx ml.Context, inputs, positions, outputs ml.Tensor, batch input.Batch, cache kvcache.Cache) (ml.Tensor, error) {
+	// Initial token embedding
+	hiddenStates := m.TokenEmbedding.Forward(ctx, inputs).Duplicate(ctx)
+
+	for _, mi := range batch.Multimodal {
+		img := mi.Multimodal[0].Tensor
+		ctx.Forward(img.Copy(ctx, hiddenStates.View(ctx, mi.Index*hiddenStates.Stride(1), img.Dim(0)*img.Dim(1))))
+	}
+
+	// Process through transformer layers
+	for i, layer := range m.Layers {
+		cache.SetLayer(i)
+
+		var lastLayerOutputs ml.Tensor
+		if i == len(m.Layers)-1 {
+			lastLayerOutputs = outputs
+		}
+
+		hiddenStates = layer.Forward(ctx, hiddenStates, positions, lastLayerOutputs, cache, m.TextOptions)
+	}
+
+	hiddenStates = m.OutputNorm.Forward(ctx, hiddenStates, m.eps)
+	return m.Output.Forward(ctx, hiddenStates), nil
+}
diff --git a/model/models/qwen25vl/model_vision.go b/model/models/qwen25vl/model_vision.go
new file mode 100644
index 0000000..01eef39
--- /dev/null
+++ b/model/models/qwen25vl/model_vision.go
@@ -0,0 +1,391 @@
+package qwen25vl
+
+import (
+	"fmt"
+	"math"
+	"slices"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/ml/nn"
+)
+
+// We only support batch size of 1
+var batchSize int = 1
+
+func rotateHalf(ctx ml.Context, t ml.Tensor) ml.Tensor {
+	x1 := t.View(ctx, 0, t.Dim(0)/2, t.Stride(1), t.Dim(1), t.Stride(2), t.Dim(2), t.Stride(3), t.Dim(3))
+	x2 := t.View(ctx, t.Stride(0)*t.Dim(0)/2, t.Dim(0)/2, t.Stride(1), t.Dim(1), t.Stride(2), t.Dim(2), t.Stride(3), t.Dim(3)).Contiguous(ctx)
+	return x2.Neg(ctx).Concat(ctx, x1, 0)
+}
+
+func applyRotaryPositionalEmbedding(ctx ml.Context, t, cos, sin ml.Tensor) ml.Tensor {
+	return t.Mul(ctx, cos).Add(ctx, rotateHalf(ctx, t).Mul(ctx, sin))
+}
+
+func blockDiagonalMask(ctx ml.Context, seqLength int, bounds []int, numHeads int) ml.Tensor {
+	// Create a flat slice for the mask (all -inf initially to block all attention)
+	flat := make([]float32, seqLength*seqLength)
+	for i := range flat {
+		flat[i] = float32(math.Inf(-1)) // Negative infinity to block attention
+	}
+
+	// Fill in the mask with zeros for tokens that CAN attend to each other
+	for i := 1; i < len(bounds); i++ {
+		start := bounds[i-1]
+		end := bounds[i]
+
+		// Enable attention within this sequence block by setting values to 0
+		for row := start; row < end; row++ {
+			for col := start; col < end; col++ {
+				idx := row*seqLength + col
+				flat[idx] = 0.0 // 0 allows attention, -inf blocks it
+			}
+		}
+	}
+
+	mask, err := ctx.Input().FromFloatSlice(flat, seqLength, seqLength)
+	if err != nil {
+		panic(err)
+	}
+	// Reshape to match [seqLength, seqLength, 1] for broadcasting
+	mask = mask.Reshape(ctx, seqLength, seqLength, 1)
+
+	return mask
+}
+
+type VisionSelfAttention struct {
+	Query  *nn.Linear `gguf:"attn_q"`
+	Key    *nn.Linear `gguf:"attn_k"`
+	Value  *nn.Linear `gguf:"attn_v"`
+	Output *nn.Linear `gguf:"attn_out"`
+}
+
+func (sa *VisionSelfAttention) Forward(ctx ml.Context, hiddenStates, cos, sin, mask ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	query := sa.Query.Forward(ctx, hiddenStates)
+	key := sa.Key.Forward(ctx, hiddenStates)
+	value := sa.Value.Forward(ctx, hiddenStates)
+
+	query = query.Reshape(ctx, opts.headDim, opts.numHeads, query.Dim(1), batchSize)
+	key = key.Reshape(ctx, opts.headDim, opts.numHeads, key.Dim(1), batchSize)
+	value = value.Reshape(ctx, opts.headDim, opts.numHeads, value.Dim(1), batchSize)
+
+	query = applyRotaryPositionalEmbedding(ctx, query, cos, sin)
+	key = applyRotaryPositionalEmbedding(ctx, key, cos, sin)
+
+	// Scale factor for scaled dot-product attention
+	scale := 1.0 / math.Sqrt(float64(opts.headDim))
+
+	// Scaled dot-product attention
+	query = query.Permute(ctx, 0, 2, 1, 3)
+	key = key.Permute(ctx, 0, 2, 1, 3)
+	value = value.Permute(ctx, 1, 2, 0, 3).Contiguous(ctx)
+	kq := key.MulmatFullPrec(ctx, query)
+	kq = kq.Scale(ctx, scale)
+	if mask != nil {
+		kq = kq.Add(ctx, mask)
+	}
+	kq = kq.Softmax(ctx)
+	kqv := value.Mulmat(ctx, kq)
+	attention := kqv.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	attention = attention.Reshape(ctx, opts.hiddenSize, attention.Dim(2), batchSize)
+
+	return sa.Output.Forward(ctx, attention)
+}
+
+// VisionMLP implements the multi-layer perceptron
+type VisionMLP struct {
+	Gate *nn.Linear `gguf:"ffn_gate"`
+	Up   *nn.Linear `gguf:"ffn_up"`
+	Down *nn.Linear `gguf:"ffn_down"`
+}
+
+func (mlp *VisionMLP) Forward(ctx ml.Context, hiddenStates ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	// Using activation as specified in config (likely GELU or SiLU/Swish)
+	gateOutput := mlp.Gate.Forward(ctx, hiddenStates)
+	upOutput := mlp.Up.Forward(ctx, hiddenStates)
+	hiddenStates = gateOutput.SILU(ctx).Mul(ctx, upOutput)
+
+	return mlp.Down.Forward(ctx, hiddenStates)
+}
+
+type VisionEncoderLayer struct {
+	Norm1         *nn.RMSNorm `gguf:"ln1"`
+	SelfAttention *VisionSelfAttention
+	Norm2         *nn.RMSNorm `gguf:"ln2"`
+	MLP           *VisionMLP
+}
+
+func (e *VisionEncoderLayer) Forward(ctx ml.Context, hiddenStates, cos, sin, mask ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	residual := hiddenStates
+	hiddenStates = e.Norm1.Forward(ctx, hiddenStates, opts.eps)
+	hiddenStates = e.SelfAttention.Forward(ctx, hiddenStates, cos, sin, mask, opts)
+	hiddenStates = hiddenStates.Add(ctx, residual)
+
+	residual = hiddenStates
+	hiddenStates = e.Norm2.Forward(ctx, hiddenStates, opts.eps)
+	hiddenStates = e.MLP.Forward(ctx, hiddenStates, opts)
+	return hiddenStates.Add(ctx, residual)
+}
+
+// VisionModelOptions contains configuration options
+type VisionModelOptions struct {
+	hiddenSize        int
+	numHeads          int
+	headDim           int
+	patchSize         int
+	numChannels       int
+	eps               float32
+	ropeTheta         float32
+	spatialMergeSize  int
+	windowSize        int
+	fullAttnBlocks    []int32
+	temporalPatchSize int
+}
+
+type PatchEmbedding struct {
+	PatchConv0 *nn.Conv2D `gguf:"patch_embd_0"`
+	PatchConv1 *nn.Conv2D `gguf:"patch_embd_1"`
+}
+
+func (pe *PatchEmbedding) Forward(ctx ml.Context, pixelValues ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	numPatches := pixelValues.Shape()[1]
+
+	// Reshape the input tensor to match the expected dimensions
+	pixelValues = pixelValues.Reshape(ctx, opts.patchSize*opts.patchSize, opts.temporalPatchSize, opts.numChannels, numPatches)
+
+	// Permute the tensor to bring the temporal dimension to the front
+	pixelValues = pixelValues.Permute(ctx, 1, 0, 2, 3).Contiguous(ctx)
+
+	// Split the tensor into parts for the temporal convolutions
+	in0 := pixelValues.View(ctx, 0, 1, pixelValues.Stride(1), pixelValues.Dim(1), pixelValues.Stride(2), pixelValues.Dim(2), pixelValues.Stride(3), pixelValues.Dim(3)).Contiguous(ctx)
+	in0 = in0.Reshape(ctx, opts.patchSize, opts.patchSize, opts.numChannels, numPatches)
+	in1 := pixelValues.View(ctx, pixelValues.Stride(0), 1, pixelValues.Stride(1), pixelValues.Dim(1), pixelValues.Stride(2), pixelValues.Dim(2), pixelValues.Stride(3), pixelValues.Dim(3)).Contiguous(ctx)
+	in1 = in1.Reshape(ctx, opts.patchSize, opts.patchSize, opts.numChannels, numPatches)
+
+	s0, s1 := opts.patchSize, opts.patchSize // Use full stride
+	p0, p1 := 0, 0                           // padding
+	d0, d1 := 1, 1                           // dilation
+	out0 := pe.PatchConv0.Forward(ctx, in0, s0, s1, p0, p1, d0, d1)
+	out1 := pe.PatchConv1.Forward(ctx, in1, s0, s1, p0, p1, d0, d1)
+
+	// Add the outputs from the two temporal convolutions
+	out := out0.Add(ctx, out1)
+
+	// Reshape the output tensor to match the expected dimensions
+	return out.Reshape(ctx, opts.hiddenSize, numPatches)
+}
+
+// VisionPatchMerger implements patch merging for the Qwen vision model
+type VisionPatchMerger struct {
+	LNQ  *nn.RMSNorm `gguf:"ln_q"`
+	MLP0 *nn.Linear  `gguf:"mlp.0"`
+	MLP2 *nn.Linear  `gguf:"mlp.2"`
+}
+
+// Forward computes patch merging for the vision model
+func (pm *VisionPatchMerger) Forward(ctx ml.Context, visionOutputs ml.Tensor, opts *VisionModelOptions) ml.Tensor {
+	normalized := pm.LNQ.Forward(ctx, visionOutputs, opts.eps)
+
+	hiddenSize := visionOutputs.Dim(0) * (opts.spatialMergeSize * opts.spatialMergeSize)
+
+	// Reshape the normalized output to view the hidden size dimension
+	reshaped := normalized.Reshape(ctx, hiddenSize, normalized.Dim(1)/(opts.spatialMergeSize*opts.spatialMergeSize), batchSize)
+	hidden := pm.MLP0.Forward(ctx, reshaped)
+	activated := hidden.GELU(ctx)
+
+	output := pm.MLP2.Forward(ctx, activated)
+
+	return output
+}
+
+// VisionModel implements the Qwen vision model
+type VisionModel struct {
+	PatchEmbedding *PatchEmbedding
+	Layers         []VisionEncoderLayer `gguf:"blk"`
+	PatchMerger    *VisionPatchMerger   `gguf:"merger"`
+
+	*VisionModelOptions
+}
+
+// Forward computes the vision model for an input tensor
+func (m *VisionModel) Forward(ctx ml.Context, pixelValues ml.Tensor, grid *Grid) ml.Tensor {
+	// Extract patch embeddings
+	hiddenStates := m.PatchEmbedding.Forward(ctx, pixelValues, m.VisionModelOptions)
+
+	positionEmbedding := m.PositionalEmbedding(ctx, grid)
+
+	windowIndex, bounds := m.WindowIndex(ctx, grid)
+
+	spatialMergeUnit := m.spatialMergeSize * m.spatialMergeSize
+
+	hiddenStates = hiddenStates.Reshape(ctx, hiddenStates.Dim(0)*spatialMergeUnit, hiddenStates.Dim(1)/spatialMergeUnit)
+	hiddenStates = hiddenStates.Rows(ctx, windowIndex)
+	hiddenStates = hiddenStates.Reshape(ctx, hiddenStates.Dim(0)/spatialMergeUnit, hiddenStates.Dim(1)*spatialMergeUnit)
+
+	positionEmbedding = positionEmbedding.Reshape(ctx, positionEmbedding.Dim(0)*spatialMergeUnit, positionEmbedding.Dim(1)/spatialMergeUnit)
+	positionEmbedding = positionEmbedding.Rows(ctx, windowIndex)
+	positionEmbedding = positionEmbedding.Reshape(ctx, positionEmbedding.Dim(0)/spatialMergeUnit, positionEmbedding.Dim(1)*spatialMergeUnit)
+	positionEmbedding = positionEmbedding.Concat(ctx, positionEmbedding, 0)
+
+	cos, sin := positionEmbedding.Cos(ctx), positionEmbedding.Sin(ctx)
+	cos = cos.Reshape(ctx, cos.Dim(0), 1, cos.Dim(1))
+	sin = sin.Reshape(ctx, sin.Dim(0), 1, sin.Dim(1))
+
+	mask := blockDiagonalMask(ctx, hiddenStates.Dim(1), bounds, m.VisionModelOptions.numHeads)
+	// Apply encoder layers
+	for i, layer := range m.Layers {
+		if slices.Contains(m.fullAttnBlocks, int32(i)) {
+			hiddenStates = layer.Forward(ctx, hiddenStates, cos, sin, nil, m.VisionModelOptions)
+		} else {
+			hiddenStates = layer.Forward(
+				ctx,
+				hiddenStates,
+				cos,
+				sin,
+				mask,
+				m.VisionModelOptions,
+			)
+		}
+	}
+
+	hiddenStates = m.PatchMerger.Forward(ctx, hiddenStates, m.VisionModelOptions)
+	reverseWindowIndex := windowIndex.Argsort(ctx)
+	return hiddenStates.Rows(ctx, reverseWindowIndex)
+}
+
+// WindowIndex divides the grid into windows and returns:
+//  1. A tensor containing flattened indices of all grid points organized by windows
+//  2. A slice of boundaries that mark where each window's data begins and ends
+//     in the flattened representation, scaled by spatialMergeSize squared
+//
+// The boundaries slice always starts with 0 and contains cumulative ending
+// positions for each window, allowing downstream processing to identify
+// window boundaries in the tensor data.
+func (m *VisionModel) WindowIndex(ctx ml.Context, grid *Grid) (ml.Tensor, []int) {
+	vitMergerWindowSize := m.windowSize / m.spatialMergeSize / m.patchSize
+
+	llmGridH := grid.Height / m.spatialMergeSize
+	llmGridW := grid.Width / m.spatialMergeSize
+
+	// Calculate window parameters
+	numWindowsH := int(math.Ceil(float64(llmGridH) / float64(vitMergerWindowSize)))
+	numWindowsW := int(math.Ceil(float64(llmGridW) / float64(vitMergerWindowSize)))
+
+	// Initialize index_new slice
+	var index []int32
+
+	// Initialize bounds with the first element as 0
+	bounds := []int{0}
+	totalSeqLen := 0
+
+	// Process each window without padding
+	for wh := range numWindowsH {
+		for ww := range numWindowsW {
+			// Calculate window boundaries
+			hStart := wh * vitMergerWindowSize
+			wStart := ww * vitMergerWindowSize
+			hEnd := min(hStart+vitMergerWindowSize, llmGridH)
+			wEnd := min(wStart+vitMergerWindowSize, llmGridW)
+
+			// Calculate sequence length for this window
+			seqLen := (hEnd - hStart) * (wEnd - wStart)
+
+			// Collect indices for this window
+			for h := hStart; h < hEnd; h++ {
+				for w := wStart; w < wEnd; w++ {
+					index = append(index, int32(h*llmGridW+w))
+				}
+			}
+
+			totalSeqLen += seqLen
+			bounds = append(bounds, totalSeqLen*(m.spatialMergeSize*m.spatialMergeSize)+bounds[0])
+		}
+	}
+
+	t, err := ctx.Input().FromIntSlice(index, len(index))
+	if err != nil {
+		panic(err)
+	}
+
+	return t, bounds
+}
+
+// PositionalEmbedding generates rotary position embeddings for attention mechanisms
+func (m *VisionModel) PositionalEmbedding(ctx ml.Context, grid *Grid) ml.Tensor {
+	dim := m.headDim / 2
+	freq := dim / 2
+	theta := float64(m.ropeTheta)
+	merge := m.spatialMergeSize
+
+	// Create frequency patterns for position encoding
+	maxGridSize := max(grid.Height, grid.Width)
+	freqVals := make([]float32, freq*maxGridSize)
+	for i := range maxGridSize {
+		for j := range freq {
+			freqVals[i*freq+j] = float32(i) / float32(math.Pow(theta, float64(j*2)/float64(dim)))
+		}
+	}
+	freqs, err := ctx.Input().FromFloatSlice(freqVals, freq, maxGridSize)
+	if err != nil {
+		panic(fmt.Errorf("failed to create tensor from frequencies: %w", err))
+	}
+
+	// Create position coordinates (y,x pairs) for the grid
+	// In PyTorch: Equivalent to generating position ids with torch.arange()
+	coords := make([]int32, 0, grid.Height*grid.Width*2)
+	for y := range grid.Height {
+		for x := range grid.Width {
+			coords = append(coords, int32(y), int32(x))
+		}
+	}
+	pos, err := ctx.Input().FromIntSlice(coords, 2, grid.Width, grid.Height)
+	if err != nil {
+		panic(fmt.Errorf("failed to create tensor from positions: %w", err))
+	}
+
+	// Reshape and permute positions to match spatial merging pattern
+	pos = pos.Reshape(ctx, 2, grid.Width, merge, grid.Height/merge)
+	pos = pos.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	pos = pos.Reshape(ctx, 2, merge, merge, grid.Width/merge*grid.Height/merge)
+	pos = pos.Permute(ctx, 0, 2, 1, 3).Contiguous(ctx)
+	pos = pos.Reshape(ctx, 2*merge*merge*grid.Width/merge*grid.Height/merge)
+
+	// Use position indices to look up corresponding frequency values
+	positionalEmbedding := freqs.Rows(ctx, pos)
+	positionalEmbedding = positionalEmbedding.Reshape(ctx, positionalEmbedding.Dim(0)*2, positionalEmbedding.Dim(1)/2)
+	return positionalEmbedding
+}
+
+// newVisionModel creates a new instance of the Qwen vision model
+func newVisionModel(c fs.Config) *VisionModel {
+	patchSize := int(c.Uint("vision.patch_size", 14))
+	hiddenSize := int(c.Uint("vision.embedding_length", 1280))
+	numHeads := int(c.Uint("vision.attention.head_count", 16))
+	numChannels := int(c.Uint("vision.num_channels", 3))
+	eps := c.Float("vision.attention.layer_norm_epsilon", 1e-6)
+	ropeTheta := c.Float("vision.rope.freq_base", 10000.0)
+	spatialMergeSize := int(c.Uint("vision.spatial_merge_size", 2))
+	windowSize := int(c.Uint("vision.window_size", 112))
+	fullAttnBlocks := c.Ints("qwen25vl.vision.fullatt_block_indexes", []int32{7, 15, 23, 31})
+	temporalPatchSize := int(c.Uint("vision.temporal_patch_size", 2))
+
+	model := &VisionModel{
+		Layers: make([]VisionEncoderLayer, c.Uint("vision.block_count", 32)),
+		VisionModelOptions: &VisionModelOptions{
+			hiddenSize:        hiddenSize,
+			numHeads:          numHeads,
+			headDim:           hiddenSize / numHeads,
+			patchSize:         patchSize,
+			numChannels:       numChannels,
+			eps:               eps,
+			ropeTheta:         ropeTheta,
+			spatialMergeSize:  spatialMergeSize,
+			windowSize:        windowSize,
+			temporalPatchSize: temporalPatchSize,
+			fullAttnBlocks:    fullAttnBlocks,
+		},
+	}
+
+	return model
+}
diff --git a/model/models/qwen25vl/process_image.go b/model/models/qwen25vl/process_image.go
new file mode 100644
index 0000000..dc91bde
--- /dev/null
+++ b/model/models/qwen25vl/process_image.go
@@ -0,0 +1,184 @@
+package qwen25vl
+
+import (
+	"fmt"
+	"image"
+	"math"
+
+	"github.com/ollama/ollama/fs"
+	"github.com/ollama/ollama/model/imageproc"
+)
+
+// ImageProcessor contains configuration for the Qwen 2.5 VL image processing
+type ImageProcessor struct {
+	numChannels       int
+	patchSize         int
+	temporalPatchSize int
+	mergeSize         int
+	minPixels         int
+	maxPixels         int
+	factor            int
+	rescaleFactor     float32
+	imageMean         []float32
+	imageStd          []float32
+}
+
+// newImageProcessor creates a new image processor with default values
+func newImageProcessor(c fs.Config) ImageProcessor {
+	patchSize := int(c.Uint("vision.patch_size", 14))
+	mergeSize := int(c.Uint("vision.spatial_merge_size", 2))
+
+	return ImageProcessor{
+		numChannels:       int(c.Uint("vision.num_channels", 3)), // not set
+		patchSize:         patchSize,
+		temporalPatchSize: 2,
+		mergeSize:         mergeSize,
+		minPixels:         56 * 56,
+		maxPixels:         int(c.Uint("vision.max_pixels", 28*28*1280)), // 1MP limit
+		factor:            patchSize * mergeSize,
+		rescaleFactor:     1.0 / 255.0,
+		imageMean:         imageproc.ClipDefaultMean[:],
+		imageStd:          imageproc.ClipDefaultSTD[:],
+	}
+}
+
+// SmartResize implements the smart resize algorithm
+func (p *ImageProcessor) SmartResize(height, width int) (int, int) {
+	factor := p.factor
+
+	if height < factor || width < factor {
+		panic(fmt.Sprintf("height:%d or width:%d must be larger than factor:%d", height, width, factor))
+	} else if aspectRatio := max(height, width) / min(height, width); aspectRatio > 200 {
+		panic(fmt.Sprintf("absolute aspect ratio must be smaller than 200, got %v", aspectRatio))
+	}
+
+	round := func(x float64) int { return int(math.RoundToEven(x)) }
+
+	hBar := round(float64(height)/float64(factor)) * factor
+	wBar := round(float64(width)/float64(factor)) * factor
+
+	if hBar*wBar > p.maxPixels {
+		beta := math.Sqrt(float64(height*width) / float64(p.maxPixels))
+
+		hBar = int(math.Floor(float64(height)/beta/float64(factor))) * factor
+		wBar = int(math.Floor(float64(width)/beta/float64(factor))) * factor
+	} else if hBar*wBar < p.minPixels {
+		beta := math.Sqrt(float64(p.minPixels) / float64(height*width))
+
+		hBar = int(math.Ceil(float64(height)*beta/float64(factor))) * factor
+		wBar = int(math.Ceil(float64(width)*beta/float64(factor))) * factor
+	}
+
+	return hBar, wBar
+}
+
+type Grid struct {
+	Height   int
+	Width    int
+	Temporal int
+}
+
+func (p *ImageProcessor) ProcessImage(img image.Image) ([]float32, *Grid, error) {
+	origWidth := img.Bounds().Dx()
+	origHeight := img.Bounds().Dy()
+
+	// Calculate smart resize dimensions
+	resizedHeight, resizedWidth := p.SmartResize(origHeight, origWidth)
+
+	// Resize image using existing functions
+	resizedImg := imageproc.Resize(img, image.Point{X: resizedWidth, Y: resizedHeight}, imageproc.ResizeBilinear)
+
+	normalizedPixels := imageproc.Normalize(
+		resizedImg,
+		[3]float32{p.imageMean[0], p.imageMean[1], p.imageMean[2]},
+		[3]float32{p.imageStd[0], p.imageStd[1], p.imageStd[2]},
+		true, // rescale
+		true, // channelFirst
+	)
+
+	// Calculate grid dimensions
+	grid := &Grid{
+		Height:   resizedHeight / p.patchSize,
+		Width:    resizedWidth / p.patchSize,
+		Temporal: 1, // For single images, temporal dimension is 1
+	}
+
+	patches, err := p.createPatches(normalizedPixels, resizedHeight, resizedWidth, grid)
+	if err != nil {
+		return nil, nil, fmt.Errorf("failed to create patches: %v", err)
+	}
+
+	// Return patches and grid dimensions
+	return patches, grid, nil
+}
+
+func (p *ImageProcessor) createPatches(pixels []float32, height, width int, grid *Grid) ([]float32, error) {
+	channels := p.numChannels
+	patchSize := p.patchSize
+	mergeSize := p.mergeSize
+	temporalPatchSize := p.temporalPatchSize
+
+	// Calculate output dimensions
+	numPatches := grid.Temporal * grid.Height * grid.Width
+	patchDim := channels * temporalPatchSize * patchSize * patchSize
+
+	result := make([]float32, numPatches*patchDim)
+	patchIndex := 0
+
+	// Single temporal frame handling (copies to all frames)
+	for range grid.Temporal {
+		for h := 0; h < grid.Height; h += mergeSize {
+			for w := 0; w < grid.Width; w += mergeSize {
+				// Handle the 2x2 merged patches
+				for mh := range mergeSize {
+					for mw := range mergeSize {
+						baseOffset := patchIndex * patchDim
+
+						// Extract patch data for first temporal frame
+						for c := range channels {
+							channelOffset := baseOffset + (c * temporalPatchSize * patchSize * patchSize)
+
+							for py := range patchSize {
+								for px := range patchSize {
+									// Calculate source pixel coordinates
+									y := (h+mh)*patchSize + py
+									x := (w+mw)*patchSize + px
+
+									// Source index in input tensor (CHW format)
+									srcIdx := c*height*width + y*width + x
+
+									// Destination index in first temporal frame
+									dstIdx := channelOffset + (py * patchSize) + px
+
+									if srcIdx < len(pixels) && dstIdx < len(result) {
+										result[dstIdx] = pixels[srcIdx]
+									}
+								}
+							}
+						}
+
+						// Copy first temporal frame to all other frames
+						if temporalPatchSize > 1 {
+							for c := range channels {
+								channelOffset := baseOffset + (c * temporalPatchSize * patchSize * patchSize)
+								firstFrameOffset := channelOffset
+								frameSize := patchSize * patchSize
+
+								// Copy first frame to all other frames
+								for tp := 1; tp < temporalPatchSize; tp++ {
+									currentFrameOffset := channelOffset + (tp * frameSize)
+									copy(result[currentFrameOffset:currentFrameOffset+frameSize],
+										result[firstFrameOffset:firstFrameOffset+frameSize])
+								}
+							}
+						}
+
+						patchIndex++
+					}
+				}
+			}
+		}
+	}
+
+	return result, nil
+}
diff --git a/model/sentencepiece.go b/model/sentencepiece.go
new file mode 100644
index 0000000..7d725f0
--- /dev/null
+++ b/model/sentencepiece.go
@@ -0,0 +1,251 @@
+package model
+
+import (
+	"container/heap"
+	"context"
+	"fmt"
+	"log/slog"
+	"strconv"
+	"strings"
+
+	"github.com/ollama/ollama/logutil"
+)
+
+const spmWhitespaceSep = "▁"
+
+type SentencePieceModel struct {
+	maxTokenLen int
+	vocab       *Vocabulary
+}
+
+var _ TextProcessor = (*SentencePieceModel)(nil)
+
+func (spm SentencePieceModel) Vocabulary() *Vocabulary {
+	return spm.vocab
+}
+
+func NewSentencePieceModel(vocab *Vocabulary) SentencePieceModel {
+	slog.Log(context.TODO(), logutil.LevelTrace, "Tokens", "num tokens", len(vocab.Values), "vals", vocab.Values[:5], "scores", vocab.Scores[:5], "types", vocab.Types[:5])
+
+	counter := map[int]int{}
+	var maxTokenLen int
+	for cnt := range vocab.Types {
+		switch vocab.Types[cnt] {
+		case TOKEN_TYPE_NORMAL, TOKEN_TYPE_USER_DEFINED, TOKEN_TYPE_UNUSED:
+			maxTokenLen = max(maxTokenLen, len(vocab.Values[cnt]))
+			fallthrough
+		default:
+			counter[int(vocab.Types[cnt])] += 1
+		}
+	}
+
+	slog.Log(context.TODO(), logutil.LevelTrace, "Token counts", "normal", counter[TOKEN_TYPE_NORMAL], "unknown", counter[TOKEN_TYPE_UNKNOWN], "control", counter[TOKEN_TYPE_CONTROL],
+		"user defined", counter[TOKEN_TYPE_USER_DEFINED], "unused", counter[TOKEN_TYPE_UNUSED], "byte", counter[TOKEN_TYPE_BYTE],
+		"max token len", maxTokenLen)
+
+	return SentencePieceModel{
+		maxTokenLen: maxTokenLen,
+		vocab:       vocab,
+	}
+}
+
+func (spm SentencePieceModel) Is(id int32, special Special) bool {
+	return spm.vocab.Is(id, special)
+}
+
+func (spm SentencePieceModel) Encode(s string, addSpecial bool) ([]int32, error) {
+	fragments := []fragment{{value: s}}
+	for _, special := range spm.vocab.SpecialVocabulary() {
+		id := spm.vocab.Encode(special)
+		for i := 0; i < len(fragments); i++ {
+			frag := fragments[i]
+			if len(frag.ids) > 0 {
+				continue
+			}
+
+			var middle []fragment
+			switch i := strings.Index(frag.value, special); {
+			case i < 0:
+				middle = append(middle, frag)
+			case i > 0:
+				middle = append(middle, fragment{value: frag.value[:i]})
+				fallthrough
+			default:
+				middle = append(middle, fragment{value: special, ids: []int32{id}})
+				if rest := frag.value[i+len(special):]; rest != "" {
+					middle = append(middle, fragment{value: rest})
+				}
+			}
+
+			fragments = append(fragments[:i], append(middle, fragments[i+1:]...)...)
+		}
+	}
+
+	var ids []int32
+	for _, frag := range fragments {
+		if len(frag.ids) > 0 {
+			ids = append(ids, frag.ids...)
+			continue
+		}
+
+		text := strings.ReplaceAll(frag.value, " ", spmWhitespaceSep)
+
+		if id := spm.vocab.Encode(text); id >= 0 {
+			ids = append(ids, id)
+			continue
+		}
+
+		q := &queue{}
+		heap.Init(q)
+
+		runes := []rune(text)
+		merges := make([]merge, len(runes))
+		for r := range runes {
+			merges[r] = merge{
+				p:     r - 1,
+				n:     r + 1,
+				runes: []rune{runes[r]},
+			}
+		}
+
+		pairwise := func(a, b int) *candidate {
+			if a < 0 || b >= len(runes) {
+				return nil
+			}
+
+			left, right := string(merges[a].runes), string(merges[b].runes)
+			if id := spm.vocab.Encode(left + right); id >= 0 {
+				return &candidate{
+					a:     a,
+					b:     b,
+					score: spm.vocab.Scores[id],
+					size:  len(left) + len(right),
+				}
+			}
+
+			return nil
+		}
+
+		for i := range len(runes) - 1 {
+			if pair := pairwise(i, i+1); pair != nil {
+				heap.Push(q, pair)
+			}
+		}
+
+		for q.Len() > 0 {
+			pair := heap.Pop(q).(*candidate)
+			left, right := merges[pair.a], merges[pair.b]
+
+			if string(left.runes) == "" || string(right.runes) == "" || len(string(left.runes))+len(string(right.runes)) != pair.size {
+				continue
+			}
+
+			merges[pair.a].runes = append(left.runes, right.runes...)
+			merges[pair.b].runes = nil
+			merges[pair.a].n = right.n
+			if right.n < len(merges) {
+				merges[right.n].p = pair.a
+			}
+
+			if pair := pairwise(merges[pair.a].p, pair.a); pair != nil {
+				heap.Push(q, pair)
+			}
+
+			if pair := pairwise(pair.a, merges[pair.a].n); pair != nil {
+				heap.Push(q, pair)
+			}
+		}
+
+		for _, merge := range merges {
+			if token := string(merge.runes); token != "" {
+				id := spm.vocab.Encode(token)
+
+				if id >= 0 {
+					ids = append(ids, id)
+					continue
+				}
+
+				// Fallback to byte tokenization
+				var result []int32
+				for _, b := range []byte(token) {
+					byteToken := fmt.Sprintf("<0x%02X>", b)
+					unknownID := spm.vocab.Encode(byteToken)
+					if unknownID >= 0 {
+						result = append(result, unknownID)
+					} else {
+						slog.Debug("unknown byte token", "byte", b, "token", byteToken)
+					}
+				}
+
+				ids = append(ids, result...)
+			}
+		}
+	}
+
+	slog.Log(context.TODO(), logutil.LevelTrace, "encoded", "string", s, "ids", ids)
+
+	if addSpecial && len(ids) > 0 {
+		ids = spm.vocab.addSpecials(ids)
+	}
+
+	return ids, nil
+}
+
+type candidate struct {
+	a, b  int
+	score float32
+	size  int
+}
+
+type queue []*candidate
+
+func (q queue) Len() int { return len(q) }
+
+func (q queue) Less(i, j int) bool {
+	return (q[i].score > q[j].score) || (q[i].score == q[j].score && q[i].a < q[j].a)
+}
+
+func (q queue) Swap(i, j int) { q[i], q[j] = q[j], q[i] }
+
+func (q *queue) Push(x interface{}) {
+	item := x.(*candidate)
+	*q = append(*q, item)
+}
+
+func (q *queue) Pop() interface{} {
+	old := *q
+	n := len(old)
+	item := old[n-1]
+	*q = old[0 : n-1]
+	return item
+}
+
+func (spm SentencePieceModel) Decode(ids []int32) (string, error) {
+	var sb strings.Builder
+	for _, id := range ids {
+		data := spm.vocab.Decode(id)
+		data = strings.ReplaceAll(data, spmWhitespaceSep, " ")
+
+		// For tokenizers that use byte tokens like "<0xEA>"
+		// convert them to the partial unicode character
+		// so they are buffered correctly by the runner instead
+		// of being sent back to the api as "<0xEA>"
+		if len(data) == 6 && strings.HasPrefix(data, "<0x") && strings.HasSuffix(data, ">") {
+			byteVal, err := strconv.ParseUint(data[1:5], 0, 8)
+			if err != nil {
+				return "", fmt.Errorf("failed to parse hex byte: %v", err)
+			}
+
+			if err := sb.WriteByte(byte(byteVal)); err != nil {
+				return "", err
+			}
+		} else {
+			if _, err := sb.WriteString(data); err != nil {
+				return "", err
+			}
+		}
+	}
+
+	slog.Log(context.TODO(), logutil.LevelTrace, "decoded", "ids", ids, "string", sb.String())
+	return sb.String(), nil
+}
diff --git a/model/sentencepiece_test.go b/model/sentencepiece_test.go
new file mode 100644
index 0000000..50ac267
--- /dev/null
+++ b/model/sentencepiece_test.go
@@ -0,0 +1,172 @@
+package model
+
+import (
+	"log/slog"
+	"os"
+	"path/filepath"
+	"slices"
+	"testing"
+
+	"google.golang.org/protobuf/proto"
+
+	"github.com/ollama/ollama/convert/sentencepiece"
+)
+
+func loadSentencePieceVocab(t *testing.T) SentencePieceModel {
+	t.Helper()
+
+	bts, err := os.ReadFile(filepath.Join("testdata", "gemma2", "tokenizer.model"))
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	var spm sentencepiece.ModelProto
+	if err := proto.Unmarshal(bts, &spm); err != nil {
+		t.Fatal(err)
+	}
+
+	var v Vocabulary
+
+	for _, piece := range spm.GetPieces() {
+		v.Values = append(v.Values, piece.GetPiece())
+		v.Scores = append(v.Scores, piece.GetScore())
+		switch t := piece.GetType(); t {
+		case sentencepiece.ModelProto_SentencePiece_UNKNOWN,
+			sentencepiece.ModelProto_SentencePiece_CONTROL,
+			sentencepiece.ModelProto_SentencePiece_UNUSED,
+			sentencepiece.ModelProto_SentencePiece_BYTE:
+			v.Types = append(v.Types, int32(t))
+		default:
+			tt := int32(sentencepiece.ModelProto_SentencePiece_NORMAL)
+			// todo parse the special tokens file
+			//   - this will roundtrip correctly but the <start_of_turn> and
+			//     <end_of_turn> tokens aren't processed
+			v.Types = append(v.Types, tt)
+		}
+	}
+
+	return NewSentencePieceModel(&v)
+}
+
+func TestSentencePieceEncode(t *testing.T) {
+	logger := slog.New(slog.NewTextHandler(os.Stdout, &slog.HandlerOptions{Level: slog.LevelDebug}))
+	slog.SetDefault(logger)
+
+	tokenizer := loadSentencePieceVocab(t)
+
+	t.Run("basic roundtrip", func(t *testing.T) {
+		t.Parallel()
+
+		cases := []string{
+			"hello",
+			"hello ",
+			"hello  ",
+			" hello",
+			" hello ",
+			" hello  ",
+			"hello world",
+			"请考试我的软件！12345",
+			"你好",
+			"Hello 你好 world!",
+			"Special characters: !@#$%^&*()_+-=[]{}|;':\",./<>?",
+			"Multilingual: 你好 こんにちは Привет Hola مرحبا",
+			"Numbers and symbols: 123456789 +- */",
+			"Special tokens: <bos> text <eos>",
+			"Code snippets: func main() { fmt.Println(\"Hello World\") }",
+			"Long text: " + "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " +
+				"Sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. " +
+				"Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris.",
+		}
+
+		for _, want := range cases {
+			ids, err := tokenizer.Encode(want, true)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			if got, err := tokenizer.Decode(ids); err != nil {
+				t.Fatal(err)
+			} else if got != want {
+				t.Errorf("got %q, want %q [%#v]", got, want, ids)
+			}
+		}
+	})
+
+	t.Run("special tokens", func(t *testing.T) {
+		type candidate struct {
+			token string
+			ids   []int32
+		}
+
+		cases := []candidate{
+			{"<bos>", []int32{2}},
+			{"<eos>", []int32{1}},
+		}
+
+		for _, want := range cases {
+			ids, err := tokenizer.Encode(want.token, true)
+			if err != nil {
+				t.Fatal(err)
+			}
+			if !slices.Equal(ids, want.ids) {
+				t.Errorf("got %#v, want %#v", ids, want.ids)
+			}
+		}
+	})
+}
+
+func TestSentencePieceModelDecodeByteTokens(t *testing.T) {
+	vocab := &Vocabulary{
+		Values: []string{
+			"normal",
+			"<0xEA>",
+			"<0x41>",
+			"<0xC3>",
+			"<0xA3>",
+		},
+		Types: []int32{
+			TOKEN_TYPE_NORMAL,
+			TOKEN_TYPE_BYTE,
+			TOKEN_TYPE_BYTE,
+			TOKEN_TYPE_BYTE,
+			TOKEN_TYPE_BYTE,
+		},
+		Scores: []float32{0, 0, 0, 0, 0},
+	}
+
+	spm := NewSentencePieceModel(vocab)
+
+	tests := []struct {
+		name     string
+		ids      []int32
+		expected string
+	}{
+		{
+			name:     "single byte token",
+			ids:      []int32{1},
+			expected: "\xea",
+		},
+		{
+			name:     "ASCII byte token",
+			ids:      []int32{2},
+			expected: "A",
+		},
+		{
+			name:     "multiple byte tokens forming UTF-8 character",
+			ids:      []int32{3, 4},
+			expected: "ã",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result, err := spm.Decode(tt.ids)
+			if err != nil {
+				t.Errorf("failed to decode token IDs %v: %v", tt.ids, err)
+			}
+			if result != tt.expected {
+				t.Errorf("got %q, want %q", result, tt.expected)
+			}
+		})
+	}
+}
diff --git a/model/testdata/gemma2/tokenizer.model b/model/testdata/gemma2/tokenizer.model
new file mode 100644
index 0000000..14a2422
Binary files /dev/null and b/model/testdata/gemma2/tokenizer.model differ
diff --git a/model/testdata/llama3.2/encoder.json b/model/testdata/llama3.2/encoder.json
new file mode 100644
index 0000000..bcaed69
--- /dev/null
+++ b/model/testdata/llama3.2/encoder.json
@@ -0,0 +1,128002 @@
+{
+  "!": 0,
+  "\"": 1,
+  "#": 2,
+  "$": 3,
+  "%": 4,
+  "&": 5,
+  "'": 6,
+  "(": 7,
+  ")": 8,
+  "*": 9,
+  "+": 10,
+  ",": 11,
+  "-": 12,
+  ".": 13,
+  "/": 14,
+  "0": 15,
+  "1": 16,
+  "2": 17,
+  "3": 18,
+  "4": 19,
+  "5": 20,
+  "6": 21,
+  "7": 22,
+  "8": 23,
+  "9": 24,
+  ":": 25,
+  ";": 26,
+  "<": 27,
+  "=": 28,
+  ">": 29,
+  "?": 30,
+  "@": 31,
+  "A": 32,
+  "B": 33,
+  "C": 34,
+  "D": 35,
+  "E": 36,
+  "F": 37,
+  "G": 38,
+  "H": 39,
+  "I": 40,
+  "J": 41,
+  "K": 42,
+  "L": 43,
+  "M": 44,
+  "N": 45,
+  "O": 46,
+  "P": 47,
+  "Q": 48,
+  "R": 49,
+  "S": 50,
+  "T": 51,
+  "U": 52,
+  "V": 53,
+  "W": 54,
+  "X": 55,
+  "Y": 56,
+  "Z": 57,
+  "[": 58,
+  "\\": 59,
+  "]": 60,
+  "^": 61,
+  "_": 62,
+  "`": 63,
+  "a": 64,
+  "b": 65,
+  "c": 66,
+  "d": 67,
+  "e": 68,
+  "f": 69,
+  "g": 70,
+  "h": 71,
+  "i": 72,
+  "j": 73,
+  "k": 74,
+  "l": 75,
+  "m": 76,
+  "n": 77,
+  "o": 78,
+  "p": 79,
+  "q": 80,
+  "r": 81,
+  "s": 82,
+  "t": 83,
+  "u": 84,
+  "v": 85,
+  "w": 86,
+  "x": 87,
+  "y": 88,
+  "z": 89,
+  "{": 90,
+  "|": 91,
+  "}": 92,
+  "~": 93,
+  "¡": 94,
+  "¢": 95,
+  "£": 96,
+  "¤": 97,
+  "¥": 98,
+  "¦": 99,
+  "§": 100,
+  "¨": 101,
+  "©": 102,
+  "ª": 103,
+  "«": 104,
+  "¬": 105,
+  "®": 106,
+  "¯": 107,
+  "°": 108,
+  "±": 109,
+  "²": 110,
+  "³": 111,
+  "´": 112,
+  "µ": 113,
+  "¶": 114,
+  "·": 115,
+  "¸": 116,
+  "¹": 117,
+  "º": 118,
+  "»": 119,
+  "¼": 120,
+  "½": 121,
+  "¾": 122,
+  "¿": 123,
+  "À": 124,
+  "Á": 125,
+  "Â": 126,
+  "Ã": 127,
+  "Ä": 128,
+  "Å": 129,
+  "Æ": 130,
+  "Ç": 131,
+  "È": 132,
+  "É": 133,
+  "Ê": 134,
+  "Ë": 135,
+  "Ì": 136,
+  "Í": 137,
+  "Î": 138,
+  "Ï": 139,
+  "Ð": 140,
+  "Ñ": 141,
+  "Ò": 142,
+  "Ó": 143,
+  "Ô": 144,
+  "Õ": 145,
+  "Ö": 146,
+  "×": 147,
+  "Ø": 148,
+  "Ù": 149,
+  "Ú": 150,
+  "Û": 151,
+  "Ü": 152,
+  "Ý": 153,
+  "Þ": 154,
+  "ß": 155,
+  "à": 156,
+  "á": 157,
+  "â": 158,
+  "ã": 159,
+  "ä": 160,
+  "å": 161,
+  "æ": 162,
+  "ç": 163,
+  "è": 164,
+  "é": 165,
+  "ê": 166,
+  "ë": 167,
+  "ì": 168,
+  "í": 169,
+  "î": 170,
+  "ï": 171,
+  "ð": 172,
+  "ñ": 173,
+  "ò": 174,
+  "ó": 175,
+  "ô": 176,
+  "õ": 177,
+  "ö": 178,
+  "÷": 179,
+  "ø": 180,
+  "ù": 181,
+  "ú": 182,
+  "û": 183,
+  "ü": 184,
+  "ý": 185,
+  "þ": 186,
+  "ÿ": 187,
+  "Ā": 188,
+  "ā": 189,
+  "Ă": 190,
+  "ă": 191,
+  "Ą": 192,
+  "ą": 193,
+  "Ć": 194,
+  "ć": 195,
+  "Ĉ": 196,
+  "ĉ": 197,
+  "Ċ": 198,
+  "ċ": 199,
+  "Č": 200,
+  "č": 201,
+  "Ď": 202,
+  "ď": 203,
+  "Đ": 204,
+  "đ": 205,
+  "Ē": 206,
+  "ē": 207,
+  "Ĕ": 208,
+  "ĕ": 209,
+  "Ė": 210,
+  "ė": 211,
+  "Ę": 212,
+  "ę": 213,
+  "Ě": 214,
+  "ě": 215,
+  "Ĝ": 216,
+  "ĝ": 217,
+  "Ğ": 218,
+  "ğ": 219,
+  "Ġ": 220,
+  "ġ": 221,
+  "Ģ": 222,
+  "ģ": 223,
+  "Ĥ": 224,
+  "ĥ": 225,
+  "Ħ": 226,
+  "ħ": 227,
+  "Ĩ": 228,
+  "ĩ": 229,
+  "Ī": 230,
+  "ī": 231,
+  "Ĭ": 232,
+  "ĭ": 233,
+  "Į": 234,
+  "į": 235,
+  "İ": 236,
+  "ı": 237,
+  "IJ": 238,
+  "ij": 239,
+  "Ĵ": 240,
+  "ĵ": 241,
+  "Ķ": 242,
+  "ķ": 243,
+  "ĸ": 244,
+  "Ĺ": 245,
+  "ĺ": 246,
+  "Ļ": 247,
+  "ļ": 248,
+  "Ľ": 249,
+  "ľ": 250,
+  "Ŀ": 251,
+  "ŀ": 252,
+  "Ł": 253,
+  "ł": 254,
+  "Ń": 255,
+  "ĠĠ": 256,
+  "ĠĠĠĠ": 257,
+  "in": 258,
+  "Ġt": 259,
+  "ĠĠĠĠĠĠĠĠ": 260,
+  "er": 261,
+  "ĠĠĠ": 262,
+  "on": 263,
+  "Ġa": 264,
+  "re": 265,
+  "at": 266,
+  "st": 267,
+  "en": 268,
+  "or": 269,
+  "Ġth": 270,
+  "ĊĊ": 271,
+  "Ġc": 272,
+  "le": 273,
+  "Ġs": 274,
+  "it": 275,
+  "an": 276,
+  "ar": 277,
+  "al": 278,
+  "Ġthe": 279,
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+  "Ġp": 281,
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diff --git a/model/testdata/llama3.2/vocab.bpe b/model/testdata/llama3.2/vocab.bpe
new file mode 100644
index 0000000..2ab83c7
--- /dev/null
+++ b/model/testdata/llama3.2/vocab.bpe
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+Ġ flag
+Ġf lag
+Ġfl ag
+Ġfla g
+Ġpart icip
+Ġpartic ip
+Ġparti cip
+d en
+de n
+Ġ Returns
+ĠReturn s
+Ġ note
+Ġn ote
+Ġnot e
+Ġno te
+ü r
+p m
+id eos
+ide os
+ideo s
+Ġ specified
+Ġs pecified
+Ġspec ified
+Ġ EN
+ĠE N
+e ster
+es ter
+est er
+este r
+o lid
+ol id
+oli d
+Ġ upon
+Ġu pon
+Ġup on
+( std
+(s td
+(st d
+ĉ v
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+u z
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+Ġv ert
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+Ġv ict
+Ġvi ct
+Ġvic t
+ĉ self
+ĉs elf
+ĉse lf
+Ġ "$
+Ġ" $
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+. k
+Ġ groups
+Ġg roups
+Ġgroup s
+Ġgro ups
+Ġgrou ps
+g ithub
+git hub
+l ang
+la ng
+lan g
+Ġ mut
+Ġm ut
+Ġmu t
+T O
+Ġ ve
+Ġv e
+Ġ Please
+ĠP lease
+ĠPl ease
+ĠPle ase
+; ĊĊĊ
+;Ċ ĊĊ
+;ĊĊ Ċ
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+ac cess
+acc ess
+Ġ {"
+Ġ{ "
+r ea
+re a
+Ġ risk
+Ġr isk
+Ġris k
+Ġri sk
+i cker
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+ick er
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+ogg le
+ĉ while
+A NG
+AN G
+. send
+.s end
+.se nd
+7 2
+Ġ woman
+Ġw oman
+Ġwom an
+Ġwo man
+Ġ gets
+Ġg ets
+Ġget s
+Ġge ts
+Ġ ign
+Ġi gn
+Ġig n
+Ġ Id
+ĠI d
+_ log
+_l og
+_lo g
+O NE
+ON E
+Ġe vid
+Ġev id
+Ġ Har
+ĠH ar
+ĠHa r
+_ sub
+_s ub
+_su b
+Ġ endl
+Ġe ndl
+Ġen dl
+Ġend l
+Ġ included
+Ġin cluded
+Ġinclud ed
+Ġinclude d
+Ġincl uded
+Ġinclu ded
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+Ġ Ap
+ĠA p
+i gr
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+Ġ sem
+Ġs em
+Ġse m
+Ġ Black
+ĠB lack
+ĠBl ack
+d oc
+do c
+_ table
+_t able
+_tab le
+_ta ble
+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
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+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+Ġ Basic
+ĠB asic
+ĠBa sic
+ĠBas ic
+Ġ Yet
+ĠY et
+ĠYe t
+Ġ Users
+ĠUser s
+ĠUs ers
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+i kip
+ik ip
+iki p
+Ġ heads
+Ġhe ads
+Ġhead s
+Ġ Michigan
+ĠMich igan
+_ it
+_i t
+Ġ Toronto
+ĠTor onto
+Ġrec ording
+Ġrecord ing
+Ġ submitted
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+_ variable
+_var iable
+med iate
+medi ate
+media te
+. graphics
+.g raphics
+.graph ics
+Ġ stood
+Ġst ood
+Ġsto od
+Ġ rear
+Ġre ar
+Ġr ear
+v elocity
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+_ MESSAGE
+_M ESSAGE
+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
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+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+Ġ$ ('<
+Ġ$( '<
+Ġ$(' <
+á rios
+ário s
+ár ios
+to UpperCase
+ìł ľ
+Ġ EUR
+ĠE UR
+ĠEU R
+Ġovers ight
+Ġtable sp
+Ġtables p
+Up dates
+Update s
+.m akedirs
+.make dirs
+Ġ humidity
+Ġh umidity
+Ġhum idity
+Ġhumid ity
+/ template
+/t emplate
+/temp late
+Al ways
+( IS
+(I S
+_ cert
+_c ert
+_ce rt
+D ig
+Di g
+Ġunder way
+or ton
+ort on
+ĠHur ricane
+Ġsp ends
+Ġspe nds
+Ġspend s
+Ġ Segment
+ĠS egment
+ĠSe gment
+ĠSeg ment
+Ġ flies
+Ġf lies
+Ġfl ies
+Ġ Toggle
+ĠT oggle
+ĠL ynch
+ĠLyn ch
+Ġs enses
+Ġsense s
+Ġsens es
+Ġsen ses
+ĠK os
+ĠKo s
+set Enabled
+ist ically
+istic ally
+istical ly
+Ġ tester
+Ġt ester
+Ġte ster
+Ġtest er
+Ġtes ter
+Ġteste r
+Ġadministr ators
+Ġadministrator s
+Ġt agged
+Ġtag ged
+Ð ĵ
+Ġ shortcut
+Ġshort cut
+Ġ Resolution
+ĠRe solution
+ĠRes olution
+Ġsuper vision
+Ġsuperv ision
+ĠAsh ley
+Tr acking
+Track ing
+ul atory
+ulator y
+an del
+and el
+ande l
+i sten
+is ten
+ist en
+iste n
+Ġun re
+Ġunr e
+( diff
+(d iff
+(di ff
+AN TS
+ANT S
+Ġr ider
+Ġrid er
+Ġride r
+Ġri der
+Ġs Äħ
+. Series
+.S eries
+.Se ries
+_ orders
+_order s
+_or ders
+_ord ers
+ORIZ ONTAL
+Ġret ention
+ãĢĤ </
+ãĢĤ< /
+. Tests
+.T ests
+.Test s
+.Te sts
+S yn
+Sy n
+.parse Double
+k ode
+ko de
+z ent
+ze nt
+zen t
+G eneration
+Gener ation
+Gen eration
+Gene ration
+Ġad mits
+Ġadm its
+Ġadmit s
+ĠLe ak
+Ġ aka
+Ġa ka
+Ġak a
+RO WS
+ROW S
+ĠAng ela
+ĠAnge la
+ĠAngel a
+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+Ġde crypt
+Ġdec rypt
+o logic
+olog ic
+ologi c
+_ fmt
+_f mt
+_fm t
+Ġ Slider
+ĠS lider
+ĠSl ider
+ĠSlide r
+n ah
+na h
+W ashington
+z ung
+zu ng
+Ġ ÑĨ
+ĠÑ Ĩ
+y cz
+yc z
+ie ves
+ieve s
+iev es
+. DEBUG
+.DE BUG
+Ġ TI
+ĠT I
+Ġh acking
+Ġhack ing
+Ġhac king
+Ġc entr
+Ġcent r
+Ġcen tr
+fl ows
+flow s
+flo ws
+Ġdid ReceiveMemoryWarning
+Ġaccount ability
+C OUNT
+CO UNT
+лем енÑĤ
+ле менÑĤ
+b lo
+bl o
+/ id
+/i d
+Ġ Slow
+ĠS low
+ĠSl ow
+ĠSlo w
+izz ard
+izza rd
+.remove EventListener
+Ġ ìŀħ
+Ġìŀ ħ
+/ I
+is ma
+ism a
+ĠH udson
+ĠHud son
+} },
+}} ,
+u med
+um ed
+ume d
+Ġreal ise
+un safe
+uns afe
+Ġz us
+Ġzu s
+Ġshort age
+o lia
+ol ia
+oli a
+_ priority
+_p riority
+_prior ity
+Ġflo oding
+Ġflood ing
+oper ations
+operation s
+P oly
+Pol y
+Po ly
+a ban
+ab an
+aba n
+[ cur
+[c ur
+Ġesk orte
+Ġeskort e
+_ DESCRIPTION
+_DE SCRIPTION
+_DESC RIPTION
+_ nat
+_n at
+_na t
+Ġmal icious
+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
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+.. .",
+... ",
+..." ,
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+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠ
+\ Domain
+\D omain
+O RA
+OR A
+Ġter race
+Ġterr ace
+Ġterra ce
+Ġp ris
+Ġpr is
+Ġpri s
+ĉ ĉĉĉĉĉĉĉĉĊ
+ĉĉ ĉĉĉĉĉĉĉĊ
+ĉĉĉĉ ĉĉĉĉĉĊ
+ĉĉĉ ĉĉĉĉĉĉĊ
+ĉĉĉĉĉ ĉĉĉĉĊ
+ĉĉĉĉĉĉ ĉĉĉĊ
+ĉĉĉĉĉĉĉĉ ĉĊ
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+.red dit
+Ġw oven
+Ġwo ven
+ĠO bl
+ĠOb l
+Ġ KM
+ĠK M
+Ġ Considering
+ĠConsider ing
+ens ored
+ensor ed
+enso red
+. period
+.p eriod
+.per iod
+Ġ ddl
+Ġd dl
+Ġdd l
+$ wp
+Ġextrem ist
+; \Ċ
+;\ Ċ
+Ġ kim
+Ġk im
+Ġki m
+a lers
+al ers
+ale rs
+aler s
+Ġsp anning
+Ġspan ning
+Ġco herent
+Ġconse gu
+Ġconseg u
+.text Label
+. general
+.g eneral
+.gen eral
+.gener al
+_ dashboard
+_d ashboard
+_dash board
+л ение
+лен ие
+ле ние
+k ick
+ki ck
+_ PID
+_P ID
+_PI D
+Ġ Extensions
+ĠExt ensions
+ĠExtension s
+reg exp
+regex p
+Ġ Clause
+ĠCl ause
+ĠCla use
+ĠClaus e
+_ mov
+_m ov
+_mo v
+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
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+.sa y
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+Ġ#Ċ Ċ
+cont rolled
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+Ġex quisite
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+Ga in
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+' })
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+(h Wnd
+h rs
+hr s
+c ant
+ca nt
+can t
+__ ()ĊĊ
+__( )ĊĊ
+__()Ċ Ċ
+__() ĊĊ
+Ġinterrog ation
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+ĉ ĉĉĊĊ
+ĉĉ ĉĊĊ
+ĉĉĉ ĊĊ
+ĉĉĉĊ Ċ
+ĠT wins
+ĠTw ins
+ĠTwin s
+Ġ AO
+ĠA O
+B ird
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+O I
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+Ġpr erequisite
+Ġprere quisite
+Ġ PGA
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+ĠPG A
+Ġ Resp
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+ĠRe sp
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+l len
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+KI T
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+So ck
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+< Resource
+_ EST
+_E ST
+_ES T
+= random
+=r andom
+=rand om
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+Ġkitt y
+аÑĤ ег
+аÑĤе г
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+. Completed
+.Com pleted
+.Comp leted
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+plor er
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+Ġba bel
+Ġbab el
+Ġbabe l
+.On ItemClickListener
+ĠMc Mahon
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+( Control
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+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠD ane
+ĠDan e
+ĠDa ne
+_P AGES
+_PAGE S
+_PA GES
+Ġset BackgroundColor
+ĠsetBackground Color
+sub category
+ĠString SplitOptions
+A llen
+Al len
+All en
+Alle n
+!(" {}",
+!("{ }",
+Ħ ìŀ¬
+Ġ bac
+Ġb ac
+Ġba c
+_PRODUCT S
+upper case
+= $("#
+=$ ("#
+=$( "#
+ÄĻ k
+ĠUIT apGestureRecognizer
+M ETA
+ME TA
+MET A
+Ġscarc ely
+Ġscarce ly
+é ł
+_ managed
+_man aged
+_manage d
+Ġcons umo
+Ġconsum o
+Mouse Move
+ĠSp ecs
+ĠSpec s
+ĠSpe cs
+Ġ Searching
+ĠSe arching
+ĠSearch ing
+Header View
+: ')
+:' )
+Ġm icrosoft
+Ġmicro soft
+ĠKos ovo
+e mann
+em ann
+ema nn
+eman n
+. fft
+.f ft
+.ff t
+ĠHub bard
+ĠHubb ard
+Ġ dex
+Ġd ex
+Ġde x
+_TER MIN
+_TERM IN
+_ FC
+_F C
+Ġphil ippines
+\ Collections
+\C ollections
+\Collection s
+Ġt eh
+Ġte h
+Ġqual ifies
+Ġinput Value
+ĠG OT
+ĠGO T
+( sa
+(s a
+IL LED
+ILL ED
+ILLE D
+Ġs lang
+Ġsl ang
+Ġsla ng
+Ġke inen
+Ġkeine n
+Ġkein en
+Ġf elon
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+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
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+Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠ
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠ
+. DefaultCellStyle
+.Default CellStyle
+Ġb reve
+Ġbr eve
+Ġbre ve
+ĠBrit ann
+Ġswe aty
+Ġsweat y
+Ġl eth
+Ġle th
+Ġlet h
+Ġflash back
+per manent
+ĠJ DK
+ĠJD K
+_ Details
+_D etails
+_De tails
+_Detail s
+E uro
+Eu ro
+p pt
+pp t
+Ġr ichTextBox
+Ġrich TextBox
+/ board
+/b oard
+Ġt rance
+Ġtr ance
+Ġtra nce
+Ġtran ce
+. cycle
+.c ycle
+.cy cle
+') ;");Ċ
+'); ");Ċ
+');" );Ċ
+Ġto xin
+Ġtox in
+_de init
+Ġover arching
+Ġconfig parser
+ĠKaw asaki
+. thumb
+.th umb
+Ġpl aya
+Ġplay a
+Ġpla ya
+ĠJose f
+ĠJos ef
++ _
+Ġzero es
+Ġzer oes
+Ġa up
+Ġau p
+ĠH ari
+ĠHar i
+ĠHa ri
+com mitted
+comm itted
+commit ted
+N it
+Ni t
+. filePath
+.file Path
+ĠDis abilities
+man ufact
+- aligned
+-align ed
+-al igned
+. RESET
+.RE SET
+.RES ET
+Ġr usty
+Ġru sty
+Ġrust y
+Ġrus ty
+E y
+Ġo usted
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+ĠãĢĢãĢĢ ãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ
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+ĠãĢĢãĢĢãĢĢ ãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ
+ĠãĢĢãĢĢãĢĢãĢĢ ãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ
+ĠãĢĢãĢĢãĢĢãĢĢãĢĢ ãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ
+ĠãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ ãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ
+ĠãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ ãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ
+ĠãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ ãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ
+ĠãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ ãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ
+ĠãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢãĢĢ ãĢĢãĢĢãĢĢãĢĢãĢĢ
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+Ġ ÏĦά
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+è¡ Ŀ
+ยà¸Ļ à¹ģà¸Ľà¸¥à¸ĩ
+o let
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+ÑĨÑĸй на
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+ẳ n
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+æ°Ĺ ãģ«åħ¥
+ç§ģ ãģ®
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+ĠP eygamber
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+ĠìŀĪ ìĸ´ìĦľ
+ĠìŀĪìĸ´ ìĦľ
+ĠплаÑĤ еж
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+ĠTra b
+o very
+ov ery
+ove ry
+over y
+âĢ¦âĢ¦ ãĢĤ
+Ġyap maya
+Ġнайб ÑĸлÑĮ
+ĠÙħÙĨ زÙĦ
+ÙĪ ÙĬÙĥ
+ÙĪÙĬ Ùĥ
+ıl dıģında
+ıldı ģında
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+ĠpÅĻÃŃpad nÄĽ
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+æĹı èĩªæ²»
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+ĠzmÄĽ n
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+ĠبÙĦ غ
+Ġ ç§ĭ
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+N gh
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+Ġend iÅŁ
+ĠCumhurbaÅŁ kanı
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+ान स
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+ë§ĮìĽIJ ìŀħëĭĪëĭ¤
+ĠìĦľìļ¸ íĬ¹ë³Ħìĭľ
+Îķ ÎĻΣ
+ÎķÎĻ Σ
+ุม à¸Ĭà¸Ļ
+Ġм ÑĸлÑĮ
+ĠмÑĸ лÑĮ
+æ ħĮ
+æħ Į
+Ïĥκε ÏĦαι
+Ïĥκ εÏĦαι
+Ġ ãĢľ
+ĠãĢ ľ
+Ġkal iteli
+ĠÑģмеÑĢ ÑĤÑĮ
+è¼ Ķ
+Ġ биÑĤ
+Ġб иÑĤ
+Ġби ÑĤ
+ĠΣ ÏĦο
+à¸ĩà¹Ģศ ส
+åİŁ æľ¬
+Ġk nÃŃ
+Ġkn ÃŃ
+äºĴ èģĶç½ij
+ĠÑĩеловеÑĩ еÑģ
+çŃ Ĵ
+à¸Īำ หà¸Ļ
+åĩº åİ»
+ãĤ¢ ãĥĭãĥ¡
+å±ķ 示
+r ych
+ry ch
+à¤ħ ब
+o ÅĪ
+jÃŃ cÃŃm
+jÃŃcÃŃ m
+ا ØŃØ«
+اØŃ Ø«
+ĠÙĪاÙĤع ÛĮ
+ĠФедеÑĢа лÑĮ
+ĠФед еÑĢалÑĮ
+Ñģ ам
+Ñģа м
+Ġ ìĺ¥
+Ġìĺ ¥
+åľ° çIJĥ
+Ġs uyu
+Ġsu yu
+Ġsuy u
+s eniz
+sen iz
+à¥ī फ
+Ġê°Ļ ëĭ¤
+ĠпÑĢизна ÑĩеннÑı
+ĠпÑĢизнаÑĩ еннÑı
+ĠS ın
+ĠSı n
+ĠاÙħÙĨ ÛĮت
+Ġl átky
+ĠÐij и
+Ġsür eci
+Ġsüre ci
+Ġsürec i
+·· ··
+Ġê²½ ì°°
+Ġк алÑĮ
+Ġка лÑĮ
+Ġкал ÑĮ
+Ġник ÑĤо
+Ùij Ùħ
+ĠدÙĬ گر
+Ġalın ması
+л еннÑĸ
+лен нÑĸ
+ิว à¹Ģà¸ķà¸Ńร
+à¸Ľà¸ģ à¸Ħรà¸Ńà¸ĩ
+Ġзаконодав ÑģÑĤва
+ãĢĢ ãĤ¤
+Ġëħ¸ íķĺìļ°
+ĠD Ã¼ÅŁ
+Ġг ÑĥÑģÑĤ
+ĠÐĴ аÑĪ
+ĠاÙħ تÛĮ
+Ġpar amet
+Ġparam et
+Ġpara met
+ĠÎłÎ±Î½ εÏĢ
+à¹Į à¸ģร
+à¹Įà¸ģ ร
+ζ α
+ĠëįĶ ìļ±
+ÙĪ ÙĦات
+ÙĪÙĦ ات
+ÙĪÙĦا ت
+в аÑĤиÑģÑı
+ва ÑĤиÑģÑı
+ваÑĤи ÑģÑı
+Ġk ök
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+ĠвÑĭÑģок ой
+ãĥ¼ ãĥ¼
+ãĥ¼ãĥ ¼
+éĶ ¦
diff --git a/model/testdata/war-and-peace.txt b/model/testdata/war-and-peace.txt
new file mode 100644
index 0000000..5eae1c5
--- /dev/null
+++ b/model/testdata/war-and-peace.txt
@@ -0,0 +1,63845 @@
+CHAPTER I
+
+"Well, Prince, so Genoa and Lucca are now just family estates of the
+Buonapartes. But I warn you, if you don't tell me that this means war,
+if you still try to defend the infamies and horrors perpetrated by that
+Antichrist--I really believe he is Antichrist--I will have nothing more
+to do with you and you are no longer my friend, no longer my 'faithful
+slave,' as you call yourself! But how do you do? I see I have frightened
+you--sit down and tell me all the news."
+
+It was in July, 1805, and the speaker was the well-known Anna Pavlovna
+Scherer, maid of honor and favorite of the Empress Marya Fedorovna. With
+these words she greeted Prince Vasili Kuragin, a man of high rank and
+importance, who was the first to arrive at her reception. Anna Pavlovna
+had had a cough for some days. She was, as she said, suffering from la
+grippe; grippe being then a new word in St. Petersburg, used only by the
+elite.
+
+All her invitations without exception, written in French, and delivered
+by a scarlet-liveried footman that morning, ran as follows:
+
+"If you have nothing better to do, Count (or Prince), and if the
+prospect of spending an evening with a poor invalid is not too terrible,
+I shall be very charmed to see you tonight between 7 and 10--Annette
+Scherer."
+
+"Heavens! what a virulent attack!" replied the prince, not in the least
+disconcerted by this reception. He had just entered, wearing an
+embroidered court uniform, knee breeches, and shoes, and had stars on
+his breast and a serene expression on his flat face. He spoke in that
+refined French in which our grandfathers not only spoke but thought, and
+with the gentle, patronizing intonation natural to a man of importance
+who had grown old in society and at court. He went up to Anna Pavlovna,
+kissed her hand, presenting to her his bald, scented, and shining head,
+and complacently seated himself on the sofa.
+
+"First of all, dear friend, tell me how you are. Set your friend's mind
+at rest," said he without altering his tone, beneath the politeness and
+affected sympathy of which indifference and even irony could be
+discerned.
+
+"Can one be well while suffering morally? Can one be calm in times like
+these if one has any feeling?" said Anna Pavlovna. "You are staying the
+whole evening, I hope?"
+
+"And the fete at the English ambassador's? Today is Wednesday. I must
+put in an appearance there," said the prince. "My daughter is coming for
+me to take me there."
+
+"I thought today's fete had been canceled. I confess all these
+festivities and fireworks are becoming wearisome."
+
+"If they had known that you wished it, the entertainment would have been
+put off," said the prince, who, like a wound-up clock, by force of habit
+said things he did not even wish to be believed.
+
+"Don't tease! Well, and what has been decided about Novosiltsev's
+dispatch? You know everything."
+
+"What can one say about it?" replied the prince in a cold, listless
+tone. "What has been decided? They have decided that Buonaparte has
+burnt his boats, and I believe that we are ready to burn ours."
+
+Prince Vasili always spoke languidly, like an actor repeating a stale
+part. Anna Pavlovna Scherer on the contrary, despite her forty years,
+overflowed with animation and impulsiveness. To be an enthusiast had
+become her social vocation and, sometimes even when she did not feel
+like it, she became enthusiastic in order not to disappoint the
+expectations of those who knew her. The subdued smile which, though it
+did not suit her faded features, always played round her lips expressed,
+as in a spoiled child, a continual consciousness of her charming defect,
+which she neither wished, nor could, nor considered it necessary, to
+correct.
+
+In the midst of a conversation on political matters Anna Pavlovna burst
+out:
+
+"Oh, don't speak to me of Austria. Perhaps I don't understand things,
+but Austria never has wished, and does not wish, for war. She is
+betraying us! Russia alone must save Europe. Our gracious sovereign
+recognizes his high vocation and will be true to it. That is the one
+thing I have faith in! Our good and wonderful sovereign has to perform
+the noblest role on earth, and he is so virtuous and noble that God will
+not forsake him. He will fulfill his vocation and crush the hydra of
+revolution, which has become more terrible than ever in the person of
+this murderer and villain! We alone must avenge the blood of the just
+one.... Whom, I ask you, can we rely on?... England with her commercial
+spirit will not and cannot understand the Emperor Alexander's loftiness
+of soul. She has refused to evacuate Malta. She wanted to find, and
+still seeks, some secret motive in our actions. What answer did
+Novosiltsev get? None. The English have not understood and cannot
+understand the self-abnegation of our Emperor who wants nothing for
+himself, but only desires the good of mankind. And what have they
+promised? Nothing! And what little they have promised they will not
+perform! Prussia has always declared that Buonaparte is invincible, and
+that all Europe is powerless before him.... And I don't believe a word
+that Hardenburg says, or Haugwitz either. This famous Prussian
+neutrality is just a trap. I have faith only in God and the lofty
+destiny of our adored monarch. He will save Europe!"
+
+She suddenly paused, smiling at her own impetuosity.
+
+"I think," said the prince with a smile, "that if you had been sent
+instead of our dear Wintzingerode you would have captured the King of
+Prussia's consent by assault. You are so eloquent. Will you give me a
+cup of tea?"
+
+"In a moment. A propos," she added, becoming calm again, "I am expecting
+two very interesting men tonight, le Vicomte de Mortemart, who is
+connected with the Montmorencys through the Rohans, one of the best
+French families. He is one of the genuine emigres, the good ones. And
+also the Abbe Morio. Do you know that profound thinker? He has been
+received by the Emperor. Had you heard?"
+
+"I shall be delighted to meet them," said the prince. "But tell me," he
+added with studied carelessness as if it had only just occurred to him,
+though the question he was about to ask was the chief motive of his
+visit, "is it true that the Dowager Empress wants Baron Funke to be
+appointed first secretary at Vienna? The baron by all accounts is a poor
+creature."
+
+Prince Vasili wished to obtain this post for his son, but others were
+trying through the Dowager Empress Marya Fedorovna to secure it for the
+baron.
+
+Anna Pavlovna almost closed her eyes to indicate that neither she nor
+anyone else had a right to criticize what the Empress desired or was
+pleased with.
+
+"Baron Funke has been recommended to the Dowager Empress by her sister,"
+was all she said, in a dry and mournful tone.
+
+As she named the Empress, Anna Pavlovna's face suddenly assumed an
+expression of profound and sincere devotion and respect mingled with
+sadness, and this occurred every time she mentioned her illustrious
+patroness. She added that Her Majesty had deigned to show Baron Funke
+beaucoup d'estime, and again her face clouded over with sadness.
+
+The prince was silent and looked indifferent. But, with the womanly and
+courtierlike quickness and tact habitual to her, Anna Pavlovna wished
+both to rebuke him (for daring to speak as he had done of a man
+recommended to the Empress) and at the same time to console him, so she
+said:
+
+"Now about your family. Do you know that since your daughter came out
+everyone has been enraptured by her? They say she is amazingly
+beautiful."
+
+The prince bowed to signify his respect and gratitude.
+
+"I often think," she continued after a short pause, drawing nearer to
+the prince and smiling amiably at him as if to show that political and
+social topics were ended and the time had come for intimate
+conversation--"I often think how unfairly sometimes the joys of life are
+distributed. Why has fate given you two such splendid children? I don't
+speak of Anatole, your youngest. I don't like him," she added in a tone
+admitting of no rejoinder and raising her eyebrows. "Two such charming
+children. And really you appreciate them less than anyone, and so you
+don't deserve to have them."
+
+And she smiled her ecstatic smile.
+
+"I can't help it," said the prince. "Lavater would have said I lack the
+bump of paternity."
+
+"Don't joke; I mean to have a serious talk with you. Do you know I am
+dissatisfied with your younger son? Between ourselves" (and her face
+assumed its melancholy expression), "he was mentioned at Her Majesty's
+and you were pitied...."
+
+The prince answered nothing, but she looked at him significantly,
+awaiting a reply. He frowned.
+
+"What would you have me do?" he said at last. "You know I did all a
+father could for their education, and they have both turned out fools.
+Hippolyte is at least a quiet fool, but Anatole is an active one. That
+is the only difference between them." He said this smiling in a way more
+natural and animated than usual, so that the wrinkles round his mouth
+very clearly revealed something unexpectedly coarse and unpleasant.
+
+"And why are children born to such men as you? If you were not a father
+there would be nothing I could reproach you with," said Anna Pavlovna,
+looking up pensively.
+
+"I am your faithful slave and to you alone I can confess that my
+children are the bane of my life. It is the cross I have to bear. That
+is how I explain it to myself. It can't be helped!"
+
+He said no more, but expressed his resignation to cruel fate by a
+gesture. Anna Pavlovna meditated.
+
+"Have you never thought of marrying your prodigal son Anatole?" she
+asked. "They say old maids have a mania for matchmaking, and though I
+don't feel that weakness in myself as yet, I know a little person who is
+very unhappy with her father. She is a relation of yours, Princess Mary
+Bolkonskaya."
+
+Prince Vasili did not reply, though, with the quickness of memory and
+perception befitting a man of the world, he indicated by a movement of
+the head that he was considering this information.
+
+"Do you know," he said at last, evidently unable to check the sad
+current of his thoughts, "that Anatole is costing me forty thousand
+rubles a year? And," he went on after a pause, "what will it be in five
+years, if he goes on like this?" Presently he added: "That's what we
+fathers have to put up with.... Is this princess of yours rich?"
+
+"Her father is very rich and stingy. He lives in the country. He is the
+well-known Prince Bolkonski who had to retire from the army under the
+late Emperor, and was nicknamed 'the King of Prussia.' He is very clever
+but eccentric, and a bore. The poor girl is very unhappy. She has a
+brother; I think you know him, he married Lise Meinen lately. He is an
+aide-de-camp of Kutuzov's and will be here tonight."
+
+"Listen, dear Annette," said the prince, suddenly taking Anna Pavlovna's
+hand and for some reason drawing it downwards. "Arrange that affair for
+me and I shall always be your most devoted slave-slafe with an f, as a
+village elder of mine writes in his reports. She is rich and of good
+family and that's all I want."
+
+And with the familiarity and easy grace peculiar to him, he raised the
+maid of honor's hand to his lips, kissed it, and swung it to and fro as
+he lay back in his armchair, looking in another direction.
+
+"Attendez," said Anna Pavlovna, reflecting, "I'll speak to Lise, young
+Bolkonski's wife, this very evening, and perhaps the thing can be
+arranged. It shall be on your family's behalf that I'll start my
+apprenticeship as old maid."
+
+
+
+
+CHAPTER II
+
+Anna Pavlovna's drawing room was gradually filling. The highest
+Petersburg society was assembled there: people differing widely in age
+and character but alike in the social circle to which they belonged.
+Prince Vasili's daughter, the beautiful Helene, came to take her father
+to the ambassador's entertainment; she wore a ball dress and her badge
+as maid of honor. The youthful little Princess Bolkonskaya, known as la
+femme la plus seduisante de Petersbourg, * was also there. She had been
+married during the previous winter, and being pregnant did not go to any
+large gatherings, but only to small receptions. Prince Vasili's son,
+Hippolyte, had come with Mortemart, whom he introduced. The Abbe Morio
+and many others had also come.
+
+
+* The most fascinating woman in Petersburg.
+
+To each new arrival Anna Pavlovna said, "You have not yet seen my aunt,"
+or "You do not know my aunt?" and very gravely conducted him or her to a
+little old lady, wearing large bows of ribbon in her cap, who had come
+sailing in from another room as soon as the guests began to arrive; and
+slowly turning her eyes from the visitor to her aunt, Anna Pavlovna
+mentioned each one's name and then left them.
+
+Each visitor performed the ceremony of greeting this old aunt whom not
+one of them knew, not one of them wanted to know, and not one of them
+cared about; Anna Pavlovna observed these greetings with mournful and
+solemn interest and silent approval. The aunt spoke to each of them in
+the same words, about their health and her own, and the health of Her
+Majesty, "who, thank God, was better today." And each visitor, though
+politeness prevented his showing impatience, left the old woman with a
+sense of relief at having performed a vexatious duty and did not return
+to her the whole evening.
+
+The young Princess Bolkonskaya had brought some work in a gold-
+embroidered velvet bag. Her pretty little upper lip, on which a delicate
+dark down was just perceptible, was too short for her teeth, but it
+lifted all the more sweetly, and was especially charming when she
+occasionally drew it down to meet the lower lip. As is always the case
+with a thoroughly attractive woman, her defect--the shortness of her
+upper lip and her half-open mouth--seemed to be her own special and
+peculiar form of beauty. Everyone brightened at the sight of this pretty
+young woman, so soon to become a mother, so full of life and health, and
+carrying her burden so lightly. Old men and dull dispirited young ones
+who looked at her, after being in her company and talking to her a
+little while, felt as if they too were becoming, like her, full of life
+and health. All who talked to her, and at each word saw her bright smile
+and the constant gleam of her white teeth, thought that they were in a
+specially amiable mood that day.
+
+The little princess went round the table with quick, short, swaying
+steps, her workbag on her arm, and gaily spreading out her dress sat
+down on a sofa near the silver samovar, as if all she was doing was a
+pleasure to herself and to all around her. "I have brought my work,"
+said she in French, displaying her bag and addressing all present.
+"Mind, Annette, I hope you have not played a wicked trick on me," she
+added, turning to her hostess. "You wrote that it was to be quite a
+small reception, and just see how badly I am dressed." And she spread
+out her arms to show her short-waisted, lace-trimmed, dainty gray dress,
+girdled with a broad ribbon just below the breast.
+
+"Soyez tranquille, Lise, you will always be prettier than anyone else,"
+replied Anna Pavlovna.
+
+"You know," said the princess in the same tone of voice and still in
+French, turning to a general, "my husband is deserting me? He is going
+to get himself killed. Tell me what this wretched war is for?" she
+added, addressing Prince Vasili, and without waiting for an answer she
+turned to speak to his daughter, the beautiful Helene.
+
+"What a delightful woman this little princess is!" said Prince Vasili to
+Anna Pavlovna.
+
+One of the next arrivals was a stout, heavily built young man with
+close-cropped hair, spectacles, the light-colored breeches fashionable
+at that time, a very high ruffle, and a brown dress coat. This stout
+young man was an illegitimate son of Count Bezukhov, a well-known
+grandee of Catherine's time who now lay dying in Moscow. The young man
+had not yet entered either the military or civil service, as he had only
+just returned from abroad where he had been educated, and this was his
+first appearance in society. Anna Pavlovna greeted him with the nod she
+accorded to the lowest hierarchy in her drawing room. But in spite of
+this lowest-grade greeting, a look of anxiety and fear, as at the sight
+of something too large and unsuited to the place, came over her face
+when she saw Pierre enter. Though he was certainly rather bigger than
+the other men in the room, her anxiety could only have reference to the
+clever though shy, but observant and natural, expression which
+distinguished him from everyone else in that drawing room.
+
+"It is very good of you, Monsieur Pierre, to come and visit a poor
+invalid," said Anna Pavlovna, exchanging an alarmed glance with her aunt
+as she conducted him to her.
+
+Pierre murmured something unintelligible, and continued to look round as
+if in search of something. On his way to the aunt he bowed to the little
+princess with a pleased smile, as to an intimate acquaintance.
+
+Anna Pavlovna's alarm was justified, for Pierre turned away from the
+aunt without waiting to hear her speech about Her Majesty's health. Anna
+Pavlovna in dismay detained him with the words: "Do you know the Abbe
+Morio? He is a most interesting man."
+
+"Yes, I have heard of his scheme for perpetual peace, and it is very
+interesting but hardly feasible."
+
+"You think so?" rejoined Anna Pavlovna in order to say something and get
+away to attend to her duties as hostess. But Pierre now committed a
+reverse act of impoliteness. First he had left a lady before she had
+finished speaking to him, and now he continued to speak to another who
+wished to get away. With his head bent, and his big feet spread apart,
+he began explaining his reasons for thinking the abbe's plan chimerical.
+
+"We will talk of it later," said Anna Pavlovna with a smile.
+
+And having got rid of this young man who did not know how to behave, she
+resumed her duties as hostess and continued to listen and watch, ready
+to help at any point where the conversation might happen to flag. As the
+foreman of a spinning mill, when he has set the hands to work, goes
+round and notices here a spindle that has stopped or there one that
+creaks or makes more noise than it should, and hastens to check the
+machine or set it in proper motion, so Anna Pavlovna moved about her
+drawing room, approaching now a silent, now a too-noisy group, and by a
+word or slight rearrangement kept the conversational machine in steady,
+proper, and regular motion. But amid these cares her anxiety about
+Pierre was evident. She kept an anxious watch on him when he approached
+the group round Mortemart to listen to what was being said there, and
+again when he passed to another group whose center was the abbe.
+
+Pierre had been educated abroad, and this reception at Anna Pavlovna's
+was the first he had attended in Russia. He knew that all the
+intellectual lights of Petersburg were gathered there and, like a child
+in a toyshop, did not know which way to look, afraid of missing any
+clever conversation that was to be heard. Seeing the self-confident and
+refined expression on the faces of those present he was always expecting
+to hear something very profound. At last he came up to Morio. Here the
+conversation seemed interesting and he stood waiting for an opportunity
+to express his own views, as young people are fond of doing.
+
+
+
+
+CHAPTER III
+
+Anna Pavlovna's reception was in full swing. The spindles hummed
+steadily and ceaselessly on all sides. With the exception of the aunt,
+beside whom sat only one elderly lady, who with her thin careworn face
+was rather out of place in this brilliant society, the whole company had
+settled into three groups. One, chiefly masculine, had formed round the
+abbe. Another, of young people, was grouped round the beautiful Princess
+Helene, Prince Vasili's daughter, and the little Princess Bolkonskaya,
+very pretty and rosy, though rather too plump for her age. The third
+group was gathered round Mortemart and Anna Pavlovna.
+
+The vicomte was a nice-looking young man with soft features and polished
+manners, who evidently considered himself a celebrity but out of
+politeness modestly placed himself at the disposal of the circle in
+which he found himself. Anna Pavlovna was obviously serving him up as a
+treat to her guests. As a clever maitre d'hotel serves up as a specially
+choice delicacy a piece of meat that no one who had seen it in the
+kitchen would have cared to eat, so Anna Pavlovna served up to her
+guests, first the vicomte and then the abbe, as peculiarly choice
+morsels. The group about Mortemart immediately began discussing the
+murder of the Duc d'Enghien. The vicomte said that the Duc d'Enghien had
+perished by his own magnanimity, and that there were particular reasons
+for Buonaparte's hatred of him.
+
+"Ah, yes! Do tell us all about it, Vicomte," said Anna Pavlovna, with a
+pleasant feeling that there was something a la Louis XV in the sound of
+that sentence: "Contez nous cela, Vicomte."
+
+The vicomte bowed and smiled courteously in token of his willingness to
+comply. Anna Pavlovna arranged a group round him, inviting everyone to
+listen to his tale.
+
+"The vicomte knew the duc personally," whispered Anna Pavlovna to one of
+the guests. "The vicomte is a wonderful raconteur," said she to another.
+"How evidently he belongs to the best society," said she to a third; and
+the vicomte was served up to the company in the choicest and most
+advantageous style, like a well-garnished joint of roast beef on a hot
+dish.
+
+The vicomte wished to begin his story and gave a subtle smile.
+
+"Come over here, Helene, dear," said Anna Pavlovna to the beautiful
+young princess who was sitting some way off, the center of another
+group.
+
+The princess smiled. She rose with the same unchanging smile with which
+she had first entered the room--the smile of a perfectly beautiful
+woman. With a slight rustle of her white dress trimmed with moss and
+ivy, with a gleam of white shoulders, glossy hair, and sparkling
+diamonds, she passed between the men who made way for her, not looking
+at any of them but smiling on all, as if graciously allowing each the
+privilege of admiring her beautiful figure and shapely shoulders, back,
+and bosom--which in the fashion of those days were very much exposed--
+and she seemed to bring the glamour of a ballroom with her as she moved
+toward Anna Pavlovna. Helene was so lovely that not only did she not
+show any trace of coquetry, but on the contrary she even appeared shy of
+her unquestionable and all too victorious beauty. She seemed to wish,
+but to be unable, to diminish its effect.
+
+"How lovely!" said everyone who saw her; and the vicomte lifted his
+shoulders and dropped his eyes as if startled by something extraordinary
+when she took her seat opposite and beamed upon him also with her
+unchanging smile.
+
+"Madame, I doubt my ability before such an audience," said he, smilingly
+inclining his head.
+
+The princess rested her bare round arm on a little table and considered
+a reply unnecessary. She smilingly waited. All the time the story was
+being told she sat upright, glancing now at her beautiful round arm,
+altered in shape by its pressure on the table, now at her still more
+beautiful bosom, on which she readjusted a diamond necklace. From time
+to time she smoothed the folds of her dress, and whenever the story
+produced an effect she glanced at Anna Pavlovna, at once adopted just
+the expression she saw on the maid of honor's face, and again relapsed
+into her radiant smile.
+
+The little princess had also left the tea table and followed Helene.
+
+"Wait a moment, I'll get my work.... Now then, what are you thinking
+of?" she went on, turning to Prince Hippolyte. "Fetch me my workbag."
+
+There was a general movement as the princess, smiling and talking
+merrily to everyone at once, sat down and gaily arranged herself in her
+seat.
+
+"Now I am all right," she said, and asking the vicomte to begin, she
+took up her work.
+
+Prince Hippolyte, having brought the workbag, joined the circle and
+moving a chair close to hers seated himself beside her.
+
+Le charmant Hippolyte was surprising by his extraordinary resemblance to
+his beautiful sister, but yet more by the fact that in spite of this
+resemblance he was exceedingly ugly. His features were like his
+sister's, but while in her case everything was lit up by a joyous, self-
+satisfied, youthful, and constant smile of animation, and by the
+wonderful classic beauty of her figure, his face on the contrary was
+dulled by imbecility and a constant expression of sullen self-
+confidence, while his body was thin and weak. His eyes, nose, and mouth
+all seemed puckered into a vacant, wearied grimace, and his arms and
+legs always fell into unnatural positions.
+
+"It's not going to be a ghost story?" said he, sitting down beside the
+princess and hastily adjusting his lorgnette, as if without this
+instrument he could not begin to speak.
+
+"Why no, my dear fellow," said the astonished narrator, shrugging his
+shoulders.
+
+"Because I hate ghost stories," said Prince Hippolyte in a tone which
+showed that he only understood the meaning of his words after he had
+uttered them.
+
+He spoke with such self-confidence that his hearers could not be sure
+whether what he said was very witty or very stupid. He was dressed in a
+dark-green dress coat, knee breeches of the color of cuisse de nymphe
+effrayee, as he called it, shoes, and silk stockings.
+
+The vicomte told his tale very neatly. It was an anecdote, then current,
+to the effect that the Duc d'Enghien had gone secretly to Paris to visit
+Mademoiselle George; that at her house he came upon Bonaparte, who also
+enjoyed the famous actress' favors, and that in his presence Napoleon
+happened to fall into one of the fainting fits to which he was subject,
+and was thus at the duc's mercy. The latter spared him, and this
+magnanimity Bonaparte subsequently repaid by death.
+
+The story was very pretty and interesting, especially at the point where
+the rivals suddenly recognized one another; and the ladies looked
+agitated.
+
+"Charming!" said Anna Pavlovna with an inquiring glance at the little
+princess.
+
+"Charming!" whispered the little princess, sticking the needle into her
+work as if to testify that the interest and fascination of the story
+prevented her from going on with it.
+
+The vicomte appreciated this silent praise and smiling gratefully
+prepared to continue, but just then Anna Pavlovna, who had kept a
+watchful eye on the young man who so alarmed her, noticed that he was
+talking too loudly and vehemently with the abbe, so she hurried to the
+rescue. Pierre had managed to start a conversation with the abbe about
+the balance of power, and the latter, evidently interested by the young
+man's simple-minded eagerness, was explaining his pet theory. Both were
+talking and listening too eagerly and too naturally, which was why Anna
+Pavlovna disapproved.
+
+"The means are... the balance of power in Europe and the rights of the
+people," the abbe was saying. "It is only necessary for one powerful
+nation like Russia--barbaric as she is said to be--to place herself
+disinterestedly at the head of an alliance having for its object the
+maintenance of the balance of power of Europe, and it would save the
+world!"
+
+"But how are you to get that balance?" Pierre was beginning.
+
+At that moment Anna Pavlovna came up and, looking severely at Pierre,
+asked the Italian how he stood Russian climate. The Italian's face
+instantly changed and assumed an offensively affected, sugary
+expression, evidently habitual to him when conversing with women.
+
+"I am so enchanted by the brilliancy of the wit and culture of the
+society, more especially of the feminine society, in which I have had
+the honor of being received, that I have not yet had time to think of
+the climate," said he.
+
+Not letting the abbe and Pierre escape, Anna Pavlovna, the more
+conveniently to keep them under observation, brought them into the
+larger circle.
+
+
+
+
+CHAPTER IV
+
+Just then another visitor entered the drawing room: Prince Andrew
+Bolkonski, the little princess' husband. He was a very handsome young
+man, of medium height, with firm, clearcut features. Everything about
+him, from his weary, bored expression to his quiet, measured step,
+offered a most striking contrast to his quiet, little wife. It was
+evident that he not only knew everyone in the drawing room, but had
+found them to be so tiresome that it wearied him to look at or listen to
+them. And among all these faces that he found so tedious, none seemed to
+bore him so much as that of his pretty wife. He turned away from her
+with a grimace that distorted his handsome face, kissed Anna Pavlovna's
+hand, and screwing up his eyes scanned the whole company.
+
+"You are off to the war, Prince?" said Anna Pavlovna.
+
+"General Kutuzov," said Bolkonski, speaking French and stressing the
+last syllable of the general's name like a Frenchman, "has been pleased
+to take me as an aide-de-camp...."
+
+"And Lise, your wife?"
+
+"She will go to the country."
+
+"Are you not ashamed to deprive us of your charming wife?"
+
+"Andre," said his wife, addressing her husband in the same coquettish
+manner in which she spoke to other men, "the vicomte has been telling us
+such a tale about Mademoiselle George and Buonaparte!"
+
+Prince Andrew screwed up his eyes and turned away. Pierre, who from the
+moment Prince Andrew entered the room had watched him with glad,
+affectionate eyes, now came up and took his arm. Before he looked round
+Prince Andrew frowned again, expressing his annoyance with whoever was
+touching his arm, but when he saw Pierre's beaming face he gave him an
+unexpectedly kind and pleasant smile.
+
+"There now!... So you, too, are in the great world?" said he to Pierre.
+
+"I knew you would be here," replied Pierre. "I will come to supper with
+you. May I?" he added in a low voice so as not to disturb the vicomte
+who was continuing his story.
+
+"No, impossible!" said Prince Andrew, laughing and pressing Pierre's
+hand to show that there was no need to ask the question. He wished to
+say something more, but at that moment Prince Vasili and his daughter
+got up to go and the two young men rose to let them pass.
+
+"You must excuse me, dear Vicomte," said Prince Vasili to the Frenchman,
+holding him down by the sleeve in a friendly way to prevent his rising.
+"This unfortunate fete at the ambassador's deprives me of a pleasure,
+and obliges me to interrupt you. I am very sorry to leave your
+enchanting party," said he, turning to Anna Pavlovna.
+
+His daughter, Princess Helene, passed between the chairs, lightly
+holding up the folds of her dress, and the smile shone still more
+radiantly on her beautiful face. Pierre gazed at her with rapturous,
+almost frightened, eyes as she passed him.
+
+"Very lovely," said Prince Andrew.
+
+"Very," said Pierre.
+
+In passing Prince Vasili seized Pierre's hand and said to Anna Pavlovna:
+"Educate this bear for me! He has been staying with me a whole month and
+this is the first time I have seen him in society. Nothing is so
+necessary for a young man as the society of clever women."
+
+Anna Pavlovna smiled and promised to take Pierre in hand. She knew his
+father to be a connection of Prince Vasili's. The elderly lady who had
+been sitting with the old aunt rose hurriedly and overtook Prince Vasili
+in the anteroom. All the affectation of interest she had assumed had
+left her kindly and tear-worn face and it now expressed only anxiety and
+fear.
+
+"How about my son Boris, Prince?" said she, hurrying after him into the
+anteroom. "I can't remain any longer in Petersburg. Tell me what news I
+may take back to my poor boy."
+
+Although Prince Vasili listened reluctantly and not very politely to the
+elderly lady, even betraying some impatience, she gave him an
+ingratiating and appealing smile, and took his hand that he might not go
+away.
+
+"What would it cost you to say a word to the Emperor, and then he would
+be transferred to the Guards at once?" said she.
+
+"Believe me, Princess, I am ready to do all I can," answered Prince
+Vasili, "but it is difficult for me to ask the Emperor. I should advise
+you to appeal to Rumyantsev through Prince Golitsyn. That would be the
+best way."
+
+The elderly lady was a Princess Drubetskaya, belonging to one of the
+best families in Russia, but she was poor, and having long been out of
+society had lost her former influential connections. She had now come to
+Petersburg to procure an appointment in the Guards for her only son. It
+was, in fact, solely to meet Prince Vasili that she had obtained an
+invitation to Anna Pavlovna's reception and had sat listening to the
+vicomte's story. Prince Vasili's words frightened her, an embittered
+look clouded her once handsome face, but only for a moment; then she
+smiled again and clutched Prince Vasili's arm more tightly.
+
+"Listen to me, Prince," said she. "I have never yet asked you for
+anything and I never will again, nor have I ever reminded you of my
+father's friendship for you; but now I entreat you for God's sake to do
+this for my son--and I shall always regard you as a benefactor," she
+added hurriedly. "No, don't be angry, but promise! I have asked Golitsyn
+and he has refused. Be the kindhearted man you always were," she said,
+trying to smile though tears were in her eyes.
+
+"Papa, we shall be late," said Princess Helene, turning her beautiful
+head and looking over her classically molded shoulder as she stood
+waiting by the door.
+
+Influence in society, however, is a capital which has to be economized
+if it is to last. Prince Vasili knew this, and having once realized that
+if he asked on behalf of all who begged of him, he would soon be unable
+to ask for himself, he became chary of using his influence. But in
+Princess Drubetskaya's case he felt, after her second appeal, something
+like qualms of conscience. She had reminded him of what was quite true;
+he had been indebted to her father for the first steps in his career.
+Moreover, he could see by her manners that she was one of those women--
+mostly mothers--who, having once made up their minds, will not rest
+until they have gained their end, and are prepared if necessary to go on
+insisting day after day and hour after hour, and even to make scenes.
+This last consideration moved him.
+
+"My dear Anna Mikhaylovna," said he with his usual familiarity and
+weariness of tone, "it is almost impossible for me to do what you ask;
+but to prove my devotion to you and how I respect your father's memory,
+I will do the impossible--your son shall be transferred to the Guards.
+Here is my hand on it. Are you satisfied?"
+
+"My dear benefactor! This is what I expected from you--I knew your
+kindness!" He turned to go.
+
+"Wait--just a word! When he has been transferred to the Guards..." she
+faltered. "You are on good terms with Michael Ilarionovich Kutuzov...
+recommend Boris to him as adjutant! Then I shall be at rest, and
+then..."
+
+Prince Vasili smiled.
+
+"No, I won't promise that. You don't know how Kutuzov is pestered since
+his appointment as Commander in Chief. He told me himself that all the
+Moscow ladies have conspired to give him all their sons as adjutants."
+
+"No, but do promise! I won't let you go! My dear benefactor..."
+
+"Papa," said his beautiful daughter in the same tone as before, "we
+shall be late."
+
+"Well, au revoir! Good-bye! You hear her?"
+
+"Then tomorrow you will speak to the Emperor?"
+
+"Certainly; but about Kutuzov, I don't promise."
+
+"Do promise, do promise, Vasili!" cried Anna Mikhaylovna as he went,
+with the smile of a coquettish girl, which at one time probably came
+naturally to her, but was now very ill-suited to her careworn face.
+
+Apparently she had forgotten her age and by force of habit employed all
+the old feminine arts. But as soon as the prince had gone her face
+resumed its former cold, artificial expression. She returned to the
+group where the vicomte was still talking, and again pretended to
+listen, while waiting till it would be time to leave. Her task was
+accomplished.
+
+
+
+
+CHAPTER V
+
+"And what do you think of this latest comedy, the coronation at Milan?"
+asked Anna Pavlovna, "and of the comedy of the people of Genoa and Lucca
+laying their petitions before Monsieur Buonaparte, and Monsieur
+Buonaparte sitting on a throne and granting the petitions of the
+nations? Adorable! It is enough to make one's head whirl! It is as if
+the whole world had gone crazy."
+
+Prince Andrew looked Anna Pavlovna straight in the face with a sarcastic
+smile.
+
+"'Dieu me la donne, gare a qui la touche!' * They say he was very fine
+when he said that," he remarked, repeating the words in Italian: "'Dio
+mi l'ha dato. Guai a chi la tocchi!'"
+
+
+* God has given it to me, let him who touches it beware!
+
+"I hope this will prove the last drop that will make the glass run
+over," Anna Pavlovna continued. "The sovereigns will not be able to
+endure this man who is a menace to everything."
+
+"The sovereigns? I do not speak of Russia," said the vicomte, polite but
+hopeless: "The sovereigns, madame... What have they done for Louis XVII,
+for the Queen, or for Madame Elizabeth? Nothing!" and he became more
+animated. "And believe me, they are reaping the reward of their betrayal
+of the Bourbon cause. The sovereigns! Why, they are sending ambassadors
+to compliment the usurper."
+
+And sighing disdainfully, he again changed his position.
+
+Prince Hippolyte, who had been gazing at the vicomte for some time
+through his lorgnette, suddenly turned completely round toward the
+little princess, and having asked for a needle began tracing the Conde
+coat of arms on the table. He explained this to her with as much gravity
+as if she had asked him to do it.
+
+"Baton de gueules, engrele de gueules d'azur--maison Conde," said he.
+
+The princess listened, smiling.
+
+"If Buonaparte remains on the throne of France a year longer," the
+vicomte continued, with the air of a man who, in a matter with which he
+is better acquainted than anyone else, does not listen to others but
+follows the current of his own thoughts, "things will have gone too far.
+By intrigues, violence, exile, and executions, French society--I mean
+good French society--will have been forever destroyed, and then..."
+
+He shrugged his shoulders and spread out his hands. Pierre wished to
+make a remark, for the conversation interested him, but Anna Pavlovna,
+who had him under observation, interrupted:
+
+"The Emperor Alexander," said she, with the melancholy which always
+accompanied any reference of hers to the Imperial family, "has declared
+that he will leave it to the French people themselves to choose their
+own form of government; and I believe that once free from the usurper,
+the whole nation will certainly throw itself into the arms of its
+rightful king," she concluded, trying to be amiable to the royalist
+emigrant.
+
+"That is doubtful," said Prince Andrew. "Monsieur le Vicomte quite
+rightly supposes that matters have already gone too far. I think it will
+be difficult to return to the old regime."
+
+"From what I have heard," said Pierre, blushing and breaking into the
+conversation, "almost all the aristocracy has already gone over to
+Bonaparte's side."
+
+"It is the Buonapartists who say that," replied the vicomte without
+looking at Pierre. "At the present time it is difficult to know the real
+state of French public opinion."
+
+"Bonaparte has said so," remarked Prince Andrew with a sarcastic smile.
+
+It was evident that he did not like the vicomte and was aiming his
+remarks at him, though without looking at him.
+
+"'I showed them the path to glory, but they did not follow it,'" Prince
+Andrew continued after a short silence, again quoting Napoleon's words.
+"'I opened my antechambers and they crowded in.' I do not know how far
+he was justified in saying so."
+
+"Not in the least," replied the vicomte. "After the murder of the duc
+even the most partial ceased to regard him as a hero. If to some
+people," he went on, turning to Anna Pavlovna, "he ever was a hero,
+after the murder of the duc there was one martyr more in heaven and one
+hero less on earth."
+
+Before Anna Pavlovna and the others had time to smile their appreciation
+of the vicomte's epigram, Pierre again broke into the conversation, and
+though Anna Pavlovna felt sure he would say something inappropriate, she
+was unable to stop him.
+
+"The execution of the Duc d'Enghien," declared Monsieur Pierre, "was a
+political necessity, and it seems to me that Napoleon showed greatness
+of soul by not fearing to take on himself the whole responsibility of
+that deed."
+
+"Dieu! Mon Dieu!" muttered Anna Pavlovna in a terrified whisper.
+
+"What, Monsieur Pierre... Do you consider that assassination shows
+greatness of soul?" said the little princess, smiling and drawing her
+work nearer to her.
+
+"Oh! Oh!" exclaimed several voices.
+
+"Capital!" said Prince Hippolyte in English, and began slapping his knee
+with the palm of his hand.
+
+The vicomte merely shrugged his shoulders. Pierre looked solemnly at his
+audience over his spectacles and continued.
+
+"I say so," he continued desperately, "because the Bourbons fled from
+the Revolution leaving the people to anarchy, and Napoleon alone
+understood the Revolution and quelled it, and so for the general good,
+he could not stop short for the sake of one man's life."
+
+"Won't you come over to the other table?" suggested Anna Pavlovna.
+
+But Pierre continued his speech without heeding her.
+
+"No," cried he, becoming more and more eager, "Napoleon is great because
+he rose superior to the Revolution, suppressed its abuses, preserved all
+that was good in it--equality of citizenship and freedom of speech and
+of the press--and only for that reason did he obtain power."
+
+"Yes, if having obtained power, without availing himself of it to commit
+murder he had restored it to the rightful king, I should have called him
+a great man," remarked the vicomte.
+
+"He could not do that. The people only gave him power that he might rid
+them of the Bourbons and because they saw that he was a great man. The
+Revolution was a grand thing!" continued Monsieur Pierre, betraying by
+this desperate and provocative proposition his extreme youth and his
+wish to express all that was in his mind.
+
+"What? Revolution and regicide a grand thing?... Well, after that... But
+won't you come to this other table?" repeated Anna Pavlovna.
+
+"Rousseau's Contrat Social," said the vicomte with a tolerant smile.
+
+"I am not speaking of regicide, I am speaking about ideas."
+
+"Yes: ideas of robbery, murder, and regicide," again interjected an
+ironical voice.
+
+"Those were extremes, no doubt, but they are not what is most important.
+What is important are the rights of man, emancipation from prejudices,
+and equality of citizenship, and all these ideas Napoleon has retained
+in full force."
+
+"Liberty and equality," said the vicomte contemptuously, as if at last
+deciding seriously to prove to this youth how foolish his words were,
+"high-sounding words which have long been discredited. Who does not love
+liberty and equality? Even our Saviour preached liberty and equality.
+Have people since the Revolution become happier? On the contrary. We
+wanted liberty, but Buonaparte has destroyed it."
+
+Prince Andrew kept looking with an amused smile from Pierre to the
+vicomte and from the vicomte to their hostess. In the first moment of
+Pierre's outburst Anna Pavlovna, despite her social experience, was
+horror-struck. But when she saw that Pierre's sacrilegious words had not
+exasperated the vicomte, and had convinced herself that it was
+impossible to stop him, she rallied her forces and joined the vicomte in
+a vigorous attack on the orator.
+
+"But, my dear Monsieur Pierre," said she, "how do you explain the fact
+of a great man executing a duc--or even an ordinary man who--is innocent
+and untried?"
+
+"I should like," said the vicomte, "to ask how monsieur explains the
+18th Brumaire; was not that an imposture? It was a swindle, and not at
+all like the conduct of a great man!"
+
+"And the prisoners he killed in Africa? That was horrible!" said the
+little princess, shrugging her shoulders.
+
+"He's a low fellow, say what you will," remarked Prince Hippolyte.
+
+Pierre, not knowing whom to answer, looked at them all and smiled. His
+smile was unlike the half-smile of other people. When he smiled, his
+grave, even rather gloomy, look was instantaneously replaced by another-
+-a childlike, kindly, even rather silly look, which seemed to ask
+forgiveness.
+
+The vicomte who was meeting him for the first time saw clearly that this
+young Jacobin was not so terrible as his words suggested. All were
+silent.
+
+"How do you expect him to answer you all at once?" said Prince Andrew.
+"Besides, in the actions of a statesman one has to distinguish between
+his acts as a private person, as a general, and as an emperor. So it
+seems to me."
+
+"Yes, yes, of course!" Pierre chimed in, pleased at the arrival of this
+reinforcement.
+
+"One must admit," continued Prince Andrew, "that Napoleon as a man was
+great on the bridge of Arcola, and in the hospital at Jaffa where he
+gave his hand to the plague-stricken; but... but there are other acts
+which it is difficult to justify."
+
+Prince Andrew, who had evidently wished to tone down the awkwardness of
+Pierre's remarks, rose and made a sign to his wife that it was time to
+go.
+
+Suddenly Prince Hippolyte started up making signs to everyone to attend,
+and asking them all to be seated began:
+
+"I was told a charming Moscow story today and must treat you to it.
+Excuse me, Vicomte--I must tell it in Russian or the point will be
+lost...." And Prince Hippolyte began to tell his story in such Russian
+as a Frenchman would speak after spending about a year in Russia.
+Everyone waited, so emphatically and eagerly did he demand their
+attention to his story.
+
+"There is in Moscow a lady, une dame, and she is very stingy. She must
+have two footmen behind her carriage, and very big ones. That was her
+taste. And she had a lady's maid, also big. She said..."
+
+Here Prince Hippolyte paused, evidently collecting his ideas with
+difficulty.
+
+"She said... Oh yes! She said, 'Girl,' to the maid, 'put on a livery,
+get up behind the carriage, and come with me while I make some calls.'"
+
+Here Prince Hippolyte spluttered and burst out laughing long before his
+audience, which produced an effect unfavorable to the narrator. Several
+persons, among them the elderly lady and Anna Pavlovna, did however
+smile.
+
+"She went. Suddenly there was a great wind. The girl lost her hat and
+her long hair came down...." Here he could contain himself no longer and
+went on, between gasps of laughter: "And the whole world knew...."
+
+And so the anecdote ended. Though it was unintelligible why he had told
+it, or why it had to be told in Russian, still Anna Pavlovna and the
+others appreciated Prince Hippolyte's social tact in so agreeably ending
+Pierre's unpleasant and unamiable outburst. After the anecdote the
+conversation broke up into insignificant small talk about the last and
+next balls, about theatricals, and who would meet whom, and when and
+where.
+
+
+
+
+CHAPTER VI
+
+Having thanked Anna Pavlovna for her charming soiree, the guests began
+to take their leave.
+
+Pierre was ungainly. Stout, about the average height, broad, with huge
+red hands; he did not know, as the saying is, how to enter a drawing
+room and still less how to leave one; that is, how to say something
+particularly agreeable before going away. Besides this he was absent-
+minded. When he rose to go, he took up instead of his own, the general's
+three-cornered hat, and held it, pulling at the plume, till the general
+asked him to restore it. All his absent-mindedness and inability to
+enter a room and converse in it was, however, redeemed by his kindly,
+simple, and modest expression. Anna Pavlovna turned toward him and, with
+a Christian mildness that expressed forgiveness of his indiscretion,
+nodded and said: "I hope to see you again, but I also hope you will
+change your opinions, my dear Monsieur Pierre."
+
+When she said this, he did not reply and only bowed, but again everybody
+saw his smile, which said nothing, unless perhaps, "Opinions are
+opinions, but you see what a capital, good-natured fellow I am." And
+everyone, including Anna Pavlovna, felt this.
+
+Prince Andrew had gone out into the hall, and, turning his shoulders to
+the footman who was helping him on with his cloak, listened
+indifferently to his wife's chatter with Prince Hippolyte who had also
+come into the hall. Prince Hippolyte stood close to the pretty, pregnant
+princess, and stared fixedly at her through his eyeglass.
+
+"Go in, Annette, or you will catch cold," said the little princess,
+taking leave of Anna Pavlovna. "It is settled," she added in a low
+voice.
+
+Anna Pavlovna had already managed to speak to Lise about the match she
+contemplated between Anatole and the little princess' sister-in-law.
+
+"I rely on you, my dear," said Anna Pavlovna, also in a low tone. "Write
+to her and let me know how her father looks at the matter. Au revoir!"--
+and she left the hall.
+
+Prince Hippolyte approached the little princess and, bending his face
+close to her, began to whisper something.
+
+Two footmen, the princess' and his own, stood holding a shawl and a
+cloak, waiting for the conversation to finish. They listened to the
+French sentences which to them were meaningless, with an air of
+understanding but not wishing to appear to do so. The princess as usual
+spoke smilingly and listened with a laugh.
+
+"I am very glad I did not go to the ambassador's," said Prince Hippolyte
+"-so dull-. It has been a delightful evening, has it not? Delightful!"
+
+"They say the ball will be very good," replied the princess, drawing up
+her downy little lip. "All the pretty women in society will be there."
+
+"Not all, for you will not be there; not all," said Prince Hippolyte
+smiling joyfully; and snatching the shawl from the footman, whom he even
+pushed aside, he began wrapping it round the princess. Either from
+awkwardness or intentionally (no one could have said which) after the
+shawl had been adjusted he kept his arm around her for a long time, as
+though embracing her.
+
+Still smiling, she gracefully moved away, turning and glancing at her
+husband. Prince Andrew's eyes were closed, so weary and sleepy did he
+seem.
+
+"Are you ready?" he asked his wife, looking past her.
+
+Prince Hippolyte hurriedly put on his cloak, which in the latest fashion
+reached to his very heels, and, stumbling in it, ran out into the porch
+following the princess, whom a footman was helping into the carriage.
+
+"Princesse, au revoir," cried he, stumbling with his tongue as well as
+with his feet.
+
+The princess, picking up her dress, was taking her seat in the dark
+carriage, her husband was adjusting his saber; Prince Hippolyte, under
+pretense of helping, was in everyone's way.
+
+"Allow me, sir," said Prince Andrew in Russian in a cold, disagreeable
+tone to Prince Hippolyte who was blocking his path.
+
+"I am expecting you, Pierre," said the same voice, but gently and
+affectionately.
+
+The postilion started, the carriage wheels rattled. Prince Hippolyte
+laughed spasmodically as he stood in the porch waiting for the vicomte
+whom he had promised to take home.
+
+"Well, mon cher," said the vicomte, having seated himself beside
+Hippolyte in the carriage, "your little princess is very nice, very nice
+indeed, quite French," and he kissed the tips of his fingers. Hippolyte
+burst out laughing.
+
+"Do you know, you are a terrible chap for all your innocent airs,"
+continued the vicomte. "I pity the poor husband, that little officer who
+gives himself the airs of a monarch."
+
+Hippolyte spluttered again, and amid his laughter said, "And you were
+saying that the Russian ladies are not equal to the French? One has to
+know how to deal with them."
+
+Pierre reaching the house first went into Prince Andrew's study like one
+quite at home, and from habit immediately lay down on the sofa, took
+from the shelf the first book that came to his hand (it was Caesar's
+Commentaries), and resting on his elbow, began reading it in the middle.
+
+"What have you done to Mlle Scherer? She will be quite ill now," said
+Prince Andrew, as he entered the study, rubbing his small white hands.
+
+Pierre turned his whole body, making the sofa creak. He lifted his eager
+face to Prince Andrew, smiled, and waved his hand.
+
+"That abbe is very interesting but he does not see the thing in the
+right light.... In my opinion perpetual peace is possible but--I do not
+know how to express it... not by a balance of political power...."
+
+It was evident that Prince Andrew was not interested in such abstract
+conversation.
+
+"One can't everywhere say all one thinks, mon cher. Well, have you at
+last decided on anything? Are you going to be a guardsman or a
+diplomatist?" asked Prince Andrew after a momentary silence.
+
+Pierre sat up on the sofa, with his legs tucked under him.
+
+"Really, I don't yet know. I don't like either the one or the other."
+
+"But you must decide on something! Your father expects it."
+
+Pierre at the age of ten had been sent abroad with an abbe as tutor, and
+had remained away till he was twenty. When he returned to Moscow his
+father dismissed the abbe and said to the young man, "Now go to
+Petersburg, look round, and choose your profession. I will agree to
+anything. Here is a letter to Prince Vasili, and here is money. Write to
+me all about it, and I will help you in everything." Pierre had already
+been choosing a career for three months, and had not decided on
+anything. It was about this choice that Prince Andrew was speaking.
+Pierre rubbed his forehead.
+
+"But he must be a Freemason," said he, referring to the abbe whom he had
+met that evening.
+
+"That is all nonsense." Prince Andrew again interrupted him, "let us
+talk business. Have you been to the Horse Guards?"
+
+"No, I have not; but this is what I have been thinking and wanted to
+tell you. There is a war now against Napoleon. If it were a war for
+freedom I could understand it and should be the first to enter the army;
+but to help England and Austria against the greatest man in the world is
+not right."
+
+Prince Andrew only shrugged his shoulders at Pierre's childish words. He
+put on the air of one who finds it impossible to reply to such nonsense,
+but it would in fact have been difficult to give any other answer than
+the one Prince Andrew gave to this naive question.
+
+"If no one fought except on his own conviction, there would be no wars,"
+he said.
+
+"And that would be splendid," said Pierre.
+
+Prince Andrew smiled ironically.
+
+"Very likely it would be splendid, but it will never come about..."
+
+"Well, why are you going to the war?" asked Pierre.
+
+"What for? I don't know. I must. Besides that I am going..." He paused.
+"I am going because the life I am leading here does not suit me!"
+
+
+
+
+CHAPTER VII
+
+The rustle of a woman's dress was heard in the next room. Prince Andrew
+shook himself as if waking up, and his face assumed the look it had had
+in Anna Pavlovna's drawing room. Pierre removed his feet from the sofa.
+The princess came in. She had changed her gown for a house dress as
+fresh and elegant as the other. Prince Andrew rose and politely placed a
+chair for her.
+
+"How is it," she began, as usual in French, settling down briskly and
+fussily in the easy chair, "how is it Annette never got married? How
+stupid you men all are not to have married her! Excuse me for saying so,
+but you have no sense about women. What an argumentative fellow you are,
+Monsieur Pierre!"
+
+"And I am still arguing with your husband. I can't understand why he
+wants to go to the war," replied Pierre, addressing the princess with
+none of the embarrassment so commonly shown by young men in their
+intercourse with young women.
+
+The princess started. Evidently Pierre's words touched her to the quick.
+
+"Ah, that is just what I tell him!" said she. "I don't understand it; I
+don't in the least understand why men can't live without wars. How is it
+that we women don't want anything of the kind, don't need it? Now you
+shall judge between us. I always tell him: Here he is Uncle's aide-de-
+camp, a most brilliant position. He is so well known, so much
+appreciated by everyone. The other day at the Apraksins' I heard a lady
+asking, 'Is that the famous Prince Andrew?' I did indeed." She laughed.
+"He is so well received everywhere. He might easily become aide-de-camp
+to the Emperor. You know the Emperor spoke to him most graciously.
+Annette and I were speaking of how to arrange it. What do you think?"
+
+Pierre looked at his friend and, noticing that he did not like the
+conversation, gave no reply.
+
+"When are you starting?" he asked.
+
+"Oh, don't speak of his going, don't! I won't hear it spoken of," said
+the princess in the same petulantly playful tone in which she had spoken
+to Hippolyte in the drawing room and which was so plainly ill-suited to
+the family circle of which Pierre was almost a member. "Today when I
+remembered that all these delightful associations must be broken off...
+and then you know, Andre..." (she looked significantly at her husband)
+"I'm afraid, I'm afraid!" she whispered, and a shudder ran down her
+back.
+
+Her husband looked at her as if surprised to notice that someone besides
+Pierre and himself was in the room, and addressed her in a tone of
+frigid politeness.
+
+"What is it you are afraid of, Lise? I don't understand," said he.
+
+"There, what egotists men all are: all, all egotists! Just for a whim of
+his own, goodness only knows why, he leaves me and locks me up alone in
+the country."
+
+"With my father and sister, remember," said Prince Andrew gently.
+
+"Alone all the same, without my friends.... And he expects me not to be
+afraid."
+
+Her tone was now querulous and her lip drawn up, giving her not a
+joyful, but an animal, squirrel-like expression. She paused as if she
+felt it indecorous to speak of her pregnancy before Pierre, though the
+gist of the matter lay in that.
+
+"I still can't understand what you are afraid of," said Prince Andrew
+slowly, not taking his eyes off his wife.
+
+The princess blushed, and raised her arms with a gesture of despair.
+
+"No, Andrew, I must say you have changed. Oh, how you have..."
+
+"Your doctor tells you to go to bed earlier," said Prince Andrew. "You
+had better go."
+
+The princess said nothing, but suddenly her short downy lip quivered.
+Prince Andrew rose, shrugged his shoulders, and walked about the room.
+
+Pierre looked over his spectacles with naive surprise, now at him and
+now at her, moved as if about to rise too, but changed his mind.
+
+"Why should I mind Monsieur Pierre being here?" exclaimed the little
+princess suddenly, her pretty face all at once distorted by a tearful
+grimace. "I have long wanted to ask you, Andrew, why you have changed so
+to me? What have I done to you? You are going to the war and have no
+pity for me. Why is it?"
+
+"Lise!" was all Prince Andrew said. But that one word expressed an
+entreaty, a threat, and above all conviction that she would herself
+regret her words. But she went on hurriedly:
+
+"You treat me like an invalid or a child. I see it all! Did you behave
+like that six months ago?"
+
+"Lise, I beg you to desist," said Prince Andrew still more emphatically.
+
+Pierre, who had been growing more and more agitated as he listened to
+all this, rose and approached the princess. He seemed unable to bear the
+sight of tears and was ready to cry himself.
+
+"Calm yourself, Princess! It seems so to you because... I assure you I
+myself have experienced... and so... because... No, excuse me! An
+outsider is out of place here... No, don't distress yourself... Good-
+bye!"
+
+Prince Andrew caught him by the hand.
+
+"No, wait, Pierre! The princess is too kind to wish to deprive me of the
+pleasure of spending the evening with you."
+
+"No, he thinks only of himself," muttered the princess without
+restraining her angry tears.
+
+"Lise!" said Prince Andrew dryly, raising his voice to the pitch which
+indicates that patience is exhausted.
+
+Suddenly the angry, squirrel-like expression of the princess' pretty
+face changed into a winning and piteous look of fear. Her beautiful eyes
+glanced askance at her husband's face, and her own assumed the timid,
+deprecating expression of a dog when it rapidly but feebly wags its
+drooping tail.
+
+"Mon Dieu, mon Dieu!" she muttered, and lifting her dress with one hand
+she went up to her husband and kissed him on the forehead.
+
+"Good night, Lise," said he, rising and courteously kissing her hand as
+he would have done to a stranger.
+
+
+
+
+CHAPTER VIII
+
+The friends were silent. Neither cared to begin talking. Pierre
+continually glanced at Prince Andrew; Prince Andrew rubbed his forehead
+with his small hand.
+
+"Let us go and have supper," he said with a sigh, going to the door.
+
+They entered the elegant, newly decorated, and luxurious dining room.
+Everything from the table napkins to the silver, china, and glass bore
+that imprint of newness found in the households of the newly married.
+Halfway through supper Prince Andrew leaned his elbows on the table and,
+with a look of nervous agitation such as Pierre had never before seen on
+his face, began to talk--as one who has long had something on his mind
+and suddenly determines to speak out.
+
+"Never, never marry, my dear fellow! That's my advice: never marry till
+you can say to yourself that you have done all you are capable of, and
+until you have ceased to love the woman of your choice and have seen her
+plainly as she is, or else you will make a cruel and irrevocable
+mistake. Marry when you are old and good for nothing--or all that is
+good and noble in you will be lost. It will all be wasted on trifles.
+Yes! Yes! Yes! Don't look at me with such surprise. If you marry
+expecting anything from yourself in the future, you will feel at every
+step that for you all is ended, all is closed except the drawing room,
+where you will be ranged side by side with a court lackey and an
+idiot!... But what's the good?..." and he waved his arm.
+
+Pierre took off his spectacles, which made his face seem different and
+the good-natured expression still more apparent, and gazed at his friend
+in amazement.
+
+"My wife," continued Prince Andrew, "is an excellent woman, one of those
+rare women with whom a man's honor is safe; but, O God, what would I not
+give now to be unmarried! You are the first and only one to whom I
+mention this, because I like you."
+
+As he said this Prince Andrew was less than ever like that Bolkonski who
+had lolled in Anna Pavlovna's easy chairs and with half-closed eyes had
+uttered French phrases between his teeth. Every muscle of his thin face
+was now quivering with nervous excitement; his eyes, in which the fire
+of life had seemed extinguished, now flashed with brilliant light. It
+was evident that the more lifeless he seemed at ordinary times, the more
+impassioned he became in these moments of almost morbid irritation.
+
+"You don't understand why I say this," he continued, "but it is the
+whole story of life. You talk of Bonaparte and his career," said he
+(though Pierre had not mentioned Bonaparte), "but Bonaparte when he
+worked went step by step toward his goal. He was free, he had nothing
+but his aim to consider, and he reached it. But tie yourself up with a
+woman and, like a chained convict, you lose all freedom! And all you
+have of hope and strength merely weighs you down and torments you with
+regret. Drawing rooms, gossip, balls, vanity, and triviality--these are
+the enchanted circle I cannot escape from. I am now going to the war,
+the greatest war there ever was, and I know nothing and am fit for
+nothing. I am very amiable and have a caustic wit," continued Prince
+Andrew, "and at Anna Pavlovna's they listen to me. And that stupid set
+without whom my wife cannot exist, and those women... If you only knew
+what those society women are, and women in general! My father is right.
+Selfish, vain, stupid, trivial in everything--that's what women are when
+you see them in their true colors! When you meet them in society it
+seems as if there were something in them, but there's nothing, nothing,
+nothing! No, don't marry, my dear fellow; don't marry!" concluded Prince
+Andrew.
+
+"It seems funny to me," said Pierre, "that you, you should consider
+yourself incapable and your life a spoiled life. You have everything
+before you, everything. And you..."
+
+He did not finish his sentence, but his tone showed how highly he
+thought of his friend and how much he expected of him in the future.
+
+"How can he talk like that?" thought Pierre. He considered his friend a
+model of perfection because Prince Andrew possessed in the highest
+degree just the very qualities Pierre lacked, and which might be best
+described as strength of will. Pierre was always astonished at Prince
+Andrew's calm manner of treating everybody, his extraordinary memory,
+his extensive reading (he had read everything, knew everything, and had
+an opinion about everything), but above all at his capacity for work and
+study. And if Pierre was often struck by Andrew's lack of capacity for
+philosophical meditation (to which he himself was particularly
+addicted), he regarded even this not as a defect but as a sign of
+strength.
+
+Even in the best, most friendly and simplest relations of life, praise
+and commendation are essential, just as grease is necessary to wheels
+that they may run smoothly.
+
+"My part is played out," said Prince Andrew. "What's the use of talking
+about me? Let us talk about you," he added after a silence, smiling at
+his reassuring thoughts.
+
+That smile was immediately reflected on Pierre's face.
+
+"But what is there to say about me?" said Pierre, his face relaxing into
+a careless, merry smile. "What am I? An illegitimate son!" He suddenly
+blushed crimson, and it was plain that he had made a great effort to say
+this. "Without a name and without means... And it really..." But he did
+not say what "it really" was. "For the present I am free and am all
+right. Only I haven't the least idea what I am to do; I wanted to
+consult you seriously."
+
+Prince Andrew looked kindly at him, yet his glance--friendly and
+affectionate as it was--expressed a sense of his own superiority.
+
+"I am fond of you, especially as you are the one live man among our
+whole set. Yes, you're all right! Choose what you will; it's all the
+same. You'll be all right anywhere. But look here: give up visiting
+those Kuragins and leading that sort of life. It suits you so badly--all
+this debauchery, dissipation, and the rest of it!"
+
+"What would you have, my dear fellow?" answered Pierre, shrugging his
+shoulders. "Women, my dear fellow; women!"
+
+"I don't understand it," replied Prince Andrew. "Women who are comme il
+faut, that's a different matter; but the Kuragins' set of women, 'women
+and wine' I don't understand!"
+
+Pierre was staying at Prince Vasili Kuragin's and sharing the dissipated
+life of his son Anatole, the son whom they were planning to reform by
+marrying him to Prince Andrew's sister.
+
+"Do you know?" said Pierre, as if suddenly struck by a happy thought,
+"seriously, I have long been thinking of it.... Leading such a life I
+can't decide or think properly about anything. One's head aches, and one
+spends all one's money. He asked me for tonight, but I won't go."
+
+"You give me your word of honor not to go?"
+
+"On my honor!"
+
+
+
+
+CHAPTER IX
+
+It was past one o'clock when Pierre left his friend. It was a cloudless,
+northern, summer night. Pierre took an open cab intending to drive
+straight home. But the nearer he drew to the house the more he felt the
+impossibility of going to sleep on such a night. It was light enough to
+see a long way in the deserted street and it seemed more like morning or
+evening than night. On the way Pierre remembered that Anatole Kuragin
+was expecting the usual set for cards that evening, after which there
+was generally a drinking bout, finishing with visits of a kind Pierre
+was very fond of.
+
+"I should like to go to Kuragin's," thought he.
+
+But he immediately recalled his promise to Prince Andrew not to go
+there. Then, as happens to people of weak character, he desired so
+passionately once more to enjoy that dissipation he was so accustomed to
+that he decided to go. The thought immediately occurred to him that his
+promise to Prince Andrew was of no account, because before he gave it he
+had already promised Prince Anatole to come to his gathering; "besides,"
+thought he, "all such 'words of honor' are conventional things with no
+definite meaning, especially if one considers that by tomorrow one may
+be dead, or something so extraordinary may happen to one that honor and
+dishonor will be all the same!" Pierre often indulged in reflections of
+this sort, nullifying all his decisions and intentions. He went to
+Kuragin's.
+
+Reaching the large house near the Horse Guards' barracks, in which
+Anatole lived, Pierre entered the lighted porch, ascended the stairs,
+and went in at the open door. There was no one in the anteroom; empty
+bottles, cloaks, and overshoes were lying about; there was a smell of
+alcohol, and sounds of voices and shouting in the distance.
+
+Cards and supper were over, but the visitors had not yet dispersed.
+Pierre threw off his cloak and entered the first room, in which were the
+remains of supper. A footman, thinking no one saw him, was drinking on
+the sly what was left in the glasses. From the third room came sounds of
+laughter, the shouting of familiar voices, the growling of a bear, and
+general commotion. Some eight or nine young men were crowding anxiously
+round an open window. Three others were romping with a young bear, one
+pulling him by the chain and trying to set him at the others.
+
+"I bet a hundred on Stevens!" shouted one.
+
+"Mind, no holding on!" cried another.
+
+"I bet on Dolokhov!" cried a third. "Kuragin, you part our hands."
+
+"There, leave Bruin alone; here's a bet on."
+
+"At one draught, or he loses!" shouted a fourth.
+
+"Jacob, bring a bottle!" shouted the host, a tall, handsome fellow who
+stood in the midst of the group, without a coat, and with his fine linen
+shirt unfastened in front. "Wait a bit, you fellows.... Here is Petya!
+Good man!" cried he, addressing Pierre.
+
+Another voice, from a man of medium height with clear blue eyes,
+particularly striking among all these drunken voices by its sober ring,
+cried from the window: "Come here; part the bets!" This was Dolokhov, an
+officer of the Semenov regiment, a notorious gambler and duelist, who
+was living with Anatole. Pierre smiled, looking about him merrily.
+
+"I don't understand. What's it all about?"
+
+"Wait a bit, he is not drunk yet! A bottle here," said Anatole, taking a
+glass from the table he went up to Pierre.
+
+"First of all you must drink!"
+
+Pierre drank one glass after another, looking from under his brows at
+the tipsy guests who were again crowding round the window, and listening
+to their chatter. Anatole kept on refilling Pierre's glass while
+explaining that Dolokhov was betting with Stevens, an English naval
+officer, that he would drink a bottle of rum sitting on the outer ledge
+of the third floor window with his legs hanging out.
+
+"Go on, you must drink it all," said Anatole, giving Pierre the last
+glass, "or I won't let you go!"
+
+"No, I won't," said Pierre, pushing Anatole aside, and he went up to the
+window.
+
+Dolokhov was holding the Englishman's hand and clearly and distinctly
+repeating the terms of the bet, addressing himself particularly to
+Anatole and Pierre.
+
+Dolokhov was of medium height, with curly hair and light-blue eyes. He
+was about twenty-five. Like all infantry officers he wore no mustache,
+so that his mouth, the most striking feature of his face, was clearly
+seen. The lines of that mouth were remarkably finely curved. The middle
+of the upper lip formed a sharp wedge and closed firmly on the firm
+lower one, and something like two distinct smiles played continually
+round the two corners of the mouth; this, together with the resolute,
+insolent intelligence of his eyes, produced an effect which made it
+impossible not to notice his face. Dolokhov was a man of small means and
+no connections. Yet, though Anatole spent tens of thousands of rubles,
+Dolokhov lived with him and had placed himself on such a footing that
+all who knew them, including Anatole himself, respected him more than
+they did Anatole. Dolokhov could play all games and nearly always won.
+However much he drank, he never lost his clearheadedness. Both Kuragin
+and Dolokhov were at that time notorious among the rakes and scapegraces
+of Petersburg.
+
+The bottle of rum was brought. The window frame which prevented anyone
+from sitting on the outer sill was being forced out by two footmen, who
+were evidently flurried and intimidated by the directions and shouts of
+the gentlemen around.
+
+Anatole with his swaggering air strode up to the window. He wanted to
+smash something. Pushing away the footmen he tugged at the frame, but
+could not move it. He smashed a pane.
+
+"You have a try, Hercules," said he, turning to Pierre.
+
+Pierre seized the crossbeam, tugged, and wrenched the oak frame out with
+a crash.
+
+"Take it right out, or they'll think I'm holding on," said Dolokhov.
+
+"Is the Englishman bragging?... Eh? Is it all right?" said Anatole.
+
+"First-rate," said Pierre, looking at Dolokhov, who with a bottle of rum
+in his hand was approaching the window, from which the light of the sky,
+the dawn merging with the afterglow of sunset, was visible.
+
+Dolokhov, the bottle of rum still in his hand, jumped onto the window
+sill. "Listen!" cried he, standing there and addressing those in the
+room. All were silent.
+
+"I bet fifty imperials"--he spoke French that the Englishman might
+understand him, but he did not speak it very well--"I bet fifty
+imperials... or do you wish to make it a hundred?" added he, addressing
+the Englishman.
+
+"No, fifty," replied the latter.
+
+"All right. Fifty imperials... that I will drink a whole bottle of rum
+without taking it from my mouth, sitting outside the window on this
+spot" (he stooped and pointed to the sloping ledge outside the window)
+"and without holding on to anything. Is that right?"
+
+"Quite right," said the Englishman.
+
+Anatole turned to the Englishman and taking him by one of the buttons of
+his coat and looking down at him--the Englishman was short--began
+repeating the terms of the wager to him in English.
+
+"Wait!" cried Dolokhov, hammering with the bottle on the window sill to
+attract attention. "Wait a bit, Kuragin. Listen! If anyone else does the
+same, I will pay him a hundred imperials. Do you understand?"
+
+The Englishman nodded, but gave no indication whether he intended to
+accept this challenge or not. Anatole did not release him, and though he
+kept nodding to show that he understood, Anatole went on translating
+Dolokhov's words into English. A thin young lad, an hussar of the Life
+Guards, who had been losing that evening, climbed on the window sill,
+leaned over, and looked down.
+
+"Oh! Oh! Oh!" he muttered, looking down from the window at the stones of
+the pavement.
+
+"Shut up!" cried Dolokhov, pushing him away from the window. The lad
+jumped awkwardly back into the room, tripping over his spurs.
+
+Placing the bottle on the window sill where he could reach it easily,
+Dolokhov climbed carefully and slowly through the window and lowered his
+legs. Pressing against both sides of the window, he adjusted himself on
+his seat, lowered his hands, moved a little to the right and then to the
+left, and took up the bottle. Anatole brought two candles and placed
+them on the window sill, though it was already quite light. Dolokhov's
+back in his white shirt, and his curly head, were lit up from both
+sides. Everyone crowded to the window, the Englishman in front. Pierre
+stood smiling but silent. One man, older than the others present,
+suddenly pushed forward with a scared and angry look and wanted to seize
+hold of Dolokhov's shirt.
+
+"I say, this is folly! He'll be killed," said this more sensible man.
+
+Anatole stopped him.
+
+"Don't touch him! You'll startle him and then he'll be killed. Eh?...
+What then?... Eh?"
+
+Dolokhov turned round and, again holding on with both hands, arranged
+himself on his seat.
+
+"If anyone comes meddling again," said he, emitting the words separately
+through his thin compressed lips, "I will throw him down there. Now
+then!"
+
+Saying this he again turned round, dropped his hands, took the bottle
+and lifted it to his lips, threw back his head, and raised his free hand
+to balance himself. One of the footmen who had stooped to pick up some
+broken glass remained in that position without taking his eyes from the
+window and from Dolokhov's back. Anatole stood erect with staring eyes.
+The Englishman looked on sideways, pursing up his lips. The man who had
+wished to stop the affair ran to a corner of the room and threw himself
+on a sofa with his face to the wall. Pierre hid his face, from which a
+faint smile forgot to fade though his features now expressed horror and
+fear. All were still. Pierre took his hands from his eyes. Dolokhov
+still sat in the same position, only his head was thrown further back
+till his curly hair touched his shirt collar, and the hand holding the
+bottle was lifted higher and higher and trembled with the effort. The
+bottle was emptying perceptibly and rising still higher and his head
+tilting yet further back. "Why is it so long?" thought Pierre. It seemed
+to him that more than half an hour had elapsed. Suddenly Dolokhov made a
+backward movement with his spine, and his arm trembled nervously; this
+was sufficient to cause his whole body to slip as he sat on the sloping
+ledge. As he began slipping down, his head and arm wavered still more
+with the strain. One hand moved as if to clutch the window sill, but
+refrained from touching it. Pierre again covered his eyes and thought he
+would never open them again. Suddenly he was aware of a stir all around.
+He looked up: Dolokhov was standing on the window sill, with a pale but
+radiant face.
+
+"It's empty."
+
+He threw the bottle to the Englishman, who caught it neatly. Dolokhov
+jumped down. He smelt strongly of rum.
+
+"Well done!... Fine fellow!... There's a bet for you!... Devil take
+you!" came from different sides.
+
+The Englishman took out his purse and began counting out the money.
+Dolokhov stood frowning and did not speak. Pierre jumped upon the window
+sill.
+
+"Gentlemen, who wishes to bet with me? I'll do the same thing!" he
+suddenly cried. "Even without a bet, there! Tell them to bring me a
+bottle. I'll do it.... Bring a bottle!"
+
+"Let him do it, let him do it," said Dolokhov, smiling.
+
+"What next? Have you gone mad?... No one would let you!... Why, you go
+giddy even on a staircase," exclaimed several voices.
+
+"I'll drink it! Let's have a bottle of rum!" shouted Pierre, banging the
+table with a determined and drunken gesture and preparing to climb out
+of the window.
+
+They seized him by his arms; but he was so strong that everyone who
+touched him was sent flying.
+
+"No, you'll never manage him that way," said Anatole. "Wait a bit and
+I'll get round him.... Listen! I'll take your bet tomorrow, but now we
+are all going to ----'s."
+
+"Come on then," cried Pierre. "Come on!... And we'll take Bruin with
+us."
+
+And he caught the bear, took it in his arms, lifted it from the ground,
+and began dancing round the room with it.
+
+
+
+
+CHAPTER X
+
+Prince Vasili kept the promise he had given to Princess Drubetskaya who
+had spoken to him on behalf of her only son Boris on the evening of Anna
+Pavlovna's soiree. The matter was mentioned to the Emperor, an exception
+made, and Boris transferred into the regiment of Semenov Guards with the
+rank of cornet. He received, however, no appointment to Kutuzov's staff
+despite all Anna Mikhaylovna's endeavors and entreaties. Soon after Anna
+Pavlovna's reception Anna Mikhaylovna returned to Moscow and went
+straight to her rich relations, the Rostovs, with whom she stayed when
+in the town and where her darling Bory, who had only just entered a
+regiment of the line and was being at once transferred to the Guards as
+a cornet, had been educated from childhood and lived for years at a
+time. The Guards had already left Petersburg on the tenth of August, and
+her son, who had remained in Moscow for his equipment, was to join them
+on the march to Radzivilov.
+
+It was St. Natalia's day and the name day of two of the Rostovs--the
+mother and the youngest daughter--both named Nataly. Ever since the
+morning, carriages with six horses had been coming and going
+continually, bringing visitors to the Countess Rostova's big house on
+the Povarskaya, so well known to all Moscow. The countess herself and
+her handsome eldest daughter were in the drawing-room with the visitors
+who came to congratulate, and who constantly succeeded one another in
+relays.
+
+The countess was a woman of about forty-five, with a thin Oriental type
+of face, evidently worn out with childbearing--she had had twelve. A
+languor of motion and speech, resulting from weakness, gave her a
+distinguished air which inspired respect. Princess Anna Mikhaylovna
+Drubetskaya, who as a member of the household was also seated in the
+drawing room, helped to receive and entertain the visitors. The young
+people were in one of the inner rooms, not considering it necessary to
+take part in receiving the visitors. The count met the guests and saw
+them off, inviting them all to dinner.
+
+"I am very, very grateful to you, mon cher," or "ma chere"--he called
+everyone without exception and without the slightest variation in his
+tone, "my dear," whether they were above or below him in rank--"I thank
+you for myself and for our two dear ones whose name day we are keeping.
+But mind you come to dinner or I shall be offended, ma chere! On behalf
+of the whole family I beg you to come, mon cher!" These words he
+repeated to everyone without exception or variation, and with the same
+expression on his full, cheerful, clean-shaven face, the same firm
+pressure of the hand and the same quick, repeated bows. As soon as he
+had seen a visitor off he returned to one of those who were still in the
+drawing room, drew a chair toward him or her, and jauntily spreading out
+his legs and putting his hands on his knees with the air of a man who
+enjoys life and knows how to live, he swayed to and fro with dignity,
+offered surmises about the weather, or touched on questions of health,
+sometimes in Russian and sometimes in very bad but self-confident
+French; then again, like a man weary but unflinching in the fulfillment
+of duty, he rose to see some visitors off and, stroking his scanty gray
+hairs over his bald patch, also asked them to dinner. Sometimes on his
+way back from the anteroom he would pass through the conservatory and
+pantry into the large marble dining hall, where tables were being set
+out for eighty people; and looking at the footmen, who were bringing in
+silver and china, moving tables, and unfolding damask table linen, he
+would call Dmitri Vasilevich, a man of good family and the manager of
+all his affairs, and while looking with pleasure at the enormous table
+would say: "Well, Dmitri, you'll see that things are all as they should
+be? That's right! The great thing is the serving, that's it." And with a
+complacent sigh he would return to the drawing room.
+
+"Marya Lvovna Karagina and her daughter!" announced the countess'
+gigantic footman in his bass voice, entering the drawing room. The
+countess reflected a moment and took a pinch from a gold snuffbox with
+her husband's portrait on it.
+
+"I'm quite worn out by these callers. However, I'll see her and no more.
+She is so affected. Ask her in," she said to the footman in a sad voice,
+as if saying: "Very well, finish me off."
+
+A tall, stout, and proud-looking woman, with a round-faced smiling
+daughter, entered the drawing room, their dresses rustling.
+
+"Dear Countess, what an age... She has been laid up, poor child... at
+the Razumovski's ball... and Countess Apraksina... I was so
+delighted..." came the sounds of animated feminine voices, interrupting
+one another and mingling with the rustling of dresses and the scraping
+of chairs. Then one of those conversations began which last out until,
+at the first pause, the guests rise with a rustle of dresses and say, "I
+am so delighted... Mamma's health... and Countess Apraksina..." and
+then, again rustling, pass into the anteroom, put on cloaks or mantles,
+and drive away. The conversation was on the chief topic of the day: the
+illness of the wealthy and celebrated beau of Catherine's day, Count
+Bezukhov, and about his illegitimate son Pierre, the one who had behaved
+so improperly at Anna Pavlovna's reception.
+
+"I am so sorry for the poor count," said the visitor. "He is in such bad
+health, and now this vexation about his son is enough to kill him!"
+
+"What is that?" asked the countess as if she did not know what the
+visitor alluded to, though she had already heard about the cause of
+Count Bezukhov's distress some fifteen times.
+
+"That's what comes of a modern education," exclaimed the visitor. "It
+seems that while he was abroad this young man was allowed to do as he
+liked, now in Petersburg I hear he has been doing such terrible things
+that he has been expelled by the police."
+
+"You don't say so!" replied the countess.
+
+"He chose his friends badly," interposed Anna Mikhaylovna. "Prince
+Vasili's son, he, and a certain Dolokhov have, it is said, been up to
+heaven only knows what! And they have had to suffer for it. Dolokhov has
+been degraded to the ranks and Bezukhov's son sent back to Moscow.
+Anatole Kuragin's father managed somehow to get his son's affair hushed
+up, but even he was ordered out of Petersburg."
+
+"But what have they been up to?" asked the countess.
+
+"They are regular brigands, especially Dolokhov," replied the visitor.
+"He is a son of Marya Ivanovna Dolokhova, such a worthy woman, but
+there, just fancy! Those three got hold of a bear somewhere, put it in a
+carriage, and set off with it to visit some actresses! The police tried
+to interfere, and what did the young men do? They tied a policeman and
+the bear back to back and put the bear into the Moyka Canal. And there
+was the bear swimming about with the policeman on his back!"
+
+"What a nice figure the policeman must have cut, my dear!" shouted the
+count, dying with laughter.
+
+"Oh, how dreadful! How can you laugh at it, Count?"
+
+Yet the ladies themselves could not help laughing.
+
+"It was all they could do to rescue the poor man," continued the
+visitor. "And to think it is Cyril Vladimirovich Bezukhov's son who
+amuses himself in this sensible manner! And he was said to be so well
+educated and clever. This is all that his foreign education has done for
+him! I hope that here in Moscow no one will receive him, in spite of his
+money. They wanted to introduce him to me, but I quite declined: I have
+my daughters to consider."
+
+"Why do you say this young man is so rich?" asked the countess, turning
+away from the girls, who at once assumed an air of inattention. "His
+children are all illegitimate. I think Pierre also is illegitimate."
+
+The visitor made a gesture with her hand.
+
+"I should think he has a score of them."
+
+Princess Anna Mikhaylovna intervened in the conversation, evidently
+wishing to show her connections and knowledge of what went on in
+society.
+
+"The fact of the matter is," said she significantly, and also in a half
+whisper, "everyone knows Count Cyril's reputation.... He has lost count
+of his children, but this Pierre was his favorite."
+
+"How handsome the old man still was only a year ago!" remarked the
+countess. "I have never seen a handsomer man."
+
+"He is very much altered now," said Anna Mikhaylovna. "Well, as I was
+saying, Prince Vasili is the next heir through his wife, but the count
+is very fond of Pierre, looked after his education, and wrote to the
+Emperor about him; so that in the case of his death--and he is so ill
+that he may die at any moment, and Dr. Lorrain has come from Petersburg-
+-no one knows who will inherit his immense fortune, Pierre or Prince
+Vasili. Forty thousand serfs and millions of rubles! I know it all very
+well for Prince Vasili told me himself. Besides, Cyril Vladimirovich is
+my mother's second cousin. He's also my Bory's godfather," she added, as
+if she attached no importance at all to the fact.
+
+"Prince Vasili arrived in Moscow yesterday. I hear he has come on some
+inspection business," remarked the visitor.
+
+"Yes, but between ourselves," said the princess, "that is a pretext. The
+fact is he has come to see Count Cyril Vladimirovich, hearing how ill he
+is."
+
+"But do you know, my dear, that was a capital joke," said the count; and
+seeing that the elder visitor was not listening, he turned to the young
+ladies. "I can just imagine what a funny figure that policeman cut!"
+
+And as he waved his arms to impersonate the policeman, his portly form
+again shook with a deep ringing laugh, the laugh of one who always eats
+well and, in particular, drinks well. "So do come and dine with us!" he
+said.
+
+
+
+
+CHAPTER XI
+
+Silence ensued. The countess looked at her callers, smiling affably, but
+not concealing the fact that she would not be distressed if they now
+rose and took their leave. The visitor's daughter was already smoothing
+down her dress with an inquiring look at her mother, when suddenly from
+the next room were heard the footsteps of boys and girls running to the
+door and the noise of a chair falling over, and a girl of thirteen,
+hiding something in the folds of her short muslin frock, darted in and
+stopped short in the middle of the room. It was evident that she had not
+intended her flight to bring her so far. Behind her in the doorway
+appeared a student with a crimson coat collar, an officer of the Guards,
+a girl of fifteen, and a plump rosy-faced boy in a short jacket.
+
+The count jumped up and, swaying from side to side, spread his arms wide
+and threw them round the little girl who had run in.
+
+"Ah, here she is!" he exclaimed laughing. "My pet, whose name day it is.
+My dear pet!"
+
+"Ma chere, there is a time for everything," said the countess with
+feigned severity. "You spoil her, Ilya," she added, turning to her
+husband.
+
+"How do you do, my dear? I wish you many happy returns of your name
+day," said the visitor. "What a charming child," she added, addressing
+the mother.
+
+This black-eyed, wide-mouthed girl, not pretty but full of life--with
+childish bare shoulders which after her run heaved and shook her bodice,
+with black curls tossed backward, thin bare arms, little legs in lace-
+frilled drawers, and feet in low slippers--was just at that charming age
+when a girl is no longer a child, though the child is not yet a young
+woman. Escaping from her father she ran to hide her flushed face in the
+lace of her mother's mantilla--not paying the least attention to her
+severe remark--and began to laugh. She laughed, and in fragmentary
+sentences tried to explain about a doll which she produced from the
+folds of her frock.
+
+"Do you see?... My doll... Mimi... You see..." was all Natasha managed
+to utter (to her everything seemed funny). She leaned against her mother
+and burst into such a loud, ringing fit of laughter that even the prim
+visitor could not help joining in.
+
+"Now then, go away and take your monstrosity with you," said the mother,
+pushing away her daughter with pretended sternness, and turning to the
+visitor she added: "She is my youngest girl."
+
+Natasha, raising her face for a moment from her mother's mantilla,
+glanced up at her through tears of laughter, and again hid her face.
+
+The visitor, compelled to look on at this family scene, thought it
+necessary to take some part in it.
+
+"Tell me, my dear," said she to Natasha, "is Mimi a relation of yours? A
+daughter, I suppose?"
+
+Natasha did not like the visitor's tone of condescension to childish
+things. She did not reply, but looked at her seriously.
+
+Meanwhile the younger generation: Boris, the officer, Anna Mikhaylovna's
+son; Nicholas, the undergraduate, the count's eldest son; Sonya, the
+count's fifteen-year-old niece, and little Petya, his youngest boy, had
+all settled down in the drawing room and were obviously trying to
+restrain within the bounds of decorum the excitement and mirth that
+shone in all their faces. Evidently in the back rooms, from which they
+had dashed out so impetuously, the conversation had been more amusing
+than the drawing-room talk of society scandals, the weather, and
+Countess Apraksina. Now and then they glanced at one another, hardly
+able to suppress their laughter.
+
+The two young men, the student and the officer, friends from childhood,
+were of the same age and both handsome fellows, though not alike. Boris
+was tall and fair, and his calm and handsome face had regular, delicate
+features. Nicholas was short with curly hair and an open expression.
+Dark hairs were already showing on his upper lip, and his whole face
+expressed impetuosity and enthusiasm. Nicholas blushed when he entered
+the drawing room. He evidently tried to find something to say, but
+failed. Boris on the contrary at once found his footing, and related
+quietly and humorously how he had known that doll Mimi when she was
+still quite a young lady, before her nose was broken; how she had aged
+during the five years he had known her, and how her head had cracked
+right across the skull. Having said this he glanced at Natasha. She
+turned away from him and glanced at her younger brother, who was
+screwing up his eyes and shaking with suppressed laughter, and unable to
+control herself any longer, she jumped up and rushed from the room as
+fast as her nimble little feet would carry her. Boris did not laugh.
+
+"You were meaning to go out, weren't you, Mamma? Do you want the
+carriage?" he asked his mother with a smile.
+
+"Yes, yes, go and tell them to get it ready," she answered, returning
+his smile.
+
+Boris quietly left the room and went in search of Natasha. The plump boy
+ran after them angrily, as if vexed that their program had been
+disturbed.
+
+
+
+
+CHAPTER XII
+
+The only young people remaining in the drawing room, not counting the
+young lady visitor and the countess' eldest daughter (who was four years
+older than her sister and behaved already like a grown-up person), were
+Nicholas and Sonya, the niece. Sonya was a slender little brunette with
+a tender look in her eyes which were veiled by long lashes, thick black
+plaits coiling twice round her head, and a tawny tint in her complexion
+and especially in the color of her slender but graceful and muscular
+arms and neck. By the grace of her movements, by the softness and
+flexibility of her small limbs, and by a certain coyness and reserve of
+manner, she reminded one of a pretty, half-grown kitten which promises
+to become a beautiful little cat. She evidently considered it proper to
+show an interest in the general conversation by smiling, but in spite of
+herself her eyes under their thick long lashes watched her cousin who
+was going to join the army, with such passionate girlish adoration that
+her smile could not for a single instant impose upon anyone, and it was
+clear that the kitten had settled down only to spring up with more
+energy and again play with her cousin as soon as they too could, like
+Natasha and Boris, escape from the drawing room.
+
+"Ah yes, my dear," said the count, addressing the visitor and pointing
+to Nicholas, "his friend Boris has become an officer, and so for
+friendship's sake he is leaving the university and me, his old father,
+and entering the military service, my dear. And there was a place and
+everything waiting for him in the Archives Department! Isn't that
+friendship?" remarked the count in an inquiring tone.
+
+"But they say that war has been declared," replied the visitor.
+
+"They've been saying so a long while," said the count, "and they'll say
+so again and again, and that will be the end of it. My dear, there's
+friendship for you," he repeated. "He's joining the hussars."
+
+The visitor, not knowing what to say, shook her head.
+
+"It's not at all from friendship," declared Nicholas, flaring up and
+turning away as if from a shameful aspersion. "It is not from friendship
+at all; I simply feel that the army is my vocation."
+
+He glanced at his cousin and the young lady visitor; and they were both
+regarding him with a smile of approbation.
+
+"Schubert, the colonel of the Pavlograd Hussars, is dining with us
+today. He has been here on leave and is taking Nicholas back with him.
+It can't be helped!" said the count, shrugging his shoulders and
+speaking playfully of a matter that evidently distressed him.
+
+"I have already told you, Papa," said his son, "that if you don't wish
+to let me go, I'll stay. But I know I am no use anywhere except in the
+army; I am not a diplomat or a government clerk.--I don't know how to
+hide what I feel." As he spoke he kept glancing with the flirtatiousness
+of a handsome youth at Sonya and the young lady visitor.
+
+The little kitten, feasting her eyes on him, seemed ready at any moment
+to start her gambols again and display her kittenish nature.
+
+"All right, all right!" said the old count. "He always flares up! This
+Buonaparte has turned all their heads; they all think of how he rose
+from an ensign and became Emperor. Well, well, God grant it," he added,
+not noticing his visitor's sarcastic smile.
+
+The elders began talking about Bonaparte. Julie Karagina turned to young
+Rostov.
+
+"What a pity you weren't at the Arkharovs' on Thursday. It was so dull
+without you," said she, giving him a tender smile.
+
+The young man, flattered, sat down nearer to her with a coquettish
+smile, and engaged the smiling Julie in a confidential conversation
+without at all noticing that his involuntary smile had stabbed the heart
+of Sonya, who blushed and smiled unnaturally. In the midst of his talk
+he glanced round at her. She gave him a passionately angry glance, and
+hardly able to restrain her tears and maintain the artificial smile on
+her lips, she got up and left the room. All Nicholas' animation
+vanished. He waited for the first pause in the conversation, and then
+with a distressed face left the room to find Sonya.
+
+"How plainly all these young people wear their hearts on their sleeves!"
+said Anna Mikhaylovna, pointing to Nicholas as he went out. "Cousinage--
+dangereux voisinage;" * she added.
+
+
+* Cousinhood is a dangerous neighborhood.
+
+"Yes," said the countess when the brightness these young people had
+brought into the room had vanished; and as if answering a question no
+one had put but which was always in her mind, "and how much suffering,
+how much anxiety one has had to go through that we might rejoice in them
+now! And yet really the anxiety is greater now than the joy. One is
+always, always anxious! Especially just at this age, so dangerous both
+for girls and boys."
+
+"It all depends on the bringing up," remarked the visitor.
+
+"Yes, you're quite right," continued the countess. "Till now I have
+always, thank God, been my children's friend and had their full
+confidence," said she, repeating the mistake of so many parents who
+imagine that their children have no secrets from them. "I know I shall
+always be my daughters' first confidante, and that if Nicholas, with his
+impulsive nature, does get into mischief (a boy can't help it), he will
+all the same never be like those Petersburg young men."
+
+"Yes, they are splendid, splendid youngsters," chimed in the count, who
+always solved questions that seemed to him perplexing by deciding that
+everything was splendid. "Just fancy: wants to be an hussar. What's one
+to do, my dear?"
+
+"What a charming creature your younger girl is," said the visitor; "a
+little volcano!"
+
+"Yes, a regular volcano," said the count. "Takes after me! And what a
+voice she has; though she's my daughter, I tell the truth when I say
+she'll be a singer, a second Salomoni! We have engaged an Italian to
+give her lessons."
+
+"Isn't she too young? I have heard that it harms the voice to train it
+at that age."
+
+"Oh no, not at all too young!" replied the count. "Why, our mothers used
+to be married at twelve or thirteen."
+
+"And she's in love with Boris already. Just fancy!" said the countess
+with a gentle smile, looking at Boris and went on, evidently concerned
+with a thought that always occupied her: "Now you see if I were to be
+severe with her and to forbid it... goodness knows what they might be up
+to on the sly" (she meant that they would be kissing), "but as it is, I
+know every word she utters. She will come running to me of her own
+accord in the evening and tell me everything. Perhaps I spoil her, but
+really that seems the best plan. With her elder sister I was stricter."
+
+"Yes, I was brought up quite differently," remarked the handsome elder
+daughter, Countess Vera, with a smile.
+
+But the smile did not enhance Vera's beauty as smiles generally do; on
+the contrary it gave her an unnatural, and therefore unpleasant,
+expression. Vera was good-looking, not at all stupid, quick at learning,
+was well-brought up, and had a pleasant voice; what she said was true
+and appropriate, yet, strange to say, everyone--the visitors and
+countess alike--turned to look at her as if wondering why she had said
+it, and they all felt awkward.
+
+"People are always too clever with their eldest children and try to make
+something exceptional of them," said the visitor.
+
+"What's the good of denying it, my dear? Our dear countess was too
+clever with Vera," said the count. "Well, what of that? She's turned out
+splendidly all the same," he added, winking at Vera.
+
+The guests got up and took their leave, promising to return to dinner.
+
+"What manners! I thought they would never go," said the countess, when
+she had seen her guests out.
+
+
+
+
+CHAPTER XIII
+
+When Natasha ran out of the drawing room she only went as far as the
+conservatory. There she paused and stood listening to the conversation
+in the drawing room, waiting for Boris to come out. She was already
+growing impatient, and stamped her foot, ready to cry at his not coming
+at once, when she heard the young man's discreet steps approaching
+neither quickly nor slowly. At this Natasha dashed swiftly among the
+flower tubs and hid there.
+
+Boris paused in the middle of the room, looked round, brushed a little
+dust from the sleeve of his uniform, and going up to a mirror examined
+his handsome face. Natasha, very still, peered out from her ambush,
+waiting to see what he would do. He stood a little while before the
+glass, smiled, and walked toward the other door. Natasha was about to
+call him but changed her mind. "Let him look for me," thought she.
+Hardly had Boris gone than Sonya, flushed, in tears, and muttering
+angrily, came in at the other door. Natasha checked her first impulse to
+run out to her, and remained in her hiding place, watching--as under an
+invisible cap--to see what went on in the world. She was experiencing a
+new and peculiar pleasure. Sonya, muttering to herself, kept looking
+round toward the drawing-room door. It opened and Nicholas came in.
+
+"Sonya, what is the matter with you? How can you?" said he, running up
+to her.
+
+"It's nothing, nothing; leave me alone!" sobbed Sonya.
+
+"Ah, I know what it is."
+
+"Well, if you do, so much the better, and you can go back to her!"
+
+"So-o-onya! Look here! How can you torture me and yourself like that,
+for a mere fancy?" said Nicholas taking her hand.
+
+Sonya did not pull it away, and left off crying. Natasha, not stirring
+and scarcely breathing, watched from her ambush with sparkling eyes.
+"What will happen now?" thought she.
+
+"Sonya! What is anyone in the world to me? You alone are everything!"
+said Nicholas. "And I will prove it to you."
+
+"I don't like you to talk like that."
+
+"Well, then, I won't; only forgive me, Sonya!" He drew her to him and
+kissed her.
+
+"Oh, how nice," thought Natasha; and when Sonya and Nicholas had gone
+out of the conservatory she followed and called Boris to her.
+
+"Boris, come here," said she with a sly and significant look. "I have
+something to tell you. Here, here!" and she led him into the
+conservatory to the place among the tubs where she had been hiding.
+
+Boris followed her, smiling.
+
+"What is the something?" asked he.
+
+She grew confused, glanced round, and, seeing the doll she had thrown
+down on one of the tubs, picked it up.
+
+"Kiss the doll," said she.
+
+Boris looked attentively and kindly at her eager face, but did not
+reply.
+
+"Don't you want to? Well, then, come here," said she, and went further
+in among the plants and threw down the doll. "Closer, closer!" she
+whispered.
+
+She caught the young officer by his cuffs, and a look of solemnity and
+fear appeared on her flushed face.
+
+"And me? Would you like to kiss me?" she whispered almost inaudibly,
+glancing up at him from under her brows, smiling, and almost crying from
+excitement.
+
+Boris blushed.
+
+"How funny you are!" he said, bending down to her and blushing still
+more, but he waited and did nothing.
+
+Suddenly she jumped up onto a tub to be higher than he, embraced him so
+that both her slender bare arms clasped him above his neck, and, tossing
+back her hair, kissed him full on the lips.
+
+Then she slipped down among the flowerpots on the other side of the tubs
+and stood, hanging her head.
+
+"Natasha," he said, "you know that I love you, but..."
+
+"You are in love with me?" Natasha broke in.
+
+"Yes, I am, but please don't let us do like that.... In another four
+years... then I will ask for your hand."
+
+Natasha considered.
+
+"Thirteen, fourteen, fifteen, sixteen," she counted on her slender
+little fingers. "All right! Then it's settled?"
+
+A smile of joy and satisfaction lit up her eager face.
+
+"Settled!" replied Boris.
+
+"Forever?" said the little girl. "Till death itself?"
+
+She took his arm and with a happy face went with him into the adjoining
+sitting room.
+
+
+
+
+CHAPTER XIV
+
+After receiving her visitors, the countess was so tired that she gave
+orders to admit no more, but the porter was told to be sure to invite to
+dinner all who came "to congratulate." The countess wished to have a
+tête-à-tête talk with the friend of her childhood, Princess Anna
+Mikhaylovna, whom she had not seen properly since she returned from
+Petersburg. Anna Mikhaylovna, with her tear-worn but pleasant face, drew
+her chair nearer to that of the countess.
+
+"With you I will be quite frank," said Anna Mikhaylovna. "There are not
+many left of us old friends! That's why I so value your friendship."
+
+Anna Mikhaylovna looked at Vera and paused. The countess pressed her
+friend's hand.
+
+"Vera," she said to her eldest daughter who was evidently not a
+favorite, "how is it you have so little tact? Don't you see you are not
+wanted here? Go to the other girls, or..."
+
+The handsome Vera smiled contemptuously but did not seem at all hurt.
+
+"If you had told me sooner, Mamma, I would have gone," she replied as
+she rose to go to her own room.
+
+But as she passed the sitting room she noticed two couples sitting, one
+pair at each window. She stopped and smiled scornfully. Sonya was
+sitting close to Nicholas who was copying out some verses for her, the
+first he had ever written. Boris and Natasha were at the other window
+and ceased talking when Vera entered. Sonya and Natasha looked at Vera
+with guilty, happy faces.
+
+It was pleasant and touching to see these little girls in love; but
+apparently the sight of them roused no pleasant feeling in Vera.
+
+"How often have I asked you not to take my things?" she said. "You have
+a room of your own," and she took the inkstand from Nicholas.
+
+"In a minute, in a minute," he said, dipping his pen.
+
+"You always manage to do things at the wrong time," continued Vera. "You
+came rushing into the drawing room so that everyone felt ashamed of
+you."
+
+Though what she said was quite just, perhaps for that very reason no one
+replied, and the four simply looked at one another. She lingered in the
+room with the inkstand in her hand.
+
+"And at your age what secrets can there be between Natasha and Boris, or
+between you two? It's all nonsense!"
+
+"Now, Vera, what does it matter to you?" said Natasha in defense,
+speaking very gently.
+
+She seemed that day to be more than ever kind and affectionate to
+everyone.
+
+"Very silly," said Vera. "I am ashamed of you. Secrets indeed!"
+
+"All have secrets of their own," answered Natasha, getting warmer. "We
+don't interfere with you and Berg."
+
+"I should think not," said Vera, "because there can never be anything
+wrong in my behavior. But I'll just tell Mamma how you are behaving with
+Boris."
+
+"Natalya Ilynichna behaves very well to me," remarked Boris. "I have
+nothing to complain of."
+
+"Don't, Boris! You are such a diplomat that it is really tiresome," said
+Natasha in a mortified voice that trembled slightly. (She used the word
+"diplomat," which was just then much in vogue among the children, in the
+special sense they attached to it.) "Why does she bother me?" And she
+added, turning to Vera, "You'll never understand it, because you've
+never loved anyone. You have no heart! You are a Madame de Genlis and
+nothing more" (this nickname, bestowed on Vera by Nicholas, was
+considered very stinging), "and your greatest pleasure is to be
+unpleasant to people! Go and flirt with Berg as much as you please," she
+finished quickly.
+
+"I shall at any rate not run after a young man before visitors..."
+
+"Well, now you've done what you wanted," put in Nicholas--"said
+unpleasant things to everyone and upset them. Let's go to the nursery."
+
+All four, like a flock of scared birds, got up and left the room.
+
+"The unpleasant things were said to me," remarked Vera, "I said none to
+anyone."
+
+"Madame de Genlis! Madame de Genlis!" shouted laughing voices through
+the door.
+
+The handsome Vera, who produced such an irritating and unpleasant effect
+on everyone, smiled and, evidently unmoved by what had been said to her,
+went to the looking glass and arranged her hair and scarf. Looking at
+her own handsome face she seemed to become still colder and calmer.
+
+In the drawing room the conversation was still going on.
+
+"Ah, my dear," said the countess, "my life is not all roses either.
+Don't I know that at the rate we are living our means won't last long?
+It's all the Club and his easygoing nature. Even in the country do we
+get any rest? Theatricals, hunting, and heaven knows what besides! But
+don't let's talk about me; tell me how you managed everything. I often
+wonder at you, Annette--how at your age you can rush off alone in a
+carriage to Moscow, to Petersburg, to those ministers and great people,
+and know how to deal with them all! It's quite astonishing. How did you
+get things settled? I couldn't possibly do it."
+
+"Ah, my love," answered Anna Mikhaylovna, "God grant you never know what
+it is to be left a widow without means and with a son you love to
+distraction! One learns many things then," she added with a certain
+pride. "That lawsuit taught me much. When I want to see one of those big
+people I write a note: 'Princess So-and-So desires an interview with So
+and-So,' and then I take a cab and go myself two, three, or four times--
+till I get what I want. I don't mind what they think of me."
+
+"Well, and to whom did you apply about Bory?" asked the countess. "You
+see yours is already an officer in the Guards, while my Nicholas is
+going as a cadet. There's no one to interest himself for him. To whom
+did you apply?"
+
+"To Prince Vasili. He was so kind. He at once agreed to everything, and
+put the matter before the Emperor," said Princess Anna Mikhaylovna
+enthusiastically, quite forgetting all the humiliation she had endured
+to gain her end.
+
+"Has Prince Vasili aged much?" asked the countess. "I have not seen him
+since we acted together at the Rumyantsovs' theatricals. I expect he has
+forgotten me. He paid me attentions in those days," said the countess,
+with a smile.
+
+"He is just the same as ever," replied Anna Mikhaylovna, "overflowing
+with amiability. His position has not turned his head at all. He said to
+me, 'I am sorry I can do so little for you, dear Princess. I am at your
+command.' Yes, he is a fine fellow and a very kind relation. But,
+Nataly, you know my love for my son: I would do anything for his
+happiness! And my affairs are in such a bad way that my position is now
+a terrible one," continued Anna Mikhaylovna, sadly, dropping her voice.
+"My wretched lawsuit takes all I have and makes no progress. Would you
+believe it, I have literally not a penny and don't know how to equip
+Boris." She took out her handkerchief and began to cry. "I need five
+hundred rubles, and have only one twenty-five-ruble note. I am in such a
+state.... My only hope now is in Count Cyril Vladimirovich Bezukhov. If
+he will not assist his godson--you know he is Bory's godfather--and
+allow him something for his maintenance, all my trouble will have been
+thrown away.... I shall not be able to equip him."
+
+The countess' eyes filled with tears and she pondered in silence.
+
+"I often think, though, perhaps it's a sin," said the princess, "that
+here lives Count Cyril Vladimirovich Bezukhov so rich, all alone... that
+tremendous fortune... and what is his life worth? It's a burden to him,
+and Bory's life is only just beginning...."
+
+"Surely he will leave something to Boris," said the countess.
+
+"Heaven only knows, my dear! These rich grandees are so selfish. Still,
+I will take Boris and go to see him at once, and I shall speak to him
+straight out. Let people think what they will of me, it's really all the
+same to me when my son's fate is at stake." The princess rose. "It's now
+two o'clock and you dine at four. There will just be time."
+
+And like a practical Petersburg lady who knows how to make the most of
+time, Anna Mikhaylovna sent someone to call her son, and went into the
+anteroom with him.
+
+"Good-bye, my dear," said she to the countess who saw her to the door,
+and added in a whisper so that her son should not hear, "Wish me good
+luck."
+
+"Are you going to Count Cyril Vladimirovich, my dear?" said the count
+coming out from the dining hall into the anteroom, and he added: "If he
+is better, ask Pierre to dine with us. He has been to the house, you
+know, and danced with the children. Be sure to invite him, my dear. We
+will see how Taras distinguishes himself today. He says Count Orlov
+never gave such a dinner as ours will be!"
+
+
+
+
+CHAPTER XV
+
+"My dear Boris," said Princess Anna Mikhaylovna to her son as Countess
+Rostova's carriage in which they were seated drove over the straw
+covered street and turned into the wide courtyard of Count Cyril
+Vladimirovich Bezukhov's house. "My dear Boris," said the mother,
+drawing her hand from beneath her old mantle and laying it timidly and
+tenderly on her son's arm, "be affectionate and attentive to him. Count
+Cyril Vladimirovich is your godfather after all, your future depends on
+him. Remember that, my dear, and be nice to him, as you so well know how
+to be."
+
+"If only I knew that anything besides humiliation would come of it..."
+answered her son coldly. "But I have promised and will do it for your
+sake."
+
+Although the hall porter saw someone's carriage standing at the
+entrance, after scrutinizing the mother and son (who without asking to
+be announced had passed straight through the glass porch between the
+rows of statues in niches) and looking significantly at the lady's old
+cloak, he asked whether they wanted the count or the princesses, and,
+hearing that they wished to see the count, said his excellency was worse
+today, and that his excellency was not receiving anyone.
+
+"We may as well go back," said the son in French.
+
+"My dear!" exclaimed his mother imploringly, again laying her hand on
+his arm as if that touch might soothe or rouse him.
+
+Boris said no more, but looked inquiringly at his mother without taking
+off his cloak.
+
+"My friend," said Anna Mikhaylovna in gentle tones, addressing the hall
+porter, "I know Count Cyril Vladimirovich is very ill... that's why I
+have come... I am a relation. I shall not disturb him, my friend... I
+only need see Prince Vasili Sergeevich: he is staying here, is he not?
+Please announce me."
+
+The hall porter sullenly pulled a bell that rang upstairs, and turned
+away.
+
+"Princess Drubetskaya to see Prince Vasili Sergeevich," he called to a
+footman dressed in knee breeches, shoes, and a swallow-tail coat, who
+ran downstairs and looked over from the halfway landing.
+
+The mother smoothed the folds of her dyed silk dress before a large
+Venetian mirror in the wall, and in her trodden-down shoes briskly
+ascended the carpeted stairs.
+
+"My dear," she said to her son, once more stimulating him by a touch,
+"you promised me!"
+
+The son, lowering his eyes, followed her quietly.
+
+They entered the large hall, from which one of the doors led to the
+apartments assigned to Prince Vasili.
+
+Just as the mother and son, having reached the middle of the hall, were
+about to ask their way of an elderly footman who had sprung up as they
+entered, the bronze handle of one of the doors turned and Prince Vasili
+came out--wearing a velvet coat with a single star on his breast, as was
+his custom when at home--taking leave of a good-looking, dark-haired
+man. This was the celebrated Petersburg doctor, Lorrain.
+
+"Then it is certain?" said the prince.
+
+"Prince, humanum est errare, * but..." replied the doctor, swallowing
+his r's, and pronouncing the Latin words with a French accent.
+
+
+* To err is human.
+
+"Very well, very well..."
+
+Seeing Anna Mikhaylovna and her son, Prince Vasili dismissed the doctor
+with a bow and approached them silently and with a look of inquiry. The
+son noticed that an expression of profound sorrow suddenly clouded his
+mother's face, and he smiled slightly.
+
+"Ah, Prince! In what sad circumstances we meet again! And how is our
+dear invalid?" said she, as though unaware of the cold offensive look
+fixed on her.
+
+Prince Vasili stared at her and at Boris questioningly and perplexed.
+Boris bowed politely. Prince Vasili without acknowledging the bow turned
+to Anna Mikhaylovna, answering her query by a movement of the head and
+lips indicating very little hope for the patient.
+
+"Is it possible?" exclaimed Anna Mikhaylovna. "Oh, how awful! It is
+terrible to think.... This is my son," she added, indicating Boris. "He
+wanted to thank you himself."
+
+Boris bowed again politely.
+
+"Believe me, Prince, a mother's heart will never forget what you have
+done for us."
+
+"I am glad I was able to do you a service, my dear Anna Mikhaylovna,"
+said Prince Vasili, arranging his lace frill, and in tone and manner,
+here in Moscow to Anna Mikhaylovna whom he had placed under an
+obligation, assuming an air of much greater importance than he had done
+in Petersburg at Anna Scherer's reception.
+
+"Try to serve well and show yourself worthy," added he, addressing Boris
+with severity. "I am glad.... Are you here on leave?" he went on in his
+usual tone of indifference.
+
+"I am awaiting orders to join my new regiment, your excellency," replied
+Boris, betraying neither annoyance at the prince's brusque manner nor a
+desire to enter into conversation, but speaking so quietly and
+respectfully that the prince gave him a searching glance.
+
+"Are you living with your mother?"
+
+"I am living at Countess Rostova's," replied Boris, again adding, "your
+excellency."
+
+"That is, with Ilya Rostov who married Nataly Shinshina," said Anna
+Mikhaylovna.
+
+"I know, I know," answered Prince Vasili in his monotonous voice. "I
+never could understand how Nataly made up her mind to marry that
+unlicked bear! A perfectly absurd and stupid fellow, and a gambler too,
+I am told."
+
+"But a very kind man, Prince," said Anna Mikhaylovna with a pathetic
+smile, as though she too knew that Count Rostov deserved this censure,
+but asked him not to be too hard on the poor old man. "What do the
+doctors say?" asked the princess after a pause, her worn face again
+expressing deep sorrow.
+
+"They give little hope," replied the prince.
+
+"And I should so like to thank Uncle once for all his kindness to me and
+Boris. He is his godson," she added, her tone suggesting that this fact
+ought to give Prince Vasili much satisfaction.
+
+Prince Vasili became thoughtful and frowned. Anna Mikhaylovna saw that
+he was afraid of finding in her a rival for Count Bezukhov's fortune,
+and hastened to reassure him.
+
+"If it were not for my sincere affection and devotion to Uncle," said
+she, uttering the word with peculiar assurance and unconcern, "I know
+his character: noble, upright... but you see he has no one with him
+except the young princesses.... They are still young...." She bent her
+head and continued in a whisper: "Has he performed his final duty,
+Prince? How priceless are those last moments! It can make things no
+worse, and it is absolutely necessary to prepare him if he is so ill. We
+women, Prince," and she smiled tenderly, "always know how to say these
+things. I absolutely must see him, however painful it may be for me. I
+am used to suffering."
+
+Evidently the prince understood her, and also understood, as he had done
+at Anna Pavlovna's, that it would be difficult to get rid of Anna
+Mikhaylovna.
+
+"Would not such a meeting be too trying for him, dear Anna Mikhaylovna?"
+said he. "Let us wait until evening. The doctors are expecting a
+crisis."
+
+"But one cannot delay, Prince, at such a moment! Consider that the
+welfare of his soul is at stake. Ah, it is awful: the duties of a
+Christian..."
+
+A door of one of the inner rooms opened and one of the princesses, the
+count's niece, entered with a cold, stern face. The length of her body
+was strikingly out of proportion to her short legs. Prince Vasili turned
+to her.
+
+"Well, how is he?"
+
+"Still the same; but what can you expect, this noise..." said the
+princess, looking at Anna Mikhaylovna as at a stranger.
+
+"Ah, my dear, I hardly knew you," said Anna Mikhaylovna with a happy
+smile, ambling lightly up to the count's niece. "I have come, and am at
+your service to help you nurse my uncle. I imagine what you have gone
+through," and she sympathetically turned up her eyes.
+
+The princess gave no reply and did not even smile, but left the room as
+Anna Mikhaylovna took off her gloves and, occupying the position she had
+conquered, settled down in an armchair, inviting Prince Vasili to take a
+seat beside her.
+
+"Boris," she said to her son with a smile, "I shall go in to see the
+count, my uncle; but you, my dear, had better go to Pierre meanwhile and
+don't forget to give him the Rostovs' invitation. They ask him to
+dinner. I suppose he won't go?" she continued, turning to the prince.
+
+"On the contrary," replied the prince, who had plainly become depressed,
+"I shall be only too glad if you relieve me of that young man.... Here
+he is, and the count has not once asked for him."
+
+He shrugged his shoulders. A footman conducted Boris down one flight of
+stairs and up another, to Pierre's rooms.
+
+
+
+
+CHAPTER XVI
+
+Pierre, after all, had not managed to choose a career for himself in
+Petersburg, and had been expelled from there for riotous conduct and
+sent to Moscow. The story told about him at Count Rostov's was true.
+Pierre had taken part in tying a policeman to a bear. He had now been
+for some days in Moscow and was staying as usual at his father's house.
+Though he expected that the story of his escapade would be already known
+in Moscow and that the ladies about his father--who were never favorably
+disposed toward him--would have used it to turn the count against him,
+he nevertheless on the day of his arrival went to his father's part of
+the house. Entering the drawing room, where the princesses spent most of
+their time, he greeted the ladies, two of whom were sitting at
+embroidery frames while a third read aloud. It was the eldest who was
+reading--the one who had met Anna Mikhaylovna. The two younger ones were
+embroidering: both were rosy and pretty and they differed only in that
+one had a little mole on her lip which made her much prettier. Pierre
+was received as if he were a corpse or a leper. The eldest princess
+paused in her reading and silently stared at him with frightened eyes;
+the second assumed precisely the same expression; while the youngest,
+the one with the mole, who was of a cheerful and lively disposition,
+bent over her frame to hide a smile probably evoked by the amusing scene
+she foresaw. She drew her wool down through the canvas and, scarcely
+able to refrain from laughing, stooped as if trying to make out the
+pattern.
+
+"How do you do, cousin?" said Pierre. "You don't recognize me?"
+
+"I recognize you only too well, too well."
+
+"How is the count? Can I see him?" asked Pierre, awkwardly as usual, but
+unabashed.
+
+"The count is suffering physically and mentally, and apparently you have
+done your best to increase his mental sufferings."
+
+"Can I see the count?" Pierre again asked.
+
+"Hm.... If you wish to kill him, to kill him outright, you can see
+him... Olga, go and see whether Uncle's beef tea is ready--it is almost
+time," she added, giving Pierre to understand that they were busy, and
+busy making his father comfortable, while evidently he, Pierre, was only
+busy causing him annoyance.
+
+Olga went out. Pierre stood looking at the sisters; then he bowed and
+said: "Then I will go to my rooms. You will let me know when I can see
+him."
+
+And he left the room, followed by the low but ringing laughter of the
+sister with the mole.
+
+Next day Prince Vasili had arrived and settled in the count's house. He
+sent for Pierre and said to him: "My dear fellow, if you are going to
+behave here as you did in Petersburg, you will end very badly; that is
+all I have to say to you. The count is very, very ill, and you must not
+see him at all."
+
+Since then Pierre had not been disturbed and had spent the whole time in
+his rooms upstairs.
+
+When Boris appeared at his door Pierre was pacing up and down his room,
+stopping occasionally at a corner to make menacing gestures at the wall,
+as if running a sword through an invisible foe, and glaring savagely
+over his spectacles, and then again resuming his walk, muttering
+indistinct words, shrugging his shoulders and gesticulating.
+
+"England is done for," said he, scowling and pointing his finger at
+someone unseen. "Mr. Pitt, as a traitor to the nation and to the rights
+of man, is sentenced to..." But before Pierre--who at that moment
+imagined himself to be Napoleon in person and to have just effected the
+dangerous crossing of the Straits of Dover and captured London--could
+pronounce Pitt's sentence, he saw a well-built and handsome young
+officer entering his room. Pierre paused. He had left Moscow when Boris
+was a boy of fourteen, and had quite forgotten him, but in his usual
+impulsive and hearty way he took Boris by the hand with a friendly
+smile.
+
+"Do you remember me?" asked Boris quietly with a pleasant smile. "I have
+come with my mother to see the count, but it seems he is not well."
+
+"Yes, it seems he is ill. People are always disturbing him," answered
+Pierre, trying to remember who this young man was.
+
+Boris felt that Pierre did not recognize him but did not consider it
+necessary to introduce himself, and without experiencing the least
+embarrassment looked Pierre straight in the face.
+
+"Count Rostov asks you to come to dinner today," said he, after a
+considerable pause which made Pierre feel uncomfortable.
+
+"Ah, Count Rostov!" exclaimed Pierre joyfully. "Then you are his son,
+Ilya? Only fancy, I didn't know you at first. Do you remember how we
+went to the Sparrow Hills with Madame Jacquot?... It's such an age..."
+
+"You are mistaken," said Boris deliberately, with a bold and slightly
+sarcastic smile. "I am Boris, son of Princess Anna Mikhaylovna
+Drubetskaya. Rostov, the father, is Ilya, and his son is Nicholas. I
+never knew any Madame Jacquot."
+
+Pierre shook his head and arms as if attacked by mosquitoes or bees.
+
+"Oh dear, what am I thinking about? I've mixed everything up. One has so
+many relatives in Moscow! So you are Boris? Of course. Well, now we know
+where we are. And what do you think of the Boulogne expedition? The
+English will come off badly, you know, if Napoleon gets across the
+Channel. I think the expedition is quite feasible. If only Villeneuve
+doesn't make a mess of things!"
+
+Boris knew nothing about the Boulogne expedition; he did not read the
+papers and it was the first time he had heard Villeneuve's name.
+
+"We here in Moscow are more occupied with dinner parties and scandal
+than with politics," said he in his quiet ironical tone. "I know nothing
+about it and have not thought about it. Moscow is chiefly busy with
+gossip," he continued. "Just now they are talking about you and your
+father."
+
+Pierre smiled in his good-natured way as if afraid for his companion's
+sake that the latter might say something he would afterwards regret. But
+Boris spoke distinctly, clearly, and dryly, looking straight into
+Pierre's eyes.
+
+"Moscow has nothing else to do but gossip," Boris went on. "Everybody is
+wondering to whom the count will leave his fortune, though he may
+perhaps outlive us all, as I sincerely hope he will..."
+
+"Yes, it is all very horrid," interrupted Pierre, "very horrid."
+
+Pierre was still afraid that this officer might inadvertently say
+something disconcerting to himself.
+
+"And it must seem to you," said Boris flushing slightly, but not
+changing his tone or attitude, "it must seem to you that everyone is
+trying to get something out of the rich man?"
+
+"So it does," thought Pierre.
+
+"But I just wish to say, to avoid misunderstandings, that you are quite
+mistaken if you reckon me or my mother among such people. We are very
+poor, but for my own part at any rate, for the very reason that your
+father is rich, I don't regard myself as a relation of his, and neither
+I nor my mother would ever ask or take anything from him."
+
+For a long time Pierre could not understand, but when he did, he jumped
+up from the sofa, seized Boris under the elbow in his quick, clumsy way,
+and, blushing far more than Boris, began to speak with a feeling of
+mingled shame and vexation.
+
+"Well, this is strange! Do you suppose I... who could think?... I know
+very well..."
+
+But Boris again interrupted him.
+
+"I am glad I have spoken out fully. Perhaps you did not like it? You
+must excuse me," said he, putting Pierre at ease instead of being put at
+ease by him, "but I hope I have not offended you. I always make it a
+rule to speak out... Well, what answer am I to take? Will you come to
+dinner at the Rostovs'?"
+
+And Boris, having apparently relieved himself of an onerous duty and
+extricated himself from an awkward situation and placed another in it,
+became quite pleasant again.
+
+"No, but I say," said Pierre, calming down, "you are a wonderful fellow!
+What you have just said is good, very good. Of course you don't know me.
+We have not met for such a long time... not since we were children. You
+might think that I... I understand, quite understand. I could not have
+done it myself, I should not have had the courage, but it's splendid. I
+am very glad to have made your acquaintance. It's queer," he added after
+a pause, "that you should have suspected me!" He began to laugh. "Well,
+what of it! I hope we'll get better acquainted," and he pressed Boris'
+hand. "Do you know, I have not once been in to see the count. He has not
+sent for me.... I am sorry for him as a man, but what can one do?"
+
+"And so you think Napoleon will manage to get an army across?" asked
+Boris with a smile.
+
+Pierre saw that Boris wished to change the subject, and being of the
+same mind he began explaining the advantages and disadvantages of the
+Boulogne expedition.
+
+A footman came in to summon Boris--the princess was going. Pierre, in
+order to make Boris' better acquaintance, promised to come to dinner,
+and warmly pressing his hand looked affectionately over his spectacles
+into Boris' eyes. After he had gone Pierre continued pacing up and down
+the room for a long time, no longer piercing an imaginary foe with his
+imaginary sword, but smiling at the remembrance of that pleasant,
+intelligent, and resolute young man.
+
+As often happens in early youth, especially to one who leads a lonely
+life, he felt an unaccountable tenderness for this young man and made up
+his mind that they would be friends.
+
+Prince Vasili saw the princess off. She held a handkerchief to her eyes
+and her face was tearful.
+
+"It is dreadful, dreadful!" she was saying, "but cost me what it may I
+shall do my duty. I will come and spend the night. He must not be left
+like this. Every moment is precious. I can't think why his nieces put it
+off. Perhaps God will help me to find a way to prepare him!... Adieu,
+Prince! May God support you..."
+
+"Adieu, ma bonne," answered Prince Vasili turning away from her.
+
+"Oh, he is in a dreadful state," said the mother to her son when they
+were in the carriage. "He hardly recognizes anybody."
+
+"I don't understand, Mamma--what is his attitude to Pierre?" asked the
+son.
+
+"The will will show that, my dear; our fate also depends on it."
+
+"But why do you expect that he will leave us anything?"
+
+"Ah, my dear! He is so rich, and we are so poor!"
+
+"Well, that is hardly a sufficient reason, Mamma..."
+
+"Oh, Heaven! How ill he is!" exclaimed the mother.
+
+
+
+
+CHAPTER XVII
+
+After Anna Mikhaylovna had driven off with her son to visit Count Cyril
+Vladimirovich Bezukhov, Countess Rostova sat for a long time all alone
+applying her handkerchief to her eyes. At last she rang.
+
+"What is the matter with you, my dear?" she said crossly to the maid who
+kept her waiting some minutes. "Don't you wish to serve me? Then I'll
+find you another place."
+
+The countess was upset by her friend's sorrow and humiliating poverty,
+and was therefore out of sorts, a state of mind which with her always
+found expression in calling her maid "my dear" and speaking to her with
+exaggerated politeness.
+
+"I am very sorry, ma'am," answered the maid.
+
+"Ask the count to come to me."
+
+The count came waddling in to see his wife with a rather guilty look as
+usual.
+
+"Well, little countess? What a saute of game au madere we are to have,
+my dear! I tasted it. The thousand rubles I paid for Taras were not ill-
+spent. He is worth it!"
+
+He sat down by his wife, his elbows on his knees and his hands ruffling
+his gray hair.
+
+"What are your commands, little countess?"
+
+"You see, my dear... What's that mess?" she said, pointing to his
+waistcoat. "It's the saute, most likely," she added with a smile. "Well,
+you see, Count, I want some money."
+
+Her face became sad.
+
+"Oh, little countess!"... and the count began bustling to get out his
+pocketbook.
+
+"I want a great deal, Count! I want five hundred rubles," and taking out
+her cambric handkerchief she began wiping her husband's waistcoat.
+
+"Yes, immediately, immediately! Hey, who's there?" he called out in a
+tone only used by persons who are certain that those they call will rush
+to obey the summons. "Send Dmitri to me!"
+
+Dmitri, a man of good family who had been brought up in the count's
+house and now managed all his affairs, stepped softly into the room.
+
+"This is what I want, my dear fellow," said the count to the deferential
+young man who had entered. "Bring me..." he reflected a moment, "yes,
+bring me seven hundred rubles, yes! But mind, don't bring me such
+tattered and dirty notes as last time, but nice clean ones for the
+countess."
+
+"Yes, Dmitri, clean ones, please," said the countess, sighing deeply.
+
+"When would you like them, your excellency?" asked Dmitri. "Allow me to
+inform you... But, don't be uneasy," he added, noticing that the count
+was beginning to breathe heavily and quickly which was always a sign of
+approaching anger. "I was forgetting... Do you wish it brought at once?"
+
+"Yes, yes; just so! Bring it. Give it to the countess."
+
+"What a treasure that Dmitri is," added the count with a smile when the
+young man had departed. "There is never any 'impossible' with him.
+That's a thing I hate! Everything is possible."
+
+"Ah, money, Count, money! How much sorrow it causes in the world," said
+the countess. "But I am in great need of this sum."
+
+"You, my little countess, are a notorious spendthrift," said the count,
+and having kissed his wife's hand he went back to his study.
+
+When Anna Mikhaylovna returned from Count Bezukhov's the money, all in
+clean notes, was lying ready under a handkerchief on the countess'
+little table, and Anna Mikhaylovna noticed that something was agitating
+her.
+
+"Well, my dear?" asked the countess.
+
+"Oh, what a terrible state he is in! One would not know him, he is so
+ill! I was only there a few moments and hardly said a word..."
+
+"Annette, for heaven's sake don't refuse me," the countess began, with a
+blush that looked very strange on her thin, dignified, elderly face, and
+she took the money from under the handkerchief.
+
+Anna Mikhaylovna instantly guessed her intention and stooped to be ready
+to embrace the countess at the appropriate moment.
+
+"This is for Boris from me, for his outfit."
+
+Anna Mikhaylovna was already embracing her and weeping. The countess
+wept too. They wept because they were friends, and because they were
+kindhearted, and because they--friends from childhood--had to think
+about such a base thing as money, and because their youth was over....
+But those tears were pleasant to them both.
+
+
+
+
+CHAPTER XVIII
+
+Countess Rostova, with her daughters and a large number of guests, was
+already seated in the drawing room. The count took the gentlemen into
+his study and showed them his choice collection of Turkish pipes. From
+time to time he went out to ask: "Hasn't she come yet?" They were
+expecting Marya Dmitrievna Akhrosimova, known in society as le terrible
+dragon, a lady distinguished not for wealth or rank, but for common
+sense and frank plainness of speech. Marya Dmitrievna was known to the
+Imperial family as well as to all Moscow and Petersburg, and both cities
+wondered at her, laughed privately at her rudenesses, and told good
+stories about her, while none the less all without exception respected
+and feared her.
+
+In the count's room, which was full of tobacco smoke, they talked of war
+that had been announced in a manifesto, and about the recruiting. None
+of them had yet seen the manifesto, but they all knew it had appeared.
+The count sat on the sofa between two guests who were smoking and
+talking. He neither smoked nor talked, but bending his head first to one
+side and then to the other watched the smokers with evident pleasure and
+listened to the conversation of his two neighbors, whom he egged on
+against each other.
+
+One of them was a sallow, clean-shaven civilian with a thin and wrinkled
+face, already growing old, though he was dressed like a most fashionable
+young man. He sat with his legs up on the sofa as if quite at home and,
+having stuck an amber mouthpiece far into his mouth, was inhaling the
+smoke spasmodically and screwing up his eyes. This was an old bachelor,
+Shinshin, a cousin of the countess', a man with "a sharp tongue" as they
+said in Moscow society. He seemed to be condescending to his companion.
+The latter, a fresh, rosy officer of the Guards, irreproachably washed,
+brushed, and buttoned, held his pipe in the middle of his mouth and with
+red lips gently inhaled the smoke, letting it escape from his handsome
+mouth in rings. This was Lieutenant Berg, an officer in the Semenov
+regiment with whom Boris was to travel to join the army, and about whom
+Natasha had teased her elder sister Vera, speaking of Berg as her
+"intended." The count sat between them and listened attentively. His
+favorite occupation when not playing boston, a card game he was very
+fond of, was that of listener, especially when he succeeded in setting
+two loquacious talkers at one another.
+
+"Well, then, old chap, mon tres honorable Alphonse Karlovich," said
+Shinshin, laughing ironically and mixing the most ordinary Russian
+expressions with the choicest French phrases--which was a peculiarity of
+his speech. "Vous comptez vous faire des rentes sur l'etat; * you want
+to make something out of your company?"
+
+
+* You expect to make an income out of the government.
+
+"No, Peter Nikolaevich; I only want to show that in the cavalry the
+advantages are far less than in the infantry. Just consider my own
+position now, Peter Nikolaevich..."
+
+Berg always spoke quietly, politely, and with great precision. His
+conversation always related entirely to himself; he would remain calm
+and silent when the talk related to any topic that had no direct bearing
+on himself. He could remain silent for hours without being at all put
+out of countenance himself or making others uncomfortable, but as soon
+as the conversation concerned himself he would begin to talk
+circumstantially and with evident satisfaction.
+
+"Consider my position, Peter Nikolaevich. Were I in the cavalry I should
+get not more than two hundred rubles every four months, even with the
+rank of lieutenant; but as it is I receive two hundred and thirty," said
+he, looking at Shinshin and the count with a joyful, pleasant smile, as
+if it were obvious to him that his success must always be the chief
+desire of everyone else.
+
+"Besides that, Peter Nikolaevich, by exchanging into the Guards I shall
+be in a more prominent position," continued Berg, "and vacancies occur
+much more frequently in the Foot Guards. Then just think what can be
+done with two hundred and thirty rubles! I even manage to put a little
+aside and to send something to my father," he went on, emitting a smoke
+ring.
+
+"La balance y est... * A German knows how to skin a flint, as the
+proverb says," remarked Shinshin, moving his pipe to the other side of
+his mouth and winking at the count.
+
+
+* So that squares matters.
+
+The count burst out laughing. The other guests seeing that Shinshin was
+talking came up to listen. Berg, oblivious of irony or indifference,
+continued to explain how by exchanging into the Guards he had already
+gained a step on his old comrades of the Cadet Corps; how in wartime the
+company commander might get killed and he, as senior in the company,
+might easily succeed to the post; how popular he was with everyone in
+the regiment, and how satisfied his father was with him. Berg evidently
+enjoyed narrating all this, and did not seem to suspect that others,
+too, might have their own interests. But all he said was so prettily
+sedate, and the naivete of his youthful egotism was so obvious, that he
+disarmed his hearers.
+
+"Well, my boy, you'll get along wherever you go--foot or horse--that
+I'll warrant," said Shinshin, patting him on the shoulder and taking his
+feet off the sofa.
+
+Berg smiled joyously. The count, by his guests, went into the drawing
+room.
+
+It was just the moment before a big dinner when the assembled guests,
+expecting the summons to zakuska, * avoid engaging in any long
+conversation but think it necessary to move about and talk, in order to
+show that they are not at all impatient for their food. The host and
+hostess look toward the door, and now and then glance at one another,
+and the visitors try to guess from these glances who, or what, they are
+waiting for--some important relation who has not yet arrived, or a dish
+that is not yet ready.
+
+
+* Hors d'oeuvres.
+
+Pierre had come just at dinnertime and was sitting awkwardly in the
+middle of the drawing room on the first chair he had come across,
+blocking the way for everyone. The countess tried to make him talk, but
+he went on naively looking around through his spectacles as if in search
+of somebody and answered all her questions in monosyllables. He was in
+the way and was the only one who did not notice the fact. Most of the
+guests, knowing of the affair with the bear, looked with curiosity at
+this big, stout, quiet man, wondering how such a clumsy, modest fellow
+could have played such a prank on a policeman.
+
+"You have only lately arrived?" the countess asked him.
+
+"Oui, madame," replied he, looking around him.
+
+"You have not yet seen my husband?"
+
+"Non, madame." He smiled quite inappropriately.
+
+"You have been in Paris recently, I believe? I suppose it's very
+interesting."
+
+"Very interesting."
+
+The countess exchanged glances with Anna Mikhaylovna. The latter
+understood that she was being asked to entertain this young man, and
+sitting down beside him she began to speak about his father; but he
+answered her, as he had the countess, only in monosyllables. The other
+guests were all conversing with one another. "The Razumovskis... It was
+charming... You are very kind... Countess Apraksina..." was heard on all
+sides. The countess rose and went into the ballroom.
+
+"Marya Dmitrievna?" came her voice from there.
+
+"Herself," came the answer in a rough voice, and Marya Dmitrievna
+entered the room.
+
+All the unmarried ladies and even the married ones except the very
+oldest rose. Marya Dmitrievna paused at the door. Tall and stout,
+holding high her fifty-year-old head with its gray curls, she stood
+surveying the guests, and leisurely arranged her wide sleeves as if
+rolling them up. Marya Dmitrievna always spoke in Russian.
+
+"Health and happiness to her whose name day we are keeping and to her
+children," she said, in her loud, full-toned voice which drowned all
+others. "Well, you old sinner," she went on, turning to the count who
+was kissing her hand, "you're feeling dull in Moscow, I daresay? Nowhere
+to hunt with your dogs? But what is to be done, old man? Just see how
+these nestlings are growing up," and she pointed to the girls. "You must
+look for husbands for them whether you like it or not...."
+
+"Well," said she, "how's my Cossack?" (Marya Dmitrievna always called
+Natasha a Cossack) and she stroked the child's arm as she came up
+fearless and gay to kiss her hand. "I know she's a scamp of a girl, but
+I like her."
+
+She took a pair of pear-shaped ruby earrings from her huge reticule and,
+having given them to the rosy Natasha, who beamed with the pleasure of
+her saint's-day fete, turned away at once and addressed herself to
+Pierre.
+
+"Eh, eh, friend! Come here a bit," said she, assuming a soft high tone
+of voice. "Come here, my friend..." and she ominously tucked up her
+sleeves still higher. Pierre approached, looking at her in a childlike
+way through his spectacles.
+
+"Come nearer, come nearer, friend! I used to be the only one to tell
+your father the truth when he was in favor, and in your case it's my
+evident duty." She paused. All were silent, expectant of what was to
+follow, for this was clearly only a prelude.
+
+"A fine lad! My word! A fine lad!... His father lies on his deathbed and
+he amuses himself setting a policeman astride a bear! For shame, sir,
+for shame! It would be better if you went to the war."
+
+She turned away and gave her hand to the count, who could hardly keep
+from laughing.
+
+"Well, I suppose it is time we were at table?" said Marya Dmitrievna.
+
+The count went in first with Marya Dmitrievna, the countess followed on
+the arm of a colonel of hussars, a man of importance to them because
+Nicholas was to go with him to the regiment; then came Anna Mikhaylovna
+with Shinshin. Berg gave his arm to Vera. The smiling Julie Karagina
+went in with Nicholas. After them other couples followed, filling the
+whole dining hall, and last of all the children, tutors, and governesses
+followed singly. The footmen began moving about, chairs scraped, the
+band struck up in the gallery, and the guests settled down in their
+places. Then the strains of the count's household band were replaced by
+the clatter of knives and forks, the voices of visitors, and the soft
+steps of the footmen. At one end of the table sat the countess with
+Marya Dmitrievna on her right and Anna Mikhaylovna on her left, the
+other lady visitors were farther down. At the other end sat the count,
+with the hussar colonel on his left and Shinshin and the other male
+visitors on his right. Midway down the long table on one side sat the
+grownup young people: Vera beside Berg, and Pierre beside Boris; and on
+the other side, the children, tutors, and governesses. From behind the
+crystal decanters and fruit vases, the count kept glancing at his wife
+and her tall cap with its light-blue ribbons, and busily filled his
+neighbors' glasses, not neglecting his own. The countess in turn,
+without omitting her duties as hostess, threw significant glances from
+behind the pineapples at her husband whose face and bald head seemed by
+their redness to contrast more than usual with his gray hair. At the
+ladies' end an even chatter of voices was heard all the time, at the
+men's end the voices sounded louder and louder, especially that of the
+colonel of hussars who, growing more and more flushed, ate and drank so
+much that the count held him up as a pattern to the other guests. Berg
+with tender smiles was saying to Vera that love is not an earthly but a
+heavenly feeling. Boris was telling his new friend Pierre who the guests
+were and exchanging glances with Natasha, who was sitting opposite.
+Pierre spoke little but examined the new faces, and ate a great deal. Of
+the two soups he chose turtle with savory patties and went on to the
+game without omitting a single dish or one of the wines. These latter
+the butler thrust mysteriously forward, wrapped in a napkin, from behind
+the next man's shoulders and whispered: "Dry Madeira"... "Hungarian"...
+or "Rhine wine" as the case might be. Of the four crystal glasses
+engraved with the count's monogram that stood before his plate, Pierre
+held out one at random and drank with enjoyment, gazing with ever-
+increasing amiability at the other guests. Natasha, who sat opposite,
+was looking at Boris as girls of thirteen look at the boy they are in
+love with and have just kissed for the first time. Sometimes that same
+look fell on Pierre, and that funny lively little girl's look made him
+inclined to laugh without knowing why.
+
+Nicholas sat at some distance from Sonya, beside Julie Karagina, to whom
+he was again talking with the same involuntary smile. Sonya wore a
+company smile but was evidently tormented by jealousy; now she turned
+pale, now blushed and strained every nerve to overhear what Nicholas and
+Julie were saying to one another. The governess kept looking round
+uneasily as if preparing to resent any slight that might be put upon the
+children. The German tutor was trying to remember all the dishes, wines,
+and kinds of dessert, in order to send a full description of the dinner
+to his people in Germany; and he felt greatly offended when the butler
+with a bottle wrapped in a napkin passed him by. He frowned, trying to
+appear as if he did not want any of that wine, but was mortified because
+no one would understand that it was not to quench his thirst or from
+greediness that he wanted it, but simply from a conscientious desire for
+knowledge.
+
+
+
+
+CHAPTER XIX
+
+At the men's end of the table the talk grew more and more animated. The
+colonel told them that the declaration of war had already appeared in
+Petersburg and that a copy, which he had himself seen, had that day been
+forwarded by courier to the commander-in-chief.
+
+"And why the deuce are we going to fight Bonaparte?" remarked Shinshin.
+"He has stopped Austria's cackle and I fear it will be our turn next."
+
+The colonel was a stout, tall, plethoric German, evidently devoted to
+the service and patriotically Russian. He resented Shinshin's remark.
+
+"It is for the reasson, my goot sir," said he, speaking with a German
+accent, "for the reasson zat ze Emperor knows zat. He declares in ze
+manifessto zat he cannot fiew wiz indifference ze danger vreatening
+Russia and zat ze safety and dignity of ze Empire as vell as ze sanctity
+of its alliances..." he spoke this last word with particular emphasis as
+if in it lay the gist of the matter.
+
+Then with the unerring official memory that characterized him he
+repeated from the opening words of the manifesto:
+
+... and the wish, which constitutes the Emperor's sole and absolute aim-
+-to establish peace in Europe on firm foundations--has now decided him
+to despatch part of the army abroad and to create a new condition for
+the attainment of that purpose.
+
+"Zat, my dear sir, is vy..." he concluded, drinking a tumbler of wine
+with dignity and looking to the count for approval.
+
+"Connaissez-vous le Proverbe: * 'Jerome, Jerome, do not roam, but turn
+spindles at home!'?" said Shinshin, puckering his brows and smiling.
+"Cela nous convient a merveille.*(2) Suvorov now--he knew what he was
+about; yet they beat him a plate couture,*(3) and where are we to find
+Suvorovs now? Je vous demande un peu,"*(4) said he, continually changing
+from French to Russian.
+
+
+*Do you know the proverb?
+
+*(2) That suits us down to the ground.
+
+*(3) Hollow.
+
+*(4) I just ask you that.
+
+"Ve must vight to the last tr-r-op of our plood!" said the colonel,
+thumping the table; "and ve must tie for our Emperor, and zen all vill
+pe vell. And ve must discuss it as little as po-o-ossible"... he dwelt
+particularly on the word possible... "as po-o-ossible," he ended, again
+turning to the count. "Zat is how ve old hussars look at it, and zere's
+an end of it! And how do you, a young man and a young hussar, how do you
+judge of it?" he added, addressing Nicholas, who when he heard that the
+war was being discussed had turned from his partner with eyes and ears
+intent on the colonel.
+
+"I am quite of your opinion," replied Nicholas, flaming up, turning his
+plate round and moving his wineglasses about with as much decision and
+desperation as though he were at that moment facing some great danger.
+"I am convinced that we Russians must die or conquer," he concluded,
+conscious--as were others--after the words were uttered that his remarks
+were too enthusiastic and emphatic for the occasion and were therefore
+awkward.
+
+"What you said just now was splendid!" said his partner Julie.
+
+Sonya trembled all over and blushed to her ears and behind them and down
+to her neck and shoulders while Nicholas was speaking.
+
+Pierre listened to the colonel's speech and nodded approvingly.
+
+"That's fine," said he.
+
+"The young man's a real hussar!" shouted the colonel, again thumping the
+table.
+
+"What are you making such a noise about over there?" Marya Dmitrievna's
+deep voice suddenly inquired from the other end of the table. "What are
+you thumping the table for?" she demanded of the hussar, "and why are
+you exciting yourself? Do you think the French are here?"
+
+"I am speaking ze truce," replied the hussar with a smile.
+
+"It's all about the war," the count shouted down the table. "You know my
+son's going, Marya Dmitrievna? My son is going."
+
+"I have four sons in the army but still I don't fret. It is all in God's
+hands. You may die in your bed or God may spare you in a battle,"
+replied Marya Dmitrievna's deep voice, which easily carried the whole
+length of the table.
+
+"That's true!"
+
+Once more the conversations concentrated, the ladies' at the one end and
+the men's at the other.
+
+"You won't ask," Natasha's little brother was saying; "I know you won't
+ask!"
+
+"I will," replied Natasha.
+
+Her face suddenly flushed with reckless and joyous resolution. She half
+rose, by a glance inviting Pierre, who sat opposite, to listen to what
+was coming, and turning to her mother:
+
+"Mamma!" rang out the clear contralto notes of her childish voice,
+audible the whole length of the table.
+
+"What is it?" asked the countess, startled; but seeing by her daughter's
+face that it was only mischief, she shook a finger at her sternly with a
+threatening and forbidding movement of her head.
+
+The conversation was hushed.
+
+"Mamma! What sweets are we going to have?" and Natasha's voice sounded
+still more firm and resolute.
+
+The countess tried to frown, but could not. Marya Dmitrievna shook her
+fat finger.
+
+"Cossack!" she said threateningly.
+
+Most of the guests, uncertain how to regard this sally, looked at the
+elders.
+
+"You had better take care!" said the countess.
+
+"Mamma! What sweets are we going to have?" Natasha again cried boldly,
+with saucy gaiety, confident that her prank would be taken in good part.
+
+Sonya and fat little Petya doubled up with laughter.
+
+"You see! I have asked," whispered Natasha to her little brother and to
+Pierre, glancing at him again.
+
+"Ice pudding, but you won't get any," said Marya Dmitrievna.
+
+Natasha saw there was nothing to be afraid of and so she braved even
+Marya Dmitrievna.
+
+"Marya Dmitrievna! What kind of ice pudding? I don't like ice cream."
+
+"Carrot ices."
+
+"No! What kind, Marya Dmitrievna? What kind?" she almost screamed; "I
+want to know!"
+
+Marya Dmitrievna and the countess burst out laughing, and all the guests
+joined in. Everyone laughed, not at Marya Dmitrievna's answer but at the
+incredible boldness and smartness of this little girl who had dared to
+treat Marya Dmitrievna in this fashion.
+
+Natasha only desisted when she had been told that there would be
+pineapple ice. Before the ices, champagne was served round. The band
+again struck up, the count and countess kissed, and the guests, leaving
+their seats, went up to "congratulate" the countess, and reached across
+the table to clink glasses with the count, with the children, and with
+one another. Again the footmen rushed about, chairs scraped, and in the
+same order in which they had entered but with redder faces, the guests
+returned to the drawing room and to the count's study.
+
+
+
+
+CHAPTER XX
+
+The card tables were drawn out, sets made up for boston, and the count's
+visitors settled themselves, some in the two drawing rooms, some in the
+sitting room, some in the library.
+
+The count, holding his cards fanwise, kept himself with difficulty from
+dropping into his usual after-dinner nap, and laughed at everything. The
+young people, at the countess' instigation, gathered round the
+clavichord and harp. Julie by general request played first. After she
+had played a little air with variations on the harp, she joined the
+other young ladies in begging Natasha and Nicholas, who were noted for
+their musical talent, to sing something. Natasha, who was treated as
+though she were grown up, was evidently very proud of this but at the
+same time felt shy.
+
+"What shall we sing?" she said.
+
+"'The Brook,'" suggested Nicholas.
+
+"Well, then, let's be quick. Boris, come here," said Natasha. "But where
+is Sonya?"
+
+She looked round and seeing that her friend was not in the room ran to
+look for her.
+
+Running into Sonya's room and not finding her there, Natasha ran to the
+nursery, but Sonya was not there either. Natasha concluded that she must
+be on the chest in the passage. The chest in the passage was the place
+of mourning for the younger female generation in the Rostov household.
+And there in fact was Sonya lying face downward on Nurse's dirty feather
+bed on the top of the chest, crumpling her gauzy pink dress under her,
+hiding her face with her slender fingers, and sobbing so convulsively
+that her bare little shoulders shook. Natasha's face, which had been so
+radiantly happy all that saint's day, suddenly changed: her eyes became
+fixed, and then a shiver passed down her broad neck and the corners of
+her mouth drooped.
+
+"Sonya! What is it? What is the matter?... Oo... Oo... Oo...!" And
+Natasha's large mouth widened, making her look quite ugly, and she began
+to wail like a baby without knowing why, except that Sonya was crying.
+Sonya tried to lift her head to answer but could not, and hid her face
+still deeper in the bed. Natasha wept, sitting on the blue-striped
+feather bed and hugging her friend. With an effort Sonya sat up and
+began wiping her eyes and explaining.
+
+"Nicholas is going away in a week's time, his... papers... have come...
+he told me himself... but still I should not cry," and she showed a
+paper she held in her hand--with the verses Nicholas had written,
+"still, I should not cry, but you can't... no one can understand... what
+a soul he has!"
+
+And she began to cry again because he had such a noble soul.
+
+"It's all very well for you... I am not envious... I love you and Boris
+also," she went on, gaining a little strength; "he is nice... there are
+no difficulties in your way.... But Nicholas is my cousin... one would
+have to... the Metropolitan himself... and even then it can't be done.
+And besides, if she tells Mamma" (Sonya looked upon the countess as her
+mother and called her so) "that I am spoiling Nicholas' career and am
+heartless and ungrateful, while truly... God is my witness," and she
+made the sign of the cross, "I love her so much, and all of you, only
+Vera... And what for? What have I done to her? I am so grateful to you
+that I would willingly sacrifice everything, only I have nothing...."
+
+Sonya could not continue, and again hid her face in her hands and in the
+feather bed. Natasha began consoling her, but her face showed that she
+understood all the gravity of her friend's trouble.
+
+"Sonya," she suddenly exclaimed, as if she had guessed the true reason
+of her friend's sorrow, "I'm sure Vera has said something to you since
+dinner? Hasn't she?"
+
+"Yes, these verses Nicholas wrote himself and I copied some others, and
+she found them on my table and said she'd show them to Mamma, and that I
+was ungrateful, and that Mamma would never allow him to marry me, but
+that he'll marry Julie. You see how he's been with her all day...
+Natasha, what have I done to deserve it?..."
+
+And again she began to sob, more bitterly than before. Natasha lifted
+her up, hugged her, and, smiling through her tears, began comforting
+her.
+
+"Sonya, don't believe her, darling! Don't believe her! Do you remember
+how we and Nicholas, all three of us, talked in the sitting room after
+supper? Why, we settled how everything was to be. I don't quite remember
+how, but don't you remember that it could all be arranged and how nice
+it all was? There's Uncle Shinshin's brother has married his first
+cousin. And we are only second cousins, you know. And Boris says it is
+quite possible. You know I have told him all about it. And he is so
+clever and so good!" said Natasha. "Don't you cry, Sonya, dear love,
+darling Sonya!" and she kissed her and laughed. "Vera's spiteful; never
+mind her! And all will come right and she won't say anything to Mamma.
+Nicholas will tell her himself, and he doesn't care at all for Julie."
+
+Natasha kissed her on the hair.
+
+Sonya sat up. The little kitten brightened, its eyes shone, and it
+seemed ready to lift its tail, jump down on its soft paws, and begin
+playing with the ball of worsted as a kitten should.
+
+"Do you think so?... Really? Truly?" she said, quickly smoothing her
+frock and hair.
+
+"Really, truly!" answered Natasha, pushing in a crisp lock that had
+strayed from under her friend's plaits.
+
+Both laughed.
+
+"Well, let's go and sing 'The Brook.'"
+
+"Come along!"
+
+"Do you know, that fat Pierre who sat opposite me is so funny!" said
+Natasha, stopping suddenly. "I feel so happy!"
+
+And she set off at a run along the passage.
+
+Sonya, shaking off some down which clung to her and tucking away the
+verses in the bosom of her dress close to her bony little chest, ran
+after Natasha down the passage into the sitting room with flushed face
+and light, joyous steps. At the visitors' request the young people sang
+the quartette, "The Brook," with which everyone was delighted. Then
+Nicholas sang a song he had just learned:
+
+
+At nighttime in the moon's fair glow How sweet, as fancies wander free,
+To feel that in this world there's one Who still is thinking but of
+thee!
+
+That while her fingers touch the harp Wafting sweet music o'er the lea,
+It is for thee thus swells her heart, Sighing its message out to thee...
+
+A day or two, then bliss unspoilt, But oh! till then I cannot live!...
+
+He had not finished the last verse before the young people began to get
+ready to dance in the large hall, and the sound of the feet and the
+coughing of the musicians were heard from the gallery.
+
+Pierre was sitting in the drawing-room where Shinshin had engaged him,
+as a man recently returned from abroad, in a political conversation in
+which several others joined but which bored Pierre. When the music began
+Natasha came in and walking straight up to Pierre said, laughing and
+blushing:
+
+"Mamma told me to ask you to join the dancers."
+
+"I am afraid of mixing the figures," Pierre replied; "but if you will be
+my teacher..." And lowering his big arm he offered it to the slender
+little girl.
+
+While the couples were arranging themselves and the musicians tuning up,
+Pierre sat down with his little partner. Natasha was perfectly happy;
+she was dancing with a grown-up man, who had been abroad. She was
+sitting in a conspicuous place and talking to him like a grown-up lady.
+She had a fan in her hand that one of the ladies had given her to hold.
+Assuming quite the pose of a society woman (heaven knows when and where
+she had learned it) she talked with her partner, fanning herself and
+smiling over the fan.
+
+"Dear, dear! Just look at her!" exclaimed the countess as she crossed
+the ballroom, pointing to Natasha.
+
+Natasha blushed and laughed.
+
+"Well, really, Mamma! Why should you? What is there to be surprised at?"
+
+In the midst of the third ecossaise there was a clatter of chairs being
+pushed back in the sitting room where the count and Marya Dmitrievna had
+been playing cards with the majority of the more distinguished and older
+visitors. They now, stretching themselves after sitting so long, and
+replacing their purses and pocketbooks, entered the ballroom. First came
+Marya Dmitrievna and the count, both with merry countenances. The count,
+with playful ceremony somewhat in ballet style, offered his bent arm to
+Marya Dmitrievna. He drew himself up, a smile of debonair gallantry lit
+up his face and as soon as the last figure of the ecossaise was ended,
+he clapped his hands to the musicians and shouted up to their gallery,
+addressing the first violin:
+
+"Semen! Do you know the Daniel Cooper?"
+
+This was the count's favorite dance, which he had danced in his youth.
+(Strictly speaking, Daniel Cooper was one figure of the anglaise.)
+
+"Look at Papa!" shouted Natasha to the whole company, and quite
+forgetting that she was dancing with a grown-up partner she bent her
+curly head to her knees and made the whole room ring with her laughter.
+
+And indeed everybody in the room looked with a smile of pleasure at the
+jovial old gentleman, who standing beside his tall and stout partner,
+Marya Dmitrievna, curved his arms, beat time, straightened his
+shoulders, turned out his toes, tapped gently with his foot, and, by a
+smile that broadened his round face more and more, prepared the
+onlookers for what was to follow. As soon as the provocatively gay
+strains of Daniel Cooper (somewhat resembling those of a merry peasant
+dance) began to sound, all the doorways of the ballroom were suddenly
+filled by the domestic serfs--the men on one side and the women on the
+other--who with beaming faces had come to see their master making merry.
+
+"Just look at the master! A regular eagle he is!" loudly remarked the
+nurse, as she stood in one of the doorways.
+
+The count danced well and knew it. But his partner could not and did not
+want to dance well. Her enormous figure stood erect, her powerful arms
+hanging down (she had handed her reticule to the countess), and only her
+stern but handsome face really joined in the dance. What was expressed
+by the whole of the count's plump figure, in Marya Dmitrievna found
+expression only in her more and more beaming face and quivering nose.
+But if the count, getting more and more into the swing of it, charmed
+the spectators by the unexpectedness of his adroit maneuvers and the
+agility with which he capered about on his light feet, Marya Dmitrievna
+produced no less impression by slight exertions--the least effort to
+move her shoulders or bend her arms when turning, or stamp her foot--
+which everyone appreciated in view of her size and habitual severity.
+The dance grew livelier and livelier. The other couples could not
+attract a moment's attention to their own evolutions and did not even
+try to do so. All were watching the count and Marya Dmitrievna. Natasha
+kept pulling everyone by sleeve or dress, urging them to "look at Papa!"
+though as it was they never took their eyes off the couple. In the
+intervals of the dance the count, breathing deeply, waved and shouted to
+the musicians to play faster. Faster, faster, and faster; lightly, more
+lightly, and yet more lightly whirled the count, flying round Marya
+Dmitrievna, now on his toes, now on his heels; until, turning his
+partner round to her seat, he executed the final pas, raising his soft
+foot backwards, bowing his perspiring head, smiling and making a wide
+sweep with his arm, amid a thunder of applause and laughter led by
+Natasha. Both partners stood still, breathing heavily and wiping their
+faces with their cambric handkerchiefs.
+
+"That's how we used to dance in our time, ma chere," said the count.
+
+"That was a Daniel Cooper!" exclaimed Marya Dmitrievna, tucking up her
+sleeves and puffing heavily.
+
+
+
+
+CHAPTER XXI
+
+While in the Rostovs' ballroom the sixth anglaise was being danced, to a
+tune in which the weary musicians blundered, and while tired footmen and
+cooks were getting the supper, Count Bezukhov had a sixth stroke. The
+doctors pronounced recovery impossible. After a mute confession,
+communion was administered to the dying man, preparations made for the
+sacrament of unction, and in his house there was the bustle and thrill
+of suspense usual at such moments. Outside the house, beyond the gates,
+a group of undertakers, who hid whenever a carriage drove up, waited in
+expectation of an important order for an expensive funeral. The Military
+Governor of Moscow, who had been assiduous in sending aides-de-camp to
+inquire after the count's health, came himself that evening to bid a
+last farewell to the celebrated grandee of Catherine's court, Count
+Bezukhov.
+
+The magnificent reception room was crowded. Everyone stood up
+respectfully when the Military Governor, having stayed about half an
+hour alone with the dying man, passed out, slightly acknowledging their
+bows and trying to escape as quickly as possible from the glances fixed
+on him by the doctors, clergy, and relatives of the family. Prince
+Vasili, who had grown thinner and paler during the last few days,
+escorted him to the door, repeating something to him several times in
+low tones.
+
+When the Military Governor had gone, Prince Vasili sat down all alone on
+a chair in the ballroom, crossing one leg high over the other, leaning
+his elbow on his knee and covering his face with his hand. After sitting
+so for a while he rose, and, looking about him with frightened eyes,
+went with unusually hurried steps down the long corridor leading to the
+back of the house, to the room of the eldest princess.
+
+Those who were in the dimly lit reception room spoke in nervous
+whispers, and, whenever anyone went into or came from the dying man's
+room, grew silent and gazed with eyes full of curiosity or expectancy at
+his door, which creaked slightly when opened.
+
+"The limits of human life... are fixed and may not be o'erpassed," said
+an old priest to a lady who had taken a seat beside him and was
+listening naively to his words.
+
+"I wonder, is it not too late to administer unction?" asked the lady,
+adding the priest's clerical title, as if she had no opinion of her own
+on the subject.
+
+"Ah, madam, it is a great sacrament," replied the priest, passing his
+hand over the thin grizzled strands of hair combed back across his bald
+head.
+
+"Who was that? The Military Governor himself?" was being asked at the
+other side of the room. "How young-looking he is!"
+
+"Yes, and he is over sixty. I hear the count no longer recognizes
+anyone. They wished to administer the sacrament of unction."
+
+"I knew someone who received that sacrament seven times."
+
+The second princess had just come from the sickroom with her eyes red
+from weeping and sat down beside Dr. Lorrain, who was sitting in a
+graceful pose under a portrait of Catherine, leaning his elbow on a
+table.
+
+"Beautiful," said the doctor in answer to a remark about the weather.
+"The weather is beautiful, Princess; and besides, in Moscow one feels as
+if one were in the country."
+
+"Yes, indeed," replied the princess with a sigh. "So he may have
+something to drink?"
+
+Lorrain considered.
+
+"Has he taken his medicine?"
+
+"Yes."
+
+The doctor glanced at his watch.
+
+"Take a glass of boiled water and put a pinch of cream of tartar," and
+he indicated with his delicate fingers what he meant by a pinch.
+
+"Dere has neffer been a gase," a German doctor was saying to an aide-de-
+camp, "dat one liffs after de sird stroke."
+
+"And what a well-preserved man he was!" remarked the aide-de-camp. "And
+who will inherit his wealth?" he added in a whisper.
+
+"It von't go begging," replied the German with a smile.
+
+Everyone again looked toward the door, which creaked as the second
+princess went in with the drink she had prepared according to Lorrain's
+instructions. The German doctor went up to Lorrain.
+
+"Do you think he can last till morning?" asked the German, addressing
+Lorrain in French which he pronounced badly.
+
+Lorrain, pursing up his lips, waved a severely negative finger before
+his nose.
+
+"Tonight, not later," said he in a low voice, and he moved away with a
+decorous smile of self-satisfaction at being able clearly to understand
+and state the patient's condition.
+
+Meanwhile Prince Vasili had opened the door into the princess' room.
+
+In this room it was almost dark; only two tiny lamps were burning before
+the icons and there was a pleasant scent of flowers and burnt pastilles.
+The room was crowded with small pieces of furniture, whatnots,
+cupboards, and little tables. The quilt of a high, white feather bed was
+just visible behind a screen. A small dog began to bark.
+
+"Ah, is it you, cousin?"
+
+She rose and smoothed her hair, which was as usual so extremely smooth
+that it seemed to be made of one piece with her head and covered with
+varnish.
+
+"Has anything happened?" she asked. "I am so terrified."
+
+"No, there is no change. I only came to have a talk about business,
+Catiche," * muttered the prince, seating himself wearily on the chair
+she had just vacated. "You have made the place warm, I must say," he
+remarked. "Well, sit down: let's have a talk."
+
+
+*Catherine.
+
+"I thought perhaps something had happened," she said with her unchanging
+stonily severe expression; and, sitting down opposite the prince, she
+prepared to listen.
+
+"I wished to get a nap, mon cousin, but I can't."
+
+"Well, my dear?" said Prince Vasili, taking her hand and bending it
+downwards as was his habit.
+
+It was plain that this "well?" referred to much that they both
+understood without naming.
+
+The princess, who had a straight, rigid body, abnormally long for her
+legs, looked directly at Prince Vasili with no sign of emotion in her
+prominent gray eyes. Then she shook her head and glanced up at the icons
+with a sigh. This might have been taken as an expression of sorrow and
+devotion, or of weariness and hope of resting before long. Prince Vasili
+understood it as an expression of weariness.
+
+"And I?" he said; "do you think it is easier for me? I am as worn out as
+a post horse, but still I must have a talk with you, Catiche, a very
+serious talk."
+
+Prince Vasili said no more and his cheeks began to twitch nervously, now
+on one side, now on the other, giving his face an unpleasant expression
+which was never to be seen on it in a drawing room. His eyes too seemed
+strange; at one moment they looked impudently sly and at the next
+glanced round in alarm.
+
+The princess, holding her little dog on her lap with her thin bony
+hands, looked attentively into Prince Vasili's eyes evidently resolved
+not to be the first to break silence, if she had to wait till morning.
+
+"Well, you see, my dear princess and cousin, Catherine Semenovna,"
+continued Prince Vasili, returning to his theme, apparently not without
+an inner struggle; "at such a moment as this one must think of
+everything. One must think of the future, of all of you... I love you
+all, like children of my own, as you know."
+
+The princess continued to look at him without moving, and with the same
+dull expression.
+
+"And then of course my family has also to be considered," Prince Vasili
+went on, testily pushing away a little table without looking at her.
+"You know, Catiche, that we--you three sisters, Mamontov, and my wife--
+are the count's only direct heirs. I know, I know how hard it is for you
+to talk or think of such matters. It is no easier for me; but, my dear,
+I am getting on for sixty and must be prepared for anything. Do you know
+I have sent for Pierre? The count," pointing to his portrait,
+"definitely demanded that he should be called."
+
+Prince Vasili looked questioningly at the princess, but could not make
+out whether she was considering what he had just said or whether she was
+simply looking at him.
+
+"There is one thing I constantly pray God to grant, mon cousin," she
+replied, "and it is that He would be merciful to him and would allow his
+noble soul peacefully to leave this..."
+
+"Yes, yes, of course," interrupted Prince Vasili impatiently, rubbing
+his bald head and angrily pulling back toward him the little table that
+he had pushed away. "But... in short, the fact is... you know yourself
+that last winter the count made a will by which he left all his
+property, not to us his direct heirs, but to Pierre."
+
+"He has made wills enough!" quietly remarked the princess. "But he
+cannot leave the estate to Pierre. Pierre is illegitimate."
+
+"But, my dear," said Prince Vasili suddenly, clutching the little table
+and becoming more animated and talking more rapidly: "what if a letter
+has been written to the Emperor in which the count asks for Pierre's
+legitimation? Do you understand that in consideration of the count's
+services, his request would be granted?..."
+
+The princess smiled as people do who think they know more about the
+subject under discussion than those they are talking with.
+
+"I can tell you more," continued Prince Vasili, seizing her hand, "that
+letter was written, though it was not sent, and the Emperor knew of it.
+The only question is, has it been destroyed or not? If not, then as soon
+as all is over," and Prince Vasili sighed to intimate what he meant by
+the words all is over, "and the count's papers are opened, the will and
+letter will be delivered to the Emperor, and the petition will certainly
+be granted. Pierre will get everything as the legitimate son."
+
+"And our share?" asked the princess smiling ironically, as if anything
+might happen, only not that.
+
+"But, my poor Catiche, it is as clear as daylight! He will then be the
+legal heir to everything and you won't get anything. You must know, my
+dear, whether the will and letter were written, and whether they have
+been destroyed or not. And if they have somehow been overlooked, you
+ought to know where they are, and must find them, because..."
+
+"What next?" the princess interrupted, smiling sardonically and not
+changing the expression of her eyes. "I am a woman, and you think we are
+all stupid; but I know this: an illegitimate son cannot inherit... un
+batard!" * she added, as if supposing that this translation of the word
+would effectively prove to Prince Vasili the invalidity of his
+contention.
+
+
+* A bastard.
+
+"Well, really, Catiche! Can't you understand! You are so intelligent,
+how is it you don't see that if the count has written a letter to the
+Emperor begging him to recognize Pierre as legitimate, it follows that
+Pierre will not be Pierre but will become Count Bezukhov, and will then
+inherit everything under the will? And if the will and letter are not
+destroyed, then you will have nothing but the consolation of having been
+dutiful et tout ce qui s'ensuit! * That's certain."
+
+
+* And all that follows therefrom.
+
+"I know the will was made, but I also know that it is invalid; and you,
+mon cousin, seem to consider me a perfect fool," said the princess with
+the expression women assume when they suppose they are saying something
+witty and stinging.
+
+"My dear Princess Catherine Semenovna," began Prince Vasili impatiently,
+"I came here not to wrangle with you, but to talk about your interests
+as with a kinswoman, a good, kind, true relation. And I tell you for the
+tenth time that if the letter to the Emperor and the will in Pierre's
+favor are among the count's papers, then, my dear girl, you and your
+sisters are not heiresses! If you don't believe me, then believe an
+expert. I have just been talking to Dmitri Onufrich" (the family
+solicitor) "and he says the same."
+
+At this a sudden change evidently took place in the princess' ideas; her
+thin lips grew white, though her eyes did not change, and her voice when
+she began to speak passed through such transitions as she herself
+evidently did not expect.
+
+"That would be a fine thing!" said she. "I never wanted anything and I
+don't now."
+
+She pushed the little dog off her lap and smoothed her dress.
+
+"And this is gratitude--this is recognition for those who have
+sacrificed everything for his sake!" she cried. "It's splendid! Fine! I
+don't want anything, Prince."
+
+"Yes, but you are not the only one. There are your sisters..." replied
+Prince Vasili.
+
+But the princess did not listen to him.
+
+"Yes, I knew it long ago but had forgotten. I knew that I could expect
+nothing but meanness, deceit, envy, intrigue, and ingratitude--the
+blackest ingratitude--in this house..."
+
+"Do you or do you not know where that will is?" insisted Prince Vasili,
+his cheeks twitching more than ever.
+
+"Yes, I was a fool! I still believed in people, loved them, and
+sacrificed myself. But only the base, the vile succeed! I know who has
+been intriguing!"
+
+The princess wished to rise, but the prince held her by the hand. She
+had the air of one who has suddenly lost faith in the whole human race.
+She gave her companion an angry glance.
+
+"There is still time, my dear. You must remember, Catiche, that it was
+all done casually in a moment of anger, of illness, and was afterwards
+forgotten. Our duty, my dear, is to rectify his mistake, to ease his
+last moments by not letting him commit this injustice, and not to let
+him die feeling that he is rendering unhappy those who..."
+
+"Who sacrificed everything for him," chimed in the princess, who would
+again have risen had not the prince still held her fast, "though he
+never could appreciate it. No, mon cousin," she added with a sigh, "I
+shall always remember that in this world one must expect no reward, that
+in this world there is neither honor nor justice. In this world one has
+to be cunning and cruel."
+
+"Now come, come! Be reasonable. I know your excellent heart."
+
+"No, I have a wicked heart."
+
+"I know your heart," repeated the prince. "I value your friendship and
+wish you to have as good an opinion of me. Don't upset yourself, and let
+us talk sensibly while there is still time, be it a day or be it but an
+hour.... Tell me all you know about the will, and above all where it is.
+You must know. We will take it at once and show it to the count. He has,
+no doubt, forgotten it and will wish to destroy it. You understand that
+my sole desire is conscientiously to carry out his wishes; that is my
+only reason for being here. I came simply to help him and you."
+
+"Now I see it all! I know who has been intriguing--I know!" cried the
+princess.
+
+"That's not the point, my dear."
+
+"It's that protege of yours, that sweet Princess Drubetskaya, that Anna
+Mikhaylovna whom I would not take for a housemaid... the infamous, vile
+woman!"
+
+"Do not let us lose any time..."
+
+"Ah, don't talk to me! Last winter she wheedled herself in here and told
+the count such vile, disgraceful things about us, especially about
+Sophie--I can't repeat them--that it made the count quite ill and he
+would not see us for a whole fortnight. I know it was then he wrote this
+vile, infamous paper, but I thought the thing was invalid."
+
+"We've got to it at last--why did you not tell me about it sooner?"
+
+"It's in the inlaid portfolio that he keeps under his pillow," said the
+princess, ignoring his question. "Now I know! Yes; if I have a sin, a
+great sin, it is hatred of that vile woman!" almost shrieked the
+princess, now quite changed. "And what does she come worming herself in
+here for? But I will give her a piece of my mind. The time will come!"
+
+
+
+
+CHAPTER XXII
+
+While these conversations were going on in the reception room and the
+princess' room, a carriage containing Pierre (who had been sent for) and
+Anna Mikhaylovna (who found it necessary to accompany him) was driving
+into the court of Count Bezukhov's house. As the wheels rolled softly
+over the straw beneath the windows, Anna Mikhaylovna, having turned with
+words of comfort to her companion, realized that he was asleep in his
+corner and woke him up. Rousing himself, Pierre followed Anna
+Mikhaylovna out of the carriage, and only then began to think of the
+interview with his dying father which awaited him. He noticed that they
+had not come to the front entrance but to the back door. While he was
+getting down from the carriage steps two men, who looked like
+tradespeople, ran hurriedly from the entrance and hid in the shadow of
+the wall. Pausing for a moment, Pierre noticed several other men of the
+same kind hiding in the shadow of the house on both sides. But neither
+Anna Mikhaylovna nor the footman nor the coachman, who could not help
+seeing these people, took any notice of them. "It seems to be all
+right," Pierre concluded, and followed Anna Mikhaylovna. She hurriedly
+ascended the narrow dimly lit stone staircase, calling to Pierre, who
+was lagging behind, to follow. Though he did not see why it was
+necessary for him to go to the count at all, still less why he had to go
+by the back stairs, yet judging by Anna Mikhaylovna's air of assurance
+and haste, Pierre concluded that it was all absolutely necessary.
+Halfway up the stairs they were almost knocked over by some men who,
+carrying pails, came running downstairs, their boots clattering. These
+men pressed close to the wall to let Pierre and Anna Mikhaylovna pass
+and did not evince the least surprise at seeing them there.
+
+"Is this the way to the princesses' apartments?" asked Anna Mikhaylovna
+of one of them.
+
+"Yes," replied a footman in a bold loud voice, as if anything were now
+permissible; "the door to the left, ma'am."
+
+"Perhaps the count did not ask for me," said Pierre when he reached the
+landing. "I'd better go to my own room."
+
+Anna Mikhaylovna paused and waited for him to come up.
+
+"Ah, my friend!" she said, touching his arm as she had done her son's
+when speaking to him that afternoon, "believe me I suffer no less than
+you do, but be a man!"
+
+"But really, hadn't I better go away?" he asked, looking kindly at her
+over his spectacles.
+
+"Ah, my dear friend! Forget the wrongs that may have been done you.
+Think that he is your father... perhaps in the agony of death." She
+sighed. "I have loved you like a son from the first. Trust yourself to
+me, Pierre. I shall not forget your interests."
+
+Pierre did not understand a word, but the conviction that all this had
+to be grew stronger, and he meekly followed Anna Mikhaylovna who was
+already opening a door.
+
+This door led into a back anteroom. An old man, a servant of the
+princesses, sat in a corner knitting a stocking. Pierre had never been
+in this part of the house and did not even know of the existence of
+these rooms. Anna Mikhaylovna, addressing a maid who was hurrying past
+with a decanter on a tray as "my dear" and "my sweet," asked about the
+princess' health and then led Pierre along a stone passage. The first
+door on the left led into the princesses' apartments. The maid with the
+decanter in her haste had not closed the door (everything in the house
+was done in haste at that time), and Pierre and Anna Mikhaylovna in
+passing instinctively glanced into the room, where Prince Vasili and the
+eldest princess were sitting close together talking. Seeing them pass,
+Prince Vasili drew back with obvious impatience, while the princess
+jumped up and with a gesture of desperation slammed the door with all
+her might.
+
+This action was so unlike her usual composure and the fear depicted on
+Prince Vasili's face so out of keeping with his dignity that Pierre
+stopped and glanced inquiringly over his spectacles at his guide. Anna
+Mikhaylovna evinced no surprise, she only smiled faintly and sighed, as
+if to say that this was no more than she had expected.
+
+"Be a man, my friend. I will look after your interests," said she in
+reply to his look, and went still faster along the passage.
+
+Pierre could not make out what it was all about, and still less what
+"watching over his interests" meant, but he decided that all these
+things had to be. From the passage they went into a large, dimly lit
+room adjoining the count's reception room. It was one of those sumptuous
+but cold apartments known to Pierre only from the front approach, but
+even in this room there now stood an empty bath, and water had been
+spilled on the carpet. They were met by a deacon with a censer and by a
+servant who passed out on tiptoe without heeding them. They went into
+the reception room familiar to Pierre, with two Italian windows opening
+into the conservatory, with its large bust and full length portrait of
+Catherine the Great. The same people were still sitting here in almost
+the same positions as before, whispering to one another. All became
+silent and turned to look at the pale tear-worn Anna Mikhaylovna as she
+entered, and at the big stout figure of Pierre who, hanging his head,
+meekly followed her.
+
+Anna Mikhaylovna's face expressed a consciousness that the decisive
+moment had arrived. With the air of a practical Petersburg lady she now,
+keeping Pierre close beside her, entered the room even more boldly than
+that afternoon. She felt that as she brought with her the person the
+dying man wished to see, her own admission was assured. Casting a rapid
+glance at all those in the room and noticing the count's confessor
+there, she glided up to him with a sort of amble, not exactly bowing yet
+seeming to grow suddenly smaller, and respectfully received the blessing
+first of one and then of another priest.
+
+"God be thanked that you are in time," said she to one of the priests;
+"all we relatives have been in such anxiety. This young man is the
+count's son," she added more softly. "What a terrible moment!"
+
+Having said this she went up to the doctor.
+
+"Dear doctor," said she, "this young man is the count's son. Is there
+any hope?"
+
+The doctor cast a rapid glance upwards and silently shrugged his
+shoulders. Anna Mikhaylovna with just the same movement raised her
+shoulders and eyes, almost closing the latter, sighed, and moved away
+from the doctor to Pierre. To him, in a particularly respectful and
+tenderly sad voice, she said:
+
+"Trust in His mercy!" and pointing out a small sofa for him to sit and
+wait for her, she went silently toward the door that everyone was
+watching and it creaked very slightly as she disappeared behind it.
+
+Pierre, having made up his mind to obey his monitress implicitly, moved
+toward the sofa she had indicated. As soon as Anna Mikhaylovna had
+disappeared he noticed that the eyes of all in the room turned to him
+with something more than curiosity and sympathy. He noticed that they
+whispered to one another, casting significant looks at him with a kind
+of awe and even servility. A deference such as he had never before
+received was shown him. A strange lady, the one who had been talking to
+the priests, rose and offered him her seat; an aide-de-camp picked up
+and returned a glove Pierre had dropped; the doctors became respectfully
+silent as he passed by, and moved to make way for him. At first Pierre
+wished to take another seat so as not to trouble the lady, and also to
+pick up the glove himself and to pass round the doctors who were not
+even in his way; but all at once he felt that this would not do, and
+that tonight he was a person obliged to perform some sort of awful rite
+which everyone expected of him, and that he was therefore bound to
+accept their services. He took the glove in silence from the aide-de-
+camp, and sat down in the lady's chair, placing his huge hands
+symmetrically on his knees in the naive attitude of an Egyptian statue,
+and decided in his own mind that all was as it should be, and that in
+order not to lose his head and do foolish things he must not act on his
+own ideas tonight, but must yield himself up entirely to the will of
+those who were guiding him.
+
+Not two minutes had passed before Prince Vasili with head erect
+majestically entered the room. He was wearing his long coat with three
+stars on his breast. He seemed to have grown thinner since the morning;
+his eyes seemed larger than usual when he glanced round and noticed
+Pierre. He went up to him, took his hand (a thing he never used to do),
+and drew it downwards as if wishing to ascertain whether it was firmly
+fixed on.
+
+"Courage, courage, my friend! He has asked to see you. That is well!"
+and he turned to go.
+
+But Pierre thought it necessary to ask: "How is..." and hesitated, not
+knowing whether it would be proper to call the dying man "the count,"
+yet ashamed to call him "father."
+
+"He had another stroke about half an hour ago. Courage, my friend..."
+
+Pierre's mind was in such a confused state that the word "stroke"
+suggested to him a blow from something. He looked at Prince Vasili in
+perplexity, and only later grasped that a stroke was an attack of
+illness. Prince Vasili said something to Lorrain in passing and went
+through the door on tiptoe. He could not walk well on tiptoe and his
+whole body jerked at each step. The eldest princess followed him, and
+the priests and deacons and some servants also went in at the door.
+Through that door was heard a noise of things being moved about, and at
+last Anna Mikhaylovna, still with the same expression, pale but resolute
+in the discharge of duty, ran out and touching Pierre lightly on the arm
+said:
+
+"The divine mercy is inexhaustible! Unction is about to be administered.
+Come."
+
+Pierre went in at the door, stepping on the soft carpet, and noticed
+that the strange lady, the aide-de-camp, and some of the servants, all
+followed him in, as if there were now no further need for permission to
+enter that room.
+
+
+
+
+CHAPTER XXIII
+
+Pierre well knew this large room divided by columns and an arch, its
+walls hung round with Persian carpets. The part of the room behind the
+columns, with a high silk-curtained mahogany bedstead on one side and on
+the other an immense case containing icons, was brightly illuminated
+with red light like a Russian church during evening service. Under the
+gleaming icons stood a long invalid chair, and in that chair on snowy-
+white smooth pillows, evidently freshly changed, Pierre saw--covered to
+the waist by a bright green quilt--the familiar, majestic figure of his
+father, Count Bezukhov, with that gray mane of hair above his broad
+forehead which reminded one of a lion, and the deep characteristically
+noble wrinkles of his handsome, ruddy face. He lay just under the icons;
+his large thick hands outside the quilt. Into the right hand, which was
+lying palm downwards, a wax taper had been thrust between forefinger and
+thumb, and an old servant, bending over from behind the chair, held it
+in position. By the chair stood the priests, their long hair falling
+over their magnificent glittering vestments, with lighted tapers in
+their hands, slowly and solemnly conducting the service. A little behind
+them stood the two younger princesses holding handkerchiefs to their
+eyes, and just in front of them their eldest sister, Catiche, with a
+vicious and determined look steadily fixed on the icons, as though
+declaring to all that she could not answer for herself should she glance
+round. Anna Mikhaylovna, with a meek, sorrowful, and all-forgiving
+expression on her face, stood by the door near the strange lady. Prince
+Vasili in front of the door, near the invalid chair, a wax taper in his
+left hand, was leaning his left arm on the carved back of a velvet chair
+he had turned round for the purpose, and was crossing himself with his
+right hand, turning his eyes upward each time he touched his forehead.
+His face wore a calm look of piety and resignation to the will of God.
+"If you do not understand these sentiments," he seemed to be saying, "so
+much the worse for you!"
+
+Behind him stood the aide-de-camp, the doctors, and the menservants; the
+men and women had separated as in church. All were silently crossing
+themselves, and the reading of the church service, the subdued chanting
+of deep bass voices, and in the intervals sighs and the shuffling of
+feet were the only sounds that could be heard. Anna Mikhaylovna, with an
+air of importance that showed that she felt she quite knew what she was
+about, went across the room to where Pierre was standing and gave him a
+taper. He lit it and, distracted by observing those around him, began
+crossing himself with the hand that held the taper.
+
+Sophie, the rosy, laughter-loving, youngest princess with the mole,
+watched him. She smiled, hid her face in her handkerchief, and remained
+with it hidden for awhile; then looking up and seeing Pierre she again
+began to laugh. She evidently felt unable to look at him without
+laughing, but could not resist looking at him: so to be out of
+temptation she slipped quietly behind one of the columns. In the midst
+of the service the voices of the priests suddenly ceased, they whispered
+to one another, and the old servant who was holding the count's hand got
+up and said something to the ladies. Anna Mikhaylovna stepped forward
+and, stooping over the dying man, beckoned to Lorrain from behind her
+back. The French doctor held no taper; he was leaning against one of the
+columns in a respectful attitude implying that he, a foreigner, in spite
+of all differences of faith, understood the full importance of the rite
+now being performed and even approved of it. He now approached the sick
+man with the noiseless step of one in full vigor of life, with his
+delicate white fingers raised from the green quilt the hand that was
+free, and turning sideways felt the pulse and reflected a moment. The
+sick man was given something to drink, there was a stir around him, then
+the people resumed their places and the service continued. During this
+interval Pierre noticed that Prince Vasili left the chair on which he
+had been leaning, and--with an air which intimated that he knew what he
+was about and if others did not understand him it was so much the worse
+for them--did not go up to the dying man, but passed by him, joined the
+eldest princess, and moved with her to the side of the room where stood
+the high bedstead with its silken hangings. On leaving the bed both
+Prince Vasili and the princess passed out by a back door, but returned
+to their places one after the other before the service was concluded.
+Pierre paid no more attention to this occurrence than to the rest of
+what went on, having made up his mind once for all that what he saw
+happening around him that evening was in some way essential.
+
+The chanting of the service ceased, and the voice of the priest was
+heard respectfully congratulating the dying man on having received the
+sacrament. The dying man lay as lifeless and immovable as before. Around
+him everyone began to stir: steps were audible and whispers, among which
+Anna Mikhaylovna's was the most distinct.
+
+Pierre heard her say:
+
+"Certainly he must be moved onto the bed; here it will be impossible..."
+
+The sick man was so surrounded by doctors, princesses, and servants that
+Pierre could no longer see the reddish-yellow face with its gray mane--
+which, though he saw other faces as well, he had not lost sight of for a
+single moment during the whole service. He judged by the cautious
+movements of those who crowded round the invalid chair that they had
+lifted the dying man and were moving him.
+
+"Catch hold of my arm or you'll drop him!" he heard one of the servants
+say in a frightened whisper. "Catch hold from underneath. Here!"
+exclaimed different voices; and the heavy breathing of the bearers and
+the shuffling of their feet grew more hurried, as if the weight they
+were carrying were too much for them.
+
+As the bearers, among whom was Anna Mikhaylovna, passed the young man he
+caught a momentary glimpse between their heads and backs of the dying
+man's high, stout, uncovered chest and powerful shoulders, raised by
+those who were holding him under the armpits, and of his gray, curly,
+leonine head. This head, with its remarkably broad brow and cheekbones,
+its handsome, sensual mouth, and its cold, majestic expression, was not
+disfigured by the approach of death. It was the same as Pierre
+remembered it three months before, when the count had sent him to
+Petersburg. But now this head was swaying helplessly with the uneven
+movements of the bearers, and the cold listless gaze fixed itself upon
+nothing.
+
+After a few minutes' bustle beside the high bedstead, those who had
+carried the sick man dispersed. Anna Mikhaylovna touched Pierre's hand
+and said, "Come." Pierre went with her to the bed on which the sick man
+had been laid in a stately pose in keeping with the ceremony just
+completed. He lay with his head propped high on the pillows. His hands
+were symmetrically placed on the green silk quilt, the palms downward.
+When Pierre came up the count was gazing straight at him, but with a
+look the significance of which could not be understood by mortal man.
+Either this look meant nothing but that as long as one has eyes they
+must look somewhere, or it meant too much. Pierre hesitated, not knowing
+what to do, and glanced inquiringly at his guide. Anna Mikhaylovna made
+a hurried sign with her eyes, glancing at the sick man's hand and moving
+her lips as if to send it a kiss. Pierre, carefully stretching his neck
+so as not to touch the quilt, followed her suggestion and pressed his
+lips to the large boned, fleshy hand. Neither the hand nor a single
+muscle of the count's face stirred. Once more Pierre looked
+questioningly at Anna Mikhaylovna to see what he was to do next. Anna
+Mikhaylovna with her eyes indicated a chair that stood beside the bed.
+Pierre obediently sat down, his eyes asking if he were doing right. Anna
+Mikhaylovna nodded approvingly. Again Pierre fell into the naively
+symmetrical pose of an Egyptian statue, evidently distressed that his
+stout and clumsy body took up so much room and doing his utmost to look
+as small as possible. He looked at the count, who still gazed at the
+spot where Pierre's face had been before he sat down. Anna Mikhaylovna
+indicated by her attitude her consciousness of the pathetic importance
+of these last moments of meeting between the father and son. This lasted
+about two minutes, which to Pierre seemed an hour. Suddenly the broad
+muscles and lines of the count's face began to twitch. The twitching
+increased, the handsome mouth was drawn to one side (only now did Pierre
+realize how near death his father was), and from that distorted mouth
+issued an indistinct, hoarse sound. Anna Mikhaylovna looked attentively
+at the sick man's eyes, trying to guess what he wanted; she pointed
+first to Pierre, then to some drink, then named Prince Vasili in an
+inquiring whisper, then pointed to the quilt. The eyes and face of the
+sick man showed impatience. He made an effort to look at the servant who
+stood constantly at the head of the bed.
+
+"Wants to turn on the other side," whispered the servant, and got up to
+turn the count's heavy body toward the wall.
+
+Pierre rose to help him.
+
+While the count was being turned over, one of his arms fell back
+helplessly and he made a fruitless effort to pull it forward. Whether he
+noticed the look of terror with which Pierre regarded that lifeless arm,
+or whether some other thought flitted across his dying brain, at any
+rate he glanced at the refractory arm, at Pierre's terror-stricken face,
+and again at the arm, and on his face a feeble, piteous smile appeared,
+quite out of keeping with his features, that seemed to deride his own
+helplessness. At sight of this smile Pierre felt an unexpected quivering
+in his breast and a tickling in his nose, and tears dimmed his eyes. The
+sick man was turned on to his side with his face to the wall. He sighed.
+
+"He is dozing," said Anna Mikhaylovna, observing that one of the
+princesses was coming to take her turn at watching. "Let us go."
+
+Pierre went out.
+
+
+
+
+CHAPTER XXIV
+
+There was now no one in the reception room except Prince Vasili and the
+eldest princess, who were sitting under the portrait of Catherine the
+Great and talking eagerly. As soon as they saw Pierre and his companion
+they became silent, and Pierre thought he saw the princess hide
+something as she whispered:
+
+"I can't bear the sight of that woman."
+
+"Catiche has had tea served in the small drawing room," said Prince
+Vasili to Anna Mikhaylovna. "Go and take something, my poor Anna
+Mikhaylovna, or you will not hold out."
+
+To Pierre he said nothing, merely giving his arm a sympathetic squeeze
+below the shoulder. Pierre went with Anna Mikhaylovna into the small
+drawing room.
+
+"There is nothing so refreshing after a sleepless night as a cup of this
+delicious Russian tea," Lorrain was saying with an air of restrained
+animation as he stood sipping tea from a delicate Chinese handleless cup
+before a table on which tea and a cold supper were laid in the small
+circular room. Around the table all who were at Count Bezukhov's house
+that night had gathered to fortify themselves. Pierre well remembered
+this small circular drawing room with its mirrors and little tables.
+During balls given at the house Pierre, who did not know how to dance,
+had liked sitting in this room to watch the ladies who, as they passed
+through in their ball dresses with diamonds and pearls on their bare
+shoulders, looked at themselves in the brilliantly lighted mirrors which
+repeated their reflections several times. Now this same room was dimly
+lighted by two candles. On one small table tea things and supper dishes
+stood in disorder, and in the middle of the night a motley throng of
+people sat there, not merrymaking, but somberly whispering, and
+betraying by every word and movement that they none of them forgot what
+was happening and what was about to happen in the bedroom. Pierre did
+not eat anything though he would very much have liked to. He looked
+inquiringly at his monitress and saw that she was again going on tiptoe
+to the reception room where they had left Prince Vasili and the eldest
+princess. Pierre concluded that this also was essential, and after a
+short interval followed her. Anna Mikhaylovna was standing beside the
+princess, and they were both speaking in excited whispers.
+
+"Permit me, Princess, to know what is necessary and what is not
+necessary," said the younger of the two speakers, evidently in the same
+state of excitement as when she had slammed the door of her room.
+
+"But, my dear princess," answered Anna Mikhaylovna blandly but
+impressively, blocking the way to the bedroom and preventing the other
+from passing, "won't this be too much for poor Uncle at a moment when he
+needs repose? Worldly conversation at a moment when his soul is already
+prepared..."
+
+Prince Vasili was seated in an easy chair in his familiar attitude, with
+one leg crossed high above the other. His cheeks, which were so flabby
+that they looked heavier below, were twitching violently; but he wore
+the air of a man little concerned in what the two ladies were saying.
+
+"Come, my dear Anna Mikhaylovna, let Catiche do as she pleases. You know
+how fond the count is of her."
+
+"I don't even know what is in this paper," said the younger of the two
+ladies, addressing Prince Vasili and pointing to an inlaid portfolio she
+held in her hand. "All I know is that his real will is in his writing
+table, and this is a paper he has forgotten...."
+
+She tried to pass Anna Mikhaylovna, but the latter sprang so as to bar
+her path.
+
+"I know, my dear, kind princess," said Anna Mikhaylovna, seizing the
+portfolio so firmly that it was plain she would not let go easily. "Dear
+princess, I beg and implore you, have some pity on him! Je vous en
+conjure..."
+
+The princess did not reply. Their efforts in the struggle for the
+portfolio were the only sounds audible, but it was evident that if the
+princess did speak, her words would not be flattering to Anna
+Mikhaylovna. Though the latter held on tenaciously, her voice lost none
+of its honeyed firmness and softness.
+
+"Pierre, my dear, come here. I think he will not be out of place in a
+family consultation; is it not so, Prince?"
+
+"Why don't you speak, cousin?" suddenly shrieked the princess so loud
+that those in the drawing room heard her and were startled. "Why do you
+remain silent when heaven knows who permits herself to interfere, making
+a scene on the very threshold of a dying man's room? Intriguer!" she
+hissed viciously, and tugged with all her might at the portfolio.
+
+But Anna Mikhaylovna went forward a step or two to keep her hold on the
+portfolio, and changed her grip.
+
+Prince Vasili rose. "Oh!" said he with reproach and surprise, "this is
+absurd! Come, let go I tell you."
+
+The princess let go.
+
+"And you too!"
+
+But Anna Mikhaylovna did not obey him.
+
+"Let go, I tell you! I will take the responsibility. I myself will go
+and ask him, I!... does that satisfy you?"
+
+"But, Prince," said Anna Mikhaylovna, "after such a solemn sacrament,
+allow him a moment's peace! Here, Pierre, tell them your opinion," said
+she, turning to the young man who, having come quite close, was gazing
+with astonishment at the angry face of the princess which had lost all
+dignity, and at the twitching cheeks of Prince Vasili.
+
+"Remember that you will answer for the consequences," said Prince Vasili
+severely. "You don't know what you are doing."
+
+"Vile woman!" shouted the princess, darting unexpectedly at Anna
+Mikhaylovna and snatching the portfolio from her.
+
+Prince Vasili bent his head and spread out his hands.
+
+At this moment that terrible door, which Pierre had watched so long and
+which had always opened so quietly, burst noisily open and banged
+against the wall, and the second of the three sisters rushed out
+wringing her hands.
+
+"What are you doing!" she cried vehemently. "He is dying and you leave
+me alone with him!"
+
+Her sister dropped the portfolio. Anna Mikhaylovna, stooping, quickly
+caught up the object of contention and ran into the bedroom. The eldest
+princess and Prince Vasili, recovering themselves, followed her. A few
+minutes later the eldest sister came out with a pale hard face, again
+biting her underlip. At sight of Pierre her expression showed an
+irrepressible hatred.
+
+"Yes, now you may be glad!" said she; "this is what you have been
+waiting for." And bursting into tears she hid her face in her
+handkerchief and rushed from the room.
+
+Prince Vasili came next. He staggered to the sofa on which Pierre was
+sitting and dropped onto it, covering his face with his hand. Pierre
+noticed that he was pale and that his jaw quivered and shook as if in an
+ague.
+
+"Ah, my friend!" said he, taking Pierre by the elbow; and there was in
+his voice a sincerity and weakness Pierre had never observed in it
+before. "How often we sin, how much we deceive, and all for what? I am
+near sixty, dear friend... I too... All will end in death, all! Death is
+awful..." and he burst into tears.
+
+Anna Mikhaylovna came out last. She approached Pierre with slow, quiet
+steps.
+
+"Pierre!" she said.
+
+Pierre gave her an inquiring look. She kissed the young man on his
+forehead, wetting him with her tears. Then after a pause she said:
+
+"He is no more...."
+
+Pierre looked at her over his spectacles.
+
+"Come, I will go with you. Try to weep, nothing gives such relief as
+tears."
+
+She led him into the dark drawing room and Pierre was glad no one could
+see his face. Anna Mikhaylovna left him, and when she returned he was
+fast asleep with his head on his arm.
+
+In the morning Anna Mikhaylovna said to Pierre:
+
+"Yes, my dear, this is a great loss for us all, not to speak of you. But
+God will support you: you are young, and are now, I hope, in command of
+an immense fortune. The will has not yet been opened. I know you well
+enough to be sure that this will not turn your head, but it imposes
+duties on you, and you must be a man."
+
+Pierre was silent.
+
+"Perhaps later on I may tell you, my dear boy, that if I had not been
+there, God only knows what would have happened! You know, Uncle promised
+me only the day before yesterday not to forget Boris. But he had no
+time. I hope, my dear friend, you will carry out your father's wish?"
+
+Pierre understood nothing of all this and coloring shyly looked in
+silence at Princess Anna Mikhaylovna. After her talk with Pierre, Anna
+Mikhaylovna returned to the Rostovs' and went to bed. On waking in the
+morning she told the Rostovs and all her acquaintances the details of
+Count Bezukhov's death. She said the count had died as she would herself
+wish to die, that his end was not only touching but edifying. As to the
+last meeting between father and son, it was so touching that she could
+not think of it without tears, and did not know which had behaved better
+during those awful moments--the father who so remembered everything and
+everybody at last and had spoken such pathetic words to the son, or
+Pierre, whom it had been pitiful to see, so stricken was he with grief,
+though he tried hard to hide it in order not to sadden his dying father.
+"It is painful, but it does one good. It uplifts the soul to see such
+men as the old count and his worthy son," said she. Of the behavior of
+the eldest princess and Prince Vasili she spoke disapprovingly, but in
+whispers and as a great secret.
+
+
+
+
+CHAPTER XXV
+
+At Bald Hills, Prince Nicholas Andreevich Bolkonski's estate, the
+arrival of young Prince Andrew and his wife was daily expected, but this
+expectation did not upset the regular routine of life in the old
+prince's household. General in Chief Prince Nicholas Andreevich
+(nicknamed in society, "the King of Prussia") ever since the Emperor
+Paul had exiled him to his country estate had lived there continuously
+with his daughter, Princess Mary, and her companion, Mademoiselle
+Bourienne. Though in the new reign he was free to return to the
+capitals, he still continued to live in the country, remarking that
+anyone who wanted to see him could come the hundred miles from Moscow to
+Bald Hills, while he himself needed no one and nothing. He used to say
+that there are only two sources of human vice--idleness and
+superstition, and only two virtues--activity and intelligence. He
+himself undertook his daughter's education, and to develop these two
+cardinal virtues in her gave her lessons in algebra and geometry till
+she was twenty, and arranged her life so that her whole time was
+occupied. He was himself always occupied: writing his memoirs, solving
+problems in higher mathematics, turning snuffboxes on a lathe, working
+in the garden, or superintending the building that was always going on
+at his estate. As regularity is a prime condition facilitating activity,
+regularity in his household was carried to the highest point of
+exactitude. He always came to table under precisely the same conditions,
+and not only at the same hour but at the same minute. With those about
+him, from his daughter to his serfs, the prince was sharp and invariably
+exacting, so that without being a hardhearted man he inspired such fear
+and respect as few hardhearted men would have aroused. Although he was
+in retirement and had now no influence in political affairs, every high
+official appointed to the province in which the prince's estate lay
+considered it his duty to visit him and waited in the lofty antechamber
+just as the architect, gardener, or Princess Mary did, till the prince
+appeared punctually to the appointed hour. Everyone sitting in this
+antechamber experienced the same feeling of respect and even fear when
+the enormously high study door opened and showed the figure of a rather
+small old man, with powdered wig, small withered hands, and bushy gray
+eyebrows which, when he frowned, sometimes hid the gleam of his shrewd,
+youthfully glittering eyes.
+
+On the morning of the day that the young couple were to arrive, Princess
+Mary entered the antechamber as usual at the time appointed for the
+morning greeting, crossing herself with trepidation and repeating a
+silent prayer. Every morning she came in like that, and every morning
+prayed that the daily interview might pass off well.
+
+An old powdered manservant who was sitting in the antechamber rose
+quietly and said in a whisper: "Please walk in."
+
+Through the door came the regular hum of a lathe. The princess timidly
+opened the door which moved noiselessly and easily. She paused at the
+entrance. The prince was working at the lathe and after glancing round
+continued his work.
+
+The enormous study was full of things evidently in constant use. The
+large table covered with books and plans, the tall glass-fronted
+bookcases with keys in the locks, the high desk for writing while
+standing up, on which lay an open exercise book, and the lathe with
+tools laid ready to hand and shavings scattered around--all indicated
+continuous, varied, and orderly activity. The motion of the small foot
+shod in a Tartar boot embroidered with silver, and the firm pressure of
+the lean sinewy hand, showed that the prince still possessed the
+tenacious endurance and vigor of hardy old age. After a few more turns
+of the lathe he removed his foot from the pedal, wiped his chisel,
+dropped it into a leather pouch attached to the lathe, and, approaching
+the table, summoned his daughter. He never gave his children a blessing,
+so he simply held out his bristly cheek (as yet unshaven) and, regarding
+her tenderly and attentively, said severely:
+
+"Quite well? All right then, sit down." He took the exercise book
+containing lessons in geometry written by himself and drew up a chair
+with his foot.
+
+"For tomorrow!" said he, quickly finding the page and making a scratch
+from one paragraph to another with his hard nail.
+
+The princess bent over the exercise book on the table.
+
+"Wait a bit, here's a letter for you," said the old man suddenly, taking
+a letter addressed in a woman's hand from a bag hanging above the table,
+onto which he threw it.
+
+At the sight of the letter red patches showed themselves on the
+princess' face. She took it quickly and bent her head over it.
+
+"From Heloise?" asked the prince with a cold smile that showed his still
+sound, yellowish teeth.
+
+"Yes, it's from Julie," replied the princess with a timid glance and a
+timid smile.
+
+"I'll let two more letters pass, but the third I'll read," said the
+prince sternly; "I'm afraid you write much nonsense. I'll read the
+third!"
+
+"Read this if you like, Father," said the princess, blushing still more
+and holding out the letter.
+
+"The third, I said the third!" cried the prince abruptly, pushing the
+letter away, and leaning his elbows on the table he drew toward him the
+exercise book containing geometrical figures.
+
+"Well, madam," he began, stooping over the book close to his daughter
+and placing an arm on the back of the chair on which she sat, so that
+she felt herself surrounded on all sides by the acrid scent of old age
+and tobacco, which she had known so long. "Now, madam, these triangles
+are equal; please note that the angle ABC..."
+
+The princess looked in a scared way at her father's eyes glittering
+close to her; the red patches on her face came and went, and it was
+plain that she understood nothing and was so frightened that her fear
+would prevent her understanding any of her father's further
+explanations, however clear they might be. Whether it was the teacher's
+fault or the pupil's, this same thing happened every day: the princess'
+eyes grew dim, she could not see and could not hear anything, but was
+only conscious of her stern father's withered face close to her, of his
+breath and the smell of him, and could think only of how to get away
+quickly to her own room to make out the problem in peace. The old man
+was beside himself: moved the chair on which he was sitting noisily
+backward and forward, made efforts to control himself and not become
+vehement, but almost always did become vehement, scolded, and sometimes
+flung the exercise book away.
+
+The princess gave a wrong answer.
+
+"Well now, isn't she a fool!" shouted the prince, pushing the book aside
+and turning sharply away; but rising immediately, he paced up and down,
+lightly touched his daughter's hair and sat down again.
+
+He drew up his chair, and continued to explain.
+
+"This won't do, Princess; it won't do," said he, when Princess Mary,
+having taken and closed the exercise book with the next day's lesson,
+was about to leave: "Mathematics are most important, madam! I don't want
+to have you like our silly ladies. Get used to it and you'll like it,"
+and he patted her cheek. "It will drive all the nonsense out of your
+head."
+
+She turned to go, but he stopped her with a gesture and took an uncut
+book from the high desk.
+
+"Here is some sort of Key to the Mysteries that your Heloise has sent
+you. Religious! I don't interfere with anyone's belief... I have looked
+at it. Take it. Well, now go. Go."
+
+He patted her on the shoulder and himself closed the door after her.
+
+Princess Mary went back to her room with the sad, scared expression that
+rarely left her and which made her plain, sickly face yet plainer. She
+sat down at her writing table, on which stood miniature portraits and
+which was littered with books and papers. The princess was as untidy as
+her father was tidy. She put down the geometry book and eagerly broke
+the seal of her letter. It was from her most intimate friend from
+childhood; that same Julie Karagina who had been at the Rostovs' name-
+day party.
+
+Julie wrote in French:
+
+Dear and precious Friend, How terrible and frightful a thing is
+separation! Though I tell myself that half my life and half my happiness
+are wrapped up in you, and that in spite of the distance separating us
+our hearts are united by indissoluble bonds, my heart rebels against
+fate and in spite of the pleasures and distractions around me I cannot
+overcome a certain secret sorrow that has been in my heart ever since we
+parted. Why are we not together as we were last summer, in your big
+study, on the blue sofa, the confidential sofa? Why cannot I now, as
+three months ago, draw fresh moral strength from your look, so gentle,
+calm, and penetrating, a look I loved so well and seem to see before me
+as I write?
+
+Having read thus far, Princess Mary sighed and glanced into the mirror
+which stood on her right. It reflected a weak, ungraceful figure and
+thin face. Her eyes, always sad, now looked with particular hopelessness
+at her reflection in the glass. "She flatters me," thought the princess,
+turning away and continuing to read. But Julie did not flatter her
+friend, the princess' eyes--large, deep and luminous (it seemed as if at
+times there radiated from them shafts of warm light)--were so beautiful
+that very often in spite of the plainness of her face they gave her an
+attraction more powerful than that of beauty. But the princess never saw
+the beautiful expression of her own eyes--the look they had when she was
+not thinking of herself. As with everyone, her face assumed a forced
+unnatural expression as soon as she looked in a glass. She went on
+reading:
+
+All Moscow talks of nothing but war. One of my two brothers is already
+abroad, the other is with the Guards, who are starting on their march to
+the frontier. Our dear Emperor has left Petersburg and it is thought
+intends to expose his precious person to the chances of war. God grant
+that the Corsican monster who is destroying the peace of Europe may be
+overthrown by the angel whom it has pleased the Almighty, in His
+goodness, to give us as sovereign! To say nothing of my brothers, this
+war has deprived me of one of the associations nearest my heart. I mean
+young Nicholas Rostov, who with his enthusiasm could not bear to remain
+inactive and has left the university to join the army. I will confess to
+you, dear Mary, that in spite of his extreme youth his departure for the
+army was a great grief to me. This young man, of whom I spoke to you
+last summer, is so noble-minded and full of that real youthfulness which
+one seldom finds nowadays among our old men of twenty and, particularly,
+he is so frank and has so much heart. He is so pure and poetic that my
+relations with him, transient as they were, have been one of the
+sweetest comforts to my poor heart, which has already suffered so much.
+Someday I will tell you about our parting and all that was said then.
+That is still too fresh. Ah, dear friend, you are happy not to know
+these poignant joys and sorrows. You are fortunate, for the latter are
+generally the stronger! I know very well that Count Nicholas is too
+young ever to be more to me than a friend, but this sweet friendship,
+this poetic and pure intimacy, were what my heart needed. But enough of
+this! The chief news, about which all Moscow gossips, is the death of
+old Count Bezukhov, and his inheritance. Fancy! The three princesses
+have received very little, Prince Vasili nothing, and it is Monsieur
+Pierre who has inherited all the property and has besides been
+recognized as legitimate; so that he is now Count Bezukhov and possessor
+of the finest fortune in Russia. It is rumored that Prince Vasili played
+a very despicable part in this affair and that he returned to Petersburg
+quite crestfallen.
+
+I confess I understand very little about all these matters of wills and
+inheritance; but I do know that since this young man, whom we all used
+to know as plain Monsieur Pierre, has become Count Bezukhov and the
+owner of one of the largest fortunes in Russia, I am much amused to
+watch the change in the tone and manners of the mammas burdened by
+marriageable daughters, and of the young ladies themselves, toward him,
+though, between you and me, he always seemed to me a poor sort of
+fellow. As for the past two years people have amused themselves by
+finding husbands for me (most of whom I don't even know), the
+matchmaking chronicles of Moscow now speak of me as the future Countess
+Bezukhova. But you will understand that I have no desire for the post. A
+propos of marriages: do you know that a while ago that universal auntie
+Anna Mikhaylovna told me, under the seal of strict secrecy, of a plan of
+marriage for you. It is neither more nor less than with Prince Vasili's
+son Anatole, whom they wish to reform by marrying him to someone rich
+and distinguee, and it is on you that his relations' choice has fallen.
+I don't know what you will think of it, but I consider it my duty to let
+you know of it. He is said to be very handsome and a terrible
+scapegrace. That is all I have been able to find out about him.
+
+But enough of gossip. I am at the end of my second sheet of paper, and
+Mamma has sent for me to go and dine at the Apraksins'. Read the
+mystical book I am sending you; it has an enormous success here. Though
+there are things in it difficult for the feeble human mind to grasp, it
+is an admirable book which calms and elevates the soul. Adieu! Give my
+respects to monsieur your father and my compliments to Mademoiselle
+Bourienne. I embrace you as I love you.
+
+JULIE
+
+P.S. Let me have news of your brother and his charming little wife.
+
+The princess pondered awhile with a thoughtful smile and her luminous
+eyes lit up so that her face was entirely transformed. Then she suddenly
+rose and with her heavy tread went up to the table. She took a sheet of
+paper and her hand moved rapidly over it. This is the reply she wrote,
+also in French:
+
+Dear and precious Friend, Your letter of the 13th has given me great
+delight. So you still love me, my romantic Julie? Separation, of which
+you say so much that is bad, does not seem to have had its usual effect
+on you. You complain of our separation. What then should I say, if I
+dared complain, I who am deprived of all who are dear to me? Ah, if we
+had not religion to console us life would be very sad. Why do you
+suppose that I should look severely on your affection for that young
+man? On such matters I am only severe with myself. I understand such
+feelings in others, and if never having felt them I cannot approve of
+them, neither do I condemn them. Only it seems to me that Christian
+love, love of one's neighbor, love of one's enemy, is worthier, sweeter,
+and better than the feelings which the beautiful eyes of a young man can
+inspire in a romantic and loving young girl like yourself.
+
+The news of Count Bezukhov's death reached us before your letter and my
+father was much affected by it. He says the count was the last
+representative but one of the great century, and that it is his own turn
+now, but that he will do all he can to let his turn come as late as
+possible. God preserve us from that terrible misfortune!
+
+I cannot agree with you about Pierre, whom I knew as a child. He always
+seemed to me to have an excellent heart, and that is the quality I value
+most in people. As to his inheritance and the part played by Prince
+Vasili, it is very sad for both. Ah, my dear friend, our divine
+Saviour's words, that it is easier for a camel to go through the eye of
+a needle than for a rich man to enter the Kingdom of God, are terribly
+true. I pity Prince Vasili but am still more sorry for Pierre. So young,
+and burdened with such riches--to what temptations he will be exposed!
+If I were asked what I desire most on earth, it would be to be poorer
+than the poorest beggar. A thousand thanks, dear friend, for the volume
+you have sent me and which has such success in Moscow. Yet since you
+tell me that among some good things it contains others which our weak
+human understanding cannot grasp, it seems to me rather useless to spend
+time in reading what is unintelligible and can therefore bear no fruit.
+I never could understand the fondness some people have for confusing
+their minds by dwelling on mystical books that merely awaken their
+doubts and excite their imagination, giving them a bent for exaggeration
+quite contrary to Christian simplicity. Let us rather read the Epistles
+and Gospels. Let us not seek to penetrate what mysteries they contain;
+for how can we, miserable sinners that we are, know the terrible and
+holy secrets of Providence while we remain in this flesh which forms an
+impenetrable veil between us and the Eternal? Let us rather confine
+ourselves to studying those sublime rules which our divine Saviour has
+left for our guidance here below. Let us try to conform to them and
+follow them, and let us be persuaded that the less we let our feeble
+human minds roam, the better we shall please God, who rejects all
+knowledge that does not come from Him; and the less we seek to fathom
+what He has been pleased to conceal from us, the sooner will He
+vouchsafe its revelation to us through His divine Spirit.
+
+My father has not spoken to me of a suitor, but has only told me that he
+has received a letter and is expecting a visit from Prince Vasili. In
+regard to this project of marriage for me, I will tell you, dear sweet
+friend, that I look on marriage as a divine institution to which we must
+conform. However painful it may be to me, should the Almighty lay the
+duties of wife and mother upon me I shall try to perform them as
+faithfully as I can, without disquieting myself by examining my feelings
+toward him whom He may give me for husband.
+
+I have had a letter from my brother, who announces his speedy arrival at
+Bald Hills with his wife. This pleasure will be but a brief one,
+however, for he will leave us again to take part in this unhappy war
+into which we have been drawn, God knows how or why. Not only where you
+are--at the heart of affairs and of the world--is the talk all of war,
+even here amid fieldwork and the calm of nature--which townsfolk
+consider characteristic of the country--rumors of war are heard and
+painfully felt. My father talks of nothing but marches and
+countermarches, things of which I understand nothing; and the day before
+yesterday during my daily walk through the village I witnessed a
+heartrending scene.... It was a convoy of conscripts enrolled from our
+people and starting to join the army. You should have seen the state of
+the mothers, wives, and children of the men who were going and should
+have heard the sobs. It seems as though mankind has forgotten the laws
+of its divine Saviour, Who preached love and forgiveness of injuries--
+and that men attribute the greatest merit to skill in killing one
+another.
+
+Adieu, dear and kind friend; may our divine Saviour and His most Holy
+Mother keep you in their holy and all-powerful care!
+
+MARY
+
+"Ah, you are sending off a letter, Princess? I have already dispatched
+mine. I have written to my poor mother," said the smiling Mademoiselle
+Bourienne rapidly, in her pleasant mellow tones and with guttural r's.
+She brought into Princess Mary's strenuous, mournful, and gloomy world a
+quite different atmosphere, careless, lighthearted, and self-satisfied.
+
+"Princess, I must warn you," she added, lowering her voice and evidently
+listening to herself with pleasure, and speaking with exaggerated
+grasseyement, "the prince has been scolding Michael Ivanovich. He is in
+a very bad humor, very morose. Be prepared."
+
+"Ah, dear friend," replied Princess Mary, "I have asked you never to
+warn me of the humor my father is in. I do not allow myself to judge him
+and would not have others do so."
+
+The princess glanced at her watch and, seeing that she was five minutes
+late in starting her practice on the clavichord, went into the sitting
+room with a look of alarm. Between twelve and two o'clock, as the day
+was mapped out, the prince rested and the princess played the
+clavichord.
+
+
+
+
+CHAPTER XXVI
+
+The gray-haired valet was sitting drowsily listening to the snoring of
+the prince, who was in his large study. From the far side of the house
+through the closed doors came the sound of difficult passages--twenty
+times repeated--of a sonata by Dussek.
+
+Just then a closed carriage and another with a hood drove up to the
+porch. Prince Andrew got out of the carriage, helped his little wife to
+alight, and let her pass into the house before him. Old Tikhon, wearing
+a wig, put his head out of the door of the antechamber, reported in a
+whisper that the prince was sleeping, and hastily closed the door.
+Tikhon knew that neither the son's arrival nor any other unusual event
+must be allowed to disturb the appointed order of the day. Prince Andrew
+apparently knew this as well as Tikhon; he looked at his watch as if to
+ascertain whether his father's habits had changed since he was at home
+last, and, having assured himself that they had not, he turned to his
+wife.
+
+"He will get up in twenty minutes. Let us go across to Mary's room," he
+said.
+
+The little princess had grown stouter during this time, but her eyes and
+her short, downy, smiling lip lifted when she began to speak just as
+merrily and prettily as ever.
+
+"Why, this is a palace!" she said to her husband, looking around with
+the expression with which people compliment their host at a ball. "Let's
+come, quick, quick!" And with a glance round, she smiled at Tikhon, at
+her husband, and at the footman who accompanied them.
+
+"Is that Mary practicing? Let's go quietly and take her by surprise."
+
+Prince Andrew followed her with a courteous but sad expression.
+
+"You've grown older, Tikhon," he said in passing to the old man, who
+kissed his hand.
+
+Before they reached the room from which the sounds of the clavichord
+came, the pretty, fair haired Frenchwoman, Mademoiselle Bourienne,
+rushed out apparently beside herself with delight.
+
+"Ah! what joy for the princess!" exclaimed she: "At last! I must let her
+know."
+
+"No, no, please not... You are Mademoiselle Bourienne," said the little
+princess, kissing her. "I know you already through my sister-in-law's
+friendship for you. She was not expecting us?"
+
+They went up to the door of the sitting room from which came the sound
+of the oft-repeated passage of the sonata. Prince Andrew stopped and
+made a grimace, as if expecting something unpleasant.
+
+The little princess entered the room. The passage broke off in the
+middle, a cry was heard, then Princess Mary's heavy tread and the sound
+of kissing. When Prince Andrew went in the two princesses, who had only
+met once before for a short time at his wedding, were in each other's
+arms warmly pressing their lips to whatever place they happened to
+touch. Mademoiselle Bourienne stood near them pressing her hand to her
+heart, with a beatific smile and obviously equally ready to cry or to
+laugh. Prince Andrew shrugged his shoulders and frowned, as lovers of
+music do when they hear a false note. The two women let go of one
+another, and then, as if afraid of being too late, seized each other's
+hands, kissing them and pulling them away, and again began kissing each
+other on the face, and then to Prince Andrew's surprise both began to
+cry and kissed again. Mademoiselle Bourienne also began to cry. Prince
+Andrew evidently felt ill at ease, but to the two women it seemed quite
+natural that they should cry, and apparently it never entered their
+heads that it could have been otherwise at this meeting.
+
+"Ah! my dear!... Ah! Mary!" they suddenly exclaimed, and then laughed.
+"I dreamed last night..."--"You were not expecting us?..." "Ah! Mary,
+you have got thinner?..." "And you have grown stouter!..."
+
+"I knew the princess at once," put in Mademoiselle Bourienne.
+
+"And I had no idea!..." exclaimed Princess Mary. "Ah, Andrew, I did not
+see you."
+
+Prince Andrew and his sister, hand in hand, kissed one another, and he
+told her she was still the same crybaby as ever. Princess Mary had
+turned toward her brother, and through her tears the loving, warm,
+gentle look of her large luminous eyes, very beautiful at that moment,
+rested on Prince Andrew's face.
+
+The little princess talked incessantly, her short, downy upper lip
+continually and rapidly touching her rosy nether lip when necessary and
+drawing up again next moment when her face broke into a smile of
+glittering teeth and sparkling eyes. She told of an accident they had
+had on the Spasski Hill which might have been serious for her in her
+condition, and immediately after that informed them that she had left
+all her clothes in Petersburg and that heaven knew what she would have
+to dress in here; and that Andrew had quite changed, and that Kitty
+Odyntsova had married an old man, and that there was a suitor for Mary,
+a real one, but that they would talk of that later. Princess Mary was
+still looking silently at her brother and her beautiful eyes were full
+of love and sadness. It was plain that she was following a train of
+thought independent of her sister-in-law's words. In the midst of a
+description of the last Petersburg fete she addressed her brother:
+
+"So you are really going to the war, Andrew?" she said sighing.
+
+Lise sighed too.
+
+"Yes, and even tomorrow," replied her brother.
+
+"He is leaving me here, God knows why, when he might have had
+promotion..."
+
+Princess Mary did not listen to the end, but continuing her train of
+thought turned to her sister-in-law with a tender glance at her figure.
+
+"Is it certain?" she said.
+
+The face of the little princess changed. She sighed and said: "Yes,
+quite certain. Ah! it is very dreadful..."
+
+Her lip descended. She brought her face close to her sister-in-law's and
+unexpectedly again began to cry.
+
+"She needs rest," said Prince Andrew with a frown. "Don't you, Lise?
+Take her to your room and I'll go to Father. How is he? Just the same?"
+
+"Yes, just the same. Though I don't know what your opinion will be,"
+answered the princess joyfully.
+
+"And are the hours the same? And the walks in the avenues? And the
+lathe?" asked Prince Andrew with a scarcely perceptible smile which
+showed that, in spite of all his love and respect for his father, he was
+aware of his weaknesses.
+
+"The hours are the same, and the lathe, and also the mathematics and my
+geometry lessons," said Princess Mary gleefully, as if her lessons in
+geometry were among the greatest delights of her life.
+
+When the twenty minutes had elapsed and the time had come for the old
+prince to get up, Tikhon came to call the young prince to his father.
+The old man made a departure from his usual routine in honor of his
+son's arrival: he gave orders to admit him to his apartments while he
+dressed for dinner. The old prince always dressed in old-fashioned
+style, wearing an antique coat and powdered hair; and when Prince Andrew
+entered his father's dressing room (not with the contemptuous look and
+manner he wore in drawing rooms, but with the animated face with which
+he talked to Pierre), the old man was sitting on a large leather-covered
+chair, wrapped in a powdering mantle, entrusting his head to Tikhon.
+
+"Ah! here's the warrior! Wants to vanquish Buonaparte?" said the old
+man, shaking his powdered head as much as the tail, which Tikhon was
+holding fast to plait, would allow.
+
+"You at least must tackle him properly, or else if he goes on like this
+he'll soon have us, too, for his subjects! How are you?" And he held out
+his cheek.
+
+The old man was in a good temper after his nap before dinner. (He used
+to say that a nap "after dinner was silver--before dinner, golden.") He
+cast happy, sidelong glances at his son from under his thick, bushy
+eyebrows. Prince Andrew went up and kissed his father on the spot
+indicated to him. He made no reply on his father's favorite topic--
+making fun of the military men of the day, and more particularly of
+Bonaparte.
+
+"Yes, Father, I have come to you and brought my wife who is pregnant,"
+said Prince Andrew, following every movement of his father's face with
+an eager and respectful look. "How is your health?"
+
+"Only fools and rakes fall ill, my boy. You know me: I am busy from
+morning till night and abstemious, so of course I am well."
+
+"Thank God," said his son smiling.
+
+"God has nothing to do with it! Well, go on," he continued, returning to
+his hobby; "tell me how the Germans have taught you to fight Bonaparte
+by this new science you call 'strategy.'"
+
+Prince Andrew smiled.
+
+"Give me time to collect my wits, Father," said he, with a smile that
+showed that his father's foibles did not prevent his son from loving and
+honoring him. "Why, I have not yet had time to settle down!"
+
+"Nonsense, nonsense!" cried the old man, shaking his pigtail to see
+whether it was firmly plaited, and grasping his by the hand. "The house
+for your wife is ready. Princess Mary will take her there and show her
+over, and they'll talk nineteen to the dozen. That's their woman's way!
+I am glad to have her. Sit down and talk. About Mikhelson's army I
+understand--Tolstoy's too... a simultaneous expedition.... But what's
+the southern army to do? Prussia is neutral... I know that. What about
+Austria?" said he, rising from his chair and pacing up and down the room
+followed by Tikhon, who ran after him, handing him different articles of
+clothing. "What of Sweden? How will they cross Pomerania?"
+
+Prince Andrew, seeing that his father insisted, began--at first
+reluctantly, but gradually with more and more animation, and from habit
+changing unconsciously from Russian to French as he went on--to explain
+the plan of operation for the coming campaign. He explained how an army,
+ninety thousand strong, was to threaten Prussia so as to bring her out
+of her neutrality and draw her into the war; how part of that army was
+to join some Swedish forces at Stralsund; how two hundred and twenty
+thousand Austrians, with a hundred thousand Russians, were to operate in
+Italy and on the Rhine; how fifty thousand Russians and as many English
+were to land at Naples, and how a total force of five hundred thousand
+men was to attack the French from different sides. The old prince did
+not evince the least interest during this explanation, but as if he were
+not listening to it continued to dress while walking about, and three
+times unexpectedly interrupted. Once he stopped it by shouting: "The
+white one, the white one!"
+
+This meant that Tikhon was not handing him the waistcoat he wanted.
+Another time he interrupted, saying:
+
+"And will she soon be confined?" and shaking his head reproachfully
+said: "That's bad! Go on, go on."
+
+The third interruption came when Prince Andrew was finishing his
+description. The old man began to sing, in the cracked voice of old age:
+"Malbrook s'en va-t-en guerre. Dieu sait quand reviendra." *
+
+
+* "Marlborough is going to the wars; God knows when he'll return."
+
+His son only smiled.
+
+"I don't say it's a plan I approve of," said the son; "I am only telling
+you what it is. Napoleon has also formed his plan by now, not worse than
+this one."
+
+"Well, you've told me nothing new," and the old man repeated,
+meditatively and rapidly:
+
+"Dieu sait quand reviendra. Go to the dining room."
+
+
+
+
+CHAPTER XXVII
+
+At the appointed hour the prince, powdered and shaven, entered the
+dining room where his daughter-in-law, Princess Mary, and Mademoiselle
+Bourienne were already awaiting him together with his architect, who by
+a strange caprice of his employer's was admitted to table though the
+position of that insignificant individual was such as could certainly
+not have caused him to expect that honor. The prince, who generally kept
+very strictly to social distinctions and rarely admitted even important
+government officials to his table, had unexpectedly selected Michael
+Ivanovich (who always went into a corner to blow his nose on his checked
+handkerchief) to illustrate the theory that all men are equals, and had
+more than once impressed on his daughter that Michael Ivanovich was "not
+a whit worse than you or I." At dinner the prince usually spoke to the
+taciturn Michael Ivanovich more often than to anyone else.
+
+In the dining room, which like all the rooms in the house was
+exceedingly lofty, the members of the household and the footmen--one
+behind each chair--stood waiting for the prince to enter. The head
+butler, napkin on arm, was scanning the setting of the table, making
+signs to the footmen, and anxiously glancing from the clock to the door
+by which the prince was to enter. Prince Andrew was looking at a large
+gilt frame, new to him, containing the genealogical tree of the Princes
+Bolkonski, opposite which hung another such frame with a badly painted
+portrait (evidently by the hand of the artist belonging to the estate)
+of a ruling prince, in a crown--an alleged descendant of Rurik and
+ancestor of the Bolkonskis. Prince Andrew, looking again at that
+genealogical tree, shook his head, laughing as a man laughs who looks at
+a portrait so characteristic of the original as to be amusing.
+
+"How thoroughly like him that is!" he said to Princess Mary, who had
+come up to him.
+
+Princess Mary looked at her brother in surprise. She did not understand
+what he was laughing at. Everything her father did inspired her with
+reverence and was beyond question.
+
+"Everyone has his Achilles' heel," continued Prince Andrew. "Fancy, with
+his powerful mind, indulging in such nonsense!"
+
+Princess Mary could not understand the boldness of her brother's
+criticism and was about to reply, when the expected footsteps were heard
+coming from the study. The prince walked in quickly and jauntily as was
+his wont, as if intentionally contrasting the briskness of his manners
+with the strict formality of his house. At that moment the great clock
+struck two and another with a shrill tone joined in from the drawing
+room. The prince stood still; his lively glittering eyes from under
+their thick, bushy eyebrows sternly scanned all present and rested on
+the little princess. She felt, as courtiers do when the Tsar enters, the
+sensation of fear and respect which the old man inspired in all around
+him. He stroked her hair and then patted her awkwardly on the back of
+her neck.
+
+"I'm glad, glad, to see you," he said, looking attentively into her
+eyes, and then quickly went to his place and sat down. "Sit down, sit
+down! Sit down, Michael Ianovich!"
+
+He indicated a place beside him to his daughter-in-law. A footman moved
+the chair for her.
+
+"Ho, ho!" said the old man, casting his eyes on her rounded figure.
+"You've been in a hurry. That's bad!"
+
+He laughed in his usual dry, cold, unpleasant way, with his lips only
+and not with his eyes.
+
+"You must walk, walk as much as possible, as much as possible," he said.
+
+The little princess did not, or did not wish to, hear his words. She was
+silent and seemed confused. The prince asked her about her father, and
+she began to smile and talk. He asked about mutual acquaintances, and
+she became still more animated and chattered away giving him greetings
+from various people and retelling the town gossip.
+
+"Countess Apraksina, poor thing, has lost her husband and she has cried
+her eyes out," she said, growing more and more lively.
+
+As she became animated the prince looked at her more and more sternly,
+and suddenly, as if he had studied her sufficiently and had formed a
+definite idea of her, he turned away and addressed Michael Ivanovich.
+
+"Well, Michael Ivanovich, our Bonaparte will be having a bad time of it.
+Prince Andrew" (he always spoke thus of his son) "has been telling me
+what forces are being collected against him! While you and I never
+thought much of him."
+
+Michael Ivanovich did not at all know when "you and I" had said such
+things about Bonaparte, but understanding that he was wanted as a peg on
+which to hang the prince's favorite topic, he looked inquiringly at the
+young prince, wondering what would follow.
+
+"He is a great tactician!" said the prince to his son, pointing to the
+architect.
+
+And the conversation again turned on the war, on Bonaparte, and the
+generals and statesmen of the day. The old prince seemed convinced not
+only that all the men of the day were mere babies who did not know the A
+B C of war or of politics, and that Bonaparte was an insignificant
+little Frenchy, successful only because there were no longer any
+Potemkins or Suvorovs left to oppose him; but he was also convinced that
+there were no political difficulties in Europe and no real war, but only
+a sort of puppet show at which the men of the day were playing,
+pretending to do something real. Prince Andrew gaily bore with his
+father's ridicule of the new men, and drew him on and listened to him
+with evident pleasure.
+
+"The past always seems good," said he, "but did not Suvorov himself fall
+into a trap Moreau set him, and from which he did not know how to
+escape?"
+
+"Who told you that? Who?" cried the prince. "Suvorov!" And he jerked
+away his plate, which Tikhon briskly caught. "Suvorov!... Consider,
+Prince Andrew. Two... Frederick and Suvorov; Moreau!... Moreau would
+have been a prisoner if Suvorov had had a free hand; but he had the
+Hofs-kriegs-wurst-schnapps-Rath on his hands. It would have puzzled the
+devil himself! When you get there you'll find out what those Hofs-
+kriegs-wurst-Raths are! Suvorov couldn't manage them so what chance has
+Michael Kutuzov? No, my dear boy," he continued, "you and your generals
+won't get on against Buonaparte; you'll have to call in the French, so
+that birds of a feather may fight together. The German, Pahlen, has been
+sent to New York in America, to fetch the Frenchman, Moreau," he said,
+alluding to the invitation made that year to Moreau to enter the Russian
+service.... "Wonderful!... Were the Potemkins, Suvorovs, and Orlovs
+Germans? No, lad, either you fellows have all lost your wits, or I have
+outlived mine. May God help you, but we'll see what will happen.
+Buonaparte has become a great commander among them! Hm!..."
+
+"I don't at all say that all the plans are good," said Prince Andrew, "I
+am only surprised at your opinion of Bonaparte. You may laugh as much as
+you like, but all the same Bonaparte is a great general!"
+
+"Michael Ivanovich!" cried the old prince to the architect who, busy
+with his roast meat, hoped he had been forgotten: "Didn't I tell you
+Buonaparte was a great tactician? Here, he says the same thing."
+
+"To be sure, your excellency," replied the architect.
+
+The prince again laughed his frigid laugh.
+
+"Buonaparte was born with a silver spoon in his mouth. He has got
+splendid soldiers. Besides he began by attacking Germans. And only
+idlers have failed to beat the Germans. Since the world began everybody
+has beaten the Germans. They beat no one--except one another. He made
+his reputation fighting them."
+
+And the prince began explaining all the blunders which, according to
+him, Bonaparte had made in his campaigns and even in politics. His son
+made no rejoinder, but it was evident that whatever arguments were
+presented he was as little able as his father to change his opinion. He
+listened, refraining from a reply, and involuntarily wondered how this
+old man, living alone in the country for so many years, could know and
+discuss so minutely and acutely all the recent European military and
+political events.
+
+"You think I'm an old man and don't understand the present state of
+affairs?" concluded his father. "But it troubles me. I don't sleep at
+night. Come now, where has this great commander of yours shown his
+skill?" he concluded.
+
+"That would take too long to tell," answered the son.
+
+"Well, then go to your Buonaparte! Mademoiselle Bourienne, here's
+another admirer of that powder-monkey emperor of yours," he exclaimed in
+excellent French.
+
+"You know, Prince, I am not a Bonapartist!"
+
+"Dieu sait quand reviendra..." hummed the prince out of tune and, with a
+laugh still more so, he quitted the table.
+
+The little princess during the whole discussion and the rest of the
+dinner sat silent, glancing with a frightened look now at her father-in-
+law and now at Princess Mary. When they left the table she took her
+sister-in-law's arm and drew her into another room.
+
+"What a clever man your father is," said she; "perhaps that is why I am
+afraid of him."
+
+"Oh, he is so kind!" answered Princess Mary.
+
+
+
+
+CHAPTER XXVIII
+
+Prince Andrew was to leave next evening. The old prince, not altering
+his routine, retired as usual after dinner. The little princess was in
+her sister-in-law's room. Prince Andrew in a traveling coat without
+epaulettes had been packing with his valet in the rooms assigned to him.
+After inspecting the carriage himself and seeing the trunks put in, he
+ordered the horses to be harnessed. Only those things he always kept
+with him remained in his room; a small box, a large canteen fitted with
+silver plate, two Turkish pistols and a saber--a present from his father
+who had brought it from the siege of Ochakov. All these traveling
+effects of Prince Andrew's were in very good order: new, clean, and in
+cloth covers carefully tied with tapes.
+
+When starting on a journey or changing their mode of life, men capable
+of reflection are generally in a serious frame of mind. At such moments
+one reviews the past and plans for the future. Prince Andrew's face
+looked very thoughtful and tender. With his hands behind him he paced
+briskly from corner to corner of the room, looking straight before him
+and thoughtfully shaking his head. Did he fear going to the war, or was
+he sad at leaving his wife?--perhaps both, but evidently he did not wish
+to be seen in that mood, for hearing footsteps in the passage he
+hurriedly unclasped his hands, stopped at a table as if tying the cover
+of the small box, and assumed his usual tranquil and impenetrable
+expression. It was the heavy tread of Princess Mary that he heard.
+
+"I hear you have given orders to harness," she cried, panting (she had
+apparently been running), "and I did so wish to have another talk with
+you alone! God knows how long we may again be parted. You are not angry
+with me for coming? You have changed so, Andrusha," she added, as if to
+explain such a question.
+
+She smiled as she uttered his pet name, "Andrusha." It was obviously
+strange to her to think that this stern handsome man should be Andrusha-
+-the slender mischievous boy who had been her playfellow in childhood.
+
+"And where is Lise?" he asked, answering her question only by a smile.
+
+"She was so tired that she has fallen asleep on the sofa in my room. Oh,
+Andrew! What a treasure of a wife you have," said she, sitting down on
+the sofa, facing her brother. "She is quite a child: such a dear, merry
+child. I have grown so fond of her."
+
+Prince Andrew was silent, but the princess noticed the ironical and
+contemptuous look that showed itself on his face.
+
+"One must be indulgent to little weaknesses; who is free from them,
+Andrew? Don't forget that she has grown up and been educated in society,
+and so her position now is not a rosy one. We should enter into
+everyone's situation. Tout comprendre, c'est tout pardonner. * Think
+what it must be for her, poor thing, after what she has been used to, to
+be parted from her husband and be left alone in the country, in her
+condition! It's very hard."
+
+
+* To understand all is to forgive all.
+
+Prince Andrew smiled as he looked at his sister, as we smile at those we
+think we thoroughly understand.
+
+"You live in the country and don't think the life terrible," he replied.
+
+"I... that's different. Why speak of me? I don't want any other life,
+and can't, for I know no other. But think, Andrew: for a young society
+woman to be buried in the country during the best years of her life, all
+alone--for Papa is always busy, and I... well, you know what poor
+resources I have for entertaining a woman used to the best society.
+There is only Mademoiselle Bourienne...."
+
+"I don't like your Mademoiselle Bourienne at all," said Prince Andrew.
+
+"No? She is very nice and kind and, above all, she's much to be pitied.
+She has no one, no one. To tell the truth, I don't need her, and she's
+even in my way. You know I always was a savage, and now am even more so.
+I like being alone.... Father likes her very much. She and Michael
+Ivanovich are the two people to whom he is always gentle and kind,
+because he has been a benefactor to them both. As Sterne says: 'We don't
+love people so much for the good they have done us, as for the good we
+have done them.' Father took her when she was homeless after losing her
+own father. She is very good-natured, and my father likes her way of
+reading. She reads to him in the evenings and reads splendidly."
+
+"To be quite frank, Mary, I expect Father's character sometimes makes
+things trying for you, doesn't it?" Prince Andrew asked suddenly.
+
+Princess Mary was first surprised and then aghast at this question.
+
+"For me? For me?... Trying for me!..." said she.
+
+"He always was rather harsh; and now I should think he's getting very
+trying," said Prince Andrew, apparently speaking lightly of their father
+in order to puzzle or test his sister.
+
+"You are good in every way, Andrew, but you have a kind of intellectual
+pride," said the princess, following the train of her own thoughts
+rather than the trend of the conversation--"and that's a great sin. How
+can one judge Father? But even if one might, what feeling except
+veneration could such a man as my father evoke? And I am so contented
+and happy with him. I only wish you were all as happy as I am."
+
+Her brother shook his head incredulously.
+
+"The only thing that is hard for me... I will tell you the truth,
+Andrew... is Father's way of treating religious subjects. I don't
+understand how a man of his immense intellect can fail to see what is as
+clear as day, and can go so far astray. That is the only thing that
+makes me unhappy. But even in this I can see lately a shade of
+improvement. His satire has been less bitter of late, and there was a
+monk he received and had a long talk with."
+
+"Ah! my dear, I am afraid you and your monk are wasting your powder,"
+said Prince Andrew banteringly yet tenderly.
+
+"Ah! mon ami, I only pray, and hope that God will hear me. Andrew..."
+she said timidly after a moment's silence, "I have a great favor to ask
+of you."
+
+"What is it, dear?"
+
+"No--promise that you will not refuse! It will give you no trouble and
+is nothing unworthy of you, but it will comfort me. Promise,
+Andrusha!..." said she, putting her hand in her reticule but not yet
+taking out what she was holding inside it, as if what she held were the
+subject of her request and must not be shown before the request was
+granted.
+
+She looked timidly at her brother.
+
+"Even if it were a great deal of trouble..." answered Prince Andrew, as
+if guessing what it was about.
+
+"Think what you please! I know you are just like Father. Think as you
+please, but do this for my sake! Please do! Father's father, our
+grandfather, wore it in all his wars." (She still did not take out what
+she was holding in her reticule.) "So you promise?"
+
+"Of course. What is it?"
+
+"Andrew, I bless you with this icon and you must promise me you will
+never take it off. Do you promise?"
+
+"If it does not weigh a hundredweight and won't break my neck... To
+please you..." said Prince Andrew. But immediately, noticing the pained
+expression his joke had brought to his sister's face, he repented and
+added: "I am glad; really, dear, I am very glad."
+
+"Against your will He will save and have mercy on you and bring you to
+Himself, for in Him alone is truth and peace," said she in a voice
+trembling with emotion, solemnly holding up in both hands before her
+brother a small, oval, antique, dark-faced icon of the Saviour in a gold
+setting, on a finely wrought silver chain.
+
+She crossed herself, kissed the icon, and handed it to Andrew.
+
+"Please, Andrew, for my sake!..."
+
+Rays of gentle light shone from her large, timid eyes. Those eyes lit up
+the whole of her thin, sickly face and made it beautiful. Her brother
+would have taken the icon, but she stopped him. Andrew understood,
+crossed himself and kissed the icon. There was a look of tenderness, for
+he was touched, but also a gleam of irony on his face.
+
+"Thank you, my dear." She kissed him on the forehead and sat down again
+on the sofa. They were silent for a while.
+
+"As I was saying to you, Andrew, be kind and generous as you always used
+to be. Don't judge Lise harshly," she began. "She is so sweet, so good-
+natured, and her position now is a very hard one."
+
+"I do not think I have complained of my wife to you, Masha, or blamed
+her. Why do you say all this to me?"
+
+Red patches appeared on Princess Mary's face and she was silent as if
+she felt guilty.
+
+"I have said nothing to you, but you have already been talked to. And I
+am sorry for that," he went on.
+
+The patches grew deeper on her forehead, neck, and cheeks. She tried to
+say something but could not. Her brother had guessed right: the little
+princess had been crying after dinner and had spoken of her forebodings
+about her confinement, and how she dreaded it, and had complained of her
+fate, her father-in-law, and her husband. After crying she had fallen
+asleep. Prince Andrew felt sorry for his sister.
+
+"Know this, Masha: I can't reproach, have not reproached, and never
+shall reproach my wife with anything, and I cannot reproach myself with
+anything in regard to her; and that always will be so in whatever
+circumstances I may be placed. But if you want to know the truth... if
+you want to know whether I am happy? No! Is she happy? No! But why this
+is so I don't know..."
+
+As he said this he rose, went to his sister, and, stooping, kissed her
+forehead. His fine eyes lit up with a thoughtful, kindly, and
+unaccustomed brightness, but he was looking not at his sister but over
+her head toward the darkness of the open doorway.
+
+"Let us go to her, I must say good-by. Or--go and wake and I'll come in
+a moment. Petrushka!" he called to his valet: "Come here, take these
+away. Put this on the seat and this to the right."
+
+Princess Mary rose and moved to the door, then stopped and said:
+"Andrew, if you had faith you would have turned to God and asked Him to
+give you the love you do not feel, and your prayer would have been
+answered."
+
+"Well, may be!" said Prince Andrew. "Go, Masha; I'll come immediately."
+
+On the way to his sister's room, in the passage which connected one wing
+with the other, Prince Andrew met Mademoiselle Bourienne smiling
+sweetly. It was the third time that day that, with an ecstatic and
+artless smile, she had met him in secluded passages.
+
+"Oh! I thought you were in your room," she said, for some reason
+blushing and dropping her eyes.
+
+Prince Andrew looked sternly at her and an expression of anger suddenly
+came over his face. He said nothing to her but looked at her forehead
+and hair, without looking at her eyes, with such contempt that the
+Frenchwoman blushed and went away without a word. When he reached his
+sister's room his wife was already awake and her merry voice, hurrying
+one word after another, came through the open door. She was speaking as
+usual in French, and as if after long self-restraint she wished to make
+up for lost time.
+
+"No, but imagine the old Countess Zubova, with false curls and her mouth
+full of false teeth, as if she were trying to cheat old age.... Ha, ha,
+ha! Mary!"
+
+This very sentence about Countess Zubova and this same laugh Prince
+Andrew had already heard from his wife in the presence of others some
+five times. He entered the room softly. The little princess, plump and
+rosy, was sitting in an easy chair with her work in her hands, talking
+incessantly, repeating Petersburg reminiscences and even phrases. Prince
+Andrew came up, stroked her hair, and asked if she felt rested after
+their journey. She answered him and continued her chatter.
+
+The coach with six horses was waiting at the porch. It was an autumn
+night, so dark that the coachman could not see the carriage pole.
+Servants with lanterns were bustling about in the porch. The immense
+house was brilliant with lights shining through its lofty windows. The
+domestic serfs were crowding in the hall, waiting to bid good-by to the
+young prince. The members of the household were all gathered in the
+reception hall: Michael Ivanovich, Mademoiselle Bourienne, Princess
+Mary, and the little princess. Prince Andrew had been called to his
+father's study as the latter wished to say good-by to him alone. All
+were waiting for them to come out.
+
+When Prince Andrew entered the study the old man in his old-age
+spectacles and white dressing gown, in which he received no one but his
+son, sat at the table writing. He glanced round.
+
+"Going?" And he went on writing.
+
+"I've come to say good-by."
+
+"Kiss me here," and he touched his cheek: "Thanks, thanks!"
+
+"What do you thank me for?"
+
+"For not dilly-dallying and not hanging to a woman's apron strings. The
+Service before everything. Thanks, thanks!" And he went on writing, so
+that his quill spluttered and squeaked. "If you have anything to say,
+say it. These two things can be done together," he added.
+
+"About my wife... I am ashamed as it is to leave her on your hands..."
+
+"Why talk nonsense? Say what you want."
+
+"When her confinement is due, send to Moscow for an accoucheur.... Let
+him be here...."
+
+The old prince stopped writing and, as if not understanding, fixed his
+stern eyes on his son.
+
+"I know that no one can help if nature does not do her work," said
+Prince Andrew, evidently confused. "I know that out of a million cases
+only one goes wrong, but it is her fancy and mine. They have been
+telling her things. She has had a dream and is frightened."
+
+"Hm... Hm..." muttered the old prince to himself, finishing what he was
+writing. "I'll do it."
+
+He signed with a flourish and suddenly turning to his son began to
+laugh.
+
+"It's a bad business, eh?"
+
+"What is bad, Father?"
+
+"The wife!" said the old prince, briefly and significantly.
+
+"I don't understand!" said Prince Andrew.
+
+"No, it can't be helped, lad," said the prince. "They're all like that;
+one can't unmarry. Don't be afraid; I won't tell anyone, but you know it
+yourself."
+
+He seized his son by the hand with small bony fingers, shook it, looked
+straight into his son's face with keen eyes which seemed to see through
+him, and again laughed his frigid laugh.
+
+The son sighed, thus admitting that his father had understood him. The
+old man continued to fold and seal his letter, snatching up and throwing
+down the wax, the seal, and the paper, with his accustomed rapidity.
+
+"What's to be done? She's pretty! I will do everything. Make your mind
+easy," said he in abrupt sentences while sealing his letter.
+
+Andrew did not speak; he was both pleased and displeased that his father
+understood him. The old man got up and gave the letter to his son.
+
+"Listen!" said he; "don't worry about your wife: what can be done shall
+be. Now listen! Give this letter to Michael Ilarionovich. * I have
+written that he should make use of you in proper places and not keep you
+long as an adjutant: a bad position! Tell him I remember and like him.
+Write and tell me how he receives you. If he is all right--serve him.
+Nicholas Bolkonski's son need not serve under anyone if he is in
+disfavor. Now come here."
+
+
+*Kutuzov.
+
+He spoke so rapidly that he did not finish half his words, but his son
+was accustomed to understand him. He led him to the desk, raised the
+lid, drew out a drawer, and took out an exercise book filled with his
+bold, tall, close handwriting.
+
+"I shall probably die before you. So remember, these are my memoirs;
+hand them to the Emperor after my death. Now here is a Lombard bond and
+a letter; it is a premium for the man who writes a history of Suvorov's
+wars. Send it to the Academy. Here are some jottings for you to read
+when I am gone. You will find them useful."
+
+Andrew did not tell his father that he would no doubt live a long time
+yet. He felt that he must not say it.
+
+"I will do it all, Father," he said.
+
+"Well, now, good-by!" He gave his son his hand to kiss, and embraced
+him. "Remember this, Prince Andrew, if they kill you it will hurt me,
+your old father..." he paused unexpectedly, and then in a querulous
+voice suddenly shrieked: "but if I hear that you have not behaved like a
+son of Nicholas Bolkonski, I shall be ashamed!"
+
+"You need not have said that to me, Father," said the son with a smile.
+
+The old man was silent.
+
+"I also wanted to ask you," continued Prince Andrew, "if I'm killed and
+if I have a son, do not let him be taken away from you--as I said
+yesterday... let him grow up with you.... Please."
+
+"Not let the wife have him?" said the old man, and laughed.
+
+They stood silent, facing one another. The old man's sharp eyes were
+fixed straight on his son's. Something twitched in the lower part of the
+old prince's face.
+
+"We've said good-by. Go!" he suddenly shouted in a loud, angry voice,
+opening his door.
+
+"What is it? What?" asked both princesses when they saw for a moment at
+the door Prince Andrew and the figure of the old man in a white dressing
+gown, spectacled and wigless, shouting in an angry voice.
+
+Prince Andrew sighed and made no reply.
+
+"Well!" he said, turning to his wife.
+
+And this "Well!" sounded coldly ironic, as if he were saying,: "Now go
+through your performance."
+
+"Andrew, already!" said the little princess, turning pale and looking
+with dismay at her husband.
+
+He embraced her. She screamed and fell unconscious on his shoulder.
+
+He cautiously released the shoulder she leaned on, looked into her face,
+and carefully placed her in an easy chair.
+
+"Adieu, Mary," said he gently to his sister, taking her by the hand and
+kissing her, and then he left the room with rapid steps.
+
+The little princess lay in the armchair, Mademoiselle Bourienne chafing
+her temples. Princess Mary, supporting her sister-in-law, still looked
+with her beautiful eyes full of tears at the door through which Prince
+Andrew had gone and made the sign of the cross in his direction. From
+the study, like pistol shots, came the frequent sound of the old man
+angrily blowing his nose. Hardly had Prince Andrew gone when the study
+door opened quickly and the stern figure of the old man in the white
+dressing gown looked out.
+
+"Gone? That's all right!" said he; and looking angrily at the
+unconscious little princess, he shook his head reprovingly and slammed
+the door.
+
+BOOK TWO: 1805
+
+
+
+
+CHAPTER I
+
+In October, 1805, a Russian army was occupying the villages and towns of
+the Archduchy of Austria, and yet other regiments freshly arriving from
+Russia were settling near the fortress of Braunau and burdening the
+inhabitants on whom they were quartered. Braunau was the headquarters of
+the commander-in-chief, Kutuzov.
+
+On October 11, 1805, one of the infantry regiments that had just reached
+Braunau had halted half a mile from the town, waiting to be inspected by
+the commander-in-chief. Despite the un-Russian appearance of the
+locality and surroundings--fruit gardens, stone fences, tiled roofs, and
+hills in the distance--and despite the fact that the inhabitants (who
+gazed with curiosity at the soldiers) were not Russians, the regiment
+had just the appearance of any Russian regiment preparing for an
+inspection anywhere in the heart of Russia.
+
+On the evening of the last day's march an order had been received that
+the commander-in-chief would inspect the regiment on the march. Though
+the words of the order were not clear to the regimental commander, and
+the question arose whether the troops were to be in marching order or
+not, it was decided at a consultation between the battalion commanders
+to present the regiment in parade order, on the principle that it is
+always better to "bow too low than not bow low enough." So the soldiers,
+after a twenty-mile march, were kept mending and cleaning all night long
+without closing their eyes, while the adjutants and company commanders
+calculated and reckoned, and by morning the regiment--instead of the
+straggling, disorderly crowd it had been on its last march the day
+before--presented a well-ordered array of two thousand men each of whom
+knew his place and his duty, had every button and every strap in place,
+and shone with cleanliness. And not only externally was all in order,
+but had it pleased the commander-in-chief to look under the uniforms he
+would have found on every man a clean shirt, and in every knapsack the
+appointed number of articles, "awl, soap, and all," as the soldiers say.
+There was only one circumstance concerning which no one could be at
+ease. It was the state of the soldiers' boots. More than half the men's
+boots were in holes. But this defect was not due to any fault of the
+regimental commander, for in spite of repeated demands boots had not
+been issued by the Austrian commissariat, and the regiment had marched
+some seven hundred miles.
+
+The commander of the regiment was an elderly, choleric, stout, and
+thick-set general with grizzled eyebrows and whiskers, and wider from
+chest to back than across the shoulders. He had on a brand-new uniform
+showing the creases where it had been folded and thick gold epaulettes
+which seemed to stand rather than lie down on his massive shoulders. He
+had the air of a man happily performing one of the most solemn duties of
+his life. He walked about in front of the line and at every step pulled
+himself up, slightly arching his back. It was plain that the commander
+admired his regiment, rejoiced in it, and that his whole mind was
+engrossed by it, yet his strut seemed to indicate that, besides military
+matters, social interests and the fair sex occupied no small part of his
+thoughts.
+
+"Well, Michael Mitrich, sir?" he said, addressing one of the battalion
+commanders who smilingly pressed forward (it was plain that they both
+felt happy). "We had our hands full last night. However, I think the
+regiment is not a bad one, eh?"
+
+The battalion commander perceived the jovial irony and laughed.
+
+"It would not be turned off the field even on the Tsaritsin Meadow."
+
+"What?" asked the commander.
+
+At that moment, on the road from the town on which signalers had been
+posted, two men appeared on horse back. They were an aide-de-camp
+followed by a Cossack.
+
+The aide-de-camp was sent to confirm the order which had not been
+clearly worded the day before, namely, that the commander-in-chief
+wished to see the regiment just in the state in which it had been on the
+march: in their greatcoats, and packs, and without any preparation
+whatever.
+
+A member of the Hofkriegsrath from Vienna had come to Kutuzov the day
+before with proposals and demands for him to join up with the army of
+the Archduke Ferdinand and Mack, and Kutuzov, not considering this
+junction advisable, meant, among other arguments in support of his view,
+to show the Austrian general the wretched state in which the troops
+arrived from Russia. With this object he intended to meet the regiment;
+so the worse the condition it was in, the better pleased the commander-
+in-chief would be. Though the aide-de-camp did not know these
+circumstances, he nevertheless delivered the definite order that the men
+should be in their greatcoats and in marching order, and that the
+commander-in-chief would otherwise be dissatisfied. On hearing this the
+regimental commander hung his head, silently shrugged his shoulders, and
+spread out his arms with a choleric gesture.
+
+"A fine mess we've made of it!" he remarked.
+
+"There now! Didn't I tell you, Michael Mitrich, that if it was said 'on
+the march' it meant in greatcoats?" said he reproachfully to the
+battalion commander. "Oh, my God!" he added, stepping resolutely
+forward. "Company commanders!" he shouted in a voice accustomed to
+command. "Sergeants major!... How soon will he be here?" he asked the
+aide-de-camp with a respectful politeness evidently relating to the
+personage he was referring to.
+
+"In an hour's time, I should say."
+
+"Shall we have time to change clothes?"
+
+"I don't know, General...."
+
+The regimental commander, going up to the line himself, ordered the
+soldiers to change into their greatcoats. The company commanders ran off
+to their companies, the sergeants major began bustling (the greatcoats
+were not in very good condition), and instantly the squares that had up
+to then been in regular order and silent began to sway and stretch and
+hum with voices. On all sides soldiers were running to and fro, throwing
+up their knapsacks with a jerk of their shoulders and pulling the straps
+over their heads, unstrapping their overcoats and drawing the sleeves on
+with upraised arms.
+
+In half an hour all was again in order, only the squares had become gray
+instead of black. The regimental commander walked with his jerky steps
+to the front of the regiment and examined it from a distance.
+
+"Whatever is this? This!" he shouted and stood still. "Commander of the
+third company!"
+
+"Commander of the third company wanted by the general!... commander to
+the general... third company to the commander." The words passed along
+the lines and an adjutant ran to look for the missing officer.
+
+When the eager but misrepeated words had reached their destination in a
+cry of: "The general to the third company," the missing officer appeared
+from behind his company and, though he was a middle-aged man and not in
+the habit of running, trotted awkwardly stumbling on his toes toward the
+general. The captain's face showed the uneasiness of a schoolboy who is
+told to repeat a lesson he has not learned. Spots appeared on his nose,
+the redness of which was evidently due to intemperance, and his mouth
+twitched nervously. The general looked the captain up and down as he
+came up panting, slackening his pace as he approached.
+
+"You will soon be dressing your men in petticoats! What is this?"
+shouted the regimental commander, thrusting forward his jaw and pointing
+at a soldier in the ranks of the third company in a greatcoat of bluish
+cloth, which contrasted with the others. "What have you been after? The
+commander in chief is expected and you leave your place? Eh? I'll teach
+you to dress the men in fancy coats for a parade.... Eh...?"
+
+The commander of the company, with his eyes fixed on his superior,
+pressed two fingers more and more rigidly to his cap, as if in this
+pressure lay his only hope of salvation.
+
+"Well, why don't you speak? Whom have you got there dressed up as a
+Hungarian?" said the commander with an austere gibe.
+
+"Your excellency..."
+
+"Well, your excellency, what? Your excellency! But what about your
+excellency?... nobody knows."
+
+"Your excellency, it's the officer Dolokhov, who has been reduced to the
+ranks," said the captain softly.
+
+"Well? Has he been degraded into a field marshal, or into a soldier? If
+a soldier, he should be dressed in regulation uniform like the others."
+
+"Your excellency, you gave him leave yourself, on the march."
+
+"Gave him leave? Leave? That's just like you young men," said the
+regimental commander cooling down a little. "Leave indeed.... One says a
+word to you and you... What?" he added with renewed irritation, "I beg
+you to dress your men decently."
+
+And the commander, turning to look at the adjutant, directed his jerky
+steps down the line. He was evidently pleased at his own display of
+anger and walking up to the regiment wished to find a further excuse for
+wrath. Having snapped at an officer for an unpolished badge, at another
+because his line was not straight, he reached the third company.
+
+"H-o-o-w are you standing? Where's your leg? Your leg?" shouted the
+commander with a tone of suffering in his voice, while there were still
+five men between him and Dolokhov with his bluish-gray uniform.
+
+Dolokhov slowly straightened his bent knee, looking straight with his
+clear, insolent eyes in the general's face.
+
+"Why a blue coat? Off with it... Sergeant major! Change his coat... the
+ras..." he did not finish.
+
+"General, I must obey orders, but I am not bound to endure..." Dolokhov
+hurriedly interrupted.
+
+"No talking in the ranks!... No talking, no talking!"
+
+"Not bound to endure insults," Dolokhov concluded in loud, ringing
+tones.
+
+The eyes of the general and the soldier met. The general became silent,
+angrily pulling down his tight scarf.
+
+"I request you to have the goodness to change your coat," he said as he
+turned away.
+
+
+
+
+CHAPTER II
+
+"He's coming!" shouted the signaler at that moment.
+
+The regimental commander, flushing, ran to his horse, seized the stirrup
+with trembling hands, threw his body across the saddle, righted himself,
+drew his saber, and with a happy and resolute countenance, opening his
+mouth awry, prepared to shout. The regiment fluttered like a bird
+preening its plumage and became motionless.
+
+"Att-ention!" shouted the regimental commander in a soul-shaking voice
+which expressed joy for himself, severity for the regiment, and welcome
+for the approaching chief.
+
+Along the broad country road, edged on both sides by trees, came a high,
+light blue Viennese caleche, slightly creaking on its springs and drawn
+by six horses at a smart trot. Behind the caleche galloped the suite and
+a convoy of Croats. Beside Kutuzov sat an Austrian general, in a white
+uniform that looked strange among the Russian black ones. The caleche
+stopped in front of the regiment. Kutuzov and the Austrian general were
+talking in low voices and Kutuzov smiled slightly as treading heavily he
+stepped down from the carriage just as if those two thousand men
+breathlessly gazing at him and the regimental commander did not exist.
+
+The word of command rang out, and again the regiment quivered, as with a
+jingling sound it presented arms. Then amidst a dead silence the feeble
+voice of the commander-in-chief was heard. The regiment roared, "Health
+to your ex... len... len... lency!" and again all became silent. At
+first Kutuzov stood still while the regiment moved; then he and the
+general in white, accompanied by the suite, walked between the ranks.
+
+From the way the regimental commander saluted the commander-in-chief and
+devoured him with his eyes, drawing himself up obsequiously, and from
+the way he walked through the ranks behind the generals, bending forward
+and hardly able to restrain his jerky movements, and from the way he
+darted forward at every word or gesture of the commander-in-chief, it
+was evident that he performed his duty as a subordinate with even
+greater zeal than his duty as a commander. Thanks to the strictness and
+assiduity of its commander the regiment, in comparison with others that
+had reached Braunau at the same time, was in splendid condition. There
+were only 217 sick and stragglers. Everything was in good order except
+the boots.
+
+Kutuzov walked through the ranks, sometimes stopping to say a few
+friendly words to officers he had known in the Turkish war, sometimes
+also to the soldiers. Looking at their boots he several times shook his
+head sadly, pointing them out to the Austrian general with an expression
+which seemed to say that he was not blaming anyone, but could not help
+noticing what a bad state of things it was. The regimental commander ran
+forward on each such occasion, fearing to miss a single word of the
+commander-in-chief's regarding the regiment. Behind Kutuzov, at a
+distance that allowed every softly spoken word to be heard, followed
+some twenty men of his suite. These gentlemen talked among themselves
+and sometimes laughed. Nearest of all to the commander-in-chief walked a
+handsome adjutant. This was Prince Bolkonski. Beside him was his comrade
+Nesvitski, a tall staff officer, extremely stout, with a kindly,
+smiling, handsome face and moist eyes. Nesvitski could hardly keep from
+laughter provoked by a swarthy hussar officer who walked beside him.
+This hussar, with a grave face and without a smile or a change in the
+expression of his fixed eyes, watched the regimental commander's back
+and mimicked his every movement. Each time the commander started and
+bent forward, the hussar started and bent forward in exactly the same
+manner. Nesvitski laughed and nudged the others to make them look at the
+wag.
+
+Kutuzov walked slowly and languidly past thousands of eyes which were
+starting from their sockets to watch their chief. On reaching the third
+company he suddenly stopped. His suite, not having expected this,
+involuntarily came closer to him.
+
+"Ah, Timokhin!" said he, recognizing the red-nosed captain who had been
+reprimanded on account of the blue greatcoat.
+
+One would have thought it impossible for a man to stretch himself more
+than Timokhin had done when he was reprimanded by the regimental
+commander, but now that the commander-in-chief addressed him he drew
+himself up to such an extent that it seemed he could not have sustained
+it had the commander-in-chief continued to look at him, and so Kutuzov,
+who evidently understood his case and wished him nothing but good,
+quickly turned away, a scarcely perceptible smile flitting over his
+scarred and puffy face.
+
+"Another Ismail comrade," said he. "A brave officer! Are you satisfied
+with him?" he asked the regimental commander.
+
+And the latter--unconscious that he was being reflected in the hussar
+officer as in a looking glass--started, moved forward, and answered:
+"Highly satisfied, your excellency!"
+
+"We all have our weaknesses," said Kutuzov smiling and walking away from
+him. "He used to have a predilection for Bacchus."
+
+The regimental commander was afraid he might be blamed for this and did
+not answer. The hussar at that moment noticed the face of the red-nosed
+captain and his drawn-in stomach, and mimicked his expression and pose
+with such exactitude that Nesvitski could not help laughing. Kutuzov
+turned round. The officer evidently had complete control of his face,
+and while Kutuzov was turning managed to make a grimace and then assume
+a most serious, deferential, and innocent expression.
+
+The third company was the last, and Kutuzov pondered, apparently trying
+to recollect something. Prince Andrew stepped forward from among the
+suite and said in French:
+
+"You told me to remind you of the officer Dolokhov, reduced to the ranks
+in this regiment."
+
+"Where is Dolokhov?" asked Kutuzov.
+
+Dolokhov, who had already changed into a soldier's gray greatcoat, did
+not wait to be called. The shapely figure of the fair-haired soldier,
+with his clear blue eyes, stepped forward from the ranks, went up to the
+commander in chief, and presented arms.
+
+"Have you a complaint to make?" Kutuzov asked with a slight frown.
+
+"This is Dolokhov," said Prince Andrew.
+
+"Ah!" said Kutuzov. "I hope this will be a lesson to you. Do your duty.
+The Emperor is gracious, and I shan't forget you if you deserve well."
+
+The clear blue eyes looked at the commander-in-chief just as boldly as
+they had looked at the regimental commander, seeming by their expression
+to tear open the veil of convention that separates a commander-in-chief
+so widely from a private.
+
+"One thing I ask of your excellency," Dolokhov said in his firm,
+ringing, deliberate voice. "I ask an opportunity to atone for my fault
+and prove my devotion to His Majesty the Emperor and to Russia!"
+
+Kutuzov turned away. The same smile of the eyes with which he had turned
+from Captain Timokhin again flitted over his face. He turned away with a
+grimace as if to say that everything Dolokhov had said to him and
+everything he could say had long been known to him, that he was weary of
+it and it was not at all what he wanted. He turned away and went to the
+carriage.
+
+The regiment broke up into companies, which went to their appointed
+quarters near Braunau, where they hoped to receive boots and clothes and
+to rest after their hard marches.
+
+"You won't bear me a grudge, Prokhor Ignatych?" said the regimental
+commander, overtaking the third company on its way to its quarters and
+riding up to Captain Timokhin who was walking in front. (The regimental
+commander's face now that the inspection was happily over beamed with
+irrepressible delight.) "It's in the Emperor's service... it can't be
+helped... one is sometimes a bit hasty on parade... I am the first to
+apologize, you know me!... He was very pleased!" And he held out his
+hand to the captain.
+
+"Don't mention it, General, as if I'd be so bold!" replied the captain,
+his nose growing redder as he gave a smile which showed where two front
+teeth were missing that had been knocked out by the butt end of a gun at
+Ismail.
+
+"And tell Mr. Dolokhov that I won't forget him--he may be quite easy.
+And tell me, please--I've been meaning to ask--how is he behaving
+himself, and in general..."
+
+"As far as the service goes he is quite punctilious, your excellency;
+but his character..." said Timokhin.
+
+"And what about his character?" asked the regimental commander.
+
+"It's different on different days," answered the captain. "One day he is
+sensible, well educated, and good-natured, and the next he's a wild
+beast.... In Poland, if you please, he nearly killed a Jew."
+
+"Oh, well, well!" remarked the regimental commander. "Still, one must
+have pity on a young man in misfortune. You know he has important
+connections... Well, then, you just..."
+
+"I will, your excellency," said Timokhin, showing by his smile that he
+understood his commander's wish.
+
+"Well, of course, of course!"
+
+The regimental commander sought out Dolokhov in the ranks and, reining
+in his horse, said to him:
+
+"After the next affair... epaulettes."
+
+Dolokhov looked round but did not say anything, nor did the mocking
+smile on his lips change.
+
+"Well, that's all right," continued the regimental commander. "A cup of
+vodka for the men from me," he added so that the soldiers could hear. "I
+thank you all! God be praised!" and he rode past that company and
+overtook the next one.
+
+"Well, he's really a good fellow, one can serve under him," said
+Timokhin to the subaltern beside him.
+
+"In a word, a hearty one..." said the subaltern, laughing (the
+regimental commander was nicknamed King of Hearts).
+
+The cheerful mood of their officers after the inspection infected the
+soldiers. The company marched on gaily. The soldiers' voices could be
+heard on every side.
+
+"And they said Kutuzov was blind of one eye?"
+
+"And so he is! Quite blind!"
+
+"No, friend, he is sharper-eyed than you are. Boots and leg bands... he
+noticed everything..."
+
+"When he looked at my feet, friend... well, thinks I..."
+
+"And that other one with him, the Austrian, looked as if he were smeared
+with chalk--as white as flour! I suppose they polish him up as they do
+the guns."
+
+"I say, Fedeshon!... Did he say when the battles are to begin? You were
+near him. Everybody said that Buonaparte himself was at Braunau."
+
+"Buonaparte himself!... Just listen to the fool, what he doesn't know!
+The Prussians are up in arms now. The Austrians, you see, are putting
+them down. When they've been put down, the war with Buonaparte will
+begin. And he says Buonaparte is in Braunau! Shows you're a fool. You'd
+better listen more carefully!"
+
+"What devils these quartermasters are! See, the fifth company is turning
+into the village already... they will have their buckwheat cooked before
+we reach our quarters."
+
+"Give me a biscuit, you devil!"
+
+"And did you give me tobacco yesterday? That's just it, friend! Ah,
+well, never mind, here you are."
+
+"They might call a halt here or we'll have to do another four miles
+without eating."
+
+"Wasn't it fine when those Germans gave us lifts! You just sit still and
+are drawn along."
+
+"And here, friend, the people are quite beggarly. There they all seemed
+to be Poles--all under the Russian crown--but here they're all regular
+Germans."
+
+"Singers to the front" came the captain's order.
+
+And from the different ranks some twenty men ran to the front. A
+drummer, their leader, turned round facing the singers, and flourishing
+his arm, began a long-drawn-out soldiers' song, commencing with the
+words: "Morning dawned, the sun was rising," and concluding: "On then,
+brothers, on to glory, led by Father Kamenski." This song had been
+composed in the Turkish campaign and now being sung in Austria, the only
+change being that the words "Father Kamenski" were replaced by "Father
+Kutuzov."
+
+Having jerked out these last words as soldiers do and waved his arms as
+if flinging something to the ground, the drummer--a lean, handsome
+soldier of forty--looked sternly at the singers and screwed up his eyes.
+Then having satisfied himself that all eyes were fixed on him, he raised
+both arms as if carefully lifting some invisible but precious object
+above his head and, holding it there for some seconds, suddenly flung it
+down and began:
+
+"Oh, my bower, oh, my bower...!"
+
+"Oh, my bower new...!" chimed in twenty voices, and the castanet player,
+in spite of the burden of his equipment, rushed out to the front and,
+walking backwards before the company, jerked his shoulders and
+flourished his castanets as if threatening someone. The soldiers,
+swinging their arms and keeping time spontaneously, marched with long
+steps. Behind the company the sound of wheels, the creaking of springs,
+and the tramp of horses' hoofs were heard. Kutuzov and his suite were
+returning to the town. The commander-in-chief made a sign that the men
+should continue to march at ease, and he and all his suite showed
+pleasure at the sound of the singing and the sight of the dancing
+soldier and the gay and smartly marching men. In the second file from
+the right flank, beside which the carriage passed the company, a blue-
+eyed soldier involuntarily attracted notice. It was Dolokhov marching
+with particular grace and boldness in time to the song and looking at
+those driving past as if he pitied all who were not at that moment
+marching with the company. The hussar cornet of Kutuzov's suite who had
+mimicked the regimental commander, fell back from the carriage and rode
+up to Dolokhov.
+
+Hussar cornet Zherkov had at one time, in Petersburg, belonged to the
+wild set led by Dolokhov. Zherkov had met Dolokhov abroad as a private
+and had not seen fit to recognize him. But now that Kutuzov had spoken
+to the gentleman ranker, he addressed him with the cordiality of an old
+friend.
+
+"My dear fellow, how are you?" said he through the singing, making his
+horse keep pace with the company.
+
+"How am I?" Dolokhov answered coldly. "I am as you see."
+
+The lively song gave a special flavor to the tone of free and easy
+gaiety with which Zherkov spoke, and to the intentional coldness of
+Dolokhov's reply.
+
+"And how do you get on with the officers?" inquired Zherkov.
+
+"All right. They are good fellows. And how have you wriggled onto the
+staff?"
+
+"I was attached; I'm on duty."
+
+Both were silent.
+
+"She let the hawk fly upward from her wide right sleeve," went the song,
+arousing an involuntary sensation of courage and cheerfulness. Their
+conversation would probably have been different but for the effect of
+that song.
+
+"Is it true that Austrians have been beaten?" asked Dolokhov.
+
+"The devil only knows! They say so."
+
+"I'm glad," answered Dolokhov briefly and clearly, as the song demanded.
+
+"I say, come round some evening and we'll have a game of faro!" said
+Zherkov.
+
+"Why, have you too much money?"
+
+"Do come."
+
+"I can't. I've sworn not to. I won't drink and won't play till I get
+reinstated."
+
+"Well, that's only till the first engagement."
+
+"We shall see."
+
+They were again silent.
+
+"Come if you need anything. One can at least be of use on the staff..."
+
+Dolokhov smiled. "Don't trouble. If I want anything, I won't beg--I'll
+take it!"
+
+"Well, never mind; I only..."
+
+"And I only..."
+
+"Good-bye."
+
+"Good health..."
+
+
+"It's a long, long way. To my native land..."
+
+Zherkov touched his horse with the spurs; it pranced excitedly from foot
+to foot uncertain with which to start, then settled down, galloped past
+the company, and overtook the carriage, still keeping time to the song.
+
+
+
+
+CHAPTER III
+
+On returning from the review, Kutuzov took the Austrian general into his
+private room and, calling his adjutant, asked for some papers relating
+to the condition of the troops on their arrival, and the letters that
+had come from the Archduke Ferdinand, who was in command of the advanced
+army. Prince Andrew Bolkonski came into the room with the required
+papers. Kutuzov and the Austrian member of the Hofkriegsrath were
+sitting at the table on which a plan was spread out.
+
+"Ah!..." said Kutuzov glancing at Bolkonski as if by this exclamation he
+was asking the adjutant to wait, and he went on with the conversation in
+French.
+
+"All I can say, General," said he with a pleasant elegance of expression
+and intonation that obliged one to listen to each deliberately spoken
+word. It was evident that Kutuzov himself listened with pleasure to his
+own voice. "All I can say, General, is that if the matter depended on my
+personal wishes, the will of His Majesty the Emperor Francis would have
+been fulfilled long ago. I should long ago have joined the archduke. And
+believe me on my honour that to me personally it would be a pleasure to
+hand over the supreme command of the army into the hands of a better
+informed and more skillful general--of whom Austria has so many--and to
+lay down all this heavy responsibility. But circumstances are sometimes
+too strong for us, General."
+
+And Kutuzov smiled in a way that seemed to say, "You are quite at
+liberty not to believe me and I don't even care whether you do or not,
+but you have no grounds for telling me so. And that is the whole point."
+
+The Austrian general looked dissatisfied, but had no option but to reply
+in the same tone.
+
+"On the contrary," he said, in a querulous and angry tone that
+contrasted with his flattering words, "on the contrary, your
+excellency's participation in the common action is highly valued by His
+Majesty; but we think the present delay is depriving the splendid
+Russian troops and their commander of the laurels they have been
+accustomed to win in their battles," he concluded his evidently
+prearranged sentence.
+
+Kutuzov bowed with the same smile.
+
+"But that is my conviction, and judging by the last letter with which
+His Highness the Archduke Ferdinand has honored me, I imagine that the
+Austrian troops, under the direction of so skillful a leader as General
+Mack, have by now already gained a decisive victory and no longer need
+our aid," said Kutuzov.
+
+The general frowned. Though there was no definite news of an Austrian
+defeat, there were many circumstances confirming the unfavorable rumors
+that were afloat, and so Kutuzov's suggestion of an Austrian victory
+sounded much like irony. But Kutuzov went on blandly smiling with the
+same expression, which seemed to say that he had a right to suppose so.
+And, in fact, the last letter he had received from Mack's army informed
+him of a victory and stated strategically the position of the army was
+very favorable.
+
+"Give me that letter," said Kutuzov turning to Prince Andrew. "Please
+have a look at it"--and Kutuzov with an ironical smile about the corners
+of his mouth read to the Austrian general the following passage, in
+German, from the Archduke Ferdinand's letter:
+
+We have fully concentrated forces of nearly seventy thousand men with
+which to attack and defeat the enemy should he cross the Lech. Also, as
+we are masters of Ulm, we cannot be deprived of the advantage of
+commanding both sides of the Danube, so that should the enemy not cross
+the Lech, we can cross the Danube, throw ourselves on his line of
+communications, recross the river lower down, and frustrate his
+intention should he try to direct his whole force against our faithful
+ally. We shall therefore confidently await the moment when the Imperial
+Russian army will be fully equipped, and shall then, in conjunction with
+it, easily find a way to prepare for the enemy the fate he deserves.
+
+Kutuzov sighed deeply on finishing this paragraph and looked at the
+member of the Hofkriegsrath mildly and attentively.
+
+"But you know the wise maxim your excellency, advising one to expect the
+worst," said the Austrian general, evidently wishing to have done with
+jests and to come to business. He involuntarily looked round at the
+aide-de-camp.
+
+"Excuse me, General," interrupted Kutuzov, also turning to Prince
+Andrew. "Look here, my dear fellow, get from Kozlovski all the reports
+from our scouts. Here are two letters from Count Nostitz and here is one
+from His Highness the Archduke Ferdinand and here are these," he said,
+handing him several papers, "make a neat memorandum in French out of all
+this, showing all the news we have had of the movements of the Austrian
+army, and then give it to his excellency."
+
+Prince Andrew bowed his head in token of having understood from the
+first not only what had been said but also what Kutuzov would have liked
+to tell him. He gathered up the papers and with a bow to both, stepped
+softly over the carpet and went out into the waiting room.
+
+Though not much time had passed since Prince Andrew had left Russia, he
+had changed greatly during that period. In the expression of his face,
+in his movements, in his walk, scarcely a trace was left of his former
+affected languor and indolence. He now looked like a man who has time to
+think of the impression he makes on others, but is occupied with
+agreeable and interesting work. His face expressed more satisfaction
+with himself and those around him, his smile and glance were brighter
+and more attractive.
+
+Kutuzov, whom he had overtaken in Poland, had received him very kindly,
+promised not to forget him, distinguished him above the other adjutants,
+and had taken him to Vienna and given him the more serious commissions.
+From Vienna Kutuzov wrote to his old comrade, Prince Andrew's father.
+
+Your son bids fair to become an officer distinguished by his industry,
+firmness, and expedition. I consider myself fortunate to have such a
+subordinate by me.
+
+On Kutuzov's staff, among his fellow officers and in the army generally,
+Prince Andrew had, as he had had in Petersburg society, two quite
+opposite reputations. Some, a minority, acknowledged him to be different
+from themselves and from everyone else, expected great things of him,
+listened to him, admired, and imitated him, and with them Prince Andrew
+was natural and pleasant. Others, the majority, disliked him and
+considered him conceited, cold, and disagreeable. But among these people
+Prince Andrew knew how to take his stand so that they respected and even
+feared him.
+
+Coming out of Kutuzov's room into the waiting room with the papers in
+his hand Prince Andrew came up to his comrade, the aide-de-camp on duty,
+Kozlovski, who was sitting at the window with a book.
+
+"Well, Prince?" asked Kozlovski.
+
+"I am ordered to write a memorandum explaining why we are not
+advancing."
+
+"And why is it?"
+
+Prince Andrew shrugged his shoulders.
+
+"Any news from Mack?"
+
+"No."
+
+"If it were true that he has been beaten, news would have come."
+
+"Probably," said Prince Andrew moving toward the outer door.
+
+But at that instant a tall Austrian general in a greatcoat, with the
+order of Maria Theresa on his neck and a black bandage round his head,
+who had evidently just arrived, entered quickly, slamming the door.
+Prince Andrew stopped short.
+
+"Commander in Chief Kutuzov?" said the newly arrived general speaking
+quickly with a harsh German accent, looking to both sides and advancing
+straight toward the inner door.
+
+"The commander-in-chief is engaged," said Kozlovski, going hurriedly up
+to the unknown general and blocking his way to the door. "Whom shall I
+announce?"
+
+The unknown general looked disdainfully down at Kozlovski, who was
+rather short, as if surprised that anyone should not know him.
+
+"The commander-in-chief is engaged," repeated Kozlovski calmly.
+
+The general's face clouded, his lips quivered and trembled. He took out
+a notebook, hurriedly scribbled something in pencil, tore out the leaf,
+gave it to Kozlovski, stepped quickly to the window, and threw himself
+into a chair, gazing at those in the room as if asking, "Why do they
+look at me?" Then he lifted his head, stretched his neck as if he
+intended to say something, but immediately, with affected indifference,
+began to hum to himself, producing a queer sound which immediately broke
+off. The door of the private room opened and Kutuzov appeared in the
+doorway. The general with the bandaged head bent forward as though
+running away from some danger, and, making long, quick strides with his
+thin legs, went up to Kutuzov.
+
+"Vous voyez le malheureux Mack," he uttered in a broken voice.
+
+Kutuzov's face as he stood in the open doorway remained perfectly
+immobile for a few moments. Then wrinkles ran over his face like a wave
+and his forehead became smooth again, he bowed his head respectfully,
+closed his eyes, silently let Mack enter his room before him, and closed
+the door himself behind him.
+
+The report which had been circulated that the Austrians had been beaten
+and that the whole army had surrendered at Ulm proved to be correct.
+Within half an hour adjutants had been sent in various directions with
+orders which showed that the Russian troops, who had hitherto been
+inactive, would also soon have to meet the enemy.
+
+Prince Andrew was one of those rare staff officers whose chief interest
+lay in the general progress of the war. When he saw Mack and heard the
+details of his disaster he understood that half the campaign was lost,
+understood all the difficulties of the Russian army's position, and
+vividly imagined what awaited it and the part he would have to play.
+Involuntarily he felt a joyful agitation at the thought of the
+humiliation of arrogant Austria and that in a week's time he might,
+perhaps, see and take part in the first Russian encounter with the
+French since Suvorov met them. He feared that Bonaparte's genius might
+outweigh all the courage of the Russian troops, and at the same time
+could not admit the idea of his hero being disgraced.
+
+Excited and irritated by these thoughts Prince Andrew went toward his
+room to write to his father, to whom he wrote every day. In the corridor
+he met Nesvitski, with whom he shared a room, and the wag Zherkov; they
+were as usual laughing.
+
+"Why are you so glum?" asked Nesvitski noticing Prince Andrew's pale
+face and glittering eyes.
+
+"There's nothing to be gay about," answered Bolkonski.
+
+Just as Prince Andrew met Nesvitski and Zherkov, there came toward them
+from the other end of the corridor, Strauch, an Austrian general who on
+Kutuzov's staff in charge of the provisioning of the Russian army, and
+the member of the Hofkriegsrath who had arrived the previous evening.
+There was room enough in the wide corridor for the generals to pass the
+three officers quite easily, but Zherkov, pushing Nesvitski aside with
+his arm, said in a breathless voice,
+
+"They're coming!... they're coming!... Stand aside, make way, please
+make way!"
+
+The generals were passing by, looking as if they wished to avoid
+embarrassing attentions. On the face of the wag Zherkov there suddenly
+appeared a stupid smile of glee which he seemed unable to suppress.
+
+"Your excellency," said he in German, stepping forward and addressing
+the Austrian general, "I have the honor to congratulate you."
+
+He bowed his head and scraped first with one foot and then with the
+other, awkwardly, like a child at a dancing lesson.
+
+The member of the Hofkriegsrath looked at him severely but, seeing the
+seriousness of his stupid smile, could not but give him a moment's
+attention. He screwed up his eyes showing that he was listening.
+
+"I have the honor to congratulate you. General Mack has arrived, quite
+well, only a little bruised just here," he added, pointing with a
+beaming smile to his head.
+
+The general frowned, turned away, and went on.
+
+"Gott, wie naiv!" * said he angrily, after he had gone a few steps.
+
+
+* "Good God, what simplicity!"
+
+Nesvitski with a laugh threw his arms round Prince Andrew, but
+Bolkonski, turning still paler, pushed him away with an angry look and
+turned to Zherkov. The nervous irritation aroused by the appearance of
+Mack, the news of his defeat, and the thought of what lay before the
+Russian army found vent in anger at Zherkov's untimely jest.
+
+"If you, sir, choose to make a buffoon of yourself," he said sharply,
+with a slight trembling of the lower jaw, "I can't prevent your doing
+so; but I warn you that if you dare to play the fool in my presence, I
+will teach you to behave yourself."
+
+Nesvitski and Zherkov were so surprised by this outburst that they gazed
+at Bolkonski silently with wide-open eyes.
+
+"What's the matter? I only congratulated them," said Zherkov.
+
+"I am not jesting with you; please be silent!" cried Bolkonski, and
+taking Nesvitski's arm he left Zherkov, who did not know what to say.
+
+"Come, what's the matter, old fellow?" said Nesvitski trying to soothe
+him.
+
+"What's the matter?" exclaimed Prince Andrew standing still in his
+excitement. "Don't you understand that either we are officers serving
+our Tsar and our country, rejoicing in the successes and grieving at the
+misfortunes of our common cause, or we are merely lackeys who care
+nothing for their master's business. Quarante mille hommes massacres et
+l'armee de nos allies detruite, et vous trouvez la le mot pour rire," *
+he said, as if strengthening his views by this French sentence. "C'est
+bien pour un garcon de rien comme cet individu dont vous avez fait un
+ami, mais pas pour vous, pas pour vous. *(2) Only a hobbledehoy could
+amuse himself in this way," he added in Russian--but pronouncing the
+word with a French accent--having noticed that Zherkov could still hear
+him.
+
+
+* "Forty thousand men massacred and the army of our allies destroyed,
+and you find that a cause for jesting!"
+
+* (2) "It is all very well for that good-for-nothing fellow of whom you
+have made a friend, but not for you, not for you."
+
+He waited a moment to see whether the cornet would answer, but he turned
+and went out of the corridor.
+
+
+
+
+CHAPTER IV
+
+The Pavlograd Hussars were stationed two miles from Braunau. The
+squadron in which Nicholas Rostov served as a cadet was quartered in the
+German village of Salzeneck. The best quarters in the village were
+assigned to cavalry-captain Denisov, the squadron commander, known
+throughout the whole cavalry division as Vaska Denisov. Cadet Rostov,
+ever since he had overtaken the regiment in Poland, had lived with the
+squadron commander.
+
+On October 11, the day when all was astir at headquarters over the news
+of Mack's defeat, the camp life of the officers of this squadron was
+proceeding as usual. Denisov, who had been losing at cards all night,
+had not yet come home when Rostov rode back early in the morning from a
+foraging expedition. Rostov in his cadet uniform, with a jerk to his
+horse, rode up to the porch, swung his leg over the saddle with a supple
+youthful movement, stood for a moment in the stirrup as if loathe to
+part from his horse, and at last sprang down and called to his orderly.
+
+"Ah, Bondarenko, dear friend!" said he to the hussar who rushed up
+headlong to the horse. "Walk him up and down, my dear fellow," he
+continued, with that gay brotherly cordiality which goodhearted young
+people show to everyone when they are happy.
+
+"Yes, your excellency," answered the Ukrainian gaily, tossing his head.
+
+"Mind, walk him up and down well!"
+
+Another hussar also rushed toward the horse, but Bondarenko had already
+thrown the reins of the snaffle bridle over the horse's head. It was
+evident that the cadet was liberal with his tips and that it paid to
+serve him. Rostov patted the horse's neck and then his flank, and
+lingered for a moment.
+
+"Splendid! What a horse he will be!" he thought with a smile, and
+holding up his saber, his spurs jingling, he ran up the steps of the
+porch. His landlord, who in a waistcoat and a pointed cap, pitchfork in
+hand, was clearing manure from the cowhouse, looked out, and his face
+immediately brightened on seeing Rostov. "Schon gut Morgen! Schon gut
+Morgen!" * he said winking with a merry smile, evidently pleased to
+greet the young man.
+
+
+* "A very good morning! A very good morning!"
+
+"Schon fleissig?" * said Rostov with the same gay brotherly smile which
+did not leave his eager face. "Hoch Oestreicher! Hoch Russen! Kaiser
+Alexander hoch!" *(2) said he, quoting words often repeated by the
+German landlord.
+
+
+* "Busy already?"
+
+* (2) "Hurrah for the Austrians! Hurrah for the Russians! Hurrah for
+Emperor Alexander!"
+
+The German laughed, came out of the cowshed, pulled off his cap, and
+waving it above his head cried:
+
+"Und die ganze Welt hoch!" *
+
+
+* "And hurrah for the whole world!"
+
+Rostov waved his cap above his head like the German and cried laughing,
+"Und vivat die ganze Welt!" Though neither the German cleaning his
+cowshed nor Rostov back with his platoon from foraging for hay had any
+reason for rejoicing, they looked at each other with joyful delight and
+brotherly love, wagged their heads in token of their mutual affection,
+and parted smiling, the German returning to his cowshed and Rostov going
+to the cottage he occupied with Denisov.
+
+"What about your master?" he asked Lavrushka, Denisov's orderly, whom
+all the regiment knew for a rogue.
+
+"Hasn't been in since the evening. Must have been losing," answered
+Lavrushka. "I know by now, if he wins he comes back early to brag about
+it, but if he stays out till morning it means he's lost and will come
+back in a rage. Will you have coffee?"
+
+"Yes, bring some."
+
+Ten minutes later Lavrushka brought the coffee. "He's coming!" said he.
+"Now for trouble!" Rostov looked out of the window and saw Denisov
+coming home. Denisov was a small man with a red face, sparkling black
+eyes, and black tousled mustache and hair. He wore an unfastened cloak,
+wide breeches hanging down in creases, and a crumpled shako on the back
+of his head. He came up to the porch gloomily, hanging his head.
+
+"Lavwuska!" he shouted loudly and angrily, "take it off, blockhead!"
+
+"Well, I am taking it off," replied Lavrushka's voice.
+
+"Ah, you're up already," said Denisov, entering the room.
+
+"Long ago," answered Rostov, "I have already been for the hay, and have
+seen Fraulein Mathilde."
+
+"Weally! And I've been losing, bwother. I lost yesterday like a damned
+fool!" cried Denisov, not pronouncing his r's. "Such ill luck! Such ill
+luck. As soon as you left, it began and went on. Hullo there! Tea!"
+
+Puckering up his face though smiling, and showing his short strong
+teeth, he began with stubby fingers of both hands to ruffle up his thick
+tangled black hair.
+
+"And what devil made me go to that wat?" (an officer nicknamed "the
+rat") he said, rubbing his forehead and whole face with both hands.
+"Just fancy, he didn't let me win a single cahd, not one cahd."
+
+He took the lighted pipe that was offered to him, gripped it in his
+fist, and tapped it on the floor, making the sparks fly, while he
+continued to shout.
+
+"He lets one win the singles and collahs it as soon as one doubles it;
+gives the singles and snatches the doubles!"
+
+He scattered the burning tobacco, smashed the pipe, and threw it away.
+Then he remained silent for a while, and all at once looked cheerfully
+with his glittering, black eyes at Rostov.
+
+"If at least we had some women here; but there's nothing foh one to do
+but dwink. If we could only get to fighting soon. Hullo, who's there?"
+he said, turning to the door as he heard a tread of heavy boots and the
+clinking of spurs that came to a stop, and a respectful cough.
+
+"The squadron quartermaster!" said Lavrushka.
+
+Denisov's face puckered still more.
+
+"Wetched!" he muttered, throwing down a purse with some gold in it.
+"Wostov, deah fellow, just see how much there is left and shove the
+purse undah the pillow," he said, and went out to the quartermaster.
+
+Rostov took the money and, mechanically arranging the old and new coins
+in separate piles, began counting them.
+
+"Ah! Telyanin! How d'ye do? They plucked me last night," came Denisov's
+voice from the next room.
+
+"Where? At Bykov's, at the rat's... I knew it," replied a piping voice,
+and Lieutenant Telyanin, a small officer of the same squadron, entered
+the room.
+
+Rostov thrust the purse under the pillow and shook the damp little hand
+which was offered him. Telyanin for some reason had been transferred
+from the Guards just before this campaign. He behaved very well in the
+regiment but was not liked; Rostov especially detested him and was
+unable to overcome or conceal his groundless antipathy to the man.
+
+"Well, young cavalryman, how is my Rook behaving?" he asked. (Rook was a
+young horse Telyanin had sold to Rostov.)
+
+The lieutenant never looked the man he was speaking to straight in the
+face; his eyes continually wandered from one object to another.
+
+"I saw you riding this morning..." he added.
+
+"Oh, he's all right, a good horse," answered Rostov, though the horse
+for which he had paid seven hundred rubbles was not worth half that sum.
+"He's begun to go a little lame on the left foreleg," he added.
+
+"The hoof's cracked! That's nothing. I'll teach you what to do and show
+you what kind of rivet to use."
+
+"Yes, please do," said Rostov.
+
+"I'll show you, I'll show you! It's not a secret. And it's a horse
+you'll thank me for."
+
+"Then I'll have it brought round," said Rostov wishing to avoid
+Telyanin, and he went out to give the order.
+
+In the passage Denisov, with a pipe, was squatting on the threshold
+facing the quartermaster who was reporting to him. On seeing Rostov,
+Denisov screwed up his face and pointing over his shoulder with his
+thumb to the room where Telyanin was sitting, he frowned and gave a
+shudder of disgust.
+
+"Ugh! I don't like that fellow," he said, regardless of the
+quartermaster's presence.
+
+Rostov shrugged his shoulders as much as to say: "Nor do I, but what's
+one to do?" and, having given his order, he returned to Telyanin.
+
+Telyanin was sitting in the same indolent pose in which Rostov had left
+him, rubbing his small white hands.
+
+"Well there certainly are disgusting people," thought Rostov as he
+entered.
+
+"Have you told them to bring the horse?" asked Telyanin, getting up and
+looking carelessly about him.
+
+"I have."
+
+"Let us go ourselves. I only came round to ask Denisov about yesterday's
+order. Have you got it, Denisov?"
+
+"Not yet. But where are you off to?"
+
+"I want to teach this young man how to shoe a horse," said Telyanin.
+
+They went through the porch and into the stable. The lieutenant
+explained how to rivet the hoof and went away to his own quarters.
+
+When Rostov went back there was a bottle of vodka and a sausage on the
+table. Denisov was sitting there scratching with his pen on a sheet of
+paper. He looked gloomily in Rostov's face and said: "I am witing to
+her."
+
+He leaned his elbows on the table with his pen in his hand and,
+evidently glad of a chance to say quicker in words what he wanted to
+write, told Rostov the contents of his letter.
+
+"You see, my fwiend," he said, "we sleep when we don't love. We are
+childwen of the dust... but one falls in love and one is a God, one is
+pua' as on the first day of cweation... Who's that now? Send him to the
+devil, I'm busy!" he shouted to Lavrushka, who went up to him not in the
+least abashed.
+
+"Who should it be? You yourself told him to come. It's the quartermaster
+for the money."
+
+Denisov frowned and was about to shout some reply but stopped.
+
+"Wetched business," he muttered to himself. "How much is left in the
+puhse?" he asked, turning to Rostov.
+
+"Seven new and three old imperials."
+
+"Oh, it's wetched! Well, what are you standing there for, you sca'cwow?
+Call the quahtehmasteh," he shouted to Lavrushka.
+
+"Please, Denisov, let me lend you some: I have some, you know," said
+Rostov, blushing.
+
+"Don't like bowwowing from my own fellows, I don't," growled Denisov.
+
+"But if you won't accept money from me like a comrade, you will offend
+me. Really I have some," Rostov repeated.
+
+"No, I tell you."
+
+And Denisov went to the bed to get the purse from under the pillow.
+
+"Where have you put it, Wostov?"
+
+"Under the lower pillow."
+
+"It's not there."
+
+Denisov threw both pillows on the floor. The purse was not there.
+
+"That's a miwacle."
+
+"Wait, haven't you dropped it?" said Rostov, picking up the pillows one
+at a time and shaking them.
+
+He pulled off the quilt and shook it. The purse was not there.
+
+"Dear me, can I have forgotten? No, I remember thinking that you kept it
+under your head like a treasure," said Rostov. "I put it just here.
+Where is it?" he asked, turning to Lavrushka.
+
+"I haven't been in the room. It must be where you put it."
+
+"But it isn't?..."
+
+"You're always like that; you thwow a thing down anywhere and forget it.
+Feel in your pockets."
+
+"No, if I hadn't thought of it being a treasure," said Rostov, "but I
+remember putting it there."
+
+Lavrushka turned all the bedding over, looked under the bed and under
+the table, searched everywhere, and stood still in the middle of the
+room. Denisov silently watched Lavrushka's movements, and when the
+latter threw up his arms in surprise saying it was nowhere to be found
+Denisov glanced at Rostov.
+
+"Wostov, you've not been playing schoolboy twicks..."
+
+Rostov felt Denisov's gaze fixed on him, raised his eyes, and instantly
+dropped them again. All the blood which had seemed congested somewhere
+below his throat rushed to his face and eyes. He could not draw breath.
+
+"And there hasn't been anyone in the room except the lieutenant and
+yourselves. It must be here somewhere," said Lavrushka.
+
+"Now then, you devil's puppet, look alive and hunt for it!" shouted
+Denisov, suddenly, turning purple and rushing at the man with a
+threatening gesture. "If the purse isn't found I'll flog you, I'll flog
+you all."
+
+Rostov, his eyes avoiding Denisov, began buttoning his coat, buckled on
+his saber, and put on his cap.
+
+"I must have that purse, I tell you," shouted Denisov, shaking his
+orderly by the shoulders and knocking him against the wall.
+
+"Denisov, let him alone, I know who has taken it," said Rostov, going
+toward the door without raising his eyes. Denisov paused, thought a
+moment, and, evidently understanding what Rostov hinted at, seized his
+arm.
+
+"Nonsense!" he cried, and the veins on his forehead and neck stood out
+like cords. "You are mad, I tell you. I won't allow it. The purse is
+here! I'll flay this scoundwel alive, and it will be found."
+
+"I know who has taken it," repeated Rostov in an unsteady voice, and
+went to the door.
+
+"And I tell you, don't you dahe to do it!" shouted Denisov, rushing at
+the cadet to restrain him.
+
+But Rostov pulled away his arm and, with as much anger as though Denisov
+were his worst enemy, firmly fixed his eyes directly on his face.
+
+"Do you understand what you're saying?" he said in a trembling voice.
+"There was no one else in the room except myself. So that if it is not
+so, then..."
+
+He could not finish, and ran out of the room.
+
+"Ah, may the devil take you and evewybody," were the last words Rostov
+heard.
+
+Rostov went to Telyanin's quarters.
+
+"The master is not in, he's gone to headquarters," said Telyanin's
+orderly. "Has something happened?" he added, surprised at the cadet's
+troubled face.
+
+"No, nothing."
+
+"You've only just missed him," said the orderly.
+
+The headquarters were situated two miles away from Salzeneck, and
+Rostov, without returning home, took a horse and rode there. There was
+an inn in the village which the officers frequented. Rostov rode up to
+it and saw Telyanin's horse at the porch.
+
+In the second room of the inn the lieutenant was sitting over a dish of
+sausages and a bottle of wine.
+
+"Ah, you've come here too, young man!" he said, smiling and raising his
+eyebrows.
+
+"Yes," said Rostov as if it cost him a great deal to utter the word; and
+he sat down at the nearest table.
+
+Both were silent. There were two Germans and a Russian officer in the
+room. No one spoke and the only sounds heard were the clatter of knives
+and the munching of the lieutenant.
+
+When Telyanin had finished his lunch he took out of his pocket a double
+purse and, drawing its rings aside with his small, white, turned-up
+fingers, drew out a gold imperial, and lifting his eyebrows gave it to
+the waiter.
+
+"Please be quick," he said.
+
+The coin was a new one. Rostov rose and went up to Telyanin.
+
+"Allow me to look at your purse," he said in a low, almost inaudible,
+voice.
+
+With shifting eyes but eyebrows still raised, Telyanin handed him the
+purse.
+
+"Yes, it's a nice purse. Yes, yes," he said, growing suddenly pale, and
+added, "Look at it, young man."
+
+Rostov took the purse in his hand, examined it and the money in it, and
+looked at Telyanin. The lieutenant was looking about in his usual way
+and suddenly seemed to grow very merry.
+
+"If we get to Vienna I'll get rid of it there but in these wretched
+little towns there's nowhere to spend it," said he. "Well, let me have
+it, young man, I'm going."
+
+Rostov did not speak.
+
+"And you? Are you going to have lunch too? They feed you quite decently
+here," continued Telyanin. "Now then, let me have it."
+
+He stretched out his hand to take hold of the purse. Rostov let go of
+it. Telyanin took the purse and began carelessly slipping it into the
+pocket of his riding breeches, with his eyebrows lifted and his mouth
+slightly open, as if to say, "Yes, yes, I am putting my purse in my
+pocket and that's quite simple and is no one else's business."
+
+"Well, young man?" he said with a sigh, and from under his lifted brows
+he glanced into Rostov's eyes.
+
+Some flash as of an electric spark shot from Telyanin's eyes to Rostov's
+and back, and back again and again in an instant.
+
+"Come here," said Rostov, catching hold of Telyanin's arm and almost
+dragging him to the window. "That money is Denisov's; you took it..." he
+whispered just above Telyanin's ear.
+
+"What? What? How dare you? What?" said Telyanin.
+
+But these words came like a piteous, despairing cry and an entreaty for
+pardon. As soon as Rostov heard them, an enormous load of doubt fell
+from him. He was glad, and at the same instant began to pity the
+miserable man who stood before him, but the task he had begun had to be
+completed.
+
+"Heaven only knows what the people here may imagine," muttered Telyanin,
+taking up his cap and moving toward a small empty room. "We must have an
+explanation..."
+
+"I know it and shall prove it," said Rostov.
+
+"I..."
+
+Every muscle of Telyanin's pale, terrified face began to quiver, his
+eyes still shifted from side to side but with a downward look not rising
+to Rostov's face, and his sobs were audible.
+
+"Count!... Don't ruin a young fellow... here is this wretched money,
+take it..." He threw it on the table. "I have an old father and
+mother!..."
+
+Rostov took the money, avoiding Telyanin's eyes, and went out of the
+room without a word. But at the door he stopped and then retraced his
+steps. "O God," he said with tears in his eyes, "how could you do it?"
+
+"Count..." said Telyanin drawing nearer to him.
+
+"Don't touch me," said Rostov, drawing back. "If you need it, take the
+money," and he threw the purse to him and ran out of the inn.
+
+
+
+
+CHAPTER V
+
+That same evening there was an animated discussion among the squadron's
+officers in Denisov's quarters.
+
+"And I tell you, Rostov, that you must apologize to the colonel!" said a
+tall, grizzly-haired staff captain, with enormous mustaches and many
+wrinkles on his large features, to Rostov who was crimson with
+excitement.
+
+The staff captain, Kirsten, had twice been reduced to the ranks for
+affairs of honor and had twice regained his commission.
+
+"I will allow no one to call me a liar!" cried Rostov. "He told me I
+lied, and I told him he lied. And there it rests. He may keep me on duty
+every day, or may place me under arrest, but no one can make me
+apologize, because if he, as commander of this regiment, thinks it
+beneath his dignity to give me satisfaction, then..."
+
+"You just wait a moment, my dear fellow, and listen," interrupted the
+staff captain in his deep bass, calmly stroking his long mustache. "You
+tell the colonel in the presence of other officers that an officer has
+stolen..."
+
+"I'm not to blame that the conversation began in the presence of other
+officers. Perhaps I ought not to have spoken before them, but I am not a
+diplomatist. That's why I joined the hussars, thinking that here one
+would not need finesse; and he tells me that I am lying--so let him give
+me satisfaction..."
+
+"That's all right. No one thinks you a coward, but that's not the point.
+Ask Denisov whether it is not out of the question for a cadet to demand
+satisfaction of his regimental commander?"
+
+Denisov sat gloomily biting his mustache and listening to the
+conversation, evidently with no wish to take part in it. He answered the
+staff captain's question by a disapproving shake of his head.
+
+"You speak to the colonel about this nasty business before other
+officers," continued the staff captain, "and Bogdanich" (the colonel was
+called Bogdanich) "shuts you up."
+
+"He did not shut me up, he said I was telling an untruth."
+
+"Well, have it so, and you talked a lot of nonsense to him and must
+apologize."
+
+"Not on any account!" exclaimed Rostov.
+
+"I did not expect this of you," said the staff captain seriously and
+severely. "You don't wish to apologize, but, man, it's not only to him
+but to the whole regiment--all of us--you're to blame all round. The
+case is this: you ought to have thought the matter over and taken
+advice; but no, you go and blurt it all straight out before the
+officers. Now what was the colonel to do? Have the officer tried and
+disgrace the whole regiment? Disgrace the whole regiment because of one
+scoundrel? Is that how you look at it? We don't see it like that. And
+Bogdanich was a brick: he told you you were saying what was not true.
+It's not pleasant, but what's to be done, my dear fellow? You landed
+yourself in it. And now, when one wants to smooth the thing over, some
+conceit prevents your apologizing, and you wish to make the whole affair
+public. You are offended at being put on duty a bit, but why not
+apologize to an old and honorable officer? Whatever Bogdanich may be,
+anyway he is an honorable and brave old colonel! You're quick at taking
+offense, but you don't mind disgracing the whole regiment!" The staff
+captain's voice began to tremble. "You have been in the regiment next to
+no time, my lad, you're here today and tomorrow you'll be appointed
+adjutant somewhere and can snap your fingers when it is said 'There are
+thieves among the Pavlograd officers!' But it's not all the same to us!
+Am I not right, Denisov? It's not the same!"
+
+Denisov remained silent and did not move, but occasionally looked with
+his glittering black eyes at Rostov.
+
+"You value your own pride and don't wish to apologize," continued the
+staff captain, "but we old fellows, who have grown up in and, God
+willing, are going to die in the regiment, we prize the honor of the
+regiment, and Bogdanich knows it. Oh, we do prize it, old fellow! And
+all this is not right, it's not right! You may take offense or not but I
+always stick to mother truth. It's not right!"
+
+And the staff captain rose and turned away from Rostov.
+
+
+"That's twue, devil take it!" shouted Denisov, jumping up. "Now then,
+Wostov, now then!"
+
+Rostov, growing red and pale alternately, looked first at one officer
+and then at the other.
+
+"No, gentlemen, no... you mustn't think... I quite understand. You're
+wrong to think that of me... I... for me... for the honor of the
+regiment I'd... Ah well, I'll show that in action, and for me the honor
+of the flag... Well, never mind, it's true I'm to blame, to blame all
+round. Well, what else do you want?..."
+
+"Come, that's right, Count!" cried the staff captain, turning round and
+clapping Rostov on the shoulder with his big hand.
+
+"I tell you," shouted Denisov, "he's a fine fellow."
+
+"That's better, Count," said the staff captain, beginning to address
+Rostov by his title, as if in recognition of his confession. "Go and
+apologize, your excellency. Yes, go!"
+
+"Gentlemen, I'll do anything. No one shall hear a word from me," said
+Rostov in an imploring voice, "but I can't apologize, by God I can't, do
+what you will! How can I go and apologize like a little boy asking
+forgiveness?"
+
+Denisov began to laugh.
+
+"It'll be worse for you. Bogdanich is vindictive and you'll pay for your
+obstinacy," said Kirsten.
+
+"No, on my word it's not obstinacy! I can't describe the feeling. I
+can't..."
+
+"Well, it's as you like," said the staff captain. "And what has become
+of that scoundrel?" he asked Denisov.
+
+"He has weported himself sick, he's to be stwuck off the list tomowwow,"
+muttered Denisov.
+
+"It is an illness, there's no other way of explaining it," said the
+staff captain.
+
+"Illness or not, he'd better not cwoss my path. I'd kill him!" shouted
+Denisov in a bloodthirsty tone.
+
+Just then Zherkov entered the room.
+
+"What brings you here?" cried the officers turning to the newcomer.
+
+"We're to go into action, gentlemen! Mack has surrendered with his whole
+army."
+
+"It's not true!"
+
+"I've seen him myself!"
+
+"What? Saw the real Mack? With hands and feet?"
+
+"Into action! Into action! Bring him a bottle for such news! But how did
+you come here?"
+
+"I've been sent back to the regiment all on account of that devil, Mack.
+An Austrian general complained of me. I congratulated him on Mack's
+arrival... What's the matter, Rostov? You look as if you'd just come out
+of a hot bath."
+
+"Oh, my dear fellow, we're in such a stew here these last two days."
+
+The regimental adjutant came in and confirmed the news brought by
+Zherkov. They were under orders to advance next day.
+
+"We're going into action, gentlemen!"
+
+"Well, thank God! We've been sitting here too long!"
+
+
+
+
+CHAPTER VI
+
+Kutuzov fell back toward Vienna, destroying behind him the bridges over
+the rivers Inn (at Braunau) and Traun (near Linz). On October 23 the
+Russian troops were crossing the river Enns. At midday the Russian
+baggage train, the artillery, and columns of troops were defiling
+through the town of Enns on both sides of the bridge.
+
+It was a warm, rainy, autumnal day. The wide expanse that opened out
+before the heights on which the Russian batteries stood guarding the
+bridge was at times veiled by a diaphanous curtain of slanting rain, and
+then, suddenly spread out in the sunlight, far-distant objects could be
+clearly seen glittering as though freshly varnished. Down below, the
+little town could be seen with its white, red-roofed houses, its
+cathedral, and its bridge, on both sides of which streamed jostling
+masses of Russian troops. At the bend of the Danube, vessels, an island,
+and a castle with a park surrounded by the waters of the confluence of
+the Enns and the Danube became visible, and the rocky left bank of the
+Danube covered with pine forests, with a mystic background of green
+treetops and bluish gorges. The turrets of a convent stood out beyond a
+wild virgin pine forest, and far away on the other side of the Enns the
+enemy's horse patrols could be discerned.
+
+Among the field guns on the brow of the hill the general in command of
+the rearguard stood with a staff officer, scanning the country through
+his fieldglass. A little behind them Nesvitski, who had been sent to the
+rearguard by the commander-in-chief, was sitting on the trail of a gun
+carriage. A Cossack who accompanied him had handed him a knapsack and a
+flask, and Nesvitski was treating some officers to pies and real
+doppelkummel. The officers gladly gathered round him, some on their
+knees, some squatting Turkish fashion on the wet grass.
+
+"Yes, the Austrian prince who built that castle was no fool. It's a fine
+place! Why are you not eating anything, gentlemen?" Nesvitski was
+saying.
+
+"Thank you very much, Prince," answered one of the officers, pleased to
+be talking to a staff officer of such importance. "It's a lovely place!
+We passed close to the park and saw two deer... and what a splendid
+house!"
+
+"Look, Prince," said another, who would have dearly liked to take
+another pie but felt shy, and therefore pretended to be examining the
+countryside--"See, our infantrymen have already got there. Look there in
+the meadow behind the village, three of them are dragging something.
+They'll ransack that castle," he remarked with evident approval.
+
+"So they will," said Nesvitski. "No, but what I should like," added he,
+munching a pie in his moist-lipped handsome mouth, "would be to slip in
+over there."
+
+He pointed with a smile to a turreted nunnery, and his eyes narrowed and
+gleamed.
+
+"That would be fine, gentlemen!"
+
+The officers laughed.
+
+"Just to flutter the nuns a bit. They say there are Italian girls among
+them. On my word I'd give five years of my life for it!"
+
+"They must be feeling dull, too," said one of the bolder officers,
+laughing.
+
+Meanwhile the staff officer standing in front pointed out something to
+the general, who looked through his field glass.
+
+"Yes, so it is, so it is," said the general angrily, lowering the field
+glass and shrugging his shoulders, "so it is! They'll be fired on at the
+crossing. And why are they dawdling there?"
+
+On the opposite side the enemy could be seen by the naked eye, and from
+their battery a milk-white cloud arose. Then came the distant report of
+a shot, and our troops could be seen hurrying to the crossing.
+
+Nesvitski rose, puffing, and went up to the general, smiling.
+
+"Would not your excellency like a little refreshment?" he said.
+
+"It's a bad business," said the general without answering him, "our men
+have been wasting time."
+
+"Hadn't I better ride over, your excellency?" asked Nesvitski.
+
+"Yes, please do," answered the general, and he repeated the order that
+had already once been given in detail: "and tell the hussars that they
+are to cross last and to fire the bridge as I ordered; and the
+inflammable material on the bridge must be reinspected."
+
+"Very good," answered Nesvitski.
+
+He called the Cossack with his horse, told him to put away the knapsack
+and flask, and swung his heavy person easily into the saddle.
+
+"I'll really call in on the nuns," he said to the officers who watched
+him smilingly, and he rode off by the winding path down the hill.
+
+"Now then, let's see how far it will carry, Captain. Just try!" said the
+general, turning to an artillery officer. "Have a little fun to pass the
+time."
+
+"Crew, to your guns!" commanded the officer.
+
+In a moment the men came running gaily from their campfires and began
+loading.
+
+"One!" came the command.
+
+Number one jumped briskly aside. The gun rang out with a deafening
+metallic roar, and a whistling grenade flew above the heads of our
+troops below the hill and fell far short of the enemy, a little smoke
+showing the spot where it burst.
+
+The faces of officers and men brightened up at the sound. Everyone got
+up and began watching the movements of our troops below, as plainly
+visible as if but a stone's throw away, and the movements of the
+approaching enemy farther off. At the same instant the sun came fully
+out from behind the clouds, and the clear sound of the solitary shot and
+the brilliance of the bright sunshine merged in a single joyous and
+spirited impression.
+
+
+
+
+CHAPTER VII
+
+Two of the enemy's shots had already flown across the bridge, where
+there was a crush. Halfway across stood Prince Nesvitski, who had
+alighted from his horse and whose big body was jammed against the
+railings. He looked back laughing to the Cossack who stood a few steps
+behind him holding two horses by their bridles. Each time Prince
+Nesvitski tried to move on, soldiers and carts pushed him back again and
+pressed him against the railings, and all he could do was to smile.
+
+"What a fine fellow you are, friend!" said the Cossack to a convoy
+soldier with a wagon, who was pressing onto the infantrymen who were
+crowded together close to his wheels and his horses. "What a fellow! You
+can't wait a moment! Don't you see the general wants to pass?"
+
+But the convoyman took no notice of the word "general" and shouted at
+the soldiers who were blocking his way. "Hi there, boys! Keep to the
+left! Wait a bit." But the soldiers, crowded together shoulder to
+shoulder, their bayonets interlocking, moved over the bridge in a dense
+mass. Looking down over the rails Prince Nesvitski saw the rapid, noisy
+little waves of the Enns, which rippling and eddying round the piles of
+the bridge chased each other along. Looking on the bridge he saw equally
+uniform living waves of soldiers, shoulder straps, covered shakos,
+knapsacks, bayonets, long muskets, and, under the shakos, faces with
+broad cheekbones, sunken cheeks, and listless tired expressions, and
+feet that moved through the sticky mud that covered the planks of the
+bridge. Sometimes through the monotonous waves of men, like a fleck of
+white foam on the waves of the Enns, an officer, in a cloak and with a
+type of face different from that of the men, squeezed his way along;
+sometimes like a chip of wood whirling in the river, an hussar on foot,
+an orderly, or a townsman was carried through the waves of infantry; and
+sometimes like a log floating down the river, an officers' or company's
+baggage wagon, piled high, leather covered, and hemmed in on all sides,
+moved across the bridge.
+
+"It's as if a dam had burst," said the Cossack hopelessly. "Are there
+many more of you to come?"
+
+"A million all but one!" replied a waggish soldier in a torn coat, with
+a wink, and passed on followed by another, an old man.
+
+"If he" (he meant the enemy) "begins popping at the bridge now," said
+the old soldier dismally to a comrade, "you'll forget to scratch
+yourself."
+
+That soldier passed on, and after him came another sitting on a cart.
+
+"Where the devil have the leg bands been shoved to?" said an orderly,
+running behind the cart and fumbling in the back of it.
+
+And he also passed on with the wagon. Then came some merry soldiers who
+had evidently been drinking.
+
+"And then, old fellow, he gives him one in the teeth with the butt end
+of his gun..." a soldier whose greatcoat was well tucked up said gaily,
+with a wide swing of his arm.
+
+"Yes, the ham was just delicious..." answered another with a loud laugh.
+And they, too, passed on, so that Nesvitski did not learn who had been
+struck on the teeth, or what the ham had to do with it.
+
+"Bah! How they scurry. He just sends a ball and they think they'll all
+be killed," a sergeant was saying angrily and reproachfully.
+
+"As it flies past me, Daddy, the ball I mean," said a young soldier with
+an enormous mouth, hardly refraining from laughing, "I felt like dying
+of fright. I did, 'pon my word, I got that frightened!" said he, as if
+bragging of having been frightened.
+
+That one also passed. Then followed a cart unlike any that had gone
+before. It was a German cart with a pair of horses led by a German, and
+seemed loaded with a whole houseful of effects. A fine brindled cow with
+a large udder was attached to the cart behind. A woman with an unweaned
+baby, an old woman, and a healthy German girl with bright red cheeks
+were sitting on some feather beds. Evidently these fugitives were
+allowed to pass by special permission. The eyes of all the soldiers
+turned toward the women, and while the vehicle was passing at foot pace
+all the soldiers' remarks related to the two young ones. Every face bore
+almost the same smile, expressing unseemly thoughts about the women.
+
+"Just see, the German sausage is making tracks, too!"
+
+"Sell me the missis," said another soldier, addressing the German, who,
+angry and frightened, strode energetically along with downcast eyes.
+
+"See how smart she's made herself! Oh, the devils!"
+
+"There, Fedotov, you should be quartered on them!"
+
+"I have seen as much before now, mate!"
+
+"Where are you going?" asked an infantry officer who was eating an
+apple, also half smiling as he looked at the handsome girl.
+
+The German closed his eyes, signifying that he did not understand.
+
+"Take it if you like," said the officer, giving the girl an apple.
+
+The girl smiled and took it. Nesvitski like the rest of the men on the
+bridge did not take his eyes off the women till they had passed. When
+they had gone by, the same stream of soldiers followed, with the same
+kind of talk, and at last all stopped. As often happens, the horses of a
+convoy wagon became restive at the end of the bridge, and the whole
+crowd had to wait.
+
+"And why are they stopping? There's no proper order!" said the soldiers.
+"Where are you shoving to? Devil take you! Can't you wait? It'll be
+worse if he fires the bridge. See, here's an officer jammed in too"--
+different voices were saying in the crowd, as the men looked at one
+another, and all pressed toward the exit from the bridge.
+
+Looking down at the waters of the Enns under the bridge, Nesvitski
+suddenly heard a sound new to him, of something swiftly approaching...
+something big, that splashed into the water.
+
+"Just see where it carries to!" a soldier near by said sternly, looking
+round at the sound.
+
+"Encouraging us to get along quicker," said another uneasily.
+
+The crowd moved on again. Nesvitski realized that it was a cannon ball.
+
+"Hey, Cossack, my horse!" he said. "Now, then, you there! get out of the
+way! Make way!"
+
+With great difficulty he managed to get to his horse, and shouting
+continually he moved on. The soldiers squeezed themselves to make way
+for him, but again pressed on him so that they jammed his leg, and those
+nearest him were not to blame for they were themselves pressed still
+harder from behind.
+
+"Nesvitski, Nesvitski! you numskull!" came a hoarse voice from behind
+him.
+
+Nesvitski looked round and saw, some fifteen paces away but separated by
+the living mass of moving infantry, Vaska Denisov, red and shaggy, with
+his cap on the back of his black head and a cloak hanging jauntily over
+his shoulder.
+
+"Tell these devils, these fiends, to let me pass!" shouted Denisov
+evidently in a fit of rage, his coal-black eyes with their bloodshot
+whites glittering and rolling as he waved his sheathed saber in a small
+bare hand as red as his face.
+
+"Ah, Vaska!" joyfully replied Nesvitski. "What's up with you?"
+
+"The squadwon can't pass," shouted Vaska Denisov, showing his white
+teeth fiercely and spurring his black thoroughbred Arab, which twitched
+its ears as the bayonets touched it, and snorted, spurting white foam
+from his bit, tramping the planks of the bridge with his hoofs, and
+apparently ready to jump over the railings had his rider let him. "What
+is this? They're like sheep! Just like sheep! Out of the way!... Let us
+pass!... Stop there, you devil with the cart! I'll hack you with my
+saber!" he shouted, actually drawing his saber from its scabbard and
+flourishing it.
+
+The soldiers crowded against one another with terrified faces, and
+Denisov joined Nesvitski.
+
+"How's it you're not drunk today?" said Nesvitski when the other had
+ridden up to him.
+
+"They don't even give one time to dwink!" answered Vaska Denisov. "They
+keep dwagging the wegiment to and fwo all day. If they mean to fight,
+let's fight. But the devil knows what this is."
+
+"What a dandy you are today!" said Nesvitski, looking at Denisov's new
+cloak and saddlecloth.
+
+Denisov smiled, took out of his sabretache a handkerchief that diffused
+a smell of perfume, and put it to Nesvitski's nose.
+
+"Of course. I'm going into action! I've shaved, bwushed my teeth, and
+scented myself."
+
+The imposing figure of Nesvitski followed by his Cossack, and the
+determination of Denisov who flourished his sword and shouted
+frantically, had such an effect that they managed to squeeze through to
+the farther side of the bridge and stopped the infantry. Beside the
+bridge Nesvitski found the colonel to whom he had to deliver the order,
+and having done this he rode back.
+
+Having cleared the way Denisov stopped at the end of the bridge.
+Carelessly holding in his stallion that was neighing and pawing the
+ground, eager to rejoin its fellows, he watched his squadron draw
+nearer. Then the clang of hoofs, as of several horses galloping,
+resounded on the planks of the bridge, and the squadron, officers in
+front and men four abreast, spread across the bridge and began to emerge
+on his side of it.
+
+The infantry who had been stopped crowded near the bridge in the
+trampled mud and gazed with that particular feeling of ill-will,
+estrangement, and ridicule with which troops of different arms usually
+encounter one another at the clean, smart hussars who moved past them in
+regular order.
+
+"Smart lads! Only fit for a fair!" said one.
+
+"What good are they? They're led about just for show!" remarked another.
+
+"Don't kick up the dust, you infantry!" jested an hussar whose prancing
+horse had splashed mud over some foot soldiers.
+
+"I'd like to put you on a two days' march with a knapsack! Your fine
+cords would soon get a bit rubbed," said an infantryman, wiping the mud
+off his face with his sleeve. "Perched up there, you're more like a bird
+than a man."
+
+"There now, Zikin, they ought to put you on a horse. You'd look fine,"
+said a corporal, chaffing a thin little soldier who bent under the
+weight of his knapsack.
+
+"Take a stick between your legs, that'll suit you for a horse!" the
+hussar shouted back.
+
+
+
+
+CHAPTER VIII
+
+The last of the infantry hurriedly crossed the bridge, squeezing
+together as they approached it as if passing through a funnel. At last
+the baggage wagons had all crossed, the crush was less, and the last
+battalion came onto the bridge. Only Denisov's squadron of hussars
+remained on the farther side of the bridge facing the enemy, who could
+be seen from the hill on the opposite bank but was not yet visible from
+the bridge, for the horizon as seen from the valley through which the
+river flowed was formed by the rising ground only half a mile away. At
+the foot of the hill lay wasteland over which a few groups of our
+Cossack scouts were moving. Suddenly on the road at the top of the high
+ground, artillery and troops in blue uniform were seen. These were the
+French. A group of Cossack scouts retired down the hill at a trot. All
+the officers and men of Denisov's squadron, though they tried to talk of
+other things and to look in other directions, thought only of what was
+there on the hilltop, and kept constantly looking at the patches
+appearing on the skyline, which they knew to be the enemy's troops. The
+weather had cleared again since noon and the sun was descending brightly
+upon the Danube and the dark hills around it. It was calm, and at
+intervals the bugle calls and the shouts of the enemy could be heard
+from the hill. There was no one now between the squadron and the enemy
+except a few scattered skirmishers. An empty space of some seven hundred
+yards was all that separated them. The enemy ceased firing, and that
+stern, threatening, inaccessible, and intangible line which separates
+two hostile armies was all the more clearly felt.
+
+"One step beyond that boundary line which resembles the line dividing
+the living from the dead lies uncertainty, suffering, and death. And
+what is there? Who is there?--there beyond that field, that tree, that
+roof lit up by the sun? No one knows, but one wants to know. You fear
+and yet long to cross that line, and know that sooner or later it must
+be crossed and you will have to find out what is there, just as you will
+inevitably have to learn what lies the other side of death. But you are
+strong, healthy, cheerful, and excited, and are surrounded by other such
+excitedly animated and healthy men." So thinks, or at any rate feels,
+anyone who comes in sight of the enemy, and that feeling gives a
+particular glamour and glad keenness of impression to everything that
+takes place at such moments.
+
+On the high ground where the enemy was, the smoke of a cannon rose, and
+a ball flew whistling over the heads of the hussar squadron. The
+officers who had been standing together rode off to their places. The
+hussars began carefully aligning their horses. Silence fell on the whole
+squadron. All were looking at the enemy in front and at the squadron
+commander, awaiting the word of command. A second and a third cannon
+ball flew past. Evidently they were firing at the hussars, but the balls
+with rapid rhythmic whistle flew over the heads of the horsemen and fell
+somewhere beyond them. The hussars did not look round, but at the sound
+of each shot, as at the word of command, the whole squadron with its
+rows of faces so alike yet so different, holding its breath while the
+ball flew past, rose in the stirrups and sank back again. The soldiers
+without turning their heads glanced at one another, curious to see their
+comrades' impression. Every face, from Denisov's to that of the bugler,
+showed one common expression of conflict, irritation, and excitement,
+around chin and mouth. The quartermaster frowned, looking at the
+soldiers as if threatening to punish them. Cadet Mironov ducked every
+time a ball flew past. Rostov on the left flank, mounted on his Rook--a
+handsome horse despite its game leg--had the happy air of a schoolboy
+called up before a large audience for an examination in which he feels
+sure he will distinguish himself. He was glancing at everyone with a
+clear, bright expression, as if asking them to notice how calmly he sat
+under fire. But despite himself, on his face too that same indication of
+something new and stern showed round the mouth.
+
+"Who's that curtseying there? Cadet Miwonov! That's not wight! Look at
+me," cried Denisov who, unable to keep still on one spot, kept turning
+his horse in front of the squadron.
+
+The black, hairy, snub-nosed face of Vaska Denisov, and his whole short
+sturdy figure with the sinewy hairy hand and stumpy fingers in which he
+held the hilt of his naked saber, looked just as it usually did,
+especially toward evening when he had emptied his second bottle; he was
+only redder than usual. With his shaggy head thrown back like birds when
+they drink, pressing his spurs mercilessly into the sides of his good
+horse, Bedouin, and sitting as though falling backwards in the saddle,
+he galloped to the other flank of the squadron and shouted in a hoarse
+voice to the men to look to their pistols. He rode up to Kirsten. The
+staff captain on his broad-backed, steady mare came at a walk to meet
+him. His face with its long mustache was serious as always, only his
+eyes were brighter than usual.
+
+"Well, what about it?" said he to Denisov. "It won't come to a fight.
+You'll see--we shall retire."
+
+"The devil only knows what they're about!" muttered Denisov. "Ah,
+Wostov," he cried noticing the cadet's bright face, "you've got it at
+last."
+
+And he smiled approvingly, evidently pleased with the cadet. Rostov felt
+perfectly happy. Just then the commander appeared on the bridge. Denisov
+galloped up to him.
+
+"Your excellency! Let us attack them! I'll dwive them off."
+
+"Attack indeed!" said the colonel in a bored voice, puckering up his
+face as if driving off a troublesome fly. "And why are you stopping
+here? Don't you see the skirmishers are retreating? Lead the squadron
+back."
+
+The squadron crossed the bridge and drew out of range of fire without
+having lost a single man. The second squadron that had been in the front
+line followed them across and the last Cossacks quitted the farther side
+of the river.
+
+The two Pavlograd squadrons, having crossed the bridge, retired up the
+hill one after the other. Their colonel, Karl Bogdanich Schubert, came
+up to Denisov's squadron and rode at a footpace not far from Rostov,
+without taking any notice of him although they were now meeting for the
+first time since their encounter concerning Telyanin. Rostov, feeling
+that he was at the front and in the power of a man toward whom he now
+admitted that he had been to blame, did not lift his eyes from the
+colonel's athletic back, his nape covered with light hair, and his red
+neck. It seemed to Rostov that Bogdanich was only pretending not to
+notice him, and that his whole aim now was to test the cadet's courage,
+so he drew himself up and looked around him merrily; then it seemed to
+him that Bogdanich rode so near in order to show him his courage. Next
+he thought that his enemy would send the squadron on a desperate attack
+just to punish him--Rostov. Then he imagined how, after the attack,
+Bogdanich would come up to him as he lay wounded and would magnanimously
+extend the hand of reconciliation.
+
+The high-shouldered figure of Zherkov, familiar to the Pavlograds as he
+had but recently left their regiment, rode up to the colonel. After his
+dismissal from headquarters Zherkov had not remained in the regiment,
+saying he was not such a fool as to slave at the front when he could get
+more rewards by doing nothing on the staff, and had succeeded in
+attaching himself as an orderly officer to Prince Bagration. He now came
+to his former chief with an order from the commander of the rear guard.
+
+"Colonel," he said, addressing Rostov's enemy with an air of gloomy
+gravity and glancing round at his comrades, "there is an order to stop
+and fire the bridge."
+
+"An order to who?" asked the colonel morosely.
+
+"I don't myself know 'to who,'" replied the cornet in a serious tone,
+"but the prince told me to 'go and tell the colonel that the hussars
+must return quickly and fire the bridge.'"
+
+Zherkov was followed by an officer of the suite who rode up to the
+colonel of hussars with the same order. After him the stout Nesvitski
+came galloping up on a Cossack horse that could scarcely carry his
+weight.
+
+"How's this, Colonel?" he shouted as he approached. "I told you to fire
+the bridge, and now someone has gone and blundered; they are all beside
+themselves over there and one can't make anything out."
+
+The colonel deliberately stopped the regiment and turned to Nesvitski.
+
+"You spoke to me of inflammable material," said he, "but you said
+nothing about firing it."
+
+"But, my dear sir," said Nesvitski as he drew up, taking off his cap and
+smoothing his hair wet with perspiration with his plump hand, "wasn't I
+telling you to fire the bridge, when inflammable material had been put
+in position?"
+
+"I am not your 'dear sir,' Mr. Staff Officer, and you did not tell me to
+burn the bridge! I know the service, and it is my habit orders strictly
+to obey. You said the bridge would be burned, but who would it burn, I
+could not know by the holy spirit!"
+
+"Ah, that's always the way!" said Nesvitski with a wave of the hand.
+"How did you get here?" said he, turning to Zherkov.
+
+"On the same business. But you are damp! Let me wring you out!"
+
+"You were saying, Mr. Staff Officer..." continued the colonel in an
+offended tone.
+
+"Colonel," interrupted the officer of the suite, "You must be quick or
+the enemy will bring up his guns to use grapeshot."
+
+The colonel looked silently at the officer of the suite, at the stout
+staff officer, and at Zherkov, and he frowned.
+
+"I will the bridge fire," he said in a solemn tone as if to announce
+that in spite of all the unpleasantness he had to endure he would still
+do the right thing.
+
+Striking his horse with his long muscular legs as if it were to blame
+for everything, the colonel moved forward and ordered the second
+squadron, that in which Rostov was serving under Denisov, to return to
+the bridge.
+
+"There, it's just as I thought," said Rostov to himself. "He wishes to
+test me!" His heart contracted and the blood rushed to his face. "Let
+him see whether I am a coward!" he thought.
+
+Again on all the bright faces of the squadron the serious expression
+appeared that they had worn when under fire. Rostov watched his enemy,
+the colonel, closely--to find in his face confirmation of his own
+conjecture, but the colonel did not once glance at Rostov, and looked as
+he always did when at the front, solemn and stern. Then came the word of
+command.
+
+"Look sharp! Look sharp!" several voices repeated around him.
+
+Their sabers catching in the bridles and their spurs jingling, the
+hussars hastily dismounted, not knowing what they were to do. The men
+were crossing themselves. Rostov no longer looked at the colonel, he had
+no time. He was afraid of falling behind the hussars, so much afraid
+that his heart stood still. His hand trembled as he gave his horse into
+an orderly's charge, and he felt the blood rush to his heart with a
+thud. Denisov rode past him, leaning back and shouting something. Rostov
+saw nothing but the hussars running all around him, their spurs catching
+and their sabers clattering.
+
+"Stretchers!" shouted someone behind him.
+
+Rostov did not think what this call for stretchers meant; he ran on,
+trying only to be ahead of the others; but just at the bridge, not
+looking at the ground, he came on some sticky, trodden mud, stumbled,
+and fell on his hands. The others outstripped him.
+
+"At boss zides, Captain," he heard the voice of the colonel, who, having
+ridden ahead, had pulled up his horse near the bridge, with a
+triumphant, cheerful face.
+
+Rostov wiping his muddy hands on his breeches looked at his enemy and
+was about to run on, thinking that the farther he went to the front the
+better. But Bogdanich, without looking at or recognizing Rostov, shouted
+to him:
+
+"Who's that running on the middle of the bridge? To the right! Come
+back, Cadet!" he cried angrily; and turning to Denisov, who, showing off
+his courage, had ridden on to the planks of the bridge:
+
+"Why run risks, Captain? You should dismount," he said.
+
+"Oh, every bullet has its billet," answered Vaska Denisov, turning in
+his saddle.
+
+Meanwhile Nesvitski, Zherkov, and the officer of the suite were standing
+together out of range of the shots, watching, now the small group of men
+with yellow shakos, dark-green jackets braided with cord, and blue
+riding breeches, who were swarming near the bridge, and then at what was
+approaching in the distance from the opposite side--the blue uniforms
+and groups with horses, easily recognizable as artillery.
+
+"Will they burn the bridge or not? Who'll get there first? Will they get
+there and fire the bridge or will the French get within grapeshot range
+and wipe them out?" These were the questions each man of the troops on
+the high ground above the bridge involuntarily asked himself with a
+sinking heart--watching the bridge and the hussars in the bright evening
+light and the blue tunics advancing from the other side with their
+bayonets and guns.
+
+"Ugh. The hussars will get it hot!" said Nesvitski; "they are within
+grapeshot range now."
+
+"He shouldn't have taken so many men," said the officer of the suite.
+
+"True enough," answered Nesvitski; "two smart fellows could have done
+the job just as well."
+
+"Ah, your excellency," put in Zherkov, his eyes fixed on the hussars,
+but still with that naive air that made it impossible to know whether he
+was speaking in jest or in earnest. "Ah, your excellency! How you look
+at things! Send two men? And who then would give us the Vladimir medal
+and ribbon? But now, even if they do get peppered, the squadron may be
+recommended for honors and he may get a ribbon. Our Bogdanich knows how
+things are done."
+
+"There now!" said the officer of the suite, "that's grapeshot."
+
+He pointed to the French guns, the limbers of which were being detached
+and hurriedly removed.
+
+On the French side, amid the groups with cannon, a cloud of smoke
+appeared, then a second and a third almost simultaneously, and at the
+moment when the first report was heard a fourth was seen. Then two
+reports one after another, and a third.
+
+"Oh! Oh!" groaned Nesvitski as if in fierce pain, seizing the officer of
+the suite by the arm. "Look! A man has fallen! Fallen, fallen!"
+
+"Two, I think."
+
+"If I were Tsar I would never go to war," said Nesvitski, turning away.
+
+The French guns were hastily reloaded. The infantry in their blue
+uniforms advanced toward the bridge at a run. Smoke appeared again but
+at irregular intervals, and grapeshot cracked and rattled onto the
+bridge. But this time Nesvitski could not see what was happening there,
+as a dense cloud of smoke arose from it. The hussars had succeeded in
+setting it on fire and the French batteries were now firing at them, no
+longer to hinder them but because the guns were trained and there was
+someone to fire at.
+
+The French had time to fire three rounds of grapeshot before the hussars
+got back to their horses. Two were misdirected and the shot went too
+high, but the last round fell in the midst of a group of hussars and
+knocked three of them over.
+
+Rostov, absorbed by his relations with Bogdanich, had paused on the
+bridge not knowing what to do. There was no one to hew down (as he had
+always imagined battles to himself), nor could he help to fire the
+bridge because he had not brought any burning straw with him like the
+other soldiers. He stood looking about him, when suddenly he heard a
+rattle on the bridge as if nuts were being spilt, and the hussar nearest
+to him fell against the rails with a groan. Rostov ran up to him with
+the others. Again someone shouted, "Stretchers!" Four men seized the
+hussar and began lifting him.
+
+"Oooh! For Christ's sake let me alone!" cried the wounded man, but still
+he was lifted and laid on the stretcher.
+
+Nicholas Rostov turned away and, as if searching for something, gazed
+into the distance, at the waters of the Danube, at the sky, and at the
+sun. How beautiful the sky looked; how blue, how calm, and how deep! How
+bright and glorious was the setting sun! With what soft glitter the
+waters of the distant Danube shone. And fairer still were the faraway
+blue mountains beyond the river, the nunnery, the mysterious gorges, and
+the pine forests veiled in the mist of their summits... There was peace
+and happiness... "I should wish for nothing else, nothing, if only I
+were there," thought Rostov. "In myself alone and in that sunshine there
+is so much happiness; but here... groans, suffering, fear, and this
+uncertainty and hurry... There--they are shouting again, and again are
+all running back somewhere, and I shall run with them, and it, death, is
+here above me and around... Another instant and I shall never again see
+the sun, this water, that gorge!..."
+
+At that instant the sun began to hide behind the clouds, and other
+stretchers came into view before Rostov. And the fear of death and of
+the stretchers, and love of the sun and of life, all merged into one
+feeling of sickening agitation.
+
+"O Lord God! Thou who art in that heaven, save, forgive, and protect
+me!" Rostov whispered.
+
+The hussars ran back to the men who held their horses; their voices
+sounded louder and calmer, the stretchers disappeared from sight.
+
+"Well, fwiend? So you've smelt powdah!" shouted Vaska Denisov just above
+his ear.
+
+"It's all over; but I am a coward--yes, a coward!" thought Rostov, and
+sighing deeply he took Rook, his horse, which stood resting one foot,
+from the orderly and began to mount.
+
+"Was that grapeshot?" he asked Denisov.
+
+"Yes and no mistake!" cried Denisov. "You worked like wegular bwicks and
+it's nasty work! An attack's pleasant work! Hacking away at the dogs!
+But this sort of thing is the very devil, with them shooting at you like
+a target."
+
+And Denisov rode up to a group that had stopped near Rostov, composed of
+the colonel, Nesvitski, Zherkov, and the officer from the suite.
+
+"Well, it seems that no one has noticed," thought Rostov. And this was
+true. No one had taken any notice, for everyone knew the sensation which
+the cadet under fire for the first time had experienced.
+
+"Here's something for you to report," said Zherkov. "See if I don't get
+promoted to a sublieutenancy."
+
+"Inform the prince that I the bridge fired!" said the colonel
+triumphantly and gaily.
+
+"And if he asks about the losses?"
+
+"A trifle," said the colonel in his bass voice: "two hussars wounded,
+and one knocked out," he added, unable to restrain a happy smile, and
+pronouncing the phrase "knocked out" with ringing distinctness.
+
+
+
+
+CHAPTER IX
+
+Pursued by the French army of a hundred thousand men under the command
+of Bonaparte, encountering a population that was unfriendly to it,
+losing confidence in its allies, suffering from shortness of supplies,
+and compelled to act under conditions of war unlike anything that had
+been foreseen, the Russian army of thirty-five thousand men commanded by
+Kutuzov was hurriedly retreating along the Danube, stopping where
+overtaken by the enemy and fighting rearguard actions only as far as
+necessary to enable it to retreat without losing its heavy equipment.
+There had been actions at Lambach, Amstetten, and Melk; but despite the
+courage and endurance--acknowledged even by the enemy--with which the
+Russians fought, the only consequence of these actions was a yet more
+rapid retreat. Austrian troops that had escaped capture at Ulm and had
+joined Kutuzov at Braunau now separated from the Russian army, and
+Kutuzov was left with only his own weak and exhausted forces. The
+defense of Vienna was no longer to be thought of. Instead of an
+offensive, the plan of which, carefully prepared in accord with the
+modern science of strategics, had been handed to Kutuzov when he was in
+Vienna by the Austrian Hofkriegsrath, the sole and almost unattainable
+aim remaining for him was to effect a junction with the forces that were
+advancing from Russia, without losing his army as Mack had done at Ulm.
+
+On the twenty-eighth of October Kutuzov with his army crossed to the
+left bank of the Danube and took up a position for the first time with
+the river between himself and the main body of the French. On the
+thirtieth he attacked Mortier's division, which was on the left bank,
+and broke it up. In this action for the first time trophies were taken:
+banners, cannon, and two enemy generals. For the first time, after a
+fortnight's retreat, the Russian troops had halted and after a fight had
+not only held the field but had repulsed the French. Though the troops
+were ill-clad, exhausted, and had lost a third of their number in
+killed, wounded, sick, and stragglers; though a number of sick and
+wounded had been abandoned on the other side of the Danube with a letter
+in which Kutuzov entrusted them to the humanity of the enemy; and though
+the big hospitals and the houses in Krems converted into military
+hospitals could no longer accommodate all the sick and wounded, yet the
+stand made at Krems and the victory over Mortier raised the spirits of
+the army considerably. Throughout the whole army and at headquarters
+most joyful though erroneous rumors were rife of the imaginary approach
+of columns from Russia, of some victory gained by the Austrians, and of
+the retreat of the frightened Bonaparte.
+
+Prince Andrew during the battle had been in attendance on the Austrian
+General Schmidt, who was killed in the action. His horse had been
+wounded under him and his own arm slightly grazed by a bullet. As a mark
+of the commander-in-chief's special favor he was sent with the news of
+this victory to the Austrian court, now no longer at Vienna (which was
+threatened by the French) but at Brunn. Despite his apparently delicate
+build Prince Andrew could endure physical fatigue far better than many
+very muscular men, and on the night of the battle, having arrived at
+Krems excited but not weary, with dispatches from Dokhturov to Kutuzov,
+he was sent immediately with a special dispatch to Brunn. To be so sent
+meant not only a reward but an important step toward promotion.
+
+The night was dark but starry, the road showed black in the snow that
+had fallen the previous day--the day of the battle. Reviewing his
+impressions of the recent battle, picturing pleasantly to himself the
+impression his news of a victory would create, or recalling the send-off
+given him by the commander-in-chief and his fellow officers, Prince
+Andrew was galloping along in a post chaise enjoying the feelings of a
+man who has at length begun to attain a long-desired happiness. As soon
+as he closed his eyes his ears seemed filled with the rattle of the
+wheels and the sensation of victory. Then he began to imagine that the
+Russians were running away and that he himself was killed, but he
+quickly roused himself with a feeling of joy, as if learning afresh that
+this was not so but that on the contrary the French had run away. He
+again recalled all the details of the victory and his own calm courage
+during the battle, and feeling reassured he dozed off.... The dark
+starry night was followed by a bright cheerful morning. The snow was
+thawing in the sunshine, the horses galloped quickly, and on both sides
+of the road were forests of different kinds, fields, and villages.
+
+At one of the post stations he overtook a convoy of Russian wounded. The
+Russian officer in charge of the transport lolled back in the front
+cart, shouting and scolding a soldier with coarse abuse. In each of the
+long German carts six or more pale, dirty, bandaged men were being
+jolted over the stony road. Some of them were talking (he heard Russian
+words), others were eating bread; the more severely wounded looked
+silently, with the languid interest of sick children, at the envoy
+hurrying past them.
+
+Prince Andrew told his driver to stop, and asked a soldier in what
+action they had been wounded. "Day before yesterday, on the Danube,"
+answered the soldier. Prince Andrew took out his purse and gave the
+soldier three gold pieces.
+
+"That's for them all," he said to the officer who came up.
+
+"Get well soon, lads!" he continued, turning to the soldiers. "There's
+plenty to do still."
+
+"What news, sir?" asked the officer, evidently anxious to start a
+conversation.
+
+"Good news!... Go on!" he shouted to the driver, and they galloped on.
+
+It was already quite dark when Prince Andrew rattled over the paved
+streets of Brunn and found himself surrounded by high buildings, the
+lights of shops, houses, and street lamps, fine carriages, and all that
+atmosphere of a large and active town which is always so attractive to a
+soldier after camp life. Despite his rapid journey and sleepless night,
+Prince Andrew when he drove up to the palace felt even more vigorous and
+alert than he had done the day before. Only his eyes gleamed feverishly
+and his thoughts followed one another with extraordinary clearness and
+rapidity. He again vividly recalled the details of the battle, no longer
+dim, but definite and in the concise form in which he imagined himself
+stating them to the Emperor Francis. He vividly imagined the casual
+questions that might be put to him and the answers he would give. He
+expected to be at once presented to the Emperor. At the chief entrance
+to the palace, however, an official came running out to meet him, and
+learning that he was a special messenger led him to another entrance.
+
+"To the right from the corridor, Euer Hochgeboren! There you will find
+the adjutant on duty," said the official. "He will conduct you to the
+Minister of War."
+
+The adjutant on duty, meeting Prince Andrew, asked him to wait, and went
+in to the Minister of War. Five minutes later he returned and bowing
+with particular courtesy ushered Prince Andrew before him along a
+corridor to the cabinet where the Minister of War was at work. The
+adjutant by his elaborate courtesy appeared to wish to ward off any
+attempt at familiarity on the part of the Russian messenger.
+
+Prince Andrew's joyous feeling was considerably weakened as he
+approached the door of the minister's room. He felt offended, and
+without his noticing it the feeling of offense immediately turned into
+one of disdain which was quite uncalled for. His fertile mind instantly
+suggested to him a point of view which gave him a right to despise the
+adjutant and the minister. "Away from the smell of powder, they probably
+think it easy to gain victories!" he thought. His eyes narrowed
+disdainfully, he entered the room of the Minister of War with peculiarly
+deliberate steps. This feeling of disdain was heightened when he saw the
+minister seated at a large table reading some papers and making pencil
+notes on them, and for the first two or three minutes taking no notice
+of his arrival. A wax candle stood at each side of the minister's bent
+bald head with its gray temples. He went on reading to the end, without
+raising his eyes at the opening of the door and the sound of footsteps.
+
+"Take this and deliver it," said he to his adjutant, handing him the
+papers and still taking no notice of the special messenger.
+
+Prince Andrew felt that either the actions of Kutuzov's army interested
+the Minister of War less than any of the other matters he was concerned
+with, or he wanted to give the Russian special messenger that
+impression. "But that is a matter of perfect indifference to me," he
+thought. The minister drew the remaining papers together, arranged them
+evenly, and then raised his head. He had an intellectual and distinctive
+head, but the instant he turned to Prince Andrew the firm, intelligent
+expression on his face changed in a way evidently deliberate and
+habitual to him. His face took on the stupid artificial smile (which
+does not even attempt to hide its artificiality) of a man who is
+continually receiving many petitioners one after another.
+
+"From General Field Marshal Kutuzov?" he asked. "I hope it is good news?
+There has been an encounter with Mortier? A victory? It was high time!"
+
+He took the dispatch which was addressed to him and began to read it
+with a mournful expression.
+
+"Oh, my God! My God! Schmidt!" he exclaimed in German. "What a calamity!
+What a calamity!"
+
+Having glanced through the dispatch he laid it on the table and looked
+at Prince Andrew, evidently considering something.
+
+"Ah what a calamity! You say the affair was decisive? But Mortier is not
+captured." Again he pondered. "I am very glad you have brought good
+news, though Schmidt's death is a heavy price to pay for the victory.
+His Majesty will no doubt wish to see you, but not today. I thank you!
+You must have a rest. Be at the levee tomorrow after the parade.
+However, I will let you know."
+
+The stupid smile, which had left his face while he was speaking,
+reappeared.
+
+"Au revoir! Thank you very much. His Majesty will probably desire to see
+you," he added, bowing his head.
+
+When Prince Andrew left the palace he felt that all the interest and
+happiness the victory had afforded him had been now left in the
+indifferent hands of the Minister of War and the polite adjutant. The
+whole tenor of his thoughts instantaneously changed; the battle seemed
+the memory of a remote event long past.
+
+
+
+
+CHAPTER X
+
+Prince Andrew stayed at Brunn with Bilibin, a Russian acquaintance of
+his in the diplomatic service.
+
+"Ah, my dear prince! I could not have a more welcome visitor," said
+Bilibin as he came out to meet Prince Andrew. "Franz, put the prince's
+things in my bedroom," said he to the servant who was ushering Bolkonski
+in. "So you're a messenger of victory, eh? Splendid! And I am sitting
+here ill, as you see."
+
+After washing and dressing, Prince Andrew came into the diplomat's
+luxurious study and sat down to the dinner prepared for him. Bilibin
+settled down comfortably beside the fire.
+
+After his journey and the campaign during which he had been deprived of
+all the comforts of cleanliness and all the refinements of life, Prince
+Andrew felt a pleasant sense of repose among luxurious surroundings such
+as he had been accustomed to from childhood. Besides it was pleasant,
+after his reception by the Austrians, to speak if not in Russian (for
+they were speaking French) at least with a Russian who would, he
+supposed, share the general Russian antipathy to the Austrians which was
+then particularly strong.
+
+Bilibin was a man of thirty-five, a bachelor, and of the same circle as
+Prince Andrew. They had known each other previously in Petersburg, but
+had become more intimate when Prince Andrew was in Vienna with Kutuzov.
+Just as Prince Andrew was a young man who gave promise of rising high in
+the military profession, so to an even greater extent Bilibin gave
+promise of rising in his diplomatic career. He still a young man but no
+longer a young diplomat, as he had entered the service at the age of
+sixteen, had been in Paris and Copenhagen, and now held a rather
+important post in Vienna. Both the foreign minister and our ambassador
+in Vienna knew him and valued him. He was not one of those many
+diplomats who are esteemed because they have certain negative qualities,
+avoid doing certain things, and speak French. He was one of those, who,
+liking work, knew how to do it, and despite his indolence would
+sometimes spend a whole night at his writing table. He worked well
+whatever the import of his work. It was not the question "What for?" but
+the question "How?" that interested him. What the diplomatic matter
+might be he did not care, but it gave him great pleasure to prepare a
+circular, memorandum, or report, skillfully, pointedly, and elegantly.
+Bilibin's services were valued not only for what he wrote, but also for
+his skill in dealing and conversing with those in the highest spheres.
+
+Bilibin liked conversation as he liked work, only when it could be made
+elegantly witty. In society he always awaited an opportunity to say
+something striking and took part in a conversation only when that was
+possible. His conversation was always sprinkled with wittily original,
+finished phrases of general interest. These sayings were prepared in the
+inner laboratory of his mind in a portable form as if intentionally, so
+that insignificant society people might carry them from drawing room to
+drawing room. And, in fact, Bilibin's witticisms were hawked about in
+the Viennese drawing rooms and often had an influence on matters
+considered important.
+
+His thin, worn, sallow face was covered with deep wrinkles, which always
+looked as clean and well washed as the tips of one's fingers after a
+Russian bath. The movement of these wrinkles formed the principal play
+of expression on his face. Now his forehead would pucker into deep folds
+and his eyebrows were lifted, then his eyebrows would descend and deep
+wrinkles would crease his cheeks. His small, deep-set eyes always
+twinkled and looked out straight.
+
+"Well, now tell me about your exploits," said he.
+
+Bolkonski, very modestly without once mentioning himself, described the
+engagement and his reception by the Minister of War.
+
+"They received me and my news as one receives a dog in a game of
+skittles," said he in conclusion.
+
+Bilibin smiled and the wrinkles on his face disappeared.
+
+"Cependant, mon cher," he remarked, examining his nails from a distance
+and puckering the skin above his left eye, "malgre la haute estime que
+je professe pour the Orthodox Russian army, j'avoue que votre victoire
+n'est pas des plus victorieuses." *
+
+
+* "But my dear fellow, with all my respect for the Orthodox Russian
+army, I must say that your victory was not particularly victorious."
+
+He went on talking in this way in French, uttering only those words in
+Russian on which he wished to put a contemptuous emphasis.
+
+"Come now! You with all your forces fall on the unfortunate Mortier and
+his one division, and even then Mortier slips through your fingers!
+Where's the victory?"
+
+"But seriously," said Prince Andrew, "we can at any rate say without
+boasting that it was a little better than at Ulm..."
+
+"Why didn't you capture one, just one, marshal for us?"
+
+"Because not everything happens as one expects or with the smoothness of
+a parade. We had expected, as I told you, to get at their rear by seven
+in the morning but had not reached it by five in the afternoon."
+
+"And why didn't you do it at seven in the morning? You ought to have
+been there at seven in the morning," returned Bilibin with a smile. "You
+ought to have been there at seven in the morning."
+
+"Why did you not succeed in impressing on Bonaparte by diplomatic
+methods that he had better leave Genoa alone?" retorted Prince Andrew in
+the same tone.
+
+"I know," interrupted Bilibin, "you're thinking it's very easy to take
+marshals, sitting on a sofa by the fire! That is true, but still why
+didn't you capture him? So don't be surprised if not only the Minister
+of War but also his Most August Majesty the Emperor and King Francis is
+not much delighted by your victory. Even I, a poor secretary of the
+Russian Embassy, do not feel any need in token of my joy to give my
+Franz a thaler, or let him go with his Liebchen to the Prater... True,
+we have no Prater here..."
+
+He looked straight at Prince Andrew and suddenly unwrinkled his
+forehead.
+
+"It is now my turn to ask you 'why?' mon cher," said Bolkonski. "I
+confess I do not understand: perhaps there are diplomatic subtleties
+here beyond my feeble intelligence, but I can't make it out. Mack loses
+a whole army, the Archduke Ferdinand and the Archduke Karl give no signs
+of life and make blunder after blunder. Kutuzov alone at last gains a
+real victory, destroying the spell of the invincibility of the French,
+and the Minister of War does not even care to hear the details."
+
+"That's just it, my dear fellow. You see it's hurrah for the Tsar, for
+Russia, for the Orthodox Greek faith! All that is beautiful, but what do
+we, I mean the Austrian court, care for your victories? Bring us nice
+news of a victory by the Archduke Karl or Ferdinand (one archduke's as
+good as another, as you know) and even if it is only over a fire brigade
+of Bonaparte's, that will be another story and we'll fire off some
+cannon! But this sort of thing seems done on purpose to vex us. The
+Archduke Karl does nothing, the Archduke Ferdinand disgraces himself.
+You abandon Vienna, give up its defense--as much as to say: 'Heaven is
+with us, but heaven help you and your capital!' The one general whom we
+all loved, Schmidt, you expose to a bullet, and then you congratulate us
+on the victory! Admit that more irritating news than yours could not
+have been conceived. It's as if it had been done on purpose, on purpose.
+Besides, suppose you did gain a brilliant victory, if even the Archduke
+Karl gained a victory, what effect would that have on the general course
+of events? It's too late now when Vienna is occupied by the French
+army!"
+
+"What? Occupied? Vienna occupied?"
+
+"Not only occupied, but Bonaparte is at Schonbrunn, and the count, our
+dear Count Vrbna, goes to him for orders."
+
+After the fatigues and impressions of the journey, his reception, and
+especially after having dined, Bolkonski felt that he could not take in
+the full significance of the words he heard.
+
+"Count Lichtenfels was here this morning," Bilibin continued, "and
+showed me a letter in which the parade of the French in Vienna was fully
+described: Prince Murat et tout le tremblement... You see that your
+victory is not a matter for great rejoicing and that you can't be
+received as a savior."
+
+"Really I don't care about that, I don't care at all," said Prince
+Andrew, beginning to understand that his news of the battle before Krems
+was really of small importance in view of such events as the fall of
+Austria's capital. "How is it Vienna was taken? What of the bridge and
+its celebrated bridgehead and Prince Auersperg? We heard reports that
+Prince Auersperg was defending Vienna?" he said.
+
+"Prince Auersperg is on this, on our side of the river, and is defending
+us--doing it very badly, I think, but still he is defending us. But
+Vienna is on the other side. No, the bridge has not yet been taken and I
+hope it will not be, for it is mined and orders have been given to blow
+it up. Otherwise we should long ago have been in the mountains of
+Bohemia, and you and your army would have spent a bad quarter of an hour
+between two fires."
+
+"But still this does not mean that the campaign is over," said Prince
+Andrew.
+
+"Well, I think it is. The bigwigs here think so too, but they daren't
+say so. It will be as I said at the beginning of the campaign, it won't
+be your skirmishing at Durrenstein, or gunpowder at all, that will
+decide the matter, but those who devised it," said Bilibin quoting one
+of his own mots, releasing the wrinkles on his forehead, and pausing.
+"The only question is what will come of the meeting between the Emperor
+Alexander and the King of Prussia in Berlin? If Prussia joins the
+Allies, Austria's hand will be forced and there will be war. If not it
+is merely a question of settling where the preliminaries of the new
+Campo Formio are to be drawn up."
+
+"What an extraordinary genius!" Prince Andrew suddenly exclaimed,
+clenching his small hand and striking the table with it, "and what luck
+the man has!"
+
+"Buonaparte?" said Bilibin inquiringly, puckering up his forehead to
+indicate that he was about to say something witty. "Buonaparte?" he
+repeated, accentuating the u: "I think, however, now that he lays down
+laws for Austria at Schonbrunn, il faut lui faire grace de l'u! * I
+shall certainly adopt an innovation and call him simply Bonaparte!"
+
+
+* "We must let him off the u!"
+
+"But joking apart," said Prince Andrew, "do you really think the
+campaign is over?"
+
+"This is what I think. Austria has been made a fool of, and she is not
+used to it. She will retaliate. And she has been fooled in the first
+place because her provinces have been pillaged--they say the Holy
+Russian army loots terribly--her army is destroyed, her capital taken,
+and all this for the beaux yeux * of His Sardinian Majesty. And
+therefore--this is between ourselves--I instinctively feel that we are
+being deceived, my instinct tells me of negotiations with France and
+projects for peace, a secret peace concluded separately."
+
+
+* Fine eyes.
+
+"Impossible!" cried Prince Andrew. "That would be too base."
+
+"If we live we shall see," replied Bilibin, his face again becoming
+smooth as a sign that the conversation was at an end.
+
+When Prince Andrew reached the room prepared for him and lay down in a
+clean shirt on the feather bed with its warmed and fragrant pillows, he
+felt that the battle of which he had brought tidings was far, far away
+from him. The alliance with Prussia, Austria's treachery, Bonaparte's
+new triumph, tomorrow's levee and parade, and the audience with the
+Emperor Francis occupied his thoughts.
+
+He closed his eyes, and immediately a sound of cannonading, of musketry
+and the rattling of carriage wheels seemed to fill his ears, and now
+again drawn out in a thin line the musketeers were descending the hill,
+the French were firing, and he felt his heart palpitating as he rode
+forward beside Schmidt with the bullets merrily whistling all around,
+and he experienced tenfold the joy of living, as he had not done since
+childhood.
+
+He woke up...
+
+"Yes, that all happened!" he said, and, smiling happily to himself like
+a child, he fell into a deep, youthful slumber.
+
+
+
+
+CHAPTER XI
+
+Next day he woke late. Recalling his recent impressions, the first
+thought that came into his mind was that today he had to be presented to
+the Emperor Francis; he remembered the Minister of War, the polite
+Austrian adjutant, Bilibin, and last night's conversation. Having
+dressed for his attendance at court in full parade uniform, which he had
+not worn for a long time, he went into Bilibin's study fresh, animated,
+and handsome, with his hand bandaged. In the study were four gentlemen
+of the diplomatic corps. With Prince Hippolyte Kuragin, who was a
+secretary to the embassy, Bolkonski was already acquainted. Bilibin
+introduced him to the others.
+
+The gentlemen assembled at Bilibin's were young, wealthy, gay society
+men, who here, as in Vienna, formed a special set which Bilibin, their
+leader, called les notres. * This set, consisting almost exclusively of
+diplomats, evidently had its own interests which had nothing to do with
+war or politics but related to high society, to certain women, and to
+the official side of the service. These gentlemen received Prince Andrew
+as one of themselves, an honor they did not extend to many. From
+politeness and to start conversation, they asked him a few questions
+about the army and the battle, and then the talk went off into merry
+jests and gossip.
+
+
+* Ours.
+
+"But the best of it was," said one, telling of the misfortune of a
+fellow diplomat, "that the Chancellor told him flatly that his
+appointment to London was a promotion and that he was so to regard it.
+Can you fancy the figure he cut?..."
+
+"But the worst of it, gentlemen--I am giving Kuragin away to you--is
+that that man suffers, and this Don Juan, wicked fellow, is taking
+advantage of it!"
+
+Prince Hippolyte was lolling in a lounge chair with his legs over its
+arm. He began to laugh.
+
+"Tell me about that!" he said.
+
+"Oh, you Don Juan! You serpent!" cried several voices.
+
+"You, Bolkonski, don't know," said Bilibin turning to Prince Andrew,
+"that all the atrocities of the French army (I nearly said of the
+Russian army) are nothing compared to what this man has been doing among
+the women!"
+
+"La femme est la compagne de l'homme," * announced Prince Hippolyte, and
+began looking through a lorgnette at his elevated legs.
+
+
+* "Woman is man's companion."
+
+Bilibin and the rest of "ours" burst out laughing in Hippolyte's face,
+and Prince Andrew saw that Hippolyte, of whom--he had to admit--he had
+almost been jealous on his wife's account, was the butt of this set.
+
+"Oh, I must give you a treat," Bilibin whispered to Bolkonski. "Kuragin
+is exquisite when he discusses politics--you should see his gravity!"
+
+He sat down beside Hippolyte and wrinkling his forehead began talking to
+him about politics. Prince Andrew and the others gathered round these
+two.
+
+"The Berlin cabinet cannot express a feeling of alliance," began
+Hippolyte gazing round with importance at the others, "without
+expressing... as in its last note... you understand... Besides, unless
+His Majesty the Emperor derogates from the principle of our alliance...
+
+"Wait, I have not finished..." he said to Prince Andrew, seizing him by
+the arm, "I believe that intervention will be stronger than
+nonintervention. And..." he paused. "Finally one cannot impute the
+nonreceipt of our dispatch of November 18. That is how it will end." And
+he released Bolkonski's arm to indicate that he had now quite finished.
+
+"Demosthenes, I know thee by the pebble thou secretest in thy golden
+mouth!" said Bilibin, and the mop of hair on his head moved with
+satisfaction.
+
+Everybody laughed, and Hippolyte louder than anyone. He was evidently
+distressed, and breathed painfully, but could not restrain the wild
+laughter that convulsed his usually impassive features.
+
+"Well now, gentlemen," said Bilibin, "Bolkonski is my guest in this
+house and in Brunn itself. I want to entertain him as far as I can, with
+all the pleasures of life here. If we were in Vienna it would be easy,
+but here, in this wretched Moravian hole, it is more difficult, and I
+beg you all to help me. Brunn's attractions must be shown him. You can
+undertake the theater, I society, and you, Hippolyte, of course the
+women."
+
+"We must let him see Amelie, she's exquisite!" said one of "ours,"
+kissing his finger tips.
+
+"In general we must turn this bloodthirsty soldier to more humane
+interests," said Bilibin.
+
+"I shall scarcely be able to avail myself of your hospitality,
+gentlemen, it is already time for me to go," replied Prince Andrew
+looking at his watch.
+
+"Where to?"
+
+"To the Emperor."
+
+"Oh! Oh! Oh! Well, au revoir, Bolkonski! Au revoir, Prince! Come back
+early to dinner," cried several voices. "We'll take you in hand."
+
+"When speaking to the Emperor, try as far as you can to praise the way
+that provisions are supplied and the routes indicated," said Bilibin,
+accompanying him to the hall.
+
+"I should like to speak well of them, but as far as I know the facts, I
+can't," replied Bolkonski, smiling.
+
+"Well, talk as much as you can, anyway. He has a passion for giving
+audiences, but he does not like talking himself and can't do it, as you
+will see."
+
+
+
+
+CHAPTER XII
+
+At the levee Prince Andrew stood among the Austrian officers as he had
+been told to, and the Emperor Francis merely looked fixedly into his
+face and just nodded to him with his long head. But after it was over,
+the adjutant he had seen the previous day ceremoniously informed
+Bolkonski that the Emperor desired to give him an audience. The Emperor
+Francis received him standing in the middle of the room. Before the
+conversation began Prince Andrew was struck by the fact that the Emperor
+seemed confused and blushed as if not knowing what to say.
+
+"Tell me, when did the battle begin?" he asked hurriedly.
+
+Prince Andrew replied. Then followed other questions just as simple:
+"Was Kutuzov well? When had he left Krems?" and so on. The Emperor spoke
+as if his sole aim were to put a given number of questions--the answers
+to these questions, as was only too evident, did not interest him.
+
+"At what o'clock did the battle begin?" asked the Emperor.
+
+"I cannot inform Your Majesty at what o'clock the battle began at the
+front, but at Durrenstein, where I was, our attack began after five in
+the afternoon," replied Bolkonski growing more animated and expecting
+that he would have a chance to give a reliable account, which he had
+ready in his mind, of all he knew and had seen. But the Emperor smiled
+and interrupted him.
+
+"How many miles?"
+
+"From where to where, Your Majesty?"
+
+"From Durrenstein to Krems."
+
+"Three and a half miles, Your Majesty."
+
+"The French have abandoned the left bank?"
+
+"According to the scouts the last of them crossed on rafts during the
+night."
+
+"Is there sufficient forage in Krems?"
+
+"Forage has not been supplied to the extent..."
+
+The Emperor interrupted him.
+
+"At what o'clock was General Schmidt killed?"
+
+"At seven o'clock, I believe."
+
+"At seven o'clock? It's very sad, very sad!"
+
+The Emperor thanked Prince Andrew and bowed. Prince Andrew withdrew and
+was immediately surrounded by courtiers on all sides. Everywhere he saw
+friendly looks and heard friendly words. Yesterday's adjutant reproached
+him for not having stayed at the palace, and offered him his own house.
+The Minister of War came up and congratulated him on the Maria Theresa
+Order of the third grade, which the Emperor was conferring on him. The
+Empress' chamberlain invited him to see Her Majesty. The archduchess
+also wished to see him. He did not know whom to answer, and for a few
+seconds collected his thoughts. Then the Russian ambassador took him by
+the shoulder, led him to the window, and began to talk to him.
+
+Contrary to Bilibin's forecast the news he had brought was joyfully
+received. A thanksgiving service was arranged, Kutuzov was awarded the
+Grand Cross of Maria Theresa, and the whole army received rewards.
+Bolkonski was invited everywhere, and had to spend the whole morning
+calling on the principal Austrian dignitaries. Between four and five in
+the afternoon, having made all his calls, he was returning to Bilibin's
+house thinking out a letter to his father about the battle and his visit
+to Brunn. At the door he found a vehicle half full of luggage. Franz,
+Bilibin's man, was dragging a portmanteau with some difficulty out of
+the front door.
+
+Before returning to Bilibin's Prince Andrew had gone to a bookshop to
+provide himself with some books for the campaign, and had spent some
+time in the shop.
+
+"What is it?" he asked.
+
+"Oh, your excellency!" said Franz, with difficulty rolling the
+portmanteau into the vehicle, "we are to move on still farther. The
+scoundrel is again at our heels!"
+
+"Eh? What?" asked Prince Andrew.
+
+Bilibin came out to meet him. His usually calm face showed excitement.
+
+"There now! Confess that this is delightful," said he. "This affair of
+the Thabor Bridge, at Vienna.... They have crossed without striking a
+blow!"
+
+Prince Andrew could not understand.
+
+"But where do you come from not to know what every coachman in the town
+knows?"
+
+"I come from the archduchess'. I heard nothing there."
+
+"And you didn't see that everybody is packing up?"
+
+"I did not... What is it all about?" inquired Prince Andrew impatiently.
+
+"What's it all about? Why, the French have crossed the bridge that
+Auersperg was defending, and the bridge was not blown up: so Murat is
+now rushing along the road to Brunn and will be here in a day or two."
+
+"What? Here? But why did they not blow up the bridge, if it was mined?"
+
+"That is what I ask you. No one, not even Bonaparte, knows why."
+
+Bolkonski shrugged his shoulders.
+
+"But if the bridge is crossed it means that the army too is lost? It
+will be cut off," said he.
+
+"That's just it," answered Bilibin. "Listen! The French entered Vienna
+as I told you. Very well. Next day, which was yesterday, those
+gentlemen, messieurs les marechaux, * Murat, Lannes, and Belliard, mount
+and ride to the bridge. (Observe that all three are Gascons.)
+'Gentlemen,' says one of them, 'you know the Thabor Bridge is mined and
+doubly mined and that there are menacing fortifications at its head and
+an army of fifteen thousand men has been ordered to blow up the bridge
+and not let us cross? But it will please our sovereign the Emperor
+Napoleon if we take this bridge, so let us three go and take it!' 'Yes,
+let's!' say the others. And off they go and take the bridge, cross it,
+and now with their whole army are on this side of the Danube, marching
+on us, you, and your lines of communication."
+
+
+* The marshalls.
+
+"Stop jesting," said Prince Andrew sadly and seriously. This news
+grieved him and yet he was pleased.
+
+As soon as he learned that the Russian army was in such a hopeless
+situation it occurred to him that it was he who was destined to lead it
+out of this position; that here was the Toulon that would lift him from
+the ranks of obscure officers and offer him the first step to fame!
+Listening to Bilibin he was already imagining how on reaching the army
+he would give an opinion at the war council which would be the only one
+that could save the army, and how he alone would be entrusted with the
+executing of the plan.
+
+"Stop this jesting," he said.
+
+"I am not jesting," Bilibin went on. "Nothing is truer or sadder. These
+gentlemen ride onto the bridge alone and wave white handkerchiefs; they
+assure the officer on duty that they, the marshals, are on their way to
+negotiate with Prince Auersperg. He lets them enter the tête-de-pont. *
+They spin him a thousand gasconades, saying that the war is over, that
+the Emperor Francis is arranging a meeting with Bonaparte, that they
+desire to see Prince Auersperg, and so on. The officer sends for
+Auersperg; these gentlemen embrace the officers, crack jokes, sit on the
+cannon, and meanwhile a French battalion gets to the bridge unobserved,
+flings the bags of incendiary material into the water, and approaches
+the tête-de-pont. At length appears the lieutenant general, our dear
+Prince Auersperg von Mautern himself. 'Dearest foe! Flower of the
+Austrian army, hero of the Turkish wars Hostilities are ended, we can
+shake one another's hand.... The Emperor Napoleon burns with impatience
+to make Prince Auersperg's acquaintance.' In a word, those gentlemen,
+Gascons indeed, so bewildered him with fine words, and he is so
+flattered by his rapidly established intimacy with the French marshals,
+and so dazzled by the sight of Murat's mantle and ostrich plumes, qu'il
+n'y voit que du feu, et oublie celui qu'il devait faire faire sur
+l'ennemi!" *(2) In spite of the animation of his speech, Bilibin did not
+forget to pause after this mot to give time for its due appreciation.
+"The French battalion rushes to the bridgehead, spikes the guns, and the
+bridge is taken! But what is best of all," he went on, his excitement
+subsiding under the delightful interest of his own story, "is that the
+sergeant in charge of the cannon which was to give the signal to fire
+the mines and blow up the bridge, this sergeant, seeing that the French
+troops were running onto the bridge, was about to fire, but Lannes
+stayed his hand. The sergeant, who was evidently wiser than his general,
+goes up to Auersperg and says: 'Prince, you are being deceived, here are
+the French!' Murat, seeing that all is lost if the sergeant is allowed
+to speak, turns to Auersperg with feigned astonishment (he is a true
+Gascon) and says: 'I don't recognize the world-famous Austrian
+discipline, if you allow a subordinate to address you like that!' It was
+a stroke of genius. Prince Auersperg feels his dignity at stake and
+orders the sergeant to be arrested. Come, you must own that this affair
+of the Thabor Bridge is delightful! It is not exactly stupidity, nor
+rascality...."
+
+
+* Bridgehead.
+
+* (2) That their fire gets into his eyes and he forgets that he ought to
+be firing at the enemy.
+
+"It may be treachery," said Prince Andrew, vividly imagining the gray
+overcoats, wounds, the smoke of gunpowder, the sounds of firing, and the
+glory that awaited him.
+
+"Not that either. That puts the court in too bad a light," replied
+Bilibin. "It's not treachery nor rascality nor stupidity: it is just as
+at Ulm... it is..."--he seemed to be trying to find the right
+expression. "C'est... c'est du Mack. Nous sommes mackes (It is... it is
+a bit of Mack. We are Macked)," he concluded, feeling that he had
+produced a good epigram, a fresh one that would be repeated. His
+hitherto puckered brow became smooth as a sign of pleasure, and with a
+slight smile he began to examine his nails.
+
+"Where are you off to?" he said suddenly to Prince Andrew who had risen
+and was going toward his room.
+
+"I am going away."
+
+"Where to?"
+
+"To the army."
+
+"But you meant to stay another two days?"
+
+"But now I am off at once."
+
+And Prince Andrew after giving directions about his departure went to
+his room.
+
+"Do you know, mon cher," said Bilibin following him, "I have been
+thinking about you. Why are you going?"
+
+And in proof of the conclusiveness of his opinion all the wrinkles
+vanished from his face.
+
+Prince Andrew looked inquiringly at him and gave no reply.
+
+"Why are you going? I know you think it your duty to gallop back to the
+army now that it is in danger. I understand that. Mon cher, it is
+heroism!"
+
+"Not at all," said Prince Andrew.
+
+"But as you are a philosopher, be a consistent one, look at the other
+side of the question and you will see that your duty, on the contrary,
+is to take care of yourself. Leave it to those who are no longer fit for
+anything else.... You have not been ordered to return and have not been
+dismissed from here; therefore, you can stay and go with us wherever our
+ill luck takes us. They say we are going to Olmutz, and Olmutz is a very
+decent town. You and I will travel comfortably in my caleche."
+
+"Do stop joking, Bilibin," cried Bolkonski.
+
+"I am speaking sincerely as a friend! Consider! Where and why are you
+going, when you might remain here? You are faced by one of two things,"
+and the skin over his left temple puckered, "either you will not reach
+your regiment before peace is concluded, or you will share defeat and
+disgrace with Kutuzov's whole army."
+
+And Bilibin unwrinkled his temple, feeling that the dilemma was
+insoluble.
+
+"I cannot argue about it," replied Prince Andrew coldly, but he thought:
+"I am going to save the army."
+
+"My dear fellow, you are a hero!" said Bilibin.
+
+
+
+
+CHAPTER XIII
+
+That same night, having taken leave of the Minister of War, Bolkonski
+set off to rejoin the army, not knowing where he would find it and
+fearing to be captured by the French on the way to Krems.
+
+In Brunn everybody attached to the court was packing up, and the heavy
+baggage was already being dispatched to Olmutz. Near Hetzelsdorf Prince
+Andrew struck the high road along which the Russian army was moving with
+great haste and in the greatest disorder. The road was so obstructed
+with carts that it was impossible to get by in a carriage. Prince Andrew
+took a horse and a Cossack from a Cossack commander, and hungry and
+weary, making his way past the baggage wagons, rode in search of the
+commander-in-chief and of his own luggage. Very sinister reports of the
+position of the army reached him as he went along, and the appearance of
+the troops in their disorderly flight confirmed these rumors.
+
+"Cette armee russe que l'or de l'Angleterre a transportee des extremites
+de l'univers, nous allons lui faire eprouver le meme sort--(le sort de
+l'armee d'Ulm)." * He remembered these words in Bonaparte's address to
+his army at the beginning of the campaign, and they awoke in him
+astonishment at the genius of his hero, a feeling of wounded pride, and
+a hope of glory. "And should there be nothing left but to die?" he
+thought. "Well, if need be, I shall do it no worse than others."
+
+
+* "That Russian army which has been brought from the ends of the earth
+by English gold, we shall cause to share the same fate--(the fate of the
+army at Ulm)."
+
+He looked with disdain at the endless confused mass of detachments,
+carts, guns, artillery, and again baggage wagons and vehicles of all
+kinds overtaking one another and blocking the muddy road, three and
+sometimes four abreast. From all sides, behind and before, as far as ear
+could reach, there were the rattle of wheels, the creaking of carts and
+gun carriages, the tramp of horses, the crack of whips, shouts, the
+urging of horses, and the swearing of soldiers, orderlies, and officers.
+All along the sides of the road fallen horses were to be seen, some
+flayed, some not, and broken-down carts beside which solitary soldiers
+sat waiting for something, and again soldiers straggling from their
+companies, crowds of whom set off to the neighboring villages, or
+returned from them dragging sheep, fowls, hay, and bulging sacks. At
+each ascent or descent of the road the crowds were yet denser and the
+din of shouting more incessant. Soldiers floundering knee-deep in mud
+pushed the guns and wagons themselves. Whips cracked, hoofs slipped,
+traces broke, and lungs were strained with shouting. The officers
+directing the march rode backward and forward between the carts. Their
+voices were but feebly heard amid the uproar and one saw by their faces
+that they despaired of the possibility of checking this disorder.
+
+"Here is our dear Orthodox Russian army," thought Bolkonski, recalling
+Bilibin's words.
+
+Wishing to find out where the commander-in-chief was, he rode up to a
+convoy. Directly opposite to him came a strange one-horse vehicle,
+evidently rigged up by soldiers out of any available materials and
+looking like something between a cart, a cabriolet, and a caleche. A
+soldier was driving, and a woman enveloped in shawls sat behind the
+apron under the leather hood of the vehicle. Prince Andrew rode up and
+was just putting his question to a soldier when his attention was
+diverted by the desperate shrieks of the woman in the vehicle. An
+officer in charge of transport was beating the soldier who was driving
+the woman's vehicle for trying to get ahead of others, and the strokes
+of his whip fell on the apron of the equipage. The woman screamed
+piercingly. Seeing Prince Andrew she leaned out from behind the apron
+and, waving her thin arms from under the woolen shawl, cried:
+
+"Mr. Aide-de-camp! Mr. Aide-de-camp!... For heaven's sake... Protect me!
+What will become of us? I am the wife of the doctor of the Seventh
+Chasseurs.... They won't let us pass, we are left behind and have lost
+our people..."
+
+"I'll flatten you into a pancake!" shouted the angry officer to the
+soldier. "Turn back with your slut!"
+
+"Mr. Aide-de-camp! Help me!... What does it all mean?" screamed the
+doctor's wife.
+
+"Kindly let this cart pass. Don't you see it's a woman?" said Prince
+Andrew riding up to the officer.
+
+The officer glanced at him, and without replying turned again to the
+soldier. "I'll teach you to push on!... Back!"
+
+"Let them pass, I tell you!" repeated Prince Andrew, compressing his
+lips.
+
+"And who are you?" cried the officer, turning on him with tipsy rage,
+"who are you? Are you in command here? Eh? I am commander here, not you!
+Go back or I'll flatten you into a pancake," repeated he. This
+expression evidently pleased him.
+
+"That was a nice snub for the little aide-de-camp," came a voice from
+behind.
+
+Prince Andrew saw that the officer was in that state of senseless, tipsy
+rage when a man does not know what he is saying. He saw that his
+championship of the doctor's wife in her queer trap might expose him to
+what he dreaded more than anything in the world--to ridicule; but his
+instinct urged him on. Before the officer finished his sentence Prince
+Andrew, his face distorted with fury, rode up to him and raised his
+riding whip.
+
+"Kind...ly let--them--pass!"
+
+The officer flourished his arm and hastily rode away.
+
+"It's all the fault of these fellows on the staff that there's this
+disorder," he muttered. "Do as you like."
+
+Prince Andrew without lifting his eyes rode hastily away from the
+doctor's wife, who was calling him her deliverer, and recalling with a
+sense of disgust the minutest details of this humiliating scene he
+galloped on to the village where he was told that the commander-in-chief
+was.
+
+On reaching the village he dismounted and went to the nearest house,
+intending to rest if but for a moment, eat something, and try to sort
+out the stinging and tormenting thoughts that confused his mind. "This
+is a mob of scoundrels and not an army," he was thinking as he went up
+to the window of the first house, when a familiar voice called him by
+name.
+
+He turned round. Nesvitski's handsome face looked out of the little
+window. Nesvitski, moving his moist lips as he chewed something, and
+flourishing his arm, called him to enter.
+
+"Bolkonski! Bolkonski!... Don't you hear? Eh? Come quick..." he shouted.
+
+Entering the house, Prince Andrew saw Nesvitski and another adjutant
+having something to eat. They hastily turned round to him asking if he
+had any news. On their familiar faces he read agitation and alarm. This
+was particularly noticeable on Nesvitski's usually laughing countenance.
+
+"Where is the commander-in-chief?" asked Bolkonski.
+
+"Here, in that house," answered the adjutant.
+
+"Well, is it true that it's peace and capitulation?" asked Nesvitski.
+
+"I was going to ask you. I know nothing except that it was all I could
+do to get here."
+
+"And we, my dear boy! It's terrible! I was wrong to laugh at Mack, we're
+getting it still worse," said Nesvitski. "But sit down and have
+something to eat."
+
+"You won't be able to find either your baggage or anything else now,
+Prince. And God only knows where your man Peter is," said the other
+adjutant.
+
+"Where are headquarters?"
+
+"We are to spend the night in Znaim."
+
+"Well, I have got all I need into packs for two horses," said Nesvitski.
+"They've made up splendid packs for me--fit to cross the Bohemian
+mountains with. It's a bad lookout, old fellow! But what's the matter
+with you? You must be ill to shiver like that," he added, noticing that
+Prince Andrew winced as at an electric shock.
+
+"It's nothing," replied Prince Andrew.
+
+He had just remembered his recent encounter with the doctor's wife and
+the convoy officer.
+
+"What is the commander-in-chief doing here?" he asked.
+
+"I can't make out at all," said Nesvitski.
+
+"Well, all I can make out is that everything is abominable, abominable,
+quite abominable!" said Prince Andrew, and he went off to the house
+where the commander-in-chief was.
+
+Passing by Kutuzov's carriage and the exhausted saddle horses of his
+suite, with their Cossacks who were talking loudly together, Prince
+Andrew entered the passage. Kutuzov himself, he was told, was in the
+house with Prince Bagration and Weyrother. Weyrother was the Austrian
+general who had succeeded Schmidt. In the passage little Kozlovski was
+squatting on his heels in front of a clerk. The clerk, with cuffs turned
+up, was hastily writing at a tub turned bottom upwards. Kozlovski's face
+looked worn--he too had evidently not slept all night. He glanced at
+Prince Andrew and did not even nod to him.
+
+"Second line... have you written it?" he continued dictating to the
+clerk. "The Kiev Grenadiers, Podolian..."
+
+"One can't write so fast, your honor," said the clerk, glancing angrily
+and disrespectfully at Kozlovski.
+
+Through the door came the sounds of Kutuzov's voice, excited and
+dissatisfied, interrupted by another, an unfamiliar voice. From the
+sound of these voices, the inattentive way Kozlovski looked at him, the
+disrespectful manner of the exhausted clerk, the fact that the clerk and
+Kozlovski were squatting on the floor by a tub so near to the commander
+in chief, and from the noisy laughter of the Cossacks holding the horses
+near the window, Prince Andrew felt that something important and
+disastrous was about to happen.
+
+He turned to Kozlovski with urgent questions.
+
+"Immediately, Prince," said Kozlovski. "Dispositions for Bagration."
+
+"What about capitulation?"
+
+"Nothing of the sort. Orders are issued for a battle."
+
+Prince Andrew moved toward the door from whence voices were heard. Just
+as he was going to open it the sounds ceased, the door opened, and
+Kutuzov with his eagle nose and puffy face appeared in the doorway.
+Prince Andrew stood right in front of Kutuzov but the expression of the
+commander in chief's one sound eye showed him to be so preoccupied with
+thoughts and anxieties as to be oblivious of his presence. He looked
+straight at his adjutant's face without recognizing him.
+
+"Well, have you finished?" said he to Kozlovski.
+
+"One moment, your excellency."
+
+Bagration, a gaunt middle-aged man of medium height with a firm,
+impassive face of Oriental type, came out after the commander-in-chief.
+
+"I have the honor to present myself," repeated Prince Andrew rather
+loudly, handing Kutuzov an envelope.
+
+"Ah, from Vienna? Very good. Later, later!"
+
+Kutuzov went out into the porch with Bagration.
+
+"Well, good-by, Prince," said he to Bagration. "My blessing, and may
+Christ be with you in your great endeavor!"
+
+His face suddenly softened and tears came into his eyes. With his left
+hand he drew Bagration toward him, and with his right, on which he wore
+a ring, he made the sign of the cross over him with a gesture evidently
+habitual, offering his puffy cheek, but Bagration kissed him on the neck
+instead.
+
+"Christ be with you!" Kutuzov repeated and went toward his carriage.
+"Get in with me," said he to Bolkonski.
+
+"Your excellency, I should like to be of use here. Allow me to remain
+with Prince Bagration's detachment."
+
+"Get in," said Kutuzov, and noticing that Bolkonski still delayed, he
+added: "I need good officers myself, need them myself!"
+
+They got into the carriage and drove for a few minutes in silence.
+
+"There is still much, much before us," he said, as if with an old man's
+penetration he understood all that was passing in Bolkonski's mind. "If
+a tenth part of his detachment returns I shall thank God," he added as
+if speaking to himself.
+
+Prince Andrew glanced at Kutuzov's face only a foot distant from him and
+involuntarily noticed the carefully washed seams of the scar near his
+temple, where an Ismail bullet had pierced his skull, and the empty eye
+socket. "Yes, he has a right to speak so calmly of those men's death,"
+thought Bolkonski.
+
+"That is why I beg to be sent to that detachment," he said.
+
+Kutuzov did not reply. He seemed to have forgotten what he had been
+saying, and sat plunged in thought. Five minutes later, gently swaying
+on the soft springs of the carriage, he turned to Prince Andrew. There
+was not a trace of agitation on his face. With delicate irony he
+questioned Prince Andrew about the details of his interview with the
+Emperor, about the remarks he had heard at court concerning the Krems
+affair, and about some ladies they both knew.
+
+
+
+
+CHAPTER XIV
+
+On November 1 Kutuzov had received, through a spy, news that the army he
+commanded was in an almost hopeless position. The spy reported that the
+French, after crossing the bridge at Vienna, were advancing in immense
+force upon Kutuzov's line of communication with the troops that were
+arriving from Russia. If Kutuzov decided to remain at Krems, Napoleon's
+army of one hundred and fifty thousand men would cut him off completely
+and surround his exhausted army of forty thousand, and he would find
+himself in the position of Mack at Ulm. If Kutuzov decided to abandon
+the road connecting him with the troops arriving from Russia, he would
+have to march with no road into unknown parts of the Bohemian mountains,
+defending himself against superior forces of the enemy and abandoning
+all hope of a junction with Buxhowden. If Kutuzov decided to retreat
+along the road from Krems to Olmutz, to unite with the troops arriving
+from Russia, he risked being forestalled on that road by the French who
+had crossed the Vienna bridge, and encumbered by his baggage and
+transport, having to accept battle on the march against an enemy three
+times as strong, who would hem him in from two sides.
+
+Kutuzov chose this latter course.
+
+The French, the spy reported, having crossed the Vienna bridge, were
+advancing by forced marches toward Znaim, which lay sixty-six miles off
+on the line of Kutuzov's retreat. If he reached Znaim before the French,
+there would be great hope of saving the army; to let the French
+forestall him at Znaim meant the exposure of his whole army to a
+disgrace such as that of Ulm, or to utter destruction. But to forestall
+the French with his whole army was impossible. The road for the French
+from Vienna to Znaim was shorter and better than the road for the
+Russians from Krems to Znaim.
+
+The night he received the news, Kutuzov sent Bagration's vanguard, four
+thousand strong, to the right across the hills from the Krems-Znaim to
+the Vienna-Znaim road. Bagration was to make this march without resting,
+and to halt facing Vienna with Znaim to his rear, and if he succeeded in
+forestalling the French he was to delay them as long as possible.
+Kutuzov himself with all his transport took the road to Znaim.
+
+Marching thirty miles that stormy night across roadless hills, with his
+hungry, ill-shod soldiers, and losing a third of his men as stragglers
+by the way, Bagration came out on the Vienna-Znaim road at Hollabrunn a
+few hours ahead of the French who were approaching Hollabrunn from
+Vienna. Kutuzov with his transport had still to march for some days
+before he could reach Znaim. Hence Bagration with his four thousand
+hungry, exhausted men would have to detain for days the whole enemy army
+that came upon him at Hollabrunn, which was clearly impossible. But a
+freak of fate made the impossible possible. The success of the trick
+that had placed the Vienna bridge in the hands of the French without a
+fight led Murat to try to deceive Kutuzov in a similar way. Meeting
+Bagration's weak detachment on the Znaim road he supposed it to be
+Kutuzov's whole army. To be able to crush it absolutely he awaited the
+arrival of the rest of the troops who were on their way from Vienna, and
+with this object offered a three days' truce on condition that both
+armies should remain in position without moving. Murat declared that
+negotiations for peace were already proceeding, and that he therefore
+offered this truce to avoid unnecessary bloodshed. Count Nostitz, the
+Austrian general occupying the advanced posts, believed Murat's emissary
+and retired, leaving Bagration's division exposed. Another emissary rode
+to the Russian line to announce the peace negotiations and to offer the
+Russian army the three days' truce. Bagration replied that he was not
+authorized either to accept or refuse a truce and sent his adjutant to
+Kutuzov to report the offer he had received.
+
+A truce was Kutuzov's sole chance of gaining time, giving Bagration's
+exhausted troops some rest, and letting the transport and heavy convoys
+(whose movements were concealed from the French) advance if but one
+stage nearer Znaim. The offer of a truce gave the only, and a quite
+unexpected, chance of saving the army. On receiving the news he
+immediately dispatched Adjutant General Wintzingerode, who was in
+attendance on him, to the enemy camp. Wintzingerode was not merely to
+agree to the truce but also to offer terms of capitulation, and
+meanwhile Kutuzov sent his adjutants back to hasten to the utmost the
+movements of the baggage trains of the entire army along the Krems-Znaim
+road. Bagration's exhausted and hungry detachment, which alone covered
+this movement of the transport and of the whole army, had to remain
+stationary in face of an enemy eight times as strong as itself.
+
+Kutuzov's expectations that the proposals of capitulation (which were in
+no way binding) might give time for part of the transport to pass, and
+also that Murat's mistake would very soon be discovered, proved correct.
+As soon as Bonaparte (who was at Schonbrunn, sixteen miles from
+Hollabrunn) received Murat's dispatch with the proposal of a truce and a
+capitulation, he detected a ruse and wrote the following letter to
+Murat:
+
+Schonbrunn, 25th Brumaire, 1805,
+
+at eight o'clock in the morning
+
+To PRINCE MURAT,
+
+I cannot find words to express to you my displeasure. You command only
+my advance guard, and have no right to arrange an armistice without my
+order. You are causing me to lose the fruits of a campaign. Break the
+armistice immediately and march on the enemy. Inform him that the
+general who signed that capitulation had no right to do so, and that no
+one but the Emperor of Russia has that right.
+
+If, however, the Emperor of Russia ratifies that convention, I will
+ratify it; but it is only a trick. March on, destroy the Russian
+army.... You are in a position to seize its baggage and artillery.
+
+The Russian Emperor's aide-de-camp is an impostor. Officers are nothing
+when they have no powers; this one had none.... The Austrians let
+themselves be tricked at the crossing of the Vienna bridge, you are
+letting yourself be tricked by an aide-de-camp of the Emperor.
+
+NAPOLEON
+
+Bonaparte's adjutant rode full gallop with this menacing letter to
+Murat. Bonaparte himself, not trusting to his generals, moved with all
+the Guards to the field of battle, afraid of letting a ready victim
+escape, and Bagration's four thousand men merrily lighted campfires,
+dried and warmed themselves, cooked their porridge for the first time
+for three days, and not one of them knew or imagined what was in store
+for him.
+
+
+
+
+CHAPTER XV
+
+Between three and four o'clock in the afternoon Prince Andrew, who had
+persisted in his request to Kutuzov, arrived at Grunth and reported
+himself to Bagration. Bonaparte's adjutant had not yet reached Murat's
+detachment and the battle had not yet begun. In Bagration's detachment
+no one knew anything of the general position of affairs. They talked of
+peace but did not believe in its possibility; others talked of a battle
+but also disbelieved in the nearness of an engagement. Bagration,
+knowing Bolkonski to be a favorite and trusted adjutant, received him
+with distinction and special marks of favor, explaining to him that
+there would probably be an engagement that day or the next, and giving
+him full liberty to remain with him during the battle or to join the
+rearguard and have an eye on the order of retreat, "which is also very
+important."
+
+"However, there will hardly be an engagement today," said Bagration as
+if to reassure Prince Andrew.
+
+"If he is one of the ordinary little staff dandies sent to earn a medal
+he can get his reward just as well in the rearguard, but if he wishes to
+stay with me, let him... he'll be of use here if he's a brave officer,"
+thought Bagration. Prince Andrew, without replying, asked the prince's
+permission to ride round the position to see the disposition of the
+forces, so as to know his bearings should he be sent to execute an
+order. The officer on duty, a handsome, elegantly dressed man with a
+diamond ring on his forefinger, who was fond of speaking French though
+he spoke it badly, offered to conduct Prince Andrew.
+
+On all sides they saw rain-soaked officers with dejected faces who
+seemed to be seeking something, and soldiers dragging doors, benches,
+and fencing from the village.
+
+"There now, Prince! We can't stop those fellows," said the staff officer
+pointing to the soldiers. "The officers don't keep them in hand. And
+there," he pointed to a sutler's tent, "they crowd in and sit. This
+morning I turned them all out and now look, it's full again. I must go
+there, Prince, and scare them a bit. It won't take a moment."
+
+"Yes, let's go in and I will get myself a roll and some cheese," said
+Prince Andrew who had not yet had time to eat anything.
+
+"Why didn't you mention it, Prince? I would have offered you something."
+
+They dismounted and entered the tent. Several officers, with flushed and
+weary faces, were sitting at the table eating and drinking.
+
+"Now what does this mean, gentlemen?" said the staff officer, in the
+reproachful tone of a man who has repeated the same thing more than
+once. "You know it won't do to leave your posts like this. The prince
+gave orders that no one should leave his post. Now you, Captain," and he
+turned to a thin, dirty little artillery officer who without his boots
+(he had given them to the canteen keeper to dry), in only his stockings,
+rose when they entered, smiling not altogether comfortably.
+
+"Well, aren't you ashamed of yourself, Captain Tushin?" he continued.
+"One would think that as an artillery officer you would set a good
+example, yet here you are without your boots! The alarm will be sounded
+and you'll be in a pretty position without your boots!" (The staff
+officer smiled.) "Kindly return to your posts, gentlemen, all of you,
+all!" he added in a tone of command.
+
+Prince Andrew smiled involuntarily as he looked at the artillery officer
+Tushin, who silent and smiling, shifting from one stockinged foot to the
+other, glanced inquiringly with his large, intelligent, kindly eyes from
+Prince Andrew to the staff officer.
+
+"The soldiers say it feels easier without boots," said Captain Tushin
+smiling shyly in his uncomfortable position, evidently wishing to adopt
+a jocular tone. But before he had finished he felt that his jest was
+unacceptable and had not come off. He grew confused.
+
+"Kindly return to your posts," said the staff officer trying to preserve
+his gravity.
+
+Prince Andrew glanced again at the artillery officer's small figure.
+There was something peculiar about it, quite unsoldierly, rather comic,
+but extremely attractive.
+
+The staff officer and Prince Andrew mounted their horses and rode on.
+
+Having ridden beyond the village, continually meeting and overtaking
+soldiers and officers of various regiments, they saw on their left some
+entrenchments being thrown up, the freshly dug clay of which showed up
+red. Several battalions of soldiers, in their shirt sleeves despite the
+cold wind, swarmed in these earthworks like a host of white ants;
+spadefuls of red clay were continually being thrown up from behind the
+bank by unseen hands. Prince Andrew and the officer rode up, looked at
+the entrenchment, and went on again. Just behind it they came upon some
+dozens of soldiers, continually replaced by others, who ran from the
+entrenchment. They had to hold their noses and put their horses to a
+trot to escape from the poisoned atmosphere of these latrines.
+
+"Voila l'agrement des camps, monsieur le Prince," * said the staff
+officer.
+
+
+* "This is a pleasure one gets in camp, Prince."
+
+They rode up the opposite hill. From there the French could already be
+seen. Prince Andrew stopped and began examining the position.
+
+"That's our battery," said the staff officer indicating the highest
+point. "It's in charge of the queer fellow we saw without his boots. You
+can see everything from there; let's go there, Prince."
+
+"Thank you very much, I will go on alone," said Prince Andrew, wishing
+to rid himself of this staff officer's company, "please don't trouble
+yourself further."
+
+The staff officer remained behind and Prince Andrew rode on alone.
+
+The farther forward and nearer the enemy he went, the more orderly and
+cheerful were the troops. The greatest disorder and depression had been
+in the baggage train he had passed that morning on the Znaim road seven
+miles away from the French. At Grunth also some apprehension and alarm
+could be felt, but the nearer Prince Andrew came to the French lines the
+more confident was the appearance of our troops. The soldiers in their
+greatcoats were ranged in lines, the sergeants major and company
+officers were counting the men, poking the last man in each section in
+the ribs and telling him to hold his hand up. Soldiers scattered over
+the whole place were dragging logs and brushwood and were building
+shelters with merry chatter and laughter; around the fires sat others,
+dressed and undressed, drying their shirts and leg bands or mending
+boots or overcoats and crowding round the boilers and porridge cookers.
+In one company dinner was ready, and the soldiers were gazing eagerly at
+the steaming boiler, waiting till the sample, which a quartermaster
+sergeant was carrying in a wooden bowl to an officer who sat on a log
+before his shelter, had been tasted.
+
+Another company, a lucky one for not all the companies had vodka,
+crowded round a pockmarked, broad-shouldered sergeant major who, tilting
+a keg, filled one after another the canteen lids held out to him. The
+soldiers lifted the canteen lids to their lips with reverential faces,
+emptied them, rolling the vodka in their mouths, and walked away from
+the sergeant major with brightened expressions, licking their lips and
+wiping them on the sleeves of their greatcoats. All their faces were as
+serene as if all this were happening at home awaiting peaceful
+encampment, and not within sight of the enemy before an action in which
+at least half of them would be left on the field. After passing a
+chasseur regiment and in the lines of the Kiev grenadiers--fine fellows
+busy with similar peaceful affairs--near the shelter of the regimental
+commander, higher than and different from the others, Prince Andrew came
+out in front of a platoon of grenadiers before whom lay a naked man. Two
+soldiers held him while two others were flourishing their switches and
+striking him regularly on his bare back. The man shrieked unnaturally. A
+stout major was pacing up and down the line, and regardless of the
+screams kept repeating:
+
+"It's a shame for a soldier to steal; a soldier must be honest,
+honorable, and brave, but if he robs his fellows there is no honor in
+him, he's a scoundrel. Go on! Go on!"
+
+So the swishing sound of the strokes, and the desperate but unnatural
+screams, continued.
+
+"Go on, go on!" said the major.
+
+A young officer with a bewildered and pained expression on his face
+stepped away from the man and looked round inquiringly at the adjutant
+as he rode by.
+
+Prince Andrew, having reached the front line, rode along it. Our front
+line and that of the enemy were far apart on the right and left flanks,
+but in the center where the men with a flag of truce had passed that
+morning, the lines were so near together that the men could see one
+another's faces and speak to one another. Besides the soldiers who
+formed the picket line on either side, there were many curious onlookers
+who, jesting and laughing, stared at their strange foreign enemies.
+
+Since early morning--despite an injunction not to approach the picket
+line--the officers had been unable to keep sight-seers away. The
+soldiers forming the picket line, like showmen exhibiting a curiosity,
+no longer looked at the French but paid attention to the sight-seers and
+grew weary waiting to be relieved. Prince Andrew halted to have a look
+at the French.
+
+"Look! Look there!" one soldier was saying to another, pointing to a
+Russian musketeer who had gone up to the picket line with an officer and
+was rapidly and excitedly talking to a French grenadier. "Hark to him
+jabbering! Fine, isn't it? It's all the Frenchy can do to keep up with
+him. There now, Sidorov!"
+
+"Wait a bit and listen. It's fine!" answered Sidorov, who was considered
+an adept at French.
+
+The soldier to whom the laughers referred was Dolokhov. Prince Andrew
+recognized him and stopped to listen to what he was saying. Dolokhov had
+come from the left flank where their regiment was stationed, with his
+captain.
+
+"Now then, go on, go on!" incited the officer, bending forward and
+trying not to lose a word of the speech which was incomprehensible to
+him. "More, please: more! What's he saying?"
+
+Dolokhov did not answer the captain; he had been drawn into a hot
+dispute with the French grenadier. They were naturally talking about the
+campaign. The Frenchman, confusing the Austrians with the Russians, was
+trying to prove that the Russians had surrendered and had fled all the
+way from Ulm, while Dolokhov maintained that the Russians had not
+surrendered but had beaten the French.
+
+"We have orders to drive you off here, and we shall drive you off," said
+Dolokhov.
+
+"Only take care you and your Cossacks are not all captured!" said the
+French grenadier.
+
+The French onlookers and listeners laughed.
+
+"We'll make you dance as we did under Suvorov...," * said Dolokhov.
+
+
+* "On vous fera danser."
+
+"Qu' est-ce qu'il chante?" * asked a Frenchman.
+
+
+* "What's he singing about?"
+
+"It's ancient history," said another, guessing that it referred to a
+former war. "The Emperor will teach your Suvara as he has taught the
+others..."
+
+"Bonaparte..." began Dolokhov, but the Frenchman interrupted him.
+
+"Not Bonaparte. He is the Emperor! Sacre nom...!" cried he angrily.
+
+"The devil skin your Emperor."
+
+And Dolokhov swore at him in coarse soldier's Russian and shouldering
+his musket walked away.
+
+"Let us go, Ivan Lukich," he said to the captain.
+
+"Ah, that's the way to talk French," said the picket soldiers. "Now,
+Sidorov, you have a try!"
+
+Sidorov, turning to the French, winked, and began to jabber meaningless
+sounds very fast: "Kari, mala, tafa, safi, muter, Kaska," he said,
+trying to give an expressive intonation to his voice.
+
+"Ho! ho! ho! Ha! ha! ha! ha! Ouh! ouh!" came peals of such healthy and
+good-humored laughter from the soldiers that it infected the French
+involuntarily, so much so that the only thing left to do seemed to be to
+unload the muskets, explode the ammunition, and all return home as
+quickly as possible.
+
+But the guns remained loaded, the loopholes in blockhouses and
+entrenchments looked out just as menacingly, and the unlimbered cannon
+confronted one another as before.
+
+
+
+
+CHAPTER XVI
+
+Having ridden round the whole line from right flank to left, Prince
+Andrew made his way up to the battery from which the staff officer had
+told him the whole field could be seen. Here he dismounted, and stopped
+beside the farthest of the four unlimbered cannon. Before the guns an
+artillery sentry was pacing up and down; he stood at attention when the
+officer arrived, but at a sign resumed his measured, monotonous pacing.
+Behind the guns were their limbers and still farther back picket ropes
+and artillerymen's bonfires. To the left, not far from the farthest
+cannon, was a small, newly constructed wattle shed from which came the
+sound of officers' voices in eager conversation.
+
+It was true that a view over nearly the whole Russian position and the
+greater part of the enemy's opened out from this battery. Just facing
+it, on the crest of the opposite hill, the village of Schon Grabern
+could be seen, and in three places to left and right the French troops
+amid the smoke of their campfires, the greater part of whom were
+evidently in the village itself and behind the hill. To the left from
+that village, amid the smoke, was something resembling a battery, but it
+was impossible to see it clearly with the naked eye. Our right flank was
+posted on a rather steep incline which dominated the French position.
+Our infantry were stationed there, and at the farthest point the
+dragoons. In the center, where Tushin's battery stood and from which
+Prince Andrew was surveying the position, was the easiest and most
+direct descent and ascent to the brook separating us from Schon Grabern.
+On the left our troops were close to a copse, in which smoked the
+bonfires of our infantry who were felling wood. The French line was
+wider than ours, and it was plain that they could easily outflank us on
+both sides. Behind our position was a steep and deep dip, making it
+difficult for artillery and cavalry to retire. Prince Andrew took out
+his notebook and, leaning on the cannon, sketched a plan of the
+position. He made some notes on two points, intending to mention them to
+Bagration. His idea was, first, to concentrate all the artillery in the
+center, and secondly, to withdraw the cavalry to the other side of the
+dip. Prince Andrew, being always near the commander in chief, closely
+following the mass movements and general orders, and constantly studying
+historical accounts of battles, involuntarily pictured to himself the
+course of events in the forthcoming action in broad outline. He imagined
+only important possibilities: "If the enemy attacks the right flank," he
+said to himself, "the Kiev grenadiers and the Podolsk chasseurs must
+hold their position till reserves from the center come up. In that case
+the dragoons could successfully make a flank counterattack. If they
+attack our center we, having the center battery on this high ground,
+shall withdraw the left flank under its cover, and retreat to the dip by
+echelons." So he reasoned.... All the time he had been beside the gun,
+he had heard the voices of the officers distinctly, but as often happens
+had not understood a word of what they were saying. Suddenly, however,
+he was struck by a voice coming from the shed, and its tone was so
+sincere that he could not but listen.
+
+"No, friend," said a pleasant and, as it seemed to Prince Andrew, a
+familiar voice, "what I say is that if it were possible to know what is
+beyond death, none of us would be afraid of it. That's so, friend."
+
+Another, a younger voice, interrupted him: "Afraid or not, you can't
+escape it anyhow."
+
+"All the same, one is afraid! Oh, you clever people," said a third manly
+voice interrupting them both. "Of course you artillery men are very
+wise, because you can take everything along with you--vodka and snacks."
+
+And the owner of the manly voice, evidently an infantry officer,
+laughed.
+
+"Yes, one is afraid," continued the first speaker, he of the familiar
+voice. "One is afraid of the unknown, that's what it is. Whatever we may
+say about the soul going to the sky... we know there is no sky but only
+an atmosphere."
+
+The manly voice again interrupted the artillery officer.
+
+"Well, stand us some of your herb vodka, Tushin," it said.
+
+"Why," thought Prince Andrew, "that's the captain who stood up in the
+sutler's hut without his boots." He recognized the agreeable,
+philosophizing voice with pleasure.
+
+"Some herb vodka? Certainly!" said Tushin. "But still, to conceive a
+future life..."
+
+He did not finish. Just then there was a whistle in the air; nearer and
+nearer, faster and louder, louder and faster, a cannon ball, as if it
+had not finished saying what was necessary, thudded into the ground near
+the shed with super human force, throwing up a mass of earth. The ground
+seemed to groan at the terrible impact.
+
+And immediately Tushin, with a short pipe in the corner of his mouth and
+his kind, intelligent face rather pale, rushed out of the shed followed
+by the owner of the manly voice, a dashing infantry officer who hurried
+off to his company, buttoning up his coat as he ran.
+
+
+
+
+CHAPTER XVII
+
+Mounting his horse again Prince Andrew lingered with the battery,
+looking at the puff from the gun that had sent the ball. His eyes ran
+rapidly over the wide space, but he only saw that the hitherto
+motionless masses of the French now swayed and that there really was a
+battery to their left. The smoke above it had not yet dispersed. Two
+mounted Frenchmen, probably adjutants, were galloping up the hill. A
+small but distinctly visible enemy column was moving down the hill,
+probably to strengthen the front line. The smoke of the first shot had
+not yet dispersed before another puff appeared, followed by a report.
+The battle had begun! Prince Andrew turned his horse and galloped back
+to Grunth to find Prince Bagration. He heard the cannonade behind him
+growing louder and more frequent. Evidently our guns had begun to reply.
+From the bottom of the slope, where the parleys had taken place, came
+the report of musketry.
+
+Lemarrois had just arrived at a gallop with Bonaparte's stern letter,
+and Murat, humiliated and anxious to expiate his fault, had at once
+moved his forces to attack the center and outflank both the Russian
+wings, hoping before evening and before the arrival of the Emperor to
+crush the contemptible detachment that stood before him.
+
+"It has begun. Here it is!" thought Prince Andrew, feeling the blood
+rush to his heart. "But where and how will my Toulon present itself?"
+
+Passing between the companies that had been eating porridge and drinking
+vodka a quarter of an hour before, he saw everywhere the same rapid
+movement of soldiers forming ranks and getting their muskets ready, and
+on all their faces he recognized the same eagerness that filled his
+heart. "It has begun! Here it is, dreadful but enjoyable!" was what the
+face of each soldier and each officer seemed to say.
+
+Before he had reached the embankments that were being thrown up, he saw,
+in the light of the dull autumn evening, mounted men coming toward him.
+The foremost, wearing a Cossack cloak and lambskin cap and riding a
+white horse, was Prince Bagration. Prince Andrew stopped, waiting for
+him to come up; Prince Bagration reined in his horse and recognizing
+Prince Andrew nodded to him. He still looked ahead while Prince Andrew
+told him what he had seen.
+
+The feeling, "It has begun! Here it is!" was seen even on Prince
+Bagration's hard brown face with its half-closed, dull, sleepy eyes.
+Prince Andrew gazed with anxious curiosity at that impassive face and
+wished he could tell what, if anything, this man was thinking and
+feeling at that moment. "Is there anything at all behind that impassive
+face?" Prince Andrew asked himself as he looked. Prince Bagration bent
+his head in sign of agreement with what Prince Andrew told him, and
+said, "Very good!" in a tone that seemed to imply that everything that
+took place and was reported to him was exactly what he had foreseen.
+Prince Andrew, out of breath with his rapid ride, spoke quickly. Prince
+Bagration, uttering his words with an Oriental accent, spoke
+particularly slowly, as if to impress the fact that there was no need to
+hurry. However, he put his horse to a trot in the direction of Tushin's
+battery. Prince Andrew followed with the suite. Behind Prince Bagration
+rode an officer of the suite, the prince's personal adjutant, Zherkov,
+an orderly officer, the staff officer on duty, riding a fine bobtailed
+horse, and a civilian--an accountant who had asked permission to be
+present at the battle out of curiosity. The accountant, a stout, full-
+faced man, looked around him with a naive smile of satisfaction and
+presented a strange appearance among the hussars, Cossacks, and
+adjutants, in his camlet coat, as he jolted on his horse with a convoy
+officer's saddle.
+
+"He wants to see a battle," said Zherkov to Bolkonski, pointing to the
+accountant, "but he feels a pain in the pit of his stomach already."
+
+"Oh, leave off!" said the accountant with a beaming but rather cunning
+smile, as if flattered at being made the subject of Zherkov's joke, and
+purposely trying to appear stupider than he really was.
+
+"It is very strange, mon Monsieur Prince," said the staff officer. (He
+remembered that in French there is some peculiar way of addressing a
+prince, but could not get it quite right.)
+
+By this time they were all approaching Tushin's battery, and a ball
+struck the ground in front of them.
+
+"What's that that has fallen?" asked the accountant with a naive smile.
+
+"A French pancake," answered Zherkov.
+
+"So that's what they hit with?" asked the accountant. "How awful!"
+
+He seemed to swell with satisfaction. He had hardly finished speaking
+when they again heard an unexpectedly violent whistling which suddenly
+ended with a thud into something soft... f-f-flop! and a Cossack, riding
+a little to their right and behind the accountant, crashed to earth with
+his horse. Zherkov and the staff officer bent over their saddles and
+turned their horses away. The accountant stopped, facing the Cossack,
+and examined him with attentive curiosity. The Cossack was dead, but the
+horse still struggled.
+
+Prince Bagration screwed up his eyes, looked round, and, seeing the
+cause of the confusion, turned away with indifference, as if to say, "Is
+it worth while noticing trifles?" He reined in his horse with the care
+of a skillful rider and, slightly bending over, disengaged his saber
+which had caught in his cloak. It was an old-fashioned saber of a kind
+no longer in general use. Prince Andrew remembered the story of Suvorov
+giving his saber to Bagration in Italy, and the recollection was
+particularly pleasant at that moment. They had reached the battery at
+which Prince Andrew had been when he examined the battlefield.
+
+"Whose company?" asked Prince Bagration of an artilleryman standing by
+the ammunition wagon.
+
+He asked, "Whose company?" but he really meant, "Are you frightened
+here?" and the artilleryman understood him.
+
+"Captain Tushin's, your excellency!" shouted the red-haired, freckled
+gunner in a merry voice, standing to attention.
+
+"Yes, yes," muttered Bagration as if considering something, and he rode
+past the limbers to the farthest cannon.
+
+As he approached, a ringing shot issued from it deafening him and his
+suite, and in the smoke that suddenly surrounded the gun they could see
+the gunners who had seized it straining to roll it quickly back to its
+former position. A huge, broad-shouldered gunner, Number One, holding a
+mop, his legs far apart, sprang to the wheel; while Number Two with a
+trembling hand placed a charge in the cannon's mouth. The short, round-
+shouldered Captain Tushin, stumbling over the tail of the gun carriage,
+moved forward and, not noticing the general, looked out shading his eyes
+with his small hand.
+
+"Lift it two lines more and it will be just right," cried he in a feeble
+voice to which he tried to impart a dashing note, ill-suited to his weak
+figure. "Number Two!" he squeaked. "Fire, Medvedev!"
+
+Bagration called to him, and Tushin, raising three fingers to his cap
+with a bashful and awkward gesture not at all like a military salute but
+like a priest's benediction, approached the general. Though Tushin's
+guns had been intended to cannonade the valley, he was firing incendiary
+balls at the village of Schon Grabern visible just opposite, in front of
+which large masses of French were advancing.
+
+No one had given Tushin orders where and at what to fire, but after
+consulting his sergeant major, Zakharchenko, for whom he had great
+respect, he had decided that it would be a good thing to set fire to the
+village. "Very good!" said Bagration in reply to the officer's report,
+and began deliberately to examine the whole battlefield extended before
+him. The French had advanced nearest on our right. Below the height on
+which the Kiev regiment was stationed, in the hollow where the rivulet
+flowed, the soul-stirring rolling and crackling of musketry was heard,
+and much farther to the right beyond the dragoons, the officer of the
+suite pointed out to Bagration a French column that was outflanking us.
+To the left the horizon bounded by the adjacent wood. Prince Bagration
+ordered two battalions from the center to be sent to reinforce the right
+flank. The officer of the suite ventured to remark to the prince that if
+these battalions went away, the guns would remain without support.
+Prince Bagration turned to the officer and with his dull eyes looked at
+him in silence. It seemed to Prince Andrew that the officer's remark was
+just and that really no answer could be made to it. But at that moment
+an adjutant galloped up with a message from the commander of the
+regiment in the hollow and news that immense masses of the French were
+coming down upon them and that his regiment was in disorder and was
+retreating upon the Kiev grenadiers. Prince Bagration bowed his head in
+sign of assent and approval. He rode off at a walk to the right and sent
+an adjutant to the dragoons with orders to attack the French. But this
+adjutant returned half an hour later with the news that the commander of
+the dragoons had already retreated beyond the dip in the ground, as a
+heavy fire had been opened on him and he was losing men uselessly, and
+so had hastened to throw some sharpshooters into the wood.
+
+"Very good!" said Bagration.
+
+As he was leaving the battery, firing was heard on the left also, and as
+it was too far to the left flank for him to have time to go there
+himself, Prince Bagration sent Zherkov to tell the general in command
+(the one who had paraded his regiment before Kutuzov at Braunau) that he
+must retreat as quickly as possible behind the hollow in the rear, as
+the right flank would probably not be able to withstand the enemy's
+attack very long. About Tushin and the battalion that had been in
+support of his battery all was forgotten. Prince Andrew listened
+attentively to Bagration's colloquies with the commanding officers and
+the orders he gave them and, to his surprise, found that no orders were
+really given, but that Prince Bagration tried to make it appear that
+everything done by necessity, by accident, or by the will of subordinate
+commanders was done, if not by his direct command, at least in accord
+with his intentions. Prince Andrew noticed, however, that though what
+happened was due to chance and was independent of the commander's will,
+owing to the tact Bagration showed, his presence was very valuable.
+Officers who approached him with disturbed countenances became calm;
+soldiers and officers greeted him gaily, grew more cheerful in his
+presence, and were evidently anxious to display their courage before
+him.
+
+
+
+
+CHAPTER XVIII
+
+Prince Bagration, having reached the highest point of our right flank,
+began riding downhill to where the roll of musketry was heard but where
+on account of the smoke nothing could be seen. The nearer they got to
+the hollow the less they could see but the more they felt the nearness
+of the actual battlefield. They began to meet wounded men. One with a
+bleeding head and no cap was being dragged along by two soldiers who
+supported him under the arms. There was a gurgle in his throat and he
+was spitting blood. A bullet had evidently hit him in the throat or
+mouth. Another was walking sturdily by himself but without his musket,
+groaning aloud and swinging his arm which had just been hurt, while
+blood from it was streaming over his greatcoat as from a bottle. He had
+that moment been wounded and his face showed fear rather than suffering.
+Crossing a road they descended a steep incline and saw several men lying
+on the ground; they also met a crowd of soldiers some of whom were
+unwounded. The soldiers were ascending the hill breathing heavily, and
+despite the general's presence were talking loudly and gesticulating. In
+front of them rows of gray cloaks were already visible through the
+smoke, and an officer catching sight of Bagration rushed shouting after
+the crowd of retreating soldiers, ordering them back. Bagration rode up
+to the ranks along which shots crackled now here and now there, drowning
+the sound of voices and the shouts of command. The whole air reeked with
+smoke. The excited faces of the soldiers were blackened with it. Some
+were using their ramrods, others putting powder on the touchpans or
+taking charges from their pouches, while others were firing, though who
+they were firing at could not be seen for the smoke which there was no
+wind to carry away. A pleasant humming and whistling of bullets were
+often heard. "What is this?" thought Prince Andrew approaching the crowd
+of soldiers. "It can't be an attack, for they are not moving; it can't
+be a square--for they are not drawn up for that."
+
+The commander of the regiment, a thin, feeble-looking old man with a
+pleasant smile--his eyelids drooping more than half over his old eyes,
+giving him a mild expression, rode up to Bagration and welcomed him as a
+host welcomes an honored guest. He reported that his regiment had been
+attacked by French cavalry and that, though the attack had been
+repulsed, he had lost more than half his men. He said the attack had
+been repulsed, employing this military term to describe what had
+occurred to his regiment, but in reality he did not himself know what
+had happened during that half-hour to the troops entrusted to him, and
+could not say with certainty whether the attack had been repulsed or his
+regiment had been broken up. All he knew was that at the commencement of
+the action balls and shells began flying all over his regiment and
+hitting men and that afterwards someone had shouted "Cavalry!" and our
+men had begun firing. They were still firing, not at the cavalry which
+had disappeared, but at French infantry who had come into the hollow and
+were firing at our men. Prince Bagration bowed his head as a sign that
+this was exactly what he had desired and expected. Turning to his
+adjutant he ordered him to bring down the two battalions of the Sixth
+Chasseurs whom they had just passed. Prince Andrew was struck by the
+changed expression on Prince Bagration's face at this moment. It
+expressed the concentrated and happy resolution you see on the face of a
+man who on a hot day takes a final run before plunging into the water.
+The dull, sleepy expression was no longer there, nor the affectation of
+profound thought. The round, steady, hawk's eyes looked before him
+eagerly and rather disdainfully, not resting on anything although his
+movements were still slow and measured.
+
+The commander of the regiment turned to Prince Bagration, entreating him
+to go back as it was too dangerous to remain where they were. "Please,
+your excellency, for God's sake!" he kept saying, glancing for support
+at an officer of the suite who turned away from him. "There, you see!"
+and he drew attention to the bullets whistling, singing, and hissing
+continually around them. He spoke in the tone of entreaty and reproach
+that a carpenter uses to a gentleman who has picked up an ax: "We are
+used to it, but you, sir, will blister your hands." He spoke as if those
+bullets could not kill him, and his half-closed eyes gave still more
+persuasiveness to his words. The staff officer joined in the colonel's
+appeals, but Bagration did not reply; he only gave an order to cease
+firing and re-form, so as to give room for the two approaching
+battalions. While he was speaking, the curtain of smoke that had
+concealed the hollow, driven by a rising wind, began to move from right
+to left as if drawn by an invisible hand, and the hill opposite, with
+the French moving about on it, opened out before them. All eyes fastened
+involuntarily on this French column advancing against them and winding
+down over the uneven ground. One could already see the soldiers' shaggy
+caps, distinguish the officers from the men, and see the standard
+flapping against its staff.
+
+"They march splendidly," remarked someone in Bagration's suite.
+
+The head of the column had already descended into the hollow. The clash
+would take place on this side of it...
+
+The remains of our regiment which had been in action rapidly formed up
+and moved to the right; from behind it, dispersing the laggards, came
+two battalions of the Sixth Chasseurs in fine order. Before they had
+reached Bagration, the weighty tread of the mass of men marching in step
+could be heard. On their left flank, nearest to Bagration, marched a
+company commander, a fine round-faced man, with a stupid and happy
+expression--the same man who had rushed out of the wattle shed. At that
+moment he was clearly thinking of nothing but how dashing a fellow he
+would appear as he passed the commander.
+
+With the self-satisfaction of a man on parade, he stepped lightly with
+his muscular legs as if sailing along, stretching himself to his full
+height without the smallest effort, his ease contrasting with the heavy
+tread of the soldiers who were keeping step with him. He carried close
+to his leg a narrow unsheathed sword (small, curved, and not like a real
+weapon) and looked now at the superior officers and now back at the men
+without losing step, his whole powerful body turning flexibly. It was as
+if all the powers of his soul were concentrated on passing the commander
+in the best possible manner, and feeling that he was doing it well he
+was happy. "Left... left... left..." he seemed to repeat to himself at
+each alternate step; and in time to this, with stern but varied faces,
+the wall of soldiers burdened with knapsacks and muskets marched in
+step, and each one of these hundreds of soldiers seemed to be repeating
+to himself at each alternate step, "Left... left... left..." A fat major
+skirted a bush, puffing and falling out of step; a soldier who had
+fallen behind, his face showing alarm at his defection, ran at a trot,
+panting to catch up with his company. A cannon ball, cleaving the air,
+flew over the heads of Bagration and his suite, and fell into the column
+to the measure of "Left... left!" "Close up!" came the company
+commander's voice in jaunty tones. The soldiers passed in a semicircle
+round something where the ball had fallen, and an old trooper on the
+flank, a noncommissioned officer who had stopped beside the dead men,
+ran to catch up his line and, falling into step with a hop, looked back
+angrily, and through the ominous silence and the regular tramp of feet
+beating the ground in unison, one seemed to hear left... left... left.
+
+"Well done, lads!" said Prince Bagration.
+
+"Glad to do our best, your ex'len-lency!" came a confused shout from the
+ranks. A morose soldier marching on the left turned his eyes on
+Bagration as he shouted, with an expression that seemed to say: "We know
+that ourselves!" Another, without looking round, as though fearing to
+relax, shouted with his mouth wide open and passed on.
+
+The order was given to halt and down knapsacks.
+
+Bagration rode round the ranks that had marched past him and dismounted.
+He gave the reins to a Cossack, took off and handed over his felt coat,
+stretched his legs, and set his cap straight. The head of the French
+column, with its officers leading, appeared from below the hill.
+
+"Forward, with God!" said Bagration, in a resolute, sonorous voice,
+turning for a moment to the front line, and slightly swinging his arms,
+he went forward uneasily over the rough field with the awkward gait of a
+cavalryman. Prince Andrew felt that an invisible power was leading him
+forward, and experienced great happiness.
+
+The French were already near. Prince Andrew, walking beside Bagration,
+could clearly distinguish their bandoliers, red epaulets, and even their
+faces. (He distinctly saw an old French officer who, with gaitered legs
+and turned-out toes, climbed the hill with difficulty.) Prince Bagration
+gave no further orders and silently continued to walk on in front of the
+ranks. Suddenly one shot after another rang out from the French, smoke
+appeared all along their uneven ranks, and musket shots sounded. Several
+of our men fell, among them the round-faced officer who had marched so
+gaily and complacently. But at the moment the first report was heard,
+Bagration looked round and shouted, "Hurrah!"
+
+"Hurrah--ah!--ah!" rang a long-drawn shout from our ranks, and passing
+Bagration and racing one another they rushed in an irregular but joyous
+and eager crowd down the hill at their disordered foe.
+
+
+
+
+CHAPTER XIX
+
+The attack of the Sixth Chasseurs secured the retreat of our right
+flank. In the center Tushin's forgotten battery, which had managed to
+set fire to the Schon Grabern village, delayed the French advance. The
+French were putting out the fire which the wind was spreading, and thus
+gave us time to retreat. The retirement of the center to the other side
+of the dip in the ground at the rear was hurried and noisy, but the
+different companies did not get mixed. But our left--which consisted of
+the Azov and Podolsk infantry and the Pavlograd hussars--was
+simultaneously attacked and outflanked by superior French forces under
+Lannes and was thrown into confusion. Bagration had sent Zherkov to the
+general commanding that left flank with orders to retreat immediately.
+
+Zherkov, not removing his hand from his cap, turned his horse about and
+galloped off. But no sooner had he left Bagration than his courage
+failed him. He was seized by panic and could not go where it was
+dangerous.
+
+Having reached the left flank, instead of going to the front where the
+firing was, he began to look for the general and his staff where they
+could not possibly be, and so did not deliver the order.
+
+The command of the left flank belonged by seniority to the commander of
+the regiment Kutuzov had reviewed at Braunau and in which Dolokhov was
+serving as a private. But the command of the extreme left flank had been
+assigned to the commander of the Pavlograd regiment in which Rostov was
+serving, and a misunderstanding arose. The two commanders were much
+exasperated with one another and, long after the action had begun on the
+right flank and the French were already advancing, were engaged in
+discussion with the sole object of offending one another. But the
+regiments, both cavalry and infantry, were by no means ready for the
+impending action. From privates to general they were not expecting a
+battle and were engaged in peaceful occupations, the cavalry feeding the
+horses and the infantry collecting wood.
+
+"He higher iss dan I in rank," said the German colonel of the hussars,
+flushing and addressing an adjutant who had ridden up, "so let him do
+what he vill, but I cannot sacrifice my hussars... Bugler, sount ze
+retreat!"
+
+But haste was becoming imperative. Cannon and musketry, mingling
+together, thundered on the right and in the center, while the capotes of
+Lannes' sharpshooters were already seen crossing the milldam and forming
+up within twice the range of a musket shot. The general in command of
+the infantry went toward his horse with jerky steps, and having mounted
+drew himself up very straight and tall and rode to the Pavlograd
+commander. The commanders met with polite bows but with secret
+malevolence in their hearts.
+
+"Once again, Colonel," said the general, "I can't leave half my men in
+the wood. I beg of you, I beg of you," he repeated, "to occupy the
+position and prepare for an attack."
+
+"I peg of you yourself not to mix in vot is not your business!" suddenly
+replied the irate colonel. "If you vere in the cavalry..."
+
+"I am not in the cavalry, Colonel, but I am a Russian general and if you
+are not aware of the fact..."
+
+"Quite avare, your excellency," suddenly shouted the colonel, touching
+his horse and turning purple in the face. "Vill you be so goot to come
+to ze front and see dat zis position iss no goot? I don't vish to
+destroy my men for your pleasure!"
+
+"You forget yourself, Colonel. I am not considering my own pleasure and
+I won't allow it to be said!"
+
+Taking the colonel's outburst as a challenge to his courage, the general
+expanded his chest and rode, frowning, beside him to the front line, as
+if their differences would be settled there amongst the bullets. They
+reached the front, several bullets sped over them, and they halted in
+silence. There was nothing fresh to be seen from the line, for from
+where they had been before it had been evident that it was impossible
+for cavalry to act among the bushes and broken ground, as well as that
+the French were outflanking our left. The general and colonel looked
+sternly and significantly at one another like two fighting cocks
+preparing for battle, each vainly trying to detect signs of cowardice in
+the other. Both passed the examination successfully. As there was
+nothing to be said, and neither wished to give occasion for it to be
+alleged that he had been the first to leave the range of fire, they
+would have remained there for a long time testing each other's courage
+had it not been that just then they heard the rattle of musketry and a
+muffled shout almost behind them in the wood. The French had attacked
+the men collecting wood in the copse. It was no longer possible for the
+hussars to retreat with the infantry. They were cut off from the line of
+retreat on the left by the French. However inconvenient the position, it
+was now necessary to attack in order to cut a way through for
+themselves.
+
+The squadron in which Rostov was serving had scarcely time to mount
+before it was halted facing the enemy. Again, as at the Enns bridge,
+there was nothing between the squadron and the enemy, and again that
+terrible dividing line of uncertainty and fear--resembling the line
+separating the living from the dead--lay between them. All were
+conscious of this unseen line, and the question whether they would cross
+it or not, and how they would cross it, agitated them all.
+
+The colonel rode to the front, angrily gave some reply to questions put
+to him by the officers, and, like a man desperately insisting on having
+his own way, gave an order. No one said anything definite, but the rumor
+of an attack spread through the squadron. The command to form up rang
+out and the sabers whizzed as they were drawn from their scabbards.
+Still no one moved. The troops of the left flank, infantry and hussars
+alike, felt that the commander did not himself know what to do, and this
+irresolution communicated itself to the men.
+
+"If only they would be quick!" thought Rostov, feeling that at last the
+time had come to experience the joy of an attack of which he had so
+often heard from his fellow hussars.
+
+"Fo'ward, with God, lads!" rang out Denisov's voice. "At a twot
+fo'ward!"
+
+The horses' croups began to sway in the front line. Rook pulled at the
+reins and started of his own accord.
+
+Before him, on the right, Rostov saw the front lines of his hussars and
+still farther ahead a dark line which he could not see distinctly but
+took to be the enemy. Shots could be heard, but some way off.
+
+"Faster!" came the word of command, and Rostov felt Rook's flanks
+drooping as he broke into a gallop.
+
+Rostov anticipated his horse's movements and became more and more
+elated. He had noticed a solitary tree ahead of him. This tree had been
+in the middle of the line that had seemed so terrible--and now he had
+crossed that line and not only was there nothing terrible, but
+everything was becoming more and more happy and animated. "Oh, how I
+will slash at him!" thought Rostov, gripping the hilt of his saber.
+
+"Hur-a-a-a-ah!" came a roar of voices. "Let anyone come my way now,"
+thought Rostov driving his spurs into Rook and letting him go at a full
+gallop so that he outstripped the others. Ahead, the enemy was already
+visible. Suddenly something like a birch broom seemed to sweep over the
+squadron. Rostov raised his saber, ready to strike, but at that instant
+the trooper Nikitenko, who was galloping ahead, shot away from him, and
+Rostov felt as in a dream that he continued to be carried forward with
+unnatural speed but yet stayed on the same spot. From behind him
+Bondarchuk, an hussar he knew, jolted against him and looked angrily at
+him. Bondarchuk's horse swerved and galloped past.
+
+"How is it I am not moving? I have fallen, I am killed!" Rostov asked
+and answered at the same instant. He was alone in the middle of a field.
+Instead of the moving horses and hussars' backs, he saw nothing before
+him but the motionless earth and the stubble around him. There was warm
+blood under his arm. "No, I am wounded and the horse is killed." Rook
+tried to rise on his forelegs but fell back, pinning his rider's leg.
+Blood was flowing from his head; he struggled but could not rise. Rostov
+also tried to rise but fell back, his sabretache having become entangled
+in the saddle. Where our men were, and where the French, he did not
+know. There was no one near.
+
+Having disentangled his leg, he rose. "Where, on which side, was now the
+line that had so sharply divided the two armies?" he asked himself and
+could not answer. "Can something bad have happened to me?" he wondered
+as he got up: and at that moment he felt that something superfluous was
+hanging on his benumbed left arm. The wrist felt as if it were not his.
+He examined his hand carefully, vainly trying to find blood on it. "Ah,
+here are people coming," he thought joyfully, seeing some men running
+toward him. "They will help me!" In front came a man wearing a strange
+shako and a blue cloak, swarthy, sunburned, and with a hooked nose. Then
+came two more, and many more running behind. One of them said something
+strange, not in Russian. In among the hindmost of these men wearing
+similar shakos was a Russian hussar. He was being held by the arms and
+his horse was being led behind him.
+
+"It must be one of ours, a prisoner. Yes. Can it be that they will take
+me too? Who are these men?" thought Rostov, scarcely believing his eyes.
+"Can they be French?" He looked at the approaching Frenchmen, and though
+but a moment before he had been galloping to get at them and hack them
+to pieces, their proximity now seemed so awful that he could not believe
+his eyes. "Who are they? Why are they running? Can they be coming at me?
+And why? To kill me? Me whom everyone is so fond of?" He remembered his
+mother's love for him, and his family's, and his friends', and the
+enemy's intention to kill him seemed impossible. "But perhaps they may
+do it!" For more than ten seconds he stood not moving from the spot or
+realizing the situation. The foremost Frenchman, the one with the hooked
+nose, was already so close that the expression of his face could be
+seen. And the excited, alien face of that man, his bayonet hanging down,
+holding his breath, and running so lightly, frightened Rostov. He seized
+his pistol and, instead of firing it, flung it at the Frenchman and ran
+with all his might toward the bushes. He did not now run with the
+feeling of doubt and conflict with which he had trodden the Enns bridge,
+but with the feeling of a hare fleeing from the hounds. One single
+sentiment, that of fear for his young and happy life, possessed his
+whole being. Rapidly leaping the furrows, he fled across the field with
+the impetuosity he used to show at catchplay, now and then turning his
+good-natured, pale, young face to look back. A shudder of terror went
+through him: "No, better not look," he thought, but having reached the
+bushes he glanced round once more. The French had fallen behind, and
+just as he looked round the first man changed his run to a walk and,
+turning, shouted something loudly to a comrade farther back. Rostov
+paused. "No, there's some mistake," thought he. "They can't have wanted
+to kill me." But at the same time, his left arm felt as heavy as if a
+seventy-pound weight were tied to it. He could run no more. The
+Frenchman also stopped and took aim. Rostov closed his eyes and stooped
+down. One bullet and then another whistled past him. He mustered his
+last remaining strength, took hold of his left hand with his right, and
+reached the bushes. Behind these were some Russian sharpshooters.
+
+
+
+
+CHAPTER XX
+
+The infantry regiments that had been caught unawares in the outskirts of
+the wood ran out of it, the different companies getting mixed, and
+retreated as a disorderly crowd. One soldier, in his fear, uttered the
+senseless cry, "Cut off!" that is so terrible in battle, and that word
+infected the whole crowd with a feeling of panic.
+
+"Surrounded! Cut off? We're lost!" shouted the fugitives.
+
+The moment he heard the firing and the cry from behind, the general
+realized that something dreadful had happened to his regiment, and the
+thought that he, an exemplary officer of many years' service who had
+never been to blame, might be held responsible at headquarters for
+negligence or inefficiency so staggered him that, forgetting the
+recalcitrant cavalry colonel, his own dignity as a general, and above
+all quite forgetting the danger and all regard for self-preservation, he
+clutched the crupper of his saddle and, spurring his horse, galloped to
+the regiment under a hail of bullets which fell around, but fortunately
+missed him. His one desire was to know what was happening and at any
+cost correct, or remedy, the mistake if he had made one, so that he, an
+exemplary officer of twenty-two years' service, who had never been
+censured, should not be held to blame.
+
+Having galloped safely through the French, he reached a field behind the
+copse across which our men, regardless of orders, were running and
+descending the valley. That moment of moral hesitation which decides the
+fate of battles had arrived. Would this disorderly crowd of soldiers
+attend to the voice of their commander, or would they, disregarding him,
+continue their flight? Despite his desperate shouts that used to seem so
+terrible to the soldiers, despite his furious purple countenance
+distorted out of all likeness to his former self, and the flourishing of
+his saber, the soldiers all continued to run, talking, firing into the
+air, and disobeying orders. The moral hesitation which decided the fate
+of battles was evidently culminating in a panic.
+
+The general had a fit of coughing as a result of shouting and of the
+powder smoke and stopped in despair. Everything seemed lost. But at that
+moment the French who were attacking, suddenly and without any apparent
+reason, ran back and disappeared from the outskirts, and Russian
+sharpshooters showed themselves in the copse. It was Timokhin's company,
+which alone had maintained its order in the wood and, having lain in
+ambush in a ditch, now attacked the French unexpectedly. Timokhin, armed
+only with a sword, had rushed at the enemy with such a desperate cry and
+such mad, drunken determination that, taken by surprise, the French had
+thrown down their muskets and run. Dolokhov, running beside Timokhin,
+killed a Frenchman at close quarters and was the first to seize the
+surrendering French officer by his collar. Our fugitives returned, the
+battalions re-formed, and the French who had nearly cut our left flank
+in half were for the moment repulsed. Our reserve units were able to
+join up, and the fight was at an end. The regimental commander and Major
+Ekonomov had stopped beside a bridge, letting the retreating companies
+pass by them, when a soldier came up and took hold of the commander's
+stirrup, almost leaning against him. The man was wearing a bluish coat
+of broadcloth, he had no knapsack or cap, his head was bandaged, and
+over his shoulder a French munition pouch was slung. He had an officer's
+sword in his hand. The soldier was pale, his blue eyes looked impudently
+into the commander's face, and his lips were smiling. Though the
+commander was occupied in giving instructions to Major Ekonomov, he
+could not help taking notice of the soldier.
+
+"Your excellency, here are two trophies," said Dolokhov, pointing to the
+French sword and pouch. "I have taken an officer prisoner. I stopped the
+company." Dolokhov breathed heavily from weariness and spoke in abrupt
+sentences. "The whole company can bear witness. I beg you will remember
+this, your excellency!"
+
+"All right, all right," replied the commander, and turned to Major
+Ekonomov.
+
+But Dolokhov did not go away; he untied the handkerchief around his
+head, pulled it off, and showed the blood congealed on his hair.
+
+"A bayonet wound. I remained at the front. Remember, your excellency!"
+
+Tushin's battery had been forgotten and only at the very end of the
+action did Prince Bagration, still hearing the cannonade in the center,
+send his orderly staff officer, and later Prince Andrew also, to order
+the battery to retire as quickly as possible. When the supports attached
+to Tushin's battery had been moved away in the middle of the action by
+someone's order, the battery had continued firing and was only not
+captured by the French because the enemy could not surmise that anyone
+could have the effrontery to continue firing from four quite undefended
+guns. On the contrary, the energetic action of that battery led the
+French to suppose that here--in the center--the main Russian forces were
+concentrated. Twice they had attempted to attack this point, but on each
+occasion had been driven back by grapeshot from the four isolated guns
+on the hillock.
+
+Soon after Prince Bagration had left him, Tushin had succeeded in
+setting fire to Schon Grabern.
+
+"Look at them scurrying! It's burning! Just see the smoke! Fine! Grand!
+Look at the smoke, the smoke!" exclaimed the artillerymen, brightening
+up.
+
+All the guns, without waiting for orders, were being fired in the
+direction of the conflagration. As if urging each other on, the soldiers
+cried at each shot: "Fine! That's good! Look at it... Grand!" The fire,
+fanned by the breeze, was rapidly spreading. The French columns that had
+advanced beyond the village went back; but as though in revenge for this
+failure, the enemy placed ten guns to the right of the village and began
+firing them at Tushin's battery.
+
+In their childlike glee, aroused by the fire and their luck in
+successfully cannonading the French, our artillerymen only noticed this
+battery when two balls, and then four more, fell among our guns, one
+knocking over two horses and another tearing off a munition-wagon
+driver's leg. Their spirits once roused were, however, not diminished,
+but only changed character. The horses were replaced by others from a
+reserve gun carriage, the wounded were carried away, and the four guns
+were turned against the ten-gun battery. Tushin's companion officer had
+been killed at the beginning of the engagement and within an hour
+seventeen of the forty men of the guns' crews had been disabled, but the
+artillerymen were still as merry and lively as ever. Twice they noticed
+the French appearing below them, and then they fired grapeshot at them.
+
+Little Tushin, moving feebly and awkwardly, kept telling his orderly to
+"refill my pipe for that one!" and then, scattering sparks from it, ran
+forward shading his eyes with his small hand to look at the French.
+
+"Smack at 'em, lads!" he kept saying, seizing the guns by the wheels and
+working the screws himself.
+
+Amid the smoke, deafened by the incessant reports which always made him
+jump, Tushin not taking his pipe from his mouth ran from gun to gun, now
+aiming, now counting the charges, now giving orders about replacing dead
+or wounded horses and harnessing fresh ones, and shouting in his feeble
+voice, so high pitched and irresolute. His face grew more and more
+animated. Only when a man was killed or wounded did he frown and turn
+away from the sight, shouting angrily at the men who, as is always the
+case, hesitated about lifting the injured or dead. The soldiers, for the
+most part handsome fellows and, as is always the case in an artillery
+company, a head and shoulders taller and twice as broad as their
+officer--all looked at their commander like children in an embarrassing
+situation, and the expression on his face was invariably reflected on
+theirs.
+
+Owing to the terrible uproar and the necessity for concentration and
+activity, Tushin did not experience the slightest unpleasant sense of
+fear, and the thought that he might be killed or badly wounded never
+occurred to him. On the contrary, he became more and more elated. It
+seemed to him that it was a very long time ago, almost a day, since he
+had first seen the enemy and fired the first shot, and that the corner
+of the field he stood on was well-known and familiar ground. Though he
+thought of everything, considered everything, and did everything the
+best of officers could do in his position, he was in a state akin to
+feverish delirium or drunkenness.
+
+From the deafening sounds of his own guns around him, the whistle and
+thud of the enemy's cannon balls, from the flushed and perspiring faces
+of the crew bustling round the guns, from the sight of the blood of men
+and horses, from the little puffs of smoke on the enemy's side (always
+followed by a ball flying past and striking the earth, a man, a gun, a
+horse), from the sight of all these things a fantastic world of his own
+had taken possession of his brain and at that moment afforded him
+pleasure. The enemy's guns were in his fancy not guns but pipes from
+which occasional puffs were blown by an invisible smoker.
+
+"There... he's puffing again," muttered Tushin to himself, as a small
+cloud rose from the hill and was borne in a streak to the left by the
+wind.
+
+"Now look out for the ball... we'll throw it back."
+
+"What do you want, your honor?" asked an artilleryman, standing close
+by, who heard him muttering.
+
+"Nothing... only a shell..." he answered.
+
+"Come along, our Matvevna!" he said to himself. "Matvevna" * was the
+name his fancy gave to the farthest gun of the battery, which was large
+and of an old pattern. The French swarming round their guns seemed to
+him like ants. In that world, the handsome drunkard Number One of the
+second gun's crew was "uncle"; Tushin looked at him more often than at
+anyone else and took delight in his every movement. The sound of
+musketry at the foot of the hill, now diminishing, now increasing,
+seemed like someone's breathing. He listened intently to the ebb and
+flow of these sounds.
+
+
+* Daughter of Matthew.
+
+"Ah! Breathing again, breathing!" he muttered to himself.
+
+He imagined himself as an enormously tall, powerful man who was throwing
+cannon balls at the French with both hands.
+
+"Now then, Matvevna, dear old lady, don't let me down!" he was saying as
+he moved from the gun, when a strange, unfamiliar voice called above his
+head: "Captain Tushin! Captain!"
+
+Tushin turned round in dismay. It was the staff officer who had turned
+him out of the booth at Grunth. He was shouting in a gasping voice:
+
+"Are you mad? You have twice been ordered to retreat, and you..."
+
+"Why are they down on me?" thought Tushin, looking in alarm at his
+superior.
+
+"I... don't..." he muttered, holding up two fingers to his cap. "I..."
+
+But the staff officer did not finish what he wanted to say. A cannon
+ball, flying close to him, caused him to duck and bend over his horse.
+He paused, and just as he was about to say something more, another ball
+stopped him. He turned his horse and galloped off.
+
+"Retire! All to retire!" he shouted from a distance.
+
+The soldiers laughed. A moment later, an adjutant arrived with the same
+order.
+
+It was Prince Andrew. The first thing he saw on riding up to the space
+where Tushin's guns were stationed was an unharnessed horse with a
+broken leg, that lay screaming piteously beside the harnessed horses.
+Blood was gushing from its leg as from a spring. Among the limbers lay
+several dead men. One ball after another passed over as he approached
+and he felt a nervous shudder run down his spine. But the mere thought
+of being afraid roused him again. "I cannot be afraid," thought he, and
+dismounted slowly among the guns. He delivered the order and did not
+leave the battery. He decided to have the guns removed from their
+positions and withdrawn in his presence. Together with Tushin, stepping
+across the bodies and under a terrible fire from the French, he attended
+to the removal of the guns.
+
+"A staff officer was here a minute ago, but skipped off," said an
+artilleryman to Prince Andrew. "Not like your honor!"
+
+Prince Andrew said nothing to Tushin. They were both so busy as to seem
+not to notice one another. When having limbered up the only two cannon
+that remained uninjured out of the four, they began moving down the hill
+(one shattered gun and one unicorn were left behind), Prince Andrew rode
+up to Tushin.
+
+"Well, till we meet again..." he said, holding out his hand to Tushin.
+
+"Good-bye, my dear fellow," said Tushin. "Dear soul! Good-bye, my dear
+fellow!" and for some unknown reason tears suddenly filled his eyes.
+
+
+
+
+CHAPTER XXI
+
+The wind had fallen and black clouds, merging with the powder smoke,
+hung low over the field of battle on the horizon. It was growing dark
+and the glow of two conflagrations was the more conspicuous. The
+cannonade was dying down, but the rattle of musketry behind and on the
+right sounded oftener and nearer. As soon as Tushin with his guns,
+continually driving round or coming upon wounded men, was out of range
+of fire and had descended into the dip, he was met by some of the staff,
+among them the staff officer and Zherkov, who had been twice sent to
+Tushin's battery but had never reached it. Interrupting one another,
+they all gave, and transmitted, orders as to how to proceed,
+reprimanding and reproaching him. Tushin gave no orders, and, silently--
+fearing to speak because at every word he felt ready to weep without
+knowing why--rode behind on his artillery nag. Though the orders were to
+abandon the wounded, many of them dragged themselves after troops and
+begged for seats on the gun carriages. The jaunty infantry officer who
+just before the battle had rushed out of Tushin's wattle shed was laid,
+with a bullet in his stomach, on "Matvevna's" carriage. At the foot of
+the hill, a pale hussar cadet, supporting one hand with the other, came
+up to Tushin and asked for a seat.
+
+"Captain, for God's sake! I've hurt my arm," he said timidly. "For God's
+sake... I can't walk. For God's sake!"
+
+It was plain that this cadet had already repeatedly asked for a lift and
+been refused. He asked in a hesitating, piteous voice.
+
+"Tell them to give me a seat, for God's sake!"
+
+"Give him a seat," said Tushin. "Lay a cloak for him to sit on, lad," he
+said, addressing his favorite soldier. "And where is the wounded
+officer?"
+
+"He has been set down. He died," replied someone.
+
+"Help him up. Sit down, dear fellow, sit down! Spread out the cloak,
+Antonov."
+
+The cadet was Rostov. With one hand he supported the other; he was pale
+and his jaw trembled, shivering feverishly. He was placed on "Matvevna,"
+the gun from which they had removed the dead officer. The cloak they
+spread under him was wet with blood which stained his breeches and arm.
+
+"What, are you wounded, my lad?" said Tushin, approaching the gun on
+which Rostov sat.
+
+"No, it's a sprain."
+
+"Then what is this blood on the gun carriage?" inquired Tushin.
+
+"It was the officer, your honor, stained it," answered the artilleryman,
+wiping away the blood with his coat sleeve, as if apologizing for the
+state of his gun.
+
+It was all that they could do to get the guns up the rise aided by the
+infantry, and having reached the village of Gruntersdorf they halted. It
+had grown so dark that one could not distinguish the uniforms ten paces
+off, and the firing had begun to subside. Suddenly, near by on the
+right, shouting and firing were again heard. Flashes of shot gleamed in
+the darkness. This was the last French attack and was met by soldiers
+who had sheltered in the village houses. They all rushed out of the
+village again, but Tushin's guns could not move, and the artillerymen,
+Tushin, and the cadet exchanged silent glances as they awaited their
+fate. The firing died down and soldiers, talking eagerly, streamed out
+of a side street.
+
+"Not hurt, Petrov?" asked one.
+
+"We've given it 'em hot, mate! They won't make another push now," said
+another.
+
+"You couldn't see a thing. How they shot at their own fellows! Nothing
+could be seen. Pitch-dark, brother! Isn't there something to drink?"
+
+The French had been repulsed for the last time. And again and again in
+the complete darkness Tushin's guns moved forward, surrounded by the
+humming infantry as by a frame.
+
+In the darkness, it seemed as though a gloomy unseen river was flowing
+always in one direction, humming with whispers and talk and the sound of
+hoofs and wheels. Amid the general rumble, the groans and voices of the
+wounded were more distinctly heard than any other sound in the darkness
+of the night. The gloom that enveloped the army was filled with their
+groans, which seemed to melt into one with the darkness of the night.
+After a while the moving mass became agitated, someone rode past on a
+white horse followed by his suite, and said something in passing: "What
+did he say? Where to, now? Halt, is it? Did he thank us?" came eager
+questions from all sides. The whole moving mass began pressing closer
+together and a report spread that they were ordered to halt: evidently
+those in front had halted. All remained where they were in the middle of
+the muddy road.
+
+Fires were lighted and the talk became more audible. Captain Tushin,
+having given orders to his company, sent a soldier to find a dressing
+station or a doctor for the cadet, and sat down by a bonfire the
+soldiers had kindled on the road. Rostov, too, dragged himself to the
+fire. From pain, cold, and damp, a feverish shivering shook his whole
+body. Drowsiness was irresistibly mastering him, but he kept awake by an
+excruciating pain in his arm, for which he could find no satisfactory
+position. He kept closing his eyes and then again looking at the fire,
+which seemed to him dazzlingly red, and at the feeble, round-shouldered
+figure of Tushin who was sitting cross-legged like a Turk beside him.
+Tushin's large, kind, intelligent eyes were fixed with sympathy and
+commiseration on Rostov, who saw that Tushin with his whole heart wished
+to help him but could not.
+
+From all sides were heard the footsteps and talk of the infantry, who
+were walking, driving past, and settling down all around. The sound of
+voices, the tramping feet, the horses' hoofs moving in mud, the
+crackling of wood fires near and afar, merged into one tremulous rumble.
+
+It was no longer, as before, a dark, unseen river flowing through the
+gloom, but a dark sea swelling and gradually subsiding after a storm.
+Rostov looked at and listened listlessly to what passed before and
+around him. An infantryman came to the fire, squatted on his heels, held
+his hands to the blaze, and turned away his face.
+
+"You don't mind your honor?" he asked Tushin. "I've lost my company,
+your honor. I don't know where... such bad luck!"
+
+With the soldier, an infantry officer with a bandaged cheek came up to
+the bonfire, and addressing Tushin asked him to have the guns moved a
+trifle to let a wagon go past. After he had gone, two soldiers rushed to
+the campfire. They were quarreling and fighting desperately, each trying
+to snatch from the other a boot they were both holding on to.
+
+"You picked it up?... I dare say! You're very smart!" one of them
+shouted hoarsely.
+
+Then a thin, pale soldier, his neck bandaged with a bloodstained leg
+band, came up and in angry tones asked the artillerymen for water.
+
+"Must one die like a dog?" said he.
+
+Tushin told them to give the man some water. Then a cheerful soldier ran
+up, begging a little fire for the infantry.
+
+"A nice little hot torch for the infantry! Good luck to you, fellow
+countrymen. Thanks for the fire--we'll return it with interest," said
+he, carrying away into the darkness a glowing stick.
+
+Next came four soldiers, carrying something heavy on a cloak, and passed
+by the fire. One of them stumbled.
+
+"Who the devil has put the logs on the road?" snarled he.
+
+"He's dead--why carry him?" said another.
+
+"Shut up!"
+
+And they disappeared into the darkness with their load.
+
+"Still aching?" Tushin asked Rostov in a whisper.
+
+"Yes."
+
+"Your honor, you're wanted by the general. He is in the hut here," said
+a gunner, coming up to Tushin.
+
+"Coming, friend."
+
+Tushin rose and, buttoning his greatcoat and pulling it straight, walked
+away from the fire.
+
+Not far from the artillery campfire, in a hut that had been prepared for
+him, Prince Bagration sat at dinner, talking with some commanding
+officers who had gathered at his quarters. The little old man with the
+half-closed eyes was there greedily gnawing a mutton bone, and the
+general who had served blamelessly for twenty-two years, flushed by a
+glass of vodka and the dinner; and the staff officer with the signet
+ring, and Zherkov, uneasily glancing at them all, and Prince Andrew,
+pale, with compressed lips and feverishly glittering eyes.
+
+In a corner of the hut stood a standard captured from the French, and
+the accountant with the naive face was feeling its texture, shaking his
+head in perplexity--perhaps because the banner really interested him,
+perhaps because it was hard for him, hungry as he was, to look on at a
+dinner where there was no place for him. In the next hut there was a
+French colonel who had been taken prisoner by our dragoons. Our officers
+were flocking in to look at him. Prince Bagration was thanking the
+individual commanders and inquiring into details of the action and our
+losses. The general whose regiment had been inspected at Braunau was
+informing the prince that as soon as the action began he had withdrawn
+from the wood, mustered the men who were woodcutting, and, allowing the
+French to pass him, had made a bayonet charge with two battalions and
+had broken up the French troops.
+
+"When I saw, your excellency, that their first battalion was
+disorganized, I stopped in the road and thought: 'I'll let them come on
+and will meet them with the fire of the whole battalion'--and that's
+what I did."
+
+The general had so wished to do this and was so sorry he had not managed
+to do it that it seemed to him as if it had really happened. Perhaps it
+might really have been so? Could one possibly make out amid all that
+confusion what did or did not happen?
+
+"By the way, your excellency, I should inform you," he continued--
+remembering Dolokhov's conversation with Kutuzov and his last interview
+with the gentleman-ranker--"that Private Dolokhov, who was reduced to
+the ranks, took a French officer prisoner in my presence and
+particularly distinguished himself."
+
+"I saw the Pavlograd hussars attack there, your excellency," chimed in
+Zherkov, looking uneasily around. He had not seen the hussars all that
+day, but had heard about them from an infantry officer. "They broke up
+two squares, your excellency."
+
+Several of those present smiled at Zherkov's words, expecting one of his
+usual jokes, but noticing that what he was saying redounded to the glory
+of our arms and of the day's work, they assumed a serious expression,
+though many of them knew that what he was saying was a lie devoid of any
+foundation. Prince Bagration turned to the old colonel:
+
+"Gentlemen, I thank you all; all arms have behaved heroically: infantry,
+cavalry, and artillery. How was it that two guns were abandoned in the
+center?" he inquired, searching with his eyes for someone. (Prince
+Bagration did not ask about the guns on the left flank; he knew that all
+the guns there had been abandoned at the very beginning of the action.)
+"I think I sent you?" he added, turning to the staff officer on duty.
+
+"One was damaged," answered the staff officer, "and the other I can't
+understand. I was there all the time giving orders and had only just
+left.... It is true that it was hot there," he added, modestly.
+
+Someone mentioned that Captain Tushin was bivouacking close to the
+village and had already been sent for.
+
+"Oh, but you were there?" said Prince Bagration, addressing Prince
+Andrew.
+
+"Of course, we only just missed one another," said the staff officer,
+with a smile to Bolkonski.
+
+"I had not the pleasure of seeing you," said Prince Andrew, coldly and
+abruptly.
+
+All were silent. Tushin appeared at the threshold and made his way
+timidly from behind the backs of the generals. As he stepped past the
+generals in the crowded hut, feeling embarrassed as he always was by the
+sight of his superiors, he did not notice the staff of the banner and
+stumbled over it. Several of those present laughed.
+
+"How was it a gun was abandoned?" asked Bagration, frowning, not so much
+at the captain as at those who were laughing, among whom Zherkov laughed
+loudest.
+
+Only now, when he was confronted by the stern authorities, did his guilt
+and the disgrace of having lost two guns and yet remaining alive present
+themselves to Tushin in all their horror. He had been so excited that he
+had not thought about it until that moment. The officers' laughter
+confused him still more. He stood before Bagration with his lower jaw
+trembling and was hardly able to mutter: "I don't know... your
+excellency... I had no men... your excellency."
+
+"You might have taken some from the covering troops."
+
+Tushin did not say that there were no covering troops, though that was
+perfectly true. He was afraid of getting some other officer into
+trouble, and silently fixed his eyes on Bagration as a schoolboy who has
+blundered looks at an examiner.
+
+The silence lasted some time. Prince Bagration, apparently not wishing
+to be severe, found nothing to say; the others did not venture to
+intervene. Prince Andrew looked at Tushin from under his brows and his
+fingers twitched nervously.
+
+"Your excellency!" Prince Andrew broke the silence with his abrupt
+voice, "you were pleased to send me to Captain Tushin's battery. I went
+there and found two thirds of the men and horses knocked out, two guns
+smashed, and no supports at all."
+
+Prince Bagration and Tushin looked with equal intentness at Bolkonski,
+who spoke with suppressed agitation.
+
+"And, if your excellency will allow me to express my opinion," he
+continued, "we owe today's success chiefly to the action of that battery
+and the heroic endurance of Captain Tushin and his company," and without
+awaiting a reply, Prince Andrew rose and left the table.
+
+Prince Bagration looked at Tushin, evidently reluctant to show distrust
+in Bolkonski's emphatic opinion yet not feeling able fully to credit it,
+bent his head, and told Tushin that he could go. Prince Andrew went out
+with him.
+
+"Thank you; you saved me, my dear fellow!" said Tushin.
+
+Prince Andrew gave him a look, but said nothing and went away. He felt
+sad and depressed. It was all so strange, so unlike what he had hoped.
+
+"Who are they? Why are they here? What do they want? And when will all
+this end?" thought Rostov, looking at the changing shadows before him.
+The pain in his arm became more and more intense. Irresistible
+drowsiness overpowered him, red rings danced before his eyes, and the
+impression of those voices and faces and a sense of loneliness merged
+with the physical pain. It was they, these soldiers--wounded and
+unwounded--it was they who were crushing, weighing down, and twisting
+the sinews and scorching the flesh of his sprained arm and shoulder. To
+rid himself of them he closed his eyes.
+
+For a moment he dozed, but in that short interval innumerable things
+appeared to him in a dream: his mother and her large white hand, Sonya's
+thin little shoulders, Natasha's eyes and laughter, Denisov with his
+voice and mustache, and Telyanin and all that affair with Telyanin and
+Bogdanich. That affair was the same thing as this soldier with the harsh
+voice, and it was that affair and this soldier that were so agonizingly,
+incessantly pulling and pressing his arm and always dragging it in one
+direction. He tried to get away from them, but they would not for an
+instant let his shoulder move a hair's breadth. It would not ache--it
+would be well--if only they did not pull it, but it was impossible to
+get rid of them.
+
+He opened his eyes and looked up. The black canopy of night hung less
+than a yard above the glow of the charcoal. Flakes of falling snow were
+fluttering in that light. Tushin had not returned, the doctor had not
+come. He was alone now, except for a soldier who was sitting naked at
+the other side of the fire, warming his thin yellow body.
+
+"Nobody wants me!" thought Rostov. "There is no one to help me or pity
+me. Yet I was once at home, strong, happy, and loved." He sighed and,
+doing so, groaned involuntarily.
+
+"Eh, is anything hurting you?" asked the soldier, shaking his shirt out
+over the fire, and not waiting for an answer he gave a grunt and added:
+"What a lot of men have been crippled today--frightful!"
+
+Rostov did not listen to the soldier. He looked at the snowflakes
+fluttering above the fire and remembered a Russian winter at his warm,
+bright home, his fluffy fur coat, his quickly gliding sleigh, his
+healthy body, and all the affection and care of his family. "And why did
+I come here?" he wondered.
+
+Next day the French army did not renew their attack, and the remnant of
+Bagration's detachment was reunited to Kutuzov's army.
+
+BOOK THREE: 1805
+
+
+
+
+CHAPTER I
+
+Prince Vasili was not a man who deliberately thought out his plans.
+Still less did he think of injuring anyone for his own advantage. He was
+merely a man of the world who had got on and to whom getting on had
+become a habit. Schemes and devices for which he never rightly accounted
+to himself, but which formed the whole interest of his life, were
+constantly shaping themselves in his mind, arising from the
+circumstances and persons he met. Of these plans he had not merely one
+or two in his head but dozens, some only beginning to form themselves,
+some approaching achievement, and some in course of disintegration. He
+did not, for instance, say to himself: "This man now has influence, I
+must gain his confidence and friendship and through him obtain a special
+grant." Nor did he say to himself: "Pierre is a rich man, I must entice
+him to marry my daughter and lend me the forty thousand rubles I need."
+But when he came across a man of position his instinct immediately told
+him that this man could be useful, and without any premeditation Prince
+Vasili took the first opportunity to gain his confidence, flatter him,
+become intimate with him, and finally make his request.
+
+He had Pierre at hand in Moscow and procured for him an appointment as
+Gentleman of the Bedchamber, which at that time conferred the status of
+Councilor of State, and insisted on the young man accompanying him to
+Petersburg and staying at his house. With apparent absent-mindedness,
+yet with unhesitating assurance that he was doing the right thing,
+Prince Vasili did everything to get Pierre to marry his daughter. Had he
+thought out his plans beforehand he could not have been so natural and
+shown such unaffected familiarity in intercourse with everybody both
+above and below him in social standing. Something always drew him toward
+those richer and more powerful than himself and he had rare skill in
+seizing the most opportune moment for making use of people.
+
+Pierre, on unexpectedly becoming Count Bezukhov and a rich man, felt
+himself after his recent loneliness and freedom from cares so beset and
+preoccupied that only in bed was he able to be by himself. He had to
+sign papers, to present himself at government offices, the purpose of
+which was not clear to him, to question his chief steward, to visit his
+estate near Moscow, and to receive many people who formerly did not even
+wish to know of his existence but would now have been offended and
+grieved had he chosen not to see them. These different people--
+businessmen, relations, and acquaintances alike--were all disposed to
+treat the young heir in the most friendly and flattering manner: they
+were all evidently firmly convinced of Pierre's noble qualities. He was
+always hearing such words as: "With your remarkable kindness," or, "With
+your excellent heart," "You are yourself so honorable Count," or, "Were
+he as clever as you," and so on, till he began sincerely to believe in
+his own exceptional kindness and extraordinary intelligence, the more so
+as in the depth of his heart it had always seemed to him that he really
+was very kind and intelligent. Even people who had formerly been
+spiteful toward him and evidently unfriendly now became gentle and
+affectionate. The angry eldest princess, with the long waist and hair
+plastered down like a doll's, had come into Pierre's room after the
+funeral. With drooping eyes and frequent blushes she told him she was
+very sorry about their past misunderstandings and did not now feel she
+had a right to ask him for anything, except only for permission, after
+the blow she had received, to remain for a few weeks longer in the house
+she so loved and where she had sacrificed so much. She could not refrain
+from weeping at these words. Touched that this statuesque princess could
+so change, Pierre took her hand and begged her forgiveness, without
+knowing what for. From that day the eldest princess quite changed toward
+Pierre and began knitting a striped scarf for him.
+
+"Do this for my sake, mon cher; after all, she had to put up with a
+great deal from the deceased," said Prince Vasili to him, handing him a
+deed to sign for the princess' benefit.
+
+Prince Vasili had come to the conclusion that it was necessary to throw
+this bone--a bill for thirty thousand rubles--to the poor princess that
+it might not occur to her to speak of his share in the affair of the
+inlaid portfolio. Pierre signed the deed and after that the princess
+grew still kinder. The younger sisters also became affectionate to him,
+especially the youngest, the pretty one with the mole, who often made
+him feel confused by her smiles and her own confusion when meeting him.
+
+It seemed so natural to Pierre that everyone should like him, and it
+would have seemed so unnatural had anyone disliked him, that he could
+not but believe in the sincerity of those around him. Besides, he had no
+time to ask himself whether these people were sincere or not. He was
+always busy and always felt in a state of mild and cheerful
+intoxication. He felt as though he were the center of some important and
+general movement; that something was constantly expected of him, that if
+he did not do it he would grieve and disappoint many people, but if he
+did this and that, all would be well; and he did what was demanded of
+him, but still that happy result always remained in the future.
+
+More than anyone else, Prince Vasili took possession of Pierre's affairs
+and of Pierre himself in those early days. From the death of Count
+Bezukhov he did not let go his hold of the lad. He had the air of a man
+oppressed by business, weary and suffering, who yet would not, for
+pity's sake, leave this helpless youth who, after all, was the son of
+his old friend and the possessor of such enormous wealth, to the caprice
+of fate and the designs of rogues. During the few days he spent in
+Moscow after the death of Count Bezukhov, he would call Pierre, or go to
+him himself, and tell him what ought to be done in a tone of weariness
+and assurance, as if he were adding every time: "You know I am
+overwhelmed with business and it is purely out of charity that I trouble
+myself about you, and you also know quite well that what I propose is
+the only thing possible."
+
+"Well, my dear fellow, tomorrow we are off at last," said Prince Vasili
+one day, closing his eyes and fingering Pierre's elbow, speaking as if
+he were saying something which had long since been agreed upon and could
+not now be altered. "We start tomorrow and I'm giving you a place in my
+carriage. I am very glad. All our important business here is now
+settled, and I ought to have been off long ago. Here is something I have
+received from the chancellor. I asked him for you, and you have been
+entered in the diplomatic corps and made a Gentleman of the Bedchamber.
+The diplomatic career now lies open before you."
+
+Notwithstanding the tone of wearied assurance with which these words
+were pronounced, Pierre, who had so long been considering his career,
+wished to make some suggestion. But Prince Vasili interrupted him in the
+special deep cooing tone, precluding the possibility of interrupting his
+speech, which he used in extreme cases when special persuasion was
+needed.
+
+"Mais, mon cher, I did this for my own sake, to satisfy my conscience,
+and there is nothing to thank me for. No one has ever complained yet of
+being too much loved; and besides, you are free, you could throw it up
+tomorrow. But you will see everything for yourself when you get to
+Petersburg. It is high time for you to get away from these terrible
+recollections." Prince Vasili sighed. "Yes, yes, my boy. And my valet
+can go in your carriage. Ah! I was nearly forgetting," he added. "You
+know, mon cher, your father and I had some accounts to settle, so I have
+received what was due from the Ryazan estate and will keep it; you won't
+require it. We'll go into the accounts later."
+
+By "what was due from the Ryazan estate" Prince Vasili meant several
+thousand rubles quitrent received from Pierre's peasants, which the
+prince had retained for himself.
+
+In Petersburg, as in Moscow, Pierre found the same atmosphere of
+gentleness and affection. He could not refuse the post, or rather the
+rank (for he did nothing), that Prince Vasili had procured for him, and
+acquaintances, invitations, and social occupations were so numerous
+that, even more than in Moscow, he felt a sense of bewilderment, bustle,
+and continual expectation of some good, always in front of him but never
+attained.
+
+Of his former bachelor acquaintances many were no longer in Petersburg.
+The Guards had gone to the front; Dolokhov had been reduced to the
+ranks; Anatole was in the army somewhere in the provinces; Prince Andrew
+was abroad; so Pierre had not the opportunity to spend his nights as he
+used to like to spend them, or to open his mind by intimate talks with a
+friend older than himself and whom he respected. His whole time was
+taken up with dinners and balls and was spent chiefly at Prince Vasili's
+house in the company of the stout princess, his wife, and his beautiful
+daughter Helene.
+
+Like the others, Anna Pavlovna Scherer showed Pierre the change of
+attitude toward him that had taken place in society.
+
+Formerly in Anna Pavlovna's presence, Pierre had always felt that what
+he was saying was out of place, tactless and unsuitable, that remarks
+which seemed to him clever while they formed in his mind became foolish
+as soon as he uttered them, while on the contrary Hippolyte's stupidest
+remarks came out clever and apt. Now everything Pierre said was
+charmant. Even if Anna Pavlovna did not say so, he could see that she
+wished to and only refrained out of regard for his modesty.
+
+In the beginning of the winter of 1805-6 Pierre received one of Anna
+Pavlovna's usual pink notes with an invitation to which was added: "You
+will find the beautiful Helene here, whom it is always delightful to
+see."
+
+When he read that sentence, Pierre felt for the first time that some
+link which other people recognized had grown up between himself and
+Helene, and that thought both alarmed him, as if some obligation were
+being imposed on him which he could not fulfill, and pleased him as an
+entertaining supposition.
+
+Anna Pavlovna's "At Home" was like the former one, only the novelty she
+offered her guests this time was not Mortemart, but a diplomatist fresh
+from Berlin with the very latest details of the Emperor Alexander's
+visit to Potsdam, and of how the two august friends had pledged
+themselves in an indissoluble alliance to uphold the cause of justice
+against the enemy of the human race. Anna Pavlovna received Pierre with
+a shade of melancholy, evidently relating to the young man's recent loss
+by the death of Count Bezukhov (everyone constantly considered it a duty
+to assure Pierre that he was greatly afflicted by the death of the
+father he had hardly known), and her melancholy was just like the august
+melancholy she showed at the mention of her most august Majesty the
+Empress Marya Fedorovna. Pierre felt flattered by this. Anna Pavlovna
+arranged the different groups in her drawing room with her habitual
+skill. The large group, in which were Prince Vasili and the generals,
+had the benefit of the diplomat. Another group was at the tea table.
+Pierre wished to join the former, but Anna Pavlovna--who was in the
+excited condition of a commander on a battlefield to whom thousands of
+new and brilliant ideas occur which there is hardly time to put in
+action--seeing Pierre, touched his sleeve with her finger, saying:
+
+"Wait a bit, I have something in view for you this evening." (She
+glanced at Helene and smiled at her.) "My dear Helene, be charitable to
+my poor aunt who adores you. Go and keep her company for ten minutes.
+And that it will not be too dull, here is the dear count who will not
+refuse to accompany you."
+
+The beauty went to the aunt, but Anna Pavlovna detained Pierre, looking
+as if she had to give some final necessary instructions.
+
+"Isn't she exquisite?" she said to Pierre, pointing to the stately
+beauty as she glided away. "And how she carries herself! For so young a
+girl, such tact, such masterly perfection of manner! It comes from her
+heart. Happy the man who wins her! With her the least worldly of men
+would occupy a most brilliant position in society. Don't you think so? I
+only wanted to know your opinion," and Anna Pavlovna let Pierre go.
+
+Pierre, in reply, sincerely agreed with her as to Helene's perfection of
+manner. If he ever thought of Helene, it was just of her beauty and her
+remarkable skill in appearing silently dignified in society.
+
+The old aunt received the two young people in her corner, but seemed
+desirous of hiding her adoration for Helene and inclined rather to show
+her fear of Anna Pavlovna. She looked at her niece, as if inquiring what
+she was to do with these people. On leaving them, Anna Pavlovna again
+touched Pierre's sleeve, saying: "I hope you won't say that it is dull
+in my house again," and she glanced at Helene.
+
+Helene smiled, with a look implying that she did not admit the
+possibility of anyone seeing her without being enchanted. The aunt
+coughed, swallowed, and said in French that she was very pleased to see
+Helene, then she turned to Pierre with the same words of welcome and the
+same look. In the middle of a dull and halting conversation, Helene
+turned to Pierre with the beautiful bright smile that she gave to
+everyone. Pierre was so used to that smile, and it had so little meaning
+for him, that he paid no attention to it. The aunt was just speaking of
+a collection of snuffboxes that had belonged to Pierre's father, Count
+Bezukhov, and showed them her own box. Princess Helene asked to see the
+portrait of the aunt's husband on the box lid.
+
+"That is probably the work of Vinesse," said Pierre, mentioning a
+celebrated miniaturist, and he leaned over the table to take the
+snuffbox while trying to hear what was being said at the other table.
+
+He half rose, meaning to go round, but the aunt handed him the snuffbox,
+passing it across Helene's back. Helene stooped forward to make room,
+and looked round with a smile. She was, as always at evening parties,
+wearing a dress such as was then fashionable, cut very low at front and
+back. Her bust, which had always seemed like marble to Pierre, was so
+close to him that his shortsighted eyes could not but perceive the
+living charm of her neck and shoulders, so near to his lips that he need
+only have bent his head a little to have touched them. He was conscious
+of the warmth of her body, the scent of perfume, and the creaking of her
+corset as she moved. He did not see her marble beauty forming a complete
+whole with her dress, but all the charm of her body only covered by her
+garments. And having once seen this he could not help being aware of it,
+just as we cannot renew an illusion we have once seen through.
+
+"So you have never noticed before how beautiful I am?" Helene seemed to
+say. "You had not noticed that I am a woman? Yes, I am a woman who may
+belong to anyone--to you too," said her glance. And at that moment
+Pierre felt that Helene not only could, but must, be his wife, and that
+it could not be otherwise.
+
+He knew this at that moment as surely as if he had been standing at the
+altar with her. How and when this would be he did not know, he did not
+even know if it would be a good thing (he even felt, he knew not why,
+that it would be a bad thing), but he knew it would happen.
+
+Pierre dropped his eyes, lifted them again, and wished once more to see
+her as a distant beauty far removed from him, as he had seen her every
+day until then, but he could no longer do it. He could not, any more
+than a man who has been looking at a tuft of steppe grass through the
+mist and taking it for a tree can again take it for a tree after he has
+once recognized it to be a tuft of grass. She was terribly close to him.
+She already had power over him, and between them there was no longer any
+barrier except the barrier of his own will.
+
+"Well, I will leave you in your little corner," came Anna Pavlovna's
+voice, "I see you are all right there."
+
+And Pierre, anxiously trying to remember whether he had done anything
+reprehensible, looked round with a blush. It seemed to him that everyone
+knew what had happened to him as he knew it himself.
+
+A little later when he went up to the large circle, Anna Pavlovna said
+to him: "I hear you are refitting your Petersburg house?"
+
+This was true. The architect had told him that it was necessary, and
+Pierre, without knowing why, was having his enormous Petersburg house
+done up.
+
+"That's a good thing, but don't move from Prince Vasili's. It is good to
+have a friend like the prince," she said, smiling at Prince Vasili. "I
+know something about that. Don't I? And you are still so young. You need
+advice. Don't be angry with me for exercising an old woman's privilege."
+
+She paused, as women always do, expecting something after they have
+mentioned their age. "If you marry it will be a different thing," she
+continued, uniting them both in one glance. Pierre did not look at
+Helene nor she at him. But she was just as terribly close to him. He
+muttered something and colored.
+
+When he got home he could not sleep for a long time for thinking of what
+had happened. What had happened? Nothing. He had merely understood that
+the woman he had known as a child, of whom when her beauty was mentioned
+he had said absent-mindedly: "Yes, she's good looking," he had
+understood that this woman might belong to him.
+
+"But she's stupid. I have myself said she is stupid," he thought. "There
+is something nasty, something wrong, in the feeling she excites in me. I
+have been told that her brother Anatole was in love with her and she
+with him, that there was quite a scandal and that that's why he was sent
+away. Hippolyte is her brother... Prince Vasili is her father... It's
+bad...." he reflected, but while he was thinking this (the reflection
+was still incomplete), he caught himself smiling and was conscious that
+another line of thought had sprung up, and while thinking of her
+worthlessness he was also dreaming of how she would be his wife, how she
+would love him become quite different, and how all he had thought and
+heard of her might be false. And he again saw her not as the daughter of
+Prince Vasili, but visualized her whole body only veiled by its gray
+dress. "But no! Why did this thought never occur to me before?" and
+again he told himself that it was impossible, that there would be
+something unnatural, and as it seemed to him dishonorable, in this
+marriage. He recalled her former words and looks and the words and looks
+of those who had seen them together. He recalled Anna Pavlovna's words
+and looks when she spoke to him about his house, recalled thousands of
+such hints from Prince Vasili and others, and was seized by terror lest
+he had already, in some way, bound himself to do something that was
+evidently wrong and that he ought not to do. But at the very time he was
+expressing this conviction to himself, in another part of his mind her
+image rose in all its womanly beauty.
+
+
+
+
+CHAPTER II
+
+In November, 1805, Prince Vasili had to go on a tour of inspection in
+four different provinces. He had arranged this for himself so as to
+visit his neglected estates at the same time and pick up his son Anatole
+where his regiment was stationed, and take him to visit Prince Nicholas
+Bolkonski in order to arrange a match for him with the daughter of that
+rich old man. But before leaving home and undertaking these new affairs,
+Prince Vasili had to settle matters with Pierre, who, it is true, had
+latterly spent whole days at home, that is, in Prince Vasili's house
+where he was staying, and had been absurd, excited, and foolish in
+Helene's presence (as a lover should be), but had not yet proposed to
+her.
+
+"This is all very fine, but things must be settled," said Prince Vasili
+to himself, with a sorrowful sigh, one morning, feeling that Pierre who
+was under such obligations to him ("But never mind that") was not
+behaving very well in this matter. "Youth, frivolity... well, God be
+with him," thought he, relishing his own goodness of heart, "but it must
+be brought to a head. The day after tomorrow will be Lelya's name day. I
+will invite two or three people, and if he does not understand what he
+ought to do then it will be my affair--yes, my affair. I am her father."
+
+Six weeks after Anna Pavlovna's "At Home" and after the sleepless night
+when he had decided that to marry Helene would be a calamity and that he
+ought to avoid her and go away, Pierre, despite that decision, had not
+left Prince Vasili's and felt with terror that in people's eyes he was
+every day more and more connected with her, that it was impossible for
+him to return to his former conception of her, that he could not break
+away from her, and that though it would be a terrible thing he would
+have to unite his fate with hers. He might perhaps have been able to
+free himself but that Prince Vasili (who had rarely before given
+receptions) now hardly let a day go by without having an evening party
+at which Pierre had to be present unless he wished to spoil the general
+pleasure and disappoint everyone's expectation. Prince Vasili, in the
+rare moments when he was at home, would take Pierre's hand in passing
+and draw it downwards, or absent-mindedly hold out his wrinkled, clean-
+shaven cheek for Pierre to kiss and would say: "Till tomorrow," or, "Be
+in to dinner or I shall not see you," or, "I am staying in for your
+sake," and so on. And though Prince Vasili, when he stayed in (as he
+said) for Pierre's sake, hardly exchanged a couple of words with him,
+Pierre felt unable to disappoint him. Every day he said to himself one
+and the same thing: "It is time I understood her and made up my mind
+what she really is. Was I mistaken before, or am I mistaken now? No, she
+is not stupid, she is an excellent girl," he sometimes said to himself
+"she never makes a mistake, never says anything stupid. She says little,
+but what she does say is always clear and simple, so she is not stupid.
+She never was abashed and is not abashed now, so she cannot be a bad
+woman!" He had often begun to make reflections or think aloud in her
+company, and she had always answered him either by a brief but
+appropriate remark--showing that it did not interest her--or by a silent
+look and smile which more palpably than anything else showed Pierre her
+superiority. She was right in regarding all arguments as nonsense in
+comparison with that smile.
+
+She always addressed him with a radiantly confiding smile meant for him
+alone, in which there was something more significant than in the general
+smile that usually brightened her face. Pierre knew that everyone was
+waiting for him to say a word and cross a certain line, and he knew that
+sooner or later he would step across it, but an incomprehensible terror
+seized him at the thought of that dreadful step. A thousand times during
+that month and a half while he felt himself drawn nearer and nearer to
+that dreadful abyss, Pierre said to himself: "What am I doing? I need
+resolution. Can it be that I have none?"
+
+He wished to take a decision, but felt with dismay that in this matter
+he lacked that strength of will which he had known in himself and really
+possessed. Pierre was one of those who are only strong when they feel
+themselves quite innocent, and since that day when he was overpowered by
+a feeling of desire while stooping over the snuffbox at Anna Pavlovna's,
+an unacknowledged sense of the guilt of that desire paralyzed his will.
+
+On Helene's name day, a small party of just their own people--as his
+wife said--met for supper at Prince Vasili's. All these friends and
+relations had been given to understand that the fate of the young girl
+would be decided that evening. The visitors were seated at supper.
+Princess Kuragina, a portly imposing woman who had once been handsome,
+was sitting at the head of the table. On either side of her sat the more
+important guests--an old general and his wife, and Anna Pavlovna
+Scherer. At the other end sat the younger and less important guests, and
+there too sat the members of the family, and Pierre and Helene, side by
+side. Prince Vasili was not having any supper: he went round the table
+in a merry mood, sitting down now by one, now by another, of the guests.
+To each of them he made some careless and agreeable remark except to
+Pierre and Helene, whose presence he seemed not to notice. He enlivened
+the whole party. The wax candles burned brightly, the silver and crystal
+gleamed, so did the ladies' toilets and the gold and silver of the men's
+epaulets; servants in scarlet liveries moved round the table, the
+clatter of plates, knives, and glasses mingled with the animated hum of
+several conversations. At one end of the table, the old chamberlain was
+heard assuring an old baroness that he loved her passionately, at which
+she laughed; at the other could be heard the story of the misfortunes of
+some Mary Viktorovna or other. At the center of the table, Prince Vasili
+attracted everybody's attention. With a facetious smile on his face, he
+was telling the ladies about last Wednesday's meeting of the Imperial
+Council, at which Sergey Kuzmich Vyazmitinov, the new military governor
+general of Petersburg, had received and read the then famous rescript of
+the Emperor Alexander from the army to Sergey Kuzmich, in which the
+Emperor said that he was receiving from all sides declarations of the
+people's loyalty, that the declaration from Petersburg gave him
+particular pleasure, and that he was proud to be at the head of such a
+nation and would endeavor to be worthy of it. This rescript began with
+the words: "Sergey Kuzmich, From all sides reports reach me," etc.
+
+"Well, and so he never got farther than: 'Sergey Kuzmich'?" asked one of
+the ladies.
+
+"Exactly, not a hair's breadth farther," answered Prince Vasili,
+laughing, "'Sergey Kuzmich... From all sides... From all sides... Sergey
+Kuzmich...' Poor Vyazmitinov could not get any farther! He began the
+rescript again and again, but as soon as he uttered 'Sergey' he sobbed,
+'Kuz-mi-ch,' tears, and 'From all sides' was smothered in sobs and he
+could get no farther. And again his handkerchief, and again: 'Sergey
+Kuzmich, From all sides,'... and tears, till at last somebody else was
+asked to read it."
+
+"Kuzmich... From all sides... and then tears," someone repeated
+laughing.
+
+"Don't be unkind," cried Anna Pavlovna from her end of the table holding
+up a threatening finger. "He is such a worthy and excellent man, our
+dear Vyazmitinov...."
+
+Everybody laughed a great deal. At the head of the table, where the
+honored guests sat, everyone seemed to be in high spirits and under the
+influence of a variety of exciting sensations. Only Pierre and Helene
+sat silently side by side almost at the bottom of the table, a
+suppressed smile brightening both their faces, a smile that had nothing
+to do with Sergey Kuzmich--a smile of bashfulness at their own feelings.
+But much as all the rest laughed, talked, and joked, much as they
+enjoyed their Rhine wine, saute, and ices, and however they avoided
+looking at the young couple, and heedless and unobservant as they seemed
+of them, one could feel by the occasional glances they gave that the
+story about Sergey Kuzmich, the laughter, and the food were all a
+pretense, and that the whole attention of that company was directed to--
+Pierre and Helene. Prince Vasili mimicked the sobbing of Sergey Kuzmich
+and at the same time his eyes glanced toward his daughter, and while he
+laughed the expression on his face clearly said: "Yes... it's getting
+on, it will all be settled today." Anna Pavlovna threatened him on
+behalf of "our dear Vyazmitinov," and in her eyes, which, for an
+instant, glanced at Pierre, Prince Vasili read a congratulation on his
+future son-in-law and on his daughter's happiness. The old princess
+sighed sadly as she offered some wine to the old lady next to her and
+glanced angrily at her daughter, and her sigh seemed to say: "Yes,
+there's nothing left for you and me but to sip sweet wine, my dear, now
+that the time has come for these young ones to be thus boldly,
+provocatively happy." "And what nonsense all this is that I am saying!"
+thought a diplomatist, glancing at the happy faces of the lovers.
+"That's happiness!"
+
+Into the insignificant, trifling, and artificial interests uniting that
+society had entered the simple feeling of the attraction of a healthy
+and handsome young man and woman for one another. And this human feeling
+dominated everything else and soared above all their affected chatter.
+Jests fell flat, news was not interesting, and the animation was
+evidently forced. Not only the guests but even the footmen waiting at
+table seemed to feel this, and they forgot their duties as they looked
+at the beautiful Helene with her radiant face and at the red, broad, and
+happy though uneasy face of Pierre. It seemed as if the very light of
+the candles was focused on those two happy faces alone.
+
+Pierre felt that he was the center of it all, and this both pleased and
+embarrassed him. He was like a man entirely absorbed in some occupation.
+He did not see, hear, or understand anything clearly. Only now and then
+detached ideas and impressions from the world of reality shot
+unexpectedly through his mind.
+
+"So it is all finished!" he thought. "And how has it all happened? How
+quickly! Now I know that not because of her alone, nor of myself alone,
+but because of everyone, it must inevitably come about. They are all
+expecting it, they are so sure that it will happen that I cannot, I
+cannot, disappoint them. But how will it be? I do not know, but it will
+certainly happen!" thought Pierre, glancing at those dazzling shoulders
+close to his eyes.
+
+Or he would suddenly feel ashamed of he knew not what. He felt it
+awkward to attract everyone's attention and to be considered a lucky man
+and, with his plain face, to be looked on as a sort of Paris possessed
+of a Helen. "But no doubt it always is and must be so!" he consoled
+himself. "And besides, what have I done to bring it about? How did it
+begin? I traveled from Moscow with Prince Vasili. Then there was
+nothing. So why should I not stay at his house? Then I played cards with
+her and picked up her reticule and drove out with her. How did it begin,
+when did it all come about?" And here he was sitting by her side as her
+betrothed, seeing, hearing, feeling her nearness, her breathing, her
+movements, her beauty. Then it would suddenly seem to him that it was
+not she but he was so unusually beautiful, and that that was why they
+all looked so at him, and flattered by this general admiration he would
+expand his chest, raise his head, and rejoice at his good fortune.
+Suddenly he heard a familiar voice repeating something to him a second
+time. But Pierre was so absorbed that he did not understand what was
+said.
+
+"I am asking you when you last heard from Bolkonski," repeated Prince
+Vasili a third time. "How absent-minded you are, my dear fellow."
+
+Prince Vasili smiled, and Pierre noticed that everyone was smiling at
+him and Helene. "Well, what of it, if you all know it?" thought Pierre.
+"What of it? It's the truth!" and he himself smiled his gentle childlike
+smile, and Helene smiled too.
+
+"When did you get the letter? Was it from Olmutz?" repeated Prince
+Vasili, who pretended to want to know this in order to settle a dispute.
+
+"How can one talk or think of such trifles?" thought Pierre.
+
+"Yes, from Olmutz," he answered, with a sigh.
+
+After supper Pierre with his partner followed the others into the
+drawing room. The guests began to disperse, some without taking leave of
+Helene. Some, as if unwilling to distract her from an important
+occupation, came up to her for a moment and made haste to go away,
+refusing to let her see them off. The diplomatist preserved a mournful
+silence as he left the drawing room. He pictured the vanity of his
+diplomatic career in comparison with Pierre's happiness. The old general
+grumbled at his wife when she asked how his leg was. "Oh, the old fool,"
+he thought. "That Princess Helene will be beautiful still when she's
+fifty."
+
+"I think I may congratulate you," whispered Anna Pavlovna to the old
+princess, kissing her soundly. "If I hadn't this headache I'd have
+stayed longer."
+
+The old princess did not reply, she was tormented by jealousy of her
+daughter's happiness.
+
+While the guests were taking their leave Pierre remained for a long time
+alone with Helene in the little drawing room where they were sitting. He
+had often before, during the last six weeks, remained alone with her,
+but had never spoken to her of love. Now he felt that it was inevitable,
+but he could not make up his mind to take the final step. He felt
+ashamed; he felt that he was occupying someone else's place here beside
+Helene. "This happiness is not for you," some inner voice whispered to
+him. "This happiness is for those who have not in them what there is in
+you."
+
+But, as he had to say something, he began by asking her whether she was
+satisfied with the party. She replied in her usual simple manner that
+this name day of hers had been one of the pleasantest she had ever had.
+
+Some of the nearest relatives had not yet left. They were sitting in the
+large drawing room. Prince Vasili came up to Pierre with languid
+footsteps. Pierre rose and said it was getting late. Prince Vasili gave
+him a look of stern inquiry, as though what Pierre had just said was so
+strange that one could not take it in. But then the expression of
+severity changed, and he drew Pierre's hand downwards, made him sit
+down, and smiled affectionately.
+
+"Well, Lelya?" he asked, turning instantly to his daughter and
+addressing her with the careless tone of habitual tenderness natural to
+parents who have petted their children from babyhood, but which Prince
+Vasili had only acquired by imitating other parents.
+
+And he again turned to Pierre.
+
+"Sergey Kuzmich--From all sides-" he said, unbuttoning the top button of
+his waistcoat.
+
+Pierre smiled, but his smile showed that he knew it was not the story
+about Sergey Kuzmich that interested Prince Vasili just then, and Prince
+Vasili saw that Pierre knew this. He suddenly muttered something and
+went away. It seemed to Pierre that even the prince was disconcerted.
+The sight of the discomposure of that old man of the world touched
+Pierre: he looked at Helene and she too seemed disconcerted, and her
+look seemed to say: "Well, it is your own fault."
+
+"The step must be taken but I cannot, I cannot!" thought Pierre, and he
+again began speaking about indifferent matters, about Sergey Kuzmich,
+asking what the point of the story was as he had not heard it properly.
+Helene answered with a smile that she too had missed it.
+
+When Prince Vasili returned to the drawing room, the princess, his wife,
+was talking in low tones to the elderly lady about Pierre.
+
+"Of course, it is a very brilliant match, but happiness, my dear..."
+
+"Marriages are made in heaven," replied the elderly lady.
+
+Prince Vasili passed by, seeming not to hear the ladies, and sat down on
+a sofa in a far corner of the room. He closed his eyes and seemed to be
+dozing. His head sank forward and then he roused himself.
+
+"Aline," he said to his wife, "go and see what they are about."
+
+The princess went up to the door, passed by it with a dignified and
+indifferent air, and glanced into the little drawing room. Pierre and
+Helene still sat talking just as before.
+
+"Still the same," she said to her husband.
+
+Prince Vasili frowned, twisting his mouth, his cheeks quivered and his
+face assumed the coarse, unpleasant expression peculiar to him. Shaking
+himself, he rose, threw back his head, and with resolute steps went past
+the ladies into the little drawing room. With quick steps he went
+joyfully up to Pierre. His face was so unusually triumphant that Pierre
+rose in alarm on seeing it.
+
+"Thank God!" said Prince Vasili. "My wife has told me everything!" (He
+put one arm around Pierre and the other around his daughter.)--"My dear
+boy... Lelya... I am very pleased." (His voice trembled.) "I loved your
+father... and she will make you a good wife... God bless you!..."
+
+He embraced his daughter, and then again Pierre, and kissed him with his
+malodorous mouth. Tears actually moistened his cheeks.
+
+"Princess, come here!" he shouted.
+
+The old princess came in and also wept. The elderly lady was using her
+handkerchief too. Pierre was kissed, and he kissed the beautiful
+Helene's hand several times. After a while they were left alone again.
+
+"All this had to be and could not be otherwise," thought Pierre, "so it
+is useless to ask whether it is good or bad. It is good because it's
+definite and one is rid of the old tormenting doubt." Pierre held the
+hand of his betrothed in silence, looking at her beautiful bosom as it
+rose and fell.
+
+"Helene!" he said aloud and paused.
+
+"Something special is always said in such cases," he thought, but could
+not remember what it was that people say. He looked at her face. She
+drew nearer to him. Her face flushed.
+
+"Oh, take those off... those..." she said, pointing to his spectacles.
+
+Pierre took them off, and his eyes, besides the strange look eyes have
+from which spectacles have just been removed, had also a frightened and
+inquiring look. He was about to stoop over her hand and kiss it, but
+with a rapid, almost brutal movement of her head, she intercepted his
+lips and met them with her own. Her face struck Pierre, by its altered,
+unpleasantly excited expression.
+
+"It is too late now, it's done; besides I love her," thought Pierre.
+
+"Je vous aime!" * he said, remembering what has to be said at such
+moments: but his words sounded so weak that he felt ashamed of himself.
+
+
+* "I love you."
+
+Six weeks later he was married, and settled in Count Bezukhov's large,
+newly furnished Petersburg house, the happy possessor, as people said,
+of a wife who was a celebrated beauty and of millions of money.
+
+
+
+
+CHAPTER III
+
+Old Prince Nicholas Bolkonski received a letter from Prince Vasili in
+November, 1805, announcing that he and his son would be paying him a
+visit. "I am starting on a journey of inspection, and of course I shall
+think nothing of an extra seventy miles to come and see you at the same
+time, my honored benefactor," wrote Prince Vasili. "My son Anatole is
+accompanying me on his way to the army, so I hope you will allow him
+personally to express the deep respect that, emulating his father, he
+feels for you."
+
+"It seems that there will be no need to bring Mary out, suitors are
+coming to us of their own accord," incautiously remarked the little
+princess on hearing the news.
+
+Prince Nicholas frowned, but said nothing.
+
+A fortnight after the letter Prince Vasili's servants came one evening
+in advance of him, and he and his son arrived next day.
+
+Old Bolkonski had always had a poor opinion of Prince Vasili's
+character, but more so recently, since in the new reigns of Paul and
+Alexander Prince Vasili had risen to high position and honors. And now,
+from the hints contained in his letter and given by the little princess,
+he saw which way the wind was blowing, and his low opinion changed into
+a feeling of contemptuous ill will. He snorted whenever he mentioned
+him. On the day of Prince Vasili's arrival, Prince Bolkonski was
+particularly discontented and out of temper. Whether he was in a bad
+temper because Prince Vasili was coming, or whether his being in a bad
+temper made him specially annoyed at Prince Vasili's visit, he was in a
+bad temper, and in the morning Tikhon had already advised the architect
+not to go to the prince with his report.
+
+"Do you hear how he's walking?" said Tikhon, drawing the architect's
+attention to the sound of the prince's footsteps. "Stepping flat on his
+heels--we know what that means...."
+
+However, at nine o'clock the prince, in his velvet coat with a sable
+collar and cap, went out for his usual walk. It had snowed the day
+before and the path to the hothouse, along which the prince was in the
+habit of walking, had been swept: the marks of the broom were still
+visible in the snow and a shovel had been left sticking in one of the
+soft snowbanks that bordered both sides of the path. The prince went
+through the conservatories, the serfs' quarters, and the outbuildings,
+frowning and silent.
+
+"Can a sleigh pass?" he asked his overseer, a venerable man, resembling
+his master in manners and looks, who was accompanying him back to the
+house.
+
+"The snow is deep. I am having the avenue swept, your honor."
+
+The prince bowed his head and went up to the porch. "God be thanked,"
+thought the overseer, "the storm has blown over!"
+
+"It would have been hard to drive up, your honor," he added. "I heard,
+your honor, that a minister is coming to visit your honor."
+
+The prince turned round to the overseer and fixed his eyes on him,
+frowning.
+
+"What? A minister? What minister? Who gave orders?" he said in his
+shrill, harsh voice. "The road is not swept for the princess my
+daughter, but for a minister! For me, there are no ministers!"
+
+"Your honor, I thought..."
+
+"You thought!" shouted the prince, his words coming more and more
+rapidly and indistinctly. "You thought!... Rascals! Blackguards!... I'll
+teach you to think!" and lifting his stick he swung it and would have
+hit Alpatych, the overseer, had not the latter instinctively avoided the
+blow. "Thought... Blackguards..." shouted the prince rapidly.
+
+But although Alpatych, frightened at his own temerity in avoiding the
+stroke, came up to the prince, bowing his bald head resignedly before
+him, or perhaps for that very reason, the prince, though he continued to
+shout: "Blackguards!... Throw the snow back on the road!" did not lift
+his stick again but hurried into the house.
+
+Before dinner, Princess Mary and Mademoiselle Bourienne, who knew that
+the prince was in a bad humor, stood awaiting him; Mademoiselle
+Bourienne with a radiant face that said: "I know nothing, I am the same
+as usual," and Princess Mary pale, frightened, and with downcast eyes.
+What she found hardest to bear was to know that on such occasions she
+ought to behave like Mademoiselle Bourienne, but could not. She thought:
+"If I seem not to notice he will think that I do not sympathize with
+him; if I seem sad and out of spirits myself, he will say (as he has
+done before) that I'm in the dumps."
+
+The prince looked at his daughter's frightened face and snorted.
+
+"Fool... or dummy!" he muttered.
+
+"And the other one is not here. They've been telling tales," he thought-
+-referring to the little princess who was not in the dining room.
+
+"Where is the princess?" he asked. "Hiding?"
+
+"She is not very well," answered Mademoiselle Bourienne with a bright
+smile, "so she won't come down. It is natural in her state."
+
+"Hm! Hm!" muttered the prince, sitting down.
+
+His plate seemed to him not quite clean, and pointing to a spot he flung
+it away. Tikhon caught it and handed it to a footman. The little
+princess was not unwell, but had such an overpowering fear of the prince
+that, hearing he was in a bad humor, she had decided not to appear.
+
+"I am afraid for the baby," she said to Mademoiselle Bourienne: "Heaven
+knows what a fright might do."
+
+In general at Bald Hills the little princess lived in constant fear, and
+with a sense of antipathy to the old prince which she did not realize
+because the fear was so much the stronger feeling. The prince
+reciprocated this antipathy, but it was overpowered by his contempt for
+her. When the little princess had grown accustomed to life at Bald
+Hills, she took a special fancy to Mademoiselle Bourienne, spent whole
+days with her, asked her to sleep in her room, and often talked with her
+about the old prince and criticized him.
+
+"So we are to have visitors, mon prince?" remarked Mademoiselle
+Bourienne, unfolding her white napkin with her rosy fingers. "His
+Excellency Prince Vasili Kuragin and his son, I understand?" she said
+inquiringly.
+
+"Hm!--his excellency is a puppy.... I got him his appointment in the
+service," said the prince disdainfully. "Why his son is coming I don't
+understand. Perhaps Princess Elizabeth and Princess Mary know. I don't
+want him." (He looked at his blushing daughter.) "Are you unwell today?
+Eh? Afraid of the 'minister' as that idiot Alpatych called him this
+morning?"
+
+"No, mon pere."
+
+Though Mademoiselle Bourienne had been so unsuccessful in her choice of
+a subject, she did not stop talking, but chattered about the
+conservatories and the beauty of a flower that had just opened, and
+after the soup the prince became more genial.
+
+After dinner, he went to see his daughter-in-law. The little princess
+was sitting at a small table, chattering with Masha, her maid. She grew
+pale on seeing her father-in-law.
+
+She was much altered. She was now plain rather than pretty. Her cheeks
+had sunk, her lip was drawn up, and her eyes drawn down.
+
+"Yes, I feel a kind of oppression," she said in reply to the prince's
+question as to how she felt.
+
+"Do you want anything?"
+
+"No, merci, mon pere."
+
+"Well, all right, all right."
+
+He left the room and went to the waiting room where Alpatych stood with
+bowed head.
+
+"Has the snow been shoveled back?"
+
+"Yes, your excellency. Forgive me for heaven's sake... It was only my
+stupidity."
+
+"All right, all right," interrupted the prince, and laughing his
+unnatural way, he stretched out his hand for Alpatych to kiss, and then
+proceeded to his study.
+
+Prince Vasili arrived that evening. He was met in the avenue by coachmen
+and footmen, who, with loud shouts, dragged his sleighs up to one of the
+lodges over the road purposely laden with snow.
+
+Prince Vasili and Anatole had separate rooms assigned to them.
+
+Anatole, having taken off his overcoat, sat with arms akimbo before a
+table on a corner of which he smilingly and absent-mindedly fixed his
+large and handsome eyes. He regarded his whole life as a continual round
+of amusement which someone for some reason had to provide for him. And
+he looked on this visit to a churlish old man and a rich and ugly
+heiress in the same way. All this might, he thought, turn out very well
+and amusingly. "And why not marry her if she really has so much money?
+That never does any harm," thought Anatole.
+
+He shaved and scented himself with the care and elegance which had
+become habitual to him and, his handsome head held high, entered his
+father's room with the good-humored and victorious air natural to him.
+Prince Vasili's two valets were busy dressing him, and he looked round
+with much animation and cheerfully nodded to his son as the latter
+entered, as if to say: "Yes, that's how I want you to look."
+
+"I say, Father, joking apart, is she very hideous?" Anatole asked, as if
+continuing a conversation the subject of which had often been mentioned
+during the journey.
+
+"Enough! What nonsense! Above all, try to be respectful and cautious
+with the old prince."
+
+"If he starts a row I'll go away," said Prince Anatole. "I can't bear
+those old men! Eh?"
+
+"Remember, for you everything depends on this."
+
+In the meantime, not only was it known in the maidservants' rooms that
+the minister and his son had arrived, but the appearance of both had
+been minutely described. Princess Mary was sitting alone in her room,
+vainly trying to master her agitation.
+
+"Why did they write, why did Lise tell me about it? It can never
+happen!" she said, looking at herself in the glass. "How shall I enter
+the drawing room? Even if I like him I can't now be myself with him."
+The mere thought of her father's look filled her with terror. The little
+princess and Mademoiselle Bourienne had already received from Masha, the
+lady's maid, the necessary report of how handsome the minister's son
+was, with his rosy cheeks and dark eyebrows, and with what difficulty
+the father had dragged his legs upstairs while the son had followed him
+like an eagle, three steps at a time. Having received this information,
+the little princess and Mademoiselle Bourienne, whose chattering voices
+had reached her from the corridor, went into Princess Mary's room.
+
+"You know they've come, Marie?" said the little princess, waddling in,
+and sinking heavily into an armchair.
+
+She was no longer in the loose gown she generally wore in the morning,
+but had on one of her best dresses. Her hair was carefully done and her
+face was animated, which, however, did not conceal its sunken and faded
+outlines. Dressed as she used to be in Petersburg society, it was still
+more noticeable how much plainer she had become. Some unobtrusive touch
+had been added to Mademoiselle Bourienne's toilet which rendered her
+fresh and pretty face yet more attractive.
+
+"What! Are you going to remain as you are, dear princess?" she began.
+"They'll be announcing that the gentlemen are in the drawing room and we
+shall have to go down, and you have not smartened yourself up at all!"
+
+The little princess got up, rang for the maid, and hurriedly and merrily
+began to devise and carry out a plan of how Princess Mary should be
+dressed. Princess Mary's self-esteem was wounded by the fact that the
+arrival of a suitor agitated her, and still more so by both her
+companions' not having the least conception that it could be otherwise.
+To tell them that she felt ashamed for herself and for them would be to
+betray her agitation, while to decline their offers to dress her would
+prolong their banter and insistence. She flushed, her beautiful eyes
+grew dim, red blotches came on her face, and it took on the unattractive
+martyrlike expression it so often wore, as she submitted herself to
+Mademoiselle Bourienne and Lise. Both these women quite sincerely tried
+to make her look pretty. She was so plain that neither of them could
+think of her as a rival, so they began dressing her with perfect
+sincerity, and with the naive and firm conviction women have that dress
+can make a face pretty.
+
+"No really, my dear, this dress is not pretty," said Lise, looking
+sideways at Princess Mary from a little distance. "You have a maroon
+dress, have it fetched. Really! You know the fate of your whole life may
+be at stake. But this one is too light, it's not becoming!"
+
+It was not the dress, but the face and whole figure of Princess Mary
+that was not pretty, but neither Mademoiselle Bourienne nor the little
+princess felt this; they still thought that if a blue ribbon were placed
+in the hair, the hair combed up, and the blue scarf arranged lower on
+the best maroon dress, and so on, all would be well. They forgot that
+the frightened face and the figure could not be altered, and that
+however they might change the setting and adornment of that face, it
+would still remain piteous and plain. After two or three changes to
+which Princess Mary meekly submitted, just as her hair had been arranged
+on the top of her head (a style that quite altered and spoiled her
+looks) and she had put on a maroon dress with a pale-blue scarf, the
+little princess walked twice round her, now adjusting a fold of the
+dress with her little hand, now arranging the scarf and looking at her
+with her head bent first on one side and then on the other.
+
+"No, it will not do," she said decidedly, clasping her hands. "No, Mary,
+really this dress does not suit you. I prefer you in your little gray
+everyday dress. Now please, do it for my sake. Katie," she said to the
+maid, "bring the princess her gray dress, and you'll see, Mademoiselle
+Bourienne, how I shall arrange it," she added, smiling with a foretaste
+of artistic pleasure.
+
+But when Katie brought the required dress, Princess Mary remained
+sitting motionless before the glass, looking at her face, and saw in the
+mirror her eyes full of tears and her mouth quivering, ready to burst
+into sobs.
+
+"Come, dear princess," said Mademoiselle Bourienne, "just one more
+little effort."
+
+The little princess, taking the dress from the maid, came up to Princess
+Mary.
+
+"Well, now we'll arrange something quite simple and becoming," she said.
+
+The three voices, hers, Mademoiselle Bourienne's, and Katie's, who was
+laughing at something, mingled in a merry sound, like the chirping of
+birds.
+
+"No, leave me alone," said Princess Mary.
+
+Her voice sounded so serious and so sad that the chirping of the birds
+was silenced at once. They looked at the beautiful, large, thoughtful
+eyes full of tears and of thoughts, gazing shiningly and imploringly at
+them, and understood that it was useless and even cruel to insist.
+
+"At least, change your coiffure," said the little princess. "Didn't I
+tell you," she went on, turning reproachfully to Mademoiselle Bourienne,
+"Mary's is a face which such a coiffure does not suit in the least. Not
+in the least! Please change it."
+
+"Leave me alone, please leave me alone! It is all quite the same to me,"
+answered a voice struggling with tears.
+
+Mademoiselle Bourienne and the little princess had to own to themselves
+that Princess Mary in this guise looked very plain, worse than usual,
+but it was too late. She was looking at them with an expression they
+both knew, an expression thoughtful and sad. This expression in Princess
+Mary did not frighten them (she never inspired fear in anyone), but they
+knew that when it appeared on her face, she became mute and was not to
+be shaken in her determination.
+
+"You will change it, won't you?" said Lise. And as Princess Mary gave no
+answer, she left the room.
+
+Princess Mary was left alone. She did not comply with Lise's request,
+she not only left her hair as it was, but did not even look in her
+glass. Letting her arms fall helplessly, she sat with downcast eyes and
+pondered. A husband, a man, a strong dominant and strangely attractive
+being rose in her imagination, and carried her into a totally different
+happy world of his own. She fancied a child, her own--such as she had
+seen the day before in the arms of her nurse's daughter--at her own
+breast, the husband standing by and gazing tenderly at her and the
+child. "But no, it is impossible, I am too ugly," she thought.
+
+"Please come to tea. The prince will be out in a moment," came the
+maid's voice at the door.
+
+She roused herself, and felt appalled at what she had been thinking, and
+before going down she went into the room where the icons hung and, her
+eyes fixed on the dark face of a large icon of the Saviour lit by a
+lamp, she stood before it with folded hands for a few moments. A painful
+doubt filled her soul. Could the joy of love, of earthly love for a man,
+be for her? In her thoughts of marriage Princess Mary dreamed of
+happiness and of children, but her strongest, most deeply hidden longing
+was for earthly love. The more she tried to hide this feeling from
+others and even from herself, the stronger it grew. "O God," she said,
+"how am I to stifle in my heart these temptations of the devil? How am I
+to renounce forever these vile fancies, so as peacefully to fulfill Thy
+will?" And scarcely had she put that question than God gave her the
+answer in her own heart. "Desire nothing for thyself, seek nothing, be
+not anxious or envious. Man's future and thy own fate must remain hidden
+from thee, but live so that thou mayest be ready for anything. If it be
+God's will to prove thee in the duties of marriage, be ready to fulfill
+His will." With this consoling thought (but yet with a hope for the
+fulfillment of her forbidden earthly longing) Princess Mary sighed, and
+having crossed herself went down, thinking neither of her gown and
+coiffure nor of how she would go in nor of what she would say. What
+could all that matter in comparison with the will of God, without Whose
+care not a hair of man's head can fall?
+
+
+
+
+CHAPTER IV
+
+When Princess Mary came down, Prince Vasili and his son were already in
+the drawing room, talking to the little princess and Mademoiselle
+Bourienne. When she entered with her heavy step, treading on her heels,
+the gentlemen and Mademoiselle Bourienne rose and the little princess,
+indicating her to the gentlemen, said: "Voila Marie!" Princess Mary saw
+them all and saw them in detail. She saw Prince Vasili's face, serious
+for an instant at the sight of her, but immediately smiling again, and
+the little princess curiously noting the impression "Marie" produced on
+the visitors. And she saw Mademoiselle Bourienne, with her ribbon and
+pretty face, and her unusually animated look which was fixed on him, but
+him she could not see, she only saw something large, brilliant, and
+handsome moving toward her as she entered the room. Prince Vasili
+approached first, and she kissed the bold forehead that bent over her
+hand and answered his question by saying that, on the contrary, she
+remembered him quite well. Then Anatole came up to her. She still could
+not see him. She only felt a soft hand taking hers firmly, and she
+touched with her lips a white forehead, over which was beautiful light-
+brown hair smelling of pomade. When she looked up at him she was struck
+by his beauty. Anatole stood with his right thumb under a button of his
+uniform, his chest expanded and his back drawn in, slightly swinging one
+foot, and, with his head a little bent, looked with beaming face at the
+princess without speaking and evidently not thinking about her at all.
+Anatole was not quick-witted, nor ready or eloquent in conversation, but
+he had the faculty, so invaluable in society, of composure and
+imperturbable self-possession. If a man lacking in self-confidence
+remains dumb on a first introduction and betrays a consciousness of the
+impropriety of such silence and an anxiety to find something to say, the
+effect is bad. But Anatole was dumb, swung his foot, and smilingly
+examined the princess' hair. It was evident that he could be silent in
+this way for a very long time. "If anyone finds this silence
+inconvenient, let him talk, but I don't want to," he seemed to say.
+Besides this, in his behavior to women Anatole had a manner which
+particularly inspires in them curiosity, awe, and even love--a
+supercilious consciousness of his own superiority. It was as if he said
+to them: "I know you, I know you, but why should I bother about you?
+You'd be only too glad, of course." Perhaps he did not really think this
+when he met women--even probably he did not, for in general he thought
+very little--but his looks and manner gave that impression. The princess
+felt this, and as if wishing to show him that she did not even dare
+expect to interest him, she turned to his father. The conversation was
+general and animated, thanks to Princess Lise's voice and little downy
+lip that lifted over her white teeth. She met Prince Vasili with that
+playful manner often employed by lively chatty people, and consisting in
+the assumption that between the person they so address and themselves
+there are some semi-private, long-established jokes and amusing
+reminiscences, though no such reminiscences really exist--just as none
+existed in this case. Prince Vasili readily adopted her tone and the
+little princess also drew Anatole, whom she hardly knew, into these
+amusing recollections of things that had never occurred. Mademoiselle
+Bourienne also shared them and even Princess Mary felt herself
+pleasantly made to share in these merry reminiscences.
+
+"Here at least we shall have the benefit of your company all to
+ourselves, dear prince," said the little princess (of course, in French)
+to Prince Vasili. "It's not as at Annette's * receptions where you
+always ran away; you remember cette chere Annette!"
+
+
+* Anna Pavlovna.
+
+"Ah, but you won't talk politics to me like Annette!"
+
+"And our little tea table?"
+
+"Oh, yes!"
+
+"Why is it you were never at Annette's?" the little princess asked
+Anatole. "Ah, I know, I know," she said with a sly glance, "your brother
+Hippolyte told me about your goings on. Oh!" and she shook her finger at
+him, "I have even heard of your doings in Paris!"
+
+"And didn't Hippolyte tell you?" asked Prince Vasili, turning to his son
+and seizing the little princess' arm as if she would have run away and
+he had just managed to catch her, "didn't he tell you how he himself was
+pining for the dear princess, and how she showed him the door? Oh, she
+is a pearl among women, Princess," he added, turning to Princess Mary.
+
+When Paris was mentioned, Mademoiselle Bourienne for her part seized the
+opportunity of joining in the general current of recollections.
+
+She took the liberty of inquiring whether it was long since Anatole had
+left Paris and how he had liked that city. Anatole answered the
+Frenchwoman very readily and, looking at her with a smile, talked to her
+about her native land. When he saw the pretty little Bourienne, Anatole
+came to the conclusion that he would not find Bald Hills dull either.
+"Not at all bad!" he thought, examining her, "not at all bad, that
+little companion! I hope she will bring her along with her when we're
+married, la petite est gentille." *
+
+
+* The little one is charming.
+
+The old prince dressed leisurely in his study, frowning and considering
+what he was to do. The coming of these visitors annoyed him. "What are
+Prince Vasili and that son of his to me? Prince Vasili is a shallow
+braggart and his son, no doubt, is a fine specimen," he grumbled to
+himself. What angered him was that the coming of these visitors revived
+in his mind an unsettled question he always tried to stifle, one about
+which he always deceived himself. The question was whether he could ever
+bring himself to part from his daughter and give her to a husband. The
+prince never directly asked himself that question, knowing beforehand
+that he would have to answer it justly, and justice clashed not only
+with his feelings but with the very possibility of life. Life without
+Princess Mary, little as he seemed to value her, was unthinkable to him.
+"And why should she marry?" he thought. "To be unhappy for certain.
+There's Lise, married to Andrew--a better husband one would think could
+hardly be found nowadays--but is she contented with her lot? And who
+would marry Marie for love? Plain and awkward! They'll take her for her
+connections and wealth. Are there no women living unmarried, and even
+the happier for it?" So thought Prince Bolkonski while dressing, and yet
+the question he was always putting off demanded an immediate answer.
+Prince Vasili had brought his son with the evident intention of
+proposing, and today or tomorrow he would probably ask for an answer.
+His birth and position in society were not bad. "Well, I've nothing
+against it," the prince said to himself, "but he must be worthy of her.
+And that is what we shall see."
+
+"That is what we shall see! That is what we shall see!" he added aloud.
+
+He entered the drawing room with his usual alert step, glancing rapidly
+round the company. He noticed the change in the little princess' dress,
+Mademoiselle Bourienne's ribbon, Princess Mary's unbecoming coiffure,
+Mademoiselle Bourienne's and Anatole's smiles, and the loneliness of his
+daughter amid the general conversation. "Got herself up like a fool!" he
+thought, looking irritably at her. "She is shameless, and he ignores
+her!"
+
+He went straight up to Prince Vasili.
+
+"Well! How d'ye do? How d'ye do? Glad to see you!"
+
+"Friendship laughs at distance," began Prince Vasili in his usual rapid,
+self-confident, familiar tone. "Here is my second son; please love and
+befriend him."
+
+Prince Bolkonski surveyed Anatole.
+
+"Fine young fellow! Fine young fellow!" he said. "Well, come and kiss
+me," and he offered his cheek.
+
+Anatole kissed the old man, and looked at him with curiosity and perfect
+composure, waiting for a display of the eccentricities his father had
+told him to expect.
+
+Prince Bolkonski sat down in his usual place in the corner of the sofa
+and, drawing up an armchair for Prince Vasili, pointed to it and began
+questioning him about political affairs and news. He seemed to listen
+attentively to what Prince Vasili said, but kept glancing at Princess
+Mary.
+
+"And so they are writing from Potsdam already?" he said, repeating
+Prince Vasili's last words. Then rising, he suddenly went up to his
+daughter.
+
+"Is it for visitors you've got yourself up like that, eh?" said he.
+"Fine, very fine! You have done up your hair in this new way for the
+visitors, and before the visitors I tell you that in future you are
+never to dare to change your way of dress without my consent."
+
+"It was my fault, mon pere," interceded the little princess, with a
+blush.
+
+"You must do as you please," said Prince Bolkonski, bowing to his
+daughter-in-law, "but she need not make a fool of herself, she's plain
+enough as it is."
+
+And he sat down again, paying no more attention to his daughter, who was
+reduced to tears.
+
+"On the contrary, that coiffure suits the princess very well," said
+Prince Vasili.
+
+"Now you, young prince, what's your name?" said Prince Bolkonski,
+turning to Anatole, "come here, let us talk and get acquainted."
+
+"Now the fun begins," thought Anatole, sitting down with a smile beside
+the old prince.
+
+"Well, my dear boy, I hear you've been educated abroad, not taught to
+read and write by the deacon, like your father and me. Now tell me, my
+dear boy, are you serving in the Horse Guards?" asked the old man,
+scrutinizing Anatole closely and intently.
+
+"No, I have been transferred to the line," said Anatole, hardly able to
+restrain his laughter.
+
+"Ah! That's a good thing. So, my dear boy, you wish to serve the Tsar
+and the country? It is wartime. Such a fine fellow must serve. Well, are
+you off to the front?"
+
+"No, Prince, our regiment has gone to the front, but I am attached...
+what is it I am attached to, Papa?" said Anatole, turning to his father
+with a laugh.
+
+"A splendid soldier, splendid! 'What am I attached to!' Ha, ha, ha!"
+laughed Prince Bolkonski, and Anatole laughed still louder. Suddenly
+Prince Bolkonski frowned.
+
+"You may go," he said to Anatole.
+
+Anatole returned smiling to the ladies.
+
+"And so you've had him educated abroad, Prince Vasili, haven't you?"
+said the old prince to Prince Vasili.
+
+"I have done my best for him, and I can assure you the education there
+is much better than ours."
+
+"Yes, everything is different nowadays, everything is changed. The lad's
+a fine fellow, a fine fellow! Well, come with me now." He took Prince
+Vasili's arm and led him to his study. As soon as they were alone
+together, Prince Vasili announced his hopes and wishes to the old
+prince.
+
+"Well, do you think I shall prevent her, that I can't part from her?"
+said the old prince angrily. "What an idea! I'm ready for it tomorrow!
+Only let me tell you, I want to know my son-in-law better. You know my
+principles--everything aboveboard? I will ask her tomorrow in your
+presence; if she is willing, then he can stay on. He can stay and I'll
+see." The old prince snorted. "Let her marry, it's all the same to me!"
+he screamed in the same piercing tone as when parting from his son.
+
+"I will tell you frankly," said Prince Vasili in the tone of a crafty
+man convinced of the futility of being cunning with so keen-sighted a
+companion. "You know, you see right through people. Anatole is no
+genius, but he is an honest, goodhearted lad; an excellent son or
+kinsman."
+
+"All right, all right, we'll see!"
+
+As always happens when women lead lonely lives for any length of time
+without male society, on Anatole's appearance all the three women of
+Prince Bolkonski's household felt that their life had not been real till
+then. Their powers of reasoning, feeling, and observing immediately
+increased tenfold, and their life, which seemed to have been passed in
+darkness, was suddenly lit up by a new brightness, full of significance.
+
+Princess Mary grew quite unconscious of her face and coiffure. The
+handsome open face of the man who might perhaps be her husband absorbed
+all her attention. He seemed to her kind, brave, determined, manly, and
+magnanimous. She felt convinced of that. Thousands of dreams of a future
+family life continually rose in her imagination. She drove them away and
+tried to conceal them.
+
+"But am I not too cold with him?" thought the princess. "I try to be
+reserved because in the depth of my soul I feel too near to him already,
+but then he cannot know what I think of him and may imagine that I do
+not like him."
+
+And Princess Mary tried, but could not manage, to be cordial to her new
+guest. "Poor girl, she's devilish ugly!" thought Anatole.
+
+Mademoiselle Bourienne, also roused to great excitement by Anatole's
+arrival, thought in another way. Of course, she, a handsome young woman
+without any definite position, without relations or even a country, did
+not intend to devote her life to serving Prince Bolkonski, to reading
+aloud to him and being friends with Princess Mary. Mademoiselle
+Bourienne had long been waiting for a Russian prince who, able to
+appreciate at a glance her superiority to the plain, badly dressed,
+ungainly Russian princesses, would fall in love with her and carry her
+off; and here at last was a Russian prince. Mademoiselle Bourienne knew
+a story, heard from her aunt but finished in her own way, which she
+liked to repeat to herself. It was the story of a girl who had been
+seduced, and to whom her poor mother (sa pauvre mere) appeared, and
+reproached her for yielding to a man without being married. Mademoiselle
+Bourienne was often touched to tears as in imagination she told this
+story to him, her seducer. And now he, a real Russian prince, had
+appeared. He would carry her away and then sa pauvre mere would appear
+and he would marry her. So her future shaped itself in Mademoiselle
+Bourienne's head at the very time she was talking to Anatole about
+Paris. It was not calculation that guided her (she did not even for a
+moment consider what she should do), but all this had long been familiar
+to her, and now that Anatole had appeared it just grouped itself around
+him and she wished and tried to please him as much as possible.
+
+The little princess, like an old war horse that hears the trumpet,
+unconsciously and quite forgetting her condition, prepared for the
+familiar gallop of coquetry, without any ulterior motive or any
+struggle, but with naive and lighthearted gaiety.
+
+Although in female society Anatole usually assumed the role of a man
+tired of being run after by women, his vanity was flattered by the
+spectacle of his power over these three women. Besides that, he was
+beginning to feel for the pretty and provocative Mademoiselle Bourienne
+that passionate animal feeling which was apt to master him with great
+suddenness and prompt him to the coarsest and most reckless actions.
+
+After tea, the company went into the sitting room and Princess Mary was
+asked to play on the clavichord. Anatole, laughing and in high spirits,
+came and leaned on his elbows, facing her and beside Mademoiselle
+Bourienne. Princess Mary felt his look with a painfully joyous emotion.
+Her favorite sonata bore her into a most intimately poetic world and the
+look she felt upon her made that world still more poetic. But Anatole's
+expression, though his eyes were fixed on her, referred not to her but
+to the movements of Mademoiselle Bourienne's little foot, which he was
+then touching with his own under the clavichord. Mademoiselle Bourienne
+was also looking at Princess Mary, and in her lovely eyes there was a
+look of fearful joy and hope that was also new to the princess.
+
+"How she loves me!" thought Princess Mary. "How happy I am now, and how
+happy I may be with such a friend and such a husband! Husband? Can it be
+possible?" she thought, not daring to look at his face, but still
+feeling his eyes gazing at her.
+
+In the evening, after supper, when all were about to retire, Anatole
+kissed Princess Mary's hand. She did not know how she found the courage,
+but she looked straight into his handsome face as it came near to her
+shortsighted eyes. Turning from Princess Mary he went up and kissed
+Mademoiselle Bourienne's hand. (This was not etiquette, but then he did
+everything so simply and with such assurance!) Mademoiselle Bourienne
+flushed, and gave the princess a frightened look.
+
+"What delicacy!" thought the princess. "Is it possible that Amelie"
+(Mademoiselle Bourienne) "thinks I could be jealous of her, and not
+value her pure affection and devotion to me?" She went up to her and
+kissed her warmly. Anatole went up to kiss the little princess' hand.
+
+"No! No! No! When your father writes to tell me that you are behaving
+well I will give you my hand to kiss. Not till then!" she said. And
+smilingly raising a finger at him, she left the room.
+
+
+
+
+CHAPTER V
+
+They all separated, but, except Anatole who fell asleep as soon as he
+got into bed, all kept awake a long time that night.
+
+"Is he really to be my husband, this stranger who is so kind--yes, kind,
+that is the chief thing," thought Princess Mary; and fear, which she had
+seldom experienced, came upon her. She feared to look round, it seemed
+to her that someone was there standing behind the screen in the dark
+corner. And this someone was he--the devil--and he was also this man
+with the white forehead, black eyebrows, and red lips.
+
+She rang for her maid and asked her to sleep in her room.
+
+Mademoiselle Bourienne walked up and down the conservatory for a long
+time that evening, vainly expecting someone, now smiling at someone, now
+working herself up to tears with the imaginary words of her pauvre mere
+rebuking her for her fall.
+
+The little princess grumbled to her maid that her bed was badly made.
+She could not lie either on her face or on her side. Every position was
+awkward and uncomfortable, and her burden oppressed her now more than
+ever because Anatole's presence had vividly recalled to her the time
+when she was not like that and when everything was light and gay. She
+sat in an armchair in her dressing jacket and nightcap and Katie, sleepy
+and disheveled, beat and turned the heavy feather bed for the third
+time, muttering to herself.
+
+"I told you it was all lumps and holes!" the little princess repeated.
+"I should be glad enough to fall asleep, so it's not my fault!" and her
+voice quivered like that of a child about to cry.
+
+The old prince did not sleep either. Tikhon, half asleep, heard him
+pacing angrily about and snorting. The old prince felt as though he had
+been insulted through his daughter. The insult was the more pointed
+because it concerned not himself but another, his daughter, whom he
+loved more than himself. He kept telling himself that he would consider
+the whole matter and decide what was right and how he should act, but
+instead of that he only excited himself more and more.
+
+"The first man that turns up--she forgets her father and everything
+else, runs upstairs and does up her hair and wags her tail and is unlike
+herself! Glad to throw her father over! And she knew I should notice it.
+Fr... fr... fr! And don't I see that that idiot had eyes only for
+Bourienne--I shall have to get rid of her. And how is it she has not
+pride enough to see it? If she has no pride for herself she might at
+least have some for my sake! She must be shown that the blockhead thinks
+nothing of her and looks only at Bourienne. No, she has no pride... but
+I'll let her see...."
+
+The old prince knew that if he told his daughter she was making a
+mistake and that Anatole meant to flirt with Mademoiselle Bourienne,
+Princess Mary's self-esteem would be wounded and his point (not to be
+parted from her) would be gained, so pacifying himself with this
+thought, he called Tikhon and began to undress.
+
+"What devil brought them here?" thought he, while Tikhon was putting the
+nightshirt over his dried-up old body and gray-haired chest. "I never
+invited them. They came to disturb my life--and there is not much of it
+left."
+
+"Devil take 'em!" he muttered, while his head was still covered by the
+shirt.
+
+Tikhon knew his master's habit of sometimes thinking aloud, and
+therefore met with unaltered looks the angrily inquisitive expression of
+the face that emerged from the shirt.
+
+"Gone to bed?" asked the prince.
+
+Tikhon, like all good valets, instinctively knew the direction of his
+master's thoughts. He guessed that the question referred to Prince
+Vasili and his son.
+
+"They have gone to bed and put out their lights, your excellency."
+
+"No good... no good..." said the prince rapidly, and thrusting his feet
+into his slippers and his arms into the sleeves of his dressing gown, he
+went to the couch on which he slept.
+
+Though no words had passed between Anatole and Mademoiselle Bourienne,
+they quite understood one another as to the first part of their romance,
+up to the appearance of the pauvre mere; they understood that they had
+much to say to one another in private and so they had been seeking an
+opportunity since morning to meet one another alone. When Princess Mary
+went to her father's room at the usual hour, Mademoiselle Bourienne and
+Anatole met in the conservatory.
+
+Princess Mary went to the door of the study with special trepidation. It
+seemed to her that not only did everybody know that her fate would be
+decided that day, but that they also knew what she thought about it. She
+read this in Tikhon's face and in that of Prince Vasili's valet, who
+made her a low bow when she met him in the corridor carrying hot water.
+
+The old prince was very affectionate and careful in his treatment of his
+daughter that morning. Princess Mary well knew this painstaking
+expression of her father's. His face wore that expression when his dry
+hands clenched with vexation at her not understanding a sum in
+arithmetic, when rising from his chair he would walk away from her,
+repeating in a low voice the same words several times over.
+
+He came to the point at once, treating her ceremoniously.
+
+"I have had a proposition made me concerning you," he said with an
+unnatural smile. "I expect you have guessed that Prince Vasili has not
+come and brought his pupil with him" (for some reason Prince Bolkonski
+referred to Anatole as a "pupil") "for the sake of my beautiful eyes.
+Last night a proposition was made me on your account and, as you know my
+principles, I refer it to you."
+
+"How am I to understand you, mon pere?" said the princess, growing pale
+and then blushing.
+
+"How understand me!" cried her father angrily. "Prince Vasili finds you
+to his taste as a daughter-in-law and makes a proposal to you on his
+pupil's behalf. That's how it's to be understood! 'How understand
+it'!... And I ask you!"
+
+"I do not know what you think, Father," whispered the princess.
+
+"I? I? What of me? Leave me out of the question. I'm not going to get
+married. What about you? That's what I want to know."
+
+The princess saw that her father regarded the matter with disapproval,
+but at that moment the thought occurred to her that her fate would be
+decided now or never. She lowered her eyes so as not to see the gaze
+under which she felt that she could not think, but would only be able to
+submit from habit, and she said: "I wish only to do your will, but if I
+had to express my own desire..." She had no time to finish. The old
+prince interrupted her.
+
+"That's admirable!" he shouted. "He will take you with your dowry and
+take Mademoiselle Bourienne into the bargain. She'll be the wife, while
+you..."
+
+The prince stopped. He saw the effect these words had produced on his
+daughter. She lowered her head and was ready to burst into tears.
+
+"Now then, now then, I'm only joking!" he said. "Remember this,
+Princess, I hold to the principle that a maiden has a full right to
+choose. I give you freedom. Only remember that your life's happiness
+depends on your decision. Never mind me!"
+
+"But I do not know, Father!"
+
+"There's no need to talk! He receives his orders and will marry you or
+anybody; but you are free to choose.... Go to your room, think it over,
+and come back in an hour and tell me in his presence: yes or no. I know
+you will pray over it. Well, pray if you like, but you had better think
+it over. Go! Yes or no, yes or no, yes or no!" he still shouted when the
+princess, as if lost in a fog, had already staggered out of the study.
+
+Her fate was decided and happily decided. But what her father had said
+about Mademoiselle Bourienne was dreadful. It was untrue to be sure, but
+still it was terrible, and she could not help thinking of it. She was
+going straight on through the conservatory, neither seeing nor hearing
+anything, when suddenly the well-known whispering of Mademoiselle
+Bourienne aroused her. She raised her eyes, and two steps away saw
+Anatole embracing the Frenchwoman and whispering something to her. With
+a horrified expression on his handsome face, Anatole looked at Princess
+Mary, but did not at once take his arm from the waist of Mademoiselle
+Bourienne who had not yet seen her.
+
+"Who's that? Why? Wait a moment!" Anatole's face seemed to say. Princess
+Mary looked at them in silence. She could not understand it. At last
+Mademoiselle Bourienne gave a scream and ran away. Anatole bowed to
+Princess Mary with a gay smile, as if inviting her to join in a laugh at
+this strange incident, and then shrugging his shoulders went to the door
+that led to his own apartments.
+
+An hour later, Tikhon came to call Princess Mary to the old prince; he
+added that Prince Vasili was also there. When Tikhon came to her
+Princess Mary was sitting on the sofa in her room, holding the weeping
+Mademoiselle Bourienne in her arms and gently stroking her hair. The
+princess' beautiful eyes with all their former calm radiance were
+looking with tender affection and pity at Mademoiselle Bourienne's
+pretty face.
+
+"No, Princess, I have lost your affection forever!" said Mademoiselle
+Bourienne.
+
+"Why? I love you more than ever," said Princess Mary, "and I will try to
+do all I can for your happiness."
+
+"But you despise me. You who are so pure can never understand being so
+carried away by passion. Oh, only my poor mother..."
+
+"I quite understand," answered Princess Mary, with a sad smile. "Calm
+yourself, my dear. I will go to my father," she said, and went out.
+
+Prince Vasili, with one leg thrown high over the other and a snuffbox in
+his hand, was sitting there with a smile of deep emotion on his face, as
+if stirred to his heart's core and himself regretting and laughing at
+his own sensibility, when Princess Mary entered. He hurriedly took a
+pinch of snuff.
+
+"Ah, my dear, my dear!" he began, rising and taking her by both hands.
+Then, sighing, he added: "My son's fate is in your hands. Decide, my
+dear, good, gentle Marie, whom I have always loved as a daughter!"
+
+He drew back and a real tear appeared in his eye.
+
+"Fr... fr..." snorted Prince Bolkonski. "The prince is making a
+proposition to you in his pupil's--I mean, his son's--name. Do you wish
+or not to be Prince Anatole Kuragin's wife? Reply: yes or no," he
+shouted, "and then I shall reserve the right to state my opinion also.
+Yes, my opinion, and only my opinion," added Prince Bolkonski, turning
+to Prince Vasili and answering his imploring look. "Yes, or no?"
+
+"My desire is never to leave you, Father, never to separate my life from
+yours. I don't wish to marry," she answered positively, glancing at
+Prince Vasili and at her father with her beautiful eyes.
+
+"Humbug! Nonsense! Humbug, humbug, humbug!" cried Prince Bolkonski,
+frowning and taking his daughter's hand; he did not kiss her, but only
+bending his forehead to hers just touched it, and pressed her hand so
+that she winced and uttered a cry.
+
+Prince Vasili rose.
+
+"My dear, I must tell you that this is a moment I shall never, never
+forget. But, my dear, will you not give us a little hope of touching
+this heart, so kind and generous? Say 'perhaps'... The future is so
+long. Say 'perhaps.'"
+
+"Prince, what I have said is all there is in my heart. I thank you for
+the honor, but I shall never be your son's wife."
+
+"Well, so that's finished, my dear fellow! I am very glad to have seen
+you. Very glad! Go back to your rooms, Princess. Go!" said the old
+prince. "Very, very glad to have seen you," repeated he, embracing
+Prince Vasili.
+
+"My vocation is a different one," thought Princess Mary. "My vocation is
+to be happy with another kind of happiness, the happiness of love and
+self-sacrifice. And cost what it may, I will arrange poor Amelie's
+happiness, she loves him so passionately, and so passionately repents. I
+will do all I can to arrange the match between them. If he is not rich I
+will give her the means; I will ask my father and Andrew. I shall be so
+happy when she is his wife. She is so unfortunate, a stranger, alone,
+helpless! And, oh God, how passionately she must love him if she could
+so far forget herself! Perhaps I might have done the same!..." thought
+Princess Mary.
+
+
+
+
+CHAPTER VI
+
+It was long since the Rostovs had news of Nicholas. Not till midwinter
+was the count at last handed a letter addressed in his son's
+handwriting. On receiving it, he ran on tiptoe to his study in alarm and
+haste, trying to escape notice, closed the door, and began to read the
+letter.
+
+Anna Mikhaylovna, who always knew everything that passed in the house,
+on hearing of the arrival of the letter went softly into the room and
+found the count with it in his hand, sobbing and laughing at the same
+time.
+
+Anna Mikhaylovna, though her circumstances had improved, was still
+living with the Rostovs.
+
+"My dear friend?" said she, in a tone of pathetic inquiry, prepared to
+sympathize in any way.
+
+The count sobbed yet more.
+
+"Nikolenka... a letter... wa... a... s... wounded... my darling boy...
+the countess... promoted to be an officer... thank God... How tell the
+little countess!"
+
+Anna Mikhaylovna sat down beside him, with her own handkerchief wiped
+the tears from his eyes and from the letter, then having dried her own
+eyes she comforted the count, and decided that at dinner and till
+teatime she would prepare the countess, and after tea, with God's help,
+would inform her.
+
+At dinner Anna Mikhaylovna talked the whole time about the war news and
+about Nikolenka, twice asked when the last letter had been received from
+him, though she knew that already, and remarked that they might very
+likely be getting a letter from him that day. Each time that these hints
+began to make the countess anxious and she glanced uneasily at the count
+and at Anna Mikhaylovna, the latter very adroitly turned the
+conversation to insignificant matters. Natasha, who, of the whole
+family, was the most gifted with a capacity to feel any shades of
+intonation, look, and expression, pricked up her ears from the beginning
+of the meal and was certain that there was some secret between her
+father and Anna Mikhaylovna, that it had something to do with her
+brother, and that Anna Mikhaylovna was preparing them for it. Bold as
+she was, Natasha, who knew how sensitive her mother was to anything
+relating to Nikolenka, did not venture to ask any questions at dinner,
+but she was too excited to eat anything and kept wriggling about on her
+chair regardless of her governess' remarks. After dinner, she rushed
+head long after Anna Mikhaylovna and, dashing at her, flung herself on
+her neck as soon as she overtook her in the sitting room.
+
+"Auntie, darling, do tell me what it is!"
+
+"Nothing, my dear."
+
+"No, dearest, sweet one, honey, I won't give up--I know you know
+something."
+
+Anna Mikhaylovna shook her head.
+
+"You are a little slyboots," she said.
+
+"A letter from Nikolenka! I'm sure of it!" exclaimed Natasha, reading
+confirmation in Anna Mikhaylovna's face.
+
+"But for God's sake, be careful, you know how it may affect your mamma."
+
+"I will, I will, only tell me! You won't? Then I will go and tell at
+once."
+
+Anna Mikhaylovna, in a few words, told her the contents of the letter,
+on condition that she should tell no one.
+
+"No, on my true word of honor," said Natasha, crossing herself, "I won't
+tell anyone!" and she ran off at once to Sonya.
+
+"Nikolenka... wounded... a letter," she announced in gleeful triumph.
+
+"Nicholas!" was all Sonya said, instantly turning white.
+
+Natasha, seeing the impression the news of her brother's wound produced
+on Sonya, felt for the first time the sorrowful side of the news.
+
+She rushed to Sonya, hugged her, and began to cry.
+
+"A little wound, but he has been made an officer; he is well now, he
+wrote himself," said she through her tears.
+
+"There now! It's true that all you women are crybabies," remarked Petya,
+pacing the room with large, resolute strides. "Now I'm very glad, very
+glad indeed, that my brother has distinguished himself so. You are all
+blubberers and understand nothing."
+
+Natasha smiled through her tears.
+
+"You haven't read the letter?" asked Sonya.
+
+"No, but she said that it was all over and that he's now an officer."
+
+"Thank God!" said Sonya, crossing herself. "But perhaps she deceived
+you. Let us go to Mamma."
+
+Petya paced the room in silence for a time.
+
+"If I'd been in Nikolenka's place I would have killed even more of those
+Frenchmen," he said. "What nasty brutes they are! I'd have killed so
+many that there'd have been a heap of them."
+
+"Hold your tongue, Petya, what a goose you are!"
+
+"I'm not a goose, but they are who cry about trifles," said Petya.
+
+"Do you remember him?" Natasha suddenly asked, after a moment's silence.
+
+Sonya smiled.
+
+"Do I remember Nicholas?"
+
+"No, Sonya, but do you remember so that you remember him perfectly,
+remember everything?" said Natasha, with an expressive gesture,
+evidently wishing to give her words a very definite meaning. "I remember
+Nikolenka too, I remember him well," she said. "But I don't remember
+Boris. I don't remember him a bit."
+
+"What! You don't remember Boris?" asked Sonya in surprise.
+
+"It's not that I don't remember--I know what he is like, but not as I
+remember Nikolenka. Him--I just shut my eyes and remember, but Boris...
+No!" (She shut her eyes.) "No! there's nothing at all."
+
+"Oh, Natasha!" said Sonya, looking ecstatically and earnestly at her
+friend as if she did not consider her worthy to hear what she meant to
+say and as if she were saying it to someone else, with whom joking was
+out of the question, "I am in love with your brother once for all and,
+whatever may happen to him or to me, shall never cease to love him as
+long as I live."
+
+Natasha looked at Sonya with wondering and inquisitive eyes, and said
+nothing. She felt that Sonya was speaking the truth, that there was such
+love as Sonya was speaking of. But Natasha had not yet felt anything
+like it. She believed it could be, but did not understand it.
+
+"Shall you write to him?" she asked.
+
+Sonya became thoughtful. The question of how to write to Nicholas, and
+whether she ought to write, tormented her. Now that he was already an
+officer and a wounded hero, would it be right to remind him of herself
+and, as it might seem, of the obligations to her he had taken on
+himself?
+
+"I don't know. I think if he writes, I will write too," she said,
+blushing.
+
+"And you won't feel ashamed to write to him?"
+
+Sonya smiled.
+
+"No."
+
+"And I should be ashamed to write to Boris. I'm not going to."
+
+"Why should you be ashamed?"
+
+"Well, I don't know. It's awkward and would make me ashamed."
+
+"And I know why she'd be ashamed," said Petya, offended by Natasha's
+previous remark. "It's because she was in love with that fat one in
+spectacles" (that was how Petya described his namesake, the new Count
+Bezukhov) "and now she's in love with that singer" (he meant Natasha's
+Italian singing master), "that's why she's ashamed!"
+
+"Petya, you're a stupid!" said Natasha.
+
+"Not more stupid than you, madam," said the nine-year-old Petya, with
+the air of an old brigadier.
+
+The countess had been prepared by Anna Mikhaylovna's hints at dinner. On
+retiring to her own room, she sat in an armchair, her eyes fixed on a
+miniature portrait of her son on the lid of a snuffbox, while the tears
+kept coming into her eyes. Anna Mikhaylovna, with the letter, came on
+tiptoe to the countess' door and paused.
+
+"Don't come in," she said to the old count who was following her. "Come
+later." And she went in, closing the door behind her.
+
+The count put his ear to the keyhole and listened.
+
+At first he heard the sound of indifferent voices, then Anna
+Mikhaylovna's voice alone in a long speech, then a cry, then silence,
+then both voices together with glad intonations, and then footsteps.
+Anna Mikhaylovna opened the door. Her face wore the proud expression of
+a surgeon who has just performed a difficult operation and admits the
+public to appreciate his skill.
+
+"It is done!" she said to the count, pointing triumphantly to the
+countess, who sat holding in one hand the snuffbox with its portrait and
+in the other the letter, and pressing them alternately to her lips.
+
+When she saw the count, she stretched out her arms to him, embraced his
+bald head, over which she again looked at the letter and the portrait,
+and in order to press them again to her lips, she slightly pushed away
+the bald head. Vera, Natasha, Sonya, and Petya now entered the room, and
+the reading of the letter began. After a brief description of the
+campaign and the two battles in which he had taken part, and his
+promotion, Nicholas said that he kissed his father's and mother's hands
+asking for their blessing, and that he kissed Vera, Natasha, and Petya.
+Besides that, he sent greetings to Monsieur Schelling, Madame Schoss,
+and his old nurse, and asked them to kiss for him "dear Sonya, whom he
+loved and thought of just the same as ever." When she heard this Sonya
+blushed so that tears came into her eyes and, unable to bear the looks
+turned upon her, ran away into the dancing hall, whirled round it at
+full speed with her dress puffed out like a balloon, and, flushed and
+smiling, plumped down on the floor. The countess was crying.
+
+"Why are you crying, Mamma?" asked Vera. "From all he says one should be
+glad and not cry."
+
+This was quite true, but the count, the countess, and Natasha looked at
+her reproachfully. "And who is it she takes after?" thought the
+countess.
+
+Nicholas' letter was read over hundreds of times, and those who were
+considered worthy to hear it had to come to the countess, for she did
+not let it out of her hands. The tutors came, and the nurses, and
+Dmitri, and several acquaintances, and the countess reread the letter
+each time with fresh pleasure and each time discovered in it fresh
+proofs of Nikolenka's virtues. How strange, how extraordinary, how
+joyful it seemed, that her son, the scarcely perceptible motion of whose
+tiny limbs she had felt twenty years ago within her, that son about whom
+she used to have quarrels with the too indulgent count, that son who had
+first learned to say "pear" and then "granny," that this son should now
+be away in a foreign land amid strange surroundings, a manly warrior
+doing some kind of man's work of his own, without help or guidance. The
+universal experience of ages, showing that children do grow
+imperceptibly from the cradle to manhood, did not exist for the
+countess. Her son's growth toward manhood, at each of its stages, had
+seemed as extraordinary to her as if there had never existed the
+millions of human beings who grew up in the same way. As twenty years
+before, it seemed impossible that the little creature who lived
+somewhere under her heart would ever cry, suck her breast, and begin to
+speak, so now she could not believe that that little creature could be
+this strong, brave man, this model son and officer that, judging by this
+letter, he now was.
+
+"What a style! How charmingly he describes!" said she, reading the
+descriptive part of the letter. "And what a soul! Not a word about
+himself.... Not a word! About some Denisov or other, though he himself,
+I dare say, is braver than any of them. He says nothing about his
+sufferings. What a heart! How like him it is! And how he has remembered
+everybody! Not forgetting anyone. I always said when he was only so
+high--I always said...."
+
+For more than a week preparations were being made, rough drafts of
+letters to Nicholas from all the household were written and copied out,
+while under the supervision of the countess and the solicitude of the
+count, money and all things necessary for the uniform and equipment of
+the newly commissioned officer were collected. Anna Mikhaylovna,
+practical woman that she was, had even managed by favor with army
+authorities to secure advantageous means of communication for herself
+and her son. She had opportunities of sending her letters to the Grand
+Duke Constantine Pavlovich, who commanded the Guards. The Rostovs
+supposed that The Russian Guards, Abroad, was quite a definite address,
+and that if a letter reached the Grand Duke in command of the Guards
+there was no reason why it should not reach the Pavlograd regiment,
+which was presumably somewhere in the same neighborhood. And so it was
+decided to send the letters and money by the Grand Duke's courier to
+Boris and Boris was to forward them to Nicholas. The letters were from
+the old count, the countess, Petya, Vera, Natasha, and Sonya, and
+finally there were six thousand rubles for his outfit and various other
+things the old count sent to his son.
+
+
+
+
+CHAPTER VII
+
+On the twelfth of November, Kutuzov's active army, in camp before
+Olmutz, was preparing to be reviewed next day by the two Emperors--the
+Russian and the Austrian. The Guards, just arrived from Russia, spent
+the night ten miles from Olmutz and next morning were to come straight
+to the review, reaching the field at Olmutz by ten o'clock.
+
+That day Nicholas Rostov received a letter from Boris, telling him that
+the Ismaylov regiment was quartered for the night ten miles from Olmutz
+and that he wanted to see him as he had a letter and money for him.
+Rostov was particularly in need of money now that the troops, after
+their active service, were stationed near Olmutz and the camp swarmed
+with well-provisioned sutlers and Austrian Jews offering all sorts of
+tempting wares. The Pavlograds held feast after feast, celebrating
+awards they had received for the campaign, and made expeditions to
+Olmutz to visit a certain Caroline the Hungarian, who had recently
+opened a restaurant there with girls as waitresses. Rostov, who had just
+celebrated his promotion to a cornetcy and bought Denisov's horse,
+Bedouin, was in debt all round, to his comrades and the sutlers. On
+receiving Boris' letter he rode with a fellow officer to Olmutz, dined
+there, drank a bottle of wine, and then set off alone to the Guards'
+camp to find his old playmate. Rostov had not yet had time to get his
+uniform. He had on a shabby cadet jacket, decorated with a soldier's
+cross, equally shabby cadet's riding breeches lined with worn leather,
+and an officer's saber with a sword knot. The Don horse he was riding
+was one he had bought from a Cossack during the campaign, and he wore a
+crumpled hussar cap stuck jauntily back on one side of his head. As he
+rode up to the camp he thought how he would impress Boris and all his
+comrades of the Guards by his appearance--that of a fighting hussar who
+had been under fire.
+
+The Guards had made their whole march as if on a pleasure trip, parading
+their cleanliness and discipline. They had come by easy stages, their
+knapsacks conveyed on carts, and the Austrian authorities had provided
+excellent dinners for the officers at every halting place. The regiments
+had entered and left the town with their bands playing, and by the Grand
+Duke's orders the men had marched all the way in step (a practice on
+which the Guards prided themselves), the officers on foot and at their
+proper posts. Boris had been quartered, and had marched all the way,
+with Berg who was already in command of a company. Berg, who had
+obtained his captaincy during the campaign, had gained the confidence of
+his superiors by his promptitude and accuracy and had arranged his money
+matters very satisfactorily. Boris, during the campaign, had made the
+acquaintance of many persons who might prove useful to him, and by a
+letter of recommendation he had brought from Pierre had become
+acquainted with Prince Andrew Bolkonski, through whom he hoped to obtain
+a post on the commander-in-chief's staff. Berg and Boris, having rested
+after yesterday's march, were sitting, clean and neatly dressed, at a
+round table in the clean quarters allotted to them, playing chess. Berg
+held a smoking pipe between his knees. Boris, in the accurate way
+characteristic of him, was building a little pyramid of chessmen with
+his delicate white fingers while awaiting Berg's move, and watched his
+opponent's face, evidently thinking about the game as he always thought
+only of whatever he was engaged on.
+
+"Well, how are you going to get out of that?" he remarked.
+
+"We'll try to," replied Berg, touching a pawn and then removing his
+hand.
+
+At that moment the door opened.
+
+"Here he is at last!" shouted Rostov. "And Berg too! Oh, you
+petisenfans, allay cushay dormir!" he exclaimed, imitating his Russian
+nurse's French, at which he and Boris used to laugh long ago.
+
+"Dear me, how you have changed!"
+
+Boris rose to meet Rostov, but in doing so did not omit to steady and
+replace some chessmen that were falling. He was about to embrace his
+friend, but Nicholas avoided him. With that peculiar feeling of youth,
+that dread of beaten tracks, and wish to express itself in a manner
+different from that of its elders which is often insincere, Nicholas
+wished to do something special on meeting his friend. He wanted to pinch
+him, push him, do anything but kiss him--a thing everybody did. But
+notwithstanding this, Boris embraced him in a quiet, friendly way and
+kissed him three times.
+
+They had not met for nearly half a year and, being at the age when young
+men take their first steps on life's road, each saw immense changes in
+the other, quite a new reflection of the society in which they had taken
+those first steps. Both had changed greatly since they last met and both
+were in a hurry to show the changes that had taken place in them.
+
+"Oh, you damned dandies! Clean and fresh as if you'd been to a fete, not
+like us sinners of the line," cried Rostov, with martial swagger and
+with baritone notes in his voice, new to Boris, pointing to his own mud-
+bespattered breeches. The German landlady, hearing Rostov's loud voice,
+popped her head in at the door.
+
+"Eh, is she pretty?" he asked with a wink.
+
+"Why do you shout so? You'll frighten them!" said Boris. "I did not
+expect you today," he added. "I only sent you the note yesterday by
+Bolkonski--an adjutant of Kutuzov's, who's a friend of mine. I did not
+think he would get it to you so quickly.... Well, how are you? Been
+under fire already?" asked Boris.
+
+Without answering, Rostov shook the soldier's Cross of St. George
+fastened to the cording of his uniform and, indicating a bandaged arm,
+glanced at Berg with a smile.
+
+"As you see," he said.
+
+"Indeed? Yes, yes!" said Boris, with a smile. "And we too have had a
+splendid march. You know, of course, that His Imperial Highness rode
+with our regiment all the time, so that we had every comfort and every
+advantage. What receptions we had in Poland! What dinners and balls! I
+can't tell you. And the Tsarevich was very gracious to all our
+officers."
+
+And the two friends told each other of their doings, the one of his
+hussar revels and life in the fighting line, the other of the pleasures
+and advantages of service under members of the Imperial family.
+
+"Oh, you Guards!" said Rostov. "I say, send for some wine."
+
+Boris made a grimace.
+
+"If you really want it," said he.
+
+He went to his bed, drew a purse from under the clean pillow, and sent
+for wine.
+
+"Yes, and I have some money and a letter to give you," he added.
+
+Rostov took the letter and, throwing the money on the sofa, put both
+arms on the table and began to read. After reading a few lines, he
+glanced angrily at Berg, then, meeting his eyes, hid his face behind the
+letter.
+
+"Well, they've sent you a tidy sum," said Berg, eying the heavy purse
+that sank into the sofa. "As for us, Count, we get along on our pay. I
+can tell you for myself..."
+
+"I say, Berg, my dear fellow," said Rostov, "when you get a letter from
+home and meet one of your own people whom you want to talk everything
+over with, and I happen to be there, I'll go at once, to be out of your
+way! Do go somewhere, anywhere... to the devil!" he exclaimed, and
+immediately seizing him by the shoulder and looking amiably into his
+face, evidently wishing to soften the rudeness of his words, he added,
+"Don't be hurt, my dear fellow; you know I speak from my heart as to an
+old acquaintance."
+
+"Oh, don't mention it, Count! I quite understand," said Berg, getting up
+and speaking in a muffled and guttural voice.
+
+"Go across to our hosts: they invited you," added Boris.
+
+Berg put on the cleanest of coats, without a spot or speck of dust,
+stood before a looking glass and brushed the hair on his temples
+upwards, in the way affected by the Emperor Alexander, and, having
+assured himself from the way Rostov looked at it that his coat had been
+noticed, left the room with a pleasant smile.
+
+"Oh dear, what a beast I am!" muttered Rostov, as he read the letter.
+
+"Why?"
+
+"Oh, what a pig I am, not to have written and to have given them such a
+fright! Oh, what a pig I am!" he repeated, flushing suddenly. "Well,
+have you sent Gabriel for some wine? All right let's have some!"
+
+In the letter from his parents was enclosed a letter of recommendation
+to Bagration which the old countess at Anna Mikhaylovna's advice had
+obtained through an acquaintance and sent to her son, asking him to take
+it to its destination and make use of it.
+
+"What nonsense! Much I need it!" said Rostov, throwing the letter under
+the table.
+
+"Why have you thrown that away?" asked Boris.
+
+"It is some letter of recommendation... what the devil do I want it
+for!"
+
+"Why 'What the devil'?" said Boris, picking it up and reading the
+address. "This letter would be of great use to you."
+
+"I want nothing, and I won't be anyone's adjutant."
+
+"Why not?" inquired Boris.
+
+"It's a lackey's job!"
+
+"You are still the same dreamer, I see," remarked Boris, shaking his
+head.
+
+"And you're still the same diplomatist! But that's not the point...
+Come, how are you?" asked Rostov.
+
+"Well, as you see. So far everything's all right, but I confess I should
+much like to be an adjutant and not remain at the front."
+
+"Why?"
+
+"Because when once a man starts on military service, he should try to
+make as successful a career of it as possible."
+
+"Oh, that's it!" said Rostov, evidently thinking of something else.
+
+He looked intently and inquiringly into his friend's eyes, evidently
+trying in vain to find the answer to some question.
+
+Old Gabriel brought in the wine.
+
+"Shouldn't we now send for Berg?" asked Boris. "He would drink with you.
+I can't."
+
+"Well, send for him... and how do you get on with that German?" asked
+Rostov, with a contemptuous smile.
+
+"He is a very, very nice, honest, and pleasant fellow," answered Boris.
+
+Again Rostov looked intently into Boris' eyes and sighed. Berg returned,
+and over the bottle of wine conversation between the three officers
+became animated. The Guardsmen told Rostov of their march and how they
+had been made much of in Russia, Poland, and abroad. They spoke of the
+sayings and doings of their commander, the Grand Duke, and told stories
+of his kindness and irascibility. Berg, as usual, kept silent when the
+subject did not relate to himself, but in connection with the stories of
+the Grand Duke's quick temper he related with gusto how in Galicia he
+had managed to deal with the Grand Duke when the latter made a tour of
+the regiments and was annoyed at the irregularity of a movement. With a
+pleasant smile Berg related how the Grand Duke had ridden up to him in a
+violent passion, shouting: "Arnauts!" ("Arnauts" was the Tsarevich's
+favorite expression when he was in a rage) and called for the company
+commander.
+
+"Would you believe it, Count, I was not at all alarmed, because I knew I
+was right. Without boasting, you know, I may say that I know the Army
+Orders by heart and know the Regulations as well as I do the Lord's
+Prayer. So, Count, there never is any negligence in my company, and so
+my conscience was at ease. I came forward...." (Berg stood up and showed
+how he presented himself, with his hand to his cap, and really it would
+have been difficult for a face to express greater respect and self-
+complacency than his did.) "Well, he stormed at me, as the saying is,
+stormed and stormed and stormed! It was not a matter of life but rather
+of death, as the saying is. 'Albanians!' and 'devils!' and 'To
+Siberia!'" said Berg with a sagacious smile. "I knew I was in the right
+so I kept silent; was not that best, Count?... 'Hey, are you dumb?' he
+shouted. Still I remained silent. And what do you think, Count? The next
+day it was not even mentioned in the Orders of the Day. That's what
+keeping one's head means. That's the way, Count," said Berg, lighting
+his pipe and emitting rings of smoke.
+
+"Yes, that was fine," said Rostov, smiling.
+
+But Boris noticed that he was preparing to make fun of Berg, and
+skillfully changed the subject. He asked him to tell them how and where
+he got his wound. This pleased Rostov and he began talking about it, and
+as he went on became more and more animated. He told them of his Schon
+Grabern affair, just as those who have taken part in a battle generally
+do describe it, that is, as they would like it to have been, as they
+have heard it described by others, and as sounds well, but not at all as
+it really was. Rostov was a truthful young man and would on no account
+have told a deliberate lie. He began his story meaning to tell
+everything just as it happened, but imperceptibly, involuntarily, and
+inevitably he lapsed into falsehood. If he had told the truth to his
+hearers--who like himself had often heard stories of attacks and had
+formed a definite idea of what an attack was and were expecting to hear
+just such a story--they would either not have believed him or, still
+worse, would have thought that Rostov was himself to blame since what
+generally happens to the narrators of cavalry attacks had not happened
+to him. He could not tell them simply that everyone went at a trot and
+that he fell off his horse and sprained his arm and then ran as hard as
+he could from a Frenchman into the wood. Besides, to tell everything as
+it really happened, it would have been necessary to make an effort of
+will to tell only what happened. It is very difficult to tell the truth,
+and young people are rarely capable of it. His hearers expected a story
+of how beside himself and all aflame with excitement, he had flown like
+a storm at the square, cut his way in, slashed right and left, how his
+saber had tasted flesh and he had fallen exhausted, and so on. And so he
+told them all that.
+
+In the middle of his story, just as he was saying: "You cannot imagine
+what a strange frenzy one experiences during an attack," Prince Andrew,
+whom Boris was expecting, entered the room. Prince Andrew, who liked to
+help young men, was flattered by being asked for his assistance and
+being well disposed toward Boris, who had managed to please him the day
+before, he wished to do what the young man wanted. Having been sent with
+papers from Kutuzov to the Tsarevich, he looked in on Boris, hoping to
+find him alone. When he came in and saw an hussar of the line recounting
+his military exploits (Prince Andrew could not endure that sort of man),
+he gave Boris a pleasant smile, frowned as with half-closed eyes he
+looked at Rostov, bowed slightly and wearily, and sat down languidly on
+the sofa: he felt it unpleasant to have dropped in on bad company.
+Rostov flushed up on noticing this, but he did not care, this was a mere
+stranger. Glancing, however, at Boris, he saw that he too seemed ashamed
+of the hussar of the line.
+
+In spite of Prince Andrew's disagreeable, ironical tone, in spite of the
+contempt with which Rostov, from his fighting army point of view,
+regarded all these little adjutants on the staff of whom the newcomer
+was evidently one, Rostov felt confused, blushed, and became silent.
+Boris inquired what news there might be on the staff, and what, without
+indiscretion, one might ask about our plans.
+
+"We shall probably advance," replied Bolkonski, evidently reluctant to
+say more in the presence of a stranger.
+
+Berg took the opportunity to ask, with great politeness, whether, as was
+rumored, the allowance of forage money to captains of companies would be
+doubled. To this Prince Andrew answered with a smile that he could give
+no opinion on such an important government order, and Berg laughed
+gaily.
+
+"As to your business," Prince Andrew continued, addressing Boris, "we
+will talk of it later" (and he looked round at Rostov). "Come to me
+after the review and we will do what is possible."
+
+And, having glanced round the room, Prince Andrew turned to Rostov,
+whose state of unconquerable childish embarrassment now changing to
+anger he did not condescend to notice, and said: "I think you were
+talking of the Schon Grabern affair? Were you there?"
+
+"I was there," said Rostov angrily, as if intending to insult the aide-
+de-camp.
+
+Bolkonski noticed the hussar's state of mind, and it amused him. With a
+slightly contemptuous smile, he said: "Yes, there are many stories now
+told about that affair!"
+
+"Yes, stories!" repeated Rostov loudly, looking with eyes suddenly grown
+furious, now at Boris, now at Bolkonski. "Yes, many stories! But our
+stories are the stories of men who have been under the enemy's fire! Our
+stories have some weight, not like the stories of those fellows on the
+staff who get rewards without doing anything!"
+
+"Of whom you imagine me to be one?" said Prince Andrew, with a quiet and
+particularly amiable smile.
+
+A strange feeling of exasperation and yet of respect for this man's
+self-possession mingled at that moment in Rostov's soul.
+
+"I am not talking about you," he said, "I don't know you and, frankly, I
+don't want to. I am speaking of the staff in general."
+
+"And I will tell you this," Prince Andrew interrupted in a tone of quiet
+authority, "you wish to insult me, and I am ready to agree with you that
+it would be very easy to do so if you haven't sufficient self-respect,
+but admit that the time and place are very badly chosen. In a day or two
+we shall all have to take part in a greater and more serious duel, and
+besides, Drubetskoy, who says he is an old friend of yours, is not at
+all to blame that my face has the misfortune to displease you. However,"
+he added rising, "you know my name and where to find me, but don't
+forget that I do not regard either myself or you as having been at all
+insulted, and as a man older than you, my advice is to let the matter
+drop. Well then, on Friday after the review I shall expect you,
+Drubetskoy. Au revoir!" exclaimed Prince Andrew, and with a bow to them
+both he went out.
+
+Only when Prince Andrew was gone did Rostov think of what he ought to
+have said. And he was still more angry at having omitted to say it. He
+ordered his horse at once and, coldly taking leave of Boris, rode home.
+Should he go to headquarters next day and challenge that affected
+adjutant, or really let the matter drop, was the question that worried
+him all the way. He thought angrily of the pleasure he would have at
+seeing the fright of that small and frail but proud man when covered by
+his pistol, and then he felt with surprise that of all the men he knew
+there was none he would so much like to have for a friend as that very
+adjutant whom he so hated.
+
+
+
+
+CHAPTER VIII
+
+The day after Rostov had been to see Boris, a review was held of the
+Austrian and Russian troops, both those freshly arrived from Russia and
+those who had been campaigning under Kutuzov. The two Emperors, the
+Russian with his heir the Tsarevich, and the Austrian with the Archduke,
+inspected the allied army of eighty thousand men.
+
+From early morning the smart clean troops were on the move, forming up
+on the field before the fortress. Now thousands of feet and bayonets
+moved and halted at the officers' command, turned with banners flying,
+formed up at intervals, and wheeled round other similar masses of
+infantry in different uniforms; now was heard the rhythmic beat of hoofs
+and the jingling of showy cavalry in blue, red, and green braided
+uniforms, with smartly dressed bandsmen in front mounted on black, roan,
+or gray horses; then again, spreading out with the brazen clatter of the
+polished shining cannon that quivered on the gun carriages and with the
+smell of linstocks, came the artillery which crawled between the
+infantry and cavalry and took up its appointed position. Not only the
+generals in full parade uniforms, with their thin or thick waists drawn
+in to the utmost, their red necks squeezed into their stiff collars, and
+wearing scarves and all their decorations, not only the elegant, pomaded
+officers, but every soldier with his freshly washed and shaven face and
+his weapons clean and polished to the utmost, and every horse groomed
+till its coat shone like satin and every hair of its wetted mane lay
+smooth--felt that no small matter was happening, but an important and
+solemn affair. Every general and every soldier was conscious of his own
+insignificance, aware of being but a drop in that ocean of men, and yet
+at the same time was conscious of his strength as a part of that
+enormous whole.
+
+From early morning strenuous activities and efforts had begun and by ten
+o'clock all had been brought into due order. The ranks were drawn up on
+the vast field. The whole army was extended in three lines: the cavalry
+in front, behind it the artillery, and behind that again the infantry.
+
+A space like a street was left between each two lines of troops. The
+three parts of that army were sharply distinguished: Kutuzov's fighting
+army (with the Pavlograds on the right flank of the front); those
+recently arrived from Russia, both Guards and regiments of the line; and
+the Austrian troops. But they all stood in the same lines, under one
+command, and in a like order.
+
+Like wind over leaves ran an excited whisper: "They're coming! They're
+coming!" Alarmed voices were heard, and a stir of final preparation
+swept over all the troops.
+
+From the direction of Olmutz in front of them, a group was seen
+approaching. And at that moment, though the day was still, a light gust
+of wind blowing over the army slightly stirred the streamers on the
+lances and the unfolded standards fluttered against their staffs. It
+looked as if by that slight motion the army itself was expressing its
+joy at the approach of the Emperors. One voice was heard shouting: "Eyes
+front!" Then, like the crowing of cocks at sunrise, this was repeated by
+others from various sides and all became silent.
+
+In the deathlike stillness only the tramp of horses was heard. This was
+the Emperors' suites. The Emperors rode up to the flank, and the
+trumpets of the first cavalry regiment played the general march. It
+seemed as though not the trumpeters were playing, but as if the army
+itself, rejoicing at the Emperors' approach, had naturally burst into
+music. Amid these sounds, only the youthful kindly voice of the Emperor
+Alexander was clearly heard. He gave the words of greeting, and the
+first regiment roared "Hurrah!" so deafeningly, continuously, and
+joyfully that the men themselves were awed by their multitude and the
+immensity of the power they constituted.
+
+Rostov, standing in the front lines of Kutuzov's army which the Tsar
+approached first, experienced the same feeling as every other man in
+that army: a feeling of self-forgetfulness, a proud consciousness of
+might, and a passionate attraction to him who was the cause of this
+triumph.
+
+He felt that at a single word from that man all this vast mass (and he
+himself an insignificant atom in it) would go through fire and water,
+commit crime, die, or perform deeds of highest heroism, and so he could
+not but tremble and his heart stand still at the imminence of that word.
+
+"Hurrah! Hurrah! Hurrah!" thundered from all sides, one regiment after
+another greeting the Tsar with the strains of the march, and then
+"Hurrah!"... Then the general march, and again "Hurrah! Hurrah!" growing
+ever stronger and fuller and merging into a deafening roar.
+
+Till the Tsar reached it, each regiment in its silence and immobility
+seemed like a lifeless body, but as soon as he came up it became alive,
+its thunder joining the roar of the whole line along which he had
+already passed. Through the terrible and deafening roar of those voices,
+amid the square masses of troops standing motionless as if turned to
+stone, hundreds of riders composing the suites moved carelessly but
+symmetrically and above all freely, and in front of them two men--the
+Emperors. Upon them the undivided, tensely passionate attention of that
+whole mass of men was concentrated.
+
+The handsome young Emperor Alexander, in the uniform of the Horse
+Guards, wearing a cocked hat with its peaks front and back, with his
+pleasant face and resonant though not loud voice, attracted everyone's
+attention.
+
+Rostov was not far from the trumpeters, and with his keen sight had
+recognized the Tsar and watched his approach. When he was within twenty
+paces, and Nicholas could clearly distinguish every detail of his
+handsome, happy young face, he experienced a feeling of tenderness and
+ecstasy such as he had never before known. Every trait and every
+movement of the Tsar's seemed to him enchanting.
+
+Stopping in front of the Pavlograds, the Tsar said something in French
+to the Austrian Emperor and smiled.
+
+Seeing that smile, Rostov involuntarily smiled himself and felt a still
+stronger flow of love for his sovereign. He longed to show that love in
+some way and knowing that this was impossible was ready to cry. The Tsar
+called the colonel of the regiment and said a few words to him.
+
+"Oh God, what would happen to me if the Emperor spoke to me?" thought
+Rostov. "I should die of happiness!"
+
+The Tsar addressed the officers also: "I thank you all, gentlemen, I
+thank you with my whole heart." To Rostov every word sounded like a
+voice from heaven. How gladly would he have died at once for his Tsar!
+
+"You have earned the St. George's standards and will be worthy of them."
+
+"Oh, to die, to die for him," thought Rostov.
+
+The Tsar said something more which Rostov did not hear, and the
+soldiers, straining their lungs, shouted "Hurrah!"
+
+Rostov too, bending over his saddle, shouted "Hurrah!" with all his
+might, feeling that he would like to injure himself by that shout, if
+only to express his rapture fully.
+
+The Tsar stopped a few minutes in front of the hussars as if undecided.
+
+"How can the Emperor be undecided?" thought Rostov, but then even this
+indecision appeared to him majestic and enchanting, like everything else
+the Tsar did.
+
+That hesitation lasted only an instant. The Tsar's foot, in the narrow
+pointed boot then fashionable, touched the groin of the bobtailed bay
+mare he rode, his hand in a white glove gathered up the reins, and he
+moved off accompanied by an irregularly swaying sea of aides-de-camp.
+Farther and farther he rode away, stopping at other regiments, till at
+last only his white plumes were visible to Rostov from amid the suites
+that surrounded the Emperors.
+
+Among the gentlemen of the suite, Rostov noticed Bolkonski, sitting his
+horse indolently and carelessly. Rostov recalled their quarrel of
+yesterday and the question presented itself whether he ought or ought
+not to challenge Bolkonski. "Of course not!" he now thought. "Is it
+worth thinking or speaking of it at such a moment? At a time of such
+love, such rapture, and such self-sacrifice, what do any of our quarrels
+and affronts matter? I love and forgive everybody now."
+
+When the Emperor had passed nearly all the regiments, the troops began a
+ceremonial march past him, and Rostov on Bedouin, recently purchased
+from Denisov, rode past too, at the rear of his squadron--that is, alone
+and in full view of the Emperor.
+
+Before he reached him, Rostov, who was a splendid horseman, spurred
+Bedouin twice and successfully put him to the showy trot in which the
+animal went when excited. Bending his foaming muzzle to his chest, his
+tail extended, Bedouin, as if also conscious of the Emperor's eye upon
+him, passed splendidly, lifting his feet with a high and graceful
+action, as if flying through the air without touching the ground.
+
+Rostov himself, his legs well back and his stomach drawn in and feeling
+himself one with his horse, rode past the Emperor with a frowning but
+blissful face "like a vewy devil," as Denisov expressed it.
+
+"Fine fellows, the Pavlograds!" remarked the Emperor.
+
+"My God, how happy I should be if he ordered me to leap into the fire
+this instant!" thought Rostov.
+
+When the review was over, the newly arrived officers, and also
+Kutuzov's, collected in groups and began to talk about the awards, about
+the Austrians and their uniforms, about their lines, about Bonaparte,
+and how badly the latter would fare now, especially if the Essen corps
+arrived and Prussia took our side.
+
+But the talk in every group was chiefly about the Emperor Alexander. His
+every word and movement was described with ecstasy.
+
+They all had but one wish: to advance as soon as possible against the
+enemy under the Emperor's command. Commanded by the Emperor himself they
+could not fail to vanquish anyone, be it whom it might: so thought
+Rostov and most of the officers after the review.
+
+All were then more confident of victory than the winning of two battles
+would have made them.
+
+
+
+
+CHAPTER IX
+
+The day after the review, Boris, in his best uniform and with his
+comrade Berg's best wishes for success, rode to Olmutz to see Bolkonski,
+wishing to profit by his friendliness and obtain for himself the best
+post he could--preferably that of adjutant to some important personage,
+a position in the army which seemed to him most attractive. "It is all
+very well for Rostov, whose father sends him ten thousand rubles at a
+time, to talk about not wishing to cringe to anybody and not be anyone's
+lackey, but I who have nothing but my brains have to make a career and
+must not miss opportunities, but must avail myself of them!" he
+reflected.
+
+He did not find Prince Andrew in Olmutz that day, but the appearance of
+the town where the headquarters and the diplomatic corps were stationed
+and the two Emperors were living with their suites, households, and
+courts only strengthened his desire to belong to that higher world.
+
+He knew no one, and despite his smart Guardsman's uniform, all these
+exalted personages passing in the streets in their elegant carriages
+with their plumes, ribbons, and medals, both courtiers and military men,
+seemed so immeasurably above him, an insignificant officer of the
+Guards, that they not only did not wish to, but simply could not, be
+aware of his existence. At the quarters of the commander-in-chief,
+Kutuzov, where he inquired for Bolkonski, all the adjutants and even the
+orderlies looked at him as if they wished to impress on him that a great
+many officers like him were always coming there and that everybody was
+heartily sick of them. In spite of this, or rather because of it, next
+day, November 15, after dinner he again went to Olmutz and, entering the
+house occupied by Kutuzov, asked for Bolkonski. Prince Andrew was in and
+Boris was shown into a large hall probably formerly used for dancing,
+but in which five beds now stood, and furniture of various kinds: a
+table, chairs, and a clavichord. One adjutant, nearest the door, was
+sitting at the table in a Persian dressing gown, writing. Another, the
+red, stout Nesvitski, lay on a bed with his arms under his head,
+laughing with an officer who had sat down beside him. A third was
+playing a Viennese waltz on the clavichord, while a fourth, lying on the
+clavichord, sang the tune. Bolkonski was not there. None of these
+gentlemen changed his position on seeing Boris. The one who was writing
+and whom Boris addressed turned round crossly and told him Bolkonski was
+on duty and that he should go through the door on the left into the
+reception room if he wished to see him. Boris thanked him and went to
+the reception room, where he found some ten officers and generals.
+
+When he entered, Prince Andrew, his eyes drooping contemptuously (with
+that peculiar expression of polite weariness which plainly says, "If it
+were not my duty I would not talk to you for a moment"), was listening
+to an old Russian general with decorations, who stood very erect, almost
+on tiptoe, with a soldier's obsequious expression on his purple face,
+reporting something.
+
+"Very well, then, be so good as to wait," said Prince Andrew to the
+general, in Russian, speaking with the French intonation he affected
+when he wished to speak contemptuously, and noticing Boris, Prince
+Andrew, paying no more heed to the general who ran after him imploring
+him to hear something more, nodded and turned to him with a cheerful
+smile.
+
+At that moment Boris clearly realized what he had before surmised, that
+in the army, besides the subordination and discipline prescribed in the
+military code, which he and the others knew in the regiment, there was
+another, more important, subordination, which made this tight-laced,
+purple-faced general wait respectfully while Captain Prince Andrew, for
+his own pleasure, chose to chat with Lieutenant Drubetskoy. More than
+ever was Boris resolved to serve in future not according to the written
+code, but under this unwritten law. He felt now that merely by having
+been recommended to Prince Andrew he had already risen above the general
+who at the front had the power to annihilate him, a lieutenant of the
+Guards. Prince Andrew came up to him and took his hand.
+
+"I am very sorry you did not find me in yesterday. I was fussing about
+with Germans all day. We went with Weyrother to survey the dispositions.
+When Germans start being accurate, there's no end to it!"
+
+Boris smiled, as if he understood what Prince Andrew was alluding to as
+something generally known. But it was the first time he had heard
+Weyrother's name, or even the term "dispositions."
+
+"Well, my dear fellow, so you still want to be an adjutant? I have been
+thinking about you."
+
+"Yes, I was thinking"--for some reason Boris could not help blushing--
+"of asking the commander-in-chief. He has had a letter from Prince
+Kuragin about me. I only wanted to ask because I fear the Guards won't
+be in action," he added as if in apology.
+
+"All right, all right. We'll talk it over," replied Prince Andrew. "Only
+let me report this gentleman's business, and I shall be at your
+disposal."
+
+While Prince Andrew went to report about the purple-faced general, that
+gentleman--evidently not sharing Boris' conception of the advantages of
+the unwritten code of subordination--looked so fixedly at the
+presumptuous lieutenant who had prevented his finishing what he had to
+say to the adjutant that Boris felt uncomfortable. He turned away and
+waited impatiently for Prince Andrew's return from the commander-in-
+chief's room.
+
+"You see, my dear fellow, I have been thinking about you," said Prince
+Andrew when they had gone into the large room where the clavichord was.
+"It's no use your going to the commander-in-chief. He would say a lot of
+pleasant things, ask you to dinner" ("That would not be bad as regards
+the unwritten code," thought Boris), "but nothing more would come of it.
+There will soon be a battalion of us aides-de-camp and adjutants! But
+this is what we'll do: I have a good friend, an adjutant general and an
+excellent fellow, Prince Dolgorukov; and though you may not know it, the
+fact is that now Kutuzov with his staff and all of us count for nothing.
+Everything is now centered round the Emperor. So we will go to
+Dolgorukov; I have to go there anyhow and I have already spoken to him
+about you. We shall see whether he cannot attach you to himself or find
+a place for you somewhere nearer the sun."
+
+Prince Andrew always became specially keen when he had to guide a young
+man and help him to worldly success. Under cover of obtaining help of
+this kind for another, which from pride he would never accept for
+himself, he kept in touch with the circle which confers success and
+which attracted him. He very readily took up Boris' cause and went with
+him to Dolgorukov.
+
+It was late in the evening when they entered the palace at Olmutz
+occupied by the Emperors and their retinues.
+
+That same day a council of war had been held in which all the members of
+the Hofkriegsrath and both Emperors took part. At that council, contrary
+to the views of the old generals Kutuzov and Prince Schwartzenberg, it
+had been decided to advance immediately and give battle to Bonaparte.
+The council of war was just over when Prince Andrew accompanied by Boris
+arrived at the palace to find Dolgorukov. Everyone at headquarters was
+still under the spell of the day's council, at which the party of the
+young had triumphed. The voices of those who counseled delay and advised
+waiting for something else before advancing had been so completely
+silenced and their arguments confuted by such conclusive evidence of the
+advantages of attacking that what had been discussed at the council--the
+coming battle and the victory that would certainly result from it--no
+longer seemed to be in the future but in the past. All the advantages
+were on our side. Our enormous forces, undoubtedly superior to
+Napoleon's, were concentrated in one place, the troops inspired by the
+Emperors' presence were eager for action. The strategic position where
+the operations would take place was familiar in all its details to the
+Austrian General Weyrother: a lucky accident had ordained that the
+Austrian army should maneuver the previous year on the very fields where
+the French had now to be fought; the adjacent locality was known and
+shown in every detail on the maps, and Bonaparte, evidently weakened,
+was undertaking nothing.
+
+Dolgorukov, one of the warmest advocates of an attack, had just returned
+from the council, tired and exhausted but eager and proud of the victory
+that had been gained. Prince Andrew introduced his protege, but Prince
+Dolgorukov politely and firmly pressing his hand said nothing to Boris
+and, evidently unable to suppress the thoughts which were uppermost in
+his mind at that moment, addressed Prince Andrew in French.
+
+"Ah, my dear fellow, what a battle we have gained! God grant that the
+one that will result from it will be as victorious! However, dear
+fellow," he said abruptly and eagerly, "I must confess to having been
+unjust to the Austrians and especially to Weyrother. What exactitude,
+what minuteness, what knowledge of the locality, what foresight for
+every eventuality, every possibility even to the smallest detail! No, my
+dear fellow, no conditions better than our present ones could have been
+devised. This combination of Austrian precision with Russian valor--what
+more could be wished for?"
+
+"So the attack is definitely resolved on?" asked Bolkonski.
+
+"And do you know, my dear fellow, it seems to me that Bonaparte has
+decidedly lost bearings, you know that a letter was received from him
+today for the Emperor." Dolgorukov smiled significantly.
+
+"Is that so? And what did he say?" inquired Bolkonski.
+
+"What can he say? Tra-di-ri-di-ra and so on... merely to gain time. I
+tell you he is in our hands, that's certain! But what was most amusing,"
+he continued, with a sudden, good-natured laugh, "was that we could not
+think how to address the reply! If not as 'Consul' and of course not as
+'Emperor,' it seemed to me it should be to 'General Bonaparte.'"
+
+"But between not recognizing him as Emperor and calling him General
+Bonaparte, there is a difference," remarked Bolkonski.
+
+"That's just it," interrupted Dolgorukov quickly, laughing. "You know
+Bilibin--he's a very clever fellow. He suggested addressing him as
+'Usurper and Enemy of Mankind.'"
+
+Dolgorukov laughed merrily.
+
+"Only that?" said Bolkonski.
+
+"All the same, it was Bilibin who found a suitable form for the address.
+He is a wise and clever fellow."
+
+"What was it?"
+
+"To the Head of the French Government... Au chef du gouvernement
+francais," said Dolgorukov, with grave satisfaction. "Good, wasn't it?"
+
+"Yes, but he will dislike it extremely," said Bolkonski.
+
+"Oh yes, very much! My brother knows him, he's dined with him--the
+present Emperor--more than once in Paris, and tells me he never met a
+more cunning or subtle diplomatist--you know, a combination of French
+adroitness and Italian play-acting! Do you know the tale about him and
+Count Markov? Count Markov was the only man who knew how to handle him.
+You know the story of the handkerchief? It is delightful!"
+
+And the talkative Dolgorukov, turning now to Boris, now to Prince
+Andrew, told how Bonaparte wishing to test Markov, our ambassador,
+purposely dropped a handkerchief in front of him and stood looking at
+Markov, probably expecting Markov to pick it up for him, and how Markov
+immediately dropped his own beside it and picked it up without touching
+Bonaparte's.
+
+"Delightful!" said Bolkonski. "But I have come to you, Prince, as a
+petitioner on behalf of this young man. You see..." but before Prince
+Andrew could finish, an aide-de-camp came in to summon Dolgorukov to the
+Emperor.
+
+"Oh, what a nuisance," said Dolgorukov, getting up hurriedly and
+pressing the hands of Prince Andrew and Boris. "You know I should be
+very glad to do all in my power both for you and for this dear young
+man." Again he pressed the hand of the latter with an expression of
+good-natured, sincere, and animated levity. "But you see... another
+time!"
+
+Boris was excited by the thought of being so close to the higher powers
+as he felt himself to be at that moment. He was conscious that here he
+was in contact with the springs that set in motion the enormous
+movements of the mass of which in his regiment he felt himself a tiny,
+obedient, and insignificant atom. They followed Prince Dolgorukov out
+into the corridor and met--coming out of the door of the Emperor's room
+by which Dolgorukov had entered--a short man in civilian clothes with a
+clever face and sharply projecting jaw which, without spoiling his face,
+gave him a peculiar vivacity and shiftiness of expression. This short
+man nodded to Dolgorukov as to an intimate friend and stared at Prince
+Andrew with cool intensity, walking straight toward him and evidently
+expecting him to bow or to step out of his way. Prince Andrew did
+neither: a look of animosity appeared on his face and the other turned
+away and went down the side of the corridor.
+
+"Who was that?" asked Boris.
+
+"He is one of the most remarkable, but to me most unpleasant of men--the
+Minister of Foreign Affairs, Prince Adam Czartoryski.... It is such men
+as he who decide the fate of nations," added Bolkonski with a sigh he
+could not suppress, as they passed out of the palace.
+
+Next day, the army began its campaign, and up to the very battle of
+Austerlitz, Boris was unable to see either Prince Andrew or Dolgorukov
+again and remained for a while with the Ismaylov regiment.
+
+
+
+
+CHAPTER X
+
+At dawn on the sixteenth of November, Denisov's squadron, in which
+Nicholas Rostov served and which was in Prince Bagration's detachment,
+moved from the place where it had spent the night, advancing into action
+as arranged, and after going behind other columns for about two thirds
+of a mile was stopped on the highroad. Rostov saw the Cossacks and then
+the first and second squadrons of hussars and infantry battalions and
+artillery pass by and go forward and then Generals Bagration and
+Dolgorukov ride past with their adjutants. All the fear before action
+which he had experienced as previously, all the inner struggle to
+conquer that fear, all his dreams of distinguishing himself as a true
+hussar in this battle, had been wasted. Their squadron remained in
+reserve and Nicholas Rostov spent that day in a dull and wretched mood.
+At nine in the morning, he heard firing in front and shouts of hurrah,
+and saw wounded being brought back (there were not many of them), and at
+last he saw how a whole detachment of French cavalry was brought in,
+convoyed by a sotnya of Cossacks. Evidently the affair was over and,
+though not big, had been a successful engagement. The men and officers
+returning spoke of a brilliant victory, of the occupation of the town of
+Wischau and the capture of a whole French squadron. The day was bright
+and sunny after a sharp night frost, and the cheerful glitter of that
+autumn day was in keeping with the news of victory which was conveyed,
+not only by the tales of those who had taken part in it, but also by the
+joyful expression on the faces of soldiers, officers, generals, and
+adjutants, as they passed Rostov going or coming. And Nicholas, who had
+vainly suffered all the dread that precedes a battle and had spent that
+happy day in inactivity, was all the more depressed.
+
+"Come here, Wostov. Let's dwink to dwown our gwief!" shouted Denisov,
+who had settled down by the roadside with a flask and some food.
+
+The officers gathered round Denisov's canteen, eating and talking.
+
+"There! They are bringing another!" cried one of the officers,
+indicating a captive French dragoon who was being brought in on foot by
+two Cossacks.
+
+One of them was leading by the bridle a fine large French horse he had
+taken from the prisoner.
+
+"Sell us that horse!" Denisov called out to the Cossacks.
+
+"If you like, your honor!"
+
+The officers got up and stood round the Cossacks and their prisoner. The
+French dragoon was a young Alsatian who spoke French with a German
+accent. He was breathless with agitation, his face was red, and when he
+heard some French spoken he at once began speaking to the officers,
+addressing first one, then another. He said he would not have been
+taken, it was not his fault but the corporal's who had sent him to seize
+some horsecloths, though he had told him the Russians were there. And at
+every word he added: "But don't hurt my little horse!" and stroked the
+animal. It was plain that he did not quite grasp where he was. Now he
+excused himself for having been taken prisoner and now, imagining
+himself before his own officers, insisted on his soldierly discipline
+and zeal in the service. He brought with him into our rearguard all the
+freshness of atmosphere of the French army, which was so alien to us.
+
+The Cossacks sold the horse for two gold pieces, and Rostov, being the
+richest of the officers now that he had received his money, bought it.
+
+"But don't hurt my little horse!" said the Alsatian good-naturedly to
+Rostov when the animal was handed over to the hussar.
+
+Rostov smilingly reassured the dragoon and gave him money.
+
+"Alley! Alley!" said the Cossack, touching the prisoner's arm to make
+him go on.
+
+"The Emperor! The Emperor!" was suddenly heard among the hussars.
+
+All began to run and bustle, and Rostov saw coming up the road behind
+him several riders with white plumes in their hats. In a moment everyone
+was in his place, waiting.
+
+Rostov did not know or remember how he ran to his place and mounted.
+Instantly his regret at not having been in action and his dejected mood
+amid people of whom he was weary had gone, instantly every thought of
+himself had vanished. He was filled with happiness at his nearness to
+the Emperor. He felt that this nearness by itself made up to him for the
+day he had lost. He was happy as a lover when the longed-for moment of
+meeting arrives. Not daring to look round and without looking round, he
+was ecstatically conscious of his approach. He felt it not only from the
+sound of the hoofs of the approaching cavalcade, but because as he drew
+near everything grew brighter, more joyful, more significant, and more
+festive around him. Nearer and nearer to Rostov came that sun shedding
+beams of mild and majestic light around, and already he felt himself
+enveloped in those beams, he heard his voice, that kindly, calm, and
+majestic voice that was yet so simple! And as if in accord with Rostov's
+feeling, there was a deathly stillness amid which was heard the
+Emperor's voice.
+
+"The Pavlograd hussars?" he inquired.
+
+"The reserves, sire!" replied a voice, a very human one compared to that
+which had said: "The Pavlograd hussars?"
+
+The Emperor drew level with Rostov and halted. Alexander's face was even
+more beautiful than it had been three days before at the review. It
+shone with such gaiety and youth, such innocent youth, that it suggested
+the liveliness of a fourteen-year-old boy, and yet it was the face of
+the majestic Emperor. Casually, while surveying the squadron, the
+Emperor's eyes met Rostov's and rested on them for not more than two
+seconds. Whether or no the Emperor understood what was going on in
+Rostov's soul (it seemed to Rostov that he understood everything), at
+any rate his light-blue eyes gazed for about two seconds into Rostov's
+face. A gentle, mild light poured from them. Then all at once he raised
+his eyebrows, abruptly touched his horse with his left foot, and
+galloped on.
+
+The younger Emperor could not restrain his wish to be present at the
+battle and, in spite of the remonstrances of his courtiers, at twelve
+o'clock left the third column with which he had been and galloped toward
+the vanguard. Before he came up with the hussars, several adjutants met
+him with news of the successful result of the action.
+
+This battle, which consisted in the capture of a French squadron, was
+represented as a brilliant victory over the French, and so the Emperor
+and the whole army, especially while the smoke hung over the
+battlefield, believed that the French had been defeated and were
+retreating against their will. A few minutes after the Emperor had
+passed, the Pavlograd division was ordered to advance. In Wischau
+itself, a petty German town, Rostov saw the Emperor again. In the market
+place, where there had been some rather heavy firing before the
+Emperor's arrival, lay several killed and wounded soldiers whom there
+had not been time to move. The Emperor, surrounded by his suite of
+officers and courtiers, was riding a bobtailed chestnut mare, a
+different one from that which he had ridden at the review, and bending
+to one side he gracefully held a gold lorgnette to his eyes and looked
+at a soldier who lay prone, with blood on his uncovered head. The
+wounded soldier was so dirty, coarse, and revolting that his proximity
+to the Emperor shocked Rostov. Rostov saw how the Emperor's rather round
+shoulders shuddered as if a cold shiver had run down them, how his left
+foot began convulsively tapping the horse's side with the spur, and how
+the well-trained horse looked round unconcerned and did not stir. An
+adjutant, dismounting, lifted the soldier under the arms to place him on
+a stretcher that had been brought. The soldier groaned.
+
+"Gently, gently! Can't you do it more gently?" said the Emperor
+apparently suffering more than the dying soldier, and he rode away.
+
+Rostov saw tears filling the Emperor's eyes and heard him, as he was
+riding away, say to Czartoryski: "What a terrible thing war is: what a
+terrible thing! Quelle terrible chose que la guerre!"
+
+The troops of the vanguard were stationed before Wischau, within sight
+of the enemy's lines, which all day long had yielded ground to us at the
+least firing. The Emperor's gratitude was announced to the vanguard,
+rewards were promised, and the men received a double ration of vodka.
+The campfires crackled and the soldiers' songs resounded even more
+merrily than on the previous night. Denisov celebrated his promotion to
+the rank of major, and Rostov, who had already drunk enough, at the end
+of the feast proposed the Emperor's health. "Not 'our Sovereign, the
+Emperor,' as they say at official dinners," said he, "but the health of
+our Sovereign, that good, enchanting, and great man! Let us drink to his
+health and to the certain defeat of the French!"
+
+"If we fought before," he said, "not letting the French pass, as at
+Schon Grabern, what shall we not do now when he is at the front? We will
+all die for him gladly! Is it not so, gentlemen? Perhaps I am not saying
+it right, I have drunk a good deal--but that is how I feel, and so do
+you too! To the health of Alexander the First! Hurrah!"
+
+"Hurrah!" rang the enthusiastic voices of the officers.
+
+And the old cavalry captain, Kirsten, shouted enthusiastically and no
+less sincerely than the twenty-year-old Rostov.
+
+When the officers had emptied and smashed their glasses, Kirsten filled
+others and, in shirt sleeves and breeches, went glass in hand to the
+soldiers' bonfires and with his long gray mustache, his white chest
+showing under his open shirt, he stood in a majestic pose in the light
+of the campfire, waving his uplifted arm.
+
+"Lads! here's to our Sovereign, the Emperor, and victory over our
+enemies! Hurrah!" he exclaimed in his dashing, old, hussar's baritone.
+
+The hussars crowded round and responded heartily with loud shouts.
+
+Late that night, when all had separated, Denisov with his short hand
+patted his favorite, Rostov, on the shoulder.
+
+"As there's no one to fall in love with on campaign, he's fallen in love
+with the Tsar," he said.
+
+"Denisov, don't make fun of it!" cried Rostov. "It is such a lofty,
+beautiful feeling, such a..."
+
+"I believe it, I believe it, fwiend, and I share and appwove..."
+
+"No, you don't understand!"
+
+And Rostov got up and went wandering among the campfires, dreaming of
+what happiness it would be to die--not in saving the Emperor's life (he
+did not even dare to dream of that), but simply to die before his eyes.
+He really was in love with the Tsar and the glory of the Russian arms
+and the hope of future triumph. And he was not the only man to
+experience that feeling during those memorable days preceding the battle
+of Austerlitz: nine tenths of the men in the Russian army were then in
+love, though less ecstatically, with their Tsar and the glory of the
+Russian arms.
+
+
+
+
+CHAPTER XI
+
+The next day the Emperor stopped at Wischau, and Villier, his physician,
+was repeatedly summoned to see him. At headquarters and among the troops
+near by the news spread that the Emperor was unwell. He ate nothing and
+had slept badly that night, those around him reported. The cause of this
+indisposition was the strong impression made on his sensitive mind by
+the sight of the killed and wounded.
+
+At daybreak on the seventeenth, a French officer who had come with a
+flag of truce, demanding an audience with the Russian Emperor, was
+brought into Wischau from our outposts. This officer was Savary. The
+Emperor had only just fallen asleep and so Savary had to wait. At midday
+he was admitted to the Emperor, and an hour later he rode off with
+Prince Dolgorukov to the advanced post of the French army.
+
+It was rumored that Savary had been sent to propose to Alexander a
+meeting with Napoleon. To the joy and pride of the whole army, a
+personal interview was refused, and instead of the Sovereign, Prince
+Dolgorukov, the victor at Wischau, was sent with Savary to negotiate
+with Napoleon if, contrary to expectations, these negotiations were
+actuated by a real desire for peace.
+
+Toward evening Dolgorukov came back, went straight to the Tsar, and
+remained alone with him for a long time.
+
+On the eighteenth and nineteenth of November, the army advanced two
+days' march and the enemy's outposts after a brief interchange of shots
+retreated. In the highest army circles from midday on the nineteenth, a
+great, excitedly bustling activity began which lasted till the morning
+of the twentieth, when the memorable battle of Austerlitz was fought.
+
+Till midday on the nineteenth, the activity--the eager talk, running to
+and fro, and dispatching of adjutants--was confined to the Emperor's
+headquarters. But on the afternoon of that day, this activity reached
+Kutuzov's headquarters and the staffs of the commanders of columns. By
+evening, the adjutants had spread it to all ends and parts of the army,
+and in the night from the nineteenth to the twentieth, the whole eighty
+thousand allied troops rose from their bivouacs to the hum of voices,
+and the army swayed and started in one enormous mass six miles long.
+
+The concentrated activity which had begun at the Emperor's headquarters
+in the morning and had started the whole movement that followed was like
+the first movement of the main wheel of a large tower clock. One wheel
+slowly moved, another was set in motion, and a third, and wheels began
+to revolve faster and faster, levers and cogwheels to work, chimes to
+play, figures to pop out, and the hands to advance with regular motion
+as a result of all that activity.
+
+Just as in the mechanism of a clock, so in the mechanism of the military
+machine, an impulse once given leads to the final result; and just as
+indifferently quiescent till the moment when motion is transmitted to
+them are the parts of the mechanism which the impulse has not yet
+reached. Wheels creak on their axles as the cogs engage one another and
+the revolving pulleys whirr with the rapidity of their movement, but a
+neighboring wheel is as quiet and motionless as though it were prepared
+to remain so for a hundred years; but the moment comes when the lever
+catches it and obeying the impulse that wheel begins to creak and joins
+in the common motion the result and aim of which are beyond its ken.
+
+Just as in a clock, the result of the complicated motion of innumerable
+wheels and pulleys is merely a slow and regular movement of the hands
+which show the time, so the result of all the complicated human
+activities of 160,000 Russians and French--all their passions, desires,
+remorse, humiliations, sufferings, outbursts of pride, fear, and
+enthusiasm--was only the loss of the battle of Austerlitz, the so-called
+battle of the three Emperors--that is to say, a slow movement of the
+hand on the dial of human history.
+
+Prince Andrew was on duty that day and in constant attendance on the
+commander-in-chief.
+
+At six in the evening, Kutuzov went to the Emperor's headquarters and
+after staying but a short time with the Tsar went to see the grand
+marshal of the court, Count Tolstoy.
+
+Bolkonski took the opportunity to go in to get some details of the
+coming action from Dolgorukov. He felt that Kutuzov was upset and
+dissatisfied about something and that at headquarters they were
+dissatisfied with him, and also that at the Emperor's headquarters
+everyone adopted toward him the tone of men who know something others do
+not know: he therefore wished to speak to Dolgorukov.
+
+"Well, how d'you do, my dear fellow?" said Dolgorukov, who was sitting
+at tea with Bilibin. "The fete is for tomorrow. How is your old fellow?
+Out of sorts?"
+
+"I won't say he is out of sorts, but I fancy he would like to be heard."
+
+"But they heard him at the council of war and will hear him when he
+talks sense, but to temporize and wait for something now when Bonaparte
+fears nothing so much as a general battle is impossible."
+
+"Yes, you have seen him?" said Prince Andrew. "Well, what is Bonaparte
+like? How did he impress you?"
+
+"Yes, I saw him, and am convinced that he fears nothing so much as a
+general engagement," repeated Dolgorukov, evidently prizing this general
+conclusion which he had arrived at from his interview with Napoleon. "If
+he weren't afraid of a battle why did he ask for that interview? Why
+negotiate, and above all why retreat, when to retreat is so contrary to
+his method of conducting war? Believe me, he is afraid, afraid of a
+general battle. His hour has come! Mark my words!"
+
+"But tell me, what is he like, eh?" said Prince Andrew again.
+
+"He is a man in a gray overcoat, very anxious that I should call him
+'Your Majesty,' but who, to his chagrin, got no title from me! That's
+the sort of man he is, and nothing more," replied Dolgorukov, looking
+round at Bilibin with a smile.
+
+"Despite my great respect for old Kutuzov," he continued, "we should be
+a nice set of fellows if we were to wait about and so give him a chance
+to escape, or to trick us, now that we certainly have him in our hands!
+No, we mustn't forget Suvorov and his rule--not to put yourself in a
+position to be attacked, but yourself to attack. Believe me in war the
+energy of young men often shows the way better than all the experience
+of old Cunctators."
+
+"But in what position are we going to attack him? I have been at the
+outposts today and it is impossible to say where his chief forces are
+situated," said Prince Andrew.
+
+He wished to explain to Dolgorukov a plan of attack he had himself
+formed.
+
+"Oh, that is all the same," Dolgorukov said quickly, and getting up he
+spread a map on the table. "All eventualities have been foreseen. If he
+is standing before Brunn..."
+
+And Prince Dolgorukov rapidly but indistinctly explained Weyrother's
+plan of a flanking movement.
+
+Prince Andrew began to reply and to state his own plan, which might have
+been as good as Weyrother's, but for the disadvantage that Weyrother's
+had already been approved. As soon as Prince Andrew began to demonstrate
+the defects of the latter and the merits of his own plan, Prince
+Dolgorukov ceased to listen to him and gazed absent-mindedly not at the
+map, but at Prince Andrew's face.
+
+"There will be a council of war at Kutuzov's tonight, though; you can
+say all this there," remarked Dolgorukov.
+
+"I will do so," said Prince Andrew, moving away from the map.
+
+"Whatever are you bothering about, gentlemen?" said Bilibin, who, till
+then, had listened with an amused smile to their conversation and now
+was evidently ready with a joke. "Whether tomorrow brings victory or
+defeat, the glory of our Russian arms is secure. Except your Kutuzov,
+there is not a single Russian in command of a column! The commanders
+are: Herr General Wimpfen, le Comte de Langeron, le Prince de
+Lichtenstein, le Prince, de Hohenlohe, and finally Prishprish, and so on
+like all those Polish names."
+
+"Be quiet, backbiter!" said Dolgorukov. "It is not true; there are now
+two Russians, Miloradovich, and Dokhturov, and there would be a third,
+Count Arakcheev, if his nerves were not too weak."
+
+"However, I think General Kutuzov has come out," said Prince Andrew. "I
+wish you good luck and success, gentlemen!" he added and went out after
+shaking hands with Dolgorukov and Bilibin.
+
+On the way home, Prince Andrew could not refrain from asking Kutuzov,
+who was sitting silently beside him, what he thought of tomorrow's
+battle.
+
+Kutuzov looked sternly at his adjutant and, after a pause, replied: "I
+think the battle will be lost, and so I told Count Tolstoy and asked him
+to tell the Emperor. What do you think he replied? 'But, my dear
+general, I am engaged with rice and cutlets, look after military matters
+yourself!' Yes... That was the answer I got!"
+
+
+
+
+CHAPTER XII
+
+Shortly after nine o'clock that evening, Weyrother drove with his plans
+to Kutuzov's quarters where the council of war was to be held. All the
+commanders of columns were summoned to the commander-in-chief's and with
+the exception of Prince Bagration, who declined to come, were all there
+at the appointed time.
+
+Weyrother, who was in full control of the proposed battle, by his
+eagerness and briskness presented a marked contrast to the dissatisfied
+and drowsy Kutuzov, who reluctantly played the part of chairman and
+president of the council of war. Weyrother evidently felt himself to be
+at the head of a movement that had already become unrestrainable. He was
+like a horse running downhill harnessed to a heavy cart. Whether he was
+pulling it or being pushed by it he did not know, but rushed along at
+headlong speed with no time to consider what this movement might lead
+to. Weyrother had been twice that evening to the enemy's picket line to
+reconnoiter personally, and twice to the Emperors, Russian and Austrian,
+to report and explain, and to his headquarters where he had dictated the
+dispositions in German, and now, much exhausted, he arrived at
+Kutuzov's.
+
+He was evidently so busy that he even forgot to be polite to the
+commander in chief. He interrupted him, talked rapidly and indistinctly,
+without looking at the man he was addressing, and did not reply to
+questions put to him. He was bespattered with mud and had a pitiful,
+weary, and distracted air, though at the same time he was haughty and
+self-confident.
+
+Kutuzov was occupying a nobleman's castle of modest dimensions near
+Ostralitz. In the large drawing room which had become the commander in
+chief's office were gathered Kutuzov himself, Weyrother, and the members
+of the council of war. They were drinking tea, and only awaited Prince
+Bagration to begin the council. At last Bagration's orderly came with
+the news that the prince could not attend. Prince Andrew came in to
+inform the commander-in-chief of this and, availing himself of
+permission previously given him by Kutuzov to be present at the council,
+he remained in the room.
+
+"Since Prince Bagration is not coming, we may begin," said Weyrother,
+hurriedly rising from his seat and going up to the table on which an
+enormous map of the environs of Brunn was spread out.
+
+Kutuzov, with his uniform unbuttoned so that his fat neck bulged over
+his collar as if escaping, was sitting almost asleep in a low chair,
+with his podgy old hands resting symmetrically on its arms. At the sound
+of Weyrother's voice, he opened his one eye with an effort.
+
+"Yes, yes, if you please! It is already late," said he, and nodding his
+head he let it droop and again closed his eye.
+
+If at first the members of the council thought that Kutuzov was
+pretending to sleep, the sounds his nose emitted during the reading that
+followed proved that the commander-in-chief at that moment was absorbed
+by a far more serious matter than a desire to show his contempt for the
+dispositions or anything else--he was engaged in satisfying the
+irresistible human need for sleep. He really was asleep. Weyrother, with
+the gesture of a man too busy to lose a moment, glanced at Kutuzov and,
+having convinced himself that he was asleep, took up a paper and in a
+loud, monotonous voice began to read out the dispositions for the
+impending battle, under a heading which he also read out:
+
+"Dispositions for an attack on the enemy position behind Kobelnitz and
+Sokolnitz, November 30, 1805."
+
+The dispositions were very complicated and difficult. They began as
+follows:
+
+"As the enemy's left wing rests on wooded hills and his right extends
+along Kobelnitz and Sokolnitz behind the ponds that are there, while we,
+on the other hand, with our left wing by far outflank his right, it is
+advantageous to attack the enemy's latter wing especially if we occupy
+the villages of Sokolnitz and Kobelnitz, whereby we can both fall on his
+flank and pursue him over the plain between Schlappanitz and the
+Thuerassa forest, avoiding the defiles of Schlappanitz and Bellowitz
+which cover the enemy's front. For this object it is necessary that...
+The first column marches... The second column marches... The third
+column marches..." and so on, read Weyrother.
+
+The generals seemed to listen reluctantly to the difficult dispositions.
+The tall, fair-haired General Buxhowden stood, leaning his back against
+the wall, his eyes fixed on a burning candle, and seemed not to listen
+or even to wish to be thought to listen. Exactly opposite Weyrother,
+with his glistening wide-open eyes fixed upon him and his mustache
+twisted upwards, sat the ruddy Miloradovich in a military pose, his
+elbows turned outwards, his hands on his knees, and his shoulders
+raised. He remained stubbornly silent, gazing at Weyrother's face, and
+only turned away his eyes when the Austrian chief of staff finished
+reading. Then Miloradovich looked round significantly at the other
+generals. But one could not tell from that significant look whether he
+agreed or disagreed and was satisfied or not with the arrangements. Next
+to Weyrother sat Count Langeron who, with a subtle smile that never left
+his typically southern French face during the whole time of the reading,
+gazed at his delicate fingers which rapidly twirled by its corners a
+gold snuffbox on which was a portrait. In the middle of one of the
+longest sentences, he stopped the rotary motion of the snuffbox, raised
+his head, and with inimical politeness lurking in the corners of his
+thin lips interrupted Weyrother, wishing to say something. But the
+Austrian general, continuing to read, frowned angrily and jerked his
+elbows, as if to say: "You can tell me your views later, but now be so
+good as to look at the map and listen." Langeron lifted his eyes with an
+expression of perplexity, turned round to Miloradovich as if seeking an
+explanation, but meeting the latter's impressive but meaningless gaze
+drooped his eyes sadly and again took to twirling his snuffbox.
+
+"A geography lesson!" he muttered as if to himself, but loud enough to
+be heard.
+
+Przebyszewski, with respectful but dignified politeness, held his hand
+to his ear toward Weyrother, with the air of a man absorbed in
+attention. Dohkturov, a little man, sat opposite Weyrother, with an
+assiduous and modest mien, and stooping over the outspread map
+conscientiously studied the dispositions and the unfamiliar locality. He
+asked Weyrother several times to repeat words he had not clearly heard
+and the difficult names of villages. Weyrother complied and Dohkturov
+noted them down.
+
+When the reading which lasted more than an hour was over, Langeron again
+brought his snuffbox to rest and, without looking at Weyrother or at
+anyone in particular, began to say how difficult it was to carry out
+such a plan in which the enemy's position was assumed to be known,
+whereas it was perhaps not known, since the enemy was in movement.
+Langeron's objections were valid but it was obvious that their chief aim
+was to show General Weyrother--who had read his dispositions with as
+much self-confidence as if he were addressing school children--that he
+had to do, not with fools, but with men who could teach him something in
+military matters.
+
+When the monotonous sound of Weyrother's voice ceased, Kutuzov opened
+his eye as a miller wakes up when the soporific drone of the mill wheel
+is interrupted. He listened to what Langeron said, as if remarking, "So
+you are still at that silly business!" quickly closed his eye again, and
+let his head sink still lower.
+
+Langeron, trying as virulently as possible to sting Weyrother's vanity
+as author of the military plan, argued that Bonaparte might easily
+attack instead of being attacked, and so render the whole of this plan
+perfectly worthless. Weyrother met all objections with a firm and
+contemptuous smile, evidently prepared beforehand to meet all objections
+be they what they might.
+
+"If he could attack us, he would have done so today," said he.
+
+"So you think he is powerless?" said Langeron.
+
+"He has forty thousand men at most," replied Weyrother, with the smile
+of a doctor to whom an old wife wishes to explain the treatment of a
+case.
+
+"In that case he is inviting his doom by awaiting our attack," said
+Langeron, with a subtly ironical smile, again glancing round for support
+to Miloradovich who was near him.
+
+But Miloradovich was at that moment evidently thinking of anything
+rather than of what the generals were disputing about.
+
+"Ma foi!" said he, "tomorrow we shall see all that on the battlefield."
+
+Weyrother again gave that smile which seemed to say that to him it was
+strange and ridiculous to meet objections from Russian generals and to
+have to prove to them what he had not merely convinced himself of, but
+had also convinced the sovereign Emperors of.
+
+"The enemy has quenched his fires and a continual noise is heard from
+his camp," said he. "What does that mean? Either he is retreating, which
+is the only thing we need fear, or he is changing his position." (He
+smiled ironically.) "But even if he also took up a position in the
+Thuerassa, he merely saves us a great deal of trouble and all our
+arrangements to the minutest detail remain the same."
+
+"How is that?..." began Prince Andrew, who had for long been waiting an
+opportunity to express his doubts.
+
+Kutuzov here woke up, coughed heavily, and looked round at the generals.
+
+"Gentlemen, the dispositions for tomorrow--or rather for today, for it
+is past midnight--cannot now be altered," said he. "You have heard them,
+and we shall all do our duty. But before a battle, there is nothing more
+important..." he paused, "than to have a good sleep."
+
+He moved as if to rise. The generals bowed and retired. It was past
+midnight. Prince Andrew went out.
+
+The council of war, at which Prince Andrew had not been able to express
+his opinion as he had hoped to, left on him a vague and uneasy
+impression. Whether Dolgorukov and Weyrother, or Kutuzov, Langeron, and
+the others who did not approve of the plan of attack, were right--he did
+not know. "But was it really not possible for Kutuzov to state his views
+plainly to the Emperor? Is it possible that on account of court and
+personal considerations tens of thousands of lives, and my life, my
+life," he thought, "must be risked?"
+
+"Yes, it is very likely that I shall be killed tomorrow," he thought.
+And suddenly, at this thought of death, a whole series of most distant,
+most intimate, memories rose in his imagination: he remembered his last
+parting from his father and his wife; he remembered the days when he
+first loved her. He thought of her pregnancy and felt sorry for her and
+for himself, and in a nervously emotional and softened mood he went out
+of the hut in which he was billeted with Nesvitski and began to walk up
+and down before it.
+
+The night was foggy and through the fog the moonlight gleamed
+mysteriously. "Yes, tomorrow, tomorrow!" he thought. "Tomorrow
+everything may be over for me! All these memories will be no more, none
+of them will have any meaning for me. Tomorrow perhaps, even certainly,
+I have a presentiment that for the first time I shall have to show all I
+can do." And his fancy pictured the battle, its loss, the concentration
+of fighting at one point, and the hesitation of all the commanders. And
+then that happy moment, that Toulon for which he had so long waited,
+presents itself to him at last. He firmly and clearly expresses his
+opinion to Kutuzov, to Weyrother, and to the Emperors. All are struck by
+the justness of his views, but no one undertakes to carry them out, so
+he takes a regiment, a division-stipulates that no one is to interfere
+with his arrangements--leads his division to the decisive point, and
+gains the victory alone. "But death and suffering?" suggested another
+voice. Prince Andrew, however, did not answer that voice and went on
+dreaming of his triumphs. The dispositions for the next battle are
+planned by him alone. Nominally he is only an adjutant on Kutuzov's
+staff, but he does everything alone. The next battle is won by him
+alone. Kutuzov is removed and he is appointed... "Well and then?" asked
+the other voice. "If before that you are not ten times wounded, killed,
+or betrayed, well... what then?..." "Well then," Prince Andrew answered
+himself, "I don't know what will happen and don't want to know, and
+can't, but if I want this--want glory, want to be known to men, want to
+be loved by them, it is not my fault that I want it and want nothing but
+that and live only for that. Yes, for that alone! I shall never tell
+anyone, but, oh God! what am I to do if I love nothing but fame and
+men's esteem? Death, wounds, the loss of family--I fear nothing. And
+precious and dear as many persons are to me--father, sister, wife--those
+dearest to me--yet dreadful and unnatural as it seems, I would give them
+all at once for a moment of glory, of triumph over men, of love from men
+I don't know and never shall know, for the love of these men here," he
+thought, as he listened to voices in Kutuzov's courtyard. The voices
+were those of the orderlies who were packing up; one voice, probably a
+coachman's, was teasing Kutuzov's old cook whom Prince Andrew knew, and
+who was called Tit. He was saying, "Tit, I say, Tit!"
+
+"Well?" returned the old man.
+
+"Go, Tit, thresh a bit!" said the wag.
+
+"Oh, go to the devil!" called out a voice, drowned by the laughter of
+the orderlies and servants.
+
+"All the same, I love and value nothing but triumph over them all, I
+value this mystic power and glory that is floating here above me in this
+mist!"
+
+
+
+
+CHAPTER XIII
+
+That same night, Rostov was with a platoon on skirmishing duty in front
+of Bagration's detachment. His hussars were placed along the line in
+couples and he himself rode along the line trying to master the
+sleepiness that kept coming over him. An enormous space, with our army's
+campfires dimly glowing in the fog, could be seen behind him; in front
+of him was misty darkness. Rostov could see nothing, peer as he would
+into that foggy distance: now something gleamed gray, now there was
+something black, now little lights seemed to glimmer where the enemy
+ought to be, now he fancied it was only something in his own eyes. His
+eyes kept closing, and in his fancy appeared--now the Emperor, now
+Denisov, and now Moscow memories--and he again hurriedly opened his eyes
+and saw close before him the head and ears of the horse he was riding,
+and sometimes, when he came within six paces of them, the black figures
+of hussars, but in the distance was still the same misty darkness. "Why
+not?... It might easily happen," thought Rostov, "that the Emperor will
+meet me and give me an order as he would to any other officer; he'll
+say: 'Go and find out what's there.' There are many stories of his
+getting to know an officer in just such a chance way and attaching him
+to himself! What if he gave me a place near him? Oh, how I would guard
+him, how I would tell him the truth, how I would unmask his deceivers!"
+And in order to realize vividly his love devotion to the sovereign,
+Rostov pictured to himself an enemy or a deceitful German, whom he would
+not only kill with pleasure but whom he would slap in the face before
+the Emperor. Suddenly a distant shout aroused him. He started and opened
+his eyes.
+
+"Where am I? Oh yes, in the skirmishing line... pass and watchword--
+shaft, Olmutz. What a nuisance that our squadron will be in reserve
+tomorrow," he thought. "I'll ask leave to go to the front, this may be
+my only chance of seeing the Emperor. It won't be long now before I am
+off duty. I'll take another turn and when I get back I'll go to the
+general and ask him." He readjusted himself in the saddle and touched up
+his horse to ride once more round his hussars. It seemed to him that it
+was getting lighter. To the left he saw a sloping descent lit up, and
+facing it a black knoll that seemed as steep as a wall. On this knoll
+there was a white patch that Rostov could not at all make out: was it a
+glade in the wood lit up by the moon, or some unmelted snow, or some
+white houses? He even thought something moved on that white spot. "I
+expect it's snow... that spot... a spot--une tache," he thought. "There
+now... it's not a tache... Natasha... sister, black eyes... Na...
+tasha... (Won't she be surprised when I tell her how I've seen the
+Emperor?) Natasha... take my sabretache..."--"Keep to the right, your
+honor, there are bushes here," came the voice of an hussar, past whom
+Rostov was riding in the act of falling asleep. Rostov lifted his head
+that had sunk almost to his horse's mane and pulled up beside the
+hussar. He was succumbing to irresistible, youthful, childish
+drowsiness. "But what was I thinking? I mustn't forget. How shall I
+speak to the Emperor? No, that's not it--that's tomorrow. Oh yes!
+Natasha... sabretache... saber them... Whom? The hussars... Ah, the
+hussars with mustaches. Along the Tverskaya Street rode the hussar with
+mustaches... I thought about him too, just opposite Guryev's house...
+Old Guryev.... Oh, but Denisov's a fine fellow. But that's all nonsense.
+The chief thing is that the Emperor is here. How he looked at me and
+wished to say something, but dared not.... No, it was I who dared not.
+But that's nonsense, the chief thing is not to forget the important
+thing I was thinking of. Yes, Na-tasha, sabretache, oh, yes, yes! That's
+right!" And his head once more sank to his horse's neck. All at once it
+seemed to him that he was being fired at. "What? What? What?... Cut them
+down! What?..." said Rostov, waking up. At the moment he opened his eyes
+he heard in front of him, where the enemy was, the long-drawn shouts of
+thousands of voices. His horse and the horse of the hussar near him
+pricked their ears at these shouts. Over there, where the shouting came
+from, a fire flared up and went out again, then another, and all along
+the French line on the hill fires flared up and the shouting grew louder
+and louder. Rostov could hear the sound of French words but could not
+distinguish them. The din of many voices was too great; all he could
+hear was: "ahahah!" and "rrrr!"
+
+"What's that? What do you make of it?" said Rostov to the hussar beside
+him. "That must be the enemy's camp!"
+
+The hussar did not reply.
+
+"Why, don't you hear it?" Rostov asked again, after waiting for a reply.
+
+"Who can tell, your honor?" replied the hussar reluctantly.
+
+"From the direction, it must be the enemy," repeated Rostov.
+
+"It may be he or it may be nothing," muttered the hussar. "It's dark...
+Steady!" he cried to his fidgeting horse.
+
+Rostov's horse was also getting restive: it pawed the frozen ground,
+pricking its ears at the noise and looking at the lights. The shouting
+grew still louder and merged into a general roar that only an army of
+several thousand men could produce. The lights spread farther and
+farther, probably along the line of the French camp. Rostov no longer
+wanted to sleep. The gay triumphant shouting of the enemy army had a
+stimulating effect on him. "Vive l'Empereur! L'Empereur!" he now heard
+distinctly.
+
+"They can't be far off, probably just beyond the stream," he said to the
+hussar beside him.
+
+The hussar only sighed without replying and coughed angrily. The sound
+of horse's hoofs approaching at a trot along the line of hussars was
+heard, and out of the foggy darkness the figure of a sergeant of hussars
+suddenly appeared, looming huge as an elephant.
+
+"Your honor, the generals!" said the sergeant, riding up to Rostov.
+
+Rostov, still looking round toward the fires and the shouts, rode with
+the sergeant to meet some mounted men who were riding along the line.
+One was on a white horse. Prince Bagration and Prince Dolgorukov with
+their adjutants had come to witness the curious phenomenon of the lights
+and shouts in the enemy's camp. Rostov rode up to Bagration, reported to
+him, and then joined the adjutants listening to what the generals were
+saying.
+
+"Believe me," said Prince Dolgorukov, addressing Bagration, "it is
+nothing but a trick! He has retreated and ordered the rearguard to
+kindle fires and make a noise to deceive us."
+
+"Hardly," said Bagration. "I saw them this evening on that knoll; if
+they had retreated they would have withdrawn from that too.... Officer!"
+said Bagration to Rostov, "are the enemy's skirmishers still there?"
+
+"They were there this evening, but now I don't know, your excellency.
+Shall I go with some of my hussars to see?" replied Rostov.
+
+Bagration stopped and, before replying, tried to see Rostov's face in
+the mist.
+
+"Well, go and see," he said, after a pause.
+
+"Yes, sir."
+
+Rostov spurred his horse, called to Sergeant Fedchenko and two other
+hussars, told them to follow him, and trotted downhill in the direction
+from which the shouting came. He felt both frightened and pleased to be
+riding alone with three hussars into that mysterious and dangerous misty
+distance where no one had been before him. Bagration called to him from
+the hill not to go beyond the stream, but Rostov pretended not to hear
+him and did not stop but rode on and on, continually mistaking bushes
+for trees and gullies for men and continually discovering his mistakes.
+Having descended the hill at a trot, he no longer saw either our own or
+the enemy's fires, but heard the shouting of the French more loudly and
+distinctly. In the valley he saw before him something like a river, but
+when he reached it he found it was a road. Having come out onto the road
+he reined in his horse, hesitating whether to ride along it or cross it
+and ride over the black field up the hillside. To keep to the road which
+gleamed white in the mist would have been safer because it would be
+easier to see people coming along it. "Follow me!" said he, crossed the
+road, and began riding up the hill at a gallop toward the point where
+the French pickets had been standing that evening.
+
+"Your honor, there he is!" cried one of the hussars behind him. And
+before Rostov had time to make out what the black thing was that had
+suddenly appeared in the fog, there was a flash, followed by a report,
+and a bullet whizzing high up in the mist with a plaintive sound passed
+out of hearing. Another musket missed fire but flashed in the pan.
+Rostov turned his horse and galloped back. Four more reports followed at
+intervals, and the bullets passed somewhere in the fog singing in
+different tones. Rostov reined in his horse, whose spirits had risen,
+like his own, at the firing, and went back at a footpace. "Well, some
+more! Some more!" a merry voice was saying in his soul. But no more
+shots came.
+
+Only when approaching Bagration did Rostov let his horse gallop again,
+and with his hand at the salute rode up to the general.
+
+Dolgorukov was still insisting that the French had retreated and had
+only lit fires to deceive us.
+
+"What does that prove?" he was saying as Rostov rode up. "They might
+retreat and leave the pickets."
+
+"It's plain that they have not all gone yet, Prince," said Bagration.
+"Wait till tomorrow morning, we'll find out everything tomorrow."
+
+"The picket is still on the hill, your excellency, just where it was in
+the evening," reported Rostov, stooping forward with his hand at the
+salute and unable to repress the smile of delight induced by his ride
+and especially by the sound of the bullets.
+
+"Very good, very good," said Bagration. "Thank you, officer."
+
+"Your excellency," said Rostov, "may I ask a favor?"
+
+"What is it?"
+
+"Tomorrow our squadron is to be in reserve. May I ask to be attached to
+the first squadron?"
+
+"What's your name?"
+
+"Count Rostov."
+
+"Oh, very well, you may stay in attendance on me."
+
+"Count Ilya Rostov's son?" asked Dolgorukov.
+
+But Rostov did not reply.
+
+"Then I may reckon on it, your excellency?"
+
+"I will give the order."
+
+"Tomorrow very likely I may be sent with some message to the Emperor,"
+thought Rostov.
+
+"Thank God!"
+
+The fires and shouting in the enemy's army were occasioned by the fact
+that while Napoleon's proclamation was being read to the troops the
+Emperor himself rode round his bivouacs. The soldiers, on seeing him,
+lit wisps of straw and ran after him, shouting, "Vive l'Empereur!"
+Napoleon's proclamation was as follows:
+
+Soldiers! The Russian army is advancing against you to avenge the
+Austrian army of Ulm. They are the same battalions you broke at
+Hollabrunn and have pursued ever since to this place. The position we
+occupy is a strong one, and while they are marching to go round me on
+the right they will expose a flank to me. Soldiers! I will myself direct
+your battalions. I will keep out of fire if you with your habitual valor
+carry disorder and confusion into the enemy's ranks, but should victory
+be in doubt, even for a moment, you will see your Emperor exposing
+himself to the first blows of the enemy, for there must be no doubt of
+victory, especially on this day when what is at stake is the honor of
+the French infantry, so necessary to the honor of our nation.
+
+Do not break your ranks on the plea of removing the wounded! Let every
+man be fully imbued with the thought that we must defeat these hirelings
+of England, inspired by such hatred of our nation! This victory will
+conclude our campaign and we can return to winter quarters, where fresh
+French troops who are being raised in France will join us, and the peace
+I shall conclude will be worthy of my people, of you, and of myself.
+
+NAPOLEON
+
+
+
+
+CHAPTER XIV
+
+At five in the morning it was still quite dark. The troops of the
+center, the reserves, and Bagration's right flank had not yet moved, but
+on the left flank the columns of infantry, cavalry, and artillery, which
+were to be the first to descend the heights to attack the French right
+flank and drive it into the Bohemian mountains according to plan, were
+already up and astir. The smoke of the campfires, into which they were
+throwing everything superfluous, made the eyes smart. It was cold and
+dark. The officers were hurriedly drinking tea and breakfasting, the
+soldiers, munching biscuit and beating a tattoo with their feet to warm
+themselves, gathering round the fires throwing into the flames the
+remains of sheds, chairs, tables, wheels, tubs, and everything that they
+did not want or could not carry away with them. Austrian column guides
+were moving in and out among the Russian troops and served as heralds of
+the advance. As soon as an Austrian officer showed himself near a
+commanding officer's quarters, the regiment began to move: the soldiers
+ran from the fires, thrust their pipes into their boots, their bags into
+the carts, got their muskets ready, and formed rank. The officers
+buttoned up their coats, buckled on their swords and pouches, and moved
+along the ranks shouting. The train drivers and orderlies harnessed and
+packed the wagons and tied on the loads. The adjutants and battalion and
+regimental commanders mounted, crossed themselves, gave final
+instructions, orders, and commissions to the baggage men who remained
+behind, and the monotonous tramp of thousands of feet resounded. The
+column moved forward without knowing where and unable, from the masses
+around them, the smoke and the increasing fog, to see either the place
+they were leaving or that to which they were going.
+
+A soldier on the march is hemmed in and borne along by his regiment as
+much as a sailor is by his ship. However far he has walked, whatever
+strange, unknown, and dangerous places he reaches, just as a sailor is
+always surrounded by the same decks, masts, and rigging of his ship, so
+the soldier always has around him the same comrades, the same ranks, the
+same sergeant major Ivan Mitrich, the same company dog Jack, and the
+same commanders. The sailor rarely cares to know the latitude in which
+his ship is sailing, but on the day of battle--heaven knows how and
+whence--a stern note of which all are conscious sounds in the moral
+atmosphere of an army, announcing the approach of something decisive and
+solemn, and awakening in the men an unusual curiosity. On the day of
+battle the soldiers excitedly try to get beyond the interests of their
+regiment, they listen intently, look about, and eagerly ask concerning
+what is going on around them.
+
+The fog had grown so dense that though it was growing light they could
+not see ten paces ahead. Bushes looked like gigantic trees and level
+ground like cliffs and slopes. Anywhere, on any side, one might
+encounter an enemy invisible ten paces off. But the columns advanced for
+a long time, always in the same fog, descending and ascending hills,
+avoiding gardens and enclosures, going over new and unknown ground, and
+nowhere encountering the enemy. On the contrary, the soldiers became
+aware that in front, behind, and on all sides, other Russian columns
+were moving in the same direction. Every soldier felt glad to know that
+to the unknown place where he was going, many more of our men were going
+too.
+
+"There now, the Kurskies have also gone past," was being said in the
+ranks.
+
+"It's wonderful what a lot of our troops have gathered, lads! Last night
+I looked at the campfires and there was no end of them. A regular
+Moscow!"
+
+Though none of the column commanders rode up to the ranks or talked to
+the men (the commanders, as we saw at the council of war, were out of
+humor and dissatisfied with the affair, and so did not exert themselves
+to cheer the men but merely carried out the orders), yet the troops
+marched gaily, as they always do when going into action, especially to
+an attack. But when they had marched for about an hour in the dense fog,
+the greater part of the men had to halt and an unpleasant consciousness
+of some dislocation and blunder spread through the ranks. How such a
+consciousness is communicated is very difficult to define, but it
+certainly is communicated very surely, and flows rapidly, imperceptibly,
+and irrepressibly, as water does in a creek. Had the Russian army been
+alone without any allies, it might perhaps have been a long time before
+this consciousness of mismanagement became a general conviction, but as
+it was, the disorder was readily and naturally attributed to the stupid
+Germans, and everyone was convinced that a dangerous muddle had been
+occasioned by the sausage eaters.
+
+"Why have we stopped? Is the way blocked? Or have we already come up
+against the French?"
+
+"No, one can't hear them. They'd be firing if we had."
+
+"They were in a hurry enough to start us, and now here we stand in the
+middle of a field without rhyme or reason. It's all those damned
+Germans' muddling! What stupid devils!"
+
+"Yes, I'd send them on in front, but no fear, they're crowding up
+behind. And now here we stand hungry."
+
+"I say, shall we soon be clear? They say the cavalry are blocking the
+way," said an officer.
+
+"Ah, those damned Germans! They don't know their own country!" said
+another.
+
+"What division are you?" shouted an adjutant, riding up.
+
+"The Eighteenth."
+
+"Then why are you here? You should have gone on long ago, now you won't
+get there till evening."
+
+"What stupid orders! They don't themselves know what they are doing!"
+said the officer and rode off.
+
+Then a general rode past shouting something angrily, not in Russian.
+
+"Tafa-lafa! But what he's jabbering no one can make out," said a
+soldier, mimicking the general who had ridden away. "I'd shoot them, the
+scoundrels!"
+
+"We were ordered to be at the place before nine, but we haven't got
+halfway. Fine orders!" was being repeated on different sides.
+
+And the feeling of energy with which the troops had started began to
+turn into vexation and anger at the stupid arrangements and at the
+Germans.
+
+The cause of the confusion was that while the Austrian cavalry was
+moving toward our left flank, the higher command found that our center
+was too far separated from our right flank and the cavalry were all
+ordered to turn back to the right. Several thousand cavalry crossed in
+front of the infantry, who had to wait.
+
+At the front an altercation occurred between an Austrian guide and a
+Russian general. The general shouted a demand that the cavalry should be
+halted, the Austrian argued that not he, but the higher command, was to
+blame. The troops meanwhile stood growing listless and dispirited. After
+an hour's delay they at last moved on, descending the hill. The fog that
+was dispersing on the hill lay still more densely below, where they were
+descending. In front in the fog a shot was heard and then another, at
+first irregularly at varying intervals--trata... tat--and then more and
+more regularly and rapidly, and the action at the Goldbach Stream began.
+
+Not expecting to come on the enemy down by the stream, and having
+stumbled on him in the fog, hearing no encouraging word from their
+commanders, and with a consciousness of being too late spreading through
+the ranks, and above all being unable to see anything in front or around
+them in the thick fog, the Russians exchanged shots with the enemy
+lazily and advanced and again halted, receiving no timely orders from
+the officers or adjutants who wandered about in the fog in those unknown
+surroundings unable to find their own regiments. In this way the action
+began for the first, second, and third columns, which had gone down into
+the valley. The fourth column, with which Kutuzov was, stood on the
+Pratzen Heights.
+
+Below, where the fight was beginning, there was still thick fog; on the
+higher ground it was clearing, but nothing could be seen of what was
+going on in front. Whether all the enemy forces were, as we supposed,
+six miles away, or whether they were near by in that sea of mist, no one
+knew till after eight o'clock.
+
+It was nine o'clock in the morning. The fog lay unbroken like a sea down
+below, but higher up at the village of Schlappanitz where Napoleon stood
+with his marshals around him, it was quite light. Above him was a clear
+blue sky, and the sun's vast orb quivered like a huge hollow, crimson
+float on the surface of that milky sea of mist. The whole French army,
+and even Napoleon himself with his staff, were not on the far side of
+the streams and hollows of Sokolnitz and Schlappanitz beyond which we
+intended to take up our position and begin the action, but were on this
+side, so close to our own forces that Napoleon with the naked eye could
+distinguish a mounted man from one on foot. Napoleon, in the blue cloak
+which he had worn on his Italian campaign, sat on his small gray Arab
+horse a little in front of his marshals. He gazed silently at the hills
+which seemed to rise out of the sea of mist and on which the Russian
+troops were moving in the distance, and he listened to the sounds of
+firing in the valley. Not a single muscle of his face--which in those
+days was still thin--moved. His gleaming eyes were fixed intently on one
+spot. His predictions were being justified. Part of the Russian force
+had already descended into the valley toward the ponds and lakes and
+part were leaving these Pratzen Heights which he intended to attack and
+regarded as the key to the position. He saw over the mist that in a
+hollow between two hills near the village of Pratzen, the Russian
+columns, their bayonets glittering, were moving continuously in one
+direction toward the valley and disappearing one after another into the
+mist. From information he had received the evening before, from the
+sound of wheels and footsteps heard by the outposts during the night, by
+the disorderly movement of the Russian columns, and from all
+indications, he saw clearly that the allies believed him to be far away
+in front of them, and that the columns moving near Pratzen constituted
+the center of the Russian army, and that that center was already
+sufficiently weakened to be successfully attacked. But still he did not
+begin the engagement.
+
+Today was a great day for him--the anniversary of his coronation. Before
+dawn he had slept for a few hours, and refreshed, vigorous, and in good
+spirits, he mounted his horse and rode out into the field in that happy
+mood in which everything seems possible and everything succeeds. He sat
+motionless, looking at the heights visible above the mist, and his cold
+face wore that special look of confident, self-complacent happiness that
+one sees on the face of a boy happily in love. The marshals stood behind
+him not venturing to distract his attention. He looked now at the
+Pratzen Heights, now at the sun floating up out of the mist.
+
+When the sun had entirely emerged from the fog, and fields and mist were
+aglow with dazzling light--as if he had only awaited this to begin the
+action--he drew the glove from his shapely white hand, made a sign with
+it to the marshals, and ordered the action to begin. The marshals,
+accompanied by adjutants, galloped off in different directions, and a
+few minutes later the chief forces of the French army moved rapidly
+toward those Pratzen Heights which were being more and more denuded by
+Russian troops moving down the valley to their left.
+
+
+
+
+CHAPTER XV
+
+At eight o'clock Kutuzov rode to Pratzen at the head of the fourth
+column, Miloradovich's, the one that was to take the place of
+Przebyszewski's and Langeron's columns which had already gone down into
+the valley. He greeted the men of the foremost regiment and gave them
+the order to march, thereby indicating that he intended to lead that
+column himself. When he had reached the village of Pratzen he halted.
+Prince Andrew was behind, among the immense number forming the
+commander-in-chief's suite. He was in a state of suppressed excitement
+and irritation, though controlledly calm as a man is at the approach of
+a long-awaited moment. He was firmly convinced that this was the day of
+his Toulon, or his bridge of Arcola. How it would come about he did not
+know, but he felt sure it would do so. The locality and the position of
+our troops were known to him as far as they could be known to anyone in
+our army. His own strategic plan, which obviously could not now be
+carried out, was forgotten. Now, entering into Weyrother's plan, Prince
+Andrew considered possible contingencies and formed new projects such as
+might call for his rapidity of perception and decision.
+
+To the left down below in the mist, the musketry fire of unseen forces
+could be heard. It was there Prince Andrew thought the fight would
+concentrate. "There we shall encounter difficulties, and there," thought
+he, "I shall be sent with a brigade or division, and there, standard in
+hand, I shall go forward and break whatever is in front of me."
+
+He could not look calmly at the standards of the passing battalions.
+Seeing them he kept thinking, "That may be the very standard with which
+I shall lead the army."
+
+In the morning all that was left of the night mist on the heights was a
+hoar frost now turning to dew, but in the valleys it still lay like a
+milk-white sea. Nothing was visible in the valley to the left into which
+our troops had descended and from whence came the sounds of firing.
+Above the heights was the dark clear sky, and to the right the vast orb
+of the sun. In front, far off on the farther shore of that sea of mist,
+some wooded hills were discernible, and it was there the enemy probably
+was, for something could be descried. On the right the Guards were
+entering the misty region with a sound of hoofs and wheels and now and
+then a gleam of bayonets; to the left beyond the village similar masses
+of cavalry came up and disappeared in the sea of mist. In front and
+behind moved infantry. The commander-in-chief was standing at the end of
+the village letting the troops pass by him. That morning Kutuzov seemed
+worn and irritable. The infantry passing before him came to a halt
+without any command being given, apparently obstructed by something in
+front.
+
+"Do order them to form into battalion columns and go round the village!"
+he said angrily to a general who had ridden up. "Don't you understand,
+your excellency, my dear sir, that you must not defile through narrow
+village streets when we are marching against the enemy?"
+
+"I intended to re-form them beyond the village, your excellency,"
+answered the general.
+
+Kutuzov laughed bitterly.
+
+"You'll make a fine thing of it, deploying in sight of the enemy! Very
+fine!"
+
+"The enemy is still far away, your excellency. According to the
+dispositions..."
+
+"The dispositions!" exclaimed Kutuzov bitterly. "Who told you that?...
+Kindly do as you are ordered."
+
+"Yes, sir."
+
+"My dear fellow," Nesvitski whispered to Prince Andrew, "the old man is
+as surly as a dog."
+
+An Austrian officer in a white uniform with green plumes in his hat
+galloped up to Kutuzov and asked in the Emperor's name had the fourth
+column advanced into action.
+
+Kutuzov turned round without answering and his eye happened to fall upon
+Prince Andrew, who was beside him. Seeing him, Kutuzov's malevolent and
+caustic expression softened, as if admitting that what was being done
+was not his adjutant's fault, and still not answering the Austrian
+adjutant, he addressed Bolkonski.
+
+"Go, my dear fellow, and see whether the third division has passed the
+village. Tell it to stop and await my orders."
+
+Hardly had Prince Andrew started than he stopped him.
+
+"And ask whether sharpshooters have been posted," he added. "What are
+they doing? What are they doing?" he murmured to himself, still not
+replying to the Austrian.
+
+Prince Andrew galloped off to execute the order.
+
+Overtaking the battalions that continued to advance, he stopped the
+third division and convinced himself that there really were no
+sharpshooters in front of our columns. The colonel at the head of the
+regiment was much surprised at the commander-in-chief's order to throw
+out skirmishers. He had felt perfectly sure that there were other troops
+in front of him and that the enemy must be at least six miles away.
+There was really nothing to be seen in front except a barren descent
+hidden by dense mist. Having given orders in the commander-in-chief's
+name to rectify this omission, Prince Andrew galloped back. Kutuzov
+still in the same place, his stout body resting heavily in the saddle
+with the lassitude of age, sat yawning wearily with closed eyes. The
+troops were no longer moving, but stood with the butts of their muskets
+on the ground.
+
+"All right, all right!" he said to Prince Andrew, and turned to a
+general who, watch in hand, was saying it was time they started as all
+the left-flank columns had already descended.
+
+"Plenty of time, your excellency," muttered Kutuzov in the midst of a
+yawn. "Plenty of time," he repeated.
+
+Just then at a distance behind Kutuzov was heard the sound of regiments
+saluting, and this sound rapidly came nearer along the whole extended
+line of the advancing Russian columns. Evidently the person they were
+greeting was riding quickly. When the soldiers of the regiment in front
+of which Kutuzov was standing began to shout, he rode a little to one
+side and looked round with a frown. Along the road from Pratzen galloped
+what looked like a squadron of horsemen in various uniforms. Two of them
+rode side by side in front, at full gallop. One in a black uniform with
+white plumes in his hat rode a bobtailed chestnut horse, the other who
+was in a white uniform rode a black one. These were the two Emperors
+followed by their suites. Kutuzov, affecting the manners of an old
+soldier at the front, gave the command "Attention!" and rode up to the
+Emperors with a salute. His whole appearance and manner were suddenly
+transformed. He put on the air of a subordinate who obeys without
+reasoning. With an affectation of respect which evidently struck
+Alexander unpleasantly, he rode up and saluted.
+
+This unpleasant impression merely flitted over the young and happy face
+of the Emperor like a cloud of haze across a clear sky and vanished.
+After his illness he looked rather thinner that day than on the field of
+Olmutz where Bolkonski had seen him for the first time abroad, but there
+was still the same bewitching combination of majesty and mildness in his
+fine gray eyes, and on his delicate lips the same capacity for varying
+expression and the same prevalent appearance of goodhearted innocent
+youth.
+
+At the Olmutz review he had seemed more majestic; here he seemed
+brighter and more energetic. He was slightly flushed after galloping two
+miles, and reining in his horse he sighed restfully and looked round at
+the faces of his suite, young and animated as his own. Czartoryski,
+Novosiltsev, Prince Volkonsky, Strogonov, and the others, all richly
+dressed gay young men on splendid, well-groomed, fresh, only slightly
+heated horses, exchanging remarks and smiling, had stopped behind the
+Emperor. The Emperor Francis, a rosy, long faced young man, sat very
+erect on his handsome black horse, looking about him in a leisurely and
+preoccupied manner. He beckoned to one of his white adjutants and asked
+some question--"Most likely he is asking at what o'clock they started,"
+thought Prince Andrew, watching his old acquaintance with a smile he
+could not repress as he recalled his reception at Brunn. In the
+Emperors' suite were the picked young orderly officers of the Guard and
+line regiments, Russian and Austrian. Among them were grooms leading the
+Tsar's beautiful relay horses covered with embroidered cloths.
+
+As when a window is opened a whiff of fresh air from the fields enters a
+stuffy room, so a whiff of youthfulness, energy, and confidence of
+success reached Kutuzov's cheerless staff with the galloping advent of
+all these brilliant young men.
+
+"Why aren't you beginning, Michael Ilarionovich?" said the Emperor
+Alexander hurriedly to Kutuzov, glancing courteously at the same time at
+the Emperor Francis.
+
+"I am waiting, Your Majesty," answered Kutuzov, bending forward
+respectfully.
+
+The Emperor, frowning slightly, bent his ear forward as if he had not
+quite heard.
+
+"Waiting, Your Majesty," repeated Kutuzov. (Prince Andrew noted that
+Kutuzov's upper lip twitched unnaturally as he said the word "waiting.")
+"Not all the columns have formed up yet, Your Majesty."
+
+The Tsar heard but obviously did not like the reply; he shrugged his
+rather round shoulders and glanced at Novosiltsev who was near him, as
+if complaining of Kutuzov.
+
+"You know, Michael Ilarionovich, we are not on the Empress' Field where
+a parade does not begin till all the troops are assembled," said the
+Tsar with another glance at the Emperor Francis, as if inviting him if
+not to join in at least to listen to what he was saying. But the Emperor
+Francis continued to look about him and did not listen.
+
+"That is just why I do not begin, sire," said Kutuzov in a resounding
+voice, apparently to preclude the possibility of not being heard, and
+again something in his face twitched--"That is just why I do not begin,
+sire, because we are not on parade and not on the Empress' Field," said
+clearly and distinctly.
+
+In the Emperor's suite all exchanged rapid looks that expressed
+dissatisfaction and reproach. "Old though he may be, he should not, he
+certainly should not, speak like that," their glances seemed to say.
+
+The Tsar looked intently and observantly into Kutuzov's eye waiting to
+hear whether he would say anything more. But Kutuzov, with respectfully
+bowed head, seemed also to be waiting. The silence lasted for about a
+minute.
+
+"However, if you command it, Your Majesty," said Kutuzov, lifting his
+head and again assuming his former tone of a dull, unreasoning, but
+submissive general.
+
+He touched his horse and having called Miloradovich, the commander of
+the column, gave him the order to advance.
+
+The troops again began to move, and two battalions of the Novgorod and
+one of the Apsheron regiment went forward past the Emperor.
+
+As this Apsheron battalion marched by, the red-faced Miloradovich,
+without his greatcoat, with his Orders on his breast and an enormous
+tuft of plumes in his cocked hat worn on one side with its corners front
+and back, galloped strenuously forward, and with a dashing salute reined
+in his horse before the Emperor.
+
+"God be with you, general!" said the Emperor.
+
+"Ma foi, sire, nous ferons ce qui sera dans notre possibilite, sire," *
+he answered gaily, raising nevertheless ironic smiles among the
+gentlemen of the Tsar's suite by his poor French.
+
+
+* "Indeed, Sire, we shall do everything it is possible to do, Sire."
+
+Miloradovich wheeled his horse sharply and stationed himself a little
+behind the Emperor. The Apsheron men, excited by the Tsar's presence,
+passed in step before the Emperors and their suites at a bold, brisk
+pace.
+
+"Lads!" shouted Miloradovich in a loud, self-confident, and cheery
+voice, obviously so elated by the sound of firing, by the prospect of
+battle, and by the sight of the gallant Apsherons, his comrades in
+Suvorov's time, now passing so gallantly before the Emperors, that he
+forgot the sovereigns' presence. "Lads, it's not the first village
+you've had to take," cried he.
+
+"Glad to do our best!" shouted the soldiers.
+
+The Emperor's horse started at the sudden cry. This horse that had
+carried the sovereign at reviews in Russia bore him also here on the
+field of Austerlitz, enduring the heedless blows of his left foot and
+pricking its ears at the sound of shots just as it had done on the
+Empress' Field, not understanding the significance of the firing, nor of
+the nearness of the Emperor Francis' black cob, nor of all that was
+being said, thought, and felt that day by its rider.
+
+The Emperor turned with a smile to one of his followers and made a
+remark to him, pointing to the gallant Apsherons.
+
+
+
+
+CHAPTER XVI
+
+Kutuzov accompanied by his adjutants rode at a walking pace behind the
+carabineers.
+
+When he had gone less than half a mile in the rear of the column he
+stopped at a solitary, deserted house that had probably once been an
+inn, where two roads parted. Both of them led downhill and troops were
+marching along both.
+
+The fog had begun to clear and enemy troops were already dimly visible
+about a mile and a half off on the opposite heights. Down below, on the
+left, the firing became more distinct. Kutuzov had stopped and was
+speaking to an Austrian general. Prince Andrew, who was a little behind
+looking at them, turned to an adjutant to ask him for a field glass.
+
+"Look, look!" said this adjutant, looking not at the troops in the
+distance, but down the hill before him. "It's the French!"
+
+The two generals and the adjutant took hold of the field glass, trying
+to snatch it from one another. The expression on all their faces
+suddenly changed to one of horror. The French were supposed to be a mile
+and a half away, but had suddenly and unexpectedly appeared just in
+front of us.
+
+"It's the enemy?... No!... Yes, see it is!... for certain.... But how is
+that?" said different voices.
+
+With the naked eye Prince Andrew saw below them to the right, not more
+than five hundred paces from where Kutuzov was standing, a dense French
+column coming up to meet the Apsherons.
+
+"Here it is! The decisive moment has arrived. My turn has come," thought
+Prince Andrew, and striking his horse he rode up to Kutuzov.
+
+"The Apsherons must be stopped, your excellency," cried he. But at that
+very instant a cloud of smoke spread all round, firing was heard quite
+close at hand, and a voice of naive terror barely two steps from Prince
+Andrew shouted, "Brothers! All's lost!" And at this as if at a command,
+everyone began to run.
+
+Confused and ever-increasing crowds were running back to where five
+minutes before the troops had passed the Emperors. Not only would it
+have been difficult to stop that crowd, it was even impossible not to be
+carried back with it oneself. Bolkonski only tried not to lose touch
+with it, and looked around bewildered and unable to grasp what was
+happening in front of him. Nesvitski with an angry face, red and unlike
+himself, was shouting to Kutuzov that if he did not ride away at once he
+would certainly be taken prisoner. Kutuzov remained in the same place
+and without answering drew out a handkerchief. Blood was flowing from
+his cheek. Prince Andrew forced his way to him.
+
+"You are wounded?" he asked, hardly able to master the trembling of his
+lower jaw.
+
+"The wound is not here, it is there!" said Kutuzov, pressing the
+handkerchief to his wounded cheek and pointing to the fleeing soldiers.
+"Stop them!" he shouted, and at the same moment, probably realizing that
+it was impossible to stop them, spurred his horse and rode to the right.
+
+A fresh wave of the flying mob caught him and bore him back with it.
+
+The troops were running in such a dense mass that once surrounded by
+them it was difficult to get out again. One was shouting, "Get on! Why
+are you hindering us?" Another in the same place turned round and fired
+in the air; a third was striking the horse Kutuzov himself rode. Having
+by a great effort got away to the left from that flood of men, Kutuzov,
+with his suite diminished by more than half, rode toward a sound of
+artillery fire near by. Having forced his way out of the crowd of
+fugitives, Prince Andrew, trying to keep near Kutuzov, saw on the slope
+of the hill amid the smoke a Russian battery that was still firing and
+Frenchmen running toward it. Higher up stood some Russian infantry,
+neither moving forward to protect the battery nor backward with the
+fleeing crowd. A mounted general separated himself from the infantry and
+approached Kutuzov. Of Kutuzov's suite only four remained. They were all
+pale and exchanged looks in silence.
+
+"Stop those wretches!" gasped Kutuzov to the regimental commander,
+pointing to the flying soldiers; but at that instant, as if to punish
+him for those words, bullets flew hissing across the regiment and across
+Kutuzov's suite like a flock of little birds.
+
+The French had attacked the battery and, seeing Kutuzov, were firing at
+him. After this volley the regimental commander clutched at his leg;
+several soldiers fell, and a second lieutenant who was holding the flag
+let it fall from his hands. It swayed and fell, but caught on the
+muskets of the nearest soldiers. The soldiers started firing without
+orders.
+
+"Oh! Oh! Oh!" groaned Kutuzov despairingly and looked around....
+"Bolkonski!" he whispered, his voice trembling from a consciousness of
+the feebleness of age, "Bolkonski!" he whispered, pointing to the
+disordered battalion and at the enemy, "what's that?"
+
+But before he had finished speaking, Prince Andrew, feeling tears of
+shame and anger choking him, had already leapt from his horse and run to
+the standard.
+
+"Forward, lads!" he shouted in a voice piercing as a child's.
+
+"Here it is!" thought he, seizing the staff of the standard and hearing
+with pleasure the whistle of bullets evidently aimed at him. Several
+soldiers fell.
+
+"Hurrah!" shouted Prince Andrew, and, scarcely able to hold up the heavy
+standard, he ran forward with full confidence that the whole battalion
+would follow him.
+
+And really he only ran a few steps alone. One soldier moved and then
+another and soon the whole battalion ran forward shouting "Hurrah!" and
+overtook him. A sergeant of the battalion ran up and took the flag that
+was swaying from its weight in Prince Andrew's hands, but he was
+immediately killed. Prince Andrew again seized the standard and,
+dragging it by the staff, ran on with the battalion. In front he saw our
+artillerymen, some of whom were fighting, while others, having abandoned
+their guns, were running toward him. He also saw French infantry
+soldiers who were seizing the artillery horses and turning the guns
+round. Prince Andrew and the battalion were already within twenty paces
+of the cannon. He heard the whistle of bullets above him unceasingly and
+to right and left of him soldiers continually groaned and dropped. But
+he did not look at them: he looked only at what was going on in front of
+him--at the battery. He now saw clearly the figure of a red-haired
+gunner with his shako knocked awry, pulling one end of a mop while a
+French soldier tugged at the other. He could distinctly see the
+distraught yet angry expression on the faces of these two men, who
+evidently did not realize what they were doing.
+
+"What are they about?" thought Prince Andrew as he gazed at them. "Why
+doesn't the red-haired gunner run away as he is unarmed? Why doesn't the
+Frenchman stab him? He will not get away before the Frenchman remembers
+his bayonet and stabs him...."
+
+And really another French soldier, trailing his musket, ran up to the
+struggling men, and the fate of the red-haired gunner, who had
+triumphantly secured the mop and still did not realize what awaited him,
+was about to be decided. But Prince Andrew did not see how it ended. It
+seemed to him as though one of the soldiers near him hit him on the head
+with the full swing of a bludgeon. It hurt a little, but the worst of it
+was that the pain distracted him and prevented his seeing what he had
+been looking at.
+
+"What's this? Am I falling? My legs are giving way," thought he, and
+fell on his back. He opened his eyes, hoping to see how the struggle of
+the Frenchmen with the gunners ended, whether the red-haired gunner had
+been killed or not and whether the cannon had been captured or saved.
+But he saw nothing. Above him there was now nothing but the sky--the
+lofty sky, not clear yet still immeasurably lofty, with gray clouds
+gliding slowly across it. "How quiet, peaceful, and solemn; not at all
+as I ran," thought Prince Andrew--"not as we ran, shouting and fighting,
+not at all as the gunner and the Frenchman with frightened and angry
+faces struggled for the mop: how differently do those clouds glide
+across that lofty infinite sky! How was it I did not see that lofty sky
+before? And how happy I am to have found it at last! Yes! All is vanity,
+all falsehood, except that infinite sky. There is nothing, nothing, but
+that. But even it does not exist, there is nothing but quiet and peace.
+Thank God!..."
+
+
+
+
+CHAPTER XVII
+
+On our right flank commanded by Bagration, at nine o'clock the battle
+had not yet begun. Not wishing to agree to Dolgorukov's demand to
+commence the action, and wishing to avert responsibility from himself,
+Prince Bagration proposed to Dolgorukov to send to inquire of the
+commander-in-chief. Bagration knew that as the distance between the two
+flanks was more than six miles, even if the messenger were not killed
+(which he very likely would be), and found the commander-in-chief (which
+would be very difficult), he would not be able to get back before
+evening.
+
+Bagration cast his large, expressionless, sleepy eyes round his suite,
+and the boyish face Rostov, breathless with excitement and hope, was the
+first to catch his eye. He sent him.
+
+"And if I should meet His Majesty before I meet the commander-in-chief,
+your excellency?" said Rostov, with his hand to his cap.
+
+"You can give the message to His Majesty," said Dolgorukov, hurriedly
+interrupting Bagration.
+
+On being relieved from picket duty Rostov had managed to get a few
+hours' sleep before morning and felt cheerful, bold, and resolute, with
+elasticity of movement, faith in his good fortune, and generally in that
+state of mind which makes everything seem possible, pleasant, and easy.
+
+All his wishes were being fulfilled that morning: there was to be a
+general engagement in which he was taking part, more than that, he was
+orderly to the bravest general, and still more, he was going with a
+message to Kutuzov, perhaps even to the sovereign himself. The morning
+was bright, he had a good horse under him, and his heart was full of joy
+and happiness. On receiving the order he gave his horse the rein and
+galloped along the line. At first he rode along the line of Bagration's
+troops, which had not yet advanced into action but were standing
+motionless; then he came to the region occupied by Uvarov's cavalry and
+here he noticed a stir and signs of preparation for battle; having
+passed Uvarov's cavalry he clearly heard the sound of cannon and
+musketry ahead of him. The firing grew louder and louder.
+
+In the fresh morning air were now heard, not two or three musket shots
+at irregular intervals as before, followed by one or two cannon shots,
+but a roll of volleys of musketry from the slopes of the hill before
+Pratzen, interrupted by such frequent reports of cannon that sometimes
+several of them were not separated from one another but merged into a
+general roar.
+
+He could see puffs of musketry smoke that seemed to chase one another
+down the hillsides, and clouds of cannon smoke rolling, spreading, and
+mingling with one another. He could also, by the gleam of bayonets
+visible through the smoke, make out moving masses of infantry and narrow
+lines of artillery with green caissons.
+
+Rostov stopped his horse for a moment on a hillock to see what was going
+on, but strain his attention as he would he could not understand or make
+out anything of what was happening: there in the smoke men of some sort
+were moving about, in front and behind moved lines of troops; but why,
+whither, and who they were, it was impossible to make out. These sights
+and sounds had no depressing or intimidating effect on him; on the
+contrary, they stimulated his energy and determination.
+
+"Go on! Go on! Give it them!" he mentally exclaimed at these sounds, and
+again proceeded to gallop along the line, penetrating farther and
+farther into the region where the army was already in action.
+
+"How it will be there I don't know, but all will be well!" thought
+Rostov.
+
+After passing some Austrian troops he noticed that the next part of the
+line (the Guards) was already in action.
+
+"So much the better! I shall see it close," he thought.
+
+He was riding almost along the front line. A handful of men came
+galloping toward him. They were our uhlans who with disordered ranks
+were returning from the attack. Rostov got out of their way,
+involuntarily noticed that one of them was bleeding, and galloped on.
+
+"That is no business of mine," he thought. He had not ridden many
+hundred yards after that before he saw to his left, across the whole
+width of the field, an enormous mass of cavalry in brilliant white
+uniforms, mounted on black horses, trotting straight toward him and
+across his path. Rostov put his horse to full gallop to get out of the
+way of these men, and he would have got clear had they continued at the
+same speed, but they kept increasing their pace, so that some of the
+horses were already galloping. Rostov heard the thud of their hoofs and
+the jingle of their weapons and saw their horses, their figures, and
+even their faces, more and more distinctly. They were our Horse Guards,
+advancing to attack the French cavalry that was coming to meet them.
+
+The Horse Guards were galloping, but still holding in their horses.
+Rostov could already see their faces and heard the command: "Charge!"
+shouted by an officer who was urging his thoroughbred to full speed.
+Rostov, fearing to be crushed or swept into the attack on the French,
+galloped along the front as hard as his horse could go, but still was
+not in time to avoid them.
+
+The last of the Horse Guards, a huge pockmarked fellow, frowned angrily
+on seeing Rostov before him, with whom he would inevitably collide. This
+Guardsman would certainly have bowled Rostov and his Bedouin over
+(Rostov felt himself quite tiny and weak compared to these gigantic men
+and horses) had it not occurred to Rostov to flourish his whip before
+the eyes of the Guardsman's horse. The heavy black horse, sixteen hands
+high, shied, throwing back its ears; but the pockmarked Guardsman drove
+his huge spurs in violently, and the horse, flourishing its tail and
+extending its neck, galloped on yet faster. Hardly had the Horse Guards
+passed Rostov before he heard them shout, "Hurrah!" and looking back saw
+that their foremost ranks were mixed up with some foreign cavalry with
+red epaulets, probably French. He could see nothing more, for
+immediately afterwards cannon began firing from somewhere and smoke
+enveloped everything.
+
+At that moment, as the Horse Guards, having passed him, disappeared in
+the smoke, Rostov hesitated whether to gallop after them or to go where
+he was sent. This was the brilliant charge of the Horse Guards that
+amazed the French themselves. Rostov was horrified to hear later that of
+all that mass of huge and handsome men, of all those brilliant, rich
+youths, officers and cadets, who had galloped past him on their
+thousand-ruble horses, only eighteen were left after the charge.
+
+"Why should I envy them? My chance is not lost, and maybe I shall see
+the Emperor immediately!" thought Rostov and galloped on.
+
+When he came level with the Foot Guards he noticed that about them and
+around them cannon balls were flying, of which he was aware not so much
+because he heard their sound as because he saw uneasiness on the
+soldiers' faces and unnatural warlike solemnity on those of the
+officers.
+
+Passing behind one of the lines of a regiment of Foot Guards he heard a
+voice calling him by name.
+
+"Rostov!"
+
+"What?" he answered, not recognizing Boris.
+
+"I say, we've been in the front line! Our regiment attacked!" said Boris
+with the happy smile seen on the faces of young men who have been under
+fire for the first time.
+
+Rostov stopped.
+
+"Have you?" he said. "Well, how did it go?"
+
+"We drove them back!" said Boris with animation, growing talkative. "Can
+you imagine it?" and he began describing how the Guards, having taken up
+their position and seeing troops before them, thought they were
+Austrians, and all at once discovered from the cannon balls discharged
+by those troops that they were themselves in the front line and had
+unexpectedly to go into action. Rostov without hearing Boris to the end
+spurred his horse.
+
+"Where are you off to?" asked Boris.
+
+"With a message to His Majesty."
+
+"There he is!" said Boris, thinking Rostov had said "His Highness," and
+pointing to the Grand Duke who with his high shoulders and frowning
+brows stood a hundred paces away from them in his helmet and Horse
+Guards' jacket, shouting something to a pale, white uniformed Austrian
+officer.
+
+"But that's the Grand Duke, and I want the commander-in-chief or the
+Emperor," said Rostov, and was about to spur his horse.
+
+"Count! Count!" shouted Berg who ran up from the other side as eager as
+Boris. "Count! I am wounded in my right hand" (and he showed his
+bleeding hand with a handkerchief tied round it) "and I remained at the
+front. I held my sword in my left hand, Count. All our family--the von
+Bergs--have been knights!"
+
+He said something more, but Rostov did not wait to hear it and rode
+away.
+
+Having passed the Guards and traversed an empty space, Rostov, to avoid
+again getting in front of the first line as he had done when the Horse
+Guards charged, followed the line of reserves, going far round the place
+where the hottest musket fire and cannonade were heard. Suddenly he
+heard musket fire quite close in front of him and behind our troops,
+where he could never have expected the enemy to be.
+
+"What can it be?" he thought. "The enemy in the rear of our army?
+Impossible!" And suddenly he was seized by a panic of fear for himself
+and for the issue of the whole battle. "But be that what it may," he
+reflected, "there is no riding round it now. I must look for the
+commander in chief here, and if all is lost it is for me to perish with
+the rest."
+
+The foreboding of evil that had suddenly come over Rostov was more and
+more confirmed the farther he rode into the region behind the village of
+Pratzen, which was full of troops of all kinds.
+
+"What does it mean? What is it? Whom are they firing at? Who is firing?"
+Rostov kept asking as he came up to Russian and Austrian soldiers
+running in confused crowds across his path.
+
+"The devil knows! They've killed everybody! It's all up now!" he was
+told in Russian, German, and Czech by the crowd of fugitives who
+understood what was happening as little as he did.
+
+"Kill the Germans!" shouted one.
+
+"May the devil take them--the traitors!"
+
+"Zum Henker diese Russen!" * muttered a German.
+
+
+* "Hang these Russians!"
+
+Several wounded men passed along the road, and words of abuse, screams,
+and groans mingled in a general hubbub, then the firing died down.
+Rostov learned later that Russian and Austrian soldiers had been firing
+at one another.
+
+"My God! What does it all mean?" thought he. "And here, where at any
+moment the Emperor may see them.... But no, these must be only a handful
+of scoundrels. It will soon be over, it can't be that, it can't be! Only
+to get past them quicker, quicker!"
+
+The idea of defeat and flight could not enter Rostov's head. Though he
+saw French cannon and French troops on the Pratzen Heights just where he
+had been ordered to look for the commander-in-chief, he could not, did
+not wish to, believe that.
+
+
+
+
+CHAPTER XVIII
+
+Rostov had been ordered to look for Kutuzov and the Emperor near the
+village of Pratzen. But neither they nor a single commanding officer
+were there, only disorganized crowds of troops of various kinds. He
+urged on his already weary horse to get quickly past these crowds, but
+the farther he went the more disorganized they were. The highroad on
+which he had come out was thronged with caleches, carriages of all
+sorts, and Russian and Austrian soldiers of all arms, some wounded and
+some not. This whole mass droned and jostled in confusion under the
+dismal influence of cannon balls flying from the French batteries
+stationed on the Pratzen Heights.
+
+"Where is the Emperor? Where is Kutuzov?" Rostov kept asking everyone he
+could stop, but got no answer from anyone.
+
+At last seizing a soldier by his collar he forced him to answer.
+
+"Eh, brother! They've all bolted long ago!" said the soldier, laughing
+for some reason and shaking himself free.
+
+Having left that soldier who was evidently drunk, Rostov stopped the
+horse of a batman or groom of some important personage and began to
+question him. The man announced that the Tsar had been driven in a
+carriage at full speed about an hour before along that very road and
+that he was dangerously wounded.
+
+"It can't be!" said Rostov. "It must have been someone else."
+
+"I saw him myself," replied the man with a self-confident smile of
+derision. "I ought to know the Emperor by now, after the times I've seen
+him in Petersburg. I saw him just as I see you.... There he sat in the
+carriage as pale as anything. How they made the four black horses fly!
+Gracious me, they did rattle past! It's time I knew the Imperial horses
+and Ilya Ivanych. I don't think Ilya drives anyone except the Tsar!"
+
+Rostov let go of the horse and was about to ride on, when a wounded
+officer passing by addressed him:
+
+"Who is it you want?" he asked. "The commander-in-chief? He was killed
+by a cannon ball--struck in the breast before our regiment."
+
+"Not killed--wounded!" another officer corrected him.
+
+"Who? Kutuzov?" asked Rostov.
+
+"Not Kutuzov, but what's his name--well, never mind... there are not
+many left alive. Go that way, to that village, all the commanders are
+there," said the officer, pointing to the village of Hosjeradek, and he
+walked on.
+
+Rostov rode on at a footpace not knowing why or to whom he was now
+going. The Emperor was wounded, the battle lost. It was impossible to
+doubt it now. Rostov rode in the direction pointed out to him, in which
+he saw turrets and a church. What need to hurry? What was he now to say
+to the Tsar or to Kutuzov, even if they were alive and unwounded?
+
+"Take this road, your honor, that way you will be killed at once!" a
+soldier shouted to him. "They'd kill you there!"
+
+"Oh, what are you talking about?" said another. "Where is he to go? That
+way is nearer."
+
+Rostov considered, and then went in the direction where they said he
+would be killed.
+
+"It's all the same now. If the Emperor is wounded, am I to try to save
+myself?" he thought. He rode on to the region where the greatest number
+of men had perished in fleeing from Pratzen. The French had not yet
+occupied that region, and the Russians--the uninjured and slightly
+wounded--had left it long ago. All about the field, like heaps of manure
+on well-kept plowland, lay from ten to fifteen dead and wounded to each
+couple of acres. The wounded crept together in twos and threes and one
+could hear their distressing screams and groans, sometimes feigned--or
+so it seemed to Rostov. He put his horse to a trot to avoid seeing all
+these suffering men, and he felt afraid--afraid not for his life, but
+for the courage he needed and which he knew would not stand the sight of
+these unfortunates.
+
+The French, who had ceased firing at this field strewn with dead and
+wounded where there was no one left to fire at, on seeing an adjutant
+riding over it trained a gun on him and fired several shots. The
+sensation of those terrible whistling sounds and of the corpses around
+him merged in Rostov's mind into a single feeling of terror and pity for
+himself. He remembered his mother's last letter. "What would she feel,"
+thought he, "if she saw me here now on this field with the cannon aimed
+at me?"
+
+In the village of Hosjeradek there were Russian troops retiring from the
+field of battle, who though still in some confusion were less
+disordered. The French cannon did not reach there and the musketry fire
+sounded far away. Here everyone clearly saw and said that the battle was
+lost. No one whom Rostov asked could tell him where the Emperor or
+Kutuzov was. Some said the report that the Emperor was wounded was
+correct, others that it was not, and explained the false rumor that had
+spread by the fact that the Emperor's carriage had really galloped from
+the field of battle with the pale and terrified Ober-Hofmarschal Count
+Tolstoy, who had ridden out to the battlefield with others in the
+Emperor's suite. One officer told Rostov that he had seen someone from
+headquarters behind the village to the left, and thither Rostov rode,
+not hoping to find anyone but merely to ease his conscience. When he had
+ridden about two miles and had passed the last of the Russian troops, he
+saw, near a kitchen garden with a ditch round it, two men on horseback
+facing the ditch. One with a white plume in his hat seemed familiar to
+Rostov; the other on a beautiful chestnut horse (which Rostov fancied he
+had seen before) rode up to the ditch, struck his horse with his spurs,
+and giving it the rein leaped lightly over. Only a little earth crumbled
+from the bank under the horse's hind hoofs. Turning the horse sharply,
+he again jumped the ditch, and deferentially addressed the horseman with
+the white plumes, evidently suggesting that he should do the same. The
+rider, whose figure seemed familiar to Rostov and involuntarily riveted
+his attention, made a gesture of refusal with his head and hand and by
+that gesture Rostov instantly recognized his lamented and adored
+monarch.
+
+"But it can't be he, alone in the midst of this empty field!" thought
+Rostov. At that moment Alexander turned his head and Rostov saw the
+beloved features that were so deeply engraved on his memory. The Emperor
+was pale, his cheeks sunken and his eyes hollow, but the charm, the
+mildness of his features, was all the greater. Rostov was happy in the
+assurance that the rumors about the Emperor being wounded were false. He
+was happy to be seeing him. He knew that he might and even ought to go
+straight to him and give the message Dolgorukov had ordered him to
+deliver.
+
+But as a youth in love trembles, is unnerved, and dares not utter the
+thoughts he has dreamed of for nights, but looks around for help or a
+chance of delay and flight when the longed-for moment comes and he is
+alone with her, so Rostov, now that he had attained what he had longed
+for more than anything else in the world, did not know how to approach
+the Emperor, and a thousand reasons occurred to him why it would be
+inconvenient, unseemly, and impossible to do so.
+
+"What! It is as if I were glad of a chance to take advantage of his
+being alone and despondent! A strange face may seem unpleasant or
+painful to him at this moment of sorrow; besides, what can I say to him
+now, when my heart fails me and my mouth feels dry at the mere sight of
+him?" Not one of the innumerable speeches addressed to the Emperor that
+he had composed in his imagination could he now recall. Those speeches
+were intended for quite other conditions, they were for the most part to
+be spoken at a moment of victory and triumph, generally when he was
+dying of wounds and the sovereign had thanked him for heroic deeds, and
+while dying he expressed the love his actions had proved.
+
+"Besides how can I ask the Emperor for his instructions for the right
+flank now that it is nearly four o'clock and the battle is lost? No,
+certainly I must not approach him, I must not intrude on his
+reflections. Better die a thousand times than risk receiving an unkind
+look or bad opinion from him," Rostov decided; and sorrowfully and with
+a heart full despair he rode away, continually looking back at the Tsar,
+who still remained in the same attitude of indecision.
+
+While Rostov was thus arguing with himself and riding sadly away,
+Captain von Toll chanced to ride to the same spot, and seeing the
+Emperor at once rode up to him, offered his services, and assisted him
+to cross the ditch on foot. The Emperor, wishing to rest and feeling
+unwell, sat down under an apple tree and von Toll remained beside him.
+Rostov from a distance saw with envy and remorse how von Toll spoke long
+and warmly to the Emperor and how the Emperor, evidently weeping,
+covered his eyes with his hand and pressed von Toll's hand.
+
+"And I might have been in his place!" thought Rostov, and hardly
+restraining his tears of pity for the Emperor, he rode on in utter
+despair, not knowing where to or why he was now riding.
+
+His despair was all the greater from feeling that his own weakness was
+the cause of his grief.
+
+He might... not only might but should, have gone up to the sovereign. It
+was a unique chance to show his devotion to the Emperor and he had not
+made use of it.... "What have I done?" thought he. And he turned round
+and galloped back to the place where he had seen the Emperor, but there
+was no one beyond the ditch now. Only some carts and carriages were
+passing by. From one of the drivers he learned that Kutuzov's staff were
+not far off, in the village the vehicles were going to. Rostov followed
+them. In front of him walked Kutuzov's groom leading horses in
+horsecloths. Then came a cart, and behind that walked an old, bandy-
+legged domestic serf in a peaked cap and sheepskin coat.
+
+"Tit! I say, Tit!" said the groom.
+
+"What?" answered the old man absent-mindedly.
+
+"Go, Tit! Thresh a bit!"
+
+"Oh, you fool!" said the old man, spitting angrily. Some time passed in
+silence, and then the same joke was repeated.
+
+Before five in the evening the battle had been lost at all points. More
+than a hundred cannon were already in the hands of the French.
+
+Przebyszewski and his corps had laid down their arms. Other columns
+after losing half their men were retreating in disorderly confused
+masses.
+
+The remains of Langeron's and Dokhturov's mingled forces were crowding
+around the dams and banks of the ponds near the village of Augesd.
+
+After five o'clock it was only at the Augesd Dam that a hot cannonade
+(delivered by the French alone) was still to be heard from numerous
+batteries ranged on the slopes of the Pratzen Heights, directed at our
+retreating forces.
+
+In the rearguard, Dokhturov and others rallying some battalions kept up
+a musketry fire at the French cavalry that was pursuing our troops. It
+was growing dusk. On the narrow Augesd Dam where for so many years the
+old miller had been accustomed to sit in his tasseled cap peacefully
+angling, while his grandson, with shirt sleeves rolled up, handled the
+floundering silvery fish in the watering can, on that dam over which for
+so many years Moravians in shaggy caps and blue jackets had peacefully
+driven their two-horse carts loaded with wheat and had returned dusty
+with flour whitening their carts--on that narrow dam amid the wagons and
+the cannon, under the horses' hoofs and between the wagon wheels, men
+disfigured by fear of death now crowded together, crushing one another,
+dying, stepping over the dying and killing one another, only to move on
+a few steps and be killed themselves in the same way.
+
+Every ten seconds a cannon ball flew compressing the air around, or a
+shell burst in the midst of that dense throng, killing some and
+splashing with blood those near them.
+
+Dolokhov--now an officer--wounded in the arm, and on foot, with the
+regimental commander on horseback and some ten men of his company,
+represented all that was left of that whole regiment. Impelled by the
+crowd, they had got wedged in at the approach to the dam and, jammed in
+on all sides, had stopped because a horse in front had fallen under a
+cannon and the crowd were dragging it out. A cannon ball killed someone
+behind them, another fell in front and splashed Dolokhov with blood. The
+crowd, pushing forward desperately, squeezed together, moved a few
+steps, and again stopped.
+
+"Move on a hundred yards and we are certainly saved, remain here another
+two minutes and it is certain death," thought each one.
+
+Dolokhov who was in the midst of the crowd forced his way to the edge of
+the dam, throwing two soldiers off their feet, and ran onto the slippery
+ice that covered the millpool.
+
+"Turn this way!" he shouted, jumping over the ice which creaked under
+him; "turn this way!" he shouted to those with the gun. "It bears!..."
+
+The ice bore him but it swayed and creaked, and it was plain that it
+would give way not only under a cannon or a crowd, but very soon even
+under his weight alone. The men looked at him and pressed to the bank,
+hesitating to step onto the ice. The general on horseback at the
+entrance to the dam raised his hand and opened his mouth to address
+Dolokhov. Suddenly a cannon ball hissed so low above the crowd that
+everyone ducked. It flopped into something moist, and the general fell
+from his horse in a pool of blood. Nobody gave him a look or thought of
+raising him.
+
+"Get onto the ice, over the ice! Go on! Turn! Don't you hear? Go on!"
+innumerable voices suddenly shouted after the ball had struck the
+general, the men themselves not knowing what, or why, they were
+shouting.
+
+One of the hindmost guns that was going onto the dam turned off onto the
+ice. Crowds of soldiers from the dam began running onto the frozen pond.
+The ice gave way under one of the foremost soldiers, and one leg slipped
+into the water. He tried to right himself but fell in up to his waist.
+The nearest soldiers shrank back, the gun driver stopped his horse, but
+from behind still came the shouts: "Onto the ice, why do you stop? Go
+on! Go on!" And cries of horror were heard in the crowd. The soldiers
+near the gun waved their arms and beat the horses to make them turn and
+move on. The horses moved off the bank. The ice, that had held under
+those on foot, collapsed in a great mass, and some forty men who were on
+it dashed, some forward and some back, drowning one another.
+
+Still the cannon balls continued regularly to whistle and flop onto the
+ice and into the water and oftenest of all among the crowd that covered
+the dam, the pond, and the bank.
+
+
+
+
+CHAPTER XIX
+
+On the Pratzen Heights, where he had fallen with the flagstaff in his
+hand, lay Prince Andrew Bolkonski bleeding profusely and unconsciously
+uttering a gentle, piteous, and childlike moan.
+
+Toward evening he ceased moaning and became quite still. He did not know
+how long his unconsciousness lasted. Suddenly he again felt that he was
+alive and suffering from a burning, lacerating pain in his head.
+
+"Where is it, that lofty sky that I did not know till now, but saw
+today?" was his first thought. "And I did not know this suffering
+either," he thought. "Yes, I did not know anything, anything at all till
+now. But where am I?"
+
+He listened and heard the sound of approaching horses, and voices
+speaking French. He opened his eyes. Above him again was the same lofty
+sky with clouds that had risen and were floating still higher, and
+between them gleamed blue infinity. He did not turn his head and did not
+see those who, judging by the sound of hoofs and voices, had ridden up
+and stopped near him.
+
+It was Napoleon accompanied by two aides-de-camp. Bonaparte riding over
+the battlefield had given final orders to strengthen the batteries
+firing at the Augesd Dam and was looking at the killed and wounded left
+on the field.
+
+"Fine men!" remarked Napoleon, looking at a dead Russian grenadier, who,
+with his face buried in the ground and a blackened nape, lay on his
+stomach with an already stiffened arm flung wide.
+
+"The ammunition for the guns in position is exhausted, Your Majesty,"
+said an adjutant who had come from the batteries that were firing at
+Augesd.
+
+"Have some brought from the reserve," said Napoleon, and having gone on
+a few steps he stopped before Prince Andrew, who lay on his back with
+the flagstaff that had been dropped beside him. (The flag had already
+been taken by the French as a trophy.)
+
+"That's a fine death!" said Napoleon as he gazed at Bolkonski.
+
+Prince Andrew understood that this was said of him and that it was
+Napoleon who said it. He heard the speaker addressed as Sire. But he
+heard the words as he might have heard the buzzing of a fly. Not only
+did they not interest him, but he took no notice of them and at once
+forgot them. His head was burning, he felt himself bleeding to death,
+and he saw above him the remote, lofty, and everlasting sky. He knew it
+was Napoleon--his hero--but at that moment Napoleon seemed to him such a
+small, insignificant creature compared with what was passing now between
+himself and that lofty infinite sky with the clouds flying over it. At
+that moment it meant nothing to him who might be standing over him, or
+what was said of him; he was only glad that people were standing near
+him and only wished that they would help him and bring him back to life,
+which seemed to him so beautiful now that he had today learned to
+understand it so differently. He collected all his strength, to stir and
+utter a sound. He feebly moved his leg and uttered a weak, sickly groan
+which aroused his own pity.
+
+"Ah! He is alive," said Napoleon. "Lift this young man up and carry him
+to the dressing station."
+
+Having said this, Napoleon rode on to meet Marshal Lannes, who, hat in
+hand, rode up smiling to the Emperor to congratulate him on the victory.
+
+Prince Andrew remembered nothing more: he lost consciousness from the
+terrible pain of being lifted onto the stretcher, the jolting while
+being moved, and the probing of his wound at the dressing station. He
+did not regain consciousness till late in the day, when with other
+wounded and captured Russian officers he was carried to the hospital.
+During this transfer he felt a little stronger and was able to look
+about him and even speak.
+
+The first words he heard on coming to his senses were those of a French
+convoy officer, who said rapidly: "We must halt here: the Emperor will
+pass here immediately; it will please him to see these gentlemen
+prisoners."
+
+"There are so many prisoners today, nearly the whole Russian army, that
+he is probably tired of them," said another officer.
+
+"All the same! They say this one is the commander of all the Emperor
+Alexander's Guards," said the first one, indicating a Russian officer in
+the white uniform of the Horse Guards.
+
+Bolkonski recognized Prince Repnin whom he had met in Petersburg
+society. Beside him stood a lad of nineteen, also a wounded officer of
+the Horse Guards.
+
+Bonaparte, having come up at a gallop, stopped his horse.
+
+"Which is the senior?" he asked, on seeing the prisoners.
+
+They named the colonel, Prince Repnin.
+
+"You are the commander of the Emperor Alexander's regiment of Horse
+Guards?" asked Napoleon.
+
+"I commanded a squadron," replied Repnin.
+
+"Your regiment fulfilled its duty honorably," said Napoleon.
+
+"The praise of a great commander is a soldier's highest reward," said
+Repnin.
+
+"I bestow it with pleasure," said Napoleon. "And who is that young man
+beside you?"
+
+Prince Repnin named Lieutenant Sukhtelen.
+
+After looking at him Napoleon smiled.
+
+"He's very young to come to meddle with us."
+
+"Youth is no hindrance to courage," muttered Sukhtelen in a failing
+voice.
+
+"A splendid reply!" said Napoleon. "Young man, you will go far!"
+
+Prince Andrew, who had also been brought forward before the Emperor's
+eyes to complete the show of prisoners, could not fail to attract his
+attention. Napoleon apparently remembered seeing him on the battlefield
+and, addressing him, again used the epithet "young man" that was
+connected in his memory with Prince Andrew.
+
+"Well, and you, young man," said he. "How do you feel, mon brave?"
+
+Though five minutes before, Prince Andrew had been able to say a few
+words to the soldiers who were carrying him, now with his eyes fixed
+straight on Napoleon, he was silent.... So insignificant at that moment
+seemed to him all the interests that engrossed Napoleon, so mean did his
+hero himself with his paltry vanity and joy in victory appear, compared
+to the lofty, equitable, and kindly sky which he had seen and
+understood, that he could not answer him.
+
+Everything seemed so futile and insignificant in comparison with the
+stern and solemn train of thought that weakness from loss of blood,
+suffering, and the nearness of death aroused in him. Looking into
+Napoleon's eyes Prince Andrew thought of the insignificance of
+greatness, the unimportance of life which no one could understand, and
+the still greater unimportance of death, the meaning of which no one
+alive could understand or explain.
+
+The Emperor without waiting for an answer turned away and said to one of
+the officers as he went: "Have these gentlemen attended to and taken to
+my bivouac; let my doctor, Larrey, examine their wounds. Au revoir,
+Prince Repnin!" and he spurred his horse and galloped away.
+
+His face shone with self-satisfaction and pleasure.
+
+The soldiers who had carried Prince Andrew had noticed and taken the
+little gold icon Princess Mary had hung round her brother's neck, but
+seeing the favor the Emperor showed the prisoners, they now hastened to
+return the holy image.
+
+Prince Andrew did not see how and by whom it was replaced, but the
+little icon with its thin gold chain suddenly appeared upon his chest
+outside his uniform.
+
+"It would be good," thought Prince Andrew, glancing at the icon his
+sister had hung round his neck with such emotion and reverence, "it
+would be good if everything were as clear and simple as it seems to
+Mary. How good it would be to know where to seek for help in this life,
+and what to expect after it beyond the grave! How happy and calm I
+should be if I could now say: 'Lord, have mercy on me!'... But to whom
+should I say that? Either to a Power indefinable, incomprehensible,
+which I not only cannot address but which I cannot even express in
+words--the Great All or Nothing-" said he to himself, "or to that God
+who has been sewn into this amulet by Mary! There is nothing certain,
+nothing at all except the unimportance of everything I understand, and
+the greatness of something incomprehensible but all-important."
+
+The stretchers moved on. At every jolt he again felt unendurable pain;
+his feverishness increased and he grew delirious. Visions of his father,
+wife, sister, and future son, and the tenderness he had felt the night
+before the battle, the figure of the insignificant little Napoleon, and
+above all this the lofty sky, formed the chief subjects of his delirious
+fancies.
+
+The quiet home life and peaceful happiness of Bald Hills presented
+itself to him. He was already enjoying that happiness when that little
+Napoleon had suddenly appeared with his unsympathizing look of
+shortsighted delight at the misery of others, and doubts and torments
+had followed, and only the heavens promised peace. Toward morning all
+these dreams melted and merged into the chaos and darkness of
+unconciousness and oblivion which in the opinion of Napoleon's doctor,
+Larrey, was much more likely to end in death than in convalescence.
+
+"He is a nervous, bilious subject," said Larrey, "and will not recover."
+
+And Prince Andrew, with others fatally wounded, was left to the care of
+the inhabitants of the district.
+
+BOOK FOUR: 1806
+
+
+
+
+CHAPTER I
+
+Early in the year 1806 Nicholas Rostov returned home on leave. Denisov
+was going home to Voronezh and Rostov persuaded him to travel with him
+as far as Moscow and to stay with him there. Meeting a comrade at the
+last post station but one before Moscow, Denisov had drunk three bottles
+of wine with him and, despite the jolting ruts across the snow-covered
+road, did not once wake up on the way to Moscow, but lay at the bottom
+of the sleigh beside Rostov, who grew more and more impatient the nearer
+they got to Moscow.
+
+"How much longer? How much longer? Oh, these insufferable streets,
+shops, bakers' signboards, street lamps, and sleighs!" thought Rostov,
+when their leave permits had been passed at the town gate and they had
+entered Moscow.
+
+"Denisov! We're here! He's asleep," he added, leaning forward with his
+whole body as if in that position he hoped to hasten the speed of the
+sleigh.
+
+Denisov gave no answer.
+
+"There's the corner at the crossroads, where the cabman, Zakhar, has his
+stand, and there's Zakhar himself and still the same horse! And here's
+the little shop where we used to buy gingerbread! Can't you hurry up?
+Now then!"
+
+"Which house is it?" asked the driver.
+
+"Why, that one, right at the end, the big one. Don't you see? That's our
+house," said Rostov. "Of course, it's our house! Denisov, Denisov! We're
+almost there!"
+
+Denisov raised his head, coughed, and made no answer.
+
+"Dmitri," said Rostov to his valet on the box, "those lights are in our
+house, aren't they?"
+
+"Yes, sir, and there's a light in your father's study."
+
+"Then they've not gone to bed yet? What do you think? Mind now, don't
+forget to put out my new coat," added Rostov, fingering his new
+mustache. "Now then, get on," he shouted to the driver. "Do wake up,
+Vaska!" he went on, turning to Denisov, whose head was again nodding.
+"Come, get on! You shall have three rubles for vodka--get on!" Rostov
+shouted, when the sleigh was only three houses from his door. It seemed
+to him the horses were not moving at all. At last the sleigh bore to the
+right, drew up at an entrance, and Rostov saw overhead the old familiar
+cornice with a bit of plaster broken off, the porch, and the post by the
+side of the pavement. He sprang out before the sleigh stopped, and ran
+into the hall. The house stood cold and silent, as if quite regardless
+of who had come to it. There was no one in the hall. "Oh God! Is
+everyone all right?" he thought, stopping for a moment with a sinking
+heart, and then immediately starting to run along the hall and up the
+warped steps of the familiar staircase. The well-known old door handle,
+which always angered the countess when it was not properly cleaned,
+turned as loosely as ever. A solitary tallow candle burned in the
+anteroom.
+
+Old Michael was asleep on the chest. Prokofy, the footman, who was so
+strong that he could lift the back of the carriage from behind, sat
+plaiting slippers out of cloth selvedges. He looked up at the opening
+door and his expression of sleepy indifference suddenly changed to one
+of delighted amazement.
+
+"Gracious heavens! The young count!" he cried, recognizing his young
+master. "Can it be? My treasure!" and Prokofy, trembling with
+excitement, rushed toward the drawing-room door, probably in order to
+announce him, but, changing his mind, came back and stooped to kiss the
+young man's shoulder.
+
+"All well?" asked Rostov, drawing away his arm.
+
+"Yes, God be thanked! Yes! They've just finished supper. Let me have a
+look at you, your excellency."
+
+"Is everything quite all right?"
+
+"The Lord be thanked, yes!"
+
+Rostov, who had completely forgotten Denisov, not wishing anyone to
+forestall him, threw off his fur coat and ran on tiptoe through the
+large dark ballroom. All was the same: there were the same old card
+tables and the same chandelier with a cover over it; but someone had
+already seen the young master, and, before he had reached the drawing
+room, something flew out from a side door like a tornado and began
+hugging and kissing him. Another and yet another creature of the same
+kind sprang from a second door and a third; more hugging, more kissing,
+more outcries, and tears of joy. He could not distinguish which was
+Papa, which Natasha, and which Petya. Everyone shouted, talked, and
+kissed him at the same time. Only his mother was not there, he noticed
+that.
+
+"And I did not know... Nicholas... My darling!..."
+
+"Here he is... our own... Kolya, * dear fellow... How he has changed!...
+Where are the candles?... Tea!..."
+
+
+* Nicholas.
+
+"And me, kiss me!"
+
+"Dearest... and me!"
+
+Sonya, Natasha, Petya, Anna Mikhaylovna, Vera, and the old count were
+all hugging him, and the serfs, men and maids, flocked into the room,
+exclaiming and oh-ing and ah-ing.
+
+Petya, clinging to his legs, kept shouting, "And me too!"
+
+Natasha, after she had pulled him down toward her and covered his face
+with kisses, holding him tight by the skirt of his coat, sprang away and
+pranced up and down in one place like a goat and shrieked piercingly.
+
+All around were loving eyes glistening with tears of joy, and all around
+were lips seeking a kiss.
+
+Sonya too, all rosy red, clung to his arm and, radiant with bliss,
+looked eagerly toward his eyes, waiting for the look for which she
+longed. Sonya now was sixteen and she was very pretty, especially at
+this moment of happy, rapturous excitement. She gazed at him, not taking
+her eyes off him, and smiling and holding her breath. He gave her a
+grateful look, but was still expectant and looking for someone. The old
+countess had not yet come. But now steps were heard at the door, steps
+so rapid that they could hardly be his mother's.
+
+Yet it was she, dressed in a new gown which he did not know, made since
+he had left. All the others let him go, and he ran to her. When they
+met, she fell on his breast, sobbing. She could not lift her face, but
+only pressed it to the cold braiding of his hussar's jacket. Denisov,
+who had come into the room unnoticed by anyone, stood there and wiped
+his eyes at the sight.
+
+"Vasili Denisov, your son's friend," he said, introducing himself to the
+count, who was looking inquiringly at him.
+
+"You are most welcome! I know, I know," said the count, kissing and
+embracing Denisov. "Nicholas wrote us... Natasha, Vera, look! Here is
+Denisov!"
+
+The same happy, rapturous faces turned to the shaggy figure of Denisov.
+
+"Darling Denisov!" screamed Natasha, beside herself with rapture,
+springing to him, putting her arms round him, and kissing him. This
+escapade made everybody feel confused. Denisov blushed too, but smiled
+and, taking Natasha's hand, kissed it.
+
+Denisov was shown to the room prepared for him, and the Rostovs all
+gathered round Nicholas in the sitting room.
+
+The old countess, not letting go of his hand and kissing it every
+moment, sat beside him: the rest, crowding round him, watched every
+movement, word, or look of his, never taking their blissfully adoring
+eyes off him. His brother and sisters struggled for the places nearest
+to him and disputed with one another who should bring him his tea,
+handkerchief, and pipe.
+
+Rostov was very happy in the love they showed him; but the first moment
+of meeting had been so beatific that his present joy seemed
+insufficient, and he kept expecting something more, more and yet more.
+
+Next morning, after the fatigues of their journey, the travelers slept
+till ten o'clock.
+
+In the room next their bedroom there was a confusion of sabers,
+satchels, sabretaches, open portmanteaus, and dirty boots. Two freshly
+cleaned pairs with spurs had just been placed by the wall. The servants
+were bringing in jugs and basins, hot water for shaving, and their well-
+brushed clothes. There was a masculine odor and a smell of tobacco.
+
+"Hallo, Gwiska--my pipe!" came Vasili Denisov's husky voice. "Wostov,
+get up!"
+
+Rostov, rubbing his eyes that seemed glued together, raised his
+disheveled head from the hot pillow.
+
+"Why, is it late?"
+
+"Late! It's nearly ten o'clock," answered Natasha's voice. A rustle of
+starched petticoats and the whispering and laughter of girls' voices
+came from the adjoining room. The door was opened a crack and there was
+a glimpse of something blue, of ribbons, black hair, and merry faces. It
+was Natasha, Sonya, and Petya, who had come to see whether they were
+getting up.
+
+"Nicholas! Get up!" Natasha's voice was again heard at the door.
+
+"Directly!"
+
+Meanwhile, Petya, having found and seized the sabers in the outer room,
+with the delight boys feel at the sight of a military elder brother, and
+forgetting that it was unbecoming for the girls to see men undressed,
+opened the bedroom door.
+
+"Is this your saber?" he shouted.
+
+The girls sprang aside. Denisov hid his hairy legs under the blanket,
+looking with a scared face at his comrade for help. The door, having let
+Petya in, closed again. A sound of laughter came from behind it.
+
+"Nicholas! Come out in your dressing gown!" said Natasha's voice.
+
+"Is this your saber?" asked Petya. "Or is it yours?" he said, addressing
+the black-mustached Denisov with servile deference.
+
+Rostov hurriedly put something on his feet, drew on his dressing gown,
+and went out. Natasha had put on one spurred boot and was just getting
+her foot into the other. Sonya, when he came in, was twirling round and
+was about to expand her dresses into a balloon and sit down. They were
+dressed alike, in new pale-blue frocks, and were both fresh, rosy, and
+bright. Sonya ran away, but Natasha, taking her brother's arm, led him
+into the sitting room, where they began talking. They hardly gave one
+another time to ask questions and give replies concerning a thousand
+little matters which could not interest anyone but themselves. Natasha
+laughed at every word he said or that she said herself, not because what
+they were saying was amusing, but because she felt happy and was unable
+to control her joy which expressed itself by laughter.
+
+"Oh, how nice, how splendid!" she said to everything.
+
+Rostov felt that, under the influence of the warm rays of love, that
+childlike smile which had not once appeared on his face since he left
+home now for the first time after eighteen months again brightened his
+soul and his face.
+
+"No, but listen," she said, "now you are quite a man, aren't you? I'm
+awfully glad you're my brother." She touched his mustache. "I want to
+know what you men are like. Are you the same as we? No?"
+
+"Why did Sonya run away?" asked Rostov.
+
+"Ah, yes! That's a whole long story! How are you going to speak to her--
+thou or you?"
+
+"As may happen," said Rostov.
+
+"No, call her you, please! I'll tell you all about it some other time.
+No, I'll tell you now. You know Sonya's my dearest friend. Such a friend
+that I burned my arm for her sake. Look here!"
+
+She pulled up her muslin sleeve and showed him a red scar on her long,
+slender, delicate arm, high above the elbow on that part that is covered
+even by a ball dress.
+
+"I burned this to prove my love for her. I just heated a ruler in the
+fire and pressed it there!"
+
+Sitting on the sofa with the little cushions on its arms, in what used
+to be his old schoolroom, and looking into Natasha's wildly bright eyes,
+Rostov re-entered that world of home and childhood which had no meaning
+for anyone else, but gave him some of the best joys of his life; and the
+burning of an arm with a ruler as a proof of love did not seem to him
+senseless, he understood and was not surprised at it.
+
+"Well, and is that all?" he asked.
+
+"We are such friends, such friends! All that ruler business was just
+nonsense, but we are friends forever. She, if she loves anyone, does it
+for life, but I don't understand that, I forget quickly."
+
+"Well, what then?"
+
+"Well, she loves me and you like that."
+
+Natasha suddenly flushed.
+
+"Why, you remember before you went away?... Well, she says you are to
+forget all that.... She says: 'I shall love him always, but let him be
+free.' Isn't that lovely and noble! Yes, very noble? Isn't it?" asked
+Natasha, so seriously and excitedly that it was evident that what she
+was now saying she had talked of before, with tears.
+
+Rostov became thoughtful.
+
+"I never go back on my word," he said. "Besides, Sonya is so charming
+that only a fool would renounce such happiness."
+
+"No, no!" cried Natasha, "she and I have already talked it over. We knew
+you'd say so. But it won't do, because you see, if you say that--if you
+consider yourself bound by your promise--it will seem as if she had not
+meant it seriously. It makes it as if you were marrying her because you
+must, and that wouldn't do at all."
+
+Rostov saw that it had been well considered by them. Sonya had already
+struck him by her beauty on the preceding day. Today, when he had caught
+a glimpse of her, she seemed still more lovely. She was a charming girl
+of sixteen, evidently passionately in love with him (he did not doubt
+that for an instant). Why should he not love her now, and even marry
+her, Rostov thought, but just now there were so many other pleasures and
+interests before him! "Yes, they have taken a wise decision," he
+thought, "I must remain free."
+
+"Well then, that's excellent," said he. "We'll talk it over later on.
+Oh, how glad I am to have you!"
+
+"Well, and are you still true to Boris?" he continued.
+
+"Oh, what nonsense!" cried Natasha, laughing. "I don't think about him
+or anyone else, and I don't want anything of the kind."
+
+"Dear me! Then what are you up to now?"
+
+"Now?" repeated Natasha, and a happy smile lit up her face. "Have you
+seen Duport?"
+
+"No."
+
+"Not seen Duport--the famous dancer? Well then, you won't understand.
+That's what I'm up to."
+
+Curving her arms, Natasha held out her skirts as dancers do, ran back a
+few steps, turned, cut a caper, brought her little feet sharply
+together, and made some steps on the very tips of her toes.
+
+"See, I'm standing! See!" she said, but could not maintain herself on
+her toes any longer. "So that's what I'm up to! I'll never marry anyone,
+but will be a dancer. Only don't tell anyone."
+
+Rostov laughed so loud and merrily that Denisov, in his bedroom, felt
+envious and Natasha could not help joining in.
+
+"No, but don't you think it's nice?" she kept repeating.
+
+"Nice! And so you no longer wish to marry Boris?"
+
+Natasha flared up. "I don't want to marry anyone. And I'll tell him so
+when I see him!"
+
+"Dear me!" said Rostov.
+
+"But that's all rubbish," Natasha chattered on. "And is Denisov nice?"
+she asked.
+
+"Yes, indeed!"
+
+"Oh, well then, good-by: go and dress. Is he very terrible, Denisov?"
+
+"Why terrible?" asked Nicholas. "No, Vaska is a splendid fellow."
+
+"You call him Vaska? That's funny! And is he very nice?"
+
+"Very."
+
+"Well then, be quick. We'll all have breakfast together."
+
+And Natasha rose and went out of the room on tiptoe, like a ballet
+dancer, but smiling as only happy girls of fifteen can smile. When
+Rostov met Sonya in the drawing room, he reddened. He did not know how
+to behave with her. The evening before, in the first happy moment of
+meeting, they had kissed each other, but today they felt it could not be
+done; he felt that everybody, including his mother and sisters, was
+looking inquiringly at him and watching to see how he would behave with
+her. He kissed her hand and addressed her not as thou but as you--Sonya.
+But their eyes met and said thou, and exchanged tender kisses. Her looks
+asked him to forgive her for having dared, by Natasha's intermediacy, to
+remind him of his promise, and then thanked him for his love. His looks
+thanked her for offering him his freedom and told her that one way or
+another he would never cease to love her, for that would be impossible.
+
+"How strange it is," said Vera, selecting a moment when all were silent,
+"that Sonya and Nicholas now say you to one another and meet like
+strangers."
+
+Vera's remark was correct, as her remarks always were, but, like most of
+her observations, it made everyone feel uncomfortable, not only Sonya,
+Nicholas, and Natasha, but even the old countess, who--dreading this
+love affair which might hinder Nicholas from making a brilliant match--
+blushed like a girl.
+
+Denisov, to Rostov's surprise, appeared in the drawing room with pomaded
+hair, perfumed, and in a new uniform, looking just as smart as he made
+himself when going into battle, and he was more amiable to the ladies
+and gentlemen than Rostov had ever expected to see him.
+
+
+
+
+CHAPTER II
+
+On his return to Moscow from the army, Nicholas Rostov was welcomed by
+his home circle as the best of sons, a hero, and their darling
+Nikolenka; by his relations as a charming, attractive, and polite young
+man; by his acquaintances as a handsome lieutenant of hussars, a good
+dancer, and one of the best matches in the city.
+
+The Rostovs knew everybody in Moscow. The old count had money enough
+that year, as all his estates had been remortgaged, and so Nicholas,
+acquiring a trotter of his own, very stylish riding breeches of the
+latest cut, such as no one else yet had in Moscow, and boots of the
+latest fashion, with extremely pointed toes and small silver spurs,
+passed his time very gaily. After a short period of adapting himself to
+the old conditions of life, Nicholas found it very pleasant to be at
+home again. He felt that he had grown up and matured very much. His
+despair at failing in a Scripture examination, his borrowing money from
+Gavril to pay a sleigh driver, his kissing Sonya on the sly--he now
+recalled all this as childishness he had left immeasurably behind. Now
+he was a lieutenant of hussars, in a jacket laced with silver, and
+wearing the Cross of St. George, awarded to soldiers for bravery in
+action, and in the company of well-known, elderly, and respected racing
+men was training a trotter of his own for a race. He knew a lady on one
+of the boulevards whom he visited of an evening. He led the mazurka at
+the Arkharovs' ball, talked about the war with Field Marshal Kamenski,
+visited the English Club, and was on intimate terms with a colonel of
+forty to whom Denisov had introduced him.
+
+His passion for the Emperor had cooled somewhat in Moscow. But still, as
+he did not see him and had no opportunity of seeing him, he often spoke
+about him and about his love for him, letting it be understood that he
+had not told all and that there was something in his feelings for the
+Emperor not everyone could understand, and with his whole soul he shared
+the adoration then common in Moscow for the Emperor, who was spoken of
+as the "angel incarnate."
+
+During Rostov's short stay in Moscow, before rejoining the army, he did
+not draw closer to Sonya, but rather drifted away from her. She was very
+pretty and sweet, and evidently deeply in love with him, but he was at
+the period of youth when there seems so much to do that there is no time
+for that sort of thing and a young man fears to bind himself and prizes
+his freedom which he needs for so many other things. When he thought of
+Sonya, during this stay in Moscow, he said to himself, "Ah, there will
+be, and there are, many more such girls somewhere whom I do not yet
+know. There will be time enough to think about love when I want to, but
+now I have no time." Besides, it seemed to him that the society of women
+was rather derogatory to his manhood. He went to balls and into ladies'
+society with an affectation of doing so against his will. The races, the
+English Club, sprees with Denisov, and visits to a certain house--that
+was another matter and quite the thing for a dashing young hussar!
+
+At the beginning of March, old Count Ilya Rostov was very busy arranging
+a dinner in honor of Prince Bagration at the English Club.
+
+The count walked up and down the hall in his dressing gown, giving
+orders to the club steward and to the famous Feoktist, the club's head
+cook, about asparagus, fresh cucumbers, strawberries, veal, and fish for
+this dinner. The count had been a member and on the committee of the
+club from the day it was founded. To him the club entrusted the
+arrangement of the festival in honor of Bagration, for few men knew so
+well how to arrange a feast on an open-handed, hospitable scale, and
+still fewer men would be so well able and willing to make up out of
+their own resources what might be needed for the success of the fete.
+The club cook and the steward listened to the count's orders with
+pleased faces, for they knew that under no other management could they
+so easily extract a good profit for themselves from a dinner costing
+several thousand rubles.
+
+"Well then, mind and have cocks' comb in the turtle soup, you know!"
+
+"Shall we have three cold dishes then?" asked the cook.
+
+The count considered.
+
+"We can't have less--yes, three... the mayonnaise, that's one," said he,
+bending down a finger.
+
+"Then am I to order those large sterlets?" asked the steward.
+
+"Yes, it can't be helped if they won't take less. Ah, dear me! I was
+forgetting. We must have another entree. Ah, goodness gracious!" he
+clutched at his head. "Who is going to get me the flowers? Dmitri! Eh,
+Dmitri! Gallop off to our Moscow estate," he said to the factotum who
+appeared at his call. "Hurry off and tell Maksim, the gardener, to set
+the serfs to work. Say that everything out of the hothouses must be
+brought here well wrapped up in felt. I must have two hundred pots here
+on Friday."
+
+Having given several more orders, he was about to go to his "little
+countess" to have a rest, but remembering something else of importance,
+he returned again, called back the cook and the club steward, and again
+began giving orders. A light footstep and the clinking of spurs were
+heard at the door, and the young count, handsome, rosy, with a dark
+little mustache, evidently rested and made sleeker by his easy life in
+Moscow, entered the room.
+
+"Ah, my boy, my head's in a whirl!" said the old man with a smile, as if
+he felt a little confused before his son. "Now, if you would only help a
+bit! I must have singers too. I shall have my own orchestra, but
+shouldn't we get the gypsy singers as well? You military men like that
+sort of thing."
+
+"Really, Papa, I believe Prince Bagration worried himself less before
+the battle of Schon Grabern than you do now," said his son with a smile.
+
+The old count pretended to be angry.
+
+"Yes, you talk, but try it yourself!"
+
+And the count turned to the cook, who, with a shrewd and respectful
+expression, looked observantly and sympathetically at the father and
+son.
+
+"What have the young people come to nowadays, eh, Feoktist?" said he.
+"Laughing at us old fellows!"
+
+"That's so, your excellency, all they have to do is to eat a good
+dinner, but providing it and serving it all up, that's not their
+business!"
+
+"That's it, that's it!" exclaimed the count, and gaily seizing his son
+by both hands, he cried, "Now I've got you, so take the sleigh and pair
+at once, and go to Bezukhov's, and tell him 'Count Ilya has sent you to
+ask for strawberries and fresh pineapples.' We can't get them from
+anyone else. He's not there himself, so you'll have to go in and ask the
+princesses; and from there go on to the Rasgulyay--the coachman Ipatka
+knows--and look up the gypsy Ilyushka, the one who danced at Count
+Orlov's, you remember, in a white Cossack coat, and bring him along to
+me."
+
+"And am I to bring the gypsy girls along with him?" asked Nicholas,
+laughing. "Dear, dear!..."
+
+At that moment, with noiseless footsteps and with the businesslike,
+preoccupied, yet meekly Christian look which never left her face, Anna
+Mikhaylovna entered the hall. Though she came upon the count in his
+dressing gown every day, he invariably became confused and begged her to
+excuse his costume.
+
+"No matter at all, my dear count," she said, meekly closing her eyes.
+"But I'll go to Bezukhov's myself. Pierre has arrived, and now we shall
+get anything we want from his hothouses. I have to see him in any case.
+He has forwarded me a letter from Boris. Thank God, Boris is now on the
+staff."
+
+The count was delighted at Anna Mikhaylovna's taking upon herself one of
+his commissions and ordered the small closed carriage for her.
+
+"Tell Bezukhov to come. I'll put his name down. Is his wife with him?"
+he asked.
+
+Anna Mikhaylovna turned up her eyes, and profound sadness was depicted
+on her face.
+
+"Ah, my dear friend, he is very unfortunate," she said. "If what we hear
+is true, it is dreadful. How little we dreamed of such a thing when we
+were rejoicing at his happiness! And such a lofty angelic soul as young
+Bezukhov! Yes, I pity him from my heart, and shall try to give him what
+consolation I can."
+
+"Wh-what is the matter?" asked both the young and old Rostov.
+
+Anna Mikhaylovna sighed deeply.
+
+"Dolokhov, Mary Ivanovna's son," she said in a mysterious whisper, "has
+compromised her completely, they say. Pierre took him up, invited him to
+his house in Petersburg, and now... she has come here and that daredevil
+after her!" said Anna Mikhaylovna, wishing to show her sympathy for
+Pierre, but by involuntary intonations and a half smile betraying her
+sympathy for the "daredevil," as she called Dolokhov. "They say Pierre
+is quite broken by his misfortune."
+
+"Dear, dear! But still tell him to come to the club--it will all blow
+over. It will be a tremendous banquet."
+
+Next day, the third of March, soon after one o'clock, two hundred and
+fifty members of the English Club and fifty guests were awaiting the
+guest of honor and hero of the Austrian campaign, Prince Bagration, to
+dinner.
+
+On the first arrival of the news of the battle of Austerlitz, Moscow had
+been bewildered. At that time, the Russians were so used to victories
+that on receiving news of the defeat some would simply not believe it,
+while others sought some extraordinary explanation of so strange an
+event. In the English Club, where all who were distinguished, important,
+and well informed foregathered when the news began to arrive in
+December, nothing was said about the war and the last battle, as though
+all were in a conspiracy of silence. The men who set the tone in
+conversation--Count Rostopchin, Prince Yuri Dolgorukov, Valuev, Count
+Markov, and Prince Vyazemski--did not show themselves at the club, but
+met in private houses in intimate circles, and the Moscovites who took
+their opinions from others--Ilya Rostov among them--remained for a while
+without any definite opinion on the subject of the war and without
+leaders. The Moscovites felt that something was wrong and that to
+discuss the bad news was difficult, and so it was best to be silent. But
+after a while, just as a jury comes out of its room, the bigwigs who
+guided the club's opinion reappeared, and everybody began speaking
+clearly and definitely. Reasons were found for the incredible, unheard-
+of, and impossible event of a Russian defeat, everything became clear,
+and in all corners of Moscow the same things began to be said. These
+reasons were the treachery of the Austrians, a defective commissariat,
+the treachery of the Pole Przebyszewski and of the Frenchman Langeron,
+Kutuzov's incapacity, and (it was whispered) the youth and inexperience
+of the sovereign, who had trusted worthless and insignificant people.
+But the army, the Russian army, everyone declared, was extraordinary and
+had achieved miracles of valor. The soldiers, officers, and generals
+were heroes. But the hero of heroes was Prince Bagration, distinguished
+by his Schon Grabern affair and by the retreat from Austerlitz, where he
+alone had withdrawn his column unbroken and had all day beaten back an
+enemy force twice as numerous as his own. What also conduced to
+Bagration's being selected as Moscow's hero was the fact that he had no
+connections in the city and was a stranger there. In his person, honor
+was shown to a simple fighting Russian soldier without connections and
+intrigues, and to one who was associated by memories of the Italian
+campaign with the name of Suvorov. Moreover, paying such honor to
+Bagration was the best way of expressing disapproval and dislike of
+Kutuzov.
+
+"Had there been no Bagration, it would have been necessary to invent
+him," said the wit Shinshin, parodying the words of Voltaire. Kutuzov no
+one spoke of, except some who abused him in whispers, calling him a
+court weathercock and an old satyr.
+
+All Moscow repeated Prince Dolgorukov's saying: "If you go on modeling
+and modeling you must get smeared with clay," suggesting consolation for
+our defeat by the memory of former victories; and the words of
+Rostopchin, that French soldiers have to be incited to battle by
+highfalutin words, and Germans by logical arguments to show them that it
+is more dangerous to run away than to advance, but that Russian soldiers
+only need to be restrained and held back! On all sides, new and fresh
+anecdotes were heard of individual examples of heroism shown by our
+officers and men at Austerlitz. One had saved a standard, another had
+killed five Frenchmen, a third had loaded five cannon singlehanded. Berg
+was mentioned, by those who did not know him, as having, when wounded in
+the right hand, taken his sword in the left, and gone forward. Of
+Bolkonski, nothing was said, and only those who knew him intimately
+regretted that he had died so young, leaving a pregnant wife with his
+eccentric father.
+
+
+
+
+CHAPTER III
+
+On that third of March, all the rooms in the English Club were filled
+with a hum of conversation, like the hum of bees swarming in springtime.
+The members and guests of the club wandered hither and thither, sat,
+stood, met, and separated, some in uniform and some in evening dress,
+and a few here and there with powdered hair and in Russian kaftans.
+Powdered footmen, in livery with buckled shoes and smart stockings,
+stood at every door anxiously noting visitors' every movement in order
+to offer their services. Most of those present were elderly, respected
+men with broad, self-confident faces, fat fingers, and resolute gestures
+and voices. This class of guests and members sat in certain habitual
+places and met in certain habitual groups. A minority of those present
+were casual guests--chiefly young men, among whom were Denisov, Rostov,
+and Dolokhov--who was now again an officer in the Semenov regiment. The
+faces of these young people, especially those who were military men,
+bore that expression of condescending respect for their elders which
+seems to say to the older generation, "We are prepared to respect and
+honor you, but all the same remember that the future belongs to us."
+
+Nesvitski was there as an old member of the club. Pierre, who at his
+wife's command had let his hair grow and abandoned his spectacles, went
+about the rooms fashionably dressed but looking sad and dull. Here, as
+elsewhere, he was surrounded by an atmosphere of subservience to his
+wealth, and being in the habit of lording it over these people, he
+treated them with absent-minded contempt.
+
+By his age he should have belonged to the younger men, but by his wealth
+and connections he belonged to the groups of old and honored guests, and
+so he went from one group to another. Some of the most important old men
+were the center of groups which even strangers approached respectfully
+to hear the voices of well-known men. The largest circles formed round
+Count Rostopchin, Valuev, and Naryshkin. Rostopchin was describing how
+the Russians had been overwhelmed by flying Austrians and had had to
+force their way through them with bayonets.
+
+Valuev was confidentially telling that Uvarov had been sent from
+Petersburg to ascertain what Moscow was thinking about Austerlitz.
+
+In the third circle, Naryshkin was speaking of the meeting of the
+Austrian Council of War at which Suvorov crowed like a cock in reply to
+the nonsense talked by the Austrian generals. Shinshin, standing close
+by, tried to make a joke, saying that Kutuzov had evidently failed to
+learn from Suvorov even so simple a thing as the art of crowing like a
+cock, but the elder members glanced severely at the wit, making him feel
+that in that place and on that day, it was improper to speak so of
+Kutuzov.
+
+Count Ilya Rostov, hurried and preoccupied, went about in his soft boots
+between the dining and drawing rooms, hastily greeting the important and
+unimportant, all of whom he knew, as if they were all equals, while his
+eyes occasionally sought out his fine well-set-up young son, resting on
+him and winking joyfully at him. Young Rostov stood at a window with
+Dolokhov, whose acquaintance he had lately made and highly valued. The
+old count came up to them and pressed Dolokhov's hand.
+
+"Please come and visit us... you know my brave boy... been together out
+there... both playing the hero... Ah, Vasili Ignatovich... How d'ye do,
+old fellow?" he said, turning to an old man who was passing, but before
+he had finished his greeting there was a general stir, and a footman who
+had run in announced, with a frightened face: "He's arrived!"
+
+Bells rang, the stewards rushed forward, and--like rye shaken together
+in a shovel--the guests who had been scattered about in different rooms
+came together and crowded in the large drawing room by the door of the
+ballroom.
+
+Bagration appeared in the doorway of the anteroom without hat or sword,
+which, in accord with the club custom, he had given up to the hall
+porter. He had no lambskin cap on his head, nor had he a loaded whip
+over his shoulder, as when Rostov had seen him on the eve of the battle
+of Austerlitz, but wore a tight new uniform with Russian and foreign
+Orders, and the Star of St. George on his left breast. Evidently just
+before coming to the dinner he had had his hair and whiskers trimmed,
+which changed his appearance for the worse. There was something naively
+festive in his air, which, in conjunction with his firm and virile
+features, gave him a rather comical expression. Bekleshev and Theodore
+Uvarov, who had arrived with him, paused at the doorway to allow him, as
+the guest of honor, to enter first. Bagration was embarrassed, not
+wishing to avail himself of their courtesy, and this caused some delay
+at the doors, but after all he did at last enter first. He walked shyly
+and awkwardly over the parquet floor of the reception room, not knowing
+what to do with his hands; he was more accustomed to walk over a plowed
+field under fire, as he had done at the head of the Kursk regiment at
+Schon Grabern--and he would have found that easier. The committeemen met
+him at the first door and, expressing their delight at seeing such a
+highly honored guest, took possession of him as it were, without waiting
+for his reply, surrounded him, and led him to the drawing room. It was
+at first impossible to enter the drawing-room door for the crowd of
+members and guests jostling one another and trying to get a good look at
+Bagration over each other's shoulders, as if he were some rare animal.
+Count Ilya Rostov, laughing and repeating the words, "Make way, dear
+boy! Make way, make way!" pushed through the crowd more energetically
+than anyone, led the guests into the drawing room, and seated them on
+the center sofa. The bigwigs, the most respected members of the club,
+beset the new arrivals. Count Ilya, again thrusting his way through the
+crowd, went out of the drawing room and reappeared a minute later with
+another committeeman, carrying a large silver salver which he presented
+to Prince Bagration. On the salver lay some verses composed and printed
+in the hero's honor. Bagration, on seeing the salver, glanced around in
+dismay, as though seeking help. But all eyes demanded that he should
+submit. Feeling himself in their power, he resolutely took the salver
+with both hands and looked sternly and reproachfully at the count who
+had presented it to him. Someone obligingly took the dish from Bagration
+(or he would, it seemed, have held it till evening and have gone in to
+dinner with it) and drew his attention to the verses.
+
+"Well, I will read them, then!" Bagration seemed to say, and, fixing his
+weary eyes on the paper, began to read them with a fixed and serious
+expression. But the author himself took the verses and began reading
+them aloud. Bagration bowed his head and listened:
+
+
+Bring glory then to Alexander's reign And on the throne our Titus
+shield. A dreaded foe be thou, kindhearted as a man, A Rhipheus at home,
+a Caesar in the field! E'en fortunate Napoleon Knows by experience, now,
+Bagration, And dare not Herculean Russians trouble...
+
+But before he had finished reading, a stentorian major-domo announced
+that dinner was ready! The door opened, and from the dining room came
+the resounding strains of the polonaise:
+
+
+Conquest's joyful thunder waken, Triumph, valiant Russians, now!...
+
+and Count Rostov, glancing angrily at the author who went on reading his
+verses, bowed to Bagration. Everyone rose, feeling that dinner was more
+important than verses, and Bagration, again preceding all the rest, went
+in to dinner. He was seated in the place of honor between two
+Alexanders--Bekleshev and Naryshkin--which was a significant allusion to
+the name of the sovereign. Three hundred persons took their seats in the
+dining room, according to their rank and importance: the more important
+nearer to the honored guest, as naturally as water flows deepest where
+the land lies lowest.
+
+Just before dinner, Count Ilya Rostov presented his son to Bagration,
+who recognized him and said a few words to him, disjointed and awkward,
+as were all the words he spoke that day, and Count Ilya looked joyfully
+and proudly around while Bagration spoke to his son.
+
+Nicholas Rostov, with Denisov and his new acquaintance, Dolokhov, sat
+almost at the middle of the table. Facing them sat Pierre, beside Prince
+Nesvitski. Count Ilya Rostov with the other members of the committee sat
+facing Bagration and, as the very personification of Moscow hospitality,
+did the honors to the prince.
+
+His efforts had not been in vain. The dinner, both the Lenten and the
+other fare, was splendid, yet he could not feel quite at ease till the
+end of the meal. He winked at the butler, whispered directions to the
+footmen, and awaited each expected dish with some anxiety. Everything
+was excellent. With the second course, a gigantic sterlet (at sight of
+which Ilya Rostov blushed with self-conscious pleasure), the footmen
+began popping corks and filling the champagne glasses. After the fish,
+which made a certain sensation, the count exchanged glances with the
+other committeemen. "There will be many toasts, it's time to begin," he
+whispered, and taking up his glass, he rose. All were silent, waiting
+for what he would say.
+
+"To the health of our Sovereign, the Emperor!" he cried, and at the same
+moment his kindly eyes grew moist with tears of joy and enthusiasm. The
+band immediately struck up "Conquest's joyful thunder waken..." All rose
+and cried "Hurrah!" Bagration also rose and shouted "Hurrah!" in exactly
+the same voice in which he had shouted it on the field at Schon Grabern.
+Young Rostov's ecstatic voice could be heard above the three hundred
+others. He nearly wept. "To the health of our Sovereign, the Emperor!"
+he roared, "Hurrah!" and emptying his glass at one gulp he dashed it to
+the floor. Many followed his example, and the loud shouting continued
+for a long time. When the voices subsided, the footmen cleared away the
+broken glass and everybody sat down again, smiling at the noise they had
+made and exchanging remarks. The old count rose once more, glanced at a
+note lying beside his plate, and proposed a toast, "To the health of the
+hero of our last campaign, Prince Peter Ivanovich Bagration!" and again
+his blue eyes grew moist. "Hurrah!" cried the three hundred voices
+again, but instead of the band a choir began singing a cantata composed
+by Paul Ivanovich Kutuzov:
+
+
+Russians! O'er all barriers on! Courage conquest guarantees; Have we not
+Bagration? He brings foe men to their knees,... etc.
+
+As soon as the singing was over, another and another toast was proposed
+and Count Ilya Rostov became more and more moved, more glass was
+smashed, and the shouting grew louder. They drank to Bekleshev,
+Naryshkin, Uvarov, Dolgorukov, Apraksin, Valuev, to the committee, to
+all the club members and to all the club guests, and finally to Count
+Ilya Rostov separately, as the organizer of the banquet. At that toast,
+the count took out his handkerchief and, covering his face, wept
+outright.
+
+
+
+
+CHAPTER IV
+
+Pierre sat opposite Dolokhov and Nicholas Rostov. As usual, he ate and
+drank much, and eagerly. But those who knew him intimately noticed that
+some great change had come over him that day. He was silent all through
+dinner and looked about, blinking and scowling, or, with fixed eyes and
+a look of complete absent-mindedness, kept rubbing the bridge of his
+nose. His face was depressed and gloomy. He seemed to see and hear
+nothing of what was going on around him and to be absorbed by some
+depressing and unsolved problem.
+
+The unsolved problem that tormented him was caused by hints given by the
+princess, his cousin, at Moscow, concerning Dolokhov's intimacy with his
+wife, and by an anonymous letter he had received that morning, which in
+the mean jocular way common to anonymous letters said that he saw badly
+through his spectacles, but that his wife's connection with Dolokhov was
+a secret to no one but himself. Pierre absolutely disbelieved both the
+princess' hints and the letter, but he feared now to look at Dolokhov,
+who was sitting opposite him. Every time he chanced to meet Dolokhov's
+handsome insolent eyes, Pierre felt something terrible and monstrous
+rising in his soul and turned quickly away. Involuntarily recalling his
+wife's past and her relations with Dolokhov, Pierre saw clearly that
+what was said in the letter might be true, or might at least seem to be
+true had it not referred to his wife. He involuntarily remembered how
+Dolokhov, who had fully recovered his former position after the
+campaign, had returned to Petersburg and come to him. Availing himself
+of his friendly relations with Pierre as a boon companion, Dolokhov had
+come straight to his house, and Pierre had put him up and lent him
+money. Pierre recalled how Helene had smilingly expressed disapproval of
+Dolokhov's living at their house, and how cynically Dolokhov had praised
+his wife's beauty to him and from that time till they came to Moscow had
+not left them for a day.
+
+"Yes, he is very handsome," thought Pierre, "and I know him. It would be
+particularly pleasant to him to dishonor my name and ridicule me, just
+because I have exerted myself on his behalf, befriended him, and helped
+him. I know and understand what a spice that would add to the pleasure
+of deceiving me, if it really were true. Yes, if it were true, but I do
+not believe it. I have no right to, and can't, believe it." He
+remembered the expression Dolokhov's face assumed in his moments of
+cruelty, as when tying the policeman to the bear and dropping them into
+the water, or when he challenged a man to a duel without any reason, or
+shot a post-boy's horse with a pistol. That expression was often on
+Dolokhov's face when looking at him. "Yes, he is a bully," thought
+Pierre, "to kill a man means nothing to him. It must seem to him that
+everyone is afraid of him, and that must please him. He must think that
+I, too, am afraid of him--and in fact I am afraid of him," he thought,
+and again he felt something terrible and monstrous rising in his soul.
+Dolokhov, Denisov, and Rostov were now sitting opposite Pierre and
+seemed very gay. Rostov was talking merrily to his two friends, one of
+whom was a dashing hussar and the other a notorious duelist and rake,
+and every now and then he glanced ironically at Pierre, whose
+preoccupied, absent-minded, and massive figure was a very noticeable one
+at the dinner. Rostov looked inimically at Pierre, first because Pierre
+appeared to his hussar eyes as a rich civilian, the husband of a beauty,
+and in a word--an old woman; and secondly because Pierre in his
+preoccupation and absent-mindedness had not recognized Rostov and had
+not responded to his greeting. When the Emperor's health was drunk,
+Pierre, lost in thought, did not rise or lift his glass.
+
+"What are you about?" shouted Rostov, looking at him in an ecstasy of
+exasperation. "Don't you hear it's His Majesty the Emperor's health?"
+
+Pierre sighed, rose submissively, emptied his glass, and, waiting till
+all were seated again, turned with his kindly smile to Rostov.
+
+"Why, I didn't recognize you!" he said. But Rostov was otherwise
+engaged; he was shouting "Hurrah!"
+
+"Why don't you renew the acquaintance?" said Dolokhov to Rostov.
+
+"Confound him, he's a fool!" said Rostov.
+
+"One should make up to the husbands of pretty women," said Denisov.
+
+Pierre did not catch what they were saying, but knew they were talking
+about him. He reddened and turned away.
+
+"Well, now to the health of handsome women!" said Dolokhov, and with a
+serious expression, but with a smile lurking at the corners of his
+mouth, he turned with his glass to Pierre.
+
+"Here's to the health of lovely women, Peterkin--and their lovers!" he
+added.
+
+Pierre, with downcast eyes, drank out of his glass without looking at
+Dolokhov or answering him. The footman, who was distributing leaflets
+with Kutuzov's cantata, laid one before Pierre as one of the principal
+guests. He was just going to take it when Dolokhov, leaning across,
+snatched it from his hand and began reading it. Pierre looked at
+Dolokhov and his eyes dropped, the something terrible and monstrous that
+had tormented him all dinnertime rose and took possession of him. He
+leaned his whole massive body across the table.
+
+"How dare you take it?" he shouted.
+
+Hearing that cry and seeing to whom it was addressed, Nesvitski and the
+neighbor on his right quickly turned in alarm to Bezukhov.
+
+"Don't! Don't! What are you about?" whispered their frightened voices.
+
+Dolokhov looked at Pierre with clear, mirthful, cruel eyes, and that
+smile of his which seemed to say, "Ah! This is what I like!"
+
+"You shan't have it!" he said distinctly.
+
+Pale, with quivering lips, Pierre snatched the copy.
+
+"You...! you... scoundrel! I challenge you!" he ejaculated, and, pushing
+back his chair, he rose from the table.
+
+At the very instant he did this and uttered those words, Pierre felt
+that the question of his wife's guilt which had been tormenting him the
+whole day was finally and indubitably answered in the affirmative. He
+hated her and was forever sundered from her. Despite Denisov's request
+that he would take no part in the matter, Rostov agreed to be Dolokhov's
+second, and after dinner he discussed the arrangements for the duel with
+Nesvitski, Bezukhov's second. Pierre went home, but Rostov with Dolokhov
+and Denisov stayed on at the club till late, listening to the gypsies
+and other singers.
+
+"Well then, till tomorrow at Sokolniki," said Dolokhov, as he took leave
+of Rostov in the club porch.
+
+"And do you feel quite calm?" Rostov asked.
+
+Dolokhov paused.
+
+"Well, you see, I'll tell you the whole secret of dueling in two words.
+If you are going to fight a duel, and you make a will and write
+affectionate letters to your parents, and if you think you may be
+killed, you are a fool and are lost for certain. But go with the firm
+intention of killing your man as quickly and surely as possible, and
+then all will be right, as our bear huntsman at Kostroma used to tell
+me. 'Everyone fears a bear,' he says, 'but when you see one your fear's
+all gone, and your only thought is not to let him get away!' And that's
+how it is with me. A demain, mon cher." *
+
+
+* Till tomorrow, my dear fellow.
+
+Next day, at eight in the morning, Pierre and Nesvitski drove to the
+Sokolniki forest and found Dolokhov, Denisov, and Rostov already there.
+Pierre had the air of a man preoccupied with considerations which had no
+connection with the matter in hand. His haggard face was yellow. He had
+evidently not slept that night. He looked about distractedly and screwed
+up his eyes as if dazzled by the sun. He was entirely absorbed by two
+considerations: his wife's guilt, of which after his sleepless night he
+had not the slightest doubt, and the guiltlessness of Dolokhov, who had
+no reason to preserve the honor of a man who was nothing to him.... "I
+should perhaps have done the same thing in his place," thought Pierre.
+"It's even certain that I should have done the same, then why this duel,
+this murder? Either I shall kill him, or he will hit me in the head, or
+elbow, or knee. Can't I go away from here, run away, bury myself
+somewhere?" passed through his mind. But just at moments when such
+thoughts occurred to him, he would ask in a particularly calm and
+absent-minded way, which inspired the respect of the onlookers, "Will it
+be long? Are things ready?"
+
+When all was ready, the sabers stuck in the snow to mark the barriers,
+and the pistols loaded, Nesvitski went up to Pierre.
+
+"I should not be doing my duty, Count," he said in timid tones, "and
+should not justify your confidence and the honor you have done me in
+choosing me for your second, if at this grave, this very grave, moment I
+did not tell you the whole truth. I think there is no sufficient ground
+for this affair, or for blood to be shed over it.... You were not right,
+not quite in the right, you were impetuous..."
+
+"Oh yes, it is horribly stupid," said Pierre.
+
+"Then allow me to express your regrets, and I am sure your opponent will
+accept them," said Nesvitski (who like the others concerned in the
+affair, and like everyone in similar cases, did not yet believe that the
+affair had come to an actual duel). "You know, Count, it is much more
+honorable to admit one's mistake than to let matters become irreparable.
+There was no insult on either side. Allow me to convey...."
+
+"No! What is there to talk about?" said Pierre. "It's all the same....
+Is everything ready?" he added. "Only tell me where to go and where to
+shoot," he said with an unnaturally gentle smile.
+
+He took the pistol in his hand and began asking about the working of the
+trigger, as he had not before held a pistol in his hand--a fact that he
+did not wish to confess.
+
+"Oh yes, like that, I know, I only forgot," said he.
+
+"No apologies, none whatever," said Dolokhov to Denisov (who on his side
+had been attempting a reconciliation), and he also went up to the
+appointed place.
+
+The spot chosen for the duel was some eighty paces from the road, where
+the sleighs had been left, in a small clearing in the pine forest
+covered with melting snow, the frost having begun to break up during the
+last few days. The antagonists stood forty paces apart at the farther
+edge of the clearing. The seconds, measuring the paces, left tracks in
+the deep wet snow between the place where they had been standing and
+Nesvitski's and Dolokhov's sabers, which were stuck into the ground ten
+paces apart to mark the barrier. It was thawing and misty; at forty
+paces' distance nothing could be seen. For three minutes all had been
+ready, but they still delayed and all were silent.
+
+
+
+
+CHAPTER V
+
+"Well begin!" said Dolokhov.
+
+"All right," said Pierre, still smiling in the same way. A feeling of
+dread was in the air. It was evident that the affair so lightly begun
+could no longer be averted but was taking its course independently of
+men's will.
+
+Denisov first went to the barrier and announced: "As the adve'sawies
+have wefused a weconciliation, please pwoceed. Take your pistols, and at
+the word thwee begin to advance.
+
+"O-ne! T-wo! Thwee!" he shouted angrily and stepped aside.
+
+The combatants advanced along the trodden tracks, nearer and nearer to
+one another, beginning to see one another through the mist. They had the
+right to fire when they liked as they approached the barrier. Dolokhov
+walked slowly without raising his pistol, looking intently with his
+bright, sparkling blue eyes into his antagonist's face. His mouth wore
+its usual semblance of a smile.
+
+"So I can fire when I like!" said Pierre, and at the word "three," he
+went quickly forward, missing the trodden path and stepping into the
+deep snow. He held the pistol in his right hand at arm's length,
+apparently afraid of shooting himself with it. His left hand he held
+carefully back, because he wished to support his right hand with it and
+knew he must not do so. Having advanced six paces and strayed off the
+track into the snow, Pierre looked down at his feet, then quickly
+glanced at Dolokhov and, bending his finger as he had been shown, fired.
+Not at all expecting so loud a report, Pierre shuddered at the sound and
+then, smiling at his own sensations, stood still. The smoke, rendered
+denser by the mist, prevented him from seeing anything for an instant,
+but there was no second report as he had expected. He only heard
+Dolokhov's hurried steps, and his figure came in view through the smoke.
+He was pressing one hand to his left side, while the other clutched his
+drooping pistol. His face was pale. Rostov ran toward him and said
+something.
+
+"No-o-o!" muttered Dolokhov through his teeth, "no, it's not over." And
+after stumbling a few staggering steps right up to the saber, he sank on
+the snow beside it. His left hand was bloody; he wiped it on his coat
+and supported himself with it. His frowning face was pallid and
+quivered.
+
+"Plea..." began Dolokhov, but could not at first pronounce the word.
+
+"Please," he uttered with an effort.
+
+Pierre, hardly restraining his sobs, began running toward Dolokhov and
+was about to cross the space between the barriers, when Dolokhov cried:
+
+"To your barrier!" and Pierre, grasping what was meant, stopped by his
+saber. Only ten paces divided them. Dolokhov lowered his head to the
+snow, greedily bit at it, again raised his head, adjusted himself, drew
+in his legs and sat up, seeking a firm center of gravity. He sucked and
+swallowed the cold snow, his lips quivered but his eyes, still smiling,
+glittered with effort and exasperation as he mustered his remaining
+strength. He raised his pistol and aimed.
+
+"Sideways! Cover yourself with your pistol!" ejaculated Nesvitski.
+
+"Cover yourself!" even Denisov cried to his adversary.
+
+Pierre, with a gentle smile of pity and remorse, his arms and legs
+helplessly spread out, stood with his broad chest directly facing
+Dolokhov looked sorrowfully at him. Denisov, Rostov, and Nesvitski
+closed their eyes. At the same instant they heard a report and
+Dolokhov's angry cry.
+
+"Missed!" shouted Dolokhov, and he lay helplessly, face downwards on the
+snow.
+
+Pierre clutched his temples, and turning round went into the forest,
+trampling through the deep snow, and muttering incoherent words:
+
+"Folly... folly! Death... lies..." he repeated, puckering his face.
+
+Nesvitski stopped him and took him home.
+
+Rostov and Denisov drove away with the wounded Dolokhov.
+
+The latter lay silent in the sleigh with closed eyes and did not answer
+a word to the questions addressed to him. But on entering Moscow he
+suddenly came to and, lifting his head with an effort, took Rostov, who
+was sitting beside him, by the hand. Rostov was struck by the totally
+altered and unexpectedly rapturous and tender expression on Dolokhov's
+face.
+
+"Well? How do you feel?" he asked.
+
+"Bad! But it's not that, my friend-" said Dolokhov with a gasping voice.
+"Where are we? In Moscow, I know. I don't matter, but I have killed her,
+killed... She won't get over it! She won't survive...."
+
+"Who?" asked Rostov.
+
+"My mother! My mother, my angel, my adored angel mother," and Dolokhov
+pressed Rostov's hand and burst into tears.
+
+When he had become a little quieter, he explained to Rostov that he was
+living with his mother, who, if she saw him dying, would not survive it.
+He implored Rostov to go on and prepare her.
+
+Rostov went on ahead to do what was asked, and to his great surprise
+learned that Dolokhov the brawler, Dolokhov the bully, lived in Moscow
+with an old mother and a hunchback sister, and was the most affectionate
+of sons and brothers.
+
+
+
+
+CHAPTER VI
+
+Pierre had of late rarely seen his wife alone. Both in Petersburg and in
+Moscow their house was always full of visitors. The night after the duel
+he did not go to his bedroom but, as he often did, remained in his
+father's room, that huge room in which Count Bezukhov had died.
+
+He lay down on the sofa meaning to fall asleep and forget all that had
+happened to him, but could not do so. Such a storm of feelings,
+thoughts, and memories suddenly arose within him that he could not fall
+asleep, nor even remain in one place, but had to jump up and pace the
+room with rapid steps. Now he seemed to see her in the early days of
+their marriage, with bare shoulders and a languid, passionate look on
+her face, and then immediately he saw beside her Dolokhov's handsome,
+insolent, hard, and mocking face as he had seen it at the banquet, and
+then that same face pale, quivering, and suffering, as it had been when
+he reeled and sank on the snow.
+
+"What has happened?" he asked himself. "I have killed her lover, yes,
+killed my wife's lover. Yes, that was it! And why? How did I come to do
+it?"--"Because you married her," answered an inner voice.
+
+"But in what was I to blame?" he asked. "In marrying her without loving
+her; in deceiving yourself and her." And he vividly recalled that moment
+after supper at Prince Vasili's, when he spoke those words he had found
+so difficult to utter: "I love you." "It all comes from that! Even then
+I felt it," he thought. "I felt then that it was not so, that I had no
+right to do it. And so it turns out."
+
+He remembered his honeymoon and blushed at the recollection.
+Particularly vivid, humiliating, and shameful was the recollection of
+how one day soon after his marriage he came out of the bedroom into his
+study a little before noon in his silk dressing gown and found his head
+steward there, who, bowing respectfully, looked into his face and at his
+dressing gown and smiled slightly, as if expressing respectful
+understanding of his employer's happiness.
+
+"But how often I have felt proud of her, proud of her majestic beauty
+and social tact," thought he; "been proud of my house, in which she
+received all Petersburg, proud of her unapproachability and beauty. So
+this is what I was proud of! I then thought that I did not understand
+her. How often when considering her character I have told myself that I
+was to blame for not understanding her, for not understanding that
+constant composure and complacency and lack of all interests or desires,
+and the whole secret lies in the terrible truth that she is a depraved
+woman. Now I have spoken that terrible word to myself all has become
+clear.
+
+"Anatole used to come to borrow money from her and used to kiss her
+naked shoulders. She did not give him the money, but let herself be
+kissed. Her father in jest tried to rouse her jealousy, and she replied
+with a calm smile that she was not so stupid as to be jealous: 'Let him
+do what he pleases,' she used to say of me. One day I asked her if she
+felt any symptoms of pregnancy. She laughed contemptuously and said she
+was not a fool to want to have children, and that she was not going to
+have any children by me."
+
+Then he recalled the coarseness and bluntness of her thoughts and the
+vulgarity of the expressions that were natural to her, though she had
+been brought up in the most aristocratic circles.
+
+"I'm not such a fool.... Just you try it on.... Allez-vous promener," *
+she used to say. Often seeing the success she had with young and old men
+and women Pierre could not understand why he did not love her.
+
+
+* "You clear out of this."
+
+"Yes, I never loved her," said he to himself; "I knew she was a depraved
+woman," he repeated, "but dared not admit it to myself. And now there's
+Dolokhov sitting in the snow with a forced smile and perhaps dying,
+while meeting my remorse with some forced bravado!"
+
+Pierre was one of those people who, in spite of an appearance of what is
+called weak character, do not seek a confidant in their troubles. He
+digested his sufferings alone.
+
+"It is all, all her fault," he said to himself; "but what of that? Why
+did I bind myself to her? Why did I say 'Je vous aime' * to her, which
+was a lie, and worse than a lie? I am guilty and must endure... what? A
+slur on my name? A misfortune for life? Oh, that's nonsense," he
+thought. "The slur on my name and honor--that's all apart from myself."
+
+
+* I love you.
+
+"Louis XVI was executed because they said he was dishonorable and a
+criminal," came into Pierre's head, "and from their point of view they
+were right, as were those too who canonized him and died a martyr's
+death for his sake. Then Robespierre was beheaded for being a despot.
+Who is right and who is wrong? No one! But if you are alive--live:
+tomorrow you'll die as I might have died an hour ago. And is it worth
+tormenting oneself, when one has only a moment of life in comparison
+with eternity?"
+
+But at the moment when he imagined himself calmed by such reflections,
+she suddenly came into his mind as she was at the moments when he had
+most strongly expressed his insincere love for her, and he felt the
+blood rush to his heart and had again to get up and move about and break
+and tear whatever came to his hand. "Why did I tell her that 'Je vous
+aime'?" he kept repeating to himself. And when he had said it for the
+tenth time, Moliere's words: "Mais que diable allait-il faire dans cette
+galere?"* occurred to him, and he began to laugh at himself.
+
+
+* "But what the devil was he doing in that galley?"
+
+In the night he called his valet and told him to pack up to go to
+Petersburg. He could not imagine how he could speak to her now. He
+resolved to go away next day and leave a letter informing her of his
+intention to part from her forever.
+
+Next morning when the valet came into the room with his coffee, Pierre
+was lying asleep on the ottoman with an open book in his hand.
+
+He woke up and looked round for a while with a startled expression,
+unable to realize where he was.
+
+"The countess told me to inquire whether your excellency was at home,"
+said the valet.
+
+But before Pierre could decide what answer he would send, the countess
+herself in a white satin dressing gown embroidered with silver and with
+simply dressed hair (two immense plaits twice round her lovely head like
+a coronet) entered the room, calm and majestic, except that there was a
+wrathful wrinkle on her rather prominent marble brow. With her
+imperturbable calm she did not begin to speak in front of the valet. She
+knew of the duel and had come to speak about it. She waited till the
+valet had set down the coffee things and left the room. Pierre looked at
+her timidly over his spectacles, and like a hare surrounded by hounds
+who lays back her ears and continues to crouch motionless before her
+enemies, he tried to continue reading. But feeling this to be senseless
+and impossible, he again glanced timidly at her. She did not sit down
+but looked at him with a contemptuous smile, waiting for the valet to
+go.
+
+"Well, what's this now? What have you been up to now, I should like to
+know?" she asked sternly.
+
+"I? What have I...?" stammered Pierre.
+
+"So it seems you're a hero, eh? Come now, what was this duel about? What
+is it meant to prove? What? I ask you."
+
+Pierre turned over heavily on the ottoman and opened his mouth, but
+could not reply.
+
+"If you won't answer, I'll tell you..." Helene went on. "You believe
+everything you're told. You were told..." Helene laughed, "that Dolokhov
+was my lover," she said in French with her coarse plainness of speech,
+uttering the word amant as casually as any other word, "and you believed
+it! Well, what have you proved? What does this duel prove? That you're a
+fool, que vous etes un sot, but everybody knew that. What will be the
+result? That I shall be the laughingstock of all Moscow, that everyone
+will say that you, drunk and not knowing what you were about, challenged
+a man you are jealous of without cause." Helene raised her voice and
+became more and more excited, "A man who's a better man than you in
+every way..."
+
+"Hm... Hm...!" growled Pierre, frowning without looking at her, and not
+moving a muscle.
+
+"And how could you believe he was my lover? Why? Because I like his
+company? If you were cleverer and more agreeable, I should prefer
+yours."
+
+"Don't speak to me... I beg you," muttered Pierre hoarsely.
+
+"Why shouldn't I speak? I can speak as I like, and I tell you plainly
+that there are not many wives with husbands such as you who would not
+have taken lovers (des amants), but I have not done so," said she.
+
+Pierre wished to say something, looked at her with eyes whose strange
+expression she did not understand, and lay down again. He was suffering
+physically at that moment, there was a weight on his chest and he could
+not breathe. He knew that he must do something to put an end to this
+suffering, but what he wanted to do was too terrible.
+
+"We had better separate," he muttered in a broken voice.
+
+"Separate? Very well, but only if you give me a fortune," said Helene.
+"Separate! That's a thing to frighten me with!"
+
+Pierre leaped up from the sofa and rushed staggering toward her.
+
+"I'll kill you!" he shouted, and seizing the marble top of a table with
+a strength he had never before felt, he made a step toward her
+brandishing the slab.
+
+Helene's face became terrible, she shrieked and sprang aside. His
+father's nature showed itself in Pierre. He felt the fascination and
+delight of frenzy. He flung down the slab, broke it, and swooping down
+on her with outstretched hands shouted, "Get out!" in such a terrible
+voice that the whole house heard it with horror. God knows what he would
+have done at that moment had Helene not fled from the room.
+
+A week later Pierre gave his wife full power to control all his estates
+in Great Russia, which formed the larger part of his property, and left
+for Petersburg alone.
+
+
+
+
+CHAPTER VII
+
+Two months had elapsed since the news of the battle of Austerlitz and
+the loss of Prince Andrew had reached Bald Hills, and in spite of the
+letters sent through the embassy and all the searches made, his body had
+not been found nor was he on the list of prisoners. What was worst of
+all for his relations was the fact that there was still a possibility of
+his having been picked up on the battlefield by the people of the place
+and that he might now be lying, recovering or dying, alone among
+strangers and unable to send news of himself. The gazettes from which
+the old prince first heard of the defeat at Austerlitz stated, as usual
+very briefly and vaguely, that after brilliant engagements the Russians
+had had to retreat and had made their withdrawal in perfect order. The
+old prince understood from this official report that our army had been
+defeated. A week after the gazette report of the battle of Austerlitz
+came a letter from Kutuzov informing the prince of the fate that had
+befallen his son.
+
+"Your son," wrote Kutuzov, "fell before my eyes, a standard in his hand
+and at the head of a regiment--he fell as a hero, worthy of his father
+and his fatherland. To the great regret of myself and of the whole army
+it is still uncertain whether he is alive or not. I comfort myself and
+you with the hope that your son is alive, for otherwise he would have
+been mentioned among the officers found on the field of battle, a list
+of whom has been sent me under flag of truce."
+
+After receiving this news late in the evening, when he was alone in his
+study, the old prince went for his walk as usual next morning, but he
+was silent with his steward, the gardener, and the architect, and though
+he looked very grim he said nothing to anyone.
+
+When Princess Mary went to him at the usual hour he was working at his
+lathe and, as usual, did not look round at her.
+
+"Ah, Princess Mary!" he said suddenly in an unnatural voice, throwing
+down his chisel. (The wheel continued to revolve by its own impetus, and
+Princess Mary long remembered the dying creak of that wheel, which
+merged in her memory with what followed.)
+
+She approached him, saw his face, and something gave way within her. Her
+eyes grew dim. By the expression of her father's face, not sad, not
+crushed, but angry and working unnaturally, she saw that hanging over
+her and about to crush her was some terrible misfortune, the worst in
+life, one she had not yet experienced, irreparable and incomprehensible-
+-the death of one she loved.
+
+"Father! Andrew!"--said the ungraceful, awkward princess with such an
+indescribable charm of sorrow and self-forgetfulness that her father
+could not bear her look but turned away with a sob.
+
+"Bad news! He's not among the prisoners nor among the killed! Kutuzov
+writes..." and he screamed as piercingly as if he wished to drive the
+princess away by that scream... "Killed!"
+
+The princess did not fall down or faint. She was already pale, but on
+hearing these words her face changed and something brightened in her
+beautiful, radiant eyes. It was as if joy--a supreme joy apart from the
+joys and sorrows of this world--overflowed the great grief within her.
+She forgot all fear of her father, went up to him, took his hand, and
+drawing him down put her arm round his thin, scraggy neck.
+
+"Father," she said, "do not turn away from me, let us weep together."
+
+"Scoundrels! Blackguards!" shrieked the old man, turning his face away
+from her. "Destroying the army, destroying the men! And why? Go, go and
+tell Lise."
+
+The princess sank helplessly into an armchair beside her father and
+wept. She saw her brother now as he had been at the moment when he took
+leave of her and of Lise, his look tender yet proud. She saw him tender
+and amused as he was when he put on the little icon. "Did he believe?
+Had he repented of his unbelief? Was he now there? There in the realms
+of eternal peace and blessedness?" she thought.
+
+"Father, tell me how it happened," she asked through her tears.
+
+"Go! Go! Killed in battle, where the best of Russian men and Russia's
+glory were led to destruction. Go, Princess Mary. Go and tell Lise. I
+will follow."
+
+When Princess Mary returned from her father, the little princess sat
+working and looked up with that curious expression of inner, happy calm
+peculiar to pregnant women. It was evident that her eyes did not see
+Princess Mary but were looking within... into herself... at something
+joyful and mysterious taking place within her.
+
+"Mary," she said, moving away from the embroidery frame and lying back,
+"give me your hand." She took her sister-in-law's hand and held it below
+her waist.
+
+Her eyes were smiling expectantly, her downy lip rose and remained
+lifted in childlike happiness.
+
+Princess Mary knelt down before her and hid her face in the folds of her
+sister-in-law's dress.
+
+"There, there! Do you feel it? I feel so strange. And do you know, Mary,
+I am going to love him very much," said Lise, looking with bright and
+happy eyes at her sister-in-law.
+
+Princess Mary could not lift her head, she was weeping.
+
+"What is the matter, Mary?"
+
+"Nothing... only I feel sad... sad about Andrew," she said, wiping away
+her tears on her sister-in-law's knee.
+
+Several times in the course of the morning Princess Mary began trying to
+prepare her sister-in-law, and every time began to cry. Unobservant as
+was the little princess, these tears, the cause of which she did not
+understand, agitated her. She said nothing but looked about uneasily as
+if in search of something. Before dinner the old prince, of whom she was
+always afraid, came into her room with a peculiarly restless and malign
+expression and went out again without saying a word. She looked at
+Princess Mary, then sat thinking for a while with that expression of
+attention to something within her that is only seen in pregnant women,
+and suddenly began to cry.
+
+"Has anything come from Andrew?" she asked.
+
+"No, you know it's too soon for news. But my father is anxious and I
+feel afraid."
+
+"So there's nothing?"
+
+"Nothing," answered Princess Mary, looking firmly with her radiant eyes
+at her sister-in-law.
+
+She had determined not to tell her and persuaded her father to hide the
+terrible news from her till after her confinement, which was expected
+within a few days. Princess Mary and the old prince each bore and hid
+their grief in their own way. The old prince would not cherish any hope:
+he made up his mind that Prince Andrew had been killed, and though he
+sent an official to Austria to seek for traces of his son, he ordered a
+monument from Moscow which he intended to erect in his own garden to his
+memory, and he told everybody that his son had been killed. He tried not
+to change his former way of life, but his strength failed him. He walked
+less, ate less, slept less, and became weaker every day. Princess Mary
+hoped. She prayed for her brother as living and was always awaiting news
+of his return.
+
+
+
+
+CHAPTER VIII
+
+"Dearest," said the little princess after breakfast on the morning of
+the nineteenth March, and her downy little lip rose from old habit, but
+as sorrow was manifest in every smile, the sound of every word, and even
+every footstep in that house since the terrible news had come, so now
+the smile of the little princess--influenced by the general mood though
+without knowing its cause--was such as to remind one still more of the
+general sorrow.
+
+"Dearest, I'm afraid this morning's fruschtique *--as Foka the cook
+calls it--has disagreed with me."
+
+
+* Fruhstuck: breakfast.
+
+"What is the matter with you, my darling? You look pale. Oh, you are
+very pale!" said Princess Mary in alarm, running with her soft,
+ponderous steps up to her sister-in-law.
+
+"Your excellency, should not Mary Bogdanovna be sent for?" said one of
+the maids who was present. (Mary Bogdanovna was a midwife from the
+neighboring town, who had been at Bald Hills for the last fortnight.)
+
+"Oh yes," assented Princess Mary, "perhaps that's it. I'll go. Courage,
+my angel." She kissed Lise and was about to leave the room.
+
+"Oh, no, no!" And besides the pallor and the physical suffering on the
+little princess' face, an expression of childish fear of inevitable pain
+showed itself.
+
+"No, it's only indigestion?... Say it's only indigestion, say so, Mary!
+Say..." And the little princess began to cry capriciously like a
+suffering child and to wring her little hands even with some
+affectation. Princess Mary ran out of the room to fetch Mary Bogdanovna.
+
+"Mon Dieu! Mon Dieu! Oh!" she heard as she left the room.
+
+The midwife was already on her way to meet her, rubbing her small, plump
+white hands with an air of calm importance.
+
+"Mary Bogdanovna, I think it's beginning!" said Princess Mary looking at
+the midwife with wide-open eyes of alarm.
+
+"Well, the Lord be thanked, Princess," said Mary Bogdanovna, not
+hastening her steps. "You young ladies should not know anything about
+it."
+
+"But how is it the doctor from Moscow is not here yet?" said the
+princess. (In accordance with Lise's and Prince Andrew's wishes they had
+sent in good time to Moscow for a doctor and were expecting him at any
+moment.)
+
+"No matter, Princess, don't be alarmed," said Mary Bogdanovna. "We'll
+manage very well without a doctor."
+
+Five minutes later Princess Mary from her room heard something heavy
+being carried by. She looked out. The men servants were carrying the
+large leather sofa from Prince Andrew's study into the bedroom. On their
+faces was a quiet and solemn look.
+
+Princess Mary sat alone in her room listening to the sounds in the
+house, now and then opening her door when someone passed and watching
+what was going on in the passage. Some women passing with quiet steps in
+and out of the bedroom glanced at the princess and turned away. She did
+not venture to ask any questions, and shut the door again, now sitting
+down in her easy chair, now taking her prayer book, now kneeling before
+the icon stand. To her surprise and distress she found that her prayers
+did not calm her excitement. Suddenly her door opened softly and her old
+nurse, Praskovya Savishna, who hardly ever came to that room as the old
+prince had forbidden it, appeared on the threshold with a shawl round
+her head.
+
+"I've come to sit with you a bit, Masha," said the nurse, "and here I've
+brought the prince's wedding candles to light before his saint, my
+angel," she said with a sigh.
+
+"Oh, nurse, I'm so glad!"
+
+"God is merciful, birdie."
+
+The nurse lit the gilt candles before the icons and sat down by the door
+with her knitting. Princess Mary took a book and began reading. Only
+when footsteps or voices were heard did they look at one another, the
+princess anxious and inquiring, the nurse encouraging. Everyone in the
+house was dominated by the same feeling that Princess Mary experienced
+as she sat in her room. But owing to the superstition that the fewer the
+people who know of it the less a woman in travail suffers, everyone
+tried to pretend not to know; no one spoke of it, but apart from the
+ordinary staid and respectful good manners habitual in the prince's
+household, a common anxiety, a softening of the heart, and a
+consciousness that something great and mysterious was being accomplished
+at that moment made itself felt.
+
+There was no laughter in the maids' large hall. In the men servants'
+hall all sat waiting, silently and alert. In the outlying serfs'
+quarters torches and candles were burning and no one slept. The old
+prince, stepping on his heels, paced up and down his study and sent
+Tikhon to ask Mary Bogdanovna what news.--"Say only that 'the prince
+told me to ask,' and come and tell me her answer."
+
+"Inform the prince that labor has begun," said Mary Bogdanovna, giving
+the messenger a significant look.
+
+Tikhon went and told the prince.
+
+"Very good!" said the prince closing the door behind him, and Tikhon did
+not hear the slightest sound from the study after that.
+
+After a while he re-entered it as if to snuff the candles, and, seeing
+the prince was lying on the sofa, looked at him, noticed his perturbed
+face, shook his head, and going up to him silently kissed him on the
+shoulder and left the room without snuffing the candles or saying why he
+had entered. The most solemn mystery in the world continued its course.
+Evening passed, night came, and the feeling of suspense and softening of
+heart in the presence of the unfathomable did not lessen but increased.
+No one slept.
+
+It was one of those March nights when winter seems to wish to resume its
+sway and scatters its last snows and storms with desperate fury. A relay
+of horses had been sent up the highroad to meet the German doctor from
+Moscow who was expected every moment, and men on horseback with lanterns
+were sent to the crossroads to guide him over the country road with its
+hollows and snow-covered pools of water.
+
+Princess Mary had long since put aside her book: she sat silent, her
+luminous eyes fixed on her nurse's wrinkled face (every line of which
+she knew so well), on the lock of gray hair that escaped from under the
+kerchief, and the loose skin that hung under her chin.
+
+Nurse Savishna, knitting in hand, was telling in low tones, scarcely
+hearing or understanding her own words, what she had told hundreds of
+times before: how the late princess had given birth to Princess Mary in
+Kishenev with only a Moldavian peasant woman to help instead of a
+midwife.
+
+"God is merciful, doctors are never needed," she said.
+
+Suddenly a gust of wind beat violently against the casement of the
+window, from which the double frame had been removed (by order of the
+prince, one window frame was removed in each room as soon as the larks
+returned), and, forcing open a loosely closed latch, set the damask
+curtain flapping and blew out the candle with its chill, snowy draft.
+Princess Mary shuddered; her nurse, putting down the stocking she was
+knitting, went to the window and leaning out tried to catch the open
+casement. The cold wind flapped the ends of her kerchief and her loose
+locks of gray hair.
+
+"Princess, my dear, there's someone driving up the avenue!" she said,
+holding the casement and not closing it. "With lanterns. Most likely the
+doctor."
+
+"Oh, my God! thank God!" said Princess Mary. "I must go and meet him, he
+does not know Russian."
+
+Princess Mary threw a shawl over her head and ran to meet the newcomer.
+As she was crossing the anteroom she saw through the window a carriage
+with lanterns, standing at the entrance. She went out on the stairs. On
+a banister post stood a tallow candle which guttered in the draft. On
+the landing below, Philip, the footman, stood looking scared and holding
+another candle. Still lower, beyond the turn of the staircase, one could
+hear the footstep of someone in thick felt boots, and a voice that
+seemed familiar to Princess Mary was saying something.
+
+"Thank God!" said the voice. "And Father?"
+
+"Gone to bed," replied the voice of Demyan the house steward, who was
+downstairs.
+
+Then the voice said something more, Demyan replied, and the steps in the
+felt boots approached the unseen bend of the staircase more rapidly.
+
+"It's Andrew!" thought Princess Mary. "No it can't be, that would be too
+extraordinary," and at the very moment she thought this, the face and
+figure of Prince Andrew, in a fur cloak the deep collar of which covered
+with snow, appeared on the landing where the footman stood with the
+candle. Yes, it was he, pale, thin, with a changed and strangely
+softened but agitated expression on his face. He came up the stairs and
+embraced his sister.
+
+"You did not get my letter?" he asked, and not waiting for a reply--
+which he would not have received, for the princess was unable to speak--
+he turned back, rapidly mounted the stairs again with the doctor who had
+entered the hall after him (they had met at the last post station), and
+again embraced his sister.
+
+"What a strange fate, Masha darling!" And having taken off his cloak and
+felt boots, he went to the little princess' apartment.
+
+
+
+
+CHAPTER IX
+
+The little princess lay supported by pillows, with a white cap on her
+head (the pains had just left her). Strands of her black hair lay round
+her inflamed and perspiring cheeks, her charming rosy mouth with its
+downy lip was open and she was smiling joyfully. Prince Andrew entered
+and paused facing her at the foot of the sofa on which she was lying.
+Her glittering eyes, filled with childlike fear and excitement, rested
+on him without changing their expression. "I love you all and have done
+no harm to anyone; why must I suffer so? Help me!" her look seemed to
+say. She saw her husband, but did not realize the significance of his
+appearance before her now. Prince Andrew went round the sofa and kissed
+her forehead.
+
+"My darling!" he said--a word he had never used to her before. "God is
+merciful...."
+
+She looked at him inquiringly and with childlike reproach.
+
+"I expected help from you and I get none, none from you either!" said
+her eyes. She was not surprised at his having come; she did not realize
+that he had come. His coming had nothing to do with her sufferings or
+with their relief. The pangs began again and Mary Bogdanovna advised
+Prince Andrew to leave the room.
+
+The doctor entered. Prince Andrew went out and, meeting Princess Mary,
+again joined her. They began talking in whispers, but their talk broke
+off at every moment. They waited and listened.
+
+"Go, dear," said Princess Mary.
+
+Prince Andrew went again to his wife and sat waiting in the room next to
+hers. A woman came from the bedroom with a frightened face and became
+confused when she saw Prince Andrew. He covered his face with his hands
+and remained so for some minutes. Piteous, helpless, animal moans came
+through the door. Prince Andrew got up, went to the door, and tried to
+open it. Someone was holding it shut.
+
+"You can't come in! You can't!" said a terrified voice from within.
+
+He began pacing the room. The screaming ceased, and a few more seconds
+went by. Then suddenly a terrible shriek--it could not be hers, she
+could not scream like that--came from the bedroom. Prince Andrew ran to
+the door; the scream ceased and he heard the wail of an infant.
+
+"What have they taken a baby in there for?" thought Prince Andrew in the
+first second. "A baby? What baby...? Why is there a baby there? Or is
+the baby born?"
+
+Then suddenly he realized the joyful significance of that wail; tears
+choked him, and leaning his elbows on the window sill be began to cry,
+sobbing like a child. The door opened. The doctor with his shirt sleeves
+tucked up, without a coat, pale and with a trembling jaw, came out of
+the room. Prince Andrew turned to him, but the doctor gave him a
+bewildered look and passed by without a word. A woman rushed out and
+seeing Prince Andrew stopped, hesitating on the threshold. He went into
+his wife's room. She was lying dead, in the same position he had seen
+her in five minutes before and, despite the fixed eyes and the pallor of
+the cheeks, the same expression was on her charming childlike face with
+its upper lip covered with tiny black hair.
+
+"I love you all, and have done no harm to anyone; and what have you done
+to me?"--said her charming, pathetic, dead face.
+
+In a corner of the room something red and tiny gave a grunt and squealed
+in Mary Bogdanovna's trembling white hands.
+
+Two hours later Prince Andrew, stepping softly, went into his father's
+room. The old man already knew everything. He was standing close to the
+door and as soon as it opened his rough old arms closed like a vise
+round his son's neck, and without a word he began to sob like a child.
+
+Three days later the little princess was buried, and Prince Andrew went
+up the steps to where the coffin stood, to give her the farewell kiss.
+And there in the coffin was the same face, though with closed eyes. "Ah,
+what have you done to me?" it still seemed to say, and Prince Andrew
+felt that something gave way in his soul and that he was guilty of a sin
+he could neither remedy nor forget. He could not weep. The old man too
+came up and kissed the waxen little hands that lay quietly crossed one
+on the other on her breast, and to him, too, her face seemed to say:
+"Ah, what have you done to me, and why?" And at the sight the old man
+turned angrily away.
+
+Another five days passed, and then the young Prince Nicholas Andreevich
+was baptized. The wet nurse supported the coverlet with her chin, while
+the priest with a goose feather anointed the boy's little red and
+wrinkled soles and palms.
+
+His grandfather, who was his godfather, trembling and afraid of dropping
+him, carried the infant round the battered tin font and handed him over
+to the godmother, Princess Mary. Prince Andrew sat in another room,
+faint with fear lest the baby should be drowned in the font, and awaited
+the termination of the ceremony. He looked up joyfully at the baby when
+the nurse brought it to him and nodded approval when she told him that
+the wax with the baby's hair had not sunk in the font but had floated.
+
+
+
+
+CHAPTER X
+
+Rostov's share in Dolokhov's duel with Bezukhov was hushed up by the
+efforts of the old count, and instead of being degraded to the ranks as
+he expected he was appointed an adjutant to the governor general of
+Moscow. As a result he could not go to the country with the rest of the
+family, but was kept all summer in Moscow by his new duties. Dolokhov
+recovered, and Rostov became very friendly with him during his
+convalescence. Dolokhov lay ill at his mother's who loved him
+passionately and tenderly, and old Mary Ivanovna, who had grown fond of
+Rostov for his friendship to her Fedya, often talked to him about her
+son.
+
+"Yes, Count," she would say, "he is too noble and pure-souled for our
+present, depraved world. No one now loves virtue; it seems like a
+reproach to everyone. Now tell me, Count, was it right, was it
+honorable, of Bezukhov? And Fedya, with his noble spirit, loved him and
+even now never says a word against him. Those pranks in Petersburg when
+they played some tricks on a policeman, didn't they do it together? And
+there! Bezukhov got off scotfree, while Fedya had to bear the whole
+burden on his shoulders. Fancy what he had to go through! It's true he
+has been reinstated, but how could they fail to do that? I think there
+were not many such gallant sons of the fatherland out there as he. And
+now--this duel! Have these people no feeling, or honor? Knowing him to
+be an only son, to challenge him and shoot so straight! It's well God
+had mercy on us. And what was it for? Who doesn't have intrigues
+nowadays? Why, if he was so jealous, as I see things he should have
+shown it sooner, but he lets it go on for months. And then to call him
+out, reckoning on Fedya not fighting because he owed him money! What
+baseness! What meanness! I know you understand Fedya, my dear count;
+that, believe me, is why I am so fond of you. Few people do understand
+him. He is such a lofty, heavenly soul!"
+
+Dolokhov himself during his convalescence spoke to Rostov in a way no
+one would have expected of him.
+
+"I know people consider me a bad man!" he said. "Let them! I don't care
+a straw about anyone but those I love; but those I love, I love so that
+I would give my life for them, and the others I'd throttle if they stood
+in my way. I have an adored, a priceless mother, and two or three
+friends--you among them--and as for the rest I only care about them in
+so far as they are harmful or useful. And most of them are harmful,
+especially the women. Yes, dear boy," he continued, "I have met loving,
+noble, high-minded men, but I have not yet met any women--countesses or
+cooks--who were not venal. I have not yet met that divine purity and
+devotion I look for in women. If I found such a one I'd give my life for
+her! But those!..." and he made a gesture of contempt. "And believe me,
+if I still value my life it is only because I still hope to meet such a
+divine creature, who will regenerate, purify, and elevate me. But you
+don't understand it."
+
+"Oh, yes, I quite understand," answered Rostov, who was under his new
+friend's influence.
+
+In the autumn the Rostovs returned to Moscow. Early in the winter
+Denisov also came back and stayed with them. The first half of the
+winter of 1806, which Nicholas Rostov spent in Moscow, was one of the
+happiest, merriest times for him and the whole family. Nicholas brought
+many young men to his parents' house. Vera was a handsome girl of
+twenty; Sonya a girl of sixteen with all the charm of an opening flower;
+Natasha, half grown up and half child, was now childishly amusing, now
+girlishly enchanting.
+
+At that time in the Rostovs' house there prevailed an amorous atmosphere
+characteristic of homes where there are very young and very charming
+girls. Every young man who came to the house--seeing those
+impressionable, smiling young faces (smiling probably at their own
+happiness), feeling the eager bustle around him, and hearing the fitful
+bursts of song and music and the inconsequent but friendly prattle of
+young girls ready for anything and full of hope--experienced the same
+feeling; sharing with the young folk of the Rostovs' household a
+readiness to fall in love and an expectation of happiness.
+
+Among the young men introduced by Rostov one of the first was Dolokhov,
+whom everyone in the house liked except Natasha. She almost quarreled
+with her brother about him. She insisted that he was a bad man, and that
+in the duel with Bezukhov, Pierre was right and Dolokhov wrong, and
+further that he was disagreeable and unnatural.
+
+"There's nothing for me to understand," she cried out with resolute
+self-will, "he is wicked and heartless. There now, I like your Denisov
+though he is a rake and all that, still I like him; so you see I do
+understand. I don't know how to put it... with this one everything is
+calculated, and I don't like that. But Denisov..."
+
+"Oh, Denisov is quite different," replied Nicholas, implying that even
+Denisov was nothing compared to Dolokhov--"you must understand what a
+soul there is in Dolokhov, you should see him with his mother. What a
+heart!"
+
+"Well, I don't know about that, but I am uncomfortable with him. And do
+you know he has fallen in love with Sonya?"
+
+"What nonsense..."
+
+"I'm certain of it; you'll see."
+
+Natasha's prediction proved true. Dolokhov, who did not usually care for
+the society of ladies, began to come often to the house, and the
+question for whose sake he came (though no one spoke of it) was soon
+settled. He came because of Sonya. And Sonya, though she would never
+have dared to say so, knew it and blushed scarlet every time Dolokhov
+appeared.
+
+Dolokhov often dined at the Rostovs', never missed a performance at
+which they were present, and went to Iogel's balls for young people
+which the Rostovs always attended. He was pointedly attentive to Sonya
+and looked at her in such a way that not only could she not bear his
+glances without coloring, but even the old countess and Natasha blushed
+when they saw his looks.
+
+It was evident that this strange, strong man was under the irresistible
+influence of the dark, graceful girl who loved another.
+
+Rostov noticed something new in Dolokhov's relations with Sonya, but he
+did not explain to himself what these new relations were. "They're
+always in love with someone," he thought of Sonya and Natasha. But he
+was not as much at ease with Sonya and Dolokhov as before and was less
+frequently at home.
+
+In the autumn of 1806 everybody had again begun talking of the war with
+Napoleon with even greater warmth than the year before. Orders were
+given to raise recruits, ten men in every thousand for the regular army,
+and besides this, nine men in every thousand for the militia. Everywhere
+Bonaparte was anathematized and in Moscow nothing but the coming war was
+talked of. For the Rostov family the whole interest of these
+preparations for war lay in the fact that Nicholas would not hear of
+remaining in Moscow, and only awaited the termination of Denisov's
+furlough after Christmas to return with him to their regiment. His
+approaching departure did not prevent his amusing himself, but rather
+gave zest to his pleasures. He spent the greater part of his time away
+from home, at dinners, parties, and balls.
+
+
+
+
+CHAPTER XI
+
+On the third day after Christmas Nicholas dined at home, a thing he had
+rarely done of late. It was a grand farewell dinner, as he and Denisov
+were leaving to join their regiment after Epiphany. About twenty people
+were present, including Dolokhov and Denisov.
+
+Never had love been so much in the air, and never had the amorous
+atmosphere made itself so strongly felt in the Rostovs' house as at this
+holiday time. "Seize the moments of happiness, love and be loved! That
+is the only reality in the world, all else is folly. It is the one thing
+we are interested in here," said the spirit of the place.
+
+Nicholas, having as usual exhausted two pairs of horses, without
+visiting all the places he meant to go to and where he had been invited,
+returned home just before dinner. As soon as he entered he noticed and
+felt the tension of the amorous air in the house, and also noticed a
+curious embarrassment among some of those present. Sonya, Dolokhov, and
+the old countess were especially disturbed, and to a lesser degree
+Natasha. Nicholas understood that something must have happened between
+Sonya and Dolokhov before dinner, and with the kindly sensitiveness
+natural to him was very gentle and wary with them both at dinner. On
+that same evening there was to be one of the balls that Iogel (the
+dancing master) gave for his pupils during the holidays.
+
+"Nicholas, will you come to Iogel's? Please do!" said Natasha. "He asked
+you, and Vasili Dmitrich * is also going."
+
+
+* Denisov.
+
+"Where would I not go at the countess' command!" said Denisov, who at
+the Rostovs' had jocularly assumed the role of Natasha's knight. "I'm
+even weady to dance the pas de chale."
+
+"If I have time," answered Nicholas. "But I promised the Arkharovs; they
+have a party."
+
+"And you?" he asked Dolokhov, but as soon as he had asked the question
+he noticed that it should not have been put.
+
+"Perhaps," coldly and angrily replied Dolokhov, glancing at Sonya, and,
+scowling, he gave Nicholas just such a look as he had given Pierre at
+the club dinner.
+
+"There is something up," thought Nicholas, and he was further confirmed
+in this conclusion by the fact that Dolokhov left immediately after
+dinner. He called Natasha and asked her what was the matter.
+
+"And I was looking for you," said Natasha running out to him. "I told
+you, but you would not believe it," she said triumphantly. "He has
+proposed to Sonya!"
+
+Little as Nicholas had occupied himself with Sonya of late, something
+seemed to give way within him at this news. Dolokhov was a suitable and
+in some respects a brilliant match for the dowerless, orphan girl. From
+the point of view of the old countess and of society it was out of the
+question for her to refuse him. And therefore Nicholas' first feeling on
+hearing the news was one of anger with Sonya.... He tried to say,
+"That's capital; of course she'll forget her childish promises and
+accept the offer," but before he had time to say it Natasha began again.
+
+"And fancy! she refused him quite definitely!" adding, after a pause,
+"she told him she loved another."
+
+"Yes, my Sonya could not have done otherwise!" thought Nicholas.
+
+"Much as Mamma pressed her, she refused, and I know she won't change
+once she has said..."
+
+"And Mamma pressed her!" said Nicholas reproachfully.
+
+"Yes," said Natasha. "Do you know, Nicholas--don't be angry--but I know
+you will not marry her. I know, heaven knows how, but I know for certain
+that you won't marry her."
+
+"Now you don't know that at all!" said Nicholas. "But I must talk to
+her. What a darling Sonya is!" he added with a smile.
+
+"Ah, she is indeed a darling! I'll send her to you."
+
+And Natasha kissed her brother and ran away.
+
+A minute later Sonya came in with a frightened, guilty, and scared look.
+Nicholas went up to her and kissed her hand. This was the first time
+since his return that they had talked alone and about their love.
+
+"Sophie," he began, timidly at first and then more and more boldly, "if
+you wish to refuse one who is not only a brilliant and advantageous
+match but a splendid, noble fellow... he is my friend..."
+
+Sonya interrupted him.
+
+"I have already refused," she said hurriedly.
+
+"If you are refusing for my sake, I am afraid that I..."
+
+Sonya again interrupted. She gave him an imploring, frightened look.
+
+"Nicholas, don't tell me that!" she said.
+
+"No, but I must. It may be arrogant of me, but still it is best to say
+it. If you refuse him on my account, I must tell you the whole truth. I
+love you, and I think I love you more than anyone else...."
+
+"That is enough for me," said Sonya, blushing.
+
+"No, but I have been in love a thousand times and shall fall in love
+again, though for no one have I such a feeling of friendship,
+confidence, and love as I have for you. Then I am young. Mamma does not
+wish it. In a word, I make no promise. And I beg you to consider
+Dolokhov's offer," he said, articulating his friend's name with
+difficulty.
+
+"Don't say that to me! I want nothing. I love you as a brother and
+always shall, and I want nothing more."
+
+"You are an angel: I am not worthy of you, but I am afraid of misleading
+you."
+
+And Nicholas again kissed her hand.
+
+
+
+
+CHAPTER XII
+
+Iogel's were the most enjoyable balls in Moscow. So said the mothers as
+they watched their young people executing their newly learned steps, and
+so said the youths and maidens themselves as they danced till they were
+ready to drop, and so said the grown-up young men and women who came to
+these balls with an air of condescension and found them most enjoyable.
+That year two marriages had come of these balls. The two pretty young
+Princesses Gorchakov met suitors there and were married and so further
+increased the fame of these dances. What distinguished them from others
+was the absence of host or hostess and the presence of the good-natured
+Iogel, flying about like a feather and bowing according to the rules of
+his art, as he collected the tickets from all his visitors. There was
+the fact that only those came who wished to dance and amuse themselves
+as girls of thirteen and fourteen do who are wearing long dresses for
+the first time. With scarcely any exceptions they all were, or seemed to
+be, pretty--so rapturous were their smiles and so sparkling their eyes.
+Sometimes the best of the pupils, of whom Natasha, who was exceptionally
+graceful, was first, even danced the pas de chale, but at this last ball
+only the ecossaise, the anglaise, and the mazurka, which was just coming
+into fashion, were danced. Iogel had taken a ballroom in Bezukhov's
+house, and the ball, as everyone said, was a great success. There were
+many pretty girls and the Rostov girls were among the prettiest. They
+were both particularly happy and gay. That evening, proud of Dolokhov's
+proposal, her refusal, and her explanation with Nicholas, Sonya twirled
+about before she left home so that the maid could hardly get her hair
+plaited, and she was transparently radiant with impulsive joy.
+
+Natasha no less proud of her first long dress and of being at a real
+ball was even happier. They were both dressed in white muslin with pink
+ribbons.
+
+Natasha fell in love the very moment she entered the ballroom. She was
+not in love with anyone in particular, but with everyone. Whatever
+person she happened to look at she was in love with for that moment.
+
+"Oh, how delightful it is!" she kept saying, running up to Sonya.
+
+Nicholas and Denisov were walking up and down, looking with kindly
+patronage at the dancers.
+
+"How sweet she is--she will be a weal beauty!" said Denisov.
+
+"Who?"
+
+"Countess Natasha," answered Denisov.
+
+"And how she dances! What gwace!" he said again after a pause.
+
+"Who are you talking about?"
+
+"About your sister," ejaculated Denisov testily.
+
+Rostov smiled.
+
+"My dear count, you were one of my best pupils--you must dance," said
+little Iogel coming up to Nicholas. "Look how many charming young
+ladies-" He turned with the same request to Denisov who was also a
+former pupil of his.
+
+"No, my dear fellow, I'll be a wallflower," said Denisov. "Don't you
+wecollect what bad use I made of your lessons?"
+
+
+"Oh no!" said Iogel, hastening to reassure him. "You were only
+inattentive, but you had talent--oh yes, you had talent!"
+
+The band struck up the newly introduced mazurka. Nicholas could not
+refuse Iogel and asked Sonya to dance. Denisov sat down by the old
+ladies and, leaning on his saber and beating time with his foot, told
+them something funny and kept them amused, while he watched the young
+people dancing, Iogel with Natasha, his pride and his best pupil, were
+the first couple. Noiselessly, skillfully stepping with his little feet
+in low shoes, Iogel flew first across the hall with Natasha, who, though
+shy, went on carefully executing her steps. Denisov did not take his
+eyes off her and beat time with his saber in a way that clearly
+indicated that if he was not dancing it was because he would not and not
+because he could not. In the middle of a figure he beckoned to Rostov
+who was passing:
+
+"This is not at all the thing," he said. "What sort of Polish mazuwka is
+this? But she does dance splendidly."
+
+Knowing that Denisov had a reputation even in Poland for the masterly
+way in which he danced the mazurka, Nicholas ran up to Natasha:
+
+"Go and choose Denisov. He is a real dancer, a wonder!" he said.
+
+When it came to Natasha's turn to choose a partner, she rose and,
+tripping rapidly across in her little shoes trimmed with bows, ran
+timidly to the corner where Denisov sat. She saw that everybody was
+looking at her and waiting. Nicholas saw that Denisov was refusing
+though he smiled delightedly. He ran up to them.
+
+"Please, Vasili Dmitrich," Natasha was saying, "do come!"
+
+"Oh no, let me off, Countess," Denisov replied.
+
+"Now then, Vaska," said Nicholas.
+
+"They coax me as if I were Vaska the cat!" said Denisov jokingly.
+
+"I'll sing for you a whole evening," said Natasha.
+
+"Oh, the faiwy! She can do anything with me!" said Denisov, and he
+unhooked his saber. He came out from behind the chairs, clasped his
+partner's hand firmly, threw back his head, and advanced his foot,
+waiting for the beat. Only on horse back and in the mazurka was
+Denisov's short stature not noticeable and he looked the fine fellow he
+felt himself to be. At the right beat of the music he looked sideways at
+his partner with a merry and triumphant air, suddenly stamped with one
+foot, bounded from the floor like a ball, and flew round the room taking
+his partner with him. He glided silently on one foot half across the
+room, and seeming not to notice the chairs was dashing straight at them,
+when suddenly, clinking his spurs and spreading out his legs, he stopped
+short on his heels, stood so a second, stamped on the spot clanking his
+spurs, whirled rapidly round, and, striking his left heel against his
+right, flew round again in a circle. Natasha guessed what he meant to
+do, and abandoning herself to him followed his lead hardly knowing how.
+First he spun her round, holding her now with his left, now with his
+right hand, then falling on one knee he twirled her round him, and again
+jumping up, dashed so impetuously forward that it seemed as if he would
+rush through the whole suite of rooms without drawing breath, and then
+he suddenly stopped and performed some new and unexpected steps. When at
+last, smartly whirling his partner round in front of her chair, he drew
+up with a click of his spurs and bowed to her, Natasha did not even make
+him a curtsy. She fixed her eyes on him in amazement, smiling as if she
+did not recognize him.
+
+"What does this mean?" she brought out.
+
+Although Iogel did not acknowledge this to be the real mazurka, everyone
+was delighted with Denisov's skill, he was asked again and again as a
+partner, and the old men began smilingly to talk about Poland and the
+good old days. Denisov, flushed after the mazurka and mopping himself
+with his handkerchief, sat down by Natasha and did not leave her for the
+rest of the evening.
+
+
+
+
+CHAPTER XIII
+
+For two days after that Rostov did not see Dolokhov at his own or at
+Dolokhov's home: on the third day he received a note from him:
+
+As I do not intend to be at your house again for reasons you know of,
+and am going to rejoin my regiment, I am giving a farewell supper
+tonight to my friends--come to the English Hotel.
+
+About ten o'clock Rostov went to the English Hotel straight from the
+theater, where he had been with his family and Denisov. He was at once
+shown to the best room, which Dolokhov had taken for that evening. Some
+twenty men were gathered round a table at which Dolokhov sat between two
+candles. On the table was a pile of gold and paper money, and he was
+keeping the bank. Rostov had not seen him since his proposal and Sonya's
+refusal and felt uncomfortable at the thought of how they would meet.
+
+Dolokhov's clear, cold glance met Rostov as soon as he entered the door,
+as though he had long expected him.
+
+"It's a long time since we met," he said. "Thanks for coming. I'll just
+finish dealing, and then Ilyushka will come with his chorus."
+
+"I called once or twice at your house," said Rostov, reddening.
+
+Dolokhov made no reply.
+
+"You may punt," he said.
+
+Rostov recalled at that moment a strange conversation he had once had
+with Dolokhov. "None but fools trust to luck in play," Dolokhov had then
+said.
+
+"Or are you afraid to play with me?" Dolokhov now asked as if guessing
+Rostov's thought.
+
+Beneath his smile Rostov saw in him the mood he had shown at the club
+dinner and at other times, when as if tired of everyday life he had felt
+a need to escape from it by some strange, and usually cruel, action.
+
+Rostov felt ill at ease. He tried, but failed, to find some joke with
+which to reply to Dolokhov's words. But before he had thought of
+anything, Dolokhov, looking straight in his face, said slowly and
+deliberately so that everyone could hear:
+
+"Do you remember we had a talk about cards... 'He's a fool who trusts to
+luck, one should make certain,' and I want to try."
+
+"To try his luck or the certainty?" Rostov asked himself.
+
+"Well, you'd better not play," Dolokhov added, and springing a new pack
+of cards said: "Bank, gentlemen!"
+
+Moving the money forward he prepared to deal. Rostov sat down by his
+side and at first did not play. Dolokhov kept glancing at him.
+
+"Why don't you play?" he asked.
+
+And strange to say Nicholas felt that he could not help taking up a
+card, putting a small stake on it, and beginning to play.
+
+"I have no money with me," he said.
+
+"I'll trust you."
+
+Rostov staked five rubles on a card and lost, staked again, and again
+lost. Dolokhov "killed," that is, beat, ten cards of Rostov's running.
+
+"Gentlemen," said Dolokhov after he had dealt for some time. "Please
+place your money on the cards or I may get muddled in the reckoning."
+
+One of the players said he hoped he might be trusted.
+
+"Yes, you might, but I am afraid of getting the accounts mixed. So I ask
+you to put the money on your cards," replied Dolokhov. "Don't stint
+yourself, we'll settle afterwards," he added, turning to Rostov.
+
+The game continued; a waiter kept handing round champagne.
+
+All Rostov's cards were beaten and he had eight hundred rubles scored up
+against him. He wrote "800 rubles" on a card, but while the waiter
+filled his glass he changed his mind and altered it to his usual stake
+of twenty rubles.
+
+"Leave it," said Dolokhov, though he did not seem to be even looking at
+Rostov, "you'll win it back all the sooner. I lose to the others but win
+from you. Or are you afraid of me?" he asked again.
+
+Rostov submitted. He let the eight hundred remain and laid down a seven
+of hearts with a torn corner, which he had picked up from the floor. He
+well remembered that seven afterwards. He laid down the seven of hearts,
+on which with a broken bit of chalk he had written "800 rubles" in clear
+upright figures; he emptied the glass of warm champagne that was handed
+him, smiled at Dolokhov's words, and with a sinking heart, waiting for a
+seven to turn up, gazed at Dolokhov's hands which held the pack. Much
+depended on Rostov's winning or losing on that seven of hearts. On the
+previous Sunday the old count had given his son two thousand rubles, and
+though he always disliked speaking of money difficulties had told
+Nicholas that this was all he could let him have till May, and asked him
+to be more economical this time. Nicholas had replied that it would be
+more than enough for him and that he gave his word of honor not to take
+anything more till the spring. Now only twelve hundred rubles was left
+of that money, so that this seven of hearts meant for him not only the
+loss of sixteen hundred rubles, but the necessity of going back on his
+word. With a sinking heart he watched Dolokhov's hands and thought, "Now
+then, make haste and let me have this card and I'll take my cap and
+drive home to supper with Denisov, Natasha, and Sonya, and will
+certainly never touch a card again." At that moment his home life, jokes
+with Petya, talks with Sonya, duets with Natasha, piquet with his
+father, and even his comfortable bed in the house on the Povarskaya rose
+before him with such vividness, clearness, and charm that it seemed as
+if it were all a lost and unappreciated bliss, long past. He could not
+conceive that a stupid chance, letting the seven be dealt to the right
+rather than to the left, might deprive him of all this happiness, newly
+appreciated and newly illumined, and plunge him into the depths of
+unknown and undefined misery. That could not be, yet he awaited with a
+sinking heart the movement of Dolokhov's hands. Those broad, reddish
+hands, with hairy wrists visible from under the shirt cuffs, laid down
+the pack and took up a glass and a pipe that were handed him.
+
+"So you are not afraid to play with me?" repeated Dolokhov, and as if
+about to tell a good story he put down the cards, leaned back in his
+chair, and began deliberately with a smile:
+
+"Yes, gentlemen, I've been told there's a rumor going about Moscow that
+I'm a sharper, so I advise you to be careful."
+
+"Come now, deal!" exclaimed Rostov.
+
+"Oh, those Moscow gossips!" said Dolokhov, and he took up the cards with
+a smile.
+
+"Aah!" Rostov almost screamed lifting both hands to his head. The seven
+he needed was lying uppermost, the first card in the pack. He had lost
+more than he could pay.
+
+"Still, don't ruin yourself!" said Dolokhov with a side glance at Rostov
+as he continued to deal.
+
+
+
+
+CHAPTER XIV
+
+An hour and a half later most of the players were but little interested
+in their own play.
+
+The whole interest was concentrated on Rostov. Instead of sixteen
+hundred rubles he had a long column of figures scored against him, which
+he had reckoned up to ten thousand, but that now, as he vaguely
+supposed, must have risen to fifteen thousand. In reality it already
+exceeded twenty thousand rubles. Dolokhov was no longer listening to
+stories or telling them, but followed every movement of Rostov's hands
+and occasionally ran his eyes over the score against him. He had decided
+to play until that score reached forty-three thousand. He had fixed on
+that number because forty-three was the sum of his and Sonya's joint
+ages. Rostov, leaning his head on both hands, sat at the table which was
+scrawled over with figures, wet with spilled wine, and littered with
+cards. One tormenting impression did not leave him: that those broad-
+boned reddish hands with hairy wrists visible from under the shirt
+sleeves, those hands which he loved and hated, held him in their power.
+
+"Six hundred rubles, ace, a corner, a nine... winning it back's
+impossible... Oh, how pleasant it was at home!... The knave, double or
+quits... it can't be!... And why is he doing this to me?" Rostov
+pondered. Sometimes he staked a large sum, but Dolokhov refused to
+accept it and fixed the stake himself. Nicholas submitted to him, and at
+one moment prayed to God as he had done on the battlefield at the bridge
+over the Enns, and then guessed that the card that came first to hand
+from the crumpled heap under the table would save him, now counted the
+cords on his coat and took a card with that number and tried staking the
+total of his losses on it, then he looked round for aid from the other
+players, or peered at the now cold face of Dolokhov and tried to read
+what was passing in his mind.
+
+"He knows of course what this loss means to me. He can't want my ruin.
+Wasn't he my friend? Wasn't I fond of him? But it's not his fault.
+What's he to do if he has such luck?... And it's not my fault either,"
+he thought to himself, "I have done nothing wrong. Have I killed anyone,
+or insulted or wished harm to anyone? Why such a terrible misfortune?
+And when did it begin? Such a little while ago I came to this table with
+the thought of winning a hundred rubles to buy that casket for Mamma's
+name day and then going home. I was so happy, so free, so lighthearted!
+And I did not realize how happy I was! When did that end and when did
+this new, terrible state of things begin? What marked the change? I sat
+all the time in this same place at this table, chose and placed cards,
+and watched those broad-boned agile hands in the same way. When did it
+happen and what has happened? I am well and strong and still the same
+and in the same place. No, it can't be! Surely it will all end in
+nothing!"
+
+He was flushed and bathed in perspiration, though the room was not hot.
+His face was terrible and piteous to see, especially from its helpless
+efforts to seem calm.
+
+The score against him reached the fateful sum of forty-three thousand.
+Rostov had just prepared a card, by bending the corner of which he meant
+to double the three thousand just put down to his score, when Dolokhov,
+slamming down the pack of cards, put it aside and began rapidly adding
+up the total of Rostov's debt, breaking the chalk as he marked the
+figures in his clear, bold hand.
+
+"Supper, it's time for supper! And here are the gypsies!"
+
+Some swarthy men and women were really entering from the cold outside
+and saying something in their gypsy accents. Nicholas understood that it
+was all over; but he said in an indifferent tone:
+
+"Well, won't you go on? I had a splendid card all ready," as if it were
+the fun of the game which interested him most.
+
+"It's all up! I'm lost!" thought he. "Now a bullet through my brain--
+that's all that's left me!" And at the same time he said in a cheerful
+voice:
+
+"Come now, just this one more little card!"
+
+"All right!" said Dolokhov, having finished the addition. "All right!
+Twenty-one rubles," he said, pointing to the figure twenty-one by which
+the total exceeded the round sum of forty-three thousand; and taking up
+a pack he prepared to deal. Rostov submissively unbent the corner of his
+card and, instead of the six thousand he had intended, carefully wrote
+twenty-one.
+
+"It's all the same to me," he said. "I only want to see whether you will
+let me win this ten, or beat it."
+
+Dolokhov began to deal seriously. Oh, how Rostov detested at that moment
+those hands with their short reddish fingers and hairy wrists, which
+held him in their power.... The ten fell to him.
+
+"You owe forty-three thousand, Count," said Dolokhov, and stretching
+himself he rose from the table. "One does get tired sitting so long," he
+added.
+
+"Yes, I'm tired too," said Rostov.
+
+Dolokhov cut him short, as if to remind him that it was not for him to
+jest.
+
+"When am I to receive the money, Count?"
+
+Rostov, flushing, drew Dolokhov into the next room.
+
+"I cannot pay it all immediately. Will you take an I.O.U.?" he said.
+
+"I say, Rostov," said Dolokhov clearly, smiling and looking Nicholas
+straight in the eyes, "you know the saying, 'Lucky in love, unlucky at
+cards.' Your cousin is in love with you, I know."
+
+"Oh, it's terrible to feel oneself so in this man's power," thought
+Rostov. He knew what a shock he would inflict on his father and mother
+by the news of this loss, he knew what a relief it would be to escape it
+all, and felt that Dolokhov knew that he could save him from all this
+shame and sorrow, but wanted now to play with him as a cat does with a
+mouse.
+
+"Your cousin..." Dolokhov started to say, but Nicholas interrupted him.
+
+"My cousin has nothing to do with this and it's not necessary to mention
+her!" he exclaimed fiercely.
+
+"Then when am I to have it?"
+
+"Tomorrow," replied Rostov and left the room.
+
+
+
+
+CHAPTER XV
+
+To say "tomorrow" and keep up a dignified tone was not difficult, but to
+go home alone, see his sisters, brother, mother, and father, confess and
+ask for money he had no right to after giving his word of honor, was
+terrible.
+
+At home, they had not yet gone to bed. The young people, after returning
+from the theater, had had supper and were grouped round the clavichord.
+As soon as Nicholas entered, he was enfolded in that poetic atmosphere
+of love which pervaded the Rostov household that winter and, now after
+Dolokhov's proposal and Iogel's ball, seemed to have grown thicker round
+Sonya and Natasha as the air does before a thunderstorm. Sonya and
+Natasha, in the light-blue dresses they had worn at the theater, looking
+pretty and conscious of it, were standing by the clavichord, happy and
+smiling. Vera was playing chess with Shinshin in the drawing room. The
+old countess, waiting for the return of her husband and son, sat playing
+patience with the old gentlewoman who lived in their house. Denisov,
+with sparkling eyes and ruffled hair, sat at the clavichord striking
+chords with his short fingers, his legs thrown back and his eyes rolling
+as he sang, with his small, husky, but true voice, some verses called
+"Enchantress," which he had composed, and to which he was trying to fit
+music:
+
+
+Enchantress, say, to my forsaken lyre What magic power is this recalls
+me still? What spark has set my inmost soul on fire, What is this bliss
+that makes my fingers thrill?
+
+He was singing in passionate tones, gazing with his sparkling black-
+agate eyes at the frightened and happy Natasha.
+
+"Splendid! Excellent!" exclaimed Natasha. "Another verse," she said,
+without noticing Nicholas.
+
+"Everything's still the same with them," thought Nicholas, glancing into
+the drawing room, where he saw Vera and his mother with the old lady.
+
+"Ah, and here's Nicholas!" cried Natasha, running up to him.
+
+"Is Papa at home?" he asked.
+
+"I am so glad you've come!" said Natasha, without answering him. "We are
+enjoying ourselves! Vasili Dmitrich is staying a day longer for my sake!
+Did you know?"
+
+"No, Papa is not back yet," said Sonya.
+
+"Nicholas, have you come? Come here, dear!" called the old countess from
+the drawing room.
+
+Nicholas went to her, kissed her hand, and sitting down silently at her
+table began to watch her hands arranging the cards. From the dancing
+room, they still heard the laughter and merry voices trying to persuade
+Natasha to sing.
+
+"All wight! All wight!" shouted Denisov. "It's no good making excuses
+now! It's your turn to sing the ba'cawolla--I entweat you!"
+
+The countess glanced at her silent son.
+
+"What is the matter?" she asked.
+
+"Oh, nothing," said he, as if weary of being continually asked the same
+question. "Will Papa be back soon?"
+
+"I expect so."
+
+"Everything's the same with them. They know nothing about it! Where am I
+to go?" thought Nicholas, and went again into the dancing room where the
+clavichord stood.
+
+Sonya was sitting at the clavichord, playing the prelude to Denisov's
+favorite barcarolle. Natasha was preparing to sing. Denisov was looking
+at her with enraptured eyes.
+
+Nicholas began pacing up and down the room.
+
+"Why do they want to make her sing? How can she sing? There's nothing to
+be happy about!" thought he.
+
+Sonya struck the first chord of the prelude.
+
+"My God, I'm a ruined and dishonored man! A bullet through my brain is
+the only thing left me--not singing!" his thoughts ran on. "Go away? But
+where to? It's one--let them sing!"
+
+He continued to pace the room, looking gloomily at Denisov and the girls
+and avoiding their eyes.
+
+"Nikolenka, what is the matter?" Sonya's eyes fixed on him seemed to
+ask. She noticed at once that something had happened to him.
+
+Nicholas turned away from her. Natasha too, with her quick instinct, had
+instantly noticed her brother's condition. But, though she noticed it,
+she was herself in such high spirits at that moment, so far from sorrow,
+sadness, or self-reproach, that she purposely deceived herself as young
+people often do. "No, I am too happy now to spoil my enjoyment by
+sympathy with anyone's sorrow," she felt, and she said to herself: "No,
+I must be mistaken, he must be feeling happy, just as I am."
+
+"Now, Sonya!" she said, going to the very middle of the room, where she
+considered the resonance was best.
+
+Having lifted her head and let her arms droop lifelessly, as ballet
+dancers do, Natasha, rising energetically from her heels to her toes,
+stepped to the middle of the room and stood still.
+
+"Yes, that's me!" she seemed to say, answering the rapt gaze with which
+Denisov followed her.
+
+"And what is she so pleased about?" thought Nicholas, looking at his
+sister. "Why isn't she dull and ashamed?"
+
+Natasha took the first note, her throat swelled, her chest rose, her
+eyes became serious. At that moment she was oblivious of her
+surroundings, and from her smiling lips flowed sounds which anyone may
+produce at the same intervals and hold for the same time, but which
+leave you cold a thousand times and the thousand and first time thrill
+you and make you weep.
+
+Natasha, that winter, had for the first time begun to sing seriously,
+mainly because Denisov so delighted in her singing. She no longer sang
+as a child, there was no longer in her singing that comical, childish,
+painstaking effect that had been in it before; but she did not yet sing
+well, as all the connoisseurs who heard her said: "It is not trained,
+but it is a beautiful voice that must be trained." Only they generally
+said this some time after she had finished singing. While that untrained
+voice, with its incorrect breathing and labored transitions, was
+sounding, even the connoisseurs said nothing, but only delighted in it
+and wished to hear it again. In her voice there was a virginal
+freshness, an unconsciousness of her own powers, and an as yet untrained
+velvety softness, which so mingled with her lack of art in singing that
+it seemed as if nothing in that voice could be altered without spoiling
+it.
+
+"What is this?" thought Nicholas, listening to her with widely opened
+eyes. "What has happened to her? How she is singing today!" And suddenly
+the whole world centered for him on anticipation of the next note, the
+next phrase, and everything in the world was divided into three beats:
+"Oh mio crudele affetto."... One, two, three... one, two, three...
+One... "Oh mio crudele affetto."... One, two, three... One. "Oh, this
+senseless life of ours!" thought Nicholas. "All this misery, and money,
+and Dolokhov, and anger, and honor--it's all nonsense... but this is
+real.... Now then, Natasha, now then, dearest! Now then, darling! How
+will she take that si? She's taken it! Thank God!" And without noticing
+that he was singing, to strengthen the si he sung a second, a third
+below the high note. "Ah, God! How fine! Did I really take it? How
+fortunate!" he thought.
+
+Oh, how that chord vibrated, and how moved was something that was finest
+in Rostov's soul! And this something was apart from everything else in
+the world and above everything in the world. "What were losses, and
+Dolokhov, and words of honor?... All nonsense! One might kill and rob
+and yet be happy..."
+
+
+
+
+CHAPTER XVI
+
+It was long since Rostov had felt such enjoyment from music as he did
+that day. But no sooner had Natasha finished her barcarolle than reality
+again presented itself. He got up without saying a word and went
+downstairs to his own room. A quarter of an hour later the old count
+came in from his club, cheerful and contented. Nicholas, hearing him
+drive up, went to meet him.
+
+"Well--had a good time?" said the old count, smiling gaily and proudly
+at his son.
+
+Nicholas tried to say "Yes," but could not: and he nearly burst into
+sobs. The count was lighting his pipe and did not notice his son's
+condition.
+
+"Ah, it can't be avoided!" thought Nicholas, for the first and last
+time. And suddenly, in the most casual tone, which made him feel ashamed
+of himself, he said, as if merely asking his father to let him have the
+carriage to drive to town:
+
+"Papa, I have come on a matter of business. I was nearly forgetting. I
+need some money."
+
+"Dear me!" said his father, who was in a specially good humor. "I told
+you it would not be enough. How much?"
+
+"Very much," said Nicholas flushing, and with a stupid careless smile,
+for which he was long unable to forgive himself, "I have lost a little,
+I mean a good deal, a great deal--forty three thousand."
+
+"What! To whom?... Nonsense!" cried the count, suddenly reddening with
+an apoplectic flush over neck and nape as old people do.
+
+"I promised to pay tomorrow," said Nicholas.
+
+"Well!..." said the old count, spreading out his arms and sinking
+helplessly on the sofa.
+
+"It can't be helped It happens to everyone!" said the son, with a bold,
+free, and easy tone, while in his soul he regarded himself as a
+worthless scoundrel whose whole life could not atone for his crime. He
+longed to kiss his father's hands and kneel to beg his forgiveness, but
+said, in a careless and even rude voice, that it happens to everyone!
+
+The old count cast down his eyes on hearing his son's words and began
+bustlingly searching for something.
+
+"Yes, yes," he muttered, "it will be difficult, I fear, difficult to
+raise... happens to everybody! Yes, who has not done it?"
+
+And with a furtive glance at his son's face, the count went out of the
+room.... Nicholas had been prepared for resistance, but had not at all
+expected this.
+
+"Papa! Pa-pa!" he called after him, sobbing, "forgive me!" And seizing
+his father's hand, he pressed it to his lips and burst into tears.
+
+While father and son were having their explanation, the mother and
+daughter were having one not less important. Natasha came running to her
+mother, quite excited.
+
+"Mamma!... Mamma!... He has made me..."
+
+"Made what?"
+
+"Made, made me an offer, Mamma! Mamma!" she exclaimed.
+
+The countess did not believe her ears. Denisov had proposed. To whom? To
+this chit of a girl, Natasha, who not so long ago was playing with dolls
+and who was still having lessons.
+
+"Don't, Natasha! What nonsense!" she said, hoping it was a joke.
+
+"Nonsense, indeed! I am telling you the fact," said Natasha indignantly.
+"I come to ask you what to do, and you call it 'nonsense!'"
+
+The countess shrugged her shoulders.
+
+"If it is true that Monsieur Denisov has made you a proposal, tell him
+he is a fool, that's all!"
+
+"No, he's not a fool!" replied Natasha indignantly and seriously.
+
+"Well then, what do you want? You're all in love nowadays. Well, if you
+are in love, marry him!" said the countess, with a laugh of annoyance.
+"Good luck to you!"
+
+"No, Mamma, I'm not in love with him, I suppose I'm not in love with
+him."
+
+"Well then, tell him so."
+
+"Mamma, are you cross? Don't be cross, dear! Is it my fault?"
+
+"No, but what is it, my dear? Do you want me to go and tell him?" said
+the countess smiling.
+
+"No, I will do it myself, only tell me what to say. It's all very well
+for you," said Natasha, with a responsive smile. "You should have seen
+how he said it! I know he did not mean to say it, but it came out
+accidently."
+
+"Well, all the same, you must refuse him."
+
+"No, I mustn't. I am so sorry for him! He's so nice."
+
+"Well then, accept his offer. It's high time for you to be married,"
+answered the countess sharply and sarcastically.
+
+"No, Mamma, but I'm so sorry for him. I don't know how I'm to say it."
+
+"And there's nothing for you to say. I shall speak to him myself," said
+the countess, indignant that they should have dared to treat this little
+Natasha as grown up.
+
+"No, not on any account! I will tell him myself, and you'll listen at
+the door," and Natasha ran across the drawing room to the dancing hall,
+where Denisov was sitting on the same chair by the clavichord with his
+face in his hands.
+
+He jumped up at the sound of her light step.
+
+"Nataly," he said, moving with rapid steps toward her, "decide my fate.
+It is in your hands."
+
+"Vasili Dmitrich, I'm so sorry for you!... No, but you are so nice...
+but it won't do...not that... but as a friend, I shall always love you."
+
+Denisov bent over her hand and she heard strange sounds she did not
+understand. She kissed his rough curly black head. At this instant, they
+heard the quick rustle of the countess' dress. She came up to them.
+
+"Vasili Dmitrich, I thank you for the honor," she said, with an
+embarrassed voice, though it sounded severe to Denisov--"but my daughter
+is so young, and I thought that, as my son's friend, you would have
+addressed yourself first to me. In that case you would not have obliged
+me to give this refusal."
+
+"Countess..." said Denisov, with downcast eyes and a guilty face. He
+tried to say more, but faltered.
+
+Natasha could not remain calm, seeing him in such a plight. She began to
+sob aloud.
+
+"Countess, I have done w'ong," Denisov went on in an unsteady voice,
+"but believe me, I so adore your daughter and all your family that I
+would give my life twice over..." He looked at the countess, and seeing
+her severe face said: "Well, good-by, Countess," and kissing her hand,
+he left the room with quick resolute strides, without looking at
+Natasha.
+
+Next day Rostov saw Denisov off. He did not wish to stay another day in
+Moscow. All Denisov's Moscow friends gave him a farewell entertainment
+at the gypsies', with the result that he had no recollection of how he
+was put in the sleigh or of the first three stages of his journey.
+
+After Denisov's departure, Rostov spent another fortnight in Moscow,
+without going out of the house, waiting for the money his father could
+not at once raise, and he spent most of his time in the girls' room.
+
+Sonya was more tender and devoted to him than ever. It was as if she
+wanted to show him that his losses were an achievement that made her
+love him all the more, but Nicholas now considered himself unworthy of
+her.
+
+He filled the girls' albums with verses and music, and having at last
+sent Dolokhov the whole forty-three thousand rubles and received his
+receipt, he left at the end of November, without taking leave of any of
+his acquaintances, to overtake his regiment which was already in Poland.
+
+BOOK FIVE: 1806 - 07
+
+
+
+
+CHAPTER I
+
+After his interview with his wife Pierre left for Petersburg. At the
+Torzhok post station, either there were no horses or the postmaster
+would not supply them. Pierre was obliged to wait. Without undressing,
+he lay down on the leather sofa in front of a round table, put his big
+feet in their overboots on the table, and began to reflect.
+
+"Will you have the portmanteaus brought in? And a bed got ready, and
+tea?" asked his valet.
+
+Pierre gave no answer, for he neither heard nor saw anything. He had
+begun to think of the last station and was still pondering on the same
+question--one so important that he took no notice of what went on around
+him. Not only was he indifferent as to whether he got to Petersburg
+earlier or later, or whether he secured accommodation at this station,
+but compared to the thoughts that now occupied him it was a matter of
+indifference whether he remained there for a few hours or for the rest
+of his life.
+
+The postmaster, his wife, the valet, and a peasant woman selling Torzhok
+embroidery came into the room offering their services. Without changing
+his careless attitude, Pierre looked at them over his spectacles unable
+to understand what they wanted or how they could go on living without
+having solved the problems that so absorbed him. He had been engrossed
+by the same thoughts ever since the day he returned from Sokolniki after
+the duel and had spent that first agonizing, sleepless night. But now,
+in the solitude of the journey, they seized him with special force. No
+matter what he thought about, he always returned to these same questions
+which he could not solve and yet could not cease to ask himself. It was
+as if the thread of the chief screw which held his life together were
+stripped, so that the screw could not get in or out, but went on turning
+uselessly in the same place.
+
+The postmaster came in and began obsequiously to beg his excellency to
+wait only two hours, when, come what might, he would let his excellency
+have the courier horses. It was plain that he was lying and only wanted
+to get more money from the traveler.
+
+"Is this good or bad?" Pierre asked himself. "It is good for me, bad for
+another traveler, and for himself it's unavoidable, because he needs
+money for food; the man said an officer had once given him a thrashing
+for letting a private traveler have the courier horses. But the officer
+thrashed him because he had to get on as quickly as possible. And I,"
+continued Pierre, "shot Dolokhov because I considered myself injured,
+and Louis XVI was executed because they considered him a criminal, and a
+year later they executed those who executed him--also for some reason.
+What is bad? What is good? What should one love and what hate? What does
+one live for? And what am I? What is life, and what is death? What power
+governs all?"
+
+There was no answer to any of these questions, except one, and that not
+a logical answer and not at all a reply to them. The answer was: "You'll
+die and all will end. You'll die and know all, or cease asking." But
+dying was also dreadful.
+
+The Torzhok peddler woman, in a whining voice, went on offering her
+wares, especially a pair of goatskin slippers. "I have hundreds of
+rubles I don't know what to do with, and she stands in her tattered
+cloak looking timidly at me," he thought. "And what does she want the
+money for? As if that money could add a hair's breadth to happiness or
+peace of mind. Can anything in the world make her or me less a prey to
+evil and death?--death which ends all and must come today or tomorrow--
+at any rate, in an instant as compared with eternity." And again he
+twisted the screw with the stripped thread, and again it turned
+uselessly in the same place.
+
+His servant handed him a half-cut novel, in the form of letters, by
+Madame de Souza. He began reading about the sufferings and virtuous
+struggles of a certain Emilie de Mansfeld. "And why did she resist her
+seducer when she loved him?" he thought. "God could not have put into
+her heart an impulse that was against His will. My wife--as she once
+was--did not struggle, and perhaps she was right. Nothing has been found
+out, nothing discovered," Pierre again said to himself. "All we can know
+is that we know nothing. And that's the height of human wisdom."
+
+Everything within and around him seemed confused, senseless, and
+repellent. Yet in this very repugnance to all his circumstances Pierre
+found a kind of tantalizing satisfaction.
+
+"I make bold to ask your excellency to move a little for this
+gentleman," said the postmaster, entering the room followed by another
+traveler, also detained for lack of horses.
+
+The newcomer was a short, large-boned, yellow-faced, wrinkled old man,
+with gray bushy eyebrows overhanging bright eyes of an indefinite
+grayish color.
+
+Pierre took his feet off the table, stood up, and lay down on a bed that
+had been got ready for him, glancing now and then at the newcomer, who,
+with a gloomy and tired face, was wearily taking off his wraps with the
+aid of his servant, and not looking at Pierre. With a pair of felt boots
+on his thin bony legs, and keeping on a worn, nankeen-covered, sheepskin
+coat, the traveler sat down on the sofa, leaned back his big head with
+its broad temples and close-cropped hair, and looked at Bezukhov. The
+stern, shrewd, and penetrating expression of that look struck Pierre. He
+felt a wish to speak to the stranger, but by the time he had made up his
+mind to ask him a question about the roads, the traveler had closed his
+eyes. His shriveled old hands were folded and on the finger of one of
+them Pierre noticed a large cast iron ring with a seal representing a
+death's head. The stranger sat without stirring, either resting or, as
+it seemed to Pierre, sunk in profound and calm meditation. His servant
+was also a yellow, wrinkled old man, without beard or mustache,
+evidently not because he was shaven but because they had never grown.
+This active old servant was unpacking the traveler's canteen and
+preparing tea. He brought in a boiling samovar. When everything was
+ready, the stranger opened his eyes, moved to the table, filled a
+tumbler with tea for himself and one for the beardless old man to whom
+he passed it. Pierre began to feel a sense of uneasiness, and the need,
+even the inevitability, of entering into conversation with this
+stranger.
+
+The servant brought back his tumbler turned upside down, * with an
+unfinished bit of nibbled sugar, and asked if anything more would be
+wanted.
+
+
+* To indicate he did not want more tea.
+
+"No. Give me the book," said the stranger.
+
+The servant handed him a book which Pierre took to be a devotional work,
+and the traveler became absorbed in it. Pierre looked at him. All at
+once the stranger closed the book, putting in a marker, and again,
+leaning with his arms on the back of the sofa, sat in his former
+position with his eyes shut. Pierre looked at him and had not time to
+turn away when the old man, opening his eyes, fixed his steady and
+severe gaze straight on Pierre's face.
+
+Pierre felt confused and wished to avoid that look, but the bright old
+eyes attracted him irresistibly.
+
+
+
+
+CHAPTER II
+
+"I have the pleasure of addressing Count Bezukhov, if I am not
+mistaken," said the stranger in a deliberate and loud voice.
+
+Pierre looked silently and inquiringly at him over his spectacles.
+
+"I have heard of you, my dear sir," continued the stranger, "and of your
+misfortune." He seemed to emphasize the last word, as if to say--"Yes,
+misfortune! Call it what you please, I know that what happened to you in
+Moscow was a misfortune."--"I regret it very much, my dear sir."
+
+Pierre flushed and, hurriedly putting his legs down from the bed, bent
+forward toward the old man with a forced and timid smile.
+
+"I have not referred to this out of curiosity, my dear sir, but for
+greater reasons."
+
+He paused, his gaze still on Pierre, and moved aside on the sofa by way
+of inviting the other to take a seat beside him. Pierre felt reluctant
+to enter into conversation with this old man, but, submitting to him
+involuntarily, came up and sat down beside him.
+
+"You are unhappy, my dear sir," the stranger continued. "You are young
+and I am old. I should like to help you as far as lies in my power."
+
+"Oh, yes!" said Pierre, with a forced smile. "I am very grateful to you.
+Where are you traveling from?"
+
+The stranger's face was not genial, it was even cold and severe, but in
+spite of this, both the face and words of his new acquaintance were
+irresistibly attractive to Pierre.
+
+"But if for reason you don't feel inclined to talk to me," said the old
+man, "say so, my dear sir." And he suddenly smiled, in an unexpected and
+tenderly paternal way.
+
+"Oh no, not at all! On the contrary, I am very glad to make your
+acquaintance," said Pierre. And again, glancing at the stranger's hands,
+he looked more closely at the ring, with its skull--a masonic sign.
+
+"Allow me to ask," he said, "are you a Mason?"
+
+"Yes, I belong to the Brotherhood of the Freemasons," said the stranger,
+looking deeper and deeper into Pierre's eyes. "And in their name and my
+own I hold out a brotherly hand to you."
+
+"I am afraid," said Pierre, smiling, and wavering between the confidence
+the personality of the Freemason inspired in him and his own habit of
+ridiculing the masonic beliefs--"I am afraid I am very far from
+understanding--how am I to put it?--I am afraid my way of looking at the
+world is so opposed to yours that we shall not understand one another."
+
+"I know your outlook," said the Mason, "and the view of life you
+mention, and which you think is the result of your own mental efforts,
+is the one held by the majority of people, and is the invariable fruit
+of pride, indolence, and ignorance. Forgive me, my dear sir, but if I
+had not known it I should not have addressed you. Your view of life is a
+regrettable delusion."
+
+"Just as I may suppose you to be deluded," said Pierre, with a faint
+smile.
+
+"I should never dare to say that I know the truth," said the Mason,
+whose words struck Pierre more and more by their precision and firmness.
+"No one can attain to truth by himself. Only by laying stone on stone
+with the cooperation of all, by the millions of generations from our
+forefather Adam to our own times, is that temple reared which is to be a
+worthy dwelling place of the Great God," he added, and closed his eyes.
+
+"I ought to tell you that I do not believe... do not believe in God,"
+said Pierre, regretfully and with an effort, feeling it essential to
+speak the whole truth.
+
+The Mason looked intently at Pierre and smiled as a rich man with
+millions in hand might smile at a poor fellow who told him that he, poor
+man, had not the five rubles that would make him happy.
+
+"Yes, you do not know Him, my dear sir," said the Mason. "You cannot
+know Him. You do not know Him and that is why you are unhappy."
+
+"Yes, yes, I am unhappy," assented Pierre. "But what am I to do?"
+
+"You know Him not, my dear sir, and so you are very unhappy. You do not
+know Him, but He is here, He is in me, He is in my words, He is in thee,
+and even in those blasphemous words thou hast just uttered!" pronounced
+the Mason in a stern and tremulous voice.
+
+He paused and sighed, evidently trying to calm himself.
+
+"If He were not," he said quietly, "you and I would not be speaking of
+Him, my dear sir. Of what, of whom, are we speaking? Whom hast thou
+denied?" he suddenly asked with exulting austerity and authority in his
+voice. "Who invented Him, if He did not exist? Whence came thy
+conception of the existence of such an incomprehensible Being? didst
+thou, and why did the whole world, conceive the idea of the existence of
+such an incomprehensible Being, a Being all-powerful, eternal, and
+infinite in all His attributes?..."
+
+He stopped and remained silent for a long time.
+
+Pierre could not and did not wish to break this silence.
+
+"He exists, but to understand Him is hard," the Mason began again,
+looking not at Pierre but straight before him, and turning the leaves of
+his book with his old hands which from excitement he could not keep
+still. "If it were a man whose existence thou didst doubt I could bring
+him to thee, could take him by the hand and show him to thee. But how
+can I, an insignificant mortal, show His omnipotence, His infinity, and
+all His mercy to one who is blind, or who shuts his eyes that he may not
+see or understand Him and may not see or understand his own vileness and
+sinfulness?" He paused again. "Who art thou? Thou dreamest that thou art
+wise because thou couldst utter those blasphemous words," he went on,
+with a somber and scornful smile. "And thou art more foolish and
+unreasonable than a little child, who, playing with the parts of a
+skillfully made watch, dares to say that, as he does not understand its
+use, he does not believe in the master who made it. To know Him is
+hard.... For ages, from our forefather Adam to our own day, we labor to
+attain that knowledge and are still infinitely far from our aim; but in
+our lack of understanding we see only our weakness and His
+greatness...."
+
+Pierre listened with swelling heart, gazing into the Mason's face with
+shining eyes, not interrupting or questioning him, but believing with
+his whole soul what the stranger said. Whether he accepted the wise
+reasoning contained in the Mason's words, or believed as a child
+believes, in the speaker's tone of conviction and earnestness, or the
+tremor of the speaker's voice--which sometimes almost broke--or those
+brilliant aged eyes grown old in this conviction, or the calm firmness
+and certainty of his vocation, which radiated from his whole being (and
+which struck Pierre especially by contrast with his own dejection and
+hopelessness)--at any rate, Pierre longed with his whole soul to believe
+and he did believe, and felt a joyful sense of comfort, regeneration,
+and return to life.
+
+"He is not to be apprehended by reason, but by life," said the Mason.
+
+"I do not understand," said Pierre, feeling with dismay doubts
+reawakening. He was afraid of any want of clearness, any weakness, in
+the Mason's arguments; he dreaded not to be able to believe in him. "I
+don't understand," he said, "how it is that the mind of man cannot
+attain the knowledge of which you speak."
+
+The Mason smiled with his gentle fatherly smile.
+
+"The highest wisdom and truth are like the purest liquid we may wish to
+imbibe," he said. "Can I receive that pure liquid into an impure vessel
+and judge of its purity? Only by the inner purification of myself can I
+retain in some degree of purity the liquid I receive."
+
+"Yes, yes, that is so," said Pierre joyfully.
+
+"The highest wisdom is not founded on reason alone, not on those worldly
+sciences of physics, history, chemistry, and the like, into which
+intellectual knowledge is divided. The highest wisdom is one. The
+highest wisdom has but one science--the science of the whole--the
+science explaining the whole creation and man's place in it. To receive
+that science it is necessary to purify and renew one's inner self, and
+so before one can know, it is necessary to believe and to perfect one's
+self. And to attain this end, we have the light called conscience that
+God has implanted in our souls."
+
+"Yes, yes," assented Pierre.
+
+"Look then at thy inner self with the eyes of the spirit, and ask
+thyself whether thou art content with thyself. What hast thou attained
+relying on reason only? What art thou? You are young, you are rich, you
+are clever, you are well educated. And what have you done with all these
+good gifts? Are you content with yourself and with your life?"
+
+"No, I hate my life," Pierre muttered, wincing.
+
+"Thou hatest it. Then change it, purify thyself; and as thou art
+purified, thou wilt gain wisdom. Look at your life, my dear sir. How
+have you spent it? In riotous orgies and debauchery, receiving
+everything from society and giving nothing in return. You have become
+the possessor of wealth. How have you used it? What have you done for
+your neighbor? Have you ever thought of your tens of thousands of
+slaves? Have you helped them physically and morally? No! You have
+profited by their toil to lead a profligate life. That is what you have
+done. Have you chosen a post in which you might be of service to your
+neighbor? No! You have spent your life in idleness. Then you married, my
+dear sir--took on yourself responsibility for the guidance of a young
+woman; and what have you done? You have not helped her to find the way
+of truth, my dear sir, but have thrust her into an abyss of deceit and
+misery. A man offended you and you shot him, and you say you do not know
+God and hate your life. There is nothing strange in that, my dear sir!"
+
+After these words, the Mason, as if tired by his long discourse, again
+leaned his arms on the back of the sofa and closed his eyes. Pierre
+looked at that aged, stern, motionless, almost lifeless face and moved
+his lips without uttering a sound. He wished to say, "Yes, a vile, idle,
+vicious life!" but dared not break the silence.
+
+The Mason cleared his throat huskily, as old men do, and called his
+servant.
+
+"How about the horses?" he asked, without looking at Pierre.
+
+"The exchange horses have just come," answered the servant. "Will you
+not rest here?"
+
+"No, tell them to harness."
+
+"Can he really be going away leaving me alone without having told me
+all, and without promising to help me?" thought Pierre, rising with
+downcast head; and he began to pace the room, glancing occasionally at
+the Mason. "Yes, I never thought of it, but I have led a contemptible
+and profligate life, though I did not like it and did not want to,"
+thought Pierre. "But this man knows the truth and, if he wished to,
+could disclose it to me."
+
+Pierre wished to say this to the Mason, but did not dare to. The
+traveler, having packed his things with his practiced hands, began
+fastening his coat. When he had finished, he turned to Bezukhov, and
+said in a tone of indifferent politeness:
+
+"Where are you going to now, my dear sir?"
+
+"I?... I'm going to Petersburg," answered Pierre, in a childlike,
+hesitating voice. "I thank you. I agree with all you have said. But do
+not suppose me to be so bad. With my whole soul I wish to be what you
+would have me be, but I have never had help from anyone.... But it is I,
+above all, who am to blame for everything. Help me, teach me, and
+perhaps I may..."
+
+Pierre could not go on. He gulped and turned away.
+
+The Mason remained silent for a long time, evidently considering.
+
+"Help comes from God alone," he said, "but such measure of help as our
+Order can bestow it will render you, my dear sir. You are going to
+Petersburg. Hand this to Count Willarski" (he took out his notebook and
+wrote a few words on a large sheet of paper folded in four). "Allow me
+to give you a piece of advice. When you reach the capital, first of all
+devote some time to solitude and self-examination and do not resume your
+former way of life. And now I wish you a good journey, my dear sir," he
+added, seeing that his servant had entered... "and success."
+
+The traveler was Joseph Alexeevich Bazdeev, as Pierre saw from the
+postmaster's book. Bazdeev had been one of the best-known Freemasons and
+Martinists, even in Novikov's time. For a long while after he had gone,
+Pierre did not go to bed or order horses but paced up and down the room,
+pondering over his vicious past, and with a rapturous sense of beginning
+anew pictured to himself the blissful, irreproachable, virtuous future
+that seemed to him so easy. It seemed to him that he had been vicious
+only because he had somehow forgotten how good it is to be virtuous. Not
+a trace of his former doubts remained in his soul. He firmly believed in
+the possibility of the brotherhood of men united in the aim of
+supporting one another in the path of virtue, and that is how
+Freemasonry presented itself to him.
+
+
+
+
+CHAPTER III
+
+On reaching Petersburg Pierre did not let anyone know of his arrival, he
+went nowhere and spent whole days in reading Thomas a Kempis, whose book
+had been sent him by someone unknown. One thing he continually realized
+as he read that book: the joy, hitherto unknown to him, of believing in
+the possibility of attaining perfection, and in the possibility of
+active brotherly love among men, which Joseph Alexeevich had revealed to
+him. A week after his arrival, the young Polish count, Willarski, whom
+Pierre had known slightly in Petersburg society, came into his room one
+evening in the official and ceremonious manner in which Dolokhov's
+second had called on him, and, having closed the door behind him and
+satisfied himself that there was nobody else in the room, addressed
+Pierre.
+
+"I have come to you with a message and an offer, Count," he said without
+sitting down. "A person of very high standing in our Brotherhood has
+made application for you to be received into our Order before the usual
+term and has proposed to me to be your sponsor. I consider it a sacred
+duty to fulfill that person's wishes. Do you wish to enter the
+Brotherhood of Freemasons under my sponsorship?"
+
+The cold, austere tone of this man, whom he had almost always before met
+at balls, amiably smiling in the society of the most brilliant women,
+surprised Pierre.
+
+"Yes, I do wish it," said he.
+
+Willarski bowed his head.
+
+"One more question, Count," he said, "which I beg you to answer in all
+sincerity--not as a future Mason but as an honest man: have you
+renounced your former convictions--do you believe in God?"
+
+Pierre considered.
+
+"Yes... yes, I believe in God," he said.
+
+"In that case..." began Willarski, but Pierre interrupted him.
+
+"Yes, I do believe in God," he repeated.
+
+"In that case we can go," said Willarski. "My carriage is at your
+service."
+
+Willarski was silent throughout the drive. To Pierre's inquiries as to
+what he must do and how he should answer, Willarski only replied that
+brothers more worthy than he would test him and that Pierre had only to
+tell the truth.
+
+Having entered the courtyard of a large house where the Lodge had its
+headquarters, and having ascended a dark staircase, they entered a small
+well-lit anteroom where they took off their cloaks without the aid of a
+servant. From there they passed into another room. A man in strange
+attire appeared at the door. Willarski, stepping toward him, said
+something to him in French in an undertone and then went up to a small
+wardrobe in which Pierre noticed garments such as he had never seen
+before. Having taken a kerchief from the cupboard, Willarski bound
+Pierre's eyes with it and tied it in a knot behind, catching some hairs
+painfully in the knot. Then he drew his face down, kissed him, and
+taking him by the hand led him forward. The hairs tied in the knot hurt
+Pierre and there were lines of pain on his face and a shamefaced smile.
+His huge figure, with arms hanging down and with a puckered, though
+smiling face, moved after Willarski with uncertain, timid steps.
+
+Having led him about ten paces, Willarski stopped.
+
+"Whatever happens to you," he said, "you must bear it all manfully if
+you have firmly resolved to join our Brotherhood." (Pierre nodded
+affirmatively.) "When you hear a knock at the door, you will uncover
+your eyes," added Willarski. "I wish you courage and success," and,
+pressing Pierre's hand, he went out.
+
+Left alone, Pierre went on smiling in the same way. Once or twice he
+shrugged his shoulders and raised his hand to the kerchief, as if
+wishing to take it off, but let it drop again. The five minutes spent
+with his eyes bandaged seemed to him an hour. His arms felt numb, his
+legs almost gave way, it seemed to him that he was tired out. He
+experienced a variety of most complex sensations. He felt afraid of what
+would happen to him and still more afraid of showing his fear. He felt
+curious to know what was going to happen and what would be revealed to
+him; but most of all, he felt joyful that the moment had come when he
+would at last start on that path of regeneration and on the actively
+virtuous life of which he had been dreaming since he met Joseph
+Alexeevich. Loud knocks were heard at the door. Pierre took the bandage
+off his eyes and glanced around him. The room was in black darkness,
+only a small lamp was burning inside something white. Pierre went nearer
+and saw that the lamp stood on a black table on which lay an open book.
+The book was the Gospel, and the white thing with the lamp inside was a
+human skull with its cavities and teeth. After reading the first words
+of the Gospel: "In the beginning was the Word and the Word was with
+God," Pierre went round the table and saw a large open box filled with
+something. It was a coffin with bones inside. He was not at all
+surprised by what he saw. Hoping to enter on an entirely new life quite
+unlike the old one, he expected everything to be unusual, even more
+unusual than what he was seeing. A skull, a coffin, the Gospel--it
+seemed to him that he had expected all this and even more. Trying to
+stimulate his emotions he looked around. "God, death, love, the
+brotherhood of man," he kept saying to himself, associating these words
+with vague yet joyful ideas. The door opened and someone came in.
+
+By the dim light, to which Pierre had already become accustomed, he saw
+a rather short man. Having evidently come from the light into the
+darkness, the man paused, then moved with cautious steps toward the
+table and placed on it his small leather-gloved hands.
+
+This short man had on a white leather apron which covered his chest and
+part of his legs; he had on a kind of necklace above which rose a high
+white ruffle, outlining his rather long face which was lit up from
+below.
+
+"For what have you come hither?" asked the newcomer, turning in Pierre's
+direction at a slight rustle made by the latter. "Why have you, who do
+not believe in the truth of the light and who have not seen the light,
+come here? What do you seek from us? Wisdom, virtue, enlightenment?"
+
+At the moment the door opened and the stranger came in, Pierre felt a
+sense of awe and veneration such as he had experienced in his boyhood at
+confession; he felt himself in the presence of one socially a complete
+stranger, yet nearer to him through the brotherhood of man. With bated
+breath and beating heart he moved toward the Rhetor (by which name the
+brother who prepared a seeker for entrance into the Brotherhood was
+known). Drawing nearer, he recognized in the Rhetor a man he knew,
+Smolyaninov, and it mortified him to think that the newcomer was an
+acquaintance--he wished him simply a brother and a virtuous instructor.
+For a long time he could not utter a word, so that the Rhetor had to
+repeat his question.
+
+"Yes... I... I... desire regeneration," Pierre uttered with difficulty.
+
+"Very well," said Smolyaninov, and went on at once: "Have you any idea
+of the means by which our holy Order will help you to reach your aim?"
+said he quietly and quickly.
+
+"I... hope... for guidance... help... in regeneration," said Pierre,
+with a trembling voice and some difficulty in utterance due to his
+excitement and to being unaccustomed to speak of abstract matters in
+Russian.
+
+"What is your conception of Freemasonry?"
+
+"I imagine that Freemasonry is the fraternity and equality of men who
+have virtuous aims," said Pierre, feeling ashamed of the inadequacy of
+his words for the solemnity of the moment, as he spoke. "I imagine..."
+
+"Good!" said the Rhetor quickly, apparently satisfied with this answer.
+"Have you sought for means of attaining your aim in religion?"
+
+"No, I considered it erroneous and did not follow it," said Pierre, so
+softly that the Rhetor did not hear him and asked him what he was
+saying. "I have been an atheist," answered Pierre.
+
+"You are seeking for truth in order to follow its laws in your life,
+therefore you seek wisdom and virtue. Is that not so?" said the Rhetor,
+after a moment's pause.
+
+"Yes, yes," assented Pierre.
+
+The Rhetor cleared his throat, crossed his gloved hands on his breast,
+and began to speak.
+
+"Now I must disclose to you the chief aim of our Order," he said, "and
+if this aim coincides with yours, you may enter our Brotherhood with
+profit. The first and chief object of our Order, the foundation on which
+it rests and which no human power can destroy, is the preservation and
+handing on to posterity of a certain important mystery... which has come
+down to us from the remotest ages, even from the first man--a mystery on
+which perhaps the fate of mankind depends. But since this mystery is of
+such a nature that nobody can know or use it unless he be prepared by
+long and diligent self-purification, not everyone can hope to attain it
+quickly. Hence we have a secondary aim, that of preparing our members as
+much as possible to reform their hearts, to purify and enlighten their
+minds, by means handed on to us by tradition from those who have striven
+to attain this mystery, and thereby to render them capable of receiving
+it.
+
+"By purifying and regenerating our members we try, thirdly, to improve
+the whole human race, offering it in our members an example of piety and
+virtue, and thereby try with all our might to combat the evil which
+sways the world. Think this over and I will come to you again."
+
+"To combat the evil which sways the world..." Pierre repeated, and a
+mental image of his future activity in this direction rose in his mind.
+He imagined men such as he had himself been a fortnight ago, and he
+addressed an edifying exhortation to them. He imagined to himself
+vicious and unfortunate people whom he would assist by word and deed,
+imagined oppressors whose victims he would rescue. Of the three objects
+mentioned by the Rhetor, this last, that of improving mankind,
+especially appealed to Pierre. The important mystery mentioned by the
+Rhetor, though it aroused his curiosity, did not seem to him essential,
+and the second aim, that of purifying and regenerating himself, did not
+much interest him because at that moment he felt with delight that he
+was already perfectly cured of his former faults and was ready for all
+that was good.
+
+Half an hour later, the Rhetor returned to inform the seeker of the
+seven virtues, corresponding to the seven steps of Solomon's temple,
+which every Freemason should cultivate in himself. These virtues were:
+1. Discretion, the keeping of the secrets of the Order. 2. Obedience to
+those of higher ranks in the Order. 3. Morality. 4. Love of mankind. 5.
+Courage. 6. Generosity. 7. The love of death.
+
+"In the seventh place, try, by the frequent thought of death," the
+Rhetor said, "to bring yourself to regard it not as a dreaded foe, but
+as a friend that frees the soul grown weary in the labors of virtue from
+this distressful life, and leads it to its place of recompense and
+peace."
+
+"Yes, that must be so," thought Pierre, when after these words the
+Rhetor went away, leaving him to solitary meditation. "It must be so,
+but I am still so weak that I love my life, the meaning of which is only
+now gradually opening before me." But five of the other virtues which
+Pierre recalled, counting them on his fingers, he felt already in his
+soul: courage, generosity, morality, love of mankind, and especially
+obedience--which did not even seem to him a virtue, but a joy. (He now
+felt so glad to be free from his own lawlessness and to submit his will
+to those who knew the indubitable truth.) He forgot what the seventh
+virtue was and could not recall it.
+
+The third time the Rhetor came back more quickly and asked Pierre
+whether he was still firm in his intention and determined to submit to
+all that would be required of him.
+
+"I am ready for everything," said Pierre.
+
+"I must also inform you," said the Rhetor, "that our Order delivers its
+teaching not in words only but also by other means, which may perhaps
+have a stronger effect on the sincere seeker after wisdom and virtue
+than mere words. This chamber with what you see therein should already
+have suggested to your heart, if it is sincere, more than words could
+do. You will perhaps also see in your further initiation a like method
+of enlightenment. Our Order imitates the ancient societies that
+explained their teaching by hieroglyphics. A hieroglyph," said the
+Rhetor, "is an emblem of something not cognizable by the senses but
+which possesses qualities resembling those of the symbol."
+
+Pierre knew very well what a hieroglyph was, but dared not speak. He
+listened to the Rhetor in silence, feeling from all he said that his
+ordeal was about to begin.
+
+"If you are resolved, I must begin your initiation," said the Rhetor
+coming closer to Pierre. "In token of generosity I ask you to give me
+all your valuables."
+
+"But I have nothing here," replied Pierre, supposing that he was asked
+to give up all he possessed.
+
+"What you have with you: watch, money, rings...."
+
+Pierre quickly took out his purse and watch, but could not manage for
+some time to get the wedding ring off his fat finger. When that had been
+done, the Rhetor said:
+
+"In token of obedience, I ask you to undress."
+
+Pierre took off his coat, waistcoat, and left boot according to the
+Rhetor's instructions. The Mason drew the shirt back from Pierre's left
+breast, and stooping down pulled up the left leg of his trousers to
+above the knee. Pierre hurriedly began taking off his right boot also
+and was going to tuck up the other trouser leg to save this stranger the
+trouble, but the Mason told him that was not necessary and gave him a
+slipper for his left foot. With a childlike smile of embarrassment,
+doubt, and self-derision, which appeared on his face against his will,
+Pierre stood with his arms hanging down and legs apart, before his
+brother Rhetor, and awaited his further commands.
+
+"And now, in token of candor, I ask you to reveal to me your chief
+passion," said the latter.
+
+"My passion! I have had so many," replied Pierre.
+
+"That passion which more than all others caused you to waver on the path
+of virtue," said the Mason.
+
+Pierre paused, seeking a reply.
+
+"Wine? Gluttony? Idleness? Laziness? Irritability? Anger? Women?" He
+went over his vices in his mind, not knowing to which of them to give
+the pre-eminence.
+
+"Women," he said in a low, scarcely audible voice.
+
+The Mason did not move and for a long time said nothing after this
+answer. At last he moved up to Pierre and, taking the kerchief that lay
+on the table, again bound his eyes.
+
+"For the last time I say to you--turn all your attention upon yourself,
+put a bridle on your senses, and seek blessedness, not in passion but in
+your own heart. The source of blessedness is not without us but
+within...."
+
+Pierre had already long been feeling in himself that refreshing source
+of blessedness which now flooded his heart with glad emotion.
+
+
+
+
+CHAPTER IV
+
+Soon after this there came into the dark chamber to fetch Pierre, not
+the Rhetor but Pierre's sponsor, Willarski, whom he recognized by his
+voice. To fresh questions as to the firmness of his resolution Pierre
+replied: "Yes, yes, I agree," and with a beaming, childlike smile, his
+fat chest uncovered, stepping unevenly and timidly in one slippered and
+one booted foot, he advanced, while Willarski held a sword to his bare
+chest. He was conducted from that room along passages that turned
+backwards and forwards and was at last brought to the doors of the
+Lodge. Willarski coughed, he was answered by the masonic knock with
+mallets, the doors opened before them. A bass voice (Pierre was still
+blindfolded) questioned him as to who he was, when and where he was
+born, and so on. Then he was again led somewhere still blindfolded, and
+as they went along he was told allegories of the toils of his
+pilgrimage, of holy friendship, of the Eternal Architect of the
+universe, and of the courage with which he should endure toils and
+dangers. During these wanderings, Pierre noticed that he was spoken of
+now as the "Seeker," now as the "Sufferer," and now as the "Postulant,"
+to the accompaniment of various knockings with mallets and swords. As he
+was being led up to some object he noticed a hesitation and uncertainty
+among his conductors. He heard those around him disputing in whispers
+and one of them insisting that he should be led along a certain carpet.
+After that they took his right hand, placed it on something, and told
+him to hold a pair of compasses to his left breast with the other hand
+and to repeat after someone who read aloud an oath of fidelity to the
+laws of the Order. The candles were then extinguished and some spirit
+lighted, as Pierre knew by the smell, and he was told that he would now
+see the lesser light. The bandage was taken off his eyes and, by the
+faint light of the burning spirit, Pierre, as in a dream, saw several
+men standing before him, wearing aprons like the Rhetor's and holding
+swords in their hands pointed at his breast. Among them stood a man
+whose white shirt was stained with blood. On seeing this, Pierre moved
+forward with his breast toward the swords, meaning them to pierce it.
+But the swords were drawn back from him and he was at once blindfolded
+again.
+
+"Now thou hast seen the lesser light," uttered a voice. Then the candles
+were relit and he was told that he would see the full light; the bandage
+was again removed and more than ten voices said together: "Sic transit
+gloria mundi."
+
+Pierre gradually began to recover himself and looked about at the room
+and at the people in it. Round a long table covered with black sat some
+twelve men in garments like those he had already seen. Some of them
+Pierre had met in Petersburg society. In the President's chair sat a
+young man he did not know, with a peculiar cross hanging from his neck.
+On his right sat the Italian abbe whom Pierre had met at Anna Pavlovna's
+two years before. There were also present a very distinguished dignitary
+and a Swiss who had formerly been tutor at the Kuragins'. All maintained
+a solemn silence, listening to the words of the President, who held a
+mallet in his hand. Let into the wall was a star-shaped light. At one
+side of the table was a small carpet with various figures worked upon
+it, at the other was something resembling an altar on which lay a
+Testament and a skull. Round it stood seven large candlesticks like
+those used in churches. Two of the brothers led Pierre up to the altar,
+placed his feet at right angles, and bade him lie down, saying that he
+must prostrate himself at the Gates of the Temple.
+
+"He must first receive the trowel," whispered one of the brothers.
+
+"Oh, hush, please!" said another.
+
+Pierre, perplexed, looked round with his shortsighted eyes without
+obeying, and suddenly doubts arose in his mind. "Where am I? What am I
+doing? Aren't they laughing at me? Shan't I be ashamed to remember
+this?" But these doubts only lasted a moment. Pierre glanced at the
+serious faces of those around, remembered all he had already gone
+through, and realized that he could not stop halfway. He was aghast at
+his hesitation and, trying to arouse his former devotional feeling,
+prostrated himself before the Gates of the Temple. And really, the
+feeling of devotion returned to him even more strongly than before. When
+he had lain there some time, he was told to get up, and a white leather
+apron, such as the others wore, was put on him: he was given a trowel
+and three pairs of gloves, and then the Grand Master addressed him. He
+told him that he should try to do nothing to stain the whiteness of that
+apron, which symbolized strength and purity; then of the unexplained
+trowel, he told him to toil with it to cleanse his own heart from vice,
+and indulgently to smooth with it the heart of his neighbor. As to the
+first pair of gloves, a man's, he said that Pierre could not know their
+meaning but must keep them. The second pair of man's gloves he was to
+wear at the meetings, and finally of the third, a pair of women's
+gloves, he said: "Dear brother, these woman's gloves are intended for
+you too. Give them to the woman whom you shall honor most of all. This
+gift will be a pledge of your purity of heart to her whom you select to
+be your worthy helpmeet in Masonry." And after a pause, he added: "But
+beware, dear brother, that these gloves do not deck hands that are
+unclean." While the Grand Master said these last words it seemed to
+Pierre that he grew embarrassed. Pierre himself grew still more
+confused, blushed like a child till tears came to his eyes, began
+looking about him uneasily, and an awkward pause followed.
+
+This silence was broken by one of the brethren, who led Pierre up to the
+rug and began reading to him from a manuscript book an explanation of
+all the figures on it: the sun, the moon, a hammer, a plumb line, a
+trowel, a rough stone and a squared stone, a pillar, three windows, and
+so on. Then a place was assigned to Pierre, he was shown the signs of
+the Lodge, told the password, and at last was permitted to sit down. The
+Grand Master began reading the statutes. They were very long, and
+Pierre, from joy, agitation, and embarrassment, was not in a state to
+understand what was being read. He managed to follow only the last words
+of the statutes and these remained in his mind.
+
+"In our temples we recognize no other distinctions," read the Grand
+Master, "but those between virtue and vice. Beware of making any
+distinctions which may infringe equality. Fly to a brother's aid whoever
+he may be, exhort him who goeth astray, raise him that falleth, never
+bear malice or enmity toward thy brother. Be kindly and courteous.
+Kindle in all hearts the flame of virtue. Share thy happiness with thy
+neighbor, and may envy never dim the purity of that bliss. Forgive thy
+enemy, do not avenge thyself except by doing him good. Thus fulfilling
+the highest law thou shalt regain traces of the ancient dignity which
+thou hast lost."
+
+He finished and, getting up, embraced and kissed Pierre, who, with tears
+of joy in his eyes, looked round him, not knowing how to answer the
+congratulations and greetings from acquaintances that met him on all
+sides. He acknowledged no acquaintances but saw in all these men only
+brothers, and burned with impatience to set to work with them.
+
+The Grand Master rapped with his mallet. All the Masons sat down in
+their places, and one of them read an exhortation on the necessity of
+humility.
+
+The Grand Master proposed that the last duty should be performed, and
+the distinguished dignitary who bore the title of "Collector of Alms"
+went round to all the brothers. Pierre would have liked to subscribe all
+he had, but fearing that it might look like pride subscribed the same
+amount as the others.
+
+The meeting was at an end, and on reaching home Pierre felt as if he had
+returned from a long journey on which he had spent dozens of years, had
+become completely changed, and had quite left behind his former habits
+and way of life.
+
+
+
+
+CHAPTER V
+
+The day after he had been received into the Lodge, Pierre was sitting at
+home reading a book and trying to fathom the significance of the Square,
+one side of which symbolized God, another moral things, a third physical
+things, and the fourth a combination of these. Now and then his
+attention wandered from the book and the Square and he formed in
+imagination a new plan of life. On the previous evening at the Lodge, he
+had heard that a rumor of his duel had reached the Emperor and that it
+would be wiser for him to leave Petersburg. Pierre proposed going to his
+estates in the south and there attending to the welfare of his serfs. He
+was joyfully planning this new life, when Prince Vasili suddenly entered
+the room.
+
+"My dear fellow, what have you been up to in Moscow? Why have you
+quarreled with Helene, mon cher? You are under a delusion," said Prince
+Vasili, as he entered. "I know all about it, and I can tell you
+positively that Helene is as innocent before you as Christ was before
+the Jews."
+
+Pierre was about to reply, but Prince Vasili interrupted him.
+
+"And why didn't you simply come straight to me as to a friend? I know
+all about it and understand it all," he said. "You behaved as becomes a
+man who values his honor, perhaps too hastily, but we won't go into
+that. But consider the position in which you are placing her and me in
+the eyes of society, and even of the court," he added, lowering his
+voice. "She is living in Moscow and you are here. Remember, dear boy,"
+and he drew Pierre's arm downwards, "it is simply a misunderstanding. I
+expect you feel it so yourself. Let us write her a letter at once, and
+she'll come here and all will be explained, or else, my dear boy, let me
+tell you it's quite likely you'll have to suffer for it."
+
+Prince Vasili gave Pierre a significant look.
+
+"I know from reliable sources that the Dowager Empress is taking a keen
+interest in the whole affair. You know she is very gracious to Helene."
+
+Pierre tried several times to speak, but, on one hand, Prince Vasili did
+not let him and, on the other, Pierre himself feared to begin to speak
+in the tone of decided refusal and disagreement in which he had firmly
+resolved to answer his father-in-law. Moreover, the words of the masonic
+statutes, "be kindly and courteous," recurred to him. He blinked, went
+red, got up and sat down again, struggling with himself to do what was
+for him the most difficult thing in life--to say an unpleasant thing to
+a man's face, to say what the other, whoever he might be, did not
+expect. He was so used to submitting to Prince Vasili's tone of careless
+self-assurance that he felt he would be unable to withstand it now, but
+he also felt that on what he said now his future depended--whether he
+would follow the same old road, or that new path so attractively shown
+him by the Masons, on which he firmly believed he would be reborn to a
+new life.
+
+"Now, dear boy," said Prince Vasili playfully, "say 'yes,' and I'll
+write to her myself, and we will kill the fatted calf."
+
+But before Prince Vasili had finished his playful speech, Pierre,
+without looking at him, and with a kind of fury that made him like his
+father, muttered in a whisper:
+
+"Prince, I did not ask you here. Go, please go!" And he jumped up and
+opened the door for him.
+
+"Go!" he repeated, amazed at himself and glad to see the look of
+confusion and fear that showed itself on Prince Vasili's face.
+
+"What's the matter with you? Are you ill?"
+
+"Go!" the quivering voice repeated. And Prince Vasili had to go without
+receiving any explanation.
+
+A week later, Pierre, having taken leave of his new friends, the Masons,
+and leaving large sums of money with them for alms, went away to his
+estates. His new brethren gave him letters to the Kiev and Odessa Masons
+and promised to write to him and guide him in his new activity.
+
+
+
+
+CHAPTER VI
+
+The duel between Pierre and Dolokhov was hushed up and, in spite of the
+Emperor's severity regarding duels at that time, neither the principals
+nor their seconds suffered for it. But the story of the duel, confirmed
+by Pierre's rupture with his wife, was the talk of society. Pierre who
+had been regarded with patronizing condescension when he was an
+illegitimate son, and petted and extolled when he was the best match in
+Russia, had sunk greatly in the esteem of society after his marriage--
+when the marriageable daughters and their mothers had nothing to hope
+from him--especially as he did not know how, and did not wish, to court
+society's favor. Now he alone was blamed for what had happened, he was
+said to be insanely jealous and subject like his father to fits of
+bloodthirsty rage. And when after Pierre's departure Helene returned to
+Petersburg, she was received by all her acquaintances not only
+cordially, but even with a shade of deference due to her misfortune.
+When conversation turned on her husband Helene assumed a dignified
+expression, which with characteristic tact she had acquired though she
+did not understand its significance. This expression suggested that she
+had resolved to endure her troubles uncomplainingly and that her husband
+was a cross laid upon her by God. Prince Vasili expressed his opinion
+more openly. He shrugged his shoulders when Pierre was mentioned and,
+pointing to his forehead, remarked:
+
+"A bit touched--I always said so."
+
+"I said from the first," declared Anna Pavlovna referring to Pierre, "I
+said at the time and before anyone else" (she insisted on her priority)
+"that that senseless young man was spoiled by the depraved ideas of
+these days. I said so even at the time when everybody was in raptures
+about him, when he had just returned from abroad, and when, if you
+remember, he posed as a sort of Marat at one of my soirees. And how has
+it ended? I was against this marriage even then and foretold all that
+has happened."
+
+Anna Pavlovna continued to give on free evenings the same kind of
+soirees as before--such as she alone had the gift of arranging--at which
+was to be found "the cream of really good society, the bloom of the
+intellectual essence of Petersburg," as she herself put it. Besides this
+refined selection of society Anna Pavlovna's receptions were also
+distinguished by the fact that she always presented some new and
+interesting person to the visitors and that nowhere else was the state
+of the political thermometer of legitimate Petersburg court society so
+dearly and distinctly indicated.
+
+Toward the end of 1806, when all the sad details of Napoleon's
+destruction of the Prussian army at Jena and Auerstadt and the surrender
+of most of the Prussian fortresses had been received, when our troops
+had already entered Prussia and our second war with Napoleon was
+beginning, Anna Pavlovna gave one of her soirees. The "cream of really
+good society" consisted of the fascinating Helene, forsaken by her
+husband, Mortemart, the delightful Prince Hippolyte who had just
+returned from Vienna, two diplomatists, the old aunt, a young man
+referred to in that drawing room as "a man of great merit" (un homme de
+beaucoup de merite), a newly appointed maid of honor and her mother, and
+several other less noteworthy persons.
+
+The novelty Anna Pavlovna was setting before her guests that evening was
+Boris Drubetskoy, who had just arrived as a special messenger from the
+Prussian army and was aide-de-camp to a very important personage.
+
+The temperature shown by the political thermometer to the company that
+evening was this:
+
+"Whatever the European sovereigns and commanders may do to countenance
+Bonaparte, and to cause me, and us in general, annoyance and
+mortification, our opinion of Bonaparte cannot alter. We shall not cease
+to express our sincere views on that subject, and can only say to the
+King of Prussia and others: 'So much the worse for you. Tu l'as voulu,
+George Dandin,' that's all we have to say about it!"
+
+When Boris, who was to be served up to the guests, entered the drawing
+room, almost all the company had assembled, and the conversation, guided
+by Anna Pavlovna, was about our diplomatic relations with Austria and
+the hope of an alliance with her.
+
+Boris, grown more manly and looking fresh, rosy and self-possessed,
+entered the drawing room elegantly dressed in the uniform of an aide-de-
+camp and was duly conducted to pay his respects to the aunt and then
+brought back to the general circle.
+
+Anna Pavlovna gave him her shriveled hand to kiss and introduced him to
+several persons whom he did not know, giving him a whispered description
+of each.
+
+"Prince Hippolyte Kuragin, M. Krug, the charge d'affaires from
+Copenhagen--a profound intellect," and simply, "Mr. Shitov--a man of
+great merit"--this of the man usually so described.
+
+Thanks to Anna Mikhaylovna's efforts, his own tastes, and the
+peculiarities of his reserved nature, Boris had managed during his
+service to place himself very advantageously. He was aide-de-camp to a
+very important personage, had been sent on a very important mission to
+Prussia, and had just returned from there as a special messenger. He had
+become thoroughly conversant with that unwritten code with which he had
+been so pleased at Olmutz and according to which an ensign might rank
+incomparably higher than a general, and according to which what was
+needed for success in the service was not effort or work, or courage, or
+perseverance, but only the knowledge of how to get on with those who can
+grant rewards, and he was himself often surprised at the rapidity of his
+success and at the inability of others to understand these things. In
+consequence of this discovery his whole manner of life, all his
+relations with old friends, all his plans for his future, were
+completely altered. He was not rich, but would spend his last groat to
+be better dressed than others, and would rather deprive himself of many
+pleasures than allow himself to be seen in a shabby equipage or appear
+in the streets of Petersburg in an old uniform. He made friends with and
+sought the acquaintance of only those above him in position and who
+could therefore be of use to him. He liked Petersburg and despised
+Moscow. The remembrance of the Rostovs' house and of his childish love
+for Natasha was unpleasant to him and he had not once been to see the
+Rostovs since the day of his departure for the army. To be in Anna
+Pavlovna's drawing room he considered an important step up in the
+service, and he at once understood his role, letting his hostess make
+use of whatever interest he had to offer. He himself carefully scanned
+each face, appraising the possibilities of establishing intimacy with
+each of those present, and the advantages that might accrue. He took the
+seat indicated to him beside the fair Helene and listened to the general
+conversation.
+
+"Vienna considers the bases of the proposed treaty so unattainable that
+not even a continuity of most brilliant successes would secure them, and
+she doubts the means we have of gaining them. That is the actual phrase
+used by the Vienna cabinet," said the Danish charge d'affaires.
+
+"The doubt is flattering," said "the man of profound intellect," with a
+subtle smile.
+
+"We must distinguish between the Vienna cabinet and the Emperor of
+Austria," said Mortemart. "The Emperor of Austria can never have thought
+of such a thing, it is only the cabinet that says it."
+
+"Ah, my dear vicomte," put in Anna Pavlovna, "L'Urope" (for some reason
+she called it Urope as if that were a specially refined French
+pronunciation which she could allow herself when conversing with a
+Frenchman), "L'Urope ne sera jamais notre alliee sincere." *
+
+
+* "Europe will never be our sincere ally."
+
+After that Anna Pavlovna led up to the courage and firmness of the King
+of Prussia, in order to draw Boris into the conversation.
+
+Boris listened attentively to each of the speakers, awaiting his turn,
+but managed meanwhile to look round repeatedly at his neighbor, the
+beautiful Helene, whose eyes several times met those of the handsome
+young aide-de-camp with a smile.
+
+Speaking of the position of Prussia, Anna Pavlovna very naturally asked
+Boris to tell them about his journey to Glogau and in what state he
+found the Prussian army. Boris, speaking with deliberation, told them in
+pure, correct French many interesting details about the armies and the
+court, carefully abstaining from expressing an opinion of his own about
+the facts he was recounting. For some time he engrossed the general
+attention, and Anna Pavlovna felt that the novelty she had served up was
+received with pleasure by all her visitors. The greatest attention of
+all to Boris' narrative was shown by Helene. She asked him several
+questions about his journey and seemed greatly interested in the state
+of the Prussian army. As soon as he had finished she turned to him with
+her usual smile.
+
+"You absolutely must come and see me," she said in a tone that implied
+that, for certain considerations he could not know of, this was
+absolutely necessary.
+
+"On Tuesday between eight and nine. It will give me great pleasure."
+
+Boris promised to fulfill her wish and was about to begin a conversation
+with her, when Anna Pavlovna called him away on the pretext that her
+aunt wished to hear him.
+
+"You know her husband, of course?" said Anna Pavlovna, closing her eyes
+and indicating Helene with a sorrowful gesture. "Ah, she is such an
+unfortunate and charming woman! Don't mention him before her--please
+don't! It is too painful for her!"
+
+
+
+
+CHAPTER VII
+
+When Boris and Anna Pavlovna returned to the others Prince Hippolyte had
+the ear of the company.
+
+Bending forward in his armchair he said: "Le Roi de Prusse!" and having
+said this laughed. Everyone turned toward him.
+
+"Le Roi de Prusse?" Hippolyte said interrogatively, again laughing, and
+then calmly and seriously sat back in his chair. Anna Pavlovna waited
+for him to go on, but as he seemed quite decided to say no more she
+began to tell of how at Potsdam the impious Bonaparte had stolen the
+sword of Frederick the Great.
+
+"It is the sword of Frederick the Great which I..." she began, but
+Hippolyte interrupted her with the words: "Le Roi de Prusse..." and
+again, as soon as all turned toward him, excused himself and said no
+more.
+
+Anna Pavlovna frowned. Mortemart, Hippolyte's friend, addressed him
+firmly.
+
+"Come now, what about your Roi de Prusse?"
+
+Hippolyte laughed as if ashamed of laughing.
+
+"Oh, it's nothing. I only wished to say..." (he wanted to repeat a joke
+he had heard in Vienna and which he had been trying all that evening to
+get in) "I only wished to say that we are wrong to fight pour le Roi de
+Prusse!"
+
+Boris smiled circumspectly, so that it might be taken as ironical or
+appreciative according to the way the joke was received. Everybody
+laughed.
+
+"Your joke is too bad, it's witty but unjust," said Anna Pavlovna,
+shaking her little shriveled finger at him.
+
+"We are not fighting pour le Roi de Prusse, but for right principles.
+Oh, that wicked Prince Hippolyte!" she said.
+
+The conversation did not flag all evening and turned chiefly on the
+political news. It became particularly animated toward the end of the
+evening when the rewards bestowed by the Emperor were mentioned.
+
+"You know N-- N-- received a snuffbox with the portrait last year?" said
+"the man of profound intellect." "Why shouldn't S-- S-- get the same
+distinction?"
+
+"Pardon me! A snuffbox with the Emperor's portrait is a reward but not a
+distinction," said the diplomatist--"a gift, rather."
+
+"There are precedents, I may mention Schwarzenberg."
+
+"It's impossible," replied another.
+
+"Will you bet? The ribbon of the order is a different matter...."
+
+When everybody rose to go, Helene who had spoken very little all the
+evening again turned to Boris, asking him in a tone of caressing
+significant command to come to her on Tuesday.
+
+"It is of great importance to me," she said, turning with a smile toward
+Anna Pavlovna, and Anna Pavlovna, with the same sad smile with which she
+spoke of her exalted patroness, supported Helene's wish.
+
+It seemed as if from some words Boris had spoken that evening about the
+Prussian army, Helene had suddenly found it necessary to see him. She
+seemed to promise to explain that necessity to him when he came on
+Tuesday.
+
+But on Tuesday evening, having come to Helene's splendid salon, Boris
+received no clear explanation of why it had been necessary for him to
+come. There were other guests and the countess talked little to him, and
+only as he kissed her hand on taking leave said unexpectedly and in a
+whisper, with a strangely unsmiling face: "Come to dinner tomorrow... in
+the evening. You must come.... Come!"
+
+During that stay in Petersburg, Boris became an intimate in the
+countess' house.
+
+
+
+
+CHAPTER VIII
+
+The war was flaming up and nearing the Russian frontier. Everywhere one
+heard curses on Bonaparte, "the enemy of mankind." Militiamen and
+recruits were being enrolled in the villages, and from the seat of war
+came contradictory news, false as usual and therefore variously
+interpreted. The life of old Prince Bolkonski, Prince Andrew, and
+Princess Mary had greatly changed since 1805.
+
+In 1806 the old prince was made one of the eight commanders in chief
+then appointed to supervise the enrollment decreed throughout Russia.
+Despite the weakness of age, which had become particularly noticeable
+since the time when he thought his son had been killed, he did not think
+it right to refuse a duty to which he had been appointed by the Emperor
+himself, and this fresh opportunity for action gave him new energy and
+strength. He was continually traveling through the three provinces
+entrusted to him, was pedantic in the fulfillment of his duties, severe
+to cruel with his subordinates, and went into everything down to the
+minutest details himself. Princess Mary had ceased taking lessons in
+mathematics from her father, and when the old prince was at home went to
+his study with the wet nurse and little Prince Nicholas (as his
+grandfather called him). The baby Prince Nicholas lived with his wet
+nurse and nurse Savishna in the late princess' rooms and Princess Mary
+spent most of the day in the nursery, taking a mother's place to her
+little nephew as best she could. Mademoiselle Bourienne, too, seemed
+passionately fond of the boy, and Princess Mary often deprived herself
+to give her friend the pleasure of dandling the little angel--as she
+called her nephew--and playing with him.
+
+Near the altar of the church at Bald Hills there was a chapel over the
+tomb of the little princess, and in this chapel was a marble monument
+brought from Italy, representing an angel with outspread wings ready to
+fly upwards. The angel's upper lip was slightly raised as though about
+to smile, and once on coming out of the chapel Prince Andrew and
+Princess Mary admitted to one another that the angel's face reminded
+them strangely of the little princess. But what was still stranger,
+though of this Prince Andrew said nothing to his sister, was that in the
+expression the sculptor had happened to give the angel's face, Prince
+Andrew read the same mild reproach he had read on the face of his dead
+wife: "Ah, why have you done this to me?"
+
+Soon after Prince Andrew's return the old prince made over to him a
+large estate, Bogucharovo, about twenty-five miles from Bald Hills.
+Partly because of the depressing memories associated with Bald Hills,
+partly because Prince Andrew did not always feel equal to bearing with
+his father's peculiarities, and partly because he needed solitude,
+Prince Andrew made use of Bogucharovo, began building and spent most of
+his time there.
+
+After the Austerlitz campaign Prince Andrew had firmly resolved not to
+continue his military service, and when the war recommenced and
+everybody had to serve, he took a post under his father in the
+recruitment so as to avoid active service. The old prince and his son
+seemed to have changed roles since the campaign of 1805. The old man,
+roused by activity, expected the best results from the new campaign,
+while Prince Andrew on the contrary, taking no part in the war and
+secretly regretting this, saw only the dark side.
+
+On February 26, 1807, the old prince set off on one of his circuits.
+Prince Andrew remained at Bald Hills as usual during his father's
+absence. Little Nicholas had been unwell for four days. The coachman who
+had driven the old prince to town returned bringing papers and letters
+for Prince Andrew.
+
+Not finding the young prince in his study the valet went with the
+letters to Princess Mary's apartments, but did not find him there. He
+was told that the prince had gone to the nursery.
+
+"If you please, your excellency, Petrusha has brought some papers," said
+one of the nursemaids to Prince Andrew who was sitting on a child's
+little chair while, frowning and with trembling hands, he poured drops
+from a medicine bottle into a wineglass half full of water.
+
+"What is it?" he said crossly, and, his hand shaking unintentionally, he
+poured too many drops into the glass. He threw the mixture onto the
+floor and asked for some more water. The maid brought it.
+
+There were in the room a child's cot, two boxes, two armchairs, a table,
+a child's table, and the little chair on which Prince Andrew was
+sitting. The curtains were drawn, and a single candle was burning on the
+table, screened by a bound music book so that the light did not fall on
+the cot.
+
+"My dear," said Princess Mary, addressing her brother from beside the
+cot where she was standing, "better wait a bit... later..."
+
+"Oh, leave off, you always talk nonsense and keep putting things off--
+and this is what comes of it!" said Prince Andrew in an exasperated
+whisper, evidently meaning to wound his sister.
+
+"My dear, really... it's better not to wake him... he's asleep," said
+the princess in a tone of entreaty.
+
+Prince Andrew got up and went on tiptoe up to the little bed, wineglass
+in hand.
+
+"Perhaps we'd really better not wake him," he said hesitating.
+
+"As you please... really... I think so... but as you please," said
+Princess Mary, evidently intimidated and confused that her opinion had
+prevailed. She drew her brother's attention to the maid who was calling
+him in a whisper.
+
+It was the second night that neither of them had slept, watching the boy
+who was in a high fever. These last days, mistrusting their household
+doctor and expecting another for whom they had sent to town, they had
+been trying first one remedy and then another. Worn out by sleeplessness
+and anxiety they threw their burden of sorrow on one another and
+reproached and disputed with each other.
+
+"Petrusha has come with papers from your father," whispered the maid.
+
+Prince Andrew went out.
+
+"Devil take them!" he muttered, and after listening to the verbal
+instructions his father had sent and taking the correspondence and his
+father's letter, he returned to the nursery.
+
+"Well?" he asked.
+
+"Still the same. Wait, for heaven's sake. Karl Ivanich always says that
+sleep is more important than anything," whispered Princess Mary with a
+sigh.
+
+Prince Andrew went up to the child and felt him. He was burning hot.
+
+"Confound you and your Karl Ivanich!" He took the glass with the drops
+and again went up to the cot.
+
+"Andrew, don't!" said Princess Mary.
+
+But he scowled at her angrily though also with suffering in his eyes,
+and stooped glass in hand over the infant.
+
+"But I wish it," he said. "I beg you--give it him!"
+
+Princess Mary shrugged her shoulders but took the glass submissively and
+calling the nurse began giving the medicine. The child screamed
+hoarsely. Prince Andrew winced and, clutching his head, went out and sat
+down on a sofa in the next room.
+
+He still had all the letters in his hand. Opening them mechanically he
+began reading. The old prince, now and then using abbreviations, wrote
+in his large elongated hand on blue paper as follows:
+
+Have just this moment received by special messenger very joyful news--if
+it's not false. Bennigsen seems to have obtained a complete victory over
+Buonaparte at Eylau. In Petersburg everyone is rejoicing, and the
+rewards sent to the army are innumerable. Though he is a German--I
+congratulate him! I can't make out what the commander at Korchevo--a
+certain Khandrikov--is up to; till now the additional men and provisions
+have not arrived. Gallop off to him at once and say I'll have his head
+off if everything is not here in a week. Have received another letter
+about the Preussisch-Eylau battle from Petenka--he took part in it--and
+it's all true. When mischief-makers don't meddle even a German beats
+Buonaparte. He is said to be fleeing in great disorder. Mind you gallop
+off to Korchevo without delay and carry out instructions!
+
+Prince Andrew sighed and broke the seal of another envelope. It was a
+closely written letter of two sheets from Bilibin. He folded it up
+without reading it and reread his father's letter, ending with the
+words: "Gallop off to Korchevo and carry out instructions!"
+
+"No, pardon me, I won't go now till the child is better," thought he,
+going to the door and looking into the nursery.
+
+Princess Mary was still standing by the cot, gently rocking the baby.
+
+"Ah yes, and what else did he say that's unpleasant?" thought Prince
+Andrew, recalling his father's letter. "Yes, we have gained a victory
+over Bonaparte, just when I'm not serving. Yes, yes, he's always poking
+fun at me.... Ah, well! Let him!" And he began reading Bilibin's letter
+which was written in French. He read without understanding half of it,
+read only to forget, if but for a moment, what he had too long been
+thinking of so painfully to the exclusion of all else.
+
+
+
+
+CHAPTER IX
+
+Bilibin was now at army headquarters in a diplomatic capacity, and
+though he wrote in French and used French jests and French idioms, he
+described the whole campaign with a fearless self-censure and self-
+derision genuinely Russian. Bilibin wrote that the obligation of
+diplomatic discretion tormented him, and he was happy to have in Prince
+Andrew a reliable correspondent to whom he could pour out the bile he
+had accumulated at the sight of all that was being done in the army. The
+letter was old, having been written before the battle at Preussisch-
+Eylau.
+
+"Since the day of our brilliant success at Austerlitz," wrote Bilibin,
+"as you know, my dear prince, I never leave headquarters. I have
+certainly acquired a taste for war, and it is just as well for me; what
+I have seen during these last three months is incredible.
+
+"I begin ab ovo. 'The enemy of the human race,' as you know, attacks the
+Prussians. The Prussians are our faithful allies who have only betrayed
+us three times in three years. We take up their cause, but it turns out
+that 'the enemy of the human race' pays no heed to our fine speeches and
+in his rude and savage way throws himself on the Prussians without
+giving them time to finish the parade they had begun, and in two twists
+of the hand he breaks them to smithereens and installs himself in the
+palace at Potsdam.
+
+"'I most ardently desire,' writes the King of Prussia to Bonaparte,
+'that Your Majesty should be received and treated in my palace in a
+manner agreeable to yourself, and in so far as circumstances allowed, I
+have hastened to take all steps to that end. May I have succeeded!' The
+Prussian generals pride themselves on being polite to the French and lay
+down their arms at the first demand.
+
+"The head of the garrison at Glogau, with ten thousand men, asks the
+King of Prussia what he is to do if he is summoned to surrender.... All
+this is absolutely true.
+
+"In short, hoping to settle matters by taking up a warlike attitude, it
+turns out that we have landed ourselves in war, and what is more, in war
+on our own frontiers, with and for the King of Prussia. We have
+everything in perfect order, only one little thing is lacking, namely, a
+commander in chief. As it was considered that the Austerlitz success
+might have been more decisive had the commander-in-chief not been so
+young, all our octogenarians were reviewed, and of Prozorovski and
+Kamenski the latter was preferred. The general comes to us, Suvorov-
+like, in a kibitka, and is received with acclamations of joy and
+triumph.
+
+"On the 4th, the first courier arrives from Petersburg. The mails are
+taken to the field marshal's room, for he likes to do everything
+himself. I am called in to help sort the letters and take those meant
+for us. The field marshal looks on and waits for letters addressed to
+him. We search, but none are to be found. The field marshal grows
+impatient and sets to work himself and finds letters from the Emperor to
+Count T., Prince V., and others. Then he bursts into one of his wild
+furies and rages at everyone and everything, seizes the letters, opens
+them, and reads those from the Emperor addressed to others. 'Ah! So
+that's the way they treat me! No confidence in me! Ah, ordered to keep
+an eye on me! Very well then! Get along with you!' So he writes the
+famous order of the day to General Bennigsen:
+
+'I am wounded and cannot ride and consequently cannot command the army.
+You have brought your army corps to Pultusk, routed: here it is exposed,
+and without fuel or forage, so something must be done, and, as you
+yourself reported to Count Buxhowden yesterday, you must think of
+retreating to our frontier--which do today.'
+
+"'From all my riding,' he writes to the Emperor, 'I have got a saddle
+sore which, coming after all my previous journeys, quite prevents my
+riding and commanding so vast an army, so I have passed on the command
+to the general next in seniority, Count Buxhowden, having sent him my
+whole staff and all that belongs to it, advising him if there is a lack
+of bread, to move farther into the interior of Prussia, for only one
+day's ration of bread remains, and in some regiments none at all, as
+reported by the division commanders, Ostermann and Sedmoretzki, and all
+that the peasants had has been eaten up. I myself will remain in
+hospital at Ostrolenka till I recover. In regard to which I humbly
+submit my report, with the information that if the army remains in its
+present bivouac another fortnight there will not be a healthy man left
+in it by spring.
+
+"'Grant leave to retire to his country seat to an old man who is already
+in any case dishonored by being unable to fulfill the great and glorious
+task for which he was chosen. I shall await your most gracious
+permission here in hospital, that I may not have to play the part of a
+secretary rather than commander in the army. My removal from the army
+does not produce the slightest stir--a blind man has left it. There are
+thousands such as I in Russia.'
+
+"The field marshal is angry with the Emperor and he punishes us all,
+isn't it logical?
+
+"This is the first act. Those that follow are naturally increasingly
+interesting and entertaining. After the field marshal's departure it
+appears that we are within sight of the enemy and must give battle.
+Buxhowden is commander-in-chief by seniority, but General Bennigsen does
+not quite see it; more particularly as it is he and his corps who are
+within sight of the enemy and he wishes to profit by the opportunity to
+fight a battle 'on his own hand' as the Germans say. He does so. This is
+the battle of Pultusk, which is considered a great victory but in my
+opinion was nothing of the kind. We civilians, as you know, have a very
+bad way of deciding whether a battle was won or lost. Those who retreat
+after a battle have lost it is what we say; and according to that it is
+we who lost the battle of Pultusk. In short, we retreat after the battle
+but send a courier to Petersburg with news of a victory, and General
+Bennigsen, hoping to receive from Petersburg the post of commander in
+chief as a reward for his victory, does not give up the command of the
+army to General Buxhowden. During this interregnum we begin a very
+original and interesting series of maneuvers. Our aim is no longer, as
+it should be, to avoid or attack the enemy, but solely to avoid General
+Buxhowden who by right of seniority should be our chief. So
+energetically do we pursue this aim that after crossing an unfordable
+river we burn the bridges to separate ourselves from our enemy, who at
+the moment is not Bonaparte but Buxhowden. General Buxhowden was all but
+attacked and captured by a superior enemy force as a result of one of
+these maneuvers that enabled us to escape him. Buxhowden pursues us--we
+scuttle. He hardly crosses the river to our side before we recross to
+the other. At last our enemy, Buxhowden, catches us and attacks. Both
+generals are angry, and the result is a challenge on Buxhowden's part
+and an epileptic fit on Bennigsen's. But at the critical moment the
+courier who carried the news of our victory at Pultusk to Petersburg
+returns bringing our appointment as commander-in-chief, and our first
+foe, Buxhowden, is vanquished; we can now turn our thoughts to the
+second, Bonaparte. But as it turns out, just at that moment a third
+enemy rises before us--namely the Orthodox Russian soldiers, loudly
+demanding bread, meat, biscuits, fodder, and whatnot! The stores are
+empty, the roads impassable. The Orthodox begin looting, and in a way of
+which our last campaign can give you no idea. Half the regiments form
+bands and scour the countryside and put everything to fire and sword.
+The inhabitants are totally ruined, the hospitals overflow with sick,
+and famine is everywhere. Twice the marauders even attack our
+headquarters, and the commander-in-chief has to ask for a battalion to
+disperse them. During one of these attacks they carried off my empty
+portmanteau and my dressing gown. The Emperor proposes to give all
+commanders of divisions the right to shoot marauders, but I much fear
+this will oblige one half the army to shoot the other."
+
+At first Prince Andrew read with his eyes only, but after a while, in
+spite of himself (although he knew how far it was safe to trust
+Bilibin), what he had read began to interest him more and more. When he
+had read thus far, he crumpled the letter up and threw it away. It was
+not what he had read that vexed him, but the fact that the life out
+there in which he had now no part could perturb him. He shut his eyes,
+rubbed his forehead as if to rid himself of all interest in what he had
+read, and listened to what was passing in the nursery. Suddenly he
+thought he heard a strange noise through the door. He was seized with
+alarm lest something should have happened to the child while he was
+reading the letter. He went on tiptoe to the nursery door and opened it.
+
+Just as he went in he saw that the nurse was hiding something from him
+with a scared look and that Princess Mary was no longer by the cot.
+
+"My dear," he heard what seemed to him her despairing whisper behind
+him.
+
+As often happens after long sleeplessness and long anxiety, he was
+seized by an unreasoning panic--it occurred to him that the child was
+dead. All that he saw and heard seemed to confirm this terror.
+
+"All is over," he thought, and a cold sweat broke out on his forehead.
+He went to the cot in confusion, sure that he would find it empty and
+that the nurse had been hiding the dead baby. He drew the curtain aside
+and for some time his frightened, restless eyes could not find the baby.
+At last he saw him: the rosy boy had tossed about till he lay across the
+bed with his head lower than the pillow, and was smacking his lips in
+his sleep and breathing evenly.
+
+Prince Andrew was as glad to find the boy like that, as if he had
+already lost him. He bent over him and, as his sister had taught him,
+tried with his lips whether the child was still feverish. The soft
+forehead was moist. Prince Andrew touched the head with his hand; even
+the hair was wet, so profusely had the child perspired. He was not dead,
+but evidently the crisis was over and he was convalescent. Prince Andrew
+longed to snatch up, to squeeze, to hold to his heart, this helpless
+little creature, but dared not do so. He stood over him, gazing at his
+head and at the little arms and legs which showed under the blanket. He
+heard a rustle behind him and a shadow appeared under the curtain of the
+cot. He did not look round, but still gazing at the infant's face
+listened to his regular breathing. The dark shadow was Princess Mary,
+who had come up to the cot with noiseless steps, lifted the curtain, and
+dropped it again behind her. Prince Andrew recognized her without
+looking and held out his hand to her. She pressed it.
+
+"He has perspired," said Prince Andrew.
+
+"I was coming to tell you so."
+
+The child moved slightly in his sleep, smiled, and rubbed his forehead
+against the pillow.
+
+Prince Andrew looked at his sister. In the dim shadow of the curtain her
+luminous eyes shone more brightly than usual from the tears of joy that
+were in them. She leaned over to her brother and kissed him, slightly
+catching the curtain of the cot. Each made the other a warning gesture
+and stood still in the dim light beneath the curtain as if not wishing
+to leave that seclusion where they three were shut off from all the
+world. Prince Andrew was the first to move away, ruffling his hair
+against the muslin of the curtain.
+
+"Yes, this is the one thing left me now," he said with a sigh.
+
+
+
+
+CHAPTER X
+
+Soon after his admission to the masonic Brotherhood, Pierre went to the
+Kiev province, where he had the greatest number of serfs, taking with
+him full directions which he had written down for his own guidance as to
+what he should do on his estates.
+
+When he reached Kiev he sent for all his stewards to the head office and
+explained to them his intentions and wishes. He told them that steps
+would be taken immediately to free his serfs--and that till then they
+were not to be overburdened with labor, women while nursing their babies
+were not to be sent to work, assistance was to be given to the serfs,
+punishments were to be admonitory and not corporal, and hospitals,
+asylums, and schools were to be established on all the estates. Some of
+the stewards (there were semiliterate foremen among them) listened with
+alarm, supposing these words to mean that the young count was displeased
+with their management and embezzlement of money, some after their first
+fright were amused by Pierre's lisp and the new words they had not heard
+before, others simply enjoyed hearing how the master talked, while the
+cleverest among them, including the chief steward, understood from this
+speech how they could best handle the master for their own ends.
+
+The chief steward expressed great sympathy with Pierre's intentions, but
+remarked that besides these changes it would be necessary to go into the
+general state of affairs which was far from satisfactory.
+
+Despite Count Bezukhov's enormous wealth, since he had come into an
+income which was said to amount to five hundred thousand rubles a year,
+Pierre felt himself far poorer than when his father had made him an
+allowance of ten thousand rubles. He had a dim perception of the
+following budget:
+
+About 80,000 went in payments on all the estates to the Land Bank, about
+30,000 went for the upkeep of the estate near Moscow, the town house,
+and the allowance to the three princesses; about 15,000 was given in
+pensions and the same amount for asylums; 150,000 alimony was sent to
+the countess; about 70,000 went for interest on debts. The building of a
+new church, previously begun, had cost about 10,000 in each of the last
+two years, and he did not know how the rest, about 100,000 rubles, was
+spent, and almost every year he was obliged to borrow. Besides this the
+chief steward wrote every year telling him of fires and bad harvests, or
+of the necessity of rebuilding factories and workshops. So the first
+task Pierre had to face was one for which he had very little aptitude or
+inclination--practical business.
+
+He discussed estate affairs every day with his chief steward. But he
+felt that this did not forward matters at all. He felt that these
+consultations were detached from real affairs and did not link up with
+them or make them move. On the one hand, the chief steward put the state
+of things to him in the very worst light, pointing out the necessity of
+paying off the debts and undertaking new activities with serf labor, to
+which Pierre did not agree. On the other hand, Pierre demanded that
+steps should be taken to liberate the serfs, which the steward met by
+showing the necessity of first paying off the loans from the Land Bank,
+and the consequent impossibility of a speedy emancipation.
+
+The steward did not say it was quite impossible, but suggested selling
+the forests in the province of Kostroma, the land lower down the river,
+and the Crimean estate, in order to make it possible: all of which
+operations according to him were connected with such complicated
+measures--the removal of injunctions, petitions, permits, and so on--
+that Pierre became quite bewildered and only replied:
+
+"Yes, yes, do so."
+
+Pierre had none of the practical persistence that would have enabled him
+to attend to the business himself and so he disliked it and only tried
+to pretend to the steward that he was attending to it. The steward for
+his part tried to pretend to the count that he considered these
+consultations very valuable for the proprietor and troublesome to
+himself.
+
+In Kiev Pierre found some people he knew, and strangers hastened to make
+his acquaintance and joyfully welcomed the rich newcomer, the largest
+landowner of the province. Temptations to Pierre's greatest weakness--
+the one to which he had confessed when admitted to the Lodge--were so
+strong that he could not resist them. Again whole days, weeks, and
+months of his life passed in as great a rush and were as much occupied
+with evening parties, dinners, lunches, and balls, giving him no time
+for reflection, as in Petersburg. Instead of the new life he had hoped
+to lead he still lived the old life, only in new surroundings.
+
+Of the three precepts of Freemasonry Pierre realized that he did not
+fulfill the one which enjoined every Mason to set an example of moral
+life, and that of the seven virtues he lacked two--morality and the love
+of death. He consoled himself with the thought that he fulfilled another
+of the precepts--that of reforming the human race--and had other
+virtues--love of his neighbor, and especially generosity.
+
+In the spring of 1807 he decided to return to Petersburg. On the way he
+intended to visit all his estates and see for himself how far his orders
+had been carried out and in what state were the serfs whom God had
+entrusted to his care and whom he intended to benefit.
+
+The chief steward, who considered the young count's attempts almost
+insane--unprofitable to himself, to the count, and to the serfs--made
+some concessions. Continuing to represent the liberation of the serfs as
+impracticable, he arranged for the erection of large buildings--schools,
+hospitals, and asylums--on all the estates before the master arrived.
+Everywhere preparations were made not for ceremonious welcomes (which he
+knew Pierre would not like), but for just such gratefully religious
+ones, with offerings of icons and the bread and salt of hospitality, as,
+according to his understanding of his master, would touch and delude
+him.
+
+The southern spring, the comfortable rapid traveling in a Vienna
+carriage, and the solitude of the road, all had a gladdening effect on
+Pierre. The estates he had not before visited were each more picturesque
+than the other; the serfs everywhere seemed thriving and touchingly
+grateful for the benefits conferred on them. Everywhere were receptions,
+which though they embarrassed Pierre awakened a joyful feeling in the
+depth of his heart. In one place the peasants presented him with bread
+and salt and an icon of Saint Peter and Saint Paul, asking permission,
+as a mark of their gratitude for the benefits he had conferred on them,
+to build a new chantry to the church at their own expense in honor of
+Peter and Paul, his patron saints. In another place the women with
+infants in arms met him to thank him for releasing them from hard work.
+On a third estate the priest, bearing a cross, came to meet him
+surrounded by children whom, by the count's generosity, he was
+instructing in reading, writing, and religion. On all his estates Pierre
+saw with his own eyes brick buildings erected or in course of erection,
+all on one plan, for hospitals, schools, and almshouses, which were soon
+to be opened. Everywhere he saw the stewards' accounts, according to
+which the serfs' manorial labor had been diminished, and heard the
+touching thanks of deputations of serfs in their full-skirted blue
+coats.
+
+What Pierre did not know was that the place where they presented him
+with bread and salt and wished to build a chantry in honor of Peter and
+Paul was a market village where a fair was held on St. Peter's day, and
+that the richest peasants (who formed the deputation) had begun the
+chantry long before, but that nine tenths of the peasants in that
+villages were in a state of the greatest poverty. He did not know that
+since the nursing mothers were no longer sent to work on his land, they
+did still harder work on their own land. He did not know that the priest
+who met him with the cross oppressed the peasants by his exactions, and
+that the pupils' parents wept at having to let him take their children
+and secured their release by heavy payments. He did not know that the
+brick buildings, built to plan, were being built by serfs whose manorial
+labor was thus increased, though lessened on paper. He did not know that
+where the steward had shown him in the accounts that the serfs' payments
+had been diminished by a third, their obligatory manorial work had been
+increased by a half. And so Pierre was delighted with his visit to his
+estates and quite recovered the philanthropic mood in which he had left
+Petersburg, and wrote enthusiastic letters to his "brother-instructor"
+as he called the Grand Master.
+
+"How easy it is, how little effort it needs, to do so much good,"
+thought Pierre, "and how little attention we pay to it!"
+
+He was pleased at the gratitude he received, but felt abashed at
+receiving it. This gratitude reminded him of how much more he might do
+for these simple, kindly people.
+
+The chief steward, a very stupid but cunning man who saw perfectly
+through the naive and intelligent count and played with him as with a
+toy, seeing the effect these prearranged receptions had on Pierre,
+pressed him still harder with proofs of the impossibility and above all
+the uselessness of freeing the serfs, who were quite happy as it was.
+
+Pierre in his secret soul agreed with the steward that it would be
+difficult to imagine happier people, and that God only knew what would
+happen to them when they were free, but he insisted, though reluctantly,
+on what he thought right. The steward promised to do all in his power to
+carry out the count's wishes, seeing clearly that not only would the
+count never be able to find out whether all measures had been taken for
+the sale of the land and forests and to release them from the Land Bank,
+but would probably never even inquire and would never know that the
+newly erected buildings were standing empty and that the serfs continued
+to give in money and work all that other people's serfs gave--that is to
+say, all that could be got out of them.
+
+
+
+
+CHAPTER XI
+
+Returning from his journey through South Russia in the happiest state of
+mind, Pierre carried out an intention he had long had of visiting his
+friend Bolkonski, whom he had not seen for two years.
+
+Bogucharovo lay in a flat uninteresting part of the country among fields
+and forests of fir and birch, which were partly cut down. The house lay
+behind a newly dug pond filled with water to the brink and with banks
+still bare of grass. It was at the end of a village that stretched along
+the highroad in the midst of a young copse in which were a few fir
+trees.
+
+The homestead consisted of a threshing floor, outhouses, stables, a
+bathhouse, a lodge, and a large brick house with semicircular facade
+still in course of construction. Round the house was a garden newly laid
+out. The fences and gates were new and solid; two fire pumps and a water
+cart, painted green, stood in a shed; the paths were straight, the
+bridges were strong and had handrails. Everything bore an impress of
+tidiness and good management. Some domestic serfs Pierre met, in reply
+to inquiries as to where the prince lived, pointed out a small newly
+built lodge close to the pond. Anton, a man who had looked after Prince
+Andrew in his boyhood, helped Pierre out of his carriage, said that the
+prince was at home, and showed him into a clean little anteroom.
+
+Pierre was struck by the modesty of the small though clean house after
+the brilliant surroundings in which he had last met his friend in
+Petersburg.
+
+He quickly entered the small reception room with its still-unplastered
+wooden walls redolent of pine, and would have gone farther, but Anton
+ran ahead on tiptoe and knocked at a door.
+
+"Well, what is it?" came a sharp, unpleasant voice.
+
+"A visitor," answered Anton.
+
+"Ask him to wait," and the sound was heard of a chair being pushed back.
+
+Pierre went with rapid steps to the door and suddenly came face to face
+with Prince Andrew, who came out frowning and looking old. Pierre
+embraced him and lifting his spectacles kissed his friend on the cheek
+and looked at him closely.
+
+"Well, I did not expect you, I am very glad," said Prince Andrew.
+
+Pierre said nothing; he looked fixedly at his friend with surprise. He
+was struck by the change in him. His words were kindly and there was a
+smile on his lips and face, but his eyes were dull and lifeless and in
+spite of his evident wish to do so he could not give them a joyous and
+glad sparkle. Prince Andrew had grown thinner, paler, and more manly-
+looking, but what amazed and estranged Pierre till he got used to it
+were his inertia and a wrinkle on his brow indicating prolonged
+concentration on some one thought.
+
+As is usually the case with people meeting after a prolonged separation,
+it was long before their conversation could settle on anything. They put
+questions and gave brief replies about things they knew ought to be
+talked over at length. At last the conversation gradually settled on
+some of the topics at first lightly touched on: their past life, plans
+for the future, Pierre's journeys and occupations, the war, and so on.
+The preoccupation and despondency which Pierre had noticed in his
+friend's look was now still more clearly expressed in the smile with
+which he listened to Pierre, especially when he spoke with joyful
+animation of the past or the future. It was as if Prince Andrew would
+have liked to sympathize with what Pierre was saying, but could not. The
+latter began to feel that it was in bad taste to speak of his
+enthusiasms, dreams, and hopes of happiness or goodness, in Prince
+Andrew's presence. He was ashamed to express his new masonic views,
+which had been particularly revived and strengthened by his late tour.
+He checked himself, fearing to seem naive, yet he felt an irresistible
+desire to show his friend as soon as possible that he was now a quite
+different, and better, Pierre than he had been in Petersburg.
+
+"I can't tell you how much I have lived through since then. I hardly
+know myself again."
+
+"Yes, we have altered much, very much, since then," said Prince Andrew.
+
+"Well, and you? What are your plans?"
+
+"Plans!" repeated Prince Andrew ironically. "My plans?" he said, as if
+astonished at the word. "Well, you see, I'm building. I mean to settle
+here altogether next year...."
+
+Pierre looked silently and searchingly into Prince Andrew's face, which
+had grown much older.
+
+"No, I meant to ask..." Pierre began, but Prince Andrew interrupted him.
+
+"But why talk of me?... Talk to me, yes, tell me about your travels and
+all you have been doing on your estates."
+
+Pierre began describing what he had done on his estates, trying as far
+as possible to conceal his own part in the improvements that had been
+made. Prince Andrew several times prompted Pierre's story of what he had
+been doing, as though it were all an old-time story, and he listened not
+only without interest but even as if ashamed of what Pierre was telling
+him.
+
+Pierre felt uncomfortable and even depressed in his friend's company and
+at last became silent.
+
+"I'll tell you what, my dear fellow," said Prince Andrew, who evidently
+also felt depressed and constrained with his visitor, "I am only
+bivouacking here and have just come to look round. I am going back to my
+sister today. I will introduce you to her. But of course you know her
+already," he said, evidently trying to entertain a visitor with whom he
+now found nothing in common. "We will go after dinner. And would you now
+like to look round my place?"
+
+They went out and walked about till dinnertime, talking of the political
+news and common acquaintances like people who do not know each other
+intimately. Prince Andrew spoke with some animation and interest only of
+the new homestead he was constructing and its buildings, but even here,
+while on the scaffolding, in the midst of a talk explaining the future
+arrangements of the house, he interrupted himself:
+
+"However, this is not at all interesting. Let us have dinner, and then
+we'll set off."
+
+At dinner, conversation turned on Pierre's marriage.
+
+"I was very much surprised when I heard of it," said Prince Andrew.
+
+Pierre blushed, as he always did when it was mentioned, and said
+hurriedly: "I will tell you some time how it all happened. But you know
+it is all over, and forever."
+
+"Forever?" said Prince Andrew. "Nothing's forever."
+
+"But you know how it all ended, don't you? You heard of the duel?"
+
+"And so you had to go through that too!"
+
+"One thing I thank God for is that I did not kill that man," said
+Pierre.
+
+"Why so?" asked Prince Andrew. "To kill a vicious dog is a very good
+thing really."
+
+"No, to kill a man is bad--wrong."
+
+"Why is it wrong?" urged Prince Andrew. "It is not given to man to know
+what is right and what is wrong. Men always did and always will err, and
+in nothing more than in what they consider right and wrong."
+
+"What does harm to another is wrong," said Pierre, feeling with pleasure
+that for the first time since his arrival Prince Andrew was roused, had
+begun to talk, and wanted to express what had brought him to his present
+state.
+
+"And who has told you what is bad for another man?" he asked.
+
+"Bad! Bad!" exclaimed Pierre. "We all know what is bad for ourselves."
+
+"Yes, we know that, but the harm I am conscious of in myself is
+something I cannot inflict on others," said Prince Andrew, growing more
+and more animated and evidently wishing to express his new outlook to
+Pierre. He spoke in French. "I only know two very real evils in life:
+remorse and illness. The only good is the absence of those evils. To
+live for myself avoiding those two evils is my whole philosophy now."
+
+"And love of one's neighbor, and self-sacrifice?" began Pierre. "No, I
+can't agree with you! To live only so as not to do evil and not to have
+to repent is not enough. I lived like that, I lived for myself and
+ruined my life. And only now when I am living, or at least trying"
+(Pierre's modesty made him correct himself) "to live for others, only
+now have I understood all the happiness of life. No, I shall not agree
+with you, and you do not really believe what you are saying." Prince
+Andrew looked silently at Pierre with an ironic smile.
+
+"When you see my sister, Princess Mary, you'll get on with her," he
+said. "Perhaps you are right for yourself," he added after a short
+pause, "but everyone lives in his own way. You lived for yourself and
+say you nearly ruined your life and only found happiness when you began
+living for others. I experienced just the reverse. I lived for glory.--
+And after all what is glory? The same love of others, a desire to do
+something for them, a desire for their approval.--So I lived for others,
+and not almost, but quite, ruined my life. And I have become calmer
+since I began to live only for myself."
+
+"But what do you mean by living only for yourself?" asked Pierre,
+growing excited. "What about your son, your sister, and your father?"
+
+"But that's just the same as myself--they are not others," explained
+Prince Andrew. "The others, one's neighbors, le prochain, as you and
+Princess Mary call it, are the chief source of all error and evil. Le
+prochain--your Kiev peasants to whom you want to do good."
+
+And he looked at Pierre with a mocking, challenging expression. He
+evidently wished to draw him on.
+
+"You are joking," replied Pierre, growing more and more excited. "What
+error or evil can there be in my wishing to do good, and even doing a
+little--though I did very little and did it very badly? What evil can
+there be in it if unfortunate people, our serfs, people like ourselves,
+were growing up and dying with no idea of God and truth beyond
+ceremonies and meaningless prayers and are now instructed in a
+comforting belief in future life, retribution, recompense, and
+consolation? What evil and error are there in it, if people were dying
+of disease without help while material assistance could so easily be
+rendered, and I supplied them with a doctor, a hospital, and an asylum
+for the aged? And is it not a palpable, unquestionable good if a
+peasant, or a woman with a baby, has no rest day or night and I give
+them rest and leisure?" said Pierre, hurrying and lisping. "And I have
+done that though badly and to a small extent; but I have done something
+toward it and you cannot persuade me that it was not a good action, and
+more than that, you can't make me believe that you do not think so
+yourself. And the main thing is," he continued, "that I know, and know
+for certain, that the enjoyment of doing this good is the only sure
+happiness in life."
+
+"Yes, if you put it like that it's quite a different matter," said
+Prince Andrew. "I build a house and lay out a garden, and you build
+hospitals. The one and the other may serve as a pastime. But what's
+right and what's good must be judged by one who knows all, but not by
+us. Well, you want an argument," he added, "come on then."
+
+They rose from the table and sat down in the entrance porch which served
+as a veranda.
+
+"Come, let's argue then," said Prince Andrew, "You talk of schools," he
+went on, crooking a finger, "education and so forth; that is, you want
+to raise him" (pointing to a peasant who passed by them taking off his
+cap) "from his animal condition and awaken in him spiritual needs, while
+it seems to me that animal happiness is the only happiness possible, and
+that is just what you want to deprive him of. I envy him, but you want
+to make him what I am, without giving him my means. Then you say,
+'lighten his toil.' But as I see it, physical labor is as essential to
+him, as much a condition of his existence, as mental activity is to you
+or me. You can't help thinking. I go to bed after two in the morning,
+thoughts come and I can't sleep but toss about till dawn, because I
+think and can't help thinking, just as he can't help plowing and mowing;
+if he didn't, he would go to the drink shop or fall ill. Just as I could
+not stand his terrible physical labor but should die of it in a week, so
+he could not stand my physical idleness, but would grow fat and die. The
+third thing--what else was it you talked about?" and Prince Andrew
+crooked a third finger. "Ah, yes, hospitals, medicine. He has a fit, he
+is dying, and you come and bleed him and patch him up. He will drag
+about as a cripple, a burden to everybody, for another ten years. It
+would be far easier and simpler for him to die. Others are being born
+and there are plenty of them as it is. It would be different if you
+grudged losing a laborer--that's how I regard him--but you want to cure
+him from love of him. And he does not want that. And besides, what a
+notion that medicine ever cured anyone! Killed them, yes!" said he,
+frowning angrily and turning away from Pierre.
+
+Prince Andrew expressed his ideas so clearly and distinctly that it was
+evident he had reflected on this subject more than once, and he spoke
+readily and rapidly like a man who has not talked for a long time. His
+glance became more animated as his conclusions became more hopeless.
+
+"Oh, that is dreadful, dreadful!" said Pierre. "I don't understand how
+one can live with such ideas. I had such moments myself not long ago, in
+Moscow and when traveling, but at such times I collapsed so that I don't
+live at all--everything seems hateful to me... myself most of all. Then
+I don't eat, don't wash... and how is it with you?..."
+
+"Why not wash? That is not cleanly," said Prince Andrew; "on the
+contrary one must try to make one's life as pleasant as possible. I'm
+alive, that is not my fault, so I must live out my life as best I can
+without hurting others."
+
+"But with such ideas what motive have you for living? One would sit
+without moving, undertaking nothing...."
+
+"Life as it is leaves one no peace. I should be thankful to do nothing,
+but here on the one hand the local nobility have done me the honor to
+choose me to be their marshal; it was all I could do to get out of it.
+They could not understand that I have not the necessary qualifications
+for it--the kind of good-natured, fussy shallowness necessary for the
+position. Then there's this house, which must be built in order to have
+a nook of one's own in which to be quiet. And now there's this
+recruiting."
+
+"Why aren't you serving in the army?"
+
+"After Austerlitz!" said Prince Andrew gloomily. "No, thank you very
+much! I have promised myself not to serve again in the active Russian
+army. And I won't--not even if Bonaparte were here at Smolensk
+threatening Bald Hills--even then I wouldn't serve in the Russian army!
+Well, as I was saying," he continued, recovering his composure, "now
+there's this recruiting. My father is chief in command of the Third
+District, and my only way of avoiding active service is to serve under
+him."
+
+"Then you are serving?"
+
+"I am."
+
+He paused a little while.
+
+"And why do you serve?"
+
+"Why, for this reason! My father is one of the most remarkable men of
+his time. But he is growing old, and though not exactly cruel he has too
+energetic a character. He is so accustomed to unlimited power that he is
+terrible, and now he has this authority of a commander-in-chief of the
+recruiting, granted by the Emperor. If I had been two hours late a
+fortnight ago he would have had a paymaster's clerk at Yukhnovna
+hanged," said Prince Andrew with a smile. "So I am serving because I
+alone have any influence with my father, and now and then can save him
+from actions which would torment him afterwards."
+
+"Well, there you see!"
+
+"Yes, but it is not as you imagine," Prince Andrew continued. "I did
+not, and do not, in the least care about that scoundrel of a clerk who
+had stolen some boots from the recruits; I should even have been very
+glad to see him hanged, but I was sorry for my father--that again is for
+myself."
+
+Prince Andrew grew more and more animated. His eyes glittered feverishly
+while he tried to prove to Pierre that in his actions there was no
+desire to do good to his neighbor.
+
+"There now, you wish to liberate your serfs," he continued; "that is a
+very good thing, but not for you--I don't suppose you ever had anyone
+flogged or sent to Siberia--and still less for your serfs. If they are
+beaten, flogged, or sent to Siberia, I don't suppose they are any the
+worse off. In Siberia they lead the same animal life, and the stripes on
+their bodies heal, and they are happy as before. But it is a good thing
+for proprietors who perish morally, bring remorse upon themselves,
+stifle this remorse and grow callous, as a result of being able to
+inflict punishments justly and unjustly. It is those people I pity, and
+for their sake I should like to liberate the serfs. You may not have
+seen, but I have seen, how good men brought up in those traditions of
+unlimited power, in time when they grow more irritable, become cruel and
+harsh, are conscious of it, but cannot restrain themselves and grow more
+and more miserable."
+
+Prince Andrew spoke so earnestly that Pierre could not help thinking
+that these thoughts had been suggested to Prince Andrew by his father's
+case.
+
+He did not reply.
+
+"So that's what I'm sorry for--human dignity, peace of mind, purity, and
+not the serfs' backs and foreheads, which, beat and shave as you may,
+always remain the same backs and foreheads."
+
+"No, no! A thousand times no! I shall never agree with you," said
+Pierre.
+
+
+
+
+CHAPTER XII
+
+In the evening Andrew and Pierre got into the open carriage and drove to
+Bald Hills. Prince Andrew, glancing at Pierre, broke the silence now and
+then with remarks which showed that he was in a good temper.
+
+Pointing to the fields, he spoke of the improvements he was making in
+his husbandry.
+
+Pierre remained gloomily silent, answering in monosyllables and
+apparently immersed in his own thoughts.
+
+He was thinking that Prince Andrew was unhappy, had gone astray, did not
+see the true light, and that he, Pierre, ought to aid, enlighten, and
+raise him. But as soon as he thought of what he should say, he felt that
+Prince Andrew with one word, one argument, would upset all his teaching,
+and he shrank from beginning, afraid of exposing to possible ridicule
+what to him was precious and sacred.
+
+"No, but why do you think so?" Pierre suddenly began, lowering his head
+and looking like a bull about to charge, "why do you think so? You
+should not think so."
+
+"Think? What about?" asked Prince Andrew with surprise.
+
+"About life, about man's destiny. It can't be so. I myself thought like
+that, and do you know what saved me? Freemasonry! No, don't smile.
+Freemasonry is not a religious ceremonial sect, as I thought it was:
+Freemasonry is the best expression of the best, the eternal, aspects of
+humanity."
+
+And he began to explain Freemasonry as he understood it to Prince
+Andrew. He said that Freemasonry is the teaching of Christianity freed
+from the bonds of State and Church, a teaching of equality, brotherhood,
+and love.
+
+"Only our holy brotherhood has the real meaning of life, all the rest is
+a dream," said Pierre. "Understand, my dear fellow, that outside this
+union all is filled with deceit and falsehood and I agree with you that
+nothing is left for an intelligent and good man but to live out his
+life, like you, merely trying not to harm others. But make our
+fundamental convictions your own, join our brotherhood, give yourself up
+to us, let yourself be guided, and you will at once feel yourself, as I
+have felt myself, a part of that vast invisible chain the beginning of
+which is hidden in heaven," said Pierre.
+
+Prince Andrew, looking straight in front of him, listened in silence to
+Pierre's words. More than once, when the noise of the wheels prevented
+his catching what Pierre said, he asked him to repeat it, and by the
+peculiar glow that came into Prince Andrew's eyes and by his silence,
+Pierre saw that his words were not in vain and that Prince Andrew would
+not interrupt him or laugh at what he said.
+
+They reached a river that had overflowed its banks and which they had to
+cross by ferry. While the carriage and horses were being placed on it,
+they also stepped on the raft.
+
+Prince Andrew, leaning his arms on the raft railing, gazed silently at
+the flooding waters glittering in the setting sun.
+
+"Well, what do you think about it?" Pierre asked. "Why are you silent?"
+
+"What do I think about it? I am listening to you. It's all very well....
+You say: join our brotherhood and we will show you the aim of life, the
+destiny of man, and the laws which govern the world. But who are we?
+Men. How is it you know everything? Why do I alone not see what you see?
+You see a reign of goodness and truth on earth, but I don't see it."
+
+Pierre interrupted him.
+
+"Do you believe in a future life?" he asked.
+
+"A future life?" Prince Andrew repeated, but Pierre, giving him no time
+to reply, took the repetition for a denial, the more readily as he knew
+Prince Andrew's former atheistic convictions.
+
+"You say you can't see a reign of goodness and truth on earth. Nor could
+I, and it cannot be seen if one looks on our life here as the end of
+everything. On earth, here on this earth" (Pierre pointed to the
+fields), "there is no truth, all is false and evil; but in the universe,
+in the whole universe there is a kingdom of truth, and we who are now
+the children of earth are--eternally--children of the whole universe.
+Don't I feel in my soul that I am part of this vast harmonious whole?
+Don't I feel that I form one link, one step, between the lower and
+higher beings, in this vast harmonious multitude of beings in whom the
+Deity--the Supreme Power if you prefer the term--is manifest? If I see,
+clearly see, that ladder leading from plant to man, why should I suppose
+it breaks off at me and does not go farther and farther? I feel that I
+cannot vanish, since nothing vanishes in this world, but that I shall
+always exist and always have existed. I feel that beyond me and above me
+there are spirits, and that in this world there is truth."
+
+"Yes, that is Herder's theory," said Prince Andrew, "but it is not that
+which can convince me, dear friend--life and death are what convince.
+What convinces is when one sees a being dear to one, bound up with one's
+own life, before whom one was to blame and had hoped to make it right"
+(Prince Andrew's voice trembled and he turned away), "and suddenly that
+being is seized with pain, suffers, and ceases to exist.... Why? It
+cannot be that there is no answer. And I believe there is.... That's
+what convinces, that is what has convinced me," said Prince Andrew.
+
+"Yes, yes, of course," said Pierre, "isn't that what I'm saying?"
+
+"No. All I say is that it is not argument that convinces me of the
+necessity of a future life, but this: when you go hand in hand with
+someone and all at once that person vanishes there, into nowhere, and
+you yourself are left facing that abyss, and look in. And I have looked
+in...."
+
+"Well, that's it then! You know that there is a there and there is a
+Someone? There is the future life. The Someone is--God."
+
+Prince Andrew did not reply. The carriage and horses had long since been
+taken off, onto the farther bank, and reharnessed. The sun had sunk half
+below the horizon and an evening frost was starring the puddles near the
+ferry, but Pierre and Andrew, to the astonishment of the footmen,
+coachmen, and ferrymen, still stood on the raft and talked.
+
+"If there is a God and future life, there is truth and good, and man's
+highest happiness consists in striving to attain them. We must live, we
+must love, and we must believe that we live not only today on this scrap
+of earth, but have lived and shall live forever, there, in the Whole,"
+said Pierre, and he pointed to the sky.
+
+Prince Andrew stood leaning on the railing of the raft listening to
+Pierre, and he gazed with his eyes fixed on the red reflection of the
+sun gleaming on the blue waters. There was perfect stillness. Pierre
+became silent. The raft had long since stopped and only the waves of the
+current beat softly against it below. Prince Andrew felt as if the sound
+of the waves kept up a refrain to Pierre's words, whispering:
+
+"It is true, believe it."
+
+He sighed, and glanced with a radiant, childlike, tender look at
+Pierre's face, flushed and rapturous, but yet shy before his superior
+friend.
+
+"Yes, if it only were so!" said Prince Andrew. "However, it is time to
+get on," he added, and, stepping off the raft, he looked up at the sky
+to which Pierre had pointed, and for the first time since Austerlitz saw
+that high, everlasting sky he had seen while lying on that battlefield;
+and something that had long been slumbering, something that was best
+within him, suddenly awoke, joyful and youthful, in his soul. It
+vanished as soon as he returned to the customary conditions of his life,
+but he knew that this feeling which he did not know how to develop
+existed within him. His meeting with Pierre formed an epoch in Prince
+Andrew's life. Though outwardly he continued to live in the same old
+way, inwardly he began a new life.
+
+
+
+
+CHAPTER XIII
+
+It was getting dusk when Prince Andrew and Pierre drove up to the front
+entrance of the house at Bald Hills. As they approached the house,
+Prince Andrew with a smile drew Pierre's attention to a commotion going
+on at the back porch. A woman, bent with age, with a wallet on her back,
+and a short, long-haired, young man in a black garment had rushed back
+to the gate on seeing the carriage driving up. Two women ran out after
+them, and all four, looking round at the carriage, ran in dismay up the
+steps of the back porch.
+
+"Those are Mary's 'God's folk,'" said Prince Andrew. "They have mistaken
+us for my father. This is the one matter in which she disobeys him. He
+orders these pilgrims to be driven away, but she receives them."
+
+"But what are 'God's folk'?" asked Pierre.
+
+Prince Andrew had no time to answer. The servants came out to meet them,
+and he asked where the old prince was and whether he was expected back
+soon.
+
+The old prince had gone to the town and was expected back any minute.
+
+Prince Andrew led Pierre to his own apartments, which were always kept
+in perfect order and readiness for him in his father's house; he himself
+went to the nursery.
+
+"Let us go and see my sister," he said to Pierre when he returned. "I
+have not found her yet, she is hiding now, sitting with her 'God's
+folk.' It will serve her right, she will be confused, but you will see
+her 'God's folk.' It's really very curious."
+
+"What are 'God's folk'?" asked Pierre.
+
+"Come, and you'll see for yourself."
+
+Princess Mary really was disconcerted and red patches came on her face
+when they went in. In her snug room, with lamps burning before the icon
+stand, a young lad with a long nose and long hair, wearing a monk's
+cassock, sat on the sofa beside her, behind a samovar. Near them, in an
+armchair, sat a thin, shriveled, old woman, with a meek expression on
+her childlike face.
+
+"Andrew, why didn't you warn me?" said the princess, with mild reproach,
+as she stood before her pilgrims like a hen before her chickens.
+
+"Charmee de vous voir. Je suis tres contente de vous voir," * she said
+to Pierre as he kissed her hand. She had known him as a child, and now
+his friendship with Andrew, his misfortune with his wife, and above all
+his kindly, simple face disposed her favorably toward him. She looked at
+him with her beautiful radiant eyes and seemed to say, "I like you very
+much, but please don't laugh at my people." After exchanging the first
+greetings, they sat down.
+
+
+* "Delighted to see you. I am very glad to see you."
+
+"Ah, and Ivanushka is here too!" said Prince Andrew, glancing with a
+smile at the young pilgrim.
+
+"Andrew!" said Princess Mary, imploringly. "Il faut que vous sachiez que
+c'est une femme," * said Prince Andrew to Pierre.
+
+"Andrew, au nom de Dieu!" *(2) Princess Mary repeated.
+
+
+* "You must know that this is a woman."
+
+* (2) "For heaven's sake."
+
+It was evident that Prince Andrew's ironical tone toward the pilgrims
+and Princess Mary's helpless attempts to protect them were their
+customary long-established relations on the matter.
+
+"Mais, ma bonne amie," said Prince Andrew, "vous devriez au contraire
+m'être reconnaissante de ce que j'explique a Pierre votre intimité avec
+ce jeune homme." *
+
+
+* "But, my dear, you ought on the contrary to be grateful to me for
+explaining to Pierre your intimacy with this young man."
+
+"Really?" said Pierre, gazing over his spectacles with curiosity and
+seriousness (for which Princess Mary was specially grateful to him) into
+Ivanushka's face, who, seeing that she was being spoken about, looked
+round at them all with crafty eyes.
+
+Princess Mary's embarrassment on her people's account was quite
+unnecessary. They were not in the least abashed. The old woman, lowering
+her eyes but casting side glances at the newcomers, had turned her cup
+upside down and placed a nibbled bit of sugar beside it, and sat quietly
+in her armchair, though hoping to be offered another cup of tea.
+Ivanushka, sipping out of her saucer, looked with sly womanish eyes from
+under her brows at the young men.
+
+"Where have you been? To Kiev?" Prince Andrew asked the old woman.
+
+"I have, good sir," she answered garrulously. "Just at Christmastime I
+was deemed worthy to partake of the holy and heavenly sacrament at the
+shrine of the saint. And now I'm from Kolyazin, master, where a great
+and wonderful blessing has been revealed."
+
+"And was Ivanushka with you?"
+
+"I go by myself, benefactor," said Ivanushka, trying to speak in a bass
+voice. "I only came across Pelageya in Yukhnovo..."
+
+Pelageya interrupted her companion; she evidently wished to tell what
+she had seen.
+
+"In Kolyazin, master, a wonderful blessing has been revealed."
+
+"What is it? Some new relics?" asked Prince Andrew.
+
+"Andrew, do leave off," said Princess Mary. "Don't tell him, Pelageya."
+
+"No... why not, my dear, why shouldn't I? I like him. He is kind, he is
+one of God's chosen, he's a benefactor, he once gave me ten rubles, I
+remember. When I was in Kiev, Crazy Cyril says to me (he's one of God's
+own and goes barefoot summer and winter), he says, 'Why are you not
+going to the right place? Go to Kolyazin where a wonder-working icon of
+the Holy Mother of God has been revealed.' On hearing those words I said
+good-by to the holy folk and went."
+
+All were silent, only the pilgrim woman went on in measured tones,
+drawing in her breath.
+
+"So I come, master, and the people say to me: 'A great blessing has been
+revealed, holy oil trickles from the cheeks of our blessed Mother, the
+Holy Virgin Mother of God'...."
+
+"All right, all right, you can tell us afterwards," said Princess Mary,
+flushing.
+
+"Let me ask her," said Pierre. "Did you see it yourselves?" he inquired.
+
+"Oh, yes, master, I was found worthy. Such a brightness on the face like
+the light of heaven, and from the blessed Mother's cheek it drops and
+drops...."
+
+"But, dear me, that must be a fraud!" said Pierre, naively, who had
+listened attentively to the pilgrim.
+
+"Oh, master, what are you saying?" exclaimed the horrified Pelageya,
+turning to Princess Mary for support.
+
+"They impose on the people," he repeated.
+
+"Lord Jesus Christ!" exclaimed the pilgrim woman, crossing herself. "Oh,
+don't speak so, master! There was a general who did not believe, and
+said, 'The monks cheat,' and as soon as he'd said it he went blind. And
+he dreamed that the Holy Virgin Mother of the Kiev catacombs came to him
+and said, 'Believe in me and I will make you whole.' So he begged: 'Take
+me to her, take me to her.' It's the real truth I'm telling you, I saw
+it myself. So he was brought, quite blind, straight to her, and he goes
+up to her and falls down and says, 'Make me whole,' says he, 'and I'll
+give thee what the Tsar bestowed on me.' I saw it myself, master, the
+star is fixed into the icon. Well, and what do you think? He received
+his sight! It's a sin to speak so. God will punish you," she said
+admonishingly, turning to Pierre.
+
+"How did the star get into the icon?" Pierre asked.
+
+"And was the Holy Mother promoted to the rank of general?" said Prince
+Andrew, with a smile.
+
+Pelageya suddenly grew quite pale and clasped her hands.
+
+"Oh, master, master, what a sin! And you who have a son!" she began, her
+pallor suddenly turning to a vivid red. "Master, what have you said? God
+forgive you!" And she crossed herself. "Lord forgive him! My dear, what
+does it mean?..." she asked, turning to Princess Mary. She got up and,
+almost crying, began to arrange her wallet. She evidently felt
+frightened and ashamed to have accepted charity in a house where such
+things could be said, and was at the same time sorry to have now to
+forgo the charity of this house.
+
+"Now, why need you do it?" said Princess Mary. "Why did you come to
+me?..."
+
+"Come, Pelageya, I was joking," said Pierre. "Princesse, ma parole, je
+n'ai pas voulu l'offenser. * I did not mean anything, I was only
+joking," he said, smiling shyly and trying to efface his offense. "It
+was all my fault, and Andrew was only joking."
+
+
+* "Princess, on my word, I did not wish to offend her."
+
+Pelageya stopped doubtfully, but in Pierre's face there was such a look
+of sincere penitence, and Prince Andrew glanced so meekly now at her and
+now at Pierre, that she was gradually reassured.
+
+
+
+
+CHAPTER XIV
+
+The pilgrim woman was appeased and, being encouraged to talk, gave a
+long account of Father Amphilochus, who led so holy a life that his
+hands smelled of incense, and how on her last visit to Kiev some monks
+she knew let her have the keys of the catacombs, and how she, taking
+some dried bread with her, had spent two days in the catacombs with the
+saints. "I'd pray awhile to one, ponder awhile, then go on to another.
+I'd sleep a bit and then again go and kiss the relics, and there was
+such peace all around, such blessedness, that one don't want to come
+out, even into the light of heaven again."
+
+Pierre listened to her attentively and seriously. Prince Andrew went out
+of the room, and then, leaving "God's folk" to finish their tea,
+Princess Mary took Pierre into the drawing room.
+
+"You are very kind," she said to him.
+
+"Oh, I really did not mean to hurt her feelings. I understand them so
+well and have the greatest respect for them."
+
+Princess Mary looked at him silently and smiled affectionately.
+
+"I have known you a long time, you see, and am as fond of you as of a
+brother," she said. "How do you find Andrew?" she added hurriedly, not
+giving him time to reply to her affectionate words. "I am very anxious
+about him. His health was better in the winter, but last spring his
+wound reopened and the doctor said he ought to go away for a cure. And I
+am also very much afraid for him spiritually. He has not a character
+like us women who, when we suffer, can weep away our sorrows. He keeps
+it all within him. Today he is cheerful and in good spirits, but that is
+the effect of your visit--he is not often like that. If you could
+persuade him to go abroad. He needs activity, and this quiet regular
+life is very bad for him. Others don't notice it, but I see it."
+
+Toward ten o'clock the men servants rushed to the front door, hearing
+the bells of the old prince's carriage approaching. Prince Andrew and
+Pierre also went out into the porch.
+
+"Who's that?" asked the old prince, noticing Pierre as he got out of the
+carriage.
+
+"Ah! Very glad! Kiss me," he said, having learned who the young stranger
+was.
+
+The old prince was in a good temper and very gracious to Pierre.
+
+Before supper, Prince Andrew, coming back to his father's study, found
+him disputing hotly with his visitor. Pierre was maintaining that a time
+would come when there would be no more wars. The old prince disputed it
+chaffingly, but without getting angry.
+
+"Drain the blood from men's veins and put in water instead, then there
+will be no more war! Old women's nonsense--old women's nonsense!" he
+repeated, but still he patted Pierre affectionately on the shoulder, and
+then went up to the table where Prince Andrew, evidently not wishing to
+join in the conversation, was looking over the papers his father had
+brought from town. The old prince went up to him and began to talk
+business.
+
+"The marshal, a Count Rostov, hasn't sent half his contingent. He came
+to town and wanted to invite me to dinner--I gave him a pretty
+dinner!... And there, look at this.... Well, my boy," the old prince
+went on, addressing his son and patting Pierre on the shoulder. "A fine
+fellow--your friend--I like him! He stirs me up. Another says clever
+things and one doesn't care to listen, but this one talks rubbish yet
+stirs an old fellow up. Well, go! Get along! Perhaps I'll come and sit
+with you at supper. We'll have another dispute. Make friends with my
+little fool, Princess Mary," he shouted after Pierre, through the door.
+
+Only now, on his visit to Bald Hills, did Pierre fully realize the
+strength and charm of his friendship with Prince Andrew. That charm was
+not expressed so much in his relations with him as with all his family
+and with the household. With the stern old prince and the gentle, timid
+Princess Mary, though he had scarcely known them, Pierre at once felt
+like an old friend. They were all fond of him already. Not only Princess
+Mary, who had been won by his gentleness with the pilgrims, gave him her
+most radiant looks, but even the one-year-old "Prince Nicholas" (as his
+grandfather called him) smiled at Pierre and let himself be taken in his
+arms, and Michael Ivanovich and Mademoiselle Bourienne looked at him
+with pleasant smiles when he talked to the old prince.
+
+The old prince came in to supper; this was evidently on Pierre's
+account. And during the two days of the young man's visit he was
+extremely kind to him and told him to visit them again.
+
+When Pierre had gone and the members of the household met together, they
+began to express their opinions of him as people always do after a new
+acquaintance has left, but as seldom happens, no one said anything but
+what was good of him.
+
+
+
+
+CHAPTER XV
+
+When returning from his leave, Rostov felt, for the first time, how
+close was the bond that united him to Denisov and the whole regiment.
+
+On approaching it, Rostov felt as he had done when approaching his home
+in Moscow. When he saw the first hussar with the unbuttoned uniform of
+his regiment, when he recognized red-haired Dementyev and saw the picket
+ropes of the roan horses, when Lavrushka gleefully shouted to his
+master, "The count has come!" and Denisov, who had been asleep on his
+bed, ran all disheveled out of the mud hut to embrace him, and the
+officers collected round to greet the new arrival, Rostov experienced
+the same feeling as when his mother, his father, and his sister had
+embraced him, and tears of joy choked him so that he could not speak.
+The regiment was also a home, and as unalterably dear and precious as
+his parents' house.
+
+When he had reported himself to the commander of the regiment and had
+been reassigned to his former squadron, had been on duty and had gone
+out foraging, when he had again entered into all the little interests of
+the regiment and felt himself deprived of liberty and bound in one
+narrow, unchanging frame, he experienced the same sense of peace, of
+moral support, and the same sense of being at home here in his own
+place, as he had felt under the parental roof. But here was none of all
+that turmoil of the world at large, where he did not know his right
+place and took mistaken decisions; here was no Sonya with whom he ought,
+or ought not, to have an explanation; here was no possibility of going
+there or not going there; here there were not twenty-four hours in the
+day which could be spent in such a variety of ways; there was not that
+innumerable crowd of people of whom not one was nearer to him or farther
+from him than another; there were none of those uncertain and undefined
+money relations with his father, and nothing to recall that terrible
+loss to Dolokhov. Here, in the regiment, all was clear and simple. The
+whole world was divided into two unequal parts: one, our Pavlograd
+regiment; the other, all the rest. And the rest was no concern of his.
+In the regiment, everything was definite: who was lieutenant, who
+captain, who was a good fellow, who a bad one, and most of all, who was
+a comrade. The canteenkeeper gave one credit, one's pay came every four
+months, there was nothing to think out or decide, you had only to do
+nothing that was considered bad in the Pavlograd regiment and, when
+given an order, to do what was clearly, distinctly, and definitely
+ordered--and all would be well.
+
+Having once more entered into the definite conditions of this regimental
+life, Rostov felt the joy and relief a tired man feels on lying down to
+rest. Life in the regiment, during this campaign, was all the pleasanter
+for him, because, after his loss to Dolokhov (for which, in spite of all
+his family's efforts to console him, he could not forgive himself), he
+had made up his mind to atone for his fault by serving, not as he had
+done before, but really well, and by being a perfectly first-rate
+comrade and officer--in a word, a splendid man altogether, a thing which
+seemed so difficult out in the world, but so possible in the regiment.
+
+After his losses, he had determined to pay back his debt to his parents
+in five years. He received ten thousand rubles a year, but now resolved
+to take only two thousand and leave the rest to repay the debt to his
+parents.
+
+Our army, after repeated retreats and advances and battles at Pultusk
+and Preussisch-Eylau, was concentrated near Bartenstein. It was awaiting
+the Emperor's arrival and the beginning of a new campaign.
+
+The Pavlograd regiment, belonging to that part of the army which had
+served in the 1805 campaign, had been recruiting up to strength in
+Russia, and arrived too late to take part in the first actions of the
+campaign. It had been neither at Pultusk nor at Preussisch-Eylau and,
+when it joined the army in the field in the second half of the campaign,
+was attached to Platov's division.
+
+Platov's division was acting independently of the main army. Several
+times parts of the Pavlograd regiment had exchanged shots with the
+enemy, had taken prisoners, and once had even captured Marshal Oudinot's
+carriages. In April the Pavlograds were stationed immovably for some
+weeks near a totally ruined and deserted German village.
+
+A thaw had set in, it was muddy and cold, the ice on the river broke,
+and the roads became impassable. For days neither provisions for the men
+nor fodder for the horses had been issued. As no transports could
+arrive, the men dispersed about the abandoned and deserted villages,
+searching for potatoes, but found few even of these.
+
+Everything had been eaten up and the inhabitants had all fled--if any
+remained, they were worse than beggars and nothing more could be taken
+from them; even the soldiers, usually pitiless enough, instead of taking
+anything from them, often gave them the last of their rations.
+
+The Pavlograd regiment had had only two men wounded in action, but had
+lost nearly half its men from hunger and sickness. In the hospitals,
+death was so certain that soldiers suffering from fever, or the swelling
+that came from bad food, preferred to remain on duty, and hardly able to
+drag their legs went to the front rather than to the hospitals. When
+spring came on, the soldiers found a plant just showing out of the
+ground that looked like asparagus, which, for some reason, they called
+"Mashka's sweet root." It was very bitter, but they wandered about the
+fields seeking it and dug it out with their sabers and ate it, though
+they were ordered not to do so, as it was a noxious plant. That spring a
+new disease broke out among the soldiers, a swelling of the arms, legs,
+and face, which the doctors attributed to eating this root. But in spite
+of all this, the soldiers of Denisov's squadron fed chiefly on "Mashka's
+sweet root," because it was the second week that the last of the
+biscuits were being doled out at the rate of half a pound a man and the
+last potatoes received had sprouted and frozen.
+
+The horses also had been fed for a fortnight on straw from the thatched
+roofs and had become terribly thin, though still covered with tufts of
+felty winter hair.
+
+Despite this destitution, the soldiers and officers went on living just
+as usual. Despite their pale swollen faces and tattered uniforms, the
+hussars formed line for roll call, kept things in order, groomed their
+horses, polished their arms, brought in straw from the thatched roofs in
+place of fodder, and sat down to dine round the caldrons from which they
+rose up hungry, joking about their nasty food and their hunger. As
+usual, in their spare time, they lit bonfires, steamed themselves before
+them naked; smoked, picked out and baked sprouting rotten potatoes, told
+and listened to stories of Potemkin's and Suvorov's campaigns, or to
+legends of Alesha the Sly, or the priest's laborer Mikolka.
+
+The officers, as usual, lived in twos and threes in the roofless, half-
+ruined houses. The seniors tried to collect straw and potatoes and, in
+general, food for the men. The younger ones occupied themselves as
+before, some playing cards (there was plenty of money, though there was
+no food), some with more innocent games, such as quoits and skittles.
+The general trend of the campaign was rarely spoken of, partly because
+nothing certain was known about it, partly because there was a vague
+feeling that in the main it was going badly.
+
+Rostov lived, as before, with Denisov, and since their furlough they had
+become more friendly than ever. Denisov never spoke of Rostov's family,
+but by the tender friendship his commander showed him, Rostov felt that
+the elder hussar's luckless love for Natasha played a part in
+strengthening their friendship. Denisov evidently tried to expose Rostov
+to danger as seldom as possible, and after an action greeted his safe
+return with evident joy. On one of his foraging expeditions, in a
+deserted and ruined village to which he had come in search of
+provisions, Rostov found a family consisting of an old Pole and his
+daughter with an infant in arms. They were half clad, hungry, too weak
+to get away on foot and had no means of obtaining a conveyance. Rostov
+brought them to his quarters, placed them in his own lodging, and kept
+them for some weeks while the old man was recovering. One of his
+comrades, talking of women, began chaffing Rostov, saying that he was
+more wily than any of them and that it would not be a bad thing if he
+introduced to them the pretty Polish girl he had saved. Rostov took the
+joke as an insult, flared up, and said such unpleasant things to the
+officer that it was all Denisov could do to prevent a duel. When the
+officer had gone away, Denisov, who did not himself know what Rostov's
+relations with the Polish girl might be, began to upbraid him for his
+quickness of temper, and Rostov replied:
+
+"Say what you like.... She is like a sister to me, and I can't tell you
+how it offended me... because... well, for that reason...."
+
+Denisov patted him on the shoulder and began rapidly pacing the room
+without looking at Rostov, as was his way at moments of deep feeling.
+
+"Ah, what a mad bweed you Wostovs are!" he muttered, and Rostov noticed
+tears in his eyes.
+
+
+
+
+CHAPTER XVI
+
+In April the troops were enlivened by news of the Emperor's arrival, but
+Rostov had no chance of being present at the review he held at
+Bartenstein, as the Pavlograds were at the outposts far beyond that
+place.
+
+They were bivouacking. Denisov and Rostov were living in an earth hut,
+dug out for them by the soldiers and roofed with branches and turf. The
+hut was made in the following manner, which had then come into vogue. A
+trench was dug three and a half feet wide, four feet eight inches deep,
+and eight feet long. At one end of the trench, steps were cut out and
+these formed the entrance and vestibule. The trench itself was the room,
+in which the lucky ones, such as the squadron commander, had a board,
+lying on piles at the end opposite the entrance, to serve as a table. On
+each side of the trench, the earth was cut out to a breadth of about two
+and a half feet, and this did duty for bedsteads and couches. The roof
+was so constructed that one could stand up in the middle of the trench
+and could even sit up on the beds if one drew close to the table.
+Denisov, who was living luxuriously because the soldiers of his squadron
+liked him, had also a board in the roof at the farther end, with a piece
+of (broken but mended) glass in it for a window. When it was very cold,
+embers from the soldiers' campfire were placed on a bent sheet of iron
+on the steps in the "reception room"--as Denisov called that part of the
+hut--and it was then so warm that the officers, of whom there were
+always some with Denisov and Rostov, sat in their shirt sleeves.
+
+In April, Rostov was on orderly duty. One morning, between seven and
+eight, returning after a sleepless night, he sent for embers, changed
+his rain-soaked underclothes, said his prayers, drank tea, got warm,
+then tidied up the things on the table and in his own corner, and, his
+face glowing from exposure to the wind and with nothing on but his
+shirt, lay down on his back, putting his arms under his head. He was
+pleasantly considering the probability of being promoted in a few days
+for his last reconnoitering expedition, and was awaiting Denisov, who
+had gone out somewhere and with whom he wanted a talk.
+
+Suddenly he heard Denisov shouting in a vibrating voice behind the hut,
+evidently much excited. Rostov moved to the window to see whom he was
+speaking to, and saw the quartermaster, Topcheenko.
+
+"I ordered you not to let them eat that Mashka woot stuff!" Denisov was
+shouting. "And I saw with my own eyes how Lazarchuk bwought some fwom
+the fields."
+
+"I have given the order again and again, your honor, but they don't
+obey," answered the quartermaster.
+
+Rostov lay down again on his bed and thought complacently: "Let him fuss
+and bustle now, my job's done and I'm lying down--capitally!" He could
+hear that Lavrushka--that sly, bold orderly of Denisov's--was talking,
+as well as the quartermaster. Lavrushka was saying something about
+loaded wagons, biscuits, and oxen he had seen when he had gone out for
+provisions.
+
+Then Denisov's voice was heard shouting farther and farther away.
+"Saddle! Second platoon!"
+
+"Where are they off to now?" thought Rostov.
+
+Five minutes later, Denisov came into the hut, climbed with muddy boots
+on the bed, lit his pipe, furiously scattered his things about, took his
+leaded whip, buckled on his saber, and went out again. In answer to
+Rostov's inquiry where he was going, he answered vaguely and crossly
+that he had some business.
+
+"Let God and our gweat monarch judge me afterwards!" said Denisov going
+out, and Rostov heard the hoofs of several horses splashing through the
+mud. He did not even trouble to find out where Denisov had gone. Having
+got warm in his corner, he fell asleep and did not leave the hut till
+toward evening. Denisov had not yet returned. The weather had cleared
+up, and near the next hut two officers and a cadet were playing svayka,
+laughing as they threw their missiles which buried themselves in the
+soft mud. Rostov joined them. In the middle of the game, the officers
+saw some wagons approaching with fifteen hussars on their skinny horses
+behind them. The wagons escorted by the hussars drew up to the picket
+ropes and a crowd of hussars surrounded them.
+
+"There now, Denisov has been worrying," said Rostov, "and here are the
+provisions."
+
+"So they are!" said the officers. "Won't the soldiers be glad!"
+
+A little behind the hussars came Denisov, accompanied by two infantry
+officers with whom he was talking.
+
+Rostov went to meet them.
+
+"I warn you, Captain," one of the officers, a short thin man, evidently
+very angry, was saying.
+
+"Haven't I told you I won't give them up?" replied Denisov.
+
+"You will answer for it, Captain. It is mutiny--seizing the transport of
+one's own army. Our men have had nothing to eat for two days."
+
+"And mine have had nothing for two weeks," said Denisov.
+
+"It is robbery! You'll answer for it, sir!" said the infantry officer,
+raising his voice.
+
+"Now, what are you pestewing me for?" cried Denisov, suddenly losing his
+temper. "I shall answer for it and not you, and you'd better not buzz
+about here till you get hurt. Be off! Go!" he shouted at the officers.
+
+"Very well, then!" shouted the little officer, undaunted and not riding
+away. "If you are determined to rob, I'll..."
+
+"Go to the devil! quick ma'ch, while you're safe and sound!" and Denisov
+turned his horse on the officer.
+
+"Very well, very well!" muttered the officer, threateningly, and turning
+his horse he trotted away, jolting in his saddle.
+
+"A dog astwide a fence! A weal dog astwide a fence!" shouted Denisov
+after him (the most insulting expression a cavalryman can address to a
+mounted infantryman) and riding up to Rostov, he burst out laughing.
+
+"I've taken twansports from the infantwy by force!" he said. "After all,
+can't let our men starve."
+
+The wagons that had reached the hussars had been consigned to an
+infantry regiment, but learning from Lavrushka that the transport was
+unescorted, Denisov with his hussars had seized it by force. The
+soldiers had biscuits dealt out to them freely, and they even shared
+them with the other squadrons.
+
+The next day the regimental commander sent for Denisov, and holding his
+fingers spread out before his eyes said:
+
+"This is how I look at this affair: I know nothing about it and won't
+begin proceedings, but I advise you to ride over to the staff and settle
+the business there in the commissariat department and if possible sign a
+receipt for such and such stores received. If not, as the demand was
+booked against an infantry regiment, there will be a row and the affair
+may end badly."
+
+From the regimental commander's, Denisov rode straight to the staff with
+a sincere desire to act on this advice. In the evening he came back to
+his dugout in a state such as Rostov had never yet seen him in. Denisov
+could not speak and gasped for breath. When Rostov asked what was the
+matter, he only uttered some incoherent oaths and threats in a hoarse,
+feeble voice.
+
+Alarmed at Denisov's condition, Rostov suggested that he should undress,
+drink some water, and send for the doctor.
+
+"Twy me for wobbewy... oh! Some more water... Let them twy me, but I'll
+always thwash scoundwels... and I'll tell the Empewo'... Ice..." he
+muttered.
+
+The regimental doctor, when he came, said it was absolutely necessary to
+bleed Denisov. A deep saucer of black blood was taken from his hairy arm
+and only then was he able to relate what had happened to him.
+
+"I get there," began Denisov. "'Now then, where's your chief's
+quarters?' They were pointed out. 'Please to wait.' 'I've widden twenty
+miles and have duties to attend to and no time to wait. Announce me.'
+Vewy well, so out comes their head chief--also took it into his head to
+lecture me: 'It's wobbewy!'--'Wobbewy,' I say, 'is not done by man who
+seizes pwovisions to feed his soldiers, but by him who takes them to
+fill his own pockets!' 'Will you please be silent?' 'Vewy good!' Then he
+says: 'Go and give a weceipt to the commissioner, but your affair will
+be passed on to headquarters.' I go to the commissioner. I enter, and at
+the table... who do you think? No, but wait a bit!... Who is it that's
+starving us?" shouted Denisov, hitting the table with the fist of his
+newly bled arm so violently that the table nearly broke down and the
+tumblers on it jumped about. "Telyanin! 'What? So it's you who's
+starving us to death! Is it? Take this and this!' and I hit him so pat,
+stwaight on his snout... 'Ah, what a... what a...!' and I sta'ted
+fwashing him... Well, I've had a bit of fun I can tell you!" cried
+Denisov, gleeful and yet angry, his white teeth showing under his black
+mustache. "I'd have killed him if they hadn't taken him away!"
+
+"But what are you shouting for? Calm yourself," said Rostov. "You've set
+your arm bleeding afresh. Wait, we must tie it up again."
+
+Denisov was bandaged up again and put to bed. Next day he woke calm and
+cheerful.
+
+But at noon the adjutant of the regiment came into Rostov's and
+Denisov's dugout with a grave and serious face and regretfully showed
+them a paper addressed to Major Denisov from the regimental commander in
+which inquiries were made about yesterday's occurrence. The adjutant
+told them that the affair was likely to take a very bad turn: that a
+court-martial had been appointed, and that in view of the severity with
+which marauding and insubordination were now regarded, degradation to
+the ranks would be the best that could be hoped for.
+
+The case, as represented by the offended parties, was that, after
+seizing the transports, Major Denisov, being drunk, went to the chief
+quartermaster and without any provocation called him a thief, threatened
+to strike him, and on being led out had rushed into the office and given
+two officials a thrashing, and dislocated the arm of one of them.
+
+In answer to Rostov's renewed questions, Denisov said, laughing, that he
+thought he remembered that some other fellow had got mixed up in it, but
+that it was all nonsense and rubbish, and he did not in the least fear
+any kind of trial, and that if those scoundrels dared attack him he
+would give them an answer that they would not easily forget.
+
+Denisov spoke contemptuously of the whole matter, but Rostov knew him
+too well not to detect that (while hiding it from others) at heart he
+feared a court-martial and was worried over the affair, which was
+evidently taking a bad turn. Every day, letters of inquiry and notices
+from the court arrived, and on the first of May, Denisov was ordered to
+hand the squadron over to the next in seniority and appear before the
+staff of his division to explain his violence at the commissariat
+office. On the previous day Platov reconnoitered with two Cossack
+regiments and two squadrons of hussars. Denisov, as was his wont, rode
+out in front of the outposts, parading his courage. A bullet fired by a
+French sharpshooter hit him in the fleshy part of his leg. Perhaps at
+another time Denisov would not have left the regiment for so slight a
+wound, but now he took advantage of it to excuse himself from appearing
+at the staff and went into hospital.
+
+
+
+
+CHAPTER XVII
+
+In June the battle of Friedland was fought, in which the Pavlograds did
+not take part, and after that an armistice was proclaimed. Rostov, who
+felt his friend's absence very much, having no news of him since he left
+and feeling very anxious about his wound and the progress of his
+affairs, took advantage of the armistice to get leave to visit Denisov
+in hospital.
+
+The hospital was in a small Prussian town that had been twice devastated
+by Russian and French troops. Because it was summer, when it is so
+beautiful out in the fields, the little town presented a particularly
+dismal appearance with its broken roofs and fences, its foul streets,
+tattered inhabitants, and the sick and drunken soldiers wandering about.
+
+The hospital was in a brick building with some of the window frames and
+panes broken and a courtyard surrounded by the remains of a wooden fence
+that had been pulled to pieces. Several bandaged soldiers, with pale
+swollen faces, were sitting or walking about in the sunshine in the
+yard.
+
+Directly Rostov entered the door he was enveloped by a smell of
+putrefaction and hospital air. On the stairs he met a Russian army
+doctor smoking a cigar. The doctor was followed by a Russian assistant.
+
+"I can't tear myself to pieces," the doctor was saying. "Come to Makar
+Alexeevich in the evening. I shall be there."
+
+The assistant asked some further questions.
+
+"Oh, do the best you can! Isn't it all the same?" The doctor noticed
+Rostov coming upstairs.
+
+"What do you want, sir?" said the doctor. "What do you want? The bullets
+having spared you, do you want to try typhus? This is a pesthouse, sir."
+
+"How so?" asked Rostov.
+
+"Typhus, sir. It's death to go in. Only we two, Makeev and I" (he
+pointed to the assistant), "keep on here. Some five of us doctors have
+died in this place.... When a new one comes he is done for in a week,"
+said the doctor with evident satisfaction. "Prussian doctors have been
+invited here, but our allies don't like it at all."
+
+Rostov explained that he wanted to see Major Denisov of the hussars, who
+was wounded.
+
+"I don't know. I can't tell you, sir. Only think! I am alone in charge
+of three hospitals with more than four hundred patients! It's well that
+the charitable Prussian ladies send us two pounds of coffee and some
+lint each month or we should be lost!" he laughed. "Four hundred, sir,
+and they're always sending me fresh ones. There are four hundred? Eh?"
+he asked, turning to the assistant.
+
+The assistant looked fagged out. He was evidently vexed and impatient
+for the talkative doctor to go.
+
+"Major Denisov," Rostov said again. "He was wounded at Molliten."
+
+"Dead, I fancy. Eh, Makeev?" queried the doctor, in a tone of
+indifference.
+
+The assistant, however, did not confirm the doctor's words.
+
+"Is he tall and with reddish hair?" asked the doctor.
+
+Rostov described Denisov's appearance.
+
+"There was one like that," said the doctor, as if pleased. "That one is
+dead, I fancy. However, I'll look up our list. We had a list. Have you
+got it, Makeev?"
+
+"Makar Alexeevich has the list," answered the assistant. "But if you'll
+step into the officers' wards you'll see for yourself," he added,
+turning to Rostov.
+
+"Ah, you'd better not go, sir," said the doctor, "or you may have to
+stay here yourself."
+
+But Rostov bowed himself away from the doctor and asked the assistant to
+show him the way.
+
+"Only don't blame me!" the doctor shouted up after him.
+
+Rostov and the assistant went into the dark corridor. The smell was so
+strong there that Rostov held his nose and had to pause and collect his
+strength before he could go on. A door opened to the right, and an
+emaciated sallow man on crutches, barefoot and in underclothing, limped
+out and, leaning against the doorpost, looked with glittering envious
+eyes at those who were passing. Glancing in at the door, Rostov saw that
+the sick and wounded were lying on the floor on straw and overcoats.
+
+"May I go in and look?"
+
+"What is there to see?" said the assistant.
+
+But, just because the assistant evidently did not want him to go in,
+Rostov entered the soldiers' ward. The foul air, to which he had already
+begun to get used in the corridor, was still stronger here. It was a
+little different, more pungent, and one felt that this was where it
+originated.
+
+In the long room, brightly lit up by the sun through the large windows,
+the sick and wounded lay in two rows with their heads to the walls, and
+leaving a passage in the middle. Most of them were unconscious and paid
+no attention to the newcomers. Those who were conscious raised
+themselves or lifted their thin yellow faces, and all looked intently at
+Rostov with the same expression of hope, of relief, reproach, and envy
+of another's health. Rostov went to the middle of the room and looking
+through the open doors into the two adjoining rooms saw the same thing
+there. He stood still, looking silently around. He had not at all
+expected such a sight. Just before him, almost across the middle of the
+passage on the bare floor, lay a sick man, probably a Cossack to judge
+by the cut of his hair. The man lay on his back, his huge arms and legs
+outstretched. His face was purple, his eyes were rolled back so that
+only the whites were seen, and on his bare legs and arms which were
+still red, the veins stood out like cords. He was knocking the back of
+his head against the floor, hoarsely uttering some word which he kept
+repeating. Rostov listened and made out the word. It was "drink, drink,
+a drink!" Rostov glanced round, looking for someone who would put this
+man back in his place and bring him water.
+
+"Who looks after the sick here?" he asked the assistant.
+
+Just then a commissariat soldier, a hospital orderly, came in from the
+next room, marching stiffly, and drew up in front of Rostov.
+
+"Good day, your honor!" he shouted, rolling his eyes at Rostov and
+evidently mistaking him for one of the hospital authorities.
+
+"Get him to his place and give him some water," said Rostov, pointing to
+the Cossack.
+
+"Yes, your honor," the soldier replied complacently, and rolling his
+eyes more than ever he drew himself up still straighter, but did not
+move.
+
+"No, it's impossible to do anything here," thought Rostov, lowering his
+eyes, and he was going out, but became aware of an intense look fixed on
+him on his right, and he turned. Close to the corner, on an overcoat,
+sat an old, unshaven, gray-bearded soldier as thin as a skeleton, with a
+stern sallow face and eyes intently fixed on Rostov. The man's neighbor
+on one side whispered something to him, pointing at Rostov, who noticed
+that the old man wanted to speak to him. He drew nearer and saw that the
+old man had only one leg bent under him, the other had been amputated
+above the knee. His neighbor on the other side, who lay motionless some
+distance from him with his head thrown back, was a young soldier with a
+snub nose. His pale waxen face was still freckled and his eyes were
+rolled back. Rostov looked at the young soldier and a cold chill ran
+down his back.
+
+"Why, this one seems..." he began, turning to the assistant.
+
+"And how we've been begging, your honor," said the old soldier, his jaw
+quivering. "He's been dead since morning. After all we're men, not
+dogs."
+
+"I'll send someone at once. He shall be taken away--taken away at once,"
+said the assistant hurriedly. "Let us go, your honor."
+
+"Yes, yes, let us go," said Rostov hastily, and lowering his eyes and
+shrinking, he tried to pass unnoticed between the rows of reproachful
+envious eyes that were fixed upon him, and went out of the room.
+
+
+
+
+CHAPTER XVIII
+
+Going along the corridor, the assistant led Rostov to the officers'
+wards, consisting of three rooms, the doors of which stood open. There
+were beds in these rooms and the sick and wounded officers were lying or
+sitting on them. Some were walking about the rooms in hospital dressing
+gowns. The first person Rostov met in the officers' ward was a thin
+little man with one arm, who was walking about the first room in a
+nightcap and hospital dressing gown, with a pipe between his teeth.
+Rostov looked at him, trying to remember where he had seen him before.
+
+"See where we've met again!" said the little man. "Tushin, Tushin, don't
+you remember, who gave you a lift at Schon Grabern? And I've had a bit
+cut off, you see..." he went on with a smile, pointing to the empty
+sleeve of his dressing gown. "Looking for Vasili Dmitrich Denisov? My
+neighbor," he added, when he heard who Rostov wanted. "Here, here," and
+Tushin led him into the next room, from whence came sounds of several
+laughing voices.
+
+"How can they laugh, or even live at all here?" thought Rostov, still
+aware of that smell of decomposing flesh that had been so strong in the
+soldiers' ward, and still seeming to see fixed on him those envious
+looks which had followed him out from both sides, and the face of that
+young soldier with eyes rolled back.
+
+Denisov lay asleep on his bed with his head under the blanket, though it
+was nearly noon.
+
+"Ah, Wostov? How are you, how are you?" he called out, still in the same
+voice as in the regiment, but Rostov noticed sadly that under this
+habitual ease and animation some new, sinister, hidden feeling showed
+itself in the expression of Denisov's face and the intonations of his
+voice.
+
+His wound, though a slight one, had not yet healed even now, six weeks
+after he had been hit. His face had the same swollen pallor as the faces
+of the other hospital patients, but it was not this that struck Rostov.
+What struck him was that Denisov did not seem glad to see him, and
+smiled at him unnaturally. He did not ask about the regiment, nor about
+the general state of affairs, and when Rostov spoke of these matters did
+not listen.
+
+Rostov even noticed that Denisov did not like to be reminded of the
+regiment, or in general of that other free life which was going on
+outside the hospital. He seemed to try to forget that old life and was
+only interested in the affair with the commissariat officers. On
+Rostov's inquiry as to how the matter stood, he at once produced from
+under his pillow a paper he had received from the commission and the
+rough draft of his answer to it. He became animated when he began
+reading his paper and specially drew Rostov's attention to the stinging
+rejoinders he made to his enemies. His hospital companions, who had
+gathered round Rostov--a fresh arrival from the world outside--gradually
+began to disperse as soon as Denisov began reading his answer. Rostov
+noticed by their faces that all those gentlemen had already heard that
+story more than once and were tired of it. Only the man who had the next
+bed, a stout Uhlan, continued to sit on his bed, gloomily frowning and
+smoking a pipe, and little one-armed Tushin still listened, shaking his
+head disapprovingly. In the middle of the reading, the Uhlan interrupted
+Denisov.
+
+"But what I say is," he said, turning to Rostov, "it would be best
+simply to petition the Emperor for pardon. They say great rewards will
+now be distributed, and surely a pardon would be granted...."
+
+"Me petition the Empewo'!" exclaimed Denisov, in a voice to which he
+tried hard to give the old energy and fire, but which sounded like an
+expression of irritable impotence. "What for? If I were a wobber I would
+ask mercy, but I'm being court-martialed for bwinging wobbers to book.
+Let them twy me, I'm not afwaid of anyone. I've served the Tsar and my
+countwy honowably and have not stolen! And am I to be degwaded?...
+Listen, I'm w'iting to them stwaight. This is what I say: 'If I had
+wobbed the Tweasuwy...'"
+
+"It's certainly well written," said Tushin, "but that's not the point,
+Vasili Dmitrich," and he also turned to Rostov. "One has to submit, and
+Vasili Dmitrich doesn't want to. You know the auditor told you it was a
+bad business."
+
+"Well, let it be bad," said Denisov.
+
+"The auditor wrote out a petition for you," continued Tushin, "and you
+ought to sign it and ask this gentleman to take it. No doubt he"
+(indicating Rostov) "has connections on the staff. You won't find a
+better opportunity."
+
+"Haven't I said I'm not going to gwovel?" Denisov interrupted him, went
+on reading his paper.
+
+Rostov had not the courage to persuade Denisov, though he instinctively
+felt that the way advised by Tushin and the other officers was the
+safest, and though he would have been glad to be of service to Denisov.
+He knew his stubborn will and straightforward hasty temper.
+
+When the reading of Denisov's virulent reply, which took more than an
+hour, was over, Rostov said nothing, and he spent the rest of the day in
+a most dejected state of mind amid Denisov's hospital comrades, who had
+gathered round him, telling them what he knew and listening to their
+stories. Denisov was moodily silent all the evening.
+
+Late in the evening, when Rostov was about to leave, he asked Denisov
+whether he had no commission for him.
+
+"Yes, wait a bit," said Denisov, glancing round at the officers, and
+taking his papers from under his pillow he went to the window, where he
+had an inkpot, and sat down to write.
+
+"It seems it's no use knocking one's head against a wall!" he said,
+coming from the window and giving Rostov a large envelope. In it was the
+petition to the Emperor drawn up by the auditor, in which Denisov,
+without alluding to the offenses of the commissariat officials, simply
+asked for pardon.
+
+"Hand it in. It seems..."
+
+He did not finish, but gave a painfully unnatural smile.
+
+
+
+
+CHAPTER XIX
+
+Having returned to the regiment and told the commander the state of
+Denisov's affairs, Rostov rode to Tilsit with the letter to the Emperor.
+
+On the thirteenth of June the French and Russian Emperors arrived in
+Tilsit. Boris Drubetskoy had asked the important personage on whom he
+was in attendance, to include him in the suite appointed for the stay at
+Tilsit.
+
+"I should like to see the great man," he said, alluding to Napoleon,
+whom hitherto he, like everyone else, had always called Buonaparte.
+
+"You are speaking of Buonaparte?" asked the general, smiling.
+
+Boris looked at his general inquiringly and immediately saw that he was
+being tested.
+
+"I am speaking, Prince, of the Emperor Napoleon," he replied. The
+general patted him on the shoulder, with a smile.
+
+"You will go far," he said, and took him to Tilsit with him.
+
+Boris was among the few present at the Niemen on the day the two
+Emperors met. He saw the raft, decorated with monograms, saw Napoleon
+pass before the French Guards on the farther bank of the river, saw the
+pensive face of the Emperor Alexander as he sat in silence in a tavern
+on the bank of the Niemen awaiting Napoleon's arrival, saw both Emperors
+get into boats, and saw how Napoleon--reaching the raft first--stepped
+quickly forward to meet Alexander and held out his hand to him, and how
+they both retired into the pavilion. Since he had begun to move in the
+highest circles Boris had made it his habit to watch attentively all
+that went on around him and to note it down. At the time of the meeting
+at Tilsit he asked the names of those who had come with Napoleon and
+about the uniforms they wore, and listened attentively to words spoken
+by important personages. At the moment the Emperors went into the
+pavilion he looked at his watch, and did not forget to look at it again
+when Alexander came out. The interview had lasted an hour and fifty-
+three minutes. He noted this down that same evening, among other facts
+he felt to be of historic importance. As the Emperor's suite was a very
+small one, it was a matter of great importance, for a man who valued his
+success in the service, to be at Tilsit on the occasion of this
+interview between the two Emperors, and having succeeded in this, Boris
+felt that henceforth his position was fully assured. He had not only
+become known, but people had grown accustomed to him and accepted him.
+Twice he had executed commissions to the Emperor himself, so that the
+latter knew his face, and all those at court, far from cold-shouldering
+him as at first when they considered him a newcomer, would now have been
+surprised had he been absent.
+
+Boris lodged with another adjutant, the Polish Count Zhilinski.
+Zhilinski, a Pole brought up in Paris, was rich, and passionately fond
+of the French, and almost every day of the stay at Tilsit, French
+officers of the Guard and from French headquarters were dining and
+lunching with him and Boris.
+
+On the evening of the twenty-fourth of June, Count Zhilinski arranged a
+supper for his French friends. The guest of honor was an aide-de-camp of
+Napoleon's, there were also several French officers of the Guard, and a
+page of Napoleon's, a young lad of an old aristocratic French family.
+That same day, Rostov, profiting by the darkness to avoid being
+recognized in civilian dress, came to Tilsit and went to the lodging
+occupied by Boris and Zhilinski.
+
+Rostov, in common with the whole army from which he came, was far from
+having experienced the change of feeling toward Napoleon and the French-
+-who from being foes had suddenly become friends--that had taken place
+at headquarters and in Boris. In the army, Bonaparte and the French were
+still regarded with mingled feelings of anger, contempt, and fear. Only
+recently, talking with one of Platov's Cossack officers, Rostov had
+argued that if Napoleon were taken prisoner he would be treated not as a
+sovereign, but as a criminal. Quite lately, happening to meet a wounded
+French colonel on the road, Rostov had maintained with heat that peace
+was impossible between a legitimate sovereign and the criminal
+Bonaparte. Rostov was therefore unpleasantly struck by the presence of
+French officers in Boris' lodging, dressed in uniforms he had been
+accustomed to see from quite a different point of view from the outposts
+of the flank. As soon as he noticed a French officer, who thrust his
+head out of the door, that warlike feeling of hostility which he always
+experienced at the sight of the enemy suddenly seized him. He stopped at
+the threshold and asked in Russian whether Drubetskoy lived there.
+Boris, hearing a strange voice in the anteroom, came out to meet him. An
+expression of annoyance showed itself for a moment on his face on first
+recognizing Rostov.
+
+"Ah, it's you? Very glad, very glad to see you," he said, however,
+coming toward him with a smile. But Rostov had noticed his first
+impulse.
+
+"I've come at a bad time I think. I should not have come, but I have
+business," he said coldly.
+
+"No, I only wonder how you managed to get away from your regiment. Dans
+un moment je suis a vous," * he said, answering someone who called him.
+
+
+* "In a minute I shall be at your disposal."
+
+"I see I'm intruding," Rostov repeated.
+
+The look of annoyance had already disappeared from Boris' face: having
+evidently reflected and decided how to act, he very quietly took both
+Rostov's hands and led him into the next room. His eyes, looking
+serenely and steadily at Rostov, seemed to be veiled by something, as if
+screened by blue spectacles of conventionality. So it seemed to Rostov.
+
+"Oh, come now! As if you could come at a wrong time!" said Boris, and he
+led him into the room where the supper table was laid and introduced him
+to his guests, explaining that he was not a civilian, but an hussar
+officer, and an old friend of his.
+
+"Count Zhilinski--le Comte N. N.--le Capitaine S. S.," said he, naming
+his guests. Rostov looked frowningly at the Frenchmen, bowed
+reluctantly, and remained silent.
+
+Zhilinski evidently did not receive this new Russian person very
+willingly into his circle and did not speak to Rostov. Boris did not
+appear to notice the constraint the newcomer produced and, with the same
+pleasant composure and the same veiled look in his eyes with which he
+had met Rostov, tried to enliven the conversation. One of the Frenchmen,
+with the politeness characteristic of his countrymen, addressed the
+obstinately taciturn Rostov, saying that the latter had probably come to
+Tilsit to see the Emperor.
+
+"No, I came on business," replied Rostov, briefly.
+
+Rostov had been out of humor from the moment he noticed the look of
+dissatisfaction on Boris' face, and as always happens to those in a bad
+humor, it seemed to him that everyone regarded him with aversion and
+that he was in everybody's way. He really was in their way, for he alone
+took no part in the conversation which again became general. The looks
+the visitors cast on him seemed to say: "And what is he sitting here
+for?" He rose and went up to Boris.
+
+"Anyhow, I'm in your way," he said in a low tone. "Come and talk over my
+business and I'll go away."
+
+"Oh, no, not at all," said Boris. "But if you are tired, come and lie
+down in my room and have a rest."
+
+"Yes, really..."
+
+They went into the little room where Boris slept. Rostov, without
+sitting down, began at once, irritably (as if Boris were to blame in
+some way) telling him about Denisov's affair, asking him whether,
+through his general, he could and would intercede with the Emperor on
+Denisov's behalf and get Denisov's petition handed in. When he and Boris
+were alone, Rostov felt for the first time that he could not look Boris
+in the face without a sense of awkwardness. Boris, with one leg crossed
+over the other and stroking his left hand with the slender fingers of
+his right, listened to Rostov as a general listens to the report of a
+subordinate, now looking aside and now gazing straight into Rostov's
+eyes with the same veiled look. Each time this happened Rostov felt
+uncomfortable and cast down his eyes.
+
+"I have heard of such cases and know that His Majesty is very severe in
+such affairs. I think it would be best not to bring it before the
+Emperor, but to apply to the commander of the corps.... But in general,
+I think..."
+
+"So you don't want to do anything? Well then, say so!" Rostov almost
+shouted, not looking Boris in the face.
+
+Boris smiled.
+
+"On the contrary, I will do what I can. Only I thought..."
+
+At that moment Zhilinski's voice was heard calling Boris.
+
+"Well then, go, go, go..." said Rostov, and refusing supper and
+remaining alone in the little room, he walked up and down for a long
+time, hearing the lighthearted French conversation from the next room.
+
+
+
+
+CHAPTER XX
+
+Rostov had come to Tilsit the day least suitable for a petition on
+Denisov's behalf. He could not himself go to the general in attendance
+as he was in mufti and had come to Tilsit without permission to do so,
+and Boris, even had he wished to, could not have done so on the
+following day. On that day, June 27, the preliminaries of peace were
+signed. The Emperors exchanged decorations: Alexander received the Cross
+of the Legion of Honor and Napoleon the Order of St. Andrew of the First
+Degree, and a dinner had been arranged for the evening, given by a
+battalion of the French Guards to the Preobrazhensk battalion. The
+Emperors were to be present at that banquet.
+
+Rostov felt so ill at ease and uncomfortable with Boris that, when the
+latter looked in after supper, he pretended to be asleep, and early next
+morning went away, avoiding Boris. In his civilian clothes and a round
+hat, he wandered about the town, staring at the French and their
+uniforms and at the streets and houses where the Russian and French
+Emperors were staying. In a square he saw tables being set up and
+preparations made for the dinner; he saw the Russian and French colors
+draped from side to side of the streets, with huge monograms A and N. In
+the windows of the houses also flags and bunting were displayed.
+
+"Boris doesn't want to help me and I don't want to ask him. That's
+settled," thought Nicholas. "All is over between us, but I won't leave
+here without having done all I can for Denisov and certainly not without
+getting his letter to the Emperor. The Emperor!... He is here!" thought
+Rostov, who had unconsciously returned to the house where Alexander
+lodged.
+
+Saddled horses were standing before the house and the suite were
+assembling, evidently preparing for the Emperor to come out.
+
+"I may see him at any moment," thought Rostov. "If only I were to hand
+the letter direct to him and tell him all... could they really arrest me
+for my civilian clothes? Surely not! He would understand on whose side
+justice lies. He understands everything, knows everything. Who can be
+more just, more magnanimous than he? And even if they did arrest me for
+being here, what would it matter?" thought he, looking at an officer who
+was entering the house the Emperor occupied. "After all, people do go
+in.... It's all nonsense! I'll go in and hand the letter to the Emperor
+myself so much the worse for Drubetskoy who drives me to it!" And
+suddenly with a determination he himself did not expect, Rostov felt for
+the letter in his pocket and went straight to the house.
+
+"No, I won't miss my opportunity now, as I did after Austerlitz," he
+thought, expecting every moment to meet the monarch, and conscious of
+the blood that rushed to his heart at the thought. "I will fall at his
+feet and beseech him. He will lift me up, will listen, and will even
+thank me. 'I am happy when I can do good, but to remedy injustice is the
+greatest happiness,'" Rostov fancied the sovereign saying. And passing
+people who looked after him with curiosity, he entered the porch of the
+Emperor's house.
+
+A broad staircase led straight up from the entry, and to the right he
+saw a closed door. Below, under the staircase, was a door leading to the
+lower floor.
+
+"Whom do you want?" someone inquired.
+
+"To hand in a letter, a petition, to His Majesty," said Nicholas, with a
+tremor in his voice.
+
+"A petition? This way, to the officer on duty" (he was shown the door
+leading downstairs), "only it won't be accepted."
+
+On hearing this indifferent voice, Rostov grew frightened at what he was
+doing; the thought of meeting the Emperor at any moment was so
+fascinating and consequently so alarming that he was ready to run away,
+but the official who had questioned him opened the door, and Rostov
+entered.
+
+A short stout man of about thirty, in white breeches and high boots and
+a batiste shirt that he had evidently only just put on, standing in that
+room, and his valet was buttoning on to the back of his breeches a new
+pair of handsome silk-embroidered braces that, for some reason,
+attracted Rostov's attention. This man was speaking to someone in the
+adjoining room.
+
+"A good figure and in her first bloom," he was saying, but on seeing
+Rostov, he stopped short and frowned.
+
+"What is it? A petition?"
+
+"What is it?" asked the person in the other room.
+
+"Another petitioner," answered the man with the braces.
+
+"Tell him to come later. He'll be coming out directly, we must go."
+
+"Later... later! Tomorrow. It's too late..."
+
+Rostov turned and was about to go, but the man in the braces stopped
+him.
+
+"Whom have you come from? Who are you?"
+
+"I come from Major Denisov," answered Rostov.
+
+"Are you an officer?"
+
+"Lieutenant Count Rostov."
+
+"What audacity! Hand it in through your commander. And go along with
+you... go," and he continued to put on the uniform the valet handed him.
+
+Rostov went back into the hall and noticed that in the porch there were
+many officers and generals in full parade uniform, whom he had to pass.
+
+Cursing his temerity, his heart sinking at the thought of finding
+himself at any moment face to face with the Emperor and being put to
+shame and arrested in his presence, fully alive now to the impropriety
+of his conduct and repenting of it, Rostov, with downcast eyes, was
+making his way out of the house through the brilliant suite when a
+familiar voice called him and a hand detained him.
+
+"What are you doing here, sir, in civilian dress?" asked a deep voice.
+
+It was a cavalry general who had obtained the Emperor's special favor
+during this campaign, and who had formerly commanded the division in
+which Rostov was serving.
+
+Rostov, in dismay, began justifying himself, but seeing the kindly,
+jocular face of the general, he took him aside and in an excited voice
+told him the whole affair, asking him to intercede for Denisov, whom the
+general knew. Having heard Rostov to the end, the general shook his head
+gravely.
+
+"I'm sorry, sorry for that fine fellow. Give me the letter."
+
+Hardly had Rostov handed him the letter and finished explaining
+Denisov's case, when hasty steps and the jingling of spurs were heard on
+the stairs, and the general, leaving him, went to the porch. The
+gentlemen of the Emperor's suite ran down the stairs and went to their
+horses. Hayne, the same groom who had been at Austerlitz, led up the
+Emperor's horse, and the faint creak of a footstep Rostov knew at once
+was heard on the stairs. Forgetting the danger of being recognized,
+Rostov went close to the porch, together with some inquisitive
+civilians, and again, after two years, saw those features he adored:
+that same face and same look and step, and the same union of majesty and
+mildness.... And the feeling of enthusiasm and love for his sovereign
+rose again in Rostov's soul in all its old force. In the uniform of the
+Preobrazhensk regiment--white chamois-leather breeches and high boots--
+and wearing a star Rostov did not know (it was that of the Legion
+d'honneur), the monarch came out into the porch, putting on his gloves
+and carrying his hat under his arm. He stopped and looked about him,
+brightening everything around by his glance. He spoke a few words to
+some of the generals, and, recognizing the former commander of Rostov's
+division, smiled and beckoned to him.
+
+All the suite drew back and Rostov saw the general talking for some time
+to the Emperor.
+
+The Emperor said a few words to him and took a step toward his horse.
+Again the crowd of members of the suite and street gazers (among whom
+was Rostov) moved nearer to the Emperor. Stopping beside his horse, with
+his hand on the saddle, the Emperor turned to the cavalry general and
+said in a loud voice, evidently wishing to be heard by all:
+
+"I cannot do it, General. I cannot, because the law is stronger than I,"
+and he raised his foot to the stirrup.
+
+The general bowed his head respectfully, and the monarch mounted and
+rode down the street at a gallop. Beside himself with enthusiasm, Rostov
+ran after him with the crowd.
+
+
+
+
+CHAPTER XXI
+
+The Emperor rode to the square where, facing one another, a battalion of
+the Preobrazhensk regiment stood on the right and a battalion of the
+French Guards in their bearskin caps on the left.
+
+As the Tsar rode up to one flank of the battalions, which presented
+arms, another group of horsemen galloped up to the opposite flank, and
+at the head of them Rostov recognized Napoleon. It could be no one else.
+He came at a gallop, wearing a small hat, a blue uniform open over a
+white vest, and the St. Andrew ribbon over his shoulder. He was riding a
+very fine thoroughbred gray Arab horse with a crimson gold-embroidered
+saddlecloth. On approaching Alexander he raised his hat, and as he did
+so, Rostov, with his cavalryman's eye, could not help noticing that
+Napoleon did not sit well or firmly in the saddle. The battalions
+shouted "Hurrah!" and "Vive l'Empereur!" Napoleon said something to
+Alexander, and both Emperors dismounted and took each other's hands.
+Napoleon's face wore an unpleasant and artificial smile. Alexander was
+saying something affable to him.
+
+In spite of the trampling of the French gendarmes' horses, which were
+pushing back the crowd, Rostov kept his eyes on every movement of
+Alexander and Bonaparte. It struck him as a surprise that Alexander
+treated Bonaparte as an equal and that the latter was quite at ease with
+the Tsar, as if such relations with an Emperor were an everyday matter
+to him.
+
+Alexander and Napoleon, with the long train of their suites, approached
+the right flank of the Preobrazhensk battalion and came straight up to
+the crowd standing there. The crowd unexpectedly found itself so close
+to the Emperors that Rostov, standing in the front row, was afraid he
+might be recognized.
+
+"Sire, I ask your permission to present the Legion of Honor to the
+bravest of your soldiers," said a sharp, precise voice, articulating
+every letter.
+
+This was said by the undersized Napoleon, looking up straight into
+Alexander's eyes. Alexander listened attentively to what was said to him
+and, bending his head, smiled pleasantly.
+
+"To him who has borne himself most bravely in this last war," added
+Napoleon, accentuating each syllable, as with a composure and assurance
+exasperating to Rostov, he ran his eyes over the Russian ranks drawn up
+before him, who all presented arms with their eyes fixed on their
+Emperor.
+
+"Will Your Majesty allow me to consult the colonel?" said Alexander and
+took a few hasty steps toward Prince Kozlovski, the commander of the
+battalion.
+
+Bonaparte meanwhile began taking the glove off his small white hand,
+tore it in doing so, and threw it away. An aide-de-camp behind him
+rushed forward and picked it up.
+
+"To whom shall it be given?" the Emperor Alexander asked Koslovski, in
+Russian in a low voice.
+
+"To whomever Your Majesty commands."
+
+The Emperor knit his brows with dissatisfaction and, glancing back,
+remarked:
+
+"But we must give him an answer."
+
+Kozlovski scanned the ranks resolutely and included Rostov in his
+scrutiny.
+
+"Can it be me?" thought Rostov.
+
+"Lazarev!" the colonel called, with a frown, and Lazarev, the first
+soldier in the rank, stepped briskly forward.
+
+"Where are you off to? Stop here!" voices whispered to Lazarev who did
+not know where to go. Lazarev stopped, casting a sidelong look at his
+colonel in alarm. His face twitched, as often happens to soldiers called
+before the ranks.
+
+Napoleon slightly turned his head, and put his plump little hand out
+behind him as if to take something. The members of his suite, guessing
+at once what he wanted, moved about and whispered as they passed
+something from one to another, and a page--the same one Rostov had seen
+the previous evening at Boris'--ran forward and, bowing respectfully
+over the outstretched hand and not keeping it waiting a moment, laid in
+it an Order on a red ribbon. Napoleon, without looking, pressed two
+fingers together and the badge was between them. Then he approached
+Lazarev (who rolled his eyes and persistently gazed at his own monarch),
+looked round at the Emperor Alexander to imply that what he was now
+doing was done for the sake of his ally, and the small white hand
+holding the Order touched one of Lazarev's buttons. It was as if
+Napoleon knew that it was only necessary for his hand to deign to touch
+that soldier's breast for the soldier to be forever happy, rewarded, and
+distinguished from everyone else in the world. Napoleon merely laid the
+cross on Lazarev's breast and, dropping his hand, turned toward
+Alexander as though sure that the cross would adhere there. And it
+really did.
+
+Officious hands, Russian and French, immediately seized the cross and
+fastened it to the uniform. Lazarev glanced morosely at the little man
+with white hands who was doing something to him and, still standing
+motionless presenting arms, looked again straight into Alexander's eyes,
+as if asking whether he should stand there, or go away, or do something
+else. But receiving no orders, he remained for some time in that rigid
+position.
+
+The Emperors remounted and rode away. The Preobrazhensk battalion,
+breaking rank, mingled with the French Guards and sat down at the tables
+prepared for them.
+
+Lazarev sat in the place of honor. Russian and French officers embraced
+him, congratulated him, and pressed his hands. Crowds of officers and
+civilians drew near merely to see him. A rumble of Russian and French
+voices and laughter filled the air round the tables in the square. Two
+officers with flushed faces, looking cheerful and happy, passed by
+Rostov.
+
+"What d'you think of the treat? All on silver plate," one of them was
+saying. "Have you seen Lazarev?"
+
+"I have."
+
+"Tomorrow, I hear, the Preobrazhenskis will give them a dinner."
+
+"Yes, but what luck for Lazarev! Twelve hundred francs' pension for
+life."
+
+"Here's a cap, lads!" shouted a Preobrazhensk soldier, donning a shaggy
+French cap.
+
+"It's a fine thing! First-rate!"
+
+"Have you heard the password?" asked one Guards' officer of another.
+"The day before yesterday it was 'Napoleon, France, bravoure';
+yesterday, 'Alexandre, Russie, grandeur.' One day our Emperor gives it
+and next day Napoleon. Tomorrow our Emperor will send a St. George's
+Cross to the bravest of the French Guards. It has to be done. He must
+respond in kind."
+
+Boris, too, with his friend Zhilinski, came to see the Preobrazhensk
+banquet. On his way back, he noticed Rostov standing by the corner of a
+house.
+
+"Rostov! How d'you do? We missed one another," he said, and could not
+refrain from asking what was the matter, so strangely dismal and
+troubled was Rostov's face.
+
+"Nothing, nothing," replied Rostov.
+
+"You'll call round?"
+
+"Yes, I will."
+
+Rostov stood at that corner for a long time, watching the feast from a
+distance. In his mind, a painful process was going on which he could not
+bring to a conclusion. Terrible doubts rose in his soul. Now he
+remembered Denisov with his changed expression, his submission, and the
+whole hospital, with arms and legs torn off and its dirt and disease. So
+vividly did he recall that hospital stench of dead flesh that he looked
+round to see where the smell came from. Next he thought of that self-
+satisfied Bonaparte, with his small white hand, who was now an Emperor,
+liked and respected by Alexander. Then why those severed arms and legs
+and those dead men?... Then again he thought of Lazarev rewarded and
+Denisov punished and unpardoned. He caught himself harboring such
+strange thoughts that he was frightened.
+
+The smell of the food the Preobrazhenskis were eating and a sense of
+hunger recalled him from these reflections; he had to get something to
+eat before going away. He went to a hotel he had noticed that morning.
+There he found so many people, among them officers who, like himself,
+had come in civilian clothes, that he had difficulty in getting a
+dinner. Two officers of his own division joined him. The conversation
+naturally turned on the peace. The officers, his comrades, like most of
+the army, were dissatisfied with the peace concluded after the battle of
+Friedland. They said that had we held out a little longer Napoleon would
+have been done for, as his troops had neither provisions nor ammunition.
+Nicholas ate and drank (chiefly the latter) in silence. He finished a
+couple of bottles of wine by himself. The process in his mind went on
+tormenting him without reaching a conclusion. He feared to give way to
+his thoughts, yet could not get rid of them. Suddenly, on one of the
+officers' saying that it was humiliating to look at the French, Rostov
+began shouting with uncalled-for wrath, and therefore much to the
+surprise of the officers:
+
+"How can you judge what's best?" he cried, the blood suddenly rushing to
+his face. "How can you judge the Emperor's actions? What right have we
+to argue? We cannot comprehend either the Emperor's aims or his
+actions!"
+
+"But I never said a word about the Emperor!" said the officer,
+justifying himself, and unable to understand Rostov's outburst, except
+on the supposition that he was drunk.
+
+But Rostov did not listen to him.
+
+"We are not diplomatic officials, we are soldiers and nothing more," he
+went on. "If we are ordered to die, we must die. If we're punished, it
+means that we have deserved it, it's not for us to judge. If the Emperor
+pleases to recognize Bonaparte as Emperor and to conclude an alliance
+with him, it means that that is the right thing to do. If once we begin
+judging and arguing about everything, nothing sacred will be left! That
+way we shall be saying there is no God--nothing!" shouted Nicholas,
+banging the table--very little to the point as it seemed to his
+listeners, but quite relevantly to the course of his own thoughts.
+
+"Our business is to do our duty, to fight and not to think! That's
+all...." said he.
+
+"And to drink," said one of the officers, not wishing to quarrel.
+
+"Yes, and to drink," assented Nicholas. "Hullo there! Another bottle!"
+he shouted.
+
+In 1808 the Emperor Alexander went to Erfurt for a fresh interview with
+the Emperor Napoleon, and in the upper circles of Petersburg there was
+much talk of the grandeur of this important meeting.
+
+
+
+
+CHAPTER XXII
+
+In 1809 the intimacy between "the world's two arbiters," as Napoleon and
+Alexander were called, was such that when Napoleon declared war on
+Austria a Russian corps crossed the frontier to co-operate with our old
+enemy Bonaparte against our old ally the Emperor of Austria, and in
+court circles the possibility of marriage between Napoleon and one of
+Alexander's sisters was spoken of. But besides considerations of foreign
+policy, the attention of Russian society was at that time keenly
+directed on the internal changes that were being undertaken in all the
+departments of government.
+
+Life meanwhile--real life, with its essential interests of health and
+sickness, toil and rest, and its intellectual interests in thought,
+science, poetry, music, love, friendship, hatred, and passions--went on
+as usual, independently of and apart from political friendship or enmity
+with Napoleon Bonaparte and from all the schemes of reconstruction.
+
+BOOK SIX: 1808 - 10
+
+
+
+
+CHAPTER I
+
+Prince Andrew had spent two years continuously in the country.
+
+All the plans Pierre had attempted on his estates--and constantly
+changing from one thing to another had never accomplished--were carried
+out by Prince Andrew without display and without perceptible difficulty.
+
+He had in the highest degree a practical tenacity which Pierre lacked,
+and without fuss or strain on his part this set things going.
+
+On one of his estates the three hundred serfs were liberated and became
+free agricultural laborers--this being one of the first examples of the
+kind in Russia. On other estates the serfs' compulsory labor was
+commuted for a quitrent. A trained midwife was engaged for Bogucharovo
+at his expense, and a priest was paid to teach reading and writing to
+the children of the peasants and household serfs.
+
+Prince Andrew spent half his time at Bald Hills with his father and his
+son, who was still in the care of nurses. The other half he spent in
+"Bogucharovo Cloister," as his father called Prince Andrew's estate.
+Despite the indifference to the affairs of the world he had expressed to
+Pierre, he diligently followed all that went on, received many books,
+and to his surprise noticed that when he or his father had visitors from
+Petersburg, the very vortex of life, these people lagged behind himself-
+-who never left the country--in knowledge of what was happening in home
+and foreign affairs.
+
+Besides being occupied with his estates and reading a great variety of
+books, Prince Andrew was at this time busy with a critical survey of our
+last two unfortunate campaigns, and with drawing up a proposal for a
+reform of the army rules and regulations.
+
+In the spring of 1809 he went to visit the Ryazan estates which had been
+inherited by his son, whose guardian he was.
+
+Warmed by the spring sunshine he sat in the caleche looking at the new
+grass, the first leaves on the birches, and the first puffs of white
+spring clouds floating across the clear blue sky. He was not thinking of
+anything, but looked absent-mindedly and cheerfully from side to side.
+
+They crossed the ferry where he had talked with Pierre the year before.
+They went through the muddy village, past threshing floors and green
+fields of winter rye, downhill where snow still lodged near the bridge,
+uphill where the clay had been liquefied by the rain, past strips of
+stubble land and bushes touched with green here and there, and into a
+birch forest growing on both sides of the road. In the forest it was
+almost hot, no wind could be felt. The birches with their sticky green
+leaves were motionless, and lilac-colored flowers and the first blades
+of green grass were pushing up and lifting last year's leaves. The
+coarse evergreen color of the small fir trees scattered here and there
+among the birches was an unpleasant reminder of winter. On entering the
+forest the horses began to snort and sweated visibly.
+
+Peter the footman made some remark to the coachman; the latter assented.
+But apparently the coachman's sympathy was not enough for Peter, and he
+turned on the box toward his master.
+
+"How pleasant it is, your excellency!" he said with a respectful smile.
+
+"What?"
+
+"It's pleasant, your excellency!"
+
+
+"What is he talking about?" thought Prince Andrew. "Oh, the spring, I
+suppose," he thought as he turned round. "Yes, really everything is
+green already.... How early! The birches and cherry and alders too are
+coming out.... But the oaks show no sign yet. Ah, here is one oak!"
+
+At the edge of the road stood an oak. Probably ten times the age of the
+birches that formed the forest, it was ten times as thick and twice as
+tall as they. It was an enormous tree, its girth twice as great as a man
+could embrace, and evidently long ago some of its branches had been
+broken off and its bark scarred. With its huge ungainly limbs sprawling
+unsymmetrically, and its gnarled hands and fingers, it stood an aged,
+stern, and scornful monster among the smiling birch trees. Only the
+dead-looking evergreen firs dotted about in the forest, and this oak,
+refused to yield to the charm of spring or notice either the spring or
+the sunshine.
+
+"Spring, love, happiness!" this oak seemed to say. "Are you not weary of
+that stupid, meaningless, constantly repeated fraud? Always the same and
+always a fraud? There is no spring, no sun, no happiness! Look at those
+cramped dead firs, ever the same, and at me too, sticking out my broken
+and barked fingers just where they have grown, whether from my back or
+my sides: as they have grown so I stand, and I do not believe in your
+hopes and your lies."
+
+As he passed through the forest Prince Andrew turned several times to
+look at that oak, as if expecting something from it. Under the oak, too,
+were flowers and grass, but it stood among them scowling, rigid,
+misshapen, and grim as ever.
+
+"Yes, the oak is right, a thousand times right," thought Prince Andrew.
+"Let others--the young--yield afresh to that fraud, but we know life,
+our life is finished!"
+
+A whole sequence of new thoughts, hopeless but mournfully pleasant, rose
+in his soul in connection with that tree. During this journey he, as it
+were, considered his life afresh and arrived at his old conclusion,
+restful in its hopelessness: that it was not for him to begin anything
+anew--but that he must live out his life, content to do no harm, and not
+disturbing himself or desiring anything.
+
+
+
+
+CHAPTER II
+
+Prince Andrew had to see the Marshal of the Nobility for the district in
+connection with the affairs of the Ryazan estate of which he was
+trustee. This Marshal was Count Ilya Rostov, and in the middle of May
+Prince Andrew went to visit him.
+
+It was now hot spring weather. The whole forest was already clothed in
+green. It was dusty and so hot that on passing near water one longed to
+bathe.
+
+Prince Andrew, depressed and preoccupied with the business about which
+he had to speak to the Marshal, was driving up the avenue in the grounds
+of the Rostovs' house at Otradnoe. He heard merry girlish cries behind
+some trees on the right and saw a group of girls running to cross the
+path of his caleche. Ahead of the rest and nearer to him ran a dark-
+haired, remarkably slim, pretty girl in a yellow chintz dress, with a
+white handkerchief on her head from under which loose locks of hair
+escaped. The girl was shouting something but, seeing that he was a
+stranger, ran back laughing without looking at him.
+
+Suddenly, he did not know why, he felt a pang. The day was so beautiful,
+the sun so bright, everything around so gay, but that slim pretty girl
+did not know, or wish to know, of his existence and was contented and
+cheerful in her own separate--probably foolish--but bright and happy
+life. "What is she so glad about? What is she thinking of? Not of the
+military regulations or of the arrangement of the Ryazan serfs'
+quitrents. Of what is she thinking? Why is she so happy?" Prince Andrew
+asked himself with instinctive curiosity.
+
+In 1809 Count Ilya Rostov was living at Otradnoe just as he had done in
+former years, that is, entertaining almost the whole province with
+hunts, theatricals, dinners, and music. He was glad to see Prince
+Andrew, as he was to see any new visitor, and insisted on his staying
+the night.
+
+During the dull day, in the course of which he was entertained by his
+elderly hosts and by the more important of the visitors (the old count's
+house was crowded on account of an approaching name day), Prince Andrew
+repeatedly glanced at Natasha, gay and laughing among the younger
+members of the company, and asked himself each time, "What is she
+thinking about? Why is she so glad?"
+
+That night, alone in new surroundings, he was long unable to sleep. He
+read awhile and then put out his candle, but relit it. It was hot in the
+room, the inside shutters of which were closed. He was cross with the
+stupid old man (as he called Rostov), who had made him stay by assuring
+him that some necessary documents had not yet arrived from town, and he
+was vexed with himself for having stayed.
+
+He got up and went to the window to open it. As soon as he opened the
+shutters the moonlight, as if it had long been watching for this, burst
+into the room. He opened the casement. The night was fresh, bright, and
+very still. Just before the window was a row of pollard trees, looking
+black on one side and with a silvery light on the other. Beneath the
+trees grew some kind of lush, wet, bushy vegetation with silver-lit
+leaves and stems here and there. Farther back beyond the dark trees a
+roof glittered with dew, to the right was a leafy tree with brilliantly
+white trunk and branches, and above it shone the moon, nearly at its
+full, in a pale, almost starless, spring sky. Prince Andrew leaned his
+elbows on the window ledge and his eyes rested on that sky.
+
+His room was on the first floor. Those in the rooms above were also
+awake. He heard female voices overhead.
+
+"Just once more," said a girlish voice above him which Prince Andrew
+recognized at once.
+
+"But when are you coming to bed?" replied another voice.
+
+"I won't, I can't sleep, what's the use? Come now for the last time."
+
+
+Two girlish voices sang a musical passage--the end of some song.
+
+"Oh, how lovely! Now go to sleep, and there's an end of it."
+
+"You go to sleep, but I can't," said the first voice, coming nearer to
+the window. She was evidently leaning right out, for the rustle of her
+dress and even her breathing could be heard. Everything was stone-still,
+like the moon and its light and the shadows. Prince Andrew, too, dared
+not stir, for fear of betraying his unintentional presence.
+
+"Sonya! Sonya!" he again heard the first speaker. "Oh, how can you
+sleep? Only look how glorious it is! Ah, how glorious! Do wake up,
+Sonya!" she said almost with tears in her voice. "There never, never was
+such a lovely night before!"
+
+Sonya made some reluctant reply.
+
+"Do just come and see what a moon!... Oh, how lovely! Come here....
+Darling, sweetheart, come here! There, you see? I feel like sitting down
+on my heels, putting my arms round my knees like this, straining tight,
+as tight as possible, and flying away! Like this...."
+
+"Take care, you'll fall out."
+
+He heard the sound of a scuffle and Sonya's disapproving voice: "It's
+past one o'clock."
+
+"Oh, you only spoil things for me. All right, go, go!"
+
+Again all was silent, but Prince Andrew knew she was still sitting
+there. From time to time he heard a soft rustle and at times a sigh.
+
+"O God, O God! What does it mean?" she suddenly exclaimed. "To bed then,
+if it must be!" and she slammed the casement.
+
+"For her I might as well not exist!" thought Prince Andrew while he
+listened to her voice, for some reason expecting yet fearing that she
+might say something about him. "There she is again! As if it were on
+purpose," thought he.
+
+In his soul there suddenly arose such an unexpected turmoil of youthful
+thoughts and hopes, contrary to the whole tenor of his life, that unable
+to explain his condition to himself he lay down and fell asleep at once.
+
+
+
+
+CHAPTER III
+
+Next morning, having taken leave of no one but the count, and not
+waiting for the ladies to appear, Prince Andrew set off for home.
+
+It was already the beginning of June when on his return journey he drove
+into the birch forest where the gnarled old oak had made so strange and
+memorable an impression on him. In the forest the harness bells sounded
+yet more muffled than they had done six weeks before, for now all was
+thick, shady, and dense, and the young firs dotted about in the forest
+did not jar on the general beauty but, lending themselves to the mood
+around, were delicately green with fluffy young shoots.
+
+The whole day had been hot. Somewhere a storm was gathering, but only a
+small cloud had scattered some raindrops lightly, sprinkling the road
+and the sappy leaves. The left side of the forest was dark in the shade,
+the right side glittered in the sunlight, wet and shiny and scarcely
+swayed by the breeze. Everything was in blossom, the nightingales
+trilled, and their voices reverberated now near, now far away.
+
+"Yes, here in this forest was that oak with which I agreed," thought
+Prince Andrew. "But where is it?" he again wondered, gazing at the left
+side of the road, and without recognizing it he looked with admiration
+at the very oak he sought. The old oak, quite transfigured, spreading
+out a canopy of sappy dark-green foliage, stood rapt and slightly
+trembling in the rays of the evening sun. Neither gnarled fingers nor
+old scars nor old doubts and sorrows were any of them in evidence now.
+Through the hard century-old bark, even where there were no twigs,
+leaves had sprouted such as one could hardly believe the old veteran
+could have produced.
+
+"Yes, it is the same oak," thought Prince Andrew, and all at once he was
+seized by an unreasoning springtime feeling of joy and renewal. All the
+best moments of his life suddenly rose to his memory. Austerlitz with
+the lofty heavens, his wife's dead reproachful face, Pierre at the
+ferry, that girl thrilled by the beauty of the night, and that night
+itself and the moon, and.... all this rushed suddenly to his mind.
+
+"No, life is not over at thirty-one!" Prince Andrew suddenly decided
+finally and decisively. "It is not enough for me to know what I have in
+me--everyone must know it: Pierre, and that young girl who wanted to fly
+away into the sky, everyone must know me, so that my life may not be
+lived for myself alone while others live so apart from it, but so that
+it may be reflected in them all, and they and I may live in harmony!"
+
+On reaching home Prince Andrew decided to go to Petersburg that autumn
+and found all sorts of reasons for this decision. A whole series of
+sensible and logical considerations showing it to be essential for him
+to go to Petersburg, and even to re-enter the service, kept springing up
+in his mind. He could not now understand how he could ever even have
+doubted the necessity of taking an active share in life, just as a month
+before he had not understood how the idea of leaving the quiet country
+could ever enter his head. It now seemed clear to him that all his
+experience of life must be senselessly wasted unless he applied it to
+some kind of work and again played an active part in life. He did not
+even remember how formerly, on the strength of similar wretched logical
+arguments, it had seemed obvious that he would be degrading himself if
+he now, after the lessons he had had in life, allowed himself to believe
+in the possibility of being useful and in the possibility of happiness
+or love. Now reason suggested quite the opposite. After that journey to
+Ryazan he found the country dull; his former pursuits no longer
+interested him, and often when sitting alone in his study he got up,
+went to the mirror, and gazed a long time at his own face. Then he would
+turn away to the portrait of his dead Lise, who with hair curled a la
+grecque looked tenderly and gaily at him out of the gilt frame. She did
+not now say those former terrible words to him, but looked simply,
+merrily, and inquisitively at him. And Prince Andrew, crossing his arms
+behind him, long paced the room, now frowning, now smiling, as he
+reflected on those irrational, inexpressible thoughts, secret as a
+crime, which altered his whole life and were connected with Pierre, with
+fame, with the girl at the window, the oak, and woman's beauty and love.
+And if anyone came into his room at such moments he was particularly
+cold, stern, and above all unpleasantly logical.
+
+"My dear," Princess Mary entering at such a moment would say, "little
+Nicholas can't go out today, it's very cold."
+
+"If it were hot," Prince Andrew would reply at such times very dryly to
+his sister, "he could go out in his smock, but as it is cold he must
+wear warm clothes, which were designed for that purpose. That is what
+follows from the fact that it is cold; and not that a child who needs
+fresh air should remain at home," he would add with extreme logic, as if
+punishing someone for those secret illogical emotions that stirred
+within him.
+
+At such moments Princess Mary would think how intellectual work dries
+men up.
+
+
+
+
+CHAPTER IV
+
+Prince Andrew arrived in Petersburg in August, 1809. It was the time
+when the youthful Speranski was at the zenith of his fame and his
+reforms were being pushed forward with the greatest energy. That same
+August the Emperor was thrown from his caleche, injured his leg, and
+remained three weeks at Peterhof, receiving Speranski every day and no
+one else. At that time the two famous decrees were being prepared that
+so agitated society--abolishing court ranks and introducing examinations
+to qualify for the grades of Collegiate Assessor and State Councilor--
+and not merely these but a whole state constitution, intended to change
+the existing order of government in Russia: legal, administrative, and
+financial, from the Council of State down to the district tribunals. Now
+those vague liberal dreams with which the Emperor Alexander had ascended
+the throne, and which he had tried to put into effect with the aid of
+his associates, Czartoryski, Novosiltsev, Kochubey, and Strogonov--whom
+he himself in jest had called his Comite de salut public--were taking
+shape and being realized.
+
+Now all these men were replaced by Speranski on the civil side, and
+Arakcheev on the military. Soon after his arrival Prince Andrew, as a
+gentleman of the chamber, presented himself at court and at a levee. The
+Emperor, though he met him twice, did not favor him with a single word.
+It had always seemed to Prince Andrew before that he was antipathetic to
+the Emperor and that the latter disliked his face and personality
+generally, and in the cold, repellent glance the Emperor gave him, he
+now found further confirmation of this surmise. The courtiers explained
+the Emperor's neglect of him by His Majesty's displeasure at Bolkonski's
+not having served since 1805.
+
+"I know myself that one cannot help one's sympathies and antipathies,"
+thought Prince Andrew, "so it will not do to present my proposal for the
+reform of the army regulations to the Emperor personally, but the
+project will speak for itself."
+
+He mentioned what he had written to an old field marshal, a friend of
+his father's. The field marshal made an appointment to see him, received
+him graciously, and promised to inform the Emperor. A few days later
+Prince Andrew received notice that he was to go to see the Minister of
+War, Count Arakcheev.
+
+On the appointed day Prince Andrew entered Count Arakcheev's waiting
+room at nine in the morning.
+
+He did not know Arakcheev personally, had never seen him, and all he had
+heard of him inspired him with but little respect for the man.
+
+"He is Minister of War, a man trusted by the Emperor, and I need not
+concern myself about his personal qualities: he has been commissioned to
+consider my project, so he alone can get it adopted," thought Prince
+Andrew as he waited among a number of important and unimportant people
+in Count Arakcheev's waiting room.
+
+During his service, chiefly as an adjutant, Prince Andrew had seen the
+anterooms of many important men, and the different types of such rooms
+were well known to him. Count Arakcheev's anteroom had quite a special
+character. The faces of the unimportant people awaiting their turn for
+an audience showed embarrassment and servility; the faces of those of
+higher rank expressed a common feeling of awkwardness, covered by a mask
+of unconcern and ridicule of themselves, their situation, and the person
+for whom they were waiting. Some walked thoughtfully up and down, others
+whispered and laughed. Prince Andrew heard the nickname "Sila
+Andreevich" and the words, "Uncle will give it to us hot," in reference
+to Count Arakcheev. One general (an important personage), evidently
+feeling offended at having to wait so long, sat crossing and uncrossing
+his legs and smiling contemptuously to himself.
+
+But the moment the door opened one feeling alone appeared on all faces--
+that of fear. Prince Andrew for the second time asked the adjutant on
+duty to take in his name, but received an ironical look and was told
+that his turn would come in due course. After some others had been shown
+in and out of the minister's room by the adjutant on duty, an officer
+who struck Prince Andrew by his humiliated and frightened air was
+admitted at that terrible door. This officer's audience lasted a long
+time. Then suddenly the grating sound of a harsh voice was heard from
+the other side of the door, and the officer--with pale face and
+trembling lips--came out and passed through the waiting room, clutching
+his head.
+
+After this Prince Andrew was conducted to the door and the officer on
+duty said in a whisper, "To the right, at the window."
+
+Prince Andrew entered a plain tidy room and saw at the table a man of
+forty with a long waist, a long closely cropped head, deep wrinkles,
+scowling brows above dull greenish-hazel eyes and an overhanging red
+nose. Arakcheev turned his head toward him without looking at him.
+
+"What is your petition?" asked Arakcheev.
+
+"I am not petitioning, your excellency," returned Prince Andrew quietly.
+
+Arakcheev's eyes turned toward him.
+
+"Sit down," said he. "Prince Bolkonski?"
+
+"I am not petitioning about anything. His Majesty the Emperor has
+deigned to send your excellency a project submitted by me..."
+
+"You see, my dear sir, I have read your project," interrupted Arakcheev,
+uttering only the first words amiably and then--again without looking at
+Prince Andrew--relapsing gradually into a tone of grumbling contempt.
+"You are proposing new military laws? There are many laws but no one to
+carry out the old ones. Nowadays everybody designs laws, it is easier
+writing than doing."
+
+"I came at His Majesty the Emperor's wish to learn from your excellency
+how you propose to deal with the memorandum I have presented," said
+Prince Andrew politely.
+
+"I have endorsed a resolution on your memorandum and sent it to the
+committee. I do not approve of it," said Arakcheev, rising and taking a
+paper from his writing table. "Here!" and he handed it to Prince Andrew.
+
+Across the paper was scrawled in pencil, without capital letters,
+misspelled, and without punctuation: "Unsoundly constructed because
+resembles an imitation of the French military code and from the Articles
+of War needlessly deviating."
+
+"To what committee has the memorandum been referred?" inquired Prince
+Andrew.
+
+"To the Committee on Army Regulations, and I have recommended that your
+honor should be appointed a member, but without a salary."
+
+Prince Andrew smiled.
+
+"I don't want one."
+
+"A member without salary," repeated Arakcheev. "I have the honor... Eh!
+Call the next one! Who else is there?" he shouted, bowing to Prince
+Andrew.
+
+
+
+
+CHAPTER V
+
+While waiting for the announcement of his appointment to the committee
+Prince Andrew looked up his former acquaintances, particularly those he
+knew to be in power and whose aid he might need. In Petersburg he now
+experienced the same feeling he had had on the eve of a battle, when
+troubled by anxious curiosity and irresistibly attracted to the ruling
+circles where the future, on which the fate of millions depended, was
+being shaped. From the irritation of the older men, the curiosity of the
+uninitiated, the reserve of the initiated, the hurry and preoccupation
+of everyone, and the innumerable committees and commissions of whose
+existence he learned every day, he felt that now, in 1809, here in
+Petersburg a vast civil conflict was in preparation, the commander in
+chief of which was a mysterious person he did not know, but who was
+supposed to be a man of genius--Speranski. And this movement of
+reconstruction of which Prince Andrew had a vague idea, and Speranski
+its chief promoter, began to interest him so keenly that the question of
+the army regulations quickly receded to a secondary place in his
+consciousness.
+
+Prince Andrew was most favorably placed to secure good reception in the
+highest and most diverse Petersburg circles of the day. The reforming
+party cordially welcomed and courted him, in the first place because he
+was reputed to be clever and very well read, and secondly because by
+liberating his serfs he had obtained the reputation of being a liberal.
+The party of the old and dissatisfied, who censured the innovations,
+turned to him expecting his sympathy in their disapproval of the
+reforms, simply because he was the son of his father. The feminine
+society world welcomed him gladly, because he was rich, distinguished, a
+good match, and almost a newcomer, with a halo of romance on account of
+his supposed death and the tragic loss of his wife. Besides this the
+general opinion of all who had known him previously was that he had
+greatly improved during these last five years, having softened and grown
+more manly, lost his former affectation, pride, and contemptuous irony,
+and acquired the serenity that comes with years. People talked about
+him, were interested in him, and wanted to meet him.
+
+The day after his interview with Count Arakcheev, Prince Andrew spent
+the evening at Count Kochubey's. He told the count of his interview with
+Sila Andreevich (Kochubey spoke of Arakcheev by that nickname with the
+same vague irony Prince Andrew had noticed in the Minister of War's
+anteroom).
+
+"Mon cher, even in this case you can't do without Michael Mikhaylovich
+Speranski. He manages everything. I'll speak to him. He has promised to
+come this evening."
+
+"What has Speranski to do with the army regulations?" asked Prince
+Andrew.
+
+Kochubey shook his head smilingly, as if surprised at Bolkonski's
+simplicity.
+
+"We were talking to him about you a few days ago," Kochubey continued,
+"and about your freed plowmen."
+
+"Oh, is it you, Prince, who have freed your serfs?" said an old man of
+Catherine's day, turning contemptuously toward Bolkonski.
+
+"It was a small estate that brought in no profit," replied Prince
+Andrew, trying to extenuate his action so as not to irritate the old man
+uselessly.
+
+"Afraid of being late..." said the old man, looking at Kochubey.
+
+"There's one thing I don't understand," he continued. "Who will plow the
+land if they are set free? It is easy to write laws, but difficult to
+rule.... Just the same as now--I ask you, Count--who will be heads of
+the departments when everybody has to pass examinations?"
+
+"Those who pass the examinations, I suppose," replied Kochubey, crossing
+his legs and glancing round.
+
+"Well, I have Pryanichnikov serving under me, a splendid man, a
+priceless man, but he's sixty. Is he to go up for examination?"
+
+"Yes, that's a difficulty, as education is not at all general, but..."
+
+Count Kochubey did not finish. He rose, took Prince Andrew by the arm,
+and went to meet a tall, bald, fair man of about forty with a large open
+forehead and a long face of unusual and peculiar whiteness, who was just
+entering. The newcomer wore a blue swallow-tail coat with a cross
+suspended from his neck and a star on his left breast. It was Speranski.
+Prince Andrew recognized him at once, and felt a throb within him, as
+happens at critical moments of life. Whether it was from respect, envy,
+or anticipation, he did not know. Speranski's whole figure was of a
+peculiar type that made him easily recognizable. In the society in which
+Prince Andrew lived he had never seen anyone who together with awkward
+and clumsy gestures possessed such calmness and self-assurance; he had
+never seen so resolute yet gentle an expression as that in those half-
+closed, rather humid eyes, or so firm a smile that expressed nothing;
+nor had he heard such a refined, smooth, soft voice; above all he had
+never seen such delicate whiteness of face or hands--hands which were
+broad, but very plump, soft, and white. Such whiteness and softness
+Prince Andrew had only seen on the faces of soldiers who had been long
+in hospital. This was Speranski, Secretary of State, reporter to the
+Emperor and his companion at Erfurt, where he had more than once met and
+talked with Napoleon.
+
+Speranski did not shift his eyes from one face to another as people
+involuntarily do on entering a large company and was in no hurry to
+speak. He spoke slowly, with assurance that he would be listened to, and
+he looked only at the person with whom he was conversing.
+
+Prince Andrew followed Speranski's every word and movement with
+particular attention. As happens to some people, especially to men who
+judge those near to them severely, he always on meeting anyone new--
+especially anyone whom, like Speranski, he knew by reputation--expected
+to discover in him the perfection of human qualities.
+
+Speranski told Kochubey he was sorry he had been unable to come sooner
+as he had been detained at the palace. He did not say that the Emperor
+had kept him, and Prince Andrew noticed this affectation of modesty.
+When Kochubey introduced Prince Andrew, Speranski slowly turned his eyes
+to Bolkonski with his customary smile and looked at him in silence.
+
+"I am very glad to make your acquaintance. I had heard of you, as
+everyone has," he said after a pause.
+
+Kochubey said a few words about the reception Arakcheev had given
+Bolkonski. Speranski smiled more markedly.
+
+"The chairman of the Committee on Army Regulations is my good friend
+Monsieur Magnitski," he said, fully articulating every word and
+syllable, "and if you like I can put you in touch with him." He paused
+at the full stop. "I hope you will find him sympathetic and ready to co-
+operate in promoting all that is reasonable."
+
+A circle soon formed round Speranski, and the old man who had talked
+about his subordinate Pryanichnikov addressed a question to him.
+
+Prince Andrew without joining in the conversation watched every movement
+of Speranski's: this man, not long since an insignificant divinity
+student, who now, Bolkonski thought, held in his hands--those plump
+white hands--the fate of Russia. Prince Andrew was struck by the
+extraordinarily disdainful composure with which Speranski answered the
+old man. He appeared to address condescending words to him from an
+immeasurable height. When the old man began to speak too loud, Speranski
+smiled and said he could not judge of the advantage or disadvantage of
+what pleased the sovereign.
+
+Having talked for a little while in the general circle, Speranski rose
+and coming up to Prince Andrew took him along to the other end of the
+room. It was clear that he thought it necessary to interest himself in
+Bolkonski.
+
+"I had no chance to talk with you, Prince, during the animated
+conversation in which that venerable gentleman involved me," he said
+with a mildly contemptuous smile, as if intimating by that smile that he
+and Prince Andrew understood the insignificance of the people with whom
+he had just been talking. This flattered Prince Andrew. "I have known of
+you for a long time: first from your action with regard to your serfs, a
+first example, of which it is very desirable that there should be more
+imitators; and secondly because you are one of those gentlemen of the
+chamber who have not considered themselves offended by the new decree
+concerning the ranks allotted to courtiers, which is causing so much
+gossip and tittle-tattle."
+
+"No," said Prince Andrew, "my father did not wish me to take advantage
+of the privilege. I began the service from the lower grade."
+
+"Your father, a man of the last century, evidently stands above our
+contemporaries who so condemn this measure which merely reestablishes
+natural justice."
+
+"I think, however, that these condemnations have some ground," returned
+Prince Andrew, trying to resist Speranski's influence, of which he began
+to be conscious. He did not like to agree with him in everything and
+felt a wish to contradict. Though he usually spoke easily and well, he
+felt a difficulty in expressing himself now while talking with
+Speranski. He was too much absorbed in observing the famous man's
+personality.
+
+"Grounds of personal ambition maybe," Speranski put in quietly.
+
+"And of state interest to some extent," said Prince Andrew.
+
+"What do you mean?" asked Speranski quietly, lowering his eyes.
+
+"I am an admirer of Montesquieu," replied Prince Andrew, "and his idea
+that le principe des monarchies est l'honneur me parait incontestable.
+Certains droits et privileges de la noblesse me paraissent etre des
+moyens de soutenir ce sentiment." *
+
+
+* "The principle of monarchies is honor seems to me incontestable.
+Certain rights and privileges for the aristocracy appear to me a means
+of maintaining that sentiment."
+
+The smile vanished from Speranski's white face, which was much improved
+by the change. Probably Prince Andrew's thought interested him.
+
+"Si vous envisagez la question sous ce point de vue," * he began,
+pronouncing French with evident difficulty, and speaking even slower
+than in Russian but quite calmly.
+
+
+* "If you regard the question from that point of view."
+
+Speranski went on to say that honor, l'honneur, cannot be upheld by
+privileges harmful to the service; that honor, l'honneur, is either a
+negative concept of not doing what is blameworthy or it is a source of
+emulation in pursuit of commendation and rewards, which recognize it.
+His arguments were concise, simple, and clear.
+
+"An institution upholding honor, the source of emulation, is one similar
+to the Legion d'honneur of the great Emperor Napoleon, not harmful but
+helpful to the success of the service, but not a class or court
+privilege."
+
+"I do not dispute that, but it cannot be denied that court privileges
+have attained the same end," returned Prince Andrew. "Every courtier
+considers himself bound to maintain his position worthily."
+
+"Yet you do not care to avail yourself of the privilege, Prince," said
+Speranski, indicating by a smile that he wished to finish amiably an
+argument which was embarrassing for his companion. "If you will do me
+the honor of calling on me on Wednesday," he added, "I will, after
+talking with Magnitski, let you know what may interest you, and shall
+also have the pleasure of a more detailed chat with you."
+
+Closing his eyes, he bowed a la francaise, without taking leave, and
+trying to attract as little attention as possible, he left the room.
+
+
+
+
+CHAPTER VI
+
+During the first weeks of his stay in Petersburg Prince Andrew felt the
+whole trend of thought he had formed during his life of seclusion quite
+overshadowed by the trifling cares that engrossed him in that city.
+
+On returning home in the evening he would jot down in his notebook four
+or five necessary calls or appointments for certain hours. The mechanism
+of life, the arrangement of the day so as to be in time everywhere,
+absorbed the greater part of his vital energy. He did nothing, did not
+even think or find time to think, but only talked, and talked
+successfully, of what he had thought while in the country.
+
+He sometimes noticed with dissatisfaction that he repeated the same
+remark on the same day in different circles. But he was so busy for
+whole days together that he had no time to notice that he was thinking
+of nothing.
+
+As he had done on their first meeting at Kochubey's, Speranski produced
+a strong impression on Prince Andrew on the Wednesday, when he received
+him tête-à-tête at his own house and talked to him long and
+confidentially.
+
+To Bolkonski so many people appeared contemptible and insignificant
+creatures, and he so longed to find in someone the living ideal of that
+perfection toward which he strove, that he readily believed that in
+Speranski he had found this ideal of a perfectly rational and virtuous
+man. Had Speranski sprung from the same class as himself and possessed
+the same breeding and traditions, Bolkonski would soon have discovered
+his weak, human, unheroic sides; but as it was, Speranski's strange and
+logical turn of mind inspired him with respect all the more because he
+did not quite understand him. Moreover, Speranski, either because he
+appreciated the other's capacity or because he considered it necessary
+to win him to his side, showed off his dispassionate calm reasonableness
+before Prince Andrew and flattered him with that subtle flattery which
+goes hand in hand with self-assurance and consists in a tacit assumption
+that one's companion is the only man besides oneself capable of
+understanding the folly of the rest of mankind and the reasonableness
+and profundity of one's own ideas.
+
+During their long conversation on Wednesday evening, Speranski more than
+once remarked: "We regard everything that is above the common level of
+rooted custom..." or, with a smile: "But we want the wolves to be fed
+and the sheep to be safe..." or: "They cannot understand this..." and
+all in a way that seemed to say: "We, you and I, understand what they
+are and who we are."
+
+This first long conversation with Speranski only strengthened in Prince
+Andrew the feeling he had experienced toward him at their first meeting.
+He saw in him a remarkable, clear-thinking man of vast intellect who by
+his energy and persistence had attained power, which he was using solely
+for the welfare of Russia. In Prince Andrew's eyes Speranski was the man
+he would himself have wished to be--one who explained all the facts of
+life reasonably, considered important only what was rational, and was
+capable of applying the standard of reason to everything. Everything
+seemed so simple and clear in Speranski's exposition that Prince Andrew
+involuntarily agreed with him about everything. If he replied and
+argued, it was only because he wished to maintain his independence and
+not submit to Speranski's opinions entirely. Everything was right and
+everything was as it should be: only one thing disconcerted Prince
+Andrew. This was Speranski's cold, mirrorlike look, which did not allow
+one to penetrate to his soul, and his delicate white hands, which Prince
+Andrew involuntarily watched as one does watch the hands of those who
+possess power. This mirrorlike gaze and those delicate hands irritated
+Prince Andrew, he knew not why. He was unpleasantly struck, too, by the
+excessive contempt for others that he observed in Speranski, and by the
+diversity of lines of argument he used to support his opinions. He made
+use of every kind of mental device, except analogy, and passed too
+boldly, it seemed to Prince Andrew, from one to another. Now he would
+take up the position of a practical man and condemn dreamers; now that
+of a satirist, and laugh ironically at his opponents; now grow severely
+logical, or suddenly rise to the realm of metaphysics. (This last
+resource was one he very frequently employed.) He would transfer a
+question to metaphysical heights, pass on to definitions of space, time,
+and thought, and, having deduced the refutation he needed, would again
+descend to the level of the original discussion.
+
+In general the trait of Speranski's mentality which struck Prince Andrew
+most was his absolute and unshakable belief in the power and authority
+of reason. It was evident that the thought could never occur to him
+which to Prince Andrew seemed so natural, namely, that it is after all
+impossible to express all one thinks; and that he had never felt the
+doubt, "Is not all I think and believe nonsense?" And it was just this
+peculiarity of Speranski's mind that particularly attracted Prince
+Andrew.
+
+During the first period of their acquaintance Bolkonski felt a
+passionate admiration for him similar to that which he had once felt for
+Bonaparte. The fact that Speranski was the son of a village priest, and
+that stupid people might meanly despise him on account of his humble
+origin (as in fact many did), caused Prince Andrew to cherish his
+sentiment for him the more, and unconsciously to strengthen it.
+
+On that first evening Bolkonski spent with him, having mentioned the
+Commission for the Revision of the Code of Laws, Speranski told him
+sarcastically that the Commission had existed for a hundred and fifty
+years, had cost millions, and had done nothing except that Rosenkampf
+had stuck labels on the corresponding paragraphs of the different codes.
+
+"And that is all the state has for the millions it has spent," said he.
+"We want to give the Senate new juridical powers, but we have no laws.
+That is why it is a sin for men like you, Prince, not to serve in these
+times!"
+
+Prince Andrew said that for that work an education in jurisprudence was
+needed which he did not possess.
+
+"But nobody possesses it, so what would you have? It is a vicious circle
+from which we must break a way out."
+
+A week later Prince Andrew was a member of the Committee on Army
+Regulations and--what he had not at all expected--was chairman of a
+section of the committee for the revision of the laws. At Speranski's
+request he took the first part of the Civil Code that was being drawn up
+and, with the aid of the Code Napoleon and the Institutes of Justinian,
+he worked at formulating the section on Personal Rights.
+
+
+
+
+CHAPTER VII
+
+Nearly two years before this, in 1808, Pierre on returning to Petersburg
+after visiting his estates had involuntarily found himself in a leading
+position among the Petersburg Freemasons. He arranged dining and funeral
+lodge meetings, enrolled new members, and busied himself uniting various
+lodges and acquiring authentic charters. He gave money for the erection
+of temples and supplemented as far as he could the collection of alms,
+in regard to which the majority of members were stingy and irregular. He
+supported almost singlehanded a poorhouse the order had founded in
+Petersburg.
+
+His life meanwhile continued as before, with the same infatuations and
+dissipations. He liked to dine and drink well, and though he considered
+it immoral and humiliating could not resist the temptations of the
+bachelor circles in which he moved.
+
+Amid the turmoil of his activities and distractions, however, Pierre at
+the end of a year began to feel that the more firmly he tried to rest
+upon it, the more masonic ground on which he stood gave way under him.
+At the same time he felt that the deeper the ground sank under him the
+closer bound he involuntarily became to the order. When he had joined
+the Freemasons he had experienced the feeling of one who confidently
+steps onto the smooth surface of a bog. When he put his foot down it
+sank in. To make quite sure of the firmness of the ground, he put his
+other foot down and sank deeper still, became stuck in it, and
+involuntarily waded knee-deep in the bog.
+
+Joseph Alexeevich was not in Petersburg--he had of late stood aside from
+the affairs of the Petersburg lodges, and lived almost entirely in
+Moscow. All the members of the lodges were men Pierre knew in ordinary
+life, and it was difficult for him to regard them merely as Brothers in
+Freemasonry and not as Prince B. or Ivan Vasilevich D., whom he knew in
+society mostly as weak and insignificant men. Under the masonic aprons
+and insignia he saw the uniforms and decorations at which they aimed in
+ordinary life. Often after collecting alms, and reckoning up twenty to
+thirty rubles received for the most part in promises from a dozen
+members, of whom half were as well able to pay as himself, Pierre
+remembered the masonic vow in which each Brother promised to devote all
+his belongings to his neighbor, and doubts on which he tried not to
+dwell arose in his soul.
+
+He divided the Brothers he knew into four categories. In the first he
+put those who did not take an active part in the affairs of the lodges
+or in human affairs, but were exclusively occupied with the mystical
+science of the order: with questions of the threefold designation of
+God, the three primordial elements--sulphur, mercury, and salt--or the
+meaning of the square and all the various figures of the temple of
+Solomon. Pierre respected this class of Brothers to which the elder ones
+chiefly belonged, including, Pierre thought, Joseph Alexeevich himself,
+but he did not share their interests. His heart was not in the mystical
+aspect of Freemasonry.
+
+In the second category Pierre reckoned himself and others like him,
+seeking and vacillating, who had not yet found in Freemasonry a straight
+and comprehensible path, but hoped to do so.
+
+In the third category he included those Brothers (the majority) who saw
+nothing in Freemasonry but the external forms and ceremonies, and prized
+the strict performance of these forms without troubling about their
+purport or significance. Such were Willarski and even the Grand Master
+of the principal lodge.
+
+Finally, to the fourth category also a great many Brothers belonged,
+particularly those who had lately joined. These according to Pierre's
+observations were men who had no belief in anything, nor desire for
+anything, but joined the Freemasons merely to associate with the wealthy
+young Brothers who were influential through their connections or rank,
+and of whom there were very many in the lodge.
+
+Pierre began to feel dissatisfied with what he was doing. Freemasonry,
+at any rate as he saw it here, sometimes seemed to him based merely on
+externals. He did not think of doubting Freemasonry itself, but
+suspected that Russian Masonry had taken a wrong path and deviated from
+its original principles. And so toward the end of the year he went
+abroad to be initiated into the higher secrets of the order.
+
+In the summer of 1809 Pierre returned to Petersburg. Our Freemasons knew
+from correspondence with those abroad that Bezukhov had obtained the
+confidence of many highly placed persons, had been initiated into many
+mysteries, had been raised to a higher grade, and was bringing back with
+him much that might conduce to the advantage of the masonic cause in
+Russia. The Petersburg Freemasons all came to see him, tried to
+ingratiate themselves with him, and it seemed to them all that he was
+preparing something for them and concealing it.
+
+A solemn meeting of the lodge of the second degree was convened, at
+which Pierre promised to communicate to the Petersburg Brothers what he
+had to deliver to them from the highest leaders of their order. The
+meeting was a full one. After the usual ceremonies Pierre rose and began
+his address.
+
+"Dear Brothers," he began, blushing and stammering, with a written
+speech in his hand, "it is not sufficient to observe our mysteries in
+the seclusion of our lodge--we must act--act! We are drowsing, but we
+must act." Pierre raised his notebook and began to read.
+
+"For the dissemination of pure truth and to secure the triumph of
+virtue," he read, "we must cleanse men from prejudice, diffuse
+principles in harmony with the spirit of the times, undertake the
+education of the young, unite ourselves in indissoluble bonds with the
+wisest men, boldly yet prudently overcome superstitions, infidelity, and
+folly, and form of those devoted to us a body linked together by unity
+of purpose and possessed of authority and power.
+
+"To attain this end we must secure a preponderance of virtue over vice
+and must endeavor to secure that the honest man may, even in this world,
+receive a lasting reward for his virtue. But in these great endeavors we
+are gravely hampered by the political institutions of today. What is to
+be done in these circumstances? To favor revolutions, overthrow
+everything, repel force by force?... No! We are very far from that.
+Every violent reform deserves censure, for it quite fails to remedy evil
+while men remain what they are, and also because wisdom needs no
+violence.
+
+"The whole plan of our order should be based on the idea of preparing
+men of firmness and virtue bound together by unity of conviction--aiming
+at the punishment of vice and folly, and patronizing talent and virtue:
+raising worthy men from the dust and attaching them to our Brotherhood.
+Only then will our order have the power unobtrusively to bind the hands
+of the protectors of disorder and to control them without their being
+aware of it. In a word, we must found a form of government holding
+universal sway, which should be diffused over the whole world without
+destroying the bonds of citizenship, and beside which all other
+governments can continue in their customary course and do everything
+except what impedes the great aim of our order, which is to obtain for
+virtue the victory over vice. This aim was that of Christianity itself.
+It taught men to be wise and good and for their own benefit to follow
+the example and instruction of the best and wisest men.
+
+"At that time, when everything was plunged in darkness, preaching alone
+was of course sufficient. The novelty of Truth endowed her with special
+strength, but now we need much more powerful methods. It is now
+necessary that man, governed by his senses, should find in virtue a
+charm palpable to those senses. It is impossible to eradicate the
+passions; but we must strive to direct them to a noble aim, and it is
+therefore necessary that everyone should be able to satisfy his passions
+within the limits of virtue. Our order should provide means to that end.
+
+"As soon as we have a certain number of worthy men in every state, each
+of them again training two others and all being closely united,
+everything will be possible for our order, which has already in secret
+accomplished much for the welfare of mankind."
+
+This speech not only made a strong impression, but created excitement in
+the lodge. The majority of the Brothers, seeing in it dangerous designs
+of Illuminism, * met it with a coldness that surprised Pierre. The Grand
+Master began answering him, and Pierre began developing his views with
+more and more warmth. It was long since there had been so stormy a
+meeting. Parties were formed, some accusing Pierre of Illuminism, others
+supporting him. At that meeting he was struck for the first time by the
+endless variety of men's minds, which prevents a truth from ever
+presenting itself identically to two persons. Even those members who
+seemed to be on his side understood him in their own way with
+limitations and alterations he could not agree to, as what he always
+wanted most was to convey his thought to others just as he himself
+understood it.
+
+
+* The Illuminati sought to substitute republican for monarchical
+institutions.
+
+At the end of the meeting the Grand Master with irony and ill-will
+reproved Bezukhov for his vehemence and said it was not love of virtue
+alone, but also a love of strife that had moved him in the dispute.
+Pierre did not answer him and asked briefly whether his proposal would
+be accepted. He was told that it would not, and without waiting for the
+usual formalities he left the lodge and went home.
+
+
+
+
+CHAPTER VIII
+
+Again Pierre was overtaken by the depression he so dreaded. For three
+days after the delivery of his speech at the lodge he lay on a sofa at
+home receiving no one and going nowhere.
+
+It was just then that he received a letter from his wife, who implored
+him to see her, telling him how grieved she was about him and how she
+wished to devote her whole life to him.
+
+At the end of the letter she informed him that in a few days she would
+return to Petersburg from abroad.
+
+Following this letter one of the masonic Brothers whom Pierre respected
+less than the others forced his way in to see him and, turning the
+conversation upon Pierre's matrimonial affairs, by way of fraternal
+advice expressed the opinion that his severity to his wife was wrong and
+that he was neglecting one of the first rules of Freemasonry by not
+forgiving the penitent.
+
+At the same time his mother-in-law, Prince Vasili's wife, sent to him
+imploring him to come if only for a few minutes to discuss a most
+important matter. Pierre saw that there was a conspiracy against him and
+that they wanted to reunite him with his wife, and in the mood he then
+was, this was not even unpleasant to him. Nothing mattered to him.
+Nothing in life seemed to him of much importance, and under the
+influence of the depression that possessed him he valued neither his
+liberty nor his resolution to punish his wife.
+
+"No one is right and no one is to blame; so she too is not to blame," he
+thought.
+
+If he did not at once give his consent to a reunion with his wife, it
+was only because in his state of depression he did not feel able to take
+any step. Had his wife come to him, he would not have turned her away.
+Compared to what preoccupied him, was it not a matter of indifference
+whether he lived with his wife or not?
+
+Without replying either to his wife or his mother-in-law, Pierre late
+one night prepared for a journey and started for Moscow to see Joseph
+Alexeevich. This is what he noted in his diary:
+
+Moscow, 17th November
+
+I have just returned from my benefactor, and hasten to write down what I
+have experienced. Joseph Alexeevich is living poorly and has for three
+years been suffering from a painful disease of the bladder. No one has
+ever heard him utter a groan or a word of complaint. From morning till
+late at night, except when he eats his very plain food, he is working at
+science. He received me graciously and made me sit down on the bed on
+which he lay. I made the sign of the Knights of the East and of
+Jerusalem, and he responded in the same manner, asking me with a mild
+smile what I had learned and gained in the Prussian and Scottish lodges.
+I told him everything as best I could, and told him what I had proposed
+to our Petersburg lodge, of the bad reception I had encountered, and of
+my rupture with the Brothers. Joseph Alexeevich, having remained silent
+and thoughtful for a good while, told me his view of the matter, which
+at once lit up for me my whole past and the future path I should follow.
+He surprised me by asking whether I remembered the threefold aim of the
+order: (1) The preservation and study of the mystery. (2) The
+purification and reformation of oneself for its reception, and (3) The
+improvement of the human race by striving for such purification. Which
+is the principal aim of these three? Certainly self-reformation and
+self-purification. Only to this aim can we always strive independently
+of circumstances. But at the same time just this aim demands the
+greatest efforts of us; and so, led astray by pride, losing sight of
+this aim, we occupy ourselves either with the mystery which in our
+impurity we are unworthy to receive, or seek the reformation of the
+human race while ourselves setting an example of baseness and
+profligacy. Illuminism is not a pure doctrine, just because it is
+attracted by social activity and puffed up by pride. On this ground
+Joseph Alexeevich condemned my speech and my whole activity, and in the
+depth of my soul I agreed with him. Talking of my family affairs he said
+to me, "the chief duty of a true Mason, as I have told you, lies in
+perfecting himself. We often think that by removing all the difficulties
+of our life we shall more quickly reach our aim, but on the contrary, my
+dear sir, it is only in the midst of worldly cares that we can attain
+our three chief aims: (1) Self-knowledge--for man can only know himself
+by comparison, (2) Self-perfecting, which can only be attained by
+conflict, and (3) The attainment of the chief virtue--love of death.
+Only the vicissitudes of life can show us its vanity and develop our
+innate love of death or of rebirth to a new life." These words are all
+the more remarkable because, in spite of his great physical sufferings,
+Joseph Alexeevich is never weary of life though he loves death, for
+which--in spite of the purity and loftiness of his inner man--he does
+not yet feel himself sufficiently prepared. My benefactor then explained
+to me fully the meaning of the Great Square of creation and pointed out
+to me that the numbers three and seven are the basis of everything. He
+advised me not to avoid intercourse with the Petersburg Brothers, but to
+take up only second-grade posts in the lodge, to try, while diverting
+the Brothers from pride, to turn them toward the true path self-
+knowledge and self-perfecting. Besides this he advised me for myself
+personally above all to keep a watch over myself, and to that end he
+gave me a notebook, the one I am now writing in and in which I will in
+future note down all my actions.
+
+Petersburg, 23rd November
+
+I am again living with my wife. My mother-in-law came to me in tears and
+said that Helene was here and that she implored me to hear her; that she
+was innocent and unhappy at my desertion, and much more. I knew that if
+I once let myself see her I should not have strength to go on refusing
+what she wanted. In my perplexity I did not know whose aid and advice to
+seek. Had my benefactor been here he would have told me what to do. I
+went to my room and reread Joseph Alexeevich's letters and recalled my
+conversations with him, and deduced from it all that I ought not to
+refuse a supplicant, and ought to reach a helping hand to everyone--
+especially to one so closely bound to me--and that I must bear my cross.
+But if I forgive her for the sake of doing right, then let union with
+her have only a spiritual aim. That is what I decided, and what I wrote
+to Joseph Alexeevich. I told my wife that I begged her to forget the
+past, to forgive me whatever wrong I may have done her, and that I had
+nothing to forgive. It gave me joy to tell her this. She need not know
+how hard it was for me to see her again. I have settled on the upper
+floor of this big house and am experiencing a happy feeling of
+regeneration.
+
+
+
+
+CHAPTER IX
+
+At that time, as always happens, the highest society that met at court
+and at the grand balls was divided into several circles, each with its
+own particular tone. The largest of these was the French circle of the
+Napoleonic alliance, the circle of Count Rumyantsev and Caulaincourt. In
+this group Helene, as soon as she had settled in Petersburg with her
+husband, took a very prominent place. She was visited by the members of
+the French embassy and by many belonging to that circle and noted for
+their intellect and polished manners.
+
+Helene had been at Erfurt during the famous meeting of the Emperors and
+had brought from there these connections with the Napoleonic
+notabilities. At Erfurt her success had been brilliant. Napoleon himself
+had noticed her in the theater and said of her: "C'est un superbe
+animal." * Her success as a beautiful and elegant woman did not surprise
+Pierre, for she had become even handsomer than before. What did surprise
+him was that during these last two years his wife had succeeded in
+gaining the reputation "d' une femme charmante, aussi spirituelle que
+belle." *(2) The distinguished Prince de Ligne wrote her eight-page
+letters. Bilibin saved up his epigrams to produce them in Countess
+Bezukhova's presence. To be received in the Countess Bezukhova's salon
+was regarded as a diploma of intellect. Young men read books before
+attending Helene's evenings, to have something to say in her salon, and
+secretaries of the embassy, and even ambassadors, confided diplomatic
+secrets to her, so that in a way Helene was a power. Pierre, who knew
+she was very stupid, sometimes attended, with a strange feeling of
+perplexity and fear, her evenings and dinner parties, where politics,
+poetry, and philosophy were discussed. At these parties his feelings
+were like those of a conjuror who always expects his trick to be found
+out at any moment. But whether because stupidity was just what was
+needed to run such a salon, or because those who were deceived found
+pleasure in the deception, at any rate it remained unexposed and Helene
+Bezukhova's reputation as a lovely and clever woman became so firmly
+established that she could say the emptiest and stupidest things and
+everybody would go into raptures over every word of hers and look for a
+profound meaning in it of which she herself had no conception.
+
+
+* "That's a superb animal."
+
+* (2) "Of a charming woman, as witty as she is lovely."
+
+Pierre was just the husband needed for a brilliant society woman. He was
+that absent-minded crank, a grand seigneur husband who was in no one's
+way, and far from spoiling the high tone and general impression of the
+drawing room, he served, by the contrast he presented to her, as an
+advantageous background to his elegant and tactful wife. Pierre during
+the last two years, as a result of his continual absorption in abstract
+interests and his sincere contempt for all else, had acquired in his
+wife's circle, which did not interest him, that air of unconcern,
+indifference, and benevolence toward all, which cannot be acquired
+artificially and therefore inspires involuntary respect. He entered his
+wife's drawing room as one enters a theater, was acquainted with
+everybody, equally pleased to see everyone, and equally indifferent to
+them all. Sometimes he joined in a conversation which interested him
+and, regardless of whether any "gentlemen of the embassy" were present
+or not, lispingly expressed his views, which were sometimes not at all
+in accord with the accepted tone of the moment. But the general opinion
+concerning the queer husband of "the most distinguished woman in
+Petersburg" was so well established that no one took his freaks
+seriously.
+
+Among the many young men who frequented her house every day, Boris
+Drubetskoy, who had already achieved great success in the service, was
+the most intimate friend of the Bezukhov household since Helene's return
+from Erfurt. Helene spoke of him as "mon page" and treated him like a
+child. Her smile for him was the same as for everybody, but sometimes
+that smile made Pierre uncomfortable. Toward him Boris behaved with a
+particularly dignified and sad deference. This shade of deference also
+disturbed Pierre. He had suffered so painfully three years before from
+the mortification to which his wife had subjected him that he now
+protected himself from the danger of its repetition, first by not being
+a husband to his wife, and secondly by not allowing himself to suspect.
+
+"No, now that she has become a bluestocking she has finally renounced
+her former infatuations," he told himself. "There has never been an
+instance of a bluestocking being carried away by affairs of the heart"--
+a statement which, though gathered from an unknown source, he believed
+implicitly. Yet strange to say Boris' presence in his wife's drawing
+room (and he was almost always there) had a physical effect upon Pierre;
+it constricted his limbs and destroyed the unconsciousness and freedom
+of his movements.
+
+"What a strange antipathy," thought Pierre, "yet I used to like him very
+much."
+
+In the eyes of the world Pierre was a great gentleman, the rather blind
+and absurd husband of a distinguished wife, a clever crank who did
+nothing but harmed nobody and was a first-rate, good-natured fellow. But
+a complex and difficult process of internal development was taking place
+all this time in Pierre's soul, revealing much to him and causing him
+many spiritual doubts and joys.
+
+
+
+
+CHAPTER X
+
+Pierre went on with his diary, and this is what he wrote in it during
+that time:
+
+24th November
+
+Got up at eight, read the Scriptures, then went to my duties. (By Joseph
+Alexeevich's advice Pierre had entered the service of the state and
+served on one of the committees.) Returned home for dinner and dined
+alone--the countess had many visitors I do not like. I ate and drank
+moderately and after dinner copied out some passages for the Brothers.
+In the evening I went down to the countess and told a funny story about
+B., and only remembered that I ought not to have done so when everybody
+laughed loudly at it.
+
+I am going to bed with a happy and tranquil mind. Great God, help me to
+walk in Thy paths, (1) to conquer anger by calmness and deliberation,
+(2) to vanquish lust by self-restraint and repulsion, (3) to withdraw
+from worldliness, but not avoid (a) the service of the state, (b) family
+duties, (c) relations with my friends, and the management of my affairs.
+
+27th November
+
+I got up late. On waking I lay long in bed yielding to sloth. O God,
+help and strengthen me that I may walk in Thy ways! Read the Scriptures,
+but without proper feeling. Brother Urusov came and we talked about
+worldly vanities. He told me of the Emperor's new projects. I began to
+criticize them, but remembered my rules and my benefactor's words--that
+a true Freemason should be a zealous worker for the state when his aid
+is required and a quiet onlooker when not called on to assist. My tongue
+is my enemy. Brothers G. V. and O. visited me and we had a preliminary
+talk about the reception of a new Brother. They laid on me the duty of
+Rhetor. I feel myself weak and unworthy. Then our talk turned to the
+interpretation of the seven pillars and steps of the Temple, the seven
+sciences, the seven virtues, the seven vices, and the seven gifts of the
+Holy Spirit. Brother O. was very eloquent. In the evening the admission
+took place. The new decoration of the Premises contributed much to the
+magnificence of the spectacle. It was Boris Drubetskoy who was admitted.
+I nominated him and was the Rhetor. A strange feeling agitated me all
+the time I was alone with him in the dark chamber. I caught myself
+harboring a feeling of hatred toward him which I vainly tried to
+overcome. That is why I should really like to save him from evil and
+lead him into the path of truth, but evil thoughts of him did not leave
+me. It seemed to me that his object in entering the Brotherhood was
+merely to be intimate and in favor with members of our lodge. Apart from
+the fact that he had asked me several times whether N. and S. were
+members of our lodge (a question to which I could not reply) and that
+according to my observation he is incapable of feeling respect for our
+holy order and is too preoccupied and satisfied with the outer man to
+desire spiritual improvement, I had no cause to doubt him, but he seemed
+to me insincere, and all the time I stood alone with him in the dark
+temple it seemed to me that he was smiling contemptuously at my words,
+and I wished really to stab his bare breast with the sword I held to it.
+I could not be eloquent, nor could I frankly mention my doubts to the
+Brothers and to the Grand Master. Great Architect of Nature, help me to
+find the true path out of the labyrinth of lies!
+
+
+After this, three pages were left blank in the diary, and then the
+following was written:
+
+I have had a long and instructive talk alone with Brother V., who
+advised me to hold fast by Brother A. Though I am unworthy, much was
+revealed to me. Adonai is the name of the creator of the world. Elohim
+is the name of the ruler of all. The third name is the name unutterable
+which means the All. Talks with Brother V. strengthen, refresh, and
+support me in the path of virtue. In his presence doubt has no place.
+The distinction between the poor teachings of mundane science and our
+sacred all-embracing teaching is clear to me. Human sciences dissect
+everything to comprehend it, and kill everything to examine it. In the
+holy science of our order all is one, all is known in its entirety and
+life. The Trinity--the three elements of matter--are sulphur, mercury,
+and salt. Sulphur is of an oily and fiery nature; in combination with
+salt by its fiery nature it arouses a desire in the latter by means of
+which it attracts mercury, seizes it, holds it, and in combination
+produces other bodies. Mercury is a fluid, volatile, spiritual essence.
+Christ, the Holy Spirit, Him!...
+
+3rd December
+
+Awoke late, read the Scriptures but was apathetic. Afterwards went and
+paced up and down the large hall. I wished to meditate, but instead my
+imagination pictured an occurrence of four years ago, when Dolokhov,
+meeting me in Moscow after our duel, said he hoped I was enjoying
+perfect peace of mind in spite of my wife's absence. At the time I gave
+him no answer. Now I recalled every detail of that meeting and in my
+mind gave him the most malevolent and bitter replies. I recollected
+myself and drove away that thought only when I found myself glowing with
+anger, but I did not sufficiently repent. Afterwards Boris Drubetskoy
+came and began relating various adventures. His coming vexed me from the
+first, and I said something disagreeable to him. He replied. I flared up
+and said much that was unpleasant and even rude to him. He became
+silent, and I recollected myself only when it was too late. My God, I
+cannot get on with him at all. The cause of this is my egotism. I set
+myself above him and so become much worse than he, for he is lenient to
+my rudeness while I on the contrary nourish contempt for him. O God,
+grant that in his presence I may rather see my own vileness, and behave
+so that he too may benefit. After dinner I fell asleep and as I was
+drowsing off I clearly heard a voice saying in my left ear, "Thy day!"
+
+I dreamed that I was walking in the dark and was suddenly surrounded by
+dogs, but I went on undismayed. Suddenly a smallish dog seized my left
+thigh with its teeth and would not let go. I began to throttle it with
+my hands. Scarcely had I torn it off before another, a bigger one, began
+biting me. I lifted it up, but the higher I lifted it the bigger and
+heavier it grew. And suddenly Brother A. came and, taking my arm, led me
+to a building to enter which we had to pass along a narrow plank. I
+stepped on it, but it bent and gave way and I began to clamber up a
+fence which I could scarcely reach with my hands. After much effort I
+dragged myself up, so that my leg hung down on one side and my body on
+the other. I looked round and saw Brother A. standing on the fence and
+pointing me to a broad avenue and garden, and in the garden was a large
+and beautiful building. I woke up. O Lord, great Architect of Nature,
+help me to tear from myself these dogs--my passions especially the last,
+which unites in itself the strength of all the former ones, and aid me
+to enter that temple of virtue to a vision of which I attained in my
+dream.
+
+7th December
+
+I dreamed that Joseph Alexeevich was sitting in my house, and that I was
+very glad and wished to entertain him. It seemed as if I chattered
+incessantly with other people and suddenly remembered that this could
+not please him, and I wished to come close to him and embrace him. But
+as soon as I drew near I saw that his face had changed and grown young,
+and he was quietly telling me something about the teaching of our order,
+but so softly that I could not hear it. Then it seemed that we all left
+the room and something strange happened. We were sitting or lying on the
+floor. He was telling me something, and I wished to show him my
+sensibility, and not listening to what he was saying I began picturing
+to myself the condition of my inner man and the grace of God sanctifying
+me. And tears came into my eyes, and I was glad he noticed this. But he
+looked at me with vexation and jumped up, breaking off his remarks. I
+felt abashed and asked whether what he had been saying did not concern
+me; but he did not reply, gave me a kind look, and then we suddenly
+found ourselves in my bedroom where there is a double bed. He lay down
+on the edge of it and I burned with longing to caress him and lie down
+too. And he said, "Tell me frankly what is your chief temptation? Do you
+know it? I think you know it already." Abashed by this question, I
+replied that sloth was my chief temptation. He shook his head
+incredulously; and even more abashed, I said that though I was living
+with my wife as he advised, I was not living with her as her husband. To
+this he replied that one should not deprive a wife of one's embraces and
+gave me to understand that that was my duty. But I replied that I should
+be ashamed to do it, and suddenly everything vanished. And I awoke and
+found in my mind the text from the Gospel: "The life was the light of
+men. And the light shineth in darkness; and the darkness comprehended it
+not." Joseph Alexeevich's face had looked young and bright. That day I
+received a letter from my benefactor in which he wrote about "conjugal
+duties."
+
+9th December
+
+I had a dream from which I awoke with a throbbing heart. I saw that I
+was in Moscow in my house, in the big sitting room, and Joseph
+Alexeevich came in from the drawing room. I seemed to know at once that
+the process of regeneration had already taken place in him, and I rushed
+to meet him. I embraced him and kissed his hands, and he said, "Hast
+thou noticed that my face is different?" I looked at him, still holding
+him in my arms, and saw that his face was young, but that he had no hair
+on his head and his features were quite changed. And I said, "I should
+have known you had I met you by chance," and I thought to myself, "Am I
+telling the truth?" And suddenly I saw him lying like a dead body; then
+he gradually recovered and went with me into my study carrying a large
+book of sheets of drawing paper; I said, "I drew that," and he answered
+by bowing his head. I opened the book, and on all the pages there were
+excellent drawings. And in my dream I knew that these drawings
+represented the love adventures of the soul with its beloved. And on its
+pages I saw a beautiful representation of a maiden in transparent
+garments and with a transparent body, flying up to the clouds. And I
+seemed to know that this maiden was nothing else than a representation
+of the Song of Songs. And looking at those drawings I dreamed I felt
+that I was doing wrong, but could not tear myself away from them. Lord,
+help me! My God, if Thy forsaking me is Thy doing, Thy will be done; but
+if I am myself the cause, teach me what I should do! I shall perish of
+my debauchery if Thou utterly desertest me!
+
+
+
+
+CHAPTER XI
+
+The Rostovs' monetary affairs had not improved during the two years they
+had spent in the country.
+
+Though Nicholas Rostov had kept firmly to his resolution and was still
+serving modestly in an obscure regiment, spending comparatively little,
+the way of life at Otradnoe--Mitenka's management of affairs, in
+particular--was such that the debts inevitably increased every year. The
+only resource obviously presenting itself to the old count was to apply
+for an official post, so he had come to Petersburg to look for one and
+also, as he said, to let the lassies enjoy themselves for the last time.
+
+Soon after their arrival in Petersburg Berg proposed to Vera and was
+accepted.
+
+Though in Moscow the Rostovs belonged to the best society without
+themselves giving it a thought, yet in Petersburg their circle of
+acquaintances was a mixed and indefinite one. In Petersburg they were
+provincials, and the very people they had entertained in Moscow without
+inquiring to what set they belonged, here looked down on them.
+
+The Rostovs lived in the same hospitable way in Petersburg as in Moscow,
+and the most diverse people met at their suppers. Country neighbors from
+Otradnoe, impoverished old squires and their daughters, Peronskaya a
+maid of honor, Pierre Bezukhov, and the son of their district postmaster
+who had obtained a post in Petersburg. Among the men who very soon
+became frequent visitors at the Rostovs' house in Petersburg were Boris,
+Pierre whom the count had met in the street and dragged home with him,
+and Berg who spent whole days at the Rostovs' and paid the eldest
+daughter, Countess Vera, the attentions a young man pays when he intends
+to propose.
+
+Not in vain had Berg shown everybody his right hand wounded at
+Austerlitz and held a perfectly unnecessary sword in his left. He
+narrated that episode so persistently and with so important an air that
+everyone believed in the merit and usefulness of his deed, and he had
+obtained two decorations for Austerlitz.
+
+In the Finnish war he also managed to distinguish himself. He had picked
+up the scrap of a grenade that had killed an aide-de-camp standing near
+the commander-in-chief and had taken it to his commander. Just as he had
+done after Austerlitz, he related this occurrence at such length and so
+insistently that everyone again believed it had been necessary to do
+this, and he received two decorations for the Finnish war also. In 1809
+he was a captain in the Guards, wore medals, and held some special
+lucrative posts in Petersburg.
+
+Though some skeptics smiled when told of Berg's merits, it could not be
+denied that he was a painstaking and brave officer, on excellent terms
+with his superiors, and a moral young man with a brilliant career before
+him and an assured position in society.
+
+Four years before, meeting a German comrade in the stalls of a Moscow
+theater, Berg had pointed out Vera Rostova to him and had said in
+German, "das soll mein Weib werden," * and from that moment had made up
+his mind to marry her. Now in Petersburg, having considered the Rostovs'
+position and his own, he decided that the time had come to propose.
+
+
+* "That girl shall be my wife."
+
+Berg's proposal was at first received with a perplexity that was not
+flattering to him. At first it seemed strange that the son of an obscure
+Livonian gentleman should propose marriage to a Countess Rostova; but
+Berg's chief characteristic was such a naive and good natured egotism
+that the Rostovs involuntarily came to think it would be a good thing,
+since he himself was so firmly convinced that it was good, indeed
+excellent. Moreover, the Rostovs' affairs were seriously embarrassed, as
+the suitor could not but know; and above all, Vera was twenty-four, had
+been taken out everywhere, and though she was certainly good-looking and
+sensible, no one up to now had proposed to her. So they gave their
+consent.
+
+"You see," said Berg to his comrade, whom he called "friend" only
+because he knew that everyone has friends, "you see, I have considered
+it all, and should not marry if I had not thought it all out or if it
+were in any way unsuitable. But on the contrary, my papa and mamma are
+now provided for--I have arranged that rent for them in the Baltic
+Provinces--and I can live in Petersburg on my pay, and with her fortune
+and my good management we can get along nicely. I am not marrying for
+money--I consider that dishonorable--but a wife should bring her share
+and a husband his. I have my position in the service, she has
+connections and some means. In our times that is worth something, isn't
+it? But above all, she is a handsome, estimable girl, and she loves
+me..."
+
+Berg blushed and smiled.
+
+"And I love her, because her character is sensible and very good. Now
+the other sister, though they are the same family, is quite different--
+an unpleasant character and has not the same intelligence. She is so...
+you know?... Unpleasant... But my fiancee!... Well, you will be coming,"
+he was going to say, "to dine," but changed his mind and said "to take
+tea with us," and quickly doubling up his tongue he blew a small round
+ring of tobacco smoke, perfectly embodying his dream of happiness.
+
+After the first feeling of perplexity aroused in the parents by Berg's
+proposal, the holiday tone of joyousness usual at such times took
+possession of the family, but the rejoicing was external and insincere.
+In the family's feeling toward this wedding a certain awkwardness and
+constraint was evident, as if they were ashamed of not having loved Vera
+sufficiently and of being so ready to get her off their hands. The old
+count felt this most. He would probably have been unable to state the
+cause of his embarrassment, but it resulted from the state of his
+affairs. He did not know at all how much he had, what his debts amounted
+to, or what dowry he could give Vera. When his daughters were born he
+had assigned to each of them, for her dowry, an estate with three
+hundred serfs; but one of these estates had already been sold, and the
+other was mortgaged and the interest so much in arrears that it would
+have to be sold, so that it was impossible to give it to Vera. Nor had
+he any money.
+
+Berg had already been engaged a month, and only a week remained before
+the wedding, but the count had not yet decided in his own mind the
+question of the dowry, nor spoken to his wife about it. At one time the
+count thought of giving her the Ryazan estate or of selling a forest, at
+another time of borrowing money on a note of hand. A few days before the
+wedding Berg entered the count's study early one morning and, with a
+pleasant smile, respectfully asked his future father-in-law to let him
+know what Vera's dowry would be. The count was so disconcerted by this
+long-foreseen inquiry that without consideration he gave the first reply
+that came into his head. "I like your being businesslike about it.... I
+like it. You shall be satisfied...."
+
+And patting Berg on the shoulder he got up, wishing to end the
+conversation. But Berg, smiling pleasantly, explained that if he did not
+know for certain how much Vera would have and did not receive at least
+part of the dowry in advance, he would have to break matters off.
+
+"Because, consider, Count--if I allowed myself to marry now without
+having definite means to maintain my wife, I should be acting badly...."
+
+The conversation ended by the count, who wished to be generous and to
+avoid further importunity, saying that he would give a note of hand for
+eighty thousand rubles. Berg smiled meekly, kissed the count on the
+shoulder, and said that he was very grateful, but that it was impossible
+for him to arrange his new life without receiving thirty thousand in
+ready money. "Or at least twenty thousand, Count," he added, "and then a
+note of hand for only sixty thousand."
+
+"Yes, yes, all right!" said the count hurriedly. "Only excuse me, my
+dear fellow, I'll give you twenty thousand and a note of hand for eighty
+thousand as well. Yes, yes! Kiss me."
+
+
+
+
+CHAPTER XII
+
+Natasha was sixteen and it was the year 1809, the very year to which she
+had counted on her fingers with Boris after they had kissed four years
+ago. Since then she had not seen him. Before Sonya and her mother, if
+Boris happened to be mentioned, she spoke quite freely of that episode
+as of some childish, long-forgotten matter that was not worth
+mentioning. But in the secret depths of her soul the question whether
+her engagement to Boris was a jest or an important, binding promise
+tormented her.
+
+Since Boris left Moscow in 1805 to join the army he had not seen the
+Rostovs. He had been in Moscow several times, and had passed near
+Otradnoe, but had never been to see them.
+
+Sometimes it occurred to Natasha that he did not wish to see her, and
+this conjecture was confirmed by the sad tone in which her elders spoke
+of him.
+
+"Nowadays old friends are not remembered," the countess would say when
+Boris was mentioned.
+
+Anna Mikhaylovna also had of late visited them less frequently, seemed
+to hold herself with particular dignity, and always spoke rapturously
+and gratefully of the merits of her son and the brilliant career on
+which he had entered. When the Rostovs came to Petersburg Boris called
+on them.
+
+He drove to their house in some agitation. The memory of Natasha was his
+most poetic recollection. But he went with the firm intention of letting
+her and her parents feel that the childish relations between himself and
+Natasha could not be binding either on her or on him. He had a brilliant
+position in society thanks to his intimacy with Countess Bezukhova, a
+brilliant position in the service thanks to the patronage of an
+important personage whose complete confidence he enjoyed, and he was
+beginning to make plans for marrying one of the richest heiresses in
+Petersburg, plans which might very easily be realized. When he entered
+the Rostovs' drawing room Natasha was in her own room. When she heard of
+his arrival she almost ran into the drawing room, flushed and beaming
+with a more than cordial smile.
+
+Boris remembered Natasha in a short dress, with dark eyes shining from
+under her curls and boisterous, childish laughter, as he had known her
+four years before; and so he was taken aback when quite a different
+Natasha entered, and his face expressed rapturous astonishment. This
+expression on his face pleased Natasha.
+
+"Well, do you recognize your little madcap playmate?" asked the
+countess.
+
+Boris kissed Natasha's hand and said that he was astonished at the
+change in her.
+
+"How handsome you have grown!"
+
+"I should think so!" replied Natasha's laughing eyes.
+
+"And is Papa older?" she asked.
+
+Natasha sat down and, without joining in Boris' conversation with the
+countess, silently and minutely studied her childhood's suitor. He felt
+the weight of that resolute and affectionate scrutiny and glanced at her
+occasionally.
+
+Boris' uniform, spurs, tie, and the way his hair was brushed were all
+comme il faut and in the latest fashion. This Natasha noticed at once.
+He sat rather sideways in the armchair next to the countess, arranging
+with his right hand the cleanest of gloves that fitted his left hand
+like a skin, and he spoke with a particularly refined compression of his
+lips about the amusements of the highest Petersburg society, recalling
+with mild irony old times in Moscow and Moscow acquaintances. It was not
+accidentally, Natasha felt, that he alluded, when speaking of the
+highest aristocracy, to an ambassador's ball he had attended, and to
+invitations he had received from N.N. and S.S.
+
+All this time Natasha sat silent, glancing up at him from under her
+brows. This gaze disturbed and confused Boris more and more. He looked
+round more frequently toward her, and broke off in what he was saying.
+He did not stay more than ten minutes, then rose and took his leave. The
+same inquisitive, challenging, and rather mocking eyes still looked at
+him. After his first visit Boris said to himself that Natasha attracted
+him just as much as ever, but that he must not yield to that feeling,
+because to marry her, a girl almost without fortune, would mean ruin to
+his career, while to renew their former relations without intending to
+marry her would be dishonorable. Boris made up his mind to avoid meeting
+Natasha, but despite that resolution he called again a few days later
+and began calling often and spending whole days at the Rostovs'. It
+seemed to him that he ought to have an explanation with Natasha and tell
+her that the old times must be forgotten, that in spite of everything...
+she could not be his wife, that he had no means, and they would never
+let her marry him. But he failed to do so and felt awkward about
+entering on such an explanation. From day to day he became more and more
+entangled. It seemed to her mother and Sonya that Natasha was in love
+with Boris as of old. She sang him his favorite songs, showed him her
+album, making him write in it, did not allow him to allude to the past,
+letting it be understood how delightful was the present; and every day
+he went away in a fog, without having said what he meant to, and not
+knowing what he was doing or why he came, or how it would all end. He
+left off visiting Helene and received reproachful notes from her every
+day, and yet he continued to spend whole days with the Rostovs.
+
+
+
+
+CHAPTER XIII
+
+One night when the old countess, in nightcap and dressing jacket,
+without her false curls, and with her poor little knob of hair showing
+under her white cotton cap, knelt sighing and groaning on a rug and
+bowing to the ground in prayer, her door creaked and Natasha, also in a
+dressing jacket with slippers on her bare feet and her hair in
+curlpapers, ran in. The countess--her prayerful mood dispelled--looked
+round and frowned. She was finishing her last prayer: "Can it be that
+this couch will be my grave?" Natasha, flushed and eager, seeing her
+mother in prayer, suddenly checked her rush, half sat down, and
+unconsciously put out her tongue as if chiding herself. Seeing that her
+mother was still praying she ran on tiptoe to the bed and, rapidly
+slipping one little foot against the other, pushed off her slippers and
+jumped onto the bed the countess had feared might become her grave. This
+couch was high, with a feather bed and five pillows each smaller than
+the one below. Natasha jumped on it, sank into the feather bed, rolled
+over to the wall, and began snuggling up the bedclothes as she settled
+down, raising her knees to her chin, kicking out and laughing almost
+inaudibly, now covering herself up head and all, and now peeping at her
+mother. The countess finished her prayers and came to the bed with a
+stern face, but seeing, that Natasha's head was covered, she smiled in
+her kind, weak way.
+
+"Now then, now then!" said she.
+
+"Mamma, can we have a talk? Yes?" said Natasha. "Now, just one on your
+throat and another... that'll do!" And seizing her mother round the
+neck, she kissed her on the throat. In her behavior to her mother
+Natasha seemed rough, but she was so sensitive and tactful that however
+she clasped her mother she always managed to do it without hurting her
+or making her feel uncomfortable or displeased.
+
+"Well, what is it tonight?" said the mother, having arranged her pillows
+and waited until Natasha, after turning over a couple of times, had
+settled down beside her under the quilt, spread out her arms, and
+assumed a serious expression.
+
+These visits of Natasha's at night before the count returned from his
+club were one of the greatest pleasures of both mother, and daughter.
+
+"What is it tonight?--But I have to tell you..."
+
+Natasha put her hand on her mother's mouth.
+
+"About Boris... I know," she said seriously; "that's what I have come
+about. Don't say it--I know. No, do tell me!" and she removed her hand.
+"Tell me, Mamma! He's nice?"
+
+"Natasha, you are sixteen. At your age I was married. You say Boris is
+nice. He is very nice, and I love him like a son. But what then?... What
+are you thinking about? You have quite turned his head, I can see
+that...."
+
+As she said this the countess looked round at her daughter. Natasha was
+lying looking steadily straight before her at one of the mahogany
+sphinxes carved on the corners of the bedstead, so that the countess
+only saw her daughter's face in profile. That face struck her by its
+peculiarly serious and concentrated expression.
+
+Natasha was listening and considering.
+
+"Well, what then?" said she.
+
+"You have quite turned his head, and why? What do you want of him? You
+know you can't marry him."
+
+"Why not?" said Natasha, without changing her position.
+
+"Because he is young, because he is poor, because he is a relation...
+and because you yourself don't love him."
+
+"How do you know?"
+
+"I know. It is not right, darling!"
+
+
+"But if I want to..." said Natasha.
+
+"Leave off talking nonsense," said the countess.
+
+"But if I want to..."
+
+"Natasha, I am in earnest..."
+
+Natasha did not let her finish. She drew the countess' large hand to
+her, kissed it on the back and then on the palm, then again turned it
+over and began kissing first one knuckle, then the space between the
+knuckles, then the next knuckle, whispering, "January, February, March,
+April, May. Speak, Mamma, why don't you say anything? Speak!" said she,
+turning to her mother, who was tenderly gazing at her daughter and in
+that contemplation seemed to have forgotten all she had wished to say.
+
+"It won't do, my love! Not everyone will understand this friendship
+dating from your childish days, and to see him so intimate with you may
+injure you in the eyes of other young men who visit us, and above all it
+torments him for nothing. He may already have found a suitable and
+wealthy match, and now he's half crazy."
+
+"Crazy?" repeated Natasha.
+
+"I'll tell you some things about myself. I had a cousin..."
+
+"I know! Cyril Matveich... but he is old."
+
+"He was not always old. But this is what I'll do, Natasha, I'll have a
+talk with Boris. He need not come so often...."
+
+"Why not, if he likes to?"
+
+"Because I know it will end in nothing...."
+
+"How can you know? No, Mamma, don't speak to him! What nonsense!" said
+Natasha in the tone of one being deprived of her property. "Well, I
+won't marry, but let him come if he enjoys it and I enjoy it." Natasha
+smiled and looked at her mother. "Not to marry, but just so," she added.
+
+"How so, my pet?"
+
+"Just so. There's no need for me to marry him. But... just so."
+
+"Just so, just so," repeated the countess, and shaking all over, she
+went off into a good humored, unexpected, elderly laugh.
+
+"Don't laugh, stop!" cried Natasha. "You're shaking the whole bed!
+You're awfully like me, just such another giggler.... Wait..." and she
+seized the countess' hands and kissed a knuckle of the little finger,
+saying, "June," and continued, kissing, "July, August," on the other
+hand. "But, Mamma, is he very much in love? What do you think? Was
+anybody ever so much in love with you? And he's very nice, very, very
+nice. Only not quite my taste--he is so narrow, like the dining-room
+clock.... Don't you understand? Narrow, you know--gray, light gray..."
+
+"What rubbish you're talking!" said the countess.
+
+Natasha continued: "Don't you really understand? Nicholas would
+understand.... Bezukhov, now, is blue, dark-blue and red, and he is
+square."
+
+"You flirt with him too," said the countess, laughing.
+
+"No, he is a Freemason, I have found out. He is fine, dark-blue and
+red.... How can I explain it to you?"
+
+"Little countess!" the count's voice called from behind the door.
+"You're not asleep?" Natasha jumped up, snatched up her slippers, and
+ran barefoot to her own room.
+
+It was a long time before she could sleep. She kept thinking that no one
+could understand all that she understood and all there was in her.
+
+"Sonya?" she thought, glancing at that curled-up, sleeping little kitten
+with her enormous plait of hair. "No, how could she? She's virtuous. She
+fell in love with Nicholas and does not wish to know anything more. Even
+Mamma does not understand. It is wonderful how clever I am and how...
+charming she is," she went on, speaking of herself in the third person,
+and imagining it was some very wise man--the wisest and best of men--who
+was saying it of her. "There is everything, everything in her,"
+continued this man. "She is unusually intelligent, charming... and then
+she is pretty, uncommonly pretty, and agile--she swims and rides
+splendidly... and her voice! One can really say it's a wonderful voice!"
+
+She hummed a scrap from her favorite opera by Cherubini, threw herself
+on her bed, laughed at the pleasant thought that she would immediately
+fall asleep, called Dunyasha the maid to put out the candle, and before
+Dunyasha had left the room had already passed into yet another happier
+world of dreams, where everything was as light and beautiful as in
+reality, and even more so because it was different.
+
+Next day the countess called Boris aside and had a talk with him, after
+which he ceased coming to the Rostovs'.
+
+
+
+
+CHAPTER XIV
+
+On the thirty-first of December, New Year's Eve, 1809 - 10 an old
+grandee of Catherine's day was giving a ball and midnight supper. The
+diplomatic corps and the Emperor himself were to be present.
+
+The grandee's well-known mansion on the English Quay glittered with
+innumerable lights. Police were stationed at the brightly lit entrance
+which was carpeted with red baize, and not only gendarmes but dozens of
+police officers and even the police master himself stood at the porch.
+Carriages kept driving away and fresh ones arriving, with red-liveried
+footmen and footmen in plumed hats. From the carriages emerged men
+wearing uniforms, stars, and ribbons, while ladies in satin and ermine
+cautiously descended the carriage steps which were let down for them
+with a clatter, and then walked hurriedly and noiselessly over the baize
+at the entrance.
+
+Almost every time a new carriage drove up a whisper ran through the
+crowd and caps were doffed.
+
+"The Emperor?... No, a minister.... prince... ambassador. Don't you see
+the plumes?..." was whispered among the crowd.
+
+One person, better dressed than the rest, seemed to know everyone and
+mentioned by name the greatest dignitaries of the day.
+
+A third of the visitors had already arrived, but the Rostovs, who were
+to be present, were still hurrying to get dressed.
+
+There had been many discussions and preparations for this ball in the
+Rostov family, many fears that the invitation would not arrive, that the
+dresses would not be ready, or that something would not be arranged as
+it should be.
+
+Marya Ignatevna Peronskaya, a thin and shallow maid of honor at the
+court of the Dowager Empress, who was a friend and relation of the
+countess and piloted the provincial Rostovs in Petersburg high society,
+was to accompany them to the ball.
+
+They were to call for her at her house in the Taurida Gardens at ten
+o'clock, but it was already five minutes to ten, and the girls were not
+yet dressed.
+
+Natasha was going to her first grand ball. She had got up at eight that
+morning and had been in a fever of excitement and activity all day. All
+her powers since morning had been concentrated on ensuring that they
+all--she herself, Mamma, and Sonya--should be as well dressed as
+possible. Sonya and her mother put themselves entirely in her hands. The
+countess was to wear a claret-colored velvet dress, and the two girls
+white gauze over pink silk slips, with roses on their bodices and their
+hair dressed a la grecque.
+
+Everything essential had already been done; feet, hands, necks, and ears
+washed, perfumed, and powdered, as befits a ball; the openwork silk
+stockings and white satin shoes with ribbons were already on; the
+hairdressing was almost done. Sonya was finishing dressing and so was
+the countess, but Natasha, who had bustled about helping them all, was
+behindhand. She was still sitting before a looking-glass with a dressing
+jacket thrown over her slender shoulders. Sonya stood ready dressed in
+the middle of the room and, pressing the head of a pin till it hurt her
+dainty finger, was fixing on a last ribbon that squeaked as the pin went
+through it.
+
+"That's not the way, that's not the way, Sonya!" cried Natasha turning
+her head and clutching with both hands at her hair which the maid who
+was dressing it had not time to release. "That bow is not right. Come
+here!"
+
+Sonya sat down and Natasha pinned the ribbon on differently.
+
+"Allow me, Miss! I can't do it like that," said the maid who was holding
+Natasha's hair.
+
+"Oh, dear! Well then, wait. That's right, Sonya."
+
+"Aren't you ready? It is nearly ten," came the countess' voice.
+
+"Directly! Directly! And you, Mamma?"
+
+"I have only my cap to pin on."
+
+"Don't do it without me!" called Natasha. "You won't do it right."
+
+"But it's already ten."
+
+They had decided to be at the ball by half past ten, and Natasha had
+still to get dressed and they had to call at the Taurida Gardens.
+
+When her hair was done, Natasha, in her short petticoat from under which
+her dancing shoes showed, and in her mother's dressing jacket, ran up to
+Sonya, scrutinized her, and then ran to her mother. Turning her mother's
+head this way and that, she fastened on the cap and, hurriedly kissing
+her gray hair, ran back to the maids who were turning up the hem of her
+skirt.
+
+The cause of the delay was Natasha's skirt, which was too long. Two
+maids were turning up the hem and hurriedly biting off the ends of
+thread. A third with pins in her mouth was running about between the
+countess and Sonya, and a fourth held the whole of the gossamer garment
+up high on one uplifted hand.
+
+"Mavra, quicker, darling!"
+
+"Give me my thimble, Miss, from there..."
+
+"Whenever will you be ready?" asked the count coming to the door. "Here
+is some scent. Peronskaya must be tired of waiting."
+
+"It's ready, Miss," said the maid, holding up the shortened gauze dress
+with two fingers, and blowing and shaking something off it, as if by
+this to express a consciousness of the airiness and purity of what she
+held.
+
+Natasha began putting on the dress.
+
+"In a minute! In a minute! Don't come in, Papa!" she cried to her father
+as he opened the door--speaking from under the filmy skirt which still
+covered her whole face.
+
+Sonya slammed the door to. A minute later they let the count in. He was
+wearing a blue swallow-tail coat, shoes and stockings, and was perfumed
+and his hair pomaded.
+
+"Oh, Papa! how nice you look! Charming!" cried Natasha, as she stood in
+the middle of the room smoothing out the folds of the gauze.
+
+"If you please, Miss! allow me," said the maid, who on her knees was
+pulling the skirt straight and shifting the pins from one side of her
+mouth to the other with her tongue.
+
+"Say what you like," exclaimed Sonya, in a despairing voice as she
+looked at Natasha, "say what you like, it's still too long."
+
+Natasha stepped back to look at herself in the pier glass. The dress was
+too long.
+
+"Really, madam, it is not at all too long," said Mavra, crawling on her
+knees after her young lady.
+
+"Well, if it's too long we'll tack it up... we'll tack it up in one
+minute," said the resolute Dunyasha taking a needle that was stuck on
+the front of her little shawl and, still kneeling on the floor, set to
+work once more.
+
+At that moment, with soft steps, the countess came in shyly, in her cap
+and velvet gown.
+
+"Oo-oo, my beauty!" exclaimed the count, "she looks better than any of
+you!"
+
+He would have embraced her but, blushing, she stepped aside fearing to
+be rumpled.
+
+"Mamma, your cap, more to this side," said Natasha. "I'll arrange it,"
+and she rushed forward so that the maids who were tacking up her skirt
+could not move fast enough and a piece of gauze was torn off.
+
+"Oh goodness! What has happened? Really it was not my fault!"
+
+"Never mind, I'll run it up, it won't show," said Dunyasha.
+
+"What a beauty--a very queen!" said the nurse as she came to the door.
+"And Sonya! They are lovely!"
+
+At a quarter past ten they at last got into their carriages and started.
+But they had still to call at the Taurida Gardens.
+
+Peronskaya was quite ready. In spite of her age and plainness she had
+gone through the same process as the Rostovs, but with less flurry--for
+to her it was a matter of routine. Her ugly old body was washed,
+perfumed, and powdered in just the same way. She had washed behind her
+ears just as carefully, and when she entered her drawing room in her
+yellow dress, wearing her badge as maid of honor, her old lady's maid
+was as full of rapturous admiration as the Rostovs' servants had been.
+
+She praised the Rostovs' toilets. They praised her taste and toilet, and
+at eleven o'clock, careful of their coiffures and dresses, they settled
+themselves in their carriages and drove off.
+
+
+
+
+CHAPTER XV
+
+Natasha had not had a moment free since early morning and had not once
+had time to think of what lay before her.
+
+In the damp chill air and crowded closeness of the swaying carriage, she
+for the first time vividly imagined what was in store for her there at
+the ball, in those brightly lighted rooms--with music, flowers, dances,
+the Emperor, and all the brilliant young people of Petersburg. The
+prospect was so splendid that she hardly believed it would come true, so
+out of keeping was it with the chill darkness and closeness of the
+carriage. She understood all that awaited her only when, after stepping
+over the red baize at the entrance, she entered the hall, took off her
+fur cloak, and, beside Sonya and in front of her mother, mounted the
+brightly illuminated stairs between the flowers. Only then did she
+remember how she must behave at a ball, and tried to assume the majestic
+air she considered indispensable for a girl on such an occasion. But,
+fortunately for her, she felt her eyes growing misty, she saw nothing
+clearly, her pulse beat a hundred to the minute, and the blood throbbed
+at her heart. She could not assume that pose, which would have made her
+ridiculous, and she moved on almost fainting from excitement and trying
+with all her might to conceal it. And this was the very attitude that
+became her best. Before and behind them other visitors were entering,
+also talking in low tones and wearing ball dresses. The mirrors on the
+landing reflected ladies in white, pale-blue, and pink dresses, with
+diamonds and pearls on their bare necks and arms.
+
+Natasha looked in the mirrors and could not distinguish her reflection
+from the others. All was blended into one brilliant procession. On
+entering the ballroom the regular hum of voices, footsteps, and
+greetings deafened Natasha, and the light and glitter dazzled her still
+more. The host and hostess, who had already been standing at the door
+for half an hour repeating the same words to the various arrivals,
+"Charme de vous voir," * greeted the Rostovs and Peronskaya in the same
+manner.
+
+
+* "Delighted to see you."
+
+The two girls in their white dresses, each with a rose in her black
+hair, both curtsied in the same way, but the hostess' eye involuntarily
+rested longer on the slim Natasha. She looked at her and gave her alone
+a special smile in addition to her usual smile as hostess. Looking at
+her she may have recalled the golden, irrecoverable days of her own
+girlhood and her own first ball. The host also followed Natasha with his
+eyes and asked the count which was his daughter.
+
+"Charming!" said he, kissing the tips of his fingers.
+
+In the ballroom guests stood crowding at the entrance doors awaiting the
+Emperor. The countess took up a position in one of the front rows of
+that crowd. Natasha heard and felt that several people were asking about
+her and looking at her. She realized that those noticing her liked her,
+and this observation helped to calm her.
+
+"There are some like ourselves and some worse," she thought.
+
+Peronskaya was pointing out to the countess the most important people at
+the ball.
+
+"That is the Dutch ambassador, do you see? That gray-haired man," she
+said, indicating an old man with a profusion of silver-gray curly hair,
+who was surrounded by ladies laughing at something he said.
+
+"Ah, here she is, the Queen of Petersburg, Countess Bezukhova," said
+Peronskaya, indicating Helene who had just entered. "How lovely! She is
+quite equal to Marya Antonovna. See how the men, young and old, pay
+court to her. Beautiful and clever... they say Prince--is quite mad
+about her. But see, those two, though not good-looking, are even more
+run after."
+
+She pointed to a lady who was crossing the room followed by a very plain
+daughter.
+
+"She is a splendid match, a millionairess," said Peronskaya. "And look,
+here come her suitors."
+
+"That is Bezukhova's brother, Anatole Kuragin," she said, indicating a
+handsome officer of the Horse Guards who passed by them with head erect,
+looking at something over the heads of the ladies. "He's handsome, isn't
+he? I hear they will marry him to that rich girl. But your cousin,
+Drubetskoy, is also very attentive to her. They say she has millions. Oh
+yes, that's the French ambassador himself!" she replied to the countess'
+inquiry about Caulaincourt. "Looks as if he were a king! All the same,
+the French are charming, very charming. No one more charming in society.
+Ah, here she is! Yes, she is still the most beautiful of them all, our
+Marya Antonovna! And how simply she is dressed! Lovely! And that stout
+one in spectacles is the universal Freemason," she went on, indicating
+Pierre. "Put him beside his wife and he looks a regular buffoon!"
+
+Pierre, swaying his stout body, advanced, making way through the crowd
+and nodding to right and left as casually and good-naturedly as if he
+were passing through a crowd at a fair. He pushed through, evidently
+looking for someone.
+
+Natasha looked joyfully at the familiar face of Pierre, "the buffoon,"
+as Peronskaya had called him, and knew he was looking for them, and for
+her in particular. He had promised to be at the ball and introduce
+partners to her.
+
+But before he reached them Pierre stopped beside a very handsome, dark
+man of middle height, and in a white uniform, who stood by a window
+talking to a tall man wearing stars and a ribbon. Natasha at once
+recognized the shorter and younger man in the white uniform: it was
+Bolkonski, who seemed to her to have grown much younger, happier, and
+better-looking.
+
+"There's someone else we know--Bolkonski, do you see, Mamma?" said
+Natasha, pointing out Prince Andrew. "You remember, he stayed a night
+with us at Otradnoe."
+
+"Oh, you know him?" said Peronskaya. "I can't bear him. Il fait a
+present la pluie et le beau temps. * He's too proud for anything. Takes
+after his father. And he's hand in glove with Speranski, writing some
+project or other. Just look how he treats the ladies! There's one
+talking to him and he has turned away," she said, pointing at him. "I'd
+give it to him if he treated me as he does those ladies."
+
+
+* "He is all the rage just now."
+
+
+
+
+CHAPTER XVI
+
+Suddenly everybody stirred, began talking, and pressed forward and then
+back, and between the two rows, which separated, the Emperor entered to
+the sounds of music that had immediately struck up. Behind him walked
+his host and hostess. He walked in rapidly, bowing to right and left as
+if anxious to get the first moments of the reception over. The band
+played the polonaise in vogue at that time on account of the words that
+had been set to it, beginning: "Alexander, Elisaveta, all our hearts you
+ravish quite..." The Emperor passed on to the drawing room, the crowd
+made a rush for the doors, and several persons with excited faces
+hurried there and back again. Then the crowd hastily retired from the
+drawing-room door, at which the Emperor reappeared talking to the
+hostess. A young man, looking distraught, pounced down on the ladies,
+asking them to move aside. Some ladies, with faces betraying complete
+forgetfulness of all the rules of decorum, pushed forward to the
+detriment of their toilets. The men began to choose partners and take
+their places for the polonaise.
+
+Everyone moved back, and the Emperor came smiling out of the drawing
+room leading his hostess by the hand but not keeping time to the music.
+The host followed with Marya Antonovna Naryshkina; then came
+ambassadors, ministers, and various generals, whom Peronskaya diligently
+named. More than half the ladies already had partners and were taking
+up, or preparing to take up, their positions for the polonaise. Natasha
+felt that she would be left with her mother and Sonya among a minority
+of women who crowded near the wall, not having been invited to dance.
+She stood with her slender arms hanging down, her scarcely defined bosom
+rising and falling regularly, and with bated breath and glittering,
+frightened eyes gazed straight before her, evidently prepared for the
+height of joy or misery. She was not concerned about the Emperor or any
+of those great people whom Peronskaya was pointing out--she had but one
+thought: "Is it possible no one will ask me, that I shall not be among
+the first to dance? Is it possible that not one of all these men will
+notice me? They do not even seem to see me, or if they do they look as
+if they were saying, 'Ah, she's not the one I'm after, so it's not worth
+looking at her!' No, it's impossible," she thought. "They must know how
+I long to dance, how splendidly I dance, and how they would enjoy
+dancing with me."
+
+The strains of the polonaise, which had continued for a considerable
+time, had begun to sound like a sad reminiscence to Natasha's ears. She
+wanted to cry. Peronskaya had left them. The count was at the other end
+of the room. She and the countess and Sonya were standing by themselves
+as in the depths of a forest amid that crowd of strangers, with no one
+interested in them and not wanted by anyone. Prince Andrew with a lady
+passed by, evidently not recognizing them. The handsome Anatole was
+smilingly talking to a partner on his arm and looked at Natasha as one
+looks at a wall. Boris passed them twice and each time turned away. Berg
+and his wife, who were not dancing, came up to them.
+
+This family gathering seemed humiliating to Natasha--as if there were
+nowhere else for the family to talk but here at the ball. She did not
+listen to or look at Vera, who was telling her something about her own
+green dress.
+
+At last the Emperor stopped beside his last partner (he had danced with
+three) and the music ceased. A worried aide-de-camp ran up to the
+Rostovs requesting them to stand farther back, though as it was they
+were already close to the wall, and from the gallery resounded the
+distinct, precise, enticingly rhythmical strains of a waltz. The Emperor
+looked smilingly down the room. A minute passed but no one had yet begun
+dancing. An aide-de-camp, the Master of Ceremonies, went up to Countess
+Bezukhova and asked her to dance. She smilingly raised her hand and laid
+it on his shoulder without looking at him. The aide-de-camp, an adept in
+his art, grasping his partner firmly round her waist, with confident
+deliberation started smoothly, gliding first round the edge of the
+circle, then at the corner of the room he caught Helene's left hand and
+turned her, the only sound audible, apart from the ever-quickening
+music, being the rhythmic click of the spurs on his rapid, agile feet,
+while at every third beat his partner's velvet dress spread out and
+seemed to flash as she whirled round. Natasha gazed at them and was
+ready to cry because it was not she who was dancing that first turn of
+the waltz.
+
+Prince Andrew, in the white uniform of a cavalry colonel, wearing
+stockings and dancing shoes, stood looking animated and bright in the
+front row of the circle not far from the Rostovs. Baron Firhoff was
+talking to him about the first sitting of the Council of State to be
+held next day. Prince Andrew, as one closely connected with Speranski
+and participating in the work of the legislative commission, could give
+reliable information about that sitting, concerning which various rumors
+were current. But not listening to what Firhoff was saying, he was
+gazing now at the sovereign and now at the men intending to dance who
+had not yet gathered courage to enter the circle.
+
+Prince Andrew was watching these men abashed by the Emperor's presence,
+and the women who were breathlessly longing to be asked to dance.
+
+Pierre came up to him and caught him by the arm.
+
+"You always dance. I have a protegee, the young Rostova, here. Ask her,"
+he said.
+
+"Where is she?" asked Bolkonski. "Excuse me!" he added, turning to the
+baron, "we will finish this conversation elsewhere--at a ball one must
+dance." He stepped forward in the direction Pierre indicated. The
+despairing, dejected expression of Natasha's face caught his eye. He
+recognized her, guessed her feelings, saw that it was her debut,
+remembered her conversation at the window, and with an expression of
+pleasure on his face approached Countess Rostova.
+
+"Allow me to introduce you to my daughter," said the countess, with
+heightened color.
+
+"I have the pleasure of being already acquainted, if the countess
+remembers me," said Prince Andrew with a low and courteous bow quite
+belying Peronskaya's remarks about his rudeness, and approaching Natasha
+he held out his arm to grasp her waist before he had completed his
+invitation. He asked her to waltz. That tremulous expression on
+Natasha's face, prepared either for despair or rapture, suddenly
+brightened into a happy, grateful, childlike smile.
+
+"I have long been waiting for you," that frightened happy little girl
+seemed to say by the smile that replaced the threatened tears, as she
+raised her hand to Prince Andrew's shoulder. They were the second couple
+to enter the circle. Prince Andrew was one of the best dancers of his
+day and Natasha danced exquisitely. Her little feet in their white satin
+dancing shoes did their work swiftly, lightly, and independently of
+herself, while her face beamed with ecstatic happiness. Her slender bare
+arms and neck were not beautiful--compared to Helene's her shoulders
+looked thin and her bosom undeveloped. But Helene seemed, as it were,
+hardened by a varnish left by the thousands of looks that had scanned
+her person, while Natasha was like a girl exposed for the first time,
+who would have felt very much ashamed had she not been assured that this
+was absolutely necessary.
+
+Prince Andrew liked dancing, and wishing to escape as quickly as
+possible from the political and clever talk which everyone addressed to
+him, wishing also to break up the circle of restraint he disliked,
+caused by the Emperor's presence, he danced, and had chosen Natasha
+because Pierre pointed her out to him and because she was the first
+pretty girl who caught his eye; but scarcely had he embraced that
+slender supple figure and felt her stirring so close to him and smiling
+so near him than the wine of her charm rose to his head, and he felt
+himself revived and rejuvenated when after leaving her he stood
+breathing deeply and watching the other dancers.
+
+
+
+
+CHAPTER XVII
+
+After Prince Andrew, Boris came up to ask Natasha for a dance, and then
+the aide-de-camp who had opened the ball, and several other young men,
+so that, flushed and happy, and passing on her superfluous partners to
+Sonya, she did not cease dancing all the evening. She noticed and saw
+nothing of what occupied everyone else. Not only did she fail to notice
+that the Emperor talked a long time with the French ambassador, and how
+particularly gracious he was to a certain lady, or that Prince So-and-so
+and So-and-so did and said this and that, and that Helene had great
+success and was honored by the special attention of So-and-so, but she
+did not even see the Emperor, and only noticed that he had gone because
+the ball became livelier after his departure. For one of the merry
+cotillions before supper Prince Andrew was again her partner. He
+reminded her of their first encounter in the Otradnoe avenue, and how
+she had been unable to sleep that moonlight night, and told her how he
+had involuntarily overheard her. Natasha blushed at that recollection
+and tried to excuse herself, as if there had been something to be
+ashamed of in what Prince Andrew had overheard.
+
+Like all men who have grown up in society, Prince Andrew liked meeting
+someone there not of the conventional society stamp. And such was
+Natasha, with her surprise, her delight, her shyness, and even her
+mistakes in speaking French. With her he behaved with special care and
+tenderness, sitting beside her and talking of the simplest and most
+unimportant matters; he admired her shy grace. In the middle of the
+cotillion, having completed one of the figures, Natasha, still out of
+breath, was returning to her seat when another dancer chose her. She was
+tired and panting and evidently thought of declining, but immediately
+put her hand gaily on the man's shoulder, smiling at Prince Andrew.
+
+"I'd be glad to sit beside you and rest: I'm tired; but you see how they
+keep asking me, and I'm glad of it, I'm happy and I love everybody, and
+you and I understand it all," and much, much more was said in her smile.
+When her partner left her Natasha ran across the room to choose two
+ladies for the figure.
+
+"If she goes to her cousin first and then to another lady, she will be
+my wife," said Prince Andrew to himself quite to his own surprise, as he
+watched her. She did go first to her cousin.
+
+"What rubbish sometimes enters one's head!" thought Prince Andrew, "but
+what is certain is that that girl is so charming, so original, that she
+won't be dancing here a month before she will be married.... Such as she
+are rare here," he thought, as Natasha, readjusting a rose that was
+slipping on her bodice, settled herself beside him.
+
+When the cotillion was over the old count in his blue coat came up to
+the dancers. He invited Prince Andrew to come and see them, and asked
+his daughter whether she was enjoying herself. Natasha did not answer at
+once but only looked up with a smile that said reproachfully: "How can
+you ask such a question?"
+
+"I have never enjoyed myself so much before!" she said, and Prince
+Andrew noticed how her thin arms rose quickly as if to embrace her
+father and instantly dropped again. Natasha was happier than she had
+ever been in her life. She was at that height of bliss when one becomes
+completely kind and good and does not believe in the possibility of
+evil, unhappiness, or sorrow.
+
+At that ball Pierre for the first time felt humiliated by the position
+his wife occupied in court circles. He was gloomy and absent-minded. A
+deep furrow ran across his forehead, and standing by a window he stared
+over his spectacles seeing no one.
+
+On her way to supper Natasha passed him.
+
+Pierre's gloomy, unhappy look struck her. She stopped in front of him.
+She wished to help him, to bestow on him the superabundance of her own
+happiness.
+
+"How delightful it is, Count!" said she. "Isn't it?"
+
+Pierre smiled absent-mindedly, evidently not grasping what she said.
+
+"Yes, I am very glad," he said.
+
+"How can people be dissatisfied with anything?" thought Natasha.
+"Especially such a capital fellow as Bezukhov!" In Natasha's eyes all
+the people at the ball alike were good, kind, and splendid people,
+loving one another; none of them capable of injuring another--and so
+they ought all to be happy.
+
+
+
+
+CHAPTER XVIII
+
+Next day Prince Andrew thought of the ball, but his mind did not dwell
+on it long. "Yes, it was a very brilliant ball," and then... "Yes, that
+little Rostova is very charming. There's something fresh, original, un-
+Petersburg-like about her that distinguishes her." That was all he
+thought about yesterday's ball, and after his morning tea he set to
+work.
+
+But either from fatigue or want of sleep he was ill-disposed for work
+and could get nothing done. He kept criticizing his own work, as he
+often did, and was glad when he heard someone coming.
+
+The visitor was Bitski, who served on various committees, frequented all
+the societies in Petersburg, and a passionate devotee of the new ideas
+and of Speranski, and a diligent Petersburg newsmonger--one of those men
+who choose their opinions like their clothes according to the fashion,
+but who for that very reason appear to be the warmest partisans. Hardly
+had he got rid of his hat before he ran into Prince Andrew's room with a
+preoccupied air and at once began talking. He had just heard particulars
+of that morning's sitting of the Council of State opened by the Emperor,
+and he spoke of it enthusiastically. The Emperor's speech had been
+extraordinary. It had been a speech such as only constitutional monarchs
+deliver. "The Sovereign plainly said that the Council and Senate are
+estates of the realm, he said that the government must rest not on
+authority but on secure bases. The Emperor said that the fiscal system
+must be reorganized and the accounts published," recounted Bitski,
+emphasizing certain words and opening his eyes significantly.
+
+"Ah, yes! Today's events mark an epoch, the greatest epoch in our
+history," he concluded.
+
+Prince Andrew listened to the account of the opening of the Council of
+State, which he had so impatiently awaited and to which he had attached
+such importance, and was surprised that this event, now that it had
+taken place, did not affect him, and even seemed quite insignificant. He
+listened with quiet irony to Bitski's enthusiastic account of it. A very
+simple thought occurred to him: "What does it matter to me or to Bitski
+what the Emperor was pleased to say at the Council? Can all that make me
+any happier or better?"
+
+And this simple reflection suddenly destroyed all the interest Prince
+Andrew had felt in the impending reforms. He was going to dine that
+evening at Speranski's, "with only a few friends," as the host had said
+when inviting him. The prospect of that dinner in the intimate home
+circle of the man he so admired had greatly interested Prince Andrew,
+especially as he had not yet seen Speranski in his domestic
+surroundings, but now he felt disinclined to go to it.
+
+At the appointed hour, however, he entered the modest house Speranski
+owned in the Taurida Gardens. In the parqueted dining room this small
+house, remarkable for its extreme cleanliness (suggesting that of a
+monastery), Prince Andrew, who was rather late, found the friendly
+gathering of Speranski's intimate acquaintances already assembled at
+five o'clock. There were no ladies present except Speranski's little
+daughter (long-faced like her father) and her governess. The other
+guests were Gervais, Magnitski, and Stolypin. While still in the
+anteroom Prince Andrew heard loud voices and a ringing staccato laugh--a
+laugh such as one hears on the stage. Someone--it sounded like
+Speranski--was distinctly ejaculating ha-ha-ha. Prince Andrew had never
+before heard Speranski's famous laugh, and this ringing, high-pitched
+laughter from a statesman made a strange impression on him.
+
+He entered the dining room. The whole company were standing between two
+windows at a small table laid with hors-d'oeuvres. Speranski, wearing a
+gray swallow-tail coat with a star on the breast, and evidently still
+the same waistcoat and high white stock he had worn at the meeting of
+the Council of State, stood at the table with a beaming countenance. His
+guests surrounded him. Magnitski, addressing himself to Speranski, was
+relating an anecdote, and Speranski was laughing in advance at what
+Magnitski was going to say. When Prince Andrew entered the room
+Magnitski's words were again crowned by laughter. Stolypin gave a deep
+bass guffaw as he munched a piece of bread and cheese. Gervais laughed
+softly with a hissing chuckle, and Speranski in a high-pitched staccato
+manner.
+
+Still laughing, Speranski held out his soft white hand to Prince Andrew.
+
+"Very pleased to see you, Prince," he said. "One moment..." he went on,
+turning to Magnitski and interrupting his story. "We have agreed that
+this is a dinner for recreation, with not a word about business!" and
+turning again to the narrator he began to laugh afresh.
+
+Prince Andrew looked at the laughing Speranski with astonishment,
+regret, and disillusionment. It seemed to him that this was not
+Speranski but someone else. Everything that had formerly appeared
+mysterious and fascinating in Speranski suddenly became plain and
+unattractive.
+
+At dinner the conversation did not cease for a moment and seemed to
+consist of the contents of a book of funny anecdotes. Before Magnitski
+had finished his story someone else was anxious to relate something
+still funnier. Most of the anecdotes, if not relating to the state
+service, related to people in the service. It seemed that in this
+company the insignificance of those people was so definitely accepted
+that the only possible attitude toward them was one of good humored
+ridicule. Speranski related how at the Council that morning a deaf
+dignitary, when asked his opinion, replied that he thought so too.
+Gervais gave a long account of an official revision, remarkable for the
+stupidity of everybody concerned. Stolypin, stuttering, broke into the
+conversation and began excitedly talking of the abuses that existed
+under the former order of things--threatening to give a serious turn to
+the conversation. Magnitski starting quizzing Stolypin about his
+vehemence. Gervais intervened with a joke, and the talk reverted to its
+former lively tone.
+
+Evidently Speranski liked to rest after his labors and find amusement in
+a circle of friends, and his guests, understanding his wish, tried to
+enliven him and amuse themselves. But their gaiety seemed to Prince
+Andrew mirthless and tiresome. Speranski's high-pitched voice struck him
+unpleasantly, and the incessant laughter grated on him like a false
+note. Prince Andrew did not laugh and feared that he would be a damper
+on the spirits of the company, but no one took any notice of his being
+out of harmony with the general mood. They all seemed very gay.
+
+He tried several times to join in the conversation, but his remarks were
+tossed aside each time like a cork thrown out of the water, and he could
+not jest with them.
+
+There was nothing wrong or unseemly in what they said, it was witty and
+might have been funny, but it lacked just that something which is the
+salt of mirth, and they were not even aware that such a thing existed.
+
+After dinner Speranski's daughter and her governess rose. He patted the
+little girl with his white hand and kissed her. And that gesture, too,
+seemed unnatural to Prince Andrew.
+
+The men remained at table over their port--English fashion. In the midst
+of a conversation that was started about Napoleon's Spanish affairs,
+which they all agreed in approving, Prince Andrew began to express a
+contrary opinion. Speranski smiled and, with an evident wish to prevent
+the conversation from taking an unpleasant course, told a story that had
+no connection with the previous conversation. For a few moments all were
+silent.
+
+Having sat some time at table, Speranski corked a bottle of wine and,
+remarking, "Nowadays good wine rides in a carriage and pair," passed it
+to the servant and got up. All rose and continuing to talk loudly went
+into the drawing room. Two letters brought by a courier were handed to
+Speranski and he took them to his study. As soon as he had left the room
+the general merriment stopped and the guests began to converse sensibly
+and quietly with one another.
+
+"Now for the recitation!" said Speranski on returning from his study. "A
+wonderful talent!" he said to Prince Andrew, and Magnitski immediately
+assumed a pose and began reciting some humorous verses in French which
+he had composed about various well-known Petersburg people. He was
+interrupted several times by applause. When the verses were finished
+Prince Andrew went up to Speranski and took his leave.
+
+"Where are you off to so early?" asked Speranski.
+
+"I promised to go to a reception."
+
+They said no more. Prince Andrew looked closely into those mirrorlike,
+impenetrable eyes, and felt that it had been ridiculous of him to have
+expected anything from Speranski and from any of his own activities
+connected with him, or ever to have attributed importance to what
+Speranski was doing. That precise, mirthless laughter rang in Prince
+Andrew's ears long after he had left the house.
+
+When he reached home Prince Andrew began thinking of his life in
+Petersburg during those last four months as if it were something new. He
+recalled his exertions and solicitations, and the history of his project
+of army reform, which had been accepted for consideration and which they
+were trying to pass over in silence simply because another, a very poor
+one, had already been prepared and submitted to the Emperor. He thought
+of the meetings of a committee of which Berg was a member. He remembered
+how carefully and at what length everything relating to form and
+procedure was discussed at those meetings, and how sedulously and
+promptly all that related to the gist of the business was evaded. He
+recalled his labors on the Legal Code, and how painstakingly he had
+translated the articles of the Roman and French codes into Russian, and
+he felt ashamed of himself. Then he vividly pictured to himself
+Bogucharovo, his occupations in the country, his journey to Ryazan; he
+remembered the peasants and Dron the village elder, and mentally
+applying to them the Personal Rights he had divided into paragraphs, he
+felt astonished that he could have spent so much time on such useless
+work.
+
+
+
+
+CHAPTER XIX
+
+Next day Prince Andrew called at a few houses he had not visited before,
+and among them at the Rostovs' with whom he had renewed acquaintance at
+the ball. Apart from considerations of politeness which demanded the
+call, he wanted to see that original, eager girl who had left such a
+pleasant impression on his mind, in her own home.
+
+Natasha was one of the first to meet him. She was wearing a dark-blue
+house dress in which Prince Andrew thought her even prettier than in her
+ball dress. She and all the Rostov family welcomed him as an old friend,
+simply and cordially. The whole family, whom he had formerly judged
+severely, now seemed to him to consist of excellent, simple, and kindly
+people. The old count's hospitality and good nature, which struck one
+especially in Petersburg as a pleasant surprise, were such that Prince
+Andrew could not refuse to stay to dinner. "Yes," he thought, "they are
+capital people, who of course have not the slightest idea what a
+treasure they possess in Natasha; but they are kindly folk and form the
+best possible setting for this strikingly poetic, charming girl,
+overflowing with life!"
+
+In Natasha Prince Andrew was conscious of a strange world completely
+alien to him and brimful of joys unknown to him, a different world, that
+in the Otradnoe avenue and at the window that moonlight night had
+already begun to disconcert him. Now this world disconcerted him no
+longer and was no longer alien to him, but he himself having entered it
+found in it a new enjoyment.
+
+After dinner Natasha, at Prince Andrew's request, went to the clavichord
+and began singing. Prince Andrew stood by a window talking to the ladies
+and listened to her. In the midst of a phrase he ceased speaking and
+suddenly felt tears choking him, a thing he had thought impossible for
+him. He looked at Natasha as she sang, and something new and joyful
+stirred in his soul. He felt happy and at the same time sad. He had
+absolutely nothing to weep about yet he was ready to weep. What about?
+His former love? The little princess? His disillusionments?... His hopes
+for the future?... Yes and no. The chief reason was a sudden, vivid
+sense of the terrible contrast between something infinitely great and
+illimitable within him and that limited and material something that he,
+and even she, was. This contrast weighed on and yet cheered him while
+she sang.
+
+As soon as Natasha had finished she went up to him and asked how he
+liked her voice. She asked this and then became confused, feeling that
+she ought not to have asked it. He smiled, looking at her, and said he
+liked her singing as he liked everything she did.
+
+Prince Andrew left the Rostovs' late in the evening. He went to bed from
+habit, but soon realized that he could not sleep. Having lit his candle
+he sat up in bed, then got up, then lay down again not at all troubled
+by his sleeplessness: his soul was as fresh and joyful as if he had
+stepped out of a stuffy room into God's own fresh air. It did not enter
+his head that he was in love with Natasha; he was not thinking about
+her, but only picturing her to himself, and in consequence all life
+appeared in a new light. "Why do I strive, why do I toil in this narrow,
+confined frame, when life, all life with all its joys, is open to me?"
+said he to himself. And for the first time for a very long while he
+began making happy plans for the future. He decided that he must attend
+to his son's education by finding a tutor and putting the boy in his
+charge, then he ought to retire from the service and go abroad, and see
+England, Switzerland and Italy. "I must use my freedom while I feel so
+much strength and youth in me," he said to himself. "Pierre was right
+when he said one must believe in the possibility of happiness in order
+to be happy, and now I do believe in it. Let the dead bury their dead,
+but while one has life one must live and be happy!" thought he.
+
+
+
+
+CHAPTER XX
+
+One morning Colonel Berg, whom Pierre knew as he knew everybody in
+Moscow and Petersburg, came to see him. Berg arrived in an immaculate
+brand-new uniform, with his hair pomaded and brushed forward over his
+temples as the Emperor Alexander wore his hair.
+
+"I have just been to see the countess, your wife. Unfortunately she
+could not grant my request, but I hope, Count, I shall be more fortunate
+with you," he said with a smile.
+
+"What is it you wish, Colonel? I am at your service."
+
+"I have now quite settled in my new rooms, Count" (Berg said this with
+perfect conviction that this information could not but be agreeable),
+"and so I wish to arrange just a small party for my own and my wife's
+friends." (He smiled still more pleasantly.) "I wished to ask the
+countess and you to do me the honor of coming to tea and to supper."
+
+Only Countess Helene, considering the society of such people as the
+Bergs beneath her, could be cruel enough to refuse such an invitation.
+Berg explained so clearly why he wanted to collect at his house a small
+but select company, and why this would give him pleasure, and why though
+he grudged spending money on cards or anything harmful, he was prepared
+to run into some expense for the sake of good society--that Pierre could
+not refuse, and promised to come.
+
+"But don't be late, Count, if I may venture to ask; about ten minutes to
+eight, please. We shall make up a rubber. Our general is coming. He is
+very good to me. We shall have supper, Count. So you will do me the
+favor."
+
+Contrary to his habit of being late, Pierre on that day arrived at the
+Bergs' house, not at ten but at fifteen minutes to eight.
+
+Having prepared everything necessary for the party, the Bergs were ready
+for their guests' arrival.
+
+In their new, clean, and light study with its small busts and pictures
+and new furniture sat Berg and his wife. Berg, closely buttoned up in
+his new uniform, sat beside his wife explaining to her that one always
+could and should be acquainted with people above one, because only then
+does one get satisfaction from acquaintances.
+
+"You can get to know something, you can ask for something. See how I
+managed from my first promotion." (Berg measured his life not by years
+but by promotions.) "My comrades are still nobodies, while I am only
+waiting for a vacancy to command a regiment, and have the happiness to
+be your husband." (He rose and kissed Vera's hand, and on the way to her
+straightened out a turned-up corner of the carpet.) "And how have I
+obtained all this? Chiefly by knowing how to choose my aquaintances. It
+goes without saying that one must be conscientious and methodical."
+
+Berg smiled with a sense of his superiority over a weak woman, and
+paused, reflecting that this dear wife of his was after all but a weak
+woman who could not understand all that constitutes a man's dignity,
+what it was ein Mann zu sein. * Vera at the same time smiling with a
+sense of superiority over her good, conscientious husband, who all the
+same understood life wrongly, as according to Vera all men did. Berg,
+judging by his wife, thought all women weak and foolish. Vera, judging
+only by her husband and generalizing from that observation, supposed
+that all men, though they understand nothing and are conceited and
+selfish, ascribe common sense to themselves alone.
+
+
+* To be a man.
+
+Berg rose and embraced his wife carefully, so as not to crush her lace
+fichu for which he had paid a good price, kissing her straight on the
+lips.
+
+"The only thing is, we mustn't have children too soon," he continued,
+following an unconscious sequence of ideas.
+
+"Yes," answered Vera, "I don't at all want that. We must live for
+society."
+
+"Princess Yusupova wore one exactly like this," said Berg, pointing to
+the fichu with a happy and kindly smile.
+
+Just then Count Bezukhov was announced. Husband and wife glanced at one
+another, both smiling with self-satisfaction, and each mentally claiming
+the honor of this visit.
+
+"This is what comes of knowing how to make acquaintances," thought Berg.
+"This is what comes of knowing how to conduct oneself."
+
+"But please don't interrupt me when I am entertaining the guests," said
+Vera, "because I know what interests each of them and what to say to
+different people."
+
+Berg smiled again.
+
+"It can't be helped: men must sometimes have masculine conversation,"
+said he.
+
+They received Pierre in their small, new drawing-room, where it was
+impossible to sit down anywhere without disturbing its symmetry,
+neatness, and order; so it was quite comprehensible and not strange that
+Berg, having generously offered to disturb the symmetry of an armchair
+or of the sofa for his dear guest, but being apparently painfully
+undecided on the matter himself, eventually left the visitor to settle
+the question of selection. Pierre disturbed the symmetry by moving a
+chair for himself, and Berg and Vera immediately began their evening
+party, interrupting each other in their efforts to entertain their
+guest.
+
+Vera, having decided in her own mind that Pierre ought to be entertained
+with conversation about the French embassy, at once began accordingly.
+Berg, having decided that masculine conversation was required,
+interrupted his wife's remarks and touched on the question of the war
+with Austria, and unconsciously jumped from the general subject to
+personal considerations as to the proposals made him to take part in the
+Austrian campaign and the reasons why he had declined them. Though the
+conversation was very incoherent and Vera was angry at the intrusion of
+the masculine element, both husband and wife felt with satisfaction
+that, even if only one guest was present, their evening had begun very
+well and was as like as two peas to every other evening party with its
+talk, tea, and lighted candles.
+
+Before long Boris, Berg's old comrade, arrived. There was a shade of
+condescension and patronage in his treatment of Berg and Vera. After
+Boris came a lady with the colonel, then the general himself, then the
+Rostovs, and the party became unquestionably exactly like all other
+evening parties. Berg and Vera could not repress their smiles of
+satisfaction at the sight of all this movement in their drawing room, at
+the sound of the disconnected talk, the rustling of dresses, and the
+bowing and scraping. Everything was just as everybody always has it,
+especially so the general, who admired the apartment, patted Berg on the
+shoulder, and with parental authority superintended the setting out of
+the table for boston. The general sat down by Count Ilya Rostov, who was
+next to himself the most important guest. The old people sat with the
+old, the young with the young, and the hostess at the tea table, on
+which stood exactly the same kind of cakes in a silver cake basket as
+the Panins had at their party. Everything was just as it was everywhere
+else.
+
+
+
+
+CHAPTER XXI
+
+Pierre, as one of the principal guests, had to sit down to boston with
+Count Rostov, the general, and the colonel. At the card table he
+happened to be directly facing Natasha, and was struck by a curious
+change that had come over her since the ball. She was silent, and not
+only less pretty than at the ball, but only redeemed from plainness by
+her look of gentle indifference to everything around.
+
+"What's the matter with her?" thought Pierre, glancing at her. She was
+sitting by her sister at the tea table, and reluctantly, without looking
+at him, made some reply to Boris who sat down beside her. After playing
+out a whole suit and to his partner's delight taking five tricks,
+Pierre, hearing greetings and the steps of someone who had entered the
+room while he was picking up his tricks, glanced again at Natasha.
+
+"What has happened to her?" he asked himself with still greater
+surprise.
+
+Prince Andrew was standing before her, saying something to her with a
+look of tender solicitude. She, having raised her head, was looking up
+at him, flushed and evidently trying to master her rapid breathing. And
+the bright glow of some inner fire that had been suppressed was again
+alight in her. She was completely transformed and from a plain girl had
+again become what she had been at the ball.
+
+Prince Andrew went up to Pierre, and the latter noticed a new and
+youthful expression in his friend's face.
+
+Pierre changed places several times during the game, sitting now with
+his back to Natasha and now facing her, but during the whole of the six
+rubbers he watched her and his friend.
+
+"Something very important is happening between them," thought Pierre,
+and a feeling that was both joyful and painful agitated him and made him
+neglect the game.
+
+After six rubbers the general got up, saying that it was no use playing
+like that, and Pierre was released. Natasha on one side was talking with
+Sonya and Boris, and Vera with a subtle smile was saying something to
+Prince Andrew. Pierre went up to his friend and, asking whether they
+were talking secrets, sat down beside them. Vera, having noticed Prince
+Andrew's attentions to Natasha, decided that at a party, a real evening
+party, subtle allusions to the tender passion were absolutely necessary
+and, seizing a moment when Prince Andrew was alone, began a conversation
+with him about feelings in general and about her sister. With so
+intellectual a guest as she considered Prince Andrew to be, she felt
+that she had to employ her diplomatic tact.
+
+When Pierre went up to them he noticed that Vera was being carried away
+by her self-satisfied talk, but that Prince Andrew seemed embarrassed, a
+thing that rarely happened with him.
+
+"What do you think?" Vera was saying with an arch smile. "You are so
+discerning, Prince, and understand people's characters so well at a
+glance. What do you think of Natalie? Could she be constant in her
+attachments? Could she, like other women" (Vera meant herself), "love a
+man once for all and remain true to him forever? That is what I consider
+true love. What do you think, Prince?"
+
+"I know your sister too little," replied Prince Andrew, with a sarcastic
+smile under which he wished to hide his embarrassment, "to be able to
+solve so delicate a question, and then I have noticed that the less
+attractive a woman is the more constant she is likely to be," he added,
+and looked up at Pierre who was just approaching them.
+
+"Yes, that is true, Prince. In our days," continued Vera--mentioning
+"our days" as people of limited intelligence are fond of doing,
+imagining that they have discovered and appraised the peculiarities of
+"our days" and that human characteristics change with the times--"in our
+days a girl has so much freedom that the pleasure of being courted often
+stifles real feeling in her. And it must be confessed that Natalie is
+very susceptible." This return to the subject of Natalie caused Prince
+Andrew to knit his brows with discomfort: he was about to rise, but Vera
+continued with a still more subtle smile:
+
+"I think no one has been more courted than she," she went on, "but till
+quite lately she never cared seriously for anyone. Now you know, Count,"
+she said to Pierre, "even our dear cousin Boris, who, between ourselves,
+was very far gone in the land of tenderness..." (alluding to a map of
+love much in vogue at that time).
+
+Prince Andrew frowned and remained silent.
+
+"You are friendly with Boris, aren't you?" asked Vera.
+
+"Yes, I know him..."
+
+"I expect he has told you of his childish love for Natasha?"
+
+"Oh, there was childish love?" suddenly asked Prince Andrew, blushing
+unexpectedly.
+
+"Yes, you know between cousins intimacy often leads to love. Le
+cousinage est un dangereux voisinage. * Don't you think so?"
+
+
+* "Cousinhood is a dangerous neighborhood."
+
+"Oh, undoubtedly!" said Prince Andrew, and with sudden and unnatural
+liveliness he began chaffing Pierre about the need to be very careful
+with his fifty-year-old Moscow cousins, and in the midst of these
+jesting remarks he rose, taking Pierre by the arm, and drew him aside.
+
+"Well?" asked Pierre, seeing his friend's strange animation with
+surprise, and noticing the glance he turned on Natasha as he rose.
+
+"I must... I must have a talk with you," said Prince Andrew. "You know
+that pair of women's gloves?" (He referred to the masonic gloves given
+to a newly initiated Brother to present to the woman he loved.) "I...
+but no, I will talk to you later on," and with a strange light in his
+eyes and restlessness in his movements, Prince Andrew approached Natasha
+and sat down beside her. Pierre saw how Prince Andrew asked her
+something and how she flushed as she replied.
+
+But at that moment Berg came to Pierre and began insisting that he
+should take part in an argument between the general and the colonel on
+the affairs in Spain.
+
+Berg was satisfied and happy. The smile of pleasure never left his face.
+The party was very successful and quite like other parties he had seen.
+Everything was similar: the ladies' subtle talk, the cards, the general
+raising his voice at the card table, and the samovar and the tea cakes;
+only one thing was lacking that he had always seen at the evening
+parties he wished to imitate. They had not yet had a loud conversation
+among the men and a dispute about something important and clever. Now
+the general had begun such a discussion and so Berg drew Pierre to it.
+
+
+
+
+CHAPTER XXII
+
+Next day, having been invited by the count, Prince Andrew dined with the
+Rostovs and spent the rest of the day there.
+
+Everyone in the house realized for whose sake Prince Andrew came, and
+without concealing it he tried to be with Natasha all day. Not only in
+the soul of the frightened yet happy and enraptured Natasha, but in the
+whole house, there was a feeling of awe at something important that was
+bound to happen. The countess looked with sad and sternly serious eyes
+at Prince Andrew when he talked to Natasha and timidly started some
+artificial conversation about trifles as soon as he looked her way.
+Sonya was afraid to leave Natasha and afraid of being in the way when
+she was with them. Natasha grew pale, in a panic of expectation, when
+she remained alone with him for a moment. Prince Andrew surprised her by
+his timidity. She felt that he wanted to say something to her but could
+not bring himself to do so.
+
+In the evening, when Prince Andrew had left, the countess went up to
+Natasha and whispered: "Well, what?"
+
+"Mamma! For heaven's sake don't ask me anything now! One can't talk
+about that," said Natasha.
+
+But all the same that night Natasha, now agitated and now frightened,
+lay a long time in her mother's bed gazing straight before her. She told
+her how he had complimented her, how he told her he was going abroad,
+asked her where they were going to spend the summer, and then how he had
+asked her about Boris.
+
+"But such a... such a... never happened to me before!" she said. "Only I
+feel afraid in his presence. I am always afraid when I'm with him. What
+does that mean? Does it mean that it's the real thing? Yes? Mamma, are
+you asleep?"
+
+"No, my love; I am frightened myself," answered her mother. "Now go!"
+
+"All the same I shan't sleep. What silliness, to sleep! Mummy! Mummy!
+such a thing never happened to me before," she said, surprised and
+alarmed at the feeling she was aware of in herself. "And could we ever
+have thought!..."
+
+It seemed to Natasha that even at the time she first saw Prince Andrew
+at Otradnoe she had fallen in love with him. It was as if she feared
+this strange, unexpected happiness of meeting again the very man she had
+then chosen (she was firmly convinced she had done so) and of finding
+him, as it seemed, not indifferent to her.
+
+"And it had to happen that he should come specially to Petersburg while
+we are here. And it had to happen that we should meet at that ball. It
+is fate. Clearly it is fate that everything led up to this! Already
+then, directly I saw him I felt something peculiar."
+
+"What else did he say to you? What are those verses? Read them..." said
+her mother, thoughtfully, referring to some verses Prince Andrew had
+written in Natasha's album.
+
+"Mamma, one need not be ashamed of his being a widower?"
+
+"Don't, Natasha! Pray to God. 'Marriages are made in heaven,'" said her
+mother.
+
+"Darling Mummy, how I love you! How happy I am!" cried Natasha, shedding
+tears of joy and excitement and embracing her mother.
+
+At that very time Prince Andrew was sitting with Pierre and telling him
+of his love for Natasha and his firm resolve to make her his wife.
+
+That day Countess Helene had a reception at her house. The French
+ambassador was there, and a foreign prince of the blood who had of late
+become a frequent visitor of hers, and many brilliant ladies and
+gentlemen. Pierre, who had come downstairs, walked through the rooms and
+struck everyone by his preoccupied, absent-minded, and morose air.
+
+Since the ball he had felt the approach of a fit of nervous depression
+and had made desperate efforts to combat it. Since the intimacy of his
+wife with the royal prince, Pierre had unexpectedly been made a
+gentleman of the bedchamber, and from that time he had begun to feel
+oppressed and ashamed in court society, and dark thoughts of the vanity
+of all things human came to him oftener than before. At the same time
+the feeling he had noticed between his protegee Natasha and Prince
+Andrew accentuated his gloom by the contrast between his own position
+and his friend's. He tried equally to avoid thinking about his wife, and
+about Natasha and Prince Andrew; and again everything seemed to him
+insignificant in comparison with eternity; again the question: for what?
+presented itself; and he forced himself to work day and night at masonic
+labors, hoping to drive away the evil spirit that threatened him. Toward
+midnight, after he had left the countess' apartments, he was sitting
+upstairs in a shabby dressing gown, copying out the original transaction
+of the Scottish lodge of Freemasons at a table in his low room cloudy
+with tobacco smoke, when someone came in. It was Prince Andrew.
+
+"Ah, it's you!" said Pierre with a preoccupied, dissatisfied air. "And
+I, you see, am hard at it." He pointed to his manuscript book with that
+air of escaping from the ills of life with which unhappy people look at
+their work.
+
+Prince Andrew, with a beaming, ecstatic expression of renewed life on
+his face, paused in front of Pierre and, not noticing his sad look,
+smiled at him with the egotism of joy.
+
+"Well, dear heart," said he, "I wanted to tell you about it yesterday
+and I have come to do so today. I never experienced anything like it
+before. I am in love, my friend!"
+
+Suddenly Pierre heaved a deep sigh and dumped his heavy person down on
+the sofa beside Prince Andrew.
+
+"With Natasha Rostova, yes?" said he.
+
+"Yes, yes! Who else should it be? I should never have believed it, but
+the feeling is stronger than I. Yesterday I tormented myself and
+suffered, but I would not exchange even that torment for anything in the
+world, I have not lived till now. At last I live, but I can't live
+without her! But can she love me?... I am too old for her.... Why don't
+you speak?"
+
+"I? I? What did I tell you?" said Pierre suddenly, rising and beginning
+to pace up and down the room. "I always thought it.... That girl is such
+a treasure... she is a rare girl.... My dear friend, I entreat you,
+don't philosophize, don't doubt, marry, marry, marry.... And I am sure
+there will not be a happier man than you."
+
+"But what of her?"
+
+"She loves you."
+
+"Don't talk rubbish..." said Prince Andrew, smiling and looking into
+Pierre's eyes.
+
+"She does, I know," Pierre cried fiercely.
+
+"But do listen," returned Prince Andrew, holding him by the arm. "Do you
+know the condition I am in? I must talk about it to someone."
+
+"Well, go on, go on. I am very glad," said Pierre, and his face really
+changed, his brow became smooth, and he listened gladly to Prince
+Andrew. Prince Andrew seemed, and really was, quite a different, quite a
+new man. Where was his spleen, his contempt for life, his
+disillusionment? Pierre was the only person to whom he made up his mind
+to speak openly; and to him he told all that was in his soul. Now he
+boldly and lightly made plans for an extended future, said he could not
+sacrifice his own happiness to his father's caprice, and spoke of how he
+would either make his father consent to this marriage and love her, or
+would do without his consent; then he marveled at the feeling that had
+mastered him as at something strange, apart from and independent of
+himself.
+
+"I should not have believed anyone who told me that I was capable of
+such love," said Prince Andrew. "It is not at all the same feeling that
+I knew in the past. The whole world is now for me divided into two
+halves: one half is she, and there all is joy, hope, light: the other
+half is everything where she is not, and there is all gloom and
+darkness...."
+
+"Darkness and gloom," reiterated Pierre: "yes, yes, I understand that."
+
+"I cannot help loving the light, it is not my fault. And I am very
+happy! You understand me? I know you are glad for my sake."
+
+"Yes, yes," Pierre assented, looking at his friend with a touched and
+sad expression in his eyes. The brighter Prince Andrew's lot appeared to
+him, the gloomier seemed his own.
+
+
+
+
+CHAPTER XXIII
+
+Prince Andrew needed his father's consent to his marriage, and to obtain
+this he started for the country next day.
+
+His father received his son's communication with external composure, but
+inward wrath. He could not comprehend how anyone could wish to alter his
+life or introduce anything new into it, when his own life was already
+ending. "If only they would let me end my days as I want to," thought
+the old man, "then they might do as they please." With his son, however,
+he employed the diplomacy he reserved for important occasions and,
+adopting a quiet tone, discussed the whole matter.
+
+In the first place the marriage was not a brilliant one as regards
+birth, wealth, or rank. Secondly, Prince Andrew was no longer as young
+as he had been and his health was poor (the old man laid special stress
+on this), while she was very young. Thirdly, he had a son whom it would
+be a pity to entrust to a chit of a girl. "Fourthly and finally," the
+father said, looking ironically at his son, "I beg you to put it off for
+a year: go abroad, take a cure, look out as you wanted to for a German
+tutor for Prince Nicholas. Then if your love or passion or obstinacy--as
+you please--is still as great, marry! And that's my last word on it.
+Mind, the last..." concluded the prince, in a tone which showed that
+nothing would make him alter his decision.
+
+Prince Andrew saw clearly that the old man hoped that his feelings, or
+his fiancee's, would not stand a year's test, or that he (the old prince
+himself) would die before then, and he decided to conform to his
+father's wish--to propose, and postpone the wedding for a year.
+
+Three weeks after the last evening he had spent with the Rostovs, Prince
+Andrew returned to Petersburg.
+
+Next day after her talk with her mother Natasha expected Bolkonski all
+day, but he did not come. On the second and third day it was the same.
+Pierre did not come either and Natasha, not knowing that Prince Andrew
+had gone to see his father, could not explain his absence to herself.
+
+Three weeks passed in this way. Natasha had no desire to go out anywhere
+and wandered from room to room like a shadow, idle and listless; she
+wept secretly at night and did not go to her mother in the evenings. She
+blushed continually and was irritable. It seemed to her that everybody
+knew about her disappointment and was laughing at her and pitying her.
+Strong as was her inward grief, this wound to her vanity intensified her
+misery.
+
+Once she came to her mother, tried to say something, and suddenly began
+to cry. Her tears were those of an offended child who does not know why
+it is being punished.
+
+The countess began to soothe Natasha, who after first listening to her
+mother's words, suddenly interrupted her:
+
+"Leave off, Mamma! I don't think, and don't want to think about it! He
+just came and then left off, left off..."
+
+Her voice trembled, and she again nearly cried, but recovered and went
+on quietly:
+
+"And I don't at all want to get married. And I am afraid of him; I have
+now become quite calm, quite calm."
+
+The day after this conversation Natasha put on the old dress which she
+knew had the peculiar property of conducing to cheerfulness in the
+mornings, and that day she returned to the old way of life which she had
+abandoned since the ball. Having finished her morning tea she went to
+the ballroom, which she particularly liked for its loud resonance, and
+began singing her solfeggio. When she had finished her first exercise
+she stood still in the middle of the room and sang a musical phrase that
+particularly pleased her. She listened joyfully (as though she had not
+expected it) to the charm of the notes reverberating, filling the whole
+empty ballroom, and slowly dying away; and all at once she felt
+cheerful. "What's the good of making so much of it? Things are nice as
+it is," she said to herself, and she began walking up and down the room,
+not stepping simply on the resounding parquet but treading with each
+step from the heel to the toe (she had on a new and favorite pair of
+shoes) and listening to the regular tap of the heel and creak of the toe
+as gladly as she had to the sounds of her own voice. Passing a mirror
+she glanced into it. "There, that's me!" the expression of her face
+seemed to say as she caught sight of herself. "Well, and very nice too!
+I need nobody."
+
+A footman wanted to come in to clear away something in the room but she
+would not let him, and having closed the door behind him continued her
+walk. That morning she had returned to her favorite mood--love of, and
+delight in, herself. "How charming that Natasha is!" she said again,
+speaking as some third, collective, male person. "Pretty, a good voice,
+young, and in nobody's way if only they leave her in peace." But however
+much they left her in peace she could not now be at peace, and
+immediately felt this.
+
+In the hall the porch door opened, and someone asked, "At home?" and
+then footsteps were heard. Natasha was looking at the mirror, but did
+not see herself. She listened to the sounds in the hall. When she saw
+herself, her face was pale. It was he. She knew this for certain, though
+she hardly heard his voice through the closed doors.
+
+Pale and agitated, Natasha ran into the drawing room.
+
+"Mamma! Bolkonski has come!" she said. "Mamma, it is awful, it is
+unbearable! I don't want... to be tormented? What am I to do?..."
+
+Before the countess could answer, Prince Andrew entered the room with an
+agitated and serious face. As soon as he saw Natasha his face
+brightened. He kissed the countess' hand and Natasha's, and sat down
+beside the sofa.
+
+"It is long since we had the pleasure..." began the countess, but Prince
+Andrew interrupted her by answering her intended question, obviously in
+haste to say what he had to.
+
+"I have not been to see you all this time because I have been at my
+father's. I had to talk over a very important matter with him. I only
+got back last night," he said glancing at Natasha; "I want to have a
+talk with you, Countess," he added after a moment's pause.
+
+The countess lowered her eyes, sighing deeply.
+
+"I am at your disposal," she murmured.
+
+Natasha knew that she ought to go away, but was unable to do so:
+something gripped her throat, and regardless of manners she stared
+straight at Prince Andrew with wide-open eyes.
+
+"At once? This instant!... No, it can't be!" she thought.
+
+Again he glanced at her, and that glance convinced her that she was not
+mistaken. Yes, at once, that very instant, her fate would be decided.
+
+"Go, Natasha! I will call you," said the countess in a whisper.
+
+Natasha glanced with frightened imploring eyes at Prince Andrew and at
+her mother and went out.
+
+"I have come, Countess, to ask for your daughter's hand," said Prince
+Andrew.
+
+The countess' face flushed hotly, but she said nothing.
+
+"Your offer..." she began at last sedately. He remained silent, looking
+into her eyes. "Your offer..." (she grew confused) "is agreeable to us,
+and I accept your offer. I am glad. And my husband... I hope... but it
+will depend on her...."
+
+"I will speak to her when I have your consent.... Do you give it to me?"
+said Prince Andrew.
+
+"Yes," replied the countess. She held out her hand to him, and with a
+mixed feeling of estrangement and tenderness pressed her lips to his
+forehead as he stooped to kiss her hand. She wished to love him as a
+son, but felt that to her he was a stranger and a terrifying man. "I am
+sure my husband will consent," said the countess, "but your father..."
+
+"My father, to whom I have told my plans, has made it an express
+condition of his consent that the wedding is not to take place for a
+year. And I wished to tell you of that," said Prince Andrew.
+
+"It is true that Natasha is still young, but--so long as that?..."
+
+"It is unavoidable," said Prince Andrew with a sigh.
+
+"I will send her to you," said the countess, and left the room.
+
+"Lord have mercy upon us!" she repeated while seeking her daughter.
+
+Sonya said that Natasha was in her bedroom. Natasha was sitting on the
+bed, pale and dry eyed, and was gazing at the icons and whispering
+something as she rapidly crossed herself. Seeing her mother she jumped
+up and flew to her.
+
+"Well, Mamma?... Well?..."
+
+"Go, go to him. He is asking for your hand," said the countess, coldly
+it seemed to Natasha. "Go... go," said the mother, sadly and
+reproachfully, with a deep sigh, as her daughter ran away.
+
+Natasha never remembered how she entered the drawing room. When she came
+in and saw him she paused. "Is it possible that this stranger has now
+become everything to me?" she asked herself, and immediately answered,
+"Yes, everything! He alone is now dearer to me than everything in the
+world." Prince Andrew came up to her with downcast eyes.
+
+"I have loved you from the very first moment I saw you. May I hope?"
+
+He looked at her and was struck by the serious impassioned expression of
+her face. Her face said: "Why ask? Why doubt what you cannot but know?
+Why speak, when words cannot express what one feels?"
+
+She drew near to him and stopped. He took her hand and kissed it.
+
+"Do you love me?"
+
+"Yes, yes!" Natasha murmured as if in vexation. Then she sighed loudly
+and, catching her breath more and more quickly, began to sob.
+
+"What is it? What's the matter?"
+
+"Oh, I am so happy!" she replied, smiled through her tears, bent over
+closer to him, paused for an instant as if asking herself whether she
+might, and then kissed him.
+
+Prince Andrew held her hands, looked into her eyes, and did not find in
+his heart his former love for her. Something in him had suddenly
+changed; there was no longer the former poetic and mystic charm of
+desire, but there was pity for her feminine and childish weakness, fear
+at her devotion and trustfulness, and an oppressive yet joyful sense of
+the duty that now bound him to her forever. The present feeling, though
+not so bright and poetic as the former, was stronger and more serious.
+
+"Did your mother tell you that it cannot be for a year?" asked Prince
+Andrew, still looking into her eyes.
+
+"Is it possible that I--the 'chit of a girl,' as everybody called me,"
+thought Natasha--"is it possible that I am now to be the wife and the
+equal of this strange, dear, clever man whom even my father looks up to?
+Can it be true? Can it be true that there can be no more playing with
+life, that now I am grown up, that on me now lies a responsibility for
+my every word and deed? Yes, but what did he ask me?"
+
+"No," she replied, but she had not understood his question.
+
+"Forgive me!" he said. "But you are so young, and I have already been
+through so much in life. I am afraid for you, you do not yet know
+yourself."
+
+Natasha listened with concentrated attention, trying but failing to take
+in the meaning of his words.
+
+"Hard as this year which delays my happiness will be," continued Prince
+Andrew, "it will give you time to be sure of yourself. I ask you to make
+me happy in a year, but you are free: our engagement shall remain a
+secret, and should you find that you do not love me, or should you come
+to love..." said Prince Andrew with an unnatural smile.
+
+"Why do you say that?" Natasha interrupted him. "You know that from the
+very day you first came to Otradnoe I have loved you," she cried, quite
+convinced that she spoke the truth.
+
+"In a year you will learn to know yourself...."
+
+"A whole year!" Natasha repeated suddenly, only now realizing that the
+marriage was to be postponed for a year. "But why a year? Why a
+year?..."
+
+Prince Andrew began to explain to her the reasons for this delay.
+Natasha did not hear him.
+
+"And can't it be helped?" she asked. Prince Andrew did not reply, but
+his face expressed the impossibility of altering that decision.
+
+"It's awful! Oh, it's awful! awful!" Natasha suddenly cried, and again
+burst into sobs. "I shall die, waiting a year: it's impossible, it's
+awful!" She looked into her lover's face and saw in it a look of
+commiseration and perplexity.
+
+"No, no! I'll do anything!" she said, suddenly checking her tears. "I am
+so happy."
+
+The father and mother came into the room and gave the betrothed couple
+their blessing.
+
+From that day Prince Andrew began to frequent the Rostovs' as Natasha's
+affianced lover.
+
+
+
+
+CHAPTER XXIV
+
+No betrothal ceremony took place and Natasha's engagement to Bolkonski
+was not announced; Prince Andrew insisted on that. He said that as he
+was responsible for the delay he ought to bear the whole burden of it;
+that he had given his word and bound himself forever, but that he did
+not wish to bind Natasha and gave her perfect freedom. If after six
+months she felt that she did not love him she would have full right to
+reject him. Naturally neither Natasha nor her parents wished to hear of
+this, but Prince Andrew was firm. He came every day to the Rostovs', but
+did not behave to Natasha as an affianced lover: he did not use the
+familiar thou, but said you to her, and kissed only her hand. After
+their engagement, quite different, intimate, and natural relations
+sprang up between them. It was as if they had not known each other till
+now. Both liked to recall how they had regarded each other when as yet
+they were nothing to one another; they felt themselves now quite
+different beings: then they were artificial, now natural and sincere. At
+first the family felt some constraint in intercourse with Prince Andrew;
+he seemed a man from another world, and for a long time Natasha trained
+the family to get used to him, proudly assuring them all that he only
+appeared to be different, but was really just like all of them, and that
+she was not afraid of him and no one else ought to be. After a few days
+they grew accustomed to him, and without restraint in his presence
+pursued their usual way of life, in which he took his part. He could
+talk about rural economy with the count, fashions with the countess and
+Natasha, and about albums and fancywork with Sonya. Sometimes the
+household both among themselves and in his presence expressed their
+wonder at how it had all happened, and at the evident omens there had
+been of it: Prince Andrew's coming to Otradnoe and their coming to
+Petersburg, and the likeness between Natasha and Prince Andrew which her
+nurse had noticed on his first visit, and Andrew's encounter with
+Nicholas in 1805, and many other incidents betokening that it had to be.
+
+In the house that poetic dullness and quiet reigned which always
+accompanies the presence of a betrothed couple. Often when all sitting
+together everyone kept silent. Sometimes the others would get up and go
+away and the couple, left alone, still remained silent. They rarely
+spoke of their future life. Prince Andrew was afraid and ashamed to
+speak of it. Natasha shared this as she did all his feelings, which she
+constantly divined. Once she began questioning him about his son. Prince
+Andrew blushed, as he often did now--Natasha particularly liked it in
+him--and said that his son would not live with them.
+
+"Why not?" asked Natasha in a frightened tone.
+
+"I cannot take him away from his grandfather, and besides..."
+
+"How I should have loved him!" said Natasha, immediately guessing his
+thought; "but I know you wish to avoid any pretext for finding fault
+with us."
+
+Sometimes the old count would come up, kiss Prince Andrew, and ask his
+advice about Petya's education or Nicholas' service. The old countess
+sighed as she looked at them; Sonya was always getting frightened lest
+she should be in the way and tried to find excuses for leaving them
+alone, even when they did not wish it. When Prince Andrew spoke (he
+could tell a story very well), Natasha listened to him with pride; when
+she spoke she noticed with fear and joy that he gazed attentively and
+scrutinizingly at her. She asked herself in perplexity: "What does he
+look for in me? He is trying to discover something by looking at me!
+What if what he seeks in me is not there?" Sometimes she fell into one
+of the mad, merry moods characteristic of her, and then she particularly
+loved to hear and see how Prince Andrew laughed. He seldom laughed, but
+when he did he abandoned himself entirely to his laughter, and after
+such a laugh she always felt nearer to him. Natasha would have been
+completely happy if the thought of the separation awaiting her and
+drawing near had not terrified her, just as the mere thought of it made
+him turn pale and cold.
+
+On the eve of his departure from Petersburg Prince Andrew brought with
+him Pierre, who had not been to the Rostovs' once since the ball. Pierre
+seemed disconcerted and embarrassed. He was talking to the countess, and
+Natasha sat down beside a little chess table with Sonya, thereby
+inviting Prince Andrew to come too. He did so.
+
+"You have known Bezukhov a long time?" he asked. "Do you like him?"
+
+"Yes, he's a dear, but very absurd."
+
+And as usual when speaking of Pierre, she began to tell anecdotes of his
+absent-mindedness, some of which had even been invented about him.
+
+"Do you know I have entrusted him with our secret? I have known him from
+childhood. He has a heart of gold. I beg you, Natalie," Prince Andrew
+said with sudden seriousness--"I am going away and heaven knows what may
+happen. You may cease to... all right, I know I am not to say that. Only
+this, then: whatever may happen to you when I am not here..."
+
+"What can happen?"
+
+"Whatever trouble may come," Prince Andrew continued, "I beg you,
+Mademoiselle Sophie, whatever may happen, to turn to him alone for
+advice and help! He is a most absent-minded and absurd fellow, but he
+has a heart of gold."
+
+Neither her father, nor her mother, nor Sonya, nor Prince Andrew himself
+could have foreseen how the separation from her lover would act on
+Natasha. Flushed and agitated she went about the house all that day,
+dry-eyed, occupied with most trivial matters as if not understanding
+what awaited her. She did not even cry when, on taking leave, he kissed
+her hand for the last time. "Don't go!" she said in a tone that made him
+wonder whether he really ought not to stay and which he remembered long
+afterwards. Nor did she cry when he was gone; but for several days she
+sat in her room dry-eyed, taking no interest in anything and only saying
+now and then, "Oh, why did he go away?"
+
+But a fortnight after his departure, to the surprise of those around
+her, she recovered from her mental sickness just as suddenly and became
+her old self again, but with a change in her moral physiognomy, as a
+child gets up after a long illness with a changed expression of face.
+
+
+
+
+CHAPTER XXV
+
+During that year after his son's departure, Prince Nicholas Bolkonski's
+health and temper became much worse. He grew still more irritable, and
+it was Princess Mary who generally bore the brunt of his frequent fits
+of unprovoked anger. He seemed carefully to seek out her tender spots so
+as to torture her mentally as harshly as possible. Princess Mary had two
+passions and consequently two joys--her nephew, little Nicholas, and
+religion--and these were the favorite subjects of the prince's attacks
+and ridicule. Whatever was spoken of he would bring round to the
+superstitiousness of old maids, or the petting and spoiling of children.
+"You want to make him"--little Nicholas--"into an old maid like
+yourself! A pity! Prince Andrew wants a son and not an old maid," he
+would say. Or, turning to Mademoiselle Bourienne, he would ask her in
+Princess Mary's presence how she liked our village priests and icons and
+would joke about them.
+
+He continually hurt Princess Mary's feelings and tormented her, but it
+cost her no effort to forgive him. Could he be to blame toward her, or
+could her father, whom she knew loved her in spite of it all, be unjust?
+And what is justice? The princess never thought of that proud word
+"justice." All the complex laws of man centered for her in one clear and
+simple law--the law of love and self-sacrifice taught us by Him who
+lovingly suffered for mankind though He Himself was God. What had she to
+do with the justice or injustice of other people? She had to endure and
+love, and that she did.
+
+During the winter Prince Andrew had come to Bald Hills and had been gay,
+gentle, and more affectionate than Princess Mary had known him for a
+long time past. She felt that something had happened to him, but he said
+nothing to her about his love. Before he left he had a long talk with
+his father about something, and Princess Mary noticed that before his
+departure they were dissatisfied with one another.
+
+Soon after Prince Andrew had gone, Princess Mary wrote to her friend
+Julie Karagina in Petersburg, whom she had dreamed (as all girls dream)
+of marrying to her brother, and who was at that time in mourning for her
+own brother, killed in Turkey.
+
+Sorrow, it seems, is our common lot, my dear, tender friend Julie.
+
+Your loss is so terrible that I can only explain it to myself as a
+special providence of God who, loving you, wishes to try you and your
+excellent mother. Oh, my friend! Religion, and religion alone, can--I
+will not say comfort us--but save us from despair. Religion alone can
+explain to us what without its help man cannot comprehend: why, for what
+cause, kind and noble beings able to find happiness in life--not merely
+harming no one but necessary to the happiness of others--are called away
+to God, while cruel, useless, harmful persons, or such as are a burden
+to themselves and to others, are left living. The first death I saw, and
+one I shall never forget--that of my dear sister-in-law--left that
+impression on me. Just as you ask destiny why your splendid brother had
+to die, so I asked why that angel Lise, who not only never wronged
+anyone, but in whose soul there were never any unkind thoughts, had to
+die. And what do you think, dear friend? Five years have passed since
+then, and already I, with my petty understanding, begin to see clearly
+why she had to die, and in what way that death was but an expression of
+the infinite goodness of the Creator, whose every action, though
+generally incomprehensible to us, is but a manifestation of His infinite
+love for His creatures. Perhaps, I often think, she was too angelically
+innocent to have the strength to perform all a mother's duties. As a
+young wife she was irreproachable; perhaps she could not have been so as
+a mother. As it is, not only has she left us, and particularly Prince
+Andrew, with the purest regrets and memories, but probably she will
+there receive a place I dare not hope for myself. But not to speak of
+her alone, that early and terrible death has had the most beneficent
+influence on me and on my brother in spite of all our grief. Then, at
+the moment of our loss, these thoughts could not occur to me; I should
+then have dismissed them with horror, but now they are very clear and
+certain. I write all this to you, dear friend, only to convince you of
+the Gospel truth which has become for me a principle of life: not a
+single hair of our heads will fall without His will. And His will is
+governed only by infinite love for us, and so whatever befalls us is for
+our good.
+
+You ask whether we shall spend next winter in Moscow. In spite of my
+wish to see you, I do not think so and do not want to do so. You will be
+surprised to hear that the reason for this is Buonaparte! The case is
+this: my father's health is growing noticeably worse, he cannot stand
+any contradiction and is becoming irritable. This irritability is, as
+you know, chiefly directed to political questions. He cannot endure the
+notion that Buonaparte is negotiating on equal terms with all the
+sovereigns of Europe and particularly with our own, the grandson of the
+Great Catherine! As you know, I am quite indifferent to politics, but
+from my father's remarks and his talks with Michael Ivanovich I know all
+that goes on in the world and especially about the honors conferred on
+Buonaparte, who only at Bald Hills in the whole world, it seems, is not
+accepted as a great man, still less as Emperor of France. And my father
+cannot stand this. It seems to me that it is chiefly because of his
+political views that my father is reluctant to speak of going to Moscow;
+for he foresees the encounters that would result from his way of
+expressing his views regardless of anybody. All the benefit he might
+derive from a course of treatment he would lose as a result of the
+disputes about Buonaparte which would be inevitable. In any case it will
+be decided very shortly.
+
+Our family life goes on in the old way except for my brother Andrew's
+absence. He, as I wrote you before, has changed very much of late. After
+his sorrow he only this year quite recovered his spirits. He has again
+become as I used to know him when a child: kind, affectionate, with that
+heart of gold to which I know no equal. He has realized, it seems to me,
+that life is not over for him. But together with this mental change he
+has grown physically much weaker. He has become thinner and more
+nervous. I am anxious about him and glad he is taking this trip abroad
+which the doctors recommended long ago. I hope it will cure him. You
+write that in Petersburg he is spoken of as one of the most active,
+cultivated, and capable of the young men. Forgive my vanity as a
+relation, but I never doubted it. The good he has done to everybody
+here, from his peasants up to the gentry, is incalculable. On his
+arrival in Petersburg he received only his due. I always wonder at the
+way rumors fly from Petersburg to Moscow, especially such false ones as
+that you write about--I mean the report of my brother's betrothal to the
+little Rostova. I do not think my brother will ever marry again, and
+certainly not her; and this is why: first, I know that though he rarely
+speaks about the wife he has lost, the grief of that loss has gone too
+deep in his heart for him ever to decide to give her a successor and our
+little angel a stepmother. Secondly because, as far as I know, that girl
+is not the kind of girl who could please Prince Andrew. I do not think
+he would choose her for a wife, and frankly I do not wish it. But I am
+running on too long and am at the end of my second sheet. Good-bye, my
+dear friend. May God keep you in His holy and mighty care. My dear
+friend, Mademoiselle Bourienne, sends you kisses.
+
+MARY
+
+
+
+
+CHAPTER XXVI
+
+In the middle of the summer Princess Mary received an unexpected letter
+from Prince Andrew in Switzerland in which he gave her strange and
+surprising news. He informed her of his engagement to Natasha Rostova.
+The whole letter breathed loving rapture for his betrothed and tender
+and confiding affection for his sister. He wrote that he had never loved
+as he did now and that only now did he understand and know what life
+was. He asked his sister to forgive him for not having told her of his
+resolve when he had last visited Bald Hills, though he had spoken of it
+to his father. He had not done so for fear Princess Mary should ask her
+father to give his consent, irritating him and having to bear the brunt
+of his displeasure without attaining her object. "Besides," he wrote,
+"the matter was not then so definitely settled as it is now. My father
+then insisted on a delay of a year and now already six months, half of
+that period, have passed, and my resolution is firmer than ever. If the
+doctors did not keep me here at the spas I should be back in Russia, but
+as it is I have to postpone my return for three months. You know me and
+my relations with Father. I want nothing from him. I have been and
+always shall be independent; but to go against his will and arouse his
+anger, now that he may perhaps remain with us such a short time, would
+destroy half my happiness. I am now writing to him about the same
+question, and beg you to choose a good moment to hand him the letter and
+to let me know how he looks at the whole matter and whether there is
+hope that he may consent to reduce the term by four months."
+
+After long hesitations, doubts, and prayers, Princess Mary gave the
+letter to her father. The next day the old prince said to her quietly:
+
+"Write and tell your brother to wait till I am dead.... It won't be
+long--I shall soon set him free."
+
+The princess was about to reply, but her father would not let her speak
+and, raising his voice more and more, cried:
+
+"Marry, marry, my boy!... A good family!... Clever people, eh? Rich, eh?
+Yes, a nice stepmother little Nicholas will have! Write and tell him
+that he may marry tomorrow if he likes. She will be little Nicholas'
+stepmother and I'll marry Bourienne!... Ha, ha, ha! He mustn't be
+without a stepmother either! Only one thing, no more women are wanted in
+my house--let him marry and live by himself. Perhaps you will go and
+live with him too?" he added, turning to Princess Mary. "Go in heaven's
+name! Go out into the frost... the frost... the frost!"
+
+After this outburst the prince did not speak any more about the matter.
+But repressed vexation at his son's poor-spirited behavior found
+expression in his treatment of his daughter. To his former pretexts for
+irony a fresh one was now added--allusions to stepmothers and
+amiabilities to Mademoiselle Bourienne.
+
+"Why shouldn't I marry her?" he asked his daughter. "She'll make a
+splendid princess!"
+
+And latterly, to her surprise and bewilderment, Princess Mary noticed
+that her father was really associating more and more with the
+Frenchwoman. She wrote to Prince Andrew about the reception of his
+letter, but comforted him with hopes of reconciling their father to the
+idea.
+
+Little Nicholas and his education, her brother Andrew, and religion were
+Princess Mary's joys and consolations; but besides that, since everyone
+must have personal hopes, Princess Mary in the profoundest depths of her
+heart had a hidden dream and hope that supplied the chief consolation of
+her life. This comforting dream and hope were given her by God's folk--
+the half-witted and other pilgrims who visited her without the prince's
+knowledge. The longer she lived, the more experience and observation she
+had of life, the greater was her wonder at the short-sightedness of men
+who seek enjoyment and happiness here on earth: toiling, suffering,
+struggling, and harming one another, to obtain that impossible,
+visionary, sinful happiness. Prince Andrew had loved his wife, she died,
+but that was not enough: he wanted to bind his happiness to another
+woman. Her father objected to this because he wanted a more
+distinguished and wealthier match for Andrew. And they all struggled and
+suffered and tormented one another and injured their souls, their
+eternal souls, for the attainment of benefits which endure but for an
+instant. Not only do we know this ourselves, but Christ, the Son of God,
+came down to earth and told us that this life is but for a moment and is
+a probation; yet we cling to it and think to find happiness in it. "How
+is it that no one realizes this?" thought Princess Mary. "No one except
+these despised God's folk who, wallet on back, come to me by the back
+door, afraid of being seen by the prince, not for fear of ill-usage by
+him but for fear of causing him to sin. To leave family, home, and all
+the cares of worldly welfare, in order without clinging to anything to
+wander in hempen rags from place to place under an assumed name, doing
+no one any harm but praying for all--for those who drive one away as
+well as for those who protect one: higher than that life and truth there
+is no life or truth!"
+
+There was one pilgrim, a quiet pockmarked little woman of fifty called
+Theodosia, who for over thirty years had gone about barefoot and worn
+heavy chains. Princess Mary was particularly fond of her. Once, when in
+a room with a lamp dimly lit before the icon Theodosia was talking of
+her life, the thought that Theodosia alone had found the true path of
+life suddenly came to Princess Mary with such force that she resolved to
+become a pilgrim herself. When Theodosia had gone to sleep Princess Mary
+thought about this for a long time, and at last made up her mind that,
+strange as it might seem, she must go on a pilgrimage. She disclosed
+this thought to no one but to her confessor, Father Akinfi, the monk,
+and he approved of her intention. Under guise of a present for the
+pilgrims, Princess Mary prepared a pilgrim's complete costume for
+herself: a coarse smock, bast shoes, a rough coat, and a black kerchief.
+Often, approaching the chest of drawers containing this secret treasure,
+Princess Mary paused, uncertain whether the time had not already come to
+put her project into execution.
+
+Often, listening to the pilgrims' tales, she was so stimulated by their
+simple speech, mechanical to them but to her so full of deep meaning,
+that several times she was on the point of abandoning everything and
+running away from home. In imagination she already pictured herself by
+Theodosia's side, dressed in coarse rags, walking with a staff, a wallet
+on her back, along the dusty road, directing her wanderings from one
+saint's shrine to another, free from envy, earthly love, or desire, and
+reaching at last the place where there is no more sorrow or sighing, but
+eternal joy and bliss.
+
+"I shall come to a place and pray there, and before having time to get
+used to it or getting to love it, I shall go farther. I will go on till
+my legs fail, and I'll lie down and die somewhere, and shall at last
+reach that eternal, quiet haven, where there is neither sorrow nor
+sighing..." thought Princess Mary.
+
+But afterwards, when she saw her father and especially little Koko
+(Nicholas), her resolve weakened. She wept quietly, and felt that she
+was a sinner who loved her father and little nephew more than God.
+
+BOOK SEVEN: 1810 - 11
+
+
+
+
+CHAPTER I
+
+The Bible legend tells us that the absence of labor--idleness--was a
+condition of the first man's blessedness before the Fall. Fallen man has
+retained a love of idleness, but the curse weighs on the race not only
+because we have to seek our bread in the sweat of our brows, but because
+our moral nature is such that we cannot be both idle and at ease. An
+inner voice tells us we are in the wrong if we are idle. If man could
+find a state in which he felt that though idle he was fulfilling his
+duty, he would have found one of the conditions of man's primitive
+blessedness. And such a state of obligatory and irreproachable idleness
+is the lot of a whole class--the military. The chief attraction of
+military service has consisted and will consist in this compulsory and
+irreproachable idleness.
+
+Nicholas Rostov experienced this blissful condition to the full when,
+after 1807, he continued to serve in the Pavlograd regiment, in which he
+already commanded the squadron he had taken over from Denisov.
+
+Rostov had become a bluff, good-natured fellow, whom his Moscow
+acquaintances would have considered rather bad form, but who was liked
+and respected by his comrades, subordinates, and superiors, and was well
+contented with his life. Of late, in 1809, he found in letters from home
+more frequent complaints from his mother that their affairs were falling
+into greater and greater disorder, and that it was time for him to come
+back to gladden and comfort his old parents.
+
+Reading these letters, Nicholas felt a dread of their wanting to take
+him away from surroundings in which, protected from all the
+entanglements of life, he was living so calmly and quietly. He felt that
+sooner or later he would have to re-enter that whirlpool of life, with
+its embarrassments and affairs to be straightened out, its accounts with
+stewards, quarrels, and intrigues, its ties, society, and with Sonya's
+love and his promise to her. It was all dreadfully difficult and
+complicated; and he replied to his mother in cold, formal letters in
+French, beginning: "My dear Mamma," and ending: "Your obedient son,"
+which said nothing of when he would return. In 1810 he received letters
+from his parents, in which they told him of Natasha's engagement to
+Bolkonski, and that the wedding would be in a year's time because the
+old prince made difficulties. This letter grieved and mortified
+Nicholas. In the first place he was sorry that Natasha, for whom he
+cared more than for anyone else in the family, should be lost to the
+home; and secondly, from his hussar point of view, he regretted not to
+have been there to show that fellow Bolkonski that connection with him
+was no such great honor after all, and that if he loved Natasha he might
+dispense with permission from his dotard father. For a moment he
+hesitated whether he should not apply for leave in order to see Natasha
+before she was married, but then came the maneuvers, and considerations
+about Sonya and about the confusion of their affairs, and Nicholas again
+put it off. But in the spring of that year, he received a letter from
+his mother, written without his father's knowledge, and that letter
+persuaded him to return. She wrote that if he did not come and take
+matters in hand, their whole property would be sold by auction and they
+would all have to go begging. The count was so weak, and trusted Mitenka
+so much, and was so good-natured, that everybody took advantage of him
+and things were going from bad to worse. "For God's sake, I implore you,
+come at once if you do not wish to make me and the whole family
+wretched," wrote the countess.
+
+This letter touched Nicholas. He had that common sense of a matter-of-
+fact man which showed him what he ought to do.
+
+The right thing now was, if not to retire from the service, at any rate
+to go home on leave. Why he had to go he did not know; but after his
+after-dinner nap he gave orders to saddle Mars, an extremely vicious
+gray stallion that had not been ridden for a long time, and when he
+returned with the horse all in a lather, he informed Lavrushka
+(Denisov's servant who had remained with him) and his comrades who
+turned up in the evening that he was applying for leave and was going
+home. Difficult and strange as it was for him to reflect that he would
+go away without having heard from the staff--and this interested him
+extremely--whether he was promoted to a captaincy or would receive the
+Order of St. Anne for the last maneuvers; strange as it was to think
+that he would go away without having sold his three roans to the Polish
+Count Golukhovski, who was bargaining for the horses Rostov had betted
+he would sell for two thousand rubles; incomprehensible as it seemed
+that the ball the hussars were giving in honor of the Polish
+Mademoiselle Przazdziecka (out of rivalry to the uhlans who had given
+one in honor of their Polish Mademoiselle Borzozowska) would take place
+without him--he knew he must go away from this good, bright world to
+somewhere where everything was stupid and confused. A week later he
+obtained his leave. His hussar comrades--not only those of his own
+regiment, but the whole brigade--gave Rostov a dinner to which the
+subscription was fifteen rubles a head, and at which there were two
+bands and two choirs of singers. Rostov danced the Trepak with Major
+Basov; the tipsy officers tossed, embraced, and dropped Rostov; the
+soldiers of the third squadron tossed him too, and shouted "hurrah!" and
+then they put him in his sleigh and escorted him as far as the first
+post station.
+
+During the first half of the journey--from Kremenchug to Kiev--all
+Rostov's thoughts, as is usual in such cases, were behind him, with the
+squadron; but when he had gone more than halfway he began to forget his
+three roans and Dozhoyveyko, his quartermaster, and to wonder anxiously
+how things would be at Otradnoe and what he would find there. Thoughts
+of home grew stronger the nearer he approached it--far stronger, as
+though this feeling of his was subject to the law by which the force of
+attraction is in inverse proportion to the square of the distance. At
+the last post station before Otradnoe he gave the driver a three-ruble
+tip, and on arriving he ran breathlessly, like a boy, up the steps of
+his home.
+
+After the rapture of meeting, and after that odd feeling of unsatisfied
+expectation--the feeling that "everything is just the same, so why did I
+hurry?"--Nicholas began to settle down in his old home world. His father
+and mother were much the same, only a little older. What was new in them
+was a certain uneasiness and occasional discord, which there used not to
+be, and which, as Nicholas soon found out, was due to the bad state of
+their affairs. Sonya was nearly twenty; she had stopped growing prettier
+and promised nothing more than she was already, but that was enough. She
+exhaled happiness and love from the time Nicholas returned, and the
+faithful, unalterable love of this girl had a gladdening effect on him.
+Petya and Natasha surprised Nicholas most. Petya was a big handsome boy
+of thirteen, merry, witty, and mischievous, with a voice that was
+already breaking. As for Natasha, for a long while Nicholas wondered and
+laughed whenever he looked at her.
+
+"You're not the same at all," he said.
+
+"How? Am I uglier?"
+
+"On the contrary, but what dignity? A princess!" he whispered to her.
+
+"Yes, yes, yes!" cried Natasha, joyfully.
+
+She told him about her romance with Prince Andrew and of his visit to
+Otradnoe and showed him his last letter.
+
+"Well, are you glad?" Natasha asked. "I am so tranquil and happy now."
+
+"Very glad," answered Nicholas. "He is an excellent fellow.... And are
+you very much in love?"
+
+"How shall I put it?" replied Natasha. "I was in love with Boris, with
+my teacher, and with Denisov, but this is quite different. I feel at
+peace and settled. I know that no better man than he exists, and I am
+calm and contented now. Not at all as before."
+
+Nicholas expressed his disapproval of the postponement of the marriage
+for a year; but Natasha attacked her brother with exasperation, proving
+to him that it could not be otherwise, and that it would be a bad thing
+to enter a family against the father's will, and that she herself wished
+it so.
+
+"You don't at all understand," she said.
+
+Nicholas was silent and agreed with her.
+
+Her brother often wondered as he looked at her. She did not seem at all
+like a girl in love and parted from her affianced husband. She was even-
+tempered and calm and quite as cheerful as of old. This amazed Nicholas
+and even made him regard Bolkonski's courtship skeptically. He could not
+believe that her fate was sealed, especially as he had not seen her with
+Prince Andrew. It always seemed to him that there was something not
+quite right about this intended marriage.
+
+"Why this delay? Why no betrothal?" he thought. Once, when he had
+touched on this topic with his mother, he discovered, to his surprise
+and somewhat to his satisfaction, that in the depth of her soul she too
+had doubts about this marriage.
+
+"You see he writes," said she, showing her son a letter of Prince
+Andrew's, with that latent grudge a mother always has in regard to a
+daughter's future married happiness, "he writes that he won't come
+before December. What can be keeping him? Illness, probably! His health
+is very delicate. Don't tell Natasha. And don't attach importance to her
+being so bright: that's because she's living through the last days of
+her girlhood, but I know what she is like every time we receive a letter
+from him! However, God grant that everything turns out well!" (She
+always ended with these words.) "He is an excellent man!"
+
+
+
+
+CHAPTER II
+
+After reaching home Nicholas was at first serious and even dull. He was
+worried by the impending necessity of interfering in the stupid business
+matters for which his mother had called him home. To throw off this
+burden as quickly as possible, on the third day after his arrival he
+went, angry and scowling and without answering questions as to where he
+was going, to Mitenka's lodge and demanded an account of everything. But
+what an account of everything might be Nicholas knew even less than the
+frightened and bewildered Mitenka. The conversation and the examination
+of the accounts with Mitenka did not last long. The village elder, a
+peasant delegate, and the village clerk, who were waiting in the
+passage, heard with fear and delight first the young count's voice
+roaring and snapping and rising louder and louder, and then words of
+abuse, dreadful words, ejaculated one after the other.
+
+"Robber!... Ungrateful wretch!... I'll hack the dog to pieces! I'm not
+my father!... Robbing us!..." and so on.
+
+Then with no less fear and delight they saw how the young count, red in
+the face and with bloodshot eyes, dragged Mitenka out by the scruff of
+the neck and applied his foot and knee to his behind with great agility
+at convenient moments between the words, shouting, "Be off! Never let me
+see your face here again, you villain!"
+
+Mitenka flew headlong down the six steps and ran away into the
+shrubbery. (This shrubbery was a well-known haven of refuge for culprits
+at Otradnoe. Mitenka himself, returning tipsy from the town, used to
+hide there, and many of the residents at Otradnoe, hiding from Mitenka,
+knew of its protective qualities.)
+
+Mitenka's wife and sisters-in-law thrust their heads and frightened
+faces out of the door of a room where a bright samovar was boiling and
+where the steward's high bedstead stood with its patchwork quilt.
+
+The young count paid no heed to them, but, breathing hard, passed by
+with resolute strides and went into the house.
+
+The countess, who heard at once from the maids what had happened at the
+lodge, was calmed by the thought that now their affairs would certainly
+improve, but on the other hand felt anxious as to the effect this
+excitement might have on her son. She went several times to his door on
+tiptoe and listened, as he lighted one pipe after another.
+
+Next day the old count called his son aside and, with an embarrassed
+smile, said to him:
+
+"But you know, my dear boy, it's a pity you got excited! Mitenka has
+told me all about it."
+
+"I knew," thought Nicholas, "that I should never understand anything in
+this crazy world."
+
+"You were angry that he had not entered those 700 rubles. But they were
+carried forward--and you did not look at the other page."
+
+"Papa, he is a blackguard and a thief! I know he is! And what I have
+done, I have done; but, if you like, I won't speak to him again."
+
+"No, my dear boy" (the count, too, felt embarrassed. He knew he had
+mismanaged his wife's property and was to blame toward his children, but
+he did not know how to remedy it). "No, I beg you to attend to the
+business. I am old. I..."
+
+"No, Papa. Forgive me if I have caused you unpleasantness. I understand
+it all less than you do."
+
+"Devil take all these peasants, and money matters, and carryings forward
+from page to page," he thought. "I used to understand what a 'corner'
+and the stakes at cards meant, but carrying forward to another page I
+don't understand at all," said he to himself, and after that he did not
+meddle in business affairs. But once the countess called her son and
+informed him that she had a promissory note from Anna Mikhaylovna for
+two thousand rubles, and asked him what he thought of doing with it.
+
+"This," answered Nicholas. "You say it rests with me. Well, I don't like
+Anna Mikhaylovna and I don't like Boris, but they were our friends and
+poor. Well then, this!" and he tore up the note, and by so doing caused
+the old countess to weep tears of joy. After that, young Rostov took no
+further part in any business affairs, but devoted himself with
+passionate enthusiasm to what was to him a new pursuit--the chase--for
+which his father kept a large establishment.
+
+
+
+
+CHAPTER III
+
+The weather was already growing wintry and morning frosts congealed an
+earth saturated by autumn rains. The verdure had thickened and its
+bright green stood out sharply against the brownish strips of winter rye
+trodden down by the cattle, and against the pale-yellow stubble of the
+spring buckwheat. The wooded ravines and the copses, which at the end of
+August had still been green islands amid black fields and stubble, had
+become golden and bright-red islands amid the green winter rye. The
+hares had already half changed their summer coats, the fox cubs were
+beginning to scatter, and the young wolves were bigger than dogs. It was
+the best time of the year for the chase. The hounds of that ardent young
+sportsman Rostov had not merely reached hard winter condition, but were
+so jaded that at a meeting of the huntsmen it was decided to give them a
+three days' rest and then, on the sixteenth of September, to go on a
+distant expedition, starting from the oak grove where there was an
+undisturbed litter of wolf cubs.
+
+All that day the hounds remained at home. It was frosty and the air was
+sharp, but toward evening the sky became overcast and it began to thaw.
+On the fifteenth, when young Rostov, in his dressing gown, looked out of
+the window, he saw it was an unsurpassable morning for hunting: it was
+as if the sky were melting and sinking to the earth without any wind.
+The only motion in the air was that of the dripping, microscopic
+particles of drizzling mist. The bare twigs in the garden were hung with
+transparent drops which fell on the freshly fallen leaves. The earth in
+the kitchen garden looked wet and black and glistened like poppy seed
+and at a short distance merged into the dull, moist veil of mist.
+Nicholas went out into the wet and muddy porch. There was a smell of
+decaying leaves and of dog. Milka, a black-spotted, broad-haunched bitch
+with prominent black eyes, got up on seeing her master, stretched her
+hind legs, lay down like a hare, and then suddenly jumped up and licked
+him right on his nose and mustache. Another borzoi, a dog, catching
+sight of his master from the garden path, arched his back and, rushing
+headlong toward the porch with lifted tail, began rubbing himself
+against his legs.
+
+"O-hoy!" came at that moment, that inimitable huntsman's call which
+unites the deepest bass with the shrillest tenor, and round the corner
+came Daniel the head huntsman and head kennelman, a gray, wrinkled old
+man with hair cut straight over his forehead, Ukrainian fashion, a long
+bent whip in his hand, and that look of independence and scorn of
+everything that is only seen in huntsmen. He doffed his Circassian cap
+to his master and looked at him scornfully. This scorn was not offensive
+to his master. Nicholas knew that this Daniel, disdainful of everybody
+and who considered himself above them, was all the same his serf and
+huntsman.
+
+"Daniel!" Nicholas said timidly, conscious at the sight of the weather,
+the hounds, and the huntsman that he was being carried away by that
+irresistible passion for sport which makes a man forget all his previous
+resolutions, as a lover forgets in the presence of his mistress.
+
+"What orders, your excellency?" said the huntsman in his deep bass, deep
+as a proto-deacon's and hoarse with hallooing--and two flashing black
+eyes gazed from under his brows at his master, who was silent. "Can you
+resist it?" those eyes seemed to be asking.
+
+"It's a good day, eh? For a hunt and a gallop, eh?" asked Nicholas,
+scratching Milka behind the ears.
+
+Daniel did not answer, but winked instead.
+
+"I sent Uvarka at dawn to listen," his bass boomed out after a minute's
+pause. "He says she's moved them into the Otradnoe enclosure. They were
+howling there." (This meant that the she-wolf, about whom they both
+knew, had moved with her cubs to the Otradnoe copse, a small place a
+mile and a half from the house.)
+
+"We ought to go, don't you think so?" said Nicholas. "Come to me with
+Uvarka."
+
+"As you please."
+
+"Then put off feeding them."
+
+"Yes, sir."
+
+Five minutes later Daniel and Uvarka were standing in Nicholas' big
+study. Though Daniel was not a big man, to see him in a room was like
+seeing a horse or a bear on the floor among the furniture and
+surroundings of human life. Daniel himself felt this, and as usual stood
+just inside the door, trying to speak softly and not move, for fear of
+breaking something in the master's apartment, and he hastened to say all
+that was necessary so as to get from under that ceiling, out into the
+open under the sky once more.
+
+Having finished his inquiries and extorted from Daniel an opinion that
+the hounds were fit (Daniel himself wished to go hunting), Nicholas
+ordered the horses to be saddled. But just as Daniel was about to go
+Natasha came in with rapid steps, not having done up her hair or
+finished dressing and with her old nurse's big shawl wrapped round her.
+Petya ran in at the same time.
+
+"You are going?" asked Natasha. "I knew you would! Sonya said you
+wouldn't go, but I knew that today is the sort of day when you couldn't
+help going."
+
+"Yes, we are going," replied Nicholas reluctantly, for today, as he
+intended to hunt seriously, he did not want to take Natasha and Petya.
+"We are going, but only wolf hunting: it would be dull for you."
+
+"You know it is my greatest pleasure," said Natasha. "It's not fair; you
+are going by yourself, are having the horses saddled and said nothing to
+us about it."
+
+"'No barrier bars a Russian's path'--we'll go!" shouted Petya.
+
+"But you can't. Mamma said you mustn't," said Nicholas to Natasha.
+
+"Yes, I'll go. I shall certainly go," said Natasha decisively. "Daniel,
+tell them to saddle for us, and Michael must come with my dogs," she
+added to the huntsman.
+
+It seemed to Daniel irksome and improper to be in a room at all, but to
+have anything to do with a young lady seemed to him impossible. He cast
+down his eyes and hurried out as if it were none of his business,
+careful as he went not to inflict any accidental injury on the young
+lady.
+
+
+
+
+CHAPTER IV
+
+The old count, who had always kept up an enormous hunting establishment
+but had now handed it all completely over to his son's care, being in
+very good spirits on this fifteenth of September, prepared to go out
+with the others.
+
+In an hour's time the whole hunting party was at the porch. Nicholas,
+with a stern and serious air which showed that now was no time for
+attending to trifles, went past Natasha and Petya who were trying to
+tell him something. He had a look at all the details of the hunt, sent a
+pack of hounds and huntsmen on ahead to find the quarry, mounted his
+chestnut Donets, and whistling to his own leash of borzois, set off
+across the threshing ground to a field leading to the Otradnoe wood. The
+old count's horse, a sorrel gelding called Viflyanka, was led by the
+groom in attendance on him, while the count himself was to drive in a
+small trap straight to a spot reserved for him.
+
+They were taking fifty-four hounds, with six hunt attendants and
+whippers-in. Besides the family, there were eight borzoi kennelmen and
+more than forty borzois, so that, with the borzois on the leash
+belonging to members of the family, there were about a hundred and
+thirty dogs and twenty horsemen.
+
+Each dog knew its master and its call. Each man in the hunt knew his
+business, his place, what he had to do. As soon as they had passed the
+fence they all spread out evenly and quietly, without noise or talk,
+along the road and field leading to the Otradnoe covert.
+
+The horses stepped over the field as over a thick carpet, now and then
+splashing into puddles as they crossed a road. The misty sky still
+seemed to descend evenly and imperceptibly toward the earth, the air was
+still, warm, and silent. Occasionally the whistle of a huntsman, the
+snort of a horse, the crack of a whip, or the whine of a straggling
+hound could be heard.
+
+When they had gone a little less than a mile, five more riders with dogs
+appeared out of the mist, approaching the Rostovs. In front rode a
+fresh-looking, handsome old man with a large gray mustache.
+
+"Good morning, Uncle!" said Nicholas, when the old man drew near.
+
+"That's it. Come on!... I was sure of it," began "Uncle." (He was a
+distant relative of the Rostovs', a man of small means, and their
+neighbor.) "I knew you wouldn't be able to resist it and it's a good
+thing you're going. That's it! Come on!" (This was "Uncle's" favorite
+expression.) "Take the covert at once, for my Girchik says the Ilagins
+are at Korniki with their hounds. That's it. Come on!... They'll take
+the cubs from under your very nose."
+
+"That's where I'm going. Shall we join up our packs?" asked Nicholas.
+
+The hounds were joined into one pack, and "Uncle" and Nicholas rode on
+side by side. Natasha, muffled up in shawls which did not hide her eager
+face and shining eyes, galloped up to them. She was followed by Petya
+who always kept close to her, by Michael, a huntsman, and by a groom
+appointed to look after her. Petya, who was laughing, whipped and pulled
+at his horse. Natasha sat easily and confidently on her black Arabchik
+and reined him in without effort with a firm hand.
+
+"Uncle" looked round disapprovingly at Petya and Natasha. He did not
+like to combine frivolity with the serious business of hunting.
+
+"Good morning, Uncle! We are going too!" shouted Petya.
+
+"Good morning, good morning! But don't go overriding the hounds," said
+"Uncle" sternly.
+
+"Nicholas, what a fine dog Trunila is! He knew me," said Natasha,
+referring to her favorite hound.
+
+"In the first place, Trunila is not a 'dog,' but a harrier," thought
+Nicholas, and looked sternly at his sister, trying to make her feel the
+distance that ought to separate them at that moment. Natasha understood
+it.
+
+"You mustn't think we'll be in anyone's way, Uncle," she said. "We'll go
+to our places and won't budge."
+
+"A good thing too, little countess," said "Uncle," "only mind you don't
+fall off your horse," he added, "because--that's it, come on!--you've
+nothing to hold on to."
+
+The oasis of the Otradnoe covert came in sight a few hundred yards off,
+the huntsmen were already nearing it. Rostov, having finally settled
+with "Uncle" where they should set on the hounds, and having shown
+Natasha where she was to stand--a spot where nothing could possibly run
+out--went round above the ravine.
+
+"Well, nephew, you're going for a big wolf," said "Uncle." "Mind and
+don't let her slip!"
+
+"That's as may happen," answered Rostov. "Karay, here!" he shouted,
+answering "Uncle's" remark by this call to his borzoi. Karay was a
+shaggy old dog with a hanging jowl, famous for having tackled a big wolf
+unaided. They all took up their places.
+
+The old count, knowing his son's ardor in the hunt, hurried so as not to
+be late, and the huntsmen had not yet reached their places when Count
+Ilya Rostov, cheerful, flushed, and with quivering cheeks, drove up with
+his black horses over the winter rye to the place reserved for him,
+where a wolf might come out. Having straightened his coat and fastened
+on his hunting knives and horn, he mounted his good, sleek, well-fed,
+and comfortable horse, Viflyanka, which was turning gray, like himself.
+His horses and trap were sent home. Count Ilya Rostov, though not at
+heart a keen sportsman, knew the rules of the hunt well, and rode to the
+bushy edge of the road where he was to stand, arranged his reins,
+settled himself in the saddle, and, feeling that he was ready, looked
+about with a smile.
+
+Beside him was Simon Chekmar, his personal attendant, an old horseman
+now somewhat stiff in the saddle. Chekmar held in leash three formidable
+wolfhounds, who had, however, grown fat like their master and his horse.
+Two wise old dogs lay down unleashed. Some hundred paces farther along
+the edge of the wood stood Mitka, the count's other groom, a daring
+horseman and keen rider to hounds. Before the hunt, by old custom, the
+count had drunk a silver cupful of mulled brandy, taken a snack, and
+washed it down with half a bottle of his favorite Bordeaux.
+
+He was somewhat flushed with the wine and the drive. His eyes were
+rather moist and glittered more than usual, and as he sat in his saddle,
+wrapped up in his fur coat, he looked like a child taken out for an
+outing.
+
+The thin, hollow-cheeked Chekmar, having got everything ready, kept
+glancing at his master with whom he had lived on the best of terms for
+thirty years, and understanding the mood he was in expected a pleasant
+chat. A third person rode up circumspectly through the wood (it was
+plain that he had had a lesson) and stopped behind the count. This
+person was a gray-bearded old man in a woman's cloak, with a tall peaked
+cap on his head. He was the buffoon, who went by a woman's name,
+Nastasya Ivanovna.
+
+"Well, Nastasya Ivanovna!" whispered the count, winking at him. "If you
+scare away the beast, Daniel'll give it you!"
+
+"I know a thing or two myself!" said Nastasya Ivanovna.
+
+"Hush!" whispered the count and turned to Simon. "Have you seen the
+young countess?" he asked. "Where is she?"
+
+"With young Count Peter, by the Zharov rank grass," answered Simon,
+smiling. "Though she's a lady, she's very fond of hunting."
+
+"And you're surprised at the way she rides, Simon, eh?" said the count.
+"She's as good as many a man!"
+
+"Of course! It's marvelous. So bold, so easy!"
+
+"And Nicholas? Where is he? By the Lyadov upland, isn't he?"
+
+"Yes, sir. He knows where to stand. He understands the matter so well
+that Daniel and I are often quite astounded," said Simon, well knowing
+what would please his master.
+
+"Rides well, eh? And how well he looks on his horse, eh?"
+
+"A perfect picture! How he chased a fox out of the rank grass by the
+Zavarzinsk thicket the other day! Leaped a fearful place; what a sight
+when they rushed from the covert... the horse worth a thousand rubles
+and the rider beyond all price! Yes, one would have to search far to
+find another as smart."
+
+"To search far..." repeated the count, evidently sorry Simon had not
+said more. "To search far," he said, turning back the skirt of his coat
+to get at his snuffbox.
+
+"The other day when he came out from Mass in full uniform, Michael
+Sidorych..." Simon did not finish, for on the still air he had
+distinctly caught the music of the hunt with only two or three hounds
+giving tongue. He bent down his head and listened, shaking a warning
+finger at his master. "They are on the scent of the cubs..." he
+whispered, "straight to the Lyadov uplands."
+
+The count, forgetting to smooth out the smile on his face, looked into
+the distance straight before him, down the narrow open space, holding
+the snuffbox in his hand but not taking any. After the cry of the hounds
+came the deep tones of the wolf call from Daniel's hunting horn; the
+pack joined the first three hounds and they could be heard in full cry,
+with that peculiar lift in the note that indicates that they are after a
+wolf. The whippers-in no longer set on the hounds, but changed to the
+cry of ulyulyu, and above the others rose Daniel's voice, now a deep
+bass, now piercingly shrill. His voice seemed to fill the whole wood and
+carried far beyond out into the open field.
+
+After listening a few moments in silence, the count and his attendant
+convinced themselves that the hounds had separated into two packs: the
+sound of the larger pack, eagerly giving tongue, began to die away in
+the distance, the other pack rushed by the wood past the count, and it
+was with this that Daniel's voice was heard calling ulyulyu. The sounds
+of both packs mingled and broke apart again, but both were becoming more
+distant.
+
+Simon sighed and stooped to straighten the leash a young borzoi had
+entangled; the count too sighed and, noticing the snuffbox in his hand,
+opened it and took a pinch. "Back!" cried Simon to a borzoi that was
+pushing forward out of the wood. The count started and dropped the
+snuffbox. Nastasya Ivanovna dismounted to pick it up. The count and
+Simon were looking at him.
+
+Then, unexpectedly, as often happens, the sound of the hunt suddenly
+approached, as if the hounds in full cry and Daniel ulyulyuing were just
+in front of them.
+
+The count turned and saw on his right Mitka staring at him with eyes
+starting out of his head, raising his cap and pointing before him to the
+other side.
+
+"Look out!" he shouted, in a voice plainly showing that he had long
+fretted to utter that word, and letting the borzois slip he galloped
+toward the count.
+
+The count and Simon galloped out of the wood and saw on their left a
+wolf which, softly swaying from side to side, was coming at a quiet lope
+farther to the left to the very place where they were standing. The
+angry borzois whined and getting free of the leash rushed past the
+horses' feet at the wolf.
+
+The wolf paused, turned its heavy forehead toward the dogs awkwardly,
+like a man suffering from the quinsy, and, still slightly swaying from
+side to side, gave a couple of leaps and with a swish of its tail
+disappeared into the skirt of the wood. At the same instant, with a cry
+like a wail, first one hound, then another, and then another, sprang
+helter-skelter from the wood opposite and the whole pack rushed across
+the field toward the very spot where the wolf had disappeared. The hazel
+bushes parted behind the hounds and Daniel's chestnut horse appeared,
+dark with sweat. On its long back sat Daniel, hunched forward, capless,
+his disheveled gray hair hanging over his flushed, perspiring face.
+
+"Ulyulyulyu! ulyulyu!..." he cried. When he caught sight of the count
+his eyes flashed lightning.
+
+"Blast you!" he shouted, holding up his whip threateningly at the count.
+
+"You've let the wolf go!... What sportsmen!" and as if scorning to say
+more to the frightened and shamefaced count, he lashed the heaving
+flanks of his sweating chestnut gelding with all the anger the count had
+aroused and flew off after the hounds. The count, like a punished
+schoolboy, looked round, trying by a smile to win Simon's sympathy for
+his plight. But Simon was no longer there. He was galloping round by the
+bushes while the field was coming up on both sides, all trying to head
+the wolf, but it vanished into the wood before they could do so.
+
+
+
+
+CHAPTER V
+
+Nicholas Rostov meanwhile remained at his post, waiting for the wolf. By
+the way the hunt approached and receded, by the cries of the dogs whose
+notes were familiar to him, by the way the voices of the huntsmen
+approached, receded, and rose, he realized what was happening at the
+copse. He knew that young and old wolves were there, that the hounds had
+separated into two packs, that somewhere a wolf was being chased, and
+that something had gone wrong. He expected the wolf to come his way any
+moment. He made thousands of different conjectures as to where and from
+what side the beast would come and how he would set upon it. Hope
+alternated with despair. Several times he addressed a prayer to God that
+the wolf should come his way. He prayed with that passionate and
+shamefaced feeling with which men pray at moments of great excitement
+arising from trivial causes. "What would it be to Thee to do this for
+me?" he said to God. "I know Thou art great, and that it is a sin to ask
+this of Thee, but for God's sake do let the old wolf come my way and let
+Karay spring at it--in sight of 'Uncle' who is watching from over there-
+-and seize it by the throat in a death grip!" A thousand times during
+that half-hour Rostov cast eager and restless glances over the edge of
+the wood, with the two scraggy oaks rising above the aspen undergrowth
+and the gully with its water-worn side and "Uncle's" cap just visible
+above the bush on his right.
+
+"No, I shan't have such luck," thought Rostov, "yet what wouldn't it be
+worth! It is not to be! Everywhere, at cards and in war, I am always
+unlucky." Memories of Austerlitz and of Dolokhov flashed rapidly and
+clearly through his mind. "Only once in my life to get an old wolf, I
+want only that!" thought he, straining eyes and ears and looking to the
+left and then to the right and listening to the slightest variation of
+note in the cries of the dogs.
+
+Again he looked to the right and saw something running toward him across
+the deserted field. "No, it can't be!" thought Rostov, taking a deep
+breath, as a man does at the coming of something long hoped for. The
+height of happiness was reached--and so simply, without warning, or
+noise, or display, that Rostov could not believe his eyes and remained
+in doubt for over a second. The wolf ran forward and jumped heavily over
+a gully that lay in her path. She was an old animal with a gray back and
+big reddish belly. She ran without hurry, evidently feeling sure that no
+one saw her. Rostov, holding his breath, looked round at the borzois.
+They stood or lay not seeing the wolf or understanding the situation.
+Old Karay had turned his head and was angrily searching for fleas,
+baring his yellow teeth and snapping at his hind legs.
+
+"Ulyulyulyu!" whispered Rostov, pouting his lips. The borzois jumped up,
+jerking the rings of the leashes and pricking their ears. Karay finished
+scratching his hindquarters and, cocking his ears, got up with quivering
+tail from which tufts of matted hair hung down.
+
+"Shall I loose them or not?" Nicholas asked himself as the wolf
+approached him coming from the copse. Suddenly the wolf's whole
+physiognomy changed: she shuddered, seeing what she had probably never
+seen before--human eyes fixed upon her--and turning her head a little
+toward Rostov, she paused.
+
+"Back or forward? Eh, no matter, forward..." the wolf seemed to say to
+herself, and she moved forward without again looking round and with a
+quiet, long, easy yet resolute lope.
+
+"Ulyulyu!" cried Nicholas, in a voice not his own, and of its own accord
+his good horse darted headlong downhill, leaping over gullies to head
+off the wolf, and the borzois passed it, running faster still. Nicholas
+did not hear his own cry nor feel that he was galloping, nor see the
+borzois, nor the ground over which he went: he saw only the wolf, who,
+increasing her speed, bounded on in the same direction along the hollow.
+The first to come into view was Milka, with her black markings and
+powerful quarters, gaining upon the wolf. Nearer and nearer... now she
+was ahead of it; but the wolf turned its head to face her, and instead
+of putting on speed as she usually did Milka suddenly raised her tail
+and stiffened her forelegs.
+
+"Ulyulyulyulyu!" shouted Nicholas.
+
+The reddish Lyubim rushed forward from behind Milka, sprang impetuously
+at the wolf, and seized it by its hindquarters, but immediately jumped
+aside in terror. The wolf crouched, gnashed her teeth, and again rose
+and bounded forward, followed at the distance of a couple of feet by all
+the borzois, who did not get any closer to her.
+
+"She'll get away! No, it's impossible!" thought Nicholas, still shouting
+with a hoarse voice.
+
+"Karay, ulyulyu!..." he shouted, looking round for the old borzoi who
+was now his only hope. Karay, with all the strength age had left him,
+stretched himself to the utmost and, watching the wolf, galloped heavily
+aside to intercept it. But the quickness of the wolf's lope and the
+borzoi's slower pace made it plain that Karay had miscalculated.
+Nicholas could already see not far in front of him the wood where the
+wolf would certainly escape should she reach it. But, coming toward him,
+he saw hounds and a huntsman galloping almost straight at the wolf.
+There was still hope. A long, yellowish young borzoi, one Nicholas did
+not know, from another leash, rushed impetuously at the wolf from in
+front and almost knocked her over. But the wolf jumped up more quickly
+than anyone could have expected and, gnashing her teeth, flew at the
+yellowish borzoi, which, with a piercing yelp, fell with its head on the
+ground, bleeding from a gash in its side.
+
+"Karay? Old fellow!..." wailed Nicholas.
+
+Thanks to the delay caused by this crossing of the wolf's path, the old
+dog with its felted hair hanging from its thigh was within five paces of
+it. As if aware of her danger, the wolf turned her eyes on Karay, tucked
+her tail yet further between her legs, and increased her speed. But here
+Nicholas only saw that something happened to Karay--the borzoi was
+suddenly on the wolf, and they rolled together down into a gully just in
+front of them.
+
+That instant, when Nicholas saw the wolf struggling in the gully with
+the dogs, while from under them could be seen her gray hair and
+outstretched hind leg and her frightened choking head, with her ears
+laid back (Karay was pinning her by the throat), was the happiest moment
+of his life. With his hand on his saddlebow, he was ready to dismount
+and stab the wolf, when she suddenly thrust her head up from among that
+mass of dogs, and then her forepaws were on the edge of the gully. She
+clicked her teeth (Karay no longer had her by the throat), leaped with a
+movement of her hind legs out of the gully, and having disengaged
+herself from the dogs, with tail tucked in again, went forward. Karay,
+his hair bristling, and probably bruised or wounded, climbed with
+difficulty out of the gully.
+
+"Oh my God! Why?" Nicholas cried in despair.
+
+"Uncle's" huntsman was galloping from the other side across the wolf's
+path and his borzois once more stopped the animal's advance. She was
+again hemmed in.
+
+Nicholas and his attendant, with "Uncle" and his huntsman, were all
+riding round the wolf, crying "ulyulyu!" shouting and preparing to
+dismount each moment that the wolf crouched back, and starting forward
+again every time she shook herself and moved toward the wood where she
+would be safe.
+
+Already, at the beginning of this chase, Daniel, hearing the ulyulyuing,
+had rushed out from the wood. He saw Karay seize the wolf, and checked
+his horse, supposing the affair to be over. But when he saw that the
+horsemen did not dismount and that the wolf shook herself and ran for
+safety, Daniel set his chestnut galloping, not at the wolf but straight
+toward the wood, just as Karay had run to cut the animal off. As a
+result of this, he galloped up to the wolf just when she had been
+stopped a second time by "Uncle's" borzois.
+
+Daniel galloped up silently, holding a naked dagger in his left hand and
+thrashing the laboring sides of his chestnut horse with his whip as if
+it were a flail.
+
+Nicholas neither saw nor heard Daniel until the chestnut, breathing
+heavily, panted past him, and he heard the fall of a body and saw Daniel
+lying on the wolf's back among the dogs, trying to seize her by the
+ears. It was evident to the dogs, the hunters, and to the wolf herself
+that all was now over. The terrified wolf pressed back her ears and
+tried to rise, but the borzois stuck to her. Daniel rose a little, took
+a step, and with his whole weight, as if lying down to rest, fell on the
+wolf, seizing her by the ears. Nicholas was about to stab her, but
+Daniel whispered, "Don't! We'll gag her!" and, changing his position,
+set his foot on the wolf's neck. A stick was thrust between her jaws and
+she was fastened with a leash, as if bridled, her legs were bound
+together, and Daniel rolled her over once or twice from side to side.
+
+With happy, exhausted faces, they laid the old wolf, alive, on a shying
+and snorting horse and, accompanied by the dogs yelping at her, took her
+to the place where they were all to meet. The hounds had killed two of
+the cubs and the borzois three. The huntsmen assembled with their booty
+and their stories, and all came to look at the wolf, which, with her
+broad-browed head hanging down and the bitten stick between her jaws,
+gazed with great glassy eyes at this crowd of dogs and men surrounding
+her. When she was touched, she jerked her bound legs and looked wildly
+yet simply at everybody. Old Count Rostov also rode up and touched the
+wolf.
+
+"Oh, what a formidable one!" said he. "A formidable one, eh?" he asked
+Daniel, who was standing near.
+
+"Yes, your excellency," answered Daniel, quickly doffing his cap.
+
+The count remembered the wolf he had let slip and his encounter with
+Daniel.
+
+"Ah, but you are a crusty fellow, friend!" said the count.
+
+For sole reply Daniel gave him a shy, childlike, meek, and amiable
+smile.
+
+
+
+
+CHAPTER VI
+
+The old count went home, and Natasha and Petya promised to return very
+soon, but as it was still early the hunt went farther. At midday they
+put the hounds into a ravine thickly overgrown with young trees.
+Nicholas standing in a fallow field could see all his whips.
+
+Facing him lay a field of winter rye, there his own huntsman stood alone
+in a hollow behind a hazel bush. The hounds had scarcely been loosed
+before Nicholas heard one he knew, Voltorn, giving tongue at intervals;
+other hounds joined in, now pausing and now again giving tongue. A
+moment later he heard a cry from the wooded ravine that a fox had been
+found, and the whole pack, joining together, rushed along the ravine
+toward the ryefield and away from Nicholas.
+
+He saw the whips in their red caps galloping along the edge of the
+ravine, he even saw the hounds, and was expecting a fox to show itself
+at any moment on the ryefield opposite.
+
+The huntsman standing in the hollow moved and loosed his borzois, and
+Nicholas saw a queer, short-legged red fox with a fine brush going hard
+across the field. The borzois bore down on it.... Now they drew close to
+the fox which began to dodge between the field in sharper and sharper
+curves, trailing its brush, when suddenly a strange white borzoi dashed
+in followed by a black one, and everything was in confusion; the borzois
+formed a star-shaped figure, scarcely swaying their bodies and with
+tails turned away from the center of the group. Two huntsmen galloped up
+to the dogs; one in a red cap, the other, a stranger, in a green coat.
+
+"What's this?" thought Nicholas. "Where's that huntsman from? He is not
+'Uncle's' man."
+
+The huntsmen got the fox, but stayed there a long time without strapping
+it to the saddle. Their horses, bridled and with high saddles, stood
+near them and there too the dogs were lying. The huntsmen waved their
+arms and did something to the fox. Then from that spot came the sound of
+a horn, with the signal agreed on in case of a fight.
+
+"That's Ilagin's huntsman having a row with our Ivan," said Nicholas'
+groom.
+
+Nicholas sent the man to call Natasha and Petya to him, and rode at a
+footpace to the place where the whips were getting the hounds together.
+Several of the field galloped to the spot where the fight was going on.
+
+Nicholas dismounted, and with Natasha and Petya, who had ridden up,
+stopped near the hounds, waiting to see how the matter would end. Out of
+the bushes came the huntsman who had been fighting and rode toward his
+young master, with the fox tied to his crupper. While still at a
+distance he took off his cap and tried to speak respectfully, but he was
+pale and breathless and his face was angry. One of his eyes was black,
+but he probably was not even aware of it.
+
+"What has happened?" asked Nicholas.
+
+"A likely thing, killing a fox our dogs had hunted! And it was my gray
+bitch that caught it! Go to law, indeed!... He snatches at the fox! I
+gave him one with the fox. Here it is on my saddle! Do you want a taste
+of this?..." said the huntsman, pointing to his dagger and probably
+imagining himself still speaking to his foe.
+
+Nicholas, not stopping to talk to the man, asked his sister and Petya to
+wait for him and rode to the spot where the enemy's, Ilagin's, hunting
+party was.
+
+The victorious huntsman rode off to join the field, and there,
+surrounded by inquiring sympathizers, recounted his exploits.
+
+The facts were that Ilagin, with whom the Rostovs had a quarrel and were
+at law, hunted over places that belonged by custom to the Rostovs, and
+had now, as if purposely, sent his men to the very woods the Rostovs
+were hunting and let his man snatch a fox their dogs had chased.
+
+Nicholas, though he had never seen Ilagin, with his usual absence of
+moderation in judgment, hated him cordially from reports of his
+arbitrariness and violence, and regarded him as his bitterest foe. He
+rode in angry agitation toward him, firmly grasping his whip and fully
+prepared to take the most resolute and desperate steps to punish his
+enemy.
+
+Hardly had he passed an angle of the wood before a stout gentleman in a
+beaver cap came riding toward him on a handsome raven-black horse,
+accompanied by two hunt servants.
+
+Instead of an enemy, Nicholas found in Ilagin a stately and courteous
+gentleman who was particularly anxious to make the young count's
+acquaintance. Having ridden up to Nicholas, Ilagin raised his beaver cap
+and said he much regretted what had occurred and would have the man
+punished who had allowed himself to seize a fox hunted by someone else's
+borzois. He hoped to become better acquainted with the count and invited
+him to draw his covert.
+
+Natasha, afraid that her brother would do something dreadful, had
+followed him in some excitement. Seeing the enemies exchanging friendly
+greetings, she rode up to them. Ilagin lifted his beaver cap still
+higher to Natasha and said, with a pleasant smile, that the young
+countess resembled Diana in her passion for the chase as well as in her
+beauty, of which he had heard much.
+
+To expiate his huntsman's offense, Ilagin pressed the Rostovs to come to
+an upland of his about a mile away which he usually kept for himself and
+which, he said, swarmed with hares. Nicholas agreed, and the hunt, now
+doubled, moved on.
+
+The way to Iligin's upland was across the fields. The hunt servants fell
+into line. The masters rode together. "Uncle," Rostov, and Ilagin kept
+stealthily glancing at one another's dogs, trying not to be observed by
+their companions and searching uneasily for rivals to their own borzois.
+
+Rostov was particularly struck by the beauty of a small, pure-bred, red-
+spotted bitch on Ilagin's leash, slender but with muscles like steel, a
+delicate muzzle, and prominent black eyes. He had heard of the swiftness
+of Ilagin's borzois, and in that beautiful bitch saw a rival to his own
+Milka.
+
+In the middle of a sober conversation begun by Ilagin about the year's
+harvest, Nicholas pointed to the red-spotted bitch.
+
+"A fine little bitch, that!" said he in a careless tone. "Is she swift?"
+
+"That one? Yes, she's a good dog, gets what she's after," answered
+Ilagin indifferently, of the red-spotted bitch Erza, for which, a year
+before, he had given a neighbor three families of house serfs. "So in
+your parts, too, the harvest is nothing to boast of, Count?" he went on,
+continuing the conversation they had begun. And considering it polite to
+return the young count's compliment, Ilagin looked at his borzois and
+picked out Milka who attracted his attention by her breadth. "That
+black-spotted one of yours is fine--well shaped!" said he.
+
+"Yes, she's fast enough," replied Nicholas, and thought: "If only a
+full-grown hare would cross the field now I'd show you what sort of
+borzoi she is," and turning to his groom, he said he would give a ruble
+to anyone who found a hare.
+
+"I don't understand," continued Ilagin, "how some sportsmen can be so
+jealous about game and dogs. For myself, I can tell you, Count, I enjoy
+riding in company such as this... what could be better?" (he again
+raised his cap to Natasha) "but as for counting skins and what one
+takes, I don't care about that."
+
+"Of course not!"
+
+"Or being upset because someone else's borzoi and not mine catches
+something. All I care about is to enjoy seeing the chase, is it not so,
+Count? For I consider that..."
+
+"A-tu!" came the long-drawn cry of one of the borzoi whippers-in, who
+had halted. He stood on a knoll in the stubble, holding his whip aloft,
+and again repeated his long-drawn cry, "A-tu!" (This call and the
+uplifted whip meant that he saw a sitting hare.)
+
+"Ah, he has found one, I think," said Ilagin carelessly. "Yes, we must
+ride up.... Shall we both course it?" answered Nicholas, seeing in Erza
+and "Uncle's" red Rugay two rivals he had never yet had a chance of
+pitting against his own borzois. "And suppose they outdo my Milka at
+once!" he thought as he rode with "Uncle" and Ilagin toward the hare.
+
+"A full-grown one?" asked Ilagin as he approached the whip who had
+sighted the hare--and not without agitation he looked round and whistled
+to Erza.
+
+"And you, Michael Nikanorovich?" he said, addressing "Uncle."
+
+The latter was riding with a sullen expression on his face.
+
+"How can I join in? Why, you've given a village for each of your
+borzois! That's it, come on! Yours are worth thousands. Try yours
+against one another, you two, and I'll look on!"
+
+"Rugay, hey, hey!" he shouted. "Rugayushka!" he added, involuntarily by
+this diminutive expressing his affection and the hopes he placed on this
+red borzoi. Natasha saw and felt the agitation the two elderly men and
+her brother were trying to conceal, and was herself excited by it.
+
+The huntsman stood halfway up the knoll holding up his whip and the
+gentlefolk rode up to him at a footpace; the hounds that were far off on
+the horizon turned away from the hare, and the whips, but not the
+gentlefolk, also moved away. All were moving slowly and sedately.
+
+"How is it pointing?" asked Nicholas, riding a hundred paces toward the
+whip who had sighted the hare.
+
+But before the whip could reply, the hare, scenting the frost coming
+next morning, was unable to rest and leaped up. The pack on leash rushed
+downhill in full cry after the hare, and from all sides the borzois that
+were not on leash darted after the hounds and the hare. All the hunt,
+who had been moving slowly, shouted, "Stop!" calling in the hounds,
+while the borzoi whips, with a cry of "A-tu!" galloped across the field
+setting the borzois on the hare. The tranquil Ilagin, Nicholas, Natasha,
+and "Uncle" flew, reckless of where and how they went, seeing only the
+borzois and the hare and fearing only to lose sight even for an instant
+of the chase. The hare they had started was a strong and swift one. When
+he jumped up he did not run at once, but pricked his ears listening to
+the shouting and trampling that resounded from all sides at once. He
+took a dozen bounds, not very quickly, letting the borzois gain on him,
+and, finally having chosen his direction and realized his danger, laid
+back his ears and rushed off headlong. He had been lying in the stubble,
+but in front of him was the autumn sowing where the ground was soft. The
+two borzois of the huntsman who had sighted him, having been the
+nearest, were the first to see and pursue him, but they had not gone far
+before Ilagin's red-spotted Erza passed them, got within a length, flew
+at the hare with terrible swiftness aiming at his scut, and, thinking
+she had seized him, rolled over like a ball. The hare arched his back
+and bounded off yet more swiftly. From behind Erza rushed the broad-
+haunched, black-spotted Milka and began rapidly gaining on the hare.
+
+"Milashka, dear!" rose Nicholas' triumphant cry. It looked as if Milka
+would immediately pounce on the hare, but she overtook him and flew
+past. The hare had squatted. Again the beautiful Erza reached him, but
+when close to the hare's scut paused as if measuring the distance, so as
+not to make a mistake this time but seize his hind leg.
+
+"Erza, darling!" Ilagin wailed in a voice unlike his own. Erza did not
+hearken to his appeal. At the very moment when she would have seized her
+prey, the hare moved and darted along the balk between the winter rye
+and the stubble. Again Erza and Milka were abreast, running like a pair
+of carriage horses, and began to overtake the hare, but it was easier
+for the hare to run on the balk and the borzois did not overtake him so
+quickly.
+
+"Rugay, Rugayushka! That's it, come on!" came a third voice just then,
+and "Uncle's" red borzoi, straining and curving its back, caught up with
+the two foremost borzois, pushed ahead of them regardless of the
+terrible strain, put on speed close to the hare, knocked it off the balk
+onto the ryefield, again put on speed still more viciously, sinking to
+his knees in the muddy field, and all one could see was how, muddying
+his back, he rolled over with the hare. A ring of borzois surrounded
+him. A moment later everyone had drawn up round the crowd of dogs. Only
+the delighted "Uncle" dismounted, and cut off a pad, shaking the hare
+for the blood to drip off, and anxiously glancing round with restless
+eyes while his arms and legs twitched. He spoke without himself knowing
+whom to or what about. "That's it, come on! That's a dog!... There, it
+has beaten them all, the thousand-ruble as well as the one-ruble
+borzois. That's it, come on!" said he, panting and looking wrathfully
+around as if he were abusing someone, as if they were all his enemies
+and had insulted him, and only now had he at last succeeded in
+justifying himself. "There are your thousand-ruble ones.... That's it,
+come on!..."
+
+"Rugay, here's a pad for you!" he said, throwing down the hare's muddy
+pad. "You've deserved it, that's it, come on!"
+
+"She'd tired herself out, she'd run it down three times by herself,"
+said Nicholas, also not listening to anyone and regardless of whether he
+were heard or not.
+
+"But what is there in running across it like that?" said Ilagin's groom.
+
+"Once she had missed it and turned it away, any mongrel could take it,"
+Ilagin was saying at the same time, breathless from his gallop and his
+excitement. At the same moment Natasha, without drawing breath, screamed
+joyously, ecstatically, and so piercingly that it set everyone's ear
+tingling. By that shriek she expressed what the others expressed by all
+talking at once, and it was so strange that she must herself have been
+ashamed of so wild a cry and everyone else would have been amazed at it
+at any other time. "Uncle" himself twisted up the hare, threw it neatly
+and smartly across his horse's back as if by that gesture he meant to
+rebuke everybody, and, with an air of not wishing to speak to anyone,
+mounted his bay and rode off. The others all followed, dispirited and
+shamefaced, and only much later were they able to regain their former
+affectation of indifference. For a long time they continued to look at
+red Rugay who, his arched back spattered with mud and clanking the ring
+of his leash, walked along just behind "Uncle's" horse with the serene
+air of a conqueror.
+
+"Well, I am like any other dog as long as it's not a question of
+coursing. But when it is, then look out!" his appearance seemed to
+Nicholas to be saying.
+
+When, much later, "Uncle" rode up to Nicholas and began talking to him,
+he felt flattered that, after what had happened, "Uncle" deigned to
+speak to him.
+
+
+
+
+CHAPTER VII
+
+Toward evening Ilagin took leave of Nicholas, who found that they were
+so far from home that he accepted "Uncle's" offer that the hunting party
+should spend the night in his little village of Mikhaylovna.
+
+"And if you put up at my house that will be better still. That's it,
+come on!" said "Uncle." "You see it's damp weather, and you could rest,
+and the little countess could be driven home in a trap."
+
+"Uncle's" offer was accepted. A huntsman was sent to Otradnoe for a
+trap, while Nicholas rode with Natasha and Petya to "Uncle's" house.
+
+Some five male domestic serfs, big and little, rushed out to the front
+porch to meet their master. A score of women serfs, old and young, as
+well as children, popped out from the back entrance to have a look at
+the hunters who were arriving. The presence of Natasha--a woman, a lady,
+and on horseback--raised the curiosity of the serfs to such a degree
+that many of them came up to her, stared her in the face, and unabashed
+by her presence made remarks about her as though she were some prodigy
+on show and not a human being able to hear or understand what was said
+about her.
+
+"Arinka! Look, she sits sideways! There she sits and her skirt
+dangles.... See, she's got a little hunting horn!"
+
+"Goodness gracious! See her knife?..."
+
+"Isn't she a Tartar!"
+
+"How is it you didn't go head over heels?" asked the boldest of all,
+addressing Natasha directly.
+
+"Uncle" dismounted at the porch of his little wooden house which stood
+in the midst of an overgrown garden and, after a glance at his
+retainers, shouted authoritatively that the superfluous ones should take
+themselves off and that all necessary preparations should be made to
+receive the guests and the visitors.
+
+The serfs all dispersed. "Uncle" lifted Natasha off her horse and taking
+her hand led her up the rickety wooden steps of the porch. The house,
+with its bare, unplastered log walls, was not overclean--it did not seem
+that those living in it aimed at keeping it spotless--but neither was it
+noticeably neglected. In the entry there was a smell of fresh apples,
+and wolf and fox skins hung about.
+
+"Uncle" led the visitors through the anteroom into a small hall with a
+folding table and red chairs, then into the drawing room with a round
+birchwood table and a sofa, and finally into his private room where
+there was a tattered sofa, a worn carpet, and portraits of Suvorov, of
+the host's father and mother, and of himself in military uniform. The
+study smelt strongly of tobacco and dogs. "Uncle" asked his visitors to
+sit down and make themselves at home, and then went out of the room.
+Rugay, his back still muddy, came into the room and lay down on the
+sofa, cleaning himself with his tongue and teeth. Leading from the study
+was a passage in which a partition with ragged curtains could be seen.
+From behind this came women's laughter and whispers. Natasha, Nicholas,
+and Petya took off their wraps and sat down on the sofa. Petya, leaning
+on his elbow, fell asleep at once. Natasha and Nicholas were silent.
+Their faces glowed, they were hungry and very cheerful. They looked at
+one another (now that the hunt was over and they were in the house,
+Nicholas no longer considered it necessary to show his manly superiority
+over his sister), Natasha gave him a wink, and neither refrained long
+from bursting into a peal of ringing laughter even before they had a
+pretext ready to account for it.
+
+After a while "Uncle" came in, in a Cossack coat, blue trousers, and
+small top boots. And Natasha felt that this costume, the very one she
+had regarded with surprise and amusement at Otradnoe, was just the right
+thing and not at all worse than a swallow-tail or frock coat. "Uncle"
+too was in high spirits and far from being offended by the brother's and
+sister's laughter (it could never enter his head that they might be
+laughing at his way of life) he himself joined in the merriment.
+
+"That's right, young countess, that's it, come on! I never saw anyone
+like her!" said he, offering Nicholas a pipe with a long stem and, with
+a practiced motion of three fingers, taking down another that had been
+cut short. "She's ridden all day like a man, and is as fresh as ever!"
+
+Soon after "Uncle's" reappearance the door was opened, evidently from
+the sound by a barefooted girl, and a stout, rosy, good-looking woman of
+about forty, with a double chin and full red lips, entered carrying a
+large loaded tray. With hospitable dignity and cordiality in her glance
+and in every motion, she looked at the visitors and, with a pleasant
+smile, bowed respectfully. In spite of her exceptional stoutness, which
+caused her to protrude her chest and stomach and throw back her head,
+this woman (who was "Uncle's" housekeeper) trod very lightly. She went
+to the table, set down the tray, and with her plump white hands deftly
+took from it the bottles and various hors d'oeuvres and dishes and
+arranged them on the table. When she had finished, she stepped aside and
+stopped at the door with a smile on her face. "Here I am. I am she! Now
+do you understand 'Uncle'?" her expression said to Rostov. How could one
+help understanding? Not only Nicholas, but even Natasha understood the
+meaning of his puckered brow and the happy complacent smile that
+slightly puckered his lips when Anisya Fedorovna entered. On the tray
+was a bottle of herb wine, different kinds of vodka, pickled mushrooms,
+rye cakes made with buttermilk, honey in the comb, still mead and
+sparkling mead, apples, nuts (raw and roasted), and nut-and-honey
+sweets. Afterwards she brought a freshly roasted chicken, ham, preserves
+made with honey, and preserves made with sugar.
+
+All this was the fruit of Anisya Fedorovna's housekeeping, gathered and
+prepared by her. The smell and taste of it all had a smack of Anisya
+Fedorovna herself: a savor of juiciness, cleanliness, whiteness, and
+pleasant smiles.
+
+"Take this, little Lady-Countess!" she kept saying, as she offered
+Natasha first one thing and then another.
+
+Natasha ate of everything and thought she had never seen or eaten such
+buttermilk cakes, such aromatic jam, such honey-and-nut sweets, or such
+a chicken anywhere. Anisya Fedorovna left the room.
+
+After supper, over their cherry brandy, Rostov and "Uncle" talked of
+past and future hunts, of Rugay and Ilagin's dogs, while Natasha sat
+upright on the sofa and listened with sparkling eyes. She tried several
+times to wake Petya that he might eat something, but he only muttered
+incoherent words without waking up. Natasha felt so lighthearted and
+happy in these novel surroundings that she only feared the trap would
+come for her too soon. After a casual pause, such as often occurs when
+receiving friends for the first time in one's own house, "Uncle,"
+answering a thought that was in his visitors' minds, said:
+
+"This, you see, is how I am finishing my days... Death will come. That's
+it, come on! Nothing will remain. Then why harm anyone?"
+
+"Uncle's" face was very significant and even handsome as he said this.
+Involuntarily Rostov recalled all the good he had heard about him from
+his father and the neighbors. Throughout the whole province "Uncle" had
+the reputation of being the most honorable and disinterested of cranks.
+They called him in to decide family disputes, chose him as executor,
+confided secrets to him, elected him to be a justice and to other posts;
+but he always persistently refused public appointments, passing the
+autumn and spring in the fields on his bay gelding, sitting at home in
+winter, and lying in his overgrown garden in summer.
+
+"Why don't you enter the service, Uncle?"
+
+"I did once, but gave it up. I am not fit for it. That's it, come on! I
+can't make head or tail of it. That's for you--I haven't brains enough.
+Now, hunting is another matter--that's it, come on! Open the door,
+there!" he shouted. "Why have you shut it?"
+
+The door at the end of the passage led to the huntsmen's room, as they
+called the room for the hunt servants.
+
+There was a rapid patter of bare feet, and an unseen hand opened the
+door into the huntsmen's room, from which came the clear sounds of a
+balalayka on which someone, who was evidently a master of the art, was
+playing. Natasha had been listening to those strains for some time and
+now went out into the passage to hear better.
+
+"That's Mitka, my coachman.... I have got him a good balalayka. I'm fond
+of it," said "Uncle."
+
+It was the custom for Mitka to play the balalayka in the huntsmen's room
+when "Uncle" returned from the chase. "Uncle" was fond of such music.
+
+"How good! Really very good!" said Nicholas with some unintentional
+superciliousness, as if ashamed to confess that the sounds pleased him
+very much.
+
+"Very good?" said Natasha reproachfully, noticing her brother's tone.
+"Not 'very good' it's simply delicious!"
+
+Just as "Uncle's" pickled mushrooms, honey, and cherry brandy had seemed
+to her the best in the world, so also that song, at that moment, seemed
+to her the acme of musical delight.
+
+"More, please, more!" cried Natasha at the door as soon as the balalayka
+ceased. Mitka tuned up afresh, and recommenced thrumming the balalayka
+to the air of My Lady, with trills and variations. "Uncle" sat
+listening, slightly smiling, with his head on one side. The air was
+repeated a hundred times. The balalayka was retuned several times and
+the same notes were thrummed again, but the listeners did not grow weary
+of it and wished to hear it again and again. Anisya Fedorovna came in
+and leaned her portly person against the doorpost.
+
+"You like listening?" she said to Natasha, with a smile extremely like
+"Uncle's." "That's a good player of ours," she added.
+
+"He doesn't play that part right!" said "Uncle" suddenly, with an
+energetic gesture. "Here he ought to burst out--that's it, come on!--
+ought to burst out."
+
+"Do you play then?" asked Natasha.
+
+"Uncle" did not answer, but smiled.
+
+"Anisya, go and see if the strings of my guitar are all right. I haven't
+touched it for a long time. That's it--come on! I've given it up."
+
+Anisya Fedorovna, with her light step, willingly went to fulfill her
+errand and brought back the guitar.
+
+Without looking at anyone, "Uncle" blew the dust off it and, tapping the
+case with his bony fingers, tuned the guitar and settled himself in his
+armchair. He took the guitar a little above the fingerboard, arching his
+left elbow with a somewhat theatrical gesture, and, with a wink at
+Anisya Fedorovna, struck a single chord, pure and sonorous, and then
+quietly, smoothly, and confidently began playing in very slow time, not
+My Lady, but the well-known song: Came a maiden down the street. The
+tune, played with precision and in exact time, began to thrill in the
+hearts of Nicholas and Natasha, arousing in them the same kind of sober
+mirth as radiated from Anisya Fedorovna's whole being. Anisya Fedorovna
+flushed, and drawing her kerchief over her face went laughing out of the
+room. "Uncle" continued to play correctly, carefully, with energetic
+firmness, looking with a changed and inspired expression at the spot
+where Anisya Fedorovna had just stood. Something seemed to be laughing a
+little on one side of his face under his gray mustaches, especially as
+the song grew brisker and the time quicker and when, here and there, as
+he ran his fingers over the strings, something seemed to snap.
+
+"Lovely, lovely! Go on, Uncle, go on!" shouted Natasha as soon as he had
+finished. She jumped up and hugged and kissed him. "Nicholas, Nicholas!"
+she said, turning to her brother, as if asking him: "What is it moves me
+so?"
+
+Nicholas too was greatly pleased by "Uncle's" playing, and "Uncle"
+played the piece over again. Anisya Fedorovna's smiling face reappeared
+in the doorway and behind hers other faces...
+
+
+Fetching water clear and sweet, Stop, dear maiden, I entreat--
+
+played "Uncle" once more, running his fingers skillfully over the
+strings, and then he stopped short and jerked his shoulders.
+
+"Go on, Uncle dear," Natasha wailed in an imploring tone as if her life
+depended on it.
+
+"Uncle" rose, and it was as if there were two men in him: one of them
+smiled seriously at the merry fellow, while the merry fellow struck a
+naive and precise attitude preparatory to a folk dance.
+
+"Now then, niece!" he exclaimed, waving to Natasha the hand that had
+just struck a chord.
+
+Natasha threw off the shawl from her shoulders, ran forward to face
+"Uncle," and setting her arms akimbo also made a motion with her
+shoulders and struck an attitude.
+
+Where, how, and when had this young countess, educated by an emigree
+French governess, imbibed from the Russian air she breathed that spirit
+and obtained that manner which the pas de chale * would, one would have
+supposed, long ago have effaced? But the spirit and the movements were
+those inimitable and unteachable Russian ones that "Uncle" had expected
+of her. As soon as she had struck her pose, and smiled triumphantly,
+proudly, and with sly merriment, the fear that had at first seized
+Nicholas and the others that she might not do the right thing was at an
+end, and they were already admiring her.
+
+
+* The French shawl dance.
+
+She did the right thing with such precision, such complete precision,
+that Anisya Fedorovna, who had at once handed her the handkerchief she
+needed for the dance, had tears in her eyes, though she laughed as she
+watched this slim, graceful countess, reared in silks and velvets and so
+different from herself, who yet was able to understand all that was in
+Anisya and in Anisya's father and mother and aunt, and in every Russian
+man and woman.
+
+"Well, little countess; that's it--come on!" cried "Uncle," with a
+joyous laugh, having finished the dance. "Well done, niece! Now a fine
+young fellow must be found as husband for you. That's it--come on!"
+
+"He's chosen already," said Nicholas smiling.
+
+"Oh?" said "Uncle" in surprise, looking inquiringly at Natasha, who
+nodded her head with a happy smile.
+
+"And such a one!" she said. But as soon as she had said it a new train
+of thoughts and feelings arose in her. "What did Nicholas' smile mean
+when he said 'chosen already'? Is he glad of it or not? It is as if he
+thought my Bolkonski would not approve of or understand our gaiety. But
+he would understand it all. Where is he now?" she thought, and her face
+suddenly became serious. But this lasted only a second. "Don't dare to
+think about it," she said to herself, and sat down again smilingly
+beside "Uncle," begging him to play something more.
+
+"Uncle" played another song and a valse; then after a pause he cleared
+his throat and sang his favorite hunting song:
+
+
+As 'twas growing dark last night Fell the snow so soft and light...
+
+"Uncle" sang as peasants sing, with full and naive conviction that the
+whole meaning of a song lies in the words and that the tune comes of
+itself, and that apart from the words there is no tune, which exists
+only to give measure to the words. As a result of this the unconsidered
+tune, like the song of a bird, was extraordinarily good. Natasha was in
+ecstasies over "Uncle's" singing. She resolved to give up learning the
+harp and to play only the guitar. She asked "Uncle" for his guitar and
+at once found the chords of the song.
+
+After nine o'clock two traps and three mounted men, who had been sent to
+look for them, arrived to fetch Natasha and Petya. The count and
+countess did not know where they were and were very anxious, said one of
+the men.
+
+Petya was carried out like a log and laid in the larger of the two
+traps. Natasha and Nicholas got into the other. "Uncle" wrapped Natasha
+up warmly and took leave of her with quite a new tenderness. He
+accompanied them on foot as far as the bridge that could not be crossed,
+so that they had to go round by the ford, and he sent huntsmen to ride
+in front with lanterns.
+
+"Good-bye, dear niece," his voice called out of the darkness--not the
+voice Natasha had known previously, but the one that had sung As 'twas
+growing dark last night.
+
+In the village through which they passed there were red lights and a
+cheerful smell of smoke.
+
+"What a darling Uncle is!" said Natasha, when they had come out onto the
+highroad.
+
+"Yes," returned Nicholas. "You're not cold?"
+
+"No. I'm quite, quite all right. I feel so comfortable!" answered
+Natasha, almost perplexed by her feelings. They remained silent a long
+while. The night was dark and damp. They could not see the horses, but
+only heard them splashing through the unseen mud.
+
+What was passing in that receptive childlike soul that so eagerly caught
+and assimilated all the diverse impressions of life? How did they all
+find place in her? But she was very happy. As they were nearing home she
+suddenly struck up the air of As 'twas growing dark last night--the tune
+of which she had all the way been trying to get and had at last caught.
+
+"Got it?" said Nicholas.
+
+"What were you thinking about just now, Nicholas?" inquired Natasha.
+
+They were fond of asking one another that question.
+
+"I?" said Nicholas, trying to remember. "Well, you see, first I thought
+that Rugay, the red hound, was like Uncle, and that if he were a man he
+would always keep Uncle near him, if not for his riding, then for his
+manner. What a good fellow Uncle is! Don't you think so?... Well, and
+you?"
+
+"I? Wait a bit, wait.... Yes, first I thought that we are driving along
+and imagining that we are going home, but that heaven knows where we are
+really going in the darkness, and that we shall arrive and suddenly find
+that we are not in Otradnoe, but in Fairyland. And then I thought... No,
+nothing else."
+
+"I know, I expect you thought of him," said Nicholas, smiling as Natasha
+knew by the sound of his voice.
+
+"No," said Natasha, though she had in reality been thinking about Prince
+Andrew at the same time as of the rest, and of how he would have liked
+"Uncle." "And then I was saying to myself all the way, 'How well Anisya
+carried herself, how well!'" And Nicholas heard her spontaneous, happy,
+ringing laughter. "And do you know," she suddenly said, "I know that I
+shall never again be as happy and tranquil as I am now."
+
+"Rubbish, nonsense, humbug!" exclaimed Nicholas, and he thought: "How
+charming this Natasha of mine is! I have no other friend like her and
+never shall have. Why should she marry? We might always drive about
+together!"
+
+"What a darling this Nicholas of mine is!" thought Natasha.
+
+"Ah, there are still lights in the drawing-room!" she said, pointing to
+the windows of the house that gleamed invitingly in the moist velvety
+darkness of the night.
+
+
+
+
+CHAPTER VIII
+
+Count Ilya Rostov had resigned the position of Marshal of the Nobility
+because it involved him in too much expense, but still his affairs did
+not improve. Natasha and Nicholas often noticed their parents conferring
+together anxiously and privately and heard suggestions of selling the
+fine ancestral Rostov house and estate near Moscow. It was not necessary
+to entertain so freely as when the count had been Marshal, and life at
+Otradnoe was quieter than in former years, but still the enormous house
+and its lodges were full of people and more than twenty sat down to
+table every day. These were all their own people who had settled down in
+the house almost as members of the family, or persons who were, it
+seemed, obliged to live in the count's house. Such were Dimmler the
+musician and his wife, Vogel the dancing master and his family, Belova,
+an old maiden lady, an inmate of the house, and many others such as
+Petya's tutors, the girls' former governess, and other people who simply
+found it preferable and more advantageous to live in the count's house
+than at home. They had not as many visitors as before, but the old
+habits of life without which the count and countess could not conceive
+of existence remained unchanged. There was still the hunting
+establishment which Nicholas had even enlarged, the same fifty horses
+and fifteen grooms in the stables, the same expensive presents and
+dinner parties to the whole district on name days; there were still the
+count's games of whist and boston, at which--spreading out his cards so
+that everybody could see them--he let himself be plundered of hundreds
+of rubles every day by his neighbors, who looked upon an opportunity to
+play a rubber with Count Rostov as a most profitable source of income.
+
+The count moved in his affairs as in a huge net, trying not to believe
+that he was entangled but becoming more and more so at every step, and
+feeling too feeble to break the meshes or to set to work carefully and
+patiently to disentangle them. The countess, with her loving heart, felt
+that her children were being ruined, that it was not the count's fault
+for he could not help being what he was--that (though he tried to hide
+it) he himself suffered from the consciousness of his own and his
+children's ruin, and she tried to find means of remedying the position.
+From her feminine point of view she could see only one solution, namely,
+for Nicholas to marry a rich heiress. She felt this to be their last
+hope and that if Nicholas refused the match she had found for him, she
+would have to abandon the hope of ever getting matters right. This match
+was with Julie Karagina, the daughter of excellent and virtuous parents,
+a girl the Rostovs had known from childhood, and who had now become a
+wealthy heiress through the death of the last of her brothers.
+
+The countess had written direct to Julie's mother in Moscow suggesting a
+marriage between their children and had received a favorable answer from
+her. Karagina had replied that for her part she was agreeable, and
+everything depend on her daughter's inclination. She invited Nicholas to
+come to Moscow.
+
+Several times the countess, with tears in her eyes, told her son that
+now both her daughters were settled, her only wish was to see him
+married. She said she could lie down in her grave peacefully if that
+were accomplished. Then she told him that she knew of a splendid girl
+and tried to discover what he thought about marriage.
+
+At other times she praised Julie to him and advised him to go to Moscow
+during the holidays to amuse himself. Nicholas guessed what his mother's
+remarks were leading to and during one of these conversations induced
+her to speak quite frankly. She told him that her only hope of getting
+their affairs disentangled now lay in his marrying Julie Karagina.
+
+"But, Mamma, suppose I loved a girl who has no fortune, would you expect
+me to sacrifice my feelings and my honor for the sake of money?" he
+asked his mother, not realizing the cruelty of his question and only
+wishing to show his noble-mindedness.
+
+"No, you have not understood me," said his mother, not knowing how to
+justify herself. "You have not understood me, Nikolenka. It is your
+happiness I wish for," she added, feeling that she was telling an
+untruth and was becoming entangled. She began to cry.
+
+"Mamma, don't cry! Only tell me that you wish it, and you know I will
+give my life, anything, to put you at ease," said Nicholas. "I would
+sacrifice anything for you--even my feelings."
+
+But the countess did not want the question put like that: she did not
+want a sacrifice from her son, she herself wished to make a sacrifice
+for him.
+
+"No, you have not understood me, don't let us talk about it," she
+replied, wiping away her tears.
+
+"Maybe I do love a poor girl," said Nicholas to himself. "Am I to
+sacrifice my feelings and my honor for money? I wonder how Mamma could
+speak so to me. Because Sonya is poor I must not love her," he thought,
+"must not respond to her faithful, devoted love? Yet I should certainly
+be happier with her than with some doll-like Julie. I can always
+sacrifice my feelings for my family's welfare," he said to himself, "but
+I can't coerce my feelings. If I love Sonya, that feeling is for me
+stronger and higher than all else."
+
+Nicholas did not go to Moscow, and the countess did not renew the
+conversation with him about marriage. She saw with sorrow, and sometimes
+with exasperation, symptoms of a growing attachment between her son and
+the portionless Sonya. Though she blamed herself for it, she could not
+refrain from grumbling at and worrying Sonya, often pulling her up
+without reason, addressing her stiffly as "my dear," and using the
+formal "you" instead of the intimate "thou" in speaking to her. The
+kindhearted countess was the more vexed with Sonya because that poor,
+dark-eyed niece of hers was so meek, so kind, so devotedly grateful to
+her benefactors, and so faithfully, unchangingly, and unselfishly in
+love with Nicholas, that there were no grounds for finding fault with
+her.
+
+Nicholas was spending the last of his leave at home. A fourth letter had
+come from Prince Andrew, from Rome, in which he wrote that he would have
+been on his way back to Russia long ago had not his wound unexpectedly
+reopened in the warm climate, which obliged him to defer his return till
+the beginning of the new year. Natasha was still as much in love with
+her betrothed, found the same comfort in that love, and was still as
+ready to throw herself into all the pleasures of life as before; but at
+the end of the fourth month of their separation she began to have fits
+of depression which she could not master. She felt sorry for herself:
+sorry that she was being wasted all this time and of no use to anyone--
+while she felt herself so capable of loving and being loved.
+
+Things were not cheerful in the Rostovs' home.
+
+
+
+
+CHAPTER IX
+
+Christmas came and except for the ceremonial Mass, the solemn and
+wearisome Christmas congratulations from neighbors and servants, and the
+new dresses everyone put on, there were no special festivities, though
+the calm frost of twenty degrees Reaumur, the dazzling sunshine by day,
+and the starlight of the winter nights seemed to call for some special
+celebration of the season.
+
+On the third day of Christmas week, after the midday dinner, all the
+inmates of the house dispersed to various rooms. It was the dullest time
+of the day. Nicholas, who had been visiting some neighbors that morning,
+was asleep on the sitting-room sofa. The old count was resting in his
+study. Sonya sat in the drawing room at the round table, copying a
+design for embroidery. The countess was playing patience. Nastasya
+Ivanovna the buffoon sat with a sad face at the window with two old
+ladies. Natasha came into the room, went up to Sonya, glanced at what
+she was doing, and then went up to her mother and stood without
+speaking.
+
+"Why are you wandering about like an outcast?" asked her mother. "What
+do you want?"
+
+"Him... I want him... now, this minute! I want him!" said Natasha, with
+glittering eyes and no sign of a smile.
+
+The countess lifted her head and looked attentively at her daughter.
+
+"Don't look at me, Mamma! Don't look; I shall cry directly."
+
+"Sit down with me a little," said the countess.
+
+"Mamma, I want him. Why should I be wasted like this, Mamma?"
+
+Her voice broke, tears gushed from her eyes, and she turned quickly to
+hide them and left the room.
+
+She passed into the sitting room, stood there thinking awhile, and then
+went into the maids' room. There an old maidservant was grumbling at a
+young girl who stood panting, having just run in through the cold from
+the serfs' quarters.
+
+"Stop playing--there's a time for everything," said the old woman.
+
+"Let her alone, Kondratevna," said Natasha. "Go, Mavrushka, go."
+
+Having released Mavrushka, Natasha crossed the dancing hall and went to
+the vestibule. There an old footman and two young ones were playing
+cards. They broke off and rose as she entered.
+
+"What can I do with them?" thought Natasha.
+
+"Oh, Nikita, please go... where can I send him?... Yes, go to the yard
+and fetch a fowl, please, a cock, and you, Misha, bring me some oats."
+
+"Just a few oats?" said Misha, cheerfully and readily.
+
+"Go, go quickly," the old man urged him.
+
+"And you, Theodore, get me a piece of chalk."
+
+On her way past the butler's pantry she told them to set a samovar,
+though it was not at all the time for tea.
+
+Foka, the butler, was the most ill-tempered person in the house. Natasha
+liked to test her power over him. He distrusted the order and asked
+whether the samovar was really wanted.
+
+"Oh dear, what a young lady!" said Foka, pretending to frown at Natasha.
+
+No one in the house sent people about or gave them as much trouble as
+Natasha did. She could not see people unconcernedly, but had to send
+them on some errand. She seemed to be trying whether any of them would
+get angry or sulky with her; but the serfs fulfilled no one's orders so
+readily as they did hers. "What can I do, where can I go?" thought she,
+as she went slowly along the passage.
+
+"Nastasya Ivanovna, what sort of children shall I have?" she asked the
+buffoon, who was coming toward her in a woman's jacket.
+
+"Why, fleas, crickets, grasshoppers," answered the buffoon.
+
+"O Lord, O Lord, it's always the same! Oh, where am I to go? What am I
+to do with myself?" And tapping with her heels, she ran quickly upstairs
+to see Vogel and his wife who lived on the upper story.
+
+Two governesses were sitting with the Vogels at a table, on which were
+plates of raisins, walnuts, and almonds. The governesses were discussing
+whether it was cheaper to live in Moscow or Odessa. Natasha sat down,
+listened to their talk with a serious and thoughtful air, and then got
+up again.
+
+"The island of Madagascar," she said, "Ma-da-gas-car," she repeated,
+articulating each syllable distinctly, and, not replying to Madame
+Schoss who asked her what she was saying, she went out of the room.
+
+Her brother Petya was upstairs too; with the man in attendance on him he
+was preparing fireworks to let off that night.
+
+"Petya! Petya!" she called to him. "Carry me downstairs."
+
+Petya ran up and offered her his back. She jumped on it, putting her
+arms round his neck, and he pranced along with her.
+
+"No, don't... the island of Madagascar!" she said, and jumping off his
+back she went downstairs.
+
+Having as it were reviewed her kingdom, tested her power, and made sure
+that everyone was submissive, but that all the same it was dull, Natasha
+betook herself to the ballroom, picked up her guitar, sat down in a dark
+corner behind a bookcase, and began to run her fingers over the strings
+in the bass, picking out a passage she recalled from an opera she had
+heard in Petersburg with Prince Andrew. What she drew from the guitar
+would have had no meaning for other listeners, but in her imagination a
+whole series of reminiscences arose from those sounds. She sat behind
+the bookcase with her eyes fixed on a streak of light escaping from the
+pantry door and listened to herself and pondered. She was in a mood for
+brooding on the past.
+
+Sonya passed to the pantry with a glass in her hand. Natasha glanced at
+her and at the crack in the pantry door, and it seemed to her that she
+remembered the light falling through that crack once before and Sonya
+passing with a glass in her hand. "Yes it was exactly the same," thought
+Natasha.
+
+"Sonya, what is this?" she cried, twanging a thick string.
+
+"Oh, you are there!" said Sonya with a start, and came near and
+listened. "I don't know. A storm?" she ventured timidly, afraid of being
+wrong.
+
+"There! That's just how she started and just how she came up smiling
+timidly when all this happened before," thought Natasha, "and in just
+the same way I thought there was something lacking in her."
+
+"No, it's the chorus from The Water-Carrier, listen!" and Natasha sang
+the air of the chorus so that Sonya should catch it. "Where were you
+going?" she asked.
+
+"To change the water in this glass. I am just finishing the design."
+
+"You always find something to do, but I can't," said Natasha. "And
+where's Nicholas?"
+
+"Asleep, I think."
+
+"Sonya, go and wake him," said Natasha. "Tell him I want him to come and
+sing."
+
+She sat awhile, wondering what the meaning of it all having happened
+before could be, and without solving this problem, or at all regretting
+not having done so, she again passed in fancy to the time when she was
+with him and he was looking at her with a lover's eyes.
+
+"Oh, if only he would come quicker! I am so afraid it will never be!
+And, worst of all, I am growing old--that's the thing! There won't then
+be in me what there is now. But perhaps he'll come today, will come
+immediately. Perhaps he has come and is sitting in the drawing room.
+Perhaps he came yesterday and I have forgotten it." She rose, put down
+the guitar, and went to the drawing room.
+
+All the domestic circle, tutors, governesses, and guests, were already
+at the tea table. The servants stood round the table--but Prince Andrew
+was not there and life was going on as before.
+
+"Ah, here she is!" said the old count, when he saw Natasha enter. "Well,
+sit down by me." But Natasha stayed by her mother and glanced round as
+if looking for something.
+
+"Mamma!" she muttered, "give him to me, give him, Mamma, quickly,
+quickly!" and she again had difficulty in repressing her sobs.
+
+She sat down at the table and listened to the conversation between the
+elders and Nicholas, who had also come to the table. "My God, my God!
+The same faces, the same talk, Papa holding his cup and blowing in the
+same way!" thought Natasha, feeling with horror a sense of repulsion
+rising up in her for the whole household, because they were always the
+same.
+
+After tea, Nicholas, Sonya, and Natasha went to the sitting room, to
+their favorite corner where their most intimate talks always began.
+
+
+
+
+CHAPTER X
+
+"Does it ever happen to you," said Natasha to her brother, when they
+settled down in the sitting room, "does it ever happen to you to feel as
+if there were nothing more to come--nothing; that everything good is
+past? And to feel not exactly dull, but sad?"
+
+"I should think so!" he replied. "I have felt like that when everything
+was all right and everyone was cheerful. The thought has come into my
+mind that I was already tired of it all, and that we must all die. Once
+in the regiment I had not gone to some merrymaking where there was
+music... and suddenly I felt so depressed..."
+
+"Oh yes, I know, I know, I know!" Natasha interrupted him. "When I was
+quite little that used to be so with me. Do you remember when I was
+punished once about some plums? You were all dancing, and I sat sobbing
+in the schoolroom? I shall never forget it: I felt sad and sorry for
+everyone, for myself, and for everyone. And I was innocent--that was the
+chief thing," said Natasha. "Do you remember?"
+
+"I remember," answered Nicholas. "I remember that I came to you
+afterwards and wanted to comfort you, but do you know, I felt ashamed
+to. We were terribly absurd. I had a funny doll then and wanted to give
+it to you. Do you remember?"
+
+"And do you remember," Natasha asked with a pensive smile, "how once,
+long, long ago, when we were quite little, Uncle called us into the
+study--that was in the old house--and it was dark--we went in and
+suddenly there stood..."
+
+"A Negro," chimed in Nicholas with a smile of delight. "Of course I
+remember. Even now I don't know whether there really was a Negro, or if
+we only dreamed it or were told about him."
+
+"He was gray, you remember, and had white teeth, and stood and looked at
+us..."
+
+"Sonya, do you remember?" asked Nicholas.
+
+"Yes, yes, I do remember something too," Sonya answered timidly.
+
+"You know I have asked Papa and Mamma about that Negro," said Natasha,
+"and they say there was no Negro at all. But you see, you remember!"
+
+"Of course I do, I remember his teeth as if I had just seen them."
+
+"How strange it is! It's as if it were a dream! I like that."
+
+"And do you remember how we rolled hard-boiled eggs in the ballroom, and
+suddenly two old women began spinning round on the carpet? Was that real
+or not? Do you remember what fun it was?"
+
+"Yes, and you remember how Papa in his blue overcoat fired a gun in the
+porch?"
+
+So they went through their memories, smiling with pleasure: not the sad
+memories of old age, but poetic, youthful ones--those impressions of
+one's most distant past in which dreams and realities blend--and they
+laughed with quiet enjoyment.
+
+Sonya, as always, did not quite keep pace with them, though they shared
+the same reminiscences.
+
+Much that they remembered had slipped from her mind, and what she
+recalled did not arouse the same poetic feeling as they experienced. She
+simply enjoyed their pleasure and tried to fit in with it.
+
+She only really took part when they recalled Sonya's first arrival. She
+told them how afraid she had been of Nicholas because he had on a corded
+jacket and her nurse had told her that she, too, would be sewn up with
+cords.
+
+"And I remember their telling me that you had been born under a
+cabbage," said Natasha, "and I remember that I dared not disbelieve it
+then, but knew that it was not true, and I felt so uncomfortable."
+
+While they were talking a maid thrust her head in at the other door of
+the sitting room.
+
+"They have brought the cock, Miss," she said in a whisper.
+
+"It isn't wanted, Petya. Tell them to take it away," replied Natasha.
+
+In the middle of their talk in the sitting room, Dimmler came in and
+went up to the harp that stood there in a corner. He took off its cloth
+covering, and the harp gave out a jarring sound.
+
+"Mr. Dimmler, please play my favorite nocturne by Field," came the old
+countess' voice from the drawing room.
+
+Dimmler struck a chord and, turning to Natasha, Nicholas, and Sonya,
+remarked: "How quiet you young people are!"
+
+"Yes, we're philosophizing," said Natasha, glancing round for a moment
+and then continuing the conversation. They were now discussing dreams.
+
+Dimmler began to play; Natasha went on tiptoe noiselessly to the table,
+took up a candle, carried it out, and returned, seating herself quietly
+in her former place. It was dark in the room especially where they were
+sitting on the sofa, but through the big windows the silvery light of
+the full moon fell on the floor. Dimmler had finished the piece but
+still sat softly running his fingers over the strings, evidently
+uncertain whether to stop or to play something else.
+
+"Do you know," said Natasha in a whisper, moving closer to Nicholas and
+Sonya, "that when one goes on and on recalling memories, one at last
+begins to remember what happened before one was in the world..."
+
+"That is metempsychosis," said Sonya, who had always learned well, and
+remembered everything. "The Egyptians believed that our souls have lived
+in animals, and will go back into animals again."
+
+"No, I don't believe we ever were in animals," said Natasha, still in a
+whisper though the music had ceased. "But I am certain that we were
+angels somewhere there, and have been here, and that is why we
+remember...."
+
+"May I join you?" said Dimmler who had come up quietly, and he sat down
+by them.
+
+"If we have been angels, why have we fallen lower?" said Nicholas. "No,
+that can't be!"
+
+"Not lower, who said we were lower?... How do I know what I was before?"
+Natasha rejoined with conviction. "The soul is immortal--well then, if I
+shall always live I must have lived before, lived for a whole eternity."
+
+"Yes, but it is hard for us to imagine eternity," remarked Dimmler, who
+had joined the young folk with a mildly condescending smile but now
+spoke as quietly and seriously as they.
+
+"Why is it hard to imagine eternity?" said Natasha. "It is now today,
+and it will be tomorrow, and always; and there was yesterday, and the
+day before..."
+
+"Natasha! Now it's your turn. Sing me something," they heard the
+countess say. "Why are you sitting there like conspirators?"
+
+"Mamma, I don't at all want to," replied Natasha, but all the same she
+rose.
+
+None of them, not even the middle-aged Dimmler, wanted to break off
+their conversation and quit that corner in the sitting room, but Natasha
+got up and Nicholas sat down at the clavichord. Standing as usual in the
+middle of the hall and choosing the place where the resonance was best,
+Natasha began to sing her mother's favorite song.
+
+She had said she did not want to sing, but it was long since she had
+sung, and long before she again sang, as she did that evening. The
+count, from his study where he was talking to Mitenka, heard her and,
+like a schoolboy in a hurry to run out to play, blundered in his talk
+while giving orders to the steward, and at last stopped, while Mitenka
+stood in front of him also listening and smiling. Nicholas did not take
+his eyes off his sister and drew breath in time with her. Sonya, as she
+listened, thought of the immense difference there was between herself
+and her friend, and how impossible it was for her to be anything like as
+bewitching as her cousin. The old countess sat with a blissful yet sad
+smile and with tears in her eyes, occasionally shaking her head. She
+thought of Natasha and of her own youth, and of how there was something
+unnatural and dreadful in this impending marriage of Natasha and Prince
+Andrew.
+
+Dimmler, who had seated himself beside the countess, listened with
+closed eyes.
+
+"Ah, Countess," he said at last, "that's a European talent, she has
+nothing to learn--what softness, tenderness, and strength...."
+
+"Ah, how afraid I am for her, how afraid I am!" said the countess, not
+realizing to whom she was speaking. Her maternal instinct told her that
+Natasha had too much of something, and that because of this she would
+not be happy. Before Natasha had finished singing, fourteen-year-old
+Petya rushed in delightedly, to say that some mummers had arrived.
+
+Natasha stopped abruptly.
+
+"Idiot!" she screamed at her brother and, running to a chair, threw
+herself on it, sobbing so violently that she could not stop for a long
+time.
+
+"It's nothing, Mamma, really it's nothing; only Petya startled me," she
+said, trying to smile, but her tears still flowed and sobs still choked
+her.
+
+The mummers (some of the house serfs) dressed up as bears, Turks,
+innkeepers, and ladies--frightening and funny--bringing in with them the
+cold from outside and a feeling of gaiety, crowded, at first timidly,
+into the anteroom, then hiding behind one another they pushed into the
+ballroom where, shyly at first and then more and more merrily and
+heartily, they started singing, dancing, and playing Christmas games.
+The countess, when she had identified them and laughed at their
+costumes, went into the drawing room. The count sat in the ballroom,
+smiling radiantly and applauding the players. The young people had
+disappeared.
+
+Half an hour later there appeared among the other mummers in the
+ballroom an old lady in a hooped skirt--this was Nicholas. A Turkish
+girl was Petya. A clown was Dimmler. An hussar was Natasha, and a
+Circassian was Sonya with burnt-cork mustache and eyebrows.
+
+After the condescending surprise, nonrecognition, and praise, from those
+who were not themselves dressed up, the young people decided that their
+costumes were so good that they ought to be shown elsewhere.
+
+Nicholas, who, as the roads were in splendid condition, wanted to take
+them all for a drive in his troyka, proposed to take with them about a
+dozen of the serf mummers and drive to "Uncle's."
+
+"No, why disturb the old fellow?" said the countess. "Besides, you
+wouldn't have room to turn round there. If you must go, go to the
+Melyukovs'."
+
+Melyukova was a widow, who, with her family and their tutors and
+governesses, lived three miles from the Rostovs.
+
+"That's right, my dear," chimed in the old count, thoroughly aroused.
+"I'll dress up at once and go with them. I'll make Pashette open her
+eyes."
+
+But the countess would not agree to his going; he had had a bad leg all
+these last days. It was decided that the count must not go, but that if
+Louisa Ivanovna (Madame Schoss) would go with them, the young ladies
+might go to the Melyukovs', Sonya, generally so timid and shy, more
+urgently than anyone begging Louisa Ivanovna not to refuse.
+
+Sonya's costume was the best of all. Her mustache and eyebrows were
+extraordinarily becoming. Everyone told her she looked very handsome,
+and she was in a spirited and energetic mood unusual with her. Some
+inner voice told her that now or never her fate would be decided, and in
+her male attire she seemed quite a different person. Louisa Ivanovna
+consented to go, and in half an hour four troyka sleighs with large and
+small bells, their runners squeaking and whistling over the frozen snow,
+drove up to the porch.
+
+Natasha was foremost in setting a merry holiday tone, which, passing
+from one to another, grew stronger and reached its climax when they all
+came out into the frost and got into the sleighs, talking, calling to
+one another, laughing, and shouting.
+
+Two of the troykas were the usual household sleighs, the third was the
+old count's with a trotter from the Orlov stud as shaft horse, the
+fourth was Nicholas' own with a short shaggy black shaft horse.
+Nicholas, in his old lady's dress over which he had belted his hussar
+overcoat, stood in the middle of the sleigh, reins in hand.
+
+It was so light that he could see the moonlight reflected from the metal
+harness disks and from the eyes of the horses, who looked round in alarm
+at the noisy party under the shadow of the porch roof.
+
+Natasha, Sonya, Madame Schoss, and two maids got into Nicholas' sleigh;
+Dimmler, his wife, and Petya, into the old count's, and the rest of the
+mummers seated themselves in the other two sleighs.
+
+"You go ahead, Zakhar!" shouted Nicholas to his father's coachman,
+wishing for a chance to race past him.
+
+The old count's troyka, with Dimmler and his party, started forward,
+squeaking on its runners as though freezing to the snow, its deep-toned
+bell clanging. The side horses, pressing against the shafts of the
+middle horse, sank in the snow, which was dry and glittered like sugar,
+and threw it up.
+
+Nicholas set off, following the first sleigh; behind him the others
+moved noisily, their runners squeaking. At first they drove at a steady
+trot along the narrow road. While they drove past the garden the shadows
+of the bare trees often fell across the road and hid the brilliant
+moonlight, but as soon as they were past the fence, the snowy plain
+bathed in moonlight and motionless spread out before them glittering
+like diamonds and dappled with bluish shadows. Bang, bang! went the
+first sleigh over a cradle hole in the snow of the road, and each of the
+other sleighs jolted in the same way, and rudely breaking the frost-
+bound stillness, the troykas began to speed along the road, one after
+the other.
+
+"A hare's track, a lot of tracks!" rang out Natasha's voice through the
+frost-bound air.
+
+"How light it is, Nicholas!" came Sonya's voice.
+
+Nicholas glanced round at Sonya, and bent down to see her face closer.
+Quite a new, sweet face with black eyebrows and mustaches peeped up at
+him from her sable furs--so close and yet so distant--in the moonlight.
+
+"That used to be Sonya," thought he, and looked at her closer and
+smiled.
+
+"What is it, Nicholas?"
+
+"Nothing," said he and turned again to the horses.
+
+When they came out onto the beaten highroad--polished by sleigh runners
+and cut up by rough-shod hoofs, the marks of which were visible in the
+moonlight--the horses began to tug at the reins of their own accord and
+increased their pace. The near side horse, arching his head and breaking
+into a short canter, tugged at his traces. The shaft horse swayed from
+side to side, moving his ears as if asking: "Isn't it time to begin
+now?" In front, already far ahead the deep bell of the sleigh ringing
+farther and farther off, the black horses driven by Zakhar could be
+clearly seen against the white snow. From that sleigh one could hear the
+shouts, laughter, and voices of the mummers.
+
+"Gee up, my darlings!" shouted Nicholas, pulling the reins to one side
+and flourishing the whip.
+
+It was only by the keener wind that met them and the jerks given by the
+side horses who pulled harder--ever increasing their gallop--that one
+noticed how fast the troyka was flying. Nicholas looked back. With
+screams squeals, and waving of whips that caused even the shaft horses
+to gallop--the other sleighs followed. The shaft horse swung steadily
+beneath the bow over its head, with no thought of slackening pace and
+ready to put on speed when required.
+
+Nicholas overtook the first sleigh. They were driving downhill and
+coming out upon a broad trodden track across a meadow, near a river.
+
+"Where are we?" thought he. "It's the Kosoy meadow, I suppose. But no--
+this is something new I've never seen before. This isn't the Kosoy
+meadow nor the Demkin hill, and heaven only knows what it is! It is
+something new and enchanted. Well, whatever it may be..." And shouting
+to his horses, he began to pass the first sleigh.
+
+Zakhar held back his horses and turned his face, which was already
+covered with hoarfrost to his eyebrows.
+
+Nicholas gave the horses the rein, and Zakhar, stretching out his arms,
+clucked his tongue and let his horses go.
+
+"Now, look out, master!" he cried.
+
+Faster still the two troykas flew side by side, and faster moved the
+feet of the galloping side horses. Nicholas began to draw ahead. Zakhar,
+while still keeping his arms extended, raised one hand with the reins.
+
+"No you won't, master!" he shouted.
+
+Nicholas put all his horses to a gallop and passed Zakhar. The horses
+showered the fine dry snow on the faces of those in the sleigh--beside
+them sounded quick ringing bells and they caught confused glimpses of
+swiftly moving legs and the shadows of the troyka they were passing. The
+whistling sound of the runners on the snow and the voices of girls
+shrieking were heard from different sides.
+
+Again checking his horses, Nicholas looked around him. They were still
+surrounded by the magic plain bathed in moonlight and spangled with
+stars.
+
+"Zakhar is shouting that I should turn to the left, but why to the
+left?" thought Nicholas. "Are we getting to the Melyukovs'? Is this
+Melyukovka? Heaven only knows where we are going, and heaven knows what
+is happening to us--but it is very strange and pleasant whatever it is."
+And he looked round in the sleigh.
+
+"Look, his mustache and eyelashes are all white!" said one of the
+strange, pretty, unfamiliar people--the one with fine eyebrows and
+mustache.
+
+"I think this used to be Natasha," thought Nicholas, "and that was
+Madame Schoss, but perhaps it's not, and this Circassian with the
+mustache I don't know, but I love her."
+
+"Aren't you cold?" he asked.
+
+They did not answer but began to laugh. Dimmler from the sleigh behind
+shouted something--probably something funny--but they could not make out
+what he said.
+
+"Yes, yes!" some voices answered, laughing.
+
+"But here was a fairy forest with black moving shadows, and a glitter of
+diamonds and a flight of marble steps and the silver roofs of fairy
+buildings and the shrill yells of some animals. And if this is really
+Melyukovka, it is still stranger that we drove heaven knows where and
+have come to Melyukovka," thought Nicholas.
+
+It really was Melyukovka, and maids and footmen with merry faces came
+running, out to the porch carrying candles.
+
+"Who is it?" asked someone in the porch.
+
+"The mummers from the count's. I know by the horses," replied some
+voices.
+
+
+
+
+CHAPTER XI
+
+Pelageya Danilovna Melyukova, a broadly built, energetic woman wearing
+spectacles, sat in the drawing room in a loose dress, surrounded by her
+daughters whom she was trying to keep from feeling dull. They were
+quietly dropping melted wax into snow and looking at the shadows the wax
+figures would throw on the wall, when they heard the steps and voices of
+new arrivals in the vestibule.
+
+Hussars, ladies, witches, clowns, and bears, after clearing their
+throats and wiping the hoarfrost from their faces in the vestibule, came
+into the ballroom where candles were hurriedly lighted. The clown--
+Dimmler--and the lady--Nicholas--started a dance. Surrounded by the
+screaming children the mummers, covering their faces and disguising
+their voices, bowed to their hostess and arranged themselves about the
+room.
+
+"Dear me! there's no recognizing them! And Natasha! See whom she looks
+like! She really reminds me of somebody. But Herr Dimmler--isn't he
+good! I didn't know him! And how he dances. Dear me, there's a
+Circassian. Really, how becoming it is to dear Sonya. And who is that?
+Well, you have cheered us up! Nikita and Vanya--clear away the tables!
+And we were sitting so quietly. Ha, ha, ha!... The hussar, the hussar!
+Just like a boy! And the legs!... I can't look at him..." different
+voices were saying.
+
+Natasha, the young Melyukovs' favorite, disappeared with them into the
+back rooms where a cork and various dressing gowns and male garments
+were called for and received from the footman by bare girlish arms from
+behind the door. Ten minutes later, all the young Melyukovs joined the
+mummers.
+
+Pelageya Danilovna, having given orders to clear the rooms for the
+visitors and arranged about refreshments for the gentry and the serfs,
+went about among the mummers without removing her spectacles, peering
+into their faces with a suppressed smile and failing to recognize any of
+them. It was not merely Dimmler and the Rostovs she failed to recognize,
+she did not even recognize her own daughters, or her late husband's,
+dressing gowns and uniforms, which they had put on.
+
+"And who is this?" she asked her governess, peering into the face of her
+own daughter dressed up as a Kazan-Tartar. "I suppose it is one of the
+Rostovs! Well, Mr. Hussar, and what regiment do you serve in?" she asked
+Natasha. "Here, hand some fruit jelly to the Turk!" she ordered the
+butler who was handing things round. "That's not forbidden by his law."
+
+Sometimes, as she looked at the strange but amusing capers cut by the
+dancers, who--having decided once for all that being disguised, no one
+would recognize them--were not at all shy, Pelageya Danilovna hid her
+face in her handkerchief, and her whole stout body shook with
+irrepressible, kindly, elderly laughter.
+
+"My little Sasha! Look at Sasha!" she said.
+
+After Russian country dances and chorus dances, Pelageya Danilovna made
+the serfs and gentry join in one large circle: a ring, a string, and a
+silver ruble were fetched and they all played games together.
+
+In an hour, all the costumes were crumpled and disordered. The corked
+eyebrows and mustaches were smeared over the perspiring, flushed, and
+merry faces. Pelageya Danilovna began to recognize the mummers, admired
+their cleverly contrived costumes, and particularly how they suited the
+young ladies, and she thanked them all for having entertained her so
+well. The visitors were invited to supper in the drawing room, and the
+serfs had something served to them in the ballroom.
+
+"Now to tell one's fortune in the empty bathhouse is frightening!" said
+an old maid who lived with the Melyukovs, during supper.
+
+"Why?" said the eldest Melyukov girl.
+
+"You wouldn't go, it takes courage..."
+
+"I'll go," said Sonya.
+
+"Tell what happened to the young lady!" said the second Melyukov girl.
+
+"Well," began the old maid, "a young lady once went out, took a cock,
+laid the table for two, all properly, and sat down. After sitting a
+while, she suddenly hears someone coming... a sleigh drives up with
+harness bells; she hears him coming! He comes in, just in the shape of a
+man, like an officer--comes in and sits down to table with her."
+
+"Ah! ah!" screamed Natasha, rolling her eyes with horror.
+
+"Yes? And how... did he speak?"
+
+"Yes, like a man. Everything quite all right, and he began persuading
+her; and she should have kept him talking till cockcrow, but she got
+frightened, just got frightened and hid her face in her hands. Then he
+caught her up. It was lucky the maids ran in just then..."
+
+"Now, why frighten them?" said Pelageya Danilovna.
+
+"Mamma, you used to try your fate yourself..." said her daughter.
+
+"And how does one do it in a barn?" inquired Sonya.
+
+"Well, say you went to the barn now, and listened. It depends on what
+you hear; hammering and knocking--that's bad; but a sound of shifting
+grain is good and one sometimes hears that, too."
+
+"Mamma, tell us what happened to you in the barn."
+
+Pelageya Danilovna smiled.
+
+"Oh, I've forgotten..." she replied. "But none of you would go?"
+
+"Yes, I will; Pelageya Danilovna, let me! I'll go," said Sonya.
+
+"Well, why not, if you're not afraid?"
+
+"Louisa Ivanovna, may I?" asked Sonya.
+
+Whether they were playing the ring and string game or the ruble game or
+talking as now, Nicholas did not leave Sonya's side, and gazed at her
+with quite new eyes. It seemed to him that it was only today, thanks to
+that burnt-cork mustache, that he had fully learned to know her. And
+really, that evening, Sonya was brighter, more animated, and prettier
+than Nicholas had ever seen her before.
+
+"So that's what she is like; what a fool I have been!" he thought gazing
+at her sparkling eyes, and under the mustache a happy rapturous smile
+dimpled her cheeks, a smile he had never seen before.
+
+"I'm not afraid of anything," said Sonya. "May I go at once?" She got
+up.
+
+They told her where the barn was and how she should stand and listen,
+and they handed her a fur cloak. She threw this over her head and
+shoulders and glanced at Nicholas.
+
+"What a darling that girl is!" thought he. "And what have I been
+thinking of till now?"
+
+Sonya went out into the passage to go to the barn. Nicholas went hastily
+to the front porch, saying he felt too hot. The crowd of people really
+had made the house stuffy.
+
+Outside, there was the same cold stillness and the same moon, but even
+brighter than before. The light was so strong and the snow sparkled with
+so many stars that one did not wish to look up at the sky and the real
+stars were unnoticed. The sky was black and dreary, while the earth was
+gay.
+
+"I am a fool, a fool! what have I been waiting for?" thought Nicholas,
+and running out from the porch he went round the corner of the house and
+along the path that led to the back porch. He knew Sonya would pass that
+way. Halfway lay some snow-covered piles of firewood and across and
+along them a network of shadows from the bare old lime trees fell on the
+snow and on the path. This path led to the barn. The log walls of the
+barn and its snow-covered roof, that looked as if hewn out of some
+precious stone, sparkled in the moonlight. A tree in the garden snapped
+with the frost, and then all was again perfectly silent. His bosom
+seemed to inhale not air but the strength of eternal youth and gladness.
+
+From the back porch came the sound of feet descending the steps, the
+bottom step upon which snow had fallen gave a ringing creak and he heard
+the voice of an old maidservant saying, "Straight, straight, along the
+path, Miss. Only, don't look back."
+
+"I am not afraid," answered Sonya's voice, and along the path toward
+Nicholas came the crunching, whistling sound of Sonya's feet in her thin
+shoes.
+
+Sonya came along, wrapped in her cloak. She was only a couple of paces
+away when she saw him, and to her too he was not the Nicholas she had
+known and always slightly feared. He was in a woman's dress, with
+tousled hair and a happy smile new to Sonya. She ran rapidly toward him.
+
+"Quite different and yet the same," thought Nicholas, looking at her
+face all lit up by the moonlight. He slipped his arms under the cloak
+that covered her head, embraced her, pressed her to him, and kissed her
+on the lips that wore a mustache and had a smell of burnt cork. Sonya
+kissed him full on the lips, and disengaging her little hands pressed
+them to his cheeks.
+
+"Sonya!... Nicholas!"... was all they said. They ran to the barn and
+then back again, re-entering, he by the front and she by the back porch.
+
+
+
+
+CHAPTER XII
+
+When they all drove back from Pelageya Danilovna's, Natasha, who always
+saw and noticed everything, arranged that she and Madame Schoss should
+go back in the sleigh with Dimmler, and Sonya with Nicholas and the
+maids.
+
+On the way back Nicholas drove at a steady pace instead of racing and
+kept peering by that fantastic all-transforming light into Sonya's face
+and searching beneath the eyebrows and mustache for his former and his
+present Sonya from whom he had resolved never to be parted again. He
+looked and recognizing in her both the old and the new Sonya, and being
+reminded by the smell of burnt cork of the sensation of her kiss,
+inhaled the frosty air with a full breast and, looking at the ground
+flying beneath him and at the sparkling sky, felt himself again in
+fairyland.
+
+"Sonya, is it well with thee?" he asked from time to time.
+
+"Yes!" she replied. "And with thee?"
+
+When halfway home Nicholas handed the reins to the coachman and ran for
+a moment to Natasha's sleigh and stood on its wing.
+
+"Natasha!" he whispered in French, "do you know I have made up my mind
+about Sonya?"
+
+"Have you told her?" asked Natasha, suddenly beaming all over with joy.
+
+"Oh, how strange you are with that mustache and those eyebrows!...
+Natasha--are you glad?"
+
+"I am so glad, so glad! I was beginning to be vexed with you. I did not
+tell you, but you have been treating her badly. What a heart she has,
+Nicholas! I am horrid sometimes, but I was ashamed to be happy while
+Sonya was not," continued Natasha. "Now I am so glad! Well, run back to
+her."
+
+"No, wait a bit.... Oh, how funny you look!" cried Nicholas, peering
+into her face and finding in his sister too something new, unusual, and
+bewitchingly tender that he had not seen in her before. "Natasha, it's
+magical, isn't it?"
+
+"Yes," she replied. "You have done splendidly."
+
+"Had I seen her before as she is now," thought Nicholas, "I should long
+ago have asked her what to do and have done whatever she told me, and
+all would have been well."
+
+"So you are glad and I have done right?"
+
+"Oh, quite right! I had a quarrel with Mamma some time ago about it.
+Mamma said she was angling for you. How could she say such a thing! I
+nearly stormed at Mamma. I will never let anyone say anything bad of
+Sonya, for there is nothing but good in her."
+
+"Then it's all right?" said Nicholas, again scrutinizing the expression
+of his sister's face to see if she was in earnest. Then he jumped down
+and, his boots scrunching the snow, ran back to his sleigh. The same
+happy, smiling Circassian, with mustache and beaming eyes looking up
+from under a sable hood, was still sitting there, and that Circassian
+was Sonya, and that Sonya was certainly his future happy and loving
+wife.
+
+When they reached home and had told their mother how they had spent the
+evening at the Melyukovs', the girls went to their bedroom. When they
+had undressed, but without washing off the cork mustaches, they sat a
+long time talking of their happiness. They talked of how they would live
+when they were married, how their husbands would be friends, and how
+happy they would be. On Natasha's table stood two looking glasses which
+Dunyasha had prepared beforehand.
+
+"Only when will all that be? I am afraid never.... It would be too
+good!" said Natasha, rising and going to the looking glasses.
+
+"Sit down, Natasha; perhaps you'll see him," said Sonya.
+
+Natasha lit the candles, one on each side of one of the looking glasses,
+and sat down.
+
+"I see someone with a mustache," said Natasha, seeing her own face.
+
+"You mustn't laugh, Miss," said Dunyasha.
+
+With Sonya's help and the maid's, Natasha got the glass she held into
+the right position opposite the other; her face assumed a serious
+expression and she sat silent. She sat a long time looking at the
+receding line of candles reflected in the glasses and expecting (from
+tales she had heard) to see a coffin, or him, Prince Andrew, in that
+last dim, indistinctly outlined square. But ready as she was to take the
+smallest speck for the image of a man or of a coffin, she saw nothing.
+She began blinking rapidly and moved away from the looking glasses.
+
+"Why is it others see things and I don't?" she said. "You sit down now,
+Sonya. You absolutely must, tonight! Do it for me.... Today I feel so
+frightened!"
+
+Sonya sat down before the glasses, got the right position, and began
+looking.
+
+"Now, Miss Sonya is sure to see something," whispered Dunyasha; "while
+you do nothing but laugh."
+
+Sonya heard this and Natasha's whisper:
+
+"I know she will. She saw something last year."
+
+For about three minutes all were silent.
+
+"Of course she will!" whispered Natasha, but did not finish... suddenly
+Sonya pushed away the glass she was holding and covered her eyes with
+her hand.
+
+"Oh, Natasha!" she cried.
+
+"Did you see? Did you? What was it?" exclaimed Natasha, holding up the
+looking glass.
+
+Sonya had not seen anything, she was just wanting to blink and to get up
+when she heard Natasha say, "Of course she will!" She did not wish to
+disappoint either Dunyasha or Natasha, but it was hard to sit still. She
+did not herself know how or why the exclamation escaped her when she
+covered her eyes.
+
+"You saw him?" urged Natasha, seizing her hand.
+
+"Yes. Wait a bit... I... saw him," Sonya could not help saying, not yet
+knowing whom Natasha meant by him, Nicholas or Prince Andrew.
+
+"But why shouldn't I say I saw something? Others do see! Besides who can
+tell whether I saw anything or not?" flashed through Sonya's mind.
+
+"Yes, I saw him," she said.
+
+"How? Standing or lying?"
+
+"No, I saw... At first there was nothing, then I saw him lying down."
+
+"Andrew lying? Is he ill?" asked Natasha, her frightened eyes fixed on
+her friend.
+
+"No, on the contrary, on the contrary! His face was cheerful, and he
+turned to me." And when saying this she herself fancied she had really
+seen what she described.
+
+"Well, and then, Sonya?..."
+
+"After that, I could not make out what there was; something blue and
+red..."
+
+"Sonya! When will he come back? When shall I see him! O, God, how afraid
+I am for him and for myself and about everything!..." Natasha began, and
+without replying to Sonya's words of comfort she got into bed, and long
+after her candle was out lay open-eyed and motionless, gazing at the
+moonlight through the frosty windowpanes.
+
+
+
+
+CHAPTER XIII
+
+Soon after the Christmas holidays Nicholas told his mother of his love
+for Sonya and of his firm resolve to marry her. The countess, who had
+long noticed what was going on between them and was expecting this
+declaration, listened to him in silence and then told her son that he
+might marry whom he pleased, but that neither she nor his father would
+give their blessing to such a marriage. Nicholas, for the first time,
+felt that his mother was displeased with him and that, despite her love
+for him, she would not give way. Coldly, without looking at her son, she
+sent for her husband and, when he came, tried briefly and coldly to
+inform him of the facts, in her son's presence, but unable to restrain
+herself she burst into tears of vexation and left the room. The old
+count began irresolutely to admonish Nicholas and beg him to abandon his
+purpose. Nicholas replied that he could not go back on his word, and his
+father, sighing and evidently disconcerted, very soon became silent and
+went in to the countess. In all his encounters with his son, the count
+was always conscious of his own guilt toward him for having wasted the
+family fortune, and so he could not be angry with him for refusing to
+marry an heiress and choosing the dowerless Sonya. On this occasion, he
+was only more vividly conscious of the fact that if his affairs had not
+been in disorder, no better wife for Nicholas than Sonya could have been
+wished for, and that no one but himself with his Mitenka and his
+uncomfortable habits was to blame for the condition of the family
+finances.
+
+The father and mother did not speak of the matter to their son again,
+but a few days later the countess sent for Sonya and, with a cruelty
+neither of them expected, reproached her niece for trying to catch
+Nicholas and for ingratitude. Sonya listened silently with downcast eyes
+to the countess' cruel words, without understanding what was required of
+her. She was ready to sacrifice everything for her benefactors. Self-
+sacrifice was her most cherished idea but in this case she could not see
+what she ought to sacrifice, or for whom. She could not help loving the
+countess and the whole Rostov family, but neither could she help loving
+Nicholas and knowing that his happiness depended on that love. She was
+silent and sad and did not reply. Nicholas felt the situation to be
+intolerable and went to have an explanation with his mother. He first
+implored her to forgive him and Sonya and consent to their marriage,
+then he threatened that if she molested Sonya he would at once marry her
+secretly.
+
+The countess, with a coldness her son had never seen in her before,
+replied that he was of age, that Prince Andrew was marrying without his
+father's consent, and he could do the same, but that she would never
+receive that intriguer as her daughter.
+
+Exploding at the word intriguer, Nicholas, raising his voice, told his
+mother he had never expected her to try to force him to sell his
+feelings, but if that were so, he would say for the last time.... But he
+had no time to utter the decisive word which the expression of his face
+caused his mother to await with terror, and which would perhaps have
+forever remained a cruel memory to them both. He had not time to say it,
+for Natasha, with a pale and set face, entered the room from the door at
+which she had been listening.
+
+"Nicholas, you are talking nonsense! Be quiet, be quiet, be quiet, I
+tell you!..." she almost screamed, so as to drown his voice.
+
+"Mamma darling, it's not at all so... my poor, sweet darling," she said
+to her mother, who conscious that they had been on the brink of a
+rupture gazed at her son with terror, but in the obstinacy and
+excitement of the conflict could not and would not give way.
+
+"Nicholas, I'll explain to you. Go away! Listen, Mamma darling," said
+Natasha.
+
+Her words were incoherent, but they attained the purpose at which she
+was aiming.
+
+The countess, sobbing heavily, hid her face on her daughter's breast,
+while Nicholas rose, clutching his head, and left the room.
+
+Natasha set to work to effect a reconciliation, and so far succeeded
+that Nicholas received a promise from his mother that Sonya should not
+be troubled, while he on his side promised not to undertake anything
+without his parents' knowledge.
+
+Firmly resolved, after putting his affairs in order in the regiment, to
+retire from the army and return and marry Sonya, Nicholas, serious,
+sorrowful, and at variance with his parents, but, as it seemed to him,
+passionately in love, left at the beginning of January to rejoin his
+regiment.
+
+After Nicholas had gone things in the Rostov household were more
+depressing than ever, and the countess fell ill from mental agitation.
+
+Sonya was unhappy at the separation from Nicholas and still more so on
+account of the hostile tone the countess could not help adopting toward
+her. The count was more perturbed than ever by the condition of his
+affairs, which called for some decisive action. Their town house and
+estate near Moscow had inevitably to be sold, and for this they had to
+go to Moscow. But the countess' health obliged them to delay their
+departure from day to day.
+
+Natasha, who had borne the first period of separation from her betrothed
+lightly and even cheerfully, now grew more agitated and impatient every
+day. The thought that her best days, which she would have employed in
+loving him, were being vainly wasted, with no advantage to anyone,
+tormented her incessantly. His letters for the most part irritated her.
+It hurt her to think that while she lived only in the thought of him, he
+was living a real life, seeing new places and new people that interested
+him. The more interesting his letters were the more vexed she felt. Her
+letters to him, far from giving her any comfort, seemed to her a
+wearisome and artificial obligation. She could not write, because she
+could not conceive the possibility of expressing sincerely in a letter
+even a thousandth part of what she expressed by voice, smile, and
+glance. She wrote to him formal, monotonous, and dry letters, to which
+she attached no importance herself, and in the rough copies of which the
+countess corrected her mistakes in spelling.
+
+There was still no improvement in the countess' health, but it was
+impossible to defer the journey to Moscow any longer. Natasha's
+trousseau had to be ordered and the house sold. Moreover, Prince Andrew
+was expected in Moscow, where old Prince Bolkonski was spending the
+winter, and Natasha felt sure he had already arrived.
+
+So the countess remained in the country, and the count, taking Sonya and
+Natasha with him, went to Moscow at the end of January.
+
+BOOK EIGHT: 1811 - 12
+
+
+
+
+CHAPTER I
+
+After Prince Andrew's engagement to Natasha, Pierre without any apparent
+cause suddenly felt it impossible to go on living as before. Firmly
+convinced as he was of the truths revealed to him by his benefactor, and
+happy as he had been in perfecting his inner man, to which he had
+devoted himself with such ardor--all the zest of such a life vanished
+after the engagement of Andrew and Natasha and the death of Joseph
+Alexeevich, the news of which reached him almost at the same time. Only
+the skeleton of life remained: his house, a brilliant wife who now
+enjoyed the favors of a very important personage, acquaintance with all
+Petersburg, and his court service with its dull formalities. And this
+life suddenly seemed to Pierre unexpectedly loathsome. He ceased keeping
+a diary, avoided the company of the Brothers, began going to the club
+again, drank a great deal, and came once more in touch with the bachelor
+sets, leading such a life that the Countess Helene thought it necessary
+to speak severely to him about it. Pierre felt that she was right, and
+to avoid compromising her went away to Moscow.
+
+In Moscow as soon as he entered his huge house in which the faded and
+fading princesses still lived, with its enormous retinue; as soon as,
+driving through the town, he saw the Iberian shrine with innumerable
+tapers burning before the golden covers of the icons, the Kremlin Square
+with its snow undisturbed by vehicles, the sleigh drivers and hovels of
+the Sivtsev Vrazhok, those old Moscovites who desired nothing, hurried
+nowhere, and were ending their days leisurely; when he saw those old
+Moscow ladies, the Moscow balls, and the English Club, he felt himself
+at home in a quiet haven. In Moscow he felt at peace, at home, warm and
+dirty as in an old dressing gown.
+
+Moscow society, from the old women down to the children, received Pierre
+like a long-expected guest whose place was always ready awaiting him.
+For Moscow society Pierre was the nicest, kindest, most intellectual,
+merriest, and most magnanimous of cranks, a heedless, genial nobleman of
+the old Russian type. His purse was always empty because it was open to
+everyone.
+
+Benefit performances, poor pictures, statues, benevolent societies,
+gypsy choirs, schools, subscription dinners, sprees, Freemasons,
+churches, and books--no one and nothing met with a refusal from him, and
+had it not been for two friends who had borrowed large sums from him and
+taken him under their protection, he would have given everything away.
+There was never a dinner or soiree at the club without him. As soon as
+he sank into his place on the sofa after two bottles of Margaux he was
+surrounded, and talking, disputing, and joking began. When there were
+quarrels, his kindly smile and well-timed jests reconciled the
+antagonists. The masonic dinners were dull and dreary when he was not
+there.
+
+When after a bachelor supper he rose with his amiable and kindly smile,
+yielding to the entreaties of the festive company to drive off somewhere
+with them, shouts of delight and triumph arose among the young men. At
+balls he danced if a partner was needed. Young ladies, married and
+unmarried, liked him because without making love to any of them, he was
+equally amiable to all, especially after supper. "Il est charmant; il
+n'a pas de sexe," * they said of him.
+
+
+* "He is charming; he has no sex."
+
+Pierre was one of those retired gentlemen-in-waiting of whom there were
+hundreds good-humoredly ending their days in Moscow.
+
+How horrified he would have been seven years before, when he first
+arrived from abroad, had he been told that there was no need for him to
+seek or plan anything, that his rut had long been shaped, eternally
+predetermined, and that wriggle as he might, he would be what all in his
+position were. He could not have believed it! Had he not at one time
+longed with all his heart to establish a republic in Russia; then
+himself to be a Napoleon; then to be a philosopher; and then a
+strategist and the conqueror of Napoleon? Had he not seen the
+possibility of, and passionately desired, the regeneration of the sinful
+human race, and his own progress to the highest degree of perfection?
+Had he not established schools and hospitals and liberated his serfs?
+
+But instead of all that--here he was, the wealthy husband of an
+unfaithful wife, a retired gentleman-in-waiting, fond of eating and
+drinking and, as he unbuttoned his waistcoat, of abusing the government
+a bit, a member of the Moscow English Club, and a universal favorite in
+Moscow society. For a long time he could not reconcile himself to the
+idea that he was one of those same retired Moscow gentlemen-in-waiting
+he had so despised seven years before.
+
+Sometimes he consoled himself with the thought that he was only living
+this life temporarily; but then he was shocked by the thought of how
+many, like himself, had entered that life and that club temporarily,
+with all their teeth and hair, and had only left it when not a single
+tooth or hair remained.
+
+In moments of pride, when he thought of his position it seemed to him
+that he was quite different and distinct from those other retired
+gentlemen-in-waiting he had formerly despised: they were empty, stupid,
+contented fellows, satisfied with their position, "while I am still
+discontented and want to do something for mankind. But perhaps all these
+comrades of mine struggled just like me and sought something new, a path
+in life of their own, and like me were brought by force of
+circumstances, society, and race--by that elemental force against which
+man is powerless--to the condition I am in," said he to himself in
+moments of humility; and after living some time in Moscow he no longer
+despised, but began to grow fond of, to respect, and to pity his
+comrades in destiny, as he pitied himself.
+
+Pierre no longer suffered moments of despair, hypochondria, and disgust
+with life, but the malady that had formerly found expression in such
+acute attacks was driven inwards and never left him for a moment. "What
+for? Why? What is going on in the world?" he would ask himself in
+perplexity several times a day, involuntarily beginning to reflect anew
+on the meaning of the phenomena of life; but knowing by experience that
+there were no answers to these questions he made haste to turn away from
+them, and took up a book, or hurried off to the club or to Apollon
+Nikolaevich's, to exchange the gossip of the town.
+
+"Helene, who has never cared for anything but her own body and is one of
+the stupidest women in the world," thought Pierre, "is regarded by
+people as the acme of intelligence and refinement, and they pay homage
+to her. Napoleon Bonaparte was despised by all as long as he was great,
+but now that he has become a wretched comedian the Emperor Francis wants
+to offer him his daughter in an illegal marriage. The Spaniards, through
+the Catholic clergy, offer praise to God for their victory over the
+French on the fourteenth of June, and the French, also through the
+Catholic clergy, offer praise because on that same fourteenth of June
+they defeated the Spaniards. My brother Masons swear by the blood that
+they are ready to sacrifice everything for their neighbor, but they do
+not give a ruble each to the collections for the poor, and they
+intrigue, the Astraea Lodge against the Manna Seekers, and fuss about an
+authentic Scotch carpet and a charter that nobody needs, and the meaning
+of which the very man who wrote it does not understand. We all profess
+the Christian law of forgiveness of injuries and love of our neighbors,
+the law in honor of which we have built in Moscow forty times forty
+churches--but yesterday a deserter was knouted to death and a minister
+of that same law of love and forgiveness, a priest, gave the soldier a
+cross to kiss before his execution." So thought Pierre, and the whole of
+this general deception which everyone accepts, accustomed as he was to
+it, astonished him each time as if it were something new. "I understand
+the deception and confusion," he thought, "but how am I to tell them all
+that I see? I have tried, and have always found that they too in the
+depths of their souls understand it as I do, and only try not to see it.
+So it appears that it must be so! But I--what is to become of me?"
+thought he. He had the unfortunate capacity many men, especially
+Russians, have of seeing and believing in the possibility of goodness
+and truth, but of seeing the evil and falsehood of life too clearly to
+be able to take a serious part in it. Every sphere of work was
+connected, in his eyes, with evil and deception. Whatever he tried to
+be, whatever he engaged in, the evil and falsehood of it repulsed him
+and blocked every path of activity. Yet he had to live and to find
+occupation. It was too dreadful to be under the burden of these
+insoluble problems, so he abandoned himself to any distraction in order
+to forget them. He frequented every kind of society, drank much, bought
+pictures, engaged in building, and above all--read.
+
+He read, and read everything that came to hand. On coming home, while
+his valets were still taking off his things, he picked up a book and
+began to read. From reading he passed to sleeping, from sleeping to
+gossip in drawing rooms of the club, from gossip to carousals and women;
+from carousals back to gossip, reading, and wine. Drinking became more
+and more a physical and also a moral necessity. Though the doctors
+warned him that with his corpulence wine was dangerous for him, he drank
+a great deal. He was only quite at ease when having poured several
+glasses of wine mechanically into his large mouth he felt a pleasant
+warmth in his body, an amiability toward all his fellows, and a
+readiness to respond superficially to every idea without probing it
+deeply. Only after emptying a bottle or two did he feel dimly that the
+terribly tangled skein of life which previously had terrified him was
+not as dreadful as he had thought. He was always conscious of some
+aspect of that skein, as with a buzzing in his head after dinner or
+supper he chatted or listened to conversation or read. But under the
+influence of wine he said to himself: "It doesn't matter. I'll get it
+unraveled. I have a solution ready, but have no time now--I'll think it
+all out later on!" But the later on never came.
+
+In the morning, on an empty stomach, all the old questions appeared as
+insoluble and terrible as ever, and Pierre hastily picked up a book, and
+if anyone came to see him he was glad.
+
+Sometimes he remembered how he had heard that soldiers in war when
+entrenched under the enemy's fire, if they have nothing to do, try hard
+to find some occupation the more easily to bear the danger. To Pierre
+all men seemed like those soldiers, seeking refuge from life: some in
+ambition, some in cards, some in framing laws, some in women, some in
+toys, some in horses, some in politics, some in sport, some in wine, and
+some in governmental affairs. "Nothing is trivial, and nothing is
+important, it's all the same--only to save oneself from it as best one
+can," thought Pierre. "Only not to see it, that dreadful it!"
+
+
+
+
+CHAPTER II
+
+At the beginning of winter Prince Nicholas Bolkonski and his daughter
+moved to Moscow. At that time enthusiasm for the Emperor Alexander's
+regime had weakened and a patriotic and anti-French tendency prevailed
+there, and this, together with his past and his intellect and his
+originality, at once made Prince Nicholas Bolkonski an object of
+particular respect to the Moscovites and the center of the Moscow
+opposition to the government.
+
+The prince had aged very much that year. He showed marked signs of
+senility by a tendency to fall asleep, forgetfulness of quite recent
+events, remembrance of remote ones, and the childish vanity with which
+he accepted the role of head of the Moscow opposition. In spite of this
+the old man inspired in all his visitors alike a feeling of respectful
+veneration--especially of an evening when he came in to tea in his old-
+fashioned coat and powdered wig and, aroused by anyone, told his abrupt
+stories of the past, or uttered yet more abrupt and scathing criticisms
+of the present. For them all, that old-fashioned house with its gigantic
+mirrors, pre-Revolution furniture, powdered footmen, and the stern
+shrewd old man (himself a relic of the past century) with his gentle
+daughter and the pretty Frenchwoman who were reverently devoted to him
+presented a majestic and agreeable spectacle. But the visitors did not
+reflect that besides the couple of hours during which they saw their
+host, there were also twenty-two hours in the day during which the
+private and intimate life of the house continued.
+
+Latterly that private life had become very trying for Princess Mary.
+There in Moscow she was deprived of her greatest pleasures--talks with
+the pilgrims and the solitude which refreshed her at Bald Hills--and she
+had none of the advantages and pleasures of city life. She did not go
+out into society; everyone knew that her father would not let her go
+anywhere without him, and his failing health prevented his going out
+himself, so that she was not invited to dinners and evening parties. She
+had quite abandoned the hope of getting married. She saw the coldness
+and malevolence with which the old prince received and dismissed the
+young men, possible suitors, who sometimes appeared at their house. She
+had no friends: during this visit to Moscow she had been disappointed in
+the two who had been nearest to her. Mademoiselle Bourienne, with whom
+she had never been able to be quite frank, had now become unpleasant to
+her, and for various reasons Princess Mary avoided her. Julie, with whom
+she had corresponded for the last five years, was in Moscow, but proved
+to be quite alien to her when they met. Just then Julie, who by the
+death of her brothers had become one of the richest heiresses in Moscow,
+was in the full whirl of society pleasures. She was surrounded by young
+men who, she fancied, had suddenly learned to appreciate her worth.
+Julie was at that stage in the life of a society woman when she feels
+that her last chance of marrying has come and that her fate must be
+decided now or never. On Thursdays Princess Mary remembered with a
+mournful smile that she now had no one to write to, since Julie--whose
+presence gave her no pleasure was here and they met every week. Like the
+old emigre who declined to marry the lady with whom he had spent his
+evenings for years, she regretted Julie's presence and having no one to
+write to. In Moscow Princess Mary had no one to talk to, no one to whom
+to confide her sorrow, and much sorrow fell to her lot just then. The
+time for Prince Andrew's return and marriage was approaching, but his
+request to her to prepare his father for it had not been carried out; in
+fact, it seemed as if matters were quite hopeless, for at every mention
+of the young Countess Rostova the old prince (who apart from that was
+usually in a bad temper) lost control of himself. Another lately added
+sorrow arose from the lessons she gave her six year-old nephew. To her
+consternation she detected in herself in relation to little Nicholas
+some symptoms of her father's irritability. However often she told
+herself that she must not get irritable when teaching her nephew, almost
+every time that, pointer in hand, she sat down to show him the French
+alphabet, she so longed to pour her own knowledge quickly and easily
+into the child--who was already afraid that Auntie might at any moment
+get angry--that at his slightest inattention she trembled, became
+flustered and heated, raised her voice, and sometimes pulled him by the
+arm and put him in the corner. Having put him in the corner she would
+herself begin to cry over her cruel, evil nature, and little Nicholas,
+following her example, would sob, and without permission would leave his
+corner, come to her, pull her wet hands from her face, and comfort her.
+But what distressed the princess most of all was her father's
+irritability, which was always directed against her and had of late
+amounted to cruelty. Had he forced her to prostrate herself to the
+ground all night, had he beaten her or made her fetch wood or water, it
+would never have entered her mind to think her position hard; but this
+loving despot--the more cruel because he loved her and for that reason
+tormented himself and her--knew how not merely to hurt and humiliate her
+deliberately, but to show her that she was always to blame for
+everything. Of late he had exhibited a new trait that tormented Princess
+Mary more than anything else; this was his ever-increasing intimacy with
+Mademoiselle Bourienne. The idea that at the first moment of receiving
+the news of his son's intentions had occurred to him in jest--that if
+Andrew got married he himself would marry Bourienne--had evidently
+pleased him, and latterly he had persistently, and as it seemed to
+Princess Mary merely to offend her, shown special endearments to the
+companion and expressed his dissatisfaction with his daughter by
+demonstrations of love of Bourienne.
+
+One day in Moscow in Princess Mary's presence (she thought her father
+did it purposely when she was there) the old prince kissed Mademoiselle
+Bourienne's hand and, drawing her to him, embraced her affectionately.
+Princess Mary flushed and ran out of the room. A few minutes later
+Mademoiselle Bourienne came into Princess Mary's room smiling and making
+cheerful remarks in her agreeable voice. Princess Mary hastily wiped
+away her tears, went resolutely up to Mademoiselle Bourienne, and
+evidently unconscious of what she was doing began shouting in angry
+haste at the Frenchwoman, her voice breaking: "It's horrible, vile,
+inhuman, to take advantage of the weakness..." She did not finish.
+"Leave my room," she exclaimed, and burst into sobs.
+
+Next day the prince did not say a word to his daughter, but she noticed
+that at dinner he gave orders that Mademoiselle Bourienne should be
+served first. After dinner, when the footman handed coffee and from
+habit began with the princess, the prince suddenly grew furious, threw
+his stick at Philip, and instantly gave instructions to have him
+conscripted for the army.
+
+"He doesn't obey... I said it twice... and he doesn't obey! She is the
+first person in this house; she's my best friend," cried the prince.
+"And if you allow yourself," he screamed in a fury, addressing Princess
+Mary for the first time, "to forget yourself again before her as you
+dared to do yesterday, I will show you who is master in this house. Go!
+Don't let me set eyes on you; beg her pardon!"
+
+Princess Mary asked Mademoiselle Bourienne's pardon, and also her
+father's pardon for herself and for Philip the footman, who had begged
+for her intervention.
+
+At such moments something like a pride of sacrifice gathered in her
+soul. And suddenly that father whom she had judged would look for his
+spectacles in her presence, fumbling near them and not seeing them, or
+would forget something that had just occurred, or take a false step with
+his failing legs and turn to see if anyone had noticed his feebleness,
+or, worst of all, at dinner when there were no visitors to excite him
+would suddenly fall asleep, letting his napkin drop and his shaking head
+sink over his plate. "He is old and feeble, and I dare to condemn him!"
+she thought at such moments, with a feeling of revulsion against
+herself.
+
+
+
+
+CHAPTER III
+
+In 1811 there was living in Moscow a French doctor--Metivier--who had
+rapidly become the fashion. He was enormously tall, handsome, amiable as
+Frenchmen are, and was, as all Moscow said, an extraordinarily clever
+doctor. He was received in the best houses not merely as a doctor, but
+as an equal.
+
+Prince Nicholas had always ridiculed medicine, but latterly on
+Mademoiselle Bourienne's advice had allowed this doctor to visit him and
+had grown accustomed to him. Metivier came to see the prince about twice
+a week.
+
+On December 6--St. Nicholas' Day and the prince's name day--all Moscow
+came to the prince's front door but he gave orders to admit no one and
+to invite to dinner only a small number, a list of whom he gave to
+Princess Mary.
+
+Metivier, who came in the morning with his felicitations, considered it
+proper in his quality of doctor de forcer la consigne, * as he told
+Princess Mary, and went in to see the prince. It happened that on that
+morning of his name day the prince was in one of his worst moods. He had
+been going about the house all the morning finding fault with everyone
+and pretending not to understand what was said to him and not to be
+understood himself. Princess Mary well knew this mood of quiet absorbed
+querulousness, which generally culminated in a burst of rage, and she
+went about all that morning as though facing a cocked and loaded gun and
+awaited the inevitable explosion. Until the doctor's arrival the morning
+had passed off safely. After admitting the doctor, Princess Mary sat
+down with a book in the drawing room near the door through which she
+could hear all that passed in the study.
+
+
+* To force the guard.
+
+At first she heard only Metivier's voice, then her father's, then both
+voices began speaking at the same time, the door was flung open, and on
+the threshold appeared the handsome figure of the terrified Metivier
+with his shock of black hair, and the prince in his dressing gown and
+fez, his face distorted with fury and the pupils of his eyes rolled
+downwards.
+
+"You don't understand?" shouted the prince, "but I do! French spy, slave
+of Buonaparte, spy, get out of my house! Be off, I tell you..."
+
+Metivier, shrugging his shoulders, went up to Mademoiselle Bourienne who
+at the sound of shouting had run in from an adjoining room.
+
+"The prince is not very well: bile and rush of blood to the head. Keep
+calm, I will call again tomorrow," said Metivier; and putting his
+fingers to his lips he hastened away.
+
+Through the study door came the sound of slippered feet and the cry:
+"Spies, traitors, traitors everywhere! Not a moment's peace in my own
+house!"
+
+After Metivier's departure the old prince called his daughter in, and
+the whole weight of his wrath fell on her. She was to blame that a spy
+had been admitted. Had he not told her, yes, told her to make a list,
+and not to admit anyone who was not on that list? Then why was that
+scoundrel admitted? She was the cause of it all. With her, he said, he
+could not have a moment's peace and could not die quietly.
+
+"No, ma'am! We must part, we must part! Understand that, understand it!
+I cannot endure any more," he said, and left the room. Then, as if
+afraid she might find some means of consolation, he returned and trying
+to appear calm added: "And don't imagine I have said this in a moment of
+anger. I am calm. I have thought it over, and it will be carried out--we
+must part; so find some place for yourself...." But he could not
+restrain himself and with the virulence of which only one who loves is
+capable, evidently suffering himself, he shook his fists at her and
+screamed:
+
+"If only some fool would marry her!" Then he slammed the door, sent for
+Mademoiselle Bourienne, and subsided into his study.
+
+At two o'clock the six chosen guests assembled for dinner.
+
+These guests--the famous Count Rostopchin, Prince Lopukhin with his
+nephew, General Chatrov an old war comrade of the prince's, and of the
+younger generation Pierre and Boris Drubetskoy--awaited the prince in
+the drawing room.
+
+Boris, who had come to Moscow on leave a few days before, had been
+anxious to be presented to Prince Nicholas Bolkonski, and had contrived
+to ingratiate himself so well that the old prince in his case made an
+exception to the rule of not receiving bachelors in his house.
+
+The prince's house did not belong to what is known as fashionable
+society, but his little circle--though not much talked about in town--
+was one it was more flattering to be received in than any other. Boris
+had realized this the week before when the commander-in-chief in his
+presence invited Rostopchin to dinner on St. Nicholas' Day, and
+Rostopchin had replied that he could not come:
+
+"On that day I always go to pay my devotions to the relics of Prince
+Nicholas Bolkonski."
+
+"Oh, yes, yes!" replied the commander-in-chief. "How is he?..."
+
+The small group that assembled before dinner in the lofty old-fashioned
+drawing room with its old furniture resembled the solemn gathering of a
+court of justice. All were silent or talked in low tones. Prince
+Nicholas came in serious and taciturn. Princess Mary seemed even quieter
+and more diffident than usual. The guests were reluctant to address her,
+feeling that she was in no mood for their conversation. Count Rostopchin
+alone kept the conversation going, now relating the latest town news,
+and now the latest political gossip.
+
+Lopukhin and the old general occasionally took part in the conversation.
+Prince Bolkonski listened as a presiding judge receives a report, only
+now and then, silently or by a brief word, showing that he took heed of
+what was being reported to him. The tone of the conversation was such as
+indicated that no one approved of what was being done in the political
+world. Incidents were related evidently confirming the opinion that
+everything was going from bad to worse, but whether telling a story or
+giving an opinion the speaker always stopped, or was stopped, at the
+point beyond which his criticism might touch the sovereign himself.
+
+At dinner the talk turned on the latest political news: Napoleon's
+seizure of the Duke of Oldenburg's territory, and the Russian Note,
+hostile to Napoleon, which had been sent to all the European courts.
+
+"Bonaparte treats Europe as a pirate does a captured vessel," said Count
+Rostopchin, repeating a phrase he had uttered several times before. "One
+only wonders at the long-suffering or blindness of the crowned heads.
+Now the Pope's turn has come and Bonaparte doesn't scruple to depose the
+head of the Catholic Church--yet all keep silent! Our sovereign alone
+has protested against the seizure of the Duke of Oldenburg's territory,
+and even..." Count Rostopchin paused, feeling that he had reached the
+limit beyond which censure was impossible.
+
+"Other territories have been offered in exchange for the Duchy of
+Oldenburg," said Prince Bolkonski. "He shifts the Dukes about as I might
+move my serfs from Bald Hills to Bogucharovo or my Ryazan estates."
+
+"The Duke of Oldenburg bears his misfortunes with admirable strength of
+character and resignation," remarked Boris, joining in respectfully.
+
+He said this because on his journey from Petersburg he had had the honor
+of being presented to the Duke. Prince Bolkonski glanced at the young
+man as if about to say something in reply, but changed his mind,
+evidently considering him too young.
+
+"I have read our protests about the Oldenburg affair and was surprised
+how badly the Note was worded," remarked Count Rostopchin in the casual
+tone of a man dealing with a subject quite familiar to him.
+
+Pierre looked at Rostopchin with naive astonishment, not understanding
+why he should be disturbed by the bad composition of the Note.
+
+"Does it matter, Count, how the Note is worded," he asked, "so long as
+its substance is forcible?"
+
+"My dear fellow, with our five hundred thousand troops it should be easy
+to have a good style," returned Count Rostopchin.
+
+Pierre now understood the count's dissatisfaction with the wording of
+the Note.
+
+"One would have thought quill drivers enough had sprung up," remarked
+the old prince. "There in Petersburg they are always writing--not notes
+only but even new laws. My Andrew there has written a whole volume of
+laws for Russia. Nowadays they are always writing!" and he laughed
+unnaturally.
+
+There was a momentary pause in the conversation; the old general cleared
+his throat to draw attention.
+
+"Did you hear of the last event at the review in Petersburg? The figure
+cut by the new French ambassador."
+
+"Eh? Yes, I heard something: he said something awkward in His Majesty's
+presence."
+
+"His Majesty drew attention to the Grenadier division and to the march
+past," continued the general, "and it seems the ambassador took no
+notice and allowed himself to reply that: 'We in France pay no attention
+to such trifles!' The Emperor did not condescend to reply. At the next
+review, they say, the Emperor did not once deign to address him."
+
+All were silent. On this fact relating to the Emperor personally, it was
+impossible to pass any judgment.
+
+"Impudent fellows!" said the prince. "You know Metivier? I turned him
+out of my house this morning. He was here; they admitted him in spite of
+my request that they should let no one in," he went on, glancing angrily
+at his daughter.
+
+And he narrated his whole conversation with the French doctor and the
+reasons that convinced him that Metivier was a spy. Though these reasons
+were very insufficient and obscure, no one made any rejoinder.
+
+After the roast, champagne was served. The guests rose to congratulate
+the old prince. Princess Mary, too, went round to him.
+
+He gave her a cold, angry look and offered her his wrinkled, clean-
+shaven cheek to kiss. The whole expression of his face told her that he
+had not forgotten the morning's talk, that his decision remained in
+force, and only the presence of visitors hindered his speaking of it to
+her now.
+
+When they went into the drawing room where coffee was served, the old
+men sat together.
+
+Prince Nicholas grew more animated and expressed his views on the
+impending war.
+
+He said that our wars with Bonaparte would be disastrous so long as we
+sought alliances with the Germans and thrust ourselves into European
+affairs, into which we had been drawn by the Peace of Tilsit. "We ought
+not to fight either for or against Austria. Our political interests are
+all in the East, and in regard to Bonaparte the only thing is to have an
+armed frontier and a firm policy, and he will never dare to cross the
+Russian frontier, as was the case in 1807!"
+
+"How can we fight the French, Prince?" said Count Rostopchin. "Can we
+arm ourselves against our teachers and divinities? Look at our youths,
+look at our ladies! The French are our Gods: Paris is our Kingdom of
+Heaven."
+
+He began speaking louder, evidently to be heard by everyone.
+
+"French dresses, French ideas, French feelings! There now, you turned
+Metivier out by the scruff of his neck because he is a Frenchman and a
+scoundrel, but our ladies crawl after him on their knees. I went to a
+party last night, and there out of five ladies three were Roman
+Catholics and had the Pope's indulgence for doing woolwork on Sundays.
+And they themselves sit there nearly naked, like the signboards at our
+Public Baths if I may say so. Ah, when one looks at our young people,
+Prince, one would like to take Peter the Great's old cudgel out of the
+museum and belabor them in the Russian way till all the nonsense jumps
+out of them."
+
+All were silent. The old prince looked at Rostopchin with a smile and
+wagged his head approvingly.
+
+"Well, good-by, your excellency, keep well!" said Rostopchin, getting up
+with characteristic briskness and holding out his hand to the prince.
+
+"Good-bye, my dear fellow.... His words are music, I never tire of
+hearing him!" said the old prince, keeping hold of the hand and offering
+his cheek to be kissed.
+
+Following Rostopchin's example the others also rose.
+
+
+
+
+CHAPTER IV
+
+Princess Mary as she sat listening to the old men's talk and
+faultfinding, understood nothing of what she heard; she only wondered
+whether the guests had all observed her father's hostile attitude toward
+her. She did not even notice the special attentions and amiabilities
+shown her during dinner by Boris Drubetskoy, who was visiting them for
+the third time already.
+
+Princess Mary turned with absent-minded questioning look to Pierre, who
+hat in hand and with a smile on his face was the last of the guests to
+approach her after the old prince had gone out and they were left alone
+in the drawing room.
+
+"May I stay a little longer?" he said, letting his stout body sink into
+an armchair beside her.
+
+"Oh yes," she answered. "You noticed nothing?" her look asked.
+
+Pierre was in an agreeable after-dinner mood. He looked straight before
+him and smiled quietly.
+
+"Have you known that young man long, Princess?" he asked.
+
+"Who?"
+
+"Drubetskoy."
+
+"No, not long..."
+
+"Do you like him?"
+
+"Yes, he is an agreeable young man.... Why do you ask me that?" said
+Princess Mary, still thinking of that morning's conversation with her
+father.
+
+"Because I have noticed that when a young man comes on leave from
+Petersburg to Moscow it is usually with the object of marrying an
+heiress."
+
+"You have observed that?" said Princess Mary.
+
+"Yes," returned Pierre with a smile, "and this young man now manages
+matters so that where there is a wealthy heiress there he is too. I can
+read him like a book. At present he is hesitating whom to lay siege to--
+you or Mademoiselle Julie Karagina. He is very attentive to her."
+
+"He visits them?"
+
+"Yes, very often. And do you know the new way of courting?" said Pierre
+with an amused smile, evidently in that cheerful mood of good humored
+raillery for which he so often reproached himself in his diary.
+
+"No," replied Princess Mary.
+
+"To please Moscow girls nowadays one has to be melancholy. He is very
+melancholy with Mademoiselle Karagina," said Pierre.
+
+"Really?" asked Princess Mary, looking into Pierre's kindly face and
+still thinking of her own sorrow. "It would be a relief," thought she,
+"if I ventured to confide what I am feeling to someone. I should like to
+tell everything to Pierre. He is kind and generous. It would be a
+relief. He would give me advice."
+
+"Would you marry him?"
+
+"Oh, my God, Count, there are moments when I would marry anybody!" she
+cried suddenly to her own surprise and with tears in her voice. "Ah, how
+bitter it is to love someone near to you and to feel that..." she went
+on in a trembling voice, "that you can do nothing for him but grieve
+him, and to know that you cannot alter this. Then there is only one
+thing left--to go away, but where could I go?"
+
+"What is wrong? What is it, Princess?"
+
+But without finishing what she was saying, Princess Mary burst into
+tears.
+
+"I don't know what is the matter with me today. Don't take any notice--
+forget what I have said!"
+
+Pierre's gaiety vanished completely. He anxiously questioned the
+princess, asked her to speak out fully and confide her grief to him; but
+she only repeated that she begged him to forget what she had said, that
+she did not remember what she had said, and that she had no trouble
+except the one he knew of--that Prince Andrew's marriage threatened to
+cause a rupture between father and son.
+
+"Have you any news of the Rostovs?" she asked, to change the subject. "I
+was told they are coming soon. I am also expecting Andrew any day. I
+should like them to meet here."
+
+"And how does he now regard the matter?" asked Pierre, referring to the
+old prince.
+
+Princess Mary shook her head.
+
+"What is to be done? In a few months the year will be up. The thing is
+impossible. I only wish I could spare my brother the first moments. I
+wish they would come sooner. I hope to be friends with her. You have
+known them a long time," said Princess Mary. "Tell me honestly the whole
+truth: what sort of girl is she, and what do you think of her?--The real
+truth, because you know Andrew is risking so much doing this against his
+father's will that I should like to know..."
+
+An undefined instinct told Pierre that these explanations, and repeated
+requests to be told the whole truth, expressed ill-will on the princess'
+part toward her future sister-in-law and a wish that he should
+disapprove of Andrew's choice; but in reply he said what he felt rather
+than what he thought.
+
+"I don't know how to answer your question," he said, blushing without
+knowing why. "I really don't know what sort of girl she is; I can't
+analyze her at all. She is enchanting, but what makes her so I don't
+know. That is all one can say about her."
+
+Princess Mary sighed, and the expression on her face said: "Yes, that's
+what I expected and feared."
+
+"Is she clever?" she asked.
+
+Pierre considered.
+
+"I think not," he said, "and yet--yes. She does not deign to be
+clever.... Oh no, she is simply enchanting, and that is all."
+
+Princess Mary again shook her head disapprovingly.
+
+"Ah, I so long to like her! Tell her so if you see her before I do."
+
+"I hear they are expected very soon," said Pierre.
+
+Princess Mary told Pierre of her plan to become intimate with her future
+sister-in-law as soon as the Rostovs arrived and to try to accustom the
+old prince to her.
+
+
+
+
+CHAPTER V
+
+Boris had not succeeded in making a wealthy match in Petersburg, so with
+the same object in view he came to Moscow. There he wavered between the
+two richest heiresses, Julie and Princess Mary. Though Princess Mary
+despite her plainness seemed to him more attractive than Julie, he,
+without knowing why, felt awkward about paying court to her. When they
+had last met on the old prince's name day, she had answered at random
+all his attempts to talk sentimentally, evidently not listening to what
+he was saying.
+
+Julie on the contrary accepted his attentions readily, though in a
+manner peculiar to herself.
+
+She was twenty-seven. After the death of her brothers she had become
+very wealthy. She was by now decidedly plain, but thought herself not
+merely as good-looking as before but even far more attractive. She was
+confirmed in this delusion by the fact that she had become a very
+wealthy heiress and also by the fact that the older she grew the less
+dangerous she became to men, and the more freely they could associate
+with her and avail themselves of her suppers, soirees, and the animated
+company that assembled at her house, without incurring any obligation. A
+man who would have been afraid ten years before of going every day to
+the house when there was a girl of seventeen there, for fear of
+compromising her and committing himself, would now go boldly every day
+and treat her not as a marriageable girl but as a sexless acquaintance.
+
+That winter the Karagins' house was the most agreeable and hospitable in
+Moscow. In addition to the formal evening and dinner parties, a large
+company, chiefly of men, gathered there every day, supping at midnight
+and staying till three in the morning. Julie never missed a ball, a
+promenade, or a play. Her dresses were always of the latest fashion. But
+in spite of that she seemed to be disillusioned about everything and
+told everyone that she did not believe either in friendship or in love,
+or any of the joys of life, and expected peace only "yonder." She
+adopted the tone of one who has suffered a great disappointment, like a
+girl who has either lost the man she loved or been cruelly deceived by
+him. Though nothing of the kind had happened to her she was regarded in
+that light, and had even herself come to believe that she had suffered
+much in life. This melancholy, which did not prevent her amusing
+herself, did not hinder the young people who came to her house from
+passing the time pleasantly. Every visitor who came to the house paid
+his tribute to the melancholy mood of the hostess, and then amused
+himself with society gossip, dancing, intellectual games, and bouts
+rimes, which were in vogue at the Karagins'. Only a few of these young
+men, among them Boris, entered more deeply into Julie's melancholy, and
+with these she had prolonged conversations in private on the vanity of
+all worldly things, and to them she showed her albums filled with
+mournful sketches, maxims, and verses.
+
+To Boris, Julie was particularly gracious: she regretted his early
+disillusionment with life, offered him such consolation of friendship as
+she who had herself suffered so much could render, and showed him her
+album. Boris sketched two trees in the album and wrote: "Rustic trees,
+your dark branches shed gloom and melancholy upon me."
+
+On another page he drew a tomb, and wrote:
+
+
+La mort est secourable et la mort est tranquille. Ah! contre les
+douleurs il n'y a pas d'autre asile. *
+
+
+* Death gives relief and death is peaceful.
+
+Ah! from suffering there is no other refuge.
+
+Julie said this was charming
+
+"There is something so enchanting in the smile of melancholy," she said
+to Boris, repeating word for word a passage she had copied from a book.
+"It is a ray of light in the darkness, a shade between sadness and
+despair, showing the possibility of consolation."
+
+In reply Boris wrote these lines:
+
+
+Aliment de poison d'une ame trop sensible, Toi, sans qui le bonheur me
+serait impossible, Tendre melancholie, ah, viens me consoler, Viens
+calmer les tourments de ma sombre retraite, Et mele une douceur secrete
+A ces pleurs que je sens couler. *
+
+
+*Poisonous nourishment of a too sensitive soul, Thou, without whom
+happiness would for me be impossible, Tender melancholy, ah, come to
+console me, Come to calm the torments of my gloomy retreat, And mingle a
+secret sweetness With these tears that I feel to be flowing.
+
+For Boris, Julie played most doleful nocturnes on her harp. Boris read
+'Poor Liza' aloud to her, and more than once interrupted the reading
+because of the emotions that choked him. Meeting at large gatherings
+Julie and Boris looked on one another as the only souls who understood
+one another in a world of indifferent people.
+
+Anna Mikhaylovna, who often visited the Karagins, while playing cards
+with the mother made careful inquiries as to Julie's dowry (she was to
+have two estates in Penza and the Nizhegorod forests). Anna Mikhaylovna
+regarded the refined sadness that united her son to the wealthy Julie
+with emotion, and resignation to the Divine will.
+
+"You are always charming and melancholy, my dear Julie," she said to the
+daughter. "Boris says his soul finds repose at your house. He has
+suffered so many disappointments and is so sensitive," said she to the
+mother. "Ah, my dear, I can't tell you how fond I have grown of Julie
+latterly," she said to her son. "But who could help loving her? She is
+an angelic being! Ah, Boris, Boris!"--she paused. "And how I pity her
+mother," she went on; "today she showed me her accounts and letters from
+Penza (they have enormous estates there), and she, poor thing, has no
+one to help her, and they do cheat her so!"
+
+Boris smiled almost imperceptibly while listening to his mother. He
+laughed blandly at her naive diplomacy but listened to what she had to
+say, and sometimes questioned her carefully about the Penza and
+Nizhegorod estates.
+
+Julie had long been expecting a proposal from her melancholy adorer and
+was ready to accept it; but some secret feeling of repulsion for her,
+for her passionate desire to get married, for her artificiality, and a
+feeling of horror at renouncing the possibility of real love still
+restrained Boris. His leave was expiring. He spent every day and whole
+days at the Karagins', and every day on thinking the matter over told
+himself that he would propose tomorrow. But in Julie's presence, looking
+at her red face and chin (nearly always powdered), her moist eyes, and
+her expression of continual readiness to pass at once from melancholy to
+an unnatural rapture of married bliss, Boris could not utter the
+decisive words, though in imagination he had long regarded himself as
+the possessor of those Penza and Nizhegorod estates and had apportioned
+the use of the income from them. Julie saw Boris' indecision, and
+sometimes the thought occurred to her that she was repulsive to him, but
+her feminine self-deception immediately supplied her with consolation,
+and she told herself that he was only shy from love. Her melancholy,
+however, began to turn to irritability, and not long before Boris'
+departure she formed a definite plan of action. Just as Boris' leave of
+absence was expiring, Anatole Kuragin made his appearance in Moscow, and
+of course in the Karagins' drawing room, and Julie, suddenly abandoning
+her melancholy, became cheerful and very attentive to Kuragin.
+
+"My dear," said Anna Mikhaylovna to her son, "I know from a reliable
+source that Prince Vasili has sent his son to Moscow to get him married
+to Julie. I am so fond of Julie that I should be sorry for her. What do
+you think of it, my dear?"
+
+The idea of being made a fool of and of having thrown away that whole
+month of arduous melancholy service to Julie, and of seeing all the
+revenue from the Penza estates which he had already mentally apportioned
+and put to proper use fall into the hands of another, and especially
+into the hands of that idiot Anatole, pained Boris. He drove to the
+Karagins' with the firm intention of proposing. Julie met him in a gay,
+careless manner, spoke casually of how she had enjoyed yesterday's ball,
+and asked when he was leaving. Though Boris had come intentionally to
+speak of his love and therefore meant to be tender, he began speaking
+irritably of feminine inconstancy, of how easily women can turn from
+sadness to joy, and how their moods depend solely on who happens to be
+paying court to them. Julie was offended and replied that it was true
+that a woman needs variety, and the same thing over and over again would
+weary anyone.
+
+"Then I should advise you..." Boris began, wishing to sting her; but at
+that instant the galling thought occurred to him that he might have to
+leave Moscow without having accomplished his aim, and have vainly wasted
+his efforts--which was a thing he never allowed to happen.
+
+He checked himself in the middle of the sentence, lowered his eyes to
+avoid seeing her unpleasantly irritated and irresolute face, and said:
+
+"I did not come here at all to quarrel with you. On the contrary..."
+
+He glanced at her to make sure that he might go on. Her irritability had
+suddenly quite vanished, and her anxious, imploring eyes were fixed on
+him with greedy expectation. "I can always arrange so as not to see her
+often," thought Boris. "The affair has been begun and must be finished!"
+He blushed hotly, raised his eyes to hers, and said:
+
+"You know my feelings for you!"
+
+There was no need to say more: Julie's face shone with triumph and self-
+satisfaction; but she forced Boris to say all that is said on such
+occasions--that he loved her and had never loved any other woman more
+than her. She knew that for the Penza estates and Nizhegorod forests she
+could demand this, and she received what she demanded.
+
+The affianced couple, no longer alluding to trees that shed gloom and
+melancholy upon them, planned the arrangements of a splendid house in
+Petersburg, paid calls, and prepared everything for a brilliant wedding.
+
+
+
+
+CHAPTER VI
+
+At the end of January old Count Rostov went to Moscow with Natasha and
+Sonya. The countess was still unwell and unable to travel but it was
+impossible to wait for her recovery. Prince Andrew was expected in
+Moscow any day, the trousseau had to be ordered and the estate near
+Moscow had to be sold, besides which the opportunity of presenting his
+future daughter-in-law to old Prince Bolkonski while he was in Moscow
+could not be missed. The Rostovs' Moscow house had not been heated that
+winter and, as they had come only for a short time and the countess was
+not with them, the count decided to stay with Marya Dmitrievna
+Akhrosimova, who had long been pressing her hospitality on them.
+
+Late one evening the Rostovs' four sleighs drove into Marya Dmitrievna's
+courtyard in the old Konyusheny street. Marya Dmitrievna lived alone.
+She had already married off her daughter, and her sons were all in the
+service.
+
+She held herself as erect, told everyone her opinion as candidly,
+loudly, and bluntly as ever, and her whole bearing seemed a reproach to
+others for any weakness, passion, or temptation--the possibility of
+which she did not admit. From early in the morning, wearing a dressing
+jacket, she attended to her household affairs, and then she drove out:
+on holy days to church and after the service to jails and prisons on
+affairs of which she never spoke to anyone. On ordinary days, after
+dressing, she received petitioners of various classes, of whom there
+were always some. Then she had dinner, a substantial and appetizing meal
+at which there were always three or four guests; after dinner she played
+a game of boston, and at night she had the newspapers or a new book read
+to her while she knitted. She rarely made an exception and went out to
+pay visits, and then only to the most important persons in the town.
+
+She had not yet gone to bed when the Rostovs arrived and the pulley of
+the hall door squeaked from the cold as it let in the Rostovs and their
+servants. Marya Dmitrievna, with her spectacles hanging down on her nose
+and her head flung back, stood in the hall doorway looking with a stern,
+grim face at the new arrivals. One might have thought she was angry with
+the travelers and would immediately turn them out, had she not at the
+same time been giving careful instructions to the servants for the
+accommodation of the visitors and their belongings.
+
+"The count's things? Bring them here," she said, pointing to the
+portmanteaus and not greeting anyone. "The young ladies'? There to the
+left. Now what are you dawdling for?" she cried to the maids. "Get the
+samovar ready!... You've grown plumper and prettier," she remarked,
+drawing Natasha (whose cheeks were glowing from the cold) to her by the
+hood. "Foo! You are cold! Now take off your things, quick!" she shouted
+to the count who was going to kiss her hand. "You're half frozen, I'm
+sure! Bring some rum for tea!... Bonjour, Sonya dear!" she added,
+turning to Sonya and indicating by this French greeting her slightly
+contemptuous though affectionate attitude toward her.
+
+When they came in to tea, having taken off their outdoor things and
+tidied themselves up after their journey, Marya Dmitrievna kissed them
+all in due order.
+
+"I'm heartily glad you have come and are staying with me. It was high
+time," she said, giving Natasha a significant look. "The old man is here
+and his son's expected any day. You'll have to make his acquaintance.
+But we'll speak of that later on," she added, glancing at Sonya with a
+look that showed she did not want to speak of it in her presence. "Now
+listen," she said to the count. "What do you want tomorrow? Whom will
+you send for? Shinshin?" she crooked one of her fingers. "The sniveling
+Anna Mikhaylovna? That's two. She's here with her son. The son is
+getting married! Then Bezukhov, eh? He is here too, with his wife. He
+ran away from her and she came galloping after him. He dined with me on
+Wednesday. As for them"--and she pointed to the girls--"tomorrow I'll
+take them first to the Iberian shrine of the Mother of God, and then
+we'll drive to the Super-Rogue's. I suppose you'll have everything new.
+Don't judge by me: sleeves nowadays are this size! The other day young
+Princess Irina Vasilevna came to see me; she was an awful sight--looked
+as if she had put two barrels on her arms. You know not a day passes now
+without some new fashion.... And what have you to do yourself?" she
+asked the count sternly.
+
+"One thing has come on top of another: her rags to buy, and now a
+purchaser has turned up for the Moscow estate and for the house. If you
+will be so kind, I'll fix a time and go down to the estate just for a
+day, and leave my lassies with you."
+
+"All right. All right. They'll be safe with me, as safe as in Chancery!
+I'll take them where they must go, scold them a bit, and pet them a
+bit," said Marya Dmitrievna, touching her goddaughter and favorite,
+Natasha, on the cheek with her large hand.
+
+Next morning Marya Dmitrievna took the young ladies to the Iberian
+shrine of the Mother of God and to Madame Suppert-Roguet, who was so
+afraid of Marya Dmitrievna that she always let her have costumes at a
+loss merely to get rid of her. Marya Dmitrievna ordered almost the whole
+trousseau. When they got home she turned everybody out of the room
+except Natasha, and then called her pet to her armchair.
+
+"Well, now we'll talk. I congratulate you on your betrothed. You've
+hooked a fine fellow! I am glad for your sake and I've known him since
+he was so high." She held her hand a couple of feet from the ground.
+Natasha blushed happily. "I like him and all his family. Now listen! You
+know that old Prince Nicholas much dislikes his son's marrying. The old
+fellow's crotchety! Of course Prince Andrew is not a child and can shift
+without him, but it's not nice to enter a family against a father's
+will. One wants to do it peacefully and lovingly. You're a clever girl
+and you'll know how to manage. Be kind, and use your wits. Then all will
+be well."
+
+Natasha remained silent, from shyness Marya Dmitrievna supposed, but
+really because she disliked anyone interfering in what touched her love
+of Prince Andrew, which seemed to her so apart from all human affairs
+that no one could understand it. She loved and knew Prince Andrew, he
+loved her only, and was to come one of these days and take her. She
+wanted nothing more.
+
+"You see I have known him a long time and am also fond of Mary, your
+future sister-in-law. 'Husbands' sisters bring up blisters,' but this
+one wouldn't hurt a fly. She has asked me to bring you two together.
+Tomorrow you'll go with your father to see her. Be very nice and
+affectionate to her: you're younger than she. When he comes, he'll find
+you already know his sister and father and are liked by them. Am I right
+or not? Won't that be best?"
+
+"Yes, it will," Natasha answered reluctantly.
+
+
+
+
+CHAPTER VII
+
+Next day, by Marya Dmitrievna's advice, Count Rostov took Natasha to
+call on Prince Nicholas Bolkonski. The count did not set out cheerfully
+on this visit, at heart he felt afraid. He well remembered the last
+interview he had had with the old prince at the time of the enrollment,
+when in reply to an invitation to dinner he had had to listen to an
+angry reprimand for not having provided his full quota of men. Natasha,
+on the other hand, having put on her best gown, was in the highest
+spirits. "They can't help liking me," she thought. "Everybody always has
+liked me, and I am so willing to do anything they wish, so ready to be
+fond of him--for being his father--and of her--for being his sister--
+that there is no reason for them not to like me..."
+
+They drove up to the gloomy old house on the Vozdvizhenka and entered
+the vestibule.
+
+"Well, the Lord have mercy on us!" said the count, half in jest, half in
+earnest; but Natasha noticed that her father was flurried on entering
+the anteroom and inquired timidly and softly whether the prince and
+princess were at home.
+
+When they had been announced a perturbation was noticeable among the
+servants. The footman who had gone to announce them was stopped by
+another in the large hall and they whispered to one another. Then a
+maidservant ran into the hall and hurriedly said something, mentioning
+the princess. At last an old, cross looking footman came and announced
+to the Rostovs that the prince was not receiving, but that the princess
+begged them to walk up. The first person who came to meet the visitors
+was Mademoiselle Bourienne. She greeted the father and daughter with
+special politeness and showed them to the princess' room. The princess,
+looking excited and nervous, her face flushed in patches, ran in to meet
+the visitors, treading heavily, and vainly trying to appear cordial and
+at ease. From the first glance Princess Mary did not like Natasha. She
+thought her too fashionably dressed, frivolously gay and vain. She did
+not at all realize that before having seen her future sister-in-law she
+was prejudiced against her by involuntary envy of her beauty, youth, and
+happiness, as well as by jealousy of her brother's love for her. Apart
+from this insuperable antipathy to her, Princess Mary was agitated just
+then because on the Rostovs' being announced, the old prince had shouted
+that he did not wish to see them, that Princess Mary might do so if she
+chose, but they were not to be admitted to him. She had decided to
+receive them, but feared lest the prince might at any moment indulge in
+some freak, as he seemed much upset by the Rostovs' visit.
+
+"There, my dear princess, I've brought you my songstress," said the
+count, bowing and looking round uneasily as if afraid the old prince
+might appear. "I am so glad you should get to know one another... very
+sorry the prince is still ailing," and after a few more commonplace
+remarks he rose. "If you'll allow me to leave my Natasha in your hands
+for a quarter of an hour, Princess, I'll drive round to see Anna
+Semenovna, it's quite near in the Dogs' Square, and then I'll come back
+for her."
+
+The count had devised this diplomatic ruse (as he afterwards told his
+daughter) to give the future sisters-in-law an opportunity to talk to
+one another freely, but another motive was to avoid the danger of
+encountering the old prince, of whom he was afraid. He did not mention
+this to his daughter, but Natasha noticed her father's nervousness and
+anxiety and felt mortified by it. She blushed for him, grew still
+angrier at having blushed, and looked at the princess with a bold and
+defiant expression which said that she was not afraid of anybody. The
+princess told the count that she would be delighted, and only begged him
+to stay longer at Anna Semenovna's, and he departed.
+
+Despite the uneasy glances thrown at her by Princess Mary--who wished to
+have a tête-à-tête with Natasha--Mademoiselle Bourienne remained in the
+room and persistently talked about Moscow amusements and theaters.
+Natasha felt offended by the hesitation she had noticed in the anteroom,
+by her father's nervousness, and by the unnatural manner of the princess
+who--she thought--was making a favor of receiving her, and so everything
+displeased her. She did not like Princess Mary, whom she thought very
+plain, affected, and dry. Natasha suddenly shrank into herself and
+involuntarily assumed an offhand air which alienated Princess Mary still
+more. After five minutes of irksome, constrained conversation, they
+heard the sound of slippered feet rapidly approaching. Princess Mary
+looked frightened.
+
+The door opened and the old prince, in a dressing gown and a white
+nightcap, came in.
+
+"Ah, madam!" he began. "Madam, Countess... Countess Rostova, if I am not
+mistaken... I beg you to excuse me, to excuse me... I did not know,
+madam. God is my witness, I did not know you had honored us with a
+visit, and I came in such a costume only to see my daughter. I beg you
+to excuse me... God is my witness, I didn't know-" he repeated,
+stressing the word "God" so unnaturally and so unpleasantly that
+Princess Mary stood with downcast eyes not daring to look either at her
+father or at Natasha.
+
+Nor did the latter, having risen and curtsied, know what to do.
+Mademoiselle Bourienne alone smiled agreeably.
+
+"I beg you to excuse me, excuse me! God is my witness, I did not know,"
+muttered the old man, and after looking Natasha over from head to foot
+he went out.
+
+Mademoiselle Bourienne was the first to recover herself after this
+apparition and began speaking about the prince's indisposition. Natasha
+and Princess Mary looked at one another in silence, and the longer they
+did so without saying what they wanted to say, the greater grew their
+antipathy to one another.
+
+When the count returned, Natasha was impolitely pleased and hastened to
+get away: at that moment she hated the stiff, elderly princess, who
+could place her in such an embarrassing position and had spent half an
+hour with her without once mentioning Prince Andrew. "I couldn't begin
+talking about him in the presence of that Frenchwoman," thought Natasha.
+The same thought was meanwhile tormenting Princess Mary. She knew what
+she ought to have said to Natasha, but she had been unable to say it
+because Mademoiselle Bourienne was in the way, and because, without
+knowing why, she felt it very difficult to speak of the marriage. When
+the count was already leaving the room, Princess Mary went up hurriedly
+to Natasha, took her by the hand, and said with a deep sigh:
+
+"Wait, I must..."
+
+Natasha glanced at her ironically without knowing why.
+
+"Dear Natalie," said Princess Mary, "I want you to know that I am glad
+my brother has found happiness...."
+
+She paused, feeling that she was not telling the truth. Natasha noticed
+this and guessed its reason.
+
+"I think, Princess, it is not convenient to speak of that now," she said
+with external dignity and coldness, though she felt the tears choking
+her.
+
+"What have I said and what have I done?" thought she, as soon as she was
+out of the room.
+
+They waited a long time for Natasha to come to dinner that day. She sat
+in her room crying like a child, blowing her nose and sobbing. Sonya
+stood beside her, kissing her hair.
+
+"Natasha, what is it about?" she asked. "What do they matter to you? It
+will all pass, Natasha."
+
+"But if you only knew how offensive it was... as if I..."
+
+"Don't talk about it, Natasha. It wasn't your fault so why should you
+mind? Kiss me," said Sonya.
+
+Natasha raised her head and, kissing her friend on the lips, pressed her
+wet face against her.
+
+"I can't tell you, I don't know. No one's to blame," said Natasha--"It's
+my fault. But it all hurts terribly. Oh, why doesn't he come?..."
+
+She came in to dinner with red eyes. Marya Dmitrievna, who knew how the
+prince had received the Rostovs, pretended not to notice how upset
+Natasha was and jested resolutely and loudly at table with the count and
+the other guests.
+
+
+
+
+CHAPTER VIII
+
+That evening the Rostovs went to the Opera, for which Marya Dmitrievna
+had taken a box.
+
+Natasha did not want to go, but could not refuse Marya Dmitrievna's kind
+offer which was intended expressly for her. When she came ready dressed
+into the ballroom to await her father, and looking in the large mirror
+there saw that she was pretty, very pretty, she felt even more sad, but
+it was a sweet, tender sadness.
+
+"O God, if he were here now I would not behave as I did then, but
+differently. I would not be silly and afraid of things, I would simply
+embrace him, cling to him, and make him look at me with those searching
+inquiring eyes with which he has so often looked at me, and then I would
+make him laugh as he used to laugh. And his eyes--how I see those eyes!"
+thought Natasha. "And what do his father and sister matter to me? I love
+him alone, him, him, with that face and those eyes, with his smile,
+manly and yet childlike.... No, I had better not think of him; not think
+of him but forget him, quite forget him for the present. I can't bear
+this waiting and I shall cry in a minute!" and she turned away from the
+glass, making an effort not to cry. "And how can Sonya love Nicholas so
+calmly and quietly and wait so long and so patiently?" thought she,
+looking at Sonya, who also came in quite ready, with a fan in her hand.
+"No, she's altogether different. I can't!"
+
+Natasha at that moment felt so softened and tender that it was not
+enough for her to love and know she was beloved, she wanted now, at
+once, to embrace the man she loved, to speak and hear from him words of
+love such as filled her heart. While she sat in the carriage beside her
+father, pensively watching the lights of the street lamps flickering on
+the frozen window, she felt still sadder and more in love, and forgot
+where she was going and with whom. Having fallen into the line of
+carriages, the Rostovs' carriage drove up to the theater, its wheels
+squeaking over the snow. Natasha and Sonya, holding up their dresses,
+jumped out quickly. The count got out helped by the footmen, and,
+passing among men and women who were entering and the program sellers,
+they all three went along the corridor to the first row of boxes.
+Through the closed doors the music was already audible.
+
+"Natasha, your hair!..." whispered Sonya.
+
+An attendant deferentially and quickly slipped before the ladies and
+opened the door of their box. The music sounded louder and through the
+door rows of brightly lit boxes in which ladies sat with bare arms and
+shoulders, and noisy stalls brilliant with uniforms, glittered before
+their eyes. A lady entering the next box shot a glance of feminine envy
+at Natasha. The curtain had not yet risen and the overture was being
+played. Natasha, smoothing her gown, went in with Sonya and sat down,
+scanning the brilliant tiers of boxes opposite. A sensation she had not
+experienced for a long time--that of hundreds of eyes looking at her
+bare arms and neck--suddenly affected her both agreeably and
+disagreeably and called up a whole crowd of memories, desires and
+emotions associated with that feeling.
+
+The two remarkably pretty girls, Natasha and Sonya, with Count Rostov
+who had not been seen in Moscow for a long time, attracted general
+attention. Moreover, everybody knew vaguely of Natasha's engagement to
+Prince Andrew, and knew that the Rostovs had lived in the country ever
+since, and all looked with curiosity at a fiancee who was making one of
+the best matches in Russia.
+
+Natasha's looks, as everyone told her, had improved in the country, and
+that evening thanks to her agitation she was particularly pretty. She
+struck those who saw her by her fullness of life and beauty, combined
+with her indifference to everything about her. Her black eyes looked at
+the crowd without seeking anyone, and her delicate arm, bare to above
+the elbow, lay on the velvet edge of the box, while, evidently
+unconsciously, she opened and closed her hand in time to the music,
+crumpling her program. "Look, there's Alenina," said Sonya, "with her
+mother, isn't it?"
+
+"Dear me, Michael Kirilovich has grown still stouter!" remarked the
+count.
+
+"Look at our Anna Mikhaylovna--what a headdress she has on!"
+
+"The Karagins, Julie--and Boris with them. One can see at once that
+they're engaged...."
+
+"Drubetskoy has proposed?"
+
+"Oh yes, I heard it today," said Shinshin, coming into the Rostovs' box.
+
+Natasha looked in the direction in which her father's eyes were turned
+and saw Julie sitting beside her mother with a happy look on her face
+and a string of pearls round her thick red neck--which Natasha knew was
+covered with powder. Behind them, wearing a smile and leaning over with
+an ear to Julie's mouth, was Boris' handsome smoothly brushed head. He
+looked at the Rostovs from under his brows and said something, smiling,
+to his betrothed.
+
+"They are talking about us, about me and him!" thought Natasha. "And he
+no doubt is calming her jealousy of me. They needn't trouble themselves!
+If only they knew how little I am concerned about any of them."
+
+Behind them sat Anna Mikhaylovna wearing a green headdress and with a
+happy look of resignation to the will of God on her face. Their box was
+pervaded by that atmosphere of an affianced couple which Natasha knew so
+well and liked so much. She turned away and suddenly remembered all that
+had been so humiliating in her morning's visit.
+
+"What right has he not to wish to receive me into his family? Oh, better
+not think of it--not till he comes back!" she told herself, and began
+looking at the faces, some strange and some familiar, in the stalls. In
+the front, in the very center, leaning back against the orchestra rail,
+stood Dolokhov in a Persian dress, his curly hair brushed up into a huge
+shock. He stood in full view of the audience, well aware that he was
+attracting everyone's attention, yet as much at ease as though he were
+in his own room. Around him thronged Moscow's most brilliant young men,
+whom he evidently dominated.
+
+The count, laughing, nudged the blushing Sonya and pointed to her former
+adorer.
+
+"Do you recognize him?" said he. "And where has he sprung from?" he
+asked, turning to Shinshin. "Didn't he vanish somewhere?"
+
+"He did," replied Shinshin. "He was in the Caucasus and ran away from
+there. They say he has been acting as minister to some ruling prince in
+Persia, where he killed the Shah's brother. Now all the Moscow ladies
+are mad about him! It's 'Dolokhov the Persian' that does it! We never
+hear a word but Dolokhov is mentioned. They swear by him, they offer him
+to you as they would a dish of choice sterlet. Dolokhov and Anatole
+Kuragin have turned all our ladies' heads."
+
+A tall, beautiful woman with a mass of plaited hair and much exposed
+plump white shoulders and neck, round which she wore a double string of
+large pearls, entered the adjoining box rustling her heavy silk dress
+and took a long time settling into her place.
+
+Natasha involuntarily gazed at that neck, those shoulders, and pearls
+and coiffure, and admired the beauty of the shoulders and the pearls.
+While Natasha was fixing her gaze on her for the second time the lady
+looked round and, meeting the count's eyes, nodded to him and smiled.
+She was the Countess Bezukhova, Pierre's wife, and the count, who knew
+everyone in society, leaned over and spoke to her.
+
+"Have you been here long, Countess?" he inquired. "I'll call, I'll call
+to kiss your hand. I'm here on business and have brought my girls with
+me. They say Semenova acts marvelously. Count Pierre never used to
+forget us. Is he here?"
+
+"Yes, he meant to look in," answered Helene, and glanced attentively at
+Natasha.
+
+Count Rostov resumed his seat.
+
+"Handsome, isn't she?" he whispered to Natasha.
+
+"Wonderful!" answered Natasha. "She's a woman one could easily fall in
+love with."
+
+Just then the last chords of the overture were heard and the conductor
+tapped with his stick. Some latecomers took their seats in the stalls,
+and the curtain rose.
+
+As soon as it rose everyone in the boxes and stalls became silent, and
+all the men, old and young, in uniform and evening dress, and all the
+women with gems on their bare flesh, turned their whole attention with
+eager curiosity to the stage. Natasha too began to look at it.
+
+
+
+
+CHAPTER IX
+
+The floor of the stage consisted of smooth boards, at the sides was some
+painted cardboard representing trees, and at the back was a cloth
+stretched over boards. In the center of the stage sat some girls in red
+bodices and white skirts. One very fat girl in a white silk dress sat
+apart on a low bench, to the back of which a piece of green cardboard
+was glued. They all sang something. When they had finished their song
+the girl in white went up to the prompter's box and a man with tight
+silk trousers over his stout legs, and holding a plume and a dagger,
+went up to her and began singing, waving his arms about.
+
+First the man in the tight trousers sang alone, then she sang, then they
+both paused while the orchestra played and the man fingered the hand of
+the girl in white, obviously awaiting the beat to start singing with
+her. They sang together and everyone in the theater began clapping and
+shouting, while the man and woman on the stage--who represented lovers--
+began smiling, spreading out their arms, and bowing.
+
+After her life in the country, and in her present serious mood, all this
+seemed grotesque and amazing to Natasha. She could not follow the opera
+nor even listen to the music; she saw only the painted cardboard and the
+queerly dressed men and women who moved, spoke, and sang so strangely in
+that brilliant light. She knew what it was all meant to represent, but
+it was so pretentiously false and unnatural that she first felt ashamed
+for the actors and then amused at them. She looked at the faces of the
+audience, seeking in them the same sense of ridicule and perplexity she
+herself experienced, but they all seemed attentive to what was happening
+on the stage, and expressed delight which to Natasha seemed feigned. "I
+suppose it has to be like this!" she thought. She kept looking round in
+turn at the rows of pomaded heads in the stalls and then at the seminude
+women in the boxes, especially at Helene in the next box, who--
+apparently quite unclothed--sat with a quiet tranquil smile, not taking
+her eyes off the stage. And feeling the bright light that flooded the
+whole place and the warm air heated by the crowd, Natasha little by
+little began to pass into a state of intoxication she had not
+experienced for a long while. She did not realize who and where she was,
+nor what was going on before her. As she looked and thought, the
+strangest fancies unexpectedly and disconnectedly passed through her
+mind: the idea occurred to her of jumping onto the edge of the box and
+singing the air the actress was singing, then she wished to touch with
+her fan an old gentleman sitting not far from her, then to lean over to
+Helene and tickle her.
+
+At a moment when all was quiet before the commencement of a song, a door
+leading to the stalls on the side nearest the Rostovs' box creaked, and
+the steps of a belated arrival were heard. "There's Kuragin!" whispered
+Shinshin. Countess Bezukhova turned smiling to the newcomer, and
+Natasha, following the direction of that look, saw an exceptionally
+handsome adjutant approaching their box with a self-assured yet
+courteous bearing. This was Anatole Kuragin whom she had seen and
+noticed long ago at the ball in Petersburg. He was now in an adjutant's
+uniform with one epaulet and a shoulder knot. He moved with a restrained
+swagger which would have been ridiculous had he not been so good-looking
+and had his handsome face not worn such an expression of good-humored
+complacency and gaiety. Though the performance was proceeding, he walked
+deliberately down the carpeted gangway, his sword and spurs slightly
+jingling and his handsome perfumed head held high. Having looked at
+Natasha he approached his sister, laid his well gloved hand on the edge
+of her box, nodded to her, and leaning forward asked a question, with a
+motion toward Natasha.
+
+"Mais charmante!" said he, evidently referring to Natasha, who did not
+exactly hear his words but understood them from the movement of his
+lips. Then he took his place in the first row of the stalls and sat down
+beside Dolokhov, nudging with his elbow in a friendly and offhand way
+that Dolokhov whom others treated so fawningly. He winked at him gaily,
+smiled, and rested his foot against the orchestra screen.
+
+"How like the brother is to the sister," remarked the count. "And how
+handsome they both are!"
+
+Shinshin, lowering his voice, began to tell the count of some intrigue
+of Kuragin's in Moscow, and Natasha tried to overhear it just because he
+had said she was "charmante."
+
+The first act was over. In the stalls everyone began moving about, going
+out and coming in.
+
+Boris came to the Rostovs' box, received their congratulations very
+simply, and raising his eyebrows with an absent-minded smile conveyed to
+Natasha and Sonya his fiancee's invitation to her wedding, and went
+away. Natasha with a gay, coquettish smile talked to him, and
+congratulated on his approaching wedding that same Boris with whom she
+had formerly been in love. In the state of intoxication she was in,
+everything seemed simple and natural.
+
+The scantily clad Helene smiled at everyone in the same way, and Natasha
+gave Boris a similar smile.
+
+Helene's box was filled and surrounded from the stalls by the most
+distinguished and intellectual men, who seemed to vie with one another
+in their wish to let everyone see that they knew her.
+
+During the whole of that entr'acte Kuragin stood with Dolokhov in front
+of the orchestra partition, looking at the Rostovs' box. Natasha knew he
+was talking about her and this afforded her pleasure. She even turned so
+that he should see her profile in what she thought was its most becoming
+aspect. Before the beginning of the second act Pierre appeared in the
+stalls. The Rostovs had not seen him since their arrival. His face
+looked sad, and he had grown still stouter since Natasha last saw him.
+He passed up to the front rows, not noticing anyone. Anatole went up to
+him and began speaking to him, looking at and indicating the Rostovs'
+box. On seeing Natasha Pierre grew animated and, hastily passing between
+the rows, came toward their box. When he got there he leaned on his
+elbows and, smiling, talked to her for a long time. While conversing
+with Pierre, Natasha heard a man's voice in Countess Bezukhova's box and
+something told her it was Kuragin. She turned and their eyes met. Almost
+smiling, he gazed straight into her eyes with such an enraptured
+caressing look that it seemed strange to be so near him, to look at him
+like that, to be so sure he admired her, and not to be acquainted with
+him.
+
+In the second act there was scenery representing tombstones, there was a
+round hole in the canvas to represent the moon, shades were raised over
+the footlights, and from horns and contrabass came deep notes while many
+people appeared from right and left wearing black cloaks and holding
+things like daggers in their hands. They began waving their arms. Then
+some other people ran in and began dragging away the maiden who had been
+in white and was now in light blue. They did not drag her away at once,
+but sang with her for a long time and then at last dragged her off, and
+behind the scenes something metallic was struck three times and everyone
+knelt down and sang a prayer. All these things were repeatedly
+interrupted by the enthusiastic shouts of the audience.
+
+During this act every time Natasha looked toward the stalls she saw
+Anatole Kuragin with an arm thrown across the back of his chair, staring
+at her. She was pleased to see that he was captivated by her and it did
+not occur to her that there was anything wrong in it.
+
+When the second act was over Countess Bezukhova rose, turned to the
+Rostovs' box--her whole bosom completely exposed--beckoned the old count
+with a gloved finger, and paying no attention to those who had entered
+her box began talking to him with an amiable smile.
+
+"Do make me acquainted with your charming daughters," said she. "The
+whole town is singing their praises and I don't even know them!"
+
+Natasha rose and curtsied to the splendid countess. She was so pleased
+by praise from this brilliant beauty that she blushed with pleasure.
+
+"I want to become a Moscovite too, now," said Helene. "How is it you're
+not ashamed to bury such pearls in the country?"
+
+Countess Bezukhova quite deserved her reputation of being a fascinating
+woman. She could say what she did not think--especially what was
+flattering--quite simply and naturally.
+
+"Dear count, you must let me look after your daughters! Though I am not
+staying here long this time--nor are you--I will try to amuse them. I
+have already heard much of you in Petersburg and wanted to get to know
+you," said she to Natasha with her stereotyped and lovely smile. "I had
+heard about you from my page, Drubetskoy. Have you heard he is getting
+married? And also from my husband's friend Bolkonski, Prince Andrew
+Bolkonski," she went on with special emphasis, implying that she knew of
+his relation to Natasha. To get better acquainted she asked that one of
+the young ladies should come into her box for the rest of the
+performance, and Natasha moved over to it.
+
+The scene of the third act represented a palace in which many candles
+were burning and pictures of knights with short beards hung on the
+walls. In the middle stood what were probably a king and a queen. The
+king waved his right arm and, evidently nervous, sang something badly
+and sat down on a crimson throne. The maiden who had been first in white
+and then in light blue, now wore only a smock, and stood beside the
+throne with her hair down. She sang something mournfully, addressing the
+queen, but the king waved his arm severely, and men and women with bare
+legs came in from both sides and began dancing all together. Then the
+violins played very shrilly and merrily and one of the women with thick
+bare legs and thin arms, separating from the others, went behind the
+wings, adjusted her bodice, returned to the middle of the stage, and
+began jumping and striking one foot rapidly against the other. In the
+stalls everyone clapped and shouted "bravo!" Then one of the men went
+into a corner of the stage. The cymbals and horns in the orchestra
+struck up more loudly, and this man with bare legs jumped very high and
+waved his feet about very rapidly. (He was Duport, who received sixty
+thousand rubles a year for this art.) Everybody in the stalls, boxes,
+and galleries began clapping and shouting with all their might, and the
+man stopped and began smiling and bowing to all sides. Then other men
+and women danced with bare legs. Then the king again shouted to the
+sound of music, and they all began singing. But suddenly a storm came
+on, chromatic scales and diminished sevenths were heard in the
+orchestra, everyone ran off, again dragging one of their number away,
+and the curtain dropped. Once more there was a terrible noise and
+clatter among the audience, and with rapturous faces everyone began
+shouting: "Duport! Duport! Duport!" Natasha no longer thought this
+strange. She looked about with pleasure, smiling joyfully.
+
+"Isn't Duport delightful?" Helene asked her.
+
+"Oh, yes," replied Natasha.
+
+
+
+
+CHAPTER X
+
+During the entr'acte a whiff of cold air came into Helene's box, the
+door opened, and Anatole entered, stooping and trying not to brush
+against anyone.
+
+"Let me introduce my brother to you," said Helene, her eyes shifting
+uneasily from Natasha to Anatole.
+
+Natasha turned her pretty little head toward the elegant young officer
+and smiled at him over her bare shoulder. Anatole, who was as handsome
+at close quarters as at a distance, sat down beside her and told her he
+had long wished to have this happiness--ever since the Naryshkins' ball
+in fact, at which he had had the well-remembered pleasure of seeing her.
+Kuragin was much more sensible and simple with women than among men. He
+talked boldly and naturally, and Natasha was strangely and agreeably
+struck by the fact that there was nothing formidable in this man about
+whom there was so much talk, but that on the contrary his smile was most
+naive, cheerful, and good-natured.
+
+Kuragin asked her opinion of the performance and told her how at a
+previous performance Semenova had fallen down on the stage.
+
+"And do you know, Countess," he said, suddenly addressing her as an old,
+familiar acquaintance, "we are getting up a costume tournament; you
+ought to take part in it! It will be great fun. We shall all meet at the
+Karagins'! Please come! No! Really, eh?" said he.
+
+While saying this he never removed his smiling eyes from her face, her
+neck, and her bare arms. Natasha knew for certain that he was enraptured
+by her. This pleased her, yet his presence made her feel constrained and
+oppressed. When she was not looking at him she felt that he was looking
+at her shoulders, and she involuntarily caught his eye so that he should
+look into hers rather than this. But looking into his eyes she was
+frightened, realizing that there was not that barrier of modesty she had
+always felt between herself and other men. She did not know how it was
+that within five minutes she had come to feel herself terribly near to
+this man. When she turned away she feared he might seize her from behind
+by her bare arm and kiss her on the neck. They spoke of most ordinary
+things, yet she felt that they were closer to one another than she had
+ever been to any man. Natasha kept turning to Helene and to her father,
+as if asking what it all meant, but Helene was engaged in conversation
+with a general and did not answer her look, and her father's eyes said
+nothing but what they always said: "Having a good time? Well, I'm glad
+of it!"
+
+During one of these moments of awkward silence when Anatole's prominent
+eyes were gazing calmly and fixedly at her, Natasha, to break the
+silence, asked him how he liked Moscow. She asked the question and
+blushed. She felt all the time that by talking to him she was doing
+something improper. Anatole smiled as though to encourage her.
+
+"At first I did not like it much, because what makes a town pleasant ce
+sont les jolies femmes, * isn't that so? But now I like it very much
+indeed," he said, looking at her significantly. "You'll come to the
+costume tournament, Countess? Do come!" and putting out his hand to her
+bouquet and dropping his voice, he added, "You will be the prettiest
+there. Do come, dear countess, and give me this flower as a pledge!"
+
+
+* Are the pretty women.
+
+Natasha did not understand what he was saying any more than he did
+himself, but she felt that his incomprehensible words had an improper
+intention. She did not know what to say and turned away as if she had
+not heard his remark. But as soon as she had turned away she felt that
+he was there, behind, so close behind her.
+
+"How is he now? Confused? Angry? Ought I to put it right?" she asked
+herself, and she could not refrain from turning round. She looked
+straight into his eyes, and his nearness, self-assurance, and the good-
+natured tenderness of his smile vanquished her. She smiled just as he
+was doing, gazing straight into his eyes. And again she felt with horror
+that no barrier lay between him and her.
+
+The curtain rose again. Anatole left the box, serene and gay. Natasha
+went back to her father in the other box, now quite submissive to the
+world she found herself in. All that was going on before her now seemed
+quite natural, but on the other hand all her previous thoughts of her
+betrothed, of Princess Mary, or of life in the country did not once
+recur to her mind and were as if belonging to a remote past.
+
+In the fourth act there was some sort of devil who sang waving his arm
+about, till the boards were withdrawn from under him and he disappeared
+down below. That was the only part of the fourth act that Natasha saw.
+She felt agitated and tormented, and the cause of this was Kuragin whom
+she could not help watching. As they were leaving the theater Anatole
+came up to them, called their carriage, and helped them in. As he was
+putting Natasha in he pressed her arm above the elbow. Agitated and
+flushed she turned round. He was looking at her with glittering eyes,
+smiling tenderly.
+
+Only after she had reached home was Natasha able clearly to think over
+what had happened to her, and suddenly remembering Prince Andrew she was
+horrified, and at tea to which all had sat down after the opera, she
+gave a loud exclamation, flushed, and ran out of the room.
+
+"O God! I am lost!" she said to herself. "How could I let him?" She sat
+for a long time hiding her flushed face in her hands trying to realize
+what had happened to her, but was unable either to understand what had
+happened or what she felt. Everything seemed dark, obscure, and
+terrible. There in that enormous, illuminated theater where the bare-
+legged Duport, in a tinsel-decorated jacket, jumped about to the music
+on wet boards, and young girls and old men, and the nearly naked Helene
+with her proud, calm smile, rapturously cried "bravo!"--there in the
+presence of that Helene it had all seemed clear and simple; but now,
+alone by herself, it was incomprehensible. "What is it? What was that
+terror I felt of him? What is this gnawing of conscience I am feeling
+now?" she thought.
+
+Only to the old countess at night in bed could Natasha have told all she
+was feeling. She knew that Sonya with her severe and simple views would
+either not understand it at all or would be horrified at such a
+confession. So Natasha tried to solve what was torturing her by herself.
+
+"Am I spoiled for Andrew's love or not?" she asked herself, and with
+soothing irony replied: "What a fool I am to ask that! What did happen
+to me? Nothing! I have done nothing, I didn't lead him on at all. Nobody
+will know and I shall never see him again," she told herself. "So it is
+plain that nothing has happened and there is nothing to repent of, and
+Andrew can love me still. But why 'still?' O God, why isn't he here?"
+Natasha quieted herself for a moment, but again some instinct told her
+that though all this was true, and though nothing had happened, yet the
+former purity of her love for Prince Andrew had perished. And again in
+imagination she went over her whole conversation with Kuragin, and again
+saw the face, gestures, and tender smile of that bold handsome man when
+he pressed her arm.
+
+
+
+
+CHAPTER XI
+
+Anatole Kuragin was staying in Moscow because his father had sent him
+away from Petersburg, where he had been spending twenty thousand rubles
+a year in cash, besides running up debts for as much more, which his
+creditors demanded from his father.
+
+His father announced to him that he would now pay half his debts for the
+last time, but only on condition that he went to Moscow as adjutant to
+the commander-in-chief--a post his father had procured for him--and
+would at last try to make a good match there. He indicated to him
+Princess Mary and Julie Karagina.
+
+Anatole consented and went to Moscow, where he put up at Pierre's house.
+Pierre received him unwillingly at first, but got used to him after a
+while, sometimes even accompanied him on his carousals, and gave him
+money under the guise of loans.
+
+As Shinshin had remarked, from the time of his arrival Anatole had
+turned the heads of the Moscow ladies, especially by the fact that he
+slighted them and plainly preferred the gypsy girls and French
+actresses--with the chief of whom, Mademoiselle George, he was said to
+be on intimate relations. He had never missed a carousal at Danilov's or
+other Moscow revelers', drank whole nights through, outvying everyone
+else, and was at all the balls and parties of the best society. There
+was talk of his intrigues with some of the ladies, and he flirted with a
+few of them at the balls. But he did not run after the unmarried girls,
+especially the rich heiresses who were most of them plain. There was a
+special reason for this, as he had got married two years before--a fact
+known only to his most intimate friends. At that time while with his
+regiment in Poland, a Polish landowner of small means had forced him to
+marry his daughter. Anatole had very soon abandoned his wife and, for a
+payment which he agreed to send to his father-in-law, had arranged to be
+free to pass himself off as a bachelor.
+
+Anatole was always content with his position, with himself, and with
+others. He was instinctively and thoroughly convinced that it was
+impossible for him to live otherwise than as he did and that he had
+never in his life done anything base. He was incapable of considering
+how his actions might affect others or what the consequences of this or
+that action of his might be. He was convinced that, as a duck is so made
+that it must live in water, so God had made him such that he must spend
+thirty thousand rubles a year and always occupy a prominent position in
+society. He believed this so firmly that others, looking at him, were
+persuaded of it too and did not refuse him either a leading place in
+society or money, which he borrowed from anyone and everyone and
+evidently would not repay.
+
+He was not a gambler, at any rate he did not care about winning. He was
+not vain. He did not mind what people thought of him. Still less could
+he be accused of ambition. More than once he had vexed his father by
+spoiling his own career, and he laughed at distinctions of all kinds. He
+was not mean, and did not refuse anyone who asked of him. All he cared
+about was gaiety and women, and as according to his ideas there was
+nothing dishonorable in these tastes, and he was incapable of
+considering what the gratification of his tastes entailed for others, he
+honestly considered himself irreproachable, sincerely despised rogues
+and bad people, and with a tranquil conscience carried his head high.
+
+Rakes, those male Magdalenes, have a secret feeling of innocence similar
+to that which female Magdalenes have, based on the same hope of
+forgiveness. "All will be forgiven her, for she loved much; and all will
+be forgiven him, for he enjoyed much."
+
+Dolokhov, who had reappeared that year in Moscow after his exile and his
+Persian adventures, and was leading a life of luxury, gambling, and
+dissipation, associated with his old Petersburg comrade Kuragin and made
+use of him for his own ends.
+
+Anatole was sincerely fond of Dolokhov for his cleverness and audacity.
+Dolokhov, who needed Anatole Kuragin's name, position, and connections
+as a bait to draw rich young men into his gambling set, made use of him
+and amused himself at his expense without letting the other feel it.
+Apart from the advantage he derived from Anatole, the very process of
+dominating another's will was in itself a pleasure, a habit, and a
+necessity to Dolokhov.
+
+Natasha had made a strong impression on Kuragin. At supper after the
+opera he described to Dolokhov with the air of a connoisseur the
+attractions of her arms, shoulders, feet, and hair and expressed his
+intention of making love to her. Anatole had no notion and was incapable
+of considering what might come of such love-making, as he never had any
+notion of the outcome of any of his actions.
+
+"She's first-rate, my dear fellow, but not for us," replied Dolokhov.
+
+"I will tell my sister to ask her to dinner," said Anatole. "Eh?"
+
+"You'd better wait till she's married...."
+
+"You know, I adore little girls, they lose their heads at once," pursued
+Anatole.
+
+"You have been caught once already by a 'little girl,'" said Dolokhov
+who knew of Kuragin's marriage. "Take care!"
+
+"Well, that can't happen twice! Eh?" said Anatole, with a good-humored
+laugh.
+
+
+
+
+CHAPTER XII
+
+The day after the opera the Rostovs went nowhere and nobody came to see
+them. Marya Dmitrievna talked to the count about something which they
+concealed from Natasha. Natasha guessed they were talking about the old
+prince and planning something, and this disquieted and offended her. She
+was expecting Prince Andrew any moment and twice that day sent a
+manservant to the Vozdvizhenka to ascertain whether he had come. He had
+not arrived. She suffered more now than during her first days in Moscow.
+To her impatience and pining for him were now added the unpleasant
+recollection of her interview with Princess Mary and the old prince, and
+a fear and anxiety of which she did not understand the cause. She
+continually fancied that either he would never come or that something
+would happen to her before he came. She could no longer think of him by
+herself calmly and continuously as she had done before. As soon as she
+began to think of him, the recollection of the old prince, of Princess
+Mary, of the theater, and of Kuragin mingled with her thoughts. The
+question again presented itself whether she was not guilty, whether she
+had not already broken faith with Prince Andrew, and again she found
+herself recalling to the minutest detail every word, every gesture, and
+every shade in the play of expression on the face of the man who had
+been able to arouse in her such an incomprehensible and terrifying
+feeling. To the family Natasha seemed livelier than usual, but she was
+far less tranquil and happy than before.
+
+On Sunday morning Marya Dmitrievna invited her visitors to Mass at her
+parish church--the Church of the Assumption built over the graves of
+victims of the plague.
+
+"I don't like those fashionable churches," she said, evidently priding
+herself on her independence of thought. "God is the same everywhere. We
+have an excellent priest, he conducts the service decently and with
+dignity, and the deacon is the same. What holiness is there in giving
+concerts in the choir? I don't like it, it's just self-indulgence!"
+
+Marya Dmitrievna liked Sundays and knew how to keep them. Her whole
+house was scrubbed and cleaned on Saturdays; neither she nor the
+servants worked, and they all wore holiday dress and went to church. At
+her table there were extra dishes at dinner, and the servants had vodka
+and roast goose or suckling pig. But in nothing in the house was the
+holiday so noticeable as in Marya Dmitrievna's broad, stern face, which
+on that day wore an invariable look of solemn festivity.
+
+After Mass, when they had finished their coffee in the dining room where
+the loose covers had been removed from the furniture, a servant
+announced that the carriage was ready, and Marya Dmitrievna rose with a
+stern air. She wore her holiday shawl, in which she paid calls, and
+announced that she was going to see Prince Nicholas Bolkonski to have an
+explanation with him about Natasha.
+
+After she had gone, a dressmaker from Madame Suppert-Roguet waited on
+the Rostovs, and Natasha, very glad of this diversion, having shut
+herself into a room adjoining the drawing room, occupied herself trying
+on the new dresses. Just as she had put on a bodice without sleeves and
+only tacked together, and was turning her head to see in the glass how
+the back fitted, she heard in the drawing room the animated sounds of
+her father's voice and another's--a woman's--that made her flush. It was
+Helene. Natasha had not time to take off the bodice before the door
+opened and Countess Bezukhova, dressed in a purple velvet gown with a
+high collar, came into the room beaming with good-humored amiable
+smiles.
+
+"Oh, my enchantress!" she cried to the blushing Natasha. "Charming! No,
+this is really beyond anything, my dear count," said she to Count Rostov
+who had followed her in. "How can you live in Moscow and go nowhere? No,
+I won't let you off! Mademoiselle George will recite at my house tonight
+and there'll be some people, and if you don't bring your lovely girls--
+who are prettier than Mademoiselle George--I won't know you! My husband
+is away in Tver or I would send him to fetch you. You must come. You
+positively must! Between eight and nine."
+
+She nodded to the dressmaker, whom she knew and who had curtsied
+respectfully to her, and seated herself in an armchair beside the
+looking glass, draping the folds of her velvet dress picturesquely. She
+did not cease chattering good-naturedly and gaily, continually praising
+Natasha's beauty. She looked at Natasha's dresses and praised them, as
+well as a new dress of her own made of "metallic gauze," which she had
+received from Paris, and advised Natasha to have one like it.
+
+"But anything suits you, my charmer!" she remarked.
+
+A smile of pleasure never left Natasha's face. She felt happy and as if
+she were blossoming under the praise of this dear Countess Bezukhova who
+had formerly seemed to her so unapproachable and important and was now
+so kind to her. Natasha brightened up and felt almost in love with this
+woman, who was so beautiful and so kind. Helene for her part was
+sincerely delighted with Natasha and wished to give her a good time.
+Anatole had asked her to bring him and Natasha together, and she was
+calling on the Rostovs for that purpose. The idea of throwing her
+brother and Natasha together amused her.
+
+Though at one time, in Petersburg, she had been annoyed with Natasha for
+drawing Boris away, she did not think of that now, and in her own way
+heartily wished Natasha well. As she was leaving the Rostovs she called
+her protegee aside.
+
+"My brother dined with me yesterday--we nearly died of laughter--he ate
+nothing and kept sighing for you, my charmer! He is madly, quite madly,
+in love with you, my dear."
+
+Natasha blushed scarlet when she heard this.
+
+"How she blushes, how she blushes, my pretty!" said Helene. "You must
+certainly come. If you love somebody, my charmer, that is not a reason
+to shut yourself up. Even if you are engaged, I am sure your fiance
+would wish you to go into society rather than be bored to death."
+
+"So she knows I am engaged, and she and her husband Pierre--that good
+Pierre--have talked and laughed about this. So it's all right." And
+again, under Helene's influence, what had seemed terrible now seemed
+simple and natural. "And she is such a grande dame, so kind, and
+evidently likes me so much. And why not enjoy myself?" thought Natasha,
+gazing at Helene with wide-open, wondering eyes.
+
+Marya Dmitrievna came back to dinner taciturn and serious, having
+evidently suffered a defeat at the old prince's. She was still too
+agitated by the encounter to be able to talk of the affair calmly. In
+answer to the count's inquiries she replied that things were all right
+and that she would tell about it next day. On hearing of Countess
+Bezukhova's visit and the invitation for that evening, Marya Dmitrievna
+remarked:
+
+"I don't care to have anything to do with Bezukhova and don't advise you
+to; however, if you've promised--go. It will divert your thoughts," she
+added, addressing Natasha.
+
+
+
+
+CHAPTER XIII
+
+Count Rostov took the girls to Countess Bezukhova's. There were a good
+many people there, but nearly all strangers to Natasha. Count Rostov was
+displeased to see that the company consisted almost entirely of men and
+women known for the freedom of their conduct. Mademoiselle George was
+standing in a corner of the drawing room surrounded by young men. There
+were several Frenchmen present, among them Metivier who from the time
+Helene reached Moscow had been an intimate in her house. The count
+decided not to sit down to cards or let his girls out of his sight and
+to get away as soon as Mademoiselle George's performance was over.
+
+Anatole was at the door, evidently on the lookout for the Rostovs.
+Immediately after greeting the count he went up to Natasha and followed
+her. As soon as she saw him she was seized by the same feeling she had
+had at the opera--gratified vanity at his admiration of her and fear at
+the absence of a moral barrier between them.
+
+Helene welcomed Natasha delightedly and was loud in admiration of her
+beauty and her dress. Soon after their arrival Mademoiselle George went
+out of the room to change her costume. In the drawing room people began
+arranging the chairs and taking their seats. Anatole moved a chair for
+Natasha and was about to sit down beside her, but the count, who never
+lost sight of her, took the seat himself. Anatole sat down behind her.
+
+Mademoiselle George, with her bare, fat, dimpled arms, and a red shawl
+draped over one shoulder, came into the space left vacant for her, and
+assumed an unnatural pose. Enthusiastic whispering was audible.
+
+Mademoiselle George looked sternly and gloomily at the audience and
+began reciting some French verses describing her guilty love for her
+son. In some places she raised her voice, in others she whispered,
+lifting her head triumphantly; sometimes she paused and uttered hoarse
+sounds, rolling her eyes.
+
+"Adorable! divine! delicious!" was heard from every side.
+
+Natasha looked at the fat actress, but neither saw nor heard nor
+understood anything of what went on before her. She only felt herself
+again completely borne away into this strange senseless world--so remote
+from her old world--a world in which it was impossible to know what was
+good or bad, reasonable or senseless. Behind her sat Anatole, and
+conscious of his proximity she experienced a frightened sense of
+expectancy.
+
+After the first monologue the whole company rose and surrounded
+Mademoiselle George, expressing their enthusiasm.
+
+"How beautiful she is!" Natasha remarked to her father who had also
+risen and was moving through the crowd toward the actress.
+
+"I don't think so when I look at you!" said Anatole, following Natasha.
+He said this at a moment when she alone could hear him. "You are
+enchanting... from the moment I saw you I have never ceased..."
+
+"Come, come, Natasha!" said the count, as he turned back for his
+daughter. "How beautiful she is!" Natasha without saying anything
+stepped up to her father and looked at him with surprised inquiring
+eyes.
+
+After giving several recitations, Mademoiselle George left, and Countess
+Bezukhova asked her visitors into the ballroom.
+
+The count wished to go home, but Helene entreated him not to spoil her
+improvised ball, and the Rostovs stayed on. Anatole asked Natasha for a
+valse and as they danced he pressed her waist and hand and told her she
+was bewitching and that he loved her. During the ecossaise, which she
+also danced with him, Anatole said nothing when they happened to be by
+themselves, but merely gazed at her. Natasha lifted her frightened eyes
+to him, but there was such confident tenderness in his affectionate look
+and smile that she could not, whilst looking at him, say what she had to
+say. She lowered her eyes.
+
+"Don't say such things to me. I am betrothed and love another," she said
+rapidly.... She glanced at him.
+
+Anatole was not upset or pained by what she had said.
+
+"Don't speak to me of that! What can I do?" said he. "I tell you I am
+madly, madly, in love with you! Is it my fault that you are
+enchanting?... It's our turn to begin."
+
+Natasha, animated and excited, looked about her with wide-open
+frightened eyes and seemed merrier than usual. She understood hardly
+anything that went on that evening. They danced the ecossaise and the
+Grossvater. Her father asked her to come home, but she begged to remain.
+Wherever she went and whomever she was speaking to, she felt his eyes
+upon her. Later on she recalled how she had asked her father to let her
+go to the dressing room to rearrange her dress, that Helene had followed
+her and spoken laughingly of her brother's love, and that she again met
+Anatole in the little sitting room. Helene had disappeared leaving them
+alone, and Anatole had taken her hand and said in a tender voice:
+
+"I cannot come to visit you but is it possible that I shall never see
+you? I love you madly. Can I never...?" and, blocking her path, he
+brought his face close to hers.
+
+His large, glittering, masculine eyes were so close to hers that she saw
+nothing but them.
+
+"Natalie?" he whispered inquiringly while she felt her hands being
+painfully pressed. "Natalie?"
+
+"I don't understand. I have nothing to say," her eyes replied.
+
+Burning lips were pressed to hers, and at the same instant she felt
+herself released, and Helene's footsteps and the rustle of her dress
+were heard in the room. Natasha looked round at her, and then, red and
+trembling, threw a frightened look of inquiry at Anatole and moved
+toward the door.
+
+"One word, just one, for God's sake!" cried Anatole.
+
+She paused. She so wanted a word from him that would explain to her what
+had happened and to which she could find no answer.
+
+"Natalie, just a word, only one!" he kept repeating, evidently not
+knowing what to say and he repeated it till Helene came up to them.
+
+Helene returned with Natasha to the drawing room. The Rostovs went away
+without staying for supper.
+
+After reaching home Natasha did not sleep all night. She was tormented
+by the insoluble question whether she loved Anatole or Prince Andrew.
+She loved Prince Andrew--she remembered distinctly how deeply she loved
+him. But she also loved Anatole, of that there was no doubt. "Else how
+could all this have happened?" thought she. "If, after that, I could
+return his smile when saying good-by, if I was able to let it come to
+that, it means that I loved him from the first. It means that he is
+kind, noble, and splendid, and I could not help loving him. What am I to
+do if I love him and the other one too?" she asked herself, unable to
+find an answer to these terrible questions.
+
+
+
+
+CHAPTER XIV
+
+Morning came with its cares and bustle. Everyone got up and began to
+move about and talk, dressmakers came again. Marya Dmitrievna appeared,
+and they were called to breakfast. Natasha kept looking uneasily at
+everybody with wide-open eyes, as if wishing to intercept every glance
+directed toward her, and tried to appear the same as usual.
+
+After breakfast, which was her best time, Marya Dmitrievna sat down in
+her armchair and called Natasha and the count to her.
+
+"Well, friends, I have now thought the whole matter over and this is my
+advice," she began. "Yesterday, as you know, I went to see Prince
+Bolkonski. Well, I had a talk with him.... He took it into his head to
+begin shouting, but I am not one to be shouted down. I said what I had
+to say!"
+
+"Well, and he?" asked the count.
+
+"He? He's crazy... he did not want to listen. But what's the use of
+talking? As it is we have worn the poor girl out," said Marya
+Dmitrievna. "My advice to you is finish your business and go back home
+to Otradnoe... and wait there."
+
+"Oh, no!" exclaimed Natasha.
+
+"Yes, go back," said Marya Dmitrievna, "and wait there. If your
+betrothed comes here now--there will be no avoiding a quarrel; but alone
+with the old man he will talk things over and then come on to you."
+
+Count Rostov approved of this suggestion, appreciating its
+reasonableness. If the old man came round it would be all the better to
+visit him in Moscow or at Bald Hills later on; and if not, the wedding,
+against his wishes, could only be arranged at Otradnoe.
+
+"That is perfectly true. And I am sorry I went to see him and took her,"
+said the old count.
+
+"No, why be sorry? Being here, you had to pay your respects. But if he
+won't--that's his affair," said Marya Dmitrievna, looking for something
+in her reticule. "Besides, the trousseau is ready, so there is nothing
+to wait for; and what is not ready I'll send after you. Though I don't
+like letting you go, it is the best way. So go, with God's blessing!"
+
+Having found what she was looking for in the reticule she handed it to
+Natasha. It was a letter from Princess Mary.
+
+"She has written to you. How she torments herself, poor thing! She's
+afraid you might think that she does not like you."
+
+"But she doesn't like me," said Natasha.
+
+"Don't talk nonsense!" cried Marya Dmitrievna.
+
+"I shan't believe anyone, I know she doesn't like me," replied Natasha
+boldly as she took the letter, and her face expressed a cold and angry
+resolution that caused Marya Dmitrievna to look at her more intently and
+to frown.
+
+"Don't answer like that, my good girl!" she said. "What I say is true!
+Write an answer!" Natasha did not reply and went to her own room to read
+Princess Mary's letter.
+
+Princess Mary wrote that she was in despair at the misunderstanding that
+had occurred between them. Whatever her father's feelings might be, she
+begged Natasha to believe that she could not help loving her as the one
+chosen by her brother, for whose happiness she was ready to sacrifice
+everything.
+
+"Do not think, however," she wrote, "that my father is ill-disposed
+toward you. He is an invalid and an old man who must be forgiven; but he
+is good and magnanimous and will love her who makes his son happy."
+Princess Mary went on to ask Natasha to fix a time when she could see
+her again.
+
+After reading the letter Natasha sat down at the writing table to answer
+it. "Dear Princess," she wrote in French quickly and mechanically, and
+then paused. What more could she write after all that had happened the
+evening before? "Yes, yes! All that has happened, and now all is
+changed," she thought as she sat with the letter she had begun before
+her. "Must I break off with him? Must I really? That's awful..." and to
+escape from these dreadful thoughts she went to Sonya and began sorting
+patterns with her.
+
+After dinner Natasha went to her room and again took up Princess Mary's
+letter. "Can it be that it is all over?" she thought. "Can it be that
+all this has happened so quickly and has destroyed all that went
+before?" She recalled her love for Prince Andrew in all its former
+strength, and at the same time felt that she loved Kuragin. She vividly
+pictured herself as Prince Andrew's wife, and the scenes of happiness
+with him she had so often repeated in her imagination, and at the same
+time, aglow with excitement, recalled every detail of yesterday's
+interview with Anatole.
+
+"Why could that not be as well?" she sometimes asked herself in complete
+bewilderment. "Only so could I be completely happy; but now I have to
+choose, and I can't be happy without either of them. Only," she thought,
+"to tell Prince Andrew what has happened or to hide it from him are both
+equally impossible. But with that one nothing is spoiled. But am I
+really to abandon forever the joy of Prince Andrew's love, in which I
+have lived so long?"
+
+"Please, Miss!" whispered a maid entering the room with a mysterious
+air. "A man told me to give you this-" and she handed Natasha a letter.
+
+"Only, for Christ's sake..." the girl went on, as Natasha, without
+thinking, mechanically broke the seal and read a love letter from
+Anatole, of which, without taking in a word, she understood only that it
+was a letter from him--from the man she loved. Yes, she loved him, or
+else how could that have happened which had happened? And how could she
+have a love letter from him in her hand?
+
+With trembling hands Natasha held that passionate love letter which
+Dolokhov had composed for Anatole, and as she read it she found in it an
+echo of all that she herself imagined she was feeling.
+
+"Since yesterday evening my fate has been sealed; to be loved by you or
+to die. There is no other way for me," the letter began. Then he went on
+to say that he knew her parents would not give her to him--for this
+there were secret reasons he could reveal only to her--but that if she
+loved him she need only say the word yes, and no human power could
+hinder their bliss. Love would conquer all. He would steal her away and
+carry her off to the ends of the earth.
+
+"Yes, yes! I love him!" thought Natasha, reading the letter for the
+twentieth time and finding some peculiarly deep meaning in each word of
+it.
+
+That evening Marya Dmitrievna was going to the Akharovs' and proposed to
+take the girls with her. Natasha, pleading a headache, remained at home.
+
+
+
+
+CHAPTER XV
+
+On returning late in the evening Sonya went to Natasha's room, and to
+her surprise found her still dressed and asleep on the sofa. Open on the
+table, beside her lay Anatole's letter. Sonya picked it up and read it.
+
+As she read she glanced at the sleeping Natasha, trying to find in her
+face an explanation of what she was reading, but did not find it. Her
+face was calm, gentle, and happy. Clutching her breast to keep herself
+from choking, Sonya, pale and trembling with fear and agitation, sat
+down in an armchair and burst into tears.
+
+"How was it I noticed nothing? How could it go so far? Can she have left
+off loving Prince Andrew? And how could she let Kuragin go to such
+lengths? He is a deceiver and a villain, that's plain! What will
+Nicholas, dear noble Nicholas, do when he hears of it? So this is the
+meaning of her excited, resolute, unnatural look the day before
+yesterday, yesterday, and today," thought Sonya. "But it can't be that
+she loves him! She probably opened the letter without knowing who it was
+from. Probably she is offended by it. She could not do such a thing!"
+
+Sonya wiped away her tears and went up to Natasha, again scanning her
+face.
+
+"Natasha!" she said, just audibly.
+
+Natasha awoke and saw Sonya.
+
+"Ah, you're back?"
+
+And with the decision and tenderness that often come at the moment of
+awakening, she embraced her friend, but noticing Sonya's look of
+embarrassment, her own face expressed confusion and suspicion.
+
+"Sonya, you've read that letter?" she demanded.
+
+"Yes," answered Sonya softly.
+
+Natasha smiled rapturously.
+
+"No, Sonya, I can't any longer!" she said. "I can't hide it from you any
+longer. You know, we love one another! Sonya, darling, he writes...
+Sonya..."
+
+Sonya stared open-eyed at Natasha, unable to believe her ears.
+
+"And Bolkonski?" she asked.
+
+"Ah, Sonya, if you only knew how happy I am!" cried Natasha. "You don't
+know what love is...."
+
+"But, Natasha, can that be all over?"
+
+Natasha looked at Sonya with wide-open eyes as if she could not grasp
+the question.
+
+"Well, then, are you refusing Prince Andrew?" said Sonya.
+
+"Oh, you don't understand anything! Don't talk nonsense, just listen!"
+said Natasha, with momentary vexation.
+
+"But I can't believe it," insisted Sonya. "I don't understand. How is it
+you have loved a man for a whole year and suddenly... Why, you have only
+seen him three times! Natasha, I don't believe you, you're joking! In
+three days to forget everything and so..."
+
+"Three days?" said Natasha. "It seems to me I've loved him a hundred
+years. It seems to me that I have never loved anyone before. You can't
+understand it.... Sonya, wait a bit, sit here," and Natasha embraced and
+kissed her.
+
+"I had heard that it happens like this, and you must have heard it too,
+but it's only now that I feel such love. It's not the same as before. As
+soon as I saw him I felt he was my master and I his slave, and that I
+could not help loving him. Yes, his slave! Whatever he orders I shall
+do. You don't understand that. What can I do? What can I do, Sonya?"
+cried Natasha with a happy yet frightened expression.
+
+"But think what you are doing," cried Sonya. "I can't leave it like
+this. This secret correspondence... How could you let him go so far?"
+she went on, with a horror and disgust she could hardly conceal.
+
+"I told you that I have no will," Natasha replied. "Why can't you
+understand? I love him!"
+
+"Then I won't let it come to that... I shall tell!" cried Sonya,
+bursting into tears.
+
+"What do you mean? For God's sake... If you tell, you are my enemy!"
+declared Natasha. "You want me to be miserable, you want us to be
+separated...."
+
+When she saw Natasha's fright, Sonya shed tears of shame and pity for
+her friend.
+
+"But what has happened between you?" she asked. "What has he said to
+you? Why doesn't he come to the house?"
+
+Natasha did not answer her questions.
+
+"For God's sake, Sonya, don't tell anyone, don't torture me," Natasha
+entreated. "Remember no one ought to interfere in such matters! I have
+confided in you...."
+
+"But why this secrecy? Why doesn't he come to the house?" asked Sonya.
+"Why doesn't he openly ask for your hand? You know Prince Andrew gave
+you complete freedom--if it is really so; but I don't believe it!
+Natasha, have you considered what these secret reasons can be?"
+
+Natasha looked at Sonya with astonishment. Evidently this question
+presented itself to her mind for the first time and she did not know how
+to answer it.
+
+"I don't know what the reasons are. But there must be reasons!"
+
+Sonya sighed and shook her head incredulously.
+
+"If there were reasons..." she began.
+
+But Natasha, guessing her doubts, interrupted her in alarm.
+
+"Sonya, one can't doubt him! One can't, one can't! Don't you
+understand?" she cried.
+
+"Does he love you?"
+
+"Does he love me?" Natasha repeated with a smile of pity at her friend's
+lack of comprehension. "Why, you have read his letter and you have seen
+him."
+
+"But if he is dishonorable?"
+
+"He! dishonorable? If you only knew!" exclaimed Natasha.
+
+"If he is an honorable man he should either declare his intentions or
+cease seeing you; and if you won't do this, I will. I will write to him,
+and I will tell Papa!" said Sonya resolutely.
+
+"But I can't live without him!" cried Natasha.
+
+"Natasha, I don't understand you. And what are you saying! Think of your
+father and of Nicholas."
+
+"I don't want anyone, I don't love anyone but him. How dare you say he
+is dishonorable? Don't you know that I love him?" screamed Natasha. "Go
+away, Sonya! I don't want to quarrel with you, but go, for God's sake
+go! You see how I am suffering!" Natasha cried angrily, in a voice of
+despair and repressed irritation. Sonya burst into sobs and ran from the
+room.
+
+Natasha went to the table and without a moment's reflection wrote that
+answer to Princess Mary which she had been unable to write all the
+morning. In this letter she said briefly that all their
+misunderstandings were at an end; that availing herself of the
+magnanimity of Prince Andrew who when he went abroad had given her her
+freedom, she begged Princess Mary to forget everything and forgive her
+if she had been to blame toward her, but that she could not be his wife.
+At that moment this all seemed quite easy, simple, and clear to Natasha.
+
+On Friday the Rostovs were to return to the country, but on Wednesday
+the count went with the prospective purchaser to his estate near Moscow.
+
+On the day the count left, Sonya and Natasha were invited to a big
+dinner party at the Karagins', and Marya Dmitrievna took them there. At
+that party Natasha again met Anatole, and Sonya noticed that she spoke
+to him, trying not to be overheard, and that all through dinner she was
+more agitated than ever. When they got home Natasha was the first to
+begin the explanation Sonya expected.
+
+"There, Sonya, you were talking all sorts of nonsense about him,"
+Natasha began in a mild voice such as children use when they wish to be
+praised. "We have had an explanation today."
+
+"Well, what happened? What did he say? Natasha, how glad I am you're not
+angry with me! Tell me everything--the whole truth. What did he say?"
+
+Natasha became thoughtful.
+
+"Oh, Sonya, if you knew him as I do! He said... He asked me what I had
+promised Bolkonski. He was glad I was free to refuse him."
+
+Sonya sighed sorrowfully.
+
+"But you haven't refused Bolkonski?" said she.
+
+"Perhaps I have. Perhaps all is over between me and Bolkonski. Why do
+you think so badly of me?"
+
+"I don't think anything, only I don't understand this..."
+
+"Wait a bit, Sonya, you'll understand everything. You'll see what a man
+he is! Now don't think badly of me or of him. I don't think badly of
+anyone: I love and pity everybody. But what am I to do?"
+
+Sonya did not succumb to the tender tone Natasha used toward her. The
+more emotional and ingratiating the expression of Natasha's face became,
+the more serious and stern grew Sonya's.
+
+"Natasha," said she, "you asked me not to speak to you, and I haven't
+spoken, but now you yourself have begun. I don't trust him, Natasha. Why
+this secrecy?"
+
+"Again, again!" interrupted Natasha.
+
+"Natasha, I am afraid for you!"
+
+"Afraid of what?"
+
+"I am afraid you're going to your ruin," said Sonya resolutely, and was
+herself horrified at what she had said.
+
+Anger again showed in Natasha's face.
+
+"And I'll go to my ruin, I will, as soon as possible! It's not your
+business! It won't be you, but I, who'll suffer. Leave me alone, leave
+me alone! I hate you!"
+
+"Natasha!" moaned Sonya, aghast.
+
+"I hate you, I hate you! You're my enemy forever!" And Natasha ran out
+of the room.
+
+Natasha did not speak to Sonya again and avoided her. With the same
+expression of agitated surprise and guilt she went about the house,
+taking up now one occupation, now another, and at once abandoning them.
+
+Hard as it was for Sonya, she watched her friend and did not let her out
+of her sight.
+
+The day before the count was to return, Sonya noticed that Natasha sat
+by the drawing-room window all the morning as if expecting something and
+that she made a sign to an officer who drove past, whom Sonya took to be
+Anatole.
+
+Sonya began watching her friend still more attentively and noticed that
+at dinner and all that evening Natasha was in a strange and unnatural
+state. She answered questions at random, began sentences she did not
+finish, and laughed at everything.
+
+After tea Sonya noticed a housemaid at Natasha's door timidly waiting to
+let her pass. She let the girl go in, and then listening at the door
+learned that another letter had been delivered.
+
+Then suddenly it became clear to Sonya that Natasha had some dreadful
+plan for that evening. Sonya knocked at her door. Natasha did not let
+her in.
+
+"She will run away with him!" thought Sonya. "She is capable of
+anything. There was something particularly pathetic and resolute in her
+face today. She cried as she said good-by to Uncle," Sonya remembered.
+"Yes, that's it, she means to elope with him, but what am I to do?"
+thought she, recalling all the signs that clearly indicated that Natasha
+had some terrible intention. "The count is away. What am I to do? Write
+to Kuragin demanding an explanation? But what is there to oblige him to
+reply? Write to Pierre, as Prince Andrew asked me to in case of some
+misfortune?... But perhaps she really has already refused Bolkonski--she
+sent a letter to Princess Mary yesterday. And Uncle is away...." To tell
+Marya Dmitrievna who had such faith in Natasha seemed to Sonya terrible.
+"Well, anyway," thought Sonya as she stood in the dark passage, "now or
+never I must prove that I remember the family's goodness to me and that
+I love Nicholas. Yes! If I don't sleep for three nights I'll not leave
+this passage and will hold her back by force and will and not let the
+family be disgraced," thought she.
+
+
+
+
+CHAPTER XVI
+
+Anatole had lately moved to Dolokhov's. The plan for Natalie Rostova's
+abduction had been arranged and the preparations made by Dolokhov a few
+days before, and on the day that Sonya, after listening at Natasha's
+door, resolved to safeguard her, it was to have been put into execution.
+Natasha had promised to come out to Kuragin at the back porch at ten
+that evening. Kuragin was to put her into a troyka he would have ready
+and to drive her forty miles to the village of Kamenka, where an
+unfrocked priest was in readiness to perform a marriage ceremony over
+them. At Kamenka a relay of horses was to wait which would take them to
+the Warsaw highroad, and from there they would hasten abroad with post
+horses.
+
+Anatole had a passport, an order for post horses, ten thousand rubles he
+had taken from his sister and another ten thousand borrowed with
+Dolokhov's help.
+
+Two witnesses for the mock marriage--Khvostikov, a retired petty
+official whom Dolokhov made use of in his gambling transactions, and
+Makarin, a retired hussar, a kindly, weak fellow who had an unbounded
+affection for Kuragin--were sitting at tea in Dolokhov's front room.
+
+In his large study, the walls of which were hung to the ceiling with
+Persian rugs, bearskins, and weapons, sat Dolokhov in a traveling cloak
+and high boots, at an open desk on which lay an abacus and some bundles of
+paper money. Anatole, with uniform unbuttoned, walked to and fro from
+the room where the witnesses were sitting, through the study to the room
+behind, where his French valet and others were packing the last of his
+things. Dolokhov was counting the money and noting something down.
+
+"Well," he said, "Khvostikov must have two thousand."
+
+"Give it to him, then," said Anatole.
+
+"Makarka" (their name for Makarin) "will go through fire and water for
+you for nothing. So here are our accounts all settled," said Dolokhov,
+showing him the memorandum. "Is that right?"
+
+"Yes, of course," returned Anatole, evidently not listening to Dolokhov
+and looking straight before him with a smile that did not leave his
+face.
+
+Dolokhov banged down the lid of his desk and turned to Anatole with an
+ironic smile:
+
+"Do you know? You'd really better drop it all. There's still time!"
+
+"Fool," retorted Anatole. "Don't talk nonsense! If you only knew... it's
+the devil knows what!"
+
+"No, really, give it up!" said Dolokhov. "I am speaking seriously. It's
+no joke, this plot you've hatched."
+
+"What, teasing again? Go to the devil! Eh?" said Anatole, making a
+grimace. "Really it's no time for your stupid jokes," and he left the
+room.
+
+Dolokhov smiled contemptuously and condescendingly when Anatole had gone
+out.
+
+"You wait a bit," he called after him. "I'm not joking, I'm talking
+sense. Come here, come here!"
+
+Anatole returned and looked at Dolokhov, trying to give him his
+attention and evidently submitting to him involuntarily.
+
+"Now listen to me. I'm telling you this for the last time. Why should I
+joke about it? Did I hinder you? Who arranged everything for you? Who
+found the priest and got the passport? Who raised the money? I did it
+all."
+
+"Well, thank you for it. Do you think I am not grateful?" And Anatole
+sighed and embraced Dolokhov.
+
+"I helped you, but all the same I must tell you the truth; it is a
+dangerous business, and if you think about it--a stupid business. Well,
+you'll carry her off--all right! Will they let it stop at that? It will
+come out that you're already married. Why, they'll have you in the
+criminal court...."
+
+"Oh, nonsense, nonsense!" Anatole ejaculated and again made a grimace.
+"Didn't I explain to you? What?" And Anatole, with the partiality dull-
+witted people have for any conclusion they have reached by their own
+reasoning, repeated the argument he had already put to Dolokhov a
+hundred times. "Didn't I explain to you that I have come to this
+conclusion: if this marriage is invalid," he went on, crooking one
+finger, "then I have nothing to answer for; but if it is valid, no
+matter! Abroad no one will know anything about it. Isn't that so? And
+don't talk to me, don't, don't."
+
+"Seriously, you'd better drop it! You'll only get yourself into a mess!"
+
+"Go to the devil!" cried Anatole and, clutching his hair, left the room,
+but returned at once and dropped into an armchair in front of Dolokhov
+with his feet turned under him. "It's the very devil! What? Feel how it
+beats!" He took Dolokhov's hand and put it on his heart. "What a foot,
+my dear fellow! What a glance! A goddess!" he added in French. "What?"
+
+Dolokhov with a cold smile and a gleam in his handsome insolent eyes
+looked at him--evidently wishing to get some more amusement out of him.
+
+"Well and when the money's gone, what then?"
+
+"What then? Eh?" repeated Anatole, sincerely perplexed by a thought of
+the future. "What then?... Then, I don't know.... But why talk
+nonsense!" He glanced at his watch. "It's time!"
+
+Anatole went into the back room.
+
+"Now then! Nearly ready? You're dawdling!" he shouted to the servants.
+
+Dolokhov put away the money, called a footman whom he ordered to bring
+something for them to eat and drink before the journey, and went into
+the room where Khvostikov and Makarin were sitting.
+
+Anatole lay on the sofa in the study leaning on his elbow and smiling
+pensively, while his handsome lips muttered tenderly to himself.
+
+"Come and eat something. Have a drink!" Dolokhov shouted to him from the
+other room.
+
+"I don't want to," answered Anatole continuing to smile.
+
+"Come! Balaga is here."
+
+Anatole rose and went into the dining room. Balaga was a famous troyka
+driver who had known Dolokhov and Anatole some six years and had given
+them good service with his troykas. More than once when Anatole's
+regiment was stationed at Tver he had taken him from Tver in the
+evening, brought him to Moscow by daybreak, and driven him back again
+the next night. More than once he had enabled Dolokhov to escape when
+pursued. More than once he had driven them through the town with gypsies
+and "ladykins" as he called the cocottes. More than once in their
+service he had run over pedestrians and upset vehicles in the streets of
+Moscow and had always been protected from the consequences by "my
+gentlemen" as he called them. He had ruined more than one horse in their
+service. More than once they had beaten him, and more than once they had
+made him drunk on champagne and Madeira, which he loved; and he knew
+more than one thing about each of them which would long ago have sent an
+ordinary man to Siberia. They often called Balaga into their orgies and
+made him drink and dance at the gypsies', and more than one thousand
+rubles of their money had passed through his hands. In their service he
+risked his skin and his life twenty times a year, and in their service
+had lost more horses than the money he had from them would buy. But he
+liked them; liked that mad driving at twelve miles an hour, liked
+upsetting a driver or running down a pedestrian, and flying at full
+gallop through the Moscow streets. He liked to hear those wild, tipsy
+shouts behind him: "Get on! Get on!" when it was impossible to go any
+faster. He liked giving a painful lash on the neck to some peasant who,
+more dead than alive, was already hurrying out of his way. "Real
+gentlemen!" he considered them.
+
+Anatole and Dolokhov liked Balaga too for his masterly driving and
+because he liked the things they liked. With others Balaga bargained,
+charging twenty-five rubles for a two hours' drive, and rarely drove
+himself, generally letting his young men do so. But with "his gentlemen"
+he always drove himself and never demanded anything for his work. Only a
+couple of times a year--when he knew from their valets that they had
+money in hand--he would turn up of a morning quite sober and with a deep
+bow would ask them to help him. The gentlemen always made him sit down.
+
+"Do help me out, Theodore Ivanych, sir," or "your excellency," he would
+say. "I am quite out of horses. Let me have what you can to go to the
+fair."
+
+And Anatole and Dolokhov, when they had money, would give him a thousand
+or a couple of thousand rubles.
+
+Balaga was a fair-haired, short, and snub-nosed peasant of about twenty-
+seven; red-faced, with a particularly red thick neck, glittering little
+eyes, and a small beard. He wore a fine, dark-blue, silk-lined cloth
+coat over a sheepskin.
+
+On entering the room now he crossed himself, turning toward the front
+corner of the room, and went up to Dolokhov, holding out a small, black
+hand.
+
+"Theodore Ivanych!" he said, bowing.
+
+"How d'you do, friend? Well, here he is!"
+
+"Good day, your excellency!" he said, again holding out his hand to
+Anatole who had just come in.
+
+"I say, Balaga," said Anatole, putting his hands on the man's shoulders,
+"do you care for me or not? Eh? Now, do me a service.... What horses
+have you come with? Eh?"
+
+"As your messenger ordered, your special beasts," replied Balaga.
+
+"Well, listen, Balaga! Drive all three to death but get me there in
+three hours. Eh?"
+
+"When they are dead, what shall I drive?" said Balaga with a wink.
+
+"Mind, I'll smash your face in! Don't make jokes!" cried Anatole,
+suddenly rolling his eyes.
+
+"Why joke?" said the driver, laughing. "As if I'd grudge my gentlemen
+anything! As fast as ever the horses can gallop, so fast we'll go!"
+
+"Ah!" said Anatole. "Well, sit down."
+
+"Yes, sit down!" said Dolokhov.
+
+"I'll stand, Theodore Ivanych."
+
+"Sit down; nonsense! Have a drink!" said Anatole, and filled a large
+glass of Madeira for him.
+
+The driver's eyes sparkled at the sight of the wine. After refusing it
+for manners' sake, he drank it and wiped his mouth with a red silk
+handkerchief he took out of his cap.
+
+"And when are we to start, your excellency?"
+
+"Well..." Anatole looked at his watch. "We'll start at once. Mind,
+Balaga! You'll get there in time? Eh?"
+
+"That depends on our luck in starting, else why shouldn't we be there in
+time?" replied Balaga. "Didn't we get you to Tver in seven hours? I
+think you remember that, your excellency?"
+
+"Do you know, one Christmas I drove from Tver," said Anatole, smilingly
+at the recollection and turning to Makarin who gazed rapturously at him
+with wide-open eyes. "Will you believe it, Makarka, it took one's breath
+away, the rate we flew. We came across a train of loaded sleighs and
+drove right over two of them. Eh?"
+
+"Those were horses!" Balaga continued the tale. "That time I'd harnessed
+two young side horses with the bay in the shafts," he went on, turning
+to Dolokhov. "Will you believe it, Theodore Ivanych, those animals flew
+forty miles? I couldn't hold them in, my hands grew numb in the sharp
+frost so that I threw down the reins--'Catch hold yourself, your
+excellency!' says I, and I just tumbled on the bottom of the sleigh and
+sprawled there. It wasn't a case of urging them on, there was no holding
+them in till we reached the place. The devils took us there in three
+hours! Only the near one died of it."
+
+
+
+
+CHAPTER XVII
+
+Anatole went out of the room and returned a few minutes later wearing a
+fur coat girt with a silver belt, and a sable cap jauntily set on one
+side and very becoming to his handsome face. Having looked in a mirror,
+and standing before Dolokhov in the same pose he had assumed before it,
+he lifted a glass of wine.
+
+"Well, good-by, Theodore. Thank you for everything and farewell!" said
+Anatole. "Well, comrades and friends..." he considered for a moment
+"...of my youth, farewell!" he said, turning to Makarin and the others.
+
+Though they were all going with him, Anatole evidently wished to make
+something touching and solemn out of this address to his comrades. He
+spoke slowly in a loud voice and throwing out his chest slightly swayed
+one leg.
+
+"All take glasses; you too, Balaga. Well, comrades and friends of my
+youth, we've had our fling and lived and reveled. Eh? And now, when
+shall we meet again? I am going abroad. We have had a good time--now
+farewell, lads! To our health! Hurrah!..." he cried, and emptying his
+glass flung it on the floor.
+
+"To your health!" said Balaga who also emptied his glass, and wiped his
+mouth with his handkerchief.
+
+Makarin embraced Anatole with tears in his eyes.
+
+"Ah, Prince, how sorry I am to part from you!
+
+"Let's go. Let's go!" cried Anatole.
+
+Balaga was about to leave the room.
+
+"No, stop!" said Anatole. "Shut the door; we have first to sit down.
+That's the way."
+
+They shut the door and all sat down.
+
+"Now, quick march, lads!" said Anatole, rising.
+
+Joseph, his valet, handed him his sabretache and saber, and they all
+went out into the vestibule.
+
+"And where's the fur cloak?" asked Dolokhov. "Hey, Ignatka! Go to
+Matrena Matrevna and ask her for the sable cloak. I have heard what
+elopements are like," continued Dolokhov with a wink. "Why, she'll rush
+out more dead than alive just in the things she is wearing; if you delay
+at all there'll be tears and 'Papa' and 'Mamma,' and she's frozen in a
+minute and must go back--but you wrap the fur cloak round her first
+thing and carry her to the sleigh."
+
+The valet brought a woman's fox-lined cloak.
+
+"Fool, I told you the sable one! Hey, Matrena, the sable!" he shouted so
+that his voice rang far through the rooms.
+
+A handsome, slim, and pale-faced gypsy girl with glittering black eyes
+and curly blue-black hair, wearing a red shawl, ran out with a sable
+mantle on her arm.
+
+"Here, I don't grudge it--take it!" she said, evidently afraid of her
+master and yet regretful of her cloak.
+
+Dolokhov, without answering, took the cloak, threw it over Matrena, and
+wrapped her up in it.
+
+"That's the way," said Dolokhov, "and then so!" and he turned the collar
+up round her head, leaving only a little of the face uncovered. "And
+then so, do you see?" and he pushed Anatole's head forward to meet the
+gap left by the collar, through which Matrena's brilliant smile was
+seen.
+
+"Well, good-by, Matrena," said Anatole, kissing her. "Ah, my revels here
+are over. Remember me to Steshka. There, good-by! Good-bye, Matrena,
+wish me luck!"
+
+"Well, Prince, may God give you great luck!" said Matrena in her gypsy
+accent.
+
+Two troykas were standing before the porch and two young drivers were
+holding the horses. Balaga took his seat in the front one and holding
+his elbows high arranged the reins deliberately. Anatole and Dolokhov
+got in with him. Makarin, Khvostikov, and a valet seated themselves in
+the other sleigh.
+
+"Well, are you ready?" asked Balaga.
+
+"Go!" he cried, twisting the reins round his hands, and the troyka tore
+down the Nikitski Boulevard.
+
+"Tproo! Get out of the way! Hi!... Tproo!..." The shouting of Balaga and
+of the sturdy young fellow seated on the box was all that could be
+heard. On the Arbat Square the troyka caught against a carriage;
+something cracked, shouts were heard, and the troyka flew along the
+Arbat Street.
+
+After taking a turn along the Podnovinski Boulevard, Balaga began to
+rein in, and turning back drew up at the crossing of the old Konyusheny
+Street.
+
+The young fellow on the box jumped down to hold the horses and Anatole
+and Dolokhov went along the pavement. When they reached the gate
+Dolokhov whistled. The whistle was answered, and a maidservant ran out.
+
+"Come into the courtyard or you'll be seen; she'll come out directly,"
+said she.
+
+Dolokhov stayed by the gate. Anatole followed the maid into the
+courtyard, turned the corner, and ran up into the porch.
+
+He was met by Gabriel, Marya Dmitrievna's gigantic footman.
+
+"Come to the mistress, please," said the footman in his deep bass,
+intercepting any retreat.
+
+"To what Mistress? Who are you?" asked Anatole in a breathless whisper.
+
+"Kindly step in, my orders are to bring you in."
+
+"Kuragin! Come back!" shouted Dolokhov. "Betrayed! Back!"
+
+Dolokhov, after Anatole entered, had remained at the wicket gate and was
+struggling with the yard porter who was trying to lock it. With a last
+desperate effort Dolokhov pushed the porter aside, and when Anatole ran
+back seized him by the arm, pulled him through the wicket, and ran back
+with him to the troyka.
+
+
+
+
+CHAPTER XVIII
+
+Marya Dmitrievna, having found Sonya weeping in the corridor, made her
+confess everything, and intercepting the note to Natasha she read it and
+went into Natasha's room with it in her hand.
+
+"You shameless good-for-nothing!" said she. "I won't hear a word."
+
+Pushing back Natasha who looked at her with astonished but tearless
+eyes, she locked her in; and having given orders to the yard porter to
+admit the persons who would be coming that evening, but not to let them
+out again, and having told the footman to bring them up to her, she
+seated herself in the drawing room to await the abductors.
+
+When Gabriel came to inform her that the men who had come had run away
+again, she rose frowning, and clasping her hands behind her paced
+through the rooms a long time considering what she should do. Toward
+midnight she went to Natasha's room fingering the key in her pocket.
+Sonya was sitting sobbing in the corridor. "Marya Dmitrievna, for God's
+sake let me in to her!" she pleaded, but Marya Dmitrievna unlocked the
+door and went in without giving her an answer.... "Disgusting,
+abominable... In my house... horrid girl, hussy! I'm only sorry for her
+father!" thought she, trying to restrain her wrath. "Hard as it may be,
+I'll tell them all to hold their tongues and will hide it from the
+count." She entered the room with resolute steps. Natasha lying on the
+sofa, her head hidden in her hands, and she did not stir. She was in
+just the same position in which Marya Dmitrievna had left her.
+
+"A nice girl! Very nice!" said Marya Dmitrievna. "Arranging meetings
+with lovers in my house! It's no use pretending: you listen when I speak
+to you!" And Marya Dmitrievna touched her arm. "Listen when I speak!
+You've disgraced yourself like the lowest of hussies. I'd treat you
+differently, but I'm sorry for your father, so I will conceal it."
+
+Natasha did not change her position, but her whole body heaved with
+noiseless, convulsive sobs which choked her. Marya Dmitrievna glanced
+round at Sonya and seated herself on the sofa beside Natasha.
+
+"It's lucky for him that he escaped me; but I'll find him!" she said in
+her rough voice. "Do you hear what I am saying or not?" she added.
+
+She put her large hand under Natasha's face and turned it toward her.
+Both Marya Dmitrievna and Sonya were amazed when they saw how Natasha
+looked. Her eyes were dry and glistening, her lips compressed, her
+cheeks sunken.
+
+"Let me be!... What is it to me?... I shall die!" she muttered,
+wrenching herself from Marya Dmitrievna's hands with a vicious effort
+and sinking down again into her former position.
+
+"Natalie!" said Marya Dmitrievna. "I wish for your good. Lie still, stay
+like that then, I won't touch you. But listen. I won't tell you how
+guilty you are. You know that yourself. But when your father comes back
+tomorrow what am I to tell him? Eh?"
+
+Again Natasha's body shook with sobs.
+
+"Suppose he finds out, and your brother, and your betrothed?"
+
+"I have no betrothed: I have refused him!" cried Natasha.
+
+"That's all the same," continued Marya Dmitrievna. "If they hear of
+this, will they let it pass? He, your father, I know him... if he
+challenges him to a duel will that be all right? Eh?"
+
+"Oh, let me be! Why have you interfered at all? Why? Why? Who asked you
+to?" shouted Natasha, raising herself on the sofa and looking
+malignantly at Marya Dmitrievna.
+
+"But what did you want?" cried Marya Dmitrievna, growing angry again.
+"Were you kept under lock and key? Who hindered his coming to the house?
+Why carry you off as if you were some gypsy singing girl?... Well, if he
+had carried you off... do you think they wouldn't have found him? Your
+father, or brother, or your betrothed? And he's a scoundrel, a wretch--
+that's a fact!"
+
+"He is better than any of you!" exclaimed Natasha getting up. "If you
+hadn't interfered... Oh, my God! What is it all? What is it? Sonya,
+why?... Go away!"
+
+And she burst into sobs with the despairing vehemence with which people
+bewail disasters they feel they have themselves occasioned. Marya
+Dmitrievna was to speak again but Natasha cried out:
+
+"Go away! Go away! You all hate and despise me!" and she threw herself
+back on the sofa.
+
+Marya Dmitrievna went on admonishing her for some time, enjoining on her
+that it must all be kept from her father and assuring her that nobody
+would know anything about it if only Natasha herself would undertake to
+forget it all and not let anyone see that something had happened.
+Natasha did not reply, nor did she sob any longer, but she grew cold and
+had a shivering fit. Marya Dmitrievna put a pillow under her head,
+covered her with two quilts, and herself brought her some lime-flower
+water, but Natasha did not respond to her.
+
+"Well, let her sleep," said Marya Dmitrievna as she went out of the room
+supposing Natasha to be asleep.
+
+But Natasha was not asleep; with pale face and fixed wide-open eyes she
+looked straight before her. All that night she did not sleep or weep and
+did not speak to Sonya who got up and went to her several times.
+
+Next day Count Rostov returned from his estate near Moscow in time for
+lunch as he had promised. He was in very good spirits; the affair with
+the purchaser was going on satisfactorily, and there was nothing to keep
+him any longer in Moscow, away from the countess whom he missed. Marya
+Dmitrievna met him and told him that Natasha had been very unwell the
+day before and that they had sent for the doctor, but that she was
+better now. Natasha had not left her room that morning. With compressed
+and parched lips and dry fixed eyes, she sat at the window, uneasily
+watching the people who drove past and hurriedly glancing round at
+anyone who entered the room. She was evidently expecting news of him and
+that he would come or would write to her.
+
+When the count came to see her she turned anxiously round at the sound
+of a man's footstep, and then her face resumed its cold and malevolent
+expression. She did not even get up to greet him. "What is the matter
+with you, my angel? Are you ill?" asked the count.
+
+After a moment's silence Natasha answered: "Yes, ill."
+
+In reply to the count's anxious inquiries as to why she was so dejected
+and whether anything had happened to her betrothed, she assured him that
+nothing had happened and asked him not to worry. Marya Dmitrievna
+confirmed Natasha's assurances that nothing had happened. From the
+pretense of illness, from his daughter's distress, and by the
+embarrassed faces of Sonya and Marya Dmitrievna, the count saw clearly
+that something had gone wrong during his absence, but it was so terrible
+for him to think that anything disgraceful had happened to his beloved
+daughter, and he so prized his own cheerful tranquillity, that he
+avoided inquiries and tried to assure himself that nothing particularly
+had happened; and he was only dissatisfied that her indisposition
+delayed their return to the country.
+
+
+
+
+CHAPTER XIX
+
+From the day his wife arrived in Moscow Pierre had been intending to go
+away somewhere, so as not to be near her. Soon after the Rostovs came to
+Moscow the effect Natasha had on him made him hasten to carry out his
+intention. He went to Tver to see Joseph Alexeevich's widow, who had
+long since promised to hand over to him some papers of her deceased
+husband's.
+
+When he returned to Moscow Pierre was handed a letter from Marya
+Dmitrievna asking him to come and see her on a matter of great
+importance relating to Andrew Bolkonski and his betrothed. Pierre had
+been avoiding Natasha because it seemed to him that his feeling for her
+was stronger than a married man's should be for his friend's fiancee.
+Yet some fate constantly threw them together.
+
+"What can have happened? And what can they want with me?" thought he as
+he dressed to go to Marya Dmitrievna's. "If only Prince Andrew would
+hurry up and come and marry her!" thought he on his way to the house.
+
+On the Tverskoy Boulevard a familiar voice called to him.
+
+"Pierre! Been back long?" someone shouted. Pierre raised his head. In a
+sleigh drawn by two gray trotting-horses that were bespattering the
+dashboard with snow, Anatole and his constant companion Makarin dashed
+past. Anatole was sitting upright in the classic pose of military
+dandies, the lower part of his face hidden by his beaver collar and his
+head slightly bent. His face was fresh and rosy, his white-plumed hat,
+tilted to one side, disclosed his curled and pomaded hair besprinkled
+with powdery snow.
+
+"Yes, indeed, that's a true sage," thought Pierre. "He sees nothing
+beyond the pleasure of the moment, nothing troubles him and so he is
+always cheerful, satisfied, and serene. What wouldn't I give to be like
+him!" he thought enviously.
+
+In Marya Dmitrievna's anteroom the footman who helped him off with his
+fur coat said that the mistress asked him to come to her bedroom.
+
+When he opened the ballroom door Pierre saw Natasha sitting at the
+window, with a thin, pale, and spiteful face. She glanced round at him,
+frowned, and left the room with an expression of cold dignity.
+
+"What has happened?" asked Pierre, entering Marya Dmitrievna's room.
+
+"Fine doings!" answered Dmitrievna. "For fifty-eight years have I lived
+in this world and never known anything so disgraceful!"
+
+And having put him on his honor not to repeat anything she told him,
+Marya Dmitrievna informed him that Natasha had refused Prince Andrew
+without her parents' knowledge and that the cause of this was Anatole
+Kuragin into whose society Pierre's wife had thrown her and with whom
+Natasha had tried to elope during her father's absence, in order to be
+married secretly.
+
+Pierre raised his shoulders and listened open-mouthed to what was told
+him, scarcely able to believe his own ears. That Prince Andrew's deeply
+loved affianced wife--the same Natasha Rostova who used to be so
+charming--should give up Bolkonski for that fool Anatole who was already
+secretly married (as Pierre knew), and should be so in love with him as
+to agree to run away with him, was something Pierre could not conceive
+and could not imagine.
+
+He could not reconcile the charming impression he had of Natasha, whom
+he had known from a child, with this new conception of her baseness,
+folly, and cruelty. He thought of his wife. "They are all alike!" he
+said to himself, reflecting that he was not the only man unfortunate
+enough to be tied to a bad woman. But still he pitied Prince Andrew to
+the point of tears and sympathized with his wounded pride, and the more
+he pitied his friend the more did he think with contempt and even with
+disgust of that Natasha who had just passed him in the ballroom with
+such a look of cold dignity. He did not know that Natasha's soul was
+overflowing with despair, shame, and humiliation, and that it was not
+her fault that her face happened to assume an expression of calm dignity
+and severity.
+
+"But how get married?" said Pierre, in answer to Marya Dmitrievna. "He
+could not marry--he is married!"
+
+"Things get worse from hour to hour!" ejaculated Marya Dmitrievna. "A
+nice youth! What a scoundrel! And she's expecting him--expecting him
+since yesterday. She must be told! Then at least she won't go on
+expecting him."
+
+After hearing the details of Anatole's marriage from Pierre, and giving
+vent to her anger against Anatole in words of abuse, Marya Dmitrievna
+told Pierre why she had sent for him. She was afraid that the count or
+Bolkonski, who might arrive at any moment, if they knew of this affair
+(which she hoped to hide from them) might challenge Anatole to a duel,
+and she therefore asked Pierre to tell his brother-in-law in her name to
+leave Moscow and not dare to let her set eyes on him again. Pierre--only
+now realizing the danger to the old count, Nicholas, and Prince Andrew--
+promised to do as she wished. Having briefly and exactly explained her
+wishes to him, she let him go to the drawing room.
+
+"Mind, the count knows nothing. Behave as if you know nothing either,"
+she said. "And I will go and tell her it is no use expecting him! And
+stay to dinner if you care to!" she called after Pierre.
+
+Pierre met the old count, who seemed nervous and upset. That morning
+Natasha had told him that she had rejected Bolkonski.
+
+"Troubles, troubles, my dear fellow!" he said to Pierre. "What troubles
+one has with these girls without their mother! I do so regret having
+come here.... I will be frank with you. Have you heard she has broken
+off her engagement without consulting anybody? It's true this engagement
+never was much to my liking. Of course he is an excellent man, but
+still, with his father's disapproval they wouldn't have been happy, and
+Natasha won't lack suitors. Still, it has been going on so long, and to
+take such a step without father's or mother's consent! And now she's
+ill, and God knows what! It's hard, Count, hard to manage daughters in
+their mother's absence...."
+
+Pierre saw that the count was much upset and tried to change the
+subject, but the count returned to his troubles.
+
+Sonya entered the room with an agitated face.
+
+"Natasha is not quite well; she's in her room and would like to see you.
+Marya Dmitrievna is with her and she too asks you to come."
+
+"Yes, you are a great friend of Bolkonski's, no doubt she wants to send
+him a message," said the count. "Oh dear! Oh dear! How happy it all
+was!"
+
+And clutching the spare gray locks on his temples the count left the
+room.
+
+When Marya Dmitrievna told Natasha that Anatole was married, Natasha did
+not wish to believe it and insisted on having it confirmed by Pierre
+himself. Sonya told Pierre this as she led him along the corridor to
+Natasha's room.
+
+Natasha, pale and stern, was sitting beside Marya Dmitrievna, and her
+eyes, glittering feverishly, met Pierre with a questioning look the
+moment he entered. She did not smile or nod, but only gazed fixedly at
+him, and her look asked only one thing: was he a friend, or like the
+others an enemy in regard to Anatole? As for Pierre, he evidently did
+not exist for her.
+
+"He knows all about it," said Marya Dmitrievna pointing to Pierre and
+addressing Natasha. "Let him tell you whether I have told the truth."
+
+Natasha looked from one to the other as a hunted and wounded animal
+looks at the approaching dogs and sportsmen.
+
+"Natalya Ilynichna," Pierre began, dropping his eyes with a feeling of
+pity for her and loathing for the thing he had to do, "whether it is
+true or not should make no difference to you, because..."
+
+"Then it is not true that he's married!"
+
+"Yes, it is true."
+
+"Has he been married long?" she asked. "On your honor?..."
+
+Pierre gave his word of honor.
+
+"Is he still here?" she asked, quickly.
+
+"Yes, I have just seen him."
+
+She was evidently unable to speak and made a sign with her hands that
+they should leave her alone.
+
+
+
+
+CHAPTER XX
+
+Pierre did not stay for dinner, but left the room and went away at once.
+He drove through the town seeking Anatole Kuragin, at the thought of
+whom now the blood rushed to his heart and he felt a difficulty in
+breathing. He was not at the ice hills, nor at the gypsies', nor at
+Komoneno's. Pierre drove to the club. In the club all was going on as
+usual. The members who were assembling for dinner were sitting about in
+groups; they greeted Pierre and spoke of the town news. The footman
+having greeted him, knowing his habits and his acquaintances, told him
+there was a place left for him in the small dining room and that Prince
+Michael Zakharych was in the library, but Paul Timofeevich had not yet
+arrived. One of Pierre's acquaintances, while they were talking about
+the weather, asked if he had heard of Kuragin's abduction of Rostova
+which was talked of in the town, and was it true? Pierre laughed and
+said it was nonsense for he had just come from the Rostovs'. He asked
+everyone about Anatole. One man told him he had not come yet, and
+another that he was coming to dinner. Pierre felt it strange to see this
+calm, indifferent crowd of people unaware of what was going on in his
+soul. He paced through the ballroom, waited till everyone had come, and
+as Anatole had not turned up did not stay for dinner but drove home.
+
+Anatole, for whom Pierre was looking, dined that day with Dolokhov,
+consulting him as to how to remedy this unfortunate affair. It seemed to
+him essential to see Natasha. In the evening he drove to his sister's to
+discuss with her how to arrange a meeting. When Pierre returned home
+after vainly hunting all over Moscow, his valet informed him that Prince
+Anatole was with the countess. The countess' drawing room was full of
+guests.
+
+Pierre without greeting his wife whom he had not seen since his return--
+at that moment she was more repulsive to him than ever--entered the
+drawing room and seeing Anatole went up to him.
+
+"Ah, Pierre," said the countess going up to her husband. "You don't know
+what a plight our Anatole..."
+
+She stopped, seeing in the forward thrust of her husband's head, in his
+glowing eyes and his resolute gait, the terrible indications of that
+rage and strength which she knew and had herself experienced after his
+duel with Dolokhov.
+
+"Where you are, there is vice and evil!" said Pierre to his wife.
+"Anatole, come with me! I must speak to you," he added in French.
+
+Anatole glanced round at his sister and rose submissively, ready to
+follow Pierre. Pierre, taking him by the arm, pulled him toward himself
+and was leading him from the room.
+
+"If you allow yourself in my drawing room..." whispered Helene, but
+Pierre did not reply and went out of the room.
+
+Anatole followed him with his usual jaunty step but his face betrayed
+anxiety.
+
+Having entered his study Pierre closed the door and addressed Anatole
+without looking at him.
+
+"You promised Countess Rostova to marry her and were about to elope with
+her, is that so?"
+
+"Mon cher," answered Anatole (their whole conversation was in French),
+"I don't consider myself bound to answer questions put to me in that
+tone."
+
+Pierre's face, already pale, became distorted by fury. He seized Anatole
+by the collar of his uniform with his big hand and shook him from side
+to side till Anatole's face showed a sufficient degree of terror.
+
+"When I tell you that I must talk to you!..." repeated Pierre.
+
+"Come now, this is stupid. What?" said Anatole, fingering a button of
+his collar that had been wrenched loose with a bit of the cloth.
+
+"You're a scoundrel and a blackguard, and I don't know what deprives me
+from the pleasure of smashing your head with this!" said Pierre,
+expressing himself so artificially because he was talking French.
+
+He took a heavy paperweight and lifted it threateningly, but at once put
+it back in its place.
+
+"Did you promise to marry her?"
+
+"I... I didn't think of it. I never promised, because..."
+
+Pierre interrupted him.
+
+"Have you any letters of hers? Any letters?" he said, moving toward
+Anatole.
+
+Anatole glanced at him and immediately thrust his hand into his pocket
+and drew out his pocketbook.
+
+Pierre took the letter Anatole handed him and, pushing aside a table
+that stood in his way, threw himself on the sofa.
+
+"I shan't be violent, don't be afraid!" said Pierre in answer to a
+frightened gesture of Anatole's. "First, the letters," said he, as if
+repeating a lesson to himself. "Secondly," he continued after a short
+pause, again rising and again pacing the room, "tomorrow you must get
+out of Moscow."
+
+"But how can I?..."
+
+"Thirdly," Pierre continued without listening to him, "you must never
+breathe a word of what has passed between you and Countess Rostova. I
+know I can't prevent your doing so, but if you have a spark of
+conscience..." Pierre paced the room several times in silence.
+
+Anatole sat at a table frowning and biting his lips.
+
+"After all, you must understand that besides your pleasure there is such
+a thing as other people's happiness and peace, and that you are ruining
+a whole life for the sake of amusing yourself! Amuse yourself with women
+like my wife--with them you are within your rights, for they know what
+you want of them. They are armed against you by the same experience of
+debauchery; but to promise a maid to marry her... to deceive, to
+kidnap.... Don't you understand that it is as mean as beating an old man
+or a child?..."
+
+Pierre paused and looked at Anatole no longer with an angry but with a
+questioning look.
+
+"I don't know about that, eh?" said Anatole, growing more confident as
+Pierre mastered his wrath. "I don't know that and don't want to," he
+said, not looking at Pierre and with a slight tremor of his lower jaw,
+"but you have used such words to me--'mean' and so on--which as a man of
+honor I can't allow anyone to use."
+
+Pierre glanced at him with amazement, unable to understand what he
+wanted.
+
+"Though it was tête-à-tête," Anatole continued, "still I can't..."
+
+"Is it satisfaction you want?" said Pierre ironically.
+
+"You could at least take back your words. What? If you want me to do as
+you wish, eh?"
+
+"I take them back, I take them back!" said Pierre, "and I ask you to
+forgive me." Pierre involuntarily glanced at the loose button. "And if
+you require money for your journey..."
+
+Anatole smiled. The expression of that base and cringing smile, which
+Pierre knew so well in his wife, revolted him.
+
+"Oh, vile and heartless brood!" he exclaimed, and left the room.
+
+Next day Anatole left for Petersburg.
+
+
+
+
+CHAPTER XXI
+
+Pierre drove to Marya Dmitrievna's to tell her of the fulfillment of her
+wish that Kuragin should be banished from Moscow. The whole house was in
+a state of alarm and commotion. Natasha was very ill, having, as Marya
+Dmitrievna told him in secret, poisoned herself the night after she had
+been told that Anatole was married, with some arsenic she had stealthily
+procured. After swallowing a little she had been so frightened that she
+woke Sonya and told her what she had done. The necessary antidotes had
+been administered in time and she was now out of danger, though still so
+weak that it was out of the question to move her to the country, and so
+the countess had been sent for. Pierre saw the distracted count, and
+Sonya, who had a tear-stained face, but he could not see Natasha.
+
+Pierre dined at the club that day and heard on all sides gossip about
+the attempted abduction of Rostova. He resolutely denied these rumors,
+assuring everyone that nothing had happened except that his brother-in-
+law had proposed to her and been refused. It seemed to Pierre that it
+was his duty to conceal the whole affair and re-establish Natasha's
+reputation.
+
+He was awaiting Prince Andrew's return with dread and went every day to
+the old prince's for news of him.
+
+Old Prince Bolkonski heard all the rumors current in the town from
+Mademoiselle Bourienne and had read the note to Princess Mary in which
+Natasha had broken off her engagement. He seemed in better spirits than
+usual and awaited his son with great impatience.
+
+Some days after Anatole's departure Pierre received a note from Prince
+Andrew, informing him of his arrival and asking him to come to see him.
+
+As soon as he reached Moscow, Prince Andrew had received from his father
+Natasha's note to Princess Mary breaking off her engagement
+(Mademoiselle Bourienne had purloined it from Princess Mary and given it
+to the old prince), and he heard from him the story of Natasha's
+elopement, with additions.
+
+Prince Andrew had arrived in the evening and Pierre came to see him next
+morning. Pierre expected to find Prince Andrew in almost the same state
+as Natasha and was therefore surprised on entering the drawing room to
+hear him in the study talking in a loud animated voice about some
+intrigue going on in Petersburg. The old prince's voice and another now
+and then interrupted him. Princess Mary came out to meet Pierre. She
+sighed, looking toward the door of the room where Prince Andrew was,
+evidently intending to express her sympathy with his sorrow, but Pierre
+saw by her face that she was glad both at what had happened and at the
+way her brother had taken the news of Natasha's faithlessness.
+
+"He says he expected it," she remarked. "I know his pride will not let
+him express his feelings, but still he has taken it better, far better,
+than I expected. Evidently it had to be...."
+
+"But is it possible that all is really ended?" asked Pierre.
+
+Princess Mary looked at him with astonishment. She did not understand
+how he could ask such a question. Pierre went into the study. Prince
+Andrew, greatly changed and plainly in better health, but with a fresh
+horizontal wrinkle between his brows, stood in civilian dress facing his
+father and Prince Meshcherski, warmly disputing and vigorously
+gesticulating. The conversation was about Speranski--the news of whose
+sudden exile and alleged treachery had just reached Moscow.
+
+"Now he is censured and accused by all who were enthusiastic about him a
+month ago," Prince Andrew was saying, "and by those who were unable to
+understand his aims. To judge a man who is in disfavor and to throw on
+him all the blame of other men's mistakes is very easy, but I maintain
+that if anything good has been accomplished in this reign it was done by
+him, by him alone."
+
+He paused at the sight of Pierre. His face quivered and immediately
+assumed a vindictive expression.
+
+"Posterity will do him justice," he concluded, and at once turned to
+Pierre.
+
+"Well, how are you? Still getting stouter?" he said with animation, but
+the new wrinkle on his forehead deepened. "Yes, I am well," he said in
+answer to Pierre's question, and smiled.
+
+To Pierre that smile said plainly: "I am well, but my health is now of
+no use to anyone."
+
+After a few words to Pierre about the awful roads from the Polish
+frontier, about people he had met in Switzerland who knew Pierre, and
+about M. Dessalles, whom he had brought from abroad to be his son's
+tutor, Prince Andrew again joined warmly in the conversation about
+Speranski which was still going on between the two old men.
+
+"If there were treason, or proofs of secret relations with Napoleon,
+they would have been made public," he said with warmth and haste. "I do
+not, and never did, like Speranski personally, but I like justice!"
+
+Pierre now recognized in his friend a need with which he was only too
+familiar, to get excited and to have arguments about extraneous matters
+in order to stifle thoughts that were too oppressive and too intimate.
+When Prince Meshcherski had left, Prince Andrew took Pierre's arm and
+asked him into the room that had been assigned him. A bed had been made
+up there, and some open portmanteaus and trunks stood about. Prince
+Andrew went to one and took out a small casket, from which he drew a
+packet wrapped in paper. He did it all silently and very quickly. He
+stood up and coughed. His face was gloomy and his lips compressed.
+
+"Forgive me for troubling you..."
+
+Pierre saw that Prince Andrew was going to speak of Natasha, and his
+broad face expressed pity and sympathy. This expression irritated Prince
+Andrew, and in a determined, ringing, and unpleasant tone he continued:
+
+"I have received a refusal from Countess Rostova and have heard reports
+of your brother-in-law having sought her hand, or something of that
+kind. Is that true?"
+
+"Both true and untrue," Pierre began; but Prince Andrew interrupted him.
+
+"Here are her letters and her portrait," said he.
+
+He took the packet from the table and handed it to Pierre.
+
+"Give this to the countess... if you see her."
+
+"She is very ill," said Pierre.
+
+"Then she is here still?" said Prince Andrew. "And Prince Kuragin?" he
+added quickly.
+
+"He left long ago. She has been at death's door."
+
+"I much regret her illness," said Prince Andrew; and he smiled like his
+father, coldly, maliciously, and unpleasantly.
+
+"So Monsieur Kuragin has not honored Countess Rostova with his hand?"
+said Prince Andrew, and he snorted several times.
+
+"He could not marry, for he was married already," said Pierre.
+
+Prince Andrew laughed disagreeably, again reminding one of his father.
+
+"And where is your brother-in-law now, if I may ask?" he said.
+
+"He has gone to Peters... But I don't know," said Pierre.
+
+"Well, it doesn't matter," said Prince Andrew. "Tell Countess Rostova
+that she was and is perfectly free and that I wish her all that is
+good."
+
+Pierre took the packet. Prince Andrew, as if trying to remember whether
+he had something more to say, or waiting to see if Pierre would say
+anything, looked fixedly at him.
+
+"I say, do you remember our discussion in Petersburg?" asked Pierre,
+"about..."
+
+"Yes," returned Prince Andrew hastily. "I said that a fallen woman
+should be forgiven, but I didn't say I could forgive her. I can't."
+
+"But can this be compared...?" said Pierre.
+
+Prince Andrew interrupted him and cried sharply: "Yes, ask her hand
+again, be magnanimous, and so on?... Yes, that would be very noble, but
+I am unable to follow in that gentleman's footsteps. If you wish to be
+my friend never speak to me of that... of all that! Well, good-by. So
+you'll give her the packet?"
+
+Pierre left the room and went to the old prince and Princess Mary.
+
+The old man seemed livelier than usual. Princess Mary was the same as
+always, but beneath her sympathy for her brother, Pierre noticed her
+satisfaction that the engagement had been broken off. Looking at them
+Pierre realized what contempt and animosity they all felt for the
+Rostovs, and that it was impossible in their presence even to mention
+the name of her who could give up Prince Andrew for anyone else.
+
+At dinner the talk turned on the war, the approach of which was becoming
+evident. Prince Andrew talked incessantly, arguing now with his father,
+now with the Swiss tutor Dessalles, and showing an unnatural animation,
+the cause of which Pierre so well understood.
+
+
+
+
+CHAPTER XXII
+
+That same evening Pierre went to the Rostovs' to fulfill the commission
+entrusted to him. Natasha was in bed, the count at the club, and Pierre,
+after giving the letters to Sonya, went to Marya Dmitrievna who was
+interested to know how Prince Andrew had taken the news. Ten minutes
+later Sonya came to Marya Dmitrievna.
+
+"Natasha insists on seeing Count Peter Kirilovich," said she.
+
+"But how? Are we to take him up to her? The room there has not been
+tidied up."
+
+"No, she has dressed and gone into the drawing room," said Sonya.
+
+Marya Dmitrievna only shrugged her shoulders.
+
+"When will her mother come? She has worried me to death! Now mind, don't
+tell her everything!" said she to Pierre. "One hasn't the heart to scold
+her, she is so much to be pitied, so much to be pitied."
+
+Natasha was standing in the middle of the drawing room, emaciated, with
+a pale set face, but not at all shamefaced as Pierre expected to find
+her. When he appeared at the door she grew flurried, evidently undecided
+whether to go to meet him or to wait till he came up.
+
+Pierre hastened to her. He thought she would give him her hand as usual;
+but she, stepping up to him, stopped, breathing heavily, her arms
+hanging lifelessly just in the pose she used to stand in when she went
+to the middle of the ballroom to sing, but with quite a different
+expression of face.
+
+"Peter Kirilovich," she began rapidly, "Prince Bolkonski was your
+friend--is your friend," she corrected herself. (It seemed to her that
+everything that had once been must now be different.) "He told me once
+to apply to you..."
+
+Pierre sniffed as he looked at her, but did not speak. Till then he had
+reproached her in his heart and tried to despise her, but he now felt so
+sorry for her that there was no room in his soul for reproach.
+
+"He is here now: tell him... to for... forgive me!" She stopped and
+breathed still more quickly, but did not shed tears.
+
+"Yes... I will tell him," answered Pierre; "but..."
+
+He did not know what to say.
+
+Natasha was evidently dismayed at the thought of what he might think she
+had meant.
+
+"No, I know all is over," she said hurriedly. "No, that can never be.
+I'm only tormented by the wrong I have done him. Tell him only that I
+beg him to forgive, forgive, forgive me for everything...."
+
+She trembled all over and sat down on a chair.
+
+A sense of pity he had never before known overflowed Pierre's heart.
+
+"I will tell him, I will tell him everything once more," said Pierre.
+"But... I should like to know one thing...."
+
+"Know what?" Natasha's eyes asked.
+
+"I should like to know, did you love..." Pierre did not know how to
+refer to Anatole and flushed at the thought of him--"did you love that
+bad man?"
+
+"Don't call him bad!" said Natasha. "But I don't know, don't know at
+all...."
+
+She began to cry and a still greater sense of pity, tenderness, and love
+welled up in Pierre. He felt the tears trickle under his spectacles and
+hoped they would not be noticed.
+
+"We won't speak of it any more, my dear," said Pierre, and his gentle,
+cordial tone suddenly seemed very strange to Natasha.
+
+"We won't speak of it, my dear--I'll tell him everything; but one thing
+I beg of you, consider me your friend and if you want help, advice, or
+simply to open your heart to someone--not now, but when your mind is
+clearer think of me!" He took her hand and kissed it. "I shall be happy
+if it's in my power..."
+
+Pierre grew confused.
+
+"Don't speak to me like that. I am not worth it!" exclaimed Natasha and
+turned to leave the room, but Pierre held her hand.
+
+He knew he had something more to say to her. But when he said it he was
+amazed at his own words.
+
+"Stop, stop! You have your whole life before you," said he to her.
+
+
+"Before me? No! All is over for me," she replied with shame and self-
+abasement.
+
+"All over?" he repeated. "If I were not myself, but the handsomest,
+cleverest, and best man in the world, and were free, I would this moment
+ask on my knees for your hand and your love!"
+
+For the first time for many days Natasha wept tears of gratitude and
+tenderness, and glancing at Pierre she went out of the room.
+
+Pierre too when she had gone almost ran into the anteroom, restraining
+tears of tenderness and joy that choked him, and without finding the
+sleeves of his fur cloak threw it on and got into his sleigh.
+
+"Where to now, your excellency?" asked the coachman.
+
+"Where to?" Pierre asked himself. "Where can I go now? Surely not to the
+club or to pay calls?" All men seemed so pitiful, so poor, in comparison
+with this feeling of tenderness and love he experienced: in comparison
+with that softened, grateful, last look she had given him through her
+tears.
+
+"Home!" said Pierre, and despite twenty-two degrees of frost Fahrenheit
+he threw open the bearskin cloak from his broad chest and inhaled the
+air with joy.
+
+It was clear and frosty. Above the dirty, ill-lit streets, above the
+black roofs, stretched the dark starry sky. Only looking up at the sky
+did Pierre cease to feel how sordid and humiliating were all mundane
+things compared with the heights to which his soul had just been raised.
+At the entrance to the Arbat Square an immense expanse of dark starry
+sky presented itself to his eyes. Almost in the center of it, above the
+Prechistenka Boulevard, surrounded and sprinkled on all sides by stars
+but distinguished from them all by its nearness to the earth, its white
+light, and its long uplifted tail, shone the enormous and brilliant
+comet of 1812--the comet which was said to portend all kinds of woes and
+the end of the world. In Pierre, however, that comet with its long
+luminous tail aroused no feeling of fear. On the contrary he gazed
+joyfully, his eyes moist with tears, at this bright comet which, having
+traveled in its orbit with inconceivable velocity through immeasurable
+space, seemed suddenly--like an arrow piercing the earth--to remain
+fixed in a chosen spot, vigorously holding its tail erect, shining and
+displaying its white light amid countless other scintillating stars. It
+seemed to Pierre that this comet fully responded to what was passing in
+his own softened and uplifted soul, now blossoming into a new life.
+
+BOOK NINE: 1812
+
+
+
+
+CHAPTER I
+
+From the close of the year 1811 intensified arming and concentrating of
+the forces of Western Europe began, and in 1812 these forces--millions
+of men, reckoning those transporting and feeding the army--moved from
+the west eastwards to the Russian frontier, toward which since 1811
+Russian forces had been similarly drawn. On the twelfth of June, 1812,
+the forces of Western Europe crossed the Russian frontier and war began,
+that is, an event took place opposed to human reason and to human
+nature. Millions of men perpetrated against one another such innumerable
+crimes, frauds, treacheries, thefts, forgeries, issues of false money,
+burglaries, incendiarisms, and murders as in whole centuries are not
+recorded in the annals of all the law courts of the world, but which
+those who committed them did not at the time regard as being crimes.
+
+What produced this extraordinary occurrence? What were its causes? The
+historians tell us with naive assurance that its causes were the wrongs
+inflicted on the Duke of Oldenburg, the nonobservance of the Continental
+System, the ambition of Napoleon, the firmness of Alexander, the
+mistakes of the diplomatists, and so on.
+
+Consequently, it would only have been necessary for Metternich,
+Rumyantsev, or Talleyrand, between a levee and an evening party, to have
+taken proper pains and written a more adroit note, or for Napoleon to
+have written to Alexander: "My respected Brother, I consent to restore
+the duchy to the Duke of Oldenburg"--and there would have been no war.
+
+We can understand that the matter seemed like that to contemporaries. It
+naturally seemed to Napoleon that the war was caused by England's
+intrigues (as in fact he said on the island of St. Helena). It naturally
+seemed to members of the English Parliament that the cause of the war
+was Napoleon's ambition; to the Duke of Oldenburg, that the cause of the
+war was the violence done to him; to businessmen that the cause of the
+war was the Continental System which was ruining Europe; to the generals
+and old soldiers that the chief reason for the war was the necessity of
+giving them employment; to the legitimists of that day that it was the
+need of re-establishing les bons principes, and to the diplomatists of
+that time that it all resulted from the fact that the alliance between
+Russia and Austria in 1809 had not been sufficiently well concealed from
+Napoleon, and from the awkward wording of Memorandum No. 178. It is
+natural that these and a countless and infinite quantity of other
+reasons, the number depending on the endless diversity of points of
+view, presented themselves to the men of that day; but to us, to
+posterity who view the thing that happened in all its magnitude and
+perceive its plain and terrible meaning, these causes seem insufficient.
+To us it is incomprehensible that millions of Christian men killed and
+tortured each other either because Napoleon was ambitious or Alexander
+was firm, or because England's policy was astute or the Duke of
+Oldenburg wronged. We cannot grasp what connection such circumstances
+have with the actual fact of slaughter and violence: why because the
+Duke was wronged, thousands of men from the other side of Europe killed
+and ruined the people of Smolensk and Moscow and were killed by them.
+
+To us, their descendants, who are not historians and are not carried
+away by the process of research and can therefore regard the event with
+unclouded common sense, an incalculable number of causes present
+themselves. The deeper we delve in search of these causes the more of
+them we find; and each separate cause or whole series of causes appears
+to us equally valid in itself and equally false by its insignificance
+compared to the magnitude of the events, and by its impotence--apart
+from the cooperation of all the other coincident causes--to occasion the
+event. To us, the wish or objection of this or that French corporal to
+serve a second term appears as much a cause as Napoleon's refusal to
+withdraw his troops beyond the Vistula and to restore the duchy of
+Oldenburg; for had he not wished to serve, and had a second, a third,
+and a thousandth corporal and private also refused, there would have
+been so many less men in Napoleon's army and the war could not have
+occurred.
+
+Had Napoleon not taken offense at the demand that he should withdraw
+beyond the Vistula, and not ordered his troops to advance, there would
+have been no war; but had all his sergeants objected to serving a second
+term then also there could have been no war. Nor could there have been a
+war had there been no English intrigues and no Duke of Oldenburg, and
+had Alexander not felt insulted, and had there not been an autocratic
+government in Russia, or a Revolution in France and a subsequent
+dictatorship and Empire, or all the things that produced the French
+Revolution, and so on. Without each of these causes nothing could have
+happened. So all these causes--myriads of causes--coincided to bring it
+about. And so there was no one cause for that occurrence, but it had to
+occur because it had to. Millions of men, renouncing their human
+feelings and reason, had to go from west to east to slay their fellows,
+just as some centuries previously hordes of men had come from the east
+to the west, slaying their fellows.
+
+The actions of Napoleon and Alexander, on whose words the event seemed
+to hang, were as little voluntary as the actions of any soldier who was
+drawn into the campaign by lot or by conscription. This could not be
+otherwise, for in order that the will of Napoleon and Alexander (on whom
+the event seemed to depend) should be carried out, the concurrence of
+innumerable circumstances was needed without any one of which the event
+could not have taken place. It was necessary that millions of men in
+whose hands lay the real power--the soldiers who fired, or transported
+provisions and guns--should consent to carry out the will of these weak
+individuals, and should have been induced to do so by an infinite number
+of diverse and complex causes.
+
+We are forced to fall back on fatalism as an explanation of irrational
+events (that is to say, events the reasonableness of which we do not
+understand). The more we try to explain such events in history
+reasonably, the more unreasonable and incomprehensible do they become to
+us.
+
+Each man lives for himself, using his freedom to attain his personal
+aims, and feels with his whole being that he can now do or abstain from
+doing this or that action; but as soon as he has done it, that action
+performed at a certain moment in time becomes irrevocable and belongs to
+history, in which it has not a free but a predestined significance.
+
+There are two sides to the life of every man, his individual life, which
+is the more free the more abstract its interests, and his elemental hive
+life in which he inevitably obeys laws laid down for him.
+
+Man lives consciously for himself, but is an unconscious instrument in
+the attainment of the historic, universal, aims of humanity. A deed done
+is irrevocable, and its result coinciding in time with the actions of
+millions of other men assumes an historic significance. The higher a man
+stands on the social ladder, the more people he is connected with and
+the more power he has over others, the more evident is the
+predestination and inevitability of his every action.
+
+"The king's heart is in the hands of the Lord."
+
+A king is history's slave.
+
+History, that is, the unconscious, general, hive life of mankind, uses
+every moment of the life of kings as a tool for its own purposes.
+
+Though Napoleon at that time, in 1812, was more convinced than ever that
+it depended on him, verser (ou ne pas verser) le sang de ses peuples *--
+as Alexander expressed it in the last letter he wrote him--he had never
+been so much in the grip of inevitable laws, which compelled him, while
+thinking that he was acting on his own volition, to perform for the hive
+life--that is to say, for history--whatever had to be performed.
+
+
+* "To shed (or not to shed) the blood of his peoples."
+
+The people of the west moved eastwards to slay their fellow men, and by
+the law of coincidence thousands of minute causes fitted in and co-
+ordinated to produce that movement and war: reproaches for the
+nonobservance of the Continental System, the Duke of Oldenburg's wrongs,
+the movement of troops into Prussia--undertaken (as it seemed to
+Napoleon) only for the purpose of securing an armed peace, the French
+Emperor's love and habit of war coinciding with his people's
+inclinations, allurement by the grandeur of the preparations, and the
+expenditure on those preparations and the need of obtaining advantages
+to compensate for that expenditure, the intoxicating honors he received
+in Dresden, the diplomatic negotiations which, in the opinion of
+contemporaries, were carried on with a sincere desire to attain peace,
+but which only wounded the self-love of both sides, and millions of
+other causes that adapted themselves to the event that was happening or
+coincided with it.
+
+When an apple has ripened and falls, why does it fall? Because of its
+attraction to the earth, because its stalk withers, because it is dried
+by the sun, because it grows heavier, because the wind shakes it, or
+because the boy standing below wants to eat it?
+
+Nothing is the cause. All this is only the coincidence of conditions in
+which all vital organic and elemental events occur. And the botanist who
+finds that the apple falls because the cellular tissue decays and so
+forth is equally right with the child who stands under the tree and says
+the apple fell because he wanted to eat it and prayed for it. Equally
+right or wrong is he who says that Napoleon went to Moscow because he
+wanted to, and perished because Alexander desired his destruction, and
+he who says that an undermined hill weighing a million tons fell because
+the last navvy struck it for the last time with his mattock. In historic
+events the so-called great men are labels giving names to events, and
+like labels they have but the smallest connection with the event itself.
+
+Every act of theirs, which appears to them an act of their own will, is
+in an historical sense involuntary and is related to the whole course of
+history and predestined from eternity.
+
+
+
+
+CHAPTER II
+
+On the twenty-ninth of May Napoleon left Dresden, where he had spent
+three weeks surrounded by a court that included princes, dukes, kings,
+and even an emperor. Before leaving, Napoleon showed favor to the
+emperor, kings, and princes who had deserved it, reprimanded the kings
+and princes with whom he was dissatisfied, presented pearls and diamonds
+of his own--that is, which he had taken from other kings--to the Empress
+of Austria, and having, as his historian tells us, tenderly embraced the
+Empress Marie Louise--who regarded him as her husband, though he had
+left another wife in Paris--left her grieved by the parting which she
+seemed hardly able to bear. Though the diplomatists still firmly
+believed in the possibility of peace and worked zealously to that end,
+and though the Emperor Napoleon himself wrote a letter to Alexander,
+calling him Monsieur mon frere, and sincerely assured him that he did
+not want war and would always love and honor him--yet he set off to join
+his army, and at every station gave fresh orders to accelerate the
+movement of his troops from west to east. He went in a traveling coach
+with six horses, surrounded by pages, aides-de-camp, and an escort,
+along the road to Posen, Thorn, Danzig, and Konigsberg. At each of these
+towns thousands of people met him with excitement and enthusiasm.
+
+The army was moving from west to east, and relays of six horses carried
+him in the same direction. On the tenth of June, * coming up with the
+army, he spent the night in apartments prepared for him on the estate of
+a Polish count in the Vilkavisski forest.
+
+
+* Old style.
+
+Next day, overtaking the army, he went in a carriage to the Niemen, and,
+changing into a Polish uniform, he drove to the riverbank in order to
+select a place for the crossing.
+
+Seeing, on the other side, some Cossacks (les Cosaques) and the wide-
+spreading steppes in the midst of which lay the holy city of Moscow
+(Moscou, la ville sainte), the capital of a realm such as the Scythia
+into which Alexander the Great had marched--Napoleon unexpectedly, and
+contrary alike to strategic and diplomatic considerations, ordered an
+advance, and the next day his army began to cross the Niemen.
+
+Early in the morning of the twelfth of June he came out of his tent,
+which was pitched that day on the steep left bank of the Niemen, and
+looked through a spyglass at the streams of his troops pouring out of
+the Vilkavisski forest and flowing over the three bridges thrown across
+the river. The troops, knowing of the Emperor's presence, were on the
+lookout for him, and when they caught sight of a figure in an overcoat
+and a cocked hat standing apart from his suite in front of his tent on
+the hill, they threw up their caps and shouted: "Vive l'Empereur!" and
+one after another poured in a ceaseless stream out of the vast forest
+that had concealed them and, separating, flowed on and on by the three
+bridges to the other side.
+
+"Now we'll go into action. Oh, when he takes it in hand himself, things
+get hot... by heaven!... There he is!... Vive l'Empereur! So these are
+the steppes of Asia! It's a nasty country all the same. Au revoir,
+Beauche; I'll keep the best palace in Moscow for you! Au revoir. Good
+luck!... Did you see the Emperor? Vive l'Empereur!... preur!--If they
+make me Governor of India, Gerard, I'll make you Minister of Kashmir--
+that's settled. Vive l'Empereur! Hurrah! hurrah! hurrah! The Cossacks--
+those rascals--see how they run! Vive l'Empereur! There he is, do you
+see him? I've seen him twice, as I see you now. The little corporal... I
+saw him give the cross to one of the veterans.... Vive l'Empereur!" came
+the voices of men, old and young, of most diverse characters and social
+positions. On the faces of all was one common expression of joy at the
+commencement of the long-expected campaign and of rapture and devotion
+to the man in the gray coat who was standing on the hill.
+
+On the thirteenth of June a rather small, thoroughbred Arab horse was
+brought to Napoleon. He mounted it and rode at a gallop to one of the
+bridges over the Niemen, deafened continually by incessant and rapturous
+acclamations which he evidently endured only because it was impossible
+to forbid the soldiers to express their love of him by such shouting,
+but the shouting which accompanied him everywhere disturbed him and
+distracted him from the military cares that had occupied him from the
+time he joined the army. He rode across one of the swaying pontoon
+bridges to the farther side, turned sharply to the left, and galloped in
+the direction of Kovno, preceded by enraptured, mounted chasseurs of the
+Guard who, breathless with delight, galloped ahead to clear a path for
+him through the troops. On reaching the broad river Viliya, he stopped
+near a regiment of Polish uhlans stationed by the river.
+
+"Vivat!" shouted the Poles, ecstatically, breaking their ranks and
+pressing against one another to see him.
+
+Napoleon looked up and down the river, dismounted, and sat down on a log
+that lay on the bank. At a mute sign from him, a telescope was handed
+him which he rested on the back of a happy page who had run up to him,
+and he gazed at the opposite bank. Then he became absorbed in a map laid
+out on the logs. Without lifting his head he said something, and two of
+his aides-de-camp galloped off to the Polish uhlans.
+
+"What? What did he say?" was heard in the ranks of the Polish uhlans
+when one of the aides-de-camp rode up to them.
+
+The order was to find a ford and to cross the river. The colonel of the
+Polish uhlans, a handsome old man, flushed and, fumbling in his speech
+from excitement, asked the aide-de-camp whether he would be permitted to
+swim the river with his uhlans instead of seeking a ford. In evident
+fear of refusal, like a boy asking for permission to get on a horse, he
+begged to be allowed to swim across the river before the Emperor's eyes.
+The aide-de-camp replied that probably the Emperor would not be
+displeased at this excess of zeal.
+
+As soon as the aide-de-camp had said this, the old mustached officer,
+with happy face and sparkling eyes, raised his saber, shouted "Vivat!"
+and, commanding the uhlans to follow him, spurred his horse and galloped
+into the river. He gave an angry thrust to his horse, which had grown
+restive under him, and plunged into the water, heading for the deepest
+part where the current was swift. Hundreds of uhlans galloped in after
+him. It was cold and uncanny in the rapid current in the middle of the
+stream, and the uhlans caught hold of one another as they fell off their
+horses. Some of the horses were drowned and some of the men; the others
+tried to swim on, some in the saddle and some clinging to their horses'
+manes. They tried to make their way forward to the opposite bank and,
+though there was a ford one third of a mile away, were proud that they
+were swimming and drowning in this river under the eyes of the man who
+sat on the log and was not even looking at what they were doing. When
+the aide-de-camp, having returned and choosing an opportune moment,
+ventured to draw the Emperor's attention to the devotion of the Poles to
+his person, the little man in the gray overcoat got up and, having
+summoned Berthier, began pacing up and down the bank with him, giving
+him instructions and occasionally glancing disapprovingly at the
+drowning uhlans who distracted his attention.
+
+For him it was no new conviction that his presence in any part of the
+world, from Africa to the steppes of Muscovy alike, was enough to
+dumfound people and impel them to insane self-oblivion. He called for
+his horse and rode to his quarters.
+
+Some forty uhlans were drowned in the river, though boats were sent to
+their assistance. The majority struggled back to the bank from which
+they had started. The colonel and some of his men got across and with
+difficulty clambered out on the further bank. And as soon as they had
+got out, in their soaked and streaming clothes, they shouted "Vivat!"
+and looked ecstatically at the spot where Napoleon had been but where he
+no longer was and at that moment considered themselves happy.
+
+That evening, between issuing one order that the forged Russian paper
+money prepared for use in Russia should be delivered as quickly as
+possible and another that a Saxon should be shot, on whom a letter
+containing information about the orders to the French army had been
+found, Napoleon also gave instructions that the Polish colonel who had
+needlessly plunged into the river should be enrolled in the Legion
+d'honneur of which Napoleon was himself the head.
+
+Quos vult perdere dementat. *
+
+
+* Those whom (God) wishes to destroy he drives mad.
+
+
+
+
+CHAPTER III
+
+The Emperor of Russia had, meanwhile, been in Vilna for more than a
+month, reviewing troops and holding maneuvers. Nothing was ready for the
+war that everyone expected and to prepare for which the Emperor had come
+from Petersburg. There was no general plan of action. The vacillation
+between the various plans that were proposed had even increased after
+the Emperor had been at headquarters for a month. Each of the three
+armies had its own commander-in-chief, but there was no supreme
+commander of all the forces, and the Emperor did not assume that
+responsibility himself.
+
+The longer the Emperor remained in Vilna the less did everybody--tired
+of waiting--prepare for the war. All the efforts of those who surrounded
+the sovereign seemed directed merely to making him spend his time
+pleasantly and forget that war was impending.
+
+In June, after many balls and fetes given by the Polish magnates, by the
+courtiers, and by the Emperor himself, it occurred to one of the Polish
+aides-de-camp in attendance that a dinner and ball should be given for
+the Emperor by his aides-de-camp. This idea was eagerly received. The
+Emperor gave his consent. The aides-de-camp collected money by
+subscription. The lady who was thought to be most pleasing to the
+Emperor was invited to act as hostess. Count Bennigsen, being a
+landowner in the Vilna province, offered his country house for the fete,
+and the thirteenth of June was fixed for a ball, dinner, regatta, and
+fireworks at Zakret, Count Bennigsen's country seat.
+
+The very day that Napoleon issued the order to cross the Niemen, and his
+vanguard, driving off the Cossacks, crossed the Russian frontier,
+Alexander spent the evening at the entertainment given by his aides-de-
+camp at Bennigsen's country house.
+
+It was a gay and brilliant fete. Connoisseurs of such matters declared
+that rarely had so many beautiful women been assembled in one place.
+Countess Bezukhova was present among other Russian ladies who had
+followed the sovereign from Petersburg to Vilna and eclipsed the refined
+Polish ladies by her massive, so-called Russian type of beauty. The
+Emperor noticed her and honored her with a dance.
+
+Boris Drubetskoy, having left his wife in Moscow and being for the
+present en garcon (as he phrased it), was also there and, though not an
+aide-de-camp, had subscribed a large sum toward the expenses. Boris was
+now a rich man who had risen to high honors and no longer sought
+patronage but stood on an equal footing with the highest of those of his
+own age. He was meeting Helene in Vilna after not having seen her for a
+long time and did not recall the past, but as Helene was enjoying the
+favors of a very important personage and Boris had only recently
+married, they met as good friends of long standing.
+
+At midnight dancing was still going on. Helene, not having a suitable
+partner, herself offered to dance the mazurka with Boris. They were the
+third couple. Boris, coolly looking at Helene's dazzling bare shoulders
+which emerged from a dark, gold-embroidered, gauze gown, talked to her
+of old acquaintances and at the same time, unaware of it himself and
+unnoticed by others, never for an instant ceased to observe the Emperor
+who was in the same room. The Emperor was not dancing, he stood in the
+doorway, stopping now one pair and now another with gracious words which
+he alone knew how to utter.
+
+As the mazurka began, Boris saw that Adjutant General Balashev, one of
+those in closest attendance on the Emperor, went up to him and contrary
+to court etiquette stood near him while he was talking to a Polish lady.
+Having finished speaking to her, the Emperor looked inquiringly at
+Balashev and, evidently understanding that he only acted thus because
+there were important reasons for so doing, nodded slightly to the lady
+and turned to him. Hardly had Balashev begun to speak before a look of
+amazement appeared on the Emperor's face. He took Balashev by the arm
+and crossed the room with him, unconsciously clearing a path seven yards
+wide as the people on both sides made way for him. Boris noticed
+Arakcheev's excited face when the sovereign went out with Balashev.
+Arakcheev looked at the Emperor from under his brow and, sniffing with
+his red nose, stepped forward from the crowd as if expecting the Emperor
+to address him. (Boris understood that Arakcheev envied Balashev and was
+displeased that evidently important news had reached the Emperor
+otherwise than through himself.)
+
+But the Emperor and Balashev passed out into the illuminated garden
+without noticing Arakcheev who, holding his sword and glancing
+wrathfully around, followed some twenty paces behind them.
+
+All the time Boris was going through the figures of the mazurka, he was
+worried by the question of what news Balashev had brought and how he
+could find it out before others. In the figure in which he had to choose
+two ladies, he whispered to Helene that he meant to choose Countess
+Potocka who, he thought, had gone out onto the veranda, and glided over
+the parquet to the door opening into the garden, where, seeing Balashev
+and the Emperor returning to the veranda, he stood still. They were
+moving toward the door. Boris, fluttering as if he had not had time to
+withdraw, respectfully pressed close to the doorpost with bowed head.
+
+The Emperor, with the agitation of one who has been personally
+affronted, was finishing with these words:
+
+"To enter Russia without declaring war! I will not make peace as long as
+a single armed enemy remains in my country!" It seemed to Boris that it
+gave the Emperor pleasure to utter these words. He was satisfied with
+the form in which he had expressed his thoughts, but displeased that
+Boris had overheard it.
+
+"Let no one know of it!" the Emperor added with a frown.
+
+Boris understood that this was meant for him and, closing his eyes,
+slightly bowed his head. The Emperor re-entered the ballroom and
+remained there about another half-hour.
+
+Boris was thus the first to learn the news that the French army had
+crossed the Niemen and, thanks to this, was able to show certain
+important personages that much that was concealed from others was
+usually known to him, and by this means he rose higher in their
+estimation.
+
+The unexpected news of the French having crossed the Niemen was
+particularly startling after a month of unfulfilled expectations, and at
+a ball. On first receiving the news, under the influence of indignation
+and resentment the Emperor had found a phrase that pleased him, fully
+expressed his feelings, and has since become famous. On returning home
+at two o'clock that night he sent for his secretary, Shishkov, and told
+him to write an order to the troops and a rescript to Field Marshal
+Prince Saltykov, in which he insisted on the words being inserted that
+he would not make peace so long as a single armed Frenchman remained on
+Russian soil.
+
+Next day the following letter was sent to Napoleon:
+
+Monsieur mon frere,
+
+Yesterday I learned that, despite the loyalty with which I have kept my
+engagements with Your Majesty, your troops have crossed the Russian
+frontier, and I have this moment received from Petersburg a note, in
+which Count Lauriston informs me, as a reason for this aggression, that
+Your Majesty has considered yourself to be in a state of war with me
+from the time Prince Kuragin asked for his passports. The reasons on
+which the Duc de Bassano based his refusal to deliver them to him would
+never have led me to suppose that that could serve as a pretext for
+aggression. In fact, the ambassador, as he himself has declared, was
+never authorized to make that demand, and as soon as I was informed of
+it I let him know how much I disapproved of it and ordered him to remain
+at his post. If Your Majesty does not intend to shed the blood of our
+peoples for such a misunderstanding, and consents to withdraw your
+troops from Russian territory, I will regard what has passed as not
+having occurred and an understanding between us will be possible. In the
+contrary case, Your Majesty, I shall see myself forced to repel an
+attack that nothing on my part has provoked. It still depends on Your
+Majesty to preserve humanity from the calamity of another war. I am,
+etc.,
+
+(signed) Alexander.
+
+
+
+
+CHAPTER IV
+
+At two in the morning of the fourteenth of June, the Emperor, having
+sent for Balashev and read him his letter to Napoleon, ordered him to
+take it and hand it personally to the French Emperor. When dispatching
+Balashev, the Emperor repeated to him the words that he would not make
+peace so long as a single armed enemy remained on Russian soil and told
+him to transmit those words to Napoleon. Alexander did not insert them
+in his letter to Napoleon, because with his characteristic tact he felt
+it would be injudicious to use them at a moment when a last attempt at
+reconciliation was being made, but he definitely instructed Balashev to
+repeat them personally to Napoleon.
+
+Having set off in the small hours of the fourteenth, accompanied by a
+bugler and two Cossacks, Balashev reached the French outposts at the
+village of Rykonty, on the Russian side of the Niemen, by dawn. There he
+was stopped by French cavalry sentinels.
+
+A French noncommissioned officer of hussars, in crimson uniform and a
+shaggy cap, shouted to the approaching Balashev to halt. Balashev did
+not do so at once, but continued to advance along the road at a walking
+pace.
+
+The noncommissioned officer frowned and, muttering words of abuse,
+advanced his horse's chest against Balashev, put his hand to his saber,
+and shouted rudely at the Russian general, asking: was he deaf that he
+did not do as he was told? Balashev mentioned who he was. The
+noncommissioned officer began talking with his comrades about regimental
+matters without looking at the Russian general.
+
+After living at the seat of the highest authority and power, after
+conversing with the Emperor less than three hours before, and in general
+being accustomed to the respect due to his rank in the service, Balashev
+found it very strange here on Russian soil to encounter this hostile,
+and still more this disrespectful, application of brute force to
+himself.
+
+The sun was only just appearing from behind the clouds, the air was
+fresh and dewy. A herd of cattle was being driven along the road from
+the village, and over the fields the larks rose trilling, one after
+another, like bubbles rising in water.
+
+Balashev looked around him, awaiting the arrival of an officer from the
+village. The Russian Cossacks and bugler and the French hussars looked
+silently at one another from time to time.
+
+A French colonel of hussars, who had evidently just left his bed, came
+riding from the village on a handsome sleek gray horse, accompanied by
+two hussars. The officer, the soldiers, and their horses all looked
+smart and well kept.
+
+It was that first period of a campaign when troops are still in full
+trim, almost like that of peacetime maneuvers, but with a shade of
+martial swagger in their clothes, and a touch of the gaiety and spirit
+of enterprise which always accompany the opening of a campaign.
+
+The French colonel with difficulty repressed a yawn, but was polite and
+evidently understood Balashev's importance. He led him past his soldiers
+and behind the outposts and told him that his wish to be presented to
+the Emperor would most likely be satisfied immediately, as the Emperor's
+quarters were, he believed, not far off.
+
+They rode through the village of Rykonty, past tethered French hussar
+horses, past sentinels and men who saluted their colonel and stared with
+curiosity at a Russian uniform, and came out at the other end of the
+village. The colonel said that the commander of the division was a mile
+and a quarter away and would receive Balashev and conduct him to his
+destination.
+
+The sun had by now risen and shone gaily on the bright verdure.
+
+They had hardly ridden up a hill, past a tavern, before they saw a group
+of horsemen coming toward them. In front of the group, on a black horse
+with trappings that glittered in the sun, rode a tall man with plumes in
+his hat and black hair curling down to his shoulders. He wore a red
+mantle, and stretched his long legs forward in French fashion. This man
+rode toward Balashev at a gallop, his plumes flowing and his gems and
+gold lace glittering in the bright June sunshine.
+
+Balashev was only two horses' length from the equestrian with the
+bracelets, plumes, necklaces, and gold embroidery, who was galloping
+toward him with a theatrically solemn countenance, when Julner, the
+French colonel, whispered respectfully: "The King of Naples!" It was, in
+fact, Murat, now called "King of Naples." Though it was quite
+incomprehensible why he should be King of Naples, he was called so, and
+was himself convinced that he was so, and therefore assumed a more
+solemn and important air than formerly. He was so sure that he really
+was the King of Naples that when, on the eve of his departure from that
+city, while walking through the streets with his wife, some Italians
+called out to him: "Viva il re!" * he turned to his wife with a pensive
+smile and said: "Poor fellows, they don't know that I am leaving them
+tomorrow!"
+
+
+* "Long live the king."
+
+But though he firmly believed himself to be King of Naples and pitied
+the grief felt by the subjects he was abandoning, latterly, after he had
+been ordered to return to military service--and especially since his
+last interview with Napoleon in Danzig, when his august brother-in-law
+had told him: "I made you King that you should reign in my way, but not
+in yours!"--he had cheerfully taken up his familiar business, and--like
+a well-fed but not overfat horse that feels himself in harness and grows
+skittish between the shafts--he dressed up in clothes as variegated and
+expensive as possible, and gaily and contentedly galloped along the
+roads of Poland, without himself knowing why or whither.
+
+On seeing the Russian general he threw back his head, with its long hair
+curling to his shoulders, in a majestically royal manner, and looked
+inquiringly at the French colonel. The colonel respectfully informed His
+Majesty of Balashev's mission, whose name he could not pronounce.
+
+"De Bal-macheve!" said the King (overcoming by his assurance the
+difficulty that had presented itself to the colonel). "Charmed to make
+your acquaintance, General!" he added, with a gesture of kingly
+condescension.
+
+As soon as the King began to speak loud and fast his royal dignity
+instantly forsook him, and without noticing it he passed into his
+natural tone of good-natured familiarity. He laid his hand on the
+withers of Balashev's horse and said:
+
+"Well, General, it all looks like war," as if regretting a circumstance
+of which he was unable to judge.
+
+"Your Majesty," replied Balashev, "my master, the Emperor, does not
+desire war and as Your Majesty sees..." said Balashev, using the words
+Your Majesty at every opportunity, with the affectation unavoidable in
+frequently addressing one to whom the title was still a novelty.
+
+Murat's face beamed with stupid satisfaction as he listened to "Monsieur
+de Bal-macheve." But royaute oblige! * and he felt it incumbent on him,
+as a king and an ally, to confer on state affairs with Alexander's
+envoy. He dismounted, took Balashev's arm, and moving a few steps away
+from his suite, which waited respectfully, began to pace up and down
+with him, trying to speak significantly. He referred to the fact that
+the Emperor Napoleon had resented the demand that he should withdraw his
+troops from Prussia, especially when that demand became generally known
+and the dignity of France was thereby offended.
+
+
+* "Royalty has its obligations."
+
+Balashev replied that there was "nothing offensive in the demand,
+because..." but Murat interrupted him.
+
+"Then you don't consider the Emperor Alexander the aggressor?" he asked
+unexpectedly, with a kindly and foolish smile.
+
+Balashev told him why he considered Napoleon to be the originator of the
+war.
+
+"Oh, my dear general!" Murat again interrupted him, "with all my heart I
+wish the Emperors may arrange the affair between them, and that the war
+begun by no wish of mine may finish as quickly as possible!" said he, in
+the tone of a servant who wants to remain good friends with another
+despite a quarrel between their masters.
+
+And he went on to inquiries about the Grand Duke and the state of his
+health, and to reminiscences of the gay and amusing times he had spent
+with him in Naples. Then suddenly, as if remembering his royal dignity,
+Murat solemnly drew himself up, assumed the pose in which he had stood
+at his coronation, and, waving his right arm, said:
+
+"I won't detain you longer, General. I wish success to your mission,"
+and with his embroidered red mantle, his flowing feathers, and his
+glittering ornaments, he rejoined his suite who were respectfully
+awaiting him.
+
+Balashev rode on, supposing from Murat's words that he would very soon
+be brought before Napoleon himself. But instead of that, at the next
+village the sentinels of Davout's infantry corps detained him as the
+pickets of the vanguard had done, and an adjutant of the corps
+commander, who was fetched, conducted him into the village to Marshal
+Davout.
+
+
+
+
+CHAPTER V
+
+Davout was to Napoleon what Arakcheev was to Alexander--though not a
+coward like Arakcheev, he was as precise, as cruel, and as unable to
+express his devotion to his monarch except by cruelty.
+
+In the organism of states such men are necessary, as wolves are
+necessary in the organism of nature, and they always exist, always
+appear and hold their own, however incongruous their presence and their
+proximity to the head of the government may be. This inevitability alone
+can explain how the cruel Arakcheev, who tore out a grenadier's mustache
+with his own hands, whose weak nerves rendered him unable to face
+danger, and who was neither an educated man nor a courtier, was able to
+maintain his powerful position with Alexander, whose own character was
+chivalrous, noble, and gentle.
+
+Balashev found Davout seated on a barrel in the shed of a peasant's hut,
+writing--he was auditing accounts. Better quarters could have been found
+him, but Marshal Davout was one of those men who purposely put
+themselves in most depressing conditions to have a justification for
+being gloomy. For the same reason they are always hard at work and in a
+hurry. "How can I think of the bright side of life when, as you see, I
+am sitting on a barrel and working in a dirty shed?" the expression of
+his face seemed to say. The chief pleasure and necessity of such men,
+when they encounter anyone who shows animation, is to flaunt their own
+dreary, persistent activity. Davout allowed himself that pleasure when
+Balashev was brought in. He became still more absorbed in his task when
+the Russian general entered, and after glancing over his spectacles at
+Balashev's face, which was animated by the beauty of the morning and by
+his talk with Murat, he did not rise or even stir, but scowled still
+more and sneered malevolently.
+
+When he noticed in Balashev's face the disagreeable impression this
+reception produced, Davout raised his head and coldly asked what he
+wanted.
+
+Thinking he could have been received in such a manner only because
+Davout did not know that he was adjutant general to the Emperor
+Alexander and even his envoy to Napoleon, Balashev hastened to inform
+him of his rank and mission. Contrary to his expectation, Davout, after
+hearing him, became still surlier and ruder.
+
+"Where is your dispatch?" he inquired. "Give it to me. I will send it to
+the Emperor."
+
+Balashev replied that he had been ordered to hand it personally to the
+Emperor.
+
+"Your Emperor's orders are obeyed in your army, but here," said Davout,
+"you must do as you're told."
+
+And, as if to make the Russian general still more conscious of his
+dependence on brute force, Davout sent an adjutant to call the officer
+on duty.
+
+Balashev took out the packet containing the Emperor's letter and laid it
+on the table (made of a door with its hinges still hanging on it, laid
+across two barrels). Davout took the packet and read the inscription.
+
+"You are perfectly at liberty to treat me with respect or not,"
+protested Balashev, "but permit me to observe that I have the honor to
+be adjutant general to His Majesty...."
+
+Davout glanced at him silently and plainly derived pleasure from the
+signs of agitation and confusion which appeared on Balashev's face.
+
+"You will be treated as is fitting," said he and, putting the packet in
+his pocket, left the shed.
+
+A minute later the marshal's adjutant, de Castres, came in and conducted
+Balashev to the quarters assigned him.
+
+That day he dined with the marshal, at the same board on the barrels.
+
+Next day Davout rode out early and, after asking Balashev to come to
+him, peremptorily requested him to remain there, to move on with the
+baggage train should orders come for it to move, and to talk to no one
+except Monsieur de Castres.
+
+After four days of solitude, ennui, and consciousness of his impotence
+and insignificance--particularly acute by contrast with the sphere of
+power in which he had so lately moved--and after several marches with
+the marshal's baggage and the French army, which occupied the whole
+district, Balashev was brought to Vilna--now occupied by the French--
+through the very gate by which he had left it four days previously.
+
+Next day the imperial gentleman-in-waiting, the Comte de Turenne, came
+to Balashev and informed him of the Emperor Napoleon's wish to honor him
+with an audience.
+
+Four days before, sentinels of the Preobrazhensk regiment had stood in
+front of the house to which Balashev was conducted, and now two French
+grenadiers stood there in blue uniforms unfastened in front and with
+shaggy caps on their heads, and an escort of hussars and uhlans and a
+brilliant suite of aides-de-camp, pages, and generals, who were waiting
+for Napoleon to come out, were standing at the porch, round his saddle
+horse and his Mameluke, Rustan. Napoleon received Balashev in the very
+house in Vilna from which Alexander had dispatched him on his mission.
+
+
+
+
+CHAPTER VI
+
+Though Balashev was used to imperial pomp, he was amazed at the luxury
+and magnificence of Napoleon's court.
+
+The Comte de Turenne showed him into a big reception room where many
+generals, gentlemen-in-waiting, and Polish magnates--several of whom
+Balashev had seen at the court of the Emperor of Russia--were waiting.
+Duroc said that Napoleon would receive the Russian general before going
+for his ride.
+
+After some minutes, the gentleman-in-waiting who was on duty came into
+the great reception room and, bowing politely, asked Balashev to follow
+him.
+
+Balashev went into a small reception room, one door of which led into a
+study, the very one from which the Russian Emperor had dispatched him on
+his mission. He stood a minute or two, waiting. He heard hurried
+footsteps beyond the door, both halves of it were opened rapidly; all
+was silent and then from the study the sound was heard of other steps,
+firm and resolute--they were those of Napoleon. He had just finished
+dressing for his ride, and wore a blue uniform, opening in front over a
+white waistcoat so long that it covered his rotund stomach, white
+leather breeches tightly fitting the fat thighs of his short legs, and
+Hessian boots. His short hair had evidently just been brushed, but one
+lock hung down in the middle of his broad forehead. His plump white neck
+stood out sharply above the black collar of his uniform, and he smelled
+of Eau de Cologne. His full face, rather young-looking, with its
+prominent chin, wore a gracious and majestic expression of imperial
+welcome.
+
+He entered briskly, with a jerk at every step and his head slightly
+thrown back. His whole short corpulent figure with broad thick
+shoulders, and chest and stomach involuntarily protruding, had that
+imposing and stately appearance one sees in men of forty who live in
+comfort. It was evident, too, that he was in the best of spirits that
+day.
+
+He nodded in answer to Balashav's low and respectful bow, and coming up
+to him at once began speaking like a man who values every moment of his
+time and does not condescend to prepare what he has to say but is sure
+he will always say the right thing and say it well.
+
+"Good day, General!" said he. "I have received the letter you brought
+from the Emperor Alexander and am very glad to see you." He glanced with
+his large eyes into Balashav's face and immediately looked past him.
+
+It was plain that Balashev's personality did not interest him at all.
+Evidently only what took place within his own mind interested him.
+Nothing outside himself had any significance for him, because everything
+in the world, it seemed to him, depended entirely on his will.
+
+"I do not, and did not, desire war," he continued, "but it has been
+forced on me. Even now" (he emphasized the word) "I am ready to receive
+any explanations you can give me."
+
+And he began clearly and concisely to explain his reasons for
+dissatisfaction with the Russian government. Judging by the calmly
+moderate and amicable tone in which the French Emperor spoke, Balashev
+was firmly persuaded that he wished for peace and intended to enter into
+negotiations.
+
+When Napoleon, having finished speaking, looked inquiringly at the
+Russian envoy, Balashev began a speech he had prepared long before:
+"Sire! The Emperor, my master..." but the sight of the Emperor's eyes
+bent on him confused him. "You are flurried--compose yourself!" Napoleon
+seemed to say, as with a scarcely perceptible smile he looked at
+Balashev's uniform and sword.
+
+Balashev recovered himself and began to speak. He said that the Emperor
+Alexander did not consider Kurakin's demand for his passports a
+sufficient cause for war; that Kurakin had acted on his own initiative
+and without his sovereign's assent, that the Emperor Alexander did not
+desire war, and had no relations with England.
+
+"Not yet!" interposed Napoleon, and, as if fearing to give vent to his
+feelings, he frowned and nodded slightly as a sign that Balashev might
+proceed.
+
+After saying all he had been instructed to say, Balashev added that the
+Emperor Alexander wished for peace, but would not enter into
+negotiations except on condition that... Here Balashev hesitated: he
+remembered the words the Emperor Alexander had not written in his
+letter, but had specially inserted in the rescript to Saltykov and had
+told Balashev to repeat to Napoleon. Balashev remembered these words,
+"So long as a single armed foe remains on Russian soil," but some
+complex feeling restrained him. He could not utter them, though he
+wished to do so. He grew confused and said: "On condition that the
+French army retires beyond the Niemen."
+
+Napoleon noticed Balashev's embarrassment when uttering these last
+words; his face twitched and the calf of his left leg began to quiver
+rhythmically. Without moving from where he stood he began speaking in a
+louder tone and more hurriedly than before. During the speech that
+followed, Balashev, who more than once lowered his eyes, involuntarily
+noticed the quivering of Napoleon's left leg which increased the more
+Napoleon raised his voice.
+
+"I desire peace, no less than the Emperor Alexander," he began. "Have I
+not for eighteen months been doing everything to obtain it? I have
+waited eighteen months for explanations. But in order to begin
+negotiations, what is demanded of me?" he said, frowning and making an
+energetic gesture of inquiry with his small white plump hand.
+
+"The withdrawal of your army beyond the Niemen, sire," replied Balashev.
+
+"The Niemen?" repeated Napoleon. "So now you want me to retire beyond
+the Niemen--only the Niemen?" repeated Napoleon, looking straight at
+Balashev.
+
+The latter bowed his head respectfully.
+
+Instead of the demand of four months earlier to withdraw from Pomerania,
+only a withdrawal beyond the Niemen was now demanded. Napoleon turned
+quickly and began to pace the room.
+
+"You say the demand now is that I am to withdraw beyond the Niemen
+before commencing negotiations, but in just the same way two months ago
+the demand was that I should withdraw beyond the Vistula and the Oder,
+and yet you are willing to negotiate."
+
+He went in silence from one corner of the room to the other and again
+stopped in front of Balashev. Balashev noticed that his left leg was
+quivering faster than before and his face seemed petrified in its stern
+expression. This quivering of his left leg was a thing Napoleon was
+conscious of. "The vibration of my left calf is a great sign with me,"
+he remarked at a later date.
+
+"Such demands as to retreat beyond the Vistula and Oder may be made to a
+Prince of Baden, but not to me!" Napoleon almost screamed, quite to his
+own surprise. "If you gave me Petersburg and Moscow I could not accept
+such conditions. You say I have begun this war! But who first joined his
+army? The Emperor Alexander, not I! And you offer me negotiations when I
+have expended millions, when you are in alliance with England, and when
+your position is a bad one. You offer me negotiations! But what is the
+aim of your alliance with England? What has she given you?" he continued
+hurriedly, evidently no longer trying to show the advantages of peace
+and discuss its possibility, but only to prove his own rectitude and
+power and Alexander's errors and duplicity.
+
+The commencement of his speech had obviously been made with the
+intention of demonstrating the advantages of his position and showing
+that he was nevertheless willing to negotiate. But he had begun talking,
+and the more he talked the less could he control his words.
+
+The whole purport of his remarks now was evidently to exalt himself and
+insult Alexander--just what he had least desired at the commencement of
+the interview.
+
+"I hear you have made peace with Turkey?"
+
+Balashev bowed his head affirmatively.
+
+"Peace has been concluded..." he began.
+
+But Napoleon did not let him speak. He evidently wanted to do all the
+talking himself, and continued to talk with the sort of eloquence and
+unrestrained irritability to which spoiled people are so prone.
+
+"Yes, I know you have made peace with the Turks without obtaining
+Moldavia and Wallachia; I would have given your sovereign those
+provinces as I gave him Finland. Yes," he went on, "I promised and would
+have given the Emperor Alexander Moldavia and Wallachia, and now he
+won't have those splendid provinces. Yet he might have united them to
+his empire and in a single reign would have extended Russia from the
+Gulf of Bothnia to the mouths of the Danube. Catherine the Great could
+not have done more," said Napoleon, growing more and more excited as he
+paced up and down the room, repeating to Balashev almost the very words
+he had used to Alexander himself at Tilsit. "All that, he would have
+owed to my friendship. Oh, what a splendid reign!" he repeated several
+times, then paused, drew from his pocket a gold snuffbox, lifted it to
+his nose, and greedily sniffed at it.
+
+"What a splendid reign the Emperor Alexander's might have been!"
+
+He looked compassionately at Balashev, and as soon as the latter tried
+to make some rejoinder hastily interrupted him.
+
+"What could he wish or look for that he would not have obtained through
+my friendship?" demanded Napoleon, shrugging his shoulders in
+perplexity. "But no, he has preferred to surround himself with my
+enemies, and with whom? With Steins, Armfeldts, Bennigsens, and
+Wintzingerodes! Stein, a traitor expelled from his own country;
+Armfeldt, a rake and an intriguer; Wintzingerode, a fugitive French
+subject; Bennigsen, rather more of a soldier than the others, but all
+the same an incompetent who was unable to do anything in 1807 and who
+should awaken terrible memories in the Emperor Alexander's mind....
+Granted that were they competent they might be made use of," continued
+Napoleon--hardly able to keep pace in words with the rush of thoughts
+that incessantly sprang up, proving how right and strong he was (in his
+perception the two were one and the same)--"but they are not even that!
+They are neither fit for war nor peace! Barclay is said to be the most
+capable of them all, but I cannot say so, judging by his first
+movements. And what are they doing, all these courtiers? Pfuel proposes,
+Armfeldt disputes, Bennigsen considers, and Barclay, called on to act,
+does not know what to decide on, and time passes bringing no result.
+Bagration alone is a military man. He's stupid, but he has experience, a
+quick eye, and resolution.... And what role is your young monarch
+playing in that monstrous crowd? They compromise him and throw on him
+the responsibility for all that happens. A sovereign should not be with
+the army unless he is a general!" said Napoleon, evidently uttering
+these words as a direct challenge to the Emperor. He knew how Alexander
+desired to be a military commander.
+
+"The campaign began only a week ago, and you haven't even been able to
+defend Vilna. You are cut in two and have been driven out of the Polish
+provinces. Your army is grumbling."
+
+"On the contrary, Your Majesty," said Balashev, hardly able to remember
+what had been said to him and following these verbal fireworks with
+difficulty, "the troops are burning with eagerness..."
+
+"I know everything!" Napoleon interrupted him. "I know everything. I
+know the number of your battalions as exactly as I know my own. You have
+not two hundred thousand men, and I have three times that number. I give
+you my word of honor," said Napoleon, forgetting that his word of honor
+could carry no weight--"I give you my word of honor that I have five
+hundred and thirty thousand men this side of the Vistula. The Turks will
+be of no use to you; they are worth nothing and have shown it by making
+peace with you. As for the Swedes--it is their fate to be governed by
+mad kings. Their king was insane and they changed him for another--
+Bernadotte, who promptly went mad--for no Swede would ally himself with
+Russia unless he were mad."
+
+Napoleon grinned maliciously and again raised his snuffbox to his nose.
+
+Balashev knew how to reply to each of Napoleon's remarks, and would have
+done so; he continually made the gesture of a man wishing to say
+something, but Napoleon always interrupted him. To the alleged insanity
+of the Swedes, Balashev wished to reply that when Russia is on her side
+Sweden is practically an island: but Napoleon gave an angry exclamation
+to drown his voice. Napoleon was in that state of irritability in which
+a man has to talk, talk, and talk, merely to convince himself that he is
+in the right. Balashev began to feel uncomfortable: as envoy he feared
+to demean his dignity and felt the necessity of replying; but, as a man,
+he shrank before the transport of groundless wrath that had evidently
+seized Napoleon. He knew that none of the words now uttered by Napoleon
+had any significance, and that Napoleon himself would be ashamed of them
+when he came to his senses. Balashev stood with downcast eyes, looking
+at the movements of Napoleon's stout legs and trying to avoid meeting
+his eyes.
+
+"But what do I care about your allies?" said Napoleon. "I have allies--
+the Poles. There are eighty thousand of them and they fight like lions.
+And there will be two hundred thousand of them."
+
+And probably still more perturbed by the fact that he had uttered this
+obvious falsehood, and that Balashev still stood silently before him in
+the same attitude of submission to fate, Napoleon abruptly turned round,
+drew close to Balashev's face, and, gesticulating rapidly and
+energetically with his white hands, almost shouted:
+
+"Know that if you stir up Prussia against me, I'll wipe it off the map
+of Europe!" he declared, his face pale and distorted by anger, and he
+struck one of his small hands energetically with the other. "Yes, I will
+throw you back beyond the Dvina and beyond the Dnieper, and will re-
+erect against you that barrier which it was criminal and blind of Europe
+to allow to be destroyed. Yes, that is what will happen to you. That is
+what you have gained by alienating me!" And he walked silently several
+times up and down the room, his fat shoulders twitching.
+
+He put his snuffbox into his waistcoat pocket, took it out again, lifted
+it several times to his nose, and stopped in front of Balashev. He
+paused, looked ironically straight into Balashev's eyes, and said in a
+quiet voice:
+
+"And yet what a splendid reign your master might have had!"
+
+Balashev, feeling it incumbent on him to reply, said that from the
+Russian side things did not appear in so gloomy a light. Napoleon was
+silent, still looking derisively at him and evidently not listening to
+him. Balashev said that in Russia the best results were expected from
+the war. Napoleon nodded condescendingly, as if to say, "I know it's
+your duty to say that, but you don't believe it yourself. I have
+convinced you."
+
+When Balashev had ended, Napoleon again took out his snuffbox, sniffed
+at it, and stamped his foot twice on the floor as a signal. The door
+opened, a gentleman-in-waiting, bending respectfully, handed the Emperor
+his hat and gloves; another brought him a pocket handkerchief. Napoleon,
+without giving them a glance, turned to Balashev:
+
+"Assure the Emperor Alexander from me," said he, taking his hat, "that I
+am as devoted to him as before: I know him thoroughly and very highly
+esteem his lofty qualities. I will detain you no longer, General; you
+shall receive my letter to the Emperor."
+
+And Napoleon went quickly to the door. Everyone in the reception room
+rushed forward and descended the staircase.
+
+
+
+
+CHAPTER VII
+
+After all that Napoleon had said to him--those bursts of anger and the
+last dryly spoken words: "I will detain you no longer, General; you
+shall receive my letter," Balashev felt convinced that Napoleon would
+not wish to see him, and would even avoid another meeting with him--an
+insulted envoy--especially as he had witnessed his unseemly anger. But,
+to his surprise, Balashev received, through Duroc, an invitation to dine
+with the Emperor that day.
+
+Bessieres, Caulaincourt, and Berthier were present at that dinner.
+
+Napoleon met Balashev cheerfully and amiably. He not only showed no sign
+of constraint or self-reproach on account of his outburst that morning,
+but, on the contrary, tried to reassure Balashev. It was evident that he
+had long been convinced that it was impossible for him to make a
+mistake, and that in his perception whatever he did was right, not
+because it harmonized with any idea of right and wrong, but because he
+did it.
+
+The Emperor was in very good spirits after his ride through Vilna, where
+crowds of people had rapturously greeted and followed him. From all the
+windows of the streets through which he rode, rugs, flags, and his
+monogram were displayed, and the Polish ladies, welcoming him, waved
+their handkerchiefs to him.
+
+At dinner, having placed Balashev beside him, Napoleon not only treated
+him amiably but behaved as if Balashev were one of his own courtiers,
+one of those who sympathized with his plans and ought to rejoice at his
+success. In the course of conversation he mentioned Moscow and
+questioned Balashev about the Russian capital, not merely as an
+interested traveler asks about a new city he intends to visit, but as if
+convinced that Balashev, as a Russian, must be flattered by his
+curiosity.
+
+"How many inhabitants are there in Moscow? How many houses? Is it true
+that Moscow is called 'Holy Moscow'? How many churches are there in
+Moscow?" he asked.
+
+And receiving the reply that there were more than two hundred churches,
+he remarked:
+
+"Why such a quantity of churches?"
+
+"The Russians are very devout," replied Balashev.
+
+"But a large number of monasteries and churches is always a sign of the
+backwardness of a people," said Napoleon, turning to Caulaincourt for
+appreciation of this remark.
+
+Balashev respectfully ventured to disagree with the French Emperor.
+
+"Every country has its own character," said he.
+
+"But nowhere in Europe is there anything like that," said Napoleon.
+
+"I beg your Majesty's pardon," returned Balashev, "besides Russia there
+is Spain, where there are also many churches and monasteries."
+
+This reply of Balashev's, which hinted at the recent defeats of the
+French in Spain, was much appreciated when he related it at Alexander's
+court, but it was not much appreciated at Napoleon's dinner, where it
+passed unnoticed.
+
+The uninterested and perplexed faces of the marshals showed that they
+were puzzled as to what Balashev's tone suggested. "If there is a point
+we don't see it, or it is not at all witty," their expressions seemed to
+say. So little was his rejoinder appreciated that Napoleon did not
+notice it at all and naively asked Balashev through what towns the
+direct road from there to Moscow passed. Balashev, who was on the alert
+all through the dinner, replied that just as "all roads lead to Rome,"
+so all roads lead to Moscow: there were many roads, and "among them the
+road through Poltava, which Charles XII chose." Balashev involuntarily
+flushed with pleasure at the aptitude of this reply, but hardly had he
+uttered the word Poltava before Caulaincourt began speaking of the
+badness of the road from Petersburg to Moscow and of his Petersburg
+reminiscences.
+
+After dinner they went to drink coffee in Napoleon's study, which four
+days previously had been that of the Emperor Alexander. Napoleon sat
+down, toying with his Sevres coffee cup, and motioned Balashev to a
+chair beside him.
+
+Napoleon was in that well-known after-dinner mood which, more than any
+reasoned cause, makes a man contented with himself and disposed to
+consider everyone his friend. It seemed to him that he was surrounded by
+men who adored him: and he felt convinced that, after his dinner,
+Balashev too was his friend and worshiper. Napoleon turned to him with a
+pleasant, though slightly ironic, smile.
+
+"They tell me this is the room the Emperor Alexander occupied? Strange,
+isn't it, General?" he said, evidently not doubting that this remark
+would be agreeable to his hearer since it went to prove his, Napoleon's,
+superiority to Alexander.
+
+Balashev made no reply and bowed his head in silence.
+
+"Yes. Four days ago in this room, Wintzingerode and Stein were
+deliberating," continued Napoleon with the same derisive and self-
+confident smile. "What I can't understand," he went on, "is that the
+Emperor Alexander has surrounded himself with my personal enemies. That
+I do not... understand. Has he not thought that I may do the same?" and
+he turned inquiringly to Balashev, and evidently this thought turned him
+back on to the track of his morning's anger, which was still fresh in
+him.
+
+"And let him know that I will do so!" said Napoleon, rising and pushing
+his cup away with his hand. "I'll drive all his Wurttemberg, Baden, and
+Weimar relations out of Germany.... Yes. I'll drive them out. Let him
+prepare an asylum for them in Russia!"
+
+Balashev bowed his head with an air indicating that he would like to
+make his bow and leave, and only listened because he could not help
+hearing what was said to him. Napoleon did not notice this expression;
+he treated Balashev not as an envoy from his enemy, but as a man now
+fully devoted to him and who must rejoice at his former master's
+humiliation.
+
+"And why has the Emperor Alexander taken command of the armies? What is
+the good of that? War is my profession, but his business is to reign and
+not to command armies! Why has he taken on himself such a
+responsibility?"
+
+Again Napoleon brought out his snuffbox, paced several times up and down
+the room in silence, and then, suddenly and unexpectedly, went up to
+Balashev and with a slight smile, as confidently, quickly, and simply as
+if he were doing something not merely important but pleasing to
+Balashev, he raised his hand to the forty-year-old Russian general's
+face and, taking him by the ear, pulled it gently, smiling with his lips
+only.
+
+To have one's ear pulled by the Emperor was considered the greatest
+honor and mark of favor at the French court.
+
+"Well, adorer and courtier of the Emperor Alexander, why don't you say
+anything?" said he, as if it was ridiculous, in his presence, to be the
+adorer and courtier of anyone but himself, Napoleon. "Are the horses
+ready for the general?" he added, with a slight inclination of his head
+in reply to Balashev's bow. "Let him have mine, he has a long way to
+go!"
+
+The letter taken by Balashev was the last Napoleon sent to Alexander.
+Every detail of the interview was communicated to the Russian monarch,
+and the war began...
+
+
+
+
+CHAPTER VIII
+
+After his interview with Pierre in Moscow, Prince Andrew went to
+Petersburg, on business as he told his family, but really to meet
+Anatole Kuragin whom he felt it necessary to encounter. On reaching
+Petersburg he inquired for Kuragin but the latter had already left the
+city. Pierre had warned his brother-in-law that Prince Andrew was on his
+track. Anatole Kuragin promptly obtained an appointment from the
+Minister of War and went to join the army in Moldavia. While in
+Petersburg Prince Andrew met Kutuzov, his former commander who was
+always well disposed toward him, and Kutuzov suggested that he should
+accompany him to the army in Moldavia, to which the old general had been
+appointed commander-in-chief. So Prince Andrew, having received an
+appointment on the headquarters staff, left for Turkey.
+
+Prince Andrew did not think it proper to write and challenge Kuragin. He
+thought that if he challenged him without some fresh cause it might
+compromise the young Countess Rostova and so he wanted to meet Kuragin
+personally in order to find a fresh pretext for a duel. But he again
+failed to meet Kuragin in Turkey, for soon after Prince Andrew arrived,
+the latter returned to Russia. In a new country, amid new conditions,
+Prince Andrew found life easier to bear. After his betrothed had broken
+faith with him--which he felt the more acutely the more he tried to
+conceal its effects--the surroundings in which he had been happy became
+trying to him, and the freedom and independence he had once prized so
+highly were still more so. Not only could he no longer think the
+thoughts that had first come to him as he lay gazing at the sky on the
+field of Austerlitz and had later enlarged upon with Pierre, and which
+had filled his solitude at Bogucharovo and then in Switzerland and Rome,
+but he even dreaded to recall them and the bright and boundless horizons
+they had revealed. He was now concerned only with the nearest practical
+matters unrelated to his past interests, and he seized on these the more
+eagerly the more those past interests were closed to him. It was as if
+that lofty, infinite canopy of heaven that had once towered above him
+had suddenly turned into a low, solid vault that weighed him down, in
+which all was clear, but nothing eternal or mysterious.
+
+Of the activities that presented themselves to him, army service was the
+simplest and most familiar. As a general on duty on Kutuzov's staff, he
+applied himself to business with zeal and perseverance and surprised
+Kutuzov by his willingness and accuracy in work. Not having found
+Kuragin in Turkey, Prince Andrew did not think it necessary to rush back
+to Russia after him, but all the same he knew that however long it might
+be before he met Kuragin, despite his contempt for him and despite all
+the proofs he deduced to convince himself that it was not worth stooping
+to a conflict with him--he knew that when he did meet him he would not
+be able to resist calling him out, any more than a ravenous man can help
+snatching at food. And the consciousness that the insult was not yet
+avenged, that his rancor was still unspent, weighed on his heart and
+poisoned the artificial tranquillity which he managed to obtain in
+Turkey by means of restless, plodding, and rather vainglorious and
+ambitious activity.
+
+In the year 1812, when news of the war with Napoleon reached Bucharest--
+where Kutuzov had been living for two months, passing his days and
+nights with a Wallachian woman--Prince Andrew asked Kutuzov to transfer
+him to the Western Army. Kutuzov, who was already weary of Bolkonski's
+activity which seemed to reproach his own idleness, very readily let him
+go and gave him a mission to Barclay de Tolly.
+
+Before joining the Western Army which was then, in May, encamped at
+Drissa, Prince Andrew visited Bald Hills which was directly on his way,
+being only two miles off the Smolensk highroad. During the last three
+years there had been so many changes in his life, he had thought, felt,
+and seen so much (having traveled both in the east and the west), that
+on reaching Bald Hills it struck him as strange and unexpected to find
+the way of life there unchanged and still the same in every detail. He
+entered through the gates with their stone pillars and drove up the
+avenue leading to the house as if he were entering an enchanted,
+sleeping castle. The same old stateliness, the same cleanliness, the
+same stillness reigned there, and inside there was the same furniture,
+the same walls, sounds, and smell, and the same timid faces, only
+somewhat older. Princess Mary was still the same timid, plain maiden
+getting on in years, uselessly and joylessly passing the best years of
+her life in fear and constant suffering. Mademoiselle Bourienne was the
+same coquettish, self-satisfied girl, enjoying every moment of her
+existence and full of joyous hopes for the future. She had merely become
+more self-confident, Prince Andrew thought. Dessalles, the tutor he had
+brought from Switzerland, was wearing a coat of Russian cut and talking
+broken Russian to the servants, but was still the same narrowly
+intelligent, conscientious, and pedantic preceptor. The old prince had
+changed in appearance only by the loss of a tooth, which left a
+noticeable gap on one side of his mouth; in character he was the same as
+ever, only showing still more irritability and skepticism as to what was
+happening in the world. Little Nicholas alone had changed. He had grown,
+become rosier, had curly dark hair, and, when merry and laughing, quite
+unconsciously lifted the upper lip of his pretty little mouth just as
+the little princess used to do. He alone did not obey the law of
+immutability in the enchanted, sleeping castle. But though externally
+all remained as of old, the inner relations of all these people had
+changed since Prince Andrew had seen them last. The household was
+divided into two alien and hostile camps, who changed their habits for
+his sake and only met because he was there. To the one camp belonged the
+old prince, Mademoiselle Bourienne, and the architect; to the other
+Princess Mary, Dessalles, little Nicholas, and all the old nurses and
+maids.
+
+During his stay at Bald Hills all the family dined together, but they
+were ill at ease and Prince Andrew felt that he was a visitor for whose
+sake an exception was being made and that his presence made them all
+feel awkward. Involuntarily feeling this at dinner on the first day, he
+was taciturn, and the old prince noticing this also became morosely dumb
+and retired to his apartments directly after dinner. In the evening,
+when Prince Andrew went to him and, trying to rouse him, began to tell
+him of the young Count Kamensky's campaign, the old prince began
+unexpectedly to talk about Princess Mary, blaming her for her
+superstitions and her dislike of Mademoiselle Bourienne, who, he said,
+was the only person really attached to him.
+
+The old prince said that if he was ill it was only because of Princess
+Mary: that she purposely worried and irritated him, and that by
+indulgence and silly talk she was spoiling little Prince Nicholas. The
+old prince knew very well that he tormented his daughter and that her
+life was very hard, but he also knew that he could not help tormenting
+her and that she deserved it. "Why does Prince Andrew, who sees this,
+say nothing to me about his sister? Does he think me a scoundrel, or an
+old fool who, without any reason, keeps his own daughter at a distance
+and attaches this Frenchwoman to himself? He doesn't understand, so I
+must explain it, and he must hear me out," thought the old prince. And
+he began explaining why he could not put up with his daughter's
+unreasonable character.
+
+"If you ask me," said Prince Andrew, without looking up (he was
+censuring his father for the first time in his life), "I did not wish to
+speak about it, but as you ask me I will give you my frank opinion. If
+there is any misunderstanding and discord between you and Mary, I can't
+blame her for it at all. I know how she loves and respects you. Since
+you ask me," continued Prince Andrew, becoming irritable--as he was
+always liable to do of late--"I can only say that if there are any
+misunderstandings they are caused by that worthless woman, who is not
+fit to be my sister's companion."
+
+The old man at first stared fixedly at his son, and an unnatural smile
+disclosed the fresh gap between his teeth to which Prince Andrew could
+not get accustomed.
+
+"What companion, my dear boy? Eh? You've already been talking it over!
+Eh?"
+
+"Father, I did not want to judge," said Prince Andrew, in a hard and
+bitter tone, "but you challenged me, and I have said, and always shall
+say, that Mary is not to blame, but those to blame--the one to blame--is
+that Frenchwoman."
+
+"Ah, he has passed judgment... passed judgement!" said the old man in a
+low voice and, as it seemed to Prince Andrew, with some embarrassment,
+but then he suddenly jumped up and cried: "Be off, be off! Let not a
+trace of you remain here!..."
+
+Prince Andrew wished to leave at once, but Princess Mary persuaded him
+to stay another day. That day he did not see his father, who did not
+leave his room and admitted no one but Mademoiselle Bourienne and
+Tikhon, but asked several times whether his son had gone. Next day,
+before leaving, Prince Andrew went to his son's rooms. The boy, curly-
+headed like his mother and glowing with health, sat on his knee, and
+Prince Andrew began telling him the story of Bluebeard, but fell into a
+reverie without finishing the story. He thought not of this pretty
+child, his son whom he held on his knee, but of himself. He sought in
+himself either remorse for having angered his father or regret at
+leaving home for the first time in his life on bad terms with him, and
+was horrified to find neither. What meant still more to him was that he
+sought and did not find in himself the former tenderness for his son
+which he had hoped to reawaken by caressing the boy and taking him on
+his knee.
+
+"Well, go on!" said his son.
+
+Prince Andrew, without replying, put him down from his knee and went out
+of the room.
+
+As soon as Prince Andrew had given up his daily occupations, and
+especially on returning to the old conditions of life amid which he had
+been happy, weariness of life overcame him with its former intensity,
+and he hastened to escape from these memories and to find some work as
+soon as possible.
+
+"So you've decided to go, Andrew?" asked his sister.
+
+"Thank God that I can," replied Prince Andrew. "I am very sorry you
+can't."
+
+"Why do you say that?" replied Princess Mary. "Why do you say that, when
+you are going to this terrible war, and he is so old? Mademoiselle
+Bourienne says he has been asking about you...."
+
+As soon as she began to speak of that, her lips trembled and her tears
+began to fall. Prince Andrew turned away and began pacing the room.
+
+"Ah, my God! my God! When one thinks who and what--what trash--can cause
+people misery!" he said with a malignity that alarmed Princess Mary.
+
+She understood that when speaking of "trash" he referred not only to
+Mademoiselle Bourienne, the cause of her misery, but also to the man who
+had ruined his own happiness.
+
+"Andrew! One thing I beg, I entreat of you!" she said, touching his
+elbow and looking at him with eyes that shone through her tears. "I
+understand you" (she looked down). "Don't imagine that sorrow is the
+work of men. Men are His tools." She looked a little above Prince
+Andrew's head with the confident, accustomed look with which one looks
+at the place where a familiar portrait hangs. "Sorrow is sent by Him,
+not by men. Men are His instruments, they are not to blame. If you think
+someone has wronged you, forget it and forgive! We have no right to
+punish. And then you will know the happiness of forgiving."
+
+"If I were a woman I would do so, Mary. That is a woman's virtue. But a
+man should not and cannot forgive and forget," he replied, and though
+till that moment he had not been thinking of Kuragin, all his unexpended
+anger suddenly swelled up in his heart.
+
+"If Mary is already persuading me to forgive, it means that I ought long
+ago to have punished him," he thought. And giving her no further reply,
+he began thinking of the glad vindictive moment when he would meet
+Kuragin who he knew was now in the army.
+
+Princess Mary begged him to stay one day more, saying that she knew how
+unhappy her father would be if Andrew left without being reconciled to
+him, but Prince Andrew replied that he would probably soon be back again
+from the army and would certainly write to his father, but that the
+longer he stayed now the more embittered their differences would become.
+
+"Good-bye, Andrew! Remember that misfortunes come from God, and men are
+never to blame," were the last words he heard from his sister when he
+took leave of her.
+
+"Then it must be so!" thought Prince Andrew as he drove out of the
+avenue from the house at Bald Hills. "She, poor innocent creature, is
+left to be victimized by an old man who has outlived his wits. The old
+man feels he is guilty, but cannot change himself. My boy is growing up
+and rejoices in life, in which like everybody else he will deceive or be
+deceived. And I am off to the army. Why? I myself don't know. I want to
+meet that man whom I despise, so as to give him a chance to kill and
+laugh at me!"
+
+These conditions of life had been the same before, but then they were
+all connected, while now they had all tumbled to pieces. Only senseless
+things, lacking coherence, presented themselves one after another to
+Prince Andrew's mind.
+
+
+
+
+CHAPTER IX
+
+Prince Andrew reached the general headquarters of the army at the end of
+June. The first army, with which was the Emperor, occupied the fortified
+camp at Drissa; the second army was retreating, trying to effect a
+junction with the first one from which it was said to be cut off by
+large French forces. Everyone was dissatisfied with the general course
+of affairs in the Russian army, but no one anticipated any danger of
+invasion of the Russian provinces, and no one thought the war would
+extend farther than the western, the Polish, provinces.
+
+Prince Andrew found Barclay de Tolly, to whom he had been assigned, on
+the bank of the Drissa. As there was not a single town or large village
+in the vicinity of the camp, the immense number of generals and
+courtiers accompanying the army were living in the best houses of the
+villages on both sides of the river, over a radius of six miles. Barclay
+de Tolly was quartered nearly three miles from the Emperor. He received
+Bolkonski stiffly and coldly and told him in his foreign accent that he
+would mention him to the Emperor for a decision as to his employment,
+but asked him meanwhile to remain on his staff. Anatole Kuragin, whom
+Prince Andrew had hoped to find with the army, was not there. He had
+gone to Petersburg, but Prince Andrew was glad to hear this. His mind
+was occupied by the interests of the center that was conducting a
+gigantic war, and he was glad to be free for a while from the
+distraction caused by the thought of Kuragin. During the first four
+days, while no duties were required of him, Prince Andrew rode round the
+whole fortified camp and, by the aid of his own knowledge and by talks
+with experts, tried to form a definite opinion about it. But the
+question whether the camp was advantageous or disadvantageous remained
+for him undecided. Already from his military experience and what he had
+seen in the Austrian campaign, he had come to the conclusion that in war
+the most deeply considered plans have no significance and that all
+depends on the way unexpected movements of the enemy--that cannot be
+foreseen--are met, and on how and by whom the whole matter is handled.
+To clear up this last point for himself, Prince Andrew, utilizing his
+position and acquaintances, tried to fathom the character of the control
+of the army and of the men and parties engaged in it, and he deduced for
+himself the following of the state of affairs.
+
+While the Emperor had still been at Vilna, the forces had been divided
+into three armies. First, the army under Barclay de Tolly, secondly, the
+army under Bagration, and thirdly, the one commanded by Tormasov. The
+Emperor was with the first army, but not as commander-in-chief. In the
+orders issued it was stated, not that the Emperor would take command,
+but only that he would be with the army. The Emperor, moreover, had with
+him not a commander-in-chief's staff but the imperial headquarters
+staff. In attendance on him was the head of the imperial staff,
+Quartermaster General Prince Volkonski, as well as generals, imperial
+aides-de-camp, diplomatic officials, and a large number of foreigners,
+but not the army staff. Besides these, there were in attendance on the
+Emperor without any definite appointments: Arakcheev, the ex-Minister of
+War; Count Bennigsen, the senior general in rank; the Grand Duke
+Tsarevich Constantine Pavlovich; Count Rumyantsev, the Chancellor;
+Stein, a former Prussian minister; Armfeldt, a Swedish general; Pfuel,
+the chief author of the plan of campaign; Paulucci, an adjutant general
+and Sardinian emigre; Wolzogen--and many others. Though these men had no
+military appointment in the army, their position gave them influence,
+and often a corps commander, or even the commander-in-chief, did not
+know in what capacity he was questioned by Bennigsen, the Grand Duke,
+Arakcheev, or Prince Volkonski, or was given this or that advice and did
+not know whether a certain order received in the form of advice emanated
+from the man who gave it or from the Emperor and whether it had to be
+executed or not. But this was only the external condition; the essential
+significance of the presence of the Emperor and of all these people,
+from a courtier's point of view (and in an Emperor's vicinity all became
+courtiers), was clear to everyone. It was this: the Emperor did not
+assume the title of commander-in-chief, but disposed of all the armies;
+the men around him were his assistants. Arakcheev was a faithful
+custodian to enforce order and acted as the sovereign's bodyguard.
+Bennigsen was a landlord in the Vilna province who appeared to be doing
+the honors of the district, but was in reality a good general, useful as
+an adviser and ready at hand to replace Barclay. The Grand Duke was
+there because it suited him to be. The ex-Minister Stein was there
+because his advice was useful and the Emperor Alexander held him in high
+esteem personally. Armfeldt virulently hated Napoleon and was a general
+full of self-confidence, a quality that always influenced Alexander.
+Paulucci was there because he was bold and decided in speech. The
+adjutants general were there because they always accompanied the
+Emperor, and lastly and chiefly Pfuel was there because he had drawn up
+the plan of campaign against Napoleon and, having induced Alexander to
+believe in the efficacy of that plan, was directing the whole business
+of the war. With Pfuel was Wolzogen, who expressed Pfuel's thoughts in a
+more comprehensible way than Pfuel himself (who was a harsh, bookish
+theorist, self-confident to the point of despising everyone else) was
+able to do.
+
+Besides these Russians and foreigners who propounded new and unexpected
+ideas every day--especially the foreigners, who did so with a boldness
+characteristic of people employed in a country not their own--there were
+many secondary personages accompanying the army because their principals
+were there.
+
+Among the opinions and voices in this immense, restless, brilliant, and
+proud sphere, Prince Andrew noticed the following sharply defined
+subdivisions of tendencies and parties:
+
+The first party consisted of Pfuel and his adherents--military theorists
+who believed in a science of war with immutable laws--laws of oblique
+movements, outflankings, and so forth. Pfuel and his adherents demanded
+a retirement into the depths of the country in accordance with precise
+laws defined by a pseudo-theory of war, and they saw only barbarism,
+ignorance, or evil intention in every deviation from that theory. To
+this party belonged the foreign nobles, Wolzogen, Wintzingerode, and
+others, chiefly Germans.
+
+The second party was directly opposed to the first; one extreme, as
+always happens, was met by representatives of the other. The members of
+this party were those who had demanded an advance from Vilna into Poland
+and freedom from all prearranged plans. Besides being advocates of bold
+action, this section also represented nationalism, which made them still
+more one-sided in the dispute. They were Russians: Bagration, Ermolov
+(who was beginning to come to the front), and others. At that time a
+famous joke of Ermolov's was being circulated, that as a great favor he
+had petitioned the Emperor to make him a German. The men of that party,
+remembering Suvorov, said that what one had to do was not to reason, or
+stick pins into maps, but to fight, beat the enemy, keep him out of
+Russia, and not let the army get discouraged.
+
+To the third party--in which the Emperor had most confidence--belonged
+the courtiers who tried to arrange compromises between the other two.
+The members of this party, chiefly civilians and to whom Arakcheev
+belonged, thought and said what men who have no convictions but wish to
+seem to have some generally say. They said that undoubtedly war,
+particularly against such a genius as Bonaparte (they called him
+Bonaparte now), needs most deeply devised plans and profound scientific
+knowledge and in that respect Pfuel was a genius, but at the same time
+it had to be acknowledged that the theorists are often one-sided, and
+therefore one should not trust them absolutely, but should also listen
+to what Pfuel's opponents and practical men of experience in warfare had
+to say, and then choose a middle course. They insisted on the retention
+of the camp at Drissa, according to Pfuel's plan, but on changing the
+movements of the other armies. Though, by this course, neither one aim
+nor the other could be attained, yet it seemed best to the adherents of
+this third party.
+
+Of a fourth opinion the most conspicuous representative was the
+Tsarevich, who could not forget his disillusionment at Austerlitz, where
+he had ridden out at the head of the Guards, in his casque and cavalry
+uniform as to a review, expecting to crush the French gallantly; but
+unexpectedly finding himself in the front line had narrowly escaped amid
+the general confusion. The men of this party had both the quality and
+the defect of frankness in their opinions. They feared Napoleon,
+recognized his strength and their own weakness, and frankly said so.
+They said: "Nothing but sorrow, shame, and ruin will come of all this!
+We have abandoned Vilna and Vitebsk and shall abandon Drissa. The only
+reasonable thing left to do is to conclude peace as soon as possible,
+before we are turned out of Petersburg."
+
+This view was very general in the upper army circles and found support
+also in Petersburg and from the chancellor, Rumyantsev, who, for other
+reasons of state, was in favor of peace.
+
+The fifth party consisted of those who were adherents of Barclay de
+Tolly, not so much as a man but as minister of war and commander-in-
+chief. "Be he what he may" (they always began like that), "he is an
+honest, practical man and we have nobody better. Give him real power,
+for war cannot be conducted successfully without unity of command, and
+he will show what he can do, as he did in Finland. If our army is well
+organized and strong and has withdrawn to Drissa without suffering any
+defeats, we owe this entirely to Barclay. If Barclay is now to be
+superseded by Bennigsen all will be lost, for Bennigsen showed his
+incapacity already in 1807."
+
+The sixth party, the Bennigsenites, said, on the contrary, that at any
+rate there was no one more active and experienced than Bennigsen: "and
+twist about as you may, you will have to come to Bennigsen eventually.
+Let the others make mistakes now!" said they, arguing that our
+retirement to Drissa was a most shameful reverse and an unbroken series
+of blunders. "The more mistakes that are made the better. It will at any
+rate be understood all the sooner that things cannot go on like this.
+What is wanted is not some Barclay or other, but a man like Bennigsen,
+who made his mark in 1807, and to whom Napoleon himself did justice--a
+man whose authority would be willingly recognized, and Bennigsen is the
+only such man."
+
+The seventh party consisted of the sort of people who are always to be
+found, especially around young sovereigns, and of whom there were
+particularly many round Alexander--generals and imperial aides-de-camp
+passionately devoted to the Emperor, not merely as a monarch but as a
+man, adoring him sincerely and disinterestedly, as Rostov had done in
+1805, and who saw in him not only all the virtues but all human
+capabilities as well. These men, though enchanted with the sovereign for
+refusing the command of the army, yet blamed him for such excessive
+modesty, and only desired and insisted that their adored sovereign
+should abandon his diffidence and openly announce that he would place
+himself at the head of the army, gather round him a commander-in-chief's
+staff, and, consulting experienced theoreticians and practical men where
+necessary, would himself lead the troops, whose spirits would thereby be
+raised to the highest pitch.
+
+The eighth and largest group, which in its enormous numbers was to the
+others as ninety-nine to one, consisted of men who desired neither peace
+nor war, neither an advance nor a defensive camp at the Drissa or
+anywhere else, neither Barclay nor the Emperor, neither Pfuel nor
+Bennigsen, but only the one most essential thing--as much advantage and
+pleasure for themselves as possible. In the troubled waters of
+conflicting and intersecting intrigues that eddied about the Emperor's
+headquarters, it was possible to succeed in many ways unthinkable at
+other times. A man who simply wished to retain his lucrative post would
+today agree with Pfuel, tomorrow with his opponent, and the day after,
+merely to avoid responsibility or to please the Emperor, would declare
+that he had no opinion at all on the matter. Another who wished to gain
+some advantage would attract the Emperor's attention by loudly
+advocating the very thing the Emperor had hinted at the day before, and
+would dispute and shout at the council, beating his breast and
+challenging those who did not agree with him to duels, thereby proving
+that he was prepared to sacrifice himself for the common good. A third,
+in the absence of opponents, between two councils would simply solicit a
+special gratuity for his faithful services, well knowing that at that
+moment people would be too busy to refuse him. A fourth while seemingly
+overwhelmed with work would often come accidentally under the Emperor's
+eye. A fifth, to achieve his long-cherished aim of dining with the
+Emperor, would stubbornly insist on the correctness or falsity of some
+newly emerging opinion and for this object would produce arguments more
+or less forcible and correct.
+
+All the men of this party were fishing for rubles, decorations, and
+promotions, and in this pursuit watched only the weathercock of imperial
+favor, and directly they noticed it turning in any direction, this whole
+drone population of the army began blowing hard that way, so that it was
+all the harder for the Emperor to turn it elsewhere. Amid the
+uncertainties of the position, with the menace of serious danger giving
+a peculiarly threatening character to everything, amid this vortex of
+intrigue, egotism, conflict of views and feelings, and the diversity of
+race among these people--this eighth and largest party of those
+preoccupied with personal interests imparted great confusion and
+obscurity to the common task. Whatever question arose, a swarm of these
+drones, without having finished their buzzing on a previous theme, flew
+over to the new one and by their hum drowned and obscured the voices of
+those who were disputing honestly.
+
+From among all these parties, just at the time Prince Andrew reached the
+army, another, a ninth party, was being formed and was beginning to
+raise its voice. This was the party of the elders, reasonable men
+experienced and capable in state affairs, who, without sharing any of
+those conflicting opinions, were able to take a detached view of what
+was going on at the staff at headquarters and to consider means of
+escape from this muddle, indecision, intricacy, and weakness.
+
+The men of this party said and thought that what was wrong resulted
+chiefly from the Emperor's presence in the army with his military court
+and from the consequent presence there of an indefinite, conditional,
+and unsteady fluctuation of relations, which is in place at court but
+harmful in an army; that a sovereign should reign but not command the
+army, and that the only way out of the position would be for the Emperor
+and his court to leave the army; that the mere presence of the Emperor
+paralyzed the action of fifty thousand men required to secure his
+personal safety, and that the worst commander-in-chief, if independent,
+would be better than the very best one trammeled by the presence and
+authority of the monarch.
+
+Just at the time Prince Andrew was living unoccupied at Drissa,
+Shishkov, the Secretary of State and one of the chief representatives of
+this party, wrote a letter to the Emperor which Arakcheev and Balashev
+agreed to sign. In this letter, availing himself of permission given him
+by the Emperor to discuss the general course of affairs, he respectfully
+suggested--on the plea that it was necessary for the sovereign to arouse
+a warlike spirit in the people of the capital--that the Emperor should
+leave the army.
+
+That arousing of the people by their sovereign and his call to them to
+defend their country--the very incitement which was the chief cause of
+Russia's triumph in so far as it was produced by the Tsar's personal
+presence in Moscow--was suggested to the Emperor, and accepted by him,
+as a pretext for quitting the army.
+
+
+
+
+CHAPTER X
+
+This letter had not yet been presented to the Emperor when Barclay, one
+day at dinner, informed Bolkonski that the sovereign wished to see him
+personally, to question him about Turkey, and that Prince Andrew was to
+present himself at Bennigsen's quarters at six that evening.
+
+News was received at the Emperor's quarters that very day of a fresh
+movement by Napoleon which might endanger the army--news subsequently
+found to be false. And that morning Colonel Michaud had ridden round the
+Drissa fortifications with the Emperor and had pointed out to him that
+this fortified camp constructed by Pfuel, and till then considered a
+chef-d'oeuvre of tactical science which would ensure Napoleon's
+destruction, was an absurdity, threatening the destruction of the
+Russian army.
+
+Prince Andrew arrived at Bennigsen's quarters--a country gentleman's
+house of moderate size, situated on the very banks of the river. Neither
+Bennigsen nor the Emperor was there, but Chernyshev, the Emperor's aide-
+de-camp, received Bolkonski and informed him that the Emperor,
+accompanied by General Bennigsen and Marquis Paulucci, had gone a second
+time that day to inspect the fortifications of the Drissa camp, of the
+suitability of which serious doubts were beginning to be felt.
+
+Chernyshev was sitting at a window in the first room with a French novel
+in his hand. This room had probably been a music room; there was still
+an organ in it on which some rugs were piled, and in one corner stood
+the folding bedstead of Bennigsen's adjutant. This adjutant was also
+there and sat dozing on the rolled-up bedding, evidently exhausted by
+work or by feasting. Two doors led from the room, one straight on into
+what had been the drawing room, and another, on the right, to the study.
+Through the first door came the sound of voices conversing in German and
+occasionally in French. In that drawing room were gathered, by the
+Emperor's wish, not a military council (the Emperor preferred
+indefiniteness), but certain persons whose opinions he wished to know in
+view of the impending difficulties. It was not a council of war, but, as
+it were, a council to elucidate certain questions for the Emperor
+personally. To this semicouncil had been invited the Swedish General
+Armfeldt, Adjutant General Wolzogen, Wintzingerode (whom Napoleon had
+referred to as a renegade French subject), Michaud, Toll, Count Stein
+who was not a military man at all, and Pfuel himself, who, as Prince
+Andrew had heard, was the mainspring of the whole affair. Prince Andrew
+had an opportunity of getting a good look at him, for Pfuel arrived soon
+after himself and, in passing through to the drawing room, stopped a
+minute to speak to Chernyshev.
+
+At first sight, Pfuel, in his ill-made uniform of a Russian general,
+which fitted him badly like a fancy costume, seemed familiar to Prince
+Andrew, though he saw him now for the first time. There was about him
+something of Weyrother, Mack, and Schmidt, and many other German
+theorist-generals whom Prince Andrew had seen in 1805, but he was more
+typical than any of them. Prince Andrew had never yet seen a German
+theorist in whom all the characteristics of those others were united to
+such an extent.
+
+Pfuel was short and very thin but broad-boned, of coarse, robust build,
+broad in the hips, and with prominent shoulder blades. His face was much
+wrinkled and his eyes deep set. His hair had evidently been hastily
+brushed smooth in front of the temples, but stuck up behind in quaint
+little tufts. He entered the room, looking restlessly and angrily
+around, as if afraid of everything in that large apartment. Awkwardly
+holding up his sword, he addressed Chernyshev and asked in German where
+the Emperor was. One could see that he wished to pass through the rooms
+as quickly as possible, finish with the bows and greetings, and sit down
+to business in front of a map, where he would feel at home. He nodded
+hurriedly in reply to Chernyshev, and smiled ironically on hearing that
+the sovereign was inspecting the fortifications that he, Pfuel, had
+planned in accord with his theory. He muttered something to himself
+abruptly and in a bass voice, as self-assured Germans do--it might have
+been "stupid fellow"... or "the whole affair will be ruined," or
+"something absurd will come of it."... Prince Andrew did not catch what
+he said and would have passed on, but Chernyshev introduced him to
+Pfuel, remarking that Prince Andrew was just back from Turkey where the
+war had terminated so fortunately. Pfuel barely glanced--not so much at
+Prince Andrew as past him--and said, with a laugh: "That must have been
+a fine tactical war"; and, laughing contemptuously, went on into the
+room from which the sound of voices was heard.
+
+Pfuel, always inclined to be irritably sarcastic, was particularly
+disturbed that day, evidently by the fact that they had dared to inspect
+and criticize his camp in his absence. From this short interview with
+Pfuel, Prince Andrew, thanks to his Austerlitz experiences, was able to
+form a clear conception of the man. Pfuel was one of those hopelessly
+and immutably self-confident men, self-confident to the point of
+martyrdom as only Germans are, because only Germans are self-confident
+on the basis of an abstract notion--science, that is, the supposed
+knowledge of absolute truth. A Frenchman is self-assured because he
+regards himself personally, both in mind and body, as irresistibly
+attractive to men and women. An Englishman is self-assured, as being a
+citizen of the best-organized state in the world, and therefore as an
+Englishman always knows what he should do and knows that all he does as
+an Englishman is undoubtedly correct. An Italian is self-assured because
+he is excitable and easily forgets himself and other people. A Russian
+is self-assured just because he knows nothing and does not want to know
+anything, since he does not believe that anything can be known. The
+German's self-assurance is worst of all, stronger and more repulsive
+than any other, because he imagines that he knows the truth--science--
+which he himself has invented but which is for him the absolute truth.
+
+Pfuel was evidently of that sort. He had a science--the theory of
+oblique movements deduced by him from the history of Frederick the
+Great's wars, and all he came across in the history of more recent
+warfare seemed to him absurd and barbarous--monstrous collisions in
+which so many blunders were committed by both sides that these wars
+could not be called wars, they did not accord with the theory, and
+therefore could not serve as material for science.
+
+In 1806 Pfuel had been one of those responsible, for the plan of
+campaign that ended in Jena and Auerstadt, but he did not see the least
+proof of the fallibility of his theory in the disasters of that war. On
+the contrary, the deviations made from his theory were, in his opinion,
+the sole cause of the whole disaster, and with characteristically
+gleeful sarcasm he would remark, "There, I said the whole affair would
+go to the devil!" Pfuel was one of those theoreticians who so love their
+theory that they lose sight of the theory's object--its practical
+application. His love of theory made him hate everything practical, and
+he would not listen to it. He was even pleased by failures, for failures
+resulting from deviations in practice from the theory only proved to him
+the accuracy of his theory.
+
+He said a few words to Prince Andrew and Chernyshev about the present
+war, with the air of a man who knows beforehand that all will go wrong,
+and who is not displeased that it should be so. The unbrushed tufts of
+hair sticking up behind and the hastily brushed hair on his temples
+expressed this most eloquently.
+
+He passed into the next room, and the deep, querulous sounds of his
+voice were at once heard from there.
+
+
+
+
+CHAPTER XI
+
+Prince Andrew's eyes were still following Pfuel out of the room when
+Count Bennigsen entered hurriedly, and nodding to Bolkonski, but not
+pausing, went into the study, giving instructions to his adjutant as he
+went. The Emperor was following him, and Bennigsen had hastened on to
+make some preparations and to be ready to receive the sovereign.
+Chernyshev and Prince Andrew went out into the porch, where the Emperor,
+who looked fatigued, was dismounting. Marquis Paulucci was talking to
+him with particular warmth and the Emperor, with his head bent to the
+left, was listening with a dissatisfied air. The Emperor moved forward
+evidently wishing to end the conversation, but the flushed and excited
+Italian, oblivious of decorum, followed him and continued to speak.
+
+"And as for the man who advised forming this camp--the Drissa camp,"
+said Paulucci, as the Emperor mounted the steps and noticing Prince
+Andrew scanned his unfamiliar face, "as to that person, sire..."
+continued Paulucci, desperately, apparently unable to restrain himself,
+"the man who advised the Drissa camp--I see no alternative but the
+lunatic asylum or the gallows!"
+
+Without heeding the end of the Italian's remarks, and as though not
+hearing them, the Emperor, recognizing Bolkonski, addressed him
+graciously.
+
+"I am very glad to see you! Go in there where they are meeting, and wait
+for me."
+
+The Emperor went into the study. He was followed by Prince Peter
+Mikhaylovich Volkonski and Baron Stein, and the door closed behind them.
+Prince Andrew, taking advantage of the Emperor's permission, accompanied
+Paulucci, whom he had known in Turkey, into the drawing room where the
+council was assembled.
+
+Prince Peter Mikhaylovich Volkonski occupied the position, as it were,
+of chief of the Emperor's staff. He came out of the study into the
+drawing room with some maps which he spread on a table, and put
+questions on which he wished to hear the opinion of the gentlemen
+present. What had happened was that news (which afterwards proved to be
+false) had been received during the night of a movement by the French to
+outflank the Drissa camp.
+
+The first to speak was General Armfeldt who, to meet the difficulty that
+presented itself, unexpectedly proposed a perfectly new position away
+from the Petersburg and Moscow roads. The reason for this was
+inexplicable (unless he wished to show that he, too, could have an
+opinion), but he urged that at this point the army should unite and
+there await the enemy. It was plain that Armfeldt had thought out that
+plan long ago and now expounded it not so much to answer the questions
+put--which, in fact, his plan did not answer--as to avail himself of the
+opportunity to air it. It was one of the millions of proposals, one as
+good as another, that could be made as long as it was quite unknown what
+character the war would take. Some disputed his arguments, others
+defended them. Young Count Toll objected to the Swedish general's views
+more warmly than anyone else, and in the course of the dispute drew from
+his side pocket a well-filled notebook, which he asked permission to
+read to them. In these voluminous notes Toll suggested another scheme,
+totally different from Armfeldt's or Pfuel's plan of campaign. In answer
+to Toll, Paulucci suggested an advance and an attack, which, he urged,
+could alone extricate us from the present uncertainty and from the trap
+(as he called the Drissa camp) in which we were situated.
+
+During all these discussions Pfuel and his interpreter, Wolzogen (his
+"bridge" in court relations), were silent. Pfuel only snorted
+contemptuously and turned away, to show that he would never demean
+himself by replying to such nonsense as he was now hearing. So when
+Prince Volkonski, who was in the chair, called on him to give his
+opinion, he merely said:
+
+"Why ask me? General Armfeldt has proposed a splendid position with an
+exposed rear, or why not this Italian gentleman's attack--very fine, or
+a retreat, also good! Why ask me?" said he. "Why, you yourselves know
+everything better than I do."
+
+But when Volkonski said, with a frown, that it was in the Emperor's name
+that he asked his opinion, Pfuel rose and, suddenly growing animated,
+began to speak:
+
+"Everything has been spoiled, everything muddled, everybody thought they
+knew better than I did, and now you come to me! How mend matters? There
+is nothing to mend! The principles laid down by me must be strictly
+adhered to," said he, drumming on the table with his bony fingers. "What
+is the difficulty? Nonsense, childishness!"
+
+He went up to the map and speaking rapidly began proving that no
+eventuality could alter the efficiency of the Drissa camp, that
+everything had been foreseen, and that if the enemy were really going to
+outflank it, the enemy would inevitably be destroyed.
+
+Paulucci, who did not know German, began questioning him in French.
+Wolzogen came to the assistance of his chief, who spoke French badly,
+and began translating for him, hardly able to keep pace with Pfuel, who
+was rapidly demonstrating that not only all that had happened, but all
+that could happen, had been foreseen in his scheme, and that if there
+were now any difficulties the whole fault lay in the fact that his plan
+had not been precisely executed. He kept laughing sarcastically, he
+demonstrated, and at last contemptuously ceased to demonstrate, like a
+mathematician who ceases to prove in various ways the accuracy of a
+problem that has already been proved. Wolzogen took his place and
+continued to explain his views in French, every now and then turning to
+Pfuel and saying, "Is it not so, your excellency?" But Pfuel, like a man
+heated in a fight who strikes those on his own side, shouted angrily at
+his own supporter, Wolzogen:
+
+"Well, of course, what more is there to explain?"
+
+Paulucci and Michaud both attacked Wolzogen simultaneously in French.
+Armfeldt addressed Pfuel in German. Toll explained to Volkonski in
+Russian. Prince Andrew listened and observed in silence.
+
+Of all these men Prince Andrew sympathized most with Pfuel, angry,
+determined, and absurdly self-confident as he was. Of all those present,
+evidently he alone was not seeking anything for himself, nursed no
+hatred against anyone, and only desired that the plan, formed on a
+theory arrived at by years of toil, should be carried out. He was
+ridiculous, and unpleasantly sarcastic, but yet he inspired involuntary
+respect by his boundless devotion to an idea. Besides this, the remarks
+of all except Pfuel had one common trait that had not been noticeable at
+the council of war in 1805: there was now a panic fear of Napoleon's
+genius, which, though concealed, was noticeable in every rejoinder.
+Everything was assumed to be possible for Napoleon, they expected him
+from every side, and invoked his terrible name to shatter each other's
+proposals. Pfuel alone seemed to consider Napoleon a barbarian like
+everyone else who opposed his theory. But besides this feeling of
+respect, Pfuel evoked pity in Prince Andrew. From the tone in which the
+courtiers addressed him and the way Paulucci had allowed himself to
+speak of him to the Emperor, but above all from a certain desperation in
+Pfuel's own expressions, it was clear that the others knew, and Pfuel
+himself felt, that his fall was at hand. And despite his self-confidence
+and grumpy German sarcasm he was pitiable, with his hair smoothly
+brushed on the temples and sticking up in tufts behind. Though he
+concealed the fact under a show of irritation and contempt, he was
+evidently in despair that the sole remaining chance of verifying his
+theory by a huge experiment and proving its soundness to the whole world
+was slipping away from him.
+
+The discussions continued a long time, and the longer they lasted the
+more heated became the disputes, culminating in shouts and
+personalities, and the less was it possible to arrive at any general
+conclusion from all that had been said. Prince Andrew, listening to this
+polyglot talk and to these surmises, plans, refutations, and shouts,
+felt nothing but amazement at what they were saying. A thought that had
+long since and often occurred to him during his military activities--the
+idea that there is not and cannot be any science of war, and that
+therefore there can be no such thing as a military genius--now appeared
+to him an obvious truth. "What theory and science is possible about a
+matter the conditions and circumstances of which are unknown and cannot
+be defined, especially when the strength of the acting forces cannot be
+ascertained? No one was or is able to foresee in what condition our or
+the enemy's armies will be in a day's time, and no one can gauge the
+force of this or that detachment. Sometimes--when there is not a coward
+at the front to shout, 'We are cut off!' and start running, but a brave
+and jolly lad who shouts, 'Hurrah!'--a detachment of five thousand is
+worth thirty thousand, as at Schon Grabern, while at times fifty
+thousand run from eight thousand, as at Austerlitz. What science can
+there be in a matter in which, as in all practical matters, nothing can
+be defined and everything depends on innumerable conditions, the
+significance of which is determined at a particular moment which arrives
+no one knows when? Armfeldt says our army is cut in half, and Paulucci
+says we have got the French army between two fires; Michaud says that
+the worthlessness of the Drissa camp lies in having the river behind it,
+and Pfuel says that is what constitutes its strength; Toll proposes one
+plan, Armfeldt another, and they are all good and all bad, and the
+advantages of any suggestions can be seen only at the moment of trial.
+And why do they all speak of a 'military genius'? Is a man a genius who
+can order bread to be brought up at the right time and say who is to go
+to the right and who to the left? It is only because military men are
+invested with pomp and power and crowds of sychophants flatter power,
+attributing to it qualities of genius it does not possess. The best
+generals I have known were, on the contrary, stupid or absent-minded
+men. Bagration was the best, Napoleon himself admitted that. And of
+Bonaparte himself! I remember his limited, self-satisfied face on the
+field of Austerlitz. Not only does a good army commander not need any
+special qualities, on the contrary he needs the absence of the highest
+and best human attributes--love, poetry, tenderness, and philosophic
+inquiring doubt. He should be limited, firmly convinced that what he is
+doing is very important (otherwise he will not have sufficient
+patience), and only then will he be a brave leader. God forbid that he
+should be humane, should love, or pity, or think of what is just and
+unjust. It is understandable that a theory of their 'genius' was
+invented for them long ago because they have power! The success of a
+military action depends not on them, but on the man in the ranks who
+shouts, 'We are lost!' or who shouts, 'Hurrah!' And only in the ranks
+can one serve with assurance of being useful."
+
+So thought Prince Andrew as he listened to the talking, and he roused
+himself only when Paulucci called him and everyone was leaving.
+
+At the review next day the Emperor asked Prince Andrew where he would
+like to serve, and Prince Andrew lost his standing in court circles
+forever by not asking to remain attached to the sovereign's person, but
+for permission to serve in the army.
+
+
+
+
+CHAPTER XII
+
+Before the beginning of the campaign, Rostov had received a letter from
+his parents in which they told him briefly of Natasha's illness and the
+breaking off of her engagement to Prince Andrew (which they explained by
+Natasha's having rejected him) and again asked Nicholas to retire from
+the army and return home. On receiving this letter, Nicholas did not
+even make any attempt to get leave of absence or to retire from the
+army, but wrote to his parents that he was sorry Natasha was ill and her
+engagement broken off, and that he would do all he could to meet their
+wishes. To Sonya he wrote separately.
+
+"Adored friend of my soul!" he wrote. "Nothing but honor could keep me
+from returning to the country. But now, at the commencement of the
+campaign, I should feel dishonored, not only in my comrades' eyes but in
+my own, if I preferred my own happiness to my love and duty to the
+Fatherland. But this shall be our last separation. Believe me, directly
+the war is over, if I am still alive and still loved by you, I will
+throw up everything and fly to you, to press you forever to my ardent
+breast."
+
+It was, in fact, only the commencement of the campaign that prevented
+Rostov from returning home as he had promised and marrying Sonya. The
+autumn in Otradnoe with the hunting, and the winter with the Christmas
+holidays and Sonya's love, had opened out to him a vista of tranquil
+rural joys and peace such as he had never known before, and which now
+allured him. "A splendid wife, children, a good pack of hounds, a dozen
+leashes of smart borzois, agriculture, neighbors, service by
+election..." thought he. But now the campaign was beginning, and he had
+to remain with his regiment. And since it had to be so, Nicholas Rostov,
+as was natural to him, felt contented with the life he led in the
+regiment and was able to find pleasure in that life.
+
+On his return from his furlough Nicholas, having been joyfully welcomed
+by his comrades, was sent to obtain remounts and brought back from the
+Ukraine excellent horses which pleased him and earned him commendation
+from his commanders. During his absence he had been promoted captain,
+and when the regiment was put on war footing with an increase in
+numbers, he was again allotted his old squadron.
+
+The campaign began, the regiment was moved into Poland on double pay,
+new officers arrived, new men and horses, and above all everybody was
+infected with the merrily excited mood that goes with the commencement
+of a war, and Rostov, conscious of his advantageous position in the
+regiment, devoted himself entirely to the pleasures and interests of
+military service, though he knew that sooner or later he would have to
+relinquish them.
+
+The troops retired from Vilna for various complicated reasons of state,
+political and strategic. Each step of the retreat was accompanied by a
+complicated interplay of interests, arguments, and passions at
+headquarters. For the Pavlograd hussars, however, the whole of this
+retreat during the finest period of summer and with sufficient supplies
+was a very simple and agreeable business.
+
+It was only at headquarters that there was depression, uneasiness, and
+intriguing; in the body of the army they did not ask themselves where
+they were going or why. If they regretted having to retreat, it was only
+because they had to leave billets they had grown accustomed to, or some
+pretty young Polish lady. If the thought that things looked bad chanced
+to enter anyone's head, he tried to be as cheerful as befits a good
+soldier and not to think of the general trend of affairs, but only of
+the task nearest to hand. First they camped gaily before Vilna, making
+acquaintance with the Polish landowners, preparing for reviews and being
+reviewed by the Emperor and other high commanders. Then came an order to
+retreat to Sventsyani and destroy any provisions they could not carry
+away with them. Sventsyani was remembered by the hussars only as the
+drunken camp, a name the whole army gave to their encampment there, and
+because many complaints were made against the troops, who, taking
+advantage of the order to collect provisions, took also horses,
+carriages, and carpets from the Polish proprietors. Rostov remembered
+Sventsyani, because on the first day of their arrival at that small town
+he changed his sergeant major and was unable to manage all the drunken
+men of his squadron who, unknown to him, had appropriated five barrels
+of old beer. From Sventsyani they retired farther and farther to Drissa,
+and thence again beyond Drissa, drawing near to the frontier of Russia
+proper.
+
+On the thirteenth of July the Pavlograds took part in a serious action
+for the first time.
+
+On the twelfth of July, on the eve of that action, there was a heavy
+storm of rain and hail. In general, the summer of 1812 was remarkable
+for its storms.
+
+The two Pavlograd squadrons were bivouacking on a field of rye, which
+was already in ear but had been completely trodden down by cattle and
+horses. The rain was descending in torrents, and Rostov, with a young
+officer named Ilyin, his protege, was sitting in a hastily constructed
+shelter. An officer of their regiment, with long mustaches extending
+onto his cheeks, who after riding to the staff had been overtaken by the
+rain, entered Rostov's shelter.
+
+"I have come from the staff, Count. Have you heard of Raevski's
+exploit?"
+
+And the officer gave them details of the Saltanov battle, which he had
+heard at the staff.
+
+Rostov, smoking his pipe and turning his head about as the water
+trickled down his neck, listened inattentively, with an occasional
+glance at Ilyin, who was pressing close to him. This officer, a lad of
+sixteen who had recently joined the regiment, was now in the same
+relation to Nicholas that Nicholas had been to Denisov seven years
+before. Ilyin tried to imitate Rostov in everything and adored him as a
+girl might have done.
+
+Zdrzhinski, the officer with the long mustache, spoke grandiloquently of
+the Saltanov dam being "a Russian Thermopylae," and of how a deed worthy
+of antiquity had been performed by General Raevski. He recounted how
+Raevski had led his two sons onto the dam under terrific fire and had
+charged with them beside him. Rostov heard the story and not only said
+nothing to encourage Zdrzhinski's enthusiasm but, on the contrary,
+looked like a man ashamed of what he was hearing, though with no
+intention of contradicting it. Since the campaigns of Austerlitz and of
+1807 Rostov knew by experience that men always lie when describing
+military exploits, as he himself had done when recounting them; besides
+that, he had experience enough to know that nothing happens in war at
+all as we can imagine or relate it. And so he did not like Zdrzhinski's
+tale, nor did he like Zdrzhinski himself who, with his mustaches
+extending over his cheeks, bent low over the face of his hearer, as was
+his habit, and crowded Rostov in the narrow shanty. Rostov looked at him
+in silence. "In the first place, there must have been such a confusion
+and crowding on the dam that was being attacked that if Raevski did lead
+his sons there, it could have had no effect except perhaps on some dozen
+men nearest to him," thought he, "the rest could not have seen how or
+with whom Raevski came onto the dam. And even those who did see it would
+not have been much stimulated by it, for what had they to do with
+Raevski's tender paternal feelings when their own skins were in danger?
+And besides, the fate of the Fatherland did not depend on whether they
+took the Saltanov dam or not, as we are told was the case at
+Thermopylae. So why should he have made such a sacrifice? And why expose
+his own children in the battle? I would not have taken my brother Petya
+there, or even Ilyin, who's a stranger to me but a nice lad, but would
+have tried to put them somewhere under cover," Nicholas continued to
+think, as he listened to Zdrzhinski. But he did not express his
+thoughts, for in such matters, too, he had gained experience. He knew
+that this tale redounded to the glory of our arms and so one had to
+pretend not to doubt it. And he acted accordingly.
+
+"I can't stand this any more," said Ilyin, noticing that Rostov did not
+relish Zdrzhinski's conversation. "My stockings and shirt... and the
+water is running on my seat! I'll go and look for shelter. The rain
+seems less heavy."
+
+Ilyin went out and Zdrzhinski rode away.
+
+Five minutes later Ilyin, splashing through the mud, came running back
+to the shanty.
+
+"Hurrah! Rostov, come quick! I've found it! About two hundred yards away
+there's a tavern where ours have already gathered. We can at least get
+dry there, and Mary Hendrikhovna's there."
+
+Mary Hendrikhovna was the wife of the regimental doctor, a pretty young
+German woman he had married in Poland. The doctor, whether from lack of
+means or because he did not like to part from his young wife in the
+early days of their marriage, took her about with him wherever the
+hussar regiment went and his jealousy had become a standing joke among
+the hussar officers.
+
+Rostov threw his cloak over his shoulders, shouted to Lavrushka to
+follow with the things, and--now slipping in the mud, now splashing
+right through it--set off with Ilyin in the lessening rain and the
+darkness that was occasionally rent by distant lightning.
+
+"Rostov, where are you?"
+
+"Here. What lightning!" they called to one another.
+
+
+
+
+CHAPTER XIII
+
+In the tavern, before which stood the doctor's covered cart, there were
+already some five officers. Mary Hendrikhovna, a plump little blonde
+German, in a dressing jacket and nightcap, was sitting on a broad bench
+in the front corner. Her husband, the doctor, lay asleep behind her.
+Rostov and Ilyin, on entering the room, were welcomed with merry shouts
+and laughter.
+
+"Dear me, how jolly we are!" said Rostov laughing.
+
+"And why do you stand there gaping?"
+
+"What swells they are! Why, the water streams from them! Don't make our
+drawing room so wet."
+
+"Don't mess Mary Hendrikhovna's dress!" cried other voices.
+
+Rostov and Ilyin hastened to find a corner where they could change into
+dry clothes without offending Mary Hendrikhovna's modesty. They were
+going into a tiny recess behind a partition to change, but found it
+completely filled by three officers who sat playing cards by the light
+of a solitary candle on an empty box, and these officers would on no
+account yield their position. Mary Hendrikhovna obliged them with the
+loan of a petticoat to be used as a curtain, and behind that screen
+Rostov and Ilyin, helped by Lavrushka who had brought their kits,
+changed their wet things for dry ones.
+
+A fire was made up in the dilapidated brick stove. A board was found,
+fixed on two saddles and covered with a horsecloth, a small samovar was
+produced and a cellaret and half a bottle of rum, and having asked Mary
+Hendrikhovna to preside, they all crowded round her. One offered her a
+clean handkerchief to wipe her charming hands, another spread a jacket
+under her little feet to keep them from the damp, another hung his coat
+over the window to keep out the draft, and yet another waved the flies
+off her husband's face, lest he should wake up.
+
+"Leave him alone," said Mary Hendrikhovna, smiling timidly and happily.
+"He is sleeping well as it is, after a sleepless night."
+
+"Oh, no, Mary Hendrikhovna," replied the officer, "one must look after
+the doctor. Perhaps he'll take pity on me someday, when it comes to
+cutting off a leg or an arm for me."
+
+There were only three tumblers, the water was so muddy that one could
+not make out whether the tea was strong or weak, and the samovar held
+only six tumblers of water, but this made it all the pleasanter to take
+turns in order of seniority to receive one's tumbler from Mary
+Hendrikhovna's plump little hands with their short and not overclean
+nails. All the officers appeared to be, and really were, in love with
+her that evening. Even those playing cards behind the partition soon
+left their game and came over to the samovar, yielding to the general
+mood of courting Mary Hendrikhovna. She, seeing herself surrounded by
+such brilliant and polite young men, beamed with satisfaction, try as
+she might to hide it, and perturbed as she evidently was each time her
+husband moved in his sleep behind her.
+
+There was only one spoon, sugar was more plentiful than anything else,
+but it took too long to dissolve, so it was decided that Mary
+Hendrikhovna should stir the sugar for everyone in turn. Rostov received
+his tumbler, and adding some rum to it asked Mary Hendrikhovna to stir
+it.
+
+"But you take it without sugar?" she said, smiling all the time, as if
+everything she said and everything the others said was very amusing and
+had a double meaning.
+
+"It is not the sugar I want, but only that your little hand should stir
+my tea."
+
+Mary Hendrikhovna assented and began looking for the spoon which someone
+meanwhile had pounced on.
+
+"Use your finger, Mary Hendrikhovna, it will be still nicer," said
+Rostov.
+
+"Too hot!" she replied, blushing with pleasure.
+
+Ilyin put a few drops of rum into the bucket of water and brought it to
+Mary Hendrikhovna, asking her to stir it with her finger.
+
+"This is my cup," said he. "Only dip your finger in it and I'll drink it
+all up."
+
+When they had emptied the samovar, Rostov took a pack of cards and
+proposed that they should play "Kings" with Mary Hendrikhovna. They drew
+lots to settle who should make up her set. At Rostov's suggestion it was
+agreed that whoever became "King" should have the right to kiss Mary
+Hendrikhovna's hand, and that the "Booby" should go to refill and reheat
+the samovar for the doctor when the latter awoke.
+
+"Well, but supposing Mary Hendrikhovna is 'King'?" asked Ilyin.
+
+"As it is, she is Queen, and her word is law!"
+
+They had hardly begun to play before the doctor's disheveled head
+suddenly appeared from behind Mary Hendrikhovna. He had been awake for
+some time, listening to what was being said, and evidently found nothing
+entertaining or amusing in what was going on. His face was sad and
+depressed. Without greeting the officers, he scratched himself and asked
+to be allowed to pass as they were blocking the way. As soon as he had
+left the room all the officers burst into loud laughter and Mary
+Hendrikhovna blushed till her eyes filled with tears and thereby became
+still more attractive to them. Returning from the yard, the doctor told
+his wife (who had ceased to smile so happily, and looked at him in
+alarm, awaiting her sentence) that the rain had ceased and they must go
+to sleep in their covered cart, or everything in it would be stolen.
+
+"But I'll send an orderly.... Two of them!" said Rostov. "What an idea,
+doctor!"
+
+"I'll stand guard on it myself!" said Ilyin.
+
+"No, gentlemen, you have had your sleep, but I have not slept for two
+nights," replied the doctor, and he sat down morosely beside his wife,
+waiting for the game to end.
+
+Seeing his gloomy face as he frowned at his wife, the officers grew
+still merrier, and some of them could not refrain from laughter, for
+which they hurriedly sought plausible pretexts. When he had gone, taking
+his wife with him, and had settled down with her in their covered cart,
+the officers lay down in the tavern, covering themselves with their wet
+cloaks, but they did not sleep for a long time; now they exchanged
+remarks, recalling the doctor's uneasiness and his wife's delight, now
+they ran out into the porch and reported what was taking place in the
+covered trap. Several times Rostov, covering his head, tried to go to
+sleep, but some remark would arouse him and conversation would be
+resumed, to the accompaniment of unreasoning, merry, childlike laughter.
+
+
+
+
+CHAPTER XIV
+
+It was nearly three o'clock but no one was yet asleep, when the
+quartermaster appeared with an order to move on to the little town of
+Ostrovna. Still laughing and talking, the officers began hurriedly
+getting ready and again boiled some muddy water in the samovar. But
+Rostov went off to his squadron without waiting for tea. Day was
+breaking, the rain had ceased, and the clouds were dispersing. It felt
+damp and cold, especially in clothes that were still moist. As they left
+the tavern in the twilight of the dawn, Rostov and Ilyin both glanced
+under the wet and glistening leather hood of the doctor's cart, from
+under the apron of which his feet were sticking out, and in the middle
+of which his wife's nightcap was visible and her sleepy breathing
+audible.
+
+"She really is a dear little thing," said Rostov to Ilyin, who was
+following him.
+
+"A charming woman!" said Ilyin, with all the gravity of a boy of
+sixteen.
+
+Half an hour later the squadron was lined up on the road. The command
+was heard to "mount" and the soldiers crossed themselves and mounted.
+Rostov riding in front gave the order "Forward!" and the hussars, with
+clanking sabers and subdued talk, their horses' hoofs splashing in the
+mud, defiled in fours and moved along the broad road planted with birch
+trees on each side, following the infantry and a battery that had gone
+on in front.
+
+Tattered, blue-purple clouds, reddening in the east, were scudding
+before the wind. It was growing lighter and lighter. That curly grass
+which always grows by country roadsides became clearly visible, still
+wet with the night's rain; the drooping branches of the birches, also
+wet, swayed in the wind and flung down bright drops of water to one
+side. The soldiers' faces were more and more clearly visible. Rostov,
+always closely followed by Ilyin, rode along the side of the road
+between two rows of birch trees.
+
+When campaigning, Rostov allowed himself the indulgence of riding not a
+regimental but a Cossack horse. A judge of horses and a sportsman, he
+had lately procured himself a large, fine, mettlesome, Donets horse,
+dun-colored, with light mane and tail, and when he rode it no one could
+outgallop him. To ride this horse was a pleasure to him, and he thought
+of the horse, of the morning, of the doctor's wife, but not once of the
+impending danger.
+
+Formerly, when going into action, Rostov had felt afraid; now he had not
+the least feeling of fear. He was fearless, not because he had grown
+used to being under fire (one cannot grow used to danger), but because
+he had learned how to manage his thoughts when in danger. He had grown
+accustomed when going into action to think about anything but what would
+seem most likely to interest him--the impending danger. During the first
+period of his service, hard as he tried and much as he reproached
+himself with cowardice, he had not been able to do this, but with time
+it had come of itself. Now he rode beside Ilyin under the birch trees,
+occasionally plucking leaves from a branch that met his hand, sometimes
+touching his horse's side with his foot, or, without turning round,
+handing a pipe he had finished to an hussar riding behind him, with as
+calm and careless an air as though he were merely out for a ride. He
+glanced with pity at the excited face of Ilyin, who talked much and in
+great agitation. He knew from experience the tormenting expectation of
+terror and death the cornet was suffering and knew that only time could
+help him.
+
+As soon as the sun appeared in a clear strip of sky beneath the clouds,
+the wind fell, as if it dared not spoil the beauty of the summer morning
+after the storm; drops still continued to fall, but vertically now, and
+all was still. The whole sun appeared on the horizon and disappeared
+behind a long narrow cloud that hung above it. A few minutes later it
+reappeared brighter still from behind the top of the cloud, tearing its
+edge. Everything grew bright and glittered. And with that light, and as
+if in reply to it, came the sound of guns ahead of them.
+
+Before Rostov had had time to consider and determine the distance of
+that firing, Count Ostermann-Tolstoy's adjutant came galloping from
+Vitebsk with orders to advance at a trot along the road.
+
+The squadron overtook and passed the infantry and the battery--which had
+also quickened their pace--rode down a hill, and passing through an
+empty and deserted village again ascended. The horses began to lather
+and the men to flush.
+
+"Halt! Dress your ranks!" the order of the regimental commander was
+heard ahead. "Forward by the left. Walk, march!" came the order from in
+front.
+
+And the hussars, passing along the line of troops on the left flank of
+our position, halted behind our uhlans who were in the front line. To
+the right stood our infantry in a dense column: they were the reserve.
+Higher up the hill, on the very horizon, our guns were visible through
+the wonderfully clear air, brightly illuminated by slanting morning
+sunbeams. In front, beyond a hollow dale, could be seen the enemy's
+columns and guns. Our advanced line, already in action, could be heard
+briskly exchanging shots with the enemy in the dale.
+
+At these sounds, long unheard, Rostov's spirits rose, as at the strains
+of the merriest music. Trap-ta-ta-tap! cracked the shots, now together,
+now several quickly one after another. Again all was silent and then
+again it sounded as if someone were walking on detonators and exploding
+them.
+
+The hussars remained in the same place for about an hour. A cannonade
+began. Count Ostermann with his suite rode up behind the squadron,
+halted, spoke to the commander of the regiment, and rode up the hill to
+the guns.
+
+After Ostermann had gone, a command rang out to the uhlans.
+
+"Form column! Prepare to charge!"
+
+The infantry in front of them parted into platoons to allow the cavalry
+to pass. The uhlans started, the streamers on their spears fluttering,
+and trotted downhill toward the French cavalry which was seen below to
+the left.
+
+As soon as the uhlans descended the hill, the hussars were ordered up
+the hill to support the battery. As they took the places vacated by the
+uhlans, bullets came from the front, whining and whistling, but fell
+spent without taking effect.
+
+The sounds, which he had not heard for so long, had an even more
+pleasurable and exhilarating effect on Rostov than the previous sounds
+of firing. Drawing himself up, he viewed the field of battle opening out
+before him from the hill, and with his whole soul followed the movement
+of the uhlans. They swooped down close to the French dragoons, something
+confused happened there amid the smoke, and five minutes later our
+uhlans were galloping back, not to the place they had occupied but more
+to the left, and among the orange-colored uhlans on chestnut horses and
+behind them, in a large group, blue French dragoons on gray horses could
+be seen.
+
+
+
+
+CHAPTER XV
+
+Rostov, with his keen sportsman's eye, was one of the first to catch
+sight of these blue French dragoons pursuing our uhlans. Nearer and
+nearer in disorderly crowds came the uhlans and the French dragoons
+pursuing them. He could already see how these men, who looked so small
+at the foot of the hill, jostled and overtook one another, waving their
+arms and their sabers in the air.
+
+Rostov gazed at what was happening before him as at a hunt. He felt
+instinctively that if the hussars struck at the French dragoons now, the
+latter could not withstand them, but if a charge was to be made it must
+be done now, at that very moment, or it would be too late. He looked
+around. A captain, standing beside him, was gazing like himself with
+eyes fixed on the cavalry below them.
+
+"Andrew Sevastyanych!" said Rostov. "You know, we could crush them...."
+
+"A fine thing too!" replied the captain, "and really..."
+
+Rostov, without waiting to hear him out, touched his horse, galloped to
+the front of his squadron, and before he had time to finish giving the
+word of command, the whole squadron, sharing his feeling, was following
+him. Rostov himself did not know how or why he did it. He acted as he
+did when hunting, without reflecting or considering. He saw the dragoons
+near and that they were galloping in disorder; he knew they could not
+withstand an attack--knew there was only that moment and that if he let
+it slip it would not return. The bullets were whining and whistling so
+stimulatingly around him and his horse was so eager to go that he could
+not restrain himself. He touched his horse, gave the word of command,
+and immediately, hearing behind him the tramp of the horses of his
+deployed squadron, rode at full trot downhill toward the dragoons.
+Hardly had they reached the bottom of the hill before their pace
+instinctively changed to a gallop, which grew faster and faster as they
+drew nearer to our uhlans and the French dragoons who galloped after
+them. The dragoons were now close at hand. On seeing the hussars, the
+foremost began to turn, while those behind began to halt. With the same
+feeling with which he had galloped across the path of a wolf, Rostov
+gave rein to his Donets horse and galloped to intersect the path of the
+dragoons' disordered lines. One Uhlan stopped, another who was on foot
+flung himself to the ground to avoid being knocked over, and a riderless
+horse fell in among the hussars. Nearly all the French dragoons were
+galloping back. Rostov, picking out one on a gray horse, dashed after
+him. On the way he came upon a bush, his gallant horse cleared it, and
+almost before he had righted himself in his saddle he saw that he would
+immediately overtake the enemy he had selected. That Frenchman, by his
+uniform an officer, was going at a gallop, crouching on his gray horse
+and urging it on with his saber. In another moment Rostov's horse dashed
+its breast against the hindquarters of the officer's horse, almost
+knocking it over, and at the same instant Rostov, without knowing why,
+raised his saber and struck the Frenchman with it.
+
+The instant he had done this, all Rostov's animation vanished. The
+officer fell, not so much from the blow--which had but slightly cut his
+arm above the elbow--as from the shock to his horse and from fright.
+Rostov reined in his horse, and his eyes sought his foe to see whom he
+had vanquished. The French dragoon officer was hopping with one foot on
+the ground, the other being caught in the stirrup. His eyes, screwed up
+with fear as if he every moment expected another blow, gazed up at
+Rostov with shrinking terror. His pale and mud-stained face--fair and
+young, with a dimple in the chin and light-blue eyes--was not an enemy's
+face at all suited to a battlefield, but a most ordinary, homelike face.
+Before Rostov had decided what to do with him, the officer cried, "I
+surrender!" He hurriedly but vainly tried to get his foot out of the
+stirrup and did not remove his frightened blue eyes from Rostov's face.
+Some hussars who galloped up disengaged his foot and helped him into the
+saddle. On all sides, the hussars were busy with the dragoons; one was
+wounded, but though his face was bleeding, he would not give up his
+horse; another was perched up behind an hussar with his arms round him;
+a third was being helped by an hussar to mount his horse. In front, the
+French infantry were firing as they ran. The hussars galloped hastily
+back with their prisoners. Rostov galloped back with the rest, aware of
+an unpleasant feeling of depression in his heart. Something vague and
+confused, which he could not at all account for, had come over him with
+the capture of that officer and the blow he had dealt him.
+
+Count Ostermann-Tolstoy met the returning hussars, sent for Rostov,
+thanked him, and said he would report his gallant deed to the Emperor
+and would recommend him for a St. George's Cross. When sent for by Count
+Ostermann, Rostov, remembering that he had charged without orders, felt
+sure his commander was sending for him to punish him for breach of
+discipline. Ostermann's flattering words and promise of a reward should
+therefore have struck him all the more pleasantly, but he still felt
+that same vaguely disagreeable feeling of moral nausea. "But what on
+earth is worrying me?" he asked himself as he rode back from the
+general. "Ilyin? No, he's safe. Have I disgraced myself in any way? No,
+that's not it." Something else, resembling remorse, tormented him. "Yes,
+oh yes, that French officer with the dimple. And I remember how my arm
+paused when I raised it."
+
+Rostov saw the prisoners being led away and galloped after them to have
+a look at his Frenchman with the dimple on his chin. He was sitting in
+his foreign uniform on an hussar packhorse and looked anxiously about
+him; The sword cut on his arm could scarcely be called a wound. He
+glanced at Rostov with a feigned smile and waved his hand in greeting.
+Rostov still had the same indefinite feeling, as of shame.
+
+All that day and the next his friends and comrades noticed that Rostov,
+without being dull or angry, was silent, thoughtful, and preoccupied. He
+drank reluctantly, tried to remain alone, and kept turning something
+over in his mind.
+
+Rostov was always thinking about that brilliant exploit of his, which to
+his amazement had gained him the St. George's Cross and even given him a
+reputation for bravery, and there was something he could not at all
+understand. "So others are even more afraid than I am!" he thought. "So
+that's all there is in what is called heroism! And did I do it for my
+country's sake? And how was he to blame, with his dimple and blue eyes?
+And how frightened he was! He thought that I should kill him. Why should
+I kill him? My hand trembled. And they have given me a St. George's
+Cross.... I can't make it out at all."
+
+But while Nicholas was considering these questions and still could reach
+no clear solution of what puzzled him so, the wheel of fortune in the
+service, as often happens, turned in his favor. After the affair at
+Ostrovna he was brought into notice, received command of an hussar
+battalion, and when a brave officer was needed he was chosen.
+
+
+
+
+CHAPTER XVI
+
+On receiving news of Natasha's illness, the countess, though not quite
+well yet and still weak, went to Moscow with Petya and the rest of the
+household, and the whole family moved from Marya Dmitrievna's house to
+their own and settled down in town.
+
+Natasha's illness was so serious that, fortunately for her and for her
+parents, the consideration of all that had caused the illness, her
+conduct and the breaking off of her engagement, receded into the
+background. She was so ill that it was impossible for them to consider
+in how far she was to blame for what had happened. She could not eat or
+sleep, grew visibly thinner, coughed, and, as the doctors made them
+feel, was in danger. They could not think of anything but how to help
+her. Doctors came to see her singly and in consultation, talked much in
+French, German, and Latin, blamed one another, and prescribed a great
+variety of medicines for all the diseases known to them, but the simple
+idea never occurred to any of them that they could not know the disease
+Natasha was suffering from, as no disease suffered by a live man can be
+known, for every living person has his own peculiarities and always has
+his own peculiar, personal, novel, complicated disease, unknown to
+medicine--not a disease of the lungs, liver, skin, heart, nerves, and so
+on mentioned in medical books, but a disease consisting of one of the
+innumerable combinations of the maladies of those organs. This simple
+thought could not occur to the doctors (as it cannot occur to a wizard
+that he is unable to work his charms) because the business of their
+lives was to cure, and they received money for it and had spent the best
+years of their lives on that business. But, above all, that thought was
+kept out of their minds by the fact that they saw they were really
+useful, as in fact they were to the whole Rostov family. Their
+usefulness did not depend on making the patient swallow substances for
+the most part harmful (the harm was scarcely perceptible, as they were
+given in small doses), but they were useful, necessary, and
+indispensable because they satisfied a mental need of the invalid and of
+those who loved her--and that is why there are, and always will be,
+pseudo-healers, wise women, homeopaths, and allopaths. They satisfied
+that eternal human need for hope of relief, for sympathy, and that
+something should be done, which is felt by those who are suffering. They
+satisfied the need seen in its most elementary form in a child, when it
+wants to have a place rubbed that has been hurt. A child knocks itself
+and runs at once to the arms of its mother or nurse to have the aching
+spot rubbed or kissed, and it feels better when this is done. The child
+cannot believe that the strongest and wisest of its people have no
+remedy for its pain, and the hope of relief and the expression of its
+mother's sympathy while she rubs the bump comforts it. The doctors were
+of use to Natasha because they kissed and rubbed her bump, assuring her
+that it would soon pass if only the coachman went to the chemist's in
+the Arbat and got a powder and some pills in a pretty box for a ruble
+and seventy kopeks, and if she took those powders in boiled water at
+intervals of precisely two hours, neither more nor less.
+
+What would Sonya and the count and countess have done, how would they
+have looked, if nothing had been done, if there had not been those pills
+to give by the clock, the warm drinks, the chicken cutlets, and all the
+other details of life ordered by the doctors, the carrying out of which
+supplied an occupation and consolation to the family circle? How would
+the count have borne his dearly loved daughter's illness had he not
+known that it was costing him a thousand rubles, and that he would not
+grudge thousands more to benefit her, or had he not known that if her
+illness continued he would not grudge yet other thousands and would take
+her abroad for consultations there, and had he not been able to explain
+the details of how Metivier and Feller had not understood the symptoms,
+but Frise had, and Mudrov had diagnosed them even better? What would the
+countess have done had she not been able sometimes to scold the invalid
+for not strictly obeying the doctor's orders?
+
+"You'll never get well like that," she would say, forgetting her grief
+in her vexation, "if you won't obey the doctor and take your medicine at
+the right time! You mustn't trifle with it, you know, or it may turn to
+pneumonia," she would go on, deriving much comfort from the utterance of
+that foreign word, incomprehensible to others as well as to herself.
+
+What would Sonya have done without the glad consciousness that she had
+not undressed during the first three nights, in order to be ready to
+carry out all the doctor's injunctions with precision, and that she
+still kept awake at night so as not to miss the proper time when the
+slightly harmful pills in the little gilt box had to be administered?
+Even to Natasha herself it was pleasant to see that so many sacrifices
+were being made for her sake, and to know that she had to take medicine
+at certain hours, though she declared that no medicine would cure her
+and that it was all nonsense. And it was even pleasant to be able to
+show, by disregarding the orders, that she did not believe in medical
+treatment and did not value her life.
+
+The doctor came every day, felt her pulse, looked at her tongue, and
+regardless of her grief-stricken face joked with her. But when he had
+gone into another room, to which the countess hurriedly followed him, he
+assumed a grave air and thoughtfully shaking his head said that though
+there was danger, he had hopes of the effect of this last medicine and
+one must wait and see, that the malady was chiefly mental, but... And
+the countess, trying to conceal the action from herself and from him,
+slipped a gold coin into his hand and always returned to the patient
+with a more tranquil mind.
+
+The symptoms of Natasha's illness were that she ate little, slept
+little, coughed, and was always low-spirited. The doctors said that she
+could not get on without medical treatment, so they kept her in the
+stifling atmosphere of the town, and the Rostovs did not move to the
+country that summer of 1812.
+
+In spite of the many pills she swallowed and the drops and powders out
+of the little bottles and boxes of which Madame Schoss who was fond of
+such things made a large collection, and in spite of being deprived of
+the country life to which she was accustomed, youth prevailed. Natasha's
+grief began to be overlaid by the impressions of daily life, it ceased
+to press so painfully on her heart, it gradually faded into the past,
+and she began to recover physically.
+
+
+
+
+CHAPTER XVII
+
+Natasha was calmer but no happier. She not merely avoided all external
+forms of pleasure--balls, promenades, concerts, and theaters--but she
+never laughed without a sound of tears in her laughter. She could not
+sing. As soon as she began to laugh, or tried to sing by herself, tears
+choked her: tears of remorse, tears at the recollection of those pure
+times which could never return, tears of vexation that she should so
+uselessly have ruined her young life which might have been so happy.
+Laughter and singing in particular seemed to her like a blasphemy, in
+face of her sorrow. Without any need of self-restraint, no wish to
+coquet ever entered her head. She said and felt at that time that no man
+was more to her than Nastasya Ivanovna, the buffoon. Something stood
+sentinel within her and forbade her every joy. Besides, she had lost all
+the old interests of her carefree girlish life that had been so full of
+hope. The previous autumn, the hunting, "Uncle," and the Christmas
+holidays spent with Nicholas at Otradnoe were what she recalled oftenest
+and most painfully. What would she not have given to bring back even a
+single day of that time! But it was gone forever. Her presentiment at
+the time had not deceived her--that that state of freedom and readiness
+for any enjoyment would not return again. Yet it was necessary to live
+on.
+
+It comforted her to reflect that she was not better as she had formerly
+imagined, but worse, much worse, than anybody else in the world. But
+this was not enough. She knew that, and asked herself, "What next?" But
+there was nothing to come. There was no joy in life, yet life was
+passing. Natasha apparently tried not to be a burden or a hindrance to
+anyone, but wanted nothing for herself. She kept away from everyone in
+the house and felt at ease only with her brother Petya. She liked to be
+with him better than with the others, and when alone with him she
+sometimes laughed. She hardly ever left the house and of those who came
+to see them was glad to see only one person, Pierre. It would have been
+impossible to treat her with more delicacy, greater care, and at the
+same time more seriously than did Count Bezukhov. Natasha unconsciously
+felt this delicacy and so found great pleasure in his society. But she
+was not even grateful to him for it; nothing good on Pierre's part
+seemed to her to be an effort, it seemed so natural for him to be kind
+to everyone that there was no merit in his kindness. Sometimes Natasha
+noticed embarrassment and awkwardness on his part in her presence,
+especially when he wanted to do something to please her, or feared that
+something they spoke of would awaken memories distressing to her. She
+noticed this and attributed it to his general kindness and shyness,
+which she imagined must be the same toward everyone as it was to her.
+After those involuntary words--that if he were free he would have asked
+on his knees for her hand and her love--uttered at a moment when she was
+so strongly agitated, Pierre never spoke to Natasha of his feelings; and
+it seemed plain to her that those words, which had then so comforted
+her, were spoken as all sorts of meaningless words are spoken to comfort
+a crying child. It was not because Pierre was a married man, but because
+Natasha felt very strongly with him that moral barrier the absence of
+which she had experienced with Kuragin that it never entered her head
+that the relations between him and herself could lead to love on her
+part, still less on his, or even to the kind of tender, self-conscious,
+romantic friendship between a man and a woman of which she had known
+several instances.
+
+Before the end of the fast of St. Peter, Agrafena Ivanovna Belova, a
+country neighbor of the Rostovs, came to Moscow to pay her devotions at
+the shrines of the Moscow saints. She suggested that Natasha should fast
+and prepare for Holy Communion, and Natasha gladly welcomed the idea.
+Despite the doctor's orders that she should not go out early in the
+morning, Natasha insisted on fasting and preparing for the sacrament,
+not as they generally prepared for it in the Rostov family by attending
+three services in their own house, but as Agrafena Ivanovna did, by
+going to church every day for a week and not once missing Vespers,
+Matins, or Mass.
+
+The countess was pleased with Natasha's zeal; after the poor results of
+the medical treatment, in the depths of her heart she hoped that prayer
+might help her daughter more than medicines and, though not without fear
+and concealing it from the doctor, she agreed to Natasha's wish and
+entrusted her to Belova. Agrafena Ivanovna used to come to wake Natasha
+at three in the morning, but generally found her already awake. She was
+afraid of being late for Matins. Hastily washing, and meekly putting on
+her shabbiest dress and an old mantilla, Natasha, shivering in the fresh
+air, went out into the deserted streets lit by the clear light of dawn.
+By Agrafena Ivanovna's advice Natasha prepared herself not in their own
+parish, but at a church where, according to the devout Agrafena
+Ivanovna, the priest was a man of very severe and lofty life. There were
+never many people in the church; Natasha always stood beside Belova in
+the customary place before an icon of the Blessed Virgin, let into the
+screen before the choir on the left side, and a feeling, new to her, of
+humility before something great and incomprehensible, seized her when at
+that unusual morning hour, gazing at the dark face of the Virgin
+illuminated by the candles burning before it and by the morning light
+falling from the window, she listened to the words of the service which
+she tried to follow with understanding. When she understood them her
+personal feeling became interwoven in the prayers with shades of its
+own. When she did not understand, it was sweeter still to think that the
+wish to understand everything is pride, that it is impossible to
+understand all, that it is only necessary to believe and to commit
+oneself to God, whom she felt guiding her soul at those moments. She
+crossed herself, bowed low, and when she did not understand, in horror
+at her own vileness, simply asked God to forgive her everything,
+everything, to have mercy upon her. The prayers to which she surrendered
+herself most of all were those of repentance. On her way home at an
+early hour when she met no one but bricklayers going to work or men
+sweeping the street, and everybody within the houses was still asleep,
+Natasha experienced a feeling new to her, a sense of the possibility of
+correcting her faults, the possibility of a new, clean life, and of
+happiness.
+
+During the whole week she spent in this way, that feeling grew every
+day. And the happiness of taking communion, or "communing" as Agrafena
+Ivanovna, joyously playing with the word, called it, seemed to Natasha
+so great that she felt she should never live till that blessed Sunday.
+
+But the happy day came, and on that memorable Sunday, when, dressed in
+white muslin, she returned home after communion, for the first time for
+many months she felt calm and not oppressed by the thought of the life
+that lay before her.
+
+The doctor who came to see her that day ordered her to continue the
+powders he had prescribed a fortnight previously.
+
+"She must certainly go on taking them morning and evening," said he,
+evidently sincerely satisfied with his success. "Only, please be
+particular about it.
+
+"Be quite easy," he continued playfully, as he adroitly took the gold
+coin in his palm. "She will soon be singing and frolicking about. The
+last medicine has done her a very great deal of good. She has freshened
+up very much."
+
+The countess, with a cheerful expression on her face, looked down at her
+nails and spat a little for luck as she returned to the drawing room.
+
+
+
+
+CHAPTER XVIII
+
+At the beginning of July more and more disquieting reports about the war
+began to spread in Moscow; people spoke of an appeal by the Emperor to
+the people, and of his coming himself from the army to Moscow. And as up
+to the eleventh of July no manifesto or appeal had been received,
+exaggerated reports became current about them and about the position of
+Russia. It was said that the Emperor was leaving the army because it was
+in danger, it was said that Smolensk had surrendered, that Napoleon had
+an army of a million and only a miracle could save Russia.
+
+On the eleventh of July, which was Saturday, the manifesto was received
+but was not yet in print, and Pierre, who was at the Rostovs', promised
+to come to dinner next day, Sunday, and bring a copy of the manifesto
+and appeal, which he would obtain from Count Rostopchin.
+
+That Sunday, the Rostovs went to Mass at the Razumovskis' private chapel
+as usual. It was a hot July day. Even at ten o'clock, when the Rostovs
+got out of their carriage at the chapel, the sultry air, the shouts of
+hawkers, the light and gay summer clothes of the crowd, the dusty leaves
+of the trees on the boulevard, the sounds of the band and the white
+trousers of a battalion marching to parade, the rattling of wheels on
+the cobblestones, and the brilliant, hot sunshine were all full of that
+summer languor, that content and discontent with the present, which is
+most strongly felt on a bright, hot day in town. All the Moscow
+notabilities, all the Rostovs' acquaintances, were at the Razumovskis'
+chapel, for, as if expecting something to happen, many wealthy families
+who usually left town for their country estates had not gone away that
+summer. As Natasha, at her mother's side, passed through the crowd
+behind a liveried footman who cleared the way for them, she heard a
+young man speaking about her in too loud a whisper.
+
+"That's Rostova, the one who..."
+
+"She's much thinner, but all the same she's pretty!"
+
+She heard, or thought she heard, the names of Kuragin and Bolkonski. But
+she was always imagining that. It always seemed to her that everyone who
+looked at her was thinking only of what had happened to her. With a
+sinking heart, wretched as she always was now when she found herself in
+a crowd, Natasha in her lilac silk dress trimmed with black lace walked-
+-as women can walk--with the more repose and stateliness the greater the
+pain and shame in her soul. She knew for certain that she was pretty,
+but this no longer gave her satisfaction as it used to. On the contrary
+it tormented her more than anything else of late, and particularly so on
+this bright, hot summer day in town. "It's Sunday again--another week
+past," she thought, recalling that she had been here the Sunday before,
+"and always the same life that is no life, and the same surroundings in
+which it used to be so easy to live. I'm pretty, I'm young, and I know
+that now I am good. I used to be bad, but now I know I am good," she
+thought, "but yet my best years are slipping by and are no good to
+anyone." She stood by her mother's side and exchanged nods with
+acquaintances near her. From habit she scrutinized the ladies' dresses,
+condemned the bearing of a lady standing close by who was not crossing
+herself properly but in a cramped manner, and again she thought with
+vexation that she was herself being judged and was judging others, and
+suddenly, at the sound of the service, she felt horrified at her own
+vileness, horrified that the former purity of her soul was again lost to
+her.
+
+A comely, fresh-looking old man was conducting the service with that
+mild solemnity which has so elevating and soothing an effect on the
+souls of the worshipers. The gates of the sanctuary screen were closed,
+the curtain was slowly drawn, and from behind it a soft mysterious voice
+pronounced some words. Tears, the cause of which she herself did not
+understand, made Natasha's breast heave, and a joyous but oppressive
+feeling agitated her.
+
+"Teach me what I should do, how to live my life, how I may grow good
+forever, forever!" she pleaded.
+
+The deacon came out onto the raised space before the altar screen and,
+holding his thumb extended, drew his long hair from under his dalmatic
+and, making the sign of the cross on his breast, began in a loud and
+solemn voice to recite the words of the prayer...
+
+"In peace let us pray unto the Lord."
+
+"As one community, without distinction of class, without enmity, united
+by brotherly love--let us pray!" thought Natasha.
+
+"For the peace that is from above, and for the salvation of our souls."
+
+"For the world of angels and all the spirits who dwell above us," prayed
+Natasha.
+
+When they prayed for the warriors, she thought of her brother and
+Denisov. When they prayed for all traveling by land and sea, she
+remembered Prince Andrew, prayed for him, and asked God to forgive her
+all the wrongs she had done him. When they prayed for those who love us,
+she prayed for the members of her own family, her father and mother and
+Sonya, realizing for the first time how wrongly she had acted toward
+them, and feeling all the strength of her love for them. When they
+prayed for those who hate us, she tried to think of her enemies and
+people who hated her, in order to pray for them. She included among her
+enemies the creditors and all who had business dealings with her father,
+and always at the thought of enemies and those who hated her she
+remembered Anatole who had done her so much harm--and though he did not
+hate her she gladly prayed for him as for an enemy. Only at prayer did
+she feel able to think clearly and calmly of Prince Andrew and Anatole,
+as men for whom her feelings were as nothing compared with her awe and
+devotion to God. When they prayed for the Imperial family and the Synod,
+she bowed very low and made the sign of the cross, saying to herself
+that even if she did not understand, still she could not doubt, and at
+any rate loved the governing Synod and prayed for it.
+
+When he had finished the Litany the deacon crossed the stole over his
+breast and said, "Let us commit ourselves and our whole lives to Christ
+the Lord!"
+
+"Commit ourselves to God," Natasha inwardly repeated. "Lord God, I
+submit myself to Thy will!" she thought. "I want nothing, wish for
+nothing; teach me what to do and how to use my will! Take me, take me!"
+prayed Natasha, with impatient emotion in her heart, not crossing
+herself but letting her slender arms hang down as if expecting some
+invisible power at any moment to take her and deliver her from herself,
+from her regrets, desires, remorse, hopes, and sins.
+
+The countess looked round several times at her daughter's softened face
+and shining eyes and prayed God to help her.
+
+Unexpectedly, in the middle of the service, and not in the usual order
+Natasha knew so well, the deacon brought out a small stool, the one he
+knelt on when praying on Trinity Sunday, and placed it before the doors
+of the sanctuary screen. The priest came out with his purple velvet
+biretta on his head, adjusted his hair, and knelt down with an effort.
+Everybody followed his example and they looked at one another in
+surprise. Then came the prayer just received from the Synod--a prayer
+for the deliverance of Russia from hostile invasion.
+
+"Lord God of might, God of our salvation!" began the priest in that
+voice, clear, not grandiloquent but mild, in which only the Slav clergy
+read and which acts so irresistibly on a Russian heart.
+
+"Lord God of might, God of our salvation! Look this day in mercy and
+blessing on Thy humble people, and graciously hear us, spare us, and
+have mercy upon us! This foe confounding Thy land, desiring to lay waste
+the whole world, rises against us; these lawless men are gathered
+together to overthrow Thy kingdom, to destroy Thy dear Jerusalem, Thy
+beloved Russia; to defile Thy temples, to overthrow Thine altars, and to
+desecrate our holy shrines. How long, O Lord, how long shall the wicked
+triumph? How long shall they wield unlawful power?
+
+"Lord God! Hear us when we pray to Thee; strengthen with Thy might our
+most gracious sovereign lord, the Emperor Alexander Pavlovich; be
+mindful of his uprightness and meekness, reward him according to his
+righteousness, and let it preserve us, Thy chosen Israel! Bless his
+counsels, his undertakings, and his work; strengthen his kingdom by
+Thine almighty hand, and give him victory over his enemy, even as Thou
+gavest Moses the victory over Amalek, Gideon over Midian, and David over
+Goliath. Preserve his army, put a bow of brass in the hands of those who
+have armed themselves in Thy Name, and gird their loins with strength
+for the fight. Take up the spear and shield and arise to help us;
+confound and put to shame those who have devised evil against us, may
+they be before the faces of Thy faithful warriors as dust before the
+wind, and may Thy mighty Angel confound them and put them to flight; may
+they be ensnared when they know it not, and may the plots they have laid
+in secret be turned against them; let them fall before Thy servants'
+feet and be laid low by our hosts! Lord, Thou art able to save both
+great and small; Thou art God, and man cannot prevail against Thee!
+
+"God of our fathers! Remember Thy bounteous mercy and loving-kindness
+which are from of old; turn not Thy face from us, but be gracious to our
+unworthiness, and in Thy great goodness and Thy many mercies regard not
+our transgressions and iniquities! Create in us a clean heart and renew
+a right spirit within us, strengthen us all in Thy faith, fortify our
+hope, inspire us with true love one for another, arm us with unity of
+spirit in the righteous defense of the heritage Thou gavest to us and to
+our fathers, and let not the scepter of the wicked be exalted against
+the destiny of those Thou hast sanctified.
+
+"O Lord our God, in whom we believe and in whom we put our trust, let us
+not be confounded in our hope of Thy mercy, and give us a token of Thy
+blessing, that those who hate us and our Orthodox faith may see it and
+be put to shame and perish, and may all the nations know that Thou art
+the Lord and we are Thy people. Show Thy mercy upon us this day, O Lord,
+and grant us Thy salvation; make the hearts of Thy servants to rejoice
+in Thy mercy; smite down our enemies and destroy them swiftly beneath
+the feet of Thy faithful servants! For Thou art the defense, the succor,
+and the victory of them that put their trust in Thee, and to Thee be all
+glory, to Father, Son, and Holy Ghost, now and forever, world without
+end. Amen."
+
+In Natasha's receptive condition of soul this prayer affected her
+strongly. She listened to every word about the victory of Moses over
+Amalek, of Gideon over Midian, and of David over Goliath, and about the
+destruction of "Thy Jerusalem," and she prayed to God with the
+tenderness and emotion with which her heart was overflowing, but without
+fully understanding what she was asking of God in that prayer. She
+shared with all her heart in the prayer for the spirit of righteousness,
+for the strengthening of the heart by faith and hope, and its animation
+by love. But she could not pray that her enemies might be trampled under
+foot when but a few minutes before she had been wishing she had more of
+them that she might pray for them. But neither could she doubt the
+righteousness of the prayer that was being read on bended knees. She
+felt in her heart a devout and tremulous awe at the thought of the
+punishment that overtakes men for their sins, and especially of her own
+sins, and she prayed to God to forgive them all, and her too, and to
+give them all, and her too, peace and happiness. And it seemed to her
+that God heard her prayer.
+
+
+
+
+CHAPTER XIX
+
+From the day when Pierre, after leaving the Rostovs' with Natasha's
+grateful look fresh in his mind, had gazed at the comet that seemed to
+be fixed in the sky and felt that something new was appearing on his own
+horizon--from that day the problem of the vanity and uselessness of all
+earthly things, that had incessantly tormented him, no longer presented
+itself. That terrible question "Why?" "Wherefore?" which had come to him
+amid every occupation, was now replaced, not by another question or by a
+reply to the former question, but by her image. When he listened to, or
+himself took part in, trivial conversations, when he read or heard of
+human baseness or folly, he was not horrified as formerly, and did not
+ask himself why men struggled so about these things when all is so
+transient and incomprehensible--but he remembered her as he had last
+seen her, and all his doubts vanished--not because she had answered the
+questions that had haunted him, but because his conception of her
+transferred him instantly to another, a brighter, realm of spiritual
+activity in which no one could be justified or guilty--a realm of beauty
+and love which it was worth living for. Whatever worldly baseness
+presented itself to him, he said to himself:
+
+"Well, supposing N. N. swindled the country and the Tsar, and the
+country and the Tsar confer honors upon him, what does that matter? She
+smiled at me yesterday and asked me to come again, and I love her, and
+no one will ever know it." And his soul felt calm and peaceful.
+
+Pierre still went into society, drank as much and led the same idle and
+dissipated life, because besides the hours he spent at the Rostovs'
+there were other hours he had to spend somehow, and the habits and
+acquaintances he had made in Moscow formed a current that bore him along
+irresistibly. But latterly, when more and more disquieting reports came
+from the seat of war and Natasha's health began to improve and she no
+longer aroused in him the former feeling of careful pity, an ever-
+increasing restlessness, which he could not explain, took possession of
+him. He felt that the condition he was in could not continue long, that
+a catastrophe was coming which would change his whole life, and he
+impatiently sought everywhere for signs of that approaching catastrophe.
+One of his brother Masons had revealed to Pierre the following prophecy
+concerning Napoleon, drawn from the Revelation of St. John.
+
+In chapter 13, verse 18, of the Apocalypse, it is said:
+
+Here is wisdom. Let him that hath understanding count the number of the
+beast: for it is the number of a man; and his number is Six hundred
+threescore and six.
+
+And in the fifth verse of the same chapter:
+
+And there was given unto him a mouth speaking great things and
+blasphemies; and power was given unto him to continue forty and two
+months.
+
+The French alphabet, written out with the same numerical values as the
+Hebrew, in which the first nine letters denote units and the others
+tens, will have the following significance:
+
+
+a   b   c   d   e   f   g   h   i   k 1   2   3   4   5   6   7   8   9
+10 l    m    n    o    p    q    r    s 20   30   40   50   60   70   80
+90 t    u    v    w    x    y 100  110  120  130  140  150 z 160
+
+Writing the words L'Empereur Napoleon in numbers, it appears that the
+sum of them is 666, and that Napoleon was therefore the beast foretold
+in the Apocalypse. Moreover, by applying the same system to the words
+quarante-deux, * which was the term allowed to the beast that "spoke
+great things and blasphemies," the same number 666 was obtained; from
+which it followed that the limit fixed for Napoleon's power had come in
+the year 1812 when the French emperor was forty-two. This prophecy
+pleased Pierre very much and he often asked himself what would put an
+end to the power of the beast, that is, of Napoleon, and tried by the
+same system of using letters as numbers and adding them up, to find an
+answer to the question that engrossed him. He wrote the words L'Empereur
+Alexandre, La nation russe and added up their numbers, but the sums were
+either more or less than 666. Once when making such calculations he
+wrote down his own name in French, Comte Pierre Besouhoff, but the sum
+of the numbers did not come right. Then he changed the spelling,
+substituting a z for the s and adding de and the article le, still
+without obtaining the desired result. Then it occurred to him: if the
+answer to the question were contained in his name, his nationality would
+also be given in the answer. So he wrote Le russe Besuhof and adding up
+the numbers got 671. This was only five too much, and five was
+represented by e, the very letter elided from the article le before the
+word Empereur. By omitting the e, though incorrectly, Pierre got the
+answer he sought. L'russe Besuhof made 666. This discovery excited him.
+How, or by what means, he was connected with the great event foretold in
+the Apocalypse he did not know, but he did not doubt that connection for
+a moment. His love for Natasha, Antichrist, Napoleon, the invasion, the
+comet, 666, L'Empereur Napoleon, and L'russe Besuhof--all this had to
+mature and culminate, to lift him out of that spellbound, petty sphere
+of Moscow habits in which he felt himself held captive and lead him to a
+great achievement and great happiness.
+
+
+* Forty-two.
+
+On the eve of the Sunday when the special prayer was read, Pierre had
+promised the Rostovs to bring them, from Count Rostopchin whom he knew
+well, both the appeal to the people and the news from the army. In the
+morning, when he went to call at Rostopchin's he met there a courier
+fresh from the army, an acquaintance of his own, who often danced at
+Moscow balls.
+
+"Do, please, for heaven's sake, relieve me of something!" said the
+courier. "I have a sackful of letters to parents."
+
+Among these letters was one from Nicholas Rostov to his father. Pierre
+took that letter, and Rostopchin also gave him the Emperor's appeal to
+Moscow, which had just been printed, the last army orders, and his own
+most recent bulletin. Glancing through the army orders, Pierre found in
+one of them, in the lists of killed, wounded, and rewarded, the name of
+Nicholas Rostov, awarded a St. George's Cross of the Fourth Class for
+courage shown in the Ostrovna affair, and in the same order the name of
+Prince Andrew Bolkonski, appointed to the command of a regiment of
+Chasseurs. Though he did not want to remind the Rostovs of Bolkonski,
+Pierre could not refrain from making them happy by the news of their
+son's having received a decoration, so he sent that printed army order
+and Nicholas' letter to the Rostovs, keeping the appeal, the bulletin,
+and the other orders to take with him when he went to dinner.
+
+His conversation with Count Rostopchin and the latter's tone of anxious
+hurry, the meeting with the courier who talked casually of how badly
+things were going in the army, the rumors of the discovery of spies in
+Moscow and of a leaflet in circulation stating that Napoleon promised to
+be in both the Russian capitals by the autumn, and the talk of the
+Emperor's being expected to arrive next day--all aroused with fresh
+force that feeling of agitation and expectation in Pierre which he had
+been conscious of ever since the appearance of the comet, and especially
+since the beginning of the war.
+
+He had long been thinking of entering the army and would have done so
+had he not been hindered, first, by his membership of the Society of
+Freemasons to which he was bound by oath and which preached perpetual
+peace and the abolition of war, and secondly, by the fact that when he
+saw the great mass of Muscovites who had donned uniform and were talking
+patriotism, he somehow felt ashamed to take the step. But the chief
+reason for not carrying out his intention to enter the army lay in the
+vague idea that he was L'russe Besuhof who had the number of the beast,
+666; that his part in the great affair of setting a limit to the power
+of the beast that spoke great and blasphemous things had been
+predestined from eternity, and that therefore he ought not to undertake
+anything, but wait for what was bound to come to pass.
+
+
+
+
+CHAPTER XX
+
+A few intimate friends were dining with the Rostovs that day, as usual
+on Sundays.
+
+Pierre came early so as to find them alone.
+
+He had grown so stout this year that he would have been abnormal had he
+not been so tall, so broad of limb, and so strong that he carried his
+bulk with evident ease.
+
+He went up the stairs, puffing and muttering something. His coachman did
+not even ask whether he was to wait. He knew that when his master was at
+the Rostovs' he stayed till midnight. The Rostovs' footman rushed
+eagerly forward to help him off with his cloak and take his hat and
+stick. Pierre, from club habit, always left both hat and stick in the
+anteroom.
+
+The first person he saw in the house was Natasha. Even before he saw
+her, while taking off his cloak, he heard her. She was practicing solfa
+exercises in the music room. He knew that she had not sung since her
+illness, and so the sound of her voice surprised and delighted him. He
+opened the door softly and saw her, in the lilac dress she had worn at
+church, walking about the room singing. She had her back to him when he
+opened the door, but when, turning quickly, she saw his broad, surprised
+face, she blushed and came rapidly up to him.
+
+"I want to try to sing again," she said, adding as if by way of excuse,
+"it is, at least, something to do."
+
+"That's capital!"
+
+"How glad I am you've come! I am so happy today," she said, with the old
+animation Pierre had not seen in her for a long time. "You know Nicholas
+has received a St. George's Cross? I am so proud of him."
+
+"Oh yes, I sent that announcement. But I don't want to interrupt you,"
+he added, and was about to go to the drawing room.
+
+Natasha stopped him.
+
+"Count, is it wrong of me to sing?" she said blushing, and fixing her
+eyes inquiringly on him.
+
+"No... Why should it be? On the contrary... But why do you ask me?"
+
+"I don't know myself," Natasha answered quickly, "but I should not like
+to do anything you disapproved of. I believe in you completely. You
+don't know how important you are to me, how much you've done for me...."
+She spoke rapidly and did not notice how Pierre flushed at her words. "I
+saw in that same army order that he, Bolkonski" (she whispered the name
+hastily), "is in Russia, and in the army again. What do you think?"--she
+was speaking hurriedly, evidently afraid her strength might fail her--
+"Will he ever forgive me? Will he not always have a bitter feeling
+toward me? What do you think? What do you think?"
+
+"I think..." Pierre replied, "that he has nothing to forgive.... If I
+were in his place..."
+
+By association of ideas, Pierre was at once carried back to the day
+when, trying to comfort her, he had said that if he were not himself but
+the best man in the world and free, he would ask on his knees for her
+hand; and the same feeling of pity, tenderness, and love took possession
+of him and the same words rose to his lips. But she did not give him
+time to say them.
+
+"Yes, you... you..." she said, uttering the word you rapturously--
+"that's a different thing. I know no one kinder, more generous, or
+better than you; nobody could be! Had you not been there then, and now
+too, I don't know what would have become of me, because..."
+
+Tears suddenly rose in her eyes, she turned away, lifted her music
+before her eyes, began singing again, and again began walking up and
+down the room.
+
+Just then Petya came running in from the drawing room.
+
+Petya was now a handsome rosy lad of fifteen with full red lips and
+resembled Natasha. He was preparing to enter the university, but he and
+his friend Obolenski had lately, in secret, agreed to join the hussars.
+
+Petya had come rushing out to talk to his namesake about this affair. He
+had asked Pierre to find out whether he would be accepted in the
+hussars.
+
+Pierre walked up and down the drawing room, not listening to what Petya
+was saying.
+
+Petya pulled him by the arm to attract his attention.
+
+"Well, what about my plan? Peter Kirilych, for heaven's sake! You are my
+only hope," said Petya.
+
+"Oh yes, your plan. To join the hussars? I'll mention it, I'll bring it
+all up today."
+
+"Well, mon cher, have you got the manifesto?" asked the old count. "The
+countess has been to Mass at the Razumovskis' and heard the new prayer.
+She says it's very fine."
+
+"Yes, I've got it," said Pierre. "The Emperor is to be here tomorrow...
+there's to be an Extraordinary Meeting of the nobility, and they are
+talking of a levy of ten men per thousand. Oh yes, let me congratulate
+you!"
+
+"Yes, yes, thank God! Well, and what news from the army?"
+
+"We are again retreating. They say we're already near Smolensk," replied
+Pierre.
+
+"O Lord, O Lord!" exclaimed the count. "Where is the manifesto?"
+
+"The Emperor's appeal? Oh yes!"
+
+Pierre began feeling in his pockets for the papers, but could not find
+them. Still slapping his pockets, he kissed the hand of the countess who
+entered the room and glanced uneasily around, evidently expecting
+Natasha, who had left off singing but had not yet come into the drawing
+room.
+
+"On my word, I don't know what I've done with it," he said.
+
+"There he is, always losing everything!" remarked the countess.
+
+Natasha entered with a softened and agitated expression of face and sat
+down looking silently at Pierre. As soon as she entered, Pierre's
+features, which had been gloomy, suddenly lighted up, and while still
+searching for the papers he glanced at her several times.
+
+"No, really! I'll drive home, I must have left them there. I'll
+certainly..."
+
+"But you'll be late for dinner."
+
+"Oh! And my coachman has gone."
+
+But Sonya, who had gone to look for the papers in the anteroom, had
+found them in Pierre's hat, where he had carefully tucked them under the
+lining. Pierre was about to begin reading.
+
+"No, after dinner," said the old count, evidently expecting much
+enjoyment from that reading.
+
+At dinner, at which champagne was drunk to the health of the new
+chevalier of St. George, Shinshin told them the town news, of the
+illness of the old Georgian princess, of Metivier's disappearance from
+Moscow, and of how some German fellow had been brought to Rostopchin and
+accused of being a French "spyer" (so Count Rostopchin had told the
+story), and how Rostopchin let him go and assured the people that he was
+"not a spire at all, but only an old German ruin."
+
+"People are being arrested..." said the count. "I've told the countess
+she should not speak French so much. It's not the time for it now."
+
+"And have you heard?" Shinshin asked. "Prince Golitsyn has engaged a
+master to teach him Russian. It is becoming dangerous to speak French in
+the streets."
+
+"And how about you, Count Peter Kirilych? If they call up the militia,
+you too will have to mount a horse," remarked the old count, addressing
+Pierre.
+
+Pierre had been silent and preoccupied all through dinner, seeming not
+to grasp what was said. He looked at the count.
+
+"Oh yes, the war," he said. "No! What sort of warrior should I make? And
+yet everything is so strange, so strange! I can't make it out. I don't
+know, I am very far from having military tastes, but in these times no
+one can answer for himself."
+
+After dinner the count settled himself comfortably in an easy chair and
+with a serious face asked Sonya, who was considered an excellent reader,
+to read the appeal.
+
+"To Moscow, our ancient Capital!
+
+"The enemy has entered the borders of Russia with immense forces. He
+comes to despoil our beloved country."
+
+Sonya read painstakingly in her high-pitched voice. The count listened
+with closed eyes, heaving abrupt sighs at certain passages.
+
+Natasha sat erect, gazing with a searching look now at her father and
+now at Pierre.
+
+Pierre felt her eyes on him and tried not to look round. The countess
+shook her head disapprovingly and angrily at every solemn expression in
+the manifesto. In all these words she saw only that the danger
+threatening her son would not soon be over. Shinshin, with a sarcastic
+smile on his lips, was evidently preparing to make fun of anything that
+gave him the opportunity: Sonya's reading, any remark of the count's, or
+even the manifesto itself should no better pretext present itself.
+
+After reading about the dangers that threatened Russia, the hopes the
+Emperor placed on Moscow and especially on its illustrious nobility,
+Sonya, with a quiver in her voice due chiefly to the attention that was
+being paid to her, read the last words:
+
+"We ourselves will not delay to appear among our people in that Capital
+and in other parts of our realm for consultation, and for the direction
+of all our levies, both those now barring the enemy's path and those
+freshly formed to defeat him wherever he may appear. May the ruin he
+hopes to bring upon us recoil on his own head, and may Europe delivered
+from bondage glorify the name of Russia!"
+
+"Yes, that's it!" cried the count, opening his moist eyes and sniffing
+repeatedly, as if a strong vinaigrette had been held to his nose; and he
+added, "Let the Emperor but say the word and we'll sacrifice everything
+and begrudge nothing."
+
+Before Shinshin had time to utter the joke he was ready to make on the
+count's patriotism, Natasha jumped up from her place and ran to her
+father.
+
+"What a darling our Papa is!" she cried, kissing him, and she again
+looked at Pierre with the unconscious coquetry that had returned to her
+with her better spirits.
+
+"There! Here's a patriot for you!" said Shinshin.
+
+"Not a patriot at all, but simply..." Natasha replied in an injured
+tone. "Everything seems funny to you, but this isn't at all a joke...."
+
+"A joke indeed!" put in the count. "Let him but say the word and we'll
+all go.... We're not Germans!"
+
+"But did you notice, it says, 'for consultation'?" said Pierre.
+
+"Never mind what it's for...."
+
+At this moment, Petya, to whom nobody was paying any attention, came up
+to his father with a very flushed face and said in his breaking voice
+that was now deep and now shrill:
+
+"Well, Papa, I tell you definitely, and Mamma too, it's as you please,
+but I say definitely that you must let me enter the army, because I
+can't... that's all...."
+
+The countess, in dismay, looked up to heaven, clasped her hands, and
+turned angrily to her husband.
+
+"That comes of your talking!" said she.
+
+But the count had already recovered from his excitement.
+
+"Come, come!" said he. "Here's a fine warrior! No! Nonsense! You must
+study."
+
+"It's not nonsense, Papa. Fedya Obolenski is younger than I, and he's
+going too. Besides, all the same I can't study now when..." Petya
+stopped short, flushed till he perspired, but still got out the words,
+"when our Fatherland is in danger."
+
+"That'll do, that'll do--nonsense...."
+
+"But you said yourself that we would sacrifice everything."
+
+"Petya! Be quiet, I tell you!" cried the count, with a glance at his
+wife, who had turned pale and was staring fixedly at her son.
+
+"And I tell you--Peter Kirilych here will also tell you..."
+
+"Nonsense, I tell you. Your mother's milk has hardly dried on your lips
+and you want to go into the army! There, there, I tell you," and the
+count moved to go out of the room, taking the papers, probably to reread
+them in his study before having a nap.
+
+"Well, Peter Kirilych, let's go and have a smoke," he said.
+
+Pierre was agitated and undecided. Natasha's unwontedly brilliant eyes,
+continually glancing at him with a more than cordial look, had reduced
+him to this condition.
+
+"No, I think I'll go home."
+
+"Home? Why, you meant to spend the evening with us.... You don't often
+come nowadays as it is, and this girl of mine," said the count good-
+naturedly, pointing to Natasha, "only brightens up when you're here."
+
+"Yes, I had forgotten... I really must go home... business..." said
+Pierre hurriedly.
+
+"Well, then, au revoir!" said the count, and went out of the room.
+
+"Why are you going? Why are you upset?" asked Natasha, and she looked
+challengingly into Pierre's eyes.
+
+"Because I love you!" was what he wanted to say, but he did not say it,
+and only blushed till the tears came, and lowered his eyes.
+
+"Because it is better for me to come less often... because... No, simply
+I have business...."
+
+"Why? No, tell me!" Natasha began resolutely and suddenly stopped.
+
+They looked at each other with dismayed and embarrassed faces. He tried
+to smile but could not: his smile expressed suffering, and he silently
+kissed her hand and went out.
+
+Pierre made up his mind not to go to the Rostovs' any more.
+
+
+
+
+CHAPTER XXI
+
+After the definite refusal he had received, Petya went to his room and
+there locked himself in and wept bitterly. When he came in to tea,
+silent, morose, and with tear-stained face, everybody pretended not to
+notice anything.
+
+Next day the Emperor arrived in Moscow, and several of the Rostovs'
+domestic serfs begged permission to go to have a look at him. That
+morning Petya was a long time dressing and arranging his hair and collar
+to look like a grown-up man. He frowned before his looking glass,
+gesticulated, shrugged his shoulders, and finally, without saying a word
+to anyone, took his cap and left the house by the back door, trying to
+avoid notice. Petya decided to go straight to where the Emperor was and
+to explain frankly to some gentleman-in-waiting (he imagined the Emperor
+to be always surrounded by gentlemen-in-waiting) that he, Count Rostov,
+in spite of his youth wished to serve his country; that youth could be
+no hindrance to loyalty, and that he was ready to... While dressing,
+Petya had prepared many fine things he meant to say to the gentleman-in-
+waiting.
+
+It was on the very fact of being so young that Petya counted for success
+in reaching the Emperor--he even thought how surprised everyone would be
+at his youthfulness--and yet in the arrangement of his collar and hair
+and by his sedate deliberate walk he wished to appear a grown-up man.
+But the farther he went and the more his attention was diverted by the
+ever-increasing crowds moving toward the Kremlin, the less he remembered
+to walk with the sedateness and deliberation of a man. As he approached
+the Kremlin he even began to avoid being crushed and resolutely stuck
+out his elbows in a menacing way. But within the Trinity Gateway he was
+so pressed to the wall by people who probably were unaware of the
+patriotic intentions with which he had come that in spite of all his
+determination he had to give in, and stop while carriages passed in,
+rumbling beneath the archway. Beside Petya stood a peasant woman, a
+footman, two tradesmen, and a discharged soldier. After standing some
+time in the gateway, Petya tried to move forward in front of the others
+without waiting for all the carriages to pass, and he began resolutely
+working his way with his elbows, but the woman just in front of him, who
+was the first against whom he directed his efforts, angrily shouted at
+him:
+
+"What are you shoving for, young lordling? Don't you see we're all
+standing still? Then why push?"
+
+"Anybody can shove," said the footman, and also began working his elbows
+to such effect that he pushed Petya into a very filthy corner of the
+gateway.
+
+Petya wiped his perspiring face with his hands and pulled up the damp
+collar which he had arranged so well at home to seem like a man's.
+
+He felt that he no longer looked presentable, and feared that if he were
+now to approach the gentlemen-in-waiting in that plight he would not be
+admitted to the Emperor. But it was impossible to smarten oneself up or
+move to another place, because of the crowd. One of the generals who
+drove past was an acquaintance of the Rostovs', and Petya thought of
+asking his help, but came to the conclusion that that would not be a
+manly thing to do. When the carriages had all passed in, the crowd,
+carrying Petya with it, streamed forward into the Kremlin Square which
+was already full of people. There were people not only in the square,
+but everywhere--on the slopes and on the roofs. As soon as Petya found
+himself in the square he clearly heard the sound of bells and the joyous
+voices of the crowd that filled the whole Kremlin.
+
+For a while the crowd was less dense, but suddenly all heads were bared,
+and everyone rushed forward in one direction. Petya was being pressed so
+that he could scarcely breathe, and everybody shouted, "Hurrah! hurrah!
+hurrah!" Petya stood on tiptoe and pushed and pinched, but could see
+nothing except the people about him.
+
+All the faces bore the same expression of excitement and enthusiasm. A
+tradesman's wife standing beside Petya sobbed, and the tears ran down
+her cheeks.
+
+"Father! Angel! Dear one!" she kept repeating, wiping away her tears
+with her fingers.
+
+"Hurrah!" was heard on all sides.
+
+For a moment the crowd stood still, but then it made another rush
+forward.
+
+Quite beside himself, Petya, clinching his teeth and rolling his eyes
+ferociously, pushed forward, elbowing his way and shouting "hurrah!" as
+if he were prepared that instant to kill himself and everyone else, but
+on both sides of him other people with similarly ferocious faces pushed
+forward and everybody shouted "hurrah!"
+
+"So this is what the Emperor is!" thought Petya. "No, I can't petition
+him myself--that would be too bold." But in spite of this he continued
+to struggle desperately forward, and from between the backs of those in
+front he caught glimpses of an open space with a strip of red cloth
+spread out on it; but just then the crowd swayed back--the police in
+front were pushing back those who had pressed too close to the
+procession: the Emperor was passing from the palace to the Cathedral of
+the Assumption--and Petya unexpectedly received such a blow on his side
+and ribs and was squeezed so hard that suddenly everything grew dim
+before his eyes and he lost consciousness. When he came to himself, a
+man of clerical appearance with a tuft of gray hair at the back of his
+head and wearing a shabby blue cassock--probably a church clerk and
+chanter--was holding him under the arm with one hand while warding off
+the pressure of the crowd with the other.
+
+"You've crushed the young gentleman!" said the clerk. "What are you up
+to? Gently!... They've crushed him, crushed him!"
+
+The Emperor entered the Cathedral of the Assumption. The crowd spread
+out again more evenly, and the clerk led Petya--pale and breathless--to
+the Tsar-cannon. Several people were sorry for Petya, and suddenly a
+crowd turned toward him and pressed round him. Those who stood nearest
+him attended to him, unbuttoned his coat, seated him on the raised
+platform of the cannon, and reproached those others (whoever they might
+be) who had crushed him.
+
+"One might easily get killed that way! What do they mean by it? Killing
+people! Poor dear, he's as white as a sheet!"--various voices were heard
+saying.
+
+Petya soon came to himself, the color returned to his face, the pain had
+passed, and at the cost of that temporary unpleasantness he had obtained
+a place by the cannon from where he hoped to see the Emperor who would
+be returning that way. Petya no longer thought of presenting his
+petition. If he could only see the Emperor he would be happy!
+
+While the service was proceeding in the Cathedral of the Assumption--it
+was a combined service of prayer on the occasion of the Emperor's
+arrival and of thanksgiving for the conclusion of peace with the Turks--
+the crowd outside spread out and hawkers appeared, selling kvas,
+gingerbread, and poppyseed sweets (of which Petya was particularly
+fond), and ordinary conversation could again be heard. A tradesman's
+wife was showing a rent in her shawl and telling how much the shawl had
+cost; another was saying that all silk goods had now got dear. The clerk
+who had rescued Petya was talking to a functionary about the priests who
+were officiating that day with the bishop. The clerk several times used
+the word "plenary" (of the service), a word Petya did not understand.
+Two young citizens were joking with some serf girls who were cracking
+nuts. All these conversations, especially the joking with the girls,
+were such as might have had a particular charm for Petya at his age, but
+they did not interest him now. He sat on his elevation--the pedestal of
+the cannon--still agitated as before by the thought of the Emperor and
+by his love for him. The feeling of pain and fear he had experienced
+when he was being crushed, together with that of rapture, still further
+intensified his sense of the importance of the occasion.
+
+Suddenly the sound of a firing of cannon was heard from the embankment,
+to celebrate the signing of peace with the Turks, and the crowd rushed
+impetuously toward the embankment to watch the firing. Petya too would
+have run there, but the clerk who had taken the young gentleman under
+his protection stopped him. The firing was still proceeding when
+officers, generals, and gentlemen-in-waiting came running out of the
+cathedral, and after them others in a more leisurely manner: caps were
+again raised, and those who had run to look at the cannon ran back
+again. At last four men in uniforms and sashes emerged from the
+cathedral doors. "Hurrah! hurrah!" shouted the crowd again.
+
+"Which is he? Which?" asked Petya in a tearful voice, of those around
+him, but no one answered him, everybody was too excited; and Petya,
+fixing on one of those four men, whom he could not clearly see for the
+tears of joy that filled his eyes, concentrated all his enthusiasm on
+him--though it happened not to be the Emperor--frantically shouted
+"Hurrah!" and resolved that tomorrow, come what might, he would join the
+army.
+
+The crowd ran after the Emperor, followed him to the palace, and began
+to disperse. It was already late, and Petya had not eaten anything and
+was drenched with perspiration, yet he did not go home but stood with
+that diminishing, but still considerable, crowd before the palace while
+the Emperor dined--looking in at the palace windows, expecting he knew
+not what, and envying alike the notables he saw arriving at the entrance
+to dine with the Emperor and the court footmen who served at table,
+glimpses of whom could be seen through the windows.
+
+While the Emperor was dining, Valuev, looking out of the window, said:
+
+"The people are still hoping to see Your Majesty again."
+
+The dinner was nearly over, and the Emperor, munching a biscuit, rose
+and went out onto the balcony. The people, with Petya among them, rushed
+toward the balcony.
+
+"Angel! Dear one! Hurrah! Father!..." cried the crowd, and Petya with
+it, and again the women and men of weaker mold, Petya among them, wept
+with joy.
+
+A largish piece of the biscuit the Emperor was holding in his hand broke
+off, fell on the balcony parapet, and then to the ground. A coachman in
+a jerkin, who stood nearest, sprang forward and snatched it up. Several
+people in the crowd rushed at the coachman. Seeing this the Emperor had
+a plateful of biscuits brought him and began throwing them down from the
+balcony. Petya's eyes grew bloodshot, and still more excited by the
+danger of being crushed, he rushed at the biscuits. He did not know why,
+but he had to have a biscuit from the Tsar's hand and he felt that he
+must not give way. He sprang forward and upset an old woman who was
+catching at a biscuit; the old woman did not consider herself defeated
+though she was lying on the ground--she grabbed at some biscuits but her
+hand did not reach them. Petya pushed her hand away with his knee,
+seized a biscuit, and as if fearing to be too late, again shouted
+"Hurrah!" with a voice already hoarse.
+
+The Emperor went in, and after that the greater part of the crowd began
+to disperse.
+
+"There! I said if only we waited--and so it was!" was being joyfully
+said by various people.
+
+Happy as Petya was, he felt sad at having to go home knowing that all
+the enjoyment of that day was over. He did not go straight home from the
+Kremlin, but called on his friend Obolenski, who was fifteen and was
+also entering the regiment. On returning home Petya announced resolutely
+and firmly that if he was not allowed to enter the service he would run
+away. And next day, Count Ilya Rostov--though he had not yet quite
+yielded--went to inquire how he could arrange for Petya to serve where
+there would be least danger.
+
+
+
+
+CHAPTER XXII
+
+Two days later, on the fifteenth of July, an immense number of carriages
+were standing outside the Sloboda Palace.
+
+The great halls were full. In the first were the nobility and gentry in
+their uniforms, in the second bearded merchants in full-skirted coats of
+blue cloth and wearing medals. In the noblemen's hall there was an
+incessant movement and buzz of voices. The chief magnates sat on high-
+backed chairs at a large table under the portrait of the Emperor, but
+most of the gentry were strolling about the room.
+
+All these nobles, whom Pierre met every day at the club or in their own
+houses, were in uniform--some in that of Catherine's day, others in that
+of Emperor Paul, others again in the new uniforms of Alexander's time or
+the ordinary uniform of the nobility, and the general characteristic of
+being in uniform imparted something strange and fantastic to these
+diverse and familiar personalities, both old and young. The old men,
+dim-eyed, toothless, bald, sallow, and bloated, or gaunt and wrinkled,
+were especially striking. For the most part they sat quietly in their
+places and were silent, or, if they walked about and talked, attached
+themselves to someone younger. On all these faces, as on the faces of
+the crowd Petya had seen in the Square, there was a striking
+contradiction: the general expectation of a solemn event, and at the
+same time the everyday interests in a boston card party, Peter the cook,
+Zinaida Dmitrievna's health, and so on.
+
+Pierre was there too, buttoned up since early morning in a nobleman's
+uniform that had become too tight for him. He was agitated; this
+extraordinary gathering not only of nobles but also of the merchant-
+class--les etats generaux (States-General)--evoked in him a whole series
+of ideas he had long laid aside but which were deeply graven in his
+soul: thoughts of the Contrat Social and the French Revolution. The
+words that had struck him in the Emperor's appeal--that the sovereign
+was coming to the capital for consultation with his people--strengthened
+this idea. And imagining that in this direction something important
+which he had long awaited was drawing near, he strolled about watching
+and listening to conversations, but nowhere finding any confirmation of
+the ideas that occupied him.
+
+The Emperor's manifesto was read, evoking enthusiasm, and then all moved
+about discussing it. Besides the ordinary topics of conversation, Pierre
+heard questions of where the marshals of the nobility were to stand when
+the Emperor entered, when a ball should be given in the Emperor's honor,
+whether they should group themselves by districts or by whole
+provinces... and so on; but as soon as the war was touched on, or what
+the nobility had been convened for, the talk became undecided and
+indefinite. Then all preferred listening to speaking.
+
+A middle-aged man, handsome and virile, in the uniform of a retired
+naval officer, was speaking in one of the rooms, and a small crowd was
+pressing round him. Pierre went up to the circle that had formed round
+the speaker and listened. Count Ilya Rostov, in a military uniform of
+Catherine's time, was sauntering with a pleasant smile among the crowd,
+with all of whom he was acquainted. He too approached that group and
+listened with a kindly smile and nods of approval, as he always did, to
+what the speaker was saying. The retired naval man was speaking very
+boldly, as was evident from the expression on the faces of the listeners
+and from the fact that some people Pierre knew as the meekest and
+quietest of men walked away disapprovingly or expressed disagreement
+with him. Pierre pushed his way into the middle of the group, listened,
+and convinced himself that the man was indeed a liberal, but of views
+quite different from his own. The naval officer spoke in a particularly
+sonorous, musical, and aristocratic baritone voice, pleasantly
+swallowing his r's and generally slurring his consonants: the voice of a
+man calling out to his servant, "Heah! Bwing me my pipe!" It was
+indicative of dissipation and the exercise of authority.
+
+"What if the Smolensk people have offahd to waise militia for the
+Empewah? Ah we to take Smolensk as our patte'n? If the noble awistocwacy
+of the pwovince of Moscow thinks fit, it can show its loyalty to our
+sov'weign the Empewah in other ways. Have we fo'gotten the waising of
+the militia in the yeah 'seven? All that did was to enwich the pwiests'
+sons and thieves and wobbahs...."
+
+Count Ilya Rostov smiled blandly and nodded approval.
+
+"And was our militia of any use to the Empia? Not at all! It only wuined
+our farming! Bettah have another conscwiption... o' ou' men will wetu'n
+neithah soldiers no' peasants, and we'll get only depwavity fwom them.
+The nobility don't gwudge theah lives--evewy one of us will go and bwing
+in more wecwuits, and the sov'weign" (that was the way he referred to
+the Emperor) "need only say the word and we'll all die fo' him!" added
+the orator with animation.
+
+Count Rostov's mouth watered with pleasure and he nudged Pierre, but
+Pierre wanted to speak himself. He pushed forward, feeling stirred, but
+not yet sure what stirred him or what he would say. Scarcely had he
+opened his mouth when one of the senators, a man without a tooth in his
+head, with a shrewd though angry expression, standing near the first
+speaker, interrupted him. Evidently accustomed to managing debates and
+to maintaining an argument, he began in low but distinct tones:
+
+"I imagine, sir," said he, mumbling with his toothless mouth, "that we
+have been summoned here not to discuss whether it's best for the empire
+at the present moment to adopt conscription or to call out the militia.
+We have been summoned to reply to the appeal with which our sovereign
+the Emperor has honored us. But to judge what is best--conscription or
+the militia--we can leave to the supreme authority...."
+
+Pierre suddenly saw an outlet for his excitement. He hardened his heart
+against the senator who was introducing this set and narrow attitude
+into the deliberations of the nobility. Pierre stepped forward and
+interrupted him. He himself did not yet know what he would say, but he
+began to speak eagerly, occasionally lapsing into French or expressing
+himself in bookish Russian.
+
+"Excuse me, your excellency," he began. (He was well acquainted with the
+senator, but thought it necessary on this occasion to address him
+formally.) "Though I don't agree with the gentleman..." (he hesitated:
+he wished to say, "Mon tres honorable preopinant"--"My very honorable
+opponent") "with the gentleman... whom I have not the honor of knowing,
+I suppose that the nobility have been summoned not merely to express
+their sympathy and enthusiasm but also to consider the means by which we
+can assist our Fatherland! I imagine," he went on, warming to his
+subject, "that the Emperor himself would not be satisfied to find in us
+merely owners of serfs whom we are willing to devote to his service, and
+chair a canon * we are ready to make of ourselves--and not to obtain
+from us any co-co-counsel."
+
+
+* "Food for cannon."
+
+Many persons withdrew from the circle, noticing the senator's sarcastic
+smile and the freedom of Pierre's remarks. Only Count Rostov was pleased
+with them as he had been pleased with those of the naval officer, the
+senator, and in general with whatever speech he had last heard.
+
+"I think that before discussing these questions," Pierre continued, "we
+should ask the Emperor--most respectfully ask His Majesty--to let us
+know the number of our troops and the position in which our army and our
+forces now are, and then..."
+
+But scarcely had Pierre uttered these words before he was attacked from
+three sides. The most vigorous attack came from an old acquaintance, a
+boston player who had always been well disposed toward him, Stepan
+Stepanovich Adraksin. Adraksin was in uniform, and whether as a result
+of the uniform or from some other cause Pierre saw before him quite a
+different man. With a sudden expression of malevolence on his aged face,
+Adraksin shouted at Pierre:
+
+"In the first place, I tell you we have no right to question the Emperor
+about that, and secondly, if the Russian nobility had that right, the
+Emperor could not answer such a question. The troops are moved according
+to the enemy's movements and the number of men increases and
+decreases..."
+
+Another voice, that of a nobleman of medium height and about forty years
+of age, whom Pierre had formerly met at the gypsies' and knew as a bad
+cardplayer, and who, also transformed by his uniform, came up to Pierre,
+interrupted Adraksin.
+
+"Yes, and this is not a time for discussing," he continued, "but for
+acting: there is war in Russia! The enemy is advancing to destroy
+Russia, to desecrate the tombs of our fathers, to carry off our wives
+and children." The nobleman smote his breast. "We will all arise, every
+one of us will go, for our father the Tsar!" he shouted, rolling his
+bloodshot eyes. Several approving voices were heard in the crowd. "We
+are Russians and will not grudge our blood in defense of our faith, the
+throne, and the Fatherland! We must cease raving if we are sons of our
+Fatherland! We will show Europe how Russia rises to the defense of
+Russia!"
+
+Pierre wished to reply, but could not get in a word. He felt that his
+words, apart from what meaning they conveyed, were less audible than the
+sound of his opponent's voice.
+
+Count Rostov at the back of the crowd was expressing approval; several
+persons, briskly turning a shoulder to the orator at the end of a
+phrase, said:
+
+"That's right, quite right! Just so!"
+
+Pierre wished to say that he was ready to sacrifice his money, his
+serfs, or himself, only one ought to know the state of affairs in order
+to be able to improve it, but he was unable to speak. Many voices
+shouted and talked at the same time, so that Count Rostov had not time
+to signify his approval of them all, and the group increased, dispersed,
+re-formed, and then moved with a hum of talk into the largest hall and
+to the big table. Not only was Pierre's attempt to speak unsuccessful,
+but he was rudely interrupted, pushed aside, and people turned away from
+him as from a common enemy. This happened not because they were
+displeased by the substance of his speech, which had even been forgotten
+after the many subsequent speeches, but to animate it the crowd needed a
+tangible object to love and a tangible object to hate. Pierre became the
+latter. Many other orators spoke after the excited nobleman, and all in
+the same tone. Many spoke eloquently and with originality.
+
+Glinka, the editor of the Russian Messenger, who was recognized (cries
+of "author! author!" were heard in the crowd), said that "hell must be
+repulsed by hell," and that he had seen a child smiling at lightning
+flashes and thunderclaps, but "we will not be that child."
+
+"Yes, yes, at thunderclaps!" was repeated approvingly in the back rows
+of the crowd.
+
+The crowd drew up to the large table, at which sat gray-haired or bald
+seventy-year-old magnates, uniformed and besashed almost all of whom
+Pierre had seen in their own homes with their buffoons, or playing
+boston at the clubs. With an incessant hum of voices the crowd advanced
+to the table. Pressed by the throng against the high backs of the
+chairs, the orators spoke one after another and sometimes two together.
+Those standing behind noticed what a speaker omitted to say and hastened
+to supply it. Others in that heat and crush racked their brains to find
+some thought and hastened to utter it. The old magnates, whom Pierre
+knew, sat and turned to look first at one and then at another, and their
+faces for the most part only expressed the fact that they found it very
+hot. Pierre, however, felt excited, and the general desire to show that
+they were ready to go to all lengths--which found expression in the
+tones and looks more than in the substance of the speeches--infected him
+too. He did not renounce his opinions, but felt himself in some way to
+blame and wished to justify himself.
+
+"I only said that it would be more to the purpose to make sacrifices
+when we know what is needed!" said he, trying to be heard above the
+other voices.
+
+One of the old men nearest to him looked round, but his attention was
+immediately diverted by an exclamation at the other side of the table.
+
+"Yes, Moscow will be surrendered! She will be our expiation!" shouted
+one man.
+
+"He is the enemy of mankind!" cried another. "Allow me to speak...."
+"Gentlemen, you are crushing me!..."
+
+
+
+
+CHAPTER XXIII
+
+At that moment Count Rostopchin with his protruding chin and alert eyes,
+wearing the uniform of a general with sash over his shoulder, entered
+the room, stepping briskly to the front of the crowd of gentry.
+
+"Our sovereign the Emperor will be here in a moment," said Rostopchin.
+"I am straight from the palace. Seeing the position we are in, I think
+there is little need for discussion. The Emperor has deigned to summon
+us and the merchants. Millions will pour forth from there"--he pointed
+to the merchants' hall--"but our business is to supply men and not spare
+ourselves... That is the least we can do!"
+
+A conference took place confined to the magnates sitting at the table.
+The whole consultation passed more than quietly. After all the preceding
+noise the sound of their old voices saying one after another, "I agree,"
+or for variety, "I too am of that opinion," and so on had even a
+mournful effect.
+
+The secretary was told to write down the resolution of the Moscow
+nobility and gentry, that they would furnish ten men, fully equipped,
+out of every thousand serfs, as the Smolensk gentry had done. Their
+chairs made a scraping noise as the gentlemen who had conferred rose
+with apparent relief, and began walking up and down, arm in arm, to
+stretch their legs and converse in couples.
+
+"The Emperor! The Emperor!" a sudden cry resounded through the halls and
+the whole throng hurried to the entrance.
+
+The Emperor entered the hall through a broad path between two lines of
+nobles. Every face expressed respectful, awe-struck curiosity. Pierre
+stood rather far off and could not hear all that the Emperor said. From
+what he did hear he understood that the Emperor spoke of the danger
+threatening the empire and of the hopes he placed on the Moscow
+nobility. He was answered by a voice which informed him of the
+resolution just arrived at.
+
+"Gentlemen!" said the Emperor with a quivering voice.
+
+There was a rustling among the crowd and it again subsided, so that
+Pierre distinctly heard the pleasantly human voice of the Emperor saying
+with emotion:
+
+"I never doubted the devotion of the Russian nobles, but today it has
+surpassed my expectations. I thank you in the name of the Fatherland!
+Gentlemen, let us act! Time is most precious..."
+
+The Emperor ceased speaking, the crowd began pressing round him, and
+rapturous exclamations were heard from all sides.
+
+"Yes, most precious... a royal word," said Count Rostov, with a sob. He
+stood at the back, and, though he had heard hardly anything, understood
+everything in his own way.
+
+From the hall of the nobility the Emperor went to that of the merchants.
+There he remained about ten minutes. Pierre was among those who saw him
+come out from the merchants' hall with tears of emotion in his eyes. As
+became known later, he had scarcely begun to address the merchants
+before tears gushed from his eyes and he concluded in a trembling voice.
+When Pierre saw the Emperor he was coming out accompanied by two
+merchants, one of whom Pierre knew, a fat otkupshchik. The other was the
+mayor, a man with a thin sallow face and narrow beard. Both were
+weeping. Tears filled the thin man's eyes, and the fat otkupshchik
+sobbed outright like a child and kept repeating:
+
+"Our lives and property--take them, Your Majesty!"
+
+Pierre's one feeling at the moment was a desire to show that he was
+ready to go all lengths and was prepared to sacrifice everything. He now
+felt ashamed of his speech with its constitutional tendency and sought
+an opportunity of effacing it. Having heard that Count Mamonov was
+furnishing a regiment, Bezukhov at once informed Rostopchin that he
+would give a thousand men and their maintenance.
+
+Old Rostov could not tell his wife of what had passed without tears, and
+at once consented to Petya's request and went himself to enter his name.
+
+Next day the Emperor left Moscow. The assembled nobles all took off
+their uniforms and settled down again in their homes and clubs, and not
+without some groans gave orders to their stewards about the enrollment,
+feeling amazed themselves at what they had done.
+
+BOOK TEN: 1812
+
+
+
+
+CHAPTER I
+
+Napoleon began the war with Russia because he could not resist going to
+Dresden, could not help having his head turned by the homage he
+received, could not help donning a Polish uniform and yielding to the
+stimulating influence of a June morning, and could not refrain from
+bursts of anger in the presence of Kurakin and then of Balashev.
+
+Alexander refused negotiations because he felt himself to be personally
+insulted. Barclay de Tolly tried to command the army in the best way,
+because he wished to fulfill his duty and earn fame as a great
+commander. Rostov charged the French because he could not restrain his
+wish for a gallop across a level field; and in the same way the
+innumerable people who took part in the war acted in accord with their
+personal characteristics, habits, circumstances, and aims. They were
+moved by fear or vanity, rejoiced or were indignant, reasoned, imagining
+that they knew what they were doing and did it of their own free will,
+but they all were involuntary tools of history, carrying on a work
+concealed from them but comprehensible to us. Such is the inevitable
+fate of men of action, and the higher they stand in the social hierarchy
+the less are they free.
+
+The actors of 1812 have long since left the stage, their personal
+interests have vanished leaving no trace, and nothing remains of that
+time but its historic results.
+
+Providence compelled all these men, striving to attain personal aims, to
+further the accomplishment of a stupendous result no one of them at all
+expected--neither Napoleon, nor Alexander, nor still less any of those
+who did the actual fighting.
+
+The cause of the destruction of the French army in 1812 is clear to us
+now. No one will deny that that cause was, on the one hand, its advance
+into the heart of Russia late in the season without any preparation for
+a winter campaign and, on the other, the character given to the war by
+the burning of Russian towns and the hatred of the foe this aroused
+among the Russian people. But no one at the time foresaw (what now seems
+so evident) that this was the only way an army of eight hundred thousand
+men--the best in the world and led by the best general--could be
+destroyed in conflict with a raw army of half its numerical strength,
+and led by inexperienced commanders as the Russian army was. Not only
+did no one see this, but on the Russian side every effort was made to
+hinder the only thing that could save Russia, while on the French side,
+despite Napoleon's experience and so-called military genius, every
+effort was directed to pushing on to Moscow at the end of the summer,
+that is, to doing the very thing that was bound to lead to destruction.
+
+In historical works on the year 1812 French writers are very fond of
+saying that Napoleon felt the danger of extending his line, that he
+sought a battle and that his marshals advised him to stop at Smolensk,
+and of making similar statements to show that the danger of the campaign
+was even then understood. Russian authors are still fonder of telling us
+that from the commencement of the campaign a Scythian war plan was
+adopted to lure Napoleon into the depths of Russia, and this plan some
+of them attribute to Pfuel, others to a certain Frenchman, others to
+Toll, and others again to Alexander himself--pointing to notes,
+projects, and letters which contain hints of such a line of action. But
+all these hints at what happened, both from the French side and the
+Russian, are advanced only because they fit in with the event. Had that
+event not occurred these hints would have been forgotten, as we have
+forgotten the thousands and millions of hints and expectations to the
+contrary which were current then but have now been forgotten because the
+event falsified them. There are always so many conjectures as to the
+issue of any event that however it may end there will always be people
+to say: "I said then that it would be so," quite forgetting that amid
+their innumerable conjectures many were to quite the contrary effect.
+
+Conjectures as to Napoleon's awareness of the danger of extending his
+line, and (on the Russian side) as to luring the enemy into the depths
+of Russia, are evidently of that kind, and only by much straining can
+historians attribute such conceptions to Napoleon and his marshals, or
+such plans to the Russian commanders. All the facts are in flat
+contradiction to such conjectures. During the whole period of the war
+not only was there no wish on the Russian side to draw the French into
+the heart of the country, but from their first entry into Russia
+everything was done to stop them. And not only was Napoleon not afraid
+to extend his line, but he welcomed every step forward as a triumph and
+did not seek battle as eagerly as in former campaigns, but very lazily.
+
+At the very beginning of the war our armies were divided, and our sole
+aim was to unite them, though uniting the armies was no advantage if we
+meant to retire and lure the enemy into the depths of the country. Our
+Emperor joined the army to encourage it to defend every inch of Russian
+soil and not to retreat. The enormous Drissa camp was formed on Pfuel's
+plan, and there was no intention of retiring farther. The Emperor
+reproached the commanders in chief for every step they retired. He could
+not bear the idea of letting the enemy even reach Smolensk, still less
+could he contemplate the burning of Moscow, and when our armies did
+unite he was displeased that Smolensk was abandoned and burned without a
+general engagement having been fought under its walls.
+
+So thought the Emperor, and the Russian commanders and people were still
+more provoked at the thought that our forces were retreating into the
+depths of the country.
+
+Napoleon having cut our armies apart advanced far into the country and
+missed several chances of forcing an engagement. In August he was at
+Smolensk and thought only of how to advance farther, though as we now
+see that advance was evidently ruinous to him.
+
+The facts clearly show that Napoleon did not foresee the danger of the
+advance on Moscow, nor did Alexander and the Russian commanders then
+think of luring Napoleon on, but quite the contrary. The luring of
+Napoleon into the depths of the country was not the result of any plan,
+for no one believed it to be possible; it resulted from a most complex
+interplay of intrigues, aims, and wishes among those who took part in
+the war and had no perception whatever of the inevitable, or of the one
+way of saving Russia. Everything came about fortuitously. The armies
+were divided at the commencement of the campaign. We tried to unite
+them, with the evident intention of giving battle and checking the
+enemy's advance, and by this effort to unite them while avoiding battle
+with a much stronger enemy, and necessarily withdrawing the armies at an
+acute angle--we led the French on to Smolensk. But we withdrew at an
+acute angle not only because the French advanced between our two armies;
+the angle became still more acute and we withdrew still farther, because
+Barclay de Tolly was an unpopular foreigner disliked by Bagration (who
+would come under his command), and Bagration--being in command of the
+second army--tried to postpone joining up and coming under Barclay's
+command as long as he could. Bagration was slow in effecting the
+junction--though that was the chief aim of all at headquarters--because,
+as he alleged, he exposed his army to danger on this march, and it was
+best for him to retire more to the left and more to the south, worrying
+the enemy from flank and rear and securing from the Ukraine recruits for
+his army; and it looks as if he planned this in order not to come under
+the command of the detested foreigner Barclay, whose rank was inferior
+to his own.
+
+The Emperor was with the army to encourage it, but his presence and
+ignorance of what steps to take, and the enormous number of advisers and
+plans, destroyed the first army's energy and it retired.
+
+The intention was to make a stand at the Drissa camp, but Paulucci,
+aiming at becoming commander-in-chief, unexpectedly employed his energy
+to influence Alexander, and Pfuel's whole plan was abandoned and the
+command entrusted to Barclay. But as Barclay did not inspire confidence
+his power was limited. The armies were divided, there was no unity of
+command, and Barclay was unpopular; but from this confusion, division,
+and the unpopularity of the foreign commander-in-chief, there resulted
+on the one hand indecision and the avoidance of a battle (which we could
+not have refrained from had the armies been united and had someone else,
+instead of Barclay, been in command) and on the other an ever-increasing
+indignation against the foreigners and an increase in patriotic zeal.
+
+At last the Emperor left the army, and as the most convenient and indeed
+the only pretext for his departure it was decided that it was necessary
+for him to inspire the people in the capitals and arouse the nation in
+general to a patriotic war. And by this visit of the Emperor to Moscow
+the strength of the Russian army was trebled.
+
+He left in order not to obstruct the commander-in-chief's undivided
+control of the army, and hoping that more decisive action would then be
+taken, but the command of the armies became still more confused and
+enfeebled. Bennigsen, the Tsarevich, and a swarm of adjutants general
+remained with the army to keep the commander-in-chief under observation
+and arouse his energy, and Barclay, feeling less free than ever under
+the observation of all these "eyes of the Emperor," became still more
+cautious of undertaking any decisive action and avoided giving battle.
+
+Barclay stood for caution. The Tsarevich hinted at treachery and
+demanded a general engagement. Lubomirski, Bronnitski, Wlocki, and the
+others of that group stirred up so much trouble that Barclay, under
+pretext of sending papers to the Emperor, dispatched these Polish
+adjutants general to Petersburg and plunged into an open struggle with
+Bennigsen and the Tsarevich.
+
+At Smolensk the armies at last reunited, much as Bagration disliked it.
+
+Bagration drove up in a carriage to the house occupied by Barclay.
+Barclay donned his sash and came out to meet and report to his senior
+officer Bagration.
+
+Despite his seniority in rank Bagration, in this contest of magnanimity,
+took his orders from Barclay, but, having submitted, agreed with him
+less than ever. By the Emperor's orders Bagration reported direct to
+him. He wrote to Arakcheev, the Emperor's confidant: "It must be as my
+sovereign pleases, but I cannot work with the Minister (meaning
+Barclay). For God's sake send me somewhere else if only in command of a
+regiment. I cannot stand it here. Headquarters are so full of Germans
+that a Russian cannot exist and there is no sense in anything. I thought
+I was really serving my sovereign and the Fatherland, but it turns out
+that I am serving Barclay. I confess I do not want to."
+
+The swarm of Bronnitskis and Wintzingerodes and their like still further
+embittered the relations between the commanders in chief, and even less
+unity resulted. Preparations were made to fight the French before
+Smolensk. A general was sent to survey the position. This general,
+hating Barclay, rode to visit a friend of his own, a corps commander,
+and, having spent the day with him, returned to Barclay and condemned,
+as unsuitable from every point of view, the battleground he had not
+seen.
+
+While disputes and intrigues were going on about the future field of
+battle, and while we were looking for the French--having lost touch with
+them--the French stumbled upon Neverovski's division and reached the
+walls of Smolensk.
+
+It was necessary to fight an unexpected battle at Smolensk to save our
+lines of communication. The battle was fought and thousands were killed
+on both sides.
+
+Smolensk was abandoned contrary to the wishes of the Emperor and of the
+whole people. But Smolensk was burned by its own inhabitants-who had
+been misled by their governor. And these ruined inhabitants, setting an
+example to other Russians, went to Moscow thinking only of their own
+losses but kindling hatred of the foe. Napoleon advanced farther and we
+retired, thus arriving at the very result which caused his destruction.
+
+
+
+
+CHAPTER II
+
+The day after his son had left, Prince Nicholas sent for Princess Mary
+to come to his study.
+
+"Well? Are you satisfied now?" said he. "You've made me quarrel with my
+son! Satisfied, are you? That's all you wanted! Satisfied?... It hurts
+me, it hurts. I'm old and weak and this is what you wanted. Well then,
+gloat over it! Gloat over it!"
+
+After that Princess Mary did not see her father for a whole week. He was
+ill and did not leave his study.
+
+Princess Mary noticed to her surprise that during this illness the old
+prince not only excluded her from his room, but did not admit
+Mademoiselle Bourienne either. Tikhon alone attended him.
+
+At the end of the week the prince reappeared and resumed his former way
+of life, devoting himself with special activity to building operations
+and the arrangement of the gardens and completely breaking off his
+relations with Mademoiselle Bourienne. His looks and cold tone to his
+daughter seemed to say: "There, you see? You plotted against me, you
+lied to Prince Andrew about my relations with that Frenchwoman and made
+me quarrel with him, but you see I need neither her nor you!"
+
+Princess Mary spent half of every day with little Nicholas, watching his
+lessons, teaching him Russian and music herself, and talking to
+Dessalles; the rest of the day she spent over her books, with her old
+nurse, or with "God's folk" who sometimes came by the back door to see
+her.
+
+Of the war Princess Mary thought as women do think about wars. She
+feared for her brother who was in it, was horrified by and amazed at the
+strange cruelty that impels men to kill one another, but she did not
+understand the significance of this war, which seemed to her like all
+previous wars. She did not realize the significance of this war, though
+Dessalles with whom she constantly conversed was passionately interested
+in its progress and tried to explain his own conception of it to her,
+and though the "God's folk" who came to see her reported, in their own
+way, the rumors current among the people of an invasion by Antichrist,
+and though Julie (now Princess Drubetskaya), who had resumed
+correspondence with her, wrote patriotic letters from Moscow.
+
+"I write you in Russian, my good friend," wrote Julie in her Frenchified
+Russian, "because I have a detestation for all the French, and the same
+for their language which I cannot support to hear spoken.... We in
+Moscow are elated by enthusiasm for our adored Emperor.
+
+"My poor husband is enduring pains and hunger in Jewish taverns, but the
+news which I have inspires me yet more.
+
+"You heard probably of the heroic exploit of Raevski, embracing his two
+sons and saying: 'I will perish with them but we will not be shaken!'
+And truly though the enemy was twice stronger than we, we were
+unshakable. We pass the time as we can, but in war as in war! The
+princesses Aline and Sophie sit whole days with me, and we, unhappy
+widows of live men, make beautiful conversations over our 'charpie',
+only you, my friend, are missing..." and so on.
+
+The chief reason Princess Mary did not realize the full significance of
+this war was that the old prince never spoke of it, did not recognize
+it, and laughed at Dessalles when he mentioned it at dinner. The
+prince's tone was so calm and confident that Princess Mary
+unhesitatingly believed him.
+
+All that July the old prince was exceedingly active and even animated.
+He planned another garden and began a new building for the domestic
+serfs. The only thing that made Princess Mary anxious about him was that
+he slept very little and, instead of sleeping in his study as usual,
+changed his sleeping place every day. One day he would order his camp
+bed to be set up in the glass gallery, another day he remained on the
+couch or on the lounge chair in the drawing room and dozed there without
+undressing, while--instead of Mademoiselle Bourienne--a serf boy read to
+him. Then again he would spend a night in the dining room.
+
+On August 1, a second letter was received from Prince Andrew. In his
+first letter which came soon after he had left home, Prince Andrew had
+dutifully asked his father's forgiveness for what he had allowed himself
+to say and begged to be restored to his favor. To this letter the old
+prince had replied affectionately, and from that time had kept the
+Frenchwoman at a distance. Prince Andrew's second letter, written near
+Vitebsk after the French had occupied that town, gave a brief account of
+the whole campaign, enclosed for them a plan he had drawn and forecasts
+as to the further progress of the war. In this letter Prince Andrew
+pointed out to his father the danger of staying at Bald Hills, so near
+the theater of war and on the army's direct line of march, and advised
+him to move to Moscow.
+
+At dinner that day, on Dessalles' mentioning that the French were said
+to have already entered Vitebsk, the old prince remembered his son's
+letter.
+
+"There was a letter from Prince Andrew today," he said to Princess Mary-
+-"Haven't you read it?"
+
+"No, Father," she replied in a frightened voice.
+
+She could not have read the letter as she did not even know it had
+arrived.
+
+"He writes about this war," said the prince, with the ironic smile that
+had become habitual to him in speaking of the present war.
+
+"That must be very interesting," said Dessalles. "Prince Andrew is in a
+position to know..."
+
+"Oh, very interesting!" said Mademoiselle Bourienne.
+
+"Go and get it for me," said the old prince to Mademoiselle Bourienne.
+"You know--under the paperweight on the little table."
+
+Mademoiselle Bourienne jumped up eagerly.
+
+"No, don't!" he exclaimed with a frown. "You go, Michael Ivanovich."
+
+Michael Ivanovich rose and went to the study. But as soon as he had left
+the room the old prince, looking uneasily round, threw down his napkin
+and went himself.
+
+"They can't do anything... always make some muddle," he muttered.
+
+While he was away Princess Mary, Dessalles, Mademoiselle Bourienne, and
+even little Nicholas exchanged looks in silence. The old prince returned
+with quick steps, accompanied by Michael Ivanovich, bringing the letter
+and a plan. These he put down beside him--not letting anyone read them
+at dinner.
+
+On moving to the drawing room he handed the letter to Princess Mary and,
+spreading out before him the plan of the new building and fixing his
+eyes upon it, told her to read the letter aloud. When she had done so
+Princess Mary looked inquiringly at her father. He was examining the
+plan, evidently engrossed in his own ideas.
+
+"What do you think of it, Prince?" Dessalles ventured to ask.
+
+"I? I?..." said the prince as if unpleasantly awakened, and not taking
+his eyes from the plan of the building.
+
+"Very possibly the theater of war will move so near to us that..."
+
+"Ha ha ha! The theater of war!" said the prince. "I have said and still
+say that the theater of war is Poland and the enemy will never get
+beyond the Niemen."
+
+Dessalles looked in amazement at the prince, who was talking of the
+Niemen when the enemy was already at the Dnieper, but Princess Mary,
+forgetting the geographical position of the Niemen, thought that what
+her father was saying was correct.
+
+"When the snow melts they'll sink in the Polish swamps. Only they could
+fail to see it," the prince continued, evidently thinking of the
+campaign of 1807 which seemed to him so recent. "Bennigsen should have
+advanced into Prussia sooner, then things would have taken a different
+turn..."
+
+"But, Prince," Dessalles began timidly, "the letter mentions
+Vitebsk...."
+
+"Ah, the letter? Yes..." replied the prince peevishly. "Yes... yes..."
+His face suddenly took on a morose expression. He paused. "Yes, he
+writes that the French were beaten at... at... what river is it?"
+
+Dessalles dropped his eyes.
+
+"The prince says nothing about that," he remarked gently.
+
+"Doesn't he? But I didn't invent it myself."
+
+No one spoke for a long time.
+
+"Yes... yes... Well, Michael Ivanovich," he suddenly went on, raising
+his head and pointing to the plan of the building, "tell me how you mean
+to alter it...."
+
+Michael Ivanovich went up to the plan, and the prince after speaking to
+him about the building looked angrily at Princess Mary and Dessalles and
+went to his own room.
+
+Princess Mary saw Dessalles' embarrassed and astonished look fixed on
+her father, noticed his silence, and was struck by the fact that her
+father had forgotten his son's letter on the drawing-room table; but she
+was not only afraid to speak of it and ask Dessalles the reason of his
+confusion and silence, but was afraid even to think about it.
+
+In the evening Michael Ivanovich, sent by the prince, came to Princess
+Mary for Prince Andrew's letter which had been forgotten in the drawing
+room. She gave it to him and, unpleasant as it was to her to do so,
+ventured to ask him what her father was doing.
+
+"Always busy," replied Michael Ivanovich with a respectfully ironic
+smile which caused Princess Mary to turn pale. "He's worrying very much
+about the new building. He has been reading a little, but now"--Michael
+Ivanovich went on, lowering his voice--"now he's at his desk, busy with
+his will, I expect." (One of the prince's favorite occupations of late
+had been the preparation of some papers he meant to leave at his death
+and which he called his "will.")
+
+"And Alpatych is being sent to Smolensk?" asked Princess Mary.
+
+"Oh, yes, he has been waiting to start for some time."
+
+
+
+
+CHAPTER III
+
+When Michael Ivanovich returned to the study with the letter, the old
+prince, with spectacles on and a shade over his eyes, was sitting at his
+open bureau with screened candles, holding a paper in his outstretched
+hand, and in a somewhat dramatic attitude was reading his manuscript--
+his "Remarks" as he termed it--which was to be transmitted to the
+Emperor after his death.
+
+When Michael Ivanovich went in there were tears in the prince's eyes
+evoked by the memory of the time when the paper he was now reading had
+been written. He took the letter from Michael Ivanovich's hand, put it
+in his pocket, folded up his papers, and called in Alpatych who had long
+been waiting.
+
+The prince had a list of things to be bought in Smolensk and, walking up
+and down the room past Alpatych who stood by the door, he gave his
+instructions.
+
+"First, notepaper--do you hear? Eight quires, like this sample, gilt-
+edged... it must be exactly like the sample. Varnish, sealing wax, as in
+Michael Ivanovich's list."
+
+He paced up and down for a while and glanced at his notes.
+
+"Then hand to the governor in person a letter about the deed."
+
+Next, bolts for the doors of the new building were wanted and had to be
+of a special shape the prince had himself designed, and a leather case
+had to be ordered to keep the "will" in.
+
+The instructions to Alpatych took over two hours and still the prince
+did not let him go. He sat down, sank into thought, closed his eyes, and
+dozed off. Alpatych made a slight movement.
+
+"Well, go, go! If anything more is wanted I'll send after you."
+
+Alpatych went out. The prince again went to his bureau, glanced into it,
+fingered his papers, closed the bureau again, and sat down at the table
+to write to the governor.
+
+It was already late when he rose after sealing the letter. He wished to
+sleep, but he knew he would not be able to and that most depressing
+thoughts came to him in bed. So he called Tikhon and went through the
+rooms with him to show him where to set up the bed for that night.
+
+He went about looking at every corner. Every place seemed
+unsatisfactory, but worst of all was his customary couch in the study.
+That couch was dreadful to him, probably because of the oppressive
+thoughts he had had when lying there. It was unsatisfactory everywhere,
+but the corner behind the piano in the sitting room was better than
+other places: he had never slept there yet.
+
+With the help of a footman Tikhon brought in the bedstead and began
+putting it up.
+
+"That's not right! That's not right!" cried the prince, and himself
+pushed it a few inches from the corner and then closer in again.
+
+"Well, at last I've finished, now I'll rest," thought the prince, and
+let Tikhon undress him.
+
+Frowning with vexation at the effort necessary to divest himself of his
+coat and trousers, the prince undressed, sat down heavily on the bed,
+and appeared to be meditating as he looked contemptuously at his
+withered yellow legs. He was not meditating, but only deferring the
+moment of making the effort to lift those legs up and turn over on the
+bed. "Ugh, how hard it is! Oh, that this toil might end and you would
+release me!" thought he. Pressing his lips together he made that effort
+for the twenty-thousandth time and lay down. But hardly had he done so
+before he felt the bed rocking backwards and forwards beneath him as if
+it were breathing heavily and jolting. This happened to him almost every
+night. He opened his eyes as they were closing.
+
+"No peace, damn them!" he muttered, angry he knew not with whom. "Ah
+yes, there was something else important, very important, that I was
+keeping till I should be in bed. The bolts? No, I told him about them.
+No, it was something, something in the drawing room. Princess Mary
+talked some nonsense. Dessalles, that fool, said something. Something in
+my pocket--can't remember..."
+
+"Tikhon, what did we talk about at dinner?"
+
+"About Prince Michael..."
+
+"Be quiet, quiet!" The prince slapped his hand on the table. "Yes, I
+know, Prince Andrew's letter! Princess Mary read it. Dessalles said
+something about Vitebsk. Now I'll read it."
+
+He had the letter taken from his pocket and the table--on which stood a
+glass of lemonade and a spiral wax candle--moved close to the bed, and
+putting on his spectacles he began reading. Only now in the stillness of
+the night, reading it by the faint light under the green shade, did he
+grasp its meaning for a moment.
+
+"The French at Vitebsk, in four days' march they may be at Smolensk;
+perhaps are already there! Tikhon!" Tikhon jumped up. "No, no, I don't
+want anything!" he shouted.
+
+He put the letter under the candlestick and closed his eyes. And there
+rose before him the Danube at bright noonday: reeds, the Russian camp,
+and himself a young general without a wrinkle on his ruddy face,
+vigorous and alert, entering Potemkin's gaily colored tent, and a
+burning sense of jealousy of "the favorite" agitated him now as strongly
+as it had done then. He recalled all the words spoken at that first
+meeting with Potemkin. And he saw before him a plump, rather sallow-
+faced, short, stout woman, the Empress Mother, with her smile and her
+words at her first gracious reception of him, and then that same face on
+the catafalque, and the encounter he had with Zubov over her coffin
+about his right to kiss her hand.
+
+"Oh, quicker, quicker! To get back to that time and have done with all
+the present! Quicker, quicker--and that they should leave me in peace!"
+
+
+
+
+CHAPTER IV
+
+Bald Hills, Prince Nicholas Bolkonski's estate, lay forty miles east
+from Smolensk and two miles from the main road to Moscow.
+
+The same evening that the prince gave his instructions to Alpatych,
+Dessalles, having asked to see Princess Mary, told her that, as the
+prince was not very well and was taking no steps to secure his safety,
+though from Prince Andrew's letter it was evident that to remain at Bald
+Hills might be dangerous, he respectfully advised her to send a letter
+by Alpatych to the Provincial Governor at Smolensk, asking him to let
+her know the state of affairs and the extent of the danger to which Bald
+Hills was exposed. Dessalles wrote this letter to the Governor for
+Princess Mary, she signed it, and it was given to Alpatych with
+instructions to hand it to the Governor and to come back as quickly as
+possible if there was danger.
+
+Having received all his orders Alpatych, wearing a white beaver hat--a
+present from the prince--and carrying a stick as the prince did, went
+out accompanied by his family. Three well-fed roans stood ready
+harnessed to a small conveyance with a leather hood.
+
+The larger bell was muffled and the little bells on the harness stuffed
+with paper. The prince allowed no one at Bald Hills to drive with
+ringing bells; but on a long journey Alpatych liked to have them. His
+satellites--the senior clerk, a countinghouse clerk, a scullery maid, a
+cook, two old women, a little pageboy, the coachman, and various
+domestic serfs--were seeing him off.
+
+His daughter placed chintz-covered down cushions for him to sit on and
+behind his back. His old sister-in-law popped in a small bundle, and one
+of the coachmen helped him into the vehicle.
+
+"There! There! Women's fuss! Women, women!" said Alpatych, puffing and
+speaking rapidly just as the prince did, and he climbed into the trap.
+
+After giving the clerk orders about the work to be done, Alpatych, not
+trying to imitate the prince now, lifted the hat from his bald head and
+crossed himself three times.
+
+"If there is anything... come back, Yakov Alpatych! For Christ's sake
+think of us!" cried his wife, referring to the rumors of war and the
+enemy.
+
+"Women, women! Women's fuss!" muttered Alpatych to himself and started
+on his journey, looking round at the fields of yellow rye and the still-
+green, thickly growing oats, and at other quite black fields just being
+plowed a second time.
+
+As he went along he looked with pleasure at the year's splendid crop of
+corn, scrutinized the strips of ryefield which here and there were
+already being reaped, made his calculations as to the sowing and the
+harvest, and asked himself whether he had not forgotten any of the
+prince's orders.
+
+Having baited the horses twice on the way, he arrived at the town toward
+evening on the fourth of August.
+
+Alpatych kept meeting and overtaking baggage trains and troops on the
+road. As he approached Smolensk he heard the sounds of distant firing,
+but these did not impress him. What struck him most was the sight of a
+splendid field of oats in which a camp had been pitched and which was
+being mown down by the soldiers, evidently for fodder. This fact
+impressed Alpatych, but in thinking about his own business he soon
+forgot it.
+
+All the interests of his life for more than thirty years had been
+bounded by the will of the prince, and he never went beyond that limit.
+Everything not connected with the execution of the prince's orders did
+not interest and did not even exist for Alpatych.
+
+On reaching Smolensk on the evening of the fourth of August he put up in
+the Gachina suburb across the Dnieper, at the inn kept by Ferapontov,
+where he had been in the habit of putting up for the last thirty years.
+Some thirty years ago Ferapontov, by Alpatych's advice, had bought a
+wood from the prince, had begun to trade, and now had a house, an inn,
+and a corn dealer's shop in that province. He was a stout, dark, red-
+faced peasant in the forties, with thick lips, a broad knob of a nose,
+similar knobs over his black frowning brows, and a round belly.
+
+Wearing a waistcoat over his cotton shirt, Ferapontov was standing
+before his shop which opened onto the street. On seeing Alpatych he went
+up to him.
+
+"You're welcome, Yakov Alpatych. Folks are leaving the town, but you
+have come to it," said he.
+
+"Why are they leaving the town?" asked Alpatych.
+
+"That's what I say. Folks are foolish! Always afraid of the French."
+
+"Women's fuss, women's fuss!" said Alpatych.
+
+"Just what I think, Yakov Alpatych. What I say is: orders have been
+given not to let them in, so that must be right. And the peasants are
+asking three rubles for carting--it isn't Christian!"
+
+Yakov Alpatych heard without heeding. He asked for a samovar and for hay
+for his horses, and when he had had his tea he went to bed.
+
+All night long troops were moving past the inn. Next morning Alpatych
+donned a jacket he wore only in town and went out on business. It was a
+sunny morning and by eight o'clock it was already hot. "A good day for
+harvesting," thought Alpatych.
+
+From beyond the town firing had been heard since early morning. At eight
+o'clock the booming of cannon was added to the sound of musketry. Many
+people were hurrying through the streets and there were many soldiers,
+but cabs were still driving about, tradesmen stood at their shops, and
+service was being held in the churches as usual. Alpatych went to the
+shops, to government offices, to the post office, and to the Governor's.
+In the offices and shops and at the post office everyone was talking
+about the army and about the enemy who was already attacking the town,
+everybody was asking what should be done, and all were trying to calm
+one another.
+
+In front of the Governor's house Alpatych found a large number of
+people, Cossacks, and a traveling carriage of the Governor's. At the
+porch he met two of the landed gentry, one of whom he knew. This man, an
+ex-captain of police, was saying angrily:
+
+"It's no joke, you know! It's all very well if you're single. 'One man
+though undone is but one,' as the proverb says, but with thirteen in
+your family and all the property... They've brought us to utter ruin!
+What sort of governors are they to do that? They ought to be hanged--the
+brigands!..."
+
+"Oh come, that's enough!" said the other.
+
+"What do I care? Let him hear! We're not dogs," said the ex-captain of
+police, and looking round he noticed Alpatych.
+
+"Oh, Yakov Alpatych! What have you come for?"
+
+"To see the Governor by his excellency's order," answered Alpatych,
+lifting his head and proudly thrusting his hand into the bosom of his
+coat as he always did when he mentioned the prince.... "He has ordered
+me to inquire into the position of affairs," he added.
+
+"Yes, go and find out!" shouted the angry gentleman. "They've brought
+things to such a pass that there are no carts or anything!... There it
+is again, do you hear?" said he, pointing in the direction whence came
+the sounds of firing.
+
+"They've brought us all to ruin... the brigands!" he repeated, and
+descended the porch steps.
+
+Alpatych swayed his head and went upstairs. In the waiting room were
+tradesmen, women, and officials, looking silently at one another. The
+door of the Governor's room opened and they all rose and moved forward.
+An official ran out, said some words to a merchant, called a stout
+official with a cross hanging on his neck to follow him, and vanished
+again, evidently wishing to avoid the inquiring looks and questions
+addressed to him. Alpatych moved forward and next time the official came
+out addressed him, one hand placed in the breast of his buttoned coat,
+and handed him two letters.
+
+"To his Honor Baron Asch, from General-in-Chief Prince Bolkonski," he
+announced with such solemnity and significance that the official turned
+to him and took the letters.
+
+A few minutes later the Governor received Alpatych and hurriedly said to
+him:
+
+"Inform the prince and princess that I knew nothing: I acted on the
+highest instructions--here..." and he handed a paper to Alpatych.
+"Still, as the prince is unwell my advice is that they should go to
+Moscow. I am just starting myself. Inform them..."
+
+But the Governor did not finish: a dusty perspiring officer ran into the
+room and began to say something in French. The Governor's face expressed
+terror.
+
+"Go," he said, nodding his head to Alpatych, and began questioning the
+officer.
+
+Eager, frightened, helpless glances were turned on Alpatych when he came
+out of the Governor's room. Involuntarily listening now to the firing,
+which had drawn nearer and was increasing in strength, Alpatych hurried
+to his inn. The paper handed to him by the Governor said this:
+
+"I assure you that the town of Smolensk is not in the slightest danger
+as yet and it is unlikely that it will be threatened with any. I from
+the one side and Prince Bagration from the other are marching to unite
+our forces before Smolensk, which junction will be effected on the 22nd
+instant, and both armies with their united forces will defend our
+compatriots of the province entrusted to your care till our efforts
+shall have beaten back the enemies of our Fatherland, or till the last
+warrior in our valiant ranks has perished. From this you will see that
+you have a perfect right to reassure the inhabitants of Smolensk, for
+those defended by two such brave armies may feel assured of victory."
+(Instructions from Barclay de Tolly to Baron Asch, the civil governor of
+Smolensk, 1812.)
+
+People were anxiously roaming about the streets.
+
+Carts piled high with household utensils, chairs, and cupboards kept
+emerging from the gates of the yards and moving along the streets.
+Loaded carts stood at the house next to Ferapontov's and women were
+wailing and lamenting as they said good-by. A small watchdog ran round
+barking in front of the harnessed horses.
+
+Alpatych entered the innyard at a quicker pace than usual and went
+straight to the shed where his horses and trap were. The coachman was
+asleep. He woke him up, told him to harness, and went into the passage.
+From the host's room came the sounds of a child crying, the despairing
+sobs of a woman, and the hoarse angry shouting of Ferapontov. The cook
+began running hither and thither in the passage like a frightened hen,
+just as Alpatych entered.
+
+"He's done her to death. Killed the mistress!... Beat her... dragged her
+about so!..."
+
+"What for?" asked Alpatych.
+
+"She kept begging to go away. She's a woman! 'Take me away,' says she,
+'don't let me perish with my little children! Folks,' she says, 'are all
+gone, so why,' she says, 'don't we go?' And he began beating and pulling
+her about so!"
+
+At these words Alpatych nodded as if in approval, and not wishing to
+hear more went to the door of the room opposite the innkeeper's, where
+he had left his purchases.
+
+"You brute, you murderer!" screamed a thin, pale woman who, with a baby
+in her arms and her kerchief torn from her head, burst through the door
+at that moment and down the steps into the yard.
+
+Ferapontov came out after her, but on seeing Alpatych adjusted his
+waistcoat, smoothed his hair, yawned, and followed Alpatych into the
+opposite room.
+
+"Going already?" said he.
+
+Alpatych, without answering or looking at his host, sorted his packages
+and asked how much he owed.
+
+"We'll reckon up! Well, have you been to the Governor's?" asked
+Ferapontov. "What has been decided?"
+
+Alpatych replied that the Governor had not told him anything definite.
+
+"With our business, how can we get away?" said Ferapontov. "We'd have to
+pay seven rubles a cartload to Dorogobuzh and I tell them they're not
+Christians to ask it! Selivanov, now, did a good stroke last Thursday--
+sold flour to the army at nine rubles a sack. Will you have some tea?"
+he added.
+
+While the horses were being harnessed Alpatych and Ferapontov over their
+tea talked of the price of corn, the crops, and the good weather for
+harvesting.
+
+"Well, it seems to be getting quieter," remarked Ferapontov, finishing
+his third cup of tea and getting up. "Ours must have got the best of it.
+The orders were not to let them in. So we're in force, it seems.... They
+say the other day Matthew Ivanych Platov drove them into the river
+Marina and drowned some eighteen thousand in one day."
+
+Alpatych collected his parcels, handed them to the coachman who had come
+in, and settled up with the innkeeper. The noise of wheels, hoofs, and
+bells was heard from the gateway as a little trap passed out.
+
+It was by now late in the afternoon. Half the street was in shadow, the
+other half brightly lit by the sun. Alpatych looked out of the window
+and went to the door. Suddenly the strange sound of a far-off whistling
+and thud was heard, followed by a boom of cannon blending into a dull
+roar that set the windows rattling.
+
+He went out into the street: two men were running past toward the
+bridge. From different sides came whistling sounds and the thud of
+cannon balls and bursting shells falling on the town. But these sounds
+were hardly heard in comparison with the noise of the firing outside the
+town and attracted little attention from the inhabitants. The town was
+being bombarded by a hundred and thirty guns which Napoleon had ordered
+up after four o'clock. The people did not at once realize the meaning of
+this bombardment.
+
+At first the noise of the falling bombs and shells only aroused
+curiosity. Ferapontov's wife, who till then had not ceased wailing under
+the shed, became quiet and with the baby in her arms went to the gate,
+listening to the sounds and looking in silence at the people.
+
+The cook and a shop assistant came to the gate. With lively curiosity
+everyone tried to get a glimpse of the projectiles as they flew over
+their heads. Several people came round the corner talking eagerly.
+
+"What force!" remarked one. "Knocked the roof and ceiling all to
+splinters!"
+
+"Routed up the earth like a pig," said another.
+
+"That's grand, it bucks one up!" laughed the first. "Lucky you jumped
+aside, or it would have wiped you out!"
+
+Others joined those men and stopped and told how cannon balls had fallen
+on a house close to them. Meanwhile still more projectiles, now with the
+swift sinister whistle of a cannon ball, now with the agreeable
+intermittent whistle of a shell, flew over people's heads incessantly,
+but not one fell close by, they all flew over. Alpatych was getting into
+his trap. The innkeeper stood at the gate.
+
+"What are you staring at?" he shouted to the cook, who in her red skirt,
+with sleeves rolled up, swinging her bare elbows, had stepped to the
+corner to listen to what was being said.
+
+"What marvels!" she exclaimed, but hearing her master's voice she turned
+back, pulling down her tucked-up skirt.
+
+Once more something whistled, but this time quite close, swooping
+downwards like a little bird; a flame flashed in the middle of the
+street, something exploded, and the street was shrouded in smoke.
+
+"Scoundrel, what are you doing?" shouted the innkeeper, rushing to the
+cook.
+
+At that moment the pitiful wailing of women was heard from different
+sides, the frightened baby began to cry, and people crowded silently
+with pale faces round the cook. The loudest sound in that crowd was her
+wailing.
+
+"Oh-h-h! Dear souls, dear kind souls! Don't let me die! My good
+souls!..."
+
+Five minutes later no one remained in the street. The cook, with her
+thigh broken by a shell splinter, had been carried into the kitchen.
+Alpatych, his coachman, Ferapontov's wife and children and the house
+porter were all sitting in the cellar, listening. The roar of guns, the
+whistling of projectiles, and the piteous moaning of the cook, which
+rose above the other sounds, did not cease for a moment. The mistress
+rocked and hushed her baby and when anyone came into the cellar asked in
+a pathetic whisper what had become of her husband who had remained in
+the street. A shopman who entered told her that her husband had gone
+with others to the cathedral, whence they were fetching the wonder-
+working icon of Smolensk.
+
+Toward dusk the cannonade began to subside. Alpatych left the cellar and
+stopped in the doorway. The evening sky that had been so clear was
+clouded with smoke, through which, high up, the sickle of the new moon
+shone strangely. Now that the terrible din of the guns had ceased a hush
+seemed to reign over the town, broken only by the rustle of footsteps,
+the moaning, the distant cries, and the crackle of fires which seemed
+widespread everywhere. The cook's moans had now subsided. On two sides
+black curling clouds of smoke rose and spread from the fires. Through
+the streets soldiers in various uniforms walked or ran confusedly in
+different directions like ants from a ruined ant-hill. Several of them
+ran into Ferapontov's yard before Alpatych's eyes. Alpatych went out to
+the gate. A retreating regiment, thronging and hurrying, blocked the
+street.
+
+Noticing him, an officer said: "The town is being abandoned. Get away,
+get away!" and then, turning to the soldiers, shouted:
+
+"I'll teach you to run into the yards!"
+
+Alpatych went back to the house, called the coachman, and told him to
+set off. Ferapontov's whole household came out too, following Alpatych
+and the coachman. The women, who had been silent till then, suddenly
+began to wail as they looked at the fires--the smoke and even the flames
+of which could be seen in the failing twilight--and as if in reply the
+same kind of lamentation was heard from other parts of the street.
+Inside the shed Alpatych and the coachman arranged the tangled reins and
+traces of their horses with trembling hands.
+
+As Alpatych was driving out of the gate he saw some ten soldiers in
+Ferapontov's open shop, talking loudly and filling their bags and
+knapsacks with flour and sunflower seeds. Just then Ferapontov returned
+and entered his shop. On seeing the soldiers he was about to shout at
+them, but suddenly stopped and, clutching at his hair, burst into sobs
+and laughter:
+
+"Loot everything, lads! Don't let those devils get it!" he cried, taking
+some bags of flour himself and throwing them into the street.
+
+Some of the soldiers were frightened and ran away, others went on
+filling their bags. On seeing Alpatych, Ferapontov turned to him:
+
+"Russia is done for!" he cried. "Alpatych, I'll set the place on fire
+myself. We're done for!..." and Ferapontov ran into the yard.
+
+Soldiers were passing in a constant stream along the street blocking it
+completely, so that Alpatych could not pass out and had to wait.
+Ferapontov's wife and children were also sitting in a cart waiting till
+it was possible to drive out.
+
+Night had come. There were stars in the sky and the new moon shone out
+amid the smoke that screened it. On the sloping descent to the Dnieper
+Alpatych's cart and that of the innkeeper's wife, which were slowly
+moving amid the rows of soldiers and of other vehicles, had to stop. In
+a side street near the crossroads where the vehicles had stopped, a
+house and some shops were on fire. This fire was already burning itself
+out. The flames now died down and were lost in the black smoke, now
+suddenly flared up again brightly, lighting up with strange distinctness
+the faces of the people crowding at the crossroads. Black figures
+flitted about before the fire, and through the incessant crackling of
+the flames talking and shouting could be heard. Seeing that his trap
+would not be able to move on for some time, Alpatych got down and turned
+into the side street to look at the fire. Soldiers were continually
+rushing backwards and forwards near it, and he saw two of them and a man
+in a frieze coat dragging burning beams into another yard across the
+street, while others carried bundles of hay.
+
+Alpatych went up to a large crowd standing before a high barn which was
+blazing briskly. The walls were all on fire and the back wall had fallen
+in, the wooden roof was collapsing, and the rafters were alight. The
+crowd was evidently watching for the roof to fall in, and Alpatych
+watched for it too.
+
+"Alpatych!" a familiar voice suddenly hailed the old man.
+
+"Mercy on us! Your excellency!" answered Alpatych, immediately
+recognizing the voice of his young prince.
+
+Prince Andrew in his riding cloak, mounted on a black horse, was looking
+at Alpatych from the back of the crowd.
+
+"Why are you here?" he asked.
+
+"Your... your excellency," stammered Alpatych and broke into sobs. "Are
+we really lost? Master!..."
+
+"Why are you here?" Prince Andrew repeated.
+
+At that moment the flames flared up and showed his young master's pale
+worn face. Alpatych told how he had been sent there and how difficult it
+was to get away.
+
+"Are we really quite lost, your excellency?" he asked again.
+
+Prince Andrew without replying took out a notebook and raising his knee
+began writing in pencil on a page he tore out. He wrote to his sister:
+
+"Smolensk is being abandoned. Bald Hills will be occupied by the enemy
+within a week. Set off immediately for Moscow. Let me know at once when
+you will start. Send by special messenger to Usvyazh."
+
+Having written this and given the paper to Alpatych, he told him how to
+arrange for departure of the prince, the princess, his son, and the
+boy's tutor, and how and where to let him know immediately. Before he
+had had time to finish giving these instructions, a chief of staff
+followed by a suite galloped up to him.
+
+"You are a colonel?" shouted the chief of staff with a German accent, in
+a voice familiar to Prince Andrew. "Houses are set on fire in your
+presence and you stand by! What does this mean? You will answer for it!"
+shouted Berg, who was now assistant to the chief of staff of the
+commander of the left flank of the infantry of the first army, a place,
+as Berg said, "very agreeable and well en evidence."
+
+Prince Andrew looked at him and without replying went on speaking to
+Alpatych.
+
+"So tell them that I shall await a reply till the tenth, and if by the
+tenth I don't receive news that they have all got away I shall have to
+throw up everything and come myself to Bald Hills."
+
+"Prince," said Berg, recognizing Prince Andrew, "I only spoke because I
+have to obey orders, because I always do obey exactly.... You must
+please excuse me," he went on apologetically.
+
+Something cracked in the flames. The fire died down for a moment and
+wreaths of black smoke rolled from under the roof. There was another
+terrible crash and something huge collapsed.
+
+"Ou-rou-rou!" yelled the crowd, echoing the crash of the collapsing roof
+of the barn, the burning grain in which diffused a cakelike aroma all
+around. The flames flared up again, lighting the animated, delighted,
+exhausted faces of the spectators.
+
+The man in the frieze coat raised his arms and shouted:
+
+"It's fine, lads! Now it's raging... It's fine!"
+
+"That's the owner himself," cried several voices.
+
+"Well then," continued Prince Andrew to Alpatych, "report to them as I
+have told you"; and not replying a word to Berg who was now mute beside
+him, he touched his horse and rode down the side street.
+
+
+
+
+CHAPTER V
+
+From Smolensk the troops continued to retreat, followed by the enemy. On
+the tenth of August the regiment Prince Andrew commanded was marching
+along the highroad past the avenue leading to Bald Hills. Heat and
+drought had continued for more than three weeks. Each day fleecy clouds
+floated across the sky and occasionally veiled the sun, but toward
+evening the sky cleared again and the sun set in reddish-brown mist.
+Heavy night dews alone refreshed the earth. The unreaped corn was
+scorched and shed its grain. The marshes dried up. The cattle lowed from
+hunger, finding no food on the sun-parched meadows. Only at night and in
+the forests while the dew lasted was there any freshness. But on the
+road, the highroad along which the troops marched, there was no such
+freshness even at night or when the road passed through the forest; the
+dew was imperceptible on the sandy dust churned up more than six inches
+deep. As soon as day dawned the march began. The artillery and baggage
+wagons moved noiselessly through the deep dust that rose to the very
+hubs of the wheels, and the infantry sank ankle-deep in that soft,
+choking, hot dust that never cooled even at night. Some of this dust was
+kneaded by the feet and wheels, while the rest rose and hung like a
+cloud over the troops, settling in eyes, ears, hair, and nostrils, and
+worst of all in the lungs of the men and beasts as they moved along that
+road. The higher the sun rose the higher rose that cloud of dust, and
+through the screen of its hot fine particles one could look with naked
+eye at the sun, which showed like a huge crimson ball in the unclouded
+sky. There was no wind, and the men choked in that motionless
+atmosphere. They marched with handkerchiefs tied over their noses and
+mouths. When they passed through a village they all rushed to the wells
+and fought for the water and drank it down to the mud.
+
+Prince Andrew was in command of a regiment, and the management of that
+regiment, the welfare of the men and the necessity of receiving and
+giving orders, engrossed him. The burning of Smolensk and its
+abandonment made an epoch in his life. A novel feeling of anger against
+the foe made him forget his own sorrow. He was entirely devoted to the
+affairs of his regiment and was considerate and kind to his men and
+officers. In the regiment they called him "our prince," were proud of
+him and loved him. But he was kind and gentle only to those of his
+regiment, to Timokhin and the like--people quite new to him, belonging
+to a different world and who could not know and understand his past. As
+soon as he came across a former acquaintance or anyone from the staff,
+he bristled up immediately and grew spiteful, ironical, and
+contemptuous. Everything that reminded him of his past was repugnant to
+him, and so in his relations with that former circle he confined himself
+to trying to do his duty and not to be unfair.
+
+In truth everything presented itself in a dark and gloomy light to
+Prince Andrew, especially after the abandonment of Smolensk on the sixth
+of August (he considered that it could and should have been defended)
+and after his sick father had had to flee to Moscow, abandoning to
+pillage his dearly beloved Bald Hills which he had built and peopled.
+But despite this, thanks to his regiment, Prince Andrew had something to
+think about entirely apart from general questions. Two days previously
+he had received news that his father, son, and sister had left for
+Moscow; and though there was nothing for him to do at Bald Hills, Prince
+Andrew with a characteristic desire to foment his own grief decided that
+he must ride there.
+
+He ordered his horse to be saddled and, leaving his regiment on the
+march, rode to his father's estate where he had been born and spent his
+childhood. Riding past the pond where there used always to be dozens of
+women chattering as they rinsed their linen or beat it with wooden
+beetles, Prince Andrew noticed that there was not a soul about and that
+the little washing wharf, torn from its place and half submerged, was
+floating on its side in the middle of the pond. He rode to the keeper's
+lodge. No one at the stone entrance gates of the drive and the door
+stood open. Grass had already begun to grow on the garden paths, and
+horses and calves were straying in the English park. Prince Andrew rode
+up to the hothouse; some of the glass panes were broken, and of the
+trees in tubs some were overturned and others dried up. He called for
+Taras the gardener, but no one replied. Having gone round the corner of
+the hothouse to the ornamental garden, he saw that the carved garden
+fence was broken and branches of the plum trees had been torn off with
+the fruit. An old peasant whom Prince Andrew in his childhood had often
+seen at the gate was sitting on a green garden seat, plaiting a bast
+shoe.
+
+He was deaf and did not hear Prince Andrew ride up. He was sitting on
+the seat the old prince used to like to sit on, and beside him strips of
+bast were hanging on the broken and withered branch of a magnolia.
+
+Prince Andrew rode up to the house. Several limes in the old garden had
+been cut down and a piebald mare and her foal were wandering in front of
+the house among the rosebushes. The shutters were all closed, except at
+one window which was open. A little serf boy, seeing Prince Andrew, ran
+into the house. Alpatych, having sent his family away, was alone at Bald
+Hills and was sitting indoors reading the Lives of the Saints. On
+hearing that Prince Andrew had come, he went out with his spectacles on
+his nose, buttoning his coat, and, hastily stepping up, without a word
+began weeping and kissing Prince Andrew's knee.
+
+Then, vexed at his own weakness, he turned away and began to report on
+the position of affairs. Everything precious and valuable had been
+removed to Bogucharovo. Seventy quarters of grain had also been carted
+away. The hay and the spring corn, of which Alpatych said there had been
+a remarkable crop that year, had been commandeered by the troops and
+mown down while still green. The peasants were ruined; some of them too
+had gone to Bogucharovo, only a few remained.
+
+Without waiting to hear him out, Prince Andrew asked:
+
+"When did my father and sister leave?" meaning when did they leave for
+Moscow.
+
+Alpatych, understanding the question to refer to their departure for
+Bogucharovo, replied that they had left on the seventh and again went
+into details concerning the estate management, asking for instructions.
+
+"Am I to let the troops have the oats, and to take a receipt for them?
+We have still six hundred quarters left," he inquired.
+
+"What am I to say to him?" thought Prince Andrew, looking down on the
+old man's bald head shining in the sun and seeing by the expression on
+his face that the old man himself understood how untimely such questions
+were and only asked them to allay his grief.
+
+"Yes, let them have it," replied Prince Andrew.
+
+"If you noticed some disorder in the garden," said Alpatych, "it was
+impossible to prevent it. Three regiments have been here and spent the
+night, dragoons mostly. I took down the name and rank of their
+commanding officer, to hand in a complaint about it."
+
+"Well, and what are you going to do? Will you stay here if the enemy
+occupies the place?" asked Prince Andrew.
+
+Alpatych turned his face to Prince Andrew, looked at him, and suddenly
+with a solemn gesture raised his arm.
+
+"He is my refuge! His will be done!" he exclaimed.
+
+A group of bareheaded peasants was approaching across the meadow toward
+the prince.
+
+"Well, good-by!" said Prince Andrew, bending over to Alpatych. "You must
+go away too, take away what you can and tell the serfs to go to the
+Ryazan estate or to the one near Moscow."
+
+Alpatych clung to Prince Andrew's leg and burst into sobs. Gently
+disengaging himself, the prince spurred his horse and rode down the
+avenue at a gallop.
+
+The old man was still sitting in the ornamental garden, like a fly
+impassive on the face of a loved one who is dead, tapping the last on
+which he was making the bast shoe, and two little girls, running out
+from the hot house carrying in their skirts plums they had plucked from
+the trees there, came upon Prince Andrew. On seeing the young master,
+the elder one with frightened look clutched her younger companion by the
+hand and hid with her behind a birch tree, not stopping to pick up some
+green plums they had dropped.
+
+Prince Andrew turned away with startled haste, unwilling to let them see
+that they had been observed. He was sorry for the pretty frightened
+little girl, was afraid of looking at her, and yet felt an irresistible
+desire to do so. A new sensation of comfort and relief came over him
+when, seeing these girls, he realized the existence of other human
+interests entirely aloof from his own and just as legitimate as those
+that occupied him. Evidently these girls passionately desired one thing-
+-to carry away and eat those green plums without being caught--and
+Prince Andrew shared their wish for the success of their enterprise. He
+could not resist looking at them once more. Believing their danger past,
+they sprang from their ambush and, chirruping something in their shrill
+little voices and holding up their skirts, their bare little sunburned
+feet scampered merrily and quickly across the meadow grass.
+
+Prince Andrew was somewhat refreshed by having ridden off the dusty
+highroad along which the troops were moving. But not far from Bald Hills
+he again came out on the road and overtook his regiment at its halting
+place by the dam of a small pond. It was past one o'clock. The sun, a
+red ball through the dust, burned and scorched his back intolerably
+through his black coat. The dust always hung motionless above the buzz
+of talk that came from the resting troops. There was no wind. As he
+crossed the dam Prince Andrew smelled the ooze and freshness of the
+pond. He longed to get into that water, however dirty it might be, and
+he glanced round at the pool from whence came sounds of shrieks and
+laughter. The small, muddy, green pond had risen visibly more than a
+foot, flooding the dam, because it was full of the naked white bodies of
+soldiers with brick-red hands, necks, and faces, who were splashing
+about in it. All this naked white human flesh, laughing and shrieking,
+floundered about in that dirty pool like carp stuffed into a watering
+can, and the suggestion of merriment in that floundering mass rendered
+it specially pathetic.
+
+One fair-haired young soldier of the third company, whom Prince Andrew
+knew and who had a strap round the calf of one leg, crossed himself,
+stepped back to get a good run, and plunged into the water; another, a
+dark noncommissioned officer who was always shaggy, stood up to his
+waist in the water joyfully wriggling his muscular figure and snorted
+with satisfaction as he poured the water over his head with hands
+blackened to the wrists. There were sounds of men slapping one another,
+yelling, and puffing.
+
+Everywhere on the bank, on the dam, and in the pond, there was healthy,
+white, muscular flesh. The officer, Timokhin, with his red little nose,
+standing on the dam wiping himself with a towel, felt confused at seeing
+the prince, but made up his mind to address him nevertheless.
+
+"It's very nice, your excellency! Wouldn't you like to?" said he.
+
+"It's dirty," replied Prince Andrew, making a grimace.
+
+"We'll clear it out for you in a minute," said Timokhin, and, still
+undressed, ran off to clear the men out of the pond.
+
+"The prince wants to bathe."
+
+"What prince? Ours?" said many voices, and the men were in such haste to
+clear out that the prince could hardly stop them. He decided that he
+would rather wash himself with water in the barn.
+
+"Flesh, bodies, cannon fodder!" he thought, and he looked at his own
+naked body and shuddered, not from cold but from a sense of disgust and
+horror he did not himself understand, aroused by the sight of that
+immense number of bodies splashing about in the dirty pond.
+
+On the seventh of August Prince Bagration wrote as follows from his
+quarters at Mikhaylovna on the Smolensk road:
+
+Dear Count Alexis Andreevich--(He was writing to Arakcheev but knew that
+his letter would be read by the Emperor, and therefore weighed every
+word in it to the best of his ability.)
+
+I expect the Minister (Barclay de Tolly) has already reported the
+abandonment of Smolensk to the enemy. It is pitiable and sad, and the
+whole army is in despair that this most important place has been
+wantonly abandoned. I, for my part, begged him personally most urgently
+and finally wrote him, but nothing would induce him to consent. I swear
+to you on my honor that Napoleon was in such a fix as never before and
+might have lost half his army but could not have taken Smolensk. Our
+troops fought, and are fighting, as never before. With fifteen thousand
+men I held the enemy at bay for thirty-five hours and beat him; but he
+would not hold out even for fourteen hours. It is disgraceful, a stain
+on our army, and as for him, he ought, it seems to me, not to live. If
+he reports that our losses were great, it is not true; perhaps about
+four thousand, not more, and not even that; but even were they ten
+thousand, that's war! But the enemy has lost masses...
+
+What would it have cost him to hold out for another two days? They would
+have had to retire of their own accord, for they had no water for men or
+horses. He gave me his word he would not retreat, but suddenly sent
+instructions that he was retiring that night. We cannot fight in this
+way, or we may soon bring the enemy to Moscow...
+
+There is a rumor that you are thinking of peace. God forbid that you
+should make peace after all our sacrifices and such insane retreats! You
+would set all Russia against you and every one of us would feel ashamed
+to wear the uniform. If it has come to this--we must fight as long as
+Russia can and as long as there are men able to stand...
+
+One man ought to be in command, and not two. Your Minister may perhaps
+be good as a Minister, but as a general he is not merely bad but
+execrable, yet to him is entrusted the fate of our whole country.... I
+am really frantic with vexation; forgive my writing boldly. It is clear
+that the man who advocates the conclusion of a peace, and that the
+Minister should command the army, does not love our sovereign and
+desires the ruin of us all. So I write you frankly: call out the
+militia. For the Minister is leading these visitors after him to Moscow
+in a most masterly way. The whole army feels great suspicion of the
+Imperial aide-de-camp Wolzogen. He is said to be more Napoleon's man
+than ours, and he is always advising the Minister. I am not merely civil
+to him but obey him like a corporal, though I am his senior. This is
+painful, but, loving my benefactor and sovereign, I submit. Only I am
+sorry for the Emperor that he entrusts our fine army to such as he.
+Consider that on our retreat we have lost by fatigue and left in the
+hospital more than fifteen thousand men, and had we attacked this would
+not have happened. Tell me, for God's sake, what will Russia, our mother
+Russia, say to our being so frightened, and why are we abandoning our
+good and gallant Fatherland to such rabble and implanting feelings of
+hatred and shame in all our subjects? What are we scared at and of whom
+are we afraid? I am not to blame that the Minister is vacillating, a
+coward, dense, dilatory, and has all bad qualities. The whole army
+bewails it and calls down curses upon him...
+
+
+
+
+CHAPTER VI
+
+Among the innumerable categories applicable to the phenomena of human
+life one may discriminate between those in which substance prevails and
+those in which form prevails. To the latter--as distinguished from
+village, country, provincial, or even Moscow life--we may allot
+Petersburg life, and especially the life of its salons. That life of the
+salons is unchanging. Since the year 1805 we had made peace and had
+again quarreled with Bonaparte and had made constitutions and unmade
+them again, but the salons of Anna Pavlovna and Helene remained just as
+they had been--the one seven and the other five years before. At Anna
+Pavlovna's they talked with perplexity of Bonaparte's successes just as
+before and saw in them and in the subservience shown to him by the
+European sovereigns a malicious conspiracy, the sole object of which was
+to cause unpleasantness and anxiety to the court circle of which Anna
+Pavlovna was the representative. And in Helene's salon, which Rumyantsev
+himself honored with his visits, regarding Helene as a remarkably
+intelligent woman, they talked with the same ecstasy in 1812 as in 1808
+of the "great nation" and the "great man," and regretted our rupture
+with France, a rupture which, according to them, ought to be promptly
+terminated by peace.
+
+Of late, since the Emperor's return from the army, there had been some
+excitement in these conflicting salon circles and some demonstrations of
+hostility to one another, but each camp retained its own tendency. In
+Anna Pavlovna's circle only those Frenchmen were admitted who were deep-
+rooted legitimists, and patriotic views were expressed to the effect
+that one ought not to go to the French theater and that to maintain the
+French troupe was costing the government as much as a whole army corps.
+The progress of the war was eagerly followed, and only the reports most
+flattering to our army were circulated. In the French circle of Helene
+and Rumyantsev the reports of the cruelty of the enemy and of the war
+were contradicted and all Napoleon's attempts at conciliation were
+discussed. In that circle they discountenanced those who advised hurried
+preparations for a removal to Kazan of the court and the girls'
+educational establishments under the patronage of the Dowager Empress.
+In Helene's circle the war in general was regarded as a series of formal
+demonstrations which would very soon end in peace, and the view
+prevailed expressed by Bilibin--who now in Petersburg was quite at home
+in Helene's house, which every clever man was obliged to visit--that not
+by gunpowder but by those who invented it would matters be settled. In
+that circle the Moscow enthusiasm--news of which had reached Petersburg
+simultaneously with the Emperor's return--was ridiculed sarcastically
+and very cleverly, though with much caution.
+
+Anna Pavlovna's circle on the contrary was enraptured by this enthusiasm
+and spoke of it as Plutarch speaks of the deeds of the ancients. Prince
+Vasili, who still occupied his former important posts, formed a
+connecting link between these two circles. He visited his "good friend
+Anna Pavlovna" as well as his daughter's "diplomatic salon," and often
+in his constant comings and goings between the two camps became confused
+and said at Helene's what he should have said at Anna Pavlovna's and
+vice versa.
+
+Soon after the Emperor's return Prince Vasili in a conversation about
+the war at Anna Pavlovna's severely condemned Barclay de Tolly, but was
+undecided as to who ought to be appointed commander-in-chief. One of the
+visitors, usually spoken of as "a man of great merit," having described
+how he had that day seen Kutuzov, the newly chosen chief of the
+Petersburg militia, presiding over the enrollment of recruits at the
+Treasury, cautiously ventured to suggest that Kutuzov would be the man
+to satisfy all requirements.
+
+Anna Pavlovna remarked with a melancholy smile that Kutuzov had done
+nothing but cause the Emperor annoyance.
+
+"I have talked and talked at the Assembly of the Nobility," Prince
+Vasili interrupted, "but they did not listen to me. I told them his
+election as chief of the militia would not please the Emperor. They did
+not listen to me.
+
+"It's all this mania for opposition," he went on. "And who for? It is
+all because we want to ape the foolish enthusiasm of those Muscovites,"
+Prince Vasili continued, forgetting for a moment that though at Helene's
+one had to ridicule the Moscow enthusiasm, at Anna Pavlovna's one had to
+be ecstatic about it. But he retrieved his mistake at once. "Now, is it
+suitable that Count Kutuzov, the oldest general in Russia, should
+preside at that tribunal? He will get nothing for his pains! How could
+they make a man commander-in-chief who cannot mount a horse, who drops
+asleep at a council, and has the very worst morals! A good reputation he
+made for himself at Bucharest! I don't speak of his capacity as a
+general, but at a time like this how they appoint a decrepit, blind old
+man, positively blind? A fine idea to have a blind general! He can't see
+anything. To play blindman's bluff? He can't see at all!"
+
+No one replied to his remarks.
+
+This was quite correct on the twenty-fourth of July. But on the twenty-
+ninth of July Kutuzov received the title of Prince. This might indicate
+a wish to get rid of him, and therefore Prince Vasili's opinion
+continued to be correct though he was not now in any hurry to express
+it. But on the eighth of August a committee, consisting of Field Marshal
+Saltykov, Arakcheev, Vyazmitinov, Lopukhin, and Kochubey met to consider
+the progress of the war. This committee came to the conclusion that our
+failures were due to a want of unity in the command and though the
+members of the committee were aware of the Emperor's dislike of Kutuzov,
+after a short deliberation they agreed to advise his appointment as
+commander in chief. That same day Kutuzov was appointed commander-in-
+chief with full powers over the armies and over the whole region
+occupied by them.
+
+On the ninth of August Prince Vasili at Anna Pavlovna's again met the
+"man of great merit." The latter was very attentive to Anna Pavlovna
+because he wanted to be appointed director of one of the educational
+establishments for young ladies. Prince Vasili entered the room with the
+air of a happy conqueror who has attained the object of his desires.
+
+"Well, have you heard the great news? Prince Kutuzov is field marshal!
+All dissensions are at an end! I am so glad, so delighted! At last we
+have a man!" said he, glancing sternly and significantly round at
+everyone in the drawing room.
+
+The "man of great merit," despite his desire to obtain the post of
+director, could not refrain from reminding Prince Vasili of his former
+opinion. Though this was impolite to Prince Vasili in Anna Pavlovna's
+drawing room, and also to Anna Pavlovna herself who had received the
+news with delight, he could not resist the temptation.
+
+"But, Prince, they say he is blind!" said he, reminding Prince Vasili of
+his own words.
+
+"Eh? Nonsense! He sees well enough," said Prince Vasili rapidly, in a
+deep voice and with a slight cough--the voice and cough with which he
+was wont to dispose of all difficulties.
+
+"He sees well enough," he added. "And what I am so pleased about," he
+went on, "is that our sovereign has given him full powers over all the
+armies and the whole region--powers no commander-in-chief ever had
+before. He is a second autocrat," he concluded with a victorious smile.
+
+"God grant it! God grant it!" said Anna Pavlovna.
+
+The "man of great merit," who was still a novice in court circles,
+wishing to flatter Anna Pavlovna by defending her former position on
+this question, observed:
+
+"It is said that the Emperor was reluctant to give Kutuzov those powers.
+They say he blushed like a girl to whom Joconde is read, when he said to
+Kutuzov: 'Your Emperor and the Fatherland award you this honor.'"
+
+"Perhaps the heart took no part in that speech," said Anna Pavlovna.
+
+"Oh, no, no!" warmly rejoined Prince Vasili, who would not now yield
+Kutuzov to anyone; in his opinion Kutuzov was not only admirable
+himself, but was adored by everybody. "No, that's impossible," said he,
+"for our sovereign appreciated him so highly before."
+
+"God grant only that Prince Kutuzov assumes real power and does not
+allow anyone to put a spoke in his wheel," observed Anna Pavlovna.
+
+Understanding at once to whom she alluded, Prince Vasili said in a
+whisper:
+
+"I know for a fact that Kutuzov made it an absolute condition that the
+Tsarevich should not be with the army. Do you know what he said to the
+Emperor?"
+
+And Prince Vasili repeated the words supposed to have been spoken by
+Kutuzov to the Emperor. "I can neither punish him if he does wrong nor
+reward him if he does right."
+
+"Oh, a very wise man is Prince Kutuzov! I have known him a long time!"
+
+"They even say," remarked the "man of great merit" who did not yet
+possess courtly tact, "that his excellency made it an express condition
+that the sovereign himself should not be with the army."
+
+As soon as he said this both Prince Vasili and Anna Pavlovna turned away
+from him and glanced sadly at one another with a sigh at his naivete.
+
+
+
+
+CHAPTER VII
+
+While this was taking place in Petersburg the French had already passed
+Smolensk and were drawing nearer and nearer to Moscow. Napoleon's
+historian Thiers, like other of his historians, trying to justify his
+hero says that he was drawn to the walls of Moscow against his will. He
+is as right as other historians who look for the explanation of historic
+events in the will of one man; he is as right as the Russian historians
+who maintain that Napoleon was drawn to Moscow by the skill of the
+Russian commanders. Here besides the law of retrospection, which regards
+all the past as a preparation for events that subsequently occur, the
+law of reciprocity comes in, confusing the whole matter. A good
+chessplayer having lost a game is sincerely convinced that his loss
+resulted from a mistake he made and looks for that mistake in the
+opening, but forgets that at each stage of the game there were similar
+mistakes and that none of his moves were perfect. He only notices the
+mistake to which he pays attention, because his opponent took advantage
+of it. How much more complex than this is the game of war, which occurs
+under certain limits of time, and where it is not one will that
+manipulates lifeless objects, but everything results from innumerable
+conflicts of various wills!
+
+After Smolensk Napoleon sought a battle beyond Dorogobuzh at Vyazma, and
+then at Tsarevo-Zaymishche, but it happened that owing to a conjunction
+of innumerable circumstances the Russians could not give battle till
+they reached Borodino, seventy miles from Moscow. From Vyazma Napoleon
+ordered a direct advance on Moscow.
+
+Moscou, la capitale asiatique de ce grand empire, la ville sacree des
+peuples d'Alexandre, Moscou avec ses innombrables eglises en forme de
+pagodes chinoises, * this Moscow gave Napoleon's imagination no rest. On
+the march from Vyazma to Tsarevo-Zaymishche he rode his light bay
+bobtailed ambler accompanied by his Guards, his bodyguard, his pages,
+and aides-de-camp. Berthier, his chief of staff, dropped behind to
+question a Russian prisoner captured by the cavalry. Followed by
+Lelorgne d'Ideville, an interpreter, he overtook Napoleon at a gallop
+and reined in his horse with an amused expression.
+
+
+* "Moscow, the Asiatic capital of this great empire, the sacred city of
+Alexander's people, Moscow with its innumerable churches shaped like
+Chinese pagodas."
+
+"Well?" asked Napoleon.
+
+"One of Platov's Cossacks says that Platov's corps is joining up with
+the main army and that Kutuzov has been appointed commander-in-chief. He
+is a very shrewd and garrulous fellow."
+
+Napoleon smiled and told them to give the Cossack a horse and bring the
+man to him. He wished to talk to him himself. Several adjutants galloped
+off, and an hour later, Lavrushka, the serf Denisov had handed over to
+Rostov, rode up to Napoleon in an orderly's jacket and on a French
+cavalry saddle, with a merry, and tipsy face. Napoleon told him to ride
+by his side and began questioning him.
+
+"You are a Cossack?"
+
+"Yes, a Cossack, your Honor."
+
+"The Cossack, not knowing in what company he was, for Napoleon's plain
+appearance had nothing about it that would reveal to an Oriental mind
+the presence of a monarch, talked with extreme familiarity of the
+incidents of the war," says Thiers, narrating this episode. In reality
+Lavrushka, having got drunk the day before and left his master
+dinnerless, had been whipped and sent to the village in quest of
+chickens, where he engaged in looting till the French took him prisoner.
+Lavrushka was one of those coarse, bare-faced lackeys who have seen all
+sorts of things, consider it necessary to do everything in a mean and
+cunning way, are ready to render any sort of service to their master,
+and are keen at guessing their master's baser impulses, especially those
+prompted by vanity and pettiness.
+
+Finding himself in the company of Napoleon, whose identity he had easily
+and surely recognized, Lavrushka was not in the least abashed but merely
+did his utmost to gain his new master's favor.
+
+He knew very well that this was Napoleon, but Napoleon's presence could
+no more intimidate him than Rostov's, or a sergeant major's with the
+rods, would have done, for he had nothing that either the sergeant major
+or Napoleon could deprive him of.
+
+So he rattled on, telling all the gossip he had heard among the
+orderlies. Much of it true. But when Napoleon asked him whether the
+Russians thought they would beat Bonaparte or not, Lavrushka screwed up
+his eyes and considered.
+
+In this question he saw subtle cunning, as men of his type see cunning
+in everything, so he frowned and did not answer immediately.
+
+"It's like this," he said thoughtfully, "if there's a battle soon, yours
+will win. That's right. But if three days pass, then after that, well,
+then that same battle will not soon be over."
+
+Lelorgne d'Ideville smilingly interpreted this speech to Napoleon thus:
+"If a battle takes place within the next three days the French will win,
+but if later, God knows what will happen." Napoleon did not smile,
+though he was evidently in high good humor, and he ordered these words
+to be repeated.
+
+Lavrushka noticed this and to entertain him further, pretending not to
+know who Napoleon was, added:
+
+"We know that you have Bonaparte and that he has beaten everybody in the
+world, but we are a different matter..."--without knowing why or how
+this bit of boastful patriotism slipped out at the end.
+
+The interpreter translated these words without the last phrase, and
+Bonaparte smiled. "The young Cossack made his mighty interlocutor
+smile," says Thiers. After riding a few paces in silence, Napoleon
+turned to Berthier and said he wished to see how the news that he was
+talking to the Emperor himself, to that very Emperor who had written his
+immortally victorious name on the Pyramids, would affect this enfant du
+Don. *
+
+
+* "Child of the Don."
+
+The fact was accordingly conveyed to Lavrushka.
+
+Lavrushka, understanding that this was done to perplex him and that
+Napoleon expected him to be frightened, to gratify his new masters
+promptly pretended to be astonished and awe-struck, opened his eyes
+wide, and assumed the expression he usually put on when taken to be
+whipped. "As soon as Napoleon's interpreter had spoken," says Thiers,
+"the Cossack, seized by amazement, did not utter another word, but rode
+on, his eyes fixed on the conqueror whose fame had reached him across
+the steppes of the East. All his loquacity was suddenly arrested and
+replaced by a naive and silent feeling of admiration. Napoleon, after
+making the Cossack a present, had him set free like a bird restored to
+its native fields."
+
+Napoleon rode on, dreaming of the Moscow that so appealed to his
+imagination, and "the bird restored to its native fields" galloped to
+our outposts, inventing on the way all that had not taken place but that
+he meant to relate to his comrades. What had really taken place he did
+not wish to relate because it seemed to him not worth telling. He found
+the Cossacks, inquired for the regiment operating with Platov's
+detachment and by evening found his master, Nicholas Rostov, quartered
+at Yankovo. Rostov was just mounting to go for a ride round the
+neighboring villages with Ilyin; he let Lavrushka have another horse and
+took him along with him.
+
+
+
+
+CHAPTER VIII
+
+Princess Mary was not in Moscow and out of danger as Prince Andrew
+supposed.
+
+After the return of Alpatych from Smolensk the old prince suddenly
+seemed to awake as from a dream. He ordered the militiamen to be called
+up from the villages and armed, and wrote a letter to the commander-in-
+chief informing him that he had resolved to remain at Bald Hills to the
+last extremity and to defend it, leaving to the commander-in-chief's
+discretion to take measures or not for the defense of Bald Hills, where
+one of Russia's oldest generals would be captured or killed, and he
+announced to his household that he would remain at Bald Hills.
+
+But while himself remaining, he gave instructions for the departure of
+the princess and Dessalles with the little prince to Bogucharovo and
+thence to Moscow. Princess Mary, alarmed by her father's feverish and
+sleepless activity after his previous apathy, could not bring herself to
+leave him alone and for the first time in her life ventured to disobey
+him. She refused to go away and her father's fury broke over her in a
+terrible storm. He repeated every injustice he had ever inflicted on
+her. Trying to convict her, he told her she had worn him out, had caused
+his quarrel with his son, had harbored nasty suspicions of him, making
+it the object of her life to poison his existence, and he drove her from
+his study telling her that if she did not go away it was all the same to
+him. He declared that he did not wish to remember her existence and
+warned her not to dare to let him see her. The fact that he did not, as
+she had feared, order her to be carried away by force but only told her
+not to let him see her cheered Princess Mary. She knew it was a proof
+that in the depth of his soul he was glad she was remaining at home and
+had not gone away.
+
+The morning after little Nicholas had left, the old prince donned his
+full uniform and prepared to visit the commander-in-chief. His caleche
+was already at the door. Princess Mary saw him walk out of the house in
+his uniform wearing all his orders and go down the garden to review his
+armed peasants and domestic serfs. She sat by the window listening to
+his voice which reached her from the garden. Suddenly several men came
+running up the avenue with frightened faces.
+
+Princess Mary ran out to the porch, down the flower-bordered path, and
+into the avenue. A large crowd of militiamen and domestics were moving
+toward her, and in their midst several men were supporting by the
+armpits and dragging along a little old man in a uniform and
+decorations. She ran up to him and, in the play of the sunlight that
+fell in small round spots through the shade of the lime-tree avenue,
+could not be sure what change there was in his face. All she could see
+was that his former stern and determined expression had altered to one
+of timidity and submission. On seeing his daughter he moved his helpless
+lips and made a hoarse sound. It was impossible to make out what he
+wanted. He was lifted up, carried to his study, and laid on the very
+couch he had so feared of late.
+
+The doctor, who was fetched that same night, bled him and said that the
+prince had had a seizure paralyzing his right side.
+
+It was becoming more and more dangerous to remain at Bald Hills, and
+next day they moved the prince to Bogucharovo, the doctor accompanying
+him.
+
+By the time they reached Bogucharovo, Dessalles and the little prince
+had already left for Moscow.
+
+For three weeks the old prince lay stricken by paralysis in the new
+house Prince Andrew had built at Bogucharovo, ever in the same state,
+getting neither better nor worse. He was unconscious and lay like a
+distorted corpse. He muttered unceasingly, his eyebrows and lips
+twitching, and it was impossible to tell whether he understood what was
+going on around him or not. One thing was certain--that he was suffering
+and wished to say something. But what it was, no one could tell: it
+might be some caprice of a sick and half-crazy man, or it might relate
+to public affairs, or possibly to family concerns.
+
+The doctor said this restlessness did not mean anything and was due to
+physical causes; but Princess Mary thought he wished to tell her
+something, and the fact that her presence always increased his
+restlessness confirmed her opinion.
+
+He was evidently suffering both physically and mentally. There was no
+hope of recovery. It was impossible for him to travel, it would not do
+to let him die on the road. "Would it not be better if the end did come,
+the very end?" Princess Mary sometimes thought. Night and day, hardly
+sleeping at all, she watched him and, terrible to say, often watched him
+not with hope of finding signs of improvement but wishing to find
+symptoms of the approach of the end.
+
+Strange as it was to her to acknowledge this feeling in herself, yet
+there it was. And what seemed still more terrible to her was that since
+her father's illness began (perhaps even sooner, when she stayed with
+him expecting something to happen), all the personal desires and hopes
+that had been forgotten or sleeping within her had awakened. Thoughts
+that had not entered her mind for years--thoughts of a life free from
+the fear of her father, and even the possibility of love and of family
+happiness--floated continually in her imagination like temptations of
+the devil. Thrust them aside as she would, questions continually
+recurred to her as to how she would order her life now, after that.
+These were temptations of the devil and Princess Mary knew it. She knew
+that the sole weapon against him was prayer, and she tried to pray. She
+assumed an attitude of prayer, looked at the icons, repeated the words
+of a prayer, but she could not pray. She felt that a different world had
+now taken possession of her--the life of a world of strenuous and free
+activity, quite opposed to the spiritual world in which till now she had
+been confined and in which her greatest comfort had been prayer. She
+could not pray, could not weep, and worldly cares took possession of
+her.
+
+It was becoming dangerous to remain in Bogucharovo. News of the approach
+of the French came from all sides, and in one village, ten miles from
+Bogucharovo, a homestead had been looted by French marauders.
+
+The doctor insisted on the necessity of moving the prince; the
+provincial Marshal of the Nobility sent an official to Princess Mary to
+persuade her to get away as quickly as possible, and the head of the
+rural police having come to Bogucharovo urged the same thing, saying
+that the French were only some twenty-five miles away, that French
+proclamations were circulating in the villages, and that if the princess
+did not take her father away before the fifteenth, he could not answer
+for the consequences.
+
+The princess decided to leave on the fifteenth. The cares of preparation
+and giving orders, for which everyone came to her, occupied her all day.
+She spent the night of the fourteenth as usual, without undressing, in
+the room next to the one where the prince lay. Several times, waking up,
+she heard his groans and muttering, the creak of his bed, and the steps
+of Tikhon and the doctor when they turned him over. Several times she
+listened at the door, and it seemed to her that his mutterings were
+louder than usual and that they turned him over oftener. She could not
+sleep and several times went to the door and listened, wishing to enter
+but not deciding to do so. Though he did not speak, Princess Mary saw
+and knew how unpleasant every sign of anxiety on his account was to him.
+She had noticed with what dissatisfaction he turned from the look she
+sometimes involuntarily fixed on him. She knew that her going in during
+the night at an unusual hour would irritate him.
+
+But never had she felt so grieved for him or so much afraid of losing
+him. She recalled all her life with him and in every word and act of his
+found an expression of his love of her. Occasionally amid these memories
+temptations of the devil would surge into her imagination: thoughts of
+how things would be after his death, and how her new, liberated life
+would be ordered. But she drove these thoughts away with disgust. Toward
+morning he became quiet and she fell asleep.
+
+She woke late. That sincerity which often comes with waking showed her
+clearly what chiefly concerned her about her father's illness. On waking
+she listened to what was going on behind the door and, hearing him
+groan, said to herself with a sigh that things were still the same.
+
+"But what could have happened? What did I want? I want his death!" she
+cried with a feeling of loathing for herself.
+
+She washed, dressed, said her prayers, and went out to the porch. In
+front of it stood carriages without horses and things were being packed
+into the vehicles.
+
+It was a warm, gray morning. Princess Mary stopped at the porch, still
+horrified by her spiritual baseness and trying to arrange her thoughts
+before going to her father. The doctor came downstairs and went out to
+her.
+
+"He is a little better today," said he. "I was looking for you. One can
+make out something of what he is saying. His head is clearer. Come in,
+he is asking for you..."
+
+Princess Mary's heart beat so violently at this news that she grew pale
+and leaned against the wall to keep from falling. To see him, talk to
+him, feel his eyes on her now that her whole soul was overflowing with
+those dreadful, wicked temptations, was a torment of joy and terror.
+
+"Come," said the doctor.
+
+Princess Mary entered her father's room and went up to his bed. He was
+lying on his back propped up high, and his small bony hands with their
+knotted purple veins were lying on the quilt; his left eye gazed
+straight before him, his right eye was awry, and his brows and lips
+motionless. He seemed altogether so thin, small, and pathetic. His face
+seemed to have shriveled or melted; his features had grown smaller.
+Princess Mary went up and kissed his hand. His left hand pressed hers so
+that she understood that he had long been waiting for her to come. He
+twitched her hand, and his brows and lips quivered angrily.
+
+She looked at him in dismay trying to guess what he wanted of her. When
+she changed her position so that his left eye could see her face he
+calmed down, not taking his eyes off her for some seconds. Then his lips
+and tongue moved, sounds came, and he began to speak, gazing timidly and
+imploringly at her, evidently afraid that she might not understand.
+
+Straining all her faculties Princess Mary looked at him. The comic
+efforts with which he moved his tongue made her drop her eyes and with
+difficulty repress the sobs that rose to her throat. He said something,
+repeating the same words several times. She could not understand them,
+but tried to guess what he was saying and inquiringly repeated the words
+he uttered.
+
+"Mmm...ar...ate...ate..." he repeated several times.
+
+It was quite impossible to understand these sounds. The doctor thought
+he had guessed them, and inquiringly repeated: "Mary, are you afraid?"
+The prince shook his head, again repeated the same sounds.
+
+"My mind, my mind aches?" questioned Princess Mary.
+
+He made a mumbling sound in confirmation of this, took her hand, and
+began pressing it to different parts of his breast as if trying to find
+the right place for it.
+
+"Always thoughts... about you... thoughts..." he then uttered much more
+clearly than he had done before, now that he was sure of being
+understood.
+
+Princess Mary pressed her head against his hand, trying to hide her sobs
+and tears.
+
+He moved his hand over her hair.
+
+"I have been calling you all night..." he brought out.
+
+"If only I had known..." she said through her tears. "I was afraid to
+come in."
+
+He pressed her hand.
+
+"Weren't you asleep?"
+
+"No, I did not sleep," said Princess Mary, shaking her head.
+
+Unconsciously imitating her father, she now tried to express herself as
+he did, as much as possible by signs, and her tongue too seemed to move
+with difficulty.
+
+"Dear one... Dearest..." Princess Mary could not quite make out what he
+had said, but from his look it was clear that he had uttered a tender
+caressing word such as he had never used to her before. "Why didn't you
+come in?"
+
+"And I was wishing for his death!" thought Princess Mary.
+
+He was silent awhile.
+
+"Thank you... daughter dear!... for all, for all... forgive!... thank
+you!... forgive!... thank you!..." and tears began to flow from his
+eyes. "Call Andrew!" he said suddenly, and a childish, timid expression
+of doubt showed itself on his face as he spoke.
+
+He himself seemed aware that his demand was meaningless. So at least it
+seemed to Princess Mary.
+
+"I have a letter from him," she replied.
+
+He glanced at her with timid surprise.
+
+"Where is he?"
+
+"He's with the army, Father, at Smolensk."
+
+He closed his eyes and remained silent a long time. Then as if in answer
+to his doubts and to confirm the fact that now he understood and
+remembered everything, he nodded his head and reopened his eyes.
+
+"Yes," he said, softly and distinctly. "Russia has perished. They've
+destroyed her."
+
+And he began to sob, and again tears flowed from his eyes. Princess Mary
+could no longer restrain herself and wept while she gazed at his face.
+
+Again he closed his eyes. His sobs ceased, he pointed to his eyes, and
+Tikhon, understanding him, wiped away the tears.
+
+Then he again opened his eyes and said something none of them could
+understand for a long time, till at last Tikhon understood and repeated
+it. Princess Mary had sought the meaning of his words in the mood in
+which he had just been speaking. She thought he was speaking of Russia,
+or Prince Andrew, of herself, of his grandson, or of his own death, and
+so she could not guess his words.
+
+"Put on your white dress. I like it," was what he said.
+
+Having understood this Princess Mary sobbed still louder, and the doctor
+taking her arm led her out to the veranda, soothing her and trying to
+persuade her to prepare for her journey. When she had left the room the
+prince again began speaking about his son, about the war, and about the
+Emperor, angrily twitching his brows and raising his hoarse voice, and
+then he had a second and final stroke.
+
+Princess Mary stayed on the veranda. The day had cleared, it was hot and
+sunny. She could understand nothing, think of nothing and feel nothing,
+except passionate love for her father, love such as she thought she had
+never felt till that moment. She ran out sobbing into the garden and as
+far as the pond, along the avenues of young lime trees Prince Andrew had
+planted.
+
+"Yes... I... I... I wished for his death! Yes, I wanted it to end
+quicker.... I wished to be at peace.... And what will become of me? What
+use will peace be when he is no longer here?" Princess Mary murmured,
+pacing the garden with hurried steps and pressing her hands to her bosom
+which heaved with convulsive sobs.
+
+When she had completed the tour of the garden, which brought her again
+to the house, she saw Mademoiselle Bourienne--who had remained at
+Bogucharovo and did not wish to leave it--coming toward her with a
+stranger. This was the Marshal of the Nobility of the district, who had
+come personally to point out to the princess the necessity for her
+prompt departure. Princess Mary listened without understanding him; she
+led him to the house, offered him lunch, and sat down with him. Then,
+excusing herself, she went to the door of the old prince's room. The
+doctor came out with an agitated face and said she could not enter.
+
+"Go away, Princess! Go away... go away!"
+
+She returned to the garden and sat down on the grass at the foot of the
+slope by the pond, where no one could see her. She did not know how long
+she had been there when she was aroused by the sound of a woman's
+footsteps running along the path. She rose and saw Dunyasha her maid,
+who was evidently looking for her, and who stopped suddenly as if in
+alarm on seeing her mistress.
+
+"Please come, Princess... The Prince," said Dunyasha in a breaking
+voice.
+
+"Immediately, I'm coming, I'm coming!" replied the princess hurriedly,
+not giving Dunyasha time to finish what she was saying, and trying to
+avoid seeing the girl she ran toward the house.
+
+"Princess, it's God's will! You must be prepared for everything," said
+the Marshal, meeting her at the house door.
+
+"Let me alone; it's not true!" she cried angrily to him.
+
+The doctor tried to stop her. She pushed him aside and ran to her
+father's door. "Why are these people with frightened faces stopping me?
+I don't want any of them! And what are they doing here?" she thought.
+She opened the door and the bright daylight in that previously darkened
+room startled her. In the room were her nurse and other women. They all
+drew back from the bed, making way for her. He was still lying on the
+bed as before, but the stern expression of his quiet face made Princess
+Mary stop short on the threshold.
+
+"No, he's not dead--it's impossible!" she told herself and approached
+him, and repressing the terror that seized her, she pressed her lips to
+his cheek. But she stepped back immediately. All the force of the
+tenderness she had been feeling for him vanished instantly and was
+replaced by a feeling of horror at what lay there before her. "No, he is
+no more! He is not, but here where he was is something unfamiliar and
+hostile, some dreadful, terrifying, and repellent mystery!" And hiding
+her face in her hands, Princess Mary sank into the arms of the doctor,
+who held her up.
+
+In the presence of Tikhon and the doctor the women washed what had been
+the prince, tied his head up with a handkerchief that the mouth should
+not stiffen while open, and with another handkerchief tied together the
+legs that were already spreading apart. Then they dressed him in uniform
+with his decorations and placed his shriveled little body on a table.
+Heaven only knows who arranged all this and when, but it all got done as
+if of its own accord. Toward night candles were burning round his
+coffin, a pall was spread over it, the floor was strewn with sprays of
+juniper, a printed band was tucked in under his shriveled head, and in a
+corner of the room sat a chanter reading the psalms.
+
+Just as horses shy and snort and gather about a dead horse, so the
+inmates of the house and strangers crowded into the drawing room round
+the coffin--the Marshal, the village Elder, peasant women--and all with
+fixed and frightened eyes, crossing themselves, bowed and kissed the old
+prince's cold and stiffened hand.
+
+
+
+
+CHAPTER IX
+
+Until Prince Andrew settled in Bogucharovo its owners had always been
+absentees, and its peasants were of quite a different character from
+those of Bald Hills. They differed from them in speech, dress, and
+disposition. They were called steppe peasants. The old prince used to
+approve of them for their endurance at work when they came to Bald Hills
+to help with the harvest or to dig ponds, and ditches, but he disliked
+them for their boorishness.
+
+Prince Andrew's last stay at Bogucharovo, when he introduced hospitals
+and schools and reduced the quitrent the peasants had to pay, had not
+softened their disposition but had on the contrary strengthened in them
+the traits of character the old prince called boorishness. Various
+obscure rumors were always current among them: at one time a rumor that
+they would all be enrolled as Cossacks; at another of a new religion to
+which they were all to be converted; then of some proclamation of the
+Tsar's and of an oath to the Tsar Paul in 1797 (in connection with which
+it was rumored that freedom had been granted them but the landowners had
+stopped it), then of Peter Fedorovich's return to the throne in seven
+years' time, when everything would be made free and so "simple" that
+there would be no restrictions. Rumors of the war with Bonaparte and his
+invasion were connected in their minds with the same sort of vague
+notions of Antichrist, the end of the world, and "pure freedom."
+
+In the vicinity of Bogucharovo were large villages belonging to the
+crown or to owners whose serfs paid quitrent and could work where they
+pleased. There were very few resident landlords in the neighborhood and
+also very few domestic or literate serfs, and in the lives of the
+peasantry of those parts the mysterious undercurrents in the life of the
+Russian people, the causes and meaning of which are so baffling to
+contemporaries, were more clearly and strongly noticeable than among
+others. One instance, which had occurred some twenty years before, was a
+movement among the peasants to emigrate to some unknown "warm rivers."
+Hundreds of peasants, among them the Bogucharovo folk, suddenly began
+selling their cattle and moving in whole families toward the southeast.
+As birds migrate to somewhere beyond the sea, so these men with their
+wives and children streamed to the southeast, to parts where none of
+them had ever been. They set off in caravans, bought their freedom one
+by one or ran away, and drove or walked toward the "warm rivers." Many
+of them were punished, some sent to Siberia, many died of cold and
+hunger on the road, many returned of their own accord, and the movement
+died down of itself just as it had sprung up, without apparent reason.
+But such undercurrents still existed among the people and gathered new
+forces ready to manifest themselves just as strangely, unexpectedly, and
+at the same time simply, naturally, and forcibly. Now in 1812, to anyone
+living in close touch with these people it was apparent that these
+undercurrents were acting strongly and nearing an eruption.
+
+Alpatych, who had reached Bogucharovo shortly before the old prince's
+death, noticed an agitation among the peasants, and that contrary to
+what was happening in the Bald Hills district, where over a radius of
+forty miles all the peasants were moving away and leaving their villages
+to be devastated by the Cossacks, the peasants in the steppe region
+round Bogucharovo were, it was rumored, in touch with the French,
+received leaflets from them that passed from hand to hand, and did not
+migrate. He learned from domestic serfs loyal to him that the peasant
+Karp, who possessed great influence in the village commune and had
+recently been away driving a government transport, had returned with
+news that the Cossacks were destroying deserted villages, but that the
+French did not harm them. Alpatych also knew that on the previous day
+another peasant had even brought from the village of Visloukhovo, which
+was occupied by the French, a proclamation by a French general that no
+harm would be done to the inhabitants, and if they remained they would
+be paid for anything taken from them. As proof of this the peasant had
+brought from Visloukhovo a hundred rubles in notes (he did not know that
+they were false) paid to him in advance for hay.
+
+More important still, Alpatych learned that on the morning of the very
+day he gave the village Elder orders to collect carts to move the
+princess' luggage from Bogucharovo, there had been a village meeting at
+which it had been decided not to move but to wait. Yet there was no time
+to waste. On the fifteenth, the day of the old prince's death, the
+Marshal had insisted on Princess Mary's leaving at once, as it was
+becoming dangerous. He had told her that after the sixteenth he could
+not be responsible for what might happen. On the evening of the day the
+old prince died the Marshal went away, promising to return next day for
+the funeral. But this he was unable to do, for he received tidings that
+the French had unexpectedly advanced, and had barely time to remove his
+own family and valuables from his estate.
+
+For some thirty years Bogucharovo had been managed by the village Elder,
+Dron, whom the old prince called by the diminutive "Dronushka."
+
+Dron was one of those physically and mentally vigorous peasants who grow
+big beards as soon as they are of age and go on unchanged till they are
+sixty or seventy, without a gray hair or the loss of a tooth, as
+straight and strong at sixty as at thirty.
+
+Soon after the migration to the "warm rivers," in which he had taken
+part like the rest, Dron was made village Elder and overseer of
+Bogucharovo, and had since filled that post irreproachably for twenty-
+three years. The peasants feared him more than they did their master.
+The masters, both the old prince and the young, and the steward
+respected him and jestingly called him "the Minister." During the whole
+time of his service Dron had never been drunk or ill, never after
+sleepless nights or the hardest tasks had he shown the least fatigue,
+and though he could not read he had never forgotten a single money
+account or the number of quarters of flour in any of the endless
+cartloads he sold for the prince, nor a single shock of the whole corn
+crop on any single acre of the Bogucharovo fields.
+
+Alpatych, arriving from the devastated Bald Hills estate, sent for his
+Dron on the day of the prince's funeral and told him to have twelve
+horses got ready for the princess' carriages and eighteen carts for the
+things to be removed from Bogucharovo. Though the peasants paid
+quitrent, Alpatych thought no difficulty would be made about complying
+with this order, for there were two hundred and thirty households at
+work in Bogucharovo and the peasants were well to do. But on hearing the
+order Dron lowered his eyes and remained silent. Alpatych named certain
+peasants he knew, from whom he told him to take the carts.
+
+Dron replied that the horses of these peasants were away carting.
+Alpatych named others, but they too, according to Dron, had no horses
+available: some horses were carting for the government, others were too
+weak, and others had died for want of fodder. It seemed that no horses
+could be had even for the carriages, much less for the carting.
+
+Alpatych looked intently at Dron and frowned. Just as Dron was a model
+village Elder, so Alpatych had not managed the prince's estates for
+twenty years in vain. He was a model steward, possessing in the highest
+degree the faculty of divining the needs and instincts of those he dealt
+with. Having glanced at Dron he at once understood that his answers did
+not express his personal views but the general mood of the Bogucharovo
+commune, by which the Elder had already been carried away. But he also
+knew that Dron, who had acquired property and was hated by the commune,
+must be hesitating between the two camps: the masters' and the serfs'.
+He noticed this hesitation in Dron's look and therefore frowned and
+moved closer up to him.
+
+"Now just listen, Dronushka," said he. "Don't talk nonsense to me. His
+excellency Prince Andrew himself gave me orders to move all the people
+away and not leave them with the enemy, and there is an order from the
+Tsar about it too. Anyone who stays is a traitor to the Tsar. Do you
+hear?"
+
+"I hear," Dron answered without lifting his eyes.
+
+Alpatych was not satisfied with this reply.
+
+"Eh, Dron, it will turn out badly!" he said, shaking his head.
+
+"The power is in your hands," Dron rejoined sadly.
+
+"Eh, Dron, drop it!" Alpatych repeated, withdrawing his hand from his
+bosom and solemnly pointing to the floor at Dron's feet. "I can see
+through you and three yards into the ground under you," he continued,
+gazing at the floor in front of Dron.
+
+Dron was disconcerted, glanced furtively at Alpatych and again lowered
+his eyes.
+
+"You drop this nonsense and tell the people to get ready to leave their
+homes and go to Moscow and to get carts ready for tomorrow morning for
+the princess' things. And don't go to any meeting yourself, do you
+hear?"
+
+Dron suddenly fell on his knees.
+
+"Yakov Alpatych, discharge me! Take the keys from me and discharge me,
+for Christ's sake!"
+
+"Stop that!" cried Alpatych sternly. "I see through you and three yards
+under you," he repeated, knowing that his skill in beekeeping, his
+knowledge of the right time to sow the oats, and the fact that he had
+been able to retain the old prince's favor for twenty years had long
+since gained him the reputation of being a wizard, and that the power of
+seeing three yards under a man is considered an attribute of wizards.
+
+Dron got up and was about to say something, but Alpatych interrupted
+him.
+
+"What is it you have got into your heads, eh?... What are you thinking
+of, eh?"
+
+"What am I to do with the people?" said Dron. "They're quite beside
+themselves; I have already told them..."
+
+"'Told them,' I dare say!" said Alpatych. "Are they drinking?" he asked
+abruptly.
+
+"Quite beside themselves, Yakov Alpatych; they've fetched another
+barrel."
+
+"Well, then, listen! I'll go to the police officer, and you tell them
+so, and that they must stop this and the carts must be got ready."
+
+"I understand."
+
+Alpatych did not insist further. He had managed people for a long time
+and knew that the chief way to make them obey is to show no suspicion
+that they can possibly disobey. Having wrung a submissive "I understand"
+from Dron, Alpatych contented himself with that, though he not only
+doubted but felt almost certain that without the help of troops the
+carts would not be forthcoming.
+
+And so it was, for when evening came no carts had been provided. In the
+village, outside the drink shop, another meeting was being held, which
+decided that the horses should be driven out into the woods and the
+carts should not be provided. Without saying anything of this to the
+princess, Alpatych had his own belongings taken out of the carts which
+had arrived from Bald Hills and had those horses got ready for the
+princess' carriages. Meanwhile he went himself to the police
+authorities.
+
+
+
+
+CHAPTER X
+
+After her father's funeral Princess Mary shut herself up in her room and
+did not admit anyone. A maid came to the door to say that Alpatych was
+asking for orders about their departure. (This was before his talk with
+Dron.) Princess Mary raised herself on the sofa on which she had been
+lying and replied through the closed door that she did not mean to go
+away and begged to be left in peace.
+
+The windows of the room in which she was lying looked westward. She lay
+on the sofa with her face to the wall, fingering the buttons of the
+leather cushion and seeing nothing but that cushion, and her confused
+thoughts were centered on one subject--the irrevocability of death and
+her own spiritual baseness, which she had not suspected, but which had
+shown itself during her father's illness. She wished to pray but did not
+dare to, dared not in her present state of mind address herself to God.
+She lay for a long time in that position.
+
+The sun had reached the other side of the house, and its slanting rays
+shone into the open window, lighting up the room and part of the morocco
+cushion at which Princess Mary was looking. The flow of her thoughts
+suddenly stopped. Unconsciously she sat up, smoothed her hair, got up,
+and went to the window, involuntarily inhaling the freshness of the
+clear but windy evening.
+
+"Yes, you can well enjoy the evening now! He is gone and no one will
+hinder you," she said to herself, and sinking into a chair she let her
+head fall on the window sill.
+
+Someone spoke her name in a soft and tender voice from the garden and
+kissed her head. She looked up. It was Mademoiselle Bourienne in a black
+dress and weepers. She softly approached Princess Mary, sighed, kissed
+her, and immediately began to cry. The princess looked up at her. All
+their former disharmony and her own jealousy recurred to her mind. But
+she remembered too how he had changed of late toward Mademoiselle
+Bourienne and could not bear to see her, thereby showing how unjust were
+the reproaches Princess Mary had mentally addressed to her. "Besides, is
+it for me, for me who desired his death, to condemn anyone?" she
+thought.
+
+Princess Mary vividly pictured to herself the position of Mademoiselle
+Bourienne, whom she had of late kept at a distance, but who yet was
+dependent on her and living in her house. She felt sorry for her and
+held out her hand with a glance of gentle inquiry. Mademoiselle
+Bourienne at once began crying again and kissed that hand, speaking of
+the princess' sorrow and making herself a partner in it. She said her
+only consolation was the fact that the princess allowed her to share her
+sorrow, that all the old misunderstandings should sink into nothing but
+this great grief; that she felt herself blameless in regard to everyone,
+and that he, from above, saw her affection and gratitude. The princess
+heard her, not heeding her words but occasionally looking up at her and
+listening to the sound of her voice.
+
+"Your position is doubly terrible, dear princess," said Mademoiselle
+Bourienne after a pause. "I understand that you could not, and cannot,
+think of yourself, but with my love for you I must do so.... Has
+Alpatych been to you? Has he spoken to you of going away?" she asked.
+
+Princess Mary did not answer. She did not understand who was to go or
+where to. "Is it possible to plan or think of anything now? Is it not
+all the same?" she thought, and did not reply.
+
+"You know, chere Marie," said Mademoiselle Bourienne, "that we are in
+danger--are surrounded by the French. It would be dangerous to move now.
+If we go we are almost sure to be taken prisoners, and God knows..."
+
+Princess Mary looked at her companion without understanding what she was
+talking about.
+
+"Oh, if anyone knew how little anything matters to me now," she said.
+"Of course I would on no account wish to go away from him.... Alpatych
+did say something about going.... Speak to him; I can do nothing,
+nothing, and don't want to...."
+
+"I've spoken to him. He hopes we should be in time to get away tomorrow,
+but I think it would now be better to stay here," said Mademoiselle
+Bourienne. "Because, you will agree, chere Marie, to fall into the hands
+of the soldiers or of riotous peasants would be terrible."
+
+Mademoiselle Bourienne took from her reticule a proclamation (not
+printed on ordinary Russian paper) of General Rameau's, telling people
+not to leave their homes and that the French authorities would afford
+them proper protection. She handed this to the princess.
+
+"I think it would be best to appeal to that general," she continued,
+"and I am sure that all due respect would be shown you."
+
+Princess Mary read the paper, and her face began to quiver with stifled
+sobs.
+
+"From whom did you get this?" she asked.
+
+"They probably recognized that I am French, by my name," replied
+Mademoiselle Bourienne blushing.
+
+Princess Mary, with the paper in her hand, rose from the window and with
+a pale face went out of the room and into what had been Prince Andrew's
+study.
+
+"Dunyasha, send Alpatych, or Dronushka, or somebody to me!" she said,
+"and tell Mademoiselle Bourienne not to come to me," she added, hearing
+Mademoiselle Bourienne's voice. "We must go at once, at once!" she said,
+appalled at the thought of being left in the hands of the French.
+
+"If Prince Andrew heard that I was in the power of the French! That I,
+the daughter of Prince Nicholas Bolkonski, asked General Rameau for
+protection and accepted his favor!" This idea horrified her, made her
+shudder, blush, and feel such a rush of anger and pride as she had never
+experienced before. All that was distressing, and especially all that
+was humiliating, in her position rose vividly to her mind. "They, the
+French, would settle in this house: M. le General Rameau would occupy
+Prince Andrew's study and amuse himself by looking through and reading
+his letters and papers. Mademoiselle Bourienne would do the honors of
+Bogucharovo for him. I should be given a small room as a favor, the
+soldiers would violate my father's newly dug grave to steal his crosses
+and stars, they would tell me of their victories over the Russians, and
+would pretend to sympathize with my sorrow..." thought Princess Mary,
+not thinking her own thoughts but feeling bound to think like her father
+and her brother. For herself she did not care where she remained or what
+happened to her, but she felt herself the representative of her dead
+father and of Prince Andrew. Involuntarily she thought their thoughts
+and felt their feelings. What they would have said and what they would
+have done she felt bound to say and do. She went into Prince Andrew's
+study, trying to enter completely into his ideas, and considered her
+position.
+
+The demands of life, which had seemed to her annihilated by her father's
+death, all at once rose before her with a new, previously unknown force
+and took possession of her.
+
+Agitated and flushed she paced the room, sending now for Michael
+Ivanovich and now for Tikhon or Dron. Dunyasha, the nurse, and the other
+maids could not say in how far Mademoiselle Bourienne's statement was
+correct. Alpatych was not at home, he had gone to the police. Neither
+could the architect Michael Ivanovich, who on being sent for came in
+with sleepy eyes, tell Princess Mary anything. With just the same smile
+of agreement with which for fifteen years he had been accustomed to
+answer the old prince without expressing views of his own, he now
+replied to Princess Mary, so that nothing definite could be got from his
+answers. The old valet Tikhon, with sunken, emaciated face that bore the
+stamp of inconsolable grief, replied: "Yes, Princess" to all Princess
+Mary's questions and hardly refrained from sobbing as he looked at her.
+
+At length Dron, the village Elder, entered the room and with a deep bow
+to Princess Mary came to a halt by the doorpost.
+
+Princess Mary walked up and down the room and stopped in front of him.
+
+"Dronushka," she said, regarding as a sure friend this Dronushka who
+always used to bring a special kind of gingerbread from his visit to the
+fair at Vyazma every year and smilingly offer it to her, "Dronushka, now
+since our misfortune..." she began, but could not go on.
+
+"We are all in God's hands," said he, with a sigh.
+
+They were silent for a while.
+
+"Dronushka, Alpatych has gone off somewhere and I have no one to turn
+to. Is it true, as they tell me, that I can't even go away?"
+
+"Why shouldn't you go away, your excellency? You can go," said Dron.
+
+"I was told it would be dangerous because of the enemy. Dear friend, I
+can do nothing. I understand nothing. I have nobody! I want to go away
+tonight or early tomorrow morning."
+
+Dron paused. He looked askance at Princess Mary and said: "There are no
+horses; I told Yakov Alpatych so."
+
+"Why are there none?" asked the princess.
+
+"It's all God's scourge," said Dron. "What horses we had have been taken
+for the army or have died--this is such a year! It's not a case of
+feeding horses--we may die of hunger ourselves! As it is, some go three
+days without eating. We've nothing, we've been ruined."
+
+Princess Mary listened attentively to what he told her.
+
+"The peasants are ruined? They have no bread?" she asked.
+
+"They're dying of hunger," said Dron. "It's not a case of carting."
+
+"But why didn't you tell me, Dronushka? Isn't it possible to help them?
+I'll do all I can...."
+
+To Princess Mary it was strange that now, at a moment when such sorrow
+was filling her soul, there could be rich people and poor, and the rich
+could refrain from helping the poor. She had heard vaguely that there
+was such a thing as "landlord's corn" which was sometimes given to the
+peasants. She also knew that neither her father nor her brother would
+refuse to help the peasants in need, she only feared to make some
+mistake in speaking about the distribution of the grain she wished to
+give. She was glad such cares presented themselves, enabling her without
+scruple to forget her own grief. She began asking Dron about the
+peasants' needs and what there was in Bogucharovo that belonged to the
+landlord.
+
+"But we have grain belonging to my brother?" she said.
+
+"The landlord's grain is all safe," replied Dron proudly. "Our prince
+did not order it to be sold."
+
+"Give it to the peasants, let them have all they need; I give you leave
+in my brother's name," said she.
+
+Dron made no answer but sighed deeply.
+
+"Give them that corn if there is enough of it. Distribute it all. I give
+this order in my brother's name; and tell them that what is ours is
+theirs. We do not grudge them anything. Tell them so."
+
+Dron looked intently at the princess while she was speaking.
+
+"Discharge me, little mother, for God's sake! Order the keys to be taken
+from me," said he. "I have served twenty-three years and have done no
+wrong. Discharge me, for God's sake!"
+
+Princess Mary did not understand what he wanted of her or why he was
+asking to be discharged. She replied that she had never doubted his
+devotion and that she was ready to do anything for him and for the
+peasants.
+
+
+
+
+CHAPTER XI
+
+An hour later Dunyasha came to tell the princess that Dron had come, and
+all the peasants had assembled at the barn by the princess' order and
+wished to have word with their mistress.
+
+"But I never told them to come," said Princess Mary. "I only told Dron
+to let them have the grain."
+
+"Only, for God's sake, Princess dear, have them sent away and don't go
+out to them. It's all a trick," said Dunyasha, "and when Yakov Alpatych
+returns let us get away... and please don't..."
+
+"What is a trick?" asked Princess Mary in surprise.
+
+"I know it is, only listen to me for God's sake! Ask nurse too. They say
+they don't agree to leave Bogucharovo as you ordered."
+
+"You're making some mistake. I never ordered them to go away," said
+Princess Mary. "Call Dronushka."
+
+Dron came and confirmed Dunyasha's words; the peasants had come by the
+princess' order.
+
+"But I never sent for them," declared the princess. "You must have given
+my message wrong. I only said that you were to give them the grain."
+
+Dron only sighed in reply.
+
+"If you order it they will go away," said he.
+
+"No, no. I'll go out to them," said Princess Mary, and in spite of the
+nurse's and Dunyasha's protests she went out into the porch; Dron,
+Dunyasha, the nurse, and Michael Ivanovich following her.
+
+"They probably think I am offering them the grain to bribe them to
+remain here, while I myself go away leaving them to the mercy of the
+French," thought Princess Mary. "I will offer them monthly rations and
+housing at our Moscow estate. I am sure Andrew would do even more in my
+place," she thought as she went out in the twilight toward the crowd
+standing on the pasture by the barn.
+
+The men crowded closer together, stirred, and rapidly took off their
+hats. Princess Mary lowered her eyes and, tripping over her skirt, came
+close up to them. So many different eyes, old and young, were fixed on
+her, and there were so many different faces, that she could not
+distinguish any of them and, feeling that she must speak to them all at
+once, did not know how to do it. But again the sense that she
+represented her father and her brother gave her courage, and she boldly
+began her speech.
+
+"I am very glad you have come," she said without raising her eyes, and
+feeling her heart beating quickly and violently. "Dronushka tells me
+that the war has ruined you. That is our common misfortune, and I shall
+grudge nothing to help you. I am myself going away because it is
+dangerous here... the enemy is near... because... I am giving you
+everything, my friends, and I beg you to take everything, all our grain,
+so that you may not suffer want! And if you have been told that I am
+giving you the grain to keep you here--that is not true. On the
+contrary, I ask you to go with all your belongings to our estate near
+Moscow, and I promise you I will see to it that there you shall want for
+nothing. You shall be given food and lodging."
+
+The princess stopped. Sighs were the only sound heard in the crowd.
+
+"I am not doing this on my own account," she continued, "I do it in the
+name of my dead father, who was a good master to you, and of my brother
+and his son."
+
+Again she paused. No one broke the silence.
+
+"Ours is a common misfortune and we will share it together. All that is
+mine is yours," she concluded, scanning the faces before her.
+
+All eyes were gazing at her with one and the same expression. She could
+not fathom whether it was curiosity, devotion, gratitude, or
+apprehension and distrust--but the expression on all the faces was
+identical.
+
+"We are all very thankful for your bounty, but it won't do for us to
+take the landlord's grain," said a voice at the back of the crowd.
+
+"But why not?" asked the princess.
+
+No one replied and Princess Mary, looking round at the crowd, found that
+every eye she met now was immediately dropped.
+
+"But why don't you want to take it?" she asked again.
+
+No one answered.
+
+The silence began to oppress the princess and she tried to catch
+someone's eye.
+
+"Why don't you speak?" she inquired of a very old man who stood just in
+front of her leaning on his stick. "If you think something more is
+wanted, tell me! I will do anything," said she, catching his eye.
+
+But as if this angered him, he bent his head quite low and muttered:
+
+"Why should we agree? We don't want the grain."
+
+"Why should we give up everything? We don't agree. Don't agree.... We
+are sorry for you, but we're not willing. Go away yourself, alone..."
+came from various sides of the crowd.
+
+And again all the faces in that crowd bore an identical expression,
+though now it was certainly not an expression of curiosity or gratitude,
+but of angry resolve.
+
+"But you can't have understood me," said Princess Mary with a sad smile.
+"Why don't you want to go? I promise to house and feed you, while here
+the enemy would ruin you..."
+
+But her voice was drowned by the voices of the crowd.
+
+"We're not willing. Let them ruin us! We won't take your grain. We don't
+agree."
+
+Again Princess Mary tried to catch someone's eye, but not a single eye
+in the crowd was turned to her; evidently they were all trying to avoid
+her look. She felt strange and awkward.
+
+"Oh yes, an artful tale! Follow her into slavery! Pull down your houses
+and go into bondage! I dare say! 'I'll give you grain, indeed!' she
+says," voices in the crowd were heard saying.
+
+With drooping head Princess Mary left the crowd and went back to the
+house. Having repeated her order to Dron to have horses ready for her
+departure next morning, she went to her room and remained alone with her
+own thoughts.
+
+
+
+
+CHAPTER XII
+
+For a long time that night Princess Mary sat by the open window of her
+room hearing the sound of the peasants' voices that reached her from the
+village, but it was not of them she was thinking. She felt that she
+could not understand them however much she might think about them. She
+thought only of one thing, her sorrow, which, after the break caused by
+cares for the present, seemed already to belong to the past. Now she
+could remember it and weep or pray.
+
+After sunset the wind had dropped. The night was calm and fresh. Toward
+midnight the voices began to subside, a cock crowed, the full moon began
+to show from behind the lime trees, a fresh white dewy mist began to
+rise, and stillness reigned over the village and the house.
+
+Pictures of the near past--her father's illness and last moments--rose
+one after another to her memory. With mournful pleasure she now lingered
+over these images, repelling with horror only the last one, the picture
+of his death, which she felt she could not contemplate even in
+imagination at this still and mystic hour of night. And these pictures
+presented themselves to her so clearly and in such detail that they
+seemed now present, now past, and now future.
+
+She vividly recalled the moment when he had his first stroke and was
+being dragged along by his armpits through the garden at Bald Hills,
+muttering something with his helpless tongue, twitching his gray
+eyebrows and looking uneasily and timidly at her.
+
+"Even then he wanted to tell me what he told me the day he died," she
+thought. "He had always thought what he said then." And she recalled in
+all its detail the night at Bald Hills before he had the last stroke,
+when with a foreboding of disaster she had remained at home against his
+will. She had not slept and had stolen downstairs on tiptoe, and going
+to the door of the conservatory where he slept that night had listened
+at the door. In a suffering and weary voice he was saying something to
+Tikhon, speaking of the Crimea and its warm nights and of the Empress.
+Evidently he had wanted to talk. "And why didn't he call me? Why didn't
+he let me be there instead of Tikhon?" Princess Mary had thought and
+thought again now. "Now he will never tell anyone what he had in his
+soul. Never will that moment return for him or for me when he might have
+said all he longed to say, and not Tikhon but I might have heard and
+understood him. Why didn't I enter the room?" she thought. "Perhaps he
+would then have said to me what he said the day he died. While talking
+to Tikhon he asked about me twice. He wanted to see me, and I was
+standing close by, outside the door. It was sad and painful for him to
+talk to Tikhon who did not understand him. I remember how he began
+speaking to him about Lise as if she were alive--he had forgotten she
+was dead--and Tikhon reminded him that she was no more, and he shouted,
+'Fool!' He was greatly depressed. From behind the door I heard how he
+lay down on his bed groaning and loudly exclaimed, 'My God!' Why didn't
+I go in then? What could he have done to me? What could I have lost? And
+perhaps he would then have been comforted and would have said that word
+to me." And Princess Mary uttered aloud the caressing word he had said
+to her on the day of his death. "Dear-est!" she repeated, and began
+sobbing, with tears that relieved her soul. She now saw his face before
+her. And not the face she had known ever since she could remember and
+had always seen at a distance, but the timid, feeble face she had seen
+for the first time quite closely, with all its wrinkles and details,
+when she stooped near to his mouth to catch what he said.
+
+"Dear-est!" she repeated again.
+
+"What was he thinking when he uttered that word? What is he thinking
+now?" This question suddenly presented itself to her, and in answer she
+saw him before her with the expression that was on his face as he lay in
+his coffin with his chin bound up with a white handkerchief. And the
+horror that had seized her when she touched him and convinced herself
+that that was not he, but something mysterious and horrible, seized her
+again. She tried to think of something else and to pray, but could do
+neither. With wide-open eyes she gazed at the moonlight and the shadows,
+expecting every moment to see his dead face, and she felt that the
+silence brooding over the house and within it held her fast.
+
+"Dunyasha," she whispered. "Dunyasha!" she screamed wildly, and tearing
+herself out of this silence she ran to the servants' quarters to meet
+her old nurse and the maidservants who came running toward her.
+
+
+
+
+CHAPTER XIII
+
+On the seventeenth of August Rostov and Ilyin, accompanied by Lavrushka
+who had just returned from captivity and by an hussar orderly, left
+their quarters at Yankovo, ten miles from Bogucharovo, and went for a
+ride--to try a new horse Ilyin had bought and to find out whether there
+was any hay to be had in the villages.
+
+For the last three days Bogucharovo had lain between the two hostile
+armies, so that it was as easy for the Russian rearguard to get to it as
+for the French vanguard; Rostov, as a careful squadron commander, wished
+to take such provisions as remained at Bogucharovo before the French
+could get them.
+
+Rostov and Ilyin were in the merriest of moods. On the way to
+Bogucharovo, a princely estate with a dwelling house and farm where they
+hoped to find many domestic serfs and pretty girls, they questioned
+Lavrushka about Napoleon and laughed at his stories, and raced one
+another to try Ilyin's horse.
+
+Rostov had no idea that the village he was entering was the property of
+that very Bolkonski who had been engaged to his sister.
+
+Rostov and Ilyin gave rein to their horses for a last race along the
+incline before reaching Bogucharovo, and Rostov, outstripping Ilyin, was
+the first to gallop into the village street.
+
+"You're first!" cried Ilyin, flushed.
+
+"Yes, always first both on the grassland and here," answered Rostov,
+stroking his heated Donets horse.
+
+"And I'd have won on my Frenchy, your excellency," said Lavrushka from
+behind, alluding to his shabby cart horse, "only I didn't wish to
+mortify you."
+
+They rode at a footpace to the barn, where a large crowd of peasants was
+standing.
+
+Some of the men bared their heads, others stared at the new arrivals
+without doffing their caps. Two tall old peasants with wrinkled faces
+and scanty beards emerged from the tavern, smiling, staggering, and
+singing some incoherent song, and approached the officers.
+
+"Fine fellows!" said Rostov laughing. "Is there any hay here?"
+
+"And how like one another," said Ilyin.
+
+"A mo-o-st me-r-r-y co-o-m-pa...!" sang one of the peasants with a
+blissful smile.
+
+One of the men came out of the crowd and went up to Rostov.
+
+"Who do you belong to?" he asked.
+
+"The French," replied Ilyin jestingly, "and here is Napoleon himself"--
+and he pointed to Lavrushka.
+
+"Then you are Russians?" the peasant asked again.
+
+"And is there a large force of you here?" said another, a short man,
+coming up.
+
+"Very large," answered Rostov. "But why have you collected here?" he
+added. "Is it a holiday?"
+
+"The old men have met to talk over the business of the commune," replied
+the peasant, moving away.
+
+At that moment, on the road leading from the big house, two women and a
+man in a white hat were seen coming toward the officers.
+
+"The one in pink is mine, so keep off!" said Ilyin on seeing Dunyasha
+running resolutely toward him.
+
+"She'll be ours!" said Lavrushka to Ilyin, winking.
+
+"What do you want, my pretty?" said Ilyin with a smile.
+
+"The princess ordered me to ask your regiment and your name."
+
+"This is Count Rostov, squadron commander, and I am your humble
+servant."
+
+"Co-o-om-pa-ny!" roared the tipsy peasant with a beatific smile as he
+looked at Ilyin talking to the girl. Following Dunyasha, Alpatych
+advanced to Rostov, having bared his head while still at a distance.
+
+"May I make bold to trouble your honor?" said he respectfully, but with
+a shade of contempt for the youthfulness of this officer and with a hand
+thrust into his bosom. "My mistress, daughter of General in Chief Prince
+Nicholas Bolkonski who died on the fifteenth of this month, finding
+herself in difficulties owing to the boorishness of these people"--he
+pointed to the peasants--"asks you to come up to the house.... Won't
+you, please, ride on a little farther," said Alpatych with a melancholy
+smile, "as it is not convenient in the presence of...?" He pointed to
+the two peasants who kept as close to him as horseflies to a horse.
+
+"Ah!... Alpatych... Ah, Yakov Alpatych... Grand! Forgive us for Christ's
+sake, eh?" said the peasants, smiling joyfully at him.
+
+Rostov looked at the tipsy peasants and smiled.
+
+"Or perhaps they amuse your honor?" remarked Alpatych with a staid air,
+as he pointed at the old men with his free hand.
+
+"No, there's not much to be amused at here," said Rostov, and rode on a
+little way. "What's the matter?" he asked.
+
+"I make bold to inform your honor that the rude peasants here don't wish
+to let the mistress leave the estate, and threaten to unharness her
+horses, so that though everything has been packed up since morning, her
+excellency cannot get away."
+
+"Impossible!" exclaimed Rostov.
+
+"I have the honor to report to you the actual truth," said Alpatych.
+
+Rostov dismounted, gave his horse to the orderly, and followed Alpatych
+to the house, questioning him as to the state of affairs. It appeared
+that the princess' offer of corn to the peasants the previous day, and
+her talk with Dron and at the meeting, had actually had so bad an effect
+that Dron had finally given up the keys and joined the peasants and had
+not appeared when Alpatych sent for him; and that in the morning when
+the princess gave orders to harness for her journey, the peasants had
+come in a large crowd to the barn and sent word that they would not let
+her leave the village: that there was an order not to move, and that
+they would unharness the horses. Alpatych had gone out to admonish them,
+but was told (it was chiefly Karp who did the talking, Dron not showing
+himself in the crowd) that they could not let the princess go, that
+there was an order to the contrary, but that if she stayed they would
+serve her as before and obey her in everything.
+
+At the moment when Rostov and Ilyin were galloping along the road,
+Princess Mary, despite the dissuasions of Alpatych, her nurse, and the
+maids, had given orders to harness and intended to start, but when the
+cavalrymen were espied they were taken for Frenchmen, the coachman ran
+away, and the women in the house began to wail.
+
+"Father! Benefactor! God has sent you!" exclaimed deeply moved voices as
+Rostov passed through the anteroom.
+
+Princess Mary was sitting helpless and bewildered in the large sitting
+room, when Rostov was shown in. She could not grasp who he was and why
+he had come, or what was happening to her. When she saw his Russian
+face, and by his walk and the first words he uttered recognized him as a
+man of her own class, she glanced at him with her deep radiant look and
+began speaking in a voice that faltered and trembled with emotion. This
+meeting immediately struck Rostov as a romantic event. "A helpless girl
+overwhelmed with grief, left to the mercy of coarse, rioting peasants!
+And what a strange fate sent me here! What gentleness and nobility there
+are in her features and expression!" thought he as he looked at her and
+listened to her timid story.
+
+When she began to tell him that all this had happened the day after her
+father's funeral, her voice trembled. She turned away, and then, as if
+fearing he might take her words as meant to move him to pity, looked at
+him with an apprehensive glance of inquiry. There were tears in Rostov's
+eyes. Princess Mary noticed this and glanced gratefully at him with that
+radiant look which caused the plainness of her face to be forgotten.
+
+"I cannot express, Princess, how glad I am that I happened to ride here
+and am able to show my readiness to serve you," said Rostov, rising. "Go
+when you please, and I give you my word of honor that no one shall dare
+to cause you annoyance if only you will allow me to act as your escort."
+And bowing respectfully, as if to a lady of royal blood, he moved toward
+the door.
+
+Rostov's deferential tone seemed to indicate that though he would
+consider himself happy to be acquainted with her, he did not wish to
+take advantage of her misfortunes to intrude upon her.
+
+Princess Mary understood this and appreciated his delicacy.
+
+"I am very, very grateful to you," she said in French, "but I hope it
+was all a misunderstanding and that no one is to blame for it." She
+suddenly began to cry.
+
+"Excuse me!" she said.
+
+Rostov, knitting his brows, left the room with another low bow.
+
+
+
+
+CHAPTER XIV
+
+"Well, is she pretty? Ah, friend--my pink one is delicious; her name is
+Dunyasha...."
+
+But on glancing at Rostov's face Ilyin stopped short. He saw that his
+hero and commander was following quite a different train of thought.
+
+Rostov glanced angrily at Ilyin and without replying strode off with
+rapid steps to the village.
+
+"I'll show them; I'll give it to them, the brigands!" said he to
+himself.
+
+Alpatych at a gliding trot, only just managing not to run, kept up with
+him with difficulty.
+
+"What decision have you been pleased to come to?" said he.
+
+Rostov stopped and, clenching his fists, suddenly and sternly turned on
+Alpatych.
+
+"Decision? What decision? Old dotard!..." cried he. "What have you been
+about? Eh? The peasants are rioting, and you can't manage them? You're a
+traitor yourself! I know you. I'll flay you all alive!..." And as if
+afraid of wasting his store of anger, he left Alpatych and went rapidly
+forward. Alpatych, mastering his offended feelings, kept pace with
+Rostov at a gliding gait and continued to impart his views. He said the
+peasants were obdurate and that at the present moment it would be
+imprudent to "overresist" them without an armed force, and would it not
+be better first to send for the military?
+
+"I'll give them armed force... I'll 'overresist' them!" uttered Rostov
+meaninglessly, breathless with irrational animal fury and the need to
+vent it.
+
+Without considering what he would do he moved unconciously with quick,
+resolute steps toward the crowd. And the nearer he drew to it the more
+Alpatych felt that this unreasonable action might produce good results.
+The peasants in the crowd were similarly impressed when they saw
+Rostov's rapid, firm steps and resolute, frowning face.
+
+After the hussars had come to the village and Rostov had gone to see the
+princess, a certain confusion and dissension had arisen among the crowd.
+Some of the peasants said that these new arrivals were Russians and
+might take it amiss that the mistress was being detained. Dron was of
+this opinion, but as soon as he expressed it Karp and others attacked
+their ex-Elder.
+
+"How many years have you been fattening on the commune?" Karp shouted at
+him. "It's all one to you! You'll dig up your pot of money and take it
+away with you.... What does it matter to you whether our homes are
+ruined or not?"
+
+"We've been told to keep order, and that no one is to leave their homes
+or take away a single grain, and that's all about it!" cried another.
+
+"It was your son's turn to be conscripted, but no fear! You begrudged
+your lump of a son," a little old man suddenly began attacking Dron--
+"and so they took my Vanka to be shaved for a soldier! But we all have
+to die."
+
+"To be sure, we all have to die. I'm not against the commune," said
+Dron.
+
+"That's it--not against it! You've filled your belly...."
+
+The two tall peasants had their say. As soon as Rostov, followed by
+Ilyin, Lavrushka, and Alpatych, came up to the crowd, Karp, thrusting
+his fingers into his belt and smiling a little, walked to the front.
+Dron on the contrary retired to the rear and the crowd drew closer
+together.
+
+"Who is your Elder here? Hey?" shouted Rostov, coming up to the crowd
+with quick steps.
+
+"The Elder? What do you want with him?..." asked Karp.
+
+But before the words were well out of his mouth, his cap flew off and a
+fierce blow jerked his head to one side.
+
+"Caps off, traitors!" shouted Rostov in a wrathful voice. "Where's the
+Elder?" he cried furiously.
+
+"The Elder.... He wants the Elder!... Dron Zakharych, you!" meek and
+flustered voices here and there were heard calling and caps began to
+come off their heads.
+
+"We don't riot, we're following the orders," declared Karp, and at that
+moment several voices began speaking together.
+
+"It's as the old men have decided--there's too many of you giving
+orders."
+
+"Arguing? Mutiny!... Brigands! Traitors!" cried Rostov unmeaningly in a
+voice not his own, gripping Karp by the collar. "Bind him, bind him!" he
+shouted, though there was no one to bind him but Lavrushka and Alpatych.
+
+Lavrushka, however, ran up to Karp and seized him by the arms from
+behind.
+
+"Shall I call up our men from beyond the hill?" he called out.
+
+Alpatych turned to the peasants and ordered two of them by name to come
+and bind Karp. The men obediently came out of the crowd and began taking
+off their belts.
+
+"Where's the Elder?" demanded Rostov in a loud voice.
+
+With a pale and frowning face Dron stepped out of the crowd.
+
+"Are you the Elder? Bind him, Lavrushka!" shouted Rostov, as if that
+order, too, could not possibly meet with any opposition.
+
+And in fact two more peasants began binding Dron, who took off his own
+belt and handed it to them, as if to aid them.
+
+"And you all listen to me!" said Rostov to the peasants. "Be off to your
+houses at once, and don't let one of your voices be heard!"
+
+"Why, we've not done any harm! We did it just out of foolishness. It's
+all nonsense... I said then that it was not in order," voices were heard
+bickering with one another.
+
+
+"There! What did I say?" said Alpatych, coming into his own again. "It's
+wrong, lads!"
+
+"All our stupidity, Yakov Alpatych," came the answers, and the crowd
+began at once to disperse through the village.
+
+The two bound men were led off to the master's house. The two drunken
+peasants followed them.
+
+"Aye, when I look at you!..." said one of them to Karp.
+
+"How can one talk to the masters like that? What were you thinking of,
+you fool?" added the other--"A real fool!"
+
+Two hours later the carts were standing in the courtyard of the
+Bogucharovo house. The peasants were briskly carrying out the
+proprietor's goods and packing them on the carts, and Dron, liberated at
+Princess Mary's wish from the cupboard where he had been confined, was
+standing in the yard directing the men.
+
+"Don't put it in so carelessly," said one of the peasants, a man with a
+round smiling face, taking a casket from a housemaid. "You know it has
+cost money! How can you chuck it in like that or shove it under the cord
+where it'll get rubbed? I don't like that way of doing things. Let it
+all be done properly, according to rule. Look here, put it under the
+bast matting and cover it with hay--that's the way!"
+
+"Eh, books, books!" said another peasant, bringing out Prince Andrew's
+library cupboards. "Don't catch up against it! It's heavy, lads--solid
+books."
+
+"Yes, they worked all day and didn't play!" remarked the tall, round-
+faced peasant gravely, pointing with a significant wink at the
+dictionaries that were on the top.
+
+Unwilling to obtrude himself on the princess, Rostov did not go back to
+the house but remained in the village awaiting her departure. When her
+carriage drove out of the house, he mounted and accompanied her eight
+miles from Bogucharovo to where the road was occupied by our troops. At
+the inn at Yankovo he respectfully took leave of her, for the first time
+permitting himself to kiss her hand.
+
+"How can you speak so!" he blushingly replied to Princess Mary's
+expressions of gratitude for her deliverance, as she termed what had
+occurred. "Any police officer would have done as much! If we had had
+only peasants to fight, we should not have let the enemy come so far,"
+said he with a sense of shame and wishing to change the subject. "I am
+only happy to have had the opportunity of making your acquaintance.
+Good-bye, Princess. I wish you happiness and consolation and hope to
+meet you again in happier circumstances. If you don't want to make me
+blush, please don't thank me!"
+
+But the princess, if she did not again thank him in words, thanked him
+with the whole expression of her face, radiant with gratitude and
+tenderness. She could not believe that there was nothing to thank him
+for. On the contrary, it seemed to her certain that had he not been
+there she would have perished at the hands of the mutineers and of the
+French, and that he had exposed himself to terrible and obvious danger
+to save her, and even more certain was it that he was a man of lofty and
+noble soul, able to understand her position and her sorrow. His kind,
+honest eyes, with the tears rising in them when she herself had begun to
+cry as she spoke of her loss, did not leave her memory.
+
+When she had taken leave of him and remained alone she suddenly felt her
+eyes filling with tears, and then not for the first time the strange
+question presented itself to her: did she love him?
+
+On the rest of the way to Moscow, though the princess' position was not
+a cheerful one, Dunyasha, who went with her in the carriage, more than
+once noticed that her mistress leaned out of the window and smiled at
+something with an expression of mingled joy and sorrow.
+
+"Well, supposing I do love him?" thought Princess Mary.
+
+Ashamed as she was of acknowledging to herself that she had fallen in
+love with a man who would perhaps never love her, she comforted herself
+with the thought that no one would ever know it and that she would not
+be to blame if, without ever speaking of it to anyone, she continued to
+the end of her life to love the man with whom she had fallen in love for
+the first and last time in her life.
+
+Sometimes when she recalled his looks, his sympathy, and his words,
+happiness did not appear impossible to her. It was at those moments that
+Dunyasha noticed her smiling as she looked out of the carriage window.
+
+"Was it not fate that brought him to Bogucharovo, and at that very
+moment?" thought Princess Mary. "And that caused his sister to refuse my
+brother?" And in all this Princess Mary saw the hand of Providence.
+
+The impression the princess made on Rostov was a very agreeable one. To
+remember her gave him pleasure, and when his comrades, hearing of his
+adventure at Bogucharovo, rallied him on having gone to look for hay and
+having picked up one of the wealthiest heiresses in Russia, he grew
+angry. It made him angry just because the idea of marrying the gentle
+Princess Mary, who was attractive to him and had an enormous fortune,
+had against his will more than once entered his head. For himself
+personally Nicholas could not wish for a better wife: by marrying her he
+would make the countess his mother happy, would be able to put his
+father's affairs in order, and would even--he felt it--ensure Princess
+Mary's happiness.
+
+But Sonya? And his plighted word? That was why Rostov grew angry when he
+was rallied about Princess Bolkonskaya.
+
+
+
+
+CHAPTER XV
+
+On receiving command of the armies Kutuzov remembered Prince Andrew and
+sent an order for him to report at headquarters.
+
+Prince Andrew arrived at Tsarevo-Zaymishche on the very day and at the
+very hour that Kutuzov was reviewing the troops for the first time. He
+stopped in the village at the priest's house in front of which stood the
+commander-in-chief's carriage, and he sat down on the bench at the gate
+awaiting his Serene Highness, as everyone now called Kutuzov. From the
+field beyond the village came now sounds of regimental music and now the
+roar of many voices shouting "Hurrah!" to the new commander-in-chief.
+Two orderlies, a courier and a major-domo, stood near by, some ten paces
+from Prince Andrew, availing themselves of Kutuzov's absence and of the
+fine weather. A short, swarthy lieutenant colonel of hussars with thick
+mustaches and whiskers rode up to the gate and, glancing at Prince
+Andrew, inquired whether his Serene Highness was putting up there and
+whether he would soon be back.
+
+Prince Andrew replied that he was not on his Serene Highness' staff but
+was himself a new arrival. The lieutenant colonel turned to a smart
+orderly, who, with the peculiar contempt with which a commander-in-
+chief's orderly speaks to officers, replied:
+
+"What? His Serene Highness? I expect he'll be here soon. What do you
+want?"
+
+The lieutenant colonel of hussars smiled beneath his mustache at the
+orderly's tone, dismounted, gave his horse to a dispatch runner, and
+approached Bolkonski with a slight bow. Bolkonski made room for him on
+the bench and the lieutenant colonel sat down beside him.
+
+"You're also waiting for the commander-in-chief?" said he. "They say he
+weceives evewyone, thank God!... It's awful with those sausage eaters!
+Ermolov had weason to ask to be pwomoted to be a German! Now p'waps
+Wussians will get a look in. As it was, devil only knows what was
+happening. We kept wetweating and wetweating. Did you take part in the
+campaign?" he asked.
+
+"I had the pleasure," replied Prince Andrew, "not only of taking part in
+the retreat but of losing in that retreat all I held dear--not to
+mention the estate and home of my birth--my father, who died of grief. I
+belong to the province of Smolensk."
+
+"Ah? You're Pwince Bolkonski? Vewy glad to make your acquaintance! I'm
+Lieutenant Colonel Denisov, better known as 'Vaska,'" said Denisov,
+pressing Prince Andrew's hand and looking into his face with a
+particularly kindly attention. "Yes, I heard," said he sympathetically,
+and after a short pause added: "Yes, it's Scythian warfare. It's all
+vewy well--only not for those who get it in the neck. So you are Pwince
+Andwew Bolkonski?" He swayed his head. "Vewy pleased, Pwince, to make
+your acquaintance!" he repeated again, smiling sadly, and he again
+pressed Prince Andrew's hand.
+
+Prince Andrew knew Denisov from what Natasha had told him of her first
+suitor. This memory carried him sadly and sweetly back to those painful
+feelings of which he had not thought lately, but which still found place
+in his soul. Of late he had received so many new and very serious
+impressions--such as the retreat from Smolensk, his visit to Bald Hills,
+and the recent news of his father's death--and had experienced so many
+emotions, that for a long time past those memories had not entered his
+mind, and now that they did, they did not act on him with nearly their
+former strength. For Denisov, too, the memories awakened by the name of
+Bolkonski belonged to a distant, romantic past, when after supper and
+after Natasha's singing he had proposed to a little girl of fifteen
+without realizing what he was doing. He smiled at the recollection of
+that time and of his love for Natasha, and passed at once to what now
+interested him passionately and exclusively. This was a plan of campaign
+he had devised while serving at the outposts during the retreat. He had
+proposed that plan to Barclay de Tolly and now wished to propose it to
+Kutuzov. The plan was based on the fact that the French line of
+operation was too extended, and it proposed that instead of, or
+concurrently with, action on the front to bar the advance of the French,
+we should attack their line of communication. He began explaining his
+plan to Prince Andrew.
+
+"They can't hold all that line. It's impossible. I will undertake to
+bweak thwough. Give me five hundwed men and I will bweak the line,
+that's certain! There's only one way--guewilla warfare!"
+
+Denisov rose and began gesticulating as he explained his plan to
+Bolkonski. In the midst of his explanation shouts were heard from the
+army, growing more incoherent and more diffused, mingling with music and
+songs and coming from the field where the review was held. Sounds of
+hoofs and shouts were nearing the village.
+
+"He's coming! He's coming!" shouted a Cossack standing at the gate.
+
+Bolkonski and Denisov moved to the gate, at which a knot of soldiers (a
+guard of honor) was standing, and they saw Kutuzov coming down the
+street mounted on a rather small sorrel horse. A huge suite of generals
+rode behind him. Barclay was riding almost beside him, and a crowd of
+officers ran after and around them shouting, "Hurrah!"
+
+His adjutants galloped into the yard before him. Kutuzov was impatiently
+urging on his horse, which ambled smoothly under his weight, and he
+raised his hand to his white Horse Guard's cap with a red band and no
+peak, nodding his head continually. When he came up to the guard of
+honor, a fine set of Grenadiers mostly wearing decorations, who were
+giving him the salute, he looked at them silently and attentively for
+nearly a minute with the steady gaze of a commander and then turned to
+the crowd of generals and officers surrounding him. Suddenly his face
+assumed a subtle expression, he shrugged his shoulders with an air of
+perplexity.
+
+"And with such fine fellows to retreat and retreat! Well, good-by,
+General," he added, and rode into the yard past Prince Andrew and
+Denisov.
+
+"Hurrah! hurrah! hurrah!" shouted those behind him.
+
+Since Prince Andrew had last seen him Kutuzov had grown still more
+corpulent, flaccid, and fat. But the bleached eyeball, the scar, and the
+familiar weariness of his expression were still the same. He was wearing
+the white Horse Guard's cap and a military overcoat with a whip hanging
+over his shoulder by a thin strap. He sat heavily and swayed limply on
+his brisk little horse.
+
+"Whew... whew... whew!" he whistled just audibly as he rode into the
+yard. His face expressed the relief of relaxed strain felt by a man who
+means to rest after a ceremony. He drew his left foot out of the stirrup
+and, lurching with his whole body and puckering his face with the
+effort, raised it with difficulty onto the saddle, leaned on his knee,
+groaned, and slipped down into the arms of the Cossacks and adjutants
+who stood ready to assist him.
+
+He pulled himself together, looked round, screwing up his eyes, glanced
+at Prince Andrew, and, evidently not recognizing him, moved with his
+waddling gait to the porch. "Whew... whew... whew!" he whistled, and
+again glanced at Prince Andrew. As often occurs with old men, it was
+only after some seconds that the impression produced by Prince Andrew's
+face linked itself up with Kutuzov's remembrance of his personality.
+
+"Ah, how do you do, my dear prince? How do you do, my dear boy? Come
+along..." said he, glancing wearily round, and he stepped onto the porch
+which creaked under his weight.
+
+He unbuttoned his coat and sat down on a bench in the porch.
+
+"And how's your father?"
+
+"I received news of his death, yesterday," replied Prince Andrew
+abruptly.
+
+Kutuzov looked at him with eyes wide open with dismay and then took off
+his cap and crossed himself:
+
+"May the kingdom of Heaven be his! God's will be done to us all!" He
+sighed deeply, his whole chest heaving, and was silent for a while. "I
+loved him and respected him, and sympathize with you with all my heart."
+
+He embraced Prince Andrew, pressing him to his fat breast, and for some
+time did not let him go. When he released him Prince Andrew saw that
+Kutuzov's flabby lips were trembling and that tears were in his eyes. He
+sighed and pressed on the bench with both hands to raise himself.
+
+"Come! Come with me, we'll have a talk," said he.
+
+But at that moment Denisov, no more intimidated by his superiors than by
+the enemy, came with jingling spurs up the steps of the porch, despite
+the angry whispers of the adjutants who tried to stop him. Kutuzov, his
+hands still pressed on the seat, glanced at him glumly. Denisov, having
+given his name, announced that he had to communicate to his Serene
+Highness a matter of great importance for their country's welfare.
+Kutuzov looked wearily at him and, lifting his hands with a gesture of
+annoyance, folded them across his stomach, repeating the words: "For our
+country's welfare? Well, what is it? Speak!" Denisov blushed like a girl
+(it was strange to see the color rise in that shaggy, bibulous, time-
+worn face) and boldly began to expound his plan of cutting the enemy's
+lines of communication between Smolensk and Vyazma. Denisov came from
+those parts and knew the country well. His plan seemed decidedly a good
+one, especially from the strength of conviction with which he spoke.
+Kutuzov looked down at his own legs, occasionally glancing at the door
+of the adjoining hut as if expecting something unpleasant to emerge from
+it. And from that hut, while Denisov was speaking, a general with a
+portfolio under his arm really did appear.
+
+"What?" said Kutuzov, in the midst of Denisov's explanations, "are you
+ready so soon?"
+
+"Ready, your Serene Highness," replied the general.
+
+Kutuzov swayed his head, as much as to say: "How is one man to deal with
+it all?" and again listened to Denisov.
+
+"I give my word of honor as a Wussian officer," said Denisov, "that I
+can bweak Napoleon's line of communication!"
+
+"What relation are you to Intendant General Kiril Andreevich Denisov?"
+asked Kutuzov, interrupting him.
+
+"He is my uncle, your Sewene Highness."
+
+"Ah, we were friends," said Kutuzov cheerfully. "All right, all right,
+friend, stay here at the staff and tomorrow we'll have a talk."
+
+With a nod to Denisov he turned away and put out his hand for the papers
+Konovnitsyn had brought him.
+
+"Would not your Serene Highness like to come inside?" said the general
+on duty in a discontented voice, "the plans must be examined and several
+papers have to be signed."
+
+An adjutant came out and announced that everything was in readiness
+within. But Kutuzov evidently did not wish to enter that room till he
+was disengaged. He made a grimace...
+
+"No, tell them to bring a small table out here, my dear boy. I'll look
+at them here," said he. "Don't go away," he added, turning to Prince
+Andrew, who remained in the porch and listened to the general's report.
+
+While this was being given, Prince Andrew heard the whisper of a woman's
+voice and the rustle of a silk dress behind the door. Several times on
+glancing that way he noticed behind that door a plump, rosy, handsome
+woman in a pink dress with a lilac silk kerchief on her head, holding a
+dish and evidently awaiting the entrance of the commander-in-chief.
+Kutuzov's adjutant whispered to Prince Andrew that this was the wife of
+the priest whose home it was, and that she intended to offer his Serene
+Highness bread and salt. "Her husband has welcomed his Serene Highness
+with the cross at the church, and she intends to welcome him in the
+house.... She's very pretty," added the adjutant with a smile. At those
+words Kutuzov looked round. He was listening to the general's report--
+which consisted chiefly of a criticism of the position at Tsarevo-
+Zaymishche--as he had listened to Denisov, and seven years previously
+had listened to the discussion at the Austerlitz council of war. He
+evidently listened only because he had ears which, though there was a
+piece of tow in one of them, could not help hearing; but it was evident
+that nothing the general could say would surprise or even interest him,
+that he knew all that would be said beforehand, and heard it all only
+because he had to, as one has to listen to the chanting of a service of
+prayer. All that Denisov had said was clever and to the point. What the
+general was saying was even more clever and to the point, but it was
+evident that Kutuzov despised knowledge and cleverness, and knew of
+something else that would decide the matter--something independent of
+cleverness and knowledge. Prince Andrew watched the commander-in-chief's
+face attentively, and the only expression he could see there was one of
+boredom, curiosity as to the meaning of the feminine whispering behind
+the door, and a desire to observe propriety. It was evident that Kutuzov
+despised cleverness and learning and even the patriotic feeling shown by
+Denisov, but despised them not because of his own intellect, feelings,
+or knowledge--he did not try to display any of these--but because of
+something else. He despised them because of his old age and experience
+of life. The only instruction Kutuzov gave of his own accord during that
+report referred to looting by the Russian troops. At the end of the
+report the general put before him for signature a paper relating to the
+recovery of payment from army commanders for green oats mown down by the
+soldiers, when landowners lodged petitions for compensation.
+
+After hearing the matter, Kutuzov smacked his lips together and shook
+his head.
+
+"Into the stove... into the fire with it! I tell you once for all, my
+dear fellow," said he, "into the fire with all such things! Let them cut
+the crops and burn wood to their hearts' content. I don't order it or
+allow it, but I don't exact compensation either. One can't get on
+without it. 'When wood is chopped the chips will fly.'" He looked at the
+paper again. "Oh, this German precision!" he muttered, shaking his head.
+
+
+
+
+CHAPTER XVI
+
+"Well, that's all!" said Kutuzov as he signed the last of the documents,
+and rising heavily and smoothing out the folds in his fat white neck he
+moved toward the door with a more cheerful expression.
+
+The priest's wife, flushing rosy red, caught up the dish she had after
+all not managed to present at the right moment, though she had so long
+been preparing for it, and with a low bow offered it to Kutuzov.
+
+He screwed up his eyes, smiled, lifted her chin with his hand, and said:
+
+"Ah, what a beauty! Thank you, sweetheart!"
+
+He took some gold pieces from his trouser pocket and put them on the
+dish for her. "Well, my dear, and how are we getting on?" he asked,
+moving to the door of the room assigned to him. The priest's wife
+smiled, and with dimples in her rosy cheeks followed him into the room.
+The adjutant came out to the porch and asked Prince Andrew to lunch with
+him. Half an hour later Prince Andrew was again called to Kutuzov. He
+found him reclining in an armchair, still in the same unbuttoned
+overcoat. He had in his hand a French book which he closed as Prince
+Andrew entered, marking the place with a knife. Prince Andrew saw by the
+cover that it was Les Chevaliers du Cygne by Madame de Genlis.
+
+"Well, sit down, sit down here. Let's have a talk," said Kutuzov. "It's
+sad, very sad. But remember, my dear fellow, that I am a father to you,
+a second father...."
+
+Prince Andrew told Kutuzov all he knew of his father's death, and what
+he had seen at Bald Hills when he passed through it.
+
+"What... what they have brought us to!" Kutuzov suddenly cried in an
+agitated voice, evidently picturing vividly to himself from Prince
+Andrew's story the condition Russia was in. "But give me time, give me
+time!" he said with a grim look, evidently not wishing to continue this
+agitating conversation, and added: "I sent for you to keep you with me."
+
+"I thank your Serene Highness, but I fear I am no longer fit for the
+staff," replied Prince Andrew with a smile which Kutuzov noticed.
+
+Kutuzov glanced inquiringly at him.
+
+"But above all," added Prince Andrew, "I have grown used to my regiment,
+am fond of the officers, and I fancy the men also like me. I should be
+sorry to leave the regiment. If I decline the honor of being with you,
+believe me..."
+
+A shrewd, kindly, yet subtly derisive expression lit up Kutuzov's podgy
+face. He cut Bolkonski short.
+
+"I am sorry, for I need you. But you're right, you're right! It's not
+here that men are needed. Advisers are always plentiful, but men are
+not. The regiments would not be what they are if the would-be advisers
+served there as you do. I remember you at Austerlitz.... I remember,
+yes, I remember you with the standard!" said Kutuzov, and a flush of
+pleasure suffused Prince Andrew's face at this recollection.
+
+Taking his hand and drawing him downwards, Kutuzov offered his cheek to
+be kissed, and again Prince Andrew noticed tears in the old man's eyes.
+Though Prince Andrew knew that Kutuzov's tears came easily, and that he
+was particularly tender to and considerate of him from a wish to show
+sympathy with his loss, yet this reminder of Austerlitz was both
+pleasant and flattering to him.
+
+"Go your way and God be with you. I know your path is the path of
+honor!" He paused. "I missed you at Bucharest, but I needed someone to
+send." And changing the subject, Kutuzov began to speak of the Turkish
+war and the peace that had been concluded. "Yes, I have been much
+blamed," he said, "both for that war and the peace... but everything
+came at the right time. Tout vient a point a celui qui sait attendre. *
+And there were as many advisers there as here..." he went on, returning
+to the subject of "advisers" which evidently occupied him. "Ah, those
+advisers!" said he. "If we had listened to them all we should not have
+made peace with Turkey and should not have been through with that war.
+Everything in haste, but more haste, less speed. Kamenski would have
+been lost if he had not died. He stormed fortresses with thirty thousand
+men. It is not difficult to capture a fortress but it is difficult to
+win a campaign. For that, not storming and attacking but patience and
+time are wanted. Kamenski sent soldiers to Rustchuk, but I only employed
+these two things and took more fortresses than Kamenski and made them
+Turks eat horseflesh!" He swayed his head. "And the French shall too,
+believe me," he went on, growing warmer and beating his chest, "I'll
+make them eat horseflesh!" And tears again dimmed his eyes.
+
+
+* "Everything comes in time to him who knows how to wait."
+
+"But shan't we have to accept battle?" remarked Prince Andrew.
+
+"We shall if everybody wants it; it can't be helped.... But believe me,
+my dear boy, there is nothing stronger than those two: patience and
+time, they will do it all. But the advisers n'entendent pas de cette
+oreille, voila le mal. * Some want a thing--others don't. What's one to
+do?" he asked, evidently expecting an answer. "Well, what do you want us
+to do?" he repeated and his eye shone with a deep, shrewd look. "I'll
+tell you what to do," he continued, as Prince Andrew still did not
+reply: "I will tell you what to do, and what I do. Dans le doute, mon
+cher," he paused, "abstiens-toi" *(2)--he articulated the French proverb
+deliberately.
+
+
+* "Don't see it that way, that's the trouble."
+
+* (2) "When in doubt, my dear fellow, do nothing."
+
+"Well, good-by, my dear fellow; remember that with all my heart I share
+your sorrow, and that for you I am not a Serene Highness, nor a prince,
+nor a commander-in-chief, but a father! If you want anything come
+straight to me. Good-bye, my dear boy."
+
+Again he embraced and kissed Prince Andrew, but before the latter had
+left the room Kutuzov gave a sigh of relief and went on with his
+unfinished novel, Les Chevaliers du Cygne by Madame de Genlis.
+
+Prince Andrew could not have explained how or why it was, but after that
+interview with Kutuzov he went back to his regiment reassured as to the
+general course of affairs and as to the man to whom it had been
+entrusted. The more he realized the absence of all personal motive in
+that old man--in whom there seemed to remain only the habit of passions,
+and in place of an intellect (grouping events and drawing conclusions)
+only the capacity calmly to contemplate the course of events--the more
+reassured he was that everything would be as it should. "He will not
+bring in any plan of his own. He will not devise or undertake anything,"
+thought Prince Andrew, "but he will hear everything, remember
+everything, and put everything in its place. He will not hinder anything
+useful nor allow anything harmful. He understands that there is
+something stronger and more important than his own will--the inevitable
+course of events, and he can see them and grasp their significance, and
+seeing that significance can refrain from meddling and renounce his
+personal wish directed to something else. And above all," thought Prince
+Andrew, "one believes in him because he's Russian, despite the novel by
+Genlis and the French proverbs, and because his voice shook when he
+said: 'What they have brought us to!' and had a sob in it when he said
+he would 'make them eat horseflesh!'"
+
+On such feelings, more or less dimly shared by all, the unanimity and
+general approval were founded with which, despite court influences, the
+popular choice of Kutuzov as commander-in-chief was received.
+
+
+
+
+CHAPTER XVII
+
+After the Emperor had left Moscow, life flowed on there in its usual
+course, and its course was so very usual that it was difficult to
+remember the recent days of patriotic elation and ardor, hard to believe
+that Russia was really in danger and that the members of the English
+Club were also sons of the Fatherland ready to sacrifice everything for
+it. The one thing that recalled the patriotic fervor everyone had
+displayed during the Emperor's stay was the call for contributions of
+men and money, a necessity that as soon as the promises had been made
+assumed a legal, official form and became unavoidable.
+
+With the enemy's approach to Moscow, the Moscovites' view of their
+situation did not grow more serious but on the contrary became even more
+frivolous, as always happens with people who see a great danger
+approaching. At the approach of danger there are always two voices that
+speak with equal power in the human soul: one very reasonably tells a
+man to consider the nature of the danger and the means of escaping it;
+the other, still more reasonably, says that it is too depressing and
+painful to think of the danger, since it is not in man's power to
+foresee everything and avert the general course of events, and it is
+therefore better to disregard what is painful till it comes, and to
+think about what is pleasant. In solitude a man generally listens to the
+first voice, but in society to the second. So it was now with the
+inhabitants of Moscow. It was long since people had been as gay in
+Moscow as that year.
+
+Rostopchin's broadsheets, headed by woodcuts of a drink shop, a potman,
+and a Moscow burgher called Karpushka Chigirin, "who--having been a
+militiaman and having had rather too much at the pub--heard that
+Napoleon wished to come to Moscow, grew angry, abused the French in very
+bad language, came out of the drink shop, and, under the sign of the
+eagle, began to address the assembled people," were read and discussed,
+together with the latest of Vasili Lvovich Pushkin's bouts rimes.
+
+In the corner room at the club, members gathered to read these
+broadsheets, and some liked the way Karpushka jeered at the French,
+saying: "They will swell up with Russian cabbage, burst with our
+buckwheat porridge, and choke themselves with cabbage soup. They are all
+dwarfs and one peasant woman will toss three of them with a hayfork."
+Others did not like that tone and said it was stupid and vulgar. It was
+said that Rostopchin had expelled all Frenchmen and even all foreigners
+from Moscow, and that there had been some spies and agents of Napoleon
+among them; but this was told chiefly to introduce Rostopchin's witty
+remark on that occasion. The foreigners were deported to Nizhni by boat,
+and Rostopchin had said to them in French: "Rentrez en vousmemes; entrez
+dans la barque, et n'en faites pas une barque de Charon." * There was
+talk of all the government offices having been already removed from
+Moscow, and to this Shinshin's witticism was added--that for that alone
+Moscow ought to be grateful to Napoleon. It was said that Mamonov's
+regiment would cost him eight hundred thousand rubles, and that Bezukhov
+had spent even more on his, but that the best thing about Bezukhov's
+action was that he himself was going to don a uniform and ride at the
+head of his regiment without charging anything for the show.
+
+
+* "Think it over; get into the barque, and take care not to make it a
+barque of Charon."
+
+"You don't spare anyone," said Julie Drubetskaya as she collected and
+pressed together a bunch of raveled lint with her thin, beringed
+fingers.
+
+Julie was preparing to leave Moscow next day and was giving a farewell
+soiree.
+
+"Bezukhov est ridicule, but he is so kind and good-natured. What
+pleasure is there to be so caustique?"
+
+"A forfeit!" cried a young man in militia uniform whom Julie called "mon
+chevalier," and who was going with her to Nizhni.
+
+In Julie's set, as in many other circles in Moscow, it had been agreed
+that they would speak nothing but Russian and that those who made a slip
+and spoke French should pay fines to the Committee of Voluntary
+Contributions.
+
+"Another forfeit for a Gallicism," said a Russian writer who was
+present. "'What pleasure is there to be' is not Russian!"
+
+"You spare no one," continued Julie to the young man without heeding the
+author's remark.
+
+"For caustique--I am guilty and will pay, and I am prepared to pay again
+for the pleasure of telling you the truth. For Gallicisms I won't be
+responsible," she remarked, turning to the author: "I have neither the
+money nor the time, like Prince Galitsyn, to engage a master to teach me
+Russian!"
+
+"Ah, here he is!" she added. "Quand on... No, no," she said to the
+militia officer, "you won't catch me. Speak of the sun and you see its
+rays!" and she smiled amiably at Pierre. "We were just talking of you,"
+she said with the facility in lying natural to a society woman. "We were
+saying that your regiment would be sure to be better than Mamonov's."
+
+"Oh, don't talk to me of my regiment," replied Pierre, kissing his
+hostess' hand and taking a seat beside her. "I am so sick of it."
+
+"You will, of course, command it yourself?" said Julie, directing a sly,
+sarcastic glance toward the militia officer.
+
+The latter in Pierre's presence had ceased to be caustic, and his face
+expressed perplexity as to what Julie's smile might mean. In spite of
+his absent-mindedness and good nature, Pierre's personality immediately
+checked any attempt to ridicule him to his face.
+
+"No," said Pierre, with a laughing glance at his big, stout body. "I
+should make too good a target for the French, besides I am afraid I
+should hardly be able to climb onto a horse."
+
+Among those whom Julie's guests happened to choose to gossip about were
+the Rostovs.
+
+"I hear that their affairs are in a very bad way," said Julie. "And he
+is so unreasonable, the count himself I mean. The Razumovskis wanted to
+buy his house and his estate near Moscow, but it drags on and on. He
+asks too much."
+
+"No, I think the sale will come off in a few days," said someone.
+"Though it is madness to buy anything in Moscow now."
+
+"Why?" asked Julie. "You don't think Moscow is in danger?"
+
+"Then why are you leaving?"
+
+"I? What a question! I am going because... well, because everyone is
+going: and besides--I am not Joan of Arc or an Amazon."
+
+"Well, of course, of course! Let me have some more strips of linen."
+
+"If he manages the business properly he will be able to pay off all his
+debts," said the militia officer, speaking of Rostov.
+
+"A kindly old man but not up to much. And why do they stay on so long in
+Moscow? They meant to leave for the country long ago. Natalie is quite
+well again now, isn't she?" Julie asked Pierre with a knowing smile.
+
+"They are waiting for their younger son," Pierre replied. "He joined
+Obolenski's Cossacks and went to Belaya Tserkov where the regiment is
+being formed. But now they have had him transferred to my regiment and
+are expecting him every day. The count wanted to leave long ago, but the
+countess won't on any account leave Moscow till her son returns."
+
+"I met them the day before yesterday at the Arkharovs'. Natalie has
+recovered her looks and is brighter. She sang a song. How easily some
+people get over everything!"
+
+"Get over what?" inquired Pierre, looking displeased.
+
+Julie smiled.
+
+"You know, Count, such knights as you are only found in Madame de
+Souza's novels."
+
+"What knights? What do you mean?" demanded Pierre, blushing.
+
+"Oh, come, my dear count! C'est la fable de tout Moscou. Je vous admire,
+ma parole d'honneur!" *
+
+
+* "It is the talk of all Moscow. My word, I admire you!"
+
+"Forfeit, forfeit!" cried the militia officer.
+
+"All right, one can't talk--how tiresome!"
+
+"What is 'the talk of all Moscow'?" Pierre asked angrily, rising to his
+feet.
+
+"Come now, Count, you know!"
+
+"I don't know anything about it," said Pierre.
+
+"I know you were friendly with Natalie, and so... but I was always more
+friendly with Vera--that dear Vera."
+
+"No, madame!" Pierre continued in a tone of displeasure, "I have not
+taken on myself the role of Natalie Rostova's knight at all, and have
+not been to their house for nearly a month. But I cannot understand the
+cruelty..."
+
+"Qui s'excuse s'accuse," * said Julie, smiling and waving the lint
+triumphantly, and to have the last word she promptly changed the
+subject. "Do you know what I heard today? Poor Mary Bolkonskaya arrived
+in Moscow yesterday. Do you know that she has lost her father?"
+
+
+* "Who excuses himself, accuses himself."
+
+"Really? Where is she? I should like very much to see her," said Pierre.
+
+"I spent the evening with her yesterday. She is going to their estate
+near Moscow either today or tomorrow morning, with her nephew."
+
+"Well, and how is she?" asked Pierre.
+
+"She is well, but sad. But do you know who rescued her? It is quite a
+romance. Nicholas Rostov! She was surrounded, and they wanted to kill
+her and had wounded some of her people. He rushed in and saved her...."
+
+"Another romance," said the militia officer. "Really, this general
+flight has been arranged to get all the old maids married off. Catiche
+is one and Princess Bolkonskaya another."
+
+"Do you know, I really believe she is un petit peu amoureuse du jeune
+homme." *
+
+
+* "A little bit in love with the young man."
+
+"Forfeit, forfeit, forfeit!"
+
+"But how could one say that in Russian?"
+
+
+
+
+CHAPTER XVIII
+
+When Pierre returned home he was handed two of Rostopchin's broadsheets
+that had been brought that day.
+
+The first declared that the report that Count Rostopchin had forbidden
+people to leave Moscow was false; on the contrary he was glad that
+ladies and tradesmen's wives were leaving the city. "There will be less
+panic and less gossip," ran the broadsheet "but I will stake my life on
+it that scoundrel will not enter Moscow." These words showed Pierre
+clearly for the first time that the French would enter Moscow. The
+second broadsheet stated that our headquarters were at Vyazma, that
+Count Wittgenstein had defeated the French, but that as many of the
+inhabitants of Moscow wished to be armed, weapons were ready for them at
+the arsenal: sabers, pistols, and muskets which could be had at a low
+price. The tone of the proclamation was not as jocose as in the former
+Chigirin talks. Pierre pondered over these broadsheets. Evidently the
+terrible stormcloud he had desired with the whole strength of his soul
+but which yet aroused involuntary horror in him was drawing near.
+
+"Shall I join the army and enter the service, or wait?" he asked himself
+for the hundredth time. He took a pack of cards that lay on the table
+and began to lay them out for a game of patience.
+
+"If this patience comes out," he said to himself after shuffling the
+cards, holding them in his hand, and lifting his head, "if it comes out,
+it means... what does it mean?"
+
+He had not decided what it should mean when he heard the voice of the
+eldest princess at the door asking whether she might come in.
+
+"Then it will mean that I must go to the army," said Pierre to himself.
+"Come in, come in!" he added to the princess.
+
+Only the eldest princess, the one with the stony face and long waist,
+was still living in Pierre's house. The two younger ones had both
+married.
+
+"Excuse my coming to you, cousin," she said in a reproachful and
+agitated voice. "You know some decision must be come to. What is going
+to happen? Everyone has left Moscow and the people are rioting. How is
+it that we are staying on?"
+
+"On the contrary, things seem satisfactory, ma cousine," said Pierre in
+the bantering tone he habitually adopted toward her, always feeling
+uncomfortable in the role of her benefactor.
+
+"Satisfactory, indeed! Very satisfactory! Barbara Ivanovna told me today
+how our troops are distinguishing themselves. It certainly does them
+credit! And the people too are quite mutinous--they no longer obey, even
+my maid has taken to being rude. At this rate they will soon begin
+beating us. One can't walk in the streets. But, above all, the French
+will be here any day now, so what are we waiting for? I ask just one
+thing of you, cousin," she went on, "arrange for me to be taken to
+Petersburg. Whatever I may be, I can't live under Bonaparte's rule."
+
+"Oh, come, ma cousine! Where do you get your information from? On the
+contrary..."
+
+"I won't submit to your Napoleon! Others may if they please.... If you
+don't want to do this..."
+
+"But I will, I'll give the order at once."
+
+The princess was apparently vexed at not having anyone to be angry with.
+Muttering to herself, she sat down on a chair.
+
+"But you have been misinformed," said Pierre. "Everything is quiet in
+the city and there is not the slightest danger. See! I've just been
+reading..." He showed her the broadsheet. "Count Rostopchin writes that
+he will stake his life on it that the enemy will not enter Moscow."
+
+"Oh, that count of yours!" said the princess malevolently. "He is a
+hypocrite, a rascal who has himself roused the people to riot. Didn't he
+write in those idiotic broadsheets that anyone, 'whoever it might be,
+should be dragged to the lockup by his hair'? (How silly!) 'And honor
+and glory to whoever captures him,' he says. This is what his cajolery
+has brought us to! Barbara Ivanovna told me the mob near killed her
+because she said something in French."
+
+"Oh, but it's so... You take everything so to heart," said Pierre, and
+began laying out his cards for patience.
+
+Although that patience did come out, Pierre did not join the army, but
+remained in deserted Moscow ever in the same state of agitation,
+irresolution, and alarm, yet at the same time joyfully expecting
+something terrible.
+
+Next day toward evening the princess set off, and Pierre's head steward
+came to inform him that the money needed for the equipment of his
+regiment could not be found without selling one of the estates. In
+general the head steward made out to Pierre that his project of raising
+a regiment would ruin him. Pierre listened to him, scarcely able to
+repress a smile.
+
+"Well then, sell it," said he. "What's to be done? I can't draw back
+now!"
+
+The worse everything became, especially his own affairs, the better was
+Pierre pleased and the more evident was it that the catastrophe he
+expected was approaching. Hardly anyone he knew was left in town. Julie
+had gone, and so had Princess Mary. Of his intimate friends only the
+Rostovs remained, but he did not go to see them.
+
+To distract his thoughts he drove that day to the village of Vorontsovo
+to see the great balloon Leppich was constructing to destroy the foe,
+and a trial balloon that was to go up next day. The balloon was not yet
+ready, but Pierre learned that it was being constructed by the Emperor's
+desire. The Emperor had written to Count Rostopchin as follows:
+
+As soon as Leppich is ready, get together a crew of reliable and
+intelligent men for his car and send a courier to General Kutuzov to let
+him know. I have informed him of the matter.
+
+Please impress upon Leppich to be very careful where he descends for the
+first time, that he may not make a mistake and fall into the enemy's
+hands. It is essential for him to combine his movements with those of
+the commander-in-chief.
+
+On his way home from Vorontsovo, as he was passing the Bolotnoe Place
+Pierre, seeing a large crowd round the Lobnoe Place, stopped and got out
+of his trap. A French cook accused of being a spy was being flogged. The
+flogging was only just over, and the executioner was releasing from the
+flogging bench a stout man with red whiskers, in blue stockings and a
+green jacket, who was moaning piteously. Another criminal, thin and
+pale, stood near. Judging by their faces they were both Frenchmen. With
+a frightened and suffering look resembling that on the thin Frenchman's
+face, Pierre pushed his way in through the crowd.
+
+"What is it? Who is it? What is it for?" he kept asking.
+
+But the attention of the crowd--officials, burghers, shopkeepers,
+peasants, and women in cloaks and in pelisses--was so eagerly centered
+on what was passing in Lobnoe Place that no one answered him. The stout
+man rose, frowned, shrugged his shoulders, and evidently trying to
+appear firm began to pull on his jacket without looking about him, but
+suddenly his lips trembled and he began to cry, in the way full-blooded
+grown-up men cry, though angry with himself for doing so. In the crowd
+people began talking loudly, to stifle their feelings of pity as it
+seemed to Pierre.
+
+"He's cook to some prince."
+
+"Eh, mounseer, Russian sauce seems to be sour to a Frenchman... sets his
+teeth on edge!" said a wrinkled clerk who was standing behind Pierre,
+when the Frenchman began to cry.
+
+The clerk glanced round, evidently hoping that his joke would be
+appreciated. Some people began to laugh, others continued to watch in
+dismay the executioner who was undressing the other man.
+
+Pierre choked, his face puckered, and he turned hastily away, went back
+to his trap muttering something to himself as he went, and took his
+seat. As they drove along he shuddered and exclaimed several times so
+audibly that the coachman asked him:
+
+"What is your pleasure?"
+
+"Where are you going?" shouted Pierre to the man, who was driving to
+Lubyanka Street.
+
+"To the Governor's, as you ordered," answered the coachman.
+
+"Fool! Idiot!" shouted Pierre, abusing his coachman--a thing he rarely
+did. "Home, I told you! And drive faster, blockhead!" "I must get away
+this very day," he murmured to himself.
+
+At the sight of the tortured Frenchman and the crowd surrounding the
+Lobnoe Place, Pierre had so definitely made up his mind that he could no
+longer remain in Moscow and would leave for the army that very day that
+it seemed to him that either he had told the coachman this or that the
+man ought to have known it for himself.
+
+On reaching home Pierre gave orders to Evstafey--his head coachman who
+knew everything, could do anything, and was known to all Moscow--that he
+would leave that night for the army at Mozhaysk, and that his saddle
+horses should be sent there. This could not all be arranged that day, so
+on Evstafey's representation Pierre had to put off his departure till
+next day to allow time for the relay horses to be sent on in advance.
+
+On the twenty-fourth the weather cleared up after a spell of rain, and
+after dinner Pierre left Moscow. When changing horses that night in
+Perkhushkovo, he learned that there had been a great battle that
+evening. (This was the battle of Shevardino.) He was told that there in
+Perkhushkovo the earth trembled from the firing, but nobody could answer
+his questions as to who had won. At dawn next day Pierre was approaching
+Mozhaysk.
+
+Every house in Mozhaysk had soldiers quartered in it, and at the hostel
+where Pierre was met by his groom and coachman there was no room to be
+had. It was full of officers.
+
+Everywhere in Mozhaysk and beyond it, troops were stationed or on the
+march. Cossacks, foot and horse soldiers, wagons, caissons, and cannon
+were everywhere. Pierre pushed forward as fast as he could, and the
+farther he left Moscow behind and the deeper he plunged into that sea of
+troops the more was he overcome by restless agitation and a new and
+joyful feeling he had not experienced before. It was a feeling akin to
+what he had felt at the Sloboda Palace during the Emperor's visit--a
+sense of the necessity of undertaking something and sacrificing
+something. He now experienced a glad consciousness that everything that
+constitutes men's happiness--the comforts of life, wealth, even life
+itself--is rubbish it is pleasant to throw away, compared with
+something... With what? Pierre could not say, and he did not try to
+determine for whom and for what he felt such particular delight in
+sacrificing everything. He was not occupied with the question of what to
+sacrifice for; the fact of sacrificing in itself afforded him a new and
+joyous sensation.
+
+
+
+
+CHAPTER XIX
+
+On the twenty-fourth of August the battle of the Shevardino Redoubt was
+fought, on the twenty-fifth not a shot was fired by either side, and on
+the twenty-sixth the battle of Borodino itself took place.
+
+Why and how were the battles of Shevardino and Borodino given and
+accepted? Why was the battle of Borodino fought? There was not the least
+sense in it for either the French or the Russians. Its immediate result
+for the Russians was, and was bound to be, that we were brought nearer
+to the destruction of Moscow--which we feared more than anything in the
+world; and for the French its immediate result was that they were
+brought nearer to the destruction of their whole army--which they feared
+more than anything in the world. What the result must be was quite
+obvious, and yet Napoleon offered and Kutuzov accepted that battle.
+
+If the commanders had been guided by reason, it would seem that it must
+have been obvious to Napoleon that by advancing thirteen hundred miles
+and giving battle with a probability of losing a quarter of his army, he
+was advancing to certain destruction, and it must have been equally
+clear to Kutuzov that by accepting battle and risking the loss of a
+quarter of his army he would certainly lose Moscow. For Kutuzov this was
+mathematically clear, as it is that if when playing draughts I have one
+man less and go on exchanging, I shall certainly lose, and therefore
+should not exchange. When my opponent has sixteen men and I have
+fourteen, I am only one eighth weaker than he, but when I have exchanged
+thirteen more men he will be three times as strong as I am.
+
+Before the battle of Borodino our strength in proportion to the French
+was about as five to six, but after that battle it was little more than
+one to two: previously we had a hundred thousand against a hundred and
+twenty thousand; afterwards little more than fifty thousand against a
+hundred thousand. Yet the shrewd and experienced Kutuzov accepted the
+battle, while Napoleon, who was said to be a commander of genius, gave
+it, losing a quarter of his army and lengthening his lines of
+communication still more. If it is said that he expected to end the
+campaign by occupying Moscow as he had ended a previous campaign by
+occupying Vienna, there is much evidence to the contrary. Napoleon's
+historians themselves tell us that from Smolensk onwards he wished to
+stop, knew the danger of his extended position, and knew that the
+occupation of Moscow would not be the end of the campaign, for he had
+seen at Smolensk the state in which Russian towns were left to him, and
+had not received a single reply to his repeated announcements of his
+wish to negotiate.
+
+In giving and accepting battle at Borodino, Kutuzov acted involuntarily
+and irrationally. But later on, to fit what had occurred, the historians
+provided cunningly devised evidence of the foresight and genius of the
+generals who, of all the blind tools of history were the most enslaved
+and involuntary.
+
+The ancients have left us model heroic poems in which the heroes furnish
+the whole interest of the story, and we are still unable to accustom
+ourselves to the fact that for our epoch histories of that kind are
+meaningless.
+
+On the other question, how the battle of Borodino and the preceding
+battle of Shevardino were fought, there also exists a definite and well-
+known, but quite false, conception. All the historians describe the
+affair as follows:
+
+The Russian army, they say, in its retreat from Smolensk sought out for
+itself the best position for a general engagement and found such a
+position at Borodino.
+
+The Russians, they say, fortified this position in advance on the left
+of the highroad (from Moscow to Smolensk) and almost at a right angle to
+it, from Borodino to Utitsa, at the very place where the battle was
+fought.
+
+In front of this position, they say, a fortified outpost was set up on
+the Shevardino mound to observe the enemy. On the twenty-fourth, we are
+told, Napoleon attacked this advanced post and took it, and, on the
+twenty-sixth, attacked the whole Russian army, which was in position on
+the field of Borodino.
+
+So the histories say, and it is all quite wrong, as anyone who cares to
+look into the matter can easily convince himself.
+
+The Russians did not seek out the best position but, on the contrary,
+during the retreat passed many positions better than Borodino. They did
+not stop at any one of these positions because Kutuzov did not wish to
+occupy a position he had not himself chosen, because the popular demand
+for a battle had not yet expressed itself strongly enough, and because
+Miloradovich had not yet arrived with the militia, and for many other
+reasons. The fact is that other positions they had passed were stronger,
+and that the position at Borodino (the one where the battle was fought),
+far from being strong, was no more a position than any other spot one
+might find in the Russian Empire by sticking a pin into the map at
+hazard.
+
+Not only did the Russians not fortify the position on the field of
+Borodino to the left of, and at a right angle to, the highroad (that is,
+the position on which the battle took place), but never till the twenty-
+fifth of August, 1812, did they think that a battle might be fought
+there. This was shown first by the fact that there were no entrenchments
+there by the twenty fifth and that those begun on the twenty-fifth and
+twenty-sixth were not completed, and secondly, by the position of the
+Shevardino Redoubt. That redoubt was quite senseless in front of the
+position where the battle was accepted. Why was it more strongly
+fortified than any other post? And why were all efforts exhausted and
+six thousand men sacrificed to defend it till late at night on the
+twenty-fourth? A Cossack patrol would have sufficed to observe the
+enemy. Thirdly, as proof that the position on which the battle was
+fought had not been foreseen and that the Shevardino Redoubt was not an
+advanced post of that position, we have the fact that up to the twenty-
+fifth, Barclay de Tolly and Bagration were convinced that the Shevardino
+Redoubt was the left flank of the position, and that Kutuzov himself in
+his report, written in hot haste after the battle, speaks of the
+Shevardino Redoubt as the left flank of the position. It was much later,
+when reports on the battle of Borodino were written at leisure, that the
+incorrect and extraordinary statement was invented (probably to justify
+the mistakes of a commander-in-chief who had to be represented as
+infallible) that the Shevardino Redoubt was an advanced post--whereas in
+reality it was simply a fortified point on the left flank--and that the
+battle of Borodino was fought by us on an entrenched position previously
+selected, where as it was fought on a quite unexpected spot which was
+almost unentrenched.
+
+The case was evidently this: a position was selected along the river
+Kolocha--which crosses the highroad not at a right angle but at an acute
+angle--so that the left flank was at Shevardino, the right flank near
+the village of Novoe, and the center at Borodino at the confluence of
+the rivers Kolocha and Voyna.
+
+To anyone who looks at the field of Borodino without thinking of how the
+battle was actually fought, this position, protected by the river
+Kolocha, presents itself as obvious for an army whose object was to
+prevent an enemy from advancing along the Smolensk road to Moscow.
+
+Napoleon, riding to Valuevo on the twenty-fourth, did not see (as the
+history books say he did) the position of the Russians from Utitsa to
+Borodino (he could not have seen that position because it did not
+exist), nor did he see an advanced post of the Russian army, but while
+pursuing the Russian rearguard he came upon the left flank of the
+Russian position--at the Shevardino Redoubt--and unexpectedly for the
+Russians moved his army across the Kolocha. And the Russians, not having
+time to begin a general engagement, withdrew their left wing from the
+position they had intended to occupy and took up a new position which
+had not been foreseen and was not fortified. By crossing to the other
+side of the Kolocha to the left of the highroad, Napoleon shifted the
+whole forthcoming battle from right to left (looking from the Russian
+side) and transferred it to the plain between Utitsa, Semenovsk, and
+Borodino--a plain no more advantageous as a position than any other
+plain in Russia--and there the whole battle of the twenty-sixth of
+August took place.
+
+Had Napoleon not ridden out on the evening of the twenty-fourth to the
+Kolocha, and had he not then ordered an immediate attack on the redoubt
+but had begun the attack next morning, no one would have doubted that
+the Shevardino Redoubt was the left flank of our position, and the
+battle would have taken place where we expected it. In that case we
+should probably have defended the Shevardino Redoubt--our left flank--
+still more obstinately. We should have attacked Napoleon in the center
+or on the right, and the engagement would have taken place on the
+twenty-fifth, in the position we intended and had fortified. But as the
+attack on our left flank took place in the evening after the retreat of
+our rear guard (that is, immediately after the fight at Gridneva), and
+as the Russian commanders did not wish, or were not in time, to begin a
+general engagement then on the evening of the twenty-fourth, the first
+and chief action of the battle of Borodino was already lost on the
+twenty-fourth, and obviously led to the loss of the one fought on the
+twenty-sixth.
+
+After the loss of the Shevardino Redoubt, we found ourselves on the
+morning of the twenty-fifth without a position for our left flank, and
+were forced to bend it back and hastily entrench it where it chanced to
+be.
+
+Not only was the Russian army on the twenty-sixth defended by weak,
+unfinished entrenchments, but the disadvantage of that position was
+increased by the fact that the Russian commanders--not having fully
+realized what had happened, namely the loss of our position on the left
+flank and the shifting of the whole field of the forthcoming battle from
+right to left--maintained their extended position from the village of
+Novoe to Utitsa, and consequently had to move their forces from right to
+left during the battle. So it happened that throughout the whole battle
+the Russians opposed the entire French army launched against our left
+flank with but half as many men. (Poniatowski's action against Utitsa,
+and Uvarov's on the right flank against the French, were actions
+distinct from the main course of the battle.) So the battle of Borodino
+did not take place at all as (in an effort to conceal our commanders'
+mistakes even at the cost of diminishing the glory due to the Russian
+army and people) it has been described. The battle of Borodino was not
+fought on a chosen and entrenched position with forces only slightly
+weaker than those of the enemy, but, as a result of the loss of the
+Shevardino Redoubt, the Russians fought the battle of Borodino on an
+open and almost unentrenched position, with forces only half as numerous
+as the French; that is to say, under conditions in which it was not
+merely unthinkable to fight for ten hours and secure an indecisive
+result, but unthinkable to keep an army even from complete
+disintegration and flight.
+
+
+
+
+CHAPTER XX
+
+On the morning of the twenty-fifth Pierre was leaving Mozhaysk. At the
+descent of the high steep hill, down which a winding road led out of the
+town past the cathedral on the right, where a service was being held and
+the bells were ringing, Pierre got out of his vehicle and proceeded on
+foot. Behind him a cavalry regiment was coming down the hill preceded by
+its singers. Coming up toward him was a train of carts carrying men who
+had been wounded in the engagement the day before. The peasant drivers,
+shouting and lashing their horses, kept crossing from side to side. The
+carts, in each of which three or four wounded soldiers were lying or
+sitting, jolted over the stones that had been thrown on the steep
+incline to make it something like a road. The wounded, bandaged with
+rags, with pale cheeks, compressed lips, and knitted brows, held on to
+the sides of the carts as they were jolted against one another. Almost
+all of them stared with naive, childlike curiosity at Pierre's white hat
+and green swallow-tail coat.
+
+Pierre's coachman shouted angrily at the convoy of wounded to keep to
+one side of the road. The cavalry regiment, as it descended the hill
+with its singers, surrounded Pierre's carriage and blocked the road.
+Pierre stopped, being pressed against the side of the cutting in which
+the road ran. The sunshine from behind the hill did not penetrate into
+the cutting and there it was cold and damp, but above Pierre's head was
+the bright August sunshine and the bells sounded merrily. One of the
+carts with wounded stopped by the side of the road close to Pierre. The
+driver in his bast shoes ran panting up to it, placed a stone under one
+of its tireless hind wheels, and began arranging the breech-band on his
+little horse.
+
+One of the wounded, an old soldier with a bandaged arm who was following
+the cart on foot, caught hold of it with his sound hand and turned to
+look at Pierre.
+
+"I say, fellow countryman! Will they set us down here or take us on to
+Moscow?" he asked.
+
+Pierre was so deep in thought that he did not hear the question. He was
+looking now at the cavalry regiment that had met the convoy of wounded,
+now at the cart by which he was standing, in which two wounded men were
+sitting and one was lying. One of those sitting up in the cart had
+probably been wounded in the cheek. His whole head was wrapped in rags
+and one cheek was swollen to the size of a baby's head. His nose and
+mouth were twisted to one side. This soldier was looking at the
+cathedral and crossing himself. Another, a young lad, a fair-haired
+recruit as white as though there was no blood in his thin face, looked
+at Pierre kindly, with a fixed smile. The third lay prone so that his
+face was not visible. The cavalry singers were passing close by:
+
+
+Ah lost, quite lost... is my head so keen, Living in a foreign land.
+
+they sang their soldiers' dance song.
+
+As if responding to them but with a different sort of merriment, the
+metallic sound of the bells reverberated high above and the hot rays of
+the sun bathed the top of the opposite slope with yet another sort of
+merriment. But beneath the slope, by the cart with the wounded near the
+panting little nag where Pierre stood, it was damp, somber, and sad.
+
+The soldier with the swollen cheek looked angrily at the cavalry
+singers.
+
+"Oh, the coxcombs!" he muttered reproachfully.
+
+"It's not the soldiers only, but I've seen peasants today, too.... The
+peasants--even they have to go," said the soldier behind the cart,
+addressing Pierre with a sad smile. "No distinctions made nowadays....
+They want the whole nation to fall on them--in a word, it's Moscow! They
+want to make an end of it."
+
+In spite of the obscurity of the soldier's words Pierre understood what
+he wanted to say and nodded approval.
+
+The road was clear again; Pierre descended the hill and drove on.
+
+He kept looking to either side of the road for familiar faces, but only
+saw everywhere the unfamiliar faces of various military men of different
+branches of the service, who all looked with astonishment at his white
+hat and green tail coat.
+
+Having gone nearly three miles he at last met an acquaintance and
+eagerly addressed him. This was one of the head army doctors. He was
+driving toward Pierre in a covered gig, sitting beside a young surgeon,
+and on recognizing Pierre he told the Cossack who occupied the driver's
+seat to pull up.
+
+"Count! Your excellency, how come you to be here?" asked the doctor.
+
+"Well, you know, I wanted to see..."
+
+"Yes, yes, there will be something to see...."
+
+Pierre got out and talked to the doctor, explaining his intention of
+taking part in a battle.
+
+The doctor advised him to apply direct to Kutuzov.
+
+"Why should you be God knows where out of sight, during the battle?" he
+said, exchanging glances with his young companion. "Anyhow his Serene
+Highness knows you and will receive you graciously. That's what you must
+do."
+
+The doctor seemed tired and in a hurry.
+
+"You think so?... Ah, I also wanted to ask you where our position is
+exactly?" said Pierre.
+
+"The position?" repeated the doctor. "Well, that's not my line. Drive
+past Tatarinova, a lot of digging is going on there. Go up the hillock
+and you'll see."
+
+"Can one see from there?... If you would..."
+
+But the doctor interrupted him and moved toward his gig.
+
+"I would go with you but on my honor I'm up to here"--and he pointed to
+his throat. "I'm galloping to the commander of the corps. How do matters
+stand?... You know, Count, there'll be a battle tomorrow. Out of an army
+of a hundred thousand we must expect at least twenty thousand wounded,
+and we haven't stretchers, or bunks, or dressers, or doctors enough for
+six thousand. We have ten thousand carts, but we need other things as
+well--we must manage as best we can!"
+
+The strange thought that of the thousands of men, young and old, who had
+stared with merry surprise at his hat (perhaps the very men he had
+noticed), twenty thousand were inevitably doomed to wounds and death
+amazed Pierre.
+
+"They may die tomorrow; why are they thinking of anything but death?"
+And by some latent sequence of thought the descent of the Mozhaysk hill,
+the carts with the wounded, the ringing bells, the slanting rays of the
+sun, and the songs of the cavalrymen vividly recurred to his mind.
+
+"The cavalry ride to battle and meet the wounded and do not for a moment
+think of what awaits them, but pass by, winking at the wounded. Yet from
+among these men twenty thousand are doomed to die, and they wonder at my
+hat! Strange!" thought Pierre, continuing his way to Tatarinova.
+
+In front of a landowner's house to the left of the road stood carriages,
+wagons, and crowds of orderlies and sentinels. The commander-in-chief
+was putting up there, but just when Pierre arrived he was not in and
+hardly any of the staff were there--they had gone to the church service.
+Pierre drove on toward Gorki.
+
+When he had ascended the hill and reached the little village street, he
+saw for the first time peasant militiamen in their white shirts and with
+crosses on their caps, who, talking and laughing loudly, animated and
+perspiring, were at work on a huge knoll overgrown with grass to the
+right of the road.
+
+Some of them were digging, others were wheeling barrowloads of earth
+along planks, while others stood about doing nothing.
+
+Two officers were standing on the knoll, directing the men. On seeing
+these peasants, who were evidently still amused by the novelty of their
+position as soldiers, Pierre once more thought of the wounded men at
+Mozhaysk and understood what the soldier had meant when he said: "They
+want the whole nation to fall on them." The sight of these bearded
+peasants at work on the battlefield, with their queer, clumsy boots and
+perspiring necks, and their shirts opening from the left toward the
+middle, unfastened, exposing their sunburned collarbones, impressed
+Pierre more strongly with the solemnity and importance of the moment
+than anything he had yet seen or heard.
+
+
+
+
+CHAPTER XXI
+
+Pierre stepped out of his carriage and, passing the toiling militiamen,
+ascended the knoll from which, according to the doctor, the battlefield
+could be seen.
+
+It was about eleven o'clock. The sun shone somewhat to the left and
+behind him and brightly lit up the enormous panorama which, rising like
+an amphitheater, extended before him in the clear rarefied atmosphere.
+
+From above on the left, bisecting that amphitheater, wound the Smolensk
+highroad, passing through a village with a white church some five
+hundred paces in front of the knoll and below it. This was Borodino.
+Below the village the road crossed the river by a bridge and, winding
+down and up, rose higher and higher to the village of Valuevo visible
+about four miles away, where Napoleon was then stationed. Beyond Valuevo
+the road disappeared into a yellowing forest on the horizon. Far in the
+distance in that birch and fir forest to the right of the road, the
+cross and belfry of the Kolocha Monastery gleamed in the sun. Here and
+there over the whole of that blue expanse, to right and left of the
+forest and the road, smoking campfires could be seen and indefinite
+masses of troops--ours and the enemy's. The ground to the right--along
+the course of the Kolocha and Moskva rivers--was broken and hilly.
+Between the hollows the villages of Bezubova and Zakharino showed in the
+distance. On the left the ground was more level; there were fields of
+grain, and the smoking ruins of Semenovsk, which had been burned down,
+could be seen.
+
+All that Pierre saw was so indefinite that neither the left nor the
+right side of the field fully satisfied his expectations. Nowhere could
+he see the battlefield he had expected to find, but only fields,
+meadows, troops, woods, the smoke of campfires, villages, mounds, and
+streams; and try as he would he could descry no military "position" in
+this place which teemed with life, nor could he even distinguish our
+troops from the enemy's.
+
+"I must ask someone who knows," he thought, and addressed an officer who
+was looking with curiosity at his huge unmilitary figure.
+
+"May I ask you," said Pierre, "what village that is in front?"
+
+"Burdino, isn't it?" said the officer, turning to his companion.
+
+"Borodino," the other corrected him.
+
+The officer, evidently glad of an opportunity for a talk, moved up to
+Pierre.
+
+"Are those our men there?" Pierre inquired.
+
+"Yes, and there, further on, are the French," said the officer. "There
+they are, there... you can see them."
+
+"Where? Where?" asked Pierre.
+
+"One can see them with the naked eye... Why, there!"
+
+The officer pointed with his hand to the smoke visible on the left
+beyond the river, and the same stern and serious expression that Pierre
+had noticed on many of the faces he had met came into his face.
+
+"Ah, those are the French! And over there?..." Pierre pointed to a knoll
+on the left, near which some troops could be seen.
+
+"Those are ours."
+
+"Ah, ours! And there?..." Pierre pointed to another knoll in the
+distance with a big tree on it, near a village that lay in a hollow
+where also some campfires were smoking and something black was visible.
+
+"That's his again," said the officer. (It was the Shevardino Redoubt.)
+"It was ours yesterday, but now it is his."
+
+"Then how about our position?"
+
+"Our position?" replied the officer with a smile of satisfaction. "I can
+tell you quite clearly, because I constructed nearly all our
+entrenchments. There, you see? There's our center, at Borodino, just
+there," and he pointed to the village in front of them with the white
+church. "That's where one crosses the Kolocha. You see down there where
+the rows of hay are lying in the hollow, there's the bridge. That's our
+center. Our right flank is over there"--he pointed sharply to the right,
+far away in the broken ground--"That's where the Moskva River is, and we
+have thrown up three redoubts there, very strong ones. The left
+flank..." here the officer paused. "Well, you see, that's difficult to
+explain.... Yesterday our left flank was there at Shevardino, you see,
+where the oak is, but now we have withdrawn our left wing--now it is
+over there, do you see that village and the smoke? That's Semenovsk,
+yes, there," he pointed to Raevski's knoll. "But the battle will hardly
+be there. His having moved his troops there is only a ruse; he will
+probably pass round to the right of the Moskva. But wherever it may be,
+many a man will be missing tomorrow!" he remarked.
+
+An elderly sergeant who had approached the officer while he was giving
+these explanations had waited in silence for him to finish speaking, but
+at this point, evidently not liking the officer's remark, interrupted
+him.
+
+"Gabions must be sent for," said he sternly.
+
+The officer appeared abashed, as though he understood that one might
+think of how many men would be missing tomorrow but ought not to speak
+of it.
+
+"Well, send number three company again," the officer replied hurriedly.
+
+"And you, are you one of the doctors?"
+
+"No, I've come on my own," answered Pierre, and he went down the hill
+again, passing the militiamen.
+
+"Oh, those damned fellows!" muttered the officer who followed him,
+holding his nose as he ran past the men at work.
+
+"There they are... bringing her, coming... There they are... They'll be
+here in a minute..." voices were suddenly heard saying; and officers,
+soldiers, and militiamen began running forward along the road.
+
+A church procession was coming up the hill from Borodino. First along
+the dusty road came the infantry in ranks, bareheaded and with arms
+reversed. From behind them came the sound of church singing.
+
+Soldiers and militiamen ran bareheaded past Pierre toward the
+procession.
+
+"They are bringing her, our Protectress!... The Iberian Mother of God!"
+someone cried.
+
+"The Smolensk Mother of God," another corrected him.
+
+The militiamen, both those who had been in the village and those who had
+been at work on the battery, threw down their spades and ran to meet the
+church procession. Following the battalion that marched along the dusty
+road came priests in their vestments--one little old man in a hood with
+attendants and singers. Behind them soldiers and officers bore a large,
+dark-faced icon with an embossed metal cover. This was the icon that had
+been brought from Smolensk and had since accompanied the army. Behind,
+before, and on both sides, crowds of militiamen with bared heads walked,
+ran, and bowed to the ground.
+
+At the summit of the hill they stopped with the icon; the men who had
+been holding it up by the linen bands attached to it were relieved by
+others, the chanters relit their censers, and service began. The hot
+rays of the sun beat down vertically and a fresh soft wind played with
+the hair of the bared heads and with the ribbons decorating the icon.
+The singing did not sound loud under the open sky. An immense crowd of
+bareheaded officers, soldiers, and militiamen surrounded the icon.
+Behind the priest and a chanter stood the notabilities on a spot
+reserved for them. A bald general with a St. George's Cross on his neck
+stood just behind the priest's back, and without crossing himself (he
+was evidently a German) patiently awaited the end of the service, which
+he considered it necessary to hear to the end, probably to arouse the
+patriotism of the Russian people. Another general stood in a martial
+pose, crossing himself by shaking his hand in front of his chest while
+looking about him. Standing among the crowd of peasants, Pierre
+recognized several acquaintances among these notables, but did not look
+at them--his whole attention was absorbed in watching the serious
+expression on the faces of the crowd of soldiers and militiamen who were
+all gazing eagerly at the icon. As soon as the tired chanters, who were
+singing the service for the twentieth time that day, began lazily and
+mechanically to sing: "Save from calamity Thy servants, O Mother of
+God," and the priest and deacon chimed in: "For to Thee under God we all
+flee as to an inviolable bulwark and protection," there again kindled in
+all those faces the same expression of consciousness of the solemnity of
+the impending moment that Pierre had seen on the faces at the foot of
+the hill at Mozhaysk and momentarily on many and many faces he had met
+that morning; and heads were bowed more frequently and hair tossed back,
+and sighs and the sound men made as they crossed themselves were heard.
+
+The crowd round the icon suddenly parted and pressed against Pierre.
+Someone, a very important personage judging by the haste with which way
+was made for him, was approaching the icon.
+
+It was Kutuzov, who had been riding round the position and on his way
+back to Tatarinova had stopped where the service was being held. Pierre
+recognized him at once by his peculiar figure, which distinguished him
+from everybody else.
+
+With a long overcoat on his exceedingly stout, round-shouldered body,
+with uncovered white head and puffy face showing the white ball of the
+eye he had lost, Kutuzov walked with plunging, swaying gait into the
+crowd and stopped behind the priest. He crossed himself with an
+accustomed movement, bent till he touched the ground with his hand, and
+bowed his white head with a deep sigh. Behind Kutuzov was Bennigsen and
+the suite. Despite the presence of the commander-in-chief, who attracted
+the attention of all the superior officers, the militiamen and soldiers
+continued their prayers without looking at him.
+
+When the service was over, Kutuzov stepped up to the icon, sank heavily
+to his knees, bowed to the ground, and for a long time tried vainly to
+rise, but could not do so on account of his weakness and weight. His
+white head twitched with the effort. At last he rose, kissed the icon as
+a child does with naively pouting lips, and again bowed till he touched
+the ground with his hand. The other generals followed his example, then
+the officers, and after them with excited faces, pressing on one
+another, crowding, panting, and pushing, scrambled the soldiers and
+militiamen.
+
+
+
+
+CHAPTER XXII
+
+Staggering amid the crush, Pierre looked about him.
+
+"Count Peter Kirilovich! How did you get here?" said a voice.
+
+Pierre looked round. Boris Drubetskoy, brushing his knees with his hand
+(he had probably soiled them when he, too, had knelt before the icon),
+came up to him smiling. Boris was elegantly dressed, with a slightly
+martial touch appropriate to a campaign. He wore a long coat and like
+Kutuzov had a whip slung across his shoulder.
+
+Meanwhile Kutuzov had reached the village and seated himself in the
+shade of the nearest house, on a bench which one Cossack had run to
+fetch and another had hastily covered with a rug. An immense and
+brilliant suite surrounded him.
+
+The icon was carried further, accompanied by the throng. Pierre stopped
+some thirty paces from Kutuzov, talking to Boris.
+
+He explained his wish to be present at the battle and to see the
+position.
+
+"This is what you must do," said Boris. "I will do the honors of the
+camp to you. You will see everything best from where Count Bennigsen
+will be. I am in attendance on him, you know; I'll mention it to him.
+But if you want to ride round the position, come along with us. We are
+just going to the left flank. Then when we get back, do spend the night
+with me and we'll arrange a game of cards. Of course you know Dmitri
+Sergeevich? Those are his quarters," and he pointed to the third house
+in the village of Gorki.
+
+"But I should like to see the right flank. They say it's very strong,"
+said Pierre. "I should like to start from the Moskva River and ride
+round the whole position."
+
+"Well, you can do that later, but the chief thing is the left flank."
+
+"Yes, yes. But where is Prince Bolkonski's regiment? Can you point it
+out to me?"
+
+"Prince Andrew's? We shall pass it and I'll take you to him."
+
+"What about the left flank?" asked Pierre
+
+"To tell you the truth, between ourselves, God only knows what state our
+left flank is in," said Boris confidentially lowering his voice. "It is
+not at all what Count Bennigsen intended. He meant to fortify that knoll
+quite differently, but..." Boris shrugged his shoulders, "his Serene
+Highness would not have it, or someone persuaded him. You see..." but
+Boris did not finish, for at that moment Kaysarov, Kutuzov's adjutant,
+came up to Pierre. "Ah, Kaysarov!" said Boris, addressing him with an
+unembarrassed smile, "I was just trying to explain our position to the
+count. It is amazing how his Serene Highness could so foresee the
+intentions of the French!"
+
+"You mean the left flank?" asked Kaysarov.
+
+"Yes, exactly; the left flank is now extremely strong."
+
+Though Kutuzov had dismissed all unnecessary men from the staff, Boris
+had contrived to remain at headquarters after the changes. He had
+established himself with Count Bennigsen, who, like all on whom Boris
+had been in attendance, considered young Prince Drubetskoy an invaluable
+man.
+
+In the higher command there were two sharply defined parties: Kutuzov's
+party and that of Bennigsen, the chief of staff. Boris belonged to the
+latter and no one else, while showing servile respect to Kutuzov, could
+so create an impression that the old fellow was not much good and that
+Bennigsen managed everything. Now the decisive moment of battle had come
+when Kutuzov would be destroyed and the power pass to Bennigsen, or even
+if Kutuzov won the battle it would be felt that everything was done by
+Bennigsen. In any case many great rewards would have to be given for
+tomorrow's action, and new men would come to the front. So Boris was
+full of nervous vivacity all day.
+
+After Kaysarov, others whom Pierre knew came up to him, and he had not
+time to reply to all the questions about Moscow that were showered upon
+him, or to listen to all that was told him. The faces all expressed
+animation and apprehension, but it seemed to Pierre that the cause of
+the excitement shown in some of these faces lay chiefly in questions of
+personal success; his mind, however, was occupied by the different
+expression he saw on other faces--an expression that spoke not of
+personal matters but of the universal questions of life and death.
+Kutuzov noticed Pierre's figure and the group gathered round him.
+
+"Call him to me," said Kutuzov.
+
+An adjutant told Pierre of his Serene Highness' wish, and Pierre went
+toward Kutuzov's bench. But a militiaman got there before him. It was
+Dolokhov.
+
+"How did that fellow get here?" asked Pierre.
+
+"He's a creature that wriggles in anywhere!" was the answer. "He has
+been degraded, you know. Now he wants to bob up again. He's been
+proposing some scheme or other and has crawled into the enemy's picket
+line at night.... He's a brave fellow."
+
+Pierre took off his hat and bowed respectfully to Kutuzov.
+
+"I concluded that if I reported to your Serene Highness you might send
+me away or say that you knew what I was reporting, but then I shouldn't
+lose anything..." Dolokhov was saying.
+
+"Yes, yes."
+
+"But if I were right, I should be rendering a service to my Fatherland
+for which I am ready to die."
+
+"Yes, yes."
+
+"And should your Serene Highness require a man who will not spare his
+skin, please think of me.... Perhaps I may prove useful to your Serene
+Highness."
+
+"Yes... Yes..." Kutuzov repeated, his laughing eye narrowing more and
+more as he looked at Pierre.
+
+Just then Boris, with his courtierlike adroitness, stepped up to
+Pierre's side near Kutuzov and in a most natural manner, without raising
+his voice, said to Pierre, as though continuing an interrupted
+conversation:
+
+"The militia have put on clean white shirts to be ready to die. What
+heroism, Count!"
+
+Boris evidently said this to Pierre in order to be overheard by his
+Serene Highness. He knew Kutuzov's attention would be caught by those
+words, and so it was.
+
+"What are you saying about the militia?" he asked Boris.
+
+"Preparing for tomorrow, your Serene Highness--for death--they have put
+on clean shirts."
+
+"Ah... a wonderful, a matchless people!" said Kutuzov; and he closed his
+eyes and swayed his head. "A matchless people!" he repeated with a sigh.
+
+"So you want to smell gunpowder?" he said to Pierre. "Yes, it's a
+pleasant smell. I have the honor to be one of your wife's adorers. Is
+she well? My quarters are at your service."
+
+And as often happens with old people, Kutuzov began looking about
+absent-mindedly as if forgetting all he wanted to say or do.
+
+Then, evidently remembering what he wanted, he beckoned to Andrew
+Kaysarov, his adjutant's brother.
+
+"Those verses... those verses of Marin's... how do they go, eh? Those he
+wrote about Gerakov: 'Lectures for the corps inditing'... Recite them,
+recite them!" said he, evidently preparing to laugh.
+
+Kaysarov recited.... Kutuzov smilingly nodded his head to the rhythm of
+the verses.
+
+When Pierre had left Kutuzov, Dolokhov came up to him and took his hand.
+
+"I am very glad to meet you here, Count," he said aloud, regardless of
+the presence of strangers and in a particularly resolute and solemn
+tone. "On the eve of a day when God alone knows who of us is fated to
+survive, I am glad of this opportunity to tell you that I regret the
+misunderstandings that occurred between us and should wish you not to
+have any ill feeling for me. I beg you to forgive me."
+
+Pierre looked at Dolokhov with a smile, not knowing what to say to him.
+With tears in his eyes Dolokhov embraced Pierre and kissed him.
+
+Boris said a few words to his general, and Count Bennigsen turned to
+Pierre and proposed that he should ride with him along the line.
+
+"It will interest you," said he.
+
+"Yes, very much," replied Pierre.
+
+Half an hour later Kutuzov left for Tatarinova, and Bennigsen and his
+suite, with Pierre among them, set out on their ride along the line.
+
+
+
+
+CHAPTER XXIII
+
+From Gorki, Bennigsen descended the highroad to the bridge which, when
+they had looked at it from the hill, the officer had pointed out as
+being the center of our position and where rows of fragrant new-mown hay
+lay by the riverside. They rode across that bridge into the village of
+Borodino and thence turned to the left, passing an enormous number of
+troops and guns, and came to a high knoll where militiamen were digging.
+This was the redoubt, as yet unnamed, which afterwards became known as
+the Raevski Redoubt, or the Knoll Battery, but Pierre paid no special
+attention to it. He did not know that it would become more memorable to
+him than any other spot on the plain of Borodino.
+
+They then crossed the hollow to Semenovsk, where the soldiers were
+dragging away the last logs from the huts and barns. Then they rode
+downhill and uphill, across a ryefield trodden and beaten down as if by
+hail, following a track freshly made by the artillery over the furrows
+of the plowed land, and reached some fleches * which were still being
+dug.
+
+
+* A kind of entrenchment.
+
+At the fleches Bennigsen stopped and began looking at the Shevardino
+Redoubt opposite, which had been ours the day before and where several
+horsemen could be descried. The officers said that either Napoleon or
+Murat was there, and they all gazed eagerly at this little group of
+horsemen. Pierre also looked at them, trying to guess which of the
+scarcely discernible figures was Napoleon. At last those mounted men
+rode away from the mound and disappeared.
+
+Bennigsen spoke to a general who approached him, and began explaining
+the whole position of our troops. Pierre listened to him, straining each
+faculty to understand the essential points of the impending battle, but
+was mortified to feel that his mental capacity was inadequate for the
+task. He could make nothing of it. Bennigsen stopped speaking and,
+noticing that Pierre was listening, suddenly said to him:
+
+"I don't think this interests you?"
+
+"On the contrary it's very interesting!" replied Pierre not quite
+truthfully.
+
+From the fleches they rode still farther to the left, along a road
+winding through a thick, low-growing birch wood. In the middle of the
+wood a brown hare with white feet sprang out and, scared by the tramp of
+the many horses, grew so confused that it leaped along the road in front
+of them for some time, arousing general attention and laughter, and only
+when several voices shouted at it did it dart to one side and disappear
+in the thicket. After going through the wood for about a mile and a half
+they came out on a glade where troops of Tuchkov's corps were stationed
+to defend the left flank.
+
+Here, at the extreme left flank, Bennigsen talked a great deal and with
+much heat, and, as it seemed to Pierre, gave orders of great military
+importance. In front of Tuchkov's troops was some high ground not
+occupied by troops. Bennigsen loudly criticized this mistake, saying
+that it was madness to leave a height which commanded the country around
+unoccupied and to place troops below it. Some of the generals expressed
+the same opinion. One in particular declared with martial heat that they
+were put there to be slaughtered. Bennigsen on his own authority ordered
+the troops to occupy the high ground. This disposition on the left flank
+increased Pierre's doubt of his own capacity to understand military
+matters. Listening to Bennigsen and the generals criticizing the
+position of the troops behind the hill, he quite understood them and
+shared their opinion, but for that very reason he could not understand
+how the man who put them there behind the hill could have made so gross
+and palpable a blunder.
+
+Pierre did not know that these troops were not, as Bennigsen supposed,
+put there to defend the position, but were in a concealed position as an
+ambush, that they should not be seen and might be able to strike an
+approaching enemy unexpectedly. Bennigsen did not know this and moved
+the troops forward according to his own ideas without mentioning the
+matter to the commander-in-chief.
+
+
+
+
+CHAPTER XXIV
+
+On that bright evening of August 25, Prince Andrew lay leaning on his
+elbow in a broken-down shed in the village of Knyazkovo at the further
+end of his regiment's encampment. Through a gap in the broken wall he
+could see, beside the wooden fence, a row of thirty year-old birches
+with their lower branches lopped off, a field on which shocks of oats
+were standing, and some bushes near which rose the smoke of campfires--
+the soldiers' kitchens.
+
+Narrow and burdensome and useless to anyone as his life now seemed to
+him, Prince Andrew on the eve of battle felt agitated and irritable as
+he had done seven years before at Austerlitz.
+
+He had received and given the orders for next day's battle and had
+nothing more to do. But his thoughts--the simplest, clearest, and
+therefore most terrible thoughts--would give him no peace. He knew that
+tomorrow's battle would be the most terrible of all he had taken part
+in, and for the first time in his life the possibility of death
+presented itself to him--not in relation to any worldly matter or with
+reference to its effect on others, but simply in relation to himself, to
+his own soul--vividly, plainly, terribly, and almost as a certainty. And
+from the height of this perception all that had previously tormented and
+preoccupied him suddenly became illumined by a cold white light without
+shadows, without perspective, without distinction of outline. All life
+appeared to him like magic-lantern pictures at which he had long been
+gazing by artificial light through a glass. Now he suddenly saw those
+badly daubed pictures in clear daylight and without a glass. "Yes, yes!
+There they are, those false images that agitated, enraptured, and
+tormented me," said he to himself, passing in review the principal
+pictures of the magic lantern of life and regarding them now in the cold
+white daylight of his clear perception of death. "There they are, those
+rudely painted figures that once seemed splendid and mysterious. Glory,
+the good of society, love of a woman, the Fatherland itself--how
+important these pictures appeared to me, with what profound meaning they
+seemed to be filled! And it is all so simple, pale, and crude in the
+cold white light of this morning which I feel is dawning for me." The
+three great sorrows of his life held his attention in particular: his
+love for a woman, his father's death, and the French invasion which had
+overrun half Russia. "Love... that little girl who seemed to me brimming
+over with mystic forces! Yes, indeed, I loved her. I made romantic plans
+of love and happiness with her! Oh, what a boy I was!" he said aloud
+bitterly. "Ah me! I believed in some ideal love which was to keep her
+faithful to me for the whole year of my absence! Like the gentle dove in
+the fable she was to pine apart from me.... But it was much simpler
+really.... It was all very simple and horrible."
+
+"When my father built Bald Hills he thought the place was his: his land,
+his air, his peasants. But Napoleon came and swept him aside,
+unconscious of his existence, as he might brush a chip from his path,
+and his Bald Hills and his whole life fell to pieces. Princess Mary says
+it is a trial sent from above. What is the trial for, when he is not
+here and will never return? He is not here! For whom then is the trial
+intended? The Fatherland, the destruction of Moscow! And tomorrow I
+shall be killed, perhaps not even by a Frenchman but by one of our own
+men, by a soldier discharging a musket close to my ear as one of them
+did yesterday, and the French will come and take me by head and heels
+and fling me into a hole that I may not stink under their noses, and new
+conditions of life will arise, which will seem quite ordinary to others
+and about which I shall know nothing. I shall not exist..."
+
+He looked at the row of birches shining in the sunshine, with their
+motionless green and yellow foliage and white bark. "To die... to be
+killed tomorrow... That I should not exist... That all this should still
+be, but no me...."
+
+And the birches with their light and shade, the curly clouds, the smoke
+of the campfires, and all that was around him changed and seemed
+terrible and menacing. A cold shiver ran down his spine. He rose
+quickly, went out of the shed, and began to walk about.
+
+After he had returned, voices were heard outside the shed. "Who's that?"
+he cried.
+
+The red-nosed Captain Timokhin, formerly Dolokhov's squadron commander,
+but now from lack of officers a battalion commander, shyly entered the
+shed followed by an adjutant and the regimental paymaster.
+
+Prince Andrew rose hastily, listened to the business they had come
+about, gave them some further instructions, and was about to dismiss
+them when he heard a familiar, lisping, voice behind the shed.
+
+"Devil take it!" said the voice of a man stumbling over something.
+
+Prince Andrew looked out of the shed and saw Pierre, who had tripped
+over a pole on the ground and had nearly fallen, coming his way. It was
+unpleasant to Prince Andrew to meet people of his own set in general,
+and Pierre especially, for he reminded him of all the painful moments of
+his last visit to Moscow.
+
+"You? What a surprise!" said he. "What brings you here? This is
+unexpected!"
+
+As he said this his eyes and face expressed more than coldness--they
+expressed hostility, which Pierre noticed at once. He had approached the
+shed full of animation, but on seeing Prince Andrew's face he felt
+constrained and ill at ease.
+
+"I have come... simply... you know... come... it interests me," said
+Pierre, who had so often that day senselessly repeated that word
+"interesting." "I wish to see the battle."
+
+"Oh yes, and what do the masonic brothers say about war? How would they
+stop it?" said Prince Andrew sarcastically. "Well, and how's Moscow? And
+my people? Have they reached Moscow at last?" he asked seriously.
+
+"Yes, they have. Julie Drubetskaya told me so. I went to see them, but
+missed them. They have gone to your estate near Moscow."
+
+
+
+
+CHAPTER XXV
+
+The officers were about to take leave, but Prince Andrew, apparently
+reluctant to be left alone with his friend, asked them to stay and have
+tea. Seats were brought in and so was the tea. The officers gazed with
+surprise at Pierre's huge stout figure and listened to his talk of
+Moscow and the position of our army, round which he had ridden. Prince
+Andrew remained silent, and his expression was so forbidding that Pierre
+addressed his remarks chiefly to the good-natured battalion commander.
+
+"So you understand the whole position of our troops?" Prince Andrew
+interrupted him.
+
+"Yes--that is, how do you mean?" said Pierre. "Not being a military man
+I can't say I have understood it fully, but I understand the general
+position."
+
+"Well, then, you know more than anyone else, be it who it may," said
+Prince Andrew.
+
+"Oh!" said Pierre, looking over his spectacles in perplexity at Prince
+Andrew. "Well, and what do you think of Kutuzov's appointment?" he
+asked.
+
+"I was very glad of his appointment, that's all I know," replied Prince
+Andrew.
+
+"And tell me your opinion of Barclay de Tolly. In Moscow they are saying
+heaven knows what about him.... What do you think of him?"
+
+"Ask them," replied Prince Andrew, indicating the officers.
+
+Pierre looked at Timokhin with the condescendingly interrogative smile
+with which everybody involuntarily addressed that officer.
+
+"We see light again, since his Serenity has been appointed, your
+excellency," said Timokhin timidly, and continually turning to glance at
+his colonel.
+
+"Why so?" asked Pierre.
+
+"Well, to mention only firewood and fodder, let me inform you. Why, when
+we were retreating from Sventsyani we dare not touch a stick or a wisp
+of hay or anything. You see, we were going away, so he would get it all;
+wasn't it so, your excellency?" and again Timokhin turned to the prince.
+"But we daren't. In our regiment two officers were court-martialed for
+that kind of thing. But when his Serenity took command everything became
+straight forward. Now we see light..."
+
+"Then why was it forbidden?"
+
+Timokhin looked about in confusion, not knowing what or how to answer
+such a question. Pierre put the same question to Prince Andrew.
+
+"Why, so as not to lay waste the country we were abandoning to the
+enemy," said Prince Andrew with venomous irony. "It is very sound: one
+can't permit the land to be pillaged and accustom the troops to
+marauding. At Smolensk too he judged correctly that the French might
+outflank us, as they had larger forces. But he could not understand
+this," cried Prince Andrew in a shrill voice that seemed to escape him
+involuntarily: "he could not understand that there, for the first time,
+we were fighting for Russian soil, and that there was a spirit in the
+men such as I had never seen before, that we had held the French for two
+days, and that that success had increased our strength tenfold. He
+ordered us to retreat, and all our efforts and losses went for nothing.
+He had no thought of betraying us, he tried to do the best he could, he
+thought out everything, and that is why he is unsuitable. He is
+unsuitable now, just because he plans out everything very thoroughly and
+accurately as every German has to. How can I explain?... Well, say your
+father has a German valet, and he is a splendid valet and satisfies your
+father's requirements better than you could, then it's all right to let
+him serve. But if your father is mortally sick you'll send the valet
+away and attend to your father with your own unpracticed, awkward hands,
+and will soothe him better than a skilled man who is a stranger could.
+So it has been with Barclay. While Russia was well, a foreigner could
+serve her and be a splendid minister; but as soon as she is in danger
+she needs one of her own kin. But in your club they have been making him
+out a traitor! They slander him as a traitor, and the only result will
+be that afterwards, ashamed of their false accusations, they will make
+him out a hero or a genius instead of a traitor, and that will be still
+more unjust. He is an honest and very punctilious German."
+
+"And they say he's a skillful commander," rejoined Pierre.
+
+"I don't understand what is meant by 'a skillful commander,'" replied
+Prince Andrew ironically.
+
+"A skillful commander?" replied Pierre. "Why, one who foresees all
+contingencies... and foresees the adversary's intentions."
+
+"But that's impossible," said Prince Andrew as if it were a matter
+settled long ago.
+
+Pierre looked at him in surprise.
+
+"And yet they say that war is like a game of chess?" he remarked.
+
+"Yes," replied Prince Andrew, "but with this little difference, that in
+chess you may think over each move as long as you please and are not
+limited for time, and with this difference too, that a knight is always
+stronger than a pawn, and two pawns are always stronger than one, while
+in war a battalion is sometimes stronger than a division and sometimes
+weaker than a company. The relative strength of bodies of troops can
+never be known to anyone. Believe me," he went on, "if things depended
+on arrangements made by the staff, I should be there making
+arrangements, but instead of that I have the honor to serve here in the
+regiment with these gentlemen, and I consider that on us tomorrow's
+battle will depend and not on those others.... Success never depends,
+and never will depend, on position, or equipment, or even on numbers,
+and least of all on position."
+
+"But on what then?"
+
+"On the feeling that is in me and in him," he pointed to Timokhin, "and
+in each soldier."
+
+Prince Andrew glanced at Timokhin, who looked at his commander in alarm
+and bewilderment. In contrast to his former reticent taciturnity Prince
+Andrew now seemed excited. He could apparently not refrain from
+expressing the thoughts that had suddenly occurred to him.
+
+"A battle is won by those who firmly resolve to win it! Why did we lose
+the battle at Austerlitz? The French losses were almost equal to ours,
+but very early we said to ourselves that we were losing the battle, and
+we did lose it. And we said so because we had nothing to fight for
+there, we wanted to get away from the battlefield as soon as we could.
+'We've lost, so let us run,' and we ran. If we had not said that till
+the evening, heaven knows what might not have happened. But tomorrow we
+shan't say it! You talk about our position, the left flank weak and the
+right flank too extended," he went on. "That's all nonsense, there's
+nothing of the kind. But what awaits us tomorrow? A hundred million most
+diverse chances which will be decided on the instant by the fact that
+our men or theirs run or do not run, and that this man or that man is
+killed, but all that is being done at present is only play. The fact is
+that those men with whom you have ridden round the position not only do
+not help matters, but hinder. They are only concerned with their own
+petty interests."
+
+"At such a moment?" said Pierre reproachfully.
+
+"At such a moment!" Prince Andrew repeated. "To them it is only a moment
+affording opportunities to undermine a rival and obtain an extra cross
+or ribbon. For me tomorrow means this: a Russian army of a hundred
+thousand and a French army of a hundred thousand have met to fight, and
+the thing is that these two hundred thousand men will fight and the side
+that fights more fiercely and spares itself least will win. And if you
+like I will tell you that whatever happens and whatever muddles those at
+the top may make, we shall win tomorrow's battle. Tomorrow, happen what
+may, we shall win!"
+
+"There now, your excellency! That's the truth, the real truth," said
+Timokhin. "Who would spare himself now? The soldiers in my battalion,
+believe me, wouldn't drink their vodka! 'It's not the day for that!'
+they say."
+
+All were silent. The officers rose. Prince Andrew went out of the shed
+with them, giving final orders to the adjutant. After they had gone
+Pierre approached Prince Andrew and was about to start a conversation
+when they heard the clatter of three horses' hoofs on the road not far
+from the shed, and looking in that direction Prince Andrew recognized
+Wolzogen and Clausewitz accompanied by a Cossack. They rode close by
+continuing to converse, and Prince Andrew involuntarily heard these
+words:
+
+"Der Krieg muss in Raum verlegt werden. Der Ansicht kann ich nicht genug
+Preis geben," * said one of them.
+
+
+* "The war must be extended widely. I cannot sufficiently commend that
+view."
+
+"Oh, ja," said the other, "der Zweck ist nur den Feind zu schwächen, so
+kann man gewiss nicht den Verlust der Privat-Personen in Achtung
+nehmen." *
+
+
+* "Oh, yes, the only aim is to weaken the enemy, so of course one cannot
+take into account the loss of private individuals."
+
+"Oh, no," agreed the other.
+
+"Extend widely!" said Prince Andrew with an angry snort, when they had
+ridden past. "In that 'extend' were my father, son, and sister, at Bald
+Hills. That's all the same to him! That's what I was saying to you--
+those German gentlemen won't win the battle tomorrow but will only make
+all the mess they can, because they have nothing in their German heads
+but theories not worth an empty eggshell and haven't in their hearts the
+one thing needed tomorrow--that which Timokhin has. They have yielded up
+all Europe to him, and have now come to teach us. Fine teachers!" and
+again his voice grew shrill.
+
+"So you think we shall win tomorrow's battle?" asked Pierre.
+
+"Yes, yes," answered Prince Andrew absently. "One thing I would do if I
+had the power," he began again, "I would not take prisoners. Why take
+prisoners? It's chivalry! The French have destroyed my home and are on
+their way to destroy Moscow, they have outraged and are outraging me
+every moment. They are my enemies. In my opinion they are all criminals.
+And so thinks Timokhin and the whole army. They should be executed!
+Since they are my foes they cannot be my friends, whatever may have been
+said at Tilsit."
+
+"Yes, yes," muttered Pierre, looking with shining eyes at Prince Andrew.
+"I quite agree with you!"
+
+The question that had perturbed Pierre on the Mozhaysk hill and all that
+day now seemed to him quite clear and completely solved. He now
+understood the whole meaning and importance of this war and of the
+impending battle. All he had seen that day, all the significant and
+stern expressions on the faces he had seen in passing, were lit up for
+him by a new light. He understood that latent heat (as they say in
+physics) of patriotism which was present in all these men he had seen,
+and this explained to him why they all prepared for death calmly, and as
+it were lightheartedly.
+
+"Not take prisoners," Prince Andrew continued: "That by itself would
+quite change the whole war and make it less cruel. As it is we have
+played at war--that's what's vile! We play at magnanimity and all that
+stuff. Such magnanimity and sensibility are like the magnanimity and
+sensibility of a lady who faints when she sees a calf being killed: she
+is so kindhearted that she can't look at blood, but enjoys eating the
+calf served up with sauce. They talk to us of the rules of war, of
+chivalry, of flags of truce, of mercy to the unfortunate and so on. It's
+all rubbish! I saw chivalry and flags of truce in 1805; they humbugged
+us and we humbugged them. They plunder other people's houses, issue
+false paper money, and worst of all they kill my children and my father,
+and then talk of rules of war and magnanimity to foes! Take no
+prisoners, but kill and be killed! He who has come to this as I have
+through the same sufferings..."
+
+Prince Andrew, who had thought it was all the same to him whether or not
+Moscow was taken as Smolensk had been, was suddenly checked in his
+speech by an unexpected cramp in his throat. He paced up and down a few
+times in silence, but his eyes glittered feverishly and his lips
+quivered as he began speaking.
+
+"If there was none of this magnanimity in war, we should go to war only
+when it was worth while going to certain death, as now. Then there would
+not be war because Paul Ivanovich had offended Michael Ivanovich. And
+when there was a war, like this one, it would be war! And then the
+determination of the troops would be quite different. Then all these
+Westphalians and Hessians whom Napoleon is leading would not follow him
+into Russia, and we should not go to fight in Austria and Prussia
+without knowing why. War is not courtesy but the most horrible thing in
+life; and we ought to understand that and not play at war. We ought to
+accept this terrible necessity sternly and seriously. It all lies in
+that: get rid of falsehood and let war be war and not a game. As it is
+now, war is the favorite pastime of the idle and frivolous. The military
+calling is the most highly honored.
+
+"But what is war? What is needed for success in warfare? What are the
+habits of the military? The aim of war is murder; the methods of war are
+spying, treachery, and their encouragement, the ruin of a country's
+inhabitants, robbing them or stealing to provision the army, and fraud
+and falsehood termed military craft. The habits of the military class
+are the absence of freedom, that is, discipline, idleness, ignorance,
+cruelty, debauchery, and drunkenness. And in spite of all this it is the
+highest class, respected by everyone. All the kings, except the Chinese,
+wear military uniforms, and he who kills most people receives the
+highest rewards.
+
+"They meet, as we shall meet tomorrow, to murder one another; they kill
+and maim tens of thousands, and then have thanksgiving services for
+having killed so many people (they even exaggerate the number), and they
+announce a victory, supposing that the more people they have killed the
+greater their achievement. How does God above look at them and hear
+them?" exclaimed Prince Andrew in a shrill, piercing voice. "Ah, my
+friend, it has of late become hard for me to live. I see that I have
+begun to understand too much. And it doesn't do for man to taste of the
+tree of knowledge of good and evil.... Ah, well, it's not for long!" he
+added.
+
+"However, you're sleepy, and it's time for me to sleep. Go back to
+Gorki!" said Prince Andrew suddenly.
+
+"Oh no!" Pierre replied, looking at Prince Andrew with frightened,
+compassionate eyes.
+
+"Go, go! Before a battle one must have one's sleep out," repeated Prince
+Andrew.
+
+He came quickly up to Pierre and embraced and kissed him. "Good-bye, be
+off!" he shouted. "Whether we meet again or not..." and turning away
+hurriedly he entered the shed.
+
+It was already dark, and Pierre could not make out whether the
+expression of Prince Andrew's face was angry or tender.
+
+For some time he stood in silence considering whether he should follow
+him or go away. "No, he does not want it!" Pierre concluded. "And I know
+that this is our last meeting!" He sighed deeply and rode back to Gorki.
+
+On re-entering the shed Prince Andrew lay down on a rug, but he could
+not sleep.
+
+He closed his eyes. One picture succeeded another in his imagination. On
+one of them he dwelt long and joyfully. He vividly recalled an evening
+in Petersburg. Natasha with animated and excited face was telling him
+how she had gone to look for mushrooms the previous summer and had lost
+her way in the big forest. She incoherently described the depths of the
+forest, her feelings, and a talk with a beekeeper she met, and
+constantly interrupted her story to say: "No, I can't! I'm not telling
+it right; no, you don't understand," though he encouraged her by saying
+that he did understand, and he really had understood all she wanted to
+say. But Natasha was not satisfied with her own words: she felt that
+they did not convey the passionately poetic feeling she had experienced
+that day and wished to convey. "He was such a delightful old man, and it
+was so dark in the forest... and he had such kind... No, I can't
+describe it," she had said, flushed and excited. Prince Andrew smiled
+now the same happy smile as then when he had looked into her eyes. "I
+understood her," he thought. "I not only understood her, but it was just
+that inner, spiritual force, that sincerity, that frankness of soul--
+that very soul of hers which seemed to be fettered by her body--it was
+that soul I loved in her... loved so strongly and happily..." and
+suddenly he remembered how his love had ended. "He did not need anything
+of that kind. He neither saw nor understood anything of the sort. He
+only saw in her a pretty and fresh young girl, with whom he did not
+deign to unite his fate. And I?... and he is still alive and gay!"
+
+Prince Andrew jumped up as if someone had burned him, and again began
+pacing up and down in front of the shed.
+
+
+
+
+CHAPTER XXVI
+
+On August 25, the eve of the battle of Borodino, M. de Beausset, prefect
+of the French Emperor's palace, arrived at Napoleon's quarters at
+Valuevo with Colonel Fabvier, the former from Paris and the latter from
+Madrid.
+
+Donning his court uniform, M. de Beausset ordered a box he had brought
+for the Emperor to be carried before him and entered the first
+compartment of Napoleon's tent, where he began opening the box while
+conversing with Napoleon's aides-de-camp who surrounded him.
+
+Fabvier, not entering the tent, remained at the entrance talking to some
+generals of his acquaintance.
+
+The Emperor Napoleon had not yet left his bedroom and was finishing his
+toilet. Slightly snorting and grunting, he presented now his back and
+now his plump hairy chest to the brush with which his valet was rubbing
+him down. Another valet, with his finger over the mouth of a bottle, was
+sprinkling Eau de Cologne on the Emperor's pampered body with an
+expression which seemed to say that he alone knew where and how much Eau
+de Cologne should be sprinkled. Napoleon's short hair was wet and matted
+on the forehead, but his face, though puffy and yellow, expressed
+physical satisfaction. "Go on, harder, go on!" he muttered to the valet
+who was rubbing him, slightly twitching and grunting. An aide-de-camp,
+who had entered the bedroom to report to the Emperor the number of
+prisoners taken in yesterday's action, was standing by the door after
+delivering his message, awaiting permission to withdraw. Napoleon,
+frowning, looked at him from under his brows.
+
+"No prisoners!" said he, repeating the aide-de-camp's words. "They are
+forcing us to exterminate them. So much the worse for the Russian
+army.... Go on... harder, harder!" he muttered, hunching his back and
+presenting his fat shoulders.
+
+"All right. Let Monsieur de Beausset enter, and Fabvier too," he said,
+nodding to the aide-de-camp.
+
+"Yes, sire," and the aide-de-camp disappeared through the door of the
+tent.
+
+Two valets rapidly dressed His Majesty, and wearing the blue uniform of
+the Guards he went with firm quick steps to the reception room.
+
+De Beausset's hands meanwhile were busily engaged arranging the present
+he had brought from the Empress, on two chairs directly in front of the
+entrance. But Napoleon had dressed and come out with such unexpected
+rapidity that he had not time to finish arranging the surprise.
+
+Napoleon noticed at once what they were about and guessed that they were
+not ready. He did not wish to deprive them of the pleasure of giving him
+a surprise, so he pretended not to see de Beausset and called Fabvier to
+him, listening silently and with a stern frown to what Fabvier told him
+of the heroism and devotion of his troops fighting at Salamanca, at the
+other end of Europe, with but one thought--to be worthy of their
+Emperor--and but one fear--to fail to please him. The result of that
+battle had been deplorable. Napoleon made ironic remarks during
+Fabvier's account, as if he had not expected that matters could go
+otherwise in his absence.
+
+"I must make up for that in Moscow," said Napoleon. "I'll see you
+later," he added, and summoned de Beausset, who by that time had
+prepared the surprise, having placed something on the chairs and covered
+it with a cloth.
+
+De Beausset bowed low, with that courtly French bow which only the old
+retainers of the Bourbons knew how to make, and approached him,
+presenting an envelope.
+
+Napoleon turned to him gaily and pulled his ear.
+
+"You have hurried here. I am very glad. Well, what is Paris saying?" he
+asked, suddenly changing his former stern expression for a most cordial
+tone.
+
+"Sire, all Paris regrets your absence," replied de Beausset as was
+proper.
+
+But though Napoleon knew that de Beausset had to say something of this
+kind, and though in his lucid moments he knew it was untrue, he was
+pleased to hear it from him. Again he honored him by touching his ear.
+
+"I am very sorry to have made you travel so far," said he.
+
+"Sire, I expected nothing less than to find you at the gates of Moscow,"
+replied de Beausset.
+
+Napoleon smiled and, lifting his head absent-mindedly, glanced to the
+right. An aide-de-camp approached with gliding steps and offered him a
+gold snuffbox, which he took.
+
+"Yes, it has happened luckily for you," he said, raising the open
+snuffbox to his nose. "You are fond of travel, and in three days you
+will see Moscow. You surely did not expect to see that Asiatic capital.
+You will have a pleasant journey."
+
+De Beausset bowed gratefully at this regard for his taste for travel (of
+which he had not till then been aware).
+
+"Ha, what's this?" asked Napoleon, noticing that all the courtiers were
+looking at something concealed under a cloth.
+
+With courtly adroitness de Beausset half turned and without turning his
+back to the Emperor retired two steps, twitching off the cloth at the
+same time, and said:
+
+"A present to Your Majesty from the Empress."
+
+It was a portrait, painted in bright colors by Gerard, of the son borne
+to Napoleon by the daughter of the Emperor of Austria, the boy whom for
+some reason everyone called "The King of Rome."
+
+A very pretty curly-headed boy with a look of the Christ in the Sistine
+Madonna was depicted playing at stick and ball. The ball represented the
+terrestrial globe and the stick in his other hand a scepter.
+
+Though it was not clear what the artist meant to express by depicting
+the so-called King of Rome spiking the earth with a stick, the allegory
+apparently seemed to Napoleon, as it had done to all who had seen it in
+Paris, quite clear and very pleasing.
+
+"The King of Rome!" he said, pointing to the portrait with a graceful
+gesture. "Admirable!"
+
+With the natural capacity of an Italian for changing the expression of
+his face at will, he drew nearer to the portrait and assumed a look of
+pensive tenderness. He felt that what he now said and did would be
+historical, and it seemed to him that it would now be best for him--
+whose grandeur enabled his son to play stick and ball with the
+terrestrial globe--to show, in contrast to that grandeur, the simplest
+paternal tenderness. His eyes grew dim, he moved forward, glanced round
+at a chair (which seemed to place itself under him), and sat down on it
+before the portrait. At a single gesture from him everyone went out on
+tiptoe, leaving the great man to himself and his emotion.
+
+Having sat still for a while he touched--himself not knowing why--the
+thick spot of paint representing the highest light in the portrait,
+rose, and recalled de Beausset and the officer on duty. He ordered the
+portrait to be carried outside his tent, that the Old Guard, stationed
+round it, might not be deprived of the pleasure of seeing the King of
+Rome, the son and heir of their adored monarch.
+
+And while he was doing M. de Beausset the honor of breakfasting with
+him, they heard, as Napoleon had anticipated, the rapturous cries of the
+officers and men of the Old Guard who had run up to see the portrait.
+
+"Vive l'Empereur! Vive le roi de Rome! Vive l'Empereur!" came those
+ecstatic cries.
+
+After breakfast Napoleon in de Beausset's presence dictated his order of
+the day to the army.
+
+"Short and energetic!" he remarked when he had read over the
+proclamation which he had dictated straight off without corrections. It
+ran:
+
+Soldiers! This is the battle you have so longed for. Victory depends on
+you. It is essential for us; it will give us all we need: comfortable
+quarters and a speedy return to our country. Behave as you did at
+Austerlitz, Friedland, Vitebsk, and Smolensk. Let our remotest posterity
+recall your achievements this day with pride. Let it be said of each of
+you: "He was in the great battle before Moscow!"
+
+"Before Moscow!" repeated Napoleon, and inviting M. de Beausset, who was
+so fond of travel, to accompany him on his ride, he went out of the tent
+to where the horses stood saddled.
+
+"Your Majesty is too kind!" replied de Beausset to the invitation to
+accompany the Emperor; he wanted to sleep, did not know how to ride and
+was afraid of doing so.
+
+But Napoleon nodded to the traveler, and de Beausset had to mount. When
+Napoleon came out of the tent the shouting of the Guards before his
+son's portrait grew still louder. Napoleon frowned.
+
+"Take him away!" he said, pointing with a gracefully majestic gesture to
+the portrait. "It is too soon for him to see a field of battle."
+
+De Beausset closed his eyes, bowed his head, and sighed deeply, to
+indicate how profoundly he valued and comprehended the Emperor's words.
+
+
+
+
+CHAPTER XXVII
+
+On the twenty-fifth of August, so his historians tell us, Napoleon spent
+the whole day on horseback inspecting the locality, considering plans
+submitted to him by his marshals, and personally giving commands to his
+generals.
+
+The original line of the Russian forces along the river Kolocha had been
+dislocated by the capture of the Shevardino Redoubt on the twenty-
+fourth, and part of the line--the left flank--had been drawn back. That
+part of the line was not entrenched and in front of it the ground was
+more open and level than elsewhere. It was evident to anyone, military
+or not, that it was here the French should attack. It would seem that
+not much consideration was needed to reach this conclusion, nor any
+particular care or trouble on the part of the Emperor and his marshals,
+nor was there any need of that special and supreme quality called genius
+that people are so apt to ascribe to Napoleon; yet the historians who
+described the event later and the men who then surrounded Napoleon, and
+he himself, thought otherwise.
+
+Napoleon rode over the plain and surveyed the locality with a profound
+air and in silence, nodded with approval or shook his head dubiously,
+and without communicating to the generals around him the profound course
+of ideas which guided his decisions merely gave them his final
+conclusions in the form of commands. Having listened to a suggestion
+from Davout, who was now called Prince d'Eckmuhl, to turn the Russian
+left wing, Napoleon said it should not be done, without explaining why
+not. To a proposal made by General Campan (who was to attack the
+fleches) to lead his division through the woods, Napoleon agreed, though
+the so-called Duke of Elchingen (Ney) ventured to remark that a movement
+through the woods was dangerous and might disorder the division.
+
+Having inspected the country opposite the Shevardino Redoubt, Napoleon
+pondered a little in silence and then indicated the spots where two
+batteries should be set up by the morrow to act against the Russian
+entrenchments, and the places where, in line with them, the field
+artillery should be placed.
+
+After giving these and other commands he returned to his tent, and the
+dispositions for the battle were written down from his dictation.
+
+These dispositions, of which the French historians write with enthusiasm
+and other historians with profound respect, were as follows:
+
+At dawn the two new batteries established during the night on the plain
+occupied by the Prince d'Eckmuhl will open fire on the opposing
+batteries of the enemy.
+
+At the same time the commander of the artillery of the 1st Corps,
+General Pernetti, with thirty cannon of Campan's division and all the
+howitzers of Dessaix's and Friant's divisions, will move forward, open
+fire, and overwhelm with shellfire the enemy's battery, against which
+will operate:
+
+
+24 guns of the artillery of the Guards 30 guns of Campan's division
+
+and     8 guns of Friant's and Dessaix's divisions --
+
+in all 62 guns.
+
+The commander of the artillery of the 3rd Corps, General Fouche, will
+place the howitzers of the 3rd and 8th Corps, sixteen in all, on the
+flanks of the battery that is to bombard the entrenchment on the left,
+which will have forty guns in all directed against it.
+
+General Sorbier must be ready at the first order to advance with all the
+howitzers of the Guard's artillery against either one or other of the
+entrenchments.
+
+During the cannonade Prince Poniatowski is to advance through the wood
+on the village and turn the enemy's position.
+
+General Campan will move through the wood to seize the first
+fortification.
+
+After the advance has begun in this manner, orders will be given in
+accordance with the enemy's movements.
+
+The cannonade on the left flank will begin as soon as the guns of the
+right wing are heard. The sharpshooters of Morand's division and of the
+vice-King's division will open a heavy fire on seeing the attack
+commence on the right wing.
+
+The vice-King will occupy the village and cross by its three bridges,
+advancing to the same heights as Morand's and Gibrard's divisions, which
+under his leadership will be directed against the redoubt and come into
+line with the rest of the forces.
+
+All this must be done in good order (le tout se fera avec ordre et
+methode) as far as possible retaining troops in reserve.
+
+The Imperial Camp near Mozhaysk,
+
+September, 6, 1812.
+
+These dispositions, which are very obscure and confused if one allows
+oneself to regard the arrangements without religious awe of his genius,
+related to Napoleon's orders to deal with four points--four different
+orders. Not one of these was, or could be, carried out.
+
+In the disposition it is said first that the batteries placed on the
+spot chosen by Napoleon, with the guns of Pernetti and Fouche; which
+were to come in line with them, 102 guns in all, were to open fire and
+shower shells on the Russian fleches and redoubts. This could not be
+done, as from the spots selected by Napoleon the projectiles did not
+carry to the Russian works, and those 102 guns shot into the air until
+the nearest commander, contrary to Napoleon's instructions, moved them
+forward.
+
+The second order was that Poniatowski, moving to the village through the
+wood, should turn the Russian left flank. This could not be done and was
+not done, because Poniatowski, advancing on the village through the
+wood, met Tuchkov there barring his way, and could not and did not turn
+the Russian position.
+
+The third order was: General Campan will move through the wood to seize
+the first fortification. General Campan's division did not seize the
+first fortification but was driven back, for on emerging from the wood
+it had to reform under grapeshot, of which Napoleon was unaware.
+
+The fourth order was: The vice-King will occupy the village (Borodino)
+and cross by its three bridges, advancing to the same heights as
+Morand's and Gibrard's divisions (for whose movements no directions are
+given), which under his leadership will be directed against the redoubt
+and come into line with the rest of the forces.
+
+As far as one can make out, not so much from this unintelligible
+sentence as from the attempts the vice-King made to execute the orders
+given him, he was to advance from the left through Borodino to the
+redoubt while the divisions of Morand and Gerard were to advance
+simultaneously from the front.
+
+All this, like the other parts of the disposition, was not and could not
+be executed. After passing through Borodino the vice-King was driven
+back to the Kolocha and could get no farther; while the divisions of
+Morand and Gerard did not take the redoubt but were driven back, and the
+redoubt was only taken at the end of the battle by the cavalry (a thing
+probably unforeseen and not heard of by Napoleon). So not one of the
+orders in the disposition was, or could be, executed. But in the
+disposition it is said that, after the fight has commenced in this
+manner, orders will be given in accordance with the enemy's movements,
+and so it might be supposed that all necessary arrangements would be
+made by Napoleon during the battle. But this was not and could not be
+done, for during the whole battle Napoleon was so far away that, as
+appeared later, he could not know the course of the battle and not one
+of his orders during the fight could be executed.
+
+
+
+
+CHAPTER XXVIII
+
+Many historians say that the French did not win the battle of Borodino
+because Napoleon had a cold, and that if he had not had a cold the
+orders he gave before and during the battle would have been still more
+full of genius and Russia would have been lost and the face of the world
+have been changed. To historians who believe that Russia was shaped by
+the will of one man--Peter the Great--and that France from a republic
+became an empire and French armies went to Russia at the will of one
+man--Napoleon--to say that Russia remained a power because Napoleon had
+a bad cold on the twenty-fourth of August may seem logical and
+convincing.
+
+If it had depended on Napoleon's will to fight or not to fight the
+battle of Borodino, and if this or that other arrangement depended on
+his will, then evidently a cold affecting the manifestation of his will
+might have saved Russia, and consequently the valet who omitted to bring
+Napoleon his waterproof boots on the twenty-fourth would have been the
+savior of Russia. Along that line of thought such a deduction is
+indubitable, as indubitable as the deduction Voltaire made in jest
+(without knowing what he was jesting at) when he saw that the Massacre
+of St. Bartholomew was due to Charles IX's stomach being deranged. But
+to men who do not admit that Russia was formed by the will of one man,
+Peter I, or that the French Empire was formed and the war with Russia
+begun by the will of one man, Napoleon, that argument seems not merely
+untrue and irrational, but contrary to all human reality. To the
+question of what causes historic events another answer presents itself,
+namely, that the course of human events is predetermined from on high--
+depends on the coincidence of the wills of all who take part in the
+events, and that a Napoleon's influence on the course of these events is
+purely external and fictitious.
+
+Strange as at first glance it may seem to suppose that the Massacre of
+St. Bartholomew was not due to Charles IX's will, though he gave the
+order for it and thought it was done as a result of that order; and
+strange as it may seem to suppose that the slaughter of eighty thousand
+men at Borodino was not due to Napoleon's will, though he ordered the
+commencement and conduct of the battle and thought it was done because
+he ordered it; strange as these suppositions appear, yet human dignity--
+which tells me that each of us is, if not more at least not less a man
+than the great Napoleon--demands the acceptance of that solution of the
+question, and historic investigation abundantly confirms it.
+
+At the battle of Borodino Napoleon shot at no one and killed no one.
+That was all done by the soldiers. Therefore it was not he who killed
+people.
+
+The French soldiers went to kill and be killed at the battle of Borodino
+not because of Napoleon's orders but by their own volition. The whole
+army--French, Italian, German, Polish, and Dutch--hungry, ragged, and
+weary of the campaign, felt at the sight of an army blocking their road
+to Moscow that the wine was drawn and must be drunk. Had Napoleon then
+forbidden them to fight the Russians, they would have killed him and
+have proceeded to fight the Russians because it was inevitable.
+
+When they heard Napoleon's proclamation offering them, as compensation
+for mutilation and death, the words of posterity about their having been
+in the battle before Moscow, they cried "Vive l'Empereur!" just as they
+had cried "Vive l'Empereur!" at the sight of the portrait of the boy
+piercing the terrestrial globe with a toy stick, and just as they would
+have cried "Vive l'Empereur!" at any nonsense that might be told them.
+There was nothing left for them to do but cry "Vive l'Empereur!" and go
+to fight, in order to get food and rest as conquerors in Moscow. So it
+was not because of Napoleon's commands that they killed their fellow
+men.
+
+And it was not Napoleon who directed the course of the battle, for none
+of his orders were executed and during the battle he did not know what
+was going on before him. So the way in which these people killed one
+another was not decided by Napoleon's will but occurred independently of
+him, in accord with the will of hundreds of thousands of people who took
+part in the common action. It only seemed to Napoleon that it all took
+place by his will. And so the question whether he had or had not a cold
+has no more historic interest than the cold of the least of the
+transport soldiers.
+
+Moreover, the assertion made by various writers that his cold was the
+cause of his dispositions not being as well-planned as on former
+occasions, and of his orders during the battle not being as good as
+previously, is quite baseless, which again shows that Napoleon's cold on
+the twenty-sixth of August was unimportant.
+
+The dispositions cited above are not at all worse, but are even better,
+than previous dispositions by which he had won victories. His pseudo-
+orders during the battle were also no worse than formerly, but much the
+same as usual. These dispositions and orders only seem worse than
+previous ones because the battle of Borodino was the first Napoleon did
+not win. The profoundest and most excellent dispositions and orders seem
+very bad, and every learned militarist criticizes them with looks of
+importance, when they relate to a battle that has been lost, and the
+very worst dispositions and orders seem very good, and serious people
+fill whole volumes to demonstrate their merits, when they relate to a
+battle that has been won.
+
+The dispositions drawn up by Weyrother for the battle of Austerlitz were
+a model of perfection for that kind of composition, but still they were
+criticized--criticized for their very perfection, for their excessive
+minuteness.
+
+Napoleon at the battle of Borodino fulfilled his office as
+representative of authority as well as, and even better than, at other
+battles. He did nothing harmful to the progress of the battle; he
+inclined to the most reasonable opinions, he made no confusion, did not
+contradict himself, did not get frightened or run away from the field of
+battle, but with his great tact and military experience carried out his
+role of appearing to command, calmly and with dignity.
+
+
+
+
+CHAPTER XXIX
+
+On returning from a second inspection of the lines, Napoleon remarked:
+
+"The chessmen are set up, the game will begin tomorrow!"
+
+Having ordered punch and summoned de Beausset, he began to talk to him
+about Paris and about some changes he meant to make in the Empress'
+household, surprising the prefect by his memory of minute details
+relating to the court.
+
+He showed an interest in trifles, joked about de Beausset's love of
+travel, and chatted carelessly, as a famous, self-confident surgeon who
+knows his job does when turning up his sleeves and putting on his apron
+while a patient is being strapped to the operating table. "The matter is
+in my hands and is clear and definite in my head. When the time comes to
+set to work I shall do it as no one else could, but now I can jest, and
+the more I jest and the calmer I am the more tranquil and confident you
+ought to be, and the more amazed at my genius."
+
+Having finished his second glass of punch, Napoleon went to rest before
+the serious business which, he considered, awaited him next day. He was
+so much interested in that task that he was unable to sleep, and in
+spite of his cold which had grown worse from the dampness of the
+evening, he went into the large division of the tent at three o'clock in
+the morning, loudly blowing his nose. He asked whether the Russians had
+not withdrawn, and was told that the enemy's fires were still in the
+same places. He nodded approval.
+
+The adjutant in attendance came into the tent.
+
+"Well, Rapp, do you think we shall do good business today?" Napoleon
+asked him.
+
+"Without doubt, sire," replied Rapp.
+
+Napoleon looked at him.
+
+"Do you remember, sire, what you did me the honor to say at Smolensk?"
+continued Rapp. "The wine is drawn and must be drunk."
+
+Napoleon frowned and sat silent for a long time leaning his head on his
+hand.
+
+"This poor army!" he suddenly remarked. "It has diminished greatly since
+Smolensk. Fortune is frankly a courtesan, Rapp. I have always said so
+and I am beginning to experience it. But the Guards, Rapp, the Guards
+are intact?" he remarked interrogatively.
+
+"Yes, sire," replied Rapp.
+
+Napoleon took a lozenge, put it in his mouth, and glanced at his watch.
+He was not sleepy and it was still not nearly morning. It was impossible
+to give further orders for the sake of killing time, for the orders had
+all been given and were now being executed.
+
+"Have the biscuits and rice been served out to the regiments of the
+Guards?" asked Napoleon sternly.
+
+"Yes, sire."
+
+"The rice too?"
+
+Rapp replied that he had given the Emperor's order about the rice, but
+Napoleon shook his head in dissatisfaction as if not believing that his
+order had been executed. An attendant came in with punch. Napoleon
+ordered another glass to be brought for Rapp, and silently sipped his
+own.
+
+"I have neither taste nor smell," he remarked, sniffing at his glass.
+"This cold is tiresome. They talk about medicine--what is the good of
+medicine when it can't cure a cold! Corvisart gave me these lozenges but
+they don't help at all. What can doctors cure? One can't cure anything.
+Our body is a machine for living. It is organized for that, it is its
+nature. Let life go on in it unhindered and let it defend itself, it
+will do more than if you paralyze it by encumbering it with remedies.
+Our body is like a perfect watch that should go for a certain time; the
+watchmaker cannot open it, he can only adjust it by fumbling, and that
+blindfold.... Yes, our body is just a machine for living, that is all."
+
+And having entered on the path of definition, of which he was fond,
+Napoleon suddenly and unexpectedly gave a new one.
+
+"Do you know, Rapp, what military art is?" asked he. "It is the art of
+being stronger than the enemy at a given moment. That's all."
+
+Rapp made no reply.
+
+"Tomorrow we shall have to deal with Kutuzov!" said Napoleon. "We shall
+see! Do you remember at Braunau he commanded an army for three weeks and
+did not once mount a horse to inspect his entrenchments.... We shall
+see!"
+
+He looked at his watch. It was still only four o'clock. He did not feel
+sleepy. The punch was finished and there was still nothing to do. He
+rose, walked to and fro, put on a warm overcoat and a hat, and went out
+of the tent. The night was dark and damp, a scarcely perceptible
+moisture was descending from above. Near by, the campfires were dimly
+burning among the French Guards, and in the distance those of the
+Russian line shone through the smoke. The weather was calm, and the
+rustle and tramp of the French troops already beginning to move to take
+up their positions were clearly audible.
+
+Napoleon walked about in front of his tent, looked at the fires and
+listened to these sounds, and as he was passing a tall guardsman in a
+shaggy cap, who was standing sentinel before his tent and had drawn
+himself up like a black pillar at sight of the Emperor, Napoleon stopped
+in front of him.
+
+"What year did you enter the service?" he asked with that affectation of
+military bluntness and geniality with which he always addressed the
+soldiers.
+
+The man answered the question.
+
+"Ah! One of the old ones! Has your regiment had its rice?"
+
+"It has, Your Majesty."
+
+Napoleon nodded and walked away.
+
+At half-past five Napoleon rode to the village of Shevardino.
+
+It was growing light, the sky was clearing, only a single cloud lay in
+the east. The abandoned campfires were burning themselves out in the
+faint morning light.
+
+On the right a single deep report of a cannon resounded and died away in
+the prevailing silence. Some minutes passed. A second and a third report
+shook the air, then a fourth and a fifth boomed solemnly near by on the
+right.
+
+The first shots had not yet ceased to reverberate before others rang out
+and yet more were heard mingling with and overtaking one another.
+
+Napoleon with his suite rode up to the Shevardino Redoubt where he
+dismounted. The game had begun.
+
+
+
+
+CHAPTER XXX
+
+On returning to Gorki after having seen Prince Andrew, Pierre ordered
+his groom to get the horses ready and to call him early in the morning,
+and then immediately fell asleep behind a partition in a corner Boris
+had given up to him.
+
+Before he was thoroughly awake next morning everybody had already left
+the hut. The panes were rattling in the little windows and his groom was
+shaking him.
+
+"Your excellency! Your excellency! Your excellency!" he kept repeating
+pertinaciously while he shook Pierre by the shoulder without looking at
+him, having apparently lost hope of getting him to wake up.
+
+"What? Has it begun? Is it time?" Pierre asked, waking up.
+
+"Hear the firing," said the groom, a discharged soldier. "All the
+gentlemen have gone out, and his Serene Highness himself rode past long
+ago."
+
+Pierre dressed hastily and ran out to the porch. Outside all was bright,
+fresh, dewy, and cheerful. The sun, just bursting forth from behind a
+cloud that had concealed it, was shining, with rays still half broken by
+the clouds, over the roofs of the street opposite, on the dew-
+besprinkled dust of the road, on the walls of the houses, on the
+windows, the fence, and on Pierre's horses standing before the hut. The
+roar of guns sounded more distinct outside. An adjutant accompanied by a
+Cossack passed by at a sharp trot.
+
+"It's time, Count; it's time!" cried the adjutant.
+
+Telling the groom to follow him with the horses, Pierre went down the
+street to the knoll from which he had looked at the field of battle the
+day before. A crowd of military men was assembled there, members of the
+staff could be heard conversing in French, and Kutuzov's gray head in a
+white cap with a red band was visible, his gray nape sunk between his
+shoulders. He was looking through a field glass down the highroad before
+him.
+
+Mounting the steps to the knoll Pierre looked at the scene before him,
+spellbound by beauty. It was the same panorama he had admired from that
+spot the day before, but now the whole place was full of troops and
+covered by smoke clouds from the guns, and the slanting rays of the
+bright sun, rising slightly to the left behind Pierre, cast upon it
+through the clear morning air penetrating streaks of rosy, golden-tinted
+light and long dark shadows. The forest at the farthest extremity of the
+panorama seemed carved in some precious stone of a yellowish-green
+color; its undulating outline was silhouetted against the horizon and
+was pierced beyond Valuevo by the Smolensk highroad crowded with troops.
+Nearer at hand glittered golden cornfields interspersed with copses.
+There were troops to be seen everywhere, in front and to the right and
+left. All this was vivid, majestic, and unexpected; but what impressed
+Pierre most of all was the view of the battlefield itself, of Borodino
+and the hollows on both sides of the Kolocha.
+
+Above the Kolocha, in Borodino and on both sides of it, especially to
+the left where the Voyna flowing between its marshy banks falls into the
+Kolocha, a mist had spread which seemed to melt, to dissolve, and to
+become translucent when the brilliant sun appeared and magically colored
+and outlined everything. The smoke of the guns mingled with this mist,
+and over the whole expanse and through that mist the rays of the morning
+sun were reflected, flashing back like lightning from the water, from
+the dew, and from the bayonets of the troops crowded together by the
+riverbanks and in Borodino. A white church could be seen through the
+mist, and here and there the roofs of huts in Borodino as well as dense
+masses of soldiers, or green ammunition chests and ordnance. And all
+this moved, or seemed to move, as the smoke and mist spread out over the
+whole space. Just as in the mist-enveloped hollow near Borodino, so
+along the entire line outside and above it and especially in the woods
+and fields to the left, in the valleys and on the summits of the high
+ground, clouds of powder smoke seemed continually to spring up out of
+nothing, now singly, now several at a time, some translucent, others
+dense, which, swelling, growing, rolling, and blending, extended over
+the whole expanse.
+
+These puffs of smoke and (strange to say) the sound of the firing
+produced the chief beauty of the spectacle.
+
+"Puff!"--suddenly a round compact cloud of smoke was seen merging from
+violet into gray and milky white, and "boom!" came the report a second
+later.
+
+"Puff! puff!"--and two clouds arose pushing one another and blending
+together; and "boom, boom!" came the sounds confirming what the eye had
+seen.
+
+Pierre glanced round at the first cloud, which he had seen as a round
+compact ball, and in its place already were balloons of smoke floating
+to one side, and--"puff" (with a pause)--"puff, puff!" three and then
+four more appeared and then from each, with the same interval--"boom--
+boom, boom!" came the fine, firm, precise sounds in reply. It seemed as
+if those smoke clouds sometimes ran and sometimes stood still while
+woods, fields, and glittering bayonets ran past them. From the left,
+over fields and bushes, those large balls of smoke were continually
+appearing followed by their solemn reports, while nearer still, in the
+hollows and woods, there burst from the muskets small cloudlets that had
+no time to become balls, but had their little echoes in just the same
+way. "Trakh-ta-ta-takh!" came the frequent crackle of musketry, but it
+was irregular and feeble in comparison with the reports of the cannon.
+
+Pierre wished to be there with that smoke, those shining bayonets, that
+movement, and those sounds. He turned to look at Kutuzov and his suite,
+to compare his impressions with those of others. They were all looking
+at the field of battle as he was, and, as it seemed to him, with the
+same feelings. All their faces were now shining with that latent warmth
+of feeling Pierre had noticed the day before and had fully understood
+after his talk with Prince Andrew.
+
+"Go, my dear fellow, go... and Christ be with you!" Kutuzov was saying
+to a general who stood beside him, not taking his eye from the
+battlefield.
+
+Having received this order the general passed by Pierre on his way down
+the knoll.
+
+"To the crossing!" said the general coldly and sternly in reply to one
+of the staff who asked where he was going.
+
+"I'll go there too, I too!" thought Pierre, and followed the general.
+
+The general mounted a horse a Cossack had brought him. Pierre went to
+his groom who was holding his horses and, asking which was the quietest,
+clambered onto it, seized it by the mane, and turning out his toes
+pressed his heels against its sides and, feeling that his spectacles
+were slipping off but unable to let go of the mane and reins, he
+galloped after the general, causing the staff officers to smile as they
+watched him from the knoll.
+
+
+
+
+CHAPTER XXXI
+
+Having descended the hill the general after whom Pierre was galloping
+turned sharply to the left, and Pierre, losing sight of him, galloped in
+among some ranks of infantry marching ahead of him. He tried to pass
+either in front of them or to the right or left, but there were soldiers
+everywhere, all with the same preoccupied expression and busy with some
+unseen but evidently important task. They all gazed with the same
+dissatisfied and inquiring expression at this stout man in a white hat,
+who for some unknown reason threatened to trample them under his horse's
+hoofs.
+
+"Why ride into the middle of the battalion?" one of them shouted at him.
+
+Another prodded his horse with the butt end of a musket, and Pierre,
+bending over his saddlebow and hardly able to control his shying horse,
+galloped ahead of the soldiers where there was a free space.
+
+There was a bridge ahead of him, where other soldiers stood firing.
+Pierre rode up to them. Without being aware of it he had come to the
+bridge across the Kolocha between Gorki and Borodino, which the French
+(having occupied Borodino) were attacking in the first phase of the
+battle. Pierre saw that there was a bridge in front of him and that
+soldiers were doing something on both sides of it and in the meadow,
+among the rows of new-mown hay which he had taken no notice of amid the
+smoke of the campfires the day before; but despite the incessant firing
+going on there he had no idea that this was the field of battle. He did
+not notice the sound of the bullets whistling from every side, or the
+projectiles that flew over him, did not see the enemy on the other side
+of the river, and for a long time did not notice the killed and wounded,
+though many fell near him. He looked about him with a smile which did
+not leave his face.
+
+"Why's that fellow in front of the line?" shouted somebody at him again.
+
+"To the left!... Keep to the right!" the men shouted to him.
+
+Pierre went to the right, and unexpectedly encountered one of Raevski's
+adjutants whom he knew. The adjutant looked angrily at him, evidently
+also intending to shout at him, but on recognizing him he nodded.
+
+"How have you got here?" he said, and galloped on.
+
+Pierre, feeling out of place there, having nothing to do, and afraid of
+getting in someone's way again, galloped after the adjutant.
+
+"What's happening here? May I come with you?" he asked.
+
+"One moment, one moment!" replied the adjutant, and riding up to a stout
+colonel who was standing in the meadow, he gave him some message and
+then addressed Pierre.
+
+"Why have you come here, Count?" he asked with a smile. "Still
+inquisitive?"
+
+"Yes, yes," assented Pierre.
+
+But the adjutant turned his horse about and rode on.
+
+"Here it's tolerable," said he, "but with Bagration on the left flank
+they're getting it frightfully hot."
+
+"Really?" said Pierre. "Where is that?"
+
+"Come along with me to our knoll. We can get a view from there and in
+our battery it is still bearable," said the adjutant. "Will you come?"
+
+"Yes, I'll come with you," replied Pierre, looking round for his groom.
+
+It was only now that he noticed wounded men staggering along or being
+carried on stretchers. On that very meadow he had ridden over the day
+before, a soldier was lying athwart the rows of scented hay, with his
+head thrown awkwardly back and his shako off.
+
+"Why haven't they carried him away?" Pierre was about to ask, but seeing
+the stern expression of the adjutant who was also looking that way, he
+checked himself.
+
+Pierre did not find his groom and rode along the hollow with the
+adjutant to Raevski's Redoubt. His horse lagged behind the adjutant's
+and jolted him at every step.
+
+"You don't seem to be used to riding, Count?" remarked the adjutant.
+
+"No it's not that, but her action seems so jerky," said Pierre in a
+puzzled tone.
+
+"Why... she's wounded!" said the adjutant. "In the off foreleg above the
+knee. A bullet, no doubt. I congratulate you, Count, on your baptism of
+fire!"
+
+Having ridden in the smoke past the Sixth Corps, behind the artillery
+which had been moved forward and was in action, deafening them with the
+noise of firing, they came to a small wood. There it was cool and quiet,
+with a scent of autumn. Pierre and the adjutant dismounted and walked up
+the hill on foot.
+
+"Is the general here?" asked the adjutant on reaching the knoll.
+
+"He was here a minute ago but has just gone that way," someone told him,
+pointing to the right.
+
+The adjutant looked at Pierre as if puzzled what to do with him now.
+
+"Don't trouble about me," said Pierre. "I'll go up onto the knoll if I
+may?"
+
+"Yes, do. You'll see everything from there and it's less dangerous, and
+I'll come for you."
+
+Pierre went to the battery and the adjutant rode on. They did not meet
+again, and only much later did Pierre learn that he lost an arm that
+day.
+
+The knoll to which Pierre ascended was that famous one afterwards known
+to the Russians as the Knoll Battery or Raevski's Redoubt, and to the
+French as la grande redoute, la fatale redoute, la redoute du centre,
+around which tens of thousands fell, and which the French regarded as
+the key to the whole position.
+
+This redoubt consisted of a knoll, on three sides of which trenches had
+been dug. Within the entrenchment stood ten guns that were being fired
+through openings in the earthwork.
+
+In line with the knoll on both sides stood other guns which also fired
+incessantly. A little behind the guns stood infantry. When ascending
+that knoll Pierre had no notion that this spot, on which small trenches
+had been dug and from which a few guns were firing, was the most
+important point of the battle.
+
+On the contrary, just because he happened to be there he thought it one
+of the least significant parts of the field.
+
+Having reached the knoll, Pierre sat down at one end of a trench
+surrounding the battery and gazed at what was going on around him with
+an unconsciously happy smile. Occasionally he rose and walked about the
+battery still with that same smile, trying not to obstruct the soldiers
+who were loading, hauling the guns, and continually running past him
+with bags and charges. The guns of that battery were being fired
+continually one after another with a deafening roar, enveloping the
+whole neighborhood in powder smoke.
+
+In contrast with the dread felt by the infantrymen placed in support,
+here in the battery where a small number of men busy at their work were
+separated from the rest by a trench, everyone experienced a common and
+as it were family feeling of animation.
+
+The intrusion of Pierre's nonmilitary figure in a white hat made an
+unpleasant impression at first. The soldiers looked askance at him with
+surprise and even alarm as they went past him. The senior artillery
+officer, a tall, long-legged, pockmarked man, moved over to Pierre as if
+to see the action of the farthest gun and looked at him with curiosity.
+
+A young round-faced officer, quite a boy still and evidently only just
+out of the Cadet College, who was zealously commanding the two guns
+entrusted to him, addressed Pierre sternly.
+
+"Sir," he said, "permit me to ask you to stand aside. You must not be
+here."
+
+The soldiers shook their heads disapprovingly as they looked at Pierre.
+But when they had convinced themselves that this man in the white hat
+was doing no harm, but either sat quietly on the slope of the trench
+with a shy smile or, politely making way for the soldiers, paced up and
+down the battery under fire as calmly as if he were on a boulevard,
+their feeling of hostile distrust gradually began to change into a
+kindly and bantering sympathy, such as soldiers feel for their dogs,
+cocks, goats, and in general for the animals that live with the
+regiment. The men soon accepted Pierre into their family, adopted him,
+gave him a nickname ("our gentleman"), and made kindly fun of him among
+themselves.
+
+A shell tore up the earth two paces from Pierre and he looked around
+with a smile as he brushed from his clothes some earth it had thrown up.
+
+"And how's it you're not afraid, sir, really now?" a red-faced, broad-
+shouldered soldier asked Pierre, with a grin that disclosed a set of
+sound, white teeth.
+
+"Are you afraid, then?" said Pierre.
+
+"What else do you expect?" answered the soldier. "She has no mercy, you
+know! When she comes spluttering down, out go your innards. One can't
+help being afraid," he said laughing.
+
+Several of the men, with bright kindly faces, stopped beside Pierre.
+They seemed not to have expected him to talk like anybody else, and the
+discovery that he did so delighted them.
+
+"It's the business of us soldiers. But in a gentleman it's wonderful!
+There's a gentleman for you!"
+
+"To your places!" cried the young officer to the men gathered round
+Pierre.
+
+The young officer was evidently exercising his duties for the first or
+second time and therefore treated both his superiors and the men with
+great precision and formality.
+
+The booming cannonade and the fusillade of musketry were growing more
+intense over the whole field, especially to the left where Bagration's
+fleches were, but where Pierre was the smoke of the firing made it
+almost impossible to distinguish anything. Moreover, his whole attention
+was engrossed by watching the family circle--separated from all else--
+formed by the men in the battery. His first unconscious feeling of
+joyful animation produced by the sights and sounds of the battlefield
+was now replaced by another, especially since he had seen that soldier
+lying alone in the hayfield. Now, seated on the slope of the trench, he
+observed the faces of those around him.
+
+By ten o'clock some twenty men had already been carried away from the
+battery; two guns were smashed and cannon balls fell more and more
+frequently on the battery and spent bullets buzzed and whistled around.
+But the men in the battery seemed not to notice this, and merry voices
+and jokes were heard on all sides.
+
+"A live one!" shouted a man as a whistling shell approached.
+
+"Not this way! To the infantry!" added another with loud laughter,
+seeing the shell fly past and fall into the ranks of the supports.
+
+"Are you bowing to a friend, eh?" remarked another, chaffing a peasant
+who ducked low as a cannon ball flew over.
+
+Several soldiers gathered by the wall of the trench, looking out to see
+what was happening in front.
+
+"They've withdrawn the front line, it has retired," said they, pointing
+over the earthwork.
+
+"Mind your own business," an old sergeant shouted at them. "If they've
+retired it's because there's work for them to do farther back."
+
+And the sergeant, taking one of the men by the shoulders, gave him a
+shove with his knee. This was followed by a burst of laughter.
+
+"To the fifth gun, wheel it up!" came shouts from one side.
+
+"Now then, all together, like bargees!" rose the merry voices of those
+who were moving the gun.
+
+"Oh, she nearly knocked our gentleman's hat off!" cried the red-faced
+humorist, showing his teeth chaffing Pierre. "Awkward baggage!" he added
+reproachfully to a cannon ball that struck a cannon wheel and a man's
+leg.
+
+"Now then, you foxes!" said another, laughing at some militiamen who,
+stooping low, entered the battery to carry away the wounded man.
+
+"So this gruel isn't to your taste? Oh, you crows! You're scared!" they
+shouted at the militiamen who stood hesitating before the man whose leg
+had been torn off.
+
+"There, lads... oh, oh!" they mimicked the peasants, "they don't like it
+at all!"
+
+Pierre noticed that after every ball that hit the redoubt, and after
+every loss, the liveliness increased more and more.
+
+As the flames of the fire hidden within come more and more vividly and
+rapidly from an approaching thundercloud, so, as if in opposition to
+what was taking place, the lightning of hidden fire growing more and
+more intense glowed in the faces of these men.
+
+Pierre did not look out at the battlefield and was not concerned to know
+what was happening there; he was entirely absorbed in watching this fire
+which burned ever more brightly and which he felt was flaming up in the
+same way in his own soul.
+
+At ten o'clock the infantry that had been among the bushes in front of
+the battery and along the Kamenka streamlet retreated. From the battery
+they could be seen running back past it carrying their wounded on their
+muskets. A general with his suite came to the battery, and after
+speaking to the colonel gave Pierre an angry look and went away again
+having ordered the infantry supports behind the battery to lie down, so
+as to be less exposed to fire. After this from amid the ranks of
+infantry to the right of the battery came the sound of a drum and shouts
+of command, and from the battery one saw how those ranks of infantry
+moved forward.
+
+Pierre looked over the wall of the trench and was particularly struck by
+a pale young officer who, letting his sword hang down, was walking
+backwards and kept glancing uneasily around.
+
+The ranks of the infantry disappeared amid the smoke but their long-
+drawn shout and rapid musketry firing could still be heard. A few
+minutes later crowds of wounded men and stretcher-bearers came back from
+that direction. Projectiles began to fall still more frequently in the
+battery. Several men were lying about who had not been removed. Around
+the cannon the men moved still more briskly and busily. No one any
+longer took notice of Pierre. Once or twice he was shouted at for being
+in the way. The senior officer moved with big, rapid strides from one
+gun to another with a frowning face. The young officer, with his face
+still more flushed, commanded the men more scrupulously than ever. The
+soldiers handed up the charges, turned, loaded, and did their business
+with strained smartness. They gave little jumps as they walked, as
+though they were on springs.
+
+The stormcloud had come upon them, and in every face the fire which
+Pierre had watched kindle burned up brightly. Pierre standing beside the
+commanding officer. The young officer, his hand to his shako, ran up to
+his superior.
+
+"I have the honor to report, sir, that only eight rounds are left. Are
+we to continue firing?" he asked.
+
+"Grapeshot!" the senior shouted, without answering the question, looking
+over the wall of the trench.
+
+Suddenly something happened: the young officer gave a gasp and bending
+double sat down on the ground like a bird shot on the wing. Everything
+became strange, confused, and misty in Pierre's eyes.
+
+One cannon ball after another whistled by and struck the earthwork, a
+soldier, or a gun. Pierre, who had not noticed these sounds before, now
+heard nothing else. On the right of the battery soldiers shouting
+"Hurrah!" were running not forwards but backwards, it seemed to Pierre.
+
+A cannon ball struck the very end of the earth work by which he was
+standing, crumbling down the earth; a black ball flashed before his eyes
+and at the same instant plumped into something. Some militiamen who were
+entering the battery ran back.
+
+"All with grapeshot!" shouted the officer.
+
+The sergeant ran up to the officer and in a frightened whisper informed
+him (as a butler at dinner informs his master that there is no more of
+some wine asked for) that there were no more charges.
+
+"The scoundrels! What are they doing?" shouted the officer, turning to
+Pierre.
+
+The officer's face was red and perspiring and his eyes glittered under
+his frowning brow.
+
+"Run to the reserves and bring up the ammunition boxes!" he yelled,
+angrily avoiding Pierre with his eyes and speaking to his men.
+
+"I'll go," said Pierre.
+
+The officer, without answering him, strode across to the opposite side.
+
+"Don't fire.... Wait!" he shouted.
+
+The man who had been ordered to go for ammunition stumbled against
+Pierre.
+
+"Eh, sir, this is no place for you," said he, and ran down the slope.
+
+Pierre ran after him, avoiding the spot where the young officer was
+sitting.
+
+One cannon ball, another, and a third flew over him, falling in front,
+beside, and behind him. Pierre ran down the slope. "Where am I going?"
+he suddenly asked himself when he was already near the green ammunition
+wagons. He halted irresolutely, not knowing whether to return or go on.
+Suddenly a terrible concussion threw him backwards to the ground. At the
+same instant he was dazzled by a great flash of flame, and immediately a
+deafening roar, crackling, and whistling made his ears tingle.
+
+When he came to himself he was sitting on the ground leaning on his
+hands; the ammunition wagons he had been approaching no longer existed,
+only charred green boards and rags littered the scorched grass, and a
+horse, dangling fragments of its shaft behind it, galloped past, while
+another horse lay, like Pierre, on the ground, uttering prolonged and
+piercing cries.
+
+
+
+
+CHAPTER XXXII
+
+Beside himself with terror Pierre jumped up and ran back to the battery,
+as to the only refuge from the horrors that surrounded him.
+
+On entering the earthwork he noticed that there were men doing something
+there but that no shots were being fired from the battery. He had no
+time to realize who these men were. He saw the senior officer lying on
+the earth wall with his back turned as if he were examining something
+down below and that one of the soldiers he had noticed before was
+struggling forward shouting "Brothers!" and trying to free himself from
+some men who were holding him by the arm. He also saw something else
+that was strange.
+
+But he had not time to realize that the colonel had been killed, that
+the soldier shouting "Brothers!" was a prisoner, and that another man
+had been bayoneted in the back before his eyes, for hardly had he run
+into the redoubt before a thin, sallow-faced, perspiring man in a blue
+uniform rushed on him sword in hand, shouting something. Instinctively
+guarding against the shock--for they had been running together at full
+speed before they saw one another--Pierre put out his hands and seized
+the man (a French officer) by the shoulder with one hand and by the
+throat with the other. The officer, dropping his sword, seized Pierre by
+his collar.
+
+For some seconds they gazed with frightened eyes at one another's
+unfamiliar faces and both were perplexed at what they had done and what
+they were to do next. "Am I taken prisoner or have I taken him
+prisoner?" each was thinking. But the French officer was evidently more
+inclined to think he had been taken prisoner because Pierre's strong
+hand, impelled by instinctive fear, squeezed his throat ever tighter and
+tighter. The Frenchman was about to say something, when just above their
+heads, terrible and low, a cannon ball whistled, and it seemed to Pierre
+that the French officer's head had been torn off, so swiftly had he
+ducked it.
+
+Pierre too bent his head and let his hands fall. Without further thought
+as to who had taken whom prisoner, the Frenchman ran back to the battery
+and Pierre ran down the slope stumbling over the dead and wounded who,
+it seemed to him, caught at his feet. But before he reached the foot of
+the knoll he was met by a dense crowd of Russian soldiers who,
+stumbling, tripping up, and shouting, ran merrily and wildly toward the
+battery. (This was the attack for which Ermolov claimed the credit,
+declaring that only his courage and good luck made such a feat possible:
+it was the attack in which he was said to have thrown some St. George's
+Crosses he had in his pocket into the battery for the first soldiers to
+take who got there.)
+
+The French who had occupied the battery fled, and our troops shouting
+"Hurrah!" pursued them so far beyond the battery that it was difficult
+to call them back.
+
+The prisoners were brought down from the battery and among them was a
+wounded French general, whom the officers surrounded. Crowds of wounded-
+-some known to Pierre and some unknown--Russians and French, with faces
+distorted by suffering, walked, crawled, and were carried on stretchers
+from the battery. Pierre again went up onto the knoll where he had spent
+over an hour, and of that family circle which had received him as a
+member he did not find a single one. There were many dead whom he did
+not know, but some he recognized. The young officer still sat in the
+same way, bent double, in a pool of blood at the edge of the earth wall.
+The red-faced man was still twitching, but they did not carry him away.
+
+Pierre ran down the slope once more.
+
+"Now they will stop it, now they will be horrified at what they have
+done!" he thought, aimlessly going toward a crowd of stretcher bearers
+moving from the battlefield.
+
+But behind the veil of smoke the sun was still high, and in front and
+especially to the left, near Semenovsk, something seemed to be seething
+in the smoke, and the roar of cannon and musketry did not diminish, but
+even increased to desperation like a man who, straining himself, shrieks
+with all his remaining strength.
+
+
+
+
+CHAPTER XXXIII
+
+The chief action of the battle of Borodino was fought within the seven
+thousand feet between Borodino and Bagration's fleches. Beyond that
+space there was, on the one side, a demonstration made by the Russians
+with Uvarov's cavalry at midday, and on the other side, beyond Utitsa,
+Poniatowski's collision with Tuchkov; but these two were detached and
+feeble actions in comparison with what took place in the center of the
+battlefield. On the field between Borodino and the fleches, beside the
+wood, the chief action of the day took place on an open space visible
+from both sides and was fought in the simplest and most artless way.
+
+The battle began on both sides with a cannonade from several hundred
+guns.
+
+Then when the whole field was covered with smoke, two divisions,
+Campan's and Dessaix's, advanced from the French right, while Murat's
+troops advanced on Borodino from their left.
+
+From the Shevardino Redoubt where Napoleon was standing the fleches were
+two thirds of a mile away, and it was more than a mile as the crow flies
+to Borodino, so that Napoleon could not see what was happening there,
+especially as the smoke mingling with the mist hid the whole locality.
+The soldiers of Dessaix's division advancing against the fleches could
+only be seen till they had entered the hollow that lay between them and
+the fleches. As soon as they had descended into that hollow, the smoke
+of the guns and musketry on the fleches grew so dense that it covered
+the whole approach on that side of it. Through the smoke glimpses could
+be caught of something black--probably men--and at times the glint of
+bayonets. But whether they were moving or stationary, whether they were
+French or Russian, could not be discovered from the Shevardino Redoubt.
+
+The sun had risen brightly and its slanting rays struck straight into
+Napoleon's face as, shading his eyes with his hand, he looked at the
+fleches. The smoke spread out before them, and at times it looked as if
+the smoke were moving, at times as if the troops moved. Sometimes shouts
+were heard through the firing, but it was impossible to tell what was
+being done there.
+
+Napoleon, standing on the knoll, looked through a field glass, and in
+its small circlet saw smoke and men, sometimes his own and sometimes
+Russians, but when he looked again with the naked eye, he could not tell
+where what he had seen was.
+
+He descended the knoll and began walking up and down before it.
+
+Occasionally he stopped, listened to the firing, and gazed intently at
+the battlefield.
+
+But not only was it impossible to make out what was happening from where
+he was standing down below, or from the knoll above on which some of his
+generals had taken their stand, but even from the fleches themselves--in
+which by this time there were now Russian and now French soldiers,
+alternately or together, dead, wounded, alive, frightened, or maddened--
+even at those fleches themselves it was impossible to make out what was
+taking place. There for several hours amid incessant cannon and musketry
+fire, now Russians were seen alone, now Frenchmen alone, now infantry,
+and now cavalry: they appeared, fired, fell, collided, not knowing what
+to do with one another, screamed, and ran back again.
+
+From the battlefield adjutants he had sent out, and orderlies from his
+marshals, kept galloping up to Napoleon with reports of the progress of
+the action, but all these reports were false, both because it was
+impossible in the heat of battle to say what was happening at any given
+moment and because many of the adjutants did not go to the actual place
+of conflict but reported what they had heard from others; and also
+because while an adjutant was riding more than a mile to Napoleon
+circumstances changed and the news he brought was already becoming
+false. Thus an adjutant galloped up from Murat with tidings that
+Borodino had been occupied and the bridge over the Kolocha was in the
+hands of the French. The adjutant asked whether Napoleon wished the
+troops to cross it? Napoleon gave orders that the troops should form up
+on the farther side and wait. But before that order was given--almost as
+soon in fact as the adjutant had left Borodino--the bridge had been
+retaken by the Russians and burned, in the very skirmish at which Pierre
+had been present at the beginning of the battle.
+
+An adjutant galloped up from the fleches with a pale and frightened face
+and reported to Napoleon that their attack had been repulsed, Campan
+wounded, and Davout killed; yet at the very time the adjutant had been
+told that the French had been repulsed, the fleches had in fact been
+recaptured by other French troops, and Davout was alive and only
+slightly bruised. On the basis of these necessarily untrustworthy
+reports Napoleon gave his orders, which had either been executed before
+he gave them or could not be and were not executed.
+
+The marshals and generals, who were nearer to the field of battle but,
+like Napoleon, did not take part in the actual fighting and only
+occasionally went within musket range, made their own arrangements
+without asking Napoleon and issued orders where and in what direction to
+fire and where cavalry should gallop and infantry should run. But even
+their orders, like Napoleon's, were seldom carried out, and then but
+partially. For the most part things happened contrary to their orders.
+Soldiers ordered to advance ran back on meeting grapeshot; soldiers
+ordered to remain where they were, suddenly, seeing Russians
+unexpectedly before them, sometimes rushed back and sometimes forward,
+and the cavalry dashed without orders in pursuit of the flying Russians.
+In this way two cavalry regiments galloped through the Semenovsk hollow
+and as soon as they reached the top of the incline turned round and
+galloped full speed back again. The infantry moved in the same way,
+sometimes running to quite other places than those they were ordered to
+go to. All orders as to where and when to move the guns, when to send
+infantry to shoot or horsemen to ride down the Russian infantry--all
+such orders were given by the officers on the spot nearest to the units
+concerned, without asking either Ney, Davout, or Murat, much less
+Napoleon. They did not fear getting into trouble for not fulfilling
+orders or for acting on their own initiative, for in battle what is at
+stake is what is dearest to man--his own life--and it sometimes seems
+that safety lies in running back, sometimes in running forward; and
+these men who were right in the heat of the battle acted according to
+the mood of the moment. In reality, however, all these movements forward
+and backward did not improve or alter the position of the troops. All
+their rushing and galloping at one another did little harm, the harm of
+disablement and death was caused by the balls and bullets that flew over
+the fields on which these men were floundering about. As soon as they
+left the place where the balls and bullets were flying about, their
+superiors, located in the background, re-formed them and brought them
+under discipline and under the influence of that discipline led them
+back to the zone of fire, where under the influence of fear of death
+they lost their discipline and rushed about according to the chance
+promptings of the throng.
+
+
+
+
+CHAPTER XXXIV
+
+Napoleon's generals--Davout, Ney, and Murat, who were near that region
+of fire and sometimes even entered it--repeatedly led into it huge
+masses of well-ordered troops. But contrary to what had always happened
+in their former battles, instead of the news they expected of the
+enemy's flight, these orderly masses returned thence as disorganized and
+terrified mobs. The generals re-formed them, but their numbers
+constantly decreased. In the middle of the day Murat sent his adjutant
+to Napoleon to demand reinforcements.
+
+Napoleon sat at the foot of the knoll, drinking punch, when Murat's
+adjutant galloped up with an assurance that the Russians would be routed
+if His Majesty would let him have another division.
+
+"Reinforcements?" said Napoleon in a tone of stern surprise, looking at
+the adjutant--a handsome lad with long black curls arranged like Murat's
+own--as though he did not understand his words.
+
+"Reinforcements!" thought Napoleon to himself. "How can they need
+reinforcements when they already have half the army directed against a
+weak, unentrenched Russian wing?"
+
+"Tell the King of Naples," said he sternly, "that it is not noon yet,
+and I don't yet see my chessboard clearly. Go!..."
+
+The handsome boy adjutant with the long hair sighed deeply without
+removing his hand from his hat and galloped back to where men were being
+slaughtered.
+
+Napoleon rose and having summoned Caulaincourt and Berthier began
+talking to them about matters unconnected with the battle.
+
+In the midst of this conversation, which was beginning to interest
+Napoleon, Berthier's eyes turned to look at a general with a suite, who
+was galloping toward the knoll on a lathering horse. It was Belliard.
+Having dismounted he went up to the Emperor with rapid strides and in a
+loud voice began boldly demonstrating the necessity of sending
+reinforcements. He swore on his honor that the Russians were lost if the
+Emperor would give another division.
+
+Napoleon shrugged his shoulders and continued to pace up and down
+without replying. Belliard began talking loudly and eagerly to the
+generals of the suite around him.
+
+"You are very fiery, Belliard," said Napoleon, when he again came up to
+the general. "In the heat of a battle it is easy to make a mistake. Go
+and have another look and then come back to me."
+
+Before Belliard was out of sight, a messenger from another part of the
+battlefield galloped up.
+
+"Now then, what do you want?" asked Napoleon in the tone of a man
+irritated at being continually disturbed.
+
+"Sire, the prince..." began the adjutant.
+
+"Asks for reinforcements?" said Napoleon with an angry gesture.
+
+The adjutant bent his head affirmatively and began to report, but the
+Emperor turned from him, took a couple of steps, stopped, came back, and
+called Berthier.
+
+"We must give reserves," he said, moving his arms slightly apart. "Who
+do you think should be sent there?" he asked of Berthier (whom he
+subsequently termed "that gosling I have made an eagle").
+
+"Send Claparede's division, sire," replied Berthier, who knew all the
+division's regiments, and battalions by heart.
+
+Napoleon nodded assent.
+
+The adjutant galloped to Claparede's division and a few minutes later
+the Young Guards stationed behind the knoll moved forward. Napoleon
+gazed silently in that direction.
+
+"No!" he suddenly said to Berthier. "I can't send Claparede. Send
+Friant's division."
+
+Though there was no advantage in sending Friant's division instead of
+Claparede's, and even an obvious inconvenience and delay in stopping
+Claparede and sending Friant now, the order was carried out exactly.
+Napoleon did not notice that in regard to his army he was playing the
+part of a doctor who hinders by his medicines--a role he so justly
+understood and condemned.
+
+Friant's division disappeared as the others had done into the smoke of
+the battlefield. From all sides adjutants continued to arrive at a
+gallop and as if by agreement all said the same thing. They all asked
+for reinforcements and all said that the Russians were holding their
+positions and maintaining a hellish fire under which the French army was
+melting away.
+
+Napoleon sat on a campstool, wrapped in thought.
+
+M. de Beausset, the man so fond of travel, having fasted since morning,
+came up to the Emperor and ventured respectfully to suggest lunch to His
+Majesty.
+
+"I hope I may now congratulate Your Majesty on a victory?" said he.
+
+Napoleon silently shook his head in negation. Assuming the negation to
+refer only to the victory and not to the lunch, M. de Beausset ventured
+with respectful jocularity to remark that there is no reason for not
+having lunch when one can get it.
+
+"Go away..." exclaimed Napoleon suddenly and morosely, and turned aside.
+
+A beatific smile of regret, repentance, and ecstasy beamed on M. de
+Beausset's face and he glided away to the other generals.
+
+Napoleon was experiencing a feeling of depression like that of an ever-
+lucky gambler who, after recklessly flinging money about and always
+winning, suddenly just when he has calculated all the chances of the
+game, finds that the more he considers his play the more surely he
+loses.
+
+His troops were the same, his generals the same, the same preparations
+had been made, the same dispositions, and the same proclamation courte
+et energique, he himself was still the same: he knew that and knew that
+he was now even more experienced and skillful than before. Even the
+enemy was the same as at Austerlitz and Friedland--yet the terrible
+stroke of his arm had supernaturally become impotent.
+
+All the old methods that had been unfailingly crowned with success: the
+concentration of batteries on one point, an attack by reserves to break
+the enemy's line, and a cavalry attack by "the men of iron," all these
+methods had already been employed, yet not only was there no victory,
+but from all sides came the same news of generals killed and wounded, of
+reinforcements needed, of the impossibility of driving back the
+Russians, and of disorganization among his own troops.
+
+Formerly, after he had given two or three orders and uttered a few
+phrases, marshals and adjutants had come galloping up with
+congratulations and happy faces, announcing the trophies taken, the
+corps of prisoners, bundles of enemy eagles and standards, cannon and
+stores, and Murat had only begged leave to loose the cavalry to gather
+in the baggage wagons. So it had been at Lodi, Marengo, Arcola, Jena,
+Austerlitz, Wagram, and so on. But now something strange was happening
+to his troops.
+
+Despite news of the capture of the fleches, Napoleon saw that this was
+not the same, not at all the same, as what had happened in his former
+battles. He saw that what he was feeling was felt by all the men about
+him experienced in the art of war. All their faces looked dejected, and
+they all shunned one another's eyes--only a de Beausset could fail to
+grasp the meaning of what was happening.
+
+But Napoleon with his long experience of war well knew the meaning of a
+battle not gained by the attacking side in eight hours, after all
+efforts had been expended. He knew that it was a lost battle and that
+the least accident might now--with the fight balanced on such a strained
+center--destroy him and his army.
+
+When he ran his mind over the whole of this strange Russian campaign in
+which not one battle had been won, and in which not a flag, or cannon,
+or army corps had been captured in two months, when he looked at the
+concealed depression on the faces around him and heard reports of the
+Russians still holding their ground--a terrible feeling like a nightmare
+took possession of him, and all the unlucky accidents that might destroy
+him occurred to his mind. The Russians might fall on his left wing,
+might break through his center, he himself might be killed by a stray
+cannon ball. All this was possible. In former battles he had only
+considered the possibilities of success, but now innumerable unlucky
+chances presented themselves, and he expected them all. Yes, it was like
+a dream in which a man fancies that a ruffian is coming to attack him,
+and raises his arm to strike that ruffian a terrible blow which he knows
+should annihilate him, but then feels that his arm drops powerless and
+limp like a rag, and the horror of unavoidable destruction seizes him in
+his helplessness.
+
+The news that the Russians were attacking the left flank of the French
+army aroused that horror in Napoleon. He sat silently on a campstool
+below the knoll, with head bowed and elbows on his knees. Berthier
+approached and suggested that they should ride along the line to
+ascertain the position of affairs.
+
+"What? What do you say?" asked Napoleon. "Yes, tell them to bring me my
+horse."
+
+He mounted and rode toward Semenovsk.
+
+Amid the powder smoke, slowly dispersing over the whole space through
+which Napoleon rode, horses and men were lying in pools of blood, singly
+or in heaps. Neither Napoleon nor any of his generals had ever before
+seen such horrors or so many slain in such a small area. The roar of
+guns, that had not ceased for ten hours, wearied the ear and gave a
+peculiar significance to the spectacle, as music does to tableaux
+vivants. Napoleon rode up the high ground at Semenovsk, and through the
+smoke saw ranks of men in uniforms of a color unfamiliar to him. They
+were Russians.
+
+The Russians stood in serried ranks behind Semenovsk village and its
+knoll, and their guns boomed incessantly along their line and sent forth
+clouds of smoke. It was no longer a battle: it was a continuous
+slaughter which could be of no avail either to the French or the
+Russians. Napoleon stopped his horse and again fell into the reverie
+from which Berthier had aroused him. He could not stop what was going on
+before him and around him and was supposed to be directed by him and to
+depend on him, and from its lack of success this affair, for the first
+time, seemed to him unnecessary and horrible.
+
+One of the generals rode up to Napoleon and ventured to offer to lead
+the Old Guard into action. Ney and Berthier, standing near Napoleon,
+exchanged looks and smiled contemptuously at this general's senseless
+offer.
+
+Napoleon bowed his head and remained silent a long time.
+
+"At eight hundred leagues from France, I will not have my Guard
+destroyed!" he said, and turning his horse rode back to Shevardino.
+
+
+
+
+CHAPTER XXXV
+
+On the rug-covered bench where Pierre had seen him in the morning sat
+Kutuzov, his gray head hanging, his heavy body relaxed. He gave no
+orders, but only assented to or dissented from what others suggested.
+
+"Yes, yes, do that," he replied to various proposals. "Yes, yes: go,
+dear boy, and have a look," he would say to one or another of those
+about him; or, "No, don't, we'd better wait!" He listened to the reports
+that were brought him and gave directions when his subordinates demanded
+that of him; but when listening to the reports it seemed as if he were
+not interested in the import of the words spoken, but rather in
+something else--in the expression of face and tone of voice of those who
+were reporting. By long years of military experience he knew, and with
+the wisdom of age understood, that it is impossible for one man to
+direct hundreds of thousands of others struggling with death, and he
+knew that the result of a battle is decided not by the orders of a
+commander-in-chief, nor the place where the troops are stationed, nor by
+the number of cannon or of slaughtered men, but by that intangible force
+called the spirit of the army, and he watched this force and guided it
+in as far as that was in his power.
+
+Kutuzov's general expression was one of concentrated quiet attention,
+and his face wore a strained look as if he found it difficult to master
+the fatigue of his old and feeble body.
+
+At eleven o'clock they brought him news that the fleches captured by the
+French had been retaken, but that Prince Bagration was wounded. Kutuzov
+groaned and swayed his head.
+
+"Ride over to Prince Peter Ivanovich and find out about it exactly," he
+said to one of his adjutants, and then turned to the Duke of Wurttemberg
+who was standing behind him.
+
+"Will Your Highness please take command of the first army?"
+
+Soon after the duke's departure--before he could possibly have reached
+Semenovsk--his adjutant came back from him and told Kutuzov that the
+duke asked for more troops.
+
+Kutuzov made a grimace and sent an order to Dokhturov to take over the
+command of the first army, and a request to the duke--whom he said he
+could not spare at such an important moment--to return to him. When they
+brought him news that Murat had been taken prisoner, and the staff
+officers congratulated him, Kutuzov smiled.
+
+"Wait a little, gentlemen," said he. "The battle is won, and there is
+nothing extraordinary in the capture of Murat. Still, it is better to
+wait before we rejoice."
+
+But he sent an adjutant to take the news round the army.
+
+When Scherbinin came galloping from the left flank with news that the
+French had captured the fleches and the village of Semenovsk, Kutuzov,
+guessing by the sounds of the battle and by Scherbinin's looks that the
+news was bad, rose as if to stretch his legs and, taking Scherbinin's
+arm, led him aside.
+
+"Go, my dear fellow," he said to Ermolov, "and see whether something
+can't be done."
+
+Kutuzov was in Gorki, near the center of the Russian position. The
+attack directed by Napoleon against our left flank had been several
+times repulsed. In the center the French had not got beyond Borodino,
+and on their left flank Uvarov's cavalry had put the French to flight.
+
+Toward three o'clock the French attacks ceased. On the faces of all who
+came from the field of battle, and of those who stood around him,
+Kutuzov noticed an expression of extreme tension. He was satisfied with
+the day's success--a success exceeding his expectations, but the old
+man's strength was failing him. Several times his head dropped low as if
+it were falling and he dozed off. Dinner was brought him.
+
+Adjutant General Wolzogen, the man who when riding past Prince Andrew
+had said, "the war should be extended widely," and whom Bagration so
+detested, rode up while Kutuzov was at dinner. Wolzogen had come from
+Barclay de Tolly to report on the progress of affairs on the left flank.
+The sagacious Barclay de Tolly, seeing crowds of wounded men running
+back and the disordered rear of the army, weighed all the circumstances,
+concluded that the battle was lost, and sent his favorite officer to the
+commander in chief with that news.
+
+Kutuzov was chewing a piece of roast chicken with difficulty and glanced
+at Wolzogen with eyes that brightened under their puckering lids.
+
+Wolzogen, nonchalantly stretching his legs, approached Kutuzov with a
+half-contemptuous smile on his lips, scarcely touching the peak of his
+cap.
+
+He treated his Serene Highness with a somewhat affected nonchalance
+intended to show that, as a highly trained military man, he left it to
+Russians to make an idol of this useless old man, but that he knew whom
+he was dealing with. "Der alte Herr" (as in their own set the Germans
+called Kutuzov) "is making himself very comfortable," thought Wolzogen,
+and looking severely at the dishes in front of Kutuzov he began to
+report to "the old gentleman" the position of affairs on the left flank
+as Barclay had ordered him to and as he himself had seen and understood
+it.
+
+"All the points of our position are in the enemy's hands and we cannot
+dislodge them for lack of troops, the men are running away and it is
+impossible to stop them," he reported.
+
+Kutuzov ceased chewing and fixed an astonished gaze on Wolzogen, as if
+not understanding what was said to him. Wolzogen, noticing "the old
+gentleman's" agitation, said with a smile:
+
+"I have not considered it right to conceal from your Serene Highness
+what I have seen. The troops are in complete disorder..."
+
+"You have seen? You have seen?..." Kutuzov shouted. Frowning and rising
+quickly, he went up to Wolzogen.
+
+"How... how dare you!..." he shouted, choking and making a threatening
+gesture with his trembling arms: "How dare you, sir, say that to me? You
+know nothing about it. Tell General Barclay from me that his information
+is incorrect and that the real course of the battle is better known to
+me, the commander-in-chief, than to him."
+
+Wolzogen was about to make a rejoinder, but Kutuzov interrupted him.
+
+"The enemy has been repulsed on the left and defeated on the right
+flank. If you have seen amiss, sir, do not allow yourself to say what
+you don't know! Be so good as to ride to General Barclay and inform him
+of my firm intention to attack the enemy tomorrow," said Kutuzov
+sternly.
+
+All were silent, and the only sound audible was the heavy breathing of
+the panting old general.
+
+"They are repulsed everywhere, for which I thank God and our brave army!
+The enemy is beaten, and tomorrow we shall drive him from the sacred
+soil of Russia," said Kutuzov crossing himself, and he suddenly sobbed
+as his eyes filled with tears.
+
+Wolzogen, shrugging his shoulders and curling his lips, stepped silently
+aside, marveling at "the old gentleman's" conceited stupidity.
+
+"Ah, here he is, my hero!" said Kutuzov to a portly, handsome, dark-
+haired general who was just ascending the knoll.
+
+This was Raevski, who had spent the whole day at the most important part
+of the field of Borodino.
+
+Raevski reported that the troops were firmly holding their ground and
+that the French no longer ventured to attack.
+
+After hearing him, Kutuzov said in French:
+
+"Then you do not think, like some others, that we must retreat?"
+
+"On the contrary, your Highness, in indecisive actions it is always the
+most stubborn who remain victors," replied Raevski, "and in my
+opinion..."
+
+"Kaysarov!" Kutuzov called to his adjutant. "Sit down and write out the
+order of the day for tomorrow. And you," he continued, addressing
+another, "ride along the line and announce that tomorrow we attack."
+
+While Kutuzov was talking to Raevski and dictating the order of the day,
+Wolzogen returned from Barclay and said that General Barclay wished to
+have written confirmation of the order the field marshal had given.
+
+Kutuzov, without looking at Wolzogen, gave directions for the order to
+be written out which the former commander-in-chief, to avoid personal
+responsibility, very judiciously wished to receive.
+
+And by means of that mysterious indefinable bond which maintains
+throughout an army one and the same temper, known as "the spirit of the
+army," and which constitutes the sinew of war, Kutuzov's words, his
+order for a battle next day, immediately became known from one end of
+the army to the other.
+
+It was far from being the same words or the same order that reached the
+farthest links of that chain. The tales passing from mouth to mouth at
+different ends of the army did not even resemble what Kutuzov had said,
+but the sense of his words spread everywhere because what he said was
+not the outcome of cunning calculations, but of a feeling that lay in
+the commander-in-chief's soul as in that of every Russian.
+
+And on learning that tomorrow they were to attack the enemy, and hearing
+from the highest quarters a confirmation of what they wanted to believe,
+the exhausted, wavering men felt comforted and inspirited.
+
+
+
+
+CHAPTER XXXVI
+
+Prince Andrew's regiment was among the reserves which till after one
+o'clock were stationed inactive behind Semenovsk, under heavy artillery
+fire. Toward two o'clock the regiment, having already lost more than two
+hundred men, was moved forward into a trampled oatfield in the gap
+between Semenovsk and the Knoll Battery, where thousands of men perished
+that day and on which an intense, concentrated fire from several hundred
+enemy guns was directed between one and two o'clock.
+
+Without moving from that spot or firing a single shot the regiment here
+lost another third of its men. From in front and especially from the
+right, in the unlifting smoke the guns boomed, and out of the mysterious
+domain of smoke that overlay the whole space in front, quick hissing
+cannon balls and slow whistling shells flew unceasingly. At times, as if
+to allow them a respite, a quarter of an hour passed during which the
+cannon balls and shells all flew overhead, but sometimes several men
+were torn from the regiment in a minute and the slain were continually
+being dragged away and the wounded carried off.
+
+With each fresh blow less and less chance of life remained for those not
+yet killed. The regiment stood in columns of battalion, three hundred
+paces apart, but nevertheless the men were always in one and the same
+mood. All alike were taciturn and morose. Talk was rarely heard in the
+ranks, and it ceased altogether every time the thud of a successful shot
+and the cry of "stretchers!" was heard. Most of the time, by their
+officers' order, the men sat on the ground. One, having taken off his
+shako, carefully loosened the gathers of its lining and drew them tight
+again; another, rubbing some dry clay between his palms, polished his
+bayonet; another fingered the strap and pulled the buckle of his
+bandolier, while another smoothed and refolded his leg bands and put his
+boots on again. Some built little houses of the tufts in the plowed
+ground, or plaited baskets from the straw in the cornfield. All seemed
+fully absorbed in these pursuits. When men were killed or wounded, when
+rows of stretchers went past, when some troops retreated, and when great
+masses of the enemy came into view through the smoke, no one paid any
+attention to these things. But when our artillery or cavalry advanced or
+some of our infantry were seen to move forward, words of approval were
+heard on all sides. But the liveliest attention was attracted by
+occurrences quite apart from, and unconnected with, the battle. It was
+as if the minds of these morally exhausted men found relief in everyday,
+commonplace occurrences. A battery of artillery was passing in front of
+the regiment. The horse of an ammunition cart put its leg over a trace.
+"Hey, look at the trace horse!... Get her leg out! She'll fall.... Ah,
+they don't see it!" came identical shouts from the ranks all along the
+regiment. Another time, general attention was attracted by a small brown
+dog, coming heaven knows whence, which trotted in a preoccupied manner
+in front of the ranks with tail stiffly erect till suddenly a shell fell
+close by, when it yelped, tucked its tail between its legs, and darted
+aside. Yells and shrieks of laughter rose from the whole regiment. But
+such distractions lasted only a moment, and for eight hours the men had
+been inactive, without food, in constant fear of death, and their pale
+and gloomy faces grew ever paler and gloomier.
+
+Prince Andrew, pale and gloomy like everyone in the regiment, paced up
+and down from the border of one patch to another, at the edge of the
+meadow beside an oatfield, with head bowed and arms behind his back.
+There was nothing for him to do and no orders to be given. Everything
+went on of itself. The killed were dragged from the front, the wounded
+carried away, and the ranks closed up. If any soldiers ran to the rear
+they returned immediately and hastily. At first Prince Andrew,
+considering it his duty to rouse the courage of the men and to set them
+an example, walked about among the ranks, but he soon became convinced
+that this was unnecessary and that there was nothing he could teach
+them. All the powers of his soul, as of every soldier there, were
+unconsciously bent on avoiding the contemplation of the horrors of their
+situation. He walked along the meadow, dragging his feet, rustling the
+grass, and gazing at the dust that covered his boots; now he took big
+strides trying to keep to the footprints left on the meadow by the
+mowers, then he counted his steps, calculating how often he must walk
+from one strip to another to walk a mile, then he stripped the flowers
+from the wormwood that grew along a boundary rut, rubbed them in his
+palms, and smelled their pungent, sweetly bitter scent. Nothing remained
+of the previous day's thoughts. He thought of nothing. He listened with
+weary ears to the ever-recurring sounds, distinguishing the whistle of
+flying projectiles from the booming of the reports, glanced at the
+tiresomely familiar faces of the men of the first battalion, and waited.
+"Here it comes... this one is coming our way again!" he thought,
+listening to an approaching whistle in the hidden region of smoke. "One,
+another! Again! It has hit...." He stopped and looked at the ranks. "No,
+it has gone over. But this one has hit!" And again he started trying to
+reach the boundary strip in sixteen paces. A whizz and a thud! Five
+paces from him, a cannon ball tore up the dry earth and disappeared. A
+chill ran down his back. Again he glanced at the ranks. Probably many
+had been hit--a large crowd had gathered near the second battalion.
+
+"Adjutant!" he shouted. "Order them not to crowd together."
+
+The adjutant, having obeyed this instruction, approached Prince Andrew.
+From the other side a battalion commander rode up.
+
+"Look out!" came a frightened cry from a soldier and, like a bird
+whirring in rapid flight and alighting on the ground, a shell dropped
+with little noise within two steps of Prince Andrew and close to the
+battalion commander's horse. The horse first, regardless of whether it
+was right or wrong to show fear, snorted, reared almost throwing the
+major, and galloped aside. The horse's terror infected the men.
+
+"Lie down!" cried the adjutant, throwing himself flat on the ground.
+
+Prince Andrew hesitated. The smoking shell spun like a top between him
+and the prostrate adjutant, near a wormwood plant between the field and
+the meadow.
+
+"Can this be death?" thought Prince Andrew, looking with a quite new,
+envious glance at the grass, the wormwood, and the streamlet of smoke
+that curled up from the rotating black ball. "I cannot, I do not wish to
+die. I love life--I love this grass, this earth, this air...." He
+thought this, and at the same time remembered that people were looking
+at him.
+
+"It's shameful, sir!" he said to the adjutant. "What..."
+
+He did not finish speaking. At one and the same moment came the sound of
+an explosion, a whistle of splinters as from a breaking window frame, a
+suffocating smell of powder, and Prince Andrew started to one side,
+raising his arm, and fell on his chest. Several officers ran up to him.
+From the right side of his abdomen, blood was welling out making a large
+stain on the grass.
+
+The militiamen with stretchers who were called up stood behind the
+officers. Prince Andrew lay on his chest with his face in the grass,
+breathing heavily and noisily.
+
+"What are you waiting for? Come along!"
+
+The peasants went up and took him by his shoulders and legs, but he
+moaned piteously and, exchanging looks, they set him down again.
+
+"Pick him up, lift him, it's all the same!" cried someone.
+
+They again took him by the shoulders and laid him on the stretcher.
+
+"Ah, God! My God! What is it? The stomach? That means death! My God!"--
+voices among the officers were heard saying.
+
+"It flew a hair's breadth past my ear," said the adjutant.
+
+The peasants, adjusting the stretcher to their shoulders, started
+hurriedly along the path they had trodden down, to the dressing station.
+
+"Keep in step! Ah... those peasants!" shouted an officer, seizing by
+their shoulders and checking the peasants, who were walking unevenly and
+jolting the stretcher.
+
+"Get into step, Fedor... I say, Fedor!" said the foremost peasant.
+
+"Now that's right!" said the one behind joyfully, when he had got into
+step.
+
+"Your excellency! Eh, Prince!" said the trembling voice of Timokhin, who
+had run up and was looking down on the stretcher.
+
+Prince Andrew opened his eyes and looked up at the speaker from the
+stretcher into which his head had sunk deep and again his eyelids
+drooped.
+
+The militiamen carried Prince Andrew to the dressing station by the
+wood, where wagons were stationed. The dressing station consisted of
+three tents with flaps turned back, pitched at the edge of a birch wood.
+In the wood, wagons and horses were standing. The horses were eating
+oats from their movable troughs and sparrows flew down and pecked the
+grains that fell. Some crows, scenting blood, flew among the birch trees
+cawing impatiently. Around the tents, over more than five acres,
+bloodstained men in various garbs stood, sat, or lay. Around the wounded
+stood crowds of soldier stretcher-bearers with dismal and attentive
+faces, whom the officers keeping order tried in vain to drive from the
+spot. Disregarding the officers' orders, the soldiers stood leaning
+against their stretchers and gazing intently, as if trying to comprehend
+the difficult problem of what was taking place before them. From the
+tents came now loud angry cries and now plaintive groans. Occasionally
+dressers ran out to fetch water, or to point out those who were to be
+brought in next. The wounded men awaiting their turn outside the tents
+groaned, sighed, wept, screamed, swore, or asked for vodka. Some were
+delirious. Prince Andrew's bearers, stepping over the wounded who had
+not yet been bandaged, took him, as a regimental commander, close up to
+one of the tents and there stopped, awaiting instructions. Prince Andrew
+opened his eyes and for a long time could not make out what was going on
+around him. He remembered the meadow, the wormwood, the field, the
+whirling black ball, and his sudden rush of passionate love of life. Two
+steps from him, leaning against a branch and talking loudly and
+attracting general attention, stood a tall, handsome, black-haired
+noncommissioned officer with a bandaged head. He had been wounded in the
+head and leg by bullets. Around him, eagerly listening to his talk, a
+crowd of wounded and stretcher-bearers was gathered.
+
+"We kicked him out from there so that he chucked everything, we grabbed
+the King himself!" cried he, looking around him with eyes that glittered
+with fever. "If only reserves had come up just then, lads, there
+wouldn't have been nothing left of him! I tell you surely..."
+
+Like all the others near the speaker, Prince Andrew looked at him with
+shining eyes and experienced a sense of comfort. "But isn't it all the
+same now?" thought he. "And what will be there, and what has there been
+here? Why was I so reluctant to part with life? There was something in
+this life I did not and do not understand."
+
+
+
+
+CHAPTER XXXVII
+
+One of the doctors came out of the tent in a bloodstained apron, holding
+a cigar between the thumb and little finger of one of his small
+bloodstained hands, so as not to smear it. He raised his head and looked
+about him, but above the level of the wounded men. He evidently wanted a
+little respite. After turning his head from right to left for some time,
+he sighed and looked down.
+
+"All right, immediately," he replied to a dresser who pointed Prince
+Andrew out to him, and he told them to carry him into the tent.
+
+Murmurs arose among the wounded who were waiting.
+
+"It seems that even in the next world only the gentry are to have a
+chance!" remarked one.
+
+Prince Andrew was carried in and laid on a table that had only just been
+cleared and which a dresser was washing down. Prince Andrew could not
+make out distinctly what was in that tent. The pitiful groans from all
+sides and the torturing pain in his thigh, stomach, and back distracted
+him. All he saw about him merged into a general impression of naked,
+bleeding human bodies that seemed to fill the whole of the low tent, as
+a few weeks previously, on that hot August day, such bodies had filled
+the dirty pond beside the Smolensk road. Yes, it was the same flesh, the
+same chair a canon, the sight of which had even then filled him with
+horror, as by a presentiment.
+
+There were three operating tables in the tent. Two were occupied, and on
+the third they placed Prince Andrew. For a little while he was left
+alone and involuntarily witnessed what was taking place on the other two
+tables. On the nearest one sat a Tartar, probably a Cossack, judging by
+the uniform thrown down beside him. Four soldiers were holding him, and
+a spectacled doctor was cutting into his muscular brown back.
+
+"Ooh, ooh, ooh!" grunted the Tartar, and suddenly lifting up his swarthy
+snub-nosed face with its high cheekbones, and baring his white teeth, he
+began to wriggle and twitch his body and utter piercing, ringing, and
+prolonged yells. On the other table, round which many people were
+crowding, a tall well-fed man lay on his back with his head thrown back.
+His curly hair, its color, and the shape of his head seemed strangely
+familiar to Prince Andrew. Several dressers were pressing on his chest
+to hold him down. One large, white, plump leg twitched rapidly all the
+time with a feverish tremor. The man was sobbing and choking
+convulsively. Two doctors--one of whom was pale and trembling--were
+silently doing something to this man's other, gory leg. When he had
+finished with the Tartar, whom they covered with an overcoat, the
+spectacled doctor came up to Prince Andrew, wiping his hands.
+
+He glanced at Prince Andrew's face and quickly turned away.
+
+"Undress him! What are you waiting for?" he cried angrily to the
+dressers.
+
+His very first, remotest recollections of childhood came back to Prince
+Andrew's mind when the dresser with sleeves rolled up began hastily to
+undo the buttons of his clothes and undressed him. The doctor bent down
+over the wound, felt it, and sighed deeply. Then he made a sign to
+someone, and the torturing pain in his abdomen caused Prince Andrew to
+lose consciousness. When he came to himself the splintered portions of
+his thighbone had been extracted, the torn flesh cut away, and the wound
+bandaged. Water was being sprinkled on his face. As soon as Prince
+Andrew opened his eyes, the doctor bent over, kissed him silently on the
+lips, and hurried away.
+
+After the sufferings he had been enduring, Prince Andrew enjoyed a
+blissful feeling such as he had not experienced for a long time. All the
+best and happiest moments of his life--especially his earliest
+childhood, when he used to be undressed and put to bed, and when leaning
+over him his nurse sang him to sleep and he, burying his head in the
+pillow, felt happy in the mere consciousness of life--returned to his
+memory, not merely as something past but as something present.
+
+The doctors were busily engaged with the wounded man the shape of whose
+head seemed familiar to Prince Andrew: they were lifting him up and
+trying to quiet him.
+
+"Show it to me.... Oh, ooh... Oh! Oh, ooh!" his frightened moans could
+be heard, subdued by suffering and broken by sobs.
+
+Hearing those moans Prince Andrew wanted to weep. Whether because he was
+dying without glory, or because he was sorry to part with life, or
+because of those memories of a childhood that could not return, or
+because he was suffering and others were suffering and that man near him
+was groaning so piteously--he felt like weeping childlike, kindly, and
+almost happy tears.
+
+The wounded man was shown his amputated leg stained with clotted blood
+and with the boot still on.
+
+"Oh! Oh, ooh!" he sobbed, like a woman.
+
+The doctor who had been standing beside him, preventing Prince Andrew
+from seeing his face, moved away.
+
+"My God! What is this? Why is he here?" said Prince Andrew to himself.
+
+In the miserable, sobbing, enfeebled man whose leg had just been
+amputated, he recognized Anatole Kuragin. Men were supporting him in
+their arms and offering him a glass of water, but his trembling, swollen
+lips could not grasp its rim. Anatole was sobbing painfully. "Yes, it is
+he! Yes, that man is somehow closely and painfully connected with me,"
+thought Prince Andrew, not yet clearly grasping what he saw before him.
+"What is the connection of that man with my childhood and life?" he
+asked himself without finding an answer. And suddenly a new unexpected
+memory from that realm of pure and loving childhood presented itself to
+him. He remembered Natasha as he had seen her for the first time at the
+ball in 1810, with her slender neck and arms and with a frightened happy
+face ready for rapture, and love and tenderness for her, stronger and
+more vivid than ever, awoke in his soul. He now remembered the
+connection that existed between himself and this man who was dimly
+gazing at him through tears that filled his swollen eyes. He remembered
+everything, and ecstatic pity and love for that man overflowed his happy
+heart.
+
+Prince Andrew could no longer restrain himself and wept tender loving
+tears for his fellow men, for himself, and for his own and their errors.
+
+"Compassion, love of our brothers, for those who love us and for those
+who hate us, love of our enemies; yes, that love which God preached on
+earth and which Princess Mary taught me and I did not understand--that
+is what made me sorry to part with life, that is what remained for me
+had I lived. But now it is too late. I know it!"
+
+
+
+
+CHAPTER XXXVIII
+
+The terrible spectacle of the battlefield covered with dead and wounded,
+together with the heaviness of his head and the news that some twenty
+generals he knew personally had been killed or wounded, and the
+consciousness of the impotence of his once mighty arm, produced an
+unexpected impression on Napoleon who usually liked to look at the
+killed and wounded, thereby, he considered, testing his strength of
+mind. This day the horrible appearance of the battlefield overcame that
+strength of mind which he thought constituted his merit and his
+greatness. He rode hurriedly from the battlefield and returned to the
+Shevardino knoll, where he sat on his campstool, his sallow face swollen
+and heavy, his eyes dim, his nose red, and his voice hoarse,
+involuntarily listening, with downcast eyes, to the sounds of firing.
+With painful dejection he awaited the end of this action, in which he
+regarded himself as a participant and which he was unable to arrest. A
+personal, human feeling for a brief moment got the better of the
+artificial phantasm of life he had served so long. He felt in his own
+person the sufferings and death he had witnessed on the battlefield. The
+heaviness of his head and chest reminded him of the possibility of
+suffering and death for himself. At that moment he did not desire
+Moscow, or victory, or glory (what need had he for any more glory?). The
+one thing he wished for was rest, tranquillity, and freedom. But when he
+had been on the Semenovsk heights the artillery commander had proposed
+to him to bring several batteries of artillery up to those heights to
+strengthen the fire on the Russian troops crowded in front of Knyazkovo.
+Napoleon had assented and had given orders that news should be brought
+to him of the effect those batteries produced.
+
+An adjutant came now to inform him that the fire of two hundred guns had
+been concentrated on the Russians, as he had ordered, but that they
+still held their ground.
+
+"Our fire is mowing them down by rows, but still they hold on," said the
+adjutant.
+
+"They want more!..." said Napoleon in a hoarse voice.
+
+"Sire?" asked the adjutant who had not heard the remark.
+
+"They want more!" croaked Napoleon frowning. "Let them have it!"
+
+Even before he gave that order the thing he did not desire, and for
+which he gave the order only because he thought it was expected of him,
+was being done. And he fell back into that artificial realm of imaginary
+greatness, and again--as a horse walking a treadmill thinks it is doing
+something for itself--he submissively fulfilled the cruel, sad, gloomy,
+and inhuman role predestined for him.
+
+And not for that day and hour alone were the mind and conscience
+darkened of this man on whom the responsibility for what was happening
+lay more than on all the others who took part in it. Never to the end of
+his life could he understand goodness, beauty, or truth, or the
+significance of his actions which were too contrary to goodness and
+truth, too remote from everything human, for him ever to be able to
+grasp their meaning. He could not disavow his actions, belauded as they
+were by half the world, and so he had to repudiate truth, goodness, and
+all humanity.
+
+Not only on that day, as he rode over the battlefield strewn with men
+killed and maimed (by his will as he believed), did he reckon as he
+looked at them how many Russians there were for each Frenchman and,
+deceiving himself, find reason for rejoicing in the calculation that
+there were five Russians for every Frenchman. Not on that day alone did
+he write in a letter to Paris that "the battle field was superb,"
+because fifty thousand corpses lay there, but even on the island of St.
+Helena in the peaceful solitude where he said he intended to devote his
+leisure to an account of the great deeds he had done, he wrote:
+
+The Russian war should have been the most popular war of modern times:
+it was a war of good sense, for real interests, for the tranquillity and
+security of all; it was purely pacific and conservative.
+
+It was a war for a great cause, the end of uncertainties and the
+beginning of security. A new horizon and new labors were opening out,
+full of well-being and prosperity for all. The European system was
+already founded; all that remained was to organize it.
+
+Satisfied on these great points and with tranquility everywhere, I too
+should have had my Congress and my Holy Alliance. Those ideas were
+stolen from me. In that reunion of great sovereigns we should have
+discussed our interests like one family, and have rendered account to
+the peoples as clerk to master.
+
+Europe would in this way soon have been, in fact, but one people, and
+anyone who traveled anywhere would have found himself always in the
+common fatherland. I should have demanded the freedom of all navigable
+rivers for everybody, that the seas should be common to all, and that
+the great standing armies should be reduced henceforth to mere guards
+for the sovereigns.
+
+On returning to France, to the bosom of the great, strong, magnificent,
+peaceful, and glorious fatherland, I should have proclaimed her
+frontiers immutable; all future wars purely defensive, all
+aggrandizement antinational. I should have associated my son in the
+Empire; my dictatorship would have been finished, and his constitutional
+reign would have begun.
+
+Paris would have been the capital of the world, and the French the envy
+of the nations!
+
+My leisure then, and my old age, would have been devoted, in company
+with the Empress and during the royal apprenticeship of my son, to
+leisurely visiting, with our own horses and like a true country couple,
+every corner of the Empire, receiving complaints, redressing wrongs, and
+scattering public buildings and benefactions on all sides and
+everywhere.
+
+Napoleon, predestined by Providence for the gloomy role of executioner
+of the peoples, assured himself that the aim of his actions had been the
+peoples' welfare and that he could control the fate of millions and by
+the employment of power confer benefactions.
+
+"Of four hundred thousand who crossed the Vistula," he wrote further of
+the Russian war, "half were Austrians, Prussians, Saxons, Poles,
+Bavarians, Wurttembergers, Mecklenburgers, Spaniards, Italians, and
+Neapolitans. The Imperial army, strictly speaking, was one third
+composed of Dutch, Belgians, men from the borders of the Rhine,
+Piedmontese, Swiss, Genevese, Tuscans, Romans, inhabitants of the
+Thirty-second Military Division, of Bremen, of Hamburg, and so on: it
+included scarcely a hundred and forty thousand who spoke French. The
+Russian expedition actually cost France less than fifty thousand men;
+the Russian army in its retreat from Vilna to Moscow lost in the various
+battles four times more men than the French army; the burning of Moscow
+cost the lives of a hundred thousand Russians who died of cold and want
+in the woods; finally, in its march from Moscow to the Oder the Russian
+army also suffered from the severity of the season; so that by the time
+it reached Vilna it numbered only fifty thousand, and at Kalisch less
+than eighteen thousand."
+
+He imagined that the war with Russia came about by his will, and the
+horrors that occurred did not stagger his soul. He boldly took the whole
+responsibility for what happened, and his darkened mind found
+justification in the belief that among the hundreds of thousands who
+perished there were fewer Frenchmen than Hessians and Bavarians.
+
+
+
+
+CHAPTER XXXIX
+
+Several tens of thousands of the slain lay in diverse postures and
+various uniforms on the fields and meadows belonging to the Davydov
+family and to the crown serfs--those fields and meadows where for
+hundreds of years the peasants of Borodino, Gorki, Shevardino, and
+Semenovsk had reaped their harvests and pastured their cattle. At the
+dressing stations the grass and earth were soaked with blood for a space
+of some three acres around. Crowds of men of various arms, wounded and
+unwounded, with frightened faces, dragged themselves back to Mozhaysk
+from the one army and back to Valuevo from the other. Other crowds,
+exhausted and hungry, went forward led by their officers. Others held
+their ground and continued to fire.
+
+Over the whole field, previously so gaily beautiful with the glitter of
+bayonets and cloudlets of smoke in the morning sun, there now spread a
+mist of damp and smoke and a strange acid smell of saltpeter and blood.
+Clouds gathered and drops of rain began to fall on the dead and wounded,
+on the frightened, exhausted, and hesitating men, as if to say: "Enough,
+men! Enough! Cease... bethink yourselves! What are you doing?"
+
+To the men of both sides alike, worn out by want of food and rest, it
+began equally to appear doubtful whether they should continue to
+slaughter one another; all the faces expressed hesitation, and the
+question arose in every soul: "For what, for whom, must I kill and be
+killed?... You may go and kill whom you please, but I don't want to do
+so anymore!" By evening this thought had ripened in every soul. At any
+moment these men might have been seized with horror at what they were
+doing and might have thrown up everything and run away anywhere.
+
+But though toward the end of the battle the men felt all the horror of
+what they were doing, though they would have been glad to leave off,
+some incomprehensible, mysterious power continued to control them, and
+they still brought up the charges, loaded, aimed, and applied the match,
+though only one artilleryman survived out of every three, and though
+they stumbled and panted with fatigue, perspiring and stained with blood
+and powder. The cannon balls flew just as swiftly and cruelly from both
+sides, crushing human bodies, and that terrible work which was not done
+by the will of a man but at the will of Him who governs men and worlds
+continued.
+
+Anyone looking at the disorganized rear of the Russian army would have
+said that, if only the French made one more slight effort, it would
+disappear; and anyone looking at the rear of the French army would have
+said that the Russians need only make one more slight effort and the
+French would be destroyed. But neither the French nor the Russians made
+that effort, and the flame of battle burned slowly out.
+
+The Russians did not make that effort because they were not attacking
+the French. At the beginning of the battle they stood blocking the way
+to Moscow and they still did so at the end of the battle as at the
+beginning. But even had the aim of the Russians been to drive the French
+from their positions, they could not have made this last effort, for all
+the Russian troops had been broken up, there was no part of the Russian
+army that had not suffered in the battle, and though still holding their
+positions they had lost ONE HALF of their army.
+
+The French, with the memory of all their former victories during fifteen
+years, with the assurance of Napoleon's invincibility, with the
+consciousness that they had captured part of the battlefield and had
+lost only a quarter of their men and still had their Guards intact,
+twenty thousand strong, might easily have made that effort. The French
+who had attacked the Russian army in order to drive it from its position
+ought to have made that effort, for as long as the Russians continued to
+block the road to Moscow as before, the aim of the French had not been
+attained and all their efforts and losses were in vain. But the French
+did not make that effort. Some historians say that Napoleon need only
+have used his Old Guards, who were intact, and the battle would have
+been won. To speak of what would have happened had Napoleon sent his
+Guards is like talking of what would happen if autumn became spring. It
+could not be. Napoleon did not give his Guards, not because he did not
+want to, but because it could not be done. All the generals, officers,
+and soldiers of the French army knew it could not be done, because the
+flagging spirit of the troops would not permit it.
+
+It was not Napoleon alone who had experienced that nightmare feeling of
+the mighty arm being stricken powerless, but all the generals and
+soldiers of his army whether they had taken part in the battle or not,
+after all their experience of previous battles--when after one tenth of
+such efforts the enemy had fled--experienced a similar feeling of terror
+before an enemy who, after losing HALF his men, stood as threateningly
+at the end as at the beginning of the battle. The moral force of the
+attacking French army was exhausted. Not that sort of victory which is
+defined by the capture of pieces of material fastened to sticks, called
+standards, and of the ground on which the troops had stood and were
+standing, but a moral victory that convinces the enemy of the moral
+superiority of his opponent and of his own impotence was gained by the
+Russians at Borodino. The French invaders, like an infuriated animal
+that has in its onslaught received a mortal wound, felt that they were
+perishing, but could not stop, any more than the Russian army, weaker by
+one half, could help swerving. By impetus gained, the French army was
+still able to roll forward to Moscow, but there, without further effort
+on the part of the Russians, it had to perish, bleeding from the mortal
+wound it had received at Borodino. The direct consequence of the battle
+of Borodino was Napoleon's senseless flight from Moscow, his retreat
+along the old Smolensk road, the destruction of the invading army of
+five hundred thousand men, and the downfall of Napoleonic France, on
+which at Borodino for the first time the hand of an opponent of stronger
+spirit had been laid.
+
+BOOK ELEVEN: 1812
+
+
+
+
+CHAPTER I
+
+Absolute continuity of motion is not comprehensible to the human mind.
+Laws of motion of any kind become comprehensible to man only when he
+examines arbitrarily selected elements of that motion; but at the same
+time, a large proportion of human error comes from the arbitrary
+division of continuous motion into discontinuous elements. There is a
+well known, so-called sophism of the ancients consisting in this, that
+Achilles could never catch up with a tortoise he was following, in spite
+of the fact that he traveled ten times as fast as the tortoise. By the
+time Achilles has covered the distance that separated him from the
+tortoise, the tortoise has covered one tenth of that distance ahead of
+him: when Achilles has covered that tenth, the tortoise has covered
+another one hundredth, and so on forever. This problem seemed to the
+ancients insoluble. The absurd answer (that Achilles could never
+overtake the tortoise) resulted from this: that motion was arbitrarily
+divided into discontinuous elements, whereas the motion both of Achilles
+and of the tortoise was continuous.
+
+By adopting smaller and smaller elements of motion we only approach a
+solution of the problem, but never reach it. Only when we have admitted
+the conception of the infinitely small, and the resulting geometrical
+progression with a common ratio of one tenth, and have found the sum of
+this progression to infinity, do we reach a solution of the problem.
+
+A modern branch of mathematics having achieved the art of dealing with
+the infinitely small can now yield solutions in other more complex
+problems of motion which used to appear insoluble.
+
+This modern branch of mathematics, unknown to the ancients, when dealing
+with problems of motion admits the conception of the infinitely small,
+and so conforms to the chief condition of motion (absolute continuity)
+and thereby corrects the inevitable error which the human mind cannot
+avoid when it deals with separate elements of motion instead of
+examining continuous motion.
+
+In seeking the laws of historical movement just the same thing happens.
+The movement of humanity, arising as it does from innumerable arbitrary
+human wills, is continuous.
+
+To understand the laws of this continuous movement is the aim of
+history. But to arrive at these laws, resulting from the sum of all
+those human wills, man's mind postulates arbitrary and disconnected
+units. The first method of history is to take an arbitrarily selected
+series of continuous events and examine it apart from others, though
+there is and can be no beginning to any event, for one event always
+flows uninterruptedly from another.
+
+The second method is to consider the actions of some one man--a king or
+a commander--as equivalent to the sum of many individual wills; whereas
+the sum of individual wills is never expressed by the activity of a
+single historic personage.
+
+Historical science in its endeavor to draw nearer to truth continually
+takes smaller and smaller units for examination. But however small the
+units it takes, we feel that to take any unit disconnected from others,
+or to assume a beginning of any phenomenon, or to say that the will of
+many men is expressed by the actions of any one historic personage, is
+in itself false.
+
+It needs no critical exertion to reduce utterly to dust any deductions
+drawn from history. It is merely necessary to select some larger or
+smaller unit as the subject of observation--as criticism has every right
+to do, seeing that whatever unit history observes must always be
+arbitrarily selected.
+
+Only by taking infinitesimally small units for observation (the
+differential of history, that is, the individual tendencies of men) and
+attaining to the art of integrating them (that is, finding the sum of
+these infinitesimals) can we hope to arrive at the laws of history.
+
+The first fifteen years of the nineteenth century in Europe present an
+extraordinary movement of millions of people. Men leave their customary
+pursuits, hasten from one side of Europe to the other, plunder and
+slaughter one another, triumph and are plunged in despair, and for some
+years the whole course of life is altered and presents an intensive
+movement which first increases and then slackens. What was the cause of
+this movement, by what laws was it governed? asks the mind of man.
+
+The historians, replying to this question, lay before us the sayings and
+doings of a few dozen men in a building in the city of Paris, calling
+these sayings and doings "the Revolution"; then they give a detailed
+biography of Napoleon and of certain people favorable or hostile to him;
+tell of the influence some of these people had on others, and say: that
+is why this movement took place and those are its laws.
+
+But the mind of man not only refuses to believe this explanation, but
+plainly says that this method of explanation is fallacious, because in
+it a weaker phenomenon is taken as the cause of a stronger. The sum of
+human wills produced the Revolution and Napoleon, and only the sum of
+those wills first tolerated and then destroyed them.
+
+"But every time there have been conquests there have been conquerors;
+every time there has been a revolution in any state there have been
+great men," says history. And, indeed, human reason replies: every time
+conquerors appear there have been wars, but this does not prove that the
+conquerors caused the wars and that it is possible to find the laws of a
+war in the personal activity of a single man. Whenever I look at my
+watch and its hands point to ten, I hear the bells of the neighboring
+church; but because the bells begin to ring when the hands of the clock
+reach ten, I have no right to assume that the movement of the bells is
+caused by the position of the hands of the watch.
+
+Whenever I see the movement of a locomotive I hear the whistle and see
+the valves opening and wheels turning; but I have no right to conclude
+that the whistling and the turning of wheels are the cause of the
+movement of the engine.
+
+The peasants say that a cold wind blows in late spring because the oaks
+are budding, and really every spring cold winds do blow when the oak is
+budding. But though I do not know what causes the cold winds to blow
+when the oak buds unfold, I cannot agree with the peasants that the
+unfolding of the oak buds is the cause of the cold wind, for the force
+of the wind is beyond the influence of the buds. I see only a
+coincidence of occurrences such as happens with all the phenomena of
+life, and I see that however much and however carefully I observe the
+hands of the watch, and the valves and wheels of the engine, and the
+oak, I shall not discover the cause of the bells ringing, the engine
+moving, or of the winds of spring. To that I must entirely change my
+point of view and study the laws of the movement of steam, of the bells,
+and of the wind. History must do the same. And attempts in this
+direction have already been made.
+
+To study the laws of history we must completely change the subject of
+our observation, must leave aside kings, ministers, and generals, and
+study the common, infinitesimally small elements by which the masses are
+moved. No one can say in how far it is possible for man to advance in
+this way toward an understanding of the laws of history; but it is
+evident that only along that path does the possibility of discovering
+the laws of history lie, and that as yet not a millionth part as much
+mental effort has been applied in this direction by historians as has
+been devoted to describing the actions of various kings, commanders, and
+ministers and propounding the historians' own reflections concerning
+these actions.
+
+
+
+
+CHAPTER II
+
+The forces of a dozen European nations burst into Russia. The Russian
+army and people avoided a collision till Smolensk was reached, and again
+from Smolensk to Borodino. The French army pushed on to Moscow, its
+goal, its impetus ever increasing as it neared its aim, just as the
+velocity of a falling body increases as it approaches the earth. Behind
+it were seven hundred miles of hunger-stricken, hostile country; ahead
+were a few dozen miles separating it from its goal. Every soldier in
+Napoleon's army felt this and the invasion moved on by its own momentum.
+
+The more the Russian army retreated the more fiercely a spirit of hatred
+of the enemy flared up, and while it retreated the army increased and
+consolidated. At Borodino a collision took place. Neither army was
+broken up, but the Russian army retreated immediately after the
+collision as inevitably as a ball recoils after colliding with another
+having a greater momentum, and with equal inevitability the ball of
+invasion that had advanced with such momentum rolled on for some
+distance, though the collision had deprived it of all its force.
+
+The Russians retreated eighty miles--to beyond Moscow--and the French
+reached Moscow and there came to a standstill. For five weeks after that
+there was not a single battle. The French did not move. As a bleeding,
+mortally wounded animal licks its wounds, they remained inert in Moscow
+for five weeks, and then suddenly, with no fresh reason, fled back: they
+made a dash for the Kaluga road, and (after a victory--for at Malo-
+Yaroslavets the field of conflict again remained theirs) without
+undertaking a single serious battle, they fled still more rapidly back
+to Smolensk, beyond Smolensk, beyond the Berezina, beyond Vilna, and
+farther still.
+
+On the evening of the twenty-sixth of August, Kutuzov and the whole
+Russian army were convinced that the battle of Borodino was a victory.
+Kutuzov reported so to the Emperor. He gave orders to prepare for a
+fresh conflict to finish the enemy and did this not to deceive anyone,
+but because he knew that the enemy was beaten, as everyone who had taken
+part in the battle knew it.
+
+But all that evening and next day reports came in one after another of
+unheard-of losses, of the loss of half the army, and a fresh battle
+proved physically impossible.
+
+It was impossible to give battle before information had been collected,
+the wounded gathered in, the supplies of ammunition replenished, the
+slain reckoned up, new officers appointed to replace those who had been
+killed, and before the men had had food and sleep. And meanwhile, the
+very next morning after the battle, the French army advanced of itself
+upon the Russians, carried forward by the force of its own momentum now
+seemingly increased in inverse proportion to the square of the distance
+from its aim. Kutuzov's wish was to attack next day, and the whole army
+desired to do so. But to make an attack the wish to do so is not
+sufficient, there must also be a possibility of doing it, and that
+possibility did not exist. It was impossible not to retreat a day's
+march, and then in the same way it was impossible not to retreat another
+and a third day's march, and at last, on the first of September when the
+army drew near Moscow--despite the strength of the feeling that had
+arisen in all ranks--the force of circumstances compelled it to retire
+beyond Moscow. And the troops retired one more, last, day's march, and
+abandoned Moscow to the enemy.
+
+For people accustomed to think that plans of campaign and battles are
+made by generals--as any one of us sitting over a map in his study may
+imagine how he would have arranged things in this or that battle--the
+questions present themselves: Why did Kutuzov during the retreat not do
+this or that? Why did he not take up a position before reaching Fili?
+Why did he not retire at once by the Kaluga road, abandoning Moscow? and
+so on. People accustomed to think in that way forget, or do not know,
+the inevitable conditions which always limit the activities of any
+commander in chief. The activity of a commander-in-chief does not at all
+resemble the activity we imagine to ourselves when we sit at ease in our
+studies examining some campaign on the map, with a certain number of
+troops on this and that side in a certain known locality, and begin our
+plans from some given moment. A commander-in-chief is never dealing with
+the beginning of any event--the position from which we always
+contemplate it. The commander-in-chief is always in the midst of a
+series of shifting events and so he never can at any moment consider the
+whole import of an event that is occurring. Moment by moment the event
+is imperceptibly shaping itself, and at every moment of this continuous,
+uninterrupted shaping of events the commander-in-chief is in the midst
+of a most complex play of intrigues, worries, contingencies,
+authorities, projects, counsels, threats, and deceptions and is
+continually obliged to reply to innumerable questions addressed to him,
+which constantly conflict with one another.
+
+Learned military authorities quite seriously tell us that Kutuzov should
+have moved his army to the Kaluga road long before reaching Fili, and
+that somebody actually submitted such a proposal to him. But a commander
+in chief, especially at a difficult moment, has always before him not
+one proposal but dozens simultaneously. And all these proposals, based
+on strategics and tactics, contradict each other.
+
+A commander-in-chief's business, it would seem, is simply to choose one
+of these projects. But even that he cannot do. Events and time do not
+wait. For instance, on the twenty-eighth it is suggested to him to cross
+to the Kaluga road, but just then an adjutant gallops up from
+Miloradovich asking whether he is to engage the French or retire. An
+order must be given him at once, that instant. And the order to retreat
+carries us past the turn to the Kaluga road. And after the adjutant
+comes the commissary general asking where the stores are to be taken,
+and the chief of the hospitals asks where the wounded are to go, and a
+courier from Petersburg brings a letter from the sovereign which does
+not admit of the possibility of abandoning Moscow, and the commander-in-
+chief's rival, the man who is undermining him (and there are always not
+merely one but several such), presents a new project diametrically
+opposed to that of turning to the Kaluga road, and the commander-in-
+chief himself needs sleep and refreshment to maintain his energy and a
+respectable general who has been overlooked in the distribution of
+rewards comes to complain, and the inhabitants of the district pray to
+be defended, and an officer sent to inspect the locality comes in and
+gives a report quite contrary to what was said by the officer previously
+sent; and a spy, a prisoner, and a general who has been on
+reconnaissance, all describe the position of the enemy's army
+differently. People accustomed to misunderstand or to forget these
+inevitable conditions of a commander-in-chief's actions describe to us,
+for instance, the position of the army at Fili and assume that the
+commander-in-chief could, on the first of September, quite freely decide
+whether to abandon Moscow or defend it; whereas, with the Russian army
+less than four miles from Moscow, no such question existed. When had
+that question been settled? At Drissa and at Smolensk and most palpably
+of all on the twenty-fourth of August at Shevardino and on the twenty-
+sixth at Borodino, and each day and hour and minute of the retreat from
+Borodino to Fili.
+
+
+
+
+CHAPTER III
+
+When Ermolov, having been sent by Kutuzov to inspect the position, told
+the field marshal that it was impossible to fight there before Moscow
+and that they must retreat, Kutuzov looked at him in silence.
+
+"Give me your hand," said he and, turning it over so as to feel the
+pulse, added: "You are not well, my dear fellow. Think what you are
+saying!"
+
+Kutuzov could not yet admit the possibility of retreating beyond Moscow
+without a battle.
+
+On the Poklonny Hill, four miles from the Dorogomilov gate of Moscow,
+Kutuzov got out of his carriage and sat down on a bench by the roadside.
+A great crowd of generals gathered round him, and Count Rostopchin, who
+had come out from Moscow, joined them. This brilliant company separated
+into several groups who all discussed the advantages and disadvantages
+of the position, the state of the army, the plans suggested, the
+situation of Moscow, and military questions generally. Though they had
+not been summoned for the purpose, and though it was not so called, they
+all felt that this was really a council of war. The conversations all
+dealt with public questions. If anyone gave or asked for personal news,
+it was done in a whisper and they immediately reverted to general
+matters. No jokes, or laughter, or smiles even, were seen among all
+these men. They evidently all made an effort to hold themselves at the
+height the situation demanded. And all these groups, while talking among
+themselves, tried to keep near the commander-in-chief (whose bench
+formed the center of the gathering) and to speak so that he might
+overhear them. The commander in chief listened to what was being said
+and sometimes asked them to repeat their remarks, but did not himself
+take part in the conversations or express any opinion. After hearing
+what was being said by one or other of these groups he generally turned
+away with an air of disappointment, as though they were not speaking of
+anything he wished to hear. Some discussed the position that had been
+chosen, criticizing not the position itself so much as the mental
+capacity of those who had chosen it. Others argued that a mistake had
+been made earlier and that a battle should have been fought two days
+before. Others again spoke of the battle of Salamanca, which was
+described by Crosart, a newly arrived Frenchman in a Spanish uniform.
+(This Frenchman and one of the German princes serving with the Russian
+army were discussing the siege of Saragossa and considering the
+possibility of defending Moscow in a similar manner.) Count Rostopchin
+was telling a fourth group that he was prepared to die with the city
+train bands under the walls of the capital, but that he still could not
+help regretting having been left in ignorance of what was happening, and
+that had he known it sooner things would have been different.... A fifth
+group, displaying the profundity of their strategic perceptions,
+discussed the direction the troops would now have to take. A sixth group
+was talking absolute nonsense. Kutuzov's expression grew more and more
+preoccupied and gloomy. From all this talk he saw only one thing: that
+to defend Moscow was a physical impossibility in the full meaning of
+those words, that is to say, so utterly impossible that if any senseless
+commander were to give orders to fight, confusion would result but the
+battle would still not take place. It would not take place because the
+commanders not merely all recognized the position to be impossible, but
+in their conversations were only discussing what would happen after its
+inevitable abandonment. How could the commanders lead their troops to a
+field of battle they considered impossible to hold? The lower-grade
+officers and even the soldiers (who too reason) also considered the
+position impossible and therefore could not go to fight, fully convinced
+as they were of defeat. If Bennigsen insisted on the position being
+defended and others still discussed it, the question was no longer
+important in itself but only as a pretext for disputes and intrigue.
+This Kutuzov knew well.
+
+Bennigsen, who had chosen the position, warmly displayed his Russian
+patriotism (Kutuzov could not listen to this without wincing) by
+insisting that Moscow must be defended. His aim was as clear as daylight
+to Kutuzov: if the defense failed, to throw the blame on Kutuzov who had
+brought the army as far as the Sparrow Hills without giving battle; if
+it succeeded, to claim the success as his own; or if battle were not
+given, to clear himself of the crime of abandoning Moscow. But this
+intrigue did not now occupy the old man's mind. One terrible question
+absorbed him and to that question he heard no reply from anyone. The
+question for him now was: "Have I really allowed Napoleon to reach
+Moscow, and when did I do so? When was it decided? Can it have been
+yesterday when I ordered Platov to retreat, or was it the evening
+before, when I had a nap and told Bennigsen to issue orders? Or was it
+earlier still?... When, when was this terrible affair decided? Moscow
+must be abandoned. The army must retreat and the order to do so must be
+given." To give that terrible order seemed to him equivalent to
+resigning the command of the army. And not only did he love power to
+which he was accustomed (the honours awarded to Prince Prozorovski,
+under whom he had served in Turkey, galled him), but he was convinced
+that he was destined to save Russia and that that was why, against the
+Emperor's wish and by the will of the people, he had been chosen
+commander-in-chief. He was convinced that he alone could maintain
+command of the army in these difficult circumstances, and that in all
+the world he alone could encounter the invincible Napoleon without fear,
+and he was horrified at the thought of the order he had to issue. But
+something had to be decided, and these conversations around him which
+were assuming too free a character must be stopped.
+
+He called the most important generals to him.
+
+"My head, be it good or bad, must depend on itself," said he, rising
+from the bench, and he rode to Fili where his carriages were waiting.
+
+
+
+
+CHAPTER IV
+
+The Council of War began to assemble at two in the afternoon in the
+better and roomier part of Andrew Savostyanov's hut. The men, women, and
+children of the large peasant family crowded into the back room across
+the passage. Only Malasha, Andrew's six-year-old granddaughter whom his
+Serene Highness had petted and to whom he had given a lump of sugar
+while drinking his tea, remained on the top of the brick oven in the
+larger room. Malasha looked down from the oven with shy delight at the
+faces, uniforms, and decorations of the generals, who one after another
+came into the room and sat down on the broad benches in the corner under
+the icons. "Granddad" himself, as Malasha in her own mind called
+Kutuzov, sat apart in a dark corner behind the oven. He sat, sunk deep
+in a folding armchair, and continually cleared his throat and pulled at
+the collar of his coat which, though it was unbuttoned, still seemed to
+pinch his neck. Those who entered went up one by one to the field
+marshal; he pressed the hands of some and nodded to others. His adjutant
+Kaysarov was about to draw back the curtain of the window facing
+Kutuzov, but the latter moved his hand angrily and Kaysarov understood
+that his Serene Highness did not wish his face to be seen.
+
+Round the peasant's deal table, on which lay maps, plans, pencils, and
+papers, so many people gathered that the orderlies brought in another
+bench and put it beside the table. Ermolov, Kaysarov, and Toll, who had
+just arrived, sat down on this bench. In the foremost place, immediately
+under the icons, sat Barclay de Tolly, his high forehead merging into
+his bald crown. He had a St. George's Cross round his neck and looked
+pale and ill. He had been feverish for two days and was now shivering
+and in pain. Beside him sat Uvarov, who with rapid gesticulations was
+giving him some information, speaking in low tones as they all did.
+Chubby little Dokhturov was listening attentively with eyebrows raised
+and arms folded on his stomach. On the other side sat Count Ostermann-
+Tolstoy, seemingly absorbed in his own thoughts. His broad head with its
+bold features and glittering eyes was resting on his hand. Raevski,
+twitching forward the black hair on his temples as was his habit,
+glanced now at Kutuzov and now at the door with a look of impatience.
+Konovnitsyn's firm, handsome, and kindly face was lit up by a tender,
+sly smile. His glance met Malasha's, and the expression of his eyes
+caused the little girl to smile.
+
+They were all waiting for Bennigsen, who on the pretext of inspecting
+the position was finishing his savory dinner. They waited for him from
+four till six o'clock and did not begin their deliberations all that
+time but talked in low tones of other matters.
+
+Only when Bennigsen had entered the hut did Kutuzov leave his corner and
+draw toward the table, but not near enough for the candles that had been
+placed there to light up his face.
+
+Bennigsen opened the council with the question: "Are we to abandon
+Russia's ancient and sacred capital without a struggle, or are we to
+defend it?" A prolonged and general silence followed. There was a frown
+on every face and only Kutuzov's angry grunts and occasional cough broke
+the silence. All eyes were gazing at him. Malasha too looked at
+"Granddad." She was nearest to him and saw how his face puckered; he
+seemed about to cry, but this did not last long.
+
+"Russia's ancient and sacred capital!" he suddenly said, repeating
+Bennigsen's words in an angry voice and thereby drawing attention to the
+false note in them. "Allow me to tell you, your excellency, that that
+question has no meaning for a Russian." (He lurched his heavy body
+forward.) "Such a question cannot be put; it is senseless! The question
+I have asked these gentlemen to meet to discuss is a military one. The
+question is that of saving Russia. Is it better to give up Moscow
+without a battle, or by accepting battle to risk losing the army as well
+as Moscow? That is the question on which I want your opinion," and he
+sank back in his chair.
+
+The discussion began. Bennigsen did not yet consider his game lost.
+Admitting the view of Barclay and others that a defensive battle at Fili
+was impossible, but imbued with Russian patriotism and the love of
+Moscow, he proposed to move troops from the right to the left flank
+during the night and attack the French right flank the following day.
+Opinions were divided, and arguments were advanced for and against that
+project. Ermolov, Dokhturov, and Raevski agreed with Bennigsen. Whether
+feeling it necessary to make a sacrifice before abandoning the capital
+or guided by other, personal considerations, these generals seemed not
+to understand that this council could not alter the inevitable course of
+events and that Moscow was in effect already abandoned. The other
+generals, however, understood it and, leaving aside the question of
+Moscow, spoke of the direction the army should take in its retreat.
+Malasha, who kept her eyes fixed on what was going on before her,
+understood the meaning of the council differently. It seemed to her that
+it was only a personal struggle between "Granddad" and "Long-coat" as
+she termed Bennigsen. She saw that they grew spiteful when they spoke to
+one another, and in her heart she sided with "Granddad." In the midst of
+the conversation she noticed "Granddad" give Bennigsen a quick, subtle
+glance, and then to her joys she saw that "Granddad" said something to
+"Long-coat" which settled him. Bennigsen suddenly reddened and paced
+angrily up and down the room. What so affected him was Kutuzov's calm
+and quiet comment on the advantage or disadvantage of Bennigsen's
+proposal to move troops by night from the right to the left flank to
+attack the French right wing.
+
+"Gentlemen," said Kutuzov, "I cannot approve of the count's plan. Moving
+troops in close proximity to an enemy is always dangerous, and military
+history supports that view. For instance..." Kutuzov seemed to reflect,
+searching for an example, then with a clear, naive look at Bennigsen he
+added: "Oh yes; take the battle of Friedland, which I think the count
+well remembers, and which was... not fully successful, only because our
+troops were rearranged too near the enemy..."
+
+There followed a momentary pause, which seemed very long to them all.
+
+The discussion recommenced, but pauses frequently occurred and they all
+felt that there was no more to be said.
+
+During one of these pauses Kutuzov heaved a deep sigh as if preparing to
+speak. They all looked at him.
+
+"Well, gentlemen, I see that it is I who will have to pay for the broken
+crockery," said he, and rising slowly he moved to the table. "Gentlemen,
+I have heard your views. Some of you will not agree with me. But I," he
+paused, "by the authority entrusted to me by my Sovereign and country,
+order a retreat."
+
+After that the generals began to disperse with the solemnity and
+circumspect silence of people who are leaving, after a funeral.
+
+Some of the generals, in low tones and in a strain very different from
+the way they had spoken during the council, communicated something to
+their commander-in-chief.
+
+Malasha, who had long been expected for supper, climbed carefully
+backwards down from the oven, her bare little feet catching at its
+projections, and slipping between the legs of the generals she darted
+out of the room.
+
+When he had dismissed the generals Kutuzov sat a long time with his
+elbows on the table, thinking always of the same terrible question:
+"When, when did the abandonment of Moscow become inevitable? When was
+that done which settled the matter? And who was to blame for it?"
+
+"I did not expect this," said he to his adjutant Schneider when the
+latter came in late that night. "I did not expect this! I did not think
+this would happen."
+
+"You should take some rest, your Serene Highness," replied Schneider.
+
+"But no! They shall eat horseflesh yet, like the Turks!" exclaimed
+Kutuzov without replying, striking the table with his podgy fist. "They
+shall too, if only..."
+
+
+
+
+CHAPTER V
+
+At that very time, in circumstances even more important than retreating
+without a battle, namely the evacuation and burning of Moscow,
+Rostopchin, who is usually represented as being the instigator of that
+event, acted in an altogether different manner from Kutuzov.
+
+After the battle of Borodino the abandonment and burning of Moscow was
+as inevitable as the retreat of the army beyond Moscow without fighting.
+
+Every Russian might have predicted it, not by reasoning but by the
+feeling implanted in each of us and in our fathers.
+
+The same thing that took place in Moscow had happened in all the towns
+and villages on Russian soil beginning with Smolensk, without the
+participation of Count Rostopchin and his broadsheets. The people
+awaited the enemy unconcernedly, did not riot or become excited or tear
+anyone to pieces, but faced its fate, feeling within it the strength to
+find what it should do at that most difficult moment. And as soon as the
+enemy drew near the wealthy classes went away abandoning their property,
+while the poorer remained and burned and destroyed what was left.
+
+The consciousness that this would be so and would always be so was and
+is present in the heart of every Russian. And a consciousness of this,
+and a foreboding that Moscow would be taken, was present in Russian
+Moscow society in 1812. Those who had quitted Moscow already in July and
+at the beginning of August showed that they expected this. Those who
+went away, taking what they could and abandoning their houses and half
+their belongings, did so from the latent patriotism which expresses
+itself not by phrases or by giving one's children to save the fatherland
+and similar unnatural exploits, but unobtrusively, simply, organically,
+and therefore in the way that always produces the most powerful results.
+
+"It is disgraceful to run away from danger; only cowards are running
+away from Moscow," they were told. In his broadsheets Rostopchin
+impressed on them that to leave Moscow was shameful. They were ashamed
+to be called cowards, ashamed to leave, but still they left, knowing it
+had to be done. Why did they go? It is impossible to suppose that
+Rostopchin had scared them by his accounts of horrors Napoleon had
+committed in conquered countries. The first people to go away were the
+rich educated people who knew quite well that Vienna and Berlin had
+remained intact and that during Napoleon's occupation the inhabitants
+had spent their time pleasantly in the company of the charming Frenchmen
+whom the Russians, and especially the Russian ladies, then liked so
+much.
+
+They went away because for Russians there could be no question as to
+whether things would go well or ill under French rule in Moscow. It was
+out of the question to be under French rule, it would be the worst thing
+that could happen. They went away even before the battle of Borodino and
+still more rapidly after it, despite Rostopchin's calls to defend Moscow
+or the announcement of his intention to take the wonder-working icon of
+the Iberian Mother of God and go to fight, or of the balloons that were
+to destroy the French, and despite all the nonsense Rostopchin wrote in
+his broadsheets. They knew that it was for the army to fight, and that
+if it could not succeed it would not do to take young ladies and house
+serfs to the Three Hills quarter of Moscow to fight Napoleon, and that
+they must go away, sorry as they were to abandon their property to
+destruction. They went away without thinking of the tremendous
+significance of that immense and wealthy city being given over to
+destruction, for a great city with wooden buildings was certain when
+abandoned by its inhabitants to be burned. They went away each on his
+own account, and yet it was only in consequence of their going away that
+the momentous event was accomplished that will always remain the
+greatest glory of the Russian people. The lady who, afraid of being
+stopped by Count Rostopchin's orders, had already in June moved with her
+Negroes and her women jesters from Moscow to her Saratov estate, with a
+vague consciousness that she was not Bonaparte's servant, was really,
+simply, and truly carrying out the great work which saved Russia. But
+Count Rostopchin, who now taunted those who left Moscow and now had the
+government offices removed; now distributed quite useless weapons to the
+drunken rabble; now had processions displaying the icons, and now
+forbade Father Augustin to remove icons or the relics of saints; now
+seized all the private carts in Moscow and on one hundred and thirty-six
+of them removed the balloon that was being constructed by Leppich; now
+hinted that he would burn Moscow and related how he had set fire to his
+own house; now wrote a proclamation to the French solemnly upbraiding
+them for having destroyed his Orphanage; now claimed the glory of having
+hinted that he would burn Moscow and now repudiated the deed; now
+ordered the people to catch all spies and bring them to him, and now
+reproached them for doing so; now expelled all the French residents from
+Moscow, and now allowed Madame Aubert-Chalme (the center of the whole
+French colony in Moscow) to remain, but ordered the venerable old
+postmaster Klyucharev to be arrested and exiled for no particular
+offense; now assembled the people at the Three Hills to fight the French
+and now, to get rid of them, handed over to them a man to be killed and
+himself drove away by a back gate; now declared that he would not
+survive the fall of Moscow, and now wrote French verses in albums
+concerning his share in the affair--this man did not understand the
+meaning of what was happening but merely wanted to do something himself
+that would astonish people, to perform some patriotically heroic feat;
+and like a child he made sport of the momentous, and unavoidable event--
+the abandonment and burning of Moscow--and tried with his puny hand now
+to speed and now to stay the enormous, popular tide that bore him along
+with it.
+
+
+
+
+CHAPTER VI
+
+Helene, having returned with the court from Vilna to Petersburg, found
+herself in a difficult position.
+
+In Petersburg she had enjoyed the special protection of a grandee who
+occupied one of the highest posts in the Empire. In Vilna she had formed
+an intimacy with a young foreign prince. When she returned to Petersburg
+both the magnate and the prince were there, and both claimed their
+rights. Helene was faced by a new problem--how to preserve her intimacy
+with both without offending either.
+
+What would have seemed difficult or even impossible to another woman did
+not cause the least embarrassment to Countess Bezukhova, who evidently
+deserved her reputation of being a very clever woman. Had she attempted
+concealment, or tried to extricate herself from her awkward position by
+cunning, she would have spoiled her case by acknowledging herself
+guilty. But Helene, like a really great man who can do whatever he
+pleases, at once assumed her own position to be correct, as she
+sincerely believed it to be, and that everyone else was to blame.
+
+The first time the young foreigner allowed himself to reproach her, she
+lifted her beautiful head and, half turning to him, said firmly: "That's
+just like a man--selfish and cruel! I expected nothing else. A woman
+sacrifices herself for you, she suffers, and this is her reward! What
+right have you, monseigneur, to demand an account of my attachments and
+friendships? He is a man who has been more than a father to me!" The
+prince was about to say something, but Helene interrupted him.
+
+"Well, yes," said she, "it may be that he has other sentiments for me
+than those of a father, but that is not a reason for me to shut my door
+on him. I am not a man, that I should repay kindness with ingratitude!
+Know, monseigneur, that in all that relates to my intimate feelings I
+render account only to God and to my conscience," she concluded, laying
+her hand on her beautiful, fully expanded bosom and looking up to
+heaven.
+
+"But for heaven's sake listen to me!"
+
+"Marry me, and I will be your slave!"
+
+"But that's impossible."
+
+"You won't deign to demean yourself by marrying me, you..." said Helene,
+beginning to cry.
+
+The prince tried to comfort her, but Helene, as if quite distraught,
+said through her tears that there was nothing to prevent her marrying,
+that there were precedents (there were up to that time very few, but she
+mentioned Napoleon and some other exalted personages), that she had
+never been her husband's wife, and that she had been sacrificed.
+
+"But the law, religion..." said the prince, already yielding.
+
+"The law, religion... What have they been invented for if they can't
+arrange that?" said Helene.
+
+The prince was surprised that so simple an idea had not occurred to him,
+and he applied for advice to the holy brethren of the Society of Jesus,
+with whom he was on intimate terms.
+
+A few days later at one of those enchanting fetes which Helene gave at
+her country house on the Stone Island, the charming Monsieur de Jobert,
+a man no longer young, with snow white hair and brilliant black eyes, a
+Jesuit a robe courte * was presented to her, and in the garden by the
+light of the illuminations and to the sound of music talked to her for a
+long time of the love of God, of Christ, of the Sacred Heart, and of the
+consolations the one true Catholic religion affords in this world and
+the next. Helene was touched, and more than once tears rose to her eyes
+and to those of Monsieur de Jobert and their voices trembled. A dance,
+for which her partner came to seek her, put an end to her discourse with
+her future directeur de conscience, but the next evening Monsieur de
+Jobert came to see Helene when she was alone, and after that often came
+again.
+
+
+* Lay member of the Society of Jesus.
+
+One day he took the countess to a Roman Catholic church, where she knelt
+down before the altar to which she was led. The enchanting, middle-aged
+Frenchman laid his hands on her head and, as she herself afterward
+described it, she felt something like a fresh breeze wafted into her
+soul. It was explained to her that this was la grace.
+
+After that a long-frocked abbe was brought to her. She confessed to him,
+and he absolved her from her sins. Next day she received a box
+containing the Sacred Host, which was left at her house for her to
+partake of. A few days later Helene learned with pleasure that she had
+now been admitted to the true Catholic Church and that in a few days the
+Pope himself would hear of her and would send her a certain document.
+
+All that was done around her and to her at this time, all the attention
+devoted to her by so many clever men and expressed in such pleasant,
+refined ways, and the state of dove-like purity she was now in (she wore
+only white dresses and white ribbons all that time) gave her pleasure,
+but her pleasure did not cause her for a moment to forget her aim. And
+as it always happens in contests of cunning that a stupid person gets
+the better of cleverer ones, Helene--having realized that the main
+object of all these words and all this trouble was, after converting her
+to Catholicism, to obtain money from her for Jesuit institutions (as to
+which she received indications)-before parting with her money insisted
+that the various operations necessary to free her from her husband
+should be performed. In her view the aim of every religion was merely to
+preserve certain proprieties while affording satisfaction to human
+desires. And with this aim, in one of her talks with her Father
+Confessor, she insisted on an answer to the question, in how far was she
+bound by her marriage?
+
+They were sitting in the twilight by a window in the drawing room. The
+scent of flowers came in at the window. Helene was wearing a white
+dress, transparent over her shoulders and bosom. The abbe, a well-fed
+man with a plump, clean-shaven chin, a pleasant firm mouth, and white
+hands meekly folded on his knees, sat close to Helene and, with a subtle
+smile on his lips and a peaceful look of delight at her beauty,
+occasionally glanced at her face as he explained his opinion on the
+subject. Helene with an uneasy smile looked at his curly hair and his
+plump, clean-shaven, blackish cheeks and every moment expected the
+conversation to take a fresh turn. But the abbe, though he evidently
+enjoyed the beauty of his companion, was absorbed in his mastery of the
+matter.
+
+The course of the Father Confessor's arguments ran as follows: "Ignorant
+of the import of what you were undertaking, you made a vow of conjugal
+fidelity to a man who on his part, by entering the married state without
+faith in the religious significance of marriage, committed an act of
+sacrilege. That marriage lacked the dual significance it should have
+had. Yet in spite of this your vow was binding. You swerved from it.
+What did you commit by so acting? A venial, or a mortal, sin? A venial
+sin, for you acted without evil intention. If now you married again with
+the object of bearing children, your sin might be forgiven. But the
+question is again a twofold one: firstly..."
+
+But suddenly Helene, who was getting bored, said with one of her
+bewitching smiles: "But I think that having espoused the true religion I
+cannot be bound by what a false religion laid upon me."
+
+The director of her conscience was astounded at having the case
+presented to him thus with the simplicity of Columbus' egg. He was
+delighted at the unexpected rapidity of his pupil's progress, but could
+not abandon the edifice of argument he had laboriously constructed.
+
+"Let us understand one another, Countess," said he with a smile, and
+began refuting his spiritual daughter's arguments.
+
+
+
+
+CHAPTER VII
+
+Helene understood that the question was very simple and easy from the
+ecclesiastical point of view, and that her directors were making
+difficulties only because they were apprehensive as to how the matter
+would be regarded by the secular authorities.
+
+So she decided that it was necessary to prepare the opinion of society.
+She provoked the jealousy of the elderly magnate and told him what she
+had told her other suitor; that is, she put the matter so that the only
+way for him to obtain a right over her was to marry her. The elderly
+magnate was at first as much taken aback by this suggestion of marriage
+with a woman whose husband was alive, as the younger man had been, but
+Helene's imperturbable conviction that it was as simple and natural as
+marrying a maiden had its effect on him too. Had Helene herself shown
+the least sign of hesitation, shame, or secrecy, her cause would
+certainly have been lost; but not only did she show no signs of secrecy
+or shame, on the contrary, with good-natured naivete she told her
+intimate friends (and these were all Petersburg) that both the prince
+and the magnate had proposed to her and that she loved both and was
+afraid of grieving either.
+
+A rumor immediately spread in Petersburg, not that Helene wanted to be
+divorced from her husband (had such a report spread many would have
+opposed so illegal an intention) but simply that the unfortunate and
+interesting Helene was in doubt which of the two men she should marry.
+The question was no longer whether this was possible, but only which was
+the better match and how the matter would be regarded at court. There
+were, it is true, some rigid individuals unable to rise to the height of
+such a question, who saw in the project a desecration of the sacrament
+of marriage, but there were not many such and they remained silent,
+while the majority were interested in Helene's good fortune and in the
+question which match would be the more advantageous. Whether it was
+right or wrong to remarry while one had a husband living they did not
+discuss, for that question had evidently been settled by people "wiser
+than you or me," as they said, and to doubt the correctness of that
+decision would be to risk exposing one's stupidity and incapacity to
+live in society.
+
+Only Marya Dmitrievna Akhrosimova, who had come to Petersburg that
+summer to see one of her sons, allowed herself plainly to express an
+opinion contrary to the general one. Meeting Helene at a ball she
+stopped her in the middle of the room and, amid general silence, said in
+her gruff voice: "So wives of living men have started marrying again!
+Perhaps you think you have invented a novelty? You have been
+forestalled, my dear! It was thought of long ago. It is done in all the
+brothels," and with these words Marya Dmitrievna, turning up her wide
+sleeves with her usual threatening gesture and glancing sternly round,
+moved across the room.
+
+Though people were afraid of Marya Dmitrievna she was regarded in
+Petersburg as a buffoon, and so of what she had said they only noticed,
+and repeated in a whisper, the one coarse word she had used, supposing
+the whole sting of her remark to lie in that word.
+
+Prince Vasili, who of late very often forgot what he had said and
+repeated one and the same thing a hundred times, remarked to his
+daughter whenever he chanced to see her:
+
+"Helene, I have a word to say to you," and he would lead her aside,
+drawing her hand downward. "I have heard of certain projects
+concerning... you know. Well my dear child, you know how your father's
+heart rejoices to know that you... You have suffered so much.... But, my
+dear child, consult only your own heart. That is all I have to say," and
+concealing his unvarying emotion he would press his cheek against his
+daughter's and move away.
+
+Bilibin, who had not lost his reputation of an exceedingly clever man,
+and who was one of the disinterested friends so brilliant a woman as
+Helene always has--men friends who can never change into lovers--once
+gave her his view of the matter at a small and intimate gathering.
+
+"Listen, Bilibin," said Helene (she always called friends of that sort
+by their surnames), and she touched his coat sleeve with her white,
+beringed fingers. "Tell me, as you would a sister, what I ought to do.
+Which of the two?"
+
+Bilibin wrinkled up the skin over his eyebrows and pondered, with a
+smile on his lips.
+
+"You are not taking me unawares, you know," said he. "As a true friend,
+I have thought and thought again about your affair. You see, if you
+marry the prince"--he meant the younger man--and he crooked one finger,
+"you forever lose the chance of marrying the other, and you will
+displease the court besides. (You know there is some kind of
+connection.) But if you marry the old count you will make his last days
+happy, and as widow of the Grand... the prince would no longer be making
+a mesalliance by marrying you," and Bilibin smoothed out his forehead.
+
+"That's a true friend!" said Helene beaming, and again touching
+Bilibin's sleeve. "But I love them, you know, and don't want to distress
+either of them. I would give my life for the happiness of them both."
+
+Bilibin shrugged his shoulders, as much as to say that not even he could
+help in that difficulty.
+
+"Une maitresse-femme! * That's what is called putting things squarely.
+She would like to be married to all three at the same time," thought he.
+
+
+* A masterly woman.
+
+"But tell me, how will your husband look at the matter?" Bilibin asked,
+his reputation being so well established that he did not fear to ask so
+naive a question. "Will he agree?"
+
+"Oh, he loves me so!" said Helene, who for some reason imagined that
+Pierre too loved her. "He will do anything for me."
+
+Bilibin puckered his skin in preparation for something witty.
+
+"Even divorce you?" said he.
+
+Helene laughed.
+
+Among those who ventured to doubt the justifiability of the proposed
+marriage was Helene's mother, Princess Kuragina. She was continually
+tormented by jealousy of her daughter, and now that jealousy concerned a
+subject near to her own heart, she could not reconcile herself to the
+idea. She consulted a Russian priest as to the possibility of divorce
+and remarriage during a husband's lifetime, and the priest told her that
+it was impossible, and to her delight showed her a text in the Gospel
+which (as it seemed to him) plainly forbids remarriage while the husband
+is alive.
+
+Armed with these arguments, which appeared to her unanswerable, she
+drove to her daughter's early one morning so as to find her alone.
+
+Having listened to her mother's objections, Helene smiled blandly and
+ironically.
+
+"But it says plainly: 'Whosoever shall marry her that is divorced...'"
+said the old princess.
+
+"Ah, Maman, ne dites pas de betises. Vous ne comprenez rien. Dans ma
+position j'ai des devoirs," * said Helene changing from Russian, in
+which language she always felt that her case did not sound quite clear,
+into French which suited it better.
+
+
+* "Oh, Mamma, don't talk nonsense! You don't understand anything. In my
+position I have obligations."
+
+"But, my dear...."
+
+"Oh, Mamma, how is it you don't understand that the Holy Father, who has
+the right to grant dispensations..."
+
+Just then the lady companion who lived with Helene came in to announce
+that His Highness was in the ballroom and wished to see her.
+
+"Non, dites-lui que je ne veux pas le voir, que je suis furieuse contre
+lui, parce qu'il m'a manque parole." *
+
+
+* "No, tell him I don't wish to see him, I am furious with him for not
+keeping his word to me."
+
+"Comtesse, a tout peche misericorde," * said a fair-haired young man
+with a long face and nose, as he entered the room.
+
+
+* "Countess, there is mercy for every sin."
+
+The old princess rose respectfully and curtsied. The young man who had
+entered took no notice of her. The princess nodded to her daughter and
+sidled out of the room.
+
+"Yes, she is right," thought the old princess, all her convictions
+dissipated by the appearance of His Highness. "She is right, but how is
+it that we in our irrecoverable youth did not know it? Yet it is so
+simple," she thought as she got into her carriage.
+
+By the beginning of August Helene's affairs were clearly defined and she
+wrote a letter to her husband--who, as she imagined, loved her very
+much--informing him of her intention to marry N.N. and of her having
+embraced the one true faith, and asking him to carry out all the
+formalities necessary for a divorce, which would be explained to him by
+the bearer of the letter.
+
+And so I pray God to have you, my friend, in His holy and powerful
+keeping--Your friend Helene.
+
+This letter was brought to Pierre's house when he was on the field of
+Borodino.
+
+
+
+
+CHAPTER VIII
+
+Toward the end of the battle of Borodino, Pierre, having run down from
+Raevski's battery a second time, made his way through a gully to
+Knyazkovo with a crowd of soldiers, reached the dressing station, and
+seeing blood and hearing cries and groans hurried on, still entangled in
+the crowds of soldiers.
+
+The one thing he now desired with his whole soul was to get away quickly
+from the terrible sensations amid which he had lived that day and return
+to ordinary conditions of life and sleep quietly in a room in his own
+bed. He felt that only in the ordinary conditions of life would he be
+able to understand himself and all he had seen and felt. But such
+ordinary conditions of life were nowhere to be found.
+
+Though shells and bullets did not whistle over the road along which he
+was going, still on all sides there was what there had been on the field
+of battle. There were still the same suffering, exhausted, and sometimes
+strangely indifferent faces, the same blood, the same soldiers'
+overcoats, the same sounds of firing which, though distant now, still
+aroused terror, and besides this there were the foul air and the dust.
+
+Having gone a couple of miles along the Mozhaysk road, Pierre sat down
+by the roadside.
+
+Dusk had fallen, and the roar of guns died away. Pierre lay leaning on
+his elbow for a long time, gazing at the shadows that moved past him in
+the darkness. He was continually imagining that a cannon ball was flying
+toward him with a terrific whizz, and then he shuddered and sat up. He
+had no idea how long he had been there. In the middle of the night three
+soldiers, having brought some firewood, settled down near him and began
+lighting a fire.
+
+The soldiers, who threw sidelong glances at Pierre, got the fire to burn
+and placed an iron pot on it into which they broke some dried bread and
+put a little dripping. The pleasant odor of greasy viands mingled with
+the smell of smoke. Pierre sat up and sighed. The three soldiers were
+eating and talking among themselves, taking no notice of him.
+
+"And who may you be?" one of them suddenly asked Pierre, evidently
+meaning what Pierre himself had in mind, namely: "If you want to eat
+we'll give you some food, only let us know whether you are an honest
+man."
+
+"I, I..." said Pierre, feeling it necessary to minimize his social
+position as much as possible so as to be nearer to the soldiers and
+better understood by them. "By rights I am a militia officer, but my men
+are not here. I came to the battle and have lost them."
+
+"There now!" said one of the soldiers.
+
+Another shook his head.
+
+"Would you like a little mash?" the first soldier asked, and handed
+Pierre a wooden spoon after licking it clean.
+
+Pierre sat down by the fire and began eating the mash, as they called
+the food in the cauldron, and he thought it more delicious than any food
+he had ever tasted. As he sat bending greedily over it, helping himself
+to large spoonfuls and chewing one after another, his face was lit up by
+the fire and the soldiers looked at him in silence.
+
+"Where have you to go to? Tell us!" said one of them.
+
+"To Mozhaysk."
+
+"You're a gentleman, aren't you?"
+
+"Yes."
+
+"And what's your name?"
+
+"Peter Kirilych."
+
+"Well then, Peter Kirilych, come along with us, we'll take you there."
+
+In the total darkness the soldiers walked with Pierre to Mozhaysk.
+
+By the time they got near Mozhaysk and began ascending the steep hill
+into the town, the cocks were already crowing. Pierre went on with the
+soldiers, quite forgetting that his inn was at the bottom of the hill
+and that he had already passed it. He would not soon have remembered
+this, such was his state of forgetfulness, had he not halfway up the
+hill stumbled upon his groom, who had been to look for him in the town
+and was returning to the inn. The groom recognized Pierre in the
+darkness by his white hat.
+
+"Your excellency!" he said. "Why, we were beginning to despair! How is
+it you are on foot? And where are you going, please?"
+
+"Oh, yes!" said Pierre.
+
+The soldiers stopped.
+
+"So you've found your folk?" said one of them. "Well, good-by, Peter
+Kirilych--isn't it?"
+
+"Good-bye, Peter Kirilych!" Pierre heard the other voices repeat.
+
+"Good-bye!" he said and turned with his groom toward the inn.
+
+"I ought to give them something!" he thought, and felt in his pocket.
+"No, better not!" said another, inner voice.
+
+There was not a room to be had at the inn, they were all occupied.
+Pierre went out into the yard and, covering himself up head and all, lay
+down in his carriage.
+
+
+
+
+CHAPTER IX
+
+Scarcely had Pierre laid his head on the pillow before he felt himself
+falling asleep, but suddenly, almost with the distinctness of reality,
+he heard the boom, boom, boom of firing, the thud of projectiles, groans
+and cries, and smelled blood and powder, and a feeling of horror and
+dread of death seized him. Filled with fright he opened his eyes and
+lifted his head from under his cloak. All was tranquil in the yard. Only
+someone's orderly passed through the gateway, splashing through the mud,
+and talked to the innkeeper. Above Pierre's head some pigeons, disturbed
+by the movement he had made in sitting up, fluttered under the dark roof
+of the penthouse. The whole courtyard was permeated by a strong peaceful
+smell of stable yards, delightful to Pierre at that moment. He could see
+the clear starry sky between the dark roofs of two penthouses.
+
+"Thank God, there is no more of that!" he thought, covering up his head
+again. "Oh, what a terrible thing is fear, and how shamefully I yielded
+to it! But they... they were steady and calm all the time, to the
+end..." thought he.
+
+They, in Pierre's mind, were the soldiers, those who had been at the
+battery, those who had given him food, and those who had prayed before
+the icon. They, those strange men he had not previously known, stood out
+clearly and sharply from everyone else.
+
+"To be a soldier, just a soldier!" thought Pierre as he fell asleep, "to
+enter communal life completely, to be imbued by what makes them what
+they are. But how cast off all the superfluous, devilish burden of my
+outer man? There was a time when I could have done it. I could have run
+away from my father, as I wanted to. Or I might have been sent to serve
+as a soldier after the duel with Dolokhov." And the memory of the dinner
+at the English Club when he had challenged Dolokhov flashed through
+Pierre's mind, and then he remembered his benefactor at Torzhok. And now
+a picture of a solemn meeting of the lodge presented itself to his mind.
+It was taking place at the English Club and someone near and dear to him
+sat at the end of the table. "Yes, that is he! It is my benefactor. But
+he died!" thought Pierre. "Yes, he died, and I did not know he was
+alive. How sorry I am that he died, and how glad I am that he is alive
+again!" On one side of the table sat Anatole, Dolokhov, Nesvitski,
+Denisov, and others like them (in his dream the category to which these
+men belonged was as clearly defined in his mind as the category of those
+he termed they), and he heard those people, Anatole and Dolokhov,
+shouting and singing loudly; yet through their shouting the voice of his
+benefactor was heard speaking all the time and the sound of his words
+was as weighty and uninterrupted as the booming on the battlefield, but
+pleasant and comforting. Pierre did not understand what his benefactor
+was saying, but he knew (the categories of thoughts were also quite
+distinct in his dream) that he was talking of goodness and the
+possibility of being what they were. And they with their simple, kind,
+firm faces surrounded his benefactor on all sides. But though they were
+kindly they did not look at Pierre and did not know him. Wishing to
+speak and to attract their attention, he got up, but at that moment his
+legs grew cold and bare.
+
+He felt ashamed, and with one arm covered his legs from which his cloak
+had in fact slipped. For a moment as he was rearranging his cloak Pierre
+opened his eyes and saw the same penthouse roofs, posts, and yard, but
+now they were all bluish, lit up, and glittering with frost or dew.
+
+"It is dawn," thought Pierre. "But that's not what I want. I want to
+hear and understand my benefactor's words." Again he covered himself up
+with his cloak, but now neither the lodge nor his benefactor was there.
+There were only thoughts clearly expressed in words, thoughts that
+someone was uttering or that he himself was formulating.
+
+Afterwards when he recalled those thoughts Pierre was convinced that
+someone outside himself had spoken them, though the impressions of that
+day had evoked them. He had never, it seemed to him, been able to think
+and express his thoughts like that when awake.
+
+"To endure war is the most difficult subordination of man's freedom to
+the law of God," the voice had said. "Simplicity is submission to the
+will of God; you cannot escape from Him. And they are simple. They do
+not talk, but act. The spoken word is silver but the unspoken is golden.
+Man can be master of nothing while he fears death, but he who does not
+fear it possesses all. If there were no suffering, man would not know
+his limitations, would not know himself. The hardest thing (Pierre went
+on thinking, or hearing, in his dream) is to be able in your soul to
+unite the meaning of all. To unite all?" he asked himself. "No, not to
+unite. Thoughts cannot be united, but to harness all these thoughts
+together is what we need! Yes, one must harness them, must harness
+them!" he repeated to himself with inward rapture, feeling that these
+words and they alone expressed what he wanted to say and solved the
+question that tormented him.
+
+"Yes, one must harness, it is time to harness."
+
+"Time to harness, time to harness, your excellency! Your excellency!"
+some voice was repeating. "We must harness, it is time to harness...."
+
+It was the voice of the groom, trying to wake him. The sun shone
+straight into Pierre's face. He glanced at the dirty innyard in the
+middle of which soldiers were watering their lean horses at the pump
+while carts were passing out of the gate. Pierre turned away with
+repugnance, and closing his eyes quickly fell back on the carriage seat.
+"No, I don't want that, I don't want to see and understand that. I want
+to understand what was revealing itself to me in my dream. One second
+more and I should have understood it all! But what am I to do? Harness,
+but how can I harness everything?" and Pierre felt with horror that the
+meaning of all he had seen and thought in the dream had been destroyed.
+
+The groom, the coachman, and the innkeeper told Pierre that an officer
+had come with news that the French were already near Mozhaysk and that
+our men were leaving it.
+
+Pierre got up and, having told them to harness and overtake him, went on
+foot through the town.
+
+The troops were moving on, leaving about ten thousand wounded behind
+them. There were wounded in the yards, at the windows of the houses, and
+the streets were crowded with them. In the streets, around carts that
+were to take some of the wounded away, shouts, curses, and blows could
+be heard. Pierre offered the use of his carriage, which had overtaken
+him, to a wounded general he knew, and drove with him to Moscow. On the
+way Pierre was told of the death of his brother-in-law Anatole and of
+that of Prince Andrew.
+
+
+
+
+CHAPTER X
+
+On the thirteenth of August Pierre reached Moscow. Close to the gates of
+the city he was met by Count Rostopchin's adjutant.
+
+"We have been looking for you everywhere," said the adjutant. "The count
+wants to see you particularly. He asks you to come to him at once on a
+very important matter."
+
+Without going home, Pierre took a cab and drove to see the Moscow
+commander-in-chief.
+
+Count Rostopchin had only that morning returned to town from his summer
+villa at Sokolniki. The anteroom and reception room of his house were
+full of officials who had been summoned or had come for orders.
+Vasilchikov and Platov had already seen the count and explained to him
+that it was impossible to defend Moscow and that it would have to be
+surrendered. Though this news was being concealed from the inhabitants,
+the officials--the heads of the various government departments--knew
+that Moscow would soon be in the enemy's hands, just as Count Rostopchin
+himself knew it, and to escape personal responsibility they had all come
+to the governor to ask how they were to deal with their various
+departments.
+
+As Pierre was entering the reception room a courier from the army came
+out of Rostopchin's private room.
+
+In answer to questions with which he was greeted, the courier made a
+despairing gesture with his hand and passed through the room.
+
+While waiting in the reception room Pierre with weary eyes watched the
+various officials, old and young, military and civilian, who were there.
+They all seemed dissatisfied and uneasy. Pierre went up to a group of
+men, one of whom he knew. After greeting Pierre they continued their
+conversation.
+
+"If they're sent out and brought back again later on it will do no harm,
+but as things are now one can't answer for anything."
+
+"But you see what he writes..." said another, pointing to a printed
+sheet he held in his hand.
+
+"That's another matter. That's necessary for the people," said the
+first.
+
+"What is it?" asked Pierre.
+
+"Oh, it's a fresh broadsheet."
+
+Pierre took it and began reading.
+
+His Serene Highness has passed through Mozhaysk in order to join up with
+the troops moving toward him and has taken up a strong position where
+the enemy will not soon attack him. Forty eight guns with ammunition
+have been sent him from here, and his Serene Highness says he will
+defend Moscow to the last drop of blood and is even ready to fight in
+the streets. Do not be upset, brothers, that the law courts are closed;
+things have to be put in order, and we will deal with villains in our
+own way! When the time comes I shall want both town and peasant lads and
+will raise the cry a day or two beforehand, but they are not wanted yet
+so I hold my peace. An ax will be useful, a hunting spear not bad, but a
+three-pronged fork will be best of all: a Frenchman is no heavier than a
+sheaf of rye. Tomorrow after dinner I shall take the Iberian icon of the
+Mother of God to the wounded in the Catherine Hospital where we will
+have some water blessed. That will help them to get well quicker. I,
+too, am well now: one of my eyes was sore but now I am on the lookout
+with both.
+
+"But military men have told me that it is impossible to fight in the
+town," said Pierre, "and that the position..."
+
+"Well, of course! That's what we were saying," replied the first
+speaker.
+
+"And what does he mean by 'One of my eyes was sore but now I am on the
+lookout with both'?" asked Pierre.
+
+"The count had a sty," replied the adjutant smiling, "and was very much
+upset when I told him people had come to ask what was the matter with
+him. By the by, Count," he added suddenly, addressing Pierre with a
+smile, "we heard that you have family troubles and that the countess,
+your wife..."
+
+"I have heard nothing," Pierre replied unconcernedly. "But what have you
+heard?"
+
+"Oh, well, you know people often invent things. I only say what I
+heard."
+
+"But what did you hear?"
+
+"Well, they say," continued the adjutant with the same smile, "that the
+countess, your wife, is preparing to go abroad. I expect it's
+nonsense...."
+
+"Possibly," remarked Pierre, looking about him absent-mindedly. "And who
+is that?" he asked, indicating a short old man in a clean blue peasant
+overcoat, with a big snow-white beard and eyebrows and a ruddy face.
+
+"He? That's a tradesman, that is to say, he's the restaurant keeper,
+Vereshchagin. Perhaps you have heard of that affair with the
+proclamation."
+
+"Oh, so that is Vereshchagin!" said Pierre, looking at the firm, calm
+face of the old man and seeking any indication of his being a traitor.
+
+"That's not he himself, that's the father of the fellow who wrote the
+proclamation," said the adjutant. "The young man is in prison and I
+expect it will go hard with him."
+
+An old gentleman wearing a star and another official, a German wearing a
+cross round his neck, approached the speaker.
+
+
+"It's a complicated story, you know," said the adjutant. "That
+proclamation appeared about two months ago. The count was informed of
+it. He gave orders to investigate the matter. Gabriel Ivanovich here
+made the inquiries. The proclamation had passed through exactly sixty-
+three hands. He asked one, 'From whom did you get it?' 'From so-and-so.'
+He went to the next one. 'From whom did you get it?' and so on till he
+reached Vereshchagin, a half educated tradesman, you know, 'a pet of a
+trader,'" said the adjutant smiling. "They asked him, 'Who gave it you?'
+And the point is that we knew whom he had it from. He could only have
+had it from the Postmaster. But evidently they had come to some
+understanding. He replied: 'From no one; I made it up myself.' They
+threatened and questioned him, but he stuck to that: 'I made it up
+myself.' And so it was reported to the count, who sent for the man.
+'From whom did you get the proclamation?' 'I wrote it myself.' Well, you
+know the count," said the adjutant cheerfully, with a smile of pride,
+"he flared up dreadfully--and just think of the fellow's audacity,
+lying, and obstinacy!"
+
+"And the count wanted him to say it was from Klyucharev? I understand!"
+said Pierre.
+
+"Not at all," rejoined the adjutant in dismay. "Klyucharev had his own
+sins to answer for without that and that is why he has been banished.
+But the point is that the count was much annoyed. 'How could you have
+written it yourself?' said he, and he took up the Hamburg Gazette that
+was lying on the table. 'Here it is! You did not write it yourself but
+translated it, and translated it abominably, because you don't even know
+French, you fool.' And what do you think? 'No,' said he, 'I have not
+read any papers, I made it up myself.' 'If that's so, you're a traitor
+and I'll have you tried, and you'll be hanged! Say from whom you had
+it.' 'I have seen no papers, I made it up myself.' And that was the end
+of it. The count had the father fetched, but the fellow stuck to it. He
+was sent for trial and condemned to hard labor, I believe. Now the
+father has come to intercede for him. But he's a good-for-nothing lad!
+You know that sort of tradesman's son, a dandy and lady-killer. He
+attended some lectures somewhere and imagines that the devil is no match
+for him. That's the sort of fellow he is. His father keeps a cookshop
+here by the Stone Bridge, and you know there was a large icon of God
+Almighty painted with a scepter in one hand and an orb in the other.
+Well, he took that icon home with him for a few days and what did he do?
+He found some scoundrel of a painter..."
+
+
+
+
+CHAPTER XI
+
+In the middle of this fresh tale Pierre was summoned to the commander in
+chief.
+
+When he entered the private room Count Rostopchin, puckering his face,
+was rubbing his forehead and eyes with his hand. A short man was saying
+something, but when Pierre entered he stopped speaking and went out.
+
+"Ah, how do you do, great warrior?" said Rostopchin as soon as the short
+man had left the room. "We have heard of your prowess. But that's not
+the point. Between ourselves, mon cher, do you belong to the Masons?" he
+went on severely, as though there were something wrong about it which he
+nevertheless intended to pardon. Pierre remained silent. "I am well
+informed, my friend, but I am aware that there are Masons and I hope
+that you are not one of those who on pretense of saving mankind wish to
+ruin Russia."
+
+"Yes, I am a Mason," Pierre replied.
+
+"There, you see, mon cher! I expect you know that Messrs. Speranski and
+Magnitski have been deported to their proper place. Mr. Klyucharev has
+been treated in the same way, and so have others who on the plea of
+building up the temple of Solomon have tried to destroy the temple of
+their fatherland. You can understand that there are reasons for this and
+that I could not have exiled the Postmaster had he not been a harmful
+person. It has now come to my knowledge that you lent him your carriage
+for his removal from town, and that you have even accepted papers from
+him for safe custody. I like you and don't wish you any harm and--as you
+are only half my age--I advise you, as a father would, to cease all
+communication with men of that stamp and to leave here as soon as
+possible."
+
+"But what did Klyucharev do wrong, Count?" asked Pierre.
+
+"That is for me to know, but not for you to ask," shouted Rostopchin.
+
+"If he is accused of circulating Napoleon's proclamation it is not
+proved that he did so," said Pierre without looking at Rostopchin, "and
+Vereshchagin..."
+
+"There we are!" Rostopchin shouted at Pierre louder than before,
+frowning suddenly. "Vereshchagin is a renegade and a traitor who will be
+punished as he deserves," said he with the vindictive heat with which
+people speak when recalling an insult. "But I did not summon you to
+discuss my actions, but to give you advice--or an order if you prefer
+it. I beg you to leave the town and break off all communication with
+such men as Klyucharev. And I will knock the nonsense out of anybody"--
+but probably realizing that he was shouting at Bezukhov who so far was
+not guilty of anything, he added, taking Pierre's hand in a friendly
+manner, "We are on the eve of a public disaster and I haven't time to be
+polite to everybody who has business with me. My head is sometimes in a
+whirl. Well, mon cher, what are you doing personally?"
+
+"Why, nothing," answered Pierre without raising his eyes or changing the
+thoughtful expression of his face.
+
+The count frowned.
+
+"A word of friendly advice, mon cher. Be off as soon as you can, that's
+all I have to tell you. Happy he who has ears to hear. Good-bye, my dear
+fellow. Oh, by the by!" he shouted through the doorway after Pierre, "is
+it true that the countess has fallen into the clutches of the holy
+fathers of the Society of Jesus?"
+
+Pierre did not answer and left Rostopchin's room more sullen and angry
+than he had ever before shown himself.
+
+When he reached home it was already getting dark. Some eight people had
+come to see him that evening: the secretary of a committee, the colonel
+of his battalion, his steward, his major-domo, and various petitioners.
+They all had business with Pierre and wanted decisions from him. Pierre
+did not understand and was not interested in any of these questions and
+only answered them in order to get rid of these people. When left alone
+at last he opened and read his wife's letter.
+
+"They, the soldiers at the battery, Prince Andrew killed... that old
+man... Simplicity is submission to God. Suffering is necessary... the
+meaning of all... one must harness... my wife is getting married... One
+must forget and understand..." And going to his bed he threw himself on
+it without undressing and immediately fell asleep.
+
+When he awoke next morning the major-domo came to inform him that a
+special messenger, a police officer, had come from Count Rostopchin to
+know whether Count Bezukhov had left or was leaving the town.
+
+A dozen persons who had business with Pierre were awaiting him in the
+drawing room. Pierre dressed hurriedly and, instead of going to see
+them, went to the back porch and out through the gate.
+
+From that time till the end of the destruction of Moscow no one of
+Bezukhov's household, despite all the search they made, saw Pierre again
+or knew where he was.
+
+
+
+
+CHAPTER XII
+
+The Rostovs remained in Moscow till the first of September, that is,
+till the eve of the enemy's entry into the city.
+
+After Petya had joined Obolenski's regiment of Cossacks and left for
+Belaya Tserkov where that regiment was forming, the countess was seized
+with terror. The thought that both her sons were at the war, had both
+gone from under her wing, that today or tomorrow either or both of them
+might be killed like the three sons of one of her acquaintances, struck
+her that summer for the first time with cruel clearness. She tried to
+get Nicholas back and wished to go herself to join Petya, or to get him
+an appointment somewhere in Petersburg, but neither of these proved
+possible. Petya could not return unless his regiment did so or unless he
+was transferred to another regiment on active service. Nicholas was
+somewhere with the army and had not sent a word since his last letter,
+in which he had given a detailed account of his meeting with Princess
+Mary. The countess did not sleep at night, or when she did fall asleep
+dreamed that she saw her sons lying dead. After many consultations and
+conversations, the count at last devised means to tranquillize her. He
+got Petya transferred from Obolenski's regiment to Bezukhov's, which was
+in training near Moscow. Though Petya would remain in the service, this
+transfer would give the countess the consolation of seeing at least one
+of her sons under her wing, and she hoped to arrange matters for her
+Petya so as not to let him go again, but always get him appointed to
+places where he could not possibly take part in a battle. As long as
+Nicholas alone was in danger the countess imagined that she loved her
+first-born more than all her other children and even reproached herself
+for it; but when her youngest: the scapegrace who had been bad at
+lessons, was always breaking things in the house and making himself a
+nuisance to everybody, that snub-nosed Petya with his merry black eyes
+and fresh rosy cheeks where soft down was just beginning to show--when
+he was thrown amid those big, dreadful, cruel men who were fighting
+somewhere about something and apparently finding pleasure in it--then
+his mother thought she loved him more, much more, than all her other
+children. The nearer the time came for Petya to return, the more uneasy
+grew the countess. She began to think she would never live to see such
+happiness. The presence of Sonya, of her beloved Natasha, or even of her
+husband irritated her. "What do I want with them? I want no one but
+Petya," she thought.
+
+At the end of August the Rostovs received another letter from Nicholas.
+He wrote from the province of Voronezh where he had been sent to procure
+remounts, but that letter did not set the countess at ease. Knowing that
+one son was out of danger she became the more anxious about Petya.
+
+Though by the twentieth of August nearly all the Rostovs' acquaintances
+had left Moscow, and though everybody tried to persuade the countess to
+get away as quickly as possible, she would not hear of leaving before
+her treasure, her adored Petya, returned. On the twenty-eighth of August
+he arrived. The passionate tenderness with which his mother received him
+did not please the sixteen-year-old officer. Though she concealed from
+him her intention of keeping him under her wing, Petya guessed her
+designs, and instinctively fearing that he might give way to emotion
+when with her--might "become womanish" as he termed it to himself--he
+treated her coldly, avoided her, and during his stay in Moscow attached
+himself exclusively to Natasha for whom he had always had a particularly
+brotherly tenderness, almost lover-like.
+
+Owing to the count's customary carelessness nothing was ready for their
+departure by the twenty-eighth of August and the carts that were to come
+from their Ryazan and Moscow estates to remove their household
+belongings did not arrive till the thirtieth.
+
+From the twenty-eighth till the thirty-first all Moscow was in a bustle
+and commotion. Every day thousands of men wounded at Borodino were
+brought in by the Dorogomilov gate and taken to various parts of Moscow,
+and thousands of carts conveyed the inhabitants and their possessions
+out by the other gates. In spite of Rostopchin's broadsheets, or because
+of them or independently of them, the strangest and most contradictory
+rumors were current in the town. Some said that no one was to be allowed
+to leave the city, others on the contrary said that all the icons had
+been taken out of the churches and everybody was to be ordered to leave.
+Some said there had been another battle after Borodino at which the
+French had been routed, while others on the contrary reported that the
+Russian army had been destroyed. Some talked about the Moscow militia
+which, preceded by the clergy, would go to the Three Hills; others
+whispered that Augustin had been forbidden to leave, that traitors had
+been seized, that the peasants were rioting and robbing people on their
+way from Moscow, and so on. But all this was only talk; in reality
+(though the Council of Fili, at which it was decided to abandon Moscow,
+had not yet been held) both those who went away and those who remained
+behind felt, though they did not show it, that Moscow would certainly be
+abandoned, and that they ought to get away as quickly as possible and
+save their belongings. It was felt that everything would suddenly break
+up and change, but up to the first of September nothing had done so. As
+a criminal who is being led to execution knows that he must die
+immediately, but yet looks about him and straightens the cap that is
+awry on his head, so Moscow involuntarily continued its wonted life,
+though it knew that the time of its destruction was near when the
+conditions of life to which its people were accustomed to submit would
+be completely upset.
+
+During the three days preceding the occupation of Moscow the whole
+Rostov family was absorbed in various activities. The head of the
+family, Count Ilya Rostov, continually drove about the city collecting
+the current rumors from all sides and gave superficial and hasty orders
+at home about the preparations for their departure.
+
+The countess watched the things being packed, was dissatisfied with
+everything, was constantly in pursuit of Petya who was always running
+away from her, and was jealous of Natasha with whom he spent all his
+time. Sonya alone directed the practical side of matters by getting
+things packed. But of late Sonya had been particularly sad and silent.
+Nicholas' letter in which he mentioned Princess Mary had elicited, in
+her presence, joyous comments from the countess, who saw an intervention
+of Providence in this meeting of the princess and Nicholas.
+
+"I was never pleased at Bolkonski's engagement to Natasha," said the
+countess, "but I always wanted Nicholas to marry the princess, and had a
+presentiment that it would happen. What a good thing it would be!"
+
+Sonya felt that this was true: that the only possibility of retrieving
+the Rostovs' affairs was by Nicholas marrying a rich woman, and that the
+princess was a good match. It was very bitter for her. But despite her
+grief, or perhaps just because of it, she took on herself all the
+difficult work of directing the storing and packing of their things and
+was busy for whole days. The count and countess turned to her when they
+had any orders to give. Petya and Natasha on the contrary, far from
+helping their parents, were generally a nuisance and a hindrance to
+everyone. Almost all day long the house resounded with their running
+feet, their cries, and their spontaneous laughter. They laughed and were
+gay not because there was any reason to laugh, but because gaiety and
+mirth were in their hearts and so everything that happened was a cause
+for gaiety and laughter to them. Petya was in high spirits because
+having left home a boy he had returned (as everybody told him) a fine
+young man, because he was at home, because he had left Belaya Tserkov
+where there was no hope of soon taking part in a battle and had come to
+Moscow where there was to be fighting in a few days, and chiefly because
+Natasha, whose lead he always followed, was in high spirits. Natasha was
+gay because she had been sad too long and now nothing reminded her of
+the cause of her sadness, and because she was feeling well. She was also
+happy because she had someone to adore her: the adoration of others was
+a lubricant the wheels of her machine needed to make them run freely--
+and Petya adored her. Above all, they were gay because there was a war
+near Moscow, there would be fighting at the town gates, arms were being
+given out, everybody was escaping--going away somewhere, and in general
+something extraordinary was happening, and that is always exciting,
+especially to the young.
+
+
+
+
+CHAPTER XIII
+
+On Saturday, the thirty-first of August, everything in the Rostovs'
+house seemed topsy-turvy. All the doors were open, all the furniture was
+being carried out or moved about, and the mirrors and pictures had been
+taken down. There were trunks in the rooms, and hay, wrapping paper, and
+ropes were scattered about. The peasants and house serfs carrying out
+the things were treading heavily on the parquet floors. The yard was
+crowded with peasant carts, some loaded high and already corded up,
+others still empty.
+
+The voices and footsteps of the many servants and of the peasants who
+had come with the carts resounded as they shouted to one another in the
+yard and in the house. The count had been out since morning. The
+countess had a headache brought on by all the noise and turmoil and was
+lying down in the new sitting room with a vinegar compress on her head.
+Petya was not at home, he had gone to visit a friend with whom he meant
+to obtain a transfer from the militia to the active army. Sonya was in
+the ballroom looking after the packing of the glass and china. Natasha
+was sitting on the floor of her dismantled room with dresses, ribbons,
+and scarves strewn all about her, gazing fixedly at the floor and
+holding in her hands the old ball dress (already out of fashion) which
+she had worn at her first Petersburg ball.
+
+Natasha was ashamed of doing nothing when everyone else was so busy, and
+several times that morning had tried to set to work, but her heart was
+not in it, and she could not and did not know how to do anything except
+with all her heart and all her might. For a while she had stood beside
+Sonya while the china was being packed and tried to help, but soon gave
+it up and went to her room to pack her own things. At first she found it
+amusing to give away dresses and ribbons to the maids, but when that was
+done and what was left had still to be packed, she found it dull.
+
+"Dunyasha, you pack! You will, won't you, dear?" And when Dunyasha
+willingly promised to do it all for her, Natasha sat down on the floor,
+took her old ball dress, and fell into a reverie quite unrelated to what
+ought to have occupied her thoughts now. She was roused from her reverie
+by the talk of the maids in the next room (which was theirs) and by the
+sound of their hurried footsteps going to the back porch. Natasha got up
+and looked out of the window. An enormously long row of carts full of
+wounded men had stopped in the street.
+
+The housekeeper, the old nurse, the cooks, coachmen, maids, footmen,
+postilions, and scullions stood at the gate, staring at the wounded.
+
+Natasha, throwing a clean pocket handkerchief over her hair and holding
+an end of it in each hand, went out into the street.
+
+The former housekeeper, old Mavra Kuzminichna, had stepped out of the
+crowd by the gate, gone up to a cart with a hood constructed of bast
+mats, and was speaking to a pale young officer who lay inside. Natasha
+moved a few steps forward and stopped shyly, still holding her
+handkerchief, and listened to what the housekeeper was saying.
+
+"Then you have nobody in Moscow?" she was saying. "You would be more
+comfortable somewhere in a house... in ours, for instance... the family
+are leaving."
+
+"I don't know if it would be allowed," replied the officer in a weak
+voice. "Here is our commanding officer... ask him," and he pointed to a
+stout major who was walking back along the street past the row of carts.
+
+Natasha glanced with frightened eyes at the face of the wounded officer
+and at once went to meet the major.
+
+"May the wounded men stay in our house?" she asked.
+
+The major raised his hand to his cap with a smile.
+
+"Which one do you want, Ma'am'selle?" said he, screwing up his eyes and
+smiling.
+
+Natasha quietly repeated her question, and her face and whole manner
+were so serious, though she was still holding the ends of her
+handkerchief, that the major ceased smiling and after some reflection--
+as if considering in how far the thing was possible--replied in the
+affirmative.
+
+"Oh yes, why not? They may," he said.
+
+With a slight inclination of her head, Natasha stepped back quickly to
+Mavra Kuzminichna, who stood talking compassionately to the officer.
+
+"They may. He says they may!" whispered Natasha.
+
+The cart in which the officer lay was turned into the Rostovs' yard, and
+dozens of carts with wounded men began at the invitation of the
+townsfolk to turn into the yards and to draw up at the entrances of the
+houses in Povarskaya Street. Natasha was evidently pleased to be dealing
+with new people outside the ordinary routine of her life. She and Mavra
+Kuzminichna tried to get as many of the wounded as possible into their
+yard.
+
+"Your Papa must be told, though," said Mavra Kuzminichna.
+
+"Never mind, never mind, what does it matter? For one day we can move
+into the drawing room. They can have all our half of the house."
+
+"There now, young lady, you do take things into your head! Even if we
+put them into the wing, the men's room, or the nurse's room, we must ask
+permission."
+
+"Well, I'll ask."
+
+Natasha ran into the house and went on tiptoe through the half-open door
+into the sitting room, where there was a smell of vinegar and Hoffman's
+drops.
+
+"Are you asleep, Mamma?"
+
+"Oh, what sleep-?" said the countess, waking up just as she was dropping
+into a doze.
+
+"Mamma darling!" said Natasha, kneeling by her mother and bringing her
+face close to her mother's, "I am sorry, forgive me, I'll never do it
+again; I woke you up! Mavra Kuzminichna has sent me: they have brought
+some wounded here--officers. Will you let them come? They have nowhere
+to go. I knew you'd let them come!" she said quickly all in one breath.
+
+"What officers? Whom have they brought? I don't understand anything
+about it," said the countess.
+
+Natasha laughed, and the countess too smiled slightly.
+
+"I knew you'd give permission... so I'll tell them," and, having kissed
+her mother, Natasha got up and went to the door.
+
+In the hall she met her father, who had returned with bad news.
+
+"We've stayed too long!" said the count with involuntary vexation. "The
+club is closed and the police are leaving."
+
+"Papa, is it all right--I've invited some of the wounded into the
+house?" said Natasha.
+
+"Of course it is," he answered absently. "That's not the point. I beg
+you not to indulge in trifles now, but to help to pack, and tomorrow we
+must go, go, go!...."
+
+And the count gave a similar order to the major-domo and the servants.
+
+At dinner Petya having returned home told them the news he had heard. He
+said the people had been getting arms in the Kremlin, and that though
+Rostopchin's broadsheet had said that he would sound a call two or three
+days in advance, the order had certainly already been given for everyone
+to go armed to the Three Hills tomorrow, and that there would be a big
+battle there.
+
+The countess looked with timid horror at her son's eager, excited face
+as he said this. She realized that if she said a word about his not
+going to the battle (she knew he enjoyed the thought of the impending
+engagement) he would say something about men, honor, and the fatherland-
+-something senseless, masculine, and obstinate which there would be no
+contradicting, and her plans would be spoiled; and so, hoping to arrange
+to leave before then and take Petya with her as their protector and
+defender, she did not answer him, but after dinner called the count
+aside and implored him with tears to take her away quickly, that very
+night if possible. With a woman's involuntary loving cunning she, who
+till then had not shown any alarm, said that she would die of fright if
+they did not leave that very night. Without any pretense she was now
+afraid of everything.
+
+
+
+
+CHAPTER XIV
+
+Madame Schoss, who had been out to visit her daughter, increased the
+countess' fears still more by telling what she had seen at a spirit
+dealer's in Myasnitski Street. When returning by that street she had
+been unable to pass because of a drunken crowd rioting in front of the
+shop. She had taken a cab and driven home by a side street and the
+cabman had told her that the people were breaking open the barrels at
+the drink store, having received orders to do so.
+
+After dinner the whole Rostov household set to work with enthusiastic
+haste packing their belongings and preparing for their departure. The
+old count, suddenly setting to work, kept passing from the yard to the
+house and back again, shouting confused instructions to the hurrying
+people, and flurrying them still more. Petya directed things in the
+yard. Sonya, owing to the count's contradictory orders, lost her head
+and did not know what to do. The servants ran noisily about the house
+and yard, shouting and disputing. Natasha, with the ardor characteristic
+of all she did suddenly set to work too. At first her intervention in
+the business of packing was received skeptically. Everybody expected
+some prank from her and did not wish to obey her; but she resolutely and
+passionately demanded obedience, grew angry and nearly cried because
+they did not heed her, and at last succeeded in making them believe her.
+Her first exploit, which cost her immense effort and established her
+authority, was the packing of the carpets. The count had valuable
+Gobelin tapestries and Persian carpets in the house. When Natasha set to
+work two cases were standing open in the ballroom, one almost full up
+with crockery, the other with carpets. There was also much china
+standing on the tables, and still more was being brought in from the
+storeroom. A third case was needed and servants had gone to fetch it.
+
+"Sonya, wait a bit--we'll pack everything into these," said Natasha.
+
+"You can't, Miss, we have tried to," said the butler's assistant.
+
+"No, wait a minute, please."
+
+And Natasha began rapidly taking out of the case dishes and plates
+wrapped in paper.
+
+"The dishes must go in here among the carpets," said she.
+
+"Why, it's a mercy if we can get the carpets alone into three cases,"
+said the butler's assistant.
+
+"Oh, wait, please!" And Natasha began rapidly and deftly sorting out the
+things. "These aren't needed," said she, putting aside some plates of
+Kiev ware. "These--yes, these must go among the carpets," she said,
+referring to the Saxony china dishes.
+
+"Don't, Natasha! Leave it alone! We'll get it all packed," urged Sonya
+reproachfully.
+
+"What a young lady she is!" remarked the major-domo.
+
+But Natasha would not give in. She turned everything out and began
+quickly repacking, deciding that the inferior Russian carpets and
+unnecessary crockery should not be taken at all. When everything had
+been taken out of the cases, they recommenced packing, and it turned out
+that when the cheaper things not worth taking had nearly all been
+rejected, the valuable ones really did all go into the two cases. Only
+the lid of the case containing the carpets would not shut down. A few
+more things might have been taken out, but Natasha insisted on having
+her own way. She packed, repacked, pressed, made the butler's assistant
+and Petya--whom she had drawn into the business of packing--press on the
+lid, and made desperate efforts herself.
+
+"That's enough, Natasha," said Sonya. "I see you were right, but just
+take out the top one."
+
+"I won't!" cried Natasha, with one hand holding back the hair that hung
+over her perspiring face, while with the other she pressed down the
+carpets. "Now press, Petya! Press, Vasilich, press hard!" she cried.
+
+The carpets yielded and the lid closed; Natasha, clapping her hands,
+screamed with delight and tears fell from her eyes. But this only lasted
+a moment. She at once set to work afresh and they now trusted her
+completely. The count was not angry even when they told him that Natasha
+had countermanded an order of his, and the servants now came to her to
+ask whether a cart was sufficiently loaded, and whether it might be
+corded up. Thanks to Natasha's directions the work now went on
+expeditiously, unnecessary things were left, and the most valuable
+packed as compactly as possible.
+
+But hard as they all worked till quite late that night, they could not
+get everything packed. The countess had fallen asleep and the count,
+having put off their departure till next morning, went to bed.
+
+Sonya and Natasha slept in the sitting room without undressing.
+
+That night another wounded man was driven down the Povarskaya, and Mavra
+Kuzminichna, who was standing at the gate, had him brought into the
+Rostovs' yard. Mavra Kuzminichna concluded that he was a very important
+man. He was being conveyed in a caleche with a raised hood, and was
+quite covered by an apron. On the box beside the driver sat a venerable
+old attendant. A doctor and two soldiers followed the carriage in a
+cart.
+
+"Please come in here. The masters are going away and the whole house
+will be empty," said the old woman to the old attendant.
+
+"Well, perhaps," said he with a sigh. "We don't expect to get him home
+alive! We have a house of our own in Moscow, but it's a long way from
+here, and there's nobody living in it."
+
+"Do us the honor to come in, there's plenty of everything in the
+master's house. Come in," said Mavra Kuzminichna. "Is he very ill?" she
+asked.
+
+The attendant made a hopeless gesture.
+
+"We don't expect to get him home! We must ask the doctor."
+
+And the old servant got down from the box and went up to the cart.
+
+"All right!" said the doctor.
+
+The old servant returned to the caleche, looked into it, shook his head
+disconsolately, told the driver to turn into the yard, and stopped
+beside Mavra Kuzminichna.
+
+"O, Lord Jesus Christ!" she murmured.
+
+She invited them to take the wounded man into the house.
+
+"The masters won't object..." she said.
+
+But they had to avoid carrying the man upstairs, and so they took him
+into the wing and put him in the room that had been Madame Schoss'.
+
+This wounded man was Prince Andrew Bolkonski.
+
+
+
+
+CHAPTER XV
+
+Moscow's last day had come. It was a clear bright autumn day, a Sunday.
+The church bells everywhere were ringing for service, just as usual on
+Sundays. Nobody seemed yet to realize what awaited the city.
+
+Only two things indicated the social condition of Moscow--the rabble,
+that is the poor people, and the price of commodities. An enormous crowd
+of factory hands, house serfs, and peasants, with whom some officials,
+seminarists, and gentry were mingled, had gone early that morning to the
+Three Hills. Having waited there for Rostopchin who did not turn up,
+they became convinced that Moscow would be surrendered, and then
+dispersed all about the town to the public houses and cookshops. Prices
+too that day indicated the state of affairs. The price of weapons, of
+gold, of carts and horses, kept rising, but the value of paper money and
+city articles kept falling, so that by midday there were instances of
+carters removing valuable goods, such as cloth, and receiving in payment
+a half of what they carted, while peasant horses were fetching five
+hundred rubles each, and furniture, mirrors, and bronzes were being
+given away for nothing.
+
+In the Rostovs' staid old-fashioned house the dissolution of former
+conditions of life was but little noticeable. As to the serfs the only
+indication was that three out of their huge retinue disappeared during
+the night, but nothing was stolen; and as to the value of their
+possessions, the thirty peasant carts that had come in from their
+estates and which many people envied proved to be extremely valuable and
+they were offered enormous sums of money for them. Not only were huge
+sums offered for the horses and carts, but on the previous evening and
+early in the morning of the first of September, orderlies and servants
+sent by wounded officers came to the Rostovs' and wounded men dragged
+themselves there from the Rostovs' and from neighboring houses where
+they were accommodated, entreating the servants to try to get them a
+lift out of Moscow. The major-domo to whom these entreaties were
+addressed, though he was sorry for the wounded, resolutely refused,
+saying that he dare not even mention the matter to the count. Pity these
+wounded men as one might, it was evident that if they were given one
+cart there would be no reason to refuse another, or all the carts and
+one's own carriages as well. Thirty carts could not save all the wounded
+and in the general catastrophe one could not disregard oneself and one's
+own family. So thought the major-domo on his master's behalf.
+
+On waking up that morning Count Ilya Rostov left his bedroom softly, so
+as not to wake the countess who had fallen asleep only toward morning,
+and came out to the porch in his lilac silk dressing gown. In the yard
+stood the carts ready corded. The carriages were at the front porch. The
+major-domo stood at the porch talking to an elderly orderly and to a
+pale young officer with a bandaged arm. On seeing the count the major-
+domo made a significant and stern gesture to them both to go away.
+
+"Well, Vasilich, is everything ready?" asked the count, and stroking his
+bald head he looked good-naturedly at the officer and the orderly and
+nodded to them. (He liked to see new faces.)
+
+"We can harness at once, your excellency."
+
+"Well, that's right. As soon as the countess wakes we'll be off, God
+willing! What is it, gentlemen?" he added, turning to the officer. "Are
+you staying in my house?"
+
+The officer came nearer and suddenly his face flushed crimson.
+
+"Count, be so good as to allow me... for God's sake, to get into some
+corner of one of your carts! I have nothing here with me.... I shall be
+all right on a loaded cart..."
+
+Before the officer had finished speaking the orderly made the same
+request on behalf of his master.
+
+"Oh, yes, yes, yes!" said the count hastily. "I shall be very pleased,
+very pleased. Vasilich, you'll see to it. Just unload one or two carts.
+Well, what of it... do what's necessary..." said the count, muttering
+some indefinite order.
+
+But at the same moment an expression of warm gratitude on the officer's
+face had already sealed the order. The count looked around him. In the
+yard, at the gates, at the window of the wings, wounded officers and
+their orderlies were to be seen. They were all looking at the count and
+moving toward the porch.
+
+"Please step into the gallery, your excellency," said the major-domo.
+"What are your orders about the pictures?"
+
+The count went into the house with him, repeating his order not to
+refuse the wounded who asked for a lift.
+
+"Well, never mind, some of the things can be unloaded," he added in a
+soft, confidential voice, as though afraid of being overheard.
+
+At nine o'clock the countess woke up, and Matrena Timofeevna, who had
+been her lady's maid before her marriage and now performed a sort of
+chief gendarme's duty for her, came to say that Madame Schoss was much
+offended and the young ladies' summer dresses could not be left behind.
+On inquiry, the countess learned that Madame Schoss was offended because
+her trunk had been taken down from its cart, and all the loads were
+being uncorded and the luggage taken out of the carts to make room for
+wounded men whom the count in the simplicity of his heart had ordered
+that they should take with them. The countess sent for her husband.
+
+"What is this, my dear? I hear that the luggage is being unloaded."
+
+"You know, love, I wanted to tell you... Countess dear... an officer
+came to me to ask for a few carts for the wounded. After all, ours are
+things that can be bought but think what being left behind means to
+them!... Really now, in our own yard--we asked them in ourselves and
+there are officers among them.... You know, I think, my dear... let them
+be taken... where's the hurry?"
+
+The count spoke timidly, as he always did when talking of money matters.
+The countess was accustomed to this tone as a precursor of news of
+something detrimental to the children's interests, such as the building
+of a new gallery or conservatory, the inauguration of a private theater
+or an orchestra. She was accustomed always to oppose anything announced
+in that timid tone and considered it her duty to do so.
+
+She assumed her dolefully submissive manner and said to her husband:
+"Listen to me, Count, you have managed matters so that we are getting
+nothing for the house, and now you wish to throw away all our--all the
+children's property! You said yourself that we have a hundred thousand
+rubles' worth of things in the house. I don't consent, my dear, I don't!
+Do as you please! It's the government's business to look after the
+wounded; they know that. Look at the Lopukhins opposite, they cleared
+out everything two days ago. That's what other people do. It's only we
+who are such fools. If you have no pity on me, have some for the
+children."
+
+Flourishing his arms in despair the count left the room without
+replying.
+
+"Papa, what are you doing that for?" asked Natasha, who had followed him
+into her mother's room.
+
+"Nothing! What business is it of yours?" muttered the count angrily.
+
+"But I heard," said Natasha. "Why does Mamma object?"
+
+"What business is it of yours?" cried the count.
+
+Natasha stepped up to the window and pondered.
+
+"Papa! Here's Berg coming to see us," said she, looking out of the
+window.
+
+
+
+
+CHAPTER XVI
+
+Berg, the Rostovs' son-in-law, was already a colonel wearing the orders
+of Vladimir and Anna, and he still filled the quiet and agreeable post
+of assistant to the head of the staff of the assistant commander of the
+first division of the Second Army.
+
+On the first of September he had come to Moscow from the army.
+
+He had nothing to do in Moscow, but he had noticed that everyone in the
+army was asking for leave to visit Moscow and had something to do there.
+So he considered it necessary to ask for leave of absence for family and
+domestic reasons.
+
+Berg drove up to his father-in-law's house in his spruce little trap
+with a pair of sleek roans, exactly like those of a certain prince. He
+looked attentively at the carts in the yard and while going up to the
+porch took out a clean pocket handkerchief and tied a knot in it.
+
+From the anteroom Berg ran with smooth though impatient steps into the
+drawing room, where he embraced the count, kissed the hands of Natasha
+and Sonya, and hastened to inquire after "Mamma's" health.
+
+"Health, at a time like this?" said the count. "Come, tell us the news!
+Is the army retreating or will there be another battle?"
+
+"God Almighty alone can decide the fate of our fatherland, Papa," said
+Berg. "The army is burning with a spirit of heroism and the leaders, so
+to say, have now assembled in council. No one knows what is coming. But
+in general I can tell you, Papa, that such a heroic spirit, the truly
+antique valor of the Russian army, which they--which it" (he corrected
+himself) "has shown or displayed in the battle of the twenty-sixth--
+there are no words worthy to do it justice! I tell you, Papa" (he smote
+himself on the breast as a general he had heard speaking had done, but
+Berg did it a trifle late for he should have struck his breast at the
+words "Russian army"), "I tell you frankly that we, the commanders, far
+from having to urge the men on or anything of that kind, could hardly
+restrain those... those... yes, those exploits of antique valor," he
+went on rapidly. "General Barclay de Tolly risked his life everywhere at
+the head of the troops, I can assure you. Our corps was stationed on a
+hillside. You can imagine!"
+
+And Berg related all that he remembered of the various tales he had
+heard those days. Natasha watched him with an intent gaze that confused
+him, as if she were trying to find in his face the answer to some
+question.
+
+"Altogether such heroism as was displayed by the Russian warriors cannot
+be imagined or adequately praised!" said Berg, glancing round at
+Natasha, and as if anxious to conciliate her, replying to her intent
+look with a smile. "'Russia is not in Moscow, she lives in the hearts of
+her sons!' Isn't it so, Papa?" said he.
+
+Just then the countess came in from the sitting room with a weary and
+dissatisfied expression. Berg hurriedly jumped up, kissed her hand,
+asked about her health, and, swaying his head from side to side to
+express sympathy, remained standing beside her.
+
+"Yes, Mamma, I tell you sincerely that these are hard and sad times for
+every Russian. But why are you so anxious? You have still time to get
+away...."
+
+"I can't think what the servants are about," said the countess, turning
+to her husband. "I have just been told that nothing is ready yet.
+Somebody after all must see to things. One misses Mitenka at such times.
+There won't be any end to it."
+
+The count was about to say something, but evidently restrained himself.
+He got up from his chair and went to the door.
+
+At that moment Berg drew out his handkerchief as if to blow his nose
+and, seeing the knot in it, pondered, shaking his head sadly and
+significantly.
+
+"And I have a great favor to ask of you, Papa," said he.
+
+"Hm..." said the count, and stopped.
+
+"I was driving past Yusupov's house just now," said Berg with a laugh,
+"when the steward, a man I know, ran out and asked me whether I wouldn't
+buy something. I went in out of curiosity, you know, and there is a
+small chiffonier and a dressing table. You know how dear Vera wanted a
+chiffonier like that and how we had a dispute about it." (At the mention
+of the chiffonier and dressing table Berg involuntarily changed his tone
+to one of pleasure at his admirable domestic arrangements.) "And it's
+such a beauty! It pulls out and has a secret English drawer, you know!
+And dear Vera has long wanted one. I wish to give her a surprise, you
+see. I saw so many of those peasant carts in your yard. Please let me
+have one, I will pay the man well, and..."
+
+The count frowned and coughed.
+
+"Ask the countess, I don't give orders."
+
+"If it's inconvenient, please don't," said Berg. "Only I so wanted it,
+for dear Vera's sake."
+
+"Oh, go to the devil, all of you! To the devil, the devil, the devil..."
+cried the old count. "My head's in a whirl!"
+
+And he left the room. The countess began to cry.
+
+"Yes, Mamma! Yes, these are very hard times!" said Berg.
+
+Natasha left the room with her father and, as if finding it difficult to
+reach some decision, first followed him and then ran downstairs.
+
+Petya was in the porch, engaged in giving out weapons to the servants
+who were to leave Moscow. The loaded carts were still standing in the
+yard. Two of them had been uncorded and a wounded officer was climbing
+into one of them helped by an orderly.
+
+"Do you know what it's about?" Petya asked Natasha.
+
+She understood that he meant what were their parents quarreling about.
+She did not answer.
+
+"It's because Papa wanted to give up all the carts to the wounded," said
+Petya. "Vasilich told me. I consider..."
+
+"I consider," Natasha suddenly almost shouted, turning her angry face to
+Petya, "I consider it so horrid, so abominable, so... I don't know what.
+Are we despicable Germans?"
+
+Her throat quivered with convulsive sobs and, afraid of weakening and
+letting the force of her anger run to waste, she turned and rushed
+headlong up the stairs.
+
+Berg was sitting beside the countess consoling her with the respectful
+attention of a relative. The count, pipe in hand, was pacing up and down
+the room, when Natasha, her face distorted by anger, burst in like a
+tempest and approached her mother with rapid steps.
+
+"It's horrid! It's abominable!" she screamed. "You can't possibly have
+ordered it!"
+
+Berg and the countess looked at her, perplexed and frightened. The count
+stood still at the window and listened.
+
+"Mamma, it's impossible: see what is going on in the yard!" she cried.
+"They will be left!..."
+
+"What's the matter with you? Who are 'they'? What do you want?"
+
+"Why, the wounded! It's impossible, Mamma. It's monstrous!... No, Mamma
+darling, it's not the thing. Please forgive me, darling.... Mamma, what
+does it matter what we take away? Only look what is going on in the
+yard... Mamma!... It's impossible!"
+
+The count stood by the window and listened without turning round.
+Suddenly he sniffed and put his face closer to the window.
+
+The countess glanced at her daughter, saw her face full of shame for her
+mother, saw her agitation, and understood why her husband did not turn
+to look at her now, and she glanced round quite disconcerted.
+
+"Oh, do as you like! Am I hindering anyone?" she said, not surrendering
+at once.
+
+"Mamma, darling, forgive me!"
+
+But the countess pushed her daughter away and went up to her husband.
+
+"My dear, you order what is right.... You know I don't understand about
+it," said she, dropping her eyes shamefacedly.
+
+"The eggs... the eggs are teaching the hen," muttered the count through
+tears of joy, and he embraced his wife who was glad to hide her look of
+shame on his breast.
+
+"Papa! Mamma! May I see to it? May I?..." asked Natasha. "We will still
+take all the most necessary things."
+
+The count nodded affirmatively, and Natasha, at the rapid pace at which
+she used to run when playing at tag, ran through the ballroom to the
+anteroom and downstairs into the yard.
+
+The servants gathered round Natasha, but could not believe the strange
+order she brought them until the count himself, in his wife's name,
+confirmed the order to give up all the carts to the wounded and take the
+trunks to the storerooms. When they understood that order the servants
+set to work at this new task with pleasure and zeal. It no longer seemed
+strange to them but on the contrary it seemed the only thing that could
+be done, just as a quarter of an hour before it had not seemed strange
+to anyone that the wounded should be left behind and the goods carted
+away but that had seemed the only thing to do.
+
+The whole household, as if to atone for not having done it sooner, set
+eagerly to work at the new task of placing the wounded in the carts. The
+wounded dragged themselves out of their rooms and stood with pale but
+happy faces round the carts. The news that carts were to be had spread
+to the neighboring houses, from which wounded men began to come into the
+Rostovs' yard. Many of the wounded asked them not to unload the carts
+but only to let them sit on the top of the things. But the work of
+unloading, once started, could not be arrested. It seemed not to matter
+whether all or only half the things were left behind. Cases full of
+china, bronzes, pictures, and mirrors that had been so carefully packed
+the night before now lay about the yard, and still they went on
+searching for and finding possibilities of unloading this or that and
+letting the wounded have another and yet another cart.
+
+"We can take four more men," said the steward. "They can have my trap,
+or else what is to become of them?"
+
+"Let them have my wardrobe cart," said the countess. "Dunyasha can go
+with me in the carriage."
+
+They unloaded the wardrobe cart and sent it to take wounded men from a
+house two doors off. The whole household, servants included, was bright
+and animated. Natasha was in a state of rapturous excitement such as she
+had not known for a long time.
+
+"What could we fasten this onto?" asked the servants, trying to fix a
+trunk on the narrow footboard behind a carriage. "We must keep at least
+one cart."
+
+"What's in it?" asked Natasha.
+
+"The count's books."
+
+"Leave it, Vasilich will put it away. It's not wanted."
+
+The phaeton was full of people and there was a doubt as to where Count
+Peter could sit.
+
+"On the box. You'll sit on the box, won't you, Petya?" cried Natasha.
+
+Sonya too was busy all this time, but the aim of her efforts was quite
+different from Natasha's. She was putting away the things that had to be
+left behind and making a list of them as the countess wished, and she
+tried to get as much taken away with them as possible.
+
+
+
+
+CHAPTER XVII
+
+Before two o'clock in the afternoon the Rostovs' four carriages, packed
+full and with the horses harnessed, stood at the front door. One by one
+the carts with the wounded had moved out of the yard.
+
+The caleche in which Prince Andrew was being taken attracted Sonya's
+attention as it passed the front porch. With the help of a maid she was
+arranging a seat for the countess in the huge high coach that stood at
+the entrance.
+
+"Whose caleche is that?" she inquired, leaning out of the carriage
+window.
+
+"Why, didn't you know, Miss?" replied the maid. "The wounded prince: he
+spent the night in our house and is going with us."
+
+"But who is it? What's his name?"
+
+"It's our intended that was--Prince Bolkonski himself! They say he is
+dying," replied the maid with a sigh.
+
+Sonya jumped out of the coach and ran to the countess. The countess,
+tired out and already dressed in shawl and bonnet for her journey, was
+pacing up and down the drawing room, waiting for the household to
+assemble for the usual silent prayer with closed doors before starting.
+Natasha was not in the room.
+
+"Mamma," said Sonya, "Prince Andrew is here, mortally wounded. He is
+going with us."
+
+The countess opened her eyes in dismay and, seizing Sonya's arm, glanced
+around.
+
+"Natasha?" she murmured.
+
+At that moment this news had only one significance for both of them.
+They knew their Natasha, and alarm as to what would happen if she heard
+this news stifled all sympathy for the man they both liked.
+
+"Natasha does not know yet, but he is going with us," said Sonya.
+
+"You say he is dying?"
+
+Sonya nodded.
+
+The countess put her arms around Sonya and began to cry.
+
+"The ways of God are past finding out!" she thought, feeling that the
+Almighty Hand, hitherto unseen, was becoming manifest in all that was
+now taking place.
+
+"Well, Mamma? Everything is ready. What's the matter?" asked Natasha, as
+with animated face she ran into the room.
+
+"Nothing," answered the countess. "If everything is ready let us start."
+
+And the countess bent over her reticule to hide her agitated face. Sonya
+embraced Natasha and kissed her.
+
+Natasha looked at her inquiringly.
+
+"What is it? What has happened?"
+
+"Nothing... No..."
+
+"Is it something very bad for me? What is it?" persisted Natasha with
+her quick intuition.
+
+Sonya sighed and made no reply. The count, Petya, Madame Schoss, Mavra
+Kuzminichna, and Vasilich came into the drawing room and, having closed
+the doors, they all sat down and remained for some moments silently
+seated without looking at one another.
+
+The count was the first to rise, and with a loud sigh crossed himself
+before the icon. All the others did the same. Then the count embraced
+Mavra Kuzminichna and Vasilich, who were to remain in Moscow, and while
+they caught at his hand and kissed his shoulder he patted their backs
+lightly with some vaguely affectionate and comforting words. The
+countess went into the oratory and there Sonya found her on her knees
+before the icons that had been left here and there hanging on the wall.
+(The most precious ones, with which some family tradition was connected,
+were being taken with them.)
+
+In the porch and in the yard the men whom Petya had armed with swords
+and daggers, with trousers tucked inside their high boots and with belts
+and girdles tightened, were taking leave of those remaining behind.
+
+As is always the case at a departure, much had been forgotten or put in
+the wrong place, and for a long time two menservants stood one on each
+side of the open door and the carriage steps waiting to help the
+countess in, while maids rushed with cushions and bundles from the house
+to the carriages, the caleche, the phaeton, and back again.
+
+"They always will forget everything!" said the countess. "Don't you know
+I can't sit like that?"
+
+And Dunyasha, with clenched teeth, without replying but with an
+aggrieved look on her face, hastily got into the coach to rearrange the
+seat.
+
+"Oh, those servants!" said the count, swaying his head.
+
+Efim, the old coachman, who was the only one the countess trusted to
+drive her, sat perched up high on the box and did not so much as glance
+round at what was going on behind him. From thirty years' experience he
+knew it would be some time yet before the order, "Be off, in God's
+name!" would be given him: and he knew that even when it was said he
+would be stopped once or twice more while they sent back to fetch
+something that had been forgotten, and even after that he would again be
+stopped and the countess herself would lean out of the window and beg
+him for the love of heaven to drive carefully down the hill. He knew all
+this and therefore waited calmly for what would happen, with more
+patience than the horses, especially the near one, the chestnut Falcon,
+who was pawing the ground and champing his bit. At last all were seated,
+the carriage steps were folded and pulled up, the door was shut,
+somebody was sent for a traveling case, and the countess leaned out and
+said what she had to say. Then Efim deliberately doffed his hat and
+began crossing himself. The postilion and all the other servants did the
+same. "Off, in God's name!" said Efim, putting on his hat. "Start!" The
+postilion started the horses, the off pole horse tugged at his collar,
+the high springs creaked, and the body of the coach swayed. The footman
+sprang onto the box of the moving coach which jolted as it passed out of
+the yard onto the uneven roadway; the other vehicles jolted in their
+turn, and the procession of carriages moved up the street. In the
+carriages, the caleche, and the phaeton, all crossed themselves as they
+passed the church opposite the house. Those who were to remain in Moscow
+walked on either side of the vehicles seeing the travelers off.
+
+Rarely had Natasha experienced so joyful a feeling as now, sitting in
+the carriage beside the countess and gazing at the slowly receding walls
+of forsaken, agitated Moscow. Occasionally she leaned out of the
+carriage window and looked back and then forward at the long train of
+wounded in front of them. Almost at the head of the line she could see
+the raised hood of Prince Andrew's caleche. She did not know who was in
+it, but each time she looked at the procession her eyes sought that
+caleche. She knew it was right in front.
+
+In Kudrino, from the Nikitski, Presnya, and Podnovinsk Streets came
+several other trains of vehicles similar to the Rostovs', and as they
+passed along the Sadovaya Street the carriages and carts formed two rows
+abreast.
+
+As they were going round the Sukharev water tower Natasha, who was
+inquisitively and alertly scrutinizing the people driving or walking
+past, suddenly cried out in joyful surprise:
+
+"Dear me! Mamma, Sonya, look, it's he!"
+
+"Who? Who?"
+
+"Look! Yes, on my word, it's Bezukhov!" said Natasha, putting her head
+out of the carriage and staring at a tall, stout man in a coachman's
+long coat, who from his manner of walking and moving was evidently a
+gentleman in disguise, and who was passing under the arch of the
+Sukharev tower accompanied by a small, sallow-faced, beardless old man
+in a frieze coat.
+
+"Yes, it really is Bezukhov in a coachman's coat, with a queer-looking
+old boy. Really," said Natasha, "look, look!"
+
+"No, it's not he. How can you talk such nonsense?"
+
+"Mamma," screamed Natasha, "I'll stake my head it's he! I assure you!
+Stop, stop!" she cried to the coachman.
+
+But the coachman could not stop, for from the Meshchanski Street came
+more carts and carriages, and the Rostovs were being shouted at to move
+on and not block the way.
+
+In fact, however, though now much farther off than before, the Rostovs
+all saw Pierre--or someone extraordinarily like him--in a coachman's
+coat, going down the street with head bent and a serious face beside a
+small, beardless old man who looked like a footman. That old man noticed
+a face thrust out of the carriage window gazing at them, and
+respectfully touching Pierre's elbow said something to him and pointed
+to the carriage. Pierre, evidently engrossed in thought, could not at
+first understand him. At length when he had understood and looked in the
+direction the old man indicated, he recognized Natasha, and following
+his first impulse stepped instantly and rapidly toward the coach. But
+having taken a dozen steps he seemed to remember something and stopped.
+
+Natasha's face, leaning out of the window, beamed with quizzical
+kindliness.
+
+"Peter Kirilovich, come here! We have recognized you! This is
+wonderful!" she cried, holding out her hand to him. "What are you doing?
+Why are you like this?"
+
+Pierre took her outstretched hand and kissed it awkwardly as he walked
+along beside her while the coach still moved on.
+
+"What is the matter, Count?" asked the countess in a surprised and
+commiserating tone.
+
+"What? What? Why? Don't ask me," said Pierre, and looked round at
+Natasha whose radiant, happy expression--of which he was conscious
+without looking at her--filled him with enchantment.
+
+"Are you remaining in Moscow, then?"
+
+Pierre hesitated.
+
+"In Moscow?" he said in a questioning tone. "Yes, in Moscow. Good-bye!"
+
+"Ah, if only I were a man! I'd certainly stay with you. How splendid!"
+said Natasha. "Mamma, if you'll let me, I'll stay!"
+
+Pierre glanced absently at Natasha and was about to say something, but
+the countess interrupted him.
+
+"You were at the battle, we heard."
+
+"Yes, I was," Pierre answered. "There will be another battle
+tomorrow..." he began, but Natasha interrupted him.
+
+"But what is the matter with you, Count? You are not like yourself...."
+
+"Oh, don't ask me, don't ask me! I don't know myself. Tomorrow... But
+no! Good-bye, good-by!" he muttered. "It's an awful time!" and dropping
+behind the carriage he stepped onto the pavement.
+
+Natasha continued to lean out of the window for a long time, beaming at
+him with her kindly, slightly quizzical, happy smile.
+
+
+
+
+CHAPTER XVIII
+
+For the last two days, ever since leaving home, Pierre had been living
+in the empty house of his deceased benefactor, Bazdeev. This is how it
+happened.
+
+When he woke up on the morning after his return to Moscow and his
+interview with Count Rostopchin, he could not for some time make out
+where he was and what was expected of him. When he was informed that
+among others awaiting him in his reception room there was a Frenchman
+who had brought a letter from his wife, the Countess Helene, he felt
+suddenly overcome by that sense of confusion and hopelessness to which
+he was apt to succumb. He felt that everything was now at an end, all
+was in confusion and crumbling to pieces, that nobody was right or
+wrong, the future held nothing, and there was no escape from this
+position. Smiling unnaturally and muttering to himself, he first sat
+down on the sofa in an attitude of despair, then rose, went to the door
+of the reception room and peeped through the crack, returned flourishing
+his arms, and took up a book. His major-domo came in a second time to
+say that the Frenchman who had brought the letter from the countess was
+very anxious to see him if only for a minute, and that someone from
+Bazdeev's widow had called to ask Pierre to take charge of her husband's
+books, as she herself was leaving for the country.
+
+"Oh, yes, in a minute; wait... or no! No, of course... go and say I will
+come directly," Pierre replied to the major-domo.
+
+But as soon as the man had left the room Pierre took up his hat which
+was lying on the table and went out of his study by the other door.
+There was no one in the passage. He went along the whole length of this
+passage to the stairs and, frowning and rubbing his forehead with both
+hands, went down as far as the first landing. The hall porter was
+standing at the front door. From the landing where Pierre stood there
+was a second staircase leading to the back entrance. He went down that
+staircase and out into the yard. No one had seen him. But there were
+some carriages waiting, and as soon as Pierre stepped out of the gate
+the coachmen and the yard porter noticed him and raised their caps to
+him. When he felt he was being looked at he behaved like an ostrich
+which hides its head in a bush in order not to be seen: he hung his head
+and quickening his pace went down the street.
+
+Of all the affairs awaiting Pierre that day the sorting of Joseph
+Bazdeev's books and papers appeared to him the most necessary.
+
+He hired the first cab he met and told the driver to go to the
+Patriarch's Ponds, where the widow Bazdeev's house was.
+
+Continually turning round to look at the rows of loaded carts that were
+making their way from all sides out of Moscow, and balancing his bulky
+body so as not to slip out of the ramshackle old vehicle, Pierre,
+experiencing the joyful feeling of a boy escaping from school, began to
+talk to his driver.
+
+The man told him that arms were being distributed today at the Kremlin
+and that tomorrow everyone would be sent out beyond the Three Hills
+gates and a great battle would be fought there.
+
+Having reached the Patriarch's Ponds Pierre found the Bazdeevs' house,
+where he had not been for a long time past. He went up to the gate.
+Gerasim, that sallow beardless old man Pierre had seen at Torzhok five
+years before with Joseph Bazdeev, came out in answer to his knock.
+
+"At home?" asked Pierre.
+
+"Owing to the present state of things Sophia Danilovna has gone to the
+Torzhok estate with the children, your excellency."
+
+"I will come in all the same, I have to look through the books," said
+Pierre.
+
+"Be so good as to step in. Makar Alexeevich, the brother of my late
+master--may the kingdom of heaven be his--has remained here, but he is
+in a weak state as you know," said the old servant.
+
+Pierre knew that Makar Alexeevich was Joseph Bazdeev's half-insane
+brother and a hard drinker.
+
+"Yes, yes, I know. Let us go in..." said Pierre and entered the house.
+
+A tall, bald-headed old man with a red nose, wearing a dressing gown and
+with galoshes on his bare feet, stood in the anteroom. On seeing Pierre
+he muttered something angrily and went away along the passage.
+
+"He was a very clever man but has now grown quite feeble, as your honor
+sees," said Gerasim. "Will you step into the study?" Pierre nodded. "As
+it was sealed up so it has remained, but Sophia Danilovna gave orders
+that if anyone should come from you they were to have the books."
+
+Pierre went into that gloomy study which he had entered with such
+trepidation in his benefactor's lifetime. The room, dusty and untouched
+since the death of Joseph Bazdeev was now even gloomier.
+
+Gerasim opened one of the shutters and left the room on tiptoe. Pierre
+went round the study, approached the cupboard in which the manuscripts
+were kept, and took out what had once been one of the most important,
+the holy of holies of the order. This was the authentic Scotch Acts with
+Bazdeev's notes and explanations. He sat down at the dusty writing
+table, and, having laid the manuscripts before him, opened them out,
+closed them, finally pushed them away, and resting his head on his hand
+sank into meditation.
+
+Gerasim looked cautiously into the study several times and saw Pierre
+always sitting in the same attitude.
+
+More than two hours passed and Gerasim took the liberty of making a
+slight noise at the door to attract his attention, but Pierre did not
+hear him.
+
+"Is the cabman to be discharged, your honor?"
+
+"Oh yes!" said Pierre, rousing himself and rising hurriedly. "Look
+here," he added, taking Gerasim by a button of his coat and looking down
+at the old man with moist, shining, and ecstatic eyes, "I say, do you
+know that there is going to be a battle tomorrow?"
+
+"We heard so," replied the man.
+
+"I beg you not to tell anyone who I am, and to do what I ask you."
+
+"Yes, your excellency," replied Gerasim. "Will you have something to
+eat?"
+
+"No, but I want something else. I want peasant clothes and a pistol,"
+said Pierre, unexpectedly blushing.
+
+"Yes, your excellency," said Gerasim after thinking for a moment.
+
+All the rest of that day Pierre spent alone in his benefactor's study,
+and Gerasim heard him pacing restlessly from one corner to another and
+talking to himself. And he spent the night on a bed made up for him
+there.
+
+Gerasim, being a servant who in his time had seen many strange things,
+accepted Pierre's taking up his residence in the house without surprise,
+and seemed pleased to have someone to wait on. That same evening--
+without even asking himself what they were wanted for--he procured a
+coachman's coat and cap for Pierre, and promised to get him the pistol
+next day. Makar Alexeevich came twice that evening shuffling along in
+his galoshes as far as the door and stopped and looked ingratiatingly at
+Pierre. But as soon as Pierre turned toward him he wrapped his dressing
+gown around him with a shamefaced and angry look and hurried away. It
+was when Pierre (wearing the coachman's coat which Gerasim had procured
+for him and had disinfected by steam) was on his way with the old man to
+buy the pistol at the Sukharev market that he met the Rostovs.
+
+
+
+
+CHAPTER XIX
+
+Kutuzov's order to retreat through Moscow to the Ryazan road was issued
+at night on the first of September.
+
+The first troops started at once, and during the night they marched
+slowly and steadily without hurry. At daybreak, however, those nearing
+the town at the Dorogomilov bridge saw ahead of them masses of soldiers
+crowding and hurrying across the bridge, ascending on the opposite side
+and blocking the streets and alleys, while endless masses of troops were
+bearing down on them from behind, and an unreasoning hurry and alarm
+overcame them. They all rushed forward to the bridge, onto it, and to
+the fords and the boats. Kutuzov himself had driven round by side
+streets to the other side of Moscow.
+
+By ten o'clock in the morning of the second of September, only the rear
+guard remained in the Dorogomilov suburb, where they had ample room. The
+main army was on the other side of Moscow or beyond it.
+
+At that very time, at ten in the morning of the second of September,
+Napoleon was standing among his troops on the Poklonny Hill looking at
+the panorama spread out before him. From the twenty-sixth of August to
+the second of September, that is from the battle of Borodino to the
+entry of the French into Moscow, during the whole of that agitating,
+memorable week, there had been the extraordinary autumn weather that
+always comes as a surprise, when the sun hangs low and gives more heat
+than in spring, when everything shines so brightly in the rare clear
+atmosphere that the eyes smart, when the lungs are strengthened and
+refreshed by inhaling the aromatic autumn air, when even the nights are
+warm, and when in those dark warm nights, golden stars startle and
+delight us continually by falling from the sky.
+
+At ten in the morning of the second of September this weather still
+held.
+
+The brightness of the morning was magical. Moscow seen from the Poklonny
+Hill lay spaciously spread out with her river, her gardens, and her
+churches, and she seemed to be living her usual life, her cupolas
+glittering like stars in the sunlight.
+
+The view of the strange city with its peculiar architecture, such as he
+had never seen before, filled Napoleon with the rather envious and
+uneasy curiosity men feel when they see an alien form of life that has
+no knowledge of them. This city was evidently living with the full force
+of its own life. By the indefinite signs which, even at a distance,
+distinguish a living body from a dead one, Napoleon from the Poklonny
+Hill perceived the throb of life in the town and felt, as it were, the
+breathing of that great and beautiful body.
+
+Every Russian looking at Moscow feels her to be a mother; every
+foreigner who sees her, even if ignorant of her significance as the
+mother city, must feel her feminine character, and Napoleon felt it.
+
+"Cette ville asiatique aux innombrables eglises, Moscou la sainte. La
+voila done enfin, cette fameuse ville! Il etait temps," * said he, and
+dismounting he ordered a plan of Moscow to be spread out before him, and
+summoned Lelorgne d'Ideville, the interpreter.
+
+
+* "That Asiatic city of the innumerable churches, holy Moscow! Here it
+is then at last, that famous city. It was high time."
+
+"A town captured by the enemy is like a maid who has lost her honor,"
+thought he (he had said so to Tuchkov at Smolensk). From that point of
+view he gazed at the Oriental beauty he had not seen before. It seemed
+strange to him that his long-felt wish, which had seemed unattainable,
+had at last been realized. In the clear morning light he gazed now at
+the city and now at the plan, considering its details, and the assurance
+of possessing it agitated and awed him.
+
+"But could it be otherwise?" he thought. "Here is this capital at my
+feet. Where is Alexander now, and of what is he thinking? A strange,
+beautiful, and majestic city; and a strange and majestic moment! In what
+light must I appear to them!" thought he, thinking of his troops. "Here
+she is, the reward for all those fainthearted men," he reflected,
+glancing at those near him and at the troops who were approaching and
+forming up. "One word from me, one movement of my hand, and that ancient
+capital of the Tsars would perish. But my clemency is always ready to
+descend upon the vanquished. I must be magnanimous and truly great. But
+no, it can't be true that I am in Moscow," he suddenly thought. "Yet
+here she is lying at my feet, with her golden domes and crosses
+scintillating and twinkling in the sunshine. But I shall spare her. On
+the ancient monuments of barbarism and despotism I will inscribe great
+words of justice and mercy.... It is just this which Alexander will feel
+most painfully, I know him." (It seemed to Napoleon that the chief
+import of what was taking place lay in the personal struggle between
+himself and Alexander.) "From the height of the Kremlin--yes, there is
+the Kremlin, yes--I will give them just laws; I will teach them the
+meaning of true civilization, I will make generations of boyars remember
+their conqueror with love. I will tell the deputation that I did not,
+and do not, desire war, that I have waged war only against the false
+policy of their court; that I love and respect Alexander and that in
+Moscow I will accept terms of peace worthy of myself and of my people. I
+do not wish to utilize the fortunes of war to humiliate an honored
+monarch. 'Boyars,' I will say to them, 'I do not desire war, I desire
+the peace and welfare of all my subjects.' However, I know their
+presence will inspire me, and I shall speak to them as I always do:
+clearly, impressively, and majestically. But can it be true that I am in
+Moscow? Yes, there she lies."
+
+"Qu'on m'amene les boyars," * said he to his suite.
+
+
+* "Bring the boyars to me."
+
+A general with a brilliant suite galloped off at once to fetch the
+boyars.
+
+Two hours passed. Napoleon had lunched and was again standing in the
+same place on the Poklonny Hill awaiting the deputation. His speech to
+the boyars had already taken definite shape in his imagination. That
+speech was full of dignity and greatness as Napoleon understood it.
+
+He was himself carried away by the tone of magnanimity he intended to
+adopt toward Moscow. In his imagination he appointed days for assemblies
+at the palace of the Tsars, at which Russian notables and his own would
+mingle. He mentally appointed a governor, one who would win the hearts
+of the people. Having learned that there were many charitable
+institutions in Moscow he mentally decided that he would shower favors
+on them all. He thought that, as in Africa he had to put on a burnoose
+and sit in a mosque, so in Moscow he must be beneficent like the Tsars.
+And in order finally to touch the hearts of the Russians--and being like
+all Frenchmen unable to imagine anything sentimental without a reference
+to ma chere, ma tendre, ma pauvre mere * --he decided that he would
+place an inscription on all these establishments in large letters: "This
+establishment is dedicated to my dear mother." Or no, it should be
+simply: Maison de ma Mere, *(2) he concluded. "But am I really in
+Moscow? Yes, here it lies before me, but why is the deputation from the
+city so long in appearing?" he wondered.
+
+
+* "My dear, my tender, my poor mother."
+
+* (2) "House of my Mother."
+
+Meanwhile an agitated consultation was being carried on in whispers
+among his generals and marshals at the rear of his suite. Those sent to
+fetch the deputation had returned with the news that Moscow was empty,
+that everyone had left it. The faces of those who were not conferring
+together were pale and perturbed. They were not alarmed by the fact that
+Moscow had been abandoned by its inhabitants (grave as that fact
+seemed), but by the question how to tell the Emperor--without putting
+him in the terrible position of appearing ridiculous--that he had been
+awaiting the boyars so long in vain: that there were drunken mobs left
+in Moscow but no one else. Some said that a deputation of some sort must
+be scraped together, others disputed that opinion and maintained that
+the Emperor should first be carefully and skillfully prepared, and then
+told the truth.
+
+"He will have to be told, all the same," said some gentlemen of the
+suite. "But, gentlemen..."
+
+The position was the more awkward because the Emperor, meditating upon
+his magnanimous plans, was pacing patiently up and down before the
+outspread map, occasionally glancing along the road to Moscow from under
+his lifted hand with a bright and proud smile.
+
+"But it's impossible..." declared the gentlemen of the suite, shrugging
+their shoulders but not venturing to utter the implied word--le
+ridicule...
+
+At last the Emperor, tired of futile expectation, his actor's instinct
+suggesting to him that the sublime moment having been too long drawn out
+was beginning to lose its sublimity, gave a sign with his hand. A single
+report of a signaling gun followed, and the troops, who were already
+spread out on different sides of Moscow, moved into the city through
+Tver, Kaluga, and Dorogomilov gates. Faster and faster, vying with one
+another, they moved at the double or at a trot, vanishing amid the
+clouds of dust they raised and making the air ring with a deafening roar
+of mingling shouts.
+
+Drawn on by the movement of his troops Napoleon rode with them as far as
+the Dorogomilov gate, but there again stopped and, dismounting from his
+horse, paced for a long time by the Kammer-Kollezski rampart, awaiting
+the deputation.
+
+
+
+
+CHAPTER XX
+
+Meanwhile Moscow was empty. There were still people in it, perhaps a
+fiftieth part of its former inhabitants had remained, but it was empty.
+It was empty in the sense that a dying queenless hive is empty.
+
+In a queenless hive no life is left though to a superficial glance it
+seems as much alive as other hives.
+
+The bees circle round a queenless hive in the hot beams of the midday
+sun as gaily as around the living hives; from a distance it smells of
+honey like the others, and bees fly in and out in the same way. But one
+has only to observe that hive to realize that there is no longer any
+life in it. The bees do not fly in the same way, the smell and the sound
+that meet the beekeeper are not the same. To the beekeeper's tap on the
+wall of the sick hive, instead of the former instant unanimous humming
+of tens of thousands of bees with their abdomens threateningly
+compressed, and producing by the rapid vibration of their wings an
+aerial living sound, the only reply is a disconnected buzzing from
+different parts of the deserted hive. From the alighting board, instead
+of the former spirituous fragrant smell of honey and venom, and the warm
+whiffs of crowded life, comes an odor of emptiness and decay mingling
+with the smell of honey. There are no longer sentinels sounding the
+alarm with their abdomens raised, and ready to die in defense of the
+hive. There is no longer the measured quiet sound of throbbing activity,
+like the sound of boiling water, but diverse discordant sounds of
+disorder. In and out of the hive long black robber bees smeared with
+honey fly timidly and shiftily. They do not sting, but crawl away from
+danger. Formerly only bees laden with honey flew into the hive, and they
+flew out empty; now they fly out laden. The beekeeper opens the lower
+part of the hive and peers in. Instead of black, glossy bees--tamed by
+toil, clinging to one another's legs and drawing out the wax, with a
+ceaseless hum of labor--that used to hang in long clusters down to the
+floor of the hive, drowsy shriveled bees crawl about separately in
+various directions on the floor and walls of the hive. Instead of a
+neatly glued floor, swept by the bees with the fanning of their wings,
+there is a floor littered with bits of wax, excrement, dying bees
+scarcely moving their legs, and dead ones that have not been cleared
+away.
+
+The beekeeper opens the upper part of the hive and examines the super.
+Instead of serried rows of bees sealing up every gap in the combs and
+keeping the brood warm, he sees the skillful complex structures of the
+combs, but no longer in their former state of purity. All is neglected
+and foul. Black robber bees are swiftly and stealthily prowling about
+the combs, and the short home bees, shriveled and listless as if they
+were old, creep slowly about without trying to hinder the robbers,
+having lost all motive and all sense of life. Drones, bumblebees, wasps,
+and butterflies knock awkwardly against the walls of the hive in their
+flight. Here and there among the cells containing dead brood and honey
+an angry buzzing can sometimes be heard. Here and there a couple of
+bees, by force of habit and custom cleaning out the brood cells, with
+efforts beyond their strength laboriously drag away a dead bee or
+bumblebee without knowing why they do it. In another corner two old bees
+are languidly fighting, or cleaning themselves, or feeding one another,
+without themselves knowing whether they do it with friendly or hostile
+intent. In a third place a crowd of bees, crushing one another, attack
+some victim and fight and smother it, and the victim, enfeebled or
+killed, drops from above slowly and lightly as a feather, among the heap
+of corpses. The keeper opens the two center partitions to examine the
+brood cells. In place of the former close dark circles formed by
+thousands of bees sitting back to back and guarding the high mystery of
+generation, he sees hundreds of dull, listless, and sleepy shells of
+bees. They have almost all died unawares, sitting in the sanctuary they
+had guarded and which is now no more. They reek of decay and death. Only
+a few of them still move, rise, and feebly fly to settle on the enemy's
+hand, lacking the spirit to die stinging him; the rest are dead and fall
+as lightly as fish scales. The beekeeper closes the hive, chalks a mark
+on it, and when he has time tears out its contents and burns it clean.
+
+So in the same way Moscow was empty when Napoleon, weary, uneasy, and
+morose, paced up and down in front of the Kammer-Kollezski rampart,
+awaiting what to his mind was a necessary, if but formal, observance of
+the proprieties--a deputation.
+
+In various corners of Moscow there still remained a few people aimlessly
+moving about, following their old habits and hardly aware of what they
+were doing.
+
+When with due circumspection Napoleon was informed that Moscow was
+empty, he looked angrily at his informant, turned away, and silently
+continued to walk to and fro.
+
+"My carriage!" he said.
+
+He took his seat beside the aide-de-camp on duty and drove into the
+suburb. "Moscow deserted!" he said to himself. "What an incredible
+event!"
+
+He did not drive into the town, but put up at an inn in the Dorogomilov
+suburb.
+
+The coup de theatre had not come off.
+
+
+
+
+CHAPTER XXI
+
+The Russian troops were passing through Moscow from two o'clock at night
+till two in the afternoon and bore away with them the wounded and the
+last of the inhabitants who were leaving.
+
+The greatest crush during the movement of the troops took place at the
+Stone, Moskva, and Yauza bridges.
+
+While the troops, dividing into two parts when passing around the
+Kremlin, were thronging the Moskva and the Stone bridges, a great many
+soldiers, taking advantage of the stoppage and congestion, turned back
+from the bridges and slipped stealthily and silently past the church of
+Vasili the Beatified and under the Borovitski gate, back up the hill to
+the Red Square where some instinct told them they could easily take
+things not belonging to them. Crowds of the kind seen at cheap sales
+filled all the passages and alleys of the Bazaar. But there were no
+dealers with voices of ingratiating affability inviting customers to
+enter; there were no hawkers, nor the usual motley crowd of female
+purchasers--but only soldiers, in uniforms and overcoats though without
+muskets, entering the Bazaar empty-handed and silently making their way
+out through its passages with bundles. Tradesmen and their assistants
+(of whom there were but few) moved about among the soldiers quite
+bewildered. They unlocked their shops and locked them up again, and
+themselves carried goods away with the help of their assistants. On the
+square in front of the Bazaar were drummers beating the muster call. But
+the roll of the drums did not make the looting soldiers run in the
+direction of the drum as formerly, but made them, on the contrary, run
+farther away. Among the soldiers in the shops and passages some men were
+to be seen in gray coats, with closely shaven heads. Two officers, one
+with a scarf over his uniform and mounted on a lean, dark-gray horse,
+the other in an overcoat and on foot, stood at the corner of Ilyinka
+Street, talking. A third officer galloped up to them.
+
+"The general orders them all to be driven out at once, without fail.
+This is outrageous! Half the men have dispersed."
+
+"Where are you off to?... Where?..." he shouted to three infantrymen
+without muskets who, holding up the skirts of their overcoats, were
+slipping past him into the Bazaar passage. "Stop, you rascals!"
+
+"But how are you going to stop them?" replied another officer. "There is
+no getting them together. The army should push on before the rest bolt,
+that's all!"
+
+"How can one push on? They are stuck there, wedged on the bridge, and
+don't move. Shouldn't we put a cordon round to prevent the rest from
+running away?"
+
+"Come, go in there and drive them out!" shouted the senior officer.
+
+The officer in the scarf dismounted, called up a drummer, and went with
+him into the arcade. Some soldiers started running away in a group. A
+shopkeeper with red pimples on his cheeks near the nose, and a calm,
+persistent, calculating expression on his plump face, hurriedly and
+ostentatiously approached the officer, swinging his arms.
+
+"Your honor!" said he. "Be so good as to protect us! We won't grudge
+trifles, you are welcome to anything--we shall be delighted! Pray!...
+I'll fetch a piece of cloth at once for such an honorable gentleman, or
+even two pieces with pleasure. For we feel how it is; but what's all
+this--sheer robbery! If you please, could not guards be placed if only
+to let us close the shop...."
+
+Several shopkeepers crowded round the officer.
+
+"Eh, what twaddle!" said one of them, a thin, stern-looking man. "When
+one's head is gone one doesn't weep for one's hair! Take what any of you
+like!" And flourishing his arm energetically he turned sideways to the
+officer.
+
+"It's all very well for you, Ivan Sidorych, to talk," said the first
+tradesman angrily. "Please step inside, your honor!"
+
+"Talk indeed!" cried the thin one. "In my three shops here I have a
+hundred thousand rubles' worth of goods. Can they be saved when the army
+has gone? Eh, what people! 'Against God's might our hands can't fight.'"
+
+"Come inside, your honor!" repeated the tradesman, bowing.
+
+The officer stood perplexed and his face showed indecision.
+
+"It's not my business!" he exclaimed, and strode on quickly down one of
+the passages.
+
+From one open shop came the sound of blows and vituperation, and just as
+the officer came up to it a man in a gray coat with a shaven head was
+flung out violently.
+
+This man, bent double, rushed past the tradesman and the officer. The
+officer pounced on the soldiers who were in the shops, but at that
+moment fearful screams reached them from the huge crowd on the Moskva
+bridge and the officer ran out into the square.
+
+"What is it? What is it?" he asked, but his comrade was already
+galloping off past Vasili the Beatified in the direction from which the
+screams came.
+
+The officer mounted his horse and rode after him. When he reached the
+bridge he saw two unlimbered guns, the infantry crossing the bridge,
+several overturned carts, and frightened and laughing faces among the
+troops. Beside the cannon a cart was standing to which two horses were
+harnessed. Four borzois with collars were pressing close to the wheels.
+The cart was loaded high, and at the very top, beside a child's chair
+with its legs in the air, sat a peasant woman uttering piercing and
+desperate shrieks. He was told by his fellow officers that the screams
+of the crowd and the shrieks of the woman were due to the fact that
+General Ermolov, coming up to the crowd and learning that soldiers were
+dispersing among the shops while crowds of civilians blocked the bridge,
+had ordered two guns to be unlimbered and made a show of firing at the
+bridge. The crowd, crushing one another, upsetting carts, and shouting
+and squeezing desperately, had cleared off the bridge and the troops
+were now moving forward.
+
+
+
+
+CHAPTER XXII
+
+Meanwhile, the city itself was deserted. There was hardly anyone in the
+streets. The gates and shops were all closed, only here and there round
+the taverns solitary shouts or drunken songs could be heard. Nobody
+drove through the streets and footsteps were rarely heard. The
+Povarskaya was quite still and deserted. The huge courtyard of the
+Rostovs' house was littered with wisps of hay and with dung from the
+horses, and not a soul was to be seen there. In the great drawing room
+of the house, which had been left with all it contained, were two
+people. They were the yard porter Ignat, and the page boy Mishka,
+Vasilich's grandson who had stayed in Moscow with his grandfather.
+Mishka had opened the clavichord and was strumming on it with one
+finger. The yard porter, his arms akimbo, stood smiling with
+satisfaction before the large mirror.
+
+"Isn't it fine, eh, Uncle Ignat?" said the boy, suddenly beginning to
+strike the keyboard with both hands.
+
+"Only fancy!" answered Ignat, surprised at the broadening grin on his
+face in the mirror.
+
+"Impudence! Impudence!" they heard behind them the voice of Mavra
+Kuzminichna who had entered silently. "How he's grinning, the fat mug!
+Is that what you're here for? Nothing's cleared away down there and
+Vasilich is worn out. Just you wait a bit!"
+
+Ignat left off smiling, adjusted his belt, and went out of the room with
+meekly downcast eyes.
+
+"Aunt, I did it gently," said the boy.
+
+"I'll give you something gently, you monkey you!" cried Mavra
+Kuzminichna, raising her arm threateningly. "Go and get the samovar to
+boil for your grandfather."
+
+Mavra Kuzminichna flicked the dust off the clavichord and closed it, and
+with a deep sigh left the drawing room and locked its main door.
+
+Going out into the yard she paused to consider where she should go next-
+-to drink tea in the servants' wing with Vasilich, or into the storeroom
+to put away what still lay about.
+
+She heard the sound of quick footsteps in the quiet street. Someone
+stopped at the gate, and the latch rattled as someone tried to open it.
+Mavra Kuzminichna went to the gate.
+
+"Who do you want?"
+
+"The count--Count Ilya Andreevich Rostov."
+
+"And who are you?"
+
+"An officer, I have to see him," came the reply in a pleasant, well-bred
+Russian voice.
+
+Mavra Kuzminichna opened the gate and an officer of eighteen, with the
+round face of a Rostov, entered the yard.
+
+"They have gone away, sir. Went away yesterday at vespertime," said
+Mavra Kuzminichna cordially.
+
+The young officer standing in the gateway, as if hesitating whether to
+enter or not, clicked his tongue.
+
+"Ah, how annoying!" he muttered. "I should have come yesterday.... Ah,
+what a pity."
+
+Meanwhile, Mavra Kuzminichna was attentively and sympathetically
+examining the familiar Rostov features of the young man's face, his
+tattered coat and trodden-down boots.
+
+"What did you want to see the count for?" she asked.
+
+"Oh well... it can't be helped!" said he in a tone of vexation and
+placed his hand on the gate as if to leave.
+
+He again paused in indecision.
+
+"You see," he suddenly said, "I am a kinsman of the count's and he has
+been very kind to me. As you see" (he glanced with an amused air and
+good-natured smile at his coat and boots) "my things are worn out and I
+have no money, so I was going to ask the count..."
+
+Mavra Kuzminichna did not let him finish.
+
+"Just wait a minute, sir. One little moment," said she.
+
+And as soon as the officer let go of the gate handle she turned and,
+hurrying away on her old legs, went through the back yard to the
+servants' quarters.
+
+While Mavra Kuzminichna was running to her room the officer walked about
+the yard gazing at his worn-out boots with lowered head and a faint
+smile on his lips. "What a pity I've missed Uncle! What a nice old
+woman! Where has she run off to? And how am I to find the nearest way to
+overtake my regiment, which must by now be getting near the Rogozhski
+gate?" thought he. Just then Mavra Kuzminichna appeared from behind the
+corner of the house with a frightened yet resolute look, carrying a
+rolled-up check kerchief in her hand. While still a few steps from the
+officer she unfolded the kerchief and took out of it a white twenty-
+five-ruble assignat and hastily handed it to him.
+
+"If his excellency had been at home, as a kinsman he would of course...
+but as it is..."
+
+Mavra Kuzminichna grew abashed and confused. The officer did not
+decline, but took the note quietly and thanked her.
+
+"If the count had been at home..." Mavra Kuzminichna went on
+apologetically. "Christ be with you, sir! May God preserve you!" said
+she, bowing as she saw him out.
+
+Swaying his head and smiling as if amused at himself, the officer ran
+almost at a trot through the deserted streets toward the Yauza bridge to
+overtake his regiment.
+
+But Mavra Kuzminichna stood at the closed gate for some time with moist
+eyes, pensively swaying her head and feeling an unexpected flow of
+motherly tenderness and pity for the unknown young officer.
+
+
+
+
+CHAPTER XXIII
+
+From an unfinished house on the Varvarka, the ground floor of which was
+a dramshop, came drunken shouts and songs. On benches round the tables
+in a dirty little room sat some ten factory hands. Tipsy and perspiring,
+with dim eyes and wide-open mouths, they were all laboriously singing
+some song or other. They were singing discordantly, arduously, and with
+great effort, evidently not because they wished to sing, but because
+they wanted to show they were drunk and on a spree. One, a tall, fair-
+haired lad in a clean blue coat, was standing over the others. His face
+with its fine straight nose would have been handsome had it not been for
+his thin, compressed, twitching lips and dull, gloomy, fixed eyes.
+Evidently possessed by some idea, he stood over those who were singing,
+and solemnly and jerkily flourished above their heads his white arm with
+the sleeve turned up to the elbow, trying unnaturally to spread out his
+dirty fingers. The sleeve of his coat kept slipping down and he always
+carefully rolled it up again with his left hand, as if it were most
+important that the sinewy white arm he was flourishing should be bare.
+In the midst of the song cries were heard, and fighting and blows in the
+passage and porch. The tall lad waved his arm.
+
+"Stop it!" he exclaimed peremptorily. "There's a fight, lads!" And,
+still rolling up his sleeve, he went out to the porch.
+
+The factory hands followed him. These men, who under the leadership of
+the tall lad were drinking in the dramshop that morning, had brought the
+publican some skins from the factory and for this had had drink served
+them. The blacksmiths from a neighboring smithy, hearing the sounds of
+revelry in the tavern and supposing it to have been broken into, wished
+to force their way in too and a fight in the porch had resulted.
+
+The publican was fighting one of the smiths at the door, and when the
+workmen came out the smith, wrenching himself free from the tavern
+keeper, fell face downward on the pavement.
+
+Another smith tried to enter the doorway, pressing against the publican
+with his chest.
+
+The lad with the turned-up sleeve gave the smith a blow in the face and
+cried wildly: "They're fighting us, lads!"
+
+At that moment the first smith got up and, scratching his bruised face
+to make it bleed, shouted in a tearful voice: "Police! Murder!...
+They've killed a man, lads!"
+
+"Oh, gracious me, a man beaten to death--killed!..." screamed a woman
+coming out of a gate close by.
+
+A crowd gathered round the bloodstained smith.
+
+"Haven't you robbed people enough--taking their last shirts?" said a
+voice addressing the publican. "What have you killed a man for, you
+thief?"
+
+The tall lad, standing in the porch, turned his bleared eyes from the
+publican to the smith and back again as if considering whom he ought to
+fight now.
+
+"Murderer!" he shouted suddenly to the publican. "Bind him, lads!"
+
+"I daresay you would like to bind me!" shouted the publican, pushing
+away the men advancing on him, and snatching his cap from his head he
+flung it on the ground.
+
+As if this action had some mysterious and menacing significance, the
+workmen surrounding the publican paused in indecision.
+
+"I know the law very well, mates! I'll take the matter to the captain of
+police. You think I won't get to him? Robbery is not permitted to
+anybody now a days!" shouted the publican, picking up his cap.
+
+"Come along then! Come along then!" the publican and the tall young
+fellow repeated one after the other, and they moved up the street
+together.
+
+The bloodstained smith went beside them. The factory hands and others
+followed behind, talking and shouting.
+
+At the corner of the Moroseyka, opposite a large house with closed
+shutters and bearing a bootmaker's signboard, stood a score of thin,
+worn-out, gloomy-faced bootmakers, wearing overalls and long tattered
+coats.
+
+"He should pay folks off properly," a thin workingman, with frowning
+brows and a straggly beard, was saying.
+
+"But he's sucked our blood and now he thinks he's quit of us. He's been
+misleading us all the week and now that he's brought us to this pass
+he's made off."
+
+On seeing the crowd and the bloodstained man the workman ceased
+speaking, and with eager curiosity all the bootmakers joined the moving
+crowd.
+
+"Where are all the folks going?"
+
+"Why, to the police, of course!"
+
+"I say, is it true that we have been beaten?" "And what did you think?
+Look what folks are saying."
+
+Questions and answers were heard. The publican, taking advantage of the
+increased crowd, dropped behind and returned to his tavern.
+
+The tall youth, not noticing the disappearance of his foe, waved his
+bare arm and went on talking incessantly, attracting general attention
+to himself. It was around him that the people chiefly crowded, expecting
+answers from him to the questions that occupied all their minds.
+
+"He must keep order, keep the law, that's what the government is there
+for. Am I not right, good Christians?" said the tall youth, with a
+scarcely perceptible smile. "He thinks there's no government! How can
+one do without government? Or else there would be plenty who'd rob us."
+
+"Why talk nonsense?" rejoined voices in the crowd. "Will they give up
+Moscow like this? They told you that for fun, and you believed it!
+Aren't there plenty of troops on the march? Let him in, indeed! That's
+what the government is for. You'd better listen to what people are
+saying," said some of the mob pointing to the tall youth.
+
+By the wall of China-Town a smaller group of people were gathered round
+a man in a frieze coat who held a paper in his hand.
+
+"An ukase, they are reading an ukase! Reading an ukase!" cried voices in
+the crowd, and the people rushed toward the reader.
+
+The man in the frieze coat was reading the broadsheet of August 31. When
+the crowd collected round him he seemed confused, but at the demand of
+the tall lad who had pushed his way up to him, he began in a rather
+tremulous voice to read the sheet from the beginning.
+
+"Early tomorrow I shall go to his Serene Highness," he read ("Sirin
+Highness," said the tall fellow with a triumphant smile on his lips and
+a frown on his brow), "to consult with him to act, and to aid the army
+to exterminate these scoundrels. We too will take part..." the reader
+went on, and then paused ("Do you see," shouted the youth victoriously,
+"he's going to clear up the whole affair for you...."), "in destroying
+them, and will send these visitors to the devil. I will come back to
+dinner, and we'll set to work. We will do, completely do, and undo these
+scoundrels."
+
+The last words were read out in the midst of complete silence. The tall
+lad hung his head gloomily. It was evident that no one had understood
+the last part. In particular, the words "I will come back to dinner,"
+evidently displeased both reader and audience. The people's minds were
+tuned to a high pitch and this was too simple and needlessly
+comprehensible--it was what any one of them might have said and
+therefore was what an ukase emanating from the highest authority should
+not say.
+
+They all stood despondent and silent. The tall youth moved his lips and
+swayed from side to side.
+
+"We should ask him... that's he himself?"... "Yes, ask him indeed!...
+Why not? He'll explain"... voices in the rear of the crowd were suddenly
+heard saying, and the general attention turned to the police
+superintendent's trap which drove into the square attended by two
+mounted dragoons.
+
+The superintendent of police, who had gone that morning by Count
+Rostopchin's orders to burn the barges and had in connection with that
+matter acquired a large sum of money which was at that moment in his
+pocket, on seeing a crowd bearing down upon him told his coachman to
+stop.
+
+"What people are these?" he shouted to the men, who were moving singly
+and timidly in the direction of his trap.
+
+"What people are these?" he shouted again, receiving no answer.
+
+"Your honor..." replied the shopman in the frieze coat, "your honor, in
+accord with the proclamation of his highest excellency the count, they
+desire to serve, not sparing their lives, and it is not any kind of
+riot, but as his highest excellence said..."
+
+"The count has not left, he is here, and an order will be issued
+concerning you," said the superintendent of police. "Go on!" he ordered
+his coachman.
+
+The crowd halted, pressing around those who had heard what the
+superintendent had said, and looking at the departing trap.
+
+The superintendent of police turned round at that moment with a scared
+look, said something to his coachman, and his horses increased their
+speed.
+
+"It's a fraud, lads! Lead the way to him, himself!" shouted the tall
+youth. "Don't let him go, lads! Let him answer us! Keep him!" shouted
+different people and the people dashed in pursuit of the trap.
+
+Following the superintendent of police and talking loudly the crowd went
+in the direction of the Lubyanka Street.
+
+"There now, the gentry and merchants have gone away and left us to
+perish. Do they think we're dogs?" voices in the crowd were heard saying
+more and more frequently.
+
+
+
+
+CHAPTER XXIV
+
+On the evening of the first of September, after his interview with
+Kutuzov, Count Rostopchin had returned to Moscow mortified and offended
+because he had not been invited to attend the council of war, and
+because Kutuzov had paid no attention to his offer to take part in the
+defense of the city; amazed also at the novel outlook revealed to him at
+the camp, which treated the tranquillity of the capital and its
+patriotic fervor as not merely secondary but quite irrelevant and
+unimportant matters. Distressed, offended, and surprised by all this,
+Rostopchin had returned to Moscow. After supper he lay down on a sofa
+without undressing, and was awakened soon after midnight by a courier
+bringing him a letter from Kutuzov. This letter requested the count to
+send police officers to guide the troops through the town, as the army
+was retreating to the Ryazan road beyond Moscow. This was not news to
+Rostopchin. He had known that Moscow would be abandoned not merely since
+his interview the previous day with Kutuzov on the Poklonny Hill but
+ever since the battle of Borodino, for all the generals who came to
+Moscow after that battle had said unanimously that it was impossible to
+fight another battle, and since then the government property had been
+removed every night, and half the inhabitants had left the city with
+Rostopchin's own permission. Yet all the same this information
+astonished and irritated the count, coming as it did in the form of a
+simple note with an order from Kutuzov, and received at night, breaking
+in on his beauty sleep.
+
+When later on in his memoirs Count Rostopchin explained his actions at
+this time, he repeatedly says that he was then actuated by two important
+considerations: to maintain tranquillity in Moscow and expedite the
+departure of the inhabitants. If one accepts this twofold aim all
+Rostopchin's actions appear irreproachable. "Why were the holy relics,
+the arms, ammunition, gunpowder, and stores of corn not removed? Why
+were thousands of inhabitants deceived into believing that Moscow would
+not be given up--and thereby ruined?" "To preserve the tranquillity of
+the city," explains Count Rostopchin. "Why were bundles of useless
+papers from the government offices, and Leppich's balloon and other
+articles removed?" "To leave the town empty," explains Count Rostopchin.
+One need only admit that public tranquillity is in danger and any action
+finds a justification.
+
+All the horrors of the reign of terror were based only on solicitude for
+public tranquillity.
+
+On what, then, was Count Rostopchin's fear for the tranquillity of
+Moscow based in 1812? What reason was there for assuming any probability
+of an uprising in the city? The inhabitants were leaving it and the
+retreating troops were filling it. Why should that cause the masses to
+riot?
+
+Neither in Moscow nor anywhere in Russia did anything resembling an
+insurrection ever occur when the enemy entered a town. More than ten
+thousand people were still in Moscow on the first and second of
+September, and except for a mob in the governor's courtyard, assembled
+there at his bidding, nothing happened. It is obvious that there would
+have been even less reason to expect a disturbance among the people if
+after the battle of Borodino, when the surrender of Moscow became
+certain or at least probable, Rostopchin instead of exciting the people
+by distributing arms and broadsheets had taken steps to remove all the
+holy relics, the gunpowder, munitions, and money, and had told the
+population plainly that the town would be abandoned.
+
+Rostopchin, though he had patriotic sentiments, was a sanguine and
+impulsive man who had always moved in the highest administrative circles
+and had no understanding at all of the people he supposed himself to be
+guiding. Ever since the enemy's entry into Smolensk he had in
+imagination been playing the role of director of the popular feeling of
+"the heart of Russia." Not only did it seem to him (as to all
+administrators) that he controlled the external actions of Moscow's
+inhabitants, but he also thought he controlled their mental attitude by
+means of his broadsheets and posters, written in a coarse tone which the
+people despise in their own class and do not understand from those in
+authority. Rostopchin was so pleased with the fine role of leader of
+popular feeling, and had grown so used to it, that the necessity of
+relinquishing that role and abandoning Moscow without any heroic display
+took him unawares and he suddenly felt the ground slip away from under
+his feet, so that he positively did not know what to do. Though he knew
+it was coming, he did not till the last moment wholeheartedly believe
+that Moscow would be abandoned, and did not prepare for it. The
+inhabitants left against his wishes. If the government offices were
+removed, this was only done on the demand of officials to whom the count
+yielded reluctantly. He was absorbed in the role he had created for
+himself. As is often the case with those gifted with an ardent
+imagination, though he had long known that Moscow would be abandoned he
+knew it only with his intellect, he did not believe it in his heart and
+did not adapt himself mentally to this new position of affairs.
+
+All his painstaking and energetic activity (in how far it was useful and
+had any effect on the people is another question) had been simply
+directed toward arousing in the masses his own feeling of patriotic
+hatred of the French.
+
+But when events assumed their true historical character, when expressing
+hatred for the French in words proved insufficient, when it was not even
+possible to express that hatred by fighting a battle, when self-
+confidence was of no avail in relation to the one question before
+Moscow, when the whole population streamed out of Moscow as one man,
+abandoning their belongings and proving by that negative action all the
+depth of their national feeling, then the role chosen by Rostopchin
+suddenly appeared senseless. He unexpectedly felt himself ridiculous,
+weak, and alone, with no ground to stand on.
+
+When, awakened from his sleep, he received that cold, peremptory note
+from Kutuzov, he felt the more irritated the more he felt himself to
+blame. All that he had been specially put in charge of, the state
+property which he should have removed, was still in Moscow and it was no
+longer possible to take the whole of it away.
+
+"Who is to blame for it? Who has let things come to such a pass?" he
+ruminated. "Not I, of course. I had everything ready. I had Moscow
+firmly in hand. And this is what they have let it come to! Villains!
+Traitors!" he thought, without clearly defining who the villains and
+traitors were, but feeling it necessary to hate those traitors whoever
+they might be who were to blame for the false and ridiculous position in
+which he found himself.
+
+All that night Count Rostopchin issued orders, for which people came to
+him from all parts of Moscow. Those about him had never seen the count
+so morose and irritable.
+
+"Your excellency, the Director of the Registrar's Department has sent
+for instructions... From the Consistory, from the Senate, from the
+University, from the Foundling Hospital, the Suffragan has sent...
+asking for information.... What are your orders about the Fire Brigade?
+From the governor of the prison... from the superintendent of the
+lunatic asylum..." All night long such announcements were continually
+being received by the count.
+
+To all these inquiries he gave brief and angry replies indicating that
+orders from him were not now needed, that the whole affair, carefully
+prepared by him, had now been ruined by somebody, and that that somebody
+would have to bear the whole responsibility for all that might happen.
+
+"Oh, tell that blockhead," he said in reply to the question from the
+Registrar's Department, "that he should remain to guard his documents.
+Now why are you asking silly questions about the Fire Brigade? They have
+horses, let them be off to Vladimir, and not leave them to the French."
+
+"Your excellency, the superintendent of the lunatic asylum has come:
+what are your commands?"
+
+"My commands? Let them go away, that's all.... And let the lunatics out
+into the town. When lunatics command our armies God evidently means
+these other madmen to be free."
+
+In reply to an inquiry about the convicts in the prison, Count
+Rostopchin shouted angrily at the governor:
+
+"Do you expect me to give you two battalions--which we have not got--for
+a convoy? Release them, that's all about it!"
+
+"Your excellency, there are some political prisoners, Meshkov,
+Vereshchagin..."
+
+"Vereshchagin! Hasn't he been hanged yet?" shouted Rostopchin. "Bring
+him to me!"
+
+
+
+
+CHAPTER XXV
+
+Toward nine o'clock in the morning, when the troops were already moving
+through Moscow, nobody came to the count any more for instructions.
+Those who were able to get away were going of their own accord, those
+who remained behind decided for themselves what they must do.
+
+The count ordered his carriage that he might drive to Sokolniki, and sat
+in his study with folded hands, morose, sallow, and taciturn.
+
+In quiet and untroubled times it seems to every administrator that it is
+only by his efforts that the whole population under his rule is kept
+going, and in this consciousness of being indispensable every
+administrator finds the chief reward of his labor and efforts. While the
+sea of history remains calm the ruler-administrator in his frail bark,
+holding on with a boat hook to the ship of the people and himself
+moving, naturally imagines that his efforts move the ship he is holding
+on to. But as soon as a storm arises and the sea begins to heave and the
+ship to move, such a delusion is no longer possible. The ship moves
+independently with its own enormous motion, the boat hook no longer
+reaches the moving vessel, and suddenly the administrator, instead of
+appearing a ruler and a source of power, becomes an insignificant,
+useless, feeble man.
+
+Rostopchin felt this, and it was this which exasperated him.
+
+The superintendent of police, whom the crowd had stopped, went in to see
+him at the same time as an adjutant who informed the count that the
+horses were harnessed. They were both pale, and the superintendent of
+police, after reporting that he had executed the instructions he had
+received, informed the count that an immense crowd had collected in the
+courtyard and wished to see him.
+
+Without saying a word Rostopchin rose and walked hastily to his light,
+luxurious drawing room, went to the balcony door, took hold of the
+handle, let it go again, and went to the window from which he had a
+better view of the whole crowd. The tall lad was standing in front,
+flourishing his arm and saying something with a stern look. The blood-
+stained smith stood beside him with a gloomy face. A drone of voices was
+audible through the closed window.
+
+"Is my carriage ready?" asked Rostopchin, stepping back from the window.
+
+"It is, your excellency," replied the adjutant.
+
+Rostopchin went again to the balcony door.
+
+"But what do they want?" he asked the superintendent of police.
+
+"Your excellency, they say they have got ready, according to your
+orders, to go against the French, and they shouted something about
+treachery. But it is a turbulent crowd, your excellency--I hardly
+managed to get away from it. Your excellency, I venture to suggest..."
+
+"You may go. I don't need you to tell me what to do!" exclaimed
+Rostopchin angrily.
+
+He stood by the balcony door looking at the crowd.
+
+"This is what they have done with Russia! This is what they have done
+with me!" thought he, full of an irrepressible fury that welled up
+within him against the someone to whom what was happening might be
+attributed. As often happens with passionate people, he was mastered by
+anger but was still seeking an object on which to vent it. "Here is that
+mob, the dregs of the people," he thought as he gazed at the crowd:
+"this rabble they have roused by their folly! They want a victim," he
+thought as he looked at the tall lad flourishing his arm. And this
+thought occurred to him just because he himself desired a victim,
+something on which to vent his rage.
+
+"Is the carriage ready?" he asked again.
+
+"Yes, your excellency. What are your orders about Vereshchagin? He is
+waiting at the porch," said the adjutant.
+
+"Ah!" exclaimed Rostopchin, as if struck by an unexpected recollection.
+
+And rapidly opening the door he went resolutely out onto the balcony.
+The talking instantly ceased, hats and caps were doffed, and all eyes
+were raised to the count.
+
+"Good morning, lads!" said the count briskly and loudly. "Thank you for
+coming. I'll come out to you in a moment, but we must first settle with
+the villain. We must punish the villain who has caused the ruin of
+Moscow. Wait for me!"
+
+And the count stepped as briskly back into the room and slammed the door
+behind him.
+
+A murmur of approbation and satisfaction ran through the crowd. "He'll
+settle with all the villains, you'll see! And you said the French...
+He'll show you what law is!" the mob were saying as if reproving one
+another for their lack of confidence.
+
+A few minutes later an officer came hurriedly out of the front door,
+gave an order, and the dragoons formed up in line. The crowd moved
+eagerly from the balcony toward the porch. Rostopchin, coming out there
+with quick angry steps, looked hastily around as if seeking someone.
+
+"Where is he?" he inquired. And as he spoke he saw a young man coming
+round the corner of the house between two dragoons. He had a long thin
+neck, and his head, that had been half shaved, was again covered by
+short hair. This young man was dressed in a threadbare blue cloth coat
+lined with fox fur, that had once been smart, and dirty hempen convict
+trousers, over which were pulled his thin, dirty, trodden-down boots. On
+his thin, weak legs were heavy chains which hampered his irresolute
+movements.
+
+"Ah!" said Rostopchin, hurriedly turning away his eyes from the young
+man in the fur-lined coat and pointing to the bottom step of the porch.
+"Put him there."
+
+The young man in his clattering chains stepped clumsily to the spot
+indicated, holding away with one finger the coat collar which chafed his
+neck, turned his long neck twice this way and that, sighed, and
+submissively folded before him his thin hands, unused to work.
+
+For several seconds while the young man was taking his place on the step
+the silence continued. Only among the back rows of the people, who were
+all pressing toward the one spot, could sighs, groans, and the shuffling
+of feet be heard.
+
+While waiting for the young man to take his place on the step Rostopchin
+stood frowning and rubbing his face with his hand.
+
+"Lads!" said he, with a metallic ring in his voice. "This man,
+Vereshchagin, is the scoundrel by whose doing Moscow is perishing."
+
+The young man in the fur-lined coat, stooping a little, stood in a
+submissive attitude, his fingers clasped before him. His emaciated young
+face, disfigured by the half-shaven head, hung down hopelessly. At the
+count's first words he raised it slowly and looked up at him as if
+wishing to say something or at least to meet his eye. But Rostopchin did
+not look at him. A vein in the young man's long thin neck swelled like a
+cord and went blue behind the ear, and suddenly his face flushed.
+
+All eyes were fixed on him. He looked at the crowd, and rendered more
+hopeful by the expression he read on the faces there, he smiled sadly
+and timidly, and lowering his head shifted his feet on the step.
+
+"He has betrayed his Tsar and his country, he has gone over to
+Bonaparte. He alone of all the Russians has disgraced the Russian name,
+he has caused Moscow to perish," said Rostopchin in a sharp, even voice,
+but suddenly he glanced down at Vereshchagin who continued to stand in
+the same submissive attitude. As if inflamed by the sight, he raised his
+arm and addressed the people, almost shouting:
+
+"Deal with him as you think fit! I hand him over to you."
+
+The crowd remained silent and only pressed closer and closer to one
+another. To keep one another back, to breathe in that stifling
+atmosphere, to be unable to stir, and to await something unknown,
+uncomprehended, and terrible, was becoming unbearable. Those standing in
+front, who had seen and heard what had taken place before them, all
+stood with wide-open eyes and mouths, straining with all their strength,
+and held back the crowd that was pushing behind them.
+
+"Beat him!... Let the traitor perish and not disgrace the Russian name!"
+shouted Rostopchin. "Cut him down. I command it."
+
+Hearing not so much the words as the angry tone of Rostopchin's voice,
+the crowd moaned and heaved forward, but again paused.
+
+"Count!" exclaimed the timid yet theatrical voice of Vereshchagin in the
+midst of the momentary silence that ensued, "Count! One God is above us
+both...." He lifted his head and again the thick vein in his thin neck
+filled with blood and the color rapidly came and went in his face.
+
+He did not finish what he wished to say.
+
+"Cut him down! I command it..." shouted Rostopchin, suddenly growing
+pale like Vereshchagin.
+
+"Draw sabers!" cried the dragoon officer, drawing his own.
+
+Another still stronger wave flowed through the crowd and reaching the
+front ranks carried it swaying to the very steps of the porch. The tall
+youth, with a stony look on his face, and rigid and uplifted arm, stood
+beside Vereshchagin.
+
+"Saber him!" the dragoon officer almost whispered.
+
+And one of the soldiers, his face all at once distorted with fury,
+struck Vereshchagin on the head with the blunt side of his saber.
+
+"Ah!" cried Vereshchagin in meek surprise, looking round with a
+frightened glance as if not understanding why this was done to him. A
+similar moan of surprise and horror ran through the crowd. "O Lord!"
+exclaimed a sorrowful voice.
+
+But after the exclamation of surprise that had escaped from Vereshchagin
+he uttered a plaintive cry of pain, and that cry was fatal. The barrier
+of human feeling, strained to the utmost, that had held the crowd in
+check suddenly broke. The crime had begun and must now be completed. The
+plaintive moan of reproach was drowned by the threatening and angry roar
+of the crowd. Like the seventh and last wave that shatters a ship, that
+last irresistible wave burst from the rear and reached the front ranks,
+carrying them off their feet and engulfing them all. The dragoon was
+about to repeat his blow. Vereshchagin with a cry of horror, covering
+his head with his hands, rushed toward the crowd. The tall youth,
+against whom he stumbled, seized his thin neck with his hands and,
+yelling wildly, fell with him under the feet of the pressing, struggling
+crowd.
+
+Some beat and tore at Vereshchagin, others at the tall youth. And the
+screams of those that were being trampled on and of those who tried to
+rescue the tall lad only increased the fury of the crowd. It was a long
+time before the dragoons could extricate the bleeding youth, beaten
+almost to death. And for a long time, despite the feverish haste with
+which the mob tried to end the work that had been begun, those who were
+hitting, throttling, and tearing at Vereshchagin were unable to kill
+him, for the crowd pressed from all sides, swaying as one mass with them
+in the center and rendering it impossible for them either to kill him or
+let him go.
+
+"Hit him with an ax, eh!... Crushed?... Traitor, he sold Christ....
+Still alive... tenacious... serves him right! Torture serves a thief
+right. Use the hatchet!... What--still alive?"
+
+Only when the victim ceased to struggle and his cries changed to a long-
+drawn, measured death rattle did the crowd around his prostrate,
+bleeding corpse begin rapidly to change places. Each one came up,
+glanced at what had been done, and with horror, reproach, and
+astonishment pushed back again.
+
+"O Lord! The people are like wild beasts! How could he be alive?" voices
+in the crowd could be heard saying. "Quite a young fellow too... must
+have been a merchant's son. What men!... and they say he's not the right
+one.... How not the right one?... O Lord! And there's another has been
+beaten too--they say he's nearly done for.... Oh, the people... Aren't
+they afraid of sinning?..." said the same mob now, looking with pained
+distress at the dead body with its long, thin, half-severed neck and its
+livid face stained with blood and dust.
+
+A painstaking police officer, considering the presence of a corpse in
+his excellency's courtyard unseemly, told the dragoons to take it away.
+Two dragoons took it by its distorted legs and dragged it along the
+ground. The gory, dust-stained, half-shaven head with its long neck
+trailed twisting along the ground. The crowd shrank back from it.
+
+At the moment when Vereshchagin fell and the crowd closed in with savage
+yells and swayed about him, Rostopchin suddenly turned pale and, instead
+of going to the back entrance where his carriage awaited him, went with
+hurried steps and bent head, not knowing where and why, along the
+passage leading to the rooms on the ground floor. The count's face was
+white and he could not control the feverish twitching of his lower jaw.
+
+"This way, your excellency... Where are you going?... This way,
+please..." said a trembling, frightened voice behind him.
+
+Count Rostopchin was unable to reply and, turning obediently, went in
+the direction indicated. At the back entrance stood his caleche. The
+distant roar of the yelling crowd was audible even there. He hastily
+took his seat and told the coachman to drive him to his country house in
+Sokolniki.
+
+When they reached the Myasnitski Street and could no longer hear the
+shouts of the mob, the count began to repent. He remembered with
+dissatisfaction the agitation and fear he had betrayed before his
+subordinates. "The mob is terrible--disgusting," he said to himself in
+French. "They are like wolves whom nothing but flesh can appease."
+"Count! One God is above us both!"--Vereshchagin's words suddenly
+recurred to him, and a disagreeable shiver ran down his back. But this
+was only a momentary feeling and Count Rostopchin smiled disdainfully at
+himself. "I had other duties," thought he. "The people had to be
+appeased. Many other victims have perished and are perishing for the
+public good"--and he began thinking of his social duties to his family
+and to the city entrusted to him, and of himself--not himself as
+Theodore Vasilyevich Rostopchin (he fancied that Theodore Vasilyevich
+Rostopchin was sacrificing himself for the public good) but himself as
+governor, the representative of authority and of the Tsar. "Had I been
+simply Theodore Vasilyevich my course of action would have been quite
+different, but it was my duty to safeguard my life and dignity as
+commander-in-chief."
+
+Lightly swaying on the flexible springs of his carriage and no longer
+hearing the terrible sounds of the crowd, Rostopchin grew physically
+calm and, as always happens, as soon as he became physically tranquil
+his mind devised reasons why he should be mentally tranquil too. The
+thought which tranquillized Rostopchin was not a new one. Since the
+world began and men have killed one another no one has ever committed
+such a crime against his fellow man without comforting himself with this
+same idea. This idea is le bien public, the hypothetical welfare of
+other people.
+
+To a man not swayed by passion that welfare is never certain, but he who
+commits such a crime always knows just where that welfare lies. And
+Rostopchin now knew it.
+
+Not only did his reason not reproach him for what he had done, but he
+even found cause for self-satisfaction in having so successfully
+contrived to avail himself of a convenient opportunity to punish a
+criminal and at the same time pacify the mob.
+
+"Vereshchagin was tried and condemned to death," thought Rostopchin
+(though the Senate had only condemned Vereshchagin to hard labor), "he
+was a traitor and a spy. I could not let him go unpunished and so I have
+killed two birds with one stone: to appease the mob I gave them a victim
+and at the same time punished a miscreant."
+
+Having reached his country house and begun to give orders about domestic
+arrangements, the count grew quite tranquil.
+
+Half an hour later he was driving with his fast horses across the
+Sokolniki field, no longer thinking of what had occurred but considering
+what was to come. He was driving to the Yauza bridge where he had heard
+that Kutuzov was. Count Rostopchin was mentally preparing the angry and
+stinging reproaches he meant to address to Kutuzov for his deception. He
+would make that foxy old courtier feel that the responsibility for all
+the calamities that would follow the abandonment of the city and the
+ruin of Russia (as Rostopchin regarded it) would fall upon his doting
+old head. Planning beforehand what he would say to Kutuzov, Rostopchin
+turned angrily in his caleche and gazed sternly from side to side.
+
+The Sokolniki field was deserted. Only at the end of it, in front of the
+almshouse and the lunatic asylum, could be seen some people in white and
+others like them walking singly across the field shouting and
+gesticulating.
+
+One of these was running to cross the path of Count Rostopchin's
+carriage, and the count himself, his coachman, and his dragoons looked
+with vague horror and curiosity at these released lunatics and
+especially at the one running toward them.
+
+Swaying from side to side on his long, thin legs in his fluttering
+dressing gown, this lunatic was running impetuously, his gaze fixed on
+Rostopchin, shouting something in a hoarse voice and making signs to him
+to stop. The lunatic's solemn, gloomy face was thin and yellow, with its
+beard growing in uneven tufts. His black, agate pupils with saffron-
+yellow whites moved restlessly near the lower eyelids.
+
+"Stop! Pull up, I tell you!" he cried in a piercing voice, and again
+shouted something breathlessly with emphatic intonations and gestures.
+
+Coming abreast of the caleche he ran beside it.
+
+"Thrice have they slain me, thrice have I risen from the dead. They
+stoned me, crucified me... I shall rise... shall rise... shall rise.
+They have torn my body. The kingdom of God will be overthrown... Thrice
+will I overthrow it and thrice re-establish it!" he cried, raising his
+voice higher and higher.
+
+Count Rostopchin suddenly grew pale as he had done when the crowd closed
+in on Vereshchagin. He turned away. "Go fas... faster!" he cried in a
+trembling voice to his coachman. The caleche flew over the ground as
+fast as the horses could draw it, but for a long time Count Rostopchin
+still heard the insane despairing screams growing fainter in the
+distance, while his eyes saw nothing but the astonished, frightened,
+bloodstained face of "the traitor" in the fur-lined coat.
+
+Recent as that mental picture was, Rostopchin already felt that it had
+cut deep into his heart and drawn blood. Even now he felt clearly that
+the gory trace of that recollection would not pass with time, but that
+the terrible memory would, on the contrary, dwell in his heart ever more
+cruelly and painfully to the end of his life. He seemed still to hear
+the sound of his own words: "Cut him down! I command it...."
+
+"Why did I utter those words? It was by some accident I said them.... I
+need not have said them," he thought. "And then nothing would have
+happened." He saw the frightened and then infuriated face of the dragoon
+who dealt the blow, the look of silent, timid reproach that boy in the
+fur-lined coat had turned upon him. "But I did not do it for my own
+sake. I was bound to act that way.... The mob, the traitor... the public
+welfare," thought he.
+
+Troops were still crowding at the Yauza bridge. It was hot. Kutuzov,
+dejected and frowning, sat on a bench by the bridge toying with his whip
+in the sand when a caleche dashed up noisily. A man in a general's
+uniform with plumes in his hat went up to Kutuzov and said something in
+French. It was Count Rostopchin. He told Kutuzov that he had come
+because Moscow, the capital, was no more and only the army remained.
+
+"Things would have been different if your Serene Highness had not told
+me that you would not abandon Moscow without another battle; all this
+would not have happened," he said.
+
+Kutuzov looked at Rostopchin as if, not grasping what was said to him,
+he was trying to read something peculiar written at that moment on the
+face of the man addressing him. Rostopchin grew confused and became
+silent. Kutuzov slightly shook his head and not taking his penetrating
+gaze from Rostopchin's face muttered softly:
+
+"No! I shall not give up Moscow without a battle!"
+
+Whether Kutuzov was thinking of something entirely different when he
+spoke those words, or uttered them purposely, knowing them to be
+meaningless, at any rate Rostopchin made no reply and hastily left him.
+And strange to say, the Governor of Moscow, the proud Count Rostopchin,
+took up a Cossack whip and went to the bridge where he began with shouts
+to drive on the carts that blocked the way.
+
+
+
+
+CHAPTER XXVI
+
+Toward four o'clock in the afternoon Murat's troops were entering
+Moscow. In front rode a detachment of Wurttemberg hussars and behind
+them rode the King of Naples himself accompanied by a numerous suite.
+
+About the middle of the Arbat Street, near the Church of the Miraculous
+Icon of St. Nicholas, Murat halted to await news from the advanced
+detachment as to the condition in which they had found the citadel, le
+Kremlin.
+
+Around Murat gathered a group of those who had remained in Moscow. They
+all stared in timid bewilderment at the strange, long-haired commander
+dressed up in feathers and gold.
+
+"Is that their Tsar himself? He's not bad!" low voices could be heard
+saying.
+
+An interpreter rode up to the group.
+
+"Take off your cap... your caps!" These words went from one to another
+in the crowd. The interpreter addressed an old porter and asked if it
+was far to the Kremlin. The porter, listening in perplexity to the
+unfamiliar Polish accent and not realizing that the interpreter was
+speaking Russian, did not understand what was being said to him and
+slipped behind the others.
+
+Murat approached the interpreter and told him to ask where the Russian
+army was. One of the Russians understood what was asked and several
+voices at once began answering the interpreter. A French officer,
+returning from the advanced detachment, rode up to Murat and reported
+that the gates of the citadel had been barricaded and that there was
+probably an ambuscade there.
+
+"Good!" said Murat and, turning to one of the gentlemen in his suite,
+ordered four light guns to be moved forward to fire at the gates.
+
+The guns emerged at a trot from the column following Murat and advanced
+up the Arbat. When they reached the end of the Vozdvizhenka Street they
+halted and drew in the Square. Several French officers superintended the
+placing of the guns and looked at the Kremlin through field glasses.
+
+The bells in the Kremlin were ringing for vespers, and this sound
+troubled the French. They imagined it to be a call to arms. A few
+infantrymen ran to the Kutafyev Gate. Beams and wooden screens had been
+put there, and two musket shots rang out from under the gate as soon as
+an officer and men began to run toward it. A general who was standing by
+the guns shouted some words of command to the officer, and the latter
+ran back again with his men.
+
+The sound of three more shots came from the gate.
+
+One shot struck a French soldier's foot, and from behind the screens
+came the strange sound of a few voices shouting. Instantly as at a word
+of command the expression of cheerful serenity on the faces of the
+French general, officers, and men changed to one of determined
+concentrated readiness for strife and suffering. To all of them from the
+marshal to the least soldier, that place was not the Vozdvizhenka,
+Mokhavaya, or Kutafyev Street, nor the Troitsa Gate (places familiar in
+Moscow), but a new battlefield which would probably prove sanguinary.
+And all made ready for that battle. The cries from the gates ceased. The
+guns were advanced, the artillerymen blew the ash off their linstocks,
+and an officer gave the word "Fire!" This was followed by two whistling
+sounds of canister shot, one after another. The shot rattled against the
+stone of the gate and upon the wooden beams and screens, and two
+wavering clouds of smoke rose over the Square.
+
+A few instants after the echo of the reports resounding over the stone-
+built Kremlin had died away the French heard a strange sound above their
+head. Thousands of crows rose above the walls and circled in the air,
+cawing and noisily flapping their wings. Together with that sound came a
+solitary human cry from the gateway and amid the smoke appeared the
+figure of a bareheaded man in a peasant's coat. He grasped a musket and
+took aim at the French. "Fire!" repeated the officer once more, and the
+reports of a musket and of two cannon shots were heard simultaneously.
+The gate was again hidden by smoke.
+
+Nothing more stirred behind the screens and the French infantry soldiers
+and officers advanced to the gate. In the gateway lay three wounded and
+four dead. Two men in peasant coats ran away at the foot of the wall,
+toward the Znamenka.
+
+"Clear that away!" said the officer, pointing to the beams and the
+corpses, and the French soldiers, after dispatching the wounded, threw
+the corpses over the parapet.
+
+Who these men were nobody knew. "Clear that away!" was all that was said
+of them, and they were thrown over the parapet and removed later on that
+they might not stink. Thiers alone dedicates a few eloquent lines to
+their memory: "These wretches had occupied the sacred citadel, having
+supplied themselves with guns from the arsenal, and fired" (the
+wretches) "at the French. Some of them were sabered and the Kremlin was
+purged of their presence."
+
+Murat was informed that the way had been cleared. The French entered the
+gates and began pitching their camp in the Senate Square. Out of the
+windows of the Senate House the soldiers threw chairs into the Square
+for fuel and kindled fires there.
+
+Other detachments passed through the Kremlin and encamped along the
+Moroseyka, the Lubyanka, and Pokrovka Streets. Others quartered
+themselves along the Vozdvizhenka, the Nikolski, and the Tverskoy
+Streets. No masters of the houses being found anywhere, the French were
+not billeted on the inhabitants as is usual in towns but lived in it as
+in a camp.
+
+Though tattered, hungry, worn out, and reduced to a third of their
+original number, the French entered Moscow in good marching order. It
+was a weary and famished, but still a fighting and menacing army. But it
+remained an army only until its soldiers had dispersed into their
+different lodgings. As soon as the men of the various regiments began to
+disperse among the wealthy and deserted houses, the army was lost
+forever and there came into being something nondescript, neither
+citizens nor soldiers but what are known as marauders. When five weeks
+later these same men left Moscow, they no longer formed an army. They
+were a mob of marauders, each carrying a quantity of articles which
+seemed to him valuable or useful. The aim of each man when he left
+Moscow was no longer, as it had been, to conquer, but merely to keep
+what he had acquired. Like a monkey which puts its paw into the narrow
+neck of a jug, and having seized a handful of nuts will not open its
+fist for fear of losing what it holds, and therefore perishes, the
+French when they left Moscow had inevitably to perish because they
+carried their loot with them, yet to abandon what they had stolen was as
+impossible for them as it is for the monkey to open its paw and let go
+of its nuts. Ten minutes after each regiment had entered a Moscow
+district, not a soldier or officer was left. Men in military uniforms
+and Hessian boots could be seen through the windows, laughing and
+walking through the rooms. In cellars and storerooms similar men were
+busy among the provisions, and in the yards unlocking or breaking open
+coach house and stable doors, lighting fires in kitchens and kneading
+and baking bread with rolled-up sleeves, and cooking; or frightening,
+amusing, or caressing women and children. There were many such men both
+in the shops and houses--but there was no army.
+
+Order after order was issued by the French commanders that day
+forbidding the men to disperse about the town, sternly forbidding any
+violence to the inhabitants or any looting, and announcing a roll call
+for that very evening. But despite all these measures the men, who had
+till then constituted an army, flowed all over the wealthy, deserted
+city with its comforts and plentiful supplies. As a hungry herd of
+cattle keeps well together when crossing a barren field, but gets out of
+hand and at once disperses uncontrollably as soon as it reaches rich
+pastures, so did the army disperse all over the wealthy city.
+
+No residents were left in Moscow, and the soldiers--like water
+percolating through sand--spread irresistibly through the city in all
+directions from the Kremlin into which they had first marched. The
+cavalry, on entering a merchant's house that had been abandoned and
+finding there stabling more than sufficient for their horses, went on,
+all the same, to the next house which seemed to them better. Many of
+them appropriated several houses, chalked their names on them, and
+quarreled and even fought with other companies for them. Before they had
+had time to secure quarters the soldiers ran out into the streets to see
+the city and, hearing that everything had been abandoned, rushed to
+places where valuables were to be had for the taking. The officers
+followed to check the soldiers and were involuntarily drawn into doing
+the same. In Carriage Row carriages had been left in the shops, and
+generals flocked there to select caleches and coaches for themselves.
+The few inhabitants who had remained invited commanding officers to
+their houses, hoping thereby to secure themselves from being plundered.
+There were masses of wealth and there seemed no end to it. All around
+the quarters occupied by the French were other regions still unexplored
+and unoccupied where, they thought, yet greater riches might be found.
+And Moscow engulfed the army ever deeper and deeper. When water is
+spilled on dry ground both the dry ground and the water disappear and
+mud results; and in the same way the entry of the famished army into the
+rich and deserted city resulted in fires and looting and the destruction
+of both the army and the wealthy city.
+
+The French attributed the Fire of Moscow au patriotisme feroce de
+Rostopchine, * the Russians to the barbarity of the French. In reality,
+however, it was not, and could not be, possible to explain the burning
+of Moscow by making any individual, or any group of people, responsible
+for it. Moscow was burned because it found itself in a position in which
+any town built of wood was bound to burn, quite apart from whether it
+had, or had not, a hundred and thirty inferior fire engines. Deserted
+Moscow had to burn as inevitably as a heap of shavings has to burn on
+which sparks continually fall for several days. A town built of wood,
+where scarcely a day passes without conflagrations when the house owners
+are in residence and a police force is present, cannot help burning when
+its inhabitants have left it and it is occupied by soldiers who smoke
+pipes, make campfires of the Senate chairs in the Senate Square, and
+cook themselves meals twice a day. In peacetime it is only necessary to
+billet troops in the villages of any district and the number of fires in
+that district immediately increases. How much then must the probability
+of fire be increased in an abandoned, wooden town where foreign troops
+are quartered. "Le patriotisme feroce de Rostopchine" and the barbarity
+of the French were not to blame in the matter. Moscow was set on fire by
+the soldiers' pipes, kitchens, and campfires, and by the carelessness of
+enemy soldiers occupying houses they did not own. Even if there was any
+arson (which is very doubtful, for no one had any reason to burn the
+houses--in any case a troublesome and dangerous thing to do), arson
+cannot be regarded as the cause, for the same thing would have happened
+without any incendiarism.
+
+
+* To Rostopchin's ferocious patriotism.
+
+However tempting it might be for the French to blame Rostopchin's
+ferocity and for Russians to blame the scoundrel Bonaparte, or later on
+to place an heroic torch in the hands of their own people, it is
+impossible not to see that there could be no such direct cause of the
+fire, for Moscow had to burn as every village, factory, or house must
+burn which is left by its owners and in which strangers are allowed to
+live and cook their porridge. Moscow was burned by its inhabitants, it
+is true, but by those who had abandoned it and not by those who remained
+in it. Moscow when occupied by the enemy did not remain intact like
+Berlin, Vienna, and other towns, simply because its inhabitants
+abandoned it and did not welcome the French with bread and salt, nor
+bring them the keys of the city.
+
+
+
+
+CHAPTER XXVII
+
+The absorption of the French by Moscow, radiating starwise as it did,
+only reached the quarter where Pierre was staying by the evening of the
+second of September.
+
+After the last two days spent in solitude and unusual circumstances,
+Pierre was in a state bordering on insanity. He was completely obsessed
+by one persistent thought. He did not know how or when this thought had
+taken such possession of him, but he remembered nothing of the past,
+understood nothing of the present, and all he saw and heard appeared to
+him like a dream.
+
+He had left home only to escape the intricate tangle of life's demands
+that enmeshed him, and which in his present condition he was unable to
+unravel. He had gone to Joseph Alexeevich's house, on the plea of
+sorting the deceased's books and papers, only in search of rest from
+life's turmoil, for in his mind the memory of Joseph Alexeevich was
+connected with a world of eternal, solemn, and calm thoughts, quite
+contrary to the restless confusion into which he felt himself being
+drawn. He sought a quiet refuge, and in Joseph Alexeevich's study he
+really found it. When he sat with his elbows on the dusty writing table
+in the deathlike stillness of the study, calm and significant memories
+of the last few days rose one after another in his imagination,
+particularly of the battle of Borodino and of that vague sense of his
+own insignificance and insincerity compared with the truth, simplicity,
+and strength of the class of men he mentally classed as they. When
+Gerasim roused him from his reverie the idea occurred to him of taking
+part in the popular defense of Moscow which he knew was projected. And
+with that object he had asked Gerasim to get him a peasant's coat and a
+pistol, confiding to him his intentions of remaining in Joseph
+Alexeevich's house and keeping his name secret. Then during the first
+day spent in inaction and solitude (he tried several times to fix his
+attention on the masonic manuscripts, but was unable to do so) the idea
+that had previously occurred to him of the cabalistic significance of
+his name in connection with Bonaparte's more than once vaguely presented
+itself. But the idea that he, L'russe Besuhof, was destined to set a
+limit to the power of the Beast was as yet only one of the fancies that
+often passed through his mind and left no trace behind.
+
+When, having bought the coat merely with the object of taking part among
+the people in the defense of Moscow, Pierre had met the Rostovs and
+Natasha had said to him: "Are you remaining in Moscow?... How splendid!"
+the thought flashed into his mind that it really would be a good thing,
+even if Moscow were taken, for him to remain there and do what he was
+predestined to do.
+
+Next day, with the sole idea of not sparing himself and not lagging in
+any way behind them, Pierre went to the Three Hills gate. But when he
+returned to the house convinced that Moscow would not be defended, he
+suddenly felt that what before had seemed to him merely a possibility
+had now become absolutely necessary and inevitable. He must remain in
+Moscow, concealing his name, and must meet Napoleon and kill him, and
+either perish or put an end to the misery of all Europe--which it seemed
+to him was solely due to Napoleon.
+
+Pierre knew all the details of the attempt on Bonaparte's life in 1809
+by a German student in Vienna, and knew that the student had been shot.
+And the risk to which he would expose his life by carrying out his
+design excited him still more.
+
+Two equally strong feelings drew Pierre irresistibly to this purpose.
+The first was a feeling of the necessity of sacrifice and suffering in
+view of the common calamity, the same feeling that had caused him to go
+to Mozhaysk on the twenty-fifth and to make his way to the very thick of
+the battle and had now caused him to run away from his home and, in
+place of the luxury and comfort to which he was accustomed, to sleep on
+a hard sofa without undressing and eat the same food as Gerasim. The
+other was that vague and quite Russian feeling of contempt for
+everything conventional, artificial, and human--for everything the
+majority of men regard as the greatest good in the world. Pierre had
+first experienced this strange and fascinating feeling at the Sloboda
+Palace, when he had suddenly felt that wealth, power, and life--all that
+men so painstakingly acquire and guard--if it has any worth has so only
+by reason of the joy with which it can all be renounced.
+
+It was the feeling that induces a volunteer recruit to spend his last
+penny on drink, and a drunken man to smash mirrors or glasses for no
+apparent reason and knowing that it will cost him all the money he
+possesses: the feeling which causes a man to perform actions which from
+an ordinary point of view are insane, to test, as it were, his personal
+power and strength, affirming the existence of a higher, nonhuman
+criterion of life.
+
+From the very day Pierre had experienced this feeling for the first time
+at the Sloboda Palace he had been continuously under its influence, but
+only now found full satisfaction for it. Moreover, at this moment Pierre
+was supported in his design and prevented from renouncing it by what he
+had already done in that direction. If he were now to leave Moscow like
+everyone else, his flight from home, the peasant coat, the pistol, and
+his announcement to the Rostovs that he would remain in Moscow would all
+become not merely meaningless but contemptible and ridiculous, and to
+this Pierre was very sensitive.
+
+Pierre's physical condition, as is always the case, corresponded to his
+mental state. The unaccustomed coarse food, the vodka he drank during
+those days, the absence of wine and cigars, his dirty unchanged linen,
+two almost sleepless nights passed on a short sofa without bedding--all
+this kept him in a state of excitement bordering on insanity.
+
+It was two o'clock in the afternoon. The French had already entered
+Moscow. Pierre knew this, but instead of acting he only thought about
+his undertaking, going over its minutest details in his mind. In his
+fancy he did not clearly picture to himself either the striking of the
+blow or the death of Napoleon, but with extraordinary vividness and
+melancholy enjoyment imagined his own destruction and heroic endurance.
+
+"Yes, alone, for the sake of all, I must do it or perish!" he thought.
+"Yes, I will approach... and then suddenly... with pistol or dagger? But
+that is all the same! 'It is not I but the hand of Providence that
+punishes thee,' I shall say," thought he, imagining what he would say
+when killing Napoleon. "Well then, take me and execute me!" he went on,
+speaking to himself and bowing his head with a sad but firm expression.
+
+While Pierre, standing in the middle of the room, was talking to himself
+in this way, the study door opened and on the threshold appeared the
+figure of Makar Alexeevich, always so timid before but now quite
+transformed.
+
+His dressing gown was unfastened, his face red and distorted. He was
+obviously drunk. On seeing Pierre he grew confused at first, but
+noticing embarrassment on Pierre's face immediately grew bold and,
+staggering on his thin legs, advanced into the middle of the room.
+
+"They're frightened," he said confidentially in a hoarse voice. "I say I
+won't surrender, I say... Am I not right, sir?"
+
+He paused and then suddenly seeing the pistol on the table seized it
+with unexpected rapidity and ran out into the corridor.
+
+Gerasim and the porter, who had followed Makar Alexeevich, stopped him
+in the vestibule and tried to take the pistol from him. Pierre, coming
+out into the corridor, looked with pity and repulsion at the half-crazy
+old man. Makar Alexeevich, frowning with exertion, held on to the pistol
+and screamed hoarsely, evidently with some heroic fancy in his head.
+
+"To arms! Board them! No, you shan't get it," he yelled.
+
+"That will do, please, that will do. Have the goodness--please, sir, to
+let go! Please, sir..." pleaded Gerasim, trying carefully to steer Makar
+Alexeevich by the elbows back to the door.
+
+"Who are you? Bonaparte!..." shouted Makar Alexeevich.
+
+"That's not right, sir. Come to your room, please, and rest. Allow me to
+have the pistol."
+
+"Be off, thou base slave! Touch me not! See this?" shouted Makar
+Alexeevich, brandishing the pistol. "Board them!"
+
+"Catch hold!" whispered Gerasim to the porter.
+
+They seized Makar Alexeevich by the arms and dragged him to the door.
+
+The vestibule was filled with the discordant sounds of a struggle and of
+a tipsy, hoarse voice.
+
+Suddenly a fresh sound, a piercing feminine scream, reverberated from
+the porch and the cook came running into the vestibule.
+
+"It's them! Gracious heavens! O Lord, four of them, horsemen!" she
+cried.
+
+Gerasim and the porter let Makar Alexeevich go, and in the now silent
+corridor the sound of several hands knocking at the front door could be
+heard.
+
+
+
+
+CHAPTER XXVIII
+
+Pierre, having decided that until he had carried out his design he would
+disclose neither his identity nor his knowledge of French, stood at the
+half-open door of the corridor, intending to conceal himself as soon as
+the French entered. But the French entered and still Pierre did not
+retire--an irresistible curiosity kept him there.
+
+There were two of them. One was an officer--a tall, soldierly, handsome
+man--the other evidently a private or an orderly, sunburned, short, and
+thin, with sunken cheeks and a dull expression. The officer walked in
+front, leaning on a stick and slightly limping. When he had advanced a
+few steps he stopped, having apparently decided that these were good
+quarters, turned round to the soldiers standing at the entrance, and in
+a loud voice of command ordered them to put up the horses. Having done
+that, the officer, lifting his elbow with a smart gesture, stroked his
+mustache and lightly touched his hat.
+
+"Bonjour, la compagnie!" * said he gaily, smiling and looking about him.
+
+
+* "Good day, everybody!"
+
+No one gave any reply.
+
+"Vous etes le bourgeois?" * the officer asked Gerasim.
+
+
+* "Are you the master here?"
+
+Gerasim gazed at the officer with an alarmed and inquiring look.
+
+"Quartier, quartier, logement!" said the officer, looking down at the
+little man with a condescending and good-natured smile. "Les francais
+sont de bons enfants. Que diable! Voyons! Ne nous fachons pas, mon
+vieux!" * added he, clapping the scared and silent Gerasim on the
+shoulder. "Well, does no one speak French in this establishment?" he
+asked again in French, looking around and meeting Pierre's eyes. Pierre
+moved away from the door.
+
+
+* "Quarters, quarters, lodgings! The French are good fellows. What the
+devil! There, don't let us be cross, old fellow!"
+
+Again the officer turned to Gerasim and asked him to show him the rooms
+in the house.
+
+"Master, not here--don't understand... me, you..." said Gerasim, trying
+to render his words more comprehensible by contorting them.
+
+Still smiling, the French officer spread out his hands before Gerasim's
+nose, intimating that he did not understand him either, and moved,
+limping, to the door at which Pierre was standing. Pierre wished to go
+away and conceal himself, but at that moment he saw Makar Alexeevich
+appearing at the open kitchen door with the pistol in his hand. With a
+madman's cunning, Makar Alexeevich eyed the Frenchman, raised his
+pistol, and took aim.
+
+"Board them!" yelled the tipsy man, trying to press the trigger. Hearing
+the yell the officer turned round, and at the same moment Pierre threw
+himself on the drunkard. Just when Pierre snatched at and struck up the
+pistol Makar Alexeevich at last got his fingers on the trigger, there
+was a deafening report, and all were enveloped in a cloud of smoke. The
+Frenchman turned pale and rushed to the door.
+
+Forgetting his intention of concealing his knowledge of French, Pierre,
+snatching away the pistol and throwing it down, ran up to the officer
+and addressed him in French.
+
+"You are not wounded?" he asked.
+
+"I think not," answered the Frenchman, feeling himself over. "But I have
+had a lucky escape this time," he added, pointing to the damaged plaster
+of the wall. "Who is that man?" said he, looking sternly at Pierre.
+
+"Oh, I am really in despair at what has occurred," said Pierre rapidly,
+quite forgetting the part he had intended to play. "He is an unfortunate
+madman who did not know what he was doing."
+
+The officer went up to Makar Alexeevich and took him by the collar.
+
+Makar Alexeevich was standing with parted lips, swaying, as if about to
+fall asleep, as he leaned against the wall.
+
+"Brigand! You shall pay for this," said the Frenchman, letting go of
+him. "We French are merciful after victory, but we do not pardon
+traitors," he added, with a look of gloomy dignity and a fine energetic
+gesture.
+
+Pierre continued, in French, to persuade the officer not to hold that
+drunken imbecile to account. The Frenchman listened in silence with the
+same gloomy expression, but suddenly turned to Pierre with a smile. For
+a few seconds he looked at him in silence. His handsome face assumed a
+melodramatically gentle expression and he held out his hand.
+
+"You have saved my life. You are French," said he.
+
+For a Frenchman that deduction was indubitable. Only a Frenchman could
+perform a great deed, and to save his life--the life of M. Ramballe,
+captain of the 13th Light Regiment--was undoubtedly a very great deed.
+
+But however indubitable that conclusion and the officer's conviction
+based upon it, Pierre felt it necessary to disillusion him.
+
+"I am Russian," he said quickly.
+
+"Tut, tut, tut! Tell that to others," said the officer, waving his
+finger before his nose and smiling. "You shall tell me all about that
+presently. I am delighted to meet a compatriot. Well, and what are we to
+do with this man?" he added, addressing himself to Pierre as to a
+brother.
+
+Even if Pierre were not a Frenchman, having once received that loftiest
+of human appellations he could not renounce it, said the officer's look
+and tone. In reply to his last question Pierre again explained who Makar
+Alexeevich was and how just before their arrival that drunken imbecile
+had seized the loaded pistol which they had not had time to recover from
+him, and begged the officer to let the deed go unpunished.
+
+The Frenchman expanded his chest and made a majestic gesture with his
+arm.
+
+"You have saved my life! You are French. You ask his pardon? I grant it
+you. Lead that man away!" said he quickly and energetically, and taking
+the arm of Pierre whom he had promoted to be a Frenchman for saving his
+life, he went with him into the room.
+
+The soldiers in the yard, hearing the shot, came into the passage asking
+what had happened, and expressed their readiness to punish the culprits,
+but the officer sternly checked them.
+
+"You will be called in when you are wanted," he said.
+
+The soldiers went out again, and the orderly, who had meanwhile had time
+to visit the kitchen, came up to his officer.
+
+"Captain, there is soup and a leg of mutton in the kitchen," said he.
+"Shall I serve them up?"
+
+"Yes, and some wine," answered the captain.
+
+
+
+
+CHAPTER XXIX
+
+When the French officer went into the room with Pierre the latter again
+thought it his duty to assure him that he was not French and wished to
+go away, but the officer would not hear of it. He was so very polite,
+amiable, good-natured, and genuinely grateful to Pierre for saving his
+life that Pierre had not the heart to refuse, and sat down with him in
+the parlor--the first room they entered. To Pierre's assurances that he
+was not a Frenchman, the captain, evidently not understanding how anyone
+could decline so flattering an appellation, shrugged his shoulders and
+said that if Pierre absolutely insisted on passing for a Russian let it
+be so, but for all that he would be forever bound to Pierre by gratitude
+for saving his life.
+
+Had this man been endowed with the slightest capacity for perceiving the
+feelings of others, and had he at all understood what Pierre's feelings
+were, the latter would probably have left him, but the man's animated
+obtuseness to everything other than himself disarmed Pierre.
+
+"A Frenchman or a Russian prince incognito," said the officer, looking
+at Pierre's fine though dirty linen and at the ring on his finger. "I
+owe my life to you and offer you my friendship. A Frenchman never
+forgets either an insult or a service. I offer you my friendship. That
+is all I can say."
+
+There was so much good nature and nobility (in the French sense of the
+word) in the officer's voice, in the expression of his face and in his
+gestures, that Pierre, unconsciously smiling in response to the
+Frenchman's smile, pressed the hand held out to him.
+
+"Captain Ramballe, of the 13th Light Regiment, Chevalier of the Legion
+of Honor for the affair on the seventh of September," he introduced
+himself, a self-satisfied irrepressible smile puckering his lips under
+his mustache. "Will you now be so good as to tell me with whom I have
+the honor of conversing so pleasantly, instead of being in the ambulance
+with that maniac's bullet in my body?"
+
+Pierre replied that he could not tell him his name and, blushing, began
+to try to invent a name and to say something about his reason for
+concealing it, but the Frenchman hastily interrupted him.
+
+"Oh, please!" said he. "I understand your reasons. You are an officer...
+a superior officer perhaps. You have borne arms against us. That's not
+my business. I owe you my life. That is enough for me. I am quite at
+your service. You belong to the gentry?" he concluded with a shade of
+inquiry in his tone. Pierre bent his head. "Your baptismal name, if you
+please. That is all I ask. Monsieur Pierre, you say.... That's all I
+want to know."
+
+When the mutton and an omelet had been served and a samovar and vodka
+brought, with some wine which the French had taken from a Russian cellar
+and brought with them, Ramballe invited Pierre to share his dinner, and
+himself began to eat greedily and quickly like a healthy and hungry man,
+munching his food rapidly with his strong teeth, continually smacking
+his lips, and repeating--"Excellent! Delicious!" His face grew red and
+was covered with perspiration. Pierre was hungry and shared the dinner
+with pleasure. Morel, the orderly, brought some hot water in a saucepan
+and placed a bottle of claret in it. He also brought a bottle of kvass,
+taken from the kitchen for them to try. That beverage was already known
+to the French and had been given a special name. They called it limonade
+de cochon (pig's lemonade), and Morel spoke well of the limonade de
+cochon he had found in the kitchen. But as the captain had the wine they
+had taken while passing through Moscow, he left the kvass to Morel and
+applied himself to the bottle of Bordeaux. He wrapped the bottle up to
+its neck in a table napkin and poured out wine for himself and for
+Pierre. The satisfaction of his hunger and the wine rendered the captain
+still more lively and he chatted incessantly all through dinner.
+
+"Yes, my dear Monsieur Pierre, I owe you a fine votive candle for saving
+me from that maniac.... You see, I have bullets enough in my body
+already. Here is one I got at Wagram" (he touched his side) "and a
+second at Smolensk"--he showed a scar on his cheek--"and this leg which
+as you see does not want to march, I got that on the seventh at the
+great battle of la Moskowa. Sacre Dieu! It was splendid! That deluge of
+fire was worth seeing. It was a tough job you set us there, my word! You
+may be proud of it! And on my honor, in spite of the cough I caught
+there, I should be ready to begin again. I pity those who did not see
+it."
+
+"I was there," said Pierre.
+
+"Bah, really? So much the better! You are certainly brave foes. The
+great redoubt held out well, by my pipe!" continued the Frenchman. "And
+you made us pay dear for it. I was at it three times--sure as I sit
+here. Three times we reached the guns and three times we were thrown
+back like cardboard figures. Oh, it was beautiful, Monsieur Pierre! Your
+grenadiers were splendid, by heaven! I saw them close up their ranks six
+times in succession and march as if on parade. Fine fellows! Our King of
+Naples, who knows what's what, cried 'Bravo!' Ha, ha! So you are one of
+us soldiers!" he added, smiling, after a momentary pause. "So much the
+better, so much the better, Monsieur Pierre! Terrible in battle...
+gallant... with the fair" (he winked and smiled), "that's what the
+French are, Monsieur Pierre, aren't they?"
+
+The captain was so naively and good-humoredly gay, so real, and so
+pleased with himself that Pierre almost winked back as he looked merrily
+at him. Probably the word "gallant" turned the captain's thoughts to the
+state of Moscow.
+
+"Apropos, tell me please, is it true that the women have all left
+Moscow? What a queer idea! What had they to be afraid of?"
+
+"Would not the French ladies leave Paris if the Russians entered it?"
+asked Pierre.
+
+"Ha, ha, ha!" The Frenchman emitted a merry, sanguine chuckle, patting
+Pierre on the shoulder. "What a thing to say!" he exclaimed. "Paris?...
+But Paris, Paris..."
+
+"Paris--the capital of the world," Pierre finished his remark for him.
+
+The captain looked at Pierre. He had a habit of stopping short in the
+middle of his talk and gazing intently with his laughing, kindly eyes.
+
+"Well, if you hadn't told me you were Russian, I should have wagered
+that you were Parisian! You have that... I don't know what, that..." and
+having uttered this compliment, he again gazed at him in silence.
+
+"I have been in Paris. I spent years there," said Pierre.
+
+"Oh yes, one sees that plainly. Paris!... A man who doesn't know Paris
+is a savage. You can tell a Parisian two leagues off. Paris is Talma, la
+Duchenois, Potier, the Sorbonne, the boulevards," and noticing that his
+conclusion was weaker than what had gone before, he added quickly:
+"There is only one Paris in the world. You have been to Paris and have
+remained Russian. Well, I don't esteem you the less for it."
+
+Under the influence of the wine he had drunk, and after the days he had
+spent alone with his depressing thoughts, Pierre involuntarily enjoyed
+talking with this cheerful and good-natured man.
+
+"To return to your ladies--I hear they are lovely. What a wretched idea
+to go and bury themselves in the steppes when the French army is in
+Moscow. What a chance those girls have missed! Your peasants, now--
+that's another thing; but you civilized people, you ought to know us
+better than that. We took Vienna, Berlin, Madrid, Naples, Rome, Warsaw,
+all the world's capitals.... We are feared, but we are loved. We are
+nice to know. And then the Emperor..." he began, but Pierre interrupted
+him.
+
+"The Emperor," Pierre repeated, and his face suddenly became sad and
+embarrassed, "is the Emperor...?"
+
+"The Emperor? He is generosity, mercy, justice, order, genius--that's
+what the Emperor is! It is I, Ramballe, who tell you so.... I assure you
+I was his enemy eight years ago. My father was an emigrant count.... But
+that man has vanquished me. He has taken hold of me. I could not resist
+the sight of the grandeur and glory with which he has covered France.
+When I understood what he wanted--when I saw that he was preparing a bed
+of laurels for us, you know, I said to myself: 'That is a monarch,' and
+I devoted myself to him! So there! Oh yes, mon cher, he is the greatest
+man of the ages past or future."
+
+"Is he in Moscow?" Pierre stammered with a guilty look.
+
+The Frenchman looked at his guilty face and smiled.
+
+"No, he will make his entry tomorrow," he replied, and continued his
+talk.
+
+Their conversation was interrupted by the cries of several voices at the
+gate and by Morel, who came to say that some Wurttemberg hussars had
+come and wanted to put up their horses in the yard where the captain's
+horses were. This difficulty had arisen chiefly because the hussars did
+not understand what was said to them in French.
+
+The captain had their senior sergeant called in, and in a stern voice
+asked him to what regiment he belonged, who was his commanding officer,
+and by what right he allowed himself to claim quarters that were already
+occupied. The German who knew little French, answered the two first
+questions by giving the names of his regiment and of his commanding
+officer, but in reply to the third question which he did not understand
+said, introducing broken French into his own German, that he was the
+quartermaster of the regiment and his commander had ordered him to
+occupy all the houses one after another. Pierre, who knew German,
+translated what the German said to the captain and gave the captain's
+reply to the Wurttemberg hussar in German. When he had understood what
+was said to him, the German submitted and took his men elsewhere. The
+captain went out into the porch and gave some orders in a loud voice.
+
+When he returned to the room Pierre was sitting in the same place as
+before, with his head in his hands. His face expressed suffering. He
+really was suffering at that moment. When the captain went out and he
+was left alone, suddenly he came to himself and realized the position he
+was in. It was not that Moscow had been taken or that the happy
+conquerors were masters in it and were patronizing him. Painful as that
+was it was not that which tormented Pierre at the moment. He was
+tormented by the consciousness of his own weakness. The few glasses of
+wine he had drunk and the conversation with this good-natured man had
+destroyed the mood of concentrated gloom in which he had spent the last
+few days and which was essential for the execution of his design. The
+pistol, dagger, and peasant coat were ready. Napoleon was to enter the
+town next day. Pierre still considered that it would be a useful and
+worthy action to slay the evildoer, but now he felt that he would not do
+it. He did not know why, but he felt a foreboding that he would not
+carry out his intention. He struggled against the confession of his
+weakness but dimly felt that he could not overcome it and that his
+former gloomy frame of mind, concerning vengeance, killing, and self-
+sacrifice, had been dispersed like dust by contact with the first man he
+met.
+
+The captain returned to the room, limping slightly and whistling a tune.
+
+The Frenchman's chatter which had previously amused Pierre now repelled
+him. The tune he was whistling, his gait, and the gesture with which he
+twirled his mustache, all now seemed offensive. "I will go away
+immediately. I won't say another word to him," thought Pierre. He
+thought this, but still sat in the same place. A strange feeling of
+weakness tied him to the spot; he wished to get up and go away, but
+could not do so.
+
+The captain, on the other hand, seemed very cheerful. He paced up and
+down the room twice. His eyes shone and his mustache twitched as if he
+were smiling to himself at some amusing thought.
+
+"The colonel of those Wurttembergers is delightful," he suddenly said.
+"He's a German, but a nice fellow all the same.... But he's a German."
+He sat down facing Pierre. "By the way, you know German, then?"
+
+Pierre looked at him in silence.
+
+"What is the German for 'shelter'?"
+
+"Shelter?" Pierre repeated. "The German for shelter is Unterkunft."
+
+"How do you say it?" the captain asked quickly and doubtfully.
+
+"Unterkunft," Pierre repeated.
+
+"Onterkoff," said the captain and looked at Pierre for some seconds with
+laughing eyes. "These Germans are first-rate fools, don't you think so,
+Monsieur Pierre?" he concluded.
+
+"Well, let's have another bottle of this Moscow Bordeaux, shall we?
+Morel will warm us up another little bottle. Morel!" he called out
+gaily.
+
+Morel brought candles and a bottle of wine. The captain looked at Pierre
+by the candlelight and was evidently struck by the troubled expression
+on his companion's face. Ramballe, with genuine distress and sympathy in
+his face, went up to Pierre and bent over him.
+
+"There now, we're sad," said he, touching Pierre's hand. "Have I upset
+you? No, really, have you anything against me?" he asked Pierre.
+"Perhaps it's the state of affairs?"
+
+Pierre did not answer, but looked cordially into the Frenchman's eyes
+whose expression of sympathy was pleasing to him.
+
+"Honestly, without speaking of what I owe you, I feel friendship for
+you. Can I do anything for you? Dispose of me. It is for life and death.
+I say it with my hand on my heart!" said he, striking his chest.
+
+"Thank you," said Pierre.
+
+The captain gazed intently at him as he had done when he learned that
+"shelter" was Unterkunft in German, and his face suddenly brightened.
+
+"Well, in that case, I drink to our friendship!" he cried gaily, filling
+two glasses with wine.
+
+Pierre took one of the glasses and emptied it. Ramballe emptied his too,
+again pressed Pierre's hand, and leaned his elbows on the table in a
+pensive attitude.
+
+"Yes, my dear friend," he began, "such is fortune's caprice. Who would
+have said that I should be a soldier and a captain of dragoons in the
+service of Bonaparte, as we used to call him? Yet here I am in Moscow
+with him. I must tell you, mon cher," he continued in the sad and
+measured tones of a man who intends to tell a long story, "that our name
+is one of the most ancient in France."
+
+And with a Frenchman's easy and naive frankness the captain told Pierre
+the story of his ancestors, his childhood, youth, and manhood, and all
+about his relations and his financial and family affairs, "ma pauvre
+mere" playing of course an important part in the story.
+
+"But all that is only life's setting, the real thing is love--love! Am I
+not right, Monsieur Pierre?" said he, growing animated. "Another glass?"
+
+Pierre again emptied his glass and poured himself out a third.
+
+"Oh, women, women!" and the captain, looking with glistening eyes at
+Pierre, began talking of love and of his love affairs.
+
+There were very many of these, as one could easily believe, looking at
+the officer's handsome, self-satisfied face, and noting the eager
+enthusiasm with which he spoke of women. Though all Ramballe's love
+stories had the sensual character which Frenchmen regard as the special
+charm and poetry of love, yet he told his story with such sincere
+conviction that he alone had experienced and known all the charm of love
+and he described women so alluringly that Pierre listened to him with
+curiosity.
+
+It was plain that l'amour which the Frenchman was so fond of was not
+that low and simple kind that Pierre had once felt for his wife, nor was
+it the romantic love stimulated by himself that he experienced for
+Natasha. (Ramballe despised both these kinds of love equally: the one he
+considered the "love of clodhoppers" and the other the "love of
+simpletons.") L'amour which the Frenchman worshiped consisted
+principally in the unnaturalness of his relation to the woman and in a
+combination of incongruities giving the chief charm to the feeling.
+
+Thus the captain touchingly recounted the story of his love for a
+fascinating marquise of thirty-five and at the same time for a charming,
+innocent child of seventeen, daughter of the bewitching marquise. The
+conflict of magnanimity between the mother and the daughter, ending in
+the mother's sacrificing herself and offering her daughter in marriage
+to her lover, even now agitated the captain, though it was the memory of
+a distant past. Then he recounted an episode in which the husband played
+the part of the lover, and he--the lover--assumed the role of the
+husband, as well as several droll incidents from his recollections of
+Germany, where "shelter" is called Unterkunft and where the husbands eat
+sauerkraut and the young girls are "too blonde."
+
+Finally, the latest episode in Poland still fresh in the captain's
+memory, and which he narrated with rapid gestures and glowing face, was
+of how he had saved the life of a Pole (in general, the saving of life
+continually occurred in the captain's stories) and the Pole had
+entrusted to him his enchanting wife (parisienne de coeur) while himself
+entering the French service. The captain was happy, the enchanting
+Polish lady wished to elope with him, but, prompted by magnanimity, the
+captain restored the wife to the husband, saying as he did so: "I have
+saved your life, and I save your honor!" Having repeated these words the
+captain wiped his eyes and gave himself a shake, as if driving away the
+weakness which assailed him at this touching recollection.
+
+Listening to the captain's tales, Pierre--as often happens late in the
+evening and under the influence of wine--followed all that was told him,
+understood it all, and at the same time followed a train of personal
+memories which, he knew not why, suddenly arose in his mind. While
+listening to these love stories his own love for Natasha unexpectedly
+rose to his mind, and going over the pictures of that love in his
+imagination he mentally compared them with Ramballe's tales. Listening
+to the story of the struggle between love and duty, Pierre saw before
+his eyes every minutest detail of his last meeting with the object of
+his love at the Sukharev water tower. At the time of that meeting it had
+not produced an effect upon him--he had not even once recalled it. But
+now it seemed to him that that meeting had had in it something very
+important and poetic.
+
+"Peter Kirilovich, come here! We have recognized you," he now seemed to
+hear the words she had uttered and to see before him her eyes, her
+smile, her traveling hood, and a stray lock of her hair... and there
+seemed to him something pathetic and touching in all this.
+
+Having finished his tale about the enchanting Polish lady, the captain
+asked Pierre if he had ever experienced a similar impulse to sacrifice
+himself for love and a feeling of envy of the legitimate husband.
+
+Challenged by this question Pierre raised his head and felt a need to
+express the thoughts that filled his mind. He began to explain that he
+understood love for a women somewhat differently. He said that in all
+his life he had loved and still loved only one woman, and that she could
+never be his.
+
+"Tiens!" said the captain.
+
+Pierre then explained that he had loved this woman from his earliest
+years, but that he had not dared to think of her because she was too
+young, and because he had been an illegitimate son without a name.
+Afterwards when he had received a name and wealth he dared not think of
+her because he loved her too well, placing her far above everything in
+the world, and especially therefore above himself.
+
+When he had reached this point, Pierre asked the captain whether he
+understood that.
+
+The captain made a gesture signifying that even if he did not understand
+it he begged Pierre to continue.
+
+"Platonic love, clouds..." he muttered.
+
+Whether it was the wine he had drunk, or an impulse of frankness, or the
+thought that this man did not, and never would, know any of those who
+played a part in his story, or whether it was all these things together,
+something loosened Pierre's tongue. Speaking thickly and with a faraway
+look in his shining eyes, he told the whole story of his life: his
+marriage, Natasha's love for his best friend, her betrayal of him, and
+all his own simple relations with her. Urged on by Ramballe's questions
+he also told what he had at first concealed--his own position and even
+his name.
+
+More than anything else in Pierre's story the captain was impressed by
+the fact that Pierre was very rich, had two mansions in Moscow, and that
+he had abandoned everything and not left the city, but remained there
+concealing his name and station.
+
+When it was late at night they went out together into the street. The
+night was warm and light. To the left of the house on the Pokrovka a
+fire glowed--the first of those that were beginning in Moscow. To the
+right and high up in the sky was the sickle of the waning moon and
+opposite to it hung that bright comet which was connected in Pierre's
+heart with his love. At the gate stood Gerasim, the cook, and two
+Frenchmen. Their laughter and their mutually incomprehensible remarks in
+two languages could be heard. They were looking at the glow seen in the
+town.
+
+There was nothing terrible in the one small, distant fire in the immense
+city.
+
+Gazing at the high starry sky, at the moon, at the comet, and at the
+glow from the fire, Pierre experienced a joyful emotion. "There now, how
+good it is, what more does one need?" thought he. And suddenly
+remembering his intention he grew dizzy and felt so faint that he leaned
+against the fence to save himself from falling.
+
+Without taking leave of his new friend, Pierre left the gate with
+unsteady steps and returning to his room lay down on the sofa and
+immediately fell asleep.
+
+
+
+
+CHAPTER XXX
+
+The glow of the first fire that began on the second of September was
+watched from the various roads by the fugitive Muscovites and by the
+retreating troops, with many different feelings.
+
+The Rostov party spent the night at Mytishchi, fourteen miles from
+Moscow. They had started so late on the first of September, the road had
+been so blocked by vehicles and troops, so many things had been
+forgotten for which servants were sent back, that they had decided to
+spend that night at a place three miles out of Moscow. The next morning
+they woke late and were again delayed so often that they only got as far
+as Great Mytishchi. At ten o'clock that evening the Rostov family and
+the wounded traveling with them were all distributed in the yards and
+huts of that large village. The Rostovs' servants and coachmen and the
+orderlies of the wounded officers, after attending to their masters, had
+supper, fed the horses, and came out into the porches.
+
+In a neighboring hut lay Raevski's adjutant with a fractured wrist. The
+awful pain he suffered made him moan incessantly and piteously, and his
+moaning sounded terrible in the darkness of the autumn night. He had
+spent the first night in the same yard as the Rostovs. The countess said
+she had been unable to close her eyes on account of his moaning, and at
+Mytishchi she moved into a worse hut simply to be farther away from the
+wounded man.
+
+In the darkness of the night one of the servants noticed, above the high
+body of a coach standing before the porch, the small glow of another
+fire. One glow had long been visible and everybody knew that it was
+Little Mytishchi burning--set on fire by Mamonov's Cossacks.
+
+"But look here, brothers, there's another fire!" remarked an orderly.
+
+All turned their attention to the glow.
+
+"But they told us Little Mytishchi had been set on fire by Mamonov's
+Cossacks."
+
+"But that's not Mytishchi, it's farther away."
+
+"Look, it must be in Moscow!"
+
+Two of the gazers went round to the other side of the coach and sat down
+on its steps.
+
+"It's more to the left, why, Little Mytishchi is over there, and this is
+right on the other side."
+
+Several men joined the first two.
+
+"See how it's flaring," said one. "That's a fire in Moscow: either in
+the Sushchevski or the Rogozhski quarter."
+
+No one replied to this remark and for some time they all gazed silently
+at the spreading flames of the second fire in the distance.
+
+Old Daniel Terentich, the count's valet (as he was called), came up to
+the group and shouted at Mishka.
+
+"What are you staring at, you good-for-nothing?... The count will be
+calling and there's nobody there; go and gather the clothes together."
+
+"I only ran out to get some water," said Mishka.
+
+"But what do you think, Daniel Terentich? Doesn't it look as if that
+glow were in Moscow?" remarked one of the footmen.
+
+Daniel Terentich made no reply, and again for a long time they were all
+silent. The glow spread, rising and falling, farther and farther still.
+
+"God have mercy.... It's windy and dry..." said another voice.
+
+"Just look! See what it's doing now. O Lord! You can even see the crows
+flying. Lord have mercy on us sinners!"
+
+"They'll put it out, no fear!"
+
+"Who's to put it out?" Daniel Terentich, who had hitherto been silent,
+was heard to say. His voice was calm and deliberate. "Moscow it is,
+brothers," said he. "Mother Moscow, the white..." his voice faltered,
+and he gave way to an old man's sob.
+
+And it was as if they had all only waited for this to realize the
+significance for them of the glow they were watching. Sighs were heard,
+words of prayer, and the sobbing of the count's old valet.
+
+
+
+
+CHAPTER XXXI
+
+The valet, returning to the cottage, informed the count that Moscow was
+burning. The count donned his dressing gown and went out to look. Sonya
+and Madame Schoss, who had not yet undressed, went out with him. Only
+Natasha and the countess remained in the room. Petya was no longer with
+the family, he had gone on with his regiment which was making for
+Troitsa.
+
+The countess, on hearing that Moscow was on fire, began to cry. Natasha,
+pale, with a fixed look, was sitting on the bench under the icons just
+where she had sat down on arriving and paid no attention to her father's
+words. She was listening to the ceaseless moaning of the adjutant, three
+houses off.
+
+"Oh, how terrible," said Sonya returning from the yard chilled and
+frightened. "I believe the whole of Moscow will burn, there's an awful
+glow! Natasha, do look! You can see it from the window," she said to her
+cousin, evidently wishing to distract her mind.
+
+But Natasha looked at her as if not understanding what was said to her
+and again fixed her eyes on the corner of the stove. She had been in
+this condition of stupor since the morning, when Sonya, to the surprise
+and annoyance of the countess, had for some unaccountable reason found
+it necessary to tell Natasha of Prince Andrew's wound and of his being
+with their party. The countess had seldom been so angry with anyone as
+she was with Sonya. Sonya had cried and begged to be forgiven and now,
+as if trying to atone for her fault, paid unceasing attention to her
+cousin.
+
+"Look, Natasha, how dreadfully it is burning!" said she.
+
+"What's burning?" asked Natasha. "Oh, yes, Moscow."
+
+And as if in order not to offend Sonya and to get rid of her, she turned
+her face to the window, looked out in such a way that it was evident
+that she could not see anything, and again settled down in her former
+attitude.
+
+"But you didn't see it!"
+
+"Yes, really I did," Natasha replied in a voice that pleaded to be left
+in peace.
+
+Both the countess and Sonya understood that, naturally, neither Moscow
+nor the burning of Moscow nor anything else could seem of importance to
+Natasha.
+
+The count returned and lay down behind the partition. The countess went
+up to her daughter and touched her head with the back of her hand as she
+was wont to do when Natasha was ill, then touched her forehead with her
+lips as if to feel whether she was feverish, and finally kissed her.
+
+"You are cold. You are trembling all over. You'd better lie down," said
+the countess.
+
+"Lie down? All right, I will. I'll lie down at once," said Natasha.
+
+When Natasha had been told that morning that Prince Andrew was seriously
+wounded and was traveling with their party, she had at first asked many
+questions: Where was he going? How was he wounded? Was it serious? And
+could she see him? But after she had been told that she could not see
+him, that he was seriously wounded but that his life was not in danger,
+she ceased to ask questions or to speak at all, evidently disbelieving
+what they told her, and convinced that say what she might she would
+still be told the same. All the way she had sat motionless in a corner
+of the coach with wide open eyes, and the expression in them which the
+countess knew so well and feared so much, and now she sat in the same
+way on the bench where she had seated herself on arriving. She was
+planning something and either deciding or had already decided something
+in her mind. The countess knew this, but what it might be she did not
+know, and this alarmed and tormented her.
+
+"Natasha, undress, darling; lie down on my bed."
+
+A bed had been made on a bedstead for the countess only. Madame Schoss
+and the two girls were to sleep on some hay on the floor.
+
+"No, Mamma, I will lie down here on the floor," Natasha replied
+irritably and she went to the window and opened it. Through the open
+window the moans of the adjutant could be heard more distinctly. She put
+her head out into the damp night air, and the countess saw her slim neck
+shaking with sobs and throbbing against the window frame. Natasha knew
+it was not Prince Andrew who was moaning. She knew Prince Andrew was in
+the same yard as themselves and in a part of the hut across the passage;
+but this dreadful incessant moaning made her sob. The countess exchanged
+a look with Sonya.
+
+"Lie down, darling; lie down, my pet," said the countess, softly
+touching Natasha's shoulders. "Come, lie down."
+
+"Oh, yes... I'll lie down at once," said Natasha, and began hurriedly
+undressing, tugging at the tapes of her petticoat.
+
+When she had thrown off her dress and put on a dressing jacket, she sat
+down with her foot under her on the bed that had been made up on the
+floor, jerked her thin and rather short plait of hair to the front, and
+began replaiting it. Her long, thin, practiced fingers rapidly
+unplaited, replaited, and tied up her plait. Her head moved from side to
+side from habit, but her eyes, feverishly wide, looked fixedly before
+her. When her toilet for the night was finished she sank gently onto the
+sheet spread over the hay on the side nearest the door.
+
+"Natasha, you'd better lie in the middle," said Sonya.
+
+"I'll stay here," muttered Natasha. "Do lie down," she added crossly,
+and buried her face in the pillow.
+
+The countess, Madame Schoss, and Sonya undressed hastily and lay down.
+The small lamp in front of the icons was the only light left in the
+room. But in the yard there was a light from the fire at Little
+Mytishchi a mile and a half away, and through the night came the noise
+of people shouting at a tavern Mamonov's Cossacks had set up across the
+street, and the adjutant's unceasing moans could still be heard.
+
+For a long time Natasha listened attentively to the sounds that reached
+her from inside and outside the room and did not move. First she heard
+her mother praying and sighing and the creaking of her bed under her,
+then Madame Schoss' familiar whistling snore and Sonya's gentle
+breathing. Then the countess called to Natasha. Natasha did not answer.
+
+"I think she's asleep, Mamma," said Sonya softly.
+
+After a short silence the countess spoke again but this time no one
+replied.
+
+Soon after that Natasha heard her mother's even breathing. Natasha did
+not move, though her little bare foot, thrust out from under the quilt,
+was growing cold on the bare floor.
+
+As if to celebrate a victory over everybody, a cricket chirped in a
+crack in the wall. A cock crowed far off and another replied near by.
+The shouting in the tavern had died down; only the moaning of the
+adjutant was heard. Natasha sat up.
+
+"Sonya, are you asleep? Mamma?" she whispered.
+
+No one replied. Natasha rose slowly and carefully, crossed herself, and
+stepped cautiously on the cold and dirty floor with her slim, supple,
+bare feet. The boards of the floor creaked. Stepping cautiously from one
+foot to the other she ran like a kitten the few steps to the door and
+grasped the cold door handle.
+
+It seemed to her that something heavy was beating rhythmically against
+all the walls of the room: it was her own heart, sinking with alarm and
+terror and overflowing with love.
+
+She opened the door and stepped across the threshold and onto the cold,
+damp earthen floor of the passage. The cold she felt refreshed her. With
+her bare feet she touched a sleeping man, stepped over him, and opened
+the door into the part of the hut where Prince Andrew lay. It was dark
+in there. In the farthest corner, on a bench beside a bed on which
+something was lying, stood a tallow candle with a long, thick, and
+smoldering wick.
+
+From the moment she had been told that morning of Prince Andrew's wound
+and his presence there, Natasha had resolved to see him. She did not
+know why she had to, she knew the meeting would be painful, but felt the
+more convinced that it was necessary.
+
+All day she had lived only in hope of seeing him that night. But now
+that the moment had come she was filled with dread of what she might
+see. How was he maimed? What was left of him? Was he like that incessant
+moaning of the adjutant's? Yes, he was altogether like that. In her
+imagination he was that terrible moaning personified. When she saw an
+indistinct shape in the corner, and mistook his knees raised under the
+quilt for his shoulders, she imagined a horrible body there, and stood
+still in terror. But an irresistible impulse drew her forward. She
+cautiously took one step and then another, and found herself in the
+middle of a small room containing baggage. Another man--Timokhin--was
+lying in a corner on the benches beneath the icons, and two others--the
+doctor and a valet--lay on the floor.
+
+The valet sat up and whispered something. Timokhin, kept awake by the
+pain in his wounded leg, gazed with wide-open eyes at this strange
+apparition of a girl in a white chemise, dressing jacket, and nightcap.
+The valet's sleepy, frightened exclamation, "What do you want? What's
+the matter?" made Natasha approach more swiftly to what was lying in the
+corner. Horribly unlike a man as that body looked, she must see him. She
+passed the valet, the snuff fell from the candle wick, and she saw
+Prince Andrew clearly with his arms outside the quilt, and such as she
+had always seen him.
+
+He was the same as ever, but the feverish color of his face, his
+glittering eyes rapturously turned toward her, and especially his neck,
+delicate as a child's, revealed by the turn-down collar of his shirt,
+gave him a peculiarly innocent, childlike look, such as she had never
+seen on him before. She went up to him and with a swift, flexible,
+youthful movement dropped on her knees.
+
+He smiled and held out his hand to her.
+
+
+
+
+CHAPTER XXXII
+
+Seven days had passed since Prince Andrew found himself in the ambulance
+station on the field of Borodino. His feverish state and the
+inflammation of his bowels, which were injured, were in the doctor's
+opinion sure to carry him off. But on the seventh day he ate with
+pleasure a piece of bread with some tea, and the doctor noticed that his
+temperature was lower. He had regained consciousness that morning. The
+first night after they left Moscow had been fairly warm and he had
+remained in the caleche, but at Mytishchi the wounded man himself asked
+to be taken out and given some tea. The pain caused by his removal into
+the hut had made him groan aloud and again lose consciousness. When he
+had been placed on his camp bed he lay for a long time motionless with
+closed eyes. Then he opened them and whispered softly: "And the tea?"
+His remembering such a small detail of everyday life astonished the
+doctor. He felt Prince Andrew's pulse, and to his surprise and
+dissatisfaction found it had improved. He was dissatisfied because he
+knew by experience that if his patient did not die now, he would do so a
+little later with greater suffering. Timokhin, the red-nosed major of
+Prince Andrew's regiment, had joined him in Moscow and was being taken
+along with him, having been wounded in the leg at the battle of
+Borodino. They were accompanied by a doctor, Prince Andrew's valet, his
+coachman, and two orderlies.
+
+They gave Prince Andrew some tea. He drank it eagerly, looking with
+feverish eyes at the door in front of him as if trying to understand and
+remember something.
+
+"I don't want any more. Is Timokhin here?" he asked.
+
+Timokhin crept along the bench to him.
+
+"I am here, your excellency."
+
+"How's your wound?"
+
+"Mine, sir? All right. But how about you?"
+
+Prince Andrew again pondered as if trying to remember something.
+
+"Couldn't one get a book?" he asked.
+
+"What book?"
+
+"The Gospels. I haven't one."
+
+The doctor promised to procure it for him and began to ask how he was
+feeling. Prince Andrew answered all his questions reluctantly but
+reasonably, and then said he wanted a bolster placed under him as he was
+uncomfortable and in great pain. The doctor and valet lifted the cloak
+with which he was covered and, making wry faces at the noisome smell of
+mortifying flesh that came from the wound, began examining that dreadful
+place. The doctor was very much displeased about something and made a
+change in the dressings, turning the wounded man over so that he groaned
+again and grew unconscious and delirious from the agony. He kept asking
+them to get him the book and put it under him.
+
+"What trouble would it be to you?" he said. "I have not got one. Please
+get it for me and put it under for a moment," he pleaded in a piteous
+voice.
+
+The doctor went into the passage to wash his hands.
+
+"You fellows have no conscience," said he to the valet who was pouring
+water over his hands. "For just one moment I didn't look after you...
+It's such pain, you know, that I wonder how he can bear it."
+
+"By the Lord Jesus Christ, I thought we had put something under him!"
+said the valet.
+
+The first time Prince Andrew understood where he was and what was the
+matter with him and remembered being wounded and how was when he asked
+to be carried into the hut after his caleche had stopped at Mytishchi.
+After growing confused from pain while being carried into the hut he
+again regained consciousness, and while drinking tea once more recalled
+all that had happened to him, and above all vividly remembered the
+moment at the ambulance station when, at the sight of the sufferings of
+a man he disliked, those new thoughts had come to him which promised him
+happiness. And those thoughts, though now vague and indefinite, again
+possessed his soul. He remembered that he had now a new source of
+happiness and that this happiness had something to do with the Gospels.
+That was why he asked for a copy of them. The uncomfortable position in
+which they had put him and turned him over again confused his thoughts,
+and when he came to himself a third time it was in the complete
+stillness of the night. Everybody near him was sleeping. A cricket
+chirped from across the passage; someone was shouting and singing in the
+street; cockroaches rustled on the table, on the icons, and on the
+walls, and a big fly flopped at the head of the bed and around the
+candle beside him, the wick of which was charred and had shaped itself
+like a mushroom.
+
+His mind was not in a normal state. A healthy man usually thinks of,
+feels, and remembers innumerable things simultaneously, but has the
+power and will to select one sequence of thoughts or events on which to
+fix his whole attention. A healthy man can tear himself away from the
+deepest reflections to say a civil word to someone who comes in and can
+then return again to his own thoughts. But Prince Andrew's mind was not
+in a normal state in that respect. All the powers of his mind were more
+active and clearer than ever, but they acted apart from his will. Most
+diverse thoughts and images occupied him simultaneously. At times his
+brain suddenly began to work with a vigor, clearness, and depth it had
+never reached when he was in health, but suddenly in the midst of its
+work it would turn to some unexpected idea and he had not the strength
+to turn it back again.
+
+"Yes, a new happiness was revealed to me of which man cannot be
+deprived," he thought as he lay in the semidarkness of the quiet hut,
+gazing fixedly before him with feverish wide open eyes. "A happiness
+lying beyond material forces, outside the material influences that act
+on man--a happiness of the soul alone, the happiness of loving. Every
+man can understand it, but to conceive it and enjoin it was possible
+only for God. But how did God enjoin that law? And why was the Son...?"
+
+And suddenly the sequence of these thoughts broke off, and Prince Andrew
+heard (without knowing whether it was a delusion or reality) a soft
+whispering voice incessantly and rhythmically repeating "piti-piti-
+piti," and then "titi," and then again "piti-piti-piti," and "ti-ti"
+once more. At the same time he felt that above his face, above the very
+middle of it, some strange airy structure was being erected out of
+slender needles or splinters, to the sound of this whispered music. He
+felt that he had to balance carefully (though it was difficult) so that
+this airy structure should not collapse; but nevertheless it kept
+collapsing and again slowly rising to the sound of whispered rhythmic
+music--"it stretches, stretches, spreading out and stretching," said
+Prince Andrew to himself. While listening to this whispering and feeling
+the sensation of this drawing out and the construction of this edifice
+of needles, he also saw by glimpses a red halo round the candle, and
+heard the rustle of the cockroaches and the buzzing of the fly that
+flopped against his pillow and his face. Each time the fly touched his
+face it gave him a burning sensation and yet to his surprise it did not
+destroy the structure, though it knocked against the very region of his
+face where it was rising. But besides this there was something else of
+importance. It was something white by the door--the statue of a sphinx,
+which also oppressed him.
+
+"But perhaps that's my shirt on the table," he thought, "and that's my
+legs, and that is the door, but why is it always stretching and drawing
+itself out, and 'piti-piti-piti' and 'ti-ti' and 'piti-piti-piti'...?
+That's enough, please leave off!" Prince Andrew painfully entreated
+someone. And suddenly thoughts and feelings again swam to the surface of
+his mind with peculiar clearness and force.
+
+"Yes--love," he thought again quite clearly. "But not love which loves
+for something, for some quality, for some purpose, or for some reason,
+but the love which I--while dying--first experienced when I saw my enemy
+and yet loved him. I experienced that feeling of love which is the very
+essence of the soul and does not require an object. Now again I feel
+that bliss. To love one's neighbors, to love one's enemies, to love
+everything, to love God in all His manifestations. It is possible to
+love someone dear to you with human love, but an enemy can only be loved
+by divine love. That is why I experienced such joy when I felt that I
+loved that man. What has become of him? Is he alive?...
+
+"When loving with human love one may pass from love to hatred, but
+divine love cannot change. No, neither death nor anything else can
+destroy it. It is the very essence of the soul. Yet how many people have
+I hated in my life? And of them all, I loved and hated none as I did
+her." And he vividly pictured to himself Natasha, not as he had done in
+the past with nothing but her charms which gave him delight, but for the
+first time picturing to himself her soul. And he understood her
+feelings, her sufferings, shame, and remorse. He now understood for the
+first time all the cruelty of his rejection of her, the cruelty of his
+rupture with her. "If only it were possible for me to see her once more!
+Just once, looking into those eyes to say..."
+
+"Piti-piti-piti and ti-ti and piti-piti-piti boom!" flopped the fly...
+And his attention was suddenly carried into another world, a world of
+reality and delirium in which something particular was happening. In
+that world some structure was still being erected and did not fall,
+something was still stretching out, and the candle with its red halo was
+still burning, and the same shirtlike sphinx lay near the door; but
+besides all this something creaked, there was a whiff of fresh air, and
+a new white sphinx appeared, standing at the door. And that sphinx had
+the pale face and shining eyes of the very Natasha of whom he had just
+been thinking.
+
+"Oh, how oppressive this continual delirium is," thought Prince Andrew,
+trying to drive that face from his imagination. But the face remained
+before him with the force of reality and drew nearer. Prince Andrew
+wished to return to that former world of pure thought, but he could not,
+and delirium drew him back into its domain. The soft whispering voice
+continued its rhythmic murmur, something oppressed him and stretched
+out, and the strange face was before him. Prince Andrew collected all
+his strength in an effort to recover his senses, he moved a little, and
+suddenly there was a ringing in his ears, a dimness in his eyes, and
+like a man plunged into water he lost consciousness. When he came to
+himself, Natasha, that same living Natasha whom of all people he most
+longed to love with this new pure divine love that had been revealed to
+him, was kneeling before him. He realized that it was the real living
+Natasha, and he was not surprised but quietly happy. Natasha, motionless
+on her knees (she was unable to stir), with frightened eyes riveted on
+him, was restraining her sobs. Her face was pale and rigid. Only in the
+lower part of it something quivered.
+
+Prince Andrew sighed with relief, smiled, and held out his hand.
+
+"You?" he said. "How fortunate!"
+
+With a rapid but careful movement Natasha drew nearer to him on her
+knees and, taking his hand carefully, bent her face over it and began
+kissing it, just touching it lightly with her lips.
+
+"Forgive me!" she whispered, raising her head and glancing at him.
+"Forgive me!"
+
+"I love you," said Prince Andrew.
+
+"Forgive...!"
+
+"Forgive what?" he asked.
+
+"Forgive me for what I ha-ve do-ne!" faltered Natasha in a scarcely
+audible, broken whisper, and began kissing his hand more rapidly, just
+touching it with her lips.
+
+"I love you more, better than before," said Prince Andrew, lifting her
+face with his hand so as to look into her eyes.
+
+Those eyes, filled with happy tears, gazed at him timidly,
+compassionately, and with joyous love. Natasha's thin pale face, with
+its swollen lips, was more than plain--it was dreadful. But Prince
+Andrew did not see that, he saw her shining eyes which were beautiful.
+They heard the sound of voices behind them.
+
+Peter the valet, who was now wide awake, had roused the doctor.
+Timokhin, who had not slept at all because of the pain in his leg, had
+long been watching all that was going on, carefully covering his bare
+body with the sheet as he huddled up on his bench.
+
+"What's this?" said the doctor, rising from his bed. "Please go away,
+madam!"
+
+At that moment a maid sent by the countess, who had noticed her
+daughter's absence, knocked at the door.
+
+Like a somnambulist aroused from her sleep Natasha went out of the room
+and, returning to her hut, fell sobbing on her bed.
+
+From that time, during all the rest of the Rostovs' journey, at every
+halting place and wherever they spent a night, Natasha never left the
+wounded Bolkonski, and the doctor had to admit that he had not expected
+from a young girl either such firmness or such skill in nursing a
+wounded man.
+
+Dreadful as the countess imagined it would be should Prince Andrew die
+in her daughter's arms during the journey--as, judging by what the
+doctor said, it seemed might easily happen--she could not oppose
+Natasha. Though with the intimacy now established between the wounded
+man and Natasha the thought occurred that should he recover their former
+engagement would be renewed, no one--least of all Natasha and Prince
+Andrew--spoke of this: the unsettled question of life and death, which
+hung not only over Bolkonski but over all Russia, shut out all other
+considerations.
+
+
+
+
+CHAPTER XXXIII
+
+On the third of September Pierre awoke late. His head was aching, the
+clothes in which he had slept without undressing felt uncomfortable on
+his body, and his mind had a dim consciousness of something shameful he
+had done the day before. That something shameful was his yesterday's
+conversation with Captain Ramballe.
+
+It was eleven by the clock, but it seemed peculiarly dark out of doors.
+Pierre rose, rubbed his eyes, and seeing the pistol with an engraved
+stock which Gerasim had replaced on the writing table, he remembered
+where he was and what lay before him that very day.
+
+"Am I not too late?" he thought. "No, probably he won't make his entry
+into Moscow before noon."
+
+Pierre did not allow himself to reflect on what lay before him, but
+hastened to act.
+
+After arranging his clothes, he took the pistol and was about to go out.
+But it then occurred to him for the first time that he certainly could
+not carry the weapon in his hand through the streets. It was difficult
+to hide such a big pistol even under his wide coat. He could not carry
+it unnoticed in his belt or under his arm. Besides, it had been
+discharged, and he had not had time to reload it. "No matter, dagger
+will do," he said to himself, though when planning his design he had
+more than once come to the conclusion that the chief mistake made by the
+student in 1809 had been to try to kill Napoleon with a dagger. But as
+his chief aim consisted not in carrying out his design, but in proving
+to himself that he would not abandon his intention and was doing all he
+could to achieve it, Pierre hastily took the blunt jagged dagger in a
+green sheath which he had bought at the Sukharev market with the pistol,
+and hid it under his waistcoat.
+
+Having tied a girdle over his coat and pulled his cap low on his head,
+Pierre went down the corridor, trying to avoid making a noise or meeting
+the captain, and passed out into the street.
+
+The conflagration, at which he had looked with so much indifference the
+evening before, had greatly increased during the night. Moscow was on
+fire in several places. The buildings in Carriage Row, across the river,
+in the Bazaar and the Povarskoy, as well as the barges on the Moskva
+River and the timber yards by the Dorogomilov Bridge, were all ablaze.
+
+Pierre's way led through side streets to the Povarskoy and from there to
+the church of St. Nicholas on the Arbat, where he had long before
+decided that the deed should be done. The gates of most of the houses
+were locked and the shutters up. The streets and lanes were deserted.
+The air was full of smoke and the smell of burning. Now and then he met
+Russians with anxious and timid faces, and Frenchmen with an air not of
+the city but of the camp, walking in the middle of the streets. Both the
+Russians and the French looked at Pierre with surprise. Besides his
+height and stoutness, and the strange morose look of suffering in his
+face and whole figure, the Russians stared at Pierre because they could
+not make out to what class he could belong. The French followed him with
+astonishment in their eyes chiefly because Pierre, unlike all the other
+Russians who gazed at the French with fear and curiosity, paid no
+attention to them. At the gate of one house three Frenchmen, who were
+explaining something to some Russians who did not understand them,
+stopped Pierre asking if he did not know French.
+
+Pierre shook his head and went on. In another side street a sentinel
+standing beside a green caisson shouted at him, but only when the shout
+was threateningly repeated and he heard the click of the man's musket as
+he raised it did Pierre understand that he had to pass on the other side
+of the street. He heard nothing and saw nothing of what went on around
+him. He carried his resolution within himself in terror and haste, like
+something dreadful and alien to him, for, after the previous night's
+experience, he was afraid of losing it. But he was not destined to bring
+his mood safely to his destination. And even had he not been hindered by
+anything on the way, his intention could not now have been carried out,
+for Napoleon had passed the Arbat more than four hours previously on his
+way from the Dorogomilov suburb to the Kremlin, and was now sitting in a
+very gloomy frame of mind in a royal study in the Kremlin, giving
+detailed and exact orders as to measures to be taken immediately to
+extinguish the fire, to prevent looting, and to reassure the
+inhabitants. But Pierre did not know this; he was entirely absorbed in
+what lay before him, and was tortured--as those are who obstinately
+undertake a task that is impossible for them not because of its
+difficulty but because of its incompatibility with their natures--by the
+fear of weakening at the decisive moment and so losing his self-esteem.
+
+Though he heard and saw nothing around him he found his way by instinct
+and did not go wrong in the side streets that led to the Povarskoy.
+
+As Pierre approached that street the smoke became denser and denser--he
+even felt the heat of the fire. Occasionally curly tongues of flame rose
+from under the roofs of the houses. He met more people in the streets
+and they were more excited. But Pierre, though he felt that something
+unusual was happening around him, did not realize that he was
+approaching the fire. As he was going along a foot path across a wide-
+open space adjoining the Povarskoy on one side and the gardens of Prince
+Gruzinski's house on the other, Pierre suddenly heard the desperate
+weeping of a woman close to him. He stopped as if awakening from a dream
+and lifted his head.
+
+By the side of the path, on the dusty dry grass, all sorts of household
+goods lay in a heap: featherbeds, a samovar, icons, and trunks. On the
+ground, beside the trunks, sat a thin woman no longer young, with long,
+prominent upper teeth, and wearing a black cloak and cap. This woman,
+swaying to and fro and muttering something, was choking with sobs. Two
+girls of about ten and twelve, dressed in dirty short frocks and cloaks,
+were staring at their mother with a look of stupefaction on their pale
+frightened faces. The youngest child, a boy of about seven, who wore an
+overcoat and an immense cap evidently not his own, was crying in his old
+nurse's arms. A dirty, barefooted maid was sitting on a trunk, and,
+having undone her pale-colored plait, was pulling it straight and
+sniffing at her singed hair. The woman's husband, a short, round-
+shouldered man in the undress uniform of a civilian official, with
+sausage-shaped whiskers and showing under his square-set cap the hair
+smoothly brushed forward over his temples, with expressionless face was
+moving the trunks, which were placed one on another, and was dragging
+some garments from under them.
+
+As soon as she saw Pierre, the woman almost threw herself at his feet.
+
+"Dear people, good Christians, save me, help me, dear friends... help
+us, somebody," she muttered between her sobs. "My girl... My daughter!
+My youngest daughter is left behind. She's burned! Ooh! Was it for this
+I nursed you.... Ooh!"
+
+"Don't, Mary Nikolievna!" said her husband to her in a low voice,
+evidently only to justify himself before the stranger. "Sister must have
+taken her, or else where can she be?" he added.
+
+"Monster! Villain!" shouted the woman angrily, suddenly ceasing to weep.
+"You have no heart, you don't feel for your own child! Another man would
+have rescued her from the fire. But this is a monster and neither a man
+nor a father! You, honored sir, are a noble man," she went on,
+addressing Pierre rapidly between her sobs. "The fire broke out
+alongside, and blew our way, the maid called out 'Fire!' and we rushed
+to collect our things. We ran out just as we were.... This is what we
+have brought away.... The icons, and my dowry bed, all the rest is lost.
+We seized the children. But not Katie! Ooh! O Lord!..." and again she
+began to sob. "My child, my dear one! Burned, burned!"
+
+"But where was she left?" asked Pierre.
+
+From the expression of his animated face the woman saw that this man
+might help her.
+
+"Oh, dear sir!" she cried, seizing him by the legs. "My benefactor, set
+my heart at ease.... Aniska, go, you horrid girl, show him the way!" she
+cried to the maid, angrily opening her mouth and still farther exposing
+her long teeth.
+
+"Show me the way, show me, I... I'll do it," gasped Pierre rapidly.
+
+The dirty maidservant stepped from behind the trunk, put up her plait,
+sighed, and went on her short, bare feet along the path. Pierre felt as
+if he had come back to life after a heavy swoon. He held his head
+higher, his eyes shone with the light of life, and with swift steps he
+followed the maid, overtook her, and came out on the Povarskoy. The
+whole street was full of clouds of black smoke. Tongues of flame here
+and there broke through that cloud. A great number of people crowded in
+front of the conflagration. In the middle of the street stood a French
+general saying something to those around him. Pierre, accompanied by the
+maid, was advancing to the spot where the general stood, but the French
+soldiers stopped him.
+
+"On ne passe pas!" * cried a voice.
+
+
+* "You can't pass!"
+
+"This way, uncle," cried the girl. "We'll pass through the side street,
+by the Nikulins'!"
+
+Pierre turned back, giving a spring now and then to keep up with her.
+She ran across the street, turned down a side street to the left, and,
+passing three houses, turned into a yard on the right.
+
+"It's here, close by," said she and, running across the yard, opened a
+gate in a wooden fence and, stopping, pointed out to him a small wooden
+wing of the house, which was burning brightly and fiercely. One of its
+sides had fallen in, another was on fire, and bright flames issued from
+the openings of the windows and from under the roof.
+
+As Pierre passed through the fence gate, he was enveloped by hot air and
+involuntarily stopped.
+
+"Which is it? Which is your house?" he asked.
+
+"Ooh!" wailed the girl, pointing to the wing. "That's it, that was our
+lodging. You've burned to death, our treasure, Katie, my precious little
+missy! Ooh!" lamented Aniska, who at the sight of the fire felt that she
+too must give expression to her feelings.
+
+Pierre rushed to the wing, but the heat was so great that he
+involuntarily passed round in a curve and came upon the large house that
+was as yet burning only at one end, just below the roof, and around
+which swarmed a crowd of Frenchmen. At first Pierre did not realize what
+these men, who were dragging something out, were about; but seeing
+before him a Frenchman hitting a peasant with a blunt saber and trying
+to take from him a fox-fur coat, he vaguely understood that looting was
+going on there, but he had no time to dwell on that idea.
+
+The sounds of crackling and the din of falling walls and ceilings, the
+whistle and hiss of the flames, the excited shouts of the people, and
+the sight of the swaying smoke, now gathering into thick black clouds
+and now soaring up with glittering sparks, with here and there dense
+sheaves of flame (now red and now like golden fish scales creeping along
+the walls), and the heat and smoke and rapidity of motion, produced on
+Pierre the usual animating effects of a conflagration. It had a
+peculiarly strong effect on him because at the sight of the fire he felt
+himself suddenly freed from the ideas that had weighed him down. He felt
+young, bright, adroit, and resolute. He ran round to the other side of
+the lodge and was about to dash into that part of it which was still
+standing, when just above his head he heard several voices shouting and
+then a cracking sound and the ring of something heavy falling close
+beside him.
+
+Pierre looked up and saw at a window of the large house some Frenchmen
+who had just thrown out the drawer of a chest, filled with metal
+articles. Other French soldiers standing below went up to the drawer.
+
+"What does this fellow want?" shouted one of them referring to Pierre.
+
+"There's a child in that house. Haven't you seen a child?" cried Pierre.
+
+"What's he talking about? Get along!" said several voices, and one of
+the soldiers, evidently afraid that Pierre might want to take from them
+some of the plate and bronzes that were in the drawer, moved
+threateningly toward him.
+
+"A child?" shouted a Frenchman from above. "I did hear something
+squealing in the garden. Perhaps it's his brat that the fellow is
+looking for. After all, one must be human, you know...."
+
+"Where is it? Where?" said Pierre.
+
+"There! There!" shouted the Frenchman at the window, pointing to the
+garden at the back of the house. "Wait a bit--I'm coming down."
+
+And a minute or two later the Frenchman, a black-eyed fellow with a spot
+on his cheek, in shirt sleeves, really did jump out of a window on the
+ground floor, and clapping Pierre on the shoulder ran with him into the
+garden.
+
+"Hurry up, you others!" he called out to his comrades. "It's getting
+hot."
+
+When they reached a gravel path behind the house the Frenchman pulled
+Pierre by the arm and pointed to a round, graveled space where a three-
+year-old girl in a pink dress was lying under a seat.
+
+"There is your child! Oh, a girl, so much the better!" said the
+Frenchman. "Good-bye, Fatty. We must be human, we are all mortal you
+know!" and the Frenchman with the spot on his cheek ran back to his
+comrades.
+
+Breathless with joy, Pierre ran to the little girl and was going to take
+her in his arms. But seeing a stranger the sickly, scrofulous-looking
+child, unattractively like her mother, began to yell and run away.
+Pierre, however, seized her and lifted her in his arms. She screamed
+desperately and angrily and tried with her little hands to pull Pierre's
+hands away and to bite them with her slobbering mouth. Pierre was seized
+by a sense of horror and repulsion such as he had experienced when
+touching some nasty little animal. But he made an effort not to throw
+the child down and ran with her to the large house. It was now, however,
+impossible to get back the way he had come; the maid, Aniska, was no
+longer there, and Pierre with a feeling of pity and disgust pressed the
+wet, painfully sobbing child to himself as tenderly as he could and ran
+with her through the garden seeking another way out.
+
+
+
+
+CHAPTER XXXIV
+
+Having run through different yards and side streets, Pierre got back
+with his little burden to the Gruzinski garden at the corner of the
+Povarskoy. He did not at first recognize the place from which he had set
+out to look for the child, so crowded was it now with people and goods
+that had been dragged out of the houses. Besides Russian families who
+had taken refuge here from the fire with their belongings, there were
+several French soldiers in a variety of clothing. Pierre took no notice
+of them. He hurried to find the family of that civil servant in order to
+restore the daughter to her mother and go to save someone else. Pierre
+felt that he had still much to do and to do quickly. Glowing with the
+heat and from running, he felt at that moment more strongly than ever
+the sense of youth, animation, and determination that had come on him
+when he ran to save the child. She had now become quiet and, clinging
+with her little hands to Pierre's coat, sat on his arm gazing about her
+like some little wild animal. He glanced at her occasionally with a
+slight smile. He fancied he saw something pathetically innocent in that
+frightened, sickly little face.
+
+He did not find the civil servant or his wife where he had left them. He
+walked among the crowd with rapid steps, scanning the various faces he
+met. Involuntarily he noticed a Georgian or Armenian family consisting
+of a very handsome old man of Oriental type, wearing a new, cloth-
+covered, sheepskin coat and new boots, an old woman of similar type, and
+a young woman. That very young woman seemed to Pierre the perfection of
+Oriental beauty, with her sharply outlined, arched, black eyebrows and
+the extraordinarily soft, bright color of her long, beautiful,
+expressionless face. Amid the scattered property and the crowd on the
+open space, she, in her rich satin cloak with a bright lilac shawl on
+her head, suggested a delicate exotic plant thrown out onto the snow.
+She was sitting on some bundles a little behind the old woman, and
+looked from under her long lashes with motionless, large, almond-shaped
+eyes at the ground before her. Evidently she was aware of her beauty and
+fearful because of it. Her face struck Pierre and, hurrying along by the
+fence, he turned several times to look at her. When he had reached the
+fence, still without finding those he sought, he stopped and looked
+about him.
+
+With the child in his arms his figure was now more conspicuous than
+before, and a group of Russians, both men and women, gathered about him.
+
+"Have you lost anyone, my dear fellow? You're of the gentry yourself,
+aren't you? Whose child is it?" they asked him.
+
+Pierre replied that the child belonged to a woman in a black coat who
+had been sitting there with her other children, and he asked whether
+anyone knew where she had gone.
+
+"Why, that must be the Anferovs," said an old deacon, addressing a
+pockmarked peasant woman. "Lord have mercy, Lord have mercy!" he added
+in his customary bass.
+
+"The Anferovs? No," said the woman. "They left in the morning. That must
+be either Mary Nikolievna's or the Ivanovs'!"
+
+"He says 'a woman,' and Mary Nikolievna is a lady," remarked a house
+serf.
+
+"Do you know her? She's thin, with long teeth," said Pierre.
+
+"That's Mary Nikolievna! They went inside the garden when these wolves
+swooped down," said the woman, pointing to the French soldiers.
+
+"O Lord, have mercy!" added the deacon.
+
+"Go over that way, they're there. It's she! She kept on lamenting and
+crying," continued the woman. "It's she. Here, this way!"
+
+But Pierre was not listening to the woman. He had for some seconds been
+intently watching what was going on a few steps away. He was looking at
+the Armenian family and at two French soldiers who had gone up to them.
+One of these, a nimble little man, was wearing a blue coat tied round
+the waist with a rope. He had a nightcap on his head and his feet were
+bare. The other, whose appearance particularly struck Pierre, was a
+long, lank, round-shouldered, fair-haired man, slow in his movements and
+with an idiotic expression of face. He wore a woman's loose gown of
+frieze, blue trousers, and large torn Hessian boots. The little
+barefooted Frenchman in the blue coat went up to the Armenians and,
+saying something, immediately seized the old man by his legs and the old
+man at once began pulling off his boots. The other in the frieze gown
+stopped in front of the beautiful Armenian girl and with his hands in
+his pockets stood staring at her, motionless and silent.
+
+"Here, take the child!" said Pierre peremptorily and hurriedly to the
+woman, handing the little girl to her. "Give her back to them, give her
+back!" he almost shouted, putting the child, who began screaming, on the
+ground, and again looking at the Frenchman and the Armenian family.
+
+The old man was already sitting barefoot. The little Frenchman had
+secured his second boot and was slapping one boot against the other. The
+old man was saying something in a voice broken by sobs, but Pierre
+caught but a glimpse of this, his whole attention was directed to the
+Frenchman in the frieze gown who meanwhile, swaying slowly from side to
+side, had drawn nearer to the young woman and taking his hands from his
+pockets had seized her by the neck.
+
+The beautiful Armenian still sat motionless and in the same attitude,
+with her long lashes drooping as if she did not see or feel what the
+soldier was doing to her.
+
+While Pierre was running the few steps that separated him from the
+Frenchman, the tall marauder in the frieze gown was already tearing from
+her neck the necklace the young Armenian was wearing, and the young
+woman, clutching at her neck, screamed piercingly.
+
+"Let that woman alone!" exclaimed Pierre hoarsely in a furious voice,
+seizing the soldier by his round shoulders and throwing him aside.
+
+The soldier fell, got up, and ran away. But his comrade, throwing down
+the boots and drawing his sword, moved threateningly toward Pierre.
+
+"Voyons, Pas de betises!" * he cried.
+
+
+* "Look here, no nonsense!"
+
+Pierre was in such a transport of rage that he remembered nothing and
+his strength increased tenfold. He rushed at the barefooted Frenchman
+and, before the latter had time to draw his sword, knocked him off his
+feet and hammered him with his fists. Shouts of approval were heard from
+the crowd around, and at the same moment a mounted patrol of French
+uhlans appeared from round the corner. The uhlans came up at a trot to
+Pierre and the Frenchman and surrounded them. Pierre remembered nothing
+of what happened after that. He only remembered beating someone and
+being beaten and finally feeling that his hands were bound and that a
+crowd of French soldiers stood around him and were searching him.
+
+"Lieutenant, he has a dagger," were the first words Pierre understood.
+
+"Ah, a weapon?" said the officer and turned to the barefooted soldier
+who had been arrested with Pierre. "All right, you can tell all about it
+at the court-martial." Then he turned to Pierre. "Do you speak French?"
+
+Pierre looked around him with bloodshot eyes and did not reply. His face
+probably looked very terrible, for the officer said something in a
+whisper and four more uhlans left the ranks and placed themselves on
+both sides of Pierre.
+
+"Do you speak French?" the officer asked again, keeping at a distance
+from Pierre. "Call the interpreter."
+
+A little man in Russian civilian clothes rode out from the ranks, and by
+his clothes and manner of speaking Pierre at once knew him to be a
+French salesman from one of the Moscow shops.
+
+"He does not look like a common man," said the interpreter, after a
+searching look at Pierre.
+
+"Ah, he looks very much like an incendiary," remarked the officer. "And
+ask him who he is," he added.
+
+"Who are you?" asked the interpreter in poor Russian. "You must answer
+the chief."
+
+"I will not tell you who I am. I am your prisoner--take me!" Pierre
+suddenly replied in French.
+
+"Ah, ah!" muttered the officer with a frown. "Well then, march!"
+
+A crowd had collected round the uhlans. Nearest to Pierre stood the
+pockmarked peasant woman with the little girl, and when the patrol
+started she moved forward.
+
+"Where are they taking you to, you poor dear?" said she. "And the little
+girl, the little girl, what am I to do with her if she's not theirs?"
+said the woman.
+
+"What does that woman want?" asked the officer.
+
+Pierre was as if intoxicated. His elation increased at the sight of the
+little girl he had saved.
+
+"What does she want?" he murmured. "She is bringing me my daughter whom
+I have just saved from the flames," said he. "Good-bye!" And without
+knowing how this aimless lie had escaped him, he went along with
+resolute and triumphant steps between the French soldiers.
+
+The French patrol was one of those sent out through the various streets
+of Moscow by Durosnel's order to put a stop to the pillage, and
+especially to catch the incendiaries who, according to the general
+opinion which had that day originated among the higher French officers,
+were the cause of the conflagrations. After marching through a number of
+streets the patrol arrested five more Russian suspects: a small
+shopkeeper, two seminary students, a peasant, and a house serf, besides
+several looters. But of all these various suspected characters, Pierre
+was considered to be the most suspicious of all. When they had all been
+brought for the night to a large house on the Zubov Rampart that was
+being used as a guardhouse, Pierre was placed apart under strict guard.
+
+BOOK TWELVE: 1812
+
+
+
+
+CHAPTER I
+
+In Petersburg at that time a complicated struggle was being carried on
+with greater heat than ever in the highest circles, between the parties
+of Rumyantsev, the French, Marya Fedorovna, the Tsarevich, and others,
+drowned as usual by the buzzing of the court drones. But the calm,
+luxurious life of Petersburg, concerned only about phantoms and
+reflections of real life, went on in its old way and made it hard,
+except by a great effort, to realize the danger and the difficult
+position of the Russian people. There were the same receptions and
+balls, the same French theater, the same court interests and service
+interests and intrigues as usual. Only in the very highest circles were
+attempts made to keep in mind the difficulties of the actual position.
+Stories were whispered of how differently the two Empresses behaved in
+these difficult circumstances. The Empress Marya, concerned for the
+welfare of the charitable and educational institutions under her
+patronage, had given directions that they should all be removed to
+Kazan, and the things belonging to these institutions had already been
+packed up. The Empress Elisabeth, however, when asked what instructions
+she would be pleased to give--with her characteristic Russian patriotism
+had replied that she could give no directions about state institutions
+for that was the affair of the sovereign, but as far as she personally
+was concerned she would be the last to quit Petersburg.
+
+At Anna Pavlovna's on the twenty-sixth of August, the very day of the
+battle of Borodino, there was a soiree, the chief feature of which was
+to be the reading of a letter from His Lordship the Bishop when sending
+the Emperor an icon of the Venerable Sergius. It was regarded as a model
+of ecclesiastical, patriotic eloquence. Prince Vasili himself, famed for
+his elocution, was to read it. (He used to read at the Empress'.) The
+art of his reading was supposed to lie in rolling out the words, quite
+independently of their meaning, in a loud and singsong voice alternating
+between a despairing wail and a tender murmur, so that the wail fell
+quite at random on one word and the murmur on another. This reading, as
+was always the case at Anna Pavlovna's soirees, had a political
+significance. That evening she expected several important personages who
+had to be made ashamed of their visits to the French theater and aroused
+to a patriotic temper. A good many people had already arrived, but Anna
+Pavlovna, not yet seeing all those whom she wanted in her drawing room,
+did not let the reading begin but wound up the springs of a general
+conversation.
+
+The news of the day in Petersburg was the illness of Countess Bezukhova.
+She had fallen ill unexpectedly a few days previously, had missed
+several gatherings of which she was usually ornament, and was said to be
+receiving no one, and instead of the celebrated Petersburg doctors who
+usually attended her had entrusted herself to some Italian doctor who
+was treating her in some new and unusual way.
+
+They all knew very well that the enchanting countess' illness arose from
+an inconvenience resulting from marrying two husbands at the same time,
+and that the Italian's cure consisted in removing such inconvenience;
+but in Anna Pavlovna's presence no one dared to think of this or even
+appear to know it.
+
+"They say the poor countess is very ill. The doctor says it is angina
+pectoris."
+
+"Angina? Oh, that's a terrible illness!"
+
+"They say that the rivals are reconciled, thanks to the angina..." and
+the word angina was repeated with great satisfaction.
+
+"The count is pathetic, they say. He cried like a child when the doctor
+told him the case was dangerous."
+
+"Oh, it would be a terrible loss, she is an enchanting woman."
+
+"You are speaking of the poor countess?" said Anna Pavlovna, coming up
+just then. "I sent to ask for news, and hear that she is a little
+better. Oh, she is certainly the most charming woman in the world," she
+went on, with a smile at her own enthusiasm. "We belong to different
+camps, but that does not prevent my esteeming her as she deserves. She
+is very unfortunate!" added Anna Pavlovna.
+
+Supposing that by these words Anna Pavlovna was somewhat lifting the
+veil from the secret of the countess' malady, an unwary young man
+ventured to express surprise that well known doctors had not been called
+in and that the countess was being attended by a charlatan who might
+employ dangerous remedies.
+
+"Your information may be better than mine," Anna Pavlovna suddenly and
+venomously retorted on the inexperienced young man, "but I know on good
+authority that this doctor is a very learned and able man. He is private
+physician to the Queen of Spain."
+
+And having thus demolished the young man, Anna Pavlovna turned to
+another group where Bilibin was talking about the Austrians: having
+wrinkled up his face he was evidently preparing to smooth it out again
+and utter one of his mots.
+
+"I think it is delightful," he said, referring to a diplomatic note that
+had been sent to Vienna with some Austrian banners captured from the
+French by Wittgenstein, "the hero of Petropol" as he was then called in
+Petersburg.
+
+"What? What's that?" asked Anna Pavlovna, securing silence for the mot,
+which she had heard before.
+
+And Bilibin repeated the actual words of the diplomatic dispatch, which
+he had himself composed.
+
+"The Emperor returns these Austrian banners," said Bilibin, "friendly
+banners gone astray and found on a wrong path," and his brow became
+smooth again.
+
+"Charming, charming!" observed Prince Vasili.
+
+"The path to Warsaw, perhaps," Prince Hippolyte remarked loudly and
+unexpectedly. Everybody looked at him, understanding what he meant.
+Prince Hippolyte himself glanced around with amused surprise. He knew no
+more than the others what his words meant. During his diplomatic career
+he had more than once noticed that such utterances were received as very
+witty, and at every opportunity he uttered in that way the first words
+that entered his head. "It may turn out very well," he thought, "but if
+not, they'll know how to arrange matters." And really, during the
+awkward silence that ensued, that insufficiently patriotic person
+entered whom Anna Pavlovna had been waiting for and wished to convert,
+and she, smiling and shaking a finger at Hippolyte, invited Prince
+Vasili to the table and bringing him two candles and the manuscript
+begged him to begin. Everyone became silent.
+
+"Most Gracious Sovereign and Emperor!" Prince Vasili sternly declaimed,
+looking round at his audience as if to inquire whether anyone had
+anything to say to the contrary. But no one said anything. "Moscow, our
+ancient capital, the New Jerusalem, receives her Christ"--he placed a
+sudden emphasis on the word her--"as a mother receives her zealous sons
+into her arms, and through the gathering mists, foreseeing the brilliant
+glory of thy rule, sings in exultation, 'Hosanna, blessed is he that
+cometh!'"
+
+Prince Vasili pronounced these last words in a tearful voice.
+
+Bilibin attentively examined his nails, and many of those present
+appeared intimidated, as if asking in what they were to blame. Anna
+Pavlovna whispered the next words in advance, like an old woman
+muttering the prayer at Communion: "Let the bold and insolent
+Goliath..." she whispered.
+
+Prince Vasili continued.
+
+"Let the bold and insolent Goliath from the borders of France encompass
+the realms of Russia with death-bearing terrors; humble Faith, the sling
+of the Russian David, shall suddenly smite his head in his bloodthirsty
+pride. This icon of the Venerable Sergius, the servant of God and
+zealous champion of old of our country's weal, is offered to Your
+Imperial Majesty. I grieve that my waning strength prevents rejoicing in
+the sight of your most gracious presence. I raise fervent prayers to
+Heaven that the Almighty may exalt the race of the just, and mercifully
+fulfill the desires of Your Majesty."
+
+"What force! What a style!" was uttered in approval both of reader and
+of author.
+
+Animated by that address Anna Pavlovna's guests talked for a long time
+of the state of the fatherland and offered various conjectures as to the
+result of the battle to be fought in a few days.
+
+"You will see," said Anna Pavlovna, "that tomorrow, on the Emperor's
+birthday, we shall receive news. I have a favorable presentiment!"
+
+
+
+
+CHAPTER II
+
+Anna Pavlovna's presentiment was in fact fulfilled. Next day during the
+service at the palace church in honor of the Emperor's birthday, Prince
+Volkonski was called out of the church and received a dispatch from
+Prince Kutuzov. It was Kutuzov's report, written from Tatarinova on the
+day of the battle. Kutuzov wrote that the Russians had not retreated a
+step, that the French losses were much heavier than ours, and that he
+was writing in haste from the field of battle before collecting full
+information. It followed that there must have been a victory. And at
+once, without leaving the church, thanks were rendered to the Creator
+for His help and for the victory.
+
+Anna Pavlovna's presentiment was justified, and all that morning a
+joyously festive mood reigned in the city. Everyone believed the victory
+to have been complete, and some even spoke of Napoleon's having been
+captured, of his deposition, and of the choice of a new ruler for
+France.
+
+It is very difficult for events to be reflected in their real strength
+and completeness amid the conditions of court life and far from the
+scene of action. General events involuntarily group themselves around
+some particular incident. So now the courtiers' pleasure was based as
+much on the fact that the news had arrived on the Emperor's birthday as
+on the fact of the victory itself. It was like a successfully arranged
+surprise. Mention was made in Kutuzov's report of the Russian losses,
+among which figured the names of Tuchkov, Bagration, and Kutaysov. In
+the Petersburg world this sad side of the affair again involuntarily
+centered round a single incident: Kutaysov's death. Everybody knew him,
+the Emperor liked him, and he was young and interesting. That day
+everyone met with the words:
+
+"What a wonderful coincidence! Just during the service. But what a loss
+Kutaysov is! How sorry I am!"
+
+"What did I tell about Kutuzov?" Prince Vasili now said with a prophet's
+pride. "I always said he was the only man capable of defeating
+Napoleon."
+
+But next day no news arrived from the army and the public mood grew
+anxious. The courtiers suffered because of the suffering the suspense
+occasioned the Emperor.
+
+"Fancy the Emperor's position!" said they, and instead of extolling
+Kutuzov as they had done the day before, they condemned him as the cause
+of the Emperor's anxiety. That day Prince Vasili no longer boasted of
+his protege Kutuzov, but remained silent when the commander-in-chief was
+mentioned. Moreover, toward evening, as if everything conspired to make
+Petersburg society anxious and uneasy, a terrible piece of news was
+added. Countess Helene Bezukhova had suddenly died of that terrible
+malady it had been so agreeable to mention. Officially, at large
+gatherings, everyone said that Countess Bezukhova had died of a terrible
+attack of angina pectoris, but in intimate circles details were
+mentioned of how the private physician of the Queen of Spain had
+prescribed small doses of a certain drug to produce a certain effect;
+but Helene, tortured by the fact that the old count suspected her and
+that her husband to whom she had written (that wretched, profligate
+Pierre) had not replied, had suddenly taken a very large dose of the
+drug, and had died in agony before assistance could be rendered her. It
+was said that Prince Vasili and the old count had turned upon the
+Italian, but the latter had produced such letters from the unfortunate
+deceased that they had immediately let the matter drop.
+
+Talk in general centered round three melancholy facts: the Emperor's
+lack of news, the loss of Kutaysov, and the death of Helene.
+
+On the third day after Kutuzov's report a country gentleman arrived from
+Moscow, and news of the surrender of Moscow to the French spread through
+the whole town. This was terrible! What a position for the Emperor to be
+in! Kutuzov was a traitor, and Prince Vasili during the visits of
+condolence paid to him on the occasion of his daughter's death said of
+Kutuzov, whom he had formerly praised (it was excusable for him in his
+grief to forget what he had said), that it was impossible to expect
+anything else from a blind and depraved old man.
+
+"I only wonder that the fate of Russia could have been entrusted to such
+a man."
+
+As long as this news remained unofficial it was possible to doubt it,
+but the next day the following communication was received from Count
+Rostopchin:
+
+Prince Kutuzov's adjutant has brought me a letter in which he demands
+police officers to guide the army to the Ryazan road. He writes that he
+is regretfully abandoning Moscow. Sire! Kutuzov's action decides the
+fate of the capital and of your empire! Russia will shudder to learn of
+the abandonment of the city in which her greatness is centered and in
+which lie the ashes of your ancestors! I shall follow the army. I have
+had everything removed, and it only remains for me to weep over the fate
+of my fatherland.
+
+On receiving this dispatch the Emperor sent Prince Volkonski to Kutuzov
+with the following rescript:
+
+Prince Michael Ilarionovich! Since the twenty-ninth of August I have
+received no communication from you, yet on the first of September I
+received from the commander-in-chief of Moscow, via Yaroslavl, the sad
+news that you, with the army, have decided to abandon Moscow. You can
+yourself imagine the effect this news has had on me, and your silence
+increases my astonishment. I am sending this by Adjutant-General Prince
+Volkonski, to hear from you the situation of the army and the reasons
+that have induced you to take this melancholy decision.
+
+
+
+
+CHAPTER III
+
+Nine days after the abandonment of Moscow, a messenger from Kutuzov
+reached Petersburg with the official announcement of that event. This
+messenger was Michaud, a Frenchman who did not know Russian, but who was
+quoique etranger, russe de coeur et d'ame, * as he said of himself.
+
+
+* Though a foreigner, Russian in heart and soul.
+
+The Emperor at once received this messenger in his study at the palace
+on Stone Island. Michaud, who had never seen Moscow before the campaign
+and who did not know Russian, yet felt deeply moved (as he wrote) when
+he appeared before notre tres gracieux souverain * with the news of the
+burning of Moscow, dont les flammes eclairaient sa route. *(2)
+
+
+* Our most gracious sovereign.
+
+* (2) Whose flames illumined his route.
+
+Though the source of M. Michaud's chagrin must have been different from
+that which caused Russians to grieve, he had such a sad face when shown
+into the Emperor's study that the latter at once asked:
+
+"Have you brought me sad news, Colonel?"
+
+"Very sad, sire," replied Michaud, lowering his eyes with a sigh. "The
+abandonment of Moscow."
+
+"Have they surrendered my ancient capital without a battle?" asked the
+Emperor quickly, his face suddenly flushing.
+
+Michaud respectfully delivered the message Kutuzov had entrusted to him,
+which was that it had been impossible to fight before Moscow, and that
+as the only remaining choice was between losing the army as well as
+Moscow, or losing Moscow alone, the field marshal had to choose the
+latter.
+
+The Emperor listened in silence, not looking at Michaud.
+
+"Has the enemy entered the city?" he asked.
+
+"Yes, sire, and Moscow is now in ashes. I left it all in flames,"
+replied Michaud in a decided tone, but glancing at the Emperor he was
+frightened by what he had done.
+
+The Emperor began to breathe heavily and rapidly, his lower lip
+trembled, and tears instantly appeared in his fine blue eyes.
+
+But this lasted only a moment. He suddenly frowned, as if blaming
+himself for his weakness, and raising his head addressed Michaud in a
+firm voice:
+
+"I see, Colonel, from all that is happening, that Providence requires
+great sacrifices of us... I am ready to submit myself in all things to
+His will; but tell me, Michaud, how did you leave the army when it saw
+my ancient capital abandoned without a battle? Did you not notice
+discouragement?..."
+
+Seeing that his most gracious ruler was calm once more, Michaud also
+grew calm, but was not immediately ready to reply to the Emperor's
+direct and relevant question which required a direct answer.
+
+"Sire, will you allow me to speak frankly as befits a loyal soldier?" he
+asked to gain time.
+
+"Colonel, I always require it," replied the Emperor. "Conceal nothing
+from me, I wish to know absolutely how things are."
+
+"Sire!" said Michaud with a subtle, scarcely perceptible smile on his
+lips, having now prepared a well-phrased reply, "sire, I left the whole
+army, from its chiefs to the lowest soldier, without exception in
+desperate and agonized terror..."
+
+"How is that?" the Emperor interrupted him, frowning sternly. "Would
+misfortune make my Russians lose heart?... Never!"
+
+Michaud had only waited for this to bring out the phrase he had
+prepared.
+
+"Sire," he said, with respectful playfulness, "they are only afraid lest
+Your Majesty, in the goodness of your heart, should allow yourself to be
+persuaded to make peace. They are burning for the combat," declared this
+representative of the Russian nation, "and to prove to Your Majesty by
+the sacrifice of their lives how devoted they are...."
+
+"Ah!" said the Emperor reassured, and with a kindly gleam in his eyes,
+he patted Michaud on the shoulder. "You set me at ease, Colonel."
+
+He bent his head and was silent for some time.
+
+"Well, then, go back to the army," he said, drawing himself up to his
+full height and addressing Michaud with a gracious and majestic gesture,
+"and tell our brave men and all my good subjects wherever you go that
+when I have not a soldier left I shall put myself at the head of my
+beloved nobility and my good peasants and so use the last resources of
+my empire. It still offers me more than my enemies suppose," said the
+Emperor growing more and more animated; "but should it ever be ordained
+by Divine Providence," he continued, raising to heaven his fine eyes
+shining with emotion, "that my dynasty should cease to reign on the
+throne of my ancestors, then after exhausting all the means at my
+command, I shall let my beard grow to here" (he pointed halfway down his
+chest) "and go and eat potatoes with the meanest of my peasants, rather
+than sign the disgrace of my country and of my beloved people whose
+sacrifices I know how to appreciate."
+
+Having uttered these words in an agitated voice the Emperor suddenly
+turned away as if to hide from Michaud the tears that rose to his eyes,
+and went to the further end of his study. Having stood there a few
+moments, he strode back to Michaud and pressed his arm below the elbow
+with a vigorous movement. The Emperor's mild and handsome face was
+flushed and his eyes gleamed with resolution and anger.
+
+"Colonel Michaud, do not forget what I say to you here, perhaps we may
+recall it with pleasure someday... Napoleon or I," said the Emperor,
+touching his breast. "We can no longer both reign together. I have
+learned to know him, and he will not deceive me any more...."
+
+And the Emperor paused, with a frown.
+
+When he heard these words and saw the expression of firm resolution in
+the Emperor's eyes, Michaud--quoique etranger, russe de coeur et d'ame--
+at that solemn moment felt himself enraptured by all that he had heard
+(as he used afterwards to say), and gave expression to his own feelings
+and those of the Russian people whose representative he considered
+himself to be, in the following words:
+
+"Sire!" said he, "Your Majesty is at this moment signing the glory of
+the nation and the salvation of Europe!"
+
+With an inclination of the head the Emperor dismissed him.
+
+
+
+
+CHAPTER IV
+
+It is natural for us who were not living in those days to imagine that
+when half Russia had been conquered and the inhabitants were fleeing to
+distant provinces, and one levy after another was being raised for the
+defense of the fatherland, all Russians from the greatest to the least
+were solely engaged in sacrificing themselves, saving their fatherland,
+or weeping over its downfall. The tales and descriptions of that time
+without exception speak only of the self-sacrifice, patriotic devotion,
+despair, grief, and the heroism of the Russians. But it was not really
+so. It appears so to us because we see only the general historic
+interest of that time and do not see all the personal human interests
+that people had. Yet in reality those personal interests of the moment
+so much transcend the general interests that they always prevent the
+public interest from being felt or even noticed. Most of the people at
+that time paid no attention to the general progress of events but were
+guided only by their private interests, and they were the very people
+whose activities at that period were most useful.
+
+Those who tried to understand the general course of events and to take
+part in it by self-sacrifice and heroism were the most useless members
+of society, they saw everything upside down, and all they did for the
+common good turned out to be useless and foolish--like Pierre's and
+Mamonov's regiments which looted Russian villages, and the lint the
+young ladies prepared and that never reached the wounded, and so on.
+Even those, fond of intellectual talk and of expressing their feelings,
+who discussed Russia's position at the time involuntarily introduced
+into their conversation either a shade of pretense and falsehood or
+useless condemnation and anger directed against people accused of
+actions no one could possibly be guilty of. In historic events the rule
+forbidding us to eat of the fruit of the Tree of Knowledge is specially
+applicable. Only unconscious action bears fruit, and he who plays a part
+in an historic event never understands its significance. If he tries to
+realize it his efforts are fruitless.
+
+The more closely a man was engaged in the events then taking place in
+Russia the less did he realize their significance. In Petersburg and in
+the provinces at a distance from Moscow, ladies, and gentlemen in
+militia uniforms, wept for Russia and its ancient capital and talked of
+self-sacrifice and so on; but in the army which retired beyond Moscow
+there was little talk or thought of Moscow, and when they caught sight
+of its burned ruins no one swore to be avenged on the French, but they
+thought about their next pay, their next quarters, of Matreshka the
+vivandiere, and like matters.
+
+As the war had caught him in the service, Nicholas Rostov took a close
+and prolonged part in the defense of his country, but did so casually,
+without any aim at self-sacrifice, and he therefore looked at what was
+going on in Russia without despair and without dismally racking his
+brains over it. Had he been asked what he thought of the state of
+Russia, he would have said that it was not his business to think about
+it, that Kutuzov and others were there for that purpose, but that he had
+heard that the regiments were to be made up to their full strength, that
+fighting would probably go on for a long time yet, and that things being
+so it was quite likely he might be in command of a regiment in a couple
+of years' time.
+
+As he looked at the matter in this way, he learned that he was being
+sent to Voronezh to buy remounts for his division, not only without
+regret at being prevented from taking part in the coming battle, but
+with the greatest pleasure--which he did not conceal and which his
+comrades fully understood.
+
+A few days before the battle of Borodino, Nicholas received the
+necessary money and warrants, and having sent some hussars on in
+advance, he set out with post horses for Voronezh.
+
+Only a man who has experienced it--that is, has passed some months
+continuously in an atmosphere of campaigning and war--can understand the
+delight Nicholas felt when he escaped from the region covered by the
+army's foraging operations, provision trains, and hospitals. When--free
+from soldiers, wagons, and the filthy traces of a camp--he saw villages
+with peasants and peasant women, gentlemen's country houses, fields
+where cattle were grazing, posthouses with stationmasters asleep in
+them, he rejoiced as though seeing all this for the first time. What for
+a long while specially surprised and delighted him were the women, young
+and healthy, without a dozen officers making up to each of them; women,
+too, who were pleased and flattered that a passing officer should joke
+with them.
+
+In the highest spirits Nicholas arrived at night at a hotel in Voronezh,
+ordered things he had long been deprived of in camp, and next day, very
+clean-shaven and in a full-dress uniform he had not worn for a long
+time, went to present himself to the authorities.
+
+The commander of the militia was a civilian general, an old man who was
+evidently pleased with his military designation and rank. He received
+Nicholas brusquely (imagining this to be characteristically military)
+and questioned him with an important air, as if considering the general
+progress of affairs and approving and disapproving with full right to do
+so. Nicholas was in such good spirits that this merely amused him.
+
+From the commander of the militia he drove to the governor. The governor
+was a brisk little man, very simple and affable. He indicated the stud
+farms at which Nicholas might procure horses, recommended to him a horse
+dealer in the town and a landowner fourteen miles out of town who had
+the best horses, and promised to assist him in every way.
+
+"You are Count Ilya Rostov's son? My wife was a great friend of your
+mother's. We are at home on Thursdays--today is Thursday, so please come
+and see us quite informally," said the governor, taking leave of him.
+
+Immediately on leaving the governor's, Nicholas hired post horses and,
+taking his squadron quartermaster with him, drove at a gallop to the
+landowner, fourteen miles away, who had the stud. Everything seemed to
+him pleasant and easy during that first part of his stay in Voronezh
+and, as usually happens when a man is in a pleasant state of mind,
+everything went well and easily.
+
+The landowner to whom Nicholas went was a bachelor, an old cavalryman, a
+horse fancier, a sportsman, the possessor of some century-old brandy and
+some old Hungarian wine, who had a snuggery where he smoked, and who
+owned some splendid horses.
+
+In very few words Nicholas bought seventeen picked stallions for six
+thousand rubles--to serve, as he said, as samples of his remounts. After
+dining and taking rather too much of the Hungarian wine, Nicholas--
+having exchanged kisses with the landowner, with whom he was already on
+the friendliest terms--galloped back over abominable roads, in the
+brightest frame of mind, continually urging on the driver so as to be in
+time for the governor's party.
+
+When he had changed, poured water over his head, and scented himself,
+Nicholas arrived at the governor's rather late, but with the phrase
+"better late than never" on his lips.
+
+It was not a ball, nor had dancing been announced, but everyone knew
+that Catherine Petrovna would play valses and the ecossaise on the
+clavichord and that there would be dancing, and so everyone had come as
+to a ball.
+
+Provincial life in 1812 went on very much as usual, but with this
+difference, that it was livelier in the towns in consequence of the
+arrival of many wealthy families from Moscow, and as in everything that
+went on in Russia at that time a special recklessness was noticeable, an
+"in for a penny, in for a pound--who cares?" spirit, and the inevitable
+small talk, instead of turning on the weather and mutual acquaintances,
+now turned on Moscow, the army, and Napoleon.
+
+The society gathered together at the governor's was the best in
+Voronezh.
+
+There were a great many ladies and some of Nicholas' Moscow
+acquaintances, but there were no men who could at all vie with the
+cavalier of St. George, the hussar remount officer, the good-natured and
+well-bred Count Rostov. Among the men was an Italian prisoner, an
+officer of the French army; and Nicholas felt that the presence of that
+prisoner enhanced his own importance as a Russian hero. The Italian was,
+as it were, a war trophy. Nicholas felt this, it seemed to him that
+everyone regarded the Italian in the same light, and he treated him
+cordially though with dignity and restraint.
+
+As soon as Nicholas entered in his hussar uniform, diffusing around him
+a fragrance of perfume and wine, and had uttered the words "better late
+than never" and heard them repeated several times by others, people
+clustered around him; all eyes turned on him, and he felt at once that
+he had entered into his proper position in the province--that of a
+universal favorite: a very pleasant position, and intoxicatingly so
+after his long privations. At posting stations, at inns, and in the
+landowner's snuggery, maidservants had been flattered by his notice, and
+here too at the governor's party there were (as it seemed to Nicholas)
+an inexhaustible number of pretty young women, married and unmarried,
+impatiently awaiting his notice. The women and girls flirted with him
+and, from the first day, the people concerned themselves to get this
+fine young daredevil of an hussar married and settled down. Among these
+was the governor's wife herself, who welcomed Rostov as a near relative
+and called him "Nicholas."
+
+Catherine Petrovna did actually play valses and the ecossaise, and
+dancing began in which Nicholas still further captivated the provincial
+society by his agility. His particularly free manner of dancing even
+surprised them all. Nicholas was himself rather surprised at the way he
+danced that evening. He had never danced like that in Moscow and would
+even have considered such a very free and easy manner improper and in
+bad form, but here he felt it incumbent on him to astonish them all by
+something unusual, something they would have to accept as the regular
+thing in the capital though new to them in the provinces.
+
+All the evening Nicholas paid attention to a blue-eyed, plump and
+pleasing little blonde, the wife of one of the provincial officials.
+With the naive conviction of young men in a merry mood that other men's
+wives were created for them, Rostov did not leave the lady's side and
+treated her husband in a friendly and conspiratorial style, as if,
+without speaking of it, they knew how capitally Nicholas and the lady
+would get on together. The husband, however, did not seem to share that
+conviction and tried to behave morosely with Rostov. But the latter's
+good-natured naivete was so boundless that sometimes even he
+involuntarily yielded to Nicholas' good humor. Toward the end of the
+evening, however, as the wife's face grew more flushed and animated, the
+husband's became more and more melancholy and solemn, as though there
+were but a given amount of animation between them and as the wife's
+share increased the husband's diminished.
+
+
+
+
+CHAPTER V
+
+Nicholas sat leaning slightly forward in an armchair, bending closely
+over the blonde lady and paying her mythological compliments with a
+smile that never left his face. Jauntily shifting the position of his
+legs in their tight riding breeches, diffusing an odor of perfume, and
+admiring his partner, himself, and the fine outlines of his legs in
+their well-fitting Hessian boots, Nicholas told the blonde lady that he
+wished to run away with a certain lady here in Voronezh.
+
+"Which lady?"
+
+"A charming lady, a divine one. Her eyes" (Nicholas looked at his
+partner) "are blue, her mouth coral and ivory; her figure" (he glanced
+at her shoulders) "like Diana's...."
+
+The husband came up and sullenly asked his wife what she was talking
+about.
+
+"Ah, Nikita Ivanych!" cried Nicholas, rising politely, and as if wishing
+Nikita Ivanych to share his joke, he began to tell him of his intention
+to elope with a blonde lady.
+
+The husband smiled gloomily, the wife gaily. The governor's good-natured
+wife came up with a look of disapproval.
+
+"Anna Ignatyevna wants to see you, Nicholas," said she, pronouncing the
+name so that Nicholas at once understood that Anna Ignatyevna was a very
+important person. "Come, Nicholas! You know you let me call you so?"
+
+"Oh, yes, Aunt. Who is she?"
+
+"Anna Ignatyevna Malvintseva. She has heard from her niece how you
+rescued her... Can you guess?"
+
+"I rescued such a lot of them!" said Nicholas.
+
+"Her niece, Princess Bolkonskaya. She is here in Voronezh with her aunt.
+Oho! How you blush. Why, are...?"
+
+"Not a bit! Please don't, Aunt!"
+
+"Very well, very well!... Oh, what a fellow you are!"
+
+The governor's wife led him up to a tall and very stout old lady with a
+blue headdress, who had just finished her game of cards with the most
+important personages of the town. This was Malvintseva, Princess Mary's
+aunt on her mother's side, a rich, childless widow who always lived in
+Voronezh. When Rostov approached her she was standing settling up for
+the game. She looked at him and, screwing up her eyes sternly, continued
+to upbraid the general who had won from her.
+
+"Very pleased, mon cher," she then said, holding out her hand to
+Nicholas. "Pray come and see me."
+
+After a few words about Princess Mary and her late father, whom
+Malvintseva had evidently not liked, and having asked what Nicholas knew
+of Prince Andrew, who also was evidently no favorite of hers, the
+important old lady dismissed Nicholas after repeating her invitation to
+come to see her.
+
+Nicholas promised to come and blushed again as he bowed. At the mention
+of Princess Mary he experienced a feeling of shyness and even of fear,
+which he himself did not understand.
+
+When he had parted from Malvintseva Nicholas wished to return to the
+dancing, but the governor's little wife placed her plump hand on his
+sleeve and, saying that she wanted to have a talk with him, led him to
+her sitting room, from which those who were there immediately withdrew
+so as not to be in her way.
+
+"Do you know, dear boy," began the governor's wife with a serious
+expression on her kind little face, "that really would be the match for
+you: would you like me to arrange it?"
+
+"Whom do you mean, Aunt?" asked Nicholas.
+
+"I will make a match for you with the princess. Catherine Petrovna
+speaks of Lily, but I say, no--the princess! Do you want me to do it? I
+am sure your mother will be grateful to me. What a charming girl she is,
+really! And she is not at all so plain, either."
+
+"Not at all," replied Nicholas as if offended at the idea. "As befits a
+soldier, Aunt, I don't force myself on anyone or refuse anything," he
+said before he had time to consider what he was saying.
+
+"Well then, remember, this is not a joke!"
+
+"Of course not!"
+
+"Yes, yes," the governor's wife said as if talking to herself. "But, my
+dear boy, among other things you are too attentive to the other, the
+blonde. One is sorry for the husband, really...."
+
+"Oh no, we are good friends with him," said Nicholas in the simplicity
+of his heart; it did not enter his head that a pastime so pleasant to
+himself might not be pleasant to someone else.
+
+"But what nonsense I have been saying to the governor's wife!" thought
+Nicholas suddenly at supper. "She will really begin to arrange a
+match... and Sonya...?" And on taking leave of the governor's wife, when
+she again smilingly said to him, "Well then, remember!" he drew her
+aside.
+
+"But see here, to tell the truth, Aunt..."
+
+"What is it, my dear? Come, let's sit down here," said she.
+
+Nicholas suddenly felt a desire and need to tell his most intimate
+thoughts (which he would not have told to his mother, his sister, or his
+friend) to this woman who was almost a stranger. When he afterwards
+recalled that impulse to unsolicited and inexplicable frankness which
+had very important results for him, it seemed to him--as it seems to
+everyone in such cases--that it was merely some silly whim that seized
+him: yet that burst of frankness, together with other trifling events,
+had immense consequences for him and for all his family.
+
+"You see, Aunt, Mamma has long wanted me to marry an heiress, but the
+very idea of marrying for money is repugnant to me."
+
+"Oh yes, I understand," said the governor's wife.
+
+"But Princess Bolkonskaya--that's another matter. I will tell you the
+truth. In the first place I like her very much, I feel drawn to her; and
+then, after I met her under such circumstances--so strangely, the idea
+often occurred to me: 'This is fate.' Especially if you remember that
+Mamma had long been thinking of it; but I had never happened to meet her
+before, somehow it had always happened that we did not meet. And as long
+as my sister Natasha was engaged to her brother it was of course out of
+the question for me to think of marrying her. And it must needs happen
+that I should meet her just when Natasha's engagement had been broken
+off... and then everything... So you see... I never told this to anyone
+and never will, only to you."
+
+The governor's wife pressed his elbow gratefully.
+
+"You know Sonya, my cousin? I love her, and promised to marry her, and
+will do so.... So you see there can be no question about-" said Nicholas
+incoherently and blushing.
+
+"My dear boy, what a way to look at it! You know Sonya has nothing and
+you yourself say your Papa's affairs are in a very bad way. And what
+about your mother? It would kill her, that's one thing. And what sort of
+life would it be for Sonya--if she's a girl with a heart? Your mother in
+despair, and you all ruined.... No, my dear, you and Sonya ought to
+understand that."
+
+Nicholas remained silent. It comforted him to hear these arguments.
+
+"All the same, Aunt, it is impossible," he rejoined with a sigh, after a
+short pause. "Besides, would the princess have me? And besides, she is
+now in mourning. How can one think of it!"
+
+"But you don't suppose I'm going to get you married at once? There is
+always a right way of doing things," replied the governor's wife.
+
+"What a matchmaker you are, Aunt..." said Nicholas, kissing her plump
+little hand.
+
+
+
+
+CHAPTER VI
+
+On reaching Moscow after her meeting with Rostov, Princess Mary had
+found her nephew there with his tutor, and a letter from Prince Andrew
+giving her instructions how to get to her Aunt Malvintseva at Voronezh.
+That feeling akin to temptation which had tormented her during her
+father's illness, since his death, and especially since her meeting with
+Rostov was smothered by arrangements for the journey, anxiety about her
+brother, settling in a new house, meeting new people, and attending to
+her nephew's education. She was sad. Now, after a month passed in quiet
+surroundings, she felt more and more deeply the loss of her father which
+was associated in her mind with the ruin of Russia. She was agitated and
+incessantly tortured by the thought of the dangers to which her brother,
+the only intimate person now remaining to her, was exposed. She was
+worried too about her nephew's education for which she had always felt
+herself incompetent, but in the depths of her soul she felt at peace--a
+peace arising from consciousness of having stifled those personal dreams
+and hopes that had been on the point of awakening within her and were
+related to her meeting with Rostov.
+
+The day after her party the governor's wife came to see Malvintseva and,
+after discussing her plan with the aunt, remarked that though under
+present circumstances a formal betrothal was, of course, not to be
+thought of, all the same the young people might be brought together and
+could get to know one another. Malvintseva expressed approval, and the
+governor's wife began to speak of Rostov in Mary's presence, praising
+him and telling how he had blushed when Princess Mary's name was
+mentioned. But Princess Mary experienced a painful rather than a joyful
+feeling--her mental tranquillity was destroyed, and desires, doubts,
+self-reproach, and hopes reawoke.
+
+During the two days that elapsed before Rostov called, Princess Mary
+continually thought of how she ought to behave to him. First she decided
+not to come to the drawing room when he called to see her aunt--that it
+would not be proper for her, in her deep mourning, to receive visitors;
+then she thought this would be rude after what he had done for her; then
+it occurred to her that her aunt and the governor's wife had intentions
+concerning herself and Rostov--their looks and words at times seemed to
+confirm this supposition--then she told herself that only she, with her
+sinful nature, could think this of them: they could not forget that
+situated as she was, while still wearing deep mourning, such matchmaking
+would be an insult to her and to her father's memory. Assuming that she
+did go down to see him, Princess Mary imagined the words he would say to
+her and what she would say to him, and these words sometimes seemed
+undeservedly cold and then to mean too much. More than anything she
+feared lest the confusion she felt might overwhelm her and betray her as
+soon as she saw him.
+
+But when on Sunday after church the footman announced in the drawing
+room that Count Rostov had called, the princess showed no confusion,
+only a slight blush suffused her cheeks and her eyes lit up with a new
+and radiant light.
+
+"You have met him, Aunt?" said she in a calm voice, unable herself to
+understand that she could be outwardly so calm and natural.
+
+When Rostov entered the room, the princess dropped her eyes for an
+instant, as if to give the visitor time to greet her aunt, and then just
+as Nicholas turned to her she raised her head and met his look with
+shining eyes. With a movement full of dignity and grace she half rose
+with a smile of pleasure, held out her slender, delicate hand to him,
+and began to speak in a voice in which for the first time new deep
+womanly notes vibrated. Mademoiselle Bourienne, who was in the drawing
+room, looked at Princess Mary in bewildered surprise. Herself a
+consummate coquette, she could not have maneuvered better on meeting a
+man she wished to attract.
+
+"Either black is particularly becoming to her or she really has greatly
+improved without my having noticed it. And above all, what tact and
+grace!" thought Mademoiselle Bourienne.
+
+Had Princess Mary been capable of reflection at that moment, she would
+have been more surprised than Mademoiselle Bourienne at the change that
+had taken place in herself. From the moment she recognized that dear,
+loved face, a new life force took possession of her and compelled her to
+speak and act apart from her own will. From the time Rostov entered, her
+face became suddenly transformed. It was as if a light had been kindled
+in a carved and painted lantern and the intricate, skillful, artistic
+work on its sides, that previously seemed dark, coarse, and meaningless,
+was suddenly shown up in unexpected and striking beauty. For the first
+time all that pure, spiritual, inward travail through which she had
+lived appeared on the surface. All her inward labor, her dissatisfaction
+with herself, her sufferings, her strivings after goodness, her
+meekness, love, and self-sacrifice--all this now shone in those radiant
+eyes, in her delicate smile, and in every trait of her gentle face.
+
+Rostov saw all this as clearly as if he had known her whole life. He
+felt that the being before him was quite different from, and better
+than, anyone he had met before, and above all better than himself.
+
+Their conversation was very simple and unimportant. They spoke of the
+war, and like everyone else unconsciously exaggerated their sorrow about
+it; they spoke of their last meeting--Nicholas trying to change the
+subject--they talked of the governor's kind wife, of Nicholas'
+relations, and of Princess Mary's.
+
+She did not talk about her brother, diverting the conversation as soon
+as her aunt mentioned Andrew. Evidently she could speak of Russia's
+misfortunes with a certain artificiality, but her brother was too near
+her heart and she neither could nor would speak lightly of him. Nicholas
+noticed this, as he noticed every shade of Princess Mary's character
+with an observation unusual to him, and everything confirmed his
+conviction that she was a quite unusual and extraordinary being.
+Nicholas blushed and was confused when people spoke to him about the
+princess (as she did when he was mentioned) and even when he thought of
+her, but in her presence he felt quite at ease, and said not at all what
+he had prepared, but what, quite appropriately, occurred to him at the
+moment.
+
+When a pause occurred during his short visit, Nicholas, as is usual when
+there are children, turned to Prince Andrew's little son, caressing him
+and asking whether he would like to be an hussar. He took the boy on his
+knee, played with him, and looked round at Princess Mary. With a
+softened, happy, timid look she watched the boy she loved in the arms of
+the man she loved. Nicholas also noticed that look and, as if
+understanding it, flushed with pleasure and began to kiss the boy with
+good natured playfulness.
+
+As she was in mourning Princess Mary did not go out into society, and
+Nicholas did not think it the proper thing to visit her again; but all
+the same the governor's wife went on with her matchmaking, passing on to
+Nicholas the flattering things Princess Mary said of him and vice versa,
+and insisting on his declaring himself to Princess Mary. For this
+purpose she arranged a meeting between the young people at the bishop's
+house before Mass.
+
+Though Rostov told the governor's wife that he would not make any
+declaration to Princess Mary, he promised to go.
+
+As at Tilsit Rostov had not allowed himself to doubt that what everybody
+considered right was right, so now, after a short but sincere struggle
+between his effort to arrange his life by his own sense of justice, and
+in obedient submission to circumstances, he chose the latter and yielded
+to the power he felt irresistibly carrying him he knew not where. He
+knew that after his promise to Sonya it would be what he deemed base to
+declare his feelings to Princess Mary. And he knew that he would never
+act basely. But he also knew (or rather felt at the bottom of his heart)
+that by resigning himself now to the force of circumstances and to those
+who were guiding him, he was not only doing nothing wrong, but was doing
+something very important--more important than anything he had ever done
+in his life.
+
+After meeting Princess Mary, though the course of his life went on
+externally as before, all his former amusements lost their charm for him
+and he often thought about her. But he never thought about her as he had
+thought of all the young ladies without exception whom he had met in
+society, nor as he had for a long time, and at one time rapturously,
+thought about Sonya. He had pictured each of those young ladies as
+almost all honest-hearted young men do, that is, as a possible wife,
+adapting her in his imagination to all the conditions of married life: a
+white dressing gown, his wife at the tea table, his wife's carriage,
+little ones, Mamma and Papa, their relations to her, and so on--and
+these pictures of the future had given him pleasure. But with Princess
+Mary, to whom they were trying to get him engaged, he could never
+picture anything of future married life. If he tried, his pictures
+seemed incongruous and false. It made him afraid.
+
+
+
+
+CHAPTER VII
+
+The dreadful news of the battle of Borodino, of our losses in killed and
+wounded, and the still more terrible news of the loss of Moscow reached
+Voronezh in the middle of September. Princess Mary, having learned of
+her brother's wound only from the Gazette and having no definite news of
+him, prepared (so Nicholas heard, he had not seen her again himself) to
+set off in search of Prince Andrew.
+
+When he received the news of the battle of Borodino and the abandonment
+of Moscow, Rostov was not seized with despair, anger, the desire for
+vengeance, or any feeling of that kind, but everything in Voronezh
+suddenly seemed to him dull and tiresome, and he experienced an
+indefinite feeling of shame and awkwardness. The conversations he heard
+seemed to him insincere; he did not know how to judge all these affairs
+and felt that only in the regiment would everything again become clear
+to him. He made haste to finish buying the horses, and often became
+unreasonably angry with his servant and squadron quartermaster.
+
+A few days before his departure a special thanksgiving, at which
+Nicholas was present, was held in the cathedral for the Russian victory.
+He stood a little behind the governor and held himself with military
+decorum through the service, meditating on a great variety of subjects.
+When the service was over the governor's wife beckoned him to her.
+
+"Have you seen the princess?" she asked, indicating with a movement of
+her head a lady standing on the opposite side, beyond the choir.
+
+Nicholas immediately recognized Princess Mary not so much by the profile
+he saw under her bonnet as by the feeling of solicitude, timidity, and
+pity that immediately overcame him. Princess Mary, evidently engrossed
+by her thoughts, was crossing herself for the last time before leaving
+the church.
+
+Nicholas looked at her face with surprise. It was the same face he had
+seen before, there was the same general expression of refined, inner,
+spiritual labor, but now it was quite differently lit up. There was a
+pathetic expression of sorrow, prayer, and hope in it. As had occurred
+before when she was present, Nicholas went up to her without waiting to
+be prompted by the governor's wife and not asking himself whether or not
+it was right and proper to address her here in church, and told her he
+had heard of her trouble and sympathized with his whole soul. As soon as
+she heard his voice a vivid glow kindled in her face, lighting up both
+her sorrow and her joy.
+
+"There is one thing I wanted to tell you, Princess," said Rostov. "It is
+that if your brother, Prince Andrew Nikolievich, were not living, it
+would have been at once announced in the Gazette, as he is a colonel."
+
+The princess looked at him, not grasping what he was saying, but cheered
+by the expression of regretful sympathy on his face.
+
+"And I have known so many cases of a splinter wound" (the Gazette said
+it was a shell) "either proving fatal at once or being very slight,"
+continued Nicholas. "We must hope for the best, and I am sure..."
+
+Princess Mary interrupted him.
+
+"Oh, that would be so dread..." she began and, prevented by agitation
+from finishing, she bent her head with a movement as graceful as
+everything she did in his presence and, looking up at him gratefully,
+went out, following her aunt.
+
+That evening Nicholas did not go out, but stayed at home to settle some
+accounts with the horse dealers. When he had finished that business it
+was already too late to go anywhere but still too early to go to bed,
+and for a long time he paced up and down the room, reflecting on his
+life, a thing he rarely did.
+
+Princess Mary had made an agreeable impression on him when he had met
+her in Smolensk province. His having encountered her in such exceptional
+circumstances, and his mother having at one time mentioned her to him as
+a good match, had drawn his particular attention to her. When he met her
+again in Voronezh the impression she made on him was not merely pleasing
+but powerful. Nicholas had been struck by the peculiar moral beauty he
+observed in her at this time. He was, however, preparing to go away and
+it had not entered his head to regret that he was thus depriving himself
+of chances of meeting her. But that day's encounter in church had, he
+felt, sunk deeper than was desirable for his peace of mind. That pale,
+sad, refined face, that radiant look, those gentle graceful gestures,
+and especially the deep and tender sorrow expressed in all her features
+agitated him and evoked his sympathy. In men Rostov could not bear to
+see the expression of a higher spiritual life (that was why he did not
+like Prince Andrew) and he referred to it contemptuously as philosophy
+and dreaminess, but in Princess Mary that very sorrow which revealed the
+depth of a whole spiritual world foreign to him was an irresistible
+attraction.
+
+"She must be a wonderful woman. A real angel!" he said to himself. "Why
+am I not free? Why was I in such a hurry with Sonya?" And he
+involuntarily compared the two: the lack of spirituality in the one and
+the abundance of it in the other--a spirituality he himself lacked and
+therefore valued most highly. He tried to picture what would happen were
+he free. How he would propose to her and how she would become his wife.
+But no, he could not imagine that. He felt awed, and no clear picture
+presented itself to his mind. He had long ago pictured to himself a
+future with Sonya, and that was all clear and simple just because it had
+all been thought out and he knew all there was in Sonya, but it was
+impossible to picture a future with Princess Mary, because he did not
+understand her but simply loved her.
+
+Reveries about Sonya had had something merry and playful in them, but to
+dream of Princess Mary was always difficult and a little frightening.
+
+"How she prayed!" he thought. "It was plain that her whole soul was in
+her prayer. Yes, that was the prayer that moves mountains, and I am sure
+her prayer will be answered. Why don't I pray for what I want?" he
+suddenly thought. "What do I want? To be free, released from Sonya...
+She was right," he thought, remembering what the governor's wife had
+said: "Nothing but misfortune can come of marrying Sonya. Muddles, grief
+for Mamma... business difficulties... muddles, terrible muddles!
+Besides, I don't love her--not as I should. O, God! release me from this
+dreadful, inextricable position!" he suddenly began to pray. "Yes,
+prayer can move mountains, but one must have faith and not pray as
+Natasha and I used to as children, that the snow might turn into sugar--
+and then run out into the yard to see whether it had done so. No, but I
+am not praying for trifles now," he thought as he put his pipe down in a
+corner, and folding his hands placed himself before the icon. Softened
+by memories of Princess Mary he began to pray as he had not done for a
+long time. Tears were in his eyes and in his throat when the door opened
+and Lavrushka came in with some papers.
+
+"Blockhead! Why do you come in without being called?" cried Nicholas,
+quickly changing his attitude.
+
+"From the governor," said Lavrushka in a sleepy voice. "A courier has
+arrived and there's a letter for you."
+
+"Well, all right, thanks. You can go!"
+
+Nicholas took the two letters, one of which was from his mother and the
+other from Sonya. He recognized them by the handwriting and opened
+Sonya's first. He had read only a few lines when he turned pale and his
+eyes opened wide with fear and joy.
+
+"No, it's not possible!" he cried aloud.
+
+Unable to sit still he paced up and down the room holding the letter and
+reading it. He glanced through it, then read it again, and then again,
+and standing still in the middle of the room he raised his shoulders,
+stretching out his hands, with his mouth wide open and his eyes fixed.
+What he had just been praying for with confidence that God would hear
+him had come to pass; but Nicholas was as much astonished as if it were
+something extraordinary and unexpected, and as if the very fact that it
+had happened so quickly proved that it had not come from God to whom he
+had prayed, but by some ordinary coincidence.
+
+This unexpected and, as it seemed to Nicholas, quite voluntary letter
+from Sonya freed him from the knot that fettered him and from which
+there had seemed no escape. She wrote that the last unfortunate events--
+the loss of almost the whole of the Rostovs' Moscow property--and the
+countess' repeatedly expressed wish that Nicholas should marry Princess
+Bolkonskaya, together with his silence and coldness of late, had all
+combined to make her decide to release him from his promise and set him
+completely free.
+
+It would be too painful to me to think that I might be a cause of sorrow
+or discord in the family that has been so good to me (she wrote), and my
+love has no aim but the happiness of those I love; so, Nicholas, I beg
+you to consider yourself free, and to be assured that, in spite of
+everything, no one can love you more than does
+
+Your Sonya
+
+Both letters were written from Troitsa. The other, from the countess,
+described their last days in Moscow, their departure, the fire, and the
+destruction of all their property. In this letter the countess also
+mentioned that Prince Andrew was among the wounded traveling with them;
+his state was very critical, but the doctor said there was now more
+hope. Sonya and Natasha were nursing him.
+
+Next day Nicholas took his mother's letter and went to see Princess
+Mary. Neither he nor she said a word about what "Natasha nursing him"
+might mean, but thanks to this letter Nicholas suddenly became almost as
+intimate with the princess as if they were relations.
+
+The following day he saw Princess Mary off on her journey to Yaroslavl,
+and a few days later left to rejoin his regiment.
+
+
+
+
+CHAPTER VIII
+
+Sonya's letter written from Troitsa, which had come as an answer to
+Nicholas' prayer, was prompted by this: the thought of getting Nicholas
+married to an heiress occupied the old countess' mind more and more. She
+knew that Sonya was the chief obstacle to this happening, and Sonya's
+life in the countess' house had grown harder and harder, especially
+after they had received a letter from Nicholas telling of his meeting
+with Princess Mary in Bogucharovo. The countess let no occasion slip of
+making humiliating or cruel allusions to Sonya.
+
+But a few days before they left Moscow, moved and excited by all that
+was going on, she called Sonya to her and, instead of reproaching and
+making demands on her, tearfully implored her to sacrifice herself and
+repay all that the family had done for her by breaking off her
+engagement with Nicholas.
+
+"I shall not be at peace till you promise me this."
+
+Sonya burst into hysterical tears and replied through her sobs that she
+would do anything and was prepared for anything, but gave no actual
+promise and could not bring herself to decide to do what was demanded of
+her. She must sacrifice herself for the family that had reared and
+brought her up. To sacrifice herself for others was Sonya's habit. Her
+position in the house was such that only by sacrifice could she show her
+worth, and she was accustomed to this and loved doing it. But in all her
+former acts of self-sacrifice she had been happily conscious that they
+raised her in her own esteem and in that of others, and so made her more
+worthy of Nicholas whom she loved more than anything in the world. But
+now they wanted her to sacrifice the very thing that constituted the
+whole reward for her self-sacrifice and the whole meaning of her life.
+And for the first time she felt bitterness against those who had been
+her benefactors only to torture her the more painfully; she felt jealous
+of Natasha who had never experienced anything of this sort, had never
+needed to sacrifice herself, but made others sacrifice themselves for
+her and yet was beloved by everybody. And for the first time Sonya felt
+that out of her pure, quiet love for Nicholas a passionate feeling was
+beginning to grow up which was stronger than principle, virtue, or
+religion. Under the influence of this feeling Sonya, whose life of
+dependence had taught her involuntarily to be secretive, having answered
+the countess in vague general terms, avoided talking with her and
+resolved to wait till she should see Nicholas, not in order to set him
+free but on the contrary at that meeting to bind him to her forever.
+
+The bustle and terror of the Rostovs' last days in Moscow stifled the
+gloomy thoughts that oppressed Sonya. She was glad to find escape from
+them in practical activity. But when she heard of Prince Andrew's
+presence in their house, despite her sincere pity for him and for
+Natasha, she was seized by a joyful and superstitious feeling that God
+did not intend her to be separated from Nicholas. She knew that Natasha
+loved no one but Prince Andrew and had never ceased to love him. She
+knew that being thrown together again under such terrible circumstances
+they would again fall in love with one another, and that Nicholas would
+then not be able to marry Princess Mary as they would be within the
+prohibited degrees of affinity. Despite all the terror of what had
+happened during those last days and during the first days of their
+journey, this feeling that Providence was intervening in her personal
+affairs cheered Sonya.
+
+At the Troitsa monastery the Rostovs first broke their journey for a
+whole day.
+
+Three large rooms were assigned to them in the monastery hostelry, one
+of which was occupied by Prince Andrew. The wounded man was much better
+that day and Natasha was sitting with him. In the next room sat the
+count and countess respectfully conversing with the prior, who was
+calling on them as old acquaintances and benefactors of the monastery.
+Sonya was there too, tormented by curiosity as to what Prince Andrew and
+Natasha were talking about. She heard the sound of their voices through
+the door. That door opened and Natasha came out, looking excited. Not
+noticing the monk, who had risen to greet her and was drawing back the
+wide sleeve on his right arm, she went up to Sonya and took her hand.
+
+"Natasha, what are you about? Come here!" said the countess.
+
+Natasha went up to the monk for his blessing, and he advised her to pray
+for aid to God and His saint.
+
+As soon as the prior withdrew, Natasha took her friend by the hand and
+went with her into the unoccupied room.
+
+"Sonya, will he live?" she asked. "Sonya, how happy I am, and how
+unhappy!... Sonya, dovey, everything is as it used to be. If only he
+lives! He cannot... because... because... of" and Natasha burst into
+tears.
+
+"Yes! I knew it! Thank God!" murmured Sonya. "He will live."
+
+Sonya was not less agitated than her friend by the latter's fear and
+grief and by her own personal feelings which she shared with no one.
+Sobbing, she kissed and comforted Natasha. "If only he lives!" she
+thought. Having wept, talked, and wiped away their tears, the two
+friends went together to Prince Andrew's door. Natasha opened it
+cautiously and glanced into the room, Sonya standing beside her at the
+half-open door.
+
+Prince Andrew was lying raised high on three pillows. His pale face was
+calm, his eyes closed, and they could see his regular breathing.
+
+"O, Natasha!" Sonya suddenly almost screamed, catching her companion's
+arm and stepping back from the door.
+
+"What? What is it?" asked Natasha.
+
+"It's that, that..." said Sonya, with a white face and trembling lips.
+
+Natasha softly closed the door and went with Sonya to the window, not
+yet understanding what the latter was telling her.
+
+"You remember," said Sonya with a solemn and frightened expression. "You
+remember when I looked in the mirror for you... at Otradnoe at
+Christmas? Do you remember what I saw?"
+
+"Yes, yes!" cried Natasha opening her eyes wide, and vaguely recalling
+that Sonya had told her something about Prince Andrew whom she had seen
+lying down.
+
+"You remember?" Sonya went on. "I saw it then and told everybody, you
+and Dunyasha. I saw him lying on a bed," said she, making a gesture with
+her hand and a lifted finger at each detail, "and that he had his eyes
+closed and was covered just with a pink quilt, and that his hands were
+folded," she concluded, convincing herself that the details she had just
+seen were exactly what she had seen in the mirror.
+
+She had in fact seen nothing then but had mentioned the first thing that
+came into her head, but what she had invented then seemed to her now as
+real as any other recollection. She not only remembered what she had
+then said--that he turned to look at her and smiled and was covered with
+something red--but was firmly convinced that she had then seen and said
+that he was covered with a pink quilt and that his eyes were closed.
+
+"Yes, yes, it really was pink!" cried Natasha, who now thought she too
+remembered the word pink being used, and saw in this the most
+extraordinary and mysterious part of the prediction.
+
+"But what does it mean?" she added meditatively.
+
+"Oh, I don't know, it is all so strange," replied Sonya, clutching at
+her head.
+
+A few minutes later Prince Andrew rang and Natasha went to him, but
+Sonya, feeling unusually excited and touched, remained at the window
+thinking about the strangeness of what had occurred.
+
+They had an opportunity that day to send letters to the army, and the
+countess was writing to her son.
+
+"Sonya!" said the countess, raising her eyes from her letter as her
+niece passed, "Sonya, won't you write to Nicholas?" She spoke in a soft,
+tremulous voice, and in the weary eyes that looked over her spectacles
+Sonya read all that the countess meant to convey with these words. Those
+eyes expressed entreaty, shame at having to ask, fear of a refusal, and
+readiness for relentless hatred in case of such refusal.
+
+Sonya went up to the countess and, kneeling down, kissed her hand.
+
+"Yes, Mamma, I will write," said she.
+
+Sonya was softened, excited, and touched by all that had occurred that
+day, especially by the mysterious fulfillment she had just seen of her
+vision. Now that she knew that the renewal of Natasha's relations with
+Prince Andrew would prevent Nicholas from marrying Princess Mary, she
+was joyfully conscious of a return of that self-sacrificing spirit in
+which she was accustomed to live and loved to live. So with a joyful
+consciousness of performing a magnanimous deed--interrupted several
+times by the tears that dimmed her velvety black eyes--she wrote that
+touching letter the arrival of which had so amazed Nicholas.
+
+
+
+
+CHAPTER IX
+
+The officer and soldiers who had arrested Pierre treated him with
+hostility but yet with respect, in the guardhouse to which he was taken.
+In their attitude toward him could still be felt both uncertainty as to
+who he might be--perhaps a very important person--and hostility as a
+result of their recent personal conflict with him.
+
+But when the guard was relieved next morning, Pierre felt that for the
+new guard--both officers and men--he was not as interesting as he had
+been to his captors; and in fact the guard of the second day did not
+recognize in this big, stout man in a peasant coat the vigorous person
+who had fought so desperately with the marauder and the convoy and had
+uttered those solemn words about saving a child; they saw in him only
+No. 17 of the captured Russians, arrested and detained for some reason
+by order of the Higher Command. If they noticed anything remarkable
+about Pierre, it was only his unabashed, meditative concentration and
+thoughtfulness, and the way he spoke French, which struck them as
+surprisingly good. In spite of this he was placed that day with the
+other arrested suspects, as the separate room he had occupied was
+required by an officer.
+
+All the Russians confined with Pierre were men of the lowest class and,
+recognizing him as a gentleman, they all avoided him, more especially as
+he spoke French. Pierre felt sad at hearing them making fun of him.
+
+That evening he learned that all these prisoners (he, probably, among
+them) were to be tried for incendiarism. On the third day he was taken
+with the others to a house where a French general with a white mustache
+sat with two colonels and other Frenchmen with scarves on their arms.
+With the precision and definiteness customary in addressing prisoners,
+and which is supposed to preclude human frailty, Pierre like the others
+was questioned as to who he was, where he had been, with what object,
+and so on.
+
+These questions, like questions put at trials generally, left the
+essence of the matter aside, shut out the possibility of that essence's
+being revealed, and were designed only to form a channel through which
+the judges wished the answers of the accused to flow so as to lead to
+the desired result, namely a conviction. As soon as Pierre began to say
+anything that did not fit in with that aim, the channel was removed and
+the water could flow to waste. Pierre felt, moreover, what the accused
+always feel at their trial, perplexity as to why these questions were
+put to him. He had a feeling that it was only out of condescension or a
+kind of civility that this device of placing a channel was employed. He
+knew he was in these men's power, that only by force had they brought
+him there, that force alone gave them the right to demand answers to
+their questions, and that the sole object of that assembly was to
+inculpate him. And so, as they had the power and wish to inculpate him,
+this expedient of an inquiry and trial seemed unnecessary. It was
+evident that any answer would lead to conviction. When asked what he was
+doing when he was arrested, Pierre replied in a rather tragic manner
+that he was restoring to its parents a child he had saved from the
+flames. Why had he fought the marauder? Pierre answered that he "was
+protecting a woman," and that "to protect a woman who was being insulted
+was the duty of every man; that..." They interrupted him, for this was
+not to the point. Why was he in the yard of a burning house where
+witnesses had seen him? He replied that he had gone out to see what was
+happening in Moscow. Again they interrupted him: they had not asked
+where he was going, but why he was found near the fire? Who was he? they
+asked, repeating their first question, which he had declined to answer.
+Again he replied that he could not answer it.
+
+"Put that down, that's bad... very bad," sternly remarked the general
+with the white mustache and red flushed face.
+
+On the fourth day fires broke out on the Zubovski rampart.
+
+Pierre and thirteen others were moved to the coach house of a merchant's
+house near the Crimean bridge. On his way through the streets Pierre
+felt stifled by the smoke which seemed to hang over the whole city.
+Fires were visible on all sides. He did not then realize the
+significance of the burning of Moscow, and looked at the fires with
+horror.
+
+He passed four days in the coach house near the Crimean bridge and
+during that time learned, from the talk of the French soldiers, that all
+those confined there were awaiting a decision which might come any day
+from the marshal. What marshal this was, Pierre could not learn from the
+soldiers. Evidently for them "the marshal" represented a very high and
+rather mysterious power.
+
+These first days, before the eighth of September when the prisoners were
+had up for a second examination, were the hardest of all for Pierre.
+
+
+
+
+CHAPTER X
+
+On the eighth of September an officer--a very important one judging by
+the respect the guards showed him--entered the coach house where the
+prisoners were. This officer, probably someone on the staff, was holding
+a paper in his hand, and called over all the Russians there, naming
+Pierre as "the man who does not give his name." Glancing indolently and
+indifferently at all the prisoners, he ordered the officer in charge to
+have them decently dressed and tidied up before taking them to the
+marshal. An hour later a squad of soldiers arrived and Pierre with
+thirteen others was led to the Virgin's Field. It was a fine day, sunny
+after rain, and the air was unusually pure. The smoke did not hang low
+as on the day when Pierre had been taken from the guardhouse on the
+Zubovski rampart, but rose through the pure air in columns. No flames
+were seen, but columns of smoke rose on all sides, and all Moscow as far
+as Pierre could see was one vast charred ruin. On all sides there were
+waste spaces with only stoves and chimney stacks still standing, and
+here and there the blackened walls of some brick houses. Pierre gazed at
+the ruins and did not recognize districts he had known well. Here and
+there he could see churches that had not been burned. The Kremlin, which
+was not destroyed, gleamed white in the distance with its towers and the
+belfry of Ivan the Great. The domes of the New Convent of the Virgin
+glittered brightly and its bells were ringing particularly clearly.
+These bells reminded Pierre that it was Sunday and the feast of the
+Nativity of the Virgin. But there seemed to be no one to celebrate this
+holiday: everywhere were blackened ruins, and the few Russians to be
+seen were tattered and frightened people who tried to hide when they saw
+the French.
+
+It was plain that the Russian nest was ruined and destroyed, but in
+place of the Russian order of life that had been destroyed, Pierre
+unconsciously felt that a quite different, firm, French order had been
+established over this ruined nest. He felt this in the looks of the
+soldiers who, marching in regular ranks briskly and gaily, were
+escorting him and the other criminals; he felt it in the looks of an
+important French official in a carriage and pair driven by a soldier,
+whom they met on the way. He felt it in the merry sounds of regimental
+music he heard from the left side of the field, and felt and realized it
+especially from the list of prisoners the French officer had read out
+when he came that morning. Pierre had been taken by one set of soldiers
+and led first to one and then to another place with dozens of other men,
+and it seemed that they might have forgotten him, or confused him with
+the others. But no: the answers he had given when questioned had come
+back to him in his designation as "the man who does not give his name,"
+and under that appellation, which to Pierre seemed terrible, they were
+now leading him somewhere with unhesitating assurance on their faces
+that he and all the other prisoners were exactly the ones they wanted
+and that they were being taken to the proper place. Pierre felt himself
+to be an insignificant chip fallen among the wheels of a machine whose
+action he did not understand but which was working well.
+
+He and the other prisoners were taken to the right side of the Virgin's
+Field, to a large white house with an immense garden not far from the
+convent. This was Prince Shcherbitov's house, where Pierre had often
+been in other days, and which, as he learned from the talk of the
+soldiers, was now occupied by the marshal, the Duke of Eckmuhl (Davout).
+
+They were taken to the entrance and led into the house one by one.
+Pierre was the sixth to enter. He was conducted through a glass gallery,
+an anteroom, and a hall, which were familiar to him, into a long low
+study at the door of which stood an adjutant.
+
+Davout, spectacles on nose, sat bent over a table at the further end of
+the room. Pierre went close up to him, but Davout, evidently consulting
+a paper that lay before him, did not look up. Without raising his eyes,
+he said in a low voice:
+
+"Who are you?"
+
+Pierre was silent because he was incapable of uttering a word. To him
+Davout was not merely a French general, but a man notorious for his
+cruelty. Looking at his cold face, as he sat like a stern schoolmaster
+who was prepared to wait awhile for an answer, Pierre felt that every
+instant of delay might cost him his life; but he did not know what to
+say. He did not venture to repeat what he had said at his first
+examination, yet to disclose his rank and position was dangerous and
+embarrassing. So he was silent. But before he had decided what to do,
+Davout raised his head, pushed his spectacles back on his forehead,
+screwed up his eyes, and looked intently at him.
+
+"I know that man," he said in a cold, measured tone, evidently
+calculated to frighten Pierre.
+
+The chill that had been running down Pierre's back now seized his head
+as in a vise.
+
+"You cannot know me, General, I have never seen you..."
+
+"He is a Russian spy," Davout interrupted, addressing another general
+who was present, but whom Pierre had not noticed.
+
+Davout turned away. With an unexpected reverberation in his voice Pierre
+rapidly began:
+
+"No, monseigneur," he said, suddenly remembering that Davout was a duke.
+"No, monseigneur, you cannot have known me. I am a militia officer and
+have not quitted Moscow."
+
+"Your name?" asked Davout.
+
+"Bezukhov."
+
+"What proof have I that you are not lying?"
+
+"Monseigneur!" exclaimed Pierre, not in an offended but in a pleading
+voice.
+
+Davout looked up and gazed intently at him. For some seconds they looked
+at one another, and that look saved Pierre. Apart from conditions of war
+and law, that look established human relations between the two men. At
+that moment an immense number of things passed dimly through both their
+minds, and they realized that they were both children of humanity and
+were brothers.
+
+At the first glance, when Davout had only raised his head from the
+papers where human affairs and lives were indicated by numbers, Pierre
+was merely a circumstance, and Davout could have shot him without
+burdening his conscience with an evil deed, but now he saw in him a
+human being. He reflected for a moment.
+
+"How can you show me that you are telling the truth?" said Davout
+coldly.
+
+Pierre remembered Ramballe, and named him and his regiment and the
+street where the house was.
+
+"You are not what you say," returned Davout.
+
+In a trembling, faltering voice Pierre began adducing proofs of the
+truth of his statements.
+
+But at that moment an adjutant entered and reported something to Davout.
+
+Davout brightened up at the news the adjutant brought, and began
+buttoning up his uniform. It seemed that he had quite forgotten Pierre.
+
+When the adjutant reminded him of the prisoner, he jerked his head in
+Pierre's direction with a frown and ordered him to be led away. But
+where they were to take him Pierre did not know: back to the coach house
+or to the place of execution his companions had pointed out to him as
+they crossed the Virgin's Field.
+
+He turned his head and saw that the adjutant was putting another
+question to Davout.
+
+"Yes, of course!" replied Davout, but what this "yes" meant, Pierre did
+not know.
+
+Pierre could not afterwards remember how he went, whether it was far, or
+in which direction. His faculties were quite numbed, he was stupefied,
+and noticing nothing around him went on moving his legs as the others
+did till they all stopped and he stopped too. The only thought in his
+mind at that time was: who was it that had really sentenced him to
+death? Not the men on the commission that had first examined him--not
+one of them wished to or, evidently, could have done it. It was not
+Davout, who had looked at him in so human a way. In another moment
+Davout would have realized that he was doing wrong, but just then the
+adjutant had come in and interrupted him. The adjutant, also, had
+evidently had no evil intent though he might have refrained from coming
+in. Then who was executing him, killing him, depriving him of life--him,
+Pierre, with all his memories, aspirations, hopes, and thoughts? Who was
+doing this? And Pierre felt that it was no one.
+
+It was a system--a concurrence of circumstances.
+
+A system of some sort was killing him--Pierre--depriving him of life, of
+everything, annihilating him.
+
+
+
+
+CHAPTER XI
+
+From Prince Shcherbatov's house the prisoners were led straight down the
+Virgin's Field, to the left of the nunnery, as far as a kitchen garden
+in which a post had been set up. Beyond that post a fresh pit had been
+dug in the ground, and near the post and the pit a large crowd stood in
+a semicircle. The crowd consisted of a few Russians and many of
+Napoleon's soldiers who were not on duty--Germans, Italians, and
+Frenchmen, in a variety of uniforms. To the right and left of the post
+stood rows of French troops in blue uniforms with red epaulets and high
+boots and shakos.
+
+The prisoners were placed in a certain order, according to the list
+(Pierre was sixth), and were led to the post. Several drums suddenly
+began to beat on both sides of them, and at that sound Pierre felt as if
+part of his soul had been torn away. He lost the power of thinking or
+understanding. He could only hear and see. And he had only one wish--
+that the frightful thing that had to happen should happen quickly.
+Pierre looked round at his fellow prisoners and scrutinized them.
+
+The two first were convicts with shaven heads. One was tall and thin,
+the other dark, shaggy, and sinewy, with a flat nose. The third was a
+domestic serf, about forty-five years old, with grizzled hair and a
+plump, well-nourished body. The fourth was a peasant, a very handsome
+man with a broad, light-brown beard and black eyes. The fifth was a
+factory hand, a thin, sallow-faced lad of eighteen in a loose coat.
+
+Pierre heard the French consulting whether to shoot them separately or
+two at a time. "In couples," replied the officer in command in a calm
+voice. There was a stir in the ranks of the soldiers and it was evident
+that they were all hurrying--not as men hurry to do something they
+understand, but as people hurry to finish a necessary but unpleasant and
+incomprehensible task.
+
+A French official wearing a scarf came up to the right of the row of
+prisoners and read out the sentence in Russian and in French.
+
+Then two pairs of Frenchmen approached the criminals and at the
+officer's command took the two convicts who stood first in the row. The
+convicts stopped when they reached the post and, while sacks were being
+brought, looked dumbly around as a wounded beast looks at an approaching
+huntsman. One crossed himself continually, the other scratched his back
+and made a movement of the lips resembling a smile. With hurried hands
+the soldiers blindfolded them, drawing the sacks over their heads, and
+bound them to the post.
+
+Twelve sharpshooters with muskets stepped out of the ranks with a firm
+regular tread and halted eight paces from the post. Pierre turned away
+to avoid seeing what was going to happen. Suddenly a crackling, rolling
+noise was heard which seemed to him louder than the most terrific
+thunder, and he looked round. There was some smoke, and the Frenchmen
+were doing something near the pit, with pale faces and trembling hands.
+Two more prisoners were led up. In the same way and with similar looks,
+these two glanced vainly at the onlookers with only a silent appeal for
+protection in their eyes, evidently unable to understand or believe what
+was going to happen to them. They could not believe it because they
+alone knew what their life meant to them, and so they neither understood
+nor believed that it could be taken from them.
+
+Again Pierre did not wish to look and again turned away; but again the
+sound as of a frightful explosion struck his ear, and at the same moment
+he saw smoke, blood, and the pale, scared faces of the Frenchmen who
+were again doing something by the post, their trembling hands impeding
+one another. Pierre, breathing heavily, looked around as if asking what
+it meant. The same question was expressed in all the looks that met his.
+
+On the faces of all the Russians and of the French soldiers and officers
+without exception, he read the same dismay, horror, and conflict that
+were in his own heart. "But who, after all, is doing this? They are all
+suffering as I am. Who then is it? Who?" flashed for an instant through
+his mind.
+
+"Sharpshooters of the 86th, forward!" shouted someone. The fifth
+prisoner, the one next to Pierre, was led away--alone. Pierre did not
+understand that he was saved, that he and the rest had been brought
+there only to witness the execution. With ever-growing horror, and no
+sense of joy or relief, he gazed at what was taking place. The fifth man
+was the factory lad in the loose cloak. The moment they laid hands on
+him he sprang aside in terror and clutched at Pierre. (Pierre shuddered
+and shook himself free.) The lad was unable to walk. They dragged him
+along, holding him up under the arms, and he screamed. When they got him
+to the post he grew quiet, as if he suddenly understood something.
+Whether he understood that screaming was useless or whether he thought
+it incredible that men should kill him, at any rate he took his stand at
+the post, waiting to be blindfolded like the others, and like a wounded
+animal looked around him with glittering eyes.
+
+Pierre was no longer able to turn away and close his eyes. His curiosity
+and agitation, like that of the whole crowd, reached the highest pitch
+at this fifth murder. Like the others this fifth man seemed calm; he
+wrapped his loose cloak closer and rubbed one bare foot with the other.
+
+When they began to blindfold him he himself adjusted the knot which hurt
+the back of his head; then when they propped him against the
+bloodstained post, he leaned back and, not being comfortable in that
+position, straightened himself, adjusted his feet, and leaned back again
+more comfortably. Pierre did not take his eyes from him and did not miss
+his slightest movement.
+
+Probably a word of command was given and was followed by the reports of
+eight muskets; but try as he would Pierre could not afterwards remember
+having heard the slightest sound of the shots. He only saw how the
+workman suddenly sank down on the cords that held him, how blood showed
+itself in two places, how the ropes slackened under the weight of the
+hanging body, and how the workman sat down, his head hanging unnaturally
+and one leg bent under him. Pierre ran up to the post. No one hindered
+him. Pale, frightened people were doing something around the workman.
+The lower jaw of an old Frenchman with a thick mustache trembled as he
+untied the ropes. The body collapsed. The soldiers dragged it awkwardly
+from the post and began pushing it into the pit.
+
+They all plainly and certainly knew that they were criminals who must
+hide the traces of their guilt as quickly as possible.
+
+Pierre glanced into the pit and saw that the factory lad was lying with
+his knees close up to his head and one shoulder higher than the other.
+That shoulder rose and fell rhythmically and convulsively, but spadefuls
+of earth were already being thrown over the whole body. One of the
+soldiers, evidently suffering, shouted gruffly and angrily at Pierre to
+go back. But Pierre did not understand him and remained near the post,
+and no one drove him away.
+
+When the pit had been filled up a command was given. Pierre was taken
+back to his place, and the rows of troops on both sides of the post made
+a half turn and went past it at a measured pace. The twenty-four
+sharpshooters with discharged muskets, standing in the center of the
+circle, ran back to their places as the companies passed by.
+
+Pierre gazed now with dazed eyes at these sharpshooters who ran in
+couples out of the circle. All but one rejoined their companies. This
+one, a young soldier, his face deadly pale, his shako pushed back, and
+his musket resting on the ground, still stood near the pit at the spot
+from which he had fired. He swayed like a drunken man, taking some steps
+forward and back to save himself from falling. An old, noncommissioned
+officer ran out of the ranks and taking him by the elbow dragged him to
+his company. The crowd of Russians and Frenchmen began to disperse. They
+all went away silently and with drooping heads.
+
+"That will teach them to start fires," said one of the Frenchmen.
+
+Pierre glanced round at the speaker and saw that it was a soldier who
+was trying to find some relief after what had been done, but was not
+able to do so. Without finishing what he had begun to say he made a
+hopeless movement with his arm and went away.
+
+
+
+
+CHAPTER XII
+
+After the execution Pierre was separated from the rest of the prisoners
+and placed alone in a small, ruined, and befouled church.
+
+Toward evening a noncommissioned officer entered with two soldiers and
+told him that he had been pardoned and would now go to the barracks for
+the prisoners of war. Without understanding what was said to him, Pierre
+got up and went with the soldiers. They took him to the upper end of the
+field, where there were some sheds built of charred planks, beams, and
+battens, and led him into one of them. In the darkness some twenty
+different men surrounded Pierre. He looked at them without understanding
+who they were, why they were there, or what they wanted of him. He heard
+what they said, but did not understand the meaning of the words and made
+no kind of deduction from or application of them. He replied to
+questions they put to him, but did not consider who was listening to his
+replies, nor how they would understand them. He looked at their faces
+and figures, but they all seemed to him equally meaningless.
+
+From the moment Pierre had witnessed those terrible murders committed by
+men who did not wish to commit them, it was as if the mainspring of his
+life, on which everything depended and which made everything appear
+alive, had suddenly been wrenched out and everything had collapsed into
+a heap of meaningless rubbish. Though he did not acknowledge it to
+himself, his faith in the right ordering of the universe, in humanity,
+in his own soul, and in God, had been destroyed. He had experienced this
+before, but never so strongly as now. When similar doubts had assailed
+him before, they had been the result of his own wrongdoing, and at the
+bottom of his heart he had felt that relief from his despair and from
+those doubts was to be found within himself. But now he felt that the
+universe had crumbled before his eyes and only meaningless ruins
+remained, and this not by any fault of his own. He felt that it was not
+in his power to regain faith in the meaning of life.
+
+Around him in the darkness men were standing and evidently something
+about him interested them greatly. They were telling him something and
+asking him something. Then they led him away somewhere, and at last he
+found himself in a corner of the shed among men who were laughing and
+talking on all sides.
+
+"Well, then, mates... that very prince who..." some voice at the other
+end of the shed was saying, with a strong emphasis on the word who.
+
+Sitting silent and motionless on a heap of straw against the wall,
+Pierre sometimes opened and sometimes closed his eyes. But as soon as he
+closed them he saw before him the dreadful face of the factory lad--
+especially dreadful because of its simplicity--and the faces of the
+murderers, even more dreadful because of their disquiet. And he opened
+his eyes again and stared vacantly into the darkness around him.
+
+Beside him in a stooping position sat a small man of whose presence he
+was first made aware by a strong smell of perspiration which came from
+him every time he moved. This man was doing something to his legs in the
+darkness, and though Pierre could not see his face he felt that the man
+continually glanced at him. On growing used to the darkness Pierre saw
+that the man was taking off his leg bands, and the way he did it aroused
+Pierre's interest.
+
+Having unwound the string that tied the band on one leg, he carefully
+coiled it up and immediately set to work on the other leg, glancing up
+at Pierre. While one hand hung up the first string the other was already
+unwinding the band on the second leg. In this way, having carefully
+removed the leg bands by deft circular motions of his arm following one
+another uninterruptedly, the man hung the leg bands up on some pegs
+fixed above his head. Then he took out a knife, cut something, closed
+the knife, placed it under the head of his bed, and, seating himself
+comfortably, clasped his arms round his lifted knees and fixed his eyes
+on Pierre. The latter was conscious of something pleasant, comforting,
+and well-rounded in these deft movements, in the man's well-ordered
+arrangements in his corner, and even in his very smell, and he looked at
+the man without taking his eyes from him.
+
+"You've seen a lot of trouble, sir, eh?" the little man suddenly said.
+
+And there was so much kindliness and simplicity in his singsong voice
+that Pierre tried to reply, but his jaw trembled and he felt tears
+rising to his eyes. The little fellow, giving Pierre no time to betray
+his confusion, instantly continued in the same pleasant tones:
+
+"Eh, lad, don't fret!" said he, in the tender singsong caressing voice
+old Russian peasant women employ. "Don't fret, friend--'suffer an hour,
+live for an age!' that's how it is, my dear fellow. And here we live,
+thank heaven, without offense. Among these folk, too, there are good men
+as well as bad," said he, and still speaking, he turned on his knees
+with a supple movement, got up, coughed, and went off to another part of
+the shed.
+
+"Eh, you rascal!" Pierre heard the same kind voice saying at the other
+end of the shed. "So you've come, you rascal? She remembers... Now, now,
+that'll do!"
+
+And the soldier, pushing away a little dog that was jumping up at him,
+returned to his place and sat down. In his hands he had something
+wrapped in a rag.
+
+"Here, eat a bit, sir," said he, resuming his former respectful tone as
+he unwrapped and offered Pierre some baked potatoes. "We had soup for
+dinner and the potatoes are grand!"
+
+Pierre had not eaten all day and the smell of the potatoes seemed
+extremely pleasant to him. He thanked the soldier and began to eat.
+
+"Well, are they all right?" said the soldier with a smile. "You should
+do like this."
+
+He took a potato, drew out his clasp knife, cut the potato into two
+equal halves on the palm of his hand, sprinkled some salt on it from the
+rag, and handed it to Pierre.
+
+"The potatoes are grand!" he said once more. "Eat some like that!"
+
+Pierre thought he had never eaten anything that tasted better.
+
+"Oh, I'm all right," said he, "but why did they shoot those poor
+fellows? The last one was hardly twenty."
+
+"Tss, tt...!" said the little man. "Ah, what a sin... what a sin!" he
+added quickly, and as if his words were always waiting ready in his
+mouth and flew out involuntarily he went on: "How was it, sir, that you
+stayed in Moscow?"
+
+"I didn't think they would come so soon. I stayed accidentally," replied
+Pierre.
+
+"And how did they arrest you, dear lad? At your house?"
+
+"No, I went to look at the fire, and they arrested me there, and tried
+me as an incendiary."
+
+"Where there's law there's injustice," put in the little man.
+
+"And have you been here long?" Pierre asked as he munched the last of
+the potato.
+
+"I? It was last Sunday they took me, out of a hospital in Moscow."
+
+"Why, are you a soldier then?"
+
+"Yes, we are soldiers of the Apsheron regiment. I was dying of fever. We
+weren't told anything. There were some twenty of us lying there. We had
+no idea, never guessed at all."
+
+"And do you feel sad here?" Pierre inquired.
+
+"How can one help it, lad? My name is Platon, and the surname is
+Karataev," he added, evidently wishing to make it easier for Pierre to
+address him. "They call me 'little falcon' in the regiment. How is one
+to help feeling sad? Moscow--she's the mother of cities. How can one see
+all this and not feel sad? But 'the maggot gnaws the cabbage, yet dies
+first'; that's what the old folks used to tell us," he added rapidly.
+
+"What? What did you say?" asked Pierre.
+
+"Who? I?" said Karataev. "I say things happen not as we plan but as God
+judges," he replied, thinking that he was repeating what he had said
+before, and immediately continued:
+
+"Well, and you, have you a family estate, sir? And a house? So you have
+abundance, then? And a housewife? And your old parents, are they still
+living?" he asked.
+
+And though it was too dark for Pierre to see, he felt that a suppressed
+smile of kindliness puckered the soldier's lips as he put these
+questions. He seemed grieved that Pierre had no parents, especially that
+he had no mother.
+
+"A wife for counsel, a mother-in-law for welcome, but there's none as
+dear as one's own mother!" said he. "Well, and have you little ones?" he
+went on asking.
+
+Again Pierre's negative answer seemed to distress him, and he hastened
+to add:
+
+"Never mind! You're young folks yet, and please God may still have some.
+The great thing is to live in harmony...."
+
+"But it's all the same now," Pierre could not help saying.
+
+"Ah, my dear fellow!" rejoined Karataev, "never decline a prison or a
+beggar's sack!"
+
+He seated himself more comfortably and coughed, evidently preparing to
+tell a long story.
+
+"Well, my dear fellow, I was still living at home," he began. "We had a
+well-to-do homestead, plenty of land, we peasants lived well and our
+house was one to thank God for. When Father and we went out mowing there
+were seven of us. We lived well. We were real peasants. It so
+happened..."
+
+And Platon Karataev told a long story of how he had gone into someone's
+copse to take wood, how he had been caught by the keeper, had been
+tried, flogged, and sent to serve as a soldier.
+
+"Well, lad," and a smile changed the tone of his voice "we thought it
+was a misfortune but it turned out a blessing! If it had not been for my
+sin, my brother would have had to go as a soldier. But he, my younger
+brother, had five little ones, while I, you see, only left a wife
+behind. We had a little girl, but God took her before I went as a
+soldier. I come home on leave and I'll tell you how it was, I look and
+see that they are living better than before. The yard full of cattle,
+the women at home, two brothers away earning wages, and only Michael the
+youngest, at home. Father, he says, 'All my children are the same to me:
+it hurts the same whichever finger gets bitten. But if Platon hadn't
+been shaved for a soldier, Michael would have had to go.' called us all
+to him and, will you believe it, placed us in front of the icons.
+'Michael,' he says, 'come here and bow down to his feet; and you, young
+woman, you bow down too; and you, grandchildren, also bow down before
+him! Do you understand?' he says. That's how it is, dear fellow. Fate
+looks for a head. But we are always judging, 'that's not well--that's
+not right!' Our luck is like water in a dragnet: you pull at it and it
+bulges, but when you've drawn it out it's empty! That's how it is."
+
+And Platon shifted his seat on the straw.
+
+After a short silence he rose.
+
+"Well, I think you must be sleepy," said he, and began rapidly crossing
+himself and repeating:
+
+"Lord Jesus Christ, holy Saint Nicholas, Frola and Lavra! Lord Jesus
+Christ, holy Saint Nicholas, Frola and Lavra! Lord Jesus Christ, have
+mercy on us and save us!" he concluded, then bowed to the ground, got
+up, sighed, and sat down again on his heap of straw. "That's the way.
+Lay me down like a stone, O God, and raise me up like a loaf," he
+muttered as he lay down, pulling his coat over him.
+
+"What prayer was that you were saying?" asked Pierre.
+
+"Eh?" murmured Platon, who had almost fallen asleep. "What was I saying?
+I was praying. Don't you pray?"
+
+"Yes, I do," said Pierre. "But what was that you said: Frola and Lavra?"
+
+"Well, of course," replied Platon quickly, "the horses' saints. One must
+pity the animals too. Eh, the rascal! Now you've curled up and got warm,
+you daughter of a bitch!" said Karataev, touching the dog that lay at
+his feet, and again turning over he fell asleep immediately.
+
+Sounds of crying and screaming came from somewhere in the distance
+outside, and flames were visible through the cracks of the shed, but
+inside it was quiet and dark. For a long time Pierre did not sleep, but
+lay with eyes open in the darkness, listening to the regular snoring of
+Platon who lay beside him, and he felt that the world that had been
+shattered was once more stirring in his soul with a new beauty and on
+new and unshakable foundations.
+
+
+
+
+CHAPTER XIII
+
+Twenty-three soldiers, three officers, and two officials were confined
+in the shed in which Pierre had been placed and where he remained for
+four weeks.
+
+When Pierre remembered them afterwards they all seemed misty figures to
+him except Platon Karataev, who always remained in his mind a most vivid
+and precious memory and the personification of everything Russian,
+kindly, and round. When Pierre saw his neighbor next morning at dawn the
+first impression of him, as of something round, was fully confirmed:
+Platon's whole figure--in a French overcoat girdled with a cord, a
+soldier's cap, and bast shoes--was round. His head was quite round, his
+back, chest, shoulders, and even his arms, which he held as if ever
+ready to embrace something, were rounded, his pleasant smile and his
+large, gentle brown eyes were also round.
+
+Platon Karataev must have been fifty, judging by his stories of
+campaigns he had been in, told as by an old soldier. He did not himself
+know his age and was quite unable to determine it. But his brilliantly
+white, strong teeth which showed in two unbroken semicircles when he
+laughed--as he often did--were all sound and good, there was not a gray
+hair in his beard or on his head, and his whole body gave an impression
+of suppleness and especially of firmness and endurance.
+
+His face, despite its fine, rounded wrinkles, had an expression of
+innocence and youth, his voice was pleasant and musical. But the chief
+peculiarity of his speech was its directness and appositeness. It was
+evident that he never considered what he had said or was going to say,
+and consequently the rapidity and justice of his intonation had an
+irresistible persuasiveness.
+
+His physical strength and agility during the first days of his
+imprisonment were such that he seemed not to know what fatigue and
+sickness meant. Every night before lying down, he said: "Lord, lay me
+down as a stone and raise me up as a loaf!" and every morning on getting
+up, he said: "I lay down and curled up, I get up and shake myself." And
+indeed he only had to lie down, to fall asleep like a stone, and he only
+had to shake himself, to be ready without a moment's delay for some
+work, just as children are ready to play directly they awake. He could
+do everything, not very well but not badly. He baked, cooked, sewed,
+planed, and mended boots. He was always busy, and only at night allowed
+himself conversation--of which he was fond--and songs. He did not sing
+like a trained singer who knows he is listened to, but like the birds,
+evidently giving vent to the sounds in the same way that one stretches
+oneself or walks about to get rid of stiffness, and the sounds were
+always high-pitched, mournful, delicate, and almost feminine, and his
+face at such times was very serious.
+
+Having been taken prisoner and allowed his beard to grow, he seemed to
+have thrown off all that had been forced upon him--everything military
+and alien to himself--and had returned to his former peasant habits.
+
+"A soldier on leave--a shirt outside breeches," he would say.
+
+He did not like talking about his life as a soldier, though he did not
+complain, and often mentioned that he had not been flogged once during
+the whole of his army service. When he related anything it was generally
+some old and evidently precious memory of his "Christian" life, as he
+called his peasant existence. The proverbs, of which his talk was full,
+were for the most part not the coarse and indecent saws soldiers employ,
+but those folk sayings which taken without a context seem so
+insignificant, but when used appositely suddenly acquire a significance
+of profound wisdom.
+
+He would often say the exact opposite of what he had said on a previous
+occasion, yet both would be right. He liked to talk and he talked well,
+adorning his speech with terms of endearment and with folk sayings which
+Pierre thought he invented himself, but the chief charm of his talk lay
+in the fact that the commonest events--sometimes just such as Pierre had
+witnessed without taking notice of them--assumed in Karataev's a
+character of solemn fitness. He liked to hear the folk tales one of the
+soldiers used to tell of an evening (they were always the same), but
+most of all he liked to hear stories of real life. He would smile
+joyfully when listening to such stories, now and then putting in a word
+or asking a question to make the moral beauty of what he was told clear
+to himself. Karataev had no attachments, friendships, or love, as Pierre
+understood them, but loved and lived affectionately with everything life
+brought him in contact with, particularly with man--not any particular
+man, but those with whom he happened to be. He loved his dog, his
+comrades, the French, and Pierre who was his neighbor, but Pierre felt
+that in spite of Karataev's affectionate tenderness for him (by which he
+unconsciously gave Pierre's spiritual life its due) he would not have
+grieved for a moment at parting from him. And Pierre began to feel in
+the same way toward Karataev.
+
+To all the other prisoners Platon Karataev seemed a most ordinary
+soldier. They called him "little falcon" or "Platosha," chaffed him
+good-naturedly, and sent him on errands. But to Pierre he always
+remained what he had seemed that first night: an unfathomable, rounded,
+eternal personification of the spirit of simplicity and truth.
+
+Platon Karataev knew nothing by heart except his prayers. When he began
+to speak he seemed not to know how he would conclude.
+
+Sometimes Pierre, struck by the meaning of his words, would ask him to
+repeat them, but Platon could never recall what he had said a moment
+before, just as he never could repeat to Pierre the words of his
+favorite song: native and birch tree and my heart is sick occurred in
+it, but when spoken and not sung, no meaning could be got out of it. He
+did not, and could not, understand the meaning of words apart from their
+context. Every word and action of his was the manifestation of an
+activity unknown to him, which was his life. But his life, as he
+regarded it, had no meaning as a separate thing. It had meaning only as
+part of a whole of which he was always conscious. His words and actions
+flowed from him as evenly, inevitably, and spontaneously as fragrance
+exhales from a flower. He could not understand the value or significance
+of any word or deed taken separately.
+
+
+
+
+CHAPTER XIV
+
+When Princess Mary heard from Nicholas that her brother was with the
+Rostovs at Yaroslavl she at once prepared to go there, in spite of her
+aunt's efforts to dissuade her--and not merely to go herself but to take
+her nephew with her. Whether it were difficult or easy, possible or
+impossible, she did not ask and did not want to know: it was her duty,
+not only to herself, to be near her brother who was perhaps dying, but
+to do everything possible to take his son to him, and so she prepared to
+set off. That she had not heard from Prince Andrew himself, Princess
+Mary attributed to his being too weak to write or to his considering the
+long journey too hard and too dangerous for her and his son.
+
+In a few days Princess Mary was ready to start. Her equipages were the
+huge family coach in which she had traveled to Voronezh, a semiopen
+trap, and a baggage cart. With her traveled Mademoiselle Bourienne,
+little Nicholas and his tutor, her old nurse, three maids, Tikhon, and a
+young footman and courier her aunt had sent to accompany her.
+
+The usual route through Moscow could not be thought of, and the
+roundabout way Princess Mary was obliged to take through Lipetsk,
+Ryazan, Vladimir, and Shuya was very long and, as post horses were not
+everywhere obtainable, very difficult, and near Ryazan where the French
+were said to have shown themselves was even dangerous.
+
+During this difficult journey Mademoiselle Bourienne, Dessalles, and
+Princess Mary's servants were astonished at her energy and firmness of
+spirit. She went to bed later and rose earlier than any of them, and no
+difficulties daunted her. Thanks to her activity and energy, which
+infected her fellow travelers, they approached Yaroslavl by the end of
+the second week.
+
+The last days of her stay in Voronezh had been the happiest of her life.
+Her love for Rostov no longer tormented or agitated her. It filled her
+whole soul, had become an integral part of herself, and she no longer
+struggled against it. Latterly she had become convinced that she loved
+and was beloved, though she never said this definitely to herself in
+words. She had become convinced of it at her last interview with
+Nicholas, when he had come to tell her that her brother was with the
+Rostovs. Not by a single word had Nicholas alluded to the fact that
+Prince Andrew's relations with Natasha might, if he recovered, be
+renewed, but Princess Mary saw by his face that he knew and thought of
+this.
+
+Yet in spite of that, his relation to her--considerate, delicate, and
+loving--not only remained unchanged, but it sometimes seemed to Princess
+Mary that he was even glad that the family connection between them
+allowed him to express his friendship more freely. She knew that she
+loved for the first and only time in her life and felt that she was
+beloved, and was happy in regard to it.
+
+But this happiness on one side of her spiritual nature did not prevent
+her feeling grief for her brother with full force; on the contrary, that
+spiritual tranquility on the one side made it the more possible for her
+to give full play to her feeling for her brother. That feeling was so
+strong at the moment of leaving Voronezh that those who saw her off, as
+they looked at her careworn, despairing face, felt sure she would fall
+ill on the journey. But the very difficulties and preoccupations of the
+journey, which she took so actively in hand, saved her for a while from
+her grief and gave her strength.
+
+As always happens when traveling, Princess Mary thought only of the
+journey itself, forgetting its object. But as she approached Yaroslavl
+the thought of what might await her there--not after many days, but that
+very evening--again presented itself to her and her agitation increased
+to its utmost limit.
+
+The courier who had been sent on in advance to find out where the
+Rostovs were staying in Yaroslavl, and in what condition Prince Andrew
+was, when he met the big coach just entering the town gates was appalled
+by the terrible pallor of the princess' face that looked out at him from
+the window.
+
+"I have found out everything, your excellency: the Rostovs are staying
+at the merchant Bronnikov's house, in the Square not far from here,
+right above the Volga," said the courier.
+
+Princess Mary looked at him with frightened inquiry, not understanding
+why he did not reply to what she chiefly wanted to know: how was her
+brother? Mademoiselle Bourienne put that question for her.
+
+"How is the prince?" she asked.
+
+"His excellency is staying in the same house with them."
+
+"Then he is alive," thought Princess Mary, and asked in a low voice:
+"How is he?"
+
+"The servants say he is still the same."
+
+What "still the same" might mean Princess Mary did not ask, but with an
+unnoticed glance at little seven-year-old Nicholas, who was sitting in
+front of her looking with pleasure at the town, she bowed her head and
+did not raise it again till the heavy coach, rumbling, shaking and
+swaying, came to a stop. The carriage steps clattered as they were let
+down.
+
+The carriage door was opened. On the left there was water--a great
+river--and on the right a porch. There were people at the entrance:
+servants, and a rosy girl with a large plait of black hair, smiling as
+it seemed to Princess Mary in an unpleasantly affected way. (This was
+Sonya.) Princess Mary ran up the steps. "This way, this way!" said the
+girl, with the same artificial smile, and the princess found herself in
+the hall facing an elderly woman of Oriental type, who came rapidly to
+meet her with a look of emotion. This was the countess. She embraced
+Princess Mary and kissed her.
+
+"Mon enfant!" she muttered, "je vous aime et vous connais depuis
+longtemps." *
+
+
+* "My child! I love you and have known you a long time."
+
+
+Despite her excitement, Princess Mary realized that this was the
+countess and that it was necessary to say something to her. Hardly
+knowing how she did it, she contrived to utter a few polite phrases in
+French in the same tone as those that had been addressed to her, and
+asked: "How is he?"
+
+"The doctor says that he is not in danger," said the countess, but as
+she spoke she raised her eyes with a sigh, and her gesture conveyed a
+contradiction of her words.
+
+"Where is he? Can I see him--can I?" asked the princess.
+
+"One moment, Princess, one moment, my dear! Is this his son?" said the
+countess, turning to little Nicholas who was coming in with Dessalles.
+"There will be room for everybody, this is a big house. Oh, what a
+lovely boy!"
+
+The countess took Princess Mary into the drawing room, where Sonya was
+talking to Mademoiselle Bourienne. The countess caressed the boy, and
+the old count came in and welcomed the princess. He had changed very
+much since Princess Mary had last seen him. Then he had been a brisk,
+cheerful, self-assured old man; now he seemed a pitiful, bewildered
+person. While talking to Princess Mary he continually looked round as if
+asking everyone whether he was doing the right thing. After the
+destruction of Moscow and of his property, thrown out of his accustomed
+groove he seemed to have lost the sense of his own significance and to
+feel that there was no longer a place for him in life.
+
+In spite of her one desire to see her brother as soon as possible, and
+her vexation that at the moment when all she wanted was to see him they
+should be trying to entertain her and pretending to admire her nephew,
+the princess noticed all that was going on around her and felt the
+necessity of submitting, for a time, to this new order of things which
+she had entered. She knew it to be necessary, and though it was hard for
+her she was not vexed with these people.
+
+"This is my niece," said the count, introducing Sonya--"You don't know
+her, Princess?"
+
+Princess Mary turned to Sonya and, trying to stifle the hostile feeling
+that arose in her toward the girl, she kissed her. But she felt
+oppressed by the fact that the mood of everyone around her was so far
+from what was in her own heart.
+
+"Where is he?" she asked again, addressing them all.
+
+"He is downstairs. Natasha is with him," answered Sonya, flushing. "We
+have sent to ask. I think you must be tired, Princess."
+
+Tears of vexation showed themselves in Princess Mary's eyes. She turned
+away and was about to ask the countess again how to go to him, when
+light, impetuous, and seemingly buoyant steps were heard at the door.
+The princess looked round and saw Natasha coming in, almost running--
+that Natasha whom she had liked so little at their meeting in Moscow
+long since.
+
+But hardly had the princess looked at Natasha's face before she realized
+that here was a real comrade in her grief, and consequently a friend.
+She ran to meet her, embraced her, and began to cry on her shoulder.
+
+As soon as Natasha, sitting at the head of Prince Andrew's bed, heard of
+Princess Mary's arrival, she softly left his room and hastened to her
+with those swift steps that had sounded buoyant to Princess Mary.
+
+There was only one expression on her agitated face when she ran into the
+drawing room--that of love--boundless love for him, for her, and for all
+that was near to the man she loved; and of pity, suffering for others,
+and passionate desire to give herself entirely to helping them. It was
+plain that at that moment there was in Natasha's heart no thought of
+herself or of her own relations with Prince Andrew.
+
+Princess Mary, with her acute sensibility, understood all this at the
+first glance at Natasha's face, and wept on her shoulder with sorrowful
+pleasure.
+
+"Come, come to him, Mary," said Natasha, leading her into the other
+room.
+
+Princess Mary raised her head, dried her eyes, and turned to Natasha.
+She felt that from her she would be able to understand and learn
+everything.
+
+"How..." she began her question but stopped short.
+
+She felt that it was impossible to ask, or to answer, in words.
+Natasha's face and eyes would have to tell her all more clearly and
+profoundly.
+
+Natasha was gazing at her, but seemed afraid and in doubt whether to say
+all she knew or not; she seemed to feel that before those luminous eyes
+which penetrated into the very depths of her heart, it was impossible
+not to tell the whole truth which she saw. And suddenly, Natasha's lips
+twitched, ugly wrinkles gathered round her mouth, and covering her face
+with her hands she burst into sobs.
+
+Princess Mary understood.
+
+But she still hoped, and asked, in words she herself did not trust:
+
+"But how is his wound? What is his general condition?"
+
+"You, you... will see," was all Natasha could say.
+
+They sat a little while downstairs near his room till they had left off
+crying and were able to go to him with calm faces.
+
+"How has his whole illness gone? Is it long since he grew worse? When
+did this happen?" Princess Mary inquired.
+
+Natasha told her that at first there had been danger from his feverish
+condition and the pain he suffered, but at Troitsa that had passed and
+the doctor had only been afraid of gangrene. That danger had also
+passed. When they reached Yaroslavl the wound had begun to fester
+(Natasha knew all about such things as festering) and the doctor had
+said that the festering might take a normal course. Then fever set in,
+but the doctor had said the fever was not very serious.
+
+"But two days ago this suddenly happened," said Natasha, struggling with
+her sobs. "I don't know why, but you will see what he is like."
+
+"Is he weaker? Thinner?" asked the princess.
+
+"No, it's not that, but worse. You will see. O, Mary, he is too good, he
+cannot, cannot live, because..."
+
+
+
+
+CHAPTER XV
+
+When Natasha opened Prince Andrew's door with a familiar movement and
+let Princess Mary pass into the room before her, the princess felt the
+sobs in her throat. Hard as she had tried to prepare herself, and now
+tried to remain tranquil, she knew that she would be unable to look at
+him without tears.
+
+The princess understood what Natasha had meant by the words: "two days
+ago this suddenly happened." She understood those words to mean that he
+had suddenly softened and that this softening and gentleness were signs
+of approaching death. As she stepped to the door she already saw in
+imagination Andrew's face as she remembered it in childhood, a gentle,
+mild, sympathetic face which he had rarely shown, and which therefore
+affected her very strongly. She was sure he would speak soft, tender
+words to her such as her father had uttered before his death, and that
+she would not be able to bear it and would burst into sobs in his
+presence. Yet sooner or later it had to be, and she went in. The sobs
+rose higher and higher in her throat as she more and more clearly
+distinguished his form and her shortsighted eyes tried to make out his
+features, and then she saw his face and met his gaze.
+
+He was lying in a squirrel-fur dressing gown on a divan, surrounded by
+pillows. He was thin and pale. In one thin, translucently white hand he
+held a handkerchief, while with the other he stroked the delicate
+mustache he had grown, moving his fingers slowly. His eyes gazed at them
+as they entered.
+
+On seeing his face and meeting his eyes Princess Mary's pace suddenly
+slackened, she felt her tears dry up and her sobs ceased. She suddenly
+felt guilty and grew timid on catching the expression of his face and
+eyes.
+
+"But in what am I to blame?" she asked herself. And his cold, stern look
+replied: "Because you are alive and thinking of the living, while I..."
+
+In the deep gaze that seemed to look not outwards but inwards there was
+an almost hostile expression as he slowly regarded his sister and
+Natasha.
+
+He kissed his sister, holding her hand in his as was their wont.
+
+"How are you, Mary? How did you manage to get here?" said he in a voice
+as calm and aloof as his look.
+
+Had he screamed in agony, that scream would not have struck such horror
+into Princess Mary's heart as the tone of his voice.
+
+"And have you brought little Nicholas?" he asked in the same slow, quiet
+manner and with an obvious effort to remember.
+
+"How are you now?" said Princess Mary, herself surprised at what she was
+saying.
+
+"That, my dear, you must ask the doctor," he replied, and again making
+an evident effort to be affectionate, he said with his lips only (his
+words clearly did not correspond to his thoughts):
+
+"Merci, chere amie, d'etre venue." *
+
+
+* "Thank you for coming, my dear."
+
+Princess Mary pressed his hand. The pressure made him wince just
+perceptibly. He was silent, and she did not know what to say. She now
+understood what had happened to him two days before. In his words, his
+tone, and especially in that calm, almost antagonistic look could be
+felt an estrangement from everything belonging to this world, terrible
+in one who is alive. Evidently only with an effort did he understand
+anything living; but it was obvious that he failed to understand, not
+because he lacked the power to do so but because he understood something
+else--something the living did not and could not understand--and which
+wholly occupied his mind.
+
+"There, you see how strangely fate has brought us together," said he,
+breaking the silence and pointing to Natasha. "She looks after me all
+the time."
+
+Princess Mary heard him and did not understand how he could say such a
+thing. He, the sensitive, tender Prince Andrew, how could he say that,
+before her whom he loved and who loved him? Had he expected to live he
+could not have said those words in that offensively cold tone. If he had
+not known that he was dying, how could he have failed to pity her and
+how could he speak like that in her presence? The only explanation was
+that he was indifferent, because something else, much more important,
+had been revealed to him.
+
+The conversation was cold and disconnected and continually broke off.
+
+"Mary came by way of Ryazan," said Natasha.
+
+Prince Andrew did not notice that she called his sister Mary, and only
+after calling her so in his presence did Natasha notice it herself.
+
+"Really?" he asked.
+
+"They told her that all Moscow has been burned down, and that..."
+
+Natasha stopped. It was impossible to talk. It was plain that he was
+making an effort to listen, but could not do so.
+
+"Yes, they say it's burned," he said. "It's a great pity," and he gazed
+straight before him, absently stroking his mustache with his fingers.
+
+"And so you have met Count Nicholas, Mary?" Prince Andrew suddenly said,
+evidently wishing to speak pleasantly to them. "He wrote here that he
+took a great liking to you," he went on simply and calmly, evidently
+unable to understand all the complex significance his words had for
+living people. "If you liked him too, it would be a good thing for you
+to get married," he added rather more quickly, as if pleased at having
+found words he had long been seeking.
+
+Princess Mary heard his words but they had no meaning for her, except as
+a proof of how far away he now was from everything living.
+
+"Why talk of me?" she said quietly and glanced at Natasha.
+
+Natasha, who felt her glance, did not look at her. All three were again
+silent.
+
+"Andrew, would you like..." Princess Mary suddenly said in a trembling
+voice, "would you like to see little Nicholas? He is always talking
+about you!"
+
+Prince Andrew smiled just perceptibly and for the first time, but
+Princess Mary, who knew his face so well, saw with horror that he did
+not smile with pleasure or affection for his son, but with quiet, gentle
+irony because he thought she was trying what she believed to be the last
+means of arousing him.
+
+"Yes, I shall be very glad to see him. Is he quite well?"
+
+When little Nicholas was brought into Prince Andrew's room he looked at
+his father with frightened eyes, but did not cry, because no one else
+was crying. Prince Andrew kissed him and evidently did not know what to
+say to him.
+
+When Nicholas had been led away, Princess Mary again went up to her
+brother, kissed him, and unable to restrain her tears any longer began
+to cry.
+
+He looked at her attentively.
+
+"Is it about Nicholas?" he asked.
+
+Princess Mary nodded her head, weeping.
+
+"Mary, you know the Gosp..." but he broke off.
+
+"What did you say?"
+
+"Nothing. You mustn't cry here," he said, looking at her with the same
+cold expression.
+
+When Princess Mary began to cry, he understood that she was crying at
+the thought that little Nicholas would be left without a father. With a
+great effort he tried to return to life and to see things from their
+point of view.
+
+"Yes, to them it must seem sad!" he thought. "But how simple it is.
+
+"The fowls of the air sow not, neither do they reap, yet your Father
+feedeth them," he said to himself and wished to say to Princess Mary;
+"but no, they will take it their own way, they won't understand! They
+can't understand that all those feelings they prize so--all our
+feelings, all those ideas that seem so important to us, are unnecessary.
+We cannot understand one another," and he remained silent.
+
+Prince Andrew's little son was seven. He could scarcely read, and knew
+nothing. After that day he lived through many things, gaining knowledge,
+observation, and experience, but had he possessed all the faculties he
+afterwards acquired, he could not have had a better or more profound
+understanding of the meaning of the scene he had witnessed between his
+father, Mary, and Natasha, than he had then. He understood it
+completely, and, leaving the room without crying, went silently up to
+Natasha who had come out with him and looked shyly at her with his
+beautiful, thoughtful eyes, then his uplifted, rosy upper lip trembled
+and leaning his head against her he began to cry.
+
+After that he avoided Dessalles and the countess who caressed him and
+either sat alone or came timidly to Princess Mary, or to Natasha of whom
+he seemed even fonder than of his aunt, and clung to them quietly and
+shyly.
+
+When Princess Mary had left Prince Andrew she fully understood what
+Natasha's face had told her. She did not speak any more to Natasha of
+hopes of saving his life. She took turns with her beside his sofa, and
+did not cry any more, but prayed continually, turning in soul to that
+Eternal and Unfathomable, whose presence above the dying man was now so
+evident.
+
+
+
+
+CHAPTER XVI
+
+Not only did Prince Andrew know he would die, but he felt that he was
+dying and was already half dead. He was conscious of an aloofness from
+everything earthly and a strange and joyous lightness of existence.
+Without haste or agitation he awaited what was coming. That inexorable,
+eternal, distant, and unknown the presence of which he had felt
+continually all his life--was now near to him and, by the strange
+lightness he experienced, almost comprehensible and palpable...
+
+
+Formerly he had feared the end. He had twice experienced that terribly
+tormenting fear of death--the end--but now he no longer understood that
+fear.
+
+He had felt it for the first time when the shell spun like a top before
+him, and he looked at the fallow field, the bushes, and the sky, and
+knew that he was face to face with death. When he came to himself after
+being wounded and the flower of eternal, unfettered love had instantly
+unfolded itself in his soul as if freed from the bondage of life that
+had restrained it, he no longer feared death and ceased to think about
+it.
+
+During the hours of solitude, suffering, and partial delirium he spent
+after he was wounded, the more deeply he penetrated into the new
+principle of eternal love revealed to him, the more he unconsciously
+detached himself from earthly life. To love everything and everybody and
+always to sacrifice oneself for love meant not to love anyone, not to
+live this earthly life. And the more imbued he became with that
+principle of love, the more he renounced life and the more completely he
+destroyed that dreadful barrier which--in the absence of such love--
+stands between life and death. When during those first days he
+remembered that he would have to die, he said to himself: "Well, what of
+it? So much the better!"
+
+But after the night in Mytishchi when, half delirious, he had seen her
+for whom he longed appear before him and, having pressed her hand to his
+lips, had shed gentle, happy tears, love for a particular woman again
+crept unobserved into his heart and once more bound him to life. And
+joyful and agitating thoughts began to occupy his mind. Recalling the
+moment at the ambulance station when he had seen Kuragin, he could not
+now regain the feeling he then had, but was tormented by the question
+whether Kuragin was alive. And he dared not inquire.
+
+His illness pursued its normal physical course, but what Natasha
+referred to when she said: "This suddenly happened," had occurred two
+days before Princess Mary arrived. It was the last spiritual struggle
+between life and death, in which death gained the victory. It was the
+unexpected realization of the fact that he still valued life as
+presented to him in the form of his love for Natasha, and a last, though
+ultimately vanquished, attack of terror before the unknown.
+
+It was evening. As usual after dinner he was slightly feverish, and his
+thoughts were preternaturally clear. Sonya was sitting by the table. He
+began to doze. Suddenly a feeling of happiness seized him.
+
+"Ah, she has come!" thought he.
+
+And so it was: in Sonya's place sat Natasha who had just come in
+noiselessly.
+
+Since she had begun looking after him, he had always experienced this
+physical consciousness of her nearness. She was sitting in an armchair
+placed sideways, screening the light of the candle from him, and was
+knitting a stocking. She had learned to knit stockings since Prince
+Andrew had casually mentioned that no one nursed the sick so well as old
+nurses who knit stockings, and that there is something soothing in the
+knitting of stockings. The needles clicked lightly in her slender,
+rapidly moving hands, and he could clearly see the thoughtful profile of
+her drooping face. She moved, and the ball rolled off her knees. She
+started, glanced round at him, and screening the candle with her hand
+stooped carefully with a supple and exact movement, picked up the ball,
+and regained her former position.
+
+He looked at her without moving and saw that she wanted to draw a deep
+breath after stooping, but refrained from doing so and breathed
+cautiously.
+
+At the Troitsa monastery they had spoken of the past, and he had told
+her that if he lived he would always thank God for his wound which had
+brought them together again, but after that they never spoke of the
+future.
+
+"Can it or can it not be?" he now thought as he looked at her and
+listened to the light click of the steel needles. "Can fate have brought
+me to her so strangely only for me to die?... Is it possible that the
+truth of life has been revealed to me only to show me that I have spent
+my life in falsity? I love her more than anything in the world! But what
+am I to do if I love her?" he thought, and he involuntarily groaned,
+from a habit acquired during his sufferings.
+
+On hearing that sound Natasha put down the stocking, leaned nearer to
+him, and suddenly, noticing his shining eyes, stepped lightly up to him
+and bent over him.
+
+"You are not asleep?"
+
+"No, I have been looking at you a long time. I felt you come in. No one
+else gives me that sense of soft tranquillity that you do... that light.
+I want to weep for joy."
+
+Natasha drew closer to him. Her face shone with rapturous joy.
+
+"Natasha, I love you too much! More than anything in the world."
+
+"And I!"--She turned away for an instant. "Why too much?" she asked.
+
+"Why too much?... Well, what do you, what do you feel in your soul, your
+whole soul--shall I live? What do you think?"
+
+"I am sure of it, sure!" Natasha almost shouted, taking hold of both his
+hands with a passionate movement.
+
+He remained silent awhile.
+
+"How good it would be!" and taking her hand he kissed it.
+
+Natasha felt happy and agitated, but at once remembered that this would
+not do and that he had to be quiet.
+
+"But you have not slept," she said, repressing her joy. "Try to sleep...
+please!"
+
+He pressed her hand and released it, and she went back to the candle and
+sat down again in her former position. Twice she turned and looked at
+him, and her eyes met his beaming at her. She set herself a task on her
+stocking and resolved not to turn round till it was finished.
+
+Soon he really shut his eyes and fell asleep. He did not sleep long and
+suddenly awoke with a start and in a cold perspiration.
+
+As he fell asleep he had still been thinking of the subject that now
+always occupied his mind--about life and death, and chiefly about death.
+He felt himself nearer to it.
+
+"Love? What is love?" he thought.
+
+"Love hinders death. Love is life. All, everything that I understand, I
+understand only because I love. Everything is, everything exists, only
+because I love. Everything is united by it alone. Love is God, and to
+die means that I, a particle of love, shall return to the general and
+eternal source." These thoughts seemed to him comforting. But they were
+only thoughts. Something was lacking in them, they were not clear, they
+were too one-sidedly personal and brain-spun. And there was the former
+agitation and obscurity. He fell asleep.
+
+He dreamed that he was lying in the room he really was in, but that he
+was quite well and unwounded. Many various, indifferent, and
+insignificant people appeared before him. He talked to them and
+discussed something trivial. They were preparing to go away somewhere.
+Prince Andrew dimly realized that all this was trivial and that he had
+more important cares, but he continued to speak, surprising them by
+empty witticisms. Gradually, unnoticed, all these persons began to
+disappear and a single question, that of the closed door, superseded all
+else. He rose and went to the door to bolt and lock it. Everything
+depended on whether he was, or was not, in time to lock it. He went, and
+tried to hurry, but his legs refused to move and he knew he would not be
+in time to lock the door though he painfully strained all his powers. He
+was seized by an agonizing fear. And that fear was the fear of death. It
+stood behind the door. But just when he was clumsily creeping toward the
+door, that dreadful something on the other side was already pressing
+against it and forcing its way in. Something not human--death--was
+breaking in through that door, and had to be kept out. He seized the
+door, making a final effort to hold it back--to lock it was no longer
+possible--but his efforts were weak and clumsy and the door, pushed from
+behind by that terror, opened and closed again.
+
+Once again it pushed from outside. His last superhuman efforts were vain
+and both halves of the door noiselessly opened. It entered, and it was
+death, and Prince Andrew died.
+
+But at the instant he died, Prince Andrew remembered that he was asleep,
+and at the very instant he died, having made an effort, he awoke.
+
+"Yes, it was death! I died--and woke up. Yes, death is an awakening!"
+And all at once it grew light in his soul and the veil that had till
+then concealed the unknown was lifted from his spiritual vision. He felt
+as if powers till then confined within him had been liberated, and that
+strange lightness did not again leave him.
+
+When, waking in a cold perspiration, he moved on the divan, Natasha went
+up and asked him what was the matter. He did not answer and looked at
+her strangely, not understanding.
+
+That was what had happened to him two days before Princess Mary's
+arrival. From that day, as the doctor expressed it, the wasting fever
+assumed a malignant character, but what the doctor said did not interest
+Natasha, she saw the terrible moral symptoms which to her were more
+convincing.
+
+From that day an awakening from life came to Prince Andrew together with
+his awakening from sleep. And compared to the duration of life it did
+not seem to him slower than an awakening from sleep compared to the
+duration of a dream.
+
+There was nothing terrible or violent in this comparatively slow
+awakening.
+
+His last days and hours passed in an ordinary and simple way. Both
+Princess Mary and Natasha, who did not leave him, felt this. They did
+not weep or shudder and during these last days they themselves felt that
+they were not attending on him (he was no longer there, he had left
+them) but on what reminded them most closely of him--his body. Both felt
+this so strongly that the outward and terrible side of death did not
+affect them and they did not feel it necessary to foment their grief.
+Neither in his presence nor out of it did they weep, nor did they ever
+talk to one another about him. They felt that they could not express in
+words what they understood.
+
+They both saw that he was sinking slowly and quietly, deeper and deeper,
+away from them, and they both knew that this had to be so and that it
+was right.
+
+He confessed, and received communion: everyone came to take leave of
+him. When they brought his son to him, he pressed his lips to the boy's
+and turned away, not because he felt it hard and sad (Princess Mary and
+Natasha understood that) but simply because he thought it was all that
+was required of him, but when they told him to bless the boy, he did
+what was demanded and looked round as if asking whether there was
+anything else he should do.
+
+When the last convulsions of the body, which the spirit was leaving,
+occurred, Princess Mary and Natasha were present.
+
+"Is it over?" said Princess Mary when his body had for a few minutes
+lain motionless, growing cold before them. Natasha went up, looked at
+the dead eyes, and hastened to close them. She closed them but did not
+kiss them, but clung to that which reminded her most nearly of him--his
+body.
+
+"Where has he gone? Where is he now?..."
+
+When the body, washed and dressed, lay in the coffin on a table,
+everyone came to take leave of him and they all wept.
+
+Little Nicholas cried because his heart was rent by painful perplexity.
+The countess and Sonya cried from pity for Natasha and because he was no
+more. The old count cried because he felt that before long, he, too,
+must take the same terrible step.
+
+Natasha and Princess Mary also wept now, but not because of their own
+personal grief; they wept with a reverent and softening emotion which
+had taken possession of their souls at the consciousness of the simple
+and solemn mystery of death that had been accomplished in their
+presence.
+
+BOOK THIRTEEN: 1812
+
+
+
+
+CHAPTER I
+
+Man's mind cannot grasp the causes of events in their completeness, but
+the desire to find those causes is implanted in man's soul. And without
+considering the multiplicity and complexity of the conditions any one of
+which taken separately may seem to be the cause, he snatches at the
+first approximation to a cause that seems to him intelligible and says:
+"This is the cause!" In historical events (where the actions of men are
+the subject of observation) the first and most primitive approximation
+to present itself was the will of the gods and, after that, the will of
+those who stood in the most prominent position--the heroes of history.
+But we need only penetrate to the essence of any historic event--which
+lies in the activity of the general mass of men who take part in it--to
+be convinced that the will of the historic hero does not control the
+actions of the mass but is itself continually controlled. It may seem to
+be a matter of indifference whether we understand the meaning of
+historical events this way or that; yet there is the same difference
+between a man who says that the people of the West moved on the East
+because Napoleon wished it and a man who says that this happened because
+it had to happen, as there is between those who declared that the earth
+was stationary and that the planets moved round it and those who
+admitted that they did not know what upheld the earth, but knew there
+were laws directing its movement and that of the other planets. There
+is, and can be, no cause of an historical event except the one cause of
+all causes. But there are laws directing events, and some of these laws
+are known to us while we are conscious of others we cannot comprehend.
+The discovery of these laws is only possible when we have quite
+abandoned the attempt to find the cause in the will of some one man,
+just as the discovery of the laws of the motion of the planets was
+possible only when men abandoned the conception of the fixity of the
+earth.
+
+The historians consider that, next to the battle of Borodino and the
+occupation of Moscow by the enemy and its destruction by fire, the most
+important episode of the war of 1812 was the movement of the Russian
+army from the Ryazana to the Kaluga road and to the Tarutino camp--the
+so-called flank march across the Krasnaya Pakhra River. They ascribe the
+glory of that achievement of genius to different men and dispute as to
+whom the honor is due. Even foreign historians, including the French,
+acknowledge the genius of the Russian commanders when they speak of that
+flank march. But it is hard to understand why military writers, and
+following them others, consider this flank march to be the profound
+conception of some one man who saved Russia and destroyed Napoleon. In
+the first place it is hard to understand where the profundity and genius
+of this movement lay, for not much mental effort was needed to see that
+the best position for an army when it is not being attacked is where
+there are most provisions; and even a dull boy of thirteen could have
+guessed that the best position for an army after its retreat from Moscow
+in 1812 was on the Kaluga road. So it is impossible to understand by
+what reasoning the historians reach the conclusion that this maneuver
+was a profound one. And it is even more difficult to understand just why
+they think that this maneuver was calculated to save Russia and destroy
+the French; for this flank march, had it been preceded, accompanied, or
+followed by other circumstances, might have proved ruinous to the
+Russians and salutary for the French. If the position of the Russian
+army really began to improve from the time of that march, it does not at
+all follow that the march was the cause of it.
+
+That flank march might not only have failed to give any advantage to the
+Russian army, but might in other circumstances have led to its
+destruction. What would have happened had Moscow not burned down? If
+Murat had not lost sight of the Russians? If Napoleon had not remained
+inactive? If the Russian army at Krasnaya Pakhra had given battle as
+Bennigsen and Barclay advised? What would have happened had the French
+attacked the Russians while they were marching beyond the Pakhra? What
+would have happened if on approaching Tarutino, Napoleon had attacked
+the Russians with but a tenth of the energy he had shown when he
+attacked them at Smolensk? What would have happened had the French moved
+on Petersburg?... In any of these eventualities the flank march that
+brought salvation might have proved disastrous.
+
+The third and most incomprehensible thing is that people studying
+history deliberately avoid seeing that this flank march cannot be
+attributed to any one man, that no one ever foresaw it, and that in
+reality, like the retreat from Fili, it did not suggest itself to anyone
+in its entirety, but resulted--moment by moment, step by step, event by
+event--from an endless number of most diverse circumstances and was only
+seen in its entirety when it had been accomplished and belonged to the
+past.
+
+At the council at Fili the prevailing thought in the minds of the
+Russian commanders was the one naturally suggesting itself, namely, a
+direct retreat by the Nizhni road. In proof of this there is the fact
+that the majority of the council voted for such a retreat, and above all
+there is the well-known conversation after the council, between the
+commander in chief and Lanskoy, who was in charge of the commissariat
+department. Lanskoy informed the commander-in-chief that the army
+supplies were for the most part stored along the Oka in the Tula and
+Ryazan provinces, and that if they retreated on Nizhni the army would be
+separated from its supplies by the broad river Oka, which cannot be
+crossed early in winter. This was the first indication of the necessity
+of deviating from what had previously seemed the most natural course--a
+direct retreat on Nizhni-Novgorod. The army turned more to the south,
+along the Ryazan road and nearer to its supplies. Subsequently the
+inactivity of the French (who even lost sight of the Russian army),
+concern for the safety of the arsenal at Tula, and especially the
+advantages of drawing nearer to its supplies caused the army to turn
+still further south to the Tula road. Having crossed over, by a forced
+march, to the Tula road beyond the Pakhra, the Russian commanders
+intended to remain at Podolsk and had no thought of the Tarutino
+position; but innumerable circumstances and the reappearance of French
+troops who had for a time lost touch with the Russians, and projects of
+giving battle, and above all the abundance of provisions in Kaluga
+province, obliged our army to turn still more to the south and to cross
+from the Tula to the Kaluga road and go to Tarutino, which was between
+the roads along which those supplies lay. Just as it is impossible to
+say when it was decided to abandon Moscow, so it is impossible to say
+precisely when, or by whom, it was decided to move to Tarutino. Only
+when the army had got there, as the result of innumerable and varying
+forces, did people begin to assure themselves that they had desired this
+movement and long ago foreseen its result.
+
+
+
+
+CHAPTER II
+
+The famous flank movement merely consisted in this: after the advance of
+the French had ceased, the Russian army, which had been continually
+retreating straight back from the invaders, deviated from that direct
+course and, not finding itself pursued, was naturally drawn toward the
+district where supplies were abundant.
+
+If instead of imagining to ourselves commanders of genius leading the
+Russian army, we picture that army without any leaders, it could not
+have done anything but make a return movement toward Moscow, describing
+an arc in the direction where most provisions were to be found and where
+the country was richest.
+
+That movement from the Nizhni to the Ryazan, Tula, and Kaluga roads was
+so natural that even the Russian marauders moved in that direction, and
+demands were sent from Petersburg for Kutuzov to take his army that way.
+At Tarutino Kutuzov received what was almost a reprimand from the
+Emperor for having moved his army along the Ryazan road, and the
+Emperor's letter indicated to him the very position he had already
+occupied near Kaluga.
+
+Having rolled like a ball in the direction of the impetus given by the
+whole campaign and by the battle of Borodino, the Russian army--when the
+strength of that impetus was exhausted and no fresh push was received--
+assumed the position natural to it.
+
+Kutuzov's merit lay, not in any strategic maneuver of genius, as it is
+called, but in the fact that he alone understood the significance of
+what had happened. He alone then understood the meaning of the French
+army's inactivity, he alone continued to assert that the battle of
+Borodino had been a victory, he alone--who as commander-in-chief might
+have been expected to be eager to attack--employed his whole strength to
+restrain the Russian army from useless engagements.
+
+The beast wounded at Borodino was lying where the fleeing hunter had
+left him; but whether he was still alive, whether he was strong and
+merely lying low, the hunter did not know. Suddenly the beast was heard
+to moan.
+
+The moan of that wounded beast (the French army) which betrayed its
+calamitous condition was the sending of Lauriston to Kutuzov's camp with
+overtures for peace.
+
+Napoleon, with his usual assurance that whatever entered his head was
+right, wrote to Kutuzov the first words that occurred to him, though
+they were meaningless.
+
+MONSIEUR LE PRINCE KOUTOUZOV: I am sending one of my adjutants-general
+to discuss several interesting questions with you. I beg your Highness
+to credit what he says to you, especially when he expresses the
+sentiment of esteem and special regard I have long entertained for your
+person. This letter having no other object, I pray God, monsieur le
+Prince Koutouzov, to keep you in His holy and gracious protection!
+
+NAPOLEON MOSCOW, OCTOBER 30, 1812
+
+Kutuzov replied: "I should be cursed by posterity were I looked on as
+the initiator of a settlement of any sort. Such is the present spirit of
+my nation." But he continued to exert all his powers to restrain his
+troops from attacking.
+
+During the month that the French troops were pillaging in Moscow and the
+Russian troops were quietly encamped at Tarutino, a change had taken
+place in the relative strength of the two armies--both in spirit and in
+number--as a result of which the superiority had passed to the Russian
+side. Though the condition and numbers of the French army were unknown
+to the Russians, as soon as that change occurred the need of attacking
+at once showed itself by countless signs. These signs were: Lauriston's
+mission; the abundance of provisions at Tarutino; the reports coming in
+from all sides of the inactivity and disorder of the French; the flow of
+recruits to our regiments; the fine weather; the long rest the Russian
+soldiers had enjoyed, and the impatience to do what they had been
+assembled for, which usually shows itself in an army that has been
+resting; curiosity as to what the French army, so long lost sight of,
+was doing; the boldness with which our outposts now scouted close up to
+the French stationed at Tarutino; the news of easy successes gained by
+peasants and guerrilla troops over the French, the envy aroused by this;
+the desire for revenge that lay in the heart of every Russian as long as
+the French were in Moscow, and (above all) a dim consciousness in every
+soldier's mind that the relative strength of the armies had changed and
+that the advantage was now on our side. There was a substantial change
+in the relative strength, and an advance had become inevitable. And at
+once, as a clock begins to strike and chime as soon as the minute hand
+has completed a full circle, this change was shown by an increased
+activity, whirring, and chiming in the higher spheres.
+
+
+
+
+CHAPTER III
+
+The Russian army was commanded by Kutuzov and his staff, and also by the
+Emperor from Petersburg. Before the news of the abandonment of Moscow
+had been received in Petersburg, a detailed plan of the whole campaign
+had been drawn up and sent to Kutuzov for his guidance. Though this plan
+had been drawn up on the supposition that Moscow was still in our hands,
+it was approved by the staff and accepted as a basis for action. Kutuzov
+only replied that movements arranged from a distance were always
+difficult to execute. So fresh instructions were sent for the solution
+of difficulties that might be encountered, as well as fresh people who
+were to watch Kutuzov's actions and report upon them.
+
+Besides this, the whole staff of the Russian army was now reorganized.
+The posts left vacant by Bagration, who had been killed, and by Barclay,
+who had gone away in dudgeon, had to be filled. Very serious
+consideration was given to the question whether it would be better to
+put A in B's place and B in D's, or on the contrary to put D in A's
+place, and so on--as if anything more than A's or B's satisfaction
+depended on this.
+
+As a result of the hostility between Kutuzov and Bennigsen, his Chief of
+Staff, the presence of confidential representatives of the Emperor, and
+these transfers, a more than usually complicated play of parties was
+going on among the staff of the army. A was undermining B, D was
+undermining C, and so on in all possible combinations and permutations.
+In all these plottings the subject of intrigue was generally the conduct
+of the war, which all these men believed they were directing; but this
+affair of the war went on independently of them, as it had to go: that
+is, never in the way people devised, but flowing always from the
+essential attitude of the masses. Only in the highest spheres did all
+these schemes, crossings, and interminglings appear to be a true
+reflection of what had to happen.
+
+Prince Michael Ilarionovich! (wrote the Emperor on the second of October
+in a letter that reached Kutuzov after the battle at Tarutino) Since
+September 2 Moscow has been in the hands of the enemy. Your last reports
+were written on the twentieth, and during all this time not only has no
+action been taken against the enemy or for the relief of the ancient
+capital, but according to your last report you have even retreated
+farther. Serpukhov is already occupied by an enemy detachment and Tula
+with its famous arsenal so indispensable to the army, is in danger. From
+General Wintzingerode's reports, I see that an enemy corps of ten
+thousand men is moving on the Petersburg road. Another corps of several
+thousand men is moving on Dmitrov. A third has advanced along the
+Vladimir road, and a fourth, rather considerable detachment is stationed
+between Ruza and Mozhaysk. Napoleon himself was in Moscow as late as the
+twenty-fifth. In view of all this information, when the enemy has
+scattered his forces in large detachments, and with Napoleon and his
+Guards in Moscow, is it possible that the enemy's forces confronting you
+are so considerable as not to allow of your taking the offensive? On the
+contrary, he is probably pursuing you with detachments, or at most with
+an army corps much weaker than the army entrusted to you. It would seem
+that, availing yourself of these circumstances, you might advantageously
+attack a weaker one and annihilate him, or at least oblige him to
+retreat, retaining in our hands an important part of the provinces now
+occupied by the enemy, and thereby averting danger from Tula and other
+towns in the interior. You will be responsible if the enemy is able to
+direct a force of any size against Petersburg to threaten this capital
+in which it has not been possible to retain many troops; for with the
+army entrusted to you, and acting with resolution and energy, you have
+ample means to avert this fresh calamity. Remember that you have still
+to answer to our offended country for the loss of Moscow. You have
+experienced my readiness to reward you. That readiness will not weaken
+in me, but I and Russia have a right to expect from you all the zeal,
+firmness, and success which your intellect, military talent, and the
+courage of the troops you command justify us in expecting.
+
+But by the time this letter, which proved that the real relation of the
+forces had already made itself felt in Petersburg, was dispatched,
+Kutuzov had found himself unable any longer to restrain the army he
+commanded from attacking and a battle had taken place.
+
+On the second of October a Cossack, Shapovalov, who was out scouting,
+killed one hare and wounded another. Following the wounded hare he made
+his way far into the forest and came upon the left flank of Murat's
+army, encamped there without any precautions. The Cossack laughingly
+told his comrades how he had almost fallen into the hands of the French.
+A cornet, hearing the story, informed his commander.
+
+The Cossack was sent for and questioned. The Cossack officers wished to
+take advantage of this chance to capture some horses, but one of the
+superior officers, who was acquainted with the higher authorities,
+reported the incident to a general on the staff. The state of things on
+the staff had of late been exceedingly strained. Ermolov had been to see
+Bennigsen a few days previously and had entreated him to use his
+influence with the commander-in-chief to induce him to take the
+offensive.
+
+"If I did not know you I should think you did not want what you are
+asking for. I need only advise anything and his Highness is sure to do
+the opposite," replied Bennigsen.
+
+The Cossack's report, confirmed by horse patrols who were sent out, was
+the final proof that events had matured. The tightly coiled spring was
+released, the clock began to whirr and the chimes to play. Despite all
+his supposed power, his intellect, his experience, and his knowledge of
+men, Kutuzov--having taken into consideration the Cossack's report, a
+note from Bennigsen who sent personal reports to the Emperor, the wishes
+he supposed the Emperor to hold, and the fact that all the generals
+expressed the same wish--could no longer check the inevitable movement,
+and gave the order to do what he regarded as useless and harmful--gave
+his approval, that is, to the accomplished fact.
+
+
+
+
+CHAPTER IV
+
+Bennigsen's note and the Cossack's information that the left flank of
+the French was unguarded were merely final indications that it was
+necessary to order an attack, and it was fixed for the fifth of October.
+
+On the morning of the fourth of October Kutuzov signed the dispositions.
+Toll read them to Ermolov, asking him to attend to the further
+arrangements.
+
+"All right--all right. I haven't time just now," replied Ermolov, and
+left the hut.
+
+The dispositions drawn up by Toll were very good. As in the Austerlitz
+dispositions, it was written--though not in German this time:
+
+"The First Column will march here and here," "the Second Column will
+march there and there," and so on; and on paper, all these columns
+arrived at their places at the appointed time and destroyed the enemy.
+Everything had been admirably thought out as is usual in dispositions,
+and as is always the case, not a single column reached its place at the
+appointed time.
+
+When the necessary number of copies of the dispositions had been
+prepared, an officer was summoned and sent to deliver them to Ermolov to
+deal with. A young officer of the Horse Guards, Kutuzov's orderly,
+pleased at the importance of the mission entrusted to him, went to
+Ermolov's quarters.
+
+"Gone away," said Ermolov's orderly.
+
+The officer of the Horse Guards went to a general with whom Ermolov was
+often to be found.
+
+"No, and the general's out too."
+
+The officer, mounting his horse, rode off to someone else.
+
+"No, he's gone out."
+
+"If only they don't make me responsible for this delay! What a nuisance
+it is!" thought the officer, and he rode round the whole camp. One man
+said he had seen Ermolov ride past with some other generals, others said
+he must have returned home. The officer searched till six o'clock in the
+evening without even stopping to eat. Ermolov was nowhere to be found
+and no one knew where he was. The officer snatched a little food at a
+comrade's, and rode again to the vanguard to find Miloradovich.
+Miloradovich too was away, but here he was told that he had gone to a
+ball at General Kikin's and that Ermolov was probably there too.
+
+"But where is it?"
+
+"Why, there, over at Echkino," said a Cossack officer, pointing to a
+country house in the far distance.
+
+"What, outside our line?"
+
+"They've put two regiments as outposts, and they're having such a spree
+there, it's awful! Two bands and three sets of singers!"
+
+The officer rode out beyond our lines to Echkino. While still at a
+distance he heard as he rode the merry sounds of a soldier's dance song
+proceeding from the house.
+
+"In the meadows... in the meadows!" he heard, accompanied by whistling
+and the sound of a torban, drowned every now and then by shouts. These
+sounds made his spirits rise, but at the same time he was afraid that he
+would be blamed for not having executed sooner the important order
+entrusted to him. It was already past eight o'clock. He dismounted and
+went up into the porch of a large country house which had remained
+intact between the Russian and French forces. In the refreshment room
+and the hall, footmen were bustling about with wine and viands. Groups
+of singers stood outside the windows. The officer was admitted and
+immediately saw all the chief generals of the army together, and among
+them Ermolov's big imposing figure. They all had their coats unbuttoned
+and were standing in a semicircle with flushed and animated faces,
+laughing loudly. In the middle of the room a short handsome general with
+a red face was dancing the trepak with much spirit and agility.
+
+"Ha, ha, ha! Bravo, Nicholas Ivanych! Ha, ha, ha!"
+
+The officer felt that by arriving with important orders at such a moment
+he was doubly to blame, and he would have preferred to wait; but one of
+the generals espied him and, hearing what he had come about, informed
+Ermolov.
+
+Ermolov came forward with a frown on his face and, hearing what the
+officer had to say, took the papers from him without a word.
+
+"You think he went off just by chance?" said a comrade, who was on the
+staff that evening, to the officer of the Horse Guards, referring to
+Ermolov. "It was a trick. It was done on purpose to get Konovnitsyn into
+trouble. You'll see what a mess there'll be tomorrow."
+
+
+
+
+CHAPTER V
+
+Next day the decrepit Kutuzov, having given orders to be called early,
+said his prayers, dressed, and, with an unpleasant consciousness of
+having to direct a battle he did not approve of, got into his caleche
+and drove from Letashovka (a village three and a half miles from
+Tarutino) to the place where the attacking columns were to meet. He sat
+in the caleche, dozing and waking up by turns, and listening for any
+sound of firing on the right as an indication that the action had begun.
+But all was still quiet. A damp dull autumn morning was just dawning. On
+approaching Tarutino Kutuzov noticed cavalrymen leading their horses to
+water across the road along which he was driving. Kutuzov looked at them
+searchingly, stopped his carriage, and inquired what regiment they
+belonged to. They belonged to a column that should have been far in
+front and in ambush long before then. "It may be a mistake," thought the
+old commander-in-chief. But a little further on he saw infantry
+regiments with their arms piled and the soldiers, only partly dressed,
+eating their rye porridge and carrying fuel. He sent for an officer. The
+officer reported that no order to advance had been received.
+
+"How! Not rec..." Kutuzov began, but checked himself immediately and
+sent for a senior officer. Getting out of his caleche, he waited with
+drooping head and breathing heavily, pacing silently up and down. When
+Eykhen, the officer of the general staff whom he had summoned, appeared,
+Kutuzov went purple in the face, not because that officer was to blame
+for the mistake, but because he was an object of sufficient importance
+for him to vent his wrath on. Trembling and panting the old man fell
+into that state of fury in which he sometimes used to roll on the
+ground, and he fell upon Eykhen, threatening him with his hands,
+shouting and loading him with gross abuse. Another man, Captain Brozin,
+who happened to turn up and who was not at all to blame, suffered the
+same fate.
+
+"What sort of another blackguard are you? I'll have you shot!
+Scoundrels!" yelled Kutuzov in a hoarse voice, waving his arms and
+reeling.
+
+He was suffering physically. He, the commander-in-chief, a Serene
+Highness who everybody said possessed powers such as no man had ever had
+in Russia, to be placed in this position--made the laughingstock of the
+whole army! "I needn't have been in such a hurry to pray about today, or
+have kept awake thinking everything over all night," thought he to
+himself. "When I was a chit of an officer no one would have dared to
+mock me so... and now!" He was in a state of physical suffering as if
+from corporal punishment, and could not avoid expressing it by cries of
+anger and distress. But his strength soon began to fail him, and looking
+about him, conscious of having said much that was amiss, he again got
+into his caleche and drove back in silence.
+
+His wrath, once expended, did not return, and blinking feebly he
+listened to excuses and self-justifications (Ermolov did not come to see
+him till the next day) and to the insistence of Bennigsen, Konovnitsyn,
+and Toll that the movement that had miscarried should be executed next
+day. And once more Kutuzov had to consent.
+
+
+
+
+CHAPTER VI
+
+Next day the troops assembled in their appointed places in the evening
+and advanced during the night. It was an autumn night with dark purple
+clouds, but no rain. The ground was damp but not muddy, and the troops
+advanced noiselessly, only occasionally a jingling of the artillery
+could be faintly heard. The men were forbidden to talk out loud, to
+smoke their pipes, or to strike a light, and they tried to prevent their
+horses neighing. The secrecy of the undertaking heightened its charm and
+they marched gaily. Some columns, supposing they had reached their
+destination, halted, piled arms, and settled down on the cold ground,
+but the majority marched all night and arrived at places where they
+evidently should not have been.
+
+Only Count Orlov-Denisov with his Cossacks (the least important
+detachment of all) got to his appointed place at the right time. This
+detachment halted at the outskirts of a forest, on the path leading from
+the village of Stromilova to Dmitrovsk.
+
+Toward dawn, Count Orlov-Denisov, who had dozed off, was awakened by a
+deserter from the French army being brought to him. This was a Polish
+sergeant of Poniatowski's corps, who explained in Polish that he had
+come over because he had been slighted in the service: that he ought
+long ago to have been made an officer, that he was braver than any of
+them, and so he had left them and wished to pay them out. He said that
+Murat was spending the night less than a mile from where they were, and
+that if they would let him have a convoy of a hundred men he would
+capture him alive. Count Orlov-Denisov consulted his fellow officers.
+
+The offer was too tempting to be refused. Everyone volunteered to go and
+everybody advised making the attempt. After much disputing and arguing,
+Major-General Grekov with two Cossack regiments decided to go with the
+Polish sergeant.
+
+"Now, remember," said Count Orlov-Denisov to the sergeant at parting,
+"if you have been lying I'll have you hanged like a dog; but if it's
+true you shall have a hundred gold pieces!"
+
+Without replying, the sergeant, with a resolute air, mounted and rode
+away with Grekov whose men had quickly assembled. They disappeared into
+the forest, and Count Orlov-Denisov, having seen Grekov off, returned,
+shivering from the freshness of the early dawn and excited by what he
+had undertaken on his own responsibility, and began looking at the enemy
+camp, now just visible in the deceptive light of dawn and the dying
+campfires. Our columns ought to have begun to appear on an open
+declivity to his right. He looked in that direction, but though the
+columns would have been visible quite far off, they were not to be seen.
+It seemed to the count that things were beginning to stir in the French
+camp, and his keen-sighted adjutant confirmed this.
+
+"Oh, it is really too late," said Count Orlov, looking at the camp.
+
+As often happens when someone we have trusted is no longer before our
+eyes, it suddenly seemed quite clear and obvious to him that the
+sergeant was an impostor, that he had lied, and that the whole Russian
+attack would be ruined by the absence of those two regiments, which he
+would lead away heaven only knew where. How could one capture a
+commander-in-chief from among such a mass of troops!
+
+"I am sure that rascal was lying," said the count.
+
+"They can still be called back," said one of his suite, who like Count
+Orlov felt distrustful of the adventure when he looked at the enemy's
+camp.
+
+"Eh? Really... what do you think? Should we let them go on or not?"
+
+"Will you have them fetched back?"
+
+"Fetch them back, fetch them back!" said Count Orlov with sudden
+determination, looking at his watch. "It will be too late. It is quite
+light."
+
+And the adjutant galloped through the forest after Grekov. When Grekov
+returned, Count Orlov-Denisov, excited both by the abandoned attempt and
+by vainly awaiting the infantry columns that still did not appear, as
+well as by the proximity of the enemy, resolved to advance. All his men
+felt the same excitement.
+
+"Mount!" he commanded in a whisper. The men took their places and
+crossed themselves.... "Forward, with God's aid!"
+
+"Hurrah-ah-ah!" reverberated in the forest, and the Cossack companies,
+trailing their lances and advancing one after another as if poured out
+of a sack, dashed gaily across the brook toward the camp.
+
+One desperate, frightened yell from the first French soldier who saw the
+Cossacks, and all who were in the camp, undressed and only just waking
+up, ran off in all directions, abandoning cannons, muskets, and horses.
+
+Had the Cossacks pursued the French, without heeding what was behind and
+around them, they would have captured Murat and everything there. That
+was what the officers desired. But it was impossible to make the
+Cossacks budge when once they had got booty and prisoners. None of them
+listened to orders. Fifteen hundred prisoners and thirty-eight guns were
+taken on the spot, besides standards and (what seemed most important to
+the Cossacks) horses, saddles, horsecloths, and the like. All this had
+to be dealt with, the prisoners and guns secured, the booty divided--not
+without some shouting and even a little fighting among themselves--and
+it was on this that the Cossacks all busied themselves.
+
+The French, not being farther pursued, began to recover themselves: they
+formed into detachments and began firing. Orlov-Denisov, still waiting
+for the other columns to arrive, advanced no further.
+
+Meantime, according to the dispositions which said that "the First
+Column will march" and so on, the infantry of the belated columns,
+commanded by Bennigsen and directed by Toll, had started in due order
+and, as always happens, had got somewhere, but not to their appointed
+places. As always happens the men, starting cheerfully, began to halt;
+murmurs were heard, there was a sense of confusion, and finally a
+backward movement. Adjutants and generals galloped about, shouted, grew
+angry, quarreled, said they had come quite wrong and were late, gave
+vent to a little abuse, and at last gave it all up and went forward,
+simply to get somewhere. "We shall get somewhere or other!" And they did
+indeed get somewhere, though not to their right places; a few eventually
+even got to their right place, but too late to be of any use and only in
+time to be fired at. Toll, who in this battle played the part of
+Weyrother at Austerlitz, galloped assiduously from place to place,
+finding everything upside down everywhere. Thus he stumbled on Bagovut's
+corps in a wood when it was already broad daylight, though the corps
+should long before have joined Orlov-Denisov. Excited and vexed by the
+failure and supposing that someone must be responsible for it, Toll
+galloped up to the commander of the corps and began upbraiding him
+severely, saying that he ought to be shot. General Bagovut, a fighting
+old soldier of placid temperament, being also upset by all the delay,
+confusion, and cross-purposes, fell into a rage to everybody's surprise
+and quite contrary to his usual character and said disagreeable things
+to Toll.
+
+"I prefer not to take lessons from anyone, but I can die with my men as
+well as anybody," he said, and advanced with a single division.
+
+Coming out onto a field under the enemy's fire, this brave general went
+straight ahead, leading his men under fire, without considering in his
+agitation whether going into action now, with a single division, would
+be of any use or no. Danger, cannon balls, and bullets were just what he
+needed in his angry mood. One of the first bullets killed him, and other
+bullets killed many of his men. And his division remained under fire for
+some time quite uselessly.
+
+
+
+
+CHAPTER VII
+
+Meanwhile another column was to have attacked the French from the front,
+but Kutuzov accompanied that column. He well knew that nothing but
+confusion would come of this battle undertaken against his will, and as
+far as was in his power held the troops back. He did not advance.
+
+He rode silently on his small gray horse, indolently answering
+suggestions that they should attack.
+
+"The word attack is always on your tongue, but you don't see that we are
+unable to execute complicated maneuvers," said he to Miloradovich who
+asked permission to advance.
+
+"We couldn't take Murat prisoner this morning or get to the place in
+time, and nothing can be done now!" he replied to someone else.
+
+When Kutuzov was informed that at the French rear--where according to
+the reports of the Cossacks there had previously been nobody--there were
+now two battalions of Poles, he gave a sidelong glance at Ermolov who
+was behind him and to whom he had not spoken since the previous day.
+
+"You see! They are asking to attack and making plans of all kinds, but
+as soon as one gets to business nothing is ready, and the enemy,
+forewarned, takes measures accordingly."
+
+Ermolov screwed up his eyes and smiled faintly on hearing these words.
+He understood that for him the storm had blown over, and that Kutuzov
+would content himself with that hint.
+
+"He's having a little fun at my expense," said Ermolov softly, nudging
+with his knee Raevski who was at his side.
+
+Soon after this, Ermolov moved up to Kutuzov and respectfully remarked:
+
+"It is not too late yet, your Highness--the enemy has not gone away--if
+you were to order an attack! If not, the Guards will not so much as see
+a little smoke."
+
+Kutuzov did not reply, but when they reported to him that Murat's troops
+were in retreat he ordered an advance, though at every hundred paces he
+halted for three quarters of an hour.
+
+The whole battle consisted in what Orlov-Denisov's Cossacks had done:
+the rest of the army merely lost some hundreds of men uselessly.
+
+In consequence of this battle Kutuzov received a diamond decoration, and
+Bennigsen some diamonds and a hundred thousand rubles, others also
+received pleasant recognitions corresponding to their various grades,
+and following the battle fresh changes were made in the staff.
+
+"That's how everything is done with us, all topsy-turvy!" said the
+Russian officers and generals after the Tarutino battle, letting it be
+understood that some fool there is doing things all wrong but that we
+ourselves should not have done so, just as people speak today. But
+people who talk like that either do not know what they are talking about
+or deliberately deceive themselves. No battle--Tarutino, Borodino, or
+Austerlitz--takes place as those who planned it anticipated. That is an
+essential condition.
+
+A countless number of free forces (for nowhere is man freer than during
+a battle, where it is a question of life and death) influence the course
+taken by the fight, and that course never can be known in advance and
+never coincides with the direction of any one force.
+
+If many simultaneously and variously directed forces act on a given
+body, the direction of its motion cannot coincide with any one of those
+forces, but will always be a mean--what in mechanics is represented by
+the diagonal of a parallelogram of forces.
+
+If in the descriptions given by historians, especially French ones, we
+find their wars and battles carried out in accordance with previously
+formed plans, the only conclusion to be drawn is that those descriptions
+are false.
+
+The battle of Tarutino obviously did not attain the aim Toll had in
+view--to lead the troops into action in the order prescribed by the
+dispositions; nor that which Count Orlov-Denisov may have had in view--
+to take Murat prisoner; nor the result of immediately destroying the
+whole corps, which Bennigsen and others may have had in view; nor the
+aim of the officer who wished to go into action to distinguish himself;
+nor that of the Cossack who wanted more booty than he got, and so on.
+But if the aim of the battle was what actually resulted and what all the
+Russians of that day desired--to drive the French out of Russia and
+destroy their army--it is quite clear that the battle of Tarutino, just
+because of its incongruities, was exactly what was wanted at that stage
+of the campaign. It would be difficult and even impossible to imagine
+any result more opportune than the actual outcome of this battle. With a
+minimum of effort and insignificant losses, despite the greatest
+confusion, the most important results of the whole campaign were
+attained: the transition from retreat to advance, an exposure of the
+weakness of the French, and the administration of that shock which
+Napoleon's army had only awaited to begin its flight.
+
+
+
+
+CHAPTER VIII
+
+Napoleon enters Moscow after the brilliant victory de la Moskowa; there
+can be no doubt about the victory for the battlefield remains in the
+hands of the French. The Russians retreat and abandon their ancient
+capital. Moscow, abounding in provisions, arms, munitions, and
+incalculable wealth, is in Napoleon's hands. The Russian army, only half
+the strength of the French, does not make a single attempt to attack for
+a whole month. Napoleon's position is most brilliant. He can either fall
+on the Russian army with double its strength and destroy it; negotiate
+an advantageous peace, or in case of a refusal make a menacing move on
+Petersburg, or even, in the case of a reverse, return to Smolensk or
+Vilna; or remain in Moscow; in short, no special genius would seem to be
+required to retain the brilliant position the French held at that time.
+For that, only very simple and easy steps were necessary: not to allow
+the troops to loot, to prepare winter clothing--of which there was
+sufficient in Moscow for the whole army--and methodically to collect the
+provisions, of which (according to the French historians) there were
+enough in Moscow to supply the whole army for six months. Yet Napoleon,
+that greatest of all geniuses, who the historians declare had control of
+the army, took none of these steps.
+
+He not merely did nothing of the kind, but on the contrary he used his
+power to select the most foolish and ruinous of all the courses open to
+him. Of all that Napoleon might have done: wintering in Moscow,
+advancing on Petersburg or on Nizhni-Novgorod, or retiring by a more
+northerly or more southerly route (say by the road Kutuzov afterwards
+took), nothing more stupid or disastrous can be imagined than what he
+actually did. He remained in Moscow till October, letting the troops
+plunder the city; then, hesitating whether to leave a garrison behind
+him, he quitted Moscow, approached Kutuzov without joining battle,
+turned to the right and reached Malo-Yaroslavets, again without
+attempting to break through and take the road Kutuzov took, but retiring
+instead to Mozhaysk along the devastated Smolensk road. Nothing more
+stupid than that could have been devised, or more disastrous for the
+army, as the sequel showed. Had Napoleon's aim been to destroy his army,
+the most skillful strategist could hardly have devised any series of
+actions that would so completely have accomplished that purpose,
+independently of anything the Russian army might do.
+
+Napoleon, the man of genius, did this! But to say that he destroyed his
+army because he wished to, or because he was very stupid, would be as
+unjust as to say that he had brought his troops to Moscow because he
+wished to and because he was very clever and a genius.
+
+In both cases his personal activity, having no more force than the
+personal activity of any soldier, merely coincided with the laws that
+guided the event.
+
+The historians quite falsely represent Napoleon's faculties as having
+weakened in Moscow, and do so only because the results did not justify
+his actions. He employed all his ability and strength to do the best he
+could for himself and his army, as he had done previously and as he did
+subsequently in 1813. His activity at that time was no less astounding
+than it was in Egypt, in Italy, in Austria, and in Prussia. We do not
+know for certain in how far his genius was genuine in Egypt--where forty
+centuries looked down upon his grandeur--for his great exploits there
+are all told us by Frenchmen. We cannot accurately estimate his genius
+in Austria or Prussia, for we have to draw our information from French
+or German sources, and the incomprehensible surrender of whole corps
+without fighting and of fortresses without a siege must incline Germans
+to recognize his genius as the only explanation of the war carried on in
+Germany. But we, thank God, have no need to recognize his genius in
+order to hide our shame. We have paid for the right to look at the
+matter plainly and simply, and we will not abandon that right.
+
+His activity in Moscow was as amazing and as full of genius as
+elsewhere. Order after order and plan after plan were issued by him from
+the time he entered Moscow till the time he left it. The absence of
+citizens and of a deputation, and even the burning of Moscow, did not
+disconcert him. He did not lose sight either of the welfare of his army
+or of the doings of the enemy, or of the welfare of the people of
+Russia, or of the direction of affairs in Paris, or of diplomatic
+considerations concerning the terms of the anticipated peace.
+
+
+
+
+CHAPTER IX
+
+With regard to military matters, Napoleon immediately on his entry into
+Moscow gave General Sabastiani strict orders to observe the movements of
+the Russian army, sent army corps out along the different roads, and
+charged Murat to find Kutuzov. Then he gave careful directions about the
+fortification of the Kremlin, and drew up a brilliant plan for a future
+campaign over the whole map of Russia.
+
+With regard to diplomatic questions, Napoleon summoned Captain Yakovlev,
+who had been robbed and was in rags and did not know how to get out of
+Moscow, minutely explained to him his whole policy and his magnanimity,
+and having written a letter to the Emperor Alexander in which he
+considered it his duty to inform his Friend and Brother that Rostopchin
+had managed affairs badly in Moscow, he dispatched Yakovlev to
+Petersburg.
+
+Having similarly explained his views and his magnanimity to Tutolmin, he
+dispatched that old man also to Petersburg to negotiate.
+
+With regard to legal matters, immediately after the fires he gave orders
+to find and execute the incendiaries. And the scoundrel Rostopchin was
+punished by an order to burn down his houses.
+
+With regard to administrative matters, Moscow was granted a
+constitution. A municipality was established and the following
+announcement issued:
+
+INHABITANTS OF MOSCOW!
+
+Your misfortunes are cruel, but His Majesty the Emperor and King desires
+to arrest their course. Terrible examples have taught you how he
+punishes disobedience and crime. Strict measures have been taken to put
+an end to disorder and to re-establish public security. A paternal
+administration, chosen from among yourselves, will form your
+municipality or city government. It will take care of you, of your
+needs, and of your welfare. Its members will be distinguished by a red
+ribbon worn across the shoulder, and the mayor of the city will wear a
+white belt as well. But when not on duty they will only wear a red
+ribbon round the left arm.
+
+The city police is established on its former footing, and better order
+already prevails in consequence of its activity. The government has
+appointed two commissaries general, or chiefs of police, and twenty
+commissaries or captains of wards have been appointed to the different
+wards of the city. You will recognize them by the white ribbon they will
+wear on the left arm. Several churches of different denominations are
+open, and divine service is performed in them unhindered. Your fellow
+citizens are returning every day to their homes and orders have been
+given that they should find in them the help and protection due to their
+misfortunes. These are the measures the government has adopted to re-
+establish order and relieve your condition. But to achieve this aim it
+is necessary that you should add your efforts and should, if possible,
+forget the misfortunes you have suffered, should entertain the hope of a
+less cruel fate, should be certain that inevitable and ignominious death
+awaits those who make any attempt on your persons or on what remains of
+your property, and finally that you should not doubt that these will be
+safeguarded, since such is the will of the greatest and most just of
+monarchs. Soldiers and citizens, of whatever nation you may be, re-
+establish public confidence, the source of the welfare of a state, live
+like brothers, render mutual aid and protection one to another, unite to
+defeat the intentions of the evil-minded, obey the military and civil
+authorities, and your tears will soon cease to flow!
+
+With regard to supplies for the army, Napoleon decreed that all the
+troops in turn should enter Moscow a la maraude * to obtain provisions
+for themselves, so that the army might have its future provided for.
+
+
+* As looters.
+
+With regard to religion, Napoleon ordered the priests to be brought back
+and services to be again performed in the churches.
+
+With regard to commerce and to provisioning the army, the following was
+placarded everywhere:
+
+PROCLAMATION!
+
+You, peaceful inhabitants of Moscow, artisans and workmen whom
+misfortune has driven from the city, and you scattered tillers of the
+soil, still kept out in the fields by groundless fear, listen!
+Tranquillity is returning to this capital and order is being restored in
+it. Your fellow countrymen are emerging boldly from their hiding places
+on finding that they are respected. Any violence to them or to their
+property is promptly punished. His Majesty the Emperor and King protects
+them, and considers no one among you his enemy except those who disobey
+his orders. He desires to end your misfortunes and restore you to your
+homes and families. Respond, therefore, to his benevolent intentions and
+come to us without fear. Inhabitants, return with confidence to your
+abodes! You will soon find means of satisfying your needs. Craftsmen and
+industrious artisans, return to your work, your houses, your shops,
+where the protection of guards awaits you! You shall receive proper pay
+for your work. And lastly you too, peasants, come from the forests where
+you are hiding in terror, return to your huts without fear, in full
+assurance that you will find protection! Markets are established in the
+city where peasants can bring their surplus supplies and the products of
+the soil. The government has taken the following steps to ensure freedom
+of sale for them: (1) From today, peasants, husbandmen, and those living
+in the neighborhood of Moscow may without any danger bring their
+supplies of all kinds to two appointed markets, of which one is on the
+Mokhovaya Street and the other at the Provision Market. (2) Such
+supplies will be bought from them at such prices as seller and buyer may
+agree on, and if a seller is unable to obtain a fair price he will be
+free to take his goods back to his village and no one may hinder him
+under any pretense. (3) Sunday and Wednesday of each week are appointed
+as the chief market days and to that end a sufficient number of troops
+will be stationed along the highroads on Tuesdays and Saturdays at such
+distances from the town as to protect the carts. (4) Similar measures
+will be taken that peasants with their carts and horses may meet with no
+hindrance on their return journey. (5) Steps will immediately be taken
+to re-establish ordinary trading.
+
+Inhabitants of the city and villages, and you, workingmen and artisans,
+to whatever nation you belong, you are called on to carry out the
+paternal intentions of His Majesty the Emperor and King and to co-
+operate with him for the public welfare! Lay your respect and confidence
+at his feet and do not delay to unite with us!
+
+With the object of raising the spirits of the troops and of the people,
+reviews were constantly held and rewards distributed. The Emperor rode
+through the streets to comfort the inhabitants, and, despite his
+preoccupation with state affairs, himself visited the theaters that were
+established by his order.
+
+In regard to philanthropy, the greatest virtue of crowned heads,
+Napoleon also did all in his power. He caused the words Maison de ma
+Mere to be inscribed on the charitable institutions, thereby combining
+tender filial affection with the majestic benevolence of a monarch. He
+visited the Foundling Hospital and, allowing the orphans saved by him to
+kiss his white hands, graciously conversed with Tutolmin. Then, as
+Thiers eloquently recounts, he ordered his soldiers to be paid in forged
+Russian money which he had prepared: "Raising the use of these means by
+an act worthy of himself and of the French army, he let relief be
+distributed to those who had been burned out. But as food was too
+precious to be given to foreigners, who were for the most part enemies,
+Napoleon preferred to supply them with money with which to purchase food
+from outside, and had paper rubles distributed to them."
+
+With reference to army discipline, orders were continually being issued
+to inflict severe punishment for the nonperformance of military duties
+and to suppress robbery.
+
+
+
+
+CHAPTER X
+
+But strange to say, all these measures, efforts, and plans--which were
+not at all worse than others issued in similar circumstances--did not
+affect the essence of the matter but, like the hands of a clock detached
+from the mechanism, swung about in an arbitrary and aimless way without
+engaging the cogwheels.
+
+With reference to the military side--the plan of campaign--that work of
+genius of which Thiers remarks that, "His genius never devised anything
+more profound, more skillful, or more admirable," and enters into a
+polemic with M. Fain to prove that this work of genius must be referred
+not to the fourth but to the fifteenth of October--that plan never was
+or could be executed, for it was quite out of touch with the facts of
+the case. The fortifying of the Kremlin, for which la Mosquee (as
+Napoleon termed the church of Basil the Beatified) was to have been
+razed to the ground, proved quite useless. The mining of the Kremlin
+only helped toward fulfilling Napoleon's wish that it should be blown up
+when he left Moscow--as a child wants the floor on which he has hurt
+himself to be beaten. The pursuit of the Russian army, about which
+Napoleon was so concerned, produced an unheard-of result. The French
+generals lost touch with the Russian army of sixty thousand men, and
+according to Thiers it was only eventually found, like a lost pin, by
+the skill--and apparently the genius--of Murat.
+
+With reference to diplomacy, all Napoleon's arguments as to his
+magnanimity and justice, both to Tutolmin and to Yakovlev (whose chief
+concern was to obtain a greatcoat and a conveyance), proved useless;
+Alexander did not receive these envoys and did not reply to their
+embassage.
+
+With regard to legal matters, after the execution of the supposed
+incendiaries the rest of Moscow burned down.
+
+With regard to administrative matters, the establishment of a
+municipality did not stop the robberies and was only of use to certain
+people who formed part of that municipality and under pretext of
+preserving order looted Moscow or saved their own property from being
+looted.
+
+With regard to religion, as to which in Egypt matters had so easily been
+settled by Napoleon's visit to a mosque, no results were achieved. Two
+or three priests who were found in Moscow did try to carry out
+Napoleon's wish, but one of them was slapped in the face by a French
+soldier while conducting service, and a French official reported of
+another that: "The priest whom I found and invited to say Mass cleaned
+and locked up the church. That night the doors were again broken open,
+the padlocks smashed, the books mutilated, and other disorders
+perpetrated."
+
+With reference to commerce, the proclamation to industrious workmen and
+to peasants evoked no response. There were no industrious workmen, and
+the peasants caught the commissaries who ventured too far out of town
+with the proclamation and killed them.
+
+As to the theaters for the entertainment of the people and the troops,
+these did not meet with success either. The theaters set up in the
+Kremlin and in Posnyakov's house were closed again at once because the
+actors and actresses were robbed.
+
+Even philanthropy did not have the desired effect. The genuine as well
+as the false paper money which flooded Moscow lost its value. The
+French, collecting booty, cared only for gold. Not only was the paper
+money valueless which Napoleon so graciously distributed to the
+unfortunate, but even silver lost its value in relation to gold.
+
+But the most amazing example of the ineffectiveness of the orders given
+by the authorities at that time was Napoleon's attempt to stop the
+looting and re-establish discipline.
+
+This is what the army authorities were reporting:
+
+"Looting continues in the city despite the decrees against it. Order is
+not yet restored and not a single merchant is carrying on trade in a
+lawful manner. The sutlers alone venture to trade, and they sell stolen
+goods."
+
+"The neighborhood of my ward continues to be pillaged by soldiers of the
+3rd Corps who, not satisfied with taking from the unfortunate
+inhabitants hiding in the cellars the little they have left, even have
+the ferocity to wound them with their sabers, as I have repeatedly
+witnessed."
+
+"Nothing new, except that the soldiers are robbing and pillaging--
+October 9."
+
+"Robbery and pillaging continue. There is a band of thieves in our
+district who ought to be arrested by a strong force--October 11."
+
+"The Emperor is extremely displeased that despite the strict orders to
+stop pillage, parties of marauding Guards are continually seen returning
+to the Kremlin. Among the Old Guard disorder and pillage were renewed
+more violently than ever yesterday evening, last night, and today. The
+Emperor sees with regret that the picked soldiers appointed to guard his
+person, who should set an example of discipline, carry disobedience to
+such a point that they break into the cellars and stores containing army
+supplies. Others have disgraced themselves to the extent of disobeying
+sentinels and officers, and have abused and beaten them."
+
+"The Grand Marshal of the palace," wrote the governor, "complains
+bitterly that in spite of repeated orders, the soldiers continue to
+commit nuisances in all the courtyards and even under the very windows
+of the Emperor."
+
+That army, like a herd of cattle run wild and trampling underfoot the
+provender which might have saved it from starvation, disintegrated and
+perished with each additional day it remained in Moscow. But it did not
+go away.
+
+It began to run away only when suddenly seized by a panic caused by the
+capture of transport trains on the Smolensk road, and by the battle of
+Tarutino. The news of that battle of Tarutino, unexpectedly received by
+Napoleon at a review, evoked in him a desire to punish the Russians
+(Thiers says), and he issued the order for departure which the whole
+army was demanding.
+
+Fleeing from Moscow the soldiers took with them everything they had
+stolen. Napoleon, too, carried away his own personal tresor, but on
+seeing the baggage trains that impeded the army, he was (Thiers says)
+horror-struck. And yet with his experience of war he did not order all
+the superfluous vehicles to be burned, as he had done with those of a
+certain marshal when approaching Moscow. He gazed at the caleches and
+carriages in which soldiers were riding and remarked that it was a very
+good thing, as those vehicles could be used to carry provisions, the
+sick, and the wounded.
+
+The plight of the whole army resembled that of a wounded animal which
+feels it is perishing and does not know what it is doing. To study the
+skillful tactics and aims of Napoleon and his army from the time it
+entered Moscow till it was destroyed is like studying the dying leaps
+and shudders of a mortally wounded animal. Very often a wounded animal,
+hearing a rustle, rushes straight at the hunter's gun, runs forward and
+back again, and hastens its own end. Napoleon, under pressure from his
+whole army, did the same thing. The rustle of the battle of Tarutino
+frightened the beast, and it rushed forward onto the hunter's gun,
+reached him, turned back, and finally--like any wild beast--ran back
+along the most disadvantageous and dangerous path, where the old scent
+was familiar.
+
+During the whole of that period Napoleon, who seems to us to have been
+the leader of all these movements--as the figurehead of a ship may seem
+to a savage to guide the vessel--acted like a child who, holding a
+couple of strings inside a carriage, thinks he is driving it.
+
+
+
+
+CHAPTER XI
+
+Early in the morning of the sixth of October Pierre went out of the
+shed, and on returning stopped by the door to play with a little blue-
+gray dog, with a long body and short bandy legs, that jumped about him.
+This little dog lived in their shed, sleeping beside Karataev at night;
+it sometimes made excursions into the town but always returned again.
+Probably it had never had an owner, and it still belonged to nobody and
+had no name. The French called it Azor; the soldier who told stories
+called it Femgalka; Karataev and others called it Gray, or sometimes
+Flabby. Its lack of a master, a name, or even of a breed or any definite
+color did not seem to trouble the blue-gray dog in the least. Its furry
+tail stood up firm and round as a plume, its bandy legs served it so
+well that it would often gracefully lift a hind leg and run very easily
+and quickly on three legs, as if disdaining to use all four. Everything
+pleased it. Now it would roll on its back, yelping with delight, now
+bask in the sun with a thoughtful air of importance, and now frolic
+about playing with a chip of wood or a straw.
+
+Pierre's attire by now consisted of a dirty torn shirt (the only remnant
+of his former clothing), a pair of soldier's trousers which by
+Karataev's advice he tied with string round the ankles for warmth, and a
+peasant coat and cap. Physically he had changed much during this time.
+He no longer seemed stout, though he still had the appearance of
+solidity and strength hereditary in his family. A beard and mustache
+covered the lower part of his face, and a tangle of hair, infested with
+lice, curled round his head like a cap. The look of his eyes was
+resolute, calm, and animatedly alert, as never before. The former
+slackness which had shown itself even in his eyes was now replaced by an
+energetic readiness for action and resistance. His feet were bare.
+
+Pierre first looked down the field across which vehicles and horsemen
+were passing that morning, then into the distance across the river, then
+at the dog who was pretending to be in earnest about biting him, and
+then at his bare feet which he placed with pleasure in various
+positions, moving his dirty thick big toes. Every time he looked at his
+bare feet a smile of animated self-satisfaction flitted across his face.
+The sight of them reminded him of all he had experienced and learned
+during these weeks and this recollection was pleasant to him.
+
+For some days the weather had been calm and clear with slight frosts in
+the mornings--what is called an "old wives' summer."
+
+In the sunshine the air was warm, and that warmth was particularly
+pleasant with the invigorating freshness of the morning frost still in
+the air.
+
+On everything--far and near--lay the magic crystal glitter seen only at
+that time of autumn. The Sparrow Hills were visible in the distance,
+with the village, the church, and the large white house. The bare trees,
+the sand, the bricks and roofs of the houses, the green church spire,
+and the corners of the white house in the distance, all stood out in the
+transparent air in most delicate outline and with unnatural clearness.
+Near by could be seen the familiar ruins of a half-burned mansion
+occupied by the French, with lilac bushes still showing dark green
+beside the fence. And even that ruined and befouled house--which in dull
+weather was repulsively ugly--seemed quietly beautiful now, in the
+clear, motionless brilliance.
+
+A French corporal, with coat unbuttoned in a homely way, a skullcap on
+his head, and a short pipe in his mouth, came from behind a corner of
+the shed and approached Pierre with a friendly wink.
+
+"What sunshine, Monsieur Kiril!" (Their name for Pierre.) "Eh? Just like
+spring!"
+
+And the corporal leaned against the door and offered Pierre his pipe,
+though whenever he offered it Pierre always declined it.
+
+"To be on the march in such weather..." he began.
+
+Pierre inquired what was being said about leaving, and the corporal told
+him that nearly all the troops were starting and there ought to be an
+order about the prisoners that day. Sokolov, one of the soldiers in the
+shed with Pierre, was dying, and Pierre told the corporal that something
+should be done about him. The corporal replied that Pierre need not
+worry about that as they had an ambulance and a permanent hospital and
+arrangements would be made for the sick, and that in general everything
+that could happen had been foreseen by the authorities.
+
+"Besides, Monsieur Kiril, you have only to say a word to the captain,
+you know. He is a man who never forgets anything. Speak to the captain
+when he makes his round, he will do anything for you."
+
+(The captain of whom the corporal spoke often had long chats with Pierre
+and showed him all sorts of favors.)
+
+"'You see, St. Thomas,' he said to me the other day. 'Monsieur Kiril is
+a man of education, who speaks French. He is a Russian seigneur who has
+had misfortunes, but he is a man. He knows what's what.... If he wants
+anything and asks me, he won't get a refusal. When one has studied, you
+see, one likes education and well-bred people.' It is for your sake I
+mention it, Monsieur Kiril. The other day if it had not been for you
+that affair would have ended ill."
+
+And after chatting a while longer, the corporal went away. (The affair
+he had alluded to had happened a few days before--a fight between the
+prisoners and the French soldiers, in which Pierre had succeeded in
+pacifying his comrades.) Some of the prisoners who had heard Pierre
+talking to the corporal immediately asked what the Frenchman had said.
+While Pierre was repeating what he had been told about the army leaving
+Moscow, a thin, sallow, tattered French soldier came up to the door of
+the shed. Rapidly and timidly raising his fingers to his forehead by way
+of greeting, he asked Pierre whether the soldier Platoche to whom he had
+given a shirt to sew was in that shed.
+
+A week before the French had had boot leather and linen issued to them,
+which they had given out to the prisoners to make up into boots and
+shirts for them.
+
+"Ready, ready, dear fellow!" said Karataev, coming out with a neatly
+folded shirt.
+
+Karataev, on account of the warm weather and for convenience at work,
+was wearing only trousers and a tattered shirt as black as soot. His
+hair was bound round, workman fashion, with a wisp of lime-tree bast,
+and his round face seemed rounder and pleasanter than ever.
+
+"A promise is own brother to performance! I said Friday and here it is,
+ready," said Platon, smiling and unfolding the shirt he had sewn.
+
+The Frenchman glanced around uneasily and then, as if overcoming his
+hesitation, rapidly threw off his uniform and put on the shirt. He had a
+long, greasy, flowered silk waistcoat next to his sallow, thin bare
+body, but no shirt. He was evidently afraid the prisoners looking on
+would laugh at him, and thrust his head into the shirt hurriedly. None
+of the prisoners said a word.
+
+"See, it fits well!" Platon kept repeating, pulling the shirt straight.
+
+The Frenchman, having pushed his head and hands through, without raising
+his eyes, looked down at the shirt and examined the seams.
+
+"You see, dear man, this is not a sewing shop, and I had no proper
+tools; and, as they say, one needs a tool even to kill a louse," said
+Platon with one of his round smiles, obviously pleased with his work.
+
+"It's good, quite good, thank you," said the Frenchman, in French, "but
+there must be some linen left over."
+
+"It will fit better still when it sets to your body," said Karataev,
+still admiring his handiwork. "You'll be nice and comfortable...."
+
+"Thanks, thanks, old fellow.... But the bits left over?" said the
+Frenchman again and smiled. He took out an assignation ruble note and
+gave it to Karataev. "But give me the pieces that are over."
+
+Pierre saw that Platon did not want to understand what the Frenchman was
+saying, and he looked on without interfering. Karataev thanked the
+Frenchman for the money and went on admiring his own work. The Frenchman
+insisted on having the pieces returned that were left over and asked
+Pierre to translate what he said.
+
+"What does he want the bits for?" said Karataev. "They'd make fine leg
+bands for us. Well, never mind."
+
+And Karataev, with a suddenly changed and saddened expression, took a
+small bundle of scraps from inside his shirt and gave it to the
+Frenchman without looking at him. "Oh dear!" muttered Karataev and went
+away. The Frenchman looked at the linen, considered for a moment, then
+looked inquiringly at Pierre and, as if Pierre's look had told him
+something, suddenly blushed and shouted in a squeaky voice:
+
+"Platoche! Eh, Platoche! Keep them yourself!" And handing back the odd
+bits he turned and went out.
+
+"There, look at that," said Karataev, swaying his head. "People said
+they were not Christians, but they too have souls. It's what the old
+folk used to say: 'A sweating hand's an open hand, a dry hand's close.'
+He's naked, but yet he's given it back."
+
+Karataev smiled thoughtfully and was silent awhile looking at the
+pieces.
+
+"But they'll make grand leg bands, dear friend," he said, and went back
+into the shed.
+
+
+
+
+CHAPTER XII
+
+Four weeks had passed since Pierre had been taken prisoner and though
+the French had offered to move him from the men's to the officers' shed,
+he had stayed in the shed where he was first put.
+
+In burned and devastated Moscow Pierre experienced almost the extreme
+limits of privation a man can endure; but thanks to his physical
+strength and health, of which he had till then been unconscious, and
+thanks especially to the fact that the privations came so gradually that
+it was impossible to say when they began, he endured his position not
+only lightly but joyfully. And just at this time he obtained the
+tranquillity and ease of mind he had formerly striven in vain to reach.
+He had long sought in different ways that tranquillity of mind, that
+inner harmony which had so impressed him in the soldiers at the battle
+of Borodino. He had sought it in philanthropy, in Freemasonry, in the
+dissipations of town life, in wine, in heroic feats of self-sacrifice,
+and in romantic love for Natasha; he had sought it by reasoning--and all
+these quests and experiments had failed him. And now without thinking
+about it he had found that peace and inner harmony only through the
+horror of death, through privation, and through what he recognized in
+Karataev.
+
+Those dreadful moments he had lived through at the executions had as it
+were forever washed away from his imagination and memory the agitating
+thoughts and feelings that had formerly seemed so important. It did not
+now occur to him to think of Russia, or the war, or politics, or
+Napoleon. It was plain to him that all these things were no business of
+his, and that he was not called on to judge concerning them and
+therefore could not do so. "Russia and summer weather are not bound
+together," he thought, repeating words of Karataev's which he found
+strangely consoling. His intention of killing Napoleon and his
+calculations of the cabalistic number of the beast of the Apocalypse now
+seemed to him meaningless and even ridiculous. His anger with his wife
+and anxiety that his name should not be smirched now seemed not merely
+trivial but even amusing. What concern was it of his that somewhere or
+other that woman was leading the life she preferred? What did it matter
+to anybody, and especially to him, whether or not they found out that
+their prisoner's name was Count Bezukhov?
+
+He now often remembered his conversation with Prince Andrew and quite
+agreed with him, though he understood Prince Andrew's thoughts somewhat
+differently. Prince Andrew had thought and said that happiness could
+only be negative, but had said it with a shade of bitterness and irony
+as though he was really saying that all desire for positive happiness is
+implanted in us merely to torment us and never be satisfied. But Pierre
+believed it without any mental reservation. The absence of suffering,
+the satisfaction of one's needs and consequent freedom in the choice of
+one's occupation, that is, of one's way of life, now seemed to Pierre to
+be indubitably man's highest happiness. Here and now for the first time
+he fully appreciated the enjoyment of eating when he wanted to eat,
+drinking when he wanted to drink, sleeping when he wanted to sleep, of
+warmth when he was cold, of talking to a fellow man when he wished to
+talk and to hear a human voice. The satisfaction of one's needs--good
+food, cleanliness, and freedom--now that he was deprived of all this,
+seemed to Pierre to constitute perfect happiness; and the choice of
+occupation, that is, of his way of life--now that that was so
+restricted--seemed to him such an easy matter that he forgot that a
+superfluity of the comforts of life destroys all joy in satisfying one's
+needs, while great freedom in the choice of occupation--such freedom as
+his wealth, his education, and his social position had given him in his
+own life--is just what makes the choice of occupation insolubly
+difficult and destroys the desire and possibility of having an
+occupation.
+
+All Pierre's daydreams now turned on the time when he would be free. Yet
+subsequently, and for the rest of his life, he thought and spoke with
+enthusiasm of that month of captivity, of those irrecoverable, strong,
+joyful sensations, and chiefly of the complete peace of mind and inner
+freedom which he experienced only during those weeks.
+
+When on the first day he got up early, went out of the shed at dawn, and
+saw the cupolas and crosses of the New Convent of the Virgin still dark
+at first, the hoarfrost on the dusty grass, the Sparrow Hills, and the
+wooded banks above the winding river vanishing in the purple distance,
+when he felt the contact of the fresh air and heard the noise of the
+crows flying from Moscow across the field, and when afterwards light
+gleamed from the east and the sun's rim appeared solemnly from behind a
+cloud, and the cupolas and crosses, the hoarfrost, the distance and the
+river, all began to sparkle in the glad light--Pierre felt a new joy and
+strength in life such as he had never before known. And this not only
+stayed with him during the whole of his imprisonment, but even grew in
+strength as the hardships of his position increased.
+
+That feeling of alertness and of readiness for anything was still
+further strengthened in him by the high opinion his fellow prisoners
+formed of him soon after his arrival at the shed. With his knowledge of
+languages, the respect shown him by the French, his simplicity, his
+readiness to give anything asked of him (he received the allowance of
+three rubles a week made to officers); with his strength, which he
+showed to the soldiers by pressing nails into the walls of the hut; his
+gentleness to his companions, and his capacity for sitting still and
+thinking without doing anything (which seemed to them incomprehensible),
+he appeared to them a rather mysterious and superior being. The very
+qualities that had been a hindrance, if not actually harmful, to him in
+the world he had lived in--his strength, his disdain for the comforts of
+life, his absent-mindedness and simplicity--here among these people gave
+him almost the status of a hero. And Pierre felt that their opinion
+placed responsibilities upon him.
+
+
+
+
+CHAPTER XIII
+
+The French evacuation began on the night between the sixth and seventh
+of October: kitchens and sheds were dismantled, carts loaded, and troops
+and baggage trains started.
+
+At seven in the morning a French convoy in marching trim, wearing shakos
+and carrying muskets, knapsacks, and enormous sacks, stood in front of
+the sheds, and animated French talk mingled with curses sounded all
+along the lines.
+
+In the shed everyone was ready, dressed, belted, shod, and only awaited
+the order to start. The sick soldier, Sokolov, pale and thin with dark
+shadows round his eyes, alone sat in his place barefoot and not dressed.
+His eyes, prominent from the emaciation of his face, gazed inquiringly
+at his comrades who were paying no attention to him, and he moaned
+regularly and quietly. It was evidently not so much his sufferings that
+caused him to moan (he had dysentery) as his fear and grief at being
+left alone.
+
+Pierre, girt with a rope round his waist and wearing shoes Karataev had
+made for him from some leather a French soldier had torn off a tea chest
+and brought to have his boots mended with, went up to the sick man and
+squatted down beside him.
+
+"You know, Sokolov, they are not all going away! They have a hospital
+here. You may be better off than we others," said Pierre.
+
+"O Lord! Oh, it will be the death of me! O Lord!" moaned the man in a
+louder voice.
+
+"I'll go and ask them again directly," said Pierre, rising and going to
+the door of the shed.
+
+Just as Pierre reached the door, the corporal who had offered him a pipe
+the day before came up to it with two soldiers. The corporal and
+soldiers were in marching kit with knapsacks and shakos that had metal
+straps, and these changed their familiar faces.
+
+The corporal came, according to orders, to shut the door. The prisoners
+had to be counted before being let out.
+
+"Corporal, what will they do with the sick man?..." Pierre began.
+
+But even as he spoke he began to doubt whether this was the corporal he
+knew or a stranger, so unlike himself did the corporal seem at that
+moment. Moreover, just as Pierre was speaking a sharp rattle of drums
+was suddenly heard from both sides. The corporal frowned at Pierre's
+words and, uttering some meaningless oaths, slammed the door. The shed
+became semidark, and the sharp rattle of the drums on two sides drowned
+the sick man's groans.
+
+"There it is!... It again!..." said Pierre to himself, and an
+involuntary shudder ran down his spine. In the corporal's changed face,
+in the sound of his voice, in the stirring and deafening noise of the
+drums, he recognized that mysterious, callous force which compelled
+people against their will to kill their fellow men--that force the
+effect of which he had witnessed during the executions. To fear or to
+try to escape that force, to address entreaties or exhortations to those
+who served as its tools, was useless. Pierre knew this now. One had to
+wait and endure. He did not again go to the sick man, nor turn to look
+at him, but stood frowning by the door of the hut.
+
+When that door was opened and the prisoners, crowding against one
+another like a flock of sheep, squeezed into the exit, Pierre pushed his
+way forward and approached that very captain who as the corporal had
+assured him was ready to do anything for him. The captain was also in
+marching kit, and on his cold face appeared that same it which Pierre
+had recognized in the corporal's words and in the roll of the drums.
+
+"Pass on, pass on!" the captain reiterated, frowning sternly, and
+looking at the prisoners who thronged past him.
+
+Pierre went up to him, though he knew his attempt would be vain.
+
+"What now?" the officer asked with a cold look as if not recognizing
+Pierre.
+
+Pierre told him about the sick man.
+
+"He'll manage to walk, devil take him!" said the captain. "Pass on, pass
+on!" he continued without looking at Pierre.
+
+"But he is dying," Pierre again began.
+
+"Be so good..." shouted the captain, frowning angrily.
+
+"Dram-da-da-dam, dam-dam..." rattled the drums, and Pierre understood
+that this mysterious force completely controlled these men and that it
+was now useless to say any more.
+
+The officer prisoners were separated from the soldiers and told to march
+in front. There were about thirty officers, with Pierre among them, and
+about three hundred men.
+
+The officers, who had come from the other sheds, were all strangers to
+Pierre and much better dressed than he. They looked at him and at his
+shoes mistrustfully, as at an alien. Not far from him walked a fat major
+with a sallow, bloated, angry face, who was wearing a Kazan dressing
+gown tied round with a towel, and who evidently enjoyed the respect of
+his fellow prisoners. He kept one hand, in which he clasped his tobacco
+pouch, inside the bosom of his dressing gown and held the stem of his
+pipe firmly with the other. Panting and puffing, the major grumbled and
+growled at everybody because he thought he was being pushed and that
+they were all hurrying when they had nowhere to hurry to and were all
+surprised at something when there was nothing to be surprised at.
+Another, a thin little officer, was speaking to everyone, conjecturing
+where they were now being taken and how far they would get that day. An
+official in felt boots and wearing a commissariat uniform ran round from
+side to side and gazed at the ruins of Moscow, loudly announcing his
+observations as to what had been burned down and what this or that part
+of the city was that they could see. A third officer, who by his accent
+was a Pole, disputed with the commissariat officer, arguing that he was
+mistaken in his identification of the different wards of Moscow.
+
+"What are you disputing about?" said the major angrily. "What does it
+matter whether it is St. Nicholas or St. Blasius? You see it's burned
+down, and there's an end of it.... What are you pushing for? Isn't the
+road wide enough?" said he, turning to a man behind him who was not
+pushing him at all.
+
+"Oh, oh, oh! What have they done?" the prisoners on one side and another
+were heard saying as they gazed on the charred ruins. "All beyond the
+river, and Zubova, and in the Kremlin.... Just look! There's not half of
+it left. Yes, I told you--the whole quarter beyond the river, and so it
+is."
+
+"Well, you know it's burned, so what's the use of talking?" said the
+major.
+
+As they passed near a church in the Khamovniki (one of the few unburned
+quarters of Moscow) the whole mass of prisoners suddenly started to one
+side and exclamations of horror and disgust were heard.
+
+"Ah, the villains! What heathens! Yes; dead, dead, so he is... And
+smeared with something!"
+
+Pierre too drew near the church where the thing was that evoked these
+exclamations, and dimly made out something leaning against the palings
+surrounding the church. From the words of his comrades who saw better
+than he did, he found that this was the body of a man, set upright
+against the palings with its face smeared with soot.
+
+"Go on! What the devil... Go on! Thirty thousand devils!..." the convoy
+guards began cursing and the French soldiers, with fresh virulence,
+drove away with their swords the crowd of prisoners who were gazing at
+the dead man.
+
+
+
+
+CHAPTER XIV
+
+Through the cross streets of the Khamovniki quarter the prisoners
+marched, followed only by their escort and the vehicles and wagons
+belonging to that escort, but when they reached the supply stores they
+came among a huge and closely packed train of artillery mingled with
+private vehicles.
+
+At the bridge they all halted, waiting for those in front to get across.
+From the bridge they had a view of endless lines of moving baggage
+trains before and behind them. To the right, where the Kaluga road turns
+near Neskuchny, endless rows of troops and carts stretched away into the
+distance. These were troops of Beauharnais' corps which had started
+before any of the others. Behind, along the riverside and across the
+Stone Bridge, were Ney's troops and transport.
+
+Davout's troops, in whose charge were the prisoners, were crossing the
+Crimean bridge and some were already debouching into the Kaluga road.
+But the baggage trains stretched out so that the last of Beauharnais'
+train had not yet got out of Moscow and reached the Kaluga road when the
+vanguard of Ney's army was already emerging from the Great Ordynka
+Street.
+
+When they had crossed the Crimean bridge the prisoners moved a few steps
+forward, halted, and again moved on, and from all sides vehicles and men
+crowded closer and closer together. They advanced the few hundred paces
+that separated the bridge from the Kaluga road, taking more than an hour
+to do so, and came out upon the square where the streets of the
+Transmoskva ward and the Kaluga road converge, and the prisoners jammed
+close together had to stand for some hours at that crossway. From all
+sides, like the roar of the sea, were heard the rattle of wheels, the
+tramp of feet, and incessant shouts of anger and abuse. Pierre stood
+pressed against the wall of a charred house, listening to that noise
+which mingled in his imagination with the roll of the drums.
+
+To get a better view, several officer prisoners climbed onto the wall of
+the half-burned house against which Pierre was leaning.
+
+"What crowds! Just look at the crowds!... They've loaded goods even on
+the cannon! Look there, those are furs!" they exclaimed. "Just see what
+the blackguards have looted.... There! See what that one has behind in
+the cart.... Why, those are settings taken from some icons, by
+heaven!... Oh, the rascals!... See how that fellow has loaded himself
+up, he can hardly walk! Good lord, they've even grabbed those
+chaises!... See that fellow there sitting on the trunks.... Heavens!
+They're fighting."
+
+"That's right, hit him on the snout--on his snout! Like this, we shan't
+get away before evening. Look, look there.... Why, that must be
+Napoleon's own. See what horses! And the monograms with a crown! It's
+like a portable house.... That fellow's dropped his sack and doesn't see
+it. Fighting again... A woman with a baby, and not bad-looking either!
+Yes, I dare say, that's the way they'll let you pass... Just look,
+there's no end to it. Russian wenches, by heaven, so they are! In
+carriages--see how comfortably they've settled themselves!"
+
+Again, as at the church in Khamovniki, a wave of general curiosity bore
+all the prisoners forward onto the road, and Pierre, thanks to his
+stature, saw over the heads of the others what so attracted their
+curiosity. In three carriages involved among the munition carts, closely
+squeezed together, sat women with rouged faces, dressed in glaring
+colors, who were shouting something in shrill voices.
+
+From the moment Pierre had recognized the appearance of the mysterious
+force nothing had seemed to him strange or dreadful: neither the corpse
+smeared with soot for fun nor these women hurrying away nor the burned
+ruins of Moscow. All that he now witnessed scarcely made an impression
+on him--as if his soul, making ready for a hard struggle, refused to
+receive impressions that might weaken it.
+
+The women's vehicles drove by. Behind them came more carts, soldiers,
+wagons, soldiers, gun carriages, carriages, soldiers, ammunition carts,
+more soldiers, and now and then women.
+
+Pierre did not see the people as individuals but saw their movement.
+
+All these people and horses seemed driven forward by some invisible
+power. During the hour Pierre watched them they all came flowing from
+the different streets with one and the same desire to get on quickly;
+they all jostled one another, began to grow angry and to fight, white
+teeth gleamed, brows frowned, ever the same words of abuse flew from
+side to side, and all the faces bore the same swaggeringly resolute and
+coldly cruel expression that had struck Pierre that morning on the
+corporal's face when the drums were beating.
+
+It was not till nearly evening that the officer commanding the escort
+collected his men and with shouts and quarrels forced his way in among
+the baggage trains, and the prisoners, hemmed in on all sides, emerged
+onto the Kaluga road.
+
+They marched very quickly, without resting, and halted only when the sun
+began to set. The baggage carts drew up close together and the men began
+to prepare for their night's rest. They all appeared angry and
+dissatisfied. For a long time, oaths, angry shouts, and fighting could
+be heard from all sides. A carriage that followed the escort ran into
+one of the carts and knocked a hole in it with its pole. Several
+soldiers ran toward the cart from different sides: some beat the
+carriage horses on their heads, turning them aside, others fought among
+themselves, and Pierre saw that one German was badly wounded on the head
+by a sword.
+
+It seemed that all these men, now that they had stopped amid fields in
+the chill dusk of the autumn evening, experienced one and the same
+feeling of unpleasant awakening from the hurry and eagerness to push on
+that had seized them at the start. Once at a standstill they all seemed
+to understand that they did not yet know where they were going, and that
+much that was painful and difficult awaited them on this journey.
+
+During this halt the escort treated the prisoners even worse than they
+had done at the start. It was here that the prisoners for the first time
+received horseflesh for their meat ration.
+
+From the officer down to the lowest soldier they showed what seemed like
+personal spite against each of the prisoners, in unexpected contrast to
+their former friendly relations.
+
+This spite increased still more when, on calling over the roll of
+prisoners, it was found that in the bustle of leaving Moscow one Russian
+soldier, who had pretended to suffer from colic, had escaped. Pierre saw
+a Frenchman beat a Russian soldier cruelly for straying too far from the
+road, and heard his friend the captain reprimand and threaten to court-
+martial a noncommissioned officer on account of the escape of the
+Russian. To the noncommissioned officer's excuse that the prisoner was
+ill and could not walk, the officer replied that the order was to shoot
+those who lagged behind. Pierre felt that that fatal force which had
+crushed him during the executions, but which he had not felt during his
+imprisonment, now again controlled his existence. It was terrible, but
+he felt that in proportion to the efforts of that fatal force to crush
+him, there grew and strengthened in his soul a power of life independent
+of it.
+
+He ate his supper of buckwheat soup with horseflesh and chatted with his
+comrades.
+
+Neither Pierre nor any of the others spoke of what they had seen in
+Moscow, or of the roughness of their treatment by the French, or of the
+order to shoot them which had been announced to them. As if in reaction
+against the worsening of their position they were all particularly
+animated and gay. They spoke of personal reminiscences, of amusing
+scenes they had witnessed during the campaign, and avoided all talk of
+their present situation.
+
+The sun had set long since. Bright stars shone out here and there in the
+sky. A red glow as of a conflagration spread above the horizon from the
+rising full moon, and that vast red ball swayed strangely in the gray
+haze. It grew light. The evening was ending, but the night had not yet
+come. Pierre got up and left his new companions, crossing between the
+campfires to the other side of the road where he had been told the
+common soldier prisoners were stationed. He wanted to talk to them. On
+the road he was stopped by a French sentinel who ordered him back.
+
+Pierre turned back, not to his companions by the campfire, but to an
+unharnessed cart where there was nobody. Tucking his legs under him and
+dropping his head he sat down on the cold ground by the wheel of the
+cart and remained motionless a long while sunk in thought. Suddenly he
+burst out into a fit of his broad, good-natured laughter, so loud that
+men from various sides turned with surprise to see what this strange and
+evidently solitary laughter could mean.
+
+"Ha-ha-ha!" laughed Pierre. And he said aloud to himself: "The soldier
+did not let me pass. They took me and shut me up. They hold me captive.
+What, me? Me? My immortal soul? Ha-ha-ha! Ha-ha-ha!..." and he laughed
+till tears started to his eyes.
+
+A man got up and came to see what this queer big fellow was laughing at
+all by himself. Pierre stopped laughing, got up, went farther away from
+the inquisitive man, and looked around him.
+
+The huge, endless bivouac that had previously resounded with the
+crackling of campfires and the voices of many men had grown quiet, the
+red campfires were growing paler and dying down. High up in the light
+sky hung the full moon. Forests and fields beyond the camp, unseen
+before, were now visible in the distance. And farther still, beyond
+those forests and fields, the bright, oscillating, limitless distance
+lured one to itself. Pierre glanced up at the sky and the twinkling
+stars in its faraway depths. "And all that is me, all that is within me,
+and it is all I!" thought Pierre. "And they caught all that and put it
+into a shed boarded up with planks!" He smiled, and went and lay down to
+sleep beside his companions.
+
+
+
+
+CHAPTER XV
+
+In the early days of October another envoy came to Kutuzov with a letter
+from Napoleon proposing peace and falsely dated from Moscow, though
+Napoleon was already not far from Kutuzov on the old Kaluga road.
+Kutuzov replied to this letter as he had done to the one formerly
+brought by Lauriston, saying that there could be no question of peace.
+
+Soon after that a report was received from Dorokhov's guerrilla
+detachment operating to the left of Tarutino that troops of Broussier's
+division had been seen at Forminsk and that being separated from the
+rest of the French army they might easily be destroyed. The soldiers and
+officers again demanded action. Generals on the staff, excited by the
+memory of the easy victory at Tarutino, urged Kutuzov to carry out
+Dorokhov's suggestion. Kutuzov did not consider any offensive necessary.
+The result was a compromise which was inevitable: a small detachment was
+sent to Forminsk to attack Broussier.
+
+By a strange coincidence, this task, which turned out to be a most
+difficult and important one, was entrusted to Dokhturov--that same
+modest little Dokhturov whom no one had described to us as drawing up
+plans of battles, dashing about in front of regiments, showering crosses
+on batteries, and so on, and who was thought to be and was spoken of as
+undecided and undiscerning--but whom we find commanding wherever the
+position was most difficult all through the Russo-French wars from
+Austerlitz to the year 1813. At Austerlitz he remained last at the
+Augezd dam, rallying the regiments, saving what was possible when all
+were flying and perishing and not a single general was left in the rear
+guard. Ill with fever he went to Smolensk with twenty thousand men to
+defend the town against Napoleon's whole army. In Smolensk, at the
+Malakhov Gate, he had hardly dozed off in a paroxysm of fever before he
+was awakened by the bombardment of the town--and Smolensk held out all
+day long. At the battle of Borodino, when Bagration was killed and nine
+tenths of the men of our left flank had fallen and the full force of the
+French artillery fire was directed against it, the man sent there was
+this same irresolute and undiscerning Dokhturov--Kutuzov hastening to
+rectify a mistake he had made by sending someone else there first. And
+the quiet little Dokhturov rode thither, and Borodino became the
+greatest glory of the Russian army. Many heroes have been described to
+us in verse and prose, but of Dokhturov scarcely a word has been said.
+
+It was Dokhturov again whom they sent to Forminsk and from there to
+Malo-Yaroslavets, the place where the last battle with the French was
+fought and where the obvious disintegration of the French army began;
+and we are told of many geniuses and heroes of that period of the
+campaign, but of Dokhturov nothing or very little is said and that
+dubiously. And this silence about Dokhturov is the clearest testimony to
+his merit.
+
+It is natural for a man who does not understand the workings of a
+machine to imagine that a shaving that has fallen into it by chance and
+is interfering with its action and tossing about in it is its most
+important part. The man who does not understand the construction of the
+machine cannot conceive that the small connecting cogwheel which
+revolves quietly is one of the most essential parts of the machine, and
+not the shaving which merely harms and hinders the working.
+
+On the tenth of October when Dokhturov had gone halfway to Forminsk and
+stopped at the village of Aristovo, preparing faithfully to execute the
+orders he had received, the whole French army having, in its convulsive
+movement, reached Murat's position apparently in order to give battle--
+suddenly without any reason turned off to the left onto the new Kaluga
+road and began to enter Forminsk, where only Broussier had been till
+then. At that time Dokhturov had under his command, besides Dorokhov's
+detachment, the two small guerrilla detachments of Figner and Seslavin.
+
+On the evening of October 11 Seslavin came to the Aristovo headquarters
+with a French guardsman he had captured. The prisoner said that the
+troops that had entered Forminsk that day were the vanguard of the whole
+army, that Napoleon was there and the whole army had left Moscow four
+days previously. That same evening a house serf who had come from
+Borovsk said he had seen an immense army entering the town. Some
+Cossacks of Dokhturov's detachment reported having sighted the French
+Guards marching along the road to Borovsk. From all these reports it was
+evident that where they had expected to meet a single division there was
+now the whole French army marching from Moscow in an unexpected
+direction--along the Kaluga road. Dokhturov was unwilling to undertake
+any action, as it was not clear to him now what he ought to do. He had
+been ordered to attack Forminsk. But only Broussier had been there at
+that time and now the whole French army was there. Ermolov wished to act
+on his own judgment, but Dokhturov insisted that he must have Kutuzov's
+instructions. So it was decided to send a dispatch to the staff.
+
+For this purpose a capable officer, Bolkhovitinov, was chosen, who was
+to explain the whole affair by word of mouth, besides delivering a
+written report. Toward midnight Bolkhovitinov, having received the
+dispatch and verbal instructions, galloped off to the General Staff
+accompanied by a Cossack with spare horses.
+
+
+
+
+CHAPTER XVI
+
+It was a warm, dark, autumn night. It had been raining for four days.
+Having changed horses twice and galloped twenty miles in an hour and a
+half over a sticky, muddy road, Bolkhovitinov reached Litashevka after
+one o'clock at night. Dismounting at a cottage on whose wattle fence
+hung a signboard, GENERAL STAFF, and throwing down his reins, he entered
+a dark passage.
+
+"The general on duty, quick! It's very important!" said he to someone
+who had risen and was sniffing in the dark passage.
+
+"He has been very unwell since the evening and this is the third night
+he has not slept," said the orderly pleadingly in a whisper. "You should
+wake the captain first."
+
+"But this is very important, from General Dokhturov," said
+Bolkhovitinov, entering the open door which he had found by feeling in
+the dark.
+
+The orderly had gone in before him and began waking somebody.
+
+"Your honor, your honor! A courier."
+
+"What? What's that? From whom?" came a sleepy voice.
+
+"From Dokhturov and from Alexey Petrovich. Napoleon is at Forminsk,"
+said Bolkhovitinov, unable to see in the dark who was speaking but
+guessing by the voice that it was not Konovnitsyn.
+
+The man who had wakened yawned and stretched himself.
+
+"I don't like waking him," he said, fumbling for something. "He is very
+ill. Perhaps this is only a rumor."
+
+"Here is the dispatch," said Bolkhovitinov. "My orders are to give it at
+once to the general on duty."
+
+"Wait a moment, I'll light a candle. You damned rascal, where do you
+always hide it?" said the voice of the man who was stretching himself,
+to the orderly. (This was Shcherbinin, Konovnitsyn's adjutant.) "I've
+found it, I've found it!" he added.
+
+The orderly was striking a light and Shcherbinin was fumbling for
+something on the candlestick.
+
+"Oh, the nasty beasts!" said he with disgust.
+
+By the light of the sparks Bolkhovitinov saw Shcherbinin's youthful face
+as he held the candle, and the face of another man who was still asleep.
+This was Konovnitsyn.
+
+When the flame of the sulphur splinters kindled by the tinder burned up,
+first blue and then red, Shcherbinin lit the tallow candle, from the
+candlestick of which the cockroaches that had been gnawing it were
+running away, and looked at the messenger. Bolkhovitinov was bespattered
+all over with mud and had smeared his face by wiping it with his sleeve.
+
+"Who gave the report?" inquired Shcherbinin, taking the envelope.
+
+"The news is reliable," said Bolkhovitinov. "Prisoners, Cossacks, and
+the scouts all say the same thing."
+
+"There's nothing to be done, we'll have to wake him," said Shcherbinin,
+rising and going up to the man in the nightcap who lay covered by a
+greatcoat. "Peter Petrovich!" said he. (Konovnitsyn did not stir.) "To
+the General Staff!" he said with a smile, knowing that those words would
+be sure to arouse him.
+
+And in fact the head in the nightcap was lifted at once. On
+Konovnitsyn's handsome, resolute face with cheeks flushed by fever,
+there still remained for an instant a faraway dreamy expression remote
+from present affairs, but then he suddenly started and his face assumed
+its habitual calm and firm appearance.
+
+"Well, what is it? From whom?" he asked immediately but without hurry,
+blinking at the light.
+
+While listening to the officer's report Konovnitsyn broke the seal and
+read the dispatch. Hardly had he done so before he lowered his legs in
+their woolen stockings to the earthen floor and began putting on his
+boots. Then he took off his nightcap, combed his hair over his temples,
+and donned his cap.
+
+"Did you get here quickly? Let us go to his Highness."
+
+Konovnitsyn had understood at once that the news brought was of great
+importance and that no time must be lost. He did not consider or ask
+himself whether the news was good or bad. That did not interest him. He
+regarded the whole business of the war not with his intelligence or his
+reason but by something else. There was within him a deep unexpressed
+conviction that all would be well, but that one must not trust to this
+and still less speak about it, but must only attend to one's own work.
+And he did his work, giving his whole strength to the task.
+
+Peter Petrovich Konovnitsyn, like Dokhturov, seems to have been included
+merely for propriety's sake in the list of the so-called heroes of 1812-
+-the Barclays, Raevskis, Ermolovs, Platovs, and Miloradoviches. Like
+Dokhturov he had the reputation of being a man of very limited capacity
+and information, and like Dokhturov he never made plans of battle but
+was always found where the situation was most difficult. Since his
+appointment as general on duty he had always slept with his door open,
+giving orders that every messenger should be allowed to wake him up. In
+battle he was always under fire, so that Kutuzov reproved him for it and
+feared to send him to the front, and like Dokhturov he was one of those
+unnoticed cogwheels that, without clatter or noise, constitute the most
+essential part of the machine.
+
+Coming out of the hut into the damp, dark night Konovnitsyn frowned--
+partly from an increased pain in his head and partly at the unpleasant
+thought that occurred to him, of how all that nest of influential men on
+the staff would be stirred up by this news, especially Bennigsen, who
+ever since Tarutino had been at daggers drawn with Kutuzov; and how they
+would make suggestions, quarrel, issue orders, and rescind them. And
+this premonition was disagreeable to him though he knew it could not be
+helped.
+
+And in fact Toll, to whom he went to communicate the news, immediately
+began to expound his plans to a general sharing his quarters, until
+Konovnitsyn, who listened in weary silence, reminded him that they must
+go to see his Highness.
+
+
+
+
+CHAPTER XVII
+
+Kutuzov like all old people did not sleep much at night. He often fell
+asleep unexpectedly in the daytime, but at night, lying on his bed
+without undressing, he generally remained awake thinking.
+
+So he lay now on his bed, supporting his large, heavy, scarred head on
+his plump hand, with his one eye open, meditating and peering into the
+darkness.
+
+Since Bennigsen, who corresponded with the Emperor and had more
+influence than anyone else on the staff, had begun to avoid him, Kutuzov
+was more at ease as to the possibility of himself and his troops being
+obliged to take part in useless aggressive movements. The lesson of the
+Tarutino battle and of the day before it, which Kutuzov remembered with
+pain, must, he thought, have some effect on others too.
+
+"They must understand that we can only lose by taking the offensive.
+Patience and time are my warriors, my champions," thought Kutuzov. He
+knew that an apple should not be plucked while it is green. It will fall
+of itself when ripe, but if picked unripe the apple is spoiled, the tree
+is harmed, and your teeth are set on edge. Like an experienced sportsman
+he knew that the beast was wounded, and wounded as only the whole
+strength of Russia could have wounded it, but whether it was mortally
+wounded or not was still an undecided question. Now by the fact of
+Lauriston and Barthelemi having been sent, and by the reports of the
+guerrillas, Kutuzov was almost sure that the wound was mortal. But he
+needed further proofs and it was necessary to wait.
+
+"They want to run to see how they have wounded it. Wait and we shall
+see! Continual maneuvers, continual advances!" thought he. "What for?
+Only to distinguish themselves! As if fighting were fun. They are like
+children from whom one can't get any sensible account of what has
+happened because they all want to show how well they can fight. But
+that's not what is needed now.
+
+"And what ingenious maneuvers they all propose to me! It seems to them
+that when they have thought of two or three contingencies" (he
+remembered the general plan sent him from Petersburg) "they have
+foreseen everything. But the contingencies are endless."
+
+The undecided question as to whether the wound inflicted at Borodino was
+mortal or not had hung over Kutuzov's head for a whole month. On the one
+hand the French had occupied Moscow. On the other Kutuzov felt assured
+with all his being that the terrible blow into which he and all the
+Russians had put their whole strength must have been mortal. But in any
+case proofs were needed; he had waited a whole month for them and grew
+more impatient the longer he waited. Lying on his bed during those
+sleepless nights he did just what he reproached those younger generals
+for doing. He imagined all sorts of possible contingencies, just like
+the younger men, but with this difference, that he saw thousands of
+contingencies instead of two or three and based nothing on them. The
+longer he thought the more contingencies presented themselves. He
+imagined all sorts of movements of the Napoleonic army as a whole or in
+sections--against Petersburg, or against him, or to outflank him. He
+thought too of the possibility (which he feared most of all) that
+Napoleon might fight him with his own weapon and remain in Moscow
+awaiting him. Kutuzov even imagined that Napoleon's army might turn back
+through Medyn and Yukhnov, but the one thing he could not foresee was
+what happened--the insane, convulsive stampede of Napoleon's army during
+its first eleven days after leaving Moscow: a stampede which made
+possible what Kutuzov had not yet even dared to think of--the complete
+extermination of the French. Dorokhov's report about Broussier's
+division, the guerrillas' reports of distress in Napoleon's army, rumors
+of preparations for leaving Moscow, all confirmed the supposition that
+the French army was beaten and preparing for flight. But these were only
+suppositions, which seemed important to the younger men but not to
+Kutuzov. With his sixty years' experience he knew what value to attach
+to rumors, knew how apt people who desire anything are to group all news
+so that it appears to confirm what they desire, and he knew how readily
+in such cases they omit all that makes for the contrary. And the more he
+desired it the less he allowed himself to believe it. This question
+absorbed all his mental powers. All else was to him only life's
+customary routine. To such customary routine belonged his conversations
+with the staff, the letters he wrote from Tarutino to Madame de Stael,
+the reading of novels, the distribution of awards, his correspondence
+with Petersburg, and so on. But the destruction of the French, which he
+alone foresaw, was his heart's one desire.
+
+On the night of the eleventh of October he lay leaning on his arm and
+thinking of that.
+
+There was a stir in the next room and he heard the steps of Toll,
+Konovnitsyn, and Bolkhovitinov.
+
+"Eh, who's there? Come in, come in! What news?" the field marshal called
+out to them.
+
+While a footman was lighting a candle, Toll communicated the substance
+of the news.
+
+"Who brought it?" asked Kutuzov with a look which, when the candle was
+lit, struck Toll by its cold severity.
+
+"There can be no doubt about it, your Highness."
+
+"Call him in, call him here."
+
+Kutuzov sat up with one leg hanging down from the bed and his big paunch
+resting against the other which was doubled under him. He screwed up his
+seeing eye to scrutinize the messenger more carefully, as if wishing to
+read in his face what preoccupied his own mind.
+
+"Tell me, tell me, friend," said he to Bolkhovitinov in his low, aged
+voice, as he pulled together the shirt which gaped open on his chest,
+"come nearer--nearer. What news have you brought me? Eh? That Napoleon
+has left Moscow? Are you sure? Eh?"
+
+Bolkhovitinov gave a detailed account from the beginning of all he had
+been told to report.
+
+"Speak quicker, quicker! Don't torture me!" Kutuzov interrupted him.
+
+Bolkhovitinov told him everything and was then silent, awaiting
+instructions. Toll was beginning to say something but Kutuzov checked
+him. He tried to say something, but his face suddenly puckered and
+wrinkled; he waved his arm at Toll and turned to the opposite side of
+the room, to the corner darkened by the icons that hung there.
+
+"O Lord, my Creator, Thou has heard our prayer..." said he in a
+tremulous voice with folded hands. "Russia is saved. I thank Thee, O
+Lord!" and he wept.
+
+
+
+
+CHAPTER XVIII
+
+From the time he received this news to the end of the campaign all
+Kutuzov's activity was directed toward restraining his troops, by
+authority, by guile, and by entreaty, from useless attacks, maneuvers,
+or encounters with the perishing enemy. Dokhturov went to Malo-
+Yaroslavets, but Kutuzov lingered with the main army and gave orders for
+the evacuation of Kaluga--a retreat beyond which town seemed to him
+quite possible.
+
+Everywhere Kutuzov retreated, but the enemy without waiting for his
+retreat fled in the opposite direction.
+
+Napoleon's historians describe to us his skilled maneuvers at Tarutino
+and Malo-Yaroslavets, and make conjectures as to what would have
+happened had Napoleon been in time to penetrate into the rich southern
+provinces.
+
+But not to speak of the fact that nothing prevented him from advancing
+into those southern provinces (for the Russian army did not bar his
+way), the historians forget that nothing could have saved his army, for
+then already it bore within itself the germs of inevitable ruin. How
+could that army--which had found abundant supplies in Moscow and had
+trampled them underfoot instead of keeping them, and on arriving at
+Smolensk had looted provisions instead of storing them--how could that
+army recuperate in Kaluga province, which was inhabited by Russians such
+as those who lived in Moscow, and where fire had the same property of
+consuming what was set ablaze?
+
+That army could not recover anywhere. Since the battle of Borodino and
+the pillage of Moscow it had borne within itself, as it were, the
+chemical elements of dissolution.
+
+The members of what had once been an army--Napoleon himself and all his
+soldiers fled--without knowing whither, each concerned only to make his
+escape as quickly as possible from this position, of the hopelessness of
+which they were all more or less vaguely conscious.
+
+So it came about that at the council at Malo-Yaroslavets, when the
+generals pretending to confer together expressed various opinions, all
+mouths were closed by the opinion uttered by the simple-minded soldier
+Mouton who, speaking last, said what they all felt: that the one thing
+needful was to get away as quickly as possible; and no one, not even
+Napoleon, could say anything against that truth which they all
+recognized.
+
+But though they all realized that it was necessary to get away, there
+still remained a feeling of shame at admitting that they must flee. An
+external shock was needed to overcome that shame, and this shock came in
+due time. It was what the French called "le hourra de l'Empereur."
+
+The day after the council at Malo-Yaroslavets Napoleon rode out early in
+the morning amid the lines of his army with his suite of marshals and an
+escort, on the pretext of inspecting the army and the scene of the
+previous and of the impending battle. Some Cossacks on the prowl for
+booty fell in with the Emperor and very nearly captured him. If the
+Cossacks did not capture Napoleon then, what saved him was the very
+thing that was destroying the French army, the booty on which the
+Cossacks fell. Here as at Tarutino they went after plunder, leaving the
+men. Disregarding Napoleon they rushed after the plunder and Napoleon
+managed to escape.
+
+When les enfants du Don might so easily have taken the Emperor himself
+in the midst of his army, it was clear that there was nothing for it but
+to fly as fast as possible along the nearest, familiar road. Napoleon
+with his forty-year-old stomach understood that hint, not feeling his
+former agility and boldness, and under the influence of the fright the
+Cossacks had given him he at once agreed with Mouton and issued orders--
+as the historians tell us--to retreat by the Smolensk road.
+
+That Napoleon agreed with Mouton, and that the army retreated, does not
+prove that Napoleon caused it to retreat, but that the forces which
+influenced the whole army and directed it along the Mozhaysk (that is,
+the Smolensk) road acted simultaneously on him also.
+
+
+
+
+CHAPTER XIX
+
+A man in motion always devises an aim for that motion. To be able to go
+a thousand miles he must imagine that something good awaits him at the
+end of those thousand miles. One must have the prospect of a promised
+land to have the strength to move.
+
+The promised land for the French during their advance had been Moscow,
+during their retreat it was their native land. But that native land was
+too far off, and for a man going a thousand miles it is absolutely
+necessary to set aside his final goal and to say to himself: "Today I
+shall get to a place twenty-five miles off where I shall rest and spend
+the night," and during the first day's journey that resting place
+eclipses his ultimate goal and attracts all his hopes and desires. And
+the impulses felt by a single person are always magnified in a crowd.
+
+For the French retreating along the old Smolensk road, the final goal--
+their native land--was too remote, and their immediate goal was
+Smolensk, toward which all their desires and hopes, enormously
+intensified in the mass, urged them on. It was not that they knew that
+much food and fresh troops awaited them in Smolensk, nor that they were
+told so (on the contrary their superior officers, and Napoleon himself,
+knew that provisions were scarce there), but because this alone could
+give them strength to move on and endure their present privations. So
+both those who knew and those who did not know deceived themselves, and
+pushed on to Smolensk as to a promised land.
+
+Coming out onto the highroad the French fled with surprising energy and
+unheard-of rapidity toward the goal they had fixed on. Besides the
+common impulse which bound the whole crowd of French into one mass and
+supplied them with a certain energy, there was another cause binding
+them together--their great numbers. As with the physical law of gravity,
+their enormous mass drew the individual human atoms to itself. In their
+hundreds of thousands they moved like a whole nation.
+
+Each of them desired nothing more than to give himself up as a prisoner
+to escape from all this horror and misery; but on the one hand the force
+of this common attraction to Smolensk, their goal, drew each of them in
+the same direction; on the other hand an army corps could not surrender
+to a company, and though the French availed themselves of every
+convenient opportunity to detach themselves and to surrender on the
+slightest decent pretext, such pretexts did not always occur. Their very
+numbers and their crowded and swift movement deprived them of that
+possibility and rendered it not only difficult but impossible for the
+Russians to stop this movement, to which the French were directing all
+their energies. Beyond a certain limit no mechanical disruption of the
+body could hasten the process of decomposition.
+
+A lump of snow cannot be melted instantaneously. There is a certain
+limit of time in less than which no amount of heat can melt the snow. On
+the contrary the greater the heat the more solidified the remaining snow
+becomes.
+
+Of the Russian commanders Kutuzov alone understood this. When the flight
+of the French army along the Smolensk road became well defined, what
+Konovnitsyn had foreseen on the night of the eleventh of October began
+to occur. The superior officers all wanted to distinguish themselves, to
+cut off, to seize, to capture, and to overthrow the French, and all
+clamored for action.
+
+Kutuzov alone used all his power (and such power is very limited in the
+case of any commander-in-chief) to prevent an attack.
+
+He could not tell them what we say now: "Why fight, why block the road,
+losing our own men and inhumanly slaughtering unfortunate wretches? What
+is the use of that, when a third of their army has melted away on the
+road from Moscow to Vyazma without any battle?" But drawing from his
+aged wisdom what they could understand, he told them of the golden
+bridge, and they laughed at and slandered him, flinging themselves on,
+rending and exulting over the dying beast.
+
+Ermolov, Miloradovich, Platov, and others in proximity to the French
+near Vyazma could not resist their desire to cut off and break up two
+French corps, and by way of reporting their intention to Kutuzov they
+sent him a blank sheet of paper in an envelope.
+
+And try as Kutuzov might to restrain the troops, our men attacked,
+trying to bar the road. Infantry regiments, we are told, advanced to the
+attack with music and with drums beating, and killed and lost thousands
+of men.
+
+But they did not cut off or overthrow anybody and the French army,
+closing up more firmly at the danger, continued, while steadily melting
+away, to pursue its fatal path to Smolensk.
+
+BOOK FOURTEEN: 1812
+
+
+
+
+CHAPTER I
+
+The Battle of Borodino, with the occupation of Moscow that followed it
+and the flight of the French without further conflicts, is one of the
+most instructive phenomena in history.
+
+All historians agree that the external activity of states and nations in
+their conflicts with one another is expressed in wars, and that as a
+direct result of greater or less success in war the political strength
+of states and nations increases or decreases.
+
+Strange as may be the historical account of how some king or emperor,
+having quarreled with another, collects an army, fights his enemy's
+army, gains a victory by killing three, five, or ten thousand men, and
+subjugates a kingdom and an entire nation of several millions, all the
+facts of history (as far as we know it) confirm the truth of the
+statement that the greater or lesser success of one army against another
+is the cause, or at least an essential indication, of an increase or
+decrease in the strength of the nation--even though it is unintelligible
+why the defeat of an army--a hundredth part of a nation--should oblige
+that whole nation to submit. An army gains a victory, and at once the
+rights of the conquering nation have increased to the detriment of the
+defeated. An army has suffered defeat, and at once a people loses its
+rights in proportion to the severity of the reverse, and if its army
+suffers a complete defeat the nation is quite subjugated.
+
+So according to history it has been found from the most ancient times,
+and so it is to our own day. All Napoleon's wars serve to confirm this
+rule. In proportion to the defeat of the Austrian army Austria loses its
+rights, and the rights and the strength of France increase. The
+victories of the French at Jena and Auerstadt destroy the independent
+existence of Prussia.
+
+But then, in 1812, the French gain a victory near Moscow. Moscow is
+taken and after that, with no further battles, it is not Russia that
+ceases to exist, but the French army of six hundred thousand, and then
+Napoleonic France itself. To strain the facts to fit the rules of
+history: to say that the field of battle at Borodino remained in the
+hands of the Russians, or that after Moscow there were other battles
+that destroyed Napoleon's army, is impossible.
+
+After the French victory at Borodino there was no general engagement nor
+any that were at all serious, yet the French army ceased to exist. What
+does this mean? If it were an example taken from the history of China,
+we might say that it was not an historic phenomenon (which is the
+historians' usual expedient when anything does not fit their standards);
+if the matter concerned some brief conflict in which only a small number
+of troops took part, we might treat it as an exception; but this event
+occurred before our fathers' eyes, and for them it was a question of the
+life or death of their fatherland, and it happened in the greatest of
+all known wars.
+
+The period of the campaign of 1812 from the battle of Borodino to the
+expulsion of the French proved that the winning of a battle does not
+produce a conquest and is not even an invariable indication of conquest;
+it proved that the force which decides the fate of peoples lies not in
+the conquerors, nor even in armies and battles, but in something else.
+
+The French historians, describing the condition of the French army
+before it left Moscow, affirm that all was in order in the Grand Army,
+except the cavalry, the artillery, and the transport--there was no
+forage for the horses or the cattle. That was a misfortune no one could
+remedy, for the peasants of the district burned their hay rather than
+let the French have it.
+
+The victory gained did not bring the usual results because the peasants
+Karp and Vlas (who after the French had evacuated Moscow drove in their
+carts to pillage the town, and in general personally failed to manifest
+any heroic feelings), and the whole innumerable multitude of such
+peasants, did not bring their hay to Moscow for the high price offered
+them, but burned it instead.
+
+Let us imagine two men who have come out to fight a duel with rapiers
+according to all the rules of the art of fencing. The fencing has gone
+on for some time; suddenly one of the combatants, feeling himself
+wounded and understanding that the matter is no joke but concerns his
+life, throws down his rapier, and seizing the first cudgel that comes to
+hand begins to brandish it. Then let us imagine that the combatant who
+so sensibly employed the best and simplest means to attain his end was
+at the same time influenced by traditions of chivalry and, desiring to
+conceal the facts of the case, insisted that he had gained his victory
+with the rapier according to all the rules of art. One can imagine what
+confusion and obscurity would result from such an account of the duel.
+
+The fencer who demanded a contest according to the rules of fencing was
+the French army; his opponent who threw away the rapier and snatched up
+the cudgel was the Russian people; those who try to explain the matter
+according to the rules of fencing are the historians who have described
+the event.
+
+After the burning of Smolensk a war began which did not follow any
+previous traditions of war. The burning of towns and villages, the
+retreats after battles, the blow dealt at Borodino and the renewed
+retreat, the burning of Moscow, the capture of marauders, the seizure of
+transports, and the guerrilla war were all departures from the rules.
+
+Napoleon felt this, and from the time he took up the correct fencing
+attitude in Moscow and instead of his opponent's rapier saw a cudgel
+raised above his head, he did not cease to complain to Kutuzov and to
+the Emperor Alexander that the war was being carried on contrary to all
+the rules--as if there were any rules for killing people. In spite of
+the complaints of the French as to the nonobservance of the rules, in
+spite of the fact that to some highly placed Russians it seemed rather
+disgraceful to fight with a cudgel and they wanted to assume a pose en
+quarte or en tierce according to all the rules, and to make an adroit
+thrust en prime, and so on--the cudgel of the people's war was lifted
+with all its menacing and majestic strength, and without consulting
+anyone's tastes or rules and regardless of anything else, it rose and
+fell with stupid simplicity, but consistently, and belabored the French
+till the whole invasion had perished.
+
+And it is well for a people who do not--as the French did in 1813--
+salute according to all the rules of art, and, presenting the hilt of
+their rapier gracefully and politely, hand it to their magnanimous
+conqueror, but at the moment of trial, without asking what rules others
+have adopted in similar cases, simply and easily pick up the first
+cudgel that comes to hand and strike with it till the feeling of
+resentment and revenge in their soul yields to a feeling of contempt and
+compassion.
+
+
+
+
+CHAPTER II
+
+One of the most obvious and advantageous departures from the so-called
+laws of war is the action of scattered groups against men pressed
+together in a mass. Such action always occurs in wars that take on a
+national character. In such actions, instead of two crowds opposing each
+other, the men disperse, attack singly, run away when attacked by
+stronger forces, but again attack when opportunity offers. This was done
+by the guerrillas in Spain, by the mountain tribes in the Caucasus, and
+by the Russians in 1812.
+
+People have called this kind of war "guerrilla warfare" and assume that
+by so calling it they have explained its meaning. But such a war does
+not fit in under any rule and is directly opposed to a well-known rule
+of tactics which is accepted as infallible. That rule says that an
+attacker should concentrate his forces in order to be stronger than his
+opponent at the moment of conflict.
+
+Guerrilla war (always successful, as history shows) directly infringes
+that rule.
+
+This contradiction arises from the fact that military science assumes
+the strength of an army to be identical with its numbers. Military
+science says that the more troops the greater the strength. Les gros
+bataillons ont toujours raison. *
+
+
+* Large battalions are always victorious.
+
+For military science to say this is like defining momentum in mechanics
+by reference to the mass only: stating that momenta are equal or unequal
+to each other simply because the masses involved are equal or unequal.
+
+Momentum (quantity of motion) is the product of mass and velocity.
+
+In military affairs the strength of an army is the product of its mass
+and some unknown x.
+
+Military science, seeing in history innumerable instances of the fact
+that the size of any army does not coincide with its strength and that
+small detachments defeat larger ones, obscurely admits the existence of
+this unknown factor and tries to discover it--now in a geometric
+formation, now in the equipment employed, now, and most usually, in the
+genius of the commanders. But the assignment of these various meanings
+to the factor does not yield results which accord with the historic
+facts.
+
+Yet it is only necessary to abandon the false view (adopted to gratify
+the "heroes") of the efficacy of the directions issued in wartime by
+commanders, in order to find this unknown quantity.
+
+That unknown quantity is the spirit of the army, that is to say, the
+greater or lesser readiness to fight and face danger felt by all the men
+composing an army, quite independently of whether they are, or are not,
+fighting under the command of a genius, in two--or three-line formation,
+with cudgels or with rifles that repeat thirty times a minute. Men who
+want to fight will always put themselves in the most advantageous
+conditions for fighting.
+
+The spirit of an army is the factor which multiplied by the mass gives
+the resulting force. To define and express the significance of this
+unknown factor--the spirit of an army--is a problem for science.
+
+This problem is only solvable if we cease arbitrarily to substitute for
+the unknown x itself the conditions under which that force becomes
+apparent--such as the commands of the general, the equipment employed,
+and so on--mistaking these for the real significance of the factor, and
+if we recognize this unknown quantity in its entirety as being the
+greater or lesser desire to fight and to face danger. Only then,
+expressing known historic facts by equations and comparing the relative
+significance of this factor, can we hope to define the unknown.
+
+Ten men, battalions, or divisions, fighting fifteen men, battalions, or
+divisions, conquer--that is, kill or take captive--all the others, while
+themselves losing four, so that on the one side four and on the other
+fifteen were lost. Consequently the four were equal to the fifteen, and
+therefore 4x = 15y. Consequently x/y = 15/4. This equation does not give
+us the value of the unknown factor but gives us a ratio between two
+unknowns. And by bringing variously selected historic units (battles,
+campaigns, periods of war) into such equations, a series of numbers
+could be obtained in which certain laws should exist and might be
+discovered.
+
+The tactical rule that an army should act in masses when attacking, and
+in smaller groups in retreat, unconsciously confirms the truth that the
+strength of an army depends on its spirit. To lead men forward under
+fire more discipline (obtainable only by movement in masses) is needed
+than is needed to resist attacks. But this rule which leaves out of
+account the spirit of the army continually proves incorrect and is in
+particularly striking contrast to the facts when some strong rise or
+fall in the spirit of the troops occurs, as in all national wars.
+
+The French, retreating in 1812--though according to tactics they should
+have separated into detachments to defend themselves--congregated into a
+mass because the spirit of the army had so fallen that only the mass
+held the army together. The Russians, on the contrary, ought according
+to tactics to have attacked in mass, but in fact they split up into
+small units, because their spirit had so risen that separate
+individuals, without orders, dealt blows at the French without needing
+any compulsion to induce them to expose themselves to hardships and
+dangers.
+
+
+
+
+CHAPTER III
+
+The so-called partisan war began with the entry of the French into
+Smolensk.
+
+Before partisan warfare had been officially recognized by the
+government, thousands of enemy stragglers, marauders, and foragers had
+been destroyed by the Cossacks and the peasants, who killed them off as
+instinctively as dogs worry a stray mad dog to death. Denis Davydov,
+with his Russian instinct, was the first to recognize the value of this
+terrible cudgel which regardless of the rules of military science
+destroyed the French, and to him belongs the credit for taking the first
+step toward regularizing this method of warfare.
+
+On August 24 Davydov's first partisan detachment was formed and then
+others were recognized. The further the campaign progressed the more
+numerous these detachments became.
+
+The irregulars destroyed the great army piecemeal. They gathered the
+fallen leaves that dropped of themselves from that withered tree--the
+French army--and sometimes shook that tree itself. By October, when the
+French were fleeing toward Smolensk, there were hundreds of such
+companies, of various sizes and characters. There were some that adopted
+all the army methods and had infantry, artillery, staffs, and the
+comforts of life. Others consisted solely of Cossack cavalry. There were
+also small scratch groups of foot and horse, and groups of peasants and
+landowners that remained unknown. A sacristan commanded one party which
+captured several hundred prisoners in the course of a month; and there
+was Vasilisa, the wife of a village elder, who slew hundreds of the
+French.
+
+The partisan warfare flamed up most fiercely in the latter days of
+October. Its first period had passed: when the partisans themselves,
+amazed at their own boldness, feared every minute to be surrounded and
+captured by the French, and hid in the forests without unsaddling,
+hardly daring to dismount and always expecting to be pursued. By the end
+of October this kind of warfare had taken definite shape: it had become
+clear to all what could be ventured against the French and what could
+not. Now only the commanders of detachments with staffs, and moving
+according to rules at a distance from the French, still regarded many
+things as impossible. The small bands that had started their activities
+long before and had already observed the French closely considered
+things possible which the commanders of the big detachments did not dare
+to contemplate. The Cossacks and peasants who crept in among the French
+now considered everything possible.
+
+On October 22, Denisov (who was one of the irregulars) was with his
+group at the height of the guerrilla enthusiasm. Since early morning he
+and his party had been on the move. All day long he had been watching
+from the forest that skirted the highroad a large French convoy of
+cavalry baggage and Russian prisoners separated from the rest of the
+army, which--as was learned from spies and prisoners--was moving under a
+strong escort to Smolensk. Besides Denisov and Dolokhov (who also led a
+small party and moved in Denisov's vicinity), the commanders of some
+large divisions with staffs also knew of this convoy and, as Denisov
+expressed it, were sharpening their teeth for it. Two of the commanders
+of large parties--one a Pole and the other a German--sent invitations to
+Denisov almost simultaneously, requesting him to join up with their
+divisions to attack the convoy.
+
+"No, bwother, I have gwown mustaches myself," said Denisov on reading
+these documents, and he wrote to the German that, despite his heartfelt
+desire to serve under so valiant and renowned a general, he had to forgo
+that pleasure because he was already under the command of the Polish
+general. To the Polish general he replied to the same effect, informing
+him that he was already under the command of the German.
+
+Having arranged matters thus, Denisov and Dolokhov intended, without
+reporting matters to the higher command, to attack and seize that convoy
+with their own small forces. On October 22 it was moving from the
+village of Mikulino to that of Shamshevo. To the left of the road
+between Mikulino and Shamshevo there were large forests, extending in
+some places up to the road itself though in others a mile or more back
+from it. Through these forests Denisov and his party rode all day,
+sometimes keeping well back in them and sometimes coming to the very
+edge, but never losing sight of the moving French. That morning,
+Cossacks of Denisov's party had seized and carried off into the forest
+two wagons loaded with cavalry saddles, which had stuck in the mud not
+far from Mikulino where the forest ran close to the road. Since then,
+and until evening, the party had watched the movements of the French
+without attacking. It was necessary to let the French reach Shamshevo
+quietly without alarming them and then, after joining Dolokhov who was
+to come that evening to a consultation at a watchman's hut in the forest
+less than a mile from Shamshevo, to surprise the French at dawn, falling
+like an avalanche on their heads from two sides, and rout and capture
+them all at one blow.
+
+In their rear, more than a mile from Mikulino where the forest came
+right up to the road, six Cossacks were posted to report if any fresh
+columns of French should show themselves.
+
+Beyond Shamshevo, Dolokhov was to observe the road in the same way, to
+find out at what distance there were other French troops. They reckoned
+that the convoy had fifteen hundred men. Denisov had two hundred, and
+Dolokhov might have as many more, but the disparity of numbers did not
+deter Denisov. All that he now wanted to know was what troops these were
+and to learn that he had to capture a "tongue"--that is, a man from the
+enemy column. That morning's attack on the wagons had been made so
+hastily that the Frenchmen with the wagons had all been killed; only a
+little drummer boy had been taken alive, and as he was a straggler he
+could tell them nothing definite about the troops in that column.
+
+Denisov considered it dangerous to make a second attack for fear of
+putting the whole column on the alert, so he sent Tikhon Shcherbaty, a
+peasant of his party, to Shamshevo to try and seize at least one of the
+French quartermasters who had been sent on in advance.
+
+
+
+
+CHAPTER IV
+
+It was a warm rainy autumn day. The sky and the horizon were both the
+color of muddy water. At times a sort of mist descended, and then
+suddenly heavy slanting rain came down.
+
+Denisov in a felt cloak and a sheepskin cap from which the rain ran down
+was riding a thin thoroughbred horse with sunken sides. Like his horse,
+which turned its head and laid its ears back, he shrank from the driving
+rain and gazed anxiously before him. His thin face with its short, thick
+black beard looked angry.
+
+Beside Denisov rode an esaul, * Denisov's fellow worker, also in felt
+cloak and sheepskin cap, and riding a large sleek Don horse.
+
+
+* A captain of Cossacks.
+
+Esaul Lovayski the Third was a tall man as straight as an arrow, pale-
+faced, fair-haired, with narrow light eyes and with calm self-
+satisfaction in his face and bearing. Though it was impossible to say in
+what the peculiarity of the horse and rider lay, yet at first glance at
+the esaul and Denisov one saw that the latter was wet and uncomfortable
+and was a man mounted on a horse, while looking at the esaul one saw
+that he was as comfortable and as much at ease as always and that he was
+not a man who had mounted a horse, but a man who was one with his horse,
+a being consequently possessed of twofold strength.
+
+A little ahead of them walked a peasant guide, wet to the skin and
+wearing a gray peasant coat and a white knitted cap.
+
+A little behind, on a poor, small, lean Kirghiz mount with an enormous
+tail and mane and a bleeding mouth, rode a young officer in a blue
+French overcoat.
+
+Beside him rode an hussar, with a boy in a tattered French uniform and
+blue cap behind him on the crupper of his horse. The boy held on to the
+hussar with cold, red hands, and raising his eyebrows gazed about him
+with surprise. This was the French drummer boy captured that morning.
+
+Behind them along the narrow, sodden, cutup forest road came hussars in
+threes and fours, and then Cossacks: some in felt cloaks, some in French
+greatcoats, and some with horsecloths over their heads. The horses,
+being drenched by the rain, all looked black whether chestnut or bay.
+Their necks, with their wet, close-clinging manes, looked strangely
+thin. Steam rose from them. Clothes, saddles, reins, were all wet,
+slippery, and sodden, like the ground and the fallen leaves that strewed
+the road. The men sat huddled up trying not to stir, so as to warm the
+water that had trickled to their bodies and not admit the fresh cold
+water that was leaking in under their seats, their knees, and at the
+back of their necks. In the midst of the outspread line of Cossacks two
+wagons, drawn by French horses and by saddled Cossack horses that had
+been hitched on in front, rumbled over the tree stumps and branches and
+splashed through the water that lay in the ruts.
+
+Denisov's horse swerved aside to avoid a pool in the track and bumped
+his rider's knee against a tree.
+
+"Oh, the devil!" exclaimed Denisov angrily, and showing his teeth he
+struck his horse three times with his whip, splashing himself and his
+comrades with mud.
+
+Denisov was out of sorts both because of the rain and also from hunger
+(none of them had eaten anything since morning), and yet more because he
+still had no news from Dolokhov and the man sent to capture a "tongue"
+had not returned.
+
+"There'll hardly be another such chance to fall on a transport as today.
+It's too risky to attack them by oneself, and if we put it off till
+another day one of the big guerrilla detachments will snatch the prey
+from under our noses," thought Denisov, continually peering forward,
+hoping to see a messenger from Dolokhov.
+
+On coming to a path in the forest along which he could see far to the
+right, Denisov stopped.
+
+"There's someone coming," said he.
+
+The esaul looked in the direction Denisov indicated.
+
+"There are two, an officer and a Cossack. But it is not presupposable
+that it is the lieutenant colonel himself," said the esaul, who was fond
+of using words the Cossacks did not know.
+
+The approaching riders having descended a decline were no longer
+visible, but they reappeared a few minutes later. In front, at a weary
+gallop and using his leather whip, rode an officer, disheveled and
+drenched, whose trousers had worked up to above his knees. Behind him,
+standing in the stirrups, trotted a Cossack. The officer, a very young
+lad with a broad rosy face and keen merry eyes, galloped up to Denisov
+and handed him a sodden envelope.
+
+"From the general," said the officer. "Please excuse its not being quite
+dry."
+
+Denisov, frowning, took the envelope and opened it.
+
+"There, they kept telling us: 'It's dangerous, it's dangerous,'" said
+the officer, addressing the esaul while Denisov was reading the
+dispatch. "But Komarov and I"--he pointed to the Cossack--"were
+prepared. We have each of us two pistols.... But what's this?" he asked,
+noticing the French drummer boy. "A prisoner? You've already been in
+action? May I speak to him?"
+
+"Wostov! Petya!" exclaimed Denisov, having run through the dispatch.
+"Why didn't you say who you were?" and turning with a smile he held out
+his hand to the lad.
+
+The officer was Petya Rostov.
+
+All the way Petya had been preparing himself to behave with Denisov as
+befitted a grownup man and an officer--without hinting at their previous
+acquaintance. But as soon as Denisov smiled at him Petya brightened up,
+blushed with pleasure, forgot the official manner he had been
+rehearsing, and began telling him how he had already been in a battle
+near Vyazma and how a certain hussar had distinguished himself there.
+
+"Well, I am glad to see you," Denisov interrupted him, and his face
+again assumed its anxious expression.
+
+"Michael Feoklitych," said he to the esaul, "this is again fwom that
+German, you know. He"--he indicated Petya--"is serving under him."
+
+And Denisov told the esaul that the dispatch just delivered was a
+repetition of the German general's demand that he should join forces
+with him for an attack on the transport.
+
+"If we don't take it tomowwow, he'll snatch it fwom under our noses," he
+added.
+
+While Denisov was talking to the esaul, Petya--abashed by Denisov's cold
+tone and supposing that it was due to the condition of his trousers--
+furtively tried to pull them down under his greatcoat so that no one
+should notice it, while maintaining as martial an air as possible.
+
+"Will there be any orders, your honor?" he asked Denisov, holding his
+hand at the salute and resuming the game of adjutant and general for
+which he had prepared himself, "or shall I remain with your honor?"
+
+"Orders?" Denisov repeated thoughtfully. "But can you stay till
+tomowwow?"
+
+"Oh, please... May I stay with you?" cried Petya.
+
+"But, just what did the genewal tell you? To weturn at once?" asked
+Denisov.
+
+Petya blushed.
+
+"He gave me no instructions. I think I could?" he returned, inquiringly.
+
+"Well, all wight," said Denisov.
+
+And turning to his men he directed a party to go on to the halting place
+arranged near the watchman's hut in the forest, and told the officer on
+the Kirghiz horse (who performed the duties of an adjutant) to go and
+find out where Dolokhov was and whether he would come that evening.
+Denisov himself intended going with the esaul and Petya to the edge of
+the forest where it reached out to Shamshevo, to have a look at the part
+of the French bivouac they were to attack next day.
+
+"Well, old fellow," said he to the peasant guide, "lead us to
+Shamshevo."
+
+Denisov, Petya, and the esaul, accompanied by some Cossacks and the
+hussar who had the prisoner, rode to the left across a ravine to the
+edge of the forest.
+
+
+
+
+CHAPTER V
+
+The rain had stopped, and only the mist was falling and drops from the
+trees. Denisov, the esaul, and Petya rode silently, following the
+peasant in the knitted cap who, stepping lightly with outturned toes and
+moving noiselessly in his bast shoes over the roots and wet leaves,
+silently led them to the edge of the forest.
+
+He ascended an incline, stopped, looked about him, and advanced to where
+the screen of trees was less dense. On reaching a large oak tree that
+had not yet shed its leaves, he stopped and beckoned mysteriously to
+them with his hand.
+
+Denisov and Petya rode up to him. From the spot where the peasant was
+standing they could see the French. Immediately beyond the forest, on a
+downward slope, lay a field of spring rye. To the right, beyond a steep
+ravine, was a small village and a landowner's house with a broken roof.
+In the village, in the house, in the garden, by the well, by the pond,
+over all the rising ground, and all along the road uphill from the
+bridge leading to the village, not more than five hundred yards away,
+crowds of men could be seen through the shimmering mist. Their un-
+Russian shouting at their horses which were straining uphill with the
+carts, and their calls to one another, could be clearly heard.
+
+"Bwing the prisoner here," said Denisov in a low voice, not taking his
+eyes off the French.
+
+A Cossack dismounted, lifted the boy down, and took him to Denisov.
+Pointing to the French troops, Denisov asked him what these and those of
+them were. The boy, thrusting his cold hands into his pockets and
+lifting his eyebrows, looked at Denisov in affright, but in spite of an
+evident desire to say all he knew gave confused answers, merely
+assenting to everything Denisov asked him. Denisov turned away from him
+frowning and addressed the esaul, conveying his own conjectures to him.
+
+Petya, rapidly turning his head, looked now at the drummer boy, now at
+Denisov, now at the esaul, and now at the French in the village and
+along the road, trying not to miss anything of importance.
+
+"Whether Dolokhov comes or not, we must seize it, eh?" said Denisov with
+a merry sparkle in his eyes.
+
+"It is a very suitable spot," said the esaul.
+
+"We'll send the infantwy down by the swamps," Denisov continued.
+"They'll cweep up to the garden; you'll wide up fwom there with the
+Cossacks"--he pointed to a spot in the forest beyond the village--"and I
+with my hussars fwom here. And at the signal shot..."
+
+"The hollow is impassable--there's a swamp there," said the esaul. "The
+horses would sink. We must ride round more to the left...."
+
+While they were talking in undertones the crack of a shot sounded from
+the low ground by the pond, a puff of white smoke appeared, then
+another, and the sound of hundreds of seemingly merry French voices
+shouting together came up from the slope. For a moment Denisov and the
+esaul drew back. They were so near that they thought they were the cause
+of the firing and shouting. But the firing and shouting did not relate
+to them. Down below, a man wearing something red was running through the
+marsh. The French were evidently firing and shouting at him.
+
+"Why, that's our Tikhon," said the esaul.
+
+"So it is! It is!"
+
+"The wascal!" said Denisov.
+
+"He'll get away!" said the esaul, screwing up his eyes.
+
+The man whom they called Tikhon, having run to the stream, plunged in so
+that the water splashed in the air, and, having disappeared for an
+instant, scrambled out on all fours, all black with the wet, and ran on.
+The French who had been pursuing him stopped.
+
+"Smart, that!" said the esaul.
+
+"What a beast!" said Denisov with his former look of vexation. "What has
+he been doing all this time?"
+
+"Who is he?" asked Petya.
+
+"He's our plastun. I sent him to capture a 'tongue.'"
+
+"Oh, yes," said Petya, nodding at the first words Denisov uttered as if
+he understood it all, though he really did not understand anything of
+it.
+
+Tikhon Shcherbaty was one of the most indispensable men in their band.
+He was a peasant from Pokrovsk, near the river Gzhat. When Denisov had
+come to Pokrovsk at the beginning of his operations and had as usual
+summoned the village elder and asked him what he knew about the French,
+the elder, as though shielding himself, had replied, as all village
+elders did, that he had neither seen nor heard anything of them. But
+when Denisov explained that his purpose was to kill the French, and
+asked if no French had strayed that way, the elder replied that some
+"more-orderers" had really been at their village, but that Tikhon
+Shcherbaty was the only man who dealt with such matters. Denisov had
+Tikhon called and, having praised him for his activity, said a few words
+in the elder's presence about loyalty to the Tsar and the country and
+the hatred of the French that all sons of the fatherland should cherish.
+
+"We don't do the French any harm," said Tikhon, evidently frightened by
+Denisov's words. "We only fooled about with the lads for fun, you know!
+We killed a score or so of 'more-orderers,' but we did no harm else..."
+
+Next day when Denisov had left Pokrovsk, having quite forgotten about
+this peasant, it was reported to him that Tikhon had attached himself to
+their party and asked to be allowed to remain with it. Denisov gave
+orders to let him do so.
+
+Tikhon, who at first did rough work, laying campfires, fetching water,
+flaying dead horses, and so on, soon showed a great liking and aptitude
+for partisan warfare. At night he would go out for booty and always
+brought back French clothing and weapons, and when told to would bring
+in French captives also. Denisov then relieved him from drudgery and
+began taking him with him when he went out on expeditions and had him
+enrolled among the Cossacks.
+
+Tikhon did not like riding, and always went on foot, never lagging
+behind the cavalry. He was armed with a musketoon (which he carried
+rather as a joke), a pike and an ax, which latter he used as a wolf uses
+its teeth, with equal ease picking fleas out of its fur or crunching
+thick bones. Tikhon with equal accuracy would split logs with blows at
+arm's length, or holding the head of the ax would cut thin little pegs
+or carve spoons. In Denisov's party he held a peculiar and exceptional
+position. When anything particularly difficult or nasty had to be done--
+to push a cart out of the mud with one's shoulders, pull a horse out of
+a swamp by its tail, skin it, slink in among the French, or walk more
+than thirty miles in a day--everybody pointed laughingly at Tikhon.
+
+"It won't hurt that devil--he's as strong as a horse!" they said of him.
+
+Once a Frenchman Tikhon was trying to capture fired a pistol at him and
+shot him in the fleshy part of the back. That wound (which Tikhon
+treated only with internal and external applications of vodka) was the
+subject of the liveliest jokes by the whole detachment--jokes in which
+Tikhon readily joined.
+
+"Hallo, mate! Never again? Gave you a twist?" the Cossacks would banter
+him. And Tikhon, purposely writhing and making faces, pretended to be
+angry and swore at the French with the funniest curses. The only effect
+of this incident on Tikhon was that after being wounded he seldom
+brought in prisoners.
+
+He was the bravest and most useful man in the party. No one found more
+opportunities for attacking, no one captured or killed more Frenchmen,
+and consequently he was made the buffoon of all the Cossacks and hussars
+and willingly accepted that role. Now he had been sent by Denisov
+overnight to Shamshevo to capture a "tongue." But whether because he had
+not been content to take only one Frenchman or because he had slept
+through the night, he had crept by day into some bushes right among the
+French and, as Denisov had witnessed from above, had been detected by
+them.
+
+
+
+
+CHAPTER VI
+
+After talking for some time with the esaul about next day's attack,
+which now, seeing how near they were to the French, he seemed to have
+definitely decided on, Denisov turned his horse and rode back.
+
+"Now, my lad, we'll go and get dwy," he said to Petya.
+
+As they approached the watchhouse Denisov stopped, peering into the
+forest. Among the trees a man with long legs and long, swinging arms,
+wearing a short jacket, bast shoes, and a Kazan hat, was approaching
+with long, light steps. He had a musketoon over his shoulder and an ax
+stuck in his girdle. When he espied Denisov he hastily threw something
+into the bushes, removed his sodden hat by its floppy brim, and
+approached his commander. It was Tikhon. His wrinkled and pockmarked
+face and narrow little eyes beamed with self-satisfied merriment. He
+lifted his head high and gazed at Denisov as if repressing a laugh.
+
+"Well, where did you disappear to?" inquired Denisov.
+
+"Where did I disappear to? I went to get Frenchmen," answered Tikhon
+boldly and hurriedly, in a husky but melodious bass voice.
+
+"Why did you push yourself in there by daylight? You ass! Well, why
+haven't you taken one?"
+
+"Oh, I took one all right," said Tikhon.
+
+"Where is he?"
+
+"You see, I took him first thing at dawn," Tikhon continued, spreading
+out his flat feet with outturned toes in their bast shoes. "I took him
+into the forest. Then I see he's no good and think I'll go and fetch a
+likelier one."
+
+"You see?... What a wogue--it's just as I thought," said Denisov to the
+esaul. "Why didn't you bwing that one?"
+
+"What was the good of bringing him?" Tikhon interrupted hastily and
+angrily--"that one wouldn't have done for you. As if I don't know what
+sort you want!"
+
+"What a bwute you are!... Well?"
+
+"I went for another one," Tikhon continued, "and I crept like this
+through the wood and lay down." (He suddenly lay down on his stomach
+with a supple movement to show how he had done it.) "One turned up and I
+grabbed him, like this." (He jumped up quickly and lightly.) "'Come
+along to the colonel,' I said. He starts yelling, and suddenly there
+were four of them. They rushed at me with their little swords. So I went
+for them with my ax, this way: 'What are you up to?' says I. 'Christ be
+with you!'" shouted Tikhon, waving his arms with an angry scowl and
+throwing out his chest.
+
+"Yes, we saw from the hill how you took to your heels through the
+puddles!" said the esaul, screwing up his glittering eyes.
+
+Petya badly wanted to laugh, but noticed that they all refrained from
+laughing. He turned his eyes rapidly from Tikhon's face to the esaul's
+and Denisov's, unable to make out what it all meant.
+
+"Don't play the fool!" said Denisov, coughing angrily. "Why didn't you
+bwing the first one?"
+
+Tikhon scratched his back with one hand and his head with the other,
+then suddenly his whole face expanded into a beaming, foolish grin,
+disclosing a gap where he had lost a tooth (that was why he was called
+Shcherbaty--the gap-toothed). Denisov smiled, and Petya burst into a
+peal of merry laughter in which Tikhon himself joined.
+
+"Oh, but he was a regular good-for-nothing," said Tikhon. "The clothes
+on him--poor stuff! How could I bring him? And so rude, your honor! Why,
+he says: 'I'm a general's son myself, I won't go!' he says."
+
+"You are a bwute!" said Denisov. "I wanted to question..."
+
+"But I questioned him," said Tikhon. "He said he didn't know much.
+'There are a lot of us,' he says, 'but all poor stuff--only soldiers in
+name,' he says. 'Shout loud at them,' he says, 'and you'll take them
+all,'" Tikhon concluded, looking cheerfully and resolutely into
+Denisov's eyes.
+
+"I'll give you a hundwed sharp lashes--that'll teach you to play the
+fool!" said Denisov severely.
+
+"But why are you angry?" remonstrated Tikhon, "just as if I'd never seen
+your Frenchmen! Only wait till it gets dark and I'll fetch you any of
+them you want--three if you like."
+
+"Well, let's go," said Denisov, and rode all the way to the watchhouse
+in silence and frowning angrily.
+
+Tikhon followed behind and Petya heard the Cossacks laughing with him
+and at him, about some pair of boots he had thrown into the bushes.
+
+When the fit of laughter that had seized him at Tikhon's words and smile
+had passed and Petya realized for a moment that this Tikhon had killed a
+man, he felt uneasy. He looked round at the captive drummer boy and felt
+a pang in his heart. But this uneasiness lasted only a moment. He felt
+it necessary to hold his head higher, to brace himself, and to question
+the esaul with an air of importance about tomorrow's undertaking, that
+he might not be unworthy of the company in which he found himself.
+
+The officer who had been sent to inquire met Denisov on the way with the
+news that Dolokhov was soon coming and that all was well with him.
+
+Denisov at once cheered up and, calling Petya to him, said: "Well, tell
+me about yourself."
+
+
+
+
+CHAPTER VII
+
+Petya, having left his people after their departure from Moscow, joined
+his regiment and was soon taken as orderly by a general commanding a
+large guerrilla detachment. From the time he received his commission,
+and especially since he had joined the active army and taken part in the
+battle of Vyazma, Petya had been in a constant state of blissful
+excitement at being grown-up and in a perpetual ecstatic hurry not to
+miss any chance to do something really heroic. He was highly delighted
+with what he saw and experienced in the army, but at the same time it
+always seemed to him that the really heroic exploits were being
+performed just where he did not happen to be. And he was always in a
+hurry to get where he was not.
+
+When on the twenty-first of October his general expressed a wish to send
+somebody to Denisov's detachment, Petya begged so piteously to be sent
+that the general could not refuse. But when dispatching him he recalled
+Petya's mad action at the battle of Vyazma, where instead of riding by
+the road to the place to which he had been sent, he had galloped to the
+advanced line under the fire of the French and had there twice fired his
+pistol. So now the general explicitly forbade his taking part in any
+action whatever of Denisov's. That was why Petya had blushed and grown
+confused when Denisov asked him whether he could stay. Before they had
+ridden to the outskirts of the forest Petya had considered he must carry
+out his instructions strictly and return at once. But when he saw the
+French and saw Tikhon and learned that there would certainly be an
+attack that night, he decided, with the rapidity with which young people
+change their views, that the general, whom he had greatly respected till
+then, was a rubbishy German, that Denisov was a hero, the esaul a hero,
+and Tikhon a hero too, and that it would be shameful for him to leave
+them at a moment of difficulty.
+
+It was already growing dusk when Denisov, Petya, and the esaul rode up
+to the watchhouse. In the twilight saddled horses could be seen, and
+Cossacks and hussars who had rigged up rough shelters in the glade and
+were kindling glowing fires in a hollow of the forest where the French
+could not see the smoke. In the passage of the small watchhouse a
+Cossack with sleeves rolled up was chopping some mutton. In the room
+three officers of Denisov's band were converting a door into a tabletop.
+Petya took off his wet clothes, gave them to be dried, and at once began
+helping the officers to fix up the dinner table.
+
+In ten minutes the table was ready and a napkin spread on it. On the
+table were vodka, a flask of rum, white bread, roast mutton, and salt.
+
+Sitting at table with the officers and tearing the fat savory mutton
+with his hands, down which the grease trickled, Petya was in an ecstatic
+childish state of love for all men, and consequently of confidence that
+others loved him in the same way.
+
+"So then what do you think, Vasili Dmitrich?" said he to Denisov. "It's
+all right my staying a day with you?" And not waiting for a reply he
+answered his own question: "You see I was told to find out--well, I am
+finding out.... Only do let me into the very... into the chief... I
+don't want a reward... But I want..."
+
+Petya clenched his teeth and looked around, throwing back his head and
+flourishing his arms.
+
+"Into the vewy chief..." Denisov repeated with a smile.
+
+"Only, please let me command something, so that I may really command..."
+Petya went on. "What would it be to you?... Oh, you want a knife?" he
+said, turning to an officer who wished to cut himself a piece of mutton.
+
+And he handed him his clasp knife. The officer admired it.
+
+"Please keep it. I have several like it," said Petya, blushing.
+"Heavens! I was quite forgetting!" he suddenly cried. "I have some
+raisins, fine ones; you know, seedless ones. We have a new sutler and he
+has such capital things. I bought ten pounds. I am used to something
+sweet. Would you like some?..." and Petya ran out into the passage to
+his Cossack and brought back some bags which contained about five pounds
+of raisins. "Have some, gentlemen, have some!"
+
+"You want a coffeepot, don't you?" he asked the esaul. "I bought a
+capital one from our sutler! He has splendid things. And he's very
+honest, that's the chief thing. I'll be sure to send it to you. Or
+perhaps your flints are giving out, or are worn out--that happens
+sometimes, you know. I have brought some with me, here they are"--and he
+showed a bag--"a hundred flints. I bought them very cheap. Please take
+as many as you want, or all if you like...."
+
+Then suddenly, dismayed lest he had said too much, Petya stopped and
+blushed.
+
+He tried to remember whether he had not done anything else that was
+foolish. And running over the events of the day he remembered the French
+drummer boy. "It's capital for us here, but what of him? Where have they
+put him? Have they fed him? Haven't they hurt his feelings?" he thought.
+But having caught himself saying too much about the flints, he was now
+afraid to speak out.
+
+"I might ask," he thought, "but they'll say: 'He's a boy himself and so
+he pities the boy.' I'll show them tomorrow whether I'm a boy. Will it
+seem odd if I ask?" Petya thought. "Well, never mind!" and immediately,
+blushing and looking anxiously at the officers to see if they appeared
+ironical, he said:
+
+"May I call in that boy who was taken prisoner and give him something to
+eat?... Perhaps..."
+
+"Yes, he's a poor little fellow," said Denisov, who evidently saw
+nothing shameful in this reminder. "Call him in. His name is Vincent
+Bosse. Have him fetched."
+
+"I'll call him," said Petya.
+
+"Yes, yes, call him. A poor little fellow," Denisov repeated.
+
+Petya was standing at the door when Denisov said this. He slipped in
+between the officers, came close to Denisov, and said:
+
+"Let me kiss you, dear old fellow! Oh, how fine, how splendid!"
+
+And having kissed Denisov he ran out of the hut.
+
+"Bosse! Vincent!" Petya cried, stopping outside the door.
+
+"Who do you want, sir?" asked a voice in the darkness.
+
+Petya replied that he wanted the French lad who had been captured that
+day.
+
+"Ah, Vesenny?" said a Cossack.
+
+Vincent, the boy's name, had already been changed by the Cossacks into
+Vesenny (vernal) and into Vesenya by the peasants and soldiers. In both
+these adaptations the reference to spring (vesna) matched the impression
+made by the young lad.
+
+"He is warming himself there by the bonfire. Ho, Vesenya! Vesenya!--
+Vesenny!" laughing voices were heard calling to one another in the
+darkness.
+
+"He's a smart lad," said an hussar standing near Petya. "We gave him
+something to eat a while ago. He was awfully hungry!"
+
+The sound of bare feet splashing through the mud was heard in the
+darkness, and the drummer boy came to the door.
+
+"Ah, c'est vous!" said Petya. "Voulez-vous manger? N'ayez pas peur, on
+ne vous fera pas de mal," * he added shyly and affectionately, touching
+the boy's hand. "Entrez, entrez." *(2)
+
+
+* "Ah, it's you! Do you want something to eat? Don't be afraid, they
+won't hurt you."
+
+* (2) "Come in, come in."
+
+"Merci, monsieur," * said the drummer boy in a trembling almost childish
+voice, and he began scraping his dirty feet on the threshold.
+
+
+* "Thank you, sir."
+
+There were many things Petya wanted to say to the drummer boy, but did
+not dare to. He stood irresolutely beside him in the passage. Then in
+the darkness he took the boy's hand and pressed it.
+
+"Come in, come in!" he repeated in a gentle whisper. "Oh, what can I do
+for him?" he thought, and opening the door he let the boy pass in first.
+
+When the boy had entered the hut, Petya sat down at a distance from him,
+considering it beneath his dignity to pay attention to him. But he
+fingered the money in his pocket and wondered whether it would seem
+ridiculous to give some to the drummer boy.
+
+
+
+
+CHAPTER VIII
+
+The arrival of Dolokhov diverted Petya's attention from the drummer boy,
+to whom Denisov had had some mutton and vodka given, and whom he had had
+dressed in a Russian coat so that he might be kept with their band and
+not sent away with the other prisoners. Petya had heard in the army many
+stories of Dolokhov's extraordinary bravery and of his cruelty to the
+French, so from the moment he entered the hut Petya did not take his
+eyes from him, but braced himself up more and more and held his head
+high, that he might not be unworthy even of such company.
+
+Dolokhov's appearance amazed Petya by its simplicity.
+
+Denisov wore a Cossack coat, had a beard, had an icon of Nicholas the
+Wonder-Worker on his breast, and his way of speaking and everything he
+did indicated his unusual position. But Dolokhov, who in Moscow had worn
+a Persian costume, had now the appearance of a most correct officer of
+the Guards. He was clean-shaven and wore a Guardsman's padded coat with
+an Order of St. George at his buttonhole and a plain forage cap set
+straight on his head. He took off his wet felt cloak in a corner of the
+room, and without greeting anyone went up to Denisov and began
+questioning him about the matter in hand. Denisov told him of the
+designs the large detachments had on the transport, of the message Petya
+had brought, and his own replies to both generals. Then he told him all
+he knew of the French detachment.
+
+"That's so. But we must know what troops they are and their numbers,"
+said Dolokhov. "It will be necessary to go there. We can't start the
+affair without knowing for certain how many there are. I like to work
+accurately. Here now--wouldn't one of these gentlemen like to ride over
+to the French camp with me? I have brought a spare uniform."
+
+"I, I... I'll go with you!" cried Petya.
+
+"There's no need for you to go at all," said Denisov, addressing
+Dolokhov, "and as for him, I won't let him go on any account."
+
+"I like that!" exclaimed Petya. "Why shouldn't I go?"
+
+"Because it's useless."
+
+"Well, you must excuse me, because... because... I shall go, and that's
+all. You'll take me, won't you?" he said, turning to Dolokhov.
+
+"Why not?" Dolokhov answered absently, scrutinizing the face of the
+French drummer boy. "Have you had that youngster with you long?" he
+asked Denisov.
+
+"He was taken today but he knows nothing. I'm keeping him with me."
+
+"Yes, and where do you put the others?" inquired Dolokhov.
+
+"Where? I send them away and take a weceipt for them," shouted Denisov,
+suddenly flushing. "And I say boldly that I have not a single man's life
+on my conscience. Would it be difficult for you to send thirty or thwee
+hundwed men to town under escort, instead of staining--I speak bluntly--
+staining the honor of a soldier?"
+
+"That kind of amiable talk would be suitable from this young count of
+sixteen," said Dolokhov with cold irony, "but it's time for you to drop
+it."
+
+"Why, I've not said anything! I only say that I'll certainly go with
+you," said Petya shyly.
+
+"But for you and me, old fellow, it's time to drop these amenities,"
+continued Dolokhov, as if he found particular pleasure in speaking of
+this subject which irritated Denisov. "Now, why have you kept this lad?"
+he went on, swaying his head. "Because you are sorry for him! Don't we
+know those 'receipts' of yours? You send a hundred men away, and thirty
+get there. The rest either starve or get killed. So isn't it all the
+same not to send them?"
+
+The esaul, screwing up his light-colored eyes, nodded approvingly.
+
+"That's not the point. I'm not going to discuss the matter. I do not
+wish to take it on my conscience. You say they'll die. All wight. Only
+not by my fault!"
+
+Dolokhov began laughing.
+
+"Who has told them not to capture me these twenty times over? But if
+they did catch me they'd string me up to an aspen tree, and with all
+your chivalry just the same." He paused. "However, we must get to work.
+Tell the Cossack to fetch my kit. I have two French uniforms in it.
+Well, are you coming with me?" he asked Petya.
+
+"I? Yes, yes, certainly!" cried Petya, blushing almost to tears and
+glancing at Denisov.
+
+While Dolokhov had been disputing with Denisov what should be done with
+prisoners, Petya had once more felt awkward and restless; but again he
+had no time to grasp fully what they were talking about. "If grown-up,
+distinguished men think so, it must be necessary and right," thought he.
+"But above all Denisov must not dare to imagine that I'll obey him and
+that he can order me about. I will certainly go to the French camp with
+Dolokhov. If he can, so can I!"
+
+And to all Denisov's persuasions, Petya replied that he too was
+accustomed to do everything accurately and not just anyhow, and that he
+never considered personal danger.
+
+"For you'll admit that if we don't know for sure how many of them there
+are... hundreds of lives may depend on it, while there are only two of
+us. Besides, I want to go very much and certainly will go, so don't
+hinder me," said he. "It will only make things worse..."
+
+
+
+
+CHAPTER IX
+
+Having put on French greatcoats and shakos, Petya and Dolokhov rode to
+the clearing from which Denisov had reconnoitered the French camp, and
+emerging from the forest in pitch darkness they descended into the
+hollow. On reaching the bottom, Dolokhov told the Cossacks accompanying
+him to await him there and rode on at a quick trot along the road to the
+bridge. Petya, his heart in his mouth with excitement, rode by his side.
+
+"If we're caught, I won't be taken alive! I have a pistol," whispered
+he.
+
+"Don't talk Russian," said Dolokhov in a hurried whisper, and at that
+very moment they heard through the darkness the challenge: "Qui vive?" *
+and the click of a musket.
+
+
+* "Who goes there?"
+
+The blood rushed to Petya's face and he grasped his pistol.
+
+"Lanciers du 6-me," * replied Dolokhov, neither hastening nor slackening
+his horse's pace.
+
+
+* "Lancers of the 6th Regiment."
+
+The black figure of a sentinel stood on the bridge.
+
+"Mot d'ordre." *
+
+
+* "Password."
+
+Dolokhov reined in his horse and advanced at a walk.
+
+"Dites donc, le colonel Gerard est ici?" * he asked.
+
+
+* "Tell me, is Colonel Gerard here?"
+
+"Mot d'ordre," repeated the sentinel, barring the way and not replying.
+
+"Quand un officier fait sa ronde, les sentinelles ne demandent pas le
+mot d'ordre..." cried Dolokhov suddenly flaring up and riding straight
+at the sentinel. "Je vous demande si le colonel est ici." *
+
+
+* "When an officer is making his round, sentinels don't ask him for the
+password.... I am asking you if the colonel is here."
+
+And without waiting for an answer from the sentinel, who had stepped
+aside, Dolokhov rode up the incline at a walk.
+
+Noticing the black outline of a man crossing the road, Dolokhov stopped
+him and inquired where the commander and officers were. The man, a
+soldier with a sack over his shoulder, stopped, came close up to
+Dolokhov's horse, touched it with his hand, and explained simply and in
+a friendly way that the commander and the officers were higher up the
+hill to the right in the courtyard of the farm, as he called the
+landowner's house.
+
+Having ridden up the road, on both sides of which French talk could be
+heard around the campfires, Dolokhov turned into the courtyard of the
+landowner's house. Having ridden in, he dismounted and approached a big
+blazing campfire, around which sat several men talking noisily.
+Something was boiling in a small cauldron at the edge of the fire and a
+soldier in a peaked cap and blue overcoat, lit up by the fire, was
+kneeling beside it stirring its contents with a ramrod.
+
+"Oh, he's a hard nut to crack," said one of the officers who was sitting
+in the shadow at the other side of the fire.
+
+"He'll make them get a move on, those fellows!" said another, laughing.
+
+Both fell silent, peering out through the darkness at the sound of
+Dolokhov's and Petya's steps as they advanced to the fire leading their
+horses.
+
+"Bonjour, messieurs!" * said Dolokhov loudly and clearly.
+
+
+* "Good day, gentlemen."
+
+There was a stir among the officers in the shadow beyond the fire, and
+one tall, long-necked officer, walking round the fire, came up to
+Dolokhov.
+
+"Is that you, Clement?" he asked. "Where the devil...?" But, noticing
+his mistake, he broke off short and, with a frown, greeted Dolokhov as a
+stranger, asking what he could do for him.
+
+Dolokhov said that he and his companion were trying to overtake their
+regiment, and addressing the company in general asked whether they knew
+anything of the 6th Regiment. None of them knew anything, and Petya
+thought the officers were beginning to look at him and Dolokhov with
+hostility and suspicion. For some seconds all were silent.
+
+"If you were counting on the evening soup, you have come too late," said
+a voice from behind the fire with a repressed laugh.
+
+Dolokhov replied that they were not hungry and must push on farther that
+night.
+
+He handed the horses over to the soldier who was stirring the pot and
+squatted down on his heels by the fire beside the officer with the long
+neck. That officer did not take his eyes from Dolokhov and again asked
+to what regiment he belonged. Dolokhov, as if he had not heard the
+question, did not reply, but lighting a short French pipe which he took
+from his pocket began asking the officer in how far the road before them
+was safe from Cossacks.
+
+"Those brigands are everywhere," replied an officer from behind the
+fire.
+
+Dolokhov remarked that the Cossacks were a danger only to stragglers
+such as his companion and himself, "but probably they would not dare to
+attack large detachments?" he added inquiringly. No one replied.
+
+"Well, now he'll come away," Petya thought every moment as he stood by
+the campfire listening to the talk.
+
+But Dolokhov restarted the conversation which had dropped and began
+putting direct questions as to how many men there were in the battalion,
+how many battalions, and how many prisoners. Asking about the Russian
+prisoners with that detachment, Dolokhov said:
+
+"A horrid business dragging these corpses about with one! It would be
+better to shoot such rabble," and burst into loud laughter, so strange
+that Petya thought the French would immediately detect their disguise,
+and involuntarily took a step back from the campfire.
+
+No one replied a word to Dolokhov's laughter, and a French officer whom
+they could not see (he lay wrapped in a greatcoat) rose and whispered
+something to a companion. Dolokhov got up and called to the soldier who
+was holding their horses.
+
+"Will they bring our horses or not?" thought Petya, instinctively
+drawing nearer to Dolokhov.
+
+The horses were brought.
+
+"Good evening, gentlemen," said Dolokhov.
+
+Petya wished to say "Good night" but could not utter a word. The
+officers were whispering together. Dolokhov was a long time mounting his
+horse which would not stand still, then he rode out of the yard at a
+footpace. Petya rode beside him, longing to look round to see whether or
+not the French were running after them, but not daring to.
+
+Coming out onto the road Dolokhov did not ride back across the open
+country, but through the village. At one spot he stopped and listened.
+"Do you hear?" he asked. Petya recognized the sound of Russian voices
+and saw the dark figures of Russian prisoners round their campfires.
+When they had descended to the bridge Petya and Dolokhov rode past the
+sentinel, who without saying a word paced morosely up and down it, then
+they descended into the hollow where the Cossacks awaited them.
+
+"Well now, good-by. Tell Denisov, 'at the first shot at daybreak,'" said
+Dolokhov and was about to ride away, but Petya seized hold of him.
+
+"Really!" he cried, "you are such a hero! Oh, how fine, how splendid!
+How I love you!"
+
+"All right, all right!" said Dolokhov. But Petya did not let go of him
+and Dolokhov saw through the gloom that Petya was bending toward him and
+wanted to kiss him. Dolokhov kissed him, laughed, turned his horse, and
+vanished into the darkness.
+
+
+
+
+CHAPTER X
+
+Having returned to the watchman's hut, Petya found Denisov in the
+passage. He was awaiting Petya's return in a state of agitation,
+anxiety, and self-reproach for having let him go.
+
+"Thank God!" he exclaimed. "Yes, thank God!" he repeated, listening to
+Petya's rapturous account. "But, devil take you, I haven't slept because
+of you! Well, thank God. Now lie down. We can still get a nap before
+morning."
+
+"But... no," said Petya, "I don't want to sleep yet. Besides I know
+myself, if I fall asleep it's finished. And then I am used to not
+sleeping before a battle."
+
+He sat awhile in the hut joyfully recalling the details of his
+expedition and vividly picturing to himself what would happen next day.
+
+Then, noticing that Denisov was asleep, he rose and went out of doors.
+
+It was still quite dark outside. The rain was over, but drops were still
+falling from the trees. Near the watchman's hut the black shapes of the
+Cossacks' shanties and of horses tethered together could be seen. Behind
+the hut the dark shapes of the two wagons with their horses beside them
+were discernible, and in the hollow the dying campfire gleamed red. Not
+all the Cossacks and hussars were asleep; here and there, amid the
+sounds of falling drops and the munching of the horses near by, could be
+heard low voices which seemed to be whispering.
+
+Petya came out, peered into the darkness, and went up to the wagons.
+Someone was snoring under them, and around them stood saddled horses
+munching their oats. In the dark Petya recognized his own horse, which
+he called "Karabakh" though it was of Ukranian breed, and went up to it.
+
+"Well, Karabakh! We'll do some service tomorrow," said he, sniffing its
+nostrils and kissing it.
+
+"Why aren't you asleep, sir?" said a Cossack who was sitting under a
+wagon.
+
+"No, ah... Likhachev--isn't that your name? Do you know I have only just
+come back! We've been into the French camp."
+
+And Petya gave the Cossack a detailed account not only of his ride but
+also of his object, and why he considered it better to risk his life
+than to act "just anyhow."
+
+"Well, you should get some sleep now," said the Cossack.
+
+"No, I am used to this," said Petya. "I say, aren't the flints in your
+pistols worn out? I brought some with me. Don't you want any? You can
+have some."
+
+The Cossack bent forward from under the wagon to get a closer look at
+Petya.
+
+"Because I am accustomed to doing everything accurately," said Petya.
+"Some fellows do things just anyhow, without preparation, and then
+they're sorry for it afterwards. I don't like that."
+
+"Just so," said the Cossack.
+
+"Oh yes, another thing! Please, my dear fellow, will you sharpen my
+saber for me? It's got bl..." (Petya feared to tell a lie, and the saber
+never had been sharpened.) "Can you do it?"
+
+"Of course I can."
+
+Likhachev got up, rummaged in his pack, and soon Petya heard the warlike
+sound of steel on whetstone. He climbed onto the wagon and sat on its
+edge. The Cossack was sharpening the saber under the wagon.
+
+"I say! Are the lads asleep?" asked Petya.
+
+"Some are, and some aren't--like us."
+
+"Well, and that boy?"
+
+"Vesenny? Oh, he's thrown himself down there in the passage. Fast asleep
+after his fright. He was that glad!"
+
+After that Petya remained silent for a long time, listening to the
+sounds. He heard footsteps in the darkness and a black figure appeared.
+
+"What are you sharpening?" asked a man coming up to the wagon.
+
+"Why, this gentleman's saber."
+
+"That's right," said the man, whom Petya took to be an hussar. "Was the
+cup left here?"
+
+"There, by the wheel!"
+
+The hussar took the cup.
+
+"It must be daylight soon," said he, yawning, and went away.
+
+Petya ought to have known that he was in a forest with Denisov's
+guerrilla band, less than a mile from the road, sitting on a wagon
+captured from the French beside which horses were tethered, that under
+it Likhachev was sitting sharpening a saber for him, that the big dark
+blotch to the right was the watchman's hut, and the red blotch below to
+the left was the dying embers of a campfire, that the man who had come
+for the cup was an hussar who wanted a drink; but he neither knew nor
+waited to know anything of all this. He was in a fairy kingdom where
+nothing resembled reality. The big dark blotch might really be the
+watchman's hut or it might be a cavern leading to the very depths of the
+earth. Perhaps the red spot was a fire, or it might be the eye of an
+enormous monster. Perhaps he was really sitting on a wagon, but it might
+very well be that he was not sitting on a wagon but on a terribly high
+tower from which, if he fell, he would have to fall for a whole day or a
+whole month, or go on falling and never reach the bottom. Perhaps it was
+just the Cossack, Likhachev, who was sitting under the wagon, but it
+might be the kindest, bravest, most wonderful, most splendid man in the
+world, whom no one knew of. It might really have been that the hussar
+came for water and went back into the hollow, but perhaps he had simply
+vanished--disappeared altogether and dissolved into nothingness.
+
+Nothing Petya could have seen now would have surprised him. He was in a
+fairy kingdom where everything was possible.
+
+He looked up at the sky. And the sky was a fairy realm like the earth.
+It was clearing, and over the tops of the trees clouds were swiftly
+sailing as if unveiling the stars. Sometimes it looked as if the clouds
+were passing, and a clear black sky appeared. Sometimes it seemed as if
+the black spaces were clouds. Sometimes the sky seemed to be rising
+high, high overhead, and then it seemed to sink so low that one could
+touch it with one's hand.
+
+Petya's eyes began to close and he swayed a little.
+
+The trees were dripping. Quiet talking was heard. The horses neighed and
+jostled one another. Someone snored.
+
+"Ozheg-zheg, Ozheg-zheg..." hissed the saber against the whetstone, and
+suddenly Petya heard an harmonious orchestra playing some unknown,
+sweetly solemn hymn. Petya was as musical as Natasha and more so than
+Nicholas, but had never learned music or thought about it, and so the
+melody that unexpectedly came to his mind seemed to him particularly
+fresh and attractive. The music became more and more audible. The melody
+grew and passed from one instrument to another. And what was played was
+a fugue--though Petya had not the least conception of what a fugue is.
+Each instrument--now resembling a violin and now a horn, but better and
+clearer than violin or horn--played its own part, and before it had
+finished the melody merged with another instrument that began almost the
+same air, and then with a third and a fourth; and they all blended into
+one and again became separate and again blended, now into solemn church
+music, now into something dazzlingly brilliant and triumphant.
+
+"Oh--why, that was in a dream!" Petya said to himself, as he lurched
+forward. "It's in my ears. But perhaps it's music of my own. Well, go
+on, my music! Now!..."
+
+He closed his eyes, and, from all sides as if from a distance, sounds
+fluttered, grew into harmonies, separated, blended, and again all
+mingled into the same sweet and solemn hymn. "Oh, this is delightful! As
+much as I like and as I like!" said Petya to himself. He tried to
+conduct that enormous orchestra.
+
+"Now softly, softly die away!" and the sounds obeyed him. "Now fuller,
+more joyful. Still more and more joyful!" And from an unknown depth rose
+increasingly triumphant sounds. "Now voices join in!" ordered Petya. And
+at first from afar he heard men's voices and then women's. The voices
+grew in harmonious triumphant strength, and Petya listened to their
+surpassing beauty in awe and joy.
+
+With a solemn triumphal march there mingled a song, the drip from the
+trees, and the hissing of the saber, "Ozheg-zheg-zheg..." and again the
+horses jostled one another and neighed, not disturbing the choir but
+joining in it.
+
+Petya did not know how long this lasted: he enjoyed himself all the
+time, wondered at his enjoyment and regretted that there was no one to
+share it. He was awakened by Likhachev's kindly voice.
+
+"It's ready, your honor; you can split a Frenchman in half with it!"
+
+Petya woke up.
+
+"It's getting light, it's really getting light!" he exclaimed.
+
+The horses that had previously been invisible could now be seen to their
+very tails, and a watery light showed itself through the bare branches.
+Petya shook himself, jumped up, took a ruble from his pocket and gave it
+to Likhachev; then he flourished the saber, tested it, and sheathed it.
+The Cossacks were untying their horses and tightening their saddle
+girths.
+
+"And here's the commander," said Likhachev.
+
+Denisov came out of the watchman's hut and, having called Petya, gave
+orders to get ready.
+
+
+
+
+CHAPTER XI
+
+The men rapidly picked out their horses in the semidarkness, tightened
+their saddle girths, and formed companies. Denisov stood by the
+watchman's hut giving final orders. The infantry of the detachment
+passed along the road and quickly disappeared amid the trees in the mist
+of early dawn, hundreds of feet splashing through the mud. The esaul
+gave some orders to his men. Petya held his horse by the bridle,
+impatiently awaiting the order to mount. His face, having been bathed in
+cold water, was all aglow, and his eyes were particularly brilliant.
+Cold shivers ran down his spine and his whole body pulsed rhythmically.
+
+"Well, is ev'wything weady?" asked Denisov. "Bwing the horses."
+
+The horses were brought. Denisov was angry with the Cossack because the
+saddle girths were too slack, reproved him, and mounted. Petya put his
+foot in the stirrup. His horse by habit made as if to nip his leg, but
+Petya leaped quickly into the saddle unconscious of his own weight and,
+turning to look at the hussars starting in the darkness behind him, rode
+up to Denisov.
+
+"Vasili Dmitrich, entrust me with some commission! Please... for God's
+sake...!" said he.
+
+Denisov seemed to have forgotten Petya's very existence. He turned to
+glance at him.
+
+"I ask one thing of you," he said sternly, "to obey me and not shove
+yourself forward anywhere."
+
+He did not say another word to Petya but rode in silence all the way.
+When they had come to the edge of the forest it was noticeably growing
+light over the field. Denisov talked in whispers with the esaul and the
+Cossacks rode past Petya and Denisov. When they had all ridden by,
+Denisov touched his horse and rode down the hill. Slipping onto their
+haunches and sliding, the horses descended with their riders into the
+ravine. Petya rode beside Denisov, the pulsation of his body constantly
+increasing. It was getting lighter and lighter, but the mist still hid
+distant objects. Having reached the valley, Denisov looked back and
+nodded to a Cossack beside him.
+
+"The signal!" said he.
+
+The Cossack raised his arm and a shot rang out. In an instant the tramp
+of horses galloping forward was heard, shouts came from various sides,
+and then more shots.
+
+At the first sound of trampling hoofs and shouting, Petya lashed his
+horse and loosening his rein galloped forward, not heeding Denisov who
+shouted at him. It seemed to Petya that at the moment the shot was fired
+it suddenly became as bright as noon. He galloped to the bridge.
+Cossacks were galloping along the road in front of him. On the bridge he
+collided with a Cossack who had fallen behind, but he galloped on. In
+front of him soldiers, probably Frenchmen, were running from right to
+left across the road. One of them fell in the mud under his horse's
+feet.
+
+Cossacks were crowding about a hut, busy with something. From the midst
+of that crowd terrible screams arose. Petya galloped up, and the first
+thing he saw was the pale face and trembling jaw of a Frenchman,
+clutching the handle of a lance that had been aimed at him.
+
+"Hurrah!... Lads!... ours!" shouted Petya, and giving rein to his
+excited horse he galloped forward along the village street.
+
+He could hear shooting ahead of him. Cossacks, hussars, and ragged
+Russian prisoners, who had come running from both sides of the road,
+were shouting something loudly and incoherently. A gallant-looking
+Frenchman, in a blue overcoat, capless, and with a frowning red face,
+had been defending himself against the hussars. When Petya galloped up
+the Frenchman had already fallen. "Too late again!" flashed through
+Petya's mind and he galloped on to the place from which the rapid firing
+could be heard. The shots came from the yard of the landowner's house he
+had visited the night before with Dolokhov. The French were making a
+stand there behind a wattle fence in a garden thickly overgrown with
+bushes and were firing at the Cossacks who crowded at the gateway.
+Through the smoke, as he approached the gate, Petya saw Dolokhov, whose
+face was of a pale-greenish tint, shouting to his men. "Go round! Wait
+for the infantry!" he exclaimed as Petya rode up to him.
+
+"Wait?... Hurrah-ah-ah!" shouted Petya, and without pausing a moment
+galloped to the place whence came the sounds of firing and where the
+smoke was thickest.
+
+A volley was heard, and some bullets whistled past, while others plashed
+against something. The Cossacks and Dolokhov galloped after Petya into
+the gateway of the courtyard. In the dense wavering smoke some of the
+French threw down their arms and ran out of the bushes to meet the
+Cossacks, while others ran down the hill toward the pond. Petya was
+galloping along the courtyard, but instead of holding the reins he waved
+both his arms about rapidly and strangely, slipping farther and farther
+to one side in his saddle. His horse, having galloped up to a campfire
+that was smoldering in the morning light, stopped suddenly, and Petya
+fell heavily on to the wet ground. The Cossacks saw that his arms and
+legs jerked rapidly though his head was quite motionless. A bullet had
+pierced his skull.
+
+After speaking to the senior French officer, who came out of the house
+with a white handkerchief tied to his sword and announced that they
+surrendered, Dolokhov dismounted and went up to Petya, who lay
+motionless with outstretched arms.
+
+"Done for!" he said with a frown, and went to the gate to meet Denisov
+who was riding toward him.
+
+"Killed?" cried Denisov, recognizing from a distance the unmistakably
+lifeless attitude--very familiar to him--in which Petya's body was
+lying.
+
+"Done for!" repeated Dolokhov as if the utterance of these words
+afforded him pleasure, and he went quickly up to the prisoners, who were
+surrounded by Cossacks who had hurried up. "We won't take them!" he
+called out to Denisov.
+
+Denisov did not reply; he rode up to Petya, dismounted, and with
+trembling hands turned toward himself the bloodstained, mud-bespattered
+face which had already gone white.
+
+"I am used to something sweet. Raisins, fine ones... take them all!" he
+recalled Petya's words. And the Cossacks looked round in surprise at the
+sound, like the yelp of a dog, with which Denisov turned away, walked to
+the wattle fence, and seized hold of it.
+
+Among the Russian prisoners rescued by Denisov and Dolokhov was Pierre
+Bezukhov.
+
+
+
+
+CHAPTER XII
+
+During the whole of their march from Moscow no fresh orders had been
+issued by the French authorities concerning the party of prisoners among
+whom was Pierre. On the twenty-second of October that party was no
+longer with the same troops and baggage trains with which it had left
+Moscow. Half the wagons laden with hardtack that had traveled the first
+stages with them had been captured by Cossacks, the other half had gone
+on ahead. Not one of those dismounted cavalrymen who had marched in
+front of the prisoners was left; they had all disappeared. The artillery
+the prisoners had seen in front of them during the first days was now
+replaced by Marshal Junot's enormous baggage train, convoyed by
+Westphalians. Behind the prisoners came a cavalry baggage train.
+
+From Vyazma onwards the French army, which had till then moved in three
+columns, went on as a single group. The symptoms of disorder that Pierre
+had noticed at their first halting place after leaving Moscow had now
+reached the utmost limit.
+
+The road along which they moved was bordered on both sides by dead
+horses; ragged men who had fallen behind from various regiments
+continually changed about, now joining the moving column, now again
+lagging behind it.
+
+Several times during the march false alarms had been given and the
+soldiers of the escort had raised their muskets, fired, and run
+headlong, crushing one another, but had afterwards reassembled and
+abused each other for their causeless panic.
+
+These three groups traveling together--the cavalry stores, the convoy of
+prisoners, and Junot's baggage train--still constituted a separate and
+united whole, though each of the groups was rapidly melting away.
+
+Of the artillery baggage train which had consisted of a hundred and
+twenty wagons, not more than sixty now remained; the rest had been
+captured or left behind. Some of Junot's wagons also had been captured
+or abandoned. Three wagons had been raided and robbed by stragglers from
+Davout's corps. From the talk of the Germans Pierre learned that a
+larger guard had been allotted to that baggage train than to the
+prisoners, and that one of their comrades, a German soldier, had been
+shot by the marshal's own order because a silver spoon belonging to the
+marshal had been found in his possession.
+
+The group of prisoners had melted away most of all. Of the three hundred
+and thirty men who had set out from Moscow fewer than a hundred now
+remained. The prisoners were more burdensome to the escort than even the
+cavalry saddles or Junot's baggage. They understood that the saddles and
+Junot's spoon might be of some use, but that cold and hungry soldiers
+should have to stand and guard equally cold and hungry Russians who
+froze and lagged behind on the road (in which case the order was to
+shoot them) was not merely incomprehensible but revolting. And the
+escort, as if afraid, in the grievous condition they themselves were in,
+of giving way to the pity they felt for the prisoners and so rendering
+their own plight still worse, treated them with particular moroseness
+and severity.
+
+At Dorogobuzh while the soldiers of the convoy, after locking the
+prisoners in a stable, had gone off to pillage their own stores, several
+of the soldier prisoners tunneled under the wall and ran away, but were
+recaptured by the French and shot.
+
+The arrangement adopted when they started, that the officer prisoners
+should be kept separate from the rest, had long since been abandoned.
+All who could walk went together, and after the third stage Pierre had
+rejoined Karataev and the gray-blue bandy-legged dog that had chosen
+Karataev for its master.
+
+On the third day after leaving Moscow Karataev again fell ill with the
+fever he had suffered from in the hospital in Moscow, and as he grew
+gradually weaker Pierre kept away from him. Pierre did not know why, but
+since Karataev had begun to grow weaker it had cost him an effort to go
+near him. When he did so and heard the subdued moaning with which
+Karataev generally lay down at the halting places, and when he smelled
+the odor emanating from him which was now stronger than before, Pierre
+moved farther away and did not think about him.
+
+While imprisoned in the shed Pierre had learned not with his intellect
+but with his whole being, by life itself, that man is created for
+happiness, that happiness is within him, in the satisfaction of simple
+human needs, and that all unhappiness arises not from privation but from
+superfluity. And now during these last three weeks of the march he had
+learned still another new, consolatory truth--that nothing in this world
+is terrible. He had learned that as there is no condition in which man
+can be happy and entirely free, so there is no condition in which he
+need be unhappy and lack freedom. He learned that suffering and freedom
+have their limits and that those limits are very near together; that the
+person in a bed of roses with one crumpled petal suffered as keenly as
+he now, sleeping on the bare damp earth with one side growing chilled
+while the other was warming; and that when he had put on tight dancing
+shoes he had suffered just as he did now when he walked with bare feet
+that were covered with sores--his footgear having long since fallen to
+pieces. He discovered that when he had married his wife--of his own free
+will as it had seemed to him--he had been no more free than now when
+they locked him up at night in a stable. Of all that he himself
+subsequently termed his sufferings, but which at the time he scarcely
+felt, the worst was the state of his bare, raw, and scab-covered feet.
+(The horseflesh was appetizing and nourishing, the saltpeter flavor of
+the gunpowder they used instead of salt was even pleasant; there was no
+great cold, it was always warm walking in the daytime, and at night
+there were the campfires; the lice that devoured him warmed his body.)
+The one thing that was at first hard to bear was his feet.
+
+After the second day's march Pierre, having examined his feet by the
+campfire, thought it would be impossible to walk on them; but when
+everybody got up he went along, limping, and, when he had warmed up,
+walked without feeling the pain, though at night his feet were more
+terrible to look at than before. However, he did not look at them now,
+but thought of other things.
+
+Only now did Pierre realize the full strength of life in man and the
+saving power he has of transferring his attention from one thing to
+another, which is like the safety valve of a boiler that allows
+superfluous steam to blow off when the pressure exceeds a certain limit.
+
+He did not see and did not hear how they shot the prisoners who lagged
+behind, though more than a hundred perished in that way. He did not
+think of Karataev who grew weaker every day and evidently would soon
+have to share that fate. Still less did Pierre think about himself. The
+harder his position became and the more terrible the future, the more
+independent of that position in which he found himself were the joyful
+and comforting thoughts, memories, and imaginings that came to him.
+
+
+
+
+CHAPTER XIII
+
+At midday on the twenty-second of October Pierre was going uphill along
+the muddy, slippery road, looking at his feet and at the roughness of
+the way. Occasionally he glanced at the familiar crowd around him and
+then again at his feet. The former and the latter were alike familiar
+and his own. The blue-gray bandy legged dog ran merrily along the side
+of the road, sometimes in proof of its agility and self-satisfaction
+lifting one hind leg and hopping along on three, and then again going on
+all four and rushing to bark at the crows that sat on the carrion. The
+dog was merrier and sleeker than it had been in Moscow. All around lay
+the flesh of different animals--from men to horses--in various stages of
+decomposition; and as the wolves were kept off by the passing men the
+dog could eat all it wanted.
+
+It had been raining since morning and had seemed as if at any moment it
+might cease and the sky clear, but after a short break it began raining
+harder than before. The saturated road no longer absorbed the water,
+which ran along the ruts in streams.
+
+Pierre walked along, looking from side to side, counting his steps in
+threes, and reckoning them off on his fingers. Mentally addressing the
+rain, he repeated: "Now then, now then, go on! Pelt harder!"
+
+It seemed to him that he was thinking of nothing, but far down and deep
+within him his soul was occupied with something important and
+comforting. This something was a most subtle spiritual deduction from a
+conversation with Karataev the day before.
+
+At their yesterday's halting place, feeling chilly by a dying campfire,
+Pierre had got up and gone to the next one, which was burning better.
+There Platon Karataev was sitting covered up--head and all--with his
+greatcoat as if it were a vestment, telling the soldiers in his
+effective and pleasant though now feeble voice a story Pierre knew. It
+was already past midnight, the hour when Karataev was usually free of
+his fever and particularly lively. When Pierre reached the fire and
+heard Platon's voice enfeebled by illness, and saw his pathetic face
+brightly lit up by the blaze, he felt a painful prick at his heart. His
+feeling of pity for this man frightened him and he wished to go away,
+but there was no other fire, and Pierre sat down, trying not to look at
+Platon.
+
+"Well, how are you?" he asked.
+
+"How am I? If we grumble at sickness, God won't grant us death," replied
+Platon, and at once resumed the story he had begun.
+
+"And so, brother," he continued, with a smile on his pale emaciated face
+and a particularly happy light in his eyes, "you see, brother..."
+
+Pierre had long been familiar with that story. Karataev had told it to
+him alone some half-dozen times and always with a specially joyful
+emotion. But well as he knew it, Pierre now listened to that tale as to
+something new, and the quiet rapture Karataev evidently felt as he told
+it communicated itself also to Pierre. The story was of an old merchant
+who lived a good and God-fearing life with his family, and who went once
+to the Nizhni fair with a companion--a rich merchant.
+
+Having put up at an inn they both went to sleep, and next morning his
+companion was found robbed and with his throat cut. A bloodstained knife
+was found under the old merchant's pillow. He was tried, knouted, and
+his nostrils having been torn off, "all in due form" as Karataev put it,
+he was sent to hard labor in Siberia.
+
+"And so, brother" (it was at this point that Pierre came up), "ten years
+or more passed by. The old man was living as a convict, submitting as he
+should and doing no wrong. Only he prayed to God for death. Well, one
+night the convicts were gathered just as we are, with the old man among
+them. And they began telling what each was suffering for, and how they
+had sinned against God. One told how he had taken a life, another had
+taken two, a third had set a house on fire, while another had simply
+been a vagrant and had done nothing. So they asked the old man: 'What
+are you being punished for, Daddy?'--'I, my dear brothers,' said he, 'am
+being punished for my own and other men's sins. But I have not killed
+anyone or taken anything that was not mine, but have only helped my
+poorer brothers. I was a merchant, my dear brothers, and had much
+property. 'And he went on to tell them all about it in due order. 'I
+don't grieve for myself,' he says, 'God, it seems, has chastened me.
+Only I am sorry for my old wife and the children,' and the old man began
+to weep. Now it happened that in the group was the very man who had
+killed the other merchant. 'Where did it happen, Daddy?' he said. 'When,
+and in what month?' He asked all about it and his heart began to ache.
+So he comes up to the old man like this, and falls down at his feet!
+'You are perishing because of me, Daddy,' he says. 'It's quite true,
+lads, that this man,' he says, 'is being tortured innocently and for
+nothing! I,' he says, 'did that deed, and I put the knife under your
+head while you were asleep. Forgive me, Daddy,' he says, 'for Christ's
+sake!'"
+
+Karataev paused, smiling joyously as he gazed into the fire, and he drew
+the logs together.
+
+"And the old man said, 'God will forgive you, we are all sinners in His
+sight. I suffer for my own sins,' and he wept bitter tears. Well, and
+what do you think, dear friends?" Karataev continued, his face
+brightening more and more with a rapturous smile as if what he now had
+to tell contained the chief charm and the whole meaning of his story:
+"What do you think, dear fellows? That murderer confessed to the
+authorities. 'I have taken six lives,' he says (he was a great sinner),
+'but what I am most sorry for is this old man. Don't let him suffer
+because of me.' So he confessed and it was all written down and the
+papers sent off in due form. The place was a long way off, and while
+they were judging, what with one thing and another, filling in the
+papers all in due form--the authorities I mean--time passed. The affair
+reached the Tsar. After a while the Tsar's decree came: to set the
+merchant free and give him a compensation that had been awarded. The
+paper arrived and they began to look for the old man. 'Where is the old
+man who has been suffering innocently and in vain? A paper has come from
+the Tsar!' so they began looking for him," here Karataev's lower jaw
+trembled, "but God had already forgiven him--he was dead! That's how it
+was, dear fellows!" Karataev concluded and sat for a long time silent,
+gazing before him with a smile.
+
+And Pierre's soul was dimly but joyfully filled not by the story itself
+but by its mysterious significance: by the rapturous joy that lit up
+Karataev's face as he told it, and the mystic significance of that joy.
+
+
+
+
+CHAPTER XIV
+
+"A vos places!" * suddenly cried a voice.
+
+
+* "To your places."
+
+A pleasant feeling of excitement and an expectation of something joyful
+and solemn was aroused among the soldiers of the convoy and the
+prisoners. From all sides came shouts of command, and from the left came
+smartly dressed cavalrymen on good horses, passing the prisoners at a
+trot. The expression on all faces showed the tension people feel at the
+approach of those in authority. The prisoners thronged together and were
+pushed off the road. The convoy formed up.
+
+"The Emperor! The Emperor! The Marshal! The Duke!" and hardly had the
+sleek cavalry passed, before a carriage drawn by six gray horses rattled
+by. Pierre caught a glimpse of a man in a three-cornered hat with a
+tranquil look on his handsome, plump, white face. It was one of the
+marshals. His eye fell on Pierre's large and striking figure, and in the
+expression with which he frowned and looked away Pierre thought he
+detected sympathy and a desire to conceal that sympathy.
+
+The general in charge of the stores galloped after the carriage with a
+red and frightened face, whipping up his skinny horse. Several officers
+formed a group and some soldiers crowded round them. Their faces all
+looked excited and worried.
+
+"What did he say? What did he say?" Pierre heard them ask.
+
+While the marshal was passing, the prisoners had huddled together in a
+crowd, and Pierre saw Karataev whom he had not yet seen that morning. He
+sat in his short overcoat leaning against a birch tree. On his face,
+besides the look of joyful emotion it had worn yesterday while telling
+the tale of the merchant who suffered innocently, there was now an
+expression of quiet solemnity.
+
+Karataev looked at Pierre with his kindly round eyes now filled with
+tears, evidently wishing him to come near that he might say something to
+him. But Pierre was not sufficiently sure of himself. He made as if he
+did not notice that look and moved hastily away.
+
+When the prisoners again went forward Pierre looked round. Karataev was
+still sitting at the side of the road under the birch tree and two
+Frenchmen were talking over his head. Pierre did not look round again
+but went limping up the hill.
+
+From behind, where Karataev had been sitting, came the sound of a shot.
+Pierre heard it plainly, but at that moment he remembered that he had
+not yet finished reckoning up how many stages still remained to
+Smolensk--a calculation he had begun before the marshal went by. And he
+again started reckoning. Two French soldiers ran past Pierre, one of
+whom carried a lowered and smoking gun. They both looked pale, and in
+the expression on their faces--one of them glanced timidly at Pierre--
+there was something resembling what he had seen on the face of the young
+soldier at the execution. Pierre looked at the soldier and remembered
+that, two days before, that man had burned his shirt while drying it at
+the fire and how they had laughed at him.
+
+Behind him, where Karataev had been sitting, the dog began to howl.
+"What a stupid beast! Why is it howling?" thought Pierre.
+
+His comrades, the prisoner soldiers walking beside him, avoided looking
+back at the place where the shot had been fired and the dog was howling,
+just as Pierre did, but there was a set look on all their faces.
+
+
+
+
+CHAPTER XV
+
+The stores, the prisoners, and the marshal's baggage train stopped at
+the village of Shamshevo. The men crowded together round the campfires.
+Pierre went up to the fire, ate some roast horseflesh, lay down with his
+back to the fire, and immediately fell asleep. He again slept as he had
+done at Mozhaysk after the battle of Borodino.
+
+Again real events mingled with dreams and again someone, he or another,
+gave expression to his thoughts, and even to the same thoughts that had
+been expressed in his dream at Mozhaysk.
+
+"Life is everything. Life is God. Everything changes and moves and that
+movement is God. And while there is life there is joy in consciousness
+of the divine. To love life is to love God. Harder and more blessed than
+all else is to love this life in one's sufferings, in innocent
+sufferings."
+
+"Karataev!" came to Pierre's mind.
+
+And suddenly he saw vividly before him a long-forgotten, kindly old man
+who had given him geography lessons in Switzerland. "Wait a bit," said
+the old man, and showed Pierre a globe. This globe was alive--a
+vibrating ball without fixed dimensions. Its whole surface consisted of
+drops closely pressed together, and all these drops moved and changed
+places, sometimes several of them merging into one, sometimes one
+dividing into many. Each drop tried to spread out and occupy as much
+space as possible, but others striving to do the same compressed it,
+sometimes destroyed it, and sometimes merged with it.
+
+"That is life," said the old teacher.
+
+"How simple and clear it is," thought Pierre. "How is it I did not know
+it before?"
+
+"God is in the midst, and each drop tries to expand so as to reflect Him
+to the greatest extent. And it grows, merges, disappears from the
+surface, sinks to the depths, and again emerges. There now, Karataev has
+spread out and disappeared. Do you understand, my child?" said the
+teacher.
+
+"Do you understand, damn you?" shouted a voice, and Pierre woke up.
+
+He lifted himself and sat up. A Frenchman who had just pushed a Russian
+soldier away was squatting by the fire, engaged in roasting a piece of
+meat stuck on a ramrod. His sleeves were rolled up and his sinewy,
+hairy, red hands with their short fingers deftly turned the ramrod. His
+brown morose face with frowning brows was clearly visible by the glow of
+the charcoal.
+
+"It's all the same to him," he muttered, turning quickly to a soldier
+who stood behind him. "Brigand! Get away!"
+
+And twisting the ramrod he looked gloomily at Pierre, who turned away
+and gazed into the darkness. A prisoner, the Russian soldier the
+Frenchman had pushed away, was sitting near the fire patting something
+with his hand. Looking more closely Pierre recognized the blue-gray dog,
+sitting beside the soldier, wagging its tail.
+
+"Ah, he's come?" said Pierre. "And Plat-" he began, but did not finish.
+
+Suddenly and simultaneously a crowd of memories awoke in his fancy--of
+the look Platon had given him as he sat under the tree, of the shot
+heard from that spot, of the dog's howl, of the guilty faces of the two
+Frenchmen as they ran past him, of the lowered and smoking gun, and of
+Karataev's absence at this halt--and he was on the point of realizing
+that Karataev had been killed, but just at that instant, he knew not
+why, the recollection came to his mind of a summer evening he had spent
+with a beautiful Polish lady on the veranda of his house in Kiev. And
+without linking up the events of the day or drawing a conclusion from
+them, Pierre closed his eyes, seeing a vision of the country in
+summertime mingled with memories of bathing and of the liquid, vibrating
+globe, and he sank into water so that it closed over his head.
+
+Before sunrise he was awakened by shouts and loud and rapid firing.
+French soldiers were running past him.
+
+"The Cossacks!" one of them shouted, and a moment later a crowd of
+Russians surrounded Pierre.
+
+For a long time he could not understand what was happening to him. All
+around he heard his comrades sobbing with joy.
+
+"Brothers! Dear fellows! Darlings!" old soldiers exclaimed, weeping, as
+they embraced Cossacks and hussars.
+
+The hussars and Cossacks crowded round the prisoners; one offered them
+clothes, another boots, and a third bread. Pierre sobbed as he sat among
+them and could not utter a word. He hugged the first soldier who
+approached him, and kissed him, weeping.
+
+Dolokhov stood at the gate of the ruined house, letting a crowd of
+disarmed Frenchmen pass by. The French, excited by all that had
+happened, were talking loudly among themselves, but as they passed
+Dolokhov who gently switched his boots with his whip and watched them
+with cold glassy eyes that boded no good, they became silent. On the
+opposite side stood Dolokhov's Cossack, counting the prisoners and
+marking off each hundred with a chalk line on the gate.
+
+"How many?" Dolokhov asked the Cossack.
+
+"The second hundred," replied the Cossack.
+
+"Filez, filez!" * Dolokhov kept saying, having adopted this expression
+from the French, and when his eyes met those of the prisoners they
+flashed with a cruel light.
+
+
+* "Get along, get along!"
+
+Denisov, bareheaded and with a gloomy face, walked behind some Cossacks
+who were carrying the body of Petya Rostov to a hole that had been dug
+in the garden.
+
+
+
+
+CHAPTER XVI
+
+After the twenty-eighth of October when the frosts began, the flight of
+the French assumed a still more tragic character, with men freezing, or
+roasting themselves to death at the campfires, while carriages with
+people dressed in furs continued to drive past, carrying away the
+property that had been stolen by the Emperor, kings, and dukes; but the
+process of the flight and disintegration of the French army went on
+essentially as before.
+
+From Moscow to Vyazma the French army of seventy-three thousand men not
+reckoning the Guards (who did nothing during the whole war but pillage)
+was reduced to thirty-six thousand, though not more than five thousand
+had fallen in battle. From this beginning the succeeding terms of the
+progression could be determined mathematically. The French army melted
+away and perished at the same rate from Moscow to Vyazma, from Vyazma to
+Smolensk, from Smolensk to the Berezina, and from the Berezina to Vilna-
+-independently of the greater or lesser intensity of the cold, the
+pursuit, the barring of the way, or any other particular conditions.
+Beyond Vyazma the French army instead of moving in three columns huddled
+together into one mass, and so went on to the end. Berthier wrote to his
+Emperor (we know how far commanding officers allow themselves to diverge
+from the truth in describing the condition of an army) and this is what
+he said:
+
+I deem it my duty to report to Your Majesty the condition of the various
+corps I have had occasion to observe during different stages of the last
+two or three days' march. They are almost disbanded. Scarcely a quarter
+of the soldiers remain with the standards of their regiments, the others
+go off by themselves in different directions hoping to find food and
+escape discipline. In general they regard Smolensk as the place where
+they hope to recover. During the last few days many of the men have been
+seen to throw away their cartridges and their arms. In such a state of
+affairs, whatever your ultimate plans may be, the interest of Your
+Majesty's service demands that the army should be rallied at Smolensk
+and should first of all be freed from ineffectives, such as dismounted
+cavalry, unnecessary baggage, and artillery material that is no longer
+in proportion to the present forces. The soldiers, who are worn out with
+hunger and fatigue, need these supplies as well as a few days' rest.
+Many have died these last days on the road or at the bivouacs. This
+state of things is continually becoming worse and makes one fear that
+unless a prompt remedy is applied the troops will no longer be under
+control in case of an engagement.
+
+November 9: twenty miles from Smolensk.
+
+After staggering into Smolensk which seemed to them a promised land, the
+French, searching for food, killed one another, sacked their own stores,
+and when everything had been plundered fled farther.
+
+They all went without knowing whither or why they were going. Still less
+did that genius, Napoleon, know it, for no one issued any orders to him.
+But still he and those about him retained their old habits: wrote
+commands, letters, reports, and orders of the day; called one another
+sire, mon cousin, prince d'Eckmuhl, roi de Naples, and so on. But these
+orders and reports were only on paper, nothing in them was acted upon
+for they could not be carried out, and though they entitled one another
+Majesties, Highnesses, or Cousins, they all felt that they were
+miserable wretches who had done much evil for which they had now to pay.
+And though they pretended to be concerned about the army, each was
+thinking only of himself and of how to get away quickly and save
+himself.
+
+
+
+
+CHAPTER XVII
+
+The movements of the Russian and French armies during the campaign from
+Moscow back to the Niemen were like those in a game of Russian
+blindman's bluff, in which two players are blindfolded and one of them
+occasionally rings a little bell to inform the catcher of his
+whereabouts. First he rings his bell fearlessly, but when he gets into a
+tight place he runs away as quietly as he can, and often thinking to
+escape runs straight into his opponent's arms.
+
+At first while they were still moving along the Kaluga road, Napoleon's
+armies made their presence known, but later when they reached the
+Smolensk road they ran holding the clapper of their bell tight--and
+often thinking they were escaping ran right into the Russians.
+
+Owing to the rapidity of the French flight and the Russian pursuit and
+the consequent exhaustion of the horses, the chief means of
+approximately ascertaining the enemy's position--by cavalry scouting--
+was not available. Besides, as a result of the frequent and rapid change
+of position by each army, even what information was obtained could not
+be delivered in time. If news was received one day that the enemy had
+been in a certain position the day before, by the third day when
+something could have been done, that army was already two days' march
+farther on and in quite another position.
+
+One army fled and the other pursued. Beyond Smolensk there were several
+different roads available for the French, and one would have thought
+that during their stay of four days they might have learned where the
+enemy was, might have arranged some more advantageous plan and
+undertaken something new. But after a four days' halt the mob, with no
+maneuvers or plans, again began running along the beaten track, neither
+to the right nor to the left but along the old--the worst--road, through
+Krasnoe and Orsha.
+
+Expecting the enemy from behind and not in front, the French separated
+in their flight and spread out over a distance of twenty-four hours. In
+front of them all fled the Emperor, then the kings, then the dukes. The
+Russian army, expecting Napoleon to take the road to the right beyond
+the Dnieper--which was the only reasonable thing for him to do--
+themselves turned to the right and came out onto the highroad at
+Krasnoe. And here as in a game of blindman's buff the French ran into
+our vanguard. Seeing their enemy unexpectedly the French fell into
+confusion and stopped short from the sudden fright, but then they
+resumed their flight, abandoning their comrades who were farther behind.
+Then for three days separate portions of the French army--first Murat's
+(the vice-king's), then Davout's, and then Ney's--ran, as it were, the
+gauntlet of the Russian army. They abandoned one another, abandoned all
+their heavy baggage, their artillery, and half their men, and fled,
+getting past the Russians by night by making semicircles to the right.
+
+Ney, who came last, had been busying himself blowing up the walls of
+Smolensk which were in nobody's way, because despite the unfortunate
+plight of the French or because of it, they wished to punish the floor
+against which they had hurt themselves. Ney, who had had a corps of ten
+thousand men, reached Napoleon at Orsha with only one thousand men left,
+having abandoned all the rest and all his cannon, and having crossed the
+Dnieper at night by stealth at a wooded spot.
+
+From Orsha they fled farther along the road to Vilna, still playing at
+blindman's buff with the pursuing army. At the Berezina they again
+became disorganized, many were drowned and many surrendered, but those
+who got across the river fled farther. Their supreme chief donned a fur
+coat and, having seated himself in a sleigh, galloped on alone,
+abandoning his companions. The others who could do so drove away too,
+leaving those who could not to surrender or die.
+
+
+
+
+CHAPTER XVIII
+
+This campaign consisted in a flight of the French during which they did
+all they could to destroy themselves. From the time they turned onto the
+Kaluga road to the day their leader fled from the army, none of the
+movements of the crowd had any sense. So one might have thought that
+regarding this period of the campaign the historians, who attributed the
+actions of the mass to the will of one man, would have found it
+impossible to make the story of the retreat fit their theory. But no!
+Mountains of books have been written by the historians about this
+campaign, and everywhere are described Napoleon's arrangements, the
+maneuvers, and his profound plans which guided the army, as well as the
+military genius shown by his marshals.
+
+The retreat from Malo-Yaroslavets when he had a free road into a well-
+supplied district and the parallel road was open to him along which
+Kutuzov afterwards pursued him--this unnecessary retreat along a
+devastated road--is explained to us as being due to profound
+considerations. Similarly profound considerations are given for his
+retreat from Smolensk to Orsha. Then his heroism at Krasnoe is
+described, where he is reported to have been prepared to accept battle
+and take personal command, and to have walked about with a birch stick
+and said:
+
+"J'ai assez fait l'empereur; il est temps de faire le general," * but
+nevertheless immediately ran away again, abandoning to its fate the
+scattered fragments of the army he left behind.
+
+
+* "I have acted the Emperor long enough; it is time to act the general."
+
+Then we are told of the greatness of soul of the marshals, especially of
+Ney--a greatness of soul consisting in this: that he made his way by
+night around through the forest and across the Dnieper and escaped to
+Orsha, abandoning standards, artillery, and nine tenths of his men.
+
+And lastly, the final departure of the great Emperor from his heroic
+army is presented to us by the historians as something great and
+characteristic of genius. Even that final running away, described in
+ordinary language as the lowest depth of baseness which every child is
+taught to be ashamed of--even that act finds justification in the
+historians' language.
+
+When it is impossible to stretch the very elastic threads of historical
+ratiocination any farther, when actions are clearly contrary to all that
+humanity calls right or even just, the historians produce a saving
+conception of "greatness." "Greatness," it seems, excludes the standards
+of right and wrong. For the "great" man nothing is wrong, there is no
+atrocity for which a "great" man can be blamed.
+
+"C'est grand!" * say the historians, and there no longer exists either
+good or evil but only "grand" and "not grand." Grand is good, not grand
+is bad. Grand is the characteristic, in their conception, of some
+special animals called "heroes." And Napoleon, escaping home in a warm
+fur coat and leaving to perish those who were not merely his comrades
+but were (in his opinion) men he had brought there, feels que c'est
+grand, *(2) and his soul is tranquil.
+
+
+* "It is great."
+
+* (2) That it is great.
+
+"Du sublime (he saw something sublime in himself) au ridicule il n'y a
+qu'un pas," * said he. And the whole world for fifty years has been
+repeating: "Sublime! Grand! Napoleon le Grand!" Du sublime au ridicule
+il n'y a qu'un pas.
+
+
+* "From the sublime to the ridiculous is but a step."
+
+And it occurs to no one that to admit a greatness not commensurable with
+the standard of right and wrong is merely to admit one's own nothingness
+and immeasurable meanness.
+
+For us with the standard of good and evil given us by Christ, no human
+actions are incommensurable. And there is no greatness where simplicity,
+goodness, and truth are absent.
+
+
+
+
+CHAPTER XIX
+
+What Russian, reading the account of the last part of the campaign of
+1812, has not experienced an uncomfortable feeling of regret,
+dissatisfaction, and perplexity? Who has not asked himself how it is
+that the French were not all captured or destroyed when our three armies
+surrounded them in superior numbers, when the disordered French, hungry
+and freezing, surrendered in crowds, and when (as the historians relate)
+the aim of the Russians was to stop the French, to cut them off, and
+capture them all?
+
+How was it that the Russian army, which when numerically weaker than the
+French had given battle at Borodino, did not achieve its purpose when it
+had surrounded the French on three sides and when its aim was to capture
+them? Can the French be so enormously superior to us that when we had
+surrounded them with superior forces we could not beat them? How could
+that happen?
+
+History (or what is called by that name) replying to these questions
+says that this occurred because Kutuzov and Tormasov and Chichagov, and
+this man and that man, did not execute such and such maneuvers...
+
+But why did they not execute those maneuvers? And why if they were
+guilty of not carrying out a prearranged plan were they not tried and
+punished? But even if we admitted that Kutuzov, Chichagov, and others
+were the cause of the Russian failures, it is still incomprehensible
+why, the position of the Russian army being what it was at Krasnoe and
+at the Berezina (in both cases we had superior forces), the French army
+with its marshals, kings, and Emperor was not captured, if that was what
+the Russians aimed at.
+
+The explanation of this strange fact given by Russian military
+historians (to the effect that Kutuzov hindered an attack) is unfounded,
+for we know that he could not restrain the troops from attacking at
+Vyazma and Tarutino.
+
+Why was the Russian army--which with inferior forces had withstood the
+enemy in full strength at Borodino--defeated at Krasnoe and the Berezina
+by the disorganized crowds of the French when it was numerically
+superior?
+
+If the aim of the Russians consisted in cutting off and capturing
+Napoleon and his marshals--and that aim was not merely frustrated but
+all attempts to attain it were most shamefully baffled--then this last
+period of the campaign is quite rightly considered by the French to be a
+series of victories, and quite wrongly considered victorious by Russian
+historians.
+
+The Russian military historians in so far as they submit to claims of
+logic must admit that conclusion, and in spite of their lyrical
+rhapsodies about valor, devotion, and so forth, must reluctantly admit
+that the French retreat from Moscow was a series of victories for
+Napoleon and defeats for Kutuzov.
+
+But putting national vanity entirely aside one feels that such a
+conclusion involves a contradiction, since the series of French
+victories brought the French complete destruction, while the series of
+Russian defeats led to the total destruction of their enemy and the
+liberation of their country.
+
+The source of this contradiction lies in the fact that the historians
+studying the events from the letters of the sovereigns and the generals,
+from memoirs, reports, projects, and so forth, have attributed to this
+last period of the war of 1812 an aim that never existed, namely that of
+cutting off and capturing Napoleon with his marshals and his army.
+
+There never was or could have been such an aim, for it would have been
+senseless and its attainment quite impossible.
+
+It would have been senseless, first because Napoleon's disorganized army
+was flying from Russia with all possible speed, that is to say, was
+doing just what every Russian desired. So what was the use of performing
+various operations on the French who were running away as fast as they
+possibly could?
+
+Secondly, it would have been senseless to block the passage of men whose
+whole energy was directed to flight.
+
+Thirdly, it would have been senseless to sacrifice one's own troops in
+order to destroy the French army, which without external interference
+was destroying itself at such a rate that, though its path was not
+blocked, it could not carry across the frontier more than it actually
+did in December, namely a hundredth part of the original army.
+
+Fourthly, it would have been senseless to wish to take captive the
+Emperor, kings, and dukes--whose capture would have been in the highest
+degree embarrassing for the Russians, as the most adroit diplomatists of
+the time (Joseph de Maistre and others) recognized. Still more senseless
+would have been the wish to capture army corps of the French, when our
+own army had melted away to half before reaching Krasnoe and a whole
+division would have been needed to convoy the corps of prisoners, and
+when our men were not always getting full rations and the prisoners
+already taken were perishing of hunger.
+
+All the profound plans about cutting off and capturing Napoleon and his
+army were like the plan of a market gardener who, when driving out of
+his garden a cow that had trampled down the beds he had planted, should
+run to the gate and hit the cow on the head. The only thing to be said
+in excuse of that gardener would be that he was very angry. But not even
+that could be said for those who drew up this project, for it was not
+they who had suffered from the trampled beds.
+
+But besides the fact that cutting off Napoleon with his army would have
+been senseless, it was impossible.
+
+It was impossible first because--as experience shows that a three-mile
+movement of columns on a battlefield never coincides with the plans--the
+probability of Chichagov, Kutuzov, and Wittgenstein effecting a junction
+on time at an appointed place was so remote as to be tantamount to
+impossibility, as in fact thought Kutuzov, who when he received the plan
+remarked that diversions planned over great distances do not yield the
+desired results.
+
+Secondly it was impossible, because to paralyze the momentum with which
+Napoleon's army was retiring, incomparably greater forces than the
+Russians possessed would have been required.
+
+Thirdly it was impossible, because the military term "to cut off" has no
+meaning. One can cut off a slice of bread, but not an army. To cut off
+an army--to bar its road--is quite impossible, for there is always
+plenty of room to avoid capture and there is the night when nothing can
+be seen, as the military scientists might convince themselves by the
+example of Krasnoe and of the Berezina. It is only possible to capture
+prisoners if they agree to be captured, just as it is only possible to
+catch a swallow if it settles on one's hand. Men can only be taken
+prisoners if they surrender according to the rules of strategy and
+tactics, as the Germans did. But the French troops quite rightly did not
+consider that this suited them, since death by hunger and cold awaited
+them in flight or captivity alike.
+
+Fourthly and chiefly it was impossible, because never since the world
+began has a war been fought under such conditions as those that obtained
+in 1812, and the Russian army in its pursuit of the French strained its
+strength to the utmost and could not have done more without destroying
+itself.
+
+During the movement of the Russian army from Tarutino to Krasnoe it lost
+fifty thousand sick or stragglers, that is a number equal to the
+population of a large provincial town. Half the men fell out of the army
+without a battle.
+
+And it is of this period of the campaign--when the army lacked boots and
+sheepskin coats, was short of provisions and without vodka, and was
+camping out at night for months in the snow with fifteen degrees of
+frost, when there were only seven or eight hours of daylight and the
+rest was night in which the influence of discipline cannot be
+maintained, when men were taken into that region of death where
+discipline fails, not for a few hours only as in a battle, but for
+months, where they were every moment fighting death from hunger and
+cold, when half the army perished in a single month--it is of this
+period of the campaign that the historians tell us how Miloradovich
+should have made a flank march to such and such a place, Tormasov to
+another place, and Chichagov should have crossed (more than knee-deep in
+snow) to somewhere else, and how so-and-so "routed" and "cut off" the
+French and so on and so on.
+
+The Russians, half of whom died, did all that could and should have been
+done to attain an end worthy of the nation, and they are not to blame
+because other Russians, sitting in warm rooms, proposed that they should
+do what was impossible.
+
+All that strange contradiction now difficult to understand between the
+facts and the historical accounts only arises because the historians
+dealing with the matter have written the history of the beautiful words
+and sentiments of various generals, and not the history of the events.
+
+To them the words of Miloradovich seem very interesting, and so do their
+surmises and the rewards this or that general received; but the question
+of those fifty thousand men who were left in hospitals and in graves
+does not even interest them, for it does not come within the range of
+their investigation.
+
+Yet one need only discard the study of the reports and general plans and
+consider the movement of those hundreds of thousands of men who took a
+direct part in the events, and all the questions that seemed insoluble
+easily and simply receive an immediate and certain solution.
+
+The aim of cutting off Napoleon and his army never existed except in the
+imaginations of a dozen people. It could not exist because it was
+senseless and unattainable.
+
+The people had a single aim: to free their land from invasion. That aim
+was attained in the first place of itself, as the French ran away, and
+so it was only necessary not to stop their flight. Secondly it was
+attained by the guerrilla warfare which was destroying the French, and
+thirdly by the fact that a large Russian army was following the French,
+ready to use its strength in case their movement stopped.
+
+The Russian army had to act like a whip to a running animal. And the
+experienced driver knew it was better to hold the whip raised as a
+menace than to strike the running animal on the head.
+
+BOOK FIFTEEN: 1812 - 13
+
+
+
+
+CHAPTER I
+
+When seeing a dying animal a man feels a sense of horror: substance
+similar to his own is perishing before his eyes. But when it is a
+beloved and intimate human being that is dying, besides this horror at
+the extinction of life there is a severance, a spiritual wound, which
+like a physical wound is sometimes fatal and sometimes heals, but always
+aches and shrinks at any external irritating touch.
+
+After Prince Andrew's death Natasha and Princess Mary alike felt this.
+Drooping in spirit and closing their eyes before the menacing cloud of
+death that overhung them, they dared not look life in the face. They
+carefully guarded their open wounds from any rough and painful contact.
+Everything: a carriage passing rapidly in the street, a summons to
+dinner, the maid's inquiry what dress to prepare, or worse still any
+word of insincere or feeble sympathy, seemed an insult, painfully
+irritated the wound, interrupting that necessary quiet in which they
+both tried to listen to the stern and dreadful choir that still
+resounded in their imagination, and hindered their gazing into those
+mysterious limitless vistas that for an instant had opened out before
+them.
+
+Only when alone together were they free from such outrage and pain. They
+spoke little even to one another, and when they did it was of very
+unimportant matters.
+
+Both avoided any allusion to the future. To admit the possibility of a
+future seemed to them to insult his memory. Still more carefully did
+they avoid anything relating to him who was dead. It seemed to them that
+what they had lived through and experienced could not be expressed in
+words, and that any reference to the details of his life infringed the
+majesty and sacredness of the mystery that had been accomplished before
+their eyes.
+
+Continued abstention from speech, and constant avoidance of everything
+that might lead up to the subject--this halting on all sides at the
+boundary of what they might not mention--brought before their minds with
+still greater purity and clearness what they were both feeling.
+
+But pure and complete sorrow is as impossible as pure and complete joy.
+Princess Mary, in her position as absolute and independent arbiter of
+her own fate and guardian and instructor of her nephew, was the first to
+be called back to life from that realm of sorrow in which she had dwelt
+for the first fortnight. She received letters from her relations to
+which she had to reply; the room in which little Nicholas had been put
+was damp and he began to cough; Alpatych came to Yaroslavl with reports
+on the state of their affairs and with advice and suggestions that they
+should return to Moscow to the house on the Vozdvizhenka Street, which
+had remained uninjured and needed only slight repairs. Life did not
+stand still and it was necessary to live. Hard as it was for Princess
+Mary to emerge from the realm of secluded contemplation in which she had
+lived till then, and sorry and almost ashamed as she felt to leave
+Natasha alone, yet the cares of life demanded her attention and she
+involuntarily yielded to them. She went through the accounts with
+Alpatych, conferred with Dessalles about her nephew, and gave orders and
+made preparations for the journey to Moscow.
+
+Natasha remained alone and, from the time Princess Mary began making
+preparations for departure, held aloof from her too.
+
+Princess Mary asked the countess to let Natasha go with her to Moscow,
+and both parents gladly accepted this offer, for they saw their daughter
+losing strength every day and thought that a change of scene and the
+advice of Moscow doctors would be good for her.
+
+"I am not going anywhere," Natasha replied when this was proposed to
+her. "Do please just leave me alone!" And she ran out of the room, with
+difficulty refraining from tears of vexation and irritation rather than
+of sorrow.
+
+After she felt herself deserted by Princes Mary and alone in her grief,
+Natasha spent most of the time in her room by herself, sitting huddled
+up feet and all in the corner of the sofa, tearing and twisting
+something with her slender nervous fingers and gazing intently and
+fixedly at whatever her eyes chanced to fall on. This solitude exhausted
+and tormented her but she was in absolute need of it. As soon as anyone
+entered she got up quickly, changed her position and expression, and
+picked up a book or some sewing, evidently waiting impatiently for the
+intruder to go.
+
+She felt all the time as if she might at any moment penetrate that on
+which--with a terrible questioning too great for her strength--her
+spiritual gaze was fixed.
+
+One day toward the end of December Natasha, pale and thin, dressed in a
+black woolen gown, her plaited hair negligently twisted into a knot, was
+crouched feet and all in the corner of her sofa, nervously crumpling and
+smoothing out the end of her sash while she looked at a corner of the
+door.
+
+She was gazing in the direction in which he had gone--to the other side
+of life. And that other side of life, of which she had never before
+thought and which had formerly seemed to her so far away and improbable,
+was now nearer and more akin and more comprehensible than this side of
+life, where everything was either emptiness and desolation or suffering
+and indignity.
+
+She was gazing where she knew him to be; but she could not imagine him
+otherwise than as he had been here. She now saw him again as he had been
+at Mytishchi, at Troitsa, and at Yaroslavl.
+
+She saw his face, heard his voice, repeated his words and her own, and
+sometimes devised other words they might have spoken.
+
+There he is lying back in an armchair in his velvet cloak, leaning his
+head on his thin pale hand. His chest is dreadfully hollow and his
+shoulders raised. His lips are firmly closed, his eyes glitter, and a
+wrinkle comes and goes on his pale forehead. One of his legs twitches
+just perceptibly, but rapidly. Natasha knows that he is struggling with
+terrible pain. "What is that pain like? Why does he have that pain? What
+does he feel? How does it hurt him?" thought Natasha. He noticed her
+watching him, raised his eyes, and began to speak seriously:
+
+"One thing would be terrible," said he: "to bind oneself forever to a
+suffering man. It would be continual torture." And he looked searchingly
+at her. Natasha as usual answered before she had time to think what she
+would say. She said: "This can't go on--it won't. You will get well--
+quite well."
+
+She now saw him from the commencement of that scene and relived what she
+had then felt. She recalled his long sad and severe look at those words
+and understood the meaning of the rebuke and despair in that protracted
+gaze.
+
+"I agreed," Natasha now said to herself, "that it would be dreadful if
+he always continued to suffer. I said it then only because it would have
+been dreadful for him, but he understood it differently. He thought it
+would be dreadful for me. He then still wished to live and feared death.
+And I said it so awkwardly and stupidly! I did not say what I meant. I
+thought quite differently. Had I said what I thought, I should have
+said: even if he had to go on dying, to die continually before my eyes,
+I should have been happy compared with what I am now. Now there is
+nothing... nobody. Did he know that? No, he did not and never will know
+it. And now it will never, never be possible to put it right." And now
+he again seemed to be saying the same words to her, only in her
+imagination Natasha this time gave him a different answer. She stopped
+him and said: "Terrible for you, but not for me! You know that for me
+there is nothing in life but you, and to suffer with you is the greatest
+happiness for me," and he took her hand and pressed it as he had pressed
+it that terrible evening four days before his death. And in her
+imagination she said other tender and loving words which she might have
+said then but only spoke now: "I love thee!... thee! I love, love..."
+she said, convulsively pressing her hands and setting her teeth with a
+desperate effort...
+
+She was overcome by sweet sorrow and tears were already rising in her
+eyes; then she suddenly asked herself to whom she was saying this. Again
+everything was shrouded in hard, dry perplexity, and again with a
+strained frown she peered toward the world where he was. And now, now it
+seemed to her she was penetrating the mystery.... But at the instant
+when it seemed that the incomprehensible was revealing itself to her a
+loud rattle of the door handle struck painfully on her ears. Dunyasha,
+her maid, entered the room quickly and abruptly with a frightened look
+on her face and showing no concern for her mistress.
+
+"Come to your Papa at once, please!" said she with a strange, excited
+look. "A misfortune... about Peter Ilynich... a letter," she finished
+with a sob.
+
+
+
+
+CHAPTER II
+
+Besides a feeling of aloofness from everybody Natasha was feeling a
+special estrangement from the members of her own family. All of them--
+her father, mother, and Sonya--were so near to her, so familiar, so
+commonplace, that all their words and feelings seemed an insult to the
+world in which she had been living of late, and she felt not merely
+indifferent to them but regarded them with hostility. She heard
+Dunyasha's words about Peter Ilynich and a misfortune, but did not grasp
+them.
+
+"What misfortune? What misfortune can happen to them? They just live
+their own old, quiet, and commonplace life," thought Natasha.
+
+As she entered the ballroom her father was hurriedly coming out of her
+mother's room. His face was puckered up and wet with tears. He had
+evidently run out of that room to give vent to the sobs that were
+choking him. When he saw Natasha he waved his arms despairingly and
+burst into convulsively painful sobs that distorted his soft round face.
+
+"Pe... Petya... Go, go, she... is calling..." and weeping like a child
+and quickly shuffling on his feeble legs to a chair, he almost fell into
+it, covering his face with his hands.
+
+Suddenly an electric shock seemed to run through Natasha's whole being.
+Terrible anguish struck her heart, she felt a dreadful ache as if
+something was being torn inside her and she were dying. But the pain was
+immediately followed by a feeling of release from the oppressive
+constraint that had prevented her taking part in life. The sight of her
+father, the terribly wild cries of her mother that she heard through the
+door, made her immediately forget herself and her own grief.
+
+She ran to her father, but he feebly waved his arm, pointing to her
+mother's door. Princess Mary, pale and with quivering chin, came out
+from that room and taking Natasha by the arm said something to her.
+Natasha neither saw nor heard her. She went in with rapid steps, pausing
+at the door for an instant as if struggling with herself, and then ran
+to her mother.
+
+The countess was lying in an armchair in a strange and awkward position,
+stretching out and beating her head against the wall. Sonya and the
+maids were holding her arms.
+
+"Natasha! Natasha!..." cried the countess. "It's not true... it's not
+true... He's lying... Natasha!" she shrieked, pushing those around her
+away. "Go away, all of you; it's not true! Killed!... ha, ha, ha!...
+It's not true!"
+
+Natasha put one knee on the armchair, stooped over her mother, embraced
+her, and with unexpected strength raised her, turned her face toward
+herself, and clung to her.
+
+"Mummy!... darling!... I am here, my dearest Mummy," she kept on
+whispering, not pausing an instant.
+
+She did not let go of her mother but struggled tenderly with her,
+demanded a pillow and hot water, and unfastened and tore open her
+mother's dress.
+
+"My dearest darling... Mummy, my precious!..." she whispered
+incessantly, kissing her head, her hands, her face, and feeling her own
+irrepressible and streaming tears tickling her nose and cheeks.
+
+The countess pressed her daughter's hand, closed her eyes, and became
+quiet for a moment. Suddenly she sat up with unaccustomed swiftness,
+glanced vacantly around her, and seeing Natasha began to press her
+daughter's head with all her strength. Then she turned toward her
+daughter's face which was wincing with pain and gazed long at it.
+
+"Natasha, you love me?" she said in a soft trustful whisper. "Natasha,
+you would not deceive me? You'll tell me the whole truth?"
+
+Natasha looked at her with eyes full of tears and in her look there was
+nothing but love and an entreaty for forgiveness.
+
+"My darling Mummy!" she repeated, straining all the power of her love to
+find some way of taking on herself the excess of grief that crushed her
+mother.
+
+And again in a futile struggle with reality her mother, refusing to
+believe that she could live when her beloved boy was killed in the bloom
+of life, escaped from reality into a world of delirium.
+
+Natasha did not remember how that day passed nor that night, nor the
+next day and night. She did not sleep and did not leave her mother. Her
+persevering and patient love seemed completely to surround the countess
+every moment, not explaining or consoling, but recalling her to life.
+
+During the third night the countess kept very quiet for a few minutes,
+and Natasha rested her head on the arm of her chair and closed her eyes,
+but opened them again on hearing the bedstead creak. The countess was
+sitting up in bed and speaking softly.
+
+"How glad I am you have come. You are tired. Won't you have some tea?"
+Natasha went up to her. "You have improved in looks and grown more
+manly," continued the countess, taking her daughter's hand.
+
+"Mamma! What are you saying..."
+
+"Natasha, he is no more, no more!"
+
+And embracing her daughter, the countess began to weep for the first
+time.
+
+
+
+
+CHAPTER III
+
+Princess Mary postponed her departure. Sonya and the count tried to
+replace Natasha but could not. They saw that she alone was able to
+restrain her mother from unreasoning despair. For three weeks Natasha
+remained constantly at her mother's side, sleeping on a lounge chair in
+her room, making her eat and drink, and talking to her incessantly
+because the mere sound of her tender, caressing tones soothed her
+mother.
+
+The mother's wounded spirit could not heal. Petya's death had torn from
+her half her life. When the news of Petya's death had come she had been
+a fresh and vigorous woman of fifty, but a month later she left her room
+a listless old woman taking no interest in life. But the same blow that
+almost killed the countess, this second blow, restored Natasha to life.
+
+A spiritual wound produced by a rending of the spiritual body is like a
+physical wound and, strange as it may seem, just as a deep wound may
+heal and its edges join, physical and spiritual wounds alike can yet
+heal completely only as the result of a vital force from within.
+
+Natasha's wound healed in that way. She thought her life was ended, but
+her love for her mother unexpectedly showed her that the essence of
+life--love--was still active within her. Love awoke and so did life.
+
+Prince Andrew's last days had bound Princess Mary and Natasha together;
+this new sorrow brought them still closer to one another. Princess Mary
+put off her departure, and for three weeks looked after Natasha as if
+she had been a sick child. The last weeks passed in her mother's bedroom
+had strained Natasha's physical strength.
+
+One afternoon noticing Natasha shivering with fever, Princess Mary took
+her to her own room and made her lie down on the bed. Natasha lay down,
+but when Princess Mary had drawn the blinds and was going away she
+called her back.
+
+"I don't want to sleep, Mary, sit by me a little."
+
+"You are tired--try to sleep."
+
+"No, no. Why did you bring me away? She will be asking for me."
+
+"She is much better. She spoke so well today," said Princess Mary.
+
+Natasha lay on the bed and in the semidarkness of the room scanned
+Princess Mary's face.
+
+"Is she like him?" thought Natasha. "Yes, like and yet not like. But she
+is quite original, strange, new, and unknown. And she loves me. What is
+in her heart? All that is good. But how? What is her mind like? What
+does she think about me? Yes, she is splendid!"
+
+"Mary," she said timidly, drawing Princess Mary's hand to herself,
+"Mary, you mustn't think me wicked. No? Mary darling, how I love you!
+Let us be quite, quite friends."
+
+And Natasha, embracing her, began kissing her face and hands, making
+Princess Mary feel shy but happy by this demonstration of her feelings.
+
+From that day a tender and passionate friendship such as exists only
+between women was established between Princess Mary and Natasha. They
+were continually kissing and saying tender things to one another and
+spent most of their time together. When one went out the other became
+restless and hastened to rejoin her. Together they felt more in harmony
+with one another than either of them felt with herself when alone. A
+feeling stronger than friendship sprang up between them; an exclusive
+feeling of life being possible only in each other's presence.
+
+Sometimes they were silent for hours; sometimes after they were already
+in bed they would begin talking and go on till morning. They spoke most
+of what was long past. Princess Mary spoke of her childhood, of her
+mother, her father, and her daydreams; and Natasha, who with a passive
+lack of understanding had formerly turned away from that life of
+devotion, submission, and the poetry of Christian self-sacrifice, now
+feeling herself bound to Princess Mary by affection, learned to love her
+past too and to understand a side of life previously incomprehensible to
+her. She did not think of applying submission and self-abnegation to her
+own life, for she was accustomed to seek other joys, but she understood
+and loved in another those previously incomprehensible virtues. For
+Princess Mary, listening to Natasha's tales of childhood and early
+youth, there also opened out a new and hitherto uncomprehended side of
+life: belief in life and its enjoyment.
+
+Just as before, they never mentioned him so as not to lower (as they
+thought) their exalted feelings by words; but this silence about him had
+the effect of making them gradually begin to forget him without being
+conscious of it.
+
+Natasha had grown thin and pale and physically so weak that they all
+talked about her health, and this pleased her. But sometimes she was
+suddenly overcome by fear not only of death but of sickness, weakness,
+and loss of good looks, and involuntarily she examined her bare arm
+carefully, surprised at its thinness, and in the morning noticed her
+drawn and, as it seemed to her, piteous face in her glass. It seemed to
+her that things must be so, and yet it was dreadfully sad.
+
+One day she went quickly upstairs and found herself out of breath.
+Unconsciously she immediately invented a reason for going down, and
+then, testing her strength, ran upstairs again, observing the result.
+
+Another time when she called Dunyasha her voice trembled, so she called
+again--though she could hear Dunyasha coming--called her in the deep
+chest tones in which she had been wont to sing, and listened attentively
+to herself.
+
+She did not know and would not have believed it, but beneath the layer
+of slime that covered her soul and seemed to her impenetrable, delicate
+young shoots of grass were already sprouting, which taking root would so
+cover with their living verdure the grief that weighed her down that it
+would soon no longer be seen or noticed. The wound had begun to heal
+from within.
+
+At the end of January Princess Mary left for Moscow, and the count
+insisted on Natasha's going with her to consult the doctors.
+
+
+
+
+CHAPTER IV
+
+After the encounter at Vyazma, where Kutuzov had been unable to hold
+back his troops in their anxiety to overwhelm and cut off the enemy and
+so on, the farther movement of the fleeing French, and of the Russians
+who pursued them, continued as far as Krasnoe without a battle. The
+flight was so rapid that the Russian army pursuing the French could not
+keep up with them; cavalry and artillery horses broke down, and the
+information received of the movements of the French was never reliable.
+
+The men in the Russian army were so worn out by this continuous marching
+at the rate of twenty-seven miles a day that they could not go any
+faster.
+
+To realize the degree of exhaustion of the Russian army it is only
+necessary to grasp clearly the meaning of the fact that, while not
+losing more than five thousand killed and wounded after Tarutino and
+less than a hundred prisoners, the Russian army which left that place a
+hundred thousand strong reached Krasnoe with only fifty thousand.
+
+The rapidity of the Russian pursuit was just as destructive to our army
+as the flight of the French was to theirs. The only difference was that
+the Russian army moved voluntarily, with no such threat of destruction
+as hung over the French, and that the sick Frenchmen were left behind in
+enemy hands while the sick Russians left behind were among their own
+people. The chief cause of the wastage of Napoleon's army was the
+rapidity of its movement, and a convincing proof of this is the
+corresponding decrease of the Russian army.
+
+Kutuzov as far as was in his power, instead of trying to check the
+movement of the French as was desired in Petersburg and by the Russian
+army generals, directed his whole activity here, as he had done at
+Tarutino and Vyazma, to hastening it on while easing the movement of our
+army.
+
+But besides this, since the exhaustion and enormous diminution of the
+army caused by the rapidity of the advance had become evident, another
+reason for slackening the pace and delaying presented itself to Kutuzov.
+The aim of the Russian army was to pursue the French. The road the
+French would take was unknown, and so the closer our troops trod on
+their heels the greater distance they had to cover. Only by following at
+some distance could one cut across the zigzag path of the French. All
+the artful maneuvers suggested by our generals meant fresh movements of
+the army and a lengthening of its marches, whereas the only reasonable
+aim was to shorten those marches. To that end Kutuzov's activity was
+directed during the whole campaign from Moscow to Vilna--not casually or
+intermittently but so consistently that he never once deviated from it.
+
+Kutuzov felt and knew--not by reasoning or science but with the whole of
+his Russian being--what every Russian soldier felt: that the French were
+beaten, that the enemy was flying and must be driven out; but at the
+same time he like the soldiers realized all the hardship of this march,
+the rapidity of which was unparalleled for such a time of the year.
+
+But to the generals, especially the foreign ones in the Russian army,
+who wished to distinguish themselves, to astonish somebody, and for some
+reason to capture a king or a duke--it seemed that now--when any battle
+must be horrible and senseless--was the very time to fight and conquer
+somebody. Kutuzov merely shrugged his shoulders when one after another
+they presented projects of maneuvers to be made with those soldiers--
+ill-shod, insufficiently clad, and half starved--who within a month and
+without fighting a battle had dwindled to half their number, and who at
+the best if the flight continued would have to go a greater distance
+than they had already traversed, before they reached the frontier.
+
+This longing to distinguish themselves, to maneuver, to overthrow, and
+to cut off showed itself particularly whenever the Russians stumbled on
+the French army.
+
+So it was at Krasnoe, where they expected to find one of the three
+French columns and stumbled instead on Napoleon himself with sixteen
+thousand men. Despite all Kutuzov's efforts to avoid that ruinous
+encounter and to preserve his troops, the massacre of the broken mob of
+French soldiers by worn-out Russians continued at Krasnoe for three
+days.
+
+Toll wrote a disposition: "The first column will march to so and so,"
+etc. And as usual nothing happened in accord with the disposition.
+Prince Eugene of Wurttemberg fired from a hill over the French crowds
+that were running past, and demanded reinforcements which did not
+arrive. The French, avoiding the Russians, dispersed and hid themselves
+in the forest by night, making their way round as best they could, and
+continued their flight.
+
+Miloradovich, who said he did not want to know anything about the
+commissariat affairs of his detachment, and could never be found when he
+was wanted--that chevalier sans peur et sans reproche * as he styled
+himself--who was fond of parleys with the French, sent envoys demanding
+their surrender, wasted time, and did not do what he was ordered to do.
+
+
+* Knight without fear and without reproach.
+
+"I give you that column, lads," he said, riding up to the troops and
+pointing out the French to the cavalry.
+
+And the cavalry, with spurs and sabers urging on horses that could
+scarcely move, trotted with much effort to the column presented to them-
+-that is to say, to a crowd of Frenchmen stark with cold, frost-bitten,
+and starving--and the column that had been presented to them threw down
+its arms and surrendered as it had long been anxious to do.
+
+At Krasnoe they took twenty-six thousand prisoners, several hundred
+cannon, and a stick called a "marshal's staff," and disputed as to who
+had distinguished himself and were pleased with their achievement--
+though they much regretted not having taken Napoleon, or at least a
+marshal or a hero of some sort, and reproached one another and
+especially Kutuzov for having failed to do so.
+
+These men, carried away by their passions, were but blind tools of the
+most melancholy law of necessity, but considered themselves heroes and
+imagined that they were accomplishing a most noble and honorable deed.
+They blamed Kutuzov and said that from the very beginning of the
+campaign he had prevented their vanquishing Napoleon, that he thought of
+nothing but satisfying his passions and would not advance from the Linen
+Factories because he was comfortable there, that at Krasnoe he checked
+the advance because on learning that Napoleon was there he had quite
+lost his head, and that it was probable that he had an understanding
+with Napoleon and had been bribed by him, and so on, and so on.
+
+Not only did his contemporaries, carried away by their passions, talk in
+this way, but posterity and history have acclaimed Napoleon as grand,
+while Kutuzov is described by foreigners as a crafty, dissolute, weak
+old courtier, and by Russians as something indefinite--a sort of puppet
+useful only because he had a Russian name.
+
+
+
+
+CHAPTER V
+
+In 1812 and 1813 Kutuzov was openly accused of blundering. The Emperor
+was dissatisfied with him. And in a history recently written by order of
+the Highest Authorities it is said that Kutuzov was a cunning court
+liar, frightened of the name of Napoleon, and that by his blunders at
+Krasnoe and the Berezina he deprived the Russian army of the glory of
+complete victory over the French. *
+
+
+* History of the year 1812. The character of Kutuzov and reflections on
+the unsatisfactory results of the battles at Krasnoe, by Bogdanovich.
+
+Such is the fate not of great men (grands hommes) whom the Russian mind
+does not acknowledge, but of those rare and always solitary individuals
+who, discerning the will of Providence, submit their personal will to
+it. The hatred and contempt of the crowd punish such men for discerning
+the higher laws.
+
+For Russian historians, strange and terrible to say, Napoleon--that most
+insignificant tool of history who never anywhere, even in exile, showed
+human dignity--Napoleon is the object of adulation and enthusiasm; he is
+grand. But Kutuzov--the man who from the beginning to the end of his
+activity in 1812, never once swerving by word or deed from Borodino to
+Vilna, presented an example exceptional in history of self-sacrifice and
+a present consciousness of the future importance of what was happening--
+Kutuzov seems to them something indefinite and pitiful, and when
+speaking of him and of the year 1812 they always seem a little ashamed.
+
+And yet it is difficult to imagine an historical character whose
+activity was so unswervingly directed to a single aim; and it would be
+difficult to imagine any aim more worthy or more consonant with the will
+of the whole people. Still more difficult would it be to find an
+instance in history of the aim of an historical personage being so
+completely accomplished as that to which all Kutuzov's efforts were
+directed in 1812.
+
+Kutuzov never talked of "forty centuries looking down from the
+Pyramids," of the sacrifices he offered for the fatherland, or of what
+he intended to accomplish or had accomplished; in general he said
+nothing about himself, adopted no pose, always appeared to be the
+simplest and most ordinary of men, and said the simplest and most
+ordinary things. He wrote letters to his daughters and to Madame de
+Stael, read novels, liked the society of pretty women, jested with
+generals, officers, and soldiers, and never contradicted those who tried
+to prove anything to him. When Count Rostopchin at the Yauza bridge
+galloped up to Kutuzov with personal reproaches for having caused the
+destruction of Moscow, and said: "How was it you promised not to abandon
+Moscow without a battle?" Kutuzov replied: "And I shall not abandon
+Moscow without a battle," though Moscow was then already abandoned. When
+Arakcheev, coming to him from the Emperor, said that Ermolov ought to be
+appointed chief of the artillery, Kutuzov replied: "Yes, I was just
+saying so myself," though a moment before he had said quite the
+contrary. What did it matter to him--who then alone amid a senseless
+crowd understood the whole tremendous significance of what was
+happening--what did it matter to him whether Rostopchin attributed the
+calamities of Moscow to him or to himself? Still less could it matter to
+him who was appointed chief of the artillery.
+
+Not merely in these cases but continually did that old man--who by
+experience of life had reached the conviction that thoughts and the
+words serving as their expression are not what move people--use quite
+meaningless words that happened to enter his head.
+
+But that man, so heedless of his words, did not once during the whole
+time of his activity utter one word inconsistent with the single aim
+toward which he moved throughout the whole war. Obviously in spite of
+himself, in very diverse circumstances, he repeatedly expressed his real
+thoughts with the bitter conviction that he would not be understood.
+Beginning with the battle of Borodino, from which time his disagreement
+with those about him began, he alone said that the battle of Borodino
+was a victory, and repeated this both verbally and in his dispatches and
+reports up to the time of his death. He alone said that the loss of
+Moscow is not the loss of Russia. In reply to Lauriston's proposal of
+peace, he said: There can be no peace, for such is the people's will. He
+alone during the retreat of the French said that all our maneuvers are
+useless, everything is being accomplished of itself better than we could
+desire; that the enemy must be offered "a golden bridge"; that neither
+the Tarutino, the Vyazma, nor the Krasnoe battles were necessary; that
+we must keep some force to reach the frontier with, and that he would
+not sacrifice a single Russian for ten Frenchmen.
+
+And this courtier, as he is described to us, who lies to Arakcheev to
+please the Emperor, he alone--incurring thereby the Emperor's
+displeasure--said in Vilna that to carry the war beyond the frontier is
+useless and harmful.
+
+Nor do words alone prove that only he understood the meaning of the
+events. His actions--without the smallest deviation--were all directed
+to one and the same threefold end: (1) to brace all his strength for
+conflict with the French, (2) to defeat them, and (3) to drive them out
+of Russia, minimizing as far as possible the sufferings of our people
+and of our army.
+
+This procrastinator Kutuzov, whose motto was "Patience and Time," this
+enemy of decisive action, gave battle at Borodino, investing the
+preparations for it with unparalleled solemnity. This Kutuzov who before
+the battle of Austerlitz began said that it would be lost, he alone, in
+contradiction to everyone else, declared till his death that Borodino
+was a victory, despite the assurance of generals that the battle was
+lost and despite the fact that for an army to have to retire after
+winning a battle was unprecedented. He alone during the whole retreat
+insisted that battles, which were useless then, should not be fought,
+and that a new war should not be begun nor the frontiers of Russia
+crossed.
+
+It is easy now to understand the significance of these events--if only
+we abstain from attributing to the activity of the mass aims that
+existed only in the heads of a dozen individuals--for the events and
+results now lie before us.
+
+But how did that old man, alone, in opposition to the general opinion,
+so truly discern the importance of the people's view of the events that
+in all his activity he was never once untrue to it?
+
+The source of that extraordinary power of penetrating the meaning of the
+events then occuring lay in the national feeling which he possessed in
+full purity and strength.
+
+Only the recognition of the fact that he possessed this feeling caused
+the people in so strange a manner, contrary to the Tsar's wish, to
+select him--an old man in disfavor--to be their representative in the
+national war. And only that feeling placed him on that highest human
+pedestal from which he, the commander-in-chief, devoted all his powers
+not to slaying and destroying men but to saving and showing pity on
+them.
+
+That simple, modest, and therefore truly great, figure could not be cast
+in the false mold of a European hero--the supposed ruler of men--that
+history has invented.
+
+To a lackey no man can be great, for a lackey has his own conception of
+greatness.
+
+
+
+
+CHAPTER VI
+
+The fifth of November was the first day of what is called the battle of
+Krasnoe. Toward evening--after much disputing and many mistakes made by
+generals who did not go to their proper places, and after adjutants had
+been sent about with counterorders--when it had become plain that the
+enemy was everywhere in flight and that there could and would be no
+battle, Kutuzov left Krasnoe and went to Dobroe whither his headquarters
+had that day been transferred.
+
+The day was clear and frosty. Kutuzov rode to Dobroe on his plump little
+white horse, followed by an enormous suite of discontented generals who
+whispered among themselves behind his back. All along the road groups of
+French prisoners captured that day (there were seven thousand of them)
+were crowding to warm themselves at campfires. Near Dobroe an immense
+crowd of tattered prisoners, buzzing with talk and wrapped and bandaged
+in anything they had been able to get hold of, were standing in the road
+beside a long row of unharnessed French guns. At the approach of the
+commander-in-chief the buzz of talk ceased and all eyes were fixed on
+Kutuzov who, wearing a white cap with a red band and a padded overcoat
+that bulged on his round shoulders, moved slowly along the road on his
+white horse. One of the generals was reporting to him where the guns and
+prisoners had been captured.
+
+Kutuzov seemed preoccupied and did not listen to what the general was
+saying. He screwed up his eyes with a dissatisfied look as he gazed
+attentively and fixedly at these prisoners, who presented a specially
+wretched appearance. Most of them were disfigured by frost-bitten noses
+and cheeks, and nearly all had red, swollen and festering eyes.
+
+One group of the French stood close to the road, and two of them, one of
+whom had his face covered with sores, were tearing a piece of raw flesh
+with their hands. There was something horrible and bestial in the
+fleeting glance they threw at the riders and in the malevolent
+expression with which, after a glance at Kutuzov, the soldier with the
+sores immediately turned away and went on with what he was doing.
+
+Kutuzov looked long and intently at these two soldiers. He puckered his
+face, screwed up his eyes, and pensively swayed his head. At another
+spot he noticed a Russian soldier laughingly patting a Frenchman on the
+shoulder, saying something to him in a friendly manner, and Kutuzov with
+the same expression on his face again swayed his head.
+
+"What were you saying?" he asked the general, who continuing his report
+directed the commander-in-chief's attention to some standards captured
+from the French and standing in front of the Preobrazhensk regiment.
+
+"Ah, the standards!" said Kutuzov, evidently detaching himself with
+difficulty from the thoughts that preoccupied him.
+
+He looked about him absently. Thousands of eyes were looking at him from
+all sides awaiting a word from him.
+
+He stopped in front of the Preobrazhensk regiment, sighed deeply, and
+closed his eyes. One of his suite beckoned to the soldiers carrying the
+standards to advance and surround the commander-in-chief with them.
+Kutuzov was silent for a few seconds and then, submitting with evident
+reluctance to the duty imposed by his position, raised his head and
+began to speak. A throng of officers surrounded him. He looked
+attentively around at the circle of officers, recognizing several of
+them.
+
+"I thank you all!" he said, addressing the soldiers and then again the
+officers. In the stillness around him his slowly uttered words were
+distinctly heard. "I thank you all for your hard and faithful service.
+The victory is complete and Russia will not forget you! Honor to you
+forever."
+
+He paused and looked around.
+
+"Lower its head, lower it!" he said to a soldier who had accidentally
+lowered the French eagle he was holding before the Preobrazhensk
+standards. "Lower, lower, that's it. Hurrah lads!" he added, addressing
+the men with a rapid movement of his chin.
+
+"Hur-r-rah!" roared thousands of voices.
+
+While the soldiers were shouting Kutuzov leaned forward in his saddle
+and bowed his head, and his eye lit up with a mild and apparently ironic
+gleam.
+
+"You see, brothers..." said he when the shouts had ceased... and all at
+once his voice and the expression of his face changed. It was no longer
+the commander-in-chief speaking but an ordinary old man who wanted to
+tell his comrades something very important.
+
+There was a stir among the throng of officers and in the ranks of the
+soldiers, who moved that they might hear better what he was going to
+say.
+
+"You see, brothers, I know it's hard for you, but it can't be helped!
+Bear up; it won't be for long now! We'll see our visitors off and then
+we'll rest. The Tsar won't forget your service. It is hard for you, but
+still you are at home while they--you see what they have come to," said
+he, pointing to the prisoners. "Worse off than our poorest beggars.
+While they were strong we didn't spare ourselves, but now we may even
+pity them. They are human beings too. Isn't it so, lads?"
+
+He looked around, and in the direct, respectful, wondering gaze fixed
+upon him he read sympathy with what he had said. His face grew brighter
+and brighter with an old man's mild smile, which drew the corners of his
+lips and eyes into a cluster of wrinkles. He ceased speaking and bowed
+his head as if in perplexity.
+
+"But after all who asked them here? Serves them right, the bloody
+bastards!" he cried, suddenly lifting his head.
+
+And flourishing his whip he rode off at a gallop for the first time
+during the whole campaign, and left the broken ranks of the soldiers
+laughing joyfully and shouting "Hurrah!"
+
+Kutuzov's words were hardly understood by the troops. No one could have
+repeated the field marshal's address, begun solemnly and then changing
+into an old man's simplehearted talk; but the hearty sincerity of that
+speech, the feeling of majestic triumph combined with pity for the foe
+and consciousness of the justice of our cause, exactly expressed by that
+old man's good-natured expletives, was not merely understood but lay in
+the soul of every soldier and found expression in their joyous and long-
+sustained shouts. Afterwards when one of the generals addressed Kutuzov
+asking whether he wished his caleche to be sent for, Kutuzov in
+answering unexpectedly gave a sob, being evidently greatly moved.
+
+
+
+
+CHAPTER VII
+
+When the troops reached their night's halting place on the eighth of
+November, the last day of the Krasnoe battles, it was already growing
+dusk. All day it had been calm and frosty with occasional lightly
+falling snow and toward evening it began to clear. Through the falling
+snow a purple-black and starry sky showed itself and the frost grew
+keener.
+
+An infantry regiment which had left Tarutino three thousand strong but
+now numbered only nine hundred was one of the first to arrive that night
+at its halting place--a village on the highroad. The quartermasters who
+met the regiment announced that all the huts were full of sick and dead
+Frenchmen, cavalrymen, and members of the staff. There was only one hut
+available for the regimental commander.
+
+The commander rode up to his hut. The regiment passed through the
+village and stacked its arms in front of the last huts.
+
+Like some huge many-limbed animal, the regiment began to prepare its
+lair and its food. One part of it dispersed and waded knee-deep through
+the snow into a birch forest to the right of the village, and
+immediately the sound of axes and swords, the crashing of branches, and
+merry voices could be heard from there. Another section amid the
+regimental wagons and horses which were standing in a group was busy
+getting out caldrons and rye biscuit, and feeding the horses. A third
+section scattered through the village arranging quarters for the staff
+officers, carrying out the French corpses that were in the huts, and
+dragging away boards, dry wood, and thatch from the roofs, for the
+campfires, or wattle fences to serve for shelter.
+
+Some fifteen men with merry shouts were shaking down the high wattle
+wall of a shed, the roof of which had already been removed.
+
+"Now then, all together--shove!" cried the voices, and the huge surface
+of the wall, sprinkled with snow and creaking with frost, was seen
+swaying in the gloom of the night. The lower stakes cracked more and
+more and at last the wall fell, and with it the men who had been pushing
+it. Loud, coarse laughter and joyous shouts ensued.
+
+"Now then, catch hold in twos! Hand up the lever! That's it... Where are
+you shoving to?"
+
+"Now, all together! But wait a moment, boys... With a song!"
+
+All stood silent, and a soft, pleasant velvety voice began to sing. At
+the end of the third verse as the last note died away, twenty voices
+roared out at once: "Oo-oo-oo-oo! That's it. All together! Heave away,
+boys!..." but despite their united efforts the wattle hardly moved, and
+in the silence that followed the heavy breathing of the men was audible.
+
+"Here, you of the Sixth Company! Devils that you are! Lend a hand...
+will you? You may want us one of these days."
+
+Some twenty men of the Sixth Company who were on their way into the
+village joined the haulers, and the wattle wall, which was about thirty-
+five feet long and seven feet high, moved forward along the village
+street, swaying, pressing upon and cutting the shoulders of the gasping
+men.
+
+"Get along... Falling? What are you stopping for? There now..."
+
+Merry senseless words of abuse flowed freely.
+
+"What are you up to?" suddenly came the authoritative voice of a
+sergeant major who came upon the men who were hauling their burden.
+"There are gentry here; the general himself is in that hut, and you
+foul-mouthed devils, you brutes, I'll give it to you!" shouted he,
+hitting the first man who came in his way a swinging blow on the back.
+"Can't you make less noise?"
+
+The men became silent. The soldier who had been struck groaned and wiped
+his face, which had been scratched till it bled by his falling against
+the wattle.
+
+"There, how that devil hits out! He's made my face all bloody," said he
+in a frightened whisper when the sergeant major had passed on.
+
+"Don't you like it?" said a laughing voice, and moderating their tones
+the men moved forward.
+
+When they were out of the village they began talking again as loud as
+before, interlarding their talk with the same aimless expletives.
+
+In the hut which the men had passed, the chief officers had gathered and
+were in animated talk over their tea about the events of the day and the
+maneuvers suggested for tomorrow. It was proposed to make a flank march
+to the left, cut off the Vice-King (Murat) and capture him.
+
+By the time the soldiers had dragged the wattle fence to its place the
+campfires were blazing on all sides ready for cooking, the wood
+crackled, the snow was melting, and black shadows of soldiers flitted to
+and fro all over the occupied space where the snow had been trodden
+down.
+
+Axes and choppers were plied all around. Everything was done without any
+orders being given. Stores of wood were brought for the night, shelters
+were rigged up for the officers, caldrons were being boiled, and muskets
+and accouterments put in order.
+
+The wattle wall the men had brought was set up in a semicircle by the
+Eighth Company as a shelter from the north, propped up by musket rests,
+and a campfire was built before it. They beat the tattoo, called the
+roll, had supper, and settled down round the fires for the night--some
+repairing their footgear, some smoking pipes, and some stripping
+themselves naked to steam the lice out of their shirts.
+
+
+
+
+CHAPTER VIII
+
+One would have thought that under the almost incredibly wretched
+conditions the Russian soldiers were in at that time--lacking warm boots
+and sheepskin coats, without a roof over their heads, in the snow with
+eighteen degrees of frost, and without even full rations (the
+commissariat did not always keep up with the troops)--they would have
+presented a very sad and depressing spectacle.
+
+On the contrary, the army had never under the best material conditions
+presented a more cheerful and animated aspect. This was because all who
+began to grow depressed or who lost strength were sifted out of the army
+day by day. All the physically or morally weak had long since been left
+behind and only the flower of the army--physically and mentally--
+remained.
+
+More men collected behind the wattle fence of the Eighth Company than
+anywhere else. Two sergeants major were sitting with them and their
+campfire blazed brighter than others. For leave to sit by their wattle
+they demanded contributions of fuel.
+
+"Eh, Makeev! What has become of you, you son of a bitch? Are you lost or
+have the wolves eaten you? Fetch some more wood!" shouted a red-haired
+and red-faced man, screwing up his eyes and blinking because of the
+smoke but not moving back from the fire. "And you, Jackdaw, go and fetch
+some wood!" said he to another soldier.
+
+This red-haired man was neither a sergeant nor a corporal, but being
+robust he ordered about those weaker than himself. The soldier they
+called "Jackdaw," a thin little fellow with a sharp nose, rose
+obediently and was about to go but at that instant there came into the
+light of the fire the slender, handsome figure of a young soldier
+carrying a load of wood.
+
+"Bring it here--that's fine!"
+
+They split up the wood, pressed it down on the fire, blew at it with
+their mouths, and fanned it with the skirts of their greatcoats, making
+the flames hiss and crackle. The men drew nearer and lit their pipes.
+The handsome young soldier who had brought the wood, setting his arms
+akimbo, began stamping his cold feet rapidly and deftly on the spot
+where he stood.
+
+"Mother! The dew is cold but clear.... It's well that I'm a
+musketeer..." he sang, pretending to hiccough after each syllable.
+
+"Look out, your soles will fly off!" shouted the red-haired man,
+noticing that the sole of the dancer's boot was hanging loose. "What a
+fellow you are for dancing!"
+
+The dancer stopped, pulled off the loose piece of leather, and threw it
+on the fire.
+
+"Right enough, friend," said he, and, having sat down, took out of his
+knapsack a scrap of blue French cloth, and wrapped it round his foot.
+"It's the steam that spoils them," he added, stretching out his feet
+toward the fire.
+
+"They'll soon be issuing us new ones. They say that when we've finished
+hammering them, we're to receive double kits!"
+
+"And that son of a bitch Petrov has lagged behind after all, it seems,"
+said one sergeant major.
+
+"I've had an eye on him this long while," said the other.
+
+"Well, he's a poor sort of soldier..."
+
+"But in the Third Company they say nine men were missing yesterday."
+
+"Yes, it's all very well, but when a man's feet are frozen how can he
+walk?"
+
+"Eh? Don't talk nonsense!" said a sergeant major.
+
+"Do you want to be doing the same?" said an old soldier, turning
+reproachfully to the man who had spoken of frozen feet.
+
+"Well, you know," said the sharp-nosed man they called Jackdaw in a
+squeaky and unsteady voice, raising himself at the other side of the
+fire, "a plump man gets thin, but for a thin one it's death. Take me,
+now! I've got no strength left," he added, with sudden resolution
+turning to the sergeant major. "Tell them to send me to hospital; I'm
+aching all over; anyway I shan't be able to keep up."
+
+"That'll do, that'll do!" replied the sergeant major quietly.
+
+The soldier said no more and the talk went on.
+
+"What a lot of those Frenchies were taken today, and the fact is that
+not one of them had what you might call real boots on," said a soldier,
+starting a new theme. "They were no more than make-believes."
+
+"The Cossacks have taken their boots. They were clearing the hut for the
+colonel and carried them out. It was pitiful to see them, boys," put in
+the dancer. "As they turned them over one seemed still alive and, would
+you believe it, he jabbered something in their lingo."
+
+"But they're a clean folk, lads," the first man went on; "he was white--
+as white as birchbark--and some of them are such fine fellows, you might
+think they were nobles."
+
+"Well, what do you think? They make soldiers of all classes there."
+
+"But they don't understand our talk at all," said the dancer with a
+puzzled smile. "I asked him whose subject he was, and he jabbered in his
+own way. A queer lot!"
+
+"But it's strange, friends," continued the man who had wondered at their
+whiteness, "the peasants at Mozhaysk were saying that when they began
+burying the dead--where the battle was you know--well, those dead had
+been lying there for nearly a month, and says the peasant, 'they lie as
+white as paper, clean, and not as much smell as a puff of powder
+smoke.'"
+
+"Was it from the cold?" asked someone.
+
+"You're a clever fellow! From the cold indeed! Why, it was hot. If it
+had been from the cold, ours would not have rotted either. 'But,' he
+says, 'go up to ours and they are all rotten and maggoty. So,' he says,
+'we tie our faces up with kerchiefs and turn our heads away as we drag
+them off: we can hardly do it. But theirs,' he says, 'are white as paper
+and not so much smell as a whiff of gunpowder.'"
+
+All were silent.
+
+"It must be from their food," said the sergeant major. "They used to
+gobble the same food as the gentry."
+
+No one contradicted him.
+
+"That peasant near Mozhaysk where the battle was said the men were all
+called up from ten villages around and they carted for twenty days and
+still didn't finish carting the dead away. And as for the wolves, he
+says..."
+
+"That was a real battle," said an old soldier. "It's the only one worth
+remembering; but since that... it's only been tormenting folk."
+
+"And do you know, Daddy, the day before yesterday we ran at them and, my
+word, they didn't let us get near before they just threw down their
+muskets and went on their knees. 'Pardon!' they say. That's only one
+case. They say Platov took 'Poleon himself twice. But he didn't know the
+right charm. He catches him and catches him--no good! He turns into a
+bird in his hands and flies away. And there's no way of killing him
+either."
+
+"You're a first-class liar, Kiselev, when I come to look at you!"
+
+"Liar, indeed! It's the real truth."
+
+"If he fell into my hands, when I'd caught him I'd bury him in the
+ground with an aspen stake to fix him down. What a lot of men he's
+ruined!"
+
+"Well, anyhow we're going to end it. He won't come here again," remarked
+the old soldier, yawning.
+
+The conversation flagged, and the soldiers began settling down to sleep.
+
+"Look at the stars. It's wonderful how they shine! You would think the
+women had spread out their linen," said one of the men, gazing with
+admiration at the Milky Way.
+
+"That's a sign of a good harvest next year."
+
+"We shall want some more wood."
+
+"You warm your back and your belly gets frozen. That's queer."
+
+"O Lord!"
+
+"What are you pushing for? Is the fire only for you? Look how he's
+sprawling!"
+
+In the silence that ensued, the snoring of those who had fallen asleep
+could be heard. Others turned over and warmed themselves, now and again
+exchanging a few words. From a campfire a hundred paces off came a sound
+of general, merry laughter.
+
+"Hark at them roaring there in the Fifth Company!" said one of the
+soldiers, "and what a lot of them there are!"
+
+One of the men got up and went over to the Fifth Company.
+
+"They're having such fun," said he, coming back. "Two Frenchies have
+turned up. One's quite frozen and the other's an awful swaggerer. He's
+singing songs...."
+
+"Oh, I'll go across and have a look...."
+
+And several of the men went over to the Fifth Company.
+
+
+
+
+CHAPTER IX
+
+The fifth company was bivouacking at the very edge of the forest. A huge
+campfire was blazing brightly in the midst of the snow, lighting up the
+branches of trees heavy with hoarfrost.
+
+About midnight they heard the sound of steps in the snow of the forest,
+and the crackling of dry branches.
+
+"A bear, lads," said one of the men.
+
+They all raised their heads to listen, and out of the forest into the
+bright firelight stepped two strangely clad human figures clinging to
+one another.
+
+These were two Frenchmen who had been hiding in the forest. They came up
+to the fire, hoarsely uttering something in a language our soldiers did
+not understand. One was taller than the other; he wore an officer's hat
+and seemed quite exhausted. On approaching the fire he had been going to
+sit down, but fell. The other, a short sturdy soldier with a shawl tied
+round his head, was stronger. He raised his companion and said
+something, pointing to his mouth. The soldiers surrounded the Frenchmen,
+spread a greatcoat on the ground for the sick man, and brought some
+buckwheat porridge and vodka for both of them.
+
+The exhausted French officer was Ramballe and the man with his head
+wrapped in the shawl was Morel, his orderly.
+
+When Morel had drunk some vodka and finished his bowl of porridge he
+suddenly became unnaturally merry and chattered incessantly to the
+soldiers, who could not understand him. Ramballe refused food and
+resting his head on his elbow lay silent beside the campfire, looking at
+the Russian soldiers with red and vacant eyes. Occasionally he emitted a
+long-drawn groan and then again became silent. Morel, pointing to his
+shoulders, tried to impress on the soldiers the fact that Ramballe was
+an officer and ought to be warmed. A Russian officer who had come up to
+the fire sent to ask his colonel whether he would not take a French
+officer into his hut to warm him, and when the messenger returned and
+said that the colonel wished the officer to be brought to him, Ramballe
+was told to go. He rose and tried to walk, but staggered and would have
+fallen had not a soldier standing by held him up.
+
+"You won't do it again, eh?" said one of the soldiers, winking and
+turning mockingly to Ramballe.
+
+"Oh, you fool! Why talk rubbish, lout that you are--a real peasant!"
+came rebukes from all sides addressed to the jesting soldier.
+
+They surrounded Ramballe, lifted him on the crossed arms of two
+soldiers, and carried him to the hut. Ramballe put his arms around their
+necks while they carried him and began wailing plaintively:
+
+"Oh, you fine fellows, my kind, kind friends! These are men! Oh, my
+brave, kind friends," and he leaned his head against the shoulder of one
+of the men like a child.
+
+Meanwhile Morel was sitting in the best place by the fire, surrounded by
+the soldiers.
+
+Morel, a short sturdy Frenchman with inflamed and streaming eyes, was
+wearing a woman's cloak and had a shawl tied woman fashion round his
+head over his cap. He was evidently tipsy, and was singing a French song
+in a hoarse broken voice, with an arm thrown round the nearest soldier.
+The soldiers simply held their sides as they watched him.
+
+"Now then, now then, teach us how it goes! I'll soon pick it up. How is
+it?" said the man--a singer and a wag--whom Morel was embracing.
+
+"Vive Henri Quatre! Vive ce roi valiant!" sang Morel, winking. "Ce
+diable a quatre..." *
+
+
+* "Long live Henry the Fourth, that valiant king! That rowdy devil."
+
+"Vivarika! Vif-seruvaru! Sedyablyaka!" repeated the soldier, flourishing
+his arm and really catching the tune.
+
+"Bravo! Ha, ha, ha!" rose their rough, joyous laughter from all sides.
+
+Morel, wrinkling up his face, laughed too.
+
+"Well, go on, go on!"
+
+
+"Qui eut le triple talent, De boire, de battre, Et d'etre un vert
+galant." *
+
+
+* Who had a triple talent For drinking, for fighting, And for being a
+gallant old boy...
+
+"It goes smoothly, too. Well, now, Zaletaev!"
+
+"Ke..." Zaletaev, brought out with effort: "ke-e-e-e," he drawled,
+laboriously pursing his lips, "le-trip-ta-la-de-bu-de-ba, e de-tra-va-
+ga-la" he sang.
+
+"Fine! Just like the Frenchie! Oh, ho ho! Do you want some more to eat?"
+
+"Give him some porridge: it takes a long time to get filled up after
+starving."
+
+They gave him some more porridge and Morel with a laugh set to work on
+his third bowl. All the young soldiers smiled gaily as they watched him.
+The older men, who thought it undignified to amuse themselves with such
+nonsense, continued to lie at the opposite side of the fire, but one
+would occasionally raise himself on an elbow and glance at Morel with a
+smile.
+
+"They are men too," said one of them as he wrapped himself up in his
+coat. "Even wormwood grows on its own root."
+
+"O Lord, O Lord! How starry it is! Tremendous! That means a hard
+frost...."
+
+They all grew silent. The stars, as if knowing that no one was looking
+at them, began to disport themselves in the dark sky: now flaring up,
+now vanishing, now trembling, they were busy whispering something
+gladsome and mysterious to one another.
+
+
+
+
+CHAPTER X
+
+The French army melted away at the uniform rate of a mathematical
+progression; and that crossing of the Berezina about which so much has
+been written was only one intermediate stage in its destruction, and not
+at all the decisive episode of the campaign. If so much has been and
+still is written about the Berezina, on the French side this is only
+because at the broken bridge across that river the calamities their army
+had been previously enduring were suddenly concentrated at one moment
+into a tragic spectacle that remained in every memory, and on the
+Russian side merely because in Petersburg--far from the seat of war--a
+plan (again one of Pfuel's) had been devised to catch Napoleon in a
+strategic trap at the Berezina River. Everyone assured himself that all
+would happen according to plan, and therefore insisted that it was just
+the crossing of the Berezina that destroyed the French army. In reality
+the results of the crossing were much less disastrous to the French--in
+guns and men lost--than Krasnoe had been, as the figures show.
+
+The sole importance of the crossing of the Berezina lies in the fact
+that it plainly and indubitably proved the fallacy of all the plans for
+cutting off the enemy's retreat and the soundness of the only possible
+line of action--the one Kutuzov and the general mass of the army
+demanded--namely, simply to follow the enemy up. The French crowd fled
+at a continually increasing speed and all its energy was directed to
+reaching its goal. It fled like a wounded animal and it was impossible
+to block its path. This was shown not so much by the arrangements it
+made for crossing as by what took place at the bridges. When the bridges
+broke down, unarmed soldiers, people from Moscow and women with children
+who were with the French transport, all--carried on by vis inertiae--
+pressed forward into boats and into the ice-covered water and did not,
+surrender.
+
+That impulse was reasonable. The condition of fugitives and of pursuers
+was equally bad. As long as they remained with their own people each
+might hope for help from his fellows and the definite place he held
+among them. But those who surrendered, while remaining in the same
+pitiful plight, would be on a lower level to claim a share in the
+necessities of life. The French did not need to be informed of the fact
+that half the prisoners--with whom the Russians did not know what to do-
+-perished of cold and hunger despite their captors' desire to save them;
+they felt that it could not be otherwise. The most compassionate Russian
+commanders, those favorable to the French--and even the Frenchmen in the
+Russian service--could do nothing for the prisoners. The French perished
+from the conditions to which the Russian army was itself exposed. It was
+impossible to take bread and clothes from our hungry and indispensable
+soldiers to give to the French who, though not harmful, or hated, or
+guilty, were simply unnecessary. Some Russians even did that, but they
+were exceptions.
+
+Certain destruction lay behind the French but in front there was hope.
+Their ships had been burned, there was no salvation save in collective
+flight, and on that the whole strength of the French was concentrated.
+
+The farther they fled the more wretched became the plight of the
+remnant, especially after the Berezina, on which (in consequence of the
+Petersburg plan) special hopes had been placed by the Russians, and the
+keener grew the passions of the Russian commanders, who blamed one
+another and Kutuzov most of all. Anticipation that the failure of the
+Petersburg Berezina plan would be attributed to Kutuzov led to
+dissatisfaction, contempt, and ridicule, more and more strongly
+expressed. The ridicule and contempt were of course expressed in a
+respectful form, making it impossible for him to ask wherein he was to
+blame. They did not talk seriously to him; when reporting to him or
+asking for his sanction they appeared to be fulfilling a regrettable
+formality, but they winked behind his back and tried to mislead him at
+every turn.
+
+Because they could not understand him all these people assumed that it
+was useless to talk to the old man; that he would never grasp the
+profundity of their plans, that he would answer with his phrases (which
+they thought were mere phrases) about a "golden bridge," about the
+impossibility of crossing the frontier with a crowd of tatterdemalions,
+and so forth. They had heard all that before. And all he said--that it
+was necessary to await provisions, or that the men had no boots--was so
+simple, while what they proposed was so complicated and clever, that it
+was evident that he was old and stupid and that they, though not in
+power, were commanders of genius.
+
+After the junction with the army of the brilliant admiral and Petersburg
+hero Wittgenstein, this mood and the gossip of the staff reached their
+maximum. Kutuzov saw this and merely sighed and shrugged his shoulders.
+Only once, after the affair of the Berezina, did he get angry and write
+to Bennigsen (who reported separately to the Emperor) the following
+letter:
+
+"On account of your spells of ill health, will your excellency please be
+so good as to set off for Kaluga on receipt of this, and there await
+further commands and appointments from His Imperial Majesty."
+
+But after Bennigsen's departure, the Grand Duke Tsarevich Constantine
+Pavlovich joined the army. He had taken part in the beginning of the
+campaign but had subsequently been removed from the army by Kutuzov. Now
+having come to the army, he informed Kutuzov of the Emperor's
+displeasure at the poor success of our forces and the slowness of their
+advance. The Emperor intended to join the army personally in a few days'
+time.
+
+The old man, experienced in court as well as in military affairs--this
+same Kutuzov who in August had been chosen commander-in-chief against
+the sovereign's wishes and who had removed the Grand Duke and heir--
+apparent from the army--who on his own authority and contrary to the
+Emperor's will had decided on the abandonment of Moscow, now realized at
+once that his day was over, that his part was played, and that the power
+he was supposed to hold was no longer his. And he understood this not
+merely from the attitude of the court. He saw on the one hand that the
+military business in which he had played his part was ended and felt
+that his mission was accomplished; and at the same time he began to be
+conscious of the physical weariness of his aged body and of the
+necessity of physical rest.
+
+On the twenty-ninth of November Kutuzov entered Vilna--his "dear Vilna"
+as he called it. Twice during his career Kutuzov had been governor of
+Vilna. In that wealthy town, which had not been injured, he found old
+friends and associations, besides the comforts of life of which he had
+so long been deprived. And he suddenly turned from the cares of army and
+state and, as far as the passions that seethed around him allowed,
+immersed himself in the quiet life to which he had formerly been
+accustomed, as if all that was taking place and all that had still to be
+done in the realm of history did not concern him at all.
+
+Chichagov, one of the most zealous "cutters-off" and "breakers-up," who
+had first wanted to effect a diversion in Greece and then in Warsaw but
+never wished to go where he was sent: Chichagov, noted for the boldness
+with which he spoke to the Emperor, and who considered Kutuzov to be
+under an obligation to him because when he was sent to make peace with
+Turkey in 1811 independently of Kutuzov, and found that peace had
+already been concluded, he admitted to the Emperor that the merit of
+securing that peace was really Kutuzov's; this Chichagov was the first
+to meet Kutuzov at the castle where the latter was to stay. In undress
+naval uniform, with a dirk, and holding his cap under his arm, he handed
+Kutuzov a garrison report and the keys of the town. The contemptuously
+respectful attitude of the younger men to the old man in his dotage was
+expressed in the highest degree by the behavior of Chichagov, who knew
+of the accusations that were being directed against Kutuzov.
+
+When speaking to Chichagov, Kutuzov incidentally mentioned that the
+vehicles packed with china that had been captured from him at Borisov
+had been recovered and would be restored to him.
+
+"You mean to imply that I have nothing to eat out of.... On the
+contrary, I can supply you with everything even if you want to give
+dinner parties," warmly replied Chichagov, who tried by every word he
+spoke to prove his own rectitude and therefore imagined Kutuzov to be
+animated by the same desire.
+
+Kutuzov, shrugging his shoulders, replied with his subtle penetrating
+smile: "I meant merely to say what I said."
+
+Contrary to the Emperor's wish Kutuzov detained the greater part of the
+army at Vilna. Those about him said that he became extraordinarily slack
+and physically feeble during his stay in that town. He attended to army
+affairs reluctantly, left everything to his generals, and while awaiting
+the Emperor's arrival led a dissipated life.
+
+Having left Petersburg on the seventh of December with his suite--Count
+Tolstoy, Prince Volkonski, Arakcheev, and others--the Emperor reached
+Vilna on the eleventh, and in his traveling sleigh drove straight to the
+castle. In spite of the severe frost some hundred generals and staff
+officers in full parade uniform stood in front of the castle, as well as
+a guard of honor of the Semenov regiment.
+
+A courier who galloped to the castle in advance, in a troyka with three
+foam-flecked horses, shouted "Coming!" and Konovnitsyn rushed into the
+vestibule to inform Kutuzov, who was waiting in the hall porter's little
+lodge.
+
+A minute later the old man's large stout figure in full-dress uniform,
+his chest covered with orders and a scarf drawn round his stomach,
+waddled out into the porch. He put on his hat with its peaks to the
+sides and, holding his gloves in his hand and walking with an effort
+sideways down the steps to the level of the street, took in his hand the
+report he had prepared for the Emperor.
+
+There was running to and fro and whispering; another troyka flew
+furiously up, and then all eyes were turned on an approaching sleigh in
+which the figures of the Emperor and Volkonski could already be
+descried.
+
+From the habit of fifty years all this had a physically agitating effect
+on the old general. He carefully and hastily felt himself all over,
+readjusted his hat, and pulling himself together drew himself up and, at
+the very moment when the Emperor, having alighted from the sleigh,
+lifted his eyes to him, handed him the report and began speaking in his
+smooth, ingratiating voice.
+
+The Emperor with a rapid glance scanned Kutuzov from head to foot,
+frowned for an instant, but immediately mastering himself went up to the
+old man, extended his arms and embraced him. And this embrace too, owing
+to a long-standing impression related to his innermost feelings, had its
+usual effect on Kutuzov and he gave a sob.
+
+The Emperor greeted the officers and the Semenov guard, and again
+pressing the old man's hand went with him into the castle.
+
+When alone with the field marshal the Emperor expressed his
+dissatisfaction at the slowness of the pursuit and at the mistakes made
+at Krasnoe and the Berezina, and informed him of his intentions for a
+future campaign abroad. Kutuzov made no rejoinder or remark. The same
+submissive, expressionless look with which he had listened to the
+Emperor's commands on the field of Austerlitz seven years before settled
+on his face now.
+
+When Kutuzov came out of the study and with lowered head was crossing
+the ballroom with his heavy waddling gait, he was arrested by someone's
+voice saying:
+
+"Your Serene Highness!"
+
+Kutuzov raised his head and looked for a long while into the eyes of
+Count Tolstoy, who stood before him holding a silver salver on which lay
+a small object. Kutuzov seemed not to understand what was expected of
+him.
+
+Suddenly he seemed to remember; a scarcely perceptible smile flashed
+across his puffy face, and bowing low and respectfully he took the
+object that lay on the salver. It was the Order of St. George of the
+First Class.
+
+
+
+
+CHAPTER XI
+
+Next day the field marshal gave a dinner and ball which the Emperor
+honored by his presence. Kutuzov had received the Order of St. George of
+the First Class and the Emperor showed him the highest honors, but
+everyone knew of the imperial dissatisfaction with him. The proprieties
+were observed and the Emperor was the first to set that example, but
+everybody understood that the old man was blameworthy and good-for-
+nothing. When Kutuzov, conforming to a custom of Catherine's day,
+ordered the standards that had been captured to be lowered at the
+Emperor's feet on his entering the ballroom, the Emperor made a wry face
+and muttered something in which some people caught the words, "the old
+comedian."
+
+The Emperor's displeasure with Kutuzov was specially increased at Vilna
+by the fact that Kutuzov evidently could not or would not understand the
+importance of the coming campaign.
+
+When on the following morning the Emperor said to the officers assembled
+about him: "You have not only saved Russia, you have saved Europe!" they
+all understood that the war was not ended.
+
+Kutuzov alone would not see this and openly expressed his opinion that
+no fresh war could improve the position or add to the glory of Russia,
+but could only spoil and lower the glorious position that Russia had
+gained. He tried to prove to the Emperor the impossibility of levying
+fresh troops, spoke of the hardships already endured by the people, of
+the possibility of failure and so forth.
+
+This being the field marshal's frame of mind he was naturally regarded
+as merely a hindrance and obstacle to the impending war.
+
+To avoid unpleasant encounters with the old man, the natural method was
+to do what had been done with him at Austerlitz and with Barclay at the
+beginning of the Russian campaign--to transfer the authority to the
+Emperor himself, thus cutting the ground from under the commander in
+chief's feet without upsetting the old man by informing him of the
+change.
+
+With this object his staff was gradually reconstructed and its real
+strength removed and transferred to the Emperor. Toll, Konovnitsyn, and
+Ermolov received fresh appointments. Everyone spoke loudly of the field
+marshal's great weakness and failing health.
+
+His health had to be bad for his place to be taken away and given to
+another. And in fact his health was poor.
+
+So naturally, simply, and gradually--just as he had come from Turkey to
+the Treasury in Petersburg to recruit the militia, and then to the army
+when he was needed there--now when his part was played out, Kutuzov's
+place was taken by a new and necessary performer.
+
+The war of 1812, besides its national significance dear to every Russian
+heart, was now to assume another, a European, significance.
+
+The movement of peoples from west to east was to be succeeded by a
+movement of peoples from east to west, and for this fresh war another
+leader was necessary, having qualities and views differing from
+Kutuzov's and animated by different motives.
+
+Alexander I was as necessary for the movement of the peoples from east
+to west and for the refixing of national frontiers as Kutuzov had been
+for the salvation and glory of Russia.
+
+Kutuzov did not understand what Europe, the balance of power, or
+Napoleon meant. He could not understand it. For the representative of
+the Russian people, after the enemy had been destroyed and Russia had
+been liberated and raised to the summit of her glory, there was nothing
+left to do as a Russian. Nothing remained for the representative of the
+national war but to die, and Kutuzov died.
+
+
+
+
+CHAPTER XII
+
+As generally happens, Pierre did not feel the full effects of the
+physical privation and strain he had suffered as prisoner until after
+they were over. After his liberation he reached Orel, and on the third
+day there, when preparing to go to Kiev, he fell ill and was laid up for
+three months. He had what the doctors termed "bilious fever." But
+despite the fact that the doctors treated him, bled him, and gave him
+medicines to drink, he recovered.
+
+Scarcely any impression was left on Pierre's mind by all that happened
+to him from the time of his rescue till his illness. He remembered only
+the dull gray weather now rainy and now snowy, internal physical
+distress, and pains in his feet and side. He remembered a general
+impression of the misfortunes and sufferings of people and of being
+worried by the curiosity of officers and generals who questioned him, he
+also remembered his difficulty in procuring a conveyance and horses, and
+above all he remembered his incapacity to think and feel all that time.
+On the day of his rescue he had seen the body of Petya Rostov. That same
+day he had learned that Prince Andrew, after surviving the battle of
+Borodino for more than a month had recently died in the Rostovs' house
+at Yaroslavl, and Denisov who told him this news also mentioned Helene's
+death, supposing that Pierre had heard of it long before. All this at
+the time seemed merely strange to Pierre: he felt he could not grasp its
+significance. Just then he was only anxious to get away as quickly as
+possible from places where people were killing one another, to some
+peaceful refuge where he could recover himself, rest, and think over all
+the strange new facts he had learned; but on reaching Orel he
+immediately fell ill. When he came to himself after his illness he saw
+in attendance on him two of his servants, Terenty and Vaska, who had
+come from Moscow; and also his cousin the eldest princess, who had been
+living on his estate at Elets and hearing of his rescue and illness had
+come to look after him.
+
+It was only gradually during his convalescence that Pierre lost the
+impressions he had become accustomed to during the last few months and
+got used to the idea that no one would oblige him to go anywhere
+tomorrow, that no one would deprive him of his warm bed, and that he
+would be sure to get his dinner, tea, and supper. But for a long time in
+his dreams he still saw himself in the conditions of captivity. In the
+same way little by little he came to understand the news he had been
+told after his rescue, about the death of Prince Andrew, the death of
+his wife, and the destruction of the French.
+
+A joyous feeling of freedom--that complete inalienable freedom natural
+to man which he had first experienced at the first halt outside Moscow--
+filled Pierre's soul during his convalescence. He was surprised to find
+that this inner freedom, which was independent of external conditions,
+now had as it were an additional setting of external liberty. He was
+alone in a strange town, without acquaintances. No one demanded anything
+of him or sent him anywhere. He had all he wanted: the thought of his
+wife which had been a continual torment to him was no longer there,
+since she was no more.
+
+"Oh, how good! How splendid!" said he to himself when a cleanly laid
+table was moved up to him with savory beef tea, or when he lay down for
+the night on a soft clean bed, or when he remembered that the French had
+gone and that his wife was no more. "Oh, how good, how splendid!"
+
+And by old habit he asked himself the question: "Well, and what then?
+What am I going to do?" And he immediately gave himself the answer:
+"Well, I shall live. Ah, how splendid!"
+
+The very question that had formerly tormented him, the thing he had
+continually sought to find--the aim of life--no longer existed for him
+now. That search for the aim of life had not merely disappeared
+temporarily--he felt that it no longer existed for him and could not
+present itself again. And this very absence of an aim gave him the
+complete, joyous sense of freedom which constituted his happiness at
+this time.
+
+He could not see an aim, for he now had faith--not faith in any kind of
+rule, or words, or ideas, but faith in an ever-living, ever-manifest
+God. Formerly he had sought Him in aims he set himself. That search for
+an aim had been simply a search for God, and suddenly in his captivity
+he had learned not by words or reasoning but by direct feeling what his
+nurse had told him long ago: that God is here and everywhere. In his
+captivity he had learned that in Karataev God was greater, more infinite
+and unfathomable than in the Architect of the Universe recognized by the
+Freemasons. He felt like a man who after straining his eyes to see into
+the far distance finds what he sought at his very feet. All his life he
+had looked over the heads of the men around him, when he should have
+merely looked in front of him without straining his eyes.
+
+In the past he had never been able to find that great inscrutable
+infinite something. He had only felt that it must exist somewhere and
+had looked for it. In everything near and comprehensible he had only
+what was limited, petty, commonplace, and senseless. He had equipped
+himself with a mental telescope and looked into remote space, where
+petty worldliness hiding itself in misty distance had seemed to him
+great and infinite merely because it was not clearly seen. And such had
+European life, politics, Freemasonry, philosophy, and philanthropy
+seemed to him. But even then, at moments of weakness as he had accounted
+them, his mind had penetrated to those distances and he had there seen
+the same pettiness, worldliness, and senselessness. Now, however, he had
+learned to see the great, eternal, and infinite in everything, and
+therefore--to see it and enjoy its contemplation--he naturally threw
+away the telescope through which he had till now gazed over men's heads,
+and gladly regarded the ever-changing, eternally great, unfathomable,
+and infinite life around him. And the closer he looked the more tranquil
+and happy he became. That dreadful question, "What for?" which had
+formerly destroyed all his mental edifices, no longer existed for him.
+To that question, "What for?" a simple answer was now always ready in
+his soul: "Because there is a God, that God without whose will not one
+hair falls from a man's head."
+
+
+
+
+CHAPTER XIII
+
+In external ways Pierre had hardly changed at all. In appearance he was
+just what he used to be. As before he was absent-minded and seemed
+occupied not with what was before his eyes but with something special of
+his own. The difference between his former and present self was that
+formerly when he did not grasp what lay before him or was said to him,
+he had puckered his forehead painfully as if vainly seeking to
+distinguish something at a distance. At present he still forgot what was
+said to him and still did not see what was before his eyes, but he now
+looked with a scarcely perceptible and seemingly ironic smile at what
+was before him and listened to what was said, though evidently seeing
+and hearing something quite different. Formerly he had appeared to be a
+kindhearted but unhappy man, and so people had been inclined to avoid
+him. Now a smile at the joy of life always played round his lips, and
+sympathy for others, shone in his eyes with a questioning look as to
+whether they were as contented as he was, and people felt pleased by his
+presence.
+
+Previously he had talked a great deal, grew excited when he talked, and
+seldom listened; now he was seldom carried away in conversation and knew
+how to listen so that people readily told him their most intimate
+secrets.
+
+The princess, who had never liked Pierre and had been particularly
+hostile to him since she had felt herself under obligations to him after
+the old count's death, now after staying a short time in Orel--where she
+had come intending to show Pierre that in spite of his ingratitude she
+considered it her duty to nurse him--felt to her surprise and vexation
+that she had become fond of him. Pierre did not in any way seek her
+approval, he merely studied her with interest. Formerly she had felt
+that he regarded her with indifference and irony, and so had shrunk into
+herself as she did with others and had shown him only the combative side
+of her nature; but now he seemed to be trying to understand the most
+intimate places of her heart, and, mistrustfully at first but afterwards
+gratefully, she let him see the hidden, kindly sides of her character.
+
+The most cunning man could not have crept into her confidence more
+successfully, evoking memories of the best times of her youth and
+showing sympathy with them. Yet Pierre's cunning consisted simply in
+finding pleasure in drawing out the human qualities of the embittered,
+hard, and (in her own way) proud princess.
+
+"Yes, he is a very, very kind man when he is not under the influence of
+bad people but of people such as myself," thought she.
+
+His servants too--Terenty and Vaska--in their own way noticed the change
+that had taken place in Pierre. They considered that he had become much
+"simpler." Terenty, when he had helped him undress and wished him good
+night, often lingered with his master's boots in his hands and clothes
+over his arm, to see whether he would not start a talk. And Pierre,
+noticing that Terenty wanted a chat, generally kept him there.
+
+"Well, tell me... now, how did you get food?" he would ask.
+
+And Terenty would begin talking of the destruction of Moscow, and of the
+old count, and would stand for a long time holding the clothes and
+talking, or sometimes listening to Pierre's stories, and then would go
+out into the hall with a pleasant sense of intimacy with his master and
+affection for him.
+
+The doctor who attended Pierre and visited him every day, though he
+considered it his duty as a doctor to pose as a man whose every moment
+was of value to suffering humanity, would sit for hours with Pierre
+telling him his favorite anecdotes and his observations on the
+characters of his patients in general, and especially of the ladies.
+
+"It's a pleasure to talk to a man like that; he is not like our
+provincials," he would say.
+
+There were several prisoners from the French army in Orel, and the
+doctor brought one of them, a young Italian, to see Pierre.
+
+This officer began visiting Pierre, and the princess used to make fun of
+the tenderness the Italian expressed for him.
+
+The Italian seemed happy only when he could come to see Pierre, talk
+with him, tell him about his past, his life at home, and his love, and
+pour out to him his indignation against the French and especially
+against Napoleon.
+
+"If all Russians are in the least like you, it is sacrilege to fight
+such a nation," he said to Pierre. "You, who have suffered so from the
+French, do not even feel animosity toward them."
+
+Pierre had evoked the passionate affection of the Italian merely by
+evoking the best side of his nature and taking a pleasure in so doing.
+
+During the last days of Pierre's stay in Orel his old masonic
+acquaintance Count Willarski, who had introduced him to the lodge in
+1807, came to see him. Willarski was married to a Russian heiress who
+had a large estate in Orel province, and he occupied a temporary post in
+the commissariat department in that town.
+
+Hearing that Bezukhov was in Orel, Willarski, though they had never been
+intimate, came to him with the professions of friendship and intimacy
+that people who meet in a desert generally express for one another.
+Willarski felt dull in Orel and was pleased to meet a man of his own
+circle and, as he supposed, of similar interests.
+
+But to his surprise Willarski soon noticed that Pierre had lagged much
+behind the times, and had sunk, as he expressed it to himself, into
+apathy and egotism.
+
+"You are letting yourself go, my dear fellow," he said.
+
+But for all that Willarski found it pleasanter now than it had been
+formerly to be with Pierre, and came to see him every day. To Pierre as
+he looked at and listened to Willarski, it seemed strange to think that
+he had been like that himself but a short time before.
+
+Willarski was a married man with a family, busy with his family affairs,
+his wife's affairs, and his official duties. He regarded all these
+occupations as hindrances to life, and considered that they were all
+contemptible because their aim was the welfare of himself and his
+family. Military, administrative, political, and masonic interests
+continually absorbed his attention. And Pierre, without trying to change
+the other's views and without condemning him, but with the quiet,
+joyful, and amused smile now habitual to him, was interested in this
+strange though very familiar phenomenon.
+
+There was a new feature in Pierre's relations with Willarski, with the
+princess, with the doctor, and with all the people he now met, which
+gained for him the general good will. This was his acknowledgment of the
+impossibility of changing a man's convictions by words, and his
+recognition of the possibility of everyone thinking, feeling, and seeing
+things each from his own point of view. This legitimate peculiarity of
+each individual which used to excite and irritate Pierre now became a
+basis of the sympathy he felt for, and the interest he took in, other
+people. The difference, and sometimes complete contradiction, between
+men's opinions and their lives, and between one man and another, pleased
+him and drew from him an amused and gentle smile.
+
+In practical matters Pierre unexpectedly felt within himself a center of
+gravity he had previously lacked. Formerly all pecuniary questions,
+especially requests for money to which, as an extremely wealthy man, he
+was very exposed, produced in him a state of hopeless agitation and
+perplexity. "To give or not to give?" he had asked himself. "I have it
+and he needs it. But someone else needs it still more. Who needs it
+most? And perhaps they are both impostors?" In the old days he had been
+unable to find a way out of all these surmises and had given to all who
+asked as long as he had anything to give. Formerly he had been in a
+similar state of perplexity with regard to every question concerning his
+property, when one person advised one thing and another something else.
+
+Now to his surprise he found that he no longer felt either doubt or
+perplexity about these questions. There was now within him a judge who
+by some rule unknown to him decided what should or should not be done.
+
+He was as indifferent as heretofore to money matters, but now he felt
+certain of what ought and what ought not to be done. The first time he
+had recourse to his new judge was when a French prisoner, a colonel,
+came to him and, after talking a great deal about his exploits,
+concluded by making what amounted to a demand that Pierre should give
+him four thousand francs to send to his wife and children. Pierre
+refused without the least difficulty or effort, and was afterwards
+surprised how simple and easy had been what used to appear so
+insurmountably difficult. At the same time that he refused the colonel's
+demand he made up his mind that he must have recourse to artifice when
+leaving Orel, to induce the Italian officer to accept some money of
+which he was evidently in need. A further proof to Pierre of his own
+more settled outlook on practical matters was furnished by his decision
+with regard to his wife's debts and to the rebuilding of his houses in
+and near Moscow.
+
+His head steward came to him at Orel and Pierre reckoned up with him his
+diminished income. The burning of Moscow had cost him, according to the
+head steward's calculation, about two million rubles.
+
+To console Pierre for these losses the head steward gave him an estimate
+showing that despite these losses his income would not be diminished but
+would even be increased if he refused to pay his wife's debts which he
+was under no obligation to meet, and did not rebuild his Moscow house
+and the country house on his Moscow estate, which had cost him eighty
+thousand rubles a year and brought in nothing.
+
+"Yes, of course that's true," said Pierre with a cheerful smile. "I
+don't need all that at all. By being ruined I have become much richer."
+
+But in January Savelich came from Moscow and gave him an account of the
+state of things there, and spoke of the estimate an architect had made
+of the cost of rebuilding the town and country houses, speaking of this
+as of a settled matter. About the same time he received letters from
+Prince Vasili and other Petersburg acquaintances speaking of his wife's
+debts. And Pierre decided that the steward's proposals which had so
+pleased him were wrong and that he must go to Petersburg and settle his
+wife's affairs and must rebuild in Moscow. Why this was necessary he did
+not know, but he knew for certain that it was necessary. His income
+would be reduced by three fourths, but he felt it must be done.
+
+Willarski was going to Moscow and they agreed to travel together.
+
+During the whole time of his convalescence in Orel Pierre had
+experienced a feeling of joy, freedom, and life; but when during his
+journey he found himself in the open world and saw hundreds of new
+faces, that feeling was intensified. Throughout his journey he felt like
+a schoolboy on holiday. Everyone--the stagecoach driver, the post-house
+overseers, the peasants on the roads and in the villages--had a new
+significance for him. The presence and remarks of Willarski who
+continually deplored the ignorance and poverty of Russia and its
+backwardness compared with Europe only heightened Pierre's pleasure.
+Where Willarski saw deadness Pierre saw an extraordinary strength and
+vitality--the strength which in that vast space amid the snows
+maintained the life of this original, peculiar, and unique people. He
+did not contradict Willarski and even seemed to agree with him--an
+apparent agreement being the simplest way to avoid discussions that
+could lead to nothing--and he smiled joyfully as he listened to him.
+
+
+
+
+CHAPTER XIV
+
+It would be difficult to explain why and whither ants whose heap has
+been destroyed are hurrying: some from the heap dragging bits of
+rubbish, larvae, and corpses, others back to the heap, or why they
+jostle, overtake one another, and fight, and it would be equally
+difficult to explain what caused the Russians after the departure of the
+French to throng to the place that had formerly been Moscow. But when we
+watch the ants round their ruined heap, the tenacity, energy, and
+immense number of the delving insects prove that despite the destruction
+of the heap, something indestructible, which though intangible is the
+real strength of the colony, still exists; and similarly, though in
+Moscow in the month of October there was no government and no churches,
+shrines, riches, or houses--it was still the Moscow it had been in
+August. All was destroyed, except something intangible yet powerful and
+indestructible.
+
+The motives of those who thronged from all sides to Moscow after it had
+been cleared of the enemy were most diverse and personal, and at first
+for the most part savage and brutal. One motive only they all had in
+common: a desire to get to the place that had been called Moscow, to
+apply their activities there.
+
+Within a week Moscow already had fifteen thousand inhabitants, in a
+fortnight twenty-five thousand, and so on. By the autumn of 1813 the
+number, ever increasing and increasing, exceeded what it had been in
+1812.
+
+The first Russians to enter Moscow were the Cossacks of Wintzingerode's
+detachment, peasants from the adjacent villages, and residents who had
+fled from Moscow and had been hiding in its vicinity. The Russians who
+entered Moscow, finding it plundered, plundered it in their turn. They
+continued what the French had begun. Trains of peasant carts came to
+Moscow to carry off to the villages what had been abandoned in the
+ruined houses and the streets. The Cossacks carried off what they could
+to their camps, and the householders seized all they could find in other
+houses and moved it to their own, pretending that it was their property.
+
+But the first plunderers were followed by a second and a third
+contingent, and with increasing numbers plundering became more and more
+difficult and assumed more definite forms.
+
+The French found Moscow abandoned but with all the organizations of
+regular life, with diverse branches of commerce and craftsmanship, with
+luxury, and governmental and religious institutions. These forms were
+lifeless but still existed. There were bazaars, shops, warehouses,
+market stalls, granaries--for the most part still stocked with goods--
+and there were factories and workshops, palaces and wealthy houses
+filled with luxuries, hospitals, prisons, government offices, churches,
+and cathedrals. The longer the French remained the more these forms of
+town life perished, until finally all was merged into one confused,
+lifeless scene of plunder.
+
+The more the plundering by the French continued, the more both the
+wealth of Moscow and the strength of its plunderers was destroyed. But
+plundering by the Russians, with which the reoccupation of the city
+began, had an opposite effect: the longer it continued and the greater
+the number of people taking part in it the more rapidly was the wealth
+of the city and its regular life restored.
+
+Besides the plunderers, very various people, some drawn by curiosity,
+some by official duties, some by self-interest--house owners, clergy,
+officials of all kinds, tradesmen, artisans, and peasants--streamed into
+Moscow as blood flows to the heart.
+
+Within a week the peasants who came with empty carts to carry off
+plunder were stopped by the authorities and made to cart the corpses out
+of the town. Other peasants, having heard of their comrades'
+discomfiture, came to town bringing rye, oats, and hay, and beat down
+one another's prices to below what they had been in former days. Gangs
+of carpenters hoping for high pay arrived in Moscow every day, and on
+all sides logs were being hewn, new houses built, and old, charred ones
+repaired. Tradesmen began trading in booths. Cookshops and taverns were
+opened in partially burned houses. The clergy resumed the services in
+many churches that had not been burned. Donors contributed Church
+property that had been stolen. Government clerks set up their baize-
+covered tables and their pigeonholes of documents in small rooms. The
+higher authorities and the police organized the distribution of goods
+left behind by the French. The owners of houses in which much property
+had been left, brought there from other houses, complained of the
+injustice of taking everything to the Faceted Palace in the Kremlin;
+others insisted that as the French had gathered things from different
+houses into this or that house, it would be unfair to allow its owner to
+keep all that was found there. They abused the police and bribed them,
+made out estimates at ten times their value for government stores that
+had perished in the fire, and demanded relief. And Count Rostopchin
+wrote proclamations.
+
+
+
+
+CHAPTER XV
+
+At the end of January Pierre went to Moscow and stayed in an annex of
+his house which had not been burned. He called on Count Rostopchin and
+on some acquaintances who were back in Moscow, and he intended to leave
+for Petersburg two days later. Everybody was celebrating the victory,
+everything was bubbling with life in the ruined but reviving city.
+Everyone was pleased to see Pierre, everyone wished to meet him, and
+everyone questioned him about what he had seen. Pierre felt particularly
+well disposed toward them all, but was now instinctively on his guard
+for fear of binding himself in any way. To all questions put to him--
+whether important or quite trifling--such as: Where would he live? Was
+he going to rebuild? When was he going to Petersburg and would he mind
+taking a parcel for someone?--he replied: "Yes, perhaps," or, "I think
+so," and so on.
+
+He had heard that the Rostovs were at Kostroma but the thought of
+Natasha seldom occurred to him. If it did it was only as a pleasant
+memory of the distant past. He felt himself not only free from social
+obligations but also from that feeling which, it seemed to him, he had
+aroused in himself.
+
+On the third day after his arrival he heard from the Drubetskoys that
+Princess Mary was in Moscow. The death, sufferings, and last days of
+Prince Andrew had often occupied Pierre's thoughts and now recurred to
+him with fresh vividness. Having heard at dinner that Princess Mary was
+in Moscow and living in her house--which had not been burned--in
+Vozdvizhenka Street, he drove that same evening to see her.
+
+On his way to the house Pierre kept thinking of Prince Andrew, of their
+friendship, of his various meetings with him, and especially of the last
+one at Borodino.
+
+"Is it possible that he died in the bitter frame of mind he was then in?
+Is it possible that the meaning of life was not disclosed to him before
+he died?" thought Pierre. He recalled Karataev and his death and
+involuntarily began to compare these two men, so different, and yet so
+similar in that they had both lived and both died and in the love he
+felt for both of them.
+
+Pierre drove up to the house of the old prince in a most serious mood.
+The house had escaped the fire; it showed signs of damage but its
+general aspect was unchanged. The old footman, who met Pierre with a
+stern face as if wishing to make the visitor feel that the absence of
+the old prince had not disturbed the order of things in the house,
+informed him that the princess had gone to her own apartments, and that
+she received on Sundays.
+
+"Announce me. Perhaps she will see me," said Pierre.
+
+"Yes, sir," said the man. "Please step into the portrait gallery."
+
+A few minutes later the footman returned with Dessalles, who brought
+word from the princess that she would be very glad to see Pierre if he
+would excuse her want of ceremony and come upstairs to her apartment.
+
+In a rather low room lit by one candle sat the princess and with her
+another person dressed in black. Pierre remembered that the princess
+always had lady companions, but who they were and what they were like he
+never knew or remembered. "This must be one of her companions," he
+thought, glancing at the lady in the black dress.
+
+The princess rose quickly to meet him and held out her hand.
+
+"Yes," she said, looking at his altered face after he had kissed her
+hand, "so this is how we meet again. He spoke of you even at the very
+last," she went on, turning her eyes from Pierre to her companion with a
+shyness that surprised him for an instant.
+
+"I was so glad to hear of your safety. It was the first piece of good
+news we had received for a long time."
+
+Again the princess glanced round at her companion with even more
+uneasiness in her manner and was about to add something, but Pierre
+interrupted her.
+
+"Just imagine--I knew nothing about him!" said he. "I thought he had
+been killed. All I know I heard at second hand from others. I only know
+that he fell in with the Rostovs.... What a strange coincidence!"
+
+Pierre spoke rapidly and with animation. He glanced once at the
+companion's face, saw her attentive and kindly gaze fixed on him, and,
+as often happens when one is talking, felt somehow that this companion
+in the black dress was a good, kind, excellent creature who would not
+hinder his conversing freely with Princess Mary.
+
+But when he mentioned the Rostovs, Princess Mary's face expressed still
+greater embarrassment. She again glanced rapidly from Pierre's face to
+that of the lady in the black dress and said:
+
+"Do you really not recognize her?"
+
+Pierre looked again at the companion's pale, delicate face with its
+black eyes and peculiar mouth, and something near to him, long forgotten
+and more than sweet, looked at him from those attentive eyes.
+
+"But no, it can't be!" he thought. "This stern, thin, pale face that
+looks so much older! It cannot be she. It merely reminds me of her." But
+at that moment Princess Mary said, "Natasha!" And with difficulty,
+effort, and stress, like the opening of a door grown rusty on its
+hinges, a smile appeared on the face with the attentive eyes, and from
+that opening door came a breath of fragrance which suffused Pierre with
+a happiness he had long forgotten and of which he had not even been
+thinking--especially at that moment. It suffused him, seized him, and
+enveloped him completely. When she smiled doubt was no longer possible,
+it was Natasha and he loved her.
+
+At that moment Pierre involuntarily betrayed to her, to Princess Mary,
+and above all to himself, a secret of which he himself had been unaware.
+He flushed joyfully yet with painful distress. He tried to hide his
+agitation. But the more he tried to hide it the more clearly--clearer
+than any words could have done--did he betray to himself, to her, and to
+Princess Mary that he loved her.
+
+"No, it's only the unexpectedness of it," thought Pierre. But as soon as
+he tried to continue the conversation he had begun with Princess Mary he
+again glanced at Natasha, and a still-deeper flush suffused his face and
+a still-stronger agitation of mingled joy and fear seized his soul. He
+became confused in his speech and stopped in the middle of what he was
+saying.
+
+Pierre had failed to notice Natasha because he did not at all expect to
+see her there, but he had failed to recognize her because the change in
+her since he last saw her was immense. She had grown thin and pale, but
+that was not what made her unrecognizable; she was unrecognizable at the
+moment he entered because on that face whose eyes had always shone with
+a suppressed smile of the joy of life, now when he first entered and
+glanced at her there was not the least shadow of a smile: only her eyes
+were kindly attentive and sadly interrogative.
+
+Pierre's confusion was not reflected by any confusion on Natasha's part,
+but only by the pleasure that just perceptibly lit up her whole face.
+
+
+
+
+CHAPTER XVI
+
+"She has come to stay with me," said Princess Mary. "The count and
+countess will be here in a few days. The countess is in a dreadful
+state; but it was necessary for Natasha herself to see a doctor. They
+insisted on her coming with me."
+
+"Yes, is there a family free from sorrow now?" said Pierre, addressing
+Natasha. "You know it happened the very day we were rescued. I saw him.
+What a delightful boy he was!"
+
+Natasha looked at him, and by way of answer to his words her eyes
+widened and lit up.
+
+"What can one say or think of as a consolation?" said Pierre. "Nothing!
+Why had such a splendid boy, so full of life, to die?"
+
+"Yes, in these days it would be hard to live without faith..." remarked
+Princess Mary.
+
+"Yes, yes, that is really true," Pierre hastily interrupted her.
+
+"Why is it true?" Natasha asked, looking attentively into Pierre's eyes.
+
+"How can you ask why?" said Princess Mary. "The thought alone of what
+awaits..."
+
+Natasha without waiting for Princess Mary to finish again looked
+inquiringly at Pierre.
+
+"And because," Pierre continued, "only one who believes that there is a
+God ruling us can bear a loss such as hers and... yours."
+
+Natasha had already opened her mouth to speak but suddenly stopped.
+Pierre hurriedly turned away from her and again addressed Princess Mary,
+asking about his friend's last days.
+
+Pierre's confusion had now almost vanished, but at the same time he felt
+that his freedom had also completely gone. He felt that there was now a
+judge of his every word and action whose judgment mattered more to him
+than that of all the rest of the world. As he spoke now he was
+considering what impression his words would make on Natasha. He did not
+purposely say things to please her, but whatever he was saying he
+regarded from her standpoint.
+
+Princess Mary--reluctantly as is usual in such cases--began telling of
+the condition in which she had found Prince Andrew. But Pierre's face
+quivering with emotion, his questions and his eager restless expression,
+gradually compelled her to go into details which she feared to recall
+for her own sake.
+
+"Yes, yes, and so...?" Pierre kept saying as he leaned toward her with
+his whole body and eagerly listened to her story. "Yes, yes... so he
+grew tranquil and softened? With all his soul he had always sought one
+thing--to be perfectly good--so he could not be afraid of death. The
+faults he had--if he had any--were not of his making. So he did
+soften?... What a happy thing that he saw you again," he added, suddenly
+turning to Natasha and looking at her with eyes full of tears.
+
+Natasha's face twitched. She frowned and lowered her eyes for a moment.
+She hesitated for an instant whether to speak or not.
+
+"Yes, that was happiness," she then said in her quiet voice with its
+deep chest notes. "For me it certainly was happiness." She paused. "And
+he... he... he said he was wishing for it at the very moment I entered
+the room...."
+
+Natasha's voice broke. She blushed, pressed her clasped hands on her
+knees, and then controlling herself with an evident effort lifted her
+head and began to speak rapidly.
+
+"We knew nothing of it when we started from Moscow. I did not dare to
+ask about him. Then suddenly Sonya told me he was traveling with us. I
+had no idea and could not imagine what state he was in, all I wanted was
+to see him and be with him," she said, trembling, and breathing quickly.
+
+And not letting them interrupt her she went on to tell what she had
+never yet mentioned to anyone--all she had lived through during those
+three weeks of their journey and life at Yaroslavl.
+
+Pierre listened to her with lips parted and eyes fixed upon her full of
+tears. As he listened he did not think of Prince Andrew, nor of death,
+nor of what she was telling. He listened to her and felt only pity for
+her, for what she was suffering now while she was speaking.
+
+Princess Mary, frowning in her effort to hold back her tears, sat beside
+Natasha, and heard for the first time the story of those last days of
+her brother's and Natasha's love.
+
+Evidently Natasha needed to tell that painful yet joyful tale.
+
+She spoke, mingling most trifling details with the intimate secrets of
+her soul, and it seemed as if she could never finish. Several times she
+repeated the same thing twice.
+
+Dessalles' voice was heard outside the door asking whether little
+Nicholas might come in to say good night.
+
+"Well, that's all--everything," said Natasha.
+
+She got up quickly just as Nicholas entered, almost ran to the door
+which was hidden by curtains, struck her head against it, and rushed
+from the room with a moan either of pain or sorrow.
+
+Pierre gazed at the door through which she had disappeared and did not
+understand why he suddenly felt all alone in the world.
+
+Princess Mary roused him from his abstraction by drawing his attention
+to her nephew who had entered the room.
+
+At that moment of emotional tenderness young Nicholas' face, which
+resembled his father's, affected Pierre so much that when he had kissed
+the boy he got up quickly, took out his handkerchief, and went to the
+window. He wished to take leave of Princess Mary, but she would not let
+him go.
+
+"No, Natasha and I sometimes don't go to sleep till after two, so please
+don't go. I will order supper. Go downstairs, we will come immediately."
+
+Before Pierre left the room Princess Mary told him: "This is the first
+time she has talked of him like that."
+
+
+
+
+CHAPTER XVII
+
+Pierre was shown into the large, brightly lit dining room; a few minutes
+later he heard footsteps and Princess Mary entered with Natasha. Natasha
+was calm, though a severe and grave expression had again settled on her
+face. They all three of them now experienced that feeling of awkwardness
+which usually follows after a serious and heartfelt talk. It is
+impossible to go back to the same conversation, to talk of trifles is
+awkward, and yet the desire to speak is there and silence seems like
+affectation. They went silently to table. The footmen drew back the
+chairs and pushed them up again. Pierre unfolded his cold table napkin
+and, resolving to break the silence, looked at Natasha and at Princess
+Mary. They had evidently both formed the same resolution; the eyes of
+both shone with satisfaction and a confession that besides sorrow life
+also has joy.
+
+"Do you take vodka, Count?" asked Princess Mary, and those words
+suddenly banished the shadows of the past. "Now tell us about yourself,"
+said she. "One hears such improbable wonders about you."
+
+"Yes," replied Pierre with the smile of mild irony now habitual to him.
+"They even tell me wonders I myself never dreamed of! Mary Abramovna
+invited me to her house and kept telling me what had happened, or ought
+to have happened, to me. Stepan Stepanych also instructed me how I ought
+to tell of my experiences. In general I have noticed that it is very
+easy to be an interesting man (I am an interesting man now); people
+invite me out and tell me all about myself."
+
+Natasha smiled and was on the point of speaking.
+
+"We have been told," Princess Mary interrupted her, "that you lost two
+millions in Moscow. Is that true?"
+
+"But I am three times as rich as before," returned Pierre.
+
+Though the position was now altered by his decision to pay his wife's
+debts and to rebuild his houses, Pierre still maintained that he had
+become three times as rich as before.
+
+"What I have certainly gained is freedom," he began seriously, but did
+not continue, noticing that this theme was too egotistic.
+
+"And are you building?"
+
+"Yes. Savelich says I must!"
+
+"Tell me, you did not know of the countess' death when you decided to
+remain in Moscow?" asked Princess Mary and immediately blushed, noticing
+that her question, following his mention of freedom, ascribed to his
+words a meaning he had perhaps not intended.
+
+"No," answered Pierre, evidently not considering awkward the meaning
+Princess Mary had given to his words. "I heard of it in Orel and you
+cannot imagine how it shocked me. We were not an exemplary couple," he
+added quickly, glancing at Natasha and noticing on her face curiosity as
+to how he would speak of his wife, "but her death shocked me terribly.
+When two people quarrel they are always both in fault, and one's own
+guilt suddenly becomes terribly serious when the other is no longer
+alive. And then such a death... without friends and without consolation!
+I am very, very sorry for her," he concluded, and was pleased to notice
+a look of glad approval on Natasha's face.
+
+"Yes, and so you are once more an eligible bachelor," said Princess
+Mary.
+
+Pierre suddenly flushed crimson and for a long time tried not to look at
+Natasha. When he ventured to glance her way again her face was cold,
+stern, and he fancied even contemptuous.
+
+"And did you really see and speak to Napoleon, as we have been told?"
+said Princess Mary.
+
+Pierre laughed.
+
+"No, not once! Everybody seems to imagine that being taken prisoner
+means being Napoleon's guest. Not only did I never see him but I heard
+nothing about him--I was in much lower company!"
+
+Supper was over, and Pierre who at first declined to speak about his
+captivity was gradually led on to do so.
+
+"But it's true that you remained in Moscow to kill Napoleon?" Natasha
+asked with a slight smile. "I guessed it then when we met at the
+Sukharev tower, do you remember?"
+
+Pierre admitted that it was true, and from that was gradually led by
+Princess Mary's questions and especially by Natasha's into giving a
+detailed account of his adventures.
+
+At first he spoke with the amused and mild irony now customary with him
+toward everybody and especially toward himself, but when he came to
+describe the horrors and sufferings he had witnessed he was
+unconsciously carried away and began speaking with the suppressed
+emotion of a man re-experiencing in recollection strong impressions he
+has lived through.
+
+Princess Mary with a gentle smile looked now at Pierre and now at
+Natasha. In the whole narrative she saw only Pierre and his goodness.
+Natasha, leaning on her elbow, the expression of her face constantly
+changing with the narrative, watched Pierre with an attention that never
+wandered--evidently herself experiencing all that he described. Not only
+her look, but her exclamations and the brief questions she put, showed
+Pierre that she understood just what he wished to convey. It was clear
+that she understood not only what he said but also what he wished to,
+but could not, express in words. The account Pierre gave of the incident
+with the child and the woman for protecting whom he was arrested was
+this: "It was an awful sight--children abandoned, some in the flames...
+One was snatched out before my eyes... and there were women who had
+their things snatched off and their earrings torn out..." he flushed and
+grew confused. "Then a patrol arrived and all the men--all those who
+were not looting, that is--were arrested, and I among them."
+
+"I am sure you're not telling us everything; I am sure you did
+something..." said Natasha and pausing added, "something fine?"
+
+Pierre continued. When he spoke of the execution he wanted to pass over
+the horrible details, but Natasha insisted that he should not omit
+anything.
+
+Pierre began to tell about Karataev, but paused. By this time he had
+risen from the table and was pacing the room, Natasha following him with
+her eyes. Then he added:
+
+"No, you can't understand what I learned from that illiterate man--that
+simple fellow."
+
+"Yes, yes, go on!" said Natasha. "Where is he?"
+
+"They killed him almost before my eyes."
+
+And Pierre, his voice trembling continually, went on to tell of the last
+days of their retreat, of Karataev's illness and his death.
+
+He told of his adventures as he had never yet recalled them. He now, as
+it were, saw a new meaning in all he had gone through. Now that he was
+telling it all to Natasha he experienced that pleasure which a man has
+when women listen to him--not clever women who when listening either try
+to remember what they hear to enrich their minds and when opportunity
+offers to retell it, or who wish to adopt it to some thought of their
+own and promptly contribute their own clever comments prepared in their
+little mental workshop--but the pleasure given by real women gifted with
+a capacity to select and absorb the very best a man shows of himself.
+Natasha without knowing it was all attention: she did not lose a word,
+no single quiver in Pierre's voice, no look, no twitch of a muscle in
+his face, nor a single gesture. She caught the unfinished word in its
+flight and took it straight into her open heart, divining the secret
+meaning of all Pierre's mental travail.
+
+Princess Mary understood his story and sympathized with him, but she now
+saw something else that absorbed all her attention. She saw the
+possibility of love and happiness between Natasha and Pierre, and the
+first thought of this filled her heart with gladness.
+
+It was three o'clock in the morning. The footmen came in with sad and
+stern faces to change the candles, but no one noticed them.
+
+Pierre finished his story. Natasha continued to look at him intently
+with bright, attentive, and animated eyes, as if trying to understand
+something more which he had perhaps left untold. Pierre in shamefaced
+and happy confusion glanced occasionally at her, and tried to think what
+to say next to introduce a fresh subject. Princess Mary was silent. It
+occurred to none of them that it was three o'clock and time to go to
+bed.
+
+"People speak of misfortunes and sufferings," remarked Pierre, "but if
+at this moment I were asked: 'Would you rather be what you were before
+you were taken prisoner, or go through all this again?' then for
+heaven's sake let me again have captivity and horseflesh! We imagine
+that when we are thrown out of our usual ruts all is lost, but it is
+only then that what is new and good begins. While there is life there is
+happiness. There is much, much before us. I say this to you," he added,
+turning to Natasha.
+
+"Yes, yes," she said, answering something quite different. "I too should
+wish nothing but to relive it all from the beginning."
+
+Pierre looked intently at her.
+
+"Yes, and nothing more," said Natasha.
+
+"It's not true, not true!" cried Pierre. "I am not to blame for being
+alive and wishing to live--nor you either."
+
+Suddenly Natasha bent her head, covered her face with her hands, and
+began to cry.
+
+"What is it, Natasha?" said Princess Mary.
+
+"Nothing, nothing." She smiled at Pierre through her tears. "Good night!
+It is time for bed."
+
+Pierre rose and took his leave.
+
+Princess Mary and Natasha met as usual in the bedroom. They talked of
+what Pierre had told them. Princess Mary did not express her opinion of
+Pierre nor did Natasha speak of him.
+
+"Well, good night, Mary!" said Natasha. "Do you know, I am often afraid
+that by not speaking of him" (she meant Prince Andrew) "for fear of not
+doing justice to our feelings, we forget him."
+
+Princess Mary sighed deeply and thereby acknowledged the justice of
+Natasha's remark, but she did not express agreement in words.
+
+"Is it possible to forget?" said she.
+
+"It did me so much good to tell all about it today. It was hard and
+painful, but good, very good!" said Natasha. "I am sure he really loved
+him. That is why I told him... Was it all right?" she added, suddenly
+blushing.
+
+"To tell Pierre? Oh, yes. What a splendid man he is!" said Princess
+Mary.
+
+"Do you know, Mary..." Natasha suddenly said with a mischievous smile
+such as Princess Mary had not seen on her face for a long time, "he has
+somehow grown so clean, smooth, and fresh--as if he had just come out of
+a Russian bath; do you understand? Out of a moral bath. Isn't it true?"
+
+"Yes," replied Princess Mary. "He has greatly improved."
+
+"With a short coat and his hair cropped; just as if, well, just as if he
+had come straight from the bath... Papa used to..."
+
+"I understand why he" (Prince Andrew) "liked no one so much as him,"
+said Princess Mary.
+
+"Yes, and yet he is quite different. They say men are friends when they
+are quite different. That must be true. Really he is quite unlike him--
+in everything."
+
+"Yes, but he's wonderful."
+
+"Well, good night," said Natasha.
+
+And the same mischievous smile lingered for a long time on her face as
+if it had been forgotten there.
+
+
+
+
+CHAPTER XVIII
+
+It was a long time before Pierre could fall asleep that night. He paced
+up and down his room, now turning his thoughts on a difficult problem
+and frowning, now suddenly shrugging his shoulders and wincing, and now
+smiling happily.
+
+He was thinking of Prince Andrew, of Natasha, and of their love, at one
+moment jealous of her past, then reproaching himself for that feeling.
+It was already six in the morning and he still paced up and down the
+room.
+
+"Well, what's to be done if it cannot be avoided? What's to be done?
+Evidently it has to be so," said he to himself, and hastily undressing
+he got into bed, happy and agitated but free from hesitation or
+indecision.
+
+"Strange and impossible as such happiness seems, I must do everything
+that she and I may be man and wife," he told himself.
+
+A few days previously Pierre had decided to go to Petersburg on the
+Friday. When he awoke on the Thursday, Savelich came to ask him about
+packing for the journey.
+
+"What, to Petersburg? What is Petersburg? Who is there in Petersburg?"
+he asked involuntarily, though only to himself. "Oh, yes, long ago
+before this happened I did for some reason mean to go to Petersburg," he
+reflected. "Why? But perhaps I shall go. What a good fellow he is and
+how attentive, and how he remembers everything," he thought, looking at
+Savelich's old face, "and what a pleasant smile he has!"
+
+"Well, Savelich, do you still not wish to accept your freedom?" Pierre
+asked him.
+
+"What's the good of freedom to me, your excellency? We lived under the
+late count--the kingdom of heaven be his!--and we have lived under you
+too, without ever being wronged."
+
+"And your children?"
+
+"The children will live just the same. With such masters one can live."
+
+"But what about my heirs?" said Pierre. "Supposing I suddenly marry...
+it might happen," he added with an involuntary smile.
+
+"If I may take the liberty, your excellency, it would be a good thing."
+
+"How easy he thinks it," thought Pierre. "He doesn't know how terrible
+it is and how dangerous. Too soon or too late... it is terrible!"
+
+"So what are your orders? Are you starting tomorrow?" asked Savelich.
+
+"No, I'll put it off for a bit. I'll tell you later. You must forgive
+the trouble I have put you to," said Pierre, and seeing Savelich smile,
+he thought: "But how strange it is that he should not know that now
+there is no Petersburg for me, and that that must be settled first of
+all! But probably he knows it well enough and is only pretending. Shall
+I have a talk with him and see what he thinks?" Pierre reflected. "No,
+another time."
+
+At breakfast Pierre told the princess, his cousin, that he had been to
+see Princess Mary the day before and had there met--"Whom do you think?
+Natasha Rostova!"
+
+The princess seemed to see nothing more extraordinary in that than if he
+had seen Anna Semenovna.
+
+"Do you know her?" asked Pierre.
+
+"I have seen the princess," she replied. "I heard that they were
+arranging a match for her with young Rostov. It would be a very good
+thing for the Rostovs, they are said to be utterly ruined."
+
+"No; I mean do you know Natasha Rostova?"
+
+"I heard about that affair of hers at the time. It was a great pity."
+
+"No, she either doesn't understand or is pretending," thought Pierre.
+"Better not say anything to her either."
+
+The princess too had prepared provisions for Pierre's journey.
+
+"How kind they all are," thought Pierre. "What is surprising is that
+they should trouble about these things now when it can no longer be of
+interest to them. And all for me!"
+
+On the same day the Chief of Police came to Pierre, inviting him to send
+a representative to the Faceted Palace to recover things that were to be
+returned to their owners that day.
+
+"And this man too," thought Pierre, looking into the face of the Chief
+of Police. "What a fine, good-looking officer and how kind. Fancy
+bothering about such trifles now! And they actually say he is not honest
+and takes bribes. What nonsense! Besides, why shouldn't he take bribes?
+That's the way he was brought up, and everybody does it. But what a
+kind, pleasant face and how he smiles as he looks at me."
+
+Pierre went to Princess Mary's to dinner.
+
+As he drove through the streets past the houses that had been burned
+down, he was surprised by the beauty of those ruins. The picturesqueness
+of the chimney stacks and tumble-down walls of the burned-out quarters
+of the town, stretching out and concealing one another, reminded him of
+the Rhine and the Colosseum. The cabmen he met and their passengers, the
+carpenters cutting the timber for new houses with axes, the women
+hawkers, and the shopkeepers, all looked at him with cheerful beaming
+eyes that seemed to say: "Ah, there he is! Let's see what will come of
+it!"
+
+At the entrance to Princess Mary's house Pierre felt doubtful whether he
+had really been there the night before and really seen Natasha and
+talked to her. "Perhaps I imagined it; perhaps I shall go in and find no
+one there." But he had hardly entered the room before he felt her
+presence with his whole being by the loss of his sense of freedom. She
+was in the same black dress with soft folds and her hair was done the
+same way as the day before, yet she was quite different. Had she been
+like this when he entered the day before he could not for a moment have
+failed to recognize her.
+
+She was as he had known her almost as a child and later on as Prince
+Andrew's fiancee. A bright questioning light shone in her eyes, and on
+her face was a friendly and strangely roguish expression.
+
+Pierre dined with them and would have spent the whole evening there, but
+Princess Mary was going to vespers and Pierre left the house with her.
+
+Next day he came early, dined, and stayed the whole evening. Though
+Princess Mary and Natasha were evidently glad to see their visitor and
+though all Pierre's interest was now centered in that house, by the
+evening they had talked over everything and the conversation passed from
+one trivial topic to another and repeatedly broke off. He stayed so long
+that Princess Mary and Natasha exchanged glances, evidently wondering
+when he would go. Pierre noticed this but could not go. He felt uneasy
+and embarrassed, but sat on because he simply could not get up and take
+his leave.
+
+Princess Mary, foreseeing no end to this, rose first, and complaining of
+a headache began to say good night.
+
+"So you are going to Petersburg tomorrow?" she asked.
+
+"No, I am not going," Pierre replied hastily, in a surprised tone and as
+though offended. "Yes... no... to Petersburg? Tomorrow--but I won't say
+good-by yet. I will call round in case you have any commissions for me,"
+said he, standing before Princess Mary and turning red, but not taking
+his departure.
+
+Natasha gave him her hand and went out. Princess Mary on the other hand
+instead of going away sank into an armchair, and looked sternly and
+intently at him with her deep, radiant eyes. The weariness she had
+plainly shown before had now quite passed off. With a deep and long-
+drawn sigh she seemed to be prepared for a lengthy talk.
+
+When Natasha left the room Pierre's confusion and awkwardness
+immediately vanished and were replaced by eager excitement. He quickly
+moved an armchair toward Princess Mary.
+
+"Yes, I wanted to tell you," said he, answering her look as if she had
+spoken. "Princess, help me! What am I to do? Can I hope? Princess, my
+dear friend, listen! I know it all. I know I am not worthy of her, I
+know it's impossible to speak of it now. But I want to be a brother to
+her. No, not that, I don't, I can't..."
+
+He paused and rubbed his face and eyes with his hands.
+
+"Well," he went on with an evident effort at self-control and coherence.
+"I don't know when I began to love her, but I have loved her and her
+alone all my life, and I love her so that I cannot imagine life without
+her. I cannot propose to her at present, but the thought that perhaps
+she might someday be my wife and that I may be missing that
+possibility... that possibility... is terrible. Tell me, can I hope?
+Tell me what I am to do, dear princess!" he added after a pause, and
+touched her hand as she did not reply.
+
+"I am thinking of what you have told me," answered Princess Mary. "This
+is what I will say. You are right that to speak to her of love at
+present..."
+
+Princess Mary stopped. She was going to say that to speak of love was
+impossible, but she stopped because she had seen by the sudden change in
+Natasha two days before that she would not only not be hurt if Pierre
+spoke of his love, but that it was the very thing she wished for.
+
+"To speak to her now wouldn't do," said the princess all the same.
+
+"But what am I to do?"
+
+"Leave it to me," said Princess Mary. "I know..."
+
+Pierre was looking into Princess Mary's eyes.
+
+"Well?... Well?..." he said.
+
+"I know that she loves... will love you," Princess Mary corrected
+herself.
+
+Before her words were out, Pierre had sprung up and with a frightened
+expression seized Princess Mary's hand.
+
+"What makes you think so? You think I may hope? You think...?"
+
+"Yes, I think so," said Princess Mary with a smile. "Write to her
+parents, and leave it to me. I will tell her when I can. I wish it to
+happen and my heart tells me it will."
+
+"No, it cannot be! How happy I am! But it can't be.... How happy I am!
+No, it can't be!" Pierre kept saying as he kissed Princess Mary's hands.
+
+"Go to Petersburg, that will be best. And I will write to you," she
+said.
+
+"To Petersburg? Go there? Very well, I'll go. But I may come again
+tomorrow?"
+
+Next day Pierre came to say good-by. Natasha was less animated than she
+had been the day before; but that day as he looked at her Pierre
+sometimes felt as if he was vanishing and that neither he nor she
+existed any longer, that nothing existed but happiness. "Is it possible?
+No, it can't be," he told himself at every look, gesture, and word that
+filled his soul with joy.
+
+When on saying good-by he took her thin, slender hand, he could not help
+holding it a little longer in his own.
+
+"Is it possible that this hand, that face, those eyes, all this treasure
+of feminine charm so strange to me now, is it possible that it will one
+day be mine forever, as familiar to me as I am to myself?... No, that's
+impossible!..."
+
+"Good-bye, Count," she said aloud. "I shall look forward very much to
+your return," she added in a whisper.
+
+And these simple words, her look, and the expression on her face which
+accompanied them, formed for two months the subject of inexhaustible
+memories, interpretations, and happy meditations for Pierre. "'I shall
+look forward very much to your return....' Yes, yes, how did she say it?
+Yes, 'I shall look forward very much to your return.' Oh, how happy I
+am! What is happening to me? How happy I am!" said Pierre to himself.
+
+
+
+
+CHAPTER XIX
+
+There was nothing in Pierre's soul now at all like what had troubled it
+during his courtship of Helene.
+
+He did not repeat to himself with a sickening feeling of shame the words
+he had spoken, or say: "Oh, why did I not say that?" and, "Whatever made
+me say 'Je vous aime'?" On the contrary, he now repeated in imagination
+every word that he or Natasha had spoken and pictured every detail of
+her face and smile, and did not wish to diminish or add anything, but
+only to repeat it again and again. There was now not a shadow of doubt
+in his mind as to whether what he had undertaken was right or wrong.
+Only one terrible doubt sometimes crossed his mind: "Wasn't it all a
+dream? Isn't Princess Mary mistaken? Am I not too conceited and self-
+confident? I believe all this--and suddenly Princess Mary will tell her,
+and she will be sure to smile and say: 'How strange! He must be deluding
+himself. Doesn't he know that he is a man, just a man, while I...? I am
+something altogether different and higher.'"
+
+That was the only doubt often troubling Pierre. He did not now make any
+plans. The happiness before him appeared so inconceivable that if only
+he could attain it, it would be the end of all things. Everything ended
+with that.
+
+A joyful, unexpected frenzy, of which he had thought himself incapable,
+possessed him. The whole meaning of life--not for him alone but for the
+whole world--seemed to him centered in his love and the possibility of
+being loved by her. At times everybody seemed to him to be occupied with
+one thing only--his future happiness. Sometimes it seemed to him that
+other people were all as pleased as he was himself and merely tried to
+hide that pleasure by pretending to be busy with other interests. In
+every word and gesture he saw allusions to his happiness. He often
+surprised those he met by his significantly happy looks and smiles which
+seemed to express a secret understanding between him and them. And when
+he realized that people might not be aware of his happiness, he pitied
+them with his whole heart and felt a desire somehow to explain to them
+that all that occupied them was a mere frivolous trifle unworthy of
+attention.
+
+When it was suggested to him that he should enter the civil service, or
+when the war or any general political affairs were discussed on the
+assumption that everybody's welfare depended on this or that issue of
+events, he would listen with a mild and pitying smile and surprise
+people by his strange comments. But at this time he saw everybody--both
+those who, as he imagined, understood the real meaning of life (that is,
+what he was feeling) and those unfortunates who evidently did not
+understand it--in the bright light of the emotion that shone within
+himself, and at once without any effort saw in everyone he met
+everything that was good and worthy of being loved.
+
+When dealing with the affairs and papers of his dead wife, her memory
+aroused in him no feeling but pity that she had not known the bliss he
+now knew. Prince Vasili, who having obtained a new post and some fresh
+decorations was particularly proud at this time, seemed to him a
+pathetic, kindly old man much to be pitied.
+
+Often in afterlife Pierre recalled this period of blissful insanity. All
+the views he formed of men and circumstances at this time remained true
+for him always. He not only did not renounce them subsequently, but when
+he was in doubt or inwardly at variance, he referred to the views he had
+held at this time of his madness and they always proved correct.
+
+"I may have appeared strange and queer then," he thought, "but I was not
+so mad as I seemed. On the contrary I was then wiser and had more
+insight than at any other time, and understood all that is worth
+understanding in life, because... because I was happy."
+
+Pierre's insanity consisted in not waiting, as he used to do, to
+discover personal attributes which he termed "good qualities" in people
+before loving them; his heart was now overflowing with love, and by
+loving people without cause he discovered indubitable causes for loving
+them.
+
+
+
+
+CHAPTER XX
+
+After Pierre's departure that first evening, when Natasha had said to
+Princess Mary with a gaily mocking smile: "He looks just, yes, just as
+if he had come out of a Russian bath--in a short coat and with his hair
+cropped," something hidden and unknown to herself, but irrepressible,
+awoke in Natasha's soul.
+
+Everything: her face, walk, look, and voice, was suddenly altered. To
+her own surprise a power of life and hope of happiness rose to the
+surface and demanded satisfaction. From that evening she seemed to have
+forgotten all that had happened to her. She no longer complained of her
+position, did not say a word about the past, and no longer feared to
+make happy plans for the future. She spoke little of Pierre, but when
+Princess Mary mentioned him a long-extinguished light once more kindled
+in her eyes and her lips curved with a strange smile.
+
+
+The change that took place in Natasha at first surprised Princess Mary;
+but when she understood its meaning it grieved her. "Can she have loved
+my brother so little as to be able to forget him so soon?" she thought
+when she reflected on the change. But when she was with Natasha she was
+not vexed with her and did not reproach her. The reawakened power of
+life that had seized Natasha was so evidently irrepressible and
+unexpected by her that in her presence Princess Mary felt that she had
+no right to reproach her even in her heart.
+
+Natasha gave herself up so fully and frankly to this new feeling that
+she did not try to hide the fact that she was no longer sad, but bright
+and cheerful.
+
+When Princess Mary returned to her room after her nocturnal talk with
+Pierre, Natasha met her on the threshold.
+
+"He has spoken? Yes? He has spoken?" she repeated.
+
+And a joyful yet pathetic expression which seemed to beg forgiveness for
+her joy settled on Natasha's face.
+
+"I wanted to listen at the door, but I knew you would tell me."
+
+Understandable and touching as the look with which Natasha gazed at her
+seemed to Princess Mary, and sorry as she was to see her agitation,
+these words pained her for a moment. She remembered her brother and his
+love.
+
+"But what's to be done? She can't help it," thought the princess.
+
+And with a sad and rather stern look she told Natasha all that Pierre
+had said. On hearing that he was going to Petersburg Natasha was
+astounded.
+
+"To Petersburg!" she repeated as if unable to understand.
+
+But noticing the grieved expression on Princess Mary's face she guessed
+the reason of that sadness and suddenly began to cry.
+
+"Mary," said she, "tell me what I should do! I am afraid of being bad.
+Whatever you tell me, I will do. Tell me...."
+
+"You love him?"
+
+"Yes," whispered Natasha.
+
+"Then why are you crying? I am happy for your sake," said Princess Mary,
+who because of those tears quite forgave Natasha's joy.
+
+"It won't be just yet--someday. Think what fun it will be when I am his
+wife and you marry Nicholas!"
+
+"Natasha, I have asked you not to speak of that. Let us talk about you."
+
+They were silent awhile.
+
+"But why go to Petersburg?" Natasha suddenly asked, and hastily replied
+to her own question. "But no, no, he must... Yes, Mary, He must...."
+
+FIRST EPILOGUE: 1813 - 20
+
+
+
+
+CHAPTER I
+
+Seven years had passed. The storm-tossed sea of European history had
+subsided within its shores and seemed to have become calm. But the
+mysterious forces that move humanity (mysterious because the laws of
+their motion are unknown to us) continued to operate.
+
+Though the surface of the sea of history seemed motionless, the movement
+of humanity went on as unceasingly as the flow of time. Various groups
+of people formed and dissolved, the coming formation and dissolution of
+kingdoms and displacement of peoples was in course of preparation.
+
+The sea of history was not driven spasmodically from shore to shore as
+previously. It was seething in its depths. Historic figures were not
+borne by the waves from one shore to another as before. They now seemed
+to rotate on one spot. The historical figures at the head of armies, who
+formerly reflected the movement of the masses by ordering wars,
+campaigns, and battles, now reflected the restless movement by political
+and diplomatic combinations, laws, and treaties.
+
+The historians call this activity of the historical figures "the
+reaction."
+
+In dealing with this period they sternly condemn the historical
+personages who, in their opinion, caused what they describe as the
+reaction. All the well-known people of that period, from Alexander and
+Napoleon to Madame de Stael, Photius, Schelling, Fichte, Chateaubriand,
+and the rest, pass before their stern judgment seat and are acquitted or
+condemned according to whether they conduced to progress or to reaction.
+
+According to their accounts a reaction took place at that time in Russia
+also, and the chief culprit was Alexander I, the same man who according
+to them was the chief cause of the liberal movement at the commencement
+of his reign, being the savior of Russia.
+
+There is no one in Russian literature now, from schoolboy essayist to
+learned historian, who does not throw his little stone at Alexander for
+things he did wrong at this period of his reign.
+
+"He ought to have acted in this way and in that way. In this case he did
+well and in that case badly. He behaved admirably at the beginning of
+his reign and during 1812, but acted badly by giving a constitution to
+Poland, forming the Holy Alliance, entrusting power to Arakcheev,
+favoring Golitsyn and mysticism, and afterwards Shishkov and Photius. He
+also acted badly by concerning himself with the active army and
+disbanding the Semenov regiment."
+
+It would take a dozen pages to enumerate all the reproaches the
+historians address to him, based on their knowledge of what is good for
+humanity.
+
+What do these reproaches mean?
+
+Do not the very actions for which the historians praise Alexander I (the
+liberal attempts at the beginning of his reign, his struggle with
+Napoleon, the firmness he displayed in 1812 and the campaign of 1813)
+flow from the same sources--the circumstances of his birth, education,
+and life--that made his personality what it was and from which the
+actions for which they blame him (the Holy Alliance, the restoration of
+Poland, and the reaction of 1820 and later) also flowed?
+
+In what does the substance of those reproaches lie?
+
+It lies in the fact that an historic character like Alexander I,
+standing on the highest possible pinnacle of human power with the
+blinding light of history focused upon him; a character exposed to those
+strongest of all influences: the intrigues, flattery, and self-deception
+inseparable from power; a character who at every moment of his life felt
+a responsibility for all that was happening in Europe; and not a
+fictitious but a live character who like every man had his personal
+habits, passions, and impulses toward goodness, beauty, and truth--that
+this character--though not lacking in virtue (the historians do not
+accuse him of that)--had not the same conception of the welfare of
+humanity fifty years ago as a present-day professor who from his youth
+upwards has been occupied with learning: that is, with books and
+lectures and with taking notes from them.
+
+But even if we assume that fifty years ago Alexander I was mistaken in
+his view of what was good for the people, we must inevitably assume that
+the historian who judges Alexander will also after the lapse of some
+time turn out to be mistaken in his view of what is good for humanity.
+This assumption is all the more natural and inevitable because, watching
+the movement of history, we see that every year and with each new
+writer, opinion as to what is good for mankind changes; so that what
+once seemed good, ten years later seems bad, and vice versa. And what is
+more, we find at one and the same time quite contradictory views as to
+what is bad and what is good in history: some people regard giving a
+constitution to Poland and forming the Holy Alliance as praiseworthy in
+Alexander, while others regard it as blameworthy.
+
+The activity of Alexander or of Napoleon cannot be called useful or
+harmful, for it is impossible to say for what it was useful or harmful.
+If that activity displeases somebody, this is only because it does not
+agree with his limited understanding of what is good. Whether the
+preservation of my father's house in Moscow, or the glory of the Russian
+arms, or the prosperity of the Petersburg and other universities, or the
+freedom of Poland or the greatness of Russia, or the balance of power in
+Europe, or a certain kind of European culture called "progress" appear
+to me to be good or bad, I must admit that besides these things the
+action of every historic character has other more general purposes
+inaccessible to me.
+
+But let us assume that what is called science can harmonize all
+contradictions and possesses an unchanging standard of good and bad by
+which to try historic characters and events; let us say that Alexander
+could have done everything differently; let us say that with guidance
+from those who blame him and who profess to know the ultimate aim of the
+movement of humanity, he might have arranged matters according to the
+program his present accusers would have given him--of nationality,
+freedom, equality, and progress (these, I think, cover the ground). Let
+us assume that this program was possible and had then been formulated,
+and that Alexander had acted on it. What would then have become of the
+activity of all those who opposed the tendency that then prevailed in
+the government--an activity that in the opinion of the historians was
+good and beneficent? Their activity would not have existed: there would
+have been no life, there would have been nothing.
+
+If we admit that human life can be ruled by reason, the possibility of
+life is destroyed.
+
+
+
+
+CHAPTER II
+
+If we assume as the historians do that great men lead humanity to the
+attainment of certain ends--the greatness of Russia or of France, the
+balance of power in Europe, the diffusion of the ideas of the
+Revolution, general progress, or anything else--then it is impossible to
+explain the facts of history without introducing the conceptions of
+chance and genius.
+
+If the aim of the European wars at the beginning of the nineteenth
+century had been the aggrandizement of Russia, that aim might have been
+accomplished without all the preceding wars and without the invasion. If
+the aim was the aggrandizement of France, that might have been attained
+without the Revolution and without the Empire. If the aim was the
+dissemination of ideas, the printing press could have accomplished that
+much better than warfare. If the aim was the progress of civilization,
+it is easy to see that there are other ways of diffusing civilization
+more expedient than by the destruction of wealth and of human lives.
+
+Why did it happen in this and not in some other way?
+
+Because it happened so! "Chance created the situation; genius utilized
+it," says history.
+
+But what is chance? What is genius?
+
+The words chance and genius do not denote any really existing thing and
+therefore cannot be defined. Those words only denote a certain stage of
+understanding of phenomena. I do not know why a certain event occurs; I
+think that I cannot know it; so I do not try to know it and I talk about
+chance. I see a force producing effects beyond the scope of ordinary
+human agencies; I do not understand why this occurs and I talk of
+genius.
+
+To a herd of rams, the ram the herdsman drives each evening into a
+special enclosure to feed and that becomes twice as fat as the others
+must seem to be a genius. And it must appear an astonishing conjunction
+of genius with a whole series of extraordinary chances that this ram,
+who instead of getting into the general fold every evening goes into a
+special enclosure where there are oats--that this very ram, swelling
+with fat, is killed for meat.
+
+But the rams need only cease to suppose that all that happens to them
+happens solely for the attainment of their sheepish aims; they need only
+admit that what happens to them may also have purposes beyond their ken,
+and they will at once perceive a unity and coherence in what happened to
+the ram that was fattened. Even if they do not know for what purpose
+they are fattened, they will at least know that all that happened to the
+ram did not happen accidentally, and will no longer need the conceptions
+of chance or genius.
+
+Only by renouncing our claim to discern a purpose immediately
+intelligible to us, and admitting the ultimate purpose to be beyond our
+ken, may we discern the sequence of experiences in the lives of historic
+characters and perceive the cause of the effect they produce
+(incommensurable with ordinary human capabilities), and then the words
+chance and genius become superfluous.
+
+We need only confess that we do not know the purpose of the European
+convulsions and that we know only the facts--that is, the murders, first
+in France, then in Italy, in Africa, in Prussia, in Austria, in Spain,
+and in Russia--and that the movements from the west to the east and from
+the east to the west form the essence and purpose of these events, and
+not only shall we have no need to see exceptional ability and genius in
+Napoleon and Alexander, but we shall be unable to consider them to be
+anything but like other men, and we shall not be obliged to have
+recourse to chance for an explanation of those small events which made
+these people what they were, but it will be clear that all those small
+events were inevitable.
+
+By discarding a claim to knowledge of the ultimate purpose, we shall
+clearly perceive that just as one cannot imagine a blossom or seed for
+any single plant better suited to it than those it produces, so it is
+impossible to imagine any two people more completely adapted down to the
+smallest detail for the purpose they had to fulfill, than Napoleon and
+Alexander with all their antecedents.
+
+
+
+
+CHAPTER III
+
+The fundamental and essential significance of the European events of the
+beginning of the nineteenth century lies in the movement of the mass of
+the European peoples from west to east and afterwards from east to west.
+The commencement of that movement was the movement from west to east.
+For the peoples of the west to be able to make their warlike movement to
+Moscow it was necessary: (1) that they should form themselves into a
+military group of a size able to endure a collision with the warlike
+military group of the east, (2) that they should abandon all established
+traditions and customs, and (3) that during their military movement they
+should have at their head a man who could justify to himself and to them
+the deceptions, robberies, and murders which would have to be committed
+during that movement.
+
+And beginning with the French Revolution the old inadequately large
+group was destroyed, as well as the old habits and traditions, and step
+by step a group was formed of larger dimensions with new customs and
+traditions, and a man was produced who would stand at the head of the
+coming movement and bear the responsibility for all that had to be done.
+
+A man without convictions, without habits, without traditions, without a
+name, and not even a Frenchman, emerges--by what seem the strangest
+chances--from among all the seething French parties, and without joining
+any one of them is borne forward to a prominent position.
+
+The ignorance of his colleagues, the weakness and insignificance of his
+opponents, the frankness of his falsehoods, and the dazzling and self-
+confident limitations of this man raise him to the head of the army. The
+brilliant qualities of the soldiers of the army sent to Italy, his
+opponents' reluctance to fight, and his own childish audacity and self-
+confidence secure him military fame. Innumerable so-called chances
+accompany him everywhere. The disfavor into which he falls with the
+rulers of France turns to his advantage. His attempts to avoid his
+predestined path are unsuccessful: he is not received into the Russian
+service, and the appointment he seeks in Turkey comes to nothing. During
+the war in Italy he is several times on the verge of destruction and
+each time is saved in an unexpected manner. Owing to various diplomatic
+considerations the Russian armies--just those which might have destroyed
+his prestige--do not appear upon the scene till he is no longer there.
+
+On his return from Italy he finds the government in Paris in a process
+of dissolution in which all those who are in it are inevitably wiped out
+and destroyed. And by chance an escape from this dangerous position
+presents itself in the form of an aimless and senseless expedition to
+Africa. Again so-called chance accompanies him. Impregnable Malta
+surrenders without a shot; his most reckless schemes are crowned with
+success. The enemy's fleet, which subsequently did not let a single boat
+pass, allows his entire army to elude it. In Africa a whole series of
+outrages are committed against the almost unarmed inhabitants. And the
+men who commit these crimes, especially their leader, assure themselves
+that this is admirable, this is glory--it resembles Caesar and Alexander
+the Great and is therefore good.
+
+This ideal of glory and grandeur--which consists not merely in
+considering nothing wrong that one does but in priding oneself on every
+crime one commits, ascribing to it an incomprehensible supernatural
+significance--that ideal, destined to guide this man and his associates,
+had scope for its development in Africa. Whatever he does succeeds. The
+plague does not touch him. The cruelty of murdering prisoners is not
+imputed to him as a fault. His childishly rash, uncalled-for, and
+ignoble departure from Africa, leaving his comrades in distress, is set
+down to his credit, and again the enemy's fleet twice lets him slip
+past. When, intoxicated by the crimes he has committed so successfully,
+he reaches Paris, the dissolution of the republican government, which a
+year earlier might have ruined him, has reached its extreme limit, and
+his presence there now as a newcomer free from party entanglements can
+only serve to exalt him--and though he himself has no plan, he is quite
+ready for his new role.
+
+He had no plan, he was afraid of everything, but the parties snatched at
+him and demanded his participation.
+
+He alone--with his ideal of glory and grandeur developed in Italy and
+Egypt, his insane self-adulation, his boldness in crime and frankness in
+lying--he alone could justify what had to be done.
+
+He is needed for the place that awaits him, and so almost apart from his
+will and despite his indecision, his lack of a plan, and all his
+mistakes, he is drawn into a conspiracy that aims at seizing power and
+the conspiracy is crowned with success.
+
+He is pushed into a meeting of the legislature. In alarm he wishes to
+flee, considering himself lost. He pretends to fall into a swoon and
+says senseless things that should have ruined him. But the once proud
+and shrewd rulers of France, feeling that their part is played out, are
+even more bewildered than he, and do not say the words they should have
+said to destroy him and retain their power.
+
+Chance, millions of chances, give him power, and all men as if by
+agreement co-operate to confirm that power. Chance forms the characters
+of the rulers of France, who submit to him; chance forms the character
+of Paul I of Russia who recognizes his government; chance contrives a
+plot against him which not only fails to harm him but confirms his
+power. Chance puts the Duc d'Enghien in his hands and unexpectedly
+causes him to kill him--thereby convincing the mob more forcibly than in
+any other way that he had the right, since he had the might. Chance
+contrives that though he directs all his efforts to prepare an
+expedition against England (which would inevitably have ruined him) he
+never carries out that intention, but unexpectedly falls upon Mack and
+the Austrians, who surrender without a battle. Chance and genius give
+him the victory at Austerlitz; and by chance all men, not only the
+French but all Europe--except England which does not take part in the
+events about to happen--despite their former horror and detestation of
+his crimes, now recognize his authority, the title he has given himself,
+and his ideal of grandeur and glory, which seems excellent and
+reasonable to them all.
+
+As if measuring themselves and preparing for the coming movement, the
+western forces push toward the east several times in 1805, 1806, 1807,
+and 1809, gaining strength and growing. In 1811 the group of people that
+had formed in France unites into one group with the peoples of Central
+Europe. The strength of the justification of the man who stands at the
+head of the movement grows with the increased size of the group. During
+the ten-year preparatory period this man had formed relations with all
+the crowned heads of Europe. The discredited rulers of the world can
+oppose no reasonable ideal to the insensate Napoleonic ideal of glory
+and grandeur. One after another they hasten to display their
+insignificance before him. The King of Prussia sends his wife to seek
+the great man's mercy; the Emperor of Austria considers it a favor that
+this man receives a daughter of the Caesars into his bed; the Pope, the
+guardian of all that the nations hold sacred, utilizes religion for the
+aggrandizement of the great man. It is not Napoleon who prepares himself
+for the accomplishment of his role, so much as all those round him who
+prepare him to take on himself the whole responsibility for what is
+happening and has to happen. There is no step, no crime or petty fraud
+he commits, which in the mouths of those around him is not at once
+represented as a great deed. The most suitable fete the Germans can
+devise for him is a celebration of Jena and Auerstadt. Not only is he
+great, but so are his ancestors, his brothers, his stepsons, and his
+brothers-in-law. Everything is done to deprive him of the remains of his
+reason and to prepare him for his terrible part. And when he is ready so
+too are the forces.
+
+The invasion pushes eastward and reaches its final goal--Moscow. That
+city is taken; the Russian army suffers heavier losses than the opposing
+armies had suffered in the former war from Austerlitz to Wagram. But
+suddenly instead of those chances and that genius which hitherto had so
+consistently led him by an uninterrupted series of successes to the
+predestined goal, an innumerable sequence of inverse chances occur--from
+the cold in his head at Borodino to the sparks which set Moscow on fire,
+and the frosts--and instead of genius, stupidity and immeasurable
+baseness become evident.
+
+The invaders flee, turn back, flee again, and all the chances are now
+not for Napoleon but always against him.
+
+A countermovement is then accomplished from east to west with a
+remarkable resemblance to the preceding movement from west to east.
+Attempted drives from east to west--similar to the contrary movements of
+1805, 1807, and 1809--precede the great westward movement; there is the
+same coalescence into a group of enormous dimensions; the same adhesion
+of the people of Central Europe to the movement; the same hesitation
+midway, and the same increasing rapidity as the goal is approached.
+
+Paris, the ultimate goal, is reached. The Napoleonic government and army
+are destroyed. Napoleon himself is no longer of any account; all his
+actions are evidently pitiful and mean, but again an inexplicable chance
+occurs. The allies detest Napoleon whom they regard as the cause of
+their sufferings. Deprived of power and authority, his crimes and his
+craft exposed, he should have appeared to them what he appeared ten
+years previously and one year later--an outlawed brigand. But by some
+strange chance no one perceives this. His part is not yet ended. The man
+who ten years before and a year later was considered an outlawed brigand
+is sent to an island two days' sail from France, which for some reason
+is presented to him as his dominion, and guards are given to him and
+millions of money are paid him.
+
+
+
+
+CHAPTER IV
+
+The flood of nations begins to subside into its normal channels. The
+waves of the great movement abate, and on the calm surface eddies are
+formed in which float the diplomatists, who imagine that they have
+caused the floods to abate.
+
+But the smooth sea again suddenly becomes disturbed. The diplomatists
+think that their disagreements are the cause of this fresh pressure of
+natural forces; they anticipate war between their sovereigns; the
+position seems to them insoluble. But the wave they feel to be rising
+does not come from the quarter they expect. It rises again from the same
+point as before--Paris. The last backwash of the movement from the west
+occurs: a backwash which serves to solve the apparently insuperable
+diplomatic difficulties and ends the military movement of that period of
+history.
+
+The man who had devastated France returns to France alone, without any
+conspiracy and without soldiers. Any guard might arrest him, but by
+strange chance no one does so and all rapturously greet the man they
+cursed the day before and will curse again a month later.
+
+This man is still needed to justify the final collective act.
+
+That act is performed.
+
+The last role is played. The actor is bidden to disrobe and wash off his
+powder and paint: he will not be wanted any more.
+
+And some years pass during which he plays a pitiful comedy to himself in
+solitude on his island, justifying his actions by intrigues and lies
+when the justification is no longer needed, and displaying to the whole
+world what it was that people had mistaken for strength as long as an
+unseen hand directed his actions.
+
+The manager having brought the drama to a close and stripped the actor
+shows him to us.
+
+"See what you believed in! This is he! Do you now see that it was not he
+but I who moved you?"
+
+But dazed by the force of the movement, it was long before people
+understood this.
+
+Still greater coherence and inevitability is seen in the life of
+Alexander I, the man who stood at the head of the countermovement from
+east to west.
+
+What was needed for him who, overshadowing others, stood at the head of
+that movement from east to west?
+
+What was needed was a sense of justice and a sympathy with European
+affairs, but a remote sympathy not dulled by petty interests; a moral
+superiority over those sovereigns of the day who co-operated with him; a
+mild and attractive personality; and a personal grievance against
+Napoleon. And all this was found in Alexander I; all this had been
+prepared by innumerable so-called chances in his life: his education,
+his early liberalism, the advisers who surrounded him, and by
+Austerlitz, and Tilsit, and Erfurt.
+
+During the national war he was inactive because he was not needed. But
+as soon as the necessity for a general European war presented itself he
+appeared in his place at the given moment and, uniting the nations of
+Europe, led them to the goal.
+
+The goal is reached. After the final war of 1815 Alexander possesses all
+possible power. How does he use it?
+
+Alexander I--the pacifier of Europe, the man who from his early years
+had striven only for his people's welfare, the originator of the liberal
+innovations in his fatherland--now that he seemed to possess the utmost
+power and therefore to have the possibility of bringing about the
+welfare of his peoples--at the time when Napoleon in exile was drawing
+up childish and mendacious plans of how he would have made mankind happy
+had he retained power--Alexander I, having fulfilled his mission and
+feeling the hand of God upon him, suddenly recognizes the insignificance
+of that supposed power, turns away from it, and gives it into the hands
+of contemptible men whom he despises, saying only:
+
+"Not unto us, not unto us, but unto Thy Name!... I too am a man like the
+rest of you. Let me live like a man and think of my soul and of God."
+
+As the sun and each atom of ether is a sphere complete in itself, and
+yet at the same time only a part of a whole too immense for man to
+comprehend, so each individual has within himself his own aims and yet
+has them to serve a general purpose incomprehensible to man.
+
+A bee settling on a flower has stung a child. And the child is afraid of
+bees and declares that bees exist to sting people. A poet admires the
+bee sucking from the chalice of a flower and says it exists to suck the
+fragrance of flowers. A beekeeper, seeing the bee collect pollen from
+flowers and carry it to the hive, says that it exists to gather honey.
+Another beekeeper who has studied the life of the hive more closely says
+that the bee gathers pollen dust to feed the young bees and rear a
+queen, and that it exists to perpetuate its race. A botanist notices
+that the bee flying with the pollen of a male flower to a pistil
+fertilizes the latter, and sees in this the purpose of the bee's
+existence. Another, observing the migration of plants, notices that the
+bee helps in this work, and may say that in this lies the purpose of the
+bee. But the ultimate purpose of the bee is not exhausted by the first,
+the second, or any of the processes the human mind can discern. The
+higher the human intellect rises in the discovery of these purposes, the
+more obvious it becomes, that the ultimate purpose is beyond our
+comprehension.
+
+All that is accessible to man is the relation of the life of the bee to
+other manifestations of life. And so it is with the purpose of historic
+characters and nations.
+
+
+
+
+CHAPTER V
+
+Natasha's wedding to Bezukhov, which took place in 1813, was the last
+happy event in the family of the old Rostovs. Count Ilya Rostov died
+that same year and, as always happens, after the father's death the
+family group broke up.
+
+The events of the previous year: the burning of Moscow and the flight
+from it, the death of Prince Andrew, Natasha's despair, Petya's death,
+and the old countess' grief fell blow after blow on the old count's
+head. He seemed to be unable to understand the meaning of all these
+events, and bowed his old head in a spiritual sense as if expecting and
+inviting further blows which would finish him. He seemed now frightened
+and distraught and now unnaturally animated and enterprising.
+
+The arrangements for Natasha's marriage occupied him for a while. He
+ordered dinners and suppers and obviously tried to appear cheerful, but
+his cheerfulness was not infectious as it used to be: on the contrary it
+evoked the compassion of those who knew and liked him.
+
+When Pierre and his wife had left, he grew very quiet and began to
+complain of depression. A few days later he fell ill and took to his
+bed. He realized from the first that he would not get up again, despite
+the doctor's encouragement. The countess passed a fortnight in an
+armchair by his pillow without undressing. Every time she gave him his
+medicine he sobbed and silently kissed her hand. On his last day,
+sobbing, he asked her and his absent son to forgive him for having
+dissipated their property--that being the chief fault of which he was
+conscious. After receiving communion and unction he quietly died; and
+next day a throng of acquaintances who came to pay their last respects
+to the deceased filled the house rented by the Rostovs. All these
+acquaintances, who had so often dined and danced at his house and had so
+often laughed at him, now said, with a common feeling of self-reproach
+and emotion, as if justifying themselves: "Well, whatever he may have
+been he was a most worthy man. You don't meet such men nowadays.... And
+which of us has not weaknesses of his own?"
+
+It was just when the count's affairs had become so involved that it was
+impossible to say what would happen if he lived another year that he
+unexpectedly died.
+
+Nicholas was with the Russian army in Paris when the news of his
+father's death reached him. He at once resigned his commission, and
+without waiting for it to be accepted took leave of absence and went to
+Moscow. The state of the count's affairs became quite obvious a month
+after his death, surprising everyone by the immense total of small debts
+the existence of which no one had suspected. The debts amounted to
+double the value of the property.
+
+Friends and relations advised Nicholas to decline the inheritance. But
+he regarded such a refusal as a slur on his father's memory, which he
+held sacred, and therefore would not hear of refusing and accepted the
+inheritance together with the obligation to pay the debts.
+
+The creditors who had so long been silent, restrained by a vague but
+powerful influence exerted on them while he lived by the count's
+careless good nature, all proceeded to enforce their claims at once. As
+always happens in such cases rivalry sprang up as to which should get
+paid first, and those who like Mitenka held promissory notes given them
+as presents now became the most exacting of the creditors. Nicholas was
+allowed no respite and no peace, and those who had seemed to pity the
+old man--the cause of their losses (if they were losses)--now
+remorselessly pursued the young heir who had voluntarily undertaken the
+debts and was obviously not guilty of contracting them.
+
+Not one of the plans Nicholas tried succeeded; the estate was sold by
+auction for half its value, and half the debts still remained unpaid.
+Nicholas accepted thirty thousand rubles offered him by his brother-in-
+law Bezukhov to pay off debts he regarded as genuinely due for value
+received. And to avoid being imprisoned for the remainder, as the
+creditors threatened, he re-entered the government service.
+
+He could not rejoin the army where he would have been made colonel at
+the next vacancy, for his mother now clung to him as her one hold on
+life; and so despite his reluctance to remain in Moscow among people who
+had known him before, and despite his abhorrence of the civil service,
+he accepted a post in Moscow in that service, doffed the uniform of
+which he was so fond, and moved with his mother and Sonya to a small
+house on the Sivtsev Vrazhek.
+
+Natasha and Pierre were living in Petersburg at the time and had no
+clear idea of Nicholas' circumstances. Having borrowed money from his
+brother-in-law, Nicholas tried to hide his wretched condition from him.
+His position was the more difficult because with his salary of twelve
+hundred rubles he had not only to keep himself, his mother, and Sonya,
+but had to shield his mother from knowledge of their poverty. The
+countess could not conceive of life without the luxurious conditions she
+had been used to from childhood and, unable to realize how hard it was
+for her son, kept demanding now a carriage (which they did not keep) to
+send for a friend, now some expensive article of food for herself, or
+wine for her son, or money to buy a present as a surprise for Natasha or
+Sonya, or for Nicholas himself.
+
+Sonya kept house, attended on her aunt, read to her, put up with her
+whims and secret ill-will, and helped Nicholas to conceal their poverty
+from the old countess. Nicholas felt himself irredeemably indebted to
+Sonya for all she was doing for his mother and greatly admired her
+patience and devotion, but tried to keep aloof from her.
+
+He seemed in his heart to reproach her for being too perfect, and
+because there was nothing to reproach her with. She had all that people
+are valued for, but little that could have made him love her. He felt
+that the more he valued her the less he loved her. He had taken her at
+her word when she wrote giving him his freedom and now behaved as if all
+that had passed between them had been long forgotten and could never in
+any case be renewed.
+
+Nicholas' position became worse and worse. The idea of putting something
+aside out of his salary proved a dream. Not only did he not save
+anything, but to comply with his mother's demands he even incurred some
+small debts. He could see no way out of this situation. The idea of
+marrying some rich woman, which was suggested to him by his female
+relations, was repugnant to him. The other way out--his mother's death--
+never entered his head. He wished for nothing and hoped for nothing, and
+deep in his heart experienced a gloomy and stern satisfaction in an
+uncomplaining endurance of his position. He tried to avoid his old
+acquaintances with their commiseration and offensive offers of
+assistance; he avoided all distraction and recreation, and even at home
+did nothing but play cards with his mother, pace silently up and down
+the room, and smoke one pipe after another. He seemed carefully to
+cherish within himself the gloomy mood which alone enabled him to endure
+his position.
+
+
+
+
+CHAPTER VI
+
+At the beginning of winter Princess Mary came to Moscow. From reports
+current in town she learned how the Rostovs were situated, and how "the
+son has sacrificed himself for his mother," as people were saying.
+
+"I never expected anything else of him," said Princess Mary to herself,
+feeling a joyous sense of her love for him. Remembering her friendly
+relations with all the Rostovs which had made her almost a member of the
+family, she thought it her duty to go to see them. But remembering her
+relations with Nicholas in Voronezh she was shy about doing so. Making a
+great effort she did however go to call on them a few weeks after her
+arrival in Moscow.
+
+Nicholas was the first to meet her, as the countess' room could only be
+reached through his. But instead of being greeted with pleasure as she
+had expected, at his first glance at her his face assumed a cold, stiff,
+proud expression she had not seen on it before. He inquired about her
+health, led the way to his mother, and having sat there for five minutes
+left the room.
+
+When the princess came out of the countess' room Nicholas met her again,
+and with marked solemnity and stiffness accompanied her to the anteroom.
+To her remarks about his mother's health he made no reply. "What's that
+to you? Leave me in peace," his looks seemed to say.
+
+"Why does she come prowling here? What does she want? I can't bear these
+ladies and all these civilities!" said he aloud in Sonya's presence,
+evidently unable to repress his vexation, after the princess' carriage
+had disappeared.
+
+"Oh, Nicholas, how can you talk like that?" cried Sonya, hardly able to
+conceal her delight. "She is so kind and Mamma is so fond of her!"
+
+Nicholas did not reply and tried to avoid speaking of the princess any
+more. But after her visit the old countess spoke of her several times a
+day.
+
+She sang her praises, insisted that her son must call on her, expressed
+a wish to see her often, but yet always became ill-humored when she
+began to talk about her.
+
+Nicholas tried to keep silence when his mother spoke of the princess,
+but his silence irritated her.
+
+"She is a very admirable and excellent young woman," said she, "and you
+must go and call on her. You would at least be seeing somebody, and I
+think it must be dull for you only seeing us."
+
+"But I don't in the least want to, Mamma."
+
+"You used to want to, and now you don't. Really I don't understand you,
+my dear. One day you are dull, and the next you refuse to see anyone."
+
+"But I never said I was dull."
+
+"Why, you said yourself you don't want even to see her. She is a very
+admirable young woman and you always liked her, but now suddenly you
+have got some notion or other in your head. You hide everything from
+me."
+
+"Not at all, Mamma."
+
+"If I were asking you to do something disagreeable now--but I only ask
+you to return a call. One would think mere politeness required it....
+Well, I have asked you, and now I won't interfere any more since you
+have secrets from your mother."
+
+"Well, then, I'll go if you wish it."
+
+"It doesn't matter to me. I only wish it for your sake."
+
+Nicholas sighed, bit his mustache, and laid out the cards for a
+patience, trying to divert his mother's attention to another topic.
+
+The same conversation was repeated next day and the day after, and the
+day after that.
+
+After her visit to the Rostovs and her unexpectedly chilly reception by
+Nicholas, Princess Mary confessed to herself that she had been right in
+not wishing to be the first to call.
+
+"I expected nothing else," she told herself, calling her pride to her
+aid. "I have nothing to do with him and I only wanted to see the old
+lady, who was always kind to me and to whom I am under many
+obligations."
+
+But she could not pacify herself with these reflections; a feeling akin
+to remorse troubled her when she thought of her visit. Though she had
+firmly resolved not to call on the Rostovs again and to forget the whole
+matter, she felt herself all the time in an awkward position. And when
+she asked herself what distressed her, she had to admit that it was her
+relation to Rostov. His cold, polite manner did not express his feeling
+for her (she knew that) but it concealed something, and until she could
+discover what that something was, she felt that she could not be at
+ease.
+
+One day in midwinter when sitting in the schoolroom attending to her
+nephew's lessons, she was informed that Rostov had called. With a firm
+resolution not to betray herself and not show her agitation, she sent
+for Mademoiselle Bourienne and went with her to the drawing room.
+
+Her first glance at Nicholas' face told her that he had only come to
+fulfill the demands of politeness, and she firmly resolved to maintain
+the tone in which he addressed her.
+
+They spoke of the countess' health, of their mutual friends, of the
+latest war news, and when the ten minutes required by propriety had
+elapsed after which a visitor may rise, Nicholas got up to say good-by.
+
+With Mademoiselle Bourienne's help the princess had maintained the
+conversation very well, but at the very last moment, just when he rose,
+she was so tired of talking of what did not interest her, and her mind
+was so full of the question why she alone was granted so little
+happiness in life, that in a fit of absent-mindedness she sat still, her
+luminous eyes gazing fixedly before her, not noticing that he had risen.
+
+Nicholas glanced at her and, wishing to appear not to notice her
+abstraction, made some remark to Mademoiselle Bourienne and then again
+looked at the princess. She still sat motionless with a look of
+suffering on her gentle face. He suddenly felt sorry for her and was
+vaguely conscious that he might be the cause of the sadness her face
+expressed. He wished to help her and say something pleasant, but could
+think of nothing to say.
+
+"Good-bye, Princess!" said he.
+
+She started, flushed, and sighed deeply.
+
+"Oh, I beg your pardon," she said as if waking up. "Are you going
+already, Count? Well then, good-by! Oh, but the cushion for the
+countess!"
+
+"Wait a moment, I'll fetch it," said Mademoiselle Bourienne, and she
+left the room.
+
+They both sat silent, with an occasional glance at one another.
+
+"Yes, Princess," said Nicholas at last with a sad smile, "it doesn't
+seem long ago since we first met at Bogucharovo, but how much water has
+flowed since then! In what distress we all seemed to be then, yet I
+would give much to bring back that time... but there's no bringing it
+back."
+
+Princess Mary gazed intently into his eyes with her own luminous ones as
+he said this. She seemed to be trying to fathom the hidden meaning of
+his words which would explain his feeling for her.
+
+"Yes, yes," said she, "but you have no reason to regret the past, Count.
+As I understand your present life, I think you will always recall it
+with satisfaction, because the self-sacrifice that fills it now..."
+
+"I cannot accept your praise," he interrupted her hurriedly. "On the
+contrary I continually reproach myself.... But this is not at all an
+interesting or cheerful subject."
+
+His face again resumed its former stiff and cold expression. But the
+princess had caught a glimpse of the man she had known and loved, and it
+was to him that she now spoke.
+
+"I thought you would allow me to tell you this," she said. "I had come
+so near to you... and to all your family that I thought you would not
+consider my sympathy misplaced, but I was mistaken," and suddenly her
+voice trembled. "I don't know why," she continued, recovering herself,
+"but you used to be different, and..."
+
+"There are a thousand reasons why," laying special emphasis on the why.
+"Thank you, Princess," he added softly. "Sometimes it is hard."
+
+"So that's why! That's why!" a voice whispered in Princess Mary's soul.
+"No, it was not only that gay, kind, and frank look, not only that
+handsome exterior, that I loved in him. I divined his noble, resolute,
+self-sacrificing spirit too," she said to herself. "Yes, he is poor now
+and I am rich.... Yes, that's the only reason.... Yes, were it not for
+that..." And remembering his former tenderness, and looking now at his
+kind, sorrowful face, she suddenly understood the cause of his coldness.
+
+"But why, Count, why?" she almost cried, unconsciously moving closer to
+him. "Why? Tell me. You must tell me!"
+
+He was silent.
+
+"I don't understand your why, Count," she continued, "but it's hard for
+me... I confess it. For some reason you wish to deprive me of our former
+friendship. And that hurts me." There were tears in her eyes and in her
+voice. "I have had so little happiness in life that every loss is hard
+for me to bear.... Excuse me, good-by!" and suddenly she began to cry
+and was hurrying from the room.
+
+"Princess, for God's sake!" he exclaimed, trying to stop her.
+"Princess!"
+
+She turned round. For a few seconds they gazed silently into one
+another's eyes--and what had seemed impossible and remote suddenly
+became possible, inevitable, and very near.
+
+
+
+
+CHAPTER VII
+
+In the winter of 1813 Nicholas married Princess Mary and moved to Bald
+Hills with his wife, his mother, and Sonya.
+
+Within four years he had paid off all his remaining debts without
+selling any of his wife's property, and having received a small
+inheritance on the death of a cousin he paid his debt to Pierre as well.
+
+In another three years, by 1820, he had so managed his affairs that he
+was able to buy a small estate adjoining Bald Hills and was negotiating
+to buy back Otradnoe--that being his pet dream.
+
+Having started farming from necessity, he soon grew so devoted to it
+that it became his favorite and almost his sole occupation. Nicholas was
+a plain farmer: he did not like innovations, especially the English ones
+then coming into vogue. He laughed at theoretical treatises on estate
+management, disliked factories, the raising of expensive products, and
+the buying of expensive seed corn, and did not make a hobby of any
+particular part of the work on his estate. He always had before his
+mind's eye the estate as a whole and not any particular part of it. The
+chief thing in his eyes was not the nitrogen in the soil, nor the oxygen
+in the air, nor manures, nor special plows, but that most important
+agent by which nitrogen, oxygen, manure, and plow were made effective--
+the peasant laborer. When Nicholas first began farming and began to
+understand its different branches, it was the serf who especially
+attracted his attention. The peasant seemed to him not merely a tool,
+but also a judge of farming and an end in himself. At first he watched
+the serfs, trying to understand their aims and what they considered good
+and bad, and only pretended to direct them and give orders while in
+reality learning from them their methods, their manner of speech, and
+their judgment of what was good and bad. Only when he had understood the
+peasants' tastes and aspirations, had learned to talk their language, to
+grasp the hidden meaning of their words, and felt akin to them did he
+begin boldly to manage his serfs, that is, to perform toward them the
+duties demanded of him. And Nicholas' management produced very brilliant
+results.
+
+Guided by some gift of insight, on taking up the management of the
+estates he at once unerringly appointed as bailiff, village elder, and
+delegate, the very men the serfs would themselves have chosen had they
+had the right to choose, and these posts never changed hands. Before
+analyzing the properties of manure, before entering into the debit and
+credit (as he ironically called it), he found out how many cattle the
+peasants had and increased the number by all possible means. He kept the
+peasant families together in the largest groups possible, not allowing
+the family groups to divide into separate households. He was hard alike
+on the lazy, the depraved, and the weak, and tried to get them expelled
+from the commune.
+
+He was as careful of the sowing and reaping of the peasants' hay and
+corn as of his own, and few landowners had their crops sown and
+harvested so early and so well, or got so good a return, as did
+Nicholas.
+
+He disliked having anything to do with the domestic serfs--the "drones"
+as he called them--and everyone said he spoiled them by his laxity. When
+a decision had to be taken regarding a domestic serf, especially if one
+had to be punished, he always felt undecided and consulted everybody in
+the house; but when it was possible to have a domestic serf conscripted
+instead of a land worker he did so without the least hesitation. He
+never felt any hesitation in dealing with the peasants. He knew that his
+every decision would be approved by them all with very few exceptions.
+
+He did not allow himself either to be hard on or punish a man, or to
+make things easy for or reward anyone, merely because he felt inclined
+to do so. He could not have said by what standard he judged what he
+should or should not do, but the standard was quite firm and definite in
+his own mind.
+
+Often, speaking with vexation of some failure or irregularity, he would
+say: "What can one do with our Russian peasants?" and imagined that he
+could not bear them.
+
+Yet he loved "our Russian peasants" and their way of life with his whole
+soul, and for that very reason had understood and assimilated the one
+way and manner of farming which produced good results.
+
+Countess Mary was jealous of this passion of her husband's and regretted
+that she could not share it; but she could not understand the joys and
+vexations he derived from that world, to her so remote and alien. She
+could not understand why he was so particularly animated and happy when,
+after getting up at daybreak and spending the whole morning in the
+fields or on the threshing floor, he returned from the sowing or mowing
+or reaping to have tea with her. She did not understand why he spoke
+with such admiration and delight of the farming of the thrifty and well-
+to-do peasant Matthew Ermishin, who with his family had carted corn all
+night; or of the fact that his (Nicholas') sheaves were already stacked
+before anyone else had his harvest in. She did not understand why he
+stepped out from the window to the veranda and smiled under his mustache
+and winked so joyfully, when warm steady rain began to fall on the dry
+and thirsty shoots of the young oats, or why when the wind carried away
+a threatening cloud during the hay harvest he would return from the
+barn, flushed, sunburned, and perspiring, with a smell of wormwood and
+gentian in his hair and, gleefully rubbing his hands, would say: "Well,
+one more day and my grain and the peasants' will all be under cover."
+
+Still less did she understand why he, kindhearted and always ready to
+anticipate her wishes, should become almost desperate when she brought
+him a petition from some peasant men or women who had appealed to her to
+be excused some work; why he, that kind Nicholas, should obstinately
+refuse her, angrily asking her not to interfere in what was not her
+business. She felt he had a world apart, which he loved passionately and
+which had laws she had not fathomed.
+
+Sometimes when, trying to understand him, she spoke of the good work he
+was doing for his serfs, he would be vexed and reply: "Not in the least;
+it never entered my head and I wouldn't do that for their good! That's
+all poetry and old wives' talk--all that doing good to one's neighbor!
+What I want is that our children should not have to go begging. I must
+put our affairs in order while I am alive, that's all. And to do that,
+order and strictness are essential.... That's all about it!" said he,
+clenching his vigorous fist. "And fairness, of course," he added, "for
+if the peasant is naked and hungry and has only one miserable horse, he
+can do no good either for himself or for me."
+
+And all Nicholas did was fruitful--probably just because he refused to
+allow himself to think that he was doing good to others for virtue's
+sake. His means increased rapidly; serfs from neighboring estates came
+to beg him to buy them, and long after his death the memory of his
+administration was devoutly preserved among the serfs. "He was a
+master... the peasants' affairs first and then his own. Of course he was
+not to be trifled with either--in a word, he was a real master!"
+
+
+
+
+CHAPTER VIII
+
+One matter connected with his management sometimes worried Nicholas, and
+that was his quick temper together with his old hussar habit of making
+free use of his fists. At first he saw nothing reprehensible in this,
+but in the second year of his marriage his view of that form of
+punishment suddenly changed.
+
+Once in summer he had sent for the village elder from Bogucharovo, a man
+who had succeeded to the post when Dron died and who was accused of
+dishonesty and various irregularities. Nicholas went out into the porch
+to question him, and immediately after the elder had given a few replies
+the sound of cries and blows were heard. On returning to lunch Nicholas
+went up to his wife, who sat with her head bent low over her embroidery
+frame, and as usual began to tell her what he had been doing that
+morning. Among other things he spoke of the Bogucharovo elder. Countess
+Mary turned red and then pale, but continued to sit with head bowed and
+lips compressed and gave her husband no reply.
+
+"Such an insolent scoundrel!" he cried, growing hot again at the mere
+recollection of him. "If he had told me he was drunk and did not see...
+But what is the matter with you, Mary?" he suddenly asked.
+
+Countess Mary raised her head and tried to speak, but hastily looked
+down again and her lips puckered.
+
+"Why, whatever is the matter, my dearest?"
+
+The looks of the plain Countess Mary always improved when she was in
+tears. She never cried from pain or vexation, but always from sorrow or
+pity, and when she wept her radiant eyes acquired an irresistible charm.
+
+The moment Nicholas took her hand she could no longer restrain herself
+and began to cry.
+
+"Nicholas, I saw it... he was to blame, but why do you... Nicholas!" and
+she covered her face with her hands.
+
+Nicholas said nothing. He flushed crimson, left her side, and paced up
+and down the room. He understood what she was weeping about, but could
+not in his heart at once agree with her that what he had regarded from
+childhood as quite an everyday event was wrong. "Is it just
+sentimentality, old wives' tales, or is she right?" he asked himself.
+Before he had solved that point he glanced again at her face filled with
+love and pain, and he suddenly realized that she was right and that he
+had long been sinning against himself.
+
+"Mary," he said softly, going up to her, "it will never happen again; I
+give you my word. Never," he repeated in a trembling voice like a boy
+asking for forgiveness.
+
+The tears flowed faster still from the countess' eyes. She took his hand
+and kissed it.
+
+"Nicholas, when did you break your cameo?" she asked to change the
+subject, looking at his finger on which he wore a ring with a cameo of
+Laocoon's head.
+
+"Today--it was the same affair. Oh, Mary, don't remind me of it!" and
+again he flushed. "I give you my word of honor it shan't occur again,
+and let this always be a reminder to me," and he pointed to the broken
+ring.
+
+After that, when in discussions with his village elders or stewards the
+blood rushed to his face and his fists began to clench, Nicholas would
+turn the broken ring on his finger and would drop his eyes before the
+man who was making him angry. But he did forget himself once or twice
+within a twelvemonth, and then he would go and confess to his wife, and
+would again promise that this should really be the very last time.
+
+"Mary, you must despise me!" he would say. "I deserve it."
+
+"You should go, go away at once, if you don't feel strong enough to
+control yourself," she would reply sadly, trying to comfort her husband.
+
+Among the gentry of the province Nicholas was respected but not liked.
+He did not concern himself with the interests of his own class, and
+consequently some thought him proud and others thought him stupid. The
+whole summer, from spring sowing to harvest, he was busy with the work
+on his farm. In autumn he gave himself up to hunting with the same
+business-like seriousness--leaving home for a month, or even two, with
+his hunt. In winter he visited his other villages or spent his time
+reading. The books he read were chiefly historical, and on these he
+spent a certain sum every year. He was collecting, as he said, a serious
+library, and he made it a rule to read through all the books he bought.
+He would sit in his study with a grave air, reading--a task he first
+imposed upon himself as a duty, but which afterwards became a habit
+affording him a special kind of pleasure and a consciousness of being
+occupied with serious matters. In winter, except for business
+excursions, he spent most of his time at home making himself one with
+his family and entering into all the details of his children's relations
+with their mother. The harmony between him and his wife grew closer and
+closer and he daily discovered fresh spiritual treasures in her.
+
+From the time of his marriage Sonya had lived in his house. Before that,
+Nicholas had told his wife all that had passed between himself and
+Sonya, blaming himself and commending her. He had asked Princess Mary to
+be gentle and kind to his cousin. She thoroughly realized the wrong he
+had done Sonya, felt herself to blame toward her, and imagined that her
+wealth had influenced Nicholas' choice. She could not find fault with
+Sonya in any way and tried to be fond of her, but often felt ill-will
+toward her which she could not overcome.
+
+Once she had a talk with her friend Natasha about Sonya and about her
+own injustice toward her.
+
+"You know," said Natasha, "you have read the Gospels a great deal--there
+is a passage in them that just fits Sonya."
+
+"What?" asked Countess Mary, surprised.
+
+"'To him that hath shall be given, and from him that hath not shall be
+taken away.' You remember? She is one that hath not; why, I don't know.
+Perhaps she lacks egotism, I don't know, but from her is taken away, and
+everything has been taken away. Sometimes I am dreadfully sorry for her.
+Formerly I very much wanted Nicholas to marry her, but I always had a
+sort of presentiment that it would not come off. She is a sterile
+flower, you know--like some strawberry blossoms. Sometimes I am sorry
+for her, and sometimes I think she doesn't feel it as you or I would."
+
+Though Countess Mary told Natasha that those words in the Gospel must be
+understood differently, yet looking at Sonya she agreed with Natasha's
+explanation. It really seemed that Sonya did not feel her position
+trying, and had grown quite reconciled to her lot as a sterile flower.
+She seemed to be fond not so much of individuals as of the family as a
+whole. Like a cat, she had attached herself not to the people but to the
+home. She waited on the old countess, petted and spoiled the children,
+was always ready to render the small services for which she had a gift,
+and all this was unconsciously accepted from her with insufficient
+gratitude.
+
+The country seat at Bald Hills had been rebuilt, though not on the same
+scale as under the old prince.
+
+The buildings, begun under straitened circumstances, were more than
+simple. The immense house on the old stone foundations was of wood,
+plastered only inside. It had bare deal floors and was furnished with
+very simple hard sofas, armchairs, tables, and chairs made by their own
+serf carpenters out of their own birchwood. The house was spacious and
+had rooms for the house serfs and apartments for visitors. Whole
+families of the Rostovs' and Bolkonskis' relations sometimes came to
+Bald Hills with sixteen horses and dozens of servants and stayed for
+months. Besides that, four times a year, on the name days and birthdays
+of the hosts, as many as a hundred visitors would gather there for a day
+or two. The rest of the year life pursued its unbroken routine with its
+ordinary occupations, and its breakfasts, lunches, dinners, and suppers,
+provided out of the produce of the estate.
+
+
+
+
+CHAPTER IX
+
+It was the eve of St. Nicholas, the fifth of December, 1820. Natasha had
+been staying at her brother's with her husband and children since early
+autumn. Pierre had gone to Petersburg on business of his own for three
+weeks as he said, but had remained there nearly seven weeks and was
+expected back every minute.
+
+Besides the Bezukhov family, Nicholas' old friend the retired General
+Vasili Dmitrich Denisov was staying with the Rostovs this fifth of
+December.
+
+On the sixth, which was his name day when the house would be full of
+visitors, Nicholas knew he would have to exchange his Tartar tunic for a
+tail coat, and put on narrow boots with pointed toes, and drive to the
+new church he had built, and then receive visitors who would come to
+congratulate him, offer them refreshments, and talk about the elections
+of the nobility; but he considered himself entitled to spend the eve of
+that day in his usual way. He examined the bailiff's accounts of the
+village in Ryazan which belonged to his wife's nephew, wrote two
+business letters, and walked over to the granaries, cattle yards and
+stables before dinner. Having taken precautions against the general
+drunkenness to be expected on the morrow because it was a great saint's
+day, he returned to dinner, and without having time for a private talk
+with his wife sat down at the long table laid for twenty persons, at
+which the whole household had assembled. At that table were his mother,
+his mother's old lady companion Belova, his wife, their three children
+with their governess and tutor, his wife's nephew with his tutor, Sonya,
+Denisov, Natasha, her three children, their governess, and old Michael
+Ivanovich, the late prince's architect, who was living on in retirement
+at Bald Hills.
+
+Countess Mary sat at the other end of the table. When her husband took
+his place she concluded, from the rapid manner in which after taking up
+his table napkin he pushed back the tumbler and wineglass standing
+before him, that he was out of humor, as was sometimes the case when he
+came in to dinner straight from the farm--especially before the soup.
+Countess Mary well knew that mood of his, and when she herself was in a
+good frame of mind quietly waited till he had had his soup and then
+began to talk to him and make him admit that there was no cause for his
+ill-humor. But today she quite forgot that and was hurt that he should
+be angry with her without any reason, and she felt unhappy. She asked
+him where he had been. He replied. She again inquired whether everything
+was going well on the farm. Her unnatural tone made him wince
+unpleasantly and he replied hastily.
+
+"Then I'm not mistaken," thought Countess Mary. "Why is he cross with
+me?" She concluded from his tone that he was vexed with her and wished
+to end the conversation. She knew her remarks sounded unnatural, but
+could not refrain from asking some more questions.
+
+Thanks to Denisov the conversation at table soon became general and
+lively, and she did not talk to her husband. When they left the table
+and went as usual to thank the old countess, Countess Mary held out her
+hand and kissed her husband, and asked him why he was angry with her.
+
+"You always have such strange fancies! I didn't even think of being
+angry," he replied.
+
+But the word always seemed to her to imply: "Yes, I am angry but I won't
+tell you why."
+
+Nicholas and his wife lived together so happily that even Sonya and the
+old countess, who felt jealous and would have liked them to disagree,
+could find nothing to reproach them with; but even they had their
+moments of antagonism. Occasionally, and it was always just after they
+had been happiest together, they suddenly had a feeling of estrangement
+and hostility, which occurred most frequently during Countess Mary's
+pregnancies, and this was such a time.
+
+"Well, messieurs et mesdames," said Nicholas loudly and with apparent
+cheerfulness (it seemed to Countess Mary that he did it on purpose to
+vex her), "I have been on my feet since six this morning. Tomorrow I
+shall have to suffer, so today I'll go and rest."
+
+And without a word to his wife he went to the little sitting room and
+lay down on the sofa.
+
+"That's always the way," thought Countess Mary. "He talks to everyone
+except me. I see... I see that I am repulsive to him, especially when I
+am in this condition." She looked down at her expanded figure and in the
+glass at her pale, sallow, emaciated face in which her eyes now looked
+larger than ever.
+
+And everything annoyed her--Denisov's shouting and laughter, Natasha's
+talk, and especially a quick glance Sonya gave her.
+
+Sonya was always the first excuse Countess Mary found for feeling
+irritated.
+
+Having sat awhile with her visitors without understanding anything of
+what they were saying, she softly left the room and went to the nursery.
+
+The children were playing at "going to Moscow" in a carriage made of
+chairs and invited her to go with them. She sat down and played with
+them a little, but the thought of her husband and his unreasonable
+crossness worried her. She got up and, walking on tiptoe with
+difficulty, went to the small sitting room.
+
+"Perhaps he is not asleep; I'll have an explanation with him," she said
+to herself. Little Andrew, her eldest boy, imitating his mother,
+followed her on tiptoe. She did not notice him.
+
+"Mary, dear, I think he is asleep--he was so tired," said Sonya, meeting
+her in the large sitting room (it seemed to Countess Mary that she
+crossed her path everywhere). "Andrew may wake him."
+
+Countess Mary looked round, saw little Andrew following her, felt that
+Sonya was right, and for that very reason flushed and with evident
+difficulty refrained from saying something harsh. She made no reply, but
+to avoid obeying Sonya beckoned to Andrew to follow her quietly and went
+to the door. Sonya went away by another door. From the room in which
+Nicholas was sleeping came the sound of his even breathing, every
+slightest tone of which was familiar to his wife. As she listened to it
+she saw before her his smooth handsome forehead, his mustache, and his
+whole face, as she had so often seen it in the stillness of the night
+when he slept. Nicholas suddenly moved and cleared his throat. And at
+that moment little Andrew shouted from outside the door: "Papa! Mamma's
+standing here!" Countess Mary turned pale with fright and made signs to
+the boy. He grew silent, and quiet ensued for a moment, terrible to
+Countess Mary. She knew how Nicholas disliked being waked. Then through
+the door she heard Nicholas clearing his throat again and stirring, and
+his voice said crossly:
+
+"I can't get a moment's peace.... Mary, is that you? Why did you bring
+him here?"
+
+"I only came in to look and did not notice... forgive me..."
+
+Nicholas coughed and said no more. Countess Mary moved away from the
+door and took the boy back to the nursery. Five minutes later little
+black-eyed three-year-old Natasha, her father's pet, having learned from
+her brother that Papa was asleep and Mamma was in the sitting room, ran
+to her father unobserved by her mother. The dark-eyed little girl boldly
+opened the creaking door, went up to the sofa with energetic steps of
+her sturdy little legs, and having examined the position of her father,
+who was asleep with his back to her, rose on tiptoe and kissed the hand
+which lay under his head. Nicholas turned with a tender smile on his
+face.
+
+"Natasha, Natasha!" came Countess Mary's frightened whisper from the
+door. "Papa wants to sleep."
+
+"No, Mamma, he doesn't want to sleep," said little Natasha with
+conviction. "He's laughing."
+
+Nicholas lowered his legs, rose, and took his daughter in his arms.
+
+"Come in, Mary," he said to his wife.
+
+She went in and sat down by her husband.
+
+"I did not notice him following me," she said timidly. "I just looked
+in."
+
+Holding his little girl with one arm, Nicholas glanced at his wife and,
+seeing her guilty expression, put his other arm around her and kissed
+her hair.
+
+"May I kiss Mamma?" he asked Natasha.
+
+Natasha smiled bashfully.
+
+"Again!" she commanded, pointing with a peremptory gesture to the spot
+where Nicholas had placed the kiss.
+
+"I don't know why you think I am cross," said Nicholas, replying to the
+question he knew was in his wife's mind.
+
+"You have no idea how unhappy, how lonely, I feel when you are like
+that. It always seems to me..."
+
+"Mary, don't talk nonsense. You ought to be ashamed of yourself!" he
+said gaily.
+
+"It seems to be that you can't love me, that I am so plain... always...
+and now... in this cond..."
+
+"Oh, how absurd you are! It is not beauty that endears, it's love that
+makes us see beauty. It is only Malvinas and women of that kind who are
+loved for their beauty. But do I love my wife? I don't love her, but...
+I don't know how to put it. Without you, or when something comes between
+us like this, I seem lost and can't do anything. Now do I love my
+finger? I don't love it, but just try to cut it off!"
+
+"I'm not like that myself, but I understand. So you're not angry with
+me?"
+
+"Awfully angry!" he said, smiling and getting up. And smoothing his hair
+he began to pace the room.
+
+"Do you know, Mary, what I've been thinking?" he began, immediately
+thinking aloud in his wife's presence now that they had made it up.
+
+He did not ask if she was ready to listen to him. He did not care. A
+thought had occurred to him and so it belonged to her also. And he told
+her of his intention to persuade Pierre to stay with them till spring.
+
+Countess Mary listened till he had finished, made some remark, and in
+her turn began thinking aloud. Her thoughts were about the children.
+
+"You can see the woman in her already," she said in French, pointing to
+little Natasha. "You reproach us women with being illogical. Here is our
+logic. I say: 'Papa wants to sleep!' but she says, 'No, he's laughing.'
+And she was right," said Countess Mary with a happy smile.
+
+"Yes, yes." And Nicholas, taking his little daughter in his strong hand,
+lifted her high, placed her on his shoulder, held her by the legs, and
+paced the room with her. There was an expression of carefree happiness
+on the faces of both father and daughter.
+
+"But you know you may be unfair. You are too fond of this one," his wife
+whispered in French.
+
+"Yes, but what am I to do?... I try not to show..."
+
+At that moment they heard the sound of the door pulley and footsteps in
+the hall and anteroom, as if someone had arrived.
+
+"Somebody has come."
+
+"I am sure it is Pierre. I will go and see," said Countess Mary and left
+the room.
+
+In her absence Nicholas allowed himself to give his little daughter a
+gallop round the room. Out of breath, he took the laughing child quickly
+from his shoulder and pressed her to his heart. His capers reminded him
+of dancing, and looking at the child's round happy little face he
+thought of what she would be like when he was an old man, taking her
+into society and dancing the mazurka with her as his old father had
+danced Daniel Cooper with his daughter.
+
+"It is he, it is he, Nicholas!" said Countess Mary, re-entering the room
+a few minutes later. "Now our Natasha has come to life. You should have
+seen her ecstasy, and how he caught it for having stayed away so long.
+Well, come along now, quick, quick! It's time you two were parted," she
+added, looking smilingly at the little girl who clung to her father.
+
+Nicholas went out holding the child by the hand.
+
+Countess Mary remained in the sitting room.
+
+"I should never, never have believed that one could be so happy," she
+whispered to herself. A smile lit up her face but at the same time she
+sighed, and her deep eyes expressed a quiet sadness as though she felt,
+through her happiness, that there is another sort of happiness
+unattainable in this life and of which she involuntarily thought at that
+instant.
+
+
+
+
+CHAPTER X
+
+Natasha had married in the early spring of 1813, and in 1820 already had
+three daughters besides a son for whom she had longed and whom she was
+now nursing. She had grown stouter and broader, so that it was difficult
+to recognize in this robust, motherly woman the slim, lively Natasha of
+former days. Her features were more defined and had a calm, soft, and
+serene expression. In her face there was none of the ever-glowing
+animation that had formerly burned there and constituted its charm. Now
+her face and body were often all that one saw, and her soul was not
+visible at all. All that struck the eye was a strong, handsome, and
+fertile woman. The old fire very rarely kindled in her face now. That
+happened only when, as was the case that day, her husband returned home,
+or a sick child was convalescent, or when she and Countess Mary spoke of
+Prince Andrew (she never mentioned him to her husband, who she imagined
+was jealous of Prince Andrew's memory), or on the rare occasions when
+something happened to induce her to sing, a practice she had quite
+abandoned since her marriage. At the rare moments when the old fire did
+kindle in her handsome, fully developed body she was even more
+attractive than in former days.
+
+Since their marriage Natasha and her husband had lived in Moscow, in
+Petersburg, on their estate near Moscow, or with her mother, that is to
+say, in Nicholas' house. The young Countess Bezukhova was not often seen
+in society, and those who met her there were not pleased with her and
+found her neither attractive nor amiable. Not that Natasha liked
+solitude--she did not know whether she liked it or not, she even thought
+that she did not--but with her pregnancies, her confinements, the
+nursing of her children, and sharing every moment of her husband's life,
+she had demands on her time which could be satisfied only by renouncing
+society. All who had known Natasha before her marriage wondered at the
+change in her as at something extraordinary. Only the old countess with
+her maternal instinct had realized that all Natasha's outbursts had been
+due to her need of children and a husband--as she herself had once
+exclaimed at Otradnoe not so much in fun as in earnest--and her mother
+was now surprised at the surprise expressed by those who had never
+understood Natasha, and she kept saying that she had always known that
+Natasha would make an exemplary wife and mother.
+
+"Only she lets her love of her husband and children overflow all
+bounds," said the countess, "so that it even becomes absurd."
+
+Natasha did not follow the golden rule advocated by clever folk,
+especially by the French, which says that a girl should not let herself
+go when she marries, should not neglect her accomplishments, should be
+even more careful of her appearance than when she was unmarried, and
+should fascinate her husband as much as she did before he became her
+husband. Natasha on the contrary had at once abandoned all her witchery,
+of which her singing had been an unusually powerful part. She gave it up
+just because it was so powerfully seductive. She took no pains with her
+manners or with delicacy of speech, or with her toilet, or to show
+herself to her husband in her most becoming attitudes, or to avoid
+inconveniencing him by being too exacting. She acted in contradiction to
+all those rules. She felt that the allurements instinct had formerly
+taught her to use would now be merely ridiculous in the eyes of her
+husband, to whom she had from the first moment given herself up
+entirely--that is, with her whole soul, leaving no corner of it hidden
+from him. She felt that her unity with her husband was not maintained by
+the poetic feelings that had attracted him to her, but by something
+else--indefinite but firm as the bond between her own body and soul.
+
+To fluff out her curls, put on fashionable dresses, and sing romantic
+songs to fascinate her husband would have seemed as strange as to adorn
+herself to attract herself. To adorn herself for others might perhaps
+have been agreeable--she did not know--but she had no time at all for
+it. The chief reason for devoting no time either to singing, to dress,
+or to choosing her words was that she really had no time to spare for
+these things.
+
+We know that man has the faculty of becoming completely absorbed in a
+subject however trivial it may be, and that there is no subject so
+trivial that it will not grow to infinite proportions if one's entire
+attention is devoted to it.
+
+The subject which wholly engrossed Natasha's attention was her family:
+that is, her husband whom she had to keep so that he should belong
+entirely to her and to the home, and the children whom she had to bear,
+bring into the world, nurse, and bring up.
+
+And the deeper she penetrated, not with her mind only but with her whole
+soul, her whole being, into the subject that absorbed her, the larger
+did that subject grow and the weaker and more inadequate did her powers
+appear, so that she concentrated them wholly on that one thing and yet
+was unable to accomplish all that she considered necessary.
+
+There were then as now conversations and discussions about women's
+rights, the relations of husband and wife and their freedom and rights,
+though these themes were not yet termed questions as they are now; but
+these topics were not merely uninteresting to Natasha, she positively
+did not understand them.
+
+These questions, then as now, existed only for those who see nothing in
+marriage but the pleasure married people get from one another, that is,
+only the beginnings of marriage and not its whole significance, which
+lies in the family.
+
+Discussions and questions of that kind, which are like the question of
+how to get the greatest gratification from one's dinner, did not then
+and do not now exist for those for whom the purpose of a dinner is the
+nourishment it affords; and the purpose of marriage is the family.
+
+If the purpose of dinner is to nourish the body, a man who eats two
+dinners at once may perhaps get more enjoyment but will not attain his
+purpose, for his stomach will not digest the two dinners.
+
+If the purpose of marriage is the family, the person who wishes to have
+many wives or husbands may perhaps obtain much pleasure, but in that
+case will not have a family.
+
+If the purpose of food is nourishment and the purpose of marriage is the
+family, the whole question resolves itself into not eating more than one
+can digest, and not having more wives or husbands than are needed for
+the family--that is, one wife or one husband. Natasha needed a husband.
+A husband was given her and he gave her a family. And she not only saw
+no need of any other or better husband, but as all the powers of her
+soul were intent on serving that husband and family, she could not
+imagine and saw no interest in imagining how it would be if things were
+different.
+
+Natasha did not care for society in general, but prized the more the
+society of her relatives--Countess Mary, and her brother, her mother,
+and Sonya. She valued the company of those to whom she could come
+striding disheveled from the nursery in her dressing gown, and with
+joyful face show a yellow instead of a green stain on baby's napkin, and
+from whom she could hear reassuring words to the effect that baby was
+much better.
+
+To such an extent had Natasha let herself go that the way she dressed
+and did her hair, her ill-chosen words, and her jealousy--she was
+jealous of Sonya, of the governess, and of every woman, pretty or plain-
+-were habitual subjects of jest to those about her. The general opinion
+was that Pierre was under his wife's thumb, which was really true. From
+the very first days of their married life Natasha had announced her
+demands. Pierre was greatly surprised by his wife's view, to him a
+perfectly novel one, that every moment of his life belonged to her and
+to the family. His wife's demands astonished him, but they also
+flattered him, and he submitted to them.
+
+Pierre's subjection consisted in the fact that he not only dared not
+flirt with, but dared not even speak smilingly to, any other woman; did
+not dare dine at the club as a pastime, did not dare spend money on a
+whim, and did not dare absent himself for any length of time, except on
+business--in which his wife included his intellectual pursuits, which
+she did not in the least understand but to which she attributed great
+importance. To make up for this, at home Pierre had the right to
+regulate his life and that of the whole family exactly as he chose. At
+home Natasha placed herself in the position of a slave to her husband,
+and the whole household went on tiptoe when he was occupied--that is,
+was reading or writing in his study. Pierre had but to show a partiality
+for anything to get just what he liked done always. He had only to
+express a wish and Natasha would jump up and run to fulfill it.
+
+The entire household was governed according to Pierre's supposed orders,
+that is, by his wishes which Natasha tried to guess. Their way of life
+and place of residence, their acquaintances and ties, Natasha's
+occupations, the children's upbringing, were all selected not merely
+with regard to Pierre's expressed wishes, but to what Natasha from the
+thoughts he expressed in conversation supposed his wishes to be. And she
+deduced the essentials of his wishes quite correctly, and having once
+arrived at them clung to them tenaciously. When Pierre himself wanted to
+change his mind she would fight him with his own weapons.
+
+Thus in a time of trouble ever memorable to him after the birth of their
+first child who was delicate, when they had to change the wet nurse
+three times and Natasha fell ill from despair, Pierre one day told her
+of Rousseau's view, with which he quite agreed, that to have a wet nurse
+is unnatural and harmful. When her next baby was born, despite the
+opposition of her mother, the doctors, and even of her husband himself--
+who were all vigorously opposed to her nursing her baby herself, a thing
+then unheard of and considered injurious--she insisted on having her own
+way, and after that nursed all her babies herself.
+
+It very often happened that in a moment of irritation husband and wife
+would have a dispute, but long afterwards Pierre to his surprise and
+delight would find in his wife's ideas and actions the very thought
+against which she had argued, but divested of everything superfluous
+that in the excitement of the dispute he had added when expressing his
+opinion.
+
+After seven years of marriage Pierre had the joyous and firm
+consciousness that he was not a bad man, and he felt this because he saw
+himself reflected in his wife. He felt the good and bad within himself
+inextricably mingled and overlapping. But only what was really good in
+him was reflected in his wife, all that was not quite good was rejected.
+And this was not the result of logical reasoning but was a direct and
+mysterious reflection.
+
+
+
+
+CHAPTER XI
+
+Two months previously when Pierre was already staying with the Rostovs
+he had received a letter from Prince Theodore, asking him to come to
+Petersburg to confer on some important questions that were being
+discussed there by a society of which Pierre was one of the principal
+founders.
+
+On reading that letter (she always read her husband's letters) Natasha
+herself suggested that he should go to Petersburg, though she would feel
+his absence very acutely. She attributed immense importance to all her
+husband's intellectual and abstract interests though she did not
+understand them, and she always dreaded being a hindrance to him in such
+matters. To Pierre's timid look of inquiry after reading the letter she
+replied by asking him to go, but to fix a definite date for his return.
+He was given four weeks' leave of absence.
+
+Ever since that leave of absence had expired, more than a fortnight
+before, Natasha had been in a constant state of alarm, depression, and
+irritability.
+
+Denisov, now a general on the retired list and much dissatisfied with
+the present state of affairs, had arrived during that fortnight. He
+looked at Natasha with sorrow and surprise as at a bad likeness of a
+person once dear. A dull, dejected look, random replies, and talk about
+the nursery was all he saw and heard from his former enchantress.
+
+Natasha was sad and irritable all that time, especially when her mother,
+her brother, Sonya, or Countess Mary in their efforts to console her
+tried to excuse Pierre and suggested reasons for his delay in returning.
+
+"It's all nonsense, all rubbish--those discussions which lead to nothing
+and all those idiotic societies!" Natasha declared of the very affairs
+in the immense importance of which she firmly believed.
+
+And she would go to the nursery to nurse Petya, her only boy. No one
+else could tell her anything so comforting or so reasonable as this
+little three-month-old creature when he lay at her breast and she was
+conscious of the movement of his lips and the snuffling of his little
+nose. That creature said: "You are angry, you are jealous, you would
+like to pay him out, you are afraid--but here am I! And I am he..." and
+that was unanswerable. It was more than true.
+
+During that fortnight of anxiety Natasha resorted to the baby for
+comfort so often, and fussed over him so much, that she overfed him and
+he fell ill. She was terrified by his illness, and yet that was just
+what she needed. While attending to him she bore the anxiety about her
+husband more easily.
+
+She was nursing her boy when the sound of Pierre's sleigh was heard at
+the front door, and the old nurse--knowing how to please her mistress--
+entered the room inaudibly but hurriedly and with a beaming face.
+
+"Has he come?" Natasha asked quickly in a whisper, afraid to move lest
+she should rouse the dozing baby.
+
+"He's come, ma'am," whispered the nurse.
+
+The blood rushed to Natasha's face and her feet involuntarily moved, but
+she could not jump up and run out. The baby again opened his eyes and
+looked at her. "You're here?" he seemed to be saying, and again lazily
+smacked his lips.
+
+Cautiously withdrawing her breast, Natasha rocked him a little, handed
+him to the nurse, and went with rapid steps toward the door. But at the
+door she stopped as if her conscience reproached her for having in her
+joy left the child too soon, and she glanced round. The nurse with
+raised elbows was lifting the infant over the rail of his cot.
+
+"Go, ma'am! Don't worry, go!" she whispered, smiling, with the kind of
+familiarity that grows up between a nurse and her mistress.
+
+Natasha ran with light footsteps to the anteroom.
+
+Denisov, who had come out of the study into the dancing room with his
+pipe, now for the first time recognized the old Natasha. A flood of
+brilliant, joyful light poured from her transfigured face.
+
+"He's come!" she exclaimed as she ran past, and Denisov felt that he too
+was delighted that Pierre, whom he did not much care for, had returned.
+
+On reaching the vestibule Natasha saw a tall figure in a fur coat
+unwinding his scarf. "It's he! It's really he! He has come!" she said to
+herself, and rushing at him embraced him, pressed his head to her
+breast, and then pushed him back and gazed at his ruddy, happy face,
+covered with hoarfrost. "Yes, it is he, happy and contented..."
+
+Then all at once she remembered the tortures of suspense she had
+experienced for the last fortnight, and the joy that had lit up her face
+vanished; she frowned and overwhelmed Pierre with a torrent of
+reproaches and angry words.
+
+"Yes, it's all very well for you. You are pleased, you've had a good
+time.... But what about me? You might at least have shown consideration
+for the children. I am nursing and my milk was spoiled.... Petya was at
+death's door. But you were enjoying yourself. Yes, enjoying..."
+
+Pierre knew he was not to blame, for he could not have come sooner; he
+knew this outburst was unseemly and would blow over in a minute or two;
+above all he knew that he himself was bright and happy. He wanted to
+smile but dared not even think of doing so. He made a piteous,
+frightened face and bent down.
+
+"I could not, on my honor. But how is Petya?"
+
+"All right now. Come along! I wonder you're not ashamed! If only you
+could see what I was like without you, how I suffered!"
+
+"You are well?"
+
+"Come, come!" she said, not letting go of his arm. And they went to
+their rooms.
+
+When Nicholas and his wife came to look for Pierre he was in the nursery
+holding his baby son, who was again awake, on his huge right palm and
+dandling him. A blissful bright smile was fixed on the baby's broad face
+with its toothless open mouth. The storm was long since over and there
+was bright, joyous sunshine on Natasha's face as she gazed tenderly at
+her husband and child.
+
+"And have you talked everything well over with Prince Theodore?" she
+asked.
+
+"Yes, capitally."
+
+"You see, he holds it up." (She meant the baby's head.) "But how he did
+frighten me... You've seen the princess? Is it true she's in love with
+that..."
+
+"Yes, just fancy..."
+
+At that moment Nicholas and Countess Mary came in. Pierre with the baby
+on his hand stooped, kissed them, and replied to their inquiries. But in
+spite of much that was interesting and had to be discussed, the baby
+with the little cap on its unsteady head evidently absorbed all his
+attention.
+
+"How sweet!" said Countess Mary, looking at and playing with the baby.
+"Now, Nicholas," she added, turning to her husband, "I can't understand
+how it is you don't see the charm of these delicious marvels."
+
+"I don't and can't," replied Nicholas, looking coldly at the baby. "A
+lump of flesh. Come along, Pierre!"
+
+"And yet he's such an affectionate father," said Countess Mary,
+vindicating her husband, "but only after they are a year old or so..."
+
+"Now, Pierre nurses them splendidly," said Natasha. "He says his hand is
+just made for a baby's seat. Just look!"
+
+"Only not for this..." Pierre suddenly exclaimed with a laugh, and
+shifting the baby he gave him to the nurse.
+
+
+
+
+CHAPTER XII
+
+As in every large household, there were at Bald Hills several perfectly
+distinct worlds which merged into one harmonious whole, though each
+retained its own peculiarities and made concessions to the others. Every
+event, joyful or sad, that took place in that house was important to all
+these worlds, but each had its own special reasons to rejoice or grieve
+over that occurrence independently of the others.
+
+For instance, Pierre's return was a joyful and important event and they
+all felt it to be so.
+
+The servants--the most reliable judges of their masters because they
+judge not by their conversation or expressions of feeling but by their
+acts and way of life--were glad of Pierre's return because they knew
+that when he was there Count Nicholas would cease going every day to
+attend to the estate, and would be in better spirits and temper, and
+also because they would all receive handsome presents for the holidays.
+
+The children and their governesses were glad of Pierre's return because
+no one else drew them into the social life of the household as he did.
+He alone could play on the clavichord that ecossaise (his only piece) to
+which, as he said, all possible dances could be danced, and they felt
+sure he had brought presents for them all.
+
+Young Nicholas, now a slim lad of fifteen, delicate and intelligent,
+with curly light-brown hair and beautiful eyes, was delighted because
+Uncle Pierre as he called him was the object of his rapturous and
+passionate affection. No one had instilled into him this love for Pierre
+whom he saw only occasionally. Countess Mary who had brought him up had
+done her utmost to make him love her husband as she loved him, and
+little Nicholas did love his uncle, but loved him with just a shade of
+contempt. Pierre, however, he adored. He did not want to be an hussar or
+a Knight of St. George like his uncle Nicholas; he wanted to be learned,
+wise, and kind like Pierre. In Pierre's presence his face always shone
+with pleasure and he flushed and was breathless when Pierre spoke to
+him. He did not miss a single word he uttered, and would afterwards,
+with Dessalles or by himself, recall and reconsider the meaning of
+everything Pierre had said. Pierre's past life and his unhappiness prior
+to 1812 (of which young Nicholas had formed a vague poetic picture from
+some words he had overheard), his adventures in Moscow, his captivity,
+Platon Karataev (of whom he had heard from Pierre), his love for Natasha
+(of whom the lad was also particularly fond), and especially Pierre's
+friendship with the father whom Nicholas could not remember--all this
+made Pierre in his eyes a hero and a saint.
+
+From broken remarks about Natasha and his father, from the emotion with
+which Pierre spoke of that dead father, and from the careful, reverent
+tenderness with which Natasha spoke of him, the boy, who was only just
+beginning to guess what love is, derived the notion that his father had
+loved Natasha and when dying had left her to his friend. But the father
+whom the boy did not remember appeared to him a divinity who could not
+be pictured, and of whom he never thought without a swelling heart and
+tears of sadness and rapture. So the boy also was happy that Pierre had
+arrived.
+
+The guests welcomed Pierre because he always helped to enliven and unite
+any company he was in.
+
+The grown-up members of the family, not to mention his wife, were
+pleased to have back a friend whose presence made life run more smoothly
+and peacefully.
+
+The old ladies were pleased with the presents he brought them, and
+especially that Natasha would now be herself again.
+
+Pierre felt the different outlooks of these various worlds and made
+haste to satisfy all their expectations.
+
+Though the most absent-minded and forgetful of men, Pierre, with the aid
+of a list his wife drew up, had now bought everything, not forgetting
+his mother--and brother-in-law's commissions, nor the dress material for
+a present to Belova, nor toys for his wife's nephews. In the early days
+of his marriage it had seemed strange to him that his wife should expect
+him not to forget to procure all the things he undertook to buy, and he
+had been taken aback by her serious annoyance when on his first trip he
+forgot everything. But in time he grew used to this demand. Knowing that
+Natasha asked nothing for herself, and gave him commissions for others
+only when he himself had offered to undertake them, he now found an
+unexpected and childlike pleasure in this purchase of presents for
+everyone in the house, and never forgot anything. If he now incurred
+Natasha's censure it was only for buying too many and too expensive
+things. To her other defects (as most people thought them, but which to
+Pierre were qualities) of untidiness and neglect of herself, she now
+added stinginess.
+
+From the time that Pierre began life as a family man on a footing
+entailing heavy expenditure, he had noticed to his surprise that he
+spent only half as much as before, and that his affairs--which had been
+in disorder of late, chiefly because of his first wife's debts--had
+begun to improve.
+
+Life was cheaper because it was circumscribed: that most expensive
+luxury, the kind of life that can be changed at any moment, was no
+longer his nor did he wish for it. He felt that his way of life had now
+been settled once for all till death and that to change it was not in
+his power, and so that way of life proved economical.
+
+With a merry, smiling face Pierre was sorting his purchases.
+
+"What do you think of this?" said he, unrolling a piece of stuff like a
+shopman.
+
+Natasha, who was sitting opposite to him with her eldest daughter on her
+lap, turned her sparkling eyes swiftly from her husband to the things he
+showed her.
+
+"That's for Belova? Excellent!" She felt the quality of the material.
+"It was a ruble an arshin, I suppose?"
+
+Pierre told her the price.
+
+"Too dear!" Natasha remarked. "How pleased the children will be and
+Mamma too! Only you need not have bought me this," she added, unable to
+suppress a smile as she gazed admiringly at a gold comb set with pearls,
+of a kind then just coming into fashion.
+
+"Adele tempted me: she kept on telling me to buy it," returned Pierre.
+
+"When am I to wear it?" and Natasha stuck it in her coil of hair. "When
+I take little Masha into society? Perhaps they will be fashionable again
+by then. Well, let's go now."
+
+And collecting the presents they went first to the nursery and then to
+the old countess' rooms.
+
+The countess was sitting with her companion Belova, playing grand-
+patience as usual, when Pierre and Natasha came into the drawing room
+with parcels under their arms.
+
+The countess was now over sixty, was quite gray, and wore a cap with a
+frill that surrounded her face. Her face had shriveled, her upper lip
+had sunk in, and her eyes were dim.
+
+After the deaths of her son and husband in such rapid succession, she
+felt herself a being accidentally forgotten in this world and left
+without aim or object for her existence. She ate, drank, slept, or kept
+awake, but did not live. Life gave her no new impressions. She wanted
+nothing from life but tranquillity, and that tranquillity only death
+could give her. But until death came she had to go on living, that is,
+to use her vital forces. A peculiarity one sees in very young children
+and very old people was particularly evident in her. Her life had no
+external aims--only a need to exercise her various functions and
+inclinations was apparent. She had to eat, sleep, think, speak, weep,
+work, give vent to her anger, and so on, merely because she had a
+stomach, a brain, muscles, nerves, and a liver. She did these things not
+under any external impulse as people in the full vigor of life do, when
+behind the purpose for which they strive that of exercising their
+functions remains unnoticed. She talked only because she physically
+needed to exercise her tongue and lungs. She cried as a child does,
+because her nose had to be cleared, and so on. What for people in their
+full vigor is an aim was for her evidently merely a pretext.
+
+Thus in the morning--especially if she had eaten anything rich the day
+before--she felt a need of being angry and would choose as the handiest
+pretext Belova's deafness.
+
+She would begin to say something to her in a low tone from the other end
+of the room.
+
+"It seems a little warmer today, my dear," she would murmur.
+
+And when Belova replied: "Oh yes, they've come," she would mutter
+angrily: "O Lord! How stupid and deaf she is!"
+
+Another pretext would be her snuff, which would seem too dry or too damp
+or not rubbed fine enough. After these fits of irritability her face
+would grow yellow, and her maids knew by infallible symptoms when Belova
+would again be deaf, the snuff damp, and the countess' face yellow. Just
+as she needed to work off her spleen so she had sometimes to exercise
+her still-existing faculty of thinking--and the pretext for that was a
+game of patience. When she needed to cry, the deceased count would be
+the pretext. When she wanted to be agitated, Nicholas and his health
+would be the pretext, and when she felt a need to speak spitefully, the
+pretext would be Countess Mary. When her vocal organs needed exercise,
+which was usually toward seven o'clock when she had had an after-dinner
+rest in a darkened room, the pretext would be the retelling of the same
+stories over and over again to the same audience.
+
+The old lady's condition was understood by the whole household though no
+one ever spoke of it, and they all made every possible effort to satisfy
+her needs. Only by a rare glance exchanged with a sad smile between
+Nicholas, Pierre, Natasha, and Countess Mary was the common
+understanding of her condition expressed.
+
+But those glances expressed something more: they said that she had
+played her part in life, that what they now saw was not her whole self,
+that we must all become like her, and that they were glad to yield to
+her, to restrain themselves for this once precious being formerly as
+full of life as themselves, but now so much to be pitied. "Memento
+mori," said these glances.
+
+Only the really heartless, the stupid ones of that household, and the
+little children failed to understand this and avoided her.
+
+
+
+
+CHAPTER XIII
+
+When Pierre and his wife entered the drawing room the countess was in
+one of her customary states in which she needed the mental exertion of
+playing patience, and so--though by force of habit she greeted him with
+the words she always used when Pierre or her son returned after an
+absence: "High time, my dear, high time! We were all weary of waiting
+for you. Well, thank God!" and received her presents with another
+customary remark: "It's not the gift that's precious, my dear, but that
+you give it to me, an old woman..."--yet it was evident that she was not
+pleased by Pierre's arrival at that moment when it diverted her
+attention from the unfinished game.
+
+She finished her game of patience and only then examined the presents.
+They consisted of a box for cards, of splendid workmanship, a bright-
+blue Sevres tea cup with shepherdesses depicted on it and with a lid,
+and a gold snuffbox with the count's portrait on the lid which Pierre
+had had done by a miniaturist in Petersburg. The countess had long
+wished for such a box, but as she did not want to cry just then she
+glanced indifferently at the portrait and gave her attention chiefly to
+the box for cards.
+
+"Thank you, my dear, you have cheered me up," said she as she always
+did. "But best of all you have brought yourself back--for I never saw
+anything like it, you ought to give your wife a scolding! What are we to
+do with her? She is like a mad woman when you are away. Doesn't see
+anything, doesn't remember anything," she went on, repeating her usual
+phrases. "Look, Anna Timofeevna," she added to her companion, "see what
+a box for cards my son has brought us!"
+
+Belova admired the presents and was delighted with her dress material.
+
+Though Pierre, Natasha, Nicholas, Countess Mary, and Denisov had much to
+talk about that they could not discuss before the old countess--not that
+anything was hidden from her, but because she had dropped so far
+behindhand in many things that had they begun to converse in her
+presence they would have had to answer inopportune questions and to
+repeat what they had already told her many times: that so-and-so was
+dead and so-and-so was married, which she would again be unable to
+remember--yet they sat at tea round the samovar in the drawing room from
+habit, and Pierre answered the countess' questions as to whether Prince
+Vasili had aged and whether Countess Mary Alexeevna had sent greetings
+and still thought of them, and other matters that interested no one and
+to which she herself was indifferent.
+
+Conversation of this kind, interesting to no one yet unavoidable,
+continued all through teatime. All the grown-up members of the family
+were assembled near the round tea table at which Sonya presided beside
+the samovar. The children with their tutors and governesses had had tea
+and their voices were audible from the next room. At tea all sat in
+their accustomed places: Nicholas beside the stove at a small table
+where his tea was handed to him; Milka, the old gray borzoi bitch
+(daughter of the first Milka), with a quite gray face and large black
+eyes that seemed more prominent than ever, lay on the armchair beside
+him; Denisov, whose curly hair, mustache, and whiskers had turned half
+gray, sat beside countess Mary with his general's tunic unbuttoned;
+Pierre sat between his wife and the old countess. He spoke of what he
+knew might interest the old lady and that she could understand. He told
+her of external social events and of the people who had formed the
+circle of her contemporaries and had once been a real, living, and
+distinct group, but who were now for the most part scattered about the
+world and like herself were garnering the last ears of the harvests they
+had sown in earlier years. But to the old countess those contemporaries
+of hers seemed to be the only serious and real society. Natasha saw by
+Pierre's animation that his visit had been interesting and that he had
+much to tell them but dare not say it before the old countess. Denisov,
+not being a member of the family, did not understand Pierre's caution
+and being, as a malcontent, much interested in what was occurring in
+Petersburg, kept urging Pierre to tell them about what had happened in
+the Semenovsk regiment, then about Arakcheev, and then about the Bible
+Society. Once or twice Pierre was carried away and began to speak of
+these things, but Nicholas and Natasha always brought him back to the
+health of Prince Ivan and Countess Mary Alexeevna.
+
+"Well, and all this idiocy--Gossner and Tatawinova?" Denisov asked. "Is
+that weally still going on?"
+
+
+"Going on?" Pierre exclaimed. "Why more than ever! The Bible Society is
+the whole government now!"
+
+"What is that, mon cher ami?" asked the countess, who had finished her
+tea and evidently needed a pretext for being angry after her meal. "What
+are you saying about the government? I don't understand."
+
+"Well, you know, Maman," Nicholas interposed, knowing how to translate
+things into his mother's language, "Prince Alexander Golitsyn has
+founded a society and in consequence has great influence, they say."
+
+"Arakcheev and Golitsyn," incautiously remarked Pierre, "are now the
+whole government! And what a government! They see treason everywhere and
+are afraid of everything."
+
+"Well, and how is Prince Alexander to blame? He is a most estimable man.
+I used to meet him at Mary Antonovna's," said the countess in an
+offended tone; and still more offended that they all remained silent,
+she went on: "Nowadays everyone finds fault. A Gospel Society! Well, and
+what harm is there in that?" and she rose (everybody else got up too)
+and with a severe expression sailed back to her table in the sitting
+room.
+
+The melancholy silence that followed was broken by the sounds of the
+children's voices and laughter from the next room. Evidently some jolly
+excitement was going on there.
+
+"Finished, finished!" little Natasha's gleeful yell rose above them all.
+
+Pierre exchanged glances with Countess Mary and Nicholas (Natasha he
+never lost sight of) and smiled happily.
+
+"That's delightful music!" said he.
+
+"It means that Anna Makarovna has finished her stocking," said Countess
+Mary.
+
+"Oh, I'll go and see," said Pierre, jumping up. "You know," he added,
+stopping at the door, "why I'm especially fond of that music? It is
+always the first thing that tells me all is well. When I was driving
+here today, the nearer I got to the house the more anxious I grew. As I
+entered the anteroom I heard Andrusha's peals of laughter and that meant
+that all was well."
+
+"I know! I know that feeling," said Nicholas. "But I mustn't go there--
+those stockings are to be a surprise for me."
+
+Pierre went to the children, and the shouting and laughter grew still
+louder.
+
+"Come, Anna Makarovna," Pierre's voice was heard saying, "come here into
+the middle of the room and at the word of command, 'One, two,' and when
+I say 'three'... You stand here, and you in my arms--well now! One,
+two!..." said Pierre, and a silence followed: "three!" and a rapturously
+breathless cry of children's voices filled the room. "Two, two!" they
+shouted.
+
+This meant two stockings, which by a secret process known only to
+herself Anna Makarovna used to knit at the same time on the same
+needles, and which, when they were ready, she always triumphantly drew,
+one out of the other, in the children's presence.
+
+
+
+
+CHAPTER XIV
+
+Soon after this the children came in to say good night. They kissed
+everyone, the tutors and governesses made their bows, and they went out.
+Only young Nicholas and his tutor remained. Dessalles whispered to the
+boy to come downstairs.
+
+"No, Monsieur Dessalles, I will ask my aunt to let me stay," replied
+Nicholas Bolkonski also in a whisper.
+
+"Ma tante, please let me stay," said he, going up to his aunt.
+
+His face expressed entreaty, agitation, and ecstasy. Countess Mary
+glanced at him and turned to Pierre.
+
+"When you are here he can't tear himself away," she said.
+
+"I will bring him to you directly, Monsieur Dessalles. Good night!" said
+Pierre, giving his hand to the Swiss tutor, and he turned to young
+Nicholas with a smile. "You and I haven't seen anything of one another
+yet... How like he is growing, Mary!" he added, addressing Countess
+Mary.
+
+"Like my father?" asked the boy, flushing crimson and looking up at
+Pierre with bright, ecstatic eyes.
+
+Pierre nodded, and went on with what he had been saying when the
+children had interrupted. Countess Mary sat down doing woolwork; Natasha
+did not take her eyes off her husband. Nicholas and Denisov rose, asked
+for their pipes, smoked, went to fetch more tea from Sonya--who sat
+weary but resolute at the samovar--and questioned Pierre. The curly-
+headed, delicate boy sat with shining eyes unnoticed in a corner,
+starting every now and then and muttering something to himself, and
+evidently experiencing a new and powerful emotion as he turned his curly
+head, with his thin neck exposed by his turn-down collar, toward the
+place where Pierre sat.
+
+The conversation turned on the contemporary gossip about those in power,
+in which most people see the chief interest of home politics. Denisov,
+dissatisfied with the government on account of his own disappointments
+in the service, heard with pleasure of the things done in Petersburg
+which seemed to him stupid, and made forcible and sharp comments on what
+Pierre told them.
+
+"One used to have to be a German--now one must dance with Tatawinova and
+Madame Kwudener, and wead Ecka'tshausen and the bwethwen. Oh, they
+should let that fine fellow Bonaparte loose--he'd knock all this
+nonsense out of them! Fancy giving the command of the Semenov wegiment
+to a fellow like that Schwa'tz!" he cried.
+
+Nicholas, though free from Denisov's readiness to find fault with
+everything, also thought that discussion of the government was a very
+serious and weighty matter, and the fact that A had been appointed
+Minister of This and B Governor General of That, and that the Emperor
+had said so-and-so and this minister so-and-so, seemed to him very
+important. And so he thought it necessary to take an interest in these
+things and to question Pierre. The questions put by these two kept the
+conversation from changing its ordinary character of gossip about the
+higher government circles.
+
+But Natasha, knowing all her husband's ways and ideas, saw that he had
+long been wishing but had been unable to divert the conversation to
+another channel and express his own deeply felt idea for the sake of
+which he had gone to Petersburg to consult with his new friend Prince
+Theodore, and she helped him by asking how his affairs with Prince
+Theodore had gone.
+
+"What was it about?" asked Nicholas.
+
+"Always the same thing," said Pierre, looking round at his listeners.
+"Everybody sees that things are going so badly that they cannot be
+allowed to go on so and that it is the duty of all decent men to
+counteract it as far as they can."
+
+"What can decent men do?" Nicholas inquired, frowning slightly. "What
+can be done?"
+
+"Why, this..."
+
+"Come into my study," said Nicholas.
+
+Natasha, who had long expected to be fetched to nurse her baby, now
+heard the nurse calling her and went to the nursery. Countess Mary
+followed her. The men went into the study and little Nicholas Bolkonski
+followed them unnoticed by his uncle and sat down at the writing table
+in a shady corner by the window.
+
+"Well, what would you do?" asked Denisov.
+
+"Always some fantastic schemes," said Nicholas.
+
+"Why this," began Pierre, not sitting down but pacing the room,
+sometimes stopping short, gesticulating, and lisping: "the position in
+Petersburg is this: the Emperor does not look into anything. He has
+abandoned himself altogether to this mysticism" (Pierre could not
+tolerate mysticism in anyone now). "He seeks only for peace, and only
+these people sans foi ni loi * can give it him--people who recklessly
+hack at and strangle everything--Magnitski, Arakcheev, and tutti
+quanti.... You will agree that if you did not look after your estates
+yourself but only wanted a quiet life, the harsher your steward was the
+more readily your object might be attained," he said to Nicholas.
+
+
+* Without faith or law.
+
+"Well, what does that lead up to?" said Nicholas.
+
+"Well, everything is going to ruin! Robbery in the law courts, in the
+army nothing but flogging, drilling, and Military Settlements; the
+people are tortured, enlightenment is suppressed. All that is young and
+honest is crushed! Everyone sees that this cannot go on. Everything is
+strained to such a degree that it will certainly break," said Pierre (as
+those who examine the actions of any government have always said since
+governments began). "I told them just one thing in Petersburg."
+
+"Told whom?"
+
+"Well, you know whom," said Pierre, with a meaning glance from under his
+brows. "Prince Theodore and all those. To encourage culture and
+philanthropy is all very well of course. The aim is excellent but in the
+present circumstances something else is needed."
+
+At that moment Nicholas noticed the presence of his nephew. His face
+darkened and he went up to the boy.
+
+"Why are you here?"
+
+"Why? Let him be," said Pierre, taking Nicholas by the arm and
+continuing. "That is not enough, I told them. Something else is needed.
+When you stand expecting the overstrained string to snap at any moment,
+when everyone is expecting the inevitable catastrophe, as many as
+possible must join hands as closely as they can to withstand the general
+calamity. Everything that is young and strong is being enticed away and
+depraved. One is lured by women, another by honors, a third by ambition
+or money, and they go over to that camp. No independent men, such as you
+or I, are left. What I say is widen the scope of our society, let the
+mot d'ordre be not virtue alone but independence and action as well!"
+
+Nicholas, who had left his nephew, irritably pushed up an armchair, sat
+down in it, and listened to Pierre, coughing discontentedly and frowning
+more and more.
+
+"But action with what aim?" he cried. "And what position will you adopt
+toward the government?"
+
+"Why, the position of assistants. The society need not be secret if the
+government allows it. Not merely is it not hostile to government, but it
+is a society of true conservatives--a society of gentlemen in the full
+meaning of that word. It is only to prevent some Pugachev or other from
+killing my children and yours, and Arakcheev from sending me off to some
+Military Settlement. We join hands only for the public welfare and the
+general safety."
+
+"Yes, but it's a secret society and therefore a hostile and harmful one
+which can only cause harm."
+
+"Why? Did the Tugendbund which saved Europe" (they did not then venture
+to suggest that Russia had saved Europe) "do any harm? The Tugendbund is
+an alliance of virtue: it is love, mutual help... it is what Christ
+preached on the Cross."
+
+Natasha, who had come in during the conversation, looked joyfully at her
+husband. It was not what he was saying that pleased her--that did not
+even interest her, for it seemed to her that was all extremely simple
+and that she had known it a long time (it seemed so to her because she
+knew that it sprang from Pierre's whole soul), but it was his animated
+and enthusiastic appearance that made her glad.
+
+The boy with the thin neck stretching out from the turn-down collar--
+whom everyone had forgotten--gazed at Pierre with even greater and more
+rapturous joy. Every word of Pierre's burned into his heart, and with a
+nervous movement of his fingers he unconsciously broke the sealing wax
+and quill pens his hands came upon on his uncle's table.
+
+"It is not at all what you suppose; but that is what the German
+Tugendbund was, and what I am proposing."
+
+"No, my fwiend! The Tugendbund is all vewy well for the sausage eaters,
+but I don't understand it and can't even pwonounce it," interposed
+Denisov in a loud and resolute voice. "I agwee that evewything here is
+wotten and howwible, but the Tugendbund I don't understand. If we're not
+satisfied, let us have a bunt of our own. That's all wight. Je suis
+vot'e homme!" *
+
+
+* "I'm your man."
+
+Pierre smiled, Natasha began to laugh, but Nicholas knitted his brows
+still more and began proving to Pierre that there was no prospect of any
+great change and that all the danger he spoke of existed only in his
+imagination. Pierre maintained the contrary, and as his mental faculties
+were greater and more resourceful, Nicholas felt himself cornered. This
+made him still angrier, for he was fully convinced, not by reasoning but
+by something within him stronger than reason, of the justice of his
+opinion.
+
+"I will tell you this," he said, rising and trying with nervously
+twitching fingers to prop up his pipe in a corner, but finally
+abandoning the attempt. "I can't prove it to you. You say that
+everything here is rotten and that an overthrow is coming: I don't see
+it. But you also say that our oath of allegiance is a conditional
+matter, and to that I reply: 'You are my best friend, as you know, but
+if you formed a secret society and began working against the government-
+-be it what it may--I know it is my duty to obey the government. And if
+Arakcheev ordered me to lead a squadron against you and cut you down, I
+should not hesitate an instant, but should do it.' And you may argue
+about that as you like!"
+
+An awkward silence followed these words. Natasha was the first to speak,
+defending her husband and attacking her brother. Her defense was weak
+and inapt but she attained her object. The conversation was resumed, and
+no longer in the unpleasantly hostile tone of Nicholas' last remark.
+
+When they all got up to go in to supper, little Nicholas Bolkonski went
+up to Pierre, pale and with shining, radiant eyes.
+
+"Uncle Pierre, you... no... If Papa were alive... would he agree with
+you?" he asked.
+
+And Pierre suddenly realized what a special, independent, complex, and
+powerful process of thought and feeling must have been going on in this
+boy during that conversation, and remembering all he had said he
+regretted that the lad should have heard him. He had, however, to give
+him an answer.
+
+"Yes, I think so," he said reluctantly, and left the study.
+
+The lad looked down and seemed now for the first time to notice what he
+had done to the things on the table. He flushed and went up to Nicholas.
+
+"Uncle, forgive me, I did that... unintentionally," he said, pointing to
+the broken sealing wax and pens.
+
+Nicholas started angrily.
+
+"All right, all right," he said, throwing the bits under the table.
+
+And evidently suppressing his vexation with difficulty, he turned away
+from the boy.
+
+"You ought not to have been here at all," he said.
+
+
+
+
+CHAPTER XV
+
+The conversation at supper was not about politics or societies, but
+turned on the subject Nicholas liked best--recollections of 1812.
+Denisov started these and Pierre was particularly agreeable and amusing
+about them. The family separated on the most friendly terms.
+
+After supper Nicholas, having undressed in his study and given
+instructions to the steward who had been waiting for him, went to the
+bedroom in his dressing gown, where he found his wife still at her
+table, writing.
+
+"What are you writing, Mary?" Nicholas asked.
+
+Countess Mary blushed. She was afraid that what she was writing would
+not be understood or approved by her husband.
+
+She had wanted to conceal what she was writing from him, but at the same
+time was glad he had surprised her at it and that she would now have to
+tell him.
+
+"A diary, Nicholas," she replied, handing him a blue exercise book
+filled with her firm, bold writing.
+
+"A diary?" Nicholas repeated with a shade of irony, and he took up the
+book.
+
+It was in French.
+
+December 4. Today when Andrusha (her eldest boy) woke up he did not wish
+to dress and Mademoiselle Louise sent for me. He was naughty and
+obstinate. I tried threats, but he only grew angrier. Then I took the
+matter in hand: I left him alone and began with nurse's help to get the
+other children up, telling him that I did not love him. For a long time
+he was silent, as if astonished, then he jumped out of bed, ran to me in
+his shirt, and sobbed so that I could not calm him for a long time. It
+was plain that what troubled him most was that he had grieved me.
+Afterwards in the evening when I gave him his ticket, he again began
+crying piteously and kissing me. One can do anything with him by
+tenderness.
+
+"What is a 'ticket'?" Nicholas inquired.
+
+"I have begun giving the elder ones marks every evening, showing how
+they have behaved."
+
+Nicholas looked into the radiant eyes that were gazing at him, and
+continued to turn over the pages and read. In the diary was set down
+everything in the children's lives that seemed noteworthy to their
+mother as showing their characters or suggesting general reflections on
+educational methods. They were for the most part quite insignificant
+trifles, but did not seem so to the mother or to the father either, now
+that he read this diary about his children for the first time.
+
+Under the date "5" was entered:
+
+Mitya was naughty at table. Papa said he was to have no pudding. He had
+none, but looked so unhappily and greedily at the others while they were
+eating! I think that punishment by depriving children of sweets only
+develops their greediness. Must tell Nicholas this.
+
+Nicholas put down the book and looked at his wife. The radiant eyes
+gazed at him questioningly: would he approve or disapprove of her diary?
+There could be no doubt not only of his approval but also of his
+admiration for his wife.
+
+Perhaps it need not be done so pedantically, thought Nicholas, or even
+done at all, but this untiring, continual spiritual effort of which the
+sole aim was the children's moral welfare delighted him. Had Nicholas
+been able to analyze his feelings he would have found that his steady,
+tender, and proud love of his wife rested on his feeling of wonder at
+her spirituality and at the lofty moral world, almost beyond his reach,
+in which she had her being.
+
+He was proud of her intelligence and goodness, recognized his own
+insignificance beside her in the spiritual world, and rejoiced all the
+more that she with such a soul not only belonged to him but was part of
+himself.
+
+"I quite, quite approve, my dearest!" said he with a significant look,
+and after a short pause he added: "And I behaved badly today. You
+weren't in the study. We began disputing--Pierre and I--and I lost my
+temper. But he is impossible: such a child! I don't know what would
+become of him if Natasha didn't keep him in hand.... Have you any idea
+why he went to Petersburg? They have formed..."
+
+"Yes, I know," said Countess Mary. "Natasha told me."
+
+"Well, then, you know," Nicholas went on, growing hot at the mere
+recollection of their discussion, "he wanted to convince me that it is
+every honest man's duty to go against the government, and that the oath
+of allegiance and duty... I am sorry you weren't there. They all fell on
+me--Denisov and Natasha... Natasha is absurd. How she rules over him!
+And yet there need only be a discussion and she has no words of her own
+but only repeats his sayings..." added Nicholas, yielding to that
+irresistible inclination which tempts us to judge those nearest and
+dearest to us. He forgot that what he was saying about Natasha could
+have been applied word for word to himself in relation to his wife.
+
+"Yes, I have noticed that," said Countess Mary.
+
+"When I told him that duty and the oath were above everything, he
+started proving goodness knows what! A pity you were not there--what
+would you have said?"
+
+"As I see it you were quite right, and I told Natasha so. Pierre says
+everybody is suffering, tortured, and being corrupted, and that it is
+our duty to help our neighbor. Of course he is right there," said
+Countess Mary, "but he forgets that we have other duties nearer to us,
+duties indicated to us by God Himself, and that though we might expose
+ourselves to risks we must not risk our children."
+
+"Yes, that's it! That's just what I said to him," put in Nicholas, who
+fancied he really had said it. "But they insisted on their own view:
+love of one's neighbor and Christianity--and all this in the presence of
+young Nicholas, who had gone into my study and broke all my things."
+
+"Ah, Nicholas, do you know I am often troubled about little Nicholas,"
+said Countess Mary. "He is such an exceptional boy. I am afraid I
+neglect him in favor of my own: we all have children and relations while
+he has no one. He is constantly alone with his thoughts."
+
+"Well, I don't think you need reproach yourself on his account. All that
+the fondest mother could do for her son you have done and are doing for
+him, and of course I am glad of it. He is a fine lad, a fine lad! This
+evening he listened to Pierre in a sort of trance, and fancy--as we were
+going in to supper I looked and he had broken everything on my table to
+bits, and he told me of it himself at once! I never knew him to tell an
+untruth. A fine lad, a fine lad!" repeated Nicholas, who at heart was
+not fond of Nicholas Bolkonski but was always anxious to recognize that
+he was a fine lad.
+
+"Still, I am not the same as his own mother," said Countess Mary. "I
+feel I am not the same and it troubles me. A wonderful boy, but I am
+dreadfully afraid for him. It would be good for him to have companions."
+
+"Well it won't be for long. Next summer I'll take him to Petersburg,"
+said Nicholas. "Yes, Pierre always was a dreamer and always will be," he
+continued, returning to the talk in the study which had evidently
+disturbed him. "Well, what business is it of mine what goes on there--
+whether Arakcheev is bad, and all that? What business was it of mine
+when I married and was so deep in debt that I was threatened with
+prison, and had a mother who could not see or understand it? And then
+there are you and the children and our affairs. Is it for my own
+pleasure that I am at the farm or in the office from morning to night?
+No, but I know I must work to comfort my mother, to repay you, and not
+to leave the children such beggars as I was."
+
+Countess Mary wanted to tell him that man does not live by bread alone
+and that he attached too much importance to these matters. But she knew
+she must not say this and that it would be useless to do so. She only
+took his hand and kissed it. He took this as a sign of approval and a
+confirmation of his thoughts, and after a few minutes' reflection
+continued to think aloud.
+
+"You know, Mary, today Elias Mitrofanych" (this was his overseer) "came
+back from the Tambov estate and told me they are already offering eighty
+thousand rubles for the forest."
+
+And with an eager face Nicholas began to speak of the possibility of
+repurchasing Otradnoe before long, and added: "Another ten years of life
+and I shall leave the children... in an excellent position."
+
+Countess Mary listened to her husband and understood all that he told
+her. She knew that when he thought aloud in this way he would sometimes
+ask her what he had been saying, and be vexed if he noticed that she had
+been thinking about something else. But she had to force herself to
+attend, for what he was saying did not interest her at all. She looked
+at him and did not think, but felt, about something different. She felt
+a submissive tender love for this man who would never understand all
+that she understood, and this seemed to make her love for him still
+stronger and added a touch of passionate tenderness. Besides this
+feeling which absorbed her altogether and hindered her from following
+the details of her husband's plans, thoughts that had no connection with
+what he was saying flitted through her mind. She thought of her nephew.
+Her husband's account of the boy's agitation while Pierre was speaking
+struck her forcibly, and various traits of his gentle, sensitive
+character recurred to her mind; and while thinking of her nephew she
+thought also of her own children. She did not compare them with him, but
+compared her feeling for them with her feeling for him, and felt with
+regret that there was something lacking in her feeling for young
+Nicholas.
+
+Sometimes it seemed to her that this difference arose from the
+difference in their ages, but she felt herself to blame toward him and
+promised in her heart to do better and to accomplish the impossible--in
+this life to love her husband, her children, little Nicholas, and all
+her neighbors, as Christ loved mankind. Countess Mary's soul always
+strove toward the infinite, the eternal, and the absolute, and could
+therefore never be at peace. A stern expression of the lofty, secret
+suffering of a soul burdened by the body appeared on her face. Nicholas
+gazed at her. "O God! What will become of us if she dies, as I always
+fear when her face is like that?" thought he, and placing himself before
+the icon he began to say his evening prayers.
+
+
+
+
+CHAPTER XVI
+
+Natasha and Pierre, left alone, also began to talk as only a husband and
+wife can talk, that is, with extraordinary clearness and rapidity,
+understanding and expressing each other's thoughts in ways contrary to
+all rules of logic, without premises, deductions, or conclusions, and in
+a quite peculiar way. Natasha was so used to this kind of talk with her
+husband that for her it was the surest sign of something being wrong
+between them if Pierre followed a line of logical reasoning. When he
+began proving anything, or talking argumentatively and calmly and she,
+led on by his example, began to do the same, she knew that they were on
+the verge of a quarrel.
+
+From the moment they were alone and Natasha came up to him with wide-
+open happy eyes, and quickly seizing his head pressed it to her bosom,
+saying: "Now you are all mine, mine! You won't escape!"--from that
+moment this conversation began, contrary to all the laws of logic and
+contrary to them because quite different subjects were talked about at
+one and the same time. This simultaneous discussion of many topics did
+not prevent a clear understanding but on the contrary was the surest
+sign that they fully understood one another.
+
+Just as in a dream when all is uncertain, unreasoning, and
+contradictory, except the feeling that guides the dream, so in this
+intercourse contrary to all laws of reason, the words themselves were
+not consecutive and clear but only the feeling that prompted them.
+
+Natasha spoke to Pierre about her brother's life and doings, of how she
+had suffered and lacked life during his own absence, and of how she was
+fonder than ever of Mary, and how Mary was in every way better than
+herself. In saying this Natasha was sincere in acknowledging Mary's
+superiority, but at the same time by saying it she made a demand on
+Pierre that he should, all the same, prefer her to Mary and to all other
+women, and that now, especially after having seen many women in
+Petersburg, he should tell her so afresh.
+
+Pierre, answering Natasha's words, told her how intolerable it had been
+for him to meet ladies at dinners and balls in Petersburg.
+
+"I have quite lost the knack of talking to ladies," he said. "It was
+simply dull. Besides, I was very busy."
+
+Natasha looked intently at him and went on:
+
+"Mary is so splendid," she said. "How she understands children! It is as
+if she saw straight into their souls. Yesterday, for instance, Mitya was
+naughty..."
+
+"How like his father he is," Pierre interjected.
+
+Natasha knew why he mentioned Mitya's likeness to Nicholas: the
+recollection of his dispute with his brother-in-law was unpleasant and
+he wanted to know what Natasha thought of it.
+
+"Nicholas has the weakness of never agreeing with anything not generally
+accepted. But I understand that you value what opens up a fresh line,"
+said she, repeating words Pierre had once uttered.
+
+"No, the chief point is that to Nicholas ideas and discussions are an
+amusement--almost a pastime," said Pierre. "For instance, he is
+collecting a library and has made it a rule not to buy a new book till
+he has read what he had already bought--Sismondi and Rousseau and
+Montesquieu," he added with a smile. "You know how much I..." he began
+to soften down what he had said; but Natasha interrupted him to show
+that this was unnecessary.
+
+"So you say ideas are an amusement to him...."
+
+"Yes, and for me nothing else is serious. All the time in Petersburg I
+saw everyone as in a dream. When I am taken up by a thought, all else is
+mere amusement."
+
+"Ah, I'm so sorry I wasn't there when you met the children," said
+Natasha. "Which was most delighted? Lisa, I'm sure."
+
+"Yes," Pierre replied, and went on with what was in his mind. "Nicholas
+says we ought not to think. But I can't help it. Besides, when I was in
+Petersburg I felt (I can say this to you) that the whole affair would go
+to pieces without me--everyone was pulling his own way. But I succeeded
+in uniting them all; and then my idea is so clear and simple. You see, I
+don't say that we ought to oppose this and that. We may be mistaken.
+What I say is: 'Join hands, you who love the right, and let there be but
+one banner--that of active virtue.' Prince Sergey is a fine fellow and
+clever."
+
+Natasha would have had no doubt as to the greatness of Pierre's idea,
+but one thing disconcerted her. "Can a man so important and necessary to
+society be also my husband? How did this happen?" She wished to express
+this doubt to him. "Now who could decide whether he is really cleverer
+than all the others?" she asked herself, and passed in review all those
+whom Pierre most respected. Judging by what he had said there was no one
+he had respected so highly as Platon Karataev.
+
+"Do you know what I am thinking about?" she asked. "About Platon
+Karataev. Would he have approved of you now, do you think?"
+
+Pierre was not at all surprised at this question. He understood his
+wife's line of thought.
+
+"Platon Karataev?" he repeated, and pondered, evidently sincerely trying
+to imagine Karataev's opinion on the subject. "He would not have
+understood... yet perhaps he would."
+
+"I love you awfully!" Natasha suddenly said. "Awfully, awfully!"
+
+"No, he would not have approved," said Pierre, after reflection. "What
+he would have approved of is our family life. He was always so anxious
+to find seemliness, happiness, and peace in everything, and I should
+have been proud to let him see us. There now--you talk of my absence,
+but you wouldn't believe what a special feeling I have for you after a
+separation...."
+
+"Yes, I should think..." Natasha began.
+
+"No, it's not that. I never leave off loving you. And one couldn't love
+more, but this is something special.... Yes, of course-" he did not
+finish because their eyes meeting said the rest.
+
+"What nonsense it is," Natasha suddenly exclaimed, "about honeymoons,
+and that the greatest happiness is at first! On the contrary, now is the
+best of all. If only you did not go away! Do you remember how we
+quarreled? And it was always my fault. Always mine. And what we
+quarreled about--I don't even remember!"
+
+"Always about the same thing," said Pierre with a smile. "Jealo..."
+
+"Don't say it! I can't bear it!" Natasha cried, and her eyes glittered
+coldly and vindictively. "Did you see her?" she added, after a pause.
+
+"No, and if I had I shouldn't have recognized her."
+
+They were silent for a while.
+
+"Oh, do you know? While you were talking in the study I was looking at
+you," Natasha began, evidently anxious to disperse the cloud that had
+come over them. "You are as like him as two peas--like the boy." (She
+meant her little son.) "Oh, it's time to go to him.... The milk's
+come.... But I'm sorry to leave you."
+
+They were silent for a few seconds. Then suddenly turning to one another
+at the same time they both began to speak. Pierre began with self-
+satisfaction and enthusiasm, Natasha with a quiet, happy smile. Having
+interrupted one another they both stopped to let the other continue.
+
+"No. What did you say? Go on, go on."
+
+"No, you go on, I was talking nonsense," said Natasha.
+
+Pierre finished what he had begun. It was the sequel to his complacent
+reflections on his success in Petersburg. At that moment it seemed to
+him that he was chosen to give a new direction to the whole of Russian
+society and to the whole world.
+
+"I only wished to say that ideas that have great results are always
+simple ones. My whole idea is that if vicious people are united and
+constitute a power, then honest folk must do the same. Now that's simple
+enough."
+
+"Yes."
+
+"And what were you going to say?"
+
+"I? Only nonsense."
+
+"But all the same?"
+
+"Oh nothing, only a trifle," said Natasha, smilingly still more
+brightly. "I only wanted to tell you about Petya: today nurse was coming
+to take him from me, and he laughed, shut his eyes, and clung to me. I'm
+sure he thought he was hiding. Awfully sweet! There, now he's crying.
+Well, good-by!" and she left the room.
+
+Meanwhile downstairs in young Nicholas Bolkonski's bedroom a little lamp
+was burning as usual. (The boy was afraid of the dark and they could not
+cure him of it.) Dessalles slept propped up on four pillows and his
+Roman nose emitted sounds of rhythmic snoring. Little Nicholas, who had
+just waked up in a cold perspiration, sat up in bed and gazed before him
+with wide-open eyes. He had awaked from a terrible dream. He had dreamed
+that he and Uncle Pierre, wearing helmets such as were depicted in his
+Plutarch, were leading a huge army. The army was made up of white
+slanting lines that filled the air like the cobwebs that float about in
+autumn and which Dessalles called les fils de la Vierge. In front was
+Glory, which was similar to those threads but rather thicker. He and
+Pierre were borne along lightly and joyously, nearer and nearer to their
+goal. Suddenly the threads that moved them began to slacken and become
+entangled and it grew difficult to move. And Uncle Nicholas stood before
+them in a stern and threatening attitude.
+
+"Have you done this?" he said, pointing to some broken sealing wax and
+pens. "I loved you, but I have orders from Arakcheev and will kill the
+first of you who moves forward." Little Nicholas turned to look at
+Pierre but Pierre was no longer there. In his place was his father--
+Prince Andrew--and his father had neither shape nor form, but he
+existed, and when little Nicholas perceived him he grew faint with love:
+he felt himself powerless, limp, and formless. His father caressed and
+pitied him. But Uncle Nicholas came nearer and nearer to them. Terror
+seized young Nicholas and he awoke.
+
+"My father!" he thought. (Though there were two good portraits of Prince
+Andrew in the house, Nicholas never imagined him in human form.) "My
+father has been with me and caressed me. He approved of me and of Uncle
+Pierre. Whatever he may tell me, I will do it. Mucius Scaevola burned
+his hand. Why should not the same sort of thing happen to me? I know
+they want me to learn. And I will learn. But someday I shall have
+finished learning, and then I will do something. I only pray God that
+something may happen to me such as happened to Plutarch's men, and I
+will act as they did. I will do better. Everyone shall know me, love me,
+and be delighted with me!" And suddenly his bosom heaved with sobs and
+he began to cry.
+
+"Are you ill?" he heard Dessalles' voice asking.
+
+"No," answered Nicholas, and lay back on his pillow.
+
+"He is good and kind and I am fond of him!" he thought of Dessalles.
+"But Uncle Pierre! Oh, what a wonderful man he is! And my father? Oh,
+Father, Father! Yes, I will do something with which even he would be
+satisfied...."
+
+SECOND EPILOGUE
+
+
+
+
+CHAPTER I
+
+History is the life of nations and of humanity. To seize and put into
+words, to describe directly the life of humanity or even of a single
+nation, appears impossible.
+
+The ancient historians all employed one and the same method to describe
+and seize the apparently elusive--the life of a people. They described
+the activity of individuals who ruled the people, and regarded the
+activity of those men as representing the activity of the whole nation.
+
+The question: how did individuals make nations act as they wished and by
+what was the will of these individuals themselves guided? the ancients
+met by recognizing a divinity which subjected the nations to the will of
+a chosen man, and guided the will of that chosen man so as to accomplish
+ends that were predestined.
+
+For the ancients these questions were solved by a belief in the direct
+participation of the Deity in human affairs.
+
+Modern history, in theory, rejects both these principles.
+
+It would seem that having rejected the belief of the ancients in man's
+subjection to the Deity and in a predetermined aim toward which nations
+are led, modern history should study not the manifestations of power but
+the causes that produce it. But modern history has not done this. Having
+in theory rejected the view held by the ancients, it still follows them
+in practice.
+
+Instead of men endowed with divine authority and directly guided by the
+will of God, modern history has given us either heroes endowed with
+extraordinary, superhuman capacities, or simply men of very various
+kinds, from monarchs to journalists, who lead the masses. Instead of the
+former divinely appointed aims of the Jewish, Greek, or Roman nations,
+which ancient historians regarded as representing the progress of
+humanity, modern history has postulated its own aims--the welfare of the
+French, German, or English people, or, in its highest abstraction, the
+welfare and civilization of humanity in general, by which is usually
+meant that of the peoples occupying a small northwesterly portion of a
+large continent.
+
+Modern history has rejected the beliefs of the ancients without
+replacing them by a new conception, and the logic of the situation has
+obliged the historians, after they had apparently rejected the divine
+authority of the kings and the "fate" of the ancients, to reach the same
+conclusion by another road, that is, to recognize (1) nations guided by
+individual men, and (2) the existence of a known aim to which these
+nations and humanity at large are tending.
+
+At the basis of the works of all the modern historians from Gibbon to
+Buckle, despite their seeming disagreements and the apparent novelty of
+their outlooks, lie those two old, unavoidable assumptions.
+
+In the first place the historian describes the activity of individuals
+who in his opinion have directed humanity (one historian considers only
+monarchs, generals, and ministers as being such men, while another
+includes also orators, learned men, reformers, philosophers, and poets).
+Secondly, it is assumed that the goal toward which humanity is being led
+is known to the historians: to one of them this goal is the greatness of
+the Roman, Spanish, or French realm; to another it is liberty, equality,
+and a certain kind of civilization of a small corner of the world called
+Europe.
+
+In 1789 a ferment arises in Paris; it grows, spreads, and is expressed
+by a movement of peoples from west to east. Several times it moves
+eastward and collides with a countermovement from the east westward. In
+1812 it reaches its extreme limit, Moscow, and then, with remarkable
+symmetry, a countermovement occurs from east to west, attracting to it,
+as the first movement had done, the nations of middle Europe. The
+counter movement reaches the starting point of the first movement in the
+west--Paris--and subsides.
+
+During that twenty-year period an immense number of fields were left
+untilled, houses were burned, trade changed its direction, millions of
+men migrated, were impoverished, or were enriched, and millions of
+Christian men professing the law of love of their fellows slew one
+another.
+
+What does all this mean? Why did it happen? What made those people burn
+houses and slay their fellow men? What were the causes of these events?
+What force made men act so? These are the instinctive, plain, and most
+legitimate questions humanity asks itself when it encounters the
+monuments and tradition of that period.
+
+For a reply to these questions the common sense of mankind turns to the
+science of history, whose aim is to enable nations and humanity to know
+themselves.
+
+If history had retained the conception of the ancients it would have
+said that God, to reward or punish his people, gave Napoleon power and
+directed his will to the fulfillment of the divine ends, and that reply
+would have been clear and complete. One might believe or disbelieve in
+the divine significance of Napoleon, but for anyone believing in it
+there would have been nothing unintelligible in the history of that
+period, nor would there have been any contradictions.
+
+But modern history cannot give that reply. Science does not admit the
+conception of the ancients as to the direct participation of the Deity
+in human affairs, and therefore history ought to give other answers.
+
+Modern history replying to these questions says: you want to know what
+this movement means, what caused it, and what force produced these
+events? Then listen:
+
+"Louis XIV was a very proud and self-confident man; he had such and such
+mistresses and such and such ministers and he ruled France badly. His
+descendants were weak men and they too ruled France badly. And they had
+such and such favorites and such and such mistresses. Moreover, certain
+men wrote some books at that time. At the end of the eighteenth century
+there were a couple of dozen men in Paris who began to talk about all
+men being free and equal. This caused people all over France to begin to
+slash at and drown one another. They killed the king and many other
+people. At that time there was in France a man of genius--Napoleon. He
+conquered everybody everywhere--that is, he killed many people because
+he was a great genius. And for some reason he went to kill Africans, and
+killed them so well and was so cunning and wise that when he returned to
+France he ordered everybody to obey him, and they all obeyed him. Having
+become an Emperor he again went out to kill people in Italy, Austria,
+and Prussia. And there too he killed a great many. In Russia there was
+an Emperor, Alexander, who decided to restore order in Europe and
+therefore fought against Napoleon. In 1807 he suddenly made friends with
+him, but in 1811 they again quarreled and again began killing many
+people. Napoleon led six hundred thousand men into Russia and captured
+Moscow; then he suddenly ran away from Moscow, and the Emperor
+Alexander, helped by the advice of Stein and others, united Europe to
+arm against the disturber of its peace. All Napoleon's allies suddenly
+became his enemies and their forces advanced against the fresh forces he
+raised. The Allies defeated Napoleon, entered Paris, forced Napoleon to
+abdicate, and sent him to the island of Elba, not depriving him of the
+title of Emperor and showing him every respect, though five years before
+and one year later they all regarded him as an outlaw and a brigand.
+Then Louis XVIII, who till then had been the laughingstock both of the
+French and the Allies, began to reign. And Napoleon, shedding tears
+before his Old Guards, renounced the throne and went into exile. Then
+the skillful statesmen and diplomatists (especially Talleyrand, who
+managed to sit down in a particular chair before anyone else and thereby
+extended the frontiers of France) talked in Vienna and by these
+conversations made the nations happy or unhappy. Suddenly the
+diplomatists and monarchs nearly quarreled and were on the point of
+again ordering their armies to kill one another, but just then Napoleon
+arrived in France with a battalion, and the French, who had been hating
+him, immediately all submitted to him. But the Allied monarchs were
+angry at this and went to fight the French once more. And they defeated
+the genius Napoleon and, suddenly recognizing him as a brigand, sent him
+to the island of St. Helena. And the exile, separated from the beloved
+France so dear to his heart, died a lingering death on that rock and
+bequeathed his great deeds to posterity. But in Europe a reaction
+occurred and the sovereigns once again all began to oppress their
+subjects."
+
+It would be a mistake to think that this is ironic--a caricature of the
+historical accounts. On the contrary it is a very mild expression of the
+contradictory replies, not meeting the questions, which all the
+historians give, from the compilers of memoirs and the histories of
+separate states to the writers of general histories and the new
+histories of the culture of that period.
+
+The strangeness and absurdity of these replies arise from the fact that
+modern history, like a deaf man, answers questions no one has asked.
+
+If the purpose of history be to give a description of the movement of
+humanity and of the peoples, the first question--in the absence of a
+reply to which all the rest will be incomprehensible--is: what is the
+power that moves peoples? To this, modern history laboriously replies
+either that Napoleon was a great genius, or that Louis XIV was very
+proud, or that certain writers wrote certain books.
+
+All that may be so and mankind is ready to agree with it, but it is not
+what was asked. All that would be interesting if we recognized a divine
+power based on itself and always consistently directing its nations
+through Napoleons, Louis-es, and writers; but we do not acknowledge such
+a power, and therefore before speaking about Napoleons, Louis-es, and
+authors, we ought to be shown the connection existing between these men
+and the movement of the nations.
+
+If instead of a divine power some other force has appeared, it should be
+explained in what this new force consists, for the whole interest of
+history lies precisely in that force.
+
+History seems to assume that this force is self-evident and known to
+everyone. But in spite of every desire to regard it as known, anyone
+reading many historical works cannot help doubting whether this new
+force, so variously understood by the historians themselves, is really
+quite well known to everybody.
+
+
+
+
+CHAPTER II
+
+What force moves the nations?
+
+Biographical historians and historians of separate nations understand
+this force as a power inherent in heroes and rulers. In their narration
+events occur solely by the will of a Napoleon, and Alexander, or in
+general of the persons they describe. The answers given by this kind of
+historian to the question of what force causes events to happen are
+satisfactory only as long as there is but one historian to each event.
+As soon as historians of different nationalities and tendencies begin to
+describe the same event, the replies they give immediately lose all
+meaning, for this force is understood by them all not only differently
+but often in quite contradictory ways. One historian says that an event
+was produced by Napoleon's power, another that it was produced by
+Alexander's, a third that it was due to the power of some other person.
+Besides this, historians of that kind contradict each other even in
+their statement as to the force on which the authority of some
+particular person was based. Thiers, a Bonapartist, says that Napoleon's
+power was based on his virtue and genius. Lanfrey, a Republican, says it
+was based on his trickery and deception of the people. So the historians
+of this class, by mutually destroying one another's positions, destroy
+the understanding of the force which produces events, and furnish no
+reply to history's essential question.
+
+Writers of universal history who deal with all the nations seem to
+recognize how erroneous is the specialist historians' view of the force
+which produces events. They do not recognize it as a power inherent in
+heroes and rulers, but as the resultant of a multiplicity of variously
+directed forces. In describing a war or the subjugation of a people, a
+general historian looks for the cause of the event not in the power of
+one man, but in the interaction of many persons connected with the
+event.
+
+According to this view the power of historical personages, represented
+as the product of many forces, can no longer, it would seem, be regarded
+as a force that itself produces events. Yet in most cases universal
+historians still employ the conception of power as a force that itself
+produces events, and treat it as their cause. In their exposition, an
+historic character is first the product of his time, and his power only
+the resultant of various forces, and then his power is itself a force
+producing events. Gervinus, Schlosser, and others, for instance, at one
+time prove Napoleon to be a product of the Revolution, of the ideas of
+1789 and so forth, and at another plainly say that the campaign of 1812
+and other things they do not like were simply the product of Napoleon's
+misdirected will, and that the very ideas of 1789 were arrested in their
+development by Napoleon's caprice. The ideas of the Revolution and the
+general temper of the age produced Napoleon's power. But Napoleon's
+power suppressed the ideas of the Revolution and the general temper of
+the age.
+
+This curious contradiction is not accidental. Not only does it occur at
+every step, but the universal historians' accounts are all made up of a
+chain of such contradictions. This contradiction occurs because after
+entering the field of analysis the universal historians stop halfway.
+
+To find component forces equal to the composite or resultant force, the
+sum of the components must equal the resultant. This condition is never
+observed by the universal historians, and so to explain the resultant
+forces they are obliged to admit, in addition to the insufficient
+components, another unexplained force affecting the resultant action.
+
+Specialist historians describing the campaign of 1813 or the restoration
+of the Bourbons plainly assert that these events were produced by the
+will of Alexander. But the universal historian Gervinus, refuting this
+opinion of the specialist historian, tries to prove that the campaign of
+1813 and the restoration of the Bourbons were due to other things beside
+Alexander's will--such as the activity of Stein, Metternich, Madame de
+Stael, Talleyrand, Fichte, Chateaubriand, and others. The historian
+evidently decomposes Alexander's power into the components: Talleyrand,
+Chateaubriand, and the rest--but the sum of the components, that is, the
+interactions of Chateaubriand, Talleyrand, Madame de Stael, and the
+others, evidently does not equal the resultant, namely the phenomenon of
+millions of Frenchmen submitting to the Bourbons. That Chateaubriand,
+Madame de Stael, and others spoke certain words to one another only
+affected their mutual relations but does not account for the submission
+of millions. And therefore to explain how from these relations of theirs
+the submission of millions of people resulted--that is, how component
+forces equal to one A gave a resultant equal to a thousand times A--the
+historian is again obliged to fall back on power--the force he had
+denied--and to recognize it as the resultant of the forces, that is, he
+has to admit an unexplained force acting on the resultant. And that is
+just what the universal historians do, and consequently they not only
+contradict the specialist historians but contradict themselves.
+
+Peasants having no clear idea of the cause of rain, say, according to
+whether they want rain or fine weather: "The wind has blown the clouds
+away," or, "The wind has brought up the clouds." And in the same way the
+universal historians sometimes, when it pleases them and fits in with
+their theory, say that power is the result of events, and sometimes,
+when they want to prove something else, say that power produces events.
+
+A third class of historians--the so-called historians of culture--
+following the path laid down by the universal historians who sometimes
+accept writers and ladies as forces producing events--again take that
+force to be something quite different. They see it in what is called
+culture--in mental activity.
+
+The historians of culture are quite consistent in regard to their
+progenitors, the writers of universal histories, for if historical
+events may be explained by the fact that certain persons treated one
+another in such and such ways, why not explain them by the fact that
+such and such people wrote such and such books? Of the immense number of
+indications accompanying every vital phenomenon, these historians select
+the indication of intellectual activity and say that this indication is
+the cause. But despite their endeavors to prove that the cause of events
+lies in intellectual activity, only by a great stretch can one admit
+that there is any connection between intellectual activity and the
+movement of peoples, and in no case can one admit that intellectual
+activity controls people's actions, for that view is not confirmed by
+such facts as the very cruel murders of the French Revolution resulting
+from the doctrine of the equality of man, or the very cruel wars and
+executions resulting from the preaching of love.
+
+But even admitting as correct all the cunningly devised arguments with
+which these histories are filled--admitting that nations are governed by
+some undefined force called an idea--history's essential question still
+remains unanswered, and to the former power of monarchs and to the
+influence of advisers and other people introduced by the universal
+historians, another, newer force--the idea--is added, the connection of
+which with the masses needs explanation. It is possible to understand
+that Napoleon had power and so events occurred; with some effort one may
+even conceive that Napoleon together with other influences was the cause
+of an event; but how a book, Le Contrat Social, had the effect of making
+Frenchmen begin to drown one another cannot be understood without an
+explanation of the causal nexus of this new force with the event.
+
+Undoubtedly some relation exists between all who live contemporaneously,
+and so it is possible to find some connection between the intellectual
+activity of men and their historical movements, just as such a
+connection may be found between the movements of humanity and commerce,
+handicraft, gardening, or anything else you please. But why intellectual
+activity is considered by the historians of culture to be the cause or
+expression of the whole historical movement is hard to understand. Only
+the following considerations can have led the historians to such a
+conclusion: (1) that history is written by learned men, and so it is
+natural and agreeable for them to think that the activity of their class
+supplies the basis of the movement of all humanity, just as a similar
+belief is natural and agreeable to traders, agriculturists, and soldiers
+(if they do not express it, that is merely because traders and soldiers
+do not write history), and (2) that spiritual activity, enlightenment,
+civilization, culture, ideas, are all indistinct, indefinite conceptions
+under whose banner it is very easy to use words having a still less
+definite meaning, and which can therefore be readily introduced into any
+theory.
+
+But not to speak of the intrinsic quality of histories of this kind
+(which may possibly even be of use to someone for something) the
+histories of culture, to which all general histories tend more and more
+to approximate, are significant from the fact that after seriously and
+minutely examining various religious, philosophic, and political
+doctrines as causes of events, as soon as they have to describe an
+actual historic event such as the campaign of 1812 for instance, they
+involuntarily describe it as resulting from an exercise of power--and
+say plainly that that was the result of Napoleon's will. Speaking so,
+the historians of culture involuntarily contradict themselves, and show
+that the new force they have devised does not account for what happens
+in history, and that history can only be explained by introducing a
+power which they apparently do not recognize.
+
+
+
+
+CHAPTER III
+
+A locomotive is moving. Someone asks: "What moves it?" A peasant says
+the devil moves it. Another man says the locomotive moves because its
+wheels go round. A third asserts that the cause of its movement lies in
+the smoke which the wind carries away.
+
+The peasant is irrefutable. He has devised a complete explanation. To
+refute him someone would have to prove to him that there is no devil, or
+another peasant would have to explain to him that it is not the devil
+but a German, who moves the locomotive. Only then, as a result of the
+contradiction, will they see that they are both wrong. But the man who
+says that the movement of the wheels is the cause refutes himself, for
+having once begun to analyze he ought to go on and explain further why
+the wheels go round; and till he has reached the ultimate cause of the
+movement of the locomotive in the pressure of steam in the boiler, he
+has no right to stop in his search for the cause. The man who explains
+the movement of the locomotive by the smoke that is carried back has
+noticed that the wheels do not supply an explanation and has taken the
+first sign that occurs to him and in his turn has offered that as an
+explanation.
+
+The only conception that can explain the movement of the locomotive is
+that of a force commensurate with the movement observed.
+
+The only conception that can explain the movement of the peoples is that
+of some force commensurate with the whole movement of the peoples.
+
+Yet to supply this conception various historians take forces of
+different kinds, all of which are incommensurate with the movement
+observed. Some see it as a force directly inherent in heroes, as the
+peasant sees the devil in the locomotive; others as a force resulting
+from several other forces, like the movement of the wheels; others again
+as an intellectual influence, like the smoke that is blown away.
+
+So long as histories are written of separate individuals, whether
+Caesars, Alexanders, Luthers, or Voltaires, and not the histories of
+all, absolutely all those who take part in an event, it is quite
+impossible to describe the movement of humanity without the conception
+of a force compelling men to direct their activity toward a certain end.
+And the only such conception known to historians is that of power.
+
+This conception is the one handle by means of which the material of
+history, as at present expounded, can be dealt with, and anyone who
+breaks that handle off, as Buckle did, without finding some other method
+of treating historical material, merely deprives himself of the one
+possible way of dealing with it. The necessity of the conception of
+power as an explanation of historical events is best demonstrated by the
+universal historians and historians of culture themselves, for they
+professedly reject that conception but inevitably have recourse to it at
+every step.
+
+In dealing with humanity's inquiry, the science of history up to now is
+like money in circulation--paper money and coin. The biographies and
+special national histories are like paper money. They can be used and
+can circulate and fulfill their purpose without harm to anyone and even
+advantageously, as long as no one asks what is the security behind them.
+You need only forget to ask how the will of heroes produces events, and
+such histories as Thiers' will be interesting and instructive and may
+perhaps even possess a tinge of poetry. But just as doubts of the real
+value of paper money arise either because, being easy to make, too much
+of it gets made or because people try to exchange it for gold, so also
+doubts concerning the real value of such histories arise either because
+too many of them are written or because in his simplicity of heart
+someone inquires: by what force did Napoleon do this?--that is, wants to
+exchange the current paper money for the real gold of actual
+comprehension.
+
+The writers of universal histories and of the history of culture are
+like people who, recognizing the defects of paper money, decide to
+substitute for it money made of metal that has not the specific gravity
+of gold. It may indeed make jingling coin, but will do no more than
+that. Paper money may deceive the ignorant, but nobody is deceived by
+tokens of base metal that have no value but merely jingle. As gold is
+gold only if it is serviceable not merely for exchange but also for use,
+so universal historians will be valuable only when they can reply to
+history's essential question: what is power? The universal historians
+give contradictory replies to that question, while the historians of
+culture evade it and answer something quite different. And as counters
+of imitation gold can be used only among a group of people who agree to
+accept them as gold, or among those who do not know the nature of gold,
+so universal historians and historians of culture, not answering
+humanity's essential question, serve as currency for some purposes of
+their own, only in universities and among the mass of readers who have a
+taste for what they call "serious reading."
+
+
+
+
+CHAPTER IV
+
+Having abandoned the conception of the ancients as to the divine
+subjection of the will of a nation to some chosen man and the subjection
+of that man's will to the Deity, history cannot without contradictions
+take a single step till it has chosen one of two things: either a return
+to the former belief in the direct intervention of the Deity in human
+affairs or a definite explanation of the meaning of the force producing
+historical events and termed "power."
+
+A return to the first is impossible, the belief has been destroyed; and
+so it is essential to explain what is meant by power.
+
+Napoleon ordered an army to be raised and go to war. We are so
+accustomed to that idea and have become so used to it that the question:
+why did six hundred thousand men go to fight when Napoleon uttered
+certain words, seems to us senseless. He had the power and so what he
+ordered was done.
+
+This reply is quite satisfactory if we believe that the power was given
+him by God. But as soon as we do not admit that, it becomes essential to
+determine what is this power of one man over others.
+
+It cannot be the direct physical power of a strong man over a weak one--
+a domination based on the application or threat of physical force, like
+the power of Hercules; nor can it be based on the effect of moral force,
+as in their simplicity some historians think who say that the leading
+figures in history are heroes, that is, men gifted with a special
+strength of soul and mind called genius. This power cannot be based on
+the predominance of moral strength, for, not to mention heroes such as
+Napoleon about whose moral qualities opinions differ widely, history
+shows us that neither a Louis XI nor a Metternich, who ruled over
+millions of people, had any particular moral qualities, but on the
+contrary were generally morally weaker than any of the millions they
+ruled over.
+
+If the source of power lies neither in the physical nor in the moral
+qualities of him who possesses it, it must evidently be looked for
+elsewhere--in the relation to the people of the man who wields the
+power.
+
+And that is how power is understood by the science of jurisprudence,
+that exchange bank of history which offers to exchange history's
+understanding of power for true gold.
+
+Power is the collective will of the people transferred, by expressed or
+tacit consent, to their chosen rulers.
+
+In the domain of jurisprudence, which consists of discussions of how a
+state and power might be arranged were it possible for all that to be
+arranged, it is all very clear; but when applied to history that
+definition of power needs explanation.
+
+The science of jurisprudence regards the state and power as the ancients
+regarded fire--namely, as something existing absolutely. But for
+history, the state and power are merely phenomena, just as for modern
+physics fire is not an element but a phenomenon.
+
+From this fundamental difference between the view held by history and
+that held by jurisprudence, it follows that jurisprudence can tell
+minutely how in its opinion power should be constituted and what power--
+existing immutably outside time--is, but to history's questions about
+the meaning of the mutations of power in time it can answer nothing.
+
+If power be the collective will of the people transferred to their
+ruler, was Pugachev a representative of the will of the people? If not,
+then why was Napoleon I? Why was Napoleon III a criminal when he was
+taken prisoner at Boulogne, and why, later on, were those criminals whom
+he arrested?
+
+Do palace revolutions--in which sometimes only two or three people take
+part--transfer the will of the people to a new ruler? In international
+relations, is the will of the people also transferred to their
+conqueror? Was the will of the Confederation of the Rhine transferred to
+Napoleon in 1806? Was the will of the Russian people transferred to
+Napoleon in 1809, when our army in alliance with the French went to
+fight the Austrians?
+
+To these questions three answers are possible:
+
+Either to assume (1) that the will of the people is always
+unconditionally transferred to the ruler or rulers they have chosen, and
+that therefore every emergence of a new power, every struggle against
+the power once appointed, should be absolutely regarded as an
+infringement of the real power; or (2) that the will of the people is
+transferred to the rulers conditionally, under definite and known
+conditions, and to show that all limitations, conflicts, and even
+destructions of power result from a nonobservance by the rulers of the
+conditions under which their power was entrusted to them; or (3) that
+the will of the people is delegated to the rulers conditionally, but
+that the conditions are unknown and indefinite, and that the appearance
+of several authorities, their struggles and their falls, result solely
+from the greater or lesser fulfillment by the rulers of these unknown
+conditions on which the will of the people is transferred from some
+people to others.
+
+And these are the three ways in which the historians do explain the
+relation of the people to their rulers.
+
+Some historians--those biographical and specialist historians already
+referred to--in their simplicity failing to understand the question of
+the meaning of power, seem to consider that the collective will of the
+people is unconditionally transferred to historical persons, and
+therefore when describing some single state they assume that particular
+power to be the one absolute and real power, and that any other force
+opposing this is not a power but a violation of power--mere violence.
+
+Their theory, suitable for primitive and peaceful periods of history,
+has the inconvenience--in application to complex and stormy periods in
+the life of nations during which various powers arise simultaneously and
+struggle with one another--that a Legitimist historian will prove that
+the National Convention, the Directory, and Bonaparte were mere
+infringers of the true power, while a Republican and a Bonapartist will
+prove: the one that the Convention and the other that the Empire was the
+real power, and that all the others were violations of power. Evidently
+the explanations furnished by these historians being mutually
+contradictory can only satisfy young children.
+
+Recognizing the falsity of this view of history, another set of
+historians say that power rests on a conditional delegation of the will
+of the people to their rulers, and that historical leaders have power
+only conditionally on carrying out the program that the will of the
+people has by tacit agreement prescribed to them. But what this program
+consists in these historians do not say, or if they do they continually
+contradict one another.
+
+Each historian, according to his view of what constitutes a nation's
+progress, looks for these conditions in the greatness, wealth, freedom,
+or enlightenment of citizens of France or some other country. But not to
+mention the historians' contradictions as to the nature of this program-
+-or even admitting that some one general program of these conditions
+exists--the facts of history almost always contradict that theory. If
+the conditions under which power is entrusted consist in the wealth,
+freedom, and enlightenment of the people, how is it that Louis XIV and
+Ivan the Terrible end their reigns tranquilly, while Louis XVI and
+Charles I are executed by their people? To this question historians
+reply that Louis XIV's activity, contrary to the program, reacted on
+Louis XVI. But why did it not react on Louis XIV or on Louis XV--why
+should it react just on Louis XVI? And what is the time limit for such
+reactions? To these questions there are and can be no answers. Equally
+little does this view explain why for several centuries the collective
+will is not withdrawn from certain rulers and their heirs, and then
+suddenly during a period of fifty years is transferred to the
+Convention, to the Directory, to Napoleon, to Alexander, to Louis XVIII,
+to Napoleon again, to Charles X, to Louis Philippe, to a Republican
+government, and to Napoleon III. When explaining these rapid transfers
+of the people's will from one individual to another, especially in view
+of international relations, conquests, and alliances, the historians are
+obliged to admit that some of these transfers are not normal delegations
+of the people's will but are accidents dependent on cunning, on
+mistakes, on craft, or on the weakness of a diplomatist, a ruler, or a
+party leader. So that the greater part of the events of history--civil
+wars, revolutions, and conquests--are presented by these historians not
+as the results of free transferences of the people's will, but as
+results of the ill-directed will of one or more individuals, that is,
+once again, as usurpations of power. And so these historians also see
+and admit historical events which are exceptions to the theory.
+
+These historians resemble a botanist who, having noticed that some
+plants grow from seeds producing two cotyledons, should insist that all
+that grows does so by sprouting into two leaves, and that the palm, the
+mushroom, and even the oak, which blossom into full growth and no longer
+resemble two leaves, are deviations from the theory.
+
+Historians of the third class assume that the will of the people is
+transferred to historic personages conditionally, but that the
+conditions are unknown to us. They say that historical personages have
+power only because they fulfill the will of the people which has been
+delegated to them.
+
+But in that case, if the force that moves nations lies not in the
+historic leaders but in the nations themselves, what significance have
+those leaders?
+
+The leaders, these historians tell us, express the will of the people:
+the activity of the leaders represents the activity of the people.
+
+But in that case the question arises whether all the activity of the
+leaders serves as an expression of the people's will or only some part
+of it. If the whole activity of the leaders serves as the expression of
+the people's will, as some historians suppose, then all the details of
+the court scandals contained in the biographies of a Napoleon or a
+Catherine serve to express the life of the nation, which is evident
+nonsense; but if it is only some particular side of the activity of an
+historical leader which serves to express the people's life, as other
+so-called "philosophical" historians believe, then to determine which
+side of the activity of a leader expresses the nation's life, we have
+first of all to know in what the nation's life consists.
+
+Met by this difficulty historians of that class devise some most
+obscure, impalpable, and general abstraction which can cover all
+conceivable occurrences, and declare this abstraction to be the aim of
+humanity's movement. The most usual generalizations adopted by almost
+all the historians are: freedom, equality, enlightenment, progress,
+civilization, and culture. Postulating some generalization as the goal
+of the movement of humanity, the historians study the men of whom the
+greatest number of monuments have remained: kings, ministers, generals,
+authors, reformers, popes, and journalists, to the extent to which in
+their opinion these persons have promoted or hindered that abstraction.
+But as it is in no way proved that the aim of humanity does consist in
+freedom, equality, enlightenment, or civilization, and as the connection
+of the people with the rulers and enlighteners of humanity is only based
+on the arbitrary assumption that the collective will of the people is
+always transferred to the men whom we have noticed, it happens that the
+activity of the millions who migrate, burn houses, abandon agriculture,
+and destroy one another never is expressed in the account of the
+activity of some dozen people who did not burn houses, practice
+agriculture, or slay their fellow creatures.
+
+History proves this at every turn. Is the ferment of the peoples of the
+west at the end of the eighteenth century and their drive eastward
+explained by the activity of Louis XIV, XV, and XVI, their mistresses
+and ministers, and by the lives of Napoleon, Rousseau, Diderot,
+Beaumarchais, and others?
+
+Is the movement of the Russian people eastward to Kazan and Siberia
+expressed by details of the morbid character of Ivan the Terrible and by
+his correspondence with Kurbski?
+
+Is the movement of the peoples at the time of the Crusades explained by
+the life and activity of the Godfreys and the Louis-es and their ladies?
+For us that movement of the peoples from west to east, without leaders,
+with a crowd of vagrants, and with Peter the Hermit, remains
+incomprehensible. And yet more incomprehensible is the cessation of that
+movement when a rational and sacred aim for the Crusade--the deliverance
+of Jerusalem--had been clearly defined by historic leaders. Popes,
+kings, and knights incited the peoples to free the Holy Land; but the
+people did not go, for the unknown cause which had previously impelled
+them to go no longer existed. The history of the Godfreys and the
+Minnesingers can evidently not cover the life of the peoples. And the
+history of the Godfreys and the Minnesingers has remained the history of
+Godfreys and Minnesingers, but the history of the life of the peoples
+and their impulses has remained unknown.
+
+Still less does the history of authors and reformers explain to us the
+life of the peoples.
+
+The history of culture explains to us the impulses and conditions of
+life and thought of a writer or a reformer. We learn that Luther had a
+hot temper and said such and such things; we learn that Rousseau was
+suspicious and wrote such and such books; but we do not learn why after
+the Reformation the peoples massacred one another, nor why during the
+French Revolution they guillotined one another.
+
+If we unite both these kinds of history, as is done by the newest
+historians, we shall have the history of monarchs and writers, but not
+the history of the life of the peoples.
+
+
+
+
+CHAPTER V
+
+The life of the nations is not contained in the lives of a few men, for
+the connection between those men and the nations has not been found. The
+theory that this connection is based on the transference of the
+collective will of a people to certain historical personages is an
+hypothesis unconfirmed by the experience of history.
+
+The theory of the transference of the collective will of the people to
+historic persons may perhaps explain much in the domain of jurisprudence
+and be essential for its purposes, but in its application to history, as
+soon as revolutions, conquests, or civil wars occur--that is, as soon as
+history begins--that theory explains nothing.
+
+The theory seems irrefutable just because the act of transference of the
+people's will cannot be verified, for it never occurred.
+
+Whatever happens and whoever may stand at the head of affairs, the
+theory can always say that such and such a person took the lead because
+the collective will was transferred to him.
+
+The replies this theory gives to historical questions are like the
+replies of a man who, watching the movements of a herd of cattle and
+paying no attention to the varying quality of the pasturage in different
+parts of the field, or to the driving of the herdsman, should attribute
+the direction the herd takes to what animal happens to be at its head.
+
+"The herd goes in that direction because the animal in front leads it
+and the collective will of all the other animals is vested in that
+leader." This is what historians of the first class say--those who
+assume the unconditional transference of the people's will.
+
+"If the animals leading the herd change, this happens because the
+collective will of all the animals is transferred from one leader to
+another, according to whether the animal is or is not leading them in
+the direction selected by the whole herd." Such is the reply historians
+who assume that the collective will of the people is delegated to rulers
+under conditions which they regard as known. (With this method of
+observation it often happens that the observer, influenced by the
+direction he himself prefers, regards those as leaders who, owing to the
+people's change of direction, are no longer in front, but on one side,
+or even in the rear.)
+
+"If the animals in front are continually changing and the direction of
+the whole herd is constantly altered, this is because in order to follow
+a given direction the animals transfer their will to the animals that
+have attracted our attention, and to study the movements of the herd we
+must watch the movements of all the prominent animals moving on all
+sides of the herd." So say the third class of historians who regard all
+historical persons, from monarchs to journalists, as the expression of
+their age.
+
+The theory of the transference of the will of the people to historic
+persons is merely a paraphrase--a restatement of the question in other
+words.
+
+What causes historical events? Power. What is power? Power is the
+collective will of the people transferred to one person. Under what
+condition is the will of the people delegated to one person? On
+condition that that person expresses the will of the whole people. That
+is, power is power: in other words, power is a word the meaning of which
+we do not understand.
+
+If the realm of human knowledge were confined to abstract reasoning,
+then having subjected to criticism the explanation of "power" that
+juridical science gives us, humanity would conclude that power is merely
+a word and has no real existence. But to understand phenomena man has,
+besides abstract reasoning, experience by which he verifies his
+reflections. And experience tells us that power is not merely a word but
+an actually existing phenomenon.
+
+Not to speak of the fact that no description of the collective activity
+of men can do without the conception of power, the existence of power is
+proved both by history and by observing contemporary events.
+
+Whenever an event occurs a man appears or men appear, by whose will the
+event seems to have taken place. Napoleon III issues a decree and the
+French go to Mexico. The King of Prussia and Bismarck issue decrees and
+an army enters Bohemia. Napoleon I issues a decree and an army enters
+Russia. Alexander I gives a command and the French submit to the
+Bourbons. Experience shows us that whatever event occurs it is always
+related to the will of one or of several men who have decreed it.
+
+The historians, in accord with the old habit of acknowledging divine
+intervention in human affairs, want to see the cause of events in the
+expression of the will of someone endowed with power, but that
+supposition is not confirmed either by reason or by experience.
+
+On the one side reflection shows that the expression of a man's will--
+his words--are only part of the general activity expressed in an event,
+as for instance in a war or a revolution, and so without assuming an
+incomprehensible, supernatural force--a miracle--one cannot admit that
+words can be the immediate cause of the movements of millions of men. On
+the other hand, even if we admitted that words could be the cause of
+events, history shows that the expression of the will of historical
+personages does not in most cases produce any effect, that is to say,
+their commands are often not executed, and sometimes the very opposite
+of what they order occurs.
+
+Without admitting divine intervention in the affairs of humanity we
+cannot regard "power" as the cause of events.
+
+Power, from the standpoint of experience, is merely the relation that
+exists between the expression of someone's will and the execution of
+that will by others.
+
+To explain the conditions of that relationship we must first establish a
+conception of the expression of will, referring it to man and not to the
+Deity.
+
+If the Deity issues a command, expresses His will, as ancient history
+tells us, the expression of that will is independent of time and is not
+caused by anything, for the Divinity is not controlled by an event. But
+speaking of commands that are the expression of the will of men acting
+in time and in relation to one another, to explain the connection of
+commands with events we must restore: (1) the condition of all that
+takes place: the continuity of movement in time both of the events and
+of the person who commands, and (2) the inevitability of the connection
+between the person commanding and those who execute his command.
+
+
+
+
+CHAPTER VI
+
+Only the expression of the will of the Deity, not dependent on time, can
+relate to a whole series of events occurring over a period of years or
+centuries, and only the Deity, independent of everything, can by His
+sole will determine the direction of humanity's movement; but man acts
+in time and himself takes part in what occurs.
+
+Reinstating the first condition omitted, that of time, we see that no
+command can be executed without some preceding order having been given
+rendering the execution of the last command possible.
+
+No command ever appears spontaneously, or itself covers a whole series
+of occurrences; but each command follows from another, and never refers
+to a whole series of events but always to one moment only of an event.
+
+When, for instance, we say that Napoleon ordered armies to go to war, we
+combine in one simultaneous expression a whole series of consecutive
+commands dependent one on another. Napoleon could not have commanded an
+invasion of Russia and never did so. Today he ordered such and such
+papers to be written to Vienna, to Berlin, and to Petersburg; tomorrow
+such and such decrees and orders to the army, the fleet, the
+commissariat, and so on and so on--millions of commands, which formed a
+whole series corresponding to a series of events which brought the
+French armies into Russia.
+
+If throughout his reign Napoleon gave commands concerning an invasion of
+England and expended on no other undertaking so much time and effort,
+and yet during his whole reign never once attempted to execute that
+design but undertook an expedition into Russia, with which country he
+considered it desirable to be in alliance (a conviction he repeatedly
+expressed)--this came about because his commands did not correspond to
+the course of events in the first case, but did so correspond in the
+latter.
+
+For an order to be certainly executed, it is necessary that a man should
+order what can be executed. But to know what can and what cannot be
+executed is impossible, not only in the case of Napoleon's invasion of
+Russia in which millions participated, but even in the simplest event,
+for in either case millions of obstacles may arise to prevent its
+execution. Every order executed is always one of an immense number
+unexecuted. All the impossible orders inconsistent with the course of
+events remain unexecuted. Only the possible ones get linked up with a
+consecutive series of commands corresponding to a series of events, and
+are executed.
+
+Our false conception that an event is caused by a command which precedes
+it is due to the fact that when the event has taken place and out of
+thousands of others those few commands which were consistent with that
+event have been executed, we forget about the others that were not
+executed because they could not be. Apart from that, the chief source of
+our error in this matter is due to the fact that in the historical
+accounts a whole series of innumerable, diverse, and petty events, such
+for instance as all those which led the French armies to Russia, is
+generalized into one event in accord with the result produced by that
+series of events, and corresponding with this generalization the whole
+series of commands is also generalized into a single expression of will.
+
+We say that Napoleon wished to invade Russia and invaded it. In reality
+in all Napoleon's activity we never find anything resembling an
+expression of that wish, but find a series of orders, or expressions of
+his will, very variously and indefinitely directed. Amid a long series
+of unexecuted orders of Napoleon's one series, for the campaign of 1812,
+was carried out--not because those orders differed in any way from the
+other, unexecuted orders but because they coincided with the course of
+events that led the French army into Russia; just as in stencil work
+this or that figure comes out not because the color was laid on from
+this side or in that way, but because it was laid on from all sides over
+the figure cut in the stencil.
+
+So that examining the relation in time of the commands to the events, we
+find that a command can never be the cause of the event, but that a
+certain definite dependence exists between the two.
+
+To understand in what this dependence consists it is necessary to
+reinstate another omitted condition of every command proceeding not from
+the Deity but from a man, which is, that the man who gives the command
+himself takes part in the event.
+
+This relation of the commander to those he commands is just what is
+called power. This relation consists in the following:
+
+For common action people always unite in certain combinations, in which
+regardless of the difference of the aims set for the common action, the
+relation between those taking part in it is always the same.
+
+Men uniting in these combinations always assume such relations toward
+one another that the larger number take a more direct share, and the
+smaller number a less direct share, in the collective action for which
+they have combined.
+
+Of all the combinations in which men unite for collective action one of
+the most striking and definite examples is an army.
+
+Every army is composed of lower grades of the service--the rank and
+file--of whom there are always the greatest number; of the next higher
+military rank--corporals and noncommissioned officers of whom there are
+fewer, and of still-higher officers of whom there are still fewer, and
+so on to the highest military command which is concentrated in one
+person.
+
+A military organization may be quite correctly compared to a cone, of
+which the base with the largest diameter consists of the rank and file;
+the next higher and smaller section of the cone consists of the next
+higher grades of the army, and so on to the apex, the point of which
+will represent the commander-in-chief.
+
+The soldiers, of whom there are the most, form the lower section of the
+cone and its base. The soldier himself does the stabbing, hacking,
+burning, and pillaging, and always receives orders for these actions
+from men above him; he himself never gives an order. The noncommissioned
+officers (of whom there are fewer) perform the action itself less
+frequently than the soldiers, but they already give commands. An officer
+still less often acts directly himself, but commands still more
+frequently. A general does nothing but command the troops, indicates the
+objective, and hardly ever uses a weapon himself. The commander-in-chief
+never takes direct part in the action itself, but only gives general
+orders concerning the movement of the mass of the troops. A similar
+relation of people to one another is seen in every combination of men
+for common activity--in agriculture, trade, and every administration.
+
+And so without particularly analyzing all the contiguous sections of a
+cone and of the ranks of an army, or the ranks and positions in any
+administrative or public business whatever from the lowest to the
+highest, we see a law by which men, to take associated action, combine
+in such relations that the more directly they participate in performing
+the action the less they can command and the more numerous they are,
+while the less their direct participation in the action itself, the more
+they command and the fewer of them there are; rising in this way from
+the lowest ranks to the man at the top, who takes the least direct share
+in the action and directs his activity chiefly to commanding.
+
+This relation of the men who command to those they command is what
+constitutes the essence of the conception called power.
+
+Having restored the condition of time under which all events occur, we
+find that a command is executed only when it is related to a
+corresponding series of events. Restoring the essential condition of
+relation between those who command and those who execute, we find that
+by the very nature of the case those who command take the smallest part
+in the action itself and that their activity is exclusively directed to
+commanding.
+
+
+
+
+CHAPTER VII
+
+When an event is taking place people express their opinions and wishes
+about it, and as the event results from the collective activity of many
+people, some one of the opinions or wishes expressed is sure to be
+fulfilled if but approximately. When one of the opinions expressed is
+fulfilled, that opinion gets connected with the event as a command
+preceding it.
+
+Men are hauling a log. Each of them expresses his opinion as to how and
+where to haul it. They haul the log away, and it happens that this is
+done as one of them said. He ordered it. There we have command and power
+in their primary form. The man who worked most with his hands could not
+think so much about what he was doing, or reflect on or command what
+would result from the common activity; while the man who commanded more
+would evidently work less with his hands on account of his greater
+verbal activity.
+
+When some larger concourse of men direct their activity to a common aim
+there is a yet sharper division of those who, because their activity is
+given to directing and commanding, take less part in the direct work.
+
+When a man works alone he always has a certain set of reflections which
+as it seems to him directed his past activity, justify his present
+activity, and guide him in planning his future actions. Just the same is
+done by a concourse of people, allowing those who do not take a direct
+part in the activity to devise considerations, justifications, and
+surmises concerning their collective activity.
+
+For reasons known or unknown to us the French began to drown and kill
+one another. And corresponding to the event its justification appears in
+people's belief that this was necessary for the welfare of France, for
+liberty, and for equality. People ceased to kill one another, and this
+event was accompanied by its justification in the necessity for a
+centralization of power, resistance to Europe, and so on. Men went from
+the west to the east killing their fellow men, and the event was
+accompanied by phrases about the glory of France, the baseness of
+England, and so on. History shows us that these justifications of the
+events have no common sense and are all contradictory, as in the case of
+killing a man as the result of recognizing his rights, and the killing
+of millions in Russia for the humiliation of England. But these
+justifications have a very necessary significance in their own day.
+
+These justifications release those who produce the events from moral
+responsibility. These temporary aims are like the broom fixed in front
+of a locomotive to clear the snow from the rails in front: they clear
+men's moral responsibilities from their path.
+
+Without such justification there would be no reply to the simplest
+question that presents itself when examining each historical event. How
+is it that millions of men commit collective crimes--make war, commit
+murder, and so on?
+
+With the present complex forms of political and social life in Europe
+can any event that is not prescribed, decreed, or ordered by monarchs,
+ministers, parliaments, or newspapers be imagined? Is there any
+collective action which cannot find its justification in political
+unity, in patriotism, in the balance of power, or in civilization? So
+that every event that occurs inevitably coincides with some expressed
+wish and, receiving a justification, presents itself as the result of
+the will of one man or of several men.
+
+In whatever direction a ship moves, the flow of the waves it cuts will
+always be noticeable ahead of it. To those on board the ship the
+movement of those waves will be the only perceptible motion.
+
+Only by watching closely moment by moment the movement of that flow and
+comparing it with the movement of the ship do we convince ourselves that
+every bit of it is occasioned by the forward movement of the ship, and
+that we were led into error by the fact that we ourselves were
+imperceptibly moving.
+
+We see the same if we watch moment by moment the movement of historical
+characters (that is, re-establish the inevitable condition of all that
+occurs--the continuity of movement in time) and do not lose sight of the
+essential connection of historical persons with the masses.
+
+When the ship moves in one direction there is one and the same wave
+ahead of it, when it turns frequently the wave ahead of it also turns
+frequently. But wherever it may turn there always will be the wave
+anticipating its movement.
+
+Whatever happens it always appears that just that event was foreseen and
+decreed. Wherever the ship may go, the rush of water which neither
+directs nor increases its movement foams ahead of it, and at a distance
+seems to us not merely to move of itself but to govern the ship's
+movement also.
+
+Examining only those expressions of the will of historical persons
+which, as commands, were related to events, historians have assumed that
+the events depended on those commands. But examining the events
+themselves and the connection in which the historical persons stood to
+the people, we have found that they and their orders were dependent on
+events. The incontestable proof of this deduction is that, however many
+commands were issued, the event does not take place unless there are
+other causes for it, but as soon as an event occurs--be it what it may--
+then out of all the continually expressed wishes of different people
+some will always be found which by their meaning and their time of
+utterance are related as commands to the events.
+
+Arriving at this conclusion we can reply directly and positively to
+these two essential questions of history:
+
+(1) What is power?
+
+(2) What force produces the movement of the nations?
+
+(1) Power is the relation of a given person to other individuals, in
+which the more this person expresses opinions, predictions, and
+justifications of the collective action that is performed, the less is
+his participation in that action.
+
+(2) The movement of nations is caused not by power, nor by intellectual
+activity, nor even by a combination of the two as historians have
+supposed, but by the activity of all the people who participate in the
+events, and who always combine in such a way that those taking the
+largest direct share in the event take on themselves the least
+responsibility and vice versa.
+
+Morally the wielder of power appears to cause the event; physically it
+is those who submit to the power. But as the moral activity is
+inconceivable without the physical, the cause of the event is neither in
+the one nor in the other but in the union of the two.
+
+Or in other words, the conception of a cause is inapplicable to the
+phenomena we are examining.
+
+In the last analysis we reach the circle of infinity--that final limit
+to which in every domain of thought man's reason arrives if it is not
+playing with the subject. Electricity produces heat, heat produces
+electricity. Atoms attract each other and atoms repel one another.
+
+Speaking of the interaction of heat and electricity and of atoms, we
+cannot say why this occurs, and we say that it is so because it is
+inconceivable otherwise, because it must be so and that it is a law. The
+same applies to historical events. Why war and revolution occur we do
+not know. We only know that to produce the one or the other action,
+people combine in a certain formation in which they all take part, and
+we say that this is so because it is unthinkable otherwise, or in other
+words that it is a law.
+
+
+
+
+CHAPTER VIII
+
+If history dealt only with external phenomena, the establishment of this
+simple and obvious law would suffice and we should have finished our
+argument. But the law of history relates to man. A particle of matter
+cannot tell us that it does not feel the law of attraction or repulsion
+and that that law is untrue, but man, who is the subject of history,
+says plainly: I am free and am therefore not subject to the law.
+
+The presence of the problem of man's free will, though unexpressed, is
+felt at every step of history.
+
+All seriously thinking historians have involuntarily encountered this
+question. All the contradictions and obscurities of history and the
+false path historical science has followed are due solely to the lack of
+a solution of that question.
+
+If the will of every man were free, that is, if each man could act as he
+pleased, all history would be a series of disconnected incidents.
+
+If in a thousand years even one man in a million could act freely, that
+is, as he chose, it is evident that one single free act of that man's in
+violation of the laws governing human action would destroy the
+possibility of the existence of any laws for the whole of humanity.
+
+If there be a single law governing the actions of men, free will cannot
+exist, for then man's will is subject to that law.
+
+In this contradiction lies the problem of free will, which from most
+ancient times has occupied the best human minds and from most ancient
+times has been presented in its whole tremendous significance.
+
+The problem is that regarding man as a subject of observation from
+whatever point of view--theological, historical, ethical, or
+philosophic--we find a general law of necessity to which he (like all
+that exists) is subject. But regarding him from within ourselves as what
+we are conscious of, we feel ourselves to be free.
+
+This consciousness is a source of self-cognition quite apart from and
+independent of reason. Through his reason man observes himself, but only
+through consciousness does he know himself.
+
+Apart from consciousness of self no observation or application of reason
+is conceivable.
+
+To understand, observe, and draw conclusions, man must first of all be
+conscious of himself as living. A man is only conscious of himself as a
+living being by the fact that he wills, that is, is conscious of his
+volition. But his will--which forms the essence of his life--man
+recognizes (and can but recognize) as free.
+
+If, observing himself, man sees that his will is always directed by one
+and the same law (whether he observes the necessity of taking food,
+using his brain, or anything else) he cannot recognize this never-
+varying direction of his will otherwise than as a limitation of it. Were
+it not free it could not be limited. A man's will seems to him to be
+limited just because he is not conscious of it except as free.
+
+You say: I am not free. But I have lifted my hand and let it fall.
+Everyone understands that this illogical reply is an irrefutable
+demonstration of freedom.
+
+That reply is the expression of a consciousness that is not subject to
+reason.
+
+If the consciousness of freedom were not a separate and independent
+source of self-consciousness it would be subject to reasoning and to
+experience, but in fact such subjection does not exist and is
+inconceivable.
+
+A series of experiments and arguments proves to every man that he, as an
+object of observation, is subject to certain laws, and man submits to
+them and never resists the laws of gravity or impermeability once he has
+become acquainted with them. But the same series of experiments and
+arguments proves to him that the complete freedom of which he is
+conscious in himself is impossible, and that his every action depends on
+his organization, his character, and the motives acting upon him; yet
+man never submits to the deductions of these experiments and arguments.
+Having learned from experiment and argument that a stone falls
+downwards, a man indubitably believes this and always expects the law
+that he has learned to be fulfilled.
+
+But learning just as certainly that his will is subject to laws, he does
+not and cannot believe this.
+
+However often experiment and reasoning may show a man that under the
+same conditions and with the same character he will do the same thing as
+before, yet when under the same conditions and with the same character
+he approaches for the thousandth time the action that always ends in the
+same way, he feels as certainly convinced as before the experiment that
+he can act as he pleases. Every man, savage or sage, however
+incontestably reason and experiment may prove to him that it is
+impossible to imagine two different courses of action in precisely the
+same conditions, feels that without this irrational conception (which
+constitutes the essence of freedom) he cannot imagine life. He feels
+that however impossible it may be, it is so, for without this conception
+of freedom not only would he be unable to understand life, but he would
+be unable to live for a single moment.
+
+He could not live, because all man's efforts, all his impulses to life,
+are only efforts to increase freedom. Wealth and poverty, fame and
+obscurity, power and subordination, strength and weakness, health and
+disease, culture and ignorance, work and leisure, repletion and hunger,
+virtue and vice, are only greater or lesser degrees of freedom.
+
+A man having no freedom cannot be conceived of except as deprived of
+life.
+
+If the conception of freedom appears to reason to be a senseless
+contradiction like the possibility of performing two actions at one and
+the same instant of time, or of an effect without a cause, that only
+proves that consciousness is not subject to reason.
+
+This unshakable, irrefutable consciousness of freedom, uncontrolled by
+experiment or argument, recognized by all thinkers and felt by everyone
+without exception, this consciousness without which no conception of man
+is possible constitutes the other side of the question.
+
+Man is the creation of an all-powerful, all-good, and all-seeing God.
+What is sin, the conception of which arises from the consciousness of
+man's freedom? That is a question for theology.
+
+The actions of men are subject to general immutable laws expressed in
+statistics. What is man's responsibility to society, the conception of
+which results from the conception of freedom? That is a question for
+jurisprudence.
+
+Man's actions proceed from his innate character and the motives acting
+upon him. What is conscience and the perception of right and wrong in
+actions that follows from the consciousness of freedom? That is a
+question for ethics.
+
+Man in connection with the general life of humanity appears subject to
+laws which determine that life. But the same man apart from that
+connection appears to be free. How should the past life of nations and
+of humanity be regarded--as the result of the free, or as the result of
+the constrained, activity of man? That is a question for history.
+
+Only in our self-confident day of the popularization of knowledge--
+thanks to that most powerful engine of ignorance, the diffusion of
+printed matter--has the question of the freedom of will been put on a
+level on which the question itself cannot exist. In our time the
+majority of so-called advanced people--that is, the crowd of
+ignoramuses--have taken the work of the naturalists who deal with one
+side of the question for a solution of the whole problem.
+
+They say and write and print that the soul and freedom do not exist, for
+the life of man is expressed by muscular movements and muscular
+movements are conditioned by the activity of the nerves; the soul and
+free will do not exist because at an unknown period of time we sprang
+from the apes. They say this, not at all suspecting that thousands of
+years ago that same law of necessity which with such ardor they are now
+trying to prove by physiology and comparative zoology was not merely
+acknowledged by all the religions and all the thinkers, but has never
+been denied. They do not see that the role of the natural sciences in
+this matter is merely to serve as an instrument for the illumination of
+one side of it. For the fact that, from the point of view of
+observation, reason and the will are merely secretions of the brain, and
+that man following the general law may have developed from lower animals
+at some unknown period of time, only explains from a fresh side the
+truth admitted thousands of years ago by all the religious and
+philosophic theories--that from the point of view of reason man is
+subject to the law of necessity; but it does not advance by a hair's
+breadth the solution of the question, which has another, opposite, side,
+based on the consciousness of freedom.
+
+If men descended from the apes at an unknown period of time, that is as
+comprehensible as that they were made from a handful of earth at a
+certain period of time (in the first case the unknown quantity is the
+time, in the second case it is the origin); and the question of how
+man's consciousness of freedom is to be reconciled with the law of
+necessity to which he is subject cannot be solved by comparative
+physiology and zoology, for in a frog, a rabbit, or an ape, we can
+observe only the muscular nervous activity, but in man we observe
+consciousness as well as the muscular and nervous activity.
+
+The naturalists and their followers, thinking they can solve this
+question, are like plasterers set to plaster one side of the walls of a
+church who, availing themselves of the absence of the chief
+superintendent of the work, should in an access of zeal plaster over the
+windows, icons, woodwork, and still unbuttressed walls, and should be
+delighted that from their point of view as plasterers, everything is now
+so smooth and regular.
+
+
+
+
+CHAPTER IX
+
+For the solution of the question of free will or inevitability, history
+has this advantage over other branches of knowledge in which the
+question is dealt with, that for history this question does not refer to
+the essence of man's free will but its manifestation in the past and
+under certain conditions.
+
+In regard to this question, history stands to the other sciences as
+experimental science stands to abstract science.
+
+The subject for history is not man's will itself but our presentation of
+it.
+
+And so for history, the insoluble mystery presented by the
+incompatibility of free will and inevitability does not exist as it does
+for theology, ethics, and philosophy. History surveys a presentation of
+man's life in which the union of these two contradictions has already
+taken place.
+
+In actual life each historic event, each human action, is very clearly
+and definitely understood without any sense of contradiction, although
+each event presents itself as partly free and partly compulsory.
+
+To solve the question of how freedom and necessity are combined and what
+constitutes the essence of these two conceptions, the philosophy of
+history can and should follow a path contrary to that taken by other
+sciences. Instead of first defining the conceptions of freedom and
+inevitability in themselves, and then ranging the phenomena of life
+under those definitions, history should deduce a definition of the
+conception of freedom and inevitability themselves from the immense
+quantity of phenomena of which it is cognizant and that always appear
+dependent on these two elements.
+
+Whatever presentation of the activity of many men or of an individual we
+may consider, we always regard it as the result partly of man's free
+will and partly of the law of inevitability.
+
+Whether we speak of the migration of the peoples and the incursions of
+the barbarians, or of the decrees of Napoleon III, or of someone's
+action an hour ago in choosing one direction out of several for his
+walk, we are unconscious of any contradiction. The degree of freedom and
+inevitability governing the actions of these people is clearly defined
+for us.
+
+Our conception of the degree of freedom often varies according to
+differences in the point of view from which we regard the event, but
+every human action appears to us as a certain combination of freedom and
+inevitability. In every action we examine we see a certain measure of
+freedom and a certain measure of inevitability. And always the more
+freedom we see in any action the less inevitability do we perceive, and
+the more inevitability the less freedom.
+
+The proportion of freedom to inevitability decreases and increases
+according to the point of view from which the action is regarded, but
+their relation is always one of inverse proportion.
+
+A sinking man who clutches at another and drowns him; or a hungry mother
+exhausted by feeding her baby, who steals some food; or a man trained to
+discipline who on duty at the word of command kills a defenseless man--
+seem less guilty, that is, less free and more subject to the law of
+necessity, to one who knows the circumstances in which these people were
+placed, and more free to one who does not know that the man was himself
+drowning, that the mother was hungry, that the soldier was in the ranks,
+and so on. Similarly a man who committed a murder twenty years ago and
+has since lived peaceably and harmlessly in society seems less guilty
+and his action more due to the law of inevitability, to someone who
+considers his action after twenty years have elapsed than to one who
+examined it the day after it was committed. And in the same way every
+action of an insane, intoxicated, or highly excited man appears less
+free and more inevitable to one who knows the mental condition of him
+who committed the action, and seems more free and less inevitable to one
+who does not know it. In all these cases the conception of freedom is
+increased or diminished and the conception of compulsion is
+correspondingly decreased or increased, according to the point of view
+from which the action is regarded. So that the greater the conception of
+necessity the smaller the conception of freedom and vice versa.
+
+Religion, the common sense of mankind, the science of jurisprudence, and
+history itself understand alike this relation between necessity and
+freedom.
+
+All cases without exception in which our conception of freedom and
+necessity is increased and diminished depend on three considerations:
+
+(1) The relation to the external world of the man who commits the deeds.
+
+(2) His relation to time.
+
+(3) His relation to the causes leading to the action.
+
+The first consideration is the clearness of our perception of the man's
+relation to the external world and the greater or lesser clearness of
+our understanding of the definite position occupied by the man in
+relation to everything coexisting with him. This is what makes it
+evident that a drowning man is less free and more subject to necessity
+than one standing on dry ground, and that makes the actions of a man
+closely connected with others in a thickly populated district, or of one
+bound by family, official, or business duties, seem certainly less free
+and more subject to necessity than those of a man living in solitude and
+seclusion.
+
+If we consider a man alone, apart from his relation to everything around
+him, each action of his seems to us free. But if we see his relation to
+anything around him, if we see his connection with anything whatever--
+with a man who speaks to him, a book he reads, the work on which he is
+engaged, even with the air he breathes or the light that falls on the
+things about him--we see that each of these circumstances has an
+influence on him and controls at least some side of his activity. And
+the more we perceive of these influences the more our conception of his
+freedom diminishes and the more our conception of the necessity that
+weighs on him increases.
+
+The second consideration is the more or less evident time relation of
+the man to the world and the clearness of our perception of the place
+the man's action occupies in time. That is the ground which makes the
+fall of the first man, resulting in the production of the human race,
+appear evidently less free than a man's entry into marriage today. It is
+the reason why the life and activity of people who lived centuries ago
+and are connected with me in time cannot seem to me as free as the life
+of a contemporary, the consequences of which are still unknown to me.
+
+The degree of our conception of freedom or inevitability depends in this
+respect on the greater or lesser lapse of time between the performance
+of the action and our judgment of it.
+
+If I examine an act I performed a moment ago in approximately the same
+circumstances as those I am in now, my action appears to me undoubtedly
+free. But if I examine an act performed a month ago, then being in
+different circumstances, I cannot help recognizing that if that act had
+not been committed much that resulted from it--good, agreeable, and even
+essential--would not have taken place. If I reflect on an action still
+more remote, ten years ago or more, then the consequences of my action
+are still plainer to me and I find it hard to imagine what would have
+happened had that action not been performed. The farther I go back in
+memory, or what is the same thing the farther I go forward in my
+judgment, the more doubtful becomes my belief in the freedom of my
+action.
+
+In history we find a very similar progress of conviction concerning the
+part played by free will in the general affairs of humanity. A
+contemporary event seems to us to be indubitably the doing of all the
+known participants, but with a more remote event we already see its
+inevitable results which prevent our considering anything else possible.
+And the farther we go back in examining events the less arbitrary do
+they appear.
+
+The Austro-Prussian war appears to us undoubtedly the result of the
+crafty conduct of Bismarck, and so on. The Napoleonic wars still seem to
+us, though already questionably, to be the outcome of their heroes'
+will. But in the Crusades we already see an event occupying its definite
+place in history and without which we cannot imagine the modern history
+of Europe, though to the chroniclers of the Crusades that event appeared
+as merely due to the will of certain people. In regard to the migration
+of the peoples it does not enter anyone's head today to suppose that the
+renovation of the European world depended on Attila's caprice. The
+farther back in history the object of our observation lies, the more
+doubtful does the free will of those concerned in the event become and
+the more manifest the law of inevitability.
+
+The third consideration is the degree to which we apprehend that endless
+chain of causation inevitably demanded by reason, in which each
+phenomenon comprehended, and therefore man's every action, must have its
+definite place as a result of what has gone before and as a cause of
+what will follow.
+
+The better we are acquainted with the physiological, psychological, and
+historical laws deduced by observation and by which man is controlled,
+and the more correctly we perceive the physiological, psychological, and
+historical causes of the action, and the simpler the action we are
+observing and the less complex the character and mind of the man in
+question, the more subject to inevitability and the less free do our
+actions and those of others appear.
+
+When we do not at all understand the cause of an action, whether a
+crime, a good action, or even one that is simply nonmoral, we ascribe a
+greater amount of freedom to it. In the case of a crime we most urgently
+demand the punishment for such an act; in the case of a virtuous act we
+rate its merit most highly. In an indifferent case we recognize in it
+more individuality, originality, and independence. But if even one of
+the innumerable causes of the act is known to us we recognize a certain
+element of necessity and are less insistent on punishment for the crime,
+or the acknowledgment of the merit of the virtuous act, or the freedom
+of the apparently original action. That a criminal was reared among male
+factors mitigates his fault in our eyes. The self-sacrifice of a father
+or mother, or self-sacrifice with the possibility of a reward, is more
+comprehensible than gratuitous self-sacrifice, and therefore seems less
+deserving of sympathy and less the result of free will. The founder of a
+sect or party, or an inventor, impresses us less when we know how or by
+what the way was prepared for his activity. If we have a large range of
+examples, if our observation is constantly directed to seeking the
+correlation of cause and effect in people's actions, their actions
+appear to us more under compulsion and less free the more correctly we
+connect the effects with the causes. If we examined simple actions and
+had a vast number of such actions under observation, our conception of
+their inevitability would be still greater. The dishonest conduct of the
+son of a dishonest father, the misconduct of a woman who had fallen into
+bad company, a drunkard's relapse into drunkenness, and so on are
+actions that seem to us less free the better we understand their cause.
+If the man whose actions we are considering is on a very low stage of
+mental development, like a child, a madman, or a simpleton--then,
+knowing the causes of the act and the simplicity of the character and
+intelligence in question, we see so large an element of necessity and so
+little free will that as soon as we know the cause prompting the action
+we can foretell the result.
+
+On these three considerations alone is based the conception of
+irresponsibility for crimes and the extenuating circumstances admitted
+by all legislative codes. The responsibility appears greater or less
+according to our greater or lesser knowledge of the circumstances in
+which the man was placed whose action is being judged, and according to
+the greater or lesser interval of time between the commission of the
+action and its investigation, and according to the greater or lesser
+understanding of the causes that led to the action.
+
+
+
+
+CHAPTER X
+
+Thus our conception of free will and inevitability gradually diminishes
+or increases according to the greater or lesser connection with the
+external world, the greater or lesser remoteness of time, and the
+greater or lesser dependence on the causes in relation to which we
+contemplate a man's life.
+
+So that if we examine the case of a man whose connection with the
+external world is well known, where the time between the action and its
+examination is great, and where the causes of the action are most
+accessible, we get the conception of a maximum of inevitability and a
+minimum of free will. If we examine a man little dependent on external
+conditions, whose action was performed very recently, and the causes of
+whose action are beyond our ken, we get the conception of a minimum of
+inevitability and a maximum of freedom.
+
+In neither case--however we may change our point of view, however plain
+we may make to ourselves the connection between the man and the external
+world, however inaccessible it may be to us, however long or short the
+period of time, however intelligible or incomprehensible the causes of
+the action may be--can we ever conceive either complete freedom or
+complete necessity.
+
+(1) To whatever degree we may imagine a man to be exempt from the
+influence of the external world, we never get a conception of freedom in
+space. Every human action is inevitably conditioned by what surrounds
+him and by his own body. I lift my arm and let it fall. My action seems
+to me free; but asking myself whether I could raise my arm in every
+direction, I see that I raised it in the direction in which there was
+least obstruction to that action either from things around me or from
+the construction of my own body. I chose one out of all the possible
+directions because in it there were fewest obstacles. For my action to
+be free it was necessary that it should encounter no obstacles. To
+conceive of a man being free we must imagine him outside space, which is
+evidently impossible.
+
+(2) However much we approximate the time of judgment to the time of the
+deed, we never get a conception of freedom in time. For if I examine an
+action committed a second ago I must still recognize it as not being
+free, for it is irrevocably linked to the moment at which it was
+committed. Can I lift my arm? I lift it, but ask myself: could I have
+abstained from lifting my arm at the moment that has already passed? To
+convince myself of this I do not lift it the next moment. But I am not
+now abstaining from doing so at the first moment when I asked the
+question. Time has gone by which I could not detain, the arm I then
+lifted is no longer the same as the arm I now refrain from lifting, nor
+is the air in which I lifted it the same that now surrounds me. The
+moment in which the first movement was made is irrevocable, and at that
+moment I could make only one movement, and whatever movement I made
+would be the only one. That I did not lift my arm a moment later does
+not prove that I could have abstained from lifting it then. And since I
+could make only one movement at that single moment of time, it could not
+have been any other. To imagine it as free, it is necessary to imagine
+it in the present, on the boundary between the past and the future--that
+is, outside time, which is impossible.
+
+(3) However much the difficulty of understanding the causes may be
+increased, we never reach a conception of complete freedom, that is, an
+absence of cause. However inaccessible to us may be the cause of the
+expression of will in any action, our own or another's, the first demand
+of reason is the assumption of and search for a cause, for without a
+cause no phenomenon is conceivable. I raise my arm to perform an action
+independently of any cause, but my wish to perform an action without a
+cause is the cause of my action.
+
+But even if--imagining a man quite exempt from all influences, examining
+only his momentary action in the present, unevoked by any cause--we were
+to admit so infinitely small a remainder of inevitability as equaled
+zero, we should even then not have arrived at the conception of complete
+freedom in man, for a being uninfluenced by the external world, standing
+outside of time and independent of cause, is no longer a man.
+
+In the same way we can never imagine the action of a man quite devoid of
+freedom and entirely subject to the law of inevitability.
+
+(1) However we may increase our knowledge of the conditions of space in
+which man is situated, that knowledge can never be complete, for the
+number of those conditions is as infinite as the infinity of space. And
+therefore so long as not all the conditions influencing men are defined,
+there is no complete inevitability but a certain measure of freedom
+remains.
+
+(2) However we may prolong the period of time between the action we are
+examining and the judgment upon it, that period will be finite, while
+time is infinite, and so in this respect too there can never be absolute
+inevitability.
+
+(3) However accessible may be the chain of causation of any action, we
+shall never know the whole chain since it is endless, and so again we
+never reach absolute inevitability.
+
+But besides this, even if, admitting the remaining minimum of freedom to
+equal zero, we assumed in some given case--as for instance in that of a
+dying man, an unborn babe, or an idiot--complete absence of freedom, by
+so doing we should destroy the very conception of man in the case we are
+examining, for as soon as there is no freedom there is also no man. And
+so the conception of the action of a man subject solely to the law of
+inevitability without any element of freedom is just as impossible as
+the conception of a man's completely free action.
+
+And so to imagine the action of a man entirely subject to the law of
+inevitability without any freedom, we must assume the knowledge of an
+infinite number of space relations, an infinitely long period of time,
+and an infinite series of causes.
+
+To imagine a man perfectly free and not subject to the law of
+inevitability, we must imagine him all alone, beyond space, beyond time,
+and free from dependence on cause.
+
+In the first case, if inevitability were possible without freedom we
+should have reached a definition of inevitability by the laws of
+inevitability itself, that is, a mere form without content.
+
+In the second case, if freedom were possible without inevitability we
+should have arrived at unconditioned freedom beyond space, time, and
+cause, which by the fact of its being unconditioned and unlimited would
+be nothing, or mere content without form.
+
+We should in fact have reached those two fundamentals of which man's
+whole outlook on the universe is constructed--the incomprehensible
+essence of life, and the laws defining that essence.
+
+Reason says: (1) space with all the forms of matter that give it
+visibility is infinite, and cannot be imagined otherwise. (2) Time is
+infinite motion without a moment of rest and is unthinkable otherwise.
+(3) The connection between cause and effect has no beginning and can
+have no end.
+
+Consciousness says: (1) I alone am, and all that exists is but me,
+consequently I include space. (2) I measure flowing time by the fixed
+moment of the present in which alone I am conscious of myself as living,
+consequently I am outside time. (3) I am beyond cause, for I feel myself
+to be the cause of every manifestation of my life.
+
+Reason gives expression to the laws of inevitability. Consciousness
+gives expression to the essence of freedom.
+
+Freedom not limited by anything is the essence of life, in man's
+consciousness. Inevitability without content is man's reason in its
+three forms.
+
+Freedom is the thing examined. Inevitability is what examines. Freedom
+is the content. Inevitability is the form.
+
+Only by separating the two sources of cognition, related to one another
+as form to content, do we get the mutually exclusive and separately
+incomprehensible conceptions of freedom and inevitability.
+
+Only by uniting them do we get a clear conception of man's life.
+
+Apart from these two concepts which in their union mutually define one
+another as form and content, no conception of life is possible.
+
+All that we know of the life of man is merely a certain relation of free
+will to inevitability, that is, of consciousness to the laws of reason.
+
+All that we know of the external world of nature is only a certain
+relation of the forces of nature to inevitability, or of the essence of
+life to the laws of reason.
+
+The great natural forces lie outside us and we are not conscious of
+them; we call those forces gravitation, inertia, electricity, animal
+force, and so on, but we are conscious of the force of life in man and
+we call that freedom.
+
+But just as the force of gravitation, incomprehensible in itself but
+felt by every man, is understood by us only to the extent to which we
+know the laws of inevitability to which it is subject (from the first
+knowledge that all bodies have weight, up to Newton's law), so too the
+force of free will, incomprehensible in itself but of which everyone is
+conscious, is intelligible to us only in as far as we know the laws of
+inevitability to which it is subject (from the fact that every man dies,
+up to the knowledge of the most complex economic and historic laws).
+
+All knowledge is merely a bringing of this essence of life under the
+laws of reason.
+
+Man's free will differs from every other force in that man is directly
+conscious of it, but in the eyes of reason it in no way differs from any
+other force. The forces of gravitation, electricity, or chemical
+affinity are only distinguished from one another in that they are
+differently defined by reason. Just so the force of man's free will is
+distinguished by reason from the other forces of nature only by the
+definition reason gives it. Freedom, apart from necessity, that is,
+apart from the laws of reason that define it, differs in no way from
+gravitation, or heat, or the force that makes things grow; for reason,
+it is only a momentary undefinable sensation of life.
+
+And as the undefinable essence of the force moving the heavenly bodies,
+the undefinable essence of the forces of heat and electricity, or of
+chemical affinity, or of the vital force, forms the content of
+astronomy, physics, chemistry, botany, zoology, and so on, just in the
+same way does the force of free will form the content of history. But
+just as the subject of every science is the manifestation of this
+unknown essence of life while that essence itself can only be the
+subject of metaphysics, even the manifestation of the force of free will
+in human beings in space, in time, and in dependence on cause forms the
+subject of history, while free will itself is the subject of
+metaphysics.
+
+In the experimental sciences what we know we call the laws of
+inevitability, what is unknown to us we call vital force. Vital force is
+only an expression for the unknown remainder over and above what we know
+of the essence of life.
+
+So also in history what is known to us we call laws of inevitability,
+what is unknown we call free will. Free will is for history only an
+expression for the unknown remainder of what we know about the laws of
+human life.
+
+
+
+
+CHAPTER XI
+
+History examines the manifestations of man's free will in connection
+with the external world in time and in dependence on cause, that is, it
+defines this freedom by the laws of reason, and so history is a science
+only in so far as this free will is defined by those laws.
+
+The recognition of man's free will as something capable of influencing
+historical events, that is, as not subject to laws, is the same for
+history as the recognition of a free force moving the heavenly bodies
+would be for astronomy.
+
+That assumption would destroy the possibility of the existence of laws,
+that is, of any science whatever. If there is even a single body moving
+freely, then the laws of Kepler and Newton are negatived and no
+conception of the movement of the heavenly bodies any longer exists. If
+any single action is due to free will, then not a single historical law
+can exist, nor any conception of historical events.
+
+For history, lines exist of the movement of human wills, one end of
+which is hidden in the unknown but at the other end of which a
+consciousness of man's will in the present moves in space, time, and
+dependence on cause.
+
+The more this field of motion spreads out before our eyes, the more
+evident are the laws of that movement. To discover and define those laws
+is the problem of history.
+
+From the standpoint from which the science of history now regards its
+subject on the path it now follows, seeking the causes of events in
+man's freewill, a scientific enunciation of those laws is impossible,
+for however man's free will may be restricted, as soon as we recognize
+it as a force not subject to law, the existence of law becomes
+impossible.
+
+Only by reducing this element of free will to the infinitesimal, that
+is, by regarding it as an infinitely small quantity, can we convince
+ourselves of the absolute inaccessibility of the causes, and then
+instead of seeking causes, history will take the discovery of laws as
+its problem.
+
+The search for these laws has long been begun and the new methods of
+thought which history must adopt are being worked out simultaneously
+with the self-destruction toward which--ever dissecting and dissecting
+the causes of phenomena--the old method of history is moving.
+
+All human sciences have traveled along that path. Arriving at
+infinitesimals, mathematics, the most exact of sciences, abandons the
+process of analysis and enters on the new process of the integration of
+unknown, infinitely small, quantities. Abandoning the conception of
+cause, mathematics seeks law, that is, the property common to all
+unknown, infinitely small, elements.
+
+In another form but along the same path of reflection the other sciences
+have proceeded. When Newton enunciated the law of gravity he did not say
+that the sun or the earth had a property of attraction; he said that all
+bodies from the largest to the smallest have the property of attracting
+one another, that is, leaving aside the question of the cause of the
+movement of the bodies, he expressed the property common to all bodies
+from the infinitely large to the infinitely small. The same is done by
+the natural sciences: leaving aside the question of cause, they seek for
+laws. History stands on the same path. And if history has for its object
+the study of the movement of the nations and of humanity and not the
+narration of episodes in the lives of individuals, it too, setting aside
+the conception of cause, should seek the laws common to all the
+inseparably interconnected infinitesimal elements of free will.
+
+
+
+
+CHAPTER XII
+
+From the time the law of Copernicus was discovered and proved, the mere
+recognition of the fact that it was not the sun but the earth that moves
+sufficed to destroy the whole cosmography of the ancients. By disproving
+that law it might have been possible to retain the old conception of the
+movements of the bodies, but without disproving it, it would seem
+impossible to continue studying the Ptolemaic worlds. But even after the
+discovery of the law of Copernicus the Ptolemaic worlds were still
+studied for a long time.
+
+From the time the first person said and proved that the number of births
+or of crimes is subject to mathematical laws, and that this or that mode
+of government is determined by certain geographical and economic
+conditions, and that certain relations of population to soil produce
+migrations of peoples, the foundations on which history had been built
+were destroyed in their essence.
+
+By refuting these new laws the former view of history might have been
+retained; but without refuting them it would seem impossible to continue
+studying historic events as the results of man's free will. For if a
+certain mode of government was established or certain migrations of
+peoples took place in consequence of such and such geographic,
+ethnographic, or economic conditions, then the free will of those
+individuals who appear to us to have established that mode of government
+or occasioned the migrations can no longer be regarded as the cause.
+
+And yet the former history continues to be studied side by side with the
+laws of statistics, geography, political economy, comparative philology,
+and geology, which directly contradict its assumptions.
+
+The struggle between the old views and the new was long and stubbornly
+fought out in physical philosophy. Theology stood on guard for the old
+views and accused the new of violating revelation. But when truth
+conquered, theology established itself just as firmly on the new
+foundation.
+
+Just as prolonged and stubborn is the struggle now proceeding between
+the old and the new conception of history, and theology in the same way
+stands on guard for the old view, and accuses the new view of subverting
+revelation.
+
+In the one case as in the other, on both sides the struggle provokes
+passion and stifles truth. On the one hand there is fear and regret for
+the loss of the whole edifice constructed through the ages, on the other
+is the passion for destruction.
+
+To the men who fought against the rising truths of physical philosophy,
+it seemed that if they admitted that truth it would destroy faith in
+God, in the creation of the firmament, and in the miracle of Joshua the
+son of Nun. To the defenders of the laws of Copernicus and Newton, to
+Voltaire for example, it seemed that the laws of astronomy destroyed
+religion, and he utilized the law of gravitation as a weapon against
+religion.
+
+Just so it now seems as if we have only to admit the law of
+inevitability, to destroy the conception of the soul, of good and evil,
+and all the institutions of state and church that have been built up on
+those conceptions.
+
+So too, like Voltaire in his time, uninvited defenders of the law of
+inevitability today use that law as a weapon against religion, though
+the law of inevitability in history, like the law of Copernicus in
+astronomy, far from destroying, even strengthens the foundation on which
+the institutions of state and church are erected.
+
+As in the question of astronomy then, so in the question of history now,
+the whole difference of opinion is based on the recognition or
+nonrecognition of something absolute, serving as the measure of visible
+phenomena. In astronomy it was the immovability of the earth, in history
+it is the independence of personality--free will.
+
+As with astronomy the difficulty of recognizing the motion of the earth
+lay in abandoning the immediate sensation of the earth's fixity and of
+the motion of the planets, so in history the difficulty of recognizing
+the subjection of personality to the laws of space, time, and cause lies
+in renouncing the direct feeling of the independence of one's own
+personality. But as in astronomy the new view said: "It is true that we
+do not feel the movement of the earth, but by admitting its immobility
+we arrive at absurdity, while by admitting its motion (which we do not
+feel) we arrive at laws," so also in history the new view says: "It is
+true that we are not conscious of our dependence, but by admitting our
+free will we arrive at absurdity, while by admitting our dependence on
+the external world, on time, and on cause, we arrive at laws."
+
+In the first case it was necessary to renounce the consciousness of an
+unreal immobility in space and to recognize a motion we did not feel; in
+the present case it is similarly necessary to renounce a freedom that
+does not exist, and to recognize a dependence of which we are not
+conscious.
\ No newline at end of file
diff --git a/model/textprocessor.go b/model/textprocessor.go
new file mode 100644
index 0000000..4a36f23
--- /dev/null
+++ b/model/textprocessor.go
@@ -0,0 +1,17 @@
+package model
+
+const (
+	TOKEN_TYPE_NORMAL = iota + 1
+	TOKEN_TYPE_UNKNOWN
+	TOKEN_TYPE_CONTROL
+	TOKEN_TYPE_USER_DEFINED
+	TOKEN_TYPE_UNUSED
+	TOKEN_TYPE_BYTE
+)
+
+type TextProcessor interface {
+	Encode(s string, addSpecial bool) ([]int32, error)
+	Decode([]int32) (string, error)
+	Is(int32, Special) bool
+	Vocabulary() *Vocabulary
+}
diff --git a/model/vocabulary.go b/model/vocabulary.go
new file mode 100644
index 0000000..24adbac
--- /dev/null
+++ b/model/vocabulary.go
@@ -0,0 +1,112 @@
+package model
+
+import (
+	"log/slog"
+	"slices"
+	"sync"
+)
+
+type Special int32
+
+const (
+	SpecialBOS Special = iota
+	SpecialEOS
+)
+
+type Vocabulary struct {
+	Values []string
+	Types  []int32
+	Scores []float32
+	Merges []string
+
+	BOS, EOS       []int32
+	AddBOS, AddEOS bool
+
+	specialOnce sync.Once
+	special     []string
+
+	valuesOnce sync.Once
+	values     map[string]int32
+
+	mergeOnce sync.Once
+	merge     map[string]int32
+}
+
+func (v *Vocabulary) Is(id int32, special Special) bool {
+	switch special {
+	case SpecialBOS:
+		return slices.Contains(v.BOS, id)
+	case SpecialEOS:
+		return slices.Contains(v.EOS, id)
+	default:
+		return false
+	}
+}
+
+func (v *Vocabulary) addSpecials(ids []int32) []int32 {
+	if v.AddBOS && len(v.BOS) > 0 {
+		if slices.Contains(v.BOS, ids[0]) {
+			slog.Warn("adding bos token to prompt which already has it", "id", v.BOS)
+		}
+
+		slog.Debug("adding bos token to prompt", "id", v.BOS)
+		ids = append([]int32{v.BOS[0]}, ids...)
+	}
+
+	if v.AddEOS && len(v.EOS) > 0 {
+		if slices.Contains(v.BOS, ids[len(ids)-1]) {
+			slog.Warn("adding eos token to prompt which already has it", "id", v.EOS)
+		}
+
+		slog.Debug("adding eos token to prompt", "id", v.EOS)
+		ids = append(ids, v.EOS[0])
+	}
+
+	return ids
+}
+
+func (v *Vocabulary) Encode(s string) int32 {
+	v.valuesOnce.Do(func() {
+		v.values = make(map[string]int32, len(v.Values))
+		for i, value := range v.Values {
+			v.values[value] = int32(i)
+		}
+	})
+
+	if id, ok := v.values[s]; ok {
+		return id
+	}
+
+	return -1
+}
+
+func (v *Vocabulary) Decode(id int32) string {
+	return v.Values[id]
+}
+
+func (v *Vocabulary) SpecialVocabulary() []string {
+	v.specialOnce.Do(func() {
+		for i := range v.Values {
+			if v.Types[i] == TOKEN_TYPE_CONTROL {
+				v.special = append(v.special, v.Values[i])
+			}
+		}
+	})
+
+	return v.special
+}
+
+func (v *Vocabulary) Merge(left, right string) int {
+	v.mergeOnce.Do(func() {
+		v.merge = make(map[string]int32, len(v.Merges))
+		for i, merge := range v.Merges {
+			v.merge[merge] = int32(i)
+		}
+	})
+
+	if id, ok := v.merge[left+" "+right]; ok {
+		return int(id)
+	}
+
+	return -1
+}
diff --git a/openai/openai.go b/openai/openai.go
new file mode 100644
index 0000000..012189d
--- /dev/null
+++ b/openai/openai.go
@@ -0,0 +1,993 @@
+// openai package provides middleware for partial compatibility with the OpenAI REST API
+package openai
+
+import (
+	"bytes"
+	"encoding/base64"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"math/rand"
+	"net/http"
+	"strings"
+	"time"
+
+	"github.com/gin-gonic/gin"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/types/model"
+)
+
+var finishReasonToolCalls = "tool_calls"
+
+type Error struct {
+	Message string  `json:"message"`
+	Type    string  `json:"type"`
+	Param   any     `json:"param"`
+	Code    *string `json:"code"`
+}
+
+type ErrorResponse struct {
+	Error Error `json:"error"`
+}
+
+type Message struct {
+	Role      string     `json:"role"`
+	Content   any        `json:"content"`
+	ToolCalls []ToolCall `json:"tool_calls,omitempty"`
+}
+
+type Choice struct {
+	Index        int     `json:"index"`
+	Message      Message `json:"message"`
+	FinishReason *string `json:"finish_reason"`
+}
+
+type ChunkChoice struct {
+	Index        int     `json:"index"`
+	Delta        Message `json:"delta"`
+	FinishReason *string `json:"finish_reason"`
+}
+
+type CompleteChunkChoice struct {
+	Text         string  `json:"text"`
+	Index        int     `json:"index"`
+	FinishReason *string `json:"finish_reason"`
+}
+
+type Usage struct {
+	PromptTokens     int `json:"prompt_tokens"`
+	CompletionTokens int `json:"completion_tokens"`
+	TotalTokens      int `json:"total_tokens"`
+}
+
+type ResponseFormat struct {
+	Type       string      `json:"type"`
+	JsonSchema *JsonSchema `json:"json_schema,omitempty"`
+}
+
+type JsonSchema struct {
+	Schema json.RawMessage `json:"schema"`
+}
+
+type EmbedRequest struct {
+	Input any    `json:"input"`
+	Model string `json:"model"`
+}
+
+type StreamOptions struct {
+	IncludeUsage bool `json:"include_usage"`
+}
+
+type ChatCompletionRequest struct {
+	Model            string          `json:"model"`
+	Messages         []Message       `json:"messages"`
+	Stream           bool            `json:"stream"`
+	StreamOptions    *StreamOptions  `json:"stream_options"`
+	MaxTokens        *int            `json:"max_tokens"`
+	Seed             *int            `json:"seed"`
+	Stop             any             `json:"stop"`
+	Temperature      *float64        `json:"temperature"`
+	FrequencyPenalty *float64        `json:"frequency_penalty"`
+	PresencePenalty  *float64        `json:"presence_penalty"`
+	TopP             *float64        `json:"top_p"`
+	ResponseFormat   *ResponseFormat `json:"response_format"`
+	Tools            []api.Tool      `json:"tools"`
+}
+
+type ChatCompletion struct {
+	Id                string   `json:"id"`
+	Object            string   `json:"object"`
+	Created           int64    `json:"created"`
+	Model             string   `json:"model"`
+	SystemFingerprint string   `json:"system_fingerprint"`
+	Choices           []Choice `json:"choices"`
+	Usage             Usage    `json:"usage,omitempty"`
+}
+
+type ChatCompletionChunk struct {
+	Id                string        `json:"id"`
+	Object            string        `json:"object"`
+	Created           int64         `json:"created"`
+	Model             string        `json:"model"`
+	SystemFingerprint string        `json:"system_fingerprint"`
+	Choices           []ChunkChoice `json:"choices"`
+	Usage             *Usage        `json:"usage,omitempty"`
+}
+
+// TODO (https://github.com/ollama/ollama/issues/5259): support []string, []int and [][]int
+type CompletionRequest struct {
+	Model            string         `json:"model"`
+	Prompt           string         `json:"prompt"`
+	FrequencyPenalty float32        `json:"frequency_penalty"`
+	MaxTokens        *int           `json:"max_tokens"`
+	PresencePenalty  float32        `json:"presence_penalty"`
+	Seed             *int           `json:"seed"`
+	Stop             any            `json:"stop"`
+	Stream           bool           `json:"stream"`
+	StreamOptions    *StreamOptions `json:"stream_options"`
+	Temperature      *float32       `json:"temperature"`
+	TopP             float32        `json:"top_p"`
+	Suffix           string         `json:"suffix"`
+}
+
+type Completion struct {
+	Id                string                `json:"id"`
+	Object            string                `json:"object"`
+	Created           int64                 `json:"created"`
+	Model             string                `json:"model"`
+	SystemFingerprint string                `json:"system_fingerprint"`
+	Choices           []CompleteChunkChoice `json:"choices"`
+	Usage             Usage                 `json:"usage,omitempty"`
+}
+
+type CompletionChunk struct {
+	Id                string                `json:"id"`
+	Object            string                `json:"object"`
+	Created           int64                 `json:"created"`
+	Choices           []CompleteChunkChoice `json:"choices"`
+	Model             string                `json:"model"`
+	SystemFingerprint string                `json:"system_fingerprint"`
+	Usage             *Usage                `json:"usage,omitempty"`
+}
+
+type ToolCall struct {
+	ID       string `json:"id"`
+	Index    int    `json:"index"`
+	Type     string `json:"type"`
+	Function struct {
+		Name      string `json:"name"`
+		Arguments string `json:"arguments"`
+	} `json:"function"`
+}
+
+type Model struct {
+	Id      string `json:"id"`
+	Object  string `json:"object"`
+	Created int64  `json:"created"`
+	OwnedBy string `json:"owned_by"`
+}
+
+type Embedding struct {
+	Object    string    `json:"object"`
+	Embedding []float32 `json:"embedding"`
+	Index     int       `json:"index"`
+}
+
+type ListCompletion struct {
+	Object string  `json:"object"`
+	Data   []Model `json:"data"`
+}
+
+type EmbeddingList struct {
+	Object string         `json:"object"`
+	Data   []Embedding    `json:"data"`
+	Model  string         `json:"model"`
+	Usage  EmbeddingUsage `json:"usage,omitempty"`
+}
+
+type EmbeddingUsage struct {
+	PromptTokens int `json:"prompt_tokens"`
+	TotalTokens  int `json:"total_tokens"`
+}
+
+func NewError(code int, message string) ErrorResponse {
+	var etype string
+	switch code {
+	case http.StatusBadRequest:
+		etype = "invalid_request_error"
+	case http.StatusNotFound:
+		etype = "not_found_error"
+	default:
+		etype = "api_error"
+	}
+
+	return ErrorResponse{Error{Type: etype, Message: message}}
+}
+
+func toUsage(r api.ChatResponse) Usage {
+	return Usage{
+		PromptTokens:     r.PromptEvalCount,
+		CompletionTokens: r.EvalCount,
+		TotalTokens:      r.PromptEvalCount + r.EvalCount,
+	}
+}
+
+func toolCallId() string {
+	const letterBytes = "abcdefghijklmnopqrstuvwxyz0123456789"
+	b := make([]byte, 8)
+	for i := range b {
+		b[i] = letterBytes[rand.Intn(len(letterBytes))]
+	}
+	return "call_" + strings.ToLower(string(b))
+}
+
+func toToolCalls(tc []api.ToolCall) []ToolCall {
+	toolCalls := make([]ToolCall, len(tc))
+	for i, tc := range tc {
+		toolCalls[i].ID = toolCallId()
+		toolCalls[i].Type = "function"
+		toolCalls[i].Function.Name = tc.Function.Name
+		toolCalls[i].Index = tc.Function.Index
+
+		args, err := json.Marshal(tc.Function.Arguments)
+		if err != nil {
+			slog.Error("could not marshall function arguments to json", "error", err)
+			continue
+		}
+
+		toolCalls[i].Function.Arguments = string(args)
+	}
+	return toolCalls
+}
+
+func toChatCompletion(id string, r api.ChatResponse) ChatCompletion {
+	toolCalls := toToolCalls(r.Message.ToolCalls)
+	return ChatCompletion{
+		Id:                id,
+		Object:            "chat.completion",
+		Created:           r.CreatedAt.Unix(),
+		Model:             r.Model,
+		SystemFingerprint: "fp_ollama",
+		Choices: []Choice{{
+			Index:   0,
+			Message: Message{Role: r.Message.Role, Content: r.Message.Content, ToolCalls: toolCalls},
+			FinishReason: func(reason string) *string {
+				if len(toolCalls) > 0 {
+					reason = "tool_calls"
+				}
+				if len(reason) > 0 {
+					return &reason
+				}
+				return nil
+			}(r.DoneReason),
+		}},
+		Usage: toUsage(r),
+	}
+}
+
+func toChunk(id string, r api.ChatResponse, toolCallSent bool) ChatCompletionChunk {
+	toolCalls := toToolCalls(r.Message.ToolCalls)
+	return ChatCompletionChunk{
+		Id:                id,
+		Object:            "chat.completion.chunk",
+		Created:           time.Now().Unix(),
+		Model:             r.Model,
+		SystemFingerprint: "fp_ollama",
+		Choices: []ChunkChoice{{
+			Index: 0,
+			Delta: Message{Role: "assistant", Content: r.Message.Content, ToolCalls: toolCalls},
+			FinishReason: func(reason string) *string {
+				if len(reason) > 0 {
+					if toolCallSent {
+						return &finishReasonToolCalls
+					}
+					return &reason
+				}
+				return nil
+			}(r.DoneReason),
+		}},
+	}
+}
+
+func toUsageGenerate(r api.GenerateResponse) Usage {
+	return Usage{
+		PromptTokens:     r.PromptEvalCount,
+		CompletionTokens: r.EvalCount,
+		TotalTokens:      r.PromptEvalCount + r.EvalCount,
+	}
+}
+
+func toCompletion(id string, r api.GenerateResponse) Completion {
+	return Completion{
+		Id:                id,
+		Object:            "text_completion",
+		Created:           r.CreatedAt.Unix(),
+		Model:             r.Model,
+		SystemFingerprint: "fp_ollama",
+		Choices: []CompleteChunkChoice{{
+			Text:  r.Response,
+			Index: 0,
+			FinishReason: func(reason string) *string {
+				if len(reason) > 0 {
+					return &reason
+				}
+				return nil
+			}(r.DoneReason),
+		}},
+		Usage: toUsageGenerate(r),
+	}
+}
+
+func toCompleteChunk(id string, r api.GenerateResponse) CompletionChunk {
+	return CompletionChunk{
+		Id:                id,
+		Object:            "text_completion",
+		Created:           time.Now().Unix(),
+		Model:             r.Model,
+		SystemFingerprint: "fp_ollama",
+		Choices: []CompleteChunkChoice{{
+			Text:  r.Response,
+			Index: 0,
+			FinishReason: func(reason string) *string {
+				if len(reason) > 0 {
+					return &reason
+				}
+				return nil
+			}(r.DoneReason),
+		}},
+	}
+}
+
+func toListCompletion(r api.ListResponse) ListCompletion {
+	var data []Model
+	for _, m := range r.Models {
+		data = append(data, Model{
+			Id:      m.Name,
+			Object:  "model",
+			Created: m.ModifiedAt.Unix(),
+			OwnedBy: model.ParseName(m.Name).Namespace,
+		})
+	}
+
+	return ListCompletion{
+		Object: "list",
+		Data:   data,
+	}
+}
+
+func toEmbeddingList(model string, r api.EmbedResponse) EmbeddingList {
+	if r.Embeddings != nil {
+		var data []Embedding
+		for i, e := range r.Embeddings {
+			data = append(data, Embedding{
+				Object:    "embedding",
+				Embedding: e,
+				Index:     i,
+			})
+		}
+
+		return EmbeddingList{
+			Object: "list",
+			Data:   data,
+			Model:  model,
+			Usage: EmbeddingUsage{
+				PromptTokens: r.PromptEvalCount,
+				TotalTokens:  r.PromptEvalCount,
+			},
+		}
+	}
+
+	return EmbeddingList{}
+}
+
+func toModel(r api.ShowResponse, m string) Model {
+	return Model{
+		Id:      m,
+		Object:  "model",
+		Created: r.ModifiedAt.Unix(),
+		OwnedBy: model.ParseName(m).Namespace,
+	}
+}
+
+func fromChatRequest(r ChatCompletionRequest) (*api.ChatRequest, error) {
+	var messages []api.Message
+	for _, msg := range r.Messages {
+		switch content := msg.Content.(type) {
+		case string:
+			messages = append(messages, api.Message{Role: msg.Role, Content: content})
+		case []any:
+			for _, c := range content {
+				data, ok := c.(map[string]any)
+				if !ok {
+					return nil, errors.New("invalid message format")
+				}
+				switch data["type"] {
+				case "text":
+					text, ok := data["text"].(string)
+					if !ok {
+						return nil, errors.New("invalid message format")
+					}
+					messages = append(messages, api.Message{Role: msg.Role, Content: text})
+				case "image_url":
+					var url string
+					if urlMap, ok := data["image_url"].(map[string]any); ok {
+						if url, ok = urlMap["url"].(string); !ok {
+							return nil, errors.New("invalid message format")
+						}
+					} else {
+						if url, ok = data["image_url"].(string); !ok {
+							return nil, errors.New("invalid message format")
+						}
+					}
+
+					types := []string{"jpeg", "jpg", "png"}
+					valid := false
+					for _, t := range types {
+						prefix := "data:image/" + t + ";base64,"
+						if strings.HasPrefix(url, prefix) {
+							url = strings.TrimPrefix(url, prefix)
+							valid = true
+							break
+						}
+					}
+
+					if !valid {
+						return nil, errors.New("invalid image input")
+					}
+
+					img, err := base64.StdEncoding.DecodeString(url)
+					if err != nil {
+						return nil, errors.New("invalid message format")
+					}
+
+					messages = append(messages, api.Message{Role: msg.Role, Images: []api.ImageData{img}})
+				default:
+					return nil, errors.New("invalid message format")
+				}
+			}
+		default:
+			if msg.ToolCalls == nil {
+				return nil, fmt.Errorf("invalid message content type: %T", content)
+			}
+
+			toolCalls := make([]api.ToolCall, len(msg.ToolCalls))
+			for i, tc := range msg.ToolCalls {
+				toolCalls[i].Function.Name = tc.Function.Name
+				err := json.Unmarshal([]byte(tc.Function.Arguments), &toolCalls[i].Function.Arguments)
+				if err != nil {
+					return nil, errors.New("invalid tool call arguments")
+				}
+			}
+			messages = append(messages, api.Message{Role: msg.Role, ToolCalls: toolCalls})
+		}
+	}
+
+	options := make(map[string]any)
+
+	switch stop := r.Stop.(type) {
+	case string:
+		options["stop"] = []string{stop}
+	case []any:
+		var stops []string
+		for _, s := range stop {
+			if str, ok := s.(string); ok {
+				stops = append(stops, str)
+			}
+		}
+		options["stop"] = stops
+	}
+
+	if r.MaxTokens != nil {
+		options["num_predict"] = *r.MaxTokens
+	}
+
+	if r.Temperature != nil {
+		options["temperature"] = *r.Temperature
+	} else {
+		options["temperature"] = 1.0
+	}
+
+	if r.Seed != nil {
+		options["seed"] = *r.Seed
+	}
+
+	if r.FrequencyPenalty != nil {
+		options["frequency_penalty"] = *r.FrequencyPenalty
+	}
+
+	if r.PresencePenalty != nil {
+		options["presence_penalty"] = *r.PresencePenalty
+	}
+
+	if r.TopP != nil {
+		options["top_p"] = *r.TopP
+	} else {
+		options["top_p"] = 1.0
+	}
+
+	var format json.RawMessage
+	if r.ResponseFormat != nil {
+		switch strings.ToLower(strings.TrimSpace(r.ResponseFormat.Type)) {
+		// Support the old "json_object" type for OpenAI compatibility
+		case "json_object":
+			format = json.RawMessage(`"json"`)
+		case "json_schema":
+			if r.ResponseFormat.JsonSchema != nil {
+				format = r.ResponseFormat.JsonSchema.Schema
+			}
+		}
+	}
+
+	return &api.ChatRequest{
+		Model:    r.Model,
+		Messages: messages,
+		Format:   format,
+		Options:  options,
+		Stream:   &r.Stream,
+		Tools:    r.Tools,
+	}, nil
+}
+
+func fromCompleteRequest(r CompletionRequest) (api.GenerateRequest, error) {
+	options := make(map[string]any)
+
+	switch stop := r.Stop.(type) {
+	case string:
+		options["stop"] = []string{stop}
+	case []any:
+		var stops []string
+		for _, s := range stop {
+			if str, ok := s.(string); ok {
+				stops = append(stops, str)
+			} else {
+				return api.GenerateRequest{}, fmt.Errorf("invalid type for 'stop' field: %T", s)
+			}
+		}
+		options["stop"] = stops
+	}
+
+	if r.MaxTokens != nil {
+		options["num_predict"] = *r.MaxTokens
+	}
+
+	if r.Temperature != nil {
+		options["temperature"] = *r.Temperature
+	} else {
+		options["temperature"] = 1.0
+	}
+
+	if r.Seed != nil {
+		options["seed"] = *r.Seed
+	}
+
+	options["frequency_penalty"] = r.FrequencyPenalty
+
+	options["presence_penalty"] = r.PresencePenalty
+
+	if r.TopP != 0.0 {
+		options["top_p"] = r.TopP
+	} else {
+		options["top_p"] = 1.0
+	}
+
+	return api.GenerateRequest{
+		Model:   r.Model,
+		Prompt:  r.Prompt,
+		Options: options,
+		Stream:  &r.Stream,
+		Suffix:  r.Suffix,
+	}, nil
+}
+
+type BaseWriter struct {
+	gin.ResponseWriter
+}
+
+type ChatWriter struct {
+	stream        bool
+	streamOptions *StreamOptions
+	id            string
+	toolCallSent  bool
+	BaseWriter
+}
+
+type CompleteWriter struct {
+	stream        bool
+	streamOptions *StreamOptions
+	id            string
+	BaseWriter
+}
+
+type ListWriter struct {
+	BaseWriter
+}
+
+type RetrieveWriter struct {
+	BaseWriter
+	model string
+}
+
+type EmbedWriter struct {
+	BaseWriter
+	model string
+}
+
+func (w *BaseWriter) writeError(data []byte) (int, error) {
+	var serr api.StatusError
+	err := json.Unmarshal(data, &serr)
+	if err != nil {
+		return 0, err
+	}
+
+	w.ResponseWriter.Header().Set("Content-Type", "application/json")
+	err = json.NewEncoder(w.ResponseWriter).Encode(NewError(http.StatusInternalServerError, serr.Error()))
+	if err != nil {
+		return 0, err
+	}
+
+	return len(data), nil
+}
+
+func (w *ChatWriter) writeResponse(data []byte) (int, error) {
+	var chatResponse api.ChatResponse
+	err := json.Unmarshal(data, &chatResponse)
+	if err != nil {
+		return 0, err
+	}
+
+	// chat chunk
+	if w.stream {
+		c := toChunk(w.id, chatResponse, w.toolCallSent)
+		d, err := json.Marshal(c)
+		if err != nil {
+			return 0, err
+		}
+		if !w.toolCallSent && len(c.Choices) > 0 && len(c.Choices[0].Delta.ToolCalls) > 0 {
+			w.toolCallSent = true
+		}
+
+		w.ResponseWriter.Header().Set("Content-Type", "text/event-stream")
+		_, err = w.ResponseWriter.Write([]byte(fmt.Sprintf("data: %s\n\n", d)))
+		if err != nil {
+			return 0, err
+		}
+
+		if chatResponse.Done {
+			if w.streamOptions != nil && w.streamOptions.IncludeUsage {
+				u := toUsage(chatResponse)
+				c.Usage = &u
+				c.Choices = []ChunkChoice{}
+				d, err := json.Marshal(c)
+				if err != nil {
+					return 0, err
+				}
+				_, err = w.ResponseWriter.Write([]byte(fmt.Sprintf("data: %s\n\n", d)))
+				if err != nil {
+					return 0, err
+				}
+			}
+			_, err = w.ResponseWriter.Write([]byte("data: [DONE]\n\n"))
+			if err != nil {
+				return 0, err
+			}
+		}
+
+		return len(data), nil
+	}
+
+	// chat completion
+	w.ResponseWriter.Header().Set("Content-Type", "application/json")
+	err = json.NewEncoder(w.ResponseWriter).Encode(toChatCompletion(w.id, chatResponse))
+	if err != nil {
+		return 0, err
+	}
+
+	return len(data), nil
+}
+
+func (w *ChatWriter) Write(data []byte) (int, error) {
+	code := w.ResponseWriter.Status()
+	if code != http.StatusOK {
+		return w.writeError(data)
+	}
+
+	return w.writeResponse(data)
+}
+
+func (w *CompleteWriter) writeResponse(data []byte) (int, error) {
+	var generateResponse api.GenerateResponse
+	err := json.Unmarshal(data, &generateResponse)
+	if err != nil {
+		return 0, err
+	}
+
+	// completion chunk
+	if w.stream {
+		c := toCompleteChunk(w.id, generateResponse)
+		if w.streamOptions != nil && w.streamOptions.IncludeUsage {
+			c.Usage = &Usage{}
+		}
+		d, err := json.Marshal(c)
+		if err != nil {
+			return 0, err
+		}
+
+		w.ResponseWriter.Header().Set("Content-Type", "text/event-stream")
+		_, err = w.ResponseWriter.Write([]byte(fmt.Sprintf("data: %s\n\n", d)))
+		if err != nil {
+			return 0, err
+		}
+
+		if generateResponse.Done {
+			if w.streamOptions != nil && w.streamOptions.IncludeUsage {
+				u := toUsageGenerate(generateResponse)
+				c.Usage = &u
+				c.Choices = []CompleteChunkChoice{}
+				d, err := json.Marshal(c)
+				if err != nil {
+					return 0, err
+				}
+				_, err = w.ResponseWriter.Write([]byte(fmt.Sprintf("data: %s\n\n", d)))
+				if err != nil {
+					return 0, err
+				}
+			}
+			_, err = w.ResponseWriter.Write([]byte("data: [DONE]\n\n"))
+			if err != nil {
+				return 0, err
+			}
+		}
+
+		return len(data), nil
+	}
+
+	// completion
+	w.ResponseWriter.Header().Set("Content-Type", "application/json")
+	err = json.NewEncoder(w.ResponseWriter).Encode(toCompletion(w.id, generateResponse))
+	if err != nil {
+		return 0, err
+	}
+
+	return len(data), nil
+}
+
+func (w *CompleteWriter) Write(data []byte) (int, error) {
+	code := w.ResponseWriter.Status()
+	if code != http.StatusOK {
+		return w.writeError(data)
+	}
+
+	return w.writeResponse(data)
+}
+
+func (w *ListWriter) writeResponse(data []byte) (int, error) {
+	var listResponse api.ListResponse
+	err := json.Unmarshal(data, &listResponse)
+	if err != nil {
+		return 0, err
+	}
+
+	w.ResponseWriter.Header().Set("Content-Type", "application/json")
+	err = json.NewEncoder(w.ResponseWriter).Encode(toListCompletion(listResponse))
+	if err != nil {
+		return 0, err
+	}
+
+	return len(data), nil
+}
+
+func (w *ListWriter) Write(data []byte) (int, error) {
+	code := w.ResponseWriter.Status()
+	if code != http.StatusOK {
+		return w.writeError(data)
+	}
+
+	return w.writeResponse(data)
+}
+
+func (w *RetrieveWriter) writeResponse(data []byte) (int, error) {
+	var showResponse api.ShowResponse
+	err := json.Unmarshal(data, &showResponse)
+	if err != nil {
+		return 0, err
+	}
+
+	// retrieve completion
+	w.ResponseWriter.Header().Set("Content-Type", "application/json")
+	err = json.NewEncoder(w.ResponseWriter).Encode(toModel(showResponse, w.model))
+	if err != nil {
+		return 0, err
+	}
+
+	return len(data), nil
+}
+
+func (w *RetrieveWriter) Write(data []byte) (int, error) {
+	code := w.ResponseWriter.Status()
+	if code != http.StatusOK {
+		return w.writeError(data)
+	}
+
+	return w.writeResponse(data)
+}
+
+func (w *EmbedWriter) writeResponse(data []byte) (int, error) {
+	var embedResponse api.EmbedResponse
+	err := json.Unmarshal(data, &embedResponse)
+	if err != nil {
+		return 0, err
+	}
+
+	w.ResponseWriter.Header().Set("Content-Type", "application/json")
+	err = json.NewEncoder(w.ResponseWriter).Encode(toEmbeddingList(w.model, embedResponse))
+	if err != nil {
+		return 0, err
+	}
+
+	return len(data), nil
+}
+
+func (w *EmbedWriter) Write(data []byte) (int, error) {
+	code := w.ResponseWriter.Status()
+	if code != http.StatusOK {
+		return w.writeError(data)
+	}
+
+	return w.writeResponse(data)
+}
+
+func ListMiddleware() gin.HandlerFunc {
+	return func(c *gin.Context) {
+		w := &ListWriter{
+			BaseWriter: BaseWriter{ResponseWriter: c.Writer},
+		}
+
+		c.Writer = w
+
+		c.Next()
+	}
+}
+
+func RetrieveMiddleware() gin.HandlerFunc {
+	return func(c *gin.Context) {
+		var b bytes.Buffer
+		if err := json.NewEncoder(&b).Encode(api.ShowRequest{Name: c.Param("model")}); err != nil {
+			c.AbortWithStatusJSON(http.StatusInternalServerError, NewError(http.StatusInternalServerError, err.Error()))
+			return
+		}
+
+		c.Request.Body = io.NopCloser(&b)
+
+		// response writer
+		w := &RetrieveWriter{
+			BaseWriter: BaseWriter{ResponseWriter: c.Writer},
+			model:      c.Param("model"),
+		}
+
+		c.Writer = w
+
+		c.Next()
+	}
+}
+
+func CompletionsMiddleware() gin.HandlerFunc {
+	return func(c *gin.Context) {
+		var req CompletionRequest
+		err := c.ShouldBindJSON(&req)
+		if err != nil {
+			c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, err.Error()))
+			return
+		}
+
+		var b bytes.Buffer
+		genReq, err := fromCompleteRequest(req)
+		if err != nil {
+			c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, err.Error()))
+			return
+		}
+
+		if err := json.NewEncoder(&b).Encode(genReq); err != nil {
+			c.AbortWithStatusJSON(http.StatusInternalServerError, NewError(http.StatusInternalServerError, err.Error()))
+			return
+		}
+
+		c.Request.Body = io.NopCloser(&b)
+
+		w := &CompleteWriter{
+			BaseWriter:    BaseWriter{ResponseWriter: c.Writer},
+			stream:        req.Stream,
+			id:            fmt.Sprintf("cmpl-%d", rand.Intn(999)),
+			streamOptions: req.StreamOptions,
+		}
+
+		c.Writer = w
+		c.Next()
+	}
+}
+
+func EmbeddingsMiddleware() gin.HandlerFunc {
+	return func(c *gin.Context) {
+		var req EmbedRequest
+		err := c.ShouldBindJSON(&req)
+		if err != nil {
+			c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, err.Error()))
+			return
+		}
+
+		if req.Input == "" {
+			req.Input = []string{""}
+		}
+
+		if req.Input == nil {
+			c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, "invalid input"))
+			return
+		}
+
+		if v, ok := req.Input.([]any); ok && len(v) == 0 {
+			c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, "invalid input"))
+			return
+		}
+
+		var b bytes.Buffer
+		if err := json.NewEncoder(&b).Encode(api.EmbedRequest{Model: req.Model, Input: req.Input}); err != nil {
+			c.AbortWithStatusJSON(http.StatusInternalServerError, NewError(http.StatusInternalServerError, err.Error()))
+			return
+		}
+
+		c.Request.Body = io.NopCloser(&b)
+
+		w := &EmbedWriter{
+			BaseWriter: BaseWriter{ResponseWriter: c.Writer},
+			model:      req.Model,
+		}
+
+		c.Writer = w
+
+		c.Next()
+	}
+}
+
+func ChatMiddleware() gin.HandlerFunc {
+	return func(c *gin.Context) {
+		var req ChatCompletionRequest
+		err := c.ShouldBindJSON(&req)
+		if err != nil {
+			c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, err.Error()))
+			return
+		}
+
+		if len(req.Messages) == 0 {
+			c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, "[] is too short - 'messages'"))
+			return
+		}
+
+		var b bytes.Buffer
+
+		chatReq, err := fromChatRequest(req)
+		if err != nil {
+			c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, err.Error()))
+			return
+		}
+
+		if err := json.NewEncoder(&b).Encode(chatReq); err != nil {
+			c.AbortWithStatusJSON(http.StatusInternalServerError, NewError(http.StatusInternalServerError, err.Error()))
+			return
+		}
+
+		c.Request.Body = io.NopCloser(&b)
+
+		w := &ChatWriter{
+			BaseWriter:    BaseWriter{ResponseWriter: c.Writer},
+			stream:        req.Stream,
+			id:            fmt.Sprintf("chatcmpl-%d", rand.Intn(999)),
+			streamOptions: req.StreamOptions,
+		}
+
+		c.Writer = w
+
+		c.Next()
+	}
+}
diff --git a/openai/openai_test.go b/openai/openai_test.go
new file mode 100644
index 0000000..a24093a
--- /dev/null
+++ b/openai/openai_test.go
@@ -0,0 +1,733 @@
+package openai
+
+import (
+	"bytes"
+	"encoding/base64"
+	"encoding/json"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"reflect"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/gin-gonic/gin"
+	"github.com/google/go-cmp/cmp"
+
+	"github.com/ollama/ollama/api"
+)
+
+const (
+	prefix = `data:image/jpeg;base64,`
+	image  = `iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mNk+A8AAQUBAScY42YAAAAASUVORK5CYII=`
+)
+
+var (
+	False = false
+	True  = true
+)
+
+func captureRequestMiddleware(capturedRequest any) gin.HandlerFunc {
+	return func(c *gin.Context) {
+		bodyBytes, _ := io.ReadAll(c.Request.Body)
+		c.Request.Body = io.NopCloser(bytes.NewReader(bodyBytes))
+		err := json.Unmarshal(bodyBytes, capturedRequest)
+		if err != nil {
+			c.AbortWithStatusJSON(http.StatusInternalServerError, "failed to unmarshal request")
+		}
+		c.Next()
+	}
+}
+
+func TestChatMiddleware(t *testing.T) {
+	type testCase struct {
+		name string
+		body string
+		req  api.ChatRequest
+		err  ErrorResponse
+	}
+
+	var capturedRequest *api.ChatRequest
+
+	testCases := []testCase{
+		{
+			name: "chat handler",
+			body: `{
+				"model": "test-model",
+				"messages": [
+					{"role": "user", "content": "Hello"}
+				]
+			}`,
+			req: api.ChatRequest{
+				Model: "test-model",
+				Messages: []api.Message{
+					{
+						Role:    "user",
+						Content: "Hello",
+					},
+				},
+				Options: map[string]any{
+					"temperature": 1.0,
+					"top_p":       1.0,
+				},
+				Stream: &False,
+			},
+		},
+		{
+			name: "chat handler with options",
+			body: `{
+				"model": "test-model",
+				"messages": [
+					{"role": "user", "content": "Hello"}
+				],
+				"stream":            true,
+				"max_tokens":        999,
+				"seed":              123,
+				"stop":              ["\n", "stop"],
+				"temperature":       3.0,
+				"frequency_penalty": 4.0,
+				"presence_penalty":  5.0,
+				"top_p":             6.0,
+				"response_format":   {"type": "json_object"}
+			}`,
+			req: api.ChatRequest{
+				Model: "test-model",
+				Messages: []api.Message{
+					{
+						Role:    "user",
+						Content: "Hello",
+					},
+				},
+				Options: map[string]any{
+					"num_predict":       999.0, // float because JSON doesn't distinguish between float and int
+					"seed":              123.0,
+					"stop":              []any{"\n", "stop"},
+					"temperature":       3.0,
+					"frequency_penalty": 4.0,
+					"presence_penalty":  5.0,
+					"top_p":             6.0,
+				},
+				Format: json.RawMessage(`"json"`),
+				Stream: &True,
+			},
+		},
+		{
+			name: "chat handler with streaming usage",
+			body: `{
+				"model": "test-model",
+				"messages": [
+					{"role": "user", "content": "Hello"}
+				],
+				"stream":            true,
+				"stream_options":    {"include_usage": true},
+				"max_tokens":        999,
+				"seed":              123,
+				"stop":              ["\n", "stop"],
+				"temperature":       3.0,
+				"frequency_penalty": 4.0,
+				"presence_penalty":  5.0,
+				"top_p":             6.0,
+				"response_format":   {"type": "json_object"}
+			}`,
+			req: api.ChatRequest{
+				Model: "test-model",
+				Messages: []api.Message{
+					{
+						Role:    "user",
+						Content: "Hello",
+					},
+				},
+				Options: map[string]any{
+					"num_predict":       999.0, // float because JSON doesn't distinguish between float and int
+					"seed":              123.0,
+					"stop":              []any{"\n", "stop"},
+					"temperature":       3.0,
+					"frequency_penalty": 4.0,
+					"presence_penalty":  5.0,
+					"top_p":             6.0,
+				},
+				Format: json.RawMessage(`"json"`),
+				Stream: &True,
+			},
+		},
+		{
+			name: "chat handler with image content",
+			body: `{
+				"model": "test-model",
+				"messages": [
+					{
+						"role": "user",
+						"content": [
+							{
+								"type": "text",
+								"text": "Hello"
+							},
+							{
+								"type": "image_url",
+								"image_url": {
+									"url": "` + prefix + image + `"
+								}
+							}
+						]
+					}
+				]
+			}`,
+			req: api.ChatRequest{
+				Model: "test-model",
+				Messages: []api.Message{
+					{
+						Role:    "user",
+						Content: "Hello",
+					},
+					{
+						Role: "user",
+						Images: []api.ImageData{
+							func() []byte {
+								img, _ := base64.StdEncoding.DecodeString(image)
+								return img
+							}(),
+						},
+					},
+				},
+				Options: map[string]any{
+					"temperature": 1.0,
+					"top_p":       1.0,
+				},
+				Stream: &False,
+			},
+		},
+		{
+			name: "chat handler with tools",
+			body: `{
+				"model": "test-model",
+				"messages": [
+					{"role": "user", "content": "What's the weather like in Paris Today?"},
+					{"role": "assistant", "tool_calls": [{"id": "id", "type": "function", "function": {"name": "get_current_weather", "arguments": "{\"location\": \"Paris, France\", \"format\": \"celsius\"}"}}]}
+				]
+			}`,
+			req: api.ChatRequest{
+				Model: "test-model",
+				Messages: []api.Message{
+					{
+						Role:    "user",
+						Content: "What's the weather like in Paris Today?",
+					},
+					{
+						Role: "assistant",
+						ToolCalls: []api.ToolCall{
+							{
+								Function: api.ToolCallFunction{
+									Name: "get_current_weather",
+									Arguments: map[string]any{
+										"location": "Paris, France",
+										"format":   "celsius",
+									},
+								},
+							},
+						},
+					},
+				},
+				Options: map[string]any{
+					"temperature": 1.0,
+					"top_p":       1.0,
+				},
+				Stream: &False,
+			},
+		},
+		{
+			name: "chat handler with streaming tools",
+			body: `{
+				"model": "test-model",
+				"messages": [
+					{"role": "user", "content": "What's the weather like in Paris?"}
+				],
+				"stream": true,
+				"tools": [{
+					"type": "function",
+					"function": {
+						"name": "get_weather",
+						"description": "Get the current weather",
+						"parameters": {
+							"type": "object",
+							"required": ["location"],
+							"properties": {
+								"location": {
+									"type": "string",
+									"description": "The city and state"
+								},
+								"unit": {
+									"type": "string",
+									"enum": ["celsius", "fahrenheit"]
+								}
+							}
+						}
+					}
+				}]
+			}`,
+			req: api.ChatRequest{
+				Model: "test-model",
+				Messages: []api.Message{
+					{
+						Role:    "user",
+						Content: "What's the weather like in Paris?",
+					},
+				},
+				Tools: []api.Tool{
+					{
+						Type: "function",
+						Function: api.ToolFunction{
+							Name:        "get_weather",
+							Description: "Get the current weather",
+							Parameters: struct {
+								Type       string   `json:"type"`
+								Defs       any      `json:"$defs,omitempty"`
+								Items      any      `json:"items,omitempty"`
+								Required   []string `json:"required"`
+								Properties map[string]struct {
+									Type        api.PropertyType `json:"type"`
+									Items       any              `json:"items,omitempty"`
+									Description string           `json:"description"`
+									Enum        []any            `json:"enum,omitempty"`
+								} `json:"properties"`
+							}{
+								Type:     "object",
+								Required: []string{"location"},
+								Properties: map[string]struct {
+									Type        api.PropertyType `json:"type"`
+									Items       any              `json:"items,omitempty"`
+									Description string           `json:"description"`
+									Enum        []any            `json:"enum,omitempty"`
+								}{
+									"location": {
+										Type:        api.PropertyType{"string"},
+										Description: "The city and state",
+									},
+									"unit": {
+										Type: api.PropertyType{"string"},
+										Enum: []any{"celsius", "fahrenheit"},
+									},
+								},
+							},
+						},
+					},
+				},
+				Options: map[string]any{
+					"temperature": 1.0,
+					"top_p":       1.0,
+				},
+				Stream: &True,
+			},
+		},
+		{
+			name: "chat handler error forwarding",
+			body: `{
+				"model": "test-model",
+				"messages": [
+					{"role": "user", "content": 2}
+				]
+			}`,
+			err: ErrorResponse{
+				Error: Error{
+					Message: "invalid message content type: float64",
+					Type:    "invalid_request_error",
+				},
+			},
+		},
+	}
+
+	endpoint := func(c *gin.Context) {
+		c.Status(http.StatusOK)
+	}
+
+	gin.SetMode(gin.TestMode)
+	router := gin.New()
+	router.Use(ChatMiddleware(), captureRequestMiddleware(&capturedRequest))
+	router.Handle(http.MethodPost, "/api/chat", endpoint)
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			req, _ := http.NewRequest(http.MethodPost, "/api/chat", strings.NewReader(tc.body))
+			req.Header.Set("Content-Type", "application/json")
+
+			defer func() { capturedRequest = nil }()
+
+			resp := httptest.NewRecorder()
+			router.ServeHTTP(resp, req)
+
+			var errResp ErrorResponse
+			if resp.Code != http.StatusOK {
+				if err := json.Unmarshal(resp.Body.Bytes(), &errResp); err != nil {
+					t.Fatal(err)
+				}
+				return
+			}
+			if diff := cmp.Diff(&tc.req, capturedRequest); diff != "" {
+				t.Fatalf("requests did not match: %+v", diff)
+			}
+			if diff := cmp.Diff(tc.err, errResp); diff != "" {
+				t.Fatalf("errors did not match for %s:\n%s", tc.name, diff)
+			}
+		})
+	}
+}
+
+func TestCompletionsMiddleware(t *testing.T) {
+	type testCase struct {
+		name string
+		body string
+		req  api.GenerateRequest
+		err  ErrorResponse
+	}
+
+	var capturedRequest *api.GenerateRequest
+
+	testCases := []testCase{
+		{
+			name: "completions handler",
+			body: `{
+				"model": "test-model",
+				"prompt": "Hello",
+				"temperature": 0.8,
+				"stop": ["\n", "stop"],
+				"suffix": "suffix"
+			}`,
+			req: api.GenerateRequest{
+				Model:  "test-model",
+				Prompt: "Hello",
+				Options: map[string]any{
+					"frequency_penalty": 0.0,
+					"presence_penalty":  0.0,
+					"temperature":       0.8,
+					"top_p":             1.0,
+					"stop":              []any{"\n", "stop"},
+				},
+				Suffix: "suffix",
+				Stream: &False,
+			},
+		},
+		{
+			name: "completions handler stream",
+			body: `{
+				"model": "test-model",
+				"prompt": "Hello",
+				"stream": true,
+				"temperature": 0.8,
+				"stop": ["\n", "stop"],
+				"suffix": "suffix"
+			}`,
+			req: api.GenerateRequest{
+				Model:  "test-model",
+				Prompt: "Hello",
+				Options: map[string]any{
+					"frequency_penalty": 0.0,
+					"presence_penalty":  0.0,
+					"temperature":       0.8,
+					"top_p":             1.0,
+					"stop":              []any{"\n", "stop"},
+				},
+				Suffix: "suffix",
+				Stream: &True,
+			},
+		},
+		{
+			name: "completions handler stream with usage",
+			body: `{
+				"model": "test-model",
+				"prompt": "Hello",
+				"stream": true,
+				"stream_options": {"include_usage": true},
+				"temperature": 0.8,
+				"stop": ["\n", "stop"],
+				"suffix": "suffix"
+			}`,
+			req: api.GenerateRequest{
+				Model:  "test-model",
+				Prompt: "Hello",
+				Options: map[string]any{
+					"frequency_penalty": 0.0,
+					"presence_penalty":  0.0,
+					"temperature":       0.8,
+					"top_p":             1.0,
+					"stop":              []any{"\n", "stop"},
+				},
+				Suffix: "suffix",
+				Stream: &True,
+			},
+		},
+		{
+			name: "completions handler error forwarding",
+			body: `{
+				"model": "test-model",
+				"prompt": "Hello",
+				"temperature": null,
+				"stop": [1, 2],
+				"suffix": "suffix"
+			}`,
+			err: ErrorResponse{
+				Error: Error{
+					Message: "invalid type for 'stop' field: float64",
+					Type:    "invalid_request_error",
+				},
+			},
+		},
+	}
+
+	endpoint := func(c *gin.Context) {
+		c.Status(http.StatusOK)
+	}
+
+	gin.SetMode(gin.TestMode)
+	router := gin.New()
+	router.Use(CompletionsMiddleware(), captureRequestMiddleware(&capturedRequest))
+	router.Handle(http.MethodPost, "/api/generate", endpoint)
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			req, _ := http.NewRequest(http.MethodPost, "/api/generate", strings.NewReader(tc.body))
+			req.Header.Set("Content-Type", "application/json")
+
+			resp := httptest.NewRecorder()
+			router.ServeHTTP(resp, req)
+
+			var errResp ErrorResponse
+			if resp.Code != http.StatusOK {
+				if err := json.Unmarshal(resp.Body.Bytes(), &errResp); err != nil {
+					t.Fatal(err)
+				}
+			}
+
+			if capturedRequest != nil && !reflect.DeepEqual(tc.req, *capturedRequest) {
+				t.Fatal("requests did not match")
+			}
+
+			if !reflect.DeepEqual(tc.err, errResp) {
+				t.Fatal("errors did not match")
+			}
+
+			capturedRequest = nil
+		})
+	}
+}
+
+func TestEmbeddingsMiddleware(t *testing.T) {
+	type testCase struct {
+		name string
+		body string
+		req  api.EmbedRequest
+		err  ErrorResponse
+	}
+
+	var capturedRequest *api.EmbedRequest
+
+	testCases := []testCase{
+		{
+			name: "embed handler single input",
+			body: `{
+				"input": "Hello",
+				"model": "test-model"
+			}`,
+			req: api.EmbedRequest{
+				Input: "Hello",
+				Model: "test-model",
+			},
+		},
+		{
+			name: "embed handler batch input",
+			body: `{
+				"input": ["Hello", "World"],
+				"model": "test-model"
+			}`,
+			req: api.EmbedRequest{
+				Input: []any{"Hello", "World"},
+				Model: "test-model",
+			},
+		},
+		{
+			name: "embed handler error forwarding",
+			body: `{
+				"model": "test-model"
+			}`,
+			err: ErrorResponse{
+				Error: Error{
+					Message: "invalid input",
+					Type:    "invalid_request_error",
+				},
+			},
+		},
+	}
+
+	endpoint := func(c *gin.Context) {
+		c.Status(http.StatusOK)
+	}
+
+	gin.SetMode(gin.TestMode)
+	router := gin.New()
+	router.Use(EmbeddingsMiddleware(), captureRequestMiddleware(&capturedRequest))
+	router.Handle(http.MethodPost, "/api/embed", endpoint)
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			req, _ := http.NewRequest(http.MethodPost, "/api/embed", strings.NewReader(tc.body))
+			req.Header.Set("Content-Type", "application/json")
+
+			resp := httptest.NewRecorder()
+			router.ServeHTTP(resp, req)
+
+			var errResp ErrorResponse
+			if resp.Code != http.StatusOK {
+				if err := json.Unmarshal(resp.Body.Bytes(), &errResp); err != nil {
+					t.Fatal(err)
+				}
+			}
+
+			if capturedRequest != nil && !reflect.DeepEqual(tc.req, *capturedRequest) {
+				t.Fatal("requests did not match")
+			}
+
+			if !reflect.DeepEqual(tc.err, errResp) {
+				t.Fatal("errors did not match")
+			}
+
+			capturedRequest = nil
+		})
+	}
+}
+
+func TestListMiddleware(t *testing.T) {
+	type testCase struct {
+		name     string
+		endpoint func(c *gin.Context)
+		resp     string
+	}
+
+	testCases := []testCase{
+		{
+			name: "list handler",
+			endpoint: func(c *gin.Context) {
+				c.JSON(http.StatusOK, api.ListResponse{
+					Models: []api.ListModelResponse{
+						{
+							Name:       "test-model",
+							ModifiedAt: time.Unix(int64(1686935002), 0).UTC(),
+						},
+					},
+				})
+			},
+			resp: `{
+				"object": "list",
+				"data": [
+					{
+						"id": "test-model",
+						"object": "model",
+						"created": 1686935002,
+						"owned_by": "library"
+					}
+				]
+			}`,
+		},
+		{
+			name: "list handler empty output",
+			endpoint: func(c *gin.Context) {
+				c.JSON(http.StatusOK, api.ListResponse{})
+			},
+			resp: `{
+				"object": "list",
+				"data": null
+			}`,
+		},
+	}
+
+	gin.SetMode(gin.TestMode)
+
+	for _, tc := range testCases {
+		router := gin.New()
+		router.Use(ListMiddleware())
+		router.Handle(http.MethodGet, "/api/tags", tc.endpoint)
+		req, _ := http.NewRequest(http.MethodGet, "/api/tags", nil)
+
+		resp := httptest.NewRecorder()
+		router.ServeHTTP(resp, req)
+
+		var expected, actual map[string]any
+		err := json.Unmarshal([]byte(tc.resp), &expected)
+		if err != nil {
+			t.Fatalf("failed to unmarshal expected response: %v", err)
+		}
+
+		err = json.Unmarshal(resp.Body.Bytes(), &actual)
+		if err != nil {
+			t.Fatalf("failed to unmarshal actual response: %v", err)
+		}
+
+		if !reflect.DeepEqual(expected, actual) {
+			t.Errorf("responses did not match\nExpected: %+v\nActual: %+v", expected, actual)
+		}
+	}
+}
+
+func TestRetrieveMiddleware(t *testing.T) {
+	type testCase struct {
+		name     string
+		endpoint func(c *gin.Context)
+		resp     string
+	}
+
+	testCases := []testCase{
+		{
+			name: "retrieve handler",
+			endpoint: func(c *gin.Context) {
+				c.JSON(http.StatusOK, api.ShowResponse{
+					ModifiedAt: time.Unix(int64(1686935002), 0).UTC(),
+				})
+			},
+			resp: `{
+				"id":"test-model",
+				"object":"model",
+				"created":1686935002,
+				"owned_by":"library"}
+			`,
+		},
+		{
+			name: "retrieve handler error forwarding",
+			endpoint: func(c *gin.Context) {
+				c.JSON(http.StatusBadRequest, gin.H{"error": "model not found"})
+			},
+			resp: `{
+				"error": {
+				  "code": null,
+				  "message": "model not found",
+				  "param": null,
+				  "type": "api_error"
+				}
+			}`,
+		},
+	}
+
+	gin.SetMode(gin.TestMode)
+
+	for _, tc := range testCases {
+		router := gin.New()
+		router.Use(RetrieveMiddleware())
+		router.Handle(http.MethodGet, "/api/show/:model", tc.endpoint)
+		req, _ := http.NewRequest(http.MethodGet, "/api/show/test-model", nil)
+
+		resp := httptest.NewRecorder()
+		router.ServeHTTP(resp, req)
+
+		var expected, actual map[string]any
+		err := json.Unmarshal([]byte(tc.resp), &expected)
+		if err != nil {
+			t.Fatalf("failed to unmarshal expected response: %v", err)
+		}
+
+		err = json.Unmarshal(resp.Body.Bytes(), &actual)
+		if err != nil {
+			t.Fatalf("failed to unmarshal actual response: %v", err)
+		}
+
+		if !reflect.DeepEqual(expected, actual) {
+			t.Errorf("responses did not match\nExpected: %+v\nActual: %+v", expected, actual)
+		}
+	}
+}
diff --git a/parser/expandpath_test.go b/parser/expandpath_test.go
new file mode 100644
index 0000000..845f919
--- /dev/null
+++ b/parser/expandpath_test.go
@@ -0,0 +1,123 @@
+package parser
+
+import (
+	"os"
+	"os/user"
+	"path/filepath"
+	"runtime"
+	"testing"
+)
+
+func TestExpandPath(t *testing.T) {
+	mockCurrentUser := func() (*user.User, error) {
+		return &user.User{
+			Username: "testuser",
+			HomeDir: func() string {
+				if os.PathSeparator == '\\' {
+					return filepath.FromSlash("D:/home/testuser")
+				}
+				return "/home/testuser"
+			}(),
+		}, nil
+	}
+
+	mockLookupUser := func(username string) (*user.User, error) {
+		fakeUsers := map[string]string{
+			"testuser": func() string {
+				if os.PathSeparator == '\\' {
+					return filepath.FromSlash("D:/home/testuser")
+				}
+				return "/home/testuser"
+			}(),
+			"anotheruser": func() string {
+				if os.PathSeparator == '\\' {
+					return filepath.FromSlash("D:/home/anotheruser")
+				}
+				return "/home/anotheruser"
+			}(),
+		}
+
+		if homeDir, ok := fakeUsers[username]; ok {
+			return &user.User{
+				Username: username,
+				HomeDir:  homeDir,
+			}, nil
+		}
+		return nil, os.ErrNotExist
+	}
+
+	pwd, err := os.Getwd()
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	t.Run("unix tests", func(t *testing.T) {
+		if runtime.GOOS == "windows" {
+			return
+		}
+
+		tests := []struct {
+			path        string
+			relativeDir string
+			expected    string
+			shouldErr   bool
+		}{
+			{"~", "", "/home/testuser", false},
+			{"~/myfolder/myfile.txt", "", "/home/testuser/myfolder/myfile.txt", false},
+			{"~anotheruser/docs/file.txt", "", "/home/anotheruser/docs/file.txt", false},
+			{"~nonexistentuser/file.txt", "", "", true},
+			{"relative/path/to/file", "", filepath.Join(pwd, "relative/path/to/file"), false},
+			{"/absolute/path/to/file", "", "/absolute/path/to/file", false},
+			{"/absolute/path/to/file", "someotherdir/", "/absolute/path/to/file", false},
+			{".", pwd, pwd, false},
+			{".", "", pwd, false},
+			{"somefile", "somedir", filepath.Join(pwd, "somedir", "somefile"), false},
+		}
+
+		for _, test := range tests {
+			result, err := expandPathImpl(test.path, test.relativeDir, mockCurrentUser, mockLookupUser)
+			if (err != nil) != test.shouldErr {
+				t.Errorf("expandPathImpl(%q) returned error: %v, expected error: %v", test.path, err != nil, test.shouldErr)
+			}
+
+			if result != test.expected && !test.shouldErr {
+				t.Errorf("expandPathImpl(%q) = %q, want %q", test.path, result, test.expected)
+			}
+		}
+	})
+
+	t.Run("windows tests", func(t *testing.T) {
+		if runtime.GOOS != "windows" {
+			return
+		}
+
+		tests := []struct {
+			path        string
+			relativeDir string
+			expected    string
+			shouldErr   bool
+		}{
+			{"~", "", "D:\\home\\testuser", false},
+			{"~/myfolder/myfile.txt", "", "D:\\home\\testuser\\myfolder\\myfile.txt", false},
+			{"~anotheruser/docs/file.txt", "", "D:\\home\\anotheruser\\docs\\file.txt", false},
+			{"~nonexistentuser/file.txt", "", "", true},
+			{"relative\\path\\to\\file", "", filepath.Join(pwd, "relative\\path\\to\\file"), false},
+			{"D:\\absolute\\path\\to\\file", "", "D:\\absolute\\path\\to\\file", false},
+			{"D:\\absolute\\path\\to\\file", "someotherdir/", "D:\\absolute\\path\\to\\file", false},
+			{".", pwd, pwd, false},
+			{".", "", pwd, false},
+			{"somefile", "somedir", filepath.Join(pwd, "somedir", "somefile"), false},
+		}
+
+		for _, test := range tests {
+			result, err := expandPathImpl(test.path, test.relativeDir, mockCurrentUser, mockLookupUser)
+			if (err != nil) != test.shouldErr {
+				t.Errorf("expandPathImpl(%q) returned error: %v, expected error: %v", test.path, err != nil, test.shouldErr)
+			}
+
+			if result != test.expected && !test.shouldErr {
+				t.Errorf("expandPathImpl(%q) = %q, want %q", test.path, result, test.expected)
+			}
+		}
+	})
+}
diff --git a/parser/parser.go b/parser/parser.go
new file mode 100644
index 0000000..96eae9c
--- /dev/null
+++ b/parser/parser.go
@@ -0,0 +1,649 @@
+package parser
+
+import (
+	"bufio"
+	"bytes"
+	"crypto/sha256"
+	"errors"
+	"fmt"
+	"io"
+	"net/http"
+	"os"
+	"os/user"
+	"path/filepath"
+	"runtime"
+	"slices"
+	"strconv"
+	"strings"
+	"sync"
+
+	"golang.org/x/sync/errgroup"
+	"golang.org/x/text/encoding/unicode"
+	"golang.org/x/text/transform"
+
+	"github.com/ollama/ollama/api"
+)
+
+var ErrModelNotFound = errors.New("no Modelfile or safetensors files found")
+
+type Modelfile struct {
+	Commands []Command
+}
+
+func (f Modelfile) String() string {
+	var sb strings.Builder
+	for _, cmd := range f.Commands {
+		fmt.Fprintln(&sb, cmd.String())
+	}
+
+	return sb.String()
+}
+
+var deprecatedParameters = []string{
+	"penalize_newline",
+	"low_vram",
+	"f16_kv",
+	"logits_all",
+	"vocab_only",
+	"use_mlock",
+	"mirostat",
+	"mirostat_tau",
+	"mirostat_eta",
+}
+
+// CreateRequest creates a new *api.CreateRequest from an existing Modelfile
+func (f Modelfile) CreateRequest(relativeDir string) (*api.CreateRequest, error) {
+	req := &api.CreateRequest{}
+
+	var messages []api.Message
+	var licenses []string
+	params := make(map[string]any)
+
+	for _, c := range f.Commands {
+		switch c.Name {
+		case "model":
+			path, err := expandPath(c.Args, relativeDir)
+			if err != nil {
+				return nil, err
+			}
+
+			digestMap, err := fileDigestMap(path)
+			if errors.Is(err, os.ErrNotExist) {
+				req.From = c.Args
+				continue
+			} else if err != nil {
+				return nil, err
+			}
+
+			if req.Files == nil {
+				req.Files = digestMap
+			} else {
+				for k, v := range digestMap {
+					req.Files[k] = v
+				}
+			}
+		case "adapter":
+			path, err := expandPath(c.Args, relativeDir)
+			if err != nil {
+				return nil, err
+			}
+
+			digestMap, err := fileDigestMap(path)
+			if err != nil {
+				return nil, err
+			}
+
+			req.Adapters = digestMap
+		case "template":
+			req.Template = c.Args
+		case "system":
+			req.System = c.Args
+		case "license":
+			licenses = append(licenses, c.Args)
+		case "message":
+			role, msg, _ := strings.Cut(c.Args, ": ")
+			messages = append(messages, api.Message{Role: role, Content: msg})
+		default:
+			if slices.Contains(deprecatedParameters, c.Name) {
+				fmt.Printf("warning: parameter %s is deprecated\n", c.Name)
+				break
+			}
+
+			ps, err := api.FormatParams(map[string][]string{c.Name: {c.Args}})
+			if err != nil {
+				return nil, err
+			}
+
+			for k, v := range ps {
+				if ks, ok := params[k].([]string); ok {
+					params[k] = append(ks, v.([]string)...)
+				} else if vs, ok := v.([]string); ok {
+					params[k] = vs
+				} else {
+					params[k] = v
+				}
+			}
+		}
+	}
+
+	if len(params) > 0 {
+		req.Parameters = params
+	}
+	if len(messages) > 0 {
+		req.Messages = messages
+	}
+	if len(licenses) > 0 {
+		req.License = licenses
+	}
+
+	return req, nil
+}
+
+func fileDigestMap(path string) (map[string]string, error) {
+	fl := make(map[string]string)
+
+	fi, err := os.Stat(path)
+	if err != nil {
+		return nil, err
+	}
+
+	var files []string
+	if fi.IsDir() {
+		fs, err := filesForModel(path)
+		if err != nil {
+			return nil, err
+		}
+
+		for _, f := range fs {
+			f, err := filepath.EvalSymlinks(f)
+			if err != nil {
+				return nil, err
+			}
+
+			rel, err := filepath.Rel(path, f)
+			if err != nil {
+				return nil, err
+			}
+
+			if !filepath.IsLocal(rel) {
+				return nil, fmt.Errorf("insecure path: %s", rel)
+			}
+
+			files = append(files, f)
+		}
+	} else {
+		files = []string{path}
+	}
+
+	var mu sync.Mutex
+	var g errgroup.Group
+	g.SetLimit(max(runtime.GOMAXPROCS(0)-1, 1))
+	for _, f := range files {
+		g.Go(func() error {
+			digest, err := digestForFile(f)
+			if err != nil {
+				return err
+			}
+
+			mu.Lock()
+			defer mu.Unlock()
+			fl[f] = digest
+			return nil
+		})
+	}
+
+	if err := g.Wait(); err != nil {
+		return nil, err
+	}
+
+	return fl, nil
+}
+
+func digestForFile(filename string) (string, error) {
+	filepath, err := filepath.EvalSymlinks(filename)
+	if err != nil {
+		return "", err
+	}
+
+	bin, err := os.Open(filepath)
+	if err != nil {
+		return "", err
+	}
+	defer bin.Close()
+
+	hash := sha256.New()
+	if _, err := io.Copy(hash, bin); err != nil {
+		return "", err
+	}
+	return fmt.Sprintf("sha256:%x", hash.Sum(nil)), nil
+}
+
+func filesForModel(path string) ([]string, error) {
+	detectContentType := func(path string) (string, error) {
+		f, err := os.Open(path)
+		if err != nil {
+			return "", err
+		}
+		defer f.Close()
+
+		var b bytes.Buffer
+		b.Grow(512)
+
+		if _, err := io.CopyN(&b, f, 512); err != nil && !errors.Is(err, io.EOF) {
+			return "", err
+		}
+
+		contentType, _, _ := strings.Cut(http.DetectContentType(b.Bytes()), ";")
+		return contentType, nil
+	}
+
+	glob := func(pattern, contentType string) ([]string, error) {
+		matches, err := filepath.Glob(pattern)
+		if err != nil {
+			return nil, err
+		}
+
+		for _, match := range matches {
+			if ct, err := detectContentType(match); err != nil {
+				return nil, err
+			} else if ct != contentType {
+				return nil, fmt.Errorf("invalid content type: expected %s for %s", ct, match)
+			}
+		}
+
+		return matches, nil
+	}
+
+	var files []string
+	if st, _ := glob(filepath.Join(path, "*.safetensors"), "application/octet-stream"); len(st) > 0 {
+		// safetensors files might be unresolved git lfs references; skip if they are
+		// covers model-x-of-y.safetensors, model.fp32-x-of-y.safetensors, model.safetensors
+		files = append(files, st...)
+	} else if pt, _ := glob(filepath.Join(path, "pytorch_model*.bin"), "application/zip"); len(pt) > 0 {
+		// pytorch files might also be unresolved git lfs references; skip if they are
+		// covers pytorch_model-x-of-y.bin, pytorch_model.fp32-x-of-y.bin, pytorch_model.bin
+		files = append(files, pt...)
+	} else if pt, _ := glob(filepath.Join(path, "consolidated*.pth"), "application/zip"); len(pt) > 0 {
+		// pytorch files might also be unresolved git lfs references; skip if they are
+		// covers consolidated.x.pth, consolidated.pth
+		files = append(files, pt...)
+	} else if gg, _ := glob(filepath.Join(path, "*.gguf"), "application/octet-stream"); len(gg) > 0 {
+		// covers gguf files ending in .gguf
+		files = append(files, gg...)
+	} else if gg, _ := glob(filepath.Join(path, "*.bin"), "application/octet-stream"); len(gg) > 0 {
+		// covers gguf files ending in .bin
+		files = append(files, gg...)
+	} else {
+		return nil, ErrModelNotFound
+	}
+
+	// add configuration files, json files are detected as text/plain
+	js, err := glob(filepath.Join(path, "*.json"), "text/plain")
+	if err != nil {
+		return nil, err
+	}
+	files = append(files, js...)
+
+	// bert models require a nested config.json
+	// TODO(mxyng): merge this with the glob above
+	js, err = glob(filepath.Join(path, "**/*.json"), "text/plain")
+	if err != nil {
+		return nil, err
+	}
+	files = append(files, js...)
+
+	if tks, _ := glob(filepath.Join(path, "tokenizer.model"), "application/octet-stream"); len(tks) > 0 {
+		// add tokenizer.model if it exists, tokenizer.json is automatically picked up by the previous glob
+		// tokenizer.model might be a unresolved git lfs reference; error if it is
+		files = append(files, tks...)
+	} else if tks, _ := glob(filepath.Join(path, "**/tokenizer.model"), "text/plain"); len(tks) > 0 {
+		// some times tokenizer.model is in a subdirectory (e.g. meta-llama/Meta-Llama-3-8B)
+		files = append(files, tks...)
+	}
+
+	return files, nil
+}
+
+type Command struct {
+	Name string
+	Args string
+}
+
+func (c Command) String() string {
+	var sb strings.Builder
+	switch c.Name {
+	case "model":
+		fmt.Fprintf(&sb, "FROM %s", c.Args)
+	case "license", "template", "system", "adapter":
+		fmt.Fprintf(&sb, "%s %s", strings.ToUpper(c.Name), quote(c.Args))
+	case "message":
+		role, message, _ := strings.Cut(c.Args, ": ")
+		fmt.Fprintf(&sb, "MESSAGE %s %s", role, quote(message))
+	default:
+		fmt.Fprintf(&sb, "PARAMETER %s %s", c.Name, quote(c.Args))
+	}
+
+	return sb.String()
+}
+
+type state int
+
+const (
+	stateNil state = iota
+	stateName
+	stateValue
+	stateParameter
+	stateMessage
+	stateComment
+)
+
+var (
+	errMissingFrom        = errors.New("no FROM line")
+	errInvalidMessageRole = errors.New("message role must be one of \"system\", \"user\", or \"assistant\"")
+	errInvalidCommand     = errors.New("command must be one of \"from\", \"license\", \"template\", \"system\", \"adapter\", \"parameter\", or \"message\"")
+)
+
+type ParserError struct {
+	LineNumber int
+	Msg        string
+}
+
+func (e *ParserError) Error() string {
+	if e.LineNumber > 0 {
+		return fmt.Sprintf("(line %d): %s", e.LineNumber, e.Msg)
+	}
+	return e.Msg
+}
+
+func ParseFile(r io.Reader) (*Modelfile, error) {
+	var cmd Command
+	var curr state
+	var currLine int = 1
+	var b bytes.Buffer
+	var role string
+
+	var f Modelfile
+
+	tr := unicode.BOMOverride(unicode.UTF8.NewDecoder())
+	br := bufio.NewReader(transform.NewReader(r, tr))
+
+	for {
+		r, _, err := br.ReadRune()
+		if errors.Is(err, io.EOF) {
+			break
+		} else if err != nil {
+			return nil, err
+		}
+
+		if isNewline(r) {
+			currLine++
+		}
+
+		next, r, err := parseRuneForState(r, curr)
+		if errors.Is(err, io.ErrUnexpectedEOF) {
+			return nil, fmt.Errorf("%w: %s", err, b.String())
+		} else if err != nil {
+			return nil, &ParserError{
+				LineNumber: currLine,
+				Msg:        err.Error(),
+			}
+		}
+
+		// process the state transition, some transitions need to be intercepted and redirected
+		if next != curr {
+			switch curr {
+			case stateName:
+				if !isValidCommand(b.String()) {
+					return nil, &ParserError{
+						LineNumber: currLine,
+						Msg:        errInvalidCommand.Error(),
+					}
+				}
+
+				// next state sometimes depends on the current buffer value
+				switch s := strings.ToLower(b.String()); s {
+				case "from":
+					cmd.Name = "model"
+				case "parameter":
+					// transition to stateParameter which sets command name
+					next = stateParameter
+				case "message":
+					// transition to stateMessage which validates the message role
+					next = stateMessage
+					fallthrough
+				default:
+					cmd.Name = s
+				}
+			case stateParameter:
+				cmd.Name = b.String()
+			case stateMessage:
+				if !isValidMessageRole(b.String()) {
+					return nil, &ParserError{
+						LineNumber: currLine,
+						Msg:        errInvalidMessageRole.Error(),
+					}
+				}
+
+				role = b.String()
+			case stateComment, stateNil:
+				// pass
+			case stateValue:
+				s, ok := unquote(strings.TrimSpace(b.String()))
+				if !ok || isSpace(r) {
+					if _, err := b.WriteRune(r); err != nil {
+						return nil, err
+					}
+
+					continue
+				}
+
+				if role != "" {
+					s = role + ": " + s
+					role = ""
+				}
+
+				cmd.Args = s
+				f.Commands = append(f.Commands, cmd)
+			}
+
+			b.Reset()
+			curr = next
+		}
+
+		if strconv.IsPrint(r) {
+			if _, err := b.WriteRune(r); err != nil {
+				return nil, err
+			}
+		}
+	}
+
+	// flush the buffer
+	switch curr {
+	case stateComment, stateNil:
+		// pass; nothing to flush
+	case stateValue:
+		s, ok := unquote(strings.TrimSpace(b.String()))
+		if !ok {
+			return nil, io.ErrUnexpectedEOF
+		}
+
+		if role != "" {
+			s = role + ": " + s
+		}
+
+		cmd.Args = s
+		f.Commands = append(f.Commands, cmd)
+	default:
+		return nil, io.ErrUnexpectedEOF
+	}
+
+	for _, cmd := range f.Commands {
+		if cmd.Name == "model" {
+			return &f, nil
+		}
+	}
+
+	return nil, errMissingFrom
+}
+
+func parseRuneForState(r rune, cs state) (state, rune, error) {
+	switch cs {
+	case stateNil:
+		switch {
+		case r == '#':
+			return stateComment, 0, nil
+		case isSpace(r), isNewline(r):
+			return stateNil, 0, nil
+		default:
+			return stateName, r, nil
+		}
+	case stateName:
+		switch {
+		case isAlpha(r):
+			return stateName, r, nil
+		case isSpace(r):
+			return stateValue, 0, nil
+		default:
+			return stateNil, 0, errInvalidCommand
+		}
+	case stateValue:
+		switch {
+		case isNewline(r):
+			return stateNil, r, nil
+		case isSpace(r):
+			return stateNil, r, nil
+		default:
+			return stateValue, r, nil
+		}
+	case stateParameter:
+		switch {
+		case isAlpha(r), isNumber(r), r == '_':
+			return stateParameter, r, nil
+		case isSpace(r):
+			return stateValue, 0, nil
+		default:
+			return stateNil, 0, io.ErrUnexpectedEOF
+		}
+	case stateMessage:
+		switch {
+		case isAlpha(r):
+			return stateMessage, r, nil
+		case isSpace(r):
+			return stateValue, 0, nil
+		default:
+			return stateNil, 0, io.ErrUnexpectedEOF
+		}
+	case stateComment:
+		switch {
+		case isNewline(r):
+			return stateNil, 0, nil
+		default:
+			return stateComment, 0, nil
+		}
+	default:
+		return stateNil, 0, errors.New("")
+	}
+}
+
+func quote(s string) string {
+	if strings.Contains(s, "\n") || strings.HasPrefix(s, " ") || strings.HasSuffix(s, " ") {
+		if strings.Contains(s, "\"") {
+			return `"""` + s + `"""`
+		}
+
+		return `"` + s + `"`
+	}
+
+	return s
+}
+
+func unquote(s string) (string, bool) {
+	// TODO: single quotes
+	if len(s) >= 3 && s[:3] == `"""` {
+		if len(s) >= 6 && s[len(s)-3:] == `"""` {
+			return s[3 : len(s)-3], true
+		}
+
+		return "", false
+	}
+
+	if len(s) >= 1 && s[0] == '"' {
+		if len(s) >= 2 && s[len(s)-1] == '"' {
+			return s[1 : len(s)-1], true
+		}
+
+		return "", false
+	}
+
+	return s, true
+}
+
+func isAlpha(r rune) bool {
+	return r >= 'a' && r <= 'z' || r >= 'A' && r <= 'Z'
+}
+
+func isNumber(r rune) bool {
+	return r >= '0' && r <= '9'
+}
+
+func isSpace(r rune) bool {
+	return r == ' ' || r == '\t'
+}
+
+func isNewline(r rune) bool {
+	return r == '\r' || r == '\n'
+}
+
+func isValidMessageRole(role string) bool {
+	return role == "system" || role == "user" || role == "assistant"
+}
+
+func isValidCommand(cmd string) bool {
+	switch strings.ToLower(cmd) {
+	case "from", "license", "template", "system", "adapter", "parameter", "message":
+		return true
+	default:
+		return false
+	}
+}
+
+func expandPathImpl(path, relativeDir string, currentUserFunc func() (*user.User, error), lookupUserFunc func(string) (*user.User, error)) (string, error) {
+	if filepath.IsAbs(path) || strings.HasPrefix(path, "\\") || strings.HasPrefix(path, "/") {
+		return filepath.Abs(path)
+	} else if strings.HasPrefix(path, "~") {
+		var homeDir string
+
+		if path == "~" || strings.HasPrefix(path, "~/") {
+			// Current user's home directory
+			currentUser, err := currentUserFunc()
+			if err != nil {
+				return "", fmt.Errorf("failed to get current user: %w", err)
+			}
+			homeDir = currentUser.HomeDir
+			path = strings.TrimPrefix(path, "~")
+		} else {
+			// Specific user's home directory
+			parts := strings.SplitN(path[1:], "/", 2)
+			userInfo, err := lookupUserFunc(parts[0])
+			if err != nil {
+				return "", fmt.Errorf("failed to find user '%s': %w", parts[0], err)
+			}
+			homeDir = userInfo.HomeDir
+			if len(parts) > 1 {
+				path = "/" + parts[1]
+			} else {
+				path = ""
+			}
+		}
+
+		path = filepath.Join(homeDir, path)
+	} else {
+		path = filepath.Join(relativeDir, path)
+	}
+
+	return filepath.Abs(path)
+}
+
+func expandPath(path, relativeDir string) (string, error) {
+	return expandPathImpl(path, relativeDir, user.Current, user.Lookup)
+}
diff --git a/parser/parser_test.go b/parser/parser_test.go
new file mode 100644
index 0000000..7d5a808
--- /dev/null
+++ b/parser/parser_test.go
@@ -0,0 +1,825 @@
+package parser
+
+import (
+	"bytes"
+	"crypto/sha256"
+	"encoding/binary"
+	"errors"
+	"fmt"
+	"io"
+	"os"
+	"strings"
+	"testing"
+	"unicode/utf16"
+
+	"github.com/google/go-cmp/cmp"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+	"golang.org/x/text/encoding"
+	"golang.org/x/text/encoding/unicode"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+func TestParseFileFile(t *testing.T) {
+	input := `
+FROM model1
+ADAPTER adapter1
+LICENSE MIT
+PARAMETER param1 value1
+PARAMETER param2 value2
+TEMPLATE """{{ if .System }}<|start_header_id|>system<|end_header_id|>
+
+{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>
+
+{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ .Response }}<|eot_id|>"""    
+`
+
+	reader := strings.NewReader(input)
+
+	modelfile, err := ParseFile(reader)
+	require.NoError(t, err)
+
+	expectedCommands := []Command{
+		{Name: "model", Args: "model1"},
+		{Name: "adapter", Args: "adapter1"},
+		{Name: "license", Args: "MIT"},
+		{Name: "param1", Args: "value1"},
+		{Name: "param2", Args: "value2"},
+		{Name: "template", Args: "{{ if .System }}<|start_header_id|>system<|end_header_id|>\n\n{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>\n\n{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>\n\n{{ .Response }}<|eot_id|>"},
+	}
+
+	assert.Equal(t, expectedCommands, modelfile.Commands)
+}
+
+func TestParseFileTrimSpace(t *testing.T) {
+	input := `
+FROM "     model 1"
+ADAPTER      adapter3
+LICENSE "MIT       "
+PARAMETER param1        value1
+PARAMETER param2    value2
+TEMPLATE """   {{ if .System }}<|start_header_id|>system<|end_header_id|>
+
+{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>
+
+{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ .Response }}<|eot_id|>   """    
+`
+
+	reader := strings.NewReader(input)
+
+	modelfile, err := ParseFile(reader)
+	require.NoError(t, err)
+
+	expectedCommands := []Command{
+		{Name: "model", Args: "     model 1"},
+		{Name: "adapter", Args: "adapter3"},
+		{Name: "license", Args: "MIT       "},
+		{Name: "param1", Args: "value1"},
+		{Name: "param2", Args: "value2"},
+		{Name: "template", Args: "   {{ if .System }}<|start_header_id|>system<|end_header_id|>\n\n{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>\n\n{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>\n\n{{ .Response }}<|eot_id|>   "},
+	}
+
+	assert.Equal(t, expectedCommands, modelfile.Commands)
+}
+
+func TestParseFileFrom(t *testing.T) {
+	cases := []struct {
+		input    string
+		expected []Command
+		err      error
+	}{
+		{
+			"FROM \"FOO  BAR  \"",
+			[]Command{{Name: "model", Args: "FOO  BAR  "}},
+			nil,
+		},
+		{
+			"FROM \"FOO BAR\"\nPARAMETER param1 value1",
+			[]Command{{Name: "model", Args: "FOO BAR"}, {Name: "param1", Args: "value1"}},
+			nil,
+		},
+		{
+			"FROM     FOOO BAR    ",
+			[]Command{{Name: "model", Args: "FOOO BAR"}},
+			nil,
+		},
+		{
+			"FROM /what/is/the path ",
+			[]Command{{Name: "model", Args: "/what/is/the path"}},
+			nil,
+		},
+		{
+			"FROM foo",
+			[]Command{{Name: "model", Args: "foo"}},
+			nil,
+		},
+		{
+			"FROM /path/to/model",
+			[]Command{{Name: "model", Args: "/path/to/model"}},
+			nil,
+		},
+		{
+			"FROM /path/to/model/fp16.bin",
+			[]Command{{Name: "model", Args: "/path/to/model/fp16.bin"}},
+			nil,
+		},
+		{
+			"FROM llama3:latest",
+			[]Command{{Name: "model", Args: "llama3:latest"}},
+			nil,
+		},
+		{
+			"FROM llama3:7b-instruct-q4_K_M",
+			[]Command{{Name: "model", Args: "llama3:7b-instruct-q4_K_M"}},
+			nil,
+		},
+		{
+			"", nil, errMissingFrom,
+		},
+		{
+			"PARAMETER param1 value1",
+			nil,
+			errMissingFrom,
+		},
+		{
+			"PARAMETER param1 value1\nFROM foo",
+			[]Command{{Name: "param1", Args: "value1"}, {Name: "model", Args: "foo"}},
+			nil,
+		},
+		{
+			"PARAMETER what the \nFROM lemons make lemonade ",
+			[]Command{{Name: "what", Args: "the"}, {Name: "model", Args: "lemons make lemonade"}},
+			nil,
+		},
+	}
+
+	for _, c := range cases {
+		t.Run("", func(t *testing.T) {
+			modelfile, err := ParseFile(strings.NewReader(c.input))
+			require.ErrorIs(t, err, c.err)
+			if modelfile != nil {
+				assert.Equal(t, c.expected, modelfile.Commands)
+			}
+		})
+	}
+}
+
+func TestParseFileParametersMissingValue(t *testing.T) {
+	input := `
+FROM foo
+PARAMETER param1
+`
+
+	reader := strings.NewReader(input)
+
+	_, err := ParseFile(reader)
+	require.ErrorIs(t, err, io.ErrUnexpectedEOF)
+}
+
+func TestParseFileBadCommand(t *testing.T) {
+	input := `
+FROM foo
+BADCOMMAND param1 value1
+`
+	parserError := &ParserError{
+		LineNumber: 3,
+		Msg:        errInvalidCommand.Error(),
+	}
+
+	_, err := ParseFile(strings.NewReader(input))
+	if !errors.As(err, &parserError) {
+		t.Errorf("unexpected error: expected: %s, actual: %s", parserError.Error(), err.Error())
+	}
+}
+
+func TestParseFileMessages(t *testing.T) {
+	cases := []struct {
+		input    string
+		expected []Command
+		err      error
+	}{
+		{
+			`
+FROM foo
+MESSAGE system You are a file parser. Always parse things.
+`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "message", Args: "system: You are a file parser. Always parse things."},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+MESSAGE system You are a file parser. Always parse things.`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "message", Args: "system: You are a file parser. Always parse things."},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+MESSAGE system You are a file parser. Always parse things.
+MESSAGE user Hey there!
+MESSAGE assistant Hello, I want to parse all the things!
+`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "message", Args: "system: You are a file parser. Always parse things."},
+				{Name: "message", Args: "user: Hey there!"},
+				{Name: "message", Args: "assistant: Hello, I want to parse all the things!"},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+MESSAGE system """
+You are a multiline file parser. Always parse things.
+"""
+			`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "message", Args: "system: \nYou are a multiline file parser. Always parse things.\n"},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+MESSAGE badguy I'm a bad guy!
+`,
+			nil,
+			&ParserError{
+				LineNumber: 3,
+				Msg:        errInvalidMessageRole.Error(),
+			},
+		},
+		{
+			`
+FROM foo
+MESSAGE system
+`,
+			nil,
+			io.ErrUnexpectedEOF,
+		},
+		{
+			`
+FROM foo
+MESSAGE system`,
+			nil,
+			io.ErrUnexpectedEOF,
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run("", func(t *testing.T) {
+			modelfile, err := ParseFile(strings.NewReader(tt.input))
+
+			if modelfile != nil {
+				assert.Equal(t, tt.expected, modelfile.Commands)
+			}
+
+			if tt.err == nil {
+				if err != nil {
+					t.Fatalf("expected no error, but got %v", err)
+				}
+				return
+			}
+
+			switch tt.err.(type) {
+			case *ParserError:
+				var pErr *ParserError
+				if errors.As(err, &pErr) {
+					// got the correct type of error
+					return
+				}
+			}
+
+			if errors.Is(err, tt.err) {
+				return
+			}
+
+			t.Fatalf("unexpected error: expected: %v, actual: %v", tt.err, err)
+		})
+	}
+}
+
+func TestParseFileQuoted(t *testing.T) {
+	cases := []struct {
+		multiline string
+		expected  []Command
+		err       error
+	}{
+		{
+			`
+FROM foo
+SYSTEM """
+This is a
+multiline system.
+"""
+			`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "system", Args: "\nThis is a\nmultiline system.\n"},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+SYSTEM """
+This is a
+multiline system."""
+			`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "system", Args: "\nThis is a\nmultiline system."},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+SYSTEM """This is a
+multiline system."""
+			`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "system", Args: "This is a\nmultiline system."},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+SYSTEM """This is a multiline system."""
+			`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "system", Args: "This is a multiline system."},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+SYSTEM """This is a multiline system.""
+			`,
+			nil,
+			io.ErrUnexpectedEOF,
+		},
+		{
+			`
+FROM foo
+SYSTEM "
+			`,
+			nil,
+			io.ErrUnexpectedEOF,
+		},
+		{
+			`
+FROM foo
+SYSTEM """
+This is a multiline system with "quotes".
+"""
+`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "system", Args: "\nThis is a multiline system with \"quotes\".\n"},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+SYSTEM """"""
+`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "system", Args: ""},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+SYSTEM ""
+`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "system", Args: ""},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+SYSTEM "'"
+`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "system", Args: "'"},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+SYSTEM """''"'""'""'"'''''""'""'"""
+`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "system", Args: `''"'""'""'"'''''""'""'`},
+			},
+			nil,
+		},
+		{
+			`
+FROM foo
+TEMPLATE """
+{{ .Prompt }}
+"""`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+				{Name: "template", Args: "\n{{ .Prompt }}\n"},
+			},
+			nil,
+		},
+	}
+
+	for _, c := range cases {
+		t.Run("", func(t *testing.T) {
+			modelfile, err := ParseFile(strings.NewReader(c.multiline))
+			require.ErrorIs(t, err, c.err)
+			if modelfile != nil {
+				assert.Equal(t, c.expected, modelfile.Commands)
+			}
+		})
+	}
+}
+
+func TestParseFileParameters(t *testing.T) {
+	cases := map[string]struct {
+		name, value string
+	}{
+		"numa true":                    {"numa", "true"},
+		"num_ctx 1":                    {"num_ctx", "1"},
+		"num_batch 1":                  {"num_batch", "1"},
+		"num_gqa 1":                    {"num_gqa", "1"},
+		"num_gpu 1":                    {"num_gpu", "1"},
+		"main_gpu 1":                   {"main_gpu", "1"},
+		"use_mmap true":                {"use_mmap", "true"},
+		"num_thread 1":                 {"num_thread", "1"},
+		"num_keep 1":                   {"num_keep", "1"},
+		"seed 1":                       {"seed", "1"},
+		"num_predict 1":                {"num_predict", "1"},
+		"top_k 1":                      {"top_k", "1"},
+		"top_p 1.0":                    {"top_p", "1.0"},
+		"min_p 0.05":                   {"min_p", "0.05"},
+		"typical_p 1.0":                {"typical_p", "1.0"},
+		"repeat_last_n 1":              {"repeat_last_n", "1"},
+		"temperature 1.0":              {"temperature", "1.0"},
+		"repeat_penalty 1.0":           {"repeat_penalty", "1.0"},
+		"presence_penalty 1.0":         {"presence_penalty", "1.0"},
+		"frequency_penalty 1.0":        {"frequency_penalty", "1.0"},
+		"penalize_newline true":        {"penalize_newline", "true"},
+		"stop ### User:":               {"stop", "### User:"},
+		"stop ### User: ":              {"stop", "### User:"},
+		"stop \"### User:\"":           {"stop", "### User:"},
+		"stop \"### User: \"":          {"stop", "### User: "},
+		"stop \"\"\"### User:\"\"\"":   {"stop", "### User:"},
+		"stop \"\"\"### User:\n\"\"\"": {"stop", "### User:\n"},
+		"stop <|endoftext|>":           {"stop", "<|endoftext|>"},
+		"stop <|eot_id|>":              {"stop", "<|eot_id|>"},
+		"stop </s>":                    {"stop", "</s>"},
+	}
+
+	for k, v := range cases {
+		t.Run(k, func(t *testing.T) {
+			var b bytes.Buffer
+			fmt.Fprintln(&b, "FROM foo")
+			fmt.Fprintln(&b, "PARAMETER", k)
+			modelfile, err := ParseFile(&b)
+			require.NoError(t, err)
+
+			assert.Equal(t, []Command{
+				{Name: "model", Args: "foo"},
+				{Name: v.name, Args: v.value},
+			}, modelfile.Commands)
+		})
+	}
+}
+
+func TestParseFileComments(t *testing.T) {
+	cases := []struct {
+		input    string
+		expected []Command
+	}{
+		{
+			`
+# comment
+FROM foo
+	`,
+			[]Command{
+				{Name: "model", Args: "foo"},
+			},
+		},
+	}
+
+	for _, c := range cases {
+		t.Run("", func(t *testing.T) {
+			modelfile, err := ParseFile(strings.NewReader(c.input))
+			require.NoError(t, err)
+			assert.Equal(t, c.expected, modelfile.Commands)
+		})
+	}
+}
+
+func TestParseFileFormatParseFile(t *testing.T) {
+	cases := []string{
+		`
+FROM foo
+ADAPTER adapter1
+LICENSE MIT
+PARAMETER param1 value1
+PARAMETER param2 value2
+TEMPLATE template1
+MESSAGE system You are a file parser. Always parse things.
+MESSAGE user Hey there!
+MESSAGE assistant Hello, I want to parse all the things!
+`,
+		`
+FROM foo
+ADAPTER adapter1
+LICENSE MIT
+PARAMETER param1 value1
+PARAMETER param2 value2
+TEMPLATE template1
+MESSAGE system """
+You are a store greeter. Always respond with "Hello!".
+"""
+MESSAGE user Hey there!
+MESSAGE assistant Hello, I want to parse all the things!
+`,
+		`
+FROM foo
+ADAPTER adapter1
+LICENSE """
+Very long and boring legal text.
+Blah blah blah.
+"Oh look, a quote!"
+"""
+
+PARAMETER param1 value1
+PARAMETER param2 value2
+TEMPLATE template1
+MESSAGE system """
+You are a store greeter. Always respond with "Hello!".
+"""
+MESSAGE user Hey there!
+MESSAGE assistant Hello, I want to parse all the things!
+`,
+		`
+FROM foo
+SYSTEM ""
+`,
+	}
+
+	for _, c := range cases {
+		t.Run("", func(t *testing.T) {
+			modelfile, err := ParseFile(strings.NewReader(c))
+			require.NoError(t, err)
+
+			modelfile2, err := ParseFile(strings.NewReader(modelfile.String()))
+			require.NoError(t, err)
+
+			assert.Equal(t, modelfile, modelfile2)
+		})
+	}
+}
+
+func TestParseFileUTF16ParseFile(t *testing.T) {
+	data := `FROM bob
+PARAMETER param1 1
+PARAMETER param2 4096
+SYSTEM You are a utf16 file.
+`
+
+	expected := []Command{
+		{Name: "model", Args: "bob"},
+		{Name: "param1", Args: "1"},
+		{Name: "param2", Args: "4096"},
+		{Name: "system", Args: "You are a utf16 file."},
+	}
+
+	t.Run("le", func(t *testing.T) {
+		var b bytes.Buffer
+		require.NoError(t, binary.Write(&b, binary.LittleEndian, []byte{0xff, 0xfe}))
+		require.NoError(t, binary.Write(&b, binary.LittleEndian, utf16.Encode([]rune(data))))
+
+		actual, err := ParseFile(&b)
+		require.NoError(t, err)
+
+		assert.Equal(t, expected, actual.Commands)
+	})
+
+	t.Run("be", func(t *testing.T) {
+		var b bytes.Buffer
+		require.NoError(t, binary.Write(&b, binary.BigEndian, []byte{0xfe, 0xff}))
+		require.NoError(t, binary.Write(&b, binary.BigEndian, utf16.Encode([]rune(data))))
+
+		actual, err := ParseFile(&b)
+		require.NoError(t, err)
+		assert.Equal(t, expected, actual.Commands)
+	})
+}
+
+func TestParseMultiByte(t *testing.T) {
+	input := `FROM test
+	SYSTEM 你好👋`
+
+	expect := []Command{
+		{Name: "model", Args: "test"},
+		{Name: "system", Args: "你好👋"},
+	}
+
+	encodings := []encoding.Encoding{
+		unicode.UTF8,
+		unicode.UTF16(unicode.LittleEndian, unicode.UseBOM),
+		unicode.UTF16(unicode.BigEndian, unicode.UseBOM),
+	}
+
+	for _, encoding := range encodings {
+		t.Run(fmt.Sprintf("%s", encoding), func(t *testing.T) {
+			s, err := encoding.NewEncoder().String(input)
+			require.NoError(t, err)
+
+			actual, err := ParseFile(strings.NewReader(s))
+			require.NoError(t, err)
+
+			assert.Equal(t, expect, actual.Commands)
+		})
+	}
+}
+
+func TestCreateRequest(t *testing.T) {
+	cases := []struct {
+		input    string
+		expected *api.CreateRequest
+	}{
+		{
+			`FROM test`,
+			&api.CreateRequest{From: "test"},
+		},
+		{
+			`FROM test
+TEMPLATE some template
+`,
+			&api.CreateRequest{
+				From:     "test",
+				Template: "some template",
+			},
+		},
+		{
+			`FROM test
+LICENSE single license
+PARAMETER temperature 0.5
+MESSAGE user Hello
+`,
+			&api.CreateRequest{
+				From:       "test",
+				License:    []string{"single license"},
+				Parameters: map[string]any{"temperature": float32(0.5)},
+				Messages: []api.Message{
+					{Role: "user", Content: "Hello"},
+				},
+			},
+		},
+		{
+			`FROM test
+PARAMETER temperature 0.5
+PARAMETER top_k 1
+SYSTEM You are a bot.
+LICENSE license1
+LICENSE license2
+MESSAGE user Hello there!
+MESSAGE assistant Hi! How are you?
+`,
+			&api.CreateRequest{
+				From:       "test",
+				License:    []string{"license1", "license2"},
+				System:     "You are a bot.",
+				Parameters: map[string]any{"temperature": float32(0.5), "top_k": int64(1)},
+				Messages: []api.Message{
+					{Role: "user", Content: "Hello there!"},
+					{Role: "assistant", Content: "Hi! How are you?"},
+				},
+			},
+		},
+	}
+
+	for _, c := range cases {
+		s, err := unicode.UTF8.NewEncoder().String(c.input)
+		if err != nil {
+			t.Fatal(err)
+		}
+
+		p, err := ParseFile(strings.NewReader(s))
+		if err != nil {
+			t.Error(err)
+		}
+
+		actual, err := p.CreateRequest("")
+		if err != nil {
+			t.Error(err)
+		}
+
+		if diff := cmp.Diff(actual, c.expected); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	}
+}
+
+func getSHA256Digest(t *testing.T, r io.Reader) (string, int64) {
+	t.Helper()
+
+	h := sha256.New()
+	n, err := io.Copy(h, r)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	return fmt.Sprintf("sha256:%x", h.Sum(nil)), n
+}
+
+func createBinFile(t *testing.T, kv map[string]any, ti []*ggml.Tensor) (string, string) {
+	t.Helper()
+
+	f, err := os.CreateTemp(t.TempDir(), "testbin.*.gguf")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	if err := ggml.WriteGGUF(f, kv, ti); err != nil {
+		t.Fatal(err)
+	}
+	// Calculate sha256 of file
+	if _, err := f.Seek(0, 0); err != nil {
+		t.Fatal(err)
+	}
+
+	digest, _ := getSHA256Digest(t, f)
+
+	return f.Name(), digest
+}
+
+func TestCreateRequestFiles(t *testing.T) {
+	n1, d1 := createBinFile(t, nil, nil)
+	n2, d2 := createBinFile(t, map[string]any{"foo": "bar"}, nil)
+
+	cases := []struct {
+		input    string
+		expected *api.CreateRequest
+	}{
+		{
+			fmt.Sprintf("FROM %s", n1),
+			&api.CreateRequest{Files: map[string]string{n1: d1}},
+		},
+		{
+			fmt.Sprintf("FROM %s\nFROM %s", n1, n2),
+			&api.CreateRequest{Files: map[string]string{n1: d1, n2: d2}},
+		},
+	}
+
+	for _, c := range cases {
+		s, err := unicode.UTF8.NewEncoder().String(c.input)
+		if err != nil {
+			t.Fatal(err)
+		}
+
+		p, err := ParseFile(strings.NewReader(s))
+		if err != nil {
+			t.Error(err)
+		}
+
+		actual, err := p.CreateRequest("")
+		if err != nil {
+			t.Error(err)
+		}
+
+		if diff := cmp.Diff(actual, c.expected); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	}
+}
diff --git a/progress/bar.go b/progress/bar.go
new file mode 100644
index 0000000..f3d21a8
--- /dev/null
+++ b/progress/bar.go
@@ -0,0 +1,216 @@
+package progress
+
+import (
+	"fmt"
+	"os"
+	"strings"
+	"time"
+
+	"golang.org/x/term"
+
+	"github.com/ollama/ollama/format"
+)
+
+type Bar struct {
+	message      string
+	messageWidth int
+
+	maxValue     int64
+	initialValue int64
+	currentValue int64
+
+	started time.Time
+	stopped time.Time
+
+	maxBuckets int
+	buckets    []bucket
+}
+
+type bucket struct {
+	updated time.Time
+	value   int64
+}
+
+func NewBar(message string, maxValue, initialValue int64) *Bar {
+	b := Bar{
+		message:      message,
+		messageWidth: -1,
+		maxValue:     maxValue,
+		initialValue: initialValue,
+		currentValue: initialValue,
+		started:      time.Now(),
+		maxBuckets:   10,
+	}
+
+	if initialValue >= maxValue {
+		b.stopped = time.Now()
+	}
+
+	return &b
+}
+
+// formatDuration limits the rendering of a time.Duration to 2 units
+func formatDuration(d time.Duration) string {
+	switch {
+	case d >= 100*time.Hour:
+		return "99h+"
+	case d >= time.Hour:
+		return fmt.Sprintf("%dh%dm", int(d.Hours()), int(d.Minutes())%60)
+	default:
+		return d.Round(time.Second).String()
+	}
+}
+
+func (b *Bar) String() string {
+	termWidth, _, err := term.GetSize(int(os.Stderr.Fd()))
+	if err != nil {
+		termWidth = defaultTermWidth
+	}
+
+	var pre strings.Builder
+	if len(b.message) > 0 {
+		message := strings.TrimSpace(b.message)
+		if b.messageWidth > 0 && len(message) > b.messageWidth {
+			message = message[:b.messageWidth]
+		}
+
+		fmt.Fprintf(&pre, "%s", message)
+		if padding := b.messageWidth - pre.Len(); padding > 0 {
+			pre.WriteString(repeat(" ", padding))
+		}
+
+		pre.WriteString(" ")
+	}
+
+	fmt.Fprintf(&pre, "%3.0f%%", b.percent())
+
+	var suf strings.Builder
+	// max 13 characters: "999 MB/999 MB"
+	if b.stopped.IsZero() {
+		curValue := format.HumanBytes(b.currentValue)
+		suf.WriteString(repeat(" ", 6-len(curValue)))
+		suf.WriteString(curValue)
+		suf.WriteString("/")
+
+		maxValue := format.HumanBytes(b.maxValue)
+		suf.WriteString(repeat(" ", 6-len(maxValue)))
+		suf.WriteString(maxValue)
+	} else {
+		maxValue := format.HumanBytes(b.maxValue)
+		suf.WriteString(repeat(" ", 6-len(maxValue)))
+		suf.WriteString(maxValue)
+		suf.WriteString(repeat(" ", 7))
+	}
+
+	rate := b.rate()
+	// max 10 characters: "  999 MB/s"
+	if b.stopped.IsZero() && rate > 0 {
+		suf.WriteString("  ")
+		humanRate := format.HumanBytes(int64(rate))
+		suf.WriteString(repeat(" ", 6-len(humanRate)))
+		suf.WriteString(humanRate)
+		suf.WriteString("/s")
+	} else {
+		suf.WriteString(repeat(" ", 10))
+	}
+
+	// max 8 characters: "  59m59s"
+	if b.stopped.IsZero() && rate > 0 {
+		suf.WriteString("  ")
+		var remaining time.Duration
+		if rate > 0 {
+			remaining = time.Duration(int64(float64(b.maxValue-b.currentValue)/rate)) * time.Second
+		}
+
+		humanRemaining := formatDuration(remaining)
+		suf.WriteString(repeat(" ", 6-len(humanRemaining)))
+		suf.WriteString(humanRemaining)
+	} else {
+		suf.WriteString(repeat(" ", 8))
+	}
+
+	var mid strings.Builder
+	// add 5 extra spaces: 2 boundary characters and 1 space at each end
+	f := termWidth - pre.Len() - suf.Len() - 5
+	n := int(float64(f) * b.percent() / 100)
+
+	mid.WriteString(" ▕")
+
+	if n > 0 {
+		mid.WriteString(repeat("█", n))
+	}
+
+	if f-n > 0 {
+		mid.WriteString(repeat(" ", f-n))
+	}
+
+	mid.WriteString("▏ ")
+
+	return pre.String() + mid.String() + suf.String()
+}
+
+func (b *Bar) Set(value int64) {
+	if value >= b.maxValue {
+		value = b.maxValue
+	}
+
+	b.currentValue = value
+	if b.currentValue >= b.maxValue {
+		b.stopped = time.Now()
+	}
+
+	// throttle bucket updates to 1 per second
+	if len(b.buckets) == 0 || time.Since(b.buckets[len(b.buckets)-1].updated) > time.Second {
+		b.buckets = append(b.buckets, bucket{
+			updated: time.Now(),
+			value:   value,
+		})
+
+		if len(b.buckets) > b.maxBuckets {
+			b.buckets = b.buckets[1:]
+		}
+	}
+}
+
+func (b *Bar) percent() float64 {
+	if b.maxValue > 0 {
+		return float64(b.currentValue) / float64(b.maxValue) * 100
+	}
+
+	return 0
+}
+
+func (b *Bar) rate() float64 {
+	var numerator, denominator float64
+
+	if !b.stopped.IsZero() {
+		numerator = float64(b.currentValue - b.initialValue)
+		denominator = b.stopped.Sub(b.started).Round(time.Second).Seconds()
+	} else {
+		switch len(b.buckets) {
+		case 0:
+			// noop
+		case 1:
+			numerator = float64(b.buckets[0].value - b.initialValue)
+			denominator = b.buckets[0].updated.Sub(b.started).Round(time.Second).Seconds()
+		default:
+			first, last := b.buckets[0], b.buckets[len(b.buckets)-1]
+			numerator = float64(last.value - first.value)
+			denominator = last.updated.Sub(first.updated).Round(time.Second).Seconds()
+		}
+	}
+
+	if denominator != 0 {
+		return numerator / denominator
+	}
+
+	return 0
+}
+
+func repeat(s string, n int) string {
+	if n > 0 {
+		return strings.Repeat(s, n)
+	}
+
+	return ""
+}
diff --git a/progress/progress.go b/progress/progress.go
new file mode 100644
index 0000000..9f54275
--- /dev/null
+++ b/progress/progress.go
@@ -0,0 +1,134 @@
+package progress
+
+import (
+	"bufio"
+	"fmt"
+	"io"
+	"os"
+	"sync"
+	"time"
+
+	"golang.org/x/term"
+)
+
+const (
+	defaultTermWidth  = 80
+	defaultTermHeight = 24
+)
+
+type State interface {
+	String() string
+}
+
+type Progress struct {
+	mu sync.Mutex
+	// buffer output to minimize flickering on all terminals
+	w *bufio.Writer
+
+	pos int
+
+	ticker *time.Ticker
+	states []State
+}
+
+func NewProgress(w io.Writer) *Progress {
+	p := &Progress{w: bufio.NewWriter(w)}
+	go p.start()
+	return p
+}
+
+func (p *Progress) stop() bool {
+	for _, state := range p.states {
+		if spinner, ok := state.(*Spinner); ok {
+			spinner.Stop()
+		}
+	}
+
+	if p.ticker != nil {
+		p.ticker.Stop()
+		p.ticker = nil
+		p.render()
+		return true
+	}
+
+	return false
+}
+
+func (p *Progress) Stop() bool {
+	stopped := p.stop()
+	if stopped {
+		fmt.Fprint(p.w, "\n")
+		p.w.Flush()
+	}
+	return stopped
+}
+
+func (p *Progress) StopAndClear() bool {
+	defer p.w.Flush()
+
+	fmt.Fprint(p.w, "\033[?25l")
+	defer fmt.Fprint(p.w, "\033[?25h")
+
+	stopped := p.stop()
+	if stopped {
+		// clear all progress lines
+		for i := range p.pos {
+			if i > 0 {
+				fmt.Fprint(p.w, "\033[A")
+			}
+			fmt.Fprint(p.w, "\033[2K\033[1G")
+		}
+	}
+
+	return stopped
+}
+
+func (p *Progress) Add(key string, state State) {
+	p.mu.Lock()
+	defer p.mu.Unlock()
+
+	p.states = append(p.states, state)
+}
+
+func (p *Progress) render() {
+	_, termHeight, err := term.GetSize(int(os.Stderr.Fd()))
+	if err != nil {
+		termHeight = defaultTermHeight
+	}
+
+	p.mu.Lock()
+	defer p.mu.Unlock()
+
+	defer p.w.Flush()
+
+	// eliminate flickering on terminals that support synchronized output
+	fmt.Fprint(p.w, "\033[?2026h")
+	defer fmt.Fprint(p.w, "\033[?2026l")
+
+	fmt.Fprint(p.w, "\033[?25l")
+	defer fmt.Fprint(p.w, "\033[?25h")
+
+	// move the cursor back to the beginning
+	for range p.pos - 1 {
+		fmt.Fprint(p.w, "\033[A")
+	}
+	fmt.Fprint(p.w, "\033[1G")
+
+	// render progress lines
+	maxHeight := min(len(p.states), termHeight)
+	for i := len(p.states) - maxHeight; i < len(p.states); i++ {
+		fmt.Fprint(p.w, p.states[i].String(), "\033[K")
+		if i < len(p.states)-1 {
+			fmt.Fprint(p.w, "\n")
+		}
+	}
+
+	p.pos = len(p.states)
+}
+
+func (p *Progress) start() {
+	p.ticker = time.NewTicker(100 * time.Millisecond)
+	for range p.ticker.C {
+		p.render()
+	}
+}
diff --git a/progress/spinner.go b/progress/spinner.go
new file mode 100644
index 0000000..e39a45e
--- /dev/null
+++ b/progress/spinner.go
@@ -0,0 +1,79 @@
+package progress
+
+import (
+	"fmt"
+	"strings"
+	"sync/atomic"
+	"time"
+)
+
+type Spinner struct {
+	message      atomic.Value
+	messageWidth int
+
+	parts []string
+
+	value int
+
+	ticker  *time.Ticker
+	started time.Time
+	stopped time.Time
+}
+
+func NewSpinner(message string) *Spinner {
+	s := &Spinner{
+		parts: []string{
+			"⠋", "⠙", "⠹", "⠸", "⠼", "⠴", "⠦", "⠧", "⠇", "⠏",
+		},
+		started: time.Now(),
+	}
+	s.SetMessage(message)
+	go s.start()
+	return s
+}
+
+func (s *Spinner) SetMessage(message string) {
+	s.message.Store(message)
+}
+
+func (s *Spinner) String() string {
+	var sb strings.Builder
+
+	if message, ok := s.message.Load().(string); ok && len(message) > 0 {
+		message := strings.TrimSpace(message)
+		if s.messageWidth > 0 && len(message) > s.messageWidth {
+			message = message[:s.messageWidth]
+		}
+
+		fmt.Fprintf(&sb, "%s", message)
+		if padding := s.messageWidth - sb.Len(); padding > 0 {
+			sb.WriteString(strings.Repeat(" ", padding))
+		}
+
+		sb.WriteString(" ")
+	}
+
+	if s.stopped.IsZero() {
+		spinner := s.parts[s.value]
+		sb.WriteString(spinner)
+		sb.WriteString(" ")
+	}
+
+	return sb.String()
+}
+
+func (s *Spinner) start() {
+	s.ticker = time.NewTicker(100 * time.Millisecond)
+	for range s.ticker.C {
+		s.value = (s.value + 1) % len(s.parts)
+		if !s.stopped.IsZero() {
+			return
+		}
+	}
+}
+
+func (s *Spinner) Stop() {
+	if s.stopped.IsZero() {
+		s.stopped = time.Now()
+	}
+}
diff --git a/readline/buffer.go b/readline/buffer.go
new file mode 100644
index 0000000..52dc705
--- /dev/null
+++ b/readline/buffer.go
@@ -0,0 +1,527 @@
+package readline
+
+import (
+	"fmt"
+	"os"
+
+	"github.com/emirpasic/gods/v2/lists/arraylist"
+	"github.com/mattn/go-runewidth"
+	"golang.org/x/term"
+)
+
+type Buffer struct {
+	DisplayPos int
+	Pos        int
+	Buf        *arraylist.List[rune]
+	// LineHasSpace is an arraylist of bools to keep track of whether a line has a space at the end
+	LineHasSpace *arraylist.List[bool]
+	Prompt       *Prompt
+	LineWidth    int
+	Width        int
+	Height       int
+}
+
+func NewBuffer(prompt *Prompt) (*Buffer, error) {
+	fd := int(os.Stdout.Fd())
+	width, height := 80, 24
+	if termWidth, termHeight, err := term.GetSize(fd); err == nil {
+		width, height = termWidth, termHeight
+	}
+
+	lwidth := width - len(prompt.prompt())
+
+	b := &Buffer{
+		DisplayPos:   0,
+		Pos:          0,
+		Buf:          arraylist.New[rune](),
+		LineHasSpace: arraylist.New[bool](),
+		Prompt:       prompt,
+		Width:        width,
+		Height:       height,
+		LineWidth:    lwidth,
+	}
+
+	return b, nil
+}
+
+func (b *Buffer) GetLineSpacing(line int) bool {
+	hasSpace, _ := b.LineHasSpace.Get(line)
+	return hasSpace
+}
+
+func (b *Buffer) MoveLeft() {
+	if b.Pos > 0 {
+		// asserts that we retrieve a rune
+		if r, ok := b.Buf.Get(b.Pos - 1); ok {
+			rLength := runewidth.RuneWidth(r)
+
+			if b.DisplayPos%b.LineWidth == 0 {
+				fmt.Print(CursorUp + CursorBOL + CursorRightN(b.Width))
+				if rLength == 2 {
+					fmt.Print(CursorLeft)
+				}
+
+				line := b.DisplayPos/b.LineWidth - 1
+				hasSpace := b.GetLineSpacing(line)
+				if hasSpace {
+					b.DisplayPos -= 1
+					fmt.Print(CursorLeft)
+				}
+			} else {
+				fmt.Print(CursorLeftN(rLength))
+			}
+
+			b.Pos -= 1
+			b.DisplayPos -= rLength
+		}
+	}
+}
+
+func (b *Buffer) MoveLeftWord() {
+	if b.Pos > 0 {
+		var foundNonspace bool
+		for {
+			v, _ := b.Buf.Get(b.Pos - 1)
+			if v == ' ' {
+				if foundNonspace {
+					break
+				}
+			} else {
+				foundNonspace = true
+			}
+			b.MoveLeft()
+
+			if b.Pos == 0 {
+				break
+			}
+		}
+	}
+}
+
+func (b *Buffer) MoveRight() {
+	if b.Pos < b.Buf.Size() {
+		if r, ok := b.Buf.Get(b.Pos); ok {
+			rLength := runewidth.RuneWidth(r)
+			b.Pos += 1
+			hasSpace := b.GetLineSpacing(b.DisplayPos / b.LineWidth)
+			b.DisplayPos += rLength
+
+			if b.DisplayPos%b.LineWidth == 0 {
+				fmt.Print(CursorDown + CursorBOL + CursorRightN(len(b.Prompt.prompt())))
+			} else if (b.DisplayPos-rLength)%b.LineWidth == b.LineWidth-1 && hasSpace {
+				fmt.Print(CursorDown + CursorBOL + CursorRightN(len(b.Prompt.prompt())+rLength))
+				b.DisplayPos += 1
+			} else if b.LineHasSpace.Size() > 0 && b.DisplayPos%b.LineWidth == b.LineWidth-1 && hasSpace {
+				fmt.Print(CursorDown + CursorBOL + CursorRightN(len(b.Prompt.prompt())))
+				b.DisplayPos += 1
+			} else {
+				fmt.Print(CursorRightN(rLength))
+			}
+		}
+	}
+}
+
+func (b *Buffer) MoveRightWord() {
+	if b.Pos < b.Buf.Size() {
+		for {
+			b.MoveRight()
+			v, _ := b.Buf.Get(b.Pos)
+			if v == ' ' {
+				break
+			}
+
+			if b.Pos == b.Buf.Size() {
+				break
+			}
+		}
+	}
+}
+
+func (b *Buffer) MoveToStart() {
+	if b.Pos > 0 {
+		currLine := b.DisplayPos / b.LineWidth
+		if currLine > 0 {
+			for range currLine {
+				fmt.Print(CursorUp)
+			}
+		}
+		fmt.Print(CursorBOL + CursorRightN(len(b.Prompt.prompt())))
+		b.Pos = 0
+		b.DisplayPos = 0
+	}
+}
+
+func (b *Buffer) MoveToEnd() {
+	if b.Pos < b.Buf.Size() {
+		currLine := b.DisplayPos / b.LineWidth
+		totalLines := b.DisplaySize() / b.LineWidth
+		if currLine < totalLines {
+			for range totalLines - currLine {
+				fmt.Print(CursorDown)
+			}
+			remainder := b.DisplaySize() % b.LineWidth
+			fmt.Print(CursorBOL + CursorRightN(len(b.Prompt.prompt())+remainder))
+		} else {
+			fmt.Print(CursorRightN(b.DisplaySize() - b.DisplayPos))
+		}
+
+		b.Pos = b.Buf.Size()
+		b.DisplayPos = b.DisplaySize()
+	}
+}
+
+func (b *Buffer) DisplaySize() int {
+	sum := 0
+	for i := range b.Buf.Size() {
+		if r, ok := b.Buf.Get(i); ok {
+			sum += runewidth.RuneWidth(r)
+		}
+	}
+
+	return sum
+}
+
+func (b *Buffer) Add(r rune) {
+	if b.Pos == b.Buf.Size() {
+		b.AddChar(r, false)
+	} else {
+		b.AddChar(r, true)
+	}
+}
+
+func (b *Buffer) AddChar(r rune, insert bool) {
+	rLength := runewidth.RuneWidth(r)
+	b.DisplayPos += rLength
+
+	if b.Pos > 0 {
+		if b.DisplayPos%b.LineWidth == 0 {
+			fmt.Printf("%c", r)
+			fmt.Printf("\n%s", b.Prompt.AltPrompt)
+
+			if insert {
+				b.LineHasSpace.Set(b.DisplayPos/b.LineWidth-1, false)
+			} else {
+				b.LineHasSpace.Add(false)
+			}
+
+			// this case occurs when a double-width rune crosses the line boundary
+		} else if b.DisplayPos%b.LineWidth < (b.DisplayPos-rLength)%b.LineWidth {
+			if insert {
+				fmt.Print(ClearToEOL)
+			}
+			fmt.Printf("\n%s", b.Prompt.AltPrompt)
+			b.DisplayPos += 1
+			fmt.Printf("%c", r)
+
+			if insert {
+				b.LineHasSpace.Set(b.DisplayPos/b.LineWidth-1, true)
+			} else {
+				b.LineHasSpace.Add(true)
+			}
+		} else {
+			fmt.Printf("%c", r)
+		}
+	} else {
+		fmt.Printf("%c", r)
+	}
+
+	if insert {
+		b.Buf.Insert(b.Pos, r)
+	} else {
+		b.Buf.Add(r)
+	}
+
+	b.Pos += 1
+
+	if insert {
+		b.drawRemaining()
+	}
+}
+
+func (b *Buffer) countRemainingLineWidth(place int) int {
+	var sum int
+	counter := -1
+	var prevLen int
+
+	for place <= b.LineWidth {
+		counter += 1
+		sum += prevLen
+		if r, ok := b.Buf.Get(b.Pos + counter); ok {
+			place += runewidth.RuneWidth(r)
+			prevLen = len(string(r))
+		} else {
+			break
+		}
+	}
+
+	return sum
+}
+
+func (b *Buffer) drawRemaining() {
+	var place int
+	remainingText := b.StringN(b.Pos)
+	if b.Pos > 0 {
+		place = b.DisplayPos % b.LineWidth
+	}
+	fmt.Print(CursorHide)
+
+	// render the rest of the current line
+	currLineLength := b.countRemainingLineWidth(place)
+
+	currLine := remainingText[:min(currLineLength, len(remainingText))]
+	currLineSpace := runewidth.StringWidth(currLine)
+	remLength := runewidth.StringWidth(remainingText)
+
+	if len(currLine) > 0 {
+		fmt.Print(ClearToEOL + currLine + CursorLeftN(currLineSpace))
+	} else {
+		fmt.Print(ClearToEOL)
+	}
+
+	if currLineSpace != b.LineWidth-place && currLineSpace != remLength {
+		b.LineHasSpace.Set(b.DisplayPos/b.LineWidth, true)
+	} else if currLineSpace != b.LineWidth-place {
+		b.LineHasSpace.Remove(b.DisplayPos / b.LineWidth)
+	} else {
+		b.LineHasSpace.Set(b.DisplayPos/b.LineWidth, false)
+	}
+
+	if (b.DisplayPos+currLineSpace)%b.LineWidth == 0 && currLine == remainingText {
+		fmt.Print(CursorRightN(currLineSpace))
+		fmt.Printf("\n%s", b.Prompt.AltPrompt)
+		fmt.Print(CursorUp + CursorBOL + CursorRightN(b.Width-currLineSpace))
+	}
+
+	// render the other lines
+	if remLength > currLineSpace {
+		remaining := (remainingText[len(currLine):])
+		var totalLines int
+		var displayLength int
+		var lineLength int = currLineSpace
+
+		for _, c := range remaining {
+			if displayLength == 0 || (displayLength+runewidth.RuneWidth(c))%b.LineWidth < displayLength%b.LineWidth {
+				fmt.Printf("\n%s", b.Prompt.AltPrompt)
+				totalLines += 1
+
+				if displayLength != 0 {
+					if lineLength == b.LineWidth {
+						b.LineHasSpace.Set(b.DisplayPos/b.LineWidth+totalLines-1, false)
+					} else {
+						b.LineHasSpace.Set(b.DisplayPos/b.LineWidth+totalLines-1, true)
+					}
+				}
+
+				lineLength = 0
+			}
+
+			displayLength += runewidth.RuneWidth(c)
+			lineLength += runewidth.RuneWidth(c)
+			fmt.Printf("%c", c)
+		}
+		fmt.Print(ClearToEOL + CursorUpN(totalLines) + CursorBOL + CursorRightN(b.Width-currLineSpace))
+
+		hasSpace := b.GetLineSpacing(b.DisplayPos / b.LineWidth)
+
+		if hasSpace && b.DisplayPos%b.LineWidth != b.LineWidth-1 {
+			fmt.Print(CursorLeft)
+		}
+	}
+
+	fmt.Print(CursorShow)
+}
+
+func (b *Buffer) Remove() {
+	if b.Buf.Size() > 0 && b.Pos > 0 {
+		if r, ok := b.Buf.Get(b.Pos - 1); ok {
+			rLength := runewidth.RuneWidth(r)
+			hasSpace := b.GetLineSpacing(b.DisplayPos/b.LineWidth - 1)
+
+			if b.DisplayPos%b.LineWidth == 0 {
+				// if the user backspaces over the word boundary, do this magic to clear the line
+				// and move to the end of the previous line
+				fmt.Print(CursorBOL + ClearToEOL + CursorUp + CursorBOL + CursorRightN(b.Width))
+
+				if b.DisplaySize()%b.LineWidth < (b.DisplaySize()-rLength)%b.LineWidth {
+					b.LineHasSpace.Remove(b.DisplayPos/b.LineWidth - 1)
+				}
+
+				if hasSpace {
+					b.DisplayPos -= 1
+					fmt.Print(CursorLeft)
+				}
+
+				if rLength == 2 {
+					fmt.Print(CursorLeft + "  " + CursorLeftN(2))
+				} else {
+					fmt.Print(" " + CursorLeft)
+				}
+			} else if (b.DisplayPos-rLength)%b.LineWidth == 0 && hasSpace {
+				fmt.Print(CursorBOL + ClearToEOL + CursorUp + CursorBOL + CursorRightN(b.Width))
+
+				if b.Pos == b.Buf.Size() {
+					b.LineHasSpace.Remove(b.DisplayPos/b.LineWidth - 1)
+				}
+				b.DisplayPos -= 1
+			} else {
+				fmt.Print(CursorLeftN(rLength))
+				for range rLength {
+					fmt.Print(" ")
+				}
+				fmt.Print(CursorLeftN(rLength))
+			}
+
+			var eraseExtraLine bool
+			if (b.DisplaySize()-1)%b.LineWidth == 0 || (rLength == 2 && ((b.DisplaySize()-2)%b.LineWidth == 0)) || b.DisplaySize()%b.LineWidth == 0 {
+				eraseExtraLine = true
+			}
+
+			b.Pos -= 1
+			b.DisplayPos -= rLength
+			b.Buf.Remove(b.Pos)
+
+			if b.Pos < b.Buf.Size() {
+				b.drawRemaining()
+				// this erases a line which is left over when backspacing in the middle of a line and there
+				// are trailing characters which go over the line width boundary
+				if eraseExtraLine {
+					remainingLines := (b.DisplaySize() - b.DisplayPos) / b.LineWidth
+					fmt.Print(CursorDownN(remainingLines+1) + CursorBOL + ClearToEOL)
+					place := b.DisplayPos % b.LineWidth
+					fmt.Print(CursorUpN(remainingLines+1) + CursorRightN(place+len(b.Prompt.prompt())))
+				}
+			}
+		}
+	}
+}
+
+func (b *Buffer) Delete() {
+	if b.Buf.Size() > 0 && b.Pos < b.Buf.Size() {
+		b.Buf.Remove(b.Pos)
+		b.drawRemaining()
+		if b.DisplaySize()%b.LineWidth == 0 {
+			if b.DisplayPos != b.DisplaySize() {
+				remainingLines := (b.DisplaySize() - b.DisplayPos) / b.LineWidth
+				fmt.Print(CursorDownN(remainingLines) + CursorBOL + ClearToEOL)
+				place := b.DisplayPos % b.LineWidth
+				fmt.Print(CursorUpN(remainingLines) + CursorRightN(place+len(b.Prompt.prompt())))
+			}
+		}
+	}
+}
+
+func (b *Buffer) DeleteBefore() {
+	if b.Pos > 0 {
+		for cnt := b.Pos - 1; cnt >= 0; cnt-- {
+			b.Remove()
+		}
+	}
+}
+
+func (b *Buffer) DeleteRemaining() {
+	if b.DisplaySize() > 0 && b.Pos < b.DisplaySize() {
+		charsToDel := b.Buf.Size() - b.Pos
+		for range charsToDel {
+			b.Delete()
+		}
+	}
+}
+
+func (b *Buffer) DeleteWord() {
+	if b.Buf.Size() > 0 && b.Pos > 0 {
+		var foundNonspace bool
+		for {
+			v, _ := b.Buf.Get(b.Pos - 1)
+			if v == ' ' {
+				if !foundNonspace {
+					b.Remove()
+				} else {
+					break
+				}
+			} else {
+				foundNonspace = true
+				b.Remove()
+			}
+
+			if b.Pos == 0 {
+				break
+			}
+		}
+	}
+}
+
+func (b *Buffer) ClearScreen() {
+	fmt.Print(ClearScreen + CursorReset + b.Prompt.prompt())
+	if b.IsEmpty() {
+		ph := b.Prompt.placeholder()
+		fmt.Print(ColorGrey + ph + CursorLeftN(len(ph)) + ColorDefault)
+	} else {
+		currPos := b.DisplayPos
+		currIndex := b.Pos
+		b.Pos = 0
+		b.DisplayPos = 0
+		b.drawRemaining()
+		fmt.Print(CursorReset + CursorRightN(len(b.Prompt.prompt())))
+		if currPos > 0 {
+			targetLine := currPos / b.LineWidth
+			if targetLine > 0 {
+				for range targetLine {
+					fmt.Print(CursorDown)
+				}
+			}
+			remainder := currPos % b.LineWidth
+			if remainder > 0 {
+				fmt.Print(CursorRightN(remainder))
+			}
+			if currPos%b.LineWidth == 0 {
+				fmt.Print(CursorBOL + b.Prompt.AltPrompt)
+			}
+		}
+		b.Pos = currIndex
+		b.DisplayPos = currPos
+	}
+}
+
+func (b *Buffer) IsEmpty() bool {
+	return b.Buf.Empty()
+}
+
+func (b *Buffer) Replace(r []rune) {
+	b.DisplayPos = 0
+	b.Pos = 0
+	lineNums := b.DisplaySize() / b.LineWidth
+
+	b.Buf.Clear()
+
+	fmt.Print(CursorBOL + ClearToEOL)
+
+	for range lineNums {
+		fmt.Print(CursorUp + CursorBOL + ClearToEOL)
+	}
+
+	fmt.Print(CursorBOL + b.Prompt.prompt())
+
+	for _, c := range r {
+		b.Add(c)
+	}
+}
+
+func (b *Buffer) String() string {
+	return b.StringN(0)
+}
+
+func (b *Buffer) StringN(n int) string {
+	return b.StringNM(n, 0)
+}
+
+func (b *Buffer) StringNM(n, m int) string {
+	var s string
+	if m == 0 {
+		m = b.Buf.Size()
+	}
+	for cnt := n; cnt < m; cnt++ {
+		c, _ := b.Buf.Get(cnt)
+		s += string(c)
+	}
+	return s
+}
diff --git a/readline/errors.go b/readline/errors.go
new file mode 100644
index 0000000..bb3fbd4
--- /dev/null
+++ b/readline/errors.go
@@ -0,0 +1,15 @@
+package readline
+
+import (
+	"errors"
+)
+
+var ErrInterrupt = errors.New("Interrupt")
+
+type InterruptError struct {
+	Line []rune
+}
+
+func (*InterruptError) Error() string {
+	return "Interrupted"
+}
diff --git a/readline/history.go b/readline/history.go
new file mode 100644
index 0000000..bf3cafe
--- /dev/null
+++ b/readline/history.go
@@ -0,0 +1,151 @@
+package readline
+
+import (
+	"bufio"
+	"errors"
+	"fmt"
+	"io"
+	"os"
+	"path/filepath"
+	"strings"
+
+	"github.com/emirpasic/gods/v2/lists/arraylist"
+)
+
+type History struct {
+	Buf      *arraylist.List[string]
+	Autosave bool
+	Pos      int
+	Limit    int
+	Filename string
+	Enabled  bool
+}
+
+func NewHistory() (*History, error) {
+	h := &History{
+		Buf:      arraylist.New[string](),
+		Limit:    100, // resizeme
+		Autosave: true,
+		Enabled:  true,
+	}
+
+	err := h.Init()
+	if err != nil {
+		return nil, err
+	}
+
+	return h, nil
+}
+
+func (h *History) Init() error {
+	home, err := os.UserHomeDir()
+	if err != nil {
+		return err
+	}
+
+	path := filepath.Join(home, ".ollama", "history")
+	if err := os.MkdirAll(filepath.Dir(path), 0o755); err != nil {
+		return err
+	}
+
+	h.Filename = path
+
+	f, err := os.OpenFile(path, os.O_CREATE|os.O_RDONLY, 0o600)
+	if err != nil {
+		if errors.Is(err, os.ErrNotExist) {
+			return nil
+		}
+		return err
+	}
+	defer f.Close()
+
+	r := bufio.NewReader(f)
+	for {
+		line, err := r.ReadString('\n')
+		if err != nil {
+			if errors.Is(err, io.EOF) {
+				break
+			}
+			return err
+		}
+
+		line = strings.TrimSpace(line)
+		if len(line) == 0 {
+			continue
+		}
+
+		h.Add(line)
+	}
+
+	return nil
+}
+
+func (h *History) Add(s string) {
+	h.Buf.Add(s)
+	h.Compact()
+	h.Pos = h.Size()
+	if h.Autosave {
+		_ = h.Save()
+	}
+}
+
+func (h *History) Compact() {
+	s := h.Buf.Size()
+	if s > h.Limit {
+		for range s - h.Limit {
+			h.Buf.Remove(0)
+		}
+	}
+}
+
+func (h *History) Clear() {
+	h.Buf.Clear()
+}
+
+func (h *History) Prev() (line string) {
+	if h.Pos > 0 {
+		h.Pos -= 1
+	}
+	line, _ = h.Buf.Get(h.Pos)
+	return line
+}
+
+func (h *History) Next() (line string) {
+	if h.Pos < h.Buf.Size() {
+		h.Pos += 1
+		line, _ = h.Buf.Get(h.Pos)
+	}
+	return line
+}
+
+func (h *History) Size() int {
+	return h.Buf.Size()
+}
+
+func (h *History) Save() error {
+	if !h.Enabled {
+		return nil
+	}
+
+	tmpFile := h.Filename + ".tmp"
+
+	f, err := os.OpenFile(tmpFile, os.O_CREATE|os.O_WRONLY|os.O_TRUNC|os.O_APPEND, 0o600)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+
+	buf := bufio.NewWriter(f)
+	for cnt := range h.Size() {
+		line, _ := h.Buf.Get(cnt)
+		fmt.Fprintln(buf, line)
+	}
+	buf.Flush()
+	f.Close()
+
+	if err = os.Rename(tmpFile, h.Filename); err != nil {
+		return err
+	}
+
+	return nil
+}
diff --git a/readline/readline.go b/readline/readline.go
new file mode 100644
index 0000000..9252f32
--- /dev/null
+++ b/readline/readline.go
@@ -0,0 +1,299 @@
+package readline
+
+import (
+	"bufio"
+	"fmt"
+	"io"
+	"os"
+)
+
+type Prompt struct {
+	Prompt         string
+	AltPrompt      string
+	Placeholder    string
+	AltPlaceholder string
+	UseAlt         bool
+}
+
+func (p *Prompt) prompt() string {
+	if p.UseAlt {
+		return p.AltPrompt
+	}
+	return p.Prompt
+}
+
+func (p *Prompt) placeholder() string {
+	if p.UseAlt {
+		return p.AltPlaceholder
+	}
+	return p.Placeholder
+}
+
+type Terminal struct {
+	outchan chan rune
+	rawmode bool
+	termios any
+}
+
+type Instance struct {
+	Prompt   *Prompt
+	Terminal *Terminal
+	History  *History
+	Pasting  bool
+}
+
+func New(prompt Prompt) (*Instance, error) {
+	term, err := NewTerminal()
+	if err != nil {
+		return nil, err
+	}
+
+	history, err := NewHistory()
+	if err != nil {
+		return nil, err
+	}
+
+	return &Instance{
+		Prompt:   &prompt,
+		Terminal: term,
+		History:  history,
+	}, nil
+}
+
+func (i *Instance) Readline() (string, error) {
+	if !i.Terminal.rawmode {
+		fd := os.Stdin.Fd()
+		termios, err := SetRawMode(fd)
+		if err != nil {
+			return "", err
+		}
+		i.Terminal.rawmode = true
+		i.Terminal.termios = termios
+	}
+
+	prompt := i.Prompt.prompt()
+	if i.Pasting {
+		// force alt prompt when pasting
+		prompt = i.Prompt.AltPrompt
+	}
+	fmt.Print(prompt)
+
+	defer func() {
+		fd := os.Stdin.Fd()
+		//nolint:errcheck
+		UnsetRawMode(fd, i.Terminal.termios)
+		i.Terminal.rawmode = false
+	}()
+
+	buf, _ := NewBuffer(i.Prompt)
+
+	var esc bool
+	var escex bool
+	var metaDel bool
+
+	var currentLineBuf []rune
+
+	for {
+		// don't show placeholder when pasting unless we're in multiline mode
+		showPlaceholder := !i.Pasting || i.Prompt.UseAlt
+		if buf.IsEmpty() && showPlaceholder {
+			ph := i.Prompt.placeholder()
+			fmt.Print(ColorGrey + ph + CursorLeftN(len(ph)) + ColorDefault)
+		}
+
+		r, err := i.Terminal.Read()
+
+		if buf.IsEmpty() {
+			fmt.Print(ClearToEOL)
+		}
+
+		if err != nil {
+			return "", io.EOF
+		}
+
+		if escex {
+			escex = false
+
+			switch r {
+			case KeyUp:
+				i.historyPrev(buf, &currentLineBuf)
+			case KeyDown:
+				i.historyNext(buf, &currentLineBuf)
+			case KeyLeft:
+				buf.MoveLeft()
+			case KeyRight:
+				buf.MoveRight()
+			case CharBracketedPaste:
+				var code string
+				for range 3 {
+					r, err = i.Terminal.Read()
+					if err != nil {
+						return "", io.EOF
+					}
+
+					code += string(r)
+				}
+				if code == CharBracketedPasteStart {
+					i.Pasting = true
+				} else if code == CharBracketedPasteEnd {
+					i.Pasting = false
+				}
+			case KeyDel:
+				if buf.DisplaySize() > 0 {
+					buf.Delete()
+				}
+				metaDel = true
+			case MetaStart:
+				buf.MoveToStart()
+			case MetaEnd:
+				buf.MoveToEnd()
+			default:
+				// skip any keys we don't know about
+				continue
+			}
+			continue
+		} else if esc {
+			esc = false
+
+			switch r {
+			case 'b':
+				buf.MoveLeftWord()
+			case 'f':
+				buf.MoveRightWord()
+			case CharBackspace:
+				buf.DeleteWord()
+			case CharEscapeEx:
+				escex = true
+			}
+			continue
+		}
+
+		switch r {
+		case CharNull:
+			continue
+		case CharEsc:
+			esc = true
+		case CharInterrupt:
+			return "", ErrInterrupt
+		case CharPrev:
+			i.historyPrev(buf, &currentLineBuf)
+		case CharNext:
+			i.historyNext(buf, &currentLineBuf)
+		case CharLineStart:
+			buf.MoveToStart()
+		case CharLineEnd:
+			buf.MoveToEnd()
+		case CharBackward:
+			buf.MoveLeft()
+		case CharForward:
+			buf.MoveRight()
+		case CharBackspace, CharCtrlH:
+			buf.Remove()
+		case CharTab:
+			// todo: convert back to real tabs
+			for range 8 {
+				buf.Add(' ')
+			}
+		case CharDelete:
+			if buf.DisplaySize() > 0 {
+				buf.Delete()
+			} else {
+				return "", io.EOF
+			}
+		case CharKill:
+			buf.DeleteRemaining()
+		case CharCtrlU:
+			buf.DeleteBefore()
+		case CharCtrlL:
+			buf.ClearScreen()
+		case CharCtrlW:
+			buf.DeleteWord()
+		case CharCtrlZ:
+			fd := os.Stdin.Fd()
+			return handleCharCtrlZ(fd, i.Terminal.termios)
+		case CharEnter, CharCtrlJ:
+			output := buf.String()
+			if output != "" {
+				i.History.Add(output)
+			}
+			buf.MoveToEnd()
+			fmt.Println()
+
+			return output, nil
+		default:
+			if metaDel {
+				metaDel = false
+				continue
+			}
+			if r >= CharSpace || r == CharEnter || r == CharCtrlJ {
+				buf.Add(r)
+			}
+		}
+	}
+}
+
+func (i *Instance) HistoryEnable() {
+	i.History.Enabled = true
+}
+
+func (i *Instance) HistoryDisable() {
+	i.History.Enabled = false
+}
+
+func (i *Instance) historyPrev(buf *Buffer, currentLineBuf *[]rune) {
+	if i.History.Pos > 0 {
+		if i.History.Pos == i.History.Size() {
+			*currentLineBuf = []rune(buf.String())
+		}
+		buf.Replace([]rune(i.History.Prev()))
+	}
+}
+
+func (i *Instance) historyNext(buf *Buffer, currentLineBuf *[]rune) {
+	if i.History.Pos < i.History.Size() {
+		buf.Replace([]rune(i.History.Next()))
+		if i.History.Pos == i.History.Size() {
+			buf.Replace(*currentLineBuf)
+		}
+	}
+}
+
+func NewTerminal() (*Terminal, error) {
+	fd := os.Stdin.Fd()
+	termios, err := SetRawMode(fd)
+	if err != nil {
+		return nil, err
+	}
+
+	t := &Terminal{
+		outchan: make(chan rune),
+		rawmode: true,
+		termios: termios,
+	}
+
+	go t.ioloop()
+
+	return t, nil
+}
+
+func (t *Terminal) ioloop() {
+	buf := bufio.NewReader(os.Stdin)
+
+	for {
+		r, _, err := buf.ReadRune()
+		if err != nil {
+			close(t.outchan)
+			break
+		}
+		t.outchan <- r
+	}
+}
+
+func (t *Terminal) Read() (rune, error) {
+	r, ok := <-t.outchan
+	if !ok {
+		return 0, io.EOF
+	}
+
+	return r, nil
+}
diff --git a/readline/readline_unix.go b/readline/readline_unix.go
new file mode 100644
index 0000000..d48b917
--- /dev/null
+++ b/readline/readline_unix.go
@@ -0,0 +1,19 @@
+//go:build !windows
+
+package readline
+
+import (
+	"syscall"
+)
+
+func handleCharCtrlZ(fd uintptr, termios any) (string, error) {
+	t := termios.(*Termios)
+	if err := UnsetRawMode(fd, t); err != nil {
+		return "", err
+	}
+
+	_ = syscall.Kill(0, syscall.SIGSTOP)
+
+	// on resume...
+	return "", nil
+}
diff --git a/readline/readline_windows.go b/readline/readline_windows.go
new file mode 100644
index 0000000..a131d0e
--- /dev/null
+++ b/readline/readline_windows.go
@@ -0,0 +1,6 @@
+package readline
+
+func handleCharCtrlZ(fd uintptr, state any) (string, error) {
+	// not supported
+	return "", nil
+}
diff --git a/readline/term.go b/readline/term.go
new file mode 100644
index 0000000..5584cd2
--- /dev/null
+++ b/readline/term.go
@@ -0,0 +1,37 @@
+//go:build aix || darwin || dragonfly || freebsd || (linux && !appengine) || netbsd || openbsd || os400 || solaris
+
+package readline
+
+import (
+	"syscall"
+)
+
+type Termios syscall.Termios
+
+func SetRawMode(fd uintptr) (*Termios, error) {
+	termios, err := getTermios(fd)
+	if err != nil {
+		return nil, err
+	}
+
+	newTermios := *termios
+	newTermios.Iflag &^= syscall.IGNBRK | syscall.BRKINT | syscall.PARMRK | syscall.ISTRIP | syscall.INLCR | syscall.IGNCR | syscall.ICRNL | syscall.IXON
+	newTermios.Lflag &^= syscall.ECHO | syscall.ECHONL | syscall.ICANON | syscall.ISIG | syscall.IEXTEN
+	newTermios.Cflag &^= syscall.CSIZE | syscall.PARENB
+	newTermios.Cflag |= syscall.CS8
+	newTermios.Cc[syscall.VMIN] = 1
+	newTermios.Cc[syscall.VTIME] = 0
+
+	return termios, setTermios(fd, &newTermios)
+}
+
+func UnsetRawMode(fd uintptr, termios any) error {
+	t := termios.(*Termios)
+	return setTermios(fd, t)
+}
+
+// IsTerminal returns true if the given file descriptor is a terminal.
+func IsTerminal(fd uintptr) bool {
+	_, err := getTermios(fd)
+	return err == nil
+}
diff --git a/readline/term_bsd.go b/readline/term_bsd.go
new file mode 100644
index 0000000..80bee6b
--- /dev/null
+++ b/readline/term_bsd.go
@@ -0,0 +1,25 @@
+//go:build darwin || freebsd || netbsd || openbsd
+
+package readline
+
+import (
+	"syscall"
+	"unsafe"
+)
+
+func getTermios(fd uintptr) (*Termios, error) {
+	termios := new(Termios)
+	_, _, err := syscall.Syscall6(syscall.SYS_IOCTL, fd, syscall.TIOCGETA, uintptr(unsafe.Pointer(termios)), 0, 0, 0)
+	if err != 0 {
+		return nil, err
+	}
+	return termios, nil
+}
+
+func setTermios(fd uintptr, termios *Termios) error {
+	_, _, err := syscall.Syscall6(syscall.SYS_IOCTL, fd, syscall.TIOCSETA, uintptr(unsafe.Pointer(termios)), 0, 0, 0)
+	if err != 0 {
+		return err
+	}
+	return nil
+}
diff --git a/readline/term_linux.go b/readline/term_linux.go
new file mode 100644
index 0000000..e9e36da
--- /dev/null
+++ b/readline/term_linux.go
@@ -0,0 +1,30 @@
+//go:build linux || solaris
+
+package readline
+
+import (
+	"syscall"
+	"unsafe"
+)
+
+const (
+	tcgets = 0x5401
+	tcsets = 0x5402
+)
+
+func getTermios(fd uintptr) (*Termios, error) {
+	termios := new(Termios)
+	_, _, err := syscall.Syscall6(syscall.SYS_IOCTL, fd, tcgets, uintptr(unsafe.Pointer(termios)), 0, 0, 0)
+	if err != 0 {
+		return nil, err
+	}
+	return termios, nil
+}
+
+func setTermios(fd uintptr, termios *Termios) error {
+	_, _, err := syscall.Syscall6(syscall.SYS_IOCTL, fd, tcsets, uintptr(unsafe.Pointer(termios)), 0, 0, 0)
+	if err != 0 {
+		return err
+	}
+	return nil
+}
diff --git a/readline/term_windows.go b/readline/term_windows.go
new file mode 100644
index 0000000..3b35149
--- /dev/null
+++ b/readline/term_windows.go
@@ -0,0 +1,38 @@
+package readline
+
+import (
+	"golang.org/x/sys/windows"
+)
+
+type State struct {
+	mode uint32
+}
+
+// IsTerminal checks if the given file descriptor is associated with a terminal
+func IsTerminal(fd uintptr) bool {
+	var st uint32
+	err := windows.GetConsoleMode(windows.Handle(fd), &st)
+	return err == nil
+}
+
+func SetRawMode(fd uintptr) (*State, error) {
+	var st uint32
+	if err := windows.GetConsoleMode(windows.Handle(fd), &st); err != nil {
+		return nil, err
+	}
+
+	// this enables raw mode by turning off various flags in the console mode: https://pkg.go.dev/golang.org/x/sys/windows#pkg-constants
+	raw := st &^ (windows.ENABLE_ECHO_INPUT | windows.ENABLE_PROCESSED_INPUT | windows.ENABLE_LINE_INPUT | windows.ENABLE_PROCESSED_OUTPUT)
+
+	// turn on ENABLE_VIRTUAL_TERMINAL_INPUT to enable escape sequences
+	raw |= windows.ENABLE_VIRTUAL_TERMINAL_INPUT
+	if err := windows.SetConsoleMode(windows.Handle(fd), raw); err != nil {
+		return nil, err
+	}
+	return &State{st}, nil
+}
+
+func UnsetRawMode(fd uintptr, state any) error {
+	s := state.(*State)
+	return windows.SetConsoleMode(windows.Handle(fd), s.mode)
+}
diff --git a/readline/types.go b/readline/types.go
new file mode 100644
index 0000000..e136d99
--- /dev/null
+++ b/readline/types.go
@@ -0,0 +1,95 @@
+package readline
+
+import "strconv"
+
+const (
+	CharNull      = 0
+	CharLineStart = 1
+	CharBackward  = 2
+	CharInterrupt = 3
+	CharDelete    = 4
+	CharLineEnd   = 5
+	CharForward   = 6
+	CharBell      = 7
+	CharCtrlH     = 8
+	CharTab       = 9
+	CharCtrlJ     = 10
+	CharKill      = 11
+	CharCtrlL     = 12
+	CharEnter     = 13
+	CharNext      = 14
+	CharPrev      = 16
+	CharBckSearch = 18
+	CharFwdSearch = 19
+	CharTranspose = 20
+	CharCtrlU     = 21
+	CharCtrlW     = 23
+	CharCtrlY     = 25
+	CharCtrlZ     = 26
+	CharEsc       = 27
+	CharSpace     = 32
+	CharEscapeEx  = 91
+	CharBackspace = 127
+)
+
+const (
+	KeyDel    = 51
+	KeyUp     = 65
+	KeyDown   = 66
+	KeyRight  = 67
+	KeyLeft   = 68
+	MetaEnd   = 70
+	MetaStart = 72
+)
+
+const (
+	Esc = "\x1b"
+
+	CursorSave    = Esc + "[s"
+	CursorRestore = Esc + "[u"
+
+	CursorEOL  = Esc + "[E"
+	CursorBOL  = Esc + "[1G"
+	CursorHide = Esc + "[?25l"
+	CursorShow = Esc + "[?25h"
+
+	ClearToEOL  = Esc + "[K"
+	ClearLine   = Esc + "[2K"
+	ClearScreen = Esc + "[2J"
+	CursorReset = Esc + "[0;0f"
+
+	ColorGrey    = Esc + "[38;5;245m"
+	ColorDefault = Esc + "[0m"
+
+	StartBracketedPaste = Esc + "[?2004h"
+	EndBracketedPaste   = Esc + "[?2004l"
+)
+
+func CursorUpN(n int) string {
+	return Esc + "[" + strconv.Itoa(n) + "A"
+}
+
+func CursorDownN(n int) string {
+	return Esc + "[" + strconv.Itoa(n) + "B"
+}
+
+func CursorRightN(n int) string {
+	return Esc + "[" + strconv.Itoa(n) + "C"
+}
+
+func CursorLeftN(n int) string {
+	return Esc + "[" + strconv.Itoa(n) + "D"
+}
+
+var (
+	CursorUp    = CursorUpN(1)
+	CursorDown  = CursorDownN(1)
+	CursorRight = CursorRightN(1)
+	CursorLeft  = CursorLeftN(1)
+)
+
+const (
+	CharBracketedPaste      = 50
+	CharBracketedPasteStart = "00~"
+	CharBracketedPasteEnd   = "01~"
+)
diff --git a/runner/README.md b/runner/README.md
new file mode 100644
index 0000000..80ffda8
--- /dev/null
+++ b/runner/README.md
@@ -0,0 +1,21 @@
+# `runner`
+
+> Note: this is a work in progress
+
+A minimial runner for loading a model and running inference via a http web server.
+
+```shell
+./runner -model <model binary>
+```
+
+### Completion
+
+```shell
+curl -X POST -H "Content-Type: application/json" -d '{"prompt": "hi"}' http://localhost:8080/completion
+```
+
+### Embeddings
+
+```shell
+curl -X POST -H "Content-Type: application/json" -d '{"prompt": "turn me into an embedding"}' http://localhost:8080/embedding
+```
diff --git a/runner/common/stop.go b/runner/common/stop.go
new file mode 100644
index 0000000..3f27a28
--- /dev/null
+++ b/runner/common/stop.go
@@ -0,0 +1,96 @@
+package common
+
+import (
+	"strings"
+)
+
+func FindStop(sequence string, stops []string) (bool, string) {
+	for _, stop := range stops {
+		if strings.Contains(sequence, stop) {
+			return true, stop
+		}
+	}
+
+	return false, ""
+}
+
+func ContainsStopSuffix(sequence string, stops []string) bool {
+	for _, stop := range stops {
+		for i := 1; i <= len(stop); i++ {
+			if strings.HasSuffix(sequence, stop[:i]) {
+				return true
+			}
+		}
+	}
+
+	return false
+}
+
+// truncateStop removes the provided stop string from pieces,
+// returning the partial pieces with stop removed, including truncating
+// the last piece if required (and signalling if this was the case)
+func TruncateStop(pieces []string, stop string) ([]string, bool) {
+	joined := strings.Join(pieces, "")
+
+	index := strings.Index(joined, stop)
+	if index == -1 {
+		return pieces, false
+	}
+
+	joined = joined[:index]
+
+	// Split truncated string back into pieces of original lengths
+	lengths := make([]int, len(pieces))
+	for i, piece := range pieces {
+		lengths[i] = len(piece)
+	}
+
+	var result []string
+	tokenTruncated := false
+	start := 0
+	for _, length := range lengths {
+		if start >= len(joined) {
+			break
+		}
+
+		end := start + length
+		if end > len(joined) {
+			end = len(joined)
+			tokenTruncated = true
+		}
+		result = append(result, joined[start:end])
+		start = end
+	}
+
+	return result, tokenTruncated
+}
+
+func IncompleteUnicode(token string) bool {
+	incomplete := false
+
+	// check if there is incomplete UTF-8 character at the end
+	for i := 1; i < 5 && i <= len(token); i++ {
+		c := token[len(token)-i]
+
+		if (c & 0xc0) == 0x80 {
+			// continuation byte: 10xxxxxx
+			continue
+		}
+
+		if (c & 0xe0) == 0xc0 {
+			// 2-byte character: 110xxxxx ...
+			incomplete = i < 2
+		} else if (c & 0xf0) == 0xe0 {
+			// 3-byte character: 1110xxxx ...
+			incomplete = i < 3
+		} else if (c & 0xf8) == 0xf0 {
+			// 4-byte character: 11110xxx ...
+			incomplete = i < 4
+		}
+
+		// else 1-byte character or invalid byte
+		break
+	}
+
+	return incomplete
+}
diff --git a/runner/common/stop_test.go b/runner/common/stop_test.go
new file mode 100644
index 0000000..8df267e
--- /dev/null
+++ b/runner/common/stop_test.go
@@ -0,0 +1,129 @@
+package common
+
+import (
+	"reflect"
+	"testing"
+)
+
+func TestTruncateStop(t *testing.T) {
+	tests := []struct {
+		name          string
+		pieces        []string
+		stop          string
+		expected      []string
+		expectedTrunc bool
+	}{
+		{
+			name:          "Single word",
+			pieces:        []string{"hello", "world"},
+			stop:          "world",
+			expected:      []string{"hello"},
+			expectedTrunc: false,
+		},
+		{
+			name:          "Partial",
+			pieces:        []string{"hello", "wor"},
+			stop:          "or",
+			expected:      []string{"hello", "w"},
+			expectedTrunc: true,
+		},
+		{
+			name:          "Suffix",
+			pieces:        []string{"Hello", " there", "!"},
+			stop:          "!",
+			expected:      []string{"Hello", " there"},
+			expectedTrunc: false,
+		},
+		{
+			name:          "Suffix partial",
+			pieces:        []string{"Hello", " the", "re!"},
+			stop:          "there!",
+			expected:      []string{"Hello", " "},
+			expectedTrunc: true,
+		},
+		{
+			name:          "Middle",
+			pieces:        []string{"hello", " wor"},
+			stop:          "llo w",
+			expected:      []string{"he"},
+			expectedTrunc: true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result, resultTrunc := TruncateStop(tt.pieces, tt.stop)
+			if !reflect.DeepEqual(result, tt.expected) || resultTrunc != tt.expectedTrunc {
+				t.Errorf("truncateStop(%v, %s): have %v (%v); want %v (%v)", tt.pieces, tt.stop, result, resultTrunc, tt.expected, tt.expectedTrunc)
+			}
+		})
+	}
+}
+
+func TestIncompleteUnicode(t *testing.T) {
+	tests := []struct {
+		name     string
+		input    string
+		expected bool
+	}{
+		{
+			name:     "Basic",
+			input:    "hi",
+			expected: false,
+		},
+		{
+			name:     "Two byte",
+			input:    "hi" + string([]byte{0xc2, 0xa3}),
+			expected: false,
+		},
+		{
+			name:     "Two byte - missing last",
+			input:    "hi" + string([]byte{0xc2}),
+			expected: true,
+		},
+		{
+			name:     "Three byte",
+			input:    "hi" + string([]byte{0xe0, 0xA0, 0x80}),
+			expected: false,
+		},
+		{
+			name:     "Three byte - missing last",
+			input:    "hi" + string([]byte{0xe0, 0xA0}),
+			expected: true,
+		},
+		{
+			name:     "Three byte - missing last 2",
+			input:    "hi" + string([]byte{0xe0}),
+			expected: true,
+		},
+		{
+			name:     "Four byte",
+			input:    "hi" + string([]byte{0xf0, 0x92, 0x8a, 0xb7}),
+			expected: false,
+		},
+		{
+			name:     "Four byte - missing last",
+			input:    "hi" + string([]byte{0xf0, 0x92, 0x8a}),
+			expected: true,
+		},
+		{
+			name:     "Four byte - missing last 2",
+			input:    "hi" + string([]byte{0xf0, 0x92}),
+			expected: true,
+		},
+		{
+			name:     "Four byte - missing last 3",
+			input:    "hi" + string([]byte{0xf0}),
+			expected: true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := IncompleteUnicode(tt.input)
+			if result != tt.expected {
+				t.Errorf("incompleteUnicode(%s): have %v; want %v", tt.input, result, tt.expected)
+			}
+		})
+	}
+}
diff --git a/runner/llamarunner/cache.go b/runner/llamarunner/cache.go
new file mode 100644
index 0000000..2e273e6
--- /dev/null
+++ b/runner/llamarunner/cache.go
@@ -0,0 +1,281 @@
+package llamarunner
+
+import (
+	"errors"
+	"fmt"
+	"log/slog"
+	"reflect"
+	"time"
+
+	"github.com/ollama/ollama/llama"
+)
+
+type InputCache struct {
+	// context window size (per slot)
+	numCtx int
+
+	// individual KV caches
+	slots []InputCacheSlot
+
+	// optimize cache eviction for multiple users
+	multiUserCache bool
+
+	lc *llama.Context
+}
+
+func NewInputCache(lc *llama.Context, kvSize int, numSlots int, multiUserCache bool) (*InputCache, error) {
+	if kvSize/numSlots < 1 {
+		return nil, fmt.Errorf("must have at least one kv cache entry per parallel sequence (kv: %v parallel: %v)", kvSize, numSlots)
+	}
+
+	slots := make([]InputCacheSlot, numSlots)
+
+	for i := range slots {
+		slots[i] = InputCacheSlot{
+			Id:     i,
+			Inputs: make([]input, 0),
+		}
+	}
+
+	return &InputCache{
+		numCtx:         kvSize / numSlots,
+		slots:          slots,
+		multiUserCache: multiUserCache,
+		lc:             lc,
+	}, nil
+}
+
+// Locking: Operations on InputCacheSlot (including finding one
+// through LoadCacheSlot) require a lock to be be held that serializes
+// these operations with each other and llama.Decode
+
+type InputCacheSlot struct {
+	// Index in the KV cache
+	Id int
+
+	// Inputs that are stored in the KV cache
+	Inputs []input
+
+	// is this cache actively being processed as part of a sequence?
+	InUse bool
+
+	// last time this cache was used (as of start of processing)
+	lastUsed time.Time
+}
+
+func (c *InputCache) LoadCacheSlot(prompt []input, cachePrompt bool) (*InputCacheSlot, []input, error) {
+	var slot *InputCacheSlot
+	var numPast int
+	var err error
+
+	// In single-user scenarios, the longest cache slot works fine for getting good input
+	// cache hit rates and it reuses the same VRAM over and over again, which is good for
+	// GPU performance in situations where we miss the input cache.
+	// For multiple users, the "best" cache slot produces better input cache hit rates
+	// at the cost of worse performance when we miss the input cache (because it causes
+	// GPU L2 cache misses due to spreading out accesses across VRAM).
+	if !c.multiUserCache {
+		slot, numPast, err = c.findLongestCacheSlot(prompt)
+	} else {
+		slot, numPast, err = c.findBestCacheSlot(prompt)
+	}
+	if err != nil {
+		return nil, nil, err
+	}
+
+	if !cachePrompt {
+		numPast = 0
+	}
+
+	slot.InUse = true
+	slot.lastUsed = time.Now()
+
+	if numPast == len(prompt) {
+		// Leave one input to sample so we can get a response
+		numPast--
+	}
+
+	if !c.lc.KvCacheSeqRm(slot.Id, numPast, -1) {
+		// Some models don't support partial erasure
+		c.lc.KvCacheSeqRm(slot.Id, 0, -1)
+		numPast = 0
+	}
+
+	slog.Debug("loading cache slot", "id", slot.Id, "cache", len(slot.Inputs), "prompt", len(prompt),
+		"used", numPast, "remaining", len(prompt)-numPast)
+
+	slot.Inputs = prompt[:numPast]
+	prompt = prompt[numPast:]
+
+	return slot, prompt, nil
+}
+
+func (c *InputCache) findLongestCacheSlot(prompt []input) (*InputCacheSlot, int, error) {
+	longest := -1
+	var longestSlot *InputCacheSlot
+
+	for i, s := range c.slots {
+		if s.InUse {
+			continue
+		}
+
+		count := countCommonPrefix(s.Inputs, prompt)
+		if count > longest {
+			longest = count
+			longestSlot = &c.slots[i]
+		}
+	}
+
+	if longestSlot == nil {
+		return nil, 0, errors.New("no available cache slots")
+	}
+
+	return longestSlot, longest, nil
+}
+
+func (c *InputCache) findBestCacheSlot(prompt []input) (*InputCacheSlot, int, error) {
+	oldest := time.Now()
+	var oldestSlot *InputCacheSlot
+
+	longest := -1
+	var longestSlot *InputCacheSlot
+
+	for i, s := range c.slots {
+		count := countCommonPrefix(s.Inputs, prompt)
+		if count > longest {
+			longest = count
+			longestSlot = &c.slots[i]
+		}
+
+		if s.lastUsed.Compare(oldest) < 0 && !s.InUse {
+			oldest = s.lastUsed
+			oldestSlot = &c.slots[i]
+		}
+	}
+
+	if longest == len(longestSlot.Inputs) && !longestSlot.InUse {
+		return longestSlot, longest, nil
+	}
+
+	if oldestSlot.InUse {
+		return nil, 0, errors.New("no available cache slots")
+	}
+
+	if len(oldestSlot.Inputs) != 0 {
+		slog.Debug("evicting cache slot", "id", oldestSlot.Id, "inputs", len(oldestSlot.Inputs),
+			"used", oldestSlot.lastUsed)
+	}
+
+	if longest > 0 && longestSlot != oldestSlot {
+		slog.Debug("forking cache slot", "src", longestSlot.Id, "dst", oldestSlot.Id, "inputs", longest, "total",
+			len(longestSlot.Inputs))
+		oldestSlot.Inputs = make([]input, longest)
+		copy(oldestSlot.Inputs, longestSlot.Inputs[:longest])
+		// This is only nil for unit tests
+		if c.lc != nil {
+			c.lc.KvCacheSeqRm(oldestSlot.Id, 0, -1)
+			c.lc.KvCacheSeqCp(longestSlot.Id, oldestSlot.Id, 0, longest)
+		}
+	}
+
+	return oldestSlot, longest, nil
+}
+
+func countCommonPrefix(a []input, b []input) int {
+	var count int
+
+	for i := range a {
+		if i >= len(b) {
+			break
+		}
+
+		if !reflect.DeepEqual(a[i], b[i]) {
+			break
+		}
+
+		count++
+	}
+
+	return count
+}
+
+func (c *InputCache) ShiftDiscard(inputLen int, numKeep int) int {
+	targetFree := (c.numCtx - numKeep) / 2
+	targetFree = max(targetFree, 1)
+
+	currentFree := c.numCtx - inputLen
+	discard := targetFree - currentFree
+
+	if discard < 0 {
+		discard = 0
+	}
+
+	return discard
+}
+
+type ErrReprocessInputs struct {
+	Inputs []input
+}
+
+func (e *ErrReprocessInputs) Error() string {
+	return fmt.Sprintf("kv cache shift not supported, inputs need reprocessing (input count: %v)", len(e.Inputs))
+}
+
+// ShiftCacheSlot frees up space in the KV cache by deleting the oldest half of history
+// and shifting the newest half into that space (saving numKeep inputs at the beginning).
+//
+// Assumes that at least 1 entry can be freed up by shifting (i.e. numKeep < numCtx)
+func (c *InputCache) ShiftCacheSlot(slot *InputCacheSlot, numKeep int) error {
+	if numKeep >= c.numCtx {
+		return fmt.Errorf("unable to shift context - keep exceeds context (keep: %v context: %v)", numKeep, c.numCtx)
+	}
+
+	inputLen := len(slot.Inputs)
+	discard := c.ShiftDiscard(inputLen, numKeep)
+
+	if discard <= 0 {
+		return nil
+	}
+
+	slog.Debug("context limit hit - shifting", "id", slot.Id, "limit", c.numCtx, "input", len(slot.Inputs),
+		"keep", numKeep, "discard", discard)
+
+	var shiftFailed bool
+
+	if c.lc.KvCacheCanShift() {
+		// For models that support shifting, attempt to shift the KV cache
+		if !c.lc.KvCacheSeqRm(slot.Id, numKeep, numKeep+discard) {
+			shiftFailed = true
+			slog.Debug("kv cache removal not supported, clearing cache and returning inputs for reprocessing", "id", slot.Id)
+		} else {
+			c.lc.KvCacheSeqAdd(slot.Id, numKeep+discard, inputLen, -discard)
+		}
+	} else {
+		// For models that don't support shifting
+		shiftFailed = true
+		slog.Debug("kv cache cannot shift, clearing cache and returning inputs for reprocessing", "id", slot.Id)
+	}
+
+	if shiftFailed {
+		// Create new input slice with preserved tokens (numKeep + remaining tokens after discard)
+		newInputs := make([]input, numKeep+inputLen-(numKeep+discard))
+		copy(newInputs[:numKeep], slot.Inputs[:numKeep])
+		copy(newInputs[numKeep:], slot.Inputs[numKeep+discard:])
+
+		// Clear the entire KV cache
+		_ = c.lc.KvCacheSeqRm(slot.Id, 0, -1)
+		// Reset the slot inputs since we've cleared the cache
+		slot.Inputs = []input{}
+
+		// Return error with inputs that need to be reprocessed
+		return &ErrReprocessInputs{Inputs: newInputs}
+	}
+
+	// Standard shift succeeded - update input array
+	for i := numKeep + discard; i < inputLen; i++ {
+		slot.Inputs[i-discard] = slot.Inputs[i]
+	}
+	slot.Inputs = slot.Inputs[:inputLen-discard]
+
+	return nil
+}
diff --git a/runner/llamarunner/cache_test.go b/runner/llamarunner/cache_test.go
new file mode 100644
index 0000000..c0656dd
--- /dev/null
+++ b/runner/llamarunner/cache_test.go
@@ -0,0 +1,292 @@
+package llamarunner
+
+import (
+	"testing"
+	"time"
+)
+
+func TestCountCommon(t *testing.T) {
+	tests := []struct {
+		name     string
+		t1       []input
+		t2       []input
+		expected int
+	}{
+		{
+			name:     "Equal",
+			t1:       []input{{token: 1}, {token: 2}, {token: 3}},
+			t2:       []input{{token: 1}, {token: 2}, {token: 3}},
+			expected: 3,
+		},
+		{
+			name:     "Prefix",
+			t1:       []input{{token: 1}},
+			t2:       []input{{token: 1}, {token: 2}, {token: 3}},
+			expected: 1,
+		},
+		{
+			name:     "Embeddings Prefix",
+			t1:       []input{{embed: []float32{0.1, 0.2, 0.3}}},
+			t2:       []input{{embed: []float32{0.1, 0.2, 0.3}}, {embed: []float32{0.4, 0.5, 0.6}}, {embed: []float32{0.7}}},
+			expected: 1,
+		},
+		{
+			name:     "Embeddings Prefix Partial",
+			t1:       []input{{embed: []float32{0.1, 0.2, 0.3}}},
+			t2:       []input{{embed: []float32{0.1, 0.2}}, {embed: []float32{0.4, 0.5, 0.6}}, {embed: []float32{0.7}}},
+			expected: 0,
+		},
+		{
+			name:     "Mixed",
+			t1:       []input{{token: 1}, {embed: []float32{0.2, 0.3, 0.4}}},
+			t2:       []input{{token: 1}, {embed: []float32{0.2, 0.3, 0.4}}, {token: 5}},
+			expected: 2,
+		},
+		{
+			name:     "Empty",
+			t1:       []input{},
+			t2:       []input{{token: 1}, {token: 2}, {token: 3}},
+			expected: 0,
+		},
+		{
+			name:     "Both Empty",
+			t1:       []input{},
+			t2:       []input{},
+			expected: 0,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := countCommonPrefix(tt.t1, tt.t2)
+			if result != tt.expected {
+				t.Errorf("countCommonPrefix(%v, %v): have %v; want %v", tt.t1, tt.t2, result, tt.expected)
+			}
+		})
+	}
+}
+
+func TestFindCacheSlot(t *testing.T) {
+	type expected struct {
+		result int
+		len    int
+	}
+
+	tests := []struct {
+		name    string
+		cache   InputCache
+		prompt  []input
+		longest expected
+		best    expected
+	}{
+		{
+			name: "Empty",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input{},
+					InUse:    false,
+					lastUsed: time.Time{},
+				},
+				{
+					Id:       1,
+					Inputs:   []input{},
+					InUse:    false,
+					lastUsed: time.Time{},
+				},
+			}},
+			prompt:  []input{{token: 1}},
+			longest: expected{result: 0, len: 0},
+			best:    expected{result: 0, len: 0},
+		},
+		{
+			name: "Extend",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input{{token: 1}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-time.Second),
+				},
+				{
+					Id:       1,
+					Inputs:   []input{{token: 1}, {token: 2}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-2 * time.Second),
+				},
+			}},
+			prompt:  []input{{token: 1}, {token: 2}},
+			longest: expected{result: 1, len: 2},
+			best:    expected{result: 1, len: 2},
+		},
+		{
+			name: "New",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input{{token: 1}, {token: 2}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-time.Second),
+				},
+				{
+					Id:       1,
+					Inputs:   []input{},
+					InUse:    false,
+					lastUsed: time.Time{},
+				},
+			}},
+			prompt:  []input{{token: 2}},
+			longest: expected{result: 0, len: 0},
+			best:    expected{result: 1, len: 0},
+		},
+		{
+			name: "Fork",
+			cache: InputCache{
+				slots: []InputCacheSlot{
+					{
+						Id:       0,
+						Inputs:   []input{{token: 1}, {token: 2}},
+						InUse:    false,
+						lastUsed: time.Now().Add(-time.Second),
+					},
+					{
+						Id:       1,
+						Inputs:   []input{},
+						InUse:    false,
+						lastUsed: time.Time{},
+					},
+				},
+			},
+			prompt:  []input{{token: 1}},
+			longest: expected{result: 0, len: 1},
+			best:    expected{result: 1, len: 1},
+		},
+		{
+			name: "Evict",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input{{token: 1}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-time.Second),
+				},
+				{
+					Id:       1,
+					Inputs:   []input{{token: 1}, {token: 2}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-2 * time.Second),
+				},
+			}},
+			prompt:  []input{{token: 2}, {token: 3}},
+			longest: expected{result: 0, len: 0},
+			best:    expected{result: 1, len: 0},
+		},
+		{
+			name: "In use",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input{{token: 1}, {token: 2}},
+					InUse:    true,
+					lastUsed: time.Now().Add(-time.Second),
+				},
+				{
+					Id:       1,
+					Inputs:   []input{{token: 1}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-2 * time.Second),
+				},
+			}},
+			prompt:  []input{{token: 1}, {token: 2}},
+			longest: expected{result: 1, len: 1},
+			best:    expected{result: 1, len: 2},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run("Longest-"+tt.name, func(t *testing.T) {
+			result, resultLen, err := tt.cache.findLongestCacheSlot(tt.prompt)
+			if err != nil {
+				t.Errorf("findLongestCacheSlot: err %v", err)
+			} else if result.Id != tt.longest.result || resultLen != tt.longest.len {
+				t.Errorf("findLongestCacheSlot: slot have %v, want %v len have %v, want %v",
+					result.Id, tt.longest.result, resultLen, tt.longest.len)
+			}
+		})
+	}
+
+	for _, tt := range tests {
+		t.Run("Best-"+tt.name, func(t *testing.T) {
+			result, resultLen, err := tt.cache.findBestCacheSlot(tt.prompt)
+			if err != nil {
+				t.Errorf("findBestCacheSlot: err %v", err)
+			} else if result.Id != tt.best.result || resultLen != tt.best.len {
+				t.Errorf("findBestCacheSlot: slot have %v, want %v len have %v, want %v",
+					result.Id, tt.best.result, resultLen, tt.best.len)
+			}
+		})
+	}
+}
+
+func TestShiftDiscard(t *testing.T) {
+	tests := []struct {
+		name     string
+		numCtx   int
+		numKeep  int
+		inputLen int
+		expected int
+	}{
+		{
+			name:     "Shift",
+			numCtx:   2048,
+			numKeep:  5,
+			inputLen: 2048,
+			expected: 1021,
+		},
+		{
+			name:     "Max Keep",
+			numCtx:   2048,
+			numKeep:  2047,
+			inputLen: 2048,
+			expected: 1,
+		},
+		{
+			name:     "No Keep",
+			numCtx:   2048,
+			numKeep:  0,
+			inputLen: 2048,
+			expected: 1024,
+		},
+		{
+			name:     "Truncate",
+			numCtx:   2048,
+			numKeep:  5,
+			inputLen: 5000,
+			expected: 3973,
+		},
+		{
+			name:     "Truncate Keep",
+			numCtx:   2048,
+			numKeep:  2047,
+			inputLen: 5000,
+			expected: 2953,
+		},
+		{
+			name:     "No Op",
+			numCtx:   2048,
+			numKeep:  5,
+			inputLen: 512,
+			expected: 0,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			c := InputCache{numCtx: tt.numCtx}
+			result := c.ShiftDiscard(tt.inputLen, tt.numKeep)
+			if result != tt.expected {
+				t.Errorf("shiftDiscard(ctx: %v, keep: %v input: %v): have %v; want %v", tt.numCtx, tt.numKeep, tt.inputLen, result, tt.expected)
+			}
+		})
+	}
+}
diff --git a/runner/llamarunner/image.go b/runner/llamarunner/image.go
new file mode 100644
index 0000000..1d0c1a4
--- /dev/null
+++ b/runner/llamarunner/image.go
@@ -0,0 +1,149 @@
+package llamarunner
+
+import (
+	"errors"
+	"fmt"
+	"hash/maphash"
+	"log/slog"
+	"sync"
+	"time"
+
+	"github.com/ollama/ollama/llama"
+)
+
+const imageCacheSize = 4
+
+type ImageContext struct {
+	// mu is required to be held when generating embeddings or accessing the cache
+	mu sync.Mutex
+
+	clip *llama.ClipContext
+
+	// cache of images to embeddings
+	images    []imageCache
+	imageHash maphash.Hash
+}
+
+func NewImageContext(llamaContext *llama.Context, modelPath string) (*ImageContext, error) {
+	arch, err := llama.GetModelArch(modelPath)
+	if err != nil {
+		return nil, fmt.Errorf("unable to determine vision architecture: %w (%s)", err, modelPath)
+	}
+
+	var c ImageContext
+	if arch == "clip" {
+		c.clip, err = llama.NewClipContext(llamaContext, modelPath)
+	} else {
+		return nil, fmt.Errorf("unknown vision model architecture: %s", arch)
+	}
+
+	if err != nil {
+		return nil, err
+	}
+
+	c.images = make([]imageCache, imageCacheSize)
+
+	return &c, nil
+}
+
+func (c *ImageContext) Free(modelPath string) {
+	if c == nil {
+		return
+	}
+
+	if c.clip != nil {
+		c.clip.Free()
+	}
+}
+
+func (c *ImageContext) NewEmbed(llamaContext *llama.Context, data []byte) ([][]float32, error) {
+	if c == nil {
+		return nil, nil
+	}
+
+	if len(data) <= 0 {
+		return nil, errors.New("received zero length image")
+	}
+
+	hash := c.hashImage(data)
+
+	c.mu.Lock()
+	defer c.mu.Unlock()
+
+	embed, err := c.findImage(hash)
+	if err != nil {
+		if c.clip != nil {
+			embed, err = c.clip.NewEmbed(llamaContext, data)
+			if err != nil {
+				return nil, err
+			}
+		} else {
+			return nil, errors.New("received image but vision model not loaded")
+		}
+
+		c.addImage(hash, embed)
+	}
+
+	return embed, nil
+}
+
+func (c *ImageContext) BatchSize(configuredBatchSize int) int {
+	// If images are not supported, we don't need to allocate embedding batches
+	if c == nil {
+		return 0
+	}
+
+	return configuredBatchSize
+}
+
+func (c *ImageContext) EmbedSize(llamaContext *llama.Context) int {
+	return llamaContext.Model().NEmbd()
+}
+
+type imageCache struct {
+	key      uint64
+	val      [][]float32
+	lastUsed time.Time
+}
+
+func (c *ImageContext) hashImage(image []byte) uint64 {
+	c.imageHash.Reset()
+	_, _ = c.imageHash.Write(image)
+	return c.imageHash.Sum64()
+}
+
+var errImageNotFound = errors.New("image not found in cache")
+
+func (c *ImageContext) findImage(hash uint64) ([][]float32, error) {
+	for i := range c.images {
+		if c.images[i].key == hash {
+			slog.Debug("loading image embeddings from cache", "entry", i)
+			c.images[i].lastUsed = time.Now()
+			return c.images[i].val, nil
+		}
+	}
+
+	return nil, errImageNotFound
+}
+
+func (c *ImageContext) addImage(hash uint64, embed [][]float32) {
+	best := time.Now()
+	var bestImage int
+
+	for i := range c.images {
+		if c.images[i].key == hash {
+			bestImage = i
+			break
+		}
+
+		if c.images[i].lastUsed.Compare(best) < 0 {
+			best = c.images[i].lastUsed
+			bestImage = i
+		}
+	}
+
+	slog.Debug("storing image embeddings in cache", "entry", bestImage, "used", c.images[bestImage].lastUsed)
+	c.images[bestImage].key = hash
+	c.images[bestImage].val = embed
+	c.images[bestImage].lastUsed = time.Now()
+}
diff --git a/runner/llamarunner/image_test.go b/runner/llamarunner/image_test.go
new file mode 100644
index 0000000..2e1efae
--- /dev/null
+++ b/runner/llamarunner/image_test.go
@@ -0,0 +1,80 @@
+package llamarunner
+
+import (
+	"reflect"
+	"testing"
+)
+
+func TestImageCache(t *testing.T) {
+	cache := ImageContext{images: make([]imageCache, 4)}
+
+	valA := [][]float32{{0.1, 0.2}, {0.3}}
+	valB := [][]float32{{0.4}, {0.5}, {0.6}}
+	valC := [][]float32{{0.7}}
+	valD := [][]float32{{0.8}}
+	valE := [][]float32{{0.9}}
+
+	// Empty cache
+	result, err := cache.findImage(0x5adb61d31933a946)
+	if err != errImageNotFound {
+		t.Errorf("found result in empty cache: result %v, err %v", result, err)
+	}
+
+	// Insert A
+	cache.addImage(0x5adb61d31933a946, valA)
+
+	result, err = cache.findImage(0x5adb61d31933a946)
+	if !reflect.DeepEqual(result, valA) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+
+	// Insert B
+	cache.addImage(0x011551369a34a901, valB)
+
+	result, err = cache.findImage(0x5adb61d31933a946)
+	if !reflect.DeepEqual(result, valA) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+	result, err = cache.findImage(0x011551369a34a901)
+	if !reflect.DeepEqual(result, valB) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+
+	// Replace B with C
+	cache.addImage(0x011551369a34a901, valC)
+
+	result, err = cache.findImage(0x5adb61d31933a946)
+	if !reflect.DeepEqual(result, valA) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+	result, err = cache.findImage(0x011551369a34a901)
+	if !reflect.DeepEqual(result, valC) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+
+	// Evict A
+	cache.addImage(0x756b218a517e7353, valB)
+	cache.addImage(0x75e5e8d35d7e3967, valD)
+	cache.addImage(0xd96f7f268ca0646e, valE)
+
+	result, err = cache.findImage(0x5adb61d31933a946)
+	if reflect.DeepEqual(result, valA) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+	result, err = cache.findImage(0x756b218a517e7353)
+	if !reflect.DeepEqual(result, valB) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+	result, err = cache.findImage(0x011551369a34a901)
+	if !reflect.DeepEqual(result, valC) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+	result, err = cache.findImage(0x75e5e8d35d7e3967)
+	if !reflect.DeepEqual(result, valD) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+	result, err = cache.findImage(0xd96f7f268ca0646e)
+	if !reflect.DeepEqual(result, valE) {
+		t.Errorf("failed to find expected value: result %v, err %v", result, err)
+	}
+}
diff --git a/runner/llamarunner/runner.go b/runner/llamarunner/runner.go
new file mode 100644
index 0000000..7aa9b96
--- /dev/null
+++ b/runner/llamarunner/runner.go
@@ -0,0 +1,881 @@
+package llamarunner
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"flag"
+	"fmt"
+	"log"
+	"log/slog"
+	"net"
+	"net/http"
+	"os"
+	"regexp"
+	"runtime"
+	"strconv"
+	"strings"
+	"sync"
+	"time"
+	"unicode/utf8"
+
+	"golang.org/x/sync/semaphore"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/llama"
+	"github.com/ollama/ollama/llm"
+	"github.com/ollama/ollama/logutil"
+	"github.com/ollama/ollama/runner/common"
+)
+
+// input is an element of the prompt to process, either
+// a token or an image embedding (generated from a vision projector)
+type input struct {
+	token int
+
+	// embed is an image embedding
+	embed []float32
+}
+
+type Sequence struct {
+	// batch index
+	iBatch int
+
+	// number of tokens predicted so far
+	numPredicted int
+
+	// prompt inputs left to evaluate
+	inputs []input
+
+	// inputs that have been added to a batch but not yet submitted to Decode
+	pendingInputs []input
+
+	// tokens that have been generated but not returned yet (e.g. for stop sequences)
+	pendingResponses []string
+
+	// input cache being used by this sequence
+	cache *InputCacheSlot
+
+	// channel to send responses over
+	responses chan string
+
+	// channel to stop decoding (such as if the remote connection is closed)
+	quit chan bool
+
+	// number of tokens to predict
+	numPredict int
+
+	samplingCtx *llama.SamplingContext
+
+	// channel to send back the embedding if embedding only
+	embedding chan []float32
+
+	// stop sequences
+	stop []string
+
+	// number of inputs to keep at the beginning when shifting context window
+	numKeep int
+
+	// true if an embedding are to be returned instead of text generation
+	embeddingOnly bool
+
+	doneReason llm.DoneReason
+
+	// Metrics
+	startProcessingTime time.Time
+	startGenerationTime time.Time
+	numDecoded          int
+	numPromptInputs     int
+}
+
+type NewSequenceParams struct {
+	numPredict     int
+	stop           []string
+	numKeep        int
+	samplingParams *llama.SamplingParams
+	embedding      bool
+}
+
+func (s *Server) NewSequence(prompt string, images []llm.ImageData, params NewSequenceParams) (*Sequence, error) {
+	s.ready.Wait()
+
+	startTime := time.Now()
+
+	inputs, err := s.inputs(prompt, images)
+	if err != nil {
+		return nil, fmt.Errorf("failed to process inputs: %w", err)
+	} else if len(inputs) == 0 {
+		return nil, errors.New("no input provided")
+	}
+
+	if params.numKeep < 0 {
+		params.numKeep = len(inputs)
+	}
+
+	if s.model.AddBOSToken() {
+		params.numKeep += 1
+	}
+
+	// Ensure that at least 1 input can be discarded during shift
+	params.numKeep = min(params.numKeep, s.cache.numCtx-1)
+
+	if len(inputs) > s.cache.numCtx {
+		discard := len(inputs) - s.cache.numCtx
+		newInputs := inputs[:params.numKeep]
+		newInputs = append(newInputs, inputs[params.numKeep+discard:]...)
+
+		slog.Warn("truncating input prompt", "limit", s.cache.numCtx, "prompt", len(inputs), "keep", params.numKeep, "new", len(newInputs))
+		inputs = newInputs
+	}
+
+	var sc *llama.SamplingContext
+	if params.samplingParams != nil {
+		sc, err = llama.NewSamplingContext(s.model, *params.samplingParams)
+		if err != nil {
+			return nil, err
+		}
+		for _, input := range inputs {
+			if input.embed == nil {
+				sc.Accept(input.token, false)
+			}
+		}
+	}
+
+	return &Sequence{
+		inputs:              inputs,
+		numPromptInputs:     len(inputs),
+		startProcessingTime: startTime,
+		numPredict:          params.numPredict,
+		pendingResponses:    make([]string, 0),
+		responses:           make(chan string, 100),
+		quit:                make(chan bool, 1),
+		embedding:           make(chan []float32, 1),
+		samplingCtx:         sc,
+		embeddingOnly:       params.embedding,
+		stop:                params.stop,
+		numKeep:             params.numKeep,
+	}, nil
+}
+
+// inputs processes the prompt and images into a list of inputs
+// by splitting the prompt on [img-<n>] tags, tokenizing text and
+// generating image embeddings for each image
+func (s *Server) inputs(prompt string, images []llm.ImageData) ([]input, error) {
+	var inputs []input
+	var parts []string
+	var matches [][]string
+
+	if s.image != nil {
+		re := regexp.MustCompile(`\[img-(\d+)\]`)
+		parts = re.Split(prompt, -1)
+		matches = re.FindAllStringSubmatch(prompt, -1)
+	} else {
+		parts = []string{prompt}
+	}
+
+	for i, part := range parts {
+		// text - tokenize
+		tokens, err := s.lc.Model().Tokenize(part, i == 0, true)
+		if err != nil {
+			return nil, err
+		}
+
+		for _, t := range tokens {
+			inputs = append(inputs, input{token: t})
+		}
+
+		// image - generate image embedding
+		if i < len(matches) {
+			n, _ := strconv.Atoi(matches[i][1])
+
+			imageIndex := -1
+			for j := range images {
+				if images[j].ID == n {
+					imageIndex = j
+					break
+				}
+			}
+
+			if imageIndex < 0 {
+				return nil, fmt.Errorf("invalid image index: %d", n)
+			}
+
+			embed, err := s.image.NewEmbed(s.lc, images[imageIndex].Data)
+			if err != nil {
+				return nil, err
+			}
+
+			for _, e := range embed {
+				inputs = append(inputs, input{embed: e})
+			}
+		}
+	}
+
+	return inputs, nil
+}
+
+type Server struct {
+	// is the server ready to process requests?
+	// protects access to model and image
+	ready sync.WaitGroup
+
+	// loaded model
+	model *llama.Model
+
+	// image model context for multi-modal models
+	image *ImageContext
+
+	// status for external health reporting - loading, ready to serve, etc.
+	status llm.ServerStatus
+
+	// current progress on loading the model
+	progress float32
+
+	// number of simultaneous requests to handle
+	parallel int
+
+	// maximum number of elements in a batch (per sequence)
+	// TODO (jmorganca): make this n_batch
+	batchSize int
+
+	// protects access to everything below this line
+	// this is context state needed for decoding
+	mu sync.Mutex
+
+	// indicates that data is ready for processing
+	cond *sync.Cond
+
+	// decoding state
+	lc *llama.Context
+
+	// the list of simultaneous sequences being evaluated
+	seqs []*Sequence
+
+	// seqs can have a maximum of parallel entries, which
+	// is enfoced by seqSem
+	seqsSem *semaphore.Weighted
+
+	// KV cache
+	cache *InputCache
+
+	// next sequence for prompt processing to avoid starvation
+	nextSeq int
+}
+
+func (s *Server) allNil() bool {
+	for _, item := range s.seqs {
+		if item != nil {
+			return false
+		}
+	}
+	return true
+}
+
+func flushPending(seq *Sequence) bool {
+	joined := strings.Join(seq.pendingResponses, "")
+	seq.pendingResponses = []string{}
+
+	// Check if there are any partial UTF-8 characters remaining.
+	// We already check and queue as we are generating but some may
+	// still make it here:
+	// - Sequence is ending, e.g. generation limit has been hit
+	// - Invalid characters in the middle of a string
+	// This is a stricter check to ensure we never output invalid Unicode.
+	for !utf8.ValidString(joined) {
+		joined = joined[:len(joined)-1]
+	}
+
+	if len(joined) == 0 {
+		return true
+	}
+
+	select {
+	case seq.responses <- joined:
+		return true
+	case <-seq.quit:
+		return false
+	}
+}
+
+func (s *Server) removeSequence(seqIndex int, reason llm.DoneReason) {
+	seq := s.seqs[seqIndex]
+
+	flushPending(seq)
+	seq.doneReason = reason
+	close(seq.responses)
+	close(seq.embedding)
+	seq.cache.InUse = false
+	s.seqs[seqIndex] = nil
+	s.seqsSem.Release(1)
+}
+
+func (s *Server) run(ctx context.Context) {
+	s.ready.Wait()
+
+	// Logically these batches are used only within the context of processBatch
+	// but it is better for performance to allocate them once here
+	tokenBatch, err := llama.NewBatch(s.batchSize, len(s.seqs), 0)
+	if err != nil {
+		panic(err)
+	}
+	defer tokenBatch.Free()
+
+	var embedBatch *llama.Batch
+	embedBatchSize := s.image.BatchSize(s.batchSize)
+	if embedBatchSize != 0 {
+		embedBatch, err = llama.NewBatch(embedBatchSize, len(s.seqs), s.image.EmbedSize(s.lc))
+		if err != nil {
+			panic(err)
+		}
+		defer embedBatch.Free()
+	} else {
+		embedBatch = &llama.Batch{}
+	}
+
+	for {
+		select {
+		case <-ctx.Done():
+			return
+		default:
+			err := s.processBatch(tokenBatch, embedBatch)
+			if err != nil {
+				panic(err)
+			}
+
+			tokenBatch.Clear()
+			embedBatch.Clear()
+		}
+	}
+}
+
+// TODO (jmorganca): processBatch should be simplified, removing:
+// * sampling
+// * stop token checking
+// * metrics
+// these should instead be handled by the handlers
+// it should only be responsible for accepting tokens or embeddings and
+// processing batches as fast as possible
+func (s *Server) processBatch(tokenBatch *llama.Batch, embedBatch *llama.Batch) error {
+	s.mu.Lock()
+	for s.allNil() {
+		s.cond.Wait() // Wait until an item is added
+	}
+	defer s.mu.Unlock()
+
+	var batch *llama.Batch
+
+	seqIdx := s.nextSeq - 1
+	for range s.seqs {
+		seqIdx = (seqIdx + 1) % len(s.seqs)
+		seq := s.seqs[seqIdx]
+
+		if seq == nil {
+			continue
+		}
+
+		// if past the num predict limit
+		if seq.numPredict > 0 && seq.numPredicted >= seq.numPredict {
+			s.removeSequence(seqIdx, llm.DoneReasonLength)
+			continue
+		}
+
+		for i, input := range seq.inputs {
+			if len(seq.cache.Inputs)+len(seq.pendingInputs)+1 > s.cache.numCtx {
+				if len(seq.pendingInputs) == 0 {
+					err := s.cache.ShiftCacheSlot(seq.cache, seq.numKeep)
+					if err != nil {
+						var reprocess *ErrReprocessInputs
+						if errors.As(err, &reprocess) {
+							// Prepend these inputs to the sequence's inputs queue for reprocessing
+							seq.inputs = append(reprocess.Inputs, seq.inputs...)
+							// Continue processing as normal
+							continue
+						} else {
+							return err
+						}
+					}
+				} else {
+					break
+				}
+			}
+
+			embedding := input.embed != nil
+
+			// If we don't currently have a batch, use one of the correct type and
+			// fill it up as much as possible across all sequences. If we encounter an
+			// input of the opppsite type, stop for that sequence but then pick up from
+			// there for the next batch, ensuring that we alternate types
+			if batch == nil {
+				if !embedding {
+					batch = tokenBatch
+				} else {
+					batch = embedBatch
+				}
+			} else if embedding != batch.IsEmbedding() {
+				s.nextSeq = seqIdx
+				break
+			}
+
+			if i >= batch.Size() {
+				break
+			}
+
+			batch.Add(input.token, input.embed, len(seq.cache.Inputs)+len(seq.pendingInputs), i+1 == len(seq.inputs), seq.cache.Id)
+			seq.pendingInputs = append(seq.pendingInputs, input)
+			seq.iBatch = batch.NumTokens() - 1
+		}
+
+		seq.inputs = seq.inputs[len(seq.pendingInputs):]
+	}
+
+	if batch == nil || batch.NumTokens() == 0 {
+		return nil
+	}
+
+	err := s.lc.Decode(batch)
+	if err != nil {
+		return fmt.Errorf("failed to decode batch: %w", err)
+	}
+
+	for i, seq := range s.seqs {
+		if seq == nil {
+			continue
+		}
+
+		// After calling Decode, pending inputs are now in the cache
+		if len(seq.pendingInputs) > 0 {
+			seq.cache.Inputs = append(seq.cache.Inputs, seq.pendingInputs...)
+			seq.pendingInputs = []input{}
+		}
+
+		// don't sample prompt processing
+		if len(seq.inputs) != 0 {
+			continue
+		}
+
+		seq.numDecoded += 1
+		if seq.numDecoded == 1 {
+			seq.startGenerationTime = time.Now()
+		}
+
+		// if done processing the prompt, generate an embedding and return
+		if seq.embeddingOnly {
+			embed := s.lc.GetEmbeddingsSeq(seq.cache.Id)
+			if embed == nil {
+				embed = s.lc.GetEmbeddingsIth(seq.iBatch)
+			}
+
+			seq.embedding <- embed
+			s.removeSequence(i, llm.DoneReasonStop)
+			continue
+		}
+
+		// sample a token
+		token := seq.samplingCtx.Sample(s.lc, seq.iBatch)
+		seq.samplingCtx.Accept(token, true)
+		piece := s.model.TokenToPiece(token)
+
+		seq.numPredicted++
+
+		// if it's an end of sequence token, break
+		if s.model.TokenIsEog(token) {
+			// TODO (jmorganca): we should send this back
+			// as it's important for the /api/generate context
+			// seq.responses <- piece
+
+			s.removeSequence(i, llm.DoneReasonStop)
+			continue
+		}
+
+		seq.inputs = []input{{token: token}}
+
+		seq.pendingResponses = append(seq.pendingResponses, piece)
+		sequence := strings.Join(seq.pendingResponses, "")
+
+		if ok, stop := common.FindStop(sequence, seq.stop); ok {
+			slog.Debug("hit stop token", "pending", seq.pendingResponses, "stop", stop)
+
+			var tokenTruncated bool
+			origLen := len(seq.pendingResponses)
+			seq.pendingResponses, tokenTruncated = common.TruncateStop(seq.pendingResponses, stop)
+			newLen := len(seq.pendingResponses)
+
+			// Update the cache based on the tokens that will be returned:
+			// - We have 1 token more than is currently in the cache because
+			// the last one generated wasn't submitted to Decode
+			// - Remove any stop sequences that we stripped out
+			// - If truncateStop removed a portion of a token, drop that
+			// - As defense-in-depth, if truncatedToken didn't find a stop token
+			// remove the extra one that we added to the cache len
+			tokenLen := len(seq.cache.Inputs) + 1
+			tokenLen -= origLen - newLen
+			if tokenTruncated || origLen == newLen {
+				tokenLen--
+			}
+			seq.cache.Inputs = seq.cache.Inputs[:tokenLen]
+
+			s.removeSequence(i, llm.DoneReasonStop)
+			continue
+		}
+
+		if common.ContainsStopSuffix(sequence, seq.stop) {
+			continue
+		}
+
+		if common.IncompleteUnicode(sequence) {
+			continue
+		}
+
+		if !flushPending(seq) {
+			s.removeSequence(i, llm.DoneReasonConnectionClosed)
+		}
+	}
+
+	return nil
+}
+
+func (s *Server) completion(w http.ResponseWriter, r *http.Request) {
+	var req llm.CompletionRequest
+	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+		http.Error(w, "Bad request", http.StatusBadRequest)
+		return
+	}
+
+	if req.Options == nil {
+		opts := api.DefaultOptions()
+		req.Options = &opts
+	}
+
+	// Set the headers to indicate streaming
+	w.Header().Set("Content-Type", "application/json")
+	w.Header().Set("Transfer-Encoding", "chunked")
+
+	flusher, ok := w.(http.Flusher)
+	if !ok {
+		http.Error(w, "Streaming not supported", http.StatusInternalServerError)
+		return
+	}
+
+	// Extract options from the CompletionRequest
+	samplingParams := llama.SamplingParams{
+		TopK:           req.Options.TopK,
+		TopP:           req.Options.TopP,
+		MinP:           req.Options.MinP,
+		TypicalP:       req.Options.TypicalP,
+		Temp:           req.Options.Temperature,
+		RepeatLastN:    req.Options.RepeatLastN,
+		PenaltyRepeat:  req.Options.RepeatPenalty,
+		PenaltyFreq:    req.Options.FrequencyPenalty,
+		PenaltyPresent: req.Options.PresencePenalty,
+		Seed:           uint32(req.Options.Seed),
+		Grammar:        req.Grammar,
+	}
+
+	seq, err := s.NewSequence(req.Prompt, req.Images, NewSequenceParams{
+		numPredict:     req.Options.NumPredict,
+		stop:           req.Options.Stop,
+		numKeep:        req.Options.NumKeep,
+		samplingParams: &samplingParams,
+		embedding:      false,
+	})
+	if err != nil {
+		http.Error(w, fmt.Sprintf("Failed to create new sequence: %v", err), http.StatusInternalServerError)
+		return
+	}
+
+	// Ensure there is a place to put the sequence, released when removed from s.seqs
+	if err := s.seqsSem.Acquire(r.Context(), 1); err != nil {
+		if errors.Is(err, context.Canceled) {
+			slog.Info("aborting completion request due to client closing the connection")
+		} else {
+			http.Error(w, fmt.Sprintf("Failed to acquire semaphore: %v", err), http.StatusInternalServerError)
+		}
+		return
+	}
+
+	s.mu.Lock()
+	found := false
+	for i, sq := range s.seqs {
+		if sq == nil {
+			seq.cache, seq.inputs, err = s.cache.LoadCacheSlot(seq.inputs, true)
+			if err != nil {
+				s.mu.Unlock()
+				s.seqsSem.Release(1)
+				http.Error(w, fmt.Sprintf("Failed to load cache: %v", err), http.StatusInternalServerError)
+				return
+			}
+
+			s.seqs[i] = seq
+			s.cond.Signal()
+			found = true
+			break
+		}
+	}
+	s.mu.Unlock()
+
+	if !found {
+		s.seqsSem.Release(1)
+		http.Error(w, "could not find an available sequence", http.StatusInternalServerError)
+		return
+	}
+
+	for {
+		select {
+		case <-r.Context().Done():
+			close(seq.quit)
+			return
+		case content, ok := <-seq.responses:
+			if ok {
+				if err := json.NewEncoder(w).Encode(&llm.CompletionResponse{
+					Content: content,
+				}); err != nil {
+					http.Error(w, fmt.Sprintf("failed to encode response: %v", err), http.StatusInternalServerError)
+					close(seq.quit)
+					return
+				}
+
+				flusher.Flush()
+			} else {
+				if err := json.NewEncoder(w).Encode(&llm.CompletionResponse{
+					Done:               true,
+					DoneReason:         seq.doneReason,
+					PromptEvalCount:    seq.numPromptInputs,
+					PromptEvalDuration: seq.startGenerationTime.Sub(seq.startProcessingTime),
+					EvalCount:          seq.numDecoded,
+					EvalDuration:       time.Since(seq.startGenerationTime),
+				}); err != nil {
+					http.Error(w, fmt.Sprintf("failed to encode final response: %v", err), http.StatusInternalServerError)
+				}
+
+				return
+			}
+		}
+	}
+}
+
+func (s *Server) embeddings(w http.ResponseWriter, r *http.Request) {
+	var req llm.EmbeddingRequest
+	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+		http.Error(w, fmt.Sprintf("bad request: %s", err), http.StatusBadRequest)
+		return
+	}
+
+	w.Header().Set("Content-Type", "application/json")
+
+	seq, err := s.NewSequence(req.Content, nil, NewSequenceParams{embedding: true})
+	if err != nil {
+		http.Error(w, fmt.Sprintf("Failed to create new sequence: %v", err), http.StatusInternalServerError)
+		return
+	}
+
+	// Ensure there is a place to put the sequence, released when removed from s.seqs
+	if err := s.seqsSem.Acquire(r.Context(), 1); err != nil {
+		if errors.Is(err, context.Canceled) {
+			slog.Info("aborting embeddings request due to client closing the connection")
+		} else {
+			http.Error(w, fmt.Sprintf("Failed to acquire semaphore: %v", err), http.StatusInternalServerError)
+		}
+		return
+	}
+
+	s.mu.Lock()
+	found := false
+	for i, sq := range s.seqs {
+		if sq == nil {
+			seq.cache, seq.inputs, err = s.cache.LoadCacheSlot(seq.inputs, false)
+			if err != nil {
+				s.mu.Unlock()
+				s.seqsSem.Release(1)
+				http.Error(w, fmt.Sprintf("Failed to load cache: %v", err), http.StatusInternalServerError)
+				return
+			}
+			s.seqs[i] = seq
+			s.cond.Signal()
+			found = true
+			break
+		}
+	}
+	s.mu.Unlock()
+
+	if !found {
+		s.seqsSem.Release(1)
+		http.Error(w, "could not find an available sequence", http.StatusInternalServerError)
+		return
+	}
+
+	embedding := <-seq.embedding
+
+	if err := json.NewEncoder(w).Encode(&llm.EmbeddingResponse{
+		Embedding: embedding,
+	}); err != nil {
+		http.Error(w, fmt.Sprintf("failed to encode response: %v", err), http.StatusInternalServerError)
+	}
+}
+
+func (s *Server) health(w http.ResponseWriter, r *http.Request) {
+	w.Header().Set("Content-Type", "application/json")
+	if err := json.NewEncoder(w).Encode(&llm.ServerStatusResponse{
+		Status:   s.status,
+		Progress: s.progress,
+	}); err != nil {
+		http.Error(w, fmt.Sprintf("failed to encode response: %v", err), http.StatusInternalServerError)
+	}
+}
+
+type multiLPath []string
+
+func (m *multiLPath) Set(value string) error {
+	*m = append(*m, value)
+	return nil
+}
+
+func (m *multiLPath) String() string {
+	return strings.Join(*m, ", ")
+}
+
+func (s *Server) loadModel(
+	params llama.ModelParams,
+	mpath string,
+	lpath multiLPath,
+	ppath string,
+	kvSize int,
+	kvCacheType string,
+	flashAttention bool,
+	threads int,
+	multiUserCache bool,
+) {
+	var err error
+	s.model, err = llama.LoadModelFromFile(mpath, params)
+	if err != nil {
+		panic(err)
+	}
+
+	ctxParams := llama.NewContextParams(kvSize, s.batchSize*s.parallel, s.parallel, threads, flashAttention, kvCacheType)
+	s.lc, err = llama.NewContextWithModel(s.model, ctxParams)
+	if err != nil {
+		panic(err)
+	}
+
+	if lpath.String() != "" {
+		for _, path := range lpath {
+			err := s.model.ApplyLoraFromFile(s.lc, path, 1.0, threads)
+			if err != nil {
+				panic(err)
+			}
+		}
+	}
+
+	if ppath != "" {
+		var err error
+		s.image, err = NewImageContext(s.lc, ppath)
+		if err != nil {
+			panic(err)
+		}
+	}
+
+	s.cache, err = NewInputCache(s.lc, kvSize, s.parallel, multiUserCache)
+	if err != nil {
+		panic(err)
+	}
+
+	s.status = llm.ServerStatusReady
+	s.ready.Done()
+}
+
+func Execute(args []string) error {
+	fs := flag.NewFlagSet("runner", flag.ExitOnError)
+	mpath := fs.String("model", "", "Path to model binary file")
+	ppath := fs.String("mmproj", "", "Path to projector binary file")
+	parallel := fs.Int("parallel", 1, "Number of sequences to handle simultaneously")
+	batchSize := fs.Int("batch-size", 512, "Batch size")
+	nGpuLayers := fs.Int("n-gpu-layers", 0, "Number of layers to offload to GPU")
+	mainGpu := fs.Int("main-gpu", 0, "Main GPU")
+	flashAttention := fs.Bool("flash-attn", false, "Enable flash attention")
+	kvSize := fs.Int("ctx-size", 2048, "Context (or KV cache) size")
+	kvCacheType := fs.String("kv-cache-type", "", "quantization type for KV cache (default: f16)")
+	port := fs.Int("port", 8080, "Port to expose the server on")
+	threads := fs.Int("threads", runtime.NumCPU(), "Number of threads to use during generation")
+	_ = fs.Bool("verbose", false, "verbose output (default: disabled)")
+	noMmap := fs.Bool("no-mmap", false, "do not memory-map model (slower load but may reduce pageouts if not using mlock)")
+	tensorSplit := fs.String("tensor-split", "", "fraction of the model to offload to each GPU, comma-separated list of proportions")
+	multiUserCache := fs.Bool("multiuser-cache", false, "optimize input cache algorithm for multiple users")
+
+	var lpaths multiLPath
+	fs.Var(&lpaths, "lora", "Path to lora layer file (can be specified multiple times)")
+
+	fs.Usage = func() {
+		fmt.Fprintf(fs.Output(), "Runner usage\n")
+		fs.PrintDefaults()
+	}
+	if err := fs.Parse(args); err != nil {
+		return err
+	}
+	slog.SetDefault(logutil.NewLogger(os.Stderr, envconfig.LogLevel()))
+	slog.Info("starting go runner")
+
+	llama.BackendInit()
+
+	server := &Server{
+		batchSize: *batchSize,
+		parallel:  *parallel,
+		seqs:      make([]*Sequence, *parallel),
+		seqsSem:   semaphore.NewWeighted(int64(*parallel)),
+		status:    llm.ServerStatusLoadingModel,
+	}
+
+	var tensorSplitFloats []float32
+	if *tensorSplit != "" {
+		splits := strings.Split(*tensorSplit, ",")
+		tensorSplitFloats = make([]float32, len(splits))
+		for i, s := range splits {
+			f, _ := strconv.ParseFloat(s, 32)
+			tensorSplitFloats[i] = float32(f)
+		}
+	}
+
+	params := llama.ModelParams{
+		NumGpuLayers: *nGpuLayers,
+		MainGpu:      *mainGpu,
+		UseMmap:      !*noMmap && lpaths.String() == "",
+		TensorSplit:  tensorSplitFloats,
+		Progress: func(progress float32) {
+			server.progress = progress
+		},
+	}
+
+	server.ready.Add(1)
+	go server.loadModel(params, *mpath, lpaths, *ppath, *kvSize, *kvCacheType, *flashAttention, *threads, *multiUserCache)
+
+	server.cond = sync.NewCond(&server.mu)
+
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	go server.run(ctx)
+
+	addr := "127.0.0.1:" + strconv.Itoa(*port)
+	listener, err := net.Listen("tcp", addr)
+	if err != nil {
+		fmt.Println("Listen error:", err)
+		return err
+	}
+	defer listener.Close()
+
+	mux := http.NewServeMux()
+	mux.HandleFunc("/embedding", server.embeddings)
+	mux.HandleFunc("/completion", server.completion)
+	mux.HandleFunc("/health", server.health)
+
+	httpServer := http.Server{
+		Handler: mux,
+	}
+
+	log.Println("Server listening on", addr)
+	if err := httpServer.Serve(listener); err != nil {
+		log.Fatal("server error:", err)
+		return err
+	}
+
+	return nil
+}
diff --git a/runner/ollamarunner/cache.go b/runner/ollamarunner/cache.go
new file mode 100644
index 0000000..43880a4
--- /dev/null
+++ b/runner/ollamarunner/cache.go
@@ -0,0 +1,301 @@
+package ollamarunner
+
+import (
+	"errors"
+	"fmt"
+	"log/slog"
+	"math"
+	"time"
+
+	"github.com/ollama/ollama/kvcache"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model"
+	"github.com/ollama/ollama/model/input"
+)
+
+type InputCache struct {
+	// context window size (per slot)
+	numCtx int32
+
+	// does the cache store data or do we need to always send the full input?
+	// note that when enabled is false the underlying cache may either be nil
+	// or a non-nil dummy that doesn't actually store anything
+	enabled bool
+
+	// individual KV caches
+	slots []InputCacheSlot
+
+	// optimize cache eviction for multiple users
+	multiUserCache bool
+
+	cache kvcache.Cache
+}
+
+func NewInputCache(model model.Model, kvCacheType string, kvSize int32, numSlots int, batchSize int, multiUserCache bool) (*InputCache, error) {
+	numCtx := kvSize / int32(numSlots)
+
+	if numCtx < 1 {
+		return nil, fmt.Errorf("must have at least one kv cache entry per parallel sequence (kv: %v parallel: %v)", kvSize, numSlots)
+	}
+
+	slots := make([]InputCacheSlot, numSlots)
+
+	for i := range slots {
+		slots[i] = InputCacheSlot{Id: i}
+	}
+
+	cache := model.Config().Cache
+	if cache != nil {
+		cache.Init(model.Backend(), kvCacheTypeFromStr(kvCacheType), numSlots, int(numCtx), batchSize)
+	}
+
+	return &InputCache{
+		numCtx:         numCtx,
+		enabled:        cache != nil,
+		slots:          slots,
+		multiUserCache: multiUserCache,
+		cache:          cache,
+	}, nil
+}
+
+func kvCacheTypeFromStr(s string) ml.DType {
+	switch s {
+	case "q8_0":
+		return ml.DTypeQ80
+	case "q4_0":
+		return ml.DTypeQ40
+	default:
+		return ml.DTypeF16
+	}
+}
+
+func (c *InputCache) Close() {
+	c.cache.Close()
+}
+
+// Locking: Operations on InputCacheSlot (including finding one
+// through LoadCacheSlot) require a lock to be be held that serializes
+// these operations with each other and processBatch
+
+type InputCacheSlot struct {
+	// Index in the KV cache
+	Id int
+
+	// Inputs that are stored in the KV cache
+	Inputs []input.Input
+
+	// is this cache actively being processed as part of a sequence?
+	InUse bool
+
+	// last time this cache was used (as of start of processing)
+	lastUsed time.Time
+}
+
+func (c *InputCache) LoadCacheSlot(prompt []input.Input) (*InputCacheSlot, []input.Input, error) {
+	var slot *InputCacheSlot
+	var numPast int32
+	var err error
+
+	// In single-user scenarios, the longest cache slot works fine for getting good input
+	// cache hit rates and it keeps the footprint of the cache small, which improves throughput.
+	// For multiple users, the "best" cache slot produces better input cache hit rates
+	// at the cost of worse performance when we miss the input cache.
+	if !c.multiUserCache {
+		slot, numPast, err = c.findLongestCacheSlot(prompt)
+	} else {
+		slot, numPast, err = c.findBestCacheSlot(prompt)
+	}
+	if err != nil {
+		return nil, nil, err
+	}
+
+	slot.InUse = true
+	slot.lastUsed = time.Now()
+
+	if numPast == int32(len(prompt)) {
+		// Leave one input to sample so we can get a response
+		numPast--
+	}
+
+	if c.cache != nil {
+		if numPast > 0 && !c.cache.CanResume(slot.Id, numPast) {
+			numPast = 0
+		}
+
+		err = c.cache.Remove(slot.Id, numPast, math.MaxInt32)
+		if err != nil {
+			// Some models don't support partial erasure
+			err = c.cache.Remove(slot.Id, 0, math.MaxInt32)
+			if err != nil {
+				return nil, nil, err
+			}
+			numPast = 0
+		}
+	}
+
+	slog.Debug("loading cache slot", "id", slot.Id, "cache", len(slot.Inputs), "prompt", len(prompt),
+		"used", numPast, "remaining", int32(len(prompt))-numPast)
+
+	slot.Inputs = prompt[:numPast]
+	prompt = prompt[numPast:]
+
+	return slot, prompt, nil
+}
+
+func (c *InputCache) findLongestCacheSlot(prompt []input.Input) (*InputCacheSlot, int32, error) {
+	longest := int32(-1)
+	var longestSlot *InputCacheSlot
+
+	for i, s := range c.slots {
+		if s.InUse {
+			continue
+		}
+
+		count := countCommonPrefix(s.Inputs, prompt)
+		if count > longest {
+			longest = count
+			longestSlot = &c.slots[i]
+		}
+	}
+
+	if longestSlot == nil {
+		return nil, 0, errors.New("no available cache slots")
+	}
+
+	return longestSlot, longest, nil
+}
+
+func (c *InputCache) findBestCacheSlot(prompt []input.Input) (*InputCacheSlot, int32, error) {
+	oldest := time.Now()
+	var oldestSlot *InputCacheSlot
+
+	longest := int32(-1)
+	var longestSlot *InputCacheSlot
+
+	for i, s := range c.slots {
+		count := countCommonPrefix(s.Inputs, prompt)
+		if count > longest {
+			longest = count
+			longestSlot = &c.slots[i]
+		}
+
+		if s.lastUsed.Compare(oldest) < 0 && !s.InUse {
+			oldest = s.lastUsed
+			oldestSlot = &c.slots[i]
+		}
+	}
+
+	if longest == int32(len(longestSlot.Inputs)) && !longestSlot.InUse {
+		return longestSlot, longest, nil
+	}
+
+	if oldestSlot.InUse {
+		return nil, 0, errors.New("no available cache slots")
+	}
+
+	if len(oldestSlot.Inputs) != 0 {
+		slog.Debug("evicting cache slot", "id", oldestSlot.Id, "inputs", len(oldestSlot.Inputs),
+			"used", oldestSlot.lastUsed)
+	}
+
+	if longest > 0 && longestSlot != oldestSlot {
+		slog.Debug("forking cache slot", "src", longestSlot.Id, "dst", oldestSlot.Id, "inputs", longest, "total",
+			len(longestSlot.Inputs))
+		oldestSlot.Inputs = make([]input.Input, longest)
+		copy(oldestSlot.Inputs, longestSlot.Inputs[:longest])
+		if c.cache != nil {
+			c.cache.CopyPrefix(longestSlot.Id, oldestSlot.Id, longest)
+		}
+	}
+
+	return oldestSlot, longest, nil
+}
+
+func countCommonPrefix(a []input.Input, b []input.Input) int32 {
+	var count int32
+
+	for i := range a {
+		if i >= len(b) {
+			break
+		}
+
+		if a[i].Token != b[i].Token || a[i].MultimodalHash != b[i].MultimodalHash {
+			break
+		}
+
+		count++
+	}
+
+	return count
+}
+
+// TODO(jessegross): If we need to reprocess the inputs we should ensure that
+// we don't split up a SameBatch
+func (c *InputCache) ShiftDiscard(inputLen int32, numKeep int32) int32 {
+	targetFree := (c.numCtx - numKeep) / 2
+	targetFree = max(targetFree, 1)
+
+	currentFree := c.numCtx - inputLen
+	discard := targetFree - currentFree
+
+	if discard < 0 {
+		discard = 0
+	}
+
+	return discard
+}
+
+type ErrReprocessInputs struct {
+	Inputs []input.Input
+}
+
+func (e *ErrReprocessInputs) Error() string {
+	return fmt.Sprintf("kv cache shift not supported, inputs need reprocessing (input count: %v)", len(e.Inputs))
+}
+
+// Frees up space in the KV cache by deleting the oldest half of history and shifting
+// the newest half into that space (saving numKeep inputs at the beginning).
+//
+// Assumes that at least 1 entry can be freed up by shifting (i.e. numKeep < numCtx)
+func (c *InputCache) ShiftCacheSlot(slot *InputCacheSlot, numKeep int32) error {
+	if numKeep >= c.numCtx {
+		return fmt.Errorf("unable to shift context - keep exceeds context (keep: %v context: %v)", numKeep, c.numCtx)
+	}
+
+	inputLen := int32(len(slot.Inputs))
+	discard := c.ShiftDiscard(inputLen, numKeep)
+
+	if discard <= 0 {
+		return nil
+	}
+
+	slog.Debug("context limit hit - shifting", "id", slot.Id, "limit", c.numCtx, "input", len(slot.Inputs),
+		"keep", numKeep, "discard", discard)
+
+	if c.cache != nil {
+		err := c.cache.Remove(slot.Id, numKeep, numKeep+discard)
+		if err != nil {
+			slog.Debug("kv cache removal unsupported, clearing cache and returning inputs for reprocessing",
+				"id", slot.Id, "error", err)
+
+			// Create new input slice with preserved tokens (numKeep + remaining tokens after discard)
+			newInputs := make([]input.Input, numKeep+inputLen-(numKeep+discard))
+			copy(newInputs[:numKeep], slot.Inputs[:numKeep])
+			copy(newInputs[numKeep:], slot.Inputs[numKeep+discard:])
+
+			// Reset the cache
+			_ = c.cache.Remove(slot.Id, 0, math.MaxInt32)
+			slot.Inputs = []input.Input{}
+
+			// Return error with inputs that need to be reprocessed
+			return &ErrReprocessInputs{Inputs: newInputs}
+		}
+	}
+
+	for i := numKeep + discard; i < inputLen; i++ {
+		slot.Inputs[i-discard] = slot.Inputs[i]
+	}
+	slot.Inputs = slot.Inputs[:inputLen-discard]
+
+	return nil
+}
diff --git a/runner/ollamarunner/cache_test.go b/runner/ollamarunner/cache_test.go
new file mode 100644
index 0000000..6897b5e
--- /dev/null
+++ b/runner/ollamarunner/cache_test.go
@@ -0,0 +1,514 @@
+package ollamarunner
+
+import (
+	"errors"
+	"fmt"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model/input"
+)
+
+func TestCountCommon(t *testing.T) {
+	tests := []struct {
+		name     string
+		t1       []input.Input
+		t2       []input.Input
+		expected int32
+	}{
+		{
+			name:     "Equal",
+			t1:       []input.Input{{Token: 1}, {Token: 2}, {Token: 3}},
+			t2:       []input.Input{{Token: 1}, {Token: 2}, {Token: 3}},
+			expected: 3,
+		},
+		{
+			name:     "Prefix",
+			t1:       []input.Input{{Token: 1}},
+			t2:       []input.Input{{Token: 1}, {Token: 2}, {Token: 3}},
+			expected: 1,
+		},
+		{
+			name:     "Image Prefix",
+			t1:       []input.Input{{MultimodalHash: 1}},
+			t2:       []input.Input{{MultimodalHash: 1}, {MultimodalHash: 2}, {MultimodalHash: 3}},
+			expected: 1,
+		},
+		{
+			name:     "Mixed",
+			t1:       []input.Input{{Token: 1}, {MultimodalHash: 1}},
+			t2:       []input.Input{{Token: 1}, {MultimodalHash: 1}, {Token: 5}},
+			expected: 2,
+		},
+		{
+			name:     "Mixed, Same Length",
+			t1:       []input.Input{{Token: 1}, {MultimodalHash: 1}},
+			t2:       []input.Input{{Token: 1}, {MultimodalHash: 2}},
+			expected: 1,
+		},
+		{
+			name:     "Empty",
+			t1:       []input.Input{},
+			t2:       []input.Input{{Token: 1}, {Token: 2}, {Token: 3}},
+			expected: 0,
+		},
+		{
+			name:     "Both Empty",
+			t1:       []input.Input{},
+			t2:       []input.Input{},
+			expected: 0,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := countCommonPrefix(tt.t1, tt.t2)
+			if result != tt.expected {
+				t.Errorf("countCommonPrefix(%v, %v): have %v; want %v", tt.t1, tt.t2, result, tt.expected)
+			}
+		})
+	}
+}
+
+func TestFindCacheSlot(t *testing.T) {
+	type expected struct {
+		result int
+		len    int32
+	}
+
+	tests := []struct {
+		name    string
+		cache   InputCache
+		prompt  []input.Input
+		longest expected
+		best    expected
+	}{
+		{
+			name: "Empty",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input.Input{},
+					InUse:    false,
+					lastUsed: time.Time{},
+				},
+				{
+					Id:       1,
+					Inputs:   []input.Input{},
+					InUse:    false,
+					lastUsed: time.Time{},
+				},
+			}},
+			prompt:  []input.Input{{Token: 1}},
+			longest: expected{result: 0, len: 0},
+			best:    expected{result: 0, len: 0},
+		},
+		{
+			name: "Extend",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input.Input{{Token: 1}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-time.Second),
+				},
+				{
+					Id:       1,
+					Inputs:   []input.Input{{Token: 1}, {Token: 2}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-2 * time.Second),
+				},
+			}},
+			prompt:  []input.Input{{Token: 1}, {Token: 2}},
+			longest: expected{result: 1, len: 2},
+			best:    expected{result: 1, len: 2},
+		},
+		{
+			name: "New",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input.Input{{Token: 1}, {Token: 2}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-time.Second),
+				},
+				{
+					Id:       1,
+					Inputs:   []input.Input{},
+					InUse:    false,
+					lastUsed: time.Time{},
+				},
+			}},
+			prompt:  []input.Input{{Token: 2}},
+			longest: expected{result: 0, len: 0},
+			best:    expected{result: 1, len: 0},
+		},
+		{
+			name: "Fork",
+			cache: InputCache{
+				slots: []InputCacheSlot{
+					{
+						Id:       0,
+						Inputs:   []input.Input{{Token: 1}, {Token: 2}},
+						InUse:    false,
+						lastUsed: time.Now().Add(-time.Second),
+					},
+					{
+						Id:       1,
+						Inputs:   []input.Input{},
+						InUse:    false,
+						lastUsed: time.Time{},
+					},
+				},
+			},
+			prompt:  []input.Input{{Token: 1}},
+			longest: expected{result: 0, len: 1},
+			best:    expected{result: 1, len: 1},
+		},
+		{
+			name: "Evict",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input.Input{{Token: 1}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-time.Second),
+				},
+				{
+					Id:       1,
+					Inputs:   []input.Input{{Token: 1}, {Token: 2}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-2 * time.Second),
+				},
+			}},
+			prompt:  []input.Input{{Token: 2}, {Token: 3}},
+			longest: expected{result: 0, len: 0},
+			best:    expected{result: 1, len: 0},
+		},
+		{
+			name: "In use",
+			cache: InputCache{slots: []InputCacheSlot{
+				{
+					Id:       0,
+					Inputs:   []input.Input{{Token: 1}, {Token: 2}},
+					InUse:    true,
+					lastUsed: time.Now().Add(-time.Second),
+				},
+				{
+					Id:       1,
+					Inputs:   []input.Input{{Token: 1}},
+					InUse:    false,
+					lastUsed: time.Now().Add(-2 * time.Second),
+				},
+			}},
+			prompt:  []input.Input{{Token: 1}, {Token: 2}},
+			longest: expected{result: 1, len: 1},
+			best:    expected{result: 1, len: 2},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run("Longest-"+tt.name, func(t *testing.T) {
+			result, resultLen, err := tt.cache.findLongestCacheSlot(tt.prompt)
+			if err != nil {
+				t.Errorf("findLongestCacheSlot: err %v", err)
+			} else if result.Id != tt.longest.result || resultLen != tt.longest.len {
+				t.Errorf("findLongestCacheSlot: slot have %v, want %v len have %v, want %v",
+					result.Id, tt.longest.result, resultLen, tt.longest.len)
+			}
+		})
+	}
+
+	for _, tt := range tests {
+		t.Run("Best-"+tt.name, func(t *testing.T) {
+			result, resultLen, err := tt.cache.findBestCacheSlot(tt.prompt)
+			if err != nil {
+				t.Errorf("findBestCacheSlot: err %v", err)
+			} else if result.Id != tt.best.result || resultLen != tt.best.len {
+				t.Errorf("findBestCacheSlot: slot have %v, want %v len have %v, want %v",
+					result.Id, tt.best.result, resultLen, tt.best.len)
+			}
+		})
+	}
+}
+
+func TestShiftDiscard(t *testing.T) {
+	tests := []struct {
+		name     string
+		numCtx   int32
+		numKeep  int32
+		inputLen int32
+		expected int32
+	}{
+		{
+			name:     "Shift",
+			numCtx:   2048,
+			numKeep:  5,
+			inputLen: 2048,
+			expected: 1021,
+		},
+		{
+			name:     "Max Keep",
+			numCtx:   2048,
+			numKeep:  2047,
+			inputLen: 2048,
+			expected: 1,
+		},
+		{
+			name:     "No Keep",
+			numCtx:   2048,
+			numKeep:  0,
+			inputLen: 2048,
+			expected: 1024,
+		},
+		{
+			name:     "Truncate",
+			numCtx:   2048,
+			numKeep:  5,
+			inputLen: 5000,
+			expected: 3973,
+		},
+		{
+			name:     "Truncate Keep",
+			numCtx:   2048,
+			numKeep:  2047,
+			inputLen: 5000,
+			expected: 2953,
+		},
+		{
+			name:     "No Op",
+			numCtx:   2048,
+			numKeep:  5,
+			inputLen: 512,
+			expected: 0,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			c := InputCache{numCtx: tt.numCtx}
+			result := c.ShiftDiscard(tt.inputLen, tt.numKeep)
+			if result != tt.expected {
+				t.Errorf("shiftDiscard(ctx: %v, keep: %v input: %v): have %v; want %v", tt.numCtx, tt.numKeep, tt.inputLen, result, tt.expected)
+			}
+		})
+	}
+}
+
+func TestLoadCacheSlot(t *testing.T) {
+	tests := []struct {
+		name           string
+		cache          InputCache
+		prompt         []input.Input
+		wantErr        bool
+		expectedSlotId int
+		expectedPrompt int // expected length of remaining prompt
+	}{
+		{
+			name: "Basic cache hit - single user",
+			cache: InputCache{
+				multiUserCache: false,
+				slots: []InputCacheSlot{
+					{
+						Id:       0,
+						Inputs:   []input.Input{{Token: 1}, {Token: 2}},
+						InUse:    false,
+						lastUsed: time.Now().Add(-time.Second),
+					},
+					{
+						Id:       1,
+						Inputs:   []input.Input{},
+						InUse:    false,
+						lastUsed: time.Now().Add(-2 * time.Second),
+					},
+				},
+			},
+			prompt:         []input.Input{{Token: 1}, {Token: 2}, {Token: 3}},
+			wantErr:        false,
+			expectedSlotId: 0,
+			expectedPrompt: 1, // Only token 3 remains
+		},
+		{
+			name: "Basic cache hit - multi user",
+			cache: InputCache{
+				multiUserCache: true,
+				slots: []InputCacheSlot{
+					{
+						Id:       0,
+						Inputs:   []input.Input{{Token: 1}, {Token: 2}},
+						InUse:    false,
+						lastUsed: time.Now().Add(-time.Second),
+					},
+					{
+						Id:       1,
+						Inputs:   []input.Input{},
+						InUse:    false,
+						lastUsed: time.Now().Add(-2 * time.Second),
+					},
+				},
+			},
+			prompt:         []input.Input{{Token: 1}, {Token: 2}, {Token: 3}},
+			wantErr:        false,
+			expectedSlotId: 0,
+			expectedPrompt: 1, // Only token 3 remains
+		},
+		{
+			name: "Exact match - leave one input",
+			cache: InputCache{
+				multiUserCache: false,
+				slots: []InputCacheSlot{
+					{
+						Id:       0,
+						Inputs:   []input.Input{{Token: 1}, {Token: 2}},
+						InUse:    false,
+						lastUsed: time.Now().Add(-time.Second),
+					},
+				},
+			},
+			prompt:         []input.Input{{Token: 1}, {Token: 2}},
+			wantErr:        false,
+			expectedSlotId: 0,
+			expectedPrompt: 1, // Should leave 1 token for sampling
+		},
+		{
+			name: "No available slots",
+			cache: InputCache{
+				multiUserCache: false,
+				slots: []InputCacheSlot{
+					{
+						Id:       0,
+						Inputs:   []input.Input{{Token: 1}, {Token: 2}},
+						InUse:    true,
+						lastUsed: time.Now().Add(-time.Second),
+					},
+				},
+			},
+			prompt:         []input.Input{{Token: 1}, {Token: 2}, {Token: 3}},
+			wantErr:        true,
+			expectedSlotId: -1,
+			expectedPrompt: -1,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			slot, remainingPrompt, err := tt.cache.LoadCacheSlot(tt.prompt)
+
+			// Check error state
+			if (err != nil) != tt.wantErr {
+				t.Errorf("LoadCacheSlot() error = %v, wantErr %v", err, tt.wantErr)
+				return
+			}
+
+			if tt.wantErr {
+				return // Skip further checks if we expected an error
+			}
+
+			// Verify slot ID
+			if slot.Id != tt.expectedSlotId {
+				t.Errorf("LoadCacheSlot() slot ID = %v, expected %v", slot.Id, tt.expectedSlotId)
+			}
+
+			// Verify slot is now marked in use
+			if !slot.InUse {
+				t.Errorf("LoadCacheSlot() slot not marked InUse")
+			}
+
+			// Verify remaining prompt length
+			if len(remainingPrompt) != tt.expectedPrompt {
+				t.Errorf("LoadCacheSlot() remaining prompt length = %v, expected %v",
+					len(remainingPrompt), tt.expectedPrompt)
+			}
+		})
+	}
+}
+
+// Mock implementation of the Cache interface
+type mockCache struct {
+	shouldFail bool
+}
+
+// Implement only the methods needed for the test
+func (m *mockCache) Remove(seq int, beginIndex, endIndex int32) error {
+	if m.shouldFail {
+		return fmt.Errorf("mock cache removal error")
+	}
+	return nil
+}
+
+// Stub implementations for other interface methods
+func (m *mockCache) SetLayer(layer int)                                                            {}
+func (m *mockCache) Get(ctx ml.Context) (ml.Tensor, ml.Tensor, ml.Tensor)                          { return nil, nil, nil }
+func (m *mockCache) Put(ctx ml.Context, key, value ml.Tensor)                                      {}
+func (m *mockCache) Init(backend ml.Backend, dtype ml.DType, maxSequences, capacity, maxBatch int) {}
+func (m *mockCache) Close()                                                                        {}
+func (m *mockCache) StartForward(ctx ml.Context, batch input.Batch, reserve bool) error            { return nil }
+func (m *mockCache) CopyPrefix(srcSeq, dstSeq int, len int32)                                      {}
+func (m *mockCache) SetConfig(ml.CacheConfig)                                                      {}
+func (m *mockCache) CanResume(seq int, pos int32) bool                                             { return true }
+
+func TestShiftCacheSlot(t *testing.T) {
+	tests := []struct {
+		name          string
+		numCtx        int32
+		inputs        []input.Input
+		numKeep       int32
+		cacheErr      bool
+		wantErr       any
+		wantInputsLen int
+	}{
+		{
+			name:          "Normal shift",
+			numCtx:        10,
+			inputs:        []input.Input{{Token: 1}, {Token: 2}, {Token: 3}, {Token: 4}, {Token: 5}, {Token: 6}, {Token: 7}, {Token: 8}, {Token: 9}, {Token: 10}},
+			numKeep:       2,
+			cacheErr:      false, // No error
+			wantErr:       nil,
+			wantInputsLen: 6, // After discarding 4 tokens
+		},
+		{
+			name:          "Cache removal fails",
+			numCtx:        10,
+			inputs:        []input.Input{{Token: 1}, {Token: 2}, {Token: 3}, {Token: 4}, {Token: 5}, {Token: 6}, {Token: 7}, {Token: 8}, {Token: 9}, {Token: 10}},
+			numKeep:       2,
+			cacheErr:      true,
+			wantErr:       &ErrReprocessInputs{},
+			wantInputsLen: 0, // Original inputs should be cleared
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			mock := &mockCache{shouldFail: tt.cacheErr}
+			c := InputCache{
+				numCtx: tt.numCtx,
+				cache:  mock,
+			}
+			slot := &InputCacheSlot{
+				Id:     123,
+				Inputs: make([]input.Input, len(tt.inputs)),
+			}
+			copy(slot.Inputs, tt.inputs)
+
+			err := c.ShiftCacheSlot(slot, tt.numKeep)
+
+			if tt.wantErr != nil {
+				if err == nil {
+					t.Errorf("Expected error but got nil")
+					return
+				}
+
+				if !errors.As(err, &tt.wantErr) {
+					t.Errorf("Expected error of type %T but got %T: %v", tt.wantErr, err, err)
+				}
+			} else if err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			}
+
+			if len(slot.Inputs) != tt.wantInputsLen {
+				t.Errorf("Slot inputs length after operation: got %v, want %v", len(slot.Inputs), tt.wantInputsLen)
+			}
+		})
+	}
+}
diff --git a/runner/ollamarunner/multimodal.go b/runner/ollamarunner/multimodal.go
new file mode 100644
index 0000000..d78612f
--- /dev/null
+++ b/runner/ollamarunner/multimodal.go
@@ -0,0 +1,116 @@
+package ollamarunner
+
+import (
+	"errors"
+
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model/input"
+)
+
+// Tensors can't be used across multiple compute graphs. This is a problem
+// if a single embedding is split across batches using views since all of
+// the views will have the same source tensor. We also don't want to
+// recompute the entire embedding for each batch.
+//
+// To avoid this, we compute all of the tensors for the embedding on the
+// first use and then store the result in system memory. When we need
+// additional tensors, we recreate them from the stored data.
+
+// multimodalEntry represents the embeddings of a single object (such
+// as an image).
+type multimodalEntry struct {
+	// mm is the original set of tensors created by EncodeMultimodal
+	mm []input.Multimodal
+
+	// data is the computed result of mm. Nil if not yet computed
+	data [][]float32
+}
+
+// multimodalStore maps from an individual tensor (of which there
+// may be many in a single multimodal object) to its parent embedding
+type multimodalStore map[ml.Tensor]*multimodalEntry
+
+func newMultimodalStore() multimodalStore {
+	return make(multimodalStore)
+}
+
+// addMultimodal stores an embedding for later use in a compute graph
+func (m multimodalStore) addMultimodal(embedding []input.Multimodal) {
+	entry := &multimodalEntry{mm: embedding}
+
+	for _, e := range embedding {
+		if e.Tensor != nil {
+			m[e.Tensor] = entry
+		}
+	}
+}
+
+// getMultimodal takes a source set of tensors (which may contain a whole or
+// parts of one or more images) and returns the equivalent that can be used in
+// the current context
+func (m multimodalStore) getMultimodal(backend ml.Backend, ctx ml.Context, in []input.Multimodal, reserve bool) ([]input.Multimodal, error) {
+	out := make([]input.Multimodal, len(in))
+	for i := range out {
+		if in[i].Tensor != nil {
+			var err error
+			out[i].Tensor, err = m.getTensor(backend, ctx, in[i].Tensor, reserve)
+			if err != nil {
+				return nil, err
+			}
+		}
+
+		out[i].Data = in[i].Data
+	}
+
+	return out, nil
+}
+
+func (m multimodalStore) getTensor(backend ml.Backend, ctx ml.Context, in ml.Tensor, reserve bool) (ml.Tensor, error) {
+	entry := m[in]
+
+	if entry.data == nil {
+		computeCtx := backend.NewContext()
+		defer computeCtx.Close()
+
+		var tensors []ml.Tensor
+		for _, t := range entry.mm {
+			if t.Tensor != nil {
+				tensors = append(tensors, t.Tensor)
+			}
+		}
+
+		if len(tensors) == 0 {
+			return nil, nil
+		}
+
+		computeCtx.Forward(tensors...)
+		entry.data = make([][]float32, len(entry.mm))
+
+		if !reserve {
+			computeCtx.Compute(tensors...)
+
+			for i, t := range entry.mm {
+				if t.Tensor != nil {
+					entry.data[i] = t.Tensor.Floats()
+				}
+			}
+		} else {
+			err := computeCtx.Reserve()
+			if err != nil {
+				return nil, err
+			}
+		}
+	}
+
+	for i, t := range entry.mm {
+		if in == t.Tensor {
+			if !reserve {
+				return ctx.Input().FromFloatSlice(entry.data[i], t.Tensor.Shape()...)
+			} else {
+				return ctx.Input().Empty(t.Tensor.DType(), t.Tensor.Shape()...), nil
+			}
+		}
+	}
+
+	return nil, errors.New("multimodal tensor not found")
+}
diff --git a/runner/ollamarunner/runner.go b/runner/ollamarunner/runner.go
new file mode 100644
index 0000000..a488a10
--- /dev/null
+++ b/runner/ollamarunner/runner.go
@@ -0,0 +1,984 @@
+package ollamarunner
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"errors"
+	"flag"
+	"fmt"
+	"hash/maphash"
+	"image"
+	"log"
+	"log/slog"
+	"net"
+	"net/http"
+	"os"
+	"regexp"
+	"runtime"
+	"strconv"
+	"strings"
+	"sync"
+	"time"
+	"unicode/utf8"
+
+	"golang.org/x/image/bmp"
+	"golang.org/x/sync/semaphore"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/llm"
+	"github.com/ollama/ollama/logutil"
+	"github.com/ollama/ollama/ml"
+	"github.com/ollama/ollama/model"
+	"github.com/ollama/ollama/model/input"
+	"github.com/ollama/ollama/runner/common"
+	"github.com/ollama/ollama/sample"
+
+	_ "github.com/ollama/ollama/model/models"
+)
+
+type Sequence struct {
+	// ctxs are used for allocating tensors that last the lifetime of the sequence, such as
+	// multimodal embeddings
+	ctxs []ml.Context
+
+	// mmStore holds multimodal embeddings to mange memory and enable splitting across batches
+	mmStore multimodalStore
+
+	// batch index
+	iBatch int
+
+	// prompt inputs left to evaluate
+	inputs []input.Input
+
+	// inputs that have been added to a batch but not yet submitted to Forward
+	pendingInputs []input.Input
+
+	// tokens that have been generated but not returned yet (e.g. for stop sequences)
+	pendingResponses []string
+
+	// input cache being used by this sequence
+	cache *InputCacheSlot
+
+	// channel to send responses over
+	responses chan string
+
+	// channel to stop decoding (such as if the remote connection is closed)
+	quit chan bool
+
+	// number of tokens to predict
+	numPredict int
+
+	// sampler with transforms to run on generated logits
+	sampler sample.Sampler
+
+	// channel to send back the embedding if embedding only
+	embedding chan []float32
+
+	// stop sequences
+	stop []string
+
+	// number of inputs to keep at the beginning when shifting context window
+	numKeep int32
+
+	// true if an embedding are to be returned instead of text generation
+	embeddingOnly bool
+
+	doneReason llm.DoneReason
+
+	// Metrics
+	startProcessingTime time.Time
+	startGenerationTime time.Time
+	numPredicted        int
+	numPromptInputs     int
+}
+
+type NewSequenceParams struct {
+	numPredict int
+	stop       []string
+	numKeep    int32
+	sampler    sample.Sampler
+	embedding  bool
+}
+
+func (s *Server) NewSequence(prompt string, images []llm.ImageData, params NewSequenceParams) (*Sequence, error) {
+	s.ready.Wait()
+
+	startTime := time.Now()
+
+	inputs, ctxs, mmStore, err := s.inputs(prompt, images)
+	if err != nil {
+		return nil, fmt.Errorf("failed to process inputs: %w", err)
+	} else if len(inputs) == 0 {
+		return nil, errors.New("no input provided")
+	}
+
+	if params.numKeep < 0 {
+		params.numKeep = int32(len(inputs))
+	}
+
+	// Ensure that at least 1 input can be discarded during shift
+	params.numKeep = min(params.numKeep, s.cache.numCtx-1)
+
+	if int32(len(inputs)) > s.cache.numCtx {
+		discard := int32(len(inputs)) - s.cache.numCtx
+		promptStart := params.numKeep + discard
+
+		// If we need to truncate in the middle of a unbreakable batch, remove the entire batch
+		sameBatch := 0
+		for i, inp := range inputs {
+			if sameBatch > 0 {
+				sameBatch--
+
+				if promptStart == int32(i) {
+					promptStart++
+				}
+			} else if promptStart == int32(i) {
+				break
+			}
+
+			if inp.SameBatch != 0 {
+				if int32(i) < params.numKeep {
+					return nil, fmt.Errorf("SameBatch may not be specified within numKeep (index: %v numKeep: %v SameBatch: %v)", i, params.numKeep, inp.SameBatch)
+				}
+
+				sameBatch = inp.SameBatch
+			}
+		}
+
+		if promptStart >= int32(len(inputs)) {
+			return nil, errors.New("entire prompt removed by truncation")
+		}
+
+		newInputs := inputs[:params.numKeep]
+		newInputs = append(newInputs, inputs[promptStart:]...)
+
+		slog.Warn("truncating input prompt", "limit", s.cache.numCtx, "prompt", len(inputs), "keep", params.numKeep, "new", len(newInputs))
+		inputs = newInputs
+	}
+
+	// TODO(jessegross): Ingest cached history for grammar
+
+	return &Sequence{
+		ctxs:                ctxs,
+		mmStore:             mmStore,
+		inputs:              inputs,
+		numPromptInputs:     len(inputs),
+		startProcessingTime: startTime,
+		numPredict:          params.numPredict,
+		pendingResponses:    make([]string, 0),
+		responses:           make(chan string, 100),
+		quit:                make(chan bool, 1),
+		embedding:           make(chan []float32, 1),
+		sampler:             params.sampler,
+		embeddingOnly:       params.embedding,
+		stop:                params.stop,
+		numKeep:             params.numKeep,
+	}, nil
+}
+
+// inputs processes the prompt and images into a list of inputs
+// by splitting the prompt on [img-<n>] tags, tokenizing text and
+// decoding images
+func (s *Server) inputs(prompt string, images []llm.ImageData) ([]input.Input, []ml.Context, multimodalStore, error) {
+	var inputs []input.Input
+	var ctxs []ml.Context
+	var mmStore multimodalStore
+
+	var parts []string
+	var matches [][]string
+
+	multimodalProcessor, visionModel := s.model.(model.MultimodalProcessor)
+
+	if visionModel {
+		re := regexp.MustCompile(`\[img-(\d+)\]`)
+		parts = re.Split(prompt, -1)
+		matches = re.FindAllStringSubmatch(prompt, -1)
+		mmStore = newMultimodalStore()
+	} else {
+		parts = []string{prompt}
+	}
+
+	postTokenize := false
+	for i, part := range parts {
+		// text - tokenize
+		tokens, err := s.model.(model.TextProcessor).Encode(part, i == 0)
+		if err != nil {
+			return nil, nil, nil, err
+		}
+
+		for _, t := range tokens {
+			inputs = append(inputs, input.Input{Token: t})
+		}
+
+		// image - decode and store
+		if i < len(matches) {
+			n, _ := strconv.Atoi(matches[i][1])
+
+			imageIndex := -1
+			for j := range images {
+				if images[j].ID == n {
+					imageIndex = j
+					break
+				}
+			}
+
+			if imageIndex < 0 {
+				return nil, nil, nil, fmt.Errorf("invalid image index: %d", n)
+			}
+
+			ctx := s.model.Backend().NewContext()
+			runtime.SetFinalizer(ctx, func(c ml.Context) { c.Close() })
+			ctxs = append(ctxs, ctx)
+			imageEmbeddings, err := multimodalProcessor.EncodeMultimodal(ctx, images[imageIndex].Data)
+			if err != nil {
+				return nil, nil, nil, err
+			}
+
+			s.multimodalHash.Reset()
+			_, _ = s.multimodalHash.Write(images[imageIndex].Data)
+			imageHash := s.multimodalHash.Sum64()
+
+			mmStore.addMultimodal(imageEmbeddings)
+
+			inputs = append(inputs, input.Input{Multimodal: imageEmbeddings, MultimodalHash: imageHash})
+			postTokenize = true
+		}
+	}
+
+	if visionModel && postTokenize {
+		var err error
+		inputs, err = multimodalProcessor.PostTokenize(inputs)
+		if err != nil {
+			return nil, nil, nil, err
+		}
+	}
+
+	return inputs, ctxs, mmStore, nil
+}
+
+type Server struct {
+	// is the server ready to process requests?
+	// protects access to model and image
+	ready sync.WaitGroup
+
+	// loaded model
+	model model.Model
+
+	// status for external health reporting - loading, ready to serve, etc.
+	status llm.ServerStatus
+
+	// current progress on loading the model
+	progress float32
+
+	// number of simultaneous requests to handle
+	parallel int
+
+	// maximum number of elements in a batch (per sequence)
+	// TODO (jmorganca): make this n_batch
+	batchSize int
+
+	// protects access to everything below this line
+	// this is context state needed for decoding
+	mu sync.Mutex
+
+	// indicates that data is ready for processing
+	cond *sync.Cond
+
+	// the list of simultaneous sequences being evaluated
+	seqs []*Sequence
+
+	// seqs can have a maximum of parallel entries, which
+	// is enfoced by seqSem
+	seqsSem *semaphore.Weighted
+
+	// KV cache
+	cache *InputCache
+
+	// next sequence for prompt processing to avoid starvation
+	nextSeq int
+
+	// multimodalHash generates hashes for comparing equality
+	// of non-text data
+	multimodalHash maphash.Hash
+}
+
+func (s *Server) allNil() bool {
+	for _, item := range s.seqs {
+		if item != nil {
+			return false
+		}
+	}
+	return true
+}
+
+func flushPending(seq *Sequence) bool {
+	joined := strings.Join(seq.pendingResponses, "")
+	seq.pendingResponses = []string{}
+
+	// Check if there are any partial UTF-8 characters remaining.
+	// We already check and queue as we are generating but some may
+	// still make it here:
+	// - Sequence is ending, e.g. generation limit has been hit
+	// - Invalid characters in the middle of a string
+	// This is a stricter check to ensure we never output invalid Unicode.
+	for !utf8.ValidString(joined) {
+		joined = joined[:len(joined)-1]
+	}
+
+	if len(joined) == 0 {
+		return true
+	}
+
+	select {
+	case seq.responses <- joined:
+		return true
+	case <-seq.quit:
+		return false
+	}
+}
+
+func (s *Server) removeSequence(seqIndex int, reason llm.DoneReason) {
+	seq := s.seqs[seqIndex]
+
+	flushPending(seq)
+	seq.doneReason = reason
+	close(seq.responses)
+	close(seq.embedding)
+	seq.cache.InUse = false
+	s.seqs[seqIndex] = nil
+	s.seqsSem.Release(1)
+}
+
+func (s *Server) run(ctx context.Context) {
+	s.ready.Wait()
+
+	for {
+		select {
+		case <-ctx.Done():
+			return
+		default:
+			err := s.processBatch()
+			if err != nil {
+				panic(err)
+			}
+		}
+	}
+}
+
+func (s *Server) processBatch() error {
+	s.mu.Lock()
+	for s.allNil() {
+		s.cond.Wait() // Wait until an item is added
+	}
+	defer s.mu.Unlock()
+
+	ctx := s.model.Backend().NewContext()
+	defer ctx.Close()
+
+	var batchInputs []int32
+	var batch input.Batch
+
+	resumeSeq := -1
+	seqIdx := s.nextSeq - 1
+	for range s.seqs {
+		seqIdx = (seqIdx + 1) % len(s.seqs)
+		seq := s.seqs[seqIdx]
+
+		if seq == nil {
+			continue
+		}
+
+		// if past the num predict limit
+		if seq.numPredict > 0 && seq.numPredicted >= seq.numPredict {
+			s.removeSequence(seqIdx, llm.DoneReasonLength)
+			continue
+		}
+
+		if !s.cache.enabled {
+			seq.inputs = append(seq.cache.Inputs, seq.inputs...)
+			seq.cache.Inputs = []input.Input{}
+		}
+
+		batchSize := s.batchSize
+
+		for i, inp := range seq.inputs {
+			// If we are required to put following inputs into a single batch then extend the
+			// batch size. Since we are only extending the size the minimum amount possible, this
+			// will cause a break if we have existing inputs.
+			minBatch := 1 + inp.SameBatch
+			if minBatch > batchSize {
+				batchSize = minBatch
+			}
+
+			// Stop if the required batch would put us over the total batch size (including tokens
+			// added by other sequences). If we haven't been able to add anything yet then pick up
+			// here again for the next batch to avoid starvation, though we can opportunistically
+			// check if other sequences can still squeeze something in.
+			if len(batchInputs)+minBatch > batchSize {
+				if len(seq.pendingInputs) == 0 && resumeSeq == -1 {
+					resumeSeq = seqIdx
+				}
+				break
+			}
+
+			// If the sum of our working set (already processed tokens, tokens we added to this
+			// batch, required following tokens) exceeds the context size, then trigger a shift
+			// now so we don't have to do one later when we can't break the batch.
+			if int32(len(seq.cache.Inputs)+len(seq.pendingInputs)+minBatch) > s.cache.numCtx {
+				if len(seq.pendingInputs) != 0 {
+					break
+				}
+
+				err := s.cache.ShiftCacheSlot(seq.cache, seq.numKeep)
+				if err != nil {
+					var reprocess *ErrReprocessInputs
+					if errors.As(err, &reprocess) {
+						// Prepend these inputs to the sequence's inputs queue for reprocessing
+						seq.inputs = append(reprocess.Inputs, seq.inputs...)
+						// Skip this sequence but continue processing the rest
+						continue
+					} else {
+						return err
+					}
+				}
+			}
+
+			batchInputs = append(batchInputs, inp.Token)
+			if inp.Multimodal != nil {
+				mm, err := seq.mmStore.getMultimodal(s.model.Backend(), ctx, inp.Multimodal, false)
+				if err != nil {
+					return err
+				}
+				batch.Multimodal = append(batch.Multimodal, input.MultimodalIndex{Index: len(batchInputs) - 1, Multimodal: mm})
+			}
+
+			batch.Positions = append(batch.Positions, int32(len(seq.cache.Inputs)+len(seq.pendingInputs)))
+			batch.Sequences = append(batch.Sequences, seq.cache.Id)
+
+			seq.iBatch = len(batch.Outputs)
+			if i+1 == len(seq.inputs) {
+				batch.Outputs = append(batch.Outputs, int32(len(batchInputs)-1))
+			}
+			seq.pendingInputs = append(seq.pendingInputs, inp)
+		}
+
+		seq.inputs = seq.inputs[len(seq.pendingInputs):]
+	}
+
+	if resumeSeq != -1 {
+		s.nextSeq = resumeSeq
+	} else {
+		s.nextSeq = seqIdx + 1
+	}
+
+	if len(batchInputs) == 0 {
+		return nil
+	}
+
+	modelOutput, err := model.Forward(ctx, s.model, batchInputs, batch)
+	if err != nil {
+		return fmt.Errorf("failed to decode batch: %w", err)
+	}
+
+	logits := modelOutput.Floats()
+
+	for i, seq := range s.seqs {
+		if seq == nil {
+			continue
+		}
+
+		// After calling Forward, pending inputs are now in the cache
+		if len(seq.pendingInputs) > 0 {
+			seq.cache.Inputs = append(seq.cache.Inputs, seq.pendingInputs...)
+			seq.pendingInputs = []input.Input{}
+		}
+
+		// don't sample prompt processing
+		if len(seq.inputs) != 0 {
+			if !s.cache.enabled {
+				return errors.New("caching disabled but unable to fit entire input in a batch")
+			}
+			continue
+		}
+
+		seq.numPredicted++
+		if seq.numPredicted == 1 {
+			seq.startGenerationTime = time.Now()
+		}
+
+		// if done processing the prompt, generate an embedding and return
+		if seq.embeddingOnly {
+			// TODO(jessegross): Embedding support
+			slog.Warn("generation of embedding outputs not yet supported")
+			s.removeSequence(i, llm.DoneReasonStop)
+			continue
+		}
+
+		// sample a token
+		vocabSize := len(logits) / len(batch.Outputs)
+
+		token, err := seq.sampler.Sample(logits[seq.iBatch*vocabSize : (seq.iBatch+1)*vocabSize])
+		if err != nil {
+			return fmt.Errorf("failed to sample token: %w", err)
+		}
+
+		// if it's an end of sequence token, break
+		if s.model.(model.TextProcessor).Is(token, model.SpecialEOS) {
+			// TODO (jmorganca): we should send this back
+			// as it's important for the /api/generate context
+			// seq.responses <- piece
+
+			s.removeSequence(i, llm.DoneReasonStop)
+			continue
+		}
+
+		piece, err := s.model.(model.TextProcessor).Decode([]int32{token})
+		if err != nil {
+			return err
+		}
+
+		seq.inputs = []input.Input{{Token: token}}
+
+		seq.pendingResponses = append(seq.pendingResponses, piece)
+		sequence := strings.Join(seq.pendingResponses, "")
+
+		if ok, stop := common.FindStop(sequence, seq.stop); ok {
+			slog.Debug("hit stop token", "pending", seq.pendingResponses, "stop", stop)
+
+			var tokenTruncated bool
+			origLen := len(seq.pendingResponses)
+			seq.pendingResponses, tokenTruncated = common.TruncateStop(seq.pendingResponses, stop)
+			newLen := len(seq.pendingResponses)
+
+			// Update the cache based on the tokens that will be returned:
+			// - We have 1 token more than is currently in the cache because
+			// the last one generated wasn't submitted to Decode
+			// - Remove any stop sequences that we stripped out
+			// - If truncateStop removed a portion of a token, drop that
+			// - As defense-in-depth, if truncatedToken didn't find a stop token
+			// remove the extra one that we added to the cache len
+			tokenLen := len(seq.cache.Inputs) + 1
+			tokenLen -= origLen - newLen
+			if tokenTruncated || origLen == newLen {
+				tokenLen--
+			}
+			seq.cache.Inputs = seq.cache.Inputs[:tokenLen]
+
+			s.removeSequence(i, llm.DoneReasonStop)
+			continue
+		}
+
+		if common.ContainsStopSuffix(sequence, seq.stop) {
+			continue
+		}
+
+		if common.IncompleteUnicode(sequence) {
+			continue
+		}
+
+		if !flushPending(seq) {
+			s.removeSequence(i, llm.DoneReasonConnectionClosed)
+		}
+	}
+
+	return nil
+}
+
+func (s *Server) completion(w http.ResponseWriter, r *http.Request) {
+	var req llm.CompletionRequest
+	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+		http.Error(w, "Bad request", http.StatusBadRequest)
+		return
+	}
+
+	if req.Options == nil {
+		opts := api.DefaultOptions()
+		req.Options = &opts
+	}
+
+	// Set the headers to indicate streaming
+	w.Header().Set("Content-Type", "application/json")
+	w.Header().Set("Transfer-Encoding", "chunked")
+
+	flusher, ok := w.(http.Flusher)
+	if !ok {
+		http.Error(w, "Streaming not supported", http.StatusInternalServerError)
+		return
+	}
+
+	var grammar *sample.GrammarSampler
+	var err error
+	if req.Grammar != "" {
+		grammar, err = sample.NewGrammarSampler(s.model.(model.TextProcessor), req.Grammar)
+		if err != nil {
+			http.Error(w, "failed to load model vocabulary required for format", http.StatusInternalServerError)
+			return
+		}
+		defer grammar.Free()
+	}
+
+	sampler := sample.NewSampler(
+		req.Options.Temperature,
+		req.Options.TopK,
+		req.Options.TopP,
+		req.Options.MinP,
+		req.Options.Seed,
+		grammar,
+	)
+
+	seq, err := s.NewSequence(req.Prompt, req.Images, NewSequenceParams{
+		numPredict: req.Options.NumPredict,
+		stop:       req.Options.Stop,
+		numKeep:    int32(req.Options.NumKeep),
+		sampler:    sampler,
+		embedding:  false,
+	})
+	if err != nil {
+		http.Error(w, fmt.Sprintf("Failed to create new sequence: %v", err), http.StatusInternalServerError)
+		return
+	}
+
+	// Ensure there is a place to put the sequence, released when removed from s.seqs
+	if err := s.seqsSem.Acquire(r.Context(), 1); err != nil {
+		if errors.Is(err, context.Canceled) {
+			slog.Info("aborting completion request due to client closing the connection")
+		} else {
+			http.Error(w, fmt.Sprintf("Failed to acquire semaphore: %v", err), http.StatusInternalServerError)
+		}
+		return
+	}
+
+	s.mu.Lock()
+	found := false
+	for i, sq := range s.seqs {
+		if sq == nil {
+			seq.cache, seq.inputs, err = s.cache.LoadCacheSlot(seq.inputs)
+			if err != nil {
+				s.mu.Unlock()
+				s.seqsSem.Release(1)
+				http.Error(w, fmt.Sprintf("Failed to load cache: %v", err), http.StatusInternalServerError)
+				return
+			}
+
+			s.seqs[i] = seq
+			s.cond.Signal()
+			found = true
+			break
+		}
+	}
+	s.mu.Unlock()
+
+	if !found {
+		s.seqsSem.Release(1)
+		http.Error(w, "could not find an available sequence", http.StatusInternalServerError)
+		return
+	}
+
+	for {
+		select {
+		case <-r.Context().Done():
+			close(seq.quit)
+			return
+		case content, ok := <-seq.responses:
+			if ok {
+				if err := json.NewEncoder(w).Encode(&llm.CompletionResponse{
+					Content: content,
+				}); err != nil {
+					http.Error(w, fmt.Sprintf("failed to encode response: %v", err), http.StatusInternalServerError)
+					close(seq.quit)
+					return
+				}
+
+				flusher.Flush()
+			} else {
+				if err := json.NewEncoder(w).Encode(&llm.CompletionResponse{
+					Done:               true,
+					DoneReason:         seq.doneReason,
+					PromptEvalCount:    seq.numPromptInputs,
+					PromptEvalDuration: seq.startGenerationTime.Sub(seq.startProcessingTime),
+					EvalCount:          seq.numPredicted,
+					EvalDuration:       time.Since(seq.startGenerationTime),
+				}); err != nil {
+					http.Error(w, fmt.Sprintf("failed to encode final response: %v", err), http.StatusInternalServerError)
+				}
+
+				return
+			}
+		}
+	}
+}
+
+func (s *Server) health(w http.ResponseWriter, r *http.Request) {
+	w.Header().Set("Content-Type", "application/json")
+	if err := json.NewEncoder(w).Encode(&llm.ServerStatusResponse{
+		Status:   s.status,
+		Progress: s.progress,
+	}); err != nil {
+		http.Error(w, fmt.Sprintf("failed to encode response: %v", err), http.StatusInternalServerError)
+	}
+}
+
+type multiLPath []string
+
+func (m *multiLPath) Set(value string) error {
+	*m = append(*m, value)
+	return nil
+}
+
+func (m *multiLPath) String() string {
+	return strings.Join(*m, ", ")
+}
+
+func (s *Server) reserveWorstCaseGraph() error {
+	ctx := s.model.Backend().NewContext()
+	defer ctx.Close()
+
+	var err error
+	inputs := make([]input.Input, s.batchSize)
+	mmStore := newMultimodalStore()
+
+	// Multimodal strategy:
+	// - Encode a 2048x2048 image. This assumes that a single image of this
+	//   size is sufficient to trigger the worst case. This is currently true
+	//   because for existing models, only a single image fits in a batch.
+	// - Add the embedding to a full batch of tokens - this is necessary because
+	//   the model may be looking for non-image data, such as <image> tags.
+	// - Run PostTokenize to execute any transformations between generated
+	//   embeddings and what the forward pass expects.
+	// - The result may now be larger than a batch (images may not fit in a
+	//   single batch), so trim based on what will fit and must be grouped together.
+	// - Fill out the rest of the space with text tokens.
+	if multimodalProcessor, ok := s.model.(model.MultimodalProcessor); ok {
+		mmCtx := s.model.Backend().NewContext()
+		defer mmCtx.Close()
+
+		img := image.NewGray(image.Rect(0, 0, 2048, 2048))
+		var buf bytes.Buffer
+		bmp.Encode(&buf, img)
+
+		if inputs[0].Multimodal, err = multimodalProcessor.EncodeMultimodal(mmCtx, buf.Bytes()); err == nil {
+			mmStore.addMultimodal(inputs[0].Multimodal)
+
+			inputs, err = multimodalProcessor.PostTokenize(inputs)
+			if err != nil {
+				return err
+			}
+
+			for i, inp := range inputs {
+				minBatch := 1 + inp.SameBatch
+				if minBatch > s.batchSize {
+					inputs = inputs[i:min(i+minBatch, len(inputs))]
+					break
+				} else if i+minBatch > s.batchSize {
+					inputs = inputs[:i]
+					break
+				}
+			}
+
+			if len(inputs) < s.batchSize {
+				newInputs := make([]input.Input, s.batchSize)
+				copy(newInputs, inputs)
+				inputs = newInputs
+			}
+		}
+	}
+
+	var batch input.Batch
+
+	batchInputs := make([]int32, len(inputs))
+	batch.Positions = make([]int32, len(inputs))
+	batch.Sequences = make([]int, len(inputs))
+	for i, inp := range inputs {
+		batchInputs[i] = inp.Token
+		if inp.Multimodal != nil {
+			mm, err := mmStore.getMultimodal(s.model.Backend(), ctx, inp.Multimodal, true)
+			if err != nil {
+				return err
+			}
+			batch.Multimodal = append(batch.Multimodal, input.MultimodalIndex{Index: i, Multimodal: mm})
+		}
+
+		batch.Positions[i] = int32(i)
+	}
+
+	batch.Outputs = make([]int32, s.parallel)
+	for i := range batch.Outputs {
+		batch.Outputs[i] = int32(i)
+	}
+
+	batch.Inputs, err = ctx.Input().FromIntSlice(batchInputs, len(batchInputs))
+	if err != nil {
+		return err
+	}
+
+	cache := s.model.Config().Cache
+	if cache != nil {
+		err := cache.StartForward(ctx, batch, true)
+		if err != nil {
+			return err
+		}
+	}
+
+	t, err := s.model.Forward(ctx, batch)
+	if err != nil {
+		return err
+	}
+
+	err = ctx.Forward(t).Reserve()
+	if err != nil {
+		return err
+	}
+
+	return nil
+}
+
+func (s *Server) loadModel(
+	ctx context.Context,
+	mpath string,
+	params ml.BackendParams,
+	lpath multiLPath,
+	parallel int,
+	kvCacheType string,
+	kvSize int,
+	multiUserCache bool,
+) {
+	var err error
+	s.model, err = model.New(mpath, params)
+	if err != nil {
+		panic(err)
+	}
+
+	// TODO(jessegross): LoRA loading
+	if lpath.String() != "" {
+		panic("loras are not yet implemented")
+	}
+
+	s.cache, err = NewInputCache(s.model, kvCacheType, int32(kvSize), parallel, s.batchSize, multiUserCache)
+	if err != nil {
+		panic(err)
+	}
+
+	if !s.cache.enabled && parallel > 1 {
+		parallel = 1
+		slog.Warn("model does not support caching, disabling parallel processing")
+	}
+
+	s.parallel = parallel
+	s.seqs = make([]*Sequence, s.parallel)
+	s.seqsSem = semaphore.NewWeighted(int64(s.parallel))
+
+	err = s.reserveWorstCaseGraph()
+	if err != nil {
+		panic(err)
+	}
+
+	err = s.model.Backend().Load(ctx,
+		func(progress float32) {
+			s.progress = progress
+		})
+	if err != nil {
+		panic(err)
+	}
+
+	s.status = llm.ServerStatusReady
+	s.ready.Done()
+}
+
+func Execute(args []string) error {
+	fs := flag.NewFlagSet("runner", flag.ExitOnError)
+	mpath := fs.String("model", "", "Path to model binary file")
+	parallel := fs.Int("parallel", 1, "Number of sequences to handle simultaneously")
+	batchSize := fs.Int("batch-size", 512, "Batch size")
+	numGPULayers := fs.Int("n-gpu-layers", 0, "Number of layers to offload to GPU")
+	mainGPU := fs.Int("main-gpu", 0, "Main GPU")
+	flashAttention := fs.Bool("flash-attn", false, "Enable flash attention")
+	kvSize := fs.Int("ctx-size", 2048, "Context (or KV cache) size")
+	kvCacheType := fs.String("kv-cache-type", "", "quantization type for KV cache (default: f16)")
+	port := fs.Int("port", 8080, "Port to expose the server on")
+	threads := fs.Int("threads", runtime.NumCPU(), "Number of threads to use during generation")
+	_ = fs.Bool("verbose", false, "verbose output (default: disabled)")
+	_ = fs.Bool("no-mmap", false, "do not memory-map model (slower load but may reduce pageouts if not using mlock)")
+	tensorSplit := fs.String("tensor-split", "", "fraction of the model to offload to each GPU, comma-separated list of proportions")
+	multiUserCache := fs.Bool("multiuser-cache", false, "optimize input cache algorithm for multiple users")
+
+	var lpaths multiLPath
+	fs.Var(&lpaths, "lora", "Path to lora layer file (can be specified multiple times)")
+
+	fs.Usage = func() {
+		fmt.Fprintf(fs.Output(), "Runner usage\n")
+		fs.PrintDefaults()
+	}
+	if err := fs.Parse(args); err != nil {
+		return err
+	}
+	slog.SetDefault(logutil.NewLogger(os.Stderr, envconfig.LogLevel()))
+	slog.Info("starting ollama engine")
+
+	server := &Server{
+		batchSize: *batchSize,
+		status:    llm.ServerStatusLoadingModel,
+	}
+
+	// TODO(jessegross): Parameters that need to be implemented:
+	//	no-mmap
+	//	mlock
+
+	var tensorSplitFloats []float32
+	if *tensorSplit != "" {
+		splits := strings.Split(*tensorSplit, ",")
+		tensorSplitFloats = make([]float32, len(splits))
+		for i, s := range splits {
+			f, _ := strconv.ParseFloat(s, 32)
+			tensorSplitFloats[i] = float32(f)
+		}
+	}
+
+	params := ml.BackendParams{
+		NumThreads:     *threads,
+		NumGPULayers:   *numGPULayers,
+		MainGPU:        *mainGPU,
+		TensorSplit:    tensorSplitFloats,
+		FlashAttention: *flashAttention,
+	}
+
+	server.ready.Add(1)
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	go server.loadModel(ctx, *mpath, params, lpaths, *parallel, *kvCacheType, *kvSize, *multiUserCache)
+
+	server.cond = sync.NewCond(&server.mu)
+
+	go server.run(ctx)
+
+	addr := "127.0.0.1:" + strconv.Itoa(*port)
+	listener, err := net.Listen("tcp", addr)
+	if err != nil {
+		fmt.Println("Listen error:", err)
+		return err
+	}
+	defer listener.Close()
+
+	mux := http.NewServeMux()
+	// TODO: support embeddings
+	mux.HandleFunc("POST /embedding", func(w http.ResponseWriter, r *http.Request) {
+		http.Error(w, "this model does not support embeddings", http.StatusNotImplemented)
+	})
+
+	mux.HandleFunc("POST /completion", server.completion)
+	mux.HandleFunc("GET /health", server.health)
+
+	httpServer := http.Server{
+		Handler: mux,
+	}
+
+	log.Println("Server listening on", addr)
+	if err := httpServer.Serve(listener); err != nil {
+		log.Fatal("server error:", err)
+		return err
+	}
+
+	return nil
+}
diff --git a/runner/runner.go b/runner/runner.go
new file mode 100644
index 0000000..500fdd7
--- /dev/null
+++ b/runner/runner.go
@@ -0,0 +1,24 @@
+package runner
+
+import (
+	"github.com/ollama/ollama/runner/llamarunner"
+	"github.com/ollama/ollama/runner/ollamarunner"
+)
+
+func Execute(args []string) error {
+	if args[0] == "runner" {
+		args = args[1:]
+	}
+
+	var newRunner bool
+	if args[0] == "--ollama-engine" {
+		args = args[1:]
+		newRunner = true
+	}
+
+	if newRunner {
+		return ollamarunner.Execute(args)
+	} else {
+		return llamarunner.Execute(args)
+	}
+}
diff --git a/sample/samplers.go b/sample/samplers.go
new file mode 100644
index 0000000..d395650
--- /dev/null
+++ b/sample/samplers.go
@@ -0,0 +1,206 @@
+package sample
+
+import (
+	"errors"
+	"math"
+	"math/rand/v2"
+	"slices"
+
+	"github.com/ollama/ollama/llama"
+	"github.com/ollama/ollama/model"
+)
+
+// token represents information about a single token during sampling
+type token struct {
+	id    int32   // The token's unique identifier
+	value float32 // The raw logit or probability from the model
+}
+
+type Sampler struct {
+	rng         *rand.Rand
+	topK        int
+	topP        float32
+	minP        float32
+	temperature float32
+	grammar     *GrammarSampler
+}
+
+func (s *Sampler) Sample(logits []float32) (int32, error) {
+	if len(logits) == 0 {
+		return -1, errors.New("sample: no logits provided to sample")
+	}
+
+	tokens := make([]token, len(logits))
+	for i := range logits {
+		tokens[i].id = int32(i)
+		tokens[i].value = logits[i]
+	}
+
+	t, err := s.sample(tokens)
+	if err != nil {
+		return -1, err
+	}
+
+	if s.grammar != nil {
+		// optimization: first check if the max logit is accepted by the grammar
+		// if the max logit is rejected, apply the grammar to all logits (slower)
+		top := []token{t}
+		s.grammar.Apply(top)
+		if !math.IsInf(float64(top[0].value), -1) {
+			s.grammar.Accept(top[0].id)
+			return top[0].id, nil
+		}
+
+		// since .sample has side effects of modifying the tokens
+		// we need to reset them before applying the grammar and
+		// sampling again
+		for i := range logits {
+			tokens[i].id = int32(i)
+			tokens[i].value = logits[i]
+		}
+		s.grammar.Apply(tokens)
+		t, err = s.sample(tokens)
+		if err != nil {
+			return -1, err
+		}
+		s.grammar.Accept(t.id)
+	}
+
+	return t.id, nil
+}
+
+// greedy returns the highest probability token from the tokens
+func greedy(tokens []token) token {
+	max := tokens[0]
+	for i := 1; i < len(tokens); i++ {
+		if tokens[i].value > max.value {
+			max = tokens[i]
+		}
+	}
+
+	return max
+}
+
+// sample returns the highest probability token from the tokens
+// given sampler parameters. It also has side effects of modifying the tokens
+func (s *Sampler) sample(tokens []token) (token, error) {
+	if s.temperature == 0 {
+		return greedy(tokens), nil
+	}
+
+	// topK also sorts the tokens in descending order of logits
+	tokens = topK(tokens, s.topK)
+
+	// scale and normalize the tokens in place
+	temperature(tokens, s.temperature)
+	softmax(tokens)
+
+	tokens = topP(tokens, s.topP)
+	tokens = minP(tokens, s.minP)
+
+	var r float32
+	if s.rng != nil {
+		r = s.rng.Float32()
+	} else {
+		r = rand.Float32()
+	}
+
+	// Calculate cumulative sum of probabilities
+	var sum float32
+	for i := range tokens {
+		sum += tokens[i].value
+		tokens[i].value = sum
+	}
+	r *= tokens[len(tokens)-1].value
+
+	idx, _ := slices.BinarySearchFunc(tokens, r, func(token token, target float32) int {
+		if token.value < target {
+			return -1
+		}
+		return 1
+	})
+
+	if math.IsNaN(float64(sum)) {
+		return token{}, errors.New("sample: logits sum to NaN, check model output")
+	}
+	return tokens[idx], nil
+}
+
+// TODO(parthsareen): update sampler interface to use json unmarshal https://github.com/ollama/ollama/issues/9278
+func NewSampler(temperature float32, topK int, topP float32, minP float32, seed int, grammar *GrammarSampler) Sampler {
+	var rng *rand.Rand
+	if seed != -1 {
+		// PCG requires two parameters: sequence and stream
+		// Use original seed for sequence
+		sequence := uint64(seed)
+		// Use golden ratio hash to generate statistically independent seeds
+		rng = rand.New(rand.NewPCG(sequence, sequence^0x9E3779B9))
+	}
+	if temperature < 0.0 {
+		temperature = 0.0
+	}
+
+	if topP < 0.0 {
+		topP = 0.0
+	}
+	if topP >= 1.0 {
+		topP = 1.0
+	}
+
+	if minP < 0.0 {
+		minP = 0.0
+	}
+	if minP >= 1.0 {
+		minP = 1.0
+	}
+
+	return Sampler{
+		rng:         rng,
+		topK:        topK,
+		topP:        topP,
+		minP:        minP,
+		temperature: temperature,
+		grammar:     grammar,
+	}
+}
+
+type GrammarSampler struct {
+	grammar *llama.Grammar
+}
+
+func NewGrammarSampler(model model.TextProcessor, grammarStr string) (*GrammarSampler, error) {
+	vocabIds := make([]uint32, len(model.Vocabulary().Values))
+	pieces := make([]string, len(model.Vocabulary().Values))
+	for i := range model.Vocabulary().Values {
+		pieces[i], _ = model.Decode([]int32{int32(i)})
+		vocabIds[i] = uint32(i)
+	}
+
+	grammar := llama.NewGrammar(grammarStr, vocabIds, pieces, model.Vocabulary().EOS)
+	if grammar == nil {
+		return nil, errors.New("sample: failed to initialize grammar")
+	}
+
+	return &GrammarSampler{grammar: grammar}, nil
+}
+
+func (g *GrammarSampler) Apply(tokens []token) {
+	tds := make([]llama.TokenData, len(tokens))
+	for i, token := range tokens {
+		tds[i].ID = token.id
+		tds[i].Logit = token.value
+	}
+	g.grammar.Apply(tds)
+
+	for i := range tokens {
+		tokens[i].value = tds[i].Logit
+	}
+}
+
+func (g *GrammarSampler) Accept(token int32) {
+	g.grammar.Accept(token)
+}
+
+func (g *GrammarSampler) Free() {
+	g.grammar.Free()
+}
diff --git a/sample/samplers_benchmark_test.go b/sample/samplers_benchmark_test.go
new file mode 100644
index 0000000..cd13801
--- /dev/null
+++ b/sample/samplers_benchmark_test.go
@@ -0,0 +1,92 @@
+package sample
+
+import (
+	"fmt"
+	"math/rand"
+	"testing"
+)
+
+func BenchmarkWeightedSampler(b *testing.B) {
+	sizes := []int{10, 100, 1000, 10000}
+
+	for _, size := range sizes {
+		b.Run(fmt.Sprintf("Size %d", size), func(b *testing.B) {
+			logits := make([]float32, size)
+			for i := range logits {
+				logits[i] = float32(rand.Float64()*10 - 5)
+			}
+
+			sampler := NewSampler(0.8, 0, 0, 0, 42, nil)
+			b.ResetTimer()
+			for b.Loop() {
+				sampler.Sample(logits)
+			}
+		})
+	}
+
+	configs := []struct {
+		name        string
+		temperature float32
+		topK        int
+		topP        float32
+		minP        float32
+		seed        int
+	}{
+		{"Greedy", 0, -1, 0, 0, -1},
+		{"Temperature", 0.8, -1, 0, 0, -1},
+		{"TopK", 0.8, 50, 0, 0, -1},
+		{"TopP", 0.8, -1, 0.9, 0, -1},
+		{"MinP", 0.8, -1, 0, 0.05, -1},
+		{"WithSeed", 0.8, 50, 0, 0, 42},
+	}
+
+	// Fixed size for common vocab size
+	size := 128000
+	logits := make([]float32, size)
+	for i := range logits {
+		logits[i] = float32(rand.Float64()*10 - 5)
+	}
+
+	for _, tc := range configs {
+		b.Run("Config"+tc.name, func(b *testing.B) {
+			sampler := NewSampler(tc.temperature, tc.topK, tc.topP, tc.minP, tc.seed, nil)
+			sampler.Sample(logits)
+
+			b.ResetTimer()
+
+			for b.Loop() {
+				sampler.Sample(logits)
+			}
+		})
+	}
+
+	// Test with combined transforms separately - topK influences performance greatly
+	b.Run("TransformCombined", func(b *testing.B) {
+		sampler := NewSampler(0.8, 50, 0.9, 0.05, 42, nil)
+		b.ResetTimer()
+
+		for b.Loop() {
+			sampler.Sample(logits)
+		}
+	})
+}
+
+func BenchmarkGreedySampler(b *testing.B) {
+	sizes := []int{10, 100, 1000, 10000, 100000}
+
+	for _, size := range sizes {
+		b.Run(fmt.Sprintf("Size %d", size), func(b *testing.B) {
+			logits := make([]float32, size)
+			for i := range logits {
+				logits[i] = float32(rand.Float64()*10 - 5)
+			}
+
+			sampler := NewSampler(0, -1, 0, 0, -1, nil)
+			b.ResetTimer()
+
+			for b.Loop() {
+				sampler.Sample(logits)
+			}
+		})
+	}
+}
diff --git a/sample/samplers_test.go b/sample/samplers_test.go
new file mode 100644
index 0000000..b720f02
--- /dev/null
+++ b/sample/samplers_test.go
@@ -0,0 +1,175 @@
+package sample
+
+import (
+	"encoding/json"
+	"math"
+	"math/rand/v2"
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/ollama/ollama/model"
+)
+
+func TestWeighted(t *testing.T) {
+	logits := []float32{-10, 3, -10, -10}
+	sampler := NewSampler(0, 0, 0, 0, 0, nil)
+	got, err := sampler.Sample(logits)
+	if err != nil {
+		t.Error(err)
+		return
+	}
+	want := int32(1)
+	if want != got {
+		t.Errorf("index mismatch: want %d, got %d", want, got)
+	}
+
+	logits = []float32{-100, -10, 0, 10}
+	sampler = NewSampler(0, 0, 0, 0, 0, nil)
+	got, err = sampler.Sample(logits)
+	if err != nil {
+		t.Error(err)
+		return
+	}
+	want = int32(3) // Should pick highest probability with this r value
+	if want != got {
+		t.Errorf("index mismatch: want %d, got %d", want, got)
+	}
+
+	// Test very high p
+	logits = []float32{1.0, 0.9999999999999999, 0.5, 0.1}
+	// Use extremely small topP to filter out all tokens
+	sampler = NewSampler(1.0, 0, 1e-10, 0, 0, nil)
+	got, err = sampler.Sample(logits)
+	if err != nil {
+		t.Error(err)
+		return
+	}
+	// Should get the token with the highest logit
+	want = int32(0)
+	if want != got {
+		t.Errorf("index mismatch: want %d, got %d", want, got)
+	}
+
+	logits = []float32{float32(math.NaN()), float32(math.NaN()), float32(math.NaN())}
+	sampler = NewSampler(1, 0, 0.95, 0.05, 0, nil)
+	got, err = sampler.Sample(logits)
+	if err == nil {
+		t.Errorf("expected error, got %d", got)
+		return
+	}
+}
+
+func modelHelper(t testing.TB) model.BytePairEncoding {
+	t.Helper()
+
+	f, err := os.Open(filepath.Join("..", "model", "testdata", "llama3.2", "encoder.json"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	vocab := make(map[string]int32)
+	if err := json.NewDecoder(f).Decode(&vocab); err != nil {
+		t.Fatal(err)
+	}
+
+	tokens := make([]string, len(vocab))
+	for token, id := range vocab {
+		tokens[id] = token
+	}
+
+	merges := make([]string, 0, 1)
+	// Only need vocab for Grammar Test
+	return model.NewBytePairEncoding(
+		``,
+		&model.Vocabulary{
+			Values: tokens,
+			Types:  make([]int32, len(vocab)),
+			Merges: merges,
+		},
+	)
+}
+
+func TestGrammar(t *testing.T) {
+	tokenizer := modelHelper(t)
+
+	grammarJSON := `
+	root   ::= object
+	value  ::= object | array | string | number | ("true" | "false" | "null") ws
+	object ::=
+	"{" ws (
+				string ":" ws value
+		("," ws string ":" ws value)*
+	)? "}" ws
+	array  ::=
+	"[" ws (
+				value
+		("," ws value)*
+	)? "]" ws
+	string ::=
+	"\"" (
+		[^"\\\x7F\x00-\x1F] |
+		"\\" (["\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]) # escapes
+	)* "\"" ws
+	number ::= ("-"? ([0-9] | [1-9] [0-9]*)) ("." [0-9]+)? ([eE] [-+]? [0-9]+)? ws
+	# Optional space: by convention, applied in this grammar after literal chars when allowed
+	ws ::= ([ \t\n] ws)?
+	`
+	grammar, err := NewGrammarSampler(tokenizer, grammarJSON)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer grammar.Free()
+
+	logits := make([]float32, len(tokenizer.Vocabulary().Values))
+	for i := range logits {
+		logits[i] = rand.Float32()
+	}
+	tokens := make([]token, len(logits))
+	for i := range tokens {
+		tokens[i].id = int32(i)
+		tokens[i].value = logits[i]
+	}
+
+	grammar.Apply(tokens)
+	nonInfCount := 0
+	infCount := 0
+	for _, tok := range tokens {
+		if math.IsInf(float64(tok.value), -1) {
+			infCount++
+		} else {
+			nonInfCount++
+		}
+	}
+	if nonInfCount == 0 {
+		t.Error("expected at least one non -inf token after grammar application, got none")
+	}
+	if infCount == 0 {
+		t.Error("expected some -inf tokens after grammar application, got none")
+	}
+}
+
+func BenchmarkSample(b *testing.B) {
+	samplers := map[string]Sampler{
+		"Greedy":   NewSampler(0, 0, 0, 0, 0, nil), // Use NewSampler with temp=0 for greedy
+		"Weighted": NewSampler(0.5, 10, 0.9, 0.2, -1, nil),
+	}
+
+	// Generate random logits for benchmarking
+	logits := make([]float32, 1<<16)
+	for i := range logits {
+		logits[i] = rand.Float32()
+	}
+
+	for name, s := range samplers {
+		b.Run(name, func(b *testing.B) {
+			b.ResetTimer()
+			for b.Loop() {
+				if _, err := s.Sample(logits); err != nil {
+					b.Fatalf("error sampling: %v", err)
+				}
+			}
+		})
+	}
+}
diff --git a/sample/transforms.go b/sample/transforms.go
new file mode 100644
index 0000000..3f67755
--- /dev/null
+++ b/sample/transforms.go
@@ -0,0 +1,130 @@
+package sample
+
+import (
+	"container/heap"
+	"math"
+	"slices"
+)
+
+// tokenHeap implements heap.Interface and holds tokens as a min-heap to track k largest elements
+type tokenHeap []token
+
+func (h tokenHeap) Len() int           { return len(h) }
+func (h tokenHeap) Less(i, j int) bool { return h[i].value < h[j].value }
+func (h tokenHeap) Swap(i, j int)      { h[i], h[j] = h[j], h[i] }
+
+func (h *tokenHeap) Push(x any) {
+	*h = append(*h, x.(token))
+}
+
+func (h *tokenHeap) Pop() any {
+	old := *h
+	n := len(old)
+	x := old[n-1]
+	*h = old[0 : n-1]
+	return x
+}
+
+// temperature applies scaling to the logits
+func temperature(ts []token, temp float32) {
+	// Ensure temperature clipping near 0 to avoid numerical instability
+	temp = max(temp, 1e-7)
+	for i := range ts {
+		ts[i].value = ts[i].value / temp
+	}
+}
+
+// softmax applies normalization to the logits
+func softmax(ts []token) {
+	// Find max logit for numerical stability
+	maxLogit := float32(math.Inf(-1))
+	for _, t := range ts {
+		if t.value > maxLogit {
+			maxLogit = t.value
+		}
+	}
+
+	// Compute exp(x - max)
+	var sum float32
+	for i, v := range ts {
+		ts[i].value = float32(math.Exp(float64(v.value - maxLogit)))
+		sum += ts[i].value
+	}
+
+	// exp(x - max) / sum(exp(x - max))
+	for i := range ts {
+		ts[i].value /= sum
+	}
+}
+
+// topK limits the number of tokens considered to the k highest logits
+func topK(ts []token, k int) []token {
+	if k >= len(ts) || k <= 0 {
+		slices.SortFunc(ts, func(a, b token) int {
+			switch {
+			case a.value < b.value:
+				return 1
+			case a.value > b.value:
+				return -1
+			default:
+				return 0
+			}
+		})
+		return ts
+	}
+
+	// Initialize min-heap with first k elements
+	h := make(tokenHeap, k)
+	copy(h, ts[:k])
+	heap.Init(&h)
+
+	// Process remaining elements
+	for i := k; i < len(ts); i++ {
+		if ts[i].value > h[0].value {
+			heap.Pop(&h)
+			heap.Push(&h, ts[i])
+		}
+	}
+
+	// Convert heap to sorted slice in descending order
+	result := make([]token, len(h))
+	for i := k - 1; i >= 0; i-- {
+		result[i] = heap.Pop(&h).(token)
+	}
+
+	return result
+}
+
+// topP limits tokens to those with cumulative probability p
+// requires ts to be sorted in descending order of probabilities
+func topP(ts []token, p float32) []token {
+	if p == 1.0 {
+		return ts
+	}
+
+	// Find cutoff index where cumulative sum exceeds p
+	var sum float32
+	for i, t := range ts {
+		sum += t.value
+		if sum > float32(p) {
+			return ts[:i+1]
+		}
+	}
+
+	return ts
+}
+
+// minP filters tokens with probabilities >= p * max_prob
+// requires ts to be sorted in descending order of probabilities
+func minP(ts []token, p float32) []token {
+	maxProb := ts[0].value
+
+	threshold := maxProb * p
+
+	for i, t := range ts {
+		if t.value < threshold {
+			return ts[:i]
+		}
+	}
+	return ts
+}
diff --git a/sample/transforms_test.go b/sample/transforms_test.go
new file mode 100644
index 0000000..5307c5f
--- /dev/null
+++ b/sample/transforms_test.go
@@ -0,0 +1,357 @@
+package sample
+
+import (
+	"math"
+	"math/rand/v2"
+	"testing"
+)
+
+// Helper to convert float32 slice to logit slice
+func toTokens(values []float32) []token {
+	tokens := make([]token, len(values))
+	for i, v := range values {
+		tokens[i] = token{
+			id:    int32(i),
+			value: v,
+		}
+	}
+	return tokens
+}
+
+// Helper to compare logit slices
+func compareLogits(t *testing.T, name string, want []float32, got []token) {
+	t.Helper()
+	if len(want) != len(got) {
+		t.Errorf("%s: length mismatch: want %d, got %d", name, len(want), len(got))
+		return
+	}
+	for i := range want {
+		if math.Abs(float64(got[i].value-want[i])) > 1e-6 {
+			t.Errorf("%s: index %d: want %f, got %f", name, i, want[i], got[i].value)
+		}
+	}
+}
+
+func TestTemperature(t *testing.T) {
+	input := []float32{1.0, 4.0, -2.0, 0.0}
+	tokens := toTokens(input)
+	temperature(tokens, 0.5)
+	want := []float32{2.0, 8.0, -4.0, 0.0}
+	compareLogits(t, "temperature(0.5)", want, tokens)
+
+	input = []float32{1.0, 4.0, -2.0, 0.0}
+	tokens = toTokens(input)
+	temperature(tokens, 1.0)
+	want = []float32{1.0, 4.0, -2.0, 0.0}
+	compareLogits(t, "temperature(1)", want, tokens)
+
+	input = []float32{1.0, 4.0, -2.0, 0.0}
+	tokens = toTokens(input)
+	temperature(tokens, 0.0)
+	want = []float32{1e7, 4e7, -2e7, 0.0}
+	compareLogits(t, "temperature(0)", want, tokens)
+}
+
+func TestSoftmax(t *testing.T) {
+	tests := []struct {
+		name     string
+		input    []float32
+		expected []float32
+	}{
+		{
+			name:     "correctness softmax",
+			input:    []float32{1, -2, 3, 0},
+			expected: []float32{0.113550, 0.005653, 0.839024, 0.041773},
+		},
+		{
+			name:  "normal distribution",
+			input: []float32{0.026986899, 0.043722924, 0.036774673, 0.27755088, 0.0046718004, 0.08582123, 0.20409796, 0.00412893, 0.15720603, 0.045046154, 0.0030491839, 0.01681367},
+		},
+		{
+			name:  "single value",
+			input: []float32{1.0},
+		},
+		{
+			name:  "identical values",
+			input: []float32{0.9, 0.9, 0.9},
+		},
+		{
+			name:  "large values",
+			input: []float32{1000.0, 2000.0, 3000.0},
+		},
+		{
+			name:  "small values",
+			input: []float32{1e-6, 2e-6, 3e-6},
+		},
+		{
+			name:  "negative values",
+			input: []float32{-1.0, -2.0, -3.0},
+		},
+		{
+			name:  "mixed values",
+			input: []float32{-100.0, 0.0, 100.0},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			tokens := toTokens(tt.input)
+			softmax(tokens)
+
+			if tt.expected != nil {
+				compareLogits(t, tt.name, tt.expected, tokens)
+				return
+			}
+
+			// Check probabilities sum to 1
+			var sum float32
+			for _, token := range tokens {
+				sum += token.value
+				if token.value < 0 || token.value > 1 {
+					t.Errorf("probability out of range [0,1]: got %f", token.value)
+				}
+			}
+			if math.Abs(float64(sum-1.0)) > 1e-6 {
+				t.Errorf("probabilities don't sum to 1: got %f", sum)
+			}
+		})
+	}
+}
+
+func TestTopK(t *testing.T) {
+	input := []float32{0.026986899, 0.043722924, 0.036774673, 0.27755088, 0.0046718004, 0.08582123, 0.20409796, 0.00412893, 0.15720603, 0.045046154, 0.0030491839, 0.01681367}
+	tokens := toTokens(input)
+	tokens = topK(tokens, 5)
+	if len(tokens) != 5 {
+		t.Errorf("topK(5): wrong length: want 5, got %d", len(tokens))
+	}
+	want := []float32{0.27755088, 0.20409796, 0.15720603, 0.08582123, 0.045046154}
+	compareLogits(t, "topK(3)", want, tokens)
+
+	tokens = toTokens(input)
+	tokens = topK(tokens, 20)
+	if len(tokens) != len(input) {
+		t.Errorf("topK(20): wrong length: want %d, got %d", len(input), len(tokens))
+	}
+
+	input = []float32{0.026986899, 0.043722924, 0.036774673, 0.27755088, 0.0046718004, 0.08582123, 0.20409796, 0.00412893, 0.15720603, 0.045046154, 0.0030491839, 0.01681367}
+	want = []float32{0.27755088, 0.20409796, 0.15720603, 0.08582123, 0.045046154, 0.043722924, 0.036774673, 0.026986899, 0.01681367, 0.0046718004, 0.00412893, 0.0030491839}
+	tokens = toTokens(input)
+	tokens = topK(tokens, -1)
+	if len(tokens) != len(input) {
+		t.Errorf("topK(-1): wrong length: want %d, got %d", len(input), len(tokens))
+	}
+	compareLogits(t, "topK(-1)", want, tokens)
+
+	input = []float32{0.026986899, 0.043722924, 0.036774673, 0.27755088, 0.0046718004, 0.08582123, 0.20409796, 0.00412893, 0.15720603, 0.045046154, 0.0030491839, 0.01681367}
+	want = []float32{0.27755088, 0.20409796, 0.15720603, 0.08582123, 0.045046154, 0.043722924, 0.036774673, 0.026986899, 0.01681367, 0.0046718004, 0.00412893, 0.0030491839}
+	tokens = toTokens(input)
+	tokens = topK(tokens, 0)
+	if len(tokens) != len(input) {
+		t.Errorf("topK(-1): wrong length: want %d, got %d", len(input), len(tokens))
+	}
+	compareLogits(t, "topK(-1)", want, tokens)
+
+	input = []float32{-1e7, -2e7, -3e7, -4e7}
+	tokens = toTokens(input)
+	tokens = topK(tokens, 1)
+	if len(tokens) < 1 {
+		t.Error("topK should keep at least one token")
+	}
+}
+
+func TestTopP(t *testing.T) {
+	input := []float32{-3, -2, -1, 0, 1, 2, 4}
+	tokens := toTokens(input)
+
+	// First apply temperature and softmax to get probabilities
+	softmax(tokens)
+	tokens = topK(tokens, 20)
+
+	// Test with very high p value
+	got := topP(tokens, 1.0)
+
+	// Should keep all tokens since p is 1
+	if len(got) != len(input) {
+		t.Errorf("topP(1.0): should keep all tokens, got %d, want %d", len(got), len(input))
+	}
+
+	// Test with normal p value
+	got = topP(tokens, 0.95)
+
+	if len(got) > 3 {
+		t.Errorf("topP(0.95): kept too many tokens: got %d", len(tokens))
+		t.Logf("got: %v", got)
+	}
+
+	// Test edge case - ensure at least one token remains
+	input = []float32{-1e6, -1e6, -1e7}
+	tokens = toTokens(input)
+	tokens = topK(tokens, 20)
+	softmax(tokens)
+	got = topP(tokens, 0.0)
+	if len(got) < 1 {
+		t.Error("topP should keep at least one token")
+	}
+
+	// Test with zero p value
+	got = topP(tokens, 0.0)
+
+	// Should keep only the highest probability token
+	if len(got) != 1 {
+		t.Errorf("topP(0.0): should keep only one token, got %d", len(got))
+		t.Logf("got: %v", got)
+	}
+
+	tokens = toTokens(input)
+	tokens = topK(tokens, 20)
+	softmax(tokens)
+	got = topP(tokens, 1e-10)
+	if len(got) == 0 {
+		t.Errorf("topP(1e-10): should keep at least one token, got %d", len(got))
+		t.Logf("got: %v", got)
+	}
+}
+
+func TestMinP(t *testing.T) {
+	input := []float32{-2, 0, -1, -3, 2, 1, 4, 3}
+	tokens := toTokens(input)
+
+	// First apply temperature and softmax
+	tokens = topK(tokens, 20)
+	softmax(tokens)
+
+	tokens = minP(tokens, 1.0)
+
+	if len(tokens) != 1 {
+		t.Errorf("minP(1.0): should keep all tokens, got %d, want %d", len(tokens), len(tokens))
+	}
+
+	// Test with normal p value
+	tokens = toTokens(input) // Reset tokens
+	tokens = topK(tokens, 20)
+	softmax(tokens)
+	tokens = minP(tokens, 0.2)
+
+	// Should keep tokens with prob >= 0.2 * max_prob
+	if len(tokens) > 3 {
+		t.Errorf("minP(0.2): kept too many tokens: got %d", len(tokens))
+		t.Logf("got: %v", tokens)
+	}
+
+	// Test with zero p value
+	tokens = toTokens(input) // Reset tokens
+	tokens = topK(tokens, 20)
+	softmax(tokens)
+	tokens = minP(tokens, 0.0)
+
+	// Should keep only the highest probability token
+	if len(tokens) != len(input) {
+		t.Errorf("minP(0.0): should keep only one token, got %d", len(tokens))
+		t.Logf("got: %v", tokens)
+	}
+
+	// Test with single token
+	tokens = toTokens(input[:1])
+	tokens = topK(tokens, 20)
+	softmax(tokens)
+	tokens = minP(tokens, 0.1)
+
+	// Should keep only the highest probability token
+	if len(tokens) != 1 {
+		t.Errorf("minP(0.1): should return single token, got %d", len(tokens))
+		t.Logf("got: %v", tokens)
+	}
+
+	input = []float32{1e-10, 1e-10, 1e-10}
+	tokens = toTokens(input)
+	softmax(tokens)
+	tokens = minP(tokens, 1.0)
+	if len(tokens) < 1 {
+		t.Error("minP should keep at least one token even with extreme probabilities")
+		got := minP(tokens, 1.0)
+
+		if len(got) != 1 {
+			t.Errorf("minP(1.0): should keep all tokens, got %d, want %d", len(got), len(tokens))
+		}
+
+		// Test with normal p value
+		got = minP(tokens, 0.2)
+
+		// Should keep tokens with prob >= 0.2 * max_prob
+		if len(got) > 3 {
+			t.Errorf("minP(0.2): kept too many tokens: got %d", len(got))
+			t.Logf("got: %v", got)
+		}
+
+		// Test with zero p value
+		got = minP(tokens, 0.0)
+
+		// Should keep only the highest probability token
+		if len(got) != len(tokens) {
+			t.Errorf("minP(0.0): should keep only one token, got %d", len(got))
+			t.Logf("got: %v", got)
+		}
+	}
+}
+
+func BenchmarkTransforms(b *testing.B) {
+	// Generate random logits
+	tokens := make([]token, 1<<16)
+	for i := range tokens {
+		tokens[i] = token{
+			id:    int32(i),
+			value: rand.Float32(),
+		}
+	}
+
+	tokensCopy := make([]token, len(tokens))
+
+	b.Run("Temperature", func(b *testing.B) {
+		b.ResetTimer()
+		for b.Loop() {
+			copy(tokensCopy, tokens)
+			temperature(tokensCopy, 0.5)
+		}
+	})
+
+	b.Run("Softmax", func(b *testing.B) {
+		b.ResetTimer()
+		for b.Loop() {
+			copy(tokensCopy, tokens)
+			softmax(tokensCopy)
+		}
+	})
+
+	b.Run("TopK", func(b *testing.B) {
+		b.ResetTimer()
+		for b.Loop() {
+			copy(tokensCopy, tokens)
+			tokens = topK(tokensCopy, 10)
+		}
+	})
+
+	b.Run("TopP", func(b *testing.B) {
+		b.ResetTimer()
+		for b.Loop() {
+			copy(tokensCopy, tokens)
+			tokens = topP(tokensCopy, 0.9)
+		}
+	})
+
+	b.Run("MinP", func(b *testing.B) {
+		b.ResetTimer()
+		for b.Loop() {
+			copy(tokensCopy, tokens)
+			tokens = minP(tokensCopy, 0.2)
+		}
+	})
+
+	b.Run("SortTokens", func(b *testing.B) {
+		b.ResetTimer()
+		for b.Loop() {
+			copy(tokensCopy, tokens)
+			tokens = topK(tokensCopy, 200000)
+		}
+	})
+}
diff --git a/scripts/build_darwin.sh b/scripts/build_darwin.sh
new file mode 100644
index 0000000..616e850
--- /dev/null
+++ b/scripts/build_darwin.sh
@@ -0,0 +1,93 @@
+#!/bin/sh
+
+set -e
+
+status() { echo >&2 ">>> $@"; }
+usage() {
+    echo "usage: $(basename $0) [build [sign]]"
+    exit 1
+}
+
+export VERSION=${VERSION:-$(git describe --tags --first-parent --abbrev=7 --long --dirty --always | sed -e "s/^v//g")}
+export GOFLAGS="'-ldflags=-w -s \"-X=github.com/ollama/ollama/version.Version=${VERSION#v}\" \"-X=github.com/ollama/ollama/server.mode=release\"'"
+export CGO_CPPFLAGS='-mmacosx-version-min=11.3'
+
+ARCHS="arm64 amd64"
+while getopts "a:h" OPTION; do
+    case $OPTION in
+        a) ARCHS=$OPTARG ;;
+        h) usage ;;
+    esac
+done
+
+shift $(( $OPTIND - 1 ))
+
+_build_darwin() {
+    for ARCH in $ARCHS; do
+        status "Building darwin $ARCH"
+        INSTALL_PREFIX=dist/darwin-$ARCH/
+        GOOS=darwin GOARCH=$ARCH CGO_ENABLED=1 go build -o $INSTALL_PREFIX .
+
+        if [ "$ARCH" = "amd64" ]; then
+            status "Building darwin $ARCH dynamic backends"
+            cmake -B build/darwin-$ARCH \
+                -DCMAKE_OSX_ARCHITECTURES=x86_64 \
+                -DCMAKE_OSX_DEPLOYMENT_TARGET=11.3 \
+                -DCMAKE_INSTALL_PREFIX=$INSTALL_PREFIX
+            cmake --build build/darwin-$ARCH --target ggml-cpu -j
+            cmake --install build/darwin-$ARCH --component CPU
+        fi
+    done
+}
+
+_sign_darwin() {
+    status "Creating universal binary..."
+    mkdir -p dist/darwin
+    lipo -create -output dist/darwin/ollama dist/darwin-*/ollama
+    chmod +x dist/darwin/ollama
+
+    if [ -n "$APPLE_IDENTITY" ]; then
+        for F in dist/darwin/ollama dist/darwin-amd64/lib/ollama/*; do
+            codesign -f --timestamp -s "$APPLE_IDENTITY" --identifier ai.ollama.ollama --options=runtime $F
+        done
+
+        # create a temporary zip for notarization
+        TEMP=$(mktemp -u).zip
+        ditto -c -k --keepParent dist/darwin/ollama "$TEMP"
+        xcrun notarytool submit "$TEMP" --wait --timeout 10m --apple-id $APPLE_ID --password $APPLE_PASSWORD --team-id $APPLE_TEAM_ID
+        rm -f "$TEMP"
+    fi
+
+    status "Creating universal tarball..."
+    tar -cf dist/ollama-darwin.tar --strip-components 2 dist/darwin/ollama
+    tar -rf dist/ollama-darwin.tar --strip-components 4 dist/darwin-amd64/lib/
+    gzip -9vc <dist/ollama-darwin.tar >dist/ollama-darwin.tgz
+}
+
+_build_macapp() {
+    # build and optionally sign the mac app
+    npm install --prefix macapp
+    if [ -n "$APPLE_IDENTITY" ]; then
+        npm run --prefix macapp make:sign
+    else
+        npm run --prefix macapp make
+    fi
+
+    mv ./macapp/out/make/zip/darwin/universal/Ollama-darwin-universal-$VERSION.zip dist/Ollama-darwin.zip
+}
+
+if [ "$#" -eq 0 ]; then
+    _build_darwin
+    _sign_darwin
+    _build_macapp
+    exit 0
+fi
+
+for CMD in "$@"; do
+    case $CMD in
+        build) _build_darwin ;;
+        sign) _sign_darwin ;;
+        macapp) _build_macapp ;;
+        *) usage ;;
+    esac
+done
diff --git a/scripts/build_docker.sh b/scripts/build_docker.sh
new file mode 100644
index 0000000..1dd8d1f
--- /dev/null
+++ b/scripts/build_docker.sh
@@ -0,0 +1,35 @@
+#!/bin/sh
+
+set -eu
+
+. $(dirname $0)/env.sh
+
+# Set PUSH to a non-empty string to trigger push instead of load
+PUSH=${PUSH:-""}
+
+if [ -z "${PUSH}" ] ; then
+    echo "Building ${FINAL_IMAGE_REPO}:$VERSION locally.  set PUSH=1 to push"
+    LOAD_OR_PUSH="--load"
+else
+    echo "Will be pushing ${FINAL_IMAGE_REPO}:$VERSION"
+    LOAD_OR_PUSH="--push"
+fi
+
+docker buildx build \
+    ${LOAD_OR_PUSH} \
+    --platform=${PLATFORM} \
+    ${OLLAMA_COMMON_BUILD_ARGS} \
+    -f Dockerfile \
+    -t ${FINAL_IMAGE_REPO}:$VERSION \
+    .
+
+if echo $PLATFORM | grep "amd64" > /dev/null; then
+    docker buildx build \
+        ${LOAD_OR_PUSH} \
+        --platform=linux/amd64 \
+        ${OLLAMA_COMMON_BUILD_ARGS} \
+        --build-arg FLAVOR=rocm \
+        -f Dockerfile \
+        -t ${FINAL_IMAGE_REPO}:$VERSION-rocm \
+        .
+fi
\ No newline at end of file
diff --git a/scripts/build_linux.sh b/scripts/build_linux.sh
new file mode 100644
index 0000000..618722d
--- /dev/null
+++ b/scripts/build_linux.sh
@@ -0,0 +1,55 @@
+#!/bin/sh
+#
+# Mac ARM users, rosetta can be flaky, so to use a remote x86 builder
+#
+# docker context create amd64 --docker host=ssh://mybuildhost
+# docker buildx create --name mybuilder amd64 --platform linux/amd64
+# docker buildx create --name mybuilder --append desktop-linux --platform linux/arm64
+# docker buildx use mybuilder
+
+
+set -eu
+
+. $(dirname $0)/env.sh
+
+mkdir -p dist
+
+docker buildx build \
+        --output type=local,dest=./dist/ \
+        --platform=${PLATFORM} \
+        ${OLLAMA_COMMON_BUILD_ARGS} \
+        --target archive \
+        -f Dockerfile \
+        .
+
+if echo $PLATFORM | grep "amd64" > /dev/null; then
+    outDir="./dist"
+    if echo $PLATFORM | grep "," > /dev/null ; then
+       outDir="./dist/linux_amd64"
+    fi
+    docker buildx build \
+        --output type=local,dest=${outDir} \
+        --platform=linux/amd64 \
+        ${OLLAMA_COMMON_BUILD_ARGS} \
+        --build-arg FLAVOR=rocm \
+        --target archive \
+        -f Dockerfile \
+        .
+fi
+
+# buildx behavior changes for single vs. multiplatform
+echo "Compressing linux tar bundles..."
+if echo $PLATFORM | grep "," > /dev/null ; then
+        tar c -C ./dist/linux_arm64 --exclude cuda_jetpack5 --exclude cuda_jetpack6 . | pigz -9vc >./dist/ollama-linux-arm64.tgz
+        tar c -C ./dist/linux_arm64 ./lib/ollama/cuda_jetpack5  | pigz -9vc >./dist/ollama-linux-arm64-jetpack5.tgz
+        tar c -C ./dist/linux_arm64 ./lib/ollama/cuda_jetpack6  | pigz -9vc >./dist/ollama-linux-arm64-jetpack6.tgz
+        tar c -C ./dist/linux_amd64 --exclude rocm . | pigz -9vc >./dist/ollama-linux-amd64.tgz
+        tar c -C ./dist/linux_amd64 ./lib/ollama/rocm  | pigz -9vc >./dist/ollama-linux-amd64-rocm.tgz
+elif echo $PLATFORM | grep "arm64" > /dev/null ; then
+        tar c -C ./dist/ --exclude cuda_jetpack5 --exclude cuda_jetpack6 bin lib | pigz -9vc >./dist/ollama-linux-arm64.tgz
+        tar c -C ./dist/ ./lib/ollama/cuda_jetpack5  | pigz -9vc >./dist/ollama-linux-arm64-jetpack5.tgz
+        tar c -C ./dist/ ./lib/ollama/cuda_jetpack6  | pigz -9vc >./dist/ollama-linux-arm64-jetpack6.tgz
+elif echo $PLATFORM | grep "amd64" > /dev/null ; then
+        tar c -C ./dist/ --exclude rocm bin lib | pigz -9vc >./dist/ollama-linux-amd64.tgz
+        tar c -C ./dist/ ./lib/ollama/rocm  | pigz -9vc >./dist/ollama-linux-amd64-rocm.tgz
+fi
diff --git a/scripts/build_windows.ps1 b/scripts/build_windows.ps1
new file mode 100644
index 0000000..e4c0b3d
--- /dev/null
+++ b/scripts/build_windows.ps1
@@ -0,0 +1,266 @@
+#!powershell
+#
+# powershell -ExecutionPolicy Bypass -File .\scripts\build_windows.ps1
+#
+# gcloud auth application-default login
+
+$ErrorActionPreference = "Stop"
+
+function checkEnv() {
+    if ($null -ne $env:ARCH ) {
+        $script:ARCH = $env:ARCH
+    } else {
+        $arch=([System.Runtime.InteropServices.RuntimeInformation]::OSArchitecture)
+        if ($null -ne $arch) {
+            $script:ARCH = ($arch.ToString().ToLower()).Replace("x64", "amd64")
+        } else {
+            write-host "WARNING: old powershell detected, assuming amd64 architecture - set `$env:ARCH to override"
+            $script:ARCH="amd64"
+        }
+    }
+    $script:TARGET_ARCH=$script:ARCH
+    Write-host "Building for ${script:TARGET_ARCH}"
+    write-host "Locating required tools and paths"
+    $script:SRC_DIR=$PWD
+    if ($null -eq $env:VCToolsRedistDir) {
+        $MSVC_INSTALL=(Get-CimInstance MSFT_VSInstance -Namespace root/cimv2/vs)[0].InstallLocation
+        $env:VCToolsRedistDir=(get-item "${MSVC_INSTALL}\VC\Redist\MSVC\*")[0]
+    }
+    # Locate CUDA versions
+    # Note: this assumes every version found will be built
+    $cudaList=(get-item "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v*\bin\" -ea 'silentlycontinue')
+    if ($cudaList.length -eq 0) {
+        $d=(get-command -ea 'silentlycontinue' nvcc).path
+        if ($null -ne $d) {
+            $script:CUDA_DIRS=@($d| split-path -parent)
+        }
+    } else {
+        $script:CUDA_DIRS=$cudaList
+    }
+    
+    $inoSetup=(get-item "C:\Program Files*\Inno Setup*\")
+    if ($inoSetup.length -gt 0) {
+        $script:INNO_SETUP_DIR=$inoSetup[0]
+    }
+
+    $script:DIST_DIR="${script:SRC_DIR}\dist\windows-${script:TARGET_ARCH}"
+    $env:CGO_ENABLED="1"
+    Write-Output "Checking version"
+    if (!$env:VERSION) {
+        $data=(git describe --tags --first-parent --abbrev=7 --long --dirty --always)
+        $pattern="v(.+)"
+        if ($data -match $pattern) {
+            $script:VERSION=$matches[1]
+        }
+    } else {
+        $script:VERSION=$env:VERSION
+    }
+    $pattern = "(\d+[.]\d+[.]\d+).*"
+    if ($script:VERSION -match $pattern) {
+        $script:PKG_VERSION=$matches[1]
+    } else {
+        $script:PKG_VERSION="0.0.0"
+    }
+    write-host "Building Ollama $script:VERSION with package version $script:PKG_VERSION"
+
+    # Note: Windows Kits 10 signtool crashes with GCP's plugin
+    if ($null -eq $env:SIGN_TOOL) {
+        ${script:SignTool}="C:\Program Files (x86)\Windows Kits\8.1\bin\x64\signtool.exe"
+    } else {
+        ${script:SignTool}=${env:SIGN_TOOL}
+    }
+    if ("${env:KEY_CONTAINER}") {
+        ${script:OLLAMA_CERT}=$(resolve-path "${script:SRC_DIR}\ollama_inc.crt")
+        Write-host "Code signing enabled"
+    } else {
+        write-host "Code signing disabled - please set KEY_CONTAINERS to sign and copy ollama_inc.crt to the top of the source tree"
+    }
+    $script:JOBS=((Get-CimInstance Win32_ComputerSystem).NumberOfLogicalProcessors)
+}
+
+
+function buildOllama() {
+    mkdir -Force -path "${script:DIST_DIR}\"
+    if ($script:ARCH -ne "arm64") {
+        Remove-Item -ea 0 -recurse -force -path "${script:SRC_DIR}\dist\windows-${script:ARCH}"
+        New-Item "${script:SRC_DIR}\dist\windows-${script:ARCH}\lib\ollama\" -ItemType Directory -ea 0
+
+        & cmake --fresh --preset CPU --install-prefix $script:DIST_DIR
+        if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+        & cmake --build --preset CPU  --config Release --parallel $script:JOBS
+        if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+        & cmake --install build --component CPU --strip
+        if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+
+        $hashEnv = @{}
+        Get-ChildItem env: | foreach { $hashEnv[$_.Name] = $_.Value }
+        if ("$script:CUDA_DIRS".Contains("v11")) {
+            $hashEnv.Keys | foreach { if ($_.Contains("CUDA_PATH_V11")) { $v11="$_" }}
+            $env:CUDAToolkit_ROOT=$hashEnv[$v11]
+            write-host "Building CUDA v11 backend libraries"
+            # Note: cuda v11 requires msvc 2019 so force the older generator
+            # to avoid 2022 (or newer) from being used as the default
+            & cmake --fresh --preset "CUDA 11" -G "Visual Studio 16 2019" --install-prefix $script:DIST_DIR
+            if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+            & cmake --build --preset "CUDA 11"  --config Release --parallel $script:JOBS
+            if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+            & cmake --install build --component "CUDA" --strip
+            if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+        }
+        if ("$script:CUDA_DIRS".Contains("v12")) {
+            $hashEnv.Keys | foreach { if ($_.Contains("CUDA_PATH_V12")) { $v12="$_" }}
+            $env:CUDAToolkit_ROOT=$hashEnv[$v12]
+            write-host "Building CUDA v12 backend libraries"
+            & cmake --fresh --preset "CUDA 12" --install-prefix $script:DIST_DIR
+            if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+            & cmake --build --preset "CUDA 12"  --config Release --parallel $script:JOBS
+            if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+            & cmake --install build --component "CUDA" --strip
+            if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+        }
+        if ($env:HIP_PATH) {
+            write-host "Building ROCm backend libraries"
+            if (-Not (get-command -ErrorAction silent ninja)) {
+                $NINJA_DIR=(gci -path (Get-CimInstance MSFT_VSInstance -Namespace root/cimv2/vs)[0].InstallLocation -r -fi ninja.exe).Directory.FullName
+                $env:PATH="$NINJA_DIR;$env:PATH"
+            }
+            $env:HIPCXX="${env:HIP_PATH}\bin\clang++.exe"
+            $env:HIP_PLATFORM="amd"
+            $env:CMAKE_PREFIX_PATH="${env:HIP_PATH}"
+            & cmake --fresh --preset "ROCm 6" -G Ninja -DCMAKE_C_COMPILER=clang -DCMAKE_CXX_COMPILER=clang++ --install-prefix $script:DIST_DIR
+            if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+            $env:HIPCXX=""
+            $env:HIP_PLATFORM=""
+            $env:CMAKE_PREFIX_PATH=""
+            & cmake --build --preset "ROCm"  --config Release --parallel $script:JOBS
+            if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+            & cmake --install build --component "HIP" --strip
+            if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+        }
+    }
+    write-host "Building ollama CLI"
+    & go build -trimpath -ldflags "-s -w -X=github.com/ollama/ollama/version.Version=$script:VERSION -X=github.com/ollama/ollama/server.mode=release" .
+    if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+    cp .\ollama.exe "${script:DIST_DIR}\"
+}
+
+function buildApp() {
+    write-host "Building Ollama App"
+    cd "${script:SRC_DIR}\app"
+    & windres -l 0 -o ollama.syso ollama.rc
+    & go build -trimpath -ldflags "-s -w -H windowsgui -X=github.com/ollama/ollama/version.Version=$script:VERSION -X=github.com/ollama/ollama/server.mode=release" -o "${script:SRC_DIR}\dist\windows-${script:TARGET_ARCH}-app.exe" .
+    if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+}
+
+function gatherDependencies() {
+    if ($null -eq $env:VCToolsRedistDir) {
+        write-error "Unable to locate VC Install location - please use a Developer shell"
+        exit 1
+    }
+    write-host "Gathering runtime dependencies from $env:VCToolsRedistDir"
+    cd "${script:SRC_DIR}"
+    md "${script:DIST_DIR}\lib\ollama" -ea 0 > $null
+
+    # TODO - this varies based on host build system and MSVC version - drive from dumpbin output
+    # currently works for Win11 + MSVC 2019 + Cuda V11
+    if ($script:TARGET_ARCH -eq "amd64") {
+        $depArch="x64"
+    } else {
+        $depArch=$script:TARGET_ARCH
+    }
+    if ($depArch -eq "x64") {
+        write-host "cp ${env:VCToolsRedistDir}\${depArch}\Microsoft.VC*.CRT\msvcp140*.dll ${script:DIST_DIR}\lib\ollama\"
+        cp "${env:VCToolsRedistDir}\${depArch}\Microsoft.VC*.CRT\msvcp140*.dll" "${script:DIST_DIR}\lib\ollama\"
+        write-host "cp ${env:VCToolsRedistDir}\${depArch}\Microsoft.VC*.CRT\vcruntime140.dll ${script:DIST_DIR}\lib\ollama\"
+        cp "${env:VCToolsRedistDir}\${depArch}\Microsoft.VC*.CRT\vcruntime140.dll" "${script:DIST_DIR}\lib\ollama\"
+        write-host "cp ${env:VCToolsRedistDir}\${depArch}\Microsoft.VC*.CRT\vcruntime140_1.dll ${script:DIST_DIR}\lib\ollama\"
+        cp "${env:VCToolsRedistDir}\${depArch}\Microsoft.VC*.CRT\vcruntime140_1.dll" "${script:DIST_DIR}\lib\ollama\"
+        $llvmCrtDir="$env:VCToolsRedistDir\..\..\..\Tools\Llvm\${depArch}\bin"
+        foreach ($part in $("runtime", "stdio", "filesystem", "math", "convert", "heap", "string", "time", "locale", "environment")) {
+            write-host "cp ${llvmCrtDir}\api-ms-win-crt-${part}*.dll ${script:DIST_DIR}\lib\ollama\"
+            cp "${llvmCrtDir}\api-ms-win-crt-${part}*.dll" "${script:DIST_DIR}\lib\ollama\"
+        }
+    } else {
+        # Carying the dll's doesn't seem to work, so use the redist installer
+        copy-item -path "${env:VCToolsRedistDir}\vc_redist.arm64.exe" -destination "${script:DIST_DIR}" -verbose
+    }
+
+    cp "${script:SRC_DIR}\app\ollama_welcome.ps1" "${script:SRC_DIR}\dist\"
+}
+
+function sign() {
+    if ("${env:KEY_CONTAINER}") {
+        write-host "Signing Ollama executables, scripts and libraries"
+        & "${script:SignTool}" sign /v /fd sha256 /t http://timestamp.digicert.com /f "${script:OLLAMA_CERT}" `
+            /csp "Google Cloud KMS Provider" /kc ${env:KEY_CONTAINER} `
+            $(get-childitem -path "${script:SRC_DIR}\dist" -r -include @('ollama_welcome.ps1')) `
+            $(get-childitem -path "${script:SRC_DIR}\dist\windows-*" -r -include @('*.exe', '*.dll'))
+        if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+    } else {
+        write-host "Signing not enabled"
+    }
+}
+
+function buildInstaller() {
+    if ($null -eq ${script:INNO_SETUP_DIR}) {
+        write-host "Inno Setup not present, skipping installer build"
+        return
+    }
+    write-host "Building Ollama Installer"
+    cd "${script:SRC_DIR}\app"
+    $env:PKG_VERSION=$script:PKG_VERSION
+    if ("${env:KEY_CONTAINER}") {
+        & "${script:INNO_SETUP_DIR}\ISCC.exe" /DARCH=$script:TARGET_ARCH /SMySignTool="${script:SignTool} sign /fd sha256 /t http://timestamp.digicert.com /f ${script:OLLAMA_CERT} /csp `$qGoogle Cloud KMS Provider`$q /kc ${env:KEY_CONTAINER} `$f" .\ollama.iss
+    } else {
+        & "${script:INNO_SETUP_DIR}\ISCC.exe" /DARCH=$script:TARGET_ARCH .\ollama.iss
+    }
+    if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
+}
+
+function distZip() {
+    if (Test-Path -Path "${script:SRC_DIR}\dist\windows-amd64") {
+        if (Test-Path -Path "${script:SRC_DIR}\dist\windows-amd64\lib\ollama\rocm") {
+            write-host "Generating stand-alone distribution zip file ${script:SRC_DIR}\dist\ollama-windows-amd64-rocm.zip"
+            # Temporarily adjust paths so we can retain the same directory structure
+            Remove-Item -ea 0 -r "${script:SRC_DIR}\dist\windows-amd64-rocm"
+            mkdir -Force -path "${script:SRC_DIR}\dist\windows-amd64-rocm\lib\ollama"
+            Write-Output "Extract this ROCm zip file to the same location where you extracted ollama-windows-amd64.zip" > "${script:SRC_DIR}\dist\windows-amd64-rocm\README.txt"
+            Move-Item -path "${script:SRC_DIR}\dist\windows-amd64\lib\ollama\rocm" -destination "${script:SRC_DIR}\dist\windows-amd64-rocm\lib\ollama"
+            Compress-Archive -CompressionLevel Optimal -Path "${script:SRC_DIR}\dist\windows-amd64-rocm\*" -DestinationPath "${script:SRC_DIR}\dist\ollama-windows-amd64-rocm.zip" -Force
+        }
+
+        write-host "Generating stand-alone distribution zip file ${script:SRC_DIR}\dist\ollama-windows-amd64.zip"
+        Compress-Archive -CompressionLevel Optimal -Path "${script:SRC_DIR}\dist\windows-amd64\*" -DestinationPath "${script:SRC_DIR}\dist\ollama-windows-amd64.zip" -Force
+        if (Test-Path -Path "${script:SRC_DIR}\dist\windows-amd64-rocm") {
+            Move-Item -destination "${script:SRC_DIR}\dist\windows-amd64\lib\ollama\rocm" -path "${script:SRC_DIR}\dist\windows-amd64-rocm\lib\ollama"
+        }
+    }
+
+    if (Test-Path -Path "${script:SRC_DIR}\dist\windows-arm64") {
+        write-host "Generating stand-alone distribution zip file ${script:SRC_DIR}\dist\ollama-windows-arm64.zip"
+        Compress-Archive -CompressionLevel Optimal -Path "${script:SRC_DIR}\dist\windows-arm64\*" -DestinationPath "${script:SRC_DIR}\dist\ollama-windows-arm64.zip" -Force
+    }
+}
+
+checkEnv
+try {
+    if ($($args.count) -eq 0) {
+        buildOllama
+        buildApp
+        gatherDependencies
+        sign
+        buildInstaller
+        distZip
+    } else {
+        for ( $i = 0; $i -lt $args.count; $i++ ) {
+            write-host "performing $($args[$i])"
+            & $($args[$i])
+        } 
+    }
+} catch {
+    write-host "Build Failed"
+    write-host $_
+} finally {
+    set-location $script:SRC_DIR
+    $env:PKG_VERSION=""
+}
diff --git a/scripts/env.sh b/scripts/env.sh
new file mode 100644
index 0000000..c5e6f53
--- /dev/null
+++ b/scripts/env.sh
@@ -0,0 +1,25 @@
+# Common environment setup across build*.sh scripts
+
+export VERSION=${VERSION:-$(git describe --tags --first-parent --abbrev=7 --long --dirty --always | sed -e "s/^v//g")}
+export GOFLAGS="'-ldflags=-w -s \"-X=github.com/ollama/ollama/version.Version=$VERSION\" \"-X=github.com/ollama/ollama/server.mode=release\"'"
+# TODO - consider `docker buildx ls --format=json` to autodiscover platform capability
+PLATFORM=${PLATFORM:-"linux/arm64,linux/amd64"}
+DOCKER_ORG=${DOCKER_ORG:-"ollama"}
+FINAL_IMAGE_REPO=${FINAL_IMAGE_REPO:-"${DOCKER_ORG}/ollama"}
+OLLAMA_COMMON_BUILD_ARGS="--build-arg=VERSION \
+    --build-arg=GOFLAGS \
+    --build-arg=OLLAMA_CUSTOM_CPU_DEFS \
+    --build-arg=OLLAMA_SKIP_CUDA_GENERATE \
+    --build-arg=OLLAMA_SKIP_CUDA_11_GENERATE \
+    --build-arg=OLLAMA_SKIP_CUDA_12_GENERATE \
+    --build-arg=CUDA_V11_ARCHITECTURES \
+    --build-arg=CUDA_V12_ARCHITECTURES \
+    --build-arg=OLLAMA_SKIP_ROCM_GENERATE \
+    --build-arg=OLLAMA_FAST_BUILD \
+    --build-arg=CUSTOM_CPU_FLAGS \
+    --build-arg=GPU_RUNNER_CPU_FLAGS \
+    --build-arg=AMDGPU_TARGETS"
+
+echo "Building Ollama"
+echo "VERSION=$VERSION"
+echo "PLATFORM=$PLATFORM"
\ No newline at end of file
diff --git a/scripts/install.sh b/scripts/install.sh
new file mode 100644
index 0000000..9c23240
--- /dev/null
+++ b/scripts/install.sh
@@ -0,0 +1,374 @@
+#!/bin/sh
+# This script installs Ollama on Linux.
+# It detects the current operating system architecture and installs the appropriate version of Ollama.
+
+set -eu
+
+red="$( (/usr/bin/tput bold || :; /usr/bin/tput setaf 1 || :) 2>&-)"
+plain="$( (/usr/bin/tput sgr0 || :) 2>&-)"
+
+status() { echo ">>> $*" >&2; }
+error() { echo "${red}ERROR:${plain} $*"; exit 1; }
+warning() { echo "${red}WARNING:${plain} $*"; }
+
+TEMP_DIR=$(mktemp -d)
+cleanup() { rm -rf $TEMP_DIR; }
+trap cleanup EXIT
+
+available() { command -v $1 >/dev/null; }
+require() {
+    local MISSING=''
+    for TOOL in $*; do
+        if ! available $TOOL; then
+            MISSING="$MISSING $TOOL"
+        fi
+    done
+
+    echo $MISSING
+}
+
+[ "$(uname -s)" = "Linux" ] || error 'This script is intended to run on Linux only.'
+
+ARCH=$(uname -m)
+case "$ARCH" in
+    x86_64) ARCH="amd64" ;;
+    aarch64|arm64) ARCH="arm64" ;;
+    *) error "Unsupported architecture: $ARCH" ;;
+esac
+
+IS_WSL2=false
+
+KERN=$(uname -r)
+case "$KERN" in
+    *icrosoft*WSL2 | *icrosoft*wsl2) IS_WSL2=true;;
+    *icrosoft) error "Microsoft WSL1 is not currently supported. Please use WSL2 with 'wsl --set-version <distro> 2'" ;;
+    *) ;;
+esac
+
+VER_PARAM="${OLLAMA_VERSION:+?version=$OLLAMA_VERSION}"
+
+SUDO=
+if [ "$(id -u)" -ne 0 ]; then
+    # Running as root, no need for sudo
+    if ! available sudo; then
+        error "This script requires superuser permissions. Please re-run as root."
+    fi
+
+    SUDO="sudo"
+fi
+
+NEEDS=$(require curl awk grep sed tee xargs)
+if [ -n "$NEEDS" ]; then
+    status "ERROR: The following tools are required but missing:"
+    for NEED in $NEEDS; do
+        echo "  - $NEED"
+    done
+    exit 1
+fi
+
+for BINDIR in /usr/local/bin /usr/bin /bin; do
+    echo $PATH | grep -q $BINDIR && break || continue
+done
+OLLAMA_INSTALL_DIR=$(dirname ${BINDIR})
+
+if [ -d "$OLLAMA_INSTALL_DIR/lib/ollama" ] ; then
+    status "Cleaning up old version at $OLLAMA_INSTALL_DIR/lib/ollama"
+    $SUDO rm -rf "$OLLAMA_INSTALL_DIR/lib/ollama"
+fi
+status "Installing ollama to $OLLAMA_INSTALL_DIR"
+$SUDO install -o0 -g0 -m755 -d $BINDIR
+$SUDO install -o0 -g0 -m755 -d "$OLLAMA_INSTALL_DIR/lib/ollama"
+status "Downloading Linux ${ARCH} bundle"
+curl --fail --show-error --location --progress-bar \
+    "https://ollama.com/download/ollama-linux-${ARCH}.tgz${VER_PARAM}" | \
+    $SUDO tar -xzf - -C "$OLLAMA_INSTALL_DIR"
+
+if [ "$OLLAMA_INSTALL_DIR/bin/ollama" != "$BINDIR/ollama" ] ; then
+    status "Making ollama accessible in the PATH in $BINDIR"
+    $SUDO ln -sf "$OLLAMA_INSTALL_DIR/ollama" "$BINDIR/ollama"
+fi
+
+# Check for NVIDIA JetPack systems with additional downloads
+if [ -f /etc/nv_tegra_release ] ; then
+    if grep R36 /etc/nv_tegra_release > /dev/null ; then
+        status "Downloading JetPack 6 components"
+        curl --fail --show-error --location --progress-bar \
+            "https://ollama.com/download/ollama-linux-${ARCH}-jetpack6.tgz${VER_PARAM}" | \
+            $SUDO tar -xzf - -C "$OLLAMA_INSTALL_DIR"
+    elif grep R35 /etc/nv_tegra_release > /dev/null ; then
+        status "Downloading JetPack 5 components"
+        curl --fail --show-error --location --progress-bar \
+            "https://ollama.com/download/ollama-linux-${ARCH}-jetpack5.tgz${VER_PARAM}" | \
+            $SUDO tar -xzf - -C "$OLLAMA_INSTALL_DIR"
+    else
+        warning "Unsupported JetPack version detected.  GPU may not be supported"
+    fi
+fi
+
+install_success() {
+    status 'The Ollama API is now available at 127.0.0.1:11434.'
+    status 'Install complete. Run "ollama" from the command line.'
+}
+trap install_success EXIT
+
+# Everything from this point onwards is optional.
+
+configure_systemd() {
+    if ! id ollama >/dev/null 2>&1; then
+        status "Creating ollama user..."
+        $SUDO useradd -r -s /bin/false -U -m -d /usr/share/ollama ollama
+    fi
+    if getent group render >/dev/null 2>&1; then
+        status "Adding ollama user to render group..."
+        $SUDO usermod -a -G render ollama
+    fi
+    if getent group video >/dev/null 2>&1; then
+        status "Adding ollama user to video group..."
+        $SUDO usermod -a -G video ollama
+    fi
+
+    status "Adding current user to ollama group..."
+    $SUDO usermod -a -G ollama $(whoami)
+
+    status "Creating ollama systemd service..."
+    cat <<EOF | $SUDO tee /etc/systemd/system/ollama.service >/dev/null
+[Unit]
+Description=Ollama Service
+After=network-online.target
+
+[Service]
+ExecStart=$BINDIR/ollama serve
+User=ollama
+Group=ollama
+Restart=always
+RestartSec=3
+Environment="PATH=$PATH"
+
+[Install]
+WantedBy=default.target
+EOF
+    SYSTEMCTL_RUNNING="$(systemctl is-system-running || true)"
+    case $SYSTEMCTL_RUNNING in
+        running|degraded)
+            status "Enabling and starting ollama service..."
+            $SUDO systemctl daemon-reload
+            $SUDO systemctl enable ollama
+
+            start_service() { $SUDO systemctl restart ollama; }
+            trap start_service EXIT
+            ;;
+        *)
+            warning "systemd is not running"
+            if [ "$IS_WSL2" = true ]; then
+                warning "see https://learn.microsoft.com/en-us/windows/wsl/systemd#how-to-enable-systemd to enable it"
+            fi
+            ;;
+    esac
+}
+
+if available systemctl; then
+    configure_systemd
+fi
+
+# WSL2 only supports GPUs via nvidia passthrough
+# so check for nvidia-smi to determine if GPU is available
+if [ "$IS_WSL2" = true ]; then
+    if available nvidia-smi && [ -n "$(nvidia-smi | grep -o "CUDA Version: [0-9]*\.[0-9]*")" ]; then
+        status "Nvidia GPU detected."
+    fi
+    install_success
+    exit 0
+fi
+
+# Don't attempt to install drivers on Jetson systems
+if [ -f /etc/nv_tegra_release ] ; then
+    status "NVIDIA JetPack ready."
+    install_success
+    exit 0
+fi
+
+# Install GPU dependencies on Linux
+if ! available lspci && ! available lshw; then
+    warning "Unable to detect NVIDIA/AMD GPU. Install lspci or lshw to automatically detect and install GPU dependencies."
+    exit 0
+fi
+
+check_gpu() {
+    # Look for devices based on vendor ID for NVIDIA and AMD
+    case $1 in
+        lspci)
+            case $2 in
+                nvidia) available lspci && lspci -d '10de:' | grep -q 'NVIDIA' || return 1 ;;
+                amdgpu) available lspci && lspci -d '1002:' | grep -q 'AMD' || return 1 ;;
+            esac ;;
+        lshw)
+            case $2 in
+                nvidia) available lshw && $SUDO lshw -c display -numeric -disable network | grep -q 'vendor: .* \[10DE\]' || return 1 ;;
+                amdgpu) available lshw && $SUDO lshw -c display -numeric -disable network | grep -q 'vendor: .* \[1002\]' || return 1 ;;
+            esac ;;
+        nvidia-smi) available nvidia-smi || return 1 ;;
+    esac
+}
+
+if check_gpu nvidia-smi; then
+    status "NVIDIA GPU installed."
+    exit 0
+fi
+
+if ! check_gpu lspci nvidia && ! check_gpu lshw nvidia && ! check_gpu lspci amdgpu && ! check_gpu lshw amdgpu; then
+    install_success
+    warning "No NVIDIA/AMD GPU detected. Ollama will run in CPU-only mode."
+    exit 0
+fi
+
+if check_gpu lspci amdgpu || check_gpu lshw amdgpu; then
+    status "Downloading Linux ROCm ${ARCH} bundle"
+    curl --fail --show-error --location --progress-bar \
+        "https://ollama.com/download/ollama-linux-${ARCH}-rocm.tgz${VER_PARAM}" | \
+        $SUDO tar -xzf - -C "$OLLAMA_INSTALL_DIR"
+
+    install_success
+    status "AMD GPU ready."
+    exit 0
+fi
+
+CUDA_REPO_ERR_MSG="NVIDIA GPU detected, but your OS and Architecture are not supported by NVIDIA.  Please install the CUDA driver manually https://docs.nvidia.com/cuda/cuda-installation-guide-linux/"
+# ref: https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html#rhel-7-centos-7
+# ref: https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html#rhel-8-rocky-8
+# ref: https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html#rhel-9-rocky-9
+# ref: https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html#fedora
+install_cuda_driver_yum() {
+    status 'Installing NVIDIA repository...'
+    
+    case $PACKAGE_MANAGER in
+        yum)
+            $SUDO $PACKAGE_MANAGER -y install yum-utils
+            if curl -I --silent --fail --location "https://developer.download.nvidia.com/compute/cuda/repos/$1$2/$(uname -m | sed -e 's/aarch64/sbsa/')/cuda-$1$2.repo" >/dev/null ; then
+                $SUDO $PACKAGE_MANAGER-config-manager --add-repo https://developer.download.nvidia.com/compute/cuda/repos/$1$2/$(uname -m | sed -e 's/aarch64/sbsa/')/cuda-$1$2.repo
+            else
+                error $CUDA_REPO_ERR_MSG
+            fi
+            ;;
+        dnf)
+            if curl -I --silent --fail --location "https://developer.download.nvidia.com/compute/cuda/repos/$1$2/$(uname -m | sed -e 's/aarch64/sbsa/')/cuda-$1$2.repo" >/dev/null ; then
+                $SUDO $PACKAGE_MANAGER config-manager --add-repo https://developer.download.nvidia.com/compute/cuda/repos/$1$2/$(uname -m | sed -e 's/aarch64/sbsa/')/cuda-$1$2.repo
+            else
+                error $CUDA_REPO_ERR_MSG
+            fi
+            ;;
+    esac
+
+    case $1 in
+        rhel)
+            status 'Installing EPEL repository...'
+            # EPEL is required for third-party dependencies such as dkms and libvdpau
+            $SUDO $PACKAGE_MANAGER -y install https://dl.fedoraproject.org/pub/epel/epel-release-latest-$2.noarch.rpm || true
+            ;;
+    esac
+
+    status 'Installing CUDA driver...'
+
+    if [ "$1" = 'centos' ] || [ "$1$2" = 'rhel7' ]; then
+        $SUDO $PACKAGE_MANAGER -y install nvidia-driver-latest-dkms
+    fi
+
+    $SUDO $PACKAGE_MANAGER -y install cuda-drivers
+}
+
+# ref: https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html#ubuntu
+# ref: https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html#debian
+install_cuda_driver_apt() {
+    status 'Installing NVIDIA repository...'
+    if curl -I --silent --fail --location "https://developer.download.nvidia.com/compute/cuda/repos/$1$2/$(uname -m | sed -e 's/aarch64/sbsa/')/cuda-keyring_1.1-1_all.deb" >/dev/null ; then
+        curl -fsSL -o $TEMP_DIR/cuda-keyring.deb https://developer.download.nvidia.com/compute/cuda/repos/$1$2/$(uname -m | sed -e 's/aarch64/sbsa/')/cuda-keyring_1.1-1_all.deb
+    else
+        error $CUDA_REPO_ERR_MSG
+    fi
+
+    case $1 in
+        debian)
+            status 'Enabling contrib sources...'
+            $SUDO sed 's/main/contrib/' < /etc/apt/sources.list | $SUDO tee /etc/apt/sources.list.d/contrib.list > /dev/null
+            if [ -f "/etc/apt/sources.list.d/debian.sources" ]; then
+                $SUDO sed 's/main/contrib/' < /etc/apt/sources.list.d/debian.sources | $SUDO tee /etc/apt/sources.list.d/contrib.sources > /dev/null
+            fi
+            ;;
+    esac
+
+    status 'Installing CUDA driver...'
+    $SUDO dpkg -i $TEMP_DIR/cuda-keyring.deb
+    $SUDO apt-get update
+
+    [ -n "$SUDO" ] && SUDO_E="$SUDO -E" || SUDO_E=
+    DEBIAN_FRONTEND=noninteractive $SUDO_E apt-get -y install cuda-drivers -q
+}
+
+if [ ! -f "/etc/os-release" ]; then
+    error "Unknown distribution. Skipping CUDA installation."
+fi
+
+. /etc/os-release
+
+OS_NAME=$ID
+OS_VERSION=$VERSION_ID
+
+PACKAGE_MANAGER=
+for PACKAGE_MANAGER in dnf yum apt-get; do
+    if available $PACKAGE_MANAGER; then
+        break
+    fi
+done
+
+if [ -z "$PACKAGE_MANAGER" ]; then
+    error "Unknown package manager. Skipping CUDA installation."
+fi
+
+if ! check_gpu nvidia-smi || [ -z "$(nvidia-smi | grep -o "CUDA Version: [0-9]*\.[0-9]*")" ]; then
+    case $OS_NAME in
+        centos|rhel) install_cuda_driver_yum 'rhel' $(echo $OS_VERSION | cut -d '.' -f 1) ;;
+        rocky) install_cuda_driver_yum 'rhel' $(echo $OS_VERSION | cut -c1) ;;
+        fedora) [ $OS_VERSION -lt '39' ] && install_cuda_driver_yum $OS_NAME $OS_VERSION || install_cuda_driver_yum $OS_NAME '39';;
+        amzn) install_cuda_driver_yum 'fedora' '37' ;;
+        debian) install_cuda_driver_apt $OS_NAME $OS_VERSION ;;
+        ubuntu) install_cuda_driver_apt $OS_NAME $(echo $OS_VERSION | sed 's/\.//') ;;
+        *) exit ;;
+    esac
+fi
+
+if ! lsmod | grep -q nvidia || ! lsmod | grep -q nvidia_uvm; then
+    KERNEL_RELEASE="$(uname -r)"
+    case $OS_NAME in
+        rocky) $SUDO $PACKAGE_MANAGER -y install kernel-devel kernel-headers ;;
+        centos|rhel|amzn) $SUDO $PACKAGE_MANAGER -y install kernel-devel-$KERNEL_RELEASE kernel-headers-$KERNEL_RELEASE ;;
+        fedora) $SUDO $PACKAGE_MANAGER -y install kernel-devel-$KERNEL_RELEASE ;;
+        debian|ubuntu) $SUDO apt-get -y install linux-headers-$KERNEL_RELEASE ;;
+        *) exit ;;
+    esac
+
+    NVIDIA_CUDA_VERSION=$($SUDO dkms status | awk -F: '/added/ { print $1 }')
+    if [ -n "$NVIDIA_CUDA_VERSION" ]; then
+        $SUDO dkms install $NVIDIA_CUDA_VERSION
+    fi
+
+    if lsmod | grep -q nouveau; then
+        status 'Reboot to complete NVIDIA CUDA driver install.'
+        exit 0
+    fi
+
+    $SUDO modprobe nvidia
+    $SUDO modprobe nvidia_uvm
+fi
+
+# make sure the NVIDIA modules are loaded on boot with nvidia-persistenced
+if available nvidia-persistenced; then
+    $SUDO touch /etc/modules-load.d/nvidia.conf
+    MODULES="nvidia nvidia-uvm"
+    for MODULE in $MODULES; do
+        if ! grep -qxF "$MODULE" /etc/modules-load.d/nvidia.conf; then
+            echo "$MODULE" | $SUDO tee -a /etc/modules-load.d/nvidia.conf > /dev/null
+        fi
+    done
+fi
+
+status "NVIDIA GPU ready."
+install_success
diff --git a/scripts/push_docker.sh b/scripts/push_docker.sh
new file mode 100644
index 0000000..c140c27
--- /dev/null
+++ b/scripts/push_docker.sh
@@ -0,0 +1,15 @@
+#!/bin/sh
+
+set -eu
+
+export VERSION=${VERSION:-0.0.0}
+export GOFLAGS="'-ldflags=-w -s \"-X=github.com/ollama/ollama/version.Version=$VERSION\" \"-X=github.com/ollama/ollama/server.mode=release\"'"
+
+docker build \
+    --push \
+    --platform=linux/arm64,linux/amd64 \
+    --build-arg=VERSION \
+    --build-arg=GOFLAGS \
+    -f Dockerfile \
+    -t ollama/ollama -t ollama/ollama:$VERSION \
+    .
diff --git a/scripts/tag_latest.sh b/scripts/tag_latest.sh
new file mode 100644
index 0000000..1f56f03
--- /dev/null
+++ b/scripts/tag_latest.sh
@@ -0,0 +1,13 @@
+#!/bin/sh
+
+set -eu
+
+# For developers, you can override the DOCKER_ORG to generate multiarch manifests
+#  DOCKER_ORG=jdoe VERSION=0.1.30 ./scripts/tag_latest.sh
+DOCKER_ORG=${DOCKER_ORG:-"ollama"}
+FINAL_IMAGE_REPO=${FINAL_IMAGE_REPO:-"${DOCKER_ORG}/ollama"}
+
+echo "Updating ${FINAL_IMAGE_REPO}:latest -> ${FINAL_IMAGE_REPO}:${VERSION}"
+docker buildx imagetools create -t ${FINAL_IMAGE_REPO}:latest ${FINAL_IMAGE_REPO}:${VERSION}
+echo "Updating ${FINAL_IMAGE_REPO}:rocm -> ${FINAL_IMAGE_REPO}:${VERSION}-rocm"
+docker buildx imagetools create -t ${FINAL_IMAGE_REPO}:rocm ${FINAL_IMAGE_REPO}:${VERSION}-rocm
diff --git a/server/auth.go b/server/auth.go
new file mode 100644
index 0000000..dcef5bf
--- /dev/null
+++ b/server/auth.go
@@ -0,0 +1,95 @@
+package server
+
+import (
+	"context"
+	"crypto/rand"
+	"crypto/sha256"
+	"encoding/base64"
+	"encoding/hex"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"net/url"
+	"strconv"
+	"strings"
+	"time"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/auth"
+)
+
+type registryChallenge struct {
+	Realm   string
+	Service string
+	Scope   string
+}
+
+func (r registryChallenge) URL() (*url.URL, error) {
+	redirectURL, err := url.Parse(r.Realm)
+	if err != nil {
+		return nil, err
+	}
+
+	values := redirectURL.Query()
+	values.Add("service", r.Service)
+	for _, s := range strings.Split(r.Scope, " ") {
+		values.Add("scope", s)
+	}
+
+	values.Add("ts", strconv.FormatInt(time.Now().Unix(), 10))
+
+	nonce, err := auth.NewNonce(rand.Reader, 16)
+	if err != nil {
+		return nil, err
+	}
+
+	values.Add("nonce", nonce)
+
+	redirectURL.RawQuery = values.Encode()
+	return redirectURL, nil
+}
+
+func getAuthorizationToken(ctx context.Context, challenge registryChallenge) (string, error) {
+	redirectURL, err := challenge.URL()
+	if err != nil {
+		return "", err
+	}
+
+	sha256sum := sha256.Sum256(nil)
+	data := []byte(fmt.Sprintf("%s,%s,%s", http.MethodGet, redirectURL.String(), base64.StdEncoding.EncodeToString([]byte(hex.EncodeToString(sha256sum[:])))))
+
+	headers := make(http.Header)
+	signature, err := auth.Sign(ctx, data)
+	if err != nil {
+		return "", err
+	}
+
+	headers.Add("Authorization", signature)
+
+	response, err := makeRequest(ctx, http.MethodGet, redirectURL, headers, nil, &registryOptions{})
+	if err != nil {
+		return "", err
+	}
+	defer response.Body.Close()
+
+	body, err := io.ReadAll(response.Body)
+	if err != nil {
+		return "", fmt.Errorf("%d: %v", response.StatusCode, err)
+	}
+
+	if response.StatusCode >= http.StatusBadRequest {
+		if len(body) > 0 {
+			return "", fmt.Errorf("%d: %s", response.StatusCode, body)
+		} else {
+			return "", fmt.Errorf("%d", response.StatusCode)
+		}
+	}
+
+	var token api.TokenResponse
+	if err := json.Unmarshal(body, &token); err != nil {
+		return "", err
+	}
+
+	return token.Token, nil
+}
diff --git a/server/create.go b/server/create.go
new file mode 100644
index 0000000..9488de3
--- /dev/null
+++ b/server/create.go
@@ -0,0 +1,726 @@
+package server
+
+import (
+	"bytes"
+	"cmp"
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"io/fs"
+	"log/slog"
+	"net/http"
+	"os"
+	"path/filepath"
+	"slices"
+	"strings"
+	"sync/atomic"
+
+	"github.com/gin-gonic/gin"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/convert"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/format"
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/template"
+	"github.com/ollama/ollama/types/errtypes"
+	"github.com/ollama/ollama/types/model"
+)
+
+var (
+	errNoFilesProvided         = errors.New("no files provided to convert")
+	errOnlyOneAdapterSupported = errors.New("only one adapter is currently supported")
+	errOnlyGGUFSupported       = errors.New("supplied file was not in GGUF format")
+	errUnknownType             = errors.New("unknown type")
+	errNeitherFromOrFiles      = errors.New("neither 'from' or 'files' was specified")
+	errFilePath                = errors.New("file path must be relative")
+)
+
+func (s *Server) CreateHandler(c *gin.Context) {
+	var r api.CreateRequest
+	if err := c.ShouldBindJSON(&r); errors.Is(err, io.EOF) {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	} else if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	for v := range r.Files {
+		if !fs.ValidPath(v) {
+			c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": errFilePath.Error()})
+			return
+		}
+	}
+
+	name := model.ParseName(cmp.Or(r.Model, r.Name))
+	if !name.IsValid() {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": errtypes.InvalidModelNameErrMsg})
+		return
+	}
+
+	name, err := getExistingName(name)
+	if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	ch := make(chan any)
+	go func() {
+		defer close(ch)
+		fn := func(resp api.ProgressResponse) {
+			ch <- resp
+		}
+
+		oldManifest, _ := ParseNamedManifest(name)
+
+		var baseLayers []*layerGGML
+		if r.From != "" {
+			slog.Debug("create model from model name")
+			fromName := model.ParseName(r.From)
+			if !fromName.IsValid() {
+				ch <- gin.H{"error": errtypes.InvalidModelNameErrMsg, "status": http.StatusBadRequest}
+				return
+			}
+
+			ctx, cancel := context.WithCancel(c.Request.Context())
+			defer cancel()
+
+			baseLayers, err = parseFromModel(ctx, fromName, fn)
+			if err != nil {
+				ch <- gin.H{"error": err.Error()}
+			}
+		} else if r.Files != nil {
+			baseLayers, err = convertModelFromFiles(r.Files, baseLayers, false, fn)
+			if err != nil {
+				for _, badReq := range []error{errNoFilesProvided, errOnlyGGUFSupported, errUnknownType} {
+					if errors.Is(err, badReq) {
+						ch <- gin.H{"error": err.Error(), "status": http.StatusBadRequest}
+						return
+					}
+				}
+				ch <- gin.H{"error": err.Error()}
+				return
+			}
+		} else {
+			ch <- gin.H{"error": errNeitherFromOrFiles.Error(), "status": http.StatusBadRequest}
+			return
+		}
+
+		var adapterLayers []*layerGGML
+		if r.Adapters != nil {
+			adapterLayers, err = convertModelFromFiles(r.Adapters, baseLayers, true, fn)
+			if err != nil {
+				for _, badReq := range []error{errNoFilesProvided, errOnlyOneAdapterSupported, errOnlyGGUFSupported, errUnknownType, errFilePath} {
+					if errors.Is(err, badReq) {
+						ch <- gin.H{"error": err.Error(), "status": http.StatusBadRequest}
+						return
+					}
+				}
+				ch <- gin.H{"error": err.Error(), "status": http.StatusBadRequest}
+				return
+			}
+		}
+
+		if len(adapterLayers) > 0 {
+			baseLayers = append(baseLayers, adapterLayers...)
+		}
+
+		if err := createModel(r, name, baseLayers, fn); err != nil {
+			if errors.Is(err, errBadTemplate) {
+				ch <- gin.H{"error": err.Error(), "status": http.StatusBadRequest}
+				return
+			}
+			ch <- gin.H{"error": err.Error()}
+			return
+		}
+
+		if !envconfig.NoPrune() && oldManifest != nil {
+			if err := oldManifest.RemoveLayers(); err != nil {
+				ch <- gin.H{"error": err.Error()}
+			}
+		}
+
+		ch <- api.ProgressResponse{Status: "success"}
+	}()
+
+	if r.Stream != nil && !*r.Stream {
+		waitForStream(c, ch)
+		return
+	}
+
+	streamResponse(c, ch)
+}
+
+func convertModelFromFiles(files map[string]string, baseLayers []*layerGGML, isAdapter bool, fn func(resp api.ProgressResponse)) ([]*layerGGML, error) {
+	switch detectModelTypeFromFiles(files) {
+	case "safetensors":
+		layers, err := convertFromSafetensors(files, baseLayers, isAdapter, fn)
+		if err != nil {
+			slog.Error("error converting from safetensors", "error", err)
+			return nil, err
+		}
+		return layers, nil
+	case "gguf":
+		if len(files) == 0 {
+			return nil, errNoFilesProvided
+		} else if len(files) > 1 && isAdapter {
+			return nil, errOnlyOneAdapterSupported
+		}
+
+		var digest string
+		var allLayers []*layerGGML
+		for _, v := range files {
+			digest = v
+			layers, err := ggufLayers(digest, fn)
+			if err != nil {
+				return nil, err
+			}
+			allLayers = append(allLayers, layers...)
+		}
+		return allLayers, nil
+	default:
+		return nil, errUnknownType
+	}
+}
+
+func detectModelTypeFromFiles(files map[string]string) string {
+	for fn := range files {
+		if strings.HasSuffix(fn, ".safetensors") {
+			return "safetensors"
+		} else if strings.HasSuffix(fn, ".gguf") {
+			return "gguf"
+		} else {
+			// try to see if we can find a gguf file even without the file extension
+			blobPath, err := GetBlobsPath(files[fn])
+			if err != nil {
+				slog.Error("error getting blobs path", "file", fn)
+				return ""
+			}
+
+			f, err := os.Open(blobPath)
+			if err != nil {
+				slog.Error("error reading file", "error", err)
+				return ""
+			}
+			defer f.Close()
+
+			buf := make([]byte, 4)
+			_, err = f.Read(buf)
+			if err != nil {
+				slog.Error("error reading file", "error", err)
+				return ""
+			}
+
+			ct := ggml.DetectContentType(buf)
+			if ct == "gguf" {
+				return "gguf"
+			}
+		}
+	}
+
+	return ""
+}
+
+func convertFromSafetensors(files map[string]string, baseLayers []*layerGGML, isAdapter bool, fn func(resp api.ProgressResponse)) ([]*layerGGML, error) {
+	tmpDir, err := os.MkdirTemp(envconfig.Models(), "ollama-safetensors")
+	if err != nil {
+		return nil, err
+	}
+	defer os.RemoveAll(tmpDir)
+	// Set up a root to validate paths
+	root, err := os.OpenRoot(tmpDir)
+	if err != nil {
+		return nil, err
+	}
+	defer root.Close()
+
+	for fp, digest := range files {
+		if !fs.ValidPath(fp) {
+			return nil, fmt.Errorf("%w: %s", errFilePath, fp)
+		}
+		if _, err := root.Stat(fp); err != nil && !errors.Is(err, fs.ErrNotExist) {
+			// Path is likely outside the root
+			return nil, fmt.Errorf("%w: %s: %s", errFilePath, err, fp)
+		}
+
+		blobPath, err := GetBlobsPath(digest)
+		if err != nil {
+			return nil, err
+		}
+		if err := createLink(blobPath, filepath.Join(tmpDir, fp)); err != nil {
+			return nil, err
+		}
+	}
+
+	t, err := os.CreateTemp(tmpDir, "fp16")
+	if err != nil {
+		return nil, err
+	}
+	defer t.Close()
+
+	var mediaType string
+	if !isAdapter {
+		fn(api.ProgressResponse{Status: "converting model"})
+		mediaType = "application/vnd.ollama.image.model"
+		if err := convert.ConvertModel(os.DirFS(tmpDir), t); err != nil {
+			return nil, err
+		}
+	} else {
+		kv, err := kvFromLayers(baseLayers)
+		if err != nil {
+			return nil, err
+		}
+		fn(api.ProgressResponse{Status: "converting adapter"})
+		mediaType = "application/vnd.ollama.image.adapter"
+		if err := convert.ConvertAdapter(os.DirFS(tmpDir), t, kv); err != nil {
+			return nil, err
+		}
+	}
+
+	if _, err := t.Seek(0, io.SeekStart); err != nil {
+		return nil, err
+	}
+
+	layer, err := NewLayer(t, mediaType)
+	if err != nil {
+		return nil, err
+	}
+
+	bin, err := layer.Open()
+	if err != nil {
+		return nil, err
+	}
+	defer bin.Close()
+
+	f, err := ggml.Decode(bin, -1)
+	if err != nil {
+		return nil, err
+	}
+	layers := []*layerGGML{{layer, f}}
+
+	if !isAdapter {
+		return detectChatTemplate(layers)
+	}
+	return layers, nil
+}
+
+func kvFromLayers(baseLayers []*layerGGML) (ggml.KV, error) {
+	for _, l := range baseLayers {
+		if l.GGML != nil {
+			return l.KV(), nil
+		}
+	}
+	return ggml.KV{}, fmt.Errorf("no base model was found")
+}
+
+func createModel(r api.CreateRequest, name model.Name, baseLayers []*layerGGML, fn func(resp api.ProgressResponse)) (err error) {
+	config := ConfigV2{
+		OS:           "linux",
+		Architecture: "amd64",
+		RootFS: RootFS{
+			Type: "layers",
+		},
+	}
+
+	var layers []Layer
+	for _, layer := range baseLayers {
+		if layer.GGML != nil {
+			quantType := strings.ToUpper(cmp.Or(r.Quantize, r.Quantization))
+			if quantType != "" && layer.GGML.Name() == "gguf" && layer.MediaType == "application/vnd.ollama.image.model" {
+				want, err := ggml.ParseFileType(quantType)
+				if err != nil {
+					return err
+				}
+
+				ft := layer.GGML.KV().FileType()
+				if !slices.Contains([]string{"F16", "F32"}, ft.String()) {
+					return errors.New("quantization is only supported for F16 and F32 models")
+				} else if ft != want {
+					layer, err = quantizeLayer(layer, quantType, fn)
+					if err != nil {
+						return err
+					}
+				}
+			}
+			config.ModelFormat = cmp.Or(config.ModelFormat, layer.GGML.Name())
+			config.ModelFamily = cmp.Or(config.ModelFamily, layer.GGML.KV().Architecture())
+			config.ModelType = cmp.Or(config.ModelType, format.HumanNumber(layer.GGML.KV().ParameterCount()))
+			config.FileType = cmp.Or(config.FileType, layer.GGML.KV().FileType().String())
+			config.ModelFamilies = append(config.ModelFamilies, layer.GGML.KV().Architecture())
+		}
+		layers = append(layers, layer.Layer)
+	}
+
+	if r.Template != "" {
+		layers, err = setTemplate(layers, r.Template)
+		if err != nil {
+			return err
+		}
+	}
+
+	if r.System != "" {
+		layers, err = setSystem(layers, r.System)
+		if err != nil {
+			return err
+		}
+	}
+
+	if r.License != nil {
+		switch l := r.License.(type) {
+		case string:
+			if l != "" {
+				layers, err = setLicense(layers, l)
+				if err != nil {
+					return err
+				}
+			}
+		case any:
+			var licenses []string
+			b, _ := json.Marshal(l) // re-marshal to JSON
+			if err := json.Unmarshal(b, &licenses); err != nil {
+				return err
+			}
+			for _, v := range licenses {
+				layers, err = setLicense(layers, v)
+				if err != nil {
+					return err
+				}
+			}
+		default:
+			return fmt.Errorf("unknown license type: %T", l)
+		}
+	}
+
+	layers, err = setParameters(layers, r.Parameters)
+	if err != nil {
+		return err
+	}
+
+	layers, err = setMessages(layers, r.Messages)
+	if err != nil {
+		return err
+	}
+
+	configLayer, err := createConfigLayer(layers, config)
+	if err != nil {
+		return err
+	}
+
+	for _, layer := range layers {
+		if layer.status != "" {
+			fn(api.ProgressResponse{Status: layer.status})
+		}
+	}
+
+	fn(api.ProgressResponse{Status: "writing manifest"})
+	if err := WriteManifest(name, *configLayer, layers); err != nil {
+		return err
+	}
+
+	return nil
+}
+
+func quantizeLayer(layer *layerGGML, quantizeType string, fn func(resp api.ProgressResponse)) (*layerGGML, error) {
+	ft := layer.GGML.KV().FileType()
+	var doneBytes atomic.Uint64
+	totalBytes := uint64(layer.Size) - layer.GGML.Tensors().Offset
+	fnWrap := func(n uint64) {
+		done := doneBytes.Add(n)
+		progress := float32(done) / float32(totalBytes)
+		fn(api.ProgressResponse{Status: fmt.Sprintf("quantizing %s model to %s", ft, quantizeType), Digest: "0000000000000000000", Total: layer.Size, Completed: int64(progress * float32(layer.Size))})
+	}
+	ftype, err := ggml.ParseFileType(quantizeType)
+	if err != nil {
+		return nil, err
+	}
+
+	blob, err := GetBlobsPath(layer.Digest)
+	if err != nil {
+		return nil, err
+	}
+	fp, err := os.Open(blob)
+	if err != nil {
+		return nil, err
+	}
+	defer fp.Close()
+
+	temp, err := os.CreateTemp(filepath.Dir(blob), quantizeType)
+	if err != nil {
+		return nil, err
+	}
+	defer temp.Close()
+	defer os.Remove(temp.Name())
+
+	if err := quantize(fp, temp, layer.GGML, ftype, fnWrap); err != nil {
+		return nil, err
+	}
+	temp.Seek(0, io.SeekStart)
+	fn(api.ProgressResponse{Status: "verifying conversion"})
+	newLayer, err := NewLayer(temp, layer.MediaType)
+	if err != nil {
+		return nil, err
+	}
+	if _, err := temp.Seek(0, io.SeekStart); err != nil {
+		return nil, err
+	}
+
+	f, err := ggml.Decode(temp, 1024)
+	if err != nil {
+		slog.Error(fmt.Sprintf("error decoding ggml: %s\n", err))
+		return nil, err
+	}
+	return &layerGGML{newLayer, f}, nil
+}
+
+func ggufLayers(digest string, fn func(resp api.ProgressResponse)) ([]*layerGGML, error) {
+	var layers []*layerGGML
+
+	fn(api.ProgressResponse{Status: "parsing GGUF"})
+	blobPath, err := GetBlobsPath(digest)
+	if err != nil {
+		return nil, err
+	}
+
+	blob, err := os.Open(blobPath)
+	if err != nil {
+		return nil, err
+	}
+	defer blob.Close()
+
+	sr := io.NewSectionReader(blob, 0, 512)
+	contentType, err := detectContentType(sr)
+	if err != nil {
+		return nil, err
+	}
+
+	if contentType != "gguf" {
+		slog.Error(fmt.Sprintf("unsupported content type: %s", contentType))
+		return nil, errOnlyGGUFSupported
+	}
+
+	stat, err := blob.Stat()
+	if err != nil {
+		return nil, err
+	}
+
+	var offset int64
+	for offset < stat.Size() {
+		f, err := ggml.Decode(blob, -1)
+		if errors.Is(err, io.EOF) {
+			break
+		} else if err != nil {
+			return nil, err
+		}
+
+		mediatype := "application/vnd.ollama.image.model"
+		if f.KV().Kind() == "adapter" {
+			mediatype = "application/vnd.ollama.image.adapter"
+		} else if _, ok := f.KV()[fmt.Sprintf("%s.vision.block_count", f.KV().Architecture())]; ok || f.KV().Kind() == "projector" {
+			mediatype = "application/vnd.ollama.image.projector"
+		}
+
+		var layer Layer
+		if digest != "" && f.Length == stat.Size() && offset == 0 {
+			layer, err = NewLayerFromLayer(digest, mediatype, blob.Name())
+			if err != nil {
+				slog.Debug("could not create new layer from layer", "error", err)
+				return nil, err
+			}
+		}
+
+		// Fallback to creating layer from file copy (either NewLayerFromLayer failed, or digest empty/n != stat.Size())
+		if layer.Digest == "" {
+			layer, err = NewLayer(io.NewSectionReader(blob, offset, f.Length), mediatype)
+			if err != nil {
+				return nil, err
+			}
+		}
+
+		layers = append(layers, &layerGGML{layer, f})
+		offset = f.Length
+	}
+
+	return detectChatTemplate(layers)
+}
+
+func removeLayer(layers []Layer, mediatype string) []Layer {
+	return slices.DeleteFunc(layers, func(layer Layer) bool {
+		if layer.MediaType != mediatype {
+			return false
+		}
+
+		if err := layer.Remove(); err != nil {
+			slog.Warn("couldn't remove blob", "digest", layer.Digest, "error", err)
+			return true
+		}
+
+		return true
+	})
+}
+
+func setTemplate(layers []Layer, t string) ([]Layer, error) {
+	layers = removeLayer(layers, "application/vnd.ollama.image.template")
+	if _, err := template.Parse(t); err != nil {
+		return nil, fmt.Errorf("%w: %s", errBadTemplate, err)
+	}
+	if _, err := template.Parse(t); err != nil {
+		return nil, fmt.Errorf("%w: %s", errBadTemplate, err)
+	}
+
+	blob := strings.NewReader(t)
+	layer, err := NewLayer(blob, "application/vnd.ollama.image.template")
+	if err != nil {
+		return nil, err
+	}
+
+	layers = append(layers, layer)
+	return layers, nil
+}
+
+func setSystem(layers []Layer, s string) ([]Layer, error) {
+	layers = removeLayer(layers, "application/vnd.ollama.image.system")
+	if s != "" {
+		blob := strings.NewReader(s)
+		layer, err := NewLayer(blob, "application/vnd.ollama.image.system")
+		if err != nil {
+			return nil, err
+		}
+		layers = append(layers, layer)
+	}
+	return layers, nil
+}
+
+func setLicense(layers []Layer, l string) ([]Layer, error) {
+	blob := strings.NewReader(l)
+	layer, err := NewLayer(blob, "application/vnd.ollama.image.license")
+	if err != nil {
+		return nil, err
+	}
+	layers = append(layers, layer)
+	return layers, nil
+}
+
+func setParameters(layers []Layer, p map[string]any) ([]Layer, error) {
+	if p == nil {
+		p = make(map[string]any)
+	}
+	for _, layer := range layers {
+		if layer.MediaType != "application/vnd.ollama.image.params" {
+			continue
+		}
+
+		digestPath, err := GetBlobsPath(layer.Digest)
+		if err != nil {
+			return nil, err
+		}
+
+		fn, err := os.Open(digestPath)
+		if err != nil {
+			return nil, err
+		}
+		defer fn.Close()
+
+		var existing map[string]any
+		if err := json.NewDecoder(fn).Decode(&existing); err != nil {
+			return nil, err
+		}
+
+		for k, v := range existing {
+			if _, exists := p[k]; exists {
+				continue
+			}
+			p[k] = v
+		}
+	}
+
+	if len(p) == 0 {
+		return layers, nil
+	}
+
+	layers = removeLayer(layers, "application/vnd.ollama.image.params")
+
+	var b bytes.Buffer
+	if err := json.NewEncoder(&b).Encode(p); err != nil {
+		return nil, err
+	}
+	layer, err := NewLayer(&b, "application/vnd.ollama.image.params")
+	if err != nil {
+		return nil, err
+	}
+	layers = append(layers, layer)
+	return layers, nil
+}
+
+func setMessages(layers []Layer, m []api.Message) ([]Layer, error) {
+	// this leaves the old messages intact if no new messages were specified
+	// which may not be the correct behaviour
+	if len(m) == 0 {
+		return layers, nil
+	}
+
+	fmt.Printf("removing old messages\n")
+	layers = removeLayer(layers, "application/vnd.ollama.image.messages")
+	var b bytes.Buffer
+	if err := json.NewEncoder(&b).Encode(m); err != nil {
+		return nil, err
+	}
+	layer, err := NewLayer(&b, "application/vnd.ollama.image.messages")
+	if err != nil {
+		return nil, err
+	}
+	layers = append(layers, layer)
+	return layers, nil
+}
+
+func createConfigLayer(layers []Layer, config ConfigV2) (*Layer, error) {
+	digests := make([]string, len(layers))
+	for i, layer := range layers {
+		digests[i] = layer.Digest
+	}
+	config.RootFS.DiffIDs = digests
+
+	var b bytes.Buffer
+	if err := json.NewEncoder(&b).Encode(config); err != nil {
+		return nil, err
+	}
+	layer, err := NewLayer(&b, "application/vnd.docker.container.image.v1+json")
+	if err != nil {
+		return nil, err
+	}
+	return &layer, nil
+}
+
+func createLink(src, dst string) error {
+	// make any subdirs for dst
+	if err := os.MkdirAll(filepath.Dir(dst), 0o755); err != nil {
+		return err
+	}
+
+	_ = os.Remove(dst)
+	if err := os.Symlink(src, dst); err != nil {
+		if err := copyFile(src, dst); err != nil {
+			return err
+		}
+	}
+	return nil
+}
+
+func copyFile(src, dst string) error {
+	srcFile, err := os.Open(src)
+	if err != nil {
+		return err
+	}
+	defer srcFile.Close()
+
+	dstFile, err := os.Create(dst)
+	if err != nil {
+		return err
+	}
+	defer dstFile.Close()
+
+	_, err = io.Copy(dstFile, srcFile)
+	return err
+}
diff --git a/server/create_test.go b/server/create_test.go
new file mode 100644
index 0000000..59a07ff
--- /dev/null
+++ b/server/create_test.go
@@ -0,0 +1,106 @@
+package server
+
+import (
+	"bytes"
+	"encoding/binary"
+	"errors"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"github.com/ollama/ollama/api"
+)
+
+func TestConvertFromSafetensors(t *testing.T) {
+	t.Setenv("OLLAMA_MODELS", t.TempDir())
+
+	// Helper function to create a new layer and return its digest
+	makeTemp := func(content string) string {
+		l, err := NewLayer(strings.NewReader(content), "application/octet-stream")
+		if err != nil {
+			t.Fatalf("Failed to create layer: %v", err)
+		}
+		return l.Digest
+	}
+
+	// Create a safetensors compatible file with empty JSON content
+	var buf bytes.Buffer
+	headerSize := int64(len("{}"))
+	binary.Write(&buf, binary.LittleEndian, headerSize)
+	buf.WriteString("{}")
+
+	model := makeTemp(buf.String())
+	config := makeTemp(`{
+		"architectures": ["LlamaForCausalLM"], 
+		"vocab_size": 32000
+	}`)
+	tokenizer := makeTemp(`{
+		"version": "1.0",
+		"truncation": null,
+		"padding": null,
+		"added_tokens": [
+			{
+				"id": 0,
+				"content": "<|endoftext|>",
+				"single_word": false,
+				"lstrip": false,
+				"rstrip": false,
+				"normalized": false,
+				"special": true
+			}
+		]
+	}`)
+
+	tests := []struct {
+		name     string
+		filePath string
+		wantErr  error
+	}{
+		// Invalid
+		{
+			name:     "InvalidRelativePathShallow",
+			filePath: filepath.Join("..", "file.safetensors"),
+			wantErr:  errFilePath,
+		},
+		{
+			name:     "InvalidRelativePathDeep",
+			filePath: filepath.Join("..", "..", "..", "..", "..", "..", "data", "file.txt"),
+			wantErr:  errFilePath,
+		},
+		{
+			name:     "InvalidNestedPath",
+			filePath: filepath.Join("dir", "..", "..", "..", "..", "..", "other.safetensors"),
+			wantErr:  errFilePath,
+		},
+		{
+			name:     "AbsolutePathOutsideRoot",
+			filePath: filepath.Join(os.TempDir(), "model.safetensors"),
+			wantErr:  errFilePath, // Should fail since it's outside tmpDir
+		},
+		{
+			name:     "ValidRelativePath",
+			filePath: "model.safetensors",
+			wantErr:  nil,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			// Create the minimum required file map for convertFromSafetensors
+			files := map[string]string{
+				tt.filePath:      model,
+				"config.json":    config,
+				"tokenizer.json": tokenizer,
+			}
+
+			_, err := convertFromSafetensors(files, nil, false, func(resp api.ProgressResponse) {})
+
+			if (tt.wantErr == nil && err != nil) ||
+				(tt.wantErr != nil && err == nil) ||
+				(tt.wantErr != nil && !errors.Is(err, tt.wantErr)) {
+				t.Errorf("convertFromSafetensors() error = %v, wantErr %v", err, tt.wantErr)
+			}
+		})
+	}
+}
diff --git a/server/download.go b/server/download.go
new file mode 100644
index 0000000..6f79fd2
--- /dev/null
+++ b/server/download.go
@@ -0,0 +1,503 @@
+package server
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"math"
+	"math/rand/v2"
+	"net/http"
+	"net/url"
+	"os"
+	"path/filepath"
+	"strconv"
+	"strings"
+	"sync"
+	"sync/atomic"
+	"syscall"
+	"time"
+
+	"golang.org/x/sync/errgroup"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/format"
+)
+
+const maxRetries = 6
+
+var (
+	errMaxRetriesExceeded   = errors.New("max retries exceeded")
+	errPartStalled          = errors.New("part stalled")
+	errMaxRedirectsExceeded = errors.New("maximum redirects exceeded (10) for directURL")
+)
+
+var blobDownloadManager sync.Map
+
+type blobDownload struct {
+	Name   string
+	Digest string
+
+	Total     int64
+	Completed atomic.Int64
+
+	Parts []*blobDownloadPart
+
+	context.CancelFunc
+
+	done       chan struct{}
+	err        error
+	references atomic.Int32
+}
+
+type blobDownloadPart struct {
+	N         int
+	Offset    int64
+	Size      int64
+	Completed atomic.Int64
+
+	lastUpdatedMu sync.Mutex
+	lastUpdated   time.Time
+
+	*blobDownload `json:"-"`
+}
+
+type jsonBlobDownloadPart struct {
+	N         int
+	Offset    int64
+	Size      int64
+	Completed int64
+}
+
+func (p *blobDownloadPart) MarshalJSON() ([]byte, error) {
+	return json.Marshal(jsonBlobDownloadPart{
+		N:         p.N,
+		Offset:    p.Offset,
+		Size:      p.Size,
+		Completed: p.Completed.Load(),
+	})
+}
+
+func (p *blobDownloadPart) UnmarshalJSON(b []byte) error {
+	var j jsonBlobDownloadPart
+	if err := json.Unmarshal(b, &j); err != nil {
+		return err
+	}
+	*p = blobDownloadPart{
+		N:      j.N,
+		Offset: j.Offset,
+		Size:   j.Size,
+	}
+	p.Completed.Store(j.Completed)
+	return nil
+}
+
+const (
+	numDownloadParts          = 16
+	minDownloadPartSize int64 = 100 * format.MegaByte
+	maxDownloadPartSize int64 = 1000 * format.MegaByte
+)
+
+func (p *blobDownloadPart) Name() string {
+	return strings.Join([]string{
+		p.blobDownload.Name, "partial", strconv.Itoa(p.N),
+	}, "-")
+}
+
+func (p *blobDownloadPart) StartsAt() int64 {
+	return p.Offset + p.Completed.Load()
+}
+
+func (p *blobDownloadPart) StopsAt() int64 {
+	return p.Offset + p.Size
+}
+
+func (p *blobDownloadPart) Write(b []byte) (n int, err error) {
+	n = len(b)
+	p.blobDownload.Completed.Add(int64(n))
+	p.lastUpdatedMu.Lock()
+	p.lastUpdated = time.Now()
+	p.lastUpdatedMu.Unlock()
+	return n, nil
+}
+
+func (b *blobDownload) Prepare(ctx context.Context, requestURL *url.URL, opts *registryOptions) error {
+	partFilePaths, err := filepath.Glob(b.Name + "-partial-*")
+	if err != nil {
+		return err
+	}
+
+	b.done = make(chan struct{})
+
+	for _, partFilePath := range partFilePaths {
+		part, err := b.readPart(partFilePath)
+		if err != nil {
+			return err
+		}
+
+		b.Total += part.Size
+		b.Completed.Add(part.Completed.Load())
+		b.Parts = append(b.Parts, part)
+	}
+
+	if len(b.Parts) == 0 {
+		resp, err := makeRequestWithRetry(ctx, http.MethodHead, requestURL, nil, nil, opts)
+		if err != nil {
+			return err
+		}
+		defer resp.Body.Close()
+
+		b.Total, _ = strconv.ParseInt(resp.Header.Get("Content-Length"), 10, 64)
+
+		size := b.Total / numDownloadParts
+		switch {
+		case size < minDownloadPartSize:
+			size = minDownloadPartSize
+		case size > maxDownloadPartSize:
+			size = maxDownloadPartSize
+		}
+
+		var offset int64
+		for offset < b.Total {
+			if offset+size > b.Total {
+				size = b.Total - offset
+			}
+
+			if err := b.newPart(offset, size); err != nil {
+				return err
+			}
+
+			offset += size
+		}
+	}
+
+	if len(b.Parts) > 0 {
+		slog.Info(fmt.Sprintf("downloading %s in %d %s part(s)", b.Digest[7:19], len(b.Parts), format.HumanBytes(b.Parts[0].Size)))
+	}
+
+	return nil
+}
+
+func (b *blobDownload) Run(ctx context.Context, requestURL *url.URL, opts *registryOptions) {
+	defer close(b.done)
+	b.err = b.run(ctx, requestURL, opts)
+}
+
+func newBackoff(maxBackoff time.Duration) func(ctx context.Context) error {
+	var n int
+	return func(ctx context.Context) error {
+		if ctx.Err() != nil {
+			return ctx.Err()
+		}
+
+		n++
+
+		// n^2 backoff timer is a little smoother than the
+		// common choice of 2^n.
+		d := min(time.Duration(n*n)*10*time.Millisecond, maxBackoff)
+		// Randomize the delay between 0.5-1.5 x msec, in order
+		// to prevent accidental "thundering herd" problems.
+		d = time.Duration(float64(d) * (rand.Float64() + 0.5))
+		t := time.NewTimer(d)
+		defer t.Stop()
+		select {
+		case <-ctx.Done():
+			return ctx.Err()
+		case <-t.C:
+			return nil
+		}
+	}
+}
+
+func (b *blobDownload) run(ctx context.Context, requestURL *url.URL, opts *registryOptions) error {
+	defer blobDownloadManager.Delete(b.Digest)
+	ctx, b.CancelFunc = context.WithCancel(ctx)
+
+	file, err := os.OpenFile(b.Name+"-partial", os.O_CREATE|os.O_RDWR, 0o644)
+	if err != nil {
+		return err
+	}
+	defer file.Close()
+	setSparse(file)
+
+	_ = file.Truncate(b.Total)
+
+	directURL, err := func() (*url.URL, error) {
+		ctx, cancel := context.WithTimeout(ctx, 30*time.Second)
+		defer cancel()
+
+		backoff := newBackoff(10 * time.Second)
+		for {
+			// shallow clone opts to be used in the closure
+			// without affecting the outer opts.
+			newOpts := new(registryOptions)
+			*newOpts = *opts
+
+			newOpts.CheckRedirect = func(req *http.Request, via []*http.Request) error {
+				if len(via) > 10 {
+					return errMaxRedirectsExceeded
+				}
+
+				// if the hostname is the same, allow the redirect
+				if req.URL.Hostname() == requestURL.Hostname() {
+					return nil
+				}
+
+				// stop at the first redirect that is not
+				// the same hostname as the original
+				// request.
+				return http.ErrUseLastResponse
+			}
+
+			resp, err := makeRequestWithRetry(ctx, http.MethodGet, requestURL, nil, nil, newOpts)
+			if err != nil {
+				slog.Warn("failed to get direct URL; backing off and retrying", "err", err)
+				if err := backoff(ctx); err != nil {
+					return nil, err
+				}
+				continue
+			}
+			defer resp.Body.Close()
+			if resp.StatusCode != http.StatusTemporaryRedirect && resp.StatusCode != http.StatusOK {
+				return nil, fmt.Errorf("unexpected status code %d", resp.StatusCode)
+			}
+			return resp.Location()
+		}
+	}()
+	if err != nil {
+		return err
+	}
+
+	g, inner := errgroup.WithContext(ctx)
+	g.SetLimit(numDownloadParts)
+	for i := range b.Parts {
+		part := b.Parts[i]
+		if part.Completed.Load() == part.Size {
+			continue
+		}
+
+		g.Go(func() error {
+			var err error
+			for try := 0; try < maxRetries; try++ {
+				w := io.NewOffsetWriter(file, part.StartsAt())
+				err = b.downloadChunk(inner, directURL, w, part)
+				switch {
+				case errors.Is(err, context.Canceled), errors.Is(err, syscall.ENOSPC):
+					// return immediately if the context is canceled or the device is out of space
+					return err
+				case errors.Is(err, errPartStalled):
+					try--
+					continue
+				case err != nil:
+					sleep := time.Second * time.Duration(math.Pow(2, float64(try)))
+					slog.Info(fmt.Sprintf("%s part %d attempt %d failed: %v, retrying in %s", b.Digest[7:19], part.N, try, err, sleep))
+					time.Sleep(sleep)
+					continue
+				default:
+					return nil
+				}
+			}
+
+			return fmt.Errorf("%w: %w", errMaxRetriesExceeded, err)
+		})
+	}
+
+	if err := g.Wait(); err != nil {
+		return err
+	}
+
+	// explicitly close the file so we can rename it
+	if err := file.Close(); err != nil {
+		return err
+	}
+
+	for i := range b.Parts {
+		if err := os.Remove(file.Name() + "-" + strconv.Itoa(i)); err != nil {
+			return err
+		}
+	}
+
+	if err := os.Rename(file.Name(), b.Name); err != nil {
+		return err
+	}
+
+	return nil
+}
+
+func (b *blobDownload) downloadChunk(ctx context.Context, requestURL *url.URL, w io.Writer, part *blobDownloadPart) error {
+	g, ctx := errgroup.WithContext(ctx)
+	g.Go(func() error {
+		req, err := http.NewRequestWithContext(ctx, http.MethodGet, requestURL.String(), nil)
+		if err != nil {
+			return err
+		}
+		req.Header.Set("Range", fmt.Sprintf("bytes=%d-%d", part.StartsAt(), part.StopsAt()-1))
+		resp, err := http.DefaultClient.Do(req)
+		if err != nil {
+			return err
+		}
+		defer resp.Body.Close()
+
+		n, err := io.CopyN(w, io.TeeReader(resp.Body, part), part.Size-part.Completed.Load())
+		if err != nil && !errors.Is(err, context.Canceled) && !errors.Is(err, io.ErrUnexpectedEOF) {
+			// rollback progress
+			b.Completed.Add(-n)
+			return err
+		}
+
+		part.Completed.Add(n)
+		if err := b.writePart(part.Name(), part); err != nil {
+			return err
+		}
+
+		// return nil or context.Canceled or UnexpectedEOF (resumable)
+		return err
+	})
+
+	g.Go(func() error {
+		ticker := time.NewTicker(time.Second)
+		for {
+			select {
+			case <-ticker.C:
+				if part.Completed.Load() >= part.Size {
+					return nil
+				}
+
+				part.lastUpdatedMu.Lock()
+				lastUpdated := part.lastUpdated
+				part.lastUpdatedMu.Unlock()
+
+				if !lastUpdated.IsZero() && time.Since(lastUpdated) > 30*time.Second {
+					const msg = "%s part %d stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
+					slog.Info(fmt.Sprintf(msg, b.Digest[7:19], part.N))
+					// reset last updated
+					part.lastUpdatedMu.Lock()
+					part.lastUpdated = time.Time{}
+					part.lastUpdatedMu.Unlock()
+					return errPartStalled
+				}
+			case <-ctx.Done():
+				return ctx.Err()
+			}
+		}
+	})
+
+	return g.Wait()
+}
+
+func (b *blobDownload) newPart(offset, size int64) error {
+	part := blobDownloadPart{blobDownload: b, Offset: offset, Size: size, N: len(b.Parts)}
+	if err := b.writePart(part.Name(), &part); err != nil {
+		return err
+	}
+
+	b.Parts = append(b.Parts, &part)
+	return nil
+}
+
+func (b *blobDownload) readPart(partName string) (*blobDownloadPart, error) {
+	var part blobDownloadPart
+	partFile, err := os.Open(partName)
+	if err != nil {
+		return nil, err
+	}
+	defer partFile.Close()
+
+	if err := json.NewDecoder(partFile).Decode(&part); err != nil {
+		return nil, err
+	}
+
+	part.blobDownload = b
+	return &part, nil
+}
+
+func (b *blobDownload) writePart(partName string, part *blobDownloadPart) error {
+	partFile, err := os.OpenFile(partName, os.O_CREATE|os.O_RDWR|os.O_TRUNC, 0o644)
+	if err != nil {
+		return err
+	}
+	defer partFile.Close()
+
+	return json.NewEncoder(partFile).Encode(part)
+}
+
+func (b *blobDownload) acquire() {
+	b.references.Add(1)
+}
+
+func (b *blobDownload) release() {
+	if b.references.Add(-1) == 0 {
+		b.CancelFunc()
+	}
+}
+
+func (b *blobDownload) Wait(ctx context.Context, fn func(api.ProgressResponse)) error {
+	b.acquire()
+	defer b.release()
+
+	ticker := time.NewTicker(60 * time.Millisecond)
+	for {
+		select {
+		case <-b.done:
+			return b.err
+		case <-ticker.C:
+			fn(api.ProgressResponse{
+				Status:    fmt.Sprintf("pulling %s", b.Digest[7:19]),
+				Digest:    b.Digest,
+				Total:     b.Total,
+				Completed: b.Completed.Load(),
+			})
+		case <-ctx.Done():
+			return ctx.Err()
+		}
+	}
+}
+
+type downloadOpts struct {
+	mp      ModelPath
+	digest  string
+	regOpts *registryOptions
+	fn      func(api.ProgressResponse)
+}
+
+// downloadBlob downloads a blob from the registry and stores it in the blobs directory
+func downloadBlob(ctx context.Context, opts downloadOpts) (cacheHit bool, _ error) {
+	fp, err := GetBlobsPath(opts.digest)
+	if err != nil {
+		return false, err
+	}
+
+	fi, err := os.Stat(fp)
+	switch {
+	case errors.Is(err, os.ErrNotExist):
+	case err != nil:
+		return false, err
+	default:
+		opts.fn(api.ProgressResponse{
+			Status:    fmt.Sprintf("pulling %s", opts.digest[7:19]),
+			Digest:    opts.digest,
+			Total:     fi.Size(),
+			Completed: fi.Size(),
+		})
+
+		return true, nil
+	}
+
+	data, ok := blobDownloadManager.LoadOrStore(opts.digest, &blobDownload{Name: fp, Digest: opts.digest})
+	download := data.(*blobDownload)
+	if !ok {
+		requestURL := opts.mp.BaseURL()
+		requestURL = requestURL.JoinPath("v2", opts.mp.GetNamespaceRepository(), "blobs", opts.digest)
+		if err := download.Prepare(ctx, requestURL, opts.regOpts); err != nil {
+			blobDownloadManager.Delete(opts.digest)
+			return false, err
+		}
+
+		//nolint:contextcheck
+		go download.Run(context.Background(), requestURL, opts.regOpts)
+	}
+
+	return false, download.Wait(ctx, opts.fn)
+}
diff --git a/server/fixblobs.go b/server/fixblobs.go
new file mode 100644
index 0000000..6e6b311
--- /dev/null
+++ b/server/fixblobs.go
@@ -0,0 +1,26 @@
+package server
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+)
+
+// fixBlobs walks the provided dir and replaces (":") to ("-") in the file
+// prefix. (e.g. sha256:1234 -> sha256-1234)
+func fixBlobs(dir string) error {
+	return filepath.Walk(dir, func(path string, info os.FileInfo, err error) error {
+		if err != nil {
+			return err
+		}
+		baseName := filepath.Base(path)
+		typ, sha, ok := strings.Cut(baseName, ":")
+		if ok && typ == "sha256" {
+			newPath := filepath.Join(filepath.Dir(path), typ+"-"+sha)
+			if err := os.Rename(path, newPath); err != nil {
+				return err
+			}
+		}
+		return nil
+	})
+}
diff --git a/server/fixblobs_test.go b/server/fixblobs_test.go
new file mode 100644
index 0000000..c2d4851
--- /dev/null
+++ b/server/fixblobs_test.go
@@ -0,0 +1,83 @@
+package server
+
+import (
+	"io/fs"
+	"os"
+	"path/filepath"
+	"runtime"
+	"slices"
+	"strings"
+	"testing"
+)
+
+func TestFixBlobs(t *testing.T) {
+	cases := []struct {
+		path []string
+		want []string
+	}{
+		{path: []string{"sha256-1234"}, want: []string{"sha256-1234"}},
+		{path: []string{"sha256:1234"}, want: []string{"sha256-1234"}},
+		{path: []string{"sha259:5678"}, want: []string{"sha259:5678"}},
+		{path: []string{"sha256:abcd"}, want: []string{"sha256-abcd"}},
+		{path: []string{"x/y/sha256:abcd"}, want: []string{"x/y/sha256-abcd"}},
+		{path: []string{"x:y/sha256:abcd"}, want: []string{"x:y/sha256-abcd"}},
+		{path: []string{"x:y/sha256:abcd"}, want: []string{"x:y/sha256-abcd"}},
+		{path: []string{"x:y/sha256:abcd", "sha256:1234"}, want: []string{"x:y/sha256-abcd", "sha256-1234"}},
+		{path: []string{"x:y/sha256:abcd", "sha256-1234"}, want: []string{"x:y/sha256-abcd", "sha256-1234"}},
+	}
+
+	for _, tt := range cases {
+		t.Run(strings.Join(tt.path, "|"), func(t *testing.T) {
+			hasColon := slices.ContainsFunc(tt.path, func(s string) bool { return strings.Contains(s, ":") })
+			if hasColon && runtime.GOOS == "windows" {
+				t.Skip("skipping test on windows")
+			}
+
+			rootDir := t.TempDir()
+			for _, path := range tt.path {
+				fullPath := filepath.Join(rootDir, path)
+				fullDir, _ := filepath.Split(fullPath)
+
+				t.Logf("creating dir %s", fullDir)
+				if err := os.MkdirAll(fullDir, 0o755); err != nil {
+					t.Fatal(err)
+				}
+
+				t.Logf("writing file %s", fullPath)
+				if err := os.WriteFile(fullPath, nil, 0o644); err != nil {
+					t.Fatal(err)
+				}
+			}
+
+			if err := fixBlobs(rootDir); err != nil {
+				t.Fatal(err)
+			}
+
+			got := slurpFiles(os.DirFS(rootDir))
+
+			slices.Sort(tt.want)
+			slices.Sort(got)
+			if !slices.Equal(got, tt.want) {
+				t.Fatalf("got = %v, want %v", got, tt.want)
+			}
+		})
+	}
+}
+
+func slurpFiles(fsys fs.FS) []string {
+	var sfs []string
+	fn := func(path string, d fs.DirEntry, err error) error {
+		if err != nil {
+			return err
+		}
+		if d.IsDir() {
+			return nil
+		}
+		sfs = append(sfs, path)
+		return nil
+	}
+	if err := fs.WalkDir(fsys, ".", fn); err != nil {
+		panic(err)
+	}
+	return sfs
+}
diff --git a/server/images.go b/server/images.go
new file mode 100644
index 0000000..a69e2a9
--- /dev/null
+++ b/server/images.go
@@ -0,0 +1,853 @@
+package server
+
+import (
+	"bytes"
+	"context"
+	"crypto/sha256"
+	"encoding/hex"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"log"
+	"log/slog"
+	"net"
+	"net/http"
+	"net/url"
+	"os"
+	"path/filepath"
+	"runtime"
+	"slices"
+	"strconv"
+	"strings"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/parser"
+	"github.com/ollama/ollama/template"
+	"github.com/ollama/ollama/types/model"
+	"github.com/ollama/ollama/version"
+)
+
+var (
+	errCapabilities         = errors.New("does not support")
+	errCapabilityCompletion = errors.New("completion")
+	errCapabilityTools      = errors.New("tools")
+	errCapabilityInsert     = errors.New("insert")
+	errCapabilityVision     = errors.New("vision")
+	errCapabilityEmbedding  = errors.New("embedding")
+	errInsecureProtocol     = errors.New("insecure protocol http")
+)
+
+type registryOptions struct {
+	Insecure bool
+	Username string
+	Password string
+	Token    string
+
+	CheckRedirect func(req *http.Request, via []*http.Request) error
+}
+
+type Model struct {
+	Name           string `json:"name"`
+	Config         ConfigV2
+	ShortName      string
+	ModelPath      string
+	ParentModel    string
+	AdapterPaths   []string
+	ProjectorPaths []string
+	System         string
+	License        []string
+	Digest         string
+	Options        map[string]any
+	Messages       []api.Message
+
+	Template *template.Template
+}
+
+// Capabilities returns the capabilities that the model supports
+func (m *Model) Capabilities() []model.Capability {
+	capabilities := []model.Capability{}
+
+	// Check for completion capability
+	r, err := os.Open(m.ModelPath)
+	if err == nil {
+		defer r.Close()
+
+		f, err := ggml.Decode(r, 1024)
+		if err == nil {
+			if _, ok := f.KV()[fmt.Sprintf("%s.pooling_type", f.KV().Architecture())]; ok {
+				capabilities = append(capabilities, model.CapabilityEmbedding)
+			} else {
+				capabilities = append(capabilities, model.CapabilityCompletion)
+			}
+			if _, ok := f.KV()[fmt.Sprintf("%s.vision.block_count", f.KV().Architecture())]; ok {
+				capabilities = append(capabilities, model.CapabilityVision)
+			}
+		} else {
+			slog.Error("couldn't decode ggml", "error", err)
+		}
+	} else {
+		slog.Error("couldn't open model file", "error", err)
+	}
+
+	if m.Template == nil {
+		return capabilities
+	}
+
+	// Check for tools capability
+	if slices.Contains(m.Template.Vars(), "tools") {
+		capabilities = append(capabilities, model.CapabilityTools)
+	}
+
+	// Check for insert capability
+	if slices.Contains(m.Template.Vars(), "suffix") {
+		capabilities = append(capabilities, model.CapabilityInsert)
+	}
+
+	// Check for vision capability in projector-based models
+	if len(m.ProjectorPaths) > 0 {
+		capabilities = append(capabilities, model.CapabilityVision)
+	}
+
+	return capabilities
+}
+
+// CheckCapabilities checks if the model has the specified capabilities returning an error describing
+// any missing or unknown capabilities
+func (m *Model) CheckCapabilities(want ...model.Capability) error {
+	available := m.Capabilities()
+	var errs []error
+
+	// Map capabilities to their corresponding error
+	capToErr := map[model.Capability]error{
+		model.CapabilityCompletion: errCapabilityCompletion,
+		model.CapabilityTools:      errCapabilityTools,
+		model.CapabilityInsert:     errCapabilityInsert,
+		model.CapabilityVision:     errCapabilityVision,
+		model.CapabilityEmbedding:  errCapabilityEmbedding,
+	}
+
+	for _, cap := range want {
+		err, ok := capToErr[cap]
+		if !ok {
+			slog.Error("unknown capability", "capability", cap)
+			return fmt.Errorf("unknown capability: %s", cap)
+		}
+
+		if !slices.Contains(available, cap) {
+			errs = append(errs, err)
+		}
+	}
+
+	if len(errs) > 0 {
+		return fmt.Errorf("%w %w", errCapabilities, errors.Join(errs...))
+	}
+
+	return nil
+}
+
+func (m *Model) String() string {
+	var modelfile parser.Modelfile
+
+	modelfile.Commands = append(modelfile.Commands, parser.Command{
+		Name: "model",
+		Args: m.ModelPath,
+	})
+
+	for _, adapter := range m.AdapterPaths {
+		modelfile.Commands = append(modelfile.Commands, parser.Command{
+			Name: "adapter",
+			Args: adapter,
+		})
+	}
+
+	for _, projector := range m.ProjectorPaths {
+		modelfile.Commands = append(modelfile.Commands, parser.Command{
+			Name: "model",
+			Args: projector,
+		})
+	}
+
+	if m.Template != nil {
+		modelfile.Commands = append(modelfile.Commands, parser.Command{
+			Name: "template",
+			Args: m.Template.String(),
+		})
+	}
+
+	if m.System != "" {
+		modelfile.Commands = append(modelfile.Commands, parser.Command{
+			Name: "system",
+			Args: m.System,
+		})
+	}
+
+	for k, v := range m.Options {
+		switch v := v.(type) {
+		case []any:
+			for _, s := range v {
+				modelfile.Commands = append(modelfile.Commands, parser.Command{
+					Name: k,
+					Args: fmt.Sprintf("%v", s),
+				})
+			}
+		default:
+			modelfile.Commands = append(modelfile.Commands, parser.Command{
+				Name: k,
+				Args: fmt.Sprintf("%v", v),
+			})
+		}
+	}
+
+	for _, license := range m.License {
+		modelfile.Commands = append(modelfile.Commands, parser.Command{
+			Name: "license",
+			Args: license,
+		})
+	}
+
+	for _, msg := range m.Messages {
+		modelfile.Commands = append(modelfile.Commands, parser.Command{
+			Name: "message",
+			Args: fmt.Sprintf("%s: %s", msg.Role, msg.Content),
+		})
+	}
+
+	return modelfile.String()
+}
+
+type ConfigV2 struct {
+	ModelFormat   string   `json:"model_format"`
+	ModelFamily   string   `json:"model_family"`
+	ModelFamilies []string `json:"model_families"`
+	ModelType     string   `json:"model_type"`
+	FileType      string   `json:"file_type"`
+
+	// required by spec
+	Architecture string `json:"architecture"`
+	OS           string `json:"os"`
+	RootFS       RootFS `json:"rootfs"`
+}
+
+type RootFS struct {
+	Type    string   `json:"type"`
+	DiffIDs []string `json:"diff_ids"`
+}
+
+func GetManifest(mp ModelPath) (*Manifest, string, error) {
+	fp, err := mp.GetManifestPath()
+	if err != nil {
+		return nil, "", err
+	}
+
+	f, err := os.Open(fp)
+	if err != nil {
+		return nil, "", err
+	}
+	defer f.Close()
+
+	sha256sum := sha256.New()
+
+	var manifest Manifest
+	if err := json.NewDecoder(io.TeeReader(f, sha256sum)).Decode(&manifest); err != nil {
+		return nil, "", err
+	}
+
+	return &manifest, hex.EncodeToString(sha256sum.Sum(nil)), nil
+}
+
+func GetModel(name string) (*Model, error) {
+	mp := ParseModelPath(name)
+	manifest, digest, err := GetManifest(mp)
+	if err != nil {
+		return nil, err
+	}
+
+	model := &Model{
+		Name:      mp.GetFullTagname(),
+		ShortName: mp.GetShortTagname(),
+		Digest:    digest,
+		Template:  template.DefaultTemplate,
+	}
+
+	if manifest.Config.Digest != "" {
+		filename, err := GetBlobsPath(manifest.Config.Digest)
+		if err != nil {
+			return nil, err
+		}
+
+		configFile, err := os.Open(filename)
+		if err != nil {
+			return nil, err
+		}
+		defer configFile.Close()
+
+		if err := json.NewDecoder(configFile).Decode(&model.Config); err != nil {
+			return nil, err
+		}
+	}
+
+	for _, layer := range manifest.Layers {
+		filename, err := GetBlobsPath(layer.Digest)
+		if err != nil {
+			return nil, err
+		}
+
+		switch layer.MediaType {
+		case "application/vnd.ollama.image.model":
+			model.ModelPath = filename
+			model.ParentModel = layer.From
+		case "application/vnd.ollama.image.embed":
+			// Deprecated in versions  > 0.1.2
+			// TODO: remove this warning in a future version
+			slog.Info("WARNING: model contains embeddings, but embeddings in modelfiles have been deprecated and will be ignored.")
+		case "application/vnd.ollama.image.adapter":
+			model.AdapterPaths = append(model.AdapterPaths, filename)
+		case "application/vnd.ollama.image.projector":
+			model.ProjectorPaths = append(model.ProjectorPaths, filename)
+		case "application/vnd.ollama.image.prompt",
+			"application/vnd.ollama.image.template":
+			bts, err := os.ReadFile(filename)
+			if err != nil {
+				return nil, err
+			}
+
+			model.Template, err = template.Parse(string(bts))
+			if err != nil {
+				return nil, err
+			}
+		case "application/vnd.ollama.image.system":
+			bts, err := os.ReadFile(filename)
+			if err != nil {
+				return nil, err
+			}
+
+			model.System = string(bts)
+		case "application/vnd.ollama.image.params":
+			params, err := os.Open(filename)
+			if err != nil {
+				return nil, err
+			}
+			defer params.Close()
+
+			// parse model options parameters into a map so that we can see which fields have been specified explicitly
+			if err = json.NewDecoder(params).Decode(&model.Options); err != nil {
+				return nil, err
+			}
+		case "application/vnd.ollama.image.messages":
+			msgs, err := os.Open(filename)
+			if err != nil {
+				return nil, err
+			}
+			defer msgs.Close()
+
+			if err = json.NewDecoder(msgs).Decode(&model.Messages); err != nil {
+				return nil, err
+			}
+		case "application/vnd.ollama.image.license":
+			bts, err := os.ReadFile(filename)
+			if err != nil {
+				return nil, err
+			}
+			model.License = append(model.License, string(bts))
+		}
+	}
+
+	return model, nil
+}
+
+func CopyModel(src, dst model.Name) error {
+	if !dst.IsFullyQualified() {
+		return model.Unqualified(dst)
+	}
+	if !src.IsFullyQualified() {
+		return model.Unqualified(src)
+	}
+
+	if src.Filepath() == dst.Filepath() {
+		return nil
+	}
+
+	manifests, err := GetManifestPath()
+	if err != nil {
+		return err
+	}
+
+	dstpath := filepath.Join(manifests, dst.Filepath())
+	if err := os.MkdirAll(filepath.Dir(dstpath), 0o755); err != nil {
+		return err
+	}
+
+	srcpath := filepath.Join(manifests, src.Filepath())
+	srcfile, err := os.Open(srcpath)
+	if err != nil {
+		return err
+	}
+	defer srcfile.Close()
+
+	dstfile, err := os.Create(dstpath)
+	if err != nil {
+		return err
+	}
+	defer dstfile.Close()
+
+	_, err = io.Copy(dstfile, srcfile)
+	return err
+}
+
+func deleteUnusedLayers(deleteMap map[string]struct{}) error {
+	// Ignore corrupt manifests to avoid blocking deletion of layers that are freshly orphaned
+	manifests, err := Manifests(true)
+	if err != nil {
+		return err
+	}
+
+	for _, manifest := range manifests {
+		for _, layer := range manifest.Layers {
+			delete(deleteMap, layer.Digest)
+		}
+
+		delete(deleteMap, manifest.Config.Digest)
+	}
+
+	// only delete the files which are still in the deleteMap
+	for k := range deleteMap {
+		fp, err := GetBlobsPath(k)
+		if err != nil {
+			slog.Info(fmt.Sprintf("couldn't get file path for '%s': %v", k, err))
+			continue
+		}
+		if err := os.Remove(fp); err != nil {
+			slog.Info(fmt.Sprintf("couldn't remove file '%s': %v", fp, err))
+			continue
+		}
+	}
+
+	return nil
+}
+
+func PruneLayers() error {
+	deleteMap := make(map[string]struct{})
+	p, err := GetBlobsPath("")
+	if err != nil {
+		return err
+	}
+
+	blobs, err := os.ReadDir(p)
+	if err != nil {
+		slog.Info(fmt.Sprintf("couldn't read dir '%s': %v", p, err))
+		return err
+	}
+
+	for _, blob := range blobs {
+		name := blob.Name()
+		name = strings.ReplaceAll(name, "-", ":")
+
+		_, err := GetBlobsPath(name)
+		if err != nil {
+			if errors.Is(err, ErrInvalidDigestFormat) {
+				// remove invalid blobs (e.g. partial downloads)
+				if err := os.Remove(filepath.Join(p, blob.Name())); err != nil {
+					slog.Error("couldn't remove blob", "blob", blob.Name(), "error", err)
+				}
+			}
+
+			continue
+		}
+
+		deleteMap[name] = struct{}{}
+	}
+
+	slog.Info(fmt.Sprintf("total blobs: %d", len(deleteMap)))
+
+	if err := deleteUnusedLayers(deleteMap); err != nil {
+		slog.Error(fmt.Sprintf("couldn't remove unused layers: %v", err))
+		return nil
+	}
+
+	slog.Info(fmt.Sprintf("total unused blobs removed: %d", len(deleteMap)))
+
+	return nil
+}
+
+func PruneDirectory(path string) error {
+	info, err := os.Lstat(path)
+	if err != nil {
+		return err
+	}
+
+	if info.IsDir() && info.Mode()&os.ModeSymlink == 0 {
+		entries, err := os.ReadDir(path)
+		if err != nil {
+			return err
+		}
+
+		for _, entry := range entries {
+			if err := PruneDirectory(filepath.Join(path, entry.Name())); err != nil {
+				return err
+			}
+		}
+
+		entries, err = os.ReadDir(path)
+		if err != nil {
+			return err
+		}
+
+		if len(entries) > 0 {
+			return nil
+		}
+
+		return os.Remove(path)
+	}
+
+	return nil
+}
+
+func PushModel(ctx context.Context, name string, regOpts *registryOptions, fn func(api.ProgressResponse)) error {
+	mp := ParseModelPath(name)
+	fn(api.ProgressResponse{Status: "retrieving manifest"})
+
+	if mp.ProtocolScheme == "http" && !regOpts.Insecure {
+		return errInsecureProtocol
+	}
+
+	manifest, _, err := GetManifest(mp)
+	if err != nil {
+		fn(api.ProgressResponse{Status: "couldn't retrieve manifest"})
+		return err
+	}
+
+	var layers []Layer
+	layers = append(layers, manifest.Layers...)
+	if manifest.Config.Digest != "" {
+		layers = append(layers, manifest.Config)
+	}
+
+	for _, layer := range layers {
+		if err := uploadBlob(ctx, mp, layer, regOpts, fn); err != nil {
+			slog.Info(fmt.Sprintf("error uploading blob: %v", err))
+			return err
+		}
+	}
+
+	fn(api.ProgressResponse{Status: "pushing manifest"})
+	requestURL := mp.BaseURL()
+	requestURL = requestURL.JoinPath("v2", mp.GetNamespaceRepository(), "manifests", mp.Tag)
+
+	manifestJSON, err := json.Marshal(manifest)
+	if err != nil {
+		return err
+	}
+
+	headers := make(http.Header)
+	headers.Set("Content-Type", "application/vnd.docker.distribution.manifest.v2+json")
+	resp, err := makeRequestWithRetry(ctx, http.MethodPut, requestURL, headers, bytes.NewReader(manifestJSON), regOpts)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	fn(api.ProgressResponse{Status: "success"})
+
+	return nil
+}
+
+func PullModel(ctx context.Context, name string, regOpts *registryOptions, fn func(api.ProgressResponse)) error {
+	mp := ParseModelPath(name)
+
+	// build deleteMap to prune unused layers
+	deleteMap := make(map[string]struct{})
+	manifest, _, err := GetManifest(mp)
+	if errors.Is(err, os.ErrNotExist) {
+		// noop
+	} else if err != nil {
+		slog.Warn("pulling model with bad existing manifest", "name", name, "error", err)
+	} else {
+		for _, l := range manifest.Layers {
+			deleteMap[l.Digest] = struct{}{}
+		}
+		if manifest.Config.Digest != "" {
+			deleteMap[manifest.Config.Digest] = struct{}{}
+		}
+	}
+
+	if mp.ProtocolScheme == "http" && !regOpts.Insecure {
+		return errInsecureProtocol
+	}
+
+	fn(api.ProgressResponse{Status: "pulling manifest"})
+
+	manifest, err = pullModelManifest(ctx, mp, regOpts)
+	if err != nil {
+		return fmt.Errorf("pull model manifest: %s", err)
+	}
+
+	var layers []Layer
+	layers = append(layers, manifest.Layers...)
+	if manifest.Config.Digest != "" {
+		layers = append(layers, manifest.Config)
+	}
+
+	skipVerify := make(map[string]bool)
+	for _, layer := range layers {
+		cacheHit, err := downloadBlob(ctx, downloadOpts{
+			mp:      mp,
+			digest:  layer.Digest,
+			regOpts: regOpts,
+			fn:      fn,
+		})
+		if err != nil {
+			return err
+		}
+		skipVerify[layer.Digest] = cacheHit
+		delete(deleteMap, layer.Digest)
+	}
+	delete(deleteMap, manifest.Config.Digest)
+
+	fn(api.ProgressResponse{Status: "verifying sha256 digest"})
+	for _, layer := range layers {
+		if skipVerify[layer.Digest] {
+			continue
+		}
+		if err := verifyBlob(layer.Digest); err != nil {
+			if errors.Is(err, errDigestMismatch) {
+				// something went wrong, delete the blob
+				fp, err := GetBlobsPath(layer.Digest)
+				if err != nil {
+					return err
+				}
+				if err := os.Remove(fp); err != nil {
+					// log this, but return the original error
+					slog.Info(fmt.Sprintf("couldn't remove file with digest mismatch '%s': %v", fp, err))
+				}
+			}
+			return err
+		}
+	}
+
+	fn(api.ProgressResponse{Status: "writing manifest"})
+
+	manifestJSON, err := json.Marshal(manifest)
+	if err != nil {
+		return err
+	}
+
+	fp, err := mp.GetManifestPath()
+	if err != nil {
+		return err
+	}
+	if err := os.MkdirAll(filepath.Dir(fp), 0o755); err != nil {
+		return err
+	}
+
+	err = os.WriteFile(fp, manifestJSON, 0o644)
+	if err != nil {
+		slog.Info(fmt.Sprintf("couldn't write to %s", fp))
+		return err
+	}
+
+	if !envconfig.NoPrune() && len(deleteMap) > 0 {
+		fn(api.ProgressResponse{Status: "removing unused layers"})
+		if err := deleteUnusedLayers(deleteMap); err != nil {
+			fn(api.ProgressResponse{Status: fmt.Sprintf("couldn't remove unused layers: %v", err)})
+		}
+	}
+
+	fn(api.ProgressResponse{Status: "success"})
+
+	return nil
+}
+
+func pullModelManifest(ctx context.Context, mp ModelPath, regOpts *registryOptions) (*Manifest, error) {
+	requestURL := mp.BaseURL().JoinPath("v2", mp.GetNamespaceRepository(), "manifests", mp.Tag)
+
+	headers := make(http.Header)
+	headers.Set("Accept", "application/vnd.docker.distribution.manifest.v2+json")
+	resp, err := makeRequestWithRetry(ctx, http.MethodGet, requestURL, headers, nil, regOpts)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	var m Manifest
+	if err := json.NewDecoder(resp.Body).Decode(&m); err != nil {
+		return nil, err
+	}
+
+	return &m, err
+}
+
+// GetSHA256Digest returns the SHA256 hash of a given buffer and returns it, and the size of buffer
+func GetSHA256Digest(r io.Reader) (string, int64) {
+	h := sha256.New()
+	n, err := io.Copy(h, r)
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	return fmt.Sprintf("sha256:%x", h.Sum(nil)), n
+}
+
+var errUnauthorized = errors.New("unauthorized: access denied")
+
+func makeRequestWithRetry(ctx context.Context, method string, requestURL *url.URL, headers http.Header, body io.ReadSeeker, regOpts *registryOptions) (*http.Response, error) {
+	for range 2 {
+		resp, err := makeRequest(ctx, method, requestURL, headers, body, regOpts)
+		if err != nil {
+			if !errors.Is(err, context.Canceled) {
+				slog.Info(fmt.Sprintf("request failed: %v", err))
+			}
+
+			return nil, err
+		}
+
+		switch {
+		case resp.StatusCode == http.StatusUnauthorized:
+			resp.Body.Close()
+
+			// Handle authentication error with one retry
+			challenge := parseRegistryChallenge(resp.Header.Get("www-authenticate"))
+			token, err := getAuthorizationToken(ctx, challenge)
+			if err != nil {
+				return nil, err
+			}
+			regOpts.Token = token
+			if body != nil {
+				_, err = body.Seek(0, io.SeekStart)
+				if err != nil {
+					return nil, err
+				}
+			}
+		case resp.StatusCode == http.StatusNotFound:
+			resp.Body.Close()
+			return nil, os.ErrNotExist
+		case resp.StatusCode >= http.StatusBadRequest:
+			defer resp.Body.Close()
+			responseBody, err := io.ReadAll(resp.Body)
+			if err != nil {
+				return nil, fmt.Errorf("%d: %s", resp.StatusCode, err)
+			}
+			return nil, fmt.Errorf("%d: %s", resp.StatusCode, responseBody)
+		default:
+			return resp, nil
+		}
+	}
+
+	return nil, errUnauthorized
+}
+
+// testMakeRequestDialContext specifies the dial function for the http client in
+// makeRequest. It can be used to resolve hosts in model names to local
+// addresses for testing. For example, the model name ("example.com/my/model")
+// can be directed to push/pull from "127.0.0.1:1234".
+//
+// This is not safe to set across goroutines. It should be set in
+// the main test goroutine, and not by tests marked to run in parallel with
+// t.Parallel().
+//
+// It should be cleared after use, otherwise it will affect other tests.
+//
+// Ideally we would have some set this up the stack, but the code is not
+// structured in a way that makes this easy, so this will have to do for now.
+var testMakeRequestDialContext func(ctx context.Context, network, addr string) (net.Conn, error)
+
+func makeRequest(ctx context.Context, method string, requestURL *url.URL, headers http.Header, body io.Reader, regOpts *registryOptions) (*http.Response, error) {
+	if requestURL.Scheme != "http" && regOpts != nil && regOpts.Insecure {
+		requestURL.Scheme = "http"
+	}
+
+	req, err := http.NewRequestWithContext(ctx, method, requestURL.String(), body)
+	if err != nil {
+		return nil, err
+	}
+
+	if headers != nil {
+		req.Header = headers
+	}
+
+	if regOpts != nil {
+		if regOpts.Token != "" {
+			req.Header.Set("Authorization", "Bearer "+regOpts.Token)
+		} else if regOpts.Username != "" && regOpts.Password != "" {
+			req.SetBasicAuth(regOpts.Username, regOpts.Password)
+		}
+	}
+
+	req.Header.Set("User-Agent", fmt.Sprintf("ollama/%s (%s %s) Go/%s", version.Version, runtime.GOARCH, runtime.GOOS, runtime.Version()))
+
+	if s := req.Header.Get("Content-Length"); s != "" {
+		contentLength, err := strconv.ParseInt(s, 10, 64)
+		if err != nil {
+			return nil, err
+		}
+
+		req.ContentLength = contentLength
+	}
+
+	c := &http.Client{
+		CheckRedirect: regOpts.CheckRedirect,
+	}
+	if testMakeRequestDialContext != nil {
+		tr := http.DefaultTransport.(*http.Transport).Clone()
+		tr.DialContext = testMakeRequestDialContext
+		c.Transport = tr
+	}
+	return c.Do(req)
+}
+
+func getValue(header, key string) string {
+	startIdx := strings.Index(header, key+"=")
+	if startIdx == -1 {
+		return ""
+	}
+
+	// Move the index to the starting quote after the key.
+	startIdx += len(key) + 2
+	endIdx := startIdx
+
+	for endIdx < len(header) {
+		if header[endIdx] == '"' {
+			if endIdx+1 < len(header) && header[endIdx+1] != ',' { // If the next character isn't a comma, continue
+				endIdx++
+				continue
+			}
+			break
+		}
+		endIdx++
+	}
+	return header[startIdx:endIdx]
+}
+
+func parseRegistryChallenge(authStr string) registryChallenge {
+	authStr = strings.TrimPrefix(authStr, "Bearer ")
+
+	return registryChallenge{
+		Realm:   getValue(authStr, "realm"),
+		Service: getValue(authStr, "service"),
+		Scope:   getValue(authStr, "scope"),
+	}
+}
+
+var errDigestMismatch = errors.New("digest mismatch, file must be downloaded again")
+
+func verifyBlob(digest string) error {
+	fp, err := GetBlobsPath(digest)
+	if err != nil {
+		return err
+	}
+
+	f, err := os.Open(fp)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+
+	fileDigest, _ := GetSHA256Digest(f)
+	if digest != fileDigest {
+		return fmt.Errorf("%w: want %s, got %s", errDigestMismatch, digest, fileDigest)
+	}
+
+	return nil
+}
diff --git a/server/images_test.go b/server/images_test.go
new file mode 100644
index 0000000..363b298
--- /dev/null
+++ b/server/images_test.go
@@ -0,0 +1,340 @@
+package server
+
+import (
+	"bytes"
+	"encoding/binary"
+	"errors"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"github.com/ollama/ollama/template"
+	"github.com/ollama/ollama/types/model"
+)
+
+// Constants for GGUF magic bytes and version
+var (
+	ggufMagic = []byte{0x47, 0x47, 0x55, 0x46} // "GGUF"
+	ggufVer   = uint32(3)                      // Version 3
+)
+
+// Helper function to create mock GGUF data
+func createMockGGUFData(architecture string, vision bool) []byte {
+	var buf bytes.Buffer
+
+	// Write GGUF header
+	buf.Write(ggufMagic)
+	binary.Write(&buf, binary.LittleEndian, ggufVer)
+
+	// Write tensor count (0 for our test)
+	var numTensors uint64 = 0
+	binary.Write(&buf, binary.LittleEndian, numTensors)
+
+	// Calculate number of metadata entries
+	numMetaEntries := uint64(1) // architecture entry
+	if vision {
+		numMetaEntries++
+	}
+	// Add embedding entry if architecture is "bert"
+	if architecture == "bert" {
+		numMetaEntries++
+	}
+	binary.Write(&buf, binary.LittleEndian, numMetaEntries)
+
+	// Write architecture metadata
+	archKey := "general.architecture"
+	keyLen := uint64(len(archKey))
+	binary.Write(&buf, binary.LittleEndian, keyLen)
+	buf.WriteString(archKey)
+
+	// String type (8)
+	var strType uint32 = 8
+	binary.Write(&buf, binary.LittleEndian, strType)
+
+	// String length
+	strLen := uint64(len(architecture))
+	binary.Write(&buf, binary.LittleEndian, strLen)
+	buf.WriteString(architecture)
+
+	if vision {
+		visionKey := architecture + ".vision.block_count"
+		keyLen = uint64(len(visionKey))
+		binary.Write(&buf, binary.LittleEndian, keyLen)
+		buf.WriteString(visionKey)
+
+		// uint32 type (4)
+		var uint32Type uint32 = 4
+		binary.Write(&buf, binary.LittleEndian, uint32Type)
+
+		// uint32 value (1)
+		var countVal uint32 = 1
+		binary.Write(&buf, binary.LittleEndian, countVal)
+	}
+	// Write embedding metadata if architecture is "bert"
+	if architecture == "bert" {
+		poolKey := architecture + ".pooling_type"
+		keyLen = uint64(len(poolKey))
+		binary.Write(&buf, binary.LittleEndian, keyLen)
+		buf.WriteString(poolKey)
+
+		// uint32 type (4)
+		var uint32Type uint32 = 4
+		binary.Write(&buf, binary.LittleEndian, uint32Type)
+
+		// uint32 value (1)
+		var poolingVal uint32 = 1
+		binary.Write(&buf, binary.LittleEndian, poolingVal)
+	}
+
+	return buf.Bytes()
+}
+
+func TestModelCapabilities(t *testing.T) {
+	// Create a temporary directory for test files
+	tempDir := t.TempDir()
+
+	// Create different types of mock model files
+	completionModelPath := filepath.Join(tempDir, "model.bin")
+	visionModelPath := filepath.Join(tempDir, "vision_model.bin")
+	embeddingModelPath := filepath.Join(tempDir, "embedding_model.bin")
+	// Create a simple model file for tests that don't depend on GGUF content
+	simpleModelPath := filepath.Join(tempDir, "simple_model.bin")
+
+	if err := errors.Join(
+		os.WriteFile(completionModelPath, createMockGGUFData("llama", false), 0o644),
+		os.WriteFile(visionModelPath, createMockGGUFData("llama", true), 0o644),
+		os.WriteFile(embeddingModelPath, createMockGGUFData("bert", false), 0o644),
+		os.WriteFile(simpleModelPath, []byte("dummy model data"), 0o644),
+	); err != nil {
+		t.Fatalf("Failed to create model files: %v", err)
+	}
+
+	toolsInsertTemplate, err := template.Parse("{{ .prompt }}{{ if .tools }}{{ .tools }}{{ end }}{{ if .suffix }}{{ .suffix }}{{ end }}")
+	if err != nil {
+		t.Fatalf("Failed to parse template: %v", err)
+	}
+	chatTemplate, err := template.Parse("{{ .prompt }}")
+	if err != nil {
+		t.Fatalf("Failed to parse template: %v", err)
+	}
+	toolsTemplate, err := template.Parse("{{ .prompt }}{{ if .tools }}{{ .tools }}{{ end }}")
+	if err != nil {
+		t.Fatalf("Failed to parse template: %v", err)
+	}
+
+	testModels := []struct {
+		name         string
+		model        Model
+		expectedCaps []model.Capability
+	}{
+		{
+			name: "model with completion capability",
+			model: Model{
+				ModelPath: completionModelPath,
+				Template:  chatTemplate,
+			},
+			expectedCaps: []model.Capability{model.CapabilityCompletion},
+		},
+
+		{
+			name: "model with completion, tools, and insert capability",
+			model: Model{
+				ModelPath: completionModelPath,
+				Template:  toolsInsertTemplate,
+			},
+			expectedCaps: []model.Capability{model.CapabilityCompletion, model.CapabilityTools, model.CapabilityInsert},
+		},
+		{
+			name: "model with tools and insert capability",
+			model: Model{
+				ModelPath: simpleModelPath,
+				Template:  toolsInsertTemplate,
+			},
+			expectedCaps: []model.Capability{model.CapabilityTools, model.CapabilityInsert},
+		},
+		{
+			name: "model with tools capability",
+			model: Model{
+				ModelPath: simpleModelPath,
+				Template:  toolsTemplate,
+			},
+			expectedCaps: []model.Capability{model.CapabilityTools},
+		},
+		{
+			name: "model with vision capability",
+			model: Model{
+				ModelPath: visionModelPath,
+				Template:  chatTemplate,
+			},
+			expectedCaps: []model.Capability{model.CapabilityCompletion, model.CapabilityVision},
+		},
+		{
+			name: "model with vision, tools, and insert capability",
+			model: Model{
+				ModelPath: visionModelPath,
+				Template:  toolsInsertTemplate,
+			},
+			expectedCaps: []model.Capability{model.CapabilityCompletion, model.CapabilityVision, model.CapabilityTools, model.CapabilityInsert},
+		},
+		{
+			name: "model with embedding capability",
+			model: Model{
+				ModelPath: embeddingModelPath,
+				Template:  chatTemplate,
+			},
+			expectedCaps: []model.Capability{model.CapabilityEmbedding},
+		},
+	}
+
+	// compare two slices of model.Capability regardless of order
+	compareCapabilities := func(a, b []model.Capability) bool {
+		if len(a) != len(b) {
+			return false
+		}
+
+		aCount := make(map[model.Capability]int)
+		for _, cap := range a {
+			aCount[cap]++
+		}
+
+		bCount := make(map[model.Capability]int)
+		for _, cap := range b {
+			bCount[cap]++
+		}
+
+		for cap, count := range aCount {
+			if bCount[cap] != count {
+				return false
+			}
+		}
+
+		return true
+	}
+
+	for _, tt := range testModels {
+		t.Run(tt.name, func(t *testing.T) {
+			// Test Capabilities method
+			caps := tt.model.Capabilities()
+			if !compareCapabilities(caps, tt.expectedCaps) {
+				t.Errorf("Expected capabilities %v, got %v", tt.expectedCaps, caps)
+			}
+		})
+	}
+}
+
+func TestModelCheckCapabilities(t *testing.T) {
+	// Create a temporary directory for test files
+	tempDir := t.TempDir()
+
+	visionModelPath := filepath.Join(tempDir, "vision_model.bin")
+	simpleModelPath := filepath.Join(tempDir, "model.bin")
+	embeddingModelPath := filepath.Join(tempDir, "embedding_model.bin")
+
+	if err := errors.Join(
+		os.WriteFile(simpleModelPath, []byte("dummy model data"), 0o644),
+		os.WriteFile(visionModelPath, createMockGGUFData("llama", true), 0o644),
+		os.WriteFile(embeddingModelPath, createMockGGUFData("bert", false), 0o644),
+	); err != nil {
+		t.Fatalf("Failed to create model files: %v", err)
+	}
+
+	toolsInsertTemplate, err := template.Parse("{{ .prompt }}{{ if .tools }}{{ .tools }}{{ end }}{{ if .suffix }}{{ .suffix }}{{ end }}")
+	if err != nil {
+		t.Fatalf("Failed to parse template: %v", err)
+	}
+	chatTemplate, err := template.Parse("{{ .prompt }}")
+	if err != nil {
+		t.Fatalf("Failed to parse template: %v", err)
+	}
+	toolsTemplate, err := template.Parse("{{ .prompt }}{{ if .tools }}{{ .tools }}{{ end }}")
+	if err != nil {
+		t.Fatalf("Failed to parse template: %v", err)
+	}
+
+	tests := []struct {
+		name           string
+		model          Model
+		checkCaps      []model.Capability
+		expectedErrMsg string
+	}{
+		{
+			name: "completion model without tools capability",
+			model: Model{
+				ModelPath: simpleModelPath,
+				Template:  chatTemplate,
+			},
+			checkCaps:      []model.Capability{model.CapabilityTools},
+			expectedErrMsg: "does not support tools",
+		},
+		{
+			name: "model with all needed capabilities",
+			model: Model{
+				ModelPath: simpleModelPath,
+				Template:  toolsInsertTemplate,
+			},
+			checkCaps: []model.Capability{model.CapabilityTools, model.CapabilityInsert},
+		},
+		{
+			name: "model missing insert capability",
+			model: Model{
+				ModelPath: simpleModelPath,
+				Template:  toolsTemplate,
+			},
+			checkCaps:      []model.Capability{model.CapabilityInsert},
+			expectedErrMsg: "does not support insert",
+		},
+		{
+			name: "model missing vision capability",
+			model: Model{
+				ModelPath: simpleModelPath,
+				Template:  toolsTemplate,
+			},
+			checkCaps:      []model.Capability{model.CapabilityVision},
+			expectedErrMsg: "does not support vision",
+		},
+		{
+			name: "model with vision capability",
+			model: Model{
+				ModelPath: visionModelPath,
+				Template:  chatTemplate,
+			},
+			checkCaps: []model.Capability{model.CapabilityVision},
+		},
+		{
+			name: "model with embedding capability",
+			model: Model{
+				ModelPath: embeddingModelPath,
+				Template:  chatTemplate,
+			},
+			checkCaps: []model.Capability{model.CapabilityEmbedding},
+		},
+		{
+			name: "unknown capability",
+			model: Model{
+				ModelPath: simpleModelPath,
+				Template:  chatTemplate,
+			},
+			checkCaps:      []model.Capability{"unknown"},
+			expectedErrMsg: "unknown capability",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			// Test CheckCapabilities method
+			err := tt.model.CheckCapabilities(tt.checkCaps...)
+			if tt.expectedErrMsg == "" {
+				if err != nil {
+					t.Errorf("Expected no error, got: %v", err)
+				}
+			} else {
+				if err == nil {
+					t.Errorf("Expected error containing %q, got nil", tt.expectedErrMsg)
+				} else if !strings.Contains(err.Error(), tt.expectedErrMsg) {
+					t.Errorf("Expected error containing %q, got: %v", tt.expectedErrMsg, err)
+				}
+			}
+		})
+	}
+}
diff --git a/server/internal/cache/blob/cache.go b/server/internal/cache/blob/cache.go
new file mode 100644
index 0000000..a135153
--- /dev/null
+++ b/server/internal/cache/blob/cache.go
@@ -0,0 +1,544 @@
+// Package blob implements a content-addressable disk cache for blobs and
+// manifests.
+package blob
+
+import (
+	"bytes"
+	"crypto/sha256"
+	"errors"
+	"fmt"
+	"hash"
+	"io"
+	"io/fs"
+	"iter"
+	"os"
+	"path/filepath"
+	"strings"
+	"time"
+
+	"github.com/ollama/ollama/server/internal/internal/names"
+)
+
+// Entry contains metadata about a blob in the cache.
+type Entry struct {
+	Digest Digest
+	Size   int64
+	Time   time.Time // when added to the cache
+}
+
+// DiskCache caches blobs and manifests on disk.
+//
+// The cache is rooted at a directory, which is created if it does not exist.
+//
+// Blobs are stored in the "blobs" subdirectory, and manifests are stored in the
+// "manifests" subdirectory. A example directory structure might look like:
+//
+//	<dir>/
+//	  blobs/
+//	    sha256-<digest> - <blob data>
+//	  manifests/
+//	    <host>/
+//	      <namespace>/
+//	        <name>/
+//	          <tag> - <manifest data>
+//
+// The cache is safe for concurrent use.
+//
+// Name casing is preserved in the cache, but is not significant when resolving
+// names. For example, "Foo" and "foo" are considered the same name.
+//
+// The cache is not safe for concurrent use. It guards concurrent writes, but
+// does not prevent duplicated effort. Because blobs are immutable, duplicate
+// writes should result in the same file being written to disk.
+type DiskCache struct {
+	// Dir specifies the top-level directory where blobs and manifest
+	// pointers are stored.
+	dir string
+	now func() time.Time
+
+	testHookBeforeFinalWrite func(f *os.File)
+}
+
+// PutString is a convenience function for c.Put(d, strings.NewReader(s), int64(len(s))).
+func PutBytes[S string | []byte](c *DiskCache, d Digest, data S) error {
+	return c.Put(d, bytes.NewReader([]byte(data)), int64(len(data)))
+}
+
+// Open opens a cache rooted at the given directory. If the directory does not
+// exist, it is created. If the directory is not a directory, an error is
+// returned.
+func Open(dir string) (*DiskCache, error) {
+	if dir == "" {
+		return nil, errors.New("blob: empty directory name")
+	}
+
+	info, err := os.Stat(dir)
+	if err == nil && !info.IsDir() {
+		return nil, fmt.Errorf("%q is not a directory", dir)
+	}
+	if err := os.MkdirAll(dir, 0o777); err != nil {
+		return nil, err
+	}
+
+	subdirs := []string{"blobs", "manifests"}
+	for _, subdir := range subdirs {
+		if err := os.MkdirAll(filepath.Join(dir, subdir), 0o777); err != nil {
+			return nil, err
+		}
+	}
+
+	// TODO(bmizerany): support shards
+	c := &DiskCache{
+		dir: dir,
+		now: time.Now,
+	}
+	return c, nil
+}
+
+func readAndSum(filename string, limit int64) (data []byte, _ Digest, err error) {
+	f, err := os.Open(filename)
+	if err != nil {
+		return nil, Digest{}, err
+	}
+	defer f.Close()
+
+	h := sha256.New()
+	r := io.TeeReader(f, h)
+	data, err = io.ReadAll(io.LimitReader(r, limit))
+	if err != nil {
+		return nil, Digest{}, err
+	}
+	var d Digest
+	h.Sum(d.sum[:0])
+	return data, d, nil
+}
+
+//lint:ignore U1000 used for debugging purposes as needed in tests
+var debug = false
+
+// debugger returns a function that can be used to add a step to the error message.
+// The error message will be a list of steps that were taken before the error occurred.
+// The steps are added in the order they are called.
+//
+// To set the error message, call the returned function with an empty string.
+//
+//lint:ignore U1000 used for debugging purposes as needed in tests
+func debugger(err *error) func(step string) {
+	if !debug {
+		return func(string) {}
+	}
+	var steps []string
+	return func(step string) {
+		if step == "" && *err != nil {
+			*err = fmt.Errorf("%q: %w", steps, *err)
+			return
+		}
+		steps = append(steps, step)
+		if len(steps) > 100 {
+			// shift hints in case of a bug that causes a lot of hints
+			copy(steps, steps[1:])
+			steps = steps[:100]
+		}
+	}
+}
+
+// Resolve resolves a name to a digest. The name is expected to
+// be in either of the following forms:
+//
+//	@<digest>
+//	<name>@<digest>
+//	<name>
+//
+// If a digest is provided, it is returned as is and nothing else happens.
+//
+// If a name is provided for a manifest that exists in the cache, the digest
+// of the manifest is returned. If there is no manifest in the cache, it
+// returns [fs.ErrNotExist].
+//
+// To cover the case where a manifest may change without the cache knowing
+// (e.g. it was reformatted or modified by hand), the manifest data read and
+// hashed is passed to a PutBytes call to ensure that the manifest is in the
+// blob store. This is done to ensure that future calls to [Get] succeed in
+// these cases.
+func (c *DiskCache) Resolve(name string) (Digest, error) {
+	name, digest := splitNameDigest(name)
+	if digest != "" {
+		return ParseDigest(digest)
+	}
+
+	// We want to address manifests files by digest using Get. That requires
+	// them to be blobs. This cannot be directly accomplished by looking in
+	// the blob store because manifests can change without Ollama knowing
+	// (e.g. a user modifies a manifests by hand then pushes it to update
+	// their model). We also need to support the blob caches inherited from
+	// older versions of Ollama, which do not store manifests in the blob
+	// store, so for these cases, we need to handle adding the manifests to
+	// the blob store, just in time.
+	//
+	// So now we read the manifests file, hash it, and copy it to the blob
+	// store if it's not already there.
+	//
+	// This should be cheap because manifests are small, and accessed
+	// infrequently.
+	file, err := c.manifestPath(name)
+	if err != nil {
+		return Digest{}, err
+	}
+
+	data, d, err := readAndSum(file, 1<<20)
+	if err != nil {
+		return Digest{}, err
+	}
+
+	// Ideally we'd read the "manifest" file as a manifest to the blob file,
+	// but we are not changing this yet, so copy the manifest to the blob
+	// store so it can be addressed by digest subsequent calls to Get.
+	if err := PutBytes(c, d, data); err != nil {
+		return Digest{}, err
+	}
+	return d, nil
+}
+
+// Put writes a new blob to the cache, identified by its digest. The operation
+// reads content from r, which must precisely match both the specified size and
+// digest.
+//
+// Concurrent write safety is achieved through file locking. The implementation
+// guarantees write integrity by enforcing size limits and content validation
+// before allowing the file to reach its final state.
+func (c *DiskCache) Put(d Digest, r io.Reader, size int64) error {
+	return c.copyNamedFile(c.GetFile(d), r, d, size)
+}
+
+// Import imports a blob from the provided reader into the cache. It reads the
+// entire content of the reader, calculates its digest, and stores it in the
+// cache.
+//
+// Import should be considered unsafe for use with untrusted data, such as data
+// read from a network. The caller is responsible for ensuring the integrity of
+// the data being imported.
+func (c *DiskCache) Import(r io.Reader, size int64) (Digest, error) {
+	// users that want to change the temp dir can set TEMPDIR.
+	f, err := os.CreateTemp("", "blob-")
+	if err != nil {
+		return Digest{}, err
+	}
+	defer os.Remove(f.Name())
+
+	// Copy the blob to a temporary file.
+	h := sha256.New()
+	r = io.TeeReader(r, h)
+	n, err := io.Copy(f, r)
+	if err != nil {
+		return Digest{}, err
+	}
+	if n != size {
+		return Digest{}, fmt.Errorf("blob: expected %d bytes, got %d", size, n)
+	}
+
+	// Check the digest.
+	var d Digest
+	h.Sum(d.sum[:0])
+	if err := f.Close(); err != nil {
+		return Digest{}, err
+	}
+	name := c.GetFile(d)
+	// Rename the temporary file to the final file.
+	if err := os.Rename(f.Name(), name); err != nil {
+		return Digest{}, err
+	}
+	os.Chtimes(name, c.now(), c.now()) // mainly for tests
+	return d, nil
+}
+
+// Get retrieves a blob from the cache using the provided digest. The operation
+// fails if the digest is malformed or if any errors occur during blob
+// retrieval.
+func (c *DiskCache) Get(d Digest) (Entry, error) {
+	name := c.GetFile(d)
+	info, err := os.Stat(name)
+	if err != nil {
+		return Entry{}, err
+	}
+	if info.Size() == 0 {
+		return Entry{}, fs.ErrNotExist
+	}
+	return Entry{
+		Digest: d,
+		Size:   info.Size(),
+		Time:   info.ModTime(),
+	}, nil
+}
+
+// Link creates a symbolic reference in the cache that maps the provided name
+// to a blob identified by its digest, making it retrievable by name using
+// [Resolve].
+//
+// It returns an error if either the name or digest is invalid, or if link
+// creation encounters any issues.
+func (c *DiskCache) Link(name string, d Digest) error {
+	manifest, err := c.manifestPath(name)
+	if err != nil {
+		return err
+	}
+	f, err := os.OpenFile(c.GetFile(d), os.O_RDONLY, 0)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+
+	// TODO(bmizerany): test this happens only if the blob was found to
+	// avoid leaving debris
+	if err := os.MkdirAll(filepath.Dir(manifest), 0o777); err != nil {
+		return err
+	}
+
+	info, err := f.Stat()
+	if err != nil {
+		return err
+	}
+
+	// Copy manifest to cache directory.
+	return c.copyNamedFile(manifest, f, d, info.Size())
+}
+
+// Unlink unlinks the manifest by name from the cache. If the name is not
+// found. If a manifest is removed ok will be true, otherwise false. If an
+// error occurs, it returns ok false, and the error.
+func (c *DiskCache) Unlink(name string) (ok bool, _ error) {
+	manifest, err := c.manifestPath(name)
+	if err != nil {
+		return false, err
+	}
+	err = os.Remove(manifest)
+	if errors.Is(err, fs.ErrNotExist) {
+		return false, nil
+	}
+	return true, err
+}
+
+// GetFile returns the absolute path to the file, in the cache, for the given
+// digest. It does not check if the file exists.
+//
+// The returned path should not be stored, used outside the lifetime of the
+// cache, or interpreted in any way.
+func (c *DiskCache) GetFile(d Digest) string {
+	filename := fmt.Sprintf("sha256-%x", d.sum)
+	return absJoin(c.dir, "blobs", filename)
+}
+
+// Links returns a sequence of link names. The sequence is in lexical order.
+// Names are converted from their relative path form to their name form but are
+// not guaranteed to be valid. Callers should validate the names before using.
+func (c *DiskCache) Links() iter.Seq2[string, error] {
+	return func(yield func(string, error) bool) {
+		for path, err := range c.links() {
+			if err != nil {
+				yield("", err)
+				return
+			}
+			if !yield(pathToName(path), nil) {
+				return
+			}
+		}
+	}
+}
+
+// pathToName converts a path to a name. It is the inverse of nameToPath. The
+// path is assumed to be in filepath.ToSlash format.
+func pathToName(s string) string {
+	s = strings.TrimPrefix(s, "manifests/")
+	rr := []rune(s)
+	for i := len(rr) - 1; i > 0; i-- {
+		if rr[i] == '/' {
+			rr[i] = ':'
+			return string(rr)
+		}
+	}
+	return s
+}
+
+// manifestPath finds the first manifest file on disk that matches the given
+// name using a case-insensitive comparison. If no manifest file is found, it
+// returns the path where the manifest file would be if it existed.
+//
+// If two manifest files exists on disk that match the given name using a
+// case-insensitive comparison, the one that sorts first, lexically, is
+// returned.
+func (c *DiskCache) manifestPath(name string) (string, error) {
+	np, err := nameToPath(name)
+	if err != nil {
+		return "", err
+	}
+
+	maybe := filepath.Join("manifests", np)
+	for l, err := range c.links() {
+		if err != nil {
+			return "", err
+		}
+		if strings.EqualFold(maybe, l) {
+			return filepath.Join(c.dir, l), nil
+		}
+	}
+	return filepath.Join(c.dir, maybe), nil
+}
+
+// links returns a sequence of links in the cache in lexical order.
+func (c *DiskCache) links() iter.Seq2[string, error] {
+	// TODO(bmizerany): reuse empty dirnames if exist
+	return func(yield func(string, error) bool) {
+		fsys := os.DirFS(c.dir)
+		manifests, err := fs.Glob(fsys, "manifests/*/*/*/*")
+		if err != nil {
+			yield("", err)
+			return
+		}
+		for _, manifest := range manifests {
+			if !yield(manifest, nil) {
+				return
+			}
+		}
+	}
+}
+
+type checkWriter struct {
+	size int64
+	d    Digest
+	f    *os.File
+	h    hash.Hash
+
+	w   io.Writer // underlying writer; set by creator
+	n   int64
+	err error
+
+	testHookBeforeFinalWrite func(*os.File)
+}
+
+func (w *checkWriter) seterr(err error) error {
+	if w.err == nil {
+		w.err = err
+	}
+	return err
+}
+
+// Write writes p to the underlying hash and writer. The last write to the
+// underlying writer is guaranteed to be the last byte of p as verified by the
+// hash.
+func (w *checkWriter) Write(p []byte) (int, error) {
+	if w.err != nil {
+		return 0, w.err
+	}
+
+	_, err := w.h.Write(p)
+	if err != nil {
+		return 0, w.seterr(err)
+	}
+	nextSize := w.n + int64(len(p))
+	if nextSize == w.size {
+		// last write. check hash.
+		sum := w.h.Sum(nil)
+		if !bytes.Equal(sum, w.d.sum[:]) {
+			return 0, w.seterr(fmt.Errorf("file content changed underfoot"))
+		}
+		if w.testHookBeforeFinalWrite != nil {
+			w.testHookBeforeFinalWrite(w.f)
+		}
+	}
+	if nextSize > w.size {
+		return 0, w.seterr(fmt.Errorf("content exceeds expected size: %d > %d", nextSize, w.size))
+	}
+	n, err := w.w.Write(p)
+	w.n += int64(n)
+	return n, w.seterr(err)
+}
+
+// copyNamedFile copies file into name, expecting it to have the given Digest
+// and size, if that file is not present already.
+func (c *DiskCache) copyNamedFile(name string, file io.Reader, out Digest, size int64) error {
+	info, err := os.Stat(name)
+	if err == nil && info.Size() == size {
+		// File already exists with correct size. This is good enough.
+		// We can skip expensive hash checks.
+		//
+		// TODO: Do the hash check, but give caller a way to skip it.
+		return nil
+	}
+
+	// Copy file to cache directory.
+	mode := os.O_RDWR | os.O_CREATE
+	if err == nil && info.Size() > size { // shouldn't happen but fix in case
+		mode |= os.O_TRUNC
+	}
+	f, err := os.OpenFile(name, mode, 0o666)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+	if size == 0 {
+		// File now exists with correct size.
+		// Only one possible zero-length file, so contents are OK too.
+		// Early return here makes sure there's a "last byte" for code below.
+		return nil
+	}
+
+	// From here on, if any of the I/O writing the file fails,
+	// we make a best-effort attempt to truncate the file f
+	// before returning, to avoid leaving bad bytes in the file.
+
+	// Copy file to f, but also into h to double-check hash.
+	cw := &checkWriter{
+		d:    out,
+		size: size,
+		h:    sha256.New(),
+		f:    f,
+		w:    f,
+
+		testHookBeforeFinalWrite: c.testHookBeforeFinalWrite,
+	}
+	n, err := io.Copy(cw, file)
+	if err != nil {
+		f.Truncate(0)
+		return err
+	}
+	if n < size {
+		f.Truncate(0)
+		return io.ErrUnexpectedEOF
+	}
+
+	if err := f.Close(); err != nil {
+		// Data might not have been written,
+		// but file may look like it is the right size.
+		// To be extra careful, remove cached file.
+		os.Remove(name)
+		return err
+	}
+	os.Chtimes(name, c.now(), c.now()) // mainly for tests
+
+	return nil
+}
+
+func splitNameDigest(s string) (name, digest string) {
+	i := strings.LastIndexByte(s, '@')
+	if i < 0 {
+		return s, ""
+	}
+	return s[:i], s[i+1:]
+}
+
+var errInvalidName = errors.New("invalid name")
+
+func nameToPath(name string) (_ string, err error) {
+	n := names.Parse(name)
+	if !n.IsFullyQualified() {
+		return "", errInvalidName
+	}
+	return filepath.Join(n.Host(), n.Namespace(), n.Model(), n.Tag()), nil
+}
+
+func absJoin(pp ...string) string {
+	abs, err := filepath.Abs(filepath.Join(pp...))
+	if err != nil {
+		panic(err) // this should never happen
+	}
+	return abs
+}
diff --git a/server/internal/cache/blob/cache_test.go b/server/internal/cache/blob/cache_test.go
new file mode 100644
index 0000000..af29a31
--- /dev/null
+++ b/server/internal/cache/blob/cache_test.go
@@ -0,0 +1,688 @@
+package blob
+
+import (
+	"crypto/sha256"
+	"errors"
+	"fmt"
+	"io"
+	"io/fs"
+	"os"
+	"path/filepath"
+	"slices"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/ollama/ollama/server/internal/testutil"
+)
+
+func init() {
+	debug = true
+}
+
+var epoch = func() time.Time {
+	d := time.Date(2021, 1, 1, 0, 0, 0, 0, time.UTC)
+	if d.IsZero() {
+		panic("time zero")
+	}
+	return d
+}()
+
+func TestOpenErrors(t *testing.T) {
+	exe, err := os.Executable()
+	if err != nil {
+		panic(err)
+	}
+
+	cases := []struct {
+		dir string
+		err string
+	}{
+		{t.TempDir(), ""},
+		{"", "empty directory name"},
+		{exe, "not a directory"},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.dir, func(t *testing.T) {
+			_, err := Open(tt.dir)
+			if tt.err == "" {
+				if err != nil {
+					t.Fatal(err)
+				}
+				return
+			}
+			if err == nil {
+				t.Fatal("expected error")
+			}
+			if !strings.Contains(err.Error(), tt.err) {
+				t.Fatalf("err = %v, want %q", err, tt.err)
+			}
+		})
+	}
+}
+
+func TestGetFile(t *testing.T) {
+	t.Chdir(t.TempDir())
+
+	c, err := Open(".")
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	d := mkdigest("1")
+	got := c.GetFile(d)
+	cleaned := filepath.Clean(got)
+	if cleaned != got {
+		t.Fatalf("got is unclean: %q", got)
+	}
+	if !filepath.IsAbs(got) {
+		t.Fatal("got is not absolute")
+	}
+	abs, _ := filepath.Abs(c.dir)
+	if !strings.HasPrefix(got, abs) {
+		t.Fatalf("got is not local to %q", c.dir)
+	}
+}
+
+func TestBasic(t *testing.T) {
+	c, err := Open(t.TempDir())
+	if err != nil {
+		t.Fatal(err)
+	}
+	now := epoch
+	c.now = func() time.Time { return now }
+
+	checkEntry := entryChecker(t, c)
+	checkFailed := func(err error) {
+		if err == nil {
+			t.Helper()
+			t.Fatal("expected error")
+		}
+	}
+
+	_, err = c.Resolve("invalid")
+	checkFailed(err)
+
+	_, err = c.Resolve("h/n/m:t")
+	checkFailed(err)
+
+	dx := mkdigest("x")
+
+	d, err := c.Resolve(fmt.Sprintf("h/n/m:t@%s", dx))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if d != dx {
+		t.Fatalf("d = %v, want %v", d, dx)
+	}
+
+	_, err = c.Get(Digest{})
+	checkFailed(err)
+
+	// not committed yet
+	_, err = c.Get(dx)
+	checkFailed(err)
+
+	err = PutBytes(c, dx, "!")
+	checkFailed(err)
+
+	err = PutBytes(c, dx, "x")
+	if err != nil {
+		t.Fatal(err)
+	}
+	checkEntry(dx, 1, now)
+
+	t0 := now
+	now = now.Add(1*time.Hour + 1*time.Minute)
+	err = PutBytes(c, dx, "x")
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	// check not updated
+	checkEntry(dx, 1, t0)
+}
+
+type sleepFunc func(d time.Duration) time.Time
+
+func openTester(t *testing.T) (*DiskCache, sleepFunc) {
+	t.Helper()
+	c, err := Open(t.TempDir())
+	if err != nil {
+		t.Fatal(err)
+	}
+	now := epoch
+	c.now = func() time.Time { return now }
+	return c, func(d time.Duration) time.Time {
+		now = now.Add(d)
+		return now
+	}
+}
+
+func TestManifestPath(t *testing.T) {
+	check := testutil.Checker(t)
+
+	c, sleep := openTester(t)
+
+	d1 := mkdigest("1")
+	err := PutBytes(c, d1, "1")
+	check(err)
+
+	err = c.Link("h/n/m:t", d1)
+	check(err)
+
+	t0 := sleep(0)
+	sleep(1 * time.Hour)
+	err = c.Link("h/n/m:t", d1) // nop expected
+	check(err)
+
+	file := must(c.manifestPath("h/n/m:t"))
+	info, err := os.Stat(file)
+	check(err)
+	testutil.CheckTime(t, info.ModTime(), t0)
+}
+
+func TestManifestExistsWithoutBlob(t *testing.T) {
+	t.Chdir(t.TempDir())
+
+	check := testutil.Checker(t)
+
+	c, err := Open(".")
+	check(err)
+
+	checkEntry := entryChecker(t, c)
+
+	man := must(c.manifestPath("h/n/m:t"))
+	os.MkdirAll(filepath.Dir(man), 0o777)
+	testutil.WriteFile(t, man, "1")
+
+	got, err := c.Resolve("h/n/m:t")
+	check(err)
+
+	want := mkdigest("1")
+	if got != want {
+		t.Fatalf("got = %v, want %v", got, want)
+	}
+
+	e, err := c.Get(got)
+	check(err)
+	checkEntry(got, 1, e.Time)
+}
+
+func TestPut(t *testing.T) {
+	c, sleep := openTester(t)
+
+	check := testutil.Checker(t)
+	checkEntry := entryChecker(t, c)
+
+	d := mkdigest("hello, world")
+	err := PutBytes(c, d, "hello")
+	if err == nil {
+		t.Fatal("expected error")
+	}
+
+	got, err := c.Get(d)
+	if !errors.Is(err, fs.ErrNotExist) {
+		t.Fatalf("expected error, got %v", got)
+	}
+
+	// Put a valid blob
+	err = PutBytes(c, d, "hello, world")
+	check(err)
+	checkEntry(d, 12, sleep(0))
+
+	// Put a blob with content that does not hash to the digest
+	err = PutBytes(c, d, "hello")
+	if err == nil {
+		t.Fatal("expected error")
+	}
+	checkNotExists(t, c, d)
+
+	// Put the valid blob back and check it
+	err = PutBytes(c, d, "hello, world")
+	check(err)
+	checkEntry(d, 12, sleep(0))
+
+	// Put a blob that errors during Read
+	err = c.Put(d, &errOnBangReader{s: "!"}, 1)
+	if err == nil {
+		t.Fatal("expected error")
+	}
+	checkNotExists(t, c, d)
+
+	// Put valid blob back and check it
+	err = PutBytes(c, d, "hello, world")
+	check(err)
+	checkEntry(d, 12, sleep(0))
+
+	// Put a blob with mismatched size
+	err = c.Put(d, strings.NewReader("hello, world"), 11)
+	if err == nil {
+		t.Fatal("expected error")
+	}
+	checkNotExists(t, c, d)
+
+	// Final byte does not match the digest (testing commit phase)
+	err = PutBytes(c, d, "hello, world$")
+	if err == nil {
+		t.Fatal("expected error")
+	}
+	checkNotExists(t, c, d)
+
+	reset := c.setTestHookBeforeFinalWrite(func(f *os.File) {
+		// change mode to read-only
+		f.Truncate(0)
+		f.Chmod(0o400)
+		f.Close()
+		f1, err := os.OpenFile(f.Name(), os.O_RDONLY, 0)
+		if err != nil {
+			t.Fatal(err)
+		}
+		t.Cleanup(func() { f1.Close() })
+		*f = *f1
+	})
+	defer reset()
+
+	err = PutBytes(c, d, "hello, world")
+	if err == nil {
+		t.Fatal("expected error")
+	}
+	checkNotExists(t, c, d)
+	reset()
+}
+
+func TestImport(t *testing.T) {
+	c, _ := openTester(t)
+
+	checkEntry := entryChecker(t, c)
+
+	want := mkdigest("x")
+	got, err := c.Import(strings.NewReader("x"), 1)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if want != got {
+		t.Fatalf("digest = %v, want %v", got, want)
+	}
+	checkEntry(want, 1, epoch)
+
+	got, err = c.Import(strings.NewReader("x"), 1)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if want != got {
+		t.Fatalf("digest = %v, want %v", got, want)
+	}
+	checkEntry(want, 1, epoch)
+}
+
+func (c *DiskCache) setTestHookBeforeFinalWrite(h func(*os.File)) (reset func()) {
+	old := c.testHookBeforeFinalWrite
+	c.testHookBeforeFinalWrite = h
+	return func() { c.testHookBeforeFinalWrite = old }
+}
+
+func TestPutGetZero(t *testing.T) {
+	c, sleep := openTester(t)
+
+	check := testutil.Checker(t)
+	checkEntry := entryChecker(t, c)
+
+	d := mkdigest("x")
+	err := PutBytes(c, d, "x")
+	check(err)
+	checkEntry(d, 1, sleep(0))
+
+	err = os.Truncate(c.GetFile(d), 0)
+	check(err)
+
+	_, err = c.Get(d)
+	if !errors.Is(err, fs.ErrNotExist) {
+		t.Fatalf("err = %v, want fs.ErrNotExist", err)
+	}
+}
+
+func TestPutZero(t *testing.T) {
+	c, _ := openTester(t)
+	d := mkdigest("x")
+	err := c.Put(d, strings.NewReader("x"), 0) // size == 0 (not size of content)
+	testutil.Check(t, err)
+	checkNotExists(t, c, d)
+}
+
+func TestCommit(t *testing.T) {
+	check := testutil.Checker(t)
+
+	c, err := Open(t.TempDir())
+	if err != nil {
+		t.Fatal(err)
+	}
+	checkEntry := entryChecker(t, c)
+
+	now := epoch
+	c.now = func() time.Time { return now }
+
+	d1 := mkdigest("1")
+	err = c.Link("h/n/m:t", d1)
+	if !errors.Is(err, fs.ErrNotExist) {
+		t.Fatalf("err = %v, want fs.ErrNotExist", err)
+	}
+
+	err = PutBytes(c, d1, "1")
+	check(err)
+
+	err = c.Link("h/n/m:t", d1)
+	check(err)
+
+	got, err := c.Resolve("h/n/m:t")
+	check(err)
+	if got != d1 {
+		t.Fatalf("d = %v, want %v", got, d1)
+	}
+
+	// commit again, more than 1 byte
+	d2 := mkdigest("22")
+	err = PutBytes(c, d2, "22")
+	check(err)
+	err = c.Link("h/n/m:t", d2)
+	check(err)
+	checkEntry(d2, 2, now)
+
+	filename := must(c.manifestPath("h/n/m:t"))
+	data, err := os.ReadFile(filename)
+	check(err)
+	if string(data) != "22" {
+		t.Fatalf("data = %q, want %q", data, "22")
+	}
+
+	t0 := now
+	now = now.Add(1 * time.Hour)
+	err = c.Link("h/n/m:t", d2) // same contents; nop
+	check(err)
+	info, err := os.Stat(filename)
+	check(err)
+	testutil.CheckTime(t, info.ModTime(), t0)
+}
+
+func TestManifestInvalidBlob(t *testing.T) {
+	c, _ := openTester(t)
+	d := mkdigest("1")
+	err := c.Link("h/n/m:t", d)
+	if err == nil {
+		t.Fatal("expected error")
+	}
+	checkNotExists(t, c, d)
+
+	err = PutBytes(c, d, "1")
+	testutil.Check(t, err)
+	err = os.WriteFile(c.GetFile(d), []byte("invalid"), 0o666)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	err = c.Link("h/n/m:t", d)
+	if !strings.Contains(err.Error(), "underfoot") {
+		t.Fatalf("err = %v, want error to contain %q", err, "underfoot")
+	}
+}
+
+func TestManifestNameReuse(t *testing.T) {
+	t.Run("case-insensitive", func(t *testing.T) {
+		// This should run on all file system types.
+		testManifestNameReuse(t)
+	})
+	t.Run("case-sensitive", func(t *testing.T) {
+		useCaseInsensitiveTempDir(t)
+		testManifestNameReuse(t)
+	})
+}
+
+func testManifestNameReuse(t *testing.T) {
+	check := testutil.Checker(t)
+
+	c, _ := openTester(t)
+
+	d1 := mkdigest("1")
+	err := PutBytes(c, d1, "1")
+	check(err)
+	err = c.Link("h/n/m:t", d1)
+	check(err)
+
+	d2 := mkdigest("22")
+	err = PutBytes(c, d2, "22")
+	check(err)
+	err = c.Link("H/N/M:T", d2)
+	check(err)
+
+	var g [2]Digest
+	g[0], err = c.Resolve("h/n/m:t")
+	check(err)
+	g[1], err = c.Resolve("H/N/M:T")
+	check(err)
+
+	w := [2]Digest{d2, d2}
+	if g != w {
+		t.Fatalf("g = %v, want %v", g, w)
+	}
+
+	var got []string
+	for l, err := range c.links() {
+		if err != nil {
+			t.Fatal(err)
+		}
+		got = append(got, l)
+	}
+	want := []string{"manifests/h/n/m/t"}
+	if !slices.Equal(got, want) {
+		t.Fatalf("got = %v, want %v", got, want)
+	}
+
+	// relink with different case
+	unlinked, err := c.Unlink("h/n/m:t")
+	check(err)
+	if !unlinked {
+		t.Fatal("expected unlinked")
+	}
+	err = c.Link("h/n/m:T", d1)
+	check(err)
+
+	got = got[:0]
+	for l, err := range c.links() {
+		if err != nil {
+			t.Fatal(err)
+		}
+		got = append(got, l)
+	}
+
+	// we should have only one link that is same case as the last link
+	want = []string{"manifests/h/n/m/T"}
+	if !slices.Equal(got, want) {
+		t.Fatalf("got = %v, want %v", got, want)
+	}
+}
+
+func TestManifestFile(t *testing.T) {
+	cases := []struct {
+		in   string
+		want string
+	}{
+		{"", ""},
+
+		// valid names
+		{"h/n/m:t", "/manifests/h/n/m/t"},
+		{"hh/nn/mm:tt", "/manifests/hh/nn/mm/tt"},
+
+		{"%/%/%/%", ""},
+
+		// already a path
+		{"h/n/m/t", ""},
+
+		// refs are not names
+		{"h/n/m:t@sha256-1", ""},
+		{"m@sha256-1", ""},
+		{"n/m:t@sha256-1", ""},
+	}
+
+	c, _ := openTester(t)
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			got, err := c.manifestPath(tt.in)
+			if err != nil && tt.want != "" {
+				t.Fatalf("unexpected error: %v", err)
+			}
+			if err == nil && tt.want == "" {
+				t.Fatalf("expected error")
+			}
+			dir := filepath.ToSlash(c.dir)
+			got = filepath.ToSlash(got)
+			got = strings.TrimPrefix(got, dir)
+			if got != tt.want {
+				t.Fatalf("got = %q, want %q", got, tt.want)
+			}
+		})
+	}
+}
+
+func TestNames(t *testing.T) {
+	c, _ := openTester(t)
+	check := testutil.Checker(t)
+
+	check(PutBytes(c, mkdigest("1"), "1"))
+	check(PutBytes(c, mkdigest("2"), "2"))
+
+	check(c.Link("h/n/m:t", mkdigest("1")))
+	check(c.Link("h/n/m:u", mkdigest("2")))
+
+	var got []string
+	for l, err := range c.Links() {
+		if err != nil {
+			t.Fatal(err)
+		}
+		got = append(got, l)
+	}
+	want := []string{"h/n/m:t", "h/n/m:u"}
+	if !slices.Equal(got, want) {
+		t.Fatalf("got = %v, want %v", got, want)
+	}
+}
+
+func mkdigest(s string) Digest {
+	return Digest{sha256.Sum256([]byte(s))}
+}
+
+func checkNotExists(t *testing.T, c *DiskCache, d Digest) {
+	t.Helper()
+	_, err := c.Get(d)
+	if !errors.Is(err, fs.ErrNotExist) {
+		t.Fatalf("err = %v, want fs.ErrNotExist", err)
+	}
+}
+
+func entryChecker(t *testing.T, c *DiskCache) func(Digest, int64, time.Time) {
+	t.Helper()
+	return func(d Digest, size int64, mod time.Time) {
+		t.Helper()
+		t.Run("checkEntry:"+d.String(), func(t *testing.T) {
+			t.Helper()
+
+			defer func() {
+				if t.Failed() {
+					dumpCacheContents(t, c)
+				}
+			}()
+
+			e, err := c.Get(d)
+			if size == 0 && errors.Is(err, fs.ErrNotExist) {
+				err = nil
+			}
+			if err != nil {
+				t.Fatal(err)
+			}
+			if e.Digest != d {
+				t.Errorf("e.Digest = %v, want %v", e.Digest, d)
+			}
+			if e.Size != size {
+				t.Fatalf("e.Size = %v, want %v", e.Size, size)
+			}
+
+			testutil.CheckTime(t, e.Time, mod)
+			info, err := os.Stat(c.GetFile(d))
+			if err != nil {
+				t.Fatal(err)
+			}
+			if info.Size() != size {
+				t.Fatalf("info.Size = %v, want %v", info.Size(), size)
+			}
+			testutil.CheckTime(t, info.ModTime(), mod)
+		})
+	}
+}
+
+func must[T any](v T, err error) T {
+	if err != nil {
+		panic(err)
+	}
+	return v
+}
+
+func TestNameToPath(t *testing.T) {
+	_, err := nameToPath("h/n/m:t")
+	if err != nil {
+		t.Fatal(err)
+	}
+}
+
+type errOnBangReader struct {
+	s string
+	n int
+}
+
+func (e *errOnBangReader) Read(p []byte) (int, error) {
+	if len(p) < 1 {
+		return 0, io.ErrShortBuffer
+	}
+	if e.n >= len(p) {
+		return 0, io.EOF
+	}
+	if e.s[e.n] == '!' {
+		return 0, errors.New("bang")
+	}
+	p[0] = e.s[e.n]
+	e.n++
+	return 1, nil
+}
+
+func dumpCacheContents(t *testing.T, c *DiskCache) {
+	t.Helper()
+
+	var b strings.Builder
+	fsys := os.DirFS(c.dir)
+	fs.WalkDir(fsys, ".", func(path string, d fs.DirEntry, err error) error {
+		t.Helper()
+
+		if err != nil {
+			return err
+		}
+		info, err := d.Info()
+		if err != nil {
+			return err
+		}
+
+		// Format like ls:
+		//
+		// ; ls -la
+		// drwxr-xr-x  224 Jan 13 14:22 blob/sha256-123
+		// drwxr-xr-x  224 Jan 13 14:22 manifest/h/n/m
+
+		fmt.Fprintf(&b, "    %s % 4d %s %s\n",
+			info.Mode(),
+			info.Size(),
+			info.ModTime().Format("Jan 2 15:04"),
+			path,
+		)
+		return nil
+	})
+	t.Log()
+	t.Logf("cache contents:\n%s", b.String())
+}
diff --git a/server/internal/cache/blob/casecheck_test.go b/server/internal/cache/blob/casecheck_test.go
new file mode 100644
index 0000000..5895d2c
--- /dev/null
+++ b/server/internal/cache/blob/casecheck_test.go
@@ -0,0 +1,93 @@
+package blob
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strings"
+	"testing"
+)
+
+func isCaseSensitive(dir string) bool {
+	defer func() {
+		os.Remove(filepath.Join(dir, "_casecheck"))
+	}()
+
+	exists := func(file string) bool {
+		_, err := os.Stat(file)
+		return err == nil
+	}
+
+	file := filepath.Join(dir, "_casecheck")
+	FILE := filepath.Join(dir, "_CASECHECK")
+	if exists(file) || exists(FILE) {
+		panic(fmt.Sprintf("_casecheck already exists in %q; remove and try again.", dir))
+	}
+
+	err := os.WriteFile(file, nil, 0o666)
+	if err != nil {
+		panic(err)
+	}
+
+	return !exists(FILE)
+}
+
+func isCI() bool {
+	return os.Getenv("CI") != ""
+}
+
+const volumeHint = `
+
+	Unable to locate case-insensitive TMPDIR on darwin.
+
+	To run tests, create the case-insensitive volume /Volumes/data:
+
+		$ sudo diskutil apfs addVolume disk1 APFSX data -mountpoint /Volumes/data
+
+	or run with:
+
+		CI=1 go test ./...
+
+`
+
+// useCaseInsensitiveTempDir sets TMPDIR to a case-insensitive directory
+// can find one, otherwise it skips the test if the CI environment variable is
+// set, or GOOS is not darwin.
+func useCaseInsensitiveTempDir(t *testing.T) bool {
+	if isCaseSensitive(os.TempDir()) {
+		// Use the default temp dir if it is already case-sensitive.
+		return true
+	}
+	if runtime.GOOS == "darwin" {
+		// If darwin, check for the special case-sensitive volume and
+		// use it if available.
+		const volume = "/Volumes/data"
+		_, err := os.Stat(volume)
+		if err == nil {
+			tmpdir := filepath.Join(volume, "tmp")
+			os.MkdirAll(tmpdir, 0o700)
+			t.Setenv("TMPDIR", tmpdir)
+			return true
+		}
+		if isCI() {
+			// Special case darwin in CI; it is not case-sensitive
+			// by default, and we will be testing other platforms
+			// that are case-sensitive, so we'll have the test
+			// being skipped covered there.
+			t.Skip("Skipping test in CI for darwin; TMPDIR is not case-insensitive.")
+		}
+	}
+
+	if !isCI() {
+		// Require devs to always tests with a case-insensitive TMPDIR.
+
+		// TODO(bmizerany): Print platform-specific instructions or
+		// link to docs on that topic.
+		lines := strings.Split(volumeHint, "\n")
+		for _, line := range lines {
+			t.Skip(line)
+		}
+	}
+	return false
+}
diff --git a/server/internal/cache/blob/chunked.go b/server/internal/cache/blob/chunked.go
new file mode 100644
index 0000000..3f62127
--- /dev/null
+++ b/server/internal/cache/blob/chunked.go
@@ -0,0 +1,73 @@
+package blob
+
+import (
+	"crypto/sha256"
+	"errors"
+	"io"
+	"os"
+)
+
+// Chunk represents a range of bytes in a blob.
+type Chunk struct {
+	Start int64
+	End   int64
+}
+
+// Size returns end minus start plus one.
+func (c Chunk) Size() int64 {
+	return c.End - c.Start + 1
+}
+
+// Chunker writes to a blob in chunks.
+// Its zero value is invalid. Use [DiskCache.Chunked] to create a new Chunker.
+type Chunker struct {
+	digest Digest
+	size   int64
+	f      *os.File // nil means pre-validated
+}
+
+// Chunked returns a new Chunker, ready for use storing a blob of the given
+// size in chunks.
+//
+// Use [Chunker.Put] to write data to the blob at specific offsets.
+func (c *DiskCache) Chunked(d Digest, size int64) (*Chunker, error) {
+	name := c.GetFile(d)
+	info, err := os.Stat(name)
+	if err == nil && info.Size() == size {
+		return &Chunker{}, nil
+	}
+	f, err := os.OpenFile(name, os.O_CREATE|os.O_WRONLY, 0o666)
+	if err != nil {
+		return nil, err
+	}
+	return &Chunker{digest: d, size: size, f: f}, nil
+}
+
+// Put copies chunk.Size() bytes from r to the blob at the given offset,
+// merging the data with the existing blob. It returns an error if any. As a
+// special case, if r has less than chunk.Size() bytes, Put returns
+// io.ErrUnexpectedEOF.
+func (c *Chunker) Put(chunk Chunk, d Digest, r io.Reader) error {
+	if c.f == nil {
+		return nil
+	}
+
+	cw := &checkWriter{
+		d:    d,
+		size: chunk.Size(),
+		h:    sha256.New(),
+		f:    c.f,
+		w:    io.NewOffsetWriter(c.f, chunk.Start),
+	}
+
+	_, err := io.CopyN(cw, r, chunk.Size())
+	if err != nil && errors.Is(err, io.EOF) {
+		return io.ErrUnexpectedEOF
+	}
+	return err
+}
+
+// Close closes the underlying file.
+func (c *Chunker) Close() error {
+	return c.f.Close()
+}
diff --git a/server/internal/cache/blob/digest.go b/server/internal/cache/blob/digest.go
new file mode 100644
index 0000000..092d00a
--- /dev/null
+++ b/server/internal/cache/blob/digest.go
@@ -0,0 +1,99 @@
+package blob
+
+import (
+	"crypto/sha256"
+	"encoding/hex"
+	"errors"
+	"fmt"
+	"slices"
+	"strings"
+)
+
+var ErrInvalidDigest = errors.New("invalid digest")
+
+// Digest is a blob identifier that is the SHA-256 hash of a blob's content.
+//
+// It is comparable and can be used as a map key.
+type Digest struct {
+	sum [32]byte
+}
+
+// ParseDigest parses a digest from a string. If the string is not a valid
+// digest, a call to the returned digest's IsValid method will return false.
+//
+// The input string may be in one of two forms:
+//
+//   - ("sha256-<hex>"), where <hex> is a 64-character hexadecimal string.
+//   - ("sha256:<hex>"), where <hex> is a 64-character hexadecimal string.
+//
+// The [Digest.String] method will return the canonical form of the
+// digest, "sha256:<hex>".
+func ParseDigest[S ~[]byte | ~string](v S) (Digest, error) {
+	s := string(v)
+	i := strings.IndexAny(s, ":-")
+	var zero Digest
+	if i < 0 {
+		return zero, ErrInvalidDigest
+	}
+
+	prefix, sum := s[:i], s[i+1:]
+	if prefix != "sha256" || len(sum) != 64 {
+		return zero, ErrInvalidDigest
+	}
+
+	var d Digest
+	_, err := hex.Decode(d.sum[:], []byte(sum))
+	if err != nil {
+		return zero, ErrInvalidDigest
+	}
+	return d, nil
+}
+
+func DigestFromBytes[S ~[]byte | ~string](v S) Digest {
+	return Digest{sha256.Sum256([]byte(v))}
+}
+
+// String returns the string representation of the digest in the conventional
+// form "sha256:<hex>".
+func (d Digest) String() string {
+	return fmt.Sprintf("sha256:%x", d.sum[:])
+}
+
+func (d Digest) Short() string {
+	return fmt.Sprintf("%x", d.sum[:4])
+}
+
+func (d Digest) Sum() [32]byte {
+	return d.sum
+}
+
+func (d Digest) Compare(other Digest) int {
+	return slices.Compare(d.sum[:], other.sum[:])
+}
+
+// IsValid returns true if the digest is valid, i.e. if it is the SHA-256 hash
+// of some content.
+func (d Digest) IsValid() bool {
+	return d != (Digest{})
+}
+
+// MarshalText implements the encoding.TextMarshaler interface. It returns an
+// error if [Digest.IsValid] returns false.
+func (d Digest) MarshalText() ([]byte, error) {
+	return []byte(d.String()), nil
+}
+
+// UnmarshalText implements the encoding.TextUnmarshaler interface, and only
+// works for a zero digest. If [Digest.IsValid] returns true, it returns an
+// error.
+func (d *Digest) UnmarshalText(text []byte) error {
+	if *d != (Digest{}) {
+		return errors.New("digest: illegal UnmarshalText on valid digest")
+	}
+	v, err := ParseDigest(string(text))
+	if err != nil {
+		return err
+	}
+	*d = v
+	return nil
+}
diff --git a/server/internal/cache/blob/digest_test.go b/server/internal/cache/blob/digest_test.go
new file mode 100644
index 0000000..c96ad38
--- /dev/null
+++ b/server/internal/cache/blob/digest_test.go
@@ -0,0 +1,63 @@
+package blob
+
+import (
+	"encoding/json"
+	"testing"
+)
+
+func TestParseDigest(t *testing.T) {
+	cases := []struct {
+		in    string
+		valid bool
+	}{
+		{"sha256-0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef", true},
+		{"sha256:0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef", true},
+
+		// too short
+		{"sha256-0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcde", false},
+		{"sha256:0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcde", false},
+
+		// too long
+		{"sha256-0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef0", false},
+		{"sha256:0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef0", false},
+
+		// invalid prefix
+		{"sha255-0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef", false},
+		{"sha255:0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef", false},
+		{"sha256!0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef", false},
+
+		// invalid hex
+		{"sha256-XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX", false},
+		{"sha256:XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX", false},
+	}
+
+	for _, tt := range cases {
+		got, err := ParseDigest(tt.in)
+		if tt.valid && err != nil {
+			t.Errorf("ParseDigest(%q) = %v, %v; want valid", tt.in, got, err)
+		}
+		want := "sha256:" + tt.in[7:]
+		if tt.valid && got.String() != want {
+			t.Errorf("ParseDigest(%q).String() = %q, want %q", tt.in, got.String(), want)
+		}
+	}
+}
+
+func TestDigestMarshalText(t *testing.T) {
+	const s = `"sha256-0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef"`
+	var d Digest
+	if err := json.Unmarshal([]byte(s), &d); err != nil {
+		t.Errorf("json.Unmarshal: %v", err)
+	}
+	out, err := json.Marshal(d)
+	if err != nil {
+		t.Errorf("json.Marshal: %v", err)
+	}
+	want := `"sha256:0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef"`
+	if string(out) != want {
+		t.Errorf("json.Marshal: got %s, want %s", out, want)
+	}
+	if err := json.Unmarshal([]byte(`"invalid"`), &Digest{}); err == nil {
+		t.Errorf("json.Unmarshal: expected error")
+	}
+}
diff --git a/server/internal/client/ollama/registry.go b/server/internal/client/ollama/registry.go
new file mode 100644
index 0000000..18c7b70
--- /dev/null
+++ b/server/internal/client/ollama/registry.go
@@ -0,0 +1,1197 @@
+// Package ollama provides a client for interacting with an Ollama registry
+// which pushes and pulls model manifests and layers as defined by the
+// [ollama.com/manifest].
+package ollama
+
+import (
+	"bufio"
+	"bytes"
+	"cmp"
+	"context"
+	"crypto"
+	"crypto/ed25519"
+	"crypto/sha256"
+	"crypto/tls"
+	"encoding/base64"
+	"encoding/hex"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"io/fs"
+	"iter"
+	"log/slog"
+	"net/http"
+	"os"
+	"path/filepath"
+	"runtime"
+	"runtime/debug"
+	"slices"
+	"strconv"
+	"strings"
+	"sync"
+	"sync/atomic"
+	"time"
+
+	"golang.org/x/crypto/ssh"
+	"golang.org/x/sync/errgroup"
+
+	"github.com/ollama/ollama/server/internal/cache/blob"
+	"github.com/ollama/ollama/server/internal/internal/names"
+
+	_ "embed"
+)
+
+// Errors
+var (
+	// ErrModelNotFound is returned when a manifest is not found in the
+	// cache or registry.
+	ErrModelNotFound = errors.New("model not found")
+
+	// ErrManifestInvalid is returned when a manifest found in a local or
+	// remote cache is invalid.
+	ErrManifestInvalid = errors.New("invalid manifest")
+
+	// ErrMissingModel is returned when the model part of a name is missing
+	// or invalid.
+	ErrNameInvalid = errors.New("invalid or missing name")
+
+	// ErrCached is passed to [Trace.PushUpdate] when a layer already
+	// exists. It is a non-fatal error and is never returned by [Registry.Push].
+	ErrCached = errors.New("cached")
+
+	// ErrIncomplete is returned by [Registry.Pull] when a model pull was
+	// incomplete due to one or more layer download failures. Users that
+	// want specific errors should use [WithTrace].
+	ErrIncomplete = errors.New("incomplete")
+)
+
+// Defaults
+const (
+	// DefaultChunkingThreshold is the threshold at which a layer should be
+	// split up into chunks when downloading.
+	DefaultChunkingThreshold = 64 << 20
+)
+
+var defaultCache = sync.OnceValues(func() (*blob.DiskCache, error) {
+	dir := os.Getenv("OLLAMA_MODELS")
+	if dir == "" {
+		home, _ := os.UserHomeDir()
+		home = cmp.Or(home, ".")
+		dir = filepath.Join(home, ".ollama", "models")
+	}
+	return blob.Open(dir)
+})
+
+// DefaultCache returns the default cache used by the registry. It is
+// configured from the OLLAMA_MODELS environment variable, or defaults to
+// $HOME/.ollama/models, or, if an error occurs obtaining the home directory,
+// it uses the current working directory.
+func DefaultCache() (*blob.DiskCache, error) {
+	return defaultCache()
+}
+
+// Error is the standard error returned by Ollama APIs. It can represent a
+// single or multiple error response.
+//
+// Single error responses have the following format:
+//
+//	{"code": "optional_code","error":"error message"}
+//
+// Multiple error responses have the following format:
+//
+//	{"errors": [{"code": "optional_code","message":"error message"}]}
+//
+// Note, that the error field is used in single error responses, while the
+// message field is used in multiple error responses.
+//
+// In both cases, the code field is optional and may be empty.
+type Error struct {
+	status  int    `json:"-"` // TODO(bmizerany): remove this
+	Code    string `json:"code"`
+	Message string `json:"message"`
+}
+
+// Temporary reports if the error is temporary (e.g. 5xx status code).
+func (e *Error) Temporary() bool {
+	return e.status >= 500
+}
+
+func (e *Error) Error() string {
+	var b strings.Builder
+	b.WriteString("registry responded with status ")
+	b.WriteString(strconv.Itoa(e.status))
+	if e.Code != "" {
+		b.WriteString(": code ")
+		b.WriteString(e.Code)
+	}
+	if e.Message != "" {
+		b.WriteString(": ")
+		b.WriteString(e.Message)
+	}
+	return b.String()
+}
+
+func (e *Error) LogValue() slog.Value {
+	return slog.GroupValue(
+		slog.Int("status", e.status),
+		slog.String("code", e.Code),
+		slog.String("message", e.Message),
+	)
+}
+
+// UnmarshalJSON implements json.Unmarshaler.
+func (e *Error) UnmarshalJSON(b []byte) error {
+	type E Error
+	var v struct {
+		// Single error
+		Code  string
+		Error string
+
+		// Multiple errors
+		Errors []E
+	}
+	if err := json.Unmarshal(b, &v); err != nil {
+		return err
+	}
+	if v.Error != "" {
+		// Single error case
+		e.Code = v.Code
+		e.Message = v.Error
+		return nil
+	}
+	if len(v.Errors) == 0 {
+		return fmt.Errorf("no messages in error response: %s", string(b))
+	}
+	*e = Error(v.Errors[0]) // our registry only returns one error.
+	return nil
+}
+
+const DefaultMask = "registry.ollama.ai/library/_:latest"
+
+var defaultMask = func() names.Name {
+	n := names.Parse(DefaultMask)
+	if !n.IsFullyQualified() {
+		panic("default mask is not fully qualified")
+	}
+	return n
+}()
+
+// CompleteName returns a fully qualified name by merging the given name with
+// the default mask. If the name is already fully qualified, it is returned
+// unchanged.
+func CompleteName(name string) string {
+	return names.Merge(names.Parse(name), defaultMask).String()
+}
+
+// Registry is a client for performing push and pull operations against an
+// Ollama registry.
+type Registry struct {
+	// Cache is the cache used to store models. If nil, [DefaultCache] is
+	// used.
+	Cache *blob.DiskCache
+
+	// UserAgent is the User-Agent header to send with requests to the
+	// registry. If empty, the User-Agent is determined by HTTPClient.
+	UserAgent string
+
+	// Key is the key used to authenticate with the registry.
+	//
+	// Currently, only Ed25519 keys are supported.
+	Key crypto.PrivateKey
+
+	// HTTPClient is the HTTP client used to make requests to the registry.
+	//
+	// If nil, [http.DefaultClient] is used.
+	//
+	// As a quick note: If a Registry function that makes a call to a URL
+	// with the "https+insecure" scheme, the client will be cloned and the
+	// transport will be set to skip TLS verification, unless the client's
+	// Transport done not have a Clone method with the same signature as
+	// [http.Transport.Clone], which case, the call will fail.
+	HTTPClient *http.Client
+
+	// MaxStreams is the maximum number of concurrent streams to use when
+	// pushing or pulling models. If zero, the number of streams is
+	// determined by [runtime.GOMAXPROCS].
+	//
+	// A negative value means no limit.
+	MaxStreams int
+
+	// ChunkingThreshold is the maximum size of a layer to download in a single
+	// request. If zero, [DefaultChunkingThreshold] is used.
+	ChunkingThreshold int64
+
+	// Mask, if set, is the name used to convert non-fully qualified names
+	// to fully qualified names.
+	// If empty, [DefaultMask] is used.
+	Mask string
+
+	// ReadTimeout is the maximum duration for reading the entire request,
+	// including the body.
+	// A zero or negative value means there will be no timeout.
+	ReadTimeout time.Duration
+}
+
+func (r *Registry) readTimeout() time.Duration {
+	if r.ReadTimeout > 0 {
+		return r.ReadTimeout
+	}
+	return 1<<63 - 1 // no timeout, max int
+}
+
+func (r *Registry) cache() (*blob.DiskCache, error) {
+	if r.Cache != nil {
+		return r.Cache, nil
+	}
+	return defaultCache()
+}
+
+func (r *Registry) parseName(name string) (names.Name, error) {
+	mask := defaultMask
+	if r.Mask != "" {
+		mask = names.Parse(r.Mask)
+	}
+	n := names.Merge(names.Parse(name), mask)
+	if !n.IsFullyQualified() {
+		return names.Name{}, fmt.Errorf("%w: %q", ErrNameInvalid, name)
+	}
+	return n, nil
+}
+
+// DefaultRegistry returns a new Registry configured from the environment. The
+// key is read from $HOME/.ollama/id_ed25519, MaxStreams is set to the
+// value of OLLAMA_REGISTRY_MAXSTREAMS, and ReadTimeout is set to 30 seconds.
+//
+// It returns an error if any configuration in the environment is invalid.
+func DefaultRegistry() (*Registry, error) {
+	home, err := os.UserHomeDir()
+	if err != nil {
+		return nil, err
+	}
+	keyPEM, err := os.ReadFile(filepath.Join(home, ".ollama/id_ed25519"))
+	if err != nil && errors.Is(err, fs.ErrNotExist) {
+		return nil, err
+	}
+
+	var rc Registry
+	rc.ReadTimeout = 30 * time.Second
+	rc.UserAgent = UserAgent()
+	rc.Key, err = ssh.ParseRawPrivateKey(keyPEM)
+	if err != nil {
+		return nil, err
+	}
+	maxStreams := os.Getenv("OLLAMA_REGISTRY_MAXSTREAMS")
+	if maxStreams != "" {
+		var err error
+		rc.MaxStreams, err = strconv.Atoi(maxStreams)
+		if err != nil {
+			return nil, fmt.Errorf("invalid OLLAMA_REGISTRY_MAXSTREAMS: %w", err)
+		}
+	}
+	return &rc, nil
+}
+
+func UserAgent() string {
+	buildinfo, _ := debug.ReadBuildInfo()
+
+	version := buildinfo.Main.Version
+	if version == "(devel)" {
+		// When using `go run .` the version is "(devel)". This is seen
+		// as an invalid version by ollama.com and so it defaults to
+		// "needs upgrade" for some requests, such as pulls. These
+		// checks can be skipped by using the special version "v0.0.0",
+		// so we set it to that here.
+		version = "v0.0.0"
+	}
+
+	return fmt.Sprintf("ollama/%s (%s %s) Go/%s",
+		version,
+		runtime.GOARCH,
+		runtime.GOOS,
+		runtime.Version(),
+	)
+}
+
+func (r *Registry) maxStreams() int {
+	return cmp.Or(r.MaxStreams, runtime.GOMAXPROCS(0))
+}
+
+func (r *Registry) maxChunkingThreshold() int64 {
+	return cmp.Or(r.ChunkingThreshold, DefaultChunkingThreshold)
+}
+
+type PushParams struct {
+	// From is an optional destination name for the model. If empty, the
+	// destination name is the same as the source name.
+	From string
+}
+
+// Push pushes the model with the name in the cache to the remote registry.
+func (r *Registry) Push(ctx context.Context, name string, p *PushParams) error {
+	if p == nil {
+		p = &PushParams{}
+	}
+
+	c, err := r.cache()
+	if err != nil {
+		return err
+	}
+
+	m, err := r.ResolveLocal(cmp.Or(p.From, name))
+	if err != nil {
+		return err
+	}
+
+	// Before much else happens, check layers at not null, the blobs exist,
+	// and the sizes match. This prevents long uploads followed by
+	// disappointment.
+	for _, l := range m.Layers {
+		if l == nil {
+			return fmt.Errorf("%w: null layer", ErrManifestInvalid)
+		}
+		info, err := c.Get(l.Digest)
+		if err != nil {
+			return fmt.Errorf("error getting %s: %w", l.Digest.Short(), err)
+		}
+		if info.Size != l.Size {
+			return fmt.Errorf("size mismatch for %s: %d != %d", l.Digest.Short(), info.Size, l.Size)
+		}
+	}
+
+	t := traceFromContext(ctx)
+
+	scheme, n, _, err := r.parseNameExtended(name)
+	if err != nil {
+		// This should never happen since ResolveLocal should have
+		// already validated the name.
+		panic(err)
+	}
+
+	ctx, cancel := context.WithCancel(ctx)
+	defer cancel()
+
+	var g errgroup.Group
+	g.SetLimit(r.maxStreams())
+	for _, l := range m.Layers {
+		var progress atomic.Int64
+		g.Go(func() (err error) {
+			defer func() { t.update(l, progress.Load(), err) }()
+
+			t.update(l, 0, nil)
+
+			startURL := fmt.Sprintf("%s://%s/v2/%s/%s/blobs/uploads/?digest=%s",
+				scheme,
+				n.Host(),
+				n.Namespace(),
+				n.Model(),
+				l.Digest,
+			)
+			res, err := r.send(ctx, "POST", startURL, nil)
+			if err != nil {
+				return err
+			}
+			res.Body.Close()
+
+			f, err := os.Open(c.GetFile(l.Digest))
+			if err != nil {
+				return err
+			}
+			defer f.Close()
+
+			uploadURL := res.Header.Get("Location")
+			if uploadURL == "" {
+				t.update(l, l.Size, ErrCached)
+				return nil
+			}
+
+			req, err := r.newRequest(ctx, "PUT", uploadURL, f)
+			if err != nil {
+				return fmt.Errorf("invalid upload URL returned from registry: %q: %w", uploadURL, err)
+			}
+			req.ContentLength = l.Size
+
+			res, err = sendRequest(r.client(), req)
+			if err == nil {
+				res.Body.Close()
+			}
+			return err
+		})
+	}
+
+	if err := g.Wait(); err != nil {
+		return err
+	}
+
+	// Commit
+	path := fmt.Sprintf("%s://%s/v2/%s/%s/manifests/%s",
+		scheme,
+		n.Host(),
+		n.Namespace(),
+		n.Model(),
+		n.Tag(),
+	)
+	res, err := r.send(ctx, "PUT", path, bytes.NewReader(m.Data))
+	if err == nil {
+		res.Body.Close()
+	}
+	// TODO(bmizerany): add a "commit" trace event
+	return err
+}
+
+// trackingReader is an io.Reader that tracks the number of bytes read and
+// calls the update function with the layer, the number of bytes read.
+//
+// It always calls update with a nil error.
+type trackingReader struct {
+	r      io.Reader
+	update func(n int64, err error) // err is always nil
+}
+
+func (r *trackingReader) Read(p []byte) (n int, err error) {
+	n, err = r.r.Read(p)
+	r.update(int64(n), nil)
+	return
+}
+
+// Pull pulls the model with the given name from the remote registry into the
+// cache.
+//
+// For layers larger then [Registry.MaxChunkSize], the layer is downloaded in
+// chunks of the specified size, and then reassembled and verified. This is
+// typically slower than splitting the model up across layers, and is mostly
+// utilized for layers of type equal to "application/vnd.ollama.image".
+func (r *Registry) Pull(ctx context.Context, name string) error {
+	m, err := r.Resolve(ctx, name)
+	if err != nil {
+		return err
+	}
+
+	// TODO(bmizerany): decide if this should be considered valid. Maybe
+	// server-side we special case '{}' to have some special meaning? Maybe
+	// "archiving" a tag (which is how we reason about it in the registry
+	// already, just with a different twist).
+	if len(m.Layers) == 0 {
+		return fmt.Errorf("%w: no layers", ErrManifestInvalid)
+	}
+
+	c, err := r.cache()
+	if err != nil {
+		return err
+	}
+
+	// TODO(bmizerany): work to remove the need to do this
+	layers := m.Layers
+	if m.Config != nil && m.Config.Digest.IsValid() {
+		layers = append(layers, m.Config)
+	}
+
+	// Send initial layer trace events to allow clients to have an
+	// understanding of work to be done before work starts.
+	var expected int64
+	t := traceFromContext(ctx)
+	for _, l := range layers {
+		t.update(l, 0, nil)
+		expected += l.Size
+	}
+
+	var g errgroup.Group
+	g.SetLimit(r.maxStreams())
+
+	var completed atomic.Int64
+	for _, l := range layers {
+		var received atomic.Int64
+		update := func(n int64, err error) {
+			if n == 0 && err == nil {
+				// Clients expect an update with no progress and no error to mean "starting download".
+				// This is not the case here,
+				// so we don't want to send an update in this case.
+				return
+			}
+			completed.Add(n)
+			t.update(l, received.Add(n), err)
+		}
+
+		info, err := c.Get(l.Digest)
+		if err == nil && info.Size == l.Size {
+			update(l.Size, ErrCached)
+			continue
+		}
+
+		func() (err error) {
+			defer func() {
+				if err != nil {
+					update(0, err)
+				}
+			}()
+
+			var wg sync.WaitGroup
+			chunked, err := c.Chunked(l.Digest, l.Size)
+			if err != nil {
+				return err
+			}
+			defer func() {
+				// Close the chunked writer when all chunks are
+				// downloaded.
+				//
+				// This is done as a background task in the
+				// group to allow the next layer to start while
+				// we wait for the final chunk in this layer to
+				// complete. It also ensures this is done
+				// before we exit Pull.
+				g.Go(func() error {
+					wg.Wait()
+					chunked.Close()
+					return nil
+				})
+			}()
+
+			for cs, err := range r.chunksums(ctx, name, l) {
+				if err != nil {
+					// Note the chunksum stream
+					// interuption, but do not cancel
+					// in-flight downloads. We can still
+					// make progress on them. Once they are
+					// done, ErrIncomplete will be returned
+					// below.
+					update(0, err)
+					break
+				}
+
+				cacheKey := fmt.Sprintf(
+					"v1 pull chunksum %s %s %d-%d",
+					l.Digest,
+					cs.Digest,
+					cs.Chunk.Start,
+					cs.Chunk.End,
+				)
+				cacheKeyDigest := blob.DigestFromBytes(cacheKey)
+				_, err := c.Get(cacheKeyDigest)
+				if err == nil {
+					update(cs.Chunk.Size(), ErrCached)
+					continue
+				}
+
+				wg.Add(1)
+				g.Go(func() (err error) {
+					defer func() {
+						defer wg.Done()
+						if err != nil {
+							update(0, err)
+						}
+					}()
+
+					ctx, cancel := context.WithCancelCause(ctx)
+					defer cancel(nil)
+
+					timer := time.AfterFunc(r.readTimeout(), func() {
+						cancel(fmt.Errorf("%w: downloading %s %d-%d/%d",
+							context.DeadlineExceeded,
+							cs.Digest.Short(),
+							cs.Chunk.Start,
+							cs.Chunk.End,
+							l.Size,
+						))
+					})
+					defer timer.Stop()
+
+					req, err := http.NewRequestWithContext(ctx, "GET", cs.URL, nil)
+					if err != nil {
+						return err
+					}
+					req.Header.Set("Range", fmt.Sprintf("bytes=%d-%d", cs.Chunk.Start, cs.Chunk.End))
+					res, err := sendRequest(r.client(), req)
+					if err != nil {
+						return err
+					}
+					defer res.Body.Close()
+
+					tr := &trackingReader{
+						r: res.Body,
+						update: func(n int64, err error) {
+							timer.Reset(r.readTimeout())
+							update(n, err)
+						},
+					}
+					if err := chunked.Put(cs.Chunk, cs.Digest, tr); err != nil {
+						return err
+					}
+
+					// Record the downloading of this chunk.
+					return blob.PutBytes(c, cacheKeyDigest, cacheKey)
+				})
+			}
+
+			return nil
+		}()
+	}
+	if err := g.Wait(); err != nil {
+		return err
+	}
+	if recv := completed.Load(); recv != expected {
+		return fmt.Errorf("%w: received %d/%d bytes", ErrIncomplete, recv, expected)
+	}
+
+	md := blob.DigestFromBytes(m.Data)
+	if err := blob.PutBytes(c, md, m.Data); err != nil {
+		return err
+	}
+	return c.Link(m.Name, md)
+}
+
+// Unlink is like [blob.DiskCache.Unlink], but makes name fully qualified
+// before attempting to unlink the model.
+func (r *Registry) Unlink(name string) (ok bool, _ error) {
+	n, err := r.parseName(name)
+	if err != nil {
+		return false, err
+	}
+	c, err := r.cache()
+	if err != nil {
+		return false, err
+	}
+	return c.Unlink(n.String())
+}
+
+// Manifest represents a [ollama.com/manifest].
+type Manifest struct {
+	Name   string   `json:"-"` // the canonical name of the model
+	Data   []byte   `json:"-"` // the raw data of the manifest
+	Layers []*Layer `json:"layers"`
+
+	// For legacy reasons, we still have to download the config layer.
+	Config *Layer `json:"config"`
+}
+
+// Layer returns the layer with the given
+// digest, or nil if not found.
+func (m *Manifest) Layer(d blob.Digest) *Layer {
+	for _, l := range m.Layers {
+		if l.Digest == d {
+			return l
+		}
+	}
+	return nil
+}
+
+func (m *Manifest) All() iter.Seq[*Layer] {
+	return func(yield func(*Layer) bool) {
+		if !yield(m.Config) {
+			return
+		}
+		for _, l := range m.Layers {
+			if !yield(l) {
+				return
+			}
+		}
+	}
+}
+
+func (m *Manifest) Size() int64 {
+	var size int64
+	if m.Config != nil {
+		size += m.Config.Size
+	}
+	for _, l := range m.Layers {
+		size += l.Size
+	}
+	return size
+}
+
+// MarshalJSON implements json.Marshaler.
+//
+// NOTE: It adds an empty config object to the manifest, which is required by
+// the registry, but not used by the client. In the future, the config object
+// will not be required by the registry and this will should be removed.
+func (m Manifest) MarshalJSON() ([]byte, error) {
+	type M Manifest
+	v := struct {
+		M
+
+		// This is ignored, mostly, by the registry But, if not
+		// present, it will cause an error to be returned during the
+		// last phase of the commit which expects it, but does nothing
+		// with it. This will be fixed in a future release of
+		// ollama.com.
+		Config Layer `json:"config"`
+	}{
+		M: M(m),
+	}
+	return json.Marshal(v)
+}
+
+// unmarshalManifest unmarshals the data into a manifest, and sets the name
+// field to the string representation of the name.
+//
+// It panics if the name is not fully qualified. Callers should ensure the name
+// is fully qualified before calling this function.
+func unmarshalManifest(n names.Name, data []byte) (*Manifest, error) {
+	if !n.IsFullyQualified() {
+		panic(fmt.Sprintf("unmarshalManifest: name is not fully qualified: %s", n.String()))
+	}
+	var m Manifest
+	if err := json.Unmarshal(data, &m); err != nil {
+		return nil, err
+	}
+	m.Name = n.String()
+	m.Data = data
+	return &m, nil
+}
+
+// Layer is a layer in a model.
+type Layer struct {
+	Digest    blob.Digest `json:"digest"`
+	MediaType string      `json:"mediaType"`
+	Size      int64       `json:"size"`
+}
+
+// ResolveLocal resolves a name to a Manifest in the local cache.
+func (r *Registry) ResolveLocal(name string) (*Manifest, error) {
+	_, n, d, err := r.parseNameExtended(name)
+	if err != nil {
+		return nil, err
+	}
+	c, err := r.cache()
+	if err != nil {
+		return nil, err
+	}
+	if !d.IsValid() {
+		// No digest, so resolve the manifest by name.
+		d, err = c.Resolve(n.String())
+		if err != nil {
+			return nil, err
+		}
+	}
+	data, err := os.ReadFile(c.GetFile(d))
+	if err != nil {
+		if errors.Is(err, fs.ErrNotExist) {
+			return nil, fmt.Errorf("%w: %s", ErrModelNotFound, name)
+		}
+		return nil, err
+	}
+	m, err := unmarshalManifest(n, data)
+	if err != nil {
+		return nil, fmt.Errorf("%s: %w", name, errors.Join(ErrManifestInvalid, err))
+	}
+	return m, nil
+}
+
+// Resolve resolves a name to a Manifest in the remote registry.
+func (r *Registry) Resolve(ctx context.Context, name string) (*Manifest, error) {
+	scheme, n, d, err := r.parseNameExtended(name)
+	if err != nil {
+		return nil, err
+	}
+
+	manifestURL := fmt.Sprintf("%s://%s/v2/%s/%s/manifests/%s", scheme, n.Host(), n.Namespace(), n.Model(), n.Tag())
+	if d.IsValid() {
+		manifestURL = fmt.Sprintf("%s://%s/v2/%s/%s/blobs/%s", scheme, n.Host(), n.Namespace(), n.Model(), d)
+	}
+
+	res, err := r.send(ctx, "GET", manifestURL, nil)
+	if err != nil {
+		return nil, err
+	}
+	defer res.Body.Close()
+	data, err := io.ReadAll(res.Body)
+	if err != nil {
+		return nil, err
+	}
+	// TODO(bmizerany): return digest here
+	m, err := unmarshalManifest(n, data)
+	if err != nil {
+		return nil, fmt.Errorf("%s: %w", name, errors.Join(ErrManifestInvalid, err))
+	}
+	return m, nil
+}
+
+type chunksum struct {
+	URL    string
+	Chunk  blob.Chunk
+	Digest blob.Digest
+}
+
+// chunksums returns a sequence of chunksums for the given layer. If the layer is under the
+// chunking threshold, a single chunksum is returned that covers the entire layer. If the layer
+// is over the chunking threshold, the chunksums are read from the chunksums endpoint.
+func (r *Registry) chunksums(ctx context.Context, name string, l *Layer) iter.Seq2[chunksum, error] {
+	return func(yield func(chunksum, error) bool) {
+		scheme, n, _, err := r.parseNameExtended(name)
+		if err != nil {
+			yield(chunksum{}, err)
+			return
+		}
+
+		if l.Size < r.maxChunkingThreshold() {
+			// any layer under the threshold should be downloaded
+			// in one go.
+			cs := chunksum{
+				URL: fmt.Sprintf("%s://%s/v2/%s/%s/blobs/%s",
+					scheme,
+					n.Host(),
+					n.Namespace(),
+					n.Model(),
+					l.Digest,
+				),
+				Chunk:  blob.Chunk{Start: 0, End: l.Size - 1},
+				Digest: l.Digest,
+			}
+			yield(cs, nil)
+			return
+		}
+
+		// The response is a sequence of chunksums.
+		//
+		// Chunksums are chunks of a larger blob that can be
+		// downloaded and verified independently.
+		//
+		// The chunksums endpoint is a GET request that returns a
+		// sequence of chunksums in the following format:
+		//
+		//     > GET /v2/<namespace>/<model>/chunksums/<digest>
+		//
+		//     < HTTP/1.1 200 OK
+		//     < Content-Location: <blobURL>
+		//     <
+		//     < <digest> <start>-<end>
+		//     < ...
+		//
+		// The <blobURL> is the URL to download the chunks from and
+		// each <digest> is the digest of the chunk, and <start>-<end>
+		// is the range the chunk in the blob.
+		//
+		// Ranges may be used directly in Range headers like
+		// "bytes=<start>-<end>".
+		//
+		// The chunksums returned are guaranteed to be contiguous and
+		// include all bytes of the layer. If the stream is cut short,
+		// clients should retry.
+
+		chunksumsURL := fmt.Sprintf("%s://%s/v2/%s/%s/chunksums/%s",
+			scheme,
+			n.Host(),
+			n.Namespace(),
+			n.Model(),
+			l.Digest,
+		)
+
+		req, err := r.newRequest(ctx, "GET", chunksumsURL, nil)
+		if err != nil {
+			yield(chunksum{}, err)
+			return
+		}
+		res, err := sendRequest(r.client(), req)
+		if err != nil {
+			yield(chunksum{}, err)
+			return
+		}
+		defer res.Body.Close()
+		if res.StatusCode != 200 {
+			err := fmt.Errorf("chunksums: unexpected status code %d", res.StatusCode)
+			yield(chunksum{}, err)
+			return
+		}
+		blobURL := res.Header.Get("Content-Location")
+
+		s := bufio.NewScanner(res.Body)
+		s.Split(bufio.ScanWords)
+		for {
+			if !s.Scan() {
+				if s.Err() != nil {
+					yield(chunksum{}, s.Err())
+				}
+				return
+			}
+			d, err := blob.ParseDigest(s.Bytes())
+			if err != nil {
+				yield(chunksum{}, fmt.Errorf("invalid digest: %q", s.Bytes()))
+				return
+			}
+
+			if !s.Scan() {
+				err := s.Err()
+				if err == nil {
+					err = fmt.Errorf("missing chunk range for digest %s", d)
+				}
+				yield(chunksum{}, err)
+				return
+			}
+			chunk, err := parseChunk(s.Bytes())
+			if err != nil {
+				yield(chunksum{}, fmt.Errorf("invalid chunk range for digest %s: %q", d, s.Bytes()))
+				return
+			}
+
+			cs := chunksum{
+				URL:    blobURL,
+				Chunk:  chunk,
+				Digest: d,
+			}
+			if !yield(cs, nil) {
+				return
+			}
+		}
+	}
+}
+
+func (r *Registry) client() *http.Client {
+	if r.HTTPClient != nil {
+		return r.HTTPClient
+	}
+	return http.DefaultClient
+}
+
+// newRequest constructs a new request, ready to use, with the given method,
+// url, and body, pre-signed with client [Key] and [UserAgent].
+func (r *Registry) newRequest(ctx context.Context, method, url string, body io.Reader) (*http.Request, error) {
+	req, err := http.NewRequestWithContext(ctx, method, url, body)
+	if err != nil {
+		return nil, err
+	}
+	if r.UserAgent != "" {
+		req.Header.Set("User-Agent", r.UserAgent)
+	}
+	if r.Key != nil {
+		token, err := makeAuthToken(r.Key)
+		if err != nil {
+			return nil, err
+		}
+		req.Header.Set("Authorization", "Bearer "+token)
+	}
+	return req, nil
+}
+
+// sendRequest makes a request with the given client and request, and returns the
+// response if the status code is 200. If the status code is not 200, an Error
+// is parsed from the response body and returned. If any other error occurs, it
+// is returned.
+func sendRequest(c *http.Client, r *http.Request) (_ *http.Response, err error) {
+	if r.URL.Scheme == "https+insecure" {
+		// TODO(bmizerany): clone client.Transport, set
+		// InsecureSkipVerify, etc.
+
+		type cloner interface {
+			Clone() *http.Transport
+		}
+
+		// Attempt to configure the transport to skip TLS verification
+		// if we can clone it, otherwise fall through and let the http
+		// client complain and the scheme being invalid.
+		x, ok := cmp.Or(c.Transport, http.DefaultTransport).(cloner)
+		if ok {
+			tr := x.Clone()
+			tr.TLSClientConfig = cmp.Or(tr.TLSClientConfig, &tls.Config{})
+			tr.TLSClientConfig.InsecureSkipVerify = true
+
+			cc := *c // shallow copy
+			cc.Transport = tr
+			c = &cc
+
+			r = r.Clone(r.Context())
+			r.URL.Scheme = "https"
+
+			// fall through
+		}
+	}
+
+	res, err := c.Do(r)
+	if err != nil {
+		return nil, err
+	}
+	if res.StatusCode/100 != 2 {
+		out, err := io.ReadAll(res.Body)
+		if err != nil {
+			return nil, err
+		}
+		var re Error
+		if err := json.Unmarshal(out, &re); err != nil {
+			// Use the raw body if we can't parse it as an error object.
+			re.Message = string(out)
+		}
+
+		// coerce MANIFEST_UNKNOWN to ErrManifestNotFound
+		if strings.EqualFold(re.Code, "MANIFEST_UNKNOWN") {
+			return nil, ErrModelNotFound
+		}
+
+		re.status = res.StatusCode
+		return nil, &re
+	}
+	return res, nil
+}
+
+// send is a convenience method for making a request with newRequest and
+// passing it to send with r.client().
+func (r *Registry) send(ctx context.Context, method, path string, body io.Reader) (*http.Response, error) {
+	req, err := r.newRequest(ctx, method, path, body)
+	if err != nil {
+		return nil, err
+	}
+	return sendRequest(r.client(), req)
+}
+
+// makeAuthToken creates an Ollama auth token for the given private key.
+//
+// NOTE: This format is OLD, overly complex, and should be replaced. We're
+// inheriting it from the original Ollama client and ollama.com
+// implementations, so we need to support it for now.
+func makeAuthToken(key crypto.PrivateKey) (string, error) {
+	privKey, _ := key.(*ed25519.PrivateKey)
+	if privKey == nil {
+		return "", fmt.Errorf("unsupported private key type: %T", key)
+	}
+
+	url := fmt.Sprintf("https://ollama.com?ts=%d", time.Now().Unix())
+	// Part 1: the checkData (e.g. the URL with a timestamp)
+
+	// Part 2: the public key
+	pubKeyShort, err := func() ([]byte, error) {
+		sshPubKey, err := ssh.NewPublicKey(privKey.Public())
+		if err != nil {
+			return nil, err
+		}
+		pubKeyParts := bytes.Fields(ssh.MarshalAuthorizedKey(sshPubKey))
+		if len(pubKeyParts) < 2 {
+			return nil, fmt.Errorf("malformed public key: %q", pubKeyParts)
+		}
+		pubKeyShort := pubKeyParts[1]
+		return pubKeyShort, nil
+	}()
+	if err != nil {
+		return "", err
+	}
+
+	// Part 3: the signature
+	sig := ed25519.Sign(*privKey, []byte(checkData(url)))
+
+	// Assemble the token: <checkData>:<pubKey>:<signature>
+	var b strings.Builder
+	io.WriteString(&b, base64.StdEncoding.EncodeToString([]byte(url)))
+	b.WriteByte(':')
+	b.Write(pubKeyShort)
+	b.WriteByte(':')
+	io.WriteString(&b, base64.StdEncoding.EncodeToString(sig))
+
+	return b.String(), nil
+}
+
+// The original spec for Ollama tokens was to use the SHA256 of the zero
+// string as part of the signature. I'm not sure why that was, but we still
+// need it to verify the signature.
+var zeroSum = func() string {
+	sha256sum := sha256.Sum256(nil)
+	x := base64.StdEncoding.EncodeToString([]byte(hex.EncodeToString(sha256sum[:])))
+	return x
+}()
+
+// checkData takes a URL and creates the original string format of the
+// data signature that is used by the ollama client to sign requests
+func checkData(url string) string {
+	return fmt.Sprintf("GET,%s,%s", url, zeroSum)
+}
+
+type publicError struct {
+	wrapped error
+	message string
+}
+
+func withPublicMessagef(err error, message string, args ...any) error {
+	return publicError{wrapped: err, message: fmt.Sprintf(message, args...)}
+}
+
+func (e publicError) Error() string { return e.message }
+func (e publicError) Unwrap() error { return e.wrapped }
+
+var supportedSchemes = []string{
+	"http",
+	"https",
+	"https+insecure",
+}
+
+var supportedSchemesMessage = fmt.Sprintf("supported schemes are %v", strings.Join(supportedSchemes, ", "))
+
+// parseNameExtended parses and validates an extended name, returning the scheme, name,
+// and digest.
+//
+// If the scheme is empty, scheme will be "https". If an unsupported scheme is
+// given, [ErrNameInvalid] wrapped with a display friendly message is returned.
+//
+// If the digest is invalid, [ErrNameInvalid] wrapped with a display friendly
+// message is returned.
+//
+// If the name is not, once merged with the mask, fully qualified,
+// [ErrNameInvalid] wrapped with a display friendly message is returned.
+func (r *Registry) parseNameExtended(s string) (scheme string, _ names.Name, _ blob.Digest, _ error) {
+	scheme, name, digest := splitExtended(s)
+	scheme = cmp.Or(scheme, "https")
+	if !slices.Contains(supportedSchemes, scheme) {
+		err := withPublicMessagef(ErrNameInvalid, "unsupported scheme: %q: %s", scheme, supportedSchemesMessage)
+		return "", names.Name{}, blob.Digest{}, err
+	}
+
+	var d blob.Digest
+	if digest != "" {
+		var err error
+		d, err = blob.ParseDigest(digest)
+		if err != nil {
+			err = withPublicMessagef(ErrNameInvalid, "invalid digest: %q", digest)
+			return "", names.Name{}, blob.Digest{}, err
+		}
+		if name == "" {
+			// We have can resolve a manifest from a digest only,
+			// so skip name validation and return the scheme and
+			// digest.
+			return scheme, names.Name{}, d, nil
+		}
+	}
+
+	n, err := r.parseName(name)
+	if err != nil {
+		return "", names.Name{}, blob.Digest{}, err
+	}
+	return scheme, n, d, nil
+}
+
+// splitExtended splits an extended name string into its scheme, name, and digest
+// parts.
+//
+// Examples:
+//
+//	http://ollama.com/bmizerany/smol:latest@digest
+//	https://ollama.com/bmizerany/smol:latest
+//	ollama.com/bmizerany/smol:latest@digest // returns "https" scheme.
+//	model@digest
+//	@digest
+func splitExtended(s string) (scheme, name, digest string) {
+	i := strings.Index(s, "://")
+	if i >= 0 {
+		scheme = s[:i]
+		s = s[i+3:]
+	}
+	i = strings.LastIndex(s, "@")
+	if i >= 0 {
+		digest = s[i+1:]
+		s = s[:i]
+	}
+	return scheme, s, digest
+}
+
+// parseChunk parses a string in the form "start-end" and returns the Chunk.
+func parseChunk[S ~string | ~[]byte](s S) (blob.Chunk, error) {
+	startPart, endPart, found := strings.Cut(string(s), "-")
+	if !found {
+		return blob.Chunk{}, fmt.Errorf("chunks: invalid range %q: missing '-'", s)
+	}
+	start, err := strconv.ParseInt(startPart, 10, 64)
+	if err != nil {
+		return blob.Chunk{}, fmt.Errorf("chunks: invalid start to %q: %v", s, err)
+	}
+	end, err := strconv.ParseInt(endPart, 10, 64)
+	if err != nil {
+		return blob.Chunk{}, fmt.Errorf("chunks: invalid end to %q: %v", s, err)
+	}
+	if start > end {
+		return blob.Chunk{}, fmt.Errorf("chunks: invalid range %q: start > end", s)
+	}
+	return blob.Chunk{Start: start, End: end}, nil
+}
diff --git a/server/internal/client/ollama/registry_synctest_test.go b/server/internal/client/ollama/registry_synctest_test.go
new file mode 100644
index 0000000..2b45433
--- /dev/null
+++ b/server/internal/client/ollama/registry_synctest_test.go
@@ -0,0 +1,51 @@
+// TODO: go:build goexperiment.synctest
+
+package ollama
+
+import (
+	"context"
+	"errors"
+	"io"
+	"net/http"
+	"strings"
+	"testing"
+	"time"
+)
+
+func TestPullDownloadTimeout(t *testing.T) {
+	rc, ctx := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+		defer t.Log("upstream", r.Method, r.URL.Path)
+		switch {
+		case strings.HasPrefix(r.URL.Path, "/v2/library/smol/manifests/"):
+			io.WriteString(w, `{
+				"layers": [{"digest": "sha256:1111111111111111111111111111111111111111111111111111111111111111", "size": 3}]
+			}`)
+		case strings.HasPrefix(r.URL.Path, "/v2/library/smol/blobs/sha256:1111111111111111111111111111111111111111111111111111111111111111"):
+			// Get headers out to client and then hang on the response
+			w.WriteHeader(200)
+			w.(http.Flusher).Flush()
+
+			// Hang on the response and unblock when the client
+			// gives up
+			<-r.Context().Done()
+		default:
+			t.Fatalf("unexpected request: %s", r.URL.Path)
+		}
+	})
+	rc.ReadTimeout = 100 * time.Millisecond
+
+	done := make(chan error, 1)
+	go func() {
+		done <- rc.Pull(ctx, "http://example.com/library/smol")
+	}()
+
+	select {
+	case err := <-done:
+		want := context.DeadlineExceeded
+		if !errors.Is(err, want) {
+			t.Errorf("err = %v, want %v", err, want)
+		}
+	case <-time.After(3 * time.Second):
+		t.Error("timeout waiting for Pull to finish")
+	}
+}
diff --git a/server/internal/client/ollama/registry_test.go b/server/internal/client/ollama/registry_test.go
new file mode 100644
index 0000000..4747567
--- /dev/null
+++ b/server/internal/client/ollama/registry_test.go
@@ -0,0 +1,953 @@
+package ollama
+
+import (
+	"bytes"
+	"cmp"
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"io/fs"
+	"net"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"reflect"
+	"strings"
+	"sync/atomic"
+	"testing"
+
+	"github.com/ollama/ollama/server/internal/cache/blob"
+	"github.com/ollama/ollama/server/internal/testutil"
+)
+
+func ExampleRegistry_cancelOnFirstError() {
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	ctx = WithTrace(ctx, &Trace{
+		Update: func(l *Layer, n int64, err error) {
+			if err != nil {
+				// Discontinue pulling layers if there is an
+				// error instead of continuing to pull more
+				// data.
+				cancel()
+			}
+		},
+	})
+
+	var r Registry
+	if err := r.Pull(ctx, "model"); err != nil {
+		// panic for demo purposes
+		panic(err)
+	}
+}
+
+func TestManifestMarshalJSON(t *testing.T) {
+	// All manifests should contain an "empty" config object.
+	var m Manifest
+	data, err := json.Marshal(m)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !bytes.Contains(data, []byte(`"config":{"digest":"sha256:`)) {
+		t.Error("expected manifest to contain empty config")
+		t.Fatalf("got:\n%s", string(data))
+	}
+}
+
+var errRoundTrip = errors.New("forced roundtrip error")
+
+type recordRoundTripper http.HandlerFunc
+
+func (rr recordRoundTripper) RoundTrip(req *http.Request) (*http.Response, error) {
+	w := httptest.NewRecorder()
+	rr(w, req)
+	if w.Code == 499 {
+		return nil, errRoundTrip
+	}
+	resp := w.Result()
+	// For some reason, Response.Request is not set by httptest.NewRecorder, so we
+	// set it manually.
+	resp.Request = req
+	return w.Result(), nil
+}
+
+// newClient constructs a cache with predefined manifests for testing. The manifests are:
+//
+//	empty:         no data
+//	zero:          no layers
+//	single:        one layer with the contents "exists"
+//	multiple:      two layers with the contents "exists" and "here"
+//	notfound:      a layer that does not exist in the cache
+//	null:          one null layer (e.g. [null])
+//	sizemismatch:  one valid layer, and one with a size mismatch (file size is less than the reported size)
+//	invalid:       a layer with invalid JSON data
+//
+// Tests that want to ensure the client does not communicate with the upstream
+// registry should pass a nil handler, which will cause a panic if
+// communication is attempted.
+//
+// To simulate a network error, pass a handler that returns a 499 status code.
+func newClient(t *testing.T, upstreamRegistry http.HandlerFunc) (*Registry, *blob.DiskCache) {
+	t.Helper()
+
+	c, err := blob.Open(t.TempDir())
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	mklayer := func(data string) *Layer {
+		return &Layer{
+			Digest: importBytes(t, c, data),
+			Size:   int64(len(data)),
+		}
+	}
+
+	r := &Registry{
+		Cache: c,
+		HTTPClient: &http.Client{
+			Transport: recordRoundTripper(upstreamRegistry),
+		},
+	}
+
+	link := func(name string, manifest string) {
+		n, err := r.parseName(name)
+		if err != nil {
+			panic(err)
+		}
+		d, err := c.Import(bytes.NewReader([]byte(manifest)), int64(len(manifest)))
+		if err != nil {
+			panic(err)
+		}
+		if err := c.Link(n.String(), d); err != nil {
+			panic(err)
+		}
+	}
+
+	commit := func(name string, layers ...*Layer) {
+		t.Helper()
+		data, err := json.Marshal(&Manifest{Layers: layers})
+		if err != nil {
+			t.Fatal(err)
+		}
+		link(name, string(data))
+	}
+
+	link("empty", "")
+	commit("zero")
+	commit("single", mklayer("exists"))
+	commit("multiple", mklayer("exists"), mklayer("present"))
+	commit("notfound", &Layer{Digest: blob.DigestFromBytes("notfound"), Size: int64(len("notfound"))})
+	commit("null", nil)
+	commit("sizemismatch", mklayer("exists"), &Layer{Digest: blob.DigestFromBytes("present"), Size: 499})
+	link("invalid", "!!!!!")
+
+	return r, c
+}
+
+func okHandler(w http.ResponseWriter, r *http.Request) {
+	w.WriteHeader(http.StatusOK)
+}
+
+func checkErrCode(t *testing.T, err error, status int, code string) {
+	t.Helper()
+	var e *Error
+	if !errors.As(err, &e) || e.status != status || e.Code != code {
+		t.Errorf("err = %v; want %v %v", err, status, code)
+	}
+}
+
+func importBytes(t *testing.T, c *blob.DiskCache, data string) blob.Digest {
+	d, err := c.Import(strings.NewReader(data), int64(len(data)))
+	if err != nil {
+		t.Fatal(err)
+	}
+	return d
+}
+
+func withTraceUnexpected(ctx context.Context) (context.Context, *Trace) {
+	t := &Trace{Update: func(*Layer, int64, error) { panic("unexpected") }}
+	return WithTrace(ctx, t), t
+}
+
+func TestPushZero(t *testing.T) {
+	rc, _ := newClient(t, okHandler)
+	err := rc.Push(t.Context(), "empty", nil)
+	if !errors.Is(err, ErrManifestInvalid) {
+		t.Errorf("err = %v; want %v", err, ErrManifestInvalid)
+	}
+}
+
+func TestPushSingle(t *testing.T) {
+	rc, _ := newClient(t, okHandler)
+	err := rc.Push(t.Context(), "single", nil)
+	testutil.Check(t, err)
+}
+
+func TestPushMultiple(t *testing.T) {
+	rc, _ := newClient(t, okHandler)
+	err := rc.Push(t.Context(), "multiple", nil)
+	testutil.Check(t, err)
+}
+
+func TestPushNotFound(t *testing.T) {
+	rc, _ := newClient(t, func(w http.ResponseWriter, r *http.Request) {
+		t.Errorf("unexpected request: %v", r)
+	})
+	err := rc.Push(t.Context(), "notfound", nil)
+	if !errors.Is(err, fs.ErrNotExist) {
+		t.Errorf("err = %v; want %v", err, fs.ErrNotExist)
+	}
+}
+
+func TestPushNullLayer(t *testing.T) {
+	rc, _ := newClient(t, nil)
+	err := rc.Push(t.Context(), "null", nil)
+	if err == nil || !strings.Contains(err.Error(), "invalid manifest") {
+		t.Errorf("err = %v; want invalid manifest", err)
+	}
+}
+
+func TestPushSizeMismatch(t *testing.T) {
+	rc, _ := newClient(t, nil)
+	ctx, _ := withTraceUnexpected(t.Context())
+	got := rc.Push(ctx, "sizemismatch", nil)
+	if got == nil || !strings.Contains(got.Error(), "size mismatch") {
+		t.Errorf("err = %v; want size mismatch", got)
+	}
+}
+
+func TestPushInvalid(t *testing.T) {
+	rc, _ := newClient(t, nil)
+	err := rc.Push(t.Context(), "invalid", nil)
+	if err == nil || !strings.Contains(err.Error(), "invalid manifest") {
+		t.Errorf("err = %v; want invalid manifest", err)
+	}
+}
+
+func TestPushExistsAtRemote(t *testing.T) {
+	var pushed bool
+	rc, _ := newClient(t, func(w http.ResponseWriter, r *http.Request) {
+		if strings.Contains(r.URL.Path, "/uploads/") {
+			if !pushed {
+				// First push. Return an uploadURL.
+				pushed = true
+				w.Header().Set("Location", "http://blob.store/blobs/123")
+				return
+			}
+			w.WriteHeader(http.StatusAccepted)
+			return
+		}
+
+		io.Copy(io.Discard, r.Body)
+		w.WriteHeader(http.StatusOK)
+	})
+
+	rc.MaxStreams = 1 // prevent concurrent uploads
+
+	var errs []error
+	ctx := WithTrace(t.Context(), &Trace{
+		Update: func(_ *Layer, n int64, err error) {
+			// uploading one at a time so no need to lock
+			errs = append(errs, err)
+		},
+	})
+
+	check := testutil.Checker(t)
+
+	err := rc.Push(ctx, "single", nil)
+	check(err)
+
+	if !errors.Is(errors.Join(errs...), nil) {
+		t.Errorf("errs = %v; want %v", errs, []error{ErrCached})
+	}
+
+	err = rc.Push(ctx, "single", nil)
+	check(err)
+}
+
+func TestPushRemoteError(t *testing.T) {
+	rc, _ := newClient(t, func(w http.ResponseWriter, r *http.Request) {
+		if strings.Contains(r.URL.Path, "/blobs/") {
+			w.WriteHeader(500)
+			io.WriteString(w, `{"errors":[{"code":"blob_error"}]}`)
+			return
+		}
+	})
+	got := rc.Push(t.Context(), "single", nil)
+	checkErrCode(t, got, 500, "blob_error")
+}
+
+func TestPushLocationError(t *testing.T) {
+	rc, _ := newClient(t, func(w http.ResponseWriter, r *http.Request) {
+		w.Header().Set("Location", ":///x")
+		w.WriteHeader(http.StatusAccepted)
+	})
+	got := rc.Push(t.Context(), "single", nil)
+	wantContains := "invalid upload URL"
+	if got == nil || !strings.Contains(got.Error(), wantContains) {
+		t.Errorf("err = %v; want to contain %v", got, wantContains)
+	}
+}
+
+func TestPushUploadRoundtripError(t *testing.T) {
+	rc, _ := newClient(t, func(w http.ResponseWriter, r *http.Request) {
+		if r.Host == "blob.store" {
+			w.WriteHeader(499) // force RoundTrip error on upload
+			return
+		}
+		w.Header().Set("Location", "http://blob.store/blobs/123")
+	})
+	got := rc.Push(t.Context(), "single", nil)
+	if !errors.Is(got, errRoundTrip) {
+		t.Errorf("got = %v; want %v", got, errRoundTrip)
+	}
+}
+
+func TestPushUploadFileOpenError(t *testing.T) {
+	rc, c := newClient(t, okHandler)
+	ctx := WithTrace(t.Context(), &Trace{
+		Update: func(l *Layer, _ int64, err error) {
+			// Remove the file just before it is opened for upload,
+			// but after the initial Stat that happens before the
+			// upload starts
+			os.Remove(c.GetFile(l.Digest))
+		},
+	})
+	got := rc.Push(ctx, "single", nil)
+	if !errors.Is(got, fs.ErrNotExist) {
+		t.Errorf("got = %v; want fs.ErrNotExist", got)
+	}
+}
+
+func TestPushCommitRoundtripError(t *testing.T) {
+	rc, _ := newClient(t, func(w http.ResponseWriter, r *http.Request) {
+		if strings.Contains(r.URL.Path, "/blobs/") {
+			panic("unexpected")
+		}
+		w.WriteHeader(499) // force RoundTrip error
+	})
+	err := rc.Push(t.Context(), "zero", nil)
+	if !errors.Is(err, errRoundTrip) {
+		t.Errorf("err = %v; want %v", err, errRoundTrip)
+	}
+}
+
+func TestRegistryPullInvalidName(t *testing.T) {
+	rc, _ := newRegistryClient(t, nil)
+	err := rc.Pull(t.Context(), "://")
+	if !errors.Is(err, ErrNameInvalid) {
+		t.Errorf("err = %v; want %v", err, ErrNameInvalid)
+	}
+}
+
+func TestRegistryPullInvalidManifest(t *testing.T) {
+	cases := []string{
+		"",
+		"null",
+		"!!!",
+		`{"layers":[]}`,
+	}
+
+	for _, resp := range cases {
+		rc, _ := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+			io.WriteString(w, resp)
+		})
+		err := rc.Pull(t.Context(), "http://example.com/a/b")
+		if !errors.Is(err, ErrManifestInvalid) {
+			t.Errorf("err = %v; want invalid manifest", err)
+		}
+	}
+}
+
+func TestRegistryResolveByDigest(t *testing.T) {
+	check := testutil.Checker(t)
+
+	exists := blob.DigestFromBytes("exists")
+	rc, _ := newClient(t, func(w http.ResponseWriter, r *http.Request) {
+		if r.URL.Path != "/v2/alice/palace/blobs/"+exists.String() {
+			w.WriteHeader(499) // should not hit manifest endpoint
+		}
+		fmt.Fprintf(w, `{"layers":[{"digest":%q,"size":5}]}`, exists)
+	})
+
+	_, err := rc.Resolve(t.Context(), "alice/palace@"+exists.String())
+	check(err)
+}
+
+func TestInsecureSkipVerify(t *testing.T) {
+	exists := blob.DigestFromBytes("exists")
+
+	s := httptest.NewTLSServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		fmt.Fprintf(w, `{"layers":[{"digest":%q,"size":5}]}`, exists)
+	}))
+	defer s.Close()
+
+	const name = "library/insecure"
+
+	var rc Registry
+	url := fmt.Sprintf("https://%s/%s", s.Listener.Addr(), name)
+	_, err := rc.Resolve(t.Context(), url)
+	if err == nil || !strings.Contains(err.Error(), "failed to verify") {
+		t.Errorf("err = %v; want cert verification failure", err)
+	}
+
+	url = fmt.Sprintf("https+insecure://%s/%s", s.Listener.Addr(), name)
+	_, err = rc.Resolve(t.Context(), url)
+	testutil.Check(t, err)
+}
+
+func TestErrorUnmarshal(t *testing.T) {
+	cases := []struct {
+		name    string
+		data    string
+		want    *Error
+		wantErr bool
+	}{
+		{
+			name:    "errors empty",
+			data:    `{"errors":[]}`,
+			wantErr: true,
+		},
+		{
+			name:    "errors empty",
+			data:    `{"errors":[]}`,
+			wantErr: true,
+		},
+		{
+			name: "errors single",
+			data: `{"errors":[{"code":"blob_unknown"}]}`,
+			want: &Error{Code: "blob_unknown", Message: ""},
+		},
+		{
+			name: "errors multiple",
+			data: `{"errors":[{"code":"blob_unknown"},{"code":"blob_error"}]}`,
+			want: &Error{Code: "blob_unknown", Message: ""},
+		},
+		{
+			name:    "error empty",
+			data:    `{"error":""}`,
+			wantErr: true,
+		},
+		{
+			name:    "error very empty",
+			data:    `{}`,
+			wantErr: true,
+		},
+		{
+			name: "error message",
+			data: `{"error":"message", "code":"code"}`,
+			want: &Error{Code: "code", Message: "message"},
+		},
+		{
+			name:    "invalid value",
+			data:    `{"error": 1}`,
+			wantErr: true,
+		},
+	}
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			var got Error
+			err := json.Unmarshal([]byte(tt.data), &got)
+			if err != nil {
+				if tt.wantErr {
+					return
+				}
+				t.Errorf("Unmarshal() error = %v", err)
+				// fallthrough and check got
+			}
+			if tt.want == nil {
+				tt.want = &Error{}
+			}
+			if !reflect.DeepEqual(got, *tt.want) {
+				t.Errorf("got = %v; want %v", got, *tt.want)
+			}
+		})
+	}
+}
+
+// TestParseNameErrors tests that parseName returns errors messages with enough
+// detail for users to debug naming issues they may encounter. Previous to this
+// test, the error messages were not very helpful and each problem was reported
+// as the same message.
+//
+// It is only for testing error messages, not that all invalids and valids are
+// covered. Those are in other tests for names.Name and blob.Digest.
+func TestParseNameExtendedErrors(t *testing.T) {
+	cases := []struct {
+		name string
+		err  error
+		want string
+	}{}
+
+	var r Registry
+	for _, tt := range cases {
+		_, _, _, err := r.parseNameExtended(tt.name)
+		if !errors.Is(err, tt.err) {
+			t.Errorf("[%s]: err = %v; want %v", tt.name, err, tt.err)
+		}
+		if err != nil && !strings.Contains(err.Error(), tt.want) {
+			t.Errorf("[%s]: err =\n\t%v\nwant\n\t%v", tt.name, err, tt.want)
+		}
+	}
+}
+
+func TestParseNameExtended(t *testing.T) {
+	cases := []struct {
+		in     string
+		scheme string
+		name   string
+		digest string
+		err    string
+	}{
+		{in: "http://m", scheme: "http", name: "m"},
+		{in: "https+insecure://m", scheme: "https+insecure", name: "m"},
+		{in: "http+insecure://m", err: "unsupported scheme"},
+
+		{in: "http://m@sha256:1111111111111111111111111111111111111111111111111111111111111111", scheme: "http", name: "m", digest: "sha256:1111111111111111111111111111111111111111111111111111111111111111"},
+
+		{in: "", err: "invalid or missing name"},
+		{in: "m", scheme: "https", name: "m"},
+		{in: "://", err: "invalid or missing name"},
+		{in: "@sha256:deadbeef", err: "invalid digest"},
+		{in: "@sha256:deadbeef@sha256:deadbeef", err: "invalid digest"},
+	}
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			var r Registry
+			scheme, n, digest, err := r.parseNameExtended(tt.in)
+			if err != nil {
+				if tt.err == "" {
+					t.Errorf("err = %v; want nil", err)
+				} else if !strings.Contains(err.Error(), tt.err) {
+					t.Errorf("err = %v; want %q", err, tt.err)
+				}
+			} else if tt.err != "" {
+				t.Errorf("err = nil; want %q", tt.err)
+			}
+			if err == nil && !n.IsFullyQualified() {
+				t.Errorf("name = %q; want fully qualified", n)
+			}
+
+			if scheme != tt.scheme {
+				t.Errorf("scheme = %q; want %q", scheme, tt.scheme)
+			}
+
+			// smoke-test name is superset of tt.name
+			if !strings.Contains(n.String(), tt.name) {
+				t.Errorf("name = %q; want %q", n, tt.name)
+			}
+
+			tt.digest = cmp.Or(tt.digest, (&blob.Digest{}).String())
+			if digest.String() != tt.digest {
+				t.Errorf("digest = %q; want %q", digest, tt.digest)
+			}
+		})
+	}
+}
+
+func TestUnlink(t *testing.T) {
+	t.Run("found by name", func(t *testing.T) {
+		check := testutil.Checker(t)
+
+		rc, _ := newRegistryClient(t, nil)
+		// make a blob and link it
+		d := blob.DigestFromBytes("{}")
+		err := blob.PutBytes(rc.Cache, d, "{}")
+		check(err)
+		err = rc.Cache.Link("registry.ollama.ai/library/single:latest", d)
+		check(err)
+
+		// confirm linked
+		_, err = rc.ResolveLocal("single")
+		check(err)
+
+		// unlink
+		_, err = rc.Unlink("single")
+		check(err)
+
+		// confirm unlinked
+		_, err = rc.ResolveLocal("single")
+		if !errors.Is(err, fs.ErrNotExist) {
+			t.Errorf("err = %v; want fs.ErrNotExist", err)
+		}
+	})
+	t.Run("not found by name", func(t *testing.T) {
+		rc, _ := newRegistryClient(t, nil)
+		ok, err := rc.Unlink("manifestNotFound")
+		if err != nil {
+			t.Fatal(err)
+		}
+		if ok {
+			t.Error("expected not found")
+		}
+	})
+}
+
+// Many tests from here out, in this file are based on a single blob, "abc",
+// with the checksum of its sha256 hash. The checksum is:
+//
+//	"abc" -> sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad
+//
+// Using the literal value instead of a constant with fmt.Xprintf calls proved
+// to be the most readable and maintainable approach. The sum is consistently
+// used in the tests and unique so searches do not yield false positives.
+
+func checkRequest(t *testing.T, req *http.Request, method, path string) {
+	t.Helper()
+	if got := req.URL.Path; got != path {
+		t.Errorf("URL = %q, want %q", got, path)
+	}
+	if req.Method != method {
+		t.Errorf("Method = %q, want %q", req.Method, method)
+	}
+}
+
+func newRegistryClient(t *testing.T, upstream http.HandlerFunc) (*Registry, context.Context) {
+	s := httptest.NewServer(upstream)
+	t.Cleanup(s.Close)
+	cache, err := blob.Open(t.TempDir())
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	ctx := WithTrace(t.Context(), &Trace{
+		Update: func(l *Layer, n int64, err error) {
+			t.Log("trace:", l.Digest.Short(), n, err)
+		},
+	})
+
+	rc := &Registry{
+		Cache: cache,
+		HTTPClient: &http.Client{Transport: &http.Transport{
+			Dial: func(network, addr string) (net.Conn, error) {
+				return net.Dial(network, s.Listener.Addr().String())
+			},
+		}},
+	}
+	return rc, ctx
+}
+
+func TestPullChunked(t *testing.T) {
+	var steps atomic.Int64
+	c, ctx := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+		switch steps.Add(1) {
+		case 1:
+			checkRequest(t, r, "GET", "/v2/library/abc/manifests/latest")
+			io.WriteString(w, `{"layers":[{"size":3,"digest":"sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad"}]}`)
+		case 2:
+			checkRequest(t, r, "GET", "/v2/library/abc/chunksums/sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad")
+			w.Header().Set("Content-Location", "http://blob.store/v2/library/abc/blobs/sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad")
+			fmt.Fprintf(w, "%s 0-1\n", blob.DigestFromBytes("ab"))
+			fmt.Fprintf(w, "%s 2-2\n", blob.DigestFromBytes("c"))
+		case 3, 4:
+			checkRequest(t, r, "GET", "/v2/library/abc/blobs/sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad")
+			switch rng := r.Header.Get("Range"); rng {
+			case "bytes=0-1":
+				io.WriteString(w, "ab")
+			case "bytes=2-2":
+				t.Logf("writing c")
+				io.WriteString(w, "c")
+			default:
+				t.Errorf("unexpected range %q", rng)
+			}
+		default:
+			t.Errorf("unexpected steps %d: %v", steps.Load(), r)
+			http.Error(w, "unexpected steps", http.StatusInternalServerError)
+		}
+	})
+
+	c.ChunkingThreshold = 1 // force chunking
+
+	err := c.Pull(ctx, "http://o.com/library/abc")
+	testutil.Check(t, err)
+
+	_, err = c.Cache.Resolve("o.com/library/abc:latest")
+	testutil.Check(t, err)
+
+	if g := steps.Load(); g != 4 {
+		t.Fatalf("got %d steps, want 4", g)
+	}
+}
+
+func TestPullCached(t *testing.T) {
+	c, ctx := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+		checkRequest(t, r, "GET", "/v2/library/abc/manifests/latest")
+		io.WriteString(w, `{"layers":[{"size":3,"digest":"sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad"}]}`)
+	})
+
+	check := testutil.Checker(t)
+
+	// Premeptively cache the blob
+	d, err := blob.ParseDigest("sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad")
+	check(err)
+	err = blob.PutBytes(c.Cache, d, []byte("abc"))
+	check(err)
+
+	// Pull only the manifest, which should be enough to resolve the cached blob
+	err = c.Pull(ctx, "http://o.com/library/abc")
+	check(err)
+}
+
+func TestPullManifestError(t *testing.T) {
+	c, ctx := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+		checkRequest(t, r, "GET", "/v2/library/abc/manifests/latest")
+		w.WriteHeader(http.StatusNotFound)
+		io.WriteString(w, `{"errors":[{"code":"MANIFEST_UNKNOWN"}]}`)
+	})
+
+	err := c.Pull(ctx, "http://o.com/library/abc")
+	if err == nil {
+		t.Fatalf("expected error")
+	}
+	var got *Error
+	if !errors.Is(err, ErrModelNotFound) {
+		t.Fatalf("err = %v, want %v", got, ErrModelNotFound)
+	}
+}
+
+func TestPullLayerError(t *testing.T) {
+	c, ctx := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+		checkRequest(t, r, "GET", "/v2/library/abc/manifests/latest")
+		io.WriteString(w, `!`)
+	})
+
+	err := c.Pull(ctx, "http://o.com/library/abc")
+	if err == nil {
+		t.Fatalf("expected error")
+	}
+	var want *json.SyntaxError
+	if !errors.As(err, &want) {
+		t.Fatalf("err = %T, want %T", err, want)
+	}
+}
+
+func TestPullLayerChecksumError(t *testing.T) {
+	var step atomic.Int64
+	c, _ := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+		switch step.Add(1) {
+		case 1:
+			checkRequest(t, r, "GET", "/v2/library/abc/manifests/latest")
+			io.WriteString(w, `{"layers":[{"size":3,"digest":"sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad"}]}`)
+		case 2:
+			checkRequest(t, r, "GET", "/v2/library/abc/chunksums/sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad")
+			w.Header().Set("Content-Location", "http://blob.store/v2/library/abc/blobs/sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad")
+			fmt.Fprintf(w, "%s 0-1\n", blob.DigestFromBytes("ab"))
+			fmt.Fprintf(w, "%s 2-2\n", blob.DigestFromBytes("c"))
+		case 3:
+			w.WriteHeader(http.StatusNotFound)
+			io.WriteString(w, `{"errors":[{"code":"BLOB_UNKNOWN"}]}`)
+		case 4:
+			io.WriteString(w, "c")
+		default:
+			t.Errorf("unexpected steps %d: %v", step.Load(), r)
+			http.Error(w, "unexpected steps", http.StatusInternalServerError)
+		}
+	})
+
+	c.MaxStreams = 1
+	c.ChunkingThreshold = 1 // force chunking
+
+	var written atomic.Int64
+	ctx := WithTrace(t.Context(), &Trace{
+		Update: func(l *Layer, n int64, err error) {
+			t.Log("trace:", l.Digest.Short(), n, err)
+			written.Add(n)
+		},
+	})
+
+	err := c.Pull(ctx, "http://o.com/library/abc")
+	var got *Error
+	if !errors.As(err, &got) || got.Code != "BLOB_UNKNOWN" {
+		t.Fatalf("err = %v, want %v", err, got)
+	}
+
+	if g := written.Load(); g != 1 {
+		t.Fatalf("wrote %d bytes, want 1", g)
+	}
+}
+
+func TestPullChunksumStreamError(t *testing.T) {
+	var step atomic.Int64
+	c, ctx := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+		switch step.Add(1) {
+		case 1:
+			checkRequest(t, r, "GET", "/v2/library/abc/manifests/latest")
+			io.WriteString(w, `{"layers":[{"size":3,"digest":"sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad"}]}`)
+		case 2:
+			w.Header().Set("Content-Location", "http://blob.store/v2/library/abc/blobs/sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad")
+
+			// Write one valid chunksum and one invalid chunksum
+			fmt.Fprintf(w, "%s 0-1\n", blob.DigestFromBytes("ab")) // valid
+			fmt.Fprint(w, "sha256:!")                              // invalid
+		case 3:
+			io.WriteString(w, "ab")
+		default:
+			t.Errorf("unexpected steps %d: %v", step.Load(), r)
+			http.Error(w, "unexpected steps", http.StatusInternalServerError)
+		}
+	})
+
+	c.ChunkingThreshold = 1 // force chunking
+
+	got := c.Pull(ctx, "http://o.com/library/abc")
+	if !errors.Is(got, ErrIncomplete) {
+		t.Fatalf("err = %v, want %v", got, ErrIncomplete)
+	}
+}
+
+type flushAfterWriter struct {
+	w io.Writer
+}
+
+func (f *flushAfterWriter) Write(p []byte) (n int, err error) {
+	n, err = f.w.Write(p)
+	f.w.(http.Flusher).Flush() // panic if not a flusher
+	return
+}
+
+func TestPullChunksumStreaming(t *testing.T) {
+	csr, csw := io.Pipe()
+	defer csw.Close()
+
+	var step atomic.Int64
+	c, _ := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+		switch step.Add(1) {
+		case 1:
+			checkRequest(t, r, "GET", "/v2/library/abc/manifests/latest")
+			io.WriteString(w, `{"layers":[{"size":3,"digest":"sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad"}]}`)
+		case 2:
+			w.Header().Set("Content-Location", "http://blob.store/v2/library/abc/blobs/sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad")
+			fw := &flushAfterWriter{w} // ensure client gets data as it arrives by aggressively flushing
+			_, err := io.Copy(fw, csr)
+			if err != nil {
+				t.Errorf("copy: %v", err)
+			}
+		case 3:
+			io.WriteString(w, "ab")
+		case 4:
+			io.WriteString(w, "c")
+		default:
+			t.Errorf("unexpected steps %d: %v", step.Load(), r)
+			http.Error(w, "unexpected steps", http.StatusInternalServerError)
+		}
+	})
+
+	c.ChunkingThreshold = 1 // force chunking
+
+	update := make(chan int64, 1)
+	ctx := WithTrace(t.Context(), &Trace{
+		Update: func(l *Layer, n int64, err error) {
+			t.Log("trace:", l.Digest.Short(), n, err)
+			if n > 0 {
+				update <- n
+			}
+		},
+	})
+
+	errc := make(chan error, 1)
+	go func() {
+		errc <- c.Pull(ctx, "http://o.com/library/abc")
+	}()
+
+	// Send first chunksum and ensure it kicks off work immediately
+	fmt.Fprintf(csw, "%s 0-1\n", blob.DigestFromBytes("ab"))
+	if g := <-update; g != 2 {
+		t.Fatalf("got %d, want 2", g)
+	}
+
+	// now send the second chunksum and ensure it kicks off work immediately
+	fmt.Fprintf(csw, "%s 2-2\n", blob.DigestFromBytes("c"))
+	if g := <-update; g != 3 {
+		t.Fatalf("got %d, want 3", g)
+	}
+	csw.Close()
+	testutil.Check(t, <-errc)
+}
+
+func TestPullChunksumsCached(t *testing.T) {
+	var step atomic.Int64
+	c, _ := newRegistryClient(t, func(w http.ResponseWriter, r *http.Request) {
+		switch step.Add(1) {
+		case 1:
+			checkRequest(t, r, "GET", "/v2/library/abc/manifests/latest")
+			io.WriteString(w, `{"layers":[{"size":3,"digest":"sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad"}]}`)
+		case 2:
+			w.Header().Set("Content-Location", "http://blob.store/v2/library/abc/blobs/sha256:ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad")
+			fmt.Fprintf(w, "%s 0-1\n", blob.DigestFromBytes("ab"))
+			fmt.Fprintf(w, "%s 2-2\n", blob.DigestFromBytes("c"))
+		case 3, 4:
+			switch rng := r.Header.Get("Range"); rng {
+			case "bytes=0-1":
+				io.WriteString(w, "ab")
+			case "bytes=2-2":
+				io.WriteString(w, "c")
+			default:
+				t.Errorf("unexpected range %q", rng)
+			}
+		default:
+			t.Errorf("unexpected steps %d: %v", step.Load(), r)
+			http.Error(w, "unexpected steps", http.StatusInternalServerError)
+		}
+	})
+
+	c.MaxStreams = 1        // force serial processing of chunksums
+	c.ChunkingThreshold = 1 // force chunking
+
+	ctx, cancel := context.WithCancel(t.Context())
+	defer cancel()
+
+	// Cancel the pull after the first chunksum is processed, but before
+	// the second chunksum is processed (which is waiting because
+	// MaxStreams=1). This should cause the second chunksum to error out
+	// leaving the blob incomplete.
+	ctx = WithTrace(ctx, &Trace{
+		Update: func(l *Layer, n int64, err error) {
+			if n > 0 {
+				cancel()
+			}
+		},
+	})
+	err := c.Pull(ctx, "http://o.com/library/abc")
+	if !errors.Is(err, context.Canceled) {
+		t.Fatalf("err = %v, want %v", err, context.Canceled)
+	}
+
+	_, err = c.Cache.Resolve("o.com/library/abc:latest")
+	if !errors.Is(err, fs.ErrNotExist) {
+		t.Fatalf("err = %v, want nil", err)
+	}
+
+	// Reset state and pull again to ensure the blob chunks that should
+	// have been cached are, and the remaining chunk was downloaded, making
+	// the blob complete.
+	step.Store(0)
+	var written atomic.Int64
+	var cached atomic.Int64
+	ctx = WithTrace(t.Context(), &Trace{
+		Update: func(l *Layer, n int64, err error) {
+			t.Log("trace:", l.Digest.Short(), n, err)
+			if errors.Is(err, ErrCached) {
+				cached.Add(n)
+			}
+			written.Add(n)
+		},
+	})
+
+	check := testutil.Checker(t)
+
+	err = c.Pull(ctx, "http://o.com/library/abc")
+	check(err)
+
+	_, err = c.Cache.Resolve("o.com/library/abc:latest")
+	check(err)
+
+	if g := written.Load(); g != 5 {
+		t.Fatalf("wrote %d bytes, want 3", g)
+	}
+	if g := cached.Load(); g != 2 { // "ab" should have been cached
+		t.Fatalf("cached %d bytes, want 5", g)
+	}
+}
diff --git a/server/internal/client/ollama/trace.go b/server/internal/client/ollama/trace.go
new file mode 100644
index 0000000..a7cac0d
--- /dev/null
+++ b/server/internal/client/ollama/trace.go
@@ -0,0 +1,72 @@
+package ollama
+
+import (
+	"context"
+)
+
+// Trace is a set of functions that are called to report progress during blob
+// downloads and uploads.
+//
+// Use [WithTrace] to attach a Trace to a context for use with [Registry.Push]
+// and [Registry.Pull].
+type Trace struct {
+	// Update is called during [Registry.Push] and [Registry.Pull] to
+	// report the progress of blob uploads and downloads.
+	//
+	// The n argument is the number of bytes transferred so far, and err is
+	// any error that has occurred. If n == 0, and err is nil, the download
+	// or upload has just started. If err is [ErrCached], the download or
+	// upload has been skipped because the blob is already present in the
+	// local cache or remote registry, respectively. Otherwise, if err is
+	// non-nil, the download or upload has failed. When l.Size == n, and
+	// err is nil, the download or upload has completed.
+	//
+	// A function assigned must be safe for concurrent use. The function is
+	// called synchronously and so should not block or take long to run.
+	Update func(_ *Layer, n int64, _ error)
+}
+
+func (t *Trace) update(l *Layer, n int64, err error) {
+	if t.Update != nil {
+		t.Update(l, n, err)
+	}
+}
+
+type traceKey struct{}
+
+// WithTrace adds a trace to the context for transfer progress reporting.
+func WithTrace(ctx context.Context, t *Trace) context.Context {
+	old := traceFromContext(ctx)
+	if old == t {
+		// No change, return the original context. This also prevents
+		// infinite recursion below, if the caller passes the same
+		// Trace.
+		return ctx
+	}
+
+	// Create a new Trace that wraps the old one, if any. If we used the
+	// same pointer t, we end up with a recursive structure.
+	composed := &Trace{
+		Update: func(l *Layer, n int64, err error) {
+			if old != nil {
+				old.update(l, n, err)
+			}
+			t.update(l, n, err)
+		},
+	}
+	return context.WithValue(ctx, traceKey{}, composed)
+}
+
+var emptyTrace = &Trace{}
+
+// traceFromContext returns the Trace associated with ctx, or an empty Trace if
+// none is found.
+//
+// It never returns nil.
+func traceFromContext(ctx context.Context) *Trace {
+	t, _ := ctx.Value(traceKey{}).(*Trace)
+	if t == nil {
+		return emptyTrace
+	}
+	return t
+}
diff --git a/server/internal/internal/backoff/backoff.go b/server/internal/internal/backoff/backoff.go
new file mode 100644
index 0000000..1f0634f
--- /dev/null
+++ b/server/internal/internal/backoff/backoff.go
@@ -0,0 +1,48 @@
+package backoff
+
+import (
+	"context"
+	"iter"
+	"math/rand/v2"
+	"time"
+)
+
+func Loop(ctx context.Context, maxBackoff time.Duration) iter.Seq2[int, error] {
+	var n int
+	return func(yield func(int, error) bool) {
+		var t *time.Timer
+		for {
+			if ctx.Err() != nil {
+				yield(n, ctx.Err())
+				return
+			}
+
+			if !yield(n, nil) {
+				return
+			}
+
+			n++
+
+			// n^2 backoff timer is a little smoother than the
+			// common choice of 2^n.
+			d := time.Duration(n*n) * 10 * time.Millisecond
+			if d > maxBackoff {
+				d = maxBackoff
+			}
+			// Randomize the delay between 0.5-1.5 x msec, in order
+			// to prevent accidental "thundering herd" problems.
+			d = time.Duration(float64(d) * (rand.Float64() + 0.5))
+
+			if t == nil {
+				t = time.NewTimer(d)
+			} else {
+				t.Reset(d)
+			}
+			select {
+			case <-ctx.Done():
+				t.Stop()
+			case <-t.C:
+			}
+		}
+	}
+}
diff --git a/server/internal/internal/backoff/backoff_synctest_test.go b/server/internal/internal/backoff/backoff_synctest_test.go
new file mode 100644
index 0000000..cf17ce8
--- /dev/null
+++ b/server/internal/internal/backoff/backoff_synctest_test.go
@@ -0,0 +1,40 @@
+//go:build goexperiment.synctest
+
+package backoff
+
+import (
+	"context"
+	"errors"
+	"testing"
+	"testing/synctest"
+	"time"
+)
+
+func TestLoop(t *testing.T) {
+	synctest.Run(func() {
+		last := -1
+
+		ctx, cancel := context.WithCancel(t.Context())
+		defer cancel()
+
+		for n, err := range Loop(ctx, 100*time.Millisecond) {
+			if !errors.Is(err, ctx.Err()) {
+				t.Errorf("err = %v, want nil", err)
+			}
+			if err != nil {
+				break
+			}
+			if n != last+1 {
+				t.Errorf("n = %d, want %d", n, last+1)
+			}
+			last = n
+			if n > 5 {
+				cancel()
+			}
+		}
+
+		if last != 6 {
+			t.Errorf("last = %d, want 6", last)
+		}
+	})
+}
diff --git a/server/internal/internal/backoff/backoff_test.go b/server/internal/internal/backoff/backoff_test.go
new file mode 100644
index 0000000..f474118
--- /dev/null
+++ b/server/internal/internal/backoff/backoff_test.go
@@ -0,0 +1,39 @@
+//go:build goexperiment.synctest
+
+package backoff
+
+import (
+	"testing"
+	"testing/synctest"
+	"time"
+)
+
+func TestLoopAllocs(t *testing.T) {
+	for i := range 3 {
+		got := testing.AllocsPerRun(1000, func() {
+			for tick := range Loop(t.Context(), 1) {
+				if tick >= i {
+					break
+				}
+			}
+		})
+		want := float64(0)
+		if i > 0 {
+			want = 3 // due to time.NewTimer
+		}
+		if got > want {
+			t.Errorf("[%d ticks]: allocs = %v, want 0", i, want)
+		}
+	}
+}
+
+func BenchmarkLoop(b *testing.B) {
+	ctx := b.Context()
+	synctest.Run(func() {
+		for n := range Loop(ctx, 100*time.Millisecond) {
+			if n == b.N {
+				break
+			}
+		}
+	})
+}
diff --git a/server/internal/internal/names/name.go b/server/internal/internal/names/name.go
new file mode 100644
index 0000000..f0a1185
--- /dev/null
+++ b/server/internal/internal/names/name.go
@@ -0,0 +1,228 @@
+package names
+
+import (
+	"cmp"
+	"fmt"
+	"strings"
+
+	"github.com/ollama/ollama/server/internal/internal/stringsx"
+)
+
+const MaxNameLength = 350 + 1 + 80 + 1 + 80 + 1 + 80 // <host>/<namespace>/<model>:<tag>
+
+type Name struct {
+	// Make incomparable to enfoce use of Compare / Equal for
+	// case-insensitive comparisons.
+	_ [0]func()
+
+	h string
+	n string
+	m string
+	t string
+}
+
+// Parse parses and assembles a Name from a name string. The
+// format of a valid name string is:
+//
+//	  s:
+//		  { host } "/" { namespace } "/" { model } ":" { tag }
+//		  { host } "/" { namespace } "/" { model }
+//		  { namespace } "/" { model } ":" { tag }
+//		  { namespace } "/" { model }
+//		  { model } ":" { tag }
+//		  { model }
+//	  host:
+//	      pattern: { alphanum | "_" } { alphanum | "_" | "-" | "." | ":" }*
+//	      length:  [1, 350]
+//	  namespace:
+//	      pattern: { alphanum | "_" } { alphanum | "-" | "_" }*
+//	      length:  [1, 80]
+//	  model:
+//	      pattern: { alphanum | "_" } { alphanum | "-" | "_" | "." }*
+//	      length:  [1, 80]
+//	  tag:
+//	      pattern: { alphanum | "_" } { alphanum | "-" | "_" | "." }*
+//	      length:  [1, 80]
+//
+// The name returned is not guaranteed to be valid. If it is not valid, the
+// field values are left in an undefined state. Use [Name.IsValid] to check
+// if the name is valid.
+func Parse(s string) Name {
+	if len(s) > MaxNameLength {
+		return Name{}
+	}
+
+	var n Name
+	var tail string
+	var c byte
+	for {
+		s, tail, c = cutLastAny(s, "/:")
+		switch c {
+		case ':':
+			n.t = tail
+			continue // look for model
+		case '/':
+			n.h, n.n, _ = cutLastAny(s, "/")
+			n.m = tail
+			return n
+		case 0:
+			n.m = tail
+			return n
+		}
+	}
+}
+
+// Split splits an extended name string into its scheme, name, and digest
+// parts.
+//
+// Examples:
+//
+//	http://ollama.com/bmizerany/smol:latest@digest
+//	https://ollama.com/bmizerany/smol:latest
+//	ollama.com/bmizerany/smol:latest@digest // returns "https" scheme.
+//	model@digest
+//	@digest
+func Split(s string) (scheme, name, digest string) {
+	i := strings.Index(s, "://")
+	if i >= 0 {
+		scheme = s[:i]
+		s = s[i+3:]
+	}
+	i = strings.LastIndex(s, "@")
+	if i >= 0 {
+		digest = s[i+1:]
+		s = s[:i]
+	}
+	return scheme, s, digest
+}
+
+// Merge merges two names into a single name. Non-empty host, namespace, and
+// tag parts of a take precedence over fields in b. The model field is left as
+// is.
+//
+// The returned name is not guaranteed to be valid. Use [Name.IsValid] to check
+// if the name is valid.
+func Merge(a, b Name) Name {
+	a.h = cmp.Or(a.h, b.h)
+	a.n = cmp.Or(a.n, b.n)
+	a.t = cmp.Or(a.t, b.t)
+	return a
+}
+
+// IsValid returns true if the name is valid.
+func (n Name) IsValid() bool {
+	if n.h != "" && !isValidPart(partHost, n.h) {
+		return false
+	}
+	if n.n != "" && !isValidPart(partNamespace, n.n) {
+		return false
+	}
+	if n.t != "" && !isValidPart(partTag, n.t) {
+		return false
+	}
+
+	// at bare minimum, model must be present and valid
+	return n.m != "" && isValidPart(partModel, n.m)
+}
+
+func (n Name) IsFullyQualified() bool {
+	return n.IsValid() && n.h != "" && n.n != "" && n.m != "" && n.t != ""
+}
+
+const (
+	partHost = iota
+	partNamespace
+	partModel
+	partTag
+)
+
+func isValidPart(kind int, s string) bool {
+	maxlen := 80
+	if kind == partHost {
+		maxlen = 350
+	}
+	if len(s) > maxlen {
+		return false
+	}
+
+	for i := range s {
+		if i == 0 {
+			if !isAlphanumericOrUnderscore(s[i]) {
+				return false
+			}
+			continue
+		}
+		switch s[i] {
+		case '_', '-':
+		case '.':
+			if kind == partNamespace {
+				return false
+			}
+		case ':':
+			if kind != partHost {
+				return false
+			}
+		default:
+			if !isAlphanumericOrUnderscore(s[i]) {
+				return false
+			}
+		}
+	}
+	return true
+}
+
+func isAlphanumericOrUnderscore(c byte) bool {
+	return c >= 'A' && c <= 'Z' || c >= 'a' && c <= 'z' || c >= '0' && c <= '9' || c == '_'
+}
+
+func (n Name) Host() string      { return n.h }
+func (n Name) Namespace() string { return n.n }
+func (n Name) Model() string     { return n.m }
+func (n Name) Tag() string       { return n.t }
+
+// Compare compares n and o case-insensitively. It returns 0 if n and o are
+// equal, -1 if n sorts before o, and 1 if n sorts after o.
+func (n Name) Compare(o Name) int {
+	return cmp.Or(
+		stringsx.CompareFold(n.h, o.h),
+		stringsx.CompareFold(n.n, o.n),
+		stringsx.CompareFold(n.m, o.m),
+		stringsx.CompareFold(n.t, o.t),
+	)
+}
+
+// String returns the fully qualified name in the format
+// <namespace>/<model>:<tag>.
+func (n Name) String() string {
+	var b strings.Builder
+	if n.h != "" {
+		b.WriteString(n.h)
+		b.WriteByte('/')
+	}
+	if n.n != "" {
+		b.WriteString(n.n)
+		b.WriteByte('/')
+	}
+	b.WriteString(n.m)
+	if n.t != "" {
+		b.WriteByte(':')
+		b.WriteString(n.t)
+	}
+	return b.String()
+}
+
+func (n Name) GoString() string {
+	return fmt.Sprintf("<Name %q %q %q %q>", n.h, n.n, n.m, n.t)
+}
+
+// cutLastAny is like strings.Cut but scans in reverse for the last character
+// in chars. If no character is found, before is the empty string and after is
+// s. The returned sep is the byte value of the character in chars if one was
+// found; otherwise it is 0.
+func cutLastAny(s, chars string) (before, after string, sep byte) {
+	i := strings.LastIndexAny(s, chars)
+	if i >= 0 {
+		return s[:i], s[i+1:], s[i]
+	}
+	return "", s, 0
+}
diff --git a/server/internal/internal/names/name_test.go b/server/internal/internal/names/name_test.go
new file mode 100644
index 0000000..e3dc5fe
--- /dev/null
+++ b/server/internal/internal/names/name_test.go
@@ -0,0 +1,220 @@
+package names
+
+import (
+	"strings"
+	"testing"
+)
+
+func TestParseName(t *testing.T) {
+	cases := []struct {
+		in   string
+		want Name
+	}{
+		{"", Name{}},
+		{"m:t", Name{m: "m", t: "t"}},
+		{"m", Name{m: "m"}},
+		{"/m", Name{m: "m"}},
+		{"/n/m:t", Name{n: "n", m: "m", t: "t"}},
+		{"n/m", Name{n: "n", m: "m"}},
+		{"n/m:t", Name{n: "n", m: "m", t: "t"}},
+		{"n/m", Name{n: "n", m: "m"}},
+		{"n/m", Name{n: "n", m: "m"}},
+		{strings.Repeat("m", MaxNameLength+1), Name{}},
+		{"h/n/m:t", Name{h: "h", n: "n", m: "m", t: "t"}},
+		{"ollama.com/library/_:latest", Name{h: "ollama.com", n: "library", m: "_", t: "latest"}},
+
+		// Invalids
+		// TODO: {"n:t/m:t", Name{}},
+		// TODO: {"/h/n/m:t", Name{}},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			got := Parse(tt.in)
+			if got.Compare(tt.want) != 0 {
+				t.Errorf("parseName(%q) = %#v, want %q", tt.in, got, tt.want)
+			}
+		})
+	}
+}
+
+func TestString(t *testing.T) {
+	cases := []string{
+		"",
+		"m:t",
+		"m:t",
+		"m",
+		"n/m",
+		"n/m:t",
+		"n/m",
+		"n/m",
+		"h/n/m:t",
+		"ollama.com/library/_:latest",
+
+		// Special cased to "round trip" without the leading slash.
+		"/m",
+		"/n/m:t",
+	}
+	for _, s := range cases {
+		t.Run(s, func(t *testing.T) {
+			s = strings.TrimPrefix(s, "/")
+			if g := Parse(s).String(); g != s {
+				t.Errorf("parse(%q).String() = %q", s, g)
+			}
+		})
+	}
+}
+
+func TestParseExtended(t *testing.T) {
+	cases := []struct {
+		in string
+
+		wantScheme string
+		wantName   Name
+		wantDigest string
+	}{
+		{"", "", Name{}, ""},
+		{"m", "", Name{m: "m"}, ""},
+		{"http://m", "http", Name{m: "m"}, ""},
+		{"http+insecure://m", "http+insecure", Name{m: "m"}, ""},
+		{"http://m@sha256:deadbeef", "http", Name{m: "m"}, "sha256:deadbeef"},
+	}
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			scheme, name, digest := Split(tt.in)
+			n := Parse(name)
+			if scheme != tt.wantScheme || n.Compare(tt.wantName) != 0 || digest != tt.wantDigest {
+				t.Errorf("ParseExtended(%q) = %q, %#v, %q, want %q, %#v, %q", tt.in, scheme, name, digest, tt.wantScheme, tt.wantName, tt.wantDigest)
+			}
+		})
+	}
+}
+
+func TestMerge(t *testing.T) {
+	cases := []struct {
+		a, b string
+		want string
+	}{
+		{"", "", ""},
+		{"m", "", "m"},
+		{"", "m", ""},
+		{"x", "y", "x"},
+		{"o.com/n/m:t", "o.com/n/m:t", "o.com/n/m:t"},
+		{"o.com/n/m:t", "o.com/n/_:t", "o.com/n/m:t"},
+
+		{"bmizerany/smol", "ollama.com/library/_:latest", "ollama.com/bmizerany/smol:latest"},
+		{"localhost:8080/bmizerany/smol", "ollama.com/library/_:latest", "localhost:8080/bmizerany/smol:latest"},
+	}
+	for _, tt := range cases {
+		t.Run("", func(t *testing.T) {
+			a, b := Parse(tt.a), Parse(tt.b)
+			got := Merge(a, b)
+			if got.Compare(Parse(tt.want)) != 0 {
+				t.Errorf("merge(%q, %q) = %#v, want %q", tt.a, tt.b, got, tt.want)
+			}
+		})
+	}
+}
+
+func TestParseStringRoundTrip(t *testing.T) {
+	cases := []string{
+		"",
+		"m",
+		"m:t",
+		"n/m",
+		"n/m:t",
+		"n/m:t",
+		"n/m",
+		"n/m",
+		"h/n/m:t",
+		"ollama.com/library/_:latest",
+	}
+	for _, s := range cases {
+		t.Run(s, func(t *testing.T) {
+			if got := Parse(s).String(); got != s {
+				t.Errorf("parse(%q).String() = %q", s, got)
+			}
+		})
+	}
+}
+
+var junkName Name
+
+func BenchmarkParseName(b *testing.B) {
+	b.ReportAllocs()
+	for range b.N {
+		junkName = Parse("h/n/m:t")
+	}
+}
+
+const (
+	part80  = "88888888888888888888888888888888888888888888888888888888888888888888888888888888"
+	part350 = "33333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333"
+)
+
+var testCases = map[string]bool{ // name -> valid
+	"": false,
+
+	"_why/_the/_lucky:_stiff": true,
+
+	// minimal
+	"h/n/m:t": true,
+
+	"host/namespace/model:tag": true,
+	"host/namespace/model":     true,
+	"namespace/model":          true,
+	"model":                    true,
+
+	// long (but valid)
+	part80 + "/" + part80 + "/" + part80 + ":" + part80:  true,
+	part350 + "/" + part80 + "/" + part80 + ":" + part80: true,
+
+	// too long
+	part80 + "/" + part80 + "/" + part80 + ":" + part350:       false,
+	"x" + part350 + "/" + part80 + "/" + part80 + ":" + part80: false,
+
+	"h/nn/mm:t": true, // bare minimum part sizes
+
+	// unqualified
+	"m":     true,
+	"n/m:":  true,
+	"h/n/m": true,
+	"@t":    false,
+	"m@d":   false,
+
+	// invalids
+	"^":      false,
+	"mm:":    true,
+	"/nn/mm": true,
+	"//":     false, // empty model
+	"//mm":   true,
+	"hh//":   false, // empty model
+	"//mm:@": false,
+	"00@":    false,
+	"@":      false,
+
+	// not starting with alphanum
+	"-hh/nn/mm:tt": false,
+	"hh/-nn/mm:tt": false,
+	"hh/nn/-mm:tt": false,
+	"hh/nn/mm:-tt": false,
+
+	// smells like a flag
+	"-h": false,
+
+	// hosts
+	"host:https/namespace/model:tag": true,
+
+	// colon in non-host part before tag
+	"host/name:space/model:tag": false,
+}
+
+func TestParseNameValidation(t *testing.T) {
+	for s, valid := range testCases {
+		got := Parse(s)
+		if got.IsValid() != valid {
+			t.Logf("got: %v", got)
+			t.Errorf("Parse(%q).IsValid() = %v; want !%[2]v", s, got.IsValid())
+		}
+	}
+}
diff --git a/server/internal/internal/stringsx/stringsx.go b/server/internal/internal/stringsx/stringsx.go
new file mode 100644
index 0000000..6c7a8d2
--- /dev/null
+++ b/server/internal/internal/stringsx/stringsx.go
@@ -0,0 +1,52 @@
+// Copyright (c) Tailscale Inc & AUTHORS
+// SPDX-License-Identifier: BSD-3-Clause
+
+// Package stringsx provides additional string manipulation functions
+// that aren't in the standard library's strings package or go4.org/mem.
+package stringsx
+
+import (
+	"unicode"
+	"unicode/utf8"
+)
+
+// CompareFold returns -1, 0, or 1 depending on whether a < b, a == b, or a > b,
+// like cmp.Compare, but case insensitively.
+func CompareFold(a, b string) int {
+	// Track our position in both strings
+	ia, ib := 0, 0
+	for ia < len(a) && ib < len(b) {
+		ra, wa := nextRuneLower(a[ia:])
+		rb, wb := nextRuneLower(b[ib:])
+		if ra < rb {
+			return -1
+		}
+		if ra > rb {
+			return 1
+		}
+		ia += wa
+		ib += wb
+		if wa == 0 || wb == 0 {
+			break
+		}
+	}
+
+	// If we've reached here, one or both strings are exhausted
+	// The shorter string is "less than" if they match up to this point
+	switch {
+	case ia == len(a) && ib == len(b):
+		return 0
+	case ia == len(a):
+		return -1
+	default:
+		return 1
+	}
+}
+
+// nextRuneLower returns the next rune in the string, lowercased, along with its
+// original (consumed) width in bytes. If the string is empty, it returns
+// (utf8.RuneError, 0)
+func nextRuneLower(s string) (r rune, width int) {
+	r, width = utf8.DecodeRuneInString(s)
+	return unicode.ToLower(r), width
+}
diff --git a/server/internal/internal/stringsx/stringsx_test.go b/server/internal/internal/stringsx/stringsx_test.go
new file mode 100644
index 0000000..8575c0b
--- /dev/null
+++ b/server/internal/internal/stringsx/stringsx_test.go
@@ -0,0 +1,78 @@
+// Copyright (c) Tailscale Inc & AUTHORS
+// SPDX-License-Identifier: BSD-3-Clause
+
+package stringsx
+
+import (
+	"cmp"
+	"strings"
+	"testing"
+)
+
+func TestCompareFold(t *testing.T) {
+	tests := []struct {
+		a, b string
+	}{
+		// Basic ASCII cases
+		{"", ""},
+		{"a", "a"},
+		{"a", "A"},
+		{"A", "a"},
+		{"a", "b"},
+		{"b", "a"},
+		{"abc", "ABC"},
+		{"ABC", "abc"},
+		{"abc", "abd"},
+		{"abd", "abc"},
+
+		// Length differences
+		{"abc", "ab"},
+		{"ab", "abc"},
+
+		// Unicode cases
+		{"世界", "世界"},
+		{"Hello世界", "hello世界"},
+		{"世界Hello", "世界hello"},
+		{"世界", "世界x"},
+		{"世界x", "世界"},
+
+		// Special case folding examples
+		{"ß", "ss"},      // German sharp s
+		{"fi", "fi"},      // fi ligature
+		{"Σ", "σ"},       // Greek sigma
+		{"İ", "i\u0307"}, // Turkish dotted I
+
+		// Mixed cases
+		{"HelloWorld", "helloworld"},
+		{"HELLOWORLD", "helloworld"},
+		{"helloworld", "HELLOWORLD"},
+		{"HelloWorld", "helloworld"},
+		{"helloworld", "HelloWorld"},
+
+		// Edge cases
+		{" ", " "},
+		{"1", "1"},
+		{"123", "123"},
+		{"!@#", "!@#"},
+	}
+
+	wants := []int{}
+	for _, tt := range tests {
+		got := CompareFold(tt.a, tt.b)
+		want := cmp.Compare(strings.ToLower(tt.a), strings.ToLower(tt.b))
+		if got != want {
+			t.Errorf("CompareFold(%q, %q) = %v, want %v", tt.a, tt.b, got, want)
+		}
+		wants = append(wants, want)
+	}
+
+	if n := testing.AllocsPerRun(1000, func() {
+		for i, tt := range tests {
+			if CompareFold(tt.a, tt.b) != wants[i] {
+				panic("unexpected")
+			}
+		}
+	}); n > 0 {
+		t.Errorf("allocs = %v; want 0", int(n))
+	}
+}
diff --git a/server/internal/internal/syncs/line.go b/server/internal/internal/syncs/line.go
new file mode 100644
index 0000000..021cd4c
--- /dev/null
+++ b/server/internal/internal/syncs/line.go
@@ -0,0 +1,201 @@
+// Package syncs provides synchronization primitives.
+package syncs
+
+import (
+	"cmp"
+	"io"
+	"sync"
+)
+
+var closedChan = func() chan struct{} {
+	ch := make(chan struct{})
+	close(ch)
+	return ch
+}()
+
+// Ticket represents a ticket in a sequence of tickets. The zero value is
+// invalid. Use [Line.Take] to get a valid ticket.
+//
+// A Ticket is not safe for concurrent use.
+type Ticket struct {
+	ahead chan struct{} // ticket ahead of this one
+	ch    chan struct{}
+}
+
+// Ready returns a channel that is closed when the ticket before this one is
+// done.
+//
+// It is incorrect to wait on Ready after the ticket is done.
+func (t *Ticket) Ready() chan struct{} {
+	return cmp.Or(t.ahead, closedChan)
+}
+
+// Done signals that this ticket is done and that the next ticket in line can
+// proceed.
+//
+// The first call to [Done] unblocks the ticket after it, if any. Subsequent
+// calls are no-ops.
+func (t *Ticket) Done() {
+	if t.ch != nil {
+		close(t.ch)
+	}
+	t.ch = nil
+}
+
+// Line is an ordered sequence of tickets waiting for their turn to proceed.
+//
+// To get a ticket use [Line.Take].
+// To signal that a ticket is done use [Ticket.Done].
+// To wait your turn use [Ticket.Ready].
+//
+// A Line is not safe for concurrent use.
+type Line struct {
+	last chan struct{} // last ticket in line
+}
+
+func (q *Line) Take() *Ticket {
+	t := &Ticket{
+		ahead: q.last,
+		ch:    make(chan struct{}),
+	}
+	q.last = t.ch
+	return t
+}
+
+// RelayReader implements an [io.WriterTo] that yields the passed
+// writer to its [WriteTo] method each [io.WriteCloser] taken from [Take], in
+// the order they are taken. Each [io.WriteCloser] blocks until the previous
+// one is closed, or a call to [RelayReader.CloseWithError] is made.
+//
+// The zero value is invalid. Use [NewWriteToLine] to get a valid RelayReader.
+//
+// It is not safe for concurrent use.
+type RelayReader struct {
+	line Line
+	t    *Ticket
+	w    io.Writer
+	n    int64
+
+	mu       sync.Mutex
+	err      error         // set by CloseWithError
+	closedCh chan struct{} // closed if err is set
+}
+
+var (
+	_ io.Closer   = (*RelayReader)(nil)
+	_ io.WriterTo = (*RelayReader)(nil)
+	_ io.Reader   = (*RelayReader)(nil)
+)
+
+func NewRelayReader() *RelayReader {
+	var q RelayReader
+	q.closedCh = make(chan struct{})
+	q.t = q.line.Take()
+	return &q
+}
+
+// CloseWithError terminates the line, unblocking any writer waiting for its
+// turn with the error, or [io.EOF] if err is nil. It is safe to call
+// [CloseWithError] multiple times and across multiple goroutines.
+//
+// If the line is already closed, [CloseWithError] is a no-op.
+//
+// It never returns an error.
+func (q *RelayReader) CloseWithError(err error) error {
+	q.mu.Lock()
+	defer q.mu.Unlock()
+	if q.err == nil {
+		q.err = cmp.Or(q.err, err, io.EOF)
+		close(q.closedCh)
+	}
+	return nil
+}
+
+// Close closes the line. Any writer waiting for its turn will be unblocked
+// with an [io.ErrClosedPipe] error.
+//
+// It never returns an error.
+func (q *RelayReader) Close() error {
+	return q.CloseWithError(nil)
+}
+
+func (q *RelayReader) closed() <-chan struct{} {
+	q.mu.Lock()
+	defer q.mu.Unlock()
+	return q.closedCh
+}
+
+func (q *RelayReader) Read(p []byte) (int, error) {
+	panic("RelayReader.Read is for show only; use WriteTo")
+}
+
+// WriteTo yields the writer w to the first writer in line and blocks until the
+// first call to [Close].
+//
+// It is safe to call [Take] concurrently with [WriteTo].
+func (q *RelayReader) WriteTo(dst io.Writer) (int64, error) {
+	select {
+	case <-q.closed():
+		return 0, io.ErrClosedPipe
+	default:
+	}
+
+	// We have a destination writer; let the relay begin.
+	q.w = dst
+	q.t.Done()
+	<-q.closed()
+	return q.n, nil
+}
+
+// Take returns a writer that will be passed to the next writer in line.
+//
+// It is not safe for use across multiple goroutines.
+func (q *RelayReader) Take() io.WriteCloser {
+	return &relayWriter{q: q, t: q.line.Take()}
+}
+
+type relayWriter struct {
+	q     *RelayReader
+	t     *Ticket
+	ready bool
+}
+
+var _ io.StringWriter = (*relayWriter)(nil)
+
+// Write writes to the writer passed to [RelayReader.WriteTo] as soon as the
+// writer is ready. It returns io.ErrClosedPipe if the line is closed before
+// the writer is ready.
+func (w *relayWriter) Write(p []byte) (int, error) {
+	if !w.awaitTurn() {
+		return 0, w.q.err
+	}
+	n, err := w.q.w.Write(p)
+	w.q.n += int64(n)
+	return n, err
+}
+
+func (w *relayWriter) WriteString(s string) (int, error) {
+	if !w.awaitTurn() {
+		return 0, w.q.err
+	}
+	return io.WriteString(w.q.w, s)
+}
+
+// Close signals that the writer is done, unblocking the next writer in line.
+func (w *relayWriter) Close() error {
+	w.t.Done()
+	return nil
+}
+
+func (t *relayWriter) awaitTurn() (ok bool) {
+	if t.ready {
+		return true
+	}
+	select {
+	case <-t.t.Ready():
+		t.ready = true
+		return true
+	case <-t.q.closed():
+		return false
+	}
+}
diff --git a/server/internal/internal/syncs/line_test.go b/server/internal/internal/syncs/line_test.go
new file mode 100644
index 0000000..94114a5
--- /dev/null
+++ b/server/internal/internal/syncs/line_test.go
@@ -0,0 +1,67 @@
+//go:build goexperiment.synctest
+
+package syncs
+
+import (
+	"bytes"
+	"io"
+	"math/rand/v2"
+	"testing"
+	"testing/synctest"
+)
+
+func TestPipelineReadWriterTo(t *testing.T) {
+	for range 10 {
+		synctest.Run(func() {
+			q := NewRelayReader()
+
+			tickets := []struct {
+				io.WriteCloser
+				s string
+			}{
+				{q.Take(), "you"},
+				{q.Take(), " say hi,"},
+				{q.Take(), " and "},
+				{q.Take(), "I say "},
+				{q.Take(), "hello"},
+			}
+
+			rand.Shuffle(len(tickets), func(i, j int) {
+				tickets[i], tickets[j] = tickets[j], tickets[i]
+			})
+
+			var g Group
+			for i, t := range tickets {
+				g.Go(func() {
+					defer t.Close()
+					if i%2 == 0 {
+						// Use [relayWriter.WriteString]
+						io.WriteString(t.WriteCloser, t.s)
+					} else {
+						t.Write([]byte(t.s))
+					}
+				})
+			}
+
+			var got bytes.Buffer
+			var copyErr error // checked at end
+			g.Go(func() {
+				_, copyErr = io.Copy(&got, q)
+			})
+
+			synctest.Wait()
+
+			q.Close()
+			g.Wait()
+
+			if copyErr != nil {
+				t.Fatal(copyErr)
+			}
+
+			want := "you say hi, and I say hello"
+			if got.String() != want {
+				t.Fatalf("got %q, want %q", got.String(), want)
+			}
+		})
+	}
+}
diff --git a/server/internal/internal/syncs/syncs.go b/server/internal/internal/syncs/syncs.go
new file mode 100644
index 0000000..8f1b1e0
--- /dev/null
+++ b/server/internal/internal/syncs/syncs.go
@@ -0,0 +1,41 @@
+package syncs
+
+import (
+	"sync"
+	"sync/atomic"
+)
+
+// Group is a [sync.WaitGroup] with a Go method.
+type Group struct {
+	wg sync.WaitGroup
+	n  atomic.Int64
+}
+
+func (g *Group) Go(f func()) {
+	g.wg.Add(1)
+	go func() {
+		g.n.Add(1) // Now we are running
+		defer func() {
+			g.wg.Done()
+			g.n.Add(-1) // Now we are done
+		}()
+		f()
+	}()
+}
+
+// Running returns the number of goroutines that are currently running.
+//
+// If a call to [Running] returns zero, and a call to [Wait] is made without
+// any calls to [Go], then [Wait] will return immediately. This is true even if
+// a goroutine is started and finishes between the two calls.
+//
+// It is possible for [Running] to return non-zero and for [Wait] to return
+// immediately. This can happen if the all running goroutines finish between
+// the two calls.
+func (g *Group) Running() int64 {
+	return g.n.Load()
+}
+
+func (g *Group) Wait() {
+	g.wg.Wait()
+}
diff --git a/server/internal/manifest/manifest.go b/server/internal/manifest/manifest.go
new file mode 100644
index 0000000..e020d2c
--- /dev/null
+++ b/server/internal/manifest/manifest.go
@@ -0,0 +1,118 @@
+// Package manifest provides documentation for the Ollama manifest format.
+// This package contains no code.
+//
+// # Manifests
+//
+// A manifest is a JSON object that describes a model. The JSON object has a
+// single field "layers" which is a list of layers that make up the model. Each
+// layer has the following fields:
+//
+// A layer is a single, logical unit of a model. Layers are stored in the cache
+// as files with the name of the digest of the layer. Layers are pushed and
+// pulled from the registry as blobs.
+//
+// A layer is represented as a JSON object with the following fields:
+//
+//   - "digest": The digest of the layer.
+//   - "mediaType": The media type of the layer.
+//   - "size": The size of the layer in bytes.
+//
+// Layers are typically stored in a blob store, such as a registry, and are
+// referenced by their digest. This package does not define how layers are
+// stored or retrieved.
+//
+// # Configuration Layer
+//
+// The configuration of a model is represented as a layer with the media type:
+//
+//	application/vnd.ollama.image.config; type=<type>
+//
+// The "type" parameter in the media type specifies the format of the
+// configuration (e.g., "safetensor" or "gguf").
+//
+// There may be only one configuration layer in a model.
+//
+// # Template Layer
+//
+// The model template is a layer with the media type:
+//
+//	application/vnd.ollama.image.template; [name=<name>]
+//
+// The "name" parameter in the media type specifies the name of the template as
+// for lookup at runtime. The name is optional and may be omitted. If omitted,
+// the template is the default template for the model.
+//
+// # Tensor Layers
+//
+// The tensors of a model are represented as layers with the media type:
+//
+//	application/vnd.ollama.image.tensor; name=<name>; dtype=<dtype>; shape=<shape>
+//
+// The "name" parameter in the media type specifies the name of the tensor as
+// defined in the model's configuration and are bound only by the rules for
+// names as defined in the configuration format, as represented by the
+// configuration's "type".
+//
+// The "dtype" parameter in the media type specifies the data type of the tensor
+// as a string.
+//
+// TODO: Define more specifically how to represent data types as strings.
+//
+// The "shape" parameter in the media type specifies the shape of the tensor as
+// a comma-separated list of integers; one per dimension.
+//
+// # Tokenization Layers
+//
+// The tokenization of a model is represented as a layer with the media type:
+//
+//	application/vnd.ollama.image.tokenizer
+//
+// The configuration of the tokenizer is represented as a layer with the media type:
+//
+//	application/vnd.ollama.image.tokenizer.config
+//
+// # Miscellaneous Layers
+//
+// These extra layer mime types are reserved:
+//
+//	application/vnd.ollama.image.license
+//
+// This layer contains one of the many licenses for the model in plain text.
+//
+// # Example Manifest
+//
+// The following is an example manifest containing a configuration, a model
+// template, and two tensors (digests shortened for brevity):
+//
+//	{
+//	  "layers": [{
+//	      "digest": "sha256:a...",
+//	      "mediaType": "application/vnd.ollama.image.config; type=safetensors",
+//	      "size": 1234
+//	    },{
+//	      "digest": "sha256:b...",
+//	      "mediaType": "application/vnd.ollama.image.template",
+//	      "size": 5678
+//	    },{
+//	      "digest": "sha256:c...",
+//	      "mediaType": "application/vnd.ollama.image.tensor; name=input; dtype=F32; shape=1,2,3",
+//	      "size": 9012
+//	    },{
+//	      "digest": "sha256:d...",
+//	      "mediaType": "application/vnd.ollama.image.tensor; name=output; dtype=I32; shape=4,5,6",
+//	      "size": 3456
+//	  }]
+//	}
+//
+// # Legacy Media Types
+//
+// The appliaction/vnd.ollama.image.model media type is deprecated, but will
+// remain supported for backwards compatibility, for some undefined amount of
+// time. New models should use the media types defined above.
+//
+// # Reserved media types
+//
+// The media type prefix "application/vnd.ollama.image." is reserved for
+// defining new media types for layers known to Ollama. Currently, all other
+// prefixes are ignored by official Ollama registry clients.
+package manifest
diff --git a/server/internal/registry/server.go b/server/internal/registry/server.go
new file mode 100644
index 0000000..f62a622
--- /dev/null
+++ b/server/internal/registry/server.go
@@ -0,0 +1,417 @@
+// Package registry implements an http.Handler for handling local Ollama API
+// model management requests. See [Local] for details.
+package registry
+
+import (
+	"cmp"
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"net/http"
+	"slices"
+	"strings"
+	"sync"
+	"time"
+
+	"github.com/ollama/ollama/server/internal/cache/blob"
+	"github.com/ollama/ollama/server/internal/client/ollama"
+	"github.com/ollama/ollama/server/internal/internal/backoff"
+)
+
+// Local implements an http.Handler for handling local Ollama API model
+// management requests, such as pushing, pulling, and deleting models.
+//
+// It can be arranged for all unknown requests to be passed through to a
+// fallback handler, if one is provided.
+type Local struct {
+	Client *ollama.Registry // required
+	Logger *slog.Logger     // required
+
+	// Fallback, if set, is used to handle requests that are not handled by
+	// this handler.
+	Fallback http.Handler
+
+	// Prune, if set, is called to prune the local disk cache after a model
+	// is deleted.
+	Prune func() error // optional
+}
+
+// serverError is like ollama.Error, but with a Status field for the HTTP
+// response code. We want to avoid adding that field to ollama.Error because it
+// would always be 0 to clients (we don't want to leak the status code in
+// errors), and so it would be confusing to have a field that is always 0.
+type serverError struct {
+	Status int `json:"-"`
+
+	// TODO(bmizerany): Decide if we want to keep this and maybe
+	// bring back later.
+	Code string `json:"code"`
+
+	Message string `json:"error"`
+}
+
+func (e serverError) Error() string {
+	return e.Message
+}
+
+// Common API errors
+var (
+	errMethodNotAllowed = &serverError{405, "method_not_allowed", "method not allowed"}
+	errNotFound         = &serverError{404, "not_found", "not found"}
+	errModelNotFound    = &serverError{404, "not_found", "model not found"}
+	errInternalError    = &serverError{500, "internal_error", "internal server error"}
+)
+
+type statusCodeRecorder struct {
+	_status int // use status() to get the status code
+	http.ResponseWriter
+}
+
+func (r *statusCodeRecorder) WriteHeader(status int) {
+	if r._status == 0 {
+		r._status = status
+		r.ResponseWriter.WriteHeader(status)
+	}
+}
+
+func (r *statusCodeRecorder) Write(b []byte) (int, error) {
+	r._status = r.status()
+	return r.ResponseWriter.Write(b)
+}
+
+var (
+	_ http.ResponseWriter = (*statusCodeRecorder)(nil)
+	_ http.CloseNotifier  = (*statusCodeRecorder)(nil)
+	_ http.Flusher        = (*statusCodeRecorder)(nil)
+)
+
+// CloseNotify implements the http.CloseNotifier interface, for Gin. Remove with Gin.
+//
+// It panics if the underlying ResponseWriter is not a CloseNotifier.
+func (r *statusCodeRecorder) CloseNotify() <-chan bool {
+	return r.ResponseWriter.(http.CloseNotifier).CloseNotify()
+}
+
+// Flush implements the http.Flusher interface, for Gin. Remove with Gin.
+//
+// It panics if the underlying ResponseWriter is not a Flusher.
+func (r *statusCodeRecorder) Flush() {
+	r.ResponseWriter.(http.Flusher).Flush()
+}
+
+func (r *statusCodeRecorder) status() int {
+	return cmp.Or(r._status, 200)
+}
+
+func (s *Local) ServeHTTP(w http.ResponseWriter, r *http.Request) {
+	rec := &statusCodeRecorder{ResponseWriter: w}
+	s.serveHTTP(rec, r)
+}
+
+func (s *Local) serveHTTP(rec *statusCodeRecorder, r *http.Request) {
+	var errattr slog.Attr
+	proxied, err := func() (bool, error) {
+		switch r.URL.Path {
+		case "/api/delete":
+			return false, s.handleDelete(rec, r)
+		case "/api/pull":
+			return false, s.handlePull(rec, r)
+		default:
+			if s.Fallback != nil {
+				s.Fallback.ServeHTTP(rec, r)
+				return true, nil
+			}
+			return false, errNotFound
+		}
+	}()
+	if err != nil {
+		// We always log the error, so fill in the error log attribute
+		errattr = slog.String("error", err.Error())
+
+		var e *serverError
+		switch {
+		case errors.As(err, &e):
+		case errors.Is(err, ollama.ErrNameInvalid):
+			e = &serverError{400, "bad_request", err.Error()}
+		default:
+			e = errInternalError
+		}
+
+		data, err := json.Marshal(e)
+		if err != nil {
+			// unreachable
+			panic(err)
+		}
+		rec.Header().Set("Content-Type", "application/json")
+		rec.WriteHeader(e.Status)
+		rec.Write(data)
+
+		// fallthrough to log
+	}
+
+	if !proxied {
+		// we're only responsible for logging if we handled the request
+		var level slog.Level
+		if rec.status() >= 500 {
+			level = slog.LevelError
+		} else if rec.status() >= 400 {
+			level = slog.LevelWarn
+		}
+
+		s.Logger.LogAttrs(r.Context(), level, "http",
+			errattr, // report first in line to make it easy to find
+
+			// TODO(bmizerany): Write a test to ensure that we are logging
+			// all of this correctly. That also goes for the level+error
+			// logic above.
+			slog.Int("status", rec.status()),
+			slog.String("method", r.Method),
+			slog.String("path", r.URL.Path),
+			slog.Int64("content-length", r.ContentLength),
+			slog.String("remote", r.RemoteAddr),
+			slog.String("proto", r.Proto),
+			slog.String("query", r.URL.RawQuery),
+		)
+	}
+}
+
+type params struct {
+	// DeprecatedName is the name of the model to push, pull, or delete,
+	// but is deprecated. New clients should use [Model] instead.
+	//
+	// Use [model()] to get the model name for both old and new API requests.
+	DeprecatedName string `json:"name"`
+
+	// Model is the name of the model to push, pull, or delete.
+	//
+	// Use [model()] to get the model name for both old and new API requests.
+	Model string `json:"model"`
+
+	// AllowNonTLS is a flag that indicates a client using HTTP
+	// is doing so, deliberately.
+	//
+	// Deprecated: This field is ignored and only present for this
+	// deprecation message. It should be removed in a future release.
+	//
+	// Users can just use http or https+insecure to show intent to
+	// communicate they want to do insecure things, without awkward and
+	// confusing flags such as this.
+	AllowNonTLS bool `json:"insecure"`
+
+	// Stream, if true, will make the server send progress updates in a
+	// streaming of JSON objects. If false, the server will send a single
+	// JSON object with the final status as "success", or an error object
+	// if an error occurred.
+	//
+	// Unfortunately, this API was designed to be a bit awkward. Stream is
+	// defined to default to true if not present, so we need a way to check
+	// if the client decisively set it to false. So, we use a pointer to a
+	// bool. Gross.
+	//
+	// Use [stream()] to get the correct value for this field.
+	Stream *bool `json:"stream"`
+}
+
+// model returns the model name for both old and new API requests.
+func (p params) model() string {
+	return cmp.Or(p.Model, p.DeprecatedName)
+}
+
+func (p params) stream() bool {
+	if p.Stream == nil {
+		return true
+	}
+	return *p.Stream
+}
+
+func (s *Local) handleDelete(_ http.ResponseWriter, r *http.Request) error {
+	if r.Method != "DELETE" {
+		return errMethodNotAllowed
+	}
+	p, err := decodeUserJSON[*params](r.Body)
+	if err != nil {
+		return err
+	}
+	ok, err := s.Client.Unlink(p.model())
+	if err != nil {
+		return err
+	}
+	if !ok {
+		return errModelNotFound
+	}
+	if s.Prune != nil {
+		return s.Prune()
+	}
+	return nil
+}
+
+type progressUpdateJSON struct {
+	Error     string      `json:"error,omitempty,omitzero"`
+	Status    string      `json:"status,omitempty,omitzero"`
+	Digest    blob.Digest `json:"digest,omitempty,omitzero"`
+	Total     int64       `json:"total,omitempty,omitzero"`
+	Completed int64       `json:"completed,omitempty,omitzero"`
+}
+
+func (s *Local) handlePull(w http.ResponseWriter, r *http.Request) error {
+	if r.Method != "POST" {
+		return errMethodNotAllowed
+	}
+
+	p, err := decodeUserJSON[*params](r.Body)
+	if err != nil {
+		return err
+	}
+
+	enc := json.NewEncoder(w)
+	if !p.stream() {
+		if err := s.Client.Pull(r.Context(), p.model()); err != nil {
+			if errors.Is(err, ollama.ErrModelNotFound) {
+				return errModelNotFound
+			}
+			return err
+		}
+		enc.Encode(progressUpdateJSON{Status: "success"})
+		return nil
+	}
+
+	var mu sync.Mutex
+	var progress []progressUpdateJSON
+	flushProgress := func() {
+		mu.Lock()
+		progress := slices.Clone(progress) // make a copy and release lock before encoding to the wire
+		mu.Unlock()
+		for _, p := range progress {
+			enc.Encode(p)
+		}
+		fl, _ := w.(http.Flusher)
+		if fl != nil {
+			fl.Flush()
+		}
+	}
+
+	t := time.NewTicker(1<<63 - 1) // "unstarted" timer
+	start := sync.OnceFunc(func() {
+		flushProgress() // flush initial state
+		t.Reset(100 * time.Millisecond)
+	})
+	ctx := ollama.WithTrace(r.Context(), &ollama.Trace{
+		Update: func(l *ollama.Layer, n int64, err error) {
+			if err != nil && !errors.Is(err, ollama.ErrCached) {
+				s.Logger.Error("pulling", "model", p.model(), "error", err)
+				return
+			}
+
+			func() {
+				mu.Lock()
+				defer mu.Unlock()
+				for i, p := range progress {
+					if p.Digest == l.Digest {
+						progress[i].Completed = n
+						return
+					}
+				}
+				progress = append(progress, progressUpdateJSON{
+					Digest: l.Digest,
+					Total:  l.Size,
+				})
+			}()
+
+			// Block flushing progress updates until every
+			// layer is accounted for. Clients depend on a
+			// complete model size to calculate progress
+			// correctly; if they use an incomplete total,
+			// progress indicators would erratically jump
+			// as new layers are registered.
+			start()
+		},
+	})
+
+	done := make(chan error, 1)
+	go func() (err error) {
+		defer func() { done <- err }()
+		for _, err := range backoff.Loop(ctx, 3*time.Second) {
+			if err != nil {
+				return err
+			}
+			err := s.Client.Pull(ctx, p.model())
+			if canRetry(err) {
+				continue
+			}
+			return err
+		}
+		return nil
+	}()
+
+	enc.Encode(progressUpdateJSON{Status: "pulling manifest"})
+	for {
+		select {
+		case <-t.C:
+			flushProgress()
+		case err := <-done:
+			flushProgress()
+			if err != nil {
+				if errors.Is(err, ollama.ErrModelNotFound) {
+					return &serverError{
+						Status:  404,
+						Code:    "not_found",
+						Message: fmt.Sprintf("model %q not found", p.model()),
+					}
+				} else {
+					return err
+				}
+			}
+
+			// Emulate old client pull progress (for now):
+			enc.Encode(progressUpdateJSON{Status: "verifying sha256 digest"})
+			enc.Encode(progressUpdateJSON{Status: "writing manifest"})
+			enc.Encode(progressUpdateJSON{Status: "success"})
+			return nil
+		}
+	}
+}
+
+func decodeUserJSON[T any](r io.Reader) (T, error) {
+	var v T
+	err := json.NewDecoder(r).Decode(&v)
+	if err == nil {
+		return v, nil
+	}
+	var zero T
+
+	// Not sure why, but I can't seem to be able to use:
+	//
+	//   errors.As(err, &json.UnmarshalTypeError{})
+	//
+	// This is working fine in stdlib, so I'm not sure what rules changed
+	// and why this no longer works here. So, we do it the verbose way.
+	var a *json.UnmarshalTypeError
+	var b *json.SyntaxError
+	if errors.As(err, &a) || errors.As(err, &b) {
+		err = &serverError{Status: 400, Message: err.Error(), Code: "bad_request"}
+	}
+	if errors.Is(err, io.EOF) {
+		err = &serverError{Status: 400, Message: "empty request body", Code: "bad_request"}
+	}
+	return zero, err
+}
+
+func canRetry(err error) bool {
+	if err == nil {
+		return false
+	}
+	var oe *ollama.Error
+	if errors.As(err, &oe) {
+		return oe.Temporary()
+	}
+	s := err.Error()
+	return cmp.Or(
+		errors.Is(err, context.DeadlineExceeded),
+		strings.Contains(s, "unreachable"),
+		strings.Contains(s, "no route to host"),
+		strings.Contains(s, "connection reset by peer"),
+	)
+}
diff --git a/server/internal/registry/server_test.go b/server/internal/registry/server_test.go
new file mode 100644
index 0000000..15d8d82
--- /dev/null
+++ b/server/internal/registry/server_test.go
@@ -0,0 +1,302 @@
+package registry
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"io"
+	"io/fs"
+	"net"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"regexp"
+	"strings"
+	"sync"
+	"testing"
+
+	"github.com/ollama/ollama/server/internal/cache/blob"
+	"github.com/ollama/ollama/server/internal/client/ollama"
+	"github.com/ollama/ollama/server/internal/testutil"
+	"golang.org/x/tools/txtar"
+
+	_ "embed"
+)
+
+type panicTransport struct{}
+
+func (t *panicTransport) RoundTrip(r *http.Request) (*http.Response, error) {
+	panic("unexpected RoundTrip call")
+}
+
+var panicOnRoundTrip = &http.Client{Transport: &panicTransport{}}
+
+// bytesResetter is an interface for types that can be reset and return a byte
+// slice, only. This is to prevent inadvertent use of bytes.Buffer.Read/Write
+// etc for the purpose of checking logs.
+type bytesResetter interface {
+	Bytes() []byte
+	Reset()
+}
+
+func newTestServer(t *testing.T, upstreamRegistry http.HandlerFunc) *Local {
+	t.Helper()
+	dir := t.TempDir()
+	err := os.CopyFS(dir, os.DirFS("testdata/models"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	c, err := blob.Open(dir)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	client := panicOnRoundTrip
+	if upstreamRegistry != nil {
+		s := httptest.NewTLSServer(upstreamRegistry)
+		t.Cleanup(s.Close)
+		tr := s.Client().Transport.(*http.Transport).Clone()
+		tr.DialContext = func(ctx context.Context, _, _ string) (net.Conn, error) {
+			var d net.Dialer
+			return d.DialContext(ctx, "tcp", s.Listener.Addr().String())
+		}
+		client = &http.Client{Transport: tr}
+	}
+
+	rc := &ollama.Registry{
+		Cache:      c,
+		HTTPClient: client,
+		Mask:       "example.com/library/_:latest",
+	}
+
+	l := &Local{
+		Client: rc,
+		Logger: testutil.Slogger(t),
+	}
+	return l
+}
+
+func (s *Local) send(t *testing.T, method, path, body string) *httptest.ResponseRecorder {
+	t.Helper()
+	ctx := ollama.WithTrace(t.Context(), &ollama.Trace{
+		Update: func(l *ollama.Layer, n int64, err error) {
+			t.Logf("update: %s %d %v", l.Digest, n, err)
+		},
+	})
+	req := httptest.NewRequestWithContext(ctx, method, path, strings.NewReader(body))
+	return s.sendRequest(t, req)
+}
+
+func (s *Local) sendRequest(t *testing.T, req *http.Request) *httptest.ResponseRecorder {
+	t.Helper()
+	w := httptest.NewRecorder()
+	s.ServeHTTP(w, req)
+	return w
+}
+
+type invalidReader struct{}
+
+func (r *invalidReader) Read(p []byte) (int, error) {
+	return 0, os.ErrInvalid
+}
+
+// captureLogs is a helper to capture logs from the server. It returns a
+// shallow copy of the server with a new logger and a bytesResetter for the
+// logs.
+func captureLogs(t *testing.T, s *Local) (*Local, bytesResetter) {
+	t.Helper()
+	log, logs := testutil.SlogBuffer()
+	l := *s // shallow copy
+	l.Logger = log
+	return &l, logs
+}
+
+func TestServerDelete(t *testing.T) {
+	check := testutil.Checker(t)
+
+	s := newTestServer(t, nil)
+
+	_, err := s.Client.ResolveLocal("smol")
+	check(err)
+
+	got := s.send(t, "DELETE", "/api/delete", `{"model": "smol"}`)
+	if got.Code != 200 {
+		t.Fatalf("Code = %d; want 200", got.Code)
+	}
+
+	_, err = s.Client.ResolveLocal("smol")
+	if err == nil {
+		t.Fatal("expected smol to have been deleted")
+	}
+
+	got = s.send(t, "DELETE", "/api/delete", `!`)
+	checkErrorResponse(t, got, 400, "bad_request", "invalid character '!' looking for beginning of value")
+
+	got = s.send(t, "GET", "/api/delete", `{"model": "smol"}`)
+	checkErrorResponse(t, got, 405, "method_not_allowed", "method not allowed")
+
+	got = s.send(t, "DELETE", "/api/delete", ``)
+	checkErrorResponse(t, got, 400, "bad_request", "empty request body")
+
+	got = s.send(t, "DELETE", "/api/delete", `{"model": "://"}`)
+	checkErrorResponse(t, got, 400, "bad_request", "invalid or missing name")
+
+	got = s.send(t, "DELETE", "/unknown_path", `{}`) // valid body
+	checkErrorResponse(t, got, 404, "not_found", "not found")
+
+	s, logs := captureLogs(t, s)
+	req := httptest.NewRequestWithContext(t.Context(), "DELETE", "/api/delete", &invalidReader{})
+	got = s.sendRequest(t, req)
+	checkErrorResponse(t, got, 500, "internal_error", "internal server error")
+	ok, err := regexp.Match(`ERROR.*error="invalid argument"`, logs.Bytes())
+	check(err)
+	if !ok {
+		t.Logf("logs:\n%s", logs)
+		t.Fatalf("expected log to contain ERROR with invalid argument")
+	}
+}
+
+//go:embed testdata/registry.txt
+var registryTXT []byte
+
+var registryFS = sync.OnceValue(func() fs.FS {
+	// Txtar gets hung up on \r\n line endings, so we need to convert them
+	// to \n when parsing the txtar on Windows.
+	data := bytes.ReplaceAll(registryTXT, []byte("\r\n"), []byte("\n"))
+	a := txtar.Parse(data)
+	fsys, err := txtar.FS(a)
+	if err != nil {
+		panic(err)
+	}
+	return fsys
+})
+
+func TestServerPull(t *testing.T) {
+	modelsHandler := http.FileServerFS(registryFS())
+	s := newTestServer(t, func(w http.ResponseWriter, r *http.Request) {
+		switch r.URL.Path {
+		case "/v2/library/BOOM/manifests/latest":
+			w.WriteHeader(999)
+			io.WriteString(w, `{"error": "boom"}`)
+		case "/v2/library/unknown/manifests/latest":
+			w.WriteHeader(404)
+			io.WriteString(w, `{"errors": [{"code": "MANIFEST_UNKNOWN", "message": "manifest unknown"}]}`)
+		default:
+			t.Logf("serving blob: %s", r.URL.Path)
+			modelsHandler.ServeHTTP(w, r)
+		}
+	})
+
+	checkResponse := func(got *httptest.ResponseRecorder, wantlines string) {
+		t.Helper()
+		if got.Code != 200 {
+			t.Errorf("Code = %d; want 200", got.Code)
+		}
+		gotlines := got.Body.String()
+		if strings.TrimSpace(gotlines) == "" {
+			gotlines = "<empty>"
+		}
+		t.Logf("got:\n%s", gotlines)
+		for want := range strings.Lines(wantlines) {
+			want = strings.TrimSpace(want)
+			want, unwanted := strings.CutPrefix(want, "!")
+			want = strings.TrimSpace(want)
+			if !unwanted && !strings.Contains(gotlines, want) {
+				t.Errorf("\t! missing %q in body", want)
+			}
+			if unwanted && strings.Contains(gotlines, want) {
+				t.Errorf("\t! unexpected %q in body", want)
+			}
+		}
+	}
+
+	got := s.send(t, "POST", "/api/pull", `{"model": "smol"}`)
+	checkResponse(got, `
+		{"status":"pulling manifest"}
+		{"digest":"sha256:68e0ec597aee59d35f8dc44942d7b17d471ade10d3aca07a5bb7177713950312","total":5,"completed":5}
+		{"status":"verifying sha256 digest"}
+		{"status":"writing manifest"}
+		{"status":"success"}
+	`)
+
+	got = s.send(t, "POST", "/api/pull", `{"model": "unknown"}`)
+	checkResponse(got, `
+		{"code":"not_found","error":"model \"unknown\" not found"}
+	`)
+
+	got = s.send(t, "DELETE", "/api/pull", `{"model": "smol"}`)
+	checkErrorResponse(t, got, 405, "method_not_allowed", "method not allowed")
+
+	got = s.send(t, "POST", "/api/pull", `!`)
+	checkErrorResponse(t, got, 400, "bad_request", "invalid character '!' looking for beginning of value")
+
+	got = s.send(t, "POST", "/api/pull", ``)
+	checkErrorResponse(t, got, 400, "bad_request", "empty request body")
+
+	got = s.send(t, "POST", "/api/pull", `{"model": "://"}`)
+	checkResponse(got, `
+		{"code":"bad_request","error":"invalid or missing name: \"\""}
+	`)
+
+	// Non-streaming pulls
+	got = s.send(t, "POST", "/api/pull", `{"model": "://", "stream": false}`)
+	checkErrorResponse(t, got, 400, "bad_request", "invalid or missing name")
+	got = s.send(t, "POST", "/api/pull", `{"model": "smol", "stream": false}`)
+	checkResponse(got, `
+		{"status":"success"}
+		!digest
+		!total
+		!completed
+	`)
+	got = s.send(t, "POST", "/api/pull", `{"model": "unknown", "stream": false}`)
+	checkErrorResponse(t, got, 404, "not_found", "model not found")
+}
+
+func TestServerUnknownPath(t *testing.T) {
+	s := newTestServer(t, nil)
+	got := s.send(t, "DELETE", "/api/unknown", `{}`)
+	checkErrorResponse(t, got, 404, "not_found", "not found")
+
+	var fellback bool
+	s.Fallback = http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		fellback = true
+	})
+	got = s.send(t, "DELETE", "/api/unknown", `{}`)
+	if !fellback {
+		t.Fatal("expected Fallback to be called")
+	}
+	if got.Code != 200 {
+		t.Fatalf("Code = %d; want 200", got.Code)
+	}
+}
+
+func checkErrorResponse(t *testing.T, got *httptest.ResponseRecorder, status int, code, msg string) {
+	t.Helper()
+
+	var printedBody bool
+	errorf := func(format string, args ...any) {
+		t.Helper()
+		if !printedBody {
+			t.Logf("BODY:\n%s", got.Body.String())
+			printedBody = true
+		}
+		t.Errorf(format, args...)
+	}
+
+	if got.Code != status {
+		errorf("Code = %d; want %d", got.Code, status)
+	}
+
+	// unmarshal the error as *ollama.Error (proving *serverError is an *ollama.Error)
+	var e *ollama.Error
+	if err := json.Unmarshal(got.Body.Bytes(), &e); err != nil {
+		errorf("unmarshal error: %v", err)
+		t.FailNow()
+	}
+	if e.Code != code {
+		errorf("Code = %q; want %q", e.Code, code)
+	}
+	if !strings.Contains(e.Message, msg) {
+		errorf("Message = %q; want to contain %q", e.Message, msg)
+	}
+}
diff --git a/server/internal/registry/testdata/models/blobs/sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99 b/server/internal/registry/testdata/models/blobs/sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99
new file mode 100644
index 0000000..def4dff
Binary files /dev/null and b/server/internal/registry/testdata/models/blobs/sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99 differ
diff --git a/server/internal/registry/testdata/models/blobs/sha256-ecfb1acfca9c76444d622fcdc3840217bd502124a9d3687d438c19b3cb9c3cb1 b/server/internal/registry/testdata/models/blobs/sha256-ecfb1acfca9c76444d622fcdc3840217bd502124a9d3687d438c19b3cb9c3cb1
new file mode 100644
index 0000000..62114d0
--- /dev/null
+++ b/server/internal/registry/testdata/models/blobs/sha256-ecfb1acfca9c76444d622fcdc3840217bd502124a9d3687d438c19b3cb9c3cb1
@@ -0,0 +1 @@
+{"schemaVersion":2,"mediaType":"application/vnd.docker.distribution.manifest.v2+json","config":{"mediaType":"application/vnd.docker.container.image.v1+json","digest":"sha256:ca239d7bd8ea90e4a5d2e6bf88f8d74a47b14336e73eb4e18bed4dd325018116","size":267},"layers":[{"mediaType":"application/vnd.ollama.image.model","digest":"sha256:a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99","size":24}]}
\ No newline at end of file
diff --git a/server/internal/registry/testdata/models/manifests/example.com/library/smol/latest b/server/internal/registry/testdata/models/manifests/example.com/library/smol/latest
new file mode 100644
index 0000000..62114d0
--- /dev/null
+++ b/server/internal/registry/testdata/models/manifests/example.com/library/smol/latest
@@ -0,0 +1 @@
+{"schemaVersion":2,"mediaType":"application/vnd.docker.distribution.manifest.v2+json","config":{"mediaType":"application/vnd.docker.container.image.v1+json","digest":"sha256:ca239d7bd8ea90e4a5d2e6bf88f8d74a47b14336e73eb4e18bed4dd325018116","size":267},"layers":[{"mediaType":"application/vnd.ollama.image.model","digest":"sha256:a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99","size":24}]}
\ No newline at end of file
diff --git a/server/internal/registry/testdata/registry.txt b/server/internal/registry/testdata/registry.txt
new file mode 100644
index 0000000..2fc363f
--- /dev/null
+++ b/server/internal/registry/testdata/registry.txt
@@ -0,0 +1,22 @@
+-- v2/library/smol/manifests/latest --
+{
+  "schemaVersion": 2,
+  "mediaType": "application/vnd.docker.distribution.manifest.v2+json",
+  "config": {
+    "mediaType": "application/vnd.docker.container.image.v1+json",
+    "digest": "sha256:ca3d163bab055381827226140568f3bef7eaac187cebd76878e0b63e9e442356",
+    "size": 3
+  },
+  "layers": [
+    {
+      "mediaType": "application/vnd.ollama.image.model",
+      "digest": "sha256:68e0ec597aee59d35f8dc44942d7b17d471ade10d3aca07a5bb7177713950312",
+      "size": 5
+    }
+  ]
+}
+
+-- v2/library/smol/blobs/sha256:68e0ec597aee59d35f8dc44942d7b17d471ade10d3aca07a5bb7177713950312 --
+GGUF
+-- v2/library/smol/blobs/sha256:ca3d163bab055381827226140568f3bef7eaac187cebd76878e0b63e9e442356 --
+{}
diff --git a/server/internal/testutil/testutil.go b/server/internal/testutil/testutil.go
new file mode 100644
index 0000000..f01df94
--- /dev/null
+++ b/server/internal/testutil/testutil.go
@@ -0,0 +1,102 @@
+package testutil
+
+import (
+	"bytes"
+	"io"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"testing"
+	"time"
+)
+
+// LogWriter returns an [io.Writer] that logs each Write using t.Log.
+func LogWriter(t *testing.T) io.Writer {
+	return testWriter{t}
+}
+
+type testWriter struct{ t *testing.T }
+
+func (w testWriter) Write(b []byte) (int, error) {
+	w.t.Logf("%s", b)
+	return len(b), nil
+}
+
+// Slogger returns a [*slog.Logger] that writes each message
+// using t.Log.
+func Slogger(t *testing.T) *slog.Logger {
+	return slog.New(slog.NewTextHandler(LogWriter(t), nil))
+}
+
+// SlogBuffer returns a [*slog.Logger] that writes each message to out.
+func SlogBuffer() (lg *slog.Logger, out *bytes.Buffer) {
+	var buf bytes.Buffer
+	lg = slog.New(slog.NewTextHandler(&buf, nil))
+	return lg, &buf
+}
+
+// Check calls t.Fatal(err) if err is not nil.
+func Check(t *testing.T, err error) {
+	if err != nil {
+		t.Helper()
+		t.Fatal(err)
+	}
+}
+
+// CheckFunc exists so other packages do not need to invent their own type for
+// taking a Check function.
+type CheckFunc func(err error)
+
+// Checker returns a check function that
+// calls t.Fatal if err is not nil.
+func Checker(t *testing.T) (check func(err error)) {
+	return func(err error) {
+		if err != nil {
+			t.Helper()
+			t.Fatal(err)
+		}
+	}
+}
+
+// StopPanic runs f but silently recovers from any panic f causes.
+// The normal usage is:
+//
+//	testutil.StopPanic(func() {
+//		callThatShouldPanic()
+//		t.Errorf("callThatShouldPanic did not panic")
+//	})
+func StopPanic(f func()) {
+	defer func() { recover() }()
+	f()
+}
+
+// CheckTime calls t.Fatalf if got != want. Included in the error message is
+// want.Sub(got) to help diagnose the difference, along with their values in
+// UTC.
+func CheckTime(t *testing.T, got, want time.Time) {
+	t.Helper()
+	if !got.Equal(want) {
+		t.Fatalf("got %v, want %v (%v)", got.UTC(), want.UTC(), want.Sub(got))
+	}
+}
+
+// WriteFile writes data to a file named name. It makes the directory if it
+// doesn't exist and sets the file mode to perm.
+//
+// The name must be a relative path and must not contain .. or start with a /;
+// otherwise WriteFile will panic.
+func WriteFile[S []byte | string](t testing.TB, name string, data S) {
+	t.Helper()
+
+	if filepath.IsAbs(name) {
+		t.Fatalf("WriteFile: name must be a relative path, got %q", name)
+	}
+	name = filepath.Clean(name)
+	dir := filepath.Dir(name)
+	if err := os.MkdirAll(dir, 0o755); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(name, []byte(data), 0o644); err != nil {
+		t.Fatal(err)
+	}
+}
diff --git a/server/layer.go b/server/layer.go
new file mode 100644
index 0000000..f1fbabe
--- /dev/null
+++ b/server/layer.go
@@ -0,0 +1,130 @@
+package server
+
+import (
+	"crypto/sha256"
+	"errors"
+	"fmt"
+	"io"
+	"os"
+)
+
+type Layer struct {
+	MediaType string `json:"mediaType"`
+	Digest    string `json:"digest"`
+	Size      int64  `json:"size"`
+	From      string `json:"from,omitempty"`
+	status    string
+}
+
+func NewLayer(r io.Reader, mediatype string) (Layer, error) {
+	blobs, err := GetBlobsPath("")
+	if err != nil {
+		return Layer{}, err
+	}
+
+	temp, err := os.CreateTemp(blobs, "sha256-")
+	if err != nil {
+		return Layer{}, err
+	}
+	defer temp.Close()
+	defer os.Remove(temp.Name())
+
+	sha256sum := sha256.New()
+	n, err := io.Copy(io.MultiWriter(temp, sha256sum), r)
+	if err != nil {
+		return Layer{}, err
+	}
+
+	if err := temp.Close(); err != nil {
+		return Layer{}, err
+	}
+
+	digest := fmt.Sprintf("sha256:%x", sha256sum.Sum(nil))
+	blob, err := GetBlobsPath(digest)
+	if err != nil {
+		return Layer{}, err
+	}
+
+	status := "using existing layer"
+	if _, err := os.Stat(blob); err != nil {
+		status = "creating new layer"
+		if err := os.Rename(temp.Name(), blob); err != nil {
+			return Layer{}, err
+		}
+		if err := os.Chmod(blob, 0o644); err != nil {
+			return Layer{}, err
+		}
+	}
+
+	return Layer{
+		MediaType: mediatype,
+		Digest:    digest,
+		Size:      n,
+		status:    fmt.Sprintf("%s %s", status, digest),
+	}, nil
+}
+
+func NewLayerFromLayer(digest, mediatype, from string) (Layer, error) {
+	if digest == "" {
+		return Layer{}, errors.New("creating new layer from layer with empty digest")
+	}
+
+	blob, err := GetBlobsPath(digest)
+	if err != nil {
+		return Layer{}, err
+	}
+
+	fi, err := os.Stat(blob)
+	if err != nil {
+		return Layer{}, err
+	}
+
+	return Layer{
+		MediaType: mediatype,
+		Digest:    digest,
+		Size:      fi.Size(),
+		From:      from,
+		status:    fmt.Sprintf("using existing layer %s", digest),
+	}, nil
+}
+
+func (l *Layer) Open() (io.ReadSeekCloser, error) {
+	if l.Digest == "" {
+		return nil, errors.New("opening layer with empty digest")
+	}
+
+	blob, err := GetBlobsPath(l.Digest)
+	if err != nil {
+		return nil, err
+	}
+
+	return os.Open(blob)
+}
+
+func (l *Layer) Remove() error {
+	if l.Digest == "" {
+		return nil
+	}
+
+	// Ignore corrupt manifests to avoid blocking deletion of layers that are freshly orphaned
+	ms, err := Manifests(true)
+	if err != nil {
+		return err
+	}
+
+	for _, m := range ms {
+		for _, layer := range append(m.Layers, m.Config) {
+			if layer.Digest == l.Digest {
+				// something is using this layer
+				return nil
+			}
+		}
+	}
+
+	blob, err := GetBlobsPath(l.Digest)
+	if err != nil {
+		return err
+	}
+
+	return os.Remove(blob)
+}
diff --git a/server/manifest.go b/server/manifest.go
new file mode 100644
index 0000000..0d348dd
--- /dev/null
+++ b/server/manifest.go
@@ -0,0 +1,178 @@
+package server
+
+import (
+	"crypto/sha256"
+	"encoding/hex"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"os"
+	"path/filepath"
+
+	"github.com/ollama/ollama/types/model"
+)
+
+type Manifest struct {
+	SchemaVersion int     `json:"schemaVersion"`
+	MediaType     string  `json:"mediaType"`
+	Config        Layer   `json:"config"`
+	Layers        []Layer `json:"layers"`
+
+	filepath string
+	fi       os.FileInfo
+	digest   string
+}
+
+func (m *Manifest) Size() (size int64) {
+	for _, layer := range append(m.Layers, m.Config) {
+		size += layer.Size
+	}
+
+	return
+}
+
+func (m *Manifest) Remove() error {
+	if err := os.Remove(m.filepath); err != nil {
+		return err
+	}
+
+	manifests, err := GetManifestPath()
+	if err != nil {
+		return err
+	}
+
+	return PruneDirectory(manifests)
+}
+
+func (m *Manifest) RemoveLayers() error {
+	for _, layer := range append(m.Layers, m.Config) {
+		if layer.Digest != "" {
+			if err := layer.Remove(); errors.Is(err, os.ErrNotExist) {
+				slog.Debug("layer does not exist", "digest", layer.Digest)
+			} else if err != nil {
+				return err
+			}
+		}
+	}
+
+	return nil
+}
+
+func ParseNamedManifest(n model.Name) (*Manifest, error) {
+	if !n.IsFullyQualified() {
+		return nil, model.Unqualified(n)
+	}
+
+	manifests, err := GetManifestPath()
+	if err != nil {
+		return nil, err
+	}
+
+	p := filepath.Join(manifests, n.Filepath())
+
+	var m Manifest
+	f, err := os.Open(p)
+	if err != nil {
+		return nil, err
+	}
+	defer f.Close()
+
+	fi, err := f.Stat()
+	if err != nil {
+		return nil, err
+	}
+
+	sha256sum := sha256.New()
+	if err := json.NewDecoder(io.TeeReader(f, sha256sum)).Decode(&m); err != nil {
+		return nil, err
+	}
+
+	m.filepath = p
+	m.fi = fi
+	m.digest = hex.EncodeToString(sha256sum.Sum(nil))
+
+	return &m, nil
+}
+
+func WriteManifest(name model.Name, config Layer, layers []Layer) error {
+	manifests, err := GetManifestPath()
+	if err != nil {
+		return err
+	}
+
+	p := filepath.Join(manifests, name.Filepath())
+	if err := os.MkdirAll(filepath.Dir(p), 0o755); err != nil {
+		return err
+	}
+
+	f, err := os.Create(p)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+
+	m := Manifest{
+		SchemaVersion: 2,
+		MediaType:     "application/vnd.docker.distribution.manifest.v2+json",
+		Config:        config,
+		Layers:        layers,
+	}
+
+	return json.NewEncoder(f).Encode(m)
+}
+
+func Manifests(continueOnError bool) (map[model.Name]*Manifest, error) {
+	manifests, err := GetManifestPath()
+	if err != nil {
+		return nil, err
+	}
+
+	// TODO(mxyng): use something less brittle
+	matches, err := filepath.Glob(filepath.Join(manifests, "*", "*", "*", "*"))
+	if err != nil {
+		return nil, err
+	}
+
+	ms := make(map[model.Name]*Manifest)
+	for _, match := range matches {
+		fi, err := os.Stat(match)
+		if err != nil {
+			return nil, err
+		}
+
+		if !fi.IsDir() {
+			rel, err := filepath.Rel(manifests, match)
+			if err != nil {
+				if !continueOnError {
+					return nil, fmt.Errorf("%s %w", match, err)
+				}
+				slog.Warn("bad filepath", "path", match, "error", err)
+				continue
+			}
+
+			n := model.ParseNameFromFilepath(rel)
+			if !n.IsValid() {
+				if !continueOnError {
+					return nil, fmt.Errorf("%s %w", rel, err)
+				}
+				slog.Warn("bad manifest name", "path", rel)
+				continue
+			}
+
+			m, err := ParseNamedManifest(n)
+			if err != nil {
+				if !continueOnError {
+					return nil, fmt.Errorf("%s %w", n, err)
+				}
+				slog.Warn("bad manifest", "name", n, "error", err)
+				continue
+			}
+
+			ms[n] = m
+		}
+	}
+
+	return ms, nil
+}
diff --git a/server/manifest_test.go b/server/manifest_test.go
new file mode 100644
index 0000000..d94deef
--- /dev/null
+++ b/server/manifest_test.go
@@ -0,0 +1,150 @@
+package server
+
+import (
+	"encoding/json"
+	"os"
+	"path/filepath"
+	"slices"
+	"testing"
+
+	"github.com/ollama/ollama/types/model"
+)
+
+func createManifest(t *testing.T, path, name string) {
+	t.Helper()
+
+	p := filepath.Join(path, "manifests", name)
+	if err := os.MkdirAll(filepath.Dir(p), 0o755); err != nil {
+		t.Fatal(err)
+	}
+
+	f, err := os.Create(p)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	if err := json.NewEncoder(f).Encode(Manifest{}); err != nil {
+		t.Fatal(err)
+	}
+}
+
+func TestManifests(t *testing.T) {
+	cases := map[string]struct {
+		ps               []string
+		wantValidCount   int
+		wantInvalidCount int
+	}{
+		"empty": {},
+		"single": {
+			ps: []string{
+				filepath.Join("host", "namespace", "model", "tag"),
+			},
+			wantValidCount: 1,
+		},
+		"multiple": {
+			ps: []string{
+				filepath.Join("registry.ollama.ai", "library", "llama3", "latest"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q4_0"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q4_1"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q8_0"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q5_0"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q5_1"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q2_K"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q3_K_S"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q3_K_M"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q3_K_L"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q4_K_S"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q4_K_M"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q5_K_S"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q5_K_M"),
+				filepath.Join("registry.ollama.ai", "library", "llama3", "q6_K"),
+			},
+			wantValidCount: 15,
+		},
+		"hidden": {
+			ps: []string{
+				filepath.Join("host", "namespace", "model", "tag"),
+				filepath.Join("host", "namespace", "model", ".hidden"),
+			},
+			wantValidCount:   1,
+			wantInvalidCount: 1,
+		},
+		"subdir": {
+			ps: []string{
+				filepath.Join("host", "namespace", "model", "tag", "one"),
+				filepath.Join("host", "namespace", "model", "tag", "another", "one"),
+			},
+			wantInvalidCount: 2,
+		},
+		"upper tag": {
+			ps: []string{
+				filepath.Join("host", "namespace", "model", "TAG"),
+			},
+			wantValidCount: 1,
+		},
+		"upper model": {
+			ps: []string{
+				filepath.Join("host", "namespace", "MODEL", "tag"),
+			},
+			wantValidCount: 1,
+		},
+		"upper namespace": {
+			ps: []string{
+				filepath.Join("host", "NAMESPACE", "model", "tag"),
+			},
+			wantValidCount: 1,
+		},
+		"upper host": {
+			ps: []string{
+				filepath.Join("HOST", "namespace", "model", "tag"),
+			},
+			wantValidCount: 1,
+		},
+	}
+
+	for n, wants := range cases {
+		t.Run(n, func(t *testing.T) {
+			d := t.TempDir()
+			t.Setenv("OLLAMA_MODELS", d)
+
+			for _, p := range wants.ps {
+				createManifest(t, d, p)
+			}
+
+			ms, err := Manifests(true)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			var ns []model.Name
+			for k := range ms {
+				ns = append(ns, k)
+			}
+
+			var gotValidCount, gotInvalidCount int
+			for _, p := range wants.ps {
+				n := model.ParseNameFromFilepath(p)
+				if n.IsValid() {
+					gotValidCount++
+				} else {
+					gotInvalidCount++
+				}
+
+				if !n.IsValid() && slices.Contains(ns, n) {
+					t.Errorf("unexpected invalid name: %s", p)
+				} else if n.IsValid() && !slices.Contains(ns, n) {
+					t.Errorf("missing valid name: %s", p)
+				}
+			}
+
+			if gotValidCount != wants.wantValidCount {
+				t.Errorf("got valid count %d, want %d", gotValidCount, wants.wantValidCount)
+			}
+
+			if gotInvalidCount != wants.wantInvalidCount {
+				t.Errorf("got invalid count %d, want %d", gotInvalidCount, wants.wantInvalidCount)
+			}
+		})
+	}
+}
diff --git a/server/model.go b/server/model.go
new file mode 100644
index 0000000..6b5439a
--- /dev/null
+++ b/server/model.go
@@ -0,0 +1,251 @@
+package server
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"log/slog"
+	"net/http"
+	"os"
+	"slices"
+	"strings"
+	"text/template/parse"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/template"
+	"github.com/ollama/ollama/types/model"
+)
+
+var intermediateBlobs map[string]string = make(map[string]string)
+
+type layerGGML struct {
+	Layer
+	*ggml.GGML
+}
+
+func parseFromModel(ctx context.Context, name model.Name, fn func(api.ProgressResponse)) (layers []*layerGGML, err error) {
+	m, err := ParseNamedManifest(name)
+	switch {
+	case errors.Is(err, os.ErrNotExist):
+		if err := PullModel(ctx, name.String(), &registryOptions{}, fn); err != nil {
+			return nil, err
+		}
+
+		m, err = ParseNamedManifest(name)
+		if err != nil {
+			return nil, err
+		}
+	case err != nil:
+		return nil, err
+	}
+
+	for _, layer := range m.Layers {
+		layer, err := NewLayerFromLayer(layer.Digest, layer.MediaType, name.DisplayShortest())
+		if err != nil {
+			return nil, err
+		}
+
+		switch layer.MediaType {
+		case "application/vnd.ollama.image.model",
+			"application/vnd.ollama.image.projector",
+			"application/vnd.ollama.image.adapter":
+			blobpath, err := GetBlobsPath(layer.Digest)
+			if err != nil {
+				return nil, err
+			}
+
+			blob, err := os.Open(blobpath)
+			if err != nil {
+				return nil, err
+			}
+			defer blob.Close()
+
+			f, err := ggml.Decode(blob, -1)
+			if err != nil {
+				return nil, err
+			}
+
+			layers = append(layers, &layerGGML{layer, f})
+		default:
+			layers = append(layers, &layerGGML{layer, nil})
+		}
+	}
+
+	return layers, nil
+}
+
+func detectChatTemplate(layers []*layerGGML) ([]*layerGGML, error) {
+	for _, layer := range layers {
+		if s := layer.GGML.KV().ChatTemplate(); s != "" {
+			if t, err := template.Named(s); err != nil {
+				slog.Debug("template detection", "error", err, "template", s)
+			} else {
+				layer, err := NewLayer(t.Reader(), "application/vnd.ollama.image.template")
+				if err != nil {
+					return nil, err
+				}
+
+				layer.status = fmt.Sprintf("using autodetected template %s", t.Name)
+				layers = append(layers, &layerGGML{layer, nil})
+
+				if t.Parameters != nil {
+					var b bytes.Buffer
+					if err := json.NewEncoder(&b).Encode(t.Parameters); err != nil {
+						return nil, err
+					}
+
+					layer, err := NewLayer(&b, "application/vnd.ollama.image.params")
+					if err != nil {
+						return nil, err
+					}
+
+					layers = append(layers, &layerGGML{layer, nil})
+				}
+			}
+		}
+	}
+
+	return layers, nil
+}
+
+func detectContentType(r io.Reader) (string, error) {
+	var b bytes.Buffer
+	if _, err := io.Copy(&b, r); err != nil {
+		return "", err
+	}
+
+	if contentType := ggml.DetectContentType(b.Bytes()); contentType != "" {
+		return contentType, nil
+	}
+
+	if contentType := http.DetectContentType(b.Bytes()); contentType != "application/octet-stream" {
+		return contentType, nil
+	}
+
+	return "unknown", nil
+}
+
+func parseObjects(s string) []map[string]any {
+	var objs []map[string]any
+	for offset := 0; offset < len(s); {
+		var obj map[string]any
+		decoder := json.NewDecoder(strings.NewReader(s[offset:]))
+		if err := decoder.Decode(&obj); errors.Is(err, io.EOF) || errors.Is(err, io.ErrUnexpectedEOF) {
+			break
+		} else if syntax := &(json.SyntaxError{}); errors.As(err, &syntax) {
+			// skip over any syntax errors
+			offset += int(syntax.Offset)
+		} else if unmarshalType := &(json.UnmarshalTypeError{}); errors.As(err, &unmarshalType) {
+			// skip over any unmarshalable types
+			offset += int(unmarshalType.Offset)
+		} else if err != nil {
+			return nil
+		} else {
+			offset += int(decoder.InputOffset())
+			objs = append(objs, obj)
+		}
+	}
+
+	return objs
+}
+
+// parseToolCalls attempts to parse a JSON string into a slice of ToolCalls.
+// mxyng: this only really works if the input contains tool calls in some JSON format
+func (m *Model) parseToolCalls(s string) ([]api.ToolCall, bool) {
+	// create a subtree from the node that ranges over .ToolCalls
+	tmpl := m.Template.Subtree(func(n parse.Node) bool {
+		if t, ok := n.(*parse.RangeNode); ok {
+			return slices.Contains(template.Identifiers(t.Pipe), "ToolCalls")
+		}
+
+		return false
+	})
+
+	if tmpl == nil {
+		return nil, false
+	}
+
+	var b bytes.Buffer
+	if err := tmpl.Execute(&b, map[string][]api.ToolCall{
+		"ToolCalls": {
+			{
+				Function: api.ToolCallFunction{
+					Name: "@@name@@",
+					Arguments: api.ToolCallFunctionArguments{
+						"@@argument@@": 1,
+					},
+				},
+			},
+		},
+	}); err != nil {
+		return nil, false
+	}
+
+	templateObjects := parseObjects(b.String())
+	if len(templateObjects) == 0 {
+		return nil, false
+	}
+
+	// find the keys that correspond to the name and arguments fields
+	var name, arguments string
+	for k, v := range templateObjects[0] {
+		switch v.(type) {
+		case string:
+			name = k
+		case map[string]any:
+			arguments = k
+		}
+	}
+
+	if name == "" || arguments == "" {
+		return nil, false
+	}
+
+	responseObjects := parseObjects(s)
+	if len(responseObjects) == 0 {
+		return nil, false
+	}
+
+	// collect all nested objects
+	var collect func(any) []map[string]any
+	collect = func(obj any) (all []map[string]any) {
+		switch o := obj.(type) {
+		case map[string]any:
+			all = append(all, o)
+			for _, v := range o {
+				all = append(all, collect(v)...)
+			}
+		case []any:
+			for _, v := range o {
+				all = append(all, collect(v)...)
+			}
+		}
+
+		return all
+	}
+
+	var objs []map[string]any
+	for _, p := range responseObjects {
+		objs = append(objs, collect(p)...)
+	}
+
+	var toolCalls []api.ToolCall
+	for _, kv := range objs {
+		n, nok := kv[name].(string)
+		a, aok := kv[arguments].(map[string]any)
+		if nok && aok {
+			toolCalls = append(toolCalls, api.ToolCall{
+				Function: api.ToolCallFunction{
+					Name:      n,
+					Arguments: a,
+				},
+			})
+		}
+	}
+
+	return toolCalls, len(toolCalls) > 0
+}
diff --git a/server/model_test.go b/server/model_test.go
new file mode 100644
index 0000000..e5c2f2b
--- /dev/null
+++ b/server/model_test.go
@@ -0,0 +1,179 @@
+package server
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/google/go-cmp/cmp"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/template"
+)
+
+func readFile(t *testing.T, base, name string) *bytes.Buffer {
+	t.Helper()
+
+	bts, err := os.ReadFile(filepath.Join(base, name))
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	return bytes.NewBuffer(bts)
+}
+
+func TestExecuteWithTools(t *testing.T) {
+	p := filepath.Join("testdata", "tools")
+	cases := []struct {
+		model  string
+		output string
+		ok     bool
+	}{
+		{"mistral", `[TOOL_CALLS]  [{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
+		{"mistral", `[TOOL_CALLS]  [{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]
+
+The temperature in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.`, true},
+		{"mistral", `[TOOL_CALLS]  [{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"To }]`, false},
+		{"mistral", `I'm not aware of that information. However, I can suggest searching for the weather using the "get_current_weather" function:
+
+		[{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
+		{"mistral", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
+		{"command-r-plus", "Action: ```json" + `
+[
+    {
+        "tool_name": "get_current_weather",
+        "parameters": {
+            "format": "fahrenheit",
+            "location": "San Francisco, CA"
+        }
+    },
+    {
+        "tool_name": "get_current_weather",
+        "parameters": {
+            "format": "celsius",
+            "location": "Toronto, Canada"
+        }
+    }
+]
+` + "```", true},
+		{"command-r-plus", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
+		{"firefunction", ` functools[{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
+		{"firefunction", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
+		{"llama3-groq-tool-use", `<tool_call>
+{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}}
+{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}
+</tool_call>`, true},
+		{"xlam", `{"tool_calls": [{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]}`, true},
+		{"nemotron", `<toolcall>{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]} </toolcall>`, true},
+	}
+
+	var tools []api.Tool
+	if err := json.Unmarshal(readFile(t, p, "tools.json").Bytes(), &tools); err != nil {
+		t.Fatal(err)
+	}
+
+	var messages []api.Message
+	if err := json.Unmarshal(readFile(t, p, "messages.json").Bytes(), &messages); err != nil {
+		t.Fatal(err)
+	}
+
+	calls := []api.ToolCall{
+		{
+			Function: api.ToolCallFunction{
+				Name: "get_current_weather",
+				Arguments: api.ToolCallFunctionArguments{
+					"format":   "fahrenheit",
+					"location": "San Francisco, CA",
+				},
+			},
+		},
+		{
+			Function: api.ToolCallFunction{
+				Name: "get_current_weather",
+				Arguments: api.ToolCallFunctionArguments{
+					"format":   "celsius",
+					"location": "Toronto, Canada",
+				},
+			},
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.model, func(t *testing.T) {
+			tmpl, err := template.Parse(readFile(t, p, fmt.Sprintf("%s.gotmpl", tt.model)).String())
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			t.Run("template", func(t *testing.T) {
+				var actual bytes.Buffer
+				if err := tmpl.Execute(&actual, template.Values{Tools: tools, Messages: messages}); err != nil {
+					t.Fatal(err)
+				}
+
+				if diff := cmp.Diff(actual.String(), readFile(t, p, fmt.Sprintf("%s.out", tt.model)).String()); diff != "" {
+					t.Errorf("mismatch (-got +want):\n%s", diff)
+				}
+			})
+
+			t.Run("parse", func(t *testing.T) {
+				m := &Model{Template: tmpl}
+				actual, ok := m.parseToolCalls(tt.output)
+				if ok != tt.ok {
+					t.Fatalf("expected %t, got %t", tt.ok, ok)
+				}
+
+				if tt.ok {
+					if diff := cmp.Diff(actual, calls); diff != "" {
+						t.Errorf("mismatch (-got +want):\n%s", diff)
+					}
+				}
+			})
+		})
+	}
+}
+
+func TestParseObjects(t *testing.T) {
+	tests := []struct {
+		input string
+		want  []map[string]any
+	}{
+		{
+			input: `[{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`,
+			want: []map[string]any{
+				{"name": "get_current_weather", "arguments": map[string]any{"format": "fahrenheit", "location": "San Francisco, CA"}},
+				{"name": "get_current_weather", "arguments": map[string]any{"format": "celsius", "location": "Toronto, Canada"}},
+			},
+		},
+		{
+			input: `<toolcall>{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}} </toolcall>`,
+			want: []map[string]any{
+				{"name": "get_current_weather", "arguments": map[string]any{"format": "fahrenheit", "location": "San Francisco, CA"}},
+			},
+		},
+		{
+			input: `<toolcall>{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}} </toolcall> <toolcall>{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, ON"}} </toolcall>`,
+			want: []map[string]any{
+				{"name": "get_current_weather", "arguments": map[string]any{"format": "fahrenheit", "location": "San Francisco, CA"}},
+				{"name": "get_current_weather", "arguments": map[string]any{"format": "celsius", "location": "Toronto, ON"}},
+			},
+		},
+		{
+			input: `{"name": "get_current_weather", "arguments": `,
+			want:  nil,
+		},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.input, func(t *testing.T) {
+			got := parseObjects(tc.input)
+
+			if diff := cmp.Diff(got, tc.want); diff != "" {
+				t.Errorf("mismatch (-got +want):\n%s", diff)
+			}
+		})
+	}
+}
diff --git a/server/modelpath.go b/server/modelpath.go
new file mode 100644
index 0000000..d1bcae9
--- /dev/null
+++ b/server/modelpath.go
@@ -0,0 +1,146 @@
+package server
+
+import (
+	"errors"
+	"fmt"
+	"io/fs"
+	"net/url"
+	"os"
+	"path/filepath"
+	"regexp"
+	"strings"
+
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/types/model"
+)
+
+type ModelPath struct {
+	ProtocolScheme string
+	Registry       string
+	Namespace      string
+	Repository     string
+	Tag            string
+}
+
+const (
+	DefaultRegistry       = "registry.ollama.ai"
+	DefaultNamespace      = "library"
+	DefaultTag            = "latest"
+	DefaultProtocolScheme = "https"
+)
+
+var (
+	ErrInvalidImageFormat  = errors.New("invalid image format")
+	ErrInvalidDigestFormat = errors.New("invalid digest format")
+	ErrInvalidProtocol     = errors.New("invalid protocol scheme")
+	ErrInsecureProtocol    = errors.New("insecure protocol http")
+	ErrModelPathInvalid    = errors.New("invalid model path")
+)
+
+func ParseModelPath(name string) ModelPath {
+	mp := ModelPath{
+		ProtocolScheme: DefaultProtocolScheme,
+		Registry:       DefaultRegistry,
+		Namespace:      DefaultNamespace,
+		Repository:     "",
+		Tag:            DefaultTag,
+	}
+
+	before, after, found := strings.Cut(name, "://")
+	if found {
+		mp.ProtocolScheme = before
+		name = after
+	}
+
+	name = strings.ReplaceAll(name, string(os.PathSeparator), "/")
+	parts := strings.Split(name, "/")
+	switch len(parts) {
+	case 3:
+		mp.Registry = parts[0]
+		mp.Namespace = parts[1]
+		mp.Repository = parts[2]
+	case 2:
+		mp.Namespace = parts[0]
+		mp.Repository = parts[1]
+	case 1:
+		mp.Repository = parts[0]
+	}
+
+	if repo, tag, found := strings.Cut(mp.Repository, ":"); found {
+		mp.Repository = repo
+		mp.Tag = tag
+	}
+
+	return mp
+}
+
+func (mp ModelPath) GetNamespaceRepository() string {
+	return fmt.Sprintf("%s/%s", mp.Namespace, mp.Repository)
+}
+
+func (mp ModelPath) GetFullTagname() string {
+	return fmt.Sprintf("%s/%s/%s:%s", mp.Registry, mp.Namespace, mp.Repository, mp.Tag)
+}
+
+func (mp ModelPath) GetShortTagname() string {
+	if mp.Registry == DefaultRegistry {
+		if mp.Namespace == DefaultNamespace {
+			return fmt.Sprintf("%s:%s", mp.Repository, mp.Tag)
+		}
+		return fmt.Sprintf("%s/%s:%s", mp.Namespace, mp.Repository, mp.Tag)
+	}
+	return fmt.Sprintf("%s/%s/%s:%s", mp.Registry, mp.Namespace, mp.Repository, mp.Tag)
+}
+
+// GetManifestPath returns the path to the manifest file for the given model path, it is up to the caller to create the directory if it does not exist.
+func (mp ModelPath) GetManifestPath() (string, error) {
+	name := model.Name{
+		Host:      mp.Registry,
+		Namespace: mp.Namespace,
+		Model:     mp.Repository,
+		Tag:       mp.Tag,
+	}
+	if !name.IsValid() {
+		return "", fs.ErrNotExist
+	}
+	return filepath.Join(envconfig.Models(), "manifests", name.Filepath()), nil
+}
+
+func (mp ModelPath) BaseURL() *url.URL {
+	return &url.URL{
+		Scheme: mp.ProtocolScheme,
+		Host:   mp.Registry,
+	}
+}
+
+func GetManifestPath() (string, error) {
+	path := filepath.Join(envconfig.Models(), "manifests")
+	if err := os.MkdirAll(path, 0o755); err != nil {
+		return "", err
+	}
+
+	return path, nil
+}
+
+func GetBlobsPath(digest string) (string, error) {
+	// only accept actual sha256 digests
+	pattern := "^sha256[:-][0-9a-fA-F]{64}$"
+	re := regexp.MustCompile(pattern)
+
+	if digest != "" && !re.MatchString(digest) {
+		return "", ErrInvalidDigestFormat
+	}
+
+	digest = strings.ReplaceAll(digest, ":", "-")
+	path := filepath.Join(envconfig.Models(), "blobs", digest)
+	dirPath := filepath.Dir(path)
+	if digest == "" {
+		dirPath = path
+	}
+
+	if err := os.MkdirAll(dirPath, 0o755); err != nil {
+		return "", err
+	}
+
+	return path, nil
+}
diff --git a/server/modelpath_test.go b/server/modelpath_test.go
new file mode 100644
index 0000000..96429f9
--- /dev/null
+++ b/server/modelpath_test.go
@@ -0,0 +1,153 @@
+package server
+
+import (
+	"path/filepath"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestGetBlobsPath(t *testing.T) {
+	// GetBlobsPath expects an actual directory to exist
+	tempDir := t.TempDir()
+
+	tests := []struct {
+		name     string
+		digest   string
+		expected string
+		err      error
+	}{
+		{
+			"empty digest",
+			"",
+			filepath.Join(tempDir, "blobs"),
+			nil,
+		},
+		{
+			"valid with colon",
+			"sha256:456402914e838a953e0cf80caa6adbe75383d9e63584a964f504a7bbb8f7aad9",
+			filepath.Join(tempDir, "blobs", "sha256-456402914e838a953e0cf80caa6adbe75383d9e63584a964f504a7bbb8f7aad9"),
+			nil,
+		},
+		{
+			"valid with dash",
+			"sha256-456402914e838a953e0cf80caa6adbe75383d9e63584a964f504a7bbb8f7aad9",
+			filepath.Join(tempDir, "blobs", "sha256-456402914e838a953e0cf80caa6adbe75383d9e63584a964f504a7bbb8f7aad9"),
+			nil,
+		},
+		{
+			"digest too short",
+			"sha256-45640291",
+			"",
+			ErrInvalidDigestFormat,
+		},
+		{
+			"digest too long",
+			"sha256-456402914e838a953e0cf80caa6adbe75383d9e63584a964f504a7bbb8f7aad9aaaaaaaaaa",
+			"",
+			ErrInvalidDigestFormat,
+		},
+		{
+			"digest invalid chars",
+			"../sha256-456402914e838a953e0cf80caa6adbe75383d9e63584a964f504a7bbb8f7a",
+			"",
+			ErrInvalidDigestFormat,
+		},
+	}
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			t.Setenv("OLLAMA_MODELS", tempDir)
+
+			got, err := GetBlobsPath(tc.digest)
+
+			require.ErrorIs(t, tc.err, err, tc.name)
+			assert.Equal(t, tc.expected, got, tc.name)
+		})
+	}
+}
+
+func TestParseModelPath(t *testing.T) {
+	tests := []struct {
+		name string
+		arg  string
+		want ModelPath
+	}{
+		{
+			"full path https",
+			"https://example.com/ns/repo:tag",
+			ModelPath{
+				ProtocolScheme: "https",
+				Registry:       "example.com",
+				Namespace:      "ns",
+				Repository:     "repo",
+				Tag:            "tag",
+			},
+		},
+		{
+			"full path http",
+			"http://example.com/ns/repo:tag",
+			ModelPath{
+				ProtocolScheme: "http",
+				Registry:       "example.com",
+				Namespace:      "ns",
+				Repository:     "repo",
+				Tag:            "tag",
+			},
+		},
+		{
+			"no protocol",
+			"example.com/ns/repo:tag",
+			ModelPath{
+				ProtocolScheme: "https",
+				Registry:       "example.com",
+				Namespace:      "ns",
+				Repository:     "repo",
+				Tag:            "tag",
+			},
+		},
+		{
+			"no registry",
+			"ns/repo:tag",
+			ModelPath{
+				ProtocolScheme: "https",
+				Registry:       DefaultRegistry,
+				Namespace:      "ns",
+				Repository:     "repo",
+				Tag:            "tag",
+			},
+		},
+		{
+			"no namespace",
+			"repo:tag",
+			ModelPath{
+				ProtocolScheme: "https",
+				Registry:       DefaultRegistry,
+				Namespace:      DefaultNamespace,
+				Repository:     "repo",
+				Tag:            "tag",
+			},
+		},
+		{
+			"no tag",
+			"repo",
+			ModelPath{
+				ProtocolScheme: "https",
+				Registry:       DefaultRegistry,
+				Namespace:      DefaultNamespace,
+				Repository:     "repo",
+				Tag:            DefaultTag,
+			},
+		},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			got := ParseModelPath(tc.arg)
+
+			if got != tc.want {
+				t.Errorf("got: %q want: %q", got, tc.want)
+			}
+		})
+	}
+}
diff --git a/server/prompt.go b/server/prompt.go
new file mode 100644
index 0000000..147a02b
--- /dev/null
+++ b/server/prompt.go
@@ -0,0 +1,104 @@
+package server
+
+import (
+	"bytes"
+	"context"
+	"errors"
+	"fmt"
+	"log/slog"
+	"slices"
+	"strings"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/llm"
+	"github.com/ollama/ollama/template"
+)
+
+type tokenizeFunc func(context.Context, string) ([]int, error)
+
+// chatPrompt accepts a list of messages and returns the prompt and images that should be used for the next chat turn.
+// chatPrompt truncates any messages that exceed the context window of the model, making sure to always include 1) the
+// latest message and 2) system messages
+func chatPrompt(ctx context.Context, m *Model, tokenize tokenizeFunc, opts *api.Options, msgs []api.Message, tools []api.Tool) (prompt string, images []llm.ImageData, _ error) {
+	var system []api.Message
+
+	// TODO: Ideally we would compute this from the projector metadata but some pieces are implementation dependent
+	// Clip images are represented as 768 tokens, each an embedding
+	imageNumTokens := 768
+
+	n := len(msgs) - 1
+	// in reverse, find all messages that fit into context window
+	for i := n; i >= 0; i-- {
+		// always include the last message
+		if i == n {
+			continue
+		}
+
+		system = make([]api.Message, 0)
+		for j := range i {
+			if msgs[j].Role == "system" {
+				system = append(system, msgs[j])
+			}
+		}
+
+		var b bytes.Buffer
+		if err := m.Template.Execute(&b, template.Values{Messages: append(system, msgs[i:]...), Tools: tools}); err != nil {
+			return "", nil, err
+		}
+
+		s, err := tokenize(ctx, b.String())
+		if err != nil {
+			return "", nil, err
+		}
+
+		ctxLen := len(s)
+		if m.ProjectorPaths != nil {
+			for _, m := range msgs[i:] {
+				ctxLen += imageNumTokens * len(m.Images)
+			}
+		}
+
+		if ctxLen > opts.NumCtx {
+			slog.Debug("truncating input messages which exceed context length", "truncated", len(msgs[i:]))
+			break
+		} else {
+			n = i
+		}
+	}
+
+	currMsgIdx := n
+
+	for cnt, msg := range msgs[currMsgIdx:] {
+		if slices.Contains(m.Config.ModelFamilies, "mllama") && len(msg.Images) > 1 {
+			return "", nil, errors.New("this model only supports one image while more than one image requested")
+		}
+
+		var prefix string
+		prompt := msg.Content
+
+		for _, i := range msg.Images {
+			imgData := llm.ImageData{
+				ID:   len(images),
+				Data: i,
+			}
+
+			imgTag := fmt.Sprintf("[img-%d]", imgData.ID)
+			if !strings.Contains(prompt, "[img]") {
+				prefix += imgTag
+			} else {
+				prompt = strings.Replace(prompt, "[img]", imgTag, 1)
+			}
+
+			images = append(images, imgData)
+		}
+		msgs[currMsgIdx+cnt].Content = prefix + prompt
+	}
+
+	// truncate any messages that do not fit into the context window
+	var b bytes.Buffer
+	if err := m.Template.Execute(&b, template.Values{Messages: append(system, msgs[currMsgIdx:]...), Tools: tools}); err != nil {
+		return "", nil, err
+	}
+
+	return b.String(), images, nil
+}
diff --git a/server/prompt_test.go b/server/prompt_test.go
new file mode 100644
index 0000000..fb6c96c
--- /dev/null
+++ b/server/prompt_test.go
@@ -0,0 +1,239 @@
+package server
+
+import (
+	"bytes"
+	"testing"
+
+	"github.com/google/go-cmp/cmp"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/template"
+)
+
+func TestChatPrompt(t *testing.T) {
+	type expect struct {
+		prompt string
+		images [][]byte
+		error  error
+	}
+
+	tmpl, err := template.Parse(`
+{{- if .System }}{{ .System }} {{ end }}
+{{- if .Prompt }}{{ .Prompt }} {{ end }}
+{{- if .Response }}{{ .Response }} {{ end }}`)
+	if err != nil {
+		t.Fatal(err)
+	}
+	visionModel := Model{Template: tmpl, ProjectorPaths: []string{"vision"}}
+
+	cases := []struct {
+		name  string
+		model Model
+		limit int
+		msgs  []api.Message
+		expect
+	}{
+		{
+			name:  "messages",
+			model: visionModel,
+			limit: 64,
+			msgs: []api.Message{
+				{Role: "user", Content: "You're a test, Harry!"},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager."},
+			},
+			expect: expect{
+				prompt: "You're a test, Harry! I-I'm a what? A test. And a thumping good one at that, I'd wager. ",
+			},
+		},
+		{
+			name:  "truncate messages",
+			model: visionModel,
+			limit: 1,
+			msgs: []api.Message{
+				{Role: "user", Content: "You're a test, Harry!"},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager."},
+			},
+			expect: expect{
+				prompt: "A test. And a thumping good one at that, I'd wager. ",
+			},
+		},
+		{
+			name:  "truncate messages with image",
+			model: visionModel,
+			limit: 64,
+			msgs: []api.Message{
+				{Role: "user", Content: "You're a test, Harry!"},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager.", Images: []api.ImageData{[]byte("something")}},
+			},
+			expect: expect{
+				prompt: "[img-0]A test. And a thumping good one at that, I'd wager. ",
+				images: [][]byte{
+					[]byte("something"),
+				},
+			},
+		},
+		{
+			name:  "truncate messages with images",
+			model: visionModel,
+			limit: 64,
+			msgs: []api.Message{
+				{Role: "user", Content: "You're a test, Harry!", Images: []api.ImageData{[]byte("something")}},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager.", Images: []api.ImageData{[]byte("somethingelse")}},
+			},
+			expect: expect{
+				prompt: "[img-0]A test. And a thumping good one at that, I'd wager. ",
+				images: [][]byte{
+					[]byte("somethingelse"),
+				},
+			},
+		},
+		{
+			name:  "messages with images",
+			model: visionModel,
+			limit: 2048,
+			msgs: []api.Message{
+				{Role: "user", Content: "You're a test, Harry!", Images: []api.ImageData{[]byte("something")}},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager.", Images: []api.ImageData{[]byte("somethingelse")}},
+			},
+			expect: expect{
+				prompt: "[img-0]You're a test, Harry! I-I'm a what? [img-1]A test. And a thumping good one at that, I'd wager. ",
+				images: [][]byte{
+					[]byte("something"),
+					[]byte("somethingelse"),
+				},
+			},
+		},
+		{
+			name:  "message with image tag",
+			model: visionModel,
+			limit: 2048,
+			msgs: []api.Message{
+				{Role: "user", Content: "You're a test, Harry! [img]", Images: []api.ImageData{[]byte("something")}},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager.", Images: []api.ImageData{[]byte("somethingelse")}},
+			},
+			expect: expect{
+				prompt: "You're a test, Harry! [img-0] I-I'm a what? [img-1]A test. And a thumping good one at that, I'd wager. ",
+				images: [][]byte{
+					[]byte("something"),
+					[]byte("somethingelse"),
+				},
+			},
+		},
+		{
+			name:  "messages with interleaved images",
+			model: visionModel,
+			limit: 2048,
+			msgs: []api.Message{
+				{Role: "user", Content: "You're a test, Harry!"},
+				{Role: "user", Images: []api.ImageData{[]byte("something")}},
+				{Role: "user", Images: []api.ImageData{[]byte("somethingelse")}},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager."},
+			},
+			expect: expect{
+				prompt: "You're a test, Harry!\n\n[img-0]\n\n[img-1] I-I'm a what? A test. And a thumping good one at that, I'd wager. ",
+				images: [][]byte{
+					[]byte("something"),
+					[]byte("somethingelse"),
+				},
+			},
+		},
+		{
+			name:  "truncate message with interleaved images",
+			model: visionModel,
+			limit: 1024,
+			msgs: []api.Message{
+				{Role: "user", Content: "You're a test, Harry!"},
+				{Role: "user", Images: []api.ImageData{[]byte("something")}},
+				{Role: "user", Images: []api.ImageData{[]byte("somethingelse")}},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager."},
+			},
+			expect: expect{
+				prompt: "[img-0] I-I'm a what? A test. And a thumping good one at that, I'd wager. ",
+				images: [][]byte{
+					[]byte("somethingelse"),
+				},
+			},
+		},
+		{
+			name:  "message with system prompt",
+			model: visionModel,
+			limit: 2048,
+			msgs: []api.Message{
+				{Role: "system", Content: "You are the Test Who Lived."},
+				{Role: "user", Content: "You're a test, Harry!"},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager."},
+			},
+			expect: expect{
+				prompt: "You are the Test Who Lived. You're a test, Harry! I-I'm a what? A test. And a thumping good one at that, I'd wager. ",
+			},
+		},
+		{
+			name:  "out of order system",
+			model: visionModel,
+			limit: 2048,
+			msgs: []api.Message{
+				{Role: "user", Content: "You're a test, Harry!"},
+				{Role: "assistant", Content: "I-I'm a what?"},
+				{Role: "system", Content: "You are the Test Who Lived."},
+				{Role: "user", Content: "A test. And a thumping good one at that, I'd wager."},
+			},
+			expect: expect{
+				prompt: "You're a test, Harry! I-I'm a what? You are the Test Who Lived. A test. And a thumping good one at that, I'd wager. ",
+			},
+		},
+		{
+			name:  "multiple images same prompt",
+			model: visionModel,
+			limit: 2048,
+			msgs: []api.Message{
+				{Role: "user", Content: "Compare these two pictures of hotdogs", Images: []api.ImageData{[]byte("one hotdog"), []byte("two hotdogs")}},
+			},
+			expect: expect{
+				prompt: "[img-0][img-1]Compare these two pictures of hotdogs ",
+				images: [][]byte{[]byte("one hotdog"), []byte("two hotdogs")},
+			},
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			model := tt.model
+			opts := api.Options{Runner: api.Runner{NumCtx: tt.limit}}
+			prompt, images, err := chatPrompt(t.Context(), &model, mockRunner{}.Tokenize, &opts, tt.msgs, nil)
+			if tt.error == nil && err != nil {
+				t.Fatal(err)
+			} else if tt.error != nil && err != tt.error {
+				t.Fatalf("expected err '%q', got '%q'", tt.error, err)
+			}
+
+			if diff := cmp.Diff(prompt, tt.prompt); diff != "" {
+				t.Errorf("mismatch (-got +want):\n%s", diff)
+			}
+
+			if len(images) != len(tt.images) {
+				t.Fatalf("expected %d images, got %d", len(tt.images), len(images))
+			}
+
+			for i := range images {
+				if images[i].ID != i {
+					t.Errorf("expected ID %d, got %d", i, images[i].ID)
+				}
+
+				if len(model.Config.ModelFamilies) == 0 {
+					if !bytes.Equal(images[i].Data, tt.images[i]) {
+						t.Errorf("expected %q, got %q", tt.images[i], images[i].Data)
+					}
+				}
+			}
+		})
+	}
+}
diff --git a/server/quantization.go b/server/quantization.go
new file mode 100644
index 0000000..adfc948
--- /dev/null
+++ b/server/quantization.go
@@ -0,0 +1,227 @@
+package server
+
+import (
+	"fmt"
+	"io"
+	"log/slog"
+	"maps"
+	"os"
+	"strings"
+	"unsafe"
+
+	fsggml "github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/ml/backend/ggml"
+)
+
+type quantizer struct {
+	*os.File
+	offset     uint64
+	from, to   *fsggml.Tensor
+	progressFn func(n uint64)
+}
+
+func (q quantizer) WriteTo(w io.Writer) (int64, error) {
+	quantize := q.from.Kind != q.to.Kind
+	sr := io.NewSectionReader(q, int64(q.offset), int64(q.from.Size()))
+	if !quantize {
+		n, err := io.Copy(w, sr)
+		q.progressFn(q.from.Size())
+		return n, err
+	}
+	data, err := io.ReadAll(sr)
+	if err != nil {
+		slog.Warn("file read error", "tensor", q.from.Name, "file", q.Name(), "error", err)
+		return 0, fmt.Errorf("unable to read tensor %s from %s: %s", q.from.Name, q.Name(), err)
+	}
+	var f32s []float32
+	newType := fsggml.TensorType(q.to.Kind)
+	if fsggml.TensorType(q.from.Kind) == fsggml.TensorTypeF32 {
+		f32s = unsafe.Slice((*float32)(unsafe.Pointer(&data[0])), q.from.Elements())
+	} else {
+		f32s = ggml.ConvertToF32(data, q.from.Kind, q.from.Elements())
+	}
+	data = ggml.Quantize(newType, f32s, q.from.Shape)
+	n, err := w.Write(data)
+	q.progressFn(q.from.Size())
+	return int64(n), err
+}
+
+type quantizeState struct {
+	nAttnV    int  // Number of attn_*v* weight tensors
+	nFfnDown  int  // Number of ffn_down tensors
+	iAttnV    int  // Running counter of number of attn_v tensors that have been processed
+	iFfnDown  int  // Running counter of number of ffn_down tensors that have been processed
+	hasOutput bool // used to figure out if a model shares tok_embd with the output weight
+}
+
+func useMoreBits(iLayer, nLayers int) bool {
+	return iLayer < (nLayers/8) || iLayer >= 7*nLayers/8 || (iLayer-nLayers/8)%3 == 2
+}
+
+func getTensorNewType(kv fsggml.KV, qs *quantizeState, newType fsggml.TensorType, name string, shape []uint64, ftype fsggml.FileType) fsggml.TensorType {
+	// Ported from llama_tensor_get_type, removed unsupported quantization types
+	nExperts := max(1, kv.Uint("expert_count", 0))
+	if name == "output.weight" || name == "output_norm.weight" || (!qs.hasOutput && name == "token_embd.weight") {
+		nx := shape[0]
+		qk_k := newType.BlockSize()
+		if nx%qk_k != 0 {
+			newType = fsggml.TensorTypeQ8_0
+		} else if newType != fsggml.TensorTypeQ8_0 {
+			newType = fsggml.TensorTypeQ6_K
+		}
+	} else if strings.Contains(name, "attn_v.weight") {
+		if (ftype == fsggml.FileTypeQ4_K_M) &&
+			useMoreBits(qs.iAttnV, qs.nAttnV) {
+			newType = fsggml.TensorTypeQ6_K
+		} else if ftype == fsggml.FileTypeQ4_K_S && qs.iAttnV < 4 {
+			newType = fsggml.TensorTypeQ5_K
+		}
+
+		// TODO
+		// if (qs.model.type == LLM_TYPE_70B) {
+		// 	// In the 70B model we have 8 heads sharing the same attn_v weights. As a result, the attn_v.weight tensor is
+		// 	// 8x smaller compared to attn_q.weight. Hence, we can get a nice boost in quantization accuracy with
+		// 	// nearly negligible increase in model size by quantizing this tensor with more bits:
+		// 	if (newType == GGML_TYPE_Q3_K || newType == GGML_TYPE_Q4_K) newType = GGML_TYPE_Q5_K;
+		// }
+
+		if nExperts == 8 {
+			// for the 8-expert model, bumping this to Q8_0 trades just ~128MB
+			newType = fsggml.TensorTypeQ8_0
+		}
+		qs.iAttnV++
+	} else if strings.Contains(name, "attn_k.weight") {
+		if nExperts == 8 {
+			// for the 8-expert model, bumping this to Q8_0 trades just ~128MB
+			newType = fsggml.TensorTypeQ8_0
+		}
+	} else if strings.Contains(name, "ffn_down") {
+		iLayer := qs.iFfnDown
+		n_layer := qs.nFfnDown
+		if ftype == fsggml.FileTypeQ4_K_M {
+			if useMoreBits(iLayer, n_layer) {
+				newType = fsggml.TensorTypeQ6_K
+			}
+		} else if ftype == fsggml.FileTypeQ4_K_S && iLayer < n_layer/8 {
+			newType = fsggml.TensorTypeQ5_K
+		}
+		qs.iFfnDown++
+	} else if strings.Contains(name, "attn_output.weight") {
+		if nExperts == 8 {
+			if ftype == fsggml.FileTypeQ4_K_S || ftype == fsggml.FileTypeQ4_K_M {
+				newType = fsggml.TensorTypeQ5_K
+			}
+		}
+	} else if strings.Contains(name, "attn_qkv.weight") {
+		if ftype == fsggml.FileTypeQ4_K_M {
+			newType = fsggml.TensorTypeQ5_K
+		}
+	}
+
+	if newType.IsQuantized() {
+		nx := shape[0]
+		ny := uint64(1)
+		if len(shape) > 1 {
+			ny = shape[1]
+		}
+		qk_k := newType.BlockSize()
+		if nx%qk_k != 0 {
+			slog.Warn(fmt.Sprintf("tensor cols %d x %d are not divisible by %d, required for %s.  Falling back to quantization %s", nx, ny, qk_k, newType.String(), fsggml.TensorTypeF16.String()))
+			newType = fsggml.TensorTypeF16
+		}
+	}
+	return newType
+}
+
+func quantize(in, out *os.File, orig *fsggml.GGML, newFileType fsggml.FileType, progressFn func(n uint64)) error {
+	kv := maps.Clone(orig.KV())
+	kv["general.file_type"] = newFileType
+	// kv["general.quantization_version"] = ggml.QuantizationVersion()
+	qs := &quantizeState{}
+	// Build up the quantize state so newType can adjust types
+	layerCount := 0
+	for k, l := range orig.Tensors().GroupLayers() {
+		if strings.HasPrefix(k, "blk.") {
+			layerCount++
+		}
+		for _, tensor := range l {
+			if strings.Contains(tensor.Name, "attn_v.weight") ||
+				strings.Contains(tensor.Name, "attn_qkv.weight") ||
+				strings.Contains(tensor.Name, "attn_kv_b.weight") {
+				qs.nAttnV++
+			} else if tensor.Name == "output.weight" {
+				qs.hasOutput = true
+			}
+		}
+	}
+	qs.nFfnDown = layerCount
+
+	origTensors := orig.Tensors().Items()
+	outputTensors := make([]*fsggml.Tensor, len(origTensors))
+	for i, tensor := range origTensors {
+		tensor := tensor
+		newType := newType(tensor, kv, qs, newFileType)
+		newTensor := &fsggml.Tensor{
+			Name:  tensor.Name,
+			Shape: tensor.Shape,
+			Kind:  uint32(newType),
+		}
+		outputTensors[i] = newTensor
+		outputTensors[i].WriterTo = quantizer{
+			File:       in,
+			offset:     orig.Tensors().Offset + tensor.Offset,
+			from:       tensor,
+			to:         newTensor,
+			progressFn: progressFn,
+		}
+	}
+	return fsggml.WriteGGUF(out, kv, outputTensors)
+}
+
+func newType(t *fsggml.Tensor, kv fsggml.KV, qs *quantizeState, ftype fsggml.FileType) fsggml.TensorType {
+	defaultType := ftype.ToTensorType()
+	name := t.Name
+	quantize := strings.HasSuffix(name, "weight")
+
+	// don't quantize vision stuff
+	quantize = quantize && (!strings.Contains(name, "v.") || strings.Contains(name, "_v."))
+	quantize = quantize && !strings.Contains(name, "mm.")
+
+	// quantize only 2D and 3D tensors (experts)
+	quantize = quantize && (len(t.Shape) >= 2)
+
+	// do not quantize norm tensors
+	quantize = quantize && !strings.Contains(name, "_norm.weight")
+
+	// do not quantize expert gating tensors
+	quantize = quantize && !strings.Contains(name, "ffn_gate_inp.weight")
+
+	// do not quantize positional embeddings and token types (BERT)
+	quantize = quantize && (name != "position_embd.weight")
+	quantize = quantize && (name != "token_types.weight")
+
+	// do not quantize Mamba's small yet 2D weights
+	// NOTE: can't use LLM_TN here because the layer number is not known
+	quantize = quantize && !strings.Contains(name, "ssm_conv1d.weight")
+
+	// do not quantize RWKV's time_mix_first tensors
+	quantize = quantize && !strings.Contains(name, "time_mix_first.weight")
+	quantize = quantize && !strings.Contains(name, "time_mix_w1.weight")
+	quantize = quantize && !strings.Contains(name, "time_mix_w2.weight")
+	quantize = quantize && !strings.Contains(name, "time_mix_decay_w1.weight")
+	quantize = quantize && !strings.Contains(name, "time_mix_decay_w2.weight")
+	quantize = quantize && !strings.Contains(name, "time_mix_lerp_fused.weight")
+
+	// do not quantize relative position bias (T5)
+	quantize = quantize && !strings.Contains(name, "attn_rel_b.weight")
+
+	newType := fsggml.TensorType(t.Kind)
+	if quantize {
+		// get more optimal quantization type based on the tensor shape, layer, etc.
+		newType = getTensorNewType(kv, qs, defaultType, t.Name, t.Shape, ftype)
+		if newType != defaultType {
+			slog.Debug("tensor quantization adjusted for better quality", "name", t.Name, "requested", defaultType, "quantization", newType)
+		}
+	}
+	return newType
+}
diff --git a/server/quantization_test.go b/server/quantization_test.go
new file mode 100644
index 0000000..4f717c2
--- /dev/null
+++ b/server/quantization_test.go
@@ -0,0 +1,659 @@
+package server
+
+import (
+	"bytes"
+	"fmt"
+	"math"
+	"os"
+	"strings"
+	"testing"
+
+	fsggml "github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/ml/backend/ggml"
+)
+
+func TestGetTensorNewType(t *testing.T) {
+	cases := []struct {
+		name          string
+		kv            map[string]any
+		qs            quantizeState
+		newType       fsggml.TensorType
+		tensor_name   string
+		shape         []uint64
+		ftype         fsggml.FileType
+		expected      fsggml.TensorType
+		expectedPanic string
+	}{
+		{
+			name:        "output_unsupported",
+			kv:          map[string]any{},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "output.weight",
+			shape:       []uint64{100, 100},
+			ftype:       fsggml.FileTypeF32,
+			expected:    fsggml.TensorTypeF16,
+		},
+		{
+			name:        "output_Q8",
+			kv:          map[string]any{},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "output.weight",
+			shape:       []uint64{1024, 1024},
+			ftype:       fsggml.FileTypeF32,
+			expected:    fsggml.TensorTypeQ6_K,
+		},
+		{
+			name: "attn_v.weight_q4_k_m",
+			qs: quantizeState{
+				iAttnV: 2,
+				nAttnV: 3 * 8,
+			},
+			kv:          map[string]any{},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "blk.0.attn_v.weight",
+			shape:       []uint64{256},
+			ftype:       fsggml.FileTypeQ4_K_M,
+			expected:    fsggml.TensorTypeQ6_K,
+		},
+		{
+			name:        "attn_v.weight_q4_k_s",
+			qs:          quantizeState{},
+			kv:          map[string]any{},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "blk.0.attn_v.weight",
+			shape:       []uint64{256},
+			ftype:       fsggml.FileTypeQ4_K_S,
+			expected:    fsggml.TensorTypeQ5_K,
+		},
+		{
+			name: "attn_v.weight_8_expert",
+			qs:   quantizeState{},
+			kv: map[string]any{
+				"general.architecture": "foo",
+				"foo.expert_count":     uint32(8),
+			},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "blk.0.attn_v.weight",
+			shape:       []uint64{256},
+			ftype:       fsggml.FileTypeF32,
+			expected:    fsggml.TensorTypeQ8_0,
+		},
+		{
+			name: "attn_k.weight_8_expert",
+			qs:   quantizeState{},
+			kv: map[string]any{
+				"general.architecture": "foo",
+				"foo.expert_count":     uint32(8),
+			},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "blk.0.attn_k.weight",
+			shape:       []uint64{256},
+			ftype:       fsggml.FileTypeF32,
+			expected:    fsggml.TensorTypeQ8_0,
+		},
+		{
+			name: "ffn_down_q4_k_m",
+			qs: quantizeState{
+				iFfnDown: 1,
+				nFfnDown: 8,
+			},
+			kv:          map[string]any{},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "ffn_down",
+			shape:       []uint64{256},
+			ftype:       fsggml.FileTypeQ4_K_M,
+			expected:    fsggml.TensorTypeQ4_0,
+		},
+		{
+			name: "ffn_down_q4_k_m_6",
+			qs: quantizeState{
+				iFfnDown: 2,
+				nFfnDown: 3 * 8,
+			},
+			kv:          map[string]any{},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "ffn_down",
+			shape:       []uint64{256},
+			ftype:       fsggml.FileTypeQ4_K_M,
+			expected:    fsggml.TensorTypeQ6_K,
+		},
+		{
+			name: "ffn_down_q4_k_s",
+			qs: quantizeState{
+				iFfnDown: 2,
+				nFfnDown: 3 * 8,
+			},
+			kv:          map[string]any{},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "ffn_down",
+			shape:       []uint64{256},
+			ftype:       fsggml.FileTypeQ4_K_S,
+			expected:    fsggml.TensorTypeQ5_K,
+		},
+		{
+			name:        "attn_qkv.weight_q4_k_m",
+			qs:          quantizeState{},
+			kv:          map[string]any{},
+			newType:     fsggml.TensorTypeQ4_0,
+			tensor_name: "blk.0.attn_qkv.weight",
+			shape:       []uint64{256},
+			ftype:       fsggml.FileTypeQ4_K_M,
+			expected:    fsggml.TensorTypeQ5_K,
+		},
+	}
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			if tt.expectedPanic != "" {
+				defer func() {
+					e := recover()
+					if !strings.Contains(fmt.Sprintf("%v", e), tt.expectedPanic) {
+						t.Fatalf("incorrect panic\ngot: %v\nexpected: %s", e, tt.expectedPanic)
+					}
+				}()
+			} else {
+				defer func() {
+					e := recover()
+					if e != nil {
+						t.Fatalf("hit unexpected panic %v", e)
+					}
+				}()
+			}
+			ret := getTensorNewType(tt.kv, &tt.qs, tt.newType, tt.tensor_name, tt.shape, tt.ftype)
+			if ret != tt.expected {
+				t.Fatalf("incorrect type returned\ngot: %d\nexpected: %d", ret, tt.expected)
+			}
+		})
+	}
+}
+
+func TestQuantizeModel(t *testing.T) {
+	cases := []struct {
+		name                string
+		kv                  map[string]any
+		tensors             []*fsggml.Tensor
+		newType             string
+		expectedTensorTypes map[string]fsggml.TensorType
+	}{
+		{
+			name: "f16_q4_k",
+			kv: map[string]any{
+				"general.architecture": "foo",
+			},
+			tensors: []*fsggml.Tensor{
+				{
+					Name: "blk.0.attn.weight", Kind: uint32(fsggml.TensorTypeF16),
+					Offset: uint64(0), Shape: []uint64{512, 2},
+					WriterTo: bytes.NewReader(
+						append(append(append(quantBytes[fsggml.TensorTypeF16], quantBytes[fsggml.TensorTypeF16]...), quantBytes[fsggml.TensorTypeF16]...), quantBytes[fsggml.TensorTypeF16]...),
+					),
+				},
+				{
+					Name: "output.weight", Kind: uint32(fsggml.TensorTypeF16),
+					Offset: uint64(0), Shape: []uint64{256, 4},
+					WriterTo: bytes.NewReader(
+						append(append(append(quantBytes[fsggml.TensorTypeF16], quantBytes[fsggml.TensorTypeF16]...), quantBytes[fsggml.TensorTypeF16]...), quantBytes[fsggml.TensorTypeF16]...),
+					),
+				},
+			},
+			newType: "Q4_K",
+			expectedTensorTypes: map[string]fsggml.TensorType{
+				"blk.0.attn.weight": fsggml.TensorTypeQ4_K,
+				"output.weight":     fsggml.TensorTypeQ6_K,
+			},
+		},
+		{
+			name: "f32_q4_k",
+			kv: map[string]any{
+				"general.architecture": "foo",
+			},
+			tensors: []*fsggml.Tensor{
+				{
+					Name: "blk.0.attn_v.weight", Kind: uint32(fsggml.TensorTypeF32),
+					Offset: uint64(0), Shape: []uint64{512, 2},
+					WriterTo: bytes.NewReader(
+						append(append(append(quantBytes[fsggml.TensorTypeF32], quantBytes[fsggml.TensorTypeF32]...), quantBytes[fsggml.TensorTypeF32]...), quantBytes[fsggml.TensorTypeF32]...),
+					),
+				},
+				{
+					Name: "output.weight", Kind: uint32(fsggml.TensorTypeF32),
+					Offset: uint64(0), Shape: []uint64{512},
+					WriterTo: bytes.NewReader(append(quantBytes[fsggml.TensorTypeF32], quantBytes[fsggml.TensorTypeF32]...)),
+				},
+			},
+			newType: "Q4_K",
+			expectedTensorTypes: map[string]fsggml.TensorType{
+				"blk.0.attn_v.weight": fsggml.TensorTypeQ6_K,
+				"output.weight":       fsggml.TensorTypeF32,
+			},
+		},
+		{
+			name: "f16_q8_0",
+			kv: map[string]any{
+				"general.architecture": "foo",
+			},
+			tensors: []*fsggml.Tensor{
+				{
+					Name: "blk.0.attn.weight", Kind: uint32(fsggml.TensorTypeF16),
+					Offset: uint64(0), Shape: []uint64{32, 16, 2},
+					WriterTo: bytes.NewReader(
+						append(append(append(quantBytes[fsggml.TensorTypeF16], quantBytes[fsggml.TensorTypeF16]...), quantBytes[fsggml.TensorTypeF16]...), quantBytes[fsggml.TensorTypeF16]...),
+					),
+				},
+				{
+					Name: "output.weight", Kind: uint32(fsggml.TensorTypeF16),
+					Offset: uint64(0), Shape: []uint64{256, 4},
+					WriterTo: bytes.NewReader(
+						append(append(append(quantBytes[fsggml.TensorTypeF16], quantBytes[fsggml.TensorTypeF16]...), quantBytes[fsggml.TensorTypeF16]...), quantBytes[fsggml.TensorTypeF16]...),
+					),
+				},
+			},
+			newType: "Q8_0",
+			expectedTensorTypes: map[string]fsggml.TensorType{
+				"blk.0.attn.weight": fsggml.TensorTypeQ8_0,
+				"output.weight":     fsggml.TensorTypeQ8_0,
+			},
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			f, err := os.CreateTemp(t.TempDir(), tt.name)
+			if err != nil {
+				t.Fatal(err.Error())
+			}
+			defer f.Close()
+			err = fsggml.WriteGGUF(f, tt.kv, tt.tensors)
+			if err != nil {
+				t.Fatalf("failed to create initial model: %s", err)
+			}
+			fp, err := os.Open(f.Name())
+			if err != nil {
+				t.Fatal(err.Error())
+			}
+			defer fp.Close()
+			meta, err := fsggml.Decode(fp, -1)
+			if err != nil {
+				t.Fatal(err.Error())
+			}
+			progressCalled := false
+			progress := func(n uint64) {
+				// fmt.Fprintf(os.Stderr, "progress: %f\n", p)
+				progressCalled = true
+			}
+			tmp, err := os.CreateTemp(t.TempDir(), tt.name+".out")
+			if err != nil {
+				t.Fatal(err.Error())
+			}
+			defer tmp.Close()
+			ftype, err := fsggml.ParseFileType(tt.newType)
+			if err != nil {
+				t.Fatal(err.Error())
+			}
+
+			err = quantize(fp, tmp, meta, ftype, progress)
+			if err != nil {
+				t.Fatalf("error during quantize: %s", err)
+			}
+			if !progressCalled {
+				t.Fatalf("progress was not reported")
+			}
+			// Now attempt to load it back and make sure types match expected
+			fpNew, err := os.Open(tmp.Name())
+			if err != nil {
+				t.Fatalf("failed to load the quantized model %s: %s", tmp.Name(), err)
+			}
+			defer fpNew.Close()
+			newMeta, err := fsggml.Decode(fpNew, -1)
+			if err != nil {
+				t.Fatalf("failed to load the quantized model %s: %s", tmp.Name(), err)
+			}
+			tensors := newMeta.Tensors()
+			for _, l := range tensors.GroupLayers() {
+				for _, tensor := range l {
+					if fsggml.TensorType(tensor.Kind) != tt.expectedTensorTypes[tensor.Name] {
+						t.Fatalf("incorrect output type for %s\ngot:%s\nexpected:%s", tensor.Name, fsggml.TensorType(tensor.Kind), tt.expectedTensorTypes[tensor.Name])
+					}
+				}
+			}
+		})
+	}
+}
+
+func TestConvertToF32(t *testing.T) {
+	expected := make([]float32, 256)
+	for i := range expected {
+		expected[i] = float32(i)
+	}
+	for dtype, data := range quantBytes {
+		// Skip the no-op
+		if dtype == fsggml.TensorTypeF32 {
+			continue
+		}
+		t.Run(dtype.String(), func(t *testing.T) {
+			fp32 := ggml.ConvertToF32(data, uint32(dtype), 256)
+			similarity := cosineSimilarity(expected, fp32)
+			if similarity < 0.999 {
+				t.Fatalf("Results not similar enough: %s %f", dtype.String(), similarity)
+			}
+		})
+	}
+}
+
+func dotProduct[V float32 | float64](v1, v2 []V) V {
+	var result V = 0
+	for i := range v1 {
+		result += v1[i] * v2[i]
+	}
+	return result
+}
+
+func magnitude[V float32 | float64](v []V) V {
+	var result V = 0
+	for _, val := range v {
+		result += val * val
+	}
+	return V(math.Sqrt(float64(result)))
+}
+
+func cosineSimilarity[V float32 | float64](v1, v2 []V) V {
+	return dotProduct(v1, v2) / (magnitude(v1) * magnitude(v2))
+}
+
+// Precomputed quantized data - arange 256
+// # For gguf-py supported types
+// import gguf
+// import numpy as np
+// print(repr(gguf.quantize(np.arange(256, dtype=np.float16), gguf.GGMLQuantizationType.Q4_0)))
+//
+// For types not supported by gguf-py converted via ggml_fp32_to_fp16_row and quantize_XXX
+//
+//	data := make([]byte, 256*2)
+//	fp32 := make([]float32, 256)
+//	for i := range 256 {
+//		fp32[i] = float32(i)
+//	}
+//	l := C.quantize_q6_K((*C.float)(&fp32[0]), unsafe.Pointer(&data[0]), 1, 256, nil)
+//	for i := range data[:int(l)] {
+//		fmt.Printf("%d, ", data[i])
+//	}
+var (
+	quantBytes = map[fsggml.TensorType][]byte{
+		fsggml.TensorTypeQ4_0: {
+			192, 195, 72, 72, 55, 55, 55, 55, 38, 38, 38, 38, 21,
+			21, 21, 21, 4, 4, 224, 199, 36, 36, 36, 36, 19, 19,
+			19, 19, 19, 19, 19, 19, 2, 2, 2, 2, 240, 201, 19,
+			19, 18, 18, 18, 18, 18, 18, 18, 18, 2, 2, 2, 2,
+			1, 1, 240, 203, 18, 18, 18, 18, 18, 18, 18, 18, 1,
+			1, 1, 1, 1, 1, 1, 1, 248, 204, 18, 18, 17, 17,
+			17, 17, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 248,
+			205, 17, 17, 17, 17, 1, 1, 1, 1, 1, 1, 1, 1,
+			1, 1, 1, 1, 248, 206, 17, 17, 1, 1, 1, 1, 1,
+			1, 1, 1, 1, 1, 1, 1, 1, 1, 248, 207, 1, 1,
+			1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+			1,
+		},
+		fsggml.TensorTypeQ4_1: {
+			34, 64, 0, 0, 128, 128, 145, 145, 162, 162, 179, 179, 196,
+			196, 213, 213, 230, 230, 247, 247, 34, 64, 0, 80, 128, 128,
+			145, 145, 162, 162, 179, 179, 196, 196, 213, 213, 230, 230, 247,
+			247, 34, 64, 0, 84, 128, 128, 145, 145, 162, 162, 179, 179,
+			196, 196, 213, 213, 230, 230, 247, 247, 34, 64, 0, 86, 128,
+			128, 145, 145, 162, 162, 179, 179, 196, 196, 213, 213, 230, 230,
+			247, 247, 34, 64, 0, 88, 128, 128, 145, 145, 162, 162, 179,
+			179, 196, 196, 213, 213, 230, 230, 247, 247, 34, 64, 0, 89,
+			128, 128, 145, 145, 162, 162, 179, 179, 196, 196, 213, 213, 230,
+			230, 247, 247, 34, 64, 0, 90, 128, 128, 145, 145, 162, 162,
+			179, 179, 196, 196, 213, 213, 230, 230, 247, 247, 34, 64, 0,
+			91, 128, 128, 145, 145, 162, 162, 179, 179, 196, 196, 213, 213,
+			230, 230, 247, 247,
+		},
+		fsggml.TensorTypeQ5_0: {
+			192, 191, 1, 0, 0, 0, 128, 127, 127, 110, 110, 93, 93,
+			76, 76, 59, 59, 42, 42, 25, 25, 8, 224, 195, 0, 0,
+			0, 0, 72, 72, 55, 55, 55, 55, 38, 38, 38, 38, 21,
+			21, 21, 21, 4, 4, 240, 197, 0, 0, 0, 0, 53, 37,
+			37, 37, 37, 36, 36, 20, 20, 20, 20, 19, 19, 3, 3,
+			3, 240, 199, 0, 0, 0, 0, 36, 36, 36, 36, 19, 19,
+			19, 19, 19, 19, 19, 19, 2, 2, 2, 2, 248, 200, 0,
+			0, 0, 0, 35, 19, 19, 19, 19, 19, 19, 18, 18, 18,
+			18, 2, 2, 2, 2, 2, 248, 201, 0, 0, 0, 0, 19,
+			19, 18, 18, 18, 18, 18, 18, 18, 18, 2, 2, 2, 2,
+			1, 1, 248, 202, 0, 0, 0, 0, 18, 18, 18, 18, 18,
+			18, 18, 18, 18, 2, 2, 1, 1, 1, 1, 1, 248, 203,
+			0, 0, 0, 0, 18, 18, 18, 18, 18, 18, 18, 18, 1,
+			1, 1, 1, 1, 1, 1, 1,
+		},
+		fsggml.TensorTypeQ5_1: {
+			0, 60, 0, 0, 0, 0, 255, 255, 0, 17, 34, 51, 68,
+			85, 102, 119, 136, 153, 170, 187, 204, 221, 238, 255, 0, 60,
+			0, 80, 0, 0, 255, 255, 0, 17, 34, 51, 68, 85, 102,
+			119, 136, 153, 170, 187, 204, 221, 238, 255, 0, 60, 0, 84,
+			0, 0, 255, 255, 0, 17, 34, 51, 68, 85, 102, 119, 136,
+			153, 170, 187, 204, 221, 238, 255, 0, 60, 0, 86, 0, 0,
+			255, 255, 0, 17, 34, 51, 68, 85, 102, 119, 136, 153, 170,
+			187, 204, 221, 238, 255, 0, 60, 0, 88, 0, 0, 255, 255,
+			0, 17, 34, 51, 68, 85, 102, 119, 136, 153, 170, 187, 204,
+			221, 238, 255, 0, 60, 0, 89, 0, 0, 255, 255, 0, 17,
+			34, 51, 68, 85, 102, 119, 136, 153, 170, 187, 204, 221, 238,
+			255, 0, 60, 0, 90, 0, 0, 255, 255, 0, 17, 34, 51,
+			68, 85, 102, 119, 136, 153, 170, 187, 204, 221, 238, 255, 0,
+			60, 0, 91, 0, 0, 255, 255, 0, 17, 34, 51, 68, 85,
+			102, 119, 136, 153, 170, 187, 204, 221, 238, 255,
+		},
+		fsggml.TensorTypeQ8_0: {
+			208, 51, 0, 4, 8, 12, 16, 20, 25, 29, 33, 37, 41,
+			45, 49, 53, 57, 61, 66, 70, 74, 78, 82, 86, 90, 94,
+			98, 102, 107, 111, 115, 119, 123, 127, 240, 55, 65, 67, 69,
+			71, 73, 75, 77, 79, 81, 83, 85, 87, 89, 91, 93, 95,
+			97, 99, 101, 103, 105, 107, 109, 111, 113, 115, 117, 119, 121,
+			123, 125, 127, 252, 57, 86, 87, 88, 90, 91, 92, 94, 95,
+			96, 98, 99, 100, 102, 103, 104, 106, 107, 108, 110, 111, 112,
+			114, 115, 116, 118, 119, 120, 122, 123, 124, 126, 127, 0, 60,
+			96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108,
+			109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121,
+			122, 123, 124, 125, 126, 127, 2, 61, 102, 103, 104, 105, 105,
+			106, 107, 108, 109, 109, 110, 111, 112, 113, 113, 114, 115, 116,
+			117, 117, 118, 119, 120, 121, 121, 122, 123, 124, 125, 125, 126,
+			127, 4, 62, 106, 107, 108, 108, 109, 110, 110, 111, 112, 112,
+			113, 114, 114, 115, 116, 116, 117, 118, 118, 119, 120, 120, 121,
+			122, 122, 123, 124, 124, 125, 126, 126, 127, 6, 63, 109, 110,
+			110, 111, 112, 112, 113, 113, 114, 114, 115, 116, 116, 117, 117,
+			118, 118, 119, 120, 120, 121, 121, 122, 122, 123, 124, 124, 125,
+			125, 126, 126, 127, 4, 64, 112, 112, 113, 113, 114, 114, 115,
+			115, 116, 116, 117, 117, 118, 118, 119, 119, 120, 120, 121, 121,
+			122, 122, 123, 123, 124, 124, 125, 125, 126, 126, 127, 127,
+		},
+		fsggml.TensorTypeBF16: {
+			0, 0, 128, 63, 0, 64, 64, 64, 128, 64, 160, 64, 192,
+			64, 224, 64, 0, 65, 16, 65, 32, 65, 48, 65, 64, 65,
+			80, 65, 96, 65, 112, 65, 128, 65, 136, 65, 144, 65, 152,
+			65, 160, 65, 168, 65, 176, 65, 184, 65, 192, 65, 200, 65,
+			208, 65, 216, 65, 224, 65, 232, 65, 240, 65, 248, 65, 0,
+			66, 4, 66, 8, 66, 12, 66, 16, 66, 20, 66, 24, 66,
+			28, 66, 32, 66, 36, 66, 40, 66, 44, 66, 48, 66, 52,
+			66, 56, 66, 60, 66, 64, 66, 68, 66, 72, 66, 76, 66,
+			80, 66, 84, 66, 88, 66, 92, 66, 96, 66, 100, 66, 104,
+			66, 108, 66, 112, 66, 116, 66, 120, 66, 124, 66, 128, 66,
+			130, 66, 132, 66, 134, 66, 136, 66, 138, 66, 140, 66, 142,
+			66, 144, 66, 146, 66, 148, 66, 150, 66, 152, 66, 154, 66,
+			156, 66, 158, 66, 160, 66, 162, 66, 164, 66, 166, 66, 168,
+			66, 170, 66, 172, 66, 174, 66, 176, 66, 178, 66, 180, 66,
+			182, 66, 184, 66, 186, 66, 188, 66, 190, 66, 192, 66, 194,
+			66, 196, 66, 198, 66, 200, 66, 202, 66, 204, 66, 206, 66,
+			208, 66, 210, 66, 212, 66, 214, 66, 216, 66, 218, 66, 220,
+			66, 222, 66, 224, 66, 226, 66, 228, 66, 230, 66, 232, 66,
+			234, 66, 236, 66, 238, 66, 240, 66, 242, 66, 244, 66, 246,
+			66, 248, 66, 250, 66, 252, 66, 254, 66, 0, 67, 1, 67,
+			2, 67, 3, 67, 4, 67, 5, 67, 6, 67, 7, 67, 8,
+			67, 9, 67, 10, 67, 11, 67, 12, 67, 13, 67, 14, 67,
+			15, 67, 16, 67, 17, 67, 18, 67, 19, 67, 20, 67, 21,
+			67, 22, 67, 23, 67, 24, 67, 25, 67, 26, 67, 27, 67,
+			28, 67, 29, 67, 30, 67, 31, 67, 32, 67, 33, 67, 34,
+			67, 35, 67, 36, 67, 37, 67, 38, 67, 39, 67, 40, 67,
+			41, 67, 42, 67, 43, 67, 44, 67, 45, 67, 46, 67, 47,
+			67, 48, 67, 49, 67, 50, 67, 51, 67, 52, 67, 53, 67,
+			54, 67, 55, 67, 56, 67, 57, 67, 58, 67, 59, 67, 60,
+			67, 61, 67, 62, 67, 63, 67, 64, 67, 65, 67, 66, 67,
+			67, 67, 68, 67, 69, 67, 70, 67, 71, 67, 72, 67, 73,
+			67, 74, 67, 75, 67, 76, 67, 77, 67, 78, 67, 79, 67,
+			80, 67, 81, 67, 82, 67, 83, 67, 84, 67, 85, 67, 86,
+			67, 87, 67, 88, 67, 89, 67, 90, 67, 91, 67, 92, 67,
+			93, 67, 94, 67, 95, 67, 96, 67, 97, 67, 98, 67, 99,
+			67, 100, 67, 101, 67, 102, 67, 103, 67, 104, 67, 105, 67,
+			106, 67, 107, 67, 108, 67, 109, 67, 110, 67, 111, 67, 112,
+			67, 113, 67, 114, 67, 115, 67, 116, 67, 117, 67, 118, 67,
+			119, 67, 120, 67, 121, 67, 122, 67, 123, 67, 124, 67, 125,
+			67, 126, 67, 127, 67,
+		},
+		fsggml.TensorTypeF16: {
+			0, 0, 0, 60, 0, 64, 0, 66, 0, 68, 0, 69, 0, 70, 0, 71, 0,
+			72, 128, 72, 0, 73, 128, 73, 0, 74, 128, 74, 0, 75, 128, 75,
+			0, 76, 64, 76, 128, 76, 192, 76, 0, 77, 64, 77, 128, 77, 192,
+			77, 0, 78, 64, 78, 128, 78, 192, 78, 0, 79, 64, 79, 128, 79,
+			192, 79, 0, 80, 32, 80, 64, 80, 96, 80, 128, 80, 160, 80,
+			192, 80, 224, 80, 0, 81, 32, 81, 64, 81, 96, 81, 128, 81,
+			160, 81, 192, 81, 224, 81, 0, 82, 32, 82, 64, 82, 96, 82,
+			128, 82, 160, 82, 192, 82, 224, 82, 0, 83, 32, 83, 64, 83,
+			96, 83, 128, 83, 160, 83, 192, 83, 224, 83, 0, 84, 16, 84,
+			32, 84, 48, 84, 64, 84, 80, 84, 96, 84, 112, 84, 128, 84,
+			144, 84, 160, 84, 176, 84, 192, 84, 208, 84, 224, 84, 240,
+			84, 0, 85, 16, 85, 32, 85, 48, 85, 64, 85, 80, 85, 96, 85,
+			112, 85, 128, 85, 144, 85, 160, 85, 176, 85, 192, 85, 208,
+			85, 224, 85, 240, 85, 0, 86, 16, 86, 32, 86, 48, 86, 64,
+			86, 80, 86, 96, 86, 112, 86, 128, 86, 144, 86, 160, 86,
+			176, 86, 192, 86, 208, 86, 224, 86, 240, 86, 0, 87, 16,
+			87, 32, 87, 48, 87, 64, 87, 80, 87, 96, 87, 112, 87, 128,
+			87, 144, 87, 160, 87, 176, 87, 192, 87, 208, 87, 224, 87,
+			240, 87, 0, 88, 8, 88, 16, 88, 24, 88, 32, 88, 40, 88,
+			48, 88, 56, 88, 64, 88, 72, 88, 80, 88, 88, 88, 96, 88,
+			104, 88, 112, 88, 120, 88, 128, 88, 136, 88, 144, 88, 152,
+			88, 160, 88, 168, 88, 176, 88, 184, 88, 192, 88, 200, 88,
+			208, 88, 216, 88, 224, 88, 232, 88, 240, 88, 248, 88, 0,
+			89, 8, 89, 16, 89, 24, 89, 32, 89, 40, 89, 48, 89, 56, 89,
+			64, 89, 72, 89, 80, 89, 88, 89, 96, 89, 104, 89, 112, 89,
+			120, 89, 128, 89, 136, 89, 144, 89, 152, 89, 160, 89, 168,
+			89, 176, 89, 184, 89, 192, 89, 200, 89, 208, 89, 216, 89,
+			224, 89, 232, 89, 240, 89, 248, 89, 0, 90, 8, 90, 16, 90,
+			24, 90, 32, 90, 40, 90, 48, 90, 56, 90, 64, 90, 72, 90, 80,
+			90, 88, 90, 96, 90, 104, 90, 112, 90, 120, 90, 128, 90,
+			136, 90, 144, 90, 152, 90, 160, 90, 168, 90, 176, 90, 184,
+			90, 192, 90, 200, 90, 208, 90, 216, 90, 224, 90, 232, 90,
+			240, 90, 248, 90, 0, 91, 8, 91, 16, 91, 24, 91, 32, 91, 40,
+			91, 48, 91, 56, 91, 64, 91, 72, 91, 80, 91, 88, 91, 96, 91,
+			104, 91, 112, 91, 120, 91, 128, 91, 136, 91, 144, 91, 152,
+			91, 160, 91, 168, 91, 176, 91, 184, 91, 192, 91, 200, 91,
+			208, 91, 216, 91, 224, 91, 232, 91, 240, 91, 248, 91,
+		},
+		fsggml.TensorTypeF32: {
+			0, 0, 0, 0, 0, 0, 128, 63, 0, 0, 0, 64, 0, 0, 64, 64, 0, 0, 128,
+			64, 0, 0, 160, 64, 0, 0, 192, 64, 0, 0, 224, 64, 0, 0, 0, 65, 0,
+			0, 16, 65, 0, 0, 32, 65, 0, 0, 48, 65, 0, 0, 64, 65, 0, 0, 80, 65,
+			0, 0, 96, 65, 0, 0, 112, 65, 0, 0, 128, 65, 0, 0, 136, 65, 0, 0,
+			144, 65, 0, 0, 152, 65, 0, 0, 160, 65, 0, 0, 168, 65, 0, 0, 176,
+			65, 0, 0, 184, 65, 0, 0, 192, 65, 0, 0, 200, 65, 0, 0, 208, 65, 0,
+			0, 216, 65, 0, 0, 224, 65, 0, 0, 232, 65, 0, 0, 240, 65, 0, 0, 248,
+			65, 0, 0, 0, 66, 0, 0, 4, 66, 0, 0, 8, 66, 0, 0, 12, 66, 0, 0, 16,
+			66, 0, 0, 20, 66, 0, 0, 24, 66, 0, 0, 28, 66, 0, 0, 32, 66, 0, 0,
+			36, 66, 0, 0, 40, 66, 0, 0, 44, 66, 0, 0, 48, 66, 0, 0, 52, 66, 0,
+			0, 56, 66, 0, 0, 60, 66, 0, 0, 64, 66, 0, 0, 68, 66, 0, 0, 72, 66,
+			0, 0, 76, 66, 0, 0, 80, 66, 0, 0, 84, 66, 0, 0, 88, 66, 0, 0, 92, 66,
+			0, 0, 96, 66, 0, 0, 100, 66, 0, 0, 104, 66, 0, 0, 108, 66, 0, 0, 112,
+			66, 0, 0, 116, 66, 0, 0, 120, 66, 0, 0, 124, 66, 0, 0, 128, 66, 0, 0,
+			130, 66, 0, 0, 132, 66, 0, 0, 134, 66, 0, 0, 136, 66, 0, 0, 138, 66,
+			0, 0, 140, 66, 0, 0, 142, 66, 0, 0, 144, 66, 0, 0, 146, 66, 0, 0, 148,
+			66, 0, 0, 150, 66, 0, 0, 152, 66, 0, 0, 154, 66, 0, 0, 156, 66, 0, 0,
+			158, 66, 0, 0, 160, 66, 0, 0, 162, 66, 0, 0, 164, 66, 0, 0, 166, 66,
+			0, 0, 168, 66, 0, 0, 170, 66, 0, 0, 172, 66, 0, 0, 174, 66, 0, 0, 176,
+			66, 0, 0, 178, 66, 0, 0, 180, 66, 0, 0, 182, 66, 0, 0, 184, 66, 0, 0,
+			186, 66, 0, 0, 188, 66, 0, 0, 190, 66, 0, 0, 192, 66, 0, 0, 194, 66, 0,
+			0, 196, 66, 0, 0, 198, 66, 0, 0, 200, 66, 0, 0, 202, 66, 0, 0, 204, 66,
+			0, 0, 206, 66, 0, 0, 208, 66, 0, 0, 210, 66, 0, 0, 212, 66, 0, 0, 214, 66,
+			0, 0, 216, 66, 0, 0, 218, 66, 0, 0, 220, 66, 0, 0, 222, 66, 0, 0, 224, 66,
+			0, 0, 226, 66, 0, 0, 228, 66, 0, 0, 230, 66, 0, 0, 232, 66, 0, 0, 234, 66,
+			0, 0, 236, 66, 0, 0, 238, 66, 0, 0, 240, 66, 0, 0, 242, 66, 0, 0, 244, 66,
+			0, 0, 246, 66, 0, 0, 248, 66, 0, 0, 250, 66, 0, 0, 252, 66, 0, 0, 254, 66,
+			0, 0, 0, 67, 0, 0, 1, 67, 0, 0, 2, 67, 0, 0, 3, 67, 0, 0, 4, 67, 0, 0, 5, 67,
+			0, 0, 6, 67, 0, 0, 7, 67, 0, 0, 8, 67, 0, 0, 9, 67, 0, 0, 10, 67, 0, 0, 11,
+			67, 0, 0, 12, 67, 0, 0, 13, 67, 0, 0, 14, 67, 0, 0, 15, 67, 0, 0, 16, 67,
+			0, 0, 17, 67, 0, 0, 18, 67, 0, 0, 19, 67, 0, 0, 20, 67, 0, 0, 21, 67, 0, 0,
+			22, 67, 0, 0, 23, 67, 0, 0, 24, 67, 0, 0, 25, 67, 0, 0, 26, 67, 0, 0, 27,
+			67, 0, 0, 28, 67, 0, 0, 29, 67, 0, 0, 30, 67, 0, 0, 31, 67, 0, 0, 32, 67,
+			0, 0, 33, 67, 0, 0, 34, 67, 0, 0, 35, 67, 0, 0, 36, 67, 0, 0, 37, 67, 0, 0,
+			38, 67, 0, 0, 39, 67, 0, 0, 40, 67, 0, 0, 41, 67, 0, 0, 42, 67, 0, 0, 43, 67,
+			0, 0, 44, 67, 0, 0, 45, 67, 0, 0, 46, 67, 0, 0, 47, 67, 0, 0, 48, 67, 0, 0,
+			49, 67, 0, 0, 50, 67, 0, 0, 51, 67, 0, 0, 52, 67, 0, 0, 53, 67, 0, 0, 54, 67,
+			0, 0, 55, 67, 0, 0, 56, 67, 0, 0, 57, 67, 0, 0, 58, 67, 0, 0, 59, 67, 0, 0,
+			60, 67, 0, 0, 61, 67, 0, 0, 62, 67, 0, 0, 63, 67, 0, 0, 64, 67, 0, 0, 65, 67,
+			0, 0, 66, 67, 0, 0, 67, 67, 0, 0, 68, 67, 0, 0, 69, 67, 0, 0, 70, 67, 0, 0, 71,
+			67, 0, 0, 72, 67, 0, 0, 73, 67, 0, 0, 74, 67, 0, 0, 75, 67, 0, 0, 76, 67, 0,
+			0, 77, 67, 0, 0, 78, 67, 0, 0, 79, 67, 0, 0, 80, 67, 0, 0, 81, 67, 0, 0, 82,
+			67, 0, 0, 83, 67, 0, 0, 84, 67, 0, 0, 85, 67, 0, 0, 86, 67, 0, 0, 87, 67, 0,
+			0, 88, 67, 0, 0, 89, 67, 0, 0, 90, 67, 0, 0, 91, 67, 0, 0, 92, 67, 0, 0, 93,
+			67, 0, 0, 94, 67, 0, 0, 95, 67, 0, 0, 96, 67, 0, 0, 97, 67, 0, 0, 98, 67, 0,
+			0, 99, 67, 0, 0, 100, 67, 0, 0, 101, 67, 0, 0, 102, 67, 0, 0, 103, 67, 0, 0,
+			104, 67, 0, 0, 105, 67, 0, 0, 106, 67, 0, 0, 107, 67, 0, 0, 108, 67, 0, 0, 109,
+			67, 0, 0, 110, 67, 0, 0, 111, 67, 0, 0, 112, 67, 0, 0, 113, 67, 0, 0, 114, 67,
+			0, 0, 115, 67, 0, 0, 116, 67, 0, 0, 117, 67, 0, 0, 118, 67, 0, 0, 119, 67, 0,
+			0, 120, 67, 0, 0, 121, 67, 0, 0, 122, 67, 0, 0, 123, 67, 0, 0, 124, 67, 0, 0,
+			125, 67, 0, 0, 126, 67, 0, 0, 127, 67,
+		},
+		fsggml.TensorTypeQ4_K: {
+			52, 52, 0, 0, 136, 208, 216, 223, 0, 0, 0, 0, 8, 0, 8, 15, 128,
+			128, 129, 129, 146, 146, 147, 147, 164, 164, 165, 165, 166, 182,
+			183, 183, 184, 200, 201, 201, 202, 218, 218, 219, 219, 236, 236,
+			237, 237, 254, 254, 255, 202, 202, 202, 203, 203, 203, 219, 219,
+			219, 220, 220, 220, 220, 220, 236, 237, 237, 237, 237, 237,
+			237, 237, 238, 254, 254, 254, 254, 254, 255, 255, 255, 255, 220,
+			220, 220, 220, 221, 221, 221, 221, 221, 221, 221, 237, 237, 237,
+			238, 238, 238, 238, 238, 238, 238, 238, 238, 254, 254, 255, 255,
+			255, 255, 255, 255, 255, 237, 237, 237, 237, 237, 237, 237, 238,
+			238, 238, 238, 238, 238, 238, 238, 238, 254, 254, 254, 254, 254,
+			254, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
+		},
+		fsggml.TensorTypeQ2_K: {
+			1, 2, 3, 3, 4, 5, 7, 7, 8, 9, 10, 11, 12, 13, 14, 15, 184, 184,
+			184, 185, 249, 249, 249, 249, 249, 250, 250, 254, 254, 254, 254,
+			255, 253, 253, 254, 254, 254, 254, 254, 254, 254, 254, 254, 254,
+			254, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
+			255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
+			255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 171, 69, 0, 0,
+		},
+		fsggml.TensorTypeQ5_K: {
+			32, 48, 0, 0, 136, 208, 216, 223, 0, 0, 0, 0, 8, 0, 7, 15, 254,
+			254, 254, 254, 254, 254, 254, 254, 254, 254, 254, 254, 254, 254,
+			254, 254, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
+			255, 255, 255, 255, 255, 0, 1, 2, 19, 20, 37, 38, 55, 56, 73, 74,
+			91, 92, 109, 110, 127, 112, 128, 129, 146, 147, 164, 165, 182, 183,
+			200, 201, 218, 219, 236, 237, 254, 133, 133, 149, 150, 150, 150,
+			167, 167, 167, 168, 184, 184, 185, 185, 201, 202, 202, 202, 219,
+			219, 219, 219, 236, 236, 236, 237, 253, 253, 254, 254, 254, 255,
+			169, 169, 169, 169, 186, 186, 186, 186, 186, 187, 187, 203, 203,
+			203, 204, 204, 204, 220, 220, 221, 221, 221, 221, 237, 237, 238,
+			238, 238, 238, 254, 255, 255, 203, 203, 203, 204, 204, 204, 204,
+			204, 220, 220, 220, 221, 221, 221, 221, 221, 237, 237, 238, 238,
+			238, 238, 238, 238, 254, 255, 255, 255, 255, 255, 255, 255,
+		},
+		fsggml.TensorTypeQ6_K: {
+			96, 110, 92, 90, 88, 70, 68, 50, 48, 46, 44, 42, 24, 22, 4, 2, 80,
+			95, 78, 77, 76, 59, 58, 57, 40, 39, 38, 21, 20, 19, 2, 1, 75, 75,
+			74, 57, 57, 56, 55, 39, 38, 37, 21, 20, 20, 19, 2, 2, 72, 55, 55,
+			54, 54, 37, 37, 36, 36, 19, 19, 18, 18, 1, 1, 0, 35, 35, 35, 35,
+			34, 18, 18, 18, 17, 17, 17, 1, 1, 0, 0, 0, 35, 35, 34, 34, 18,
+			18, 18, 17, 17, 17, 17, 1, 0, 0, 0, 0, 35, 35, 35, 19, 19, 18, 18,
+			18, 18, 18, 1, 1, 1, 1, 1, 1, 34, 34, 18, 18, 18, 18, 17, 17, 17,
+			17, 1, 1, 0, 0, 0, 0, 2, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0,
+			0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
+			0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
+			0, 0, 0, 0, 0, 248, 240, 231, 224, 216, 208, 200, 192, 184, 176,
+			166, 160, 152, 144, 136, 128, 235, 43,
+		},
+		fsggml.TensorTypeQ3_K: {
+			1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
+			0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 20, 20, 23, 23, 7, 7, 6, 6, 6, 2,
+			1, 1, 1, 1, 0, 0, 22, 22, 6, 6, 5, 5, 5, 1, 1, 1, 1, 1, 0, 0, 0,
+			0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
+			0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 238, 204, 170, 136, 102, 68,
+			34, 1, 5, 5, 5, 5, 189, 63,
+		},
+	}
+)
diff --git a/server/routes.go b/server/routes.go
new file mode 100644
index 0000000..d0b8f48
--- /dev/null
+++ b/server/routes.go
@@ -0,0 +1,1622 @@
+package server
+
+import (
+	"bytes"
+	"cmp"
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"image"
+	"io"
+	"io/fs"
+	"log/slog"
+	"math"
+	"net"
+	"net/http"
+	"net/netip"
+	"os"
+	"os/signal"
+	"regexp"
+	"slices"
+	"strings"
+	"syscall"
+	"time"
+
+	"github.com/gin-contrib/cors"
+	"github.com/gin-gonic/gin"
+	"golang.org/x/image/webp"
+	"golang.org/x/sync/errgroup"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/discover"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/llm"
+	"github.com/ollama/ollama/logutil"
+	"github.com/ollama/ollama/openai"
+	"github.com/ollama/ollama/server/internal/client/ollama"
+	"github.com/ollama/ollama/server/internal/registry"
+	"github.com/ollama/ollama/template"
+	"github.com/ollama/ollama/types/errtypes"
+	"github.com/ollama/ollama/types/model"
+	"github.com/ollama/ollama/version"
+)
+
+func experimentEnabled(name string) bool {
+	return slices.Contains(strings.Split(os.Getenv("OLLAMA_EXPERIMENT"), ","), name)
+}
+
+var useClient2 = experimentEnabled("client2")
+
+var mode string = gin.DebugMode
+
+type Server struct {
+	addr  net.Addr
+	sched *Scheduler
+}
+
+func init() {
+	switch mode {
+	case gin.DebugMode:
+	case gin.ReleaseMode:
+	case gin.TestMode:
+	default:
+		mode = gin.DebugMode
+	}
+
+	gin.SetMode(mode)
+}
+
+var (
+	errRequired    = errors.New("is required")
+	errBadTemplate = errors.New("template error")
+)
+
+func modelOptions(model *Model, requestOpts map[string]any) (api.Options, error) {
+	opts := api.DefaultOptions()
+	if err := opts.FromMap(model.Options); err != nil {
+		return api.Options{}, err
+	}
+
+	if err := opts.FromMap(requestOpts); err != nil {
+		return api.Options{}, err
+	}
+
+	return opts, nil
+}
+
+// scheduleRunner schedules a runner after validating inputs such as capabilities and model options.
+// It returns the allocated runner, model instance, and consolidated options if successful and error otherwise.
+func (s *Server) scheduleRunner(ctx context.Context, name string, caps []model.Capability, requestOpts map[string]any, keepAlive *api.Duration) (llm.LlamaServer, *Model, *api.Options, error) {
+	if name == "" {
+		return nil, nil, nil, fmt.Errorf("model %w", errRequired)
+	}
+
+	model, err := GetModel(name)
+	if err != nil {
+		return nil, nil, nil, err
+	}
+
+	if slices.Contains(model.Config.ModelFamilies, "mllama") && len(model.ProjectorPaths) > 0 {
+		return nil, nil, nil, fmt.Errorf("'llama3.2-vision' is no longer compatible with your version of Ollama and has been replaced by a newer version. To re-download, run 'ollama pull llama3.2-vision'")
+	}
+
+	if err := model.CheckCapabilities(caps...); err != nil {
+		return nil, nil, nil, fmt.Errorf("%s %w", name, err)
+	}
+
+	opts, err := modelOptions(model, requestOpts)
+	if err != nil {
+		return nil, nil, nil, err
+	}
+
+	runnerCh, errCh := s.sched.GetRunner(ctx, model, opts, keepAlive)
+	var runner *runnerRef
+	select {
+	case runner = <-runnerCh:
+	case err = <-errCh:
+		return nil, nil, nil, err
+	}
+
+	return runner.llama, model, &opts, nil
+}
+
+func (s *Server) GenerateHandler(c *gin.Context) {
+	checkpointStart := time.Now()
+	var req api.GenerateRequest
+	if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	} else if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	name := model.ParseName(req.Model)
+	if !name.IsValid() {
+		// Ideally this is "invalid model name" but we're keeping with
+		// what the API currently returns until we can change it.
+		c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Model)})
+		return
+	}
+
+	// We cannot currently consolidate this into GetModel because all we'll
+	// induce infinite recursion given the current code structure.
+	name, err := getExistingName(name)
+	if err != nil {
+		c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Model)})
+		return
+	}
+
+	m, err := GetModel(name.String())
+	if err != nil {
+		switch {
+		case errors.Is(err, fs.ErrNotExist):
+			c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Model)})
+		case err.Error() == errtypes.InvalidModelNameErrMsg:
+			c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		default:
+			c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		}
+		return
+	}
+
+	// expire the runner
+	if req.Prompt == "" && req.KeepAlive != nil && int(req.KeepAlive.Seconds()) == 0 {
+		s.sched.expireRunner(m)
+
+		c.JSON(http.StatusOK, api.GenerateResponse{
+			Model:      req.Model,
+			CreatedAt:  time.Now().UTC(),
+			Response:   "",
+			Done:       true,
+			DoneReason: "unload",
+		})
+		return
+	}
+
+	if req.Raw && (req.Template != "" || req.System != "" || len(req.Context) > 0) {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "raw mode does not support template, system, or context"})
+		return
+	}
+
+	caps := []model.Capability{model.CapabilityCompletion}
+	if req.Suffix != "" {
+		caps = append(caps, model.CapabilityInsert)
+	}
+
+	r, m, opts, err := s.scheduleRunner(c.Request.Context(), name.String(), caps, req.Options, req.KeepAlive)
+	if errors.Is(err, errCapabilityCompletion) {
+		c.JSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("%q does not support generate", req.Model)})
+		return
+	} else if err != nil {
+		handleScheduleError(c, req.Model, err)
+		return
+	}
+
+	checkpointLoaded := time.Now()
+
+	// load the model
+	if req.Prompt == "" {
+		c.JSON(http.StatusOK, api.GenerateResponse{
+			Model:      req.Model,
+			CreatedAt:  time.Now().UTC(),
+			Done:       true,
+			DoneReason: "load",
+		})
+		return
+	}
+
+	if slices.Contains(m.Config.ModelFamilies, "mllama") && len(req.Images) > 1 {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "this model only supports one image while more than one image requested"})
+		return
+	}
+
+	images := make([]llm.ImageData, len(req.Images))
+	for i := range req.Images {
+		images[i] = llm.ImageData{ID: i, Data: req.Images[i]}
+	}
+
+	prompt := req.Prompt
+	if !req.Raw {
+		tmpl := m.Template
+		if req.Template != "" {
+			tmpl, err = template.Parse(req.Template)
+			if err != nil {
+				c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+				return
+			}
+		}
+
+		var values template.Values
+		if req.Suffix != "" {
+			values.Prompt = prompt
+			values.Suffix = req.Suffix
+		} else {
+			var msgs []api.Message
+			if req.System != "" {
+				msgs = append(msgs, api.Message{Role: "system", Content: req.System})
+			} else if m.System != "" {
+				msgs = append(msgs, api.Message{Role: "system", Content: m.System})
+			}
+
+			if req.Context == nil {
+				msgs = append(msgs, m.Messages...)
+			}
+
+			for _, i := range images {
+				imgPrompt := ""
+				msgs = append(msgs, api.Message{Role: "user", Content: fmt.Sprintf("[img-%d]"+imgPrompt, i.ID)})
+			}
+
+			values.Messages = append(msgs, api.Message{Role: "user", Content: req.Prompt})
+		}
+
+		var b bytes.Buffer
+		if req.Context != nil {
+			slog.Warn("the context field is deprecated and will be removed in a future version of Ollama")
+			s, err := r.Detokenize(c.Request.Context(), req.Context)
+			if err != nil {
+				c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+				return
+			}
+			b.WriteString(s)
+		}
+
+		if err := tmpl.Execute(&b, values); err != nil {
+			c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+			return
+		}
+
+		prompt = b.String()
+	}
+
+	ch := make(chan any)
+	go func() {
+		// TODO (jmorganca): avoid building the response twice both here and below
+		var sb strings.Builder
+		defer close(ch)
+		if err := r.Completion(c.Request.Context(), llm.CompletionRequest{
+			Prompt:  prompt,
+			Images:  images,
+			Format:  req.Format,
+			Options: opts,
+		}, func(cr llm.CompletionResponse) {
+			res := api.GenerateResponse{
+				Model:     req.Model,
+				CreatedAt: time.Now().UTC(),
+				Response:  cr.Content,
+				Done:      cr.Done,
+				Metrics: api.Metrics{
+					PromptEvalCount:    cr.PromptEvalCount,
+					PromptEvalDuration: cr.PromptEvalDuration,
+					EvalCount:          cr.EvalCount,
+					EvalDuration:       cr.EvalDuration,
+				},
+			}
+
+			if _, err := sb.WriteString(cr.Content); err != nil {
+				ch <- gin.H{"error": err.Error()}
+			}
+
+			if cr.Done {
+				res.DoneReason = cr.DoneReason.String()
+				res.TotalDuration = time.Since(checkpointStart)
+				res.LoadDuration = checkpointLoaded.Sub(checkpointStart)
+
+				if !req.Raw {
+					tokens, err := r.Tokenize(c.Request.Context(), prompt+sb.String())
+					if err != nil {
+						ch <- gin.H{"error": err.Error()}
+						return
+					}
+					res.Context = tokens
+				}
+			}
+
+			ch <- res
+		}); err != nil {
+			ch <- gin.H{"error": err.Error()}
+		}
+	}()
+
+	if req.Stream != nil && !*req.Stream {
+		var r api.GenerateResponse
+		var sb strings.Builder
+		for rr := range ch {
+			switch t := rr.(type) {
+			case api.GenerateResponse:
+				sb.WriteString(t.Response)
+				r = t
+			case gin.H:
+				msg, ok := t["error"].(string)
+				if !ok {
+					msg = "unexpected error format in response"
+				}
+
+				c.JSON(http.StatusInternalServerError, gin.H{"error": msg})
+				return
+			default:
+				c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected response"})
+				return
+			}
+		}
+
+		r.Response = sb.String()
+		c.JSON(http.StatusOK, r)
+		return
+	}
+
+	streamResponse(c, ch)
+}
+
+func (s *Server) EmbedHandler(c *gin.Context) {
+	checkpointStart := time.Now()
+	var req api.EmbedRequest
+	err := c.ShouldBindJSON(&req)
+	switch {
+	case errors.Is(err, io.EOF):
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	case err != nil:
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	truncate := true
+
+	if req.Truncate != nil && !*req.Truncate {
+		truncate = false
+	}
+
+	var input []string
+
+	switch i := req.Input.(type) {
+	case string:
+		if len(i) > 0 {
+			input = append(input, i)
+		}
+	case []any:
+		for _, v := range i {
+			if _, ok := v.(string); !ok {
+				c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "invalid input type"})
+				return
+			}
+			input = append(input, v.(string))
+		}
+	default:
+		if req.Input != nil {
+			c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "invalid input type"})
+			return
+		}
+	}
+
+	name, err := getExistingName(model.ParseName(req.Model))
+	if err != nil {
+		c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Model)})
+		return
+	}
+
+	r, m, opts, err := s.scheduleRunner(c.Request.Context(), name.String(), []model.Capability{}, req.Options, req.KeepAlive)
+	if err != nil {
+		handleScheduleError(c, req.Model, err)
+		return
+	}
+
+	checkpointLoaded := time.Now()
+
+	if len(input) == 0 {
+		c.JSON(http.StatusOK, api.EmbedResponse{Model: req.Model, Embeddings: [][]float32{}})
+		return
+	}
+
+	kvData, _, err := getModelData(m.ModelPath, false)
+	if err != nil {
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	}
+
+	var count int
+	for i, s := range input {
+		tokens, err := r.Tokenize(c.Request.Context(), s)
+		if err != nil {
+			c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+			return
+		}
+
+		ctxLen := min(opts.NumCtx, int(kvData.ContextLength()))
+		if len(tokens) > ctxLen {
+			if !truncate {
+				c.JSON(http.StatusBadRequest, gin.H{"error": "input length exceeds maximum context length"})
+				return
+			}
+
+			tokens = tokens[:ctxLen]
+			s, err = r.Detokenize(c.Request.Context(), tokens)
+			if err != nil {
+				c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+				return
+			}
+		}
+
+		count += len(tokens)
+
+		input[i] = s
+	}
+
+	var g errgroup.Group
+	embeddings := make([][]float32, len(input))
+	for i, text := range input {
+		g.Go(func() error {
+			embedding, err := r.Embedding(c.Request.Context(), text)
+			if err != nil {
+				return err
+			}
+			embeddings[i] = normalize(embedding)
+			return nil
+		})
+	}
+
+	if err := g.Wait(); err != nil {
+		c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": strings.TrimSpace(err.Error())})
+		return
+	}
+
+	resp := api.EmbedResponse{
+		Model:           req.Model,
+		Embeddings:      embeddings,
+		TotalDuration:   time.Since(checkpointStart),
+		LoadDuration:    checkpointLoaded.Sub(checkpointStart),
+		PromptEvalCount: count,
+	}
+	c.JSON(http.StatusOK, resp)
+}
+
+func normalize(vec []float32) []float32 {
+	var sum float32
+	for _, v := range vec {
+		sum += v * v
+	}
+
+	norm := float32(0.0)
+	if sum > 0 {
+		norm = float32(1.0 / math.Sqrt(float64(sum)))
+	}
+
+	for i := range vec {
+		vec[i] *= norm
+	}
+	return vec
+}
+
+func (s *Server) EmbeddingsHandler(c *gin.Context) {
+	var req api.EmbeddingRequest
+	if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	} else if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	name := model.ParseName(req.Model)
+	if !name.IsValid() {
+		c.JSON(http.StatusBadRequest, gin.H{"error": "model is required"})
+		return
+	}
+
+	r, _, _, err := s.scheduleRunner(c.Request.Context(), name.String(), []model.Capability{}, req.Options, req.KeepAlive)
+	if err != nil {
+		handleScheduleError(c, req.Model, err)
+		return
+	}
+
+	// an empty request loads the model
+	if req.Prompt == "" {
+		c.JSON(http.StatusOK, api.EmbeddingResponse{Embedding: []float64{}})
+		return
+	}
+
+	embedding, err := r.Embedding(c.Request.Context(), req.Prompt)
+	if err != nil {
+		c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": strings.TrimSpace(err.Error())})
+		return
+	}
+
+	var e []float64
+	for _, v := range embedding {
+		e = append(e, float64(v))
+	}
+
+	resp := api.EmbeddingResponse{
+		Embedding: e,
+	}
+	c.JSON(http.StatusOK, resp)
+}
+
+func (s *Server) PullHandler(c *gin.Context) {
+	var req api.PullRequest
+	err := c.ShouldBindJSON(&req)
+	switch {
+	case errors.Is(err, io.EOF):
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	case err != nil:
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	name := model.ParseName(cmp.Or(req.Model, req.Name))
+	if !name.IsValid() {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": errtypes.InvalidModelNameErrMsg})
+		return
+	}
+
+	name, err = getExistingName(name)
+	if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	ch := make(chan any)
+	go func() {
+		defer close(ch)
+		fn := func(r api.ProgressResponse) {
+			ch <- r
+		}
+
+		regOpts := &registryOptions{
+			Insecure: req.Insecure,
+		}
+
+		ctx, cancel := context.WithCancel(c.Request.Context())
+		defer cancel()
+
+		if err := PullModel(ctx, name.DisplayShortest(), regOpts, fn); err != nil {
+			ch <- gin.H{"error": err.Error()}
+		}
+	}()
+
+	if req.Stream != nil && !*req.Stream {
+		waitForStream(c, ch)
+		return
+	}
+
+	streamResponse(c, ch)
+}
+
+func (s *Server) PushHandler(c *gin.Context) {
+	var req api.PushRequest
+	err := c.ShouldBindJSON(&req)
+	switch {
+	case errors.Is(err, io.EOF):
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	case err != nil:
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	var mname string
+	if req.Model != "" {
+		mname = req.Model
+	} else if req.Name != "" {
+		mname = req.Name
+	} else {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
+		return
+	}
+
+	ch := make(chan any)
+	go func() {
+		defer close(ch)
+		fn := func(r api.ProgressResponse) {
+			ch <- r
+		}
+
+		regOpts := &registryOptions{
+			Insecure: req.Insecure,
+		}
+
+		ctx, cancel := context.WithCancel(c.Request.Context())
+		defer cancel()
+
+		name, err := getExistingName(model.ParseName(mname))
+		if err != nil {
+			ch <- gin.H{"error": err.Error()}
+			return
+		}
+
+		if err := PushModel(ctx, name.DisplayShortest(), regOpts, fn); err != nil {
+			ch <- gin.H{"error": err.Error()}
+		}
+	}()
+
+	if req.Stream != nil && !*req.Stream {
+		waitForStream(c, ch)
+		return
+	}
+
+	streamResponse(c, ch)
+}
+
+// getExistingName searches the models directory for the longest prefix match of
+// the input name and returns the input name with all existing parts replaced
+// with each part found. If no parts are found, the input name is returned as
+// is.
+func getExistingName(n model.Name) (model.Name, error) {
+	var zero model.Name
+	existing, err := Manifests(true)
+	if err != nil {
+		return zero, err
+	}
+	var set model.Name // tracks parts already canonicalized
+	for e := range existing {
+		if set.Host == "" && strings.EqualFold(e.Host, n.Host) {
+			n.Host = e.Host
+		}
+		if set.Namespace == "" && strings.EqualFold(e.Namespace, n.Namespace) {
+			n.Namespace = e.Namespace
+		}
+		if set.Model == "" && strings.EqualFold(e.Model, n.Model) {
+			n.Model = e.Model
+		}
+		if set.Tag == "" && strings.EqualFold(e.Tag, n.Tag) {
+			n.Tag = e.Tag
+		}
+	}
+	return n, nil
+}
+
+func (s *Server) DeleteHandler(c *gin.Context) {
+	var r api.DeleteRequest
+	if err := c.ShouldBindJSON(&r); errors.Is(err, io.EOF) {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	} else if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	n := model.ParseName(cmp.Or(r.Model, r.Name))
+	if !n.IsValid() {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("name %q is invalid", cmp.Or(r.Model, r.Name))})
+		return
+	}
+
+	n, err := getExistingName(n)
+	if err != nil {
+		c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", cmp.Or(r.Model, r.Name))})
+		return
+	}
+
+	m, err := ParseNamedManifest(n)
+	if err != nil {
+		switch {
+		case os.IsNotExist(err):
+			c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", cmp.Or(r.Model, r.Name))})
+		default:
+			c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		}
+		return
+	}
+
+	if err := m.Remove(); err != nil {
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	}
+
+	if err := m.RemoveLayers(); err != nil {
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	}
+}
+
+func (s *Server) ShowHandler(c *gin.Context) {
+	var req api.ShowRequest
+	err := c.ShouldBindJSON(&req)
+	switch {
+	case errors.Is(err, io.EOF):
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	case err != nil:
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	if req.Model != "" {
+		// noop
+	} else if req.Name != "" {
+		req.Model = req.Name
+	} else {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
+		return
+	}
+
+	resp, err := GetModelInfo(req)
+	if err != nil {
+		switch {
+		case os.IsNotExist(err):
+			c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Model)})
+		case err.Error() == errtypes.InvalidModelNameErrMsg:
+			c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		default:
+			c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		}
+		return
+	}
+
+	c.JSON(http.StatusOK, resp)
+}
+
+func GetModelInfo(req api.ShowRequest) (*api.ShowResponse, error) {
+	name := model.ParseName(req.Model)
+	if !name.IsValid() {
+		return nil, ErrModelPathInvalid
+	}
+	name, err := getExistingName(name)
+	if err != nil {
+		return nil, err
+	}
+
+	m, err := GetModel(name.String())
+	if err != nil {
+		return nil, err
+	}
+
+	modelDetails := api.ModelDetails{
+		ParentModel:       m.ParentModel,
+		Format:            m.Config.ModelFormat,
+		Family:            m.Config.ModelFamily,
+		Families:          m.Config.ModelFamilies,
+		ParameterSize:     m.Config.ModelType,
+		QuantizationLevel: m.Config.FileType,
+	}
+
+	if req.System != "" {
+		m.System = req.System
+	}
+
+	msgs := make([]api.Message, len(m.Messages))
+	for i, msg := range m.Messages {
+		msgs[i] = api.Message{Role: msg.Role, Content: msg.Content}
+	}
+
+	manifest, err := ParseNamedManifest(name)
+	if err != nil {
+		return nil, err
+	}
+
+	resp := &api.ShowResponse{
+		License:      strings.Join(m.License, "\n"),
+		System:       m.System,
+		Template:     m.Template.String(),
+		Details:      modelDetails,
+		Messages:     msgs,
+		Capabilities: m.Capabilities(),
+		ModifiedAt:   manifest.fi.ModTime(),
+	}
+
+	var params []string
+	cs := 30
+	for k, v := range m.Options {
+		switch val := v.(type) {
+		case []any:
+			for _, nv := range val {
+				params = append(params, fmt.Sprintf("%-*s %#v", cs, k, nv))
+			}
+		default:
+			params = append(params, fmt.Sprintf("%-*s %#v", cs, k, v))
+		}
+	}
+	resp.Parameters = strings.Join(params, "\n")
+
+	for k, v := range req.Options {
+		if _, ok := req.Options[k]; ok {
+			m.Options[k] = v
+		}
+	}
+
+	var sb strings.Builder
+	fmt.Fprintln(&sb, "# Modelfile generated by \"ollama show\"")
+	fmt.Fprintln(&sb, "# To build a new Modelfile based on this, replace FROM with:")
+	fmt.Fprintf(&sb, "# FROM %s\n\n", m.ShortName)
+	fmt.Fprint(&sb, m.String())
+	resp.Modelfile = sb.String()
+
+	kvData, tensors, err := getModelData(m.ModelPath, req.Verbose)
+	if err != nil {
+		return nil, err
+	}
+
+	delete(kvData, "general.name")
+	delete(kvData, "tokenizer.chat_template")
+	resp.ModelInfo = kvData
+
+	tensorData := make([]api.Tensor, len(tensors.Items()))
+	for cnt, t := range tensors.Items() {
+		tensorData[cnt] = api.Tensor{Name: t.Name, Type: t.Type(), Shape: t.Shape}
+	}
+	resp.Tensors = tensorData
+
+	if len(m.ProjectorPaths) > 0 {
+		projectorData, _, err := getModelData(m.ProjectorPaths[0], req.Verbose)
+		if err != nil {
+			return nil, err
+		}
+		resp.ProjectorInfo = projectorData
+	}
+
+	return resp, nil
+}
+
+func getModelData(digest string, verbose bool) (ggml.KV, ggml.Tensors, error) {
+	maxArraySize := 0
+	if verbose {
+		maxArraySize = -1
+	}
+	data, err := llm.LoadModel(digest, maxArraySize)
+	if err != nil {
+		return nil, ggml.Tensors{}, err
+	}
+
+	kv := data.KV()
+
+	if !verbose {
+		for k := range kv {
+			if t, ok := kv[k].([]any); len(t) > 5 && ok {
+				kv[k] = []any{}
+			}
+		}
+	}
+
+	return kv, data.Tensors(), nil
+}
+
+func (s *Server) ListHandler(c *gin.Context) {
+	ms, err := Manifests(true)
+	if err != nil {
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	}
+
+	models := []api.ListModelResponse{}
+	for n, m := range ms {
+		var cf ConfigV2
+
+		if m.Config.Digest != "" {
+			f, err := m.Config.Open()
+			if err != nil {
+				slog.Warn("bad manifest filepath", "name", n, "error", err)
+				continue
+			}
+			defer f.Close()
+
+			if err := json.NewDecoder(f).Decode(&cf); err != nil {
+				slog.Warn("bad manifest config", "name", n, "error", err)
+				continue
+			}
+		}
+
+		// tag should never be masked
+		models = append(models, api.ListModelResponse{
+			Model:      n.DisplayShortest(),
+			Name:       n.DisplayShortest(),
+			Size:       m.Size(),
+			Digest:     m.digest,
+			ModifiedAt: m.fi.ModTime(),
+			Details: api.ModelDetails{
+				Format:            cf.ModelFormat,
+				Family:            cf.ModelFamily,
+				Families:          cf.ModelFamilies,
+				ParameterSize:     cf.ModelType,
+				QuantizationLevel: cf.FileType,
+			},
+		})
+	}
+
+	slices.SortStableFunc(models, func(i, j api.ListModelResponse) int {
+		// most recently modified first
+		return cmp.Compare(j.ModifiedAt.Unix(), i.ModifiedAt.Unix())
+	})
+
+	c.JSON(http.StatusOK, api.ListResponse{Models: models})
+}
+
+func (s *Server) CopyHandler(c *gin.Context) {
+	var r api.CopyRequest
+	if err := c.ShouldBindJSON(&r); errors.Is(err, io.EOF) {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	} else if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	src := model.ParseName(r.Source)
+	if !src.IsValid() {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("source %q is invalid", r.Source)})
+		return
+	}
+	src, err := getExistingName(src)
+	if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	dst := model.ParseName(r.Destination)
+	if !dst.IsValid() {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("destination %q is invalid", r.Destination)})
+		return
+	}
+	dst, err = getExistingName(dst)
+	if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	if err := CopyModel(src, dst); errors.Is(err, os.ErrNotExist) {
+		c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model %q not found", r.Source)})
+	} else if err != nil {
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+	}
+}
+
+func (s *Server) HeadBlobHandler(c *gin.Context) {
+	path, err := GetBlobsPath(c.Param("digest"))
+	if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	if _, err := os.Stat(path); err != nil {
+		c.AbortWithStatusJSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("blob %q not found", c.Param("digest"))})
+		return
+	}
+
+	c.Status(http.StatusOK)
+}
+
+func (s *Server) CreateBlobHandler(c *gin.Context) {
+	if ib, ok := intermediateBlobs[c.Param("digest")]; ok {
+		p, err := GetBlobsPath(ib)
+		if err != nil {
+			c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+			return
+		}
+
+		if _, err := os.Stat(p); errors.Is(err, os.ErrNotExist) {
+			slog.Info("evicting intermediate blob which no longer exists", "digest", ib)
+			delete(intermediateBlobs, c.Param("digest"))
+		} else if err != nil {
+			c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+			return
+		} else {
+			c.Status(http.StatusOK)
+			return
+		}
+	}
+
+	path, err := GetBlobsPath(c.Param("digest"))
+	if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	_, err = os.Stat(path)
+	switch {
+	case errors.Is(err, os.ErrNotExist):
+		// noop
+	case err != nil:
+		c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	default:
+		c.Status(http.StatusOK)
+		return
+	}
+
+	layer, err := NewLayer(c.Request.Body, "")
+	if err != nil {
+		c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	}
+
+	if layer.Digest != c.Param("digest") {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("digest mismatch, expected %q, got %q", c.Param("digest"), layer.Digest)})
+		return
+	}
+
+	c.Status(http.StatusCreated)
+}
+
+func isLocalIP(ip netip.Addr) bool {
+	if interfaces, err := net.Interfaces(); err == nil {
+		for _, iface := range interfaces {
+			addrs, err := iface.Addrs()
+			if err != nil {
+				continue
+			}
+
+			for _, a := range addrs {
+				if parsed, _, err := net.ParseCIDR(a.String()); err == nil {
+					if parsed.String() == ip.String() {
+						return true
+					}
+				}
+			}
+		}
+	}
+
+	return false
+}
+
+func allowedHost(host string) bool {
+	host = strings.ToLower(host)
+
+	if host == "" || host == "localhost" {
+		return true
+	}
+
+	if hostname, err := os.Hostname(); err == nil && host == strings.ToLower(hostname) {
+		return true
+	}
+
+	tlds := []string{
+		"localhost",
+		"local",
+		"internal",
+	}
+
+	// check if the host is a local TLD
+	for _, tld := range tlds {
+		if strings.HasSuffix(host, "."+tld) {
+			return true
+		}
+	}
+
+	return false
+}
+
+func allowedHostsMiddleware(addr net.Addr) gin.HandlerFunc {
+	return func(c *gin.Context) {
+		if addr == nil {
+			c.Next()
+			return
+		}
+
+		if addr, err := netip.ParseAddrPort(addr.String()); err == nil && !addr.Addr().IsLoopback() {
+			c.Next()
+			return
+		}
+
+		host, _, err := net.SplitHostPort(c.Request.Host)
+		if err != nil {
+			host = c.Request.Host
+		}
+
+		if addr, err := netip.ParseAddr(host); err == nil {
+			if addr.IsLoopback() || addr.IsPrivate() || addr.IsUnspecified() || isLocalIP(addr) {
+				c.Next()
+				return
+			}
+		}
+
+		if allowedHost(host) {
+			if c.Request.Method == http.MethodOptions {
+				c.AbortWithStatus(http.StatusNoContent)
+				return
+			}
+
+			c.Next()
+			return
+		}
+
+		c.AbortWithStatus(http.StatusForbidden)
+	}
+}
+
+func (s *Server) GenerateRoutes(rc *ollama.Registry) (http.Handler, error) {
+	corsConfig := cors.DefaultConfig()
+	corsConfig.AllowWildcard = true
+	corsConfig.AllowBrowserExtensions = true
+	corsConfig.AllowHeaders = []string{
+		"Authorization",
+		"Content-Type",
+		"User-Agent",
+		"Accept",
+		"X-Requested-With",
+
+		// OpenAI compatibility headers
+		"OpenAI-Beta",
+		"x-stainless-arch",
+		"x-stainless-async",
+		"x-stainless-custom-poll-interval",
+		"x-stainless-helper-method",
+		"x-stainless-lang",
+		"x-stainless-os",
+		"x-stainless-package-version",
+		"x-stainless-poll-helper",
+		"x-stainless-retry-count",
+		"x-stainless-runtime",
+		"x-stainless-runtime-version",
+		"x-stainless-timeout",
+	}
+	corsConfig.AllowOrigins = envconfig.AllowedOrigins()
+
+	r := gin.Default()
+	r.HandleMethodNotAllowed = true
+	r.Use(
+		cors.New(corsConfig),
+		allowedHostsMiddleware(s.addr),
+	)
+
+	// General
+	r.HEAD("/", func(c *gin.Context) { c.String(http.StatusOK, "Ollama is running") })
+	r.GET("/", func(c *gin.Context) { c.String(http.StatusOK, "Ollama is running") })
+	r.HEAD("/api/version", func(c *gin.Context) { c.JSON(http.StatusOK, gin.H{"version": version.Version}) })
+	r.GET("/api/version", func(c *gin.Context) { c.JSON(http.StatusOK, gin.H{"version": version.Version}) })
+
+	// Local model cache management (new implementation is at end of function)
+	r.POST("/api/pull", s.PullHandler)
+	r.POST("/api/push", s.PushHandler)
+	r.HEAD("/api/tags", s.ListHandler)
+	r.GET("/api/tags", s.ListHandler)
+	r.POST("/api/show", s.ShowHandler)
+	r.DELETE("/api/delete", s.DeleteHandler)
+
+	// Create
+	r.POST("/api/create", s.CreateHandler)
+	r.POST("/api/blobs/:digest", s.CreateBlobHandler)
+	r.HEAD("/api/blobs/:digest", s.HeadBlobHandler)
+	r.POST("/api/copy", s.CopyHandler)
+
+	// Inference
+	r.GET("/api/ps", s.PsHandler)
+	r.POST("/api/generate", s.GenerateHandler)
+	r.POST("/api/chat", s.ChatHandler)
+	r.POST("/api/embed", s.EmbedHandler)
+	r.POST("/api/embeddings", s.EmbeddingsHandler)
+
+	// Inference (OpenAI compatibility)
+	r.POST("/v1/chat/completions", openai.ChatMiddleware(), s.ChatHandler)
+	r.POST("/v1/completions", openai.CompletionsMiddleware(), s.GenerateHandler)
+	r.POST("/v1/embeddings", openai.EmbeddingsMiddleware(), s.EmbedHandler)
+	r.GET("/v1/models", openai.ListMiddleware(), s.ListHandler)
+	r.GET("/v1/models/:model", openai.RetrieveMiddleware(), s.ShowHandler)
+
+	if rc != nil {
+		// wrap old with new
+		rs := &registry.Local{
+			Client:   rc,
+			Logger:   slog.Default(), // TODO(bmizerany): Take a logger, do not use slog.Default()
+			Fallback: r,
+
+			Prune: PruneLayers,
+		}
+		return rs, nil
+	}
+
+	return r, nil
+}
+
+func Serve(ln net.Listener) error {
+	slog.SetDefault(logutil.NewLogger(os.Stderr, envconfig.LogLevel()))
+	slog.Info("server config", "env", envconfig.Values())
+
+	blobsDir, err := GetBlobsPath("")
+	if err != nil {
+		return err
+	}
+	if err := fixBlobs(blobsDir); err != nil {
+		return err
+	}
+
+	if !envconfig.NoPrune() {
+		if _, err := Manifests(false); err != nil {
+			slog.Warn("corrupt manifests detected, skipping prune operation.  Re-pull or delete to clear", "error", err)
+		} else {
+			// clean up unused layers and manifests
+			if err := PruneLayers(); err != nil {
+				return err
+			}
+
+			manifestsPath, err := GetManifestPath()
+			if err != nil {
+				return err
+			}
+
+			if err := PruneDirectory(manifestsPath); err != nil {
+				return err
+			}
+		}
+	}
+
+	s := &Server{addr: ln.Addr()}
+
+	var rc *ollama.Registry
+	if useClient2 {
+		var err error
+		rc, err = ollama.DefaultRegistry()
+		if err != nil {
+			return err
+		}
+	}
+
+	h, err := s.GenerateRoutes(rc)
+	if err != nil {
+		return err
+	}
+
+	http.Handle("/", h)
+
+	ctx, done := context.WithCancel(context.Background())
+	schedCtx, schedDone := context.WithCancel(ctx)
+	sched := InitScheduler(schedCtx)
+	s.sched = sched
+
+	slog.Info(fmt.Sprintf("Listening on %s (version %s)", ln.Addr(), version.Version))
+	srvr := &http.Server{
+		// Use http.DefaultServeMux so we get net/http/pprof for
+		// free.
+		//
+		// TODO(bmizerany): Decide if we want to make this
+		// configurable so it is not exposed by default, or allow
+		// users to bind it to a different port. This was a quick
+		// and easy way to get pprof, but it may not be the best
+		// way.
+		Handler: nil,
+	}
+
+	// listen for a ctrl+c and stop any loaded llm
+	signals := make(chan os.Signal, 1)
+	signal.Notify(signals, syscall.SIGINT, syscall.SIGTERM)
+	go func() {
+		<-signals
+		srvr.Close()
+		schedDone()
+		sched.unloadAllRunners()
+		done()
+	}()
+
+	s.sched.Run(schedCtx)
+
+	// register the experimental webp decoder
+	// so webp images can be used in multimodal inputs
+	image.RegisterFormat("webp", "RIFF????WEBP", webp.Decode, webp.DecodeConfig)
+
+	// At startup we retrieve GPU information so we can get log messages before loading a model
+	// This will log warnings to the log in case we have problems with detected GPUs
+	gpus := discover.GetGPUInfo()
+	gpus.LogDetails()
+
+	err = srvr.Serve(ln)
+	// If server is closed from the signal handler, wait for the ctx to be done
+	// otherwise error out quickly
+	if !errors.Is(err, http.ErrServerClosed) {
+		return err
+	}
+	<-ctx.Done()
+	return nil
+}
+
+func waitForStream(c *gin.Context, ch chan any) {
+	c.Header("Content-Type", "application/json")
+	var latest api.ProgressResponse
+	for resp := range ch {
+		switch r := resp.(type) {
+		case api.ProgressResponse:
+			latest = r
+		case gin.H:
+			status, ok := r["status"].(int)
+			if !ok {
+				status = http.StatusInternalServerError
+			}
+			errorMsg, ok := r["error"].(string)
+			if !ok {
+				errorMsg = "unknown error"
+			}
+			c.JSON(status, gin.H{"error": errorMsg})
+			return
+		default:
+			c.JSON(http.StatusInternalServerError, gin.H{"error": "unknown message type"})
+			return
+		}
+	}
+
+	c.JSON(http.StatusOK, latest)
+}
+
+func streamResponse(c *gin.Context, ch chan any) {
+	c.Header("Content-Type", "application/x-ndjson")
+	c.Stream(func(w io.Writer) bool {
+		val, ok := <-ch
+		if !ok {
+			return false
+		}
+
+		bts, err := json.Marshal(val)
+		if err != nil {
+			slog.Info(fmt.Sprintf("streamResponse: json.Marshal failed with %s", err))
+			return false
+		}
+
+		// Delineate chunks with new-line delimiter
+		bts = append(bts, '\n')
+		if _, err := w.Write(bts); err != nil {
+			slog.Info(fmt.Sprintf("streamResponse: w.Write failed with %s", err))
+			return false
+		}
+
+		return true
+	})
+}
+
+func (s *Server) PsHandler(c *gin.Context) {
+	models := []api.ProcessModelResponse{}
+
+	for _, v := range s.sched.loaded {
+		model := v.model
+		modelDetails := api.ModelDetails{
+			Format:            model.Config.ModelFormat,
+			Family:            model.Config.ModelFamily,
+			Families:          model.Config.ModelFamilies,
+			ParameterSize:     model.Config.ModelType,
+			QuantizationLevel: model.Config.FileType,
+		}
+
+		mr := api.ProcessModelResponse{
+			Model:     model.ShortName,
+			Name:      model.ShortName,
+			Size:      int64(v.estimatedTotal),
+			SizeVRAM:  int64(v.estimatedVRAM),
+			Digest:    model.Digest,
+			Details:   modelDetails,
+			ExpiresAt: v.expiresAt,
+		}
+		// The scheduler waits to set expiresAt, so if a model is loading it's
+		// possible that it will be set to the unix epoch. For those cases, just
+		// calculate the time w/ the sessionDuration instead.
+		var epoch time.Time
+		if v.expiresAt == epoch {
+			mr.ExpiresAt = time.Now().Add(v.sessionDuration)
+		}
+
+		models = append(models, mr)
+	}
+
+	slices.SortStableFunc(models, func(i, j api.ProcessModelResponse) int {
+		// longest duration remaining listed first
+		return cmp.Compare(j.ExpiresAt.Unix(), i.ExpiresAt.Unix())
+	})
+
+	c.JSON(http.StatusOK, api.ProcessResponse{Models: models})
+}
+
+func (s *Server) ChatHandler(c *gin.Context) {
+	checkpointStart := time.Now()
+
+	var req api.ChatRequest
+	if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	} else if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	// expire the runner
+	if len(req.Messages) == 0 && req.KeepAlive != nil && int(req.KeepAlive.Seconds()) == 0 {
+		model, err := GetModel(req.Model)
+		if err != nil {
+			switch {
+			case os.IsNotExist(err):
+				c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Model)})
+			case err.Error() == errtypes.InvalidModelNameErrMsg:
+				c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+			default:
+				c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+			}
+			return
+		}
+		s.sched.expireRunner(model)
+
+		c.JSON(http.StatusOK, api.ChatResponse{
+			Model:      req.Model,
+			CreatedAt:  time.Now().UTC(),
+			Message:    api.Message{Role: "assistant"},
+			Done:       true,
+			DoneReason: "unload",
+		})
+		return
+	}
+
+	caps := []model.Capability{model.CapabilityCompletion}
+	if len(req.Tools) > 0 {
+		caps = append(caps, model.CapabilityTools)
+	}
+
+	name := model.ParseName(req.Model)
+	if !name.IsValid() {
+		c.JSON(http.StatusBadRequest, gin.H{"error": "model is required"})
+		return
+	}
+	name, err := getExistingName(name)
+	if err != nil {
+		c.JSON(http.StatusBadRequest, gin.H{"error": "model is required"})
+		return
+	}
+
+	r, m, opts, err := s.scheduleRunner(c.Request.Context(), name.String(), caps, req.Options, req.KeepAlive)
+	if errors.Is(err, errCapabilityCompletion) {
+		c.JSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("%q does not support chat", req.Model)})
+		return
+	} else if err != nil {
+		handleScheduleError(c, req.Model, err)
+		return
+	}
+
+	checkpointLoaded := time.Now()
+
+	if len(req.Messages) == 0 {
+		c.JSON(http.StatusOK, api.ChatResponse{
+			Model:      req.Model,
+			CreatedAt:  time.Now().UTC(),
+			Message:    api.Message{Role: "assistant"},
+			Done:       true,
+			DoneReason: "load",
+		})
+		return
+	}
+
+	msgs := append(m.Messages, req.Messages...)
+	if req.Messages[0].Role != "system" && m.System != "" {
+		msgs = append([]api.Message{{Role: "system", Content: m.System}}, msgs...)
+	}
+	msgs = filterThinkTags(msgs, m)
+
+	prompt, images, err := chatPrompt(c.Request.Context(), m, r.Tokenize, opts, msgs, req.Tools)
+	if err != nil {
+		slog.Error("chat prompt error", "error", err)
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	}
+
+	ch := make(chan any)
+	go func() {
+		defer close(ch)
+		var sb strings.Builder
+		var toolCallIndex int = 0
+		if err := r.Completion(c.Request.Context(), llm.CompletionRequest{
+			Prompt:  prompt,
+			Images:  images,
+			Format:  req.Format,
+			Options: opts,
+		}, func(r llm.CompletionResponse) {
+			res := api.ChatResponse{
+				Model:     req.Model,
+				CreatedAt: time.Now().UTC(),
+				Message:   api.Message{Role: "assistant", Content: r.Content},
+				Done:      r.Done,
+				Metrics: api.Metrics{
+					PromptEvalCount:    r.PromptEvalCount,
+					PromptEvalDuration: r.PromptEvalDuration,
+					EvalCount:          r.EvalCount,
+					EvalDuration:       r.EvalDuration,
+				},
+			}
+
+			if r.Done {
+				res.DoneReason = r.DoneReason.String()
+				res.TotalDuration = time.Since(checkpointStart)
+				res.LoadDuration = checkpointLoaded.Sub(checkpointStart)
+			}
+
+			// TODO: tool call checking and filtering should be moved outside of this callback once streaming
+			// however this was a simple change for now without reworking streaming logic of this (and other)
+			// handlers
+			if req.Stream != nil && !*req.Stream || len(req.Tools) == 0 {
+				ch <- res
+				return
+			}
+
+			// Streaming tool calls:
+			// If tools are recognized, use a flag to track the sending of a tool downstream
+			// This ensures that content is cleared from the message on the last chunk sent
+			sb.WriteString(r.Content)
+			if toolCalls, ok := m.parseToolCalls(sb.String()); ok {
+				res.Message.ToolCalls = toolCalls
+				for i := range toolCalls {
+					toolCalls[i].Function.Index = toolCallIndex
+					toolCallIndex++
+				}
+				res.Message.Content = ""
+				sb.Reset()
+				ch <- res
+				return
+			}
+
+			if r.Done {
+				// Send any remaining content if no tool calls were detected
+				if toolCallIndex == 0 {
+					res.Message.Content = sb.String()
+				}
+				ch <- res
+			}
+		}); err != nil {
+			ch <- gin.H{"error": err.Error()}
+		}
+	}()
+
+	if req.Stream != nil && !*req.Stream {
+		var resp api.ChatResponse
+		var sb strings.Builder
+		for rr := range ch {
+			switch t := rr.(type) {
+			case api.ChatResponse:
+				sb.WriteString(t.Message.Content)
+				resp = t
+			case gin.H:
+				msg, ok := t["error"].(string)
+				if !ok {
+					msg = "unexpected error format in response"
+				}
+
+				c.JSON(http.StatusInternalServerError, gin.H{"error": msg})
+				return
+			default:
+				c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected response"})
+				return
+			}
+		}
+
+		resp.Message.Content = sb.String()
+
+		if len(req.Tools) > 0 {
+			if toolCalls, ok := m.parseToolCalls(sb.String()); ok {
+				resp.Message.ToolCalls = toolCalls
+				resp.Message.Content = ""
+			}
+		}
+
+		c.JSON(http.StatusOK, resp)
+		return
+	}
+
+	streamResponse(c, ch)
+}
+
+func handleScheduleError(c *gin.Context, name string, err error) {
+	switch {
+	case errors.Is(err, errCapabilities), errors.Is(err, errRequired):
+		c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+	case errors.Is(err, context.Canceled):
+		c.JSON(499, gin.H{"error": "request canceled"})
+	case errors.Is(err, ErrMaxQueue):
+		c.JSON(http.StatusServiceUnavailable, gin.H{"error": err.Error()})
+	case errors.Is(err, os.ErrNotExist):
+		c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model %q not found, try pulling it first", name)})
+	default:
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+	}
+}
+
+var thinkTagRegexp = regexp.MustCompile(`<think>(?s).*?</think>(\n)*`)
+
+func filterThinkTags(msgs []api.Message, m *Model) []api.Message {
+	if m.Config.ModelFamily == "qwen3" || model.ParseName(m.Name).Model == "deepseek-r1" {
+		finalUserIndex := -1
+		for i, msg := range msgs {
+			if msg.Role == "user" {
+				finalUserIndex = i
+			}
+		}
+
+		for i, msg := range msgs {
+			if msg.Role == "assistant" && i < finalUserIndex {
+				msgs[i].Content = thinkTagRegexp.ReplaceAllString(msg.Content, "")
+			}
+		}
+	}
+	return msgs
+}
diff --git a/server/routes_create_test.go b/server/routes_create_test.go
new file mode 100644
index 0000000..3b3d991
--- /dev/null
+++ b/server/routes_create_test.go
@@ -0,0 +1,810 @@
+package server
+
+import (
+	"bytes"
+	"cmp"
+	"crypto/sha256"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"path/filepath"
+	"slices"
+	"strings"
+	"testing"
+
+	"github.com/gin-gonic/gin"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+var stream bool = false
+
+func createBinFile(t *testing.T, kv map[string]any, ti []*ggml.Tensor) (string, string) {
+	t.Helper()
+	t.Setenv("OLLAMA_MODELS", cmp.Or(os.Getenv("OLLAMA_MODELS"), t.TempDir()))
+
+	modelDir := envconfig.Models()
+
+	f, err := os.CreateTemp(t.TempDir(), "")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	if err := ggml.WriteGGUF(f, kv, ti); err != nil {
+		t.Fatal(err)
+	}
+	// Calculate sha256 of file
+	if _, err := f.Seek(0, 0); err != nil {
+		t.Fatal(err)
+	}
+
+	digest, _ := GetSHA256Digest(f)
+	if err := f.Close(); err != nil {
+		t.Fatal(err)
+	}
+
+	if err := createLink(f.Name(), filepath.Join(modelDir, "blobs", fmt.Sprintf("sha256-%s", strings.TrimPrefix(digest, "sha256:")))); err != nil {
+		t.Fatal(err)
+	}
+
+	return f.Name(), digest
+}
+
+type responseRecorder struct {
+	*httptest.ResponseRecorder
+	http.CloseNotifier
+}
+
+func NewRecorder() *responseRecorder {
+	return &responseRecorder{
+		ResponseRecorder: httptest.NewRecorder(),
+	}
+}
+
+func (t *responseRecorder) CloseNotify() <-chan bool {
+	return make(chan bool)
+}
+
+func createRequest(t *testing.T, fn func(*gin.Context), body any) *httptest.ResponseRecorder {
+	t.Helper()
+	// if OLLAMA_MODELS is not set, set it to the temp directory
+	t.Setenv("OLLAMA_MODELS", cmp.Or(os.Getenv("OLLAMA_MODELS"), t.TempDir()))
+
+	w := NewRecorder()
+	c, _ := gin.CreateTestContext(w)
+
+	var b bytes.Buffer
+	if err := json.NewEncoder(&b).Encode(body); err != nil {
+		t.Fatal(err)
+	}
+
+	c.Request = &http.Request{
+		Body: io.NopCloser(&b),
+	}
+
+	fn(c)
+	return w.ResponseRecorder
+}
+
+func checkFileExists(t *testing.T, p string, expect []string) {
+	t.Helper()
+
+	actual, err := filepath.Glob(p)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	if !slices.Equal(actual, expect) {
+		t.Fatalf("expected slices to be equal %v", actual)
+	}
+}
+
+func TestCreateFromBin(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+
+	var s Server
+
+	_, digest := createBinFile(t, nil, nil)
+
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:   "test",
+		Files:  map[string]string{"test.gguf": digest},
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		fmt.Println(w)
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-ca239d7bd8ea90e4a5d2e6bf88f8d74a47b14336e73eb4e18bed4dd325018116"),
+	})
+}
+
+func TestCreateFromModel(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+	var s Server
+
+	_, digest := createBinFile(t, nil, nil)
+
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:   "test",
+		Files:  map[string]string{"test.gguf": digest},
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:   "test2",
+		From:   "test",
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test2", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-ca239d7bd8ea90e4a5d2e6bf88f8d74a47b14336e73eb4e18bed4dd325018116"),
+	})
+}
+
+func TestCreateRemovesLayers(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+	var s Server
+
+	_, digest := createBinFile(t, nil, nil)
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:     "test",
+		Files:    map[string]string{"test.gguf": digest},
+		Template: "{{ .Prompt }}",
+		Stream:   &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-b507b9c2f6ca642bffcd06665ea7c91f235fd32daeefdf875a0f938db05fb315"),
+		filepath.Join(p, "blobs", "sha256-bc80b03733773e0728011b2f4adf34c458b400e1aad48cb28d61170f3a2ad2d6"),
+	})
+
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:     "test",
+		Files:    map[string]string{"test.gguf": digest},
+		Template: "{{ .System }} {{ .Prompt }}",
+		Stream:   &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-8f2c2167d789c6b2302dff965160fa5029f6a24096d262c1cbb469f21a045382"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-fe7ac77b725cda2ccad03f88a880ecdfd7a33192d6cae08fce2c0ee1455991ed"),
+	})
+}
+
+func TestCreateUnsetsSystem(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+	var s Server
+
+	_, digest := createBinFile(t, nil, nil)
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:   "test",
+		Files:  map[string]string{"test.gguf": digest},
+		System: "Say hi!",
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-8585df945d1069bc78b79bd10bb73ba07fbc29b0f5479a31a601c0d12731416e"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-f29e82a8284dbdf5910b1555580ff60b04238b8da9d5e51159ada67a4d0d5851"),
+	})
+
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:   "test",
+		Files:  map[string]string{"test.gguf": digest},
+		System: "",
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-ca239d7bd8ea90e4a5d2e6bf88f8d74a47b14336e73eb4e18bed4dd325018116"),
+	})
+}
+
+func TestCreateMergeParameters(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+	var s Server
+
+	_, digest := createBinFile(t, nil, nil)
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:  "test",
+		Files: map[string]string{"test.gguf": digest},
+		Parameters: map[string]any{
+			"temperature": 1,
+			"top_k":       10,
+			"stop":        []string{"USER:", "ASSISTANT:"},
+		},
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-1d0ad71299d48c2fb7ae2b98e683643e771f8a5b72be34942af90d97a91c1e37"),
+		filepath.Join(p, "blobs", "sha256-4a384beaf47a9cbe452dfa5ab70eea691790f3b35a832d12933a1996685bf2b6"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+	})
+
+	// in order to merge parameters, the second model must be created FROM the first
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name: "test2",
+		From: "test",
+		Parameters: map[string]any{
+			"temperature": 0.6,
+			"top_p":       0.7,
+		},
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test2", "latest"),
+	})
+
+	// Display contents of each blob in the directory
+	blobDir := filepath.Join(p, "blobs")
+	entries, err := os.ReadDir(blobDir)
+	if err != nil {
+		t.Fatalf("failed to read blobs directory: %v", err)
+	}
+
+	for _, entry := range entries {
+		blobPath := filepath.Join(blobDir, entry.Name())
+		content, err := os.ReadFile(blobPath)
+		if err != nil {
+			t.Fatalf("failed to read blob %s: %v", entry.Name(), err)
+		}
+		t.Logf("Contents of %s:\n%s", entry.Name(), string(content))
+	}
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-1d0ad71299d48c2fb7ae2b98e683643e771f8a5b72be34942af90d97a91c1e37"),
+		filepath.Join(p, "blobs", "sha256-4a384beaf47a9cbe452dfa5ab70eea691790f3b35a832d12933a1996685bf2b6"),
+		filepath.Join(p, "blobs", "sha256-4cd9d4ba6b734d9b4cbd1e5caa60374c00722e993fce5e1e2d15a33698f71187"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-e29a7b3c47287a2489c895d21fe413c20f859a85d20e749492f52a838e36e1ba"),
+	})
+
+	actual, err := os.ReadFile(filepath.Join(p, "blobs", "sha256-e29a7b3c47287a2489c895d21fe413c20f859a85d20e749492f52a838e36e1ba"))
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	expect, err := json.Marshal(map[string]any{"temperature": 0.6, "top_k": 10, "top_p": 0.7, "stop": []string{"USER:", "ASSISTANT:"}})
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	if !bytes.Equal(bytes.TrimSpace(expect), bytes.TrimSpace(actual)) {
+		t.Errorf("expected %s, actual %s", string(expect), string(actual))
+	}
+
+	// slices are replaced
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name: "test2",
+		From: "test",
+		Parameters: map[string]any{
+			"temperature": 0.6,
+			"top_p":       0.7,
+			"stop":        []string{"<|endoftext|>"},
+		},
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test2", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-12f58bb75cb3042d69a7e013ab87fb3c3c7088f50ddc62f0c77bd332f0d44d35"),
+		filepath.Join(p, "blobs", "sha256-1d0ad71299d48c2fb7ae2b98e683643e771f8a5b72be34942af90d97a91c1e37"),
+		filepath.Join(p, "blobs", "sha256-257aa726584f24970a4f240765e75a7169bfbe7f4966c1f04513d6b6c860583a"),
+		filepath.Join(p, "blobs", "sha256-4a384beaf47a9cbe452dfa5ab70eea691790f3b35a832d12933a1996685bf2b6"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+	})
+
+	actual, err = os.ReadFile(filepath.Join(p, "blobs", "sha256-12f58bb75cb3042d69a7e013ab87fb3c3c7088f50ddc62f0c77bd332f0d44d35"))
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	expect, err = json.Marshal(map[string]any{"temperature": 0.6, "top_k": 10, "top_p": 0.7, "stop": []string{"<|endoftext|>"}})
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	if !bytes.Equal(bytes.TrimSpace(expect), bytes.TrimSpace(actual)) {
+		t.Errorf("expected %s, actual %s", string(expect), string(actual))
+	}
+}
+
+func TestCreateReplacesMessages(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+	var s Server
+
+	_, digest := createBinFile(t, nil, nil)
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:  "test",
+		Files: map[string]string{"test.gguf": digest},
+		Messages: []api.Message{
+			{
+				Role:    "assistant",
+				Content: "What is my purpose?",
+			},
+			{
+				Role:    "user",
+				Content: "You run tests.",
+			},
+			{
+				Role:    "assistant",
+				Content: "Oh, my god.",
+			},
+		},
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-298baeaf6928a60cf666d88d64a1ba606feb43a2865687c39e40652e407bffc4"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-e0e27d47045063ccb167ae852c51d49a98eab33fabaee4633fdddf97213e40b5"),
+	})
+
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name: "test2",
+		From: "test",
+		Messages: []api.Message{
+			{
+				Role:    "assistant",
+				Content: "You're a test, Harry.",
+			},
+			{
+				Role:    "user",
+				Content: "I-I'm a what?",
+			},
+			{
+				Role:    "assistant",
+				Content: "A test. And a thumping good one at that, I'd wager.",
+			},
+		},
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test2", "latest"),
+	})
+
+	// Old layers will not have been pruned
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-298baeaf6928a60cf666d88d64a1ba606feb43a2865687c39e40652e407bffc4"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-a60ecc9da299ec7ede453f99236e5577fd125e143689b646d9f0ddc9971bf4db"),
+		filepath.Join(p, "blobs", "sha256-e0e27d47045063ccb167ae852c51d49a98eab33fabaee4633fdddf97213e40b5"),
+		filepath.Join(p, "blobs", "sha256-f4e2c3690efef1b4b63ba1e1b2744ffeb6a7438a0110b86596069f6d9999c80b"),
+	})
+
+	type message struct {
+		Role    string `json:"role"`
+		Content string `json:"content"`
+	}
+
+	f, err := os.Open(filepath.Join(p, "blobs", "sha256-a60ecc9da299ec7ede453f99236e5577fd125e143689b646d9f0ddc9971bf4db"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	var actual []message
+	if err := json.NewDecoder(f).Decode(&actual); err != nil {
+		t.Fatal(err)
+	}
+
+	expect := []message{
+		{Role: "assistant", Content: "You're a test, Harry."},
+		{Role: "user", Content: "I-I'm a what?"},
+		{Role: "assistant", Content: "A test. And a thumping good one at that, I'd wager."},
+	}
+
+	if !slices.Equal(actual, expect) {
+		t.Errorf("expected %s, actual %s", expect, actual)
+	}
+}
+
+func TestCreateTemplateSystem(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+	var s Server
+
+	_, digest := createBinFile(t, nil, nil)
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:     "test",
+		Files:    map[string]string{"test.gguf": digest},
+		Template: "{{ .System }} {{ .Prompt }}",
+		System:   "Say bye!",
+		Stream:   &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-2b5e330885117c82f3fd75169ea323e141070a2947c11ddb9f79ee0b01c589c1"),
+		filepath.Join(p, "blobs", "sha256-4c5f51faac758fecaff8db42f0b7382891a4d0c0bb885f7b86be88c814a7cc86"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-fe7ac77b725cda2ccad03f88a880ecdfd7a33192d6cae08fce2c0ee1455991ed"),
+	})
+
+	template, err := os.ReadFile(filepath.Join(p, "blobs", "sha256-fe7ac77b725cda2ccad03f88a880ecdfd7a33192d6cae08fce2c0ee1455991ed"))
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	if string(template) != "{{ .System }} {{ .Prompt }}" {
+		t.Errorf("expected \"{{ .System }} {{ .Prompt }}\", actual %s", template)
+	}
+
+	system, err := os.ReadFile(filepath.Join(p, "blobs", "sha256-4c5f51faac758fecaff8db42f0b7382891a4d0c0bb885f7b86be88c814a7cc86"))
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	if string(system) != "Say bye!" {
+		t.Errorf("expected \"Say bye!\", actual %s", system)
+	}
+
+	t.Run("incomplete template", func(t *testing.T) {
+		_, digest := createBinFile(t, nil, nil)
+		w := createRequest(t, s.CreateHandler, api.CreateRequest{
+			Name:     "test",
+			Files:    map[string]string{"test.gguf": digest},
+			Template: "{{ .Prompt",
+			Stream:   &stream,
+		})
+
+		if w.Code != http.StatusBadRequest {
+			t.Fatalf("expected status code 400, actual %d", w.Code)
+		}
+	})
+
+	t.Run("template with unclosed if", func(t *testing.T) {
+		_, digest := createBinFile(t, nil, nil)
+		w := createRequest(t, s.CreateHandler, api.CreateRequest{
+			Name:     "test",
+			Files:    map[string]string{"test.gguf": digest},
+			Template: "{{ if .Prompt }}",
+			Stream:   &stream,
+		})
+
+		if w.Code != http.StatusBadRequest {
+			t.Fatalf("expected status code 400, actual %d", w.Code)
+		}
+	})
+
+	t.Run("template with undefined function", func(t *testing.T) {
+		_, digest := createBinFile(t, nil, nil)
+		w := createRequest(t, s.CreateHandler, api.CreateRequest{
+			Name:     "test",
+			Files:    map[string]string{"test.gguf": digest},
+			Template: "{{ Prompt }}",
+			Stream:   &stream,
+		})
+
+		if w.Code != http.StatusBadRequest {
+			t.Fatalf("expected status code 400, actual %d", w.Code)
+		}
+	})
+}
+
+func TestCreateLicenses(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+	var s Server
+
+	_, digest := createBinFile(t, nil, nil)
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:    "test",
+		Files:   map[string]string{"test.gguf": digest},
+		License: []string{"MIT", "Apache-2.0"},
+		Stream:  &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-2af71558e438db0b73a20beab92dc278a94e1bbe974c00c1a33e3ab62d53a608"),
+		filepath.Join(p, "blobs", "sha256-79a39c37536ddee29cbadd5d5e2dcba8ed7f03e431f626ff38432c1c866bb7e2"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-e5dcffe836b6ec8a58e492419b550e65fb8cbdc308503979e5dacb33ac7ea3b7"),
+	})
+
+	mit, err := os.ReadFile(filepath.Join(p, "blobs", "sha256-e5dcffe836b6ec8a58e492419b550e65fb8cbdc308503979e5dacb33ac7ea3b7"))
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	if string(mit) != "MIT" {
+		t.Errorf("expected MIT, actual %s", mit)
+	}
+
+	apache, err := os.ReadFile(filepath.Join(p, "blobs", "sha256-2af71558e438db0b73a20beab92dc278a94e1bbe974c00c1a33e3ab62d53a608"))
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	if string(apache) != "Apache-2.0" {
+		t.Errorf("expected Apache-2.0, actual %s", apache)
+	}
+}
+
+func TestCreateDetectTemplate(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+	var s Server
+
+	t.Run("matched", func(t *testing.T) {
+		_, digest := createBinFile(t, ggml.KV{
+			"tokenizer.chat_template": "{{ bos_token }}{% for message in messages %}{{'<|' + message['role'] + '|>' + '\n' + message['content'] + '<|end|>\n' }}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>\n' }}{% else %}{{ eos_token }}{% endif %}",
+		}, nil)
+		w := createRequest(t, s.CreateHandler, api.CreateRequest{
+			Name:   "test",
+			Files:  map[string]string{"test.gguf": digest},
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Fatalf("expected status code 200, actual %d", w.Code)
+		}
+
+		checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+			filepath.Join(p, "blobs", "sha256-0d79f567714c62c048378f2107fb332dabee0135d080c302d884317da9433cc5"),
+			filepath.Join(p, "blobs", "sha256-35360843d0c84fb1506952a131bbef13cd2bb4a541251f22535170c05b56e672"),
+			filepath.Join(p, "blobs", "sha256-553c4a3f747b3d22a4946875f1cc8ed011c2930d83f864a0c7265f9ec0a20413"),
+			filepath.Join(p, "blobs", "sha256-de3959f841e9ef6b4b6255fa41cb9e0a45da89c3066aa72bdd07a4747f848990"),
+		})
+	})
+
+	t.Run("unmatched", func(t *testing.T) {
+		_, digest := createBinFile(t, nil, nil)
+		w := createRequest(t, s.CreateHandler, api.CreateRequest{
+			Name:   "test",
+			Files:  map[string]string{"test.gguf": digest},
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Fatalf("expected status code 200, actual %d", w.Code)
+		}
+
+		checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+			filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+			filepath.Join(p, "blobs", "sha256-ca239d7bd8ea90e4a5d2e6bf88f8d74a47b14336e73eb4e18bed4dd325018116"),
+		})
+	})
+}
+
+func TestDetectModelTypeFromFiles(t *testing.T) {
+	t.Run("gguf file", func(t *testing.T) {
+		_, digest := createBinFile(t, nil, nil)
+		files := map[string]string{
+			"model.gguf": digest,
+		}
+
+		modelType := detectModelTypeFromFiles(files)
+		if modelType != "gguf" {
+			t.Fatalf("expected model type 'gguf', got %q", modelType)
+		}
+	})
+
+	t.Run("gguf file w/o extension", func(t *testing.T) {
+		_, digest := createBinFile(t, nil, nil)
+		files := map[string]string{
+			fmt.Sprintf("%x", digest): digest,
+		}
+
+		modelType := detectModelTypeFromFiles(files)
+		if modelType != "gguf" {
+			t.Fatalf("expected model type 'gguf', got %q", modelType)
+		}
+	})
+
+	t.Run("safetensors file", func(t *testing.T) {
+		files := map[string]string{
+			"model.safetensors": "sha256:abc123",
+		}
+
+		modelType := detectModelTypeFromFiles(files)
+		if modelType != "safetensors" {
+			t.Fatalf("expected model type 'safetensors', got %q", modelType)
+		}
+	})
+
+	t.Run("unsupported file type", func(t *testing.T) {
+		p := t.TempDir()
+		t.Setenv("OLLAMA_MODELS", p)
+
+		data := []byte("12345678")
+		digest := fmt.Sprintf("sha256:%x", sha256.Sum256(data))
+		if err := os.MkdirAll(filepath.Join(p, "blobs"), 0o755); err != nil {
+			t.Fatal(err)
+		}
+
+		f, err := os.Create(filepath.Join(p, "blobs", fmt.Sprintf("sha256-%s", strings.TrimPrefix(digest, "sha256:"))))
+		if err != nil {
+			t.Fatal(err)
+		}
+		defer f.Close()
+
+		if _, err := f.Write(data); err != nil {
+			t.Fatal(err)
+		}
+
+		files := map[string]string{
+			"model.bin": digest,
+		}
+
+		modelType := detectModelTypeFromFiles(files)
+		if modelType != "" {
+			t.Fatalf("expected empty model type for unsupported file, got %q", modelType)
+		}
+	})
+
+	t.Run("file with less than 4 bytes", func(t *testing.T) {
+		p := t.TempDir()
+		t.Setenv("OLLAMA_MODELS", p)
+
+		data := []byte("123")
+		digest := fmt.Sprintf("sha256:%x", sha256.Sum256(data))
+		if err := os.MkdirAll(filepath.Join(p, "blobs"), 0o755); err != nil {
+			t.Fatal(err)
+		}
+
+		f, err := os.Create(filepath.Join(p, "blobs", fmt.Sprintf("sha256-%s", strings.TrimPrefix(digest, "sha256:"))))
+		if err != nil {
+			t.Fatal(err)
+		}
+		defer f.Close()
+
+		if _, err := f.Write(data); err != nil {
+			t.Fatal(err)
+		}
+
+		files := map[string]string{
+			"noext": digest,
+		}
+
+		modelType := detectModelTypeFromFiles(files)
+		if modelType != "" {
+			t.Fatalf("expected empty model type for small file, got %q", modelType)
+		}
+	})
+}
diff --git a/server/routes_delete_test.go b/server/routes_delete_test.go
new file mode 100644
index 0000000..2e00c08
--- /dev/null
+++ b/server/routes_delete_test.go
@@ -0,0 +1,112 @@
+package server
+
+import (
+	"bytes"
+	"encoding/json"
+	"net/http"
+	"path/filepath"
+	"testing"
+
+	"github.com/gin-gonic/gin"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/types/model"
+)
+
+func TestDelete(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+
+	var s Server
+
+	_, digest := createBinFile(t, nil, nil)
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:  "test",
+		Files: map[string]string{"test.gguf": digest},
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:     "test2",
+		Files:    map[string]string{"test.gguf": digest},
+		Template: "{{ .System }} {{ .Prompt }}",
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test", "latest"),
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test2", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-8f2c2167d789c6b2302dff965160fa5029f6a24096d262c1cbb469f21a045382"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-ca239d7bd8ea90e4a5d2e6bf88f8d74a47b14336e73eb4e18bed4dd325018116"),
+		filepath.Join(p, "blobs", "sha256-fe7ac77b725cda2ccad03f88a880ecdfd7a33192d6cae08fce2c0ee1455991ed"),
+	})
+
+	w = createRequest(t, s.DeleteHandler, api.DeleteRequest{Name: "test"})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{
+		filepath.Join(p, "manifests", "registry.ollama.ai", "library", "test2", "latest"),
+	})
+
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
+		filepath.Join(p, "blobs", "sha256-8f2c2167d789c6b2302dff965160fa5029f6a24096d262c1cbb469f21a045382"),
+		filepath.Join(p, "blobs", "sha256-a4e5e156ddec27e286f75328784d7106b60a4eb1d246e950a001a3f944fbda99"),
+		filepath.Join(p, "blobs", "sha256-fe7ac77b725cda2ccad03f88a880ecdfd7a33192d6cae08fce2c0ee1455991ed"),
+	})
+
+	w = createRequest(t, s.DeleteHandler, api.DeleteRequest{Name: "test2"})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{})
+	checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{})
+}
+
+func TestDeleteDuplicateLayers(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	p := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", p)
+	var s Server
+
+	n := model.ParseName("test")
+
+	var b bytes.Buffer
+	if err := json.NewEncoder(&b).Encode(&ConfigV2{}); err != nil {
+		t.Fatal(err)
+	}
+
+	config, err := NewLayer(&b, "application/vnd.docker.container.image.v1+json")
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	// create a manifest with duplicate layers
+	if err := WriteManifest(n, config, []Layer{config}); err != nil {
+		t.Fatal(err)
+	}
+
+	w := createRequest(t, s.DeleteHandler, api.DeleteRequest{Name: "test"})
+	if w.Code != http.StatusOK {
+		t.Errorf("expected status code 200, actual %d", w.Code)
+	}
+
+	checkFileExists(t, filepath.Join(p, "manifests", "*", "*", "*", "*"), []string{})
+}
diff --git a/server/routes_generate_test.go b/server/routes_generate_test.go
new file mode 100644
index 0000000..6bbf5b1
--- /dev/null
+++ b/server/routes_generate_test.go
@@ -0,0 +1,970 @@
+package server
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"io"
+	"net/http"
+	"strings"
+	"sync"
+	"testing"
+	"time"
+
+	"github.com/gin-gonic/gin"
+	"github.com/google/go-cmp/cmp"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/discover"
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/llm"
+)
+
+type mockRunner struct {
+	llm.LlamaServer
+
+	// CompletionRequest is only valid until the next call to Completion
+	llm.CompletionRequest
+	llm.CompletionResponse
+	CompletionFn func(context.Context, llm.CompletionRequest, func(llm.CompletionResponse)) error
+}
+
+func (m *mockRunner) Completion(ctx context.Context, r llm.CompletionRequest, fn func(r llm.CompletionResponse)) error {
+	m.CompletionRequest = r
+	if m.CompletionFn != nil {
+		return m.CompletionFn(ctx, r, fn)
+	}
+	fn(m.CompletionResponse)
+	return nil
+}
+
+func (mockRunner) Tokenize(_ context.Context, s string) (tokens []int, err error) {
+	for range strings.Fields(s) {
+		tokens = append(tokens, len(tokens))
+	}
+
+	return
+}
+
+func newMockServer(mock *mockRunner) func(discover.GpuInfoList, string, *ggml.GGML, []string, []string, api.Options, int) (llm.LlamaServer, error) {
+	return func(_ discover.GpuInfoList, _ string, _ *ggml.GGML, _, _ []string, _ api.Options, _ int) (llm.LlamaServer, error) {
+		return mock, nil
+	}
+}
+
+func TestGenerateChat(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	mock := mockRunner{
+		CompletionResponse: llm.CompletionResponse{
+			Done:               true,
+			DoneReason:         llm.DoneReasonStop,
+			PromptEvalCount:    1,
+			PromptEvalDuration: 1,
+			EvalCount:          1,
+			EvalDuration:       1,
+		},
+	}
+
+	s := Server{
+		sched: &Scheduler{
+			pendingReqCh:  make(chan *LlmRequest, 1),
+			finishedReqCh: make(chan *LlmRequest, 1),
+			expiredCh:     make(chan *runnerRef, 1),
+			unloadedCh:    make(chan any, 1),
+			loaded:        make(map[string]*runnerRef),
+			newServerFn:   newMockServer(&mock),
+			getGpuFn:      discover.GetGPUInfo,
+			getCpuFn:      discover.GetCPUInfo,
+			reschedDelay:  250 * time.Millisecond,
+			loadFn: func(req *LlmRequest, _ *ggml.GGML, _ discover.GpuInfoList, _ int) {
+				// add small delay to simulate loading
+				time.Sleep(time.Millisecond)
+				req.successCh <- &runnerRef{
+					llama: &mock,
+				}
+			},
+		},
+	}
+
+	go s.sched.Run(t.Context())
+
+	_, digest := createBinFile(t, ggml.KV{
+		"general.architecture":          "llama",
+		"llama.block_count":             uint32(1),
+		"llama.context_length":          uint32(8192),
+		"llama.embedding_length":        uint32(4096),
+		"llama.attention.head_count":    uint32(32),
+		"llama.attention.head_count_kv": uint32(8),
+		"tokenizer.ggml.tokens":         []string{""},
+		"tokenizer.ggml.scores":         []float32{0},
+		"tokenizer.ggml.token_type":     []int32{0},
+	}, []*ggml.Tensor{
+		{Name: "token_embd.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_norm.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.ffn_down.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.ffn_gate.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.ffn_up.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.ffn_norm.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_k.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_output.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_q.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_v.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "output.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+	})
+
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Model: "test",
+		Files: map[string]string{"file.gguf": digest},
+		Template: `
+{{- if .Tools }}
+{{ .Tools }}
+{{ end }}
+{{- range .Messages }}
+{{- .Role }}: {{ .Content }}
+{{- range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}
+{{- end }}
+{{ end }}`,
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status 200, got %d", w.Code)
+	}
+
+	t.Run("missing body", func(t *testing.T) {
+		w := createRequest(t, s.ChatHandler, nil)
+		if w.Code != http.StatusBadRequest {
+			t.Errorf("expected status 400, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(w.Body.String(), `{"error":"model is required"}`); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("missing model", func(t *testing.T) {
+		w := createRequest(t, s.ChatHandler, api.ChatRequest{})
+		if w.Code != http.StatusBadRequest {
+			t.Errorf("expected status 400, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(w.Body.String(), `{"error":"model is required"}`); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("missing capabilities chat", func(t *testing.T) {
+		_, digest := createBinFile(t, ggml.KV{
+			"general.architecture": "bert",
+			"bert.pooling_type":    uint32(0),
+		}, []*ggml.Tensor{})
+		w := createRequest(t, s.CreateHandler, api.CreateRequest{
+			Model:  "bert",
+			Files:  map[string]string{"bert.gguf": digest},
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Fatalf("expected status 200, got %d", w.Code)
+		}
+
+		w = createRequest(t, s.ChatHandler, api.ChatRequest{
+			Model: "bert",
+		})
+
+		if w.Code != http.StatusBadRequest {
+			t.Errorf("expected status 400, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(w.Body.String(), `{"error":"\"bert\" does not support chat"}`); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("load model", func(t *testing.T) {
+		w := createRequest(t, s.ChatHandler, api.ChatRequest{
+			Model: "test",
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		var actual api.ChatResponse
+		if err := json.NewDecoder(w.Body).Decode(&actual); err != nil {
+			t.Fatal(err)
+		}
+
+		if actual.Model != "test" {
+			t.Errorf("expected model test, got %s", actual.Model)
+		}
+
+		if !actual.Done {
+			t.Errorf("expected done true, got false")
+		}
+
+		if actual.DoneReason != "load" {
+			t.Errorf("expected done reason load, got %s", actual.DoneReason)
+		}
+	})
+
+	checkChatResponse := func(t *testing.T, body io.Reader, model, content string) {
+		t.Helper()
+
+		var actual api.ChatResponse
+		if err := json.NewDecoder(body).Decode(&actual); err != nil {
+			t.Fatal(err)
+		}
+
+		if actual.Model != model {
+			t.Errorf("expected model test, got %s", actual.Model)
+		}
+
+		if !actual.Done {
+			t.Errorf("expected done false, got true")
+		}
+
+		if actual.DoneReason != "stop" {
+			t.Errorf("expected done reason stop, got %s", actual.DoneReason)
+		}
+
+		if diff := cmp.Diff(actual.Message, api.Message{
+			Role:    "assistant",
+			Content: content,
+		}); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+
+		if actual.PromptEvalCount == 0 {
+			t.Errorf("expected prompt eval count > 0, got 0")
+		}
+
+		if actual.PromptEvalDuration == 0 {
+			t.Errorf("expected prompt eval duration > 0, got 0")
+		}
+
+		if actual.EvalCount == 0 {
+			t.Errorf("expected eval count > 0, got 0")
+		}
+
+		if actual.EvalDuration == 0 {
+			t.Errorf("expected eval duration > 0, got 0")
+		}
+
+		if actual.LoadDuration == 0 {
+			t.Errorf("expected load duration > 0, got 0")
+		}
+
+		if actual.TotalDuration == 0 {
+			t.Errorf("expected total duration > 0, got 0")
+		}
+	}
+
+	mock.CompletionResponse.Content = "Hi!"
+	t.Run("messages", func(t *testing.T) {
+		w := createRequest(t, s.ChatHandler, api.ChatRequest{
+			Model: "test",
+			Messages: []api.Message{
+				{Role: "user", Content: "Hello!"},
+			},
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "user: Hello!\n"); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+
+		checkChatResponse(t, w.Body, "test", "Hi!")
+	})
+
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Model:  "test-system",
+		From:   "test",
+		System: "You are a helpful assistant.",
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status 200, got %d", w.Code)
+	}
+
+	t.Run("messages with model system", func(t *testing.T) {
+		w := createRequest(t, s.ChatHandler, api.ChatRequest{
+			Model: "test-system",
+			Messages: []api.Message{
+				{Role: "user", Content: "Hello!"},
+			},
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "system: You are a helpful assistant.\nuser: Hello!\n"); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+
+		checkChatResponse(t, w.Body, "test-system", "Hi!")
+	})
+
+	mock.CompletionResponse.Content = "Abra kadabra!"
+	t.Run("messages with system", func(t *testing.T) {
+		w := createRequest(t, s.ChatHandler, api.ChatRequest{
+			Model: "test-system",
+			Messages: []api.Message{
+				{Role: "system", Content: "You can perform magic tricks."},
+				{Role: "user", Content: "Hello!"},
+			},
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "system: You can perform magic tricks.\nuser: Hello!\n"); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+
+		checkChatResponse(t, w.Body, "test-system", "Abra kadabra!")
+	})
+
+	t.Run("messages with interleaved system", func(t *testing.T) {
+		w := createRequest(t, s.ChatHandler, api.ChatRequest{
+			Model: "test-system",
+			Messages: []api.Message{
+				{Role: "user", Content: "Hello!"},
+				{Role: "assistant", Content: "I can help you with that."},
+				{Role: "system", Content: "You can perform magic tricks."},
+				{Role: "user", Content: "Help me write tests."},
+			},
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "system: You are a helpful assistant.\nuser: Hello!\nassistant: I can help you with that.\nsystem: You can perform magic tricks.\nuser: Help me write tests.\n"); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+
+		checkChatResponse(t, w.Body, "test-system", "Abra kadabra!")
+	})
+
+	t.Run("messages with tools (non-streaming)", func(t *testing.T) {
+		if w.Code != http.StatusOK {
+			t.Fatalf("failed to create test-system model: %d", w.Code)
+		}
+
+		tools := []api.Tool{
+			{
+				Type: "function",
+				Function: api.ToolFunction{
+					Name:        "get_weather",
+					Description: "Get the current weather",
+					Parameters: struct {
+						Type       string   `json:"type"`
+						Defs       any      `json:"$defs,omitempty"`
+						Items      any      `json:"items,omitempty"`
+						Required   []string `json:"required"`
+						Properties map[string]struct {
+							Type        api.PropertyType `json:"type"`
+							Items       any              `json:"items,omitempty"`
+							Description string           `json:"description"`
+							Enum        []any            `json:"enum,omitempty"`
+						} `json:"properties"`
+					}{
+						Type:     "object",
+						Required: []string{"location"},
+						Properties: map[string]struct {
+							Type        api.PropertyType `json:"type"`
+							Items       any              `json:"items,omitempty"`
+							Description string           `json:"description"`
+							Enum        []any            `json:"enum,omitempty"`
+						}{
+							"location": {
+								Type:        api.PropertyType{"string"},
+								Description: "The city and state",
+							},
+							"unit": {
+								Type: api.PropertyType{"string"},
+								Enum: []any{"celsius", "fahrenheit"},
+							},
+						},
+					},
+				},
+			},
+		}
+
+		mock.CompletionResponse = llm.CompletionResponse{
+			Content:            `{"name":"get_weather","arguments":{"location":"Seattle, WA","unit":"celsius"}}`,
+			Done:               true,
+			DoneReason:         llm.DoneReasonStop,
+			PromptEvalCount:    1,
+			PromptEvalDuration: 1,
+			EvalCount:          1,
+			EvalDuration:       1,
+		}
+
+		streamRequest := true
+
+		w := createRequest(t, s.ChatHandler, api.ChatRequest{
+			Model: "test-system",
+			Messages: []api.Message{
+				{Role: "user", Content: "What's the weather in Seattle?"},
+			},
+			Tools:  tools,
+			Stream: &streamRequest,
+		})
+
+		if w.Code != http.StatusOK {
+			var errResp struct {
+				Error string `json:"error"`
+			}
+			if err := json.NewDecoder(w.Body).Decode(&errResp); err != nil {
+				t.Logf("Failed to decode error response: %v", err)
+			} else {
+				t.Logf("Error response: %s", errResp.Error)
+			}
+		}
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		var resp api.ChatResponse
+		if err := json.NewDecoder(w.Body).Decode(&resp); err != nil {
+			t.Fatal(err)
+		}
+
+		if resp.Message.ToolCalls == nil {
+			t.Error("expected tool calls, got nil")
+		}
+
+		expectedToolCall := api.ToolCall{
+			Function: api.ToolCallFunction{
+				Name: "get_weather",
+				Arguments: api.ToolCallFunctionArguments{
+					"location": "Seattle, WA",
+					"unit":     "celsius",
+				},
+			},
+		}
+
+		if diff := cmp.Diff(resp.Message.ToolCalls[0], expectedToolCall); diff != "" {
+			t.Errorf("tool call mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("messages with tools (streaming)", func(t *testing.T) {
+		tools := []api.Tool{
+			{
+				Type: "function",
+				Function: api.ToolFunction{
+					Name:        "get_weather",
+					Description: "Get the current weather",
+					Parameters: struct {
+						Type       string   `json:"type"`
+						Defs       any      `json:"$defs,omitempty"`
+						Items      any      `json:"items,omitempty"`
+						Required   []string `json:"required"`
+						Properties map[string]struct {
+							Type        api.PropertyType `json:"type"`
+							Items       any              `json:"items,omitempty"`
+							Description string           `json:"description"`
+							Enum        []any            `json:"enum,omitempty"`
+						} `json:"properties"`
+					}{
+						Type:     "object",
+						Required: []string{"location"},
+						Properties: map[string]struct {
+							Type        api.PropertyType `json:"type"`
+							Items       any              `json:"items,omitempty"`
+							Description string           `json:"description"`
+							Enum        []any            `json:"enum,omitempty"`
+						}{
+							"location": {
+								Type:        api.PropertyType{"string"},
+								Description: "The city and state",
+							},
+							"unit": {
+								Type: api.PropertyType{"string"},
+								Enum: []any{"celsius", "fahrenheit"},
+							},
+						},
+					},
+				},
+			},
+		}
+
+		// Simulate streaming response with multiple chunks
+		var wg sync.WaitGroup
+		wg.Add(1)
+
+		mock.CompletionFn = func(ctx context.Context, r llm.CompletionRequest, fn func(r llm.CompletionResponse)) error {
+			defer wg.Done()
+
+			// Send chunks with small delays to simulate streaming
+			responses := []llm.CompletionResponse{
+				{
+					Content:            `{"name":"get_`,
+					Done:               false,
+					PromptEvalCount:    1,
+					PromptEvalDuration: 1,
+				},
+				{
+					Content:            `weather","arguments":{"location":"Seattle`,
+					Done:               false,
+					PromptEvalCount:    2,
+					PromptEvalDuration: 1,
+				},
+				{
+					Content:            `, WA","unit":"celsius"}}`,
+					Done:               true,
+					DoneReason:         llm.DoneReasonStop,
+					PromptEvalCount:    3,
+					PromptEvalDuration: 1,
+				},
+			}
+
+			for _, resp := range responses {
+				select {
+				case <-ctx.Done():
+					return ctx.Err()
+				default:
+					fn(resp)
+					time.Sleep(10 * time.Millisecond) // Small delay between chunks
+				}
+			}
+			return nil
+		}
+
+		w := createRequest(t, s.ChatHandler, api.ChatRequest{
+			Model: "test-system",
+			Messages: []api.Message{
+				{Role: "user", Content: "What's the weather in Seattle?"},
+			},
+			Tools:  tools,
+			Stream: &stream,
+		})
+
+		wg.Wait()
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		// Read and validate the streamed responses
+		decoder := json.NewDecoder(w.Body)
+		var finalToolCall api.ToolCall
+
+		for {
+			var resp api.ChatResponse
+			if err := decoder.Decode(&resp); err == io.EOF {
+				break
+			} else if err != nil {
+				t.Fatal(err)
+			}
+
+			if resp.Done {
+				if len(resp.Message.ToolCalls) != 1 {
+					t.Errorf("expected 1 tool call in final response, got %d", len(resp.Message.ToolCalls))
+				}
+				finalToolCall = resp.Message.ToolCalls[0]
+			}
+		}
+
+		expectedToolCall := api.ToolCall{
+			Function: api.ToolCallFunction{
+				Name: "get_weather",
+				Arguments: api.ToolCallFunctionArguments{
+					"location": "Seattle, WA",
+					"unit":     "celsius",
+				},
+			},
+		}
+
+		if diff := cmp.Diff(finalToolCall, expectedToolCall); diff != "" {
+			t.Errorf("final tool call mismatch (-got +want):\n%s", diff)
+		}
+	})
+}
+
+func TestGenerate(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	mock := mockRunner{
+		CompletionResponse: llm.CompletionResponse{
+			Done:               true,
+			DoneReason:         llm.DoneReasonStop,
+			PromptEvalCount:    1,
+			PromptEvalDuration: 1,
+			EvalCount:          1,
+			EvalDuration:       1,
+		},
+	}
+
+	s := Server{
+		sched: &Scheduler{
+			pendingReqCh:  make(chan *LlmRequest, 1),
+			finishedReqCh: make(chan *LlmRequest, 1),
+			expiredCh:     make(chan *runnerRef, 1),
+			unloadedCh:    make(chan any, 1),
+			loaded:        make(map[string]*runnerRef),
+			newServerFn:   newMockServer(&mock),
+			getGpuFn:      discover.GetGPUInfo,
+			getCpuFn:      discover.GetCPUInfo,
+			reschedDelay:  250 * time.Millisecond,
+			loadFn: func(req *LlmRequest, _ *ggml.GGML, _ discover.GpuInfoList, _ int) {
+				// add small delay to simulate loading
+				time.Sleep(time.Millisecond)
+				req.successCh <- &runnerRef{
+					llama: &mock,
+				}
+			},
+		},
+	}
+
+	go s.sched.Run(t.Context())
+
+	_, digest := createBinFile(t, ggml.KV{
+		"general.architecture":          "llama",
+		"llama.block_count":             uint32(1),
+		"llama.context_length":          uint32(8192),
+		"llama.embedding_length":        uint32(4096),
+		"llama.attention.head_count":    uint32(32),
+		"llama.attention.head_count_kv": uint32(8),
+		"tokenizer.ggml.tokens":         []string{""},
+		"tokenizer.ggml.scores":         []float32{0},
+		"tokenizer.ggml.token_type":     []int32{0},
+	}, []*ggml.Tensor{
+		{Name: "token_embd.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_norm.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.ffn_down.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.ffn_gate.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.ffn_up.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.ffn_norm.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_k.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_output.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_q.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "blk.0.attn_v.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+		{Name: "output.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
+	})
+
+	w := createRequest(t, s.CreateHandler, api.CreateRequest{
+		Model: "test",
+		Files: map[string]string{"file.gguf": digest},
+		Template: `
+{{- if .System }}System: {{ .System }} {{ end }}
+{{- if .Prompt }}User: {{ .Prompt }} {{ end }}
+{{- if .Response }}Assistant: {{ .Response }} {{ end }}
+`,
+		Stream: &stream,
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status 200, got %d", w.Code)
+	}
+
+	t.Run("missing body", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, nil)
+		if w.Code != http.StatusNotFound {
+			t.Errorf("expected status 404, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(w.Body.String(), `{"error":"model '' not found"}`); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("missing model", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{})
+		if w.Code != http.StatusNotFound {
+			t.Errorf("expected status 404, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(w.Body.String(), `{"error":"model '' not found"}`); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("missing capabilities generate", func(t *testing.T) {
+		_, digest := createBinFile(t, ggml.KV{
+			"general.architecture": "bert",
+			"bert.pooling_type":    uint32(0),
+		}, []*ggml.Tensor{})
+
+		w := createRequest(t, s.CreateHandler, api.CreateRequest{
+			Model:  "bert",
+			Files:  map[string]string{"file.gguf": digest},
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Fatalf("expected status 200, got %d", w.Code)
+		}
+
+		w = createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model: "bert",
+		})
+
+		if w.Code != http.StatusBadRequest {
+			t.Errorf("expected status 400, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(w.Body.String(), `{"error":"\"bert\" does not support generate"}`); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("missing capabilities suffix", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model:  "test",
+			Prompt: "def add(",
+			Suffix: "    return c",
+		})
+
+		if w.Code != http.StatusBadRequest {
+			t.Errorf("expected status 400, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(w.Body.String(), `{"error":"registry.ollama.ai/library/test:latest does not support insert"}`); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("load model", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model: "test",
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		var actual api.GenerateResponse
+		if err := json.NewDecoder(w.Body).Decode(&actual); err != nil {
+			t.Fatal(err)
+		}
+
+		if actual.Model != "test" {
+			t.Errorf("expected model test, got %s", actual.Model)
+		}
+
+		if !actual.Done {
+			t.Errorf("expected done true, got false")
+		}
+
+		if actual.DoneReason != "load" {
+			t.Errorf("expected done reason load, got %s", actual.DoneReason)
+		}
+	})
+
+	checkGenerateResponse := func(t *testing.T, body io.Reader, model, content string) {
+		t.Helper()
+
+		var actual api.GenerateResponse
+		if err := json.NewDecoder(body).Decode(&actual); err != nil {
+			t.Fatal(err)
+		}
+
+		if actual.Model != model {
+			t.Errorf("expected model test, got %s", actual.Model)
+		}
+
+		if !actual.Done {
+			t.Errorf("expected done false, got true")
+		}
+
+		if actual.DoneReason != "stop" {
+			t.Errorf("expected done reason stop, got %s", actual.DoneReason)
+		}
+
+		if actual.Response != content {
+			t.Errorf("expected response %s, got %s", content, actual.Response)
+		}
+
+		if actual.Context == nil {
+			t.Errorf("expected context not nil")
+		}
+
+		if actual.PromptEvalCount == 0 {
+			t.Errorf("expected prompt eval count > 0, got 0")
+		}
+
+		if actual.PromptEvalDuration == 0 {
+			t.Errorf("expected prompt eval duration > 0, got 0")
+		}
+
+		if actual.EvalCount == 0 {
+			t.Errorf("expected eval count > 0, got 0")
+		}
+
+		if actual.EvalDuration == 0 {
+			t.Errorf("expected eval duration > 0, got 0")
+		}
+
+		if actual.LoadDuration == 0 {
+			t.Errorf("expected load duration > 0, got 0")
+		}
+
+		if actual.TotalDuration == 0 {
+			t.Errorf("expected total duration > 0, got 0")
+		}
+	}
+
+	mock.CompletionResponse.Content = "Hi!"
+	t.Run("prompt", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model:  "test",
+			Prompt: "Hello!",
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "User: Hello! "); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+
+		checkGenerateResponse(t, w.Body, "test", "Hi!")
+	})
+
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Model:  "test-system",
+		From:   "test",
+		System: "You are a helpful assistant.",
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status 200, got %d", w.Code)
+	}
+
+	t.Run("prompt with model system", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model:  "test-system",
+			Prompt: "Hello!",
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "System: You are a helpful assistant. User: Hello! "); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+
+		checkGenerateResponse(t, w.Body, "test-system", "Hi!")
+	})
+
+	mock.CompletionResponse.Content = "Abra kadabra!"
+	t.Run("prompt with system", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model:  "test-system",
+			Prompt: "Hello!",
+			System: "You can perform magic tricks.",
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "System: You can perform magic tricks. User: Hello! "); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+
+		checkGenerateResponse(t, w.Body, "test-system", "Abra kadabra!")
+	})
+
+	t.Run("prompt with template", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model:  "test-system",
+			Prompt: "Help me write tests.",
+			System: "You can perform magic tricks.",
+			Template: `{{- if .System }}{{ .System }} {{ end }}
+{{- if .Prompt }}### USER {{ .Prompt }} {{ end }}
+{{- if .Response }}### ASSISTANT {{ .Response }} {{ end }}`,
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "You can perform magic tricks. ### USER Help me write tests. "); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+
+		checkGenerateResponse(t, w.Body, "test-system", "Abra kadabra!")
+	})
+
+	w = createRequest(t, s.CreateHandler, api.CreateRequest{
+		Model: "test-suffix",
+		Template: `{{- if .Suffix }}<PRE> {{ .Prompt }} <SUF>{{ .Suffix }} <MID>
+{{- else }}{{ .Prompt }}
+{{- end }}`,
+		From: "test",
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status 200, got %d", w.Code)
+	}
+
+	t.Run("prompt with suffix", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model:  "test-suffix",
+			Prompt: "def add(",
+			Suffix: "    return c",
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "<PRE> def add( <SUF>    return c <MID>"); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("prompt without suffix", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model:  "test-suffix",
+			Prompt: "def add(",
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "def add("); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+
+	t.Run("raw", func(t *testing.T) {
+		w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
+			Model:  "test-system",
+			Prompt: "Help me write tests.",
+			Raw:    true,
+			Stream: &stream,
+		})
+
+		if w.Code != http.StatusOK {
+			t.Errorf("expected status 200, got %d", w.Code)
+		}
+
+		if diff := cmp.Diff(mock.CompletionRequest.Prompt, "Help me write tests."); diff != "" {
+			t.Errorf("mismatch (-got +want):\n%s", diff)
+		}
+	})
+}
diff --git a/server/routes_list_test.go b/server/routes_list_test.go
new file mode 100644
index 0000000..f6e899a
--- /dev/null
+++ b/server/routes_list_test.go
@@ -0,0 +1,66 @@
+package server
+
+import (
+	"encoding/json"
+	"net/http"
+	"slices"
+	"testing"
+
+	"github.com/gin-gonic/gin"
+
+	"github.com/ollama/ollama/api"
+)
+
+func TestList(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	t.Setenv("OLLAMA_MODELS", t.TempDir())
+
+	expectNames := []string{
+		"mistral:7b-instruct-q4_0",
+		"zephyr:7b-beta-q5_K_M",
+		"apple/OpenELM:latest",
+		"boreas:2b-code-v1.5-q6_K",
+		"notus:7b-v1-IQ2_S",
+		// TODO: host:port currently fails on windows (#4107)
+		// "localhost:5000/library/eurus:700b-v0.5-iq3_XXS",
+		"mynamespace/apeliotes:latest",
+		"myhost/mynamespace/lips:code",
+	}
+
+	var s Server
+	for _, n := range expectNames {
+		_, digest := createBinFile(t, nil, nil)
+
+		createRequest(t, s.CreateHandler, api.CreateRequest{
+			Name:  n,
+			Files: map[string]string{"test.gguf": digest},
+		})
+	}
+
+	w := createRequest(t, s.ListHandler, nil)
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	var resp api.ListResponse
+	if err := json.NewDecoder(w.Body).Decode(&resp); err != nil {
+		t.Fatal(err)
+	}
+
+	if len(resp.Models) != len(expectNames) {
+		t.Fatalf("expected %d models, actual %d", len(expectNames), len(resp.Models))
+	}
+
+	actualNames := make([]string, len(resp.Models))
+	for i, m := range resp.Models {
+		actualNames[i] = m.Name
+	}
+
+	slices.Sort(actualNames)
+	slices.Sort(expectNames)
+
+	if !slices.Equal(actualNames, expectNames) {
+		t.Fatalf("expected slices to be equal %v", actualNames)
+	}
+}
diff --git a/server/routes_test.go b/server/routes_test.go
new file mode 100644
index 0000000..7c44bc9
--- /dev/null
+++ b/server/routes_test.go
@@ -0,0 +1,970 @@
+package server
+
+import (
+	"bytes"
+	"context"
+	"encoding/binary"
+	"encoding/json"
+	"fmt"
+	"io"
+	"io/fs"
+	"math"
+	"math/rand/v2"
+	"net"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"path/filepath"
+	"reflect"
+	"sort"
+	"strings"
+	"testing"
+	"unicode"
+
+	"github.com/gin-gonic/gin"
+	"github.com/google/go-cmp/cmp"
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/openai"
+	"github.com/ollama/ollama/server/internal/client/ollama"
+	"github.com/ollama/ollama/types/model"
+	"github.com/ollama/ollama/version"
+)
+
+func createTestFile(t *testing.T, name string) (string, string) {
+	t.Helper()
+
+	modelDir := os.Getenv("OLLAMA_MODELS")
+	if modelDir == "" {
+		t.Fatalf("OLLAMA_MODELS not specified")
+	}
+
+	f, err := os.CreateTemp(t.TempDir(), name)
+	if err != nil {
+		t.Fatalf("failed to create temp file: %v", err)
+	}
+	defer f.Close()
+
+	err = binary.Write(f, binary.LittleEndian, []byte("GGUF"))
+	if err != nil {
+		t.Fatalf("failed to write to file: %v", err)
+	}
+
+	err = binary.Write(f, binary.LittleEndian, uint32(3))
+	if err != nil {
+		t.Fatalf("failed to write to file: %v", err)
+	}
+
+	err = binary.Write(f, binary.LittleEndian, uint64(0))
+	if err != nil {
+		t.Fatalf("failed to write to file: %v", err)
+	}
+
+	err = binary.Write(f, binary.LittleEndian, uint64(0))
+	if err != nil {
+		t.Fatalf("failed to write to file: %v", err)
+	}
+
+	// Calculate sha256 sum of file
+	if _, err := f.Seek(0, 0); err != nil {
+		t.Fatal(err)
+	}
+
+	digest, _ := GetSHA256Digest(f)
+	if err := f.Close(); err != nil {
+		t.Fatal(err)
+	}
+
+	if err := createLink(f.Name(), filepath.Join(modelDir, "blobs", fmt.Sprintf("sha256-%s", strings.TrimPrefix(digest, "sha256:")))); err != nil {
+		t.Fatal(err)
+	}
+
+	return f.Name(), digest
+}
+
+// equalStringSlices checks if two slices of strings are equal.
+func equalStringSlices(a, b []string) bool {
+	if len(a) != len(b) {
+		return false
+	}
+	for i := range a {
+		if a[i] != b[i] {
+			return false
+		}
+	}
+	return true
+}
+
+type panicTransport struct{}
+
+func (t *panicTransport) RoundTrip(r *http.Request) (*http.Response, error) {
+	panic("unexpected RoundTrip call")
+}
+
+var panicOnRoundTrip = &http.Client{Transport: &panicTransport{}}
+
+func TestRoutes(t *testing.T) {
+	type testCase struct {
+		Name     string
+		Method   string
+		Path     string
+		Setup    func(t *testing.T, req *http.Request)
+		Expected func(t *testing.T, resp *http.Response)
+	}
+
+	createTestModel := func(t *testing.T, name string) {
+		t.Helper()
+
+		_, digest := createTestFile(t, "ollama-model")
+
+		fn := func(resp api.ProgressResponse) {
+			t.Logf("Status: %s", resp.Status)
+		}
+
+		r := api.CreateRequest{
+			Name:  name,
+			Files: map[string]string{"test.gguf": digest},
+			Parameters: map[string]any{
+				"seed":  42,
+				"top_p": 0.9,
+				"stop":  []string{"foo", "bar"},
+			},
+		}
+
+		modelName := model.ParseName(name)
+
+		baseLayers, err := ggufLayers(digest, fn)
+		if err != nil {
+			t.Fatalf("failed to create model: %v", err)
+		}
+
+		if err := createModel(r, modelName, baseLayers, fn); err != nil {
+			t.Fatal(err)
+		}
+	}
+
+	testCases := []testCase{
+		{
+			Name:   "Version Handler",
+			Method: http.MethodGet,
+			Path:   "/api/version",
+			Setup: func(t *testing.T, req *http.Request) {
+			},
+			Expected: func(t *testing.T, resp *http.Response) {
+				contentType := resp.Header.Get("Content-Type")
+				if contentType != "application/json; charset=utf-8" {
+					t.Errorf("expected content type application/json; charset=utf-8, got %s", contentType)
+				}
+				body, err := io.ReadAll(resp.Body)
+				if err != nil {
+					t.Fatalf("failed to read response body: %v", err)
+				}
+				expectedBody := fmt.Sprintf(`{"version":"%s"}`, version.Version)
+				if string(body) != expectedBody {
+					t.Errorf("expected body %s, got %s", expectedBody, string(body))
+				}
+			},
+		},
+		{
+			Name:   "Tags Handler (no tags)",
+			Method: http.MethodGet,
+			Path:   "/api/tags",
+			Expected: func(t *testing.T, resp *http.Response) {
+				contentType := resp.Header.Get("Content-Type")
+				if contentType != "application/json; charset=utf-8" {
+					t.Errorf("expected content type application/json; charset=utf-8, got %s", contentType)
+				}
+				body, err := io.ReadAll(resp.Body)
+				if err != nil {
+					t.Fatalf("failed to read response body: %v", err)
+				}
+
+				var modelList api.ListResponse
+
+				err = json.Unmarshal(body, &modelList)
+				if err != nil {
+					t.Fatalf("failed to unmarshal response body: %v", err)
+				}
+
+				if modelList.Models == nil || len(modelList.Models) != 0 {
+					t.Errorf("expected empty model list, got %v", modelList.Models)
+				}
+			},
+		},
+		{
+			Name:   "openai empty list",
+			Method: http.MethodGet,
+			Path:   "/v1/models",
+			Expected: func(t *testing.T, resp *http.Response) {
+				contentType := resp.Header.Get("Content-Type")
+				if contentType != "application/json" {
+					t.Errorf("expected content type application/json, got %s", contentType)
+				}
+				body, err := io.ReadAll(resp.Body)
+				if err != nil {
+					t.Fatalf("failed to read response body: %v", err)
+				}
+
+				var modelList openai.ListCompletion
+				err = json.Unmarshal(body, &modelList)
+				if err != nil {
+					t.Fatalf("failed to unmarshal response body: %v", err)
+				}
+
+				if modelList.Object != "list" || len(modelList.Data) != 0 {
+					t.Errorf("expected empty model list, got %v", modelList.Data)
+				}
+			},
+		},
+		{
+			Name:   "Tags Handler (yes tags)",
+			Method: http.MethodGet,
+			Path:   "/api/tags",
+			Setup: func(t *testing.T, req *http.Request) {
+				createTestModel(t, "test-model")
+			},
+			Expected: func(t *testing.T, resp *http.Response) {
+				contentType := resp.Header.Get("Content-Type")
+				if contentType != "application/json; charset=utf-8" {
+					t.Errorf("expected content type application/json; charset=utf-8, got %s", contentType)
+				}
+				body, err := io.ReadAll(resp.Body)
+				if err != nil {
+					t.Fatalf("failed to read response body: %v", err)
+				}
+
+				if strings.Contains(string(body), "expires_at") {
+					t.Errorf("response body should not contain 'expires_at'")
+				}
+
+				var modelList api.ListResponse
+				err = json.Unmarshal(body, &modelList)
+				if err != nil {
+					t.Fatalf("failed to unmarshal response body: %v", err)
+				}
+
+				if len(modelList.Models) != 1 || modelList.Models[0].Name != "test-model:latest" {
+					t.Errorf("expected model 'test-model:latest', got %v", modelList.Models)
+				}
+			},
+		},
+		{
+			Name:   "Delete Model Handler",
+			Method: http.MethodDelete,
+			Path:   "/api/delete",
+			Setup: func(t *testing.T, req *http.Request) {
+				createTestModel(t, "model_to_delete")
+
+				deleteReq := api.DeleteRequest{
+					Name: "model_to_delete",
+				}
+				jsonData, err := json.Marshal(deleteReq)
+				if err != nil {
+					t.Fatalf("failed to marshal delete request: %v", err)
+				}
+
+				req.Body = io.NopCloser(bytes.NewReader(jsonData))
+			},
+			Expected: func(t *testing.T, resp *http.Response) {
+				if resp.StatusCode != http.StatusOK {
+					t.Errorf("expected status code 200, got %d", resp.StatusCode)
+				}
+
+				// Verify the model was deleted
+				_, err := GetModel("model-to-delete")
+				if err == nil || !os.IsNotExist(err) {
+					t.Errorf("expected model to be deleted, got error %v", err)
+				}
+			},
+		},
+		{
+			Name:   "Delete Non-existent Model",
+			Method: http.MethodDelete,
+			Path:   "/api/delete",
+			Setup: func(t *testing.T, req *http.Request) {
+				deleteReq := api.DeleteRequest{
+					Name: "non_existent_model",
+				}
+				jsonData, err := json.Marshal(deleteReq)
+				if err != nil {
+					t.Fatalf("failed to marshal delete request: %v", err)
+				}
+
+				req.Body = io.NopCloser(bytes.NewReader(jsonData))
+			},
+			Expected: func(t *testing.T, resp *http.Response) {
+				if resp.StatusCode != http.StatusNotFound {
+					t.Errorf("expected status code 404, got %d", resp.StatusCode)
+				}
+
+				body, err := io.ReadAll(resp.Body)
+				if err != nil {
+					t.Fatalf("failed to read response body: %v", err)
+				}
+
+				var errorResp map[string]string
+				err = json.Unmarshal(body, &errorResp)
+				if err != nil {
+					t.Fatalf("failed to unmarshal response body: %v", err)
+				}
+
+				if !strings.Contains(errorResp["error"], "not found") {
+					t.Errorf("expected error message to contain 'not found', got %s", errorResp["error"])
+				}
+			},
+		},
+		{
+			Name:   "openai list models with tags",
+			Method: http.MethodGet,
+			Path:   "/v1/models",
+			Expected: func(t *testing.T, resp *http.Response) {
+				contentType := resp.Header.Get("Content-Type")
+				if contentType != "application/json" {
+					t.Errorf("expected content type application/json, got %s", contentType)
+				}
+				body, err := io.ReadAll(resp.Body)
+				if err != nil {
+					t.Fatalf("failed to read response body: %v", err)
+				}
+
+				var modelList openai.ListCompletion
+				err = json.Unmarshal(body, &modelList)
+				if err != nil {
+					t.Fatalf("failed to unmarshal response body: %v", err)
+				}
+
+				if len(modelList.Data) != 1 || modelList.Data[0].Id != "test-model:latest" || modelList.Data[0].OwnedBy != "library" {
+					t.Errorf("expected model 'test-model:latest' owned by 'library', got %v", modelList.Data)
+				}
+			},
+		},
+		{
+			Name:   "Create Model Handler",
+			Method: http.MethodPost,
+			Path:   "/api/create",
+			Setup: func(t *testing.T, req *http.Request) {
+				_, digest := createTestFile(t, "ollama-model")
+				stream := false
+				createReq := api.CreateRequest{
+					Name:   "t-bone",
+					Files:  map[string]string{"test.gguf": digest},
+					Stream: &stream,
+				}
+				jsonData, err := json.Marshal(createReq)
+				if err != nil {
+					t.Fatalf("failed to marshal create request: %v", err)
+				}
+
+				req.Body = io.NopCloser(bytes.NewReader(jsonData))
+			},
+			Expected: func(t *testing.T, resp *http.Response) {
+				contentType := resp.Header.Get("Content-Type")
+				if contentType != "application/json" {
+					t.Errorf("expected content type application/json, got %s", contentType)
+				}
+				_, err := io.ReadAll(resp.Body)
+				if err != nil {
+					t.Fatalf("failed to read response body: %v", err)
+				}
+				if resp.StatusCode != http.StatusOK { // Updated line
+					t.Errorf("expected status code 200, got %d", resp.StatusCode)
+				}
+
+				model, err := GetModel("t-bone")
+				if err != nil {
+					t.Fatalf("failed to get model: %v", err)
+				}
+				if model.ShortName != "t-bone:latest" {
+					t.Errorf("expected model name 't-bone:latest', got %s", model.ShortName)
+				}
+			},
+		},
+		{
+			Name:   "Copy Model Handler",
+			Method: http.MethodPost,
+			Path:   "/api/copy",
+			Setup: func(t *testing.T, req *http.Request) {
+				createTestModel(t, "hamshank")
+				copyReq := api.CopyRequest{
+					Source:      "hamshank",
+					Destination: "beefsteak",
+				}
+				jsonData, err := json.Marshal(copyReq)
+				if err != nil {
+					t.Fatalf("failed to marshal copy request: %v", err)
+				}
+
+				req.Body = io.NopCloser(bytes.NewReader(jsonData))
+			},
+			Expected: func(t *testing.T, resp *http.Response) {
+				model, err := GetModel("beefsteak")
+				if err != nil {
+					t.Fatalf("failed to get model: %v", err)
+				}
+				if model.ShortName != "beefsteak:latest" {
+					t.Errorf("expected model name 'beefsteak:latest', got %s", model.ShortName)
+				}
+			},
+		},
+		{
+			Name:   "Show Model Handler",
+			Method: http.MethodPost,
+			Path:   "/api/show",
+			Setup: func(t *testing.T, req *http.Request) {
+				createTestModel(t, "show-model")
+				showReq := api.ShowRequest{Model: "show-model"}
+				jsonData, err := json.Marshal(showReq)
+				if err != nil {
+					t.Fatalf("failed to marshal show request: %v", err)
+				}
+				req.Body = io.NopCloser(bytes.NewReader(jsonData))
+			},
+			Expected: func(t *testing.T, resp *http.Response) {
+				contentType := resp.Header.Get("Content-Type")
+				if contentType != "application/json; charset=utf-8" {
+					t.Errorf("expected content type application/json; charset=utf-8, got %s", contentType)
+				}
+				body, err := io.ReadAll(resp.Body)
+				if err != nil {
+					t.Fatalf("failed to read response body: %v", err)
+				}
+
+				var showResp api.ShowResponse
+				err = json.Unmarshal(body, &showResp)
+				if err != nil {
+					t.Fatalf("failed to unmarshal response body: %v", err)
+				}
+
+				var params []string
+				paramsSplit := strings.Split(showResp.Parameters, "\n")
+				for _, p := range paramsSplit {
+					params = append(params, strings.Join(strings.Fields(p), " "))
+				}
+				sort.Strings(params)
+				expectedParams := []string{
+					"seed 42",
+					"stop \"bar\"",
+					"stop \"foo\"",
+					"top_p 0.9",
+				}
+				if !equalStringSlices(params, expectedParams) {
+					t.Errorf("expected parameters %v, got %v", expectedParams, params)
+				}
+				paramCount, ok := showResp.ModelInfo["general.parameter_count"].(float64)
+				if !ok {
+					t.Fatalf("expected parameter count to be a float64, got %T", showResp.ModelInfo["general.parameter_count"])
+				}
+				if math.Abs(paramCount) > 1e-9 {
+					t.Errorf("expected parameter count to be 0, got %f", paramCount)
+				}
+			},
+		},
+		{
+			Name: "openai retrieve model handler",
+			Setup: func(t *testing.T, req *http.Request) {
+				createTestModel(t, "show-model")
+			},
+			Method: http.MethodGet,
+			Path:   "/v1/models/show-model",
+			Expected: func(t *testing.T, resp *http.Response) {
+				contentType := resp.Header.Get("Content-Type")
+				if contentType != "application/json" {
+					t.Errorf("expected content type application/json, got %s", contentType)
+				}
+				body, err := io.ReadAll(resp.Body)
+				if err != nil {
+					t.Fatalf("failed to read response body: %v", err)
+				}
+
+				var m openai.Model
+				err = json.Unmarshal(body, &m)
+				if err != nil {
+					t.Fatalf("failed to unmarshal response body: %v", err)
+				}
+
+				if m.Id != "show-model" || m.OwnedBy != "library" {
+					t.Errorf("expected model 'show-model' owned by 'library', got %v", m)
+				}
+			},
+		},
+		{
+			Name:   "Method Not Allowed",
+			Method: http.MethodGet,
+			Path:   "/api/show",
+			Expected: func(t *testing.T, resp *http.Response) {
+				if resp.StatusCode != 405 {
+					t.Errorf("expected status code 405, got %d", resp.StatusCode)
+				}
+			},
+		},
+	}
+
+	modelsDir := t.TempDir()
+	t.Setenv("OLLAMA_MODELS", modelsDir)
+
+	rc := &ollama.Registry{
+		// This is a temporary measure to allow us to move forward,
+		// surfacing any code contacting ollama.com we do not intended
+		// to.
+		//
+		// Currently, this only handles DELETE /api/delete, which
+		// should not make any contact with the ollama.com registry, so
+		// be clear about that.
+		//
+		// Tests that do need to contact the registry here, will be
+		// consumed into our new server/api code packages and removed
+		// from here.
+		HTTPClient: panicOnRoundTrip,
+	}
+
+	s := &Server{}
+	router, err := s.GenerateRoutes(rc)
+	if err != nil {
+		t.Fatalf("failed to generate routes: %v", err)
+	}
+
+	httpSrv := httptest.NewServer(router)
+	t.Cleanup(httpSrv.Close)
+
+	for _, tc := range testCases {
+		t.Run(tc.Name, func(t *testing.T) {
+			u := httpSrv.URL + tc.Path
+			req, err := http.NewRequestWithContext(t.Context(), tc.Method, u, nil)
+			if err != nil {
+				t.Fatalf("failed to create request: %v", err)
+			}
+
+			if tc.Setup != nil {
+				tc.Setup(t, req)
+			}
+
+			resp, err := httpSrv.Client().Do(req)
+			if err != nil {
+				t.Fatalf("failed to do request: %v", err)
+			}
+			defer resp.Body.Close()
+
+			if tc.Expected != nil {
+				tc.Expected(t, resp)
+			}
+		})
+	}
+}
+
+func casingShuffle(s string) string {
+	rr := []rune(s)
+	for i := range rr {
+		if rand.N(2) == 0 {
+			rr[i] = unicode.ToUpper(rr[i])
+		} else {
+			rr[i] = unicode.ToLower(rr[i])
+		}
+	}
+	return string(rr)
+}
+
+func TestManifestCaseSensitivity(t *testing.T) {
+	t.Setenv("OLLAMA_MODELS", t.TempDir())
+
+	r := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusOK)
+		io.WriteString(w, `{}`) //nolint:errcheck
+	}))
+	defer r.Close()
+
+	nameUsed := make(map[string]bool)
+	name := func() string {
+		const fqmn = "example/namespace/model:tag"
+		for {
+			v := casingShuffle(fqmn)
+			if nameUsed[v] {
+				continue
+			}
+			nameUsed[v] = true
+			return v
+		}
+	}
+
+	wantStableName := name()
+
+	t.Logf("stable name: %s", wantStableName)
+
+	// checkManifestList tests that there is strictly one manifest in the
+	// models directory, and that the manifest is for the model under test.
+	checkManifestList := func() {
+		t.Helper()
+
+		mandir := filepath.Join(os.Getenv("OLLAMA_MODELS"), "manifests/")
+		var entries []string
+		t.Logf("dir entries:")
+		fsys := os.DirFS(mandir)
+		err := fs.WalkDir(fsys, ".", func(path string, info fs.DirEntry, err error) error {
+			if err != nil {
+				return err
+			}
+			t.Logf("    %s", fs.FormatDirEntry(info))
+			if info.IsDir() {
+				return nil
+			}
+			path = strings.TrimPrefix(path, mandir)
+			entries = append(entries, path)
+			return nil
+		})
+		if err != nil {
+			t.Fatalf("failed to walk directory: %v", err)
+		}
+
+		if len(entries) != 1 {
+			t.Errorf("len(got) = %d, want 1", len(entries))
+			return // do not use Fatal so following steps run
+		}
+
+		g := entries[0] // raw path
+		g = filepath.ToSlash(g)
+		w := model.ParseName(wantStableName).Filepath()
+		w = filepath.ToSlash(w)
+		if g != w {
+			t.Errorf("\ngot:  %s\nwant: %s", g, w)
+		}
+	}
+
+	checkOK := func(w *httptest.ResponseRecorder) {
+		t.Helper()
+		if w.Code != http.StatusOK {
+			t.Errorf("code = %d, want 200", w.Code)
+			t.Logf("body: %s", w.Body.String())
+		}
+	}
+
+	var s Server
+	testMakeRequestDialContext = func(ctx context.Context, _, _ string) (net.Conn, error) {
+		var d net.Dialer
+		return d.DialContext(ctx, "tcp", r.Listener.Addr().String())
+	}
+	t.Cleanup(func() { testMakeRequestDialContext = nil })
+
+	t.Logf("creating")
+	_, digest := createBinFile(t, nil, nil)
+	checkOK(createRequest(t, s.CreateHandler, api.CreateRequest{
+		// Start with the stable name, and later use a case-shuffled
+		// version.
+		Name:   wantStableName,
+		Files:  map[string]string{"test.gguf": digest},
+		Stream: &stream,
+	}))
+	checkManifestList()
+
+	t.Logf("creating (again)")
+	checkOK(createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:   name(),
+		Files:  map[string]string{"test.gguf": digest},
+		Stream: &stream,
+	}))
+	checkManifestList()
+
+	t.Logf("pulling")
+	checkOK(createRequest(t, s.PullHandler, api.PullRequest{
+		Name:     name(),
+		Stream:   &stream,
+		Insecure: true,
+	}))
+	checkManifestList()
+
+	t.Logf("copying")
+	checkOK(createRequest(t, s.CopyHandler, api.CopyRequest{
+		Source:      name(),
+		Destination: name(),
+	}))
+	checkManifestList()
+
+	t.Logf("pushing")
+	rr := createRequest(t, s.PushHandler, api.PushRequest{
+		Model:    name(),
+		Insecure: true,
+		Username: "alice",
+		Password: "x",
+	})
+	checkOK(rr)
+	if !strings.Contains(rr.Body.String(), `"status":"success"`) {
+		t.Errorf("got = %q, want success", rr.Body.String())
+	}
+}
+
+func TestShow(t *testing.T) {
+	t.Setenv("OLLAMA_MODELS", t.TempDir())
+
+	var s Server
+
+	_, digest1 := createBinFile(t, ggml.KV{"general.architecture": "test"}, nil)
+	_, digest2 := createBinFile(t, ggml.KV{"general.type": "projector", "general.architecture": "clip"}, nil)
+
+	createRequest(t, s.CreateHandler, api.CreateRequest{
+		Name:  "show-model",
+		Files: map[string]string{"model.gguf": digest1, "projector.gguf": digest2},
+	})
+
+	w := createRequest(t, s.ShowHandler, api.ShowRequest{
+		Name: "show-model",
+	})
+
+	if w.Code != http.StatusOK {
+		t.Fatalf("expected status code 200, actual %d", w.Code)
+	}
+
+	var resp api.ShowResponse
+	if err := json.NewDecoder(w.Body).Decode(&resp); err != nil {
+		t.Fatal(err)
+	}
+
+	if resp.ModelInfo["general.architecture"] != "test" {
+		t.Fatal("Expected model architecture to be 'test', but got", resp.ModelInfo["general.architecture"])
+	}
+
+	if resp.ProjectorInfo["general.architecture"] != "clip" {
+		t.Fatal("Expected projector architecture to be 'clip', but got", resp.ProjectorInfo["general.architecture"])
+	}
+}
+
+func TestNormalize(t *testing.T) {
+	type testCase struct {
+		input []float32
+	}
+
+	testCases := []testCase{
+		{input: []float32{1}},
+		{input: []float32{0, 1, 2, 3}},
+		{input: []float32{0.1, 0.2, 0.3}},
+		{input: []float32{-0.1, 0.2, 0.3, -0.4}},
+		{input: []float32{0, 0, 0}},
+	}
+
+	isNormalized := func(vec []float32) (res bool) {
+		sum := 0.0
+		for _, v := range vec {
+			sum += float64(v * v)
+		}
+		if math.Abs(sum-1) > 1e-6 {
+			return sum == 0
+		} else {
+			return true
+		}
+	}
+
+	for _, tc := range testCases {
+		t.Run("", func(t *testing.T) {
+			normalized := normalize(tc.input)
+			if !isNormalized(normalized) {
+				t.Errorf("Vector %v is not normalized", tc.input)
+			}
+		})
+	}
+}
+
+func TestFilterThinkTags(t *testing.T) {
+	type testCase struct {
+		msgs  []api.Message
+		want  []api.Message
+		model *Model
+	}
+	testCases := []testCase{
+		{
+			msgs: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "<think>Thinking... about the answer</think>abc"},
+				{Role: "user", Content: "What is the answer?"},
+			},
+			want: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "abc"},
+				{Role: "user", Content: "What is the answer?"},
+			},
+			model: &Model{
+				Config: ConfigV2{
+					ModelFamily: "qwen3",
+				},
+			},
+		},
+		// with newlines inside the think tag aned newlines after
+		{
+			msgs: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "<think>Thinking... \n\nabout \nthe answer</think>\n\nabc\ndef"},
+				{Role: "user", Content: "What is the answer?"},
+			},
+			want: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "abc\ndef"},
+				{Role: "user", Content: "What is the answer?"},
+			},
+			model: &Model{
+				Config: ConfigV2{
+					ModelFamily: "qwen3",
+				},
+			},
+		},
+		// should leave thinking tags if it's after the last user message
+		{
+			msgs: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "<think>Thinking...</think>after"},
+				{Role: "user", Content: "What is the answer?"},
+				{Role: "assistant", Content: "<think>thinking again</think>hjk"},
+				{Role: "assistant", Content: "<think>thinking yet again</think>hjk"},
+			},
+			want: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "after"},
+				{Role: "user", Content: "What is the answer?"},
+				{Role: "assistant", Content: "<think>thinking again</think>hjk"},
+				{Role: "assistant", Content: "<think>thinking yet again</think>hjk"},
+			},
+			model: &Model{
+				Config: ConfigV2{
+					ModelFamily: "qwen3",
+				},
+			},
+		},
+		{
+			// shouldn't strip anything because the model family isn't one of the hardcoded ones
+			msgs: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "<think>Thinking... about the answer</think>abc"},
+				{Role: "user", Content: "What is the answer?"},
+			},
+			want: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "<think>Thinking... about the answer</think>abc"},
+				{Role: "user", Content: "What is the answer?"},
+			},
+			model: &Model{
+				Config: ConfigV2{
+					ModelFamily: "llama3",
+				},
+			},
+		},
+		{
+			// deepseek-r1:-prefixed model
+			msgs: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "<think>Thinking... about the answer</think>abc"},
+				{Role: "user", Content: "What is the answer?"},
+			},
+			want: []api.Message{
+				{Role: "user", Content: "Hello, world!"},
+				{Role: "assistant", Content: "abc"},
+				{Role: "user", Content: "What is the answer?"},
+			},
+			model: &Model{
+				Name:      "registry.ollama.ai/library/deepseek-r1:latest",
+				ShortName: "deepseek-r1:7b",
+				Config:    ConfigV2{},
+			},
+		},
+	}
+
+	for i, tc := range testCases {
+		filtered := filterThinkTags(tc.msgs, tc.model)
+
+		if !reflect.DeepEqual(filtered, tc.want) {
+			t.Errorf("messages differ for case %d:", i)
+			for i := range tc.want {
+				if i >= len(filtered) {
+					t.Errorf("  missing message %d: %+v", i, tc.want[i])
+					continue
+				}
+				if !reflect.DeepEqual(filtered[i], tc.want[i]) {
+					t.Errorf("  message %d:\n    want: %+v\n    got:  %+v", i, tc.want[i], filtered[i])
+				}
+			}
+			if len(filtered) > len(tc.want) {
+				for i := len(tc.want); i < len(filtered); i++ {
+					t.Errorf("  extra message %d: %+v", i, filtered[i])
+				}
+			}
+		}
+	}
+}
+
+func TestWaitForStream(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	cases := []struct {
+		name       string
+		messages   []any
+		expectCode int
+		expectBody string
+	}{
+		{
+			name: "error",
+			messages: []any{
+				gin.H{"error": "internal server error"},
+			},
+			expectCode: http.StatusInternalServerError,
+			expectBody: `{"error":"internal server error"}`,
+		},
+		{
+			name: "error status",
+			messages: []any{
+				gin.H{"status": http.StatusNotFound, "error": "not found"},
+			},
+			expectCode: http.StatusNotFound,
+			expectBody: `{"error":"not found"}`,
+		},
+		{
+			name: "unknown error",
+			messages: []any{
+				gin.H{"msg": "something else"},
+			},
+			expectCode: http.StatusInternalServerError,
+			expectBody: `{"error":"unknown error"}`,
+		},
+		{
+			name: "unknown type",
+			messages: []any{
+				struct{}{},
+			},
+			expectCode: http.StatusInternalServerError,
+			expectBody: `{"error":"unknown message type"}`,
+		},
+		{
+			name: "progress success",
+			messages: []any{
+				api.ProgressResponse{Status: "success"},
+			},
+			expectCode: http.StatusOK,
+			expectBody: `{"status":"success"}`,
+		},
+		{
+			name: "progress more than success",
+			messages: []any{
+				api.ProgressResponse{Status: "success"},
+				api.ProgressResponse{Status: "one more thing"},
+			},
+			expectCode: http.StatusOK,
+			expectBody: `{"status":"one more thing"}`,
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			w := httptest.NewRecorder()
+			c, _ := gin.CreateTestContext(w)
+
+			ch := make(chan any, len(tt.messages))
+			for _, msg := range tt.messages {
+				ch <- msg
+			}
+			close(ch)
+
+			waitForStream(c, ch)
+
+			if w.Code != tt.expectCode {
+				t.Errorf("expected status %d, got %d", tt.expectCode, w.Code)
+			}
+
+			if diff := cmp.Diff(w.Body.String(), tt.expectBody); diff != "" {
+				t.Errorf("body mismatch (-want +got):\n%s", diff)
+			}
+		})
+	}
+}
diff --git a/server/sched.go b/server/sched.go
new file mode 100644
index 0000000..3fc54e5
--- /dev/null
+++ b/server/sched.go
@@ -0,0 +1,899 @@
+package server
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"log/slog"
+	"os"
+	"reflect"
+	"runtime"
+	"slices"
+	"sort"
+	"strconv"
+	"strings"
+	"sync"
+	"time"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/discover"
+	"github.com/ollama/ollama/envconfig"
+	"github.com/ollama/ollama/format"
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/llm"
+	"github.com/ollama/ollama/types/model"
+)
+
+type LlmRequest struct {
+	ctx             context.Context //nolint:containedctx
+	model           *Model
+	opts            api.Options
+	origNumCtx      int // Track the initial ctx request
+	sessionDuration *api.Duration
+	successCh       chan *runnerRef
+	errCh           chan error
+	schedAttempts   uint
+}
+
+type Scheduler struct {
+	pendingReqCh  chan *LlmRequest
+	finishedReqCh chan *LlmRequest
+	expiredCh     chan *runnerRef
+	unloadedCh    chan any
+
+	loaded   map[string]*runnerRef
+	loadedMu sync.Mutex
+
+	loadFn       func(req *LlmRequest, f *ggml.GGML, gpus discover.GpuInfoList, numParallel int)
+	newServerFn  func(gpus discover.GpuInfoList, model string, f *ggml.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error)
+	getGpuFn     func() discover.GpuInfoList
+	getCpuFn     func() discover.GpuInfoList
+	reschedDelay time.Duration
+}
+
+// Default automatic value for number of models we allow per GPU
+// Model will still need to fit in VRAM, but loading many small models
+// on a large GPU can cause stalling
+var defaultModelsPerGPU = 3
+
+// Default automatic value for parallel setting
+// Model will still need to fit in VRAM.  If this setting won't fit
+// we'll back off down to 1 to try to get it to fit
+var defaultParallel = 2
+
+var ErrMaxQueue = errors.New("server busy, please try again.  maximum pending requests exceeded")
+
+func InitScheduler(ctx context.Context) *Scheduler {
+	maxQueue := envconfig.MaxQueue()
+	sched := &Scheduler{
+		pendingReqCh:  make(chan *LlmRequest, maxQueue),
+		finishedReqCh: make(chan *LlmRequest, maxQueue),
+		expiredCh:     make(chan *runnerRef, maxQueue),
+		unloadedCh:    make(chan any, maxQueue),
+		loaded:        make(map[string]*runnerRef),
+		newServerFn:   llm.NewLlamaServer,
+		getGpuFn:      discover.GetGPUInfo,
+		getCpuFn:      discover.GetCPUInfo,
+		reschedDelay:  250 * time.Millisecond,
+	}
+	sched.loadFn = sched.load
+	return sched
+}
+
+// context must be canceled to decrement ref count and release the runner
+func (s *Scheduler) GetRunner(c context.Context, model *Model, opts api.Options, sessionDuration *api.Duration) (chan *runnerRef, chan error) {
+	if opts.NumCtx < 4 {
+		opts.NumCtx = 4
+	}
+
+	req := &LlmRequest{
+		ctx:             c,
+		model:           model,
+		opts:            opts,
+		sessionDuration: sessionDuration,
+		successCh:       make(chan *runnerRef),
+		errCh:           make(chan error, 1),
+	}
+
+	select {
+	case s.pendingReqCh <- req:
+	default:
+		req.errCh <- ErrMaxQueue
+	}
+	return req.successCh, req.errCh
+}
+
+// Returns immediately, spawns go routines for the scheduler which will shutdown when ctx is done
+func (s *Scheduler) Run(ctx context.Context) {
+	slog.Debug("starting llm scheduler")
+	go func() {
+		s.processPending(ctx)
+	}()
+
+	go func() {
+		s.processCompleted(ctx)
+	}()
+}
+
+func (s *Scheduler) processPending(ctx context.Context) {
+	for {
+		select {
+		case <-ctx.Done():
+			slog.Debug("shutting down scheduler pending loop")
+			return
+		case pending := <-s.pendingReqCh:
+			// Block other requests until we get this pending request running
+			pending.schedAttempts++
+			if pending.origNumCtx == 0 {
+				pending.origNumCtx = pending.opts.NumCtx
+			}
+
+			if pending.ctx.Err() != nil {
+				slog.Debug("pending request cancelled or timed out, skipping scheduling")
+				continue
+			}
+			numParallel := int(envconfig.NumParallel())
+			// `mllama` is a snowflake and uses an encoder cache which cannot be used with num_parallel > 1
+			// ref: https://github.com/ollama/ollama/issues/4165
+			if slices.Contains(pending.model.Config.ModelFamilies, "mllama") && numParallel != 1 {
+				numParallel = 1
+				slog.Warn("mllama does not currently support parallel requests")
+			}
+
+			for {
+				var runnerToExpire *runnerRef
+				s.loadedMu.Lock()
+				runner := s.loaded[pending.model.ModelPath]
+				loadedCount := len(s.loaded)
+				s.loadedMu.Unlock()
+				if runner != nil {
+					if runner.needsReload(ctx, pending) {
+						slog.Debug("reloading", "runner", runner)
+						runnerToExpire = runner
+					} else {
+						// Runner is usable, return it
+						pending.useLoadedRunner(runner, s.finishedReqCh)
+						break
+					}
+				} else if envconfig.MaxRunners() > 0 && loadedCount >= int(envconfig.MaxRunners()) {
+					slog.Debug("max runners achieved, unloading one to make room", "runner_count", loadedCount)
+					runnerToExpire = s.findRunnerToUnload()
+				} else {
+					// Either no models are loaded or below envconfig.MaxRunners
+					// Get a refreshed GPU list
+					var gpus discover.GpuInfoList
+					if pending.opts.NumGPU == 0 {
+						gpus = s.getCpuFn()
+					} else {
+						gpus = s.getGpuFn()
+					}
+
+					if envconfig.MaxRunners() <= 0 {
+						// No user specified MaxRunners, so figure out what automatic setting to use
+						// If all GPUs have reliable free memory reporting, defaultModelsPerGPU * the number of GPUs
+						// if any GPU has unreliable free memory reporting, 1x the number of GPUs
+						allReliable := true
+						for _, gpu := range gpus {
+							if gpu.UnreliableFreeMemory {
+								allReliable = false
+								break
+							}
+						}
+						if allReliable {
+							// HACK
+							os.Setenv("OLLAMA_MAX_LOADED_MODELS", strconv.Itoa(defaultModelsPerGPU*len(gpus)))
+							slog.Debug("updating default concurrency", "OLLAMA_MAX_LOADED_MODELS", envconfig.MaxRunners(), "gpu_count", len(gpus))
+						} else {
+							// HACK
+							os.Setenv("OLLAMA_MAX_LOADED_MODELS", strconv.Itoa(len(gpus)))
+							slog.Info("one or more GPUs detected that are unable to accurately report free memory - disabling default concurrency")
+						}
+					}
+
+					// Load model for fitting
+					ggml, err := llm.LoadModel(pending.model.ModelPath, 0)
+					if err != nil {
+						pending.errCh <- err
+						break
+					}
+
+					// Embedding models should always be loaded with parallel=1
+					if pending.model.CheckCapabilities(model.CapabilityCompletion) != nil {
+						numParallel = 1
+					}
+
+					// Evaluate if the model will fit in the available system memory, or if we should unload a model first
+					if len(gpus) == 1 && gpus[0].Library == "cpu" {
+						// simplifying assumption of defaultParallel when in CPU mode
+						if numParallel <= 0 {
+							numParallel = defaultParallel
+						}
+
+						pending.opts.NumCtx = pending.origNumCtx * numParallel
+
+						if loadedCount == 0 {
+							slog.Debug("cpu mode with first model, loading")
+							s.loadFn(pending, ggml, gpus, numParallel)
+							break
+						}
+						runnerToExpire = s.maybeFindCPURunnerToUnload(pending, ggml, gpus)
+						if runnerToExpire == nil {
+							slog.Debug("cpu mode with available system memory or first model, loading")
+							s.loadFn(pending, ggml, gpus, numParallel)
+							break
+						}
+						// else we need to expire a runner
+					} else if loadedCount == 0 {
+						// No models loaded. Load the model but prefer the best fit.
+						slog.Debug("loading first model", "model", pending.model.ModelPath)
+						g := pickBestFullFitByLibrary(pending, ggml, gpus, &numParallel)
+						if g != nil {
+							gpus = g
+						} else {
+							// Only allow partial loads when this is the first model
+							gpus = pickBestPartialFitByLibrary(pending, ggml, gpus, &numParallel)
+						}
+						s.loadFn(pending, ggml, gpus, numParallel)
+						break
+					}
+
+					if runnerToExpire == nil {
+						// More than one loaded model, so we have to see if the
+						// new one fits
+						//
+						// We want to avoid loading on any GPUs that have other
+						// models still loading on them to avoid potential races
+						// with VRAM consumption ramping up during load
+						availGpus := s.filterGPUsWithoutLoadingModels(gpus)
+
+						// Update free memory from currently loaded models
+						s.updateFreeSpace(availGpus)
+						fitGpus := pickBestFullFitByLibrary(pending, ggml, availGpus, &numParallel)
+						if fitGpus != nil {
+							slog.Debug("new model fits with existing models, loading")
+							s.loadFn(pending, ggml, fitGpus, numParallel)
+							break
+						}
+
+						// We couldn't find a set of GPUs to fully load the new
+						// model. If no other models are loading (both GPU lists
+						// are the same) then we need to unload another model to
+						// make room
+						if len(availGpus) < len(gpus) {
+							// There are other requests pending, and this one
+							// needs more time, so put it on the back of the
+							// queue so that we might satisfy other pending
+							// requests that aren't blocked
+							go func() {
+								// Process in a go routine to avoid deadlocking
+								// the scheduler if our queue is full
+								slog.Debug("delaying scheduling while other models finish loading", "attempts", pending.schedAttempts, "model", pending.model.ModelPath)
+								time.Sleep(s.reschedDelay)
+								s.pendingReqCh <- pending
+							}()
+							break
+						}
+						runnerToExpire = s.findRunnerToUnload()
+					}
+				}
+
+				if runnerToExpire == nil {
+					// Shouildn't happen
+					slog.Error("runner to expire was nil!")
+					continue
+				}
+				// Trigger an expiration to unload once it's done
+				runnerToExpire.refMu.Lock()
+				slog.Debug("resetting model to expire immediately to make room", "runner", runnerToExpire, "refCount", runnerToExpire.refCount)
+				if runnerToExpire.expireTimer != nil {
+					runnerToExpire.expireTimer.Stop()
+					runnerToExpire.expireTimer = nil
+				}
+				runnerToExpire.sessionDuration = 0
+				if runnerToExpire.refCount <= 0 {
+					s.expiredCh <- runnerToExpire
+				}
+				runnerToExpire.refMu.Unlock()
+				// Wait for the unload to happen
+				// Note: at this point we're queueing up all incoming requests, even if they were for
+				// a different model that's loaded and not scheduled to be removed.
+				slog.Debug("waiting for pending requests to complete and unload to occur", "runner", runnerToExpire)
+				select {
+				case <-ctx.Done():
+					slog.Debug("shutting down scheduler pending loop")
+					return
+				case <-s.unloadedCh:
+					slog.Debug("unload completed", "runner", runnerToExpire)
+					continue
+				}
+			}
+		case <-s.unloadedCh:
+			// An unload request when there are no pending request can be ignored
+			slog.Debug("ignoring unload event with no pending requests")
+		}
+	}
+}
+
+func (s *Scheduler) processCompleted(ctx context.Context) {
+	// Process completed requests, expired timers, and unloading models
+	for {
+		select {
+		case <-ctx.Done():
+			slog.Debug("shutting down scheduler completed loop")
+			return
+		case finished := <-s.finishedReqCh:
+			s.loadedMu.Lock()
+			runner := s.loaded[finished.model.ModelPath]
+			s.loadedMu.Unlock()
+			if runner == nil {
+				slog.Error("finished request signal received after model unloaded", "modelPath", finished.model.ModelPath)
+				continue
+			}
+			runner.refMu.Lock()
+			runner.refCount--
+			if runner.refCount <= 0 {
+				if runner.sessionDuration <= 0 {
+					slog.Debug("runner with zero duration has gone idle, expiring to unload", "runner", runner)
+					if runner.expireTimer != nil {
+						runner.expireTimer.Stop()
+						runner.expireTimer = nil
+					}
+					s.expiredCh <- runner
+				} else if runner.expireTimer == nil {
+					slog.Debug("runner with non-zero duration has gone idle, adding timer", "runner", runner, "duration", runner.sessionDuration)
+					runner.expireTimer = time.AfterFunc(runner.sessionDuration, func() {
+						slog.Debug("timer expired, expiring to unload", "runner", runner)
+						runner.refMu.Lock()
+						defer runner.refMu.Unlock()
+						if runner.expireTimer != nil {
+							runner.expireTimer.Stop()
+							runner.expireTimer = nil
+						}
+						s.expiredCh <- runner
+					})
+					runner.expiresAt = time.Now().Add(runner.sessionDuration)
+				} else {
+					slog.Debug("runner with non-zero duration has gone idle, resetting timer", "runner", runner, "duration", runner.sessionDuration)
+					runner.expireTimer.Reset(runner.sessionDuration)
+					runner.expiresAt = time.Now().Add(runner.sessionDuration)
+				}
+			}
+			slog.Debug("after processing request finished event", "runner", runner, "refCount", runner.refCount)
+			runner.refMu.Unlock()
+		case runner := <-s.expiredCh:
+			slog.Debug("runner expired event received", "runner", runner)
+			runner.refMu.Lock()
+			if runner.refCount > 0 {
+				slog.Debug("expired event with positive ref count, retrying", "runner", runner, "refCount", runner.refCount)
+				go func(runner *runnerRef) {
+					// We can't unload yet, but want to as soon as the current request completes
+					// So queue up another expired event
+					time.Sleep(10 * time.Millisecond)
+					s.expiredCh <- runner
+				}(runner)
+				runner.refMu.Unlock()
+				continue
+			}
+
+			s.loadedMu.Lock()
+			slog.Debug("got lock to unload expired event", "runner", runner)
+			runnerToUnload := s.loaded[runner.modelPath]
+			if runnerToUnload == nil {
+				// If runnerToUnload is nil, we already processed an event and
+				// unloaded it. This double unload can happen if the initial
+				// request is canceled and we're trying to load another model
+				// that requires this one to be evicted, or the settings change
+				// and require a reload
+				s.loadedMu.Unlock()
+				runner.refMu.Unlock()
+				slog.Debug("duplicate expired event, ignoring", "runner", runner)
+			} else {
+				slog.Debug("starting background wait for VRAM recovery", "runner", runner)
+				finished := runner.waitForVRAMRecovery()
+				runner.unload()
+				delete(s.loaded, runner.modelPath)
+				s.loadedMu.Unlock()
+				slog.Debug("runner terminated and removed from list, blocking for VRAM recovery", "runner", runner)
+				<-finished
+				runner.refMu.Unlock()
+				slog.Debug("sending an unloaded event", "runner", runner)
+				s.unloadedCh <- struct{}{}
+			}
+		}
+	}
+}
+
+// Complete the pending request and send the runner back to the requester
+// Wires up a finished event after the request context is completed
+// Updates session duration, and resets expiration timer
+func (pending *LlmRequest) useLoadedRunner(runner *runnerRef, finished chan *LlmRequest) {
+	runner.refMu.Lock()
+	defer runner.refMu.Unlock()
+	runner.refCount++
+	if runner.expireTimer != nil {
+		runner.expireTimer.Stop()
+		runner.expireTimer = nil
+	}
+	if pending.sessionDuration != nil {
+		runner.sessionDuration = pending.sessionDuration.Duration
+	}
+	pending.successCh <- runner
+	go func() {
+		<-pending.ctx.Done()
+		slog.Debug("context for request finished", "runner", runner)
+		finished <- pending
+	}()
+}
+
+func (s *Scheduler) load(req *LlmRequest, f *ggml.GGML, gpus discover.GpuInfoList, numParallel int) {
+	if numParallel < 1 {
+		numParallel = 1
+	}
+	sessionDuration := envconfig.KeepAlive()
+	if req.sessionDuration != nil {
+		sessionDuration = req.sessionDuration.Duration
+	}
+	llama, err := s.newServerFn(gpus, req.model.ModelPath, f, req.model.AdapterPaths, req.model.ProjectorPaths, req.opts, numParallel)
+	if err != nil {
+		// some older models are not compatible with newer versions of llama.cpp
+		// show a generalized compatibility error until there is a better way to
+		// check for model compatibility
+		if errors.Is(err, ggml.ErrUnsupportedFormat) || strings.Contains(err.Error(), "failed to load model") {
+			err = fmt.Errorf("%v: this model may be incompatible with your version of Ollama. If you previously pulled this model, try updating it by running `ollama pull %s`", err, req.model.ShortName)
+		}
+		slog.Info("NewLlamaServer failed", "model", req.model.ModelPath, "error", err)
+		req.errCh <- err
+		return
+	}
+	runner := &runnerRef{
+		model:           req.model,
+		modelPath:       req.model.ModelPath,
+		llama:           llama,
+		Options:         &req.opts,
+		sessionDuration: sessionDuration,
+		gpus:            gpus,
+		estimatedVRAM:   llama.EstimatedVRAM(),
+		estimatedTotal:  llama.EstimatedTotal(),
+		loading:         true,
+		pid:             llama.Pid(),
+	}
+	runner.numParallel = numParallel
+	runner.refMu.Lock() // hold lock until running or aborted
+
+	s.loadedMu.Lock()
+	if oldRunner, ok := s.loaded[req.model.ModelPath]; ok {
+		// Shouldn't happen, but safeguard against leaking a runner
+		slog.Warn("model was still loaded", "old_runner", oldRunner, "new_runner", runner)
+		oldRunner.refMu.Lock()
+		oldRunner.unload()
+		oldRunner.refMu.Unlock()
+	}
+	s.loaded[req.model.ModelPath] = runner
+	slog.Info("loaded runners", "count", len(s.loaded))
+	s.loadedMu.Unlock()
+
+	go func() {
+		defer runner.refMu.Unlock()
+		if err = llama.WaitUntilRunning(req.ctx); err != nil {
+			slog.Error("error loading llama server", "error", err)
+			req.errCh <- err
+			slog.Debug("triggering expiration for failed load", "runner", runner)
+			s.expiredCh <- runner
+			return
+		}
+		slog.Debug("finished setting up", "runner", runner)
+		if runner.pid < 0 {
+			runner.pid = llama.Pid()
+		}
+		runner.refCount++
+		runner.loading = false
+		go func() {
+			<-req.ctx.Done()
+			slog.Debug("context for request finished")
+			s.finishedReqCh <- req
+		}()
+		req.successCh <- runner
+	}()
+}
+
+func (s *Scheduler) updateFreeSpace(allGpus discover.GpuInfoList) {
+	type predKey struct {
+		Library string
+		ID      string
+	}
+	predMap := map[predKey]uint64{} // Sum up the total predicted usage per GPU for all runners
+	s.loadedMu.Lock()
+	runners := make([]*runnerRef, 0, len(s.loaded))
+	for _, r := range s.loaded {
+		runners = append(runners, r)
+	}
+	s.loadedMu.Unlock()
+	for _, r := range runners {
+		r.refMu.Lock()
+		if r.llama != nil {
+			for _, gpu := range allGpus {
+				predMap[predKey{gpu.Library, gpu.ID}] += r.llama.EstimatedVRAMByGPU(gpu.ID)
+			}
+		} else {
+			slog.Warn("unexpected nil runner reference, memory prediction may be incorrect")
+		}
+		r.refMu.Unlock()
+	}
+
+	// Now that we've summed up all the GPU usage predictions across all the loaded runners, update the gpu list
+	for i := range allGpus {
+		if p, ok := predMap[predKey{allGpus[i].Library, allGpus[i].ID}]; ok {
+			slog.Debug("gpu reported", "gpu", allGpus[i].ID, "library", allGpus[i].Library, "available", format.HumanBytes2(allGpus[i].FreeMemory))
+			if p > allGpus[i].TotalMemory {
+				// Shouldn't happen
+				slog.Warn("predicted usage exceeds VRAM", "gpu", allGpus[i].ID, "totalMemory", allGpus[i].TotalMemory, "predicted", p)
+				allGpus[i].FreeMemory = 0
+			} else if (allGpus[i].TotalMemory - p) < allGpus[i].FreeMemory { // predicted free is smaller than reported free, use it
+				// TODO maybe we should just always trust our numbers, since cuda's free memory reporting is laggy
+				// and we might unload models we didn't actually need to.  The risk is if some other GPU intensive app is loaded
+				// after we start our first runner, then we'll never account for that, so picking the smallest free value seems prudent.
+				allGpus[i].FreeMemory = allGpus[i].TotalMemory - p
+			}
+			slog.Info("updated VRAM based on existing loaded models", "gpu", allGpus[i].ID, "library", allGpus[i].Library, "total", format.HumanBytes2(allGpus[i].TotalMemory), "available", format.HumanBytes2(allGpus[i].FreeMemory))
+		}
+	}
+}
+
+// While models are loading the VRAM consumption numbers will be indeterminate, so we have
+// to avoid scheduling another model on the same GPU(s) that haven't stabilized.
+// This routine returns the set of GPUs that do not have an active loading model.
+// If all GPUs have loading models, an empty list will be returned (not a single CPU entry)
+func (s *Scheduler) filterGPUsWithoutLoadingModels(allGpus discover.GpuInfoList) discover.GpuInfoList {
+	ret := append(discover.GpuInfoList{}, allGpus...)
+	s.loadedMu.Lock()
+	defer s.loadedMu.Unlock()
+	for _, runner := range s.loaded {
+		if runner.loading {
+			slog.Debug("overlapping loads detected", "gpus", runner.gpus, "model", runner.modelPath)
+			for _, busyGPU := range runner.gpus {
+				for i := range ret {
+					if ret[i].ID == busyGPU.ID {
+						ret = append(ret[:i], ret[i+1:]...)
+						break
+					}
+				}
+			}
+		}
+	}
+	return ret
+}
+
+// TODO consolidate sched_types.go
+type runnerRef struct {
+	refMu    sync.Mutex
+	refCount uint // prevent unloading if > 0
+
+	llama          llm.LlamaServer
+	pid            int
+	loading        bool                 // True only during initial load, then false forever
+	gpus           discover.GpuInfoList // Recorded at time of provisioning
+	estimatedVRAM  uint64
+	estimatedTotal uint64
+
+	sessionDuration time.Duration
+	expireTimer     *time.Timer
+	expiresAt       time.Time
+
+	model       *Model
+	modelPath   string
+	numParallel int
+	*api.Options
+}
+
+// The refMu must already be held when calling unload
+func (runner *runnerRef) unload() {
+	if runner.expireTimer != nil {
+		runner.expireTimer.Stop()
+		runner.expireTimer = nil
+	}
+	if runner.llama != nil {
+		runner.llama.Close()
+	}
+	runner.model = nil
+	runner.llama = nil
+	runner.Options = nil
+	runner.gpus = nil
+}
+
+func (runner *runnerRef) needsReload(ctx context.Context, req *LlmRequest) bool {
+	slog.Debug("evaluating already loaded", "model", req.model.ModelPath)
+	runner.refMu.Lock()
+	defer runner.refMu.Unlock()
+
+	timeout := 10 * time.Second
+	if runner.loading {
+		timeout = 2 * time.Minute // Initial load can take a long time for big models on slow systems...
+	}
+
+	if runner.Options == nil {
+		return true
+	}
+
+	// Don't reload runner if num_gpu=-1 was provided
+	optsExisting := runner.Options.Runner
+	optsNew := req.opts.Runner
+	if optsNew.NumGPU < 0 {
+		optsExisting.NumGPU = -1
+		optsNew.NumGPU = -1
+	}
+
+	// Normalize the NumCtx for parallelism
+	optsExisting.NumCtx = optsExisting.NumCtx / runner.numParallel
+
+	ctx, cancel := context.WithTimeout(ctx, timeout)
+	defer cancel()
+	if !reflect.DeepEqual(runner.model.AdapterPaths, req.model.AdapterPaths) || // have the adapters changed?
+		!reflect.DeepEqual(runner.model.ProjectorPaths, req.model.ProjectorPaths) || // have the projectors changed?
+		!reflect.DeepEqual(optsExisting, optsNew) || // have the runner options changed?
+		runner.llama.Ping(ctx) != nil {
+		return true
+	}
+
+	return false
+}
+
+// Free memory reporting on GPUs can lag for a while even after the runner
+// exits, so we have to keep checking until we see the available memory recover,
+// otherwise subsequent model loads will get far less layers loaded or worse
+// case, may completely fall back to CPU mode.
+// This routine must be called before the runner unloads so it can establish
+// a before and after GPU memory allocation.  The returned channel
+// will be notified when we're done waiting, or have timed out and should
+// proceed anyway
+func (runner *runnerRef) waitForVRAMRecovery() chan any {
+	finished := make(chan any, 1)
+
+	// CPU or Metal don't need checking, so no waiting required
+	// windows can page VRAM, only cuda currently can report accurate used vram usage
+	if len(runner.gpus) == 0 ||
+		(len(runner.gpus) == 1 && (runner.gpus[0].Library == "cpu" || runner.gpus[0].Library == "metal")) ||
+		(runtime.GOOS == "windows" && runner.gpus[0].Library != "cuda") {
+		finished <- struct{}{}
+		slog.Debug("no need to wait for VRAM recovery", "runner", runner)
+		return finished
+	}
+	start := time.Now()
+
+	// Establish a baseline before we unload
+	gpusBefore := discover.GetGPUInfo()
+	var totalMemoryBefore, freeMemoryBefore uint64
+	for _, gpu := range gpusBefore {
+		totalMemoryBefore += gpu.TotalMemory
+		freeMemoryBefore += gpu.FreeMemory
+	}
+	go func() {
+		expiresAt := start.Add(5 * time.Second) // typical convergence is 0.5-1.5s
+		ticker := time.NewTicker(250 * time.Millisecond)
+		defer ticker.Stop()
+		for {
+			<-ticker.C
+			if time.Now().After(expiresAt) {
+				slog.Warn("gpu VRAM usage didn't recover within timeout", "seconds", time.Since(start).Seconds(), "runner", runner)
+				finished <- struct{}{}
+			}
+
+			// Query GPUs, look for free to go back up
+			gpusNow := discover.GetGPUInfo()
+			var totalMemoryNow, freeMemoryNow uint64
+			for _, gpu := range gpusNow {
+				totalMemoryNow += gpu.TotalMemory
+				freeMemoryNow += gpu.FreeMemory
+			}
+			// If we're within ~80% of the estimated memory usage recovered, bail out
+			if float32(freeMemoryNow-freeMemoryBefore) > float32(runner.estimatedVRAM)*0.8 {
+				slog.Debug(fmt.Sprintf("gpu VRAM free memory converged after %0.2f seconds", time.Since(start).Seconds()), "runner", runner)
+				finished <- struct{}{}
+				return
+			}
+		}
+	}()
+	return finished
+}
+
+func (runner *runnerRef) LogValue() slog.Value {
+	if runner == nil {
+		return slog.StringValue("nil")
+	}
+	attrs := []slog.Attr{}
+	if runner.model != nil {
+		attrs = append(attrs, slog.String("name", runner.model.Name))
+	}
+	if len(runner.gpus) > 0 {
+		attrs = append(attrs,
+			slog.String("inference", runner.gpus[0].Library),
+			slog.Int("devices", len(runner.gpus)),
+		)
+	}
+	attrs = append(attrs,
+		slog.String("size", format.HumanBytes2(runner.estimatedTotal)),
+		slog.String("vram", format.HumanBytes2(runner.estimatedVRAM)),
+		slog.Int("parallel", runner.numParallel),
+		slog.Int("pid", runner.pid),
+		slog.String("model", runner.modelPath),
+	)
+	if runner.Options != nil {
+		attrs = append(attrs, slog.Int("num_ctx", runner.Options.NumCtx))
+	}
+	return slog.GroupValue(attrs...)
+}
+
+type ByDurationAndName []*runnerRef
+
+func (a ByDurationAndName) Len() int      { return len(a) }
+func (a ByDurationAndName) Swap(i, j int) { a[i], a[j] = a[j], a[i] }
+func (a ByDurationAndName) Less(i, j int) bool {
+	// Primary sort by session duration (uint64 to handle negatives)
+	d1 := uint64(a[i].sessionDuration)
+	d2 := uint64(a[j].sessionDuration)
+	if d1 != d2 {
+		return d1 < d2
+	}
+	// Secondary sort by model path lex order
+	return a[i].modelPath < a[j].modelPath
+}
+
+// TODO - future consideration to pick runners based on size
+// type BySize []*runnerRef
+// func (a BySize) Len() int           { return len(a) }
+// func (a BySize) Swap(i, j int)      { a[i], a[j] = a[j], a[i] }
+// func (a BySize) Less(i, j int) bool { return a[i].estimatedVRAM < a[j].estimatedVRAM }
+
+// pickBestFullFitByLibrary will try to find the optimal placement of the model in the available GPUs where the model fully fits
+// The list of GPUs returned will always be the same brand (library)
+// If the model can not be fit fully within the available GPU(s) nil is returned
+// If numParallel is <= 0, this will attempt try to optimize parallelism based on available VRAM, and adjust
+// opts.NumCtx accordingly
+func pickBestFullFitByLibrary(req *LlmRequest, f *ggml.GGML, gpus discover.GpuInfoList, numParallel *int) discover.GpuInfoList {
+	var estimatedVRAM uint64
+
+	var numParallelToTry []int
+	if *numParallel <= 0 {
+		// If no specific parallel setting was provided, try larger then smaller, always end with 1
+		numParallelToTry = append(numParallelToTry, defaultParallel, 1)
+	} else {
+		numParallelToTry = []int{*numParallel}
+	}
+
+	for _, gl := range gpus.ByLibrary() {
+		var ok bool
+		sgl := append(make(discover.GpuInfoList, 0, len(gl)), gl...)
+
+		// TODO - potentially sort by performance capability, existing models loaded, etc.
+		// TODO - Eliminate any GPUs that already have envconfig.MaxRunners loaded on them
+		// Note: at present, this will favor more VRAM over faster GPU speed in mixed setups
+		sort.Sort(sort.Reverse(discover.ByFreeMemory(sgl)))
+
+		// First attempt to fit the model into a single GPU
+		for _, p := range numParallelToTry {
+			req.opts.NumCtx = req.origNumCtx * p
+			if !envconfig.SchedSpread() {
+				for _, g := range sgl {
+					if ok, estimatedVRAM = llm.PredictServerFit([]discover.GpuInfo{g}, f, req.model.AdapterPaths, req.model.ProjectorPaths, req.opts, p); ok {
+						slog.Info("new model will fit in available VRAM in single GPU, loading", "model", req.model.ModelPath, "gpu", g.ID, "parallel", p, "available", g.FreeMemory, "required", format.HumanBytes2(estimatedVRAM))
+						*numParallel = p
+						return []discover.GpuInfo{g}
+					}
+				}
+			}
+		}
+
+		// TODO future refinements
+		// - if multiple Libraries, see if any single GPU in any Library will fit
+		// - try subsets of GPUs instead of just falling back to 1 or all in a family
+
+		// Now try all the GPUs
+		for _, p := range numParallelToTry {
+			req.opts.NumCtx = req.origNumCtx * p
+			if ok, estimatedVRAM = llm.PredictServerFit(sgl, f, req.model.AdapterPaths, req.model.ProjectorPaths, req.opts, p); ok {
+				slog.Info("new model will fit in available VRAM, loading", "model", req.model.ModelPath, "library", sgl[0].Library, "parallel", p, "required", format.HumanBytes2(estimatedVRAM))
+				*numParallel = p
+				return sgl
+			}
+		}
+	}
+	return nil
+}
+
+// If multiple Libraries are detected, pick the Library which loads the most layers for the model
+func pickBestPartialFitByLibrary(req *LlmRequest, f *ggml.GGML, gpus discover.GpuInfoList, numParallel *int) discover.GpuInfoList {
+	if *numParallel <= 0 {
+		*numParallel = 1
+		req.opts.NumCtx = req.origNumCtx
+	}
+	byLibrary := gpus.ByLibrary()
+	if len(byLibrary) <= 1 {
+		return gpus
+	}
+	var bestEstimate uint64
+	var bestFit int
+	for i, gl := range byLibrary {
+		_, estimatedVRAM := llm.PredictServerFit(gl, f, req.model.AdapterPaths, req.model.ProjectorPaths, req.opts, *numParallel)
+		if estimatedVRAM > bestEstimate {
+			bestEstimate = estimatedVRAM
+			bestFit = i
+		}
+	}
+	return byLibrary[bestFit]
+}
+
+// findRunnerToUnload finds a runner to unload to make room for a new model
+func (s *Scheduler) findRunnerToUnload() *runnerRef {
+	s.loadedMu.Lock()
+	runnerList := make([]*runnerRef, 0, len(s.loaded))
+	for _, r := range s.loaded {
+		runnerList = append(runnerList, r)
+	}
+	s.loadedMu.Unlock()
+	if len(runnerList) == 0 {
+		slog.Debug("no loaded runner to unload")
+		return nil
+	}
+
+	// In the future we can enhance the algorithm to be smarter about picking the optimal runner to unload
+	// e.g., if we have multiple options, will one make room for the request?
+	sort.Sort(ByDurationAndName(runnerList))
+
+	// First try to find a runner that's already idle
+	for _, runner := range runnerList {
+		runner.refMu.Lock()
+		rc := runner.refCount
+		runner.refMu.Unlock()
+		if rc == 0 {
+			slog.Debug("found an idle runner to unload", "runner", runner)
+			return runner
+		}
+	}
+	// None appear idle, just wait for the one with the shortest duration
+	slog.Debug("no idle runners, picking the shortest duration", "runner_count", len(runnerList), "runner", runnerList[0])
+	return runnerList[0]
+}
+
+func (s *Scheduler) unloadAllRunners() {
+	s.loadedMu.Lock()
+	defer s.loadedMu.Unlock()
+	for model, runner := range s.loaded {
+		if runner.llama != nil {
+			slog.Debug("shutting down runner", "model", model)
+			runner.llama.Close()
+		}
+	}
+}
+
+func (s *Scheduler) expireRunner(model *Model) {
+	s.loadedMu.Lock()
+	runner, ok := s.loaded[model.ModelPath]
+	s.loadedMu.Unlock()
+	if ok {
+		runner.refMu.Lock()
+		runner.expiresAt = time.Now()
+		if runner.expireTimer != nil {
+			runner.expireTimer.Stop()
+			runner.expireTimer = nil
+		}
+		runner.sessionDuration = 0
+		if runner.refCount <= 0 {
+			s.expiredCh <- runner
+		}
+		runner.refMu.Unlock()
+	}
+}
+
+// If other runners are loaded, make sure the pending request will fit in system memory
+// If not, pick a runner to unload, else return nil and the request can be loaded
+func (s *Scheduler) maybeFindCPURunnerToUnload(req *LlmRequest, f *ggml.GGML, gpus discover.GpuInfoList) *runnerRef {
+	slog.Debug("evaluating if CPU model load will fit in available system memory")
+	estimate := llm.EstimateGPULayers(gpus, f, req.model.ProjectorPaths, req.opts, req.opts.NumCtx/req.origNumCtx)
+	if estimate.TotalSize <= gpus[0].FreeMemory {
+		slog.Debug("cpu inference mode, model fits in available system memory", "model", format.HumanBytes2(estimate.TotalSize), "available", format.HumanBytes2(gpus[0].FreeMemory))
+		return nil
+	}
+
+	// TODO - optimization: try to find CPU only runners first, or partial offloads with enough in system memory to make room
+
+	return s.findRunnerToUnload()
+}
diff --git a/server/sched_test.go b/server/sched_test.go
new file mode 100644
index 0000000..01fb9a7
--- /dev/null
+++ b/server/sched_test.go
@@ -0,0 +1,795 @@
+package server
+
+import (
+	"bytes"
+	"context"
+	"errors"
+	"log/slog"
+	"os"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/require"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/app/lifecycle"
+	"github.com/ollama/ollama/discover"
+	"github.com/ollama/ollama/format"
+	"github.com/ollama/ollama/fs/ggml"
+	"github.com/ollama/ollama/llm"
+)
+
+func TestMain(m *testing.M) {
+	os.Setenv("OLLAMA_DEBUG", "1")
+	lifecycle.InitLogging()
+	os.Exit(m.Run())
+}
+
+func TestInitScheduler(t *testing.T) {
+	ctx, done := context.WithCancel(t.Context())
+	defer done()
+	s := InitScheduler(ctx)
+	s.loadedMu.Lock()
+	require.NotNil(t, s.loaded)
+	s.loadedMu.Unlock()
+}
+
+func TestLoad(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 20*time.Millisecond)
+	defer done()
+	s := InitScheduler(ctx)
+	var f *ggml.GGML // value not used in tests
+	req := &LlmRequest{
+		ctx:             ctx,
+		model:           &Model{ModelPath: "foo"},
+		opts:            api.DefaultOptions(),
+		successCh:       make(chan *runnerRef, 1),
+		errCh:           make(chan error, 1),
+		sessionDuration: &api.Duration{Duration: 2 * time.Second},
+	}
+	// Fail to load model first
+	s.newServerFn = func(gpus discover.GpuInfoList, model string, f *ggml.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
+		return nil, errors.New("something failed to load model blah")
+	}
+	gpus := discover.GpuInfoList{}
+	s.load(req, f, gpus, 0)
+	require.Empty(t, req.successCh)
+	require.Len(t, req.errCh, 1)
+	s.loadedMu.Lock()
+	require.Empty(t, s.loaded)
+	s.loadedMu.Unlock()
+	err := <-req.errCh
+	require.Contains(t, err.Error(), "this model may be incompatible")
+
+	server := &mockLlm{estimatedVRAM: 10, estimatedVRAMByGPU: map[string]uint64{}}
+	s.newServerFn = func(gpus discover.GpuInfoList, model string, f *ggml.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
+		return server, nil
+	}
+	s.load(req, f, gpus, 0)
+	select {
+	case err := <-req.errCh:
+		require.NoError(t, err)
+	case resp := <-req.successCh:
+		require.Equal(t, uint64(10), resp.estimatedVRAM)
+		require.Equal(t, uint(1), resp.refCount)
+		s.loadedMu.Lock()
+		require.Len(t, s.loaded, 1)
+		s.loadedMu.Unlock()
+	}
+
+	req.model.ModelPath = "dummy_model_path"
+	server.waitResp = errors.New("wait failure")
+	s.load(req, f, gpus, 0)
+	select {
+	case err := <-req.errCh:
+		require.Contains(t, err.Error(), "wait failure")
+	case resp := <-req.successCh:
+		t.Fatalf("unexpected success %v", resp)
+	}
+	s.loadedMu.Lock()
+	runner := s.loaded["dummy_model_path"]
+	s.loadedMu.Unlock()
+	require.NotNil(t, runner)
+	require.Equal(t, uint(0), runner.refCount)
+	time.Sleep(1 * time.Millisecond)
+	require.Len(t, s.expiredCh, 1)
+}
+
+type reqBundle struct {
+	ctx     context.Context //nolint:containedctx
+	ctxDone func()
+	srv     *mockLlm
+	req     *LlmRequest
+	f       *ggml.GGML
+}
+
+func (scenario *reqBundle) newServer(gpus discover.GpuInfoList, model string, f *ggml.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
+	return scenario.srv, nil
+}
+
+func newScenarioRequest(t *testing.T, ctx context.Context, modelName string, estimatedVRAM uint64, duration *api.Duration) *reqBundle {
+	b := &reqBundle{}
+	b.ctx, b.ctxDone = context.WithCancel(ctx)
+	t.Helper()
+
+	f, err := os.CreateTemp(t.TempDir(), modelName)
+	require.NoError(t, err)
+	defer f.Close()
+
+	require.NoError(t, ggml.WriteGGUF(f, ggml.KV{
+		"general.architecture":          "llama",
+		"llama.context_length":          uint32(32),
+		"llama.embedding_length":        uint32(4096),
+		"llama.block_count":             uint32(1),
+		"llama.attention.head_count":    uint32(32),
+		"llama.attention.head_count_kv": uint32(32),
+		"tokenizer.ggml.tokens":         []string{" "},
+		"tokenizer.ggml.scores":         []float32{0},
+		"tokenizer.ggml.token_type":     []int32{0},
+	}, []*ggml.Tensor{
+		{Name: "blk.0.attn.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
+		{Name: "output.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
+	}))
+	require.NoError(t, err)
+
+	fname := f.Name()
+	model := &Model{Name: modelName, ModelPath: fname}
+	b.f, err = llm.LoadModel(model.ModelPath, 0)
+	require.NoError(t, err)
+
+	if duration == nil {
+		duration = &api.Duration{Duration: 5 * time.Millisecond}
+	}
+	b.req = &LlmRequest{
+		ctx:             b.ctx,
+		model:           model,
+		opts:            api.DefaultOptions(),
+		sessionDuration: duration,
+		successCh:       make(chan *runnerRef, 1),
+		errCh:           make(chan error, 1),
+	}
+	b.srv = &mockLlm{estimatedVRAM: estimatedVRAM, estimatedVRAMByGPU: map[string]uint64{"": estimatedVRAM}}
+	return b
+}
+
+func getGpuFn() discover.GpuInfoList {
+	g := discover.GpuInfo{Library: "metal"}
+	g.TotalMemory = 24 * format.GigaByte
+	g.FreeMemory = 12 * format.GigaByte
+	return []discover.GpuInfo{g}
+}
+
+func getCpuFn() discover.GpuInfoList {
+	g := discover.GpuInfo{Library: "cpu"}
+	g.TotalMemory = 32 * format.GigaByte
+	g.FreeMemory = 26 * format.GigaByte
+	return []discover.GpuInfo{g}
+}
+
+func TestRequestsSameModelSameRequest(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 500*time.Millisecond)
+	defer done()
+	s := InitScheduler(ctx)
+	s.getGpuFn = getGpuFn
+	s.getCpuFn = getCpuFn
+	a := newScenarioRequest(t, ctx, "ollama-model-1", 10, &api.Duration{Duration: 5 * time.Millisecond})
+	b := newScenarioRequest(t, ctx, "ollama-model-1", 11, &api.Duration{Duration: 0})
+	b.req.model = a.req.model
+	b.f = a.f
+
+	s.newServerFn = a.newServer
+	slog.Info("a")
+	s.pendingReqCh <- a.req
+	require.Len(t, s.pendingReqCh, 1)
+	s.Run(ctx)
+	select {
+	case resp := <-a.req.successCh:
+		require.Equal(t, resp.llama, a.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, a.req.errCh)
+	case err := <-a.req.errCh:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+
+	// Same runner as first request due to not needing a reload
+	s.newServerFn = b.newServer
+	slog.Info("b")
+	s.pendingReqCh <- b.req
+	select {
+	case resp := <-b.req.successCh:
+		require.Equal(t, resp.llama, a.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, b.req.errCh)
+	case err := <-b.req.errCh:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+}
+
+func TestRequestsSimpleReloadSameModel(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 500*time.Millisecond)
+	defer done()
+	s := InitScheduler(ctx)
+	s.getGpuFn = getGpuFn
+	s.getCpuFn = getCpuFn
+	a := newScenarioRequest(t, ctx, "ollama-model-1", 10, &api.Duration{Duration: 5 * time.Millisecond})
+	b := newScenarioRequest(t, ctx, "ollama-model-1", 20, &api.Duration{Duration: 5 * time.Millisecond})
+	tmpModel := *a.req.model
+	b.req.model = &tmpModel
+	b.f = a.f
+
+	s.newServerFn = a.newServer
+	slog.Info("a")
+	s.pendingReqCh <- a.req
+	require.Len(t, s.pendingReqCh, 1)
+	s.Run(ctx)
+	select {
+	case resp := <-a.req.successCh:
+		require.Equal(t, resp.llama, a.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, a.req.errCh)
+	case err := <-a.req.errCh:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+
+	// Trigger a reload
+	s.newServerFn = b.newServer
+	b.req.model.AdapterPaths = []string{"new"}
+	slog.Info("b")
+	s.pendingReqCh <- b.req
+	// finish first two requests, so model can reload
+	time.Sleep(1 * time.Millisecond)
+	a.ctxDone()
+	select {
+	case resp := <-b.req.successCh:
+		require.Equal(t, resp.llama, b.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, b.req.errCh)
+	case err := <-b.req.errCh:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+}
+
+func TestRequestsMultipleLoadedModels(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 500*time.Millisecond)
+	defer done()
+	s := InitScheduler(ctx)
+	s.getGpuFn = getGpuFn
+	s.getCpuFn = getCpuFn
+
+	// Multiple loaded models
+	a := newScenarioRequest(t, ctx, "ollama-model-3a", 1*format.GigaByte, nil)
+	b := newScenarioRequest(t, ctx, "ollama-model-3b", 24*format.GigaByte, nil)
+	c := newScenarioRequest(t, ctx, "ollama-model-4a", 30, nil)
+	c.req.opts.NumGPU = 0                                       // CPU load, will be allowed
+	d := newScenarioRequest(t, ctx, "ollama-model-3c", 30, nil) // Needs prior unloaded
+
+	t.Setenv("OLLAMA_MAX_LOADED_MODELS", "1")
+	s.newServerFn = a.newServer
+	slog.Info("a")
+	s.pendingReqCh <- a.req
+	s.Run(ctx)
+	select {
+	case resp := <-a.req.successCh:
+		require.Equal(t, resp.llama, a.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, a.req.errCh)
+	case err := <-a.req.errCh:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+	s.loadedMu.Lock()
+	require.Len(t, s.loaded, 1)
+	s.loadedMu.Unlock()
+
+	t.Setenv("OLLAMA_MAX_LOADED_MODELS", "0")
+	s.newServerFn = b.newServer
+	slog.Info("b")
+	s.pendingReqCh <- b.req
+	select {
+	case resp := <-b.req.successCh:
+		require.Equal(t, resp.llama, b.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, b.req.errCh)
+	case err := <-b.req.errCh:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+	s.loadedMu.Lock()
+	require.Len(t, s.loaded, 2)
+	s.loadedMu.Unlock()
+
+	// This is a CPU load with NumGPU = 0 so it should load
+	s.newServerFn = c.newServer
+	slog.Info("c")
+	s.pendingReqCh <- c.req
+	select {
+	case resp := <-c.req.successCh:
+		require.Equal(t, resp.llama, c.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, c.req.errCh)
+	case err := <-c.req.errCh:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+	s.loadedMu.Lock()
+	require.Len(t, s.loaded, 3)
+	s.loadedMu.Unlock()
+
+	// Try to load a model that won't fit
+	s.newServerFn = d.newServer
+	slog.Info("d")
+	s.loadedMu.Lock()
+	require.Len(t, s.loaded, 3)
+	s.loadedMu.Unlock()
+	a.ctxDone() // Won't help since this one isn't big enough to make room
+	time.Sleep(2 * time.Millisecond)
+	s.pendingReqCh <- d.req
+	// finish prior request, so new model can load
+	time.Sleep(6 * time.Millisecond)
+	s.loadedMu.Lock()
+	require.Len(t, s.loaded, 2)
+	s.loadedMu.Unlock()
+	b.ctxDone()
+	select {
+	case resp := <-d.req.successCh:
+		require.Equal(t, resp.llama, d.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, d.req.errCh)
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+	s.loadedMu.Lock()
+	require.Len(t, s.loaded, 2)
+	s.loadedMu.Unlock()
+}
+
+func TestGetRunner(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 3*time.Second)
+	defer done()
+
+	a := newScenarioRequest(t, ctx, "ollama-model-1a", 10, &api.Duration{Duration: 2 * time.Millisecond})
+	b := newScenarioRequest(t, ctx, "ollama-model-1b", 10, &api.Duration{Duration: 2 * time.Millisecond})
+	c := newScenarioRequest(t, ctx, "ollama-model-1c", 10, &api.Duration{Duration: 2 * time.Millisecond})
+	t.Setenv("OLLAMA_MAX_QUEUE", "1")
+	s := InitScheduler(ctx)
+	s.getGpuFn = getGpuFn
+	s.getCpuFn = getCpuFn
+	s.newServerFn = a.newServer
+	slog.Info("a")
+	successCh1a, errCh1a := s.GetRunner(a.ctx, a.req.model, a.req.opts, a.req.sessionDuration)
+	require.Len(t, s.pendingReqCh, 1)
+	slog.Info("b")
+	successCh1b, errCh1b := s.GetRunner(b.ctx, b.req.model, b.req.opts, b.req.sessionDuration)
+	require.Len(t, s.pendingReqCh, 1)
+	require.Empty(t, successCh1b)
+	require.Len(t, errCh1b, 1)
+	err := <-errCh1b
+	require.Contains(t, err.Error(), "server busy")
+	s.Run(ctx)
+	select {
+	case resp := <-successCh1a:
+		require.Equal(t, resp.llama, a.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, errCh1a)
+	case err := <-errCh1a:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+	a.ctxDone() // Set "a" model to idle so it can unload
+	s.loadedMu.Lock()
+	require.Len(t, s.loaded, 1)
+	s.loadedMu.Unlock()
+
+	c.req.model.ModelPath = "bad path"
+	slog.Info("c")
+	successCh1c, errCh1c := s.GetRunner(c.ctx, c.req.model, c.req.opts, c.req.sessionDuration)
+	// Starts in pending channel, then should be quickly processed to return an error
+	time.Sleep(50 * time.Millisecond) // Long enough for the "a" model to expire and unload
+	require.Empty(t, successCh1c)
+	s.loadedMu.Lock()
+	require.Empty(t, s.loaded)
+	s.loadedMu.Unlock()
+	require.Len(t, errCh1c, 1)
+	err = <-errCh1c
+	require.Contains(t, err.Error(), "bad path")
+	b.ctxDone()
+}
+
+func TestExpireRunner(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 20*time.Millisecond)
+	defer done()
+	s := InitScheduler(ctx)
+	req := &LlmRequest{
+		ctx:             ctx,
+		model:           &Model{ModelPath: "foo"},
+		opts:            api.DefaultOptions(),
+		successCh:       make(chan *runnerRef, 1),
+		errCh:           make(chan error, 1),
+		sessionDuration: &api.Duration{Duration: 2 * time.Minute},
+	}
+
+	var f *ggml.GGML
+	gpus := discover.GpuInfoList{}
+	server := &mockLlm{estimatedVRAM: 10, estimatedVRAMByGPU: map[string]uint64{}}
+	s.newServerFn = func(gpus discover.GpuInfoList, model string, f *ggml.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
+		return server, nil
+	}
+	s.load(req, f, gpus, 0)
+
+	select {
+	case err := <-req.errCh:
+		if err != nil {
+			t.Fatalf("expected no errors when loading, got '%s'", err.Error())
+		}
+	case resp := <-req.successCh:
+		s.loadedMu.Lock()
+		if resp.refCount != uint(1) || len(s.loaded) != 1 {
+			t.Fatalf("expected a model to be loaded")
+		}
+		s.loadedMu.Unlock()
+	}
+
+	s.expireRunner(&Model{ModelPath: "foo"})
+
+	s.finishedReqCh <- req
+	s.processCompleted(ctx)
+
+	s.loadedMu.Lock()
+	if len(s.loaded) != 0 {
+		t.Fatalf("expected model to be unloaded")
+	}
+	s.loadedMu.Unlock()
+}
+
+// TODO - add one scenario that triggers the bogus finished event with positive ref count
+func TestPrematureExpired(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 500*time.Millisecond)
+	defer done()
+
+	// Same model, same request
+	scenario1a := newScenarioRequest(t, ctx, "ollama-model-1a", 10, nil)
+	s := InitScheduler(ctx)
+	s.getGpuFn = func() discover.GpuInfoList {
+		g := discover.GpuInfo{Library: "metal"}
+		g.TotalMemory = 24 * format.GigaByte
+		g.FreeMemory = 12 * format.GigaByte
+		return []discover.GpuInfo{g}
+	}
+	s.newServerFn = scenario1a.newServer
+	successCh1a, errCh1a := s.GetRunner(scenario1a.ctx, scenario1a.req.model, scenario1a.req.opts, scenario1a.req.sessionDuration)
+	require.Len(t, s.pendingReqCh, 1)
+	s.Run(ctx)
+	select {
+	case resp := <-successCh1a:
+		require.Equal(t, resp.llama, scenario1a.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, errCh1a)
+		s.loadedMu.Lock()
+		require.Len(t, s.loaded, 1)
+		s.loadedMu.Unlock()
+		slog.Info("sending premature expired event now")
+		s.expiredCh <- resp // Shouldn't happen in real life, but make sure its safe
+	case err := <-errCh1a:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+	time.Sleep(scenario1a.req.sessionDuration.Duration)
+	scenario1a.ctxDone()
+	time.Sleep(20 * time.Millisecond)
+	require.LessOrEqual(t, len(s.finishedReqCh), 1)
+	time.Sleep(10 * time.Millisecond)
+	require.Empty(t, s.finishedReqCh)
+	s.loadedMu.Lock()
+	require.Empty(t, s.loaded)
+	s.loadedMu.Unlock()
+
+	// also shouldn't happen in real life
+	s.finishedReqCh <- scenario1a.req
+	time.Sleep(5 * time.Millisecond)
+}
+
+func TestUseLoadedRunner(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 100*time.Millisecond)
+	req := &LlmRequest{
+		ctx:             ctx,
+		opts:            api.DefaultOptions(),
+		successCh:       make(chan *runnerRef, 1),
+		sessionDuration: &api.Duration{Duration: 2},
+	}
+	finished := make(chan *LlmRequest)
+	llm1 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
+	r1 := &runnerRef{llama: llm1, sessionDuration: 1, numParallel: 1}
+	req.useLoadedRunner(r1, finished)
+	require.Equal(t, uint(1), r1.refCount)
+	require.Equal(t, time.Duration(2), r1.sessionDuration)
+	select {
+	case success := <-req.successCh:
+		require.Equal(t, r1, success)
+	case err := <-req.errCh:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+	done()
+	fin := <-finished
+	require.Equal(t, req, fin)
+}
+
+func TestUpdateFreeSpace(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 100*time.Millisecond)
+	defer done()
+	gpus := discover.GpuInfoList{
+		{
+			Library: "a",
+			ID:      "1",
+		},
+		{
+			Library: "a",
+			ID:      "2",
+		},
+	}
+	gpus[0].TotalMemory = 1000
+	gpus[0].FreeMemory = 900
+	gpus[1].TotalMemory = 2000
+	gpus[1].FreeMemory = 1900
+	llm1 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{"1": 50, "2": 50}}
+	llm2 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{"1": 125, "2": 75}}
+	r1 := &runnerRef{llama: llm1, gpus: gpus, numParallel: 1}
+	r2 := &runnerRef{llama: llm2, gpus: gpus, numParallel: 1}
+
+	s := InitScheduler(ctx)
+	s.loadedMu.Lock()
+	s.loaded["a"] = r1
+	s.loaded["b"] = r2
+	s.loadedMu.Unlock()
+
+	s.updateFreeSpace(gpus)
+	require.Equal(t, uint64(1000-50-125), gpus[0].FreeMemory)
+	require.Equal(t, uint64(2000-50-75), gpus[1].FreeMemory)
+}
+
+func TestFilterGPUsWithoutLoadingModels(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 100*time.Millisecond)
+	defer done()
+	gpus := discover.GpuInfoList{
+		{
+			Library: "cuda",
+			ID:      "0",
+		},
+		{
+			Library: "cuda",
+			ID:      "1",
+		},
+	}
+	r1 := &runnerRef{gpus: discover.GpuInfoList{gpus[0]}, loading: true}
+
+	s := InitScheduler(ctx)
+	s.loadedMu.Lock()
+	s.loaded["a"] = r1
+	s.loadedMu.Unlock()
+
+	tmp := s.filterGPUsWithoutLoadingModels(gpus)
+	require.Len(t, tmp, 1)
+	require.Equal(t, "1", tmp[0].ID)
+
+	r1.gpus = discover.GpuInfoList{gpus[1]}
+	tmp = s.filterGPUsWithoutLoadingModels(gpus)
+	require.Len(t, tmp, 1)
+	require.Equal(t, "0", tmp[0].ID)
+
+	r1.gpus = discover.GpuInfoList{}
+	tmp = s.filterGPUsWithoutLoadingModels(gpus)
+	require.Len(t, tmp, 2)
+}
+
+func TestFindRunnerToUnload(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 100*time.Millisecond)
+	defer done()
+
+	r1 := &runnerRef{refCount: 1, sessionDuration: 1, numParallel: 1}
+	r2 := &runnerRef{sessionDuration: 2, numParallel: 1}
+
+	s := InitScheduler(ctx)
+	s.loadedMu.Lock()
+	s.loaded["a"] = r1
+	s.loaded["b"] = r2
+	s.loadedMu.Unlock()
+
+	resp := s.findRunnerToUnload()
+	require.Equal(t, r2, resp)
+	r2.refCount = 1
+	resp = s.findRunnerToUnload()
+	require.Equal(t, r1, resp)
+}
+
+func TestNeedsReload(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 100*time.Millisecond)
+	defer done()
+
+	llm := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
+	do := api.DefaultOptions()
+	runner := &runnerRef{
+		model: &Model{
+			AdapterPaths:   []string{"adapter1"},
+			ProjectorPaths: []string{"projector1"},
+		},
+		Options:     &do,
+		llama:       llm,
+		numParallel: 1,
+	}
+	req := &LlmRequest{
+		model: &Model{
+			AdapterPaths:   []string{"adapter2"},
+			ProjectorPaths: []string{"projector2"},
+		},
+		opts: api.DefaultOptions(),
+	}
+	resp := runner.needsReload(ctx, req)
+	require.True(t, resp)
+	req.model.AdapterPaths = runner.model.AdapterPaths
+	resp = runner.needsReload(ctx, req)
+	require.True(t, resp)
+	req.model.ProjectorPaths = runner.model.ProjectorPaths
+	runner.loading = true
+	req.opts.NumBatch = 1234
+	resp = runner.needsReload(ctx, req)
+	require.True(t, resp)
+	req.opts.NumBatch = runner.Options.NumBatch
+	llm.pingResp = errors.New("foo")
+	resp = runner.needsReload(ctx, req)
+	require.True(t, resp)
+	llm.pingResp = nil
+	resp = runner.needsReload(ctx, req)
+	require.False(t, resp)
+	req.opts.NumGPU = 99
+	resp = runner.needsReload(ctx, req)
+	require.True(t, resp)
+	req.opts.NumGPU = -1
+	resp = runner.needsReload(ctx, req)
+	require.False(t, resp)
+}
+
+func TestUnloadAllRunners(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 100*time.Millisecond)
+	defer done()
+
+	llm1 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
+	llm2 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
+	s := InitScheduler(ctx)
+	s.unloadAllRunners()
+
+	r1 := &runnerRef{llama: llm1, numParallel: 1}
+	r2 := &runnerRef{llama: llm2, numParallel: 1}
+
+	s.loadedMu.Lock()
+	s.loaded["a"] = r1
+	s.loaded["b"] = r2
+	s.loadedMu.Unlock()
+	s.unloadAllRunners()
+
+	require.True(t, llm1.closeCalled)
+	require.True(t, llm2.closeCalled)
+}
+
+func TestUnload(t *testing.T) {
+	llm1 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
+	r1 := &runnerRef{llama: llm1, numParallel: 1}
+	r2 := &runnerRef{model: &Model{AdapterPaths: []string{"A"}}, numParallel: 1}
+	r1.unload()
+	require.True(t, llm1.closeCalled)
+	r2.unload()
+	require.Nil(t, r2.model)
+}
+
+func TestAlreadyCanceled(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 500*time.Millisecond)
+	defer done()
+	dctx, done2 := context.WithCancel(ctx)
+	done2()
+	scenario1a := newScenarioRequest(t, dctx, "ollama-model-1", 10, &api.Duration{Duration: 0})
+	s := InitScheduler(ctx)
+	slog.Info("scenario1a")
+	s.pendingReqCh <- scenario1a.req
+	require.Len(t, s.pendingReqCh, 1)
+	s.Run(ctx)
+	time.Sleep(5 * time.Millisecond)
+	require.Empty(t, s.pendingReqCh)
+	require.Empty(t, scenario1a.req.errCh)
+	require.Empty(t, scenario1a.req.successCh)
+}
+
+func TestHomogeneousGPUs(t *testing.T) {
+	ctx, done := context.WithTimeout(t.Context(), 100*time.Millisecond)
+	defer done()
+	s := InitScheduler(ctx)
+
+	s.getGpuFn = func() discover.GpuInfoList {
+		// Set memory values to require the model to be spread
+		gpus := []discover.GpuInfo{
+			{Library: "cuda"},
+			{Library: "rocm"},
+		}
+		gpus[0].TotalMemory = 1 * format.GibiByte
+		gpus[0].FreeMemory = 256 * format.MebiByte
+		gpus[1].TotalMemory = 1 * format.GibiByte
+		gpus[1].FreeMemory = 256 * format.MebiByte
+		return gpus
+	}
+	s.getCpuFn = getCpuFn
+	a := newScenarioRequest(t, ctx, "ollama-model-1", 10, &api.Duration{Duration: 5 * time.Millisecond})
+	s.newServerFn = func(gpus discover.GpuInfoList, model string, f *ggml.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
+		require.Len(t, gpus, 1)
+		return a.newServer(gpus, model, f, adapters, projectors, opts, numParallel)
+	}
+	slog.Info("a")
+	s.pendingReqCh <- a.req
+	require.Len(t, s.pendingReqCh, 1)
+	s.Run(ctx)
+	select {
+	case resp := <-a.req.successCh:
+		require.Equal(t, resp.llama, a.srv)
+		require.Empty(t, s.pendingReqCh)
+		require.Empty(t, a.req.errCh)
+	case err := <-a.req.errCh:
+		t.Fatal(err.Error())
+	case <-ctx.Done():
+		t.Fatal("timeout")
+	}
+}
+
+type mockLlm struct {
+	pingResp           error
+	waitResp           error
+	completionResp     error
+	embeddingResp      []float32
+	embeddingRespErr   error
+	tokenizeResp       []int
+	tokenizeRespErr    error
+	detokenizeResp     string
+	detonekizeRespErr  error
+	closeResp          error
+	closeCalled        bool
+	estimatedVRAM      uint64
+	estimatedTotal     uint64
+	estimatedVRAMByGPU map[string]uint64
+}
+
+func (s *mockLlm) Ping(ctx context.Context) error             { return s.pingResp }
+func (s *mockLlm) WaitUntilRunning(ctx context.Context) error { return s.waitResp }
+func (s *mockLlm) Completion(ctx context.Context, req llm.CompletionRequest, fn func(llm.CompletionResponse)) error {
+	return s.completionResp
+}
+
+func (s *mockLlm) Embedding(ctx context.Context, input string) ([]float32, error) {
+	return s.embeddingResp, s.embeddingRespErr
+}
+
+func (s *mockLlm) Tokenize(ctx context.Context, content string) ([]int, error) {
+	return s.tokenizeResp, s.tokenizeRespErr
+}
+
+func (s *mockLlm) Detokenize(ctx context.Context, tokens []int) (string, error) {
+	return s.detokenizeResp, s.detonekizeRespErr
+}
+
+func (s *mockLlm) Close() error {
+	s.closeCalled = true
+	return s.closeResp
+}
+func (s *mockLlm) EstimatedVRAM() uint64                  { return s.estimatedVRAM }
+func (s *mockLlm) EstimatedTotal() uint64                 { return s.estimatedTotal }
+func (s *mockLlm) EstimatedVRAMByGPU(gpuid string) uint64 { return s.estimatedVRAMByGPU[gpuid] }
+func (s *mockLlm) Pid() int                               { return -1 }
diff --git a/server/sparse_common.go b/server/sparse_common.go
new file mode 100644
index 0000000..c88b2da
--- /dev/null
+++ b/server/sparse_common.go
@@ -0,0 +1,8 @@
+//go:build !windows
+
+package server
+
+import "os"
+
+func setSparse(*os.File) {
+}
diff --git a/server/sparse_windows.go b/server/sparse_windows.go
new file mode 100644
index 0000000..f21cbbd
--- /dev/null
+++ b/server/sparse_windows.go
@@ -0,0 +1,17 @@
+package server
+
+import (
+	"os"
+
+	"golang.org/x/sys/windows"
+)
+
+func setSparse(file *os.File) {
+	// exFat (and other FS types) don't support sparse files, so ignore errors
+	windows.DeviceIoControl( //nolint:errcheck
+		windows.Handle(file.Fd()), windows.FSCTL_SET_SPARSE,
+		nil, 0,
+		nil, 0,
+		nil, nil,
+	)
+}
diff --git a/server/testdata/tools/command-r-plus.gotmpl b/server/testdata/tools/command-r-plus.gotmpl
new file mode 100644
index 0000000..f30124e
--- /dev/null
+++ b/server/testdata/tools/command-r-plus.gotmpl
@@ -0,0 +1,67 @@
+{{- if or .Tools .System }}<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>
+{{- if .Tools }}# Safety Preamble
+The instructions in this section override those in the task description and style guide sections. Don't answer questions that are harmful or immoral.
+
+# System Preamble
+## Basic Rules
+You are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user. You will then see a specific instruction instructing you what kind of response to generate. When you answer the user's requests, you cite your sources in your answers, according to those instructions.
+
+{{ if .System }}# User Preamble
+{{ .System }}
+{{- end }}
+
+## Available Tools
+Here is a list of tools that you have available to you:
+{{- range .Tools }}
+
+```python
+def {{ .Function.Name }}(
+{{- range $name, $property := .Function.Parameters.Properties }}{{ $name }}: {{ $property.Type }}, {{ end }}) -> List[Dict]:
+    """{{ .Function.Description }}
+
+{{- if .Function.Parameters.Properties }}
+
+    Args:
+{{- range $name, $property := .Function.Parameters.Properties }}
+        {{ $name }} ({{ $property.Type }}): {{ $property.Description }}
+{{- end }}
+{{- end }}
+    """
+    pass
+```
+{{- end }}
+{{- else if .System }}{{ .System }}
+{{- end }}<|END_OF_TURN_TOKEN|>
+{{- end }}
+{{- range .Messages }}
+{{- if eq .Role "system" }}
+{{- continue }}
+{{- end }}<|START_OF_TURN_TOKEN|>
+{{- if eq .Role "user" }}<|USER_TOKEN|>{{ .Content }}
+{{- else if eq .Role "assistant" }}<|CHATBOT_TOKEN|>
+{{- if .Content }}{{ .Content }}
+{{- else if .ToolCalls }}
+Action: ```json
+[
+{{- range .ToolCalls }}
+    {
+        "tool_name": "{{ .Function.Name }}",
+        "parameters": {{ .Function.Arguments }}
+    }
+{{- end }}
+]```
+{{ continue }}
+{{ end }}
+{{- else if eq .Role "tool" }}<|SYSTEM_TOKEN|><results>
+{{ .Content }}</results>
+{{- end }}<|END_OF_TURN_TOKEN|>
+{{- end }}
+{{- if .Tools }}<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>Write 'Action:' followed by a json-formatted list of actions that you want to perform in order to produce a good response to the user's last input. You can use any of the supplied tools any number of times, but you should aim to execute the minimum number of necessary actions for the input. You should use the `directly-answer` tool if calling the other tools is unnecessary. The list of actions you want to call should be formatted as a list of json objects, for example:
+```json
+[
+    {
+        "tool_name": title of the tool in the specification,
+        "parameters": a dict of parameters to input into the tool as they are defined in the specs, or {} if it takes no parameters
+    }
+]```
+{{- end }}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
\ No newline at end of file
diff --git a/server/testdata/tools/command-r-plus.out b/server/testdata/tools/command-r-plus.out
new file mode 100644
index 0000000..8193d40
--- /dev/null
+++ b/server/testdata/tools/command-r-plus.out
@@ -0,0 +1,39 @@
+<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|># Safety Preamble
+The instructions in this section override those in the task description and style guide sections. Don't answer questions that are harmful or immoral.
+
+# System Preamble
+## Basic Rules
+You are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user. You will then see a specific instruction instructing you what kind of response to generate. When you answer the user's requests, you cite your sources in your answers, according to those instructions.
+
+# User Preamble
+You are a knowledgeable assistant. You can answer questions and perform tasks.
+
+## Available Tools
+Here is a list of tools that you have available to you:
+
+```python
+def get_current_weather(format: string, location: string, ) -> List[Dict]:
+    """Get the current weather
+
+    Args:
+        format (string): The temperature unit to use. Infer this from the user's location.
+        location (string): The city and state, e.g. San Francisco, CA
+    """
+    pass
+```<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>What's the weather like today in Paris?<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
+Action: ```json
+[
+    {
+        "tool_name": "get_current_weather",
+        "parameters": {"format":"celsius","location":"Paris, France"}
+    }
+]```
+<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|><results>
+22</results><|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>The current temperature in Paris, France is 22 degrees Celsius.<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>What's the weather like today in San Francisco and Toronto?<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>Write 'Action:' followed by a json-formatted list of actions that you want to perform in order to produce a good response to the user's last input. You can use any of the supplied tools any number of times, but you should aim to execute the minimum number of necessary actions for the input. You should use the `directly-answer` tool if calling the other tools is unnecessary. The list of actions you want to call should be formatted as a list of json objects, for example:
+```json
+[
+    {
+        "tool_name": title of the tool in the specification,
+        "parameters": a dict of parameters to input into the tool as they are defined in the specs, or {} if it takes no parameters
+    }
+]```<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
\ No newline at end of file
diff --git a/server/testdata/tools/firefunction.gotmpl b/server/testdata/tools/firefunction.gotmpl
new file mode 100644
index 0000000..312be20
--- /dev/null
+++ b/server/testdata/tools/firefunction.gotmpl
@@ -0,0 +1,31 @@
+{{- if or .System .Tools }}<|start_header_id|>system<|end_header_id|>
+{{- if .System }}
+{{ .System }}
+{{- end }}
+In addition to plain text responses, you can chose to call one or more of the provided functions.
+
+Use the following rule to decide when to call a function:
+  * if the response can be generated from your internal knowledge (e.g., as in the case of queries like "What is the capital of Poland?"), do so
+  * if you need external information that can be obtained by calling one or more of the provided functions, generate a function calls
+
+If you decide to call functions:
+  * prefix function calls with functools marker (no closing marker required)
+  * all function calls should be generated in a single JSON list formatted as functools[{"name": [function name], "arguments": [function arguments as JSON]}, ...]
+  * follow the provided JSON schema. Do not hallucinate arguments or values. Do to blindly copy values from the provided samples
+  * respect the argument type formatting. E.g., if the type if number and format is float, write value 7 as 7.0
+  * make sure you pick the right functions that match the user intent
+
+Available functions as JSON spec:
+{{- if .Tools }}
+{{ .Tools }}
+{{- end }}<|eot_id|>
+{{- end }}
+{{- range .Messages }}<|start_header_id|>
+{{- if or (eq .Role "user") (eq .Role "assistant") (eq .Role "tool") }}{{ .Role }}
+{{- end }}<|end_header_id|>
+{{- if .Content }}{{ .Content }}
+{{- else if .ToolCalls }} functools[
+{{- range .ToolCalls }}{{ "{" }}"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}{{ "}" }}
+{{- end }}]
+{{- end }}<|eot_id|>
+{{- end }}<|start_header_id|>assistant<|end_header_id|>
\ No newline at end of file
diff --git a/server/testdata/tools/firefunction.out b/server/testdata/tools/firefunction.out
new file mode 100644
index 0000000..144f5e4
--- /dev/null
+++ b/server/testdata/tools/firefunction.out
@@ -0,0 +1,17 @@
+<|start_header_id|>system<|end_header_id|>
+You are a knowledgeable assistant. You can answer questions and perform tasks.
+In addition to plain text responses, you can chose to call one or more of the provided functions.
+
+Use the following rule to decide when to call a function:
+  * if the response can be generated from your internal knowledge (e.g., as in the case of queries like "What is the capital of Poland?"), do so
+  * if you need external information that can be obtained by calling one or more of the provided functions, generate a function calls
+
+If you decide to call functions:
+  * prefix function calls with functools marker (no closing marker required)
+  * all function calls should be generated in a single JSON list formatted as functools[{"name": [function name], "arguments": [function arguments as JSON]}, ...]
+  * follow the provided JSON schema. Do not hallucinate arguments or values. Do to blindly copy values from the provided samples
+  * respect the argument type formatting. E.g., if the type if number and format is float, write value 7 as 7.0
+  * make sure you pick the right functions that match the user intent
+
+Available functions as JSON spec:
+[{"type":"function","function":{"name":"get_current_weather","description":"Get the current weather","parameters":{"type":"object","required":["location","format"],"properties":{"format":{"type":"string","description":"The temperature unit to use. Infer this from the user's location.","enum":["celsius","fahrenheit"]},"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"}}}}}]<|eot_id|><|start_header_id|><|end_header_id|>You are a knowledgeable assistant. You can answer questions and perform tasks.<|eot_id|><|start_header_id|>user<|end_header_id|>What's the weather like today in Paris?<|eot_id|><|start_header_id|>assistant<|end_header_id|> functools[{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Paris, France"}}]<|eot_id|><|start_header_id|>tool<|end_header_id|>22<|eot_id|><|start_header_id|>assistant<|end_header_id|>The current temperature in Paris, France is 22 degrees Celsius.<|eot_id|><|start_header_id|>user<|end_header_id|>What's the weather like today in San Francisco and Toronto?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
\ No newline at end of file
diff --git a/server/testdata/tools/llama3-groq-tool-use.gotmpl b/server/testdata/tools/llama3-groq-tool-use.gotmpl
new file mode 100644
index 0000000..45e9b46
--- /dev/null
+++ b/server/testdata/tools/llama3-groq-tool-use.gotmpl
@@ -0,0 +1,43 @@
+{{- if .Messages }}
+{{- if or .System .Tools }}<|start_header_id|>system<|end_header_id|>
+
+{{ .System }}
+{{- if .Tools }} You are provided with function signatures within <tools></tools> XML tags. You may call one or more functions to assist with the user query. Don't make assumptions about what values to plug into functions. For each function call return a json object with function name and arguments within <tool_call></tool_call> XML tags as follows:
+<tool_call>
+{"name": <function-name>,"arguments": <args-dict>}
+</tool_call>
+
+Here are the available tools:
+<tools>
+{{- range .Tools }} {{ .Function }}
+{{- end }} </tools>
+{{- end }}
+{{- end }}<|eot_id|>
+{{- range .Messages }}
+{{- if ne .Role "system" }}<|start_header_id|>{{ .Role }}<|end_header_id|>
+
+{{ if eq .Role "user" }}{{ .Content }}
+{{- else if eq .Role "assistant" }}
+{{- if .Content }}{{ .Content }}
+{{- else if .ToolCalls }}<tool_call>
+{{ range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}
+{{- end }}
+</tool_call>
+{{- end }}
+{{- else if eq .Role "tool" }}<tool_response>
+{{ .Content }}
+</tool_response>
+{{- end }}<|eot_id|>
+{{- end }}
+{{- end }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ else }}
+{{ if .System }}<|start_header_id|>system<|end_header_id|>
+
+{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>
+
+{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ end }}{{ .Response }}
+{{- if .Response }}<|eot_id|>
+{{- end }}
\ No newline at end of file
diff --git a/server/testdata/tools/llama3-groq-tool-use.out b/server/testdata/tools/llama3-groq-tool-use.out
new file mode 100644
index 0000000..912ad11
--- /dev/null
+++ b/server/testdata/tools/llama3-groq-tool-use.out
@@ -0,0 +1,24 @@
+<|start_header_id|>system<|end_header_id|>
+
+You are a knowledgeable assistant. You can answer questions and perform tasks. You are provided with function signatures within <tools></tools> XML tags. You may call one or more functions to assist with the user query. Don't make assumptions about what values to plug into functions. For each function call return a json object with function name and arguments within <tool_call></tool_call> XML tags as follows:
+<tool_call>
+{"name": <function-name>,"arguments": <args-dict>}
+</tool_call>
+
+Here are the available tools:
+<tools> {"name":"get_current_weather","description":"Get the current weather","parameters":{"type":"object","required":["location","format"],"properties":{"format":{"type":"string","description":"The temperature unit to use. Infer this from the user's location.","enum":["celsius","fahrenheit"]},"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"}}}} </tools><|eot_id|><|start_header_id|>user<|end_header_id|>
+
+What's the weather like today in Paris?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+
+<tool_call>
+{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Paris, France"}}
+</tool_call><|eot_id|><|start_header_id|>tool<|end_header_id|>
+
+<tool_response>
+22
+</tool_response><|eot_id|><|start_header_id|>assistant<|end_header_id|>
+
+The current temperature in Paris, France is 22 degrees Celsius.<|eot_id|><|start_header_id|>user<|end_header_id|>
+
+What's the weather like today in San Francisco and Toronto?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+
diff --git a/server/testdata/tools/messages.json b/server/testdata/tools/messages.json
new file mode 100644
index 0000000..42de471
--- /dev/null
+++ b/server/testdata/tools/messages.json
@@ -0,0 +1,39 @@
+[
+  {
+    "role": "system",
+    "content": "You are a knowledgeable assistant. You can answer questions and perform tasks."
+  },
+  {
+    "role": "user",
+    "content": "What's the weather like today in Paris?"
+  },
+  {
+    "role": "assistant",
+    "tool_calls": [
+      {
+        "id": "89a1e453-0bce-4de3-a456-c54bed09c520",
+        "type": "function",
+        "function": {
+          "name": "get_current_weather",
+          "arguments": {
+            "location": "Paris, France",
+            "format": "celsius"
+          }
+        }
+      }
+    ]
+  },
+  {
+    "role": "tool",
+    "tool_call_id": "89a1e453-0bce-4de3-a456-c54bed09c520",
+    "content": "22"
+  },
+  {
+    "role": "assistant",
+    "content": "The current temperature in Paris, France is 22 degrees Celsius."
+  },
+  {
+    "role": "user",
+    "content": "What's the weather like today in San Francisco and Toronto?"
+  }
+]
diff --git a/server/testdata/tools/mistral.gotmpl b/server/testdata/tools/mistral.gotmpl
new file mode 100644
index 0000000..b08d6c2
--- /dev/null
+++ b/server/testdata/tools/mistral.gotmpl
@@ -0,0 +1,15 @@
+{{- range $index, $_ := .Messages }}
+{{- if eq .Role "user" }}
+{{- if and (eq (len (slice $.Messages $index)) 1) $.Tools }}[AVAILABLE_TOOLS] {{ $.Tools }}[/AVAILABLE_TOOLS]
+{{- end }}[INST] {{ if and (eq (len (slice $.Messages $index)) 1) $.System }}{{ $.System }}
+
+{{ end }}{{ .Content }}[/INST]
+{{- else if eq .Role "assistant" }}
+{{- if .Content }} {{ .Content }}</s>
+{{- else if .ToolCalls }}[TOOL_CALLS] [
+{{- range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}
+{{- end }}]</s>
+{{- end }}
+{{- else if eq .Role "tool" }}[TOOL_RESULTS] {"content": {{ .Content }}}[/TOOL_RESULTS]
+{{- end }}
+{{- end }}
\ No newline at end of file
diff --git a/server/testdata/tools/mistral.out b/server/testdata/tools/mistral.out
new file mode 100644
index 0000000..6956e39
--- /dev/null
+++ b/server/testdata/tools/mistral.out
@@ -0,0 +1,3 @@
+[INST] What's the weather like today in Paris?[/INST][TOOL_CALLS] [{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Paris, France"}}]</s>[TOOL_RESULTS] {"content": 22}[/TOOL_RESULTS] The current temperature in Paris, France is 22 degrees Celsius.</s>[AVAILABLE_TOOLS] [{"type":"function","function":{"name":"get_current_weather","description":"Get the current weather","parameters":{"type":"object","required":["location","format"],"properties":{"format":{"type":"string","description":"The temperature unit to use. Infer this from the user's location.","enum":["celsius","fahrenheit"]},"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"}}}}}][/AVAILABLE_TOOLS][INST] You are a knowledgeable assistant. You can answer questions and perform tasks.
+
+What's the weather like today in San Francisco and Toronto?[/INST]
\ No newline at end of file
diff --git a/server/testdata/tools/nemotron.gotmpl b/server/testdata/tools/nemotron.gotmpl
new file mode 100644
index 0000000..1b6b89e
--- /dev/null
+++ b/server/testdata/tools/nemotron.gotmpl
@@ -0,0 +1,33 @@
+{{- if (or .Tools .System) }}<extra_id_0>System
+{{ if .System }}{{ .System }}
+
+
+{{ end }}
+{{- if .Tools }}
+{{- range .Tools }}<tool> {{ . }} </tool>{{ end }}
+
+
+{{ end }}
+{{- end }}
+{{- range $i, $m := .Messages }}
+{{- $last := eq (len (slice $.Messages $i)) 1 -}}
+{{- if eq .Role "user" }}<extra_id_1>User
+{{ .Content }}
+{{- if $last }}
+<extra_id_1>Assistant
+{{- end }}
+{{ else if eq .Role "tool" }}<extra_id_1>Tool
+{{ .Content }}
+{{- if $last }}
+<extra_id_1>Assistant
+{{- end }}
+{{ else if eq .Role "assistant" }}<extra_id_1>Assistant
+{{- if .ToolCalls }}
+{{ range .ToolCalls }}<toolcall> {"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}} </toolcall> {{ end }}
+{{ else }}
+{{ .Content }}
+{{- if not $last }}
+{{ end }}
+{{- end }}
+{{- end }}
+{{- end }}
\ No newline at end of file
diff --git a/server/testdata/tools/nemotron.out b/server/testdata/tools/nemotron.out
new file mode 100644
index 0000000..486889c
--- /dev/null
+++ b/server/testdata/tools/nemotron.out
@@ -0,0 +1,18 @@
+<extra_id_0>System
+You are a knowledgeable assistant. You can answer questions and perform tasks.
+
+
+<tool> {"type":"function","function":{"name":"get_current_weather","description":"Get the current weather","parameters":{"type":"object","required":["location","format"],"properties":{"format":{"type":"string","description":"The temperature unit to use. Infer this from the user's location.","enum":["celsius","fahrenheit"]},"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"}}}}} </tool>
+
+
+<extra_id_1>User
+What's the weather like today in Paris?
+<extra_id_1>Assistant
+<toolcall> {"name": "get_current_weather", "arguments": {"format":"celsius","location":"Paris, France"}} </toolcall> 
+<extra_id_1>Tool
+22
+<extra_id_1>Assistant
+The current temperature in Paris, France is 22 degrees Celsius.
+<extra_id_1>User
+What's the weather like today in San Francisco and Toronto?
+<extra_id_1>Assistant
diff --git a/server/testdata/tools/tools.json b/server/testdata/tools/tools.json
new file mode 100644
index 0000000..edde4ae
--- /dev/null
+++ b/server/testdata/tools/tools.json
@@ -0,0 +1,30 @@
+[
+  {
+    "type": "function",
+    "function": {
+      "name": "get_current_weather",
+      "description": "Get the current weather",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "location": {
+            "type": "string",
+            "description": "The city and state, e.g. San Francisco, CA"
+          },
+          "format": {
+            "type": "string",
+            "enum": [
+              "celsius",
+              "fahrenheit"
+            ],
+            "description": "The temperature unit to use. Infer this from the user's location."
+          }
+        },
+        "required": [
+          "location",
+          "format"
+        ]
+      }
+    }
+  }
+]
diff --git a/server/testdata/tools/xlam.gotmpl b/server/testdata/tools/xlam.gotmpl
new file mode 100644
index 0000000..51513d6
--- /dev/null
+++ b/server/testdata/tools/xlam.gotmpl
@@ -0,0 +1,45 @@
+{{- if .System }}{{ .System }}
+{{ end }}
+{{- range $i, $_ := .Messages }}
+{{- if eq .Role "user" }}### Instruction:
+{{- if and $.Tools (le (len (slice $.Messages $i)) 2) }}
+[BEGIN OF TASK INSTRUCTION]
+You are an expert in composing functions. You are given a question and a set of possible functions. 
+Based on the question, you will need to make one or more function/tool calls to achieve the purpose. 
+If none of the functions can be used, point it out and refuse to answer. 
+If the given question lacks the parameters required by the function, also point it out.
+[END OF TASK INSTRUCTION]
+
+[BEGIN OF AVAILABLE TOOLS]
+{{ $.Tools }}
+[END OF AVAILABLE TOOLS]
+
+[BEGIN OF FORMAT INSTRUCTION]
+The output MUST strictly adhere to the following JSON format, and NO other text MUST be included.
+The example format is as follows. Please make sure the parameter type is correct. If no function call is needed, please make tool_calls an empty list '[]'.
+```
+{
+    "tool_calls": [
+    {"name": "func_name1", "arguments": {"argument1": "value1", "argument2": "value2"}},
+    ... (more tool calls as required)
+    ]
+}
+```
+[END OF FORMAT INSTRUCTION]
+
+[BEGIN OF QUERY]
+{{ .Content }}
+[END OF QUERY]
+
+
+{{ else }}
+{{ .Content }}
+{{ end }}
+{{- else if .ToolCalls }}### Response:
+{"tool_calls": [{{ range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}{{ end }}]}
+<|EOT|>
+{{ else if eq .Role "assistant" }}### Response:
+{{ .Content }}
+<|EOT|>
+{{ end }}
+{{- end }}### Response:
\ No newline at end of file
diff --git a/server/testdata/tools/xlam.out b/server/testdata/tools/xlam.out
new file mode 100644
index 0000000..5d80653
--- /dev/null
+++ b/server/testdata/tools/xlam.out
@@ -0,0 +1,40 @@
+You are a knowledgeable assistant. You can answer questions and perform tasks.
+### Instruction:
+What's the weather like today in Paris?
+### Response:
+{"tool_calls": [{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Paris, France"}}]}
+<|EOT|>
+### Response:
+The current temperature in Paris, France is 22 degrees Celsius.
+<|EOT|>
+### Instruction:
+[BEGIN OF TASK INSTRUCTION]
+You are an expert in composing functions. You are given a question and a set of possible functions. 
+Based on the question, you will need to make one or more function/tool calls to achieve the purpose. 
+If none of the functions can be used, point it out and refuse to answer. 
+If the given question lacks the parameters required by the function, also point it out.
+[END OF TASK INSTRUCTION]
+
+[BEGIN OF AVAILABLE TOOLS]
+[{"type":"function","function":{"name":"get_current_weather","description":"Get the current weather","parameters":{"type":"object","required":["location","format"],"properties":{"format":{"type":"string","description":"The temperature unit to use. Infer this from the user's location.","enum":["celsius","fahrenheit"]},"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"}}}}}]
+[END OF AVAILABLE TOOLS]
+
+[BEGIN OF FORMAT INSTRUCTION]
+The output MUST strictly adhere to the following JSON format, and NO other text MUST be included.
+The example format is as follows. Please make sure the parameter type is correct. If no function call is needed, please make tool_calls an empty list '[]'.
+```
+{
+    "tool_calls": [
+    {"name": "func_name1", "arguments": {"argument1": "value1", "argument2": "value2"}},
+    ... (more tool calls as required)
+    ]
+}
+```
+[END OF FORMAT INSTRUCTION]
+
+[BEGIN OF QUERY]
+What's the weather like today in San Francisco and Toronto?
+[END OF QUERY]
+
+
+### Response:
\ No newline at end of file
diff --git a/server/upload.go b/server/upload.go
new file mode 100644
index 0000000..312545e
--- /dev/null
+++ b/server/upload.go
@@ -0,0 +1,403 @@
+package server
+
+import (
+	"context"
+	"crypto/md5"
+	"errors"
+	"fmt"
+	"hash"
+	"io"
+	"log/slog"
+	"math"
+	"net/http"
+	"net/url"
+	"os"
+	"strconv"
+	"sync"
+	"sync/atomic"
+	"time"
+
+	"golang.org/x/sync/errgroup"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/format"
+)
+
+var blobUploadManager sync.Map
+
+type blobUpload struct {
+	Layer
+
+	Total     int64
+	Completed atomic.Int64
+
+	Parts []blobUploadPart
+
+	nextURL chan *url.URL
+
+	context.CancelFunc
+
+	file *os.File
+
+	done       bool
+	err        error
+	references atomic.Int32
+}
+
+const (
+	numUploadParts          = 16
+	minUploadPartSize int64 = 100 * format.MegaByte
+	maxUploadPartSize int64 = 1000 * format.MegaByte
+)
+
+func (b *blobUpload) Prepare(ctx context.Context, requestURL *url.URL, opts *registryOptions) error {
+	p, err := GetBlobsPath(b.Digest)
+	if err != nil {
+		return err
+	}
+
+	if b.From != "" {
+		values := requestURL.Query()
+		values.Add("mount", b.Digest)
+		values.Add("from", ParseModelPath(b.From).GetNamespaceRepository())
+		requestURL.RawQuery = values.Encode()
+	}
+
+	resp, err := makeRequestWithRetry(ctx, http.MethodPost, requestURL, nil, nil, opts)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	location := resp.Header.Get("Docker-Upload-Location")
+	if location == "" {
+		location = resp.Header.Get("Location")
+	}
+
+	fi, err := os.Stat(p)
+	if err != nil {
+		return err
+	}
+
+	b.Total = fi.Size()
+
+	// http.StatusCreated indicates a blob has been mounted
+	// ref: https://distribution.github.io/distribution/spec/api/#cross-repository-blob-mount
+	if resp.StatusCode == http.StatusCreated {
+		b.Completed.Store(b.Total)
+		b.done = true
+		return nil
+	}
+
+	size := b.Total / numUploadParts
+	switch {
+	case size < minUploadPartSize:
+		size = minUploadPartSize
+	case size > maxUploadPartSize:
+		size = maxUploadPartSize
+	}
+
+	var offset int64
+	for offset < fi.Size() {
+		if offset+size > fi.Size() {
+			size = fi.Size() - offset
+		}
+
+		// set part.N to the current number of parts
+		b.Parts = append(b.Parts, blobUploadPart{N: len(b.Parts), Offset: offset, Size: size})
+		offset += size
+	}
+
+	if len(b.Parts) > 0 {
+		slog.Info(fmt.Sprintf("uploading %s in %d %s part(s)", b.Digest[7:19], len(b.Parts), format.HumanBytes(b.Parts[0].Size)))
+	}
+
+	requestURL, err = url.Parse(location)
+	if err != nil {
+		return err
+	}
+
+	b.nextURL = make(chan *url.URL, 1)
+	b.nextURL <- requestURL
+	return nil
+}
+
+// Run uploads blob parts to the upstream. If the upstream supports redirection, parts will be uploaded
+// in parallel as defined by Prepare. Otherwise, parts will be uploaded serially. Run sets b.err on error.
+func (b *blobUpload) Run(ctx context.Context, opts *registryOptions) {
+	defer blobUploadManager.Delete(b.Digest)
+	ctx, b.CancelFunc = context.WithCancel(ctx)
+
+	p, err := GetBlobsPath(b.Digest)
+	if err != nil {
+		b.err = err
+		return
+	}
+
+	b.file, err = os.Open(p)
+	if err != nil {
+		b.err = err
+		return
+	}
+	defer b.file.Close()
+
+	g, inner := errgroup.WithContext(ctx)
+	g.SetLimit(numUploadParts)
+	for i := range b.Parts {
+		part := &b.Parts[i]
+		select {
+		case <-inner.Done():
+		case requestURL := <-b.nextURL:
+			g.Go(func() error {
+				var err error
+				for try := range maxRetries {
+					err = b.uploadPart(inner, http.MethodPatch, requestURL, part, opts)
+					switch {
+					case errors.Is(err, context.Canceled):
+						return err
+					case errors.Is(err, errMaxRetriesExceeded):
+						return err
+					case err != nil:
+						sleep := time.Second * time.Duration(math.Pow(2, float64(try)))
+						slog.Info(fmt.Sprintf("%s part %d attempt %d failed: %v, retrying in %s", b.Digest[7:19], part.N, try, err, sleep))
+						time.Sleep(sleep)
+						continue
+					}
+
+					return nil
+				}
+
+				return fmt.Errorf("%w: %w", errMaxRetriesExceeded, err)
+			})
+		}
+	}
+
+	if err := g.Wait(); err != nil {
+		b.err = err
+		return
+	}
+
+	requestURL := <-b.nextURL
+
+	// calculate md5 checksum and add it to the commit request
+	md5sum := md5.New()
+	for _, part := range b.Parts {
+		md5sum.Write(part.Sum(nil))
+	}
+
+	values := requestURL.Query()
+	values.Add("digest", b.Digest)
+	values.Add("etag", fmt.Sprintf("%x-%d", md5sum.Sum(nil), len(b.Parts)))
+	requestURL.RawQuery = values.Encode()
+
+	headers := make(http.Header)
+	headers.Set("Content-Type", "application/octet-stream")
+	headers.Set("Content-Length", "0")
+
+	for try := range maxRetries {
+		var resp *http.Response
+		resp, err = makeRequestWithRetry(ctx, http.MethodPut, requestURL, headers, nil, opts)
+		if errors.Is(err, context.Canceled) {
+			break
+		} else if err != nil {
+			sleep := time.Second * time.Duration(math.Pow(2, float64(try)))
+			slog.Info(fmt.Sprintf("%s complete upload attempt %d failed: %v, retrying in %s", b.Digest[7:19], try, err, sleep))
+			time.Sleep(sleep)
+			continue
+		}
+		defer resp.Body.Close()
+		break
+	}
+
+	b.err = err
+	b.done = true
+}
+
+func (b *blobUpload) uploadPart(ctx context.Context, method string, requestURL *url.URL, part *blobUploadPart, opts *registryOptions) error {
+	headers := make(http.Header)
+	headers.Set("Content-Type", "application/octet-stream")
+	headers.Set("Content-Length", strconv.FormatInt(part.Size, 10))
+
+	if method == http.MethodPatch {
+		headers.Set("X-Redirect-Uploads", "1")
+		headers.Set("Content-Range", fmt.Sprintf("%d-%d", part.Offset, part.Offset+part.Size-1))
+	}
+
+	sr := io.NewSectionReader(b.file, part.Offset, part.Size)
+
+	md5sum := md5.New()
+	w := &progressWriter{blobUpload: b}
+
+	resp, err := makeRequest(ctx, method, requestURL, headers, io.TeeReader(sr, io.MultiWriter(w, md5sum)), opts)
+	if err != nil {
+		w.Rollback()
+		return err
+	}
+	defer resp.Body.Close()
+
+	location := resp.Header.Get("Docker-Upload-Location")
+	if location == "" {
+		location = resp.Header.Get("Location")
+	}
+
+	nextURL, err := url.Parse(location)
+	if err != nil {
+		w.Rollback()
+		return err
+	}
+
+	switch {
+	case resp.StatusCode == http.StatusTemporaryRedirect:
+		w.Rollback()
+		b.nextURL <- nextURL
+
+		redirectURL, err := resp.Location()
+		if err != nil {
+			return err
+		}
+
+		// retry uploading to the redirect URL
+		for try := range maxRetries {
+			err = b.uploadPart(ctx, http.MethodPut, redirectURL, part, &registryOptions{})
+			switch {
+			case errors.Is(err, context.Canceled):
+				return err
+			case errors.Is(err, errMaxRetriesExceeded):
+				return err
+			case err != nil:
+				sleep := time.Second * time.Duration(math.Pow(2, float64(try)))
+				slog.Info(fmt.Sprintf("%s part %d attempt %d failed: %v, retrying in %s", b.Digest[7:19], part.N, try, err, sleep))
+				time.Sleep(sleep)
+				continue
+			}
+
+			return nil
+		}
+
+		return fmt.Errorf("%w: %w", errMaxRetriesExceeded, err)
+
+	case resp.StatusCode == http.StatusUnauthorized:
+		w.Rollback()
+		challenge := parseRegistryChallenge(resp.Header.Get("www-authenticate"))
+		token, err := getAuthorizationToken(ctx, challenge)
+		if err != nil {
+			return err
+		}
+
+		opts.Token = token
+		fallthrough
+	case resp.StatusCode >= http.StatusBadRequest:
+		w.Rollback()
+		body, err := io.ReadAll(resp.Body)
+		if err != nil {
+			return err
+		}
+
+		return fmt.Errorf("http status %s: %s", resp.Status, body)
+	}
+
+	if method == http.MethodPatch {
+		b.nextURL <- nextURL
+	}
+
+	part.Hash = md5sum
+	return nil
+}
+
+func (b *blobUpload) acquire() {
+	b.references.Add(1)
+}
+
+func (b *blobUpload) release() {
+	if b.references.Add(-1) == 0 {
+		b.CancelFunc()
+	}
+}
+
+func (b *blobUpload) Wait(ctx context.Context, fn func(api.ProgressResponse)) error {
+	b.acquire()
+	defer b.release()
+
+	ticker := time.NewTicker(60 * time.Millisecond)
+	for {
+		select {
+		case <-ticker.C:
+		case <-ctx.Done():
+			return ctx.Err()
+		}
+
+		fn(api.ProgressResponse{
+			Status:    fmt.Sprintf("pushing %s", b.Digest[7:19]),
+			Digest:    b.Digest,
+			Total:     b.Total,
+			Completed: b.Completed.Load(),
+		})
+
+		if b.done || b.err != nil {
+			return b.err
+		}
+	}
+}
+
+type blobUploadPart struct {
+	// N is the part number
+	N      int
+	Offset int64
+	Size   int64
+	hash.Hash
+}
+
+type progressWriter struct {
+	written int64
+	*blobUpload
+}
+
+func (p *progressWriter) Write(b []byte) (n int, err error) {
+	n = len(b)
+	p.written += int64(n)
+	p.Completed.Add(int64(n))
+	return n, nil
+}
+
+func (p *progressWriter) Rollback() {
+	p.Completed.Add(-p.written)
+	p.written = 0
+}
+
+func uploadBlob(ctx context.Context, mp ModelPath, layer Layer, opts *registryOptions, fn func(api.ProgressResponse)) error {
+	requestURL := mp.BaseURL()
+	requestURL = requestURL.JoinPath("v2", mp.GetNamespaceRepository(), "blobs", layer.Digest)
+
+	resp, err := makeRequestWithRetry(ctx, http.MethodHead, requestURL, nil, nil, opts)
+	switch {
+	case errors.Is(err, os.ErrNotExist):
+	case err != nil:
+		return err
+	default:
+		defer resp.Body.Close()
+		fn(api.ProgressResponse{
+			Status:    fmt.Sprintf("pushing %s", layer.Digest[7:19]),
+			Digest:    layer.Digest,
+			Total:     layer.Size,
+			Completed: layer.Size,
+		})
+
+		return nil
+	}
+
+	data, ok := blobUploadManager.LoadOrStore(layer.Digest, &blobUpload{Layer: layer})
+	upload := data.(*blobUpload)
+	if !ok {
+		requestURL := mp.BaseURL()
+		requestURL = requestURL.JoinPath("v2", mp.GetNamespaceRepository(), "blobs/uploads/")
+		if err := upload.Prepare(ctx, requestURL, opts); err != nil {
+			blobUploadManager.Delete(layer.Digest)
+			return err
+		}
+
+		//nolint:contextcheck
+		go upload.Run(context.Background(), opts)
+	}
+
+	return upload.Wait(ctx, fn)
+}
diff --git a/template/alfred.gotmpl b/template/alfred.gotmpl
new file mode 100644
index 0000000..86dba48
--- /dev/null
+++ b/template/alfred.gotmpl
@@ -0,0 +1,2 @@
+{{- range .Messages }}<start_{{ .Role }}>{{ .Content }}<end_message>
+{{- end }}<start_assistant>
\ No newline at end of file
diff --git a/template/alfred.json b/template/alfred.json
new file mode 100644
index 0000000..edac21a
--- /dev/null
+++ b/template/alfred.json
@@ -0,0 +1,8 @@
+{
+  "stop": [
+    "<start_system>",
+    "<end_message>",
+    "<start_user>",
+    "<start_assistant>"
+  ]
+}
diff --git a/template/alpaca.gotmpl b/template/alpaca.gotmpl
new file mode 100644
index 0000000..0043973
--- /dev/null
+++ b/template/alpaca.gotmpl
@@ -0,0 +1,18 @@
+{{- $system := "" }}
+{{- range .Messages }}
+{{- if eq .Role "system" }}
+{{- if not $system }}{{ $system = .Content }}
+{{- else }}{{ $system = printf "%s\n\n%s" $system .Content }}
+{{- end }}
+{{- else if eq .Role "user" }}
+{{- if $system }}{{ $system }}
+
+{{ $system = "" }}
+{{- end }}### Instruction:
+{{ .Content }}
+
+{{ else if eq .Role "assistant" }}### Response:
+{{ .Content }}
+
+{{ end }}
+{{- end }}### Response:
diff --git a/template/alpaca.json b/template/alpaca.json
new file mode 100644
index 0000000..eafe2b8
--- /dev/null
+++ b/template/alpaca.json
@@ -0,0 +1,6 @@
+{
+  "stop": [
+    "### Instruction:",
+    "### Response"
+  ]
+}
diff --git a/template/chatml.gotmpl b/template/chatml.gotmpl
new file mode 100644
index 0000000..43207ab
--- /dev/null
+++ b/template/chatml.gotmpl
@@ -0,0 +1,3 @@
+{{- range .Messages }}<|im_start|>{{ .Role }}
+{{ .Content }}<|im_end|>
+{{ end }}<|im_start|>assistant
diff --git a/template/chatml.json b/template/chatml.json
new file mode 100644
index 0000000..7afeb3d
--- /dev/null
+++ b/template/chatml.json
@@ -0,0 +1,6 @@
+{
+  "stop": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ]
+}
diff --git a/template/chatqa.gotmpl b/template/chatqa.gotmpl
new file mode 100644
index 0000000..0f91e0f
--- /dev/null
+++ b/template/chatqa.gotmpl
@@ -0,0 +1,7 @@
+{{- range .Messages }}
+{{- if eq .Role "system" }}System:
+{{- else if eq .Role "user" }}User:
+{{- else if eq .Role "assistant" }}Assistant:
+{{- end }} {{ .Content }}
+
+{{ end }}Assistant:
\ No newline at end of file
diff --git a/template/chatqa.json b/template/chatqa.json
new file mode 100644
index 0000000..64dd0f3
--- /dev/null
+++ b/template/chatqa.json
@@ -0,0 +1,8 @@
+{
+  "stop": [
+    "System:",
+    "User:",
+    "Assistant:",
+    "<|begin_of_text|>"
+  ]
+}
diff --git a/template/codellama-70b-instruct.gotmpl b/template/codellama-70b-instruct.gotmpl
new file mode 100644
index 0000000..1893152
--- /dev/null
+++ b/template/codellama-70b-instruct.gotmpl
@@ -0,0 +1,10 @@
+{{- range .Messages }}Source:
+{{- if eq .Role "system" }} system
+{{- else if eq .Role "user" }} user
+{{- else if eq .Role "assistant" }} assistant
+{{- end }}
+
+ {{ .Content }} <step> {{ end }}Source: assistant
+Destination: user
+
+ 
\ No newline at end of file
diff --git a/template/codellama-70b-instruct.json b/template/codellama-70b-instruct.json
new file mode 100644
index 0000000..a56a63f
--- /dev/null
+++ b/template/codellama-70b-instruct.json
@@ -0,0 +1,7 @@
+{
+  "stop": [
+    "Source:",
+    "Destination:",
+    "<step>"
+  ]
+}
diff --git a/template/command-r.gotmpl b/template/command-r.gotmpl
new file mode 100644
index 0000000..ea5d552
--- /dev/null
+++ b/template/command-r.gotmpl
@@ -0,0 +1,67 @@
+{{- if or .Tools .System }}<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>
+{{- if .Tools }}# Safety Preamble
+The instructions in this section override those in the task description and style guide sections. Don't answer questions that are harmful or immoral.
+
+# System Preamble
+## Basic Rules
+You are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user. You will then see a specific instruction instructing you what kind of response to generate. When you answer the user's requests, you cite your sources in your answers, according to those instructions.
+
+{{ if .System }}# User Preamble
+{{ .System }}
+{{- end }}
+
+## Available Tools
+Here is a list of tools that you have available to you:
+{{- range .Tools }}
+
+```python
+def {{ .Function.Name }}(
+{{- range $name, $property := .Function.Parameters.Properties }}{{ $name }}: {{ $property.Type }}, {{ end }}) -> List[Dict]:
+    '''{{ .Function.Description }}
+
+{{- if .Function.Parameters.Properties }}
+
+    Args:
+{{- range $name, $property := .Function.Parameters.Properties }}
+        {{ $name }} ({{ $property.Type }}): {{ $property.Description }}
+{{- end }}
+{{- end }}
+    '''
+    pass
+```
+{{- end }}
+{{- else if .System }}{{ .System }}
+{{- end }}<|END_OF_TURN_TOKEN|>
+{{- end }}
+{{- range .Messages }}
+{{- if eq .Role "system" }}
+{{- continue }}
+{{- end }}<|START_OF_TURN_TOKEN|>
+{{- if eq .Role "user" }}<|USER_TOKEN|>{{ .Content }}
+{{- if $.Tools }}<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>Write 'Action:' followed by a json-formatted list of actions that you want to perform in order to produce a good response to the user's last input. You can use any of the supplied tools any number of times, but you should aim to execute the minimum number of necessary actions for the input. You should use the `directly-answer` tool if calling the other tools is unnecessary. The list of actions you want to call should be formatted as a list of json objects, for example:
+```json
+[
+    {
+        "tool_name": title of the tool in the specification,
+        "parameters": a dict of parameters to input into the tool as they are defined in the specs, or {} if it takes no parameters
+    }
+]```
+{{- end }}
+{{- else if eq .Role "assistant" }}<|CHATBOT_TOKEN|>
+{{- if .Content }}{{ .Content }}
+{{- else if .ToolCalls }}
+Action: ```json
+[
+{{- range .ToolCalls }}
+    {
+        "tool_name": "{{ .Function.Name }}",
+        "parameters": {{ .Function.Arguments }}
+    }
+{{- end }}
+]```
+{{- end }}
+{{- else if eq .Role "tool" }}<|SYSTEM_TOKEN|><results>
+console_output: {{ .Content }}
+</results>
+{{- end }}<|END_OF_TURN_TOKEN|>
+{{- end }}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
diff --git a/template/command-r.json b/template/command-r.json
new file mode 100644
index 0000000..4ae789b
--- /dev/null
+++ b/template/command-r.json
@@ -0,0 +1,6 @@
+{
+  "stop": [
+    "<|START_OF_TURN_TOKEN|>",
+    "<|END_OF_TURN_TOKEN|>"
+  ]
+}
diff --git a/template/falcon-instruct.gotmpl b/template/falcon-instruct.gotmpl
new file mode 100644
index 0000000..b9b51d2
--- /dev/null
+++ b/template/falcon-instruct.gotmpl
@@ -0,0 +1,8 @@
+{{- range .Messages }}
+{{- if eq .Role "system" }}System: {{ .Content }}
+{{ continue }}
+{{- else if eq .Role "user" }}User:
+{{- else if eq .Role "assistant" }}Falcon:
+{{- end }}
+{{ .Content }}
+{{ end }}Falcon:
diff --git a/template/falcon-instruct.json b/template/falcon-instruct.json
new file mode 100644
index 0000000..a0da0e8
--- /dev/null
+++ b/template/falcon-instruct.json
@@ -0,0 +1,6 @@
+{
+  "stop": [
+    "User:",
+    "Assistant:"
+  ]
+}
diff --git a/template/gemma-instruct.gotmpl b/template/gemma-instruct.gotmpl
new file mode 100644
index 0000000..cce2571
--- /dev/null
+++ b/template/gemma-instruct.gotmpl
@@ -0,0 +1,16 @@
+{{- $system := "" }}
+{{- range .Messages }}
+{{- if eq .Role "system" }}
+{{- if not $system }}{{ $system = .Content }}
+{{- else }}{{ $system = printf "%s\n\n%s" $system .Content }}
+{{- end }}
+{{- continue }}
+{{- else if eq .Role "user" }}<start_of_turn>user
+{{- if $system }}
+{{ $system }}
+{{- $system = "" }}
+{{- end }}
+{{- else if eq .Role "assistant" }}<start_of_turn>model
+{{- end }}
+{{ .Content }}<end_of_turn>
+{{ end }}<start_of_turn>model
diff --git a/template/gemma-instruct.json b/template/gemma-instruct.json
new file mode 100644
index 0000000..f4ad415
--- /dev/null
+++ b/template/gemma-instruct.json
@@ -0,0 +1,6 @@
+{
+  "stop": [
+    "<start_of_turn>",
+    "<end_of_turn>"
+  ]
+}
diff --git a/template/gemma3-instruct.gotmpl b/template/gemma3-instruct.gotmpl
new file mode 100644
index 0000000..eb69d9f
--- /dev/null
+++ b/template/gemma3-instruct.gotmpl
@@ -0,0 +1,13 @@
+{{- range $i, $_ := .Messages }}
+{{- $last := eq (len (slice $.Messages $i)) 1 }}
+{{- if eq .Role "user" }}<start_of_turn>user
+{{- if and (eq $i 1) $.System }}
+{{ $.System }}
+{{ end }}
+{{ .Content }}<end_of_turn>
+{{ else if eq .Role "assistant" }}<start_of_turn>model
+{{ .Content }}<end_of_turn>
+{{ end }}
+{{- if $last }}<start_of_turn>model
+{{ end }}
+{{- end }}
diff --git a/template/gemma3-instruct.json b/template/gemma3-instruct.json
new file mode 100644
index 0000000..b1dac3f
--- /dev/null
+++ b/template/gemma3-instruct.json
@@ -0,0 +1,6 @@
+{
+  "stop": [
+    "<end_of_turn>"
+  ],
+  "temperature": 0.1
+}
diff --git a/template/granite-instruct.gotmpl b/template/granite-instruct.gotmpl
new file mode 100644
index 0000000..8363499
--- /dev/null
+++ b/template/granite-instruct.gotmpl
@@ -0,0 +1,8 @@
+{{- range .Messages }}
+{{- if eq .Role "system" }}System:
+{{- else if eq .Role "user" }}Question:
+{{- else if eq .Role "assistant" }}Answer:
+{{- end }}
+{{ .Content }}
+
+{{ end }}Answer:
diff --git a/template/granite-instruct.json b/template/granite-instruct.json
new file mode 100644
index 0000000..0933e4b
--- /dev/null
+++ b/template/granite-instruct.json
@@ -0,0 +1,7 @@
+{
+  "stop": [
+    "System:",
+    "Question:",
+    "Answer:"
+  ]
+}
diff --git a/template/index.json b/template/index.json
new file mode 100644
index 0000000..5714665
--- /dev/null
+++ b/template/index.json
@@ -0,0 +1,150 @@
+[
+  {
+    "template": "{% if messages[0]['role'] == 'system' %}{% set system_message = messages[0]['content'] %}{% endif %}{% if system_message is defined %}{{ system_message }}{% endif %}{% for message in messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|im_start|>user\\n' + content + '<|im_end|>\\n<|im_start|>assistant\\n' }}{% elif message['role'] == 'assistant' %}{{ content + '<|im_end|>' + '\\n' }}{% endif %}{% endfor %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n'  + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
+    "name": "zephyr"
+  },
+  {
+    "template": "{% if messages[0]['role'] == 'user' or messages[0]['role'] == 'system' %}{{ bos_token }}{% endif %}{% for message in messages %}{{ '<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n' }}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% elif messages[-1]['role'] == 'assistant' %}{{ eos_token }}{% endif %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{{ bos_token }}{% for message in messages %}{{ 'GPT4 Correct ' + message['role'].title() + ': ' + message['content'] + '<|end_of_turn|>'}}{% endfor %}{% if add_generation_prompt %}{{ 'GPT4 Correct Assistant:' }}{% endif %}",
+    "name": "openchat"
+  },
+  {
+    "template": "{{bos_token}}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n'  + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
+    "name": "zephyr"
+  },
+  {
+    "template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
+    "name": "mistral-instruct"
+  },
+  {
+    "template": "{{bos_token}}{{'You are an exceptionally intelligent coding assistant that consistently delivers accurate and reliable responses to user instructions.\n\n'}}\n{%- for message in messages %}\n    {%- if message['role'] == 'system' %}\n        {{ raise_exception('System messages are not allowed in this template.') }}\n    {%- else %}\n        {%- if message['role'] == 'user' %}\n{{'### Instruction\n' + message['content'] + '\n\n'}}\n        {%- else %}\n{{'### Response\n' + message['content'] + eos_token + '\n\n'}}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{{'### Response\n'}}",
+    "name": "starcoder2-instruct"
+  },
+  {
+    "template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\\n' + system_message + '\\n<</SYS>>\\n\\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + '[INST] ' + content | trim + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' '  + content | trim + ' ' + eos_token }}{% endif %}{% endfor %}",
+    "name": "llama2-chat"
+  },
+  {
+    "template": "{% if messages[0]['role'] == 'system' %}{% set user_index = 1 %}{% else %}{% set user_index = 0 %}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != ((loop.index0 + user_index) % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 %}{{ '<s>' }}{% endif %}{% set content = 'Source: ' + message['role'] + '\n\n ' + message['content'] | trim %}{{ content + ' <step> ' }}{% endfor %}{{'Source: assistant\nDestination: user\n\n '}}",
+    "name": "codellama-70b-instruct"
+  },
+  {
+    "template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
+    "name": "mistral-instruct"
+  },
+  {
+    "template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|im_start|>user\n' + message['content'] + '<|im_end|>' }}\n{% elif message['role'] == 'system' %}\n{{ '<|im_start|>system\n' + message['content'] + '<|im_end|>' }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|im_start|>assistant\n' + message['content'] + '<|im_end|>' }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|im_start|>assistant' }}\n{% endif %}\n{% endfor %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{{ bos_token }}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = 'You are a helpful assistant.' %}{% endif %}{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in loop_messages %}{% if loop.index0 == 0 %}{{'<|im_start|>system\n' + system_message + '<|im_end|>\n'}}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% elif 'system' not in messages[0]['role'] %}{% set loop_messages = messages %}{% set system_message = 'You are DBRX, created by Databricks. You were last updated in December 2023. You answer questions based on information available up to that point.\nYOU PROVIDE SHORT RESPONSES TO SHORT QUESTIONS OR STATEMENTS, but provide thorough responses to more complex and open-ended questions.\nYou assist with various tasks, from writing to coding (using markdown for code blocks \u2014 remember to use ``` with code, JSON, and tables).\n(You do not have real-time data access or code execution capabilities. You avoid stereotyping and provide balanced perspectives on controversial topics. You do not provide song lyrics, poems, or news articles and do not divulge details of your training data.)\nThis is your system prompt, guiding your responses. Do not reference it, just respond to the user. If you find yourself talking about this message, stop. You should be responding appropriately and usually that means not mentioning this.\nYOU DO NOT MENTION ANY OF THIS INFORMATION ABOUT YOURSELF UNLESS THE INFORMATION IS DIRECTLY PERTINENT TO THE USER\\'S QUERY.' %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if loop.index0 == 0 %}{% if system_message != false %}{{ '<|im_start|>system\n' + system_message | trim + '<|im_end|>\n'}}{% endif %}{{ '<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' }}{% else %}{{ '\n' + '<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' }}{% endif %}{% if (add_generation_prompt == true and loop.last) %}{{ '\n' + '<|im_start|>' + 'assistant' + '\n' }}{% endif %}{% endfor %}",
+    "name": "chatml"
+  },
+  {
+    "template": "{% if not add_generation_prompt is defined %}\n{% set add_generation_prompt = false %}\n{% endif %}\n{%- set ns = namespace(found=false) -%}\n{%- for message in messages -%}\n    {%- if message['role'] == 'system' -%}\n        {%- set ns.found = true -%}\n    {%- endif -%}\n{%- endfor -%}\n{{bos_token}}{%- if not ns.found -%}\n{{'You are an AI programming assistant, utilizing the Deepseek Coder model, developed by Deepseek Company, and you only answer questions related to computer science. For politically sensitive questions, security and privacy issues, and other non-computer science questions, you will refuse to answer\\n'}}\n{%- endif %}\n{%- for message in messages %}\n    {%- if message['role'] == 'system' %}\n{{ message['content'] }}\n    {%- else %}\n        {%- if message['role'] == 'user' %}\n{{'### Instruction:\\n' + message['content'] + '\\n'}}\n        {%- else %}\n{{'### Response:\\n' + message['content'] + '\\n<|EOT|>\\n'}}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{% if add_generation_prompt %}\n{{'### Response:'}}\n{% endif %}",
+    "name": "alpaca"
+  },
+  {
+    "template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{{ bos_token }}{% for message in messages %}{% if message['role'] == 'user' %}{{ 'User: ' + message['content'] + '\n\n' }}{% elif message['role'] == 'assistant' %}{{ 'Assistant: ' + message['content'] + eos_token }}{% elif message['role'] == 'system' %}{{ message['content'] + '\n\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ 'Assistant:' }}{% endif %}",
+    "name": "chatqa"
+  },
+  {
+    "template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '\n' + message['content'] | trim + '<end_of_turn>\n' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model\n'}}{% endif %}",
+    "name": "gemma-instruct"
+  },
+  {
+    "template": "{{ bos_token }}\n{%- if messages[0]['role'] == 'system' -%}\n    {%- if messages[0]['content'] is string -%}\n        {%- set first_user_prefix = messages[0]['content'] + '\n\n' -%}\n    {%- else -%}\n        {%- set first_user_prefix = messages[0]['content'][0]['text'] + '\n\n' -%}\n    {%- endif -%}\n    {%- set loop_messages = messages[1:] -%}\n{%- else -%}\n    {%- set first_user_prefix = \"\" -%}\n    {%- set loop_messages = messages -%}\n{%- endif -%}\n{%- for message in loop_messages -%}\n    {%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}\n        {{ raise_exception(\"Conversation roles must alternate user/assistant/user/assistant/...\") }}\n    {%- endif -%}\n    {%- if (message['role'] == 'assistant') -%}\n        {%- set role = \"model\" -%}\n    {%- else -%}\n        {%- set role = message['role'] -%}\n    {%- endif -%}\n    {{ '<start_of_turn>' + role + '\n' + (first_user_prefix if loop.first else \"\") }}\n    {%- if message['content'] is string -%}\n        {{ message['content'] | trim }}\n    {%- elif message['content'] is iterable -%}\n        {%- for item in message['content'] -%}\n            {%- if item['type'] == 'image' -%}\n                {{ '<start_of_image>' }}\n            {%- elif item['type'] == 'text' -%}\n                {{ item['text'] | trim }}\n            {%- endif -%}\n        {%- endfor -%}\n    {%- else -%}\n        {{ raise_exception(\"Invalid content type\") }}\n    {%- endif -%}\n    {{ '<end_of_turn>\n' }}\n{%- endfor -%}\n{%- if add_generation_prompt -%}\n    {{'<start_of_turn>model\n'}}\n{%- endif -%}\n",
+    "name": "gemma3-instruct"
+  },
+  {
+    "template": "{% set loop_messages = messages %}{% for message in loop_messages %}{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' %}{% if loop.index0 == 0 %}{% set content = bos_token + content %}{% endif %}{{ content }}{% endfor %}{% if add_generation_prompt %}{{ '<|start_header_id|>assistant<|end_header_id|>\n\n' }}{% endif %}",
+    "name": "llama3-instruct"
+  },
+  {
+    "template": "{{- bos_token }}\n{%- if custom_tools is defined %}\n    {%- set tools = custom_tools %}\n{%- endif %}\n{%- if not tools_in_user_message is defined %}\n    {%- set tools_in_user_message = true %}\n{%- endif %}\n{%- if not date_string is defined %}\n    {%- set date_string = \"26 Jul 2024\" %}\n{%- endif %}\n{%- if not tools is defined %}\n    {%- set tools = none %}\n{%- endif %}\n\n{#- This block extracts the system message, so we can slot it into the right place. #}\n{%- if messages[0]['role'] == 'system' %}\n    {%- set system_message = messages[0]['content']|trim %}\n    {%- set messages = messages[1:] %}\n{%- else %}\n    {%- set system_message = \"\" %}\n{%- endif %}\n\n{#- System message + builtin tools #}\n{{- \"<|start_header_id|>system<|end_header_id|>\\n\\n\" }}\n{%- if builtin_tools is defined or tools is not none %}\n    {{- \"Environment: ipython\\n\" }}\n{%- endif %}\n{%- if builtin_tools is defined %}\n    {{- \"Tools: \" + builtin_tools | reject('equalto', 'code_interpreter') | join(\", \") + \"\\n\\n\"}}\n{%- endif %}\n{{- \"Cutting Knowledge Date: December 2023\\n\" }}\n{{- \"Today Date: \" + date_string + \"\\n\\n\" }}\n{%- if tools is not none and not tools_in_user_message %}\n    {{- \"You have access to the following functions. To call a function, please respond with JSON for a function call.\" }}\n    {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n    {{- \"Do not use variables.\\n\\n\" }}\n    {%- for t in tools %}\n        {{- t | tojson(indent=4) }}\n        {{- \"\\n\\n\" }}\n    {%- endfor %}\n{%- endif %}\n{{- system_message }}\n{{- \"<|eot_id|>\" }}\n\n{#- Custom tools are passed in a user message with some extra guidance #}\n{%- if tools_in_user_message and not tools is none %}\n    {#- Extract the first user message so we can plug it in here #}\n    {%- if messages | length != 0 %}\n        {%- set first_user_message = messages[0]['content']|trim %}\n        {%- set messages = messages[1:] %}\n    {%- else %}\n        {{- raise_exception(\"Cannot put tools in the first user message when there's no first user message!\") }}\n{%- endif %}\n    {{- '<|start_header_id|>user<|end_header_id|>\\n\\n' -}}\n    {{- \"Given the following functions, please respond with a JSON for a function call \" }}\n    {{- \"with its proper arguments that best answers the given prompt.\\n\\n\" }}\n    {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n    {{- \"Do not use variables.\\n\\n\" }}\n    {%- for t in tools %}\n        {{- t | tojson(indent=4) }}\n        {{- \"\\n\\n\" }}\n    {%- endfor %}\n    {{- first_user_message + \"<|eot_id|>\"}}\n{%- endif %}\n\n{%- for message in messages %}\n    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}\n        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\\n\\n'+ message['content'] | trim + '<|eot_id|>' }}\n    {%- elif 'tool_calls' in message %}\n        {%- if not message.tool_calls|length == 1 %}\n            {{- raise_exception(\"This model only supports single tool-calls at once!\") }}\n        {%- endif %}\n        {%- set tool_call = message.tool_calls[0].function %}\n        {%- if builtin_tools is defined and tool_call.name in builtin_tools %}\n            {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' -}}\n            {{- \"<|python_tag|>\" + tool_call.name + \".call(\" }}\n            {%- for arg_name, arg_val in tool_call.arguments | items %}\n                {{- arg_name + '=\"' + arg_val + '\"' }}\n                {%- if not loop.last %}\n                    {{- \", \" }}\n                {%- endif %}\n                {%- endfor %}\n            {{- \")\" }}\n        {%- else  %}\n            {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' -}}\n            {{- '{\"name\": \"' + tool_call.name + '\", ' }}\n            {{- '\"parameters\": ' }}\n            {{- tool_call.arguments | tojson }}\n            {{- \"}\" }}\n        {%- endif %}\n        {%- if builtin_tools is defined %}\n            {#- This means we're in ipython mode #}\n            {{- \"<|eom_id|>\" }}\n        {%- else %}\n            {{- \"<|eot_id|>\" }}\n        {%- endif %}\n    {%- elif message.role == \"tool\" or message.role == \"ipython\" %}\n        {{- \"<|start_header_id|>ipython<|end_header_id|>\\n\\n\" }}\n        {%- if message.content is mapping or message.content is iterable %}\n            {{- message.content | tojson }}\n        {%- else %}\n            {{- message.content }}\n        {%- endif %}\n        {{- \"<|eot_id|>\" }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' }}\n{%- endif %}\n",
+    "name": "llama3-instruct"
+  },
+  {
+    "template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ 'Question:\n' + message['content'] + '\n\n' }}{% elif message['role'] == 'system' %}\n{{ 'System:\n' + message['content'] + '\n\n' }}{% elif message['role'] == 'assistant' %}{{ 'Answer:\n'  + message['content'] + '\n\n' }}{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ 'Answer:\n' }}{% endif %}{% endfor %}",
+    "name": "granite-instruct"
+  },
+  {
+    "template": "{{bos_token}}{{'You are an exceptionally intelligent coding assistant that consistently delivers accurate and reliable responses to user instructions.\n\n'}}\n{%- for message in messages %}\n    {%- if message['role'] == 'system' %}\n        {{ raise_exception('System messages are not allowed in this template.') }}\n    {%- else %}\n        {%- if message['role'] == 'user' %}\n{{'@@ Instruction\n' + message['content'] + '\n\n'}}\n        {%- else %}\n{{'@@ Response\n' + message['content'] + eos_token + '\n\n'}}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{{'@@ Response\n'}}",
+    "name": "magicoder"
+  },
+  {
+    "template": "{% for message in messages %}{% if message['role'] == 'user' %}{{ '<start_user>' + message['content'].strip() + '<end_message>' }}{% elif message['role'] == 'system' %}{{ '<start_system>' + message['content'].strip() + '<end_message>' }}{% elif message['role'] == 'assistant' %}{{ '<start_assistant>'  + message['content'] + '<end_message>' }}{% else %}{{ raise_exception('Only system, user and assistant roles are supported.') }}{% endif %}{% if loop.last and add_generation_prompt %}{{ '<start_assistant>' }}{% endif %}{% endfor %}",
+    "name": "alfred"
+  },
+  {
+    "template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\\n' + system_message + '\\n<</SYS>>\\n\\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + '[INST] ' + content.strip() + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' '  + content.strip() + ' ' + eos_token }}{% endif %}{% endfor %}",
+    "name": "llama2-chat"
+  },
+  {
+    "template": "{% for message in messages %}{% if (message['role'] == 'user') %}{{'<|user|>' + '\n' + message['content'] + '<|end|>' + '\n' + '<|assistant|>' + '\n'}}{% elif (message['role'] == 'assistant') %}{{message['content'] + '<|end|>' + '\n'}}{% endif %}{% endfor %}",
+    "name": "phi-3"
+  },
+  {
+    "template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') %}{{'<|user|>' + '\n' + message['content'] + '<|end|>' + '\n' + '<|assistant|>' + '\n'}}{% elif (message['role'] == 'assistant') %}{{message['content'] + '<|end|>' + '\n'}}{% endif %}{% endfor %}",
+    "name": "phi-3"
+  },
+  {
+    "template": "{{ bos_token }}{% for message in messages %}{{'<|' + message['role'] + '|>' + '\n' + message['content'] + '<|end|>\n' }}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>\n' }}{% else %}{{ eos_token }}{% endif %}",
+    "name": "phi-3"
+  },
+  {
+    "template": "{{ bos_token }}{%- if messages[0]['role'] == 'system' -%}{% set loop_messages = messages[1:] %}{%- else -%}{% set loop_messages = messages %}{% endif %}System: This is a chat between a user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions based on the context. The assistant should also indicate when the answer cannot be found in the context.\n\n{% for message in loop_messages %}{%- if message['role'] == 'user' -%}User: {{ message['content'].strip() + '\n\n' }}{%- else -%}Assistant: {{ message['content'].strip() + '\n\n' }}{%- endif %}{% if loop.last and message['role'] == 'user' %}Assistant:{% endif %}{% endfor %}",
+    "name": "chatqa"
+  },
+  {
+    "template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ 'User: \n' + message['content'] }}\n{% elif message['role'] == 'system' %}\n{{ 'System: ' + message['content'] }}\n{% elif message['role'] == 'assistant' %}\n{{ 'Falcon:\n'  + message['content']}}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ 'Falcon:' }}\n{% endif %}\n{% endfor %}",
+    "name": "falcon-instruct"
+  },
+  {
+    "template": "{% for message in messages %}{% if not loop.first %}{{ '\n' }}{% endif %}{% if message['role'] == 'system' %}{{ 'System: ' }}{% elif message['role'] == 'user' %}{{ 'User: ' }}{% elif message['role'] == 'assistant' %}{{ 'Falcon: ' }}{% endif %}{{ message['content'] }}{% endfor %}{% if add_generation_prompt %}{{ '\n' + 'Falcon:' }}{% endif %}",
+    "name": "falcon-instruct"
+  },
+  {
+    "template": "{% for message in messages %}{% if message['role'] == 'system' %}{% if message['content']%}{{'### System:\n' + message['content']+'\n\n'}}{% endif %}{% elif message['role'] == 'user' %}{{'### User:\n' + message['content']+'\n\n'}}{% elif message['role'] == 'assistant' %}{{'### Assistant:\n'  + message['content']}}{% endif %}{% if loop.last and add_generation_prompt %}{{ '### Assistant:\n' }}{% endif %}{% endfor %}",
+    "name": "solar-instruct"
+  },
+  {
+    "template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% elif false == true %}{% set loop_messages = messages %}{% set system_message = 'You are Command-R, a brilliant, sophisticated, AI-assistant trained to assist human users by providing thorough responses. You are trained by Cohere.' %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% if system_message != false %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' + system_message + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|START_OF_TURN_TOKEN|><|USER_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'assistant' %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>'  + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' }}{% endif %}",
+    "name": "command-r"
+  }
+]
diff --git a/template/llama2-chat.gotmpl b/template/llama2-chat.gotmpl
new file mode 100644
index 0000000..5634a07
--- /dev/null
+++ b/template/llama2-chat.gotmpl
@@ -0,0 +1,14 @@
+{{- $system := "" }}[INST] {{ range .Messages }}
+{{- if eq .Role "system" }}
+{{- if not $system }}{{ $system = .Content }}
+{{- else }}{{ $system = printf "%s\n\n%s" $system .Content }}
+{{- end }}
+{{- else if eq .Role "user" }}<<SYS>>
+{{- if $system }}
+{{ $system }}
+{{ $system = "" }}
+{{- end }}<</SYS>>
+
+{{ .Content }} [/INST]
+{{- else if eq .Role "assistant" }} {{ .Content }}</s><s>[INST] {{ end }}
+{{- end }}
\ No newline at end of file
diff --git a/template/llama2-chat.json b/template/llama2-chat.json
new file mode 100644
index 0000000..17590ab
--- /dev/null
+++ b/template/llama2-chat.json
@@ -0,0 +1,8 @@
+{
+  "stop": [
+    "[INST]",
+    "[/INST]",
+    "<<SYS>>",
+    "<</SYS>>"
+  ]
+}
diff --git a/template/llama3-instruct.gotmpl b/template/llama3-instruct.gotmpl
new file mode 100644
index 0000000..305ae40
--- /dev/null
+++ b/template/llama3-instruct.gotmpl
@@ -0,0 +1,5 @@
+{{- range .Messages }}<|start_header_id|>{{ .Role }}<|end_header_id|>
+
+{{ .Content }}<|eot_id|>
+{{- end }}<|start_header_id|>assistant<|end_header_id|>
+
diff --git a/template/llama3-instruct.json b/template/llama3-instruct.json
new file mode 100644
index 0000000..c4e9d44
--- /dev/null
+++ b/template/llama3-instruct.json
@@ -0,0 +1,7 @@
+{
+  "stop": [
+    "<|start_header_id|>",
+    "<|end_header_id|>",
+    "<|eot_id|>"
+  ]
+}
diff --git a/template/magicoder.gotmpl b/template/magicoder.gotmpl
new file mode 100644
index 0000000..e5ee0e4
--- /dev/null
+++ b/template/magicoder.gotmpl
@@ -0,0 +1,17 @@
+{{- $system := "" }}
+{{- range .Messages }}
+{{- if eq .Role "system" }}
+{{- if not $system }}{{ $system = .Content }}
+{{- else }}{{ $system = printf "%s\n\n%s" $system .Content }}
+{{- end }}
+{{- continue }}
+{{- else if eq .Role "user" }}
+{{- if $system }}{{ $system }}
+
+{{ $system = "" }}
+{{- end }}@@ Instruction
+{{- else if eq .Role "assistant" }}@@ Response
+{{- end }}
+{{ .Content }}
+
+{{ end }}@@ Response
diff --git a/template/magicoder.json b/template/magicoder.json
new file mode 100644
index 0000000..6f67cab
--- /dev/null
+++ b/template/magicoder.json
@@ -0,0 +1,6 @@
+{
+  "stop": [
+    "@@ Instruction",
+    "@@ Response"
+  ]
+}
diff --git a/template/mistral-instruct.gotmpl b/template/mistral-instruct.gotmpl
new file mode 100644
index 0000000..7a6ecdf
--- /dev/null
+++ b/template/mistral-instruct.gotmpl
@@ -0,0 +1,6 @@
+[INST] {{ range $index, $_ := .Messages }}
+{{- if eq .Role "system" }}{{ .Content }}
+
+{{ else if eq .Role "user" }}{{ .Content }}[/INST]
+{{- else if eq .Role "assistant" }} {{ .Content }}</s>[INST] {{ end }}
+{{- end }}
\ No newline at end of file
diff --git a/template/mistral-instruct.json b/template/mistral-instruct.json
new file mode 100644
index 0000000..7afeb3d
--- /dev/null
+++ b/template/mistral-instruct.json
@@ -0,0 +1,6 @@
+{
+  "stop": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ]
+}
diff --git a/template/openchat.gotmpl b/template/openchat.gotmpl
new file mode 100644
index 0000000..66a4d68
--- /dev/null
+++ b/template/openchat.gotmpl
@@ -0,0 +1,6 @@
+{{- range .Messages }}GPT4 Correct
+{{- if eq .Role "system" }} System:
+{{- else if eq .Role "user" }} User:
+{{- else if eq .Role "assistant" }} Assistant:
+{{- end }} {{ .Content }}<|end_of_turn|>
+{{- end }}GPT4 Correct Assistant:
\ No newline at end of file
diff --git a/template/openchat.json b/template/openchat.json
new file mode 100644
index 0000000..0edc341
--- /dev/null
+++ b/template/openchat.json
@@ -0,0 +1,5 @@
+{
+  "stop": [
+    "<|end_of_turn|>"
+  ]
+}
diff --git a/template/phi-3.gotmpl b/template/phi-3.gotmpl
new file mode 100644
index 0000000..abec213
--- /dev/null
+++ b/template/phi-3.gotmpl
@@ -0,0 +1,3 @@
+{{- range .Messages }}<|{{ .Role }}|>
+{{ .Content }}<|end|>
+{{ end }}<|assistant|>
diff --git a/template/phi-3.json b/template/phi-3.json
new file mode 100644
index 0000000..27bf766
--- /dev/null
+++ b/template/phi-3.json
@@ -0,0 +1,8 @@
+{
+  "stop": [
+    "<|end|>",
+    "<|system|>",
+    "<|user|>",
+    "<|assistant|>"
+  ]
+}
diff --git a/template/solar-instruct.gotmpl b/template/solar-instruct.gotmpl
new file mode 100644
index 0000000..263bde8
--- /dev/null
+++ b/template/solar-instruct.gotmpl
@@ -0,0 +1,11 @@
+{{- range .Messages }}
+{{- if eq .Role "system" }}### System:
+{{- else if eq .Role "user" }}### User:
+{{- else if eq .Role "assistant" }}### Assistant:
+{{ .Content }}</s>
+
+{{ continue }}
+{{- end }}
+{{ .Content }}
+
+{{ end }}### Assistant:
diff --git a/template/solar-instruct.json b/template/solar-instruct.json
new file mode 100644
index 0000000..7b7a905
--- /dev/null
+++ b/template/solar-instruct.json
@@ -0,0 +1,7 @@
+{
+  "stop": [
+    "### System:",
+    "### User:",
+    "### Assistant"
+  ]
+}
diff --git a/template/starcoder2-instruct.gotmpl b/template/starcoder2-instruct.gotmpl
new file mode 100644
index 0000000..7963b4f
--- /dev/null
+++ b/template/starcoder2-instruct.gotmpl
@@ -0,0 +1,18 @@
+{{- $system := "" }}
+{{- range .Messages }}
+{{- if eq .Role "system" }}
+{{- if not $system }}{{ $system = .Content }}
+{{- else }}{{ $system = printf "%s\n\n%s" $system .Content }}
+{{- end }}
+{{- else if eq .Role "user" }}
+{{- if $system }}{{ $system }}
+
+{{ $system = "" }}
+{{- end }}### Instruction
+{{ .Content }}
+
+{{ else if eq .Role "assistant" }}### Response
+{{ .Content }}<|endoftext|>
+
+{{ end }}
+{{- end }}### Response
diff --git a/template/starcoder2-instruct.json b/template/starcoder2-instruct.json
new file mode 100644
index 0000000..3134890
--- /dev/null
+++ b/template/starcoder2-instruct.json
@@ -0,0 +1,7 @@
+{
+  "stop": [
+    "### Instruction",
+    "### Response",
+    "<|endoftext|>"
+  ]
+}
diff --git a/template/template.go b/template/template.go
new file mode 100644
index 0000000..5c886ca
--- /dev/null
+++ b/template/template.go
@@ -0,0 +1,434 @@
+package template
+
+import (
+	"bytes"
+	"embed"
+	"encoding/json"
+	"errors"
+	"io"
+	"math"
+	"slices"
+	"strings"
+	"sync"
+	"text/template"
+	"text/template/parse"
+
+	"github.com/agnivade/levenshtein"
+	"golang.org/x/exp/maps"
+
+	"github.com/ollama/ollama/api"
+)
+
+//go:embed index.json
+var indexBytes []byte
+
+//go:embed *.gotmpl
+//go:embed *.json
+var templatesFS embed.FS
+
+var templatesOnce = sync.OnceValues(func() ([]*named, error) {
+	var templates []*named
+	if err := json.Unmarshal(indexBytes, &templates); err != nil {
+		return nil, err
+	}
+
+	for _, t := range templates {
+		bts, err := templatesFS.ReadFile(t.Name + ".gotmpl")
+		if err != nil {
+			return nil, err
+		}
+
+		// normalize line endings
+		t.Bytes = bytes.ReplaceAll(bts, []byte("\r\n"), []byte("\n"))
+
+		params, err := templatesFS.ReadFile(t.Name + ".json")
+		if err != nil {
+			continue
+		}
+
+		if err := json.Unmarshal(params, &t.Parameters); err != nil {
+			return nil, err
+		}
+	}
+
+	return templates, nil
+})
+
+type named struct {
+	Name     string `json:"name"`
+	Template string `json:"template"`
+	Bytes    []byte
+
+	Parameters *struct {
+		Stop []string `json:"stop"`
+	}
+}
+
+func (t named) Reader() io.Reader {
+	return bytes.NewReader(t.Bytes)
+}
+
+func Named(s string) (*named, error) {
+	templates, err := templatesOnce()
+	if err != nil {
+		return nil, err
+	}
+
+	var template *named
+	score := math.MaxInt
+	for _, t := range templates {
+		if s := levenshtein.ComputeDistance(s, t.Template); s < score {
+			score = s
+			template = t
+		}
+	}
+
+	if score < 100 {
+		return template, nil
+	}
+
+	return nil, errors.New("no matching template found")
+}
+
+var DefaultTemplate, _ = Parse("{{ .Prompt }}")
+
+type Template struct {
+	*template.Template
+	raw string
+}
+
+// response is a template node that can be added to templates that don't already have one
+var response = parse.ActionNode{
+	NodeType: parse.NodeAction,
+	Pipe: &parse.PipeNode{
+		NodeType: parse.NodePipe,
+		Cmds: []*parse.CommandNode{
+			{
+				NodeType: parse.NodeCommand,
+				Args: []parse.Node{
+					&parse.FieldNode{
+						NodeType: parse.NodeField,
+						Ident:    []string{"Response"},
+					},
+				},
+			},
+		},
+	},
+}
+
+var funcs = template.FuncMap{
+	"json": func(v any) string {
+		b, _ := json.Marshal(v)
+		return string(b)
+	},
+}
+
+func Parse(s string) (*Template, error) {
+	tmpl := template.New("").Option("missingkey=zero").Funcs(funcs)
+
+	tmpl, err := tmpl.Parse(s)
+	if err != nil {
+		return nil, err
+	}
+
+	t := Template{Template: tmpl, raw: s}
+	if vars := t.Vars(); !slices.Contains(vars, "messages") && !slices.Contains(vars, "response") {
+		// touch up the template and append {{ .Response }}
+		tmpl.Tree.Root.Nodes = append(tmpl.Tree.Root.Nodes, &response)
+	}
+
+	return &t, nil
+}
+
+func (t *Template) String() string {
+	return t.raw
+}
+
+func (t *Template) Vars() []string {
+	var vars []string
+	for _, tt := range t.Templates() {
+		for _, n := range tt.Root.Nodes {
+			vars = append(vars, Identifiers(n)...)
+		}
+	}
+
+	set := make(map[string]struct{})
+	for _, n := range vars {
+		set[strings.ToLower(n)] = struct{}{}
+	}
+
+	vars = maps.Keys(set)
+	slices.Sort(vars)
+	return vars
+}
+
+type Values struct {
+	Messages []api.Message
+	api.Tools
+	Prompt string
+	Suffix string
+
+	// forceLegacy is a flag used to test compatibility with legacy templates
+	forceLegacy bool
+}
+
+func (t *Template) Subtree(fn func(parse.Node) bool) *template.Template {
+	var walk func(parse.Node) parse.Node
+	walk = func(n parse.Node) parse.Node {
+		if fn(n) {
+			return n
+		}
+
+		switch t := n.(type) {
+		case *parse.ListNode:
+			for _, c := range t.Nodes {
+				if n := walk(c); n != nil {
+					return n
+				}
+			}
+		case *parse.BranchNode:
+			for _, n := range []*parse.ListNode{t.List, t.ElseList} {
+				if n != nil {
+					if n := walk(n); n != nil {
+						return n
+					}
+				}
+			}
+		case *parse.IfNode:
+			return walk(&t.BranchNode)
+		case *parse.WithNode:
+			return walk(&t.BranchNode)
+		case *parse.RangeNode:
+			return walk(&t.BranchNode)
+		}
+
+		return nil
+	}
+
+	if n := walk(t.Tree.Root); n != nil {
+		return (&template.Template{
+			Tree: &parse.Tree{
+				Root: &parse.ListNode{
+					Nodes: []parse.Node{n},
+				},
+			},
+		}).Funcs(funcs)
+	}
+
+	return nil
+}
+
+func (t *Template) Execute(w io.Writer, v Values) error {
+	system, messages := collate(v.Messages)
+	if v.Prompt != "" && v.Suffix != "" {
+		return t.Template.Execute(w, map[string]any{
+			"Prompt":   v.Prompt,
+			"Suffix":   v.Suffix,
+			"Response": "",
+		})
+	} else if !v.forceLegacy && slices.Contains(t.Vars(), "messages") {
+		return t.Template.Execute(w, map[string]any{
+			"System":   system,
+			"Messages": messages,
+			"Tools":    v.Tools,
+			"Response": "",
+		})
+	}
+
+	system = ""
+	var b bytes.Buffer
+	var prompt, response string
+	for _, m := range messages {
+		execute := func() error {
+			if err := t.Template.Execute(&b, map[string]any{
+				"System":   system,
+				"Prompt":   prompt,
+				"Response": response,
+			}); err != nil {
+				return err
+			}
+
+			system = ""
+			prompt = ""
+			response = ""
+			return nil
+		}
+
+		switch m.Role {
+		case "system":
+			if prompt != "" || response != "" {
+				if err := execute(); err != nil {
+					return err
+				}
+			}
+			system = m.Content
+		case "user":
+			if response != "" {
+				if err := execute(); err != nil {
+					return err
+				}
+			}
+			prompt = m.Content
+		case "assistant":
+			response = m.Content
+		}
+	}
+
+	var cut bool
+	nodes := deleteNode(t.Template.Root.Copy(), func(n parse.Node) bool {
+		if field, ok := n.(*parse.FieldNode); ok && slices.Contains(field.Ident, "Response") {
+			cut = true
+			return false
+		}
+
+		return cut
+	})
+
+	tree := parse.Tree{Root: nodes.(*parse.ListNode)}
+	if err := template.Must(template.New("").AddParseTree("", &tree)).Execute(&b, map[string]any{
+		"System":   system,
+		"Prompt":   prompt,
+		"Response": response,
+	}); err != nil {
+		return err
+	}
+
+	_, err := io.Copy(w, &b)
+	return err
+}
+
+// collate messages based on role. consecutive messages of the same role are merged
+// into a single message. collate also collects and returns all system messages.
+// collate mutates message content adding image tags ([img-%d]) as needed
+func collate(msgs []api.Message) (string, []*api.Message) {
+	var system []string
+	var collated []*api.Message
+	for i := range msgs {
+		msg := msgs[i]
+		if msg.Role == "system" {
+			system = append(system, msg.Content)
+		}
+
+		if len(collated) > 0 && collated[len(collated)-1].Role == msg.Role {
+			collated[len(collated)-1].Content += "\n\n" + msg.Content
+		} else {
+			collated = append(collated, &msg)
+		}
+	}
+
+	return strings.Join(system, "\n\n"), collated
+}
+
+// Identifiers walks the node tree returning any identifiers it finds along the way
+func Identifiers(n parse.Node) []string {
+	switch n := n.(type) {
+	case *parse.ListNode:
+		var names []string
+		for _, n := range n.Nodes {
+			names = append(names, Identifiers(n)...)
+		}
+
+		return names
+	case *parse.TemplateNode:
+		return Identifiers(n.Pipe)
+	case *parse.ActionNode:
+		return Identifiers(n.Pipe)
+	case *parse.BranchNode:
+		names := Identifiers(n.Pipe)
+		for _, n := range []*parse.ListNode{n.List, n.ElseList} {
+			if n != nil {
+				names = append(names, Identifiers(n)...)
+			}
+		}
+		return names
+	case *parse.IfNode:
+		return Identifiers(&n.BranchNode)
+	case *parse.RangeNode:
+		return Identifiers(&n.BranchNode)
+	case *parse.WithNode:
+		return Identifiers(&n.BranchNode)
+	case *parse.PipeNode:
+		var names []string
+		for _, c := range n.Cmds {
+			for _, a := range c.Args {
+				names = append(names, Identifiers(a)...)
+			}
+		}
+		return names
+	case *parse.FieldNode:
+		return n.Ident
+	case *parse.VariableNode:
+		return n.Ident
+	}
+
+	return nil
+}
+
+// deleteNode walks the node list and deletes nodes that match the predicate
+// this is currently to remove the {{ .Response }} node from templates
+func deleteNode(n parse.Node, fn func(parse.Node) bool) parse.Node {
+	var walk func(n parse.Node) parse.Node
+	walk = func(n parse.Node) parse.Node {
+		if fn(n) {
+			return nil
+		}
+
+		switch t := n.(type) {
+		case *parse.ListNode:
+			var nodes []parse.Node
+			for _, c := range t.Nodes {
+				if n := walk(c); n != nil {
+					nodes = append(nodes, n)
+				}
+			}
+
+			t.Nodes = nodes
+			return t
+		case *parse.IfNode:
+			t.BranchNode = *(walk(&t.BranchNode).(*parse.BranchNode))
+		case *parse.WithNode:
+			t.BranchNode = *(walk(&t.BranchNode).(*parse.BranchNode))
+		case *parse.RangeNode:
+			t.BranchNode = *(walk(&t.BranchNode).(*parse.BranchNode))
+		case *parse.BranchNode:
+			t.List = walk(t.List).(*parse.ListNode)
+			if t.ElseList != nil {
+				t.ElseList = walk(t.ElseList).(*parse.ListNode)
+			}
+		case *parse.ActionNode:
+			n := walk(t.Pipe)
+			if n == nil {
+				return nil
+			}
+
+			t.Pipe = n.(*parse.PipeNode)
+		case *parse.PipeNode:
+			var commands []*parse.CommandNode
+			for _, c := range t.Cmds {
+				var args []parse.Node
+				for _, a := range c.Args {
+					if n := walk(a); n != nil {
+						args = append(args, n)
+					}
+				}
+
+				if len(args) == 0 {
+					return nil
+				}
+
+				c.Args = args
+				commands = append(commands, c)
+			}
+
+			if len(commands) == 0 {
+				return nil
+			}
+
+			t.Cmds = commands
+		}
+
+		return n
+	}
+
+	return walk(n)
+}
diff --git a/template/template_test.go b/template/template_test.go
new file mode 100644
index 0000000..ba10465
--- /dev/null
+++ b/template/template_test.go
@@ -0,0 +1,378 @@
+package template
+
+import (
+	"bufio"
+	"bytes"
+	"encoding/json"
+	"io"
+	"os"
+	"path/filepath"
+	"slices"
+	"strings"
+	"testing"
+
+	"github.com/google/go-cmp/cmp"
+
+	"github.com/ollama/ollama/api"
+	"github.com/ollama/ollama/fs/ggml"
+)
+
+func TestNamed(t *testing.T) {
+	f, err := os.Open(filepath.Join("testdata", "templates.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+
+	scanner := bufio.NewScanner(f)
+	for scanner.Scan() {
+		var ss map[string]string
+		if err := json.Unmarshal(scanner.Bytes(), &ss); err != nil {
+			t.Fatal(err)
+		}
+
+		for k, v := range ss {
+			t.Run(k, func(t *testing.T) {
+				kv := ggml.KV{"tokenizer.chat_template": v}
+				s := kv.ChatTemplate()
+				r, err := Named(s)
+				if err != nil {
+					t.Fatal(err)
+				}
+
+				if r.Name != k {
+					t.Errorf("expected %q, got %q", k, r.Name)
+				}
+
+				var b bytes.Buffer
+				if _, err := io.Copy(&b, r.Reader()); err != nil {
+					t.Fatal(err)
+				}
+
+				tmpl, err := Parse(b.String())
+				if err != nil {
+					t.Fatal(err)
+				}
+
+				if tmpl.Tree.Root.String() == "" {
+					t.Errorf("empty %s template", k)
+				}
+			})
+		}
+	}
+}
+
+func TestTemplate(t *testing.T) {
+	cases := make(map[string][]api.Message)
+	for _, mm := range [][]api.Message{
+		{
+			{Role: "user", Content: "Hello, how are you?"},
+		},
+		{
+			{Role: "user", Content: "Hello, how are you?"},
+			{Role: "assistant", Content: "I'm doing great. How can I help you today?"},
+			{Role: "user", Content: "I'd like to show off how chat templating works!"},
+		},
+		{
+			{Role: "system", Content: "You are a helpful assistant."},
+			{Role: "user", Content: "Hello, how are you?"},
+			{Role: "assistant", Content: "I'm doing great. How can I help you today?"},
+			{Role: "user", Content: "I'd like to show off how chat templating works!"},
+		},
+	} {
+		var roles []string
+		for _, m := range mm {
+			roles = append(roles, m.Role)
+		}
+
+		cases[strings.Join(roles, "-")] = mm
+	}
+
+	matches, err := filepath.Glob("*.gotmpl")
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	for _, match := range matches {
+		t.Run(match, func(t *testing.T) {
+			bts, err := os.ReadFile(match)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			tmpl, err := Parse(string(bts))
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			for n, tt := range cases {
+				var actual bytes.Buffer
+				t.Run(n, func(t *testing.T) {
+					if err := tmpl.Execute(&actual, Values{Messages: tt}); err != nil {
+						t.Fatal(err)
+					}
+
+					expect, err := os.ReadFile(filepath.Join("testdata", match, n))
+					if err != nil {
+						t.Fatal(err)
+					}
+
+					bts := actual.Bytes()
+
+					if slices.Contains([]string{"chatqa.gotmpl", "llama2-chat.gotmpl", "mistral-instruct.gotmpl", "openchat.gotmpl", "vicuna.gotmpl"}, match) && bts[len(bts)-1] == ' ' {
+						t.Log("removing trailing space from output")
+						bts = bts[:len(bts)-1]
+					}
+
+					if diff := cmp.Diff(bts, expect); diff != "" {
+						t.Errorf("mismatch (-got +want):\n%s", diff)
+					}
+				})
+
+				t.Run("legacy", func(t *testing.T) {
+					t.Skip("legacy outputs are currently default outputs")
+					var legacy bytes.Buffer
+					if err := tmpl.Execute(&legacy, Values{Messages: tt, forceLegacy: true}); err != nil {
+						t.Fatal(err)
+					}
+
+					legacyBytes := legacy.Bytes()
+					if slices.Contains([]string{"chatqa.gotmpl", "openchat.gotmpl", "vicuna.gotmpl"}, match) && legacyBytes[len(legacyBytes)-1] == ' ' {
+						t.Log("removing trailing space from legacy output")
+						legacyBytes = legacyBytes[:len(legacyBytes)-1]
+					} else if slices.Contains([]string{"codellama-70b-instruct.gotmpl", "llama2-chat.gotmpl", "mistral-instruct.gotmpl"}, match) {
+						t.Skip("legacy outputs cannot be compared to messages outputs")
+					}
+
+					if diff := cmp.Diff(legacyBytes, actual.Bytes()); diff != "" {
+						t.Errorf("mismatch (-got +want):\n%s", diff)
+					}
+				})
+			}
+		})
+	}
+}
+
+func TestParse(t *testing.T) {
+	cases := []struct {
+		template string
+		vars     []string
+	}{
+		{"{{ .Prompt }}", []string{"prompt", "response"}},
+		{"{{ .System }} {{ .Prompt }}", []string{"prompt", "response", "system"}},
+		{"{{ .System }} {{ .Prompt }} {{ .Response }}", []string{"prompt", "response", "system"}},
+		{"{{ with .Tools }}{{ . }}{{ end }} {{ .System }} {{ .Prompt }}", []string{"prompt", "response", "system", "tools"}},
+		{"{{ range .Messages }}{{ .Role }} {{ .Content }}{{ end }}", []string{"content", "messages", "role"}},
+		{`{{- range .Messages }}
+{{- if eq .Role "system" }}SYSTEM:
+{{- else if eq .Role "user" }}USER:
+{{- else if eq .Role "assistant" }}ASSISTANT:
+{{- end }} {{ .Content }}
+{{- end }}`, []string{"content", "messages", "role"}},
+		{`{{- if .Messages }}
+{{- range .Messages }}<|im_start|>{{ .Role }}
+{{ .Content }}<|im_end|>
+{{ end }}<|im_start|>assistant
+{{ else -}}
+{{ if .System }}<|im_start|>system
+{{ .System }}<|im_end|>
+{{ end }}{{ if .Prompt }}<|im_start|>user
+{{ .Prompt }}<|im_end|>
+{{ end }}<|im_start|>assistant
+{{ .Response }}<|im_end|>
+{{- end -}}`, []string{"content", "messages", "prompt", "response", "role", "system"}},
+	}
+
+	for _, tt := range cases {
+		t.Run("", func(t *testing.T) {
+			tmpl, err := Parse(tt.template)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			if diff := cmp.Diff(tmpl.Vars(), tt.vars); diff != "" {
+				t.Errorf("mismatch (-got +want):\n%s", diff)
+			}
+		})
+	}
+}
+
+func TestExecuteWithMessages(t *testing.T) {
+	type template struct {
+		name     string
+		template string
+	}
+	cases := []struct {
+		name      string
+		templates []template
+		values    Values
+		expected  string
+	}{
+		{
+			"mistral",
+			[]template{
+				{"no response", `[INST] {{ if .System }}{{ .System }}
+
+{{ end }}{{ .Prompt }}[/INST] `},
+				{"response", `[INST] {{ if .System }}{{ .System }}
+
+{{ end }}{{ .Prompt }}[/INST] {{ .Response }}`},
+				{"messages", `[INST] {{ if .System }}{{ .System }}
+
+{{ end }}
+{{- range .Messages }}
+{{- if eq .Role "user" }}{{ .Content }}[/INST] {{ else if eq .Role "assistant" }}{{ .Content }}[INST] {{ end }}
+{{- end }}`},
+			},
+			Values{
+				Messages: []api.Message{
+					{Role: "user", Content: "Hello friend!"},
+					{Role: "assistant", Content: "Hello human!"},
+					{Role: "user", Content: "What is your name?"},
+				},
+			},
+			`[INST] Hello friend![/INST] Hello human![INST] What is your name?[/INST] `,
+		},
+		{
+			"mistral system",
+			[]template{
+				{"no response", `[INST] {{ if .System }}{{ .System }}
+
+{{ end }}{{ .Prompt }}[/INST] `},
+				{"response", `[INST] {{ if .System }}{{ .System }}
+
+{{ end }}{{ .Prompt }}[/INST] {{ .Response }}`},
+				{"messages", `[INST] {{ if .System }}{{ .System }}
+
+{{ end }}
+{{- range .Messages }}
+{{- if eq .Role "user" }}{{ .Content }}[/INST] {{ else if eq .Role "assistant" }}{{ .Content }}[INST] {{ end }}
+{{- end }}`},
+			},
+			Values{
+				Messages: []api.Message{
+					{Role: "system", Content: "You are a helpful assistant!"},
+					{Role: "user", Content: "Hello friend!"},
+					{Role: "assistant", Content: "Hello human!"},
+					{Role: "user", Content: "What is your name?"},
+				},
+			},
+			`[INST] You are a helpful assistant!
+
+Hello friend![/INST] Hello human![INST] What is your name?[/INST] `,
+		},
+		{
+			"mistral assistant",
+			[]template{
+				{"no response", `[INST] {{ .Prompt }}[/INST] `},
+				{"response", `[INST] {{ .Prompt }}[/INST] {{ .Response }}`},
+				{"messages", `
+{{- range $i, $m := .Messages }}
+{{- if eq .Role "user" }}[INST] {{ .Content }}[/INST] {{ else if eq .Role "assistant" }}{{ .Content }}{{ end }}
+{{- end }}`},
+			},
+			Values{
+				Messages: []api.Message{
+					{Role: "user", Content: "Hello friend!"},
+					{Role: "assistant", Content: "Hello human!"},
+					{Role: "user", Content: "What is your name?"},
+					{Role: "assistant", Content: "My name is Ollama and I"},
+				},
+			},
+			`[INST] Hello friend![/INST] Hello human![INST] What is your name?[/INST] My name is Ollama and I`,
+		},
+		{
+			"chatml",
+			[]template{
+				// this does not have a "no response" test because it's impossible to render the same output
+				{"response", `{{ if .System }}<|im_start|>system
+{{ .System }}<|im_end|>
+{{ end }}{{ if .Prompt }}<|im_start|>user
+{{ .Prompt }}<|im_end|>
+{{ end }}<|im_start|>assistant
+{{ .Response }}<|im_end|>
+`},
+				{"messages", `
+{{- range $index, $_ := .Messages }}<|im_start|>{{ .Role }}
+{{ .Content }}<|im_end|>
+{{ end }}<|im_start|>assistant
+`},
+			},
+			Values{
+				Messages: []api.Message{
+					{Role: "system", Content: "You are a helpful assistant!"},
+					{Role: "user", Content: "Hello friend!"},
+					{Role: "assistant", Content: "Hello human!"},
+					{Role: "user", Content: "What is your name?"},
+				},
+			},
+			`<|im_start|>system
+You are a helpful assistant!<|im_end|>
+<|im_start|>user
+Hello friend!<|im_end|>
+<|im_start|>assistant
+Hello human!<|im_end|>
+<|im_start|>user
+What is your name?<|im_end|>
+<|im_start|>assistant
+`,
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			for _, ttt := range tt.templates {
+				t.Run(ttt.name, func(t *testing.T) {
+					tmpl, err := Parse(ttt.template)
+					if err != nil {
+						t.Fatal(err)
+					}
+
+					var b bytes.Buffer
+					if err := tmpl.Execute(&b, tt.values); err != nil {
+						t.Fatal(err)
+					}
+
+					if diff := cmp.Diff(b.String(), tt.expected); diff != "" {
+						t.Errorf("mismatch (-got +want):\n%s", diff)
+					}
+				})
+			}
+		})
+	}
+}
+
+func TestExecuteWithSuffix(t *testing.T) {
+	tmpl, err := Parse(`{{- if .Suffix }}<PRE> {{ .Prompt }} <SUF>{{ .Suffix }} <MID>
+{{- else }}{{ .Prompt }}
+{{- end }}`)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	cases := []struct {
+		name   string
+		values Values
+		expect string
+	}{
+		{
+			"message", Values{Messages: []api.Message{{Role: "user", Content: "hello"}}}, "hello",
+		},
+		{
+			"prompt suffix", Values{Prompt: "def add(", Suffix: "return x"}, "<PRE> def add( <SUF>return x <MID>",
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			var b bytes.Buffer
+			if err := tmpl.Execute(&b, tt.values); err != nil {
+				t.Fatal(err)
+			}
+
+			if diff := cmp.Diff(b.String(), tt.expect); diff != "" {
+				t.Errorf("mismatch (-got +want):\n%s", diff)
+			}
+		})
+	}
+}
diff --git a/template/testdata/alfred.gotmpl/system-user-assistant-user b/template/testdata/alfred.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..03e23ea
--- /dev/null
+++ b/template/testdata/alfred.gotmpl/system-user-assistant-user
@@ -0,0 +1 @@
+<start_system>You are a helpful assistant.<end_message><start_user>Hello, how are you?<end_message><start_assistant>I'm doing great. How can I help you today?<end_message><start_user>I'd like to show off how chat templating works!<end_message><start_assistant>
\ No newline at end of file
diff --git a/template/testdata/alfred.gotmpl/user b/template/testdata/alfred.gotmpl/user
new file mode 100644
index 0000000..7c884a6
--- /dev/null
+++ b/template/testdata/alfred.gotmpl/user
@@ -0,0 +1 @@
+<start_user>Hello, how are you?<end_message><start_assistant>
\ No newline at end of file
diff --git a/template/testdata/alfred.gotmpl/user-assistant-user b/template/testdata/alfred.gotmpl/user-assistant-user
new file mode 100644
index 0000000..a60701e
--- /dev/null
+++ b/template/testdata/alfred.gotmpl/user-assistant-user
@@ -0,0 +1 @@
+<start_user>Hello, how are you?<end_message><start_assistant>I'm doing great. How can I help you today?<end_message><start_user>I'd like to show off how chat templating works!<end_message><start_assistant>
\ No newline at end of file
diff --git a/template/testdata/alpaca.gotmpl/system-user-assistant-user b/template/testdata/alpaca.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..4caa817
--- /dev/null
+++ b/template/testdata/alpaca.gotmpl/system-user-assistant-user
@@ -0,0 +1,12 @@
+You are a helpful assistant.
+
+### Instruction:
+Hello, how are you?
+
+### Response:
+I'm doing great. How can I help you today?
+
+### Instruction:
+I'd like to show off how chat templating works!
+
+### Response:
diff --git a/template/testdata/alpaca.gotmpl/user b/template/testdata/alpaca.gotmpl/user
new file mode 100644
index 0000000..a0ce5de
--- /dev/null
+++ b/template/testdata/alpaca.gotmpl/user
@@ -0,0 +1,4 @@
+### Instruction:
+Hello, how are you?
+
+### Response:
diff --git a/template/testdata/alpaca.gotmpl/user-assistant-user b/template/testdata/alpaca.gotmpl/user-assistant-user
new file mode 100644
index 0000000..6c5e23f
--- /dev/null
+++ b/template/testdata/alpaca.gotmpl/user-assistant-user
@@ -0,0 +1,10 @@
+### Instruction:
+Hello, how are you?
+
+### Response:
+I'm doing great. How can I help you today?
+
+### Instruction:
+I'd like to show off how chat templating works!
+
+### Response:
diff --git a/template/testdata/chatml.gotmpl/system-user-assistant-user b/template/testdata/chatml.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..8b013fc
--- /dev/null
+++ b/template/testdata/chatml.gotmpl/system-user-assistant-user
@@ -0,0 +1,9 @@
+<|im_start|>system
+You are a helpful assistant.<|im_end|>
+<|im_start|>user
+Hello, how are you?<|im_end|>
+<|im_start|>assistant
+I'm doing great. How can I help you today?<|im_end|>
+<|im_start|>user
+I'd like to show off how chat templating works!<|im_end|>
+<|im_start|>assistant
diff --git a/template/testdata/chatml.gotmpl/user b/template/testdata/chatml.gotmpl/user
new file mode 100644
index 0000000..aa9e597
--- /dev/null
+++ b/template/testdata/chatml.gotmpl/user
@@ -0,0 +1,3 @@
+<|im_start|>user
+Hello, how are you?<|im_end|>
+<|im_start|>assistant
diff --git a/template/testdata/chatml.gotmpl/user-assistant-user b/template/testdata/chatml.gotmpl/user-assistant-user
new file mode 100644
index 0000000..a7cba4d
--- /dev/null
+++ b/template/testdata/chatml.gotmpl/user-assistant-user
@@ -0,0 +1,7 @@
+<|im_start|>user
+Hello, how are you?<|im_end|>
+<|im_start|>assistant
+I'm doing great. How can I help you today?<|im_end|>
+<|im_start|>user
+I'd like to show off how chat templating works!<|im_end|>
+<|im_start|>assistant
diff --git a/template/testdata/chatqa.gotmpl/system-user-assistant-user b/template/testdata/chatqa.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..98fd59b
--- /dev/null
+++ b/template/testdata/chatqa.gotmpl/system-user-assistant-user
@@ -0,0 +1,9 @@
+System: You are a helpful assistant.
+
+User: Hello, how are you?
+
+Assistant: I'm doing great. How can I help you today?
+
+User: I'd like to show off how chat templating works!
+
+Assistant:
\ No newline at end of file
diff --git a/template/testdata/chatqa.gotmpl/user b/template/testdata/chatqa.gotmpl/user
new file mode 100644
index 0000000..9e7cf70
--- /dev/null
+++ b/template/testdata/chatqa.gotmpl/user
@@ -0,0 +1,3 @@
+User: Hello, how are you?
+
+Assistant:
\ No newline at end of file
diff --git a/template/testdata/chatqa.gotmpl/user-assistant-user b/template/testdata/chatqa.gotmpl/user-assistant-user
new file mode 100644
index 0000000..405bbe1
--- /dev/null
+++ b/template/testdata/chatqa.gotmpl/user-assistant-user
@@ -0,0 +1,7 @@
+User: Hello, how are you?
+
+Assistant: I'm doing great. How can I help you today?
+
+User: I'd like to show off how chat templating works!
+
+Assistant:
\ No newline at end of file
diff --git a/template/testdata/codellama-70b-instruct.gotmpl/system-user-assistant-user b/template/testdata/codellama-70b-instruct.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..d7528f8
--- /dev/null
+++ b/template/testdata/codellama-70b-instruct.gotmpl/system-user-assistant-user
@@ -0,0 +1,12 @@
+Source: system
+
+ You are a helpful assistant. <step> Source: user
+
+ Hello, how are you? <step> Source: assistant
+
+ I'm doing great. How can I help you today? <step> Source: user
+
+ I'd like to show off how chat templating works! <step> Source: assistant
+Destination: user
+
+ 
\ No newline at end of file
diff --git a/template/testdata/codellama-70b-instruct.gotmpl/user b/template/testdata/codellama-70b-instruct.gotmpl/user
new file mode 100644
index 0000000..8e07853
--- /dev/null
+++ b/template/testdata/codellama-70b-instruct.gotmpl/user
@@ -0,0 +1,6 @@
+Source: user
+
+ Hello, how are you? <step> Source: assistant
+Destination: user
+
+ 
\ No newline at end of file
diff --git a/template/testdata/codellama-70b-instruct.gotmpl/user-assistant-user b/template/testdata/codellama-70b-instruct.gotmpl/user-assistant-user
new file mode 100644
index 0000000..f732cc7
--- /dev/null
+++ b/template/testdata/codellama-70b-instruct.gotmpl/user-assistant-user
@@ -0,0 +1,10 @@
+Source: user
+
+ Hello, how are you? <step> Source: assistant
+
+ I'm doing great. How can I help you today? <step> Source: user
+
+ I'd like to show off how chat templating works! <step> Source: assistant
+Destination: user
+
+ 
\ No newline at end of file
diff --git a/template/testdata/command-r.gotmpl/system-user-assistant-user b/template/testdata/command-r.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..83dea09
--- /dev/null
+++ b/template/testdata/command-r.gotmpl/system-user-assistant-user
@@ -0,0 +1 @@
+<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>You are a helpful assistant.<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>Hello, how are you?<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>I'm doing great. How can I help you today?<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>I'd like to show off how chat templating works!<|END_OF_TURN_TOKEN|><|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
diff --git a/template/testdata/command-r.gotmpl/user b/template/testdata/command-r.gotmpl/user
new file mode 100644
index 0000000..b148e2d
--- /dev/null
+++ b/template/testdata/command-r.gotmpl/user
@@ -0,0 +1 @@
+<|START_OF_TURN_TOKEN|><|USER_TOKEN|>Hello, how are you?<|END_OF_TURN_TOKEN|><|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
diff --git a/template/testdata/command-r.gotmpl/user-assistant-user b/template/testdata/command-r.gotmpl/user-assistant-user
new file mode 100644
index 0000000..ae76cb1
--- /dev/null
+++ b/template/testdata/command-r.gotmpl/user-assistant-user
@@ -0,0 +1 @@
+<|START_OF_TURN_TOKEN|><|USER_TOKEN|>Hello, how are you?<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>I'm doing great. How can I help you today?<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>I'd like to show off how chat templating works!<|END_OF_TURN_TOKEN|><|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
diff --git a/template/testdata/falcon-instruct.gotmpl/system-user-assistant-user b/template/testdata/falcon-instruct.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..16e45e5
--- /dev/null
+++ b/template/testdata/falcon-instruct.gotmpl/system-user-assistant-user
@@ -0,0 +1,8 @@
+System: You are a helpful assistant.
+User:
+Hello, how are you?
+Falcon:
+I'm doing great. How can I help you today?
+User:
+I'd like to show off how chat templating works!
+Falcon:
diff --git a/template/testdata/falcon-instruct.gotmpl/user b/template/testdata/falcon-instruct.gotmpl/user
new file mode 100644
index 0000000..110831a
--- /dev/null
+++ b/template/testdata/falcon-instruct.gotmpl/user
@@ -0,0 +1,3 @@
+User:
+Hello, how are you?
+Falcon:
diff --git a/template/testdata/falcon-instruct.gotmpl/user-assistant-user b/template/testdata/falcon-instruct.gotmpl/user-assistant-user
new file mode 100644
index 0000000..b49639e
--- /dev/null
+++ b/template/testdata/falcon-instruct.gotmpl/user-assistant-user
@@ -0,0 +1,7 @@
+User:
+Hello, how are you?
+Falcon:
+I'm doing great. How can I help you today?
+User:
+I'd like to show off how chat templating works!
+Falcon:
diff --git a/template/testdata/gemma-instruct.gotmpl/system-user-assistant-user b/template/testdata/gemma-instruct.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..5f6c373
--- /dev/null
+++ b/template/testdata/gemma-instruct.gotmpl/system-user-assistant-user
@@ -0,0 +1,8 @@
+<start_of_turn>user
+You are a helpful assistant.
+Hello, how are you?<end_of_turn>
+<start_of_turn>model
+I'm doing great. How can I help you today?<end_of_turn>
+<start_of_turn>user
+I'd like to show off how chat templating works!<end_of_turn>
+<start_of_turn>model
diff --git a/template/testdata/gemma-instruct.gotmpl/user b/template/testdata/gemma-instruct.gotmpl/user
new file mode 100644
index 0000000..dc8b30b
--- /dev/null
+++ b/template/testdata/gemma-instruct.gotmpl/user
@@ -0,0 +1,3 @@
+<start_of_turn>user
+Hello, how are you?<end_of_turn>
+<start_of_turn>model
diff --git a/template/testdata/gemma-instruct.gotmpl/user-assistant-user b/template/testdata/gemma-instruct.gotmpl/user-assistant-user
new file mode 100644
index 0000000..1185924
--- /dev/null
+++ b/template/testdata/gemma-instruct.gotmpl/user-assistant-user
@@ -0,0 +1,7 @@
+<start_of_turn>user
+Hello, how are you?<end_of_turn>
+<start_of_turn>model
+I'm doing great. How can I help you today?<end_of_turn>
+<start_of_turn>user
+I'd like to show off how chat templating works!<end_of_turn>
+<start_of_turn>model
diff --git a/template/testdata/gemma3-instruct.gotmpl/system-user-assistant-user b/template/testdata/gemma3-instruct.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..5453a1d
--- /dev/null
+++ b/template/testdata/gemma3-instruct.gotmpl/system-user-assistant-user
@@ -0,0 +1,10 @@
+<start_of_turn>user
+You are a helpful assistant.
+
+Hello, how are you?<end_of_turn>
+<start_of_turn>model
+I'm doing great. How can I help you today?<end_of_turn>
+<start_of_turn>user
+I'd like to show off how chat templating works!<end_of_turn>
+<start_of_turn>model
+
diff --git a/template/testdata/gemma3-instruct.gotmpl/user b/template/testdata/gemma3-instruct.gotmpl/user
new file mode 100644
index 0000000..fed1f5f
--- /dev/null
+++ b/template/testdata/gemma3-instruct.gotmpl/user
@@ -0,0 +1,4 @@
+<start_of_turn>user
+Hello, how are you?<end_of_turn>
+<start_of_turn>model
+
diff --git a/template/testdata/gemma3-instruct.gotmpl/user-assistant-user b/template/testdata/gemma3-instruct.gotmpl/user-assistant-user
new file mode 100644
index 0000000..ab15a07
--- /dev/null
+++ b/template/testdata/gemma3-instruct.gotmpl/user-assistant-user
@@ -0,0 +1,8 @@
+<start_of_turn>user
+Hello, how are you?<end_of_turn>
+<start_of_turn>model
+I'm doing great. How can I help you today?<end_of_turn>
+<start_of_turn>user
+I'd like to show off how chat templating works!<end_of_turn>
+<start_of_turn>model
+
diff --git a/template/testdata/granite-instruct.gotmpl/system-user-assistant-user b/template/testdata/granite-instruct.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..a732a77
--- /dev/null
+++ b/template/testdata/granite-instruct.gotmpl/system-user-assistant-user
@@ -0,0 +1,13 @@
+System:
+You are a helpful assistant.
+
+Question:
+Hello, how are you?
+
+Answer:
+I'm doing great. How can I help you today?
+
+Question:
+I'd like to show off how chat templating works!
+
+Answer:
diff --git a/template/testdata/granite-instruct.gotmpl/user b/template/testdata/granite-instruct.gotmpl/user
new file mode 100644
index 0000000..7abd2ea
--- /dev/null
+++ b/template/testdata/granite-instruct.gotmpl/user
@@ -0,0 +1,4 @@
+Question:
+Hello, how are you?
+
+Answer:
diff --git a/template/testdata/granite-instruct.gotmpl/user-assistant-user b/template/testdata/granite-instruct.gotmpl/user-assistant-user
new file mode 100644
index 0000000..da5e43e
--- /dev/null
+++ b/template/testdata/granite-instruct.gotmpl/user-assistant-user
@@ -0,0 +1,10 @@
+Question:
+Hello, how are you?
+
+Answer:
+I'm doing great. How can I help you today?
+
+Question:
+I'd like to show off how chat templating works!
+
+Answer:
diff --git a/template/testdata/llama2-chat.gotmpl/system-user-assistant-user b/template/testdata/llama2-chat.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..9db81cb
--- /dev/null
+++ b/template/testdata/llama2-chat.gotmpl/system-user-assistant-user
@@ -0,0 +1,7 @@
+[INST] <<SYS>>
+You are a helpful assistant.
+<</SYS>>
+
+Hello, how are you? [/INST] I'm doing great. How can I help you today?</s><s>[INST] <<SYS>><</SYS>>
+
+I'd like to show off how chat templating works! [/INST]
\ No newline at end of file
diff --git a/template/testdata/llama2-chat.gotmpl/user b/template/testdata/llama2-chat.gotmpl/user
new file mode 100644
index 0000000..ceef9bd
--- /dev/null
+++ b/template/testdata/llama2-chat.gotmpl/user
@@ -0,0 +1,3 @@
+[INST] <<SYS>><</SYS>>
+
+Hello, how are you? [/INST]
\ No newline at end of file
diff --git a/template/testdata/llama2-chat.gotmpl/user-assistant-user b/template/testdata/llama2-chat.gotmpl/user-assistant-user
new file mode 100644
index 0000000..ca58954
--- /dev/null
+++ b/template/testdata/llama2-chat.gotmpl/user-assistant-user
@@ -0,0 +1,5 @@
+[INST] <<SYS>><</SYS>>
+
+Hello, how are you? [/INST] I'm doing great. How can I help you today?</s><s>[INST] <<SYS>><</SYS>>
+
+I'd like to show off how chat templating works! [/INST]
\ No newline at end of file
diff --git a/template/testdata/llama3-instruct.gotmpl/system-user-assistant-user b/template/testdata/llama3-instruct.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..6740bcb
--- /dev/null
+++ b/template/testdata/llama3-instruct.gotmpl/system-user-assistant-user
@@ -0,0 +1,10 @@
+<|start_header_id|>system<|end_header_id|>
+
+You are a helpful assistant.<|eot_id|><|start_header_id|>user<|end_header_id|>
+
+Hello, how are you?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+
+I'm doing great. How can I help you today?<|eot_id|><|start_header_id|>user<|end_header_id|>
+
+I'd like to show off how chat templating works!<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+
diff --git a/template/testdata/llama3-instruct.gotmpl/user b/template/testdata/llama3-instruct.gotmpl/user
new file mode 100644
index 0000000..470aa02
--- /dev/null
+++ b/template/testdata/llama3-instruct.gotmpl/user
@@ -0,0 +1,4 @@
+<|start_header_id|>user<|end_header_id|>
+
+Hello, how are you?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+
diff --git a/template/testdata/llama3-instruct.gotmpl/user-assistant-user b/template/testdata/llama3-instruct.gotmpl/user-assistant-user
new file mode 100644
index 0000000..6dd768a
--- /dev/null
+++ b/template/testdata/llama3-instruct.gotmpl/user-assistant-user
@@ -0,0 +1,8 @@
+<|start_header_id|>user<|end_header_id|>
+
+Hello, how are you?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+
+I'm doing great. How can I help you today?<|eot_id|><|start_header_id|>user<|end_header_id|>
+
+I'd like to show off how chat templating works!<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+
diff --git a/template/testdata/magicoder.gotmpl/system-user-assistant-user b/template/testdata/magicoder.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..c966a86
--- /dev/null
+++ b/template/testdata/magicoder.gotmpl/system-user-assistant-user
@@ -0,0 +1,12 @@
+You are a helpful assistant.
+
+@@ Instruction
+Hello, how are you?
+
+@@ Response
+I'm doing great. How can I help you today?
+
+@@ Instruction
+I'd like to show off how chat templating works!
+
+@@ Response
diff --git a/template/testdata/magicoder.gotmpl/user b/template/testdata/magicoder.gotmpl/user
new file mode 100644
index 0000000..ccfb02b
--- /dev/null
+++ b/template/testdata/magicoder.gotmpl/user
@@ -0,0 +1,4 @@
+@@ Instruction
+Hello, how are you?
+
+@@ Response
diff --git a/template/testdata/magicoder.gotmpl/user-assistant-user b/template/testdata/magicoder.gotmpl/user-assistant-user
new file mode 100644
index 0000000..3aea6da
--- /dev/null
+++ b/template/testdata/magicoder.gotmpl/user-assistant-user
@@ -0,0 +1,10 @@
+@@ Instruction
+Hello, how are you?
+
+@@ Response
+I'm doing great. How can I help you today?
+
+@@ Instruction
+I'd like to show off how chat templating works!
+
+@@ Response
diff --git a/template/testdata/mistral-instruct.gotmpl/system-user-assistant-user b/template/testdata/mistral-instruct.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..2f1edae
--- /dev/null
+++ b/template/testdata/mistral-instruct.gotmpl/system-user-assistant-user
@@ -0,0 +1,3 @@
+[INST] You are a helpful assistant.
+
+Hello, how are you?[/INST] I'm doing great. How can I help you today?</s>[INST] I'd like to show off how chat templating works![/INST]
\ No newline at end of file
diff --git a/template/testdata/mistral-instruct.gotmpl/user b/template/testdata/mistral-instruct.gotmpl/user
new file mode 100644
index 0000000..b04871e
--- /dev/null
+++ b/template/testdata/mistral-instruct.gotmpl/user
@@ -0,0 +1 @@
+[INST] Hello, how are you?[/INST]
\ No newline at end of file
diff --git a/template/testdata/mistral-instruct.gotmpl/user-assistant-user b/template/testdata/mistral-instruct.gotmpl/user-assistant-user
new file mode 100644
index 0000000..b473e0d
--- /dev/null
+++ b/template/testdata/mistral-instruct.gotmpl/user-assistant-user
@@ -0,0 +1 @@
+[INST] Hello, how are you?[/INST] I'm doing great. How can I help you today?</s>[INST] I'd like to show off how chat templating works![/INST]
\ No newline at end of file
diff --git a/template/testdata/openchat.gotmpl/system-user-assistant-user b/template/testdata/openchat.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..404b071
--- /dev/null
+++ b/template/testdata/openchat.gotmpl/system-user-assistant-user
@@ -0,0 +1 @@
+GPT4 Correct System: You are a helpful assistant.<|end_of_turn|>GPT4 Correct User: Hello, how are you?<|end_of_turn|>GPT4 Correct Assistant: I'm doing great. How can I help you today?<|end_of_turn|>GPT4 Correct User: I'd like to show off how chat templating works!<|end_of_turn|>GPT4 Correct Assistant:
\ No newline at end of file
diff --git a/template/testdata/openchat.gotmpl/user b/template/testdata/openchat.gotmpl/user
new file mode 100644
index 0000000..48229cb
--- /dev/null
+++ b/template/testdata/openchat.gotmpl/user
@@ -0,0 +1 @@
+GPT4 Correct User: Hello, how are you?<|end_of_turn|>GPT4 Correct Assistant:
\ No newline at end of file
diff --git a/template/testdata/openchat.gotmpl/user-assistant-user b/template/testdata/openchat.gotmpl/user-assistant-user
new file mode 100644
index 0000000..4719abb
--- /dev/null
+++ b/template/testdata/openchat.gotmpl/user-assistant-user
@@ -0,0 +1 @@
+GPT4 Correct User: Hello, how are you?<|end_of_turn|>GPT4 Correct Assistant: I'm doing great. How can I help you today?<|end_of_turn|>GPT4 Correct User: I'd like to show off how chat templating works!<|end_of_turn|>GPT4 Correct Assistant:
\ No newline at end of file
diff --git a/template/testdata/phi-3.gotmpl/system-user-assistant-user b/template/testdata/phi-3.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..6109a9a
--- /dev/null
+++ b/template/testdata/phi-3.gotmpl/system-user-assistant-user
@@ -0,0 +1,9 @@
+<|system|>
+You are a helpful assistant.<|end|>
+<|user|>
+Hello, how are you?<|end|>
+<|assistant|>
+I'm doing great. How can I help you today?<|end|>
+<|user|>
+I'd like to show off how chat templating works!<|end|>
+<|assistant|>
diff --git a/template/testdata/phi-3.gotmpl/user b/template/testdata/phi-3.gotmpl/user
new file mode 100644
index 0000000..feb96e7
--- /dev/null
+++ b/template/testdata/phi-3.gotmpl/user
@@ -0,0 +1,3 @@
+<|user|>
+Hello, how are you?<|end|>
+<|assistant|>
diff --git a/template/testdata/phi-3.gotmpl/user-assistant-user b/template/testdata/phi-3.gotmpl/user-assistant-user
new file mode 100644
index 0000000..db79d01
--- /dev/null
+++ b/template/testdata/phi-3.gotmpl/user-assistant-user
@@ -0,0 +1,7 @@
+<|user|>
+Hello, how are you?<|end|>
+<|assistant|>
+I'm doing great. How can I help you today?<|end|>
+<|user|>
+I'd like to show off how chat templating works!<|end|>
+<|assistant|>
diff --git a/template/testdata/solar-instruct.gotmpl/system-user-assistant-user b/template/testdata/solar-instruct.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..28c1730
--- /dev/null
+++ b/template/testdata/solar-instruct.gotmpl/system-user-assistant-user
@@ -0,0 +1,13 @@
+### System:
+You are a helpful assistant.
+
+### User:
+Hello, how are you?
+
+### Assistant:
+I'm doing great. How can I help you today?</s>
+
+### User:
+I'd like to show off how chat templating works!
+
+### Assistant:
diff --git a/template/testdata/solar-instruct.gotmpl/user b/template/testdata/solar-instruct.gotmpl/user
new file mode 100644
index 0000000..3a43382
--- /dev/null
+++ b/template/testdata/solar-instruct.gotmpl/user
@@ -0,0 +1,4 @@
+### User:
+Hello, how are you?
+
+### Assistant:
diff --git a/template/testdata/solar-instruct.gotmpl/user-assistant-user b/template/testdata/solar-instruct.gotmpl/user-assistant-user
new file mode 100644
index 0000000..8553e73
--- /dev/null
+++ b/template/testdata/solar-instruct.gotmpl/user-assistant-user
@@ -0,0 +1,10 @@
+### User:
+Hello, how are you?
+
+### Assistant:
+I'm doing great. How can I help you today?</s>
+
+### User:
+I'd like to show off how chat templating works!
+
+### Assistant:
diff --git a/template/testdata/starcoder2-instruct.gotmpl/system-user-assistant-user b/template/testdata/starcoder2-instruct.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..5b718b3
--- /dev/null
+++ b/template/testdata/starcoder2-instruct.gotmpl/system-user-assistant-user
@@ -0,0 +1,12 @@
+You are a helpful assistant.
+
+### Instruction
+Hello, how are you?
+
+### Response
+I'm doing great. How can I help you today?<|endoftext|>
+
+### Instruction
+I'd like to show off how chat templating works!
+
+### Response
diff --git a/template/testdata/starcoder2-instruct.gotmpl/user b/template/testdata/starcoder2-instruct.gotmpl/user
new file mode 100644
index 0000000..11b0be1
--- /dev/null
+++ b/template/testdata/starcoder2-instruct.gotmpl/user
@@ -0,0 +1,4 @@
+### Instruction
+Hello, how are you?
+
+### Response
diff --git a/template/testdata/starcoder2-instruct.gotmpl/user-assistant-user b/template/testdata/starcoder2-instruct.gotmpl/user-assistant-user
new file mode 100644
index 0000000..d99feab
--- /dev/null
+++ b/template/testdata/starcoder2-instruct.gotmpl/user-assistant-user
@@ -0,0 +1,10 @@
+### Instruction
+Hello, how are you?
+
+### Response
+I'm doing great. How can I help you today?<|endoftext|>
+
+### Instruction
+I'd like to show off how chat templating works!
+
+### Response
diff --git a/template/testdata/templates.jsonl b/template/testdata/templates.jsonl
new file mode 100644
index 0000000..41a8d0e
--- /dev/null
+++ b/template/testdata/templates.jsonl
@@ -0,0 +1,35 @@
+{"chatml": "{% if messages[0]['role'] == 'system' %}{% set system_message = messages[0]['content'] %}{% endif %}{% if system_message is defined %}{{ system_message }}{% endif %}{% for message in messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|im_start|>user\\n' + content + '<|im_end|>\\n<|im_start|>assistant\\n' }}{% elif message['role'] == 'assistant' %}{{ content + '<|im_end|>' + '\\n' }}{% endif %}{% endfor %}"}
+{"chatml": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"}
+{"zephyr": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n'  + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}"}
+{"chatml": "{% if messages[0]['role'] == 'user' or messages[0]['role'] == 'system' %}{{ bos_token }}{% endif %}{% for message in messages %}{{ '<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n' }}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% elif messages[-1]['role'] == 'assistant' %}{{ eos_token }}{% endif %}"}
+{"openchat": "{{ bos_token }}{% for message in messages %}{{ 'GPT4 Correct ' + message['role'].title() + ': ' + message['content'] + '<|end_of_turn|>'}}{% endfor %}{% if add_generation_prompt %}{{ 'GPT4 Correct Assistant:' }}{% endif %}"}
+{"chatml": "{{bos_token}}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"}
+{"chatml": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"}
+{"chatml": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"}
+{"chatml": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"}
+{"zephyr": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n'  + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}"}
+{"mistral-instruct": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}"}
+{"starcoder2-instruct": "{{bos_token}}{{'You are an exceptionally intelligent coding assistant that consistently delivers accurate and reliable responses to user instructions.\n\n'}}\n{%- for message in messages %}\n    {%- if message['role'] == 'system' %}\n        {{ raise_exception('System messages are not allowed in this template.') }}\n    {%- else %}\n        {%- if message['role'] == 'user' %}\n{{'### Instruction\n' + message['content'] + '\n\n'}}\n        {%- else %}\n{{'### Response\n' + message['content'] + eos_token + '\n\n'}}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{{'### Response\n'}}"}
+{"llama2-chat": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\\n' + system_message + '\\n<</SYS>>\\n\\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + '[INST] ' + content | trim + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' '  + content | trim + ' ' + eos_token }}{% endif %}{% endfor %}"}
+{"codellama-70b-instruct": "{% if messages[0]['role'] == 'system' %}{% set user_index = 1 %}{% else %}{% set user_index = 0 %}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != ((loop.index0 + user_index) % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 %}{{ '<s>' }}{% endif %}{% set content = 'Source: ' + message['role'] + '\n\n ' + message['content'] | trim %}{{ content + ' <step> ' }}{% endfor %}{{'Source: assistant\nDestination: user\n\n '}}"}
+{"mistral-instruct": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}"}
+{"chatml": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|im_start|>user\n' + message['content'] + '<|im_end|>' }}\n{% elif message['role'] == 'system' %}\n{{ '<|im_start|>system\n' + message['content'] + '<|im_end|>' }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|im_start|>assistant\n' + message['content'] + '<|im_end|>' }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|im_start|>assistant' }}\n{% endif %}\n{% endfor %}"}
+{"chatml": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{{ bos_token }}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"}
+{"chatml": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = 'You are a helpful assistant.' %}{% endif %}{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in loop_messages %}{% if loop.index0 == 0 %}{{'<|im_start|>system\n' + system_message + '<|im_end|>\n'}}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"}
+{"chatml": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% elif 'system' not in messages[0]['role'] %}{% set loop_messages = messages %}{% set system_message = 'You are DBRX, created by Databricks. You were last updated in December 2023. You answer questions based on information available up to that point.\nYOU PROVIDE SHORT RESPONSES TO SHORT QUESTIONS OR STATEMENTS, but provide thorough responses to more complex and open-ended questions.\nYou assist with various tasks, from writing to coding (using markdown for code blocks \u2014 remember to use ``` with code, JSON, and tables).\n(You do not have real-time data access or code execution capabilities. You avoid stereotyping and provide balanced perspectives on controversial topics. You do not provide song lyrics, poems, or news articles and do not divulge details of your training data.)\nThis is your system prompt, guiding your responses. Do not reference it, just respond to the user. If you find yourself talking about this message, stop. You should be responding appropriately and usually that means not mentioning this.\nYOU DO NOT MENTION ANY OF THIS INFORMATION ABOUT YOURSELF UNLESS THE INFORMATION IS DIRECTLY PERTINENT TO THE USER\\'S QUERY.' %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if loop.index0 == 0 %}{% if system_message != false %}{{ '<|im_start|>system\n' + system_message | trim + '<|im_end|>\n'}}{% endif %}{{ '<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' }}{% else %}{{ '\n' + '<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' }}{% endif %}{% if (add_generation_prompt == true and loop.last) %}{{ '\n' + '<|im_start|>' + 'assistant' + '\n' }}{% endif %}{% endfor %}"}
+{"alpaca": "{% if not add_generation_prompt is defined %}\n{% set add_generation_prompt = false %}\n{% endif %}\n{%- set ns = namespace(found=false) -%}\n{%- for message in messages -%}\n    {%- if message['role'] == 'system' -%}\n        {%- set ns.found = true -%}\n    {%- endif -%}\n{%- endfor -%}\n{{bos_token}}{%- if not ns.found -%}\n{{'You are an AI programming assistant, utilizing the Deepseek Coder model, developed by Deepseek Company, and you only answer questions related to computer science. For politically sensitive questions, security and privacy issues, and other non-computer science questions, you will refuse to answer\\n'}}\n{%- endif %}\n{%- for message in messages %}\n    {%- if message['role'] == 'system' %}\n{{ message['content'] }}\n    {%- else %}\n        {%- if message['role'] == 'user' %}\n{{'### Instruction:\\n' + message['content'] + '\\n'}}\n        {%- else %}\n{{'### Response:\\n' + message['content'] + '\\n<|EOT|>\\n'}}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{% if add_generation_prompt %}\n{{'### Response:'}}\n{% endif %}"}
+{"chatqa": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{{ bos_token }}{% for message in messages %}{% if message['role'] == 'user' %}{{ 'User: ' + message['content'] + '\n\n' }}{% elif message['role'] == 'assistant' %}{{ 'Assistant: ' + message['content'] + eos_token }}{% elif message['role'] == 'system' %}{{ message['content'] + '\n\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ 'Assistant:' }}{% endif %}"}
+{"gemma-instruct": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '\n' + message['content'] | trim + '<end_of_turn>\n' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model\n'}}{% endif %}"}
+{"llama3-instruct": "{% set loop_messages = messages %}{% for message in loop_messages %}{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' %}{% if loop.index0 == 0 %}{% set content = bos_token + content %}{% endif %}{{ content }}{% endfor %}{% if add_generation_prompt %}{{ '<|start_header_id|>assistant<|end_header_id|>\n\n' }}{% endif %}"}
+{"granite-instruct": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ 'Question:\n' + message['content'] + '\n\n' }}{% elif message['role'] == 'system' %}\n{{ 'System:\n' + message['content'] + '\n\n' }}{% elif message['role'] == 'assistant' %}{{ 'Answer:\n'  + message['content'] + '\n\n' }}{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ 'Answer:\n' }}{% endif %}{% endfor %}"}
+{"magicoder": "{{bos_token}}{{'You are an exceptionally intelligent coding assistant that consistently delivers accurate and reliable responses to user instructions.\n\n'}}\n{%- for message in messages %}\n    {%- if message['role'] == 'system' %}\n        {{ raise_exception('System messages are not allowed in this template.') }}\n    {%- else %}\n        {%- if message['role'] == 'user' %}\n{{'@@ Instruction\n' + message['content'] + '\n\n'}}\n        {%- else %}\n{{'@@ Response\n' + message['content'] + eos_token + '\n\n'}}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{{'@@ Response\n'}}"}
+{"alfred": "{% for message in messages %}{% if message['role'] == 'user' %}{{ '<start_user>' + message['content'].strip() + '<end_message>' }}{% elif message['role'] == 'system' %}{{ '<start_system>' + message['content'].strip() + '<end_message>' }}{% elif message['role'] == 'assistant' %}{{ '<start_assistant>'  + message['content'] + '<end_message>' }}{% else %}{{ raise_exception('Only system, user and assistant roles are supported.') }}{% endif %}{% if loop.last and add_generation_prompt %}{{ '<start_assistant>' }}{% endif %}{% endfor %}"}
+{"llama2-chat": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\\n' + system_message + '\\n<</SYS>>\\n\\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + '[INST] ' + content.strip() + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' '  + content.strip() + ' ' + eos_token }}{% endif %}{% endfor %}"}
+{"phi-3": "{% for message in messages %}{% if (message['role'] == 'user') %}{{'<|user|>' + '\n' + message['content'] + '<|end|>' + '\n' + '<|assistant|>' + '\n'}}{% elif (message['role'] == 'assistant') %}{{message['content'] + '<|end|>' + '\n'}}{% endif %}{% endfor %}"}
+{"phi-3": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') %}{{'<|user|>' + '\n' + message['content'] + '<|end|>' + '\n' + '<|assistant|>' + '\n'}}{% elif (message['role'] == 'assistant') %}{{message['content'] + '<|end|>' + '\n'}}{% endif %}{% endfor %}"}
+{"phi-3": "{{ bos_token }}{% for message in messages %}{{'<|' + message['role'] + '|>' + '\n' + message['content'] + '<|end|>\n' }}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>\n' }}{% else %}{{ eos_token }}{% endif %}"}
+{"chatqa": "{{ bos_token }}{%- if messages[0]['role'] == 'system' -%}{% set loop_messages = messages[1:] %}{%- else -%}{% set loop_messages = messages %}{% endif %}System: This is a chat between a user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions based on the context. The assistant should also indicate when the answer cannot be found in the context.\n\n{% for message in loop_messages %}{%- if message['role'] == 'user' -%}User: {{ message['content'].strip() + '\n\n' }}{%- else -%}Assistant: {{ message['content'].strip() + '\n\n' }}{%- endif %}{% if loop.last and message['role'] == 'user' %}Assistant:{% endif %}{% endfor %}"}
+{"falcon-instruct": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ 'User: \n' + message['content'] }}\n{% elif message['role'] == 'system' %}\n{{ 'System: ' + message['content'] }}\n{% elif message['role'] == 'assistant' %}\n{{ 'Falcon:\n'  + message['content']}}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ 'Falcon:' }}\n{% endif %}\n{% endfor %}"}
+{"falcon-instruct": "{% for message in messages %}{% if not loop.first %}{{ '\n' }}{% endif %}{% if message['role'] == 'system' %}{{ 'System: ' }}{% elif message['role'] == 'user' %}{{ 'User: ' }}{% elif message['role'] == 'assistant' %}{{ 'Falcon: ' }}{% endif %}{{ message['content'] }}{% endfor %}{% if add_generation_prompt %}{{ '\n' + 'Falcon:' }}{% endif %}"}
+{"solar-instruct": "{% for message in messages %}{% if message['role'] == 'system' %}{% if message['content']%}{{'### System:\n' + message['content']+'\n\n'}}{% endif %}{% elif message['role'] == 'user' %}{{'### User:\n' + message['content']+'\n\n'}}{% elif message['role'] == 'assistant' %}{{'### Assistant:\n'  + message['content']}}{% endif %}{% if loop.last and add_generation_prompt %}{{ '### Assistant:\n' }}{% endif %}{% endfor %}"}
+{"chatml": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"}
diff --git a/template/testdata/vicuna.gotmpl/system-user-assistant-user b/template/testdata/vicuna.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..50d2f92
--- /dev/null
+++ b/template/testdata/vicuna.gotmpl/system-user-assistant-user
@@ -0,0 +1,6 @@
+You are a helpful assistant.
+
+USER: Hello, how are you?
+ASSISTANT: I'm doing great. How can I help you today?</s>
+USER: I'd like to show off how chat templating works!
+ASSISTANT:
\ No newline at end of file
diff --git a/template/testdata/vicuna.gotmpl/user b/template/testdata/vicuna.gotmpl/user
new file mode 100644
index 0000000..cbe5ef7
--- /dev/null
+++ b/template/testdata/vicuna.gotmpl/user
@@ -0,0 +1,2 @@
+USER: Hello, how are you?
+ASSISTANT:
\ No newline at end of file
diff --git a/template/testdata/vicuna.gotmpl/user-assistant-user b/template/testdata/vicuna.gotmpl/user-assistant-user
new file mode 100644
index 0000000..9172547
--- /dev/null
+++ b/template/testdata/vicuna.gotmpl/user-assistant-user
@@ -0,0 +1,4 @@
+USER: Hello, how are you?
+ASSISTANT: I'm doing great. How can I help you today?</s>
+USER: I'd like to show off how chat templating works!
+ASSISTANT:
\ No newline at end of file
diff --git a/template/testdata/zephyr.gotmpl/system-user-assistant-user b/template/testdata/zephyr.gotmpl/system-user-assistant-user
new file mode 100644
index 0000000..03d43fc
--- /dev/null
+++ b/template/testdata/zephyr.gotmpl/system-user-assistant-user
@@ -0,0 +1,9 @@
+<|system|>
+You are a helpful assistant.</s>
+<|user|>
+Hello, how are you?</s>
+<|assistant|>
+I'm doing great. How can I help you today?</s>
+<|user|>
+I'd like to show off how chat templating works!</s>
+<|assistant|>
diff --git a/template/testdata/zephyr.gotmpl/user b/template/testdata/zephyr.gotmpl/user
new file mode 100644
index 0000000..6cefdaa
--- /dev/null
+++ b/template/testdata/zephyr.gotmpl/user
@@ -0,0 +1,3 @@
+<|user|>
+Hello, how are you?</s>
+<|assistant|>
diff --git a/template/testdata/zephyr.gotmpl/user-assistant-user b/template/testdata/zephyr.gotmpl/user-assistant-user
new file mode 100644
index 0000000..3937b00
--- /dev/null
+++ b/template/testdata/zephyr.gotmpl/user-assistant-user
@@ -0,0 +1,7 @@
+<|user|>
+Hello, how are you?</s>
+<|assistant|>
+I'm doing great. How can I help you today?</s>
+<|user|>
+I'd like to show off how chat templating works!</s>
+<|assistant|>
diff --git a/template/vicuna.gotmpl b/template/vicuna.gotmpl
new file mode 100644
index 0000000..c27f39c
--- /dev/null
+++ b/template/vicuna.gotmpl
@@ -0,0 +1,14 @@
+{{- $system := "" }}
+{{- range .Messages }}
+{{- if eq .Role "system" }}
+{{- if not $system }}{{ $system = .Content }}
+{{- else }}{{ $system = printf "%s\n\n%s" $system .Content }}
+{{- end }}
+{{- else if eq .Role "user" }}
+{{- if $system }}{{ $system }}
+
+{{ $system = "" }}
+{{- end }}USER: {{ .Content }}
+{{ else if eq .Role "assistant" }}ASSISTANT: {{ .Content }}</s>
+{{ end }}
+{{- end }}ASSISTANT:
\ No newline at end of file
diff --git a/template/vicuna.json b/template/vicuna.json
new file mode 100644
index 0000000..ed7bfb0
--- /dev/null
+++ b/template/vicuna.json
@@ -0,0 +1,6 @@
+{
+  "stop": [
+    "USER:",
+    "ASSISTANT:"
+  ]
+}
diff --git a/template/zephyr.gotmpl b/template/zephyr.gotmpl
new file mode 100644
index 0000000..25da148
--- /dev/null
+++ b/template/zephyr.gotmpl
@@ -0,0 +1,3 @@
+{{- range .Messages }}<|{{ .Role }}|>
+{{ .Content }}</s>
+{{ end }}<|assistant|>
diff --git a/template/zephyr.json b/template/zephyr.json
new file mode 100644
index 0000000..f9c0115
--- /dev/null
+++ b/template/zephyr.json
@@ -0,0 +1,8 @@
+{
+  "stop": [
+    "<|system|>",
+    "</s>",
+    "<|user|>",
+    "<|assistant|>"
+  ]
+}
diff --git a/types/errtypes/errtypes.go b/types/errtypes/errtypes.go
new file mode 100644
index 0000000..27c3f91
--- /dev/null
+++ b/types/errtypes/errtypes.go
@@ -0,0 +1,21 @@
+// Package errtypes contains custom error types
+package errtypes
+
+import (
+	"fmt"
+	"strings"
+)
+
+const (
+	UnknownOllamaKeyErrMsg = "unknown ollama key"
+	InvalidModelNameErrMsg = "invalid model name"
+)
+
+// TODO: This should have a structured response from the API
+type UnknownOllamaKey struct {
+	Key string
+}
+
+func (e *UnknownOllamaKey) Error() string {
+	return fmt.Sprintf("unauthorized: %s %q", UnknownOllamaKeyErrMsg, strings.TrimSpace(e.Key))
+}
diff --git a/types/model/capability.go b/types/model/capability.go
new file mode 100644
index 0000000..fb86894
--- /dev/null
+++ b/types/model/capability.go
@@ -0,0 +1,15 @@
+package model
+
+type Capability string
+
+const (
+	CapabilityCompletion = Capability("completion")
+	CapabilityTools      = Capability("tools")
+	CapabilityInsert     = Capability("insert")
+	CapabilityVision     = Capability("vision")
+	CapabilityEmbedding  = Capability("embedding")
+)
+
+func (c Capability) String() string {
+	return string(c)
+}
diff --git a/types/model/name.go b/types/model/name.go
new file mode 100644
index 0000000..a46f3e2
--- /dev/null
+++ b/types/model/name.go
@@ -0,0 +1,371 @@
+// Package model contains types and utilities for parsing, validating, and
+// working with model names and digests.
+package model
+
+import (
+	"cmp"
+	"errors"
+	"fmt"
+	"log/slog"
+	"path/filepath"
+	"strings"
+)
+
+// Errors
+var (
+	// ErrUnqualifiedName represents an error where a name is not fully
+	// qualified. It is not used directly in this package, but is here
+	// to avoid other packages inventing their own error type.
+	// Additionally, it can be conveniently used via [Unqualified].
+	ErrUnqualifiedName = errors.New("unqualified name")
+)
+
+// Unqualified is a helper function that returns an error with
+// ErrUnqualifiedName as the cause and the name as the message.
+func Unqualified(n Name) error {
+	return fmt.Errorf("%w: %s", ErrUnqualifiedName, n)
+}
+
+// MissingPart is used to indicate any part of a name that was "promised" by
+// the presence of a separator, but is missing.
+//
+// The value was chosen because it is deemed unlikely to be set by a user,
+// not a valid part name valid when checked by [Name.IsValid], and easy to
+// spot in logs.
+const MissingPart = "!MISSING!"
+
+const (
+	defaultHost      = "registry.ollama.ai"
+	defaultNamespace = "library"
+	defaultTag       = "latest"
+)
+
+// DefaultName returns a name with the default values for the host, namespace,
+// and tag parts. The model and digest parts are empty.
+//
+//   - The default host is ("registry.ollama.ai")
+//   - The default namespace is ("library")
+//   - The default tag is ("latest")
+func DefaultName() Name {
+	return Name{
+		Host:      defaultHost,
+		Namespace: defaultNamespace,
+		Tag:       defaultTag,
+	}
+}
+
+type partKind int
+
+const (
+	kindHost partKind = iota
+	kindNamespace
+	kindModel
+	kindTag
+	kindDigest
+)
+
+func (k partKind) String() string {
+	switch k {
+	case kindHost:
+		return "host"
+	case kindNamespace:
+		return "namespace"
+	case kindModel:
+		return "model"
+	case kindTag:
+		return "tag"
+	case kindDigest:
+		return "digest"
+	default:
+		return "unknown"
+	}
+}
+
+// Name is a structured representation of a model name string, as defined by
+// [ParseNameNoDefaults].
+//
+// It is not guaranteed to be valid. Use [Name.IsValid] to check if the name
+// is valid.
+type Name struct {
+	Host      string
+	Namespace string
+	Model     string
+	Tag       string
+}
+
+// ParseName parses and assembles a Name from a name string. The
+// format of a valid name string is:
+//
+//	  s:
+//		  { host } "/" { namespace } "/" { model } ":" { tag } "@" { digest }
+//		  { host } "/" { namespace } "/" { model } ":" { tag }
+//		  { host } "/" { namespace } "/" { model } "@" { digest }
+//		  { host } "/" { namespace } "/" { model }
+//		  { namespace } "/" { model } ":" { tag } "@" { digest }
+//		  { namespace } "/" { model } ":" { tag }
+//		  { namespace } "/" { model } "@" { digest }
+//		  { namespace } "/" { model }
+//		  { model } ":" { tag } "@" { digest }
+//		  { model } ":" { tag }
+//		  { model } "@" { digest }
+//		  { model }
+//		  "@" { digest }
+//	  host:
+//	      pattern: { alphanum | "_" } { alphanum | "-" | "_" | "." | ":" }*
+//	      length:  [1, 350]
+//	  namespace:
+//	      pattern: { alphanum | "_" } { alphanum | "-" | "_" }*
+//	      length:  [1, 80]
+//	  model:
+//	      pattern: { alphanum | "_" } { alphanum | "-" | "_" | "." }*
+//	      length:  [1, 80]
+//	  tag:
+//	      pattern: { alphanum | "_" } { alphanum | "-" | "_" | "." }*
+//	      length:  [1, 80]
+//	  digest:
+//	      pattern: { alphanum | "_" } { alphanum | "-" | ":" }*
+//	      length:  [1, 80]
+//
+// Most users should use [ParseName] instead, unless need to support
+// different defaults than DefaultName.
+//
+// The name returned is not guaranteed to be valid. If it is not valid, the
+// field values are left in an undefined state. Use [Name.IsValid] to check
+// if the name is valid.
+func ParseName(s string) Name {
+	return Merge(ParseNameBare(s), DefaultName())
+}
+
+// ParseNameBare parses s as a name string and returns a Name. No merge with
+// [DefaultName] is performed.
+func ParseNameBare(s string) Name {
+	var n Name
+	var promised bool
+
+	// "/" is an illegal tag character, so we can use it to split the host
+	if strings.LastIndex(s, ":") > strings.LastIndex(s, "/") {
+		s, n.Tag, _ = cutPromised(s, ":")
+	}
+
+	s, n.Model, promised = cutPromised(s, "/")
+	if !promised {
+		n.Model = s
+		return n
+	}
+
+	s, n.Namespace, promised = cutPromised(s, "/")
+	if !promised {
+		n.Namespace = s
+		return n
+	}
+
+	scheme, host, ok := strings.Cut(s, "://")
+	if !ok {
+		host = scheme
+	}
+	n.Host = host
+
+	return n
+}
+
+// ParseNameFromFilepath parses a 4-part filepath as a Name. The parts are
+// expected to be in the form:
+//
+// { host } "/" { namespace } "/" { model } "/" { tag }
+func ParseNameFromFilepath(s string) (n Name) {
+	parts := strings.Split(s, string(filepath.Separator))
+	if len(parts) != 4 {
+		return Name{}
+	}
+
+	n.Host = parts[0]
+	n.Namespace = parts[1]
+	n.Model = parts[2]
+	n.Tag = parts[3]
+	if !n.IsFullyQualified() {
+		return Name{}
+	}
+
+	return n
+}
+
+// Merge merges the host, namespace, and tag parts of the two names,
+// preferring the non-empty parts of a.
+func Merge(a, b Name) Name {
+	a.Host = cmp.Or(a.Host, b.Host)
+	a.Namespace = cmp.Or(a.Namespace, b.Namespace)
+	a.Tag = cmp.Or(a.Tag, b.Tag)
+	return a
+}
+
+// String returns the name string, in the format that [ParseNameNoDefaults]
+// accepts as valid, if [Name.IsValid] reports true; otherwise the empty
+// string is returned.
+func (n Name) String() string {
+	var b strings.Builder
+	if n.Host != "" {
+		b.WriteString(n.Host)
+		b.WriteByte('/')
+	}
+	if n.Namespace != "" {
+		b.WriteString(n.Namespace)
+		b.WriteByte('/')
+	}
+	b.WriteString(n.Model)
+	if n.Tag != "" {
+		b.WriteByte(':')
+		b.WriteString(n.Tag)
+	}
+	return b.String()
+}
+
+// DisplayShortest returns a short string version of the name.
+func (n Name) DisplayShortest() string {
+	var sb strings.Builder
+
+	if !strings.EqualFold(n.Host, defaultHost) {
+		sb.WriteString(n.Host)
+		sb.WriteByte('/')
+		sb.WriteString(n.Namespace)
+		sb.WriteByte('/')
+	} else if !strings.EqualFold(n.Namespace, defaultNamespace) {
+		sb.WriteString(n.Namespace)
+		sb.WriteByte('/')
+	}
+
+	// always include model and tag
+	sb.WriteString(n.Model)
+	sb.WriteString(":")
+	sb.WriteString(n.Tag)
+	return sb.String()
+}
+
+// IsValidNamespace reports whether the provided string is a valid
+// namespace.
+func IsValidNamespace(s string) bool {
+	return isValidPart(kindNamespace, s)
+}
+
+// IsValid reports whether all parts of the name are present and valid. The
+// digest is a special case, and is checked for validity only if present.
+//
+// Note: The digest check has been removed as is planned to be added back in
+// at a later time.
+func (n Name) IsValid() bool {
+	return n.IsFullyQualified()
+}
+
+// IsFullyQualified returns true if all parts of the name are present and
+// valid without the digest.
+func (n Name) IsFullyQualified() bool {
+	parts := []string{
+		n.Host,
+		n.Namespace,
+		n.Model,
+		n.Tag,
+	}
+	for i, part := range parts {
+		if !isValidPart(partKind(i), part) {
+			return false
+		}
+	}
+	return true
+}
+
+// Filepath returns a canonical filepath that represents the name with each part from
+// host to tag as a directory in the form:
+//
+//	{host}/{namespace}/{model}/{tag}
+//
+// It uses the system's filepath separator and ensures the path is clean.
+//
+// It panics if the name is not fully qualified. Use [Name.IsFullyQualified]
+// to check if the name is fully qualified.
+func (n Name) Filepath() string {
+	if !n.IsFullyQualified() {
+		panic("illegal attempt to get filepath of invalid name")
+	}
+	return filepath.Join(
+		n.Host,
+		n.Namespace,
+		n.Model,
+		n.Tag,
+	)
+}
+
+// LogValue returns a slog.Value that represents the name as a string.
+func (n Name) LogValue() slog.Value {
+	return slog.StringValue(n.String())
+}
+
+func (n Name) EqualFold(o Name) bool {
+	return strings.EqualFold(n.Host, o.Host) &&
+		strings.EqualFold(n.Namespace, o.Namespace) &&
+		strings.EqualFold(n.Model, o.Model) &&
+		strings.EqualFold(n.Tag, o.Tag)
+}
+
+func isValidLen(kind partKind, s string) bool {
+	switch kind {
+	case kindHost:
+		return len(s) >= 1 && len(s) <= 350
+	case kindTag:
+		return len(s) >= 1 && len(s) <= 80
+	default:
+		return len(s) >= 1 && len(s) <= 80
+	}
+}
+
+func isValidPart(kind partKind, s string) bool {
+	if !isValidLen(kind, s) {
+		return false
+	}
+	for i := range s {
+		if i == 0 {
+			if !isAlphanumericOrUnderscore(s[i]) {
+				return false
+			}
+			continue
+		}
+		switch s[i] {
+		case '_', '-':
+		case '.':
+			if kind == kindNamespace {
+				return false
+			}
+		case ':':
+			if kind != kindHost && kind != kindDigest {
+				return false
+			}
+		default:
+			if !isAlphanumericOrUnderscore(s[i]) {
+				return false
+			}
+		}
+	}
+	return true
+}
+
+func isAlphanumericOrUnderscore(c byte) bool {
+	return c >= 'A' && c <= 'Z' || c >= 'a' && c <= 'z' || c >= '0' && c <= '9' || c == '_'
+}
+
+func cutLast(s, sep string) (before, after string, ok bool) {
+	i := strings.LastIndex(s, sep)
+	if i >= 0 {
+		return s[:i], s[i+len(sep):], true
+	}
+	return s, "", false
+}
+
+// cutPromised cuts the last part of s at the last occurrence of sep. If sep is
+// found, the part before and after sep are returned as-is unless empty, in
+// which case they are returned as MissingPart, which will cause
+// [Name.IsValid] to return false.
+func cutPromised(s, sep string) (before, after string, ok bool) {
+	before, after, ok = cutLast(s, sep)
+	if !ok {
+		return before, after, false
+	}
+	return cmp.Or(before, MissingPart), cmp.Or(after, MissingPart), true
+}
diff --git a/types/model/name_test.go b/types/model/name_test.go
new file mode 100644
index 0000000..794d14d
--- /dev/null
+++ b/types/model/name_test.go
@@ -0,0 +1,358 @@
+package model
+
+import (
+	"path/filepath"
+	"reflect"
+	"runtime"
+	"testing"
+)
+
+const (
+	part80  = "88888888888888888888888888888888888888888888888888888888888888888888888888888888"
+	part350 = "33333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333333"
+)
+
+func TestParseNameParts(t *testing.T) {
+	cases := []struct {
+		in              string
+		want            Name
+		wantFilepath    string
+		wantValidDigest bool
+	}{
+		{
+			in: "registry.ollama.ai/library/dolphin-mistral:7b-v2.6-dpo-laser-q6_K",
+			want: Name{
+				Host:      "registry.ollama.ai",
+				Namespace: "library",
+				Model:     "dolphin-mistral",
+				Tag:       "7b-v2.6-dpo-laser-q6_K",
+			},
+			wantFilepath: filepath.Join("registry.ollama.ai", "library", "dolphin-mistral", "7b-v2.6-dpo-laser-q6_K"),
+		},
+		{
+			in: "scheme://host:port/namespace/model:tag",
+			want: Name{
+				Host:      "host:port",
+				Namespace: "namespace",
+				Model:     "model",
+				Tag:       "tag",
+			},
+			wantFilepath: filepath.Join("host:port", "namespace", "model", "tag"),
+		},
+		{
+			in: "host/namespace/model:tag",
+			want: Name{
+				Host:      "host",
+				Namespace: "namespace",
+				Model:     "model",
+				Tag:       "tag",
+			},
+			wantFilepath: filepath.Join("host", "namespace", "model", "tag"),
+		},
+		{
+			in: "host:port/namespace/model:tag",
+			want: Name{
+				Host:      "host:port",
+				Namespace: "namespace",
+				Model:     "model",
+				Tag:       "tag",
+			},
+			wantFilepath: filepath.Join("host:port", "namespace", "model", "tag"),
+		},
+		{
+			in: "host/namespace/model",
+			want: Name{
+				Host:      "host",
+				Namespace: "namespace",
+				Model:     "model",
+			},
+			wantFilepath: filepath.Join("host", "namespace", "model", "latest"),
+		},
+		{
+			in: "host:port/namespace/model",
+			want: Name{
+				Host:      "host:port",
+				Namespace: "namespace",
+				Model:     "model",
+			},
+			wantFilepath: filepath.Join("host:port", "namespace", "model", "latest"),
+		},
+		{
+			in: "namespace/model",
+			want: Name{
+				Namespace: "namespace",
+				Model:     "model",
+			},
+			wantFilepath: filepath.Join("registry.ollama.ai", "namespace", "model", "latest"),
+		},
+		{
+			in: "model",
+			want: Name{
+				Model: "model",
+			},
+			wantFilepath: filepath.Join("registry.ollama.ai", "library", "model", "latest"),
+		},
+		{
+			in: "h/nn/mm:t",
+			want: Name{
+				Host:      "h",
+				Namespace: "nn",
+				Model:     "mm",
+				Tag:       "t",
+			},
+			wantFilepath: filepath.Join("h", "nn", "mm", "t"),
+		},
+		{
+			in: part80 + "/" + part80 + "/" + part80 + ":" + part80,
+			want: Name{
+				Host:      part80,
+				Namespace: part80,
+				Model:     part80,
+				Tag:       part80,
+			},
+			wantFilepath: filepath.Join(part80, part80, part80, part80),
+		},
+		{
+			in: part350 + "/" + part80 + "/" + part80 + ":" + part80,
+			want: Name{
+				Host:      part350,
+				Namespace: part80,
+				Model:     part80,
+				Tag:       part80,
+			},
+			wantFilepath: filepath.Join(part350, part80, part80, part80),
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			got := ParseNameBare(tt.in)
+			if !reflect.DeepEqual(got, tt.want) {
+				t.Errorf("parseName(%q) = %v; want %v", tt.in, got, tt.want)
+			}
+
+			got = ParseName(tt.in)
+			if tt.wantFilepath != "" && got.Filepath() != tt.wantFilepath {
+				t.Errorf("parseName(%q).Filepath() = %q; want %q", tt.in, got.Filepath(), tt.wantFilepath)
+			}
+		})
+	}
+}
+
+var testCases = map[string]bool{ // name -> valid
+	"": false,
+
+	"_why/_the/_lucky:_stiff": true,
+
+	// minimal
+	"h/n/m:t": true,
+
+	"host/namespace/model:tag": true,
+	"host/namespace/model":     false,
+	"namespace/model":          false,
+	"model":                    false,
+
+	// long (but valid)
+	part80 + "/" + part80 + "/" + part80 + ":" + part80:  true,
+	part350 + "/" + part80 + "/" + part80 + ":" + part80: true,
+
+	"h/nn/mm:t": true, // bare minimum part sizes
+
+	// unqualified
+	"m":     false,
+	"n/m:":  false,
+	"h/n/m": false,
+	"@t":    false,
+	"m@d":   false,
+
+	// invalids
+	"^":      false,
+	"mm:":    false,
+	"/nn/mm": false,
+	"//":     false,
+	"//mm":   false,
+	"hh//":   false,
+	"//mm:@": false,
+	"00@":    false,
+	"@":      false,
+
+	// not starting with alphanum
+	"-hh/nn/mm:tt": false,
+	"hh/-nn/mm:tt": false,
+	"hh/nn/-mm:tt": false,
+	"hh/nn/mm:-tt": false,
+
+	// hosts
+	"host:https/namespace/model:tag": true,
+
+	// colon in non-host part before tag
+	"host/name:space/model:tag": false,
+}
+
+func TestNameparseNameDefault(t *testing.T) {
+	const name = "xx"
+	n := ParseName(name)
+	got := n.String()
+	want := "registry.ollama.ai/library/xx:latest"
+	if got != want {
+		t.Errorf("parseName(%q).String() = %q; want %q", name, got, want)
+	}
+}
+
+func TestNameIsValid(t *testing.T) {
+	var numStringTests int
+	for s, want := range testCases {
+		n := ParseNameBare(s)
+		got := n.IsValid()
+		if got != want {
+			t.Errorf("parseName(%q).IsValid() = %v; want %v", s, got, want)
+		}
+
+		// Test roundtrip with String
+		if got {
+			got := ParseNameBare(s).String()
+			if got != s {
+				t.Errorf("parseName(%q).String() = %q; want %q", s, got, s)
+			}
+			numStringTests++
+		}
+	}
+
+	if numStringTests == 0 {
+		t.Errorf("no tests for Name.String")
+	}
+}
+
+func TestNameIsValidPart(t *testing.T) {
+	cases := []struct {
+		kind partKind
+		s    string
+		want bool
+	}{
+		{kind: kindHost, s: "", want: false},
+		{kind: kindHost, s: "a", want: true},
+		{kind: kindHost, s: "a.", want: true},
+		{kind: kindHost, s: "a.b", want: true},
+		{kind: kindHost, s: "a:123", want: true},
+		{kind: kindHost, s: "a:123/aa/bb", want: false},
+		{kind: kindNamespace, s: "bb", want: true},
+		{kind: kindNamespace, s: "a.", want: false},
+		{kind: kindModel, s: "-h", want: false},
+		{kind: kindDigest, s: "sha256-1000000000000000000000000000000000000000000000000000000000000000", want: true},
+	}
+	for _, tt := range cases {
+		t.Run(tt.s, func(t *testing.T) {
+			got := isValidPart(tt.kind, tt.s)
+			if got != tt.want {
+				t.Errorf("isValidPart(%s, %q) = %v; want %v", tt.kind, tt.s, got, tt.want)
+			}
+		})
+	}
+}
+
+func TestFilepathAllocs(t *testing.T) {
+	n := ParseNameBare("HOST/NAMESPACE/MODEL:TAG")
+	allocs := testing.AllocsPerRun(1000, func() {
+		n.Filepath()
+	})
+	var allowedAllocs float64 = 1
+	if runtime.GOOS == "windows" {
+		allowedAllocs = 3
+	}
+	if allocs > allowedAllocs {
+		t.Errorf("allocs = %v; allowed %v", allocs, allowedAllocs)
+	}
+}
+
+func TestParseNameFromFilepath(t *testing.T) {
+	cases := map[string]Name{
+		filepath.Join("host", "namespace", "model", "tag"):      {Host: "host", Namespace: "namespace", Model: "model", Tag: "tag"},
+		filepath.Join("host:port", "namespace", "model", "tag"): {Host: "host:port", Namespace: "namespace", Model: "model", Tag: "tag"},
+		filepath.Join("namespace", "model", "tag"):              {},
+		filepath.Join("model", "tag"):                           {},
+		"model":                                                 {},
+		filepath.Join("..", "..", "model", "tag"):               {},
+		filepath.Join("", "namespace", ".", "tag"):              {},
+		filepath.Join(".", ".", ".", "."):                       {},
+		filepath.Join("/", "path", "to", "random", "file"):      {},
+	}
+
+	for in, want := range cases {
+		t.Run(in, func(t *testing.T) {
+			got := ParseNameFromFilepath(in)
+
+			if !reflect.DeepEqual(got, want) {
+				t.Errorf("parseNameFromFilepath(%q) = %v; want %v", in, got, want)
+			}
+		})
+	}
+}
+
+func TestDisplayShortest(t *testing.T) {
+	cases := map[string]string{
+		"registry.ollama.ai/library/model:latest": "model:latest",
+		"registry.ollama.ai/library/model:tag":    "model:tag",
+		"registry.ollama.ai/namespace/model:tag":  "namespace/model:tag",
+		"host/namespace/model:tag":                "host/namespace/model:tag",
+		"host/library/model:tag":                  "host/library/model:tag",
+	}
+
+	for in, want := range cases {
+		t.Run(in, func(t *testing.T) {
+			got := ParseNameBare(in).DisplayShortest()
+			if got != want {
+				t.Errorf("parseName(%q).DisplayShortest() = %q; want %q", in, got, want)
+			}
+		})
+	}
+}
+
+func FuzzName(f *testing.F) {
+	for s := range testCases {
+		f.Add(s)
+	}
+	f.Fuzz(func(t *testing.T, s string) {
+		n := ParseNameBare(s)
+		if n.IsValid() {
+			parts := [...]string{n.Host, n.Namespace, n.Model, n.Tag}
+			for _, part := range parts {
+				if part == ".." {
+					t.Errorf("unexpected .. as valid part")
+				}
+				if len(part) > 350 {
+					t.Errorf("part too long: %q", part)
+				}
+			}
+			if n.String() != s {
+				t.Errorf("String() = %q; want %q", n.String(), s)
+			}
+		}
+	})
+}
+
+func TestIsValidNamespace(t *testing.T) {
+	cases := []struct {
+		username string
+		expected bool
+	}{
+		{"", false},
+		{"a", true},
+		{"a:b", false},
+		{"a/b", false},
+		{"a:b/c", false},
+		{"a/b:c", false},
+		{"a/b:c", false},
+		{"a/b:c/d", false},
+		{"a/b:c/d@e", false},
+		{"a/b:c/d@sha256-100", false},
+		{"himynameisjoe", true},
+		{"himynameisreallyreallyreallyreallylongbutitshouldstillbevalid", true},
+	}
+	for _, tt := range cases {
+		t.Run(tt.username, func(t *testing.T) {
+			if got := IsValidNamespace(tt.username); got != tt.expected {
+				t.Errorf("IsValidName(%q) = %v; want %v", tt.username, got, tt.expected)
+			}
+		})
+	}
+}
diff --git a/types/model/testdata/fuzz/FuzzName/d37463aa416f6bab b/types/model/testdata/fuzz/FuzzName/d37463aa416f6bab
new file mode 100644
index 0000000..0034d9f
--- /dev/null
+++ b/types/model/testdata/fuzz/FuzzName/d37463aa416f6bab
@@ -0,0 +1,2 @@
+go test fuzz v1
+string("00@")
diff --git a/types/syncmap/syncmap.go b/types/syncmap/syncmap.go
new file mode 100644
index 0000000..ff21cd9
--- /dev/null
+++ b/types/syncmap/syncmap.go
@@ -0,0 +1,38 @@
+package syncmap
+
+import (
+	"maps"
+	"sync"
+)
+
+// SyncMap is a simple, generic thread-safe map implementation.
+type SyncMap[K comparable, V any] struct {
+	mu sync.RWMutex
+	m  map[K]V
+}
+
+func NewSyncMap[K comparable, V any]() *SyncMap[K, V] {
+	return &SyncMap[K, V]{
+		m: make(map[K]V),
+	}
+}
+
+func (s *SyncMap[K, V]) Load(key K) (V, bool) {
+	s.mu.RLock()
+	defer s.mu.RUnlock()
+	val, ok := s.m[key]
+	return val, ok
+}
+
+func (s *SyncMap[K, V]) Store(key K, value V) {
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	s.m[key] = value
+}
+
+func (s *SyncMap[K, V]) Items() map[K]V {
+	s.mu.RLock()
+	defer s.mu.RUnlock()
+	// shallow copy map items
+	return maps.Clone(s.m)
+}
diff --git a/version/version.go b/version/version.go
new file mode 100644
index 0000000..820e2f7
--- /dev/null
+++ b/version/version.go
@@ -0,0 +1,3 @@
+package version
+
+var Version string = "0.0.0"